diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..0641303
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+*ipynb_checkpoints*
\ No newline at end of file
diff --git a/notebooks/geometry_and_monocular.ipynb b/notebooks/geometry_and_monocular.ipynb
index 9d5f57c..d5dbf2a 100644
--- a/notebooks/geometry_and_monocular.ipynb
+++ b/notebooks/geometry_and_monocular.ipynb
@@ -34,14 +34,56 @@
},
{
"cell_type": "code",
- "execution_count": 276,
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "numpy found, version is 1.10.4\n",
+ "matplotlib found, version is 1.5.1\n",
+ "scipy found, version is 0.17.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "print 'numpy found, version is ', np.__version__\n",
+ "\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.pyplot as plt # pyplot - обертка matplotlib для интерактивного графопостроения.\n",
+ "print 'matplotlib found, version is ', mpl.__version__\n",
+ "\n",
+ "import scipy\n",
+ "print 'scipy found, version is ', scipy.__version__"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy.random\n",
- "import matplotlib.pyplot as plt"
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import math"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib notebook"
]
},
{
@@ -54,7 +96,7 @@
},
{
"cell_type": "code",
- "execution_count": 277,
+ "execution_count": 3,
"metadata": {
"collapsed": false
},
@@ -66,30 +108,796 @@
},
{
"cell_type": "code",
- "execution_count": 278,
+ "execution_count": 4,
"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 = $('
');\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",
+ " '');\n",
+ " var titletext = $(\n",
+ " '');\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 = $('');\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 = $('');\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 = $('');\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
+ "\n",
+ " var fmt_picker = $('');\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",
+ " '', {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 = $('');\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(\"\");\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('
');\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'] = '
';\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 = $('')\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 = $('');\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 = $('');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('');\n",
+ " var 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= 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": [
- ""
+ ""
]
},
- "execution_count": 278,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
},
{
"data": {
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3N5fx7MOhwg0qirRCoYBarYZ2u73s49KyQjzcRGucaJ0gi0TW8XCmiWeT1qNJcwHMmg9Z\nvsJkYKcl4qjgL+1rJOKeeuop2LaNgw8+WM/NGENYrDGpQEHxZLWgTUMWae12G47joFQqDVjR5H56\nqvDLsswSWaSRu5MK/arOMDXt4A8iq3mKBwhVoq9UKgMHm2iJE/E72ExzpybFlO8NYJ6INenejCKK\nOzVub2A/EUeFy8Xs1H6/j+uuuw6//OUv8ZnPfEbPGx5DWKwxWhFbQgWJtG63i06n44m0ycnJJbFG\nuoL2dZfZCEuQSBuXzX6lIYo4eqBIEg/Hn/PyxKTPNY54jBoTF7U3sGjtE2k0Gli1alWMd7l8YbHG\naIEOKerbOUqklctlVKvVJSKN0JlhmSVhRVoW79+kg2YcCHuwybGa9FoWcckx6X6ZuFepuj9JYj/F\ntS66RsW5NRoNHHjggUrmulxgscYoJYxI63Q66HQ6cF0X5XIZtVptSdmFtNBpsRs2pgmWtHFyg44z\nww62MEV+ZfeSae41U+Zi4lo25d4A6dyfMLGfssXZsixYloUdO3bgb/7mb7Bt2zbMzc1hbm4OCwsL\nmJyc1D7vcYDFGqME+vJ1Oh20Wi1MTU0N1KxKKtKWi2XNBJEWlXG/56YiulJF/NxLfv1SO51O5kV+\neW0EY9q9cV03s5hJv7Xuui6azSZKpZK3hsvlMm644Qb84he/gOu6+Lu/+zsceOCB2L59O7Zv345X\nv/rVOOGEE5TO7ZprrsHVV1+Nn//85wCA7du34wMf+ADOPvtspddJCos1JjZkviZLmvhzOjgoi45E\nWqVSQbVajWVJ02EJSsuyllSkLRexyowm6GAjEdfr9RIFei9XTLM4AmZZ1kyD9rJCoYBisYhTTjkF\np5xyCgDgpS99KV7zmtdg3bp1eOCBB/DAAw/g+uuvx7Zt25SLtY0bN+KKK67AoYceCtd18dnPfhav\neMUrsGPHDmzbtk3ptZLAYo2JjCzSxCc2OmBs2/ZEGgBUKhXUajVjs+F0iaBxtKQx5iG6l8Sae6oC\nvRm1mPhQZaKYBZYKWtd10Wg08PznPx+nnXbakn9Tzbnnnjvw/3/1V3+Fq6++Gj/84Q9ZrDHjiRg4\nKoo00f3iOA6AxbZQwGLz7Wq1qkSk6bSs6YDEqgqRpitr1cRDxVRMvFdJ4+FkS1wcV6pJAsCkuQA8\nn2EM+z41Gg3MzMws+bnu+TuOg+uvvx6tVgsnn3yy1mtFhcUaMxLa+KmQbZBIa7fbXuHQcrmMer2u\n1JI2Dm5QarBOZUqSNJk3gXGd90onbDwcuVVFohT5NUnAmmQ5Mum+EKbNSexcI5N26Y77778fJ598\nMjqdDqampvDVr34Vhx9+eGrXDwOLNSaQIJEmNwXudDrodrvI5XKoVqvodDool8vGujx1QCKt3+8P\ntFCpVCpZT41hPIJEnCzghhX5FS1xzHgwTBhlRdCcLMvC/Px8qmLt8MMPx7333ou5uTl86Utfwvnn\nn4/bbrvNKMHGYo1ZQliR1m63vQrUtVoN1WoVALxkAtWYaFmTRRpZ0ubn55VujGm4Qen//WJIGLNQ\nfegmaUFETbxNiIczRYyYKI7Ghfn5eRQKBUxMTKR2zWKx6LW2OvbYY/HjH/8YH/vYx3D11VenNodR\nsFhjPGSRBuyNayFkkSY3FqdNalzEWlyCRBrdB5PmGhaT3EhM9oSJhyOL+rDCp2SJ011aZNy+b2li\nongMmtPc3Bymp6cztdyKvYBNgcUaA9d1l1RVlzdWWZzIIo3QvRlkLQJHiTTdrMQDyaQDxgSyXgNi\nod5ut4tSqYRSqRRohRMzU9Nuep8VJooj0wh6OJybm8PMzExq9+69730vzjnnHGzatAnz8/P4/Oc/\nj1tvvRXf/e53U7l+WFisrWBUijQRXValLMeNKtKoxpzqeTKMqQxLaqDWQ6Pi4URrXJz1zt8Rf0wV\nj0HJBdPT06nN4amnnsIFF1yAX//615iZmcHRRx+N7373uzjzzDNTm0MYWKytQKhGmtxgWvzi9Pt9\ndDqdWBakcRNrw8jakqYTUVAOE50MM4xRaySXyy3p+RsmHi5qfbisLY4i4ySOsiLo80rbsvaZz3wm\nleskhcXaCkK0pC0sLMBxHExPTw/Em5E4oSKuccSJTlGVlghMKtJ0JUPoPJBM2siZ5c2weDixnuOo\nRuDiHyYYk4QsEeQGDaqxttJhsbYCEEUa1f+SA+HJkqaq0r4uUaWb5WxJC8J1XXS7XS9YXC7NYOJG\nz2SPru84ibEwjcD9HrIAZB4PZ5plzbT5EEExa2m6QccFFmvLGLElFIk02sDy+Tz6/T56vR7a7TZs\n21bWDknXhqDTvWrbNubn55WJtHHJBrVtG3Nzc3AcB/l83jeeiMRcWll9fozDvUwT0w7dKLRaLXz+\n85/HDTfchFarg1NPPQ4XXHA+DjzwwMDXjCrya9s2er0eXNcNVeSXLXHZM8yylmaNtXGBxdoyRGwJ\nJYs0YO8G57ouFhYWUCwWMTU1hWKxqOQQGKeYNbm/qcmWNFXvnyypVB+rWCxiYmJiICFCLM0AYGRW\nX9yAcGb8ifK59/t9XHLJZbjllp8hn/99FAoz+Nzn/h0333wRrrvuKmzevDnytekhotfroVKpoFAo\nKI+Hi4ppZXBMtKyNygZlBmGxtowII9J6vR46nQ5s2wYATE1NoVQqKZ2HjkxIERUboejuBBYb0Ivx\ne0kx0bJGIo0sqbQ+pqamBiwSohWDLI3VanVklXvdByCziGlCIAq33HILbr99J1av/gxqtaMAALb9\nJjz55BvxT//0OfzFX3wg1rhyTNuoeDjaK8PGw43r/RYx7T0Ms6xt2rQpgxmZDYu1ZQAdmmQhChJp\n1LOyVCqhWCyi2+0uydJSgU7LWlL8YtLIfWLaZiaT5L6SSLMsy7Ok9nq9JS5Pv2sSo6rcBwWEr5Ta\nWiuNOGvxrrvugm0f7gk1ACgUJlCpnIPbbrte5fSWMEzEjYqHi7OGTVrfJj44AsExa2xZWwqLtTFG\nFGmELNK63S46nY4n0iYnJz2hprNCs06xFkdYWZaFTqeDXq+3xN1J7kDVczVhg7QsC61WyzdxRMX7\nDhsQTlYMEbnP5HKxYDDBLPbKXVjyHbbteVSr5cTjx63NFqbpfdAa9hNxJnz3RcbhYZTgmDV/WKyN\nGWTJkEWa+JQni7RyuYxqtTpwmCYRPqMwaVMYJtIIEzfXpIgWxKSJI3Hujd8B6Fdby7btgVg40Q1F\nQm65fTbLjShr6sUvfjGuu+4bmJ29HqtWvQa5XA6dzkOw7W/i3HPPjT0HXQ+HYdawX1IOvZ4s+Pwg\nMsgwyxqX7vCHxdqYIIs0CogHBoVXp9PxGqmXy2XUarUlT4zya1Sj2w0aZmyxh2nYzgsq0SGGw9xX\n27bRarWMLD0S1Q0lijgA6HQ6mWf0mXAfTSHOd/yYY47B29/+Knz603+HX//63wDMIJ9/AC984SF4\n05vepH6SigkbD0dWa9F7kWU8nKmWNXlOrutibm4Oq1evzmhG5sJizXDEeCBRpMmWtLAijViuYi2O\nSFsOljX5fYcRafL7zuo+DHNDUUkGTmgYZFzfYy6XwzvfeTFe+MJTcNNNN6HT6eD448/BS17yEpTL\n8d2gWWc7yiKOEngqlcrIeDh6nRgSoCOm06Q1M2yfmZ+f5zprPrBYM5QwIs1xHHQ6HXS7Xbiui0ql\ngmq1OlSkEbrFGo2d1gaR1JI2LmJNnqdt294ayOVyqVsQdZLLLbYpovVfr9dDV7j3i4VbDvdkOZDL\n5XD88cfj+OOPz3oq2qC9L2w8nOM4oerDxV3HplnWRiUYcMzaUlisGQZ9iSnmqNPpYNWqVQNmdxJp\nnU4HwGLQbq1Wi+QW0inWdOE3ZxXuTh2bmG43qOM4aLfb2kWaaVbHpAkNfhaMccOkzwMwy2IzLnMJ\nEnGjyuMA8dexSfeGkOdEexqLtaWwWDMEUaRRwVr5oJRFWrVaRbVajRW7M46WNXFclTFppgmSYbiu\ni1arhU6ng1wuh1qthmq1Gvs+j8v7HkXcYHDZlUrFfU082EzDpLVj0lyA+PMZVR4nbo3Dcbk/jUYD\ntVrtt1nDjAiLtYyRRRqw94tH2Z62bQ/0bkwi0vyurxrdGwT1MFWdOKDaCkZjqkB0idu2rWQNhHmv\nlK1Zq9ViXycpcT+TqAkNo+pqmXbgMWajci+Ju47pdaLgM+FhJMgNSpmgWc/PRFisZQRZhyjuBsCS\nLxEt6Eaj4VlRKpWKEpGWlmVNFWRJo/9WKdJM3hjk5JFcLoeZmRntmZCdTgcPPrgT99//S/T7Dg46\naA22b9+K9evXa71uGoyKI6LvpJ8LirL8VlpCAxONNIR92Hg4eui3LGtJo/us4jqDHoxnZ2c5uSAA\nFmspQyJNfAKSvySiiw9YjEmr1+tjlx2kYsMS7wXNl6xKJpNUsMoirVKpeGtHp1CjJ/Dvf//HeOAB\nB/X6dhQKRdx//2/wq1/9BGef/Xzss88+2q6fJaNcqRR+kFU2nzxXUzBhLllng/qRZWaquI5d10Wz\n2US5XEY+nw8VDyeHBeiapwxb1oJhsZYSUUUauTs7nY62Olm6S2wkQb4XZEl77rnntIlWEzKmqDZT\nu91ekuFLnQhUESQod+3ahYcfbmHjxtNQKFThug72228zHn30R3jooUeXrVjzQ3ZBlUollMvlyNl8\nJOSyXl8qYbewP6beFzkpB1ATDxeHoHs0NzfHlrUAWKxpJoxIk/tVkjAh64quL79usRZn7CCRRmPq\nmLMOt23UMV13sH9rmFp5upibm4NlTaFWm0K/b8F18Vv3637YteuB1OdjIqoSGuIcfKaKgawxTQib\nMp9h62VYPFyYEjlx13LQgzH3BQ2GxZomkog0eRGvBLE2SqSJYy+nwyqKSEvrvS9acjtwHHvg551O\nE2vXlrRf349x+MxVJzSYEAg+Lpi0PkyaCxDPRRy2RE6StTzMDcoshcWaYlx3b0soMfNGXJj9fh+d\nTid0S6BxE2tEmLHDirSo40YhC8ua67ro9/tot9uwbRulUgmTk5NL3BQ6CXL/btiwAevWPYZf/OJ+\nrF+/FUAOs7O70e//Alu3bk5tfsuFMIHgovVCRI6Fy6LF1jBYTK4skq5l+uM4ju9aZstaMCzWFOEn\n0uQ6N2RJsywLhUJhpEgjkadTrFEmqupxgdFtoeJU3h/3w0EWacViEdPT06mKtFHU63WcdtpRuOOO\n+/GLX/wClpXD6tXAiSeuwyGHHJL19JYN4sFXKi1aLP1cqbLlAtiblSrGwqX93TDJgmRCvClhWrJD\nGvMJu5ZFEWfbNprNJvbs2YOrrroKRxxxBBqNBtatW6dtnuOMOSfEmCLWvwoSaWRJI5E2OTmJUqkU\n6sujW6zpHNuPpO2RxjlmjUSaZVkoFouYmpryNrawY+r8vGTr2itesQ5PPPEEut0uNmzYgDVr1mi5\nNrOXMK5Uag4uN7tPM5OPGT/SXgvD1nKz2USxWEQ+n8eePXtw00034R//8R8948EXvvAFHHnkkTjy\nyCNx1FFH4dRTT8WmTZuUze3DH/4wvvrVr+Khhx5CrVbDKaecgiuuuAJbt25Vdg3VsFiLCT0htFot\nOI7jtXuSRRpZUKKKNGKcxZo4tizS4lbe1zlnXeOKIq1QKGBqagrFYtH4g7RSqeDAAw+EZVmYmJjI\nejorGtFy0e12US6XUSqVRrYn0pHJZyqmvCdTLWumkc/nUS6XcfLJJ+Oee+5Bu93GW9/6VhxwwAFY\ntWoV7r//fnz+85/Hk08+iY997GN417vepezat99+O975znfi+c9/PizLwuWXX47f+73fw86dOzMt\nAD4MFmsRIRFGzaXJqkZPD35uriSHswlxZXGgeasSaTrRVRYFgJc4EFes+6HK5RPGomjS58QsZVh7\nIrm4r46EBlPWh6mCxARME4+EPJ9arYbZ2Vm87W1vwytf+Urv57Ozs8rn/q1vfWvg/z/72c9i3333\nxd13341TTz1V6bVUwWItBlQRmjY52gh7vR46nc6ASIvi5vIjC1elKvr9vnKRpiPOTrUblGITacxR\nsYlhMW2zZdInzBoNm5Ua1OxeTmhIO/Fp3DFVHJlC0P1xXdc3wSCNpu4kCE0O9WCxFhFyR4gbleM4\nmJubg+ORpVKMAAAgAElEQVQ4KJVKqNfriUWaeD0dSQA0Nj2Fq9pYyJJGgla1Jc3k0h1yc3lg0ZU4\nLk2J+VBe3vhl8vkFgVM/WPF141Dc18Q5mYBJyRciQaU70hBnIq7r4s/+7M9w6qmn4ogjjkj12lFg\nsRYDElDUXB2A5+ZSndU3LpY12d1Jm7up/n+RpJY1WaRR0oRq831QqY2k0PtmUbbyiFobThRxBK37\nLEuLmChITJqPSXMZts/Mzc2lLtYuuugiPPjgg7jjjjtSvW5UWKzFoN1uD8Qi2baNyclJbbFPusVa\nko3OcRy02+0l7s5ms6mtLIgpokJ+72l0W1CJSRs4YxbD6mlRLByVDxHbbK2khIYgTPvOmzofeU3Y\nto35+XmsXr06tblcfPHF+Na3voXbb78d+++/f2rXjQOLtRhQTFqtVoNt21hYWND2ZJeWWItKkEjT\nLVRMGJeaenc6HWOTJhhGB7lczvMeUKhDtVoN1ZrILxZOh+XZBEyai4lWR2DpPaJzdHJyMpXrX3zx\nxfj617+OW2+9VWlZEF2wWIvB5OSkZzWiv8e1vAYQbe6jRJqIaU90wwhzn/1EWqVSCXT9qP7sdNSD\nC3vNLDFhDqZh0j0RXanDWhMFJTTISQ1x3ptJe41JczGRoPvTaDQwPT2dSj/kiy66CF/4whfwjW98\nAxMTE9izZw8AYGZmBtVqVfv148BiLQbiZqL7ANUVpySPPYooIk0cWzVZuBZd1/VEmuu6qFarqFar\nxrX+iYr8+ZskAJjxJ2xCw6jacFTcd5zWp0lzdV3XqL0qaL+Zm5vD9PR0KvfummuuQS6XwxlnnDHw\n8+uuuw7nn3++9uvHgcVaDMTFRF8CnRmbQHZiLapIE8fW5a4E1N8Pv/nKIq1SqXjFj+OOmXSONC/V\nUOwRFXCWq9+b6kpJm6zvgWlWmzh12aIkNIStDWfS+jTtMwKyX7ciQZ9Vmn1BdZ3XOmGxlpA0LWtp\nju0n0oa5/PzGNnHTCoPruuh2u2i327FE2rjR6/W8eBEAXsafuKFalrUig8WZYFQKpGEJDWIsnF+D\ncHqNWKA86zWa9fVFTNyHg8p2zMzMGHXvTILFmiLGUaz5kVSkETotYLrGFWPSHMdBuVxGrVaLHUNh\nsmClThsAvPZF5XIZtm1794IOPxKvBPegZNIijCuVEh2ohA69zi8WLo11auJ33qTvZ9D9ITco4w+L\ntRjIMWumJQHEGVuVSJPRKdZUIW78/X4/sUjThYr3LrdDAxYLF1Nms+M43uFWLBa9LhT1et23hZE4\nN91xRia5uphFsvg8ZFeq6y42Bi+XyygUCgOuVLGsCIAla1SXFc6kdWqaeAz6HmdREHecYLGmgHEV\na0Sv10Or1VIq0kzarIIg4dJqteA4DnK5nNfHVQVkoTIFy7LQarVgWRaKxSImJyexsLDgiVKyWIiI\npVjogCPo98P2oDS5+j0z/qhKaEjq7jfpocLU5KGgmDW2rAXDYi0G8kIbR7FGLj9g8RBXneGoa946\nrEulUsl736o7UOgg6nunXqX9fn+goXzSz2ZYsLgo4IYdjqKAM+1AMRkT7pVpFhu/e6IroSHOXLLE\npPkMSzBgy1ow5p9MY0AasUmqxpdrheVyOa+fqUpMFGuu63rWJSpsPDU1hVKphIWFBS1WMB3ZoGGR\n22AFNZQPM8co1oJcLrdE9IZpX6Sq5tZyxjSBZAJx7smohAa5wK+IXNxXXqcmfUYmzYUI2kvm5+eN\n7yKQJSzWFKDbsqZifFGkAfAsaQsLCyqmuQTd7tuo45IlzbIsFAoFz90puvl0Ccu0GdUGKwuCDkdZ\nwPlZ4Wje9NmxFc4cltvnIK7TUqkEwN+V6tehgYQb/dwkd6gp8wDYshYXFmsx8HODUrC2ruvFFRJB\nIo3cArqtglkLoCAXoEmbV1hGCeBxbIPl1/zb72AE4JuRmpYVzkQLBbOI7risqK5UYPHhsN/vZ545\nbdq6HTYfKt3B+MNiLSaiyNEteOKMP0qkiWPrariug7AWO1Gk5fP5kSJNl2Utjc0yaYcF0zZ02QqX\nz+fR7XZRq9UChZzjOHjooYfwyCOPIJ/PY/v27TjiiCO4rIhGTFs3aRNkLV5YWECxWEQ+n08loWEY\n45ZgwGItGBZrChBN3zqIcuiHFWlxxo5CVm7QsHFaUcY0laTFe/0sxKN+J0v8DjRKFvnsZ/8Z//Ef\nj6HT2QjHsVGvfwEvfekWvPa1r0axWPRtIs4sL0z4TGkPEd2o9PMomdNp14ZLiyDx6LouGo0GVq9e\nncW0xgIWazExzbIWVaSlRVpuUFmkRY3T0lVrSUeCAdWPopIjptaFS4NcLoef/OQn+I//+AXWrbsQ\nq1dvheu6eOaZB3Hjjdfh6KN34nnPe55vjJGfgBuXg9GUeZowj3F4yArjSg1KaJDd/VEeNsbJskaN\n3Bl/WKwpQLQi6Tr0g1yVSUXaOFrWxDmrCqZPy2WZBJpft9uF4zgolUqYnJxUWhdu1LVN5O6774Nl\nbcPq1VsBLL6Pdeu2Y8+erXjggYdw0kknAVgaY2TbduRMP2YRk9dDlkQVR2ETGmzbHsicHtfyN6Ni\n1tiyFgyLNQWkIdbkRa7KkqY7k1XXuI7joNlsRm4wPwqVn6HKe0slRwgqOZIUeY6mb/Z+dLt9FAq1\nJT8vFGro9Rre//vFGMkHIwk42T0lWjWpgHIW94pFUjDjuHb9iJrQ4Ff+hv7QQ74p9yZIzJKngLNB\ng2GxFhNxsemOz5ItSSrdnTS2DqGpQwjSJqVapOnOJIw7vpzNCgDlclmJUBsXRt277du34Pbb70K3\nexYqlcUA5Xb7GbjuThx++Okjxw7rngL2ZvmlGSTODMckAavT7RiU0DCqCDUAtNtto9aqfO1Go+HF\n3DL+sFhTQBpizXEctFotdLvdWBl/w8bWhUqxJmY8AvBqpWUdkzeMJPc2KFFidnaWBYHEKaecgh/8\n4F7s2PEx1OvHwXUdtNt348QTpzwXaFRk95Tr7u0/mc/nB+KLRgWJm7xGk8JrMXtyOf8i1JSARGWl\nTIjbDDoPOF5tNCzWYpKWZY2aiwNAp9PR2hbKRMuaX1kKsjKpPAR1u7LDMioGT0fSwrDxxuEwnpqa\nwp//+YW49dZbceed9yCfz+HEE5+H008/XfmTOh2M4uFIVriwTe5NsGwkxSRrFmHC/TQloJ9EF609\n+h6EidvUWcMw6P7Mzs5iZmYm8/tmMizWFCDGs6iC3J1kSQOAmZkZ5Rl/WZXYCPO6oLIUjUZj9AAR\n0XEfogjAcSxoaxIzMzM477zzcN5556V+7VGxcGGtcFwTLh4mCkeTkA0LKprdx+0kErQXkmWN138w\nLNZiosuyRvFYoiUpn8+j1Wppi4MA9GVtRoVEWqfTCSxLMQ6Zm2GJU9A2i/e+XO53WohWjSRWuKBD\nkQ81szHl8wnzvY2a0JC0Npzfv3FB3NGwWFMALc4kB5os0kRLErlBx7HERlhro+u66PV6aLfbI2uH\nRRk3ylxpHmmMKb/fsAVtdRwC4yLEsnZRq2CYZSNMwVTxNSbcCxPmYMq9AMz7Lrmumyj5LE5CwzC3\nf9D9YbE2GhZriogr1oaJNHFsQO9GoLse2rDriqJFde0w06CK+6YUtDXlkFvJDLNsyIciPaSQpT2r\nWlumiRLTWM7fq2EJDcNK4NB5kMvlYFmWt94ptIUTDIazPE/EFPBzS0TZwGT31zDLimmuyihjB82Z\nREu73YZt25FEmg43qG7Lmuu6Xq20qO9XHpMPypWB36HY6/XQ6/VQqVRG1tpKq8m9CZjy/kz7bqZl\ndQzrSu33+97Z98wzz+AFL3gBtm3bhn333Rftdhu33XYbjjrqKC6O68PyzSlPmbCHqOu6aLfbmJ2d\nRbvdRrlcxqpVqzAxMTG0fye9VjVpWO1ESKQ1Gg0sLCwgl8thamoKU1NToYXLuIg1wrIszM/PY35+\nHgAiv98sMeUQZBahz6NYLHoPeBMTE6jX66hWq15pEbLYt9ttNJtNNJtNL8vYsiw4jmOcsIiLae/D\ntO9M1vXUqPxNpVLxHiLq9Trq9TouvfRSbN68GQ8//DBuvfVWnH766VizZg02bdqEc889F1/96leV\nz+n222/Heeedhw0bNiCfz+Mb3/iG8mvowPzTYkwYJSCiWNL8xqYxVKN7bHFcsqRZloVisaisCr+p\niC6rQqGAyclJlEolozZzttRFw6TPTsSvnptfgDgV9ZVfF9cKZ+r9yArTvksmzofW2j777IPLLrsM\nAHDhhRfiT//0T3HOOefgvvvuw09/+lPcd999aDabyufQbDZxzDHH4G1vexv+8A//UPn4umCxFhM/\nN6hf0HsSkeY3lg50Hdg0Lrn/LMtSIlpMt6yJBW2BxS4TtVpNycGWlbgybdNnRpO0TIMs4MT1a9p6\nMEk0mjIXU2q+iQwr3bFmzRoceeSROPLII7XO4eyzz8bZZ5/tzWdcYLGWAPHglA9RlSJNRbbpqPF1\nFfQFFr+IKi1LplqD5IK2tVoN7XYbxWLRqA2TGX+SPOiELdNADxuEKOBM+v7xXMaDYfem0WhwNugI\nWKwpgixrKkWaPP64iDXZsiRX4VeFyuDZJJY1ikOUC9rSz1Wio2wJHzBMWCucnOHXbrdTb1lkOqa8\ndxMta8DS+biui0ajwU3cR8BiLQF+lrXZ2VlPpFWrVWUlGcZBrMn9LCuVCrrdLsrlstINw5TNJ2xB\nW5PFkCn3kglHmmtpmBWu3++j1+uhUCj4Ng6XBZzujFRT1rHJ3/WsGSYe2bI2GhZrCaEDmywopVJJ\nS90sk8Wabdtea6xcbm8/S8uyBtplqUK0gqkWgWEzeuMUtGWY5YBoOSOLeZg6W3Gq3YfBpKK4gHnC\n0ZT5EH7zmZub43IdI2CxloB2u41WqwXXdVEsFmFZFur1upZDW7dYi+Na84vREvtZpl0WJClhMnrj\nFLRVXbtN5/0UC1fS/zPMKMLEwok9UsXXqWhyb8o6NU04Ambdm6Cfs2VtNCzWElIul1GtVuE4Dubn\n540TVGGJMu+wTcd1ibUsRCCJtCgFbU3ZJIchx1qSC1sMJgeyFdzjcB8Zf8RYOCrTI1rhwja59ytN\nQpj2MGjKejXtvgRZ+prNJizLSk2sNZtNPProo958Hn/8cdx7771Ys2YNNm7cmMoc4sBiLQH1eh22\nbQPYuxBNdVWOGjsMokgDEKrpODA+Ys3vHstlR6LWhjM1c5WgQ5NiLYNikKg210oNIjfpMzTpvseZ\ni2iFS9LkfpiAywqT1sm4uEEbjUaqRcLvuusuvPjFL/bW4aWXXgoAuOCCC3DttdemMoc4sFhLgLjo\ndFt7soxZCxtI7zeuDtKwrNm2jVarhX6/b1RBW1XrgFy6ZNEol8uoVCqwbdt7j3RgdrtdAFhSyiGt\nIPKdO3fixhtvwa5dc9h//xm86EUn4fnPf37mn8VKRlddxmEZqUFWOGDx+0pW4UKhwGvDQILWzOzs\nLKanp1P7zE4//XStXipdsFhTxHIUa67rei1r4pQhGceYNcdxsLCw4G38ExMTibNZTXv/orWQrBWT\nk5PegQgMHpzdbhelUgmlUilSELnYXDwud955J66++ht45pmDsWrVcfj5z3+Ju+/+fzj//Gdx1lln\nJb4X44Zpa0k3YaxwvV7PS/oRXyevxTSswSbFrJlmWQuaD8erhYPFWgKysKzp2AxkseYn0pKUIRkH\nNyht/HR/VdWG0/1ZRcHPWtjr9QYEWtA16e9hQeSj3FfDKuL7YVkWvva172F+/ngcdtgfeKL5F7+4\nCd/4xo04+eSTMT09HeteMOON+DDR6/UGHibkdajzYcJ0THpvQWfX3Nxcqpa1cYXFmiLo8NFlXk2j\nRhH1DqSSFGGzHYeNq8MiqFKsiQVtgcXNfGZmRun9ztoaImbtytZCsU8kED8Gyc99Naoi/ig36p49\ne/Dkky3sv/9JA1mq++//Ajz++Hfx85//HEcffXTk+TJqMOFwFa01wx4mRAE3LBZOFHBR35+pliyT\nCBJrbFkbDYs1haSRBKDTzN5oNOA4Tuhsx7CYuGnI1sNqtTpgWVNFlhu3KESHZe2GHSsKo+KPwtbi\nKhaBfr+FWm3v2P1+E4XCYiY2kw0mfqeDyOVyS/Yyv4cJy7KUNrnPGpNcskDwmpmfn2exFgIWawnw\nK1WRhlhTBQWZU0Ffil1SmZWjY7NIci/8CtqSi3dhYcH4QyjMGvMTokEJIWlmq0Z1o05OTmLr1lX4\nz/+8EbXa/sjnp2DbfTzxxLdw6KEVHHLIIanMm1l++D1MAFgi4KJY4UyzrJnGMDcoi7XRsFhTyLiI\nNVGk2bbtbVj1el15+rSuexJ13DAFbXW5bNMSQ3GL9mbNMDfqH//xH+KZZz6HRx65Eq77OwB244AD\n2nj1q18Fy7LgOE5qLY1MwZT3aMo8AHVz8SsH4meF6/f7vlY4AF7dwqzvjwlzkGGxFh8WawkYR8sa\niTTLslAsFjE1NYVcLodGo2GEqNKBWNC2WCwqtx6mSZA7PE7RXpMhAbd582a8//2X4Ac/+MFvW9Js\nwrHHHouZmZlUslEZs0ljbwnj0hczqXu9Hnq9XuzEGtVzN4Ug8dhoNHDwwQdnMKPxYnx3cwNJI8Eg\n7uYkF3cV64bRJqOLrERg1IK242hZsywL7Xbby/DUUbQ36w1/cnISp556aqCVUFc2qolk/eBDmDIP\nIu3P0s+lb9s22u02KpUKgL0uVTmxRl6Luh4oTLOsDRNrbFkbDYu1hMixCqZZ1uTD3K+4q86yI7o2\ni2H3Om5BWxOsgGGhDE+V9eDGFV3ZqIz5mPh9Fdu0Af5WONkiTGtYdZN709Yzu0Hjw2JNISaJNVGw\njDrMdYu1tKpF05OtSQJG1/ufm5tDLqeuHtwoTDwUh6EiG5XdqMPh+zJI0HdkVGKNvB5FkjxQmPad\nDZpPo9HAqlWrUp7N+MFiLSGyZU2nMAkjBuMIFt1iTfe4Yh2xJALGZMsaZXi2Wi0AQKVSQb1eV35g\nmnwPkhI1G1V8Hb3Gtu2xdqMuV0z6LMLORVV5m6D1aJIbNChT1nVdFmshYbGmENrQdX1JRrn+Op1O\nbMFiStZmlHFJpFHpkSR1xERUfn5J379caqRYLMKyLNRqNSVzXM7iLCxh3KgU1ylmAa5kN6opa8aU\neQBq5hLGCif2SBVf57cOTVmPw8qasBs0HCzWEhIU+5WWWBsHq5LqccWK5JZlhW4sPwpTNjZCzvCc\nmpqC4ziYn5836pBajsgCznEctFot77uVpRvVtHXK6Edcj5RAJFrhgprcUzs5+aEiK4ISDNiyNhoW\nawrR6U6k8UXXX6fTUVKdXh5bJSoPFtnKlMvlMD09bXQdsTj3VcxipfIqtEGnFf+nG9d1ceedd+KH\nP/whisUizjjjDBxxxBG+v2uSOMnlgqvhr4RsVBGT5m/CXNIuiita4eQm9+RpyefzI61waViFg/ZA\ny7KwsLCA1atXa7v2coHFmkLSEGv0hE+9LFValUx1g8rFXkulEgqFAhzHUSrUdFtGRyHHG6aRuRtm\nPNX3wrIsvP/9H8DXv/599Pv7A+jjE5/4Av7kT/4Il1zyLiMO3iikmY1qikXVlHgoU+4HYcI9Ed2o\npVIJxWIxlBVOXouFQkHZ+wkSsvPz8ygWi6jX60qus5xhsZaQtEpgiF80la4/+RqqSSqAggraNptN\n5VYmHZ9fGLEqW0nTyvCMgsp78rWvfQ1f+cp/ol6/AmvXngnAxezs9fjUp/4WJ554Ak455RRl11JN\nmsHjnI06XpgkHGVxNMwKF8YqLAu4JB4ckdnZWUxPT/MaDwGLNYXoOOxd1/UOchI8MzMzyuMOdH1Z\n4oq1UQVtl0NgvPzZqkiQmJ+fxz333INdu3ZjamoCRx99NDZu3Khw1sm54YbvwnFOx9TU7/72Jzms\nXv3H2LXr/+Hf//07Rou1JCTNRi0UCt6aN8WylTVpux5HYco8wjLsoUJej0keKoaV7ZiZmRm7+5YF\nLNYSosuyRqUaqBk3VcWmummqIRdr1sj14YIK2uoQa2lZ1uTYu0qlglqtFupzHTbHp556Cp/61Bfx\n8MNALncgHGcPbrzxi3jd607DSSedFHrOuoXA3FwThcK+PtfdFwsLC9quaypx3KjNZjPzbFQ+YAcx\n6eExiYgd9lAhCjgVTe4bjQamp6cjz3ElwmJNISoOe/kgF5txk3DTge4EAx314UzaHMNAsXftdhu2\nbStvtP6d73wPDz00jW3b3oBSqQoAePzxm/GVr9yObdu2+W6KWcTpnXTS0bj33ptg2xehUJgAAPT7\nu5HP/wjHHntB4OvG7fNOQpCAozI1xWIxUzeqSZ+FSaLRpLkAauczLLlGFnByk3tCrFMI7C3bYdp9\nMxEWa4qJa6EaJtLEsclEraMcQBZiLW7pER0iQ5dlDYAn0ijDc3p6Olaj9aA5tttt3HvvL7F+/bme\nUAOATZteiIcfvhOPPvoojjvuuATvRB2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el1hLMq9hQmZv4VO18WU0piqCSoyoTIwIy9NP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\n9uxZlJSU8M+ZOnUqK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+ "text/html": [
+ "
"
+ ],
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
"output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
@@ -112,7 +920,7 @@
},
{
"cell_type": "code",
- "execution_count": 279,
+ "execution_count": 9,
"metadata": {
"collapsed": false
},
@@ -163,7 +971,7 @@
},
{
"cell_type": "code",
- "execution_count": 280,
+ "execution_count": 10,
"metadata": {
"collapsed": false
},
@@ -196,7 +1004,7 @@
},
{
"cell_type": "code",
- "execution_count": 281,
+ "execution_count": 46,
"metadata": {
"collapsed": false
},
@@ -204,37 +1012,803 @@
"source": [
"# поворот вставьте сюда. отобразите результат\n",
"def rotate(points, rot_mat):\n",
- " return np.array([rot_mat.dot(point) for point in points])\n",
+ " return rot_mat.dot(points.T).T\n",
"\n",
"rotated_points = rotate(points3D, R)"
]
},
{
"cell_type": "code",
- "execution_count": 282,
+ "execution_count": 12,
"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 = $('');\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",
+ " '');\n",
+ " var titletext = $(\n",
+ " '');\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 = $('');\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 = $('');\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 = $('');\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
+ "\n",
+ " var fmt_picker = $('');\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",
+ " '', {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 = $('');\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(\"\");\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('
');\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'] = '
';\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 = $('')\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 = $('');\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 = $('');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('');\n",
+ " var 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= 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": [
- ""
+ ""
]
},
- "execution_count": 282,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
},
{
"data": {
- "image/png": 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EHAAMh8NE7lRRxIlJDaKFkF9UksNijdECibTRaITl5WXUajXHlUn/Loq0UqmExcVFlEol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\nC2aPptE4HA7Y7XbOQoU+FgBQW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+ "
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+ ],
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
"output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
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],
"source": [
@@ -245,7 +1819,7 @@
},
{
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- "execution_count": 283,
+ "execution_count": 14,
"metadata": {
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},
@@ -261,7 +1835,7 @@
},
{
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- "execution_count": 284,
+ "execution_count": 15,
"metadata": {
"collapsed": false,
"scrolled": true
@@ -269,23 +1843,789 @@
"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 = $('');\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",
+ " '');\n",
+ " var titletext = $(\n",
+ " '');\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 = $('');\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 = $('');\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 = $('');\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 = $('')\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 = $('');\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 = $('');\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 = $('');\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 = $('');\n",
+ "\n",
+ " var fmt_picker = $('');\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",
+ " '', {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 = $('');\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(\"\");\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('
');\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'] = '
';\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 = $('')\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 = $('');\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 = $('');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('');\n",
+ " var 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= 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": [
- ""
+ ""
]
},
- "execution_count": 284,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
},
{
"data": {
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EHAAMh8NE7lRRxIlJDaKFkF9UksNijdECibTRaITl5WXUajXHlUn/Loq0UqmExcVFlEol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\nK1euxNatWxEYGIgmTZrgxo0be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@@ -343,7 +2683,7 @@
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@@ -371,7 +2711,7 @@
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- " [-0.08879105 -1.49449519]\n",
- " [ 1.08915909 0.95624336]]\n"
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MRLw4Il4B/Deg2R4sWoM2L239vCUiro2Il0bEWRFxEfAVYKa1L0mS1AfqnOdiH3A31VMi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\nTkSuQmCC\n",
+ "image/png": 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StCKGgCS1mCEgSS1mCEhSixkCktRihoAktZghIEktZghIUosZApLUYoaAJLWYISBJLdZ0\nZrF3J/l6kpeT3Dqg5vokjyZ5OslTSX6jyZiSpOFpeiTwFPAu4IsL1Hwf+M2quhl4M/DBJDc1HFeS\nNASNQqCqTlfVGQZPMk9VPV9VT/aXvwecBK5rMm6rOGG2pFW0ptcEkkwBtwBfXstxJ5YTZktaZesX\nK0jyCLBt9iqggI9W1ReWOlCS1wIPAR/qHxEMND09fXm50+nQ6XSWOsyVY2YG9u7tTZj9g0mz9+6F\nO+9sxSQZkgbrdrt0u92hbGsok8okeQz4cFU9PuD19cAR4GhVfWKRbTmpDPROAe3cCS+++Mq6zZvh\n+HG47bbR9SVp7IzLpDILNfD7wDcWCwDN4oTZktZA04+I7klyHtgBHElytL/+2iRH+stvAX4ZeGuS\nJ5I8nmRX08aveE6YLWkNOMfwuGvZhNmSls+J5iWpxcblmoAkacIYApLUYoaAJLWYISBJLWYISFKL\nGQKS1GKGgCS1mCEgSS1mCEhSixkCktRihoAktZghIEktZghIUosZApLUYk0nlXl3kq8neTnJrYvU\nrutPKHO4yZiSpOFpeiTwFPAu4ItLqP0Q8I2G4421YU38PCr2P1r2P1qT3v9KNQqBqjpdVWdYeH5h\nklwPvBP4TJPxxt2k/xHZ/2jZ/2hNev8rtVbXBH4b+C3AKcMkaYysX6wgySPAttmr6L2Zf7SqvrCE\n3/954EJVPZmkwyJHDZKktTOUOYaTPAZ8uKoen+e1fwv8M+D7wCbgR4H/VlXvGbAtjxYkaZlGOtF8\nPwT+VVX9xSJ1d9ALi7saDypJaqzpR0T3JDkP7ACOJDnaX39tkiPDaFCStHqGciQgSZpMI71jOMm/\nT3IyyZNJ/jjJ5gF1u5KcSvJMkn1r3ecgS71ZLsnZJF9N8kSSr6xljwtZRv/juv+vTnIsyekkDye5\nakDdWO3/pezPJL+T5Ez//41b1rrHQRbrPckdSV7o3xj6eJKPjaLPQZIcTHIhydcWqBnLfQ+L97+i\n/V9VI/sB7gTW9ZfvB/7dPDXrgL8EtgMbgCeBm0bZ96zebgR+CngUuHWBur8Crh51vyvpf8z3/wHg\nX/eX9wH3j/v+X8r+BN4B/El/+U3Al0bd9zJ6vwM4POpeF/hv+DngFuBrA14fy32/jP6Xvf9HeiRQ\nVcer6m/7T78EXD9P2e3Amao6V1WXgAeB3WvV40JqiTfL9V8fu+9pWmL/Y7v/6fXxQH/5AWDPgLpx\n2v9L2Z+7gc8CVNWXgauSbGP0lvq3MLYfA6+qPwf+7wIl47rvgSX1D8vc/+PyPwbArwJH51l/HXB+\n1vNn++smSQGPJDmR5AOjbmaZxnn/b62qCwBV9TywdUDdOO3/pezPuTXPzVMzCkv9W3hz/1TKnyT5\nB2vT2tCM675fjmXt/0VvFmtqKTebJfkocKmqPrfa/SxX05vl+t5SVd9OsoXem9HJfqKvuiH1PzIL\n9D/fuc5Bn3IY2f5vob8AXl9Vf53kHcD/AH56xD21ybL3/6qHQFXtXOj1JO+j971Cbx1Q8hzw+lnP\nr++vWxOL9b/EbXy7/ziT5L/TO6xekzehIfQ/tvu/f4FsW1VdSHIN8J0B2xjZ/p/HUvbnc8BPLFIz\nCov2XlXfm7V8NMmnkryuqr67Rj02Na77fklWsv9H/emgXfS+U+iuqvqbAWUngBuSbE+yEbgbGMev\no573PFyS1yR5bX/5R4B/Anx9LRtbokHnEcd5/x8G3tdffi/w+bkFY7j/l7I/DwPvAUiyA3jhB6e9\nRmzR3mefP09yO72PoY9bAITBf+/juu9nG9j/ivb/iK90nwHOAY/3fz7VX38tcGRW3S7gdL9+/yh7\nntP/HnrnDy8C3waOzu0feAO9T1E8Qe+rtyeq/zHf/68Djvd7Owb82CTs//n2J3Av8Guzaj5J75M4\nX2WBT56NW+/AB+mF7BPA/wTeNOqe5/T/OeBbwN8A3wTePyn7fin9r2T/e7OYJLXYOH06SJK0xgwB\nSWoxQ0CSWswQkKQWMwQkqcUMAUlqMUNAklrMEJCkFvv/paJEL/A1eD8AAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -409,6 +2749,7 @@
],
"source": [
"points = np.random.multivariate_normal(np.zeros(2), np.eye(2), 4)\n",
+ "additional_points = np.random.multivariate_normal(np.zeros(2), np.eye(2), 10)\n",
"print points\n",
"if (False):\n",
" transform_mtx = np.random.rand(3, 3)\n",
@@ -419,6 +2760,39 @@
"plt.scatter(transformed_points[:,0], transformed_points[:,1], color='r')"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(points[:,0], points[:,1], color='b')\n",
+ "plt.scatter(additional_points[:,0], additional_points[:,1], color='y')"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -431,7 +2805,7 @@
},
{
"cell_type": "code",
- "execution_count": 290,
+ "execution_count": 39,
"metadata": {
"collapsed": false
},
@@ -439,18 +2813,18 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 290,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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S1DBDQJIaZghIUsMMAUlqmCEgSQ0zBCSpYYaAJDVspBBIclOSR5I8k+R1Zyl3fZJDSR5L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\nEzCbU9h1AAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -481,9 +2855,11 @@
"# Now to get transform from rand points to rect points let's apply inversioin\n",
"needed_mtx = np.linalg.inv(rect_to_points_mtx)\n",
"transformed_rand_points = transform(points, needed_mtx)\n",
+ "transformed_additional_points = transform(additional_points, needed_mtx)\n",
"assert np.allclose(rect_points, transformed_rand_points)\n",
"\n",
- "plt.scatter(transformed_rand_points[:,0], transformed_rand_points[:,1])"
+ "plt.scatter(transformed_rand_points[:,0], transformed_rand_points[:,1])\n",
+ "plt.scatter(transformed_additional_points[:,0], transformed_additional_points[:,1], color='y')"
]
},
{
@@ -497,7 +2873,7 @@
},
{
"cell_type": "code",
- "execution_count": 301,
+ "execution_count": 48,
"metadata": {
"collapsed": false
},
@@ -511,6 +2887,8 @@
" # вставьте сюда проверку размеров и того что R - матрица поворота.\n",
" if not (t.shape == (3L,) and R.shape == (3, 3) and K.shape == (3,3)):\n",
" raise ValueError('bad constructor args')\n",
+ " if not np.allclose(R.dot(R.T),np.eye(3,3)):\n",
+ " raise ValueError('not rotation matrix') \n",
" self.R = R\n",
" self.t = t\n",
" self.K = K\n",
@@ -540,7 +2918,7 @@
},
{
"cell_type": "code",
- "execution_count": 302,
+ "execution_count": 49,
"metadata": {
"collapsed": false
},
@@ -548,18 +2926,18 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 302,
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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rEpvLutO65ZZb2Lp1a5Uud8SWLVvKd/fxdysSAPsB6Onpaf2IJEmVneqP60OH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\nM0hIkqTK/n81fmMlgJCRLgAAAABJRU5ErkJggg==\n",
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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -602,16 +2980,16 @@
},
{
"cell_type": "code",
- "execution_count": 303,
+ "execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -654,16 +3032,16 @@
},
{
"cell_type": "code",
- "execution_count": 304,
+ "execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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c1hIfBZywNorM9pSl5TUGW/qMl8fsnU3cerpBUucVGKgwMzOHzO+E1GBqrK+e\ngK6sihxeVBJiJW4wQCSHeW2yzG/81Gu57cgJBkVBo5nRD+Z3kEIfhuvM7b0QT5+lu2+hqZbzAyhX\nRoEFRPLjwJG9QCM3SGnE8c7fu45Hz63ymGcsnkkJdBUUXXi9E0t2AkLIHnrVncr2b4YNbcIcG7a3\nIwVd/4Rxu/38GBNqy/oMLxvGe9mglpya2SLQk0w0Cpe7bdx7xw0emHDEOYcxsREnjh9gMh6d0RGI\nQkwpGw9pz464TMQk4Fw2S6qWm9aoUJuj77JQLrgALotuq2i4sJttu6/kgnQzK4ePYhJy6FnAiSNW\nCfGB4CPOe2rXZ2CCVX1cz2FxgqqnGh9j3DSEFElhwIzPyTBBaVRx5vBOSeoJXtCkJNW8LTWkX3Dn\nrQdYCNBb3EXp29iThyIULBTbWT52FNnWpyyKdh+FQhqSgXf5eETN1jVnGVx21pzk/L8oKflcnlcI\nzjkk5bfOFRg1pqBkMaVk+o/T1j+XxDjCwEPTkgKnQtJ8B7i2B4FKzGkBcs4e1xIEK3BdKNmBQ1st\nk2VGYIpKbk+kFjCJ0JY8mraCJ2lrgMSBOdCI+RJRRawCCVl8qEIwpVFBvCdYzA+HCEgWEjoL9ILS\noPl8SBaGau4QhYlBbGiSsV7DyfWK1dOrxPEQS4kgeVmxHCWJ8YsXqT+4yMEHjsLjfg1edt6GO9I/\nBL3toCuZnTnXlqhom2oYQm8OmhvhXcdzmYxAfipHGB+H3/5luPQtsK2BX3wxXPIYeMnTYf7qc7m3\n9wu3+X2IGL5XIGViyyh+4R8BR8QxO1mj7pdsWdzOqe27cKM1iliAOHyqcKngdDNm5aaj1Lcc5YI9\ne3nqUy7E+Ydw7Ob38pk7Roh4Zn2fdPoUhxLsmw3gC4apYU4cPk5Yw7PoImsNfPL4EMOzffsiVzS3\ncfXLv4mmWWZ+sJX1sWMy6vGwOaXyJdVYkRiY6Qd6dSKR6McRhqeU3EVOo7LQK5lTx7bFrfh+QE8d\nQazLxoMKoIbTdRIF0SKqba05RjIDURwOR8SnCnMgOJIljjQKyVi4YC8nji8jcUwVI3G8QqETJqsn\ncS6g1tAWP+eHmQlCxCwLnVSymZZ2TB5Y3LLIn33w9XzlNd9F7S9hSDbCnfffaQ86vUUXAZhhQ3BI\n+/nm5k/prO87IWOXTrhzzfjtd/w53/rsfVw08wR6YUPEKMDOzWGIf+O4yYRnPOY/Mlo9kisGklGI\nMWli23ClnDcxAAAgAElEQVSmzTeTw+K4HCJO0XL6yAuqgqmjiQV9n5sgmTMUl3PIUbj6iXs4fexa\nPjgKFCFAqtvzmEsPpQSX2uoDy2HuGAwXGjQqTWXE8Sk0OXokmt4ic6VvGx75rOhHNhr6tK16EMNb\nlvOqKFLX7Nm9HSjwSJuPzyWQzkHywvzcTqSImBUIAedTW1GRtWJmEedymaJDz1TrYAmzLLJ0TnO0\nQgSSZSGehBxlE48ZxHqI681gGB6joRX/qcN7QIQgDRILxCUKZ6g61GKOsimYMxwBFUVTrkgwB5Ja\njYMpqENcFiSrRbxJNu4oiCEtfYjqWwGiEbUViZqi5hDvwXJfC8HnnkwIWGJSWRsbNERCK4jMz5zc\nzAhqy42X8gGCaEptJeu1srI6Yby6RByNSGpZGyFG0LwPkPmn5Y0TghDvmyk4gwcVOdA4hNteDC9/\nLDz9e+F5jwBXwew2JBxB3CIUPcQmWa6eIox8rtM6dX2eEDr0W9er6mJEMFmFt74DfuSZcOjjcOtd\nsLwML7kMPvWH8NRnwOCSc7rv9xV3bn0oa2EBCQXBe/rj+9YQ6zyD7/rGK/jwJ/dw+3Xv5vjhk3hX\nUtHgY85dVU1FmRxpWNPThrvvup2jd93Jtm2LbDtvP8+81HH44Ak+fOthGpvQD8bxmPBLd+Fnt9H4\nEqqGsoDGeWalZqSOIk04uDJhVgKPu2Ana6cLTCuWZqBYGXJr1cdVjtUanBh1MpIVKImYHN7VrDTg\nUo33bV7dasY6ZKLbuOTCC3FSgCsxP8B8yAJWLxAKrnrmj9J/x3/if99wA1FaY55VPjkE39T5AUor\nbJzUGMLRQ4fx7Q2vwxWccyTxjE6fyF3NLIc/MY9JaMuOAs4ZhfOEtl49eMEHcL4kritLhyP/4ef+\nhK991gs5sraKXz1EtXKENDxCXa+zNix59X/+mTPnrrPXnf0+u5kSbDRHEuADo1P81qteTxkck9XT\nuN4C4FhpevzytQeY2/a3qArj8YjB4m5ksIU3/sSLc6j43zSMQ0z4jqd+L+tHrwXL3qhDqGKdH/VG\nFpd5UBNSakAKvHe4mXks1ZAM7xI1RiJ30gvicW5AKPokVjDf4/3vvhbVxOwFl+YuyebzNZay2t+5\nPmbZw3e0kamoSFXla9Qm1JQMSsP1dzGgIoV+7gtA7q6IgZjDaco5fXGohtxDwBSnBa40Cp1FxXDO\ntzX7PottJYvpyu2DnLEXcJJQs+zdmmDSoClk4oSgYnhzJMndHR20TYI0927QgHOCk5ZAp6wrMIGi\n7KOaOwKaKE6tJddGsgZE8ObAa1umaYhLWWBJQroqp+yG54ZKpCzcI+G6riOi5ILJLJIFwVxqPYsc\nKRDAJOtCzLJjoUTMZx1CSGBtpEct34nioAi+bdQkYIZp9upN2nSHWetUGCMVxpOG0eqQ0foS43FD\nncipD3Ot2DXLig2HkHJkISsUyAfPsrbii8SD6nbP6aiIP3wQPvJZ+JZHgMzD4hYIbfXyN78AvuNp\ncBj42AhW+znmKXthzQEzsPh4eO5L4Qnvg1e+E+QCmPtqCLcBHrSGG94LL/8U2AT+6Dj85n95UHSE\nCf19SPCE6PAktjT3sVumwGW9BS573AL1417CJ69JfPwvf4W//+TtVAFK75GYWFtdppxrQCeEqmFS\njTl6com7D53gwPwCe/fu4Sueup+ViXDo4x9i6eSIMNtHx5Gjq2MWy4LdCyXHloa5x/hMj3WEbdqw\n3NSk1QZE2bljJ/N3r7BGwPuGWj0zocZcn9VUszV0PdcbQtFn1Y3ZotnTGGrCl4E+Sq0FC3suz2FM\nctMXlzzmcshNnLF3cZ5XvvXlvOtbfp2lAzeD84gXvASCM3oeBiF7IUUQBjMzyO4duGKexg9wIZD8\nAFzIv9WA+DrXdYvHO80q7Lb8SC0hYvlBbJbzzyIklDETRqeOYKeOcMeN/xXvxlgqwVsraDJGaZ55\nYMRG2qFrodw1VOrSD53ocDOBePTMdl75Kz9PShAMGg9lzM2+yiyqJmr+K+3c9vn4csKa1jxl/3+n\nOP4hgsvd/BpR0qRtzyW5va02DZLA9/oU/Rz3UTPqaj1XIFgurVMD1yi7t8wwv/8ZHDxygPHpj0Os\nEA+xitn9q1cp3CxOPNqFvdXwojSSEIFgDZZq6jikSQFPg4SSxbJEewM8kcpm6LuGmHqgEaTMugbX\nZKGkkJv0SEQwvAZwEdcEKFxu2evy/Asaa8wVBBwqEaHIokObkKTM0QWzHKpPBWox3w9t+z6neW4B\n7zJZMN+uVxNBHbkg0bdNAB2ZgkUaKTL50tQmAKFLkBXOiE2DasNMcCQL+d4wJYniWzvapSbUKWI+\nR3ScECTPu+CkIZ0pSwwgkcoUHx3eC0m7Jnu6kaL2nrrOVQUC4HME21K7DA6RmO9JL2AlkhImHqXO\nXr7mORqGk8jK6hqrS+usTypSzN0iu44GYIhZG9XTrBvp0hgk6NpN+yx2Ft9KPL5IfMlveRH5aeCn\nz/r4JjN7+KZlfhb492Tt0geAHzSzW77QutUZHgVGcOdn4RbgIXug11Zpu3UYjvLJ2gvs3dT7bGY3\nzFrujjLYAc++BE4dgvOvgn3Pgh/bApM7odgKvoKUoDmRIw1rd8NHJ/Ck+yLseyBw38sqTvdLIgEY\nYgSqML5HB7j7ghLYf5nnMa98Jc+fjPnQRz7K777nTuIdH2FucRs6WUYbjxY1RQhIFXC+phqtc+uB\nA5S3B7ZuneWhl19KuKLg8F0nuO3IURSlkYYDR2p6RcVgdi++WsLqwDiUzOkKqe5RWM3hY8eYKT3b\ne57jpxKlT8QwoDCYbaCKIIWiMRFcjUuwVDkWZkvqNGGSIDihTKcxpySrs+hQjOQavEItjlJhNFri\nh94/YN/5u5gJjl7h8cHjJOBCLgPDFJwiKSCt6ArXEJLgCBROgApRxVxCk0ckS/9MIoEepkrb5gRt\nVe0Onx+ORq5NthwuTaKoNblvulSE6LNSWQTRrC4YkHse1GzoETqdwubSxLOfC7PAo+CedYEPTpnN\nA46RwcFVOHztb/FLb3s7V86e4ta+IE1u5xureqOiBSVFKOa2gAQsTUiTURbi9ebwzuX8s3pcodRJ\n2eqO86lbD1KPrs/eotXZy/Td/AIQbILYLJLW2m1pLlWjxMm4Tf8b1lRUydMvPa63jTJEkvUptEat\nZGA1+EA0oUkVLhT4kMW92obuK7U8b4latmmENs3QQ32E6LIyxZVgkUhuyBMt4cTyPYOA1WAFolnH\n4kVaYwq4giQRsdZDt9wkSbVBLJB8F15PiAutZ5ybDeXlQaSdlKi9uJ2LJAskqwm+ILU3QYi5w6NX\nQ51rNQRsiPtQaJsPeeezODLl/gGII1GBFniX9TW1GUEysRMMtCa11UbeAo6IJdeKGo1u0iQVQ7Q1\n76nCkicCTaqoasdobZXh+hqroyYTnG6/Wnrf7ad11RcYYjHPh4G0kQ7Jk2jlA4TbdOPfH63vA+UP\nfJI8iVI3pjPZDhH5ceA/AN9JniHq54F3iciVZlZ/vpX60LbIswj1bfCpj8Plj4b+uBW3TCBtv/e8\naP88OH8AB5bg9F/DR5bgww7G++CFF2f1VbkM89thbRlkOzx0Du48Aq6E5vPMzfBAI67xrF/+Ax5x\n9SP5uSdspzf3EHD3Pp5LR47kFJ8S5jwTvvgSlg5OYH4w4JqvegrXPOUruf6O5/K+69a5+wO/yp2n\nTjJxRuFrRj5Q1w3eTajrMXWsufvQEqdPnGDL4hzzO3fwVZdcxYHliuVPf5qB1URb4PTJo6SwwKXb\natbrhonO0rd1VmOgHypOWUkxNnqzjpRqRBMNUA88gxSQFLNH4ALee4peVjbPB6iiUsyU9JpVJivL\nrDU1OIdFl/sQiKMgkXp9Tp4cc/S2d2AiFKTcpc2ycbck+eHiwFKRb0K17OFI7oMebZz7FdA2LEm5\n84C3EnFK0grVIdp2VEoKKWnb013YOb+D0s8QfITCcfORo/gYoamz+KqtAfcuP3jD3r0wAelnm95d\n7l1b5K6Nc/7VRjqhw4OoKOCBR6P81fXCs56Yj4o1yqHDN/A/P7TEne/7Q+664QZOro1Yq5RU16yv\nj2nGY5w40Ny/wtHOSWC5za4qxPFJFsoSZmZQg6aeYEkwaUO+CXq+4M7bT+VIQieyk5w7lpQ7WIh4\nfDNEBtsR1ydQIJKj240owQeaxhPEQc9nfUpvgSBKLQWFTWikpCRHvvpbd7NvfiuHj93FnG9D0Gbt\nDI0NntB2ImyFdggxOApf4emRJJNX63LbVmatv7U9KtTakH0uZWw8eM0Cu0YjZhOCzuS2xpZy22LJ\nHrB3uQbHumoGyV0Hc2Of7On7RjCqHKUzAa0wX+Q0S/KIOMpCSXhCSrnTIQ2050XYMNyOhOJRH3Dk\nnH83biizHqItS3RJqeVM4D73KIg+1zy4hFOIRYOZbyMAlsstxdA4Zn1lwpH1IVXVMCiVQZhhsr7G\n2nrNJGpb1SBt10Np9Qmc6YookktS1YyYsqbOieCdx0lXCNyVaAKWC2FN2wqZ+3FrPFDkIH6eORJ+\nBPg5M3sngIh8J3AMeC7wts+71l94MwwfCweAuQQPrVqVleRkjgPWPkcXxGIHfM2z4MCbII7gdf8H\nZBe85OvhgvmWgs5BuR2Cg/nvglc/Cz70Lrg+wFX35zB8aWBhgSM3vIPrfvm/8FtSsOWyJ/CO534F\nD/2eZ+F2Phwn7swDf585+qxAqogaGTVfolMswv5LZtl/ySy88BfQ5SP83Tvfwm+/5wC9ahtjFerT\npxE/IMUGX4yom8ihUxXx2J0sbJnh4vO2s//ffSXl6lE+8LFbOeYdC2HMwSXDx1X6i5czdkcp04SJ\nLTCjyySdxRjjZQZxY5ro2YqiLoIK0RxVFdnSyw8i0YKYqlxiZA0hVmzxq6SZfbjTqzzyqV/PituN\nZ4VQBprJKfo7PTsnu7hjdURqhsCAEAaYRAo8A4w+Ht+rWRjMMpjpcfuBm7lzPVFa/s55xYsSXO4E\n13N9LrvmezB3muvf/zZOr3jK3m6CniIR2LlzkeWTyxTec+kjn0hvYT6LnRCKHYdxVlL4ug3ZBizM\nUNgYzFgeJejfs10z3HP+iLMJQfdwOPvzf8uIEX7342/lXdfdjF9RnnbNz/PG5z+Fn3rvZ5CkEAqa\nps61413+HENyX1ySJqQ9otaGeZ3zmLr8OOoPSCKMRjVmYEEJyUhOcjWMZbW+5RZ4qMv58jztbpss\nauv1cw4+Yk5IwwmUJcFnial3MRtYD84GFLFCizl6WqPFHLO2wu5deyl3bGf15JBTt17HWjHP/KCP\nuF6emEkMSUXbbKgVuHXCPTM0ujbvH1rzmKsLzBqMIYXM5UxF4bNYv51vwItg1DS+xCWhqUpskK9z\nLy43tmvF/ln/kLUCURxec1vl1PYjEIFGwLt+G67XLPpLuQLBIJc7tg2CGgNxKc+AaOBMccG1/Y9d\nbh+dlHaORyS5M9GNRA2Sowu5oZDm6ZrF0TOlia699xwpNSSfS5KtnQCpjRcwPLbGZw8eZxxjjgaI\nMhSHMs7BbslRxOwmSFsZYa2dt3wuyBN7u5Y0hDPEAZqU736xzv+WdjZLzboQadMV7ou/6x8ocnC5\niBwiV1h9EHiVmd0lIpeQFQB/3y1oZqsi8iHgSXwhctAHnizwtG7o7fC/59Vw+Wm4u4LRvnv/rQg8\n5bvh7b8Dx9qecnoM3vwz8LZL4E1vgjAHvXZ+vV4DkuBpz87buz/U60uEdWC7W+EuAW8Vqzd/gK96\nzXvhtb/O3n3b+P4X7uYJL/qPXLnv6VxUvhvYyqSuqaoxR5dXufQBGJPbch5P/44f5enPH/KBj72P\nN//aa6l27KKOPVbWa4YjT9GLuGpEERuq9ZqbDhzkjrtOsXPPPq76mqfyUAvcfMOnSSduxoo5hqu3\nsS4zXLQoFI0x1lmkpywWfVJVs1b1KCW3lS29UpeeggIHDOsJjQp93+CCo6TCao9Fxza2cWLuPHwd\nmJ+ZMNQTSDNBJpFqtE45OkTA2LG3z83DBZojn+Kiy6/mxImjVOPIlj2PYLR2C00MPOUJl9O/9Aou\n3rWXvZWRXEkdq7YxC5ibI6Z1SqAcVDhKtu69itOnbsTN9pjp9VltPPu2zXPy9AgkUZQOsUhwBY0k\n5mYdSk3hPKKORsGXDtOARaVwVX4g+nz9d3Mr1NyzWuFsoeIU98T6CvzCi9/GaOXjvP9RT+aZb/hx\n/vwfbsIM+mXJOGrb0ZBW+JW1AjhHbGL28NoccA73O5LRzsYniEUmk9iWyjlcyl6f85Lz+uazQr7t\n+68GOEO0AInkXv4NTaQtlcxjcLO5PI42Rw6Kd56J5chZLAb0fE3yc+w6fw+zvQtZX6347Gduwh27\nCz+3nYVem5du9wdVzJQYc5mjA5q6ptfzoA3iS8RcTs+JoeKx1LSebpmjZ8Vcq+0RnLWzIaaU0yNK\nLi8sG4z+GUFdlwTLfYC0LSEWnOVIgVOIlrsHShJKjGSZDNCKGKNlUa9WEfo1jZWkJBTisZSJXSOS\n5y5Qa2curLPewDzBO5xmfURyDhc1Nzgiz9JYWYNYS+o0k45MIBRVGK839GYdkhLRO+omsro+ZLi0\nwvpazSgZbWiR3Awpj1/kDCWAthlV1FZs2oo7PblrZL7McuOmMyVIAmI5DYRksuWkq1Aoc5moZPLa\nfJmUMv4T8N3AZ8nzm/wM8F4ReSSZGBg5UrAZx/g8pdIdPqd99tvgqdu+8Mi2OnjVN8H/x96bh1uW\nlWWev2+ttfc+451ijsiIyMh5YEhIElFGu8WpFdFuBVGwyrZbpctWu9RqLau11KKrpUScSu0q7dYS\nBJ/SEhWKoQRkEJmSJCHnMSIjY7xxpzPuvYav/lj73kxShEwkE7BYz5NP3Ih78txzz7DXt77vfX/v\nT74pm7slZqvJdA1uVrh+AbotIqZZg7p4KKzpC3iFrYE93RnQwj7IrUzijLMnzvHa354Qf+0VHOiO\nqYaHmcmQ+coyYTbi7Nang+F+Hlenj1x2MR/6+Hk63MvCvmPs3r3EymKfcdNnPj5PPQvEriLNlOgb\nTp24lwdOPsi+5QHXPvkI/e71XLjzo3zg+HmWkmd1y+CaDcr+YUxaZ3V1QuMdC0sz5qGiY8ZEFii1\nBle0LUhH1+SmzzQoUUo6xtMEYOkyLt5bwq4DnLz/DLa0qDU0NTT1OgvLG4wrQUMeW0y3ppw7O0XF\nUdcTXBNI9ZRYl8ybbFtsbIUp8njirjtPsNIp8NNVTHUR3eIkje2hB46CKyiLAmsdKhFXWGSWW7IJ\n0OTw5NS+fMHMAia7TW6UAmNyRIyqYE2EOIZYY9riYPut+XAa4va/PfLvX14PLRmCcf3cPv/kB/iT\n0dsQlI4rKR3M/Da8pn0tFKwxhBDaFkzuJghke6LmSbkjt/3HMZFCPqUa8TkV0ZE3W+mCbdBkM6e/\nMIjmHAHRPHMWEyAZfIwYDF49AcVRgta5o9SebIM1hFkkVo5dIbG4/yjl0m6mF05x4p7zrG1eYGHQ\nodxzGDEFZacHbfBSJLa8foPGmLsZkkjO0tQBU1hSyu89xWaePw1N01BVJUrE0Mn8jlBuQzMwKRAk\ni+dEI9EajOnlLoAajCQ0as5GaEW5mSxpUQKqpnULtIWQSGsT1MwnIZJCgASbs4a1s6tcc2mFUYcR\ni2h+ftW2osGdU7lBKTAKISXUWARPMmBSJIhkwZ84vESMCMRtrLNgYmYseFVSEhrr2Fgd40eb2WLY\nJKKQH6vX7PKwIDmQOm/2KRE02141pVb/0I4E5WEdhLYr9ZCwuD2EtGmQhctWaAOt8DB/0jNbIo9I\nRHfKr8e0Pu/Fgaq+7WF//aSIfAg4DnwHcPvf575f+cM/zK6lpbZiz5/Pl730pXzny172KO9B4JIf\ng1e8EP7D/wbzNu5Pa/jgh+GGJ0E5AxOBVagf5431Ua4C6PVyZvh2Qtm2AA2JqAXpLnBvbWnWzlGE\nc6wfupqF6Zyzo8f/d9jtJizu7rExGjA7e5p7HjhNVRRcc3jIcvcgDAuaes5knk8SIdb4OrC+vsbm\n+jqDvnDk4mP8T9dfzzvOWUbv+XNqpwR/inEDexeFXdpjNPUslw1b0wGDbsNm02WpnLKaHD0nkBwh\nBgpRjATqHEQL50/D3t1olEw5jAEvJUkizVzZmo5x/VXUWIoia/2NMThTM4rQock0MiOMz5/FCrhS\nmCOIKTlyeIkmGYZ7VrACgWOoVjTkC35lC/YtLOO6C/SWF6h6faIJ7Du0GyKM1u6jEUuMU1QTcx8x\n5aAVFhm02cziMxzOCNMLHvwEyv7Oa/CZNAVfLgw+/RKgKJUS2NraRICqLIimZHH3Mpsnz2A1tIe2\nPLqsQz5FGjFY3eZHmMzOR9sTfQIp8POEuNjy+YWiTROMVjAEjJZga1LIHSEkq8vTtvpMEiZZmiRg\n88zcUGDw+RRrFGK2xAU6hMoxXN7FgYOLTCZTzt72LjbWNyiHB9m9ewVbZKyxNYnC5s05pYQJEEVJ\nOodakT5oEHwT6Q5yWqE1OT4anZKkR4oeGyNRlNk80e14CgqSNthUEEXwc4+1CedatX4CEyPBZvBS\nbJsWmf0BJMHFjCiWAMlmwXEuVqQVLeZo5qbeYnN1k9SsM541NE2gt9ynqQsQj3VKog1i0tbZkDKi\nfGcGLxkeBSkXblFADYmE05AFmdESJGBTFvk575mFyNZoysb5DTYnDXVQaKOdt0WOKQmCxbiMUE4q\n+OiJMWE05H6BMRjJhdR2Eye1hUnSLEJsB1nANtNk+/btHiC5NFNjsqXVCI33zJt5O6bI7/QUvzg6\nB5+yVHVTRO4ELgPeTX64+/jU7sE+4GOf7b5So9Dbz+KVT+ZZNxzj6684xNFdi0ybEb4c5k300Tyo\nb3wq3PA+uOnH4V33QX0UymNgezDYaLFy621yzhd+DYG4p2qr3gxLQbctOW0l68ihIWKIKtR1JIQ5\nD04e/3nIMB0kLdzA7vI+6tmQXj2mnq7zyTvPYMwqR/Yvc2zfIVbLIVPnsCni/Az1Ht/M2Kzn3Hrr\nvdx9zymuu2iBhRf9d+j6Ju/54F2k2RrzTZiHLegsMyuEqpgwM0O6bsaWVAzcjFq6aAh0jcGqMI+K\n1BE1cGZWs+JWkEJJNDhnEfEEZ+l1K/YZ4VR3Fy6cZ08l7L3yegbLu6B/lJVDNd1qyCXuKBApzYxU\ndGjSjOhrNE0JyZKkJLiAMQUpFsQ4I9x7C87mONfdl16SlUFEkonMFZb6mbI2HcNEPWr7LFaG6WyK\nmc+Jmn2FBYIWBR1bMglKf6UA/3ChaSLhEaovFwKPYYlAMT7BZDZCUKrC4ao+e/etEOZNvkhvn9xa\nr3gWguXXJebrNFHIMETJZzgFjNOMtg1ZX4DkHA9rBEkZkKXqIRWo8ahuq8vzbNsUCacux5Ubm22M\nUXIQklSZkhjJgrnQgO3QK2Cl4zh5632sj9fpLy6ysHcFwWFLg3UlGhOuKHEue+8T2m7QeTygZYN6\naKJQliXNqEb6SkyKbWrUOEwBsY5MxptUnYKujzQOJGYDrS2B5JhrQ89CkLIVcNYEMei8IRY5/6Dt\nludTbopEyWwCYzKKOsSAwxBFiN4zq2eM1s8zWdsgqMOkeVs8WEI9Z+YDxhZ5POMMySeSVRyC2BxO\nlAMVc2fAtnqHvLEqKQaK1kaZohJomNSG8bRmsnGB6eaIpoaQWlTyNnDoYaoezYlN+JgR6vm+E5oU\nkzIUyTiTiasKpg1Soh0ZZBdG2zWQh5pU27wFIbsfjLSkzCQ4JxnaZgVxFT3pZspk+3hms5rxdPSY\nPh+Pe3EgIgNyYfB7qnqfiJwhOxlubr+/AHwF8Buf7b7+h5/4VaqFHpO3vJE7fu9d/KfxHK89ykOX\nc/lVT+Fbn3kpN1zeY2nXElrtJkmH8tNdLoUc8v61r271C7AjD33hH0L3VXDafdHQ4AxwYfkAxpzM\nF4WdXHOPUpBSJCUHmqeFwUATPH5Wsz6Zgo9QPH4dhAO7DvD+N72W198+4+Nv/A0+eeN7Ob9RUHTW\nmU+Ebn+Zb7jy+Xzrz34Nr33jh/ibd9+Bn64xqWdYP6H0DdF7gp/w8bvO0bvvFLv2LvPMr7qGM9Fw\n/IMfZTReReMGpzci/YGwJIaRGGKoESq6EphoQZDILOZNWrRGEpwen2NJG5JabArEFEjR5g1cA7Pp\nFrGbsN2KxaVdyO4Cay3WGsT26VSZeGeKEqJBihIoEOsz7VUjTbQ4IxRO0CoRYz5tppgDZlRsbv2J\nxaQ8k06aFe/Rbm8qRU55dAZtIkhu+6YUkJSY+hliXd5swsMr1+3UhC+vR7vmCr//0p/h5Nnbca7C\nakBcwcru3dTzGVXRAXI0ctZvpNzylxZm04YqqbWttS5XCsmSwUdJUC0yja/tCRs1xJALOVIkYTDS\n5Puy2XtfYnCV4kNm9AcfsVJkIaJPqFT4pFgRjFh8qonRs7x3gF9/gBN3naKzvIvlvQewrsS6zN03\nxrWOAosYS8jT7Ly5GMl5B2FKNJ6tkFiYe0zRwReKC7nDEmRK8D2MLdG6xpiInddMmxFVbxFNNRhD\nTAarvj0Nl8QUqUggLjs6CkFSRionjahaMDkPIWmCEElkoiQamY63GE0bmuk66gNrvqFvDSbWJGsw\nCUgRY4QQIvMAHRspTWLsIws26yBCAmuyol/ahFSRiKrDoxQJAor3gc3xnNH6hMnmFjPvd7It2q27\n1Xq0EKl25u8wqLhsqWzmGCNZK6INSIGhyfkLQNKUdRiabYltKwNa30o7rGpdDPlcsTNuSNnRYBBc\n5dA6/79iDGwXmQJxm9TZBn091vV4cA5eDfw5eZRwCPiXZJfVG9qbvBb4aRG5m2xl/HngJPCmz3bf\nLzoGT3/6VfDCn0FVuaeG+zbgxDtPcfZDr+fPX/cOfnc8Jyal2HWAp15+Jd/5zCs4/JSLif39YHoU\nPJLKehMAACAASURBVKLNKo/44skDePKr8tf6xTOtHe59CocuHnF+5PGb5wl+lOuZ7dKSmAM5SEQ1\nedYVEuLXwYfHtTiAXHl/99U9vutnfhz4Mfgvv8z3/9oHufHESaqqw6LOkPIqfvTlVzL/bnj7cbjv\n//st3nvnx5g0UMQZPi4gnRn1bMSJk1OOP3AjvUGXZz79EhbKK3jPTXdy6twYO46shfP4zgH2DwP1\n5hahsJQyxnQHVDNlnAJFqlGJVGEV6jHeOlI9Q1OJ4GnqGfV0xE11zWJ1GIziSkdQA9ZhjKUkkKTC\nGFASxuUZIslmPLIqMWStQLKWQEJjQQgRq4k6eAqEYBSRhMXhm0SBtlaprDfIliiHSBeRQMDgpcZo\ngUhF1Jz3npqQqYyz6ac+/4/rq/sPb/3b7/41fu6dv4ExhsXd+9DxGtFFYky4/grdYYG5/3gO/lGb\nMwharv12q9ZZQ6O0wNvs13e4rGGQhLGKhpRx2aIE49ucnwjGtGPCEtsWEBpDtvs1SukMWnawxYBd\ngw5iK0RHSEoUVlA8QXO73c8Dk9N345YXWdm3TBJDUXYy/8A4ombhnNWEkTkqC9kCRyCEQGHL7DoQ\ng4mGRUm4xSExeszWCFmIqA5JYYCRXIzMa4Nvalw1Bi+YvPOiIWBsZOIzsc9JDp+KJo8EJOVTdTT5\nVJ1P0x6jjmSUWe0JwRPqKesbI/zM0zFTtN5gUtdMpgHTG5CqThbjme19VZh7aOaRXi+QgiEWPXo2\n0iQoTZ7YW5tIPrfzYwuialLiwlw5uz5hvLpOmE5yt66FlW3bKmWnsZ9x2Ekz1yJ1Fljaf4h9yz0W\nOpb5hSmnHjzJTFvhe3QoGd+cqQR5DMHOGIGH5grAQxUHO4Khtv7Y+ZxHEawVKApsXbeBT3k05YzJ\n8xpjWieIbLcdHtN6PDoHFwGvB3YB54H3Ac9S1QsAqvqLItIDfpsMQXov8A2fjXHwyCUiXNaBy/YD\nLzsIL/txZsDxLVjbimy96zbW7vplful1b+b4Lwa0WubQ7r286Gn7ed7TdjO4/BpYfCoZCfN3/pDH\n/tt/ntdII/VtN/Krz/kOfvkjQ/70phvxZYehnVHHmjg5h+CoSTlrHJ83r6bGi6FkBOGJ2zp2nrIX\n/ijfd90mP/KNX0vZ7dJf2sZLCh2BF10M/OwP8o83PL/3Xz7A297zcVi9nbIzJXY61L0ZsZ4ym4/5\nyCfvpde1XHTkCBdf3WHj/ns48cBJVLY4NWpYEKUqd+H9Ft2oYAuWCmE66YBGRs0Gd915PxImqN1H\n1RynsBAZE5tFisMrNOMRzbwlryUhEQg25Do+ZSBxagADhTVMJRBiIjZZQxG1A3UimoCNU5L3HF7I\ngsWN0QWCn5OiQcKceTSY2DBVqL1w6dFL2HvkSXTKEnHKxi2nOX78foxRut09hPocvf4eQn2BhHLR\nvj0QNp6w1/Qf0ooKP/w97+QP3/p/YVUoBwO6/QF+dgGPpewP6A9hV+xyR/T5ZB1DBvyQCwMlC76C\nPnTGQyoKowgxR+WqQkOO9JUaTQ5JWSdQlZlXIRqJMRCDoMZRug7DAqpODzfo06kKrCjJFiQT2pNu\nG9EbLTHW1PNNRCzdQ8ewbe/ZBlpibMsqMA4jDRoiDBbyPhS0jR82qG9INjsuogamY+h15kgTCc7i\nvaFfZEiREQ+xJppEg8GFCWV/P+JKnCjzkA8nlTZ45wiJloqYT69JfcsbaK2ImsOqfDOm2brA1qxh\nqzZYEjHWzMZz1mdbuc2ugohDQiAUGZVMSA+dxIMlWMm8stJhk6fWLAqtHRgpqOtE8A1Nkzi/NmNt\nPMZPZzmYqP0ZRZ4RAXEnswCtSVExhaCNknCIKSkrodg/4KqlEuqGejRmc+aJYtuSMb8mkqTlOWTO\nhYFP2fRT+/d2pg1suw7yV7nLk9kOSbZzMRR1JaVpCC67LvJ51mBM7jikbXWCPPY94PEQJH7no7jN\nz5JdDJ+nlXekLnDVArBg4eVPAn6HFyucncCZc4nzf/MWTt//Fl752zfhN/4clha49sAy3/rk/fSv\nejrDS55Fr7NEZT6nQutxWScVlm/+BPtf8r38wqufwi9o5N5T67zmw3dx/k//X9buup1ZPSUZQ92b\ncuLBKRahq3M0RjppDPGJxt+1r0cv0q16lJ2KeffT0CUFFpYLfujbn8cPfPvz+JOTE0688Tf5wMcf\noKhHzLc2MUWXWM+Y+TF333MftuhxaN8Sz372Mc6cXeW2+04xDzWT+VlCuYuimmNqYcsIduhgOqST\nxhy59BAff9/7eMbXvpibPnqWQwnOxxGx6bO7Umw1pIwz1rcuMJ9s0nEFXhU/qRkWFh3sYjZd56JD\n17Bvzx7u2LjA/e99N4f37ObCNDKM65wtV+iMz9NbHLC55XnGt30HvuhTXriPd7/5P9MV4ehlB3jg\nzge5+uAuTpyfkfyM/jMupdOHqttDNbFyaIEzqwXzIPSOHmPj+Ii0sIu4kTPty8HyIzQHX16PZs3n\n8Jr/4z/yh2/+fjQIZdfS61S4sgKX4TUbTcPBPc9lI22CNcTgW8uftBfahHEFjWbxl7E22840ZMFe\nalXqrYTcqsGYClsozgqSAj7mZEZjHUXVpV+WLPctRW8RZ03m/UuBSkvT1EzTI0GMWXiWJJGanAUQ\nnaGV/KEi2V0gMaNzJeYgIRFimFFoRaJATPbzS9v6JjaQImHqcOYcanbjq0izNaeyhnoixKiYqov3\nCWcCPVeRrCU2HrENpuySUp3HKdicn9DUiGvjhGIkasKniM4DYdIwrTdJ9TrjuktwJkPFUkMTMtdA\nQ2zZv7kQQ5XkE42ZY6XIxVqbW1AUjk5R4kxOT6x9IGie9U/GNZvzxNnNBj+ZYELgIbgCbbxyDoVS\nsiMlhexQ0cpwaGhItWFlr3DhfGLTZyy2isBazb1xlY7tYOKMEMu2P9AyIbZxhy2dkfyv7VVSW6zB\nQ23/9u3Wft3OpMSxHZIlGkHz1m3F4gAvWbZojGnHGVlUbTCohWb+RTBW+EKvRM6VHwfoJVgwqxzz\n93KsOs99X93lvasv55rjfWY3v4H6zBluvOM23vaBT5Cmb+GSbuCiY4s855rd3HDVtaxc94O4A0t8\nIUcLK2Lw6exDAH2xXHJoN79+aBd8y7PwCU7ec4qTb/5F3vH2t/O6E2PW6JFiQxQPskmagVl+4h/7\nwO2i19/CuZKN6jO/1QrgJRf10X/6Y6R6zB0fuZn/83W3MJi8n/PrM/yoQ1nMmddTTjx4jgfPnWdp\nz2Ge/cLnoKv3ceuNt3HBbnF21TMoPMPhwXyqWBF0w9CL0Dv0LFJzK0uHnoL4xH4Z45sRk9GY7l7y\nhdUNuPfjH6TrKo5cewXnT69je46zfol0YY2lYcL2OxyV3XxCLbuXhpytHLI5xywfhfVz9JYGTKcj\nIg6j4Mphzp6Piq16kBQNOXvBxPZ0Ysv2YjUHLXCth95aQ4qJlGqszSczTUDzRaKW/RJab/xnv8D/\n84Zfo7IO2y3x1rF370F8bDsBdFkaR87f/lfcd/Je6hCA7LnfvkarFULKiXoG0BRzLkbMp+AoCSNK\nxxQUVrIdPypzH4nR0Cm6dLuCKTssLiwz6GSluZWIta24rCVvGoVItrXieijrkOYgfcQkXOVITcKo\nQzUXMWKElBI25Y1LjUFjIqWAdUv5VNnS9FRywJjGRPINKRrG03vpmyHzeI6iGGKCxc/G0Omiqaae\nKS6jfzCdkpSUsuuy9kmhKnukFAk+4H1D5Ruk1yMmaGZzZn7C5sYMU2+CKxipoY4lYmo0KKSYOwQ2\n62hENwGQlvWdx+5KaAQtAiIuC/OKEutKmCQ+enpCqk/T7ZQMiIwmMdMC2/m9YTuloJ3vRyU5yWyS\nsk8THE0cY1wWMJolOLKSbY/OOLYsEAqkHQiKMSxSs4hQasnEVcxlTtCIJgNkPLXItn5R299FdkYi\n8ojyQHb2nPynaEKMzWOtbf+CJqyBqt/FlGXuAuWyDDGKw1EUUBjFFzWPtdf4JVUc/M1ZZfPkA3TG\nJymn59mII46f6zKaO+rgMfWIYu5pZMRspNT1HJsq1DrUK0Vq2CvCxQs102qZC1c8hYXOR4jFBY6s\n7eWnXvPTWH+C5txN/Monz3Hq7a+h7yKXrRiO7LuIo8/4Fi6/+AALC0/c77wowr+bTqn+82/z1Gu/\nm2ce7rfpeLnlVFg4dsUhjl3xKzz7R+DHJw8yvul9/O5fr/GJsxvodMpIYfGJe8g7a2AmdAxYuowf\nZVyoALYacM2zv4o/+6qv5Pnf8W4OLhgYXMxotk4xukATExoDo3PnuO3MSQYLQ657zgsop5H3334P\n89EqF9bOgxQsLRl8v+TBe2/m2mueR/BjLt5TEmMk1kOEMqOQQ6JGwZa5ZSeJolPRJCWkhBTZP705\nWuWuj72fwhmuv/YK6k6Pa/Z0iLKfQyjp8LNQSnbvUfx8E9dfwJiCnhHECq7r6JFT4wZlnyIVaBOo\nQ0TMnPm0YVbPqHqLFKlgoXTogUspqgo7WGAxwHy2CuP1x/W1+we1FF71qw/yb17/69jo2XfwCKON\nSR4P2ISPhrI0pEmNd8pdxy+Qmhq0jQPeae2CwaImX8yjCoaW0GezzbhnS2x7OvYhUhhLWfbp9EqW\nukLVG1AWJabMoUDSqtONtcSUVfpR87kzSYHRTPhDmixwJZE0YbF54ycipmUCSP6ekZyciARQ2yKd\nE9WwuxN8lLbnI6okPJGQIUK+hKHgikUkBGIlmOTQNM4pk94jw0Um8zGDbkW5DWbqGLLWL6OAxTkK\njYxnEX/qJGOfCE2DM4Epllot+JwlYaQdf2jGGVtnEOtIdZsasjOPl/Y/k63FZN2G2Px30cTo/DmM\nF4xAM6rZkEwaFJOdFKZ9P8QUslYIxbouB44eYtdwN1VZcOa0p37wXlTnKEplC7CeKibqaDB2e+yQ\nbYam22Fx6QgLgz5u2INxAZ/8MMo4Cx7ZFgbStve3gUg7koL8uzzsX3XbmaBpB7ntjECL4BbJZUBh\nPEWvS+Fy1yqqyWL0ecM0JHwIxATJfxFaGT+f646//BM27noKtVSIbrFoSy4bbnFlv8smRxkPns7k\nKoumGdd2J3zFRdM8ZOQILFsohBBbrUZbmP1FfCn/6WdfSW99SuoMOXDVtcC1/Kv/vv2hD0fNkTUf\nT+SqFH7oH/0crN/Ef7jvL/njt0/ohBFPO/wUvvHpPao9e6HaB+QPxHBwiOFzXsI/fw6gSlPP21jh\nx3dFBZvmZKlsjgTqmT4s7sX0l5hMH2v8EyDC1tmTnFk9z9KuRS7atUxnzzI1UI9iFm/VY2bzOR+7\n5Q6KqstlVx5hoX8xH7v1btbObnB+PeLKOZos3PluhvuuwiVHSIKmiA8O40rcZEpCcGLodfp0rMN1\n+ww6Q8rBgEFvgbR0ENvr0xmuYF0XFyNNqvHBE2PES6AAYvLUPjB5sMG6CkmJq575FZRFB1v0efpX\nH0E1sM8UJBtI81W2HljjrK8ZVo4yeA7v34U3BUYmLPcirjKEtjWrcQlfhy9nJT2apcpbf/d2fulV\nX4P4BussOIcpK2ITMgNPA9NkscZz4dx5NNR5o965ogMIxrSpiBgMlkISzoIrskjNh0TdREonDDtd\npOzS6VQsDCu0rLDJZrucgRgSxhaUzlENlFCWzC+MSJoFZSGBkdieAxORKtMGya4HjVkEnGJCnOBU\niWLAKBoDalwbAmbQKNl5IwnaBL9ClSb4nCYULYSIKTs4EeppgxmUdLol1TxRlAX1eMw8JYa9Hmik\n6jhimtDpDkkUEJVaEvhECA3NeJXVtRliBDW5DvDEnGiYGiChkbzJp9SKOA3OtMkgMcfES8ZGssMF\nEtlpnRsy5MdYh8UQJpHTTWyFmNnGF5OCRJJPdLqOQVFSLK/gL4xZb3ymjNqC4a699MoqOxps3QKX\nHJaEmSp+Qagq6LvIaNO0iOLs+HA9R/foCpISq6MpD5zcQuMWNs1yfoO0wCNJ+UJpHt4j0FZ/2KKb\nt2cKKjvvve0AZmsF0dbR0Qoj18+NWNcRGJspkpILMxGL2BJT9TK4azwh57g++vUlVRx8z1OHPP2b\nvh1dzO+UnVryb3X9B+1/f3u5R4j291sY7jFEF9nSbK/4lPUIHcfnoOv4ey0RwAnseRov3/M0eKbS\npMiN5xJ/cEfD9PX/ju74/XzbcxdYecY3wvI3s2NrE6Hs/B1ZE5/nld14FTEJxkCgoAT+4HV/jhOD\nnX5uFcqeI5fTqGc0m/OJ2+9iwXY5sm+FVzz5Sl5/bo5vhjTTEWWYM5+OeOC++0A9x/b1ueqqr+bu\nW+/n3IOfZFPWGI0mDM+tc9G1l9AbXs4sGUojVAIyXMA2c7Y2I5de93zKqkAtXPKkIc4J+y3o7otw\nLoGtwOR4WRsiQbPQKFERbGs1wqBaUiCZTZ8cs1lAmjWSWjplSVDQZIhqiQTEFEg5JBaRZjoilgnX\neBL55GfNtmZKmdXxy8XBI5cnR7w97C3/12+4mZf+xDdT0hCMY2nvbrq9LvOpR73iyg4b525jPJ4y\nGfl8etWWOMfDZsHW5nZ3qzsQA5VJ+BBpcBRlQa/rWO5YqmGPqtvHGkM0ZsfhkE1wfaqlgxRxxPTs\nTdxz7gJx5jh4bIVOuYSRMjsj1LQs/hy8pSkSiWjyqNGsKZBsnY04VOY5FEgyT9+khIpF1FDXq5Rl\nH9Sg0YMRfBKicaRmRuH6eE2gs2xzTA3OJGgyKwDrcN0FyjRi4oTKCwlPYfusbgX6ZkpIkflsg2a6\nxUR7NAlie5pPKWYuFNukv9b1YXMWQZ7Fa85JSLnVryFjp8VmbHIG05m86RuTMxusxdiWF2AyudE5\nQdXkZMMYiAjWOkzhOHLpUQa1R6sJZ6cLSJhDi2IeR0d9bp2qiFTOkbRAJKDJUHQd1gbOTiz7ltoo\nnxwggZCYr65x6/v/ChdmxBhJLZnQpEiTtjtOghGDSmx5NPJwCGI7b3joGdqGHW3neQBYZ1B1bZGY\n8coXL5V0uwWkiI+JWd0wbwJ1SDReCckQVB4Caz2G9SVVHHDLKRj9a6R0UFbIYg+W98Puq+HwxVmh\nm3Uij3otA4OFilR+8ZjBErC1dSPV3NDde90jviuUxvGs/fCs/SX6/B9lbfajXDgHZz/yRj5w+79m\nY7bB4pXX8+Snfhs3HO4hTxDoUVuvTfZTC8kkCorcLvv0tdpnXb/7y6/mfW/5//mLP34Hd6yWdENB\nt7/At//cL/BiTfzRh85z41v/PXc9sErVGTJvZoTJBU6cmSNnbqTXL3nqU67mxJl1Tp4+hS0XueXG\n2zl6WZ+lPXtIGpiakgXNufZ7VhbQxmNdjmkNocbZqv0AOzQljLVtsIxSa8KRcbOSityWspnj7lMk\nhkRICe+nGC1QH0FitrG5VrwW5qjmAiCS+fUhJsQnoggmNPlCm3nLxKRs1ZEncLr1pbEKPiV6+g/f\nCa/85z9NpYHFpQ6r6zU6m+BX9mGKHmmyymRrzOaGZ9KEVugluEKIfptQlxM5g0qePxtIkl+rsQqD\nwSLDhSWWupayU2X0r82zZi8Kahh0K7QccHqsTFfvp7nvVigHLK1cwZOurEh9xyo90vm72r5EkYN0\nBCQpnlacFy0xAilzCxIpnxDbYjQqmJg3FpWsZSg04HB0xDIPM0rTug6iwdkKYwua5FEpMvhHPOXQ\ngi8xMid2h2hq8ul3mjA9xc9HiHNM6gnTrU026imYRCMlQbskDTvzEm1PU8o2GyB3CLIZoGmfY5s3\n+Kg7TI8UGyQlYhu4ZMQh1rSbLIjNnRzripxOaB2xa1mpemysrhGStsLNAnE9jFjGUxjFPgO3yDTO\nSczytSlFVDrsPXiITtEwPRuwZg2N5E5LgEkUzl5InNgA0yg9Eygl5ATOCD4KPkZCTAQNpFaEKOSx\nh5EMvUdiq4PU7e/mwkjbP9tSQKUdKSCtS0NbfUMeX0VNiBhMv8uJM3NqX1MVSsc5ysrQ7wjOGJzJ\niLSNzcjxxyhT+tIqDoggBXgF38DEw5lN4I58xC4NVAKdLuzeB1c+Gcoj0LP5e59m9YCy65gOLiHW\nXzxcg/UwQm+fcMnfKg4+dQmwqwu7jgJHX8LVLwRo4MJt/NYn/oo3vmWVvlZ875FrOfpN137e3JkK\n7QlLiQImCGq19XwrIUKQiJ+dods90LYWHvu6aM8yL/2eH+Wl3/O/8pvveQ//8V+8mt5wQFBHsbTM\nd33tPl72ta9l9d738JNv+DDnP3kbEysYN6cJMzY2x5w/t8Ge5SHmUJ/ZZkW1tJfxPJI21lFNLFUF\nTTlsBVq5uo9RUGzesE1E1GXmvTVoNBinNLNInE8y1rbqoGmCaJm7oj4gxSDPgQlMpp7KRlIK+flJ\n05wSR4k1nqq/m8I5nFVSs8mF03ejFIhGfDR4VTQaahKWkjMbu/g7Isae0BVzlxr3xfCxqeFOD5cP\n8ufixc+JDP7o+3n5N/0IneEQs3GOqttDsBiT2LuyxMn77yKESAweJ5aqEDplh/VmlDdn4wgmW+tU\nlZTyhTyZ/OfCYocDK4P8XtGUgxTNEOkuMJCTnFkdc/+JnKa5a3HIwsHruOKZe1g9extzt8IqBRIj\nnbJoBWe0mRqGAsVLDgoKLcxI8CiBoEVOGnQWbeqdbrRTyZN1k1vfUaEc9FEtkHmDdkuy9bmmDGPq\nVGBtIkalKi1aVTSb5+nv302azUkh0SD5hG8jW+tr1LMZMQqenAvQiECS9rFtPz9kNHBKWUNHnp3T\n+vE1JTJWMuOLY5PQOIOQiL7lC5C3T2OEsiyoipLSWZIaGqBstQZJDJYCVxhcJS3B0iEETI6qzITF\nxrFlSoydo6bTkgwTEJG+0OsHNFhS2EB03oo/PfXYcHomFKJUMRCBoIaJzwyF2KYoaq4m2n0/dwa2\nIw2k7S3mOI58iFLaDIeHiw+3OwVp2/CYtqUhKEphhKYdO6gKEBAs/QWDd8usjkZEL7liUZ/1IAL6\nOZwQv8SKAwPB553JuZxdmbsx+U9vICQYTWH9brj9viwuUAtVF1b2wLFnwuIBWAG6uThwe67j5a/8\nZq694gv5uz20FGjOW4adz7VxXMKup/IDL3gqvEBzW2+sn5eyZ+vBe3nzL/08Ji4jp+Z83W/+Cmfe\n+Gb6+9/E37z3AC/4pz/FcFeXLQ8dHfN7//v/zff+4qvpfehVcN2/hCOf66Poc+zJX0+v+1qKqkut\nvZ03rwC7jz2Pf/9Tz+Xc3PP2P7iJd775pzlV70JMhYzHbIznjEPB/moP8+4IHZ1g2lwGs1tYuPwr\nwRnmY49tzoGNlDaRGOAkv8cKaRDbIHGJohyQdIN777qZ2itJuggJ4yuc3cI3lrJZ48pnvYiD+0vO\nnjzOmfs/yRRh8eBBxlsTKlvQDHvIfJP9B45w7LJrcoiUcfjRIh/56G0sDCquuOwq7rjjFlJnmcPL\nM86NDcudkhifmHHRZ1wJbj4DvY98mDvscW7Z9618zVMsN3yhYI0VXNH+7D/72L/lB77395nef5yi\nv0iqpxhRqqpH1Ibpxhqj8QY4MHhEhWHXUXUdaJG7Q62u3aoSVLCkHK4kmShoxFEZRazQ7y5yzh1h\nbe1u6uN3IiFSDPZw5OAyV152KffWe0nJUwosDhKnT1usG+SGlNYY20ERgiRaOjqe+JCCPWgboBjI\nmoe8aWQNQ0EIASNCNBk+ZLPcElLC2E4Ww4Y1kD0QGyxCYzq4GEkxUKoSTaIsDHVZtSFDfaabp5nP\nA3Ud8KrUtF2UFrizPRYQk0OR1DhyXLCgKYvmSL497QIkJEVSSpkiWW8QG5/ntZK7As4Kzjps4ag6\nfeajOYu7C0rbR2xJPW9wBEgRsT2MzaCpqAmKAsgppzuz/TZCu7dU4FctWKXTWWBz83QGHaFs3n0j\nH17fws99LniBjnNURdEmOAp1SPiYaDRbV/Omre2BK4slt0/3uTuSx9/tBGKnc5Aribxpadvu1211\n4rYscSfHesevQDSOvhomrcjSoSTToKaDx+BCwoXQxjMrKdtX2jt+AoKXROS5wI8D15NTF1+sqn/2\niNv8HPB9ZMjR+4EfVNW7H/b9CngN8BLyIOBtwCtV9dxn/OE+5KOKMXlW1Gg7lG+NqrmPlavREPOb\nI5o8r6obODOGcyeyJbCdcy2UFf9L5Riu3QsLS3BxD2w3z5XlC1M7GeDSS5+DSc1DctbPeQnGOD4/\nPejEW9/1cQb6XOa3v4Fd13W47fW/zx0ffxeLmx3mw/O84ydewlVf9QI+9o7bOHzAoHYP0c/gqm8C\n14DeDXolOZ7usa0VK5SlYLtDGlN+Cr5q+wO6t1Py3d/3DF72irfxsfe/nX/xmt9gw3rW1zaYbs65\n9IYudzbK+bU5engf5R13UhQOi6PsFoxCl7s+8BZEKw486QWMTt8Kdom9xw7z4K030V+5mhdcfS0m\ndfCTEXZcc/31F3HvgxOGl1/H3R96O4cuv5x7P36C4WKF6y/R2zWi7q6QkrDvwJVs+eNQlbjF3aiu\nQrWYZ6Ypo1VrsRjTwbkK6QyIpqCkoKjAzvugY6bpi4BzYOBph4BDN3AlN/AiDxvzTd76QJdd3ZK9\nMmNx1uWvDsE32tiGWn3+1wawROTO9Qm//fqTvP23vo4HH5wgFAxKmBuL7ZQUZoLtOlbPnmY02yQS\ncFictWiM2G6HXllSR22hNO0Gp5m7b6yjEsVJxmIHAhog9veh9Sabt76JXQeeDE95ActuA88Ky8Mu\n94+muMIhRrHatsclC6QNkGIPsa0dEYuQcdt5DJ1PkqbIvnUNBtE2HdFAVJtn49lXmRMQZULSAaKR\n5LKlUhVSFGzyWfxnC1xTg02QErZX4WeBFGYE0+HMuTPEusaHwHTHhdD+DHK2hGprx5M8084cgp0Q\n4gwWbEOVYoqoBjTEnEkSmrx3G4OxFdaBKyu6VYfCOay1iM3U0NIOGKcNDix0sKYCm4PcUszirQ1M\nGwAAIABJREFUQ7EuhyZJpDItYMpoKyoEyKFLMzNjf3+L82c962unIc2wLlHaLunsFnXIFtKiMJlt\nIoamCcx9DqjaCT5SRU0Go22DsRDBGiFKzl60RukUll53gWY8ZaNu2iTF7H7ZBiIlyc+pMW3aItvK\ng4crXnRnezfkcYlohj2FlLFKjRqG3ZJubzciluiF8YULTGKTXzvzxECQ+sBNwO8Af/LIb4rIPwP+\nCfAKMh75F4C3icjVD6Mgvhb4BuB/BLbIuQp/DDz3M/3gd938USRcYGVhhUFniV63wBmLFYOYHIeJ\nyW0qNIGX3DmI2a+ctQg+O0mkFRg1NXuiB3k3fEDhb8qsYF3aC4NjsNSDwwX0OlB0wQ15vEcPQgs4\no/wst3yil6BuL+UexVSR6tghLpxJ2LNztopNiv1PojxxmpkfkMz9iL2EsHIQCR6GB6C4B/60gAN3\nwhVvhaUfyYXeo1xLFVS2oNMd4j/ja2AwJVz/1c/heR/9S965eherv/8gT3/WNzMZ9lluJixcdRjX\nbeDpzybWE9Iwz+jK0hEjpACRgrpR1HrKwuVRQwzMZlsIW/RWriKVMzq9ffSHNUvLFQef9NUsdBIX\nX1VST5R5f4IJUFQLJBORcpFefwFbldiqS1N1URNofIOVRNNAbBoKI8RYIz5ipCSlQKcoMCafdLbG\nT7Bt5tGsApaKRb5+O+a8VQZ+C0ANr3sTfNe3fO53f9NqzWWLFSJw54Xj/PWZklO3/g5v+c330e+O\nue+WNaaz8znrAEvfRo7u38XtWyXiOpSDitOn1hlPtpAU6VqLRRn0S7oLhjNbnq2xp5MCVkx2rziD\ntVlEJikAFnUduj3HYr+gM1zEhDmyvIdDVw+4bxo5UkDDIqaqwFbYIlK4rFMxRvCpIolQOEdKAClv\nctIB9XnDiPlknkMeBSFiFVI7VhAVkrq8UTkwIeO5AwZJHZwNJBxOSlLMmO86LdAJIavYJRJibn37\nkIjjDdY2NwhRqZPgkydkEQOaHxAGSzKCiiI4TBtjrTkR5KHWugIa8xjGx9Zhk9AUEMnOCim6FB1H\nWfQpK0dpiwxs2g6nkgJTGEpbMOwJ6w82VAe7+GDwkxo1CbQgibaaBc2YaiM7mGGPYgVEGoQZp25e\n54zkQiEAhbOY/pBy7pmSxY9DKWhEmTQpdyJifEj30LoKaEWQeYaUMFJQOUOnsiwMKlxvEXEFxmQV\n6npzGuM9EgUj2ooDczw1O2VA2jEzQjt6aMWvrS+ViOBaXLRIhjnPQhu2l4SihGQqtgcyQbItFh4S\nNT6W9ZiLA1V9K/BW8gP8dFfoHwZ+XlX/or3NK8gJjC8G/qgNWvpe4KWq+lftbf4xcJuIPFNVP/R3\n/exf/+SD/OYtp7EaGBjD0qDDvpVF9u06xOV7e1y1azfHllbY3S3pOIuThHTnYLcTFSxQ5iv/Dowi\n5n5XykEnEMB7WLsfLpzKiMKbIzRA3+bCYU8XDvRheQX6V8JgH/9t0O2F51/xDGTlPmZPfxXFFZdg\n4wLyQ9+Jlo7FTsFoc0Jvccg13/eP0Dk8v19Axz7kHT10N7hleOBKGOqjeNqy/xlxDC1QRjwd6kf5\neH39AB/+vY/zVV/3HQy2TjMuFylsn2pgUW2wNpKsBZ2RMBTGYk0LkLEdUCElKMWAqZA4Y/PsaRxw\n2SW7QQ0TE9l3wDHZWuPAUolTQ+/oHjr2HGmsNJMZWvapjMGldYbDPibOKW1DGHSYb25wz92foPEK\nySEpcPjoJdhORRM9V19zeS5mU+TQEJiOuGutbk9un/ur+YSuytJc+fe5A+WSJcv//HM/ya9++z/h\n+1/9r6jTMzn/vt+lHo/zeaCd3ga19Fzi6IE9DAcVbhzRzj6m0xME31BoQlxJZQP9ToXrVEhRcvGC\nZXV1xHzSUDmhiYmkHZwtqcqCsreb4bCgU+YnvQUUk6KiVFhTU4riXEnOOinxkMO2rCHGhNrMMowI\nFS6PBaTGmgJPPp2SJAv6FISUN4oY2xl2IiWLOMGmjPGx4kjiCZqysM2aFjesqMkkwKiRsmvQaPEh\nb9YXNi/QjDbwYcbcWEJsg8A0ZfucsHPShRKJuYgxmB2PPhrJ0oKGTC9s0FAjPjMirDFoUpJJiC0p\nrKXfryg6XYw4jBOssYgpcAVYHK7QnCAphs25sjaaEScTbr9jC4kNRSUsLOxv7X8RYwJGDYZAFyGZ\nfL0RoOpApywglowmNaoNpqgoIRcUownTNk0TgUYTCcmncwxaWCTEln2SOxKlExb6HYaDDkV3gLMd\nginboklwKE00xHrGaH2Dad12+SRv5EiksBaf2jyEbZ3Bw9wLph0d5CIwv/+3O1hIft8ZwIujEmGs\nBlMHRmvrBBK2sm1hsH2fT8BY4TMtETkG7Af+cvvfVHVLRD4IfCXwR8Az2p/78NvcISIn2tv8ncXB\nxVcfY19/GVNCmo+Y1w1n5w13PfAAb789Yrynz4S+haVBl93LS+xfOchle3Zx2coiR5eH7F5YpCgd\nkmawPY5pyqxfUAXx2fcLYDztUBKKBL6AuobjHh7YAHca/it3bx5sW3bX931+a609nOmO7773+vV7\nPavVSN2tAUkIJIwlDAYxFYlNYSNXQiA2BIPt2IGy4yRgSIKpgIEqjEk5xkABglJCxDwWSKAB0NSS\nuum5W9395vfucM49w957rfXLH799b7dlWWoJDVZW1atXdYdzzj1n77V+v+/vO+QnzIyg9rDjYbgN\nN90NxTkbmHyOsTo+3tp5eUXMdzHuTCNcCSgVKTcUex9i1IAMPo/CefIoECUyIDwLtrzqDkDh6lfB\n80GZ1aRJmpbUq0Nit0JDJj2va33I13/DP+Zf/eu/w6AYstbuMW0mOA3EZDdkjo7EgFILdHXAYSfc\ncderoB4ymCS27nk5SI36ghfc80ockaYLSJmJzSGpbWg14qVEuw7xnk4cEkou7StV6cgSuPnMBs4F\nQ1F8gS/GaBJCNWSjGkIRYCQUvjDYKLbkDE3TEtuWLNGIVupIoSC4T1L+8Vlc/i8Bdqyy8HXf8s1c\n/YsP8MNlpnv/n7NavZU4OwR5NhInqTIp4QWntxnWNTEr50LDE4+8h9Q1vWuhMAiJ8WCACwVhVJPa\n3k3QBRrnKcsBp0Ylw8EIXw8oQkAkGoSbIfiSrtwhdNdxrIi+wjlHxtQsOScbRWgBbmHcF1H8UQiR\nluS+23VaIdkSH6WP9JVs4TouKTktkbwAIl3qqDThkpBEcTmTQ2UBS9H6S5InaqQIJV4dUS2GOTZT\nlvMp06VFG8cIrVpCqKQEvTOjV0G96z0GsHdWo0XFY46d5IgmRXNDXq0QlJyPyHaBonbUweO8t9yC\nFFk0kVBkimJIPagoQ4ULHi9CICNxxcGq4ZlLM2KGnDMug/qMDx2xc7isxCKQxeEwdYnK0f4SIMTe\nSronAQbzMSgl4lxGQm1jBzn6uzLeF6ZCIvbpqYovAoUryDmglWMwKNmZlJSjEeILYxe4FihRbP6f\nMmZOpdmUr0lxdc2oc6xm1zmyfz7yQzTL5p5RIEAvTzzquW3sYAJY6P/zdqREjJfQqGPojBDqNFFU\njlLE2CpGaLF3Qj/72QqnsT/h8kd8/XL/PYBTQKuq04/xMx91lXi0MomOjCaMhjWFCMO2o6KgKk0D\nLE3Hqk08Nlvy3scvMb//abpuTs6JovSsrW1xy+Y2r95a4xU3bHHP9pi1zSHeh74dcBbSHhro6p7j\nIOAabCZR2J8ZFVhCk6D1NiCRGdz/JOCNHLM+hMEIzrwExuuGPtTe+AyfxNz9s73e8ehltn/117l6\n8U20L/0mXvWiV1K8cEydr/Mb3/6dXNEhX/kDP8ci7lMNlWXqeMGpOxHfgYxhLJaXu/M8W14xKE/c\ngM2xo6RDfKB7ngfN4OZXUBcOF1cU0xVs1SQyrkeJUg7mLqeZYjhhLUZaOY3z4FxN4VqiRkRa6kEJ\nWlBXgvc1XS5QXeC6hlAWRJ/NqU0C4jOFO4pWtdTG2LUUocT5juQGFJpQbYjO46PJySQY0/oovc1L\n7k1eC1QTTluImWnz/LCT/5xW8UmCax3w4ekh5x+9icNLf8wv/fRbrEhsGqqNkyz39kFbFJhUnlt2\nNhgOSpJz3P/IFVayQrtEXZqufr321NUAX5YUvmR3GplsDHE5EoqCelhyy9kbjdilvfSOaAAjjuF4\nwDIGLj/xQc6d3kTKmg6oRSB2Zq8sA9SVNo7AIVrg+6yDDm/JoJp6eNiRpQ/UoSNloWvnzKcrZo3i\nfGa7sEOoaxKHbsraaIKEmuQyXqNFRXfJHhMlS6ZLK5bzy8wODmj2rjMrRyQtSb3B0FGXqn32AuJw\nki2aWDNKtAxqzaj2owGNaKOk3OE02lWalKJy+GJMXQqhGOBdNuJmcCxnS7q2oSggFI7BZEgZPG65\nx3y1Yr8paLrOiitNxGaOL0eYZXLuVZGCtguSEzQHEz/18mHX88e0s0GsuQ/Q39epN4AqCWUCFwje\n4tXFmTV2FyO+dOBLcqcEn/HrJafXTlCO1kmpQwhIyhyu5sz3p6TFinoSWNvasR5ejQTq5Ah5qCkm\nBWNfMV+dBzxHTomKEFNPED+G/qzwMqTGSl1HPuZyKLkfQfWDiJ5z0Kkh5FkVLT2h3kQIhKz4do5P\niaSRZxMfn//6nDqdtJfAJDFvc3UtBVAWHqcRJJAlo6OScpDZWd/g1LnWOAkaUBfpkrBYKFdXwpvO\nr/jZhx9C5nu4uKIsE+fGI+49ucaX37jG521vMd7cQiYDKIagpbU/XiGUvY7rqLJr7PspWjGRG4gl\nxAhchmeeBsQKg1zBYBO2boWBhztGEEZQbvD82unP3qrjRR74rR8hsUM8ucYzuz/Ie77nEmfuvJXr\nu8pLv/hF/PkPfy3PPP0V3PWax3jowZOc+Uf/hPF9PwHf9Pfg0sPAbXD69k/i2Sv8ZJ1hEaBLPJ/3\naliAG5QElKvtgq5t8HlJh0NogQKRglhOcCGiElHnyZju3dRpYs+toNLPUIODvCDrnBQbnKtJKdhG\nTUegoIuKug6njrZdQOzQQYW4gsIr2Xk0FGg2Ipqrx4jrLONehJgzq2jz5UQk5xYh0S7n7O63f3mu\n6md4VZ+E+OahCG9682/z737w+4jTGb4INO2StGwYb51k49a7ufjgnxEXLSPnuHnnBONRCU54+PFL\nzNMKl6GqA57EeFJQVSPTx4eAE6EeFv2B4hAxaZzrWd7JVThd9fbE4Xj06Nbu4uTkEs3kHMPmCjkr\nKXiTjznpw3+UwhlbH+kP7WyzeHUlZhZshkYF1vlfPViwODykKGpuueEUt6yfIh9cYU8jXhOHeysG\n810G47vN+TRnoiguCTlmvCTaOOXpZ/ZoVyuqUlmJoH7ybMdPMgteEog3fwfk2U5WM8SIagfdnNy2\n5mKoppu3RFOTS/pQQlK6IrO9XhNCsNflGkK5gXOOuOxQNUfTIjgOr83YP5iSenJVUZplbczgUkIk\noKlDtem3VyM82uHq7H7IGedLQghG1tNMVo/zGS8QxCLOURvrWDqmESlFlE6xEeIgIIeJJgdoOlQ7\nUhKGWnL12lV2xhNK8SQnyKrh4PxVutRAUVE2MzRv4PzRnN9IkMVkQl0OqEdjFpevcKggknGY8FAw\ncqe648aeXhR1PBo7ItpLP8A5st/qnBjnvp/2JBVTVCEUGplPIzlGskay+TNaX/tJbBSf6uLgEvaa\nT/EfogengPc952dKEVn7CPTgVP+9/+R67wfupyiL52yIwrmzN3LzTTcjkoCERiEk7Y0xOpSA06N6\nraTySrXu2FoDf1rIvgC9AVRIHSy6xDuWS/7oiQPS+y6Qmyk5tWyUgbuHFa84MeGO7REnbriB8cYG\ng8kGRb2GFAocGiKQHEjRjy0SxAJcX4VHNc1/vgAHl+xGfFjA1TBYg6KCEwLbGzC5CUZnOMbJ/jNY\n6y5y9gVfxoXmKZrZeZrrGxx25zl1ao2Dy3dw5lv+V/Iv/c+cf+o+yvrz+KJXvJLRS26El/0AvO3t\ncNsXgv9FeNdjcPa1cPZj2yr/2iO/Sjn4Wr78RpsRpvGYtbrEKEUfvzgoBerJAE0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hAAAg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JK8i2ecFxFRQapEbAwMrH6RCn4ILhXmWNQHpr9MKoehaUkHZ2o+XpHxIqyeJvx4EakhkIkn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\nAwAgxAEAEOIAAAhxAACEOAAAYgP2xcITG9Fh4wAAAABJRU5ErkJggg==\n",
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tbwQrqWAqSSQd2BSulPdD7f6gRv0JqrpPRFYDnxWRW/jeCcK9Thgu+4M3JLUL\nSS980UUXwUmkx3cjB/7Xl+A3nwx1BnTh47fD750Bbmjo/z/EZ9MT80Mvm8TfteRcsW0FX/jxn2Zh\nfokptfTPO5XuYvdB2JtAnnPrjv0s9naxvqWs3noG6qY5tGBwg0VsKDmwdx/7d+5kbOUUlzz9GeRm\nL5/59DeZ6e0nDBxmxThazWJdgzE83ZhTlIprWqqlDJulpFV06Sb3+XpO3jrF/FKFmJq6KvGdLr5q\nYIInM0osa1o2slTXiBRIqNm/+2a8OpxLxS6x9kSFhlFq08dmwkSR4aVAsxZG+5gsx0lODDUSoIqB\nMiQpmRdDpEQweF8yv9BnwzFnZ1S8NMpzHq8ioocCrbyN0ciT3vJZLJHMCmrb+HIxyeYAp1CrTzy6\nClhQLKKJJugNaoIIKh61INGB80gdiCZDo8eqEGINpCrMvnc0RYnYlHwWi40QcqjV0Gg71p18PoOZ\nPXzna//KRDHGmlUrMCZSNJqIBoJGNKSKyMp4TE9RStQNqyKHEsu69jibUQ8qXO7QEBPvH2skJg03\n1iEhJqMnyWBLTA7MKMmpCSCJsokawUPp+wy6HRY6kf7hnZx77noKK6gXjAWNgkEoVcgoiNRHnEIw\nkQpHEZWBQDrb6TOviq9Lep0uu/Yu0esMiBpS9E1MbQeS9jH1kwmD5HQlBSxCajWApApUTRrIoeEH\nJWKdBTEpYjdCqCMhBPD18Y/UVXXf8HlGRP6Z9OMYB0RkraoeEJF1wMF7W//q225lw2N/iuddfDqP\n3zjNoK4hy2jc2wonWfjIV+Fjvw1fvhMWelBsBVuAdpJg+YHUUv8AsOtb6YJJ4toUg4nppjHG0htE\nyn6X/d3Bg7NDP0627nymB/tZWuyw/1s3o5Vn84nrGF+/he4gUoSaWHYoyw7fuOYasqLBk558EbTb\nfO2zV7HUPUTwkbHmGKX3SGFxsSLGSGw38HWPVpbhg8erMjszw+TmVRD7SEzlzJktGOun0vHVK9fj\nJjczsW4DjZUDJqZXsmFyGg2Kkz5Vt0YjlBTkWU6nKhj0e3DbTajAIx91DhKFzZvXk1mQFZvZt/NW\nfK2saOcsLnWA1AzKWUPD5VQxMiiPLbzokpjzo3i4GHSAVRzAD5ZwRKJtsu7EE9i7v0dkKeUfVKlC\nGJa/DOkKXEoGR0OjcET1SMxBfUq0OUMMJkVZ0aMx4g0YFYyLNMSRSSJHYICXDINLxiYozoyzbnyK\n277xaVq/4H3WAAAgAElEQVTFBKun1mNzxbkGEutEkw315GIUfCoAomnw/YBxFqQPlcdmLbpLFX4c\nGHQxdhJCH5s16PR6NFuOTHLwFTGmaF8YGnIBo5E6WoyJaL+PZIkvHwwqFg7t4dB8h8wPUAEflE4/\nlbMVBUSvOPGoUXKTEzQlNGPKqmJUKIZ8eoiRvhd6S4vM7zvIfKekConmGp7IYRpfU2CkisNTx0Sf\nWGcxNmXovaYZkKgO51VDKa+MTHWy7M4olQq5s1hrCE5wxmJE0KAMqtn7HDvft1EXkRZgVLUjIm3g\nacD/BP4V+HngrcDPAf9yb9v49If+gfKLf8dVH3srz/vmPCGUnHfyCl5y0clMP+Z/kG16FBOZwxy5\nWyUd8Qv+NPV9HOEdfwzf/kYKXY7zrb2w7kzE7cPGkGRMREL0RHEIwsBaBr2abv++T/wDhlvBVf/+\nAdh/gF/5kz/k29feysLMIdoT07zvLz/A9Sp8/C1vZee+GbLOAWJZUlYdrv3WzVSqrH3EIzhrk/KF\nK26gX++jWxqKfCWuLulFpdk0RGPoYGnbFCnsXbiDdjgFQokXS6gCZRgwc8tNuEaDNSdswNkMcRnt\ndo64mnxFK02TXRsrHdQbMjEUxkGeik8GvgZN9IFQQWWJmQGtCOQohno40KOvMaogll6vj+SOzuDo\n7Ee+y6A/nHDNPviLd/05rUaTbnfAphPXUNURXCv1FBnSA+lXIxPXGoxNzZ8YTuPVpMSnARMMEiK1\nVqAhRfMi2CIjjwEyxdeAVhRRMQRUsqTZVkMIA8Q6+r0eM3u6rJxcj8tbGJMNjZMgRZNociQqiqUm\notpnMPAUeYM6dGmGDLVQ9QfkYohhAVnM6McBWaNAgGBzlIChAO+T3l4jGEOMAR90WASkqK/xMbBQ\ne+TQfg51KjJKOmWfInqwQu3BSqAqAyHzhCxS1spYnhKPKooNoGbYrSaChMhSf8COvR0683OYEEA9\nceRCh/kMESHD0GhO0isdyuLwCtSYyhOlIsaQEsMkKSQw1MMPCbNhIlRMMthGDK7l0J4ZSiWTkidI\nujePd6S+FvjEsC+6Az6kqp8VkW8AHxWRlwG7gOff6xaMobjkpVx0yUu5CCB4fL3I+28c8Lkr9jN3\n+atolHMUG87j1B99Dj/ztDM5d/oexAvrHpkexxmdOfjFRz6aw5u+SieuplPB3OHDOAkMJEUSPiqV\nj2h9jyrO7xMC69bx7re9lw7wP378PBrtCVrlgEs2tLjkz34XQuCLX7iLv/3gH3KoWkGjnKfXGzB7\nYA9f3tNn84ZVnLDhBL70rYP053fgJadVTOBCH8lz8mBTG16Fur+Pvdu3weAQokJZ9ygrRxx8hPbq\ndDMEARv9cBpsiVUJ+ThWIt47Yuxj1aJZjauVQYxoGUBKTAZVdHSjUnVrvG+yZdIyMdbGFZHvfPt2\nrPdkBKwBawJEy+ITNz+I5/SHE529fS49dyNODJNrNtPfdStBMsY2rGNxaT8VluCTdFFGUat1KW+K\nITNCJQ6jJUMNYyqUVwUTaWRFYtCjh7rGOYe4CdasaNGeLHCtcWZnZpAYMQ4iFYNen1hWrFk3nSSH\nWYFQJ65ePKoBNQ2CJiWKjyVWoPZ2mEyMIIFONWCi0Uo8uVZ0uyWNqch4ezXGGAa10gh9MpchPs0i\nUCVGDyFx1Kih8jVVt8feuXncYIZ+yOkuHaYuqxRlt5vYLBlDBUKAgQ8pHxMjLgYG0WCNI1NPjIG5\nrnDo4D5mD/eo61GLgVE0LknPrp6q9gRxOHFMbd3E1qlVhMESd+5eYnGQp+RqrIcyzuExyzFtG0jG\nPbXVSYY91WoYwrBHjbqMQmowGRiDsTLMhwwVOPeD79uoq+od8L0CD1WdBZ76fW3UOpxdyS9dAL90\nwQZ4+XsZKOzvwcEbvsTBD/46L/nKdmRsjPO2TvGUC0/ihAt+g7UTGdn/hyzZp27/ID/zmNfwtGte\nzVKnx/u/eg23vPfP2XbndmrTZHu1F1NFRAM2+vvf4H8VkhpC5Zu30qzHaBYVRxrOWstTnnYiT3na\nB7hqUfjS+97OVdfezMBklL7H/sUOu2duZtVYi1POfBw7di6w/65b8VGZbDZpSMZiCLixE8jrA8yV\nfbasvoBt277A5GOfT/+bX2ZsIiKaM7d0kLK7wFies7TQYdWmc1g4eDMXPuk5dEOf6674PGc9YjOH\n79rD3m7JWadvYnbPPI957ktZWriLz37842y54PHccd2VnHnB49j2nWt4ws+8BGlNYLBs2ryLXXfO\n4iZWU/WXkm6YpGN/OOOO7fDYx21CPWStnKLdBHKIka1bzmbPLTsIwWNGNSko2AwwyYhpahhFCEQC\nKoLDUVjFGsH7VGxGVtBuT7J6oiBrtVJaSzMkZQ2RaFKZuo34SlN02ihSPx0xWGUYyafkaqj7SN7A\n2MTLO+fwoUaNx4ZDxHoF1UAo2p5ur0eRFwxKKHIhxIy600cmWxjtonEcJ4ayHpC5HI0BHwPVoGZp\nsST2d9GrmgwseF8Sg0N9IAyq4Yw+Ug1KRLNUhKWCySzNokiGtg6EGKnmOxxaKjlwuESrYdUmjEri\nUJSqDqhXtCGcNA6dtoNZy5JvogLl/gV2Vx5bV0QVRk2fkxJLh1W9w9hadZiUTjjKKaQOkSMtv8ER\nJE9G3QLGYozBWIcVO+xPc994aCtKqSF6ehFmKkuuDhu24+Z3cUWw3LJzgnrgsId2MDnYxYJdzann\nraYP/OdNt/Ppz17JaT9+Gv3tn6Nnx1lz7gt54aWr+NH1LWhM8WDrIWan2sT6MJKvYnyszWuf/hR4\n+lMApTd/iJ/44NXsfOsfEGqfCjpGbQkfZNj2WvJeA/J7yoILF07Ahb/5G6Cw/T/v4LIPvJm52SUW\nex0Gg0W+ffMOJovAxU88ixvnpti/7ass1n1a44I1Y1CMc+bms+kMepx34dPo92dZf8Y6Qr9D0Zyi\nb6bYv+0azn3C49h5+z7GN2XMzXQY+IgtCiabBVOPOJU6RFwcp7lhMw0Og3pcMUbeWouaJii0mw6J\nyXDga8TUuKwx7OXdBO2SZ0KnLCm7D0by+YcT2lEe9yMbybIGEcua9WuHTdcs4xMr+Mq//T2duT5H\nrA/gnCGQqiQJiok+leZbS8NkSWftAxalUbRprmiwekWDkI0hAcQOKxdjAKMELFYVYw2qJVHGyDNB\nQ441qUOgDp2FalKQ+LqiNT49lCU6RDyhqon1gNmDs0w0HXXdwwZPObdIa+VaBotLZHlOVhQUeQOv\nGUSw2Rg+BrSsqGOJzz2LM/tZ7JUIQhWVMjpUB2iZ8gguz6hHahA9moyMPoBzOGOxrkl54CDfmKuH\n+TCTTO2ohYEmSsWHQD5WcPLUGCab4uY7D2JMjW0bTtgQiF240wpL0SIYmtaxtq5oFZZSM75T1Ugw\nSaUzciiSFC1qkqsQlWNMO0CSRopx6ZqIEtXQGm/iGg2aVshtamAWqRiUNXvuZyw9pEb9Le94P1UM\nFNUSa4sGpjnBIX82B9afz5bBPL++ZY6wtqT+kZ9AC0szRJrNVCb7u7d+kcOv/2fe9avPIW89hzJC\n5VMDo7kIeam0R/KIBwkvPeU5LN7yKf7h49dwYOWJPPnpP8tTtqbMbGtqNV949bPg1c8iBqWc3fug\n7Tf5hh6jqLy78Uw23n47ob4fnyGw5YmbuOYX/5O1a1dz0oY19M1G5mb71HWPG7bPEPw+znrkueRT\nDW784pUs6QJZs+K2bZ9j45ZHU9eOaAZ4JrCSY6uKpnUgY5jWFFWcoJUZfLaW+UN30GxMsfWCx9Of\n65CvPiF1gOzO02oFdu7ehVQlZ559Ku12mzUXXYqq5/GXPJUDe3ZS+z65MRRiOP20U8icxYfUU4QQ\nqBcfTErrhwdxEFh/2smor2isPZFypkfEYWKgkeVsv2kbVdUf/kBEMlwGqDUlz4wqzjlcbsm8R72n\nWWRIc4qV7SbZ5BiFyVATCCEiQWmNNVCb0e/0cM5QByWJWlOCT1FMtKgoVUx1DNhklLyA0zr9qo/6\nlKwMijWB2of0gxUSaYoy6HUoVqzClRYzPs7c/DyTjXRjZs0WNssJMSNIQINSVT0O7j6AsYEQoRv9\nsNlcGHUnQ2NEJEWvIWgq+pHUeELFYI1BjEsRrnPglTuWaqwZlqdFTdWsxtBuNpiIkd0l5JnllLO2\nsLYYo9vzcNccoor1QiihOVbRWnJInXIWkxsbrDr5QuZLw503XI+JsyhlcirE4d9hs6+Yjm1Eutyt\n36iYlEQOKUOii0scJCILXSSmdg9iM8TlWHNvP41yFA+pUf/dJzwCTngiTBX38DMuq+5hjaM/zbBx\nw4nsbU8QhsF4YaC4m/LlwU+YNqzQOPNZ/PKZzwJgZw+uu+HrXPepDzM+2WL9M36JJ5y8CWOF5uoT\nHrT9phYTrdSnOiiffO2rUl7hgTA8Ipy2ZQsH5rtcdf02TlizgT965Sv4889cRX9pjrK7wIGDc9S7\nFlmz9WTWrVzB1Vd+m5nufrrzn2P96Y9i5aqNZGKw1iJ5RpsFLrjoYiyOCx53FkVW8+gLTgVxRGuo\nwwAtU0TkTdL3alBk0Ell2ybS6x1CjWBdE/GGSh1i29jmGL3+IJVWh8TZOyP4GBjUD6Cc7r8DOiQe\njRShbzhnC7kf0MsL8kYbXE2W5czN76EXFiH4YQuQFO2lOqNkghHFiWJijTE5+cRq1k46Gq2xVO44\nnOfnDrS9hYMzh+juu45aVnLK2adhpU8Vh4lHUTSk4heNderWSaQwNkWQGKIVrE8N940KtdgjpfF1\niMS6xjYKBt0B1oEvEw/cF0fbWaamxlisa7JOl2KszcxChfGH6S510dBlMWR4ITmWODSImio1VQwE\nnxKlYoghpH5GkhyJGLBiESNYa7HOIdYiUbDOEuuKuk7dF13e4hGnbiYbHIYwhtnfRVCWtM2gC5NG\nEc2AgHEGg2d3bFKMzrxUHNg5w+Ed/4QJPuUtQqSMEbFmWAAnqMiR3IcMZxGqZmjY5UgZtMsK6rIH\nQHtqjFXi6Zc1A19T1UpdD9C6SrUc94OHln75+jVw7XWphZ4llfhPrYNNU7BpPaxaA3blPdrnKbuK\nHg3KGpr3qoF8cLB75irGd7aZesy5d3v/pBacdO5jOP/cxwDKwSD8+3U9ys+9jq1rayZ/4ufZtPLC\nY9Q7PwAEOqmGY/gLKzywqyeWf/3UJ/mPm0pe/8bXM9W7kyc99Un86It+hn65n1f90cc4fNvVzHcW\n6M8dZtuBHbSmV7BlegO33LiP3TfeTOtR6Ro0Gi2IQnt8jOgzxKWpvZgmsY4pryFQ1yWhqlOUFCzR\nhCTKCEqMFb2lRZx1qCh5a4BIC9WaKA5vM2o/T12n/os1goSKEHvMTT5MyosymCXVyn3uP3r80uQJ\n/FNzN9WCI+AwtontL3FoZpEQapwYGo2cst8b/mybw0hqtaAqlChnn7KBojkx6h6OkpE1MxZkE4t3\nfIGqH1iztsfWk8a5a91PEuolYmMMXTyQ+o0Mm58Ek2gUXwUaDQ/GIJnD+4ooMVViOiGGSKSm0WgR\nBoOUPNUaUxjKjicUbVrNBvVcidUGLo/UPkJVE2qP95GZPbsp65pSTOKkxSRF2bAXikpAh1RHqqOv\nU12LQqh6aO2JdZmoGxGszZMBNhnWZbhMUm8ZMUyMN5jZf4hoI9HkII7FRSW3q9BKiNpNVa2tgjMm\nV1F2BWEnGhXfr7hlLzRsn8NeaUiqBA1loBcCXkcKHSBCZg1RZNjPPsmfhdSdFFKSNGq6TjGSOpU6\ng5X0E3t5phyYUex0GxcMNiT1TlV7QngQWu+KyF8DzwIOqOq5w/futWmXiPwe8DJSHPlrqvrZe914\ndFCXkOXpolWLcKCE2R1w/ZDvMiZlgVevgdOeBVNNWA3jzdW84enPY6p9/GWMPT/OVDl/P0sJayw8\n81EteNS7SLrVkSzvgR+fAp/4q3eit9/OlkduZKw/xapTt3H4rk1s+unXMttXrv7E3/Dsn38JcuX7\n4EmveUDbvfiMgudd9jtcf9nrWNQVTALNYh1//aZXI/pK/s+HBvzzR1/Eof4US7OH2Tc/x2Qxjhlv\nIoNFDuy5mQ1nPJHag3QP4DKgbg2bHym5G+DsRqw4br/1ZsowjkhJ7iMhrMCW27nk2T/F/v0H2H/H\nTbip1VRVxWlrJ7h9seL0sx/N9MaTwGT43gw7du6lsf40uvu2sXn6/xH35mGaXXd95+d3lnvvu9bS\nVdX7JrW6JVm75U3eZLPaI6zBjB8TGCbDkBAzhCQQ4oGZMH6IExhwMBDAHggGYjYTBgIYGzC2wchY\ntmwky9q33pfqrq71rXe5955l/ji3WoJos7DweR493Xq7urre+977O7/z/X2XnKMXPNWuy5/3dXxB\nK8Dnjw4pH/4DPr//2/m+a1+kridP1r+fO/Uhvuv7/i1jMna2WgQVUFqR1cs8cWGAxIq2ErpTLWqv\nqcrqSZgheHzjYmiUReeGvGUZFldz8dgDuNUn6PcXuPaQ58Q130jwE7YtzHLu5KNkfU3UbXTWoRbd\neIY3Y7wgoAxKV6m7DMnz21eCiSmPU6JCiUk4sdIEle5zh+Ac5EXAD2pGYpKi0iiGq4uUo5LJpGYU\nwTVeQSHEpPiUZBGSOvOQfFzUVnhbIHpH8I44XoEgjRpTU1hLkReUZWR6fhqjLeWkbEgrSVhXeUHy\ntGls+RQBdKYKziwqDi5sIy4tATXDY/fy10uruNIhRKaLNKyVIKzVntKHSxh8MohrsHKVTgiSpK5s\nQStb7ydckvo3/75sZauSap/JiYwSHh+HaNVCBKqVVUqVTrqGSCaR55osPZ979leBnwM++JTXnta0\nS0SuJlEYrwL2AB8XkStifPrgTjeepOLgJiBNhr0KUDbjfd3EItQelk7DhV+6dMFu1yYN0v74frhi\nGhZeAjP7XhSt+JGd18COL/foL1j95SuhQqiY/vN7WKmHPPHwl2hrxzEVsP0lHv7cd7K6vpfZVx2k\ncpb8wFvg5M/Bvu97XnLKy9oZDxSWTSkuye1FALF8x3dY/ufv+DD/60/9V07+5fs4cc8Frrz6Js5O\nxvSnWyyf7xFFk1nDZnR89i/uYs+NtzM5dxc3X3OYz9z9CF/zdXvpb59nZfEcr3zDLZx99FNsZjuY\nO3Ajp+54ACm6dKfGlK1t2G2H0cNlZvZuwxwfIMU0VeVQUlK0W0QpMO0FojxBnhtU3qF8XnjT32Mp\neNmhDhz6dl4DuKRyR5bX+e2zU/yjXsX6wYyZF9BDuAhrR1dYsR/mw39Y867/8DPYcpHMGC7fsZOJ\n0ajxgPHiw2yWEzIVsdYyrDxzxuJjQHQk+oBWGq1BSeKkawMx5Piih176Gw5etY9JvZ9+v8Pxs+ew\n2wwSO43lskVbRaRAK4NrBDRJ1ZgsbJXJk4ti9ATR4AUtgpMUvEEDi1iTUmsnzpFbnU5mgzE+j+hc\ns3bmLCM1ZunYE7joqbeksA3OHJU0roSNfW3wiQUSI4SS4DyhLgmlJzTS+VZWUBQ5WauF0hajTWLv\n1JrNwjHX7jMaDNms6mTEpS0mOAqlUBIv5YDGCGfOL2KGIx5/6D5EQafbxi+uUbuazFq0UoxdoKx8\n2mhoxENaoaK5lAUQtMFmHWZ7ln6n4Ojx88QwbIo36XS1Ze8Yt3zbt26iVOx1cw1UaLRiSvAYtu3d\nQ4yK8uIKFzY38fIVYL/EGD8tIn+XIPxMpl1vAT4UY3TAcRF5jKQy/dzTfe9Xv+enub6tuHnHFNfs\n28ncrj30Zrcz1Z0htwUqtBBTgfHgm9jjkAzloUq/Lq/C8groRxNvFgHThZ2vg70Z7DHJF9z0+Ht1\n9P9AUXpKLK19VzHbnsa0Kw7dvsCU7MKt/BX60L9hcPcHaF35bWilYed+uGsTTn8Crno5zDyTj/wE\nKFjoWQqVM3oGPEiAN79+hu/9hfNcv73A7ruMywGvNQdu3kUox3htKPIuWQwECnwVkjgDOH/2FIPV\nM7zylteiWefAoZemXEV/jrnXvYnJaJVqso62OVlUdGxk6C/SjWNWzp1hc2DwlcNXY/rz25lqj5g+\n/CqscRyYGrG4/NiLccmfcZmtKfT8FN8+D5Dx1yfhtn3P7++fGVa8930/yfpGxjXbb+VPfuHtfOHC\nBjFqDIIVxZEdfYpORhnbVJNFqmpMy2hamdDptNmZF4xHjsFghdwagghGRbJWm+leTqfXR+uMqAxG\nhN7MHrxXGGPRqk0wXbKtTUFlBBG0WJypEjMjShMJ5yGkFB5RlugrYuM57pUgxiBunJKDdMrS1BLw\ndSCLRVJJVhVussry4kU2qoiPhol3iEo2sluWVJHkwBiiShWMkAq48wTvU5hHcIBHdEbeLuh2e+RW\no7XGKEleRTbDmAxjFWVZs3byUU7FReq8zVRrBidbIiHItCY21rjtVsDqyGhpiTImi2AxismkRJGG\nzj4k7/aISYNMpUClIWxhc7LeNN1el7wwGJ38WpyPjAfrjbujRpTbasVRShKWroCoUDo2wiQNElIA\nR7PhuBDJiQyjwq0sUruI24oBic9dh17o6XLhGUy7dgN3PvW+bl572rX7Na9joDUfr0r+cMNz9tRF\n1ldOEkcXCa6m6PY5sH0vrz6wmzftm+eGnfPYYpxY/SE5uhEFYpVMs61LpjduFU7+MZyUptvP0ust\ngX4frrsdigK++lnW/90SEW567zupyxobFZJrpB6RP/BXVL1A79bvwniH2QoZveWHU9vxbB92zPFx\nzMzgTJJS18/8pW+/9lb++Vgw23K8nxBjC9ykmegrtC9Zn0Sue+3rsfk6oX8dS7rLldfNJo+R9jyU\nQ4aDIaItynm0VoitOXd6ExHD/sv241XEuwU2xtCeN1hJeTVFpyD2ppiu06BI/DlKsVgx+OL5mBm/\nuGtSPv+v/YOPvpM//8gnGPsZ/vLMB9jYGBGjgegxWvOSXXO0Om3On13l9PAUEkpaeaSXC3mri+21\nsDXQFuymZro7zexMB7F54jZT4aVF1d1P2DhGF0GMEJtOXnREqwKxBvFbc42cSHLVTBBGY2AcUmEq\nqwFRcpyvCL5RSocAyl762aMLGJ2Mr1x0uPE5lk6vMnRCGTQueARPFI+KqQ+FkHza05QEX0P0Ja6a\n4CYTrEr3l80y2i2LsW3KckJZVrRzxXSvoMhaiFbYWDMeLXPu+AYTlafCqwJulNTIyigukfm1BRfI\ntGt8HgWbZ2S6RTmZIDpLJ54oqfAG1WxCAZMZRFqYdovebJ+FvkZUhic2nP0I0SfxnVLouk4CPLWJ\nx0GkCbxufNi3NplLaIJN4i2S6rXJXKKKkY4WNMkF0piAdyTW04tY1P/uekG0hFwFQqzRmWU2z5id\nahN2T+OzXVhReA+hrrlv7QxfPH034/U1hptjZh1cNt3i8O4Ftu+9ggO7dnNwukuvNuhMpd1RPBib\nuKuhSq+VwFkP5z5AM/kD0ZBb2NGDbVOw65ZkEPZVS8PxfOytLyfms7Suu43uvscY2+vh5D7s597F\n2okzrK8rvvWHfhWzuQIvmYMVeXqy0NYSQUuLhblDKFMwcs+C1eSWLDeUxiJ1RDNOSGCoUSpH0Wdq\nZju+HKaBU6hRVpFnBuUjNrPUIUOqKjEQROEVGKUbCblnXDkylXDIiELEp6DpOqDyLAlnlBBJ7Bc8\nBCZsfhkF9cVa8jzv9N+548/4L79yPxvHVqj8JsFV7N97GSeHq6jlFQ7vmKLdzjl+eo1z43VyCYiG\nfrdHK88xmWU8AslzYnT0p1psX5hLmVESCEERg6Hod/Gb5zDdPjR5sBGH0onvXlsLEtFi0kFf2gTK\nJhhCIAQ2h0MGq2u0FxbIqxxyGFwYY+x5Or2d+KCQUOOCQ4LDhcj60glOr44xYqmIxBAT3zrtHGk4\nKIkSGVzKTI3O4+sS3LiJEBQySa6P/dlp8rxAm4glQ5nI8kUIIaLbXc5eXMcNTyN5gaARBXUt6Dx5\n8aeql2yvbePBYo0lhEAMQrZV6aJKcXvGoE2GspoiV0TVwuiMcrSKaIuvSkyny+6987TF4tEsnlin\nHDwOothx5IrEQJNkBG1ti2J2gXw0YuXkOcqEayZmUFPd0xw1VfRkG+Av/R4VmxG3UHqNJaBwqKku\nMWjiZg1SNTkEz75eaFF/JtOuM8Dep3zdnua1p11f/NJDiYoksG1ujh0L21NoQqVQKoW2hlxT5AVx\nuk9/L4DCKFjV8LmQMboYWD52lM3VJcq1FQI1h6e7fPOuGV65e5aFPbvJ+z1MexoJY6BKHb7Ooa4h\nljCOsLEJ6jSoR5rBRRumdsF0Gw72oH0Q8vY/iL+rjj3GAYb3fIxjnyi5+lsPMnPZa1l+4I8YnN2G\nyq7G7FaweBLuF1j4DNx3C1z731f2CNy79BjXz12B0kJhuxR+wtNwSC+tbKqgtm3i5gW8M9SuYlzC\nTG+KfjtP9qjBpYgx5bEuUitN3oRihKqkHp4H36NuEMMBkV6rD85zYW2cFIl1BUSiHzNl4bprr0W6\nUyw+cS8Xjj1OXnSJbkSvbZnUAd97nrjHi7jazzEmccDb3vO/cPHTgercBeqgCM6z/cg19Kd2oD/z\np1y2c5pOr8OxjZpzwzUKE8i1pt9to1sLKBmixWCyPFEHTY0LjasfyQ1QiSAaojK4ytHtlPjYSiKg\nUCExUIeI0EIHQx0qyiomb/QYqSYrHH30cZQM2bdnJ/suvwrTarP0xAnKMmJ6msx2KV0KbSjHJRsX\nHmHx7CbelTDVQynLJJaNZjI22HFCiSVCrCf4yYgwGYLoJMtXim5/BhU9o0nJqKro5zkmTthcXmO1\nVlx3+CBKa0SP0NqgxcBgPUFPrkQyi9DFuXVcSNi5MUL0yRslqgbDVsknPvHm6yeFSVESh10Ss8YH\nsEZwowHRa0QnV+B8epaLGzX7ZtqJ8ECJWItSGV45MnKQQLe/jW5nCm00Z84vp4aS9Fkli13VjEjT\n6aPqiH8AACAASURBVEFi8mv3PlzC21WsLzk14pNbvI6eyWpFWZWMfcS7mmcYT/6t9XyLesOmvLSe\nybTrj4DfFJGfJsEuh4C7numbHrniYJLyNvQfFyosmiiBMgrOebCGgpo6gBaLUg7XsECVTJjqaqZ7\nBtm9G9QuIoZMKe4i8JnRkPoLD3ByaYMLyxV1XZFPb+eVB/fzLYd2c+veBehZ0O7JyHpXpkroI1x4\nHFYUHBeId6YO3iuY2glzc3CkD/kc6KlneosvYCm+9jf/GB+EzcmYVrugrlP60PY3/ArXmIgOKv2s\ne26CXRHq26Dz9B+2RLhhej+//P99ks/91rvY9pK3MCmfvajPbitw+TQbZ05RtB29Dc+Z9YqFl74K\nIznj8SqP3fVxdu26mcXV4xycn+bk8ho7Dn8t1x/ez+DCF2jPHOLev/kLpi67AT/IGS7eyTd+89tx\nYcIjj34S21ogDM5w9fbIw8uBePj1xJm9tPI283tGfP7zd3Po5W/k0bs+wje+9gruvfNR9s/NPu3P\nm/z3vvIrAr/3qUcZ7h7x8lPv5qo3/B7tahHY8fR/oRpx27d+A0dPb/CWW4/woQc1Ujr2Xn8zWWsH\nX/rsJziyY4p2q4P2I84tnkeIZLZDr9NC5Zqxr+hahVOSVOKiCCHDR8Ep0FEgGIKqU3aoE6wJeNK9\nabWmcpF2oaiGm6AsGsEBbnKWycW7OfVYZNdlB3nJlXtRSiPakuU5kQyVt5AwxrlAjJ7J8bs4emqD\nUjQh1MQ6udibOJ3+bkjCIAkBIRAnJdQlzgW0UbQNGJMxt3cXQdmUT0rEVQFYx8V1TMtybmmNPDdk\nJicq20TEmSafNEnlRQLOewrdxZUpZ1Rsjo4NK0ikESm5LY1RCg0i4pygG1UnMf3MSsVkeBYUbtIE\nsysh1h6TZVhRVHUNJEZQ3u5TTVZAe4KD0MvYMbebfqvLeLzJ6toay6vr+FAnR0W29ATp2bzEdiEm\nf/tLFVVwIcX+KVLIdtCCBE9nrkdbzZFvCitL5wiUVNWz55Q+H0rjbwG3AttE5CTwLuD/AX7375p2\nxRgfFJH/CjxIetb+92divgCUVUyhrApE0vCibtxu0lAhoivPSDuM0vjoiJjEe1aJgxrEE5QgYlEq\nNBPuiFEGZwr0bI9Dczu5XIHWBk8Er/nd5XP8zhP3UV48Rr0xpOsV7Zk5Fq44zMv3HubmBUWvW6Qn\nOziwTWevKhiehHIRTqUPJIVlKuhMw/R+2JVDewHMC8mlF9ar2EReaS5uDJHUTxCCQ4WA1JpW7cnm\n+wk7zIH8mbA2z4kTj/BP3vZG3vzGfbz3/Z+kHj87jjHTLdmcZBycn6fuLKAX4Fo85XANZhcwxjIa\nTBiVEzaHFfU2qOqK4foKJ4+N0jExOC47fAOtXo7qC3r7NYzGFRId0Vf4siIEcN6Cr4jlgGq8Tgw1\nlXNYXWCisG1qCkyfvTt2IfXTB49UfOWLegT+cHnCa245yvu/pBgsvZK9kyEzx3+f//g3jq+/9ZW8\n4x0/xbVvfC3/4n96C7Of/z3e+hO/wbt/9df4gbd+C3/2W3cx13XMXXUtdm4Hj9z9OXa3hrTaO1gd\n1Txxbg0boN3r0m530daglAAdtBpCjDiBoA0qjAk+pEZDImUdsbpGtMZFwSjPcLRBt70LiSmNKnqH\nq8fkrkflJ4w3NshyyxX7r8VcblFZCy1ZcmRUuoEADMrm6IljZW2TxVMrTEYryejNVyhJXadWmoin\nLgPRTShMDj4m2mEIGG2ZX9hOu9DYvEVVB1THkKucarKOwmAERga0UmidY8QAmqLIkqGXJIERSqN0\nIkdIVJg8hxipXYnYHGM0kRyom1QkBdSJdijJKEupgFcNq6YhFkpMT5VEiEqlYI8QUSbQzTusDzYx\n0TEhoG0Kps6VYjOk/rvVE3bO78VPSp5YfCKdWsvkypjun9ikUaW4xq0TA033HhtqZbJNTmlKyc07\nQkx/HkPNcHXMOK7jSgfiGmfOZ1/Ph/3ybc/wR09r2hVj/HHgx5/zXwbuvu9+bCbMd9p0C4Mu2hjb\nRrcMShVYlW444yzIpJlClwSVYSTlViKBEFoYhmRFEjF4ragbi7ZaqjSdVhalSogapdIGkE3PYua3\nITQpI0ZxOmpOnjnDrz9WUp07Rr5ygit0zct29MgOHGFm19VcvnOOlsQ0fLUN763SsH4eLqzAE6Sc\nMGPTpGTbbpjZC/MKihlQ+TNekwismR5qbYPFjVM8fP8yamqa+z77US5sPM5Bv5vbb7uWT23/et5w\n4q/YecONiHnmiW8Uzf6+4p0/88scPT3itjfsYNdlz564vK075IwXtosltvpMXAQCup1T12NEZ7R7\nC+RZzp65ObJen8uMweY1meoT8w7ej5ma6jEpKyYR0FOU50/QtgU33HATgkKZyxGJXH/YEp1jbek4\nhgxlMl7+xjdC8MxefxMj02bvS3axuLT4tD/vhoPOV5hQ/oo33c7bP/gHfPF9H+L++3o8fPyz/Pzv\nfhK9usybv/kHmWvP8s++7Qp+/hd/ji+2lvjTpddx45u+gf/jx9+B0op8forTKzU9e55Tdz1C7duM\niikEGF9c4lWHd/Hg2SXyVhfRmqAMRqfGI/H6UtOSQo4Tz9mqJC23NgJ5MyCPBB05dn7ENQd0Cnmr\nk1DF6BbzWYaZ20OxF8QHhouPE6JCrG4io5LVQBLHWETnuDgAEazNqIxFBY8LKTtWVBooho0Ngndk\nylDMdVCSE0PNxsoK2sLUTBsJUFerLF6AsrqAyWax1rNv3y5AYzILQw15xqFdu+jvnqLT287a6ibW\nBDJtqcOk6dINaRAQ8ZUHPyEr2k3x9iB5wqi9S9iJVuACjkDUkIluiIPJwDYqScVWkr+8Dw4VFXm7\ny2B9RBrsbqImGtXr0pY25SADu0Rrehorcxx97HE2h0NEHDhP8HXjkp7KuEQIkvj4UZJtb2Iakfxn\nnvTiJfjQDJQBL4Q8ecL4ylOGmuDUU2CcZ19fVUVpSzmkiqw5x+pGJIRlWiZjoiNh7DDG4myO0y1U\n3qLX7THfFVo20LY67a4CWk0IYqgrh9IGIiipEKXT3F3ndGLaBIJSCDVGNKrRNunoqJUhhECuHdKy\ndFod9Py1BHU96xL5lLEEApOVMUuPnaY88SjFxfu5OV/jG3ZO0736WqYOXk/Rn0bVWcpabUXAweIJ\nuHgKjinwZSrqWkP/StgxBbMGTCt1YjFgVca9qs1D4TrW9sLm6j1cDBlFPs13vflrOfCGW7kZgNc9\n5zUWgIWX8JP/6iXphRg5M3z2YctMv2KqnqYql8nFoTOdkmKURds2rhpx+OaXImKIzCM6ks1kuLok\n6gznxwQl1L6CEMhUxFc1UWVUOhUFbTLEaLQDHTS1OPBZOoKKYVSNEO+IwaPVCLxB+b/dpfyLd76e\nn/3JT9F+Ee7i6w5s8D3+Dm756F+xuX4bh699Gws7F/jsp9/H7/32MT78u+9hdqVi0oG7v/gRvniq\nzU3xBPLICU6vC329gkzv47F7TqFbhr0ziiCK0kfyosvihUV01km886xAxUhUEYtN6IGKDTMiI8SE\npyd1beKTpzjLABgUgWpjk6AzjKm5/upbkeAYb66xsr6OPPonnCo14h07D1yGjvbSgDqKEMWkYqgS\nMyWGCSrEFKISSGn2Epqu0qTBZFCEIHiJKGswZGkTUhqlA2cee5yNqqQ7s0CIARUCxngwOcEnXES0\nIe/20FnGzMIcD5wZcE1XI8bio09JpNoQSH78CbKQ1M2axggrRhBL8HWiYQJMPBpBjCa4gChLhUv4\ndpMranVARyGIRymDDwarDRIMrekdOBQSPb2ecOah48TWHNVkzNyRK9DDmtNHjzebatJOBFyzAZtk\nOS1lYw2QYjR0o5K9lDK65acOQMSJwrIF2SSztNql2QnNZyWA1cJz8QW+qkVdiQIDznmsNmRWkCjk\nCmKe/CaMjKEaEkoII83iUjrmAChlsEVEHLRaOarVIW/PkBct8sxijaBtJAzGDFWS62ZW8FFjFETJ\n0EJz7E07uomC15ECg9NpoCIejNF4FEpgRivi5VOYw6/muFL8otLoNUf52ROcXXucyfoS/cE5bm4L\nV+2fonXgRvYcPMTBfhfROcRRM6i9F5YFcg0uB+sJtbBd+nz9oVnedPUubLYNkRvh9hv5TPQMP/LX\nf7+LLsLu7rNTezo9Yd/O17L2wKcZTYbEqFEorE0wkChNHRJtjhjQogmhIjaJLq6aUPuKOipcPcGL\nAu/pdGepyiHGG3AVroyoUCJRMMoQ9RSq1aKsapbPnSR4qGNKlPEu+WA/dX3ykwOEhD59JddHH4KX\nbbuOK29/B/vrWY4s3MP99/wB9368YlumGKv3k++d5mS1Rjaa8EDe574PvIODb7wVwbJzb4/R8ioM\nzjHV0UxNTTUNhiJ6x/x8F1VnDMYu5Y1KOqzrEKmNx2pwKDbWLtJvt9G2SK6DwV8qEimrORJjTRRN\nrB1ZtcJ6pVn6/B3oegnvDJWrSR2uRikuDRIRSTS8QIJNdEwRgo2itAaMUukZVTEV9hiJ0REaYyrb\nwAmgIMtSBJ3oxLbRGqRRdtZDbGuOEEpaMUvPW2z+y1L3vFLlhIuP8fjoPDv3HkRbi2gBDVaE2MzR\nfAgEF9OQM4LJC/JgqFRBRZeocoryFD6OsZIn+AZN1QwvRRTRe6b6HdqtKVSrjVYZxkjq1kUILuBD\nstCOQUGmKfIK3W6zvnSRshyiZCv8IuXE+thALaHEibskNooxYvSWyhSQpteWrWzZRI2sPSn0uhmm\nYiyxLulkGj8K6J5BZ20Uio3N0bPev1/Voh7QCQMEqrqmpQ1V8EiZCkhV1ygxmDxDXCMnjoKxqSiZ\nRgxQBcdg5GGyTry4RpYrJqMJhbU4BC+GItPJ9Ktd0NIx+Zh0tlEYg9LJAEgpw6Sh33lc6jpEITrg\n6sbWUwyl0mg8lVZYZVC6xkeNain2FDlxYTfCHk4by9noiBfHTE7ezfLA0RtfYE8ufO02zdT2Kcy+\n69g5O0+vnbL4dFC09BIcXYWjx8BIasjyeV7VaeOy6sWbDDZr+1ybB46d4MxjD6Wba7BK0dLMHbgW\nY0asDCr08BxKZ0xCII8Gm3vqUDC7bZqVxTPUJWgJWKPJrVAYz9z0YfK2sHbmMag1uclQeYJbjGjm\nL7sMm/epxmvkfgPJ+kBFS6csnJX1v+17sbohfO7d/5ibf+S//K3XT45h33Ob2T3j+por4CdkEzup\n2Yxjpl97O63f+x1W/AqDSaB0I9bPdTkyvYvja0us31vxmtuOUHjNKAiT4QXoalrjwFRhqapItxXw\npIfXN09dUlUqVFSAxhMwyiVZe/D0uv2G+pZUhxICUSXOdwwhQQhKMK0et33T/8iJ++9KhUJ5XAPb\nGA3Ba5TERIOUGlQ7BTvHxj9GK8R7okTOPXEXvt3FT8qUWhW35OzN0V90Y1XQbA6JZZ2w68ax0SiD\nicnLJAaHJyCxpByNMFrjXHrGEIVygs4Um8eO4vyEjZFiW1Wlk6w0I60meo4AOuuCTJFP52RFGx8C\nxntU1uKGQwc5f2yRtbVVlgcjdkynYW30ZVKzypYzopD32shYU+v0HgIp+Nr7gHM1Go8XQ4glG8MR\nk6rgwvnHiYzwVUVwPo2fQ+K0RxrMPIJY0xRWaRTbiUYpMTY+MA1vfcvjJkoal8gW/BKJmSWMFHWo\nsRasDhhVfWUw9RdzzU83eZ/aJPK/pE4wxgDB4VxFVQZciExCxIeIjlXqrrVQRw/jQGENdXCYEBEr\neCcYk1GHGlGWDI8QmbhINYisVA6bDanqRTJjqVwSENQqKTqLIrC3l9PutNDtPhiL0jlRFLlOWZBG\nJR+MibYpxVE0lCnFJBfwStKxTlRDPxPmp1swu49l7fn1oMkvQrH6KC0eZJvtEC6/mZfWU+yr7mBj\naord05cx1Z9OQ9DBWaRuY1sD+Os/InnRe8gi7NwGe78Gsq+M6nXn/AI7Nw7y4GCTw7fcwol7H6SO\nY+ZMB29adNsVX/zsF5g3lo3OAjNWKMMQ8r0cuekV7D+0ymhtCCuPoqZfiR98ARfaSMuD7ZMtXAYE\nDD6xNiR1ZERN7SJozSPLmqm+48Liea6fFu4+u8rcrr8tbJ5srvOW93+Sr3v8I/z6r/0Pl9gE+15A\nTu0TEzh6LuJE+OCHfoO7/+IugowYdGoe/OhvsGwsXiKDyvNKW/DQaI23fefL+fk/3sfGxTtYW09Z\nluBgEGnnNa2+Ruw8w8118nwKpRIVNKKJWuN9iTJCkIjViaMShmtIZpvky+QFI+IIIRKIKB+I4gho\nlAdbTkA8px5/mBhdStAJiXGR6qBqoBNNJBDCljZRIQGCspxennDh2L3IxjnQkEvJ0KR0UtlijAQh\nim6w9zRuVEooQ8SFZHKFLZJ/i0SwKZLNlWOqKv3s3rlLTJaqrhO9cFziMigkRbrVzmMM6dQnoJpi\nqGIjYLItYjmhoEW1uU5sacpqDT/KkWIGZyy2KGhvDMg7GdVm4yuDSi6PEUIMBFcSxmWKbKwDw1pw\nDW1wUo4wWTsV6CwyGljqyRebbFGQmOYLaQ4akuxfkunYlpdLOkk8Ff9Op6O0NTYwUlPgRT2Zd5ro\noIGJKGIQOm3L8qbHmIIai/IauPis9/JXtag/cvIiRideaF07RCm0GJTVZJmmY6HIcnKlaKnET0+M\nl3RRt4JciVA4oayT6U/wjhAVlfNoEVRm0OOKIssp65J2bqlrT27SkMQqSR1GiKAC5SRyYlxRh1Vy\nu8S49GhriLXHtgoqCRgsCz3N9n5O1u2jiza5bVGLxotiUE1wpWahlUEnIxeD0xVKQ4GlyCNdY4km\nI9OGdaPJzz/EpyXi6aGGHnP+KDEIvh4zHSw7sov4Yjuv2HE5u/s1tDqAwNEhHP8YfM03fEU+l5m5\nWXhojStvvokwqjh45WGU0kTqhgts0hFdFILHxYKg2yhxLB1/FNEdaOXIrpfiXIlaeCm5UQzWN2nl\nJaPhACvgM4sETRXB14GV0XGUrwh1YHvbUhCZ27+LEBXXz+5kdfXJmzlSYRvV3sc/9r380Pc/xHU/\n+IOMxrC2vkl1qs2hhS/w9le//Hm95y+cXud3fum3qM89xvjgDJsnLpC1c0bLJQ/XI1xdYzKLEeHB\nK17LnoHjdz71cVZPgBiPlYLN4QY2F1wNAx/ZGDouhJOYCJvRsH+6h6MiZdykJCfrYVxuIq0q+ZhY\nAz5ijWm41oHgJW3glzRjBpGA4PDlKmEScUS0ohEAJem/a8RAEmPqyImE4QpLaxusnDtBOVonNGwO\nYsBFT65ahFihSMSBLdYJKhKdh6iaKLZU3POYsPawhRmLISqPlXSyDb7haStI8EmkHA/RWbsRllVE\nr9GSgtq0ryE6fFCXOO8h+IZPHQhuhGqBVyXRalQ1oXvFS3mNGXB++THyC0ts1hVTU1PU5YCoWrio\n0FE3BgURQmDx3IDx2ohRuQkI7V6X3GQEJWgNdbmJUhmCQfwmzXZGiLGBVhp83KgGBpOmXCd2i2/y\nRMOWr05D6th6T0lmlO5kgpDZZmbQ/DsxmGQfb1L2cV3VWB3x4bmP6C/UpfFdwD/lSdHR/xlj/NPm\nz563S6MxGq00YpqkEoTgK6KHYSmMt96UUsRYp5itmAj7SiVep9YFWZYjJnXLShdkNjnLdY1gRaeM\nS2UJIU2kfVXiXIURm4YwKGoCWYg4CWRR43yF0RmucamTGDCZwvsKS0RCzdIKyfv79BqbdQUYKq2x\njYxbZ4ZBy9DrtaDoUNgWJjN0CovOM0QcRStnnAttbVBiyK1JLEmjyRo1gqg2mc5YlZ2EIudPqzZq\nI4OL67RF8YqDARkW7H+mC/1lLttfQI0H5L5KVEqnk4NgjIRqhEZ42ctfD+ITvzYE5juzfODH38G7\nP3Gc81+8g+OLI1y9hpIuWS4Eb5jUNT6AUBCsBW2wRmMkYIuItpE4cki/jwRPHdMD6EKJGzlMNE2q\nDNz/0Z9kkm8jL5fQSvPBD/0M+r/9LAWRhYN7WV4z7L3tPbz0yDqHZqaeViFcAZtjaLcgr4asfOkv\n8d15fvRlGd/925bl9QmxrCmsRnyknJSJZnvsTk6092JPFNSlw0xGrFWbBIRq/JROzEe29RS7Fy5L\njhZVTeWlwWuFGAA3JrdZUtfG9FCLkE6spO5RNaTrSBpexuZrQhNiQUyDwXRthaCSL15sxm4hKpJg\nCe6+5wTiUiGLvqaKGnBsOQi2VMp7jniCSTRDaUpUghOe7D6TO6EhRpe67roEEURlaHTCzBF6/V76\n2e0UvhoT4xSZEkqtUCZPBG6TPFZsbnG+xqiIRuF0+ryJjbCpHNHqdSmkpKoqJpMNBkeXuLuecHoQ\nCDHpTjpz0yyvX2CqkycEoLk2KQQ04IIjb3XSZmMMmc0I9QDxNd5HqgqECp2n97Z1cog+JDo1TwJP\nQULzuTSQilYNVr41O9jCz+WSeCiKIqo0x1AGWiojklSxSSAV8B4oHSXgR54YHYSN53x+X6hLI8B7\nY4zvfeoLInIVX4ZLow9JHScuGRClmUwSEaA0RubxM1OE/ho8foYgMQ3ltlzOQqIs2VghdeJ6jn3F\nWM9y+q5P8Z8evZf/9C1vJ9MVwWh8rQktS7tnyPKCytd0NIyDw3rNGI0qI5Wq6Xen8DFSeoUONTGM\niTHgK9CFpkJoKc3mRk3et7R1i1FZYX2FjgGtIq6ExaGwsiTUBJS2uMpjssQA2d47xEfe91OoG6/e\nuoJcwhC+imvQmUMh2NwSvEaoME4TdECcSz2I1M1NbQnaU4aA3X8N/+5/u4bIbZTAXWcn3PWz/5JP\nniiTijvUOK1RRPKizWAUsKrCBk/tPYLCKEccD8E7vChsCHil0CpQ12M2a7hw9EtMrv6n7LjpDPI3\nf0Br30HOP3qMuozMd2s++pE7+drv/GFW7vwRvrTvXfzAb/8wf/gXd/Dnp+Hr9zz5PjNgtsHe37LX\n8rFiJ6895Hn94V0cWLiRC8t3csBmnKhKUKlBCL0uk/EQt/kA85mmnUXWB0AViMETCWjbIYYK5QPB\nTeOyPjYM8SJUYYwLW2ySRkIoqXfbOrqH4HHKQgwpiUhplDSduopI2NICRoaTkpURzBWBoigSvS+q\nSxh0iKkhiQRiUPSncqJvoZVLjowIgRIdkwAm1J5oEs4r0aSaFBWX7srGSjqQvP1jjJRRM6UFwtYM\nKtH3kOSsKMElKIWIK0ucc40SR6FUuh+MBt109scuDrly11TSA8bkx6KaXTnWNZvLF9lUGqUECZHx\nKDAMECRiTEDHRAstVyxnV4+y98ChBvduuv/osVpjxJLbgsJqOqHG9gtU3mdjU3Ps/BIWj2/gMkn2\nkenXJotMKUBpsrxFNRwRvSedKdLAWGJIm+GWTS+p0G+h4hIb1MUYSgdW0qYeYuPHIxGFR4VAp20Z\nbJRpVvIc64W6NNLcVX933c6X4dKYFGCB4AJKKTKlMFqhdUrR7vSv5oF7fg6y0xx8zW0MHi7JVMod\nVCrtnM6T8D6tyAqVOiBfcfMb/xWv/uAPYbodJBTE0QQTapzKyTCU3kGAidIIaVhUEBLlPCouDscM\nVweJgaNAKY2xFrEWHQ1ZrolG024HVDSozNDJDOVwAr4CFARL6R1eC8ZmhKqi1bKIyokq4/9+/S2o\nlyh4HsOPf8g1aG3HTc6m7k45rIdaAiq6tJmKS+59waPiBJwnIaQO0oSBAnjdroLX/cQv8v3Aehn5\ny3vu47c+eoZHP/PrfN2+w8ibv4lzf3mSVT9h6b7f5uaXvRRb5IiDR+67E6s0lU73RTSaPBM2Kzhw\nZA//4c0/yrlJQbvMWX38OJGA6mgulAXf+c7vZ3N1jGxM8yP/+T/ysoMv4d9+8g/J/+i/8fU/82tP\n+55Vb54n1Ag/uJxvCPMcees38YX3fJbjk0kqfC5gcvB1ickCbHqWRhFGgZaFUiJKFFEMrhqhbOoK\nW60KQuJ9XxxeRLxi5CraWiejrLClNkzMBwmJ6CbBp6IVVQORpCIuzeZKVARlGayPGY4dCzYQQpYa\nURLVb8vWtqYpdCTPnbQEr1N0nW48WlQUUB4fEkwSVCNpF38JcgCTIBmak4YIcX2J2JlGNxBLUDYJ\nedKRgzpA8sEVxHTwJqOsXHJBdDUhAxGbTmE6Y3pScXH1NCH2CEo1cvpUGKXI6XS6BJc4+oo0N6sH\nA7CJdqyNptttceiKXWB2JZUmHiNqay9kar7NbHcvPnoKranKAQqPiYFKRTorS0zGAXTKG/WSjLhU\nSMLItB8rJEbq8QibWVytUt7r1gaEQmIjGGq87xPzpUHSYnOacpbRZEJbPfl9fXDptBU9tauIlU/a\n1BfZ0Oufi8h3AF8A/nUTkvFluTRGVyWHbBG8FxQGUSEVeiLri59gfvfVaA2+9imgWGeYLHnDCJK4\nr6450jhPJDIabXJi8885+eY/Y3tbESYBHT3kOWFYEroFlfN0jFDjEQ8OnxgACowXgkn4GT4QRBGi\nQ5UekVG6sLJ1fzTDjpjYMloBtouxnl7LYKNG2SJBOO0MV1UYGwjS5pqv201cWUR2Xv1Ml+irsqTY\nwXjtbzh56j5UAN+IPp7kZSVqJ6LY3NzE+cRKuvLqa/HFDFffeIR3/KNXseel383VM+kWn82Ft77y\nOt76yuuIawt878/exeuWz/KZhbPENUW+q4fJWikqLBOmt28DMqzW+JAgAl2NGY3BdGf5f3/9vdz7\nLW+mdWCBSbB0tCOakvGk5Eh9HjMdqXbu5aEHPsHH776PQ9/9J7Smd7B8fsyFbXCV+Tv0mAB/9vvJ\nr//YPQ/w2Tt+nm7bsH3/v+HYIz9Gt5WxUXoox9REuplh4FOpHY4Cklt07XCSHr5QR7QWgljc0LC0\nfoxtUwssrq6RD9cx26aB0MAnaUbkY0SUZ+liYPd8C+998jvJWom5EiO1eHSAED1RYLW0iI4E+Tho\nBQAAIABJREFUJVSby2T9mSR6iTSzp4iJEJVPzEYPNEXa6iyJiqRK/774BAt4nzBirRuf8/SZp3Li\nISb5fkhHAYI3aOWoKtMwxAJRWwSY2znN/j2v5cEH/ooYA2Ii9XgF3d8GlWCswccqhW8AYhWzO2c4\ndWaZqZkUYRejT5oU3xAbyzFGkhrUlSMqhKgi0ZVcf+Nl7N19hAePLkFWXermRUBUU2wjxBAg1FjR\noMBoTeVD44IYmQSNKJ/uO4nUW8VU0oyC2Gi3QuPf4huIpaFHp9IMThIVU4j4plYgWyFJguiCSI34\nxvwsJpZfCOm+CEojWKrK023l1IOnV1U/db3Qov4+4N/FGKOI/Hvgp4B/8uV+k+AcVUjHDCMGyU3y\nC/Yer6CqPD5EIJCcBgUjNWKSCMNJxEfQPiCxom5uwLpOCdRKCZL3CIN1VKHBRaQOlHUi9Y+Cp6UU\nlY5YH4lGqEshpmakmWEIBnjFVTfQ2g4PP7bCQk9z36MnOTRTMBwGerOWR5fGtK1hVE549fYbePed\n/xfffNm30jIVYWPEOAZkapZ226J1zp6dh+i97iqon33wseSG/MCP/ibfc4vh+oMt2H4Q6d2AlgKj\n0hH4K706rXl8eZHN9eU0YGq8r2vvcLUnxJpMF2zff5DJeEJmM5TNEFfhJys8dued/PDn76LT+wBG\nZeSdDv7l38W/fNutvPFwl1oy9viTHBg9yI985iredtNruP/sexju3EcuoCi57+FVRBls0acjDjKN\nLN7B+t0/z8j+M4rrYbolXJjUFLqPV2vgI7UquWbvPP/43T/Ej/3gL1CvbDJbZJytLX75Iq98wzfy\nwN1/Su02sUX3yTet4J4Sfunbv4cnzj3KlTdtZzH/17wp/wzvP5bh81lsPJ8sY9EMYk0USbbfUYhl\nTbAa6ggklseUCQzKjMXhSa6c7qJ0wMX0MEfnqbwjjzbtlyFpETcGE/AjHG2684fwaydZn0wSJbEZ\nsfnmgUdFrj8yTc+sc+zMJq3OTGK5qAylC0xrDslnUDqQxTHKL8NwhTIRdBhONC0TML6+pF4MSjUU\nRAVNuj00w8EYCJKcNwEEjUhAd2cYV9WTBloxsV8QyLVn1p5F3IjU4Co2Vlp0eyoVxOiTi2OWpeau\nCkRrOHLl1SwuLqfBptJoHDGm0On1UU2nyPEhUjuwNqAxYBSmO40xOmXtRI9RFisK51zi6UeNiglA\nUSi8RDQanfXJxktMvDCuDL4WtBaEtLk655KaVieTqOBDit4j0T2FgGiTeO0xXOrIE/Sy1f491S5A\noXRAVFIN19DQI5uvDREfhbpx5awmJRshvHgujTHGpaf8738GPtz8/styaZzbuRNXgVUVpc3pa0VV\nTyisToT94AmVIxJZnjgkaFAG25nCjjegY7E+7YDDUcK86/hkGjpeE0JEdQyhFnxdoTKL1cLEe4KP\nTRwVVCKo4NG2CQqIpiEbpCN1iAMuXuywY+cC2le87KbrKes13FLNzN5tvGJPZD0KVhecWLnAN11x\nO0KGdHNYn0BUuJA+2BAUP/c1B9i8MKRrDXSe+VpPyYjHP/Yr/OBHS6oYqH3itAZX4eqM1117A7/8\n+7/2XJ8YT4+WPf26rpjhQ3XBaJxyKNvGIs1GpwgoH8iyiNaWSmVk5YjMaFSWU7QL5rTGa4PzEVGK\ncjLBf/yn+bE/eQ/v9oFWO5lMLU1F3njLHD/2w9fw/uwb+diDZ8FX6KzLlZfPosQSY4XWHUrnePx0\nwdLn7uJ9fg/v7ExTFWO25ZuMqkhUJcE7elnOb9zx13zw07eDlOhOREtGz8DSypDeNs2V117LkfkW\nv/bh/5+4Nw/X9CrLfH/PWusdvmHPu+akUkkloRICGRgVAZkERQQUVBxx6qadWrtFcDoN0oeDih49\n4mlH6EbFBnHAoxJMmAMkQMw8FUmlhtS4q2qP3/e9w1rrOX+sd1eiFySFl16+15Wqnb2/vfdX77CG\n57nv3/1JzPQ8U8tQboVrC2XXs+/jba/5H7zmNx9g9o7/ix+84UPMDd7Ah289Q7ssbF3YxvGljLvW\nb8M3NRngjUkhCXWLLeaJzVkylNVGWJixbOn1OLy8ymyZAh68S/HFQXqAZSo3DLbs5PSpk+RFD994\nlMjq8QMM+mApUqVWIxk2NUm7AWO0ssxGO2ZQGJyDlRpsrEA2mCwdBSLDLGNNDOO2oRjMdkHWEWsd\nYntEn0gXxiXYljQRrEvU6q6xKDYD/+iqE9HOQZnYM0sn19i2q98BqSLGZKhGjj2yysmHP0dsPdIr\nMc4xf8E2+lnBqmlRUeqNhkcmS/iqSuWcMEbjTHfHZoimrFRIyUzRe8aTSFkURPWE6PAECif0S3BF\nHzUWX0VCW+EGfYymRqyapICpKk9belyenKPRWCSfJbQNea+m13OYvCQ2LSG9rfR+UnPgXCi2qpCJ\n0ilxCXRCpbj53KW/U9kkpolPBFEltw4fG0JUis6UZDZj7jpIr6LkWU4bAricftajWVt+3Of3X0Rp\nFJHtqroJ4vhW4O7u46+K0ri8PEr1SN/gXU1ROHrO0kqCBRlnCVkPEwK2ZxmaGWrx5NSoBmJbMhKP\njcL2qT4rOLbnyolhw3h5NaXYG4ObmmFyfBVXOloMBEFCoDRpoA1REWsIjWIKRXwkc4apqX5n9RXu\nP7sMfgVLpGqVnhW2bilZryvy1ZLSFZyKNbtn5wjhIHUT6BnQVDvC4JKqIChTM0N2/OTXYesCqseP\naMvtFt53483ctQQbLfgDX8Qe+gzhzMP8xgdvZX5x8Qkv3n//+Af5yJveTotQmoanXXkdv/7uf973\nBu10/TPlAhPfMFU6ynLIsaUz9IoeJrOsLo9QDUypY4t17Lr2mznxuQ9gnSWzksBU1lH055HeMLG1\nY0NbeyajNbSqOHrsFEU54NPtHNvueIRbf+m/8qqdl/OK17+U0dw6//uzX+LAAw8yGa0ks06YQEjh\nET/8gU9z3fO389zv/BOmiwwyIWpNrutsWSwwkzFr45o1hDDxDIY5YifsXbycb/7e7+Tv/vKz7Hrq\n1Wz4Fd70H36Q8dkvcWa8yJYL59h67dez17+ccs8VfOI3rwBeBcBLr8v4u/uX2fHan+b6d/0xZvm2\nZH1XCCK4zCA+0J+aZqpXcGbJccFVL+HI3Tdw+vRZ5nZvZ/dwhp4zHFmqmC4LrJFUEnRDTkwC08eP\nPaaZZgjeY1wO2hJMCqSWkOrgm+RBBawTTqwoM1OOUgNWCq7YdwFNaHlw/yFC9MTeNBqbpBEnYgtH\naAPGGYQMjak0oaZNhqTYYjUnxiS9C9amDNIu8VytwbnU7G/GLaiw95KdRG8YY4itEgc5qEXVpIQf\n0qIqt5boG8QU0BUkesMhK1XE5C0xeFqEie+Y+uKJkSRfTd2vzsgTQLVjtHvILLHIUO0RcOQaaGIE\nZ2irCXSSz1RfTyVFl9M1T6UrDVm0qSlnpikGczT1BlnRR8MGUjsibWrc6qM9MBGl9mmsz2xSwySD\nUTin/lGVlNnBOUgxIlD7pFzKjeDLAhdAYsp7VVWcgDddc1YlTTBT5RM+7/9SSuMLROQaUvHoIPAf\nga+a0hjaEaOGVGNqPWutYSSGwhjECeOQtOipYaRUTKBtGed5mtXqhghkxnCyMSwOC46tNrTjJm10\nTFLJRAxZ6QhGaMc1YRZ6eUlLMnOYHDS0UBjUQ8wyXNBOkqQYUcxoTB0DbevxQVkDQigJQRkfPpQu\nnjE8fOoU41GVBkkNqBSYokB9gxihKAp+at+16PEGdszD4InTfC6eSv8B8KSnA0+nVfjDG19Of+qJ\n45t+8bqX0P78k7l3OefIH/8IlRl+2detm4xpYNrmxGZEWwX60w5T9gm+Ai3SEsQW1G2LcYZyx+7U\nnBJB8h6Zc1hreMrXvJ53/MIr4eAXOXznQ/zqgw2Hv/BJQjNhdrpge5yj3ZlxrI788v4lmv2exbsP\ncesXbuK2m2+ieMyduX8VbvhC5M9/90eYWnmEyZFbmenlNKElbCiRmlYEHQVcI0z3An1raD0UWQvq\n0FgxVfX57+//AEu338Q73/U73OEWGZ0+ydS0Rw8epzn6N4yevI5/5CfRXcU5IdLf3L+Py2YzXvRj\n38anf+stVA7w0qkTIHrBqKEep+St7bt2snL0QfZsWyQWPbQNtGXJqdXjOEn9IDXpoRUacltgTads\n3pSxnguDTqgKJwkT5VSJmMRWV8HicUXJmZMn2XbBIiIFD548hURDEIfLLb3pKSKG5uwZXJFhXEGQ\nFkNGFJPyMIM/p5wmkmrtSKe8SStTm0F/fojNyzTQhJbJxipbt0/jrOma5ZLSxqxNBhyjlOU049Fa\nWrQNSjJjU6M3GiwRT0ZWBtqGtMuOQmbl0QGXxIPppDhYkxDDdMqSSHp/KAyKHpHOdp8XeO/xTjCh\ni+kjZa8mlneZPjYpBESNpbe40GGEO5RvVBILHqzJ2eykRVxHkoQYkmIpCmTWYGI4t7QXlXPLYTE5\nxAYNkTa0WGPJjKXyHuM9dUxjTehW+UFTfN25FqvGxI9/guNfSml8z+O8/rwpjQV0/3jFaqetlZi6\n4EbIJEU6uU6i1XrfAXqaJL3KbOoK93pIVE6vjlEghkAkuVQDFmcdbm5APLmCcxlGHJNYkZGir2IA\na5MRSV2qbeIcsWlS51sjwVliq3hrib5NF7wzWqTuvMFERYPpHsi02iK0aJGkjCFA4yNf/9p5yC3N\nkYMQV8kvvfDxTtOXPUSA/jRTM+eRyTczy1tfNQvAt35hF7O92S/7sk1QsBWhbpW8V2AQchPJij7i\nLDPMszYZs2v7AgRDnpeYrIdkJXmWIdbgrGN9bSX9sD1PZ/eep/MuFKpvhSLyvBe8gttHx3jl993A\nW162we++5eeYnLqX8EDLlsLz8m95BeYlP8l/e3bOcy5RLl98Kpe/eJ7/+yf+EV+WPHCgppjv0Rys\nKTOQPLl6V45v4CRjNJhhuu+RQlk5qwwGgao+wUtfspfr797g4ku/hjd+44286tt/gG9/6ev4vhc9\nnbf+xS3YuYIH7p3nma96BU++aisf/J+/zwc//UE+/IXPcPeJJT677wqevO9ibrttP4ZAiDCc2c50\nWdHKgKWTR/GjM/QXdrNldgvVUo1RmLgLyOoTPGNhnjtPncaqoY5CGyaJNWIALCGO8CEjtBOiDtPn\nQkTo2N/aNTAJqJokd+xIg7UkbpLYyGTpFNF7vC3Jiz7LJ47ihjOoEWxMifcqAa1bTH86DR4dGEyx\naGixbpAGZmOIISCmc6qa5FYVEaJJaUoLW7eycqJKq39DUgB1z7UMLySfG9F+aYMQumhJcXhVCgOV\ngBjP9nKWIxsbuCLHB0/Tptq3YoghJZeJPMb0QzJUsenKFEM0hsYaBi4ZfppzmaCdoqhT/qgafPQg\nLeoNrWmxkiFByDJPIIV5NDjUxlT5sY4YQ5JxnntikgHLWEm18NiixqUJugv/0RgxKVYaR6DtJJXW\nFVigDm3S8DfJfKZdtkTsenom/XFuwvWjx+e+wL+zozTRxpKUqpHkcjdiaETJSF1pgyNK2nghgtfU\n2o+RRJLT5N4yugmj7zrInZPLxICVDHUFbtt8l68ItQ8kZ6Ql+BaxOb5pcblBq5aycBjfdlpaTaGz\ngMURXNr2iU83U0r+VuImTrOzAyeehCFkBS6OIUamh9uZvvSKtA/cNg/Z3L/o3BlIdezyfCAwNYxP\nENyA1bFQzD9OER8oRKibltp7Vo6fol84yrIgRE8IE+bKnElVMTAw7PUoC0s9XsOPlaCR7TsuZFI3\n/+ynCpQDQMmmF1k68SX+5j3fwV+/R7n94x/m7b/0Payaq3nvK6+jPf4Av/fxD7F665W89fqTTDV/\nxocPK73pLbzwWZfzFx/+MBftm+K+gxHb30HGVlaiwcXbCBJwzQptr8d01mPPzl1M7Zph7fgdXBoO\n8/KrX8q+XRm/8f4VNC7Tu3AXL55v+PXFRV5+yVYeLi7nZ9/0Gt755l/hRS97PdXafiaTnIEXjo8D\nR+94mBTTFpGo5KZmOs9YiQVlXlDms4TawCCpWahqLA/SROHY7MVYs0SDkknAmKScsB39UDXDxAS4\nQyTJ52gQM8QYS1DFqU2mFSJBFaPareM6lK41FP1pRutrZDYDlxFihZH0qEdxWBxWDMXOK3GjZSZK\nUqzEmEIjSCKD2Lbp94aYHKydBJkOjgedQ9Kk8qXzLWIE7yPGKHkPZspjXLNvO3cehFNB2NjYoFcW\nzJRZtwt3GGsx/V7SdgNE37nHA+or1GXkJvlarEnPVhMimUl0S0waWEWFOAm0RZUGRz9BOwkmIeKy\nhH4TEfx6S9t6jDgyzTqlCVhN+ARrO9+METyd+VAjoQOLIZHgA3npUvkkGqo2kM94zMQx0k7aKCnA\n2lmbJjWNqZFLpN2kA2A7dVn3pCgIHtONK3TnXhQep/Bx7vh3HdSBTmHShQ5FyAyITVx0o9L9C9PF\nHvR6DEtSRwJhVE+AhAJ41L0VuqZEty0TC67L0rSpyeQlI5eSFGYeMWWO1IF+P6ceN2S9HoU4xlVL\njClLk+gJEhDtOuAiOAN57mjbiDOGVpPksux5JqMOAyrJ+Spb5/GN47e+4QoI62BLQq2YaFLM4Vd5\nBGCjqlPd9QmPAvoXYYHde3aS2cfnqUcR1qszXLLN0bYFZ6qMxrdsnZth7DYYV4ZxSCuH3DmyIufA\nPffRkrj0C1svYnW8/hV+umDWHyJTIcQMLWc4Wgd2Fqd46P67WFj7Zgp7Cx+/6T5+7ZumuLm+gB+9\n8sd54S7l5972sywu7sQMpvnprVfwjt0Tjp04S7l4AduMp64dq7WlKJS6tqwSsKVl+diELdlTeMP7\n72T/zdcyX/YpbZ89z7ydl7/gQg5oRb+c4+pn7GBxz8X0pi9lx2V7ObPyGS7MLe85eBTpzaXBQSHL\nUsSfsYIpp2lti63XyTQyO91nvR4BJRIaQofJ9TGyemI/ikkuQrU0behWYEIQwcSYVnhqIUY0U1pv\nMUVItoduLS0aiNphpTWgxlG4Dgsg0LQTjAYiNdpmbFmcwxdDVs6uMzMzC6Hl+ETJx0cYTm9hfDaF\nVQSJiOmePWtxmUPRR+vBKkRJrl7ZVGF0LlgjhuhMEgIQUpapd6xv1KwtrZMbg+1CyA2K2sf6MwRr\nXGLSqJBcrIAmUyIaEScdTyWAdd0zn8okGjsJYWYxpkyqneDxTYu1EZsl53qDnnPgOolUpx6inJtF\n8llMNqDxUDctilBVLSEE8ulpwqhBNTWNNYRUew+CKSxOhEkLoLgc8iYwzuagWU0dAKXbZSX1Uuay\nBA/M+t3Elco36lMGrFEliBB8RGMqwRhJqpl4nnqHf9dBXTsXXdSkqnBOsM6CNWyKptSkbYtAB89J\nX1NRgiQXX8CRqSASMBg0tviQHkAN4ZwhQE3ERiG3woYEhtZQRyWzgmQWHyO2zFCUftHnwssvZ2Xj\nDCtHzwKKhLSiAUmwJFVqLwRNuCRnDCHUNE3sNsaKsQ5VQ+V6RGDvy58Cey9F64Bt1iGO/kXnzqHk\nUznjevJVfV+5ZZp88sTNlhAip6s+TWuwaiiLNHibegbxkTIvMRrQrEcwKW4tknZaK+MKN1nnK6lu\nRAr6i7Nk/e2EvmPBWL7hu36O+YdmEDegCo7X/9Tb8OPrWZya4q0fvZf+pVtQUZZOneBz//A+Cj/i\nuSfeyJ+dOMgF0+scXFqj9p6L92zn7KqhzCw7d++l51cxxmCtcPutxykpmRv2MHmPW275EjffcAuD\nXuq93HzPhAv6V/ADb/gO3vDcK/jLYyc5uudp7Lz2ZXi5E+ElVKtHcWGViHL0rlvoO0uIkXG9gkFY\nrhusFQbOMo4txpYE9WSSAYqjW2mqdhyQSOg0tEGEsysr5FZRSbxvNTkSAv1iAdVAUJukhKok/6JF\nrKGpYpoIMGS2RzANRnoJ7WAdtq2J0TNqJ0ijZGIRY1jeGIGQoupIMkZDxBlL21bdBetU1+khRHCd\nESZ9UVWo24rCaIerTfpq9RHanGy2oCiVqgJT1cTxGKZnQZJLt22aFBpRDMnKPpN2xFBb2pB08/iA\nuoR1xgiFNTQh7cpNZiDP8JWHGHE96RLOHC7Lu8nQ4pxiswTXCwilVqyuFXipKLamXUnVCFhFNCfL\nc+pgCc2YTfL5Zrao+oAYTx/HxMP0Yo/lExXR16wXisFvStURwPSGuKpFnOJDwKhnEhRrstRfiZts\nnpCuAWkSdSb1TUQS9C5uKo+e4Pj35amfU97GtF3qJn/bmVsUui1fjko89zkNYGw6AVGTh1G6n4hu\nRkV15DSSbVliQMUSnGBsTpa5hPMtIDYRm2X4uibrldBUeIXxpE6ZpJB2DCYhgVASmUM9RjKKwiJi\n8D5gsiESVpA21QCtTZNEkTWEpofBsvKFe8m2LjK46HLIvnx9+4kPoV+W9HqPv+oGOBw9d3zq48y6\niqWHR+xeeHwCeSuCUaWtxsQ2puZWOcRJztRwgWzQSze3GEopiJNldu3eg3GWerQG47NMqpqvtKy4\neGfG8WMDmijkZorP13Dt4qXEs2dZbabZMmP5+mv24U7cxc6ZPUxOf4qXPO3b+LP/cTdnDw64/tQe\nnlPcxZaL97H9SI4xE3oXX0fbRM6sVsxu3c1wxjAKgXpUM1M6Fp71CmY+8wle9pLXMjn6EP1pw+nt\nr+X5L1zgbz96D1dvPch7/v4QP2FOcOahdf5w/X7WzG6O3H4fyAPEsMFk9CUIy5SlYPNFnIXF3gp3\nnTLMG8NYFFuPkbKkalpCjPhMEC/EWCHRoSZhDxrAGaGdTFAZUzWCuIJhnlE1k+Th8CtYl9FEn5hI\nOkMOmBhQXJoUJEU4IoGAYo1lfXkVZw0heAgZTT3GZj00RMZrp9m2bRuMMr7uumk++fn1NKiI6bg6\nAVX7mACKDhubepKplh3Ta9QIVkAIxNgN+hhC2yQWSkyZB5RZmlg1AhHfeibjNunSRYkd/jorDP1B\nzmRtzGQ8Sr+/G/CMTUlPEmFjMk767o5DY+tA1s9xxlHFyIyEtPPo9P9GhDp4NjEBmVHWW6HIIkMq\nohhMbOiXPUQTMLCXOyZVJE4SudM6h+0G4Ja0W6t9pHCpgZmZQDZwVCNFWT2ndBERaCYYm6XEJgOI\nwdLlqEaLxgSmS9WaNAiqpsZ1VEVMCvcw6KYB+XGP81G/XEDivmwjzT9/oKr/j4jMAe8HLiIpYL69\nc5WeN9Qrdl1mJfEsokSiGogerCWqYBVabTFq8BHyIjUx1GXgFSMpq9EWXW05KkU0xCwQfJsyAzv7\nrdGYQpuBwhu0UGwjSGEIVctgWOBHDTIooK05e+IUMQQyI3gsGvw5FKlK2mm0oaH2ASuGEAN9hNjG\nrq4PGpNNOPORYHKWxjUXPPeZMPH4Yw/jcgs7Lnrca3BqZYOWiEPxzmBiRdV6ovaozqPGdqdG/s9f\nfBt+o+Gqq/fhpxce9/UOYYaGieuTDRy79j4pXSdJbJ5h9NRNS1vVtMGz7cJ9iGmJsWF5dQv1ykl6\n+phAi3Msi7S13ra4k/Gdx4g2kC/u4MCdcOkFa7jQMLVxAhk3xF0VjE7iVhf53LGavQ9+kkWnNHnO\nD5Wf5GDbp9z6Pbz09X2OfPrdnF4L7PqaN/Ldz9rGX/7V33Hgvr9ldussz77uVRx+4NM8dfiPnOnB\nzZ+8hR3bt/Dsp13CZ973Vpq64L3XOX7gwHa25Gf55Q/fyLdd+xS2XLbAg3/0/zI7tYMwtZP8zDIn\nZZ3eQMitYXVyEh+U9TDP1kGLHW7HVsro1EM0ec6D+x9hKld8G8glom2Lzy0mBIKN9IsSr6lvZMV1\nOmwh7/ep6kmSHwrJ7t997B/zXKRzGtLKWgpmd16KxEkafINHbQ4EqliSicP5NJgyt4VHjp9lMNPn\nY1+suvKidAlHSRuNCNiERtjEx+o5NUgn+TCwaQrU4JNqQwzGpJ305uATfcW9NxygGZuUdRoDtuwx\nHA5YX9/A4xAN2G7Fpqrk/YwyH+KbFqnWU7qSdLJAI1x84WKiPJqCTQ14UEHyjCP37ueIzdC2W/Nq\nREJErWBseiaDJAGFsZ5HzmRMzx0DtwsTFaxi6uOp3yYWSsG2HkxaKUeNWOdom0chXe3yBGcDWSXE\nAiZNKrkkX7yiQRAXaVIbOmF7kW7XZYjGdViHkCYBDUlt1E20eRfwkVC9/zordQ/8F1W9XUSGwK0i\n8g/ADwA3quqvisibgJ8D3iwiV3KeUC8xiW+ctnbSQXOSHCp0M12QFB5rU+4cziRUb+KSCJ402NvY\ncYk7Y0a6+WxitmASUb1b2Vjn0F5Su5CnFbwrHEE9pldC7MBhbYpTC9Ilr3RpLSkwIKS4L1L9aBOk\nFDpGhjUkB6vZXOQnwuTi7h1w4iBaDHE79oB74lLI8577VJpJxs/tfQY//OF38Kxnv4Zm5LnsWV9H\n93Q97jFtc/K8D3nLoOxRTj1+ozSKkAdlYoSy109El1TkxMeW0ERinFATia12N6Tj2JGzLF6wHV07\nSukedb7d+uH38v6b7uPMaeWPfv/X+KXffD8ff9HzOLLmsEYpF7/IoD9DfWI/U2GRydoyZw/fz+FP\nPsTgedu4OhwgLlfsefrLGO9+Hh944AC//at/zEMPH8bO7WGQDdn7Ta/kP199gNH8i3naZX/OF+6e\ncHKl5kr/J9ymF3HwhobCr3P4wXu5/b4hs6Ml7NRVzO7dzY1P3cXPftuFhBgg5uw/dJBTZxqufuV/\n5CN//36sfySFnpc91tbW2DafM8wD9RhOeocxlo1jJ9iy0MdkQlVt0EbDaDKiryD9eYKOyQe7adYf\nwkdHq/MQ1xCKc82vVNlL97qPITXrMFj1afD0KY+UmMoSEXAG+kWknynNWsJXT8/NErJd1KsGzU+j\nDUwkMD57hGufuoULtl7Grl2XcTZMCKeUT3zsEVCPSIfN6MpErco5dknsUAZRAxrzZJHzX1i7AAAg\nAElEQVRHEImcOHmcwi2cwwkEsWmlKTBpApc/eR8Wm2BeAvXKhLqeJCGDxKT2kMh4Y0w7WicrDZXp\nY02EzGJ9eHSXXPT45Kfeyhvf6PncZ99OHSO+qqjbgA+CRo9mjoX5GfJsjpQ0JIQ6pMESQX0ajIdZ\nZGA843FLr2gxuceGQCjm6bkVXJgwWddzMssUMUiSOVtLaFt8FCQrQCestFC6Tf58J2ckIZZVbdrh\nOAE1eFtyLnAkpB1MOqXpPcYoOFItfrIySggJPa+S+nlJGk8AJ7qPN0TkPtJg/Urg+d3L/hfwCeDN\nwLdwvlCvVF8hIliSLVYiuC4hxHaqF0XOYUm1C4hVl9LXU4hA0kNacUTxZNYmPrtYcIK1XcAG6W8V\nC1YwtcfmhmrsyaZL6vWGrO8IdYVmmwHA3fbTbEZqbZZeTHLlmZQ9absbn65h61GsCNZkaTXWKQzW\n1lYxWUlbrsDpJXpTDrNz3+Neg5ln/CiSO6Yv3I3IVp7xXT/NZF0Zn7yVov/EET/PQ/nwx64nA974\n1ndQ9B5/ULcIrVUuvvACVuquFJB0VWho8CHg64A1StuuoSqMxmMuvuQiNkzGj1+0m3/Y9igO8cCd\nB5gvBTvXcPPqMs+enubs8Yeo1aEq3P1H72fq+S9mYBs+8sAp3n3HP1Kd+SzzizOc/vz7iFjuU+Xt\nv/WnvPmNP87v/t4SL/uGV/DpW27DiDKpDMu33co777H8yDPey9y1r2bnZz5CRo+HBkO+6xmX8txr\nLqc6fYpwyQ8zqvtkoeaFUw7vhXsePsltn/gYy1WLXznKA8dW8CGyvraKX1mlFYe6HG02cDbjzBjK\n6S3o6lGm1w5xuop47zn9yGl8NqDfyzEmEmth1Abs+hliqzRnH6SpG+Jcj4suuoowu5tisEDmSsbV\nBqFucH6D+alVjFaEOIHoaYNlQ4WeWGJMq2o1EatKg2AmG0jdlVDahmY8ZnDZKYzP0GwqyeLEsLB9\nD4ePevbfew8z+Z1MXXQVkyotSFQT+FWCBU3qni4SgtgNOh5FV8Z4UyU4lzh8hMP3P8Jl+2bTztqm\nxY/ENj0TIhw8soS6FCwTohDUszNzVJMKNSnij2RSxceAUyGGmiwbgGlR0ySpJBbxLT/6C9czkq9l\npXG0vqWtBRO1k3gKNE3SgecCBEQzgjS4Tbk3kcIqy6slkWXqqqXXnzBuC3qFkkeIQahDSkSLVoCG\n4LWLvgQkpLi9CGIj7ShNzDVCbpRGNxVCSVdfN20nmkny7KJwhJjhm4qEFUgTZGIppFCUJHd5zOr8\nfEZ0vsqauojsAa4Bbga2qepJSAO/iGztXnbeUK/YMRMgNQZyAeM6YaImSzCdrXezHkZmaMTi0pdS\nIkzUTpNO54yLRCJ5lz6EZilcWgVjAsYaqkpwRUFsA8VMSRxP6E/1qMYVxaBEJ2CtnLO6CxZc6EBA\nHcg+AFmyfkfdTJMxiIm4QGryiHQ1zzQh+LrF7dqO0xHa5JiFLU943m9598/8k///nZ/6DqLC6/7T\nZ/+Ju+0rHbUKgy6qpbrqVSw1RZKEfoVvTYbFyP2HjrF1+zyh8USJWIWmUVr1GAJtExHvICrvevVb\n2f1D1+Hw9CTwvUTwIzA5r33z28797LZp+eCXlOuefzUf+5THOcf+chuvZswjLvDFg5/hc184SesE\nvf8MM4vztG0Dhw8wOXYbL3jNXj7wK2t84vNf4uSB25C2oVc4+gsXcWrjGH+4egt2uJXXff0uhguX\nszD/JPxsj+OyHT+3nbmJIq5mUjW06y2HzkxYWjmLm96C6Bp3HxujdaRpJ8wPG/yFl7C+dIKm2cBb\nIVAj2rC2tEJU4dSoIZgMk2UpzKKZMA4VRgRrClxW4EOLKYYYC9d849U86+t+kDvuvJvDn/0UceNh\nNqKAyVGyNHhZgxFLLgVOFVsIi7u2oL29rGQXYkanWbv7r4h+0qFktTPYFQSfg0zTPJylXWpcx2iK\nQ5vuGUy7QT6wxGhZPvoAG+sNrlsdbgZqBEkJTcG3KaQFxcSERg7Bp3KGsVipQGA4N0sTO22OJL4+\npI1tVJjbupDSv2JDG1KZxYgiJiPJ+VIpKcmADTPzizjto+IwYsFkif8iggS45x/vo167i3qyAeqx\noaWtK1RTKIUxQusrSu3gW5Lkn5mz6Xk0oNoSrTKZZBRFL6lNVBj7BCQb1al8IlHO/d3VtoDUW8id\nYCTgpGEsDo0tVJGKzjDZLVelY61vPl3GSKeKiZRFnhKlJKJtg4ZknFQUdPPcpLp90uQ/8XHeg3pX\nevkgqUa+IY+l5T9mLPhqDklyzwTKQdJM37EP0GTaM5iOXKadTtN2ss5N00E814k33erCimJdTtSU\nqBO7t5pZUlyWlPTKXqcpj0l22B8SY0OeF+n8ZUKQSBCDQ4m+TTdHp1mVbsuYwnrTgKmqePHdtipC\nNBg2B3VLjtKf9PGPHEWfdAFqBtg1YCpC+eVHWO8hWk2BGf/s3P36O38LY4Ql4PGmhj+68xhb73s3\nK48cYO/pE4SVlvjS38HMX/5lX2/iCq/7jm/k1JlTfOCzh8mmh5RZRlYIgYK8LKE3R5kNOPLwQbbs\nuppfWz1G+/Z72bj7A9xx9zFUld2X72XLngH3fe4AeVnyX5/1VG6/5iouZJE3fedbuPHjbyGnYvae\nW7jZrPPgxkn2Pv+HeMvrfobQBob9KWb6EHLP3tKxd8c8C9Vpbr2kz313fZDrvvZbCXnJwsI8zXrJ\nvivm2LV9wMXNEY6cPcrJkeGMZDz3SVfx+Y99mv6OncwN5lg/voIZWD79ibu47b4DuDxLrsDgOyqe\n4qzl1PGTmHqDut7At+nBVJTQpOAJVKmakDTc3SoxpdYkjrk3nrZOuZzZwFFetZcnXflK1vJFjtx/\nB9WZgzT5AONyRCaITUExanKcKRBXYswithEIObZaIc/WMdOL7HjS1/HIAzcR6xEgoJ62iujkEEZg\ngu0CHTqBgZouvYfOhCNEwjlEropLOQXGkWFwNqfVKmm1QxctZ5TgJcW3dUxxQYmxTrmaSVUN1uJj\nF76MYby6nsqQxqIk5nrb6wFjsBlIcw5klTTZMDM1zWjlTPJ5xI4H31EnD+8/mK6EptKGMcmJaw2J\nuBo3ccVKGyPORExIoghQYgBvhJky4GJG7iw5htq4lJgWfeeOneAlknX9Bh9DJ8BQYkgYg4gw3xdG\nJqTdfJeet5mAtHlOhFSOSQvwTTVNKt8mEccmXrmTj0QwVgkh+V9wOeLyNFM2SzzecV6Duog40oD+\nx6r6oe7TJ0Vkm6qeFJHtPJqCdN5Qr6auNn8D1jqGZZYAOUbIDWz4gPexy3VUNFjqeoK1Nm01Oya6\nV4/V1ECSNhC8dhNbqrEHAessMTRETALkGEXGgayfMRmPyfol9XpNMexRrW7g+rOIyzBV2yk9kkjR\noPRdRiXJ3JSSCHyabSOdC68r8TjBZnlKZCdAIdgdGflF+9DVQ4hMUtRM+ZXn3184fpTyY4dppOHk\n2Q3Wz5zCj0Zg082Wi+VPvvulcO2lX/Fn/OjVO+HqX3zC6wzw1x/8K97yzjezcjon60+BLRidPoxv\nKvq9Ic4JkzbF2GWi4Bx6+ct57u6dlGYnpy96E4vPeJgbfv+dnHzgfuzcdayvjSiqlqbX8u6f+xX2\nTLWc+C+/xsI3vZ7f+w8XY8JrmNRjbv/rv+IL932UmQcsgzyjX/bpDQpcGPG0Z7+a4mLDHes7keaj\n7JyfY+fWHr5VZrJltj/l4iQzPH2Wo21GbveSLeRoHbjptoPI7E5Go4x71k7iaTh7ZIwxazz78hlW\na3hkuWGutITW4ycNa8trHFmJEAwmnyJ3ScOtm/QQ7fby3Rbb0Kmt1Ka6aCcXSSp0pW4jr975JPpb\nPJ+//k8ZnT6eGv8k6a3tTeGKEhFFXIEYh3Umyd6yAuMyQgTnMqwz5Dv3svHFj1AUpltkWNCYFN6a\nMLqbhMXYRbnFjuxI3DTqpXfuoyLSIFhMqFmZNMzOzKUmYxfOYTSZ6TCdbvpciHMK1iAGJjFgxaUV\neOu5/MprccZjY2C9UdaajmoZx0wZkMylZ0oVr9oFcAu+HYMx5P0efrwCJLcomiaUctBPmASEUhVj\nUs8Kayh7GRkGsZYYAiYmZ6dzhtCm1TiqtD4nywp6/YZ6tM5KMY1Ios+LjbjcYTs/h2qkCR6nAbHK\ntIugjrrrMfSLjElIXcAoaedUT5quBhG6953Oltns+alAF76dLsUmFzkhiJPQwhC1pQ1K0Ak2NKnv\n8wTH+a7U3w3cq6q/9ZjP/Q3weuBXgO8HPvSYz58X1KvIizQwdqWBGIUiSwOcCjgCDSQzBhE1SZfu\nSYaIqGYT3oZvAzPDjLPrHh+gV0zz4u99Djf92afIuqZlFIMzhuiS8wwjxPEI50r8aIPBVI9qY42p\nmSlkI2DyjCgtxiaeCc5hTY5aR88ViQkD1L7ChBrvU9c6aWHTYj0lOhmMFJTqsO4CqI8R+wuY/lbk\n9ATGAbZ++UvxKxfugu//ikj6f9Xjz9/5Dv76zAG2XnUFZ286hBQZta86h5+jbiuakNEb9DHFDHFc\nk2UTCA1fuP63yU1FOTlIs+0nCAsXMz51Hwc/dxvWGmJbUZtpalcw2LKLT/zpH/DFG/+e33nrG2lV\nCNFw5t6HOHn2djYaxZk+LX3Ysoft23ZwdmHCDw1u4JH7D3PkS//AsXHJt77yebRTuzhz5AjLq2dZ\n3tjg9KklTk5KTh4/zdpogvgReE+RFUz1DPlwQDHchRQlWxb38umbbgK/jJWcEz5CULxJxqLZbRdi\nqg0aX3XMDemycRUJAa+dvG9TSqvJn6BhM5syICENhtv2PIk///jH+bFnfyOH7vkDmiZC8CmVXlpo\nJ4TYYooSYsDYAqMZTfCIG2PzHpkricZiYiA0Y+bnt3F29VTa5HWljpQelFQiad2XekLI5qOWnq+2\nWz6aztyCpDWixA4QGz1RFas2PZ/iUukys0RsVwNXNAS8V+o2gNiUQRA9dR0ph0O0HJKLYYezbI+a\nUn0ENk6dOte4DECIgX1XPwUjlkndoGLJbEmZZ4wnVcrynb8E0ZapPOB8RSux45l3oosYupV2JLMu\nTUp0cQsKWYLtdNwcCK7HZGzwmUFNMhIZoIlgNBBMRp7lVHVFJkCWQ1uz7jNSGlTAuIzTrcXmFTtt\nZGUCS7V2sZucG+jNuZ0cqUFs6DAHhuTMDd3HFmjZzDRFITOWzZTWzGS0/vH5L+cjaXwO8N3AXSJy\nWzo9/DxpMP+AiPwgcIikePmqoF6xW01rl+wiIozrNpVa6hTNKqaTBXUPjY8gUVHrcBIImvSoopGV\njRoniftd18v87e9fz2yvB+IQ02Ji2p9lpqTsDbDGQ2XJC4sJBskEMzWTtqW9PraZZmpcEi8oYC25\n7NI/xafdQ0hOs9Y3ON+CiahxnezRgCvJ3JCi59IKqhRWxDIeTUE8TnbyPoYzC9iFpz7RZfg3P675\nwzu55uwRhnuu4VMf/B2cQluPaMdV6hMQiQJWWrxOaDfWk8yu9qy0wrGPfpQsX0Bdy6D/2/zS938f\nv3/8u6jKBQZT29k6M+A/ff8e3ndY+KYnb+UXfubHEeBJL3gZk0fuZ7lVHrzxBk4vjfCxxU/SVnzn\n6Qe58+6G7NDfc+jKr+UHr2voB0t9ycupWGC0HgnFAqZeZm5uN1osMDve4Lrds/TKKUwpNMsnsb0p\n2rIgi5FeMJhC+dCNXySjIbhZYttgXEKwltbiY0vmAlU+IM8MRRjhNUfEkcUN0JwQa5QyBYlI2jWm\n8ktL28DG6hlAcIMeK2fu58de9y3c9P/9Zqq9532KYoTGCdJO8O1qyi4lDXDeh+R2pk2BFxoTT9yV\nCBlZYVnYvgPOniC4PDFG1BA0dCXCbvWLnitzGkicGdWulNHFH3fBzqFTOEVARuuEqkayZJpKPHVw\nmcVlBWLT4K9nVtCoXeaVxzhHMbeFrA0cevggop7MNoi34Dz5YIoiy3HFFE4iI69oW+GbSDuVkxcD\nes7QTE6jEtM5iYrJPJddsosiH2DzvGOjKwELRruduiNqQ9t6Vs7WTFYeSsxzTfry6PSc1jzGSIwC\nzuHE4Gxn1e9SipAGxWGLnJ442jqgjLGZY2jBB0/QhO2VVhm3kYeCpPg7G9Cg3clOCp+E8t6UQXa/\nQlwKmKHFGZdq95vN3u5PiakMjWRkpgsj5/H5L+ejfvkMXza2F4AXf4XvOS+oV2oGpHNpbUqVl67x\nKZ2onwgxJHOSRGEwmMK4pFmt1KOjSVqZSNf46zTpkYwoaSWVlDUOiGBTDT4fONqzNVNzA0ZrY/pT\n06ytbzA3O2Rl6TQzM0N2XXARa3cdwU2EUAjTM1P4jWWQyPpYO95LRjAls5c9le3zE6Zcxq65acp+\nj97cAA09MjGURUnWy/iTv7yZssiZnRkymL+I2a0XsbD6AHt7FooBbblIsDkbCn0D/RyGct6N7/M6\ngo6wE4F+n4DyvW94G18z3k/1lKvYf8ONhBhpoyIbj7l5ur6EyfrYfkk9GqXGlA/MtA9RF9to5qYp\nmzH7nvZMjm5/Ge//3ou5fPGfvvPffNfP8szBo5TIfcP7ed+dd7J/qeaR+x4iK8rkMNQUdP3IeAUj\n8IW1k+R3P4Qe2M0b3vhmZmaG3H/wDItyCpwwKaZZH60zGzfABuzcLLYKjMY15PNk5RxFO6J04IeB\nW26+l7OrY8BgNQn52Jy8iGhIMKu+E8brDVlp0eiAgLoS6yE6hyWmUGNboKFCvCFmJcZUGKaYTAzN\naI0y385ffOiTPOUV30k9dZq7PvUR/MYKm2a2NCN0rsnOFm5CSAYa0ku8BCRMQCv8RHlkZQlVpWkq\nskFJmfWIyXGTogZN6vNE6Sz5oqnOLiAxJNmcExyeaAwaOk47XXdABWdTjRkBNRYlYIzp6I0Wg6ON\nqckp0SYkWKzBJjiYMRkTb7ASkWip1yqqnmWGmqYes7Z8GhHD2tJR1k4vpZ2uUS7aewWOQKgq2rZh\nPG5R1yA2Z6AZ3ZlPvBg1qDYYk+r4uYlM9yzjFSEGEOuJwaN+s9GYavvBN0n4YLNUtxchp8bHHDEe\nIx5LQLKMsl9Qj8bEqEy6KhZ4miay3qYdAxq736OdOqi7nkoqq3XkRt20/ceE3c5VaKNiMKmnkJgE\nqES8CtmwR2bLdD2xjEb/Ojz1f6Ojq01uShclMU0QwXWp6SmJe7NFBZPJKnTZi6qpiRrEU7dJuF/m\nJgGFNvWeLk8gfe2U71HZvnU723ZNsa/fstDv87Jrt7GyDFufdSmn9x9l4VnP4W3/8z5MWGX/0vWs\nn14iVBWjMxXYjEFpwCmvWriM9e9/Fus33Mm0W8eWA0w2RSynia6H0SGmzPnHj93Id//IjzDs58z0\nM6b6Fu/6jMbK+NRx1pdnOJJBXuTs2dqgu3IuM1AXj6rQg6ZtYRtgmJ+POv0rHzcffZDn7HgKAO/5\n4n5md25ho9lFdWqD4fQ+rrumx5fuuwvvk2IhnxkyqaD2Fq9CHCtOFONb6riFb9j7Ctz+f+B/z13J\nU170PRy++7N84Jdfy9EPPovfeNePMZc9GTrs+2MHdAW+5TduZ/7UKdQ69j39a3GmoCwKLt3V4+D9\n97J92rD3iicxu++FbJufYqrynF0fc+DAUbx1NHPTjGSCqyZY3cA0BZK1SDPGRCHPDRmWiSyBncbE\nyKlDp1hdG7F1yywmenIjxAzyFh44sYyJYDNLGwK93GEWZpmsnMWWkLkB0VeIc9DWiPRS3dgCboiW\nQgwVEob0ypLLr7qYQw/eyagJvPRbfogP/e17aWQIkzNo9PTyObwzSFTqyUpa5EjiF20GYWyyjKR7\nZrTLu3SuIMaUDhbGNX7oyFyB4si6wSHo5kBBGnSwqXyEIlZoVZMJqk2MmjR3b4LyPG10XTN001Wa\nvmYiBNvJ7mIKfUciRjr5Y7BYlCQDqxOrxlhEHYSWlRVPNWnRdkI0JER1nLDZoTh0+BBiLK7fY3pY\n0IaM5sxp1s8soZoAY0FTczKzPZxVsqk5imIG4zIkVKm8IyHV1jWydvwUQUGzAUTPxspqoraalKZm\njKWWIn1fm6M0+PGYPM9ADJla6tgQJcmajcAkpBJWSBFYnQqug6x1PHWBriSrHeVRcUYQsQkFEQUh\nlZykY68HUnassTDoDYjGpfN8HjV1OR/q17/FISLa7w1ImX+JhBg2a4IKxEjsGpPdzi/dVEhX3kgO\nsdjlk6ZqVdpGqWgHqjfM93Lmd1+AUY/GdNJe9Mxv4+f/81OZ2rcL3b8fufxS4oPHkD1DWJuAtbz3\n87t433gf+994ZUoJj4pVZTicIssN47FHtQY6vKcoMRoma8tctLjIjn2XcdoOOXDHPYT1U3if5JF5\nZnESccCWqYJLtucMLn41wxf/DC978hxff+WYXjYACTx09AH+29+t8ss/cCHXH7YcXRpwckNZ+tj/\n4g0vPsw3vuDXukbdV3e84++/yJu/6Wm8+6bf4+HPWo6urjLtGrSKbJw9zKFDRzl8bB2KRYazPZwt\n02SrpFqxpBvM5IYt033233Ur22Yv4wgN5pF7mISGK7ZuZceT93L02ITveP5ufuL/eDuwBsf+FnYm\nmvMG8O0vfBnXPvMpBJRCc150zQ5O2B6mnGOII2SgdVrxrFUj1o6fZNQuUbhLMFMBE0t809JKkptm\nVUucLTGFw0wajM+ojaH2G9isx6DI6A2m6KUwWYbTK2ysOjbGLXccOclD953An3kI1UCM0BOLl8BZ\n32Ny+gTGKmQDVDzBB5x4mpBY2xrbVJazYLxiTKT2DTu3LrK8tkwhi2xMVpg6fZCVcc04CmvGIkXR\nKSZCF/5AN5inXayPoWs7dRK9Tvx3Lo2eTclhpD+7lUdjqkE32eBJ7NcNiEnrbiWc2+yrxoSSjv8/\nc+8Zbml21Xf+dnjDyTdWrq6q7uqo0KjVaiQhBEgEMQaEGaMBtQFjhiQGzBgYZIPBJnhEMraEhR9h\nbIaxAAEiI0AZtdQKKLY6VOrK4eZz7olv2MEf9j63yiCQjJ55NOdD9626p+4J97xrr/Vf/2CxsylC\nQ1WH3F0pk9B7eY8QBp03kIlGSEm1PaDGsnjgGFpkCB2yQ3HuZuyeCQydygQqZKIk+CDes2WNUvMJ\nwaFVRi0EQga4QadJUGtjwQahIF7gnAvpaICpTAiIVhqvEnCSVNQUJjRyyhvGgzGTYoD0LnbKkXkS\nq4dwYUIKYX5xsFESpXKQOnD9XYqQFkWFFBbUAqPxEGFLnBB457C2DshD5LPPi/Dc8E+JMD2FoO8g\nOQqoT6hXWgdvGQcsNDNKHPv3LSPJAtvGwukzp/F/RwL159bQy7o4browvdw848KbLVyQRId7Mw98\njnlPmBgaFO4bu5lIDfJz3wgnY5KIRKjgd172r9O+7Tn4tYtw1924J59A3vNF+IsfRBw/RnnuE6xP\nz9J/8k2YokAIidYKIRNM7VC5wuuaJG0RHIMMRV1Tb+9w8rbbaZ84xNm1i6ydvYExFVqlSB2TbozA\nZg2MSrhaCq5e9qjLf0L3E4/wNtPjyT/4FVgu+KUnNmjfczs7p/4TP/3TI37ux7+cn/zY++iNDfd+\n3bfxWzdO8Rev+jV+8fXf+j9d14dr27z/vW/mXf/1k1TTPjf6O1y7sBaKtmiEiSNdBEomOzO8CmwH\nJRRSanzaQCctDhx6HrLbJj9/kavXHsUZweLyIsd6K6SJ4tzFs3zfa/+Ebz4RxE6PveOPaP3ZH3HH\nz4eiXl1/jKnez4u+8CGKzTVujARXyg6txSZJkuFMcOWb4ehfu0h/WrDYSVnWd1HqClV5xmJGpjyq\nhFYmmXbaCFOiSRh5Ry4swlT0fEntUpYbCaWpcZmipUYMq2W0GNJI4QXLh3ngxccR6gHSTKGkxfca\n3BhMONJexemKt7317Yy2dnjsyXPgYOqDe6FhDM5jfYmI3OtMGA7tO0i328Y6zw3ZoT3eIHWeTZmi\ntCD3UOIDbFgFwy6VtGh2NYkNXSZVgVcS6xW2njGt6mD/6w3CCbLIvLGOsPeJy1HhHUgVpmAk0ok9\nn28hg7ReIXGRly4wOGcx0uJMaK6kC97tKk7FztpQpJM0OISGjR+mmmF9hbVjstYKCrXHoa8qG5eW\nEiU9jSTDeI21jjzPQGhqA6aaYExYGmpp8FkDN6uxssarFt46pAqZoiLGv81rgpQ6LKrLEvBUMuYa\n+DDl1tVsz77AmirQoaNb8U1zMhsOPgI1EusxTPe8b5wPuwonotRflHEZGhbTaSLIA5+J2oA1ltCf\nB+hFE6mhIrhaIkX0wwm/I+dDSLaDyC4KDo7WiXDIOBN2dZ/m9rmFX8R8pJxr1+ZfRy/yiDXO3Rzh\nJnUp2DrbPROwcE8BYm7FGUaialZjjA3jMQlKwo3181TXrzC91KcxuMKgXqD7iTfCHV/A7F1vZ/kF\nr+T0W36dav9+UFnYQAtJ1mwhmwJfO7JGO6hepSLvZmx97Ay3Lx8mO3wAoyt0ZUm7TRgLvLOU0xqt\nNbLVwakMFdViUgmE1oh2j2c2noG9/SCv+Ln/zOzSkEO3rUKnx5Wd07gbL+H86dPY3YLLZ85x6P5n\ns34HPP/l38kHfus/QXOuPLtZ4ff+VA6o1k/xmk/WvPkPPs7LVy/zxo8aimKNT378aSbjCUVRkCQZ\nUhdMZ1OU2Aoma0ikSlBKs7iY8+B9d1A1mzzwgh/j/320oHjkDTRaFrV0kFbm0SpFCI+xhsm1i/zp\na76Xh77mK7j34W/gu37mP/JfXvhgfHKe957ZoNHM2Zk62gsnuP2AR7km41kfMsPQDLlxaUJ7to1M\nMlY6i9RKUs5meApKIWnV7SCQ6WTUeYnrr5O3VnAuJWVG1RCoQjIUixxWimmtaDYFTZ+BbnEgN+zM\nCmTepWqOKaeOVlczm9VcmCUsD7eoJzMuuOus99d4+sxFrl+6SqOzzHQ6iDa5JvdX+GEAACAASURB\nVC4eHVKkkXes2RxMMawzGfZZWFnCnH4/J5/7AI+/8zyrCLxXZMC12uPTJFD8jEf39pPmgspIvFfI\n5oCVbofdq9vIpqNwEm9CGkHDGdLQ45MLj3WB1uhkcE8UigCVxKZGEePVInbvnMPaGLoRFdA+1Ugf\nPN2FvGnoJbzAipCXijHUsxKZCKSTjHa3CYpviyMnSxrBIlhIlPB4rWP3LjFhS4jSEoRGSQW6RqGp\njMUbS2lqtPZYWiHU24/CoSMkOkkQMvC2pTfBWgSHIsV5G3rtOYzkQncsBCQy/N+pNJidSeJru0l1\nDIdP9IghMlRQUdEeyxbR+8NbQu8YMPCimk9OcU6Kh4oXIbd1/hgegRUg7PwKDc8fH45fJ8Pvxzmw\nxjHc3iJTEq1kmFQ+ze1zbL3rmaM/wVI3vhFCokXoJGRcOEgvo/tiWPLMx8ugigzdgmROw1W0Wz2U\n8iRaMK0cuRZo5UMIgJ9y5ckRJ7/yxVx9/2McelaL0cUG3dmU7NAS9e45DqUTHjlThrgwldFe6FCL\nEuEyRCqg9qStDjKD809d4IhukK8sc72/TmNgUfkCsifxu0Ns5aLQKSFfWGEymmDKEd57pFTINKHc\n6PPi7/qHVAZG5zeRaYZNWjSzmkIMGP7eW+j+44fZ/uFXMB7vsHm64tRQs/7UGg+++KW895G38ytv\n+WXe//gCr/3+r+cnf/NXufobv8W9BxfpLS6SLizQP/VJ7JMXeOr5X0DRv8bOjSFr61th425rhCtp\nVhk+KRhMpjGKSyOkIksdbbWf9nAfHzz1EZ7xHZYb/+LldG5/gLVTpzh62wEEOoQO14atIuOBf/17\nvPtHv5Ybz5hwD9/A7Pou99w34Fcf2eLfPPxs3Ljilf/iZ7mtlVO0MtJyxq6eklYVg7Ud1gZTGkpQ\ndjPwC0hn0U5QthXCtcFIXHuKdh3ytEQVEtorZIWmqNapWIbRGN1uoOyAcdrEThdpqCG+26SuLclU\ngG2R2pqGVpBcJrMHsWmPu1SN7485c+ox3n2tz3hqcc7TXT3A5vaAXreHGe3ilcJZsFJhnUersAjL\n/BAvmngvuD7wrO4/yebZJ9lKNIKYckNQRSciKAZlKpltn2bmJYIYfikco81gDyUKgXc6TrnBp6dA\nhUQdPKmpSJI80BNj1+mUjMs3Fa65PY0FICRKq9DVC8A7kpgtGhSMLvKtby7xhA9imExDVY8wlQnU\nPQAB5WxEohM8Fjsb0sjbyCSomL3wFHVs4pxBUVKTADXCBzM570PgRJJ4wFLXDpFIfG2RSoCrELKF\nwuwJeKwBJw1Syr1w6kwLbJwknBDMrYkFHqlVjKpzqKj8xvug/pQK7xxKAF4FIzMRxJFSBD8cZ4Mt\niCW4ZIZEKk/oui1EBbwQYX/h5hDyHPDx0RcKIsqgCSBy1BogKCIkNjGKiZFznOzT1tVPi6l/CpfG\nN3jvXyeE+HHg27kpOvqX3vs/j//m07o0CiF8q5NjqjlWF6T2QdhwS78pYvp2fPA5YyacpsH+NWyV\nA1k/0yGLdKG7GNTFaKR0SKVp5RlJmnKvSHjD676dkZjSO36Ma0+d58CJE1w7e5YjzzjM9cef4C+u\nXeU1f3QF8bHLNNs5ha2QKJSChV6X8awED9Vsi/FawR23HeL6eIxq5kynBav793FtfZ1yfRMnJIlu\nglYgwwXmRRi5lFIolbHcvYuPv/tN/OS1d/Lo6/4SM+tzZF+PD//Vx9i6toYqFrl66U85eOgEHrWn\n0EuUorO4zNc++L381H/+FhwhbOTG+bM8+RuvY6w7nNneYH1jjfc/fpn1jZJ8oYGup9TGsra9i7Am\ncmIdic6pnAl+HMggNvGSzvKBsJzLc0rTQNsKZ0v29RQXrl7m5F33orM2ua5pN9r0jeJrX/UQu5+o\n+KH/61sQ0zW+/B/+n6xvDugeuY87D3R54Ogiz3r2M/F5j0azx3Bynd2tXYZbu4hOF1F7VCtBOYUv\nLD6tydAU0lLnTSQVXbuAakywpWImIHcJ1k+RVlBRYXVK7muypEUzUxQiod1ukCKZYUhsGvRChac/\nniBViZea1NeMm006dYNpS9AUa6ydvcTGzmFuXHwfF66scWP9OsduO8rGlS0m3uN8jfeaORd5Mu5z\ncLFFhWL72nWavTY2bzBY24g89uhpJOYq5cBmthbAhEvbh3CFQPuNl0QAGGOViPYZcYnZWFgkU2ko\n4nJeyIPUPEARYk+UJJyIIQwBzvRu/tPD46KC6lTaIKbytsaLNN4nFFxvQ8fqIotHKeLn0+NEjZ0Z\nFhZWIsxhMS50uRqD8ypCpSHgY+5K6V2YOPCeupwgdEKWt/C+DtOHFCRpF5kolA0TuZ8XRhFSz0yk\nh0qVBAhve4BhGl53fM/mvlLCRxdIYi4ot5IK574st/wu4s5DRpjXE7j3SqQB+3ce40IH75zHS4lK\n0nDIGktwFPN7dc3LYB4uBKHAx5QjbI0TNvjFxOnDC8FsNv2sMfVP5dL4tvi9f+e9/3d/rVjfy2fo\n0tiQCV47ZjYq78T84zKv6uF5SylRUsVRKC5VXNjkt/IckWTopEnSaKLrPklzgUR6XFVgpaCVNmku\n9RjvTvHCkTFDrUqu/tVlzOJdtPp9rs5SDi+3+PD7TnHvM5/Da/7jn5OcGqDaOYWpAwVMgSKnubjA\n9vAq09mEamvGseVlzu0OqcdjfH+A944r/W2qMjzfJGvgYni28DbimwYvA1YtVcr9x16GX1D8wpf+\n36iLTyCQPN7t4SYjjDUINcLRoHugxXjb432NQGA9JNOK7kpQv0kglXDs5J2s/KvX8oYfeTXH9++n\n1F2+rqv56LUBH/3kZXYnU6wJH2yVtrj74DKthQabxqL1YcTuNYauYGtjF1dXDHb6CB82/EIpuq0e\nBZITzz3J+mSHVDdo5AotEqrasXPxBo+9/05++5d/jZ//udeSas++bod/+g3/iOU7jrN8+E6OLCwy\nqrexhWFt+xo7u6dRxV20ljzCCgpvsJOaWkO70aU0mjTN0PU5Zr5HUfWo1RjJMk6XNN2EmZtR1xmp\nnmJQ2EmBbbXIRcJuJWgvNHFuAnSR5YSqXMe1mlRFhcraVNkRfH8HmWakxZhCt2jMdpg1jnDkgGd1\n3wLP+cLvJBGetXXP777pJ/i+H/hOHvvIR5iOR6z3h1y6vk05m7CrYOQVR7oZl6wglxmznQHOOMBg\nCYHVFhfhxbgkjZjtXI8qgXlanYBIkdu7a/hP3Jqa6ZS008RKi/bgqBHo2G1akj1wQeCVQM2XsHiE\nCkWfeaB2tH8VUlJ7gVIJENKZFKF4Ix3OapyraWQJPjpLepEh0xwrd6nqKUJlCKHQykdIJw89rQ1T\nt0bgrMHgUIEpgTFhx+Z8xawKdh06SQJWToG1DYhMkfAuGZxzgXLpo9jHBrdIoQTSKuZQhyeo0hXB\nTtc6i4/2x0LIOLnM3/8AlygRjAdF5OWHMhUgJOKkopwEFfjmNgqQyFPyRIOce7LfVMiG5axB1BXG\nViEo2wI+cvRFeJ5SyDA5SJh9mlycv69L41zi+KlOi5fzGbo0VgBCoqXAYsNCk7BICPa2gbuZahnf\njATrgyQ5QDMtTtxzD1kmsDZsw81Ykuw7Qcv0eeB2zZnNmqcu7TBd3wzLTq/wOuOxD9zgWS99AY+9\n9U945pe8kPedPcUr/u3TPHi8wTv+9a/TSXMKoZmNRyBkiNlzCiEttbUU5Yxye8CBzgKbdkY1GoYP\noa/DplrlqDyMdYHVEL1qUNE3BpQIOGYiE77qe7+CSwbU9XOBgoXDjXdD15V6vKmw73mUfQ89j+Gf\nfQChm2Sr93Lypd/DX/zwSxCLf3OB0hLwdd//+bzzt09zMmvRau3n/uf0ee+jFzDlFESKUBpTTzm9\nk5CPx+Rao8SEDiOmxQxfhxFfyTh2C2JXYWgLzaXqAZ7xEhiemTGcliT1NZ54ao2lzj4eeEHO9bft\n40Vf843cc+IoeZaiO5qWllibUQ2v8PHHTlMlOQuypqUTGnKNjYHC6hWQDp1IJkUfnzikBlNPGRYH\nmQjJUV3jZIfmeJvrvoErK7xoMqImqzVLrmTSWEHQxNKn1Vilqoc42aKdzajKHNXp4F2faVXS9Jp8\nskUiDV5nXDaa3s4mbmUVOShZa99OtnOD0fYN9ncWWT2S813f8W/59697Nd/8ileysX6RE/owD41P\n4dp38NpffB2J6HDu+hq5FsxKj6krrK1jIXVYYW8ZqSNV95bdyN6MGulfbu97Blw0guIW+EBYlIhB\nysqDb8ZGIqQ7Ba/Sead+U+DhnY0eSSJa+8Lc29tE8sIeW8S5QOmLhVMIidIpxjqkLcNPlxXSz0gT\ngfCtmJUgwHmcKaG21DKNjzFXhlqoPQYf2SQlXtgAX+oSIZMg4ZciWjKYEHmJozIOLeKydJ50hg84\nPJrKebwzaOEjnBRhFhMw9ADPhOlExwLto+OdtYCpsFHxKSU4Ge3A40IYDFgbve4DlCURCKkQSqCT\nBqiww0iSEHYf7uPBS2yaoX0aHGp9hUegYpobXlH5AAHVBuBvi4oMt7+vS+MHgRcB/4cQ4puADwM/\nEEMyPmOXRm9CyyGUjJFON7Go2AeEcchHL3Rv4rgTRhWpFAcXljl07/2cuOcwu7vXuXhxnetX+0wP\nPcRbn/wY+5IOjXSbsRSkBP9pKeH2gwcw/Rl3P/eFTK9t8/6hYPDYI7zlE5rGyn6Goz7CVXgbxmon\nBBJLWRSMH9tlVhW0nccpyWQ4ojYO4RxSJqCbiDRDRU8KLwNHdy4wMd4hK8MDqyt88be9it/9zT/l\n6194kI888Rs0ei1qW4WxTChm1qG7y/jxLjz6Rxx4ycM8Z/FF/IdvehniGXfwt1FfamtZHxVcuHYH\nS90bGBzTyjHY2QExw6kE6cJ77FxNPdymxu99XNZ8WOCotBEuVB/w2X0LOVuFxJFRGcN33dvkDb9z\nmZkrufvEKv3dHtZfZzgbsPnOMa/87u9BZy1EK6gFi6Ji4kdsXb+KK0SQvmtHMvP0SdgeSvKFFMSY\nae1J04yeTkJXNzb0G4LGckXulhEKCpkwwdDxA7xuMjYJy84jGhI/LunkFpKSpLmIrS3O9uiWY4YI\nVhsJW1IyK9qkecZs1idrrjCyMxiNyNIWsqdgVjHJBUerK9zIJ8yu93naHGD/8RFZcic/+Z3fzY+8\n5udBpewMR7QWDjAtP0jtamzdZ2G1Q18B/XVKwkU+N63zeyP+3lUWi2+4w97fi5sruAAIqGj8KWLJ\nDRCKSlMCRyKIoryv8SJ6eftbXFFFaPu8mvPqwufIEQ2+9rZWISM0AENRETmXtt/S04XnIANRUIio\ntDaBFx4eEKVFzChNgrupCXCKcSCo8V6G7AIX2TIi7B60Ds8MKSPsL7B1sPmIJvRhB4cNFge+ojTj\nAG1Zh3NRABTAJOY5qNKFtCjvTFgaS4GwHi8NqFAahQtMJuNlmCp89KGKUn+lJQ2l8TGLNhyLGrRE\nR4WosQQKphSR6hgtw2U4tL0XaB/eA2sFzuuQn+wFoTeWqKioVwkMP+UVf/P22bg0vh74Ce+9F0L8\nFPALwP/+mf48gLKqwklNkB/Pvw4FNGB7Sgq0UEFEIGT0PHOxw2/z8Jd+EfZ2w7l3PsLSyedwIdvF\nVEOmj72XqoYt7XBNgbWeSoAWCiUcyUKDi6ef4s77nsm5awOuXzzHdDhkMqsZb25gI08ZwriY6Jws\nU4Ei5mvMrMJnKTd2dqitRQpJmjeReYaUGSrQbZAKPEnE/RVSaVIM9WyGrAs++Jdv4iuP/QC+qfnJ\nX3+c2++8ny/8Bz/Ifc86ysvuzVhcuMRX/S8/wXO+/p+ivvq5/M7qAfiGv/le+htnefn3/Cy/9Bu/\nTDEpkH7GxvUt1ncHnD53hUtXL7N9bZvRdARCkAiBk5F/rzXO2XgxxtEcgUBHL5skcvFhe1ShhCTJ\np8xmEz7/zm3+AwUXL22yMXR83pEeP/jwV7Byx500e6vk7ZxukqMzwfb2dWYjh7XbzIoOWddzaKzY\nwDNsNumUa7huE5mkJIUn73pUmSHbTbI8Z6wmtKszUDXJJzVqdQk1G6F1QjEyeEY0E4VILL6YYaWh\nnFQ0OgWj0SLJomIZmFnFbGK56AxJkaPSnNnuJlm6wM76eZ66MmRjsEO1sUvWLHje/bfT0ft4ZDTm\n6UmH4fqAweAss/EQN30rta9QQlH3g1f+7tYGqtNF1lOuXNzm8NH9ON8IHZzXQWCiBFqnoVmxnno2\nJm23IzYddRbzRsd7vHN7hV7Ou8FwZe45h3o8uU4QzmOJuTtCIp1DZhm2KOLCzs8ZwFjrIzfbM58l\n5//GEhZ9MlyUQZxEgDbc3i4g7sJioxUWhuGHzw+nYFZgcAZqJ2Mcnwxtm4gY9xzbjhjDPCBazYkU\nXoO11NbjhUVUAZeWHlTeRvoKK4JdsKkM1hmkjAHeziNlwLQVAZOfR8h5ArQ792kRSsQpQUQhVag3\nfg7n3DJFBYqnQCeK9vI+UutxTiBqg/GBHooXKAyV8RhTY1w4WLQEqSSZkigd1O5ChoyIYE/r8bYG\nqSmKgrIImIv81D3c/3D7e7s0eu9v9X/8FeCP49efsUtjnmfMMSupJKUx0cNGIESCEqA15HkanBmR\neBE/rF7SSppsV1PGTxsGk4MU/T7b5Zh6e4dnPvPZqM4K5XjI+YsDRFyWOqkxzvOJD36A5/2jlzCr\n38uPfmidy381ZPHZX8YBL8jdBk2zizYTXCLYdUtcq7uYsYHiBrLYIlUzBmWBTlrkWEoLs6LGzUo8\nMlAgtQGdIJMmRiRIr0lTQZZ4fAJPmpLskyN+8Je/iNI75NINegIuvOPnuPBuwe/ZNt/yT17NW/7s\nzX/jvYvDDBPnGI1LZuIwv/u7b2A4LtiazvBmxGw6YG1jzNve8Ze42lBagzWG0hGshF3A39uLi5Rl\nQVVWIbAbj7URe4yBH9HFAkcQifUHFYmW/PGjQw6eOMkXf+Hz6e67g+NLXWa+g07H6ESTtzr0RzPW\nT19msZlQNzs0sx6zBcdJW3LaK5TI8ZMphThAQ0O5W2B6bfBTEg0ZNdpW5BkspYc4N005tKjZLWpS\nvcS0HFDJBlpYKidoKxi6Li29Tlt5SmdIDFwYtJmseu4q2ky7mt3iKmNXsFI0YHGRU6fPsLUNH//I\nhynrAgckO5rzVz5EWUqEnmKLBPQGtjxM3hYkeYYwwaCjkCn1LDiPuq1dhM7QasaNqzdImz28cTgZ\nXfhqg6l9wFYdCCmo6zDpeT/vQD34lBDIEIRDUsQUnViEcRXSCaAGD0maYF3wAlfe4knwaOoi8q0R\ne6SEwGgJtD2BiEXOxy5e7OH3PjJfVKQqWEJzNMfXxZwlE6hl3IzAi8s9QiC8xSFMhRPhOvbOBEqo\ncLGIG/AKT0waiuvVgMn6yMjx4fUGH26Ms9hxP9oSuEgvJCwXnQEfQnScN0hkyBd1YZnqXJi+Q67D\nfI/h8T5B+Dqg71H56OYXHHP74gg94RDGUM765D4GcicJmWqiRBCOeR/gIWdBOEsqwh5BArV1GFfj\nHDhfImxYpCpJsEBQkiRNSfOlsND2ntHo7+7V/94ujUKIAxFvB/g64PH49Wfs0uijICGETnvypEGW\nK1KpSXsdpv1BoDRKTS0FKpp/gcAYj1U1cjZE5CmJv8qufDYqX6Rz/4t58M57yO/uUa1tUs+e4s6D\nh7jt7sPcc3yBT7YP8xsf+Tiv/8Hfx1pPU2ruObSIFhlaCUiXSQhKvyzL0alGI0jynFQl6FyGiy3V\nIBPG4wELaReZS4SZMqkc277F8uAsk8FTvONpydM3ZrA7YCWdkKYCIWZkWZMf+I7v4PlfDLte8rUv\neh6ve/Oj/P6H/1tIaflrtx9625+y9utn+bHX/mN84SinY2alYVgapJ9x6UrCsROLvOfX/x+OnbgX\nl3VRacmsrLC1oXIOW1XsX2izM5gLTByD3WGk6IYRb67gZU/mHKhWQXUY/kYSfHV+58/fwXd836vI\nU4fzTZaXukxtxXicU80Mw/UtZuWIdHGZ2g7w3nJxlJPlNZvWYZM2TGYs6ZxxoqlmIzrLi8jZgNo3\nGLohzVHFwkIHU425Ou2g80W2issMJym0d9GlpSFnKL3IxG5RFJLxzNM6cIBisMVsYR9r1Yj7/A2Y\nHGfS6EJmqIcJTTthksBs6KGqGawNqZHUxuB1GpbJyqKEw9YSMkFDH2ImHcZalLfkqcLSJs0yjN+h\nKsZ4kaBUSt5sU9Y1MoWqEBhT3sJ5tmCDx4f3AqoJc5BlXrTnTn6BN+BRWUotElw1Dsv2eZGJHah1\noQBLAiYcsPJQXGW0yxUCpLuV2qj2cGCY60NuAYR8MPRyguCl7iWOOX4cunkXMxHChlXtdbbh8Xy0\nkvUImUVny/geeLf3/Of2B17K0NxFyXxQh4sIN5k9yDHsNROMr0JHLJPQ/FkT4AsXIyuj/D7QOh1W\nzktzoCW6qM4l7rikC0Z9LuYLS6UwljjFhgnJOrEXMuMAJzQqb4UpR4rwOMaivKOug6tnKivyROJl\nErpVr3BxOe5ri/GCWkqET/HMJyOBsxZVl9Re4IX5VKX0f7h9Ni6NrxRCfF58TReB7wT4n3FpDL/C\neMKi8bbE1xmlUghrqV30SbeBPuilRAuwSqElKGqGkxkcPs7Cc1c50VI8/7acBZWwuKqYuV2mywXf\n+mX3cLl3Bxc+9FHe8fYtKs5TugIVcUZvLGmWBB+INKeZpTSzBrqRkDby+AantBKNzNtkqUfLNiLx\npCol3beM1jlJ3qSxtEqnu0qWSZ4e9FmqLK9QM7xVXCoqmrrDbfceYbknOHDLe9ET8M1f9Cpe/q4v\n5Jf+uM/3v3zx5jc9XC4K3v2hx/mvP/9lPPH4WRpJgi8raleGJPdqQt49wJe/4hsZPfk09/T28b/9\n8+9h18ywQuHSHOXrENjrPAe7SyTCo4XEJRkiYqmdVNNraD4+3GH7yUvUZQGxr0iUZ3V5kQP3Psiz\nH7ybZ6weB2lRTYcSjlR3qWrLpBbku+v0OynLJqe70GVzbQbdNruzisWuwcwyLqBYnU0ZVZ5pR6Jm\nU9qdLs1mg7LdRY+uU/QlIjdkC47dc2vUyyldO2ZUplS1IdudIhKJTHoU1Tot2WGnzullFcpZdtJ9\nLE0LFvwWWhaMy0PkrQ1mejGEOGvwxjEtLWcuXGd9fRNbB8WhKaZIkeFEgzw3+LqB8BMmo4JCStpZ\njspbDPo7JFqR6ODMWfp+KE6JwjmN9mDrOS0xFKT54cheZBl7BTouVKJ9a+x64zfq0qD1mKSdU8xq\nXF3FfzXnSrtQwESwsp77tYROPCosI+5NzB0Nthrxgf28I45srXk3Djgi312Egjj3MRHRtiCklQn2\neNoi0P+kmO9xQ7EXAhRBSCOUvXkwCR1sDbyM8ZEK6R02Ph7RqXIO5XsiK0QHX3bhbTg8ZIoAhHJB\nVe5D8LQS0YkxYKJIZ0IWLOyxh7yNhm4Q7HxFmE+FECA1WatNqixWBB8b78LEK0Vg2kgpMLVDKI1K\nkzA95QAyQEO2QgtFbQ3OBVZdGC6y4Aefpqi58RcBXioBnEJZS80tasu/rWZ/Lr1fet024aOs8QS1\nW6PZApWgWynCJiy0M47dto+jR4+zsJCyutrlwGKX9mITlQiaSYOxz7i4ZXjsyhi9c4mvPj7hZDOn\ne+x+Tn3kSV7/kW16C0tMhKUcbVIVngWZcOJEwqk1gdQpncYCWbdJIgVJltDIcrTMIcmQSYLIGzQ1\nJErRSzTHe230So+8oTFlxXgq2C3DGLm4vMK5Xdi9fIb9rQ7Z4WexejLl7g78NdPCT3m7NIHlpmdS\nem7sbDIbjBmVM+R4h2o2ZVQYGjqlFBZXCK5cPM2b3nOdb3qo5ld/860U0xI9m/HdP/KjzIZjivEa\nwjtq60hzjRsPyfIuo9JT2QJVFdzeSVk8eSfXdodcvnKV81e2+ND5XfKlZY6urPDgiSPcdXQfaRsS\nOyZtaLq6yVP9nGOHlqnXLjLQUN24QXthiYHqkcsNMnuIS5tnyUWKTQRaN8iVpfJQ0KQ53KLKl+jt\n78Fki157iY2tEXn+Sc4NbuO5mUClCWfHijxVHOhBu7T0S0eVL1FMxjg7xmYNeu3DrE0GdOWYLJMs\n9e5gY7JGM19gXbS4w+8i8NzuKq71lhgN+hTTi6wMct769EWevLrFuD+j0hZXVqESqQxX9fF0g39+\nllIMN0nThKqsSfMJRb1CXQzwribNG0z7fUw1otFcxvk6hME4y3g42sOu4zUQ8Onwp6hfuHk97lEW\n49fzM0AQ4Bo/j1Cbs8akIM27eCGDn7jy4ELrFPDxwK5RwuGtxakkYM5SonB4n+CFQ7owkQUfplCR\n50ZeQsxL+B4QEQqQm9sSSHA1XiR7+HyAQG4GQOyl+xALLhCMYF1chEZ2jpcgTVhF7PnXhAOLGBE3\nPyTmemoIPi7z4Ov5FGDjjggfmFu19SgZYMWqNnALXx8fpgLpPV7qMI34iqTdodnIMS7HOo/0FikE\nTgRzL+wIS4p3OTqFVMt4SLK3c6idI9VBGkbs9m3cmzjngrDMG4wT1HWFwKDwpFKitaR0mhvXL/2d\nPPXPaVE/tH8f3Qz2L6Qs7z/C/kOHaR89QXthhd5SRjPLWckrVlsJlU+xo20GW30e3ZJcnGQ8cKDF\n17xwkXww5u57DnJ1cInL7x1w15c+wFve/FH++IlrLC6ski80GezsMOwPEQTurU5SGq0WrSxD5B0a\nSpE0MqRuoBLIkhakmg6eZqdLvngSmytkNaayE3zhsVqgZei9Ui/oC834xiWW82WOn7gHdfsqzz6Q\nsvwZWirueJiNDVuDLdxol2lVM5qMMbagKC2uKvEWppM+Tz15hvc8dp0v+7zj3HfvSaww/Oov/iIv\nf+kLeMuH3s3lJ3b41h9+NbPNK4BHe0chFVUxIiOjsIbjCwlHTzyDsi4YwUKkhAAAIABJREFUXHuc\nN/7ZI9x+ZD+93kH2HzpIb/UIWjrSrIl0hkaWUulAQa2cRvqUejZDZR6dWXY2C7JGRuI9fVVRj2a0\nxjUD38YnUzCCbm+RwXCKFo46swx3S062ci44wRFTkXQThsUMlS6TKo2sdinTBnhBO9Ok2lOqFqKs\nqKsZ1uywNu6y1CpYTHuUjZS0GHBj4Di2soKtR8z8FsNjX8zq5jo7wwmPbRWM1nbYOf9RRmVF7ism\nNg0FtdjFp51g3yA8GEHlKlztyRtpDMio8SbF2xlJq4msp5S2jUhq7GSC0Rm+HlGOdtA6o3aOqiiC\nP4oNC7Q5YdH7vfIGXoRCIiL8EmGLPfXnTaAi9scx7JxAd2t3GngRAp3TRIFKSJTCekkkXexBaSFn\nd75mjdoPIZFO4mMEntvL5WQPwxZSx444FL6b5lQB2gkUScKSFwdC3VK4XaAURxZNBNxDUlj48REU\niSIgPwf/YB4YEVwhfaTbRLHRLWET4TzwCBlMv7x1OFuHqUQGZl0I4JDh4BEuLnoJ4RMRhgpuiTKa\naIUoD+8FeTONqIFCIFAqRUaa5E1qafjdhucQIukSDKm0oBUiyZDRwsHbMNFooXBy7kMT6SAmRCU6\nI7CYYNrmBVeuX/3/b1H/idf8LAsLjlQpMlXQSxRgYDJEbN3AjkvOiwX8yhLPe/az6WQV3armrmcd\n5f0fe4zbvaBx32FGp86RJClK9zDJlG/7qQ/QbC2wvG+BrNFhp5gy3gy5mTrJaGQ5KtGotEEjaaAa\nDVKdkmU5Kk/wMuVAu0fWUExN6HK0bKMTi8xSkBptLUYF97h6cBU3lnQOHmBh+Xbue9Yh7ln4DCs5\nMPGea4MB1y9cxRhLVRfYssLaiqqssc5Sj9d518fOcu3JU3zls4+x78EvwKkGeWKpfcK0uMR7/vAa\n3/9T38Kv/Jdf4Mk3vpMXvvwbcW4b4WqEqJmWjkRn3Hb0TpaXGpy6vE6XXe70kv929ixHDz+PblIx\nmYzojwuure9w8qE7uXfpML2WIks1KMlsOEWnKa6ZU19bJ20mbI0cS0ueq2sloms5mLS4eH2HbqfJ\nRHi6MkfkgqwEi2VkoZVr6sowG3sOLCvOjyQnWzXTZD8DU6GSHRZlg2LX0MoUg2KKp4tQfZpJB6UV\no9EEmSQMZYq4epEnbgwZ7W5TG4d3MJkU+ERQeQ/1FCOWSN0IJ3KMNwSbWkNVTBHtFknlmLmKVKoQ\nvCwbCFHhbeQli4rKNQCLr2YoaRFpl0QaqsKhUsBLyukElGbS3yJJAnRRDHex3sY8TrO3+HPW3qQ1\nuFAk965YoYO6V8RMUS/jsjMs+pQIeLdQKrApsjTQ8YyiLEcIJUiSVoChpYpFJ9oPRHOouahvXlDs\n/GsCnm6JB5wIEAdzvHdv5xLhCi8irHTThmAOwYQpJJiCKWEjNHSTFilgL78zdOVRUuTn7k83l5Xh\nAIyLSh+eF1Hcd/OsCAtTNyeAqtjJu+grFeEqEXifc5r/3gGk8Htmgm5OJ5SKNM/wxmPr6MiJwApJ\nIuLT0AohU9AaKRLAhvNIROgq/p6Fr/F+Tj7N0FqQaY0TAi0AIaImJ4SdqBinibNcvnTxs1aU/n92\nO5Gfwp2+SG+6ydR2ad5+iAefdz/jbJnz621e/Iz7ODPZYPDUNsdWu7R3N2gdllz88BM878gRnpaG\n828/x/O+8oWcO/ME/357h7f98O9zeHWFvNWlNh4z22EyKqitIEMhXGAHpEaiUo/wNdgmRlna1Qwr\nchJt2R5PELZJlii0FHhVIUnR1jIeTUjkJtPBFHoHaOh9HLv/Nl7wwEkW88/01YfDdMM6nnrqPNOd\nTaa7Y4SqKUsHrmJzMOGDH/wd3NOXednLvpKvfuiFzF74Amwt8ElOu5nQbiZUdZt3/vkbefgV3835\nM2eRU8XxB17ArNogV4JpVXDXgX3kBw6xtTPixvZVtrZn7Gyucej47bz39FPMblxhsH2Vk/cusrC4\nn8bJk4wWPp9MeCpTUTaWGFLRMxNqZ7k+mLKvqNiwmiXRZWs2ZEEYenpMcyqg0wUMk3HFYktTVjVC\nZdSuwsoU5TVCd2A0pNe7gm0tcKAs2VSL7NRbHMkXqcolMjfFKMfadEaaLZErw+BGH9OV5LmhMpZW\n6z7M+mN8Ym2XzWs3qIzCMcWTkSvoj2Y0mi0y2aY2U5I0A9vHqf24Oo76SRM7mqAbC+Q6x9oSlAmx\nZhYgo3Y1UvfoNGpGO7uQtBDNLrPxFjLRZI0Og2lBL2+RNEFVU8TKCtVoA+0TWksrTEa7KCEC3c0G\nkQ9ZjvcCJQ3OzNWOFmEC7c0l0ZwLRWgjgyd6FukpIYHHg7Qg88DWUJq81aUqphTTAUoqVNYEWyKz\nblgAymANIVCBr+3BodHOB4/zaHUbgqsNsb1BiBrpVex8XdwJBOhFRsbKPNUsVtLweRfhsACFkuF5\nex94McG9cL4U9eAVIvLHNSJw76MAzsc9wR7shMKJcBQF6kvokJWaH1siFHgRbHgDV/yWicEFiKd2\nHrxEqpvgkpQembSQ2QK2MtSmj5Sh+KZ5jvUhzMRbjzU1rq4RFHGPIBE6Q+JQKsErSJFYlWB9Eg5F\nCcJLrPXM4iFhrCMRLlj8aoVWCVHuS/W31/K92+e0U//gH/xLluo2++8/zIWLp5GTBiePLnJ1e0I7\nX2JWbbKaNGg94yBPfeAUdy8fwd29yvpT52g0u0wNNB1USc72xmke/rHfo9wFKkt76RCryz1co4Wp\nhjgrSBNNojVSaNKkjcyb6ETSyDPa3QWWux10O2E8NqCb5FmPJNfoVOG8oRgN2NfUTKsZU9cgbS5y\n5MAKxYLmfaPb+NWTi/C364EA2Pbw26//dn7z1z5Oc9+X8jM/841c3NplurtDNZ5y9fplHnvXH7HY\nkhx76JtYPbpIIiSJFKh2h1beptlsUJiCpz75GJfPnGa8s8b7HvkrvubhHyex70Lc/VJmj76Du/el\nrBy/l4tX1+gPd6mNodi9zlbV4e5nfj6dzgzlLEvNLj7LqQpJImqyrMuwf5msvURZbTJt305jtEkx\nqljYV1GwymSySSuX1CajHE4ZCs+JTsGFjQaqHiE7C+S+pipLkk4PUTjQBVVV0+0cofJj5LTiooM7\n85pJ0qatBaLcZqs+RG8pJRlegXwFZxXbozWybBFVDCl9QZYvgTastnM+eG3K5No6Tzx1CVePKOpg\nltVoRIvWyTZGLSNDFjgOg/GNkHhvttCyG1zz5hBxPQ1KwKxDVU9DEn2aBMsOKVGmxiQ5VTEmFQKR\ndnB2CLUh7S5QV2MSFQp1WVqgohqPQqEWkmpa4gkCG+McaSJxKIR1GFuA0FgXTGClCsZ23nm0groM\nFgNKyYCpz5k0AqRUOFeg0xzIY6C0RaoUV46xxRQnPTpvBedGnUQ6ZOR0YwOdjwrvE4KBV1iRGgKk\nEjpiEYWAKsIaEQ6K3a7Ag9CR2eJvWQ7EO0SZfujeQ+DEHpy9h4yreB7YvSWm83P4ye2Z+4V9QSz7\nbm6LK/AyPm5cEnvmS+qwA8DWSKn2mDXMGUjEjt2F1xUOrDA9BFfGcAgGhwQLMrxOvKDGo5xH6uCu\n6XwFbq53CVCbVEmwgBIRrlEKfIJMQoqUj6/VEhKgVFwMeyzSVFgMm+tbnx38IoTIgPdAEGQCv+u9\n/zdCiEXgTcAxAvvlFVFR+hkben3ot38a12ygB9dYWj3Jyh2LvPVPH+GZvUMcev5R+hubdJqLJL0G\nk/4YnSZUwynLR5e5eP4sSyPBwkN3cOpDn+D3PvoJ/vDta5T9Eq819XSMqzwqa6GT6K6mVHDQ05oG\nFq+bOBo0mi2Weh3qvI1WLbJckmcZWSNFN9sYUwWfZi8pnaKsauqNDyLHE1T7KPf8g6/lzIfey/Lq\nc/jxH3olrRbkn+Itf8e5gn/y0hNMxgZnDEqmvOILXsZXff2DrJ9+ivf4Fe4+cBtL7TYqtSH5pRFo\ngs12i8p5Ni6c4YmPfYTNtXWscVT6KPvO/CFvv2b4oZ/6Vxw59ArevP04X+pOs3vxNBc3R2SNgv5g\nhm4fY99Kh6WlJnk3Q23sUHaWQTeoBjXGb4BW9Ooho4PPoby8QWfhBok4yaiYkmhNlnvswDJOYTCx\ntGZXSdKMutKYRNNqeYYjQ8MJnHRMh1OWV1YZUlFaQZq1aNtNHG2smdKoFFt6AZEULLcyphvXmOY5\nHV/hZIetqiBJGuTCY0YDbNLBakWOwltLVU25evUKF9Zrtvtb+GqElw3q0pJlTZwocc6RNTrY6TYy\nbeNciSVDGYNxNVLllEVJ3mziqwml9aSpwsuEuioCauE8UjeoqwlC6QDpOotKGnhXYJ1Cpl2KUZ/2\nwiK2HCNk4HaXMwdJQjW5jnVpwNmtgWqCkwmYENoMFd5rHFUQfCGCSVgskAiFqwqkUmFtqASurFFJ\nhvUW6UqMyFEqRUmHMTVKJ+A9dVWSNtvgHdV0SF3OUFmGQmMRaBlaZRcZJ14Gwy/vXSiUiD0VJdG/\n6FYihr/FwECgcMLFHAPgloIqvY/ACnFlrEDUURgaGO3Czw0TQkceBFkuwtWR3rgHy0TZf2TliGiT\nGx43YNNzhWs4YMLSdp65Snxd3tdhgSx0wNKFQjoXij1B3h8OkjDZBdMxkNGFUWgVAnqMC3uORCNt\nyFSWeLwSpFJhrEWqYA9uTb0H/SgJTmbB40pIUgE+CT464VnG5yk869cufPaYuhCi6b2fCiEU8D7g\n+4D/Fdj23v+sEOKHgUXv/auFEPcBbwSeRzT0Av6GoZcQwl959NeYyiGDyxscWz2OWRRcefxpFhc7\n0Mo53DnKKB8yOHud5UNHuVptUJza4LkveiZPPr1F3uhhN5/mwOfdzT97zRs584lNbDFiNAOrmrRl\nxageMZAdqsEIYRzKVWhvaAqD1AmF6mCyLvuyJl9yQPIB3cRMNVo7nFpmVnrG9YzMFKwsJOSNnNFg\ni26nRSYzplLy+odezOvHT7J5YYN9K0f50Ycf5vBLXnDLBx7e98R7+aFv/eeMqopyUpDoGWvXJhxd\nOcarXv3tjCoXFoGNHs1GQrvZIut2UBo2L32MTzz6cS6t9xnPStqLd/LPHrrCN/3KRTYvnMcLyVKj\nweffe5SHvuTreWJjlwV/ja2p5ZCqOX5oidnSIbRx9FoJtffo7koIy7YC2WqSuSEwRrfuomXGXB0P\naeqctVGNS7Zh2GBZ7nJuY5Hbbhes3djijm6DremQ7aqDsmMS45gwRSWHSVqaxO6wvW3QB9osmga9\nZoGwOXWS0p9IlpuW0Wzw35l78xhbs/W867fW+uY9713Tmbq6z+nu27f7ztf29Ygdx5aTYIeAiJxA\nLnJkgsFGkTCDSGwpCBIRJGTxB0lQJCQgkAgc4gRIcBLFbhvH9h262/e2ezzzOTUPe977m9bAH+vb\nddpIti+6Qni31H36nKradapqv+tdz/u8v4d+lnPBDfrHT+jfuM7DQtFhQU7IyeWSG50dFsGaDIdx\nLTRzljPJyFxQbb9MNTkiXRyyTG9xIxjzODfspBm62+bBRcGd7S5vPO3w8scz2sEhwt3E5ksSJVic\nnvL28Smn99/hYmKwqoUuLwnDDFNqbNwjcGusSHFUSFciVJu6WBFGkkJLAhXjXIHO17S6I5zNCaLE\nD0dFSBoGLBYLZJxhVhe+Kw1DnNMU6yVSRhinoCp8cEIQ42yJ1TVCBRjhkLZGm4A4Uj4HUzik3ayT\nW9/JqQTpNEIFz3YO0Cgk2vpuD6uRhDhhWCzXOGcIBIRR24c0K9VwVfCYauG3MqFZ4kE0q/ISGogW\nzi8TNZqL/4G3G2hvE0fZdPhC+kg3iw9iFm4TUEFzHHiuk1+Catw+wn8s3+T7AfKGWeMlGAcYj+dG\neq1aeAloYx9yToEwVwlHbnNQWe0P1MaLL5rntdo/jwgc0in/PjSbu83N4wpZ4u05mGbTVgo/C3Bh\niKj990OphtiIRUi/WFnXurk1aF/MAZRCmBrDBrW76dQVSjiE0kwuJt+8pu6c2yQQx837ODy463ub\n3//vgdeB/xj443yDQK9iNmZV1GyNtjmWFZN3Tnlu9wartGT57iGDT+8wqXLU+gnn9xaI8Caf+OHv\n4M1f/ZCX9m5Q3TJMlx3+tb/9S9x7/QMKFD1TkwUC7QICFdAO+hwdHKAqw2YDVzuBDWL6rRZynVNO\npjzF8bdOmm8ckIVt9r/9u7jVBxnHFHWLWC2YFoYwkqTtPoPrMQ+/9AF/Lb9Lvk7QUvFOt8X29zwr\n6EcaWJ3wU//Rf81yMkNrTdm+QTJ9SNwKqcrSo4K3Ruzt7NKKU0S14vGDr/H2P3vM8cWZt8jJjGE8\nZua2uPdL/yM/+Peq5qorUcqSW8P3/omf4sf+je/jx370z1ANdolbIa12n6Kzi3SCdpawVAW22iIq\nViQVmO0RQpecLgbsb3eZLB7z9tTwUr/D0tWwOqKdfYyn7pxWuEuujmjZLSrZYWVgFgxJZEAaxMzL\nBVvtfS5NQbUsGHR2SW8HFLNLuvsdTu8+Ihl9knh2gEuus17NmOse0zCmvcq5d9FiPzshC3qspGZV\nZ7R6CUZMqGYGGaX0ugVl0UapU3ZfeBE9nzHd2cWkCaPdHdbzlL2oIlzvQ1jwra9mPHl6xr/6AzdZ\nH56x1fsY6+WSx2FFGIy4WD9luRZo2cbIFSoAUbewLsaFFqHXOOlQSlPXEisCqqImTQOqoiCQXUJV\nU5Q1SW+HoloTqBBFGxlC7ErKoibtbaGnx6hswHp6RCQdIkhI0w5Uc8i2MUmMMQ6dnxLGI6RKqGpN\nKAGpkHZMbUcE0rPKrcqBLkEIGIt1hqpWJFIhqRCBJDcZymkCWbGuII4SRCMNdLpDrK0wZY6u5hgj\nCZIMpVzDCI8bacHh0AgCDJbIcwV9QEXj0jFN2hPO+ZuF0H4jslHRtfNr96aRRLz23cgprvYSimwu\nLTzjnnurnwP0ldThmoGsstrr3gK8JRIsDe4CiRLar/xvwFg8O3OUc00ecoPvupKV8GiEwPm/unEY\n0UgtSvndWOVvHFZ4/7o/TBr5yTa7AKbGVQUODbVA1z5q09/6/NdBKeFnKEp6/EhjcbRWoaTAIgjC\noME0+BuCtb9rLb96fKOYAAm8AdwB/ppz7itCiF3n3CmAc+5ECLHTvPk3DPS6ezGnuqz55OeHHM6n\nzJ+OWdd9hvmcz37bHb76ztfoyAHPffY7efzhOVFLwemSVj9jHRjKoyUXo5D6rQcIFKmQuKyHVR4b\nOrcKWReMWgO2245V5JiLiGA1pdaay/nS+21VQNhcEJWCLApptyLyd3+Ly5u71JUliP0PqMmnBEjK\neczF5TkvdwTfnp1gP/WnefWP/Em+Y9f/0EyqiqPLNRcnD3j3g18hv/cGW9s3uLX/GnN9jCgy3v7q\n21hrefVjrzIv1jx4+JC7799ndn5AtVqQRBHDV7YZ/1bBwTtv8vrpAqoSvxDRdCnS63mmLvm5n/tP\n+Zt/86/y2c++QtoacX1vwPDmPm1ZU8kOu/2USVlQLiZ0w5yijthOO0QmQMoVwgWY+ZzbUQeVaxRT\n+iNLUY9JUstiekE7zHj05EM6yXMUApQRZKlgvLL0ZEZd5LREzdlaMkjOmCy67HUll3fv0Un3+fRI\n8Ppll20WrJTlJVPzeFEh1JrWfsZFrmkNIhaFIRUVs1nOsN9GJjWDyDIelxix5vmdbT5YGbb0msS1\ncd0+4XLOvLNHdP4hwUhy/+mKrVsx2U6H9XSKSbvMOeAiD9nqbnExWRGsFhgtKdYFESV5LZBhhi2X\n6CAmijKcWWHqkkDFmHpF1r5GuT4nSXqUiwlGJkhCdL3CmZAwsszHj0m7O9TTMVF3B5NfEHd6FHlB\nq7/H9PQpceZQUYyIeuT5CiUiamuxLiEUDhmGpFJS6gqlIoTchXqBjTpIEgQtrF7iTIJDoaslcdal\nMgFhEEG1JAod66pCEZAmvoDlWvgXvgMnE+IsQOoErSW68A4dEbUIVNXowHHjLNfeetdo2bpxfTic\n94aLwNv77IZBLnyhFxKF8ZuW5pmThkZCQQaNOOOaDhg2XHS7KbqiSTuTHvrre+omBUhwZXWUQnk3\nu3UY2eSlSoXcFEW5YdIEbNzr/o/8nECKJscVbxNFKJRreO22cfW4BjRoDUIYjJCoTScvfLCPE1Hz\nPJtIO4VptkyxVXOgKT+IVSlYDc5gN2EYQBR4m6NwCqEarMHvX9O/4U7dAp8VQnSBXxBCvMbGvvGR\nN/tGPtZHH3cnJXujlKNHD/hCr0f+h1/hzd94i7UdcVJbkuGIdtji/OkJrW6GVIYP3jvj9gsj7o1P\nmT2dcC9IifKSXjdlvayxtfYnXeM7V0lIp99BoOg4RSgEZXuHfj0GW7AqFOugg3MRrSihFVj6wy5x\nZFiuNWXYQ3a6JIMh/V6brWGPYW/AcLhL78Zt7rz6Mn94H6SzaFvy7sGai+kpxfSc1WTFfD3j7/yv\n/4DV2vLH/9TH+dHhn+a/fbUi+to/4oMP36NaOH7h//iHnJ1dIKsFOIH8/h/l5m/9Ar/4q29y/g/P\nyHVFsjUkylo4CdZorPHXa29D85uuO699Jz/8fa9w62bCqW2zHw8oipJOmDMPu0wWR+j2LfpmQmd0\nnWWQ8pXzp3w2a1GOz3lapnSvvYj+4MtMei06wQ4rrZjOarL2Bd2yZve57+Jrd5fcCAWz8SUuDDha\ntphWa661Ms56A+T5Oc9d73Lw5An7L23x+ocrPjfc58w67uYxNjfoloBTy6RXe5+y2CF0U9qDPS7X\nFfsjy8FZRSvqsB4fcyl6yMoHovQHiq/ffZ/R/qeI4wHl+ADZH7Ga1aThBY9zeDW/4FvuBHSKnFRa\nvj7+5+yLj+Mev83Wc3+Ie09/nTB8lUUW0VkuOA9T6lVOLGOMKChli3aoKWpDXguybMBidkQWheTz\nS4KsR14VBFkfbE4QpRhbELRTymJFq93FsSTo38CaJSJs4awmzjLqekX3+ousTg4QElToJZrVckKW\n9ZFBCyccVTFHhBGhMAihWaxm9Hsjr9m6ikoLwjBFqojarIijEGsNQeStdAQh9WpC3NqhrmqwJXVR\nI+MWhZHEoUBVFRV+WSeJUkzYw1QFdb6kBlyQEgk/e0B5zrhsmIxKqGd+8qZOG7gKUfZM8Q0bJsQ4\nH2SNs76pF/bKc/5RfrxoHDDWAfKZ7VE2k9FNHJ91frhrnfSumKYYy83BsPlY1t80QDZ20ubwYEPb\nbX4P2djsg2a5yvhBuzfkN1KI3UjxjfzT+PabWwWBw26gbcJjf6Xb8GI2m7KCzXavdRZTrq7CgZQE\nEUhkc1Pxg+xmMG03jM3f+/H/ytLonJsLIV4H/ghwuunWhRB7PEtA+oaBXvdf/3Xu9lPy2Yrv/cIn\n+Fz2MW7u3iLutDl6dMSt0Q50FW+/sWD7esD5uuT+uwf88/fPmXc63GrvsixK1jkEUtFuQRqGSBWA\nddSB4u7hit1UkMUhC6eRUcrI5SBr5kEfKVOuq4qWnGJEl7p9i3iwS6gsW53N8CXCociXhtNqweTs\nlMf2TVxV8U81/A+tjN1+m+HeFqOtPoFU1NIRO0uehhx8/YhOcosv/shPoq51+P4vP+KXuy8xamfI\nZMS9Dw/Z+aNf5Hs//O/4L19/yPk/+0nyfNW4BhRxFJHkC25/7Bqy9Tzn9+9SlQH7+zcZ3dhlpzVg\n+6V99tKUj+8PeLds85leyHQ6RxcVZ5ML0msFy3CPYn5OGYVwfkJp22S14K3xBXvhkmx8QdguMXGX\nQe857j98SmewRNFFziXnSjJav0WvZVgWC06TbW4mglF8QmITzkSHrfoDHleCQTDA9W5j5pp/+bPb\nHH39DXZ7X+Di/lv0rn2K6fl9BrcVqzPLVrdiWYM97KP3K8bnM8KwTZ3tYKdHtLZvcv3ykGU9x6Wv\n4g7fp1LXGIURXP4aWe/bmRwdMLj9MqeHT7jTyXmqYp5XKed5QCts8VL7O/mVyw6f39rmeJqzHeyz\nOLjL+WnO+PQS6hIXtaBYEmQhVgUUqwU6adOJLLY4RyYtZNIlNhO/IFNWaOYQdFHmEutS3OIDVNzD\nxQnL2YJWN8W6mND4QZgulwjVwqzP6GzvMj55QLvTQYiAJBtg9IKgvYV1hlAlFMWCQKVYEdBut1gu\n1qRtiQi6hEqyXpwTZhGBaGNCS1nOiIVnd1emIlABgVsjQ0WtFZW0JCxphz0MFVpE1PWcOPYOIK0l\nKIdspRijUbagKhY4IwizGGcdVjkkMQKLsLWnqG4QAkkPUS28J906z1ICjNBN8LXXh6WwvoIpr49v\nKKHSOjarWf4QodHqASGaw0A0G7IeKSCFD5emmS88wxJ7Pd8PdxuJRDZDV8A1SrLPOLCNHEPDt/FF\n2NmNzr7h0D97KLEBq/n4O9mgGaxzKLS3msrSP4+UzeHRHDLNjcNaB0FwBQ6rrUPVFg8FFgRBQF2v\n0XXBBpXw+z2+EffLFlA752ZCiBT4x8BfxevpY+fcf/G7DEq/gJdd/im/y6D0jb//n5Nrx1a/Rak0\npw8mDLOAVSI5uDenFVmWtePsZEycbSH6A4QwrPKc+aoic15X/Plf+hLmIkc7RyAVcZSgAkEtLffP\nDJ2g4IV+i4vxmM7eTc5nK+r1mueTNuvMcDHTtJMUXS2Y1QGvvbBPECiMtEghsU56e5EQnvbmJOIK\nrWuI4y7DbpfBzojhaJf2sMvO1pDOsM9bxQX/zZ/9aV648QI//id+gu/6Q7v87C+/wdHXvsrig/f4\nmT/14/zlv/+3OHv4mPmy9JN0oQgCRRYF9K+NePnaNmGaUGmB0xVp1ubF524h0zbXdp+HeMkseI4X\nRhBZRcvOeTR15EHAVrhkOOgxuzAs12N2BjEPJpZuZ8DF+RFb7TYmqdCLE6LWDcqlYbKc0ClhHnUY\nRBPmBcxdwECFOKtoDWL0fEYmQg5MTBY70sWclUzp9np88N47fOwDamKpAAAgAElEQVTF53lUWV5w\nC46jFgNdcW23z8NHZ7TT11iaI7JE8N7BiixxbMcJsT1iqV7ALi+JswUZMYukizYZ1p2wJRPOyw6D\nTDJfzunGIFvXiYoJdPtcrA7pt+/A5Qeci5goabP68D2erGIenhxRFRV1nWOsRlmLqzUijql0hZAp\nzs5QotUMrPxyTuhWOJFQywxbLFFxQF1bklBR5wUyENRWY2xIoix57ZfSlTAkvWvMJw/pZDsUuiZJ\nY9arNWkYUFmFNHOQHfLJY2TcIg4SrLBUtSaKs0Y7tujVOVHS99dzEaHX50TpEEMF2vowCdVCBcrT\nEI1mNR+T9fdQ1FgBtlyTVwYVdpHSr9u7coaMOtTaX/2FzZFB6p/HKYQpEUJgTIUxGq0twhnCOMYR\ngvTsoE0n6xx0Wgll5cjrisB5rdpaGk98MxfcDF+bQaDvY22zSesLtfd7+M74yt2CZ58L6R06Fnm1\nNLTptH1fb64AXdhmiHuFGfDF0+FvHG7zcTcHCaJZsOLZQWI9zEw2T7Nx4Fhc46VvzJjNrQQAZ5uN\nXPMRB1Dz8XFeQg0Cz0mHK2bOZpsYi/fwS3/YyCtHqGM+HX/TlsZP4gehm3H3/+yc+ytCiCHwv+C7\n8sd4S+O0eZ+/APw4Huj1u1oa//e/8zPkj2a89OIN1sx486vHhIFgYWL6ClS7hc5zlmXJvLAYFeCs\n8AhQaxHKEEchv3bv6/zm608IAqg1KGERxRoTZxh67A8FRZhhw4CgWpGFGblY4+hTp5YdZ1BWMa8T\nzs9PeeX5HUToE9mVUajQIF3gOxmrkSicroniFmESI1VIu9Nlb9hmtN1HhW1qbZhUhn/wta9TfPnL\n/Mxf+hl2bu7xxgf/mEfF87xcH/PzP/8LPHl8wYYNEQaKMA6QcZsfeO0aeRziel2SmSZoxwxu75Kq\n60TtNqWFa7f2uW6WxHHIe+uaSElu24qw3eLxqaEVP+Gw2ON2a8ZEKmKxzXj2Jpl9FREJpo+ecBGF\nvHqtYhzvUpwsGaSC8zqhH0yp65ST2ZRhaJBWUk4e0N+5zsR2SfodQn3AurxGfvY2Qf9V0ggGiUat\nHiJ2vpti+it0Rt/BrCh5eHjKbrvFibKYecTH9hQFS1ZLzST3mm0nHWHmdwmN9LY6PUH3ttgNM87f\n+SrVrW3y+YjutmGSR9Rii/L0n6A7n+fo5D553ebifIzN1wSiIoxarPIZ7U4HjKOuHE45TD5GpbvY\n4gwlE8LQUtRe2w1khStrkAkr5+gGAl1XqLDt4U9Kotc5WT+jvJyj+n3W8zNUaw/Wl5RWEIqQ1rBH\nvs5RART5kjjtoyenBIM96sWEqDNCVgVaGESYMD9+QNzqIWXkswOKFWTDK5dEsZoh09RHNBsQdQli\nTtK6ebWybyzo1RlZe9vLB66mKDRxFvnlG11jhWS5ntNJU6w1WLRnpxclMulRV1OckURJhK6M15mD\nBIcPYta6xlQ1dV2jkgQlJQ6DUputuwbo1XjonQBn/Ptufm3FZmPVd8DYqinkmyxOz5v3tW2DuG22\nTDeQsqZwOmGRQnmPeUMRdc5bHdl43YXn0ftn3CCDLcp5+6MVAmWth1U2rBuuMAV4ycXil4lwzUGw\n8a83kLGNzt/cAtgoOhtZx22iCptVLLOBtXn/u1AWJQJvKd3kSjiHUgFYgXEajMNJw2L6e7tf/n9d\nPvrPfvbPsF6FZFHGeDnHlDWBCylUTSYiRKIICanRRBiUjCGS1HXgN+TCAKkkRbnmf/v11zl/9xTn\nIOz1WUzPMZV+tjq8ic1q4uRgk5biI/MCKXDSI1cRzepDs/STxik3nr9JEitKU3D44MC/eMOE28/v\n0+m1cFKRBN5rHGcx3/1Cwn7s+PG/8UuEJPzUT/w0/ee3MKdTPvWDr/HGL/2f/PW/8T9xeZGTxDHd\nVsIPfeY6pepzkBsi1WanHzMchvT7W7QG22SRRaUjQql4vt+nrFYU1HwwtXRaWww6GRfvf0D62ufQ\nF0eEUUQnnPJoGnBjIDi5zFGqRMwte+2aw5mjtzXk8OSCOzd3+O1Hx9xowTvvfcBLH3uJ8uIS193i\nwxVsc8EoyljM32fV+QKDekouK67FJV+RL/L58JKx7iBVQrd4l6R7iwVdYl0wlPBgbQjaivVyzFLN\n6eseohqQJVOmK8XEQr8/ohwf0kazVAo6+2THbxPubHN0nnF48A6XlxcsC82yyImCCFwFMiSyBUXU\nw+VzlAS9WhMPrmG0Q+sVSjmWc0e7F6KLkjBt40xOK4C11mjtA1A0hjQMsapPNT9FRgJpLMbUqLSP\n1QJZX+CSHsJKrL7E2RChElAGGQ3Q5ZIgCHF1iXAOXc2RUZ8wlpTrE6LsBsuLD8j6d7C6oiZAGcNq\ncUzS6oGMwRrqfEbU3kIYjZV+hlKsJ7Tb235N31jWKwijOTjvq9dlTu3axFmAAuqioLYVaeg1YutC\nP7xUsYeByYC6XBGHqR8wOoeuS4SKcM0w3lpLXRYeLdv4xeuiIHIrcu0IwwQZhE3vGqI2CUXCJ/7Q\nDPuM8ywTQYBqJBPZFEa7sSvKxnXiq4TvThtphiZrYTMtlM241ArhDzbnGg08QDrzzHrYOHNEw6LH\n/80wrgYXXpEsm/bYHyON9i3dxsZpPVVS4L9+1stAm/2BjU9+U2Nc8w9NitMmRlBu2DWi4cg7/2vR\noAg8RkHgpELKjbPGNMFBvsOfXp7/wS3q/8G//a9jjaIWkKmQWtbEJEQJJFIi4wDrFLUErKU2oWcl\nF2uOjp7ywekFs8sSbSrAstSW+cWF7wykQgSKWIUkqmZhE3DOa4TWYEzoBxnNFx08+MjrdFeAVJwM\nGbQTkrRFHCrCOOL0/BCtIwhCXr62g2qnBCiEsxTVEl1WFNry6OwCUVviMGV452V+5Fu/m73bQ0Sx\nInl+zH/1F/4uP/Lp28y2b7OcnvPc7ogAAUmGHD1P5ma02tus1zNe7mYkvW3OgpQgdmyZChk5ns4D\nrpuKR3XBXpSR7G0Rm7s8fRJhhopyLnG1QNcl6eySoKtw2pFnPSbznFRUHFaK5zJBoFLyiwOuBTUn\n0ws6vRFncsj5QvBCVjBILb826fCZ3YSD2SW3tnc5P3qTm9u3eDAOSVyfa3sRO+WY47jH9OnXEaNP\nY5++RbX7cS44YuTa1Epxq5tRLmdcVCXbpWMeJMTVI9ZRn8NjS6c/olPcx8QDFnXEcnHBe/efMlkp\nhKmAEkyFCwc4q0jcGtKEvNBEQYmzfaRyVIsJYTtFo4icxYmaalmBKDFY0tYuulohVQi6ZE1G7HLC\nMKDWoHFEcYjJV5hogClLWumKuogJ4hRlKnTQYr1eECcpenUIrRuUs3PirIt1/ma4XsxR2Y7faq0u\nsPGA9eyEqHsNZedo3cKZNav5Ee20iwsSHI5qlZP1Mqxp3BamprYVYdTFuRJT1lQyJFEhUll0ZRHK\nYho4F86QVyUORxZlvlMUDlusqKUiDjt4Y0cNZY4JHEZLwiCkrg3OFv52HGUNbsVAvQIV+wDmuqCq\nSzZbpHEaNVKCRCiJcAIjNsTFpnBaB82QE9v88mpz03fixoLnwrsGAtbkphp87Jw1jTwiG9nDL/HY\nRhrxUkmzCLTxpVvlD4EGpetvM6KRtfwQWLjmIIGmwDfRMM2fb/4frF84U+5K5hbNcpJrtBpf559h\niP3w98qseeWvdA3aQNim5jjwhkvP6vGSzkZPt8ynl39wi/rP/vSfRdcQhBFxLGiJiIWrCcQApdbU\n1vqwAiRnB4fcf/qE87kmL2tC4dDGYaxG1xpT+wl+pQ3rosZWBc/uQR/9t2tWgwERIDGEGIQK0S5o\nMKSequawDfgSwHftUgoCabFBdpUuLl2Brg2VtWjr6W4oSVXWSAlBkPJvfeIVwn/xe/j1f/QuP/Zj\nf46/8tf/PT6R3qazM6TTF4y2Rxgi4tGAbm+XfidkLTskywvStKDdbvHGQ4POIl5rXxKuQt46knz/\n9+xz/94jot41OmHJdFxSqTb99hNUNaRWLdzjtwhufxvn9z+ktxWTl3B+luO2NcEqJBUS3Y5x41O6\ngWUyXmASybps0e12mQQJ2/NjCrPkfGeLYip4MQmpigcMdj/Dmw9+m2/ff5Vq8gar9idJOz3Gj49Z\nOYUIL1irfYbyHmV9i+l8iVAZO5lBRwrOf5NWfI2T1j6RXrKVbVNVR9Su4v35kJfiFe89HXN5dsp0\nMWetO+jlPbL2Lqaq0NGQQNTYeoExEIUhtdOEIsbFbdz8hKjToZyuCRPJyoLQUNsanCTtxti1I4nW\nVKZDLUJCO6GwbSK5xBESxS10viZs98jzCqkcqSuojEAFmnzhyAYDFudHRP0hxjgiCbqcIUWCiFKE\nkKxXc9JWm7IuiW2OU210uSJsDZnPj4nSHYTLWV0eEmVd4iDAWAPlGtneIg6aJSIHpiipMcgg9NmZ\nVlOuxqT9a+haI0yJ3OyvCH9goRTOGZwLqPWUOB76ztf6ZCBtJshwD2e0954bC26GEhnONgtHzvht\nSlciVeAxvUhqo7D1Cm0sgYpRcdQUOYtS+JvEValptHCJ5980hbR5dV7NEnABQjYBFjSSyKaHF372\n5JtmH8mH8OVWwdUm54bZ8axrNyjXoG/ZOGvcVW24Ih8LgWvCvf3loImqc/5wsc3mqz8ALBsqgS/E\n5koX938xn8IkJQ1VUzXP6Lt2/z3aMOubYu78oeWMbzQbLw5KwHz6TWIC/r96CCHcX/4P/zxGQUv6\ncNa6KNDScbiYszg44MPzHFtZDBpjYmpdUtYlWtc47U9gzzHWzbDB4qxX4cpqSV350984D7H3RLdn\n6Sqy0dM+kjPjFTDhk02E3HyRNjKbuFo53uQXNlkymIZzIaznKyvpfe1KSlQYspu2+E+++H380L/5\n5/l3fvyLTMsbfMe/sE+n26fVbXFY9ugGjq3hgLkZ8fzWmrOTghevz5hWA06KgGvDAYvFmKPxkpu9\nLQZZi7id8s74K7xkhxwsYuLqAwIpOToXRG3BtAxoyZoXRxmT8YQbWx3un884cTfoGMuiN2P2JGOr\nZ1nPLtgegmHA4WSFqyRxVJHFMEotByvB/s2P8aV3PmDU6XN9ryBbrXmv6HGsjvhj/Y9xODkmqC3x\naIvp2Veos++mlZyh1Q4nTx/Q6+yRFTOS2DFe5mzdfIF3DkpUKLiRaUx+Rh22Ma0h6vx9nk4vGU+6\nPDk+RhaXVFIi1YBqXZF1DJRzrImoybBSocKQcnpIOrqOXj5GRbsgQ4wNiJOA1XpKKiVWRIh6QpBk\nrCdzbG8Xt5gSxZZa9JCmIItB25JcjsAJ0uoJTqYYG1Gbijjb9ev5xSki7aGqnLIWBK2Ucn5M0NpB\niICqWBAmQ6zxEX8gWc2OaPVvY11NQk0gNfPxDDq7VEZSX35Img1xG/BVVRNGa5zsI7CU+ZowSkEY\nv52pBXm9Ig7bhIHvMOt6jQCiJEEAWgv0aoKOMsJA4jRIUzdVsCDXAmSIrWq6LUVlHegVMmzjAF0W\nSOfzTp31uyDS1JQiRoUBwlZYbdHW4aolVgiSKMEp5Tt+Yq9/C4ewElQNzksPVngNWwpBIJrDrJFm\nNvhd13T9ymnfBcugeQV654lzzefUdMx+T8dn7F4tOvkRMVrjC7dzQO1lDukamWgjpmv8BC9A2Qor\nZSPnWpzn5ILzz02zseoPj2fDUi+tNLMBL8x/ZDDaXD1cAzxzqunkN4dNY38UpvG8+4+3+INc1P/i\nT32RXEYkQQgyBFGBk5xXmvfvvsHloxVVVaM1GFuzmTU4qzHWoyn9WnGju3lMtJ9WOx8EYKy7Ooc/\nOqXeDCPE5rjFX+E8/K35IdowpDff/GaKvvmabbZPPY3Oj2auEmXwDhkpBUJIoiBkq9vGKMuok/LD\nP/xDuHSXO33FIpCIdECWhhxNEz7fVXx4fsFwO6FyW4TrU4KsYFwN+PR1hQvaHGv47fcOeHHQIc4K\nzmdtXh46vnr3Ln1zSjZ4len4DXT4HE8XNaNqxqWMCIIOkVqwLEZsRSvs4pRo2KGY5xB3OVhkZKsj\n2r0UVeXcjbf4fL9FWa4Y7t3iS4/f4ZN7L/H142Ne62UcO8GdrR3O7h3R3emiYsFvPzjkO5+LuPvh\nI+LuFimaNZbe9oB3Hs7ZaickvR4BMZ0owuTnyKjg7vlNoqhkp3qfGSXj8iYXFyeMT054ejamlY0Q\nVEi3ohZ9jBNU6zlBmiLrkiiqUUHEeinJei3IF5iki7CauipIW22qfIFxJYYWtixIB0Oq5QVxGJOX\nNSod4VanELaxFkxdEcYBShfklSbp72HMgmJtabcibD0mVAOsUJi8wsRt6uUZQXeLstKo9ROC9g1M\ntSLMuhSTA4ZbNzEWFrMZSSulXI4Ju1tgQS+miCzFrBfU+Yog6/qFGyGwVYmWglBlIJxHMq/GhK0B\nNAVHAFRrnBDkdU2SdvzKvqswKITLkTLDGuPtdHVBnAVoJ1HWA2/r2hC4GhEoPJURbLXCBQm6rvEM\nc40h8HF8UmCMQVF7/Kz1LhVtNMZarJWkSYYIFMpZ1romDmI/MHQW5QRGCkQTH+fExpNhfsdr1xq/\nVCSUuOK7CLFhmG/0ba+FWKcQwi9d2cZRoqzFyMYB7jxmGKGwVhNYi77q6hs5hKaJa9zhG+aMaxw3\nVz2+aNxCNNp8gynY3PA3DpuNd9//vkcYO9dA52ha/eZG8UyXasJALM3npJnPpn9wi/pP/sQXia1P\nR3k0nvPg6TH5xRl1VVNbP+l2bsNVtljbLCQ47bkOG+7D5ovWsIc3KS0fnT5vhqNX6SpXPbZ/eD70\nRprx+tnv+IHCF+6r6LBNZy88mnezcGGt9uHNjiYOC0IpiaKI7JXv41/54R/kW24pAgpaQcjFZM31\nmzHSRnx9GjMkJo1KxmcXdMOK3Y7iaHaAbn0bz+0Y3j9f8/GtEZMS7j74ZbajT1K4S5+FeXbB6Hqb\n8zJHnkxQnS55XBBcCsJ0wBMTsNNpo07eoaphLiDdus6jy5JBJ6JbnBEpwZw+ZV2QxTHBTBNcD3nr\n/jm3Y8EL+9f56m8dsv+JF9mLVtx/50MG166hoz3K+pRJNeQ79zPeVR3qo0tcKOhGS+aLgDpJuZ5E\nXE7WJPU5naDgqI6pRYuTecGnryW8czHnxa3nefzeL5LrjK89nLNalbRTqOsC4yKiUGLqKaYsCaNt\niFKMGVOrjG5oKVcVjeGDqoasnTE+t6TDDENENTtAqIA40BgXoGUbRECSH6DabRYrS9rZplie0ooU\nlUupRERYTwlVQckQJSPyqsAaR2KXJIMB66IgVopVsSCL/Ip9uVgSdLap9YQ4yHAIFoUkzVpIfKJ9\nhUMtz8h6Wwi9ZLoMSbKAslojKoOIfBPirEGbACFz4riHv7378GVtFXp9Tre7jc+SLcGEzOcLsnbH\n67l6ihEhVa6JY4kjRrBEiA6bTU5d1ajANVF1vvDrskBmHTAhtnGCmDpHscYSImTUvA5rTF0SRgng\nc0FLY6FaU6ORWqDi2A+RXeOsERmIqnntGC9rbF6fwqHcJlyuYb8jfdFs+lmEX+H3w02JcR5QvLEs\nflSTFptFJudwxss1wkmM8zRL37zZDardP19TBCSC2nn5A2H9lFdsjJIfeUM2LhuBdQrpSh8u7jaS\nb/OvDXRMNFKSvaLSN82kvZKCPEjNa/cWWMx+b039G8ko/d0ojX8J+HM8Wzr6i865X2ze5/elNAIs\nP3ib/+vplFkNYNAaP4zw0AUM0g9wNptU1nHjxgBUytFiRX05BmxT4GlOMv9Fk8I2wwrZbKhtFLsm\nn1CAbfyyQgqCzfCC5pImBMJencUoAi+XYTFOIaI2g5e+jTt7KXL6NnfPJsyezrBIktDRjh0v9lts\nffb7aO2+yOjagG+7dY1Hq4qDY8cnXu5TrsbkueOt0xFbHPOpUcQvT9fs1Cl7/R56eZ+vJXd4SULV\nsbz95pfodW9xEQXMVcSt6y9jH97lyaxHP5mRpCGLoktHz4m3+jxeBESDG5ydH5FXbbZlQViO2etl\nvLdymCKgMn3uXA+o7r9BP0k5UT0mdUh7/h5n0Q67WcLJIXz7/i6ucjw+V4y2CmZrRxp3efHjt5gc\nr+n2KszekP68xzsPH7Gz3eYrj+9z5/kXWU4kn9sTfO3eb1DtPU8hl+Smx5OqYlcqbrZXrEXGoD/g\nxctjqskD1rzIk9MPMQgyd0xZdCFsYeY5y6RDT0rojFgvLknDbVzYx84mmMEeWt+j7t4GG2Krp2jT\nJsoqKGdYOwM7IAglQZh6Z8v6giCMWckeQR0gmeKKC2qXYIIUO35A1tmlCnto0SYQDilDlFsTmQnE\nXXRVIVyIC3ok4RoTDlESZDkFCyrqsVouCLMRQWSJ6nNENKAyglYokJ0+uiwh6pK0LEFQIJNdjCnJ\nzx6SxC1sGBIKiasdtqogCLHNz6YQGhFkfm9SCKyNqIqCRCzBtX2ZkSmi1hTVmiSMcEZTOoepLlEh\nRFGKlBrhEnTjJnFSYgKH1A6pLFFvm9A4FuNDrIs9fAyH1JaysmStHs5IjCux5RoRtRBRi1gIjNLU\nxRIjcpARKg6blXmNEAlCCpQDjX/9CwtG4MX3ZlDZQGmfOV2sbBoyBdYHcAgR4NmDzmeACo/OFs6H\nfBhk07i5Boe8GVj6m7aQNI2co0HGgDMEjRYuG/i7o+nqwd9emlbP4G8OUjSOGURDePTyMFIiCHBC\nN92/QgtL0Fg6Ny2jP5BoNmIFzWn1+z6+GUrjHwUWzrmf+3+87ceBv803QGncuXaTSHk7knPG6+Fm\noz9tOm67wSl7G6MTmCD0CFS3mRT7wbporE5OiCsa20Y6saKZOm/kMiGQmxNUuCvNzV/p/FaYEwIl\nBd1YcXO7z60X7zDY2eJWlnE5n/Lk8IAw7uH0KeugS5Z0uLZzh707Qz48L/lMb4goDklCwST6FKq9\nwOaSfiAYUZHffA5dtYnWX+K37xmy517i050SYUNO2wN6x79JbSoOwj1S06I4+YDWzZexyyWBcJwf\n/Bai9Sq7rQ6H44e0u9vcVHPePT1hMOhzLkbsdHcZTy7ZT5ccPX1Eb3fA/YsI1x4Szw7ZGbWZCHi0\nDHhBntAa7jEpUwJrGMye8PcmGZ9rO7bVmvb2LdK25XLRJm1JxuNjbnQjwvY28+ND2qnkNx7mfHwI\nSZpx7+ERH7+zxXAI904dZpWT7t9iNY6opWFbX7BG8uWziM8kAWf5MQ/OamSdcz5Zk88eUdgMpxJU\nPSduhegqRyV7aA2hckilmC7mdNMYKwXoOTLoUFnrD4QoZjpf0I5TbDVGSEUUt6jLFSUJQoaEKsZR\noVcTgrBN4SAOHLrOUSpD1yVB0qU2ltCtfSKSdRhdEsdtyrIgGd3EVGvK+ZQka1PrnDhtAQ5TL4mC\nlIoIp73EWFZLwrhLEDqq5YJWbxdrDa6eIKWkKGqCKMLIlGoxxhZTwlYfJb3uauoaw5ooHGLNCiFi\njDWUxRLrLGl7y3eVKBwFZVFjzIIk7kBDMsQYirIGZQiVQBuHcrEvUCJAKkddaILIglRgJYGSVNqv\n+SCboAkr0EaDHiOjbiNRCC9/1iUyiH0zZSXKlhhbUXltC0RIHEfNbMujeE3zWRu7yTxySGGQQvnZ\nldx04xsdRDSytGsKZpNU5PCf44bUiGw0bLkpfl4/b47GzUxNGIuW3hUjJV4/bz6CkM5LJm7Dt/G3\nJeGcx9no5rYvYYPNtc28TTUgMi8d+bokZDPwxTb4Gt9xCksjBzdl0/rlLBC/76D0m6E0wtUl5Xc8\n/iW+QUqjdI6q9mQ3nMNYf07Jja2o0QiFlChnME5jnYTKg3cE4FTTUQjp8T6y0duCxo/afEPkZkVX\nNDqc9IeAdYogkERJgur0iPp9tuKMYVrTjVp84kaPYLjNWiSg58xPL3n/7IQ9UbF3I6HHkle+5Xup\nV5YnJwlBr0PXKf7ka1t8/ckBdmuPs1Ly8o5ksY5p2zPGndusVcD27Jhi0aPY+wwvv3qAszmH8jqz\nyze5ph2/wg7f2hnSD3KefunL7O/vMCZErpa8fLtHtdynNlPGi/vc3n+FX3/ngoPdHmZvl9X4mFd2\nc07P3+a8CDgqu3yh1+bxqWbYd4yLS7ZaI4zOGSQlooiZ24zuqI+7fIftFz5DZW7whbbAFZZruzc8\ntfDkiKdlwid7Q7LupzisT+jOCoqhoF4pku0uvRstnjwes3XnZXRS8IuPUq7dGCJm92iXmmJ9Rula\n/MY4J3EVYrbgn5wtyIsLFguBlTWRjNCMUOUBQdqnrB21bVEt17QTRxRoZL6gXB/THtwmCBTLyWOy\n/gugHH2ZE8iYSX7JzWGfCsWkiuj19ynml0TdHVhe4pzClDOsnpN29qnLJXZ9iUm3kKqN1EtEkKKN\nIapmqEgRRRF5dUk23EdYxVpeki/9opENBUmsSKKE8/WMXhyiggxjHaGyLIocFXcQYUJpNZFMibMO\n+XpBlAKk5Abi9pB8NQW3IIwUZZVQrc5Q6TZK+uUcZzICFaCSLc9dtxbpSuq68h2r9XqwcwLKCWl3\nF2UrnEoQwuC0weQFSRwgRUwofWGva0MSGJwxhGnL32qdBWVYrEriSGBF4GUPJ3CiRjiNTPaaJqvy\nTBNjCKMIK5QP5aCiThWh65JaQ11bTDVlva6QUhGlbX/jsM9AX9I1B4rxpga/lKSuIv9E4xH3iJRm\n7mWa1zYCrMU2g1Q2gDBXNw1ggzbwxQCPEfYhF3JzYLgNmMbDv7AK0ThtuCqEGyeFwKlnsm+zt9tY\nGDcbqJtZnvG3AQfCNTmxzv99XHMIeGOGX8byxg6xOY9+z8c3Q2n8Y8C/K4T4IvBV4N9vQjK+YUqj\nDgSBkeAqH3AiJcrJjwwoVTOE8AGwgibhnKAZekoSZXBCY2SKjnrIUDEMauIq587NBBsOOYn6ZAiS\nuqSfRESRBBkSRjFG1dhKUouQ1OZIcjpbe2wPu/Q6GUfjBVUgwWMAAB78SURBVHa5pFxecji5ICkK\nVNJj++aAoyohDnqsXI9az/n0y5a3xityETFdjKjaN3hJWVw44aAKeWUoaI+uM60N+bjAmhlZdp2D\nu5d8/+cUuu7y+vEp12pFpuc8WQmS6oCBCbj5qecIy4qD977KKzvbPLlYsCoc9Pd4/DTkdDnnu0cB\nh8sLkk7Kry5KyiBhZ7THp6RBT8Z8bdEnikM6uuCFUcCTSYEVEWGe4jLFUFRcXqzZSRyyGDMLt1kd\n/l0+eecHuPfggN1rIcPdEdlb95jrHQ4jzUAvCe58jn6vz8HZEd8arrn/YMKNqGK6hvVK8GIv4fJs\nzgN6vHSac7PfZ1EJThLF/HRJcXnMvAiZLxMGwRIXhJRWoChwImRa+cWkos5pdQX5ek6n24E4BfkS\na5NSGk3/uS8QtLv0hjt0i7u0r91mfycjrEukOOTw9A6jm9d4elBhV5rZ2RGhnDGbXvJ40mGRjwnr\nmkwJnChYzixxFmKJSGSO7HbReYGtDNYF1MslNhQE64ioYzySdT0lLyS6gkESoGWGMzXKGj8gTBKE\nyYmzBMoKpWpUGmNKjaxLRJYyPz8ijgSdVsxkdkmaDggHfcZnNa5eIMO2h1kJQ5GvCFzH3zaNQYYt\nAtVG5xeEUa9xfVmS1giznJBbRdSOfKGXAd3uCG0dutJQnhO3twkDia0KjEiwdU0QKc9ntxYVhAhV\n+WQo65DWUNdrkqTnF4CERusAo6dAhEYidEltHcLWhHULIyzWSYJAgugj4pJytYZ8jiAgSFJfd9gw\nXzb/9bmh8v9u78xiJMvS+v77zrl77BG5VWbW1l3VXb1ND93Qw+IZJDMMg5Ex8hPGYrMs+cmWeLAB\nWxYvtlgkhJElP1jYWGAMyIDEILNpzDaDZuvp7qnuru5auiqrq7Jyz8jYI+5yjh/OzZ5izMzQ0FCT\npfhLpbr3RtyI82VI3zn3O////zM5YLDKB4xzRSzK/TErZULPy01U5wnv6Oq2TOiujR7WOLsPa3E9\nY11ppLCOjqiUcoxGY97Z+FSF47QbDBQu4avS6hd4xzPeHLf4w8OqovS0KecILAVuwtJiS5qjgz0u\n25QWCdZ6rrx1vMf3V3D0elcbpccujcC/BPaAfWutFZH/AKxYa/+5iPxn4FPW2v9V3vMLwO9aa3/r\nSz7LPnr+NAbXaLVeq1NvtxBjiHwhtwW51giamqcRA37gkxc5ue/jFx5aDJFvicKEzI/wVIEWjRQF\nRgds90cshwFTKfCtBQlQKmU0Kwj9AF8saWrQUUTYavJ4K2RQJFiTovMp93p9ZNRjKBadCjqOWKgE\nVCo+XWlTqfp0qprE99jbDgjaEdUgxpoBTa/ASJU9z2N52uVGplnvrLPqj7AL67wx3mZ4t8sH6lWK\naMJbBzA4OGA8afLoaUtHp9weepiky+HRKURnVBLBdvv0w5haOqSzcpqtndv4O/vEq6ts7t0jDRZI\nRymXkgmdlZg/vTag7ccESUSoUjb2x6w2qmTjA4pKFaUimrUF/MHHuX14kWrnFGprg2nHp15pUksW\neevNDRYvPYFM7rDZE9aWWmRyxPTuAUsXltm5tYetV1k7s8BnLu/ywfed58VP/ylrK88yMQPqM0sr\nytn3IsbBMuO3tkiKN7llFpn0uvT7fbrjCcVwBFoIQh9Ju+CvkypDkG4ifg2TTYnaq2ijmKkAg9Bu\nVWm2Wry9dcC3Pf8sOqzS79/FCyuIDWmM36B2+uvoVDzube9QrQqbO7vceGuACmOGR3cYDab0pynT\nqUGC2CUY0yPLxU38KiBgQhhWSGc9dOUUKI+8t+P6lCph3O9SqTcxJkMrD2yKzS2ZtWgvZjY6Iggr\noD3y2QztOb3DZNSn2llH8hHTcRcv6SC2YHq0g662USpg2NulWlsgL2Ay2sazGh3VnHLWOMdDrQQd\n+OS4R3cvmzCYDqnVFsiPn9SthWLMaNhzlgTiUWApUkOeHhLXllwBorSYtbYgTyeIytB+FVOkFDZA\ncC6h2swwQeIKJNY1FC/SCXFYd5uDJnNaknSE59+nULUFNitQfoTbKTSO0TZLyfNJSTLw8LwAPF1S\nFPU7onBRZSu946bbyjXjtsdCIsd3fGdicA/pAdakjroigrGGcrGOzcWVnJQB4zoPqdJQy7k6pljx\nXcnp2EHSOAuE0tXArcVtmexFu+99h9By7BqZg3UOmse89OPyjXqH9uhGbY8ba6McQSDPXPUCIZ2O\n31v2i4j8e2B0fy1dRM4Cv2OtfZ+I/BhgrbU/Xb72+8BPWGs/8yWfY7/tWz+I8iFSAbnK8G1AIYoo\nEEa5IvEskfbQoZM8G+th1ZR04rPY9sgL1zFGnEKbSFvGRYHkrt1XXhjGfk48zDC+YEQjGjztk6UZ\n9cYZknZA04+IEsOdnUMYDTgaTehNp9is4Okzqwz8kOG9TTIvol4NOR967FdPsbB6no1iwql0QCMM\nEO1xa69gbW2Jpeltakur3Ms8Fr0BvaMDTPE4i2sNorbm+qf/gM7S0+jRFr/fqvFsPqNuFti5cYWV\nc0123zzELJ9irVHhzc+9iul0WEwi0pufRy/4VOoVXhw/ypMLdfrjewTjEWtqnxtplZ3UstY+y4I+\noDvISCs1bt0ZsVQztPyMW3qBhd4ufqNGgILOaabDl4gzjdKnUZUOgb/FZHObRqvFQl3z8qeuc/rJ\nMzQHB7y5d5X49LfzaBSxsbtNNSoorM/ADoj0jK20Q38GEiwAM85ObpE2FtHRAjaosLW5QTi6w4t3\nDYuVOl66xY5apFGtUXgpsr+BTh5h+dF17l37NM+fXiZYaLBxbUz90UdpL2m2P/8F1i69QG97g/rq\neZAEGy0wPLrKYvsUn71ymdWVVfr5jGSsaJ+NuaTG3OpOyIn4/OWbTAZD8vQOk3HAuLCMZ2NMFqB8\nD8/mrquQBIRByLTI8MZHqLjOUX+PatjGaIOkU7w4ZjQaECZVND6To02i+hK2yMGmFF6C1gnp6B4q\nbJLnOcXwNknSQmnFaHhAvXkGJRn9o12S+hJWPLKsIK7WAMtwbxc/qWNNzmiwjxZBBUmZA6RkyBVO\nxYqAKRxLpciYDPeJKq2SLVNqLLKM8aRLpbmCNUWZbI4TS8F4kuOpGYHnk9sChSIvyq5KaCTPsMUI\nUR6Oy12gcoPxfZQKHEtNCsAnzw1F1sUPK451Yi2YorTpVQhBWcjNHIMtTTGF27cQJShPo7wqSh03\nly5LKbZcwZZJnbKW71hpgi1ylPKc5N8cqzm146NTOBJFKVN1TMLSw0Vc42pnF2IwokohUcGxxtTp\nVpyni0I5751jRWq5OWvJysnxi3411oAtm7mqY6MxU9xH5Syb/dnjjG84vtmZ/Qndw92/MfvlS10a\nvx34KRFZsdZul2/7x8Br5fHHgF8RkZ/DlV0uAJ/9yz47UQajQ4xSJH6VatQhqRakmaFmpwR+gs09\n8myKF2o80RSFRqKMzcOUM/UEFeVMcgt5jplZJplBEzPKRqSzIRU/pKuFydCSALGXkhewmlSxcoDJ\nOuyPDhhtDBmoZ/mH39jhbn6NaKi4fH2L7V4f5RsWL6wxLCLi5nlu+gnnswOWopxo2EUtr/D22NLc\nussToeH6pMETUUrWO+DMwjI+ERPdwq9skeWGg2tf4FrX8r5qyvbugO9cWibPplx9+ddYXHiG6y/e\nZP2JC6Sbr2FaHZbPhxwdjRjpCntLdVZ0hyy0XCxuAOu0qwH38oSwtk61e4/FBYXxRlzdqhHMrqFN\nxrA75kxDU2+sQBaj6y0GwxTjw5q2ZLvQeOISw2xALdsnnTb57L1rfGPrcXqDkJ34LjWzxH77Sa7t\nLnB2rLkbZOi1dXZVTj2NiaoR9HZ4RvfYr1t2jGY6qpKvPkV999N8bjdlffExnjlbQYIPcFTdpr3x\nOp1nnyf1Fyh2Z1RPQ5QWfO5awlKUcekDz7Pz8g0q1XUeP59iPY9Wco5Bo0v3sMvtvSaPtPtUFybc\neuMyz104w3arz6Unz7FYX2Z09HlGw3USv8mfv7rJRf0p3ug+SaVacZYTyRMofcRk5waxDuj1Juha\nRDqZUtUjJKgyHRdYv8KwyGjZCfU4oZvOaCifrMgpZgMCirLvrec2OmcpRvuY4RFhq840nZEVfVph\nGxUEpME6eZqTphlB3AYPUqlT6TQoBl0kmOH7AePegDDWRLWIWXSJxkqT7NZ1pntv4OUjvCRxiVhp\nbGEoxkdI1ARTGtgqjcomIItOCGeMS2K+hzebugRkQasUawJMUZAO9girbTITMy0KyHOnWpUQ8jGi\naiAaP2hgraBtnzBqYsuem1Zb8tmEVHwCpbGextMtMpNj8gLtpzhGmUaJh7EGjcJkGTmC0RGlsTkm\nH2EyBVkPtCYK4rJ8rd1qWnt41lnxHreoc0lfoXVZyy47H0lp5uX45G4PzignbrFiMaJcNydr8JWi\nsKa0K3Cbli6xevfRHnPAp5DcJVIpW+YpXb7uu5FY62IpQLzCJXrRlEtvTCmEPDYkc8wZ9zQgyrFf\nTKmXub9U82Vz9t/ApfGXgPfj5rAN4F8cd0L6q7o0fs93fgQJfEJxNXNtDLkkSKzQRYYyBaI8tFJM\nswwdQmw90szNXul4hq74aBVAVpDaGVEORSxg3EbO0BgiL6S1sIgfKpIwoG4L3h4N6U2GTA9yBnZE\nTSXEQcTqUgPjK3b2BqytV5mNBvjNxzmThCyeWSE73GU4HuCFAYeDmHq7gdIzvCCgksRc+/yfsH7p\n6xkZeOzUCtuDQ5LZDJMFjBMYDwYoWyfXVSrVPqHR3Np4i6VWjc004ah3k9X4FJXFFju3d1lb0dzb\nuE0lqONPJ9xNQ+orNdq1Fnb/bUYFZJ7gZRFTX9D9LeL6CiYtOERImDEWhfQztD+g3l5i++5t/OQc\nC4tVMHC4c43G8ln6RYf83mW8lTU6SYVOPGAzX6a+/zpbh11OV5v0Q8vVW/s8/cRTxL5hnAbEYcCd\noymXkpzt7j5WN1jwDumGS+QqwiuOSMcjjrxlotENouoZVJxz8/YeKvRYrZ3DRhnZaMqbuxM+UJ+S\ndpZJ4iq3377HKXaoX/wgVw/eYNVbZHllmZf+/BUuPP0o/WzAlm0QpgNqSYynPSqnzrHx2RdZX1+m\nEnjc2/gsjz3yfkYSUTm6y2sDn43bG2zsDVHZgIYZM8kMqV9hsvU2prHINDWovI8fNTDjQ0y8SGGn\nhEWKqAgkYyYV/GKEEd8Jh7IBQVzDak2aZsTVKqqwzMZDV36YDMmwoBMMGaZ/yMLpC+RWONi+Tb3e\nwGjLcDCkGldc7dZawkC7FbHJ6B0eEkQ1MBnD7hZe1Cg3I/1SvOPMtzIrJEkFK6qU0hussUxHR1Sa\nHcSANSniR+TTGdPRLo16A6t9xJjSz0UYj/v4vud0nYVLmK7Tj+BpTaF88uyAKDmFNUIxG2PIUaJJ\ns5mz6bWeY5qUNXKbTdx4KR2OccZf1lgCXxwZolxJ26IgzSYUaea2HnOD8gOUp/F0AGJcqUOHrgRT\nJvVSS44ty7vGlBundoaIV04a5p0p4NiRseRoYCw4x8QcTMmQw3VNcgzqsmZeOjoe61Yoa/fOBMwe\nJzuXyMtiTGF5Ryh2LGzKspzA86Dk4BwLlyjFTFYpjv1/+19lpf5V91Ktta9aa5+z1r7fWvs+a+1/\nLK//QHn+fmvt9xwn9PK1n7TWXrDWPvHlOOoAaJ9AKZQn2JlhnIFfGBJP0ahEhHGE9n2mKOIoIJtZ\nprMZmdV4tiCqBXQnGUU6xlOGiidEVZ+CiCAIabcXeerR06yfXyb2DZNBn7t3t/izK29x+3afYn+R\nR37oZ1mor3MhSWg2Q6zVtDtrrKydYql+hmj5Bc5FOdVWxudu3WCIoic5arTLbtpl2r+OZ3wKL2Bn\nmvEHn7gBhWHR9Ll94ybFIGUvy/nE6zeQ3TvYiU+7rtl4+ZPsb+ywdWuHAXUWwpjO5mtcDDQLZou9\nL/wu2XCLftzEmiq1U+u0H2vR6lTZG/t84fUbzCRhcusys70+k2ABu71FpC0mS5mEDcysR7UW07Qp\nG5lhsX2eW9dvsXb2ES42hUR79Pr3iBbPUg+rLM5u8fhja3zi9gF1JWSbX2C0vcWBbvP6tW22c8i7\nYy4uhYx3rrO3e8iV62/wyWtdTKi5cTgmSRRWRUwWLjGcCIP+FJsHvDas0DUR/e0tjsyMrakHap9z\n9RV2bcatt2/Qu3OXZ5o+/vpTXJ6EvHV1k1Yr4aXJAsPBDpeWH6UZFLx2tQ9nLhHES7z6yhtc9BTt\npIG58nvUCAnjJqcXW7QTQRYXuXjxSerL53h7KrRXF3hmJWOzO+Lc6RX2tvcxRcokGzM43IZ6EzEW\nXYxQ1kcxAx1g8ykeQloIOYrRcIavCvCqbhUZxnhJh3QyxkMTBDF5b5fxeEBe5EymXVIMohTpqE/o\ne8SddfoHt0jHPWq1BpPBATrLqATC0aCH9gPiIGI4nQEaqzyiRot0PGaaZdggxGQD8skYTIaowFF1\nw4TB0R4GjyI3GFIwBel0RKVawUyPsMUYshF57x5BLSKoLNCbZYymhlnmYQqfjJgwbpHbAK0VBBUn\n6lGAWIZZijbge4sUswkUYwrtkRvHIAl8H/IJNpuQjvfIxl3MxDUY8fIxuuyAJBa0UnhhSGEVJrU4\nNaVTZftxjbDexvNjclM4LUs6I50MKQpnk4ApyLIZYjKszbE2e6c8kxtLQQ42e0eBatVxByPX4ENJ\nSXnEqWqx4EmBiC7ZPwKiSxZ5uXIHV/IxX7TWtQiFcXWuY/dIW7aqw7jaunpn6nHlJ4sz3BOlyzKU\n056KuPZ1orQrtynDsU71K+FddT56r2HMjNSGMHUKtkj5mGDGaDBmGIbkqSG0ipnJCX2fETmB9rHZ\nhJHKUTOPxWrEEE2az2hkU+LWCp1anWFuCCOf2/sj7OSIdDZk1J/geR7tVodMV0jClMkf/wynmhnU\nFtGzLt1pAuOMThDQbsyIs4KZd5ZY4HRzwH7uUdiAq3sVnlxbor7eYtuEHF25Sadeo3OqyerKgM8c\ntjkf5aSVkLsvTrl4dolqLSNMN/mzW4pn1iBp+Ry8tcN6J2TxzDP82eWIIKuxHmuqTTizfJ6t7g53\naj75/oSOhDzRGXD3rU1qqxe4Ms65cO4REn9ML3+LXVMgusrWm28xrk25cCoksiN+/7DJhy4ssXXl\nCk88+3VM9m5zUF3H29tlaanDla3rVL1vgfoF/uRTl/nw809yFNYZ5Jeotxu8UFN84nCfRA1oLGT0\nDw3dccHRNGP9wvsZbG/QGVl0MyfXwmt3Djg10ayvGPywQ6KmPK5SmG3jXfoGkixj5gv5is/R9ow7\nYYPnkzqLC4rNYInBaMDa4QjiEWs1n0e+6Qle/r//B1lYoV3RzOIzjHPYuvbHfPg7PornKz72e6/x\n3OpHmG4ewPhFst5V9uUiLySHfPzNfZ57yvL1p9d4+V7KziZUFxtIbxtGbzM9/U2YfB9Cy3QyIqov\nE4URo/4eCZahUkQKjClIs5xaYiGOwbhOPdaLmI5nRIxIYg9THOCRYIIG2hhmdkYUNPDSMalWBIGT\ngOfZjCLsoNOx6zakHRdZBRVaMiE73ERqazQ8zXhvE695Cj+oMquldAJFLsvk0x5pPmA6nOD7I7QX\nUxiF9gKK4TZeuOBquJITBj6DUR/t1dAGlI2wQcK0u0kSVQm8GtYUzvZVF0yGA6JKA4+YQjSB0hgV\nMJtMmMoh9WiZDOs8lGzBeHKE+A0IKoyz3PUUtSFFPi5XpYWzKjApOkjKHgUWCEiV4OVl704PstzV\n1T2lseI7xagXOl1BFGAyp9w22QyTpUgQusY2CCqbkFuN54eunIFzcHQdkhw9EUvJdjm27/VdycPK\ncTMm952mbBvpdjRLxapxvHpblKpxhQfOjkCclbeIYI0hBzw8rDgPd5euy96q2klElXzRecrZEhz3\nNi29YmxJxy/Vtl8NDzSpV6t1R67XiqJI0Z6mEE2qNTLISeIaVmckUYidWc6GgXssVgGiLb5S5DNY\nbcUE8TLa1xRhA0n3yXp9blzfZNAt+P4PrfP5g9M89dQpktDDZBnpbEBfVRjjIeOMFV1Ae4kgrLNl\nq/RTj7h7g52jkPZag16eovAoIoU9Elpn18j1mL3hFlpXkVzRj3y0MaR6AbnyJqNWyKLWnD+zSr9/\nm4P4PIejiPT2Bq+df4SnvYB09qfU4g/Rf3uTD11aYacSsnMrxUqbhWJE42CXR6aa3MuZLa7y2shw\nrl6AGeMFHsY/hTHCteGAeuAjhzeZNjLOVjVB0kTCgg+3U8jH3Fn0OJ8N8OKAoOUzTS7w+v4+F9Ze\nIG4MefHakNXHVwm9nP1rf0jSuMjX6R6f2Z6hqwE1fUQ2rDOtrZFlh8S1VXq3P8GefopgOuERs8dn\njjxssEYt3yI+9OhVK0wSj0a1zs7hTbYHHZ5rBhB43Ow/wmPnOqzceolgeZ1Xpc307jVOL53FW4yJ\nVIODHK781id57pufJu3e47NplVYj5mKtyrS/yMFhnzgwPL3cZTnUEHqcOQW3okXCWcblwV3+yfd9\nF596+RU2r/wx9fgJOrFlkO1yFC1SkDDr3aHINQrwK220zSiynKzQZCokCgMCGeNLTDabMZpZqp6H\n8RRFNmKWCso39KaKqtb4XpMCy3S8RxQ0Ic+xknEwNDQ7FVQlZjwZ48dVTAGTLCMIQiSpMhx2CeM6\nRZYjOmSSTwmjgLB1in6vR73Toho32TkYkIQDAj9BMkua76D9EIVyfS5F0EmT2WCXoL6KxUdRUK22\ny3JCwWAypKYjbNghEw3hOmq2wbA3IAhyvKrz1ylEMFI47nk6wo+rhCw5gQ9usitsjhCgsik2HSNG\nUEGAUgqtFYYE5XkuaZWOh9N8hmdzRMYIhizLSmq44IlCq4AMQcwUi4eyToSkraLQAZGnmE3HoCym\nKMjSAk8LReA7U7Aix+YTlHamYl9sBVeWaKxg88LVu+3MERAViPJR4kz6HGPFrbixBdq69njOlz3D\nWtc8OrfHbPSSIVmu1LU1WCk55zjGjBNGGmzhXGKN6JIa6cpQojQU7ppYg7LOJNDK8di/Mh6o98sD\n+eI55phjjhOOr0lDrznmmGOOOd57/BVEp3PMMcccc5wUzJP6HHPMMcdDhAeS1EXkoyLypohcE5Ef\nfRBj+OtCRNZF5I9E5HUReVVE/lV5vSUifygiV0XkD0Skcd89Py4i10XkDRH5yIMb/VeGiCgReUlE\nPlaePwwxNUTkf5fjfF1EPvCQxPUjIvKaiFwWkV8RkeAkxiUi/01EdkTk8n3X3nUcIvJc+be4JiL/\n6e86ji/Fl4nrZ8pxvyIiv1narhy/9t7FZUuL27+rf7iJ5AZwFvCBV4BLf9fj+BuMfwV4f3lcBa4C\nl4CfBv5Nef1HgZ8qj58EXsYxjc6VscuDjuPLxPYjwP8EPlaePwwx/Q/gh8tjD2ic9LiAVeAmEJTn\nvw784EmMC/h7OBHj5fuuves4cC6w31Ae/y7wHV+DcX0YUOXxTwE/+bcR14NYqb8AXLfW3rbWZsCv\n4ex6TwSstdvW2lfK4yHwBs43/h/hlLeU/39PefzdlFbE1toN4NiK+GsKIrIO/APgF+67fNJjqgMf\ntNb+IkA53h4nPK4SGqiIiAfEODfUExeXtfaTQPdLLr+rOERkBahZaz9Xvu+X7rvngeAvi8ta+3H7\nTlcNPo3LG/Aex/UgkvoacOe+87t8GWver3WIyDncbPxpYNmWqlrrPHGWyrd9abxf1or4AePngH8N\nf0GydtJjOg/si8gvlmWl/yoiCSc8LmvtPeBngbdxY+xZaz/OCY/rPiy9yzjWcHnkGCchp/wz3Mob\n3uO45hulf02ISBX4DZy3zRD+P/3uieGKish3ATvlE8hXUjecmJhKeMBzuB4AzwEj4Mc4wb8VgIg0\ncavZs7hSTEVE/iknPK6vgIclDgBE5N/hTBJ/9W/j8x9EUt8Eztx3vl5eOzEoH3l/A/hla+1vl5d3\nRGS5fH2FL/Zu3QRO33f712K83wJ8t4jcBH4V+Psi8svA9gmOCdzK5o619sXy/DdxSf4k/1bgarM3\nrbWH1toC1+Pgmzn5cR3j3cZxYuITkR/ClTm/777L72lcDyKpfw64ICJnRSQAvhdn13uS8N+BK9ba\nn7/v2seAHyqPfxD47fuuf2/JTjjPV7AiflCw1v5ba+0Za+0juN/jj6y13w/8Dic0JoDyEf6OiDxW\nXvo24HVO8G9V4m3gG0UkEhHBxXWFkxvXsb/VMd5VHGWJpiciL5R/jx+4754Hib8Ql4h8FFfi/G5r\n7ey+9723cT2gneGP4lgj14Efe1A71H/NsX8LriXBK7gd65fKeNq4JttXgT8Emvfd8+O4He03gI88\n6Bi+SnzfyhfZLyc+JuBZ3ELiFeC3cOyXhyGunyjHeBm3meifxLhwTervATPcZPXDQOvdxgE8D7xa\n5pSf/xqN6zpwu8wZLwH/5W8jrrlNwBxzzDHHQ4T5Rukcc8wxx0OEeVKfY4455niIME/qc8wxxxwP\nEeZJfY455pjjIcI8qc8xxxxzPESYJ/U55phjjocI86Q+xxxzzPEQYZ7U55hjjjkeIvw/zTyI3VqK\nPhsAAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -681,16 +3059,16 @@
},
{
"cell_type": "code",
- "execution_count": 305,
+ "execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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JpQRHJURbIeeUZZlAIEA4HM4o0gRDkzPPPBOLxcKSJa+xalUvkuTHZrPgdGqL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51rZK2qMlhf+LapaI25Vp2DIAhERUU1SDTLy8v5+uuv2bfvAFZrJCNHXs7AgQORZZmnn36OJUu2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07NmT3r17s3//UT76aB1OZzsMhjbIUbEPkcXadcjjrX5FToP+D5uthLQ0CyUluygvn4rN1gdR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\n4iuadvz4cSZNmsSJEyd4++236d+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+ "image/png": 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E8GIFhKgTfzqqOCQqKokKXktWWlGJLLydqOAZDIZw8r+WNJUIrFr4andudXvV+lfFMFMm\nu/ZCpCCq595isbTp9cNkiSV8baFqC+jClxZUwYvudq4ooV54Xq8Xo9HYqJikc2xN/b0lLbxkUJvn\n+v1+srKykuo00ZLiHOl2i9dYVr0/1K4Z0RZGW59UIbOsG2heh4tIQdSiw0WmnZNIHA7HMV+jUyUz\nZrQ2QizBUy2iSMHLzc1tUkzUz7WUxddcwWuJMmjNFbymxtbSlmqklaF2zVBfiFpiUo2ktddlM4mm\nnrOmBFFNuUi1w0WmXZNYFl+6oixbGl34NCCe4MmyHHZpmkympLqdp8OFqI4peuyZbOF5vd5wt/hU\newlGPsiZ8ladiJURKYZaRZeqa1oWi6XN5Ga1NKkE1ET/i95vaxNr7nE4HAwYMKAVRqM9mTHDHaNE\ntvmIXKtRLRSfz5e04KmkS/gi1w+1ELx0WHyyLON2uzUTvGORRNyl0W1mEnWXVlRU8MQTb3DwYID8\nfAN33XUl/fv3b7Hvlmmkw7OSTIsg9TqrY5AkKWNc3foan06YyKAFNbdFDZ5QBc9sNjdL8FTSFTQS\nHViTqoWndVK8ajmrzXNTyQ9sjcCbdBNrUk1mDUqSJP7xjzdwu39JaelA3O69TJ/+Ev/8528b5Ggp\nisKWLVuoq6ujZ8+edO7cWdPvksnrWemgqWun9taMLkjfGmu/sa5NqukMmYQufEkQr/mr6pLz+/2a\nWihaTtqqqKjlujLJpRmd1mE2m7HZbK09rGOGZNagDh48yJEjRkpKBqAoCjk53di/vwsHDhyoJ3yy\nLPPcc/9h+fJaDIYSjMYF/OlPv2Tw4MEt/fXSTmu+HEVeOzX3VK1d2tTLTHSZPS0FURc+nUa7nSuK\ngtPpxGKxaOqS0+omjnRpqm+cubm5muwbUrOqIgVPdQmrYf86qRM5qXq9Xt58cy6rVm3l++9/AHZQ\nUtIXv7+OYHA/ZrMZl8sVnki3bNnCsmUOysr+gMEg4nDsZMaMl3jhhbYnfJAZ62qRaLV+2FxB1IWv\nnaK+ccVq/hqZOA1gs9nIysrS9PipuulireGp0aWtTWSlmkSjXFM9XqyHvz0J7Ntvz2PZMhtlZQ8x\nYMCnrF//IB7PadhsNVx//WgqKvayYsU6Sks7Mnr0KGpra4GuSJJ8tCNIVw4ccOL3+zEajXruYRpI\nxPWb6PphOjpceDwerFZr0p/LRHThiyJRwVObbrpcrrRMAM0VvsaCVtQKFa01zuixxRK8WJGnqYyt\nOX9ri3z11Q9YLDfjcLjo1esCgkEH5513iIsvvo4FC5axZEmQrKwh7Nkzm5qaf5Kfn4PXm0VR0Vlk\nZ5dQWbmYQYPKwi63WBZGZDJ4ImTKGp/6XY5lGhPE5nS4iHdtjvXzpKIL31HUNyb1xoCfBC+y+HF0\npZB0BVAku99EojRbK9hDURT8fn+4FmkmrS+2B2pra/n++x3U1m7BbO5Obu5OiovrGDhwIBaLhWXL\n9tC9+z3s3/8l33+/B0m6Fa+3mLq6xzGZ7qCkpBuDB5dxxx03hN/4o9ef9JZBqZOOFwFBaF6HC3Us\n6vJOqoK3aNEi7rzzTmRZZuLEiUybNq3e35ctW8all15K7969Abj88su59957UzpmY7T72Sda8CLT\nEqIFL1a383SKSSL7be08vMYstGjBS6R1UVuMxGxt5s//nOLiMXi9XyPLAQ4c2ET37nsZNmwcbrcb\ngyELQRDZvn0BinI1ZvPp5OQUYDI9gCj+gzfffLjBdYu0MNS/NTWhRqdbZMp1zpRxtBSJ5I6q183r\n9XL22WeH3aaPPPIIgwcPZvDgwfTu3TshQZRlmdtvv53PPvuMrl27MnLkSC699NIGKTRnnnkmH374\noabfNR7tVvgaEzy127kkSXEFT6W1LL7mCF5LiYrqKlbXE9Xi263x1q9+Z/Vfe+TAATslJefQo0cO\ntbXlOJ29GTmyUzh6tm9fI9u3f4QkeZAkJ9nZCkajEbfbh8lkSLjPYqIBGdu2bePw4cOUlJTQtWvX\ncDRvc9ylWpEJFmlru34jr58kSYiiiNlsZtmyZWzatIk//vGP1NXV8dJLL7Fp0ybuu+8+Jk6c2OR+\n16xZQ79+/ejRowcAV111FfPmzWsgfC35fLY74VN93pGtgdSbTbXwZFluUvBU0il8sSypVCy8lkiK\njxQ8rRropoJqdXq93nAHaTXnUh17Jkx66WTQoG58++2XdO9+NV26dMDv/w+DBoUmIVEU+d3vfs3s\n2R+RnS1SVfUGomilpiaXYPBNbrnlFykfP9I6nDVrDu++uwlR7Iksf8zUqefxs5+dobtLM4zIdU+r\n1UrPnj0pLS3lscceq7dNIlRWVtKtW7fwz2VlZaxZs6bBdl9++SXDhg2jtLSU6dOnM3DgwBS/RXza\njfDFEjzV3aJaeKHoNStmsznhh0zLYIzo/UbeWFq6NLWe7CNdmpCa4Gklzup1hVBCsFp5PzJZWM1r\njE7yTkdeVGsyZsxZHDw4lyVL/oogwMUXD+W000aHz3Nubi4TJ17FxIlX8d133/Hvf7+D1xvkiivG\nc/7552s2jr179zJ79ga6dHkQo9GK232AF154mDPOOA2LxQIk7y7V4jplystPpowDGoparJZEWo51\nxIgRVFRUkJ2dzcKFC7nsssv44YcfNNt/NG1e+NTEbbVAdKTgRU7WFoslKcFTSberU0vBS8dDpQqI\nJElJvzSkC9XqVK9LTk5O+Pdq1Js6yZhMpgZJ3tFh4NGJwscaRqORG274FVdf7Q9/50AgEA5ciGTo\n0KE888zQtIzDbrcfTYYPBchYLJ2prrZQV1cXTgdKNX8tlXD91ibToksjz2EqnRlKS0upqKgI/7x3\n794Gxa7VZxTgggsu4LbbbqO6upqioqJmHbMp2rTwqeWvJEnC5XJRWFioqXUC6V03kyQJu92uadCK\nVu49VVzUnnL5+fmaTDapnE/VVR0pwna7PbzfeMdrbKKVJKnFOiakG7PZ3KrH79q1K2bzbhyO7eTm\n9uXQodV06gSFhYVNfrap/DX1xaU57tL2uvbbGNFzRG1tbbOT10eOHMmOHTvYvXs3JSUlvPPOO8ya\nNaveNlVVVRQXFwOhNUFFUdImetDGhU9FFMV6lhNot/6ktfBFJncrikJeXl5Ghf5Hi4sgCOGqMK2F\nJEm43W6CwSBWqzWhtdmmiDXRRrtK26LVkU4KCwu5774JPP74c1RWBujaNYe77745JSunqeukXqvo\nRsDR0aWZcK0yZRzQcCypWHyiKDJjxgzGjh0bTmcYMGAAM2fORBAEJk+ezHvvvcfzzz+PyWTCarXy\n7rvvavVVYiI0MWkf069C6uTk8/lwu92Ioqh5wEUwGMTlcqXcoDHapWkymfD5fJo3fqytrSU3Nzfp\n4s+RgmexWMjKygqnfGjx/SOPk+j+ogsKWCyWBtdV/b6CIOD3+8OTrM/nQxAETayg6ElW/f9oq0ON\nWBQEAbfbjdlsbrWXGtXVqa6ttSTqva5eK62rHjV23Eh3qfovU9zaHo8Hk8mUES+6LpcLq9Uafl5e\ne+01LBYLkyZNauWRJUXcC9j6ZziN+P1+HA5H+OLl5OSkVO0/FqlafPHW8CRJClunWpLseCNzGbWy\nplIlmca0LRG5mUhOm9ptXZ1k1d8BrRbCrzU7duxg69atlJSUMHz48EavicViafG6rPHcpXV1dZjN\n5kY7W7REdGkmW3xOp5MuXbq04oi0pU0Ln9FoDCdNh2oPak9zha+poJXWTuSOtqbiCV5LjjMdjWnT\nRVNrh16vN7ze3BqT7KZNm1m9+ntyc62ce+5oSkpKUtrfW2/N5rHH3sfvPw44woUXduIf/7i30RzA\nTFpbE0WxQd/D6BeXdBSDzkRiXZe2VKAa2rjwRb6Bt1aieTSJRmm21nijBS+yPFtLEGt8ivJTF4dU\n+xw2dpyWIDIkX3VrJTPJamEdfvPNBp55ZgXZ2eeiKF7WrJnFvfde16x+e9XV1axdu5bp098CfkfH\njhcQCLhYsOAhLrhgGWPHntfo51tbLOLdA82NLo2VbpHMWFr7fEQSOZZY6QzHMm1a+CIvXLonuqZu\n2uamJWj9MMQ7D6prNRH3YSL704LIQJ/mdrJX95PJJDrJamUdLlq0jsLCy8jL64EoilRUeFi37lsu\nuGBMUuPeuXMnjz46i4MHu3LgQCnZ2RvIzR2DyWRDEPqwe/f+pPbXmiSTt9tUMejWdJdqQaw5R7f4\njlHSaUE1to7UXMFL14MRfR6SWS9rCdSCAKrgxevikMz+Yv3/sYAWEYvpvJavv/4R8Cv69OnHxo3d\ncDrX4XKtxmDoiSh+y8CBl6ft2JmGIDRdDLopd2mmWHyxxmG32xNKOzlW0IVPI2K551JNPE9nYEbk\nelkqgqfleVXXvCAUdZlIUev2RjIuODXHMnqCHTt2GM8++wF+/xhk2YvFspoTT7w26bEcOuQkN7cb\nWVlZnHXWCBYtWkdNzZ/Iz+/IhAkn061bGX6/P27kbCZM9OkcQ7LXCgi/7LWmdRjP4tNdnccILeXq\njNy31pVW0jFmNb1DiwARlVQmELW8WGSTXDUFQScxErUOA4EA/fsfz5QpEmvWrMFmy+Lcc6+gU6dO\nSV/DYcN6sGzZZ5SVXUp+vomzzjJw6633s3XrLpYu3cvmzf+juNjNtGk30rFjx7jjbm/Eu1Yulyuh\n6NLItJiWQpKkNvUS2qaFD+pbTemoqakeQ7WgtGwPpKXwqePz+/2IoqhJgAikPnFFlhezWq0YjUZq\na2s1e6ijX0ra00TbmMVxwglDGTp0SDi1wu12AzSwNhqzOK699jI8nndZu/YvZGWJTJz4M6qqqpg7\ndx/HH/8HsrJs7N+/gldf/YC77745qbHLssy8eQv5+ON1mM1Grr76XE455eTmnYhGyJR7Qh1HY+5S\ntTxgY65tLQQx+pxkyjnSkjYvfCoGgyFmbcJUUW9Ml8uF0WjUtB+eFsIXGRFpMpkwm80xF+dToTku\n2VjlxdJtlUd7ANL1IpTpqGKoKEo4eTyeddhYcejs7Gyuv/4yzjxzN6IoMnv2Z6xZc4BduwZz4MDH\nFBXVoCg+vN6NSY9x0aJPef31nXTu/Bvq6txMn/4Kf/tbDoMGDdL6dGQ0kS8v0ekW8dylyby8xCLW\ns9zWxK/NC1/kpJyO0mJqPpbFYgl3p9aS5o45WvBUCy+yeHNr0FR5MfX/29qDluk0J3x/9+7dPP30\n/wgEerNnz0Y8Hhgw4Hr27v2Aysqt1NScj9Wq4HSu59tvv+OEE4Y22He8a7x8+WaKin5FdnYoadrl\nGsOaNRvbrPAle78n49pOtcZspkdFN4c2L3wqWglfrDU8tZGm1jRn4o9MATAajQ0iItNh6SRybhNN\niE8HrS30NTU15OTk4HQ68fv94WK8rUmiE2288H1ZlnnjjU8wma6iY8c+HDo0lL175yNJIEnb8PlG\nEgh4EUWBfv1uZvHidQ2ErzFycrLYs6cm/HMgUENubnpeLNvKC1ZjLy+R7tJ4NWbVf2rfShWXy4XN\nZmvpr5NWdOFLkMaCVjIhOT56fKmkAGhJc9IltIxmbc21ioqKCh544Dl27nRRXr4JWQ6Sm9uZU0/t\nzt//Pi1uwEdLUFtby6ZN32MwiAwa1D/p5HWDwcDhw3V06dILp3M3VVXzqanZzLffVuLz2TCb+9Oh\nwymYzQ4qKr5h8OBQzdxE0yzGjx/DAw+8zu7dlYCXzp3Xc845v03hG2c2LRVd2pi7VM0TVT8jyzLv\nvfcenTt3Timic9GiRdx5553hAtXTpk1rsM0dd9zBwoULsdlsvPbaawwbNqzZx0uE1p8Z04x6MzVX\nnBKJ0mxN4VNTANQw6KbWGNMx1lj71CpdQivUprOqmyfdVqCiKDz00PN8/fXJHDzYCY/nGkTxv+Tm\nXsPSpTN57rnXuf/+36d1DPE4cuQI//znbByOExBFCwsWvM9vf/sLysrKktrPwIFlfPPNR+zYsRVB\nuITc3BM4dOgLgsEj5OUtxWrtgKJAbe0cLrroTgRBqGdxwE+Tb3RwRr9+/Zg+/VY2bPgOkymbUaPu\nSksCdVuy+JIlnrtUnUv8fj+ff/45mzdvZvv27Rx33HEMGTKEIUOGMGXKlIRqd8qyzO23385nn31G\n165dGTnrGz8wAAAgAElEQVRyJJdeein9+/cPb7Nw4ULKy8vZvn07X331FVOmTGH16tVp+c4qbV74\nVJKd8JNJS2gN4YsUPIPBkHDOW0vkM2pdXkyL8ciyjCiK9dw8QAMrRKtJ0OVysWXLftzuEwkE9iGK\np6AoW6irC5CdfTYbNy7R5DjNYdWqddTVjaJHj1MRRZGqqgIWL17DjTcmJ3wTJ17O7t3TWb/eRk6O\ng7POOhFZHsqqVX/mnHOmsG/fOmprdzB6dF+GDBlS77OKooQ7pqjpLNHut86dO3P++WMzvtKJFmSK\nAKsvHqrX6JVXXmHVqlUsWrSISZMm8d1337FxY+LBSmvWrKFfv3706NEDgKuuuop58+bVE7558+Yx\nYcIEAE4++WTsdnu9/nzpoM0LX7IWX3Py8NIVIRhrzM0VvHQSmc7RnPJiS5YsYfr0V/B6fYwf/3N+\n9atxKYuz6mINBAKYTCZyc3MJBALh+yEQCIR/TiSCMZlJqby8nLlzP+HHH7fidq8AioFyBKGcQKAA\nl2sxhYXZKX2/VPB4gphMP3W8NptteDyBpPeTn5/P5MlXU1Ozmh49RiOKBlyuQ3TtasDpnEthYR59\n+sBdd01s8Fn1nBqNxgYWR1trAHysES3CDoeDoqIiBg4cyMCBA7nqqqsS3ldlZSXdunUL/1xWVsaa\nNWsa3aa0tJTKykpd+LRAFRGtS4tF7jsdROagRSZ5Z2dnN6uvYDqiW2VZDqdzJLu2uG7dOiZN+iuK\n8lcMhkIef/xhPB4Pv/nNrc0aT7SLVe15F32e1EkzsqqIFiHiO3bsYNq0F9m0aRBu92XAm8Ag4FsU\nJYjPdwhR7Ma+fXWsWrWaM888Peb38Pv9PPPM83zwwSdkZVmYMuVqrrjiCk0m+uHD+7F06RLs9kJM\npixqaj5n3LjmRUv279+fESPWsH79GwhCV2A9jzxyC6WlXfD5fJSWliYV7dxUtKLWDYAzxdLKlHGA\ntk1oM5V2JXyxgia0LC2mNep+VQsPUu8cr2V0qzquVNI5/ve/T/D7f01+/jkA+Hz38f7793H77VOS\nHk+ki1VdU3S5XAnvI9EQ8XgJxKIo8tFHy/F6L8Zuz0IQfominAp8BnTGYPBTVHQdgYCRTZuqmTr1\ncRYv7ttgraSmpobLLvsV335bgSyfgiAcx4YNs9mz5yB33XVbUuclFv369WPiRCeLFy9CEAQmTBjE\nSSedmPDnFUXhhx9+oKKikoKCXG655Wo2b95MXV0d3btfSq9evVIeYyRNBWeoxaHVWpjHonWYScIX\njd1up1OnTs36bGlpKRUVFeGf9+7dS2lpaYNt9uzZ0+g2WtPmhS86RyzSgsrk0mLqQ61aHVp3jk9l\nXJGWp81mC7tdm4PVmgXYwz9LUu3R3yU+nsj0jVgu1lSuTaL5bWpEnMfjxWAwEgwGMBgUFKUAUSxF\nln9EUTpQXW0GshCEUvx+iXvvfZrnnnsQs9nMypUreeKJf7NixXf4fGcCpwErUJQy/P5CXnjhfW65\n5ddkZ6fuJh08eBBDhgwOW7x2u52dO3diMBjo06dPo+HrS5asYNasrYjiUILB3YwY8QOTJ1+V9Fpu\nqpO9FtZhJgtOaxHL4uvTp0+z9jVy5Eh27NjB7t27KSkp4Z133mHWrFn1trnkkkt49tlnGT9+PKtX\nr6agoCDtKT9tXvgiUdeiAoFAxpYWg5/KeEmShMFgIC8vT7OHM5WxRpcXU4XY5/M1ezzXXnslb711\nPaE+wYWYza/wm9/8rsnPqQLsdrsxGAxxXazpDBGPNeleeOHprFw5C4ulP253FbL8EYoCgrAJWS4C\ncjEYBiHLLyHLdg4ezGbfvn0sX76aP/xhBl5vNTAOuI3QC8FlwCvAXRw6dAPV1dWaCF8kR44c4YUX\n5lNXdxyKEqRDh/e55ZbLyMvLa7BtMBjkvfdW07XrbzGbc1AUhQ0b/s2uXbuaPTlqSSKh+2rpr8jQ\nfVUYW6MOpjq+1ox6jhxHNKl0ZhBFkRkzZjB27NhwOsOAAQOYOXMmgiAwefJkLrzwQhYsWEDfvn2x\n2Wy8+uqrqX6NJmnzwhdZCURRFOrq6jKytBiEJhW3240sy1itVgRBwOv1avoQNmes8cqLpbJPlbKy\nMj766D+8/fZ/cbv3cPHF/+D4449vdH+q4EHz1zoVJVRmTstqO4IgMHToUB5+WGHmzPf49NOvMJk6\nkZ1tIje3B1u2nITH8yaK4sFg6Igg2AgEaqmqquLPf34cr7cY6AT0AUxAHmABHEAtkiTy178+w7PP\nPpxyQFPkRLtkyVp8vpPp3j0Ueblnz2rWrNnAeeed2eBzwWAQSTJgMoUsQlkOsH//Xt5+eyEnnTSA\nc845PVwGLZOIfFFRz53qLVD/3lgdTC0aAB9LaLnGd/7557Nt27Z6v7vlllvq/Txjxoxm7785tHnh\ni1z7SVdpsVSFL1JYLBYLWVlZ4QextauONFZeTCu6devGtGk/WXkOhyPmdk0JcKKsWLGCSZN+h8Ph\npGvXUt54Y0a98OpUOeGEE3juuRPYv38/27dvJycnh507d/HnP28DLsTnKwC2YrEs5+STO3DPPX/D\n6fQDo4ANwHvAycAR4H9ALTAdUSzkq69+ZMGCBZx66qnNXneJxuXyY7H8NLFlZRVSV1cdc1uLxcIJ\nJxTz7bcf07HjSNas+TfV1RZ69BjD3Lk/8uOPs7n11mszwnppCvXeiRRDSF8D4MbIFJdrrHG0tV58\n0E6ELxgMpr20WHMESp3I0y0skSQy1mTLi2nt6lX3FwwG+eKLL1AUhWHDhiEIQtLnyel0smfPHnr0\n6EFeXh4HDx7khhvuxO9/EbP5NPbvf5+rrprM2rWfaZ4WUlJSQklJCQA5OTlkZb2K07kLg8FOXt4+\nfv7zEaxY4WDNmj6AG/gBeBGYBtwEGIBTgTuAHwgG/82uXQJPPfUNb7yxij//eTwjRiQelBKPQYO6\nsW7dF/h8IWvN5VpH//7xy4v9+teXM2fOx3zzzfPU1u4kK2sC33zjpLi4Nxs27OTQoUMJrdFkymQf\nTapBTuluAJxOYl0TParzGERdx4OWSd5O5EFOVFjSVWUl3lgzqRt7bW0to0dfQFUVgIGiogBr1iyk\noKAAh8NBbm5uk2Nbvnw5v/71XchyCbJcyf3338Hs2R9w6NBeYBwGw0Ss1gex2x/lwIED9XKJUkWW\nZfbt24cgCJSUlPDvf8+hX7976dmzI9u3v4zT6WTOnO3I8lRCbs1LgH8DXuAe4G6g7OjvjwfOBpai\nKEaqqtwUF9/M44+/wCuvHIfJZEppfSoQCHLkyCY2blyP0ejm1lvPpX//4+Nun52dzXXXjWPo0O/4\n/PNXyM8/GbPZxoED5djte5t1vlqLRJ/ZZIOckrUOM+UlINZ843a7w3NoW6HNCx+kr0ND5P5jpUpE\nEy14NputRS2peKRaXiyRcTocDmbOfI0dOyo58cTjuPHG6+N25j5y5AhXX30j+/efhCj+G0EwcOTI\nb7n88usIBkUOHbKTk2Nm5szHOO2002Luw+fzcdNNv8PvfwmzeRSKUsHdd5+OoowAdgEKsnwFLtdT\nBIMHNHXleL1eHn/8Bb76ah+BgIcTTyxmx45D5OQMZvnyx3C7RyFJIwgGNxBKbncDBUAQeBroScjt\n+S2QC2QTsgZLAC/BYCkOxyZqair57LPPOe+8czEYDA0skMjcw3j3WXV1NXPmfMfw4fdy8sk2XK5D\nfPPNu/ziF4EmLWCXy0VRUSEez2IkaSCKsgmo0swFeyyghXWYCYIXSazxHKsWbDzahfCppKvCirrv\neJO/JEnhJrCJCF4i+0yFyP3Gyn3TGr/fz4QJd7Bly0CMxguZP/8dHnjgn3Ts2Ikrr7yAv/zldxiN\nRpxOJytXruT3v3+MXbtcKMq5yPIRjMZi4Hy++24OnTu/TE7Oz/F61zJx4m9YsWJuzGLPBw8eJBCw\nkpU1CkVREMVu+HwKsvxbQA3Vvwm4D0EIpuzmrKmpYfHixUiShMsVYMGC/Tgc+QjCUMrLl1BaepjN\nmz/E43FgNF6Cz7eQUNRmNSAB5YQE7nzgbeB74ETgIWAwUAdcBLyHy7WD778vJzv757z2Wg0bN77C\nn/98W7j8V2OVTyLD+BVFObqe2gmzOXRObLZOVFdbcLvdTbq3cnNz6dOnL5JkwW7/ClEMMmDAiITu\nodZcu043iVqHaqqS+jyq16o1BTFWnnNbvFbtQvgiw5XT0Yw28hiRaOU6TIcbRLXwki0vFoumXig2\nbdrE9u0ChYV/weFw4nB0A7ZTXPwSb775JAUFL5GVZeKJJ17j0CEfspyDyXQukrQBWR5FIOBGUd7D\nbO6IzfZzACyWkQQCfSkvL48pfJ06dcJodOP3r8NkOhG7/U/IskDIijoDCADfYDaPxWT6JKUXoqqq\nKn72swtxOgejKCIezyoMhiEIwm2YzXmYTH04fPhhYA4GAwQCcxHFQiTpQuD/gP1AITAC2AKcBYTy\n/UIivREYAMwE3MhyLUVFTzFy5Ehstmy+/fYfbN++nf79+zdqgaiJ3uqEqwYJCcI+HI6D5OR0orZ2\nN/n5gYRcWwMHDmT06O/5+us9dOlShNlczg03XJTUuWtta6clXYyNXRu3240g1C+fl64O640R73y0\n9nXSmnYhfCrpdB1G7lsrwWtsPa45qNVW1MCRlmpdFBp/6GF3Ol1ARwTBhNFYgNk8if/+9x6qqsBm\n+5Cqqjok6UuMxg8RhHIUZTaKYsZgqEMUrRw6tJnCwuMRhDqCwZ1x3WoWi4WXXnqCm266EVkuw+1e\ng8k0i0DgNuBr4BCwEYvlDM4/f0zCkb4ejyfcxV7lkUee5MiRy1GUR5GkWUiSGUnqidE4Go/nR3w+\nEUEwMWBAT4zGM/n66xfw+2XAB6j7uQIYCSwFvgOshNybg47+24EgbOb3v7+Wdevs9Ox5ZvieEoS8\nRnMpY1kgaqCXxWJhwoQzePPNWRw+bCY31891140Ni2NjwRoGg4Ff//oKRo36HlmW6dZtNEVFRQmd\nR50QkUIWGaUcyzpUE/FT7bCeDMFgsFWLzKcLXfg03Lcsy7jdbnw+n2auQy0FT62wYjAYyM7ObrE8\nxsGDB9O9u4cff/w/FOU4ZPkj8vIGA4X4/UswGmUE4RxMps5YrQGczp/h8TyCIByPILxKTk4hdXX/\nJBhcgc93HS5Xfzp2rGTChDFs2bKF/fv3c8oppzQ412effTZffvkRP/74I+PH34zT2Z1g8HMUZSmh\nGpouioq+54EHZjf5HWtqarj++ttYu3Y1oihyzz13M3VqKBepsvIQknQ2BgMoSjkwHngLWZ4LKBgM\nEhaLyM9+1oWXXnoRj2c0oWjNfcAbwFBC7sx84EpgMqJ4DpL0JVAFbMZsdnPBBadz//338eijz/L1\n1/+lY8ef4XCUk59fQe/ev0rqmkHouhmNRgYPHsTf/nZcuOGo2oy0sWANURTZs2cPr7/+CQ6HQocO\nRsaNy6K6upqysjIsFkvS42kNMiGoJNazE8s6BOqJodbF1dWxaJnDl6mIDz74YGN/b/SPxwqqO0EV\nAK0fSjU4xO/3h6NI1Vy8VFFFtLku0kAggMvlIhgMYrPZsFqtBAKBBlXxU0GtkxgvcdloNDJ69DAW\nLfoXNTXzge/Ize1JMPgNRuMb/PKXY1m3bh0Gw8XY7S58vmXAfBRlHEVFZ+D3S8jyUERxOd27v4wk\nreWssyx88sk6Fi4MMnfuQjZtWk2HDrlMnHg3//rXy+zcWc5pp50cXlO1WrNYvvxBgsFuwF7gU+Bf\nOJ3LWLJkMVdfPa5BsI2iKKxcuZIvvviChx56km++OR6D4WMU5RpWrvwjw4f3plevXtTUHGLlytcJ\nBn+BomxCEHYRisD8AUXZiSS9idd7mCNHjlBVZcHvPx84hZBr83NC75+jACchoVtOaekhjMZqPB4/\nMBVJ+hk7d66gY0cPN998HXV133L48Kf07n2E3/3uuqSb2kb2JoRQ9LPFYgn/ThRFjEYjJpMJk8mE\n0WgMbytJEna7naefngtcTKdO57Bq1QGeeupJ5s//kfffn0vnzkaMRiM2my3ufRYIBOIGOLUUaveO\n1ha/QCCQUOJ/5Fpt5PVRI3pVl3YgEMDv94cr1Kji2pQYBoPB8P4BDhw4wNdff80VV1yhzRdtWR6K\n9wfd4kuByOR4QRCwWCyal5Nq7pjjlRdLZZ/NRZIkfv/7h6muvpQuXcbgdn+B1foG2dk/cvhwKdOn\nL8fj2Ywsj0ZRShGEXdhsJ+J2/4DL5UEQDCjK15jNXcnKOg6L5SRWrHgWo/FFrNZTUJQgn3xyJYsW\n3YrJNAOTqQ+zZj3Jtm0T2bRpO15vkN69u3P22WUsXvw0weAgBOFTQu7ELI4c6ciGDRsaRIj+8Y8P\nMHv2ShRlFHb7akymZ8jKEhGEMny+q1mzZi1nn302kydPpLy8gtde6wNI2GxdqK09ldCanAy8TCCw\ngK1bzyIYfIdQJOfho3+TCSWtLwc6IQhLKS110KtXF1asEAjl8F0OgN+fxfPPP8tNN93IlCnXtci1\ng9iu0iNHjiBJXejSpSf79+9n40YjBsMFdOjwS3btWsXtt7/E2LGXUFbmY+rUK8nPz28QNNHaYpMp\npKNmKTRuHcaK+o01BofDkZYGwK1N24pRjYPWE76ihLoU19bWIkkSeXl5za4i0hTJjjkYDOJwOHC5\nXGRlZaV1bImMUZZltm/fzvbtTgoLbyM7uz+dOk3i8OECDhzog9c7A5/vNRTlLBSlEOiLolipq5NQ\nlBX4/ePJzr4bQXiAvLwLqatbgMXyNsFggKys4UePb8TnOx6/fyDZ2ediMvXEZLqBTz5ZRzD4MpJ0\nCxs3Wti2bReFhQEE4RpC6QOPYTafgaL4G7h9N2/ezLvvLiYYnIXbbUVR8vD7H0OWJRRFxmz+mi5d\nQknaBoOB6dP/xoEDFRw8WMmZZ45CEE7BYFAnotMBJwbD3YQiON8EFhJyqBwABmA2ywjCFkTxR0Sx\nK6tXV6AoTmAR8D6wFfBz5EiNdhcuBULBL7UEgx7sdjuSZMNkUnC5ZGAUitKFoqIL2bdvEP/732e4\nXK7wMoC6fpgJ0YJtWYDVeqVmszn8Um6z2bBYLBiNxrBHyOPxhK+PGvTk9/txOp3Y7XZNXJ01NTWM\nHTuW448/np///OfY7faY2/Xs2ZMTTjiB4cOHM2rUqJSPG492IXwq6gTd3AculuDl5OTUczNoTaL7\nlSQJp9OJ0+kMry/Gc7e2hMWnniu73X5UeP0YDEEEARQliN9fiyiOxOPxI4pFKMoRQkKwBXgOeANF\neZ+sLC8PPfQzpk+/i4ED53DSSXP5z38eZdSok3C5Xj768O7GYPi0XkqC1/slMIrDh2+jpmYNbvdw\nfvzxEBddNByr9UYUpT+CsBKz2UGvXjLDhg2rN/7Dhw8jij1wua7E788GngA2EQiMxGgcw+DBdQ0a\ncqpv3cOH90cUX0cQ6ghFjz4HjMBgUBBFGZgH7AHOA+5EEC5EUXpjsfydYHA4u3fvIRAIAr8htP73\nP+BD4F8UFWWGk6agoIBx44Zw4MBbeL2rkaRX6NBhOMGgiWBwOxaLQnZ2AYWFfamu9mKz2cIvYOrE\nCqHkaHWZILJwdHuiNSJLTSYTWVlZWK1WbDZb+Pqo49m6dSt9+vRh6tSpzJ8/n4ceeoi5c+dSXl7e\nrLnjscce47zzzmPbtm2cc845PProozG3MxgMLF26lPXr1zdoWKslmfEUtRDNvbnUYrZq65tY0ZDp\nzBFsjGTLi0H6SoxB/XOlpkoUFBTwi1+MZN68OwmF6n/JkCF57N27CZPpHLxeJ1CLweBHlu3AcKAG\nq9VGcfFFdO7cmUsuuYRbb50cPuZzz3Xnppvu4vvvX8Jkgsceu4OXX57Nrl13I8u9UZRXyMry4PGc\ngKK8QcilOJa3374Yv18ALkSW/fh8i5g+/b8Nohj79++P3/8NsnwGgvAgiuJHEE7CYDiJJ5/8DZde\nemnc9ambbrqRt976hJ07j0MQJBQlB0G4HYPhKgoLJTyewbhcAzEYBBTFgaLUEQgECQS2AwcJ1ek8\nAfgloZSGLqiJ7d27a1tWLRVOPXUUffv2pLa2luOPP8ScOa/jdmfj9X5Pjx6j2bt3C1DJKacUhwNp\nVNRAsKysrJh5bS2R6J0JFmemoF4ftYjF0KFDqays5MUXX6S8vBy/38/LL7/M1q1b2bp1a9KBcfPm\nzWPZsmUA3HDDDZx11lk89thjDbZTo1nTjdDExW8Td4b6UEGoFFZubm5CgR3qJK62MLJarXEvuOrC\n0bq0T11dXfjtLJLolAmLxZJwAIzL5QoHM2hBMBikrq4Oq9UajhyNjhqVZZkPPpjH1q076du3Gxdf\nfBHTpv2Njz5aSVXVfsAPdEJRshGE2zGZRtOtm4lgcBJz5z4Rt4i0elxRFHE4HMyePZsjR+ycdNIw\nHnroUdasGQZMBwRC62qDgYcJtf1xAo9x6aU/8p//vFhvPUSWZZ544gmefHIbivLaUWvOg9/fj9zc\nDgwc2I9Zs16MGVRSVVXFzJkz+eSTr8jNLcNorKO0tCPbt1dQWvoI69e/Q0WFjKJ0ArYf/dQPhETO\nTKiSy2WE1vY6ApuB+wAzM2ZcxIQJE1K9ZOEXEy3TWTZt2sSTT77G6tU51NUVA98wbFiAt956ukGL\nI0mS8Pl8DdbEY1U90arbejRqh47WLscVDAYJBAKaF89vDmrHEnUuee655+jZsyfjx49Pab9FRUVU\nV1fH/Vmld+/eFBQUIIoikydPZtKkSakcNu7N0a4sPkjM2okO/7fZbE1W9mgpV2eq5cVi7TNV1MnJ\n6/XGPVcGg4HLLx9X73dTplzHsmXrEYRpSJIfg+FNRo7szdq1TyCKHZAkH3/60028/fYHrFixgeLi\nIh544I56Ihg5aeXk5HDNNdeEz82//jWdU0+9EEW5GOgP3HV0y48IpRL8DjiOiopV9QIE1PFPnTqV\nd9+9iJqalwkGB+P1PoXJdDWi+DybNz/Ebbf9kbfemlmvRmZFRQVjx16B0zmGYHAkovguDzxwJzfc\ncAMTJjxAQcHx+P0eFEUEvgRuJSR0JxCq1dmHUN7efwm9DAwGXgYqAQ+bNw/JqHUpn8+HIAiYzWbq\n6uooLy/AYjmOjh27Y7FchN3+CmvXbuDccxu2OIpFIlVPIvvpRVqHx0q39Wgy6XpGj6W2tjbh4JYx\nY8ZQFSquW29fDz/8cINt433flStXUlJSwqFDhxgzZgwDBgzg9NNPT/JbNE27EL7Ik9zYpN8cwYv+\nvNZErktqVV5MK+GL7B8oCELCDXNramq4557HmTPnY7ze2+nV6zpycnKoru5M795beeWVZ6msrKS0\ntJQ///kRPv44C5vtHxw4sIVrr/0dCxa8Wq/6f7R7VT03vXr1oqCgEKfzHiRpD4piJpQ28CtgLaEC\n0L649T6Liop46qmHeP75/7Bjx5vs29eNnJxnjrqFJrN+/bkNerg99dTz2O3XI0m34fPtRlE6cs89\nr7Jy5RZKSzuzb98qBKGAUDmyMuBcQoErPkIly2qAIUBnQut6LxOKAr0ZmMeSJWux2+2aR9pVVVWx\na9dezGYjxx/fr8no5GAwyIcfLmb16j0EAl769ctm165d7N1rxmQajMdzEItlCQUF2Rw+7Ex5fLFe\nTCKtw1jd1mPltUWSSYKTCcSaE5xOZ8LBLYsXL477t+LiYqqqqiguLubAgQN07tw55nZqN5NOnTox\nbtw41qxZowufFsSa9COjmwBsNhtGozGphyKdASNqx3gtyotpQeS6opoq4XA4Ej5fd9/9MF99dRyi\neA6y3Jtdu/bTr18PRLGIujovRqORrl27YrFY+PjjLygoWI7BYCYrqw8Ox5d8/fXXXHTRRXzzzTfs\n3LmTrl27Mnjw4AZrrwcPHkSSBCTJgKLkE7Ks3j/6118AY+nVy8vDD/815necNOm3LF26DVHsQiBQ\nh9XqRvWeBIOr6d27NOyeUifg6moHktQfr/cxQo/XTiTJxKpVhUyb1hmv93NCJcgg1GdvFyHrs4ZQ\nrNlYQg1oiwkVq/6ckAVoBSayb9/TmrgnI+/V3bt3M2vWNxgMAwgG3Xz99Sdcd93PG3W9rVy5lpUr\nDXTqdCWrVs1h1SqJujoDshwgEBCw2U7Hbv+KLl0O06dPl0aPHw9Jkhq91yOtw+hu66oXorEk75ZO\n64lHpglwdAK7Fi9Zl1xyCa+99hrTpk3j9ddf59JLL22wjfoSnZOTg8vl4pNPPuGBBx5I+dixaNfC\nFy140fluye5XS1QrRnUlaVlerLmBOJHripHFtpPZVzAY5KuvvqNDh39iMCzE5XoVSbqZmpr9mM0v\nctllP/n0BUHAZDIiSTUYDMVH3/BryMrK4qmnnmXmzMUIwnDgdf7whyu4+eYbqKioYObM/1BVdYSl\nS78kGLwbRekL/IdQCoEJQTCjKDIWSz7/938PxrSc582bx5Il1RgMy1AUE5L0LqJ4LwbDeRgMpeTk\nrOfpp1+uN1ZRFLn00nNZsGA6cDuhIB03kvQsDsd6amuL+NvfpvKb39zBvn2zCa3nfUmoHqcBKAW6\nE1paLwFyjv47D3gUUbyNnBybZrmi6j27dOkm8vLOID8/JFC7dils376DoUOHxP1seXkVBQWjKC9f\ng9M5DIulBLd7HWVleTidn+L3/4jNVsMVVwyO2zMw3jOzd+9eXnllPvv3O+nWrYCJEy9JqL9f5H6j\nn5V4BaKBehWNMrVjQksQS4C18i5MmzaNK6+8kldeeYUePXowe3aoWtL+/fuZNGkS8+fPp6qqinHj\nxiEIoSbc1157LWPHjk352LFoF8IX7epUSzFpIXiR+9UqRzDS3apGDmoZhJDsWJtaV0xmf6IoYrNZ\n8fn2UFh4EZLkYd++aRQWFtGhQzaPPPISxx33MXfffQt9+vThyivP44UXLkRRTsZoNNKvXwWdOnVi\n5oKhquAAACAASURBVMzp2GxzMJkKCAYP89RTV3DaaaO47ro7sdvH4/MZqa7ujaKcjSD0QFFGE7Kg\nfo2i3IAofklJSQ0nnXRSzHFWVOzB5zud7OyQW81kOguTycyrr96Dw+FgxIhHYtYJvfzycTz88OuU\nl+8BthESt+Pw+xehKBJ//ONDLFhQC/yLUImyL4B3CAWynEko1aEQeJWQFXgaUI3BIJCdvYDzzz9R\n8w4afr+EyfRToJMoWggGA41+plMnG9u2VbJrVwUHDnQ5+nLiw+12MnBgMSUlXSgq6s3114+P+Vwd\nOHCAZcvWoSgGRozox4ABoXVbr9fLjBkfIEm/oEePfhw8uJlnn53D/fdPSukZiJXkHQwGw4Xam2of\npK7jpoNMsfhijUMri6+oqIhPP/20we9LSkqYP38+AL169WLDhg0pHysR2oXwwU+Tc2SEp9Vq1Sy5\nO1Xhi+du9fv94fG2NJHriom4WRN5gAVB4P77b+Mvf7kTl+tcDIYfGDduNHv2HGDv3nHk5JzJihWf\nUFHxAFOnXsvs2WsJBq/A6dyCybSWPXvKeOedOZjNZZhMoQdSFDtQUyNywQW/pLr6YkpKrsVqXYKi\nLECWPwOuQBBEFKUEUfyeTp1+zxlnnMyf/vRK3Ii+AQP6oyj34nTux2Q6F0HYxvDhgzj11FNjbl9T\nU8OuXbvIysqiqMhIebkb+AOhxrL3IQgyO3ceYfHibRgMY1CUnwNGZHkDIXH8GFhDqCffhojPzgDW\nA4fo3XsPkyY93uj5VQkEArz++uts2/YjJ544hKuuuirutRk+vDuLFn1F584j8fncGAxb6dHjrEb3\nf/bZp7Bhw384eHA7gYCLwsIz6Nz5LPbs+TvduxczfHg2559/ZczI4cOHD/PccwuRpFPIzs5j/foV\n3HBDkKFDB3Po0CHq6gopK+sHQOfOg9i7dzk1NTVp6fPXlHXY1gJpGiPW/OX3+1u9rFw6aDfCFwgE\nwpUJjEZjQvluyRAZhJLsflu6vFhT+4y0OkVRbNLNmuz3vfDC8+nZszsbN26kqOgCiouLueGGZ+jQ\n4VoAjMYb2bv3Yx566FmMxifwek2IYgdk+V6CwT7MnfsxgUAVtbX3kJ9/KUeO7Kaurgqz+UYkSaGy\ncgOC8BSK0p9QKbAXUJQCTKZSOnQo5/nn/0GPHj3ius8UReGZZ17C5XIDu/F4plJYqDBjxmcxt6+o\nqODxx9/B4+mHJNVy6JAbQegG/ICiyMBoJGkbc+bMwWjsCTgRBDuSdICQqE0iZOXtBF4HniQUgCMA\nFrKzPyIrawwWSwcefPA97rijhpNOGhG35JQsy1xxxfV89ZUPj2cs2dn/5osv1vLcc0/FHP+JJw5F\nEDby3XfLycszccYZo+nQoUOj1zAnJ4crrzyXffsseDz5VFWtBdYxdGgO998/FZvNFvezmzZtxe8/\nkdLSwUdTKiwsX76EoUMHY7PZkOUagkEvRqMFv78OcGpeClAlXoGHZANpEm38Gwt1H5lAdFm56N+1\nFdqN8KluOvXG1fpiNmd/kVGR8azPlhS+SKtTEISkolrVfSZ6HgYOHMjAgQMB2LlzJ5LkQJb9GAxm\nFMWLJDlxu0OdyQMBO+BHUUo4dOhNLBaZ7OxB2O0K1dW3YjRWUVr6Ig7HZ0jSfwmJ3XhE8QJyckT8\n/ufo0uUjTjutL6tXH2bChAeoqzuAIAj06NGV6dPvZezYMeGxLVmyhC+++BZB+AooQ1EqqakZRU1N\nTTjqzO128/77i9i+vYp169axb9+5yHJnOnXqQyDwA/n5NdTVeQgGRcBFKDjlQeAfgB1Juo9Qseyh\nQAfAQajZrAeIbO1ThNu9n0DgM7p0+Rc5Od158cXHyM3NoaioiE6dOjVoV7NhwwbWrNmGx7MFMOF2\nT+Gdd7rRt+8gxow5mSFDBte7FgaDgREjTmDEiBMSunYqXbt2pXNngaysMzjppK4cOLCR4uL1CYqU\njBoopChy+L4pKirisssGM3fuyxgM3VGUXVxzzehGhbQlSDWQ5liwDuM9v5k85ubSboQvNzc3vLYX\nDAbTcoxEJ39JknC73QSDQaxWa6OdHNIVeRa9z8asznSyf/9+HnnkWWprK6isPIMOHa7CZPqeiy4a\nzv79VXz44d9QlAnAPgThS4LBYurqNpKbO4JBg24nEPgt5eVn4HB8Tk3NEqArIUHpiqL46NChGz7f\nKHr23MzChV9ht1uQpC4oyjsoipVdu6YyefK9vPNOLqNHjwagvLwcQShFUcqOnqdSoCvXXHMzK1Z8\ngs1mY+bMd9m0qRt5eSNZs2YuktSbnJyBHDpUSU5OZ4zGDwETodqcCzEY7kCWjyMnx4DXuxZJshBK\nqO9CaJ3v4qPbdwbuJFTg2gv8FbgSWe7EypVPceKJN7JxYxX/+tc2FGU3EyeezhlnnFovcKOuro5A\nIO/o/gBykSQL27b1Zfv2r5g0KUj//selfO1yc3OZOPFcZs1awJ49Hnr1KmL8+AuavG+GDBnAp5/O\nYd8+M1ZrLm73Ki6/fET472PHnkX//r2prq6mY8dBlJWVpTzWWGixtpZoIE1jvfQyeY0vE8aVDjLD\nvm5B0hnC3NS+JUmirq4Oh8OB0WikoKAAi8XS4jdX5PGCwSBOpzPlotbNOa+BQIApU+5h3brR9Or1\nMUVFdyAI7/KnP53CddddwfffVyKKduDPwB9QlC2ELKI/sn//D/zww1UYjXkUFnbG6Xz3aJ7eFYSC\nRt5Bls3U1e3B5ZrOd995qa29l2BwKqG6oHVAGYJwMx5PPz788KeF9zPOOAPYg6J8BlQD1wKVVFYK\nfPDBBzgcDjZvrqF79wuort4GFCEIVYhiERZLN5zObzn++C5kZS0iVGR6BIqyBkn6K0ZjFoHA8cAE\noB+hyi0nAJ0IpTFcRKiizM2ELMR7ARFJKuHw4SqWLv07FstQFOV0tmw5lVtvfZann34Vn88XLkhc\nVlZGIPADoe7u24G/oChebLau5OSM4eOP14Un5FTrY3bv3p1p037N3/8+mSlTxlNYWNjkZzp06MBt\nt13E6NGVDBq0jVtuOZmBAwfU26akpISBAwemTfTSiWrtRdbDzM7OJjs7O/xCKUkSXq8Xl8sVDqpR\nX8ozIcWC/2fvvMOjKtM2/jtlSmYy6QlppBB6CUUQKYqCFBUUBKzYBXfX7lpX1/atrqxlXXXdteOy\ndhRUlCJVBJTeS2ghpE/KTDJ9zpzz/THMOIQECEmEFe/r4ro+98uc8572Pu/zvPd9PwSJRv8rfRWb\nizMm42vLPbPIczR27JZ0ZG+rUufPmUFQi9fae54ngtLSUoqLAyQmXkUgoJKRcSX19Svo1asXq1at\nxu0eS17eTezZcwhFmYuivAvMICj89uJy3UZ5+SP07JnB6tXV+P3/IOh0cjswEEEYjqIE77ck/RWv\nNwWnU0XTbASlDX2AHYcZkz9bwnXt2pWRI/uzYMGVBNeGVwJv4/XO4+WX3+XSSy8FFAKBoNGyTpdO\nIFCGojx++Fg2KiujMRrvAPJxudYD/yQjIw23OwpRvAVVHQq0JxjcVKCIYHboBXKBkcA2gllbO4J7\ngSKBwPUoSizff/8uGRmPoapbWb3aQEzMXG68MdiMdsGChQSD/zcEPT57o9fnEAg4MRhM6PU/Z/NN\n+WNGutGcCJqrLU1KSmLs2BFHWfFpmsa8eYtZuHAHmgaDBuUwadLFrcpqjjzXL4VjOdK4XC4kSQrv\nrZ8qIk1jri2/xia08FvG16bHDhnx2u12BEEgNjYWk8nUrI3s1h5vSJoQ2lCPjY1tlazzZMYZFRWF\notjxeu2HP/QAmlZDdHQ0Op2MIAQ7gufkpAIHAQFZbofRaDjc8sdCXt4unnnmAZKSsjEYYgkGkHqg\nIx07JrNp0yKys9ujaV7S0lLQ6wMES4xfIQi3IIqfkJJSzJQpR3Ywd7l0yPL/EbQ6ewW4AHiEmhqZ\niooKLrmkJ0VFM9A0AVXdhs9Xis/XDVHUGDo0C4/HiMVyPoKgIooyEI/dvhdJisJg8BIMZApBUsts\noIyg/GETwUA7iGD2Nw/4EPgOGIkkWdC0IbjdXvz+AvR6B9nZl7Bp00EgGMieffZFgp/2pMPnGYem\nBa2k6uq+ZdSooK5Op9OF3fkjy9uKohzRquaXbCW0YcNGvv22lrS0O8nMvJcffpBZvPiHNjvfqS7l\nhc4fyg5DrYNCzwN+3oYIPQ+Px9Mmz6Nh4Pu1dl+H3zK+Vj/H6Wov1lCaALQZU+54UFWVBQsWsH37\nbvr1S2PDhntR1SFI0gaGD8/ljTc+ZM+eg3i9O9m1S0FRkjGb1+LzBVCUZ4HbkKQ1REev5ZprfofV\naiU72wSsxe8/F4djMdHRRcyd+wmyLBMfL7B+/Z3o9XeTkOBDlhdwySUDKCuromvXy7juuqvIysoK\nj+2tt2awY8ceNK2YoNuLAviIitIhikE3kfHjLyInZxOvvz4DcCFJVfj9X+B2b+T229/n6ac/obBw\nA07nITTtfGAnNls0dvsOBGErwazVRTBInwVsAdYd/r87EBSuDyQocZhMUOt3ARZLGZK0BVXdgijO\nZuDAKXg8NuLjg+QPm82GpslI0nwCgZuB+xAECxMmjGHAgCLOPnsYnTt3xul0HvFNNJWNNEbcaEuN\n27595ZhMvZHlYCaYkHAWe/YsZfToVjn8/wSORaQJPYuTbSzbHPyaM74zJvCF0BLZwYnA5/PhdDpb\n3V7sZMfbWJsgURTD/dBaCycSoENjefnlf/Hxx/sQxeFoWhVduxYzZoxGUtKFvPLKh1it45Gki6ip\nuQNV/RGLJRe9vgcdO1ZSUDAPm202yclmZNnEyy/XoGnr6dMnnri4JezY8SZdu2bw4ovvkZyczPnn\nj6Ow8Gw0rSsu13Q6dGjH22+/TV5e3lFO9ABvvTWDF15YjCy/h6YdAB4GLkWSrsRkWsE553QiNzcX\nQRDo27cvGzc+hMn0IbIc3KNyuaazaNFSOnSIYvv29xGEAQjCLFR1FWBC0wSCbZLOJpiNjTz8z06w\npLmOIAu0G0E/0Y4EvTv/gyi+Q5cuo4mL28aAAR3QtHTq67eg0+3kuuuCBuCJiYnExERjtW5Bln9E\n07ZjNI7ikUfuIS8vr9nP9HjEjZaW5kJ7jCGtWGJiNG53McGSNTgcxfTo0TbdE05nUkljaEyE31wi\nzbHO81vG9ytGW7zooQnd7/efkO6tOQhNHs39SBs6wESOKdKyrTXvx7HMv0M6SqfTyaxZP5Cc/CGy\nHI2mTWL//qkMHHg2VquVmpo8kpKuxW5fj6b1RxDupmPHboBGefkE1qz5luTkZIYOnYDHMx2TqQea\nprJp0+945ZUrGD58OC6Xi127djFz5kxKS9uh1z+P0SgSCNzH3r35tG/fvslr+OyzhQQC11Bf/2cE\noRRJSqNDhzLy83+gX79u3HbbLUfsj4migKo6Io7gZM2aAhISphAXN4Pq6i8Itha6GbiMoNTinwjC\nRIId1ksIEls6EZQxfEhQtG4mmPFNAj4AkujRYw833jicbt3Oo3v331FQUIDb7SY3d2BYdyeKIl98\nMZMJE6bgcARF8K+88kKzg15TaGryba5ZtKZp/PDDTyxZshtNk+jdux0TJoxkyJCzWbt2Bhs3bkKW\njeTliYwefdUxRvS/jZZWcxp7HsARwfBEs/WG80FbmKGfLjhjAl/kAz2ZQNIYGrMXkySpTTbim4NQ\nkAEa1eK1RfBv7JjLly9n3rzV6PUCkyZddLi5qw9BiEKSzId/JyGKceGeh5oWykRFwB8RpANAIEz/\nrq21ER/f6fAxRAShE7W1tRw6dIjrr7+XmpoU7PbtOBzpmEwaTmeQyCMIXubMmYPf7yc3N5f+/fsf\nkaGIokZt7XQ07QUEYRCq+gYez394552/H5EZrlr1EzNnLkOnS8HhuAa9fhqSJGI2f45ONw6jMQVJ\nOg+T6RtcLiswlCDDMhfoh6a9RpDU4gfWE/To3ADEEcx25hHU9q0+/P/rj9NZRFWVk969g3q7Hj16\nNPosevXqxe7dG6ioqCAhIaHNmXlNleYaTr6RdmC7d+/mm28qyM6+EVk2smHDUmJjV9GjRx42m4DR\n2AFVtZOYKLdZv7zTJeOD1v8mQ4EtEsfL1iOdaiRJwm63tzjjmzVrFk8++SQ7d+5k7dq19OvXuG/r\n/Pnzueeee1BVlVtuuYWHHnqoRec9Hs6YwBeJEKvxZPfdGrMX0+l0YR1ca+NE9/kiBfGR1OljHbO1\nPriGY5w791uefvordLprUVUbK1e+yPvvP0NGRgZdusSxY8e/iY0dh9O5joSEMjp37owsy+Tmvs/e\nvX8HOiHL29Hr38duH0lNzT/x+QoZPHgyY8cOZMCAXqxd+xbx8dPwevcjCEvJz3+BJ554icrKq4iP\nvxpR3E5l5Si83hcIsjzfRRTjuO22vyHLMUhSHXfddQX33HNH+H0YM2Yga9YIwEA0zY8kTcbr/Yjq\n6uqwZVbQCHs569cXUleXj07XB53uGwYOTGDz5gBLly5HFH20a3cuPXp8zsaNo1HVAlQ1lWCPvUKC\n4m0/wWxQIhgU84GlxMV1xWbbRNBbdAJQjSStxePRs2lT4Qk9D0mSSE9Pb4Une/I41uRbXGzFYOiC\nIMj4/X5iY7uxc+dCduwoQpbH0LNnHiBQUDCH7du3h4N9a+N0CXy/BE4kWw8EAnz33XdMmzaN3Nxc\n0tPTcbvd9O7dm/z8fCwWS7PO2atXL2bPns1tt93W5N+oqsodd9zB4sWLSU9PZ8CAAVx22WVNNp9u\nDZwxgS/yBQ9lDSeD49mLtUQT1RRORB8Y2SboWIL4Ez3mySIk3Zgx4xuio+8lNjaYlZSW1jN79lds\n3LiXnTtLqanZiCx/zlln9eVPf3omvKp/770Xef/9j9i7dyUDB96FzVbHsmXvM3/+buAuXK6uvPnm\nO4wbJ3P22Tv46afziY2N4bnn7qZTp07s31+CyTQEp3MrBw48AIxA095Gkt4jJmY4NpuApo1AEKah\nKFt48cVHueaaK8jOzkZVVc4991wSEhbj8zmRJD1RUaCqXjweD2+99QnFxTa83iqWL1+Oy3U5RuOV\ngA2HQ8+yZe9jMr2CyeTC6VzGoUNzgThSUkZRVjYdQchH0yqBSuAKgvt8DxG0KjMB/0KW92E2L8Vo\nHIvVuvuwE42CLHdF0ypITDw6+7HZbMyZMwe3282IESPo3Lnl4vS2QmjyTUyMwe+vRKcL7u1VV1vJ\nzrawa1cZUVGJ+Hx+BAE0LQGbzR7eRjjd3U+ai1OddTYkNhmNRi699FKGDRvGM888g16vZ+PGjcyY\nMQNRFPnxxx+bdfwuXboAxy7prlmzhk6dOpGdnQ3AVVddxZdffvlb4GttnMykf6rsxY513KbaBJ0q\n+Hw+XC4Xer0eWZaRpMjXS2L27IU4ndeSnv4KiYml1Nc/yH333XTEnpvH46FDh0wyMpIZNWoUsizz\n/vsfEQikotPFo9MNQxB6sHjxKA4dWoUsy+GPVtM0unfPZcmSL6mt3YSm3YMsdyEQcCGKM9DrzWia\nB5iOKJoRhN4oyjx++OEHcnJykCSJ/v37M3ZsPgsW3I6q9kPTvuOee27mvffmYrX2x2LJZcGCT7Db\n/chyD+rq6tE0HZCLosSj0x0gOnoakpSJ230TTudB9PqeJCWl4nbvxuUS0LRRQG80zQRMA94kqLvL\nB8BgqCY+3o7Vegi4CUFIRVUXIcsFTJt2zxH3vKamhhEjxmO19iEQSOG55ybzySdvhF1oGkNIYnMq\nxcm9evVg58757NkzC1E0EB9fycUXj8No/JEfflhLZubwwzKXnbRvf/5RDX9b4o0ZwqkOOqcTGs4v\nsbGxBAIBbrzxRvr27dvo37QWSkpKjpgDMjMzWbNmTZucK4TfAt9xENI0nUp7scb0gcdqE3QyxzxZ\nhPY5fT4fkiSFmazXXDOKZ5/9B37/9fj9NZhM31BSUoPReA6VlZUYjWb27cvg8stvZfToETz22F1U\nV1dz661/xuk8G0WxM3Pmt8TGmtm/vxeBwABUdRuBwE4kaRqCwBEr1dDC5I47bqCo6K+sWLEFTbue\nxEQjPp+EzZaKx7OFYKmxCkEwoyh2JKmepKSkI+7Lyy8/w6JFiygrK6NbtyfIzMzkueeWkJU1BJvN\nRnT0+RgMP+HxfImq3gkYEIRgix2H4xskKQVZPhufrxpBiMfttmI0JhITk4LbvQxVXYgo1iAIw1HV\naoJszikIQj1m8xVUVj5GdvY2kpN7o2lmoqICpKSMpV07Lx06dACClYd//vMN/vOfjzl48Byiol5H\nlkW83sE88sh0li6d3ejz+vbbRXz77Xb8fpEuXaKZOnVSs8tXrQGdTse1146jsrISRVFITz8fo9HI\n2LHD8fkWsnjxE9TXOxg2rAdxcXFHNfxtjNIfGQjbso1Qa+J0C74NyS2Re3xNjXPkyJFUVFSE/zt0\nTc888wzjxo1ru8G2AGdM4GuM3HIsRJYPjUbjCTmbtKVG8HTTBzY0tA4Re0L7B+PGXUxUlIF58+Zh\nNhuJju7DCy/sQ1UPIQiZeDwF6PU2YmKeZsWKAzz22AsAuFw3k5R0EX6/n4KCJ3G7t9Kx40y2bNlN\nIDAMv/93wAauvHJEuI+ay+XC5/MxY8ZHzJjxNaoq0r59DF7vclJShlBXV0J9/edIUjWZmTGUlV2L\nz3cFsryLnj3dDBs27IhrE0XxiAaYVqsVTXOjqqGO4F7S0ztRXLwRn+81NK0CgyEdSboNt3s7bvfc\nw9nmWXi9PZHlCTgca3E41pGUdDOxsTqKij7FaFyLpqnY7ToEoRKdLgm/34fbLbJ8+R4EoQ8mUx5R\nUQ7S0xMwm38uc95998N8/XUVLlcXFKUzTqeL6GgzotgRm83W6DPbuXMnX31VSlLSdVRVlbN27Q4s\nlm+YOvXUsCYlSQrrJ0MwGAz06tWBdevspKUN5OBBB6+9Npu77ppIXFzcCVP6PR7PcSUWp4M12OkS\n+Bobx4n24vvuu+9adO6MjAyKiorC/11cXExGRkaLjnk8nDGBD44kdDT10je0Fwt9bM05flsgFGQi\ns6pThcZINCGiTwiCIDBy5IWMHHkhPp+P4cOvp1u36ezY8TweTwcUZScJCekkJg4HNNaunUB2dhpG\nY+7h34MkpaMo27FYYsjP78r+/Qfxeuu5887hPPnkn8OuIgaDgbVr1zJjxhZiY79AkixYrc8SG7sY\nq3Uehw4Vo2nnYLNNoabmFfT6HEympRgMu3n22X+Es4mmkJyczJAh7fj++4+RpFwMhu+wWFRkuQPl\n5Yn4/R0xGi9DVWdwzjnD8PmsbNu2Hbe7N3A+ipKCplUiiheRmhrP8OFDKC/vTpcua+ndO49rrpmO\nosQjSQNxueYSJLrcCNTgcq1BkuLZunUmTz11IWvXrsXv9zNnztfI8l4MhlUoyn2o6lB8vlQCgUfw\n+3288cY7TJ160xELo7KyCpzOGLZuXYjTmYym+amoWMzkyWNOK9r6J58sobr6HFTVRGZmR8rKfOzY\nsYvBgxsv356sxCL0N6dL8DmVaOweOBwOYmJiWvUcjWHAgAHs3buXgwcPkpaWxscff8xHH33Uaudt\nDGdU4AuhsQB1OpUPQwhlVYqiIAjNaxN0PJzMWI9FojnW8YKTTmgvxoIsZxEIGHA6d+N2FyKKOqKi\ndAwb1od33vkAo/FhfL5aZHk9HTtqVFX9m6iowaSnL6Jfv/48+ujD1NXVHWESsGXLbjRtNLIcLM3E\nxFxDXNxOhgyJ4803c9HrP0JRngEewu/vT48ePbDZvmbmzK+bbC4biSuvHEe3bluwWmu49daL8fl8\n7N69j2XLdrB9exW1tS/St+9I8vOHs2TJ88hyKpKUgSiaCQRkFMWL2ewlOzsDWZbRNIXExHgsFgtd\nupzLnj2L8Xi+OHy2VHS63sjy+Xi9/0Kn209MzCEefvh5AgELHTrk4/X6kWUBne5CoqLux+2+DK/X\ngyT1pqrqcf7ylzcoLi7l//7vz+FriImJZs+ehajqPcTHt8fl2oPLtZOFC1dxxRUXN+tdaCmaCjab\nNm1h9epDiOIYystFDh3aSvv2GqravHf1WO4nITeaUJne6/W2qRvNsXC6BN3Gvt2QCL4lmDNnDnfe\neSdVVVWMHTuWPn36MG/ePMrKypg6dSpz585FkiRee+01Ro0aFZYzdOvW7fgHbwHOqMAXmfGF2Jen\nU/kwEpHs0SBRRGq1oAfNG2tLSTRms5kBA/L49NMXEcVHMBo7AgUEAmvYt+9p2rUL8MQTtzBixPnU\n1r7K119fiSjCvfdewdixY3jttXcpKHibbt3ac+ON9+Pz+Y4Q5KuqitVaQm3tAQRhBImJibjdm+nZ\nM5m6OhuCEDJC9hDsfReELCficnlP+H717t2bJUuW8PDDz+N2e5g48UJeeeVhDh48yH//Ox+73cqh\nQ/8iKWk/fn8HSksPUlOzC1XNxWSqICWlCIMhg5ISK7K8nGHDJgGQkxNNICBQUxNLWVkpIKNpP6Gq\nmUAagrCB7dutqOpVCEI81dWfExPTHo9nCoIwDUkqJCXFgsczHEH44PA9OY933+3N008/Fn5WXbp0\noV07kcLCDWjaAUwmNxkZA6mqqj/iWisrK9myZRcAvXt3a5PO501h4cLN9Ogxjp07N2MwDKGiwkpS\n0lq6dr21VY4f6UYTWsCF5oOm9G2tbQV2uiLyulprHhs/fjzjx48/6n9PS0tj7ty54f8eM2YMu3fv\nbpVzngjOqMAXQuhF93g8R1h5tXR10xqBL0SmCQQCYfZoyFT6l0ZzFgVNSTk0TWPmzE9Yv34PHs9+\nNG0Pyclx9OnTh5KSPZxzjoH77rs9vMJ77LH7ePTRe7HZbOFn8sgjd4fvSUN9oqZpPP30C8yb58Hr\nPUhh4c1UVSXQsWMNt932CEVFRcya9SiBwD8IGkL/FYPhATwe8Ptfbdbm+7p16/jDH55DEKYj41Lr\nJgAAIABJREFUSQm89trTiKLI7bdP44kn8igvL8dqtTJ9+j5stkwMBh/p6eVERa3immv6MmrUSLZt\n24cgCJx11kQyMjIOe4naqKvLJCZmOHb7drxeC7IcwO//OxbLHiwWhdraK5GkGwEIBNJRlJcYMcJA\nXd2b5OSk0qPHbfzlL9sOZzTrcLufQNMCPP74M/z5zw+i1+sxm81ceGF3Fi1SSEzMwWCQsNk+p1On\nbqxcuY4dO8rwel3s3n0Is3kkmqbx/fdfc/vtlzTZrb61oSgqOTkDiI4+QHHxOgRhP5Mm9T+CgNTa\nOFapNJQdtsQK7Fg4nTK+xsZxOoytLXDGBT5N01AUBb/fD9Cq9mKR52juC9OwjBhJpmkLfeCxgnSk\nI01z9hQbO97KlSt5880NpKS8iyyvZsuWNxHFaNzuEnS62WRm9mPPnr3k5eWF/RpDK+1QzzKfz9dk\n66SysjK+/HItsnwDKSnVCIKGxzMDiOfWW/+GIDgZN+5sFi58Eb9fICsrnrS0jxEEkcmTR3DZZWOP\neU179+5lzZo1mM1mNm7cjt9/E7GxQw9f72PMnv0It98+Db1eT1ZWFp9/voysrFsRRZXi4npstlpS\nUvZz6JDCP/7xAS6XB7vdwcaNBYwefTbnnjuY1NRshgw5D50ugUGDzmflyjpgDv37d+NPf/oT1113\nD6pqQVVBEKJQlBi83nruvfdxunbtgs/n45NPvkZRtuByjUfT1gJXIAjn8eabC1i+/HoGDBhM587t\nuOyyoXg8S/jpp7eIihKZMKEXUVFG1qxRSU0dw9ata9m718uwYdlERydTWqpn9erNjB8/6pj3qbUw\naFBHvvnmO5KSziEnR4ckVXPWWWcd/4cngWN9pw31bSEcy42mMSLN/woa3ouWGHz8L+CMCnw+nw+H\nwxF+oVubxn0yvpotIdO0BE0FvlDAa+6eYlNj3ratAEm6AJ0uhnbtRtO1qw2b7VVMphTq6mL57rs+\nzJu3laVL1/HCC4+HSQeqquJ0Oo+babpcLsrLi/F6V6NpPRCEJahqNTrdHaSmXo3PV8HWrbexePHn\ndOvW7YgPOnSdTWH16tXcdtvT+P0XIYqb8fuXUVOjYbd/REzMVej1HTGZjtTC1da6iIlJp1+/ODp3\ndjB//hYsli4UFLjZtAm83lIMhols21ZGYeE2NA1yc5MoLDxESko3NE0lP9/AzTffz5AhQTLHeef1\nZPPmbxGE/gQCsQjCHNLSdPTr1xdBEFi27Ed27UplypQZfPrpg9TWXg78Dk3bitsdw6ZNqSQlDcXr\n9eHxLOOBB26kpqYGi8WCTqdjxox5pKRcgF4fhSRFI0ldqKurIDo6GVk24vMFTugdaA6a+kaGDRuE\n0bierVtXYLHoGTHi4hNqbvtL4XhWYCHLr8YkFk399nQMkHV1dW1mFXc64IwKfKHJXBRF6uvrj/+D\nkzzHiZQlm1tGbOtSZ3PszhpDU2NMTU1EUXajaWMRBAGjMZ6RIwexfv0+srNfR5bNaNpY1q69j507\nd9KpU6fw3mZ0dHQ4C4xEaFIRBAGr1YqipB6WDyTi95+F1zuW5OSJAOj17YBz2L9/Pz179mxW5vzU\nU68BzxIbO4T6egfl5bcR7IZ+PlVVLxAT4+H++18/4je9erVn6dIfyMq6CLu9nEBgPxkZN7Bo0SyC\nndg7Ehs7DodjDdXVVSxbtp3777+WkpJPKCh4FU3zc955qZxzzoDwMS+77FKWLv2IgwefQ9NUOnTo\nQo8eP0swfvppO99++y12uxWvF2AYsICg0XU+UM727eD1GtA0G9XV1WFikqZpmM166urqMRqjyctL\nZ+vWObjdXamtPYjbvYp+/ZoWw7c2RFFk0KABDBo04Ph/3AK05vcUWSoNLRQbk1g01vD3dJBUQOOd\nGVqT0Xm64YwKfAaDIbwaa6sX7nhBKtTJoTl7i20R+ELHPBm7s+ZgzJjRLFr0F7ZufRRRjCU6uoBb\nbrmd9ev/jiSZDo9FRBRjqKmpwePxYDabG83GSktLufLKP7BjRzFGo8A991zLgAF9aN8+H7vdi9O5\nn+joKGw2A07nemJiBqGqHmAb7doNOup4x7uvtbV16HRBwXhVVQ3QG1G0IAg3oaqpSNJDnHfeeUf8\n5tJLL6S6+jNWrHgYQQiQl2ciIaEjfr8bTfMhCD5AOFyS9aHTSZjNZu6990aqq6sRRZGEhIQjxtqp\nUycGD84iP/8aTKZ21NauYPTonysDc+Z8TlXVdQjC79G0Fwm2OMoj2Dz3PSCBuroSnM40AgEnPp+P\n2tpaYmNjiYqK4qyzcvnqq5XY7R0AN5dcImIwlCDLFUyePICOHTs2+7n/r6Ctsq3jSSxUVUVRFAKB\nYDYdCARaxY3mZBEq14bwa+7MAGdY4AshNOG1VZmhKWpw5L5Zc/YW2yrj8/v9YflGS0usTY3RaDTy\n978/wdatW/F6vXTrdguxsbH07ZvBhg1vExs7Crt9M3FxhWRlZfHuux9x4EAlubnJ3HrrlPAKWlEU\nJkyYyu7dF2E0Xo3Xu5rp05/lpZcSiY7ehSwXkpXVE5vtM/r06cf27fdTWpqDJJVz5ZX9SUhI4MUX\n/4nf72fcuJEkJCSwb98+0tPTjxJRh3DBBWfz8cfP4XBMxecrAmYjiv8i1P1dEI7O0Jcu/YHPP1+N\nzZaE0SiQkVHJokUP4nZX4nQeQK83U1fnR5JcWCyHuPjiYB89URSbZE/GxMTwwAPX8M03y6mt3c5F\nF+Vw/vlDwvelpKQQRbmCYDeHwQQt0JIJdn0oBswoSiEul0J+fme+/HIXihKFyVTImDHdycnJYcqU\nGMrKypAkC2lpE9Dr9eEJWFGUXz2j8ZdAY/uGbrc7bLvX0I3mVEks4GjXll8bhONMqKdHHt5KCJUc\nIOhxGB8f3+ovUl1dHUajMVyia9jJIVRGbA4URcHpdLbKixgqsYZaKYUa07YUoWs80fKI3W7npZfe\nYPPmA+TktOOuu67nmWdeZ9eunphMZ1FXt4T8/EJ+//vryMrKwuVyMWDAbbhcH6GqRiRJRBRv59pr\n47nzzpt56qnXKCuron//bphMOmbPrgR6oapWEhJW4fGIeL1Xo2kCfv/bSFIAgyEfVS3k4Yev5fLL\nLz1qjMuXL+fqqx/A6zWhaQqKYkUQXkMUY9G0PzF1an+ef/45IDiBffbZl/zzn/NRlIFkZd2Nw2Gl\nquovJCVl063beAoLN7J79yxiY6sYMuRsbrllIj179mzRfd+5cyfnnHMxmvYZgnA+mlYHnENwTfsU\nwVLnLXTqZGLSpCEkJPQmNXUYfr+CpvnweFYyZcrIo6jskeLvUIYSKf5uKaOxsSbAvyShIrS3bjab\nf5HzNYVQ5ed4DX9Dz+F4bjStNY5vvvmGAwcO8Mgjj7TouKcYTd6UMzLjg9ZvyxN53BBaum8WecyW\nZnwNM86oqKhweaU10Ny9TVVVefDB28OT3+7duykoEEhNDTZ6ra3dyeeff8X27bMxGov54x8n4XJV\noSh1yHIKgYATv7+ExMRsunbtyuWXD+df/5rF6tVbKSoqpHPnFchyMAhv23YhMAmPpw+KUofXG4Ms\nF2Ox+EhN/SPTp7/IkCEDj6Lsb9y4FbP5BiTpID7fIWQ5HkW5i7i4BCZNGsZzz/0Fv9/PrFlfMXPm\nAmy2btTUjEJVNVT1VWJjz6KuzkdOTm9ycjqQk9OBbt260LdvAePHX9gq7jv79+9Hr++Kz3c7wca1\nBYhiLcnJFqzWW5AkkXPPHcIjj9xNenoa8+dXI0kyfr+CyRSLzRZ8TyMXYyci/m6M0XiyZbqioiK+\n+GIV9fV+cnPjuOyy80+Jf+ipwLFkBK3R8Pdkx/Frz/jO+MDXFscNBALU19cTCAQwGo2tvm/WXDTW\nmNbn86Eoyi82hsYkElarlUce+Ru7dx8iLs6I1xvMxl2uQoqKFiLLz5CQcDaKUsRzzz1IQoIJq/Ve\nFGU4grAWna6Iiy9+nO+//57p0xcQG/t3TKYo6uruoLz8YzIzp4Wv3+0WMBo7Ewg8CJxFIPAIHo+H\noqKXycxMpry8/KjAZzIZqal5F3gYURxCIPApsbEz2Lt3RXjB8Mor7/D117VUVp6Dqg7F5VoN1OJ0\nBqivd+Dx2PF4NlFd3YfNm/dTWbkEUfQwcuSgViEP5OTkYDDUIQgfoGmFaJobvf5hNm/+IfzOhSzZ\nHA4HklSAy1WHKOqpqjpEcrK+WczdpjKTY5XpjkXvt9vtfPjhaszm0WRmJnPo0DZmz17K9dcfnYGf\n6TjRBUlzn0HoGJGoq6sjMzOzTa/nVOKMCnyRDz2kjWtNz8vQhvWxdGcng5MN0o2J4dvCneF4Y4x0\noQkFXkVReOCB6ZSUjCYx8U/U1KyjtvbPCMILqGocimIkNbUdBoMena4DZWUCOp1MXNwF+HzbiY7O\nIinJT2ZmJv/5z+dI0kSMxuCHmpx8C5WVT2Ox9MDn20lcnB23exaK0p1AYD3wCpCALGfj8y3A41lM\namrqUave7t27IstpKMp5qKqMKF6G0fgt5eXlpKen4/V6WbJkO6mp92O3r8Ns7oPL9SNuN6hqLqLo\nol+/63G7P2XRopfQ69uTk5OG1WrguuvuJjExkREjBnDddVef9HvYo0cPbr75Et5/fxqq2hNR/Inp\n05/EZDId9bfR0dGMHt2NRYtWUFen0L59NCNGtEwj11RmElmm83q9R9H7Q9lLVVUVipKOxZICQFpa\nLwoL1+Pz+Rpl9LYWThcZQWuM41gLksYkFk1l5w0zvh49erRoXKczzqjAF4nWpBJH+nyKoojRaDyu\n8XFz0NzAF+pY0JgYPvKYbY0QYzTU0iky8FZWVlJSotGuXVBAnpQ0DEUZyvDhXqzW/TgcB8nMlLFa\nq9m27Ws8nh2HBdxLkKRBKMpqBg9OIjMzk6QkC4pyMHzepCQ/HTokkZj4LomJZvLzpzJ9+lLc7g/w\n+WoRBD+aVoXf70DTtvC7303GYrHgdDqPmBhiY2NJSdGhaQZAxGhMxOtVMBgM4Xtos1kpKVmC1boB\nn8+FouwnJiaOs87KpW/fnhgMMtu3f48kdSYj4wJkOYr337+W+vpLSEjoy7p171FebuXhh+896fv8\n9NN/4tJLR1FSUkK3bnccsxFtRkY6U6a0w2azkZiY2OTftQQn4oQChPe9fT4rPp8HSdLh8diIiqJV\n7fnORDQlsWjKjQaCC9Ty8nIcDkersDpnzZrFk08+yc6dO1m7di39+vVr9O9ycnLCci6dTtfmvfjg\nDAt8DTO+1tg3a6jF83q9bSaVON7qsDlG261d6o08XuQ4mvL2NJlMaFo9JSV7cTo1TCYdoljDDTfc\nSlZWFvPmzefpp++joMCO328nKmoKHo8e6ItOt4GcnFspKZmJpmlMnjyBuXP/SFlZLWDGYFiO2RzN\nnj0ie/d6qaxcz7nnJrFli4DR2J3q6j+SnHw1slxA//4Z3HbbtMPG0UdODB06dGDIkExWrHgMTRuI\nx7OYK68cTnx8PJqmsWLFKkpKDNhsAfz+3sDXyHI9DkeA0tIUamsd+HybOf98I3a7RGxse3bsmI3L\n1ReD4WZMpnhUtQ8zZ47koYfuOenFiKqqyLIBWY6ltrYOv99/zMAhimI4eP9SaMho9Pv9mEwmcnNz\nGTSoiNWrvwISEYQiLr88H4/HcxSbsTUXa7+mjO9E0RirNJQZhhYha9as4ZlnnqG0tJTly5czaNAg\n+vTpw+DBg+ndu3ezzterVy9mz57Nbbfddsy/E0WRZcuW/aJGBWdU4ItESyb+SC2eLMtHaPHayl7s\nWGSchtrAEzHabqvAF2KMHk+UHxMTg6pWsm7dXcAQBOEn8vPdpKWlAXDeeefy1FMiTzyxkv37d6Bp\nfVHVD9G0tXi9OsrL92A2B/co4+Pj+e9/X2bFihV4vV42bsxn1iwdcXF/IDrazJ49bzBxopMbb+yP\n2+3G4/FQWlpGXFwfxowZE2behnwYQ/8MBgOvvvpXvvrqKw4cKKZLl7GMGDEiPEnMmDGfqKipKEoV\ndrsGjMJozEan+4nCwgX07Xsu6empOJ3VdO7sYs+ej6iqKkBVncTEhEqRLX8GCxd+z8qVfqKjO+N0\nFrNv33yuuuqS095yKvReX3TRBfTqVYzb7SYxsSdxcXFHaN0iSTStwSg9XXA6iNcjA6HBYGDy5MlM\nnjyZKVOmcNNNN1FcXMz69euprKxsduDr0qULcPzrDAXfXxJnXOCLDCDNffFCE6TL5QpbnjWsrf8S\nLiuR4zlZbWBbjAOCK/kTGceqVavYtSuJhITfoWlWVDWF4uJZbNiwgYEDByIIAunp6ciyldjYzlRV\nrUDT6oHnAAtu90xiY+vDE5/JZGLo0KFYrVb++te3KS+/kcrKGgShiPbte3Hw4FzuuqtfmNAT2hcJ\nBblQthf5EQYCATRNY/z48eHzRO5PKYqKKJowGlNwOAwEtXMaihIgNnYkffuOJSYmhoqKHxk0yMio\nURbKylK4//5nsdneRlG6oGnvcfPNk056Ane73fz0UwlZWVOQJJnk5I4UFHxBZWUlqampJ3XMtkZj\n30dDIkVTtmAnS6I5nXGqx9vYgtrpdDJq1KhG94pbG4IgMHLkSCRJYtq0aUydOrXNz3nGBb4Qmhug\nIpmRx5ImtCVbNPK4jTE1W3K8k0WkZAM4YUJPZWUlqtoZo3HI4Sy5Dqfzi/A1AeTl5XHLLUN5883v\nqK3dgiBMQK+vIiHBT0rKZQjCnnCZpqCggCeeeI0DB2wUFpajKPMRhHFoWhR79rzGlCk9wtdtMBjC\ngmFFUfAGfb6OmDyPFwxFUWT8+IFs2jQTvX48mjYPVa1FFAfici1Clq9m4cJdJCbKZGTsR5bzycnJ\nIS8vj9mz3+Hll9/Eat3C8OHnM2XK1Sd9/4PjEo8Q0wuCdMwVdMOJzuv1sn//fhRFISsr6xejsTdn\nwj8eieZYHpmNCb9Ph1Ln6ZDxQeP3wuPxYDQam/jFzxg5ciQVFRVHHeuZZ5454c4nK1euJC0tDavV\nysiRI+nWrRtDhw5t3kU0E2dc4IvM+E4kvT4eM7Kp47c2QscNBAK4XK4THk9bjbMxq7Pa2toT/n1e\nXh4xMbNwOrcQFdUVl2s2MTFuunfvfsTf3XjjNZx//mDmzZvHO++UkJ09GEGQsFq/IyMjEbvdjizL\nPPXU69jtt2AyBXv9wePAtYhiFJq2GeiOLMuYTKbw/YpcLERmE6Fg2LD0GUmIUlWVCRPGoSh+Pvhg\nJgkJdgwGP1brfny+oUCA2toCfL5q2rWroFOniWHtW2xsLE8++SCCIKDT6VrkImQ2m+nZM55Nm5aT\nkNCF+voS0tPdpKSknNDvPR4Pb7/9BUVFiYiiiaiodfzudxf/Ym2IWoKmCBzH6q3XcFFzqnGqgy80\nHYBPZGzfffddi88f2t5ITk5mwoQJrFmz5rfA11Y43sR/rDZBLTluSxBiSBqNxlaTSjR3wtU0Dbfb\n3ajVWXNMAXr37s1TT13K//3f/dTVqSQlabz99l/CE27kfczJyWHatGmUlDzPsmV3IYpxmM1FTJp0\nDVu3bsVsNlNZqZCcfC719XWAGUEYhsk0GFXdS1RUFFVVzkYJHZWVlezYsRNRFOndO/+IbKdhaS2U\n7UUGw6uvvoJrrrkSTdNYvfpH/v3vGqzW/phMUTgcO1HVpXTo0CmcZYbuocfjAWgVIfill44gKWk9\nRUVr6N7dwtChY0645L158xYOHswkJ2fE4fuRwfz5P3LDDZed0O9PN5yo8DvkkRlyMGorEs2xcDpk\nnSG0lczpeMcMVYuio6NxOp0sXLiQJ554otXP3xBnXOBrOEk3REu7jbd24AsFmpDLSks6xEeiuR/c\nyRBojocpU65i4sTL8Hg8x/UKlSSJJ574IxMmbMHlclFUVMJf/vIFotgVn2879fVlmM37MZtzSEjQ\nqKxchKquIyamE/HxyfTqFTSbVlWV119/i9df/wyXy01MjIG+fR9AkgQSEt7h0UdvCrPLQhNiw8zQ\nbrdz8OBBEhMTMZvNYT2oJImYzSKVlZXIcm/M5k44HMvo2jUtHEDh53sfya483h5WYWEhVquVzp07\nH5WN6XQ6hg37uYPC/v37WbBgE263n1690rnggkFNBsL6eg96fSJer4eamgp27FjOunVbqa93M3Hi\nsPBqvDXxS2dajQm/Q5mgLMu/ehLN8XAs95iWYM6cOdx5551UVVUxduxY+vTpw7x58ygrK2Pq1KnM\nnTuXiooKJkyYgCAIKIrCtddey6hRbd/78Yzy6gTCjuihPbLQCj8yk9Hr9Uf5CJ4oQhNjS6m5DQON\npmno9fpWpaGHHPqPdZ0hQk+oW4LJZGpyErXZbFgsllYxBfB4PAQCgXBgCS1GoqKicLvdTJjwR2Jj\nX0KvT8Tvt7Fz5+UEAgYEoTuSVEh6uo/6eiOCIDJ6dD6PPXYvsizzn/98xEMPzcXrfQhVFQgEHqV9\newtXXPERxcXLGTvWwfjxFzU5rh9+WMl9900nEEgGKnnuubu58MIRBAIB6urq+Pe/v2DbtlgKC10E\nApu57LJs7rjjJqKiosLl9VCWFyLXwM+TcyTLLhQMX3rpdd555xtkuSOatoOXX36Ec889NzxBAxw8\neDC8QPrkk00kJo7BYkmgpORHzj1XYMSIIeFriPSp3LdvHy+8sIQDBzqwf/8C6utTyM3N48ILeyPL\ny7nvvsmt3pftdPDJDAW5ht9TpJwl8l9LbdkaQ6ghdmtqfk8GDe+F1+tl8uTJLF269JSOqxXwm1dn\nQ0Sy85rbJuhYCGV8J1vGaIo56nA4TnpMJ4vW8ho9WYQWI5E6SUEQKCkpARLQ64MCbJ9PxOGIJyur\nHZJUR25uD66//nzy87sSavMTes6zZy/F55uCwTAQr9eHpt1JZeVfsdsL0evjcDqrmxyPw+Hgvvum\nIwh/x2Lpjsezj4cf/gMLFvQhKSmJhIQE7rrrKrZs2YbT6SEnZzBZWVnhTvKRe8p6vR5Zlo94XyIJ\nNBB8l3bs2MG77y7AaPwaSYrF693MAw/cxo8/nhsWIX/77TI2bwaHQ2Du3L/jcgkkJq5hwoR7ycw8\nm23bvmTEiMavKS8vD1meye7dC7DbdZhMXaisjGPbtmo6d06nvLz8V9mW6FhZzvFcUELZ+ImQaP4X\n8Wv36YQzMPBFvpih7Kw1pQAtefEbs/aKPG5rl4iOVe6NdH45Ua/R1hpjaNXt8/nCixFRFMMTT3Jy\nMoJQSkHBfKKj+1FS8jFudyJe77VUVdWyd++3FBV9zBtv3I0gSLzzzlcsXboeiyWWigoXqroH0JBl\nEUUpQRBUnM4K/P419OlzARB8Fg6H44iFUGVlJYqSQExMkIBjNObh92dTUlJCUlISEGS1Dh58zlHX\n4/F4wjZcIUZpKBiGJs1IOn5osi0uLkaSeh7uCAEGQ28cjuDzSUhIoLi4mJ07BbKzx/C3v11Bbe1g\nVPVCysvXMmPG3dxyy4ukpgZbCzXFbiwoqMRovBJoj6al4vcvprKyI5mZFRiNv17bqhPFyZBoGmaG\nTelvT4dA2XAcdXV1vwW+XxsitW9wclKA46E5JA/ghJiav0Tgi3SiOZ7zS1shlGUGAgFkWSY6Ovqo\ntizLl/+IyxXFoUN/JRAAQVDJyHiQysoYvN5uKIqTvXtX8Pvf/5UOHbrw7beF+P1j0DQvFouGJH2F\ny1WPKBqQpDlkZJhITv6R8eMH06NHdzZt2sybb87H5zOQmKhx991Xkp6eTlJSEvX1+zl06DtEsQPx\n8Q5MpoOkp6c3ei2h7N3j8aDT6bBYLI3q00L7eqFgHxkMO3bsiKq+jKIUotPl4HTOIzHRTHR0NH6/\n/7DNmoWamoPYbDb0+r/h99ciCOfici2jsPC/TJly41ETc1CHGLzXOl0CgpBObGxHamuL8flcuFzf\n0rfvWWRkZLT6Mz4dJvzQXt7J4lgkmkhLsIZd109HrWHDe/FbxvcrRCjoGY1GnE5nmwi+TzRINSTS\nHIup2ZZs0dBiIDgJnny5tyVjbLiPV1payjffrMHtVunYMYm9e3fw+ec78HrdeL12ysq6IYo3Igg2\nFOU93O5qXK40DAZQlBo0LZudO6GgwIvTGYfJNBBNC1Bbux2zOQFZ/hhRDDB06Fk8+eQjdO0aLItW\nV1fzr38tIjZ2GmZzClVV23nllU949tm7WbbsezQtjkDgrwQCmZSXb+Kee8Y32kBWUZQwc9NsNjd5\nP0OltYZu+6Fgn5OTwxNPTOXJJyfi98cQF6fyxht/C0+gqamp6PUbsFo9aJoLv78avd6EJIn4/W4m\nTx5EXl5e+LihgBcq2fn9frp0SaW+voby8l0YjTIWSyETJ6Zzww0nL6w/E9FwjxaO7roe6Y8Z+nu/\n339akWh+7d3X4QwMfCFauSAIuFyuNll9Hi8ARGZWx7P2ijxmW1ih/Zw1CK1S7j0ZN5zILDMmJoa6\nujpmzVqPLA8mLi6BDz/8jJ9+2k779k8hSdUcOPAokmQkNrYjstye2trtuN3z0TQ3LtcavN7luN09\nEIQAoEfTVhEIzEdVd6Jp8fh8gzAahxEIbGL5chN33vklWVkfMHp0H6Kjo/D7UzGbgzq4pKQeFBV9\nhcvlYt681cTH/4mMjF74fCW43fuoqlp1xPWEfEqXL/+euXN/wGDQccMN45tl99Qwm7jmmqu47LJx\nVFdXk5iYiCiK+Hw+AoEAkiSRlCSwZs0WoqO7Y7ffhKpOQtPW0KtXLMOHDw83X4afmaqiKBIVFYXR\naGTy5HOQpN1UVCjU1x9g4MBcfv/768Om663Z8LQx+P1+NmzYSmmpnZSUaPr3z//FvUTbCo0FQ/j5\nvY8s67dE0tISNJwDf8v4foWI/Hh/KZeVEFpCpGntsUaW10Ll3pZ+YM35fWVlJYWFhQQCATp37kxc\nXBwbNmzmu++2UVlZjd1u5LzzUhFFiYoKE6qah8GQQFHRK4CFQEDCZvs7BkN3ZDmW2NhsPbNrAAAg\nAElEQVRCnM6t+HxxQG/gLDStGJgFRBMIzADigfPQ6fKR5To07Ww8nkJqaqIoK9vKunV7sVgE7Pat\nREdfSExMOzyeSsxmlaioKOLizChKBbI8DFlOwO3eTlxc0NIplDV7vV5WrVrNY499iCz/DlX1sHLl\ns7zzzp9b1G3dbDYfxYLUNI1du3ZRUtKOXr0GEx1tZfv275HlDxg7djB33/04Op3uCCJXiLofKsMC\nDBjQl/T0FGpqarBY8snNzQU4iswR0jC2ZjDUNI3581ewY4eFmJge7NlTQmnpMiZOHNmmZfZTXW4N\nBUNBEMLtl06VLVtjge+3jO9XhsgH/EsFvqaYmqcCkSVFQRDCe4qtgRO9n3v37uXtt5cTCHRBFN10\n7LiEIUN68NVXRaSnT0JVK9mwYQ6JiStISspAUYrQtFqs1k+oq/MBDwIqqlqP2/0uklRMVVUCRmMO\ncAk+Xw3gJBjoDgFXHP73KVCHz1eGqioEAu0BjfLyClQ1DVlWiY7OQNMUPvjgCvT6zlgsVl5//Q4k\nSWLq1Kv4/vsHsForAA2LZSFTp74U3scTRRGz2cynny5Gr7+bmJjBAFRVuZkzZ2GzAl9ILH+s90QQ\nBBwONzabRFmZj5iYfvTsmUt9vZPrrrsSg8EQzgxDE21ony9EoQ8FxLS0tLBmL0SEiZxwgSPIHI0F\nw0hmo91up6KiAp1OR3Z29lF7YaHv0OFwsGuXk/btRyIIAnFx6RQWfkNtbW2btU06XdBwb62pfcOm\nehs2pjc82XFEoq6urk30m6cTzrjAF4lfIvCFCASaprVIEtDSsTZWXo30xfwlEGKLzpmzkpiYUSQl\nZQOwf/9CRHEdRuMAKiv3s3nzFlwuA5999i8yM8+mvr4cv/8niop+RFEuQpJMSJIPn09DENxERakE\nAjmoahLgBnoAK4EAoAC3A0nASIJNaPehKAKwFsgiEOgAVKMo9ezbtwevtwK9vhfZ2X9A0w7w6qsf\nccEFF9ChQwc+++xVFi1ajCgKXHDBK8TFxYV9DUPyhOCz+rksrWmBE37mqqry/POv8J//zEHTYMKE\nkTz55INNErBSUhIpL/8Bo7EPOp0Rh6OElJSuFBVV0qFDULQfciEKCe01TcPlch0x0TYMcA3lFQ0D\nXGixFDkph0TgW7Zs4dNP1yCKXRBFF6mpi5k8eTRZWVlHjT94X1Ss1gMcOnTg8JjKWbx4FV6vRGZm\nPIMH92v10uepzvhOFK1BojlRRnYIdXV1v2V8vzY0zPjaoh2GIAgEAgEcDke479jJempGHvNkAl8k\ni1WSpKNaKLVm4D9WiTdyH09VJSyWxMMfsApYMBgk7PYD7N5tw2weR0LCAbzeFKqqvsPr7YVePxi3\nexayvAJFyUNRugGVaFoAjycFUeyKJKlo2pdAFlABdAeigH2AB7AD0UBfBMGGTleEqi5DkmrxequA\nYUjSGOAgmlaBptWTlHQ5FRWfUFNTQ3JyMunp6Vx33RS8Xi8+nw9Jko7w/wS4/vpL+OMf/0FtrQtV\n9aDX/5fLL3+K2tpaHA4HaWlpTWZyn346i/ff34XFshBBkPnii4dIS5vBHXc07lifnZ1Njx4Ky5b9\nk6ioJHJzs2jXLpeoKClcWg/JKCJlKY1p00L6wYbBMDTRNhUMDx06xJIlW/B6A1gsCl9/XYDfP5b6\nejd+v4jB4OPAga+46qr+DBjQ94jjRUdHk5Tk4bPPviY6egQ2Wwm1tatwOi+mW7ehrFq1j+rqpUyc\nOPp/IlA1BycbfI9HommqPN2ULVtjcobfAt+vEKEJOtJ0uLUQWvmGpAnNtTxrCicTpE6kg0Nb2kc1\nFnRFUSQ/P4OlS1eSnj4Ir7ceSSpg4MBzKCqaj92uQ5LKEMVSEhPbs2OHnnbtbqCmxkVUlAmH4yU0\n7QMEoT1Qgyh2R1W3YDa7qa8/hKb5ACcGQx2BgANNG0Mg8CdgArCKYNBLwGLJIjn5EmprXyQ5OZPS\n0h243dGoahmaVoNe34VAwIbXW4IkuYmJiQkzIpcsWcLzz7+P3V7P2Wf35M47byAvLy98f4cNO49X\nX9XxxReL0ekkrrnmcZYv/5G33voKUYwlLU3g3/9+plEZxKpVWxHFq5CkGAD0+mtZufJt7rij8Xtc\nWlqKIKRiNqv4/VFYrfvp1s1B166j2bhxM3v2lGM06ujYMRW324OmiWRmppKWlnbMDt2NBUOXy4XV\naiUQCGCxWEhPT2ffvn08/vgHuN3pxMTEUFpaSCCgYLEkUlvrJhCQiY4OIIqJrFhxkPz8oFm41+tl\n8eKV7NpVyZ49B8jJGUpdXTV+fwCXazjbt3uIj3fQseNACgo+w+FwYLFYWvcF/RUhMhhGLqoiM/LG\nSDSRLkGheeo3csuvHK2Z8URmNSEPxta0ImrOWE+0g0NbslkjS7xmsznsiRgIBBg27Bx27pzJ119/\nhSBojBvXi8TERG66aRLV1XOIidGh1/fj66+/BfTU1ytomoPY2Bx8vkwCgSGYzX3x+QTc7g8BI3V1\nO9DrowgEJiGKOiwWF3b7XFTVjCQF0LS3kOU4NK07kmREFJOoq1tPQoKLmJgNuN1nYTBAUtLZVFXt\nxemcgccj4HD8l8cfvwVJknA6nRw4cIDHH38Pvf4vqGocH374D7788ha6dcvmtdeeCDffHDRoEIMG\nDQLgp59+4s03VxIX9zGyHENp6Wc8+ugLvPfeS0fdw7S0eAKB7cAYAPz+7WRkJDV5z7//fit6fX/a\nt3dis9Xh8RRy6FAJjz32LyoqfGRlDWLfvr2UlCwiKSme/Px+xMcXM2ZMNgcPVlFeXk/79nEMGzYg\nnLlG+pOG9qfnzl3C3Llb2b79ALGxZnr06M5FF+WwZMk6bLYRZGQMw+EooqRkF5rmxmrdTHV1eyTJ\nite7jQ0b4snMLMbvv5CoqCiWLFnFhg1RtGs3EUX5huJiO3p9EhkZ52CzLcdsTmbXrirS0pLxeh3s\n3LmTqKgocnNzW8VC7XQodf4SY/h/9s48PKryfP+fM2symawEQiBACPsiQiCACnUD6l70p18oLm21\norWKiK1opSquWFHRWhT3jYobSt0QFRAQQgBBUCCAQAiQhCSELJNktnN+f5y848lkJutMZmLmvi6v\nNiSZ887Jmfd+n+e5n/vxVfvTRoYigq+urmbZsmXk5ORQVlZGbm4u3bt3b/Vh46677uKTTz7BbDbT\nr18/XnvtNeLi4hr83MqVK5k9ezayLHPDDTcwd+7cVl2vpdA/8MADjX2/0W92VIhTrFC3taWBXUQ1\nlZXqUFTRi6coSsBEI9rrNDYjS9TQqqurMZlMWK1WT93JFwLx/rUQKkGhXI2OjsZisXicSsQH/eDB\ng3zzTQnDhs2kb98pHDlSSlxcOcOHDyEtzcq+fTm43QUkJBzm6NGdlJdXYbF0QZYPotPtwmwejtHY\nFafTjsv1I7GxY4iK+gsu114SE6uJiRlFRcVyjMZL6NKlH/37T0FRkunX7yKsVnA692Mw/MiAAT/x\n9NOzMJstxMWdg9G4H1neh16/kzFjyrjzzov4wx8uZfjwYTidTiRJYtOmTaxf3xWzeQoHDhRiMFyK\ny/UpFsudrF27kBkzpja43+vXr2fDhh7Exqp+mUZjLwoLX+bPf57e4B4OHTqQlSufo6xsEw7HNyQl\nfctTT93ndwNavXor27YZ0euHIMtmdu3aicUymL17Eyko6Ma+fdnI8nk4HKNISsqgsHALFktXVq1a\nSW3t6VRV9WTfvgpOndrHaacN8GmcsG3bD6xaVcnatbspLe1CYSEUFu6jttZOebmE03km0dFJ6HRW\n9u/fjMt1EkmKpbJyLS7XKmJjByLLp1NUtI/0dD29e6fywQfr6dbtAqKirMTHx7N37wZqa2ViYhJx\nub7FbI6jtrYSl2sbZWWHyc/vw+7ddn78MZvBg9OIiopqE2k4nc52t+DztQaDwdDuJhHewhiXy0VM\njGqK4Ha72bhxI9999x133XUXb7zxBtHR0WRmZrb4GgsXLuQvf/kL27dvZ8OGDUyaNKnez8iyzIUX\nXshXX33F3XffzaxZszjnnHM8LkgBwHx/3+iUEZ/WWaW1NT5xEhbmzVqlpiCUQKKxiK81fYHiNQNV\n4xRpQDE2SdQIRJpFXA9g9+5D6HRDiI6OQ683kJIylt2713DuuTBkyCD69u1DTU0NVutF/OUvh/jr\nXxdw8OAmUlN7Exc3ipKSQiwWmT17NtO1awzx8RMpK6tErx9AUpKNbt26c+iQmeTkQQwcGMfgwel8\n+WUZ1dWfkJiYzIgRFiZPHs1VV12GyWRCliUOHNjFmDGXU1VVQGnplwwc2JeXXvoEk8nALbdcycSJ\nE1EUpS7luQWbrQqIQVGOo9fHERd3NsXFC33WR3r06IFO9wGyXItOF0VV1SYyMhqq5goKCpg1634K\nCkqRpGP84Q9TmTnztUbrLXFxUFFRgNU6gqqqQ0RF9aGw0I3JlEZ8fE+KinKx27tSXb2f/fv3UlkZ\nzYEDh7DZDlBUdBiDIQmbzcVHH73GggWPk5aWwB133MakSZPQ6XQUFBSQk7OLgwerKCtLJC7ub8iy\nhM32BTt2fMoZZ4zA6SymvFyH3e7C5dpPr16nc+pUPkajA6dTQVGMJCUlYbFcwJo1O1izZhvbth3B\nYIhj8uTfkJycjNnspLDwA+z2A5x33u+w2fKRpN1kZHTl5MmrSE0djqIoHD0aw6ZN33P22eM9wo/W\neGV2loivuWuQJIlBgwYxaNAgPvzwQ9avX4/b7SY3N7dVB3gtyY0fP54PP/ywwc/k5OQwYMAA+vRR\nRW7Tp09nxYoVDB48uPVvqJnolMQn0NpUZ1PmzcFQi/p6TW2bhLdwpb2greOJnqTo6GifhCdk/7Gx\nZqACg0GNNG22Unr1+iWSjYqK8kS2AwcO5IsvXuTLL7/l++/ziIrS0b17NIpi4Ysvali/PoGyslpc\nrhIMhi8xGntRUbGUvn17U139I4MG/Z7oaDOZmdFcddXNpKWlYbFY6pHJ+PFZ2O0O1qxZTlKSRGys\nnRUrakhI+CelpaVcd93fSU5eQL9+Gdx770yysiQ2brwflysGvX4fffrMwmbbRXS0Uvd+bPVm9k2c\nOJHLL9/CihXXodd3Izb2OA8//FCDezlr1v3k5k6ma9fXsdv3s2zZ7UybNs0v8cmyzKBB6fTsuR9F\nWUNMTBEpKUm43Ua6dk3jwIHdqO0bx6mpWYss/7au7mzkxInd7NjxFQZDNyoqtgBVwAAOHjSxbt1C\nYmPv4rLLzsJiGUZu7lF27NhFbe1FQHGdUGYQ1dXvk5ERzZEja4mK6kF8/CkyMnQYDOnY7adht6dj\ns21Frz+FXl9Enz5d+OGHvej1Q4mNPYujR3fyzjvv0K+fmZqaYqqrkzl2bB+HD9/JzTdfzF/+8idW\nrcrBZlOjXZ1Oh8WShNt90jO1w5dX5q/ROLq9oN1jDAYDw4a13av11VdfZfr0htmNY8eO0atXL8/X\naWlp5OTktPl6zUGnJL7WNrD7mjrur3YWDOKDX05o3jW01qQr27pOb/GMEPW4XC7P64u1ascanXXW\nePbsWU5e3qdIkgmr9TBTplzq9zoGg4GLLz6fiy/+5d8qKytZvnwVSUluKipeQKezkZp6koULb6hL\nY5nYvv1njh//kPJyF5MnZ5CVleVZz8svv8XXX28nLi6aW265inPOmcBvfnMmtbW1zJgxh8TEe7FY\nMjh40IHNdjVdurgpLh7NnXc+ydKlj5Odnc3y5SvYvr0Sne4T4CBPPXU3cXFx9Xw3RVr9jjtu5sor\n87HZbAwcOLBB6rK2tpY9ew7TpcvVSJJEVNRAHI5x7Nmzx3MiFtA2yw8aNJCsrCJOnuwF9GXXro+R\npB6cPLmFnj2LGTgwnSNHlmG1uiksPExy8gBiY6M4eFDB7b4QlysBsKOqXy8FCoE1VFbWsnRpPkbj\nLiyWftjtcTgcP+NwnMBgKMNq3UN0tI31600UFVmpqMhmwgQLv/3tGD76aBsVFZdhMDgwmWpxOGTK\nyz/hp59iOXHiBEOHziEubgiJiSM5dOgVamo2cORIIrW1NxMTM5Tq6jUsX/4qf//7TQwf3puffvqe\nqKh4FEWmomIbGRkDPfJ9f+IcIfOvra1tkNoLFyIMp4jPG81Z1+TJkykqKmrwWo888giXXqp+nh95\n5BGMRiMzZswI3KIDgE5JfALN3fhbOpw2mP2BLpcLu90ekDaJ1q5TewAQawA8fVzaBmitwlVExgaD\ngZkzr+TgwYO43W56985qcRG9oKAAlyuNsWP/idvtQKczUFR0L+np6aSlpQFw1llnUllZicFgwGKx\neH735ZffZunSIhIT7+LUqSL+9rf/8J//3ElqamrdkF0rp06V4XK5sNkcKEoxBQXrqazcQ1SUzMKF\ni9i4MR+dritJSdXcfnsW55zzd0/Dtbc4RGzGffv29ZBiZWVlvajQaDRitZqx2/cTFTUQWXYiywfo\n0qV+XUR7iBAeoDNmTObAgZ9xOJxcc831VFZWsnnzDgoKjCQmJvOb35zD1q0/8PrrZfTunUlZ2T70\neh3R0WlUVJxAHVvWEzADR4B44CSQhNNZQnl5bN33dgAluFxRnDp1mJqaoRw9Gkt0dFes1om8++6D\nDB1aQ2HhXnS6FKKj0+nVqx+FhZ8QHz+IXr3GUlAQTX7+Sk47bRhGYyLx8X0wm3dRXd2TuLjxgA6L\n5RzKypazZcsWRo8ezSWXVJOd/RmSBFdeOYShQ4fUyyiI+rEgtabIUBxGhBAt2JZsvhBMNXVL4E18\n3k31jeGrr75q9Puvv/46n3/+OatXr/b5/Z49e3LkyBHP10ePHg2KKbovRIivkQewtbUz8buBhOjJ\nqaqqatVk+EBAUX4Z1ms2mxvU8QwGA7GxsR6HCbvd7lmj3W73EKLYmNqSy09MTERRinA4yjGZ4rHb\nS5CkU/Vk2JIk+VSSffnlFpKTH8ZsTiEqqhfHjp3H1q3bmD59Gnq9nltvncYddzxFcfHF1NZuRZY3\nYzBcx4kTnyLLbl59dQvp6a/Qs+dgysuzee21Z7niiit8rlNsppIksXLlV6xZs5WkJCt/+MNVdO/e\nvV5kOG/ezcybN4va2vHI8n4uuiid0aNHe+5xbW2tp4aqTa9bLBZGjDgNm82GyWSiR48eHnWpQP/+\n/aiuXsaKFffhdrvp0qWUrl2jyM2tRQ3QC4EfgBxgBPBbVBOAocBvgD3AaNTZ1D8AE3A4rChKHxyO\nnZw69QmSlMD27TZ0ujOQ5a04HLWcPJmLJJVgNJ7NgQMniIkZwdGjb6PXSyQkpDFkSCHjxv2WrVu/\nxuEoQZLMmExFKIqD5ORkoqOjycrKJDPzdA951dbW+hzj5N1nqL3/WjIUIjCj0Viv5w2olyJtDzIM\nt4ivqqoqIGr0lStX8sQTT7Bu3Tq/5gNZWVkcOHCAvLw8UlNTWbZsGe+8806br90cdEriE39oYeHk\njcaavpv7+oFskxAqSVDnvQVKhdncdYr7oZ3eIO6dvzqeIEHRK+lv9I6YQt7SNFTXrl256abJLFly\nPzpdBrJ8gDvumOozcty2bRtvv/0psqxgterJzd2NJP2XtLTJxMQMpLY2l5KSBMrLy0lKSiIrK4uX\nX76bF198lYMHV+B0TqGm5iMk6d/o9ZuRpEMcP+4mOdlOfPx4Tpx4hJqamnpRpTfeeusdnnkmG5Np\nBk7nMdauvZt33lnkmeygKAoXXXQhgwYNZPfu3SQknMnIkSOpqqryiJAMBoMnpbxo0fOsXbudrl3j\nuemmaTz99Kts374PRbFzyy3TufXWW+od0tQo+xquu64Wu91OdvYWnnvuQ9LSFA4c2I8sm4E1wARg\nKhBX99861P7HK1FTouuAJCC3rmcyBpcrFzgLSAGO1v1MFC7XIXS6/sgybNokkZycgdOZT3R0AlVV\n20hP30tGxkjOOedsLrwwh9Wr763rn8zl3HO7079/f5+TKxob49QcMhTPvLbnrS0N4K1BOKQ5fSFQ\ns/huu+02HA4HkydPBlSBy+LFiykoKODGG2/k008/Ra/X89xzzzFlyhRPO8OQIUPafO3mQGpi4wuP\neDzAEHUoRVEoKysjKSnJ8z1Rt5IkyZOeaynEgNvExMRWr1ErXFGL+hZsNpunJy4QUFN5tkYfdO86\nnl6vb0B4IgUrxvAI+66m3p92AxOneW36rzlkmJ+fT1FRET169PDZEL5ixQpuuulRZLl3XVQoI0km\nHA4zknQCSaoC4jGZZIxGJ2PGpHH77bfx2mtL2bLFxalTF+ByOXE6l2A2P01t7X2oBPAQMTFJ9OpV\nSffuL/Lpp695nitty4nb7eaTTz5j7tyFGI3TsFpHodOZqalZxzXXyJx77rkMGzaMtWu/5b///RKd\nTscNN/yOCRMmeA4RgMdqzO128+iji/jf/2qwWK7H6TxIael9WCyXUVNTQ2XldhSllIkTM3jvvZcb\nJePi4mLKyspYtmw5L764m7IyCRgITAIOA/uAnah2b+cDrwJ9UVOjecAlwGpAV/c7ZsACbAYOAVMw\nmQYiy58D6RiNSZhMFRgM+3G5ksjIiOW88y6kuPhjrrrqdPbs2c/PPxcyYEBvhgzpz/bt+UiSxPnn\nn8Zpp/n3OfV+lgR5aclQ1PncbrcnE+H92RbPmvbA4N0ALshQGxW2hgxF+cTbeLy9Ie6FKFf89NNP\nvPLKK7z00kshXVeA4PcP0imJT+T6BfElJiZ6mr79KTVbAu3rtuY1tMIVbW2soqKi1WTs7zr+iE/U\n8VwuVz0ja20/nohE/KXgWopAkaH2/Q0fPpmTJ+djMJxLVdUB3O5rkaQM4CoU5QTwOdAP0KPWtnaj\n1rJSUb0+xwD/D/gXkIuaBuwObAPMSFIho0f3QK938NNPB6mtNZOUZObNN//N0KFDefrpF1i1ysnB\ngwnY7SvQ6QZhMiVht28kNTWOqKhkFOUnamt706XLPMCJw/E0ixbdzOmnn97gnsqyTGbmBcTEfIJO\nFwso7Nr1VywWO9XVCej1T+BynSQubgG33NKVe+65o1n3/oEHFvHOOxs5etRV997Hon78VwLFqJ6n\nfwJmACXAm6gG4AcAGbgGOKPuPj4I9ADK0OmikOV4IJaoKDfJyVMpLn4bg6E70dFJ9O6dgN1eQZ8+\nR+nfP4ZbbrmY4uJSHn98LTU1p2M260lO3sucOecyYMCAZr0XaDjpwOVyeQ5rer3e0z8nDnJaGzUt\nfJGhtmYoruFNhk2NFBIE3NjBpD0g0sZiT9m4cSNff/01TzzxREjXFSD43SQ6ZapTQDyUVVVVng3e\nn1KzNa/bUjSlGg20aMZfi4So44laIvjux6utrfX4QMbGxgbkvjWW2hIRkEg/if+05tBalJaWYrdH\nodePrdsIewL9UZSBqBt0T+BiYC0wD3WDzweuBsahTnh4AdXfMxHV7HoH8BOQBuxGUXqxdesRYCQw\nHKjixIlELrjgZmJiuuFw1NCnz0yiovKprf0zsjye2lqQ5SKqqmycOHEKhwMkaQQ2m5tBg7Kw2//A\nsmWfMWzYsAY9VOJ0LstVGAxxgITBUI3DkY8k3Y0kGZAkOybTRWzb9jZFRUXk5+cTHR3NwIEDfR6a\nysvLkaQqjh/fB3RBJbkBwHjUaO9ZwAH0AU6gpjqHo9b6dEAGqh+qC6hAPRyUAnuQ5bNQo8AMamsP\nUVz8MkZjMbGxE5EkE0eOyKSl9cRqtVBVlcTSpV9SUlJKfv5ounQ5g6KiEjZu3Mjnn/+Vvn1784c/\nnM+1117VZEZB1PX0er2nv9RgMGAymTzPlKiteqdJvclQkJt4Hn1NRNCSYajn67UFncGuDDox8YlI\nBdRTXUJCQkAfSG2TfFPwJRppjzYJ7et51/Hi4+M9EV1jdTyr1RpU5wktGYoiuffMMm06UPtffHw8\nCQlw7FgOipKJohQDe1FFGr1QN+ljqGS3vO57hagE2A+11rUb+Bh1FNJ24ExgDvAWak0rue5nU4FM\n1KjwbeBmbLZ+wCEOHVpOTEwiZvP/q5sOr3qNnjq1u+76g1CUnzh16nM2b7YABg4fLuC991ah0ym4\n3Q7i43UMHZrOqFGjGDWqD19/fRMGwwzs9j3ExHxPWVk1bvdioDdGI1RUrOHw4Z8ZN24q5eV6FAX6\n9jXz4YcvkZKS4tmAf/rpJ268cT65uYdQo7mRqAflVagRcCJqCrMUVfhyGqrZ91rUVOglqAbgp6P2\nAo6s+/5x1EkZw9Hr+yJJhbhch4Bsuna9iqqqr7BYhlFWtpO8vAOcPDkMszkGyCYmJhqXazyVlXYO\nHiymoiKamJjLycs7g0WLPsFi+ZRp06Y2+eyIz5U41PrzqtU+T+I/X4Qlnj3vumFjZOhvvp747Ilr\nhYoMvfeozmBQDZ2U+EQNzmQyeXw1A/3gNYektMKV5g6mDYYMWlvXjI2N9Zx4vZVx2jqexWIJ2UxB\nsbloNzLtBiNaKgAWLJjNXXf9i9LSJByOw0iShNP5P9RNPR9YwS8KxrOB61Ejl+WokUwJ4AQSUDf/\nacB+oBr4M2otaybwMCrx7UGNiGYCRmA/bve3VFTkodO9jsGQjCSdh91uRo0aT9S99irgP6hp1I+w\n21+u+34hMImamngKC79j9WqxdgcwG4hCJXELal3u/+F0SjidDvbsia97vXsAiX37XmTEiEkkJxs4\ndUrB5bKiKLV1v5+OGuUqqETWDchFktKACShKGfARav2utu7enQWYUKdhrKm7XweBg0jSWShKCQaD\nFaPxTGTZjsu1A7M5gepqiI4uo7b2UxSlBw7HuRw75kRRipGkkcjyD8AiJGkcimJCrz9OXNxfMBj6\nYLeXs2HDhkaJT7gIic9VY9kIbWSo/X3v50nbN9hcMhQ/o7UlEz+ntfdrj2Gz/uCL+Lp16xb064Ya\nnZL4dDqdh2QqKiqC1nPX2Otq3U6aO5g20B8E8YG12WxN1vHEybmtdbxgQZtGcoD3dokAACAASURB\nVLlc6HQ6oqKiOO+88/j006FkZ2fz7LP/Y+/efJzO/qgpy2+BW1DTdrmoysVqVCKKQyWz1LqvX0Yl\ntA2om71o/HajRohOVELchJr+q0FNkXYFTgElyPL/cDhigJuQpK51z0cGsBWVdIbV/ewVqBHVQdSU\noxsYAkxHra0VohKPC7gZNYJdh0rW6ajEOAq1Jy8KWFa3nloUpQ/FxXbUKPUmVJHKYs17mVz3+q8C\nxSQnz8JiOZsjR75DUfagkn8v4GJSUsZTVDSr7j3o6n5nInARakM8uFyv4HIV172vrxkw4PdYrReS\nl/c5LtfPDBmSyY4dR1CUfGAckpSAovwW+C+KUgL8gCyPwGzuh8vlRJbLsFr9W2iJZ1XU6ltzOGst\nGWpdYrxTpNpDpJY0o6KiPD8rfl7UI0PhQlNeXk7//v2Deo1wQKclvmDNpBPw97pN2Z215jVbCm1q\nFSAuLs5vWjPQdbxgoTGRTa9evejVqxe5ufvIze2LTvf/kOUk1M1aQo1gklCJIhWVLHJRa3zfoUZX\nP6JGT+tQN/btdb+TgLrhb0FN7x1E3fQXohLZt6jpTBMQi14/EkmqxuWKrfv3VajpxMq6/8yoZORE\nFY2cDcQCr6HW2ApRo7FqVFK1okZi59X9zluo3vJ96n5mM2o6MqHutZegRpITUIU74+re97vAJ6i1\nugJU8iymtLSA4uJ/oKaFizGZBqHXX4rTWUlV1WIMBtDr7bjdZbhcZqAESXKg01XUvU45ivIlFksS\nVutTnDy5nmHDjHTteiabNuVx6NABFOXHuveYi6J0BTag10djNp+J3V4O7KOk5Bl0OgN9+/7A9df/\nvcHfX+tmYzKZGsxIbCv8kaG2Bq116mmMDEXNUc0+OH32GmrJMJiWbL4ivrao0TsKOiXxQWCMqpvz\n+gJa95fWimjaSnzeqdX4+HhOnTrlifzENaB963htgXbDayqtlZrak969Y0hMPJ0jR45SVNQTp3M5\nsbGPUVk5AdXMfQRqrWo3GRmJjB49hlWrNlBePhGYBfwbNaV5LmqE9yJQBjyOGiW6gT+gqiHXo0ZI\nfVCJIx1ZrgB2oRLpgbrXKqj7ejZqw/h21LTln1HVlUtRoz09akR5ApW4VqGS1aOoQh0L8D1qL11v\n1EhwBWp0O7BuTba6605AjRhBJf6ouvfuAvogSeVIUgayvAK4E5WYduBwfIjB8AUWywGiox04nRei\n06UDRbhcn6DXz8BgkNHrByBJFViteVitf2TcuKFkZ/+MyxVLfv5aSkpykeWtVFamABeiHhBuBWKA\nPSjKUxgMWcTEZBEbu4PTT99FZuYwrrrqn/X8HeEXURj80nLTHhCE5c+pxxcZajMSombd3MZ7bxca\nLRn6UpQ2B97EFxG3dBIEYxgt/EJSWvcXs9ncIvcXX6/ZWpL2V8eTJImqqiqPOhJ+6e0JZR2vORDk\nrNPpmrXhnXnmOF5++VFqawfRs2dXLJYT2GwnqKp6hJiYWmprbRgMB7Fay7jllj9x++23AbB06VL+\n9rdC3O5ByHIP1N62i1A3adUjU5LSkKQoZPlfwO9Ro8GPUFsALMDXwGwUpQdqze0C9HqFhITHqKra\ngdm8DIfjXWprvwX6okaB6agpyDhUov0RuAqVoBNQP767UQkyE7WdIB01telAp0tGlqOAG1Ej0ixg\nMCqpvoca7RYhSauIiqrA7X4Lp7MfOp0FWf65LtV4ATrdYGTZiJp2/RSXq5LBg60cOuREUezY7Qmo\n6V4HBkMlktQLk6k/ZvNmXK7DuN3bMBpPp2vXYrZufZP8/KHodDGYTAqyfBy9Xo/bPRY1HboPSapA\nUSrR6TaRljacs8/uzwMP3NZAnCIOcg6HA7PZ3Cb7vkDBHxmKjITT6fSYPwiDDC1piZ9vLRkKSzZf\nZOitfPa170Uivk6CYKU64Reyaa5wpSm0Zq3aobQitSr+XVEUrFarJ/0iWgVAPZ2KXsdAuVUECto6\njmiWb87ahgwZwqJFt/Lss69RVVXNtGlncPHFf+XFF9/h6NFS+vY9k/PPn0BGRgbdu3f3/F5mZib9\n+r3E0aO52O3X4XTeDXyCJCUDBhSlCKPxZySpGLv9dNRIKxZV4fgpcAMqEX6D2irRC53uPaKiJmKz\nHcLhSMJurwF+hxqtFdX9/ArUloJKVBGNjBqZpaC2VEwEbkMlnbeBr4BvMZlMuN0HMZuLqK1NQ6cr\nQJa3IsvXo5JLFGq0ej9Go0JGxhBGjvyK0tItrF//X5zOGiTpKhRFdXORZRcqeRcgSRLx8bdhs71K\nZeUPKEoFkrQFSboAne5zhg37HoMhit27H6aych16/VCczlV88cVH1NQUI0mD0ekmYzKdiSx/hE73\nFrK8Db0+ClmWMZncjBplxGTqwVlnDSYjI5nLLpvRgPSEeEWn04V1RgJ++QwaDAZPWQEaqpO1ClGt\niAZaR4ZaFxotGXqnSCMRXydCMFOdTqfTk7sPpMVYSyBOmKIfT0yt9lXHE+bS6rgZc7PqFtoPZXtB\ne8JvbR1n3LhxLF06rt6/Pfhgw5qRFpmZmdx++9m8+OLzVFXJlJScpEeP29HrDZw6tY5evQwcPPg0\nJSUlSNINWK2DqKz8GTVqs6EKS6oBmaSkPGpqviMmxojNtg6HIw+9Hlyuvuh085DlGajemO+iRnrL\nUNOlSajpyXdQU6unoapRY1GJbDBqk70Vlysai+VnEhLsKIqB9HQLu3ebKS8vQFFiUZR+SFIX4uJM\npKb2oKysP6dOqUrYuLjzKC39CqPxChyOatT65cOokWQ2ZnMaFksUlZVuYBx6/d+Q5SLgZdLSBnPn\nneewbdsOioqOUFMzi9jYm6mu3o+ivEJlpVDOHqC2dicGw+kkJw+npiYbWTYgSVsYOHAQp5/el7vu\nWlDv8KF9BkTkFB0d3exDTyjQVDtFU+pkf2QoyE5bB4SGZt3NsWQDqKmpYe3atVRVVaEoSpub6ps7\nfT09Pd2TATMaje02kgg6qXML4PnDi0kHghjaAm10JT6QgbQkErWsxiYZaOt4YjZec/rxoqKiGiUy\nX71O8AsZCs/NYGxCWnl6c9YaLFRVVWGz2aisrOSZZ96isLCMrKxB3Hrrn7BYLGzdupVp0x6houJ2\nZDmG2tpFQCI6XX8U5Q26d0+nZ884Zs26Aqs1irVrN7B8+Y/ArRw7NgS9Pg23ewaKchmwFr3+HCRp\nFS7XMHQ6O7K8D3VqQiGqQOUCVMeUvLr/jUUlw93AFlJSepOcnMLhw3uoqXEgy6nAtej1OmT5fQyG\n44wdex97965Cp5vKyJFd2b59MZWV5SQnv4jdnkt19YsYjeNxOvNwOEZjMHzM0KGZnDixHJPpUY4e\njUVRuiDLr9KlywdkZo5l374TlJSUExV1B3FxU3E4TlJY+Cccjt8jSQNQlH7AI0jSHoYM6cu0af25\n+ear6z3f3h6ugGfws8Fg8DzX4QqxVqPR2OZp8VrFpz9HIy0ZaiNDoB4Zal1o3G63pwTz/vvv8/HH\nH7Nx40YARo0aRWZmJtdeey0jR45s0Xq//vprzjvvPHQ6HXfffTeSJPHYY481+LmMjAy2bdsWzNRq\nxLnFG9owv62pTu+xRVarFbvd7iGHQKGptba0H0+c7ppTx/M+nXrLu2traxu4YHir2loDIVxoyVqD\nBavVitVqJSUlhX//e36D748aNYqnn76eBx5YSElJJb17SwweHE9iYgHTpz9DSkoKcXFxnvTyuHHj\nKCt7jE2btmEwHMXl2odOl4rb/RmSNAyLZRJO50nc7p9JS+tHfn4MinItqjjlOdS05Y+oYhkJ+ABV\neXoQ+CsxMX8mKuo3KMoKzOa3cbuvwe2W0OuNyPIUFCWH/fu/Ii1tGHv23MfGjRJGYy1QQWHhjRgM\nAzAaa0hNHcvw4dfw88/5FBW9z3nnlbNr1wB+/rm2zkWmAEUpwmaLoqTkalJTMygp+Yjy8newWCbg\ncBTidlegCnDiUNO0ZZhMP3LFFefwl79cQ0xMTINnSnyGtM+P2WwOy3YaAa26OFDPq7YfUECblRGj\nv5pLhloXGkGEv//975k+fToXXXQRy5cvZ8eOHWzbts3Tt9sSNGf6urh+MISFzUGnjfjEwyJOZr5C\n8aagFa6I6EqcpgIZSWrX7Mtbs6k6nrYfL1C+mr7QmAuGNipsTnOuNqUVLsIFf2iNyEJsXFVVVbz3\n3kesWbOZnTt/QpajcLsriY6+npqantjtK0hMPExhoRtFeQowkZKSQF7ef3C5fkJtmM9ATaluRG3R\nyAP+xahRl+J2j+Dw4Wpk+a84nV1xu2+q66v7F2oqti+StAWz+SwyMm4gP38bBsOX9Ov3e8rKdlFU\n9A5dulxPbOxI4uOLGTBgO4sWzWPDho3ccMPzuN0zkKRCnM7PqKysIj7+NEaP/jP5+Wby82dhMklE\nR4PNVoLNNh2d7loU5QiyfA+33DKGBQsebfQeORwOT1ZCmEx798+J74W6zhfIKK81aI7Xrfbw63A4\n6hGq0+lk0qRJ7Nq1K2Bruuyyy5g+fbrPQbQZGRkkJCSg1+uZOXMmN954Y8CuW4dIxOcPrYn4xAey\nsbFFwRDNNNYi0VQdrz368fz1OmlPpsKpwp/xtKIonhSsOpw1vIUL2vRbS9YqSaoVW0JCAjNn/omZ\nM//kOTSUlJTw5pvvU1CwlVGjzuGiiyYzderNOBxGkpOHYTAYKSnR43LVYrNFofbvGYBngP8DNmAw\nbCA29i5crhhcrs9ISOhPYuJgdu++A1WN2gW4F+iJonyPy7WE5OQ0Cgp0SNJxoqJSSEjI4siRD8nP\nfwlF0WMy1XLTTQ9jNBo599yzmTFjA198sY6aGicVFRchSf2AFHbufI1Ro/5MfHxPHn30z5x22mn8\n6U/3sHNnPidP3oBebyA5eQhjx471e3+0LQpWq7XRZnKRbRD3NFDZhuZCHCjFwTNUWQnx/psTGYJa\npli5ciU9e/bEYDDwj3/8gzPPPLNZ1wrE9PXvvvuO1NRUiouLmTx5MkOGDGHChAmtffstQqclvtam\nOr3H9PgTrgST+LzreI35aoramF6vDwmJNOfDKNKuorVEkqSwFy5olaWBmpghopbU1FTmzp3luY7b\n7eb223/PE088y8mT/4fbXUD37jm43X1xua4kL+8zFOU48AKStJjU1EQuu2wymzffh8HQhQEDctHr\ndcAJ4uNtVFaeQpavRKcbiSyfQlF6YjDImM2gKFXI8lEMBiu5uR/gdIJe/wR6vRWn8xnmz3+JiRPP\nolu3btxzz2xk+TneeGMlRuM1pKfHUFEhY7d35/jxB5g/fybjx48HYNq08zl5chdDh/4Fu70Ug2EZ\n48c3JD5tX6a/6Lk5zipCGBLo1Lv3Wr0PaeH2vGo/f9o6uZqiltmwYQPr16/nwIEDZGRk4HA4+Pe/\n/821117bqGdnW6evA6SmpgLqbM3LL7+cnJycCPG1F5qr6tSmE4W9V2MPebDaJBRFoby8HJ1O12gd\nL5xqY97wJkOtJZr4N3HaD7WS1BuBUJa2BIIM/+//rqRbt66sWbOF+HgL//d/L7F8+WcsXfoJPXoU\nEx/flWHD+vOHP1zGWWedhV6v5/jx45w6dYpu3bp5BCOXXfZn9uyJo7R0E4pyFLBiMHyH2XySsrL/\n0bVrDtXVO6mp+S92+4fodLMxGC4DQJadlJU9wfHjx+nWrRsxMTE88shd7N2bj07Xnbi4fthsVRw5\n8gF33z2DKVPO97yPK664jKgoM2vWLCcuLpqrr57VYH6i+Iy1pkWhvckwENZo7QXtM6s9pO3fv5/9\n+/fzxz/+kVtvvZU9e/bw/fffs23bNo/XbWvQnOnrwr3KarVis9lYtWoV999/f6uv2VJ02hqfr5l8\nvh5+73Ric3P3brebysrKgDmdu91ubDYbLperXotEe9fxAglvmymtm423A4aIDsUGp01ptdf70zbM\na+u5oYS4T77qOwJGoxGTyYRer2fTpk3Mnr2IY8eqqKg4hsEQxfjxA7jzzj9is9lITk6mX79+nDhx\ngjlzHmLz5kno9TcAJmT5C5KTF7Jhwxv1SOu77zby8MMf4nafBeQzapSNhx/+e7OjYG09N9jPbFN1\n6KbIUBvleT+z4QjtYUI8s263m5dffpkPP/yQxYsXM2LEiIBec8CAATgcDrp06QL4nr5+6NAhLr/8\nck+98eqrr+buu+8O6DqIDKJtCK1DellZWQNHFV9tAS3Z6MQEiLZKdb2tzqqrq0lISPB8gLUfOnGq\nC1VxvSXQkkhUVFSzmvvbumm1Ft4N86Hoy2wuxHMrDhPCJUR7r/Lz89mzZw+xsbFkZmbSpUsXn/dr\nx44dXHHFXEpLr0SSojEaX+fuuy/lzjtvb/CzBw4cIDc3l9jYWM4444xm3yNtjTRUbSrNfa4kSaK2\nttYT5bWXNVproI3ytIeJ/Px8brvtNsaPH8+8efMazHv8lSFCfN4Q0QbAqVOnPGlDcaKrrq5Gr9e3\n+gEXkWRSUlKr1+erH+/UqVOYTCaPkk2cmEQdr7kkEiq01nXFH7w3LeFs3xolqa/X1qY1w/10r3Uz\n8XVQa83BYefOnbz55sdUVFRx5ZWTmDJlSkDWqs1MBKpGGkj4e65CmXFoLkSZQ9TKxeHn7bff5o03\n3mDRokWMGzeu6Rfq+IgQnze0xFdeXu5pNK+urvbUxdryYWwqhdrY73kTr3hwRZQq1Fnav50QAoRD\n+s0X2pNEmiPrbooMmyKRcII3ibTkMKHd4LWqPy0Zag9ZbYW3ICTcMxPeIiZRP2/PjENz4U8YVFhY\nyOzZs+nfvz+PPPII0dHR7b62ECFCfN7wJj7xQFssloD1jPlKoTYG75FFJpPJs4n7quM5nU5PCkMr\ncGkPN5XmIlxcV3zJuoUVlPb0Lgi6NSTS3ggWiQTi4OAL3iQS7oIQf/Vn758LRfrdG9r2D3FYVhSF\n5cuX8+9//5snnniC3/zmN2H7LAcJkT4+b2gJxO12YzQaSUhICOiD0Vxlp6+RRYBnwxGEB3jqN8L4\nWrteIXIQG3uw3FSai3BSlmqVpOL+eg8WFUo2nU7nqX2IA0e4IZj3tjktKE31Y2rhTSLBVsK2FVoS\naWrqR6hbK/xFeaWlpfztb38jISGBb775plGbw86ITh3xnThxAoPBgKIonlNdICFSqP42JV/OL431\n47VUDCKu4SuV1dbTe1PX7CiuK/BLWlOSpHqHDnG/QtUY7QutcYkJ5lqa4xRSW1vrqTeFc/25OT2E\nbXntQEeGsix7eorFvVUUhZUrV7JgwQIefPBBLrjggrD+7AUZkYjPG5IkeRq/bTZbUHru/EV83nW8\nuLi4euo78bve/XitURRqT6TaKMZXA7n35t7SlGRHc11prDbmz5O0PRqj/SHcRvH4igy9vTa1LiHC\nGF7cq3DakFsS5bUGgYwM/bVUVFRUcM899+Byufjyyy9bLazrDOi0xAe/DKFtbhN7S+GL+EQdT1EU\nj/NLU3W8QJ8+m9qwfI0iaqpeKAgU2ncKdmugPdk3NbW9qQ1LeB4KQYj3VIFA/M3CXQGphTjAiYGr\nQjTW2LMVSnOCYEZ5TaE1ZKjT6TwKU/E5UxSFdevW8c9//pO77rqLK6+8MqwOFeGITk18gphEU2ew\nXh9aX8cLlq+mN3xNX2hOvVCSJI8YJNwb5qF+WrO1BN2cKLolNTB/aAlBhwO0KW5vgvb1bIWaDLVR\nXjhE0NC43614FsS+8rvf/Y7k5GQqKyupqanhvffeo2/fviFcfcdB6P/SYYBg2YuJyK2mpsajHI2P\nj8dsNiPLcr3eIFA35aqqKlwuFzExMSGdOSZJkkfkER0djdVqJS4uziOkEI4QYr1a+7Fg3Mu2QtRD\nqqurMZvNAY9KRRRtNpuxWCzExsYSFxfnUbE6nU5sNhsVFRXYbDYPQfi7X8Kpx+l0hvxZaA6cTieV\nlZUAxMbGNhqVimdLKFFjYmKIjY3FarV6DhJ2u53KysoG9ysQz5YgaJvNhslkIiYmJixIzx/EAcjt\ndhMTE0NcXByxsbFcd911ns9fVVUVw4YN47TTTuPgwYMBX8MNN9xASkpKPZeX+fPnk5aWRmZmJpmZ\nmaxcuTLg1w0WOq24BX4ZTdScAa8thaIoVFZW4narQ2m9+/Ggfh1POEKEuzMI1Hdd0UauItoJRL0w\nUPCOmkLdN9bUQF9RC3O5XCEXrzQHwWxRCIYgxJeFVzjD16gju93Oo48+yu7du1myZAlpaWmAOqj6\nxx9/ZNiwYQEX6m3YsAGr1cp1113Hzp07AZX4YmNjmTNnTkCvFUBExC2NIdARn6jjCdKLjY1t9zpe\nMNCY60og64WBQjjWHf2llLUHMMBzIHI4HCFXkvqCt8AiGC0KgRaE+LLwClcoikJNTY2nt1h8vnbu\n3MmcOXO49tprefzxx+sRt8lkIjMzMyjrmTBhAnl5eT7X2RERIT4CR3winSZqHCKN1VQdL1zqC/7g\n7brS1CbX2nphoDZ3WZY9g4DDfZMTz54QyIhNLlyUpL4QbAVkY2gNGUqS5BHbhPtnDepHeWLUkdPp\nZNGiRaxfv54333yT/v37h3qZADz33HO89dZbjBkzhieffLLBkOxwRadOdWp7tdoySUHbj2c2mz2W\nQOLfhIJSr9d7ZN4t7ccLBYLpuhKM/sKOZofVXHcQ8bPt3Y/paw3h0kPYFMSBUzukVgjZgqG8DQS0\n4iBtlJebm8vs2bO59NJLueOOO0K2Z+Tl5XHppZd6Up3FxcUkJycjSRLz5s2joKCAV155JSRr84NI\nqrMxtDbiExuXdhK7to6n1+s9kZ825SdOoiIKDMcTaLBdVwLdXxjKKKQ1aOl620tJ6g/h1kPYFMT9\n1ev19Sy82ut+tRSiPCJKIyLV/cILL/DJJ5/w/PPPM2zYsHZdU1Po2rWr5//feOONnsnrHQGdmvjE\nwy2IryX2VI3144meLu30BG1dTCg67XZ7WKWwILSuK63pL9SKQcI9rQmBnT3XmLWYy+XyRL/Q+jaB\nQK63PdBYS0WgrdiCud7Dhw8za9YsJk6cyDfffBMWgjexRwoUFhbSvXt3AJYvX87w4cNDtbQWo1On\nOpuayefvd0QdTxhJi3/3no+nVROazWafrx0OKSyxDm2a0N96Qw1tvdBXFB0OhwdfCKVZd3OUpL7I\nMBxm5bUE3uO5Wrtebys2oVTW3ish7GrLM+ZrvbIs88Ybb7B06VKeffZZxowZ0+rXDyRmzJjB2rVr\nKS0tJSUlhfnz57NmzRp27NiBTqcjPT2dJUuWkJKSEuqlahGZzuALIlUJ9Wfy+ftZX3U8X+0JrRmy\n6n0t7Ycu2M29WvVjuPspQv00rFhvOBwe/CHcphJ4i4282wSEO4hQFIZDtNEYGovyAoXmHh6aQ4ba\nWql2vQUFBdx+++0MHTqUBx98kKioqIC/j06GCPH5gpb4/BlKa+t4BoOh3mDHpvrxAjnSxnsoZiBS\npForrI6WxmoqDevv1N6e/YUtEa+EGtqWCqfTWU8MEs6RtDYqbe8m/9ZE0r76CBVF4f3332fx4sU8\n+eSTTJgwIazucQdGRNzSFPz5atpsNoB6pKit44nfq6mpCWpdzFeLgC+/yOZEOd4bckewwhJRtMFg\naJa4Ihh+pC2BVgzSEcQ2IgqRZRmr1Yper/c8Y1qjh3CJpMVnLpT+pY31ZPp6xsT3zGaz5xBUXFzM\nnDlz6N69O6tXr8Zqtbb7++iM6NQRH+BpGK6srPSQlkilBaqO115oTopUbHAdoZ0CqBdFB8MZpLGU\nX2uinI4oBmmJSbN3JO0rrRyI+ldj8OVmEq4Qz5dQKOt0Oj766CMefvhhBg0axN69e7n11luZOXNm\nZJpC4BFJdfqDw+FAURSqqqo8ikuxCTRWx9OaHYdzXUwbFQqvQyGN16b9wm3zCFXPWGvFRh2thxDq\nt1S05Rn2dXiAwNektYOjw6FW2hT8HSpOnjzJvHnzsNlsdOvWjV27drF9+3YmTZrERx99FPB13HDD\nDXz66aekpKR4evDKysqYNm0aeXl5pKen895773WY5vMWIEJ8/iDSN8JX02g0hqyOFwx4u66YTKYG\nkWG4pK/EekOlfmxsTY3VC4WgSYhtOsKGHGz7rubUv1ry2elIUR7UP1Ro+wjXrl3LAw88wD/+8Q+m\nTp3qeR9ut5uSkpKgqCJ9+WzOnTuXLl26cNddd/H4449TVlbGggULAn7tECNCfP4gJgzIsozRaKw3\nP8y7jteRfDVbQiDtrSL1h2CmNQMNUfvS1nG0Tebt5UfaUgRK8t9StDat/GuJ8mw2G//85z8pLS1l\n8eLF9Zq/2wPeriuDBw/m22+/JSUlhcLCQs455xz27t3brmtqB0TELf5gt9uJiorC7XZ70lzejirC\nV7O5wopQo6WuK1ohiHB1956kHcxG+45khSUgUuI6nc4jDmpPP9KWItRiEJExEfVysabGPDZBjfS0\nnpXhDNHjC9QbErtp0ybuuecebr/9dmbMmBEW7+PEiROe6LJ79+6cOHEixCtqX3R64rNarZ6NSqja\nxGldnDYlqfVDS9sTgYxKG1ORBlLhp+157AiHisamoTe2sbdUeRsoeNcew0nB689wWohBxAFUzC0M\nh1S8L3hPqhCKzdraWh555BH27dvHxx9/TI8ePUK9VL8Il3vZXuj0xLdz50769OnjGbgqyzJVVVWe\nD6MwtW2ppVl7wntzCwaB+NukvL01oXkpUu8RRx2hSbqlBBJoP9KWQnuPg+G3Gmj4I5CmbMW0aeX2\n/nxq77H2cLx9+3b+9re/8ac//Yknnngi7A50KSkpFBUVeVKd3bp1C/WS2hXh/UloB7z77rts3rwZ\nWZYZNGgQlZWVrF69mk2bNpGSkuKp5XinrsSHLdQnz1DOnGuqV85XilS4gjidzqDNcQs0tEKFtt7j\n9ugv9O7T7Aj32B+BQOs9XINZl/YmaXGPnU4nCxcuJDs7m6VLl5KRkRGUzG4DwAAAGRdJREFU67cU\n3j6bl112Ga+//jpz587ljTfe4He/+10IV9f+6PTiFlDJ48UXX+S+++5jyJAh9O7dm59//pkuXbqQ\nlZXF2LFjyczMxGq1NijQi5On96iTYKOjuK5o033CTBp+iaTDMXUlEMqWitb2FwaqRaG94C/Kaw2a\nUpIGSnDkT3CzZ88e7rjjDi6//HJmzZoVNvfel8/m1KlTueqqq8jPz6dPnz689957rR7LFsaIqDob\nw9GjR7n++ut57LHHGD16NKB+IIuKisjOziY7O5utW7dSXV3NoEGDPGQ4aNAgT4uDNhUjTqjBEDR0\nJBssAXGa124U3vcM2l9F2hjEZtze6kd/aKq/UKfTeQ4XUVFRHUYgJMQgwSBp77p0IAwKfLVVuN1u\n/vOf//DFF1/wwgsvMGTIkIC+jwhajQjxBQIul4uffvrJQ4Z79+4lJiaG0aNHM3bsWLKyskhKSmqy\nT661zhZtNb9ub7SEpL03qGAfIPyhMfFKuEE8Z06n0+M5C7SrH2lr0FK3mEBfuzEy9FfCEKpY7yjv\n4MGDzJo1i/PPP5+5c+eGfR21kyFCfMGAoiiUl5eTk5PDpk2byMnJobS0lPT0dE9UeNppp2E0Ghvt\nk2sqBdPRhCBQ36uytRMqvI25g6mI7IiRtPdUAiHCao90X2sRjqnYpmzYQDW6EOYWkiQhyzKvvvoq\ny5YtY/HixYwcOTLE7yICH4gQX3tBlmV+/vlnNm3aRHZ2Njt37kSv13P66ad7yLBnz54A9YjQ16lT\nkiQcDofHdaUjbMbeEVMgnW2CNXEhHDfjptDcqQTB8CNtDUIZ5bUG4p4JgZYkSezdu5d58+YxfPhw\ntmzZwrhx43jqqaci44PCFxHiCxUURaG6uppt27axefNmNm/ezNGjR+nevTtZWVlkZWUxatQoTyuF\n2NBF3UuSJIxGY70UTDgiVBFTW1KkHc1QGgLjZNJaP9LWoiMeLFwuF9XV1fUOFqdOnWLJkiVs3LiR\nmpoaDhw4gCzLnHXWWSxfvrxdnp309HTPwGyj0UhOTk7Qr9mBESG+cIKiKBw9etRTK/z+++9xOBwM\nGzaMXr168fnnn3PGGWdw//33A9Tb1MPFCUSLcDLs9pci9VaRCtOCcPEDbQqBVD/6e/1AR9Md0ZHH\n31DbEydOMGfOHNLS0liwYAEWi8XzOc7NzWXSpEntsr6MjAy2bdtGYmJiu1yvgyNCfOGOEydOcNtt\nt/H5558zadIkCgsLiY+P9whnxowZQ3x8fNCEM61BR2qp0N4zbUuF0WgMWxGIQKgipra0B4g1i8NQ\nuN5bLXz5mCqKwv/+9z+eeuopFixYwHnnnRfSZ7xv375s3bqVLl26hGwNHQgRr85wx6OPPkpSUhKH\nDh0iOTkZRVEoLS1l8+bNZGdns3jxYsrLyxkwYICnVjh06FBP9CKawr3dU4IhZtCmNcPNBssXhIOK\n2LzNZjNGo9GzsTscjpCpSBtDqCMmf4NWm/IjdTqdHSp9rL3P2iivrKyMv//970RHR/P111+Hxdge\nSZKYPHkyer2emTNncuONN4Z6SR0SkYgvTNAcOzS3201ubq5HOLN7927MZjOjRo3ykKGwHvIlZghE\nw3g4pTWbi+asuTGZeyga7bWq2HCOmDqyQQGon6nq6up691lRFL755hseeugh7rvvPi655JKwWXtB\nQQGpqakUFxczefJknnvuOSZMmBDqZYUrIqnOXyPEAN2tW7eyadMmNm/eTGFhIb169fIIZ0aOHInJ\nZGqwqWvNuJuT6usoaU0t2ipe8Vf3CqZTT0cU3HjP9xMDnQOtvg3mmsV9rqys5N5776W6uppnn32W\n5OTkkK2xKcyfP5/Y2FjmzJkT6qWEKyLE11kgyzJ5eXkeItyxYweyLDNixAjGjBnD2LFj6dOnD1Bf\nNONP4g7UM2fuCENAtUKQQItXgtlor21R6AiCG2h+ZNpedmLNga/6o6IofPfdd8ybN485c+Ywbdq0\nsHvOq6urkWUZq9WKzWZjypQp3H///UyZMiXUSwtXRIivs0KcbLdv3+5Rkebl5fn1IfWWuINaVxB1\nsVA44LcE2mb/9hhcGogUaUdyixEIRDTd3v2F/noJa2pqePDBB8nLy+P5558nNTU1INcLNA4dOsTl\nl1+OJEm4XC6uvvpq7r777lAvK5wRIb4IfkFTPqRDhgzhrbfeon///tx00031/EiBBqm+cCBCbeoq\n1M3+jTmBeN+3jhZNQ/CmuAezv1CrjLVYLJ41b9u2jb///e/MnDmTP/7xjx0iyo6g2YgQ3wcffMAD\nDzzAnj172LJlC5mZmQDk5eUxZMgQBg8eDMD48eNZvHhxKJcaErhcLnbt2sWiRYt4//33GT16NFar\nlREjRnjqhUJCHSzhTFvWHu5CEF8pUgGTyeRpqwhn4vPX4xbsa7alzuovynM4HDz++ON8//33LFmy\nhPT09KC/lwjaHZF2htNOO42PPvqIm266q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c0wDMLhMA6Hg507d7Jjxw67I6W1Y8eOWZte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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -718,7 +3096,7 @@
},
{
"cell_type": "code",
- "execution_count": 306,
+ "execution_count": 54,
"metadata": {
"collapsed": true
},
@@ -745,16 +3123,16 @@
},
{
"cell_type": "code",
- "execution_count": 311,
+ "execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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c1hIfBZywNorM9pSl5TUGW/qMl8fsnU3cerpBUucVGKgwMzOHzO+E1GBqrK+e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hAAAg\nAElEQVQOpwVhbUS7eoDLf/pnPN1OSY8f8s1f95Vs3/4a3pnWeGLvIV53+nHKs1+KuOfvr/uT3/dN\nPH3f7/CP/9l5dpuKe+6+hb//+hsYnhk9L+jcAxujxHC/weVE1IrYQ4cpYiYvbog2EMoOkcBoMME3\nYwrvODcZ4b2S64rbTm4TXMeg9lTVmFW7JKltvEU5YN6ZxGyRFOcLusOGrr2EF8edpxxy+uVAxJ98\nqUnF0oy7XnY3irI6vEhSocDjQ2Dn7FlOnAEo2fSBtmsgeDZPDIgKh7sf20y07dHQz9hS+Oo3fgXf\n889+jt/6rcv49/0Um+fv5Cd/8RdwN8JkVHPuzlt58Pfv543f8d/z1Xes8U/f/Vf4irNv4/cff4B/\nuoTf/I1/wGOveDPhmZ/ija++i+/63h+lWBsy8BW3bMHVa0onF1ldnbB77VGk2KRcc+ynzAmfibsH\nvOq2W2jjgpqEryeoy0QVOuepHQZnByMcSnZmpiMFGSWn3ode6dNF0/FBsL6x9qxDoCqSI8k7Vksh\nd6aLLxRISm47s9X1JWRle/ssxebNVLUQQiLHzHJxlajePMC8M/5CSBbOhXEC2iwECSRXELOi9Mhn\ncDgXUFFCzsYfJFGqkJFe/w95PiO2LcEX1vmL4AcDJCc0B3Lb0LXgHYxGNeJLAkvmi0Mu7jmWc+XC\nI08hbkRZZHQwIJQFqFkcdwRUHNF5NrdqWA7ZualiY+NmVrlgdTgjOMWHwky9skUOExxQkCX1h14m\nZYe2La4IFrKEgraWzyAlQTIpNzhvvgniHcEpKWIkYgR1So2As2bPptcWkJa948gO2wgPhjjnTvBF\nQNyQg8OGlLMhN2kBUtC0CZkM2JCawzm4ah2WDaF0rG+eomkqLl+7wnK6R+wanE/QZpBk/I1kKgiY\nm4TSKoKeTXBErBecGop1VODZSMH1Ca8ANp7KRzyE3sxJUkSDFYgZseIHU2pwnM3w3PyG578+p9QK\nlUu41OI6ZX+1YrrwBi9rpnCBUV2gPlGrwWRFXeHLilBWpLokuJIYKkbZ0WKwkykcMAlZErxboS6Q\nJdG1lrmeiaCFwUkqpq+lRLyCJqoIIoXZVHrrIFLw+KgkD5KF6BOViDFnk+DpGLpEOfDkSYE/sUaW\nlyDuXoLAE+p4rF3h5rt0jz3GtT9/H1f2E4vW4YcbbO6c46+c3eJLTp7grpMjmHgo1UyatOnRhgxu\nZPhODJAXpha48lhPd62suKgDjBLsjGHt5VBu2an6Ua6neg3uAdgYodzBvXfeAQrKZZh2tF/Q8QuP\nd1z6pQt86d/7ViLwMgFlE9W7PvEPXc5x7qV/i19+qUJKXJomFm9/O0/97o9x6tu/5+P+ugfGg4a4\nW5EH66Q0p/AKRSZmb7epBErn0eBpDxfcdfMW3HEzzgc4/SJSdsxzYHDjSRzJbGWrAV3M1kEkoZMl\nkkBcokiR1EWcBJKskXJEXEno/Q802NglFM6gY+3IubLAncIRyopll8kpgiSL7206Yu5wVKS0tM7p\nI5CD39l/jOKpC/zVe7+Y9Fm4s1/3hr/On37glzl45vW86Rd/DfeSW7j31glPXb/I19/7Wt5Z38GW\n/3Pe8qaf4v2/8wu84sSQH75UoLPIP/3pf81rX/El/Fff+P8SUuRn/5d/w/7TD+LalmVWqs0hqRxw\n7cKCxeElbtgWShRxBdM2s1kF1tdqDp0zpXBZkxcr3GSE94Hg8rMqBOchC9klUy5Li4vV8cGjdP0G\na5Iz52yEZW93JmahiCsK7/ABRKJxD5zn3Iu/jBvPbhOCzdtTaihdJB0+yZUrB7TLDM0BmztnIJj9\nsVe1g8BBjIr4YAQ6AVxrSMRiRRsVLayLVE3k3COm4vD9IWPTae1TAQVv/TnZiTHmfTA3WWlNaug9\nFIlLT19kbzpFnWe8PkHxhLIgx0w1NFUD2JaQM70jbaQaDNCcOHn2FD6e4MnZoxTrntz1h7AmfH9Y\nqzN0RkTwvXufICbp1mzjGnu12AFqF7FqJMdenSOW3Jj7vdR7QywTIM7TumSeCX0aJAouC65H9C0R\nVfFiAU4SCnJqkLxiWHma5M3rIGVcWdNF5cLTezgpaNtEJDM+ewdrk4o4i1x8/Enarnt2/JF70yoR\nyMa3cq4vAiQ+O1Y4Hln1yWUcSRf6Qclx2IL0OQsKvdxVevTBiSIka3hzpu3tqUz6rSZZPXqeT3yq\n8LlVHIgasU36QC8vSgoWgBIUoihdFpaNkpZQL1o6achNdyx/LLynqhU6pSo8oRpQlBMYrVEMKqqi\noApKcIXNzonGcSgSmm3+KzjUd6AFTlxvsNgCgu8JIi4rOQmZjM8BHyPLbHO0wrneRCSz8CWhEIMu\nRcnq8M7QCe88ebBOMdxg+7Swhcdri6RE06y4b3qR37vwOHvTjjw75EQR+YKh8PLTA24+tUF14iTF\n2mlGaxuMqtpumOh6NxqxMUPXQONhWsCVPXB/YJLMWk17Nj4B0xUsr3FlesCfzFqWbIBG1tpDyrZl\nWCRWLtK1jkXa4mAwYRpOENxHXGB/KRqEgA+c3gzw1a/nNl7/vH7LAeOJsMwl+czno07IOZojZspo\nb/uanBLw1HWg1Q2UbBsOziRTYumTkUDlMl4qvDQE6UjOQVJiVnxORE1otE4vx0Uvg+sQCiRC0GCo\ngxOLdwZ7NlfgU0ekJjVz218S4Bq6FCmdJ6UZmYRL+h/d8B/6g9/m0R/9RV7/x29l0lMVPziHe0Z8\n2lcCzi7u4ad+71fI+29h6kpGjxVcObHG5433+fX73kZI/w/NYceim7F7QXj3V/0kj7zn7zPeqrj9\nhTezdW7ML/9qx4/cnPiuBx9gvB447DZZLq7TVQ2dBvJ0n62hULrNXjni8C6i2bF1cpuD+YLzB1P8\naEiuCpRsB6faoSp9t64kRD3JW7EwkqnB1ngkB0w2Z/fh0exXjzwPenlcUsdqf0Y+fYrUtrhK2N6A\n6bWnaA/3WS1bll2Hj1NYTVnmAlIg0zHe2aZmZPNmcbaBZ1NOaOpQEYIHTQ51NkMfDByH7bJnqwsi\nqY/27QuXXrMmgBPfy+UsLdIpNg71gmQBV+OcRyXiXCCq2Fzf2fvhk5DLAd2itREacGSJLM6CjEQD\nVAW+WdDgWVvLtOfH6E0e1RqXFhZahak9CgcxCDizO6a3DLaYZvrURjtXVY18mHvbZegzKZyn1shy\n1VCPLFZd+07G4+k0U7hnRy0ZrFETbyiQC2ZdLgV1UTColOA2CUU4Ti7MZOhdoHNKLHev4yrjYTjn\nKYeO6fV9FvM9RBPO2XsnmhHUPAw8Rj7vJaz0nf6RwuiYkqjPvhdHmRTH+2T/s67/BXPitAAwESMx\nut7t04uh0XVV4VcNUWAwKm38I0LXJtrVJ+aN8jlVHESFoThyUDP8SBCkwPcXK1HMVygEnEJ22eC0\nqkCySV+cFwTPikyzSrAy9mmxu4svM8tVh2ZPKDwUFVKVDKo1BlVFKB2T0uG8pyjMXxzxFKKAM/Te\nK0mDeacL4GqTmjh/fNG3rocs1dNKR93aa0oeXO8TLtmKg9jPGnGmt/feVBriAtXQc9Oo5NyZgFfF\ny4ArOfHmLpIvHqD33Y8//F1y03LCZ+qtM4xuuJ0X3nKWF++c4OaNGup1YAWyAh0a5CedGTvFFmbR\nPB1Cwcm1s/wXaws7cbdHsPEq2LrDRhZHtHkR3pk7fu7Pfv6zc5F8lDUcCLmoOXHGs2oT0BAyNGSK\nJPZZJ3NJizg6NT6w5XM5hI4kzuKW1eGckYtWXYs2K2I26WNMNquMLqCpoSzX8CKsuiWuU3IwVc1c\nMi520LVIsLjjUG5TDj3eD0kxsrjyMPvzjqxqM9UUScmkSVkdpyZDPpKTed9v/i6VCuCPUznOt3DP\nkE8XP/V4/fp7Ol5W/i437L2Ttx0c8PJYsxsv8JJbvpU/euB/o3nyEicmJYu8Cc2Mw5NCM9snNXPi\ndM7FxwPf+DfezD98yQO84Y1/k9GJQJsya6c8i6JmvqwZ+SVr6xWD8YgsBRZxYyFIOYH4wNo48MT1\nwLoPkEpEs3GC+iM1kfs915EdzOcddNep6on5pThP0tRH6Ros28cj2UGWFHxCciRLQMSTtWMtXWS2\n77l+/TqSF7i0IKdA15v4aG8j7KQx697+UHDqyV7pklKoQ6U3ytFApkUkERcth8uGyhc9kc1g8We9\n9nr2+nGVYCoKnPXhllVnrHfnQo8umhtg4YScHcH7/lTuHUljh5SeYWE5C3UI1Ciuz5w4shsWTB3h\ns+eRJw5Z7V/nPe94kvW1mnM33ooLgaCOxvXmdVn7qbqVxMYFtsbLrtF+Tx3UjJ0n+kBMBTEWSFma\nlXl3jXZ5xXhVGoBAcGqup+opRfuv23jHVQWnT56iXa7Al7iiAHV9kRj7wtH1hYj2hUmC7HHBMVyr\nGZWejhG4juml83QpmlOh9uqK/vBPOZFUyFnRtLD7t0umnsOuRenREzkKUOIImeqRA8VSLp/DODZH\nRUeWyFFcs2CW2uJ7NEEEnyKFJryHsghIcAQJaPzEWUifU8VBlz0xCVls+hYjBG2R2mI6Y+6QNuCD\ndTLaZZwrCCFT+JKcMkIiRukjWe1ecmpuWV48EjIuKqggeUWeLlgypSk9TdtBygyrwvLB1eOqAZWH\n2gtVVRKqwDhY5GguS6QaWRY8Fc6b3EkIiPNknwniWDgIOVnqmrNK3bs+ahlP9gmioFLQpZagQg6B\nQlsIJT43JHVkOUS9Z1gCxQhdW0O5jeCFGGFOZC9lHn/0CX7+fY+zmEc2dMH6sOTV2wO+6kTB5MQQ\nbrjREioH60CG2NgIQvvCIDm4voDdv4DHHrKrSDLoNpw6x0uLkhN3rAEr4OPLFT/da3tzwJXZFa7M\n99FWSXlFjMKaRmbBMRissXbzC9D5ZaZdwHUNDk8OwQQj6hmFFi0cOUbCsGDZXeXw8tPM9g9tXNDn\npgeBohaK3DIIF9h5wRtoV4fsnX+YtGjAVQycQ8qacjjuYb+Ckze/gHI8piqHpNxR5SnjZTS4OZS4\nLAxK8/pfxZblwcw62eec+nnuubqzQh/aJ7zQtAo7zykMup6k8Sngpf5H61W3rrj6QM2V3T3WD4UL\nVLzw81/M938nfOHXO5rOs2od2u7S5oxerPjb33Q3b/qTcxweXmNdDvm9n/0v+bfzx1muOhZLO5yT\n36VcL/F5yqA2SrG4inmTWS97CFfNBjf2KNBRah2uPzDFG/s9R5wvWR8LcRYgR8YV5HLNOu1+DuzB\nfOmdcQCQ1g7MHO2QF0Fzg5y+hdff+lIuPPwupgfzHkY2sVqkMHhaM85HcjZZNb3/gUpHYkAU8CkT\ncn9Y9sWI0wZw5LziyYc/wGw2x0/WSG2kLFaoKE6VpCazBuxv90Z0cyLHc2Y7gPuxg9hhJDmZ+6az\njtqLt3K4h7DbnCiiqQ265YrghnTOipgQQl8wmXuiOHvv0rXHcKxwMRNjS9d1xhkIR/HF0GVFfYGa\n7aEVOGEDlQGDUaauN8neYo5jbhm4wNJPeNU9ZxAXePD9T7E6PCDuWYdeutzXSt6Ii9ATPXs9gBoR\nkqJC2kTnlDonkmQyAYdHVUmaabpI5ezQTa4iS0RiZrZY0I5OMl/uMd+fkVmRmoh2KxsZknpCpX1+\nzyJ69lmIg8IH+3z6rx2hPHoUkJK1/2z6z6x/jCNlo9lEa69R9pjMzQibqbBmYJWhzZngj54z4yWC\nS5TuE5MxwudYcXBiY8BkMERJJPUkjbTRbo0uO3LXmjQnmT1uzEqXVgiF+Qf0bmKkjqw9bIfN+pKa\ngVKhHgo1yUwWfLDNx4lQOMjay4qcIxCRdkkKsD9vKREoAk83ES8BVzq6mBk4jx86yhypQ0U1HJHL\nmrIY4YLDB08ZAk4wqA+lcIKGgMuZ4E3OFCQhHXSFo+gasg9I19CJ3QRJgEZRb5e9ebk7VkFwUuD7\n0WE5HnBu0jN33RZOHO/P8KG5IrNI9cQTVMMdbqnPcwOX2diuWYY7OTHZ5NZJDaGDqoTe2YysvRZ3\nDy5eZ+BGvODlAd7+B4DCRgGjHdh4mWlTannumfZpX1vjmtg2rA86Hrzc8dLXfiGPvuetnNoc8qEr\nh0zWbjQJW32SmhmPfvhBZuef4eT6DrHItClw54k1nrx+DcSz9flfwqkbbmNtsMHhdB/CNrq4hPiS\nLBkp1sjdPoU4inpAxjG+6V5k1RBDphSbZZfVgBRXSBBcVeO86zMUhDCcUEmD5JocVngiITi6dkFF\nx+GRwctz3sjd+SXue89lvvx/+jv86D/5cV78qltZPoexeex98yk2QLi4VN76gQO+/8d/lel8wM5w\nQVHt89h73sXXfPtjnLlthwsPX+P6tCFJQpuSrWHkV3/+HzLcCjTdGjFd591PPELbzEkOJg4u765w\ng5LKNxS1QdO+mNCmRCUdKgb1EoVsey9eTJqmPdkr544gnqyJUoSDpqWYXmIwNlKsYuM8IaPOpGHP\nRuc662qPYDGX0WylVbOYMpKO6fKgn5L3b65po/sOu4e2NXBsgUc2lXXKqDcyYM7giUSnSBZUEj4v\nibN9nroyp00re11Z0ZwMzicgchTRDP2k+mg0zbPmOQ7nzMgpJ2t6FAhFbcWLg+Q8Fc7cDJ3QtQti\no6RugWpAY4sfDxC1UUXbrSwXAiHH2Dss9vQ35/CpJUbBax8prX3gkCoiHtSMqkxhoJRrmywPVhSD\ngZn2dIlJOaDa3ma2v8At51w8WDJwm0znS4KAqzZJ3T7F4KS5L4rDe8hZKHoFhfk62KeQnIVOOUlE\n+hl9F0m5I3cdue1YLOY4iRYUFS2VUQOMNHDhwgXauML3/hfSSyuPyIX5aOzE0YBAek6A9JysngfJ\n8bTAsB+RI0uDZ2mDvUGVHvEN+hGSFTpGStXewVNTplV//LiDYcWsA0rF95JWY8n9/xw5uD5PrGgZ\nBvPsFgJFCQ7H2EUcNXgj3pA9mYzmQModUR0xC7nregVCn8tLwmWhFSU3EIIl88XODHZdYdZKrFrz\n4nYmGckoLniSdlTqKIM3Go0qo+BoJFOKmokHSmyEpk0sRWHZ0K46ihBoNCKtMhgWdJRUoxFuNKLy\nJcMqUBeOuhBK54kiiA+wEloniGtJDkoC4oTkEgL4WBG1xRNoWVjFqg1VUlJR2sWalXowguAoojIr\nbR5aukAoHHWasjfz/JmOmUQhlJdZm025q46UIfF0Pk2VRnxZ2MX7fXTnNH44oS4LXFkaGbJNNjS/\nuoJrh/Doh0HN35zROtz+Ktj59A/EN7dPUjql3rqRjVlD5YTtk7chk5KbyjmhLEjtAooaJzAIBU1s\ncSlSDBxtl8l0eJ9JsWA2n1LMnqZZTHnqwpSTZ0bM9g9Zd4lGM34wJ8Q5WhbQLfGusI6hVHwurDMM\n2W52V4AIqWtN160BJxF3eJ53//F9jEYThoOOvYPIPXee5IFHDwjScOr2u483o6N1cPU8STMf/OP3\n83d3v4Hv+77f4tYvOnG8GZXCs45sPLtJfTLrW94FzZUPsTN8MblseecP/LfowVUm1BwcrNAQ2Bie\nYff8RaZ7U/ygJJRKSCVnT28yrWcM1y4wuffn2Xr0jzi49F72pm9F24ikwMW2JZRCbDvSVWObVyOH\n1wWPT1dsiHJiWFINNsmSSQKVKkkygpF+XTA5nErCSSBrZBwEKetjUB7NqGSc8zinpGie9oUmXLZm\nwIn23f4RdyRTakNzcIW4cOQevld1eIwHkDX17HPb0I1F3neFCJI7G12oNRJtsyIv91lc+SDXrh1y\n2EDWAnGOcV0ALWVVIu0K747m2MZat0wEOSafHY+s1ayCnXhS7oORvO/99h0qHqVFMhTOmPw+g0Zz\nAzR8wNHhSLQ9upqZrwx5Fe2QtkP7QkHU7KCTc0gUc49MZqxE7v0gnFj9lD1O+2KouYjTSN3eiAuB\njshydYn5IwcgwsbpbW53I85sbPKyF2Ted1G4UJ5gPn0aJoq2Hk0R50Ek4H3uC2fzAshNy97V66z2\n9mlTR0qJ4AucN2m7KkhOLFcRKTJBvPEr8JRdwfXZLjFH/DFJ0JqhozGOyhHgoobo9Nk7VrsfD31s\nXKCG8lgRYPkIcjROOLorsxjKdPxVRcWIpdaEHX3KSibTOXfsyRFyMj66FObsmH1fgHyWUxk/3Ws+\nnRLngam33O6oiRxNbuREeoMLjy88tRMGpcWnOidU3tKqQq3HRUQm41R6MA+cal95Z7TypBhZLRNS\nKFmULkIWIXbR7EuBmG0+V5Z1jz5EQmlGILHN+OBAPCkZAoAoOWeK0jTUTr1FMiQl5jnsz2FecrDs\nKLwnqumCKUqyJGIrFKXjROWYjArG4wE6HODLMT5USCiIrIyvkBLXmhX1PNPkxLmz2wTnIBdUpSOK\nSZJ8gB3nSBWMvZK8wwfTMCcvlFLiUBbNIe9uPIpD9ALihcdTP8K59CSljCiXM7YGhyxZ49T4HF+7\nPYFJB8PK8iNChM7BfBd2Dz4jxcFoPKFpzpOrM9x4c8tsf8r69gmWQHlio7/pDdRFHKEQkjhahMI5\nYhRUK6IMwBXMlx3VwSFCxbmzJ0hJ2draIomjStYdueEmSGQ6u06KQtvOIRqZK1Uep469XOPoyFHZ\nP2jwBLK2RnCNE2576espg1BWnlNRUe+465WCF+XDF57pGem2lBUXLnTY0CDx2P1X+P5/8Qa+4lv/\nPeNXvIh2AbNGmV1V4lVwz/wsX/Xf/df8tbVP7j2d3vdurj3wDh6/9ma+4/u/lz8IK67PI+uThuSF\ndh45f/gEMVqkMU2Hn1TEJVw98XJ2ytu5+Bc/za3nfpB3/OnbCa5BOkflC3ZnS5wH1THazc3FLmUu\n73VAi2Y4ACSsUQ8DPjd91aOW7u0yKVtUsWpHM9tjWNc28+43We1H3OIDqJKSHs+DVZVGMwUlXo4I\ndRmzYm8gQ7OwQyB5M58J4ogkUvao5J5ols2ZUI76SzsGsip5uc/B4ZJnrhyS9y6T45yo0ZxY1F5T\nxhQrmgb4oKhLvbPgUSdueTKKOQ7m58jWjg6cniffB41BTvHZjAHnkOgMWj9yrRRHSlZUmCWxMe/b\nZUsOA9plSyxqipRJ6gyF9baHSo/QOO/puiVJ7VCLWck9ZC5JjXHvMjkbuY5YI2VDqjJtbkgZVGuG\nawte+bq/zvr5Z5hfeYK3XaqYPfMIs5QpT95M21T/H3dvHm/bVdX5fsecc6219z7t7Zvkpm8IaWgF\nEgo7RAULxedHUR9PlI88LQWbD5Ylz7KrT2khNk9BLbSkUCnLFlREGpG+0UgTIJCEdPemufcmtz3d\nbtZac87x/hhzn5tCAwklvrJWPif33rPP2efstdaec4zf+DX0OeLFEVNk4Cu6DMMi7XaY0oHU0Y+3\n6MYTprMJzmV7bw8XGZXAj0ym8i2pNxM8LxWuUvpC0nQlVllLXoNuwwEFiHNifDEtKEL5z8ZcNiqa\ny0yN72Eoxzw7Yc4qNZkizBUNcw4JWQkjT4XbRhMgo9mTk7OfKw6tG3ynxJwhWqaH4tH0vzly4J2Y\nQ+k8USsbMcZOZibHhKZI7KHVxIbUONfjQ5EjZgvrUTWqkfNC8EoIRvoLLlDXjelOndmYDisAb+xc\nF0E8QazzNm1qLjMrR5s9rVioSc4d5IRQI5LJMdI0Fa0CvUHESRN1dnQuo71ShaK/zamMMzJVsDlV\nJiEp4bMlQJ7ohfVJJqxN0JjZSplaM4uDYPar1RA/XEZCYFw1LFSBs6fO4GuHhMC0LfNbL1QuFAKm\no+sy1cKI4DziK6oQIJjVinMVvgLJzs6ZCOLtHGQZUqmQ6xFnZIWOnnF/ll85vsbkSGZy5iw7XOQr\n965ycN8Ohjs9b3/74/jmK7/4901Y2Mks3oWLMyT2aI7k3hvZ0Akpm5a9juuIa9i94wJWnnweTUiE\nUHFIWzzCdQf28fUv/BHu+cgf8cljSjubkNtI126gYgmP3jWIz7jkEfVsSLao5jSAOuB9jZaib9gI\nwsBmxsnhaiFPWxisFozWOlAnFbM4RXImxpacMyNvBj4A4x4mb/4TVgaeSTREgpy59RPHufvHv540\nVUZNYPfqfjb6ddrxjNWnvpTV334/X/LD/4oVefT4wXDjDsKRm0jSE09/lF999ogX3tZw9mzLwrJj\nOu2pg7ckv5Tp1dNvTAnZke79AKfqjzEYwJHbW2ZToR45vKtZm4wJQeh7SGkd1EMZ4ykmoFleOkRV\nKcvDwEwyUR19UmJQnLoikwNtz9DUA+o64MWVTdQ2bpW5iW1iTq7L2ax1yUWDnjNRbLyoThGNaIGS\ncxYo9syJTD+Hf53JnWGeomcgcy6mRqoeT8ftt95P6jchgzhHzpa9Oc1a1ik7kvOo2poW+zLb1lwm\nQxVIgmxNC+VnbM+1ASQT1bj8OSe8KEGEPkY7t2Syr8zGReZq+UAzGhZulHWds3FrSY8qLFeOdhqo\ngtL6hqhmuqPO1lYvjhxrs5yWTBDFo6iX7Y55PtvKCLnvkEEDvTCQdbo4o48ts94xPfkpNnWV2086\nzp79ULFCTtSaGDQrTGYTFusKnzxaWdy0C4Yea/kZKUbyAKp6SNZoTo2i1JV5Nmg/RXJnRWI0U6Qs\nPV57gq9xGQtxwgolUiyhSdu9Ppa+WlyPP6tLV6UQCOe+iO4hX1O4LqUoncM+Oj9Pc6TBZWsAySQ8\nRrY0jk3O5uYgMZFTYpYTEU+O5W7QSBv/GTgHIvIM4N8CTwIOAM9T1Tc95PHXAS/8rG97m6o+5yFf\n0wC/DDwfm0K/Hfg+Vf2czi5BBBcqIw7aPmo3IwXXgXOSmFL1StHaujIXmnvHqVqKWZeg7RVRS1Kr\nU6n2nEV5qiope5yrudyPqJ68xfFbWvLYUVeBlAVfVyZVHcDQNWTpyZtKNQzEtscjxoLuW3NiS/ZG\nyilils9Cn82YSZ0j9zOqwQAtBhgZJXYddVXhgsl2xCWi9ngCUnmWPUxTZpqVfmUIiz4AACAASURB\nVBbxkzFsbCBZ6EUgWv57cBUpCHWoGDWOYePYszSkWRgxHO1gcThCsmM42sGoWWS4uEozPIgMlxks\njgiLnoHAIAijKrNQCSsDx74lYbjki/1rAD8E10BYgmZkEqnPOr75Ed91/3NHN9hJmyLDhSFZDVIV\nFcgdUc2/XAgGRdPhBeqqOOXFKbHEdGdxfP1XXM2OZ/8H0MThsz2vfseYYx/6dU7ev059oaLHxlSh\ntlk4LSk6NEScZFxMZDqyBlKeEWKN+gqnUyRXZsoTgdmskFEd4oWYJuTkSMGh2djdQYW2N+b9j31w\ng5+4YsDzfuAVvOY//igHDnwJNBscO3ILaUsYDJQ4nvLVr/wJPv6bf8b99UF2nL2Jd9085QXyDNpb\n/wu7Ln+x+f+PoVn8H89fn+FEhLNj2LMC+xxctG/I4bNH6bopf/drP8lWcwPnXXaSu+88wsZZs3bu\noqLeELIDIfFgNJlvPx2TDowYjGuO3/lpnn3t+fzVzXfidYqvarquRUjkZNN85wRyLNG8FcsrAyQX\nGDlDUDsPmsVcT9U04N7ViCrJ3iXmaTDHgElF7mersc2QvZHEKLKzMLfN8WVxt+5X1dQRaiQhyIlA\nIiHFA0C3N4MkQjCOH1kUJBHVA10pmoBk19mcXVMZRWgZBSm+DjSVo6oGqEwNJhaPaGdfJbZKSJFa\nFhy0bAyFr+ccMWdEKptaq3FbzCPBm4e/M5m2cxEvDc5FsgreC1UlVAu18aw0gxe09zg/KJ4Mig8e\nn4znUAGnuhl7l1agi3Y+U9HkF7TDmjRH7NY5f+CYTs4wyViaaemK3//uz9h5LOMdKShM1pblhYr7\nxomBji1mWkaolqwMKOfFyAcuVLgKUq4RHwhB8ALaTs2K33tcFqqsJhFVhWSeF07U3BcVK+KM1FHE\nHVrcBRyubqj6jpkWu+ScyxhvTpB02zwRQ6jLfqTldxWw+GwjiVp1aSTXUHmTJTpXHi/yVE0ml1dD\nHCoiwwZCFtbbnhh7NKd/trHCAvBx4LXAGx/ma94KfCfnRpqfLbD8FeDZwDdhNvC/DrwBeMbn+sEx\nRyRWqPmXglMqF3BF1+rFIlfVBZyMOLD6BJ74pfuJ1804fPi93PLbD9jNiSChQYmgDlM1F/8xNcY5\nEnAhGAu6i2RZ4Nuf//O86Jeey88cu48/ecKXEfMWaZrpmhbXJtqFEZVLhOUhVbAEv1yYwHno6CaJ\nGkFGNdNppHYNsVKY9uzauWCxr+oQNyDniNNcNjOrtDvxBs9ppMmeNlnGehh5BqVzaVvzHe8EBi4g\n3jqhqhIqwLloaXEpMhnDZA02Nmbk/iSE+9ghI37/e7+Ffd/547h/gPj/8xIJ/6mOE/UKKdnMFOcI\nOZBJqHO40p37YHasMTmc75EMEiCqx+c56QjS/D0mnot3en7p+QPyt/wk4z5x3wO381d/k3nHh96C\nbN0LMeEqY0anNKMZrrDRXIis72C4eow8exDXRfosJJ0gIlRkxGfapOTUY12t0HWRsRcyFTEm+vGU\nrdNKtxOWj/8e/snfw2b+XQShr3fQ0+NdRUrKeAwrSzXf//Tr8c9+AV/34h/iwU/fQVjazX/7odfz\n/ptfx5++5cUse7g7wVWfdf4qB+fV9jE/nv+EZ7D5kmtohp7v+YoV7vr7N/Mrr/bcNcuIZlZGS2yM\nN9Fk89YH20xd1/SuRzzMPnOSShId8I5PnIVcuu8tMxQSZ91vU3u6PpUAJMF5K+y8gBdHNfC0Wxhy\nUCWCmrI2GVhuEbpkRDwzhWq7NshEb8FLZo1tmzrYophJSG7MQRFrHtQlyI7ZzLN25gTjzrGyZ5Hh\nIDB6CJ8jq0dcMjlykehlxIobhKCZxaUGFnYbb4BEzucGDxnFlw0k5Ywjo+LJomSxkYN33gpF5uqE\nEkzEXO9gE2lX7h9U6br55iR4gkkdVXEknGtsji2C98GInWXu7lKmqeD0g+s0BxeNr6WpmEMVszUF\nzRaERwbXCBunZqxUU+vmHYj3BDWvF1/kmPNMofs3lFTGw76s0Ubyy+ZGSUa8mBcIzoytRg2jBxMn\n1u5hef8BBrJUUB83JwGUjVgIgwWcE+qlJarGENEBHVWIxOypK5BZ5MiRE4xz8RgpHIM0Vz5ILjwP\nkGwFqc28ABSNM3QQaLraHC2jnRunc59GNYS7LKJ5XiDYKdsuaOZjBcqfDkfWQN/31GTUzZ0f8zYF\nAik24Ckxm2VinVmoHJPo6Ivc9NEeX4h98tuwLAREHhaPbFX15D/2QElpfBHwrcWKGRH5LuBWEXnK\n5wxfkmCVciHyoEUr6szxyouYq50LBBoed+XTec2rvhOqlrefeQXf9xe/ycaZplTo1i1KQRycE1Is\nUFF5WU0QstTGQs+J1/7xS7j/YObQ866meeyI9lOb+IEjdooLiTBrYbEmZCE5aHtjtGoQUpvw3qo+\nVaWprQvMOIIqd53eQsetSVDEmKbeO8tH9w6CWT27ujJuhTiGoqA2y0o+MBwqs8mU1CVEzaZVvbmD\nZW/djkFugZRtUawbuwWqYUPUhq/bucD+r3kysvgvsAp4mEObHfR9ZOiNpCoSCXiiJot9LfIu+7sV\njJ6E5kyj1gWrJnpVUt4Azg3qBduMlmvP1RdcxdUvgh9+0dUc21TO3P5u/uhvT3DHHSc4c9+nWGtn\nPP5J+9nxrx/DTX9zPhtskd2DjO/4Ww4uec67+EKq4QCvnhMPHOb0ifsQPIO6bIQSyE5xPrC10DIZ\nZhqFk7nlBS/+BR5//eWoCKfvfTcqtsF4IFeOrUnie7/h2XzHT/8uG8cjeXCI/ugDvOu+j7DU7MPL\nEc689zgf/dhruOqHf2f7PfBwR3dwFx9/+Q8g9SLPuOqVPG73IW7f+XieflD4u2OfYW1ro0y7s2VT\nVB7x4POQLk5RTZyNRcvtoSrvGSPzCUEqehKztseJkBDqkFha3kluN6jqBvA0fcs4Z7TPzAKMxJuA\nJmXEz2Fe8zeYSxS9GqfEKXhN5rZX4F2y/Q4uZ8tPyM5GChnIiSw1SqbNNZ2CJiP65TJOsHXaUlcV\nIc9p8xgyYZ4LNofWsjmrmHTPsgNMwYATNBlEL8WOCw2kqBa2pJQBghUviXlxUnxRmBMu5yE/FFvn\njuAH55j13qE0UFRbogY1pFy6WzfvlAPST1HxTFvLiEsIpG67e52PbFUU7xpWZlMeOHaEC/adx9z2\nd+7RIJRmWSP10iJ1PTD4Pc9HJtE21eyZTLfIVYXGDhcCzgnBCaPhkEOXnU8n5zGoPJKhJ+M6Q1e3\nWRde2LVnlYXsSKkn1MEKwF5JOTDACrC84FmoM50qXZvJouauKGKJj9nQCy3qCyOF2ioQnHlLpLbH\n+dpGK6nkLEjxJZC5W0a0wmX++XN3n3E8yj1Rfv1S6AT6Wc/UKy7P6Q7lHlNDZuacuT4n4jQzG9ra\nnrUYKT3K44vFOfhyEXkQOAu8C/j3qnqmPPak8nPfOf9iVf2MiNwLXA88bHGgKZOlxU6LVZdaqjl1\nSsJmSS51RGb8zd/9HF92w6t43nXCH3x8i+5shXmjW5a3L3pQmd+OVUZ6q+GcQkxKcBHNidhNuVc9\nr/nF74NXKLsqhySFyiSKuQq4tif3Du8cM3VolxgGj3eJbpYJlSeSSZ1SBYgplbQwaFVwSZGkRHVk\nSTiJiPYmidV5kTjvCRSRQPYeKUljdTXE1QY5j3xF8MWDPJihj8sOnJpvPIlp8iRxSDbinWrFpdde\nhjJD2pPQ7OZfJFTwWce43kmXIunsfaSTxwriosRkEtaux96Q251YGVGRid2M3GXrZgM874breNrV\nA571lK9g6bk/wWMvXGGnbxB37q1UARcuCRc+6St5wpPsc/dM4Dtf+pPcF4d8y2WXsfmxM9x9csKD\nm09m74G72bPoqFf34lTAK6u79xvBSIWmcUZ0y5gDozhkukVsbXE6/9Jn87O/M+bXfvj1LCyu2O/v\nAkEEjzDamenHwrGwxS/84k+zfyY8ECPXX9zw1vfezlUHM99wyZPY3HEBexcO8ILvvpPJ8EKGVYU8\nzPV//C54+1/+fvHshyOH7ybc/jHeObuf8xf2Ed0lxNmHcCrmPuccW5OZjQjIzP3/LVcA2nRuQ3Uo\nkYwvW842wS7sZjyOFnrGbtbPzlj061RhxOZsBhtT3I4lklreSQaCYjB4kXv5bGQ075cQJiT1oNGa\nhGSOi6lsUikbxa/KBtdnTKbYpgnj6NDcogRi9LSq1MGXDrG8RrJZpYupHixJUM/NmOdixzyf91vX\nrGRj8mNQ9Hx2jrPsBOdMdpjTHJ72SHHoM5/gMnrkIWbECsElxv2EJXGkqIYc5IyEeaFi/ImmCoyW\ndhI31gvSmrF4mRrNLcE5NNlIN9QNXTfDJUMS5k1v5Rw7dg3ZOO3pu85W7AKjq8xn9AXFTUrftpTa\nxn7v3KNYimRwSkoz1GX2XXIJK4O9SDemzQECVM7Gvn2e4lJXir3SKpdRgPPYdXbOeBjOE6waZdL3\nLBQTKBcEnRWDp7K3eFG6OSxUXqDdpQmy0pNIWsaQALl/SFFWOCClqAgyN+cuLxYFUbOVhvLeCHN9\nA1kS+MY+rwlisGvNnBRZFBnOisYkRspFe7rOMwhCTFY0Pdrji1EcvBUbERwGLgX+E/AWEblerVzd\nD3SquvFZ3/dgeexhj4y5jc2rT1CDhjXYhRG1IAqgzR3rrXL6tgkfv+0cHO4U6iqZtlhykTpl0jY+\nU3TOYoSvmJSYHV3sTGNMyWBqGjS1xFgkjclb6MZsxrRfIHQdrqpIvZI0UTnLQI8IOSq42tjF0TwJ\nzOO9NBmScDiWvWdxkNnqMm20uM5INAtYFIj4FK1I6cVS1sTg1A23zI9/1RJv+MxRHjg1YmlR6dcy\nOCW4QBxYFkXO4BqDwYajIf/q676ctLoT5x55GNP/6seg3kkbE7OtHt3srZt0di9J6a6dROvysrmY\n+WqAMKTNiXFvsasuKWcZ8PaPO976iXfjf+s9+KZm14FDPP3anTzzhms58CU/yJ79NcsloXrOtDh/\nBP048qynrJCPHsP529h3cJFvu/Ikv/H6+9ivi6Td+8EHpA8kZ5WriMc7IWZb7jon+LgJccraWSMZ\n/V9PfAxLwXGKV3PhoQVSrmipWXLmOd/2a1TDjKTI237rF3jd6QBv/n3ufODvGTQDbj1miZSrkw1O\njtf56V/6Gf7ujifyhtf9IAuN/4cndAYyMGkkwJ+99SYO/82NXHbRJawdfpATeZOvfCG8708PsrBx\nnLUQ0JkAHUSDh+vgiHGIsIlD6bBrIQNHFQLSKl0unX9xoEv9hB27FlG/iPOevYsdvSwT254YI6Bo\nilSqdBSHS0plnZXoYLP3zM6u0c/u45KLDpJdg7odeN1iuHs/aWvDRpNqm5RlX0hxTLQ5+cr51+IW\nt5ipMnIT2q1TuNwWKwOzYHbF+kyK7bbTbAVeWfyRAa6pcWER3JBBlfEeNo7djscUTRZD3xELjyCm\nGV4LwuA9RDm3oXgpy5dt5mbHbp+yl6/4EOinHVKHMi4xqaUhGgEnGZ+Vx1yxxEWXP5WPv+ODnE6z\n8vsC4lk7eYrVPbvx83TAGMkp0ylsowKi+OBwq3s4VDkGwTGOG6gGg+M1FXUFxdp3RlRlYTAktcYt\nGceuuDYW6F0dvqq44MBe9qzu5eThY5zqBY2dheY6MTMmX6HTYjQnsZyfRK8wKp4QTn3xw6hQbQku\nMUtmKtX2FX2aGD9EFTXKmoVVlT1CpBQGaiFela8K69BGRN4Vzls2n3/dNs7Q7VGElqJgXidsUxOK\nFbRxWg0RN0QmgUayVEZAzbZZpKjEGGlUISpaBVaGytrE5L2hqZCeh8xDH/nxT14cqOofP+SfnxaR\nm4G7gC/Hop6/4CPGniwWvW1SVKUODaOmNrJNgQVzoY0K9uc8R3ueg5VzRmOJAdWHklyw4kIcqG20\nToFUcrnn5Z1AzkPcYARrW8hI8NMeGTjS1DrQXoXGZToHA/HmWNiPqTO4UaBrexxm7RwnU3DB7q/S\nJwnCZXv30lx4kM3UcfroSfZXwu3rY9qNMQeWl7m/S1y7s2HqBxw5uU6eRlb3LXPmxEmcOs5c93u8\n+LcX+Nlrn0KSHbi8BXgj4k0dfeWpqjLLrWqu2XcNu596iS0Y/pFLX/7k8DFe95Ov5PH7lK+4comw\nuozuP4Tfdy3N8jUsNbDSwHmj/39wiB31CjMV1s6OyWdPFa99b25yqsQc0ZiIhYAk6jmwdx9heUDU\nMYO2w9UjnHc2/02JPmYiSux7JqeP8u4PnuS9f3s3wf8lrhmRd1/LgSddw3c/aYVDlzyV0YH9DNxx\nnnTb+9ix9266tcfy6SMtX9dcwfO/5nze97bbiWvn4SThnTKbbXLnkVM4X3Hh6gIPTAIDHyF4cpqS\nT3yEB97xctYu/3+5+ROf4cKnXUNbO7rJGlOtUPawUfeE2VlyNWLix+yUBbpTh/nyxfM4lu7j1e+8\nD+eVfasjZrOMNj3rLfzJG2/jwic4zj5wnDMa6S84yCXuIYSDAaBw1wze+OGOX3zZt3LVdU/jmV/z\nWO67ZYMnPfs6znzsA+TJFt3SkIsGFfeenBSGvzkMtl0LNdAb78rkhYJ0EBPkTkEMYtbiJLc47Nno\nMpPZmAFn2bUyYNfqEic7e9yKO7t9+9hRV40REtUTMEOwEDN1HVBGxCwsLQ9JvqFf32Lt+P1Q1VS+\nkA6hzHxt9m+jcMX36+ysNwn5DOO1jpYhoR5ZkJavLPMhDNFqmeQXLLcApdGWkLfwcQzdmF43mM3W\naVNmq3eEkGkK6c5IiZnxJLEwLCHMfkjWWeEhFKlj4THknG2eLWGbuAelOGI+JXIs9i3kSHa2QVrc\nb4l7L+S3zc2etfuP0LabaOpIwRQgWQT1q0gYWEOSMlp4Gqa2CNstVte25BxplnfgusLhEYVQiiPm\niK0VU1nj9tral7hm3HwQEVAvNI1QNQ3BWe6CpEQUNRNtieZTkVI5f9kKJW/qHc2ABpBsaKkKuFFB\naDqyemadlk3eG9kVMbQo9/RFwWIKLTEjqqzmCRHbc+Np8aaGEvMzSSo2VvP2vfOrsj32sTlWud5l\npDWvFEpiqJtzMLJAFjP604JmbqtjXLkHHOO+p+1bNHacmQmSMGnjozy+6FJGVT0sIqeAy7Di4AGg\nFpHlz0IP9pXHHvbYs3s3VdOQsBPvnad1HSu5Y9oL4gK1ZCqv9BoJ0tNtdUQywQ9Yn7agEY8xg0O9\nCDolNLtIuolPgmsWaccPWqfjTeGQM7ict/Wr5EBOHX7YoD6Ts5Ej+1QhrrOLW5sqIeds0H/qQIRI\ngJSMvC9zD3SMm1CoKnNQLEpP3piSpWHPeRdDH7liX0uaLZD0LIP7H2Rp9wEap1xdVYwZ0exZZe+q\noz+9wet+46vY8Ycj+tmQhVFFajzSOzoyru9JGRoRovaILPBTj99Lv9jgjhzHuw1YXPq8s2eAqocT\nt3yId93S8a53Zvrck5KjV+jV0Sdhq0tctGcv155/Da/6w1ezWH/ep53fQfzPlhRLfpFOlVQNSF0m\nEYtdroWSkB0pdcSuBwXnjAgqzlM3AzbaNYa+JMAVb/ZabG8LoxHjSVtAXHvTx3aMHv4gd935Hl7+\nBwHVhB8OGRB5xf4lvq3ruZhb+Z6nXsrjfuAJ3PTez/C+959geupeUk6Eaog6uPi8VRRPcpnVOrEw\nGJBShLTIp2/fZO2WGznZn4YHPswsXUqOKxw5OeHCA4uIOwk5EhcC9Oss+0z2gR95zU8wS1ez1N7G\njqWerdzBNLHsrduIbsig6bn5vR/gy5/3LJ52+eWceOIr+A//7rEciLA3QKVKcHDpEF64UsMrf4Xl\noz3/+Z138e7//FVc813/nZf+6Ov59ue8h5/69bdy/+ZHOXTRbu6680HwS5xXbXGaRabj1sh3FLMh\nX2RnuZC+8CVrwOR361uJ5cWeQ7sWOb7Wc3RtwlbOjKQBcSQqW2R9RerNBdVjt7BbOkCerFFVHUlH\nuNiRcExmLd1ki6qqcMF8/Z0IUTOVUpjo4J0hgKjSnT1mvgR9Jouw0ChLC0s8OE6sSs80tvhug76/\nnzY6uq5l5GqmZLYmHQShHq5aMaQdQsbVAS89OEPzzA8FFuoalYQqZRMv4wnnQAJoB15wGkh5Dje7\nsqSUXIci23QKrlrmxIP3sHrgasR1RiL0ipNqm9x27z3rHD/8cfrZ2NqUwQANdi12HTzAjrpho42o\nsxEBKbN+3530/YjUzWyD76zBcnmJTLDxLzXktng1uAK1O1MyRGUybRGn1D6QNBPU7JxNESAMh+ZB\n4quGKjRkJpAzSVtTlYQKVxwsUWcbJ0pSpeumNqoKAyRZgZJQfD1EVJm2Ha7K5pPTeFxVI8lZlklB\nIOaeD2Qp6bsF9gfmo24vRVnhbCCURY2rABaxfG7gUVa3uW2iuR66UiAZ6TRgdNpZUTQ6pO0MnbJK\novzkkmepJt8cDmtSNO6BGw0YiTAet8y66aNaN7/oxYGInA/sAo6XT30UC9p+JvBn5WuuBC4A/vZz\nPVcAI8f6npxau4l6QRYDNcokRhZrR8weCEQ3Ymug7Goia1MlVkItyyyvOFI3xTWB2SRRT87ghiNE\nEi53rCyuUA07sg90LtNPlLDcc2x9gzzVInfySAiEhUXarSmjRoiziDYW6oEXYqs0zhQUKfamrw1K\n7jKVd3SSIVlE68gFWFgwlzOxCjRWFVmVRCT0W7TjjtGgJpWYzrpuaGOL1Eu4nQ39VBl1JxjsuhZG\nd3Df4TOcenBCozYikUGFtK2pDUsoSdtHRsNFrq2H7H/xVcQHjhPrVfzaJix+rqtx7njKaIXveuYh\nbr93xtHNxFafmSVFYyZrB92EjY0p+4eRA0vZjCkfYXFwhwqv+Hcvod9xA0t7LuTKnS0vuVJxe4bo\n3hseUdlwVb1MFFDfmJOYq5l2LSHbnFjIDIee6axFU6aqBjR1hQ8Vi97zQIxmDOMqM40CpLJz6p1j\neXUXucz/SC059mjt0NbR5YRqx3R9Slc1nH7nu/mPLSzuGPHJA2v83gXv4vIbdvF1z7ya99w95MyJ\nk0icGPEpZ1QSFZ4+K23fkZPpxjsd8MHbTnHNvZ/kp379fbz5V3+Gjy/tYd/KgPVZi2Yh+MQo14QA\nfeepmzGf/rTDuxvZ2rTnHi6MqBYCK4PdPOf8i/jrD3+QPgrXXH0txw7fzseO3IW/9Tu45Dv+nBvP\nKFt/8bO86fQL+dnvXeXWBc+f/cWbeM1L/k/i4AC7D/45b3j3Or/8G6/mW770MdzznvtZfPzlrJ/6\nFCdv2eDf7Frkv4YBZ2aB9vQDgFJ7T58SlR+xuKJsnokkadi9LLRtx6zric4xrDyxT7TtBPHLXLh7\nJxup4aI9meMPTBl4R1178IGUBJywe/ceYlwnx4bZ+JQZyJRuSwlITGXmHhAy2dU4qYvsrvAOvMHD\nKlYkOCn0v8HFnOzPov2UuoJlWrSN5JVFVppVBOHuu45a0Fs1YBZqln2iyxv40OAHgrhFQyo1Q11D\nmiLRZIYm0I4QxAx5ZEbS+ahKkKKpcM7ZeiPJIrxdxqkr8/r5OLXQFlXxKwvsXd2J05l5suCsAfLe\nwuFigeLnTYHY980jkEUyfTY/B02mTAl1wKUhna/xVU3ui5EXofAIOuNySCQgBYCVEkCUyijG5vdO\nAq74dMRpITr6wGBQMxzUuFLwqQhRla5L1E6IqSfkROoxDlYhcWYBydl0G67wXKQgLt6Kk6oasSAd\nvQR27tjBdN3m9Cq9xS0X8yybLzzELKs0Lm4+chLjMQFm4S0lQdh5MtFyJpiPFsrIZ/scy7lpOQ7v\nEs4HMxBL4Mh456kWGnKbibEv3APb63ClzPDgo2w/f2ojulAZUf9RHl+Iz8EChgLM1+VLRORxwJny\n8VMY5+CB8nU/D9yOeRmgqhsi8lrgl0XkLLAJvAr44OdUKgCnzq4TgqcSY5TOBBIVG52RdAahZlzG\nCR2OygeaKjDplUpgOPIMVCzNLiyQcotkB01j0sHY49yYpEMaqWidZ+gyYZA50yoLg4aZJrxYfKiI\nQ4YNfnNqboOS6aU2GlE0KlXGQTbLZS8BimFLKEOOFBMheDNuKaEpUhage89sEE+cpeBCxAT+rgxO\nGK6s0HaRO4+34DfN9yEscqI/w+7FAZVTYmtpgUaAEjQMyEzB16hEHFCHQB0CX/3EK5D9e6k2HQyX\nwC0/ItQA4OD5C3z/K99w7hMKdBswOQn9WXSa+KZX/CTDez310o7/oXL+vEeEY7fezObazbR94oN9\n5M2NcPH5l/Kbf3TDw4IKmnojCYowCCOyCj2w3DQMhiPCZmZj3BrhyMF0PCH2JgbrpmO6Wc9wVbjh\n2i/jjttehziPdw7njeiHr+0NHBqu3L2TE87Rp0zfq+mnY8dkNsHNelI74/TxowSf2LdrB7suPsjS\n7n0sr474gw+9mYs/ssQFqeNnXvpy1kJkUq9w5HZhduRNfOzukxw93dFvnIQ0IWSF4PEM+Luzazzl\njbdw4v538qZZZHF4nIQwqIRIjRtFZp2SqVnNynTLcXaWcENjfq+OapJTptqxKpvcu/9SXvyCQ3zw\nU2e45eRRDl58iBHCHetbvOD/fgEP3DPj8oXz2Fj6BV72Y5lD117Js577jdzZj3jMTvim5z4Pnnvu\nGqzu2eDMze/jpddfyTNe+5t89Ve/jIXNm+i2TpIRhk6YRCPQNa7j7AbgEstDQWjYd/75PHj/MVYu\nfRKjdp27j9zFMNRltppZDom8aaojXzma2hOAkB21KqdOn2Y08PTOUdGVZdnIkN4Zh0fKfF5zpPJC\n9IJ3lqmACKK2WWa1VDwrLiqcjKnSJsO8TtUbwuNdZjSsWfQVfWoJjcf5gHrFq2cDgXrRcgmixwVL\nI/RiG0zdNKTUQm9+B0Y0i2xnO8TWfP9zMkM4VdJcSVecIf1giGs8wQXj4JdGlgAAIABJREFUIXhH\nd2ZCTpGdi4HgLctF++KToOb4qsXZb04ATSmaogOIfYe4bKqn1OObbI6KrVlVOw9VSDCh8LUANcOk\n3LW4qoGcrCEpj+FS2SStgPGUDU0zbHsBKFJeX4yZ0DRoDHRecMHTBIG6sa679nZtfCLHQmFVocwT\nDBHyhlBVJZpZskH4STJ99ISFQD8xhDDmjqoJkByzrsM7RyrQvJTd3Vgbc0WKeeOQSiGWEtkHk7Hn\nIsWdFxPlZZMxJQyliFPZVnvkDHStDV2cWHomPV0upmlSzP9EMB8fDEXJxsNDjFSfc6RNnhD+oc/M\n5zu+EOTgydh4YD5e+qXy+d8Fvg+4DvgOYBU4hhUFP6mq/UOe44cxN6I/xUyQ3gZ8/+f7wXOteVfa\n615NEjSL9mZvU0sjDgk2M1xPsQhs5veg0MlpYt8TCLjKdLXTdsac4scYqjBh0zt2V47NxrM2bsmz\nWCQhtnHPXa+cCGEQiF0iNILOOmRxSBClXhgw6TOpzywNB3TJYLwwGtF3LZV63DAY56Cu0VKFCpgd\ndMr0MeMkkqLd510xHHHTGV4y060WJ+MigVkjeWGju4/pzLIBjERljGf1ghs0EHtirhEVGi8MqHjM\nt34L/X0TqkP7oR2Xk5YMuny0hwDNsn2Uf1533T7uP7FONRzyaMZflwd4+b//Vd5ym+eOvuLMZ94M\nH34LzcoS2xf3HzmO+orzy98rF+gQJHUmV/VKVXly7tEEOQq5L7bWzYBZ2xVfBJOxZbWwE8GcOaUa\n4kUQ8bgQ+Lmf/zFGBx8Lp++AB2/mbbfMeMe9iSOffD9ulsndmOE4o4tLXHHxFUSOcf+ZjuNrG9yX\nksX61ic4//f/knf90Wv49E8/hxu+4f+B67+RFz3kNd2yBh94QLn3r36X0yePcvruLcZHf4tLr7uK\n47ffCUQmW0puE6makjpFhotUuedEguGCZ1djy5ruWGCmmWU3I2vNOHhW8lFOxMdw3gv/D77skhX+\n+FWf4DO3/B6Xf+0NnH3DXzLNws1rt/OU6gKOTcfIW2/kPYdv4mi7yZX/7QMQ/DaxCuBs3Avi2XvN\ngMn+HYQTt9IPT5k+PsM0W6KfaGZMiVX3npwbTm6OafYJO/fu4fDhI1x14X4u2bNEGiwgMaFxi3Zh\nN7f3Axb7w4AzoxpgsFAzbltDd8QyDjyZKJWR4TDeQ87WOYsoWc9FETtndrWaLSQpIsVmPaMqBf4f\nIRJY34wMcmRFE+IG3Hdsk/WVZehnBtW7QN001HWDiGPj5EkkVFSVQ0ND6k0N5X1gbX2D5SJrVFUS\nCc3eAqFEoQokbYvJGOCDcWAUxFc4WupRTWiaEhEvIEpPi0jP4oGd+FSZA2UuNt/iqYJ14kGUKOZJ\nsLS4xNqZU4gITVOxuLRS2AHBHBcLmiCSzFhpK+IHy6S4ZZtzMVQKwZPFlxwHh2br6J2EbYRi7gbs\nq+IJkylSS+NvZclUQFMPGDWOFO18xD5ZWFmfDK0Tcwy0EUk+F3SkiqYMzRCXjJviUeOVqBF/B7tX\n8ZLIflrkhZCijZ/FFXfL4B8iCVS8M9v7IOeWolxCvLIq3guiDj/P4qHsYRSlxhw2QHCuRrKNujQl\nVCMiQggVLkPXG4okfULK+EhUzvHUpMhPS5Fl4yUrjmIfqcLDLJSf4/hCfA7eyzkS9j92fO0jeI4W\neGn5eMSHFwqrv8x2sIrTg+2cKmRvxCMVqKtiEKJGUrI87Iw5ZWYjtMSSjOUzuUtUoTbVQVJO5Yib\n2XNbHKcQscoxqd3sOHCLQ+TUBgzdNms1B7Yd7OrgiGJOa+ItUpo89+u2EQLBkduEIgR1ZpzjnRmn\n5MIuLqQowe5G59y5II9si1dQYwvXqWeaTZJDNl8InwVpAt20LVbQjjY5do0Ocv7OY4x1J4sn7sd1\nGVcvwN7dX1hx8I8c+1d3cNSNGS0Mthm6j+gQ+NKnPp4vfar98yOnRvzcd7yT4WiRcgP8o8f5D/l7\nRbGX9Qt4X5kZEkpVVVT1AC+O1cWKoyfO0rcdi1VFM1pB1TGdJcJo0SyQfU3wxVsjVIa8+AptN+0H\n7bocdl3O1z4WvlaVT370Cg4duIq1fBMv+O5XGNFwcgfd8Nt47nOW+Osb38PdR+4lbtyKjDfZ2no9\n3/WNT6VuOrjnd4gXfCvowIx6gMeuwmNXhZvaZd7y3++mzT2/f+My5LtIs0znEi5FBssNbZupNNKk\nKSdOtDRkui4QqBkseyqUdrNnoxZi7tm7tMSB4X727Fvmjvum7BolfvzfPofjb/swz/3mF/AVd5+k\n/tSNXLlzD586cYqdHu6JPSfuu5R3nTjBHz3z+fz2L93Arj0/xMGLHIc7eNGPvhKC4wd//sNc9V+u\n4dDjnsr0vNdx+s3PwqwgDT4eNBVLO5Zot8bk5JjFCaJw5uwGB1aWecxlu9matjRugM+JwXlXcPTT\nH+Wyg7DDb5H6IWvdlin8HUhv9tQjbDxgc/qiQNBsm3yKSPZIDuRc4dRklllzyVMwQqTimWsBTTZY\nSI8SMLAXJqhB+D6hG6eZTU/Rx0TnByxWK3TtlMnG2bLY1qCJHB0pADHid9ToJJLb0+SF3ZCKHl4E\nybZ5qjgkmp238wHBbIBzifoFI3R6Bwm1kC2HjScceOfYe/AgZ4+3oAGXO3C5SOAaUpq7I6j5NDio\nauhNlWf8OAQnjk6V4KyxsvFBollqGHY9G5qRurLnSpHkq+1Apqg27ulTxLtCoitkcRFXOnKTVZYo\nq9Jliyl2BLJ4KueMlCfQJmdInc7X04QTC6YStWIxq/lQ+EqJyUa5vasIZfEQdQRvAXnBeZw447v4\nbDlxKqjzOE3MAQCFoiiZjweMQ+GCQ5M5bFYkG18V187yQq3QUCu0SjWDk5KbqNE2dV/bOUqJfk6O\nzSbTD2JchW0Hi+KhQLl+uDn/qbgBx0T7v4iU8Yt2ZDWyglAMOHQbldreI/qkhDkklzHXwbmNpot4\njeRoQJ06kGxeak4tK8GToWSrmz0mxszNeRsaEgLkDq+YA2JTkYaNBS019nXqK9Ksp3YeVwmpwKfO\nC7FPBHH0DiMnhmCzNuYjBZPu4MqoofgeZNejJd0M8fQuk8vjSHkzeI+vAn120Nsdk5kHy3h8qAwC\nxXRiyXte9IwnMOym1HugezDiLrrEmLJu8E927SYLewnhGLke2Vjn0RxpHfIUvIf+DANRRguLdv0e\n4VNkF9i9FIg+sjFJxC4SqiFVZVauuRqwf88O+tkMGYzo2yl1VlxSqsGAUNX2tb5GXCCrWjiQc9DN\n/uEPFOG6J1tFs0OfwY5L3sD45k/w1zcd5snf9nIuuHonPzQ4zNbXXM+n7n2A0yfOsmNpN8c3t/iR\nP76VdvZJ1jZfzyQ5Zn3HbMelpANP58DFqxzsP0FKyr967LXcdHKD9bibr/3Khjv++AT3yP0sNp7g\nziMhTPUEOU7oHeRxT72jQbtM9JnBcsWFKyvcM0nU7jRZTvKcxz2RN9yr7Nyzl+N+wP4Fxy+88Ube\n/G9u4Lkv+RjHNmZc+6yncc+7/p4LDl0I0w32POYS9veRF7/srVx42adZuOLpPHjjm1hIm0RN7GyW\nuOfUJm78fvpPvsdk+GWurOrITU2MA6qdCwzqVcaHb7UutXOcnlWcv9zT+hrVliSXcPaeT+Elc9/d\nx1kcdTRLFyCnN8iaqXF0Ppk8WaFyAtqbzC2atFNUiF1rZjYsghSGe7HS9q6w20tRIH6enmfFhZYC\nwa5zoAK7p7MZsBGAmIy7rz2Jiq1pz0WrS6wlkOBxYpa+yffkjRbnAz4sUTIct5GKeVstOGKbEW1J\nqUDYYl2tNdmlKcngCxIiavJuxJjsLgQ0daayyRYWZZLChHizStYus+fKK3jMRVPabokb33GEro/M\n2i28G9LQUbV14WloKRo81eoybDT42QZQrJI1mwFcLKCxc/iSs5ALymPMCYPTu2ySzxDcdjc8txI2\nxn5t3X7q8UGIWUE7cMXuGnvdGozhr9h1VRXayYy+CtZg1cNSdDhsLmMwfdZM9m6bLI5m45g4Q5oc\nYkqRwj9BjI+SBRv1+KKwSACOLiZ8lWhcoO1jkW5uLxAkY0LYcCuZ5DGLmJOkzP0+5nHg1nhqspGO\nFOQS0W00RvO5aIBC80WKlLJv/zcvDqA0nbL9nimTe+sKQFGn9EnwlVjFuT1rKZIfNUZCkoyoaZid\nmG9VUusAGtFi1mLflp2SnM1wtm3XXIBqOAcsCDuXDbLKHaH4s7eaSQTEBVLuTH5Teegj3oslPaZM\n7c3EyGYH5uEdvBgfImGwo84LojL3jBbZkVVQoiETuYw6Ume2qPOkL9mO9yARCAtL6GwLr8I+13D9\nVy3THLgIukhz6U5o74Xla6FM1f4pjitHwl2+oW7m1+pRHFKDVGStabfGaG8La0xQPYI72AHZCanP\nzKJBkC5FqkFN5SuqkNC+gz6yOBwyrAW3ZPPnHmX3wiJnpx0PnDrFIEHrE67LnHfofBitop+PBSyO\n0e6DjKtPIuK49yM/yxvvabj+0E6+71d+EP+hV/PaV36KZ7/qtTzu7N3kj67xu7t/i9mffSc///Xf\nzK9N7+DSuzdpBndwdq3nzz/waQYr+1hPu6gvWmL2nnfxgY/s4/T0AZra0+pOal1h166aIw+uUXtP\nVujFE7cSDDzNwjLLIdNOEs841PDhz6yTWWTpnt/j0LHrWfmG67msyrzxzsQFex5gmvdx6YWP5cq9\nU1528YwbtGfX3iEHL/3XPKZ7H9/0sl/nk//15fzon96Gv+MOzmyc5v60gK6dJLoBkmboFlRVgN7u\nxiBC75Qd9RKj5UWaboNjZ04yCoGFHXupVvYxm53GTYf06/cS/AgnZ0kZRjt30s9maLNEn2yBjYih\nge2WZQ+Ig0LqU9Rs1WMmz93/so2MREv64pwT5i3Fbt6dkU0Dr64iaUSy2PNiI74+R5PquUyuakLt\naWcd3jU4H1hqFunjjBmY26pmvK/xAlsFFWiWd/KMa/bwyY8eIzElwzYBMWGeLFQd9AGntq2KWGiY\nFQEgoiU+uNimS0locEA0rwyRBG5EkNY2vWwLWMLyX1b21UzXj+D9QaRSk1Y6j08VMUdIUDdqG6IT\niyMXj/rAYFjBejFkEge5g6QGmYsjt1skSVSyXBwkIGZbp5xQTJwcIqGgAfYanDczMKkqumnEhc4Q\nCcxIDrFxRcICkionOGeyRbBmql/fpF0aUGuNxmjoi0KShNOMy7ZNz0OocDZ2AfOpkBKy53IiO8pj\nydQIMaHes9g4BkASmHbKNCYWBpmkc0fI0vRRxjGK2UpjigpKhkMoY6Vepfjt2DU6Z6IFzP/Muj1C\nMUmjjWO2KQ7zzz3qRfdfWHFQ6oFtWEfK/7KaZMWVCi/NYXfUJDTOnLxRofaOesnyGCxoxOQo00mL\nc1aJuZJhIOWCoYVZqxZNalWmyZ5CEDR3iFpjm3AkPDll6npIUqVvI/Wgpu0j/SxRDyv6HnJMDIaB\nOOshBCbTHrW1CO+LFana/EoKpFd2OgaloOid4nvjPlB7Oxe+ITjo24wraVyCyX4diluoScMVsnp+\n/PwRu/cvQOVBZhAi6egGvt6EZgLuEUoWPsc1A/j7mcCsRV3zcJOAhz/ckPkat2PfhTTDiqpqSM5G\nBp/vyAAC56eWcGhIzgPaznH3iU1yFnau7sM52Fg7xXovnIyBxdMdq4uCdhGWl+g3H+T00aP0WmBB\n8ezZd8gsrOdjhc9xrI5mnBqvmV48e1La5FP3jpgoXFEJpzbWOHPnaZZjptpRMzmUOXLHYc578gJ7\nPvMiBmu/xfMe92PIR27kzstPcusJaFZ28mVP28cfvud9fPuBZT7Gfj58260wOUO16yBbXUIWltjh\nxpzeSDi/yGDZMZ4mZDpmQwbI0k5uOu4YrK78f9S9d7Qv2VXf+dnnnKr6hRvefbFf6NdJHRUQahRA\nYIkohBiC5TUGBrAMYgzDMLCwPRo8wmtAYEYDg1nAYAuMsLEXwoIBaRBBAtSSFVup1S11S53Ty+Hm\nX6iqc86eP/b53dcILHWDJ1BaWr3uu79061d1zt7f/Q185JMP8o+5lQc+egf9H93B4MAB9s82+Cdf\nq6wdvJbjNzmaYeahUDNeOcSrbh5x8aqK4/oSpJnz9ourPPtFN7HzxFlOzjc4++STrK7uZ2vrEr0a\nm94NMOvqlKBwATrnGXqlypnGwVyVYR3Z2TqPoEyWlVytQbddkv48sfeklOh2I1nPgIjZRTtHFSry\nZBu0xArHRA6uTNh6VKqysdqoLjul6wWprPBWZ1B5lkwJeLYiPMc9zpHtwgHvHEcq6AvE7GPPrN3F\nOwVpiTrCpQlHlpeIjSNsWwbCyvKY9T7h1JPI6GyHi7NjuFAZ4ieeIKV4cRWIpQU68fjgjZgKe917\nKhwo85EwREbKWrVoKDRbhgIukqyawFz4QIp3wnyuQGTeRtrK1jNyJprhhI03vdhUSBcdNMUdutpz\ntfSugO0i5BLW5KtApiIlqIvufy/ZUIpDoYgVBQrgyjkQcnBk9VSussYnJ1LbQ+zpxRFCA/QMSoct\nauTTMhdA0pR+4zHc0ipjKrLfh7gaT6DvoxlWAW1MtK2hHtVQGeclNvKskBuxzTpls9bGmelOcOz3\nQpuVzYgZd6AMxlDRExmirkF1Zp182dhNU6L4bDwg7wLBgQSz7K+kIAZY8m9OkPspuRBFwVALzZbX\nYNk8BUkvC68u9rCnjbFeOf5WFQcL+QtihVAWNXvUUvW62hOK5WzJabFOwElR/ho72Qy/jO1ppB0j\nveQErqpJIgXiz3suXin39NFYoapCroY47a3A0PAULXImeJuNEZUqeObJCE2+qqxidB4XIhI8lReS\nE0bLS/SHD4Emttc3rBotN85i/rbgTyhKykodYBhM2lg3AXUVaMS7YItZO12YywGGhqh6ZmKF1Cqe\n615xOzI8juaLyNIB9LENZO2QxfMN/1Ly0l/jO7P3fnEdeFvOdHHOrP8CT/rPvxBVEOraMiaeLlDW\nAy54zuxOiZsYScc1LC0NiclcLGWgpF5wKZoULM1xYuzferSK1FuGIukV/XJSSzzTdsZTSte/8vBL\nnscv7pjcabpFH8e0lfDp9z7BLA149d95HvmzH+HDO/u4OLzM5tELHLj2Vi7ecwcsneQzZzuOPfoG\n/sNDW4yuHkCaMp/v8BPf+WM8/uE/4eWv/TJecmof3/NPH6TLjsbPqKSi2p2xPRWuuuFGzj70GIdO\nXIv2l1kb7Wd5ZcyoHpDEEbyQcuRD73qAxk2J8y267SfpI1xX3c4P/NbvcOrO00wk88fDh6iXruLP\nN0b8k+98BW//47cw/MxF/vGP/jN+6Lu/iyemF1i+8RBrE8fu9ibVcMRIhV4z4pThONDNE/P5jN15\nz/5GkJjpE/gSqbt+9jyDg0eN75OVYydPcv6Be6BszFktX0QlUu8/Rn/pSdQEY9RihDtXLAKzK3FG\n6ul6R9S55S9o2vOdz0VjnnKkEW9kSbWQIHKRxqljEatr/ZmNHx6bRq5NGahITqizJ5GgHtCIoxoM\nmHc9VScl2jiyds31bD36kHkFlI1n0u+QU29e/DlZp5iDeUE4T0yZ4CvmcY6jNvTDucJFciUvxWSB\nTm2zNbmg3YORRBJFkqUFGo/KFTm1IXoueSQq2iV2coOI0mWH6+b40NC1HakyYqYUroBmyH0iBLsv\nABKeecw2Wsgwm/cl5ti8ItICyxSlGjYsrR4i9kKMkdTZGCj1M7o+gWaGalmP1cDhnEcQfFUTFHqR\ngvR6U1EUvgYYXyGEzCpzZrueWTuhOXiIqm/pq4rcT4mpGErhcNpZERk7NHk0JONuqMH4UhAog/AT\nSRJL3jMxDyqqgUOmid2sMMlIHaAxpFmKksFhqgk/HhGSp++mZuevkNQaupQVpERyg7ksZjN2srwL\nKyhY+HD4jPQ2ilHnSYtQOZEFZv40V8srx9+q4sB0LcVBKku5EJXgrKuuxAIypNhV+sVQOiuUdMMF\nS1SdFtMJKRP4K+YUUkYVLMiOYnwBhGK9i/0carw6oi/Z2lmhKoVIqIh9Z0Y5ztGmSAgOqRw5RoJz\nRBFiNDvjoWuQ/QeIccr29g4SIzirFm2R00KkKwREyaQEKmoSrJQhTnChYt73SFIkG8lGRVEJSAi4\nDMvNGF95jraRfV/ybNAtmAnQI1cfRWILw4P/Jb84Li0dQX2Bx/4Gr+S9EqXCO/+0HUEdEOpAL5C8\nJ0fok6fPFTlnZtMIE5PW4T10Hr80IGPuZ+vbMxs5Fdc6cWbAdfHSZYaDYLLNL1CZf8VtS1w8sspH\nN7ZJKzex/7oRh3SLF738JNJ9K/7gWVauvYXnPXoG6e7n615wiAd+/H/i0IEt+kdP8j2vuoXfet8+\nzg3X+a7xH3Pu4ct88tw2Zz77WdLFES9ednxinIn1AdRnai+sb4xpPLQhUOcIObKRLnBoeYgTGCwt\nEeeKq4ryQiLS9NRuwLhqWW6EA4cOcfbYKvf/4SO41LMz64hT5cDxhvrUp/iln/hhXn514Kf++X/k\nxK3P5+z5R0gnb+DMQ1PqQ9fi5p9ltHwdfbzM/PwjNE1iZ+LJwyVCtZ+qP8tud5mKg8S2JebSWalQ\naUdyg2IAo0iORG0Q3xF9hett7px76+I7jYyy4HVOTkLte9rsqLqpydSidYB9hqSW6eACaNqB1OO7\nGW6uSJ3IE+s+c1kNbKRv3CUhIprwkug1kqOR0yQoOVmjknM0xMJnur6j9sFIhb6l75R7PvJhRqMR\n1WiZQGBpZQB5CO7SlVk5hmo4MUZ9TnO0AlKHCwOcOHLubR3MCmJhQT4H8BmXA1lM+mzjRiV2itTQ\n4HBqOKfmzhxgUdoEQQbIcs0xVR4t1s0pOdusl0b0hdvhseIpq6I54p1nOBoxWFnByYD59AKuuUxX\nrSC1I2ig6yfkLFRqo1xRTz/vWJ88ZkhGNF8Bp4b6Nss1sXdossj5HBzeF65CsTqXEqkOEPsWF5Sg\nzkiCmvGa2ZoEJNTUcc6s3yQ1R2lSh/qayrPHW0g4BoOaKEKOHTv9nMUaKk7MyMgrmhx9ziyPPasI\nXYYtr+xbGTOf7zLJFvU1STCKLbk35ZhbWCgL5K4jeEeqa0LX0iOIq9DcFU6TlDhtu+5M85DYM05a\ntF66UEAkcjaZvMtcMe1T/lpr7t+u4kBtTpP3CDgG76asSMikbMQdmx0ZzIIDUU92xehEnnKiMqjE\nMkLIRtLR2jjIWnK98bicWEBUooY6qGZcyuRgpDXIaDASoLhAXUHSHpcdMggwSWh2+MrR9tEKl9qT\n+9YSIVFm0xkha4EHrRBwTvbcsCzjvHQHOSEEcwnF/KQNLYiEekR0U9gjsliQixdH9hBF6aa75LBE\n3tzh/LKwxCp5usvy0n6k24JRBXkX3PJ/ka/uRSuBD+RAGCwW+6d//Ml738Lm+QlrVcusC3iG9Kml\nazEh7Bc4MtDUENSj3RSSsDIQlgcDXN0wagIaHH1bgx+QC3IUEboucehgAxvK0nXXI8EhODY3L1E1\ngT6D9p+bSP6Xjy+5epk37fZ4NyD1HZONxPrFHd4zga9sHMMg7Dza8djWkGt9R8xK3Yxhuss1hz33\nPLifOHk/W48EPj26xH1PnCKlEd3OlO/+336eD64dYPnUb3DLdQfpupba9zQ3X83Wo0+yvFJzeWMT\n8YnrTzyHnTbRzsZs7ZyC1oJrXvjSr+CBhz/DEss8/3k3cQ2f5YHLgRcd9bzn6Jdz44uvZ9/Ofbzv\nUw9QdffxnLjLO+67zCufU7HzZd/Bk793CsImO8ODnH9km25j3c67d1zaPEs3a4m9MBjvp4sTqr4m\nBXB+zPVrDZ+8GBkMxgz7reLNoOyXyOl2RhWXiGWxS1WPyxmNCY0tBCF2+/DxFE1dAmY8BKdMp33h\n2WTibk8WTx0CPgcmztC92TSWzqui7cTIadE6w6QJkWDs/RLcpIXEk6Wo3MUXeaTZ8uZuTl9Z95r6\nxLBOxNb8M3ANWRPaR6omsnSsob/cEeOcF58I3HHPwySNpfHBOEeovZcIqY+Iy3QdhMrY8XYr+YJc\nFnWTZDTbpi5hsQYUoqNTyOYJgAtkCcQYyZoMoYwRlxv6lKjV5IaW7mjhdpojIYs5jsoCjTUTJYIZ\nKpmSC7JWTHMwDlQynb4myLk1srU6guuQrPTRZvsVUoh5FizXTSNhUDFoKvp2TpsiI1fThwAazZ5Y\nHDFbuFPBl8nORIPOKY1Cp5FBUIZVIjjweJL2SLFo1hwsWVPE1mZ6a65cADw+BJzLOMwTI2mmkkwf\nAxezIQ8joE0dWiVG3jhefat0PTiJe0gwe5/UkICA7T3Zgdcey/TIkCKxEBy17D1g3IPFayg2GnNe\niLkiq6WbWsqnLX75KeXEMzn+VhUHqmoXDjZry2C55y5b1eddsRgNxdVLkGyboRQzjJRtnu/FZvYq\nlpooYuYnIiC+sRSvQuQI3hOyR50HNRJhykZSDHibw6ndKItpUNvNSX5I63qkjWhVkTHOAWFA1ISb\n9/hBYD7pcN2c6cY5crSK2lX1XlQwJWnLabJcFaHUiUruO2LOBGc6jpiVpTxFsUASMLlnyuZmJjhC\nNyWL4IcDTscRJ7sDVFdD5Y8TnzxDOPk8uHA3HPqWp/e9UBAv/mKFWtBSMvDIxgiaAa3aXOyZHH/0\nzl/nQ++Z0u60HL/2GNcePkiORjR+OofD5EhxtkE1XEVE2bf/JGuHlsm5sIGzUosDjbZQ9XNyl+hj\nz9JSTTh5vU1T1bG1fZHGXUOcXDI3t+4Lz/OOD1Z5cneHea6p5TIXzvW0seFP3tkze1bLalUxffxj\nfOqRhs8u34+MlQOridNPnKJbezbrm6e48/E51eV1zmjHeDRiZ6vmwHiX0SHH+ZgZNicYnbiJG5fG\nzHfPcH/nCEtHueHwKi+9bsiZR3vee3Gd3lVsyT7Sk/fzxV9+NZvEmmHXAAAgAElEQVT3Pcl9k8f4\nu8d6funTF3j0Ez3vm885sW+Fl3/PC/jx3/kA88fex+zkiG4y46te8oN89r63c/1Ky2MPPs65G36f\n/YeWOLRyhtvk2bz1wj0cOFiRmuO02w+zljq2moPI+gWq2qMdbM+2qcf7yf2M9XaMc3OCrFAfvom1\ndsr6xbNMcsR7x+60Zfvej1KLkGOF5og2FrKUvUenDxNzpFfFEXCDuhCAwcxi3F7Bl5wx/UWB2CGy\nUjDDgJQNH4GcLGjHiGgLlkyCbKOB7DNOAmEwZoDQZ5PrObWZvXeBLMp03lEPl0hO8QqOEZP5eQ6P\n9rPxRIfQUy81fGh9QGYFz2XiQg1R+E6FaUwWIfgS05zz3qaNFHktps7y2RkJc8GXcnajpNQiElCJ\nZQNZEOUsiRLvIXb4uuXsE56cTN2RAc3RiIl+yKCpiMmz27WoeISenCyATtT0Fk5qlpYG1INlyBEv\ngbafg2RcLpswCVWLIB/Xja27oUbrocUyY8oB54RmNKDODecefIztUYXzI7u3RYxUSEBzj4gFXjkx\n3DcTmUYHlcd5ZWfXU40z+wZm/exTBFcjLuG6zjgpWjTSThkOKmLbU4bXmPsEhR9R0feLLAdDHdrt\nhGZoPPSzTKihT7JHkkt7LomGCndeachY1rApzoSCYji3t4gKzgpGbB9wIoUSa+OgXLwwMhCKmRUF\n7XJI8Wp5ZsffquKg+ArvzeAr4Sk1kWn+kzq8t8pKFbwr/AFKdKYTaueREtEpRVNrMzfd69BxAdFo\nRJmUresONWgmONPi+vJ6mipELBNcAgTxiHdUqiQNpBwZVYFpMh1y5YN1QgnqUBn7VoXd3bmFdACR\nYNdFzkWWY/+XYiCTC5NZS3xnXlSVKRMrQDwuR6TkTUq2MYqnQHFqC8u+tYrh/hrxHQxb/IEDUM1h\n3zXgOp6Oz/HFObz+2/azvnmAWe949ngfr/++b+YNH/hzPnD3nMnWnOtOXM2JQ0eZi+OZqmqaKhF8\nQ24iy0OPHyxbsM3TLA4SsKxCyi2d1ITK5GhK8b3IIN4RY8aruVFSnNpm3RwfzAveYZatWxPFr+xD\nu00L+YrdlTfTxAOf+QgfPRvZ6iuuOf4SXvVcGJ94JT/2Jse/+JGfoPOO/QevYvPiBv7qlq+6wfH2\nT7ScOLrK1wwa0rTm3HHl0mbL8SM9160Jd93tGB1Qeh1yZDTizp1NvO+ZXzjP2rWOu9/zJL/3qQ8x\nBj47WGN84kfYfdcP4eaPsfk1/yPXP/R7vCsPedMXPY+X/+av4kZjZP/NPP9LXsm//8ivMP3EZd48\n3mC8fCNPnj3DTl7im19wG699+xke/vR5pp95lOvvjZyJgTe/961829d9B/uOfDNHlg4yqiek25T5\nxuNsnLvI87ZGfPSz95P9GUarz2K2+zB9t0FsIzKZsNQI27MezRU9NfFgw0pcReqA+AodjBisHmN9\n5zQOpU2RfjrFDwZ0aYemLml92P2fU4sPJXjGZ/z2nMYrlma3iIc2arj0LeoGxoAX64adCpL7MjrM\nZFcy1tSV+y5SKOpWQAS7PjRlltcOsDYcoNMNg8WdkJIv3WuZ+YdAlRPOK6nv6bY3eNYX7WcwPsL6\nrKF+9i006y2nDqyS7novtA8U/oNtov1eMa2FNWVoheZFwFIyLoPtO0/hJok1FqU42JlFBtT0KYJS\nApoSCfPs8BhUv7mRWL9wCSfCsAGv5XUUiBOiO0JSwWOjUSNgmGtjyjZyUY3M51OaFKhHA6ra0eea\nmIRZVIbYxiUi1Af3sXL116O7jzCIu6hGkEzQBCmaDHC6wc5OYiNFI6KqZ7y0SnDBipqcSL3iQ09W\nkwguklcTSiWZVVexU7W4OKXfPksYrBKrFVOCxAmVJFKaUA828akh4tnZnpZQqEIhVJA8B+fNCMo5\nUkx4r8y7ZJ4GyVRzBMroZEEUlMIJKYc3LhoL+L8keTqFLMVjvuxRqCvPtSLEU9QOCyqlaClmlVbk\niiSev95IAZ5hcSAiPwZ8K3ALMAM+CLxOVR/4nMf9JPBazCXxA8APqOpDT/l9A/w88PcxYPidwH+n\nqhc+/yfwRRnKnnLAgc3UyCQ8wcid5X20VOFSuodSs6my0LCiieSK5Aczy8kZXMoFKTBr5uwd2hkE\nBoqvzPhCxJFdQpOxkI0jooTK0yXLSw+1p0sJJ2ZjmVOidhkNDTklvFRma+qc8QgApCAfe8JYRU10\na3wDzVTF+RDVPRJm8H7vanAL2LGQLoMDzVJMPizqc7Sygo4jaasiT3aoDh2A84/AkVthtgvD/V/w\nuugdfPT8gOm6kaa+7eZbWPl7/4wYjpM++K+QVlk+cAStPNViTPIMjrobEZuGGGtqrakHDYPxiPg0\nr/oaWz+kqmmTYzgcoFlpk2nRxQk5RruJeyXljpx6YrZrpapqHBO67Ng4/zg3HTvJ460Hl/GuIaUr\nxcFcM3/2oY/z8L0PMOthe+ltvOpn/ld6twRHX05wP42Q2dlq2ZhNeWX8Pzlz6etYn+xw5NE7cNtX\nc36ww13vfBj2X+KRCzusvFA4evz5fG19hKMHVvnk2ct8zVce58K738wb/+weDs+ez3v+7Y/z+Okt\nUlfRHHwEFz/IoYOH+NKv/iFuvuV2lr/x2/naD/4sbbvJ8XdVzOctk3N387E7LvG1t1zD+Fk3cGpn\nyCc++mG2L5+jEeHn3vEIt9z6XN7wqquZfOsP4JsTHD24wspKw3z3AjsXT5H0DOtnLjPZ2eT0hjJg\nyj2XtugRfD1gvnmaWOR9VInYZfpQ470ylHVSntOfXsI1LZfOrTObbjJeWiHGKd5h2Rx5jnfCvLdg\nnlkLtYM+JUZVTSVLTHfP0QRHjsKWBGJOoMWit+jHnSrMZjCqSQpRs82ywfwNUDR7wPxEjCVO6cBs\nf0iAyw6fI2srFeIyqduxTdF5kMB4/4ibb3025/wJzn/kT8kpMU8J+kw/2cHRc2GjZ5x2eN5NDf/w\nBTVvfPt9PH/fQT5T98zVEXMsuQkWoxwFNNo9HUo3uDgMrha730s6Y8qYC6GXvfVh9/IUBlC5ISlL\nWTctbjgpZZ1wOHpue8Gz2b+0QpsUybmoMTKT85uklKCzsYsr626FkUNzm1k/dxmRTDOqmLoxLnZ2\nf0nEl6RN5xdqMMfy2PGzP/1srm7/a17zva/j0u4TKErqEzFa4+TKeFQBDY7BaMxQHIpHkkkrxRlC\n6nszyFs4J+dsRaC4ljBP7FaKr3qq2OLCDNfNCHlMHFTkTvFpQop2/+McLjnjSfhsQUwuWHGFuSRS\n3rdyoD4QfKSbJXrxhFBks/ZFIbrIooTUKzlYyFvOirhEUMBVaBgbZ6KgCVA4C3ubmzl7JsQcGNVQ\nhkyC7cQ09XbtFwer/zc4B18B/BLwsfLcnwHeJSK3quoMQEReB/z3mIXyY8BPAe8sj1msor8AvBJ4\nNbAN/B9YHsNXfL43V+zkaTHQsM6BEosJ3hXWrvfWDbgiaXEGt0mBhsoVg1MhFfet4IVcGViPhOLp\nHcguApnKCf0CHXLBxg4OFnpnZ3u0SUqcY1DVdJMpTj0SGlKcWzEzcPR9b9hHcKSutxcqpiYUKY+x\njC0+xLH4Y8tXXIy5RRbJYwVNWVSLQrHWNFlnUDNKcs6TnRqK4Ox95m1Hc3YCdU+UMfHxXUJzjPrM\nnU97rBA8rF37UuqDq0gQ6mtvA+DqE7dzy1d/K5sTh3ZnqOueQePIzxDhev0b/pAfK94ydzz0Ed71\ny79N3TwdEeOVQ7wjp55br7+d89sP2owyR6KC68SsatWy6XOy+GYR6HJm3xA2ccz6yCAcJg1GhCw8\nb7TC2SP7SOGKquMds4rdy7sMRjV1dgTp+E+XN/iyfYFWHTs7Uxhss35pg+wif/gf3sM1X3yY5Wet\nocvX8HtPOD61sc6HH/hBVh3sH3o23vYbZu0aAvtX9/PyF72CW77l6/mXdy7z/rsf5RsP3cvLbjnJ\nne4iUo/A9iF22gvcc//H+NhnPsrh1PCbb/pR3v3hh3HVWxi7msMnG9KOcPKFBzh57DBfMwr83Wd9\nMf66L4fBkDYnwjzTVJHjSyNmc+XM+TPcc+9pti5vM42Z2O5w6tImW5u7ZBXmuxOaGNmcTGmnc8aD\nhnanRXNkdTxkNm/Z7ZT94yUu7GwBjqp7gku70E53CHWg3b5AqmtWDq6Q5pD7OVKN0H5qLHEX6HdP\nkxPsbE0JrmM6S7AcOHL0OlxqqA56qnposc2SS2hVQvb1ZE3sH03w2trCTjTPk2jqo+15QzXaZ4RX\nueLRb+6IWoyU5qS2BZQwGBnUHDsckbg74ZFz99Oef5RqaY3gPNElg7zdMgfGMOmGTC9t8daP38Od\nH7yH1aNfzOOXztF2PdlMdAvhbsGjKve+GC1Ni8mPJiFLD9m8LOJOS5q2xoVwrjAuMzEplx59BI5f\nzdrywBz6jN9NxiGp3xtNIJ4nHj3FqdAUWN+TsyMCQSJHxiu2CakWy+KOIE/NCFgMfhXRRKI2pRaG\ndiTNRu4Th5PEbDrnt3/9Dpavu0TnB2Q3IGsiSW8ND4k9CWB2aJ+YzztWVrOtj3tkYZN+RtjzqckF\n+1kS5eJWQ9Z1xrvCxbmjH8/p28ukuqHxl3BZceKIbW/WyZbbbP4YdKZoMGW8XRdZShNnMVk5g3OZ\nJmZmamqMKIIPhugqtnRnEcjZvG76zGSxZpcdTbynqRxoTexaGwkU1MDW92KuYxeEvW42nMAM8Yq/\nAwWdoQAfz/B4RsWBqn7DU38WkdcAF4DbgfeXf/5h4A2q+o7ymO8GzgPfArxVRFaA7wG+rVgxIyL/\nEPiMiLzo84UvmUihnECRApWbesF58OLKiE7JWoxJwG6SPRac8QwkeFpRarWbSijuU5UU2Ygzdj2+\nfBE2S8oovpBlIOxdHDmbfMiJzR6T2JgiacRFb97oRNLMEySiAqnvGWlkkpNV8EUNYTJKk2Q6JzjN\nxD1so/wVaoZOjgq8XPn8djWTvc1PA8XroWiHvQji7YbqUS5NhWoKyzcolQa2NDE6OIKNVaif3uVx\nxMO73/I7T7lQ7JT96AufAy98DgDf9aY/hLvefcVd7Bkcw6d8jBcePcbvXnqE6eZx+hZ4GmpLq7uN\nbPXJ++/l2LElC1nqzcQkZjXpWwm16fpki3yKJO9ohsvkOOfE5fv4mp/4E26//ST7VmHFwfhzuri/\nNwL+6esoDafJwyQiVAwP7uJdTRSHr2tqJjxYr/GCfev0ssZKc5EVzvGzD2ZOfeYCa0tDppM54+d/\nFbuPfgpHROeP8ZGzd/Hu7/W89PnfwSff+xru/fSY6sabOH/hozTS0c6FJd/iVo9z5qF72b9ymI2l\nIT/zH3+HfXKAylecPHmQE8euRurDnOkcR0cH2Vjej1s5zmR7Rt/VLNfQuJ7dVtmJM3Z3dthcf4x2\npgwbAd9zduLZ3OhJ0ZGkpXK7hENXI81BZjtnmG5ugfQ4oWSgRJrRkO3phCY4ui7SV5mxZkZDxxaB\nsATUFe3WLqFxpGiJdISB5V1kRyuOujErYh8iR5739bzklgQnvolLl55k45FHGBwakPpASo6htmQs\nDjlli97G1eAD6j2iQ3yo8WmHk/kS9fxJtDvN2Z3M9uWeuHmettstNrgWy2vkaMV5x6H9S7g0Y2lt\nHyID0nYgjOyai2QcEaeCq4RaD+IyqNQcPnEDXc5cOH2/Lfzd1FwAZQElm/lOSj0xZeJ8Qtu21NXQ\nJNVlvGAohxBzMh6M2IZKSSdUMVt5pz1JI5o9ORXyc5ygahbhi4jhpqlYrhdphEJKvVkIS413nq4W\naEGyFA8FQ2elNDBOEgdGFQ5PnzrEDYox0dwWuWBqh6hKux351Afuov/zj7K+OUE0UvnMQBy9qiW8\nis3ok2ZEsrldasaTSCmXUbPJKq2ZdyA2MnLO1sYoSj/3dJXj4NjRZeuqZ20i1wpZmKtSd0qvlkkT\nxHp2L1hCohnm7G3SR4ZCA9TOGgxxkfPbASc9EYe29mjx5umgGBKzWOzVUXgFiyGAlOZOUe2pgpgv\nBwv0SsipZWGzbGuMFmQFQ1fK60GR85Y18Jkef1POwT7sI60DiMh1wFXAny8eUFIY7wS+FHgrFtwU\nPucx94vIE+UxnzeZ0ZWZmiJlZrVwB/NXfA0Es55avL44YwBjRim4QHKB4PzezG7PkiKbRtamA4t5\nZfFmdw4p0sJMLqZJiYX0CFULN3KBIDNCvWTWyV1k1IxoQybPMr5eocuZ0Lf40Ygwm1M5b/4LPQaV\nCXu5CVrmUIvZEhTplGZSynuzJRM4GIHJByW6ZDDjgr4piwmDwZAxJ5Zn2+x7zlG7zMaBtZHAxUfh\n6udCnEN4mtnKTz3kL1+M4uacO3cPSxeuWVh+P71DOz50/zpfessRQFgdnuD1v/Y2siqDEkH/hS58\nBQ7tq9hIY5brMW2fCWHAtA9kFwgoHR4iZDKBRON7RlULAuli5PqTA77iVd/B9KFf43339awAY59J\nObLDgHZ8hPlVLyIfvZ2Uhxxr4OuPdqwdCPz+A+d54nTipkOPsf+lL+fcRz5J6lsYKtesbLNy5m7q\nk1dzxycf4FOXEhcefYKsAy7tRjwevef9FsXajKlHq/jdhzmzfp740L/nBV/546zvfIKH3vLbTJmy\nPp8hwKwRar/JfKvlifk5bhgfYn7uYdLwUX74dT+BSsNy1SIKXTVi2tbE+TbjakR15CB9O2U6OU8r\nA5p9R9g5t85nH3uA+y4OqJsB891tuvVzTCcBacak9izznW1aBDc9S2BOP5/SxylOlahKbrfIWZm2\nm6Ugt4Xt8fO7FJodyJxeBZmZaZKfi5mAuYhzvdkMVw1NPSRnpQ41fv+zOHHbCa752m/n3vfdyQMf\n/RCXTz3EqBELJ/IO72ucb1Ax5MGLN8iLgPcJcSPEKVkq1qUBXyFyG6Gu2H/4PG4pcObJ8+R2wzad\nvfQwsya/fHmLlC7jxOSDe+Qyt3Aytc3KnKNlb9wXHKCeRIUSiyzbs7iyc2k2vK/wCDJYwXWbCP4p\nY0dDEs3ywJvHvy6QSIrMEAYrI3w9JkVTcyip8CQakARivANxUDmlqoPxrMShvZ0rp5EkgZqeWZ+L\nxZ+NQSCXyGUjGlI5RitrxA524qx83soaKuzzOZTcdex0DTUVVfBMJnNmarwum5IU9RimyMCZSs10\n3jZHzqpAIuVAlNbI5WXDbQRLrMyJGCpccMySZ9kprQs4KvqcGAiMtGdHQyGtZqpQk/ueyCLKxQqh\nxUT/3MR8GJYHgcpDpZm6Ug42nnZX2SojLZJQLHaL/LLsYYsOgkJ+FcuKMFmj32swKOdLXXHOXYyS\nyuvkvYVXr1wTYkoXUXveMz3+2sWB2Cf4BeD9qnpf+eer7K/g/Oc8/Hz5HcARoFPV7c/zmL/yUBbz\namFh7eAKp8B7q2DTgiKvV9idC6IGqCWK5UTIYjPHBfxVTFPMrzo9pSiwL81LJngz2RC12f2iG3el\nKkmAi4r4isFA6aYAiaoakeggO6rGuKkVkKvGUhadmAxSzMI5iANN5GQbfbn1EXLpJGyhWeyKiyyG\nBZciaXHvyq7MqDySKeYhuUBidq3G3RZWhO50REcNtWuZXdxkdOAiuINP6wrptrfYrVfYP5DyeZ76\nndl5+bXvezX5+15NC89srCAz3vwbP8c7r1qj3V5nPmuJbctyGPBdr3oRV738uz7v0xXl/tMXuPrW\n27m13+XCo/fxgQem0KwgoSMER/CKBEvN82FAHAzJzSHELzOrRrSpYaVqeNfkJDkf4vDsPj7y8Cd4\n4mMfoU89jsSxa6/hxAsucO89/zvthS3EBX6irvnYm3+Z333H2zg+DWysHOCNP/g/8D0f/34m0y0O\nrzSc/vgp/nBf4Nb4Th65dBNf/nXfyKt/4Bq6+SZVs8SoFkbDnrHz9D5zdZ051IyYxMB3fv8ruPXe\no/zkz/0mB2+8kZd96ZfglvYx8jV+eYlPTYQXH1hjbQUGQVipLnLmrk/Rnv00be/YzsLw6hPcePAg\nm+ce4tzlTfzBI6zMJ6bu6Bvmfs7dn7qbO9/7YbTvcM4xL1pswdw5c9Gmj/YdgvXH2ZpdIOSW2e6c\nVGS+5GJdLk9B8Bb/zQvnUYq82Oxk7Yov13tS64pjJnaJqonUVU1zeMBXv+IrueoFL+TS5V1OPfAH\nTLY38TqhjQ1evDG7tTckUUqh7CuqZBu1RHChRQpnSUM2ebLbRTQQB0uM9n0xk/OPU+dPIu20fLJy\nf+11zpbTYVueRfwKjig2JlD1JBSJ7Jnh9AuTG4moFjthB3hDDrQ4Ly4P7f72Ukydi0HbXktZiv8F\n2djWvkLCLqtg10ViTjTF8tkodjavzpoYUFZWNZRHZhnn5uYBow6VjsoLriQ6+uLdAB2LLnURKkTw\nEFZo6tr8H7Z3bZMr3brxnG2dyhnWz1wqqOeVhEFTV2UseVqIGF9rkaSjBYU03wVQCXjpzMSsFE5Z\nYZaEoQhLI89QPNF5xo3DJyOhWj6CI2o251sSQkfGE1Nnqg61jj+W7tyJFufihHeOzWkmV5nDA8/F\nacSL0hdE22kp0gDZW8kXzjqLMkHKbylEQ2BPYWDpjkYKLc8q+7+NoO28OQO4r/DMwgDnSgeVI3Rb\nz2Dh/ZshB78C3Aa89G/wGs/o6LqWfo+gByBUoWI8CGYCoaYgqCTTOs+sS/icbVHKlllu5BCHb20M\nETFyUxdTyUTvLDFNxCCfhJFQkpJTNiauOGPUukgmIMFD6sgOeueonWc4CGzpLiF73ECYtyBRaUae\n2dTy3cOwpt2Z4qSm8kNcEFwW8E8hI4ozVnJBKsK4oZ92hYBSTFCKa59xT0wGY0xaIAfzBnexOEVa\nEph4g8Obaw/DmUx1jcL2LuJHjJ77Yrh0Lxy7/Wl9L//LJ+7gZn0V1z6vYnMCl9cnXL74JJfXN9jd\n3GJn/XG2NzeZ72wx3ZryNbc9lx//n7/3aX7rq7zpZ96IsEgeK9+/PD2SzW+8505+4XWvYXPd4UND\nqFZQNyLFCTLboO06hAY/qAtMfAWOrGhxAZrBiOd82T/g0HCFqKdYW3UcW7mZW27/cv6vf/2zxFnm\n0uOPc9ULbmG2EZnvzGkqRx17ziwn3vlLb+KapcjXveaHOffgh4g3/iN+/Y0vhdjShJqLnSPvrPPp\nP30Xj525j3M+k+eJepAZDJYYDAb4pQqf4OYDCb8aaBT+9DNrvPi2EbvbD3Py+hfSx0w7i5ydbjJ7\n4hTNgaPsW5ty4eyQjTTnWJ1p911rPJRmiaWg6Ey476HToIfJy0fYjcrORk+rEZHM7rQnS8OX3v5s\nVIRtUXbPT9jNmbVxTUPHxrnHWGlbLswnvPfsWXJOtgFqY9r3DC5IYXJ7cMmSUwGKM6Goadu9sID+\nzO2UtLcB2oK4MNLKtNnzDa99D5P77mb3UsVDD9zFhfXAfLILmgkayzIMdbOEryrbPAWcHyEkG7H5\nmkBFqj21r03/n82ExrlAqDwMx1x70w08+MEPsTw0bwApUH12FOdDM0ITsZLYFfMaLfNiXC4kObUi\nxHZzk117iOqKjA5LjSyFEw42tnaZdj0DVxDFHAvJSUETC/fYK00TUIoVikQ3RSXnSHY9XTY1vXee\niIOojI8f59r2Kly8TMhTUpzT4+myI0WPeCMvjqSndoFZJZBt9OHUEaWzpkTAqSfmyILpVYuw28/J\nmvCuNtsIqVCd48QxCImk5iGSxVFnjP+FbZTqlHG1TBhVBFehWJeeDLy3JUFtnJBjj5HzrNBRhA7H\nUlDGI0/bJdppzzSMSjHnIfXGS1KoBuaFYeuBhzqRY1euWft+h4u2UjIpV/SxZzBUlptAm2xDXmgQ\nFIt27rrOcj2AhfuALIq6Uhs7Medf1VJZlPOJshcHLap7vaFlAtmymNRG0F2M9H1rPBKDjgqy8syO\nv1ZxICK/DHwD8BWqevYpvzpnH5Mj/EX04Ahw11MeU4vIyuegB0fK7/6zR103VN5OWJJs5EQcWR2V\nuAWKZnCVKkEtmwBgUW5Jkf5p9iRnyYspGgKQvdWMSkDVIaEm5p4+GRFFXUMVFJ86opptsvc240ti\ndpUBJflAGDmS7qIpMSiFSYpK7k0nq5rpY2dIREoMcPiqRqTIFRZuiLoIgbKuIc8TlQ8GlwZPI3Yz\nAWTNxGQdjBExjLQk6vB+mXq4jCPhHMQsVG2HpgFyfGyw4lIGvwSTS3DVjZBb8F84mfFV1z+Lj7/r\n9zm3M+SGtZpvPj4kHhjgfI2rT0JzK4QBuAbTej6zvAbn/uo0hs8HlM1U+amf+iU+/pn3ceTml7F7\n18fJUWDoCdrST/siYbUZahg2uNyTk0G6zjmEBjcITC5dpJIZG/ML6LnzxJe9goOD/Wz+p9fzvJd9\nB3f98a+yMxXufOu7jPSGElNAu5rklbZNXM5z3varv8jq4edw51v+DT/08/8O5lNiBk/HkaOJ9U/f\nz8YTH+b+zz7G1mZP1dS0oYHJLvtWVrn2xDH+ICtv+3f/mtPnau5/4B7u/sCElFfI802muxvUSXn+\ns6/Ba8P00iYPnN+h0U18nHBeapoqkXtH259mujWhm2yw1cP61oyUE1sJ2pky6wTnJvRdwqcZdRC2\n5hVBI3Xt6LPjodij0Tw/bLzXcHD/1Wi7SR+jkV6haN9tZLNwPzRyWYHfSSQMBl4gfcbvKdrysrAl\nVSQ7WyRTz7JruOOXXs3y6jZfdPQ1/MGfvQN1FdJvm0mSc2i2bJGcpsAQXzdmHOZ6nLM0VFWhp8XP\nhS5YKiA+gNZGZk6ZbjJhdLBhOFxj0l6m8Q1ob2ooKDkBC0VRQc8UFiNLvP3jopCPmVJELLpK23Sk\nPN9jOS8WqFZQl7KGZUzelhdrWvkfbnGuzbMlY99LTtanSlJin+mddbxIKoEwc2JfMVoaUh0c46pr\nCdIYT9rZnFtz0V7Hjp2dbUNfUsK8BLytj70wXFoxI7jUEm6uOFEAACAASURBVKdb6L5seRCDJYIk\ncr+N0IMMkBK77L0wXjvBQIsHYDYkypcd0EswwnDxdhAB9ZUVPRkglOjqgopKsARKLb14TqgG5izT\n0TOdbhMd1Aa44iQZlJ9bgjha9dZADipoeyt2cYhYQZZR2lIAWmpkz2AEK7VnXHuqJnIxZabzDOKs\ns4/JkBAR+551UbZekTcaobKQQh2lYjAUzZf5giFC3nhk9gwbzZRmUBTqUNsrV8FGUQopdczmf0V6\n7Oc5nnFxUAqDbwZepqpPPPV3qvqoiJwDvhq4pzx+BXgxpkgA+DhG8f9q4PfLY24GTgIf+vzvbifB\nmMML051STUmwxQAjKRZRri0vuvAUyeaGmHOR/DicE2K5mV2RmiTtIUZEzN88x54UwfkBPnwTB39y\nhXP//Pf3ioxclAPelcATB16nBAm4JU8/m7HkGtKyo5u1jAdLZJ/x0xmj0YBZO8H7Ab7ylkZWBZpQ\nI8Ng3b63m91e2wiVxEwiIyEx73pCimXKkYgSTPcdO3Ihs0AsVTTE3gheS8trHL31NmhOwbkpW6v7\nWN6Z0G98lmb55XBmG65Z/YLXxEtPPoeXvvY5f+Hf/r800Gh7eO3rf42xPsjVt9zCgx/6I3Jf3Cbj\nLrN5R46ZlGwzyhqJWzOqEBjuW+PYDce5dPEym2enaJfp1RPrig+843eYrZ8lvPdthG6Lm17y3Xz9\nc4d8+t2B2Pa44FlaXabteiqGzPsph9yQpYPH+Mf/6Ed57PSf8F+95L/lhhNr/MA3XcN9H7zbLHUV\nTl+4yB2PnCdHxdFQDfdRDTwuevLSCq3PPHjuMqPRmF/8l7/AkaU5z7rthZx58hOk2QYffv9DvPLv\nv4ZlWp44c5HTG6dp2x36yZyt7Qv0u5vEnZ7t5GmjUeSaekCoKsYDx2rlWFse8oKVitVxw24YMxiN\n6GkY14GP33+Kuz51Pzn3tJ15ZWhUM5KpFla2cxgmwmiV0GZy7tGk9F7wWclqnWVMJoCTbIEyFiBo\nM+usrix2kQpfZs0CfSTTERUaV7HTw9o1+wmbj/K9P/LT/NbbP4BOL5GqJYgm40qqlhPgIiFFUtyF\nNLeCvIPkAwlHqAIpWd6Gk12SH5gpTlVT1WNkUFmTPhf2X3UdTz54jmqsSHHhytm6QCdmTpRwxdV0\nMVdP5OQNaSjcaLNEtzFpRJGUcGX92IOFtXTDarwFEELXkmNPzCX5UBbv7Y2IWCshWFHjoWwMjm7W\nFbMvk3hmdbax556YAkPf03adpSy6GvVzJFVWbFnwIQRHlCGkTTQ4vNRMc0/K0Zo0IkefdT0hBPAV\nfZeI8wnQGwqD/e0iSrW8zI3POYYAgYinQzTSxci8F2axp4s2vk2aMVlqh2go11EppspeQBlPQMSr\nL0WFoTGL1ryuhBQ9zXhAE5orTH4n5oKba9QZST3iGTQVGmraWUesF8TOQJVa8A3ZXeFPKLCdM5fX\nW2IW6uBYq5QuJNo+kbqFF83eMIfFTwv3CkUIyBWCqfgywhAWMYsLpOHKTIm94hk1Twe7UgTte6JU\n9pz/p5EDEfkV4NuBbwImInKk/GpLVRdlyS8ArxeRhzAp4xuAU8Dbyx+yLSK/Dvy8iGwAO8AvAh/4\nfEoFoEBwdnGp6t6JJTtmXVfY+1ruK1eq6QV7M+11KxlHymVGU8I0AlIERFpMcYQ+RrwTvHhzNEy7\ndLtv4fTrHMEPyDrCuQrR1haIbFGcTgLjpRFNNUEqB3EA3lNXylA8vTdNdRiNzLDDVYRRgx8uoUF4\n0VVDHsiB3AFilrtG4OrLfDOhUmDHBc8g5b14ahUHvsKFjCbF+QrnKup6QO09opFQN6xWLWfOBlx/\nmepARnZnrLdDxgf+Dnr6XuSaVz+Ty+P/N8eL3vi7fHF9N745xmzgefihFlVhNKxou0Tq4h6paNHN\nJXHktidtnOf+T1xCk0k/yRVOKj5676fZuv8DSMzsO3EdG5vrfPLd/4awfhtf+q3fzwN6jN1qBYb7\n2T9YYXU84DdvXOLAvlVufvHLOH35fv7Bf/PdPPc5zwfg2hd8I/1uRdx4nK0uMtnYIu9cYJ6FerzM\n5qlHUQnWebiW2w4f48GdOTcNlDR8Lr/+MeFf3XAf7T3vYXO7o/rKH6WdTeiGNYP9KxwZ7KPJl4iz\nAdI8l53ZhMlsm0ZqaqY0g2WaYGl73eZ53GCNOjgmlWeWE5o8tTO51d1PbHHX/Q8WMt+gQJs91KYz\ndylC40mpp3EDiI6pcwzCFLIS8tzkbFIBHc5F0Iakcxv3uQFVDkDZwPCQQ7EAhpwdW7MWkjnVrSw1\nHF/zbFw8zQ23fhX/9vfezC3DzFkEqjEyWGKgM0NxdJuQhLRrZMhYFs+cE7Evo8YM4hKS0hVUQyFK\njfMV4FEXODBOjA6fQLyn66EKwcYJYuRltMyhxWDfpMZ1SmKugT6bl5LDfoeWhd1ZC5tyUV7lEu5V\nCNFa5tsgxPkOkjv6vt0zQAMLjLIfPFLZuMCiZdQg/tncEMvCaxKxM1EtHbD37DOXzu+ibCPSU0tr\nsdddRkJE6lWaxhOqmjBYxsdIymXAnQxxy31mnhMVQ/5v7t472rbsKu/8rbD3PvGmd1+unFQqZQkl\nkAFZstsiGGgwEskGM9oYGxp79KDdxoBTA8Ng03SDRWMLExpMxmqgJRkBlg0ImlIoSRVUud6rqhdu\nDifssNaa/cdc+74CDFjD7u6BzxgV3n37nnvuDmvN+c0vFHh0yHuIGK+BUpnEGaNgbcRVFbYYMCg8\n2BLrhSpaptmYSZLaHxtToBp/RyuR2AXqkDh47jLCjJRSVpGhvhXZ78VY9QKwkkgSiFGzChocXsBb\nJbVbATEl4jICY/oixIJzmj3SdLRdwLsWjGFAC9ISu0Akc7nyNt8GoYvCcewdfSVz5QREHSX15wg2\nF4P9+KHfv3rTNTGGLnRAxDuPMb3tUeqHKfSGRwlHkRKdEcREvB/oyEQgRIA/2eb9ha9PtcH76/l3\n+MAf+PrXAD8OICLfbYwZAT+Eqhl+E3jbCzwOAP42irf9PGqC9D7gb/6JPz0z9fsO2IpgraOVFwZN\ngHUuHxMVQhS17OyMEjsKYxkMSwpnsdYyriz79YK0TCqDNB5jBG90XteHbAajaoeY62SF7wIhandu\nPRovKlC4CuNmSCMMRgPqBBIC5bAkhRpaQzUpOTxeQLRMywln7rgZM3+OJ6N+Rqkizo1xBUhXYyRS\nSwHLhoAWBSTtfqtCGA0ck2GFLYasr6xjxmtUK5ucWV+ha6BaGzOwHkngygGTkedf/szPM1qZcH6l\n5PbTI4q1KePTp1g//yW4zjMtYdKfdPL8EliIumCtmv9/UIIkcLg/Y32jH1EI3/mep9n+nV/hFc8+\nhNy2gowrPvHBj+eRTmA27yvybJ8r9mQBRQCnEGmMWZ8tyvew5RnO1tschaBOikfbDF3Jqc0NwsZL\n+cK3fSk//ZpTMLL/0c/61m/67/jmF1+kyHa1ABdGhgf2r3LcOOatcOnSbzPf3cIi1Ptb+HzXOVQ2\n9+TlJ3AWri4K3vkD/ztnXvIqXv+Pr3NxcIHv+qd/g82NitmyIx5vMXcNA+DYDVlbN9T1EsuMqkzE\n+pjBZKQLehuJyeDcOrGEijXa7ojRxLHoDNEVXLm6z8Mf+wh0Lc4NiV2NmKQJoFHHAlFyvkjyJOMo\nTGIwjITDlnLogEK1+7akaQ2uGGHbFmMr7dIBm3dOg0dkCXaIkSUpeawxjAo1Auq6loODmtmiohxM\nefbxDzJc3WD5mX+eC67j4LEPcbB/laW09F72PXE/zxyz9Ku/a8iR6JKVPnmNIYEsidQn37M9N5it\nXcCSoiOEiPeeqiyzfl+t2FLsF/k8o87DE81mE6KJuTjNhXzM8LoOjund7kC18yl/fh0oWASPMzqq\nUdSU/P45TwED1qr7q1HY1OYGR1sgg0SXOSAd0RqsCxjjFbaXgibq+MY5p+hF19G2HRTCajmhsolQ\nL5jVGmbVdoat55+FeIkuCSIF5cBy6513Z0Jhgi7SxoC3nYZVGaH0+rm97fkGCZsq9agx/VhJxyKe\niAOciYwLQ+NL5skgMRdYRjfjGDoKcrZOPveII3WBGEMezThIus1GkyhNIEqR5ZEpI1keh8NWlhSz\n74A0kCJ10s9nc2EQk6UOLW2wJ4WQkUTKUlRBlSvGpFyA6vhYR19dHg+pVL8vJKIIEpV3UWIIUbCq\ngb1hs5zRpSQGa5RfV5QeV5VgXa+8xASo6/mntMZ+qj4H//HV7w8f9w+Af/DH/H0DfGP+5z/5lfpU\nRfRpMbYnGage15iIRMk+0pmg07NfUWhTUIexwmnYBV2gCxBjvpkEMC3OFERD9idImituFfLRQA7R\nAI7kMCnQT4BIBm8s06lXa902MKymhBQZeM/p9XWsWzKyAzZOVxymEYVtmJx5CWHrmKNHr6s5UrdE\nkmVCg5sOiWKxxtNJR7swiHjuXjvHfTef4YvuCrynfBUL5yiXCygNvigphhVeSsRXlA68M1zfu8yF\n0y+lHBisVyjSFMKRczyyOyQdXcdf3qdyluQKjC01g6KaMC2HTMcjqtGI8WjCaGXC8Vh9CDaLnkP8\n/82r23qMJy+P+bRcHPzO3PD893wH9cZlFvWCnWO49PiMcDwnRCX1pLZBbJaA4XSmmiJCYjgq8dWE\najhguLrCtaeexa4Yut2a4fpp3v6GU5ze+FpO/fUv4+9933dz0/kx07u+nMlaxb//xe/j4ENv4hv/\n9tuAfAu94LN+y4tyVscLvlgdG77r//gV0vUrxBDoFvvEFCirAUIkBl36O3Rxb5IgUhJ9wZofsJFq\n3vkt38LpU2u4Zsb8YI+dnWPmcZ9TxQZOEqPYMl8G2mbOUdex7grceIrzFc0kkWYtAYs3gbEZ0NkF\nS/EUi0BKY5bdVX7vow+yDF7JWqnFO0+IfRfviNaDtEo+lBZnEq3VkJlyuMrR7ICVaYVnSNdsMxyv\nIG2XJXIdBQ7RoGUgYrwhyhSXIo1dx0UhSsvK5oCuWTJemxKHjq0nLjGajDl9z1s595K7KJ/+XWa7\nibrdgrLAhKRyth6wFXWxI8VsIKQzX5eEQnpT1XQDrjWWiKHPNbCZoCwnMHVCYlblVk49AiThTJbB\nmUw07GVqQMjxxmIKhcQVOlDJWlJtvRYeij7YzJ1SPqHkWGndEKJkabIK5XMRQlaESO60hYQHcyMW\nWqKObyRJzo+JWPEgKhlV1VRv7KPLfTRRVRRGU2qPd3eZx5bj+ZymnulGbrPSy1odTXgwqWE2O6L0\nI2IXEFoGlQMc+1t7uJ09XOHxrqQoS8qywg9HmOoU4h0Dq2uWs14bNet0jOAqAtpdExNiIoms8ycp\nidzEPJHPBkUk/VpZ4mNHrwIj8zYC7oTfOcSwyPbYYnORbh1FVdHNlpnXoGi0GkGheTvBEEOHy/4M\nHskERJOzHpRC2I+7+5GEyQ0X5sb9Yo2mSiab5ZOizpK656njY0qCNTEXhrr6tl3E57h5c/LrOST8\nV56tcMMdKj+g9C5QQhAlHhnbN7ly4hiYEln3C4ihkUSctwrnpJ5EFPXBAlJraGkwJtHgKUpLGwWi\nPpjWqsd27A1AUP6fRJUxra3fzOd9zss5d3vHxZe9lLVnPsSdmzdx6585x95HH2Tt9H2420aEDz/A\n6O572I5P8YEP3Ez56ob9J7fZfXaHECE2NXuA1A3eDykLQzkpWZaGYv11vO1tj/H+9z3C379e0por\nBDuhq6YEWSX5ikFRslo5bpoK967WPDnb4pmn5rz+C2BleoZUrFCsrGEH65jhKZrhKk2biAcHBCL4\nCc53bExLpsUGN50asDYdsV1U3D4E7zOX4wXX6LCDgxb2aphYuHv9D26V/2Ve7zm8zj03v+nkvvjQ\nbz7ETV/8OkzzasQVdLFl/rIjDvf3oVvyxOWnefbJbWT1buJyn6JYx43HBOk0JjYuMPGYsJgxm11m\nYBvSoZLnJsOWv/rK13LLj34ja5ee4u5bP42Nc44PvucH6LaeoulW6O55kvndj/Afrl/ibV/1v/6+\nSApbnv5Dn/87/uk38YW3TFjedAfeGEiBwg9orcVVI8pTp3n92cCvP9SShkNeevspqpVN9TkoPL6C\n4fGS3e1r7G7tEpqWUMF4MGE3KCLiJBEkYarAoJuwGERc2zBIHf5YMMMSby2DbkRIhiRLCltQlSP2\n2wXP7ayyet8bGBcbFN0CM55QBIObdJhFxCxnPPbwR6kPCmw6RowjGUvlp3jxpPKAzfIU9dE2MrQM\nBhex5oilKyhdhDQgxg7rxogk2lhTliMM6lgqAiIBL44YE+PJhFPDVawcczQcUseAH27z3G98hP3Z\nNsYZFlu7SkYUMOJIEjHW4KxK0VrMSRwwgo6TTG4K8ljxxtqSTka1KghOuGKQo8IjKUQkROaHLaOV\nNTX5ye9CdmeNSe3OdY3ou710wpdSWbEGv1kx4GweL+exqX2BWknUrEtSJHSNGhARb8yyTZ6dC3n8\naE8+R/+kJiwpZIdFsRinapEUPYkWlwISEzE2SLJYX2bWvMe6lPMX8trnhnhXIwTwJYUb6KjD6MZl\nXMnhzhHGHGO8xRYVg2qUmfgmO5QmJDmaZcA0EZktCOZAERTtl3He4osBGMuIAIVh6g2EpSI8KJEj\nJA1zqg8O2W+XBGOx5RBjhDBv2V0eKJpiPc4pqdMbQ3IF1jqsBJJYFmLwNtIuD7UAKIdaJvkSK54g\nNc7odW61zSC2UUfVQIyRlKLKZHNhor45ZO+a3j3S5I1D9zVnNMsjZYvshOCdjtXEOB2TnQSCadET\nstMBomXHcOSYrm9SWZeTGQ0pJeZNw+y5K5/SGvunqjg4KQlswmbSSe8M1stZEqjzlGT3xBP4Jac5\nGmVBRyO4DOEYUfaKCSflRq7qLZGowSPIjbAjwBBIKeHwWAIklxnXjmEx4rNecx+vO7fL+MWn6U7f\njF85DZOKc6dvgnVVE1T33ApeKNMmN730Lfzq3pu49tQPE5qYiU0qTbHJMSwctvQ6prA1afs3eNdP\naMVpTdCgDzkiiNDOFkxdydm1CYPb7mIWhrz7oT1m1y+xmB3xd773EfVTQBgUBa4oiX6IG6xSTs9w\n09qA+84UDC/cR3n3WynveRHVSsVz82Nuu1CwVuTz3uzw608t+fClwJvePOFNVeCfvvshYjnisPYc\nX3qa5591fPNXzfgLL/8aGPyXKxIefSTyGZ9lkJnwzvt/ioNPLIlR2DtaMBmhG8HimDQ7YOvgmN2t\nGrFjXHfIaLWiGFRomG+WezEhpXGeDSUGxmCcYbx+iuce+jBv/J+/lwtn/zyjO1/JM5/8RR763SNd\nGKxw24UVms0xX/DvXsTo4Q+yzU/yl7/2KwC4/OT93HLawMqn/b7Pv7W8ypnJGcaDKX0eux8PeOVN\nZ7HVGuNB4sgM+LPnIRVjXGwVPvSJmDqO9hq2D46o57s0dUMx2GRQQdsUOF8TW0dLgSXRypTBsGPi\noB1s4ieJ7igwcIZ5MjRWoHTUy4rRoMAVcNfIcftkDT8dYG3ENobBZsHx4YS0POQgLvjk5WNWygmj\naU1sR0RJlM4SpVGCbFFQt56iuIX5fI9oFoQoVOUASTVWPM4XGAkk4xhWQyQWWDramHNDXIRoKYaO\nVDdsHW9xanWDe269h33Z5+zuLo9Ix0aw+Nkee13LGKjFsBTBDAaQhCiWVCbKlPL0QBFGXULy/Db2\nmzaQIdt+zTmZ12eyI/1sOKOTTbNkNBzTOwukTDbsCYP9CAAgWZu17HncYLwmFGYPBiMOMVY7Q6sS\nT5s0O2GxXBBSi8wbzVEx/sQMjhy+lLqEwemoRm74d6qZUMhBQiXRCFa8KrjyqC0lp4toiiTpcG1L\nkzRwrCwd1hXZFRGQGuMKvPNZUtmgKK4S69QltgWr/AN7MhhRv4AiQZBM6BZDDJqFUXj1AgjSQReJ\nUVE/7w374mFpOZSIhC4P31TZIBJp50vars6OtVrcpzxsEYIacvUzppRy4J7J368bhHW5Q7cOh0fC\nQq+gbYhJcKZECLo3WIO1I0TmkMKJN0PhnCpC+mIz70MYTs71jZeOPQRNWgyLQFPvZUfF7MUjijCc\n8BGspbeURiCKU7WGBXJQHGIRZzQzrAmf8hr7p6o4IGp33yMIvUrRnFz8GxeADMcm+ocjQ3399v8C\nMwkRQboegunRAX1vSw/TARJpgxJZ1E9Tj01YCqta385ausUCOYTRegXdEcVt52FQwsER5o6XQvcY\nHAQ4e5bumWs0oWXvyV+mXezS1C0EJRKCwTtHWVhCCGBarBnrzVV5CjfUrkH0Jly2C8JBzR3TKcNb\nzjE8fYYDu+T5hx+j2d6j8kITzIn9c0gdx41As8B4g60Fc7zPzvOJjz0UcHI/2J8g2opidDPf+3U/\nAPetcrgP3/v+X+LJ9nXESjj6tZ+FX7uT137Hl/Laz73IlcWctIzYz3ol8doj/Nh7Ps67fvxn+cl/\n/Haq9f8yt0JzEFj3Dd/y4z/Ec0/sUl+7jq1rntjZ5qIsSKOCq9uHLBaBREmqTlGteJIYus7Rdsc6\no7NWFwAjeFMgXuFokmW6cSujm17OfWfv4/EHPkp97QMcfPAjhJioqlU2JgPWJh6qMfZ4k4tntxjc\neTtf+dobhcBX/4uf59++HIqveEFxEOZ88NqMr3vxvZy99142uh1qu4E9vELXBNpyTvBn2aw8TaoI\n3ZKyrIhWqBeB44Mtjo9rLEu8H7CyOqUdOFwnBNNQh4KUDN7OsRWsFWOMmdMuwY0tXix+GIlFh1tU\n2ORpY403QikwtAPqLpHGBudLxtIgm+dZpiUjOeZgHBgvKl71klt504U7uTJsOY2FdkA7aBgOxmyW\niePtBTthTwljOzM+8ewlVgcDrh7v8/iT+xzsH5LKkhi02DZETGGRAKQWkxowY1pZ4Loho3HFcLxK\nbI8JAfxSePzCmFfeNqX+0IMcLAytcRhj8RgmJI6aDlt4QG13Q+yvuUWxgN49NGkHjHb4YhImmVxA\n3jCpkdzVl1GYotK0BDRdh524TIhSkpsGOjlUhZHnxL2UDbJVurrXxWRVkWD0PfoOXHmORjc0D3XT\n5dGI07AnA9b6vFmr/0qMUUOkRN0SMVmaK1FRA58VC20iyJKiqAB6URwJIQTBmkQdlUDnXUFVjdSm\nN3R0CVypyBNG6KK6FxrRXBKJEVsKFBUgpBw8Z2JSWoXLwVcZue3l1zYJybie2k+bDIVoumbTJUwX\niE5wFDouSQZodOQbI4vlMs/58xqfMlHwpIvXxqEf+0hUH40oPTclKb8AFBcQtEjNEnOTR829AZPm\n27TgS4wvQIp8jHIhJESVcKZIigltZh2qK8gS054EC6iroc1EVpXLm7x39aMCPSyPpACM+mNYrXc0\naMrp728l+0X8/mrkP+n1p6s4MD3fIJ+UXAzc+FM+LHMTOr2s+Yjs3JVlRibbfmJ6IkeBTZ0uA5JH\nF1mHrFQZUTvPfMZiUEMLk806RIEGLIHj9ohPbjnuudcTn3iewU3n6OIc+cR1ytcrW539LeTseaxd\nEPZ3aXe2mC8jtmmhnGLcDaJRjWOtKpGhZzlbUpQDnPeEpAubl4ou7dJdO+T2tTWqM7fgNlZ4clEz\ne/YJ5tuHpLZj0RjKqkKMpWs7nPMUvsSW1Yl9q0qLHcZWGOtYXVtnfO+dDB/vuPDnbyJi+PufeC/D\njU/jDecM8/EG7/+/V7m/uc7h/Ze4+Ipb+fHv+3FsNFSDCRdf9Gpe/pVfzoM/9x6+4du+m+/57/9H\n1u75z7sNdoDbm4KfeO+/4ZbBLr/6sU9ydgLz5YzjrWd5uO1YxgGD0oEbId5g4ozlcSSh3UDM0lNj\nLJ0pKFxJcDVnqxGnN8eYU3ewJ/cii6t87P73INeeoBPB2AGnN1YYTyuc09Cu4/mM33vox/nGN30r\nX/glfxdzkyZZPgkcVB/jQ4+/mDe+8BfoFnzu8wte8tYVZvt7fHyrY306o51cZH1UMhyM6bxhYYaQ\n5gyHY9rZAVePao72nsbNI8PBhGJaELuS+WDI+OiIejgkEBl2HQehww4dw0WiLVuWbshm2bATDhil\nMWEAZlZQmRpfDWjqSGVainIORYHYDYqQkJU5jR1RLBsMBQdFwnUldmA4rufUhbAuY4wrOCr2KZeW\nkDrmMqYewZrzrDZD5Lzn3Ivu4od/8Ee5UkeaulUJXN2dhIvZJMRuX3tLsbn7qTE4lu2cZgnz2REX\n11aoLp5ibe65eukJriwGjIOh7uq8AUQCnsIVnOpq9m2JKsAEJOCkwo1OMVwRVtyQ1gwpY8180WKZ\nsTpeIXlP212j26/Yb45IAimoE6A2nsKh83nTsxRZlmmN18LCWFxSm+VoNFvF5DCek+C03LUiKJcA\n/bPYhCSPSKcNrkRcTMqB8qJKmn5NMwkj4aRBsgJhuSQaB8ZpSJwNJFEX2SiR5XyP2Km3hC+HeDWg\nxNoiG6hFRVGc5WRqnzRrpHKOmGe3FqEcgDcl0aocNCZBYkeX1EJZmppFJ0xXh6TGM2+O9P0yuoBN\nuMJrZoYtNPAuAcn+/jGyRbMNVASLhtpbVdBQ5PGuFkFWDF6U/BmC2nDrfD6PcSCHJmU0xfY8EkNP\nqzM9MfUEzVEkKKH8NOkJopLyutnodEMAMbr1G909FEGyWOcgGhKd7mPoyMnm86xHg3eW3uuv55Eo\nLyEjNvrB8xhcOTERixNtmGMMRO/xVr0fJHLyfp/K609XcSDoDI0bZYFu3/KCQ+TkT1rbycn/9dWD\nEZ2zCZKruUxP6md3mcIi2WWrr/JBMw5CChBLuk5d2JwFjFaMVmBR7/Hc449z0dX4wyOOdi7h3Crh\npnXmH/nX+OFF3D0vZfa+X+P0y95Id7ew+O0twm0vIfkKEzsAvPO4gTAejwgmkpqOcjxQB1qrCMZ4\nOEBsw84jR6y7EX68gjs1oEHlepvTNQZVwcG1I6RLwoAvSAAAIABJREFUBDpinYWeNpGKkuSGYKzq\ng0VNkoxxGAfLuqa7dI1X3/pW3nCb4dHDD/PILzyCDQ/z4HDCxfvuxXnPvFnwnR94nm/99JtpBqfh\n6DrL2Yz6oQc41+xz+rTn6asD3vINX8+/+OZ38pq39g/Yn8RJ2Kd9+tfonn6On76U+OWPtzz7W+/n\nL7ztMzh48JBgVwlyxCMPX6ENHbFdEtsO52qWwZPsEUl89oTKltrilMlrHMYXTAeOey+eYXzLGZKf\n8MZRwn79N/G/fetvUnzo3/CyN/+3XLr/Z/ApURYG59Rn0qBe8lV7TDEZ8H/+/E/x2Iffx9d9zbfx\n8re8jnd9AlZ+aYfzX3vDFTykhu/8zev86vYer+umjE9vcu/FKYULGvkaBzTtEYQCzDHH9ZyDS08w\njx3TxrBeDFmeqahSSVdaRGrcvGNWdNjWYgpHV1RsGId4j1np8JXHLjq8HzKJY1LpSO0xSTztsKKq\nA8MSBrLKEM88OiZmQTka4UNFmSqkOqIqC8zxCnVzDKVjkAzBjoj1PmZtlXVKnlkKuwcWic/S1guW\nbobMhHZ2wOHzW2x1lvn+HsOVFUiRrm0150AaRBzJqK1Ozx0y+ekV42hiS2EcO01NcfkKK5MBTbdg\nd0u4eOFe9q5cYQREqx2/C5HOGLyo3hsxGOsRKxTFkGH0zKTAmogtPOOBEM2YcnVEs38dtxDqwRJp\nsmQY7dZSSkwkQdD+z2VsIeZRhTUuNxmi8jjpp8y6CGkhoMop6dUz2LyxROUgoObHVlT9TuVwUmHJ\n4XAWdWckf68xFKiSyvQ+LwliCNrRl3pcM6/1fGZnxti1VFb5ALGtsag7rHMlyUbNkRFdb7u6o6g6\nEjbLpj1iSpLzOv0Wi5FW1WNiiCkQk0qvQ/KYPMJzBDAeJBBiNm/zDlc4QmcpCq/rcQi6MdsOQ5UR\n3KiW3LZDTJHPWciIi+7equ7QNa4oCvXYOKGM55GxET0vxtOn4JJ9E5DedVAVS7bfa8ScFA16vVRm\nikgmq3Jy0/a3SyJlxCEjJqLXm2TUKyTGnLukjW8UsnFXzobI5lr03f/JRpZnXpiMMFkg0jaJsLPP\n0mlGh7WKfITwX/tYIT9UvdeBVnM9uUPyg2bwvQd1tmYFc8PfOpdQMRmc6RchJbQY2xcG9INHgBz/\nbBi6Aip1z7LWI06QLimaYHvfBENKkcXeVdifMvmsP8czv3M/0zBl7fw6u1vbjF2iMHP2N1YgHEDd\nMGqvsdxZwwSFCgs/pJoWFKMxbddRCNhhoaxTY7DFiMG4INHx/BNb2NYw2VhhuDHhKCwI8w7DEFtN\nmYzh4PIB0QRoE6SOZAu8GbKyusr6tGTv4JDZfJmNgRzWtpiiwOKZHjTc89c+H1PCN79vH+k6xBlW\nV6a0iwOqkSUsHR+79iCnnn8Vxdu+kPbHvodkHPOjI7ZCTbNq+eT9P8fhpY6/9o/fwfvDN3P/a9Z4\n769s85c2PsJtb3wH506v8/wTV7nyC2/nscev8PizJYvBaVg9w9lTK+wdzDg/X+CPnuSpK/eAWfDs\nQx+iaRsWh1s0IWkeBRFoFP6zIwozY9GGXCqqfTSmxBirxJ3NUzx9dC9f9sVv5ye//bv5sr/16bzz\nu3+Y2W//NOde/y08/cG/S+U8hZ1k8xqnHUtKHIrn9ZurXH75HTzw3n/Po08n3vH5Wwiw/0vvYrUQ\nbrtlxp7Agx/8Eb7kb/4A5tlLvOX1b2F1Y4O6HDGclgzMmG6xT2sbitEG82aPxXzBwfWGohyzUi1p\nvaWwhjIM2fMtZ2rY6xKFT4RihZWuZdYUTEeOohqwDJYu7jMK51mjYdk01CwYLDydHxNkF7tXEEen\nCcsdqmqPYyZEfwoK4VhKVn1HF1vSUcHYlTSmptoYIU1gGAsGNrBTTHASKIsBZyY1C9nlI49cZ3H1\nORbHc1J9RMRgXMT5MdNTjsXhs1TjM5jSE+ZLrC0JkoF+cUhqEUpdjCU7m4Y5pAkxllSuZu+g5fT6\nWZrdPfauPMxB4Ygo2UxSyp4mQOjwRYlgcGWlyMZim9kiqYuoqNIJq/PmK/MZpRE6N8RGNd9R1EA3\nDp8MzlhaoBVDMoYGYRQDpR+QUOMaAeUB9Fbo/dhT+i4l5YU/r01qmIBmqYITUQUASmK04k6IkT3h\nwUo/TtUWx5HHnQDW4KsCxNKGmtD2HikqkTRWEYu2W1Bajxivhkyp1kLQlkQpsNnSOUWou1YRgRRw\nBLwTondgSlLX5P2qUEOnqHkFoAm5khTBkNRhTZYMW0uKicImYARYXB7liLFIEJVa5hhivMWlhFAg\neArbYFKiy518tBETotoeOy2IsAmbstKsR4ONzXMdRZSVq943LHnfJZvS5XGQFg2ZN4BKDZWkojHe\n9sSit0eruTGQSvma5a7fnDRG9sTDQpGgvDz17ouQr3X+JxdqfVFirX6urguEPAtPQX0NDN3JHtZL\nIj+V15+q4qDXdJ68LPnCSr6oLl8g3ahtRgG0pddtX5GFzFCw+cIjerJP6Edk5zp9H8lVpnOecjBS\nm1IcySS6BKYzOJ+whcc6TymJ0qwxWJkSr1/mzOoUqhLZPmR1fRNMor60y4VbT9Md7dDutHTzLQ6v\nWXVJtAXVdIR1ieZ4gXOGzjm8WM36dgI+kbqa64cL2sOam6dTVtY2eK4LxN1DugRl2oILt0CsSUR1\nmctVtnOe5CwHBzMO9ztsUr0vJ+QpwSjWyMbGTfytN6+y3+5x+GufYCABCZZOIstFg5sfIuE6xdZz\n/JP7/yKf/TkDvvOXfgLbzRGrvuriIbQCkjg+GPGGv/PPePQ3f5BP/8t3UM/PcP3JD/HuD7yKP/em\nJb+7/VJm41fzss+9i2Z1hbVizu4DH+DnPvkUTz9zlQtnLlJ89MPUdY3zBfXxPsu64cQaOz90rhgx\nrhpCOabZO8wzX5URabCKpRpvKIS6fIKf+v4fIjXHfNcP/jJbWxdp22Pmj/wrrm7vcSrA+m1jjb31\nCm7G5Di9YjmYLXjnt/4A/8v1z2DtNX+R9TtvZrdtuP67P8STruHtv/AAq7/wNsrhGnuXdygpca2w\nKBNFWtJsdTSrA0QqDB27O1fZ39rFd5HBmrAzX4LzjGXMkQwZmyOMGTNbLnClZc1HRkR2Ks/GZsHQ\nNlyrBT90mON12m6f6WCFg86TgmfPjlg1h4zGF1gODOVQGMbTYGomfqLGWUVBNZqAd3T1kna4xLjI\n0A1g4WjSIbUdcWg6jPeU0tHGOePxiPs2Nnjt2Zu4Eu/F1sLHrtc89vhTbO89QVouMW7MyN3BbOcJ\nhtMzxNEEWS4UzsaACVhTZjvlCMYTgBQMpXfUzQwfh7Tsc3WxgbE14bhW/C/GLEnOML1xSDSkVJ9Y\nE8ckmHSoPyo7pp5szqJQcZvh4JQ7Se3adEjZWcMWRglgYlX5kBSVog9NE5MtQXQdSclkHpOS+7JQ\nUiV4Pana6jza5HVN8r2sy5clZgaVNQZXWLpOTjayHjHVXz2iCTzmpGMlaNeqG5vOp531JHHELhJ8\nh6GjCw1dPcOtrhHjEKGhILPzy1Wc6WU4OWkzWWKMSGr1904WQ61KDqMdu7WWelkjqcmMbt2EI4LP\n4XUhRYrYoyoRIy4z+xWpEasFomRbaQkdnWnpMDjn8nUwlKYkuKBdu1UkwUhGDkw/JNbbzHtHNFlK\nKFqA9ZbMJ5J58ohBeu+KrM8SsK4vBpTHI31fYvVniiRSRi16VZd+pFyY5G83eePvRweYfuSgfye9\n0cXJJqjnMDMoTwoaE/OYKVM/bS5QjM1IyKf4+lNVHIxWJrRJSMsGrab7Ck9fevpSttE0N9id0rOH\ne2JhPtG56lNOgbphmR7iy/8FddsqnMp6nC+y1MiCdMRoKQvV9hpn80UD50d0m2c4euZxzlw4y2IU\neeL3rnPnK1/BTrhKePRJbrp4D89f2WXnesuDDcweeFBdDEcDMBC6DmNs9neAYTnEnF1h9vwurjUs\nJdFcucbZwZDh6VNciQ3tzhGmKElRmbXSzlgcLwhdzDDnkMI7sAqzSsySTtR/XAjaQeER4yis5UW3\nvh7On+KHn75OOj5i1sxYXH+YnYc8rHquPfB7hLYjyoCb976Nd33RP+c7b1olPnmIEwgGTDI4MVSF\nRRY7jFcDP/GrC77qL60xXb2T06++k5e+GpbpDG/++i/lwR/+AN3uQ1z65IyPmyn1wZymsThXYAcD\nDg+3SXWDsQWLWIIrkah++WIhxcgitjRNQZov6AcB9IWgCJX3JAKxqbl27Spua4c2lexcE2L4KK5a\noWme4fTqKgfX9lhPysDHeiZVycB5usJx3zd8O//Dj/x9Brd/Ca/67K/i2c3b+eBvPcvHH3iW2zYn\nfOT3Hud1L7+NyeaUb/v6dzA5e5r7bj7FMLakQUkaTjna3+Wo3mV+eEy7NIxKSzuwHO4J54sxnRFC\nBWW9zbFf47RtaUeGIAUL03E8HFOmmnoxw04swzTEYogTR5cG7C4bJDZUHtb8nEMZ0IWWcdHQClgz\nVBfNqiKZhhBKNpc1S7NgYJYQVwkxYQeWeZozdANCN8OUlnZeMxiMGGLoBKRe0jFkc32DcTikWim4\n55YLbFSvwrSRK0/v8OjVqzx6acB8+1k+49PuZWdR8NwnH6OrF6QEbeoyLAugQWPFeMCo8HQh0sWW\nq8/tceHckmVYoTUFMe2jJK1MMkyCMVGf4qRQbj+myE0jksN9FAbuXecA5ESJkEAVTcTcjNgb0LAe\nmtFLfT/bv58V1BEvb3KiaIbDktCIeWeSwvigaqeku0sGIenx6ohaqJOLidgCjkzg068Z0c3HWA/4\nzHA3Gi9tK+2sFVLIC2bmKRh1HYypJcYI0WElYpzk7nWsm2jXqPteSqhZWMqkSv2wkn9/bc49pJA3\nc9XZh26hxEDrNPhNIpLJlC7LMkmGkApsiqQYcrNnSDH34DYHD+WBCqKW+lbUuKg3whNJmKAbqc2b\nrjWaVplvKiWM5iwDTQV12lBmszLde7PaxKq6TXN0QJLLnb+oMV4eTUj2xcCooRdezZQEdU00IniT\nCxdb4MsSW1R4knqHxFZD/giQMmERRbd6+3wdixiwNjfB+fybRBKHSZpHEvNtT5ScjvqpvT5V++S/\nC3wRcC9qkPdB4O+IyGMvOOZHgL/yB771fSLyOS84pgK+F3g76pD4b4G/ISJbf9zPl7ZhZCzJW+ps\nWNTXd+bk3+aEX9IXAcZaCqsSG01/y2xio9rnhBp4lL6EwkPOfjflEArDaDljOB4xdCCxU0qoB6Rk\nbVpiJ2vMZku83uX42OJK4aBMHF/bYbw+4lp0nJYDrjx8mTW3x+TuKb/1/o/z2ptu5/GbHuLn3vcI\nxJJyPCCllhBVHmStEA2UeNxA58j1fEGISxa7h5x2BaOVNQ7bmoPdPa2Ak5pmkISjw0PaLkGMYJ1K\nbIzPzVDKi6ViLFaCGq3kktbbgkF5hu//7JcgDh581/fw2Hv+dY5NtfhySiwtplaTFExg6+mPAyWv\neMsmD16+hkiXER99yDsx+FjT+Am33faHbZOGFl5x95sZ/727+cV/+E5uPTthWTmeWrmLL590fGi7\n4InDBtltWLZLRBaE6EAUEZhOz3FxfcBg0BDKIUet4IrzSHMFKQbMty+ze5AQidRdx/JwkTuUpBW7\nsdiyYDxaZ9YtuGNduNqdx5dzSj9kMHB4VwCJJgmXdrZ54/t/nWp9wC/+1D/nZ3/iX+JSS2EtAyfI\nuZKv/Py3sXbLWTbGZygvXOSm8QYz2YbO0nUN+0d7bO3tcH1xxAV7gdVNS3GcSOWCqt3h+rxjsnqK\ntmuYlquUIixCwVq5zpETvCyoZU4nJWV7QN2dpSiHdIsZzs0oxHLsDJW1NC3UxRwXRrgOZm1LNZlQ\nE3FFBXXNeDxkfWjYkpZNM8H7ksOdmoFrkek5VicTDg+uUnlD7Cqsaaj3G2bTAaMu0HmHLwo4eBY7\nOMXmdAPfzOmevM707k1e+pkv4UWL+6gvv45r86d476//FF/0BV9FfMNFHn7gMtQL9mczDg4PubLf\nEpqGEGrmybGzXHJhbUITWqKxtNGQujmxabNUT0lx5I21z1W5sVBIXrxNbgwz6xyLmKCSu7xp6kOR\nspTZ5PmtvqFKoiVH96r2oasbqmJEMio/9GKIEvL824Jx4G3umHtiHDhbIBZ8Av0E+jl7SFo3v75J\n1d/PWqfog7WkZHDZBKfnNkiGnPWx080iRUeUFu+y1M4WuVtV18VqsImkOWF5mHMWOvAuuzGmG82T\nLVTrYQ0i8WTWLihqI6LPl0XPg4SU5aIW8gZO8FijhE1r1MBIYotYi425wBcQCTl4LY9E8ogXUPwc\nj0mJaFTy/UIkxWTU1xiN1E5Wxwkxj3MSmrDrTmD93j75ZJ9C7xBViwiqevAiGDpir5xDrSBMRqr6\nAk5E3SZ7LkNh1B2zyLsVpWVQKPdLjMEVJaSBYtuu0L3M2AwWBGzsSKnLhVzMyoSse5BeMqvIgzFa\nKHp1TiIhvNCi+D/l9akiB38G+H7gQ/l7vwv4VWPMi0Vk+YLj3gt8NSen+Q+ZOn8f8Dbgi4EjNJTp\nF/L7/5GvZNW1kCQMrbBEtDs4qfezorif/RjtuC2GKjNAOwxO9IHzQjaRsIzLEbfc/iKKQQCf5SjF\ngGNaRkerDE5vUIcFl6/MqAx4OaLwA+Z1g7Q7hJgQ77DBkOyYvZ1rDO7f5txnvo5f/+2nOT2z3PKF\nb2B5/0fY2yp5dnmVnasNP3D5Z/jRn3oMsR6HpWl1vmmspgb2jq62CHgHrU3UywU0R4y6htH6Kofj\nwOH2nBSCutOHiEXZsZ14jPe4QjQjnsxmTP05szpC4QZf1li1rMVa1k69Ave2N/Ag8MBv/gxd12XE\nJtJ1c7wbsnrhFIfXtogGPtks4flHefvLXsuD8mE0QcxhbGRSFWyePs/nfvqL+Mpv/HrO33zmj7jS\nhjsnN/Nln30rv/XoAWXZ8vrRhO6OP8vtBH70g5/g6iefIwZN1PTeKMFQAi4cU9LSJkNzBOIG2GGk\nayPdYsyibSCE/OAqy9tkONhZq13N+ohuGTBJ2Dsc8WM//w/5q+/423hviCERuzmNq7h6+XGO93bY\nvueVnOkiZRIGZcnGuZt50z1nuOv2M9x2y4sZ3no7pwqI45Kyg1hvsVzu8dTBFmF/SQoVlU+slJbV\nsOTKfJvxaMjRsmBgzrG6CofMqIInWUPlAmuVp14sSFWk6Rrq4LkwirjxJguWNKnA+QFYoW3npGbE\ncrHADhrm9Sp2cUx1aoXZ8ZAwM0js2DjtMKbgaP8APxqwuXKKebdPODKMRhVGKsLBLnuzjnUX2LYF\npxcztkyNHzkcC/ADjCzw82vEap0iFoSDQ8aTdeo7RyS3x+7DTzC9+S6qu9a4sHU7n/9nv45f+dl3\n8flf+bW85LVDDi7tcoGENzBfLFh0jqd2jvmt3/0PVC08f/2Q4AVvHUfdANoFMQRi7G6MlZLBGGWq\nK/mPE/hVO/1+xeg34ZA7SG0Wbvwt9IryFPIk2fSbsLLSDdn12CT1hKDMcDqZeKY8ipSbEyUwKnsA\nq3B0jwB4axDRqGNJ6QRGP/mJxtO78YtARIuEngCnmXYqh0wpK55E175kBGcVQWvagMSloheFpyxK\nUtNhDJQeYEQ0AnnDjwhtG7AuMjQCThFUbSqEaBQVOUG/U1IXQ+nPpHJOQjKKKNigagV05mG9wbhC\n2fapVdaFybkIyao0sC8wJOoYwapEVcToebaqwAhJpYTO6OgjZK8DEzP/AZMlqDbnKvRheWqa1dP7\n9cp6RCIuRlJGMfQecDinToYxG+iodFIQ0QJI3XnzvWhVcWHFZ5Gcw3qPKwoMPhvxJawXoFDTPunH\nGBl5ch7rHNZl1LxHDXC6XxF1tBo1wCqliEgiRKFL/y9zDl7Y/QMYY74a2AJeA/zWC/6qEZHt/9h7\n5JTGvwq8Q0T+ff7a1wCPGGNe98eFL4W2A1/owyTKfU02w3umVyJz8kDrKpBZ+blzNSLESH44e8mi\nw4onOiXWFDZRDKdUa2sMrRCKGYtgsNUreONbLnD2lgvsXH2A6889zdVPfByC4LNm2orPXuKeyekz\nFKbk9lNT1lYEDpZ8wju+/Z+9izPdBs/dNeb441cYTFewqc6FQchrQYfYEkQo0JjVnb2asLWLCzXz\n48DZ4ZiuMBxsHxMXtcKIMWNmzmlwilWdbOpL8cy9dXmx6G05wWCd2uSePr/JrBwhezVf8YrPgPOO\n2cHTNHETw/M4qwZBhkhqFxxe7yhPX2S5fZ3Wt/Dge7j15W/G+n8J/iznzpznnld9Jv/T572cl73x\ntcjq+sny+0e9Ykpsv/YtxOfezVAKFkVBkETph9SdZ8U59pulXuUgYD3LEGiOttk7UjjVgD7QPIJg\nSemxfA86XFlkrXCfGR+x1tPFSHnk8OM1Brbhi//Jn+PKrz1KlRJtigycYzxyPP/Mg+xvHeCM5eCJ\n3+GLv/OrWXdfwqmLd3BmfYXB6iadRNbHY4wEJHWYxZLj2ZLnDg9IzYKCimAClTHEYgjHM66bhlEc\n4U3JtDsmFpHgLdMmkQpDa/YxYchCHK40SDIs2sBaMaYLHaFwbLiC3cURMXpcqsENwbQMpkNMMUYO\navzqFF8Ezq0todjgKK1iCssozojjATYmQrNgWtVEd5aFi3QHDZOyYlhGjtpDht0Ge6MRpYyooyPt\nB8QcM1wrqWXEyqhEShhjkPI8sytXWXSB6eYqz+48wov9JsXZKX5U8Glv/gre/fM/w5d+0eeze+4U\n29caTQeUp1nadcqxwbaWdgDVZkm4UjOuQEyk7lVFWe9NrxvvyX70mQS946GuDX193MPDMR9145B8\n3I3Vi56UqC+dUUvfJVr9eVGTTyCdtKBIUSGd3gfJ3LCB1/wXk5GKmGFkDcuxRtMrsxYuw+uBvADm\nAjcv+v38+QX2zhi1RKYvHjCZoJ1w3oEf4JTeSOgSmBaMIgLW5CC3XLRYPIMKjDiiZJv6LmcHZDRV\nYrwB6WdSuP400U2z36CtKJLpXC7Os5osBVUQGUNKJvd4GlolEnWkkNCQK0S5DkYTDoMItqtP1GVa\nnNxQrhl6r4fEiW8NWhiQzAm/xRvJRYA98SUIyei4Rcj7jAY6RauojLM2m+NF5RsYA8mqVDebVElu\nQq1ErEmElDD5760FL5boMrptbOY/ZOQij5ZMUpK98YlB0jApm4n4xtisWIBgLaYoTxCT0gqujdT1\n7p+w6v7+138u52AN3Yv3/sDXP9sYcx3YB34D+FYR6Y95Tf65v94fLCKPGmMuA28E/sjiIGe05bma\nVelTrxmGE19x6GeEWuUVxmqFDiAJ4wQTrTp4GTBGKJ3jzPpF7njJRe649z7SwHN4uMfx3jWuXd2D\n3WMmVeTp6x/mwQ/+X6y7Af5sgXFapRfeUFiH84IXywoFcm6D+voBd50a46aJ7SefZo8p3Xidh57b\nJn30mGJ1kzod0R03VEVUz3NAkbiAQ6gFna8f6Ux1sVhSWo8dFlyfd6S6I5EyGxes84gdYssC46uc\ni66a/GQs3hlSsniTsoojaKplhMKN+Ny3vJ1bbja862cf5tbP/G8QgUf/3b/CDU9RlNv5QdMZnjVC\nCC3RjUgh0URL9ztb+Dd9Ol/0OX+Fl3z6P+ILPs9wbrVfqG/ASbpA64IcyUxgSewua44Pj9m/dkw1\nHOuDJ4nUJbquJTQLFl3OScBkjknCFyUpNHofiMbfKkQsWRKmlbx1pS5SEgCjfBSrGRHRjDA4Ykgs\n60D9w0/y7Ue/x0EdKGePcuHW84TO8+oLt/HenUeg7fjtp57nnnc/w033vpzBaEptNa2wsmdY1Ac0\njSNIw+L4gPm8QWaWMN0lcZ4DE7ngWo4XFZOYmDdL3JkhJiywfsiiE0oXiUWFFB2T0tG0JUU07NlI\nxZTxWktRlNhQYpsjLocpVbBAqyoLX9BGmHVLpuWYamPEcYwM65p6cp6F8UyYM1567HSTuDgmjhyV\nCyxax9AeMW3nzCZjjo6HBBZMVu5kd+8ZvFlSrq0wFMP1YoEDJr7DFCN29+cMxi11uUp3/Rnuu2fI\n448lnnn2UaZnz/J4CLTbz3BbdSf3vHSVw2deyrf9s3/FoJiQYsOwHDIclizbjxPaSLM4pEol54cv\nohg/z34pVExYzq/pBp03k5TJgzpdUDws9tBBfwOesLj03uph5RduJ30zkcyNGbTp5/v9Mb3czIIr\nh4SkMfD9ehXJhLKuBundGXuTHckdsLoG9hmLktBxYkq88q67+OgTT2JS4v/h7s1jbbvu+77Pmvbe\nZ77ju/eNnB7FQaIo0zZpWYpEj4kTDzXstq7dOCjQpC7cJg2KommL2kidf4oGReAWRmo3Rmon/cOR\nrdauVdWDbHlQFUsUKZGUxJl8fMOdz3z2tIb+sda5j7VbW3T+KNwDkCDf3e/ec/feZ6/f+o4f+NZv\n5Nnf+VykDFhz/OuUl5DeV9oUyQiuJ/4jHpPEbUGo5O5ytIgU+rR+z+CdxwtLsLEyWEkIOosuAr8e\nUqqk8TG0KITOQFnWVVPBrcetgAqCoJLpMvVIxwigBIMjEE5gWwfKR2pHhhgipKNA0KUNIUicr6nb\nJg1lHumhcR5FzJLAxewM1hsEIu0SRBzmnHOsB0aPQ4nYo+AEIHWyPMvYRU4UqAqpY+dFGlSCCyCi\nK2KdR9PJJLmK6ZZBCbzQnE+aAhBr7YlCSR+Z3sYRjCIogVoPrMlqHYcjcdfWK2MR2zrTQjgdf88E\nLoXkmIslhAodIXJCkHj1TmD/a3v9uYcDEQmZfwT8QQjhy+/40v9OpAjeAB4gUg+fEEJ8MMRRfh9o\nQgizP/YtD9PX/rSfSbw9khgkCXKsTwhB4gqVWE+sApXoBSWShzQplv3dTzsg6KJ48uH38dBffYrj\n5z/D0cs36W5fph0OUcdLbDhjcvIlWDao1lKyF5KfAAAgAElEQVQ6iV6UeKHwrqUKQB4FiVJ4clGz\n0DnzGy/zwP4VwnDFrTfucLyzR1k5ZmcznB2jz+5AcDgPUx/tMEIqtPJI3cPo6FVFxluibhukC2x1\nNOOqpqpsnNQRCJWRdzqRJ1QZIBIvGDk7bRQ+SKQwBOUAjZAGIT2ZWOGtp6st5Ruf4X/8g4b359/B\nt357BLU+9olb6HyXK0/+AE9/1/u5cv1+Hngg4/5+xptnn+Hv/eB/zuYT38n1D30L6vuf4Jv7kr/0\n3/3UedLkO0cCiOf+Y58T/OY/+S/5/v/wv+L6/SWisuRacHo6ZTWfMl4tefvwjKpumE4OGN8eM14s\nWM1WeCnRLibbWeFxXiB8RAWCiLHWa/BYpCFRCBntr0kwFO2M0frqQmDZCJSoCd4QqLHNgo+8715e\nu3GRTzz3K/i65OTkFa5uF3Q2c374G/a48OBjbO3cy+beFpkUdHNDlim0DFSLVxk7STv35GrOwckR\nRl9Bb3p6VnG4hKKXMdc9/KLiwBsubZm4Ax0MYGbpFJpcBvp5xkQPwNe0YQ5mi3zxIiF/H50lNO4I\ns7uFl54uM0LWoS0LVm2Ja2b0hpuYVUEQFVldMvKKUnfJm0BuSvK8Q1UqrJmwvZfz+kGHx3bnLI4z\nzpRD9IesJoHuRk518yau7ZJ1LmGbNzi8A68eldTektmaLx69Rtbpce/99zLY20G5gnFZ8OnPGI7v\nbGPkmLOvvkBzeAuhDc3klyltXCiyYAmrMTovaKsJvtXIfEhwM5SwHI8X8NILbF7YwFbR3eGI6aQy\nOCygdYZKFi+kxFUrbGsxnWjP8+eLenoEeCKfTRwmwtoWFZIXfs1Ji7T7FTIOpAI4Hz6jcFnicS66\nBNp3IJpR3hBFz7QlISiim92zvXc/3/S+l/hff7Pg0TDi8kPfwm+99CsoBM+98goml9g68IVPfR4Z\n1oW9ccGJQ0J8nwgf9UOC86rgdZ5LQMbPR1LwR1AkPkfPyyhF/F4iBIJXcYcvkruibalDXJyCUISg\n4+IZPEqIKMhDnQ9XwoByMoki0/DlYx7AGg8gOLCSNkQ6o7GR5EWCCgJZaITTKO8jreEa8A5rI0ph\ng42LvvdRxCdAyix6zlQSmQsZ3Sip6+CcxydSD7HlMBV0JWrAI1Ihm4ubyuASpZH4qAjAQlAJiYnE\nlAvQCkVvcxMRNK1LHRMuhko5fEJ0QtSaBIf1IKsal55BXmoCGq3j+1RKx/sq6UcCEISJCIUMaJvA\nb+8jyiR0EswnQS5RD+H9O6X7X9vrXwU5+BngUeBD7/zDEMIvveN/XxRCPE8Mi3sa+J1/hZ9HWdcJ\naVmTh4Is0ymVLKqFz/sSiL+cSDBPSGVJsSeb8/pcpSUaw353xMa2Qrop9XyGmhraXomyM24cv874\n1QOU3qK3e40LlwQDqViqiunJabz5pMS5gDJR0zC3jpM3bvHA/gZfGk+wb+S8fqnhF/6Ln6c9qxmN\n+gSi2tx6j7E2wZuxUtUHnxK+WoR3WBTCV7RoVFAcrBbUQeBt3CVH/67FNhVSKpRSMS3MDDCFRgmF\ntYkllS65M2JwhpaKkBU4WhoB/8fzbxHsgHv+je8iG4Ktn8MrywPbA8xwxstf/BRf+ewn+Q0reN8D\n9/HR7/gon/vkx+nsXQRjgNTQ+P9wP3oiP+t84PYXfpbHv3Ofh4dH1E0PVzqCcCymR9R1y1HZ8Knf\n+V2myxrv4geq9Z7GWaoqCUNZ40PQKyLX27gYkxvV6Wu1eQR8/bkQzSXWNxaTxPBanwJUJE1VEYLj\nC4vAbd+ln8F7rz/E44/eS2+zw3D7EqKzCbnChT46D9iiS1nXeNdHiiXj4xNEvsmKOSI0dNQ2YeAJ\nwVJTsD8InBmDXizoDiRbIRBax9IbVHuCUZvkukLpDU7nMzA1dWeL7qKi2W45W22zOwichA4mQFdI\nSrZxagFWI2RU9RMcZ9OaXtPgeoLaSvqdmO1hZaBfeWZVydZoxGhlyMJNHswv0SxzZLEgw1C0gUFe\nUa1qusUeU99ydPAyNmxy863bvPzCM5SNS7YyT4vmD774KtI3OD9AiBrlY5Oj1BnOTehkuzT1BNkb\nYe0CpSoGw8uMjw9w5QKlC8qqRlcHCNGND9sgOTo9ZrY4odi9h2bZQlPh1yFkRKrIBc366jtro8zG\nEZG+xOGL9KAXWsQH/fkufL2gxv+KT+Q0NAQRd6syIlOCuPAIAdroKFILa0jdIrxJO0ZPJjXWNRjt\nWVmF+fbH8Z/6Iqe33+J/u5NjCLwiznj5pY8lmDqiGbZO3y8t9DLBzmvkYE0XSFRU0hPzW3TaZ8b6\n4STwS89EyXrQSXiDuAv9RxQhpr/ePcYhyKKILy2UkZaDgIztgOeJfdF74UOE4Emf0uiC4i5k7nXs\njRBEK2eI6EewghYFi+r8Ggodz3P8XKeacCEIzibHRaIvgiXIOAh54c/tsWH9uxB1EUpEB4JPwW8e\nmTKUIwLlxfn0h5Qi3jtifb7vJkv4dH5iIJpCOGjKiswY8iBBa4SJ65MPkuAjYuCdi3kPPhCUJvh1\nYmQKYiIOrN41VGt8yCcDrIw5G0pF1FWd5x/E61uWK8pyFa9P+kPv75JjX+vrzzUcCCH+e+CvAn8p\nhHDnTzs2hPCGEOIEuE4cDg6ATAgx/GPowV762v/rq8hylE6VuyJNhhIaFzAinE+MSipMqrZEKXJl\nyLQmSEfrND44fIgX1ruAE5pWtIxLT7hzxkljcJT0mgbT6SP7ewz2t7i8f5mNnT5C1dTzOaoOtFmG\nqdu0Y5VxQhOO2gbMScuXH/heXm7+iOc/+UleP6x56OEnybTEqDi0OOuxZDRkNPUCKQfIzW2kUGSh\nYpMJsj7C2xULl3F7Ca8suiyWmo3FGZvhBO8XlHaFC11CXSKcxftA7QMm98gwYzIPZMGipMRpjfAS\no+LNU5GBMEitEcpTNZKre9/MT/7YNgBvjt9k/OJzcOK5/CHL7lBjhUDbgrNqzl/b3kZcGf2xC7/+\ncMUbdhoCq1Xk7auVw9Urfvh7f5Re13K2XOGUpvUVSzmlKkvK1ZRQCWatoCpXtG2IH5YQ40HzwlCX\nEaq1TpIZMFrQOhlDsITGiTZKeVIRV5ymIe0P466IteAsDiYiwNK2sVBGwO/+9r/gfd/3ER79ge9m\no3Ds9C+wcW2PjB4dWlymmMwEKye4WhSMb77JrLtgWlsKuUHIB2y1UBnJsljRjCs6HcHJvOGRrZJq\nUhBEiVwNkEWX0INeUKzsHlU9R5oDXD2gET228htUZxnzDmQTyc4wxy9LRsMCpQbMpg6lF+h6gFEL\n5o1lMBgwWyzQoWLmFPt2yW1GXFWeowqG2uH6BZ4hYvoveTt7iPs2H2Q1vkPeH5J3JFkuuDURFEqS\n15B1PVu1YO4805MXOT6omLaKTMTdeNPUMd1TZNhgUFiUrcm7XZra4eoFOutRrcbIvENpp5hQxHS9\nsqK3ucXi5G2wS4Q02Nrh3Bl51kVQ42xD4wNi6Qmmg7MeaVJOv/dpF9ueB8qEdBN62yJsBWiiRW1N\nDqQH/Vo3EOBuDqtItmaR8gMk54l0wp4v2kKk6GQfxWhDL5hLhcoCe+9dcfu5gqqJtFbrJcJb2t94\nFhXSzi+6+JJCPm7tRXq2exFSTgt4dMpeiO8ckXL6k/p+7ZxYb6Bk8DHumCjQJBB1V0gk/pyKjb+H\njzvPYGNQEpGedSGcZ4SkD3dS+weUkGnhiYr4KBH0MdAPF3+x8612HAKEcAn5cMTfSp4vtUJohIi5\nCSL4OATImFURUx2TrTDZ0GGtoopdGCFlRPiwVuzHwUeou3ZPBPF3chEJsSHSjh6QSiJFzJuQxONC\n2qitZ59IR/jzwWx9FwXvCdIS2hXBDOOQYWPzJF7gpSSTgUIJghIEkcXz4n0a3ATeN2mIiGfao5Md\nNUBq0EQkzYYNUYDegguJAkMgRUZ/kCOlQSiPxGMby8nxn7q8/onXux4O0mDwfcBHQwg3vobjrwDb\nwHqIeIYoqf024OPpmIeAa8D/+ad9r3XO9/qm8CKKNHJlyHMFSpCLjMGow+liiWwsSEmLxPpYn6ql\nTeIWea5gDs7R+haxHKPCFj3XUIYpR/kV5laQd3uYawVq6z6e/Mb7sHpKc1Dx1enrfN38mN3RNhfv\n2WNnu8/VK4Y3y0v89suaT3z692k/8Q/ih0WkHAQRgzxakUUtQE+TeegKDZtDMpNFFatW6DBC5Btk\n+lG0hH0jeEBJPho6kMXb0krNajojl5t0Noh10t6Cd5w0ikxKtuob5CcvcXO14FNv9/jKOKM5OaW3\nOmFfTVHdjEwEYInWmqf2LvK3/9MfIFzoArC5ucG3/sxP8L/8yC/wk9/983zH98HaTfQnXq3lb/za\nr7L8xX/Kz/4nP8Xx5SHoDk2zomoC3lnKNmDbipu+xYSMy489xkvPfJIvfeIPuXLvVS5cv8BqURBC\nTYuLxTw+Piica3EuMOj140POOrSM98a0jIlgUeibhFzpU3ZOOSfESZz/QfyQB0+EURMsK3zcbd45\nWfDgdMDXP/YoUjXUrksuNf2NTVaLBblzFF1FNZ8zGbccldtkxQLlJaUb0mPF1FtmZaCbZVip2XMl\n9EZUssteUVOpHnUNE+fYWJawtUHeWjZ1ztjdx/T4NrsXLrGa9OkOAXdI6Fyknm2gN0rkYU1nY8XZ\nUtAdZqxkQ95AbjyubukpybS1FHlFWXTw4xk39QYGga1vciyv8LA8YbL5BDvzr1DVAxrZITMDatGl\nrG/TjjO0nmLzLaqDKaLTZbVccTAtqOtj+kZQrkpsrcGEFEa0QpgBKlisU7EZ0c7J8i7zypGrKOLN\nnMIYi6ssWa9LOS8p9h5ndvNFjK4JQiOUQmgZQ26koLUWmbfYOu4cfXLRRBRNnEPA/zcvUwCx7lU9\n33WnzVVSlnsn3rFQQVYUWHoEWxPaMiJvIg0KYY1aCVBRIyCGA1gsmKvISds2cPPZPCKYIWLAQkQ7\nniZSHzKp49cIF0SSeb1rj29eRkcEKR75XNHg065Yg2iTEDAmK/rQElApjldxnvIgfCTdxDqxMfHx\nQRJoWffKyHSsDD45A0goyTvoOrfugIk6CBfWYmBBkHHQcMlSKtbx5Zj4XkRaiEliOynxzqKlRCpD\nm7z+Lni0UEitUCiCi0I+aKOegxDXBZ0yKJL2an0O794FSTzqSM4RaNNQJxQovxY6Eoc8EV0GUsRr\ntkY8QninnyXeLeeQf3r2aB2zYpQQmEQtEaLQ2vs4yDoXcK4CLxGyxshITXllkErH6yFJld1ELYWP\n/Rg2hfepkIaHNRpGyosIEHyDd9FO27Tv1sj47nMOfgb4t4DvBZZCiL30pWkIoRJC9ICfJGoODoho\nwX8NvEzMMiCEMBNC/BPgvxVCjIE58NPAH/5pToX482U6CbAGiaKH02KtQKOwcu2pdbTeJ2WrxQWR\neCJJ0CHCTVIhg0JIQe2hXS7ItGLr4Yeo7r9Gp7Jc8bDrNZtmxLVrAy6O3qbIIB+2fIQh5cMfxncL\nitMF/9OLnj944SaqfBMbKlxw0DqEMNGvq1T8RyhQBi8lHZlhcoE0OcZkiCKjMHEnj5Z0BEhTILSh\nbwJWZGhlEBqEMLGXfLiDN3nilxSi6NAxmnuLDh2t8O5Rcr6Xx4o+/2YuqLzibDXlZBnzCXy+xQNX\nely4POQRTXw2cVclsJ0/zT94LPDU772Pn/2pX+eJ7/xr7Hb/5PVpgN+6c8Dn/oef4a//le/hpY5g\ncvOQXl7gCCxLC7TgJbKtaJ1F9Eb89guf5x/+2N+hPFux2bnI3/zxv8Hm7pCqbVmuGoRz6aEYe+9j\ndJGg3+/ihcT5qKU452IJeNegpSELDUoIcmM5mtQ0TYN1iahLv2UAXFL4Ft0NHrlwgUcfGvKe64/S\nu7TP0hlEntMYg1gY5mJEvjyhFgPmzYpQHmM7OzTlGfu7u9ROUVuP0m8zaHKOG0HXFSi/5FKecyr6\nhGbJyk2YlT2Kbsz677EgmCG9KuOGNGx2Wqplw6WrBcezFQOdM6Nh0Nnl+PYBi+19LjuF2gyc+A7C\nLNHNCinBiRahFLP5EVJmdE2Ho3nLRj1h0L1Mp51ii5zTsM9uVWC7N/ns/CLfrlpuLSSXslPOxoLh\n1RFHr2c8eGWTt84qVq2gs73N5GDC6zePOTsds1h6KhuRImUU0Ikpe70+0q7izjcvoJwhsh6uWlAo\nHVXbpScbblIvJwjlacoJJh/RLt+gM+jSLGYo3cUJ0CaP/LQCHQKucchqkq7jegAUaWGQaUdM+v/1\nQ+Suij4tjdzFELh7T6RVua0blA6x4rs/ZDWdn1fxioQaRFt0IrBmi3gHpsVpfZelWSLBxooQXFxI\nWYcqOXQSyIHES4FIZULrMiCSuNJ7xzpaSQpSXfvd8h1SmmB0YXm8jO2M0nOuT4roSlxU1zJMcf7G\n44c/dg6ItBAnXZeMYwDp37ElSabjAaHSe472TdAoefdZIt8xlAFRLOdd1AmlemkbIt+uhQKTdBs+\n7iiDTc6TEDMeUgRCSrGFICPcLtZUQqIyvKuimNQHgoo9FD4EBAZCqoVOyEJARKtmRPBRwdMkqtoJ\ngVEGowTIHCd10k+00VVAQIhYJe2tRat4PpwDYRRohU6BbBkeF/I4NLQG51x0kDlobY33kTLIZLym\nXhi0MQgMJt1HiJASQdcDQcCj4/DgXbwvQpYGn3f3erfIwY/Fu4Tf/WN//u8Av0AMnXo/8KNEJ8Nt\n4lDwEyGE9h3H/9107MeIIUifBH78z/rhgeRIYA1SRTFezDVTaB2zwZfWg/UIoRKvHm2PUhInOpOh\nsh6hGBCKbXT3Ahe2Btj7H+fIZ/TFioubkou9nG7H4FqNL+csx8e88kLFF6cZB0vF9t4u3/TKm/y+\na9AdhW4lWVEyOW3ig0NpjDE416BDHESMcJiORpkeJs/JM8hMD60EIjMIkSGRaGVwKZVRK4MuIMiM\nQgq00gQd44GHnQ02+iOGwyHdYUFjJHkMJUMriZUeOy258cYt3rp5iA+BB4YFavMKOxtDrl2W7PVg\n+48hAX8SGBB898bD7PzQPuPPf4zdj/zg+Vcm3nFcBsKqYbeG537x49zsVrz6pVcoxxParsF7hQrx\nRm5dw8qDXMwwmeATP/UT3FNkvCQX3FmecXj7TbS5h3lY8cRTH6JblQxUTUZNpxuVuLm30ZleQxss\nSwwIiVOGsnZsdBTD0YBubwtTKG7ceYuP/bNf4sxFpwYyndu8y+Dqg3zr4+/n+nsu0ekaclPR1Ttk\nwqL8lB6bZCwJK8NcKNRqxaQvWM3OWNiGvj4is/cRFrc563lGZyU3dKBTHlKt9hF6has7yKJgOV0w\nKiD0ehzagMxb5GJFf0Nw+ww27umwnJ9ysbWs/JCeDrx6dItL/fto2kMG7l5mc7j60DWq4xWh2yCa\nDs28IQjNQuaxZc8GmumUrOrSvdBj1ZZcvvAQ9WRCvTpEjyS+3iQzR6iO5fkDw5OXTmjCg2yEMSu5\nzbIzoZgOCSWMFxOKsmE7u8m43OClm7eYLQVzlzMvJ0jnkCIgvKOxFfkgJ7QlQUNrW0StIzTdNtRN\nQBgHTSDr91nN3iYvtqlnJbKT01ZvI7JrwAEi26Fe3kYXGyBEbLDzEZ1w7RLalnUSYFhvzxIVsL6P\n4yYinD9E1hkFkY+/q02JHvq0k02KFB88wdbYtkXnhnx4mXp6M9FQJFdUFL4FF/sZguA82AcBwrtY\nQxxIgsJIC0T5oo1UQPDJgQ9e+phqGA22qTU2nDc3SqFAeNRaBBggihEjncaaZycQhEHQIkP8Ox6f\ndpo66giCe4dI1+OFQeKIpVDh/EGQtJ0IdFpA1wiFIYikYUrDRRCeoGSy3hGFiELcjW8OKasgDWoy\n1SnHi6PvisWlIIQUGSQCyrdJOyZQao0C+fiMF3e1HkHYGMtaOEyrYkKrMAgvQUdNjE/UQ1yG0rgS\nJOt0RBL17IKgFfH6Sinpb26jZYHzLc4HjIDoiuhE66BzWJ/hrCRTySUXQgrNU2gR0cyY2J0EjdIT\njIouOqGipkSsEzoj9eKcIPgVTUO0RbsaKaP+RChAFAQhYl5ESIOVTEkSFhbi3Q8HIoTwZx/1//FL\nCPEE8Ey/20EZkz50aQUkxpEa06FTOIwU9AeaXpGxvTFkONqlv3uBjdEeZnOENBm9QZ/NoWA7V/QL\nSwGx0cwHJqs5B8c1z88zXg+GwWLKY5sbfOQbthjVU1Rb8plrj/C5f/oK0+Ov0O8NMUWHqq1Yzmc0\nVYsPAi0lg57EZJpFJVFGU5icbmeA0Bkiz9EKTG7QSEymkDJH6Q5aNQTZQReazCu8NpjuJqNBl2Fn\niywzWNFiXcWqdgRXUzcejaCyjqJXcLEj0YtbvHzSYAT40QZ7o212Ll3n+kVBrgR54jHfzcsDuMAS\nx3y1YrosWSzmVKWlqRvKuoZqQWMbAgFbLSnMgDK0hCCZnNzm1jO/zq23Jlx57Bu5VVie+finqKqW\nulwxWzn+5g/9EO/5wHXObr1Fs5rSkmOUoPUe4wXBenyYobJNympFJhVWWMpg6A8KHugZjPK8MV8x\nL2tOT5dU0wm17ZCrFjnsstkbMOgN2drcoTcaoHKP6gwQokU4TUc06KzHbDrlwoU9XN5n8vbr3Ghr\ndA1y0dDpaQa5ZewHFEWNbmG67GLtjFJBv5MxOWoQA8uQHrZ1yNwR0DjrqO0CJQtGo02883ypXfKX\nR0PG01vkakSpLE15xtaFq8xv3mJQ9Jk0DRt9qHUv1nubPr4jmR0sUL3LNM0Z/7z7Ye77ypf5rvtP\nOJmNuZqPeFHWPLb/ANOzU0y3pt+/h/npIWzusJqOec+1+zg8O2U03GM5foFBPuL2/BQ7usbqjUNy\nI3np+CZtk3M4OWZ6dExT1szHY4SAIlP4eoXXRXwA+yhhs01ACotS0ASN0Q3tokJkXXKVsVgc0e0Y\nWpvTNLEWGCGjW0cGylVDu5yilCPLO5Fash6sw/uG5Xye0uHuLvrrCPS42V3nHcR6XMJ6/53gYGAN\nDkdseK0xuAs2SOL3WavcQ1gLGdapdCCNiamDuuDh4jqvNa+DUHHB4K4wVrJOVYjUggpRt+BlhN5d\nIKnNSbHHKtrV1qE6wBqjjvk6SVsVWkJCQQlRu+BD3GUnGXA8Qz4iKiKkbXEak+66HcRdS2Xw0e0U\nt6RRtBtTle7u/kPMeAhJ/0XKIIh0R6Jw0hlYIzmkweLuzJbohtRxsbagxssWS/Nig6GPIWUh6TDW\ntGEIeOGRuMS9R2pBKo1ILb5hTeJLE5tbvWWtixLrwQYR6V/h0jkJaKHSmXNIKci6gxRclMeBcJ1G\nS6RwIFK7aTTDeUHrYqqiVD6mpmoRv29YoyLx3HsX65uljtcwDk4x3N/7VBznbaI4JCHYdPcCtokD\nRGhjyBTRySeVxEtN2TomJ0cAXx9C+MLX8qz/CzUcbI02KIqcXEOno+h2RgyGIza3dhjtXWG43Wc4\n6NMfdel3JbnuMOhYNguJMTkuKEK7oKotR8slr54Z3pppbN3w1Kbg6x4ecNkvabMO7/3AFWxnxh/+\n0pcY9S5x7anrfPWNr/DLn3HceOVVhr0BveEQcsliOmM+m2MbG5k9qZDaI2WHosgp8gxlCoTJKaRE\n5AVaa7TOkdqjpUbrDkErcmkxdND9Dt3+HkVvA60twlVUtqKuKryVeCUwgsjrCYtswZkcyxh7OqFp\nBJvb2+xcuJdsZ4/Lezn3DDXdd+9oIQCrANYFpvMVs8UYW5aUlaSyJXW1xFqHsC21bbFtS/ACZ2ua\n1YrD8SFfeOF13O07PPTAFg++9/3I3h4zN+Hn/vH/zL/71I/w8vz3+Myzf8TbN0r+1g9+P/m1C7Sz\nM2JORYt0AWsybOtpmxWFzqmCx4TAzkCysfsY+UjhZmfcvPMGv/X7n6Lbz7lntI+TXXq9IVsX76O/\nucFQ1wiT03hBT4AsCnxjsEVLETQi1FgzJHioW8FIL1khUFlgeTrDhAKvJW07Q0wzwqZmWc0QE08o\nBNYU1A76RnA6nnJhd5fJcoXwUwbdC1Shoapn7DuDyjucyYaRXTKRIwaFwNslMhuxrDxBD8irkq2R\n5k7l2H/wDnee9WxduY72DYu6y7AUjDsNoi0xUjFdzGhFl60LF7jzyle578oubahojj1bVzq8fVZz\n/94Wk3FNv9flZPYal699E2+fvMH+YI/p+AjV3+b1125xNJvy1quvUi4mLBqPosWj0TgaL/F1jS4M\nrQ2oLMOXU6SWCNHH+hUhGEJoyUyHEKqo+pZZWnQ8q/mMTq/LwhuGylMtLTr3lOUSU+S4FmRb07QL\nmqYlUxlOOJwNtE2Faytsa8/V+yKNCXENC+senLRLFMnNAOdtrutFy98dL9aEw91lbT0srCtt0lEh\nfgetBd3BJta12KqEtZVS6ugYEuueg7Tyi+QEWIvcwhrpCIgQK5ZiD0zyLASVdpIR/VxXKK8lv+sd\nvggh9SqkweH8+LTYp1yTKLL0KVUwrYvJ3ng+KASX3lvUSQlMpFPS+7y7bkSRnE9Ng3ENju9d4s4z\nSHw6ViSUI8UvRLW+FAgfEQ1/juhEqiQOMnHACYi7P3ed6pqKspx15/kFSBn1EiHEkCMpyeQ6UTFG\nXa2ppGBtyldZJwhGNEkQj0XquGgHfy5YNHmR5iofg+YS0rtmrn2iVVKoA+cAjFi7QsC5WKSlpUcJ\nnxCI6G6QMsZABxmQTqbxLYa0iRCHCwXJXZLyI6xNmRWeYMES0xGlj2e0rFpOz07gXQwHf6GKlx55\n8lt4+KH7ubRt2OorVLdPJgT9XCKVwBiHooPOHQg4q+CFA8VLp4Fyfsw9vQmP9ixXhpqnL17gh55+\nhFvjMe2NN3lwbx/98BWe/eyr+PGScDLFqxJz+Tqy5/nVX/plfv1zFaq3ydbGHp1BhpU5s8UZ89kc\n3dgYuKMUWhiyPEPrHG0EQmcoFbUOUr1g8SUAACAASURBVGaYoEFmKKniP6agJzS66MNgC2TANjWL\ncsZ0OaWnBSHPMQq8yWL5kAo4pwhuRlYEDk4c5eImg2KTB3buod6+SH/3Gu+5B+4t/nwXOgBNCBwt\nS45OZ7iyxLVzqtoS7IrGFzSrUxpvcG2FbCW1qGjqhvroJX7rc6/w+i3Yf+KDfNeHP8rmMMO4htZ1\nEHLJZ187ZO/yA1x/74St69/OV8o5N+48x83FlA+WPY58Q2trGt3D10vq0iJrj1ANnoIn773A1qXL\nvPnGG0xOX+Xk9ZLuTs6bbzxPJwz5wMNPona2uDS6wOnJIbtb27x8+3Uu5ZI63yULlqq/RS+0dIY5\nnozxuKXfNQzahkUzpxMybtg+g2ZM3U7JBhdZnt0gFBsclRN6ZhtjHsXe+m36915gfHNGZVuuFF1W\ni1MK06FQFVtZSzBbVE1F0RqyXp+Z6nH74IQnr17htGrYCBKdT6jdJShbrs8f5hOn/xEffOzvsNBg\npw2z196DGi2ZzpeI0Mf7BZ452/kmN45X7F/M6dgeGSv0Yk6xs0tzsuA4G3Hn9DVGfoNxbbk1qchF\ny7M3buDu7DP79MfIllPKWUnz9AL5B1vkdgVa4ZrYlyCFQughwk8oG1AadD7E+0WMsHZVQvS6VM6S\nmZzQVASR45uSoDVSBtqqgkxQlR7V7dIuKvobI1bNIYOdbdrZmDwb4d2CTneLtp1hGoWQS6pyhskH\nKE2KB7dxQPYhCfNSEE8ASLx9CBgRy4LWTX8xRTEusR6RxMI+Eedrkd46IUCnB3wMMVLr3SbxZyCh\nbVtyIzCDbby3tM0KaS2YuBNVKupixHq3LhUuqe5DiM+rWPOs1qs00mSIpk0q+Lg7X+cs4F1yOqzf\nS9xVA+fJj/58gVVxzUz4RUDhfVzUBVGf4JM9MhYpJVGnWGszFCHYJISMccQ6Le6xcZJIeQRBEGvB\neBoIZICwbnplDcMQIlSAl+tFWJ0jNfjUzrkWP6WBTUpicmKIA48Pdwc0qVXsBkmDW2L/0193Ccpv\niKXWUa+wppCkkFgRIiopPC5pNZSM5zuGWkWVhxAq0tUu7tS9qwiyRQSBVzGjQMg0pEqNNpEmQAis\nl9Ft4V3MliFdU2FoQszh8SsQwqFZIWWMCFfGIETUJAglMA5sGqq0iM4br2ISLl6BjgirEFEHJkJA\nvfv05L9Yw8GHn7jI9Wu7aO1jsIMUlE7wyjxweDSnWc7YDEdcVA2PbOY8+f6H+MaBwl1puZCN2Hr0\n6zmpVswP32RfDCmMY0GFkyPK+YqTz3yOJ0Zb8Pi9fPX5W0hv6O0M+Ps//88Zv5YxGg3odfqYTICX\n1PWUajlH1A3WB7TuYpRE5QYlIjenpULIDkEItIo8kBeGdQ9b3xSQ51Q6i6KW6RFIgzEaR8xab/Ao\nV1M5gwgS68YE3WWzOuLtaYlQns7gCvvDawwv3M97Htjjyq6gUGD+nOfaBThoLHeO7zC9fUxZt7FA\nBRv7FVxLGxZ4VyObmtOy4cYbL3DzmU+hbOA9jz/Gtz/9UYq8h86L6MAIAlX0KbIOg+E2h5/+PN/3\n3qfY+dG/zvJ3P8VeH/qdLfpdw82zE7w2UXBY1+gQyEVDb3+b3mCI9V1eGd9ieeMmOnhyY6g6LTee\nv0k71jx07RqvPf88J7MF05Wndpa+Erz3sUs88s1/BaUtedZnZWvaEsbTGUFKtsSCeRkoix06us8Y\nSbjxDLd6Iwa+x+r0DsNgmC1q7tm9yNunDfvzL3BDFHSnmqzj0aFgrgNi9Aiyusmy9KyWfYYdRycI\nZGg5ngUet19E5o9yductNrdyJo1muurQ63i6xW2mW4GHRz/IajYjK/pc2iqowyF+kTNvVhgsHR3w\n0jAdnzLa3sH7Bid9REJ6OYPl2zx384gXaeksAifPfIFcb9K2DZgC7ArHCQULKj8gzwTh97r0Ow11\nm7onuh1EWRHciqZZni8WWkErW3TQWAFS6ZhiF+YU2QBsi+iNIhTqFBiNXTmyrmDVeIosABq90aMs\nF5juDs38DFkMkGVN0dulrqdoqbAaMrWBMF1Wiwm5jm12Ug2RixVWi1S8lCqUnQLh0D761pVY5/CH\nJJ5LCydJiCfUuZddiChglgicd3ExSAfG9j8FSuNtjRIp117FR6mzJVnRJTebONuyKpe0IsREU2UI\nQUaXkpFJlxSRAUlEFTaNYty0EQloHUGqJLKMiyzBJYQg4BOyEEJIQ4cgpPcrcKigON/gn/v2E/Sd\nNBhxoPJpEJBImXbInnOKIJyrFT0Eh05NsUKsMxHSUEDaYSe+nBBHr7UoMyIkceEUSUQpQsxHWGsu\nY5ibSvylh6AJIrk5/DuxEsu6klskemftIgik9sWwpnRIWgpgjTb42LuhZCxt0x68TINFitr3Lg6L\njjQYpQKjEFqUjPdGjO/PKPHQegR1vB4AoqWtZByKRUzOlAi0BiPiOfPIc3pEIDA6FSnRAVIpUSvw\nLkVb4/A+1ggIrfHaoBGpRBDOaRwVR0bjxfm1erevv1DDwXw85dB9heH8gEv9CrnRYavNub65y6X3\nX2Xnkcc4PT3l9PaMq/1d9p+4nzunNzh6ecJMWMrTI4aTCReuXuQ2Ff65F3mo36d4/ALP3jjC32q5\nZ6cPCIQJLOYv8SP/2WcRtys2Ni/R7XiqehVLjNqSqmqwq5bWSzIi72ddEW8S3aKkxLqAkiskhtD2\naFWDNzAk0Nic8cpDvaSTB1xmyHRAq1itohXRcokG66jrJbSe4I8QTWCsu8jeZTpFwf7+Ltcfvcy9\nGzmDdyskOH8l/7SQHK4mvPnGLZbTOeVqjq3jLdticZVD+orj2ZQvfflt3nrtBQq6PP2Bfb7uX/+3\nkflFvAx4b0HmqMzQ6eTkWqCVpykb3nrlVcZfeJ4r//634V95nd959iv08h6PPPgwuZEsvKcIlmkl\nuLRl2OrvY/o5i1XLzcMxhgNk8CxnZ5S24J6LfcqDQ7RWzHLNcVvy6EOXuXhlE6N7mKwg7+yyEjnK\nQFM3YAboniLveOrxCjXwTBY5wmtmJxNEPzChy8VeQdG/xOyswroJr/sRu/qE7mlD4S3TLFYq37zx\nMhuXH8YtKj77xbe58PgJH96/RHPHsZIFZVjiKdjc0Gw0X+X5xb2MBseU5iKDsETJAtk9Q7UFU7nB\nxrSDM9cYjGomB6c0TcZsesbu5g4NfbRxCDtl98qL/O6Fv8vDn/59TlVDd5iTMaK++Rontub2eIU/\nnjJ1NSJ0adozAhm6OUXIPuWqhk4vPuwdoDXNyuLzDgVzbOjgtEDqER0ZcNUU8hHlckK3X9D6mDli\nqwVKdRBmRGgbrG1hBYSGICRKSJAtWZbRVivqoJBNiRcFORW2iTCucB5dZNj6jCzbYbU6pdfZoFou\nyIsCpTewizH4HCE7mL7Blwukjol9zsewr5gMJBNMzrmFz7tIjYSUjYKPKvRMR5sZwUCIO0YVktgQ\n8EGixNp2EHAmTzB5DNdSymC0wrcN3nQQRmACuHZF6xoy0eJ9Rsg010yFbu7jLW4h0MmCaJm0IXUq\nxDe2XuzE2osvY67AWl8g1g9+5/HSxpwA7kLkUkboea3xQ/jkspAIYqWyEOYdWSDJAUFyBYi1+2Gt\nVYgIi/AiRf3GHapPFtLoKkpLuASFTgFHNqEjwLqHRkYuY53LsI7AjhSHQAoVMwtErEqOOoqwjvyL\nAlix9nskQimIqNQPLqEVAiF0Eq4T3QrxasbGTheiqwyNVAmhSLoHKSEojZYdpMoJZAS3wvk2wmYi\nHqtyFeP8rYt21gDeOzwB5x2hsQQhsURap9EgQkxC1TpVMasY8++kREkTq7WTnkKIiCCsGylbmQMi\nFoG1MWJfehvFrjqKdr0w8fNG7GAI71pd9hdsOPiGB3s89sAG+/YBth+5h6MMpq+8jG8LNjc2kP0h\n4WDGvmhRe447L5+wJVvuffI9vNo0zL74KrujEXJzl6xdYTsHrLqaetmwpTLMPXvQEcyPj6jDjJ/+\nhd8g3Iws1dnxbZp2xWDVsjnsEHKNbVbRZy0FTuiY2W8kspUYYTCmRtqAkS2NacnrQL/bQ4o+YTAk\nzy1NvaCqNNY3FEQvuEHgtaANksaXhGXDVtdjKKlryyoMEWTU/R12di4yvHefk3nFyZct7/twfte+\n9TW8QoB6MeWZz/wzfvPXnuGbBqdc/54fJ1x9kOnkjHqxZDmfQxCUTcvq9E0+/9zLPPfqIb0r7+GJ\nJz7IDzz5DXSFjTstJSCHTBnIegwHQwppmS8XzN/6Mq+8dYuT0wk33nyT8uiIX/nUs2yNBJenh8wf\n/HrawxeRRmB8h6tXr3NNNozHb3Hr5AB/GB96R4uKdlXx1L377N+7h+vez8DMuHDtQ/R0h8ZDnmd4\n2UNyiFIbHM2mhJVnYxCo5yXZ8D4Kd4fZYcXFYUs58mAVZe3ZvHiByVtntHbOZqsZZ/uU0wmj8gR9\nzwpzI7Db6/N6XSKdwpY5w6Jm0X2QwqxoOyV/6RsuUa8sR1NLKRr29hwnxxk7A8czRxOe2rxK3j9D\nzjVyaDg2Exq9xXAhGVdLBvfscOtsxr6bcFBucGErZ1EK8sEmZ5Oa3Y2ccXVGv7/Bjbef4JG3/4hq\n4JGqoNuW3K4DrXW89cprHB862kbQ2jHoi9gV9HsmJsm1gU5HgG+xwfGP3/oo/8F9v4cSjrptwWzh\n2zlCZNj6CJmNqIOkIwPK9OMAiAFXImWGMhpbrbDSRa29CKALfDvFL2dkvQs0qzmiGJC1FkeGaGtU\n3qEsS4pOl3Y5IRvtYMQGDZZ+b8iqmpH1u7jVCpN1UEPJYnyGyRQiyzBmg3qxxAmJ0gGlJa2TUcgo\nJS0B6QUtkY+OZT8B61q0VhQpJhep8CEy5hIfw7dCg1Q5WkpYp9v7Gi1MGkByhPA4V5IpRci6SCSf\nvtbj4yHnv7k5R3iLq+do21CXFTdqidQ3cAKUaJE6A6HjwigtMiTx33kUeGyAlBB37uKuUDIAPvHU\nIlnbZNrJ+4SQBGQKQUoNjfEHReVC6ncIIdIsEeyWqSAqLirBp90+OhkJkmVUkBoIIzITBynH2kkQ\nEnXhReLLQ0hDmT/PSVvnN6w9JHEhs8TunChzCN4Ss/BDyloQ8X0nsUSI6UQE4mEiFUohQKytkqjY\n1ZDKCtbKkjQTRKojtHgiuiNSQBPegg8oVjQ+dk1IooBdSJkGK4cSKoZDAtIB+ChIFRppMoINeNbh\nTi3Cgm9jUBtK0ZAhjUCHFuSaliFSLkGDkknkuXavxHPbIpEqT2FJ0DqBtxYVKgQNQnh8+/9z5KDY\nHBGcYuIdy3HFLHju8x3CJcGXDiY0/+IrvPfqJfa/6SmOlyXi9AaiX2DzEcP2FLO1ge12aSeHaBcY\nXrzEsqk5e+sOw84mWw/ucHB8xNntE5599TXunPZRnRosNLZmPD5gMR0z629AlqNUUpgSYiKc9ARp\nUFIhdYFQeco28BQ6p9sd4IYNeVZSrqD2ClQXlSsy1cfWAd0RLM0C17T4VYkNDuscByIH06djNKpw\nlM7xxnMvsVF9nG/cczz98HX29r6OF46f5MHtmML1Z70aCz/3W3+Lf/i3f5/p6THCCX5GCK7/6hl/\n7yf+PmFU077+Igu5wRdffY6TF77AhSvbvOfRv8yHnt4gSEmuJSZYRJaTZZpOtyArNukWBVWoeOHV\nA05e+SPOjg5ppguWraVuJjzzuS/Rv/A9/Mc//H4+f3zK5r07fGIJH378A1x9MMNWgVdu3GFVzjmZ\nVBhhsYtTGiHZ62zQ2xvRFgWjwQaho9DtHlkBQiu2Q+B4NSG0p8y0Yqs7RdEwmY8R+TU2Cbz/5Bf5\nuV/6AP/ao88yeegp3JV9jo+PGQ42yMNnyOTDCCk5XllEM2Nrb8ik7TI82WAwLLi5CmQ6sBAQqOnp\nDuXsmGHnQXQ2xbYNnf4m06NDdi6OWB3NCKFhKUd8/Y7j2Do225x5V5PdPuDB23N++sOP8sHxa9y7\n/1HGR88y2hkwnhX0+oGDkzNMrmnajNFWzvToNuLiRerlkoEEtTiiVCNMv+Bs5ZG24u2XX2ayaKna\nOgFCXb7tI4HP/ssBK+uxzSYb3QZvJa2XfOfh0/x7u79GpnpMKhiqJbWPIK4WnmWb0+1nZG2JsA1C\nB6rFKarYoG0DRrXUZYXJNFJ08O0iCrZ8IDddVt6DtXgjEQ4cJVJ1wQfKoCm6PdyyJNvYol5NKXo7\nKFvhAJ0PsNUSk+dp59ajv5URFicx50Ln5EOFK6e4oEAYjLIEp2gssYVQyfXjHp9cTlb1EaFMVfAe\nKTKkMIjkvDZpIJAo1g2JsUvAQKbAR0hfC0kVNEEVKGFAWD786glCSYxSIASqyPChRxai7sK3y0gp\n5AYfjfYgPSqIJKSM9GUQPi384h2ZDGuRYdRRKLEeBDgXrsXFcZ3gR/yOkRCPu/Xk6vCecydEQBFC\nA0Gi0sKNEAgVCF4RaJBCreWBrCOko4wyBfOkHf+6QGpdsRSBhlSTjL/rlkhOAeHDXSEi8vy9CzxC\nQwiKIB3rzgBSf8Y6WTG+1ZRdmPQIpN+JNPIQbNI8pC4GITlvyJSeQI4hhRQljEFFHiqmqaZhqG5j\nrbZwAqT/v6h792BLr7O887fW+u77eu59P61WS7IsybIsx5ZtMBcHJ6YghgFMMhQESIbCgRkq1BAm\nNalJIClIZaoYimQcppIwCZNkGJIKEMzNgD3GtmzZsnVXS61W3073uZ+z7/u7rcv8sb7dLcgEImoy\nVdmqUnef/e3znf3tffZ61/s+z+9BCosUAdq6RoQqCBtbpjUaW/tRkRLeiimFAFeC8jRf/zPW3t7q\nwNUG7RwLw6tSurmWwuPxpfLPWUKAP59d6ESsAyV8p4MUhMOYkv8wH/GPv/0X5Vb45Z/6KF/zVQ+y\nE0B+5QZ9Izj39gvQX+dLr14mf3WXt506R/zWFfJ5ReZqCFvUiURMNEEgqIKI4719Ngjo3HeC7fEx\n15+5zcXVU5x4W5+rW5c5vjHhX3/xRV7+yj57xwZTOVwSY/MxwhrGlSVw3gooA0UYSFTgP3iCQBIG\nYSMuiqiCEF1LAiFY6nd5S0dxkw7DEjpBBElAGKaooEWYCMIoxcrKz2uNwVRzjHYM5oajsWY8ndC1\nx6x3QmyoeNfGOS7+7b/P5//JTzDfLzkdr/KN3/gRxo+d50MnQuD/vUgYFDP+/N/7KW7+y/8TCNBV\njp5NwCmSKOOD3/D9fOvXtnj4xWf4xH3vpXI1SdYjiATCRHgnT0SWZCSdjDjJ6KYJrp6wu7fNS5f3\n2b51lXwyoC7mSAEPtBOel2/h6NlP8sqV51k68Rg/9APfxCBb4nsfXOVHnjriL3XH7A22mB3N2Zvl\nnGtr7ntgjedeuElr+R7CNGMmJPf0UtppwleenHPfBy23X2/zyNmQLw0qECHLNueBa9d5bvMMnaM9\neve9m53RAaHtQDynOLzOxrkHqcYWVEmkplTzFqW1HMxyzsaaV6aWU1nFrNhATV+i1AmhHdHqnqCM\nZkz1KjEFde1I25KjQ8NKCvHSMrUoYGq5FqecPR7QPXOS/f2XWF86xa7LOCmvYvV9uDJC9uZUk4qZ\nrkmdYSIEQXuZYnLMcislNhMmWpHnx+DaREGM1jlxIJnagKiVUumAdjFnntWooeH6rS1mNwTvOB/y\nLy7dIHI1Ve0XEdEs2HXSJlCKvByQxj3QUyodIyPJe7OzPK33KGqPyaEqEGmMrh0I3zEJlKMsNGFQ\nM5tqkizFWYeKQ8rpjLjVoc4nyEiCiRGBo6oMQRRQFXOydAVdTQijCHRNKRIQNUXpaIUhdX1IlJ7E\nVDMCVaBdgtI5QdYjn06RYQyuxB7vUYbpHUFabQpcZVh4Aq3zc2Rry2YH7cVo1hkCJUEoRBN+JqT0\nwjURIQQYXSHlIp3Q28Ksqfwy6AIMpddg6BoRhAghEdYhA4V2GqESnHFIV2NsjYhbKOMFidrUGFNS\nz8cECrRLiIJmRuwsqBShDM5JFlHSAuOfC430rqERCiy6Ef75vbv/zfeWRevTFB34UUXTnm9EkF4z\nAAtboh9BLOyhDbeBhgzogxCajkGjm5Da2/HwrXRck2bI3d35Qg9gFrKBxX3iLqjacx0swsmmSLib\nAuktoTRi08Ug4m4hIIX/3kr45FkaCBSLlnpDp7RYAiF8go2rwfn3hx97LVwFYfNnMyIAr2e5E/nc\nFBMLvYZt7l84ToQPSlJK4Yz1OQ1GIGJvNRFOYa1uShL/nlNKYbXx51QhGIfRnmromv+U8jbOygkC\npE8ClQIl/QUQImTBh5b40ZG3WUrquuToTVoZ3ywh8QeBjwLnmy+9BPykc+6333DMTwJ/FQ9B+hzw\nUefclTfcHwM/A3wnHoD0O8Bfc87t/0nnl4Sk/ZRkNmfe6hDVoHXEdJKT1orOSotZu2a2P2RVSLL1\n0wzEjNHVW6Q6oHVug716wq29IVKldM7lzIeOeukck94x48/fwi69FXHumL3ffI6yNKQYZiKnHs3Q\nUhLEMatCMzJzat1mVFdUoxkYizCGwGkUhgBNIhwiCClVQBksIXdTXgszHl6JOdmf8fy8i9uJadk5\ntVqBMKSsDbPKUZsS6Ur6kfPs/CBEVod0dES/E1EbgYsUv3fzFj/8r36e56KS4ew2l/de5/CXbnLu\nqSf40N/5/v/gGjpgXm7zAz/5Q8hP7rG+0qOczanCNnFPsLc9w5iag6tPs/3+D3P1oa8lMBVp3EEE\nGVFckQQZaZYRpW3CVoS0BbPB83zhD67y+o0DRuMR80qja8EDa/fyg+/b4cd/V/JPP/1prP19yrpG\nOUld7nDp56/S/a+XGcbvY+OVf8sLX/89fPrZ/4m3qgsslS8hWh1u7AuyM48i6hlJu896UDGpaqZB\nh3NvS6iHbda6JWMXcLHdw9lD2nGL4fLjnA179DY2OD6+SbezTKwn7E1rTm/ey6uXt+i0EuLRq2y3\nVxFjOH9GcDg9YGDO8Eh2zEFVEIa3KGQfExZI2lwpKpamOSLSkBrG5/47kr3/hbk0nE1X2RuMWOot\nEYgRD0SC1kaPQtd0eqvkVY+N2KJHp9nOSi60bjGxJ4iCCf05dNeXOBhJTiuHVpJca8q9EcPOGmvx\nBQbFAV0lqHsrfPDJG+xebHHw1R/hysf/PTIZUhcnkWHN+plNghMTVLvDh8+c4FS4w6ha4hjNKRFS\nyxy5tM7LWyMeOrmMUhlPX3+OCw9/gE4wIQ7XOXld0lnaQcoQV40ZHk84ODzg1SuXsBqOR3Nk2KG0\nijA4whmJDELquoCoi61HSGJwMVYUhDZEmAJJ4pNBXQHSMC0KPJdgSBAmRHqODtoEqoswY5I05Xjm\n6IQWE2YEdUGaJkxnc8IkheUT2NERspaoKCIKE2ygmc5mxEHkUfROoWxIJStCCyKIwWqfs1JXSGlw\nRFhnm5ZxhXCgwrBBBAdUaJS2OCmRrvb0PSeptCBO2yhbI5TffVqjCWWAqSYEcYAwjRxOV9TGoFzl\nmSbCELZaFLMca0uKyoutgygBW2G0QwauUdBLLJ5DIBoho2/3+w6CwnrXgV34GqS38jXtbVCN9qLZ\n9Qu/WErrd+CmgVgtaINCysYq2Kj+hWxMgOpOoYKQYBc0Sp9HIKRPG/QlS9NPkN7FsIhs9j8hPnNg\nMX5ylqAR3FvrOyVeC2oa2qJv9Tt0M76QTdZBIySUTecD44sea3BC3hGcCsTdDAUAAt/VWGgkhMA5\n0LpGyka0KfxCK6SPYRZW3RU6Cu7Ct1TTuViEJjlHVXtSonB+EXeFxYWB74Q4gxMRognXcFrjMzKa\n69S8poi76OSFbiTE+Zhm64vXesGyEA0yHvyICg/OQlrfmXqTtzc7VtgCfhx4DX89vxf4NSHE251z\nl4QQPw78MJ6QeB34e8DvCCEedM4t4M4/C3wI+DZgDPyveNzyV/9JJ7dxwGhYUWrNetQi7gfcmk8x\nO7ssoxD3nGRW55itHbK0Q3xqBa01g+MhlVE4VXOzClk5fZZpr+ZLT2+z3lviA+9YZns0YbSbYtVt\nfuYf/mtefGpMFGnmcglZOJKwaS9agwwcHZmwPbtNOVwoWQUIR+3ANyQFOokJZERpDHp+DK6mAD61\n7+04SoCQMWHa5uTKhKK/yemeZvN0TJJ3uURGmu/TP1Ewe6XkQBtskOCWTtEdDpC6R25e5h91/ndu\nfvmryLIlDoeHmHnMo4991R+6doWDmYVlBjz7uV9k7/euk0/mjPICaaGsakygiNsJ5azGFQOK2hC1\nMsKshVteYU11aLcds1cihmHEcLjN/vVXONx7HX10wH4+Q9oAYzTnP/ANrF/5Xf6Ppz/LP//4TUyR\no5vKXipQMmQ+r8j+2rcSf63l1fAs1a/8Pjd+9xYPuwmVe4lWt8N+vEJSZXSDAhn3KJyiS0Ql+7QU\nlEGXlpCY9R4cDem1ZkTZGm0ZMo+7bO3dYGC6OBHQO77MqHMPa1nFcFDQ7TrCMuTeYout7zzLS0+N\nOVm0eP6hT/Cu1x/jSv9eWrQpxm0O11+nNT+DLEtiq+mvPkBZT0mDFtXRL5AGq5xpFVTpEitpRi8N\neWX7CmeyHlcHY1KZEqY96uNjXDei7io2JjUD1smLNdaWuxybCjPJWVdzOq7D/nTIWMecWdqAIicP\na5IoYq4cZlDzW0+cpzwe0vrS79CqDqjTE5xbDShLRRL2mO8Jlu95GDvaxsp7OBO1SItbZFWHND7g\ngDXe+7Y++sjRO3GCD6SGdPoq29kD9PObtE5LMtsiDGYcRx0mgxm5hiRsM9EGAo2eTlGtDMJllCio\na1BRBzc7xsYBui6JQzDFhDJaB2GoTY2IO9R6hjEJMTPCqI12JbUISNpdRpM5WTvD6BwlWnSzNi4f\nkqQxReWIlCDtLjGdjonCmLi1ynxym1B2CYIASUAridF5SZy2EDLEWklgU4ydoY3wc1rpEKqgqiGO\nUnAgiHBaoOSEui4JVeRhQ1ogR7ZUTgAAIABJREFUApAiwgJKRlhtSGMvorSmJgzaPghOhTjnF3ZE\ni6LOScLIuzyEQqsW1lqE8i6JOOsQOgvWx7CXeeFb1WELbODhNkGEkM1u3dK4BVyz+/XkxAU2eUFp\nWECWnGhYCk5hrF+EXbNw+ahf/I49EM1CvHAaKBbQo4VjwjW75sV+f6Fp8GFH3tHgxfGiWawXpkJ3\nh6fgMIRKYvDdAQMEokE1LdT+zhcDf5jpsHBWeL1eIOydLonvKJjmo1jgFrHdC9cFXsApm44FQjRZ\nNKJ5/p47oYKmm9KMaWrrQV7SgVORL2T9A7jDycB3V4RTTcHhx0/WGi98xHk4UV2irW26WnOki5DC\nNl0OX/phPZkz8NIIrLHe2dDoSMA1LgsPXvIdBQ+CUjJsCq2m32Ctj7TW/5mLA+fcb/yRL/0tIcRH\ngSeAS8CPAH/XOfdxACHE9wB7wLcAvyyE6ALfD/xF59ynm2O+D7gkhHjXn5StoKm5vHOEnQnOneww\nTQN2bh5R7B/zUL9H59QKw6pgUhgKBFuv7HJUG973wP0cJZb9V/Y5heTxUwn7xvHqtUeQb7/NeFwQ\nzmpcP+a5y09z6dWSUp5iXm0j3RiLZVY7Yl2TuRIlBLUS9KI1WmtDBjODqGzTwvJtLykdQmtPa9MO\nrwwGmreRoamOXUU1HbBTFawmXXRueM102ehMiacT1mIYDrrsc4C0EY+vpZx75/18+tprHD3zHL2g\nz3rxzbwe3WQwrvnOpVXCn/pv+cjZ++6czTowVc7t40Oe3rnGP/3YL7E9LrBzeOdXneds/x7E4U0+\n/sxN3CynVI62reivrLN0YoUMTdhOKcYlV7YG3N65zPHzO+STEUU1pagsQWboL7W5NVSU2y/w0s/+\nHIfjGa4smxadaN6wnu5VW40yOZc++bP87QvfzY/+qw9xbxQh57epgpBWq4NtL3FutU0UJ4joBEkI\nUDOcS1wUI5RjtR8wGc7plI6jF77AztvfQ5wP6JuCq7uW+HqbT6l/x4fv/Q4OXr6FeGLO7Soinlyh\nVicwYsrNzT/L9FcNF+OKF8YF3zD+NiZWkY0kNweGE/GQtOpzplMxCdr045D5ZIpRilha2jbCph2u\nHk7YjGa48hAZbrC2co6yHrN5IiSsDJeLDqfOKqZ7V8h2L7L/8C5prTG3zyKefxL5tvMM3B4Pd0+x\n2xa4WrB58ixab9ESXTqpYpinBGJOu1WiqKCTMdsvsRsXkZMZVdiiO75BGG2yvLSKHhxTG0lsK8pe\nj9uvHfPgfX0u7a7TNrdZ2XyAq/mcpapD9tDD2Cu7dPdXcWvX6UT3s1vu4Y4j0nXJ6HgANuQo97uX\nQGqqdh9chTNjapVilSSSU3Qco6uCLA2o6hKVriJcCVGXuigInIagg7THiLhLVVUIAjBTqqhFHEmM\nS5ChIh8fk7U6VFFGUZdEQUw+HRK3lsjSFPIjCPvI1glG09sktoOM2p6xnyr0bIBorSJchBU1VrZw\nukK4MVKsIkKJpvKpn/UEFfk5bS1SVOAxw05awjih0jWhClHGYcsCEcTouvKZEjLB6hwVpNRVBUIS\nhEsIXZElEmMgNx79G1DglES6EIvG2Zw4zrD0CWJHOdc4l6PrHFM5gjD0djxdUwsIpGwEczQq9gXO\nmCY3AfzePvQLzh0BnvCaAOFYBDcJF4DyeIGFFsFZvHCz4RKAty0a5+2FQjafLg78ozz82Ycvqcbx\n0Hy/Rkbg7rgLPKehdv4xQolGZ/EGVwbgVIMeXpy/0T/IO6f1nZSFy1Pguw8e/eyfvxBvUGc7h6Cx\nRtoFKMuPMPyo3o9zRCNYtA3yylMKfQHhmgwGiY+M950ZD1gSUjQDHdXYGRfFg//ss0GIMD5+Wjif\nAmqNVzZoNCzKDqUbSJjvQHiok58YSOW7NFjvgLBOI6x3KEgXeKkGTcfBCa+jkN6Z8WZvf2pBohBC\nAh8BMuBJIcQ9wAng9xfHNCFLTwHvAX4ZeGdzzjce86oQ4mZzzB9bHFRhxWR7iDMp6nSHQDqmVcmk\nVnxqYnG/9zJvUSHv/bpNrgrNrae2OdvpgpTUeUUaxpRRzGCUkxaa5a/aJkpjhodTKpdg2yVb23Pi\nRDId3UI6gQxCojCmJZs3tgPxIw8T/dzzTLSmGq3yoRMbPFNcZZossaRK0vmISVEyJWJWBxghkIEl\npiLGU7GkEwQhZHFIokJKazH71zCryxyMLMMDDzUZSEccVlDM0UbzlfEhL966RCd13JtZ3n0q513B\n5/ih7/mv4PHvh7SpqvEAo8PJjOPBjMFkwPHeLlevP8VLr0ypZoLHv+Uvsn7tF+Her+XTz77EqdOP\nsbX1JKGRRGXBxY02iCk3bt5ib+sK2wcTjsZzyjLHVQabpXzLwwnPzSRPff4aN2/fYOtoyDR3dwoC\ncQc5622SQghvy2k82i+/9izf+xOXeHRznY3zJ4naHQ4fXeEdL2bot58nrQQ7h7fYbLV49oXTPPjg\nJeahpGcP0LmhsqdQwpGkyyy961H6m5ts3bS4+jIXNxV5csxf7b6bo+o67pEzlMWEC11HEJ1kVkuu\nhxFqcoVbpstbioK1Sc5hsMHGcpuX92ecTy1mbrlnI+bWoaYd7jAuW0jaQM2lUnGqzIncVVRyGpmP\n6LQjVDlEXt0mfuv93Jst8/EXnufUo33kpZvIMxdYPjHhy6/VvLXVIz/zCsfZCkvpmL0BPDe1hOOa\nqNdld3RAOHYEGwozu4URJ4miFdTxlxmrCySRRmZTlpxlGAX0VEo5rxjXJe3lPmdWjhjPC078zieY\nfuCbWF7KMGHIFfVZ/sLmnyVrHZDdc4EL3Zrjl6YESxu037bD9vMR0+6QLHVMzGu4ww2m5phZmdFp\ntxkeXsXVDlUfoFoblLVEmikQNsE5AVFm/OtfeXKdQyLygqjVZl5o2naKjjLK0TFxt4vOc2TQIS9K\nuu2UenyNtLvGUV3DrESEIeVkiuorhOqhqwlpnJIHGdZNUXGGqJepZiNiBIQBQkUEnSXm5ZQo6GAr\nqDE464hkG+EKhIxoBTGzckIcpqAkYRzhjKOs5wRBhrQaIUNkFFLmI+IkBdXGWot2OaaakaQrWNn2\n9sIwQZqRn4oHCbUpCVyFtHPC5ISfHVcFxtVIV0G0RG207z4khnarx+ycQr0aQTXDWs3pH72X1nsE\nr33kVayz3u8uEkLV7KjROOfb21IsVPwLDoL/fVwQkiS2YQAGWGER2nkbpm1m+7KZxdvF3z3dUABK\neG2BFyg29udFJoFofrOd87ZBH8iAcBZL5GmuzkKgsNY7wQK3gE0tyJM0bgS/6xfSNsQlPxqxQnoW\nAQswha8ORBNNLYXACOPHD075QqD5TGxkmo0gQzQjJH+t/KjFizSdkAhpEDZEoBetCQSey2BdiJL+\neTosQueNgLEBPsnGCbLA/DcgJCEUgbONddUPOJyQOGv8+KoRQ2pjPfvBWs9HCGOEaQBe1gOnCKQn\ncSJQjQjSSHFHg0GTTukzmf5/cCsIIR7GRysn+ETFb20W+Pc013/vjzxkD180AGwAlXNu/Mcc8x+9\njWeOSexY6cDt3WOSA3j/+mnyhwOeu36D4aBglrQ4mmu0gNbGGkmYUE4nVHND3M3oKri6OwctOH8u\npTIzbly/jRQhx0nC1sGMwCnaWUpZOIzRGKc975oAEUWoj13BBSndUNBuOS7bgiw6SWJrapOyH7YQ\nsqJtcnpRSWkNpUvQok/hQqRUBCokUY46y5CpQAWgZ4ZjqYhkwNJpzcMPPc6/eekxvq71GlW2SXu1\nYHWjTa93imzjJPdenHP25D/hoeRncO0WAqjzGbu1YjSaElz+m+yfWufyC+8mwSHkmNvXr/Id66f5\n52f+HGcfeon7h/+MrR94JxNjeUJe5/bvn8B13k3n6mf5rc/+I2ywSv+FF/jc+z/Kw898id7LOTe+\n/Qf4O6/8On/pxz7Dk9+9SWf2PHv7x6wtRVxoddkP3gfVl1nPljhZxXyiePFO9W+do9AaIQWGmO7G\n/Tz+6Dne/8BJ0o0uRdTnrTolfsyijUTJkvs2VjFK8ZaHL6GiFl2b0xpL2ic3ePnGgPMXH+BSscOm\nCbj92nWCesSVMaQyxfRPMbn2RUzrDC7MSZINtkbHpBaOyzntrGJlvkyStglXe8xHN8jiFruTAet2\nxt4sQD9tGT8+ZWQS9HgFnmhT131Obj3FKdtlO0jhQHHx1BJf2X+e9eI0a+srJOdnbFuLsoJws4sZ\nzJEXT8L2IXMiHlk6SW5rxBFUqWbnWNDrb2CnOVuB5v5UIkSKOmUoBwcUImVmjzgeH7KansfYMX2X\nsaSnvDLKSVcuko9ewWzchx1cY1o5rt4IqEkZfPU3sXNji9WN+8lGY/5c72HS6jrOtDhfv85yLPmD\n2yMelUPi0ZTW2glarYjXtm4RybNMckUWZJiWZuv2BBGtoefHqLSLme6jgi5WLhOZEbUIwFoqYqjm\nyHSZYrJLGMZgC9xME0Yt5mWOilJk2sbMJ6i0j3CSuM6xbgmXnqMwhl6/jz4eE7UyxPIK9WxCGKcY\nYsp5jsq62Mpi3Jxeb4UqiqgGx1iREIQKQUw7ksxnA2S6REuGfgfpfHqrLaY4NGnSx9RznLHofICQ\ngjRp4VzdLIJzrBWoKMGpEGUVxhWkUYaz3luPrbDGEEQhTmaIcgRRDDIirxxJ3EfWU7Q2yDDGaKhE\nxOMPfDOXXv1VtDNUuaOsdwivZkSRwoZtaq3Z+vvP4nTtGQAy9AWI0tS1vsN0ENbccfyBRkhfLFgr\ncNR3ZtFOCOrFprpJVfKbdD+yaKC8/rHNDlg2nAHrhLcfisWi3XQFnfEhUl4JiZIK40UOPv5YaN/C\nB4Sr79okm7hoi7cVmsXCuhAHWNUspAFC0ARRLZ5jI6pc2BmdYUE4cM632xH2Di4b1yCUG1GkxTXi\ncYEP0TYs8h+kkyC8K6E5EwvuAKLhNAl/PYRMGsRyk3ZpvSRTBl5QivRWWimtd8Y40fgQ/ADHWxZ9\nqJh/Hr49YiUY57BF7jUfyo8v1KIbogLfFXAOJEjbhFg1r4dz3gLLnefwn37703QOXgEeBXrAtwO/\nKIR4/5/i+7zpm7095Vu+6TFEv2Dr2hG1SRgoicwN/TChfWadTqfNtLRQOk6s9Igjx+u3Bpi54Nz5\nHiLM2T44QM0dRs/ZHe+xczsHUzOTmvEsRllBKwoJhSZxEVXQQDusA1liCJiWNfOZpRUoUlUi8RhX\nVJdOEBFFbaKg8KFHUiJUhhIBRmW0QkkrNLgkIoq7oCJq2VhWwgyClEDBaBbzjRdvEoZLqHCOjBT1\nHMb2kGI2o7ipuRJ8G0+mX8AZh5VzuqGj1YkJlEWYb2Z2mCPLEXNpkfVtfuU3v4DZG/Dhxy7zV97x\n02z+lTNc2XqZ937T1/DkF1uc6b1CeePXOXhgheGVLq48ZCO9yPt2Srbe+WGi5GPs/sYP8+cPKvL3\nj7D6KmPnw0YOx5ZjWSHVZ3jL+Q0ubV3j5coSCEmYKuKkT7KyzOr6BR45t4rqpSwnLZaXVuludqid\npC1CZmkEsmbuBGK4g1MdotWAlgsoU8H09gAZZ+iZ5VwLjq6/jlIBu+MpHbfN3K7SXu7zNjvkUwfH\nLG2eQteKqt6kdfOz3MwDTi6dpNWrkeWE4OJXcTL4Ta499SgjqZntD0CF9FWL5VaIfs+cKodaWtS6\nJX11zGpnBPEyTxUZ56KE5WyfTmvEe6L7MdkRgTQU9TInQsv1/QnLkxzdVsjdCW4tox5bSsZ8aSb5\n+iVwac3tYciKhTyuSHWLAxvQmtyGpXNU1ZyHr20g373B1fJFpNlhz5xiYKEqFNMkwUxmpL0+g+Mt\nMjoMbr3M2rmHyYg4Hr/AmYtv5/rOgEl4iH797Yz7M06cvYWWm1ybCTbDZ3Hh13HTxKjREJ3UbK5t\nsDsqubR9DWM3yCc7tCLFbDyjFIq4HIKSyFCjyxwbhJh8gEzXMMYSB6oR70lU0sbWbWw5IUxDRJRi\n8iGhijBSkk9GZK0Wzmp0NUEGkiIf0E66yHbKeHCDpHsPLu6DGRAmfWwUwfyQKFrCuhBTzojjGNkP\nKYYFIrWEUYI2kLTaoA8I4tMs0gR1LbAixwUtL+SLUgQSLdtoPaQ2MTKUEAqs9TtpPR0SKIeQKZFK\nEU5Qu4yqOCZNu35X7BzSlsyqmlgKAlHRin0eukJTCBD1mDTOsCbk0qv/F1prjImAGpX0vUBQSKzR\nPvQn7aJtja00xtSoak4lJGEQ4ZBIazGmRIYJKNUEL3GHBimEV9s7QeOTX6QhShaJliGCWvl4Z9t8\npvlRQzM3bwoL2YgUlfIoX9/PXpAR/TG24SbQkBQFC7eDwMdA36UbekVX8z+vRsQKf88il8Lhcx4W\nMKC7VkXnuwvOt/kXtZFf9IHFbr7BUi/m+1L41EWERAjddA/u2kXd4tpgaZCLXqMi8P8WsAAw0Ywo\nZLMwIzwrwa/xvmhzGLTx3QMkHn3tFh4M3pA70YxFnEN5gQYq8K+dtRbbZFaIJhhrkeFQW0Ek/PWw\ni1wJu2BEvvnbmy4OnI+Cutr88xkhxLvwWoN/gL/0G/zh7sEG8Ezz910gEkJ0/0j3YKO574+9/bPf\n+iy/9vTzILyiFCR/4RveyTe85xHsTNFfa1O7nCs3R7h6mYceSRiZMbf39xFDja4GTEb7vL5XEKhl\n9idzuifWObtSIvoRN45nzLam1Bqfre3AhIpYBASBwFpBGMG0FszGOZFRJG1I7BK3Is05GRK2BEbn\nVDYhry2jpMWGqRnkY5ajijrPueWWPcVqMmNt4xxBu0+IwYgEIyYNiMWgQolyovFeB2hdYYxBUWKs\nJhSWOBJkrS5LWUhvuUe1vM6o20aFIYkTyKgZi7QiDo4+jx1O6YiAy9l96KTi9a0JH3vhEh+8ccDN\nm4d0yopWGBF1M/7m18Mg/UF+7De/SP3xf8x8sMPesGzCcwTKOaJQEAZ+HlpnSzx0YZmzvRBdV0St\n82gkSo9Z7a/T7Z2ms9Fiaju855518u4qy+2EtN+nGu+DTanCkA034+buCJKTnN18CzvXd5nv3qZs\n3Uc9G6DmLcruGllxmR/967/A3/rp/4bUtNnrdflM9xpfP+0Rv3rES+eWWOsF3Ny/wnK8jm0fMbNr\npCdCTmQx144cQbrCa88+TbT0GNHaMee1Ya9IWGlndJTkhVHJmbTLPSuS0+2Y/cMtbBBAfJrJgeK+\n4Bplep55+k6C7Wtcqw95S3Sa6fFNgvU+u7Whnyf0772HV57fQ7UD6lszXrEGoTqckjPmxUnSyQof\n/PUzbH30C+zNYU0W7I4k83STc5HGdiNuvO0GdXWEGewwbq9AZ4l0fBnVV/TnkvXTfahuMtkeY1f6\nnNk4xZNjy3cXfcbhCqGec7m3xIl4iVb6DDa5j3nyNvr1Nsd6iZW3fBef/8pzLGUpdW7Z+cznmEnF\nfB4yGu2Tu4RZVZMxQwpFK0kptcTUmthJKhEibUkQtjHGEdsp0glKVyJli8iBTSyWgFk5II67HkNs\nFUEosHGNkS1UK6ae3kZmJ0lVn7I6IkhPeWaIOUDRxViNGG9BukTpEhjtI7MudW3ATonUCjYdU8xG\nIBxxGFPZENQaw9kRnbCFCDKcdKhsDa0Nrj4C2ceh/PphuhTzKUGoSTprDQRIkLQSrGkG30J7K5ox\nVEqiHSgX+A9om4Ga4IJ1rKuorUa4ksJJrDYIZTFOIkVFTQtCcHbe5Bs0SY7GePa/tggV+7j2FEKj\nqXVNYAt0OQchcAFImWGQuLpAykU+gk+kdNZ6SJR1uFDSXjuLHhxRlTlIH+28QEh7OHMjbGzEfcLa\nOzP+BYTJ2mbcai1WBA16yHiIk/QOBoT1u3fXBFAt8iswyIUWTzRJg1ifeyA8/lkARiym8QCq6XY0\nrXnLXTGf8IJDg/UJmtYLJIVTWOV31U2JgRWNcJCm6HFNYBWy0W/40QvCIawA5e2ZC/uiL1b82GKR\nOcFiFNIUEdY1KCghcMbrHbxg04L2GRUIgZUW1YwGhAhQwoshbZMoqe4IGkWjOZB/aMGvrb2jzaiE\npawLr3kBvO7Cixrf7O3/CwiSBGLn3DUhxC7wAeB5gEaA+G68IwHgy4BujvmV5pgHgHP4UcUfe/uR\nH/gwD99/ElNbWlmbdKnFbLzNzs4EYSBttxnNCibHNfP6NvlXdihmju3JkNSlHOyAa12gd86SF5qj\nqmT79UOsrVC3FSKoOAwk+axCOE3tLLYUOBkQRglSCkorqKTGEGAkHMwLLi4JglnOTKyQtixHZpNq\n/wXi/jInh1OqU13scMDOHOKoR9CDDzz0GB9/8osoWxGZQ0AQrMx4+5/p8fxnQlSuaYzXSCmwtiZy\nzmMxpcApUMp5WprO0TWUxZzJZEpfKZJuSNqN6Pb7pFmbMHA89/I2tjJsxBEvPvNr3Hz+vVw4t8U3\nM+P3r3yZa7enbGj45vVldp94kL/8889xsPODzCYzH/rRhLjIQBEoSaQCljNB99QZvv30OrdETSTe\nymvzS5yfrZK3p/yZ//5DDD+/xzO7zzJ4e8B3VY8zVjPi9hLXyoqTO2f4ypnP8f76BPPZhL2R5vWy\nIts/y9pjlzDVA9x3MmZ/cJa8eI1u1Cc5FXB9fEDmzvHTH/sJtq9fYn29zYU0Yv/afdC+TvDWs9hC\nQTEgFiFifECY9AmWV1lRU7anc6K1gKOhpt1Lqasc4oT28gqtw2NasqKqHGtpQiUkt3ROtjOkcinL\nKiQvDNu7L3DxVJvlcMgzgyH6YMgjj9/PS8/cZOOUoD+pmI32mMoZ3VsbrPe36LTfw8vbKWX/Mv1+\ni3xHc+BmnFiv+NS3XUbs9wlcjuoImG6xnHUojzJGsouSParxAb064ESWcTiZ88DZV/mS/TDR4Q2K\nwysM6x5fe9FyZa+gWNng6/slvzu6yebaRXZvHHFvdIPLuUNdr8hOvMDBjT0GtLiytU2tDdYZtKlw\nBGhToZpwGl0NiJINWmimxvm2ZrlPHHWp65oKQUyBlAnWQcwAmWRUFUgZIWzOTDsiE1GYmkSEmLzE\nGoUMNbnNMC7ATQekgcKqPno2pbQabRTLiSBpZ4wnQ9rhnGRtmfHenEQXRK11JsWYtquoVAJGY8lp\np11KBCafkRtLHKU4BO0woTI5kYr8DF4IlHLoUqD0BBWmICxxJLFxD1McUedDVNhCUt+ZiZv6CEFI\nkPaxoaNLB2trTDWhrDRxZ50kXEeJCjBIbSjmBSqKUXELpaB2zjMV6oLazQjjJbS2aKyfN5sCrWKC\nuO0Fkw6E0xipiUOFIUMoizaV72yYHGxNGCicDbwQWoReIK3uWhnRjuL4NpIQ4Ry1Lr2zQQT4cbUn\nJIpmkv4GOSPcgRp57LBosh2k0z4LgoAFyOgOFkHESGGwiEap3+QUCNt8rvj2+mLXv1D9O4THJON1\nD74TUHtnxhvEfmKxwxeq2bGLppkR4kSFtOoOndE1ykLrGry0u9uKt8L4MKymKyCagsWxyLRoJA5C\n4GObG6GlbZwGiwOaxdstkNKysbK6xSjFNDoGjbQeKmWtHxfUDTpSKcWCZSfACzCN870N4e44OO4G\nUwgQliBMCKPECxIbbYPRFj0dvZl1/c1BkIQQPwX8FnAT6ADfBfwY8EHn3CeFEH8Db3X8XryV8e8C\nDwEPLayMQoiP4a2M34fXLPwcYJ1z/1Er4wKC9Av/+G+wHmjExLB65iKtDc3e3pDLl3YJSOn34OC4\n4njqSLIVsqWEUBUY7aErRVFgjabQElPPCVCgDBZFqCSBMnx5PueLv/1lquMRSvkXsa4lTgQoZ4gC\nSZQEzHRCoiKWO1AZD9SYmohMzbz3O46wkwlZ1Ka7pLh1a5v20jqtyYzdrMV6WLGznXPh9Emitm89\nWaVQxpPDlABhJTKwDb3T4IyBIPYtNRWRBgEmgFDEZFlIq7NEv99nablLp7NKEIKgpqwqiukB//LX\nfpnj6wUfufcE/8P/+D/zB27G8OAa1z73JarNCS+OzvBE/XF+9VcucPXoKVoXzzF65ToCh1IBMlAI\nJcmCmIsnWvRPPohQc0RQI2vBmIhuLMlOrNDu3cNabClUl1SEnF8RFKpHFhrCKCaWEKQFxzqAIuNk\nWiOSgNdnM8IjRdorqKs2Ew5ZlX0m1YxKdEgiycHkiNXxHHfqHK35IePjY14TCZvpBlFyxG7Zws0O\nEd2TrHYE41szzq91+dTBHo+mMdO84GCoWRL7XnTaauPKIVm6zp6N2FjtI8sBdrbDi+4Eb7UTLh/M\nePjBe9D1lFfnKe/u5WBC/v3WhO/6xjM8+7sFF08HzIKEiZ5gbmzRvXA/02LMwUxThjGbsSUWIcMo\nRI12MeMOt82UtVbCwcxhWzPi45J2ECDDko5apz16hluuR+etp7jv0tN87Nmcr3n8NGrlFMc3Lafu\nPcfs6BDdmbMzXmF9qcV4+yrnT61hqymfOVBsyjmTwwOObt9koCXHkz36H3wf9Rd2GY326Pb7/uO+\nmlHqAKEUdV4gZEzUCilnU4RKCcWUCEkhArQVCFMhMdQuILA1IlBeHV8WJFmAtiU1MaGMqWztF0kZ\noWqDDdvYaoC0EpIuppgRJJLSRoi6boJyCkKVEWWKfHyIirsIHPlkh6SzSaAE+VQTZRpHRDnaIV5a\nBSsop1OCtI0IJHU+ohwdk6QdRByC8QuPrcaoqOd74/jQIiwUkxFxonBhgnSG2gmkqalrjZYl7XQJ\nJ0Lfond+Z2u0w1Rz2u2OdwvYHEGKMRZdF4SJB5JZ7bB6jgwzyrIkjpodNTUmL1FJhLOWuiwIojbG\n+eJfNbHJvqIoKS2EaYo0HrPrhARToKsKZzXG+Ga1jNImFRCE1Dhi31F4w8e+oEEq/yHLn/Raq4Vj\nwXgfvUai7jbu0c4RLBZjmhTMO+EKCxG3aPQMulED+MUwwPlodwFKNPwEgbdNYLCEhALPTBB3I7k9\nY2DR+l/kZjSix0VXQoCw38i3AAAgAElEQVR3DdC4H2wzZmhw0QvXgzBNYbHQQhjcG6ygvnBxTVfD\nZ0vcjdemGYn4n83SjBzuiDEbO2QzhqEZM3h9hLkjcPdPALh7VljwEoTFWf/6KCWbLoXgrozAjyb8\naGUxwqApfhYHOYwxzHxx8J8tsnkd+BfASWCE7xB80Dn3SQDn3D8QQmTA/4aHIH0G+NAbGAcAfx1v\nZ/23eAjSbwM/9J9y8sNZiatqpvM5V/dfRtiC0dBRRI7CTDB7CdoGnls920Yd+B6ZIkCGXlojRQjS\n4oxA2RpVhzgJldUoabngHLMHenzm2RHhxBAoSOIQF0oGR0PsDBhaEAFDF7BzKEmVI6YklJahiilV\nRRW2iERIWI/I5xNWLNR5Rd7u0bIJ0/oIaWrmw30oDFJZNCljEYOKaQUBhK4JfgFpS+ZVTjkcMjcB\n/ahD0QnotGOslNS5praWw2LC8CDAqdconcJoRUlFZYZsXZ6QKEUvW+e39l/FqBazecTqI+/g9vQm\nT7Qtv/d7ATcmX8YYwfTyNeIwIGgKg5XVFR483UG1K/TAIbhNlK1hS8VykvOOs2sM2ue5P4mp11Ns\nHrGS9TGnVrA3L5EUA2w8I8oTXm1vsrxfcl/LcmP8Glu3j5G9TbTZZ7XzToqox9XJl3nQLiPbjjBK\nEdNjsqUTrMxOcTT6BCJfhfMhcb/He3sVT754gwsXNzkX5Lzu4IKYMju4zmgacCxS3ru6yie3dzlJ\nwsm+wdKl27Zce+0WoVT0ty/zdV3HZz+yQvrvzhDT5tFyxF6YUUqHdhmXr065uJkw725QXDrk3cs5\nh5dmVJsxujCsZ7C7c5Owfw/HUUb+yhadnuN8Krn98mt0VlKe2NzkE/tzNs726O5PufbEy7Q+vU41\nPsNXnz/Ni6+9QO2WWNXX2T3xLmSc8NLL+8SrT/DYW/fZsUvsvj4mqA947jPXyUtLVdeULkFoAfN9\nPt+JmB+NOHN6hScHOXkYIkwHWQ+wosvw/76ClBG2stTzHBcq6tkcWquEQqHkCGuhLubEnQ1ENUFb\ngwlDhLaYUpN2OygVoMoJeRGiZEYrcQxVSCjnhCphXjsiBNJqgtYSsdZMbU4aOZwIqEyIUCFBlFLW\nFbEyVLpA9TKsDkA5nEqIOqepBlcJkmWyziqzaUXcCVFpwHy+Tat7D63VM0wPbtNe2sB1l6mP94k6\nXdKsj7aKarZDJJYJAufn5KrLJJ/QjiVOZE0egUGlCXMj6WAQYdow60OUGzF1EbXxin1nKvIaVKQJ\nyzlCpj7XwDmsixFujp1PMfESgZM4Aiw1qBRbDZFhQlnEBLFvhxMqrDGIICXMMmpd+SVYpRiEdzxU\nc2wQg5To2iv2bDUjTAzIjChOqK3D6gJbzTHlHCECgigCEaLQGCORUnlRpqjuMAvcnek/LBiLFu2L\nAeUhTMFi4XTeehdJ6Tcuzu+eNXdxw9DAlPA7WCk8PMlZhxIWg0/OxIF2tlHYL4gIgaceOv8dF50L\nL7r0i6lTCmEah4NotAvCUx6bLyKEfx7yTpfBOwckFicsxi06IoAD47WDODzXwEp5R18gWCCdvUPD\nQ6N1U0xYZKPtsCiEWnxf16Ca3V32g8TbR0XjPvCL5511zjWL+gJLvZBKOK0xzesjhI+wllI2YkuJ\ncA2eSgb+AaYp+AQNB/vN3f6Lwif/4Pd9B8v9FVyUEccZxkwpRwfYGiCiaqrWRApEIAilV6A6WaNk\nSBDVmCJCJBlClDgXEkhFqixGCWRVMj06ZDq6xW+/us9gZ0g+99GgSdTGZhWzicFVJZj6De22Rh0q\nuIP+9FdV3BHF+OrO622cFE1y3OI97MldizeBFJJulHLy9AYyiwhUzMxMuXXjAKFLhAgQgWIj6bC6\neYog9nkOVghCGSA7y7Bymm6n5MH6iHyyxy9+/jWmt0bEYcRffsej3P/VF6iXHuF2MeQ73/bd/NLT\nP8d6XfAP/81vMNg9AqMIooju+hrr95zikbZkPsnJRYozhuV2mzBLEDJi5eQSrUATdk8SxQn9cA7x\nCmkS4VzKcpBzcFjQOZGRb2+z5ZZJZUB7ZYV+GjIs95nbFirIiHVOsXfAmQcfYPvaK4zM/8Pdm8Va\nlp33fb817OnsM96xqm5VdRW7yW6y2WxOMilSUyjClGRAkTLQspBElizFloI8GFGCINZDYBhQgMQy\nHCSx9WArUZxASgIrCSxDMmRTEkNRHLqbTbLnququue58z7yHNeRhrX2rFUBB9KAAUgPdXbi3zjn3\nnL3v+r7v//0H2LlwkRvv3GGYSAb9jOWbN0gvXmFcCF78xg2uXX2aDz77Bf7WP3mTnc8+y2f5BMvp\nGrmC9OlT6i/dROx+J2l6yN2jmjQfYeuadDimWi0Z24o8V+xPFzi9TZ42THJNtT5CLFu49D5WwE59\nyHHbZ2Onzxvf3GfvckPaLrmyuc1DvYPSDXZu6T1R8cL/cJ97W8+yKc947r1H3FrU7A22SWzL7HBK\nmmsSqbhf9cmkIB1ss9PTnN7+NtmwRLmWA7GFyDyZPaUHND7j9CDl7uw+y9U+J8sjnjj9CP2LX+Mr\nD3K0TFmv5si0R6rB1SuyLMPqlHp+AGoD3ArXWor+GGM9NDWtTpFKgLNUjSQvC5y1uPUcrR2Q4ZoZ\naZHjvKSxKngIuBYtLKoYsl7WZL2StqnwvqU1IVAYCbZpKMoB1gVpYKYkSEkCtCKhWdcoHeBvVA/p\nKrwq8MYFL4ckDeS5doqPaXOLxYwkL0mzHr6tWdVrsqKHdZ62mlEMNxFeUJ3to8otvIWmnlKvZpS9\nPirNQlFzHlOvsSIHFQxkur14a1psc0LR30XK6LyHxllLs7xPVm6BUKHACIm3wdDHtHOS3ggtJNZ5\nrG1oLCR2hcoTFCpMj7ZBaIUz0LQresUIi8W2C2SS4poK9dwnaF5+kcxn7Ok5t9tonSzAtwFltM7h\nrUTlSYS3PV4ojLW4psJaQ5c/oJMMqUS0b7Yo4VEyCWoB+dhaWSDi7htCqxAaEQGde3A81zotQ1D/\ni44lL8XjCGEfgqJE57wYH4EPiYhCJDEmIcQyP5YIBgTV+Y5k6OI52zk1iscTt9ARQrco56Lhkzxf\nO9CtQYQKn4+PE3dwKALiXl+I8+fukigNoLwL1o3SRx8Ee26SFBACG1AwGVuCaKfc2Td1tMDwEEcX\nQgWKc+MG0SEI4tymuYuiQgqEkSFbwkfeQnSqDKhQRJuj6kN0aobY+BhrmU9P4U+AHPyZag5+6vM/\nwNZkE+dVCMFQgh6KWlkwEp3mJNqSKo8WCpkqvE8wUoA3OA+tL3BmiRQJ1limZ0ccHZ1w++iUxdka\nY5oocQpa09n8lGrdpXIJUiVpkwQlU0rZIrxh7lIMGmErhHNYWpyV0GWeu6CFje8Gzt3Ewm2DAOFi\nQyEViZQM+j2yvECrlDQNwTH3T6e4ZYVSge16sdxgsDNBpJKQVu5JpKWtl1R1TesSKuN5MJ3SzqYk\nMkNpzXdeusjdsxN++N/9GYbbJa5d8mQPTor7/J3//J8zSiUffv4T2EmOW8+hWnFla4hKM6atYrvf\nZzW4RCmPGCUD1lkfv5hzaaskywdsZBl3Vc5yPebJe1Pc+0GaNce+ZV33Ge/fpnRTXl48y3PvW9GM\nr6KbGXn5T/jF/+pT/Kc/OOFbq/+Tcu/fhGVLMsqxZyvy+oRJb8npusAJyyzb5Zna8pKfUyC5XfQo\nHk25spGhizHT+i56mbOrGm4dnjEsodCat5sBVeowZ5prw5qhu8dBeoWbs4RnNkpKNeXkqGLr6iXq\nB6/DYINcrPhiovjOdI+X3niFj3/4E2x5+MbJnN2eYvHoAXpwATkasrz1AuvyKS5etNx68Q2Ge1co\nU8t0qbjyxAbNo0PO2oSV6vPk6owbrmFrI8GfLfD1Jise4C4XPP0HFzn4wG0QY24cLUjzPlV1yKOD\nOa/fvofyBco3SCVZ1lMyT9jxl4NgiNIeUpRbeN+wWHp6gz5mfoDIdxESEldgFvt89Pln+drNNzH1\nMkr3aqzxmKYK8GSMNy77E1rjqKtVaPxMS+VTGlHS84ckaU5VWxKlMN6RJRrvJaae49KNQGTzDble\n4kwPp0OgkbItjc5o7BXU8h56YGiNpa7m5OUG339hwJfn+yxPFOO/MEF/e8ncG9anp6Tji3jX4u2K\nxM7w2Q5tK7D1I1SxjdaKej5DpiOcMDSzKc6ckmU9hErDlIXD1jXWG/L+EIyNk7PE12tab0iyQSSq\nWYT11PMprj8mUxolFI4G21gqD7nuzvqw28Zb1k0D3gU1gwDnZDwKFHb5CCMSnv2lv8mb/9mvxt9k\nH0x26gUucZjGoXSBkpLWOrCREGcaRJYDebTuNcFyWc4RohcmWecwTRWcKX2cYHWOTiVKKLAmcIlk\nIOoJH0o9XkFsGHwHmXdx0cIhXIDTvYz79cgPCH8OQ5Kz4YxzIiAqSBWJjZ6O1S9iwffexsIcinrH\n9JdR5dA1LfHgjM3HYzKekN0ePu7gfURAhIw8Ac6bAkRcA3QbiG41QeQUurhgESFT4nGTYQmVIDQY\nUniskyF0j8euisH3ITYPPgZgi8fNgezQAdGpI3xnQRGvP/E1iZ9F5wPZ9RCxnnhxfq+KiOqIqEJ5\nXNpDg7qc/8nWCn+mmoN//6/8JbZ3NnBOBSRASdLEI7SmaQ3eJJisBF9hbYoWLUIatEiRCWjTcDI9\n4d6jA956eMrqdIFAYqNGVkYSkGk9LRZjAvOzqda0rY/RpF23GjphiLlZMtBphFRoAZkITYqTGWun\n8KogF55SrUmkowEqChqR4V1Kohq0qxACatNCGxyw8iQNxBmVUm4XiNkMLTxSJ3zoA5/g0eoPOLl/\nkUXb8OEf3ObLv36b2syQT/04Wz/zD7n/n4z4/KcMv/a7DVoqfvjf+Sxf+MRP88nf/iK3zn6An30R\n9n/61/n4xU/x87//vzO6e4sf++wHKBea+7ri3nrMM1cvsl4aZssDdjcvovsC1RS0k/eytbVGzuHh\nzZd534c+yamGd+4e0t/YYlIv8eYu4/QJ5omips/25pTVoeSl22/zoSe2uFNZPryVczkd8wcnnr2N\nBdPDHsVEYprXefhtR7nzXj6WHfAb9+YUZYFeWvqFo1k7mo1H1IsdWqO4fnnI0Z19tscj7q1mtCfH\nXNiAxbHDDQasmwYvt+n3HRf7KW8+clyzn+Cb2X/D5d6nODp9BOVlVuszLqsWK1IG2RK5snzlqMf7\n9sYsjk/ZTB8y2t3hNLvA0Ru32XvfczzYX/DK/jEf3U7wwzGv3nyDT21tUY0Uw4M5N3uaLBnRnB2S\nTS7yAx/d4Eu/8zV2enC3lehc8+pZTpYOsNU9rmxI5NRykg1ZNZrr9Tu8PYfDpWS5njF7eI8VBcKn\n9MUMozMaZ5BO0uiStp2S2RaB4efsKb86vsxyncB6gRhfCMEvq5vI3mVEW+NFg60rsqLPsnGIpkZg\nqF2GLgpc7VBqjVc9XFvhpabIBN6lGONpzZz+cMjibIrO+ljnSTOBForGexpXkJkZWZ7QkFCv5uTC\nobIJ6/WSQrdQjGgqgVzdR5YTFsaTC49twRQpuWkRNNSioEhznDW0y7fQxZMIHNNFxaj0IDTLWpKI\nFagRBo9b3SHpXUGgWJ6dIdtD0l6BSAJCIZWjNQpbzxhMdqm9iF+XYB2reoaxAp3kATUxS1rj0OkE\n7xxKBli89QazPiTt7YDQkRRm8bXBSUmiI8HNe7CwbuY4VozyUTAdiu56eI8xLvQu7RREFuHrIP8z\n9RwvMvBrkuhxADmhfDlcC3mmAh8/BjUFR74ltmpwzuAQJIlC6zJMxE5gpUdH8zIXPQzC2jxUTBEz\nFELxCp7953twQsBTUA0QiXlhwiUuC0LksI1TcVBRQNcndEhrQHRwMmj3zwmLAUWgK9gRWbDdfO0j\nk1CIYLSEx3SNQVdY44sFkmGwLOpQCogBU/G9duhvN8AFhN5GDECc+zMIAcYLtI9qDiEj+TF4M8jo\nnMv5a8WPhi4iK3QmXvjofRCXKKKDNDpyI4BFOA0yINrde/LOxaeJTVxEVYKDI1hjWC3O4M9rc/BT\nP/4jXL20jUCihcHrAik8zoDUGqsFq9pzXGtOpmua2RTqNbatOVouWK3WeLsON6J1AXYzJnTWxmNd\nIHF436VxBdtR7wWVsWE362xkoIp4hWMYqRcg42MjdNXBcOc3Bjy+cLjYzcrHnayPv1giSGbkObEn\nThkEDawULgauBGqQ6xCkTpjjCSSW6LAV4lElCQKVJWT6Ij/7+R9GbC34ndfgv/vxz/Ff3PtXfPW/\n/i2+4z27jCZDZDGmV/Yo0xSd55hJwmayi55MaId9BstTRFPQkyes5y297R7H0yU7o6vcWk+Z9HeR\nrNAH38I4eOmmY3O3z8c/eJ2Hx2d8++1jvu/D15law/79FymLZxkqw8ie8rDSGDGgp85Y1cGf3OgE\nsVjilITtjORIUJV9jGuov3mXRD7J2bV/zNWv/hXqHxKs7u2zSDVHssTefcQnmwWv9QZUxYC+aHD0\nyecrSvEOk40R37g75IkP7nJ/fsTQDMmGlvbt19i4+H7mKqGq1zy7k9JIwdnNt7j41FOUyRa//+iU\n9saa4ac+Snb2IlW1Rc+vuL5zgV+79SafuTbi4GCFsX0G5RHelJQTibz9CguGNHKALzO86ZMMCvLZ\nLbApg8sp33xFMtkccnr3BdI05+Cs5uhkztl0xpmBhIxPfWCH1+4/5PR4zaWrl3lqfZWvXz9m/pW3\nkUngllvh8Is5RakR3tG2BqlSlILjZcvmZIJpJYvFCb08QUiBsQIveuhE0rYG1dwjK7ZpGo8XLcZn\nuNUZ+XgLpaFZBXmtaFfIfIIQNZUP7p+inWPFgLRXYKoltWlJ8wRlW5ytUDKjbn2Iz80KTDMNELjO\ncMazWM0phxPWdUOuJe16jio3SFWwVh4UGVYJjLWY+Rw9KJFCUs+n5IMSl44xTUOzPqXX26AyDWZ2\njLc1SV6gdR8ngn2zaR1tM2M0GmKsxroqGMk0LUkCplogsn4o1M7hrMRaB3ZGXvTABw9852JBsQat\nAJXhfYv0AmMNbdugnEOkRaxnEuHagEx4SW2WaD3BSVDxPLEIhLPgDNauaJxAqxTpwrnjfFAkaBl8\nFtq2Bp0jnENJj3QeKxzCSYxZ07ZtgMcRSKlJkoSA6RN8DqQMTn+RcBiskTtoP5w2ccgOZEAhwyoC\n6ByMnI9+A3H3LbwIKKmM5EDH+aoAYaMXweNzUwgROQ0xWTGeqlZ0eIZHo8JOX4TvekC40Bw4H3gN\nPiINXbXreAPnq2AkjjYuiSVedpIFf/73OgdHE3kUHa8iKDokXZxT5/ZIbCLO4Ynuuc6Hy/je459d\nbFK61M1z80c8CoehI1GGWsH5z/R4vRKUGx2CIqIs1mCcZbVYwJ/X5uBv/Huf5/LeLsY5ej7of5fG\nhV9AYC0MjxZLFsczbs0qVkdTlAlWn857rJVY09J4g2lMIGu4CESJuBNyJlzDjlwSfxmcF1jXUjdt\nKMxxZ+QjzCXe1d2KePPqzjksFu9ww3cLu07iQkduRQhIen3MahGepbv/4hML30Fx3Y13/qTxxoot\niJc4EWYMEe01pVBI4VFJAiLjMxd2+cwPfS8f/ZEf49d/+5f4zV/7Gs9/4Hv58IdG5LkkTUqSNGXm\nFaJIaNYZe/2ExWQbPbdc3ko4Xp8wyi9QmtcRlHzz7gZP7dS4bMytwylX3SMqZ8hXira/SfOep+jP\nF9x7dJf3PTzjy3s5HxpcR/+G5qs7v8nLz34/dx99ib/9mc/x5d/9n6lu/jzX/sJvkNeWC7sN9+9b\nit4u0+U+wzLh2BXo9phefp2VOuNLbyq+66k+s5OHuJNjLl+5xNn8mLTc4e56Rc8OqVdrisJT+GOa\n8go9PYdVyipruDDq8/KbM5LJFmax5P1pwuvvqbkmt/hm+jJn7hU+3XyG8VxTG4s4m9IUVwKyJB5g\n8/fjjz16Y43Peuwcz3nFVGz1e5TmjNWyYTIZcXe+4sLOJtNqysPVhAJN2b5NUQwwvqYxGuU3SbcU\n6/tvcds9weUzTf9zX+bhP32W37vxBTJlqCVYMQowatOgEk+aS9bTM1IpQfVYrufIfAOpEpxXuNl9\n0s09hNSY2T6qKFEyoWmO0NkuiRZUjUG0FVonONdgFyckgxFIRbuYY7MR6By/PEPrCm88Nr9E6qY0\nxlEWGcYsMKKHVAOcadBmHyEzWq/imWopGDAZ73DarlhNXydJryLGCr2qsd7xN+0+f1fv0qxPwSdc\nKgoOXCByta1D6R4WT312j9HmZazw2NZim0Py3mU8lmZ2yGA0RtKybhqMbRDZFjjF8uQdvG3J8yHo\nCEW7AIXb9oQ0n0SDGYeznspZCkEgPMsEUAgJi/UZuSzxCBIV9v3eB5i4rY7Iyx2klueuft4IqvUp\nKi/DlBtdCYWzeN8EiN87WmtpXJAWWmOxrmUjl1RSY41FqQYhewGd8BbTtnhvSDQgkoAYePDOIr2n\ndklwjBQinHMOrKkQOsdWc5xrQGqyJAWVIHC0PrD5lVRhny1CdoGM8r4uoTF4B4TpWksfzj8f1Aze\n2yDliysNETkFoHExUlnRgldx8u0yE4L5kRAS71xsFHjMzodAxotNwTla0SEXnTQynt/Q1Wcbzt4Y\n4SxlaHOcc+f1HN9xLDyeBOHrOM+rqMjo1giim/gQ0TfBd5B+PL8D8tC1OxF9jq2VP1eIdNhFVCx0\n8soOceExfyH8rF0b1Kk3OH+P8c3H/4VWxdiW9Z9QrfBnqjn4q5//Ya5d2mTpQ+iIEkn40FOHbwyF\ngEZYXj864Y1v3MI0Dca44JFuLMKHsAwTjUCsD05TzoP3Fi0s3mkcTeAJeHV+8VyMQbXe4azDdoQS\n33mKdwBU1wmq84vdXSx5ftN0Fz3+0+lR4+0nzm+seFP57hfj8WMCYSb6IMRmw0VZzjky0e3upETH\n6UQKidYJZVawNRhR9RvWRzU773maH/++a1S6RDNiZ3fNup4wmfRYTlPc5oCHS8X1Xo9df5e3H7Qk\npmLz6V1enebsnkwZXBvSzg84ZMQHt3KKrESNN3jr9ABjPfLBEVk+IBvm3LvzbXT5fp69kPDFV9/g\n6bJlOV8wHl7hTiIRD28yK3fYXhhunz5AZQWXN1NuHDfs7JS0/oQbN8ZsbSVM8gHzxWtM1ABXK5b1\nIZc2Npg1jnvNBjT7fOTZT/GNF26R8zJ3ZEnVjPnuD17ieDqj2LpAT6z4xguv8dxzH2F2tqZ+8E2G\nl66zM265vdwgyzM25kccoskKcOuG2XyfC6MNzHLJw/v7TK4/wXbWsH+yxGd9Ll3a5K3XbpMNe5jV\nCjXewyd9svWcj7z8Sb76F19kuHb0ZE25EvzqgeZ9vRSaU3b9mqyoefNwjJE1bx/cxZ+dsX84Q/U2\nQzPrDOuqIull4INx13xlKPKWROVkElQNta6R6QC33Ad9gaTQOCNZz+5SbFxEOkXtK1TdkA03wFYs\npg/Q2RgrLG0DSpaoQmPnS/Jkhdc92qbCignGGnrJjDTtM10sSfIN2vWcPAN8hqunNEKQDbeRQrE+\nOyDPBKoYY+sVvj3Gql1UXuCWFcK2kJdUgDg7RI9HPPXXnufGL79Mu76HynYQokEJjUxzVGuo7Cll\n/yoGz6pdkzctKIm1FdXqkGR0FS0lTWMo3BQn+1SNoVoekQBJliPSHta68CtnHNViTjoYokSGERaN\nx3pwraVZH9Ib7eKAVHpaoxAy5kc4T9vMsO0xef/6ObrnTIvUivVqQaodQvcwVmBi8RbeIa0lLSSm\nbcLU7mScTR1t2yJlhhAWrRPOExhbC6LG+YTatHihUJ1nkFVhIrYNqJxu0lVRGoiLoLw11G1D60HF\nBb3M+6RSgwiOid6vsUikSEIB9wESf+xJENcEcWkvlI7FMRTObuIWkXjncMFgqIPRsXE9IhBOBvhC\nSM5rYnR3DE1PN50bpICGLAokz8OgA8J7Dt9He2shA6fMezSWBsV5vLVrI5zf+UbKuNl3cYSPyEgk\nYXYSRyF8/HkEYEN6YmyAIQycyMDl+CNcgq6+YfFeB+VD9JHwwsUy0cksPY/XIPBHoBAZyJJeeIQ3\nOLrXD2c+tFjrWC5m8Oe1OfjL//aPsLs9RrWSRCnyvkRZx6mpmR2fsf/wkAfHU6aLBmMtrbVh9+Sj\nMMeFTtJ6HxAD7zHxQwTilB8ysX0HS8X2z9sI3Z13fuGO7fZDjx8P56EhnWUowONbNn7PxkdGKEp0\nchr/2J70XBfbNQkdHvUYUehIjecyGxlXC86FX14fAjmQwfNcSRVXF55UO/a2Cj77vd/H1ec/yZb0\nqGyMGUIyW5MogbowpjpWpEnDcZORovDZnIwBB1XNaCnYuwBeLbl3bMj6uwwT2K9XpG1J7o4Zbg95\n8+SU5u0Thpeu4FaHrJHUSuJvP6Dc3cMvb+H0JsY6Fq1hcZjz5JMN1RTm2rO35XjplkENtygw+Bs3\n2Nu5zGjScriekRS7LG3L4VTgC4tdOxLToqjIlGW5XtEWu7SpIjv6Fk8+9UGM3uDgeM7loaKVGd84\nWDKsj7kw2WTcU6RqyWvv9HjieknrLcNBwe13HnHPjbg+kuhhymuv3ec9V4bkUvPkg4/zxvj3MOWE\n3rcNRx98jWT5EU5nJ+Q7JU/UNfeNZSNVuMUtWp9TZwk39xWTyRbvGcCdg7tc2Xs/p+sZ09tvIbMx\nD99+iYM6Y72uaG3DoknQ61N0uU2SGGbVglJYUGOMnSP9kEZLFB63WvBMvsmsrLi5f0zv6hbFrKFe\nLshyjUpKGudjfG6CkobVssKjsEbgRUsi1+S9LawRmHZGVpTUJsWvZogUcJbl2tMbjbHNgkyGlV3V\nGIrxFrnwLBfHrI2iUJK0v4V3nqbapyhGNK1FmhVJMcTZlmbdkGQpQmpWp8dk4zFCFUhfs5ydkJUb\nAR2rp/xHV7Z4815mUMIAACAASURBVI0T/pe0oizG7HnPvjKs65a8nOClxbUtxhhkUoaGanVCL89o\nfIo2KxarGVIIdNZDyCwqh4LvwXJxTJZP0KmKBy04a6mWa9I0KAAsEp2ElQ1esaymSAlpMkC4Bkcg\nLRphMes1Kk1izG5QG2A9pllhpSFVG3jlzw935wzUC6xKwqrTOowDZOAzSGnRqQxue2aFkElcK4Zi\n2HqH8i1KpwGa7w67tqVFohIdpn9HIB82hsYGGWsg0SvSRCN1hhAK51taa9FSobQMxcsrRJQ+2ned\nOd1gFZAAGZQgdKmJAu/b7uQ8H4T8ORswGi6JmHzoIlgeGwsJoZHoIAshzoupEB3MH9avoY7GRgPC\n2S7jgCZEcJ31EYWIPgeBIB5JhBG19VLEtMpI0JTheTv0GK/wNBEa6fgLAbnp0GXrFUJYxLk80+K8\ne/xa8f2HtyW4mjruVHHsFO9eU3elJKDJsqsxnXok7MXpqhjWsvhz3Rz86A+ysz3Bt9A0x8we3Of+\nwZz9paex4KzAyKAOCFwBcN4EqCfaXlobiEOd/lMgMNZxjgPxrsVUfA6Pj3BWMBw5p7V2NwlxByUe\nS3QefzUSbgi7NE93IT3DcsQHLn0XT3z8Bg/SC3yk+SovvnOZP/zJ/4D0F3+JwUPD/voB440dkjEc\n3XwSNblDSc1seUouBOJKihleQN08pt8vOVw8iZ8/QsibeGuRAq56wcbGh3jd3eO9JsVtWZ772HXo\nXeHjz3+YycUh2S3D8kJGKioO7pyQKUgmCc3uDpu33+H1nae5LAvM2X10teCdyvPR/gQ5uM9v/cse\nn/7cRR49usPecJO0Zzlb9Vn9QYn+XMLq5Jh0OUTrd2jqE1RbUCQJ/c2EkzPD5VJwa7lE5pusHr1G\nocakPcldMWO8LsjGW7x8u2Vzr2CkhgxPV7SDlmZ6n9PZAlVu4ocjHt2ZcmlriAAyfZc8e4KjxtJX\ncP+kZnd7wI39fT7WlzTFDlkr+WINV998gSvPXyUfXuaVt19nOH6CC8sc8cQx/t6MqdSofJO6rbgp\nd/ie5QG3XI90u0ev18Mf3GKZjjm1gvG2p3l7jhmUfPKpPi997Q/ZufQkysP81tcZXfkAfbfm6zPB\noNhlaeaUTYUqclIx453lDpujEnP8BmcnM4zxvH2vZkXL4XRGyRpVlNhmzcWJ5k2fcOFMMqVi4+oH\n+fHv/jj/4B/9t5BvQZKHIuxmlElBszakukbrUPwW0wX5aEyiU6r5DN3bCEYrtsFUxzhRYhWI1iB0\nidfQ1IYMw7qx9FhAOaK1Cb5pSLPg/tb6HolYBrQoKTEWtJvx0Q8O2fvaO3zp4i6PnEJPwN6KHJ7K\ncOV73sv4xUd801vU6W1+4e//DP/lf/9/YG4sAtrXeq4+vc392wuE0CzXpwiZkyQKrKeq5+jJdXLZ\nYiw0ywXlZCu6wz0MfiVC471hMVuh8xIpc0xbweKQ1kNaZiByvCc4+nlJszpiMJjgZI50EitMnLpN\nKGC2ZbGa0x9tnpPRQq6ApWkb2uqMpNgM6F9UBnhnMa3DNlPS3gC8wLrHJDdvTfAiUAYnNL6ZkSZD\nWkxQGPgop0PimzlpnmCtxgpPkipMQ3BObSq8TBEOZJIFGN05nDBAhnYrvMqCUZKX4fVdCJBaN3Ww\ncm8M0KJ1itZF8BrwPgxfhNRA66I1UpTlnZ+MIjQZIeAoFGB8MDwKBY+AEsTJ2MfVQAfUB6Z/TCaM\nY1BXskLmg4xHcWgeVKdqiNwFhwjvx3db+NCgWB/HsuiYeK4QiOsI7zv3A3/OuQjdR5e2GBuaSEJU\n3c/QyTfP0ZAOBu4aAIHFRmOmWCO6wa/bMcN5HeoMpQIXwYTPyScgfOS1+HPkmO7eiX2PjMRK68FZ\n8+dbrfDD3/scrlnz9n7DzMoo3fEYC9K5WMR9vBBhXeC8Oe8svQ+NQ6/XY3N7A4Fn4VpO7t/HGQWE\n1LBAsOF8ny/jc3VdWtzoQOz2OL+VbYR0IjlGRKNRFyCix6xezi/gY+NP//iLEXYSQjxujHE4FEYo\ndDaiv/cxLl9KGRU1HL3GrFrx1hunmDaQb5Rw5MrTS2GnV/KeJ69iL3+YcniRrSsNlzae4UKesl/D\nnZMF7y/7XN7zsJxxfFRzANjeDpf6p7SN4YnBkG8cCy6KPmfmkM2sR7W6Tza5wlu24eN6Rppv8+pZ\njb3zIr2tZyiLESK3tDKneOMNbg0mfODsNl/WQ8ZCoE8PkKMLPLM14FuzE3bLhHwCL35rxd7FCe1w\ng9U7NziWE7TeYiepyKoztrchm894wwmcsZzNFYPxda72FSduTXvndcYjOG41Tu5wuFZcLm9zeP+Y\nj/2Hf4tf/O13ePrV3+XuX5P83V9/md/feI6TrS02ZorFbIZxKXt7g8Czrs84mx8xGFwnSQXbTLk1\ny+mPL7P/4MsMJ+9lS+/ye69/gb2dJ9keZ0yXLZtDjX/0KgsxRA97XE41v/3mnJ3dTabmgP7S0O8J\nLowmvLbOuDzuczERvH33BqIYcH8lmR5Mefhwn1mquPrkJv/W938ff+cX/h7JYEilE+zBgla3ODI2\n1QyR96Fd0q4bZLmJSHpM6xYWU/pbF5DSspqdUo7HeKcx1ZpUL5BqC5FaTuczSu9o3BJh+xgnSbRC\nJzOULDENVNWKNAu+9bVPUSLBuhWJXJMkJfUayAuyRLE+3qfXLyDJaMhRTmDbKSovERRAQ7M+QdgK\nmZQE61tJZRw6GwdDn9VtbDZBiQLpLPXyDkpPAInXDrdcIooJeDAIkvohWTbByQwlE9r6EJn2Ud6w\naj1ZCp4Maw0sW/QgxyU9nC6Z3/k2iWpJVYLTQZXgXJAdz6szxoPNUMR9mPs61Vq1vEdS7KJ0gvQt\nSI01QFuzXOzTG0xAFLHIhF2/ty3z9ZqSGlkUwSnQGRqj8LZGKE+eBIUCNAiRIGRyHrjjcAif0LgK\nJTVCaxQSqXMuX/4Ad2+/TtucYpopKhsjpDwvZt54TFtTFimWlOCmF+KijVlCMonFK5L/jMNXi9hQ\niOA1kSikitbJwuFFkKUKERFLNBaH8FEKGR0C3z1YSW9xQofVRvy2FGEQC54JNjYKKhRxB1IGA7rz\nIzjAK/HIjGsAqaJUMBgtBa5WVBl0UEUs2I/5Aj6S0EUIRfIgrMeKjh0Q1ibdDCmjdXQ3x3c8iHN0\n+PxV5OOmp2s23qWE8N1/IxEeoeLaRQNt/Bzi87zL0OmxFfRjc6XQyATCpxFRIyJiHWwNyz9NtYIQ\n4m8APwtci196Bfjb3vvfit//FeAn/h8P+y3v/Q+96zky4JeAv0xwSPxt4Oe89wf/L6/7UeCFnQsX\nSaQODVa3e4pMXR9Zry7ckijvMD76dscijPdomZKnGXmqcVnCbHlMM6vjPSse+w+cI/ihu/UimHp0\nSoVubdT9GzpHeQ4hhaSvDv+PQJSI5ETnkPGGjzFkQFwteGIXrLBSI8oh441NLm4WXN8eU44G5Maw\n/+gdJv0drGxYTR9xbFoW8xZZSyZ7T3Hp2jV6vZZlZdm7sM14fYrN+/Rdg88SDrML7JQZfuVoBiNG\n/oyidSTjXR7UZzw/foJTc8Z8eYf2fsvi2nOMlaa3PGAwgrUt+NLpKc8rQy4Ns6VhVQvUZMj65prB\nRU+RrnhT5lyYedw44eArryK3L6GSgsGFaxzeeJHhcAM5EoiFpL77VbLxRXxRcdJcZrxVcKP/Alcf\nfIRhkZIsXufSzRVf+PRPkr3wj3g4vMZuKUn3DZc/npHfeoXppae4c/AWi/Q5LhlNXxyj04wHlUM3\nKUPxkBv3jxle+QDpwpIN+yR+xS3l6K8btrMxxUgz6GV86+SM9/kZhUyoeyBXkso2XCgH/N4rt9m7\nMGGYpbzVHrN99yE7z76f2dE+O6MJp3KBrSZs5A5X9PjSrM9VWVDbhnG6Qm1MUf+iT3ZmeeGzl9hT\nj6huHnEqh/j2mOr0hP2pZT57RN0KWqkxjSB1J4isRCJYLmZkgx3QCdU8yPF6wwzvLfX0iLI3BuGw\nQrCe7VMOL8cwHkczO+CZ9w946VuXGG0cMT9ZQpYjJCjvaasjsv4umIZ2PQvFNsuQZFipoDlDywQh\noamWNHpEIgG3IksG+GbKspEk5Rglg4WwsgZUjnANtm0hTcA0eJnT1At0MSDvj/FuzuykYdxP0QpW\nbYtYrEjGmxgPvl3jTU3ZH9F4z3x2QlGOUc6xXK7QRRl8HATU1pALiU9KvLPY6oS0N8RLj2g11fyA\nYtTHuZAuuDjZRyPRRYlK0li4JNJb5rMjZDFGqwxvWpxdgioReJp2hXeQeIvIN/AStACEQbgWfEvd\nCFy7ouhPgm7fOhpbI22L9A7rTCj+KiHxlrUDkSRkIg3njRBIIc8nwaZuycsBShKHonBitc0CnY4R\nrgpjh2sDwc2BwdC0a1LpQQZLZ+lVzFEQWFthnEeInM6FD6cQvsLbBqsUtBWNcWiVoHSCkklQTEXO\nU8BM4ta+kw2ek+XcObLAOezuo4yPcB4KQqE8NwbocIi4S5ceQYP3SYwujgQLGfT+rlMZSBcRlujQ\n6EOBt95GVUXgCAiv3rUkjjyCoA0AOjJjmPTVY0YlEAKTbFQXdDbKdPiwCCsjIaOcU5z7PIaqEdUO\nobkQ7+KYRUQo+uTQkTK9O7/Gf4SUDuHvOB+llGFYdgH+AiTWtixmf7rNwV8iWB+/FX+yv0rIVviw\n9/612BzsxK93P3ntvZ++6zn+ASFb4SeAGSGUyf5/yVbY2d6hyBIMAmsJzYBvQ1a5E+c3XrhQni5c\nQwiB9T5O+YpgTOLPpSOi+6Djfkp68a5Es85tqoN+AlTjIxNYyQ44EgEJEjxGE4Rg8N4rLN9agJji\nhWAshnzP5zP+2b+YwXQNSC5d2ORo7knFkieGKaONXfYuX+LitQu4pIdsDclyQLo35eGbB5zVLdXq\nGJGPWKOh1Ww8nbOZKqo3Sz72wSEHswVKpFSDTQaZ53JVsxhIVsYz60lMfYUqqbn2YMrkfRl1k7Nc\nJ0y2BCftCeXbFcfXS/LyIoO7An/5Ve4scz69vs5dfYCoerxiavZSw9m9M3aLPvP3jfjWl97gOy56\nNq5e5Pjl++zc+Q3+px/9Of76g2t8+/g1NupLnJVvozcGLH2PL9y/zS9+84gvfmpAvrHD4c0KPRlT\njhT+5D6z5ZpsPGZlbtNb9TlOx3zt9owrSZ8ntxbMH74DaY9Fb8y99UXe069hdkT/4gaiTlmMeuh5\nQztfc/U9fX7/hX2u7QzpbW9RTR+xf1Dz/HsvoPMRh+6Y6tGSpshZnNU8ud2S9kYMdMI36yVPtWfY\necukMLz0QPCpa0P+8O4pF/e2uDbT3GgbZC9j69oRPLGLVc/zf/3m61zte9qTYza3hojVEW8erFgk\n22xk4JcnNM5zejZjuhQsVjPq6R1asYXQKZVpaGf36I/28Eqynk1Jsh5ppmhXa4p+GWaGZs3aQpr3\nUCgG84/wmZ/+NP/r//bLITQo3UErg5CC5awiK1MklraFvjpC5hPaxRxjLKocx2ljwartU+ShsKzr\nUwZZgLRNW7OUmjIbYK2nrabkWQr1nKXpk6SAkiS+wtYLXLaD0DlCSJrpAU5osiJFuTVSK5ZrR1kU\nqFxj16fUa41IU6TS2GZFkgwROglxztUcl5SkiQAUzXqNIIQNoSRmNSUp+kiVI7IJ9eGr5IMhngSS\nktV8RpGloHNaq3HLO4hignBQVXPa1SEqLUlkjlQW4zzeCrzXNO0pvfICTgM2AMPOS4Q3GNPSVCek\neQ+dDGNRckjnaZsKISwWEaKYnULrBCl1IKw5i/ctrmkD8pfmcVqU+Jio57zHtWck2QghFBaPFg5r\nPcaBbWuECs6wzgUIGpLzSVWIYIgkBTRNE3gPKgnJinRyQwmmxss0BL4RI5NlLD5mHaZZ4WiqNiYg\nSKTOkFpHdVScdF2ckANZ4vHELxXCG8IeXuIUaB/R2Qjjd0W+k2175xAyxbsmqC06kDXyQ5Dh+A/H\ncCzr3gAaKdy5tK/robwzsZjr86xocZ5nEDhnvpOkdw+S4hzN8D45X1GE8iDAOaxwIZGye8WOvOgc\nKI9Ax9oeUhlVfH4X605omDrDo/BZSufOdRBehNRI52wkOPrIDQl1zAC6s2tGx1WJjdkK/z/7HAgh\njoGf997/SmwORt77f+OP+btD4BD4Me/9u1MZXwM+6b3/6h/zuI8CL2xt7aC66MzwwwfVgHu3jK+T\nAHakFAjwv0H4mOzVWWt2BMIoK/RSdDljOCkjGhAukYtSGh/3QNJ3l8/jRNxHeY+UCoQIumLlUFpR\n+RKT9El6Bf3eiJ2eY2vSoy9rCikxKg0NTX6RvQslm70UmQhmrSJZLVjZivX0jOP5lA8/UVGfeOZo\n+r0dNi4/w97TWxzffo0X5yMGBzCcFDx3qaLvwffHvFw1rP0Yt37E+3t9iuFler7iTqOplrcYX3s/\nh68cc+nKiMPpKbJtaMUAkoyyWCJmNcXmZYyYkNgH3LzxOv3tJ3nPqOKr3/gmTzzzSZq65g9v3uLp\ntMdw2LLXk7x84x10c8yl69/JtK0Yb4y4fW+fvlyQl1uMLjq+/pKgv7vF5XHO4vQEmhlXepoH8zmz\nYpO5myPXPXqlQVZL1kenPH1pg/s25dWFws9bPrxhaNZTnLIciiFaDhDTORevDrCqz8O3v86lix9F\nFBmHb+4jL2+xrJcMH93iE88/g5Y1t2eWg6nirZsnfOiT10llwYFrWZ2ccexrDv7lLvc/fcJP7XmG\nSY8vHq54fnKJJLvFV24mXB70yFLPbGm4V6fsFTARxxQCyoFkOtU0vS0OF47q5FUyr7h5f86RURTt\njKqeUS+mnCxS0jLHtzWJFlhd0i72yWlRUtDgeKb/k5gnX+LmS2/gygFunVL2LEI1SBTV6ZJi0geZ\non3L0emM0XiMFhKzPqUYT0g1zKqGVC8o9CZO5kyXLX05Jx1fxdqWW4/us7d9iXZ5h6UZIr3E2Ib5\nwjPpteSeoA4wULeKVDR46Ul7Y4StMYszRL6BSxK0cwg7RaZjhJnReoGxbYhC9hqHY316hCg2kUnY\n8dplxWA4wHjH1k/8x9z95b9Ooi7wj9/zSf7h/qu8OD/GuRbpDIt2he49ASrBtXNMY+n1B6Sipa2h\nXS3Qow2S1IJTzI/vkZQ7yDTDtmuqxT2yZAtBS9M21OszNJK0GCG1jATlcCBY35CmE4TOkDQ47xDW\n09o11WyfPC8hKZHOgnA4p5HSUjeGqlowGvXBa4TKolNiIEHb1rJeHyDTIWlShCPKWYwVuKbBtgvy\nXglKRghe0emkPUFF1TYNwi+RSY4gCWXS1yGiWIQp2VqHSFN0LODCg5UyNF5mjZYCJzTSR9dEZ1lj\n0FaRJPocpjeNp21nWCNQwuIEpEkGSYKKMsGwYhW4jrQo1eNiK/y79vXnW/+IkEcZtutk2h7Z2R29\nixYmQ4eAFzIqyoJPDEKF8983IDTnljE2rGlV1zJ5EMKGx8rgVeBEWL+E/UIkQnqH9y7u8XX8LMPr\ndpwFCNO69CJussP0T5SDIgIycY6ceIJDp4v21j68I4uPNt7Eayv+yEamU7x176lDu89nVy8gplyE\n15AYU7P800QO/sgDA3X388CvEJCDN2Jz8K8DLXAK/CvgF7z3J/Ex/xrwO8DEez9713O9A/w97/3f\n/2Ne66PACxvb2yidopwPv3Q+dpURwiJ2nt2n6mNT4L2OE72PphDhEe489hNAkEiP9BYrBF6mIFOc\nUmgpyZRF+ZYNrckGCbnOMFpTq4JES9rWo0RCv+iRZ5I8hQxBL9cIJWirKU5v0KLIpcOZGulaxGDE\noL/Ldl9S9kumVUXVCmxbYaua5WzKqlnjq5qztOA7Ll4iyS1To3Cy5FpqWOxcQc0UV4vbqKHjtcMN\nXJEylJqyHHFgPWPvmegV0hmWw0ucLjVXNlv6TctCtdw5NdRNynO9mvtnt9m7+l28dmR47tIJ9nBF\nsTXk6weGg4f3eH5QUg4KFtLgjx03aNnIS8x6wai4j7Cb+MWM41XNKN/Cl5JXzwQXN/v0DNxfzbEP\nThjs7nBNeqaJhHZFb6A4WBmOzixbxYB0q2BSH5KVPe7fWzGr5uT5gDWK1LUMBxl+LViamrpQmClc\nGCsOakV2NGV8ZZMnP7DHW1/8TfpXPs63Du+xsfkk69f28eP7/MVnEv7Zi3M+mexwNklpy5K3XnzE\nhfGKy089x1feOWUyvsJef8ZxtoFLNebtb0C2yU6ecrg4Jtc99jYyDh8dk/YTTuWEkao5WyXIvM/D\ngwfslCWq1IzaFdNmya2pYfrogETOaY/X3Jk7Tj/33fzo/7jgn0/eIdla4g5OAkQrBOv1CukVtSjo\n91PwjqpeME4clcvxWtBL+zg0s7MTiv6EFolMEubHh1x+4iqohKzfMFGCROYMrl6nv16yMYHnbqe8\neb0mEYbbBwq/tUV57xssB89TVStO6gVHt77MxvASZ7MZq+WUmox14xDtCqESZLOEJGNlguyNC9f4\n3vQJ/uDhH5JujFDrBbVNEFmFXUo+6j/B/sf+KXe/dhGRKEzruLqzw/50SioN0+mcLNOgUmzbohOF\nVglGZrTrFVkaPgdrV1if4LxAC0fWK8E32OUSnSuSYoQXmratMItj0vEu2kmms2NklpMpkGiW031E\n0kPqFOElZnXMau1QKSRJgSMB3+DjhGnsjLx/KRRKZ+PQYPHW065mqFwhRA8ZQ94CCC0xdo2rZiQ6\nQ2RD6OR/qLiSjEZsxrCuV+QKdDqIXi1Au0QmPaz1SBVkyrjgwyCEB9vS2JaiKCLfKRyH1jZYW6Oz\nHEVyXtCsNzgraM0S7wxCJgjhg8XxeXWySKlxIuH/Zu/Ng227r/rOz2/Y05nvPLxR82DJtix5trHB\nBqeYKboYq6gK1SGdQKoHqmio0IlJqtPQlc7UDSkSqlO0G9Idkk4IYGIb7GBZQjKSNVjT09Ob37vv\nzuee+ey9f0P/8dvn6lkI4gRZ8nC/VbfeO+f87r57r7vvXuu31nd9lxAa5x1KBs6XtSXOlkhvmZZl\nmIUgNJEMw56sqxydEIEkKCuW1aEnq5QBKrE2JWXgCVROf6bVcOhcvUMetiPOsr72cJc8IzT6WXlY\nzAiMFZGw8hNUnROzsi+CkBkRljAUqUoGeKrjixmnEenDDl2KSuGwajc9HDktXv553osw68mHc64G\nVXMoTe0JxMLggqiEjzHIiq8RRI2sn5E0qfgbspKjDmWQ4CddEH2qit3CH+a0MdYyHOzDVzI4EELc\nA/wxkBJGLv/IDZyDHwDGwAXgFuB/qda823vvhRA/DPyf3vvsFcd8FPi09/7n/oyf+Tbg8fe+/R5q\n9Tp7MkIVnsSVYKeMjGVoFLlVJMKQugkaQ648U5tREqPjlNQ5mnJCPRU045gcgfcRBy5C6IhOklCK\ngnmtiZPQ+pPrBC0hiyOc9BwMRqz6CL+QUO5pytvmkQeWbLqFNAUWwcgpYi9xUpGlDm+CSlckAps4\n0ZK4Nc9is4VUBTUHexYiJgz6FjD0RyNGkwKKPj6aQyeaTtqm1k4YjcfUO21UPmYoU+at4th6g1G5\nz7C8jaQD+0XO6cSwnjXYG1ylls7zYt5GTQXH57cZjKDQt5AsRywKDVzkqetwIlY00yaikbLX2yY6\nt0nt5Bq7hSaOS2pW8PiFs7zjjpMMdraJ1m6jO3F0uyVz5iprJ0+SaMHvffZx3nTzKdAW37X4pYSt\ngUZOhhyzljwuyeKYkdthc6/JWErWWgu0Di5ysHoHaW1IeeYyyVwDlOW6rJNtXyZ96oPUv+UxlKwz\nJOLq1PGA2+ScS9HpLawvSC6de5LbFpeQNPgPJsadu863vOsEwjuuXXqUxup7GW4Oue1Nx7m6fZ4z\nL73AW2+9h1RYclqovTNsjHokUcp88yR5/yomUkTxImTBEV/Y2uHEqdN48Tyfe6rG6fUVsnTCfr9g\nsOdIbjrGYn6V6PpVzMlVes/dxnjpOnN5j327gzYZ1w8Eo3wLM8gpvGUydhipiJRlnOckZYHP5lER\nTPIpNe+JIs142qMWtTFpA+8N43GfRlZDxQqQxG5I2lpCKkVOl3tufxvzrQQlNfumh179AZZ3PstB\nscdLg2VOrDZoJQmbk5zbzA6tLIYUJluXOL81ZMgc/bFle3+DVMLWfo40U4pxF6UEOpuntDAdjhGy\nj0ARZUugHJQDZNQMTr4YY6whSZpYb8n7W8RZDR3X8E5S5Ds42STLmnhKisF10uZx8GCtoyx6WCeI\n4yYWReQmmLxANep4r5lOu2inkUkMeMpRj0Z7CS8cFokZ7UC6jFAKiSQfb1MTJV4mIDT90T4qXiSK\nQho4n44ww32itEaUZAgZNh7WBZXB0fSAelYPQ5lmOzfjML7Am5LcJiT1FkJVg9U8gMF7wWgywOUj\ndNpCK4fyoeZtnaGwnlgZdDRHYYNDUVLALFMgwOVjcjPEk5AkGbOBO7MtpEdAPsTohEjFVS3d4K3D\nEVPaEuUtUVQ5Eqmx5QhcCTIBEUGleFg6EOQIHyGEqlr+SoQIWQQnQFlDXk5Cq6Ut0aJyUjpC6Tg4\nThEd1tOFqjKvXuGEPZw9BOHbfFXKlbJy3i5o0kCoo3srqlq+DLxCGdRjZ2UYWU1cDDvwSqJYRGFT\nSBWSOA9KHNb7xawcTBiqZH0Qjgu/2PCZ8ODkrEPAVxmRoGPgja06OWZjqGbp/qoGQhXvVO6fw46I\n8LsPSypxpcpAoirNeEB5e9jhQJXjDoGTJWQJZu2ajtnMkNl1OfMV5hxUjloDJ4E28F8BfwX4Ju/9\nC6+y9ibgHPAh7/1n/qLBwVynRaSikPapcGx5iWPry3gsKooZOknTO4yWxDJGCtBKM3WWJQQujRg6\nj7QQK0GkNUo4nAxkAaVS0shTlg4pLDVdZygcugxkx0R6NoocP1QktaozAUemFH7qMIljZBwrSFwc\nMSineGOZ9nS9pAAAIABJREFUq8Usri5jsg7y/jFLu2/h4q/U+MJdv8xPf9jyqUfuQi+usvH457n3\nRz/I3c/cx6OdT9N7doNJfJqIy7z19tu4cm2HdjNjoj3HO2v42HC2ZzjY8ty5okmyCOUtcXEZn89x\nud4iL1qsdwxrap/5xdN03QL7I0szvcD1jYT1m9eIenuw0GR/qsk2z9AbNVlcyNFeMows/SLizLUh\n33znOr+10+O9gx4HIuGRf/Ucf+WHPsITu5+hvXoHk5FC3j6kuVvy9OMlK6eXOLGsmK8nFMU+3Svn\n2BkPePBKh2+6/W4GfkqjPmQhgu29iLm0S16LOX8h5/ZGyd4IlB3iTUm6cJLrxpPGmvnYUUy2uezW\nSPbOc9vpE4wu/jH69HvZunyBlbllRjZlM2txkyop15qYTz7K0ns+QCZ3GPuELzz0Re56y3soaobJ\ndMjzFwe866YOpWpw0BnRuGpIUIjFLmeuRSidsZTF3H7f2/n5X/5b/L/Zm/mdEzvUkwWackpST3jw\niRdYuenN2CihVHPMD/ZYX53jysYOItL0C9gdlYwv/zGlS+izAM4zLAbEdJmOE0RngWYaU5YeUWyh\n8l2S9bcRJzWcEBQ751ltW5L6OiU5ushoLjTRuy/w+N79vP14D796ktZyjXLkqR08S7r6YdZvadEd\nXqB/YR9nHcvLy1z63Ce5+YF7iZSmvSB5bnOOxAHa0ugN+fzWGaRbZFr0GeV9djb6WAGjaYG3oIXB\nUJIbTT2LGdqEshiQSYdXCsoJMu4Q6wSBwRQeqQuiKMEXY8aDHXztFFEaY0owB+dIWycQ0lBaCeNN\nouYcUukwfXXaw8cZMkoYTEYkJkfV2nhiPIZiOiTOWkgV4+yYfHCdxsLpkFoGhvtXqM+vhPSz9+zv\nd4niJiJKMOWYYtqjlmaUTqBdgZsOKI1FJs2gHCjBWo+wBV4KynyfKG0T6ySk63WYSWC9Z9obktZ0\n2NNKjRVZcChWYGSJKKe4socjBBCxslWN3TGxBd4ralkdIRXeeLwzlZqARkkwTlAWfaKkg1Kh9Om9\nxPhQpy7yHjpJ8T6QuKULUuTOyeA7hIBinziOIWpWu1sbdrtmSlGMQdVQlTDRjI3vnAA7JopiHKrK\nyM76+B1mOsLboEArPAglEUKitAYVVQ7s5Z28dyVS6UNNglkniBNVmdeHFP1M48BZD6rSCqiCqsO8\nupyJJs3kiwJ3IagKVLV8oQLxU1aBUcW3EGIm5hSClqqmEc5FumpeQ5CUDoRDC9ZVJQYRdvBV3t9V\nWjXgcEJUOgquKpeEsrabBUReAkXIJtyQMTkU1ROzQKq6TCzOvtwUH66hKiMIyKdlaM+9gbTonQsd\nOq8z5+BTwEve+7/2Z3y+DfxN7/0//4uWFR544D7azRZSQ4wijj0T64i9xktNLiRN7Zk4QUtB7qEW\nRfgoJnYOocFbgdQGh2cwlqxmCpEmFFZikCSROCTtaDwF4Y9OOUUJNHGMjMQkjmI4IhI6MHqlxgqH\nUipwFkyB8pKFtVNEjYS6Ax8n1GLDdu+A0bjET6b0JwWjfBI0z0vPyXYbszCHnU5DDT7SaJ3RSGNq\nEehIkbSOIVurJJlg96DHovI0Y0hjyZiIc7uGteUlssl55r0hXTlBd5rgpWepNkWMhrxk2qzYDNod\nFuc00yxn808eBnuK+eWCYqfHCyvLLHdHtNpd5pNTPHR+m9MLDVw0YPxMj3z5JGnq0bWUvQc/jT55\nkrJQrLYaDK49RloDlcbk2TKP7rQ4Pr/Aifka42LI9KmnWLlzHZHvcHkoKeoL7Pf6nNTznFzP6HU3\n2JvEyKU59ne6lHs5zbZAJ4Jm2mFTJjTNDhu7ByzNnSRjTG3+JLEtOJheYzEtefZsn3vuuI8tk9JI\nDKPda3T3drnrxDzpi5s0vvNuPvvvv8Btd5/G25zrnYh7PpNx/s4RerTDO7bezOOdB6nNnwhs7Vqd\nzd0RtWaMEoYDOhyMwOqERNdBlayJArF/Gd9MmejjpDLFaBgON9HjbQZjxTN7gjSNmHdXsEPLoLFI\np94KpQBdkI4u8+JOm9WFZUq3z8Xvzfj2X+6h334HrQXYL/rEGwZx8iSrq8s8v/sS6YUt5m95K/su\n4eHPn+db33mcwniW2jUGYsLmxpS51WVOxBM+98wXWV49TWe+Q3daEnULWtmEU3OCy7VV5KUeVsLu\nziWu74wpii5FbxsjBNMyBM6TUpI7g5n2iaM2Dh+6AwrH8vFlNq5+gGb9d5lLG2we7KPdBF2r4ZxF\nLY0pria4tWPYzV3mdcQkCoz/Ii/QKyukwxzrcqYH+6goIUrreBsUTodlSaM5jyfCTkc4egi9gLEl\n5cjSyIZIlSKVIB9N0akgitson+O9pNvfp9Wap3ogMJ1aokYzjD23BaPdXWrNBrlVSGEx0yEm76J0\nHaFjvFQobEXWE0ynY5rNGKnqh+REX6nhOW+wZUkx6ZHU2qEsgcJ5d1hXdkXOeHJAJ8twSb3a+QcG\nvfQSK1/uusrzEu+mRLFCEocqvDcIL0Png5QImWKdQzqDNwUWg5IhqzRr35POY7wlSmOEjcOGS8wm\nMIbSgSlyhBshk1Yot/pAyPMVcc86G0TVZIT3obPB+kCQc95iyxJvCkpnkYS2bwEQpSiVIIUlTE6q\nEuaCUC6A0FlQdRTISlQuKDAG1UFRpdOdNQipQ/q9kmh2VS+68Cp0pcwmbM4SADeUHgKCyqwRomqJ\nD2qDEhs6FyrZ5pDScCBmw6ZkRQqsdvIzh17xJ7yrzjUw0/BIfMV9C+JRBO5AFXThOJxwGbgaQVAq\nEDdnbHcIUzHD4KUZh6H6puraQnZB+FnOIfB7hv3XeWSzEOIPgUve+x9/lc+OA5eA7/He/+5flJD4\n9vvezPx8B+EEWmlsqkkQZLqGqSUIaYmNAy1oeI+TMRGKiSrRpcfrCC0q1qgtmOaenWHBXLpCey4m\nUmNsaRlbUK7AFFBKizOSyAlEDMIafNGnsDE+EUyLkkGZEmNBCjqMsOWUducWOsvLKG3QcUZL5+xO\nRoyHBePScbLR5s43L3LFCC6ftUQNQW/7OnI6wWEZ5iWN5jLznRoWiao1wU+hMCx11kjbdcrRPqnZ\nJq7V2ckWuHRmg9vbc8zrEtvogG6wupCiYk0jtpztDpmYmMXxJbLle5nGNYQdcf1gj6QsqZdXWawf\n43K8zO7mPrfEL9JZv5NuvsvZh57l9Pwccuk2rr74GK3jt+NwaJFRq42Z7lvO7e6wsNQhUYZrepUr\nl3IeOBHqmXnfILceZ+5NbyZ3TbpFQm8sWEghzZ+k0CdRZoTSGpvU2NgxCFeQSkEqUrbNPg1xL7ax\nwUp9wuO7GSeaDX74X3Q589P389SlXVZP5OxQQx3kdJa6dOyEs89e4pZjd9Gv15E0OHPm9zlx20eY\nxhJtFc8//CB3vO0taOtZXBQ89dw15poKZySL6+DHyxhlmJaGBV3HJ4Kt0lAe5KzoA+z2daJWnX46\nhzU5E9kgVjUWVOhKOLbYJmmsUJYDznWnnMgUg+0tRrZOJ41ZXGqQjK/y4G6De5dhqb3MEz3Dwt6T\nJEt3k0QFmSh5Zn+DxfI0c8cWIPKYiy+hlhdozLdo1gW/+vtf5DtvOU5jaY7Yeq5haAyGtOyQTtrk\neev5k1HGO9emTMcRp+oeGafsTB3TroZ2k7i9wrVHfp+Tx08x3NphU+YIC/nY0dveYz+qo8op5c4m\nIjIU3jHMx1hbR6oEZ3OEOQhjie2UqUuIshZSRExHB0TSUdYW0Hmf0hiiKEFIsPkQITxSaFwxJp07\ngYsyfJmTH1zF6Q46SkBCMdgna9bxJDgzJTeG1G6h0haCBONL7CRHJSnWGIR3DPOCTmcBJ2O8iJnm\nUzIxRsUpmAmlj4idJclqOC/wImd7b8jSsZuxWjMd9Cm2LzAtDamWqLQByMP2uNJYTDkka86DylDC\nVm1lHuFglBe4yXWajZWQMpYK4SRW5EhncdYwnhbEWQMPWBukhJWMMUKjTIGzIxyCWCVMzQTjHLEI\ncshUQ4c8CleOSZI4lAWUwzqBcgZrDXGkQheWq8Zwe0HpylCSMFMcHl1rIEwQzlF4rM1xtkDYEFR4\nKUKqW0VIKYODdoQ5EcYiqtk0Ttjg7FyBtUXQj7FlKEHMtsK6RhxFSO+qVkh1mDr3SqGFwNrA1qiY\ndcCMZwBOSGS1OfaUeB8TphaGrIOcZRSExztZTTwsq6BLVMT04LhDw4GoSH0iZD0qZx0yD67awVc1\nfl/i0CGYUFROfEacDOl953XQQxA+KFYy09UVIRCrXO+hbpJwYZ2oWjerIGZ2jhJ/GFDMSkee0B3n\nKhlqWdVnZjwGWQU21pYMB1/ZVsa/B/w+cBloAj9KaGX8NuBR4G8D/wbYBG4FfgmoA2/23pfVMX6F\n0Mr4lwl8hH8CuC+nlfH9734HS0sLlMaTKoWKNUoYJE0W5wTOaEbOYhw0Ys2kLPFOEUnLxBa0jKIP\neApCrJnhRUlicxqdCGNSJs6SO4UrSvrWk9oy7IpkSV6WRComlhodWfAppQnjbutxRtZqUk/qoC27\nG48wf+q72Bv1qBuDd45eb5fBuOBu69HrKzROLnDumqe0Al9cZeo8sYxoza8QJR1iWaDnUuLWSRbq\nMUX/LGxfI0sSHDW21TpLtTmGyYDGYJNUL2DnNI9/7km+48Mf4qpzpLtb7Mga6/oKxfg4Swst9FzK\nM8WQ6NlLHDt1B5O8jyv3GReC21Y6XLp+EZGsEbcK9jZLNNvUGjczHexhai2kGFNPb+fC9auUMuH4\nmuDKC9dDl8NbpnSe17xr91v55HsepX35Ik+Xq2S+wWf/0of52+U1/ugzn+Yt1tAzJfu2zuZY89ZW\nm30/oq1LDGOuHkhqWcZCEtFqpKA9l8aSwXjI+vQlOnPLXNztcOpYg4tbfU60pySyRr9/QFevo9Mu\nW6Mmp5PHOLF8P6kw/NbFHeKL13nXu7+JwUuP0n7r+3n6809w/wPv4670Ep/94gBlujyw1OLjmz06\nWtGK94iYw0y32G+1qPsOD23PUWvWWRFTFuOCTtynv3GFybiPvfN7mcQdzj34aR7+6SF/50/egTcX\neOTpJifumac+2OZ8sciJlQ470x7z28+ycvvtbJ79PI/v3Mlb71lgbb5FLe3wxLnnoOeZy8ZcG0nu\nuvM09biBVIInz2+x3P0dpLoVVMx9d2+wfP1tXLr3nXz+oYd55zvvIWHEXRc/yz89H3F8sUW2tMKF\np86wfDKj2VogXs64eOYsXp/i9Imb2TGG2L7I8eX3sXdwnVF/yv6lp7m0vY/QDc5evMTcwipXzp6l\nbJ+grjXj/T61tItSNXCOUSlJm3WmJsLbnMQfgG6gnGHsM+I0IS88cdFFiqJ6iHrywiKjBlAQ6xoi\nSvG2ZOoMcTkgaqzgvaNwOX64QVJbwQuJdZLpqEuz2cQYQnbBg/EjbO1Y6BjwHjG+jmyukUgovGK4\nd4n59gJSRlgFvj9BdzqhtRBPMcmZDrapNVtMi7Dryydb+CJHRxlRpPFSgYsw3iCForA5rpwSxfP0\nBns02guBhOY9xkyQrkDoBFzQTYgTFdLGzuJsgTEeKR1K1cHkWCkRMkFoibCe6egApyBLOhS2IgUS\nHHCJB1tQi9NgFzyYEmcdTlicK1FRByVkmPNgA2FtUhbUEkWsNZPJhNIaIp3hvDkkHXphCdLJHlMY\nolgjkVhZ7U5dINsFh1SCjAmCcJUUkgVv8yCtrE5Q5JcRofaB8JLSO2qNOrIqAQgvcW6MkDGiIowG\nV6hxGISoOh4I8tWHUsYIvAvkPR3ohocy2LMkvajuN+sCoVM4F3brPgyRck5UcymqoMSLUG6oyIHh\n3qqkjWQIJEIXXDUmWoQ2eDejKggJ2IqkKKqg0RJEjnwQ2vIQhPuC6mGIZ2Y6upVuT1X6KIopaZIh\ngNLPCIyVYiOEe71y6d5zqIRkjWXY34OvYHDwa8C3AGtAD3ga+EXv/aeFECnw74C3Ah1ggyBw9Le8\n9zs3HCMB/j7wwwQRpP8A/OSXI4L0gfe9m7l2Bx0LpJfhRncghGE01WStCC1jEjnBFAalIwoTxDOk\nkjg/RQiJEDFaesq8DNLmWjLu5aRaI5spclqgMEylpPRQdxKrPZFMQBh8mQOCJI1oNlqIxjxKWHKj\nyBoNzGTAZNBjOu4zLnJ2u1NWFmOGeUQnbTDXVHQSjU8TsAUHgxyRdHCNGsIURK5G3G6yXO9walFS\nTA8oRhP2fYqo1alJS78fsdbpsOm7lJMMJ2C1MWUuq/ELv/QP+am/8RM4Zzkn1rmpcYHjySm2x30w\nGvYvY9MlXtxcYPnYBZp7U3q2oLn0XuxSn3hoaXciLj11np6XrK0vszE0FMPnmC/nEbGitdDg6lNn\nWTq5SCuTOG+4treHbS6xvZWTK8WJfEozmrB2163s74RhPru0UVmd0d6Am5ciPCUXrmzQmV+kyDpM\nNrocq1nEiVXG3W3W6iucLXKW9q7RrRX0i1VOrS1xdvsac5MJN8+32FQt5jpNvrCxw312B9GYpxzs\n4Nq3sF9GpM0tds6W3HvXaXwWc+3KNnJ0idbySf7lv/wY77n/+6ifrHHTYsJLL21wW3OX9E1rPPFM\nm+ONOaaTjInPScsNVlsRW/0dxh5241toFQWdskeznhMlmmu2TivVSAVb2zk3LzfY23iWy70OJxaX\n0f4cE5cgRJNze11uSi395DjLaynlwZjdnS2++V3L/Prkbo7pF3lv0mLu0+f4t7fFvPncBvFb70c3\nV/jMxac51b3K0vKtrLcKLl4XzN98Ew/94UMsPnAfbaWoyYiPP/4S3/XAzUhVEquEje1tzME+i8eO\nkwC3NlIe37jEwuppWlkdd2+P8WdGPLu/TaNocmVckI/75PsbPP7009x952m6gynWRJQ+wxR9rEpI\nk4zCWdx0FBj1WYd8WpBFEhHFYQjSNA+qc96TpQar5gOL3UwwJhDNSicoJhNarYhIRjgEg6JPK5pD\nxRJroCi38L6F8oGINZ3u4UUDby06C8z+4mCPzvIqTkgKJ5kc7JNEE7TOUFpirGU87NFur2MQOGmx\nowOaCys4NAoo84Le3hVqzeXQgWcLht1N8AIV19GRDilkOVOxsxRFgVARe5tXWDtxKvTReypmvcFU\nD+9pniPElDQNao8zmXUVx5R5TjHqUhQTap0VUh3at4NuS9gVGmMZjvukqkTpDCckWIfzJiSxbYGz\ngliHdkYfR+TWE8cpWiicMVhn8NYGpyIihHBYk6PSBO0VYEMGguD4PRJnx3iZVhoGoQ2xYiIEx+5C\n2UHKoIooKCtnHhxYngc1RqzF+bDLH08npGm4hiiOg+KjDDvwkE3XKKmqdH0oEVA561DacQhZzaMJ\nGftQMqjKCIFboA+7CZz3VdaDL9mZc4NTdUIiQ09CdR3h91Ml7KsjVeRKUdX7q8PNujyCk/eHEsiO\nUHKZ/YyZSF7oNrAVXyHoYMhQkwrWrcpPUgj6/QNazc6hCCBV+YVDzqMAV1bBiDpsgbS2fP1aGV9P\nzIKDb3n/u1maWwAd5m/jCnITAoREx8S1iCSWJErihMGUYL0kL0FqixaCPM+hAGIPJMRMkCLFKcfu\ntKQ5LYnaaSgjiKD7riQMXEykIzJpqWVNGg2NjzTT0qONYVTkFEXJeOoYjIeUuYE4ocMtPPDjf4Mv\nPvcxiufPsl6UTJsZxgnqaUZtYRUZG3a7I26a63DVNGhmPU56S9SpI/IxT+7k3L68SFfA4t4VPI7z\nRZOO09w0pynm1vE1wYFvIosz/KO/++v8/M/+D6gMknzMwUgQd1r46Q4lNb749AucPH6C5aRPX95M\noy7wYp+zX7jIyk23M+rts1bvcEZZ7kgUbrXF9LGnSJZa6KJEJ02ubz7GnlxjqX2c6Wqb7oubnFpc\nIGsnZNEOW5dHdOU8JvJsbwxY72Tc3Oiy8eyzmOYidv4UptZEXblMq92iLj1FkjBO2wx7AwqTs7ZY\nxw926YuEz1/0fPMtC/TyA+T+F5g7/S7KfcextQ5bLqK3v4nOPXGmac/P0dvdZD5pcfNtv80v/cH7\n+PvDb+WJ913HX/s9PtP9furbj/Pks7eRR/+Ub/nw7dSzm1ClYLXWpdstsEog0zabPqF34PCyzsqp\nRcTlZ1lYWafjd+mbDiLtkK012bm6T6/XZa6VkZQHvDAQdBZXMbvbqO6LrJ9aZeQWOWNqpL1HWGrc\nQ9ScZy+23Ln3OA9eW+Pm9TrtSLJwrM3IdPjMC89yt7lEuvIWFhbqPHJ2i7ccq6PbbTq1BmoS8R8f\n/o8cv/0dDFAstFKivUcRg3U6t67wQn/KqYVldp79FMfufD/9uMNgfJG5ImNhLkFEMVupYGn7Akur\nt9KZa/LPntjn+9e2ib1ke2+Lf/Op88i1FeaF5fd+/+O8/b5T7O8arLVM8oI47WAJ0wFtMcaMD4ja\nawiX441n1axRnr6O3e6wl2/iyJhPHTv9Hkl9iR/8yIRP/EHGflFW6ekmOIMZbZHUFhAqwXtD7hLk\neBOjaxXpzODcBFVaRNxBUFLkDqktSa2FQJGPLpLW18AGJtdo3KWeJQgirKtmOlCgsnmkj8LDd9yl\nUW9XZduS8XBCORjhIgXGUZpBkAx2Fq0byFiDlMgZmc17MILrm+dYPXk3wlmcL4LXsILSgPIlOpZY\n61BMQDXBFDhn8BKi1hJmOKIsDYXPUTIl0dUIZmvwUiJFGCFcFjnaTRDJAh6DKMaUUqBljHeOohyR\nph2kj3CHXQYgpcc6SW4cMQUqifB2Ju2c473AGIOwBVZoBAKtJcgoaDroCFnV3MN8JBemSM60CazB\nW1Ax1aTLij1PSLUbBHY6wZgp4/GQWlo7VAAUUiJ1hIoiPKCEwDqHRZCoMHsx7KxnqoVhquFsMFOo\nyc9KBarSMwiRghYq3K9eIsOUg5cHbQkbuiAONQRm0x+DnxZSVIFeIDYeCuj5KsCQgA3HkYKQUREQ\n5K6rgUuimq7rRSARCg3eEIZiBa6mn832vkH7IXAsPaPhAc3WfGWrWRs/gZdQCTH5WVQEVRAFpXEM\n+/95rYzqox/96F/Icb8e+IVf+IU14K8eP3UCZEzhHM4F8ojSEVpohIY5m5OkJWOrGOcleRFTFmOE\ncJgyDGPxkYW8xKWCcupRAjA5kSlYjJuMKBgYz9gKxtOc9WHCrQ80+fCPfxsP736QFXmFOI2ZICim\nguFoQnecM+geMDk4YDgcoryhEzuU6SHKHuOLj5BNp3TiEbYdU683KPUyk6RGJ5IsesdqOyVrKU40\nwZYlmyajR4sdGhzzW0z7Q64VikEZsVBvM3/8JNnqCi+kHtV7mGsHi9S298jqHZ569inuetsdnIxG\nPLM7oq4cTZUy0AVSrXDi1GlW2o4eQ/SLl9CrGjHaYV5OmJd9dLvB5Mpl1uoW1Zxj1Wd8bq/A6hh0\ng2E8xIibWGgsEk/3WckHuLjFxa0Cn6RsbvaJo4zjtQnR/nPU44KtSZ0XtnJctEKZZayMLrHeiqjP\nzbHvI/pCUnQPkMUGqysl7756O5/a2WFy9nG68Srvutny3Lmz3No5yV/64Ad4+LGn0K0m1zev0IoV\nPpOoZpszl89yavU0rYVVmF/nkYf3eevty5xfusS46PPxbsHpBYNfznjfB+7gM49+gnd/5Mdot9eI\nl1ts7UzJmnM0l1q0egLRanBidYF2S9Au95GdNZJ6A9NImPav02TCr1zMeTMdzuWOhXYTWRPM5SVn\n+5e4de0466dupqFCx0cTxWJqsMMxCyuLuO1tVHuRpfV10miR7vQ5vMuwiSLZu8Sx9XVkUtIb1Vi4\n9RYuPfYE0mf0CPW66Phxvu8zv8bHl47hrnhWTpwmzrZJlmpk51/AlBOWFltIv09kppxearFx7kXm\nl9YhjVmuLXB+o2Bst5C55e7lAftnv8iZi5fpW8O5HUOk64x7UzYun0G3ToGIcdajkhrO5UyLkiyS\n2ERSyjZ+OCKKFF5aRirn4MDRMzmxzlEkFA68k7ioznOXG1gVMxjnxGZAohOUnKB0k1E+RuSD6qGv\ncFEdoUEZEVL0aR3nI4SboOIYzwSdZCglUEyRSZu4zIkiVdVeBZHp47IlkAmRlAzHHi0sKhJ4GZHE\nDfLhBlI3sHmBiOuUZgdrJKq5RJR0cLKGL0c4b5EQOge8x9qQsi6tYTLqU2s2AYkSMUGzQqKUpLRQ\nTLfRuo0QcXioS4VUCUpIzFQhanUipUjilFjFSKVAlgg/QeRTIp2hZYTWmkg3kFKG56CKEGVBnvcx\nkSaJFjAWSkIrYGksxpYUZR5knYXDlEEDAVPV5SuipsSHNkQdIaUBlYHOgq5FtSWNlaekEiASBlPm\noR3SO6CgKAswJcZMcDbYqXQOZwxCWKT05HlOmmbVLjwIYHnnMDaUa5ASVXWelWHqHlKGYCTkXIJk\n8+HOuWrt87OkvH+55OCwSG8rDQMVhI9mXAMnQmaZSuSAmSx+tYGeqeMiKuE897LiogiZI19J9s8k\n9yHoPAR9B3d4bmGgZDU5Eh2k8+XMp2uEDCPA8TNyZCBcFtNJaLMXcta6UJ3XrMshnKr3FQG0Iic6\n5yjyCcA/++hHP3r9y/G7X1PBwZ03n6JTj4h1JREahowTa41Q0FewN1AwGqF0EBeRCkxRkAiH1TG2\nhFoWI6OERMeoSGPTGj6KySNYilPiWFPLJMeOn4bjS/RGNS48fZl5dwWZzdHf3+Pi1Q3cZJfRaMiw\n30WJBo22YGV9ieNrJzh17Bi3nL4FtzxHlkxYf6fh2tYK6U1v4tL+lFp8J+KZY5yf/yTqljW+vbfD\njsu4dOU4ovg89/ePc173mc9iejs5u2lKTXhu7pzj2VqbpwafwG/EnLjN8ba9EdeaJ1CjISp9gkce\nfIm7vvM7iK8PWIt72INr5MVLpM85/qi5y6oXvLS/Qf/YKrefvInx8CWenNYxS9vo6TvoJynnhyNW\nbr057jMyAAAOm0lEQVSbe0WTJ+7qc8vvHSCOCSaDKWpcYOIaozRheHqRY8NNzh94Vlo7JP1rNBqK\nli94/vwiN313ht9a41TTsLTgqaUZSyvH0K1lxmXE/mSbuDT0MDzTT3C6SbG9ydmlOseTksU772Z5\nucnmVcPJeUkxPOC6atBortAjY/PCFzh28504A7V+l1qxjcokXsS0ei9w6dqEdprQKXqMh3s0XMJ8\nZJAjy5SzPP/kM9x0YpXpdBvlBPVag+L+Np0kYmjq1Bqa83s92pMDZNYkU1CiuDTeZ3vQxEUJb5cF\nZdSnPjdH5mLKzQvQbnGyFtFsNNk2DaK4wxcvXkV3OriDIVlnkbq0KNnkhaFhdT5jo7eLHTW4dAHq\n8zHu9EleWp3jtk/+IcP5Y1zdGyAWb0WUlziWWR55+AuszWs2j9/K+9csL158CF1bJKnFpFKj4yln\nL1xETvfxDmxiGVx7DisVmeyRtesU17tc2N9noo/RLTZZGki6E+jUIuZX38FOVhBPR+xc+yLbO11W\nV06HdjgRMTUSUWxTyxpYKbA2xo+7xLUmcZzidYphRJaEQTjDsSCOE3RWQyb10Ho32mHa3aLWqCFq\n8zjnmYwHOO+J4joySpEyZTLewZYObw25M6hIYYwk0SUyEmjtwq5weoBSdTwlQqSM8hKnguS6l5pR\nHqGTiFgKrJfESUQ+HVBMRuQuwkjPtIjRro8QYby5jjrkzpEKg45rJEpCmqFUTDnp4WVMHIU5AxKJ\nUorx8IBGo4XIu4ikjpZUg3IMcSyJonrlGsCWE/LpMLR+yqAWOb+kKMaETU1pKYt+SIDICCs9hZ1i\nrcPkE6zNMd6CnWDKaeBDCElZFgjCzluFDT5ScShJbO0YLTVRXCOJEtAJVkYhM+0zjAqZAucFVmis\ns0FMqiyCM5WO3CowU4QQGGND3V0lgQsgNVJFCBWDTMLvRCoiqdBakEYRKE2RT0lrdaIkDg98a/CC\nipAYlB+9zxFSotBBRltIbFHiMWGHLX01L6EaPhRYF1XLKghvcQSVWyd04Bq4Au+LkIVGzMQmD2WJ\nq7FGQW1fhFKFrxQfJR4rDAiQUh52VITsiaqUGkUlqFAFE1IS2i+D/HFoeVRVUFBJ+TOT3zeBl1Bl\nQECFztN8QpI1CHwLgmDVYbGjIiCKcK8FPkpo0XfeUuRT+M8IDr5WygrvAR56z7vfQaPeDDUtB4WC\nxHqEDHUanMBiKK0ND8eojvcmlCGsQwGpdpReUppAMkKCk5BKT1EIGrUMnWm0SkNgJhXUFvDDLUa9\nA7rjKcPhAaOh5cTqCW65V9LbajDXTGlkMfmkwAIlOXYCPquTW8F4MKKVKjra4IG4U0PLlB2fMc0F\nkSxZtBcZjBWlWmC+1cAYh9UpOqvjdA6buwyTJtoa5tISrWuITgNvpvSvXSNeOsFkWPCJ3/v/+Mm/\n/GPsHpznoBtRVwV7ieQ2JemLBUq3T38/prm6wPZoijdDBrvXaB2/m+W6otzfIjIHpI0FMm+Q7Rrj\nIUyac+zvdclGBVY6ltY15sqY7rRL32gG6QLLQhG3I+r5kO5kSlavYXxCMe7jaxmtLCHODZdMSe4z\nGmWPqL/JfKvGkweWBRWxrjSTpVXmarBxbZdG1iGZa/JEr8vxvR2W1lbR5R71uTX2ck0iFKYYojcN\n9libuDPizHO73J3czbUHHuRNF55GTR7gqpUURZPjesLzskFbSn73U5/kez/0zXS7Gxw/tcCFrYxt\nUZBFCyQqppFfZlDG6KxBR+V0RJ+xETw1qWFMk9Pdl2gsZmQqokxb2GyRtJFQQ3BtsAf9PZ6JNT9/\n/7186rEparhHb11gd9+GbT9PsfsgtdptLHRS8E1e2tphEUluHabZZr4maGeSc+M6oycf4/Z7Vkhs\nj4PxkCJeoLF4EwmKNJY0pOR3n3iBD9+1yghJWpN88QvPcftCjamO6Cyssj+4TpKlbFrFysGb2ao9\nyvvf8z1sXt5gf3OX6egsxMdQsUKNB1zYvISUHXrllKce/hwnb7kZYwTGKjwWU0ri2B8SukaDLipb\nJEkCe97bnMjleJFRjveZqhYqkkSuxOva4W7K5AalDZaE0kJk+mjdhCgmSBBb3PQAFbfxrsAVOTqp\nY6wBk5M0O2HGStHDyCYillgrkQoYbqLqK6Eybhxm0kOnTfAGS4lyYGyOrnVQUhMhKUY9XKRJ0hrO\nOlAx+d5FRNIgyhp447EmZzzZRXkHuk6sY3xF4tvdvs7c4mqYhzCdotMGoA7T+oeDWCpnVjqLnQ5J\namFd6IaIUEmD1HQZGosZ9ZGJRup6cCDVyD2HC8x7QLgg0dyoLYT3CXVpIVQIxjA4V2KtQQuBcR5J\nUEkUSqCUDJMonUM6i/Whr19oVSkEzqh9YGyJ8hOkTCpSnwulF1sya9BTCiQKL4JE/EwZ0XqPrFrG\nJ+M+jVqz6kkIgUxZlriKp6CVBiS2LFFa4rVCEVeKgA5nCgJTP8ErGTQFZlvomdOfKSFWu/3DTTfh\nX4UP5SqhETd8d2BTVlkAb/FoRJV5mI2kDmUGCaLKBVSyyodCSWI2QfjlLgQhXv4Zh62Q4SyqDoxw\ndsGOs1EAnslwQL3ReFm9UqjDMdGhZZNKhKm6uOoqrXFMxj2A93rvH/6y/O7XSHDwI8BvvNHncYQj\nHOEIRzjC1zB+1Hv/m1/Owq+V4GAB+AhwEZi+sWdzhCMc4QhHOMLXFFLgNPAJ7/3el/MNXxPBwRGO\ncIQjHOEIR3j9IP/TS45whCMc4QhHOMI3Eo6CgyMc4QhHOMIRjvAlOAoOjnCEIxzhCEc4wpfgKDg4\nwhGOcIQjHOEIX4Kj4OAIRzjCEY5whCN8Cb4mggMhxE8KIS4IISZCiEeEEG9/o8/p9YQQ4ueEEJ8X\nQvSFEFtCiH8rhLj9Vdb9HSHEhhBiLIT4lBDi1ld8ngghflkIsSuEGAgh/rUQYvn1u5LXH0KInxVC\nOCHEP3jF+0e2AoQQ60KIj1XXORZCPFXNMrlxzTe8rYQQUgjxd4UQ5ys7vCSE+PlXWfcNZyshxPuF\nEP9eCHGt+lv77ldZ8xe2ixBiTgjxG0KInhCiK4T4NSFE/St9fa8V/jw7CSG0EOKXhBBPCyGG1Zpf\nF0KsveIYr5udvuqDAyHEDwL/G2Ec9H3AU8AnhBCLb+iJvb54P/C/A+8EPgxEwCeFENlsgRDifwR+\nCvgJ4B3AiGCn+Ibj/CPgO4DvB74JWCeM2P66RBVE/gThnrnx/SNbAUKIDvAQkBN0RO4Cfhro3rDm\nyFYBPwv8VeCvA3cCPwP8jBDip2YLvoFtVQeeJNjmT/XGv4Z2+U3CPfqhau03Ab/6Wl7IVxh/np1q\nhInGv0Dwc98H3AH89ivWvX52mulFf7V+AY8A//iG1wK4CvzMG31ub6BNFgmy7O+74b0N4L+/4XUL\nmAA/cMPrHPi+G9bcUR3nHW/0NX0FbNQAzhBGjH8G+AdHtvpTNvpF4I/+E2uObBWu6XeAf/6K9/41\n8H8d2epLbOKA736t7yGCs3PAfTes+QhggNU3+rpfCzu9ypoHCLrKx98IO31VZw6EEBFwP/CHs/d8\nuNo/AN79Rp3XVwE6hMhzH0AIcROwypfaqQ88yst2egDQr1hzBrjM16ctfxn4He/9p29888hWX4Lv\nAh4TQvwrEcpVXxBC/NezD49s9SV4GPiQEOI2ACHEW4D3Ah+vXh/Z6lXwGtrlXUDXe//EDYf/A8Jz\n8J1fqfN/gzF7zh9Ur+/ndbST/i8759cNi4QpJFuveH+LEDF9w0EIIQippc9575+r3l4l/PJfzU6r\n1f9XgKL6w/yz1nxdQAjxQ4QU3QOv8vGRrV7GzcBfI5Tt/mdCyvefCCFy7/3HOLLVjfhFws7tBSFE\nNWmHv+m9/3+qz49s9ep4reyyCmzf+KH33goh9vk6tJ0QIiHcc7/pvR9Wb6/yOtrpqz04OMKfxq8A\ndxN2LUd4BYQQxwnB04e99+UbfT5f5ZDA5733/1P1+ikhxD3AfwN87I07ra9K/CDwI8APAc8Rgs9/\nLITYqAKpIxzhNYEQQgO/RQiq/vobdR5f1WUFYJdQc1l5xfsrwObrfzpvLIQQ/wfw7cAHvfc3zuTe\nJHAx/jw7bQKxEKL156z5esD9wBLwBSFEKYQogQ8A/60QoiBE2Ue2CrgOPP+K954HTlb/P7qvXsb/\nCvyi9/63vPfPeu9/A/iHwM9Vnx/Z6tXxWtllE3glK18B83wd2e6GwOAE8G03ZA3gdbbTV3VwUO38\nHiewLoHDtPqHCDXAbxhUgcH3AN/svb9842fe+wuEX/yNdmoRakwzOz1OIKXcuOYOgiP446/oyb++\n+APgXsLO7i3V12PA/w28xXt/niNbzfAQf7o8dwdwCY7uq1egRtio3AhH9Qw9stWr4zW0yx8DHSHE\nfTcc/kOEwOPRr9T5v564ITC4GfiQ9777iiWvr53eaNbml8Hq/AFgDPwYoYXoV4E9YOmNPrfX0Qa/\nQmgvez8hSpx9pTes+ZnKLt9FcI7/DjgLxK84zgXgg4Qd9kPAg2/09b0O9ntlt8KRrfwhGzon7H5v\nIaTNB8APHdnqT9nqXxCIX98OnCK0mm0Df+8b3VaEFr23EAJyB/x31esTr6VdCOTPx4C3E8qqZ4CP\nvdHX/1rYiVDi/23+/3buHiViKIoC8BEUwQW4Als7axfgIiwsXYVuwA0IVnauwMbWXrB3ATYWTikW\nN4I3TGEx5AnzfZAiJIS8U7yckJ8q5sfp8/zeiJyGB/bHUC+TvKU+f3lOcjL6nBYe/1fqrmW+nM/2\nu0p9NrRK8pjkaLZ9P/W/hPfUReAhyeHo8S2Q31N+lQNZtXGeJXmZcnhNcrFmn63PaprYb6aJ+XO6\nuF0n2d32rFKP7dbNUXebzCX19v59ko/UzdJtkoPR499ETqnCOd/2s346Iqed6WAAAEn++TsHAMDy\nlAMAoFEOAIBGOQAAGuUAAGiUAwCgUQ4AgEY5AAAa5QAAaJQDAKBRDgCA5hulOR+NmT7mSAAAAABJ\nRU5ErkJggg==\n",
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tbwQrqWAqSSQd2BSulPdD7f6gRv0JqrpPRFYDnxWRW/jeCcK9Thgu+4M3JLUL\nSS980UUXwUmkx3cjB/7Xl+A3nwx1BnTh47fD750Bbmjo/z/EZ9MT80Mvm8TfteRcsW0FX/jxn2Zh\nfokptfTPO5XuYvdB2JtAnnPrjv0s9naxvqWs3noG6qY5tGBwg0VsKDmwdx/7d+5kbOUUlzz9GeRm\nL5/59DeZ6e0nDBxmxThazWJdgzE83ZhTlIprWqqlDJulpFV06Sb3+XpO3jrF/FKFmJq6KvGdLr5q\nYIInM0osa1o2slTXiBRIqNm/+2a8OpxLxS6x9kSFhlFq08dmwkSR4aVAsxZG+5gsx0lODDUSoIqB\nMiQpmRdDpEQweF8yv9BnwzFnZ1S8NMpzHq8ioocCrbyN0ciT3vJZLJHMCmrb+HIxyeYAp1CrTzy6\nClhQLKKJJugNaoIIKh61INGB80gdiCZDo8eqEGINpCrMvnc0RYnYlHwWi40QcqjV0Gg71p18PoOZ\nPXzna//KRDHGmlUrMCZSNJqIBoJGNKSKyMp4TE9RStQNqyKHEsu69jibUQ8qXO7QEBPvH2skJg03\n1iEhJqMnyWBLTA7MKMmpCSCJsokawUPp+wy6HRY6kf7hnZx77noKK6gXjAWNgkEoVcgoiNRHnEIw\nkQpHEZWBQDrb6TOviq9Lep0uu/Yu0esMiBpS9E1MbQeS9jH1kwmD5HQlBSxCajWApApUTRrIoeEH\nJWKdBTEpYjdCqCMhBPD18Y/UVXXf8HlGRP6Z9OMYB0RkraoeEJF1wMF7W//q225lw2N/iuddfDqP\n3zjNoK4hy2jc2wonWfjIV+Fjvw1fvhMWelBsBVuAdpJg+YHUUv8AsOtb6YJJ4toUg4nppjHG0htE\nyn6X/d3Bg7NDP0627nymB/tZWuyw/1s3o5Vn84nrGF+/he4gUoSaWHYoyw7fuOYasqLBk558EbTb\nfO2zV7HUPUTwkbHmGKX3SGFxsSLGSGw38HWPVpbhg8erMjszw+TmVRD7SEzlzJktGOun0vHVK9fj\nJjczsW4DjZUDJqZXsmFyGg2Kkz5Vt0YjlBTkWU6nKhj0e3DbTajAIx91DhKFzZvXk1mQFZvZt/NW\nfK2saOcsLnWA1AzKWUPD5VQxMiiPLbzokpjzo3i4GHSAVRzAD5ZwRKJtsu7EE9i7v0dkKeUfVKlC\nGJa/DOkKXEoGR0OjcET1SMxBfUq0OUMMJkVZ0aMx4g0YFYyLNMSRSSJHYICXDINLxiYozoyzbnyK\n277xaVq/4H3WAAAgAElEQVTFBKun1mNzxbkGEutEkw315GIUfCoAomnw/YBxFqQPlcdmLbpLFX4c\nGHQxdhJCH5s16PR6NFuOTHLwFTGmaF8YGnIBo5E6WoyJaL+PZIkvHwwqFg7t4dB8h8wPUAEflE4/\nlbMVBUSvOPGoUXKTEzQlNGPKqmJUKIZ8eoiRvhd6S4vM7zvIfKekConmGp7IYRpfU2CkisNTx0Sf\nWGcxNmXovaYZkKgO51VDKa+MTHWy7M4olQq5s1hrCE5wxmJE0KAMqtn7HDvft1EXkRZgVLUjIm3g\nacD/BP4V+HngrcDPAf9yb9v49If+gfKLf8dVH3srz/vmPCGUnHfyCl5y0clMP+Z/kG16FBOZwxy5\nWyUd8Qv+NPV9HOEdfwzf/kYKXY7zrb2w7kzE7cPGkGRMREL0RHEIwsBaBr2abv++T/wDhlvBVf/+\nAdh/gF/5kz/k29feysLMIdoT07zvLz/A9Sp8/C1vZee+GbLOAWJZUlYdrv3WzVSqrH3EIzhrk/KF\nK26gX++jWxqKfCWuLulFpdk0RGPoYGnbFCnsXbiDdjgFQokXS6gCZRgwc8tNuEaDNSdswNkMcRnt\ndo64mnxFK02TXRsrHdQbMjEUxkGeik8GvgZN9IFQQWWJmQGtCOQohno40KOvMaogll6vj+SOzuDo\n7Ee+y6A/nHDNPviLd/05rUaTbnfAphPXUNURXCv1FBnSA+lXIxPXGoxNzZ8YTuPVpMSnARMMEiK1\nVqAhRfMi2CIjjwEyxdeAVhRRMQRUsqTZVkMIA8Q6+r0eM3u6rJxcj8tbGJMNjZMgRZNociQqiqUm\notpnMPAUeYM6dGmGDLVQ9QfkYohhAVnM6McBWaNAgGBzlIChAO+T3l4jGEOMAR90WASkqK/xMbBQ\ne+TQfg51KjJKOmWfInqwQu3BSqAqAyHzhCxS1spYnhKPKooNoGbYrSaChMhSf8COvR0683OYEEA9\nceRCh/kMESHD0GhO0isdyuLwCtSYyhOlIsaQEsMkKSQw1MMPCbNhIlRMMthGDK7l0J4ZSiWTkidI\nujePd6S+FvjEsC+6Az6kqp8VkW8AHxWRlwG7gOff6xaMobjkpVx0yUu5CCB4fL3I+28c8Lkr9jN3\n+atolHMUG87j1B99Dj/ztDM5d/oexAvrHpkexxmdOfjFRz6aw5u+SieuplPB3OHDOAkMJEUSPiqV\nj2h9jyrO7xMC69bx7re9lw7wP378PBrtCVrlgEs2tLjkz34XQuCLX7iLv/3gH3KoWkGjnKfXGzB7\nYA9f3tNn84ZVnLDhBL70rYP053fgJadVTOBCH8lz8mBTG16Fur+Pvdu3weAQokJZ9ygrRxx8hPbq\ndDMEARv9cBpsiVUJ+ThWIt47Yuxj1aJZjauVQYxoGUBKTAZVdHSjUnVrvG+yZdIyMdbGFZHvfPt2\nrPdkBKwBawJEy+ITNz+I5/SHE529fS49dyNODJNrNtPfdStBMsY2rGNxaT8VluCTdFFGUat1KW+K\nITNCJQ6jJUMNYyqUVwUTaWRFYtCjh7rGOYe4CdasaNGeLHCtcWZnZpAYMQ4iFYNen1hWrFk3nSSH\nWYFQJ65ePKoBNQ2CJiWKjyVWoPZ2mEyMIIFONWCi0Uo8uVZ0uyWNqch4ezXGGAa10gh9MpchPs0i\nUCVGDyFx1Kih8jVVt8feuXncYIZ+yOkuHaYuqxRlt5vYLBlDBUKAgQ8pHxMjLgYG0WCNI1NPjIG5\nrnDo4D5mD/eo61GLgVE0LknPrp6q9gRxOHFMbd3E1qlVhMESd+5eYnGQp+RqrIcyzuExyzFtG0jG\nPbXVSYY91WoYwrBHjbqMQmowGRiDsTLMhwwVOPeD79uoq+od8L0CD1WdBZ76fW3UOpxdyS9dAL90\nwQZ4+XsZKOzvwcEbvsTBD/46L/nKdmRsjPO2TvGUC0/ihAt+g7UTGdn/hyzZp27/ID/zmNfwtGte\nzVKnx/u/eg23vPfP2XbndmrTZHu1F1NFRAM2+vvf4H8VkhpC5Zu30qzHaBYVRxrOWstTnnYiT3na\nB7hqUfjS+97OVdfezMBklL7H/sUOu2duZtVYi1POfBw7di6w/65b8VGZbDZpSMZiCLixE8jrA8yV\nfbasvoBt277A5GOfT/+bX2ZsIiKaM7d0kLK7wFies7TQYdWmc1g4eDMXPuk5dEOf6674PGc9YjOH\n79rD3m7JWadvYnbPPI957ktZWriLz37842y54PHccd2VnHnB49j2nWt4ws+8BGlNYLBs2ryLXXfO\n4iZWU/WXkm6YpGN/OOOO7fDYx21CPWStnKLdBHKIka1bzmbPLTsIwWNGNSko2AwwyYhpahhFCEQC\nKoLDUVjFGsH7VGxGVtBuT7J6oiBrtVJaSzMkZQ2RaFKZuo34SlN02ihSPx0xWGUYyafkaqj7SN7A\n2MTLO+fwoUaNx4ZDxHoF1UAo2p5ur0eRFwxKKHIhxIy600cmWxjtonEcJ4ayHpC5HI0BHwPVoGZp\nsST2d9GrmgwseF8Sg0N9IAyq4Yw+Ug1KRLNUhKWCySzNokiGtg6EGKnmOxxaKjlwuESrYdUmjEri\nUJSqDqhXtCGcNA6dtoNZy5JvogLl/gV2Vx5bV0QVRk2fkxJLh1W9w9hadZiUTjjKKaQOkSMtv8ER\nJE9G3QLGYozBWIcVO+xPc994aCtKqSF6ehFmKkuuDhu24+Z3cUWw3LJzgnrgsId2MDnYxYJdzann\nraYP/OdNt/Ppz17JaT9+Gv3tn6Nnx1lz7gt54aWr+NH1LWhM8WDrIWan2sT6MJKvYnyszWuf/hR4\n+lMApTd/iJ/44NXsfOsfEGqfCjpGbQkfZNj2WvJeA/J7yoILF07Ahb/5G6Cw/T/v4LIPvJm52SUW\nex0Gg0W+ffMOJovAxU88ixvnpti/7ass1n1a44I1Y1CMc+bms+kMepx34dPo92dZf8Y6Qr9D0Zyi\nb6bYv+0azn3C49h5+z7GN2XMzXQY+IgtCiabBVOPOJU6RFwcp7lhMw0Og3pcMUbeWouaJii0mw6J\nyXDga8TUuKwx7OXdBO2SZ0KnLCm7D0by+YcT2lEe9yMbybIGEcua9WuHTdcs4xMr+Mq//T2duT5H\nrA/gnCGQqiQJiok+leZbS8NkSWftAxalUbRprmiwekWDkI0hAcQOKxdjAKMELFYVYw2qJVHGyDNB\nQ441qUOgDp2FalKQ+LqiNT49lCU6RDyhqon1gNmDs0w0HXXdwwZPObdIa+VaBotLZHlOVhQUeQOv\nGUSw2Rg+BrSsqGOJzz2LM/tZ7JUIQhWVMjpUB2iZ8gguz6hHahA9moyMPoBzOGOxrkl54CDfmKuH\n+TCTTO2ohYEmSsWHQD5WcPLUGCab4uY7D2JMjW0bTtgQiF240wpL0SIYmtaxtq5oFZZSM75T1Ugw\nSaUzciiSFC1qkqsQlWNMO0CSRopx6ZqIEtXQGm/iGg2aVshtamAWqRiUNXvuZyw9pEb9Le94P1UM\nFNUSa4sGpjnBIX82B9afz5bBPL++ZY6wtqT+kZ9AC0szRJrNVCb7u7d+kcOv/2fe9avPIW89hzJC\n5VMDo7kIeam0R/KIBwkvPeU5LN7yKf7h49dwYOWJPPnpP8tTtqbMbGtqNV949bPg1c8iBqWc3fug\n7Tf5hh6jqLy78Uw23n47ob4fnyGw5YmbuOYX/5O1a1dz0oY19M1G5mb71HWPG7bPEPw+znrkueRT\nDW784pUs6QJZs+K2bZ9j45ZHU9eOaAZ4JrCSY6uKpnUgY5jWFFWcoJUZfLaW+UN30GxMsfWCx9Of\n65CvPiF1gOzO02oFdu7ehVQlZ559Ku12mzUXXYqq5/GXPJUDe3ZS+z65MRRiOP20U8icxYfUU4QQ\nqBcfTErrhwdxEFh/2smor2isPZFypkfEYWKgkeVsv2kbVdUf/kBEMlwGqDUlz4wqzjlcbsm8R72n\nWWRIc4qV7SbZ5BiFyVATCCEiQWmNNVCb0e/0cM5QByWJWlOCT1FMtKgoVUx1DNhklLyA0zr9qo/6\nlKwMijWB2of0gxUSaYoy6HUoVqzClRYzPs7c/DyTjXRjZs0WNssJMSNIQINSVT0O7j6AsYEQoRv9\nsNlcGHUnQ2NEJEWvIWgq+pHUeELFYI1BjEsRrnPglTuWaqwZlqdFTdWsxtBuNpiIkd0l5JnllLO2\nsLYYo9vzcNccoor1QiihOVbRWnJInXIWkxsbrDr5QuZLw503XI+JsyhlcirE4d9hs6+Yjm1Eutyt\n36iYlEQOKUOii0scJCILXSSmdg9iM8TlWHNvP41yFA+pUf/dJzwCTngiTBX38DMuq+5hjaM/zbBx\nw4nsbU8QhsF4YaC4m/LlwU+YNqzQOPNZ/PKZzwJgZw+uu+HrXPepDzM+2WL9M36JJ5y8CWOF5uoT\nHrT9phYTrdSnOiiffO2rUl7hgTA8Ipy2ZQsH5rtcdf02TlizgT965Sv4889cRX9pjrK7wIGDc9S7\nFlmz9WTWrVzB1Vd+m5nufrrzn2P96Y9i5aqNZGKw1iJ5RpsFLrjoYiyOCx53FkVW8+gLTgVxRGuo\nwwAtU0TkTdL3alBk0Ell2ybS6x1CjWBdE/GGSh1i29jmGL3+IJVWh8TZOyP4GBjUD6Cc7r8DOiQe\njRShbzhnC7kf0MsL8kYbXE2W5czN76EXFiH4YQuQFO2lOqNkghHFiWJijTE5+cRq1k46Gq2xVO44\nnOfnDrS9hYMzh+juu45aVnLK2adhpU8Vh4lHUTSk4heNderWSaQwNkWQGKIVrE8N940KtdgjpfF1\niMS6xjYKBt0B1oEvEw/cF0fbWaamxlisa7JOl2KszcxChfGH6S510dBlMWR4ITmWODSImio1VQwE\nnxKlYoghpH5GkhyJGLBiESNYa7HOIdYiUbDOEuuKuk7dF13e4hGnbiYbHIYwhtnfRVCWtM2gC5NG\nEc2AgHEGg2d3bFKMzrxUHNg5w+Ed/4QJPuUtQqSMEbFmWAAnqMiR3IcMZxGqZmjY5UgZtMsK6rIH\nQHtqjFXi6Zc1A19T1UpdD9C6SrUc94OHln75+jVw7XWphZ4llfhPrYNNU7BpPaxaA3blPdrnKbuK\nHg3KGpr3qoF8cLB75irGd7aZesy5d3v/pBacdO5jOP/cxwDKwSD8+3U9ys+9jq1rayZ/4ufZtPLC\nY9Q7PwAEOqmGY/gLKzywqyeWf/3UJ/mPm0pe/8bXM9W7kyc99Un86It+hn65n1f90cc4fNvVzHcW\n6M8dZtuBHbSmV7BlegO33LiP3TfeTOtR6Ro0Gi2IQnt8jOgzxKWpvZgmsY4pryFQ1yWhqlOUFCzR\nhCTKCEqMFb2lRZx1qCh5a4BIC9WaKA5vM2o/T12n/os1goSKEHvMTT5MyosymCXVyn3uP3r80uQJ\n/FNzN9WCI+AwtontL3FoZpEQapwYGo2cst8b/mybw0hqtaAqlChnn7KBojkx6h6OkpE1MxZkE4t3\nfIGqH1iztsfWk8a5a91PEuolYmMMXTyQ+o0Mm58Ek2gUXwUaDQ/GIJnD+4ooMVViOiGGSKSm0WgR\nBoOUPNUaUxjKjicUbVrNBvVcidUGLo/UPkJVE2qP95GZPbsp65pSTOKkxSRF2bAXikpAh1RHqqOv\nU12LQqh6aO2JdZmoGxGszZMBNhnWZbhMUm8ZMUyMN5jZf4hoI9HkII7FRSW3q9BKiNpNVa2tgjMm\nV1F2BWEnGhXfr7hlLzRsn8NeaUiqBA1loBcCXkcKHSBCZg1RZNjPPsmfhdSdFFKSNGq6TjGSOpU6\ng5X0E3t5phyYUex0GxcMNiT1TlV7QngQWu+KyF8DzwIOqOq5w/futWmXiPwe8DJSHPlrqvrZe914\ndFCXkOXpolWLcKCE2R1w/ZDvMiZlgVevgdOeBVNNWA3jzdW84enPY6p9/GWMPT/OVDl/P0sJayw8\n81EteNS7SLrVkSzvgR+fAp/4q3eit9/OlkduZKw/xapTt3H4rk1s+unXMttXrv7E3/Dsn38JcuX7\n4EmveUDbvfiMgudd9jtcf9nrWNQVTALNYh1//aZXI/pK/s+HBvzzR1/Eof4US7OH2Tc/x2Qxjhlv\nIoNFDuy5mQ1nPJHag3QP4DKgbg2bHym5G+DsRqw4br/1ZsowjkhJ7iMhrMCW27nk2T/F/v0H2H/H\nTbip1VRVxWlrJ7h9seL0sx/N9MaTwGT43gw7du6lsf40uvu2sXn6/xH35mGaXXd95+d3lnvvu9bS\nVdX7JrW6JVm75U3eZLPaI6zBjB8TGCbDkBAzhCQQ4oGZMH6IExhwMBDAHggGYjYTBgIYGzC2wchY\ntmwky9q33pfqrq71rXe5955l/ji3WoJos7DweR493Xq7urre+977O7/z/X2XnKMXPNWuy5/3dXxB\nK8Dnjw4pH/4DPr//2/m+a1+kridP1r+fO/Uhvuv7/i1jMna2WgQVUFqR1cs8cWGAxIq2ErpTLWqv\nqcrqSZgheHzjYmiUReeGvGUZFldz8dgDuNUn6PcXuPaQ58Q130jwE7YtzHLu5KNkfU3UbXTWoRbd\neIY3Y7wgoAxKV6m7DMnz21eCiSmPU6JCiUk4sdIEle5zh+Ac5EXAD2pGYpKi0iiGq4uUo5LJpGYU\nwTVeQSHEpPiUZBGSOvOQfFzUVnhbIHpH8I44XoEgjRpTU1hLkReUZWR6fhqjLeWkbEgrSVhXeUHy\ntGls+RQBdKYKziwqDi5sIy4tATXDY/fy10uruNIhRKaLNKyVIKzVntKHSxh8MohrsHKVTgiSpK5s\nQStb7ydckvo3/75sZauSap/JiYwSHh+HaNVCBKqVVUqVTrqGSCaR55osPZ979leBnwM++JTXnta0\nS0SuJlEYrwL2AB8XkStifPrgTjeepOLgJiBNhr0KUDbjfd3EItQelk7DhV+6dMFu1yYN0v74frhi\nGhZeAjP7XhSt+JGd18COL/foL1j95SuhQqiY/vN7WKmHPPHwl2hrxzEVsP0lHv7cd7K6vpfZVx2k\ncpb8wFvg5M/Bvu97XnLKy9oZDxSWTSkuye1FALF8x3dY/ufv+DD/60/9V07+5fs4cc8Frrz6Js5O\nxvSnWyyf7xFFk1nDZnR89i/uYs+NtzM5dxc3X3OYz9z9CF/zdXvpb59nZfEcr3zDLZx99FNsZjuY\nO3Ajp+54ACm6dKfGlK1t2G2H0cNlZvZuwxwfIMU0VeVQUlK0W0QpMO0FojxBnhtU3qF8XnjT32Mp\neNmhDhz6dl4DuKRyR5bX+e2zU/yjXsX6wYyZF9BDuAhrR1dYsR/mw39Y867/8DPYcpHMGC7fsZOJ\n0ajxgPHiw2yWEzIVsdYyrDxzxuJjQHQk+oBWGq1BSeKkawMx5Piih176Gw5etY9JvZ9+v8Pxs+ew\n2wwSO43lskVbRaRAK4NrBDRJ1ZgsbJXJk4ti9ATR4AUtgpMUvEEDi1iTUmsnzpFbnU5mgzE+j+hc\ns3bmLCM1ZunYE7joqbeksA3OHJU0roSNfW3wiQUSI4SS4DyhLgmlJzTS+VZWUBQ5WauF0hajTWLv\n1JrNwjHX7jMaDNms6mTEpS0mOAqlUBIv5YDGCGfOL2KGIx5/6D5EQafbxi+uUbuazFq0UoxdoKx8\n2mhoxENaoaK5lAUQtMFmHWZ7ln6n4Ojx88QwbIo36XS1Ze8Yt3zbt26iVOx1cw1UaLRiSvAYtu3d\nQ4yK8uIKFzY38fIVYL/EGD8tIn+XIPxMpl1vAT4UY3TAcRF5jKQy/dzTfe9Xv+enub6tuHnHFNfs\n28ncrj30Zrcz1Z0htwUqtBBTgfHgm9jjkAzloUq/Lq/C8groRxNvFgHThZ2vg70Z7DHJF9z0+Ht1\n9P9AUXpKLK19VzHbnsa0Kw7dvsCU7MKt/BX60L9hcPcHaF35bWilYed+uGsTTn8Crno5zDyTj/wE\nKFjoWQqVM3oGPEiAN79+hu/9hfNcv73A7ruMywGvNQdu3kUox3htKPIuWQwECnwVkjgDOH/2FIPV\nM7zylteiWefAoZemXEV/jrnXvYnJaJVqso62OVlUdGxk6C/SjWNWzp1hc2DwlcNXY/rz25lqj5g+\n/CqscRyYGrG4/NiLccmfcZmtKfT8FN8+D5Dx1yfhtn3P7++fGVa8930/yfpGxjXbb+VPfuHtfOHC\nBjFqDIIVxZEdfYpORhnbVJNFqmpMy2hamdDptNmZF4xHjsFghdwagghGRbJWm+leTqfXR+uMqAxG\nhN7MHrxXGGPRqk0wXbKtTUFlBBG0WJypEjMjShMJ5yGkFB5RlugrYuM57pUgxiBunJKDdMrS1BLw\ndSCLRVJJVhVussry4kU2qoiPhol3iEo2sluWVJHkwBiiShWMkAq48wTvU5hHcIBHdEbeLuh2e+RW\no7XGKEleRTbDmAxjFWVZs3byUU7FReq8zVRrBidbIiHItCY21rjtVsDqyGhpiTImi2AxismkRJGG\nzj4k7/aISYNMpUClIWxhc7LeNN1el7wwGJ38WpyPjAfrjbujRpTbasVRShKWroCoUDo2wiQNElIA\nR7PhuBDJiQyjwq0sUruI24oBic9dh17o6XLhGUy7dgN3PvW+bl572rX7Na9joDUfr0r+cMNz9tRF\n1ldOEkcXCa6m6PY5sH0vrz6wmzftm+eGnfPYYpxY/SE5uhEFYpVMs61LpjduFU7+MZyUptvP0ust\ngX4frrsdigK++lnW/90SEW567zupyxobFZJrpB6RP/BXVL1A79bvwniH2QoZveWHU9vxbB92zPFx\nzMzgTJJS18/8pW+/9lb++Vgw23K8nxBjC9ykmegrtC9Zn0Sue+3rsfk6oX8dS7rLldfNJo+R9jyU\nQ4aDIaItynm0VoitOXd6ExHD/sv241XEuwU2xtCeN1hJeTVFpyD2ppiu06BI/DlKsVgx+OL5mBm/\nuGtSPv+v/YOPvpM//8gnGPsZ/vLMB9jYGBGjgegxWvOSXXO0Om3On13l9PAUEkpaeaSXC3mri+21\nsDXQFuymZro7zexMB7F54jZT4aVF1d1P2DhGF0GMEJtOXnREqwKxBvFbc42cSHLVTBBGY2AcUmEq\nqwFRcpyvCL5RSocAyl762aMLGJ2Mr1x0uPE5lk6vMnRCGTQueARPFI+KqQ+FkHza05QEX0P0Ja6a\n4CYTrEr3l80y2i2LsW3KckJZVrRzxXSvoMhaiFbYWDMeLXPu+AYTlafCqwJulNTIyigukfm1BRfI\ntGt8HgWbZ2S6RTmZIDpLJ54oqfAG1WxCAZMZRFqYdovebJ+FvkZUhic2nP0I0SfxnVLouk4CPLWJ\nx0GkCbxufNi3NplLaIJN4i2S6rXJXKKKkY4WNMkF0piAdyTW04tY1P/uekG0hFwFQqzRmWU2z5id\nahN2T+OzXVhReA+hrrlv7QxfPH034/U1hptjZh1cNt3i8O4Ftu+9ggO7dnNwukuvNuhMpd1RPBib\nuKuhSq+VwFkP5z5AM/kD0ZBb2NGDbVOw65ZkEPZVS8PxfOytLyfms7Suu43uvscY2+vh5D7s597F\n2okzrK8rvvWHfhWzuQIvmYMVeXqy0NYSQUuLhblDKFMwcs+C1eSWLDeUxiJ1RDNOSGCoUSpH0Wdq\nZju+HKaBU6hRVpFnBuUjNrPUIUOqKjEQROEVGKUbCblnXDkylXDIiELEp6DpOqDyLAlnlBBJ7Bc8\nBCZsfhkF9cVa8jzv9N+548/4L79yPxvHVqj8JsFV7N97GSeHq6jlFQ7vmKLdzjl+eo1z43VyCYiG\nfrdHK88xmWU8AslzYnT0p1psX5hLmVESCEERg6Hod/Gb5zDdPjR5sBGH0onvXlsLEtFi0kFf2gTK\nJhhCIAQ2h0MGq2u0FxbIqxxyGFwYY+x5Or2d+KCQUOOCQ4LDhcj60glOr44xYqmIxBAT3zrtHGk4\nKIkSGVzKTI3O4+sS3LiJEBQySa6P/dlp8rxAm4glQ5nI8kUIIaLbXc5eXMcNTyN5gaARBXUt6Dx5\n8aeql2yvbePBYo0lhEAMQrZV6aJKcXvGoE2GspoiV0TVwuiMcrSKaIuvSkyny+6987TF4tEsnlin\nHDwOothx5IrEQJNkBG1ti2J2gXw0YuXkOcqEayZmUFPd0xw1VfRkG+Av/R4VmxG3UHqNJaBwqKku\nMWjiZg1SNTkEz75eaFF/JtOuM8Dep3zdnua1p11f/NJDiYoksG1ujh0L21NoQqVQKoW2hlxT5AVx\nuk9/L4DCKFjV8LmQMboYWD52lM3VJcq1FQI1h6e7fPOuGV65e5aFPbvJ+z1MexoJY6BKHb7Ooa4h\nljCOsLEJ6jSoR5rBRRumdsF0Gw72oH0Q8vY/iL+rjj3GAYb3fIxjnyi5+lsPMnPZa1l+4I8YnN2G\nyq7G7FaweBLuF1j4DNx3C1z731f2CNy79BjXz12B0kJhuxR+wtNwSC+tbKqgtm3i5gW8M9SuYlzC\nTG+KfjtP9qjBpYgx5bEuUitN3oRihKqkHp4H36NuEMMBkV6rD85zYW2cFIl1BUSiHzNl4bprr0W6\nUyw+cS8Xjj1OXnSJbkSvbZnUAd97nrjHi7jazzEmccDb3vO/cPHTgercBeqgCM6z/cg19Kd2oD/z\np1y2c5pOr8OxjZpzwzUKE8i1pt9to1sLKBmixWCyPFEHTY0LjasfyQ1QiSAaojK4ytHtlPjYSiKg\nUCExUIeI0EIHQx0qyiomb/QYqSYrHH30cZQM2bdnJ/suvwrTarP0xAnKMmJ6msx2KV0KbSjHJRsX\nHmHx7CbelTDVQynLJJaNZjI22HFCiSVCrCf4yYgwGYLoJMtXim5/BhU9o0nJqKro5zkmTthcXmO1\nVlx3+CBKa0SP0NqgxcBgPUFPrkQyi9DFuXVcSNi5MUL0yRslqgbDVsknPvHm6yeFSVESh10Ss8YH\nsEZwowHRa0QnV+B8epaLGzX7ZtqJ8ECJWItSGV45MnKQQLe/jW5nCm00Z84vp4aS9Fkli13VjEjT\n6aPqiH8AACAASURBVEFi8mv3PlzC21WsLzk14pNbvI6eyWpFWZWMfcS7mmcYT/6t9XyLesOmvLSe\nybTrj4DfFJGfJsEuh4C7numbHrniYJLyNvQfFyosmiiBMgrOebCGgpo6gBaLUg7XsECVTJjqaqZ7\nBtm9G9QuIoZMKe4i8JnRkPoLD3ByaYMLyxV1XZFPb+eVB/fzLYd2c+veBehZ0O7JyHpXpkroI1x4\nHFYUHBeId6YO3iuY2glzc3CkD/kc6KlneosvYCm+9jf/GB+EzcmYVrugrlP60PY3/ArXmIgOKv2s\ne26CXRHq26Dz9B+2RLhhej+//P99ks/91rvY9pK3MCmfvajPbitw+TQbZ05RtB29Dc+Z9YqFl74K\nIznj8SqP3fVxdu26mcXV4xycn+bk8ho7Dn8t1x/ez+DCF2jPHOLev/kLpi67AT/IGS7eyTd+89tx\nYcIjj34S21ogDM5w9fbIw8uBePj1xJm9tPI283tGfP7zd3Po5W/k0bs+wje+9gruvfNR9s/NPu3P\nm/z3vvIrAr/3qUcZ7h7x8lPv5qo3/B7tahHY8fR/oRpx27d+A0dPb/CWW4/woQc1Ujr2Xn8zWWsH\nX/rsJziyY4p2q4P2I84tnkeIZLZDr9NC5Zqxr+hahVOSVOKiCCHDR8Ep0FEgGIKqU3aoE6wJeNK9\nabWmcpF2oaiGm6AsGsEBbnKWycW7OfVYZNdlB3nJlXtRSiPakuU5kQyVt5AwxrlAjJ7J8bs4emqD\nUjQh1MQ6udibOJ3+bkjCIAkBIRAnJdQlzgW0UbQNGJMxt3cXQdmUT0rEVQFYx8V1TMtybmmNPDdk\nJicq20TEmSafNEnlRQLOewrdxZUpZ1Rsjo4NK0ikESm5LY1RCg0i4pygG1UnMf3MSsVkeBYUbtIE\nsysh1h6TZVhRVHUNJEZQ3u5TTVZAe4KD0MvYMbebfqvLeLzJ6toay6vr+FAnR0W29ATp2bzEdiEm\nf/tLFVVwIcX+KVLIdtCCBE9nrkdbzZFvCitL5wiUVNWz55Q+H0rjbwG3AttE5CTwLuD/AX7375p2\nxRgfFJH/CjxIetb+92divgCUVUyhrApE0vCibtxu0lAhoivPSDuM0vjoiJjEe1aJgxrEE5QgYlEq\nNBPuiFEGZwr0bI9Dczu5XIHWBk8Er/nd5XP8zhP3UV48Rr0xpOsV7Zk5Fq44zMv3HubmBUWvW6Qn\nOziwTWevKhiehHIRTqUPJIVlKuhMw/R+2JVDewHMC8mlF9ar2EReaS5uDJHUTxCCQ4WA1JpW7cnm\n+wk7zIH8mbA2z4kTj/BP3vZG3vzGfbz3/Z+kHj87jjHTLdmcZBycn6fuLKAX4Fo85XANZhcwxjIa\nTBiVEzaHFfU2qOqK4foKJ4+N0jExOC47fAOtXo7qC3r7NYzGFRId0Vf4siIEcN6Cr4jlgGq8Tgw1\nlXNYXWCisG1qCkyfvTt2IfXTB49UfOWLegT+cHnCa245yvu/pBgsvZK9kyEzx3+f//g3jq+/9ZW8\n4x0/xbVvfC3/4n96C7Of/z3e+hO/wbt/9df4gbd+C3/2W3cx13XMXXUtdm4Hj9z9OXa3hrTaO1gd\n1Txxbg0boN3r0m530daglAAdtBpCjDiBoA0qjAk+pEZDImUdsbpGtMZFwSjPcLRBt70LiSmNKnqH\nq8fkrkflJ4w3NshyyxX7r8VcblFZCy1ZcmRUuoEADMrm6IljZW2TxVMrTEYryejNVyhJXadWmoin\nLgPRTShMDj4m2mEIGG2ZX9hOu9DYvEVVB1THkKucarKOwmAERga0UmidY8QAmqLIkqGXJIERSqN0\nIkdIVJg8hxipXYnYHGM0kRyom1QkBdSJdijJKEupgFcNq6YhFkpMT5VEiEqlYI8QUSbQzTusDzYx\n0TEhoG0Kps6VYjOk/rvVE3bO78VPSp5YfCKdWsvkypjun9ikUaW4xq0TA033HhtqZbJNTmlKyc07\nQkx/HkPNcHXMOK7jSgfiGmfOZ1/Ph/3ybc/wR09r2hVj/HHgx5/zXwbuvu9+bCbMd9p0C4Mu2hjb\nRrcMShVYlW444yzIpJlClwSVYSTlViKBEFoYhmRFEjF4ragbi7ZaqjSdVhalSogapdIGkE3PYua3\nITQpI0ZxOmpOnjnDrz9WUp07Rr5ygit0zct29MgOHGFm19VcvnOOlsQ0fLUN763SsH4eLqzAE6Sc\nMGPTpGTbbpjZC/MKihlQ+TNekwismR5qbYPFjVM8fP8yamqa+z77US5sPM5Bv5vbb7uWT23/et5w\n4q/YecONiHnmiW8Uzf6+4p0/88scPT3itjfsYNdlz564vK075IwXtosltvpMXAQCup1T12NEZ7R7\nC+RZzp65ObJen8uMweY1meoT8w7ej5ma6jEpKyYR0FOU50/QtgU33HATgkKZyxGJXH/YEp1jbek4\nhgxlMl7+xjdC8MxefxMj02bvS3axuLT4tD/vhoPOV5hQ/oo33c7bP/gHfPF9H+L++3o8fPyz/Pzv\nfhK9usybv/kHmWvP8s++7Qp+/hd/ji+2lvjTpddx45u+gf/jx9+B0op8forTKzU9e55Tdz1C7duM\niikEGF9c4lWHd/Hg2SXyVhfRmqAMRqfGI/H6UtOSQo4Tz9mqJC23NgJ5MyCPBB05dn7ENQd0Cnmr\nk1DF6BbzWYaZ20OxF8QHhouPE6JCrG4io5LVQBLHWETnuDgAEazNqIxFBY8LKTtWVBooho0Ngndk\nylDMdVCSE0PNxsoK2sLUTBsJUFerLF6AsrqAyWax1rNv3y5AYzILQw15xqFdu+jvnqLT287a6ibW\nBDJtqcOk6dINaRAQ8ZUHPyEr2k3x9iB5wqi9S9iJVuACjkDUkIluiIPJwDYqScVWkr+8Dw4VFXm7\ny2B9RBrsbqImGtXr0pY25SADu0Rrehorcxx97HE2h0NEHDhP8HXjkp7KuEQIkvj4UZJtb2Iakfxn\nnvTiJfjQDJQBL4Q8ecL4ylOGmuDUU2CcZ19fVUVpSzmkiqw5x+pGJIRlWiZjoiNh7DDG4myO0y1U\n3qLX7THfFVo20LY67a4CWk0IYqgrh9IGIiipEKXT3F3ndGLaBIJSCDVGNKrRNunoqJUhhECuHdKy\ndFod9Py1BHU96xL5lLEEApOVMUuPnaY88SjFxfu5OV/jG3ZO0736WqYOXk/Rn0bVWcpabUXAweIJ\nuHgKjinwZSrqWkP/StgxBbMGTCt1YjFgVca9qs1D4TrW9sLm6j1cDBlFPs13vflrOfCGW7kZgNc9\n5zUWgIWX8JP/6iXphRg5M3z2YctMv2KqnqYql8nFoTOdkmKURds2rhpx+OaXImKIzCM6ks1kuLok\n6gznxwQl1L6CEMhUxFc1UWVUOhUFbTLEaLQDHTS1OPBZOoKKYVSNEO+IwaPVCLxB+b/dpfyLd76e\nn/3JT9F+Ee7i6w5s8D3+Dm756F+xuX4bh699Gws7F/jsp9/H7/32MT78u+9hdqVi0oG7v/gRvniq\nzU3xBPLICU6vC329gkzv47F7TqFbhr0ziiCK0kfyosvihUV01km886xAxUhUEYtN6IGKDTMiI8SE\npyd1beKTpzjLABgUgWpjk6AzjKm5/upbkeAYb66xsr6OPPonnCo14h07D1yGjvbSgDqKEMWkYqgS\nMyWGCSrEFKISSGn2Epqu0qTBZFCEIHiJKGswZGkTUhqlA2cee5yNqqQ7s0CIARUCxngwOcEnXES0\nIe/20FnGzMIcD5wZcE1XI8bio09JpNoQSH78CbKQ1M2axggrRhBL8HWiYQJMPBpBjCa4gChLhUv4\ndpMranVARyGIRymDDwarDRIMrekdOBQSPb2ecOah48TWHNVkzNyRK9DDmtNHjzebatJOBFyzAZtk\nOS1lYw2QYjR0o5K9lDK65acOQMSJwrIF2SSztNql2QnNZyWA1cJz8QW+qkVdiQIDznmsNmRWkCjk\nCmKe/CaMjKEaEkoII83iUjrmAChlsEVEHLRaOarVIW/PkBct8sxijaBtJAzGDFWS62ZW8FFjFETJ\n0EJz7E07uomC15ECg9NpoCIejNF4FEpgRivi5VOYw6/muFL8otLoNUf52ROcXXucyfoS/cE5bm4L\nV+2fonXgRvYcPMTBfhfROcRRM6i9F5YFcg0uB+sJtbBd+nz9oVnedPUubLYNkRvh9hv5TPQMP/LX\nf7+LLsLu7rNTezo9Yd/O17L2wKcZTYbEqFEorE0wkChNHRJtjhjQogmhIjaJLq6aUPuKOipcPcGL\nAu/pdGepyiHGG3AVroyoUCJRMMoQ9RSq1aKsapbPnSR4qGNKlPEu+WA/dX3ykwOEhD59JddHH4KX\nbbuOK29/B/vrWY4s3MP99/wB9368YlumGKv3k++d5mS1Rjaa8EDe574PvIODb7wVwbJzb4/R8ioM\nzjHV0UxNTTUNhiJ6x/x8F1VnDMYu5Y1KOqzrEKmNx2pwKDbWLtJvt9G2SK6DwV8qEimrORJjTRRN\nrB1ZtcJ6pVn6/B3oegnvDJWrSR2uRikuDRIRSTS8QIJNdEwRgo2itAaMUukZVTEV9hiJ0REaYyrb\nwAmgIMtSBJ3oxLbRGqRRdtZDbGuOEEpaMUvPW2z+y1L3vFLlhIuP8fjoPDv3HkRbi2gBDVaE2MzR\nfAgEF9OQM4LJC/JgqFRBRZeocoryFD6OsZIn+AZN1QwvRRTRe6b6HdqtKVSrjVYZxkjq1kUILuBD\nstCOQUGmKfIK3W6zvnSRshyiZCv8IuXE+thALaHEibskNooxYvSWyhSQpteWrWzZRI2sPSn0uhmm\nYiyxLulkGj8K6J5BZ20Uio3N0bPev1/Voh7QCQMEqrqmpQ1V8EiZCkhV1ygxmDxDXCMnjoKxqSiZ\nRgxQBcdg5GGyTry4RpYrJqMJhbU4BC+GItPJ9Ktd0NIx+Zh0tlEYg9LJAEgpw6Sh33lc6jpEITrg\n6sbWUwyl0mg8lVZYZVC6xkeNain2FDlxYTfCHk4by9noiBfHTE7ezfLA0RtfYE8ufO02zdT2Kcy+\n69g5O0+vnbL4dFC09BIcXYWjx8BIasjyeV7VaeOy6sWbDDZr+1ybB46d4MxjD6Wba7BK0dLMHbgW\nY0asDCr08BxKZ0xCII8Gm3vqUDC7bZqVxTPUJWgJWKPJrVAYz9z0YfK2sHbmMag1uclQeYJbjGjm\nL7sMm/epxmvkfgPJ+kBFS6csnJX1v+17sbohfO7d/5ibf+S//K3XT45h33Ob2T3j+por4CdkEzup\n2Yxjpl97O63f+x1W/AqDSaB0I9bPdTkyvYvja0us31vxmtuOUHjNKAiT4QXoalrjwFRhqapItxXw\npIfXN09dUlUqVFSAxhMwyiVZe/D0uv2G+pZUhxICUSXOdwwhQQhKMK0et33T/8iJ++9KhUJ5XAPb\nGA3Ba5TERIOUGlQ7BTvHxj9GK8R7okTOPXEXvt3FT8qUWhW35OzN0V90Y1XQbA6JZZ2w68ax0SiD\nicnLJAaHJyCxpByNMFrjXHrGEIVygs4Um8eO4vyEjZFiW1Wlk6w0I60meo4AOuuCTJFP52RFGx8C\nxntU1uKGQwc5f2yRtbVVlgcjdkynYW30ZVKzypYzopD32shYU+v0HgIp+Nr7gHM1Go8XQ4glG8MR\nk6rgwvnHiYzwVUVwPo2fQ+K0RxrMPIJY0xRWaRTbiUYpMTY+MA1vfcvjJkoal8gW/BKJmSWMFHWo\nsRasDhhVfWUw9RdzzU83eZ/aJPK/pE4wxgDB4VxFVQZciExCxIeIjlXqrrVQRw/jQGENdXCYEBEr\neCcYk1GHGlGWDI8QmbhINYisVA6bDanqRTJjqVwSENQqKTqLIrC3l9PutNDtPhiL0jlRFLlOWZBG\nJR+MibYpxVE0lCnFJBfwStKxTlRDPxPmp1swu49l7fn1oMkvQrH6KC0eZJvtEC6/mZfWU+yr7mBj\naord05cx1Z9OQ9DBWaRuY1sD+Os/InnRe8gi7NwGe78Gsq+M6nXn/AI7Nw7y4GCTw7fcwol7H6SO\nY+ZMB29adNsVX/zsF5g3lo3OAjNWKMMQ8r0cuekV7D+0ymhtCCuPoqZfiR98ARfaSMuD7ZMtXAYE\nDD6xNiR1ZERN7SJozSPLmqm+48Liea6fFu4+u8rcrr8tbJ5srvOW93+Sr3v8I/z6r/0Pl9gE+15A\nTu0TEzh6LuJE+OCHfoO7/+IugowYdGoe/OhvsGwsXiKDyvNKW/DQaI23fefL+fk/3sfGxTtYW09Z\nluBgEGnnNa2+Ruw8w8118nwKpRIVNKKJWuN9iTJCkIjViaMShmtIZpvky+QFI+IIIRKIKB+I4gho\nlAdbTkA8px5/mBhdStAJiXGR6qBqoBNNJBDCljZRIQGCspxennDh2L3IxjnQkEvJ0KR0UtlijAQh\nim6w9zRuVEooQ8SFZHKFLZJ/i0SwKZLNlWOqKv3s3rlLTJaqrhO9cFziMigkRbrVzmMM6dQnoJpi\nqGIjYLItYjmhoEW1uU5sacpqDT/KkWIGZyy2KGhvDMg7GdVm4yuDSi6PEUIMBFcSxmWKbKwDw1pw\nDW1wUo4wWTsV6CwyGljqyRebbFGQmOYLaQ4akuxfkunYlpdLOkk8Ff9Op6O0NTYwUlPgRT2Zd5ro\noIGJKGIQOm3L8qbHmIIai/IauPis9/JXtag/cvIiRideaF07RCm0GJTVZJmmY6HIcnKlaKnET0+M\nl3RRt4JciVA4oayT6U/wjhAVlfNoEVRm0OOKIssp65J2bqlrT27SkMQqSR1GiKAC5SRyYlxRh1Vy\nu8S49GhriLXHtgoqCRgsCz3N9n5O1u2jiza5bVGLxotiUE1wpWahlUEnIxeD0xVKQ4GlyCNdY4km\nI9OGdaPJzz/EpyXi6aGGHnP+KDEIvh4zHSw7sov4Yjuv2HE5u/s1tDqAwNEhHP8YfM03fEU+l5m5\nWXhojStvvokwqjh45WGU0kTqhgts0hFdFILHxYKg2yhxLB1/FNEdaOXIrpfiXIlaeCm5UQzWN2nl\nJaPhACvgM4sETRXB14GV0XGUrwh1YHvbUhCZ27+LEBXXz+5kdfXJmzlSYRvV3sc/9r380Pc/xHU/\n+IOMxrC2vkl1qs2hhS/w9le//Hm95y+cXud3fum3qM89xvjgDJsnLpC1c0bLJQ/XI1xdYzKLEeHB\nK17LnoHjdz71cVZPgBiPlYLN4QY2F1wNAx/ZGDouhJOYCJvRsH+6h6MiZdykJCfrYVxuIq0q+ZhY\nAz5ijWm41oHgJW3glzRjBpGA4PDlKmEScUS0ohEAJem/a8RAEmPqyImE4QpLaxusnDtBOVonNGwO\nYsBFT65ahFihSMSBLdYJKhKdh6iaKLZU3POYsPawhRmLISqPlXSyDb7haStI8EmkHA/RWbsRllVE\nr9GSgtq0ryE6fFCXOO8h+IZPHQhuhGqBVyXRalQ1oXvFS3mNGXB++THyC0ts1hVTU1PU5YCoWrio\n0FE3BgURQmDx3IDx2ohRuQkI7V6X3GQEJWgNdbmJUhmCQfwmzXZGiLGBVhp83KgGBpOmXCd2i2/y\nRMOWr05D6th6T0lmlO5kgpDZZmbQ/DsxmGQfb1L2cV3VWB3x4bmP6C/UpfFdwD/lSdHR/xlj/NPm\nz563S6MxGq00YpqkEoTgK6KHYSmMt96UUsRYp5itmAj7SiVep9YFWZYjJnXLShdkNjnLdY1gRaeM\nS2UJIU2kfVXiXIURm4YwKGoCWYg4CWRR43yF0RmucamTGDCZwvsKS0RCzdIKyfv79BqbdQUYKq2x\njYxbZ4ZBy9DrtaDoUNgWJjN0CovOM0QcRStnnAttbVBiyK1JLEmjyRo1gqg2mc5YlZ2EIudPqzZq\nI4OL67RF8YqDARkW7H+mC/1lLttfQI0H5L5KVEqnk4NgjIRqhEZ42ctfD+ITvzYE5juzfODH38G7\nP3Gc81+8g+OLI1y9hpIuWS4Eb5jUNT6AUBCsBW2wRmMkYIuItpE4cki/jwRPHdMD6EKJGzlMNE2q\nDNz/0Z9kkm8jL5fQSvPBD/0M+r/9LAWRhYN7WV4z7L3tPbz0yDqHZqaeViFcAZtjaLcgr4asfOkv\n8d15fvRlGd/925bl9QmxrCmsRnyknJSJZnvsTk6092JPFNSlw0xGrFWbBIRq/JROzEe29RS7Fy5L\njhZVTeWlwWuFGAA3JrdZUtfG9FCLkE6spO5RNaTrSBpexuZrQhNiQUyDwXRthaCSL15sxm4hKpJg\nCe6+5wTiUiGLvqaKGnBsOQi2VMp7jniCSTRDaUpUghOe7D6TO6EhRpe67roEEURlaHTCzBF6/V76\n2e0UvhoT4xSZEkqtUCZPBG6TPFZsbnG+xqiIRuF0+ryJjbCpHNHqdSmkpKoqJpMNBkeXuLuecHoQ\nCDHpTjpz0yyvX2CqkycEoLk2KQQ04IIjb3XSZmMMmc0I9QDxNd5HqgqECp2n97Z1cog+JDo1TwJP\nQULzuTSQilYNVr41O9jCz+WSeCiKIqo0x1AGWiojklSxSSAV8B4oHSXgR54YHYSN53x+X6hLI8B7\nY4zvfeoLInIVX4ZLow9JHScuGRClmUwSEaA0RubxM1OE/ho8foYgMQ3ltlzOQqIs2VghdeJ6jn3F\nWM9y+q5P8Z8evZf/9C1vJ9MVwWh8rQktS7tnyPKCytd0NIyDw3rNGI0qI5Wq6Xen8DFSeoUONTGM\niTHgK9CFpkJoKc3mRk3et7R1i1FZYX2FjgGtIq6ExaGwsiTUBJS2uMpjssQA2d47xEfe91OoG6/e\nuoJcwhC+imvQmUMh2NwSvEaoME4TdECcSz2I1M1NbQnaU4aA3X8N/+5/u4bIbZTAXWcn3PWz/5JP\nniiTijvUOK1RRPKizWAUsKrCBk/tPYLCKEccD8E7vChsCHil0CpQ12M2a7hw9EtMrv6n7LjpDPI3\nf0Br30HOP3qMuozMd2s++pE7+drv/GFW7vwRvrTvXfzAb/8wf/gXd/Dnp+Hr9zz5PjNgtsHe37LX\n8rFiJ6895Hn94V0cWLiRC8t3csBmnKhKUKlBCL0uk/EQt/kA85mmnUXWB0AViMETCWjbIYYK5QPB\nTeOyPjYM8SJUYYwLW2ySRkIoqXfbOrqH4HHKQgwpiUhplDSduopI2NICRoaTkpURzBWBoigSvS+q\nSxh0iKkhiQRiUPSncqJvoZVLjowIgRIdkwAm1J5oEs4r0aSaFBWX7srGSjqQvP1jjJRRM6UFwtYM\nKtH3kOSsKMElKIWIK0ucc40SR6FUuh+MBt109scuDrly11TSA8bkx6KaXTnWNZvLF9lUGqUECZHx\nKDAMECRiTEDHRAstVyxnV4+y98ChBvduuv/osVpjxJLbgsJqOqHG9gtU3mdjU3Ps/BIWj2/gMkn2\nkenXJotMKUBpsrxFNRwRvSedKdLAWGJIm+GWTS+p0G+h4hIb1MUYSgdW0qYeYuPHIxGFR4VAp20Z\nbJRpVvIc64W6NNLcVX933c6X4dKYFGCB4AJKKTKlMFqhdUrR7vSv5oF7fg6y0xx8zW0MHi7JVMod\nVCrtnM6T8D6tyAqVOiBfcfMb/xWv/uAPYbodJBTE0QQTapzKyTCU3kGAidIIaVhUEBLlPCouDscM\nVweJgaNAKY2xFrEWHQ1ZrolG024HVDSozNDJDOVwAr4CFARL6R1eC8ZmhKqi1bKIyokq4/9+/S2o\nlyh4HsOPf8g1aG3HTc6m7k45rIdaAiq6tJmKS+59waPiBJwnIaQO0oSBAnjdroLX/cQv8v3Aehn5\ny3vu47c+eoZHP/PrfN2+w8ibv4lzf3mSVT9h6b7f5uaXvRRb5IiDR+67E6s0lU73RTSaPBM2Kzhw\nZA//4c0/yrlJQbvMWX38OJGA6mgulAXf+c7vZ3N1jGxM8yP/+T/ysoMv4d9+8g/J/+i/8fU/82tP\n+55Vb54n1Ag/uJxvCPMcees38YX3fJbjk0kqfC5gcvB1ickCbHqWRhFGgZaFUiJKFFEMrhqhbOoK\nW60KQuJ9XxxeRLxi5CraWiejrLClNkzMBwmJ6CbBp6IVVQORpCIuzeZKVARlGayPGY4dCzYQQpYa\nURLVb8vWtqYpdCTPnbQEr1N0nW48WlQUUB4fEkwSVCNpF38JcgCTIBmak4YIcX2J2JlGNxBLUDYJ\nedKRgzpA8sEVxHTwJqOsXHJBdDUhAxGbTmE6Y3pScXH1NCH2CEo1cvpUGKXI6XS6BJc4+oo0N6sH\nA7CJdqyNptttceiKXWB2JZUmHiNqay9kar7NbHcvPnoKranKAQqPiYFKRTorS0zGAXTKG/WSjLhU\nSMLItB8rJEbq8QibWVytUt7r1gaEQmIjGGq87xPzpUHSYnOacpbRZEJbPfl9fXDptBU9tauIlU/a\n1BfZ0Oufi8h3AF8A/nUTkvFluTRGVyWHbBG8FxQGUSEVeiLri59gfvfVaA2+9imgWGeYLHnDCJK4\nr6450jhPJDIabXJi8885+eY/Y3tbESYBHT3kOWFYEroFlfN0jFDjEQ8OnxgACowXgkn4GT4QRBGi\nQ5UekVG6sLJ1fzTDjpjYMloBtouxnl7LYKNG2SJBOO0MV1UYGwjS5pqv201cWUR2Xv1Ml+irsqTY\nwXjtbzh56j5UAN+IPp7kZSVqJ6LY3NzE+cRKuvLqa/HFDFffeIR3/KNXseel383VM+kWn82Ft77y\nOt76yuuIawt878/exeuWz/KZhbPENUW+q4fJWikqLBOmt28DMqzW+JAgAl2NGY3BdGf5f3/9vdz7\nLW+mdWCBSbB0tCOakvGk5Eh9HjMdqXbu5aEHPsHH776PQ9/9J7Smd7B8fsyFbXCV+Tv0mAB/9vvJ\nr//YPQ/w2Tt+nm7bsH3/v+HYIz9Gt5WxUXoox9REuplh4FOpHY4Cklt07XCSHr5QR7QWgljc0LC0\nfoxtUwssrq6RD9cx26aB0MAnaUbkY0SUZ+liYPd8C+998jvJWom5EiO1eHSAED1RYLW0iI4E+Tho\nBQAAIABJREFUJVSby2T9mSR6iTSzp4iJEJVPzEYPNEXa6iyJiqRK/774BAt4nzBirRuf8/SZp3Li\nISb5fkhHAYI3aOWoKtMwxAJRWwSY2znN/j2v5cEH/ooYA2Ii9XgF3d8GlWCswccqhW8AYhWzO2c4\ndWaZqZkUYRejT5oU3xAbyzFGkhrUlSMqhKgi0ZVcf+Nl7N19hAePLkFWXermRUBUU2wjxBAg1FjR\noMBoTeVD44IYmQSNKJ/uO4nUW8VU0oyC2Gi3QuPf4huIpaFHp9IMThIVU4j4plYgWyFJguiCSI34\nxvwsJpZfCOm+CEojWKrK023l1IOnV1U/db3Qov4+4N/FGKOI/Hvgp4B/8uV+k+AcVUjHDCMGyU3y\nC/Yer6CqPD5EIJCcBgUjNWKSCMNJxEfQPiCxom5uwLpOCdRKCZL3CIN1VKHBRaQOlHUi9Y+Cp6UU\nlY5YH4lGqEshpmakmWEIBnjFVTfQ2g4PP7bCQk9z36MnOTRTMBwGerOWR5fGtK1hVE549fYbePed\n/xfffNm30jIVYWPEOAZkapZ226J1zp6dh+i97iqon33wseSG/MCP/ibfc4vh+oMt2H4Q6d2AlgKj\n0hH4K706rXl8eZHN9eU0YGq8r2vvcLUnxJpMF2zff5DJeEJmM5TNEFfhJys8dued/PDn76LT+wBG\nZeSdDv7l38W/fNutvPFwl1oy9viTHBg9yI985iredtNruP/sexju3EcuoCi57+FVRBls0acjDjKN\nLN7B+t0/z8j+M4rrYbolXJjUFLqPV2vgI7UquWbvPP/43T/Ej/3gL1CvbDJbZJytLX75Iq98wzfy\nwN1/Su02sUX3yTet4J4Sfunbv4cnzj3KlTdtZzH/17wp/wzvP5bh81lsPJ8sY9EMYk0USbbfUYhl\nTbAa6ggklseUCQzKjMXhSa6c7qJ0wMX0MEfnqbwjjzbtlyFpETcGE/AjHG2684fwaydZn0wSJbEZ\nsfnmgUdFrj8yTc+sc+zMJq3OTGK5qAylC0xrDslnUDqQxTHKL8NwhTIRdBhONC0TML6+pF4MSjUU\nRAVNuj00w8EYCJKcNwEEjUhAd2cYV9WTBloxsV8QyLVn1p5F3IjU4Co2Vlp0eyoVxOiTi2OWpeau\nCkRrOHLl1SwuLqfBptJoHDGm0On1UU2nyPEhUjuwNqAxYBSmO40xOmXtRI9RFisK51zi6UeNiglA\nUSi8RDQanfXJxktMvDCuDL4WtBaEtLk655KaVieTqOBDit4j0T2FgGiTeO0xXOrIE/Sy1f491S5A\noXRAVFIN19DQI5uvDREfhbpx5awmJRshvHgujTHGpaf8738GPtz8/styaZzbuRNXgVUVpc3pa0VV\nTyisToT94AmVIxJZnjgkaFAG25nCjjegY7E+7YDDUcK86/hkGjpeE0JEdQyhFnxdoTKL1cLEe4KP\nTRwVVCKo4NG2CQqIpiEbpCN1iAMuXuywY+cC2le87KbrKes13FLNzN5tvGJPZD0KVhecWLnAN11x\nO0KGdHNYn0BUuJA+2BAUP/c1B9i8MKRrDXSe+VpPyYjHP/Yr/OBHS6oYqH3itAZX4eqM1117A7/8\n+7/2XJ8YT4+WPf26rpjhQ3XBaJxyKNvGIs1GpwgoH8iyiNaWSmVk5YjMaFSWU7QL5rTGa4PzEVGK\ncjLBf/yn+bE/eQ/v9oFWO5lMLU1F3njLHD/2w9fw/uwb+diDZ8FX6KzLlZfPosQSY4XWHUrnePx0\nwdLn7uJ9fg/v7ExTFWO25ZuMqkhUJcE7elnOb9zx13zw07eDlOhOREtGz8DSypDeNs2V117LkfkW\nv/bh/5+4Nw/X9CrLfH/PWusdvmHPu+akUkkloRICGRgVAZkERQQUVBxx6qadWrtFcDoN0oeDih49\n4mlH6EbFBnHAoxJMmAMkQMw8FUmlhtS4q2qP3/e9w1rrOX+sd1eiFySFl16+15Wqnb2/vfdX77CG\n57nv3/1JzPQ8U8tQboVrC2XXs+/jba/5H7zmNx9g9o7/ix+84UPMDd7Ah289Q7ssbF3YxvGljLvW\nb8M3NRngjUkhCXWLLeaJzVkylNVGWJixbOn1OLy8ymyZAh68S/HFQXqAZSo3DLbs5PSpk+RFD994\nlMjq8QMM+mApUqVWIxk2NUm7AWO0ssxGO2ZQGJyDlRpsrEA2mCwdBSLDLGNNDOO2oRjMdkHWEWsd\nYntEn0gXxiXYljQRrEvU6q6xKDYD/+iqE9HOQZnYM0sn19i2q98BqSLGZKhGjj2yysmHP0dsPdIr\nMc4xf8E2+lnBqmlRUeqNhkcmS/iqSuWcMEbjTHfHZoimrFRIyUzRe8aTSFkURPWE6PAECif0S3BF\nHzUWX0VCW+EGfYymRqyapICpKk9belyenKPRWCSfJbQNea+m13OYvCQ2LSG9rfR+UnPgXCi2qpCJ\n0ilxCXRCpbj53KW/U9kkpolPBFEltw4fG0JUis6UZDZj7jpIr6LkWU4bAricftajWVt+3Of3X0Rp\nFJHtqroJ4vhW4O7u46+K0ri8PEr1SN/gXU1ROHrO0kqCBRlnCVkPEwK2ZxmaGWrx5NSoBmJbMhKP\njcL2qT4rOLbnyolhw3h5NaXYG4ObmmFyfBVXOloMBEFCoDRpoA1REWsIjWIKRXwkc4apqX5n9RXu\nP7sMfgVLpGqVnhW2bilZryvy1ZLSFZyKNbtn5wjhIHUT6BnQVDvC4JKqIChTM0N2/OTXYesCqseP\naMvtFt53483ctQQbLfgDX8Qe+gzhzMP8xgdvZX5x8Qkv3n//+Af5yJveTotQmoanXXkdv/7uf973\nBu10/TPlAhPfMFU6ynLIsaUz9IoeJrOsLo9QDUypY4t17Lr2mznxuQ9gnSWzksBU1lH055HeMLG1\nY0NbeyajNbSqOHrsFEU54NPtHNvueIRbf+m/8qqdl/OK17+U0dw6//uzX+LAAw8yGa0ks06YQEjh\nET/8gU9z3fO389zv/BOmiwwyIWpNrutsWSwwkzFr45o1hDDxDIY5YifsXbycb/7e7+Tv/vKz7Hrq\n1Wz4Fd70H36Q8dkvcWa8yJYL59h67dez17+ccs8VfOI3rwBeBcBLr8v4u/uX2fHan+b6d/0xZvm2\nZH1XCCK4zCA+0J+aZqpXcGbJccFVL+HI3Tdw+vRZ5nZvZ/dwhp4zHFmqmC4LrJFUEnRDTkwC08eP\nPaaZZgjeY1wO2hJMCqSWkOrgm+RBBawTTqwoM1OOUgNWCq7YdwFNaHlw/yFC9MTeNBqbpBEnYgtH\naAPGGYQMjak0oaZNhqTYYjUnxiS9C9amDNIu8VytwbnU7G/GLaiw95KdRG8YY4itEgc5qEXVpIQf\n0qIqt5boG8QU0BUkesMhK1XE5C0xeFqEie+Y+uKJkSRfTd2vzsgTQLVjtHvILLHIUO0RcOQaaGIE\nZ2irCXSSz1RfTyVFl9M1T6UrDVm0qSlnpikGczT1BlnRR8MGUjsibWrc6qM9MBGl9mmsz2xSwySD\nUTin/lGVlNnBOUgxIlD7pFzKjeDLAhdAYsp7VVWcgDddc1YlTTBT5RM+7/9SSuMLROQaUvHoIPAf\nga+a0hjaEaOGVGNqPWutYSSGwhjECeOQtOipYaRUTKBtGed5mtXqhghkxnCyMSwOC46tNrTjJm10\nTFLJRAxZ6QhGaMc1YRZ6eUlLMnOYHDS0UBjUQ8wyXNBOkqQYUcxoTB0DbevxQVkDQigJQRkfPpQu\nnjE8fOoU41GVBkkNqBSYokB9gxihKAp+at+16PEGdszD4InTfC6eSv8B8KSnA0+nVfjDG19Of+qJ\n45t+8bqX0P78k7l3OefIH/8IlRl+2detm4xpYNrmxGZEWwX60w5T9gm+Ai3SEsQW1G2LcYZyx+7U\nnBJB8h6Zc1hreMrXvJ53/MIr4eAXOXznQ/zqgw2Hv/BJQjNhdrpge5yj3ZlxrI788v4lmv2exbsP\ncesXbuK2m2+ieMyduX8VbvhC5M9/90eYWnmEyZFbmenlNKElbCiRmlYEHQVcI0z3An1raD0UWQvq\n0FgxVfX57+//AEu338Q73/U73OEWGZ0+ydS0Rw8epzn6N4yevI5/5CfRXcU5IdLf3L+Py2YzXvRj\n38anf+stVA7w0qkTIHrBqKEep+St7bt2snL0QfZsWyQWPbQNtGXJqdXjOEn9IDXpoRUacltgTads\n3pSxnguDTqgKJwkT5VSJmMRWV8HicUXJmZMn2XbBIiIFD548hURDEIfLLb3pKSKG5uwZXJFhXEGQ\nFkNGFJPyMIM/p5wmkmrtSKe8SStTm0F/fojNyzTQhJbJxipbt0/jrOma5ZLSxqxNBhyjlOU049Fa\nWrQNSjJjU6M3GiwRT0ZWBtqGtMuOQmbl0QGXxIPppDhYkxDDdMqSSHp/KAyKHpHOdp8XeO/xTjCh\ni+kjZa8mlneZPjYpBESNpbe40GGEO5RvVBILHqzJ2eykRVxHkoQYkmIpCmTWYGI4t7QXlXPLYTE5\nxAYNkTa0WGPJjKXyHuM9dUxjTehW+UFTfN25FqvGxI9/guNfSml8z+O8/rwpjQV0/3jFaqetlZi6\n4EbIJEU6uU6i1XrfAXqaJL3KbOoK93pIVE6vjlEghkAkuVQDFmcdbm5APLmCcxlGHJNYkZGir2IA\na5MRSV2qbeIcsWlS51sjwVliq3hrib5NF7wzWqTuvMFERYPpHsi02iK0aJGkjCFA4yNf/9p5yC3N\nkYMQV8kvvfDxTtOXPUSA/jRTM+eRyTczy1tfNQvAt35hF7O92S/7sk1QsBWhbpW8V2AQchPJij7i\nLDPMszYZs2v7AgRDnpeYrIdkJXmWIdbgrGN9bSX9sD1PZ/eep/MuFKpvhSLyvBe8gttHx3jl993A\nW162we++5eeYnLqX8EDLlsLz8m95BeYlP8l/e3bOcy5RLl98Kpe/eJ7/+yf+EV+WPHCgppjv0Rys\nKTOQPLl6V45v4CRjNJhhuu+RQlk5qwwGgao+wUtfspfr797g4ku/hjd+44286tt/gG9/6ev4vhc9\nnbf+xS3YuYIH7p3nma96BU++aisf/J+/zwc//UE+/IXPcPeJJT677wqevO9ibrttP4ZAiDCc2c50\nWdHKgKWTR/GjM/QXdrNldgvVUo1RmLgLyOoTPGNhnjtPncaqoY5CGyaJNWIALCGO8CEjtBOiDtPn\nQkTo2N/aNTAJqJokd+xIg7UkbpLYyGTpFNF7vC3Jiz7LJ47ihjOoEWxMifcqAa1bTH86DR4dGEyx\naGixbpAGZmOIISCmc6qa5FYVEaJJaUoLW7eycqJKq39DUgB1z7UMLySfG9F+aYMQumhJcXhVCgOV\ngBjP9nKWIxsbuCLHB0/Tptq3YoghJZeJPMb0QzJUsenKFEM0hsYaBi4ZfppzmaCdoqhT/qgafPQg\nLeoNrWmxkiFByDJPIIV5NDjUxlT5sY4YQ5JxnntikgHLWEm18NiixqUJugv/0RgxKVYaR6DtJJXW\nFVigDm3S8DfJfKZdtkTsenom/XFuwvWjx+e+wL+zozTRxpKUqpHkcjdiaETJSF1pgyNK2nghgtfU\n2o+RRJLT5N4yugmj7zrInZPLxICVDHUFbtt8l68ItQ8kZ6Ql+BaxOb5pcblBq5aycBjfdlpaTaGz\ngMURXNr2iU83U0r+VuImTrOzAyeehCFkBS6OIUamh9uZvvSKtA/cNg/Z3L/o3BlIdezyfCAwNYxP\nENyA1bFQzD9OER8oRKibltp7Vo6fol84yrIgRE8IE+bKnElVMTAw7PUoC0s9XsOPlaCR7TsuZFI3\n/+ynCpQDQMmmF1k68SX+5j3fwV+/R7n94x/m7b/0Payaq3nvK6+jPf4Av/fxD7F665W89fqTTDV/\nxocPK73pLbzwWZfzFx/+MBftm+K+gxHb30HGVlaiwcXbCBJwzQptr8d01mPPzl1M7Zph7fgdXBoO\n8/KrX8q+XRm/8f4VNC7Tu3AXL55v+PXFRV5+yVYeLi7nZ9/0Gt755l/hRS97PdXafiaTnIEXjo8D\nR+94mBTTFpGo5KZmOs9YiQVlXlDms4TawCCpWahqLA/SROHY7MVYs0SDkknAmKScsB39UDXDxAS4\nQyTJ52gQM8QYS1DFqU2mFSJBFaPareM6lK41FP1pRutrZDYDlxFihZH0qEdxWBxWDMXOK3GjZSZK\nUqzEmEIjSCKD2Lbp94aYHKydBJkOjgedQ9Kk8qXzLWIE7yPGKHkPZspjXLNvO3cehFNB2NjYoFcW\nzJRZtwt3GGsx/V7SdgNE37nHA+or1GXkJvlarEnPVhMimUl0S0waWEWFOAm0RZUGRz9BOwkmIeKy\nhH4TEfx6S9t6jDgyzTqlCVhN+ARrO9+METyd+VAjoQOLIZHgA3npUvkkGqo2kM94zMQx0k7aKCnA\n2lmbJjWNqZFLpN2kA2A7dVn3pCgIHtONK3TnXhQep/Bx7vh3HdSBTmHShQ5FyAyITVx0o9L9C9PF\nHvR6DEtSRwJhVE+AhAJ41L0VuqZEty0TC67L0rSpyeQlI5eSFGYeMWWO1IF+P6ceN2S9HoU4xlVL\njClLk+gJEhDtOuAiOAN57mjbiDOGVpPksux5JqMOAyrJ+Spb5/GN47e+4QoI62BLQq2YaFLM4Vd5\nBGCjqlPd9QmPAvoXYYHde3aS2cfnqUcR1qszXLLN0bYFZ6qMxrdsnZth7DYYV4ZxSCuH3DmyIufA\nPffRkrj0C1svYnW8/hV+umDWHyJTIcQMLWc4Wgd2Fqd46P67WFj7Zgp7Cx+/6T5+7ZumuLm+gB+9\n8sd54S7l5972sywu7sQMpvnprVfwjt0Tjp04S7l4AduMp64dq7WlKJS6tqwSsKVl+diELdlTeMP7\n72T/zdcyX/YpbZ89z7ydl7/gQg5oRb+c4+pn7GBxz8X0pi9lx2V7ObPyGS7MLe85eBTpzaXBQSHL\nUsSfsYIpp2lti63XyTQyO91nvR4BJRIaQofJ9TGyemI/ikkuQrU0behWYEIQwcSYVnhqIUY0U1pv\nMUVItoduLS0aiNphpTWgxlG4Dgsg0LQTjAYiNdpmbFmcwxdDVs6uMzMzC6Hl+ETJx0cYTm9hfDaF\nVQSJiOmePWtxmUPRR+vBKkRJrl7ZVGF0LlgjhuhMEgIQUpapd6xv1KwtrZMbg+1CyA2K2sf6MwRr\nXGLSqJBcrIAmUyIaEScdTyWAdd0zn8okGjsJYWYxpkyqneDxTYu1EZsl53qDnnPgOolUpx6inJtF\n8llMNqDxUDctilBVLSEE8ulpwqhBNTWNNYRUew+CKSxOhEkLoLgc8iYwzuagWU0dAKXbZSX1Uuay\nBA/M+t3Elco36lMGrFEliBB8RGMqwRhJqpl4nnqHf9dBXTsXXdSkqnBOsM6CNWyKptSkbYtAB89J\nX1NRgiQXX8CRqSASMBg0tviQHkAN4ZwhQE3ERiG3woYEhtZQRyWzgmQWHyO2zFCUftHnwssvZ2Xj\nDCtHzwKKhLSiAUmwJFVqLwRNuCRnDCHUNE3sNsaKsQ5VQ+V6RGDvy58Cey9F64Bt1iGO/kXnzqHk\nUznjevJVfV+5ZZp88sTNlhAip6s+TWuwaiiLNHibegbxkTIvMRrQrEcwKW4tknZaK+MKN1nnK6lu\nRAr6i7Nk/e2EvmPBWL7hu36O+YdmEDegCo7X/9Tb8OPrWZya4q0fvZf+pVtQUZZOneBz//A+Cj/i\nuSfeyJ+dOMgF0+scXFqj9p6L92zn7KqhzCw7d++l51cxxmCtcPutxykpmRv2MHmPW275EjffcAuD\nXuq93HzPhAv6V/ADb/gO3vDcK/jLYyc5uudp7Lz2ZXi5E+ElVKtHcWGViHL0rlvoO0uIkXG9gkFY\nrhusFQbOMo4txpYE9WSSAYqjW2mqdhyQSOg0tEGEsysr5FZRSbxvNTkSAv1iAdVAUJukhKok/6JF\nrKGpYpoIMGS2RzANRnoJ7WAdtq2J0TNqJ0ijZGIRY1jeGIGQoupIMkZDxBlL21bdBetU1+khRHCd\nESZ9UVWo24rCaIerTfpq9RHanGy2oCiVqgJT1cTxGKZnQZJLt22aFBpRDMnKPpN2xFBb2pB08/iA\nuoR1xgiFNTQh7cpNZiDP8JWHGHE96RLOHC7Lu8nQ4pxiswTXCwilVqyuFXipKLamXUnVCFhFNCfL\nc+pgCc2YTfL5Zrao+oAYTx/HxMP0Yo/lExXR16wXisFvStURwPSGuKpFnOJDwKhnEhRrstRfiZts\nnpCuAWkSdSb1TUQS9C5uKo+e4Pj35amfU97GtF3qJn/bmVsUui1fjko89zkNYGw6AVGTh1G6n4hu\nRkV15DSSbVliQMUSnGBsTpa5hPMtIDYRm2X4uibrldBUeIXxpE6ZpJB2DCYhgVASmUM9RjKKwiJi\n8D5gsiESVpA21QCtTZNEkTWEpofBsvKFe8m2LjK46HLIvnx9+4kPoV+W9HqPv+oGOBw9d3zq48y6\niqWHR+xeeHwCeSuCUaWtxsQ2puZWOcRJztRwgWzQSze3GEopiJNldu3eg3GWerQG47NMqpqvtKy4\neGfG8WMDmijkZorP13Dt4qXEs2dZbabZMmP5+mv24U7cxc6ZPUxOf4qXPO3b+LP/cTdnDw64/tQe\nnlPcxZaL97H9SI4xE3oXX0fbRM6sVsxu3c1wxjAKgXpUM1M6Fp71CmY+8wle9pLXMjn6EP1pw+nt\nr+X5L1zgbz96D1dvPch7/v4QP2FOcOahdf5w/X7WzG6O3H4fyAPEsMFk9CUIy5SlYPNFnIXF3gp3\nnTLMG8NYFFuPkbKkalpCjPhMEC/EWCHRoSZhDxrAGaGdTFAZUzWCuIJhnlE1k+Th8CtYl9FEn5hI\nOkMOmBhQXJoUJEU4IoGAYo1lfXkVZw0heAgZTT3GZj00RMZrp9m2bRuMMr7uumk++fn1NKiI6bg6\nAVX7mACKDhubepKplh3Ta9QIVkAIxNgN+hhC2yQWSkyZB5RZmlg1AhHfeibjNunSRYkd/jorDP1B\nzmRtzGQ8Sr+/G/CMTUlPEmFjMk767o5DY+tA1s9xxlHFyIyEtPPo9P9GhDp4NjEBmVHWW6HIIkMq\nohhMbOiXPUQTMLCXOyZVJE4SudM6h+0G4Ja0W6t9pHCpgZmZQDZwVCNFWT2ndBERaCYYm6XEJgOI\nwdLlqEaLxgSmS9WaNAiqpsZ1VEVMCvcw6KYB+XGP81G/XEDivmwjzT9/oKr/j4jMAe8HLiIpYL69\nc5WeN9Qrdl1mJfEsokSiGogerCWqYBVabTFq8BHyIjUx1GXgFSMpq9EWXW05KkU0xCwQfJsyAzv7\nrdGYQpuBwhu0UGwjSGEIVctgWOBHDTIooK05e+IUMQQyI3gsGvw5FKlK2mm0oaH2ASuGEAN9hNjG\nrq4PGpNNOPORYHKWxjUXPPeZMPH4Yw/jcgs7Lnrca3BqZYOWiEPxzmBiRdV6ovaozqPGdqdG/s9f\nfBt+o+Gqq/fhpxce9/UOYYaGieuTDRy79j4pXSdJbJ5h9NRNS1vVtMGz7cJ9iGmJsWF5dQv1ykl6\n+phAi3Msi7S13ra4k/Gdx4g2kC/u4MCdcOkFa7jQMLVxAhk3xF0VjE7iVhf53LGavQ9+kkWnNHnO\nD5Wf5GDbp9z6Pbz09X2OfPrdnF4L7PqaN/Ldz9rGX/7V33Hgvr9ldussz77uVRx+4NM8dfiPnOnB\nzZ+8hR3bt/Dsp13CZ973Vpq64L3XOX7gwHa25Gf55Q/fyLdd+xS2XLbAg3/0/zI7tYMwtZP8zDIn\nZZ3eQMitYXVyEh+U9TDP1kGLHW7HVsro1EM0ec6D+x9hKld8G8glom2Lzy0mBIKN9IsSr6lvZMV1\nOmwh7/ep6kmSHwrJ7t997B/zXKRzGtLKWgpmd16KxEkafINHbQ4EqliSicP5NJgyt4VHjp9lMNPn\nY1+suvKidAlHSRuNCNiERtjEx+o5NUgn+TCwaQrU4JNqQwzGpJ305uATfcW9NxygGZuUdRoDtuwx\nHA5YX9/A4xAN2G7Fpqrk/YwyH+KbFqnWU7qSdLJAI1x84WKiPJqCTQ14UEHyjCP37ueIzdC2W/Nq\nREJErWBseiaDJAGFsZ5HzmRMzx0DtwsTFaxi6uOp3yYWSsG2HkxaKUeNWOdom0chXe3yBGcDWSXE\nAiZNKrkkX7yiQRAXaVIbOmF7kW7XZYjGdViHkCYBDUlt1E20eRfwkVC9/zordQ/8F1W9XUSGwK0i\n8g/ADwA3quqvisibgJ8D3iwiV3KeUC8xiW+ctnbSQXOSHCp0M12QFB5rU+4cziRUb+KSCJ402NvY\ncYk7Y0a6+WxitmASUb1b2Vjn0F5Su5CnFbwrHEE9pldC7MBhbYpTC9Ilr3RpLSkwIKS4L1L9aBOk\nFDpGhjUkB6vZXOQnwuTi7h1w4iBaDHE79oB74lLI8577VJpJxs/tfQY//OF38Kxnv4Zm5LnsWV9H\n93Q97jFtc/K8D3nLoOxRTj1+ozSKkAdlYoSy109El1TkxMeW0ERinFATia12N6Tj2JGzLF6wHV07\nSukedb7d+uH38v6b7uPMaeWPfv/X+KXffD8ff9HzOLLmsEYpF7/IoD9DfWI/U2GRydoyZw/fz+FP\nPsTgedu4OhwgLlfsefrLGO9+Hh944AC//at/zEMPH8bO7WGQDdn7Ta/kP199gNH8i3naZX/OF+6e\ncHKl5kr/J9ymF3HwhobCr3P4wXu5/b4hs6Ml7NRVzO7dzY1P3cXPftuFhBgg5uw/dJBTZxqufuV/\n5CN//36sfySFnpc91tbW2DafM8wD9RhOeocxlo1jJ9iy0MdkQlVt0EbDaDKiryD9eYKOyQe7adYf\nwkdHq/MQ1xCKc82vVNlL97qPITXrMFj1afD0KY+UmMoSEXAG+kWknynNWsJXT8/NErJd1KsGzU+j\nDUwkMD57hGufuoULtl7Grl2XcTZMCKeUT3zsEVCPSIfN6MpErco5dknsUAZRAxrzZJHzX1i7AAAg\nAElEQVRHEImcOHmcwi2cwwkEsWmlKTBpApc/eR8Wm2BeAvXKhLqeJCGDxKT2kMh4Y0w7WicrDZXp\nY02EzGJ9eHSXXPT45Kfeyhvf6PncZ99OHSO+qqjbgA+CRo9mjoX5GfJsjpQ0JIQ6pMESQX0ajIdZ\nZGA843FLr2gxuceGQCjm6bkVXJgwWddzMssUMUiSOVtLaFt8FCQrQCestFC6Tf58J2ckIZZVbdrh\nOAE1eFtyLnAkpB1MOqXpPcYoOFItfrIySggJPa+S+nlJGk8AJ7qPN0TkPtJg/Urg+d3L/hfwCeDN\nwLdwvlCvVF8hIliSLVYiuC4hxHaqF0XOYUm1C4hVl9LXU4hA0kNacUTxZNYmPrtYcIK1XcAG6W8V\nC1YwtcfmhmrsyaZL6vWGrO8IdYVmmwHA3fbTbEZqbZZeTHLlmZQ9absbn65h61GsCNZkaTXWKQzW\n1lYxWUlbrsDpJXpTDrNz3+Neg5ln/CiSO6Yv3I3IVp7xXT/NZF0Zn7yVov/EET/PQ/nwx64nA974\n1ndQ9B5/ULcIrVUuvvACVuquFJB0VWho8CHg64A1StuuoSqMxmMuvuQiNkzGj1+0m3/Y9igO8cCd\nB5gvBTvXcPPqMs+enubs8Yeo1aEq3P1H72fq+S9mYBs+8sAp3n3HP1Kd+SzzizOc/vz7iFjuU+Xt\nv/WnvPmNP87v/t4SL/uGV/DpW27DiDKpDMu33co777H8yDPey9y1r2bnZz5CRo+HBkO+6xmX8txr\nLqc6fYpwyQ8zqvtkoeaFUw7vhXsePsltn/gYy1WLXznKA8dW8CGyvraKX1mlFYe6HG02cDbjzBjK\n6S3o6lGm1w5xuop47zn9yGl8NqDfyzEmEmth1Abs+hliqzRnH6SpG+Jcj4suuoowu5tisEDmSsbV\nBqFucH6D+alVjFaEOIHoaYNlQ4WeWGJMq2o1EatKg2AmG0jdlVDahmY8ZnDZKYzP0GwqyeLEsLB9\nD4ePevbfew8z+Z1MXXQVkyotSFQT+FWCBU3qni4SgtgNOh5FV8Z4UyU4lzh8hMP3P8Jl+2bTztqm\nxY/ENj0TIhw8soS6FCwTohDUszNzVJMKNSnij2RSxceAUyGGmiwbgGlR0ySpJBbxLT/6C9czkq9l\npXG0vqWtBRO1k3gKNE3SgecCBEQzgjS4Tbk3kcIqy6slkWXqqqXXnzBuC3qFkkeIQahDSkSLVoCG\n4LWLvgQkpLi9CGIj7ShNzDVCbpRGNxVCSVdfN20nmkny7KJwhJjhm4qEFUgTZGIppFCUJHd5zOr8\nfEZ0vsqauojsAa4Bbga2qepJSAO/iGztXnbeUK/YMRMgNQZyAeM6YaImSzCdrXezHkZmaMTi0pdS\nIkzUTpNO54yLRCJ5lz6EZilcWgVjAsYaqkpwRUFsA8VMSRxP6E/1qMYVxaBEJ2CtnLO6CxZc6EBA\nHcg+AFmyfkfdTJMxiIm4QGryiHQ1zzQh+LrF7dqO0xHa5JiFLU943m9598/8k///nZ/6DqLC6/7T\nZ/+Ju+0rHbUKgy6qpbrqVSw1RZKEfoVvTYbFyP2HjrF1+zyh8USJWIWmUVr1GAJtExHvICrvevVb\n2f1D1+Hw9CTwvUTwIzA5r33z28797LZp+eCXlOuefzUf+5THOcf+chuvZswjLvDFg5/hc184SesE\nvf8MM4vztG0Dhw8wOXYbL3jNXj7wK2t84vNf4uSB25C2oVc4+gsXcWrjGH+4egt2uJXXff0uhguX\nszD/JPxsj+OyHT+3nbmJIq5mUjW06y2HzkxYWjmLm96C6Bp3HxujdaRpJ8wPG/yFl7C+dIKm2cBb\nIVAj2rC2tEJU4dSoIZgMk2UpzKKZMA4VRgRrClxW4EOLKYYYC9d849U86+t+kDvuvJvDn/0UceNh\nNqKAyVGyNHhZgxFLLgVOFVsIi7u2oL29rGQXYkanWbv7r4h+0qFktTPYFQSfg0zTPJylXWpcx2iK\nQ5vuGUy7QT6wxGhZPvoAG+sNrlsdbgZqBEkJTcG3KaQFxcSERg7Bp3KGsVipQGA4N0sTO22OJL4+\npI1tVJjbupDSv2JDG1KZxYgiJiPJ+VIpKcmADTPzizjto+IwYsFkif8iggS45x/vo167i3qyAeqx\noaWtK1RTKIUxQusrSu3gW5Lkn5mz6Xk0oNoSrTKZZBRFL6lNVBj7BCQb1al8IlHO/d3VtoDUW8id\nYCTgpGEsDo0tVJGKzjDZLVelY61vPl3GSKeKiZRFnhKlJKJtg4ZknFQUdPPcpLp90uQ/8XHeg3pX\nevkgqUa+IY+l5T9mLPhqDklyzwTKQdJM37EP0GTaM5iOXKadTtN2ss5N00E814k33erCimJdTtSU\nqBO7t5pZUlyWlPTKXqcpj0l22B8SY0OeF+n8ZUKQSBCDQ4m+TTdHp1mVbsuYwnrTgKmqePHdtipC\nNBg2B3VLjtKf9PGPHEWfdAFqBtg1YCpC+eVHWO8hWk2BGf/s3P36O38LY4Ql4PGmhj+68xhb73s3\nK48cYO/pE4SVlvjS38HMX/5lX2/iCq/7jm/k1JlTfOCzh8mmh5RZRlYIgYK8LKE3R5kNOPLwQbbs\nuppfWz1G+/Z72bj7A9xx9zFUld2X72XLngH3fe4AeVnyX5/1VG6/5iouZJE3fedbuPHjbyGnYvae\nW7jZrPPgxkn2Pv+HeMvrfobQBob9KWb6EHLP3tKxd8c8C9Vpbr2kz313fZDrvvZbCXnJwsI8zXrJ\nvivm2LV9wMXNEY6cPcrJkeGMZDz3SVfx+Y99mv6OncwN5lg/voIZWD79ibu47b4DuDxLrsDgOyqe\n4qzl1PGTmHqDut7At+nBVJTQpOAJVKmakDTc3SoxpdYkjrk3nrZOuZzZwFFetZcnXflK1vJFjtx/\nB9WZgzT5AONyRCaITUExanKcKRBXYswithEIObZaIc/WMdOL7HjS1/HIAzcR6xEgoJ62iujkEEZg\ngu0CHTqBgZouvYfOhCNEwjlEropLOQXGkWFwNqfVKmm1QxctZ5TgJcW3dUxxQYmxTrmaSVUN1uJj\nF76MYby6nsqQxqIk5nrb6wFjsBlIcw5klTTZMDM1zWjlTPJ5xI4H31EnD+8/mK6EptKGMcmJaw2J\nuBo3ccVKGyPORExIoghQYgBvhJky4GJG7iw5htq4lJgWfeeOneAlknX9Bh9DJ8BQYkgYg4gw3xdG\nJqTdfJeet5mAtHlOhFSOSQvwTTVNKt8mEccmXrmTj0QwVgkh+V9wOeLyNFM2SzzecV6Duog40oD+\nx6r6oe7TJ0Vkm6qeFJHtPJqCdN5Qr6auNn8D1jqGZZYAOUbIDWz4gPexy3VUNFjqeoK1Nm01Oya6\nV4/V1ECSNhC8dhNbqrEHAessMTRETALkGEXGgayfMRmPyfol9XpNMexRrW7g+rOIyzBV2yk9kkjR\noPRdRiXJ3JSSCHyabSOdC68r8TjBZnlKZCdAIdgdGflF+9DVQ4hMUtRM+ZXn3184fpTyY4dppOHk\n2Q3Wz5zCj0Zg082Wi+VPvvulcO2lX/Fn/OjVO+HqX3zC6wzw1x/8K97yzjezcjon60+BLRidPoxv\nKvq9Ic4JkzbF2GWi4Bx6+ct57u6dlGYnpy96E4vPeJgbfv+dnHzgfuzcdayvjSiqlqbX8u6f+xX2\nTLWc+C+/xsI3vZ7f+w8XY8JrmNRjbv/rv+IL932UmQcsgzyjX/bpDQpcGPG0Z7+a4mLDHes7keaj\n7JyfY+fWHr5VZrJltj/l4iQzPH2Wo21GbveSLeRoHbjptoPI7E5Go4x71k7iaTh7ZIwxazz78hlW\na3hkuWGutITW4ycNa8trHFmJEAwmnyJ3ScOtm/QQ7fby3Rbb0Kmt1Ka6aCcXSSp0pW4jr975JPpb\nPJ+//k8ZnT6eGv8k6a3tTeGKEhFFXIEYh3Umyd6yAuMyQgTnMqwz5Dv3svHFj1AUpltkWNCYFN6a\nMLqbhMXYRbnFjuxI3DTqpXfuoyLSIFhMqFmZNMzOzKUmYxfOYTSZ6TCdbvpciHMK1iAGJjFgxaUV\neOu5/MprccZjY2C9UdaajmoZx0wZkMylZ0oVr9oFcAu+HYMx5P0efrwCJLcomiaUctBPmASEUhVj\nUs8Kayh7GRkGsZYYAiYmZ6dzhtCm1TiqtD4nywp6/YZ6tM5KMY1Ios+LjbjcYTs/h2qkCR6nAbHK\ntIugjrrrMfSLjElIXcAoaedUT5quBhG6953Oltns+alAF76dLsUmFzkhiJPQwhC1pQ1K0Ak2NKnv\n8wTH+a7U3w3cq6q/9ZjP/Q3weuBXgO8HPvSYz58X1KvIizQwdqWBGIUiSwOcCjgCDSQzBhE1SZfu\nSYaIqGYT3oZvAzPDjLPrHh+gV0zz4u99Djf92afIuqZlFIMzhuiS8wwjxPEI50r8aIPBVI9qY42p\nmSlkI2DyjCgtxiaeCc5hTY5aR88ViQkD1L7ChBrvU9c6aWHTYj0lOhmMFJTqsO4CqI8R+wuY/lbk\n9ATGAbZ++UvxKxfugu//ikj6f9Xjz9/5Dv76zAG2XnUFZ286hBQZta86h5+jbiuakNEb9DHFDHFc\nk2UTCA1fuP63yU1FOTlIs+0nCAsXMz51Hwc/dxvWGmJbUZtpalcw2LKLT/zpH/DFG/+e33nrG2lV\nCNFw5t6HOHn2djYaxZk+LX3Ysoft23ZwdmHCDw1u4JH7D3PkS//AsXHJt77yebRTuzhz5AjLq2dZ\n3tjg9KklTk5KTh4/zdpogvgReE+RFUz1DPlwQDHchRQlWxb38umbbgK/jJWcEz5CULxJxqLZbRdi\nqg0aX3XMDemycRUJAa+dvG9TSqvJn6BhM5syICENhtv2PIk///jH+bFnfyOH7vkDmiZC8CmVXlpo\nJ4TYYooSYsDYAqMZTfCIG2PzHpkricZiYiA0Y+bnt3F29VTa5HWljpQelFQiad2XekLI5qOWnq+2\nWz6aztyCpDWixA4QGz1RFas2PZ/iUukys0RsVwNXNAS8V+o2gNiUQRA9dR0ph0O0HJKLYYezbI+a\nUn0ENk6dOte4DECIgX1XPwUjlkndoGLJbEmZZ4wnVcrynb8E0ZapPOB8RSux45l3oosYupV2JLMu\nTUp0cQsKWYLtdNwcCK7HZGzwmUFNMhIZoIlgNBBMRp7lVHVFJkCWQ1uz7jNSGlTAuIzTrcXmFTtt\nZGUCS7V2sZucG+jNuZ0cqUFs6DAHhuTMDd3HFmjZzDRFITOWzZTWzGS0/vH5L+cjaXwO8N3AXSJy\nWzo9/DxpMP+AiPwgcIikePmqoF6xW01rl+wiIozrNpVa6hTNKqaTBXUPjY8gUVHrcBIImvSoopGV\njRoniftd18v87e9fz2yvB+IQ02Ji2p9lpqTsDbDGQ2XJC4sJBskEMzWTtqW9PraZZmpcEi8oYC25\n7NI/xafdQ0hOs9Y3ON+CiahxnezRgCvJ3JCi59IKqhRWxDIeTUE8TnbyPoYzC9iFpz7RZfg3P675\nwzu55uwRhnuu4VMf/B2cQluPaMdV6hMQiQJWWrxOaDfWk8yu9qy0wrGPfpQsX0Bdy6D/2/zS938f\nv3/8u6jKBQZT29k6M+A/ff8e3ndY+KYnb+UXfubHEeBJL3gZk0fuZ7lVHrzxBk4vjfCxxU/SVnzn\n6Qe58+6G7NDfc+jKr+UHr2voB0t9ycupWGC0HgnFAqZeZm5uN1osMDve4Lrds/TKKUwpNMsnsb0p\n2rIgi5FeMJhC+dCNXySjIbhZYttgXEKwltbiY0vmAlU+IM8MRRjhNUfEkcUN0JwQa5QyBYlI2jWm\n8ktL28DG6hlAcIMeK2fu58de9y3c9P/9Zqq9532KYoTGCdJO8O1qyi4lDXDeh+R2pk2BFxoTT9yV\nCBlZYVnYvgPOniC4PDFG1BA0dCXCbvWLnitzGkicGdWulNHFH3fBzqFTOEVARuuEqkayZJpKPHVw\nmcVlBWLT4K9nVtCoXeaVxzhHMbeFrA0cevggop7MNoi34Dz5YIoiy3HFFE4iI69oW+GbSDuVkxcD\nes7QTE6jEtM5iYrJPJddsosiH2DzvGOjKwELRruduiNqQ9t6Vs7WTFYeSsxzTfry6PSc1jzGSIwC\nzuHE4Gxn1e9SipAGxWGLnJ442jqgjLGZY2jBB0/QhO2VVhm3kYeCpPg7G9Cg3clOCp+E8t6UQXa/\nQlwKmKHFGZdq95vN3u5PiakMjWRkpgsj5/H5L+ejfvkMXza2F4AXf4XvOS+oV2oGpHNpbUqVl67x\nKZ2onwgxJHOSRGEwmMK4pFmt1KOjSVqZSNf46zTpkYwoaSWVlDUOiGBTDT4fONqzNVNzA0ZrY/pT\n06ytbzA3O2Rl6TQzM0N2XXARa3cdwU2EUAjTM1P4jWWQyPpYO95LRjAls5c9le3zE6Zcxq65acp+\nj97cAA09MjGURUnWy/iTv7yZssiZnRkymL+I2a0XsbD6AHt7FooBbblIsDkbCn0D/RyGct6N7/M6\ngo6wE4F+n4DyvW94G18z3k/1lKvYf8ONhBhpoyIbj7l5ur6EyfrYfkk9GqXGlA/MtA9RF9to5qYp\nmzH7nvZMjm5/Ge//3ou5fPGfvvPffNfP8szBo5TIfcP7ed+dd7J/qeaR+x4iK8rkMNQUdP3IeAUj\n8IW1k+R3P4Qe2M0b3vhmZmaG3H/wDItyCpwwKaZZH60zGzfABuzcLLYKjMY15PNk5RxFO6J04IeB\nW26+l7OrY8BgNQn52Jy8iGhIMKu+E8brDVlp0eiAgLoS6yE6hyWmUGNboKFCvCFmJcZUGKaYTAzN\naI0y385ffOiTPOUV30k9dZq7PvUR/MYKm2a2NCN0rsnOFm5CSAYa0ku8BCRMQCv8RHlkZQlVpWkq\nskFJmfWIyXGTogZN6vNE6Sz5oqnOLiAxJNmcExyeaAwaOk47XXdABWdTjRkBNRYlYIzp6I0Wg6ON\nqckp0SYkWKzBJjiYMRkTb7ASkWip1yqqnmWGmqYes7Z8GhHD2tJR1k4vpZ2uUS7aewWOQKgq2rZh\nPG5R1yA2Z6AZ3ZlPvBg1qDYYk+r4uYlM9yzjFSEGEOuJwaN+s9GYavvBN0n4YLNUtxchp8bHHDEe\nIx5LQLKMsl9Qj8bEqEy6KhZ4miay3qYdAxq736OdOqi7nkoqq3XkRt20/ceE3c5VaKNiMKmnkJgE\nqES8CtmwR2bLdD2xjEb/Ojz1f6Ojq01uShclMU0QwXWp6SmJe7NFBZPJKnTZi6qpiRrEU7dJuF/m\nJgGFNvWeLk8gfe2U71HZvnU723ZNsa/fstDv87Jrt7GyDFufdSmn9x9l4VnP4W3/8z5MWGX/0vWs\nn14iVBWjMxXYjEFpwCmvWriM9e9/Fus33Mm0W8eWA0w2RSynia6H0SGmzPnHj93Id//IjzDs58z0\nM6b6Fu/6jMbK+NRx1pdnOJJBXuTs2dqgu3IuM1AXj6rQg6ZtYRtgmJ+POv0rHzcffZDn7HgKAO/5\n4n5md25ho9lFdWqD4fQ+rrumx5fuuwvvk2IhnxkyqaD2Fq9CHCtOFONb6riFb9j7Ctz+f+B/z13J\nU170PRy++7N84Jdfy9EPPovfeNePMZc9GTrs+2MHdAW+5TduZ/7UKdQ69j39a3GmoCwKLt3V4+D9\n97J92rD3iicxu++FbJufYqrynF0fc+DAUbx1NHPTjGSCqyZY3cA0BZK1SDPGRCHPDRmWiSyBncbE\nyKlDp1hdG7F1yywmenIjxAzyFh44sYyJYDNLGwK93GEWZpmsnMWWkLkB0VeIc9DWiPRS3dgCboiW\nQgwVEob0ypLLr7qYQw/eyagJvPRbfogP/e17aWQIkzNo9PTyObwzSFTqyUpa5EjiF20GYWyyjKR7\nZrTLu3SuIMaUDhbGNX7oyFyB4si6wSHo5kBBGnSwqXyEIlZoVZMJqk2MmjR3b4LyPG10XTN001Wa\nvmYiBNvJ7mIKfUciRjr5Y7BYlCQDqxOrxlhEHYSWlRVPNWnRdkI0JER1nLDZoTh0+BBiLK7fY3pY\n0IaM5sxp1s8soZoAY0FTczKzPZxVsqk5imIG4zIkVKm8IyHV1jWydvwUQUGzAUTPxspqoraalKZm\njKWWIn1fm6M0+PGYPM9ADJla6tgQJcmajcAkpBJWSBFYnQqug6x1PHWBriSrHeVRcUYQsQkFEQUh\nlZykY68HUnassTDoDYjGpfN8HjV1OR/q17/FISLa7w1ImX+JhBg2a4IKxEjsGpPdzi/dVEhX3kgO\nsdjlk6ZqVdpGqWgHqjfM93Lmd1+AUY/GdNJe9Mxv4+f/81OZ2rcL3b8fufxS4oPHkD1DWJuAtbz3\n87t433gf+994ZUoJj4pVZTicIssN47FHtQY6vKcoMRoma8tctLjIjn2XcdoOOXDHPYT1U3if5JF5\nZnESccCWqYJLtucMLn41wxf/DC978hxff+WYXjYACTx09AH+29+t8ss/cCHXH7YcXRpwckNZ+tj/\n4g0vPsw3vuDXukbdV3e84++/yJu/6Wm8+6bf4+HPWo6urjLtGrSKbJw9zKFDRzl8bB2KRYazPZwt\n02SrpFqxpBvM5IYt033233Ur22Yv4wgN5pF7mISGK7ZuZceT93L02ITveP5ufuL/eDuwBsf+FnYm\nmvMG8O0vfBnXPvMpBJRCc150zQ5O2B6mnGOII2SgdVrxrFUj1o6fZNQuUbhLMFMBE0t809JKkptm\nVUucLTGFw0wajM+ojaH2G9isx6DI6A2m6KUwWYbTK2ysOjbGLXccOclD953An3kI1UCM0BOLl8BZ\n32Ny+gTGKmQDVDzBB5x4mpBY2xrbVJazYLxiTKT2DTu3LrK8tkwhi2xMVpg6fZCVcc04CmvGIkXR\nKSZCF/5AN5inXayPoWs7dRK9Tvx3Lo2eTclhpD+7lUdjqkE32eBJ7NcNiEnrbiWc2+yrxoSSjv8/\nc+8Zbml21Xf+dnjDyTdWrq6q7uqo0KjVaiQhBEgEMQaEGaMBtQFjhiQGzBgYZIPBJnhEMraEhR9h\nbIaxAAEiI0AZtdQKKLY6VOrK4eZz7olv2MEf9j63yiCQjJ55NOdD9626p+4J97xrr/Vf/2CxsylC\nQ1WH3F0pk9B7eY8QBp03kIlGSEm1PaDGsnjgGFpkCB2yQ3HuZuyeCQydygQqZKIk+CDes2WNUvMJ\nwaFVRi0EQga4QadJUGtjwQahIF7gnAvpaICpTAiIVhqvEnCSVNQUJjRyyhvGgzGTYoD0LnbKkXkS\nq4dwYUIKYX5xsFESpXKQOnD9XYqQFkWFFBbUAqPxEGFLnBB457C2DshD5LPPi/Dc8E+JMD2FoO8g\nOQqoT6hXWgdvGQcsNDNKHPv3LSPJAtvGwukzp/F/RwL159bQy7o4browvdw848KbLVyQRId7Mw98\njnlPmBgaFO4bu5lIDfJz3wgnY5KIRKjgd172r9O+7Tn4tYtw1924J59A3vNF+IsfRBw/RnnuE6xP\nz9J/8k2YokAIidYKIRNM7VC5wuuaJG0RHIMMRV1Tb+9w8rbbaZ84xNm1i6ydvYExFVqlSB2TbozA\nZg2MSrhaCq5e9qjLf0L3E4/wNtPjyT/4FVgu+KUnNmjfczs7p/4TP/3TI37ux7+cn/zY++iNDfd+\n3bfxWzdO8Rev+jV+8fXf+j9d14dr27z/vW/mXf/1k1TTPjf6O1y7sBaKtmiEiSNdBEomOzO8CmwH\nJRRSanzaQCctDhx6HrLbJj9/kavXHsUZweLyIsd6K6SJ4tzFs3zfa/+Ebz4RxE6PveOPaP3ZH3HH\nz4eiXl1/jKnez4u+8CGKzTVujARXyg6txSZJkuFMcOWb4ehfu0h/WrDYSVnWd1HqClV5xmJGpjyq\nhFYmmXbaCFOiSRh5Ry4swlT0fEntUpYbCaWpcZmipUYMq2W0GNJI4QXLh3ngxccR6gHSTKGkxfca\n3BhMONJexemKt7317Yy2dnjsyXPgYOqDe6FhDM5jfYmI3OtMGA7tO0i328Y6zw3ZoT3eIHWeTZmi\ntCD3UOIDbFgFwy6VtGh2NYkNXSZVgVcS6xW2njGt6mD/6w3CCbLIvLGOsPeJy1HhHUgVpmAk0ok9\nn28hg7ReIXGRly4wOGcx0uJMaK6kC97tKk7FztpQpJM0OISGjR+mmmF9hbVjstYKCrXHoa8qG5eW\nEiU9jSTDeI21jjzPQGhqA6aaYExYGmpp8FkDN6uxssarFt46pAqZoiLGv81rgpQ6LKrLEvBUMuYa\n+DDl1tVsz77AmirQoaNb8U1zMhsOPgI1EusxTPe8b5wPuwonotRflHEZGhbTaSLIA5+J2oA1ltCf\nB+hFE6mhIrhaIkX0wwm/I+dDSLaDyC4KDo7WiXDIOBN2dZ/m9rmFX8R8pJxr1+ZfRy/yiDXO3Rzh\nJnUp2DrbPROwcE8BYm7FGUaialZjjA3jMQlKwo3181TXrzC91KcxuMKgXqD7iTfCHV/A7F1vZ/kF\nr+T0W36dav9+UFnYQAtJ1mwhmwJfO7JGO6hepSLvZmx97Ay3Lx8mO3wAoyt0ZUm7TRgLvLOU0xqt\nNbLVwakMFdViUgmE1oh2j2c2noG9/SCv+Ln/zOzSkEO3rUKnx5Wd07gbL+H86dPY3YLLZ85x6P5n\ns34HPP/l38kHfus/QXOuPLtZ4ff+VA6o1k/xmk/WvPkPPs7LVy/zxo8aimKNT378aSbjCUVRkCQZ\nUhdMZ1OU2Aoma0ikSlBKs7iY8+B9d1A1mzzwgh/j/320oHjkDTRaFrV0kFbm0SpFCI+xhsm1i/zp\na76Xh77mK7j34W/gu37mP/JfXvhgfHKe957ZoNHM2Zk62gsnuP2AR7km41kfMsPQDLlxaUJ7to1M\nMlY6i9RKUs5meApKIWnV7SCQ6WTUeYnrr5O3VnAuJWVG1RCoQjIUixxWimmtaDYFTZ+BbnEgN+zM\nCmTepWqOKaeOVlczm9VcmCUsD7eoJzMuuOus99d4+sxFrl+6SqOzzHQ6iDa5JvdX+GEAACAASURB\nVC4eHVKkkXes2RxMMawzGfZZWFnCnH4/J5/7AI+/8zyrCLxXZMC12uPTJFD8jEf39pPmgspIvFfI\n5oCVbofdq9vIpqNwEm9CGkHDGdLQ45MLj3WB1uhkcE8UigCVxKZGEePVInbvnMPaGLoRFdA+1Ugf\nPN2FvGnoJbzAipCXijHUsxKZCKSTjHa3CYpviyMnSxrBIlhIlPB4rWP3LjFhS4jSEoRGSQW6RqGp\njMUbS2lqtPZYWiHU24/CoSMkOkkQMvC2pTfBWgSHIsV5G3rtOYzkQncsBCQy/N+pNJidSeJru0l1\nDIdP9IghMlRQUdEeyxbR+8NbQu8YMPCimk9OcU6Kh4oXIbd1/hgegRUg7PwKDc8fH45fJ8Pvxzmw\nxjHc3iJTEq1kmFQ+ze1zbL3rmaM/wVI3vhFCokXoJGRcOEgvo/tiWPLMx8ugigzdgmROw1W0Wz2U\n8iRaMK0cuRZo5UMIgJ9y5ckRJ7/yxVx9/2McelaL0cUG3dmU7NAS9e45DqUTHjlThrgwldFe6FCL\nEuEyRCqg9qStDjKD809d4IhukK8sc72/TmNgUfkCsifxu0Ns5aLQKSFfWGEymmDKEd57pFTINKHc\n6PPi7/qHVAZG5zeRaYZNWjSzmkIMGP7eW+j+44fZ/uFXMB7vsHm64tRQs/7UGg+++KW895G38ytv\n+WXe//gCr/3+r+cnf/NXufobv8W9BxfpLS6SLizQP/VJ7JMXeOr5X0DRv8bOjSFr61th425rhCtp\nVhk+KRhMpjGKSyOkIksdbbWf9nAfHzz1EZ7xHZYb/+LldG5/gLVTpzh62wEEOoQO14atIuOBf/17\nvPtHv5Ybz5hwD9/A7Pou99w34Fcf2eLfPPxs3Ljilf/iZ7mtlVO0MtJyxq6eklYVg7Ud1gZTGkpQ\ndjPwC0hn0U5QthXCtcFIXHuKdh3ytEQVEtorZIWmqNapWIbRGN1uoOyAcdrEThdpqCG+26SuLclU\ngG2R2pqGVpBcJrMHsWmPu1SN7485c+ox3n2tz3hqcc7TXT3A5vaAXreHGe3ilcJZsFJhnUersAjL\n/BAvmngvuD7wrO4/yebZJ9lKNIKYckNQRSciKAZlKpltn2bmJYIYfikco81gDyUKgXc6TrnBp6dA\nhUQdPKmpSJI80BNj1+mUjMs3Fa65PY0FICRKq9DVC8A7kpgtGhSMLvKtby7xhA9imExDVY8wlQnU\nPQAB5WxEohM8Fjsb0sjbyCSomL3wFHVs4pxBUVKTADXCBzM570PgRJJ4wFLXDpFIfG2RSoCrELKF\nwuwJeKwBJw1Syr1w6kwLbJwknBDMrYkFHqlVjKpzqKj8xvug/pQK7xxKAF4FIzMRxJFSBD8cZ4Mt\niCW4ZIZEKk/oui1EBbwQYX/h5hDyHPDx0RcKIsqgCSBy1BogKCIkNjGKiZFznOzT1tVPi6l/CpfG\nN3jvXyeE+HHg27kpOvqX3vs/j//m07o0CiF8q5NjqjlWF6T2QdhwS78pYvp2fPA5YyacpsH+NWyV\nA1k/0yGLdKG7GNTFaKR0SKVp5RlJmnKvSHjD676dkZjSO36Ma0+d58CJE1w7e5YjzzjM9cef4C+u\nXeU1f3QF8bHLNNs5ha2QKJSChV6X8awED9Vsi/FawR23HeL6eIxq5kynBav793FtfZ1yfRMnJIlu\nglYgwwXmRRi5lFIolbHcvYuPv/tN/OS1d/Lo6/4SM+tzZF+PD//Vx9i6toYqFrl66U85eOgEHrWn\n0EuUorO4zNc++L381H/+FhwhbOTG+bM8+RuvY6w7nNneYH1jjfc/fpn1jZJ8oYGup9TGsra9i7Am\ncmIdic6pnAl+HMggNvGSzvKBsJzLc0rTQNsKZ0v29RQXrl7m5F33orM2ua5pN9r0jeJrX/UQu5+o\n+KH/61sQ0zW+/B/+n6xvDugeuY87D3R54Ogiz3r2M/F5j0azx3Bynd2tXYZbu4hOF1F7VCtBOYUv\nLD6tydAU0lLnTSQVXbuAakywpWImIHcJ1k+RVlBRYXVK7muypEUzUxQiod1ukCKZYUhsGvRChac/\nniBViZea1NeMm006dYNpS9AUa6ydvcTGzmFuXHwfF66scWP9OsduO8rGlS0m3uN8jfeaORd5Mu5z\ncLFFhWL72nWavTY2bzBY24g89uhpJOYq5cBmthbAhEvbh3CFQPuNl0QAGGOViPYZcYnZWFgkU2ko\n4nJeyIPUPEARYk+UJJyIIQwBzvRu/tPD46KC6lTaIKbytsaLNN4nFFxvQ8fqIotHKeLn0+NEjZ0Z\nFhZWIsxhMS50uRqD8ypCpSHgY+5K6V2YOPCeupwgdEKWt/C+DtOHFCRpF5kolA0TuZ8XRhFSz0yk\nh0qVBAhve4BhGl53fM/mvlLCRxdIYi4ot5IK574st/wu4s5DRpjXE7j3SqQB+3ce40IH75zHS4lK\n0nDIGktwFPN7dc3LYB4uBKHAx5QjbI0TNvjFxOnDC8FsNv2sMfVP5dL4tvi9f+e9/3d/rVjfy2fo\n0tiQCV47ZjYq78T84zKv6uF5SylRUsVRKC5VXNjkt/IckWTopEnSaKLrPklzgUR6XFVgpaCVNmku\n9RjvTvHCkTFDrUqu/tVlzOJdtPp9rs5SDi+3+PD7TnHvM5/Da/7jn5OcGqDaOYWpAwVMgSKnubjA\n9vAq09mEamvGseVlzu0OqcdjfH+A944r/W2qMjzfJGvgYni28DbimwYvA1YtVcr9x16GX1D8wpf+\n36iLTyCQPN7t4SYjjDUINcLRoHugxXjb432NQGA9JNOK7kpQv0kglXDs5J2s/KvX8oYfeTXH9++n\n1F2+rqv56LUBH/3kZXYnU6wJH2yVtrj74DKthQabxqL1YcTuNYauYGtjF1dXDHb6CB82/EIpuq0e\nBZITzz3J+mSHVDdo5AotEqrasXPxBo+9/05++5d/jZ//udeSas++bod/+g3/iOU7jrN8+E6OLCwy\nqrexhWFt+xo7u6dRxV20ljzCCgpvsJOaWkO70aU0mjTN0PU5Zr5HUfWo1RjJMk6XNN2EmZtR1xmp\nnmJQ2EmBbbXIRcJuJWgvNHFuAnSR5YSqXMe1mlRFhcraVNkRfH8HmWakxZhCt2jMdpg1jnDkgGd1\n3wLP+cLvJBGetXXP777pJ/i+H/hOHvvIR5iOR6z3h1y6vk05m7CrYOQVR7oZl6wglxmznQHOOMBg\nCYHVFhfhxbgkjZjtXI8qgXlanYBIkdu7a/hP3Jqa6ZS008RKi/bgqBHo2G1akj1wQeCVQM2XsHiE\nCkWfeaB2tH8VUlJ7gVIJENKZFKF4Ix3OapyraWQJPjpLepEh0xwrd6nqKUJlCKHQykdIJw89rQ1T\nt0bgrMHgUIEpgTFhx+Z8xawKdh06SQJWToG1DYhMkfAuGZxzgXLpo9jHBrdIoQTSKuZQhyeo0hXB\nTtc6i4/2x0LIOLnM3/8AlygRjAdF5OWHMhUgJOKkopwEFfjmNgqQyFPyRIOce7LfVMiG5axB1BXG\nViEo2wI+cvRFeJ5SyDA5SJh9mlycv69L41zi+KlOi5fzGbo0VgBCoqXAYsNCk7BICPa2gbuZahnf\njATrgyQ5QDMtTtxzD1kmsDZsw81Ykuw7Qcv0eeB2zZnNmqcu7TBd3wzLTq/wOuOxD9zgWS99AY+9\n9U945pe8kPedPcUr/u3TPHi8wTv+9a/TSXMKoZmNRyBkiNlzCiEttbUU5Yxye8CBzgKbdkY1GoYP\noa/DplrlqDyMdYHVEL1qUNE3BpQIOGYiE77qe7+CSwbU9XOBgoXDjXdD15V6vKmw73mUfQ89j+Gf\nfQChm2Sr93Lypd/DX/zwSxCLf3OB0hLwdd//+bzzt09zMmvRau3n/uf0ee+jFzDlFESKUBpTTzm9\nk5CPx+Rao8SEDiOmxQxfhxFfyTh2C2JXYWgLzaXqAZ7xEhiemTGcliT1NZ54ao2lzj4eeEHO9bft\n40Vf843cc+IoeZaiO5qWllibUQ2v8PHHTlMlOQuypqUTGnKNjYHC6hWQDp1IJkUfnzikBlNPGRYH\nmQjJUV3jZIfmeJvrvoErK7xoMqImqzVLrmTSWEHQxNKn1Vilqoc42aKdzajKHNXp4F2faVXS9Jp8\nskUiDV5nXDaa3s4mbmUVOShZa99OtnOD0fYN9ncWWT2S813f8W/59697Nd/8ileysX6RE/owD41P\n4dp38NpffB2J6HDu+hq5FsxKj6krrK1jIXVYYW8ZqSNV95bdyN6MGulfbu97Blw0guIW+EBYlIhB\nysqDb8ZGIqQ7Ba/Sead+U+DhnY0eSSJa+8Lc29tE8sIeW8S5QOmLhVMIidIpxjqkLcNPlxXSz0gT\ngfCtmJUgwHmcKaG21DKNjzFXhlqoPQYf2SQlXtgAX+oSIZMg4ZciWjKYEHmJozIOLeKydJ50hg84\nPJrKebwzaOEjnBRhFhMw9ADPhOlExwLto+OdtYCpsFHxKSU4Ge3A40IYDFgbve4DlCURCKkQSqCT\nBqiww0iSEHYf7uPBS2yaoX0aHGp9hUegYpobXlH5AAHVBuBvi4oMt7+vS+MHgRcB/4cQ4puADwM/\nEEMyPmOXRm9CyyGUjJFON7Go2AeEcchHL3Rv4rgTRhWpFAcXljl07/2cuOcwu7vXuXhxnetX+0wP\nPcRbn/wY+5IOjXSbsRSkBP9pKeH2gwcw/Rl3P/eFTK9t8/6hYPDYI7zlE5rGyn6Goz7CVXgbxmon\nBBJLWRSMH9tlVhW0nccpyWQ4ojYO4RxSJqCbiDRDRU8KLwNHdy4wMd4hK8MDqyt88be9it/9zT/l\n6194kI888Rs0ei1qW4WxTChm1qG7y/jxLjz6Rxx4ycM8Z/FF/IdvehniGXfwt1FfamtZHxVcuHYH\nS90bGBzTyjHY2QExw6kE6cJ77FxNPdymxu99XNZ8WOCotBEuVB/w2X0LOVuFxJFRGcN33dvkDb9z\nmZkrufvEKv3dHtZfZzgbsPnOMa/87u9BZy1EK6gFi6Ji4kdsXb+KK0SQvmtHMvP0SdgeSvKFFMSY\nae1J04yeTkJXNzb0G4LGckXulhEKCpkwwdDxA7xuMjYJy84jGhI/LunkFpKSpLmIrS3O9uiWY4YI\nVhsJW1IyK9qkecZs1idrrjCyMxiNyNIWsqdgVjHJBUerK9zIJ8yu93naHGD/8RFZcic/+Z3fzY+8\n5udBpewMR7QWDjAtP0jtamzdZ2G1Q18B/XVKwkU+N63zeyP+3lUWi2+4w97fi5sruAAIqGj8KWLJ\nDRCKSlMCRyKIoryv8SJ6eftbXFFFaPu8mvPqwufIEQ2+9rZWISM0AENRETmXtt/S04XnIANRUIio\ntDaBFx4eEKVFzChNgrupCXCKcSCo8V6G7AIX2TIi7B60Ds8MKSPsL7B1sPmIJvRhB4cNFge+ojTj\nAG1Zh3NRABTAJOY5qNKFtCjvTFgaS4GwHi8NqFAahQtMJuNlmCp89KGKUn+lJQ2l8TGLNhyLGrRE\nR4WosQQKphSR6hgtw2U4tL0XaB/eA2sFzuuQn+wFoTeWqKioVwkMP+UVf/P22bg0vh74Ce+9F0L8\nFPALwP/+mf48gLKqwklNkB/Pvw4FNGB7Sgq0UEFEIGT0PHOxw2/z8Jd+EfZ2w7l3PsLSyedwIdvF\nVEOmj72XqoYt7XBNgbWeSoAWCiUcyUKDi6ef4s77nsm5awOuXzzHdDhkMqsZb25gI08ZwriY6Jws\nU4Ei5mvMrMJnKTd2dqitRQpJmjeReYaUGSrQbZAKPEnE/RVSaVIM9WyGrAs++Jdv4iuP/QC+qfnJ\nX3+c2++8ny/8Bz/Ifc86ysvuzVhcuMRX/S8/wXO+/p+ivvq5/M7qAfiGv/le+htnefn3/Cy/9Bu/\nTDEpkH7GxvUt1ncHnD53hUtXL7N9bZvRdARCkAiBk5F/rzXO2XgxxtEcgUBHL5skcvFhe1ShhCTJ\np8xmEz7/zm3+AwUXL22yMXR83pEeP/jwV7Byx500e6vk7ZxukqMzwfb2dWYjh7XbzIoOWddzaKzY\nwDNsNumUa7huE5mkJIUn73pUmSHbTbI8Z6wmtKszUDXJJzVqdQk1G6F1QjEyeEY0E4VILL6YYaWh\nnFQ0OgWj0SLJomIZmFnFbGK56AxJkaPSnNnuJlm6wM76eZ66MmRjsEO1sUvWLHje/bfT0ft4ZDTm\n6UmH4fqAweAss/EQN30rta9QQlH3g1f+7tYGqtNF1lOuXNzm8NH9ON8IHZzXQWCiBFqnoVmxnno2\nJm23IzYddRbzRsd7vHN7hV7Ou8FwZe45h3o8uU4QzmOJuTtCIp1DZhm2KOLCzs8ZwFjrIzfbM58l\n5//GEhZ9MlyUQZxEgDbc3i4g7sJioxUWhuGHzw+nYFZgcAZqJ2Mcnwxtm4gY9xzbjhjDPCBazYkU\nXoO11NbjhUVUAZeWHlTeRvoKK4JdsKkM1hmkjAHeziNlwLQVAZOfR8h5ArQ792kRSsQpQUQhVag3\nfg7n3DJFBYqnQCeK9vI+UutxTiBqg/GBHooXKAyV8RhTY1w4WLQEqSSZkigd1O5ChoyIYE/r8bYG\nqSmKgrIImIv81D3c/3D7e7s0eu9v9X/8FeCP49efsUtjnmfMMSupJKUx0cNGIESCEqA15HkanBmR\neBE/rF7SSppsV1PGTxsGk4MU/T7b5Zh6e4dnPvPZqM4K5XjI+YsDRFyWOqkxzvOJD36A5/2jlzCr\n38uPfmidy381ZPHZX8YBL8jdBk2zizYTXCLYdUtcq7uYsYHiBrLYIlUzBmWBTlrkWEoLs6LGzUo8\nMlAgtQGdIJMmRiRIr0lTQZZ4fAJPmpLskyN+8Je/iNI75NINegIuvOPnuPBuwe/ZNt/yT17NW/7s\nzX/jvYvDDBPnGI1LZuIwv/u7b2A4LtiazvBmxGw6YG1jzNve8Ze42lBagzWG0hGshF3A39uLi5Rl\nQVVWIbAbj7URe4yBH9HFAkcQifUHFYmW/PGjQw6eOMkXf+Hz6e67g+NLXWa+g07H6ESTtzr0RzPW\nT19msZlQNzs0sx6zBcdJW3LaK5TI8ZMphThAQ0O5W2B6bfBTEg0ZNdpW5BkspYc4N005tKjZLWpS\nvcS0HFDJBlpYKidoKxi6Li29Tlt5SmdIDFwYtJmseu4q2ky7mt3iKmNXsFI0YHGRU6fPsLUNH//I\nhynrAgckO5rzVz5EWUqEnmKLBPQGtjxM3hYkeYYwwaCjkCn1LDiPuq1dhM7QasaNqzdImz28cTgZ\nXfhqg6l9wFYdCCmo6zDpeT/vQD34lBDIEIRDUsQUnViEcRXSCaAGD0maYF3wAlfe4knwaOoi8q0R\ne6SEwGgJtD2BiEXOxy5e7OH3PjJfVKQqWEJzNMfXxZwlE6hl3IzAi8s9QiC8xSFMhRPhOvbOBEqo\ncLGIG/AKT0waiuvVgMn6yMjx4fUGH26Ms9hxP9oSuEgvJCwXnQEfQnScN0hkyBd1YZnqXJi+Q67D\nfI/h8T5B+Dqg71H56OYXHHP74gg94RDGUM765D4GcicJmWqiRBCOeR/gIWdBOEsqwh5BArV1GFfj\nHDhfImxYpCpJsEBQkiRNSfOlsND2ntHo7+7V/94ujUKIAxFvB/g64PH49Wfs0uijICGETnvypEGW\nK1KpSXsdpv1BoDRKTS0FKpp/gcAYj1U1cjZE5CmJv8qufDYqX6Rz/4t58M57yO/uUa1tUs+e4s6D\nh7jt7sPcc3yBT7YP8xsf+Tiv/8Hfx1pPU2ruObSIFhlaCUiXSQhKvyzL0alGI0jynFQl6FyGiy3V\nIBPG4wELaReZS4SZMqkc277F8uAsk8FTvONpydM3ZrA7YCWdkKYCIWZkWZMf+I7v4PlfDLte8rUv\neh6ve/Oj/P6H/1tIaflrtx9625+y9utn+bHX/mN84SinY2alYVgapJ9x6UrCsROLvOfX/x+OnbgX\nl3VRacmsrLC1oXIOW1XsX2izM5gLTByD3WGk6IYRb67gZU/mHKhWQXUY/kYSfHV+58/fwXd836vI\nU4fzTZaXukxtxXicU80Mw/UtZuWIdHGZ2g7w3nJxlJPlNZvWYZM2TGYs6ZxxoqlmIzrLi8jZgNo3\nGLohzVHFwkIHU425Ou2g80W2issMJym0d9GlpSFnKL3IxG5RFJLxzNM6cIBisMVsYR9r1Yj7/A2Y\nHGfS6EJmqIcJTTthksBs6KGqGawNqZHUxuB1GpbJyqKEw9YSMkFDH2ImHcZalLfkqcLSJs0yjN+h\nKsZ4kaBUSt5sU9Y1MoWqEBhT3sJ5tmCDx4f3AqoJc5BlXrTnTn6BN+BRWUotElw1Dsv2eZGJHah1\noQBLAiYcsPJQXGW0yxUCpLuV2qj2cGCY60NuAYR8MPRyguCl7iWOOX4cunkXMxHChlXtdbbh8Xy0\nkvUImUVny/geeLf3/Of2B17K0NxFyXxQh4sIN5k9yDHsNROMr0JHLJPQ/FkT4AsXIyuj/D7QOh1W\nzktzoCW6qM4l7rikC0Z9LuYLS6UwljjFhgnJOrEXMuMAJzQqb4UpR4rwOMaivKOug6tnKivyROJl\nErpVr3BxOe5ri/GCWkqET/HMJyOBsxZVl9Re4IX5VKX0f7h9Ni6NrxRCfF58TReB7wT4n3FpDL/C\neMKi8bbE1xmlUghrqV30SbeBPuilRAuwSqElKGqGkxkcPs7Cc1c50VI8/7acBZWwuKqYuV2mywXf\n+mX3cLl3Bxc+9FHe8fYtKs5TugIVcUZvLGmWBB+INKeZpTSzBrqRkDby+AantBKNzNtkqUfLNiLx\npCol3beM1jlJ3qSxtEqnu0qWSZ4e9FmqLK9QM7xVXCoqmrrDbfceYbknOHDLe9ET8M1f9Cpe/q4v\n5Jf+uM/3v3zx5jc9XC4K3v2hx/mvP/9lPPH4WRpJgi8raleGJPdqQt49wJe/4hsZPfk09/T28b/9\n8+9h18ywQuHSHOXrENjrPAe7SyTCo4XEJRkiYqmdVNNraD4+3GH7yUvUZQGxr0iUZ3V5kQP3Psiz\nH7ybZ6weB2lRTYcSjlR3qWrLpBbku+v0OynLJqe70GVzbQbdNruzisWuwcwyLqBYnU0ZVZ5pR6Jm\nU9qdLs1mg7LdRY+uU/QlIjdkC47dc2vUyyldO2ZUplS1IdudIhKJTHoU1Tot2WGnzullFcpZdtJ9\nLE0LFvwWWhaMy0PkrQ1mejGEOGvwxjEtLWcuXGd9fRNbB8WhKaZIkeFEgzw3+LqB8BMmo4JCStpZ\njspbDPo7JFqR6ODMWfp+KE6JwjmN9mDrOS0xFKT54cheZBl7BTouVKJ9a+x64zfq0qD1mKSdU8xq\nXF3FfzXnSrtQwESwsp77tYROPCosI+5NzB0Nthrxgf28I45srXk3Djgi312Egjj3MRHRtiCklQn2\neNoi0P+kmO9xQ7EXAhRBSCOUvXkwCR1sDbyM8ZEK6R02Ph7RqXIO5XsiK0QHX3bhbTg8ZIoAhHJB\nVe5D8LQS0YkxYKJIZ0IWLOyxh7yNhm4Q7HxFmE+FECA1WatNqixWBB8b78LEK0Vg2kgpMLVDKI1K\nkzA95QAyQEO2QgtFbQ3OBVZdGC6y4Aefpqi58RcBXioBnEJZS80tasu/rWZ/Lr1fet024aOs8QS1\nW6PZApWgWynCJiy0M47dto+jR4+zsJCyutrlwGKX9mITlQiaSYOxz7i4ZXjsyhi9c4mvPj7hZDOn\ne+x+Tn3kSV7/kW16C0tMhKUcbVIVngWZcOJEwqk1gdQpncYCWbdJIgVJltDIcrTMIcmQSYLIGzQ1\nJErRSzTHe230So+8oTFlxXgq2C3DGLm4vMK5Xdi9fIb9rQ7Z4WexejLl7g78NdPCT3m7NIHlpmdS\nem7sbDIbjBmVM+R4h2o2ZVQYGjqlFBZXCK5cPM2b3nOdb3qo5ld/860U0xI9m/HdP/KjzIZjivEa\nwjtq60hzjRsPyfIuo9JT2QJVFdzeSVk8eSfXdodcvnKV81e2+ND5XfKlZY6urPDgiSPcdXQfaRsS\nOyZtaLq6yVP9nGOHlqnXLjLQUN24QXthiYHqkcsNMnuIS5tnyUWKTQRaN8iVpfJQ0KQ53KLKl+jt\n78Fki157iY2tEXn+Sc4NbuO5mUClCWfHijxVHOhBu7T0S0eVL1FMxjg7xmYNeu3DrE0GdOWYLJMs\n9e5gY7JGM19gXbS4w+8i8NzuKq71lhgN+hTTi6wMct769EWevLrFuD+j0hZXVqESqQxX9fF0g39+\nllIMN0nThKqsSfMJRb1CXQzwribNG0z7fUw1otFcxvk6hME4y3g42sOu4zUQ8Onwp6hfuHk97lEW\n49fzM0AQ4Bo/j1Cbs8akIM27eCGDn7jy4ELrFPDxwK5RwuGtxakkYM5SonB4n+CFQ7owkQUfplCR\n50ZeQsxL+B4QEQqQm9sSSHA1XiR7+HyAQG4GQOyl+xALLhCMYF1chEZ2jpcgTVhF7PnXhAOLGBE3\nPyTmemoIPi7z4Ov5FGDjjggfmFu19SgZYMWqNnALXx8fpgLpPV7qMI34iqTdodnIMS7HOo/0FikE\nTgRzL+wIS4p3OTqFVMt4SLK3c6idI9VBGkbs9m3cmzjngrDMG4wT1HWFwKDwpFKitaR0mhvXL/2d\nPPXPaVE/tH8f3Qz2L6Qs7z/C/kOHaR89QXthhd5SRjPLWckrVlsJlU+xo20GW30e3ZJcnGQ8cKDF\n17xwkXww5u57DnJ1cInL7x1w15c+wFve/FH++IlrLC6ski80GezsMOwPEQTurU5SGq0WrSxD5B0a\nSpE0MqRuoBLIkhakmg6eZqdLvngSmytkNaayE3zhsVqgZei9Ui/oC834xiWW82WOn7gHdfsqzz6Q\nsvwZWirueJiNDVuDLdxol2lVM5qMMbagKC2uKvEWppM+Tz15hvc8dp0v+7zj3HfvSaww/Oov/iIv\nf+kLeMuH3s3lJ3b41h9+NbPNK4BHe0chFVUxIiOjsIbjCwlHTzyDsi4YwUKkhAAAIABJREFUXHuc\nN/7ZI9x+ZD+93kH2HzpIb/UIWjrSrIl0hkaWUulAQa2cRvqUejZDZR6dWXY2C7JGRuI9fVVRj2a0\nxjUD38YnUzCCbm+RwXCKFo46swx3S062ci44wRFTkXQThsUMlS6TKo2sdinTBnhBO9Ok2lOqFqKs\nqKsZ1uywNu6y1CpYTHuUjZS0GHBj4Di2soKtR8z8FsNjX8zq5jo7wwmPbRWM1nbYOf9RRmVF7ism\nNg0FtdjFp51g3yA8GEHlKlztyRtpDMio8SbF2xlJq4msp5S2jUhq7GSC0Rm+HlGOdtA6o3aOqiiC\nP4oNC7Q5YdH7vfIGXoRCIiL8EmGLPfXnTaAi9scx7JxAd2t3GngRAp3TRIFKSJTCekkkXexBaSFn\nd75mjdoPIZFO4mMEntvL5WQPwxZSx444FL6b5lQB2gkUScKSFwdC3VK4XaAURxZNBNxDUlj48REU\niSIgPwf/YB4YEVwhfaTbRLHRLWET4TzwCBlMv7x1OFuHqUQGZl0I4JDh4BEuLnoJ4RMRhgpuiTKa\naIUoD+8FeTONqIFCIFAqRUaa5E1qafjdhucQIukSDKm0oBUiyZDRwsHbMNFooXBy7kMT6SAmRCU6\nI7CYYNrmBVeuX/3/b1H/idf8LAsLjlQpMlXQSxRgYDJEbN3AjkvOiwX8yhLPe/az6WQV3armrmcd\n5f0fe4zbvaBx32FGp86RJClK9zDJlG/7qQ/QbC2wvG+BrNFhp5gy3gy5mTrJaGQ5KtGotEEjaaAa\nDVKdkmU5Kk/wMuVAu0fWUExN6HK0bKMTi8xSkBptLUYF97h6cBU3lnQOHmBh+Xbue9Yh7ln4DCs5\nMPGea4MB1y9cxRhLVRfYssLaiqqssc5Sj9d518fOcu3JU3zls4+x78EvwKkGeWKpfcK0uMR7/vAa\n3/9T38Kv/Jdf4Mk3vpMXvvwbcW4b4WqEqJmWjkRn3Hb0TpaXGpy6vE6XXe70kv929ixHDz+PblIx\nmYzojwuure9w8qE7uXfpML2WIks1KMlsOEWnKa6ZU19bJ20mbI0cS0ueq2sloms5mLS4eH2HbqfJ\nRHi6MkfkgqwEi2VkoZVr6sowG3sOLCvOjyQnWzXTZD8DU6GSHRZlg2LX0MoUg2KKp4tQfZpJB6UV\no9EEmSQMZYq4epEnbgwZ7W5TG4d3MJkU+ERQeQ/1FCOWSN0IJ3KMNwSbWkNVTBHtFknlmLmKVKoQ\nvCwbCFHhbeQli4rKNQCLr2YoaRFpl0QaqsKhUsBLyukElGbS3yJJAnRRDHex3sY8TrO3+HPW3qQ1\nuFAk965YoYO6V8RMUS/jsjMs+pQIeLdQKrApsjTQ8YyiLEcIJUiSVoChpYpFJ9oPRHOouahvXlDs\n/GsCnm6JB5wIEAdzvHdv5xLhCi8irHTThmAOwYQpJJiCKWEjNHSTFilgL78zdOVRUuTn7k83l5Xh\nAIyLSh+eF1Hcd/OsCAtTNyeAqtjJu+grFeEqEXifc5r/3gGk8Htmgm5OJ5SKNM/wxmPr6MiJwApJ\nIuLT0AohU9AaKRLAhvNIROgq/p6Fr/F+Tj7N0FqQaY0TAi0AIaImJ4SdqBinibNcvnTxs1aU/n92\nO5Gfwp2+SG+6ydR2ad5+iAefdz/jbJnz621e/Iz7ODPZYPDUNsdWu7R3N2gdllz88BM878gRnpaG\n828/x/O+8oWcO/ME/357h7f98O9zeHWFvNWlNh4z22EyKqitIEMhXGAHpEaiUo/wNdgmRlna1Qwr\nchJt2R5PELZJlii0FHhVIUnR1jIeTUjkJtPBFHoHaOh9HLv/Nl7wwEkW88/01YfDdMM6nnrqPNOd\nTaa7Y4SqKUsHrmJzMOGDH/wd3NOXednLvpKvfuiFzF74Amwt8ElOu5nQbiZUdZt3/vkbefgV3835\nM2eRU8XxB17ArNogV4JpVXDXgX3kBw6xtTPixvZVtrZn7Gyucej47bz39FPMblxhsH2Vk/cusrC4\nn8bJk4wWPp9MeCpTUTaWGFLRMxNqZ7k+mLKvqNiwmiXRZWs2ZEEYenpMcyqg0wUMk3HFYktTVjVC\nZdSuwsoU5TVCd2A0pNe7gm0tcKAs2VSL7NRbHMkXqcolMjfFKMfadEaaLZErw+BGH9OV5LmhMpZW\n6z7M+mN8Ym2XzWs3qIzCMcWTkSvoj2Y0mi0y2aY2U5I0A9vHqf24Oo76SRM7mqAbC+Q6x9oSlAmx\nZhYgo3Y1UvfoNGpGO7uQtBDNLrPxFjLRZI0Og2lBL2+RNEFVU8TKCtVoA+0TWksrTEa7KCEC3c0G\nkQ9ZjvcCJQ3OzNWOFmEC7c0l0ZwLRWgjgyd6FukpIYHHg7Qg88DWUJq81aUqphTTAUoqVNYEWyKz\nblgAymANIVCBr+3BodHOB4/zaHUbgqsNsb1BiBrpVex8XdwJBOhFRsbKPNUsVtLweRfhsACFkuF5\nex94McG9cL4U9eAVIvLHNSJw76MAzsc9wR7shMKJcBQF6kvokJWaH1siFHgRbHgDV/yWicEFiKd2\nHrxEqpvgkpQembSQ2QK2MtSmj5Sh+KZ5jvUhzMRbjzU1rq4RFHGPIBE6Q+JQKsErSJFYlWB9Eg5F\nCcJLrPXM4iFhrCMRLlj8aoVWCVHuS/W31/K92+e0U//gH/xLluo2++8/zIWLp5GTBiePLnJ1e0I7\nX2JWbbKaNGg94yBPfeAUdy8fwd29yvpT52g0u0wNNB1USc72xmke/rHfo9wFKkt76RCryz1co4Wp\nhjgrSBNNojVSaNKkjcyb6ETSyDPa3QWWux10O2E8NqCb5FmPJNfoVOG8oRgN2NfUTKsZU9cgbS5y\n5MAKxYLmfaPb+NWTi/C364EA2Pbw26//dn7z1z5Oc9+X8jM/841c3NplurtDNZ5y9fplHnvXH7HY\nkhx76JtYPbpIIiSJFKh2h1beptlsUJiCpz75GJfPnGa8s8b7HvkrvubhHyex70Lc/VJmj76Du/el\nrBy/l4tX1+gPd6mNodi9zlbV4e5nfj6dzgzlLEvNLj7LqQpJImqyrMuwf5msvURZbTJt305jtEkx\nqljYV1GwymSySSuX1CajHE4ZCs+JTsGFjQaqHiE7C+S+pipLkk4PUTjQBVVV0+0cofJj5LTiooM7\n85pJ0qatBaLcZqs+RG8pJRlegXwFZxXbozWybBFVDCl9QZYvgTastnM+eG3K5No6Tzx1CVePKOpg\nltVoRIvWyTZGLSNDFjgOg/GNkHhvttCyG1zz5hBxPQ1KwKxDVU9DEn2aBMsOKVGmxiQ5VTEmFQKR\ndnB2CLUh7S5QV2MSFQp1WVqgohqPQqEWkmpa4gkCG+McaSJxKIR1GFuA0FgXTGClCsZ23nm0groM\nFgNKyYCpz5k0AqRUOFeg0xzIY6C0RaoUV46xxRQnPTpvBedGnUQ6ZOR0YwOdjwrvE4KBV1iRGgKk\nEjpiEYWAKsIaEQ6K3a7Ag9CR2eJvWQ7EO0SZfujeQ+DEHpy9h4yreB7YvSWm83P4ye2Z+4V9QSz7\nbm6LK/AyPm5cEnvmS+qwA8DWSKn2mDXMGUjEjt2F1xUOrDA9BFfGcAgGhwQLMrxOvKDGo5xH6uCu\n6XwFbq53CVCbVEmwgBIRrlEKfIJMQoqUj6/VEhKgVFwMeyzSVFgMm+tbnx38IoTIgPdAEGQCv+u9\n/zdCiEXgTcAxAvvlFVFR+hkben3ot38a12ygB9dYWj3Jyh2LvPVPH+GZvUMcev5R+hubdJqLJL0G\nk/4YnSZUwynLR5e5eP4sSyPBwkN3cOpDn+D3PvoJ/vDta5T9Eq819XSMqzwqa6GT6K6mVHDQ05oG\nFq+bOBo0mi2Weh3qvI1WLbJckmcZWSNFN9sYUwWfZi8pnaKsauqNDyLHE1T7KPf8g6/lzIfey/Lq\nc/jxH3olrRbkn+Itf8e5gn/y0hNMxgZnDEqmvOILXsZXff2DrJ9+ivf4Fe4+cBtL7TYqtSH5pRFo\ngs12i8p5Ni6c4YmPfYTNtXWscVT6KPvO/CFvv2b4oZ/6Vxw59ArevP04X+pOs3vxNBc3R2SNgv5g\nhm4fY99Kh6WlJnk3Q23sUHaWQTeoBjXGb4BW9Ooho4PPoby8QWfhBok4yaiYkmhNlnvswDJOYTCx\ntGZXSdKMutKYRNNqeYYjQ8MJnHRMh1OWV1YZUlFaQZq1aNtNHG2smdKoFFt6AZEULLcyphvXmOY5\nHV/hZIetqiBJGuTCY0YDbNLBakWOwltLVU25evUKF9Zrtvtb+GqElw3q0pJlTZwocc6RNTrY6TYy\nbeNciSVDGYNxNVLllEVJ3mziqwml9aSpwsuEuioCauE8UjeoqwlC6QDpOotKGnhXYJ1Cpl2KUZ/2\nwiK2HCNk4HaXMwdJQjW5jnVpwNmtgWqCkwmYENoMFd5rHFUQfCGCSVgskAiFqwqkUmFtqASurFFJ\nhvUW6UqMyFEqRUmHMTVKJ+A9dVWSNtvgHdV0SF3OUFmGQmMRaBlaZRcZJ14Gwy/vXSiUiD0VJdG/\n6FYihr/FwECgcMLFHAPgloIqvY/ACnFlrEDUURgaGO3Czw0TQkceBFkuwtWR3rgHy0TZf2TliGiT\nGx43YNNzhWs4YMLSdp65Snxd3tdhgSx0wNKFQjoXij1B3h8OkjDZBdMxkNGFUWgVAnqMC3uORCNt\nyFSWeLwSpFJhrEWqYA9uTb0H/SgJTmbB40pIUgE+CT464VnG5yk869cufPaYuhCi6b2fCiEU8D7g\n+4D/Fdj23v+sEOKHgUXv/auFEPcBbwSeRzT0Av6GoZcQwl959NeYyiGDyxscWz2OWRRcefxpFhc7\n0Mo53DnKKB8yOHud5UNHuVptUJza4LkveiZPPr1F3uhhN5/mwOfdzT97zRs584lNbDFiNAOrmrRl\nxageMZAdqsEIYRzKVWhvaAqD1AmF6mCyLvuyJl9yQPIB3cRMNVo7nFpmVnrG9YzMFKwsJOSNnNFg\ni26nRSYzplLy+odezOvHT7J5YYN9K0f50Ycf5vBLXnDLBx7e98R7+aFv/eeMqopyUpDoGWvXJhxd\nOcarXv3tjCoXFoGNHs1GQrvZIut2UBo2L32MTzz6cS6t9xnPStqLd/LPHrrCN/3KRTYvnMcLyVKj\nweffe5SHvuTreWJjlwV/ja2p5ZCqOX5oidnSIbRx9FoJtffo7koIy7YC2WqSuSEwRrfuomXGXB0P\naeqctVGNS7Zh2GBZ7nJuY5Hbbhes3djijm6DremQ7aqDsmMS45gwRSWHSVqaxO6wvW3QB9osmga9\nZoGwOXWS0p9IlpuW0Wzw35l78yBLs7S873fO+fa75561dFZX9Tbds/TMwAwglmETi4EQwo5BNkOg\nGNlY4FCEke2QBBHIthyWIiRCEQajIOyQbWERErIQCAmErKFBaJiZnu6e7qa6u7qqa83KyvXu937b\nWfzH+W52iwjQOJDDZEdU15I3b1ZW3ve853mf9/fQz3JOuUj/0X36Fy9wp1B0mJETcng252Jni1mw\nJMNhXAvNlPlEsm5OqTafohodkM4eMk8vczEYci83bKUZutvm9mnBtc0uLz3o8NT7MtrBQ4S7hM3n\nJEowOzri9UdHHL1zndORwaoWujwjDDNMqbFxj8AtsSLFUSFdiVBt6mJBGEkKLQlUjHMFOl/S6q7j\nbE4QJX44KkLSMGA2myHjDLM49V1pGOKcpljOkTLCOAVV4YMTghhnS6yuESrACIe0NdoExJHyOZjC\nIe1qndz6Tk4lSKcRKnh35wCNQqKt7/awGkmIE4bZfIlzhkBAGLV9SLNSDVcFj6kWfisTmiUeRLMq\nL6GBaOH8MlGjufhveLuC9jZxlE2HL6SPdLP4IGbhVgEVNMeB5zr5JajG7SP8x/JNvh8gr5g1XoJx\ngPF4bqTXqoWXgFb2IecUCHOecORWB5XV/kBtvPiieV6r/fOIwCGd8o+h2dxtbh7nyBJvz8E0m7ZS\n+FmAC0NE7f89lGqIjViE9IuVda2bW4P2xRxAKYSpMaxQu6tOXaGEQyjN6HT0R9fUnXOrBOK4eYzD\ng7u+ofn9/x14AfhLwPfwZQK9ismQRVGzsb7JI1kxun7EY9sXWaQl8zceMvjQFqMqRy3vc3Jrhggv\n8f7v+mpe/u23eXLnItVlw3je4T/++5/h1gs3KFD0TE0WCLQLCFRAO+hzsL+PqgyrDVztBDaI6bda\nyGVOORrzAMffO2z+4YAsbLP3VX+Cy32QcUxRt4jVjHFhCCNJ2u4zuBBz5/M3+Jn8JvkyQUvF9W6L\nza97t6AfaGBxyI/+Nz/NfDRBa03ZvkgyvkPcCqnK0qOCN9bZ2dqmFaeIasG926/y+r+6x6PTY2+R\nkxlr8ZCJ2+DWZ36eb/3HVXPVlShlya3hG/7Uj/JDP/gJfuiTP0A12CZuhbTafYrONtIJ2lnCXBXY\naoOoWJBUYDbXEbrkaDZgb7PLaHaP18eGJ/sd5q6GxQHt7GkeuBNa4Ta5OqBlN6hkh4WBSbBGIgPS\nIGZaztho73FmCqp5waCzTXo1oJic0d3rcHTzLsn6B4gn+7jkAsvFhKnuMQ5j2oucW6ct9rJDsqDH\nQmoWdUarl2DEiGpikFFKr1tQFm2UOmL78SfQ0wnjrW1MmrC+vcVymrITVYTLPQgLvvLZjPsPjvkP\nv+USy4fHbPSeZjmf87NfY/n+O5I7d7wdVcs2Ri5QAYi6hXUxLrQIvcRJh1KaupZYEVAVNWkaUBUF\ngewSqpqirEl6WxTVkkCFKNrIEGJXUhY1aW8DPX6EygYsxwdE0iGChDTtQDWFbBOTxBjj0PkRYbyO\nVAlVrQklIBXSDqntOoH0rHKrcqBLEALGYp2hqhWJVEgqRCDJTYZymkBWLCuIowTRSAOd7hrWVpgy\nR1dTjJEESYZSrmGEx4204HBoBAEGS+S5gj6gonHpmCbtCef8zUJovxHZqOja+bV700giXvtu5BRX\newlFNpcW3uWee6ufA/S51OGagayy2uveArwlEiwN7gKJEtqv/K/AWLx75ijnmjzkBt91Livh0QiB\n83914zCikVqU8ruxyt84rPD+dX+YNPKTbXYBTI2rChwaaoGufdSmv/X5r4NSws9QlPT4kcbiaK1C\nSYFFEIRBg2nwNwRr/8Bafv725WICJPAScA34Gefci0KIbefcEYBz7lAIsdW8+5cN9Lp5OqU6q/nA\nR9d4OB0zfTBkWfdZy6d8+GPX+OL1V+nIAY99+Gu49/YJUUvB0ZxWP2MZGMqDOafrIfUrtxEoUiFx\nWQ+rPDZ0ahWyLlhvDdhsOxaRYyoigsWYWmvOpnPvt1UBYXNBVAqyKKTdisjf+BJnl7apK0sQ+29Q\nk48JkJTTmNOzE57qCL4qO8R+8M/w7Lf/R3z1tv+mGVUVB2dLTg9v88aN3yK/9RIbmxe5vPccU/0I\nUWS8/sXXsdby7NPPMi2W3L5zh5tvvcPkZJ9qMSOJItae2WT4pYL96y/zwtEMqhK/ENF0KdLreaYu\n+amf+u/4uZ/763z4w8+Qtta5sDNg7dIebVlTyQ7b/ZRRWVDORnTDnKKO2Ew7RCZAygXCBZjplKtR\nB5VrFGP665aiHpKkltn4lHaYcff+23SSxygEKCPIUsFwYenJjLrIaYma46VkkBwzmnXZ6UrObt6i\nk+7xoXXBC2ddNpmxUJYnTc29WYVQS1p7Gae5pjWImBWGVFRMJjlr/TYyqRlEluGwxIglV7Y2ubEw\nbOgliWvjun3C+ZRpZ4fo5G2Cdcly+1eI9dfzVesf5WT8AJN2mbLPaR7yg2/1OR0tCBYzjJYUy4KI\nkrwWyDDDlnN0EBNFGc4sMHVJoGJMvSBr71IuT0iSHuVshJEJkhBdL3AmJIws0+E90u4W9XhI1N3C\n5KfEnR5FXtDq7zA+ekCcOVQUI6Ieeb5AiYjaWqxLCIVDhiGplJS6QqkIIbehnmGjDpIEQQur5ziT\n4FDoak6cdalMQBhEUM2JQseyqlAEpIkvYLkW/oXvwMmEOAuQOkFriS68Q0dELQJVNTpw3DjLtbfe\nNVq2blwfDue94SLw9j67YpALX+iFRGH8pqV510lDI6Egg0accU0HDCsuul0VXdGknUkP/fU9dZMC\nJDi3OkqhvJvdOoxs8lKlQq6KolwxaQJW7nX/R35OIEWT44q3iSIUyjW8dtu4elwDGrQGIQxGSNSq\nkxc+2MeJqHmeVaSdwjRbptiqOdCUH8SqFKwGZ7CrMAwgCrzNUTiFUA3W4N9d07/sTt0CHxZCdIFf\nEkI8x8q+8Z53+3I+1nvfbo5KdtZTDu7e5uO9Hvk3P8PLv/sKS7vOYW1J1tZphy1OHhzS6mZIZbjx\n5jFXH1/n1vCIyYMRt4KUKC/pdVOW8xpba3/SNb5zlYR0+h0Eio5ThEJQtrfo10OwBYtCsQw6OBfR\nihJagaW/1iWODPOlpgx7yE6XZLBGv9dmY63HWm/A2to2vYtXufbsU3zzHkhn0bbkjf0lp+MjivEJ\ni9GC6XLCL/xfv8xiafme738fn1z7M/yvz1ZEr/5zbrz9JtXM8Uu/+s84Pj5FVjNwAvlNn+TSl36J\nX//tlzn5Z8fkuiLZWCPKWjgJ1mis8ddrb0Pzm65bz30N3/WJZ7h8KeHIttmLBxRFSSfMmYZdRrMD\ndPsyfTOis36BeZDy4skDPpy1KIcnPChTurtPoG98gVGvRSfYYqEV40lN1j6lW9ZsP/YnePXmnIuh\nYDI8w4UBB/MW42rJbivjuDdAnpzw2IUu+/fvs/fkBi+8veAja3scW8fNPMbmBt0ScGQZ9WrvUxZb\nhG5Me7DD2bJib92yf1zRijosh484Ez1k5QNR+gPFazffYn3vg3zyua/hb//Dz/Hd3/BRfvf+66Th\nKfdyeDY/5eLo2+iEIfPwBjeHX2BPvA9373U2HvtGbj34LGH4LLMsojOfcRKm1IucWMYYUVDKFu1Q\nU9SGvBZk2YDZ5IAsCsmnZwRZj7wqCLI+2JwgSjG2IGinlMWCVruLY07Qv4g1c0TYwllNnGXU9YLu\nhSdYHO4jJKjQSzSL+Ygs6yODFk44qmKKCCNCYRBCM1tM6PfWvWbrKiotCMMUqSJqsyCOQqw1BJG3\n0hGE1IsRcWuLuqrBltRFjYxbFEYShwJVVVT4ZZ0kSjFhD1MV1PmcGnBBSiT87AHlOeOyYTIqod71\nkzd12sB5iLJniq/YMCHG+SBrnPVNvbDnnvP38uNF44CxDpDv2h5lMxldxfFZ54e71knvimmKsVwd\nDKuPZf1NA2RjJ20OD1a03eb3kI3NPmiWq4wftHtDfiOF2JUU38g/jW+/uVUQOOwK2iY89le6FS9m\ntSkrWG33Wmcx5eI8HEhJEIFENjcVP8huBtN2xdj8w9/+X1kanXNTIcQLwLcDR6tuXQixw7sJSF82\n0OudFz7LzX5KPlnwDR9/Px/JnubS9mXiTpuDuwdcXt+CruL1l2ZsXgg4WZa888Y+/+atE6adDpfb\n28yLkmUOgVS0W5CGIVIFYB11oLj5cMF2KsjikJnTyChl3eUga6ZBHylTLqiKlhxjRJe6fZl4sE2o\nLBud1fAlwqHI54ajasbo+Ih79mVcVfEvNfwfrYztfpu1nQ3WN/oEUlFLR+wseRqy/9oBneQyn/ru\nH0HtdvimL9zlN7tPst7OkMk6t95+yNZ3fIpvePt/42++cIeTf/Uj5PmicQ0o4igiyWdcfXoX2brC\nyTs3qcqAvb1LrF/cZqs1YPPJPXbSlPftDXijbPN8L2Q8nqKLiuPRKeluwTzcoZieUEYhnBxS2jZZ\nLXhleMpOOCcbnhK2S0zcZdB7jHfuPKAzmKPoIqeSEyVZX75Cr2WYFzOOkk0uJYL1+JDEJhyLDhv1\nDe5VgkEwwPWuYqaa7/3wJgevvcR27+OcvvMKvd0PMj55h8FVxeLYstGtmNdgH/bRexXDkwlh2KbO\ntrDjA1qbl7g6uc04L6k7z+IevkWldlkPI375xb/LtQ99Ff/mzRcYXH2Ko4f3udbJeaBirqiUkzyg\nFbZ4sv01/NZZh49ubPJonLMZ7DHbv8nJUc7w6AzqEhe1oJgTZCFWBRSLGTpp04kstjhBJi1k0iU2\nI78gU1ZophB0UeYM61Lc7AYq7uHihPlkRqubYl1MaPwgTJdzhGphlsd0NrcZHt6m3ekgRECSDTB6\nRtDewDpDqBKKYkagUqwIaLdbzGdL0rZEBF1CJVnOTgiziEC0MaGlLCfEwrO7K1MRqIDALZGhotaK\nSloS5rTDHoYKLSLqekoceweQ1hKUQ7ZSjNEoW1AVM5wRhFmMsw6rHJIYgUXY2lNUVwiBpIeoZt6T\nbp1nKQFG6Cb42uvDUlhfwZTXx1eUUGkdq9Usf4jQaPWAEM1hIJoNWY8UkMKHS9PMF97FEns93w93\nG4lENkNXwDVKss84sI0cQ8O38UXY2ZXOvuLQv/umxAqs5uPvZINmsM6h0N5qKkv/PFI2h0dzyDQ3\nDmsdBME5OKy2DlVbPBRYEAQBdb1E1wUrVMK/6+3Lcb9sALVzbiKESIF/Afx1vJ4+dM79jT9gUPpx\nvOzyL/kDBqUv/ZP/kVw7NvotSqU5uj1iLQtYJJL9W1NakWVeO44Ph8TZBqI/QAjDIs+ZLioy53XF\nX/zM5zGnOdo5AqmIowQVCGppeefY0AkKHu+3OB0O6exc4mSyoF4uuZK0WWaG04mmnaToasakDnju\n8T2CQGGkRQqJddLbi4TwtDcnEedoXUMcd1nrdhlsrbO2vk17rcvWxhqdtT6vFKf8nT/7Yzx+8XE+\n/ad+mD/xjdv8xG++xMGrX2R2401+/Ps/zV/7J3+P4zv3mM5LP0kXiiBQZFFAf3edp3Y3CdOESguc\nrkizNk88dhmZttndvgLxnEnwGI+vQ2QVLTvl7tiRBwEb4Zy1QY/JqWG+HLI1iLk9snQ7A05PDtho\ntzFJhZ4dErUuUs4No/mITgnTqMMgGjEtYOoCBirEWUVrEKOnEzIrJ5O5AAAgAElEQVQRsm9istiR\nzqYsZEq31+PGm9d5+okr3K0sj7sZj6IWA12xu93nzt1j2ulzWPciT9k9fqPcYnttgRsPie0+c3UN\nOz8jzmZkxMySLtpkWHfIhkw4KTsMMsl0PqUbg2xdICpG0O1zPHnIbm+PcvgOJyImStos3n6T+4uY\nO4cHVEVFXecYq1HW4mqNiGMqXSFkirMTlGg1Ayu/nBO6BU4k1DLDFnNUHFDXliRU1HmBDAS11Rgb\nkihLXvuldCUMSW+X6egOnWyLQtckacxysSQNAyqrkGYKskM+uoeMW8RBghWWqtZEcdZoxxa9OCFK\n+v56LiL08oQoXcNQgbY+TEK1UIHyNESjWUyHZP0dFDVWgC2X5JVBhV2k9Ov2rpwgow619ld/YXNk\nkPrncQphSoQQGFNhjEZri3CGMI5xhCA9O2hrr8v8TslcVHRaCWXlyOuKwFmufaDi5utx44lv5oKr\n4WszCPR9rG02aX2h9n4P3xmfu1vw7HMhvUPHIs+Xhladtu/rzTmgC9sMcc8xA754OvyNw60+7uog\nQTQLVrx7kFgPM5PN06wcOBbXeOkbM2ZzKwHA2WYj17zHAdR8fJyXUIPAc9LhnJmz2ibG4j380h82\n8twR6piOh39kS+MH8IPQ1bj7Hzjn/gchxBrwD/Fd+T28pXHcPOYvA5/GA73+QEvjP/2FHye/O+HJ\nJy6yZMLLX3xEGAhmJqavQLVb6DxnXpZMC4tRAc4KjwC1FqEMcRTyO7de43Mv3CcIoNaghEUUS0yc\nYeixtyYowgwbBgTVgizMyMUSR586tWw5g7KKaZ1wcnLEM1e2EKFPZFdGoUKDdIHvZKxGonC6Jopb\nhEmMVCHtTpedtTbrm31U2KbWhlFl+OVXX6P4whf48Z/8cbYu7fDSjX/B3eIKT9WP+MVf/CXu3zs9\nZ0OEgSKMA2Tc5lue2yWPQ1yvSzLRBO2YwdVtUnWBqN2mtLB7eY8LZk4ch7y5rImU5KqtCNst7h0Z\nWvF9HhY7XG1NGElFLDYZTl4ms88iIsH47n1Oo5BndyuG8TbF4ZxBKjipE/rBmLpOOZyMWQsN0krK\n0W36WxcY2S5Jv0Oo91mWu+THrxP3nyXMDGuBQy3uILa+lnj9EXa8zqQoufPwiO12i0NlMdOIp3cU\nBXMWc80o95ptJ13HTG8SGultdXqE7m2wHWacXP8i1eVN8uk6g+2C05MRdet5yqPfQHc+ysHhO+R1\nm9OTITZfEoiKMGqxyCe0Ox0wjrpyOOUw+RCVbmOLY57/0f+St/+Xn2ZZ4zeFZYUra5AJC+foBgJd\nV6iw7eFPSqKXOVk/ozybovp9ltNjVGsHlmeUVhCKkNZaj3yZowIo8jlx2kePjggGO9SzEVFnHVkV\naGEQYcL00W3iVg8pI58dUCwgWzt3SRSLCTJNfUSzAVGXIKYkrUvnK/vGgl4ck7U3vXzgaopCE2eR\nX77RNVZI5sspnTTFWoNFe3Z6USKTHnU1xhlJlEToynidOUhw+CBmrWtMVVPXNSpJUFLiMCi12rpr\ngF6Nh94JcMY/dvVzK1Ybq74DxlZNIV9lcXrevK9tK8Rts2W6gpQ1hdMJixTKe8wbiqhz3urIyusu\nPI/eP+MKGWxRztsfrRAoaz2ssmHdcI4pwEsuFr9MhGsOgpV/vYGMrXT+5hbAStFZyTpuFVXYrGKZ\nFazN+9+FsigReEvpKlfCOZQKwAqM02AcThpm4z/c/fL/6/LRf/8TP8ByEZJFGcP5FFPWBC6kUDWZ\niBCJIiSkRhNhUDKGSFLXgd+QCwOkkhTlkl/57AucvHGEcxD2+szGJ5hKv7s6vIrNauLkYJWW4iPz\nAilw0iNXEc3qQ7P0k8YpF69cIokVpSl4eHvfv3jDhKtX9uj0WjipSALvNY6zmK99PGEvdnz6Zz9D\nSMKP/vCP0b+ygTka88FvfY6XPvNr/M8/+39ydpqTxDHdVsK3PX+BUvXZzw2RarPVj1lbC+n3N2gN\nNskii0rXCaXiSr9PWS0oqLkxtnRaGww6Gadv3SB97iPo0wPCKKITjrk7Drg4EBye5ShVIqaWnXbN\nw4mjt7HGw8NTrl3a4vfuPuJiC66/eYMnn36S8vQM193g7QV846sVv/DJK3z85V/mdOMb2ViOKeWM\n3bjkRfkEHw3PGOoOUiV0izdIupeZ0SXWBWsSbi8NQVuxnA+Zqyl93UNUA7JkzHihGFno99cpK2jP\n7zFXCrn2GOGDL5Fs7nJwkvFw/zpnZ6fMC828yImCCFwFMiSyBUXUw+VTlAS9WBIPdjHasR04DusF\nLkwQWqOLkjBt40xOK4Cl1mjtA1A0hjQMsapPNT1CRgJpLMbUqLSP1QJZn+KSHsJKrD7D2RChElAG\nGQ3Q5ZwgCHF1iXAOXU2RUZ8wlpTLQ6LsIvPTG2T9a1hdUROgjGExe0TS6oGMwRrqfELU3kAYjZV+\nhlIsR7Tbm35N31iWCwijKTjvq9dlTu3axFmAAuqioLYVaeg1YutCP7xUsYeByYC6XBCHqR8wOoeu\nS/5i+XP89M5PUk6G1OsOu597tGzjF6+LgsgtyLUjDBNkEDa9a4haJRQJn/hDM+wzzrNMBAGqkUxk\nUxjtyq4oG9eJrxK+O22kGZqshdW0UDbjUiuEP9icazTwAOnMu9bDxpkjGhY9eEOmcTW48Jxk2bTH\n/hhptG/pVjZO66mSAv/1s14GWu0PrHzyqxrjmv9oUpxWMYJyxa4RDUfe+Z+LBkXgMQoCJxVSrpw1\npgkO8h3++Ozkj29R/6/+8/8EaxS1gEyF1LImJiFKIJESGQdYp6glYC21CT0ruVhycPCAG0enTM5K\ntKkAy1xbpqenvjOQChEoYhWSqJqZTcA5rxFagzGhH2Q0X3Tw4COv050DUnEyZNBOSNIWcagI44ij\nk4doHUEQ8tTuFqqdEqAQzlJUc3RZUWjL3eNTRG2Jw5S1a0/x3V/5texcXUMUC5IrQ/72X/5HfPeH\nrjLZvMp8fMJj2+sECEgy5PoVMjeh1d5kuZzwVDcj6W1yHKQEsWPDVMjI8WAacMFU3K0LdqKMZGeD\n2Nzkwf0Is6YopxJXC+TNh3z+6z7H17/251g/POPmV8yoDi3to3vc2brIY5kgUCn56T67Qc3h+JRO\nb51jucbJTPB4VjBILb8z6vD8dsL+5IzLm9ucHLzMpc3L3B6GJK7P7k7EVjnkUdxj/OA1Rm6b4y8N\nuPwdgusvfYY/+dyHuXHjgzz37Y+Y3z3mtCrZLB3TICGu7rKM+jx8ZOn01+kU72DiAbM6Yj475c13\nHjBaKISpgBJMhQsHOKtI3BKRRIj3f4D61S/gbB+pHNVsRNhO0SgiZ3GipppXIEoMlrS1ja4WSBWC\nLlmSEbucMAyoNWgcURxi8gUmGmDKkla6oC5igjhFmQodtFguZ8RJil48hNZFyskJcdbFOn8zXM6m\nqGzLb7VWp9h4wHJySNTdRdkpWrdwZsliekA77eKCBIejWuRkvQxrGreFqaltRRh1ca7ElDWVDElU\niFQWXVmEspgGzoUz5FWJw5FFme8UhcMWC2qpiMMO3thRQ5ljAofRkjAIqWuDs4W/HUdZg1sxUC9A\nxT6AuS6o6pLVFmmcRo2UIBFKIpzAiBVxsSmc1kEz5MQ2Pz3f3PSduLHgufCugYA1uakGHztnTSOP\nyEb28Es8tpFGvFTSLAKtfOlW+UOgQen624xoZC0/BBauOUigKfBNNEzz56tfg/ULZ8qdy9yiWU5y\njVbj6/y7GGI//D03a577K12DNhC2qTkOvOHSs3q8pLPS0y3T8dkf36L+Ez/2Z9E1BGFEHAtaImLm\nagIxQKkltbU+rADJ8f5D3nlwn5OpJi9rQuHQxmGsRtcaU/sJfqUNy6LGVgXv3oPe+6NrVoMBESAx\nZIHDdRUqa5OfCIQp6ISKIDCMckPUich314hvnSClIJAWG2Tn6eLSFejaUFmLtp7uhpJUZY2UEAQp\n/9n7nyH8D76Oz/7zN/iBH/o0/9Ov/rc8N98hTbZY30lQOyCrjHh9QLe3jV1/kSuv/TDJnxzz+ouv\n8c1P7vFPb55gWhHPtc8IFyGvHEi+6ev2eOfWXaLeLp2wZDwsqVSbfvs+qlqjVi3cvVcIrn6Mk3fe\nprcRk5dwcpzjNjXBIiQVEt2OccMjuoFlNJxhEsmybNHtdhkFCZvTRywWCcPHYH5keaaXUBW3GWw/\nz8u3f4+v2nuWavQSi/YHSDs9hvcesXAKEZ6yVHusyVuU9WXG0zlCZWxlBh0pOPkcrXiXw9YekZ6z\nkW1SVQfUruKt6RpXejPefGPIdHTCeDZlqTvo+S2y9jamqtDRGoGosfUMYyAKQ2qnCUWMi9u46SFR\np0M5XhImkoUFoaG2NThJ2o2xS0cSLalMh1qEhHZEYdtEco4jJIpb6HxJ2O6R5xVSOVJXUBmBCjT5\nzJENBsxODoj6axjjiCTocoIUCSJKEUKyXExJW23KuiS2OU610eWCsLXGdPqIKN1CuJzF2UOirEsc\nBBhroFwi2xvEQbNE5MAUJTUGGYQ+O9NqysWQtL+LrjXClMjV/orwBxZK4ZzBuYBaj4njNd/5Wp8M\npM0IGe7gjPbec2PBTVAiw9lm4cgZv03pSqQKPKYXSW0Utl6gjSVQMSqOmiJnUQp/kzgvNY0WLvH8\nm6aQNq/O81kCLkDIJsCCRhJZ9fDCz5580+wj+RC+3Co43+RcMTve7doNyjXoW1bOGndeG87Jx0J4\nx4xV+MtBE1Xn/OFim81XfwBYVlQCX4jNuS7u/2I+hUlKGqqmap7Rd+3+32jFrG+KufOHljO+0Wy8\nOCgB0/EfERPw/9WbEML9tf/6L2CEoBUYknTA3zn4Hb4vucrD2ZTZ/j5vn+TYymLQGBNT65KyLtG6\nxml/AnuOsW6GDRZnvQpXVnPqyp/+xnmIvSe6vZuuIhs97T05M6yWGYxdJa00di3B+SDEL8idwzb9\naKbhXAjr+cpKel+7khIVhmynLf7qpz7Bt/25v8Cf//SnGJcX+eqv36PT7dPqtnhY9ugGjo21AVOz\nzpWNJceHBU9cmDCuBhwWAbtrA2azIQfDOZd6GwyyFnE75frwRZ60a+zPYuLqBoGUHJwIorZgXAa0\nZM0T6xmj4YiLGx3eOZlw6C7SMZZZb8KvpPf4vsOnWU5OWe9YdLTG4XCJRKK7OWulYj217C8Ee5ee\n5vPXb7De6XNhpyBbLHmz6PFIHfCd/ad5OHpEUFvi9Q3Gxy9SZ19LKzlGqy0OH9ym19khKyYksWM4\nz9m49DjX90u6l+f0pykmP6YO25jWGurkLR6MzxiOutx/9AhZnFFJiVQDqmVF1jFQTrEmoibDSoUK\nQ8rxQ9L1C+j5PVS0DTLE2ID+lUukt1NO5aska5vkx3d59vt+mC/9/M9ge9u42ZgottSihzQFWQza\nluRyHZwgre7jZIqxEbWpiLNtv55fHCHSHqrKKWtB0Eopp48IWlsIEVAVM8JkDWt8xB9IFpMDWv2r\nWFeTUBNIzXQ4gc42lZHUZ2+TZmu4FfiqqgmjJU72EVjKfEkYpSCM387UgrxeEIdtwsB3mHW9RABR\nkiAArQV6MUJHGWEgcRqkqZsqWJBrATLEVjV7WcaRK0AvkGEbB+iyQDqfd+qs3wWRpqYUMSoMELbC\naou2DlfNsUKQRAlOKd/xE3v9WziElaBqcF56sMJr2FIIAtEcZo00s8LvuqbrV077LlgGzSvQO0+c\naz6npmP2ezo+Y/d80cmPiNEaX7idA2ovc0jXyEQrMV3jJ3gBylZYKRs51+I8Jxecf26ajVV/eLw7\nLPXSSjMb8ML8ewajzdXDNcAzp5pOfnXYNPZHYRrPu/94sz/ORf2v/OinyGVEEoQgQxAVOMlJpXnr\n5kuc3V1QVTVag7E157MGF1ObJcaZZq240d08JtpPq50PAjDWnZ/D751Sr4YRYnXc4q9wHv7WfBOt\nGNKrf/xmir76mq22Tz2Nzo9mzhNl8A4ZKQVCSKIgZKPbxijLeiflu77r23DpNtf6ilkgEemALA05\nGCd8tKt4++SUtc2Eym0QLo8IsoJhNeBDFxQuaHNUaT732y/ywWeepR3O+eL9p/jA+65z560RKjuj\nX14gL2+gw8d4MKtZryacyYgg6BCpGfNinY1ogZ0dEa11KKY5xF32ZxnZ4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UjGl01pjLsp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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -764,7 +3142,7 @@
"source": [
"# отображение точек с лидара pts на изображение image.\n",
"R_from_lidar = np.linalg.inv(R_to_lidar)\n",
- "t_from_lidar = -t_to_lidar\n",
+ "t_from_lidar = -R_from_lidar.dot(t_to_lidar)\n",
"cam = Camera(R=R_from_lidar, t=t_from_lidar, K=K, size=img_size)\n",
"\n",
"projected_pts = cam.project(points)\n",
@@ -801,7 +3179,7 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
- "display_name": "Python [default]",
+ "display_name": "Python 2",
"language": "python",
"name": "python2"
},