{ "cells": [ { "cell_type": "markdown", "id": "723c394d-987d-4f2d-8bd6-378a23b1218e", "metadata": { "tags": [] }, "source": [ "# 2. Predict Brown Dwarf Parameters Using Trained ML Models\n", "\n", "\n", "In the following steps, you will:\n", "\n", "We will need the following modules from `TelescopeML`:\n", "\n", "- **DataMaster**: to prepare the synthetic brown dwarf dataset, load the trained machine learning (ML) models.\n", "- **Predictor**: to prepare the observational brown dwarf dataset and deploy the trained ML models.\n", "- **StatVisAnalyzer**: provide statistical test and plotting functions.\n", "- **IO_utils**: provide functions to load the trained ML models.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "dab6ba1b-87cf-482b-9bad-7ae019708a27", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No Bottleneck unit testing available.\n" ] }, { "data": { "text/html": [ "\n", "
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\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1001\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error(url) {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (let i = 0; i < css_urls.length; i++) {\n", " const url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n", "\n", " for (let i = 0; i < js_urls.length; i++) {\n", " const url = js_urls[i];\n", " const element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.async = false;\n", " element.src = url;\n", " if (url in hashes) {\n", " element.crossOrigin = \"anonymous\";\n", " element.integrity = \"sha384-\" + hashes[url];\n", " }\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; 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\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1003\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error(url) {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (let i = 0; i < css_urls.length; i++) {\n", " const url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n", "\n", " for (let i = 0; i < js_urls.length; i++) {\n", " const url = js_urls[i];\n", " const element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.async = false;\n", " element.src = url;\n", " if (url in hashes) {\n", " element.crossOrigin = \"anonymous\";\n", " element.integrity = \"sha384-\" + hashes[url];\n", " }\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1003\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1003\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1003\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from TelescopeML.DataMaster import *\n", "from TelescopeML.Predictor import *\n", "from TelescopeML.StatVisAnalyzer import *\n", "from TelescopeML.IO_utils import load_or_dump_trained_model_CNN\n", "np.random.seed(seed=100)" ] }, { "cell_type": "markdown", "id": "91672156-446c-4d8f-9dfe-bca34b4bf009", "metadata": { "tags": [] }, "source": [ "## 2.1 Load the Brown Dwarf spectra and Trained CNNs models\n" ] }, { "cell_type": "markdown", "id": "98309fb6-0ed0-4f20-a65e-45b54910a8c8", "metadata": { "tags": [] }, "source": [ "### 2.1.1 Load the Synthetic spectra - training dataset \n", "\n", "We computed a low-resolution spectrum ($R$=200) utilizing atmopshric brown dwarfs grid model, [*Sonora-Bobcat*](https://arxiv.org/pdf/2107.07434.pdf) for spectral range $\\sim$0.9-2.4 $\\mu m$. An open-source atmospheric radiative transfer Python package, [*PICASO*](https://natashabatalha.github.io/picaso/) was employed for generating these datasets. This dataset encompass 30,888 synthetic spectra (or instances or rows). \n", "\n", "\n", "Each spectrum has 104 wavelengths (i.e., 0.897, 0.906, ..., 2.512 μm) and 4 output atmospheric parameters:\n", "- gravity (log *g*)\n", "- temperature (*T*eff)\n", "- carbon-to-oxygen ratio (C/O)\n", "- metallicity ([M/H])" ] }, { "cell_type": "code", "execution_count": 2, "id": "94ab3753-16a7-40be-8832-06a8837649db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/Users/egharibn/RESEARCH/ml/projects/TelescopeML_project/reference_data/'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os \n", "\n", "__reference_data_path__ = os.getenv(\"TelescopeML_reference_data\")\n", "__reference_data_path__ \n", "\n", "\n", "# Note: insert the directory of the reference_data if you get an error reading the reference data!!!\n", "# __reference_data_path__ = 'INSERT_DIRECTORY_OF_reference_data'\n" ] }, { "cell_type": "markdown", "id": "440fbe88-e7b4-496f-81ab-7c7fa9db75d3", "metadata": {}, "source": [ " Load the dataset and check few instances " ] }, { "cell_type": "code", "execution_count": 3, "id": "5332f129-5253-4067-ba57-165f5249e252", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " gravity temperature c_o_ratio metallicity\n", "0 5.0 1100 0.25 -1.0\n", "1 5.0 1100 0.25 -0.7\n", "2 5.0 1100 0.25 -0.5\n", "3 5.0 1100 0.25 -0.3\n", "4 5.0 1100 0.25 0.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output_names = ['gravity', 'temperature', 'c_o_ratio', 'metallicity']\n", "train_BD[output_names].head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "ab45d5e0-2dec-4a28-acd7-f91731e8a865", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['2.512', '2.487', '2.462', '2.438', '2.413']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wavelength_names = [item for item in train_BD.columns.to_list() if item not in output_names]\n", "wavelength_names[:5]" ] }, { "cell_type": "code", "execution_count": 6, "id": "94c19648-4fe3-431e-af35-aef194aaf22b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2.512, 2.487, 2.462, 2.438, 2.413, 2.389, 2.366, 2.342, 2.319, 2.296]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wavelength_values = [float(item) for item in wavelength_names]\n", "wavelength_values[:10]" ] }, { "cell_type": "code", "execution_count": 7, "id": "a6de4600-1aaf-4996-bf68-74eb4104573e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " wl\n", "0 2.511960\n", "1 2.486966\n", "2 2.462220\n", "3 2.437720\n", "4 2.413464\n", ".. ...\n", "99 0.933378\n", "100 0.924091\n", "101 0.914896\n", "102 0.905792\n", "103 0.896780\n", "\n", "[104 rows x 1 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wl_synthetic = pd.read_csv(os.path.join(__reference_data_path__, \n", " 'training_datasets', \n", " 'wl.csv'))\n", "wl_synthetic" ] }, { "cell_type": "markdown", "id": "2d2e166f-bcdb-4074-bfbd-d159cb691ac1", "metadata": { "tags": [] }, "source": [ "### 2.1.3 Load the trained CNN model\n", "\n", "- Load the trained CNN model, which includes:\n", " - The model parameters to apply it to a given datasets \n", " - The training history to check the performance " ] }, { "cell_type": "code", "execution_count": 8, "id": "fde89b23-8885-48c8-8248-0b62afbd1d6c", "metadata": {}, "outputs": [], "source": [ "trained_CNN_model, trained_CNN_history = load_or_dump_trained_model_CNN(\n", " output_indicator='tuned_bohb_batch32_v3_1000epoch_out10',\n", " load_or_dump = 'load')" ] }, { "cell_type": "code", "execution_count": 9, "id": "89796f6f-eacd-4ca7-81fe-b650b7359b27", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model_1\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_3 (InputLayer) [(None, 104, 1)] 0 [] \n", " \n", " Conv__B1_L1 (Conv1D) (None, 104, 32) 160 ['input_3[0][0]'] \n", " \n", " Conv__B1_L2 (Conv1D) (None, 104, 128) 16512 ['Conv__B1_L1[0][0]'] \n", " \n", " Conv__B1_L3 (Conv1D) (None, 104, 288) 147744 ['Conv__B1_L2[0][0]'] \n", " \n", " Conv__B1__MaxPooling1D (Ma (None, 34, 288) 0 ['Conv__B1_L3[0][0]'] \n", " xPooling1D) \n", " \n", " Conv__B2_L1 (Conv1D) (None, 34, 128) 147584 ['Conv__B1__MaxPooling1D[0][0]\n", " '] \n", " \n", " Conv__B2_L2 (Conv1D) (None, 34, 288) 147744 ['Conv__B2_L1[0][0]'] \n", " \n", " Conv__B2_L3 (Conv1D) (None, 34, 512) 590336 ['Conv__B2_L2[0][0]'] \n", " \n", " Conv__B2__MaxPooling1D (Ma (None, 11, 512) 0 ['Conv__B2_L3[0][0]'] \n", " xPooling1D) \n", " \n", " flatten_1 (Flatten) (None, 5632) 0 ['Conv__B2__MaxPooling1D[0][0]\n", " '] \n", " \n", " FC1__B1_L1 (Dense) (None, 256) 1442048 ['flatten_1[0][0]'] \n", " \n", " FC1__B1_L2 (Dense) (None, 1024) 263168 ['FC1__B1_L1[0][0]'] \n", " \n", " FC1__B1_L3 (Dense) (None, 2304) 2361600 ['FC1__B1_L2[0][0]'] \n", " \n", " FC1__B1_L3__Dropout (Dropo (None, 2304) 0 ['FC1__B1_L3[0][0]'] \n", " ut) \n", " \n", " input_4 (InputLayer) [(None, 2)] 0 [] \n", " \n", " Concatenated_Layer (Concat (None, 2306) 0 ['FC1__B1_L3__Dropout[0][0]', \n", " enate) 'input_4[0][0]'] \n", " \n", " FC2__B1_L1 (Dense) (None, 128) 295296 ['Concatenated_Layer[0][0]'] \n", " \n", " FC2__B1_L2 (Dense) (None, 512) 66048 ['FC2__B1_L1[0][0]'] \n", " \n", " FC2__B1_L3 (Dense) (None, 1152) 590976 ['FC2__B1_L2[0][0]'] \n", " \n", " FC2__B1_L4 (Dense) (None, 2048) 2361344 ['FC2__B1_L3[0][0]'] \n", " \n", " FC2__B1_L4__Dropout (Dropo (None, 2048) 0 ['FC2__B1_L4[0][0]'] \n", " ut) \n", " \n", " output__gravity (Dense) (None, 1) 2049 ['FC2__B1_L4__Dropout[0][0]'] \n", " \n", " output__c_o_ratio (Dense) (None, 1) 2049 ['FC2__B1_L4__Dropout[0][0]'] \n", " \n", " output__metallicity (Dense (None, 1) 2049 ['FC2__B1_L4__Dropout[0][0]'] \n", " ) \n", " \n", " output__temperature (Dense (None, 1) 2049 ['FC2__B1_L4__Dropout[0][0]'] \n", " ) \n", " \n", "==================================================================================================\n", "Total params: 8438756 (32.19 MB)\n", "Trainable params: 8438756 (32.19 MB)\n", "Non-trainable params: 0 (0.00 Byte)\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "trained_CNN_model.summary()" ] }, { "cell_type": "code", "execution_count": 10, "id": "cc57a8ae-5b4d-45a5-8992-71d467588403", "metadata": {}, "outputs": [ { "data": { "image/png": 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GozI1FpWnsag8jUdl2j+GrKALId4QQnQIIV4a7LIMNKvdTJrbR9PqVmxlpaQddyyO0aPJ/cOV1F32e/RgcLCLqPwIZrN5sIugDCCVp7GoPI1HZWosKk9jUXkaj8q0fwxZQQfuBH4x2IXYWYpLJXXVCUwOB44JE+h87TXSTjoJ555TaLjpJqSUg11EpZ+GDx8+2EVQBpDK01hUnsajMjUWlaexqDyNR2XaP4asoEspPwG6BrscO4tICVHblJr8w2wmunIlejBI/v/9H/H1NXQ88cTgFlDpN9X0x1hUnsai8jQelamxqDyNReVpPCrT/tmlFXQhxP7dzc/rhRBSCHFuL+v8VgixTggREUIsEELstyvLOBSUTBlNZziNSDCOMJnIu/56ZDxOvKaGorvvou2h/xJasGCwi6n0Q2Fh4WAXQRlAKk9jUXkaj8rUWFSexqLyNB6Vaf/s6ivoHmAZ8HsgvPmdQojTgLuAvwJ7AvOAd4UQpRuts2wrt5JdswuDL+LIosC6kvoVLT3LwosX0/XJXGzFxRT+7a/UX/kH4vX1g1hKpT9isdhgF0EZQCpPY1F5Go/K1FhUnsai8jQelWn/7NJp1qSU7wDvAAghHutllSuBx6SU/+3++1IhxBHAb4Dru7cxcSDKIoS4CLho42VFRUXMmzePUaNGUVdXRzgcZtKkSSxZsoTs7GxsNhsNDQ2MHTuWqqoqNE1j7NixLF++nLy8PCA5z9+ECROoqKjAbDYzfPhwKioqKCwsJBaL0dbW1rNNp9NJcXExlZWVlJSUEAgE6Ojo6Lnf7XaTn5/P2rVrKS8vx+v10tbZxh+r/8g/3Huw7PPlOIsE1dXVjBg3jqaMDNY+8wxjZs7Ef+ghrDnpZBzXX09jTvZuvU9+v7/n/tTUVDIzM5P7NGIETU1NBIPBnvszMjLweDzU1tYaap/WrVtHW1ubofbJiDn1dZ9CoRB+v99Q+2TEnPq6T9XV1WRnZxtqn4yYU3/2qbOzE03TDLVPRsypr/u0ZMkSCgsLDbVPRsypr/s0f/58NE0z1D4ZMaf+7NP8+fPJzs421D4NRE5bracO1oBiQogAcImU8rHuv21ACDhDSvniRuv9B5gopTygn9s/sHv7J/f1MVOnTpXz58/vz9MMiv2f259HOkfxTfWZnH37IZvc533iSWzDh+PZdx+CX39N/dVXk3XuuWSefz5CiEEqsbI9gUAAj8cz2MVQBojK01hUnsajMjUWlaexqDyNR2XaOyHEAinl1M2X706DxGUDZqB5s+XNQH5/NiSE+BB4EThKCFEnhJg1MEXcPWSIDHx5EItodHkjm9yX+Ytz8Oy7D/457+MYP55hzz+P/7051F9xJVpATcG2u1qyZMlgF0EZQCpPY1F5Go/K1FhUnsai8jQelWn/7E4V9A02v6Qvelm27Q1IeaiUMkdK6ZJSFkspv9raukKIY4UQDwkhHvL5fD+mvLtcgaOAWpeboswW6iq8va4TqViJHg5jyc+n7KknMXncrPv5z2l78CFi69fv4hIr2+N0Oge7CMoAUnkai8rTeFSmxqLyNBaVp/GoTPtnd6qgtwEaW14tz2XLq+oDRkr5ppTyIinlRWlpaTvraQbUqJxR1JoEJa4Kald29LpO7u9/jzUvj+a//o3A3E8pvO02Cv9yG4nmJqrPOpt1Pz+Jtof+S6ymZheXXulNcXHxYBdBGUAqT2NReQ5dsfXria5du8VylamxqDyNReVpPCrT/tltKuhSyhiwADhss7sOIzmau9LN7DdTIyMUM4+6VR1saxyBnEsvwbP/fkSrqhBWK/k338yoT+eSe+21xBsbqD7jTNaddDLtDz9MrK5uF+6FsrHKysrBLoIygFSexqLyHLoiy5fjffLJLZarTI1F5WksKk/jUZn2zy4dxV0I4QFGdv9pAkqFEFMAr5SyBvgX8KQQ4lvgS+BioBB4YCeW6VjgWICRI0duZ+3dw4TiCXy1bh6p4aVYbSa8DUGyinofeMHc3Sog0dREvKkZ55QpxNbX4J4xHfeM6eTfeCOh+fPxv/se1aeehrWgAPvIEZjS0jCnpWFOT8daWIhn//0RZvOu3M2flJKSn8wsgT8JKk9jUXkOXebsbPJvvnmL5SpTY1F5GovK03hUpv2zq6+gTwUWdd+cwJ+6f/8zgJTyeeBy4Cbge2Bf4Cgp5U7rND0Um7in6WnUdtUhPfkUD7NQV9F7M/eNuWfPJv3nJ5Lwemm86SakpqGHQgiLBffMmRT86RZGffYpuddcg2vWLKyFhchEgtjatbQ/8CBVRx9D52uvIROJXbCHP07Hiy8Sb2nZ/oq7oUAgMNhFUAaQytNYVJ5Dkx4K0f7ww/hefW2LFmIqU2NReRqLytN4VKb9s6vnQZ9LctC3ba1zH3DfLinQEBXtjIGAzsxSirP8rK6wM/mQvp2ZsmRmUv7M0wDU33Aj6SedhGe/fQGSlfUZ03vWlbpO5wsvkHPttXgf/R9t991P2333k3LIIaSfegrm9HTQdaSmgQRLZgbCah3w/d0eqWm0PfAAlsxMZCy2y59/IHR0bP8kizJ0qDyNReU5NJlcLkofegjf66/DZieXVabGovI0FpWn8ahM+2eXVtB3R0OxibtvmYc9XDOoSetgdOp65lZa0TQds7l/DSKK/n4HWK0EPv8cPRIh9bAfuv/LWAysVhJeLzIYJP2E40k99BASHR00XHcdHc8/DyYTJBKYPB6klEi/H3N2NraiIqxFRVjy8zG5XJicDoTTicnhxLnnntiKiwb09ZDRKGaPh/TTT0dGo/jfeYfUo44a0OfY2SZNmjTYRVAGkMrTWFSeQ1PbAw/gnjmTtOOP32KsFpWpsag8jUXlaTwq0/7ZbQaJGyxDson7+CBp5VbW21JxhtaSmuOkpbqr39sRNhtCCCzZ2VhzcpCaRqK1lURHB+tOPgUSCXJ++1ssmZnJvumjRuGePp1RH3/M2IULGDnnPYrvvZfRX3yOZ9YsSh55mLInnyD7kktwTZ+GsFnRA13E1tcQ/v57uj76iOqTT8b7xBNIXR+Q10JKiebzkfnLXyKEQEajhBcvSV7VH0LU/JDGovI0FpXn0OSeORNrURGaz8faww7fpJKuMjUWlaexqDyNR2XaPz/5K+hDUWqGh5JYKbXvFBOd+DLFYzNZv7SNghE/7gSDY9w4AMLff0/7I49SfM/dlD35xHabq1uysvDsuw8AuVdegSU3l1hNLY6JE3DPnNHrY6Lr1tF4403457xP4V9uw1ZeDiSbqYcXLsT/7nuEFixAxmLIRCLZ5z2RIOXII8i79totBqqLraum6dY/U/a//wHJQfHyrr+OeH09ejSGffiwH/Wa7Gput3uwi6AMIJWnsag8hx4tEMQ2fDjm1FQAhr38EkL80MNOZWosKk9jUXkaj8q0f1QFfQjKz8+ntKuEr/f/CHv1KsYclMeb9y7GlWZn0kE/fp5B55QpFN31b+CH0d/7ylpYCID/nXdwjBtLyiGH9NynB4OY3G68Tz6FyeWi7Mkn6Hj6aapPP4OMX5yD5u2ga84czFlZpB5xBAW33YbJ5URYLAiLBSklTTffTN1lv6fo//0Dk9PZs2378GGUPvroFuUJzZ+P1PQhU0HPz8/v92OklJt84VR2Hz8mT2X3pfIcekLzvyPw0UcU3HorAAmvl1h1Nc7JkwGVqdGoPI1F5Wk8KtP++ck3cRdCHCuEeEgI8ZDP5xvs4vTJ2rVrKU0tpYZWWlsE815Zw0lX782yT+v44qVKpL71edG3R5h27C2Rc8nvSDnkEHxvv01o4UK0ri6qjj0OqWmkHHIwngMPQOvoQCY0yl94nti6aixZmZQ+/jjDX3uV7It/jTk9DWt+PtbCQhKdndiKiyl54AHMHg/rzz2XhNcLQPDrb2i589+9VlJTjzuOlMMOpeujj4isWr1D+7QrrF27tt+Pafn7P/C/885OKM3OJ6Xcok+oUeih0I/KU9l9qTyHnpQDD+ypnAMkGhuJrq3q+VtlaiwqT2NReRqPyrR/fvIV9KHYB728vJySlBJqA/XkpHbys9MycaXZ2PvIclrXdzHnv8tIxAa3D7Z91Kjk4G0pKYx4fw7CbMZaWIglKwupaViyMrGVlpJx5hlkXXwxWnsbbQ88CED7Qw8RWb0aPRSi9V93AtDxwoukHnsM7tmzqT79DGLr12MfPQr7qFF0PP8CjTf/kfVnn8PaY45h9b77UbHHJNYccCD1111P2wMPEPxuPvp2pohLeL10vPACtb/5Le3/e2yb/eSlrtP4pz8N2LRu5d1N/ftCahrRykoyTj8N9/77D8jz7yp6LEbb/ffT+H//R+DTTwe7OANOahrVp51GcSBAQo1Yahj9OT6VwSelpOWf/0KPxWit6aJuVUfPVKMbqEyNReVpLCpP41GZ9o9q4j4Eeb1eJhRMIKpF8WeWkxpej9+XS3tdgOMum8Kch5fx+r8XcdA548gsGJw+H47Ro3t+F5ZN32bWvLzkqLqJBO0PPEjh3+/AWlaGp7t/ysZXPUofeRgA1957YU5NxTlxImg6VSf+HJlIYC8rwzFhArFhk6nKOoTZR+ZjTk/Hkp6OsNmIrluH/913qb/iCvRIhPSfn4g5JQVzVhbhRd9jycnBkpOD75VXiDU24tlvX1J+djidzz5H8Kt5FN5+O5bMzE3K33DDjWSefx7umTOxZGT02tRcj0Rovetuci67lPDiJVvtk7+B1+ulsLubwPZE16yl/cEHKfrXP9H8fpr+8lfyrr1mi9d5dyRjMUxuDzmXXIIlJ6fvj5OS+Pr1CJsNqevYin98V46dSZjNlL/wAiv/fCvRlBQss2YNdpF2SLypCUtu7g63rBnq+nN8KruBeDz5vrVaScRCNFX5KB6TQcONN5Jxxpk4J07YbqZ6JAImEyabbRcWXPmx1DFqLCpP41GZ9s/u/41e2YLf70cIkbyK7nAxwVtF6rD9mX3SSKSURAJxCkak89q/FpKe52LCfkWM2CsHi9W8/Y3vQsJioeTBBwAwA9bc3K2uu2Egu9DCRQiLmbwbbwApyTj5ZAC0hE50fjOO0QWbPM4+bBg5v/0tWRdeSGTpMvzvv0/HCy+ScsjB6MEgUZ+PeH091pJiyl54HpPVirBYSDv6aFrvvpt1J/6cwjvuwD1zBjKRIFZbi5Q6NRdeiO7twDZqFFp7O3nXXoN7330xezzo4TB6LIYlP4/ImrV0PPMMrr32RGzji57f7+/5XfP5qDr+BEa+P2eLx8QbGnCMGU3Rv/4JgMnjwTlpEgiRbDYej2/zC6VMJH5URT66di31V/6B1COPIOtXv0JYrWidnZjS0vrcDz5WV4cwmcj8xTkARFavJvjZZ2RdcMF2Hxuvq6Ppz7eScsTPEDbbbllBD333HV0ffkTe9dfhO/YY3LNmDflxAlr+3z/JOP00LDk52MrKBrs4g2bj41MZAoQg85yz8beFCXRGmXpkOQBZ55//w3gp28k08PnndM15n6L/94+dXVplAKhj1FhUnsajMu0fYdR+oH212TzoF1ZWVg5yibYvEAjg8Xi4cu6VHB6KcoQ1Cw77c8/9UpcIk2DJ3FrqVnaQiOu0rPczemoeecNSySzykJnvxmw1xlWx1pouQv4YZROzWPFlAylZDkrGZva67ob3e2+VJhmPs+6kkyl9/DHMHg9YLAS/+JKGG64n5aCD6ZozBwmkn3giaSeegK2sjPDiJfjfe49YVRWhJUsgFgNNQ7jdmF0usFrQvB0gBOaUFGylpZjS0xAWK8JsTlaWrRbigQD4u4jX1WHyuEFCxmmnEq2qIvOss7CVlSF1nfW/+AVF//gHwmbD//Y7RNesId7QQLSqikR7O+g6lqws7MOHYxsxAvuI4dhGjcK1554EP/8c3+tvkPd/N9F8660U3nHHdkfqBwgtWkTdpZeRfeEFBL74kkRrKwW33Ub7gw+See4v0To7cUzcA2ve1k+wAPjefAuty0/mmWcCkOjoILzoe1IOPmibj0u0t2PJyiLe0kKsah2uGdOJrlqFfcyY3aryq4fDxGprcYweTSAQIPHee8QbGsi57LLBLlq/6dEoMhrF5PGg+XzU/fZ3lD3xeJ/eL0a04TNXGRoarr0Oz8EHE99jNs3r/JgtJjoag0w/qoTo6kqcEydsM9PIqlXYhg3r6aal7P7UMWosm+dZd+llZJxzNu7p0wexVMqOUMdo74QQC6SUU7dY/lOvoG9s6tSpcv78+YNdjO2aN28es2fP5s4Fd+L2VnOR1wunPbnFelJKtLiOEIIn/+8rxu9bQHt9EG9jkK72CKlZDvLKUymdkEXJuEwcni2/fMciCax2825VEdpcU5WPkD/G8Ck5NK7pxJVmIy3H9aO2lejowJKRQctdd2Fyusi+6ELWn38+9mHDcE6ZQsoRR2DqpZKS6Oig5pfnUv7sM+iRCJasrJ77pJSEly7F99LLpB51FJrfB5qWnEYunkBqCdZWVzNq/HjCCxeResIJyC4/3iefIrRgAZnnnI1rxgzsI0YQ+v57/K+9RvCbb0k5+GCckydhLSwkVlePJS+PlIMPIt7QQGj+fCLLV6CHgvhefwPXtGlk/+ZinFOmIKxWQt9+h2vq3gS+/BLfK68SXbmS9NNPJ+PUUzBtNBVG19y5NF5/A4W3/w3PAQcgpaTj2Wdpvfc/pB9/HDmXXUbbf/+LrawcGYsSr6kBsxlbWTm2slJsZWWYMzPRA4Fev+hKKen68ENSDj54iyn0Nqg5/3w8hx1O233/weRyYUpLw2SxUnjH7dhKSrababyhgejaKkxuV/LxLhcmtxtzZma/3tfhpUtpvfdeXFOmkPmrX23SUsH3+us4J0/umTZw3rx5zJgwAWG1YnL9uPdirK6OzhdfIu2Yo7GPGtXnx+mRCP733iPt2GO3+ppCcjwAIUSvlW7fW28TWbqUvOuvA7pPbCUS6OFwz7RVg0VKSbSiAs3n327XkYGy4TNXGRqkpiU/W61WzGYTkUAcYRaYI100XHstJQ8+yFdffdVrplJK6n9/OTlXXI6tvJz6K64k9w9X9umzZlfTAkHMHjdaIJA8qbwV/g8+wD1r1jbXGerUMWos8+bNY9rIkbT+858U3H47iaYmLPn5JFpasOblDXbxlB9BHaO9UxX0PhgqFfRly5YxceJEXl79MovWf8Rta5bAb77Y5mMScQ2L1cx3b6/DajezxwHFtNb6aa0JULPCS8PqDtLz3ZSOzyQly4HVbsZqN7PgvfVM2K8QV6oNk9lE8ZiMXbSXfRPyx3C4LZjMP7QG0BI6339Yw5RDSzFbfnwrAanrCJOJ8PLlOEaP3u7VQ83n2+70dNE1a0i0teGeOZOO554j5fDDia5ZQ/UDDzChl+niomvW0P7o//C/8w7CYsE+YgRpJ59E6pFHYfZsOr6AlBLvI4+QcfbZhBcvIbJiBVnnnYsWCuF79VW8j/4PS34+mWefRWT1ajpfeBEZj5N7xeXYx4zB+/gThL77joyzzyLzrLPo+vgTWv75T0ruvQfnlCk9z9N6332Y7A7Cy5bSNed9zJnJAf+0ri4c48ZiKy0jtn59z01qWnIu+8MOwzl5MvbRo7BkZBBdW0Vk9Wr8b74JQmAfOZKMM87Avc9shMmEjMeTg8rddx/+t96m8I47cE2fhv+dd2m9+26sRYVknHEGqYcf3lM2PRwmVl+PkJKujz6i64MPidfXYx83FhmJogeD6KEQmt+PfeRIcq++Cteee26ZvaahhyOYPW5a/nUn8aYmgl9+ScZZZxJZuozY+vXk//GPuGckz+Z3vvwK7lkze5rPLluyhJF2B/533yHwyVwSzc14Dj2E3Cuv3GJMg83FGxtpe+BBut57D8+hhxD4ZG7yBMlWBgSUmobm9RJZvRrN34XZ7abj+ecovOMOut57D3NmJikHH7zJ+r5XX6XlrrsQVivZv76Y9BNP6OlOseF9vHl3iI7nnifR0kLOZZdus/wyFkPYbISXLceSk9PTskIPBhE221aPI6nryEgE4XRu9UtY6/33E164iERLC84pU8i78YY+9xHWAkHWnfRzhr/+OiaHo0+P2WDDZ+5gkIkEwa++xpKd1dPVR9m6eH19svtM2V5899Y6jr1sCgBtdQGklOSUJE8U9paplBIZDm9yUi28bDmOcWO3ebJrMEgpWX/6GRT+/Q6ab7+DrIsu7PWzDKD1nntJO/44oqtX45oxw5CtAgbzGO2N7D4Jb7LbB7soQ05o0SKqli9nwplnEvrmG1wzZyKEQI/FWH/6GZQ++gjhpUvpePoZsi68ANfeew92kZU+2N2O0d2FqqD3wVCpoDc0NFBYWMh3Td9x74K7ePz7j+GGeujD1UApJXpCEo9pvHT7fM7800yiwThmq4mW9V3UrvQS9EVprw3gTLERjyaIhjV8LSFsTguZhW7c6XYyC9zYnRbsLgs2pwW705LsB61LdF0iteT7ymw1YbGZsFjNWGwm3On2Hao0b+7LlyrJKU1h9PQf5leUumTxx7VM2L8Iq233+lIV+u47Eq2tpB51FN4nnyL1iJ9hzsqiftUqirfx5Tve3IIeDG5zXnc9EqHzlVdIO+aYXq9yykQC/5w5dD7/AvaxY0g78URMdgf24cN6KmOdr79OcN5XdH3wAQjBsBeeR9gdWHJzIJEg0d6OtagIhEj+w4xGe76AxOrqMaenE129Gt+bb1Dwxz/in/M+5swMZCxGbF010dWria5ejdbRgW3kSOyjRmIfNQprSQmBT+YSmDuXhLedjFNPA12j88WXsI8ZQ+Htf9u0VUI8TttD/6X9wQfBZkPGYpjT00EIdL8fc0Y69hEjST3mGNKOPmqLfvdS0/C9/gat99yDc+IEcq64cpPXtv2xx0m0tmJKSaH9/vvJOOdsnHvsQXjJEnKvuoq63/yG8NJluGfPxr3PbJwTJxJZtYro6kqiq1bRuKqFTFsA56TJmJwOsn71KzqeeQbfm2+Rc9mlpJ9yyiZf+KWuE1m+nLb7HyA4fz6Zp51K5vnnY8nIILRwIXW//z3ZF15Ixjnn9Fz1l/E4na+/Tuud/06eTDKbEHY7tsIiMJmIrFyJa/o0Uo86Cvf++1P7y3PJueoqmv/6V0wuF/k33QRagtZ77iVWXU32b3+De/Y+1P7mN5Q9/RSJ5mbitbUEOqKkTRmHvbggeeIkFtuighurq8OcmorW0UHd5Vcw7PnnaLn7HtB1NJ+P4BdfoPn9CJMJ55574po+Hff0aTi6WxkAeJ95Bq2tjbQTTqDhhhsoe/JJkBKkxP/2Oz1TN6YcdigpBxxI54svEl66FPf06RT+/Q5MTmevx0Wio4PO558n0dpGxwsvsOFTUjgcmBwOrKWlpB51JKlHHLHJe2xjGz5ze6MHgwQ+/5zAp59hzszAMW48jvHjsZWX9Tq4XrypCWsf5oONrF6N77XX8b35BtaCQhKNjTj33pucyy7b5ufABlogiO+VV5CJBO6ZM7CPHdvnwf70UCg5QFo/T2T8GJGVK+l44QUcY8aS9vMTt3rCJbx0GZq3HdeMGdssV6SigvCiRWSccQbxqIbVnjzO1i5sAQG5ncvROjoJzZyxRaah777D+8QTFN9zzxbbDC1c2NM9ZzDpoRDeJ54k66ILe45FPRLB5HAQXroM+5jRPa9h8x1/x7nXngQ/+5xYXS0gyLroIjyzZm6yzfDy5UQrK0k5+GCa/vRnCu+4vU9jlSQ6OvA++ijRddVkX3RhcjyUQbL5MdrxwguY09JJ/dnh23jUzhGrrqbhuuuJrVtHwe1/I+WgLbtxSSkJL1yIa++9idXVYy0s6PPxKRMJ4k3N2IqLBrrovYpWV9Py97+TdtJJeGbO3KSV3UCSmgZCEF60iNa6esqOP26LdSKrV9P8j38Qq6oi84wzaH/0f+ReddUmMzTsKno4DELsks/JgbShRVx/uqxpgSDBzz4l+NXXeA46EM9BB/W7Ze2GY1QLBGj6058puO1WIkuX4pw8+SfbfQ5UBb1PhkoFfUMzkaZgE2e+fSYfV1fDb76ClP41+9HiOmariW/eqMKTYWf8voW01QXILvawcM56Juxb1NPsXdclAW+E2pVeFn9cy7BJOTRW+bBYBAjwtYRxeKyYLSZMJoEwiZ7niMe05M+oRiKmM3JqLmNm5JM3LHWTA1zqEn97GH9rJLlAJG9CCDIL3LhSt/ziJqUESc/zbczfHmb90nb2OHD3G1Bsc4PZ9Mc/532iqyrIuewy6v9wFbnXXoMeCqH7/TgnTaLhuutJP+VktK4uQt9+R941V29ze1ogiNbWiq28HP+c97GVl+MY88Oo/rqmE+6K407/4cqC76230drbyPjFL2i47jo0n4/Q/AVkX/Arsi66aKtfXPR4HBkOE162DGtBQfL9JATW0lJ8L7+Ma+pUhMNB+0MPkX/zzQS++BKTw45r6lQCn36KY9IkOp97jvbHHsc9exbhRd8jbDbiLS2YnE7cM2aQe+UV2EpLN3neyKpVmFLTaL/vPjpffhlrcTGOsWNpztsbV0kB8yslJ19zIM6U5Hs2VleHrbiYyKpVNP35VmQ0Sub55xOvq8P3xhvEGxqSTe5NJsqeforw/Pkk2trJPOdsOl95Ffvo0TRcfTXm9HRKH32EhuuuJ/TNN9jHjcVkd1Dwt79iydi0dUuirQ3fa6/R8eKLCKsVc0Ymifp63PvMxlpcTPavf03DddeTd+MN+F5/g7b//Cc5Sr6U6J2dJErGUFN0IJrJRnb1l2R1VeKYOJHoqlVknHE6kVWriaxYgWPc2OTrZrehx2LonT5kPI41Ly/Z7H/ECOL19RT86RY6nn8ePRQi0dZG8NvviK9fj8ntxlZejn3kSKwlJZjdLmK1tcTr6gl+/jkSMLndpBx8MHnXXL1pF4zPPsf7v0eJrK4k/fjjcM+ciXPKlJ4TVInOTtoffoSOp54i7ZSTybn4YkwpKfjefAvXtKnoXQGi66oIfvoZgblzcU6aROpRR2LJyUl2QYnFkYkElatWMXqPiZicToTDASYziYZ6fO+8k+wuMmUKnoMPQu/qIrJ8BZGVK9G8XmwjR2LOSEdGo0hd4tprL3yvvEL2736LJSsLc1YW5pQUEl4viaYm4g2NxBsbiSxbRqKtjbTjjiP1hOOxFRWBruN9+mm8j/4Pz8EHkfO73/W02IDkZ2HnCy/i2mc2vpdfofO553DNnIE5LY3QN9+ieb04p03FPW0a1rIyrAUFWPPzCS9bhq28nFhNDb6XXibe2Eh4xQrQNCzp6ZjS0pIn0fLzSLS1J49xXye6z4/J40meMDn0UCzZ2Zu8/6JVVfg/+JDw/Pk4Jk7AMW4cjrFjsZWWEl6xglhNDR1PPU20spLMc84htGA+0ap1ZP/qV6SfcjImpxM9GsX/7rt4n36GRG0t1hHDia6swDl5MmlHH4XnwAO3eF6ASDBOxVcNjMn1Efjsc+INDQibFWGzoQVCmCxm6tNS2eP447ENG9ZzskzqOqHvvyeyaBHBr79B6+zEnJGezDyewDllCq5p03BOntTrFfUN36c0n4/IsuWY01Lxv/ceMhrDMW4cgS++IPs3FyMTCSJLl5Fy+GEkWlqSJ8OamzGnpGAfPQZbWekW2483NBBvasY5eRLeJ58k48wzMdlsyfEiugcHbfrLX8g44wysRUV0vf8BbQ8/jB4OkXn6GdhHjiDw2ed0ffIJMhIh5dBDsZaWYistQVht6H4fKUceSWTxYtyzZxNauBDHxIk9lX0pJf533iHl0ENpf/hhOl9+Bb2rC0teHq4ZM+iaMwdrURHF/74Ta0HBFq/NtkhNo2vuXDqefQ4iEVKPOZqUn/1si880AC0QSJ7g7e5yIKVE9/uZ/+57jM1Ip/0//8E+dhzxpkbMKak4Jkyga857FPz1r9jKyjC53X2qWGzoKtT54kvEa2rIPPdcMs44fYsuS5GKCiw5OSTa2vA+8SSOceNou/desn/3OxzjxlJ/1dWkHXsMOb//fc9JDyklMhKh/uqrKbrjDhpuvIms887FOXnyVssTq6sjMHcuwa+/JjjvK2QigXOPPfAceABpxx2/3TFgfoxI1Tra/v1vQt98g7W4CGx2IitWYB8+HPeMGXgOPBDXjOkD1gWy+fY7cIwfR9pxx23xnSjR1kbb/Q/gf+cd0k48kWhFBaWPPkJ07Vpqf/NbUg47lNwrr+x3SxcpJWga3scfTx5Tm53oTXR0EFuzhujaKmLr1iWPw4YGYg0N6D4fwuMh7YifkXneediHbf/E6Y6QiQRS03ptlbGhAu3/4AOilZWkHX006aec0uvnY/vDDyOlJPOXv0y+nscfT2zNGkLz5yMczmR3QLebyNKlCKeT4BdfEpo/H9fUqT2tGNF1sn9zMSmHH97nE0vz5s1j2oiRWHJzCH7xJe5996Hh2mvJveIKLPn523wfbRhwN9HaSsLrxTFmTN9fuN2cqqD3wVCpoPs/+iep+12MbnUy4+kZfBpJxXXYbVD246d0klISCcb56LGVHPnrPbY5gNyGA6VmRTtpOU48GQ6+em0t+5w0krqKDmwOC3nDeu+n6msNUfldM6u+aUZKyaipeUTDCdpqu2ivC2BzWkjLdaFrOroOZgu01QYBSdHoDCbsV0TJ+ExMJsEH/1vOtKOGkZ7Xex9ff3uYxjU+xszIp6MpSEb+wJ31ba72k1uWMnD/mJqbyRukflUykSBeV9fTf3pn62gK8vETFfz86r369foFOqK402y9nozZFs3nI1KxCveM6QTnzUM4nLj22pOGm24i7+qriVVX0/7II7hnz0YLhnBPn4Zt2PAtuhBszYauEACNa33YHGYSliA5ObnEwgms8SA1F1xI+XPP0vzXv5J22mmE5s2j9a67yTjtVCwFhbimT8M5fnzPNuPNLchwCFt5Oe2P/o/Uo49Gj0Wp/81vidXX45gwnuxf/xrPfvttv3xSEvr2O2Lrqkg74YRNzvYHPvsM1/TpPV0K4o2NmFwuLHl5xOOSprU+SsYn++qHaxqIVywj+NVXIEyYU1MxeTxY85NTG5rT0jBnpGNOT9/ql+Dg119jyc3DkptL1ZFHMuztt/G/+QbCakOGQ8Tq6pGRMNbiEmwlxZhSUrBPmIAlI2Ob75WWu+8h9NVXCJuN0Pz52EpLsZaWEPzqa1KP+Bk5l13W68j/Hc8+i9R1Ms86i7rLLsO97750fTIXraUFS24uejiMyeUkKkHU12HNySVWU4MeDOKcPJnounUU/OkWrEVFtN37Hwpv/xu+N95A2Oy4Z86g7vIrSDvp5yRaW9Ha2zHZHSQ6O9H9fsLff49EIswWTA4H9pEjkbqGOTWN1COPxPvYY+TdeAOa30/zbX+h/Nln8D7zDJasLCIrV+J94kksWVnJbgN2G6mHHUbXx58QXb8e1+TJICWlD/8X79NP45wwAXN+AQ1XXol9zGjC339PvKExOa5ANIqwWrGWFCPMZnKvuop4XT1S00g5+CCabr0N5957k2hqIvTNN2Sdfx6hJUuwlZZhzc+n/dFHia5di2PECJx77ZlsifPyKwB4DjyQwOefk37iifjnzOmehWIMsepqLHl5ZJx5JrHqavJvvIG2++8n0ekjXl+XHGPjsEMJvP8B1sJCci6/nNCCBWRfdCGhb7+l48UXMbnddH30cXLwzZEjELrEc+gheB97HCbPoLYySLlpHe799sc+fBh6LMbSKid2U4xyqgisWYOsqyXR0opzzBjiTU3ogQCW3Fzcs2bhmjUTa04Oic5OtM5OEt4OQl9+Sby+noTfj728nKwLfoUejRGvq8Vks9F63/1Y8vOJ19Yi43Hso0ZisjuSV0ctVkKLFyM1jURTE+h68mSTrmMbPhzb8OHEa2pItLQQb23FVlqKY8IEoitW4DngALRAF1pHB6699k52H1q3jlh1NYm2NoTFgr5hgFKbDRmP49xzT7IuvADPfvtt2lpHSrxPPYXW0UHXBx9icjpA00l4vcn3aFoq1qJitPZ2PAfsj+bzk2hpSXZbWbwYPR7HMXIkqUcfRfpJJ/U0l4+sWkXLP/+VrODvty85V1yBHgwSXriQjNNPp/4PVyVP5hx2GLW//S0lDzxA18cf43vtdaLLl6P5/WScfRbW/Hxa77kHGYtjHzuWlMMOxZKVTedLL+KYPJnIwoUk2toxud1E11Qi4wmE3Q4OB+5JkzA5HTgmT8FWUkyirY1o1ToiS5eieb3EamowuVw4J01C6+zEc+ihmFNTia6pJPWII+n68EMsWVkk2trofOEFnNOmknL44RBPEPruO4LffkvmL84h8xe/IF5fj2P0aFrv/Q/uGdMxZ2fTcO21IASW7BxyLr0keeJr/Xpa/v4P9GiEon/+C62zk9a77yb/phuJrFpFbO1a4i2t6J0dhJctRw+FEFYrMhoFkwkZiSDjcYTdjkwkyL7oIjwHHQhSEqmooPlvt2Nyucj85S/p+uADyh77H/735qBHwqSfcALep57CNX06Wmcn4SVLMbtdCKcTa1ERjnHjiK1bh33MGIjHSXi92EpKiDU0EPj4E9r+8x+sBQUU339/zwmAtkceQff7EXY7/jfeREqd9FNOIf3EE7FkZSW/T7S10/XOO3R9+CHxpkY0nz/ZGgqQ4TCW/HwcY8Zgyc0h64ILkp9Ze+4JiQSmlBSE2UxTUxPpPl9Py7romjWkHXcc2ZdekpzeVtdJNDYS+OwzUo44grrf/g5TaipF//xnz/9uPRhECwax5iY/t80ZGZhcLqKVlViys5NX4tetQ+8KEKuuRjidCIsZJFjz84k3NCAB+/DhmNwuPPvtR2R1Jda8PDLOPovwokU4Jkyg/uqriVaswr3PPqSf9HOshUVEKyuJrqkkWrmme/BfD+a0VExOF9biYhIdHVgL8rENG4b30f+R9383Ea+tJdHUROYvf0m0shJrUREyFsP3xptknXcuLf/8J5bcPDLPOZvKAw8i/5Y/Epo/H//b76D7/dhGjSTlkENw7rUXnS+8SOCTT3Dvuy8Zp56Cc9o0an91AUX/7x/JSrjTQWTlSlr++U+0js5k18v990Pv6CDe2oY5xUN0zVqcEyfi3GsvohUVFP3z/9Hy//4f1uHDsWRk0Ph/N2NKSSHtuGOTJ9EPOgikxJyZidnjQWraJp89DYsWEf3b7aSfdhrBzz4jWlEBVgvCZiPR0oIlIxP7qFGY8/JIO+ooohUVWEtKcE6bSuXsfci74XqCn39BrLqatJ+fSGTZcjLOPBPHuLEk2tqx5uWidXaCyTToY+X0h6qgb8VQHMW9/qUbKDr8Ukgt4ITXTuCOmIsxo4+BKYPf/K56aRs2p4W88lQWvLee6ccMY8WXDYS7Yux9RDkv/u07DvvVBOxOC+uWtNHZHMJsMZFblkJmgZtFH9Zy4JljWP55PQAT9ivC2xjEnWbjo8dX0lrTBcDoGflEg3GsdjPxqEYsohELJ4hFEsTCP/xudZhJzXTQ0Rxi/L6FpOe5sDksWG1mzDYTFqsJLa7jbQzS0RjC2xRMVubzXIybXciwKdmbTE8npURKePf+Jex/+mhqVnjJKU0ht2zHPgwWL17M5G2cPd+YlJKvX69i0kHF1Cz3kp7nomDEtvu+bxD0RYlHtK2e1NiWaCiOzWHpqSBHQ3G+e6eaWSeM6FO3hY6mIFXft7L3EeXJec0jGqu/bWLC/kV9qqi/fd8Sph8zDIfHijvdjqmfFfWdKeiLUvldM1MOTV5pX7x4MY5wLq11AfY9eVTPSa3IihVYS0p6vpj3d8o7qWnE6+u3uKI/0FZ900TBiDRSs5NXE7q8Ed59YCmnXDe13ydItmZDs9yBsHHf4dCCBckrlBWrcIwb2+dRf4Nff4Nr6t5EVq0i9M23ZJ1/Hu0PP4xj/HjWuFwUfDKXnEt+l+xKZP5h4MwNzx1duxbnHnsQrawEswX78GEEv/kW155Tep1iUSYSyO6B95puvpnie+4hvHQpMh7HtddeRNetw1pUtEmT70hFBSa3G2t+PtWnn0HB3/5KdG0ViaYmNK8XLGYyTj8DS25Oz8CMoe++w1JQgLWoCP8bb5B2/PHowSBSkhxgrKsLdH2742dsLLxsOebU5KwUDTfdRN5119Hx7HP433sXz/77Y8nJxXPgAdg2a0KuR6NEliwBsxnnnntucdxLKSEep+4PV+EYPz75JT4nB+cevfdbDC9bBkIQr6uj8/kXsJaVJk8C7HcwGQfvt0kLA4BwVwyby0LLn/5E65gxTDzxBNb/8pfkXXMN4RUrSDn00GRrha3oePFFPLNnk+jspPXOO5HxBJEVK7AUFOCeujfWsjKce+yBbdgwzOnpW/1ck7re0zw90daGyeMh3tiI97HHky1NXnyRRFs7lqxMQgsWYs3NTb5XQiGE2YStrAxbeTm2YcOwFhb+cGVW05CxGJFVq5NX+Te8R7tndtkeqevJEwR1dcRq64jX1RFvasKcnYVrzz2xFhRiLSrc5mBz8YYG1p93PlpnJ3ogAGYzlsxMTB4PINEjUfRAACElejSKa8YMci69FMfoUcmTC5pGorkZU2oaTX+5jdjaKqx5eSQ6vLimT8eam4clJztZke4K4NxjInpnJ6teepk9rvrDtvcvkSBWU0O8thZf97guidY24s1NWFLTSPh8IHVSDzsMc1o6GWefRXTVKkILFpJ5ztnUX3V1ctDRdesgkcBSXIQMBNG7utCjUbIvvpisX51PbP16rMXFRCvX0P7f/1J0579Yf8aZRNeuxT5uHJGVKzE5HDhGj8Y+ahSW3FzMGRlgMWN2u7EUFtFw9dWUPvgAoaVL0VpbyTjrrGRLic2unkopCX7+OW0PPEh44cLkZ43Vmhyg1OlMdtVyubDk5KCHw3j23ZfQd98lK6+BALJ7SlgSWrJFRHY28dZWrLm5FP79jq12W4iuWUPz3/9Bzm9/Q+MfbyG2bh3uffcl8PnnCIcD55TJmN0ecq+8Ilkhzs3FPnw4oSVLsebl4n/rbYLffEO8thYt0IU5Mwuz0wkmE5hNRJqasblceA46CM+BB+CaNm2L7i/x+npCCxaQdtxxNP35VqJr1hBesQIZCuGaOTN5AjIUwj1rJl2ffJLsBqfpRFasAJsN1+TJuGbMwLPPbOwjR6LHYiTa29FaWjGlePDPmUPaiSdi9nhof/BB8q6/nnhTU7KyvdkxoAUCtD/6P7yPPJLsBmg2YysuJu3442m7/36yL/kd0TVrCXzyCSkHHUhowcLk/xGrhXhtHVII9I4OtK4uZCQCZnPypHd6OjIWwz5yJCaPBxkOEVm1mnhzM/bhw7GPGIFj3DjSTz0F3yuv4Jg4Eccee7DmgAMZ8d67NN16G4G5c0HXwWZLlt3pBLOZeGMjKYcdStqxx+F98klyLrsUYbEQWbmStKOP7jX3jf93dDz/PJaCQjqefprY2rWg68nXJy0Na1ER0RUrSDniiOTxEQgQ9Pkwt7bimT0bzwEH4Jw8CXQ9+bo3NoLVRmTZUvzvvocwmYhWV2MtLERrbUWkeHBOmIhj3LjkSbXK1clWeE1NWDIz0IMhnBMnEG9qRtjt2EeNTM5UtBsPcL3BgFbQhRBOYB+gUkq5fgDKt1sYKlfQ582bx+y9J4HNzaWfXMbxYY1DnYVw8E2DXbQekWCc1d82MemgEsKBGAKBw2MlEoxjc1porwuwZkELs04cwdynKxixdy5FozNYu7CFkXvn9npQJeLJJvJttV188WIlJROycLiS/d+tjuRPm9OMzWnB5kjeYpEEvrYwvpYQXd5kJcrhtmJzmmmrDeDJtIMEZ6qN0nFZ2JxmcstT6WgKsvLLRtpqA4yalseIPXNore1i8ce1pGQ6aK8LkEjomM0mPJl2UjIduFLt2Jxmwv4YZquJQEeUQGeU0vGZxMIaOaUesos9mK0mQv44wc4oIV+UoD9GY30T2Vk5RENxwoE4GXku3Bl2Rk/PJ7voh38E4UAMp8fGmgUt5A1LZe2iFiKBOP62MG21Abq8ERxuK65UW88tPc9NZpGb4jHpVM5vSXYz2CuXxR/XMv3YZJMsPSG32mqitaaLhXPWU72kDZvLQtHoDNLznOx5eBlrF7QwdlYBtRVeTCZB0BfFZDKRnuckLcfV0/9T13RiEY361R2M2DN5Jj7kj7HqmyamHFqyjS+ykvnvVjN+30LWL2unsylEy3o/kw8pYdjknB16j/aXrutUL2kjs8hD+mazBAR9UWpXeBk7K9m0c968ecyc+UOLlt3pZEJfLPu0jrI9sknJ/KECvWFGB+h9msIdFfRFcaXYCHRGiYUTZBVtWQmQUhLyxXCn23uOhV1BjT47dHR5I7z9n8WcdlPvTW9rV3pJyXSwYu33P4lMdU3nhb/N5/jLpxCParjTBnYcmG2RUqIHQ+i+zuSJIJMJk92O6L6Z3O4+D/K4PbvyGI1WrSPR3ITJk4I5xYMpNRWzx9PribgNZDxOeOky9FAIx9gxvTY93lFS15HxeLJLTTSKHo1hyUjfap9xKSVadwuRjQmTCWtpaa8n0HqdolbX0To7CXz2GdbCQlx77dXnk89SShINDeihEFKXIHWkprF49WpmnHBCcqwbTeft+5Zw+AUTMZkFFquJ1pouVnzRwPApOT2tvCA5LWts/Xq0ri60tjYSra3JFl/p6T03S2YGtuHDd8rAjxvG5Ul4vYjuSnastjbZBa+vr4muJwe09fvR/H40fxd6V/KnyWHHPmYMtrKyfr3GGwbIleEwWjhMW32IwtnjMTsHtv+8jMeJNzcnX/vOTvSuLuJNzWheL+uzs5n2i3P63N9cDwaJVq3DWlzUa3cX6D7pVl2N1tGBHo0hY8n3vozFSDv++IHctZ1mhyroQojHgG+llPcJIWzAAmACEANOlFK+O8DlHRRDpYIeCATwvHgaHPE3/lE3h6yuVs6vWgS/er9PA8UNdVpcp7bCS+mErH5XfDRNBx2EWVCzvJ3yPbJpWe+nsznE6On5fPrMKsbMzCc128nLf5/P8ZfvyVevrqFlfRfZJR5SMh2UTcgmpzQFu8tCOBAn0BFhzcIWWtd3UTYxi6Vz69jjoGLMFhOJuIZAsG5JG2aziXAghrchSMn4TOKRBGarmeFTclj0wXom7FeE2SLoaAqTW5bCog9qCHXGcKXbyMx3kTsslUVzasgscuNvCRMNJcgs8pBTmoIQEA3GOeCssaz6upHskhQ6m0N0NoeIRxJUfNWEEFAwKoOCEWmEu2I0rfOha5LOphC6LsksdJM/Io3CkekIU3LAv+Wf19PZHGLKoaWMnV1AsCNKxdeNVC1qJRyIk5bjJOCNEoskSM12kFngRtMkXe0ROptDODxWnB4r8ajGmBn5pGQ5SMl0YHNaCPljhHwxvI3JK+sj987FnW4jtyyV3LJUpC5pqw8w76U1tDcEKBiZTm5pCk3rfDRX+bE6zBSMSCO3PG2TExIOjxWx8YCF3Vfru9ojdHkjyZ8dEVwpNnLLU8ktSyE917XJFSapJ7t8ODxWvnt7HZ3NIRrXJKfzszmT/9RTs5xM2K8If3uYEXvm9lReEeDr6EILm+jyRlg4Zz15w1LJKUmhaHQGecNSt/kFORZO0FDZSd2qDhrX+sjId1E2MYvSCVnJwRg3rBdJULvSS/M6H77WCImYhslsQkvoCCC7NIWSsRkUjEjf5ORLIq7Rur6LxiofekKSkmnHk/lDLo1rfaTnOgl3xQkHYuiaJD3XRVquk0Xv15BZ4GbUtB/fHUNKSSKuk4hqaInkOBhOj43X/72IfU8dRaAjSmdTiMmHlNDljZCS6SAaSdC8zs+a75qpXtqGySyIR3X2OXkko6bm/fDa96LLG8FiM/Hd29U0VnaSXZqCvzWM2WpCT+g4PFZKxmVSOiFrkxMSG9ve/K3xqIa3MYgQ9AycaXNaMJv7VxHS4jrN6/10NAaB5NgaQiR/2p0WXGl23Gl2XKnWTWauGGi6LpPPuwv+n2iajr81jCvVht01MAMFaQl9q8fYii8byCxw48k1bzXTeS+vYcphpbTVdtFc7Wfa0Tu3b+mO6i2v9voAlfObKR2fybrvW4lGNDoag+QNS2PEXrmkZjtwpdp2KOOOpiBrFrTQvM5PyfjM5Gd42uCMWj6YcyzHIgnWLmxl7KxkP1otrlNf2UHIF6N0Qlav4+fAD+/TrVV8e5NIaLSs62Ld4layijyMmpa3U0+4rFnQQqAjwsT9i3jx9vmcfO1ULFbTgLWk2ppAIECkU9JU5Wfi/kU0r0t2K/z0uVU0rfURCcQZO7uAtQtbcaXamHXiCPKH970V0I8RiyS6x1LSiEd1EjENi81MZoFrp34eD5RwIIbUk79/9PgKjr10Cg2VnT3fy7Z6AkZKurwRmqp8tNcFyCz0UDohs98nyAfiGJW6xNcaJi3HudPfg7vKjlbQG4GjpZQLhRAnA/8PmA6cT7KCvmsmo93JhkoFfd68ecyevjdY7Dxf8Twr21dwy4I34Lh7oXyfwS6eIWyo1NmcFjpbQoR8UQpHDcwUc7qmYzKbCPqi6JokJdPBpx9+yf4Hz97iA0fXJWvmt/R8qUzNcZJZ4CI9z0VKhmPTSmX3h+uHj63goLPG0lrXRd3KDqYeVZ6scIbiNFR20lTlx+40k5bjIjXbwRcvreHwX01g+ef11FV04Eq1UbPCiyfDzoR9C1n9bTOn3TSd+e9W43Bbmbh/sgloNBSnozlEapYTZ0qyUryhQr/PyaP47LlVDJucjdTB2xQkGkz0VJCj4QTuNBuuNDuuFCtSgtVuZvU3zSTiGqGuZMUwNcvB+H0LGTuzYJNB5XRd8u2bVcl/HG0ROlvC2JxmvA1BNE3HZEpW4Bxua/L1Ngmyij1oCZ2c0hQy8t3ULG8HBI1VncRCCXJKUgj5o3gyHGiaxNcSwu6yEg0nGDYpmz0OLOq5qttQ2Un96g46m8PUrmjH5rQkTwp0ly+WiJBXnElKhgOby0xqtot137cS8sfoaAqSnpesdDdUdiabkUtYt6SNzAIXLTVdpGQ6GDurAH9rmNQcJ3UVXhrX+igYnobJYsLfFibQmRx4bNLBxZhMySsKE/cvYvFHteSPSEMIWPJJHVKXZBZ5cDgtRMMJWmu6SMtNdovwNgRIyXLS0Rgk4IsSCcQxmQUpGQ6cKbZkriaBryWEryWM1WEmI9+FlCSzS7PRWu1n2JQc/K1hQl0xsgo9NK314UqzkYjrNK314Uyx0eUNk4jpPZUJq92CyQyRYAK704Iz1YYn3Y7NYSER14iFNdpqu/Bk2vG1hknNdjJsUjYFI9PIyHdTu8LLuiVtNFR2kl3soXxyNrFwgvRcF/62CCazQEtoLPmkHpMJCkakkT8yHXeanVVfNzF+v0K0mEZTlZ9EXKd6aRtOj5XSCVmE/d1X6YNxYuEEnb4OUt1ppOUmW4XULG9n7KyC5JdXb4RoKIHdY8XhshANxYkEEmiaRJjAZrfgSrMlu5bku7DYTAgEueUpxMIJ3Bl2gh1RKue3EA7EcafZcLisZBW5aanpwpNmx+I007Rmw+sYIRqK4/QkT0al57lIzXKg68lxOlprunpaOzRUduJwJ1su+dvCmC0mwoE4DreV7GIPIX+MYZOz0TVJXUUHdpeFxjWdRMMJoHuAzkI3Vru5pxVUR1MQqUti3V9U84alkZJhx51hp3hsJiFfFIvVTCKu0VDpI7vEQ0djkERCJ6vQw7rvW8kocOFrDdO8zk8somF3momGNTwZdpweK+WTkq03mqp8mC0mGtf6CPmjSD157Gfku7DaLWgJveeEY2qWk+xiD8u+aGD4pGz87WE6W8L4WsLEowmsdgs2hxmrw4zFaqbV28LYScPR4hqZhR6i4QTrl7bhSrNTv7qDsD+GltCxu6x4Mux0NIUom5iFw20hHtUp3yMLX1uYjDw3qdkOln1Wz9hZBXQ2h5IV4eFp1Cxvx+G2YrWZaVzbSemELCKBOPGYRmahm9aaQLKbVUIn0BnF5bFhsZlwuC1kFSdPsmYXe7qP+RDpuW78bWEk4E638fHjFex36iiaq/2sX9bOpIOKqfi6CXe6nUB7mMYqP1mFborGZJCa7cTfFsbfHqa1JkDIF8VkNuFKsZI/Io20HCfRsMbwKTn4WpOfp2k5TtpqA2QVu/E1h2mp6WLY5GzmvbyGQEcULa6hJSQHnDGGiq8aaVjTSV55KrnlqQybnI3VbqazOUz+8FSCvhiJWDLjdYvbyC5OIRHXqF3ppWxiFk3r/MnPqgI3dSs7KByTjgA6m0PkD0+jrS6A2WoiJcPB+hXtlIzJQNMkQV+UvPJUvv5oCfk5hURDcdYuasPmMCMlmMyCrCIPuqaTmp38XxUJxCkak0G4K47JBDmlqaz+tomyPbIRJlj9TTPDJmXTXO0nFtVwpViJhBLkl6fi8FiROuSUelj8US3ZpSnkD0vj2zerKBiRxvcf1dLRFCKnxIPNYaGxykdGnovC0elM2LeIlvV+MgrcWCwmXr/7e35+1V4s+agOYYbR0/JZv7ydvLIUMAli4QSpWU6i4Tje+iC1K72sX9ZOVrEHu8tKlzdCyBfFbDaxx8HFuFJthLvijNgrh8rvmikanUF2sYdv3lzH1CPL8bWEiIYTZBd7aKryk13sxuaysn5ZGyP3ysXbGCQR08nId/Hh/1ZQOCqD1tou2hsCdLVHkgPy9kyDIXCn27A5LJRPziY9x4nJYqJkbCYt6/3YHGYcHhv1qzooGJlGyB8j2BmlYGQ6dRUdpOc5Sc1yUPFVExMPKKa9rougL8awKTks/aSWjngdkyZPSlbMy1OJhhKs+rqJ2pXt7HlYGcMmZ/PR4yv5+VV78eUra1j9bTP5w9IoHJVG4egMkJKOphBjZuSzfmk7dreF7OIUFs5Zz9hZ+XQ0hWha62PEXrksnVtHeq6TzGIPC99dz8QDivC1hvE2BLFYTTSu7SQcTKDFNYQQyRMu3SfEhBB0tUfIKnaTPyIdp8dKRr4Lb0OQkD+GntDpbAmRnu/Gk2FHi+kM3zOHkD/W896sWeGlaFQa8ZhOc5WfkVNzWTO/BWeKlbKJWSycs57Jh5QSiyR6TrKt/rYJV5odT4aNb95YR/nELNrrg/haQ1hsZoRZkFuaQk5JCt6GIBMPLGL+O9W40+yUT8omEdPoaAqx/PN6EjGdLm+YgDeanFLZYsKVaiO72MPaRa0IE8nvqhkOhk3OpmaFF299gIxCNw63lb0OLyPa3a10+JScZNfPkhQ8GXaqFrUyaloevtYw33w5nwOPmMXnL1Qyenoe6DLZrfWsMTSu8WG1mykclc7yz+sZN7uASDBOzXIv4/ctZN4ra0jNclA4OoMPHlnO4RdOwFsfpLM5xN5HlrN2USsFI9Jwp9tZ/ll9T3fDoWBHK+gRYKSUsk4I8TDgk1L+QQhRDiyVUhpiUs2hUkG/a+5dnDPzHDLnP8687FIeXf8uD2fvCyvfhLNfHuziKT/CypUrGTdIcxxvqNhrcR1hFphMotczqeGuWM/V6Z0tEdfo8kaSV7a383z+tjBd7RGKxmTQtM7XXbm0smZhC6On5dPeECDUGaNkfCYrvmygaHQ6To+N796pZp+TRrJ+WTu+1hBZhR5qVrSTWehJfrnTwZVuI688td/7vHmeWkJn7jOrOOQX46hZ0U7tCi9Wu5kub5SULDsOd/LKYUaBu+eLjjvNzqpvmiibmIWuSdYtacWdaqdmRTs5pSk9V042L5uu6UiSXx6aqnxkFbqpmNdEW30XY2cWEOiMUjAi2eqg4qtGJh5QTENlJ5FgnGGTs7fZ3aCrI9kyYu3CVpwpVmwOC3WrvGR1V3C0uE5argtfS4jUbAep2S4CnRHKJ2YDEpPFRGa+m6Z1fjILXNicFrS4TiKmE/RFe8ZIsNiS0zKaLSasdjMOj3WrV/va6wM0VHbQVh+kbqWXotEZ+Nsj6JpO0egMSsZlkDcsrderTB1NQXwtYconZbPiiwYsdhP+1giV85sZv09h8uScP4arIE6w3kJqtgOJoKstjCfDgTvdRmahm9LxWcx/p5rJB5eQiOs0rOlg1NQ86io6EAKcKTa+/7CGsknZdDQEaanuIqPARcPqTkwWQeGodDpbQhx01liioQShrhj5w9JoXOsjNduB3WWhekk7I/fOpXaFl0BnhJJxWXz23CryhiW/vK5b3EZ6rpN4TMdiM5FXnkpbXYCSsRnY3FZ8zaGeL0qxcAKTSbD622bsbgvxcAKT1cSwSTk4PVYyC91Y7CbqVnbgSrXTvN6fbPkzLoPmaj955alkFXlY9H4NwyZns3ZRC+31QUwmga81nKxop1jpao+QPyKdSFcMKcGTYU8e13nJk4zRUIIph5TQuNYHAlwpNua9uhZnSrK8ibjOyL1ziUUSZOa7KRiVzuKPaikanYGvJURLTRdpOU6aqnyQnJEPf1uYvGGppOUkW32k5zqxOizEI1rPFbCqRa10dvgoGpZL1aKW5BdnTWK1mynfI5vMAjcZBW6sNnOypU9XjLbaru73TAhvYxC7y0JHQ7DncZFADGeqDV0HISUp2U6ioeRsFe40O01VPnJLUwh0RomE4qRmOulsCZFV5MGTYWf1N03scVAJdau8hP1xbA4z7Q1BbA4zwiSSJyGynUSDCYQJHB4bWkLHYhVYbBYsNhM2hwVd03Gm2CgZm0nh6PSez5aNxcIJQv4YdpeFz59fTWaRG29DkJb1XTjcVoK+KEIkmxJ3eSN4MpJX13RNYndZyChwM3paLqXjs/C1hsnId9PZEiLQESEW1vjq1TVo3VOthv0x7E4LsaiGEOBwW4lFNBweKxarKVkJzXYSj2qYLSacKVY6GoO40+1o8eSJi7ScZIseszVZcfA2BknLdhKLJPfDnW6nqzNIfnkmRaMzSMQ1yiZmE+hInhB2uK2s+KKB9LzkALS1K7xkFLjxtSZPGlodyfwsVnPPSdaMPBfxqJbc33wXaxa2kpJpJ9gZpcsbxWwxoWt6sqKGwGROHsf5w9MoHptBVrGHF/7yHT+/ai+Wfd7Amu+aCXXFCPtjmCzJ6WdNJoHZmvxpMieXBTujpGQ5iEe1ntlOgh0RMvLdjN+vkMwC9yZj3oQDMVZ93YS/LUxrTRfhQByTSRAOxLtb8JEc6Mxh6W5RBlabmUgw3t1STieRkFitJnQpEQgsdjPOFCuFI9KTrb9KU8jId/W0rEskdOIRjXhU4+vXqkjJstO01kd7QzD5uiSSn0E2p5VgZxR3evJkbSKmY3OYiYUTCLNAALFIcipELS7RpY5JCBIJCeg43TZs3V0YbQ4zRWMymHRQMTZHsiVZoCP53myo7EDXJe11Qea/W518v0USREOJ7pk6k7P9WGwmpASb04zJZEq2eHJbAYnVZsZiNxMNJt+PiXgCk9lE+R7J91HJuExySlJY1l35a63pItQVo2xCFgveTVZ8O5qCVHzTRF55KrGohsVqYtikbNYuaiW3NIWgP0rD6k5sTgsBbyTZl9tiIhpOYLYKpEbPBQZdkz3l3lBNEyL5u8VqwmQWWB3JLp1Sp+ekvNQlZROzqfiqsft9EKO1NoCUEovFhNma/L9qtppIz3WRVZzsemlzmKlb1cGkg0qoWe4lEdcwmwWRYJxR0/KQusTbGGL4lJyeC0axSIKvXl2LxWom6Et2TdM02d2ar3v8C01iMpvQdR2pg8VuxmQCm8OC2WoiEdMQJkE8qiW/d5L8PfldJrnjFlvye4DVYcbutGIyCxIxjWg4QTyioWkSLaZt8jqZLCZ+ffcBxu+DLoSoBi4GPgCqgYuklO8KISYCn0kpMwe2uINjqFTQ//v1fzl64tEU1i+mLjWP87+8jvdPeBPumgxnPAeFUwa7iEo/1dbWUtI9bYwy9Kk8jUXlaTwqU2NReRrLQOWpa8k23UOhCfrWbBiceMOFk919TBtN05HaRnXL7pNY9Y11lPZzgNv+dP8Aero26nrypMtQsLUKel/fsY8CzwPLAA34qHv5DKBiQEqo9NkEfQKptlTW5o0m35VHe7idqABmXQJf3DnYxVN+hNra2sEugjKAVJ7GovI0HpWpsag8jWWg8jSZTUO6cg70VMrNZtNuXzkHMJtN3a3gum9WM2aribq6un5vq79XwIVJJFveDZHK+bb0aQhAKeWfhRDLgVLgRSllrPuuBHDHzircrrDZNGuDXJq+GTVqFAtbFrK0bSm/q15BoT2d+q56hu99LnzxL2irhOxRg11MpR9GjVJ5GYnK01hUnsajMjUWlaexqDyNR2XaP30+rSSlfFlKeaeUsm6jZY9LKV/fOUXbNaSUb0opL5JSXpTWj3lgB1NdXR37F+/P76b8jtDR/6Akcww1XTVg98D0i+DLfw92EZV++jFnFpXdl8rTWFSexqMyNRaVp7GoPI1HZdo/faqgCyFOFUIcvtHfNwsh6oQQc4QQBTuveMrm4rEoS159Lvm7FueMt88gz99EzbqPkytMvwhWvgU+dSAMJeFweLCLoAwglaexqDyNR2VqLCpPY1F5Go/KtH/6egX9lg2/CCH2Am4A7gaswD8HvljK1lisNjqr1xANBbGarTx79LOMLJrNCi05wiyuTNjzbJh37+AWVOmXSZMmDXYRlAGk8jQWlafxqEyNReVpLCpP41GZ9k9fK+hlwKru308EXpNS/h24EjhkZxRM6Z0QAqsnBV9LMwAuq4uwK50vm77lrW//nVxp1u9g8bMQbBu8gir9smTJksEugjKAVJ7GovI0HpWpsag8jUXlaTwq0/7pawU9AmyY6/wQ4MPu330bLVd2kdTsXPytLT1/H1F+BP8edwH/WP0sS1qXQGph8ir6G5f9MIGislvLzs4e7CIoA0jlaSwqT+NRmRqLytNYVJ7GozLtn75W0D8H/imE+D9gKvBO9/LRgJrbYhfzZGX3XEEHKE4pJn/k4Zw+8Vyu+PgymoJNcMjN0NUAX98/iCVV+spmsw12EZQBpPI0FpWn8ahMjUXlaSwqT+NRmfZPXyvolwAx4GTgYillQ/fyI4E5O6NgytYlzFb8rc2bLOuKdZGKibP8AS77+FJCUoOT/wef/xPqFgxSSZW+amho2P5KypCh8jQWlafxqEyNReVpLCpP41GZ9k+fKuhSyjop5bFSyslSykc3Wn65lPKynVc8pTfDx43Ht1ETd4CxmWM5a8qvOeXsDxmVMZqbvrwJPaMMjrkTXjoXwh2DU1ilT8aOHTvYRVAGkMrTWFSexqMyNRaVp7GoPI1HZdo/fZ4HHUAIcbAQ4hIhxO+EEAftrEIp2+aLRPG3NG2xvCHQwK8+vIibGxtp8VVz/+L7YfxxMOYoeP0S1R99N1ZVVTXYRVAGkMrTWFSexqMyNRaVp7GoPI1HZdo/lr6sJIQoAl4F9gY2tFEoFELMB07cqMn7kCOEOBY4FmDkyJGDXJq+sXlS8bW2IKVECNGzvNBTyNNHPY21fQ3/dmVw1nu/ZETaCI447FZ49GfJ/uizfjuIJVe2RtO0wS6CMoBUnsai8jQelamxqDyNReVpPCrT/unrFfS7AQ0YKaUskVKWAKO6l929swq3K0gp35RSXiSlvCgtLW2wi9MnEyZPASASDGx5p4DrVz2Bu30td488g79+81eWda6GU/4H8+6GL+9SV9J3Q6rpj7GoPI1F5Wk8KlNjUXkai8rTeFSm/dPXCvphwO+klOs2LJBSVgGXdd+n7EIrVqwgLTcPf0vzFvdZTVaOHHYkZmFmjKuAP87+I7//5Pc025xwwYew7BV45SKIhweh5MrWLF++fLCLoAwglaexqDyHsBd+Af89ZIvFKlNjUXkai8rTeFSm/dOvPui90AekFEq/5OXlkZqTh691ywo6wP7F+7PUbsVXOoNDpIvTx5zO7z/5PWF3Fpz/HiDh0SPAV79rC65sVV5e3mAXQRlAKk9jUXkOYXucAoffusVilamxqDyNReVpPCrT/ulrBf0j4G4hRMmGBUKIUuCu7vuUXWxrV9A3+KTmE7yBRrxf3sn+edMoSy3jmk+voaJrPfLEh2Diz+HhQ6Dm611YakVRFEXZhUpnA2K7qymKoijK7qKvFfTLABdQJYRYL4SoBtZ2L/v9TiqbshXNzc2k5eRuMdXaxq6adhXDssex7pBreb9uLn+adh0p9hSu+OQKjnz1KO6wRph/wBXEnjsLOf+xXVd4pVfNzVs/2aIMPSpPY1F5DmFPnwSf/GWLxSpTY1F5GovK03hUpv0jZD8GDBNCHAaMJXk6eoWU8sOdVbDBMHXqVDl//vzBLsZ2+Xw+WlevZOnHczjx2j9u/wEf3IzMHMnF3i/5675/pT3Szkc1H/Fxzces6ahE0zXswoTN5sFhcTCzYCbHjzieqflTMYkd7QWh9IXP52OoDFKobJ/K01hUnkNYZy04M8Du2WSxytRYVJ7GovI0HpVp74QQC6SUUzdf3q/al5TyAynlPVLKu6WUHwohJgghtn4ZV9kpKioqSMvNw7eNJu6bOOhGxF7n8MChD5DpyKSuq46LJ13Mi8e+yKJffM/CU+fyqXkUb0dTeWz/OxmTMYbbv76No547gPufO4r6Z05Wg8rtZBUVFYNdBGUAqTyNReU5hPlq4Z2rtlisMjUWlaexqDyNR2XaPzt6edQCZA1EQZS+M5vNpObk4e+eC327LHbw1SKeOZVgLMCndZ8S1aI/3O3KwnXm86QXz6Tk6TP4xcd38/LqJfyLXLyuDE6JV3Lna2cQiod24l79tJnN5sEugjKAVJ7GovIcwj7+C5TO2mKxytRYVJ7GovI0HpVp/1gGuwBK/w0fPhy7y4XZaiXc5ceV2ocmI2klcOgteOwp/KnoCLq0GC+seoFzxp+DEAJMZjj0jzDqcLA6EfmTGG8yURYPsuzdc2lsXMGJLx/JtbP/yMGlB+/8nfyJGT58+GAXQRlAKk9jUXkOYee9DYkYSAnih8HiVKbGovI0FpWn8ahM+0d1MB6CNjQTSc3J3eZI7psQAvImQCwE8+5BxoJIklffdbnRbHlls6BwCgl07l10L1JKnj3uRW458O9c09rGnfP/yaUfXcIXtZ+xoHkBy9uWU9lRSY2/hqZgE52RTkLxEJquDfRuG5pq+mMsKk9jUXkOUfEIfHgL3Dkewh2b3KUyNRaVp7GoPI1HZdo/hruC3j0V3JNALhAH/iSlfGVwSzWwCgsLAUjrngs9f+Tovj/Y5oIzniFVSn658lP8KaP41eI7efqop7GZbT2rmYWZPHdez7JnY00488fxsszgiY5GHltwFzG7m6gWJabFCMaDJLQEMRkjmogS1aJkOjI5b+J5nDbmNBwWx4C+BkazIVPFGFSexqLyHKokpBbBVZWbXD0HlanRqDyNReVpPCrT/tlmBV0I0QVsq5Pz7tihIAFcLqX8XgiRCywQQrwnpTREB2opJW216ykvLye1PwPFbU4IOOA6UrNGcm/WvdjMNt5b9x6zi2Zz98K7+cX4X3DK6FN6Vj9v4nmYxpxO+IF9uGDGb7lg4knw1b0w/nCChZM48+0zefb4Z3FZXT3lXN2xmvsX388Ty5/gwkkXctKok7CarQPxMhhOLBYb7CIoA0jlaSwqzyHK6oTpF8LqOVC4J3hye+5SmRqLytNYVJ7GozLtn+01cb8EuHQbt98C5+/MAvaXlLJRSvl99+8tQAeQPaiFGmDzX3yKeDRCWk4u/tYdmFcwZzR0NZL31h+QmsaqjlVousbhZYeT787fZFWTMBE32zgjJxXfZ3eAdy3NVhtPL34A92uX8qI3imnJ89zx7R2E4iGEEIzJHMO/D/o3dx98N5/Wfcoxrx7D62teV83fe9HW1tbvxwTjQdrC/X+csvP9mDyV3ZfKc4iqWwBPnwpNSyHi2+QulamxqDyNReVpPCrT/unXPOg7/GRC7A9cBewNFALnSSkf22yd3wJXAwXAcpJXwz//kc83lWRz9/GyDzs6VOZBDwQCeDweqhZ+x6I5b3HS9X/68RuTEuoXQPEWU/D1KvjedbjMDkIVb6BnjuBtl43TAmFE1ki0um94xwrHHP0QMmfUD3Ooa3FY8TqLvr2bO90WQq5Mrtz7SmYVzuKNtW9w1LCjtnllPa7HsQhLcjC7rdES0Lkeskb0Z+93Gxsy7avVHat5asVTjM0cy5njztyJJVN+jP7mqezeVJ5DlBaHiB/cW042s71Mv238lq8bv+ayvS7bmSVUBog6Ro1F5Wk8KtPebW0e9F1dQT8K2BdYCDwB/HbjCroQ4jTgKZJX5r/o/nkeyQp2Tfc6y7ay+SOllLUbbSsL+By4QEo5ry/l21oFXdd12tra6OzsRNMG/+pvKBDAZrchhImw34cncwBmuosFQZiSTQK3pnsU3HAiTCQRIcOR8cPy5C8QC6JH/LRbzGQ5szHFQhALgMmS7P8e7iTiysAfD2ISJkzCRIY9Y5PKt5SSmB4jpsWIalHiWhyH1UFBWgHFxcVYrb1U5usWwHvXwgUf7vhrMQjmzZvH7Nmz+7z+RzUfEdfjHFF+xE4slfJj9TdPZfem8hyi/A0Q7YI1H0LWSBj9s567tpfpsa8ey82zbmZa/rRdUVJlB6lj1FhUnsajMu3d1irou3SQOCnlO8A73QV6rJdVrgQek1L+t/vvS4UQRwC/Aa7v3sbE7T2PEMIOvAr8ra+V822pq6tDCEF5eTlWq3XbV3J3AX9HB06XE7PVRmt1FbnDRux4mWJBEGawbmUwN6lDSwXkjEZ2Xxnf5Dm1OLSvgZxpoMWJ+WuxRboIO3JweCYibG7wVoPIQQoTfmcaCT1BW7iNhJ5AIn/YnpSkCiduSwYuqxuHLYV1/vWYoibq6uoYNmzYluUr3jtZOe9qhpS8HXstBoHTuY0TI5tJ6AkOKT0EgOcrnqc0tZRZhVvO86sMnv7kqez+VJ5DVNMyaK1ITh/qSN3kru1l+p9D/oMgeULaaVH57+7UMWosKk/jUZn2z24zirsQwkay6fv/2+yu94E+n3IRyVreY8DHUsont7HeRcBFGy8rKipi3rx5jBo1irq6OsLhMJMmTcLr9TJ69GiklASDQRwOB9FoFCklDoeDSCSCxZJ8KROJRM8yIQR2u51IJILVakVKSSKRwOl0Eg6HMZlMWK1WotEoNpsNTdPQNG2799tdLqLxOGZdIkwmAl1+HE4X8XgcXdd7Hm82mzGbzcRiMex2+xb3WyzJZuPxeLx7nyJY/LWY0/KJRKJb7FPUXQLhyNb3yVmEKRzGarUSs+Uh3UU0hhrIiibwmDUillTMUsMWasSna+S6C3A5XYTjYRwOB1o0gTNUB1YPug6WRALCLQi9jmJPDtW6j2hLlNraWmpra3/IKRRietWdzC+7mElLb8W7363UBCyMHTuWqqoqNE1j7NixLF++nLy8ZOW9ubmZCRMmUFFRgdlsZvjw4VRUVFBYWEgsFqOtrY1JkyaxZMkSnE4nxcXFVFZWUlJSQiAQoKOjo+d+t9tNfn4+a9eupby8HK/Xi9/v77k/NTWVzMxMqqurGTFiBE1NTQSDwZ77MzIyMJvNvb73lixZQnZ2NjabjYaGBsaOHcvfv/o7meZMfj3r12gNGlKTrA2v3e32yePxbJrTNvZpqOTU133Kzc1l/vz5htonI+bU130KhUJ4vV5D7ZMRc9pinyinTXiYZM1i+fffY0tp7tknj8fDypUre92nbyu+paCogIdXPsyB7gM5Zvoxu88+GTGnAdintrY2AoGAofbJiDn1dZ/a2tpYuXKlofbJiDn1Z5/a2trwer2G2qeByGmr9dRd2cR9kycWIgBcsqGJuxCiEKgHDpBSfrbRejcDZ0kpx/Rxu/sCnwFLNlp8jpRy6fYeu7Um7itXrmTcuHF9efpdwt/ZQTwYJKuomPa6WlKys7E5BuDMlJTQ1QQp+aBrYDInR3vXE8nlqUVbTFWz6eN18DdCauGm60lJk28dGZ4Cwp3r8dhSsCTikFnes4oudbyd1WTpEpE5fNPHx4LQUU1bSi4rKyqYPWU2ZtNGEwjoOs9/9TeanB5OHnkiRamlPc3xt727yff+4tbFTMyeiMU0eOer+tP0J67HiWvxnhHzm4PNpNpT1VWe3YhqymUsKs8haulL4EyHjupk66qDb+y5a1uZzqmeQ3u4fbcf38Mf8/PA4ge4ZMolPf8PfqrUMWoccT3OC3Nf4KyDzxrsoigDSB2jvdtaE/ftjeKOEMIqhPhGCNGnCvIA2PyMgehl2dYfLOUXUkqTlHLKRretVs6FEMcKIR4SQjzk8/m2ttpuxe50kVGQnE/QbLWgJRIDs2EhILUg+bNzPcQ3zEwnwObZboUXYQKLY6M+6d2kjltYsJpsJNzZSFd2sl967IeZ70Q0gIyH0NNKtnweqwuEiSyzA4Hg4aUP99wV1+M8Ov9O/lX9Bktbl3LyW6dx8NOzuO2l4/io5iMiichWi/vUyqd4tuJZXlz9IvWB+p7lbeE2YtqunQ6ipKSkT+t9uP5DVnes3uTL2J0L72R1x+qdVbQBp0udpa3bPV82pPU1z53BG/Hy8NKH+brxaxoDjYNWDiMZzDyVHZBRDimFMO2CTSrnsO1Mf1b+M84cdyb1gfpN/t/sbgSCuBbnms+uGeyiDDp1jBpHjb+GzyLJ63TfNX1HIBYY5BIpA0Edo/2z3Qq6lDIODKMfleQfqQ3QgPzNlucCOzCX2LZJKd+UUl4kpbwoLS1tZz3NgNJ1nXg0gq5pmC1WtHh84J8kczjY3BBqh6gf4cpgzZo1va564IEH8vDD3V9i3FmgxX6opEsddI2UtFJMJjPZFhfWcGeyn3hXQ3IdLYHorCEntRS9exC6TQgBrixEsJ10ezrPVDzD4tbFLGhewOEvHc67la/w0h6X8fDPHuahwx7iir2uoGDEz3hq+VMc9cpRPL3yaaJatGdzUkriWpxjhx/L0cOP5i/7/oXSlFIq2iu48YsbOeLlI/jdR7/bpZX0QKBv/4CEEFjEplf6b9/vdibnTN4Zxdopvm74mn/M/8c2T570piHQwPvV7++kUg2svua5M2i6Rp4rj2pfNa3h1kEpw5f1X/LCqhcG5bl3hsHMU9kBxVMhbzx0rIeVb25y19Yy1aXONZ9dQ1yL47F6KPIU7YqS9psv6sMb8XL9jOu55+B7Brs4g04do8YxIn0Elw+7HEi2ZvHH/LSGWmkJtQxuwZQdoo7R/tluBb3b48CFO7MgUsoYsAA4bLO7DgN2eKA3I9E0jWgwiK5rFJSVk19cgsfjwWQy4XQ68Xg8eDwenn766V4fP3fuXIqLi7f9JBuuYtvTkoPH9ZWU4K9LVtIB4mHw/3B1GpM1OVK8KwsS0eQIu5014MwARyoRLUI43AGJ2KYVZGcmRP2YEdw882Yufv9irvn0Gs6bcB73nfgaJZOSTaH2yNmDY8edyqjMMRR21vGfA+7ks9rPOPqVo3m+4nniWpwPaz7kju/uIN2RTpo9jarOKs565yzOefccSlJK+PDkD0mxpXDtZ9eS0HtvnRDVoviiW29xoeka9y+6j/gbl27ZoqAXHR0d218n0sHBJQczJnPLxix//urPdES2vo36QD3hRBh/zM/Lq1/ud+V4oEgpeXXNq/znkP/gsGxlQMKtqOmqIRDv/we8lHKXt4joS547i8vq4tgRx3L62NOZlDOJR5c9yvct3+/SMqTYUhiW1stgjkPUYOap7ICnT4U1HyX/1wQ2/XK/tUw1qfGzsp9hNVtJs6dxRPkRxPWdcBJ8B63yruKl1S9hEiY+r/98h1tRNQebaQw0okt9gEq4a6lj1BiklFzy0SU0tidbf9008yYKPYXMrZvLJzWfDHLplB2hjtH+6WsF3Q1cJIT4XgjxiBDi7o1vfX0yIYRHCDFFCDGl+7lLu/8u7V7lX8C5QogLhBDjhBB3kZwv/YF+7FO/DMUm7k6nk9TsHCxWG+0tzdSsWU0gEKC0tJQ333yTQCBAIBDgrLMGoP+O2bLF6LfbJERyOhuLPfm3zZ1sZtizPWuyubyUkFIA3nXJynxqAZD8Yp8pzMT1GHVdtUhfHXEtjm4yodtTCUd9HFJ2CIeUHcJZ487iFymjyVnx5hbF2L/8MG7e49eMzRpHY6iRW2bdwjvV73DQCwdx98K7+azuMw5+4WD2fW5fzptzHvsX78+HJ3/IxZMvJt2Rzu373U4wHuTWr29l83Eavmv6jpPeOIkjXz6S5yqe2+QLTVVnFXNr52I2mUlzpLMu3sX8hu2fX5o0adJ21/nXgn/xWd1nvd53cOnBWE2bTj8X1aI969+14C6qfdXouk4oERq0/vZCCP5xwD8IxoPc+MWN239At65YFzPyZ/DzUT/njm/vYHn78j4/9o7v7uDsd87e6smWnWHcxMEZs8If83PSGyeh6T9MBzk5ZzIlKbuuadmajjWMyxxHtb+aj2o+2mXPuzP15fhUdkOnPwPDDoCc0TDtV5vctbVMI4kIB5Qc0PP3n776027XckdKyfSC6fxh6h8ACCfCO3wScnHrYo5+9WheXPXiQBRxl1PHqDFIJOdOOJfpU6ZvsvyU0adw2tjTBqlUykBQx2j/9LWCPo7k3OUdwHBgj41u2532bCNTgUXdNyfwp+7f/wwgpXweuBy4Cfie5JzpR0kp1/fjOfplKDZxD4fDRINBQn7fVpu4R6NRLr/8cgoLCyksLOTyyy8nGo0SDAY58sgjaWho6LnS3tDQwLfffsusWbNIT0+noKCASy65hFis///wdV3ntttuo6ykmNycLH5x5mn4/H4AIpEIZ599NlnZWaRnZjLtgJ/R7I9BRjmPPf4Ew4cPJyXFw7A9ZvLCi68zPLUMYU+lPdxGINiKcGcR0SJIXee66dclB/Dx5ELO2F7LYh93PKJ+Aa8f9Tz7Fu/LddOu48SRJ3LXQXfxyM8e4bljnuOtE97iw1OSFXMEXPLRJcS1ODazjX8f9G/WdK7hXwv+hZQSf8zPLfNu4frPr+fK7Jk86BzNy5Uvc9EHF3HD5zfgjXiJ63G6Yl1EtSj5gXYedcA7NR8R17Z9BWbJkiVbLPvvkv/ijXhpC7cxp3oOf579Z/Yr3q/Xx+9TuA/tkfZNlnVEOvii/guklPz9gL8zLmsc6Y50zhp3Ft80frPFiYdd4Tcf/obarlpynDkcN+K4Pj/uroV3Mad6DgDHDD+GEWkjtrruLfNu6WlN8E7VO3xW9xkem4enVjy1Y4Xvg3AizDtV73DqW6cOyuubakvlrRPf2mQQxb3z9ibVnspVn161S1oSPL7icVZ3rGZS9iTGZe4+g2vuiN6OT2UIqPoEtGhykNOnT93krq1l+sSKJ3h+1fM9f98440aOHn70Ti1mf923+D5eXv1yz98/K/8ZE7Im7NA2Dy8/nE9O/YSTR5+8o8UbFOoYNYa6rjrGZ43vNc8HFz/Iev9Oqw4oO5k6RvunTxV0KeVB27gd3Ncnk1LOlVKKXm7nbrTOfVLKcimlXUq598YjuitJJpMJs82G1e7AZLGgJxJbVAb+8pe/8PXXX/P999+zePFivv32W2677TbcbjfvvvsuhYWFPVfaCwsLMZvN3HnnnbS1tfHVV1/x0Ucfcd999/W7bI899hiPPfYYn3z4AVVr1hAIR7nkkksAePzxx/H5fNTW1tHe7uWBBx7AWTCaYEzjsssu492336arsYp5X37JlClTwJS8ep/vzCE1HkHYPGToIOoX4LF5kk2knRlQttmokBE/fHEn/GscvHEJorMagHFZ4/jDtD8wPH04JSkl5LpySXekY9WTr12aPY0L9rgAqzl5JdpldXHfIffxRf0X/HHeHznxtRMRCC7d81IONqezMubjyPIjmVkwk09qPuHdqnep7arl8/rPOej5g3iqYS5F/ibW1H/NAc8fwI1f3Mjc2rmb9IffwO12AxCIBbj606u59KNLCcQDWE1WIokIjYFGhBCYxA+HbEekg4ZAA23hNjoiHVz16VUEY0E6Ih3cu+hecl253DDjhk3nqyc5sNDbVW/jjXj7ne+OumbaNRR5ijCbzOyRvQdVnVV9etwNM27g0LJDAZiQPQFNalzz6TU94xXE9TiXfnQpvqiP/Yr2wyRMVHZUcvu3t3PngXfyp1l/4pFlj1DXVbfT9g2gMdDIsvZl3Db2ti1e9x9jRfuKfl35f2jJQ4QSoS2WW01WThh5AoIfyhROhLd74qi/dKlz6z63MiF7Qk9XjFB8y/IMNRuOT2WIqXgL4pFkF6lD/m+Tu7aW6e+m/I4zx/4wentCJnhtzWs7s5T9dt6E83o+DwESeoKjXz36Rx9r3zV9xz2L7iHNnsbcurm0h9u3/6DdjDpGjeHZimdZ3Lq41zwnZE/AbVU5D1XqGO2ffrVzFUJkAyOA76WUW9YyhiAhxLHAsQAjR47s8+NWjt35V4bGVazsdbnVasVssSB1HZPJhDCb0LVNv8Q//fTT3HPPPeTm5gLwxz/+kV//+tfceuutvW5z77337vm9vLycX//613z66adcfvnl/Srz008/zZVXXsnwMcnX52+338HEiRP53//+h9Vqpb29nTVr1jBpeC5777UnCBPBYBCTycSyZUspLT+WgkInBYWFP2zUbIGMMtD1ZJP5hY9ByTQId8BDB8Kli8BkgpAXvnkQvvsvDD8Iznge3rsWlrwAh9y85ejwUia38fAhcMkCMJmYkjuFtypfY0zWeIalD2dx62IeOuwhbvjiBi6cdCGnjjmVP3/1Zw6bdg2nzr6kZzq3/Yv357avb8NutnNY2WFcM+0ash1Z4K1iQedqHqp6jQlZE3hs+WNc9/l17Jm7J/sU7sPsotkMSx1GIiXB3775G2+ufZMcVw4njDiBpyqeoinYxBV7X8G5E8/tKfbytuU8vuJxvqj/Ao/VQ1SLJm+JKPs9vx8F7gJsZhudkU5KU0uZXTibkRk/vLeFEPx1v7/2nNRpDbUyv3k+h5cdvun0dRvRpc7c2rlkO7MZnzUei8nCZ3WfMT5rPJ/VfcaxI47doon95r5q+IpxmeMwdVTD5/9k1awLeKfqHW6cufWm7lJK/jjvj/x2ym/Jd/8wfqTL4uLEUSeiS5159fOYXTSbX+3xK1JsKRxSdggr2ldw9adXc9W0q3oqir+c8Etu++Y27j/k/h9deW4MNJLjyum1i0BcizMsbRjXTLuG5euX8/Lqlzlp9Ek/6nmklDyw5AHu+/4+bp51M6eMPmW7j9Gljt1sx2Xpfbql2YWzqeyoZEzmGKJalF+++0vGZo7lz/v8+UeVcXOheIiz3z2bZ49+Frs52cXlwSUPcuLIE5mSO2VAnmOw5OdvPnbpj9MSamGVd9VWW8IMtM5IJ06rsyePn5xj70r2H5dgtTg3mX6zt0wjiQjPVTy3yeetxWRhZftKjh9x/ICcdNtRr1a+ytS8qZSk/tBtxWKy8MSRT/zoqdZGZ4wm1ZbsylbXVcew1GFkObMGpLy7ykAdo8rgunb6tQA0m7ccG3rfon23OdaOsnvb+Bj1RX384dM/8MChDwzqFMe7NSnldm9ACvAioJMcaX149/IHgFv6so2hcNt7771lb1asWNHr8sHS1dUlNU2TLdVVUtd12VZXI6OhkCwrK5MffPCBlFJKh8Mhly1b1vOYlStXSqvVKqWU8pNPPpFFRUWbbHPVqlXy6KOPlnl5eTIlJUU6nU6577779twPyMrKyl7Lc8ABB8j//ve/Ukopx44dK996662e+8LhsARkXV2djMVi8pZbbpHjxo2TBfl58uqr/iBjsZiUUsr33n1HHrr/LJmWliaPOuoouXLlyk2fRNelbF4pVyz5Xsq/lUgZ9iWXa5qUsZCUc/8u5e1lUr72Oynb1vzwuECr/P/sXXV0VNfX3TNxd+KB4BII7u7WUmiBAi2U0tLSQo0KpS600GItUH4FihV3ggT3BEsgQIQQ4u6e8TnfHydjmZkITr/stWYl8/S+d999c885++xDv/gQHfpIv+FRB4mOzSeSlGmW5cbRqZUBFHf2RyqXltOn5z4lIqKQtBA6lniMt7m1i+j0T0TnFhFdWm7wnpBMTLS4JZFMTLKCJCqXlqtXFYmL6Hjicfou5DsavHsw9d/Zn3r824N+DP2RwrPC1duVS8vpzxt/Uq/tvWh1xGo6lXSKph6dSkN3D6VNkZuoVFKqc8p8UT4N3zOc7ubfpbMpZ+nfqH/p58s/U5/tfejPG3+SRC7Rup1Keu3Ia7Q1eiv13dGXxh0cR1OPTqX00nS9S8ksy6S3jr9FrwS9QuMOjqPuW7vTuyffpZknZlLQ/SBacGUBiWViw/dBC0vCllBKSQr3SeiqGrdXtTMkPYTkCjltid5CM47NoCJxkXp9RmkG/Xr1V719hu8ZTnNOzdFZLlVIaezBsXQ04Witzq2Ncmk5Lb6+mNpvak8rb640uM22mG204sYKIiI6ceEEbYzcWOfzEBFJ5BKad2EevXroVTqeeJyG7RlGMoWsVm2saf3Uo1NJqpDSj6E/0uxTs6n/zv4UlRf1QO00hOzy7Ed2rGcJISEhD30MkUxEd3Lv0Nrba+u8b7GkmEQyUZ32USqVNOHQBPoh9Ic6n+8/AZmYaNc0CkkLobnn5hL91ZNIohkjhvq0SFz0wOP2SWHvvb2UU56jtzy7PJtuZt+s8/FEMhFF5kXqLFMqlQ/avKeGRzFGjaGuY68uWHVzFcUVGJ5b/X/DpbRLtO/ePiIy3J8SuYSG7RmmM5epx/MD7T69kX2DovKinst3zaMGgDAyZHsbWqi3EfAXgBAA7QGUaRnoowHcqs0xnofP82KgSyS6L6fCrEyqKCnWMdAbN25MR44cUW9z/PhxatiwIRERnTt3Ts9AHzhwIM2dO5dKSkqIiGjZsmXUq1cv9fraGugDBw6kVas0xldsbCyZmpqSTKZrYCQmJlKrVq1o3bp1moVKJVVUVNAnn3yi4xxQQyHnvtg+mej6eqLrG4iurSNaFkC0YwpRQaLB9lHKFaLfmhLdDdZdLpMQFVYajFf+Jkq9TvR7Mzbal7YhkhsxiiTlRMXpROISIoXc8DZEROX5fOz/9aHMskzaGr1VbxOlUknJxcmUmJJIwQnBtPfeXr1tUktS6ZOzn9DrR1+n4MRgo8aa6lhVkVWWRbNPz6Yx+8fQrZxbRESUV5FH75x4h17c9yJF5kaSQqmg9XfWU98dfelIvOa5OZpwlPru6Et/3/qbZCVZRERUICqg/ff204IrC2jioYnUY2sP6r61O3Xb2o0+OPMBrbm1hkLSQqhQVKjTNjUu/UEUHURERGdTztK2mG0Gr0ehVNDJpJOkUCpoW8w2GrZnGH0f+j29EvQKFYgKDO5DRPTPnX9o0uFJBn/EI3IiaMDOATpGvjEsub6E4gri6EzyGRqyewjNuzCPovKiqM/2PhRfGG+wvWVSdvakpaVRZlkmnUw8Sf+L+J9635pQICqgqUen0sdnP6YKWQUREb0R/AYF3Q+qcd83gt+o1TkOxx+mkXtHUomkhHbH7qZpwdPU/VMbR4AhJBYl0r9R/xpc923ItzrPwvOI9HR9x1VdEZIeQl9c+IKI2FlUWyiVSpoWPE29b21xIukEjT04lvps70OJRYl12vc/AbmUiiP3UpG4iFJLUvVW16VPd8fups1Rmx9l6x4IScVJRtfdyrlF626vM7reGOIK4ujbkG/V35VKJY07OI7yRfkP1MaHwZnkMw/kQCXS7885p+fQ9czrD92mLdFbaNS+UXUas7XFofhDdDThKOVV5D3yYz+PSCpOoju5d4jI+Ph8lgy6Wzm3anSM10MDVZ8WS4rpvVPvkVguphNJJ55yq54+jBnoteUVvAhgLBFFCAQC7WTnGLBoXD2eIBQKVmgWl5fD1MwMJmamUMh1c0knTZqEn3/+GV26dIFAIMCPP/6I1157DQDg7u6O/Px8FBcXQyWMV1paCnt7e9ja2uLu3btYvXo13Nzc6ty2SZMmYdGiRRgxYgTc3Nwwf/58TJw4Eaampjh79ixcXV3RunVr2FuawExIMDExQXZWFq6ePYpBo1+GlY0dbG1tYWJigGotNOGybD5dmMpOckBJwIsrgcb99LdXwbcb0PdzYN9M4PX9gE8nIOQPoMUowLUpIK0AMm8B534FXloNtBgOpF0HYo8ArcfoHosISA4Fmg4ClAogJghoM1b/nFmRgKklH/+dC7CWlujkj6sgEAjgZ++Hk/dOYnjn4bxQWs7nsbAFAPjY+WBJ/yX655CUAhZ2eseqCncbd/w54E8cTz6OD89+iJ5ePRGaEYoXm7yIQQ0HoYljEwgFQkwPmI5unt3wxYUvcDH9IhSkwN2Cu/hr8F9o49waWNICmLwLFm7NsSFqA3a9sAsWJhYgIhRJihCSHgIC4UrmFYRkhCC2IBYOFg5o6dwSMfkxaOTQCC6WLhBIy6C4ug2ShN0oNBFCLBcj6H4Qunh0wdvt3oadOV9TkaQIlzMuo0BcgA2RG7B+2Hp423pjxc0VePP4m1g7dC1crVzV15lTkYNl4csQlh2GzcM3Y1vMNliZWukovwa6BWKQ3yAsC1+G73t+b/BxISIIBAK0dWuLZeHLEFMQg1/6/ILunt0BAO8GvosfLv+ADcM3qPt0a8xWtHdrjzaubfBv9L/468ZfEJoIYSIwwUvNXkJjh8Z479R7WDt0LZo5NTN43oSiBMw+MxtDGw7FBx0/UB/77XZvY+G1hRjVeJTBZ0iFtUPXVrseAMKywvBtyLfYNmob7MztMLbpWGy/ux2nUk6hv29/9NnRB8fGHYOjpWO1x9GGTCGDhYkF3G249npSSRISixORXZENiUKCjLIM/HD5BxAILzV9Cf19+9f62IZQKC7ExfSLaOLYBC2cWjwRelxBQQG8tNNuHgA9vXqiu2d3xOTHYHHYYvwz7J9a7ReaEYp8UT5SSlIQlR9VKzEwuVKOFTdX4PMun+NuwV38efNPLO2/9KHa/yBQjckvu32pplAbQmhGKFo4tXi0tGqBEKdN5UiN2oS3272NDcGz8EbPbyBw4H401KffhnyLwQ0Ho69PX53l/Xz6PZLnrFhSjNyKXDR1aoqs8iydtJ2aIFVIMf/ifPw95G/YmtvqrW/n1g7t3OquktzUqSl+6PmD+rtAIMBfg/6Ck4VTnY/1MBDLxfj56s+QKqTo4tFF591eG6j6k4ggVUoxv9t8uFi54G7BXZgITIy+d6tDTkUO/r71NzxsPHDg/oFapRrVBWmlaZjYYiLKZGUQioVwsnyy97y2yBPlYWPkRszpOOexpcsoSQlbM1s0tG8IwPg7N7U0FVcyr2BCiwl66540Dt4/CGcrZ7RyboWBfrWW4/p/C1Wf2pvbY9WgVZAr5biUfgl9vPvUuezu/wsYstqrfgCUQxM1L9X6vz2Aotoc41n9gPPP1wBY07RpU4PejWctgl5aytTmipJikopFVFFSTAUZaToRdJFIRHPmzCEPDw/y8PCgOXPmkEikoWlNnz6dnJ2dycHBgdLT0+n8+fPUokULsrGxod69e9M333zzQBF0hUJBP/zwA/n4+JCrqytNmTKFCgo42rlt2zZq3rw5WVtbU4MGDWjO7Nkkk8koIz2d+vbuQfb29uTg4ED9+vWjqCjDkcDo2zeJCpKINr3EUW9jUe6qiD1GdGEJ0SJ/or1v8yfmMEe5b2zhCHv8ec32kfuI/hmmf5zyfKLdb/L/SiXRvneJpAbobxE71FFiurOHKIsphIaoiUXiIhqzY4wm4ht7nGh1b6LsGL1t1RCXEi0NMHzualAoKqTl4cvVVMjVEaspqyxLZ5sKWQUtvLqQfr/2uzqKS4UpRN/ZE11cSkTVR1rnX5xPd/PvkkKpoMSiRDqWeIy2RW+jPbF76EDcAToQsZaCbm+k4/FH6HzqeTqZdJLOppylb0O+pX47+tH2mO2UWJRIBaIC2ndvHw3aNUiPGbA6YjWN3jeassqySCKX0Nrba6nX9l60LGyZOoqdVZZl0LtdKimlgbsG0uH4w3rriIgWXFlAu2N307A9w+i3a7/Rlxe/JLFcQ+GXK+Q06fAkHbZDSHoIZZVl0Z7YPTRszzDad3YfyRQykso1UZfD8Ydp4M6BBqOZh+MPU5/tfWh/3H69dUqlkiYdnkTHE48bbK9SqaT9cfvpcvplii+Mp4icCLqccVkvAlYuLacX971Iv1/7XScKcTXjKg3bM4zEcjFVyCpIqVTWGHFNKUmhEkkJxRfF08i9I2l80HjquLkjDdszjN45+Q4tvLqQNkVuop13d9K+e/to452NdPD+QRq4cyBtjNz4QFGQ1JJUWnBlAfXc1pPmnJ5DLx14ibpt7UZvH3+b/or4yyCr4VHhYemz1zKvqRkGCqVCLz3FGBRKBY0PGk/HE4/Tzrs7afqx6bW6d/vj9tPUo1NJqVRShayCBu4aqI5MPSlUyCpo4qGJNPbgWHr/1PukUCoMbnc2+Sx12dKFxh0YVy2zZVPkJvr16q86Y6papN8gWjeUFEoFKZQKWhv8Lom1WFaG+rREUmLwnaFUKulG9o0Hem5j82Np9L7RFJMXQ9czr9PSsKUklUtpfNB4KpYU1/o4SqWyxvP/Ef4HXcm4UutjFooKafbp2epjZ5RmEBG/Kx51ZOt86vlqr3fDnQ304ZkP6fdrv9M3l76p8/FV/Xk98zp9dOYj9fLjicfpRNIJUiqVJK+O8WYAc8/NpT/C/6DbObdp0K5BOr8DDwvt5+yP8D8oJO3xUfQfFl9d/Ir67+xPc07PeWAmQZG4iG7l3KKg+0EGmX4pJSk06fAk9Xdj79zs8uxaMcoeN1Tvs8i8yMf621NX5JTn0OaozXV+1p8EQkJCqFxaTtOPTdd5jz+LbX2SwENS3M8B+Ig0Brp/5f+rARytzTGeh8/zQnGXy3UfZqVCQbnJSSQqq92k75mBpIzzx2ViNnZrgejoaKKSLDaSzy2q2/kUcqKkUKKjXxAd/pTon+Gcn74sgCjmiK5BLpcRLWnNk7yHRdQBoqwoyirLoomHJqonWdnl2fTVxa+IiNSpBWpE7GAHQnW4tYto/6yHbp5ELlG3STURJSLaGr2VEooSNNewwJtubBxKC68urNVx195eS0H3g+hKxhUNxVShIFrRhfswg+n2qyNWU3Aipx/czb9LM47NoD7b+9AnZz/RNWilFTopBevvrKdhe4bRiL0jaPbp2QZ/9GMLYik0PVRveUx+DA3fM1xnwi+RS0iukNOp5FPUd3tfdS4cEU8u7ubf1dm/746+lFeRRzezb5JMIaPjicdpwM4BlFScpHai3c2/S8EJmtSKvff20pDdQyitNI2IiMRyMf0Y+iON3DuSYvKNO2TOppylV4Je0Zugl0vLadbJWdR+U3vqva03jd43miYdnkTTgqdR963dadzBcbTo2iI6n3qevrjwBc2/OJ9EMpHeuSYdnkRvBL9BRJzX/9bxtwwaVCUSfk5/uvwTHY0/SrNOzqKRe0fS+dTzRievIpmIJhyaQBK5hDJKM2jswbH0fej3tZ7oRedF02fnP6Pe23vTsrBlOk6uQlEhnU05S79f+5367uhL1zKvGT3OtcxrNP3YdFp3e536GAqlolaTA1V/qpBSkkKH4w/T6ojVNP/ifJp6dCoN2zOMvg35Vuc5USGzLJMiciLU37PLs2nFjRW04sYKmnR4knrMVcXxxOM0Pmg8KZQKkilk9OL+F+lcyjmD22aUZpBSqSSJXEJDdw/V0bPYFbuLZhyb8VD00LqkPyiVSvr03Kf0xYUvSCqX0tSjU+mvm3/pbXe/8D51/Lcjrbm1hvrv7E+vHnpVz0BWKpW0NGwpjdk/hmafnk2vHXmNcitya2zDpshNevcqrTRNPd6r9mmJpKRaSvTMEzPpYNzBWuUjS+VSCk4MpmlHp1H/nf3p/VPvU69tveiP8D/U16caX8YcF9qIzoumj89+rLdcoVTQ8cTj6r6OK4irVfqOChK5hG7l3CKpXErfhXxH7Te1pzmn51BCYQJ9F/Kd3vNyr+Aezb84nxZeXUgXUi+oHbi1GUMLry6kewX3DK4rkZRQ3x196X7hfSqVlNKAnQPods7tWl/HpbRLtPbGWrqUdokyyzKpWKzvCAhJC6F5F+bV6ZjD9gxT9/cHpz+gTZGbar1/dVAoFTRm/xiDDnttFImL6FrmNdoWs40icyOr3fZx4Wb2TRq4ayAViYvo3ZPv0rwL82r1zBIxZX1a8DTqs70PddvajSYcmkCzT8+mYXuGGXxOtZ837fEpV8hp3oV5NHrfaPrywpe0JWoLhWWGPTKHSUx+DK24saJW7xUiTlF66cBLFJ4VTiHpIVQqKX0g/YdHjfiieBq2ZxiN3jeavrjwxQOnrGmjXFpON7Nv0raYbfRdyHc0LXgaBScEP9BvSWlpKSmUCorJj6GQtBB6I/gN+vPGnzRk9xDKr3jyKTXPCowZ6AJeVz0EAkFPAMcB7ADwGoB1ANoA6AqgLxHdeOhQ/jOAzp07U1hYmN7ymJgYtGr17NTzLSsrg62tLaRiEUQlJXBo4A6pqALFOdlw8fGD0BA9/FlERQGXUivNBJwbAybVq4ADlX1hmgbk3gU6v8mq7rVF2Hog5SrvM2oJq/kqlQApmT6vkAGm5prtLy0HcmKAcX9rlh39HOj0Bm+fdBEwswZERUCP9zTbyETA7jeASTv0lOOJCBujNsLXzhcDfAfgauZV9PDqgcuXL6Nnz56AXAqc+wUY+C0r0xvDpeVAuwmArTu35SEwLXgavun+DRraN4QSSnx67lMs6rsI51LPoZtnN1iYWMDy/G8wVchQcXMzUt86jhZuATUeN1+UDwLhZPJJtHVtiwBXrX1Sr3MJpCE/6Ozz2/XfMKbJGGSVZ2H73e34vMvnaOxYmUVzbS2QdQd48U/19kcSjsDRwhG9vHsZbENETgQyyzMxwn+E3rpiSTG+DvkaBaICLOm/BLtid6FUWorjScfxc++fdWiuIekhuJN3B+8GvgsAUCgV+OnKTxDJRZAoJBjhPwK/XP0Ffw/5Gy2VJoi9sA8txn2BhKIE3C+6j6GNhqqPtTVmK7ZEb8HPvX/GomuL4GPng1mBs+Bg4YAG1g1QLCmGg4WDTluJCK8cegUfdvxQ3a5iSTHeP/0+fGx98FOvn9TlAVWQK+WIyo/C1cyruJp5FQCwctBK5FTkYPWt1VjYZ6F62/uF9zH12FQEvRQEVytXEBHECjGSi5NhY2YDoVCIclk5Pjn3CdYNXYfd93ZjV+wuTA+Yjtdbva537upQLivHp+c/hVwpx5L+SwxSn4kIV7OuYkPkBtwvuo/XW72OV5q/YpDaS8QpCZczLmPexXlY0HsBenv31tlmf9x+LL+xHO8FvoeYghgcSTiCFs4tMLnFZGyI3oBZgbOQWJyI+KJ4JJckw8fOB108uqCLRxf42fnh8uXLaNa+GY4nHUdwYjDSytLQ2b0z/Oz94GvnC187X7hYuuBUyinsjN0JH1sfTG41GQP9BqJIXIQyaRlszW1RLivH9ezr2B+3H/FF8RjXbBz8Hfyx+tZqbB6xGb52GmVuuVKOcUHj8EWXL9TP9/nU81gavhR7X9yrQ7kmIrx98m3M6zIPa26vQam0FKuHrNY51tiDY/Fl1y/R07tKWcpqQMQpK7tid+FMyhnYmdvBx84H3rbe8LbzRqBrIAb4DdBLrVh9azUupV3C+uHrYWFigTxRHiYenohvu3+Lfr6cjpRdno1pwdMwPWA6xrcYj5SSFKy7sw65olysGLgC5ibm6nEWWxCLeV3n4UbODYjlYuy7vw/L+y9HG1fjdP+EpHOwEhXDs1VlmtLxr/CFNBlTun+Odm7tEBoayu9c1fbFCdh7by8+6/KZelmxpBhnUs7geNJx3Mq9BW9bb9hb2GPFwBUGyz0REbbd3YZ1d9bB38EfIrkI87rOQ6BbILLLs7E0fClu5NzAp50/xdCGQ7EyYiWKxEVws3ZDdH40TIWmaGTfCP4O/mjs2Bj+9v6wNrOGkpRIL03XUW6/V3gPC64sgEguQrGkGP6O/ng/8H1Ymlqq6dxiuRgnkk9gZ+xOlEhK8H6H9zGs4TC1Gv3NnJvwsvHCZxc+g5OFE77v+T12xO7AtphtmBEwA1NaT4GZ0AyJxYlYHbEaV7Ou4vXWr0NJSpxJOYO4wjh0cO+AnPIcLBuwDE0cm+jdk+j8aORW5KKfbz8olArcyLmBLh5ddLZZeXMlMsszsaD3AgDAgfsHsDt2N/4d+W+1aTul0lL8dv03XM+6jqbCprgt4TrLUqUU/vZ8D5s4NkEThyZoZN8I1mbWcLJ0glQhrVbxXiwXY1zQOMzrOk/9vo0rjMNbJ97C0XFHa1XqK7s8G5nlmUYrWEgVUpib8HxDrpTjjxt/oERaAicLJ9wrvIfYwliUy8rRzLEZ/B38EZoRCn8Hf7zV9i109ej6RCoKKJQKTDoyCdPaTMOoxqMgkovw7sl30cypGb7q9lW1bZApZJh8dDKaOTbD7A6z4Wnjqd5+4bWFSC9Lx58D/lQvW3t7LV5u/jKcLZ0BQD0+iQi/XvsV8UXx+LTzp4jOj8aeuD3IKs+CWC7G4n6Ljf7+1wbZ5dmYcnQKAt0CcSXzCkY3Ho3pAdOrTT+pkFVgcdhinE45DQB4p907SC9L13l3VAeFUgGJQlLnqgsVsgosv7Ecn3T6RI8SfjPnJj4++zE+6vQRhjcajg/PfggHcwf80ueXB0rPSShKwG/Xf0N4djgaOzRGS+eWsLewR6BbIFbcXAF/B3983f3rOqWihIaGQu4nR0P7hpgaPBWzO8xGakkqzqWeQ6GkED29emJqm6m1SuP6L0EgEIQTUWe95bUx0CsP0BbApwA6geun3wCwiIjuPMqGPk08Lwa6SCSClZUVlEoFlAolTM14clySmwMAsHdr8DSbV3cQ6ZdAM4KH6guFnI1ZY+fKjwcSz7PhD7AD4c/2wPvXALvKl3VaOGBqAWwdD3gEsMHfZgzQbx7g4M3byKWcw96o8kcj8xZw+kfgtb0AgMTiRDhZOOnk+UZGRiIgIIDzym/vArrMAI5+BjQbBjTT1LsFwPfryl9Al7eAuJOAXw/A5sFzNytkFYjMi8SO2B0G81RXR6yG462daNp6Ahxu7UDzwb8AjXobOFItkBEBFCYBbV7SWbzy5koMbzQcpbJStHBqYfiHi4hr28++rpN7XxtklmXC09bTwCEJs07NQnR+NF5o8gIOxx/GikErjOZy3sm9A287b+RW5OKPG38goTgB45qNw5boLVg2YBk6uXcCgr9AXkERXKf8rT6HSC7SuaZ/7vyDFTdXoK9PX/wx4A9siNoAXztf9PLqhXFB43B47GFklmXCzMRMPVE4lnQM/0b/iy0jtiBPlIe3T7yNXt69YG5iDjcrN0xuNdlgm2vCujvrMMJ/BLbHbEeRpAgvNnkR4dnhOJt6FnGFcXCydIJYLoaVmRXkCjmUUKKHVw/M7TQX7jbutTpHZlkmtsRsUU9g5Eo5fr/+Oy6kXUBXz67wsWWjz8HCASXSEqy7sw6l0lLMCpwFTxtPuNu4w9/BHwqlAiYCIbD/XShGLYXA3AoTDk3AuqHr8E/kP7A3t8eWmC34uvvXGNJwCBRKBf648QdOpZzC/G7zsfrWamwduRUh6SGIzo/GxbSLSCtLQ3Pn5vCx9UEblzbwtfNFSmkKrmddx7WsawABjkJHZMoyMcB3AEb6j0Q3z25GJz0ypQxnUs5gW8w2ROZFQqaUwURoAgdzB9iY2aCFcwu82ORF9PLuhRJJCVysXLAtZht2xe7CvyP/VWsw7I/bj4PxB7Fh2Ab1JJaIMOPEDAxvNFydg5lVngVHC0d1acXh+4Zj7ZC1CGwQqNOuE0knsO7OOuwYvUNt9CQUJeCvW3+xgePYFM2dmqO5U3M0dWyKiNwI7IrdBROhCSa1mISYghiM8B8BS1NLpJemI70sHWdTz6JcVo63272N4Y2Gw1RoiuNJx7E4bDG2j9qOQnEhQtJD8EbAG7iZfRMfnfsIm0dshpeNF1448AI8bTyxYfgGdRvPpJzBqohVaGjfEL/0/gVfXfoKxZJi/NjrR7hbuyMoPghjm43FihsrsDN2J77o+gVeaPKCXh/czLkJ/9J8OBZnAh1fBwAoSzKRq6hAlrwMGaUZuJV4CwI7AbIrspFdno0CcQEAQCgQqu9PrigX3T27Y3ij4XCwcEB8UTzii+MRWxCL1YNX6zjSymXl+DbkW6SVpeH77t+jpUtLdZ65tiETlhWGX6/9ityKXEiVUrR2aY0A1wC0dmkNEDsKEosTkViciJTSFHjZeKGdWztMaTUFzZ2aQyQXYfWt1QiKD8L77d/Hy81ehpKU2Bu3F2turYFEKcGiPotwJfMKguKD0Nq1NSY2nwhLU0ssC18GU6Ep5naeiwDXALx1/C1klmdibLOxmBU4S33dKSUp+OLCF0gqSUI/3364nHEZr7d+HZNaTMK8i/PwXc/vUCIpQXh2ONys3bAhcgMUSgXmd5/P16GFO7l3kCfKwwC/AcgT5eG367/h196/qkt65ovyMebgGOwcvRPetvwbqiQlXjv6Gia2mIgxTXV1YIgIBeICxBXF4duQb9HHuw/mdp6LhNgEWPlYwd/BH6XSUrXDLb44HgnFCUgoSoBILkILpxbwtvXGD710ncPaWHlzJRKKE/R+D+ddnIdG9o3UjlpDICIcSTyC36//DiUp8XX3rzGs0TD1eiUpsejaInzY8UNklWfhu9DvcLfgLpwtndHcqTlau7ZWj0NvW28IBUKUSEtgZWKFvXF7sSV6C+wt7PF227fR37c/SqQlqJBVwNPWExE5EQhwDXhkuhy7YnfhSMIRbBy+Uf0Ml0nLMOPEDPT06okPO35odN+l4UuRUJgAV2tXfN7lcxRKCmFlagVnS2fIFDJMOzYNQxsOVZc03BazDS83f1md466aE22M3IighCBsGr5J/W6UKCQwF5ojIjcCH539CMv6L0NH9451vr4KWQWmBU/D0EZD+XcvJxwx+THYF7cPQxoOwdCGQ9HYsTHcrd0hEAhARAhODMZPV37CAN8B+LTLp0gvTcfsM7OxuN9itHNrV2OOfnh2OH6+8jNSSlLQ3Kk5unh2QRf3Lujo3hHmJuZGy9WeTz2PQLdAXM68jOGNWK9I1Senkk/hpys/4dfev6odsBKFBB+e/RA2pjZY2HdhjWVwVSiRlmB1xGocSTiCme1mIjIvEn19+mKE/whMDZ6KDcM34ETyCZxOPo2w7DB82vlTjG48ulYOoxu3b2B74XaklKRgZOORmNZmGgAeM3/c+AOOFo7YELUB7wW+hwktJkAgEOg4sgD+vcutyEVbt7a1up7nAQ9toP9/wPNioEulUpib8wMrk0hgam4OgUAApUKB/LQUODTwgLmV1WM7v6SiHNKKCti51l1ETg8Zt4AGrXQj19XgsfZFSSaQeAEI1IiK4fDHgI0bMGA+UJYDVBQCOyYB3WcBXd8GilKAM78AsUeBliOB9lMA5yaAlSNgXmmQySUs/AbwdkRA4CSu716JjIwMFkSRS9gBAACFyewYMK3ywpeWa5gDF5cArV8CXPQjF3WBQqmAWCE2GBlQKhVQ/OaP0y8thkv8eXSx8gIGGq9dXi2y7gDFaUCLEUDwPKDPXMDWDSeTT6JDgw7Ve2NvbGZBvjoa57EFsVh+YzlWD16NC2kX4GrlimZOzRCRE4EuHl1wLOkYTAWm2Bm7E/O7zYe/g7/RY62OWI0eXj3UUZELaRfw4ZkP8cfAPzQR97hTyFY6wL0FR4l2xe5CWmkaPun8CQBg973d8Lf3h5+9H04kncBrrV/TOYeSlBAKhNgftx8AMLbZWPx2/Te82+5dTD4yGdPaTMM/d/5BhbwCh146BCszK5gJzeoUUYnKi8KhhEOY13UeDsUfwiC/QZCTHBMOTYCLlQs6uXdCZ/fOaN+gPWQKGZJLkh9oAqSCRCHBpfRL6OnVE+ZCc/XkPDw7HLdybiGpJAll0jJcSL+Als4tMaLRCBRICjCnwxwcvH8Q3rbe6NCgA/rs6IPzQzfg2KVfEeneFF/2+FptBOVW5MLGzAYRORH48tKXeL/9+7iUfgm5oly81vI1jGoyCuWycoPPeGZZJj459wm2jtqqE7EjIqSVpiEiOQJDWg2ps5BNhawCFiYW6uvVRnZ5NuacmYOdo3dCIBBgwZUFSC1NxcpBK6EkJUbvH41FfRehQ4MOKBAXoEhShMYOjRGVH4U5p+fg0NhDsDGzwbLwZWjj0gZDGw3FujvrEFsQiy+6foHTyad1BBKJCJOPTMbUNlMR4BqA1RGrcSb1DGYEzEBicSJcrVzhZMnRu7jCODR2bIwJzSfgt+u/4c+Bf6onqedTz6OnV0+YmZiBiHA58zL+vvU38kR5GNtsLDZHbcZI/5GY2mYqhAIhEooT0NOrJ94+8TYC3QJxKvkUmjg2gVQhxeJ+i2Gh9X7LLMtEsaQYS8KX4H7RfbRzbYf32r+HX67+omMkLA1fih6ePfDj5R9RKitFS6eWaOrUFE0dm8LDxgPbY7bD3cYdUoUUWeVZyCjPQHZ5FmzNbGBpag1LU0sEOgSiSYMmcLdxh4e1B/bc24PhjYbD194XSlJCSUq4W7urWRsZZRnIrshGe7f2WBK2BKGZoVgzZA1crVyRUJyAj89+jA4NOuDLbl/ijxt/oJVzK4POA4AdVDkVOfCw8UC+KB9r76zFl12/1BvDUoUU22K2ISI3AvcK70GqkIJA6O7ZHR93+ljvfSmWi7EzdicOxh9Eb+/eGN98vA4rQ6qQ4njScfx540+4WbshrTQN3/T4BkMaDtFro0gmQlBCEMpl5RjsNxg3cm7gpaYvISo/Cs0dm+uwZpSkxKbITfjj5h+Y320+JrSYAJFchKD7QRjfYrxeFLxYUgyJQoIG1g2w6NoiKEmJL7p+gWJJMX65+gsW9lmI6PxofHj2QwS9FKTDnNl+dzv23duHQkkh/B388VU3/i06EHUAH/X8yOD9ViG1NJUdX/cPwsnSCWObjkVf377wtPGEqdAUCUUJIBCmBU/DykEr9aLfKSUpmHJ0Cg69dMigkGaBuAA/Xf4JicWJWNBnAUwFpnjn5DuY13UehvuzUSVTyHAs6RgaWDXA5xc/x+wOszHKfxSszawRWxALiUKi4yBOL0vHZ+c/w9aRW7Hg6gK0dW0LS1NLfBvyLfr69EV3z+4oEBdgRtsZ+PT8p5jfbT6cLZ317nlcYRz2xe1DeHY4RviPwLhm4/SYWtooEhdhzMExWDNkDVo4t9BZVyguxBvH3kB/3/74oMMHeu+30IxQfHDmA2wZuQUtnVsC4N9BAJjQYgJi8mNgb26PyUcnY/mA5Wjt0lrPsM3IyECEOALLbizDvyP+1YtoH044jK4eXXG/6D6+vPgli9nWIfKqJCXmnpuL1NJUvNL8FbR1a4uInAhMaTUF51LP4U7eHUTkRCC+KB4ShQSNHRrDVGiKPFEeBvoNxNzOc9XHupJ5BZ+f/xyWppY4MOaAwQBDvigfS8OX4mrmVXzW5TP09+2P27m3cfD+QVzNvIpiSTHMTMywecRmg0yUVRGr8ELjF+Bn74cicRE+PPshVg9ejR2xO7A1ZitWDlyJVi66c2OJQoKPz34MS1NLLOq7qFojXa6UIyg+CH/e+BP9fPqhTFaG2R1mo5F9I733UnR+NIQCIURyET4//zk8bDzQyb0TWrq0RCvnVvC18zXIfElPT8f6lPUolBRiSb8lOsfdFrMNI/xHoERago/PfYzmTs3Rz7sfInIj8GW3L5FRloEtMVsQFB8ESxNLdHTviM+7fF5nMclnEcYM9LqIqVkCeBPA4srPmwCsarv/s/rBcywSR0RUkJFGcq0SZqKyUspNTiKlonY5QnWFQqGg8qJCnXM+FGor+FOJx94XSiVRhVYJr5y7RL81YTG2a/8QLW5BdPpn3X3Wj2RBt4tLif7Xl+inBkRrB7E4XEEiUdhGojUDiBZ4czm4DaOIVnYlundSfQi1IMrawWpBOSJiwbiqNca3jCdKCiG6d4JLx5U95hItefc5H5+I6P4ZonVDHs1x7wYTiWqfL0nHv+Lrjjecg1sbnEo6RXdy71ChqJDmnpv7SMRJ9HLpFAoq/y2Ac+aJ89WKJcW05PoSdY5/SklKrY+vUCpod+xuUigV9EPoDxSwMYB23t1Zp1zTqlDlzF1Mu/jAx3gQLLiyQJ3bPz5oPIlkIjqdfFqd21lTbqNULiVKCqHyK6tJKjIsOLX29lpafXM1Ddw1kL66+BXdzb9L22O219g2lQZBWFaY3jrV+Mwsy1Tn0S66tojSStOoWFJs9D7uid1DW6K3GD2n9vXKFDKaeWImLbiygLZEb6H3Tr1Hp5NPU1xBHIt5nZpNRCxK9PHZj2lp2FJKK02jUkkp3Su4R2dTzqpLquVV5Bk875WMK9RzW0/qta0XrbqxihZdXUR5FXkkV8hJqpBSRE4EfRfyHUkVUtp3bx8plUqdnHCFUkE/Xf7JYO7s4fjD9ML+F+hU8ik6mXRST3wytyKXpHIpvX38beq1rZfR8kQKpYL+DP+TNkduVveFsbrHp5NO0+/XfqdLaZdoWdgy+uriVzTj2Ayaf3E+rTgyg/ac+ZJC0kMooSiBRGHria6tpQJRAZVISmjTqU3qvFG5Qk43sm+oNRaMoUhcRJG5kaRUKml1xGoatW8U7by7k/ps70N7YvfQ2ttrKb00ncqkZbXO/5Qr5HQq6ZTBnM6U4hT1O0qpVFJCUUKNpRTDs8JpT+we9ffbObfVGgf9d/anfFE+hWeF08wTMym2ILbaYyUXJ1NIWggViYtoza01NeadhmeF07A9w2j2qdmUUZZhdJ9tMdtoW8w2yijNoF7be9HW6K20+Ppikilkah2JyLxI+uriV7T4+mLKLs+mny7/ROMOjqOe23rS96HfU5G4iKLyoqhCVkHJxcn0z8l/qm2bNuQKOX167lOaeGgi9dvZjwI3BdKIvSOo9/beNHLvSPr1yq/09aWviYjofxH/U+uYlEnL6PvQ72lJ2BIi4mc1vjCeKmQVNO/CPOq2tRstub6Evrn0DWWVZVGZtIxOJp2k/jv7q8uXxhXE0f64/dR3R1+6mnFVp10XUi+oxUAzyzLVJee0n3+lUqnWPPkh9Ac9vQki1gg5nXyayqRltPfeXpp8ZDIN2DGAloctp5C0EPri/BfUY1sP+jH0R7pfeN/gPfoh9Af65covRu9hbkUuzTg2g6Yfm67zPsivyKeBuwbS5qjNBt/nuRW5NPPETFIqlfRXxF/Ue3tv+vrS13Qg7oDOdutPctlXY8/ozrs71WUHTyWfon47+hm9FkP4+tLXNPnwZMopz9ERLFMoFfTRmY+oWFJMmWWZlFeRR4WiQgrPCqeg+0GUVpJm8Hinkk5R3x19Nbo9lcdKKU6hLdFbqO+OvrT4+mK1iO2aW2sovjCeisRFlFiUSKWSUloWtoz6bO9DH535SD1HSClJ0dM1kSlktO72Ohq2ZxhND56u1rQxBIlcoi6zuylyk554bJG4iP658w8N2T2EpgVPU5fijcyNrPEdllmWScvDltPZlLM078I8mnl8Jg3dPZS6be1Gn577VEd3RSqXUt8tfWnk3pFGRVILRYWkVCppxY0V9P6p9+mFfS/QlfQr9Nu136jdpnbq354KWQUtDVtKfXf0pZ13d9ZaE+FZBR4yB70jgMMArACoKO0BACQARlF9DvoThUwmg5mZcU9YUVYmTMzNYef8CEvWVEIhk0FUVgoLa2uYmJlDWF2e9GPAY++L2GAgOggYq8nfxJaXgZajgKgDgLM/MHp59ZT84nTg3jH+pIcDjfoAsnKg/1eAdweOoMceBU58zdH2YQuQrXSEu7s70+OFppr886OfAz3nAI6aKAiUCqAsF/irK+DaAsi4ATg2BHy7Ao37A23HP3Reug7u7AGiDwATt3B+/e9Ngbl36xzJBgBseYWj716V90Em0jANaoOkS4CkjEvhPYsQFQEruyDvpW1wbdJJ3Y9KUmJ/3H6MaTrmoeiHSlLifuF9NHdu/tBNTShOwMH7B/Fxp48f+lh1BREhvigeTRybPFgu5ekfAWsXoMf7Bo8NcIQlvSy9WjpqVWSUZWDlzZVY0HsBVtxcgUC3QPTz7YcPjn+A5UOX43zqeWRVZGFSy0kISQ9B+wbtUSAuwJ57e/Bxp4+x+PpitHRpidGNR+NsylkENgiEWC6Gl63hEm3FkmKsvLkS87vNx+2823C0cMSc03OQVpaG7aO2I6kkCb52vjq04dURq9HEsQm+uvQVCAQBBPC09YSXrRf6+/THqy1fVW97K/cWTiefxiedP8Gu2F1o6dwS0fnR2HtvL3a9sMtgxDatNA2+dr748+afmBU4y2A0SK6UY2PURkxpNQX74/ajo3tHeNl64WLaRYxqPKrae0xEkCvl1eoW7Ly7Ex3cO2Dt7bVY1HdRjeUDpQoppgVPwz/D/sGM4zOwuP9ieEsl/C511C89CQCHIg/B1dkVPbx6YNieYdg6amuN0Zjd93bDztwOwxsNx5vH30SnBp2w//5+BLoFYkn/JTidfBrt3NrBzbru7LIzKWfQxqUNTIQmOJJwBNPaTMMPl3/A2KZj61Q+LaUkBVnlWQjPCcfMtjNxNfMq5CRHX5++nCJSh9+Gq5lXkVySXKeSVoXiQrx6+FXki/Lh5+CHxg6N0dihMfwd/OFu7Q5nS2c4WznDzswOU4OnorlTc3zS+RMIIFA/awqlAh+e/RAfdPwAbwS/AQIhwDUAPbx6GNW8yM7O5t/QWkLFVIrIiUBaWRrauLRBWmkaiqXF6nQNgBlYbtZuUJIS04KnYd3QdRh7cCymtpmKrPIsBCcGAwCaOjbFO4HvoL9vf1zJvIJ2ru0QXxSPoPggTGgxAdOPTcfMwJn4N/pfCCHE6sGrNfoqVSCWi5Evzse51HOY0mpKtddxPvU8vr/8PcY1G4dJLSfhdu5tXMm8gju5dxBXFAd3a3d83uVzBMUHYbj/cPT06olXgl7BphGbsPb2WgQnBsPHzgdNHJugi0cXBLgEIKkkCT9f+Rn7xuyDk4WT0Xe0QqnAmttrsPvebvzS5xd08+iGQbsHoYtHFyzqu6jGPgjLCsO+uH3ILs/GcP/hKJGWoFBciEJJIS6kXsCS/kvQ1bOr0f2pUn8EAA7FH8LyG8uxfth6+Nn5gUCQKWVqDQxzE3PYm9vjXOo55FXkYWn4UvzS55dqy34euH8AZdIyvNb6NcTkx6BEWoKjiUd1yhJqY3/cfvx2/Td09eiK3IpcxBVxiliAawBmBc6Cnbkd9t/fj1mBsxCaHopmTs303hXxRfGYdWoWKmQV6OXdCyZCE5gKTPFikxfhYeOBO3l38FfEX3CxcsFrrV7Dv9H/YuPwjTiZfBLOls7o7NEZxxKPYZDfIOSIchBbEIv+vv2xL24fLqdfxuXMy+ju1R1DGw3F9czrCE4KRj+ffnit1Wto49oGc8/NxeRWkzldrw7YGLkRvb17w9HSEXvv7YWNmQ3+jf4XrlaueL3162ho3xAzjs3AppGbjJY8nH16Nr7u/jVSSlLQ2KExzqedx+9hv2NIwyF4o80baOLYBEvDlmJcs3HwsPHAzZybWBWxCgDwQuMX4GrtigZWDeBm7QYXK5da0/qfNh6K4i4QCMIAJACYTkTllctsAKwH0MTQgZ9HPC8GekVFBayt+YdMUs7UaQsbDW1TIZcjPy0Fju6ej5zqrnohFudkw8bREabmj6cmpjE89r5QKtn4JtIYyfdPsWHp7A/MDtM3fjMigOxIoMNrTD8PXQH0n1fzueRS4Ppa4OISSGAOCysbwNIJcG4EuLVk+nfVH8a7RwBbD67RXlEADF8IFCQAICD1GnB7J6CUc234Bi0fwQ0BcPwrwNqZ2wMAG0ez06D5sOr3M4SKAqbnm1qwaF/uPWDEwpr3i9wH5MYCA76s+zmfNGRixFw7g1btOgF2tZ8w1qOW2P8u0O9zFpasBonFiXC3dq+zEI8KGWUZsDa1hr2FPdZfWI9pfabV+INfIauAkpSwMLHA/EvzazQuqTJfdaT/SKy+tRr9ffvDQmiBpeFLsXLQymr3za3IhVAghLOls9EJdKG4EPmifDR1aoprmdfgaesJXztfiOXih6o7K1fKsS1mG15t+SrCssLQ0KGhOn/4aaNQXMj1pMvzAQtbTYpQ1h12mHZ6AwBw69YtBAZynr4qp7UuzqLUklR42XqhQl6BInGRjoDbg2BrzFZ08+iGBjYNcCzxGCa0mGA0JaM22BS1CeObj3/g5/9hUSGrQFJJkjr/O6kkCbkVuSgQF6BAXACxXAwLEwvsfnG3Dg2/KmadmoXJLSejj0+fas+n3Z+PCyoHx+fnP0euKBeDGw5GgGsAWjq3rDH3+PPznyM0IxQNHRrizwF/wsXKcADleNJxtRZKbZEnysPXIV/jZvZNBLoFoqN7R3Rs0BHOVs4Aca17uVIOU6EpiAiFkkI4WzrjXOo5FImL4Gfvh+9Cv4OXrRdiC2KRL87Hjz1/RHJJMhwsHDA9YDpmHJ+BRX0XIV+UjyMJR9ROP187XwgEArx36j109eyKrLIs7Bi9o9bvF7lSjiVhS1AiLYGzpTOcLJ3gZOEEYZ4QY3qMMbqfVCHFa0dfw47RLGroau2KEkkJfr7yM0wEJrAytYKc5Gjm1AzppelQEAuzieVidkAO/NMgldwQymXlmHNmDv4e8jdMBabVvifW3l4LoUCIBtYN8G/0v9j1wi6cSj4FFysXtHJuheNJx/V0FaqCiJAvysei64vgaeOJzPJMZJVnIasiCx7WHniv/Xvo7tkdAoEA+aJ8uFi54FrmNdhb2KOlc0t8H/o9Pu/yOTLLMxGWFYaJLSdi7e21aN+gPRrZN8IHZz6AtZk1fO180c+nHwb4DcD2u9sxpOEQCCCo9jelJmSVZ+Fq5lWMaToG31z6BnbmdojMi8TN3Jt4y+ctfDjIuG5BQnECfO18q/2dvZh2EV08uiChOAHr7qzD4n6L8cGZD1gnx9QKlzMvw87MDqWyUlydfLVODsmnhYeiuAMQAWhtYHkbAKLaHON5+DwvZda0Ke4SkYgkIv2yL+LycspOjH+kpdfkMhnlpiQ9VKmeh8UT6QtxKdGqHmqKMimVRCF/EN3eY3j7vPtMRSdievx1A1S7pFCikBWG95eUU/jJ3USX/uBa7RHbiVZ1J7qzl6n1awdraO6xx4gSLxEtbESUX1l7syCJy5YRcRmz6/9wvfezC4lkhqmhdcI/w5narsL534iOzef7U9s69ERcVi/xkuZ7XdIwREVEefH8WdWd++hZRE4sUfpNSvr3A6K7R592a/6bSAvj5z2iZtq6HmSSWpd01MbD1kGvx1PAvneJ4k5pvufHc1pNJer79OlCLBery7RVB5FMVKs5x/PQn/mifKPpGio8SL127X0fBbRTPVT04fjCeJIqpFQoKtShQacUMxX7ZNJJmndhHsUXPZqa4LXpT1XpuZSSFMouzyYiogJRAVXIKiinPIfiC+PpZvZNisyNpLTSNCqXlj/R+avq+T6VdMpgGdjqkFuRS8vDlz9y+rZIJqILqReIiCg0PZROJ58mIk4ZqG2ZudpCppCRRC4hiVxCK26soAuXLjzS46uQW5FLxRJOeUspSSGFUvFc0d7xkBT3mwA+I6JTVZYPBrCEiB6v2/IJ4XmJoCsUCpholVIjLZqPNmRiMQqzM2Hr5Axre+NiIHU7txwmJqaQS6UQl5XC9jHQ6KvDE+uL0iwWaAvbADTuB1i7Apb65aDUUCr5r0BgmP5enMYidL5d9NcBKCstha2dFmU8KQTYN5MVywuTWEhPLgFMzIHQP4CsSOCVf3jb878D7q2Zhq8+XzoL3BWnAi//w+sfBEoFsNAP+DgSsHLiZanXgMOfAL0+BJJDgBeW1+5YhUlcHk61vVIJhP3DavQ1eWuz7gDJl4HLK4DXgwCnhtWXoXtaiDsJVOSjrMlo2NrqlwSrx0NCWs6VDsys+Fka/F3t9025CqwfCnwWD9jUTVhGVdqyHv8d1NinufeYLfWQApzPBAqTgbJsToP6j6J+jP63UN+f/z3U96lhGIugG53hCgQCZ9UHwNcA/hQIBK8KBIJGlZ9XASwH8IByzs8GBALBCwKBYI1AIFhTXFz8tJtTK4hEIvX/CrkM+akpBrczs7SEs5c3yosKUVaQj9o4Y4yBiFBRUqymXApNTGBm+eAUyWceqrJqQlPA3BbYPAbIizO+/cZRQNYt4OBsIPqg/noHH8CtBVPnDSD53CZgz5uaBY168WQqZDnnUCaHsIr5qe+AK6uB3lp5w/0+0zXOAS75Nnkn0+6PzEW1KEgAgj4w3La8e4BtA41xDgBeHVm9vskAvqarf+vvZwhOjXSNeaGQjXaZyMgOWjj7KxB/hh0Padcqaf0PCCLgzAIgO+rBj2EMzYYAga8iLvQwEPJnzdvXo27IvA2c+h6wdKibcQ4Abs2Bdy/V2TgHgNu3b9d5n3o8ZYRv5JQaFfLjgTUD1F9r7NPIPUDUvsfTtieNpIvA3cNPuxWPFfVj9L+F+v7876G+T+uG6kJQeQByKz9BAFoC2AYgvvKzDUBrAAaskecHRHSIiGYS0UwHh0cTZX7c0I6eC01M4exjPH/L1Mwczl4+kFSUoyQ3G+LyMshl0rob60RQyKTqSKfQxATmllYgVeT4v4qOr7OB+tZpwKWp8e1e38fCZ6OXAs2GGt7m775Aea7BVcImA4ARv+kuHPoTcG0NkHsXuLmVy7rZe/N5PAI028nE7Bio2qcCAdCgNZAZwbmXxnBxKXBjE5BuQOsx4yafTxsmpoBfNyD4C6D1GCDwVf39DOHGvxxh1sawBbUTiXt1K9eW7/0xOygSz9XunAbbsRm48DsQuffBj2EMQXOAggTYunoDroaFUJ47yMRPuwUaNOwBjP0f/3/0M2ZV1BYyMSAufiDHjJOTU80b1ePZQkW+7nfHhsDr+9Vfa+zTAfOBvp89hoY9BQRO5nKhD+Gkf9ZRP0b/W6jvz/8e6vu0bqjOQB8AYKDWZ0CVZdrf6/EEoW2gCwQCyCViNGrUCKdOnTK8vakpnLy8YWJqBlFJCQoz0pGTlID8tFSU5udCLpXUfFKBAHYubjpU+uLcHEhEFQ99Pc8FhMLqadjiYiBqPxB/lum3hvDBTTb2DcAtN4Sjgtpw8AG6v89R9L6fAhHbgCt/Ab0/0d3OzJLV25UK/QP79wW6vQNc/gvY+5Z+5LkkA4g5xHT1sH/098+4yRHzqvDtztFvey+gIJE/NcGzHeBUpcb4tbWcRlAd0sM54m1hywZ6YSLQfETN5zOErDvA6R+Akb+zInxdcfSz6p0d7acAtu6wdGsENBv28BPi5FAWE3xaiDsJrO7x9M5fFeGbgLz7/H/Xd3QdVTXh0lLg5hagNLPOp62n5T2H6DOXxS1VEJoA6ZoUthr7dGlrYN3gx9S4J4zwDfy+ltfit/45Rf0Y/W+hvj//e6jv07rBqIFOROdr+3mSDa4HIJXqTtilYlGNhoBQaAJbZxc4eXrBraE/3Pwawc7FFRAIUJCZgfz0VFSUFENpICJORMhPS4FCLtdZ7tDAHZY29QMOAOfGJpxjKqExZNxgg6sqZCIo7p1mOn1V9JzDtN7400zxdvDh6HVVtBkHyKtQxU9+C9w7zkbt/VO8jYMfL1MZOZdXAe0nAz0/YAqkNiUU4Kh61Qg6wCwBVYQqPYyNZoDLvyVd4rbeOw7EHAZij7HzwKUp4FqFhdBiJNDqBZ48io2kmFg5A+IidjZY2PJ1bBtfd8NVXALsmgYMX8SGdFYkl2yrLURFrDx/41/D6+VSvkZzG6SmpgJ/BHLeJ/BghrqoCPh3HKc3PC00GwLMeYaqaJrbAKbm/L+dO1CeV/t9R/7O0femdTe6UlNT67xPPZ4iFDLg73764+7K/9SOzBr7dNohfmb+CxAXAYO+Y2fufxT1Y/S/hfr+/O+hvk/rhlqpLAkEgo7VfR53I+uhCwsL3XIetk4u6uiuTCKGrDIiXh2NXWhiAnMrK9g5u8LNrxFsHJ0gqShHXkoiSvNyoZDL1NsKBAI4e/nAxFTXgCSlEhXPSd7+Y4dLE+CFP5iybQySUsNGqJkVhC+tNByhN7PkY15fD+RE60fPVQj7B7iwWHdZt1mAX3eOzLefDKReYXp6eR7XZa8o4Ihij9mcl9tsGEfpVVDI+JyeBjQgj80DRIWci97lLcC/H09+/+rG0e6QPzg6HrGNI9ZBHwDL2+rnm9s2YIP+777A+d/0zwOwU6I0k88BAF3eBIozAEUdDHQipp/79wXajWdavWcg35Pa4t5xThmIOQQo5Prr8+4B+94GADRr1gyYE8ZaBkolsH44sxHqgju72emSHVm3/R4VFDJ28tzaweX9ngW0fUVT1zr9Ru31DxRy4OwvnIe8v/Z10VVo1uw/kq7w/wUCITBmle47VSAAXtujLpNZbZ9KStnpauX0bKV4PCj6zAVuba/9eHkOUT9G/1uo78//Hur7tG6orQxyGIDrlX/DtL6rPvV4gpDJZDrfpWIRlAqOCshlMkTfiUTfPn3g6OiINm3aICgoSL3tjRs30KFDB9jZ2WH8+PGYOHEivvnmG1ja2MLJwwtOXj5YuHgx/Pz84OnhgQP798Hc3BwFBVUiqwAgEEBpyFD5/4q/+wJ39hhf37g/0MIANXvXVORHnjG+X8vRHC0UmgJNBxnepvMMYMgPmu9h67n+r4ri2e0djvxKyoAOUwD3AODqGj62Q2X94i4zeD8ViyInmo0hCwMsiUnb+XoSL7ChtLgZ57FPPwa8GQxMPciT4UnbgBkn2Xht8zJQtTZqxi2m3veYwznhhmj6/wwFEs4DjSrr4Hq05Uj1vePG71lVXF8HFMRz3XgVGvWuG8397iGg+yy+J4aYEh4B6hzXtLQ0ICeGa7fHHGRHwP3TtT8XEdO5A17mSP/jgFyi6Wtj6538Afc2gGuLx9OGuiA7ClivNX4a9wNGLDS+vTYUUsDCDrDz5LFQR6SlpdV5n3o8RSikhrUtTn7HaT2ooU+L0/hdePwrZvc8z4g7yVU32owF2k182q15bHjmxmj8GWD39KfdiucWev1ZlAqU5xveuB7PBZ65MfqMo7YGuj+AxpV//QE0B/AqgDsARj+eptXDGKrS0M0sLCGszEs3tbDEyxMnYtjw4cjOzsKKFSswZcoUxMbGQiqVYuzYsXjjjTdQUFCASZMmYf/+/TrH+unnBbgYehmXr1zB9cuh+Pmnn+Hm6gonR0e9dgiFwideZu2ZxpQ9LJpmDDIRG/EqZoPKuTH4exSYexvfTyAAxq0Fxm80ngcvFLIRKi7m45fl6hrDTo0A/z5AxFb+vmMycGUV0PsjzTa+3XifxMqsFWP551l3eNLaZABHy7dNBHrPBWaeZ6XsqrCwZUMq/jQrcKuuPz8e2PU6MGYlK9HbuBo2mEcuZsPKzl2zzLkRcOYnw/eiKjIigHMLgfGbdCme/n2AxGpSEpRKFpRTyAFpBTsJmg/nia4hdee4k2qhPZFIxMZ5fgKXwes4FUipg6BZxg1AUgL0eJ/v9+PAkbnA2Z+NrxcIgc7TWTvA0sEwa6Au2P9u9Q6smtCgNYsFiou5BKFSwc+TtLzmfc2tOV3E3BqwaVDnXFztyhn1eA5QlMLsj6rw7abWCKm2Txu04ooTr24FGrR8PG18UmjUm8XurJyqr0TynOOZG6NZkeyYrscDQa8/r/7PsE5OPZ4bPHNj9BmHgaRXfRBRsoHF9wUCQTGA7wAEP9JWPUEIBIIXALwAAE2bVqPSXRXfPwHF9+8N08etrHRFyLSF265cuYKysjJ8+eWXIKUS3Tq2x+jRo7F9+3YMHDgQcrkcH3zwAQQCAca8+CI6d+qk3jc3NxfLli3DzZs34efXEAAwctQoXA4NRUleDhzdPSGoUnu6rLAAAqEQJqZmMLfUOAr+X8KIAJwaZlbA2DWa7ye/Bbw7Am1fQbvAGva1bVDz8eUSdgKIioD+X+iv7zGbKdhd3uKJqom5rtK4QMD08bB/2Pg2pOAOcE1dpZyj70WpbERaO3NE26eLrjCTCkQcfQ5bz3nEga8Cm18C+n3OhlZaONB2AtO6G/fT7FecrqlFr40X/gSWtWFHgVMj4/dEJmZjbvhC/XrGPl05yi0p5ehqVShl7ESQi1lfwKs9X1ublzi/ddRSwMRMs71CBhA7z9q1awfY9mQ6vIkZ53/+2ZGvVViLMRK+iY36Bm048i+XMCPiUUEhZ9q60BTo/6Xudajwz1Bg4r+Asz+wZzowagmX1XsQFKVw3+bfZ5r6gyAzgpWo7x4Fbu/k59i5sWHWRVWErQfKcoD+84DDHwFDf67TtbRr1+7B2lyPpwO3FsDELfrLtRhM1fbprZ2VrCUzfj+0GP4YGvmEkBvLY1gpZ6fm1IPVC54+p3jmxmhBAjMx6vFA0OlPuQQY8mPtfjvr8czimRujzzhqZaBXg0QA7R9BO54aiOgQgEMA0Llz57drvaMR4/lJQCQSGVVDzMjIgK+vL4RCIZQABEIT+Pn5IT09HRkZGfD29oZAIICotARyqRTeXp7qfU+fPo2mTZvqOCqyMjPQrl07CIRCFGVnwdHdQ8dIt7SxRWlBHuQSCQQCARzcPWFm8QgNif8azK2B0iyOZvT9lGusg+tD9uzZ8+GO3eN9NoT2vwtMP6o/CfPtygZO9AGOtredwHno2gZ1u4nA6R+ZBpp+A2j/mv55WmmRZgZ9o/k/6zaXMjJkoPt05k+rF4GNI7lUWt/POEIbfwawtGfDbXVPjpirIt3iIq57PvBr3eOZWXGUK2yDLrW/Ks7+zBEwQ0ahmSU7IFKusBiaNoiAf4YAk3ezoX5hMefxA0xxd2nCTANtwbGWI9X/3r59Gz2bu3Hu/ZhVzA6wc+d8ckM5/dqQlHEfvX+N2+jcmEvt1bRfXZB6hXP7LeyAe8dYqK8qZp7VCBdOO/Rwk/rwjUCnN9gpkBPDfWcIskpniCGDKPky4N6an13f7uwQGvRN7QT4Aidp9A+m7K5z8x/J+KzHk0PWHY5eBrysu3zPdKD1S0Cbl6rvU2d/wMKe2RnK5zyN6+YWHnseAcC0oBo3f17xzI3RwkT+/ZKWs1O6HnWCTn9GB1WK5HrrzwXq8dzgmRujzzhqKxLnXOXjIhAIAgD8CiD28TaxHlVhamrcr+Ll5YXU1FQolUoIhUJY2zsgJTkZ3t7e8PT0RHp6OogIFjY2sLZ3QGZ2jlpMLi8vD15eXupjKRQKnDl3Hu07doRDAw8IBAIUZWepa59LxWIUZnE+n6tvQ9g4OaMwMx2istLHePXPOe7s5gjeuV/ZkK1UpHZ1dX34Y6eFAce+NGycq9DjfSDoQ46cO/rq04Mt7HhSe20N0yGrlrHKvQfsfN3wsft+ZjwqeeB9IPMWG6nTDnE0tsd7vK7JQMC5CZdscw8A4k5o9nNtzs6CRr11jycQAG6tePJpTM09+TJwezdHuo3dD/8+nEdfFQIB8Op2Zi0olUDeXaDlKM36NmOBSK30ECJgVXemwqOyPzNvA1aOmqidX3d2BtSEyL1Aw94sMAfwPaktzV0hZwP39I8c+TOGu0f5vvt05mh9VUQHceRNdd/ERSyy9iCQS1j/oOs77OQwpoIPcJ552HrDdPoe7wGCygjK4O/YQL+03Li4oDayIjUsgZQrwL0T1W9fBY9kfD4M0sKZzVGP2kFgoq93AQDj1jEDBjX0qXcnduz5dNJn7zxrKEyuvhrFqMWa9/jNrZyq8x/EUx+jVVGQCJhYACV1L+tYjyr92W48MHoZYOlYvW5KPZ5pPHNj9BlHbXPQ8wDkan1yANwG0AXAe4+nafUwBkE1kaxu3brBxsYGv/32G2QyGc6ePYNDhw9jwvjx6NGjB0xMTLB44ULIZXIcPnoU165dg7SylnmrVq0QGhqK+/fvo6SkBLPffx/x8fEIDAysjI5rjPTyogIUZWXAztkVqtZY2dnDydMbZQX5KMnLVRv+SqUScqkU4vIyyKsI3P2/Q5+5wKvbmNqtBXNz84c/tnsAU7+ri3S2fIEjwH0/Y1E4GwMvzM4zuPyaa1P9mu5OjYBBBnI7Vdg4WlPCTRu9P2IjHGBDPGCcZl1WJEerAaDteODOLs26XVPZqDcUlR+9hCOxJ7/VV1qWlAEHZvGPuqFrVKFRH8N571mRLDQlEABZt5hqLirkyD/AWgOxR3SdA5O2qYWpzM3MgNA/gT6faijYfj0Nl9lTQamszHvfxBEvFTzaVi8UJ5eysXrwfWBJc+D410BsMKuvGwIRl9Tz7sSU/PQwfSomKXSfI3M7Zl88SLm46CDuJ7fmQIfXmJ5uLAf87iEeI1WpjJIyFlwK+4ep7T5dgZI0dpr0/bTmNtzcrCkLKDStM1XykYzPBwURP8uXVz29NjxvcG+t61BTIS8WyI4GUEOfLmnJ470shx1vzzIOvGfYyQhwCtBpLa0Ol6b8/n2UEBfXLs3kMeOpjtGqkEu58ohXB35P1aPOUPdnUQozsMwsgZ6zdX+XUq8/2G9SPZ4Knqkx+hygtgb6AAADtT79AbQG0ISI6lCnqB6PAlVV3LVhbm6OoKAgBAcHw9XVFe+/Pxv//vsvWrdpA3Nzc+zduxf/bt8OZxcXbNmyBaNGjYKdoxMAYNCgQZg0aRI6dOiAzp07o13btrC2tkbLliySozbShQKIyyvg4u0LS1tbOHp4qWnvZhYWcPH2hUImQ15KEnKSEpCblICirAyU5uehID212vJv/y8gNNGjvGVkZDz8cc0sAZsaRPtMTIFZIRyRJgLWDeYIjDZcm3Pk2MMApTrjJuDga/z4L6/Tz/WWS/hchtTgATbeph/l/1uP4QiPqIi/O/pxpNcQIrZrJkB/92UGgQonvwX8erDqfVkOnz/XANnHpzNTYauWv8u4wSr2ANdybzWaDX3nxrzMwYfvU8I5/l6epxP1rbh9kHPSb2wCiirvb8MeLBRn7Pk/Ph84OhcozdZV6/eoIYJ+5ieehDs3AWaeAxr1Yhrv9fWGz5V7l2vCZ93mXOwWIzmypoJCzvu7t9EsMzEFur7N+fh1xfV1bFQDfP8atAJijxredvD3zO74Xx/dSb/QhGn48WeAwIncnqaD+fv9UzW34cUVgJkN8KsvsH4YsG0C8KMLf07/WOPuj2R8PijunwYq8upWceD/Oy4t5yoVVZEbC+SzUFq1ffpxFEfrrF2Z8fMsY/oRoPkww+vMbZm5o4JfN02ZwkeFK6uB6/889cjmUx2jVVGcysKmTg3VVQPqUTeo+1OpAEwrAwVnfwVCV/D/4mJgw/B6ZtFzhGdqjD4HqJWBTkTnq3wuEtFdInrOk7OeT1ha6lP3kpKSMHgw58O2adMG58+fR3FxMaKjozF27FgUZWdBVFqCwIA2uH37NsrKyrB7925kZGTA090dcilHAv/66y+Ulpbi3r17EJiYYODAgTpeL4FAAIcGHnD28oaJGVNGJeXlqCguUm8jNDGBo4cnHD284OLjhwb+TeDs7QsnDy+YmJlBVFryGO/O8wmVE+SJQOWBFgiAt07xJEJnvRBoMw7oNBU48qkmOk3EUWFZhfFj23uyWnvIn5plJRnAqe+M7yM04bJl5XlMCffvC8QEMf0+PVw3z1sbzYcBvT8GJvzL4l/bJwEnvmH69r3jwPBfgdu7uB57QQKvI9KdSJpasFBfchWF9Y5TOQKnVHLedMsXmHLu30+zbZuxQFQlzT0nitMXKu9T84z9rEw/44TGYeHYkKm3BQmGr2fw92wct5+iG+F1bwtk39EY23KJ5hh5cUD0QWDkIuDmv4CtOwvi9fqQDZH4s/rnuXsEaDcB6PcFHzMjAgjfoDGIwzcYNlqj9vPzUBdk3eEISLNhPLnKvQd0nMbq+FVRkAic+oHZEpN36N4DuYQdC23GsaI8wMe8fwqIOlB9GwqTWO099QqLGH4SA7g0A77KAt67wpT7GiKAtRqfRz/j/PpHjSurgME/AGVZ7Gx6EihKqZ06/rOKztOZFlsVAePUlTaM9mlJJpASyu9HoZDvRYWBMqPPApIvs6DdsgDDqT7mNrrvz8Ikdn49KhDxeyQmiLVCniJ0+pOI3w2pT6kKcEECOyPtvVnotB51RsuWLbkf7TzYKQtwJY4e7/P/iRdYH6Kg3kB/XqA3RqtLzalH9Qa6QCDwq83nSTW2HgyJpG4lggDA1tkZQlNTnDt/HllZWZDL5di0aRNu376NQQMGQKmQ48qVK0hOToZSqcSxo0fxzddf46uvvtI7lkAg0KHZm5ibw8xSX1nezMICJqamEAgEkIpFqCgpho2DI8oK8qCQ1/t2tJGQYMRoe9wwseASZAoZGyn7ZwGiAmDoT4B3Z476mlrwy1Qg4LJDhujm2nAP0I16O/tz3fTqkH6DDXSAjcfbu5iKmnGTI+GGYOWkMYgCxgHvXebIxY5JQPOhHCFuPwUYMJ+N5CmV1Pn1w3RZA4366NY1z4kBDn9c2a4wPo9rpXCirILLvRBV0tyPsvHYuD8w8Cs26MM3QFZeCLQawxPopBDeVyCojKIbIB1VFHA0OHIvR0u1YesGmFnztQFMRw+ex//HBvO+vj2A965yXwkEzKboO1fjNNBG2HqOopmY8bbvXmTDPv4Mr+/ylmHaeMvRXBKvLrjyP3akmFkwA8G1GbMRMiLY8NGGhb1Ga8DSgQ0PFa6t4UhdlxmaZU0H8f0dvaz6NqiOm3qVnyUbN+D1fXz9rs2YLZJ6tdpD1Dg+C5M4inhw9qOl++bEcF5+uwmcIqH9nD5O7H2rVsyCZxalWYbZI0khQMgfAKrp04o81stQIebgs6vGbWHLBsz7V9V6Jjo4/Ak71mKDgaA57CR8rw7lHquDtIIZWNJyFl7UjtQ/Bej0Z040sOVldVWNJ46CRP7ds/cCSuoN9AdBQkICs8/WaQm4mpjxswwws8jM+j9dOvC/Bp0xmnKFRYHrYRQ1RdCTwErtxj6q9fV4gngQiripmTksrKyRlJKKwMBAODg4YMmSJdizZw8aN28Ocytr3Lx5Ex07doSjoyO+/vZbrF+/Ht271/yja2pmBqGJSbXtsrSxhb2rG5QKJcytrFGan1vna/gvQ6F4Sjl8QiEboLIKjli2Gw9YV9LkhSYsGFeRD6wfztSyuJM1H9POg2nZZ39l+lnMoerrjQOck+/gw9HupkMra60nAp7tWeHdEAQCnmxLStgosnJimveHt4DAyRwlFQp1c9YEAmDCZmYNiCuZHFUNdAcfjvICHBnSVq23dgYmbOLj2Htxbe74M0DoSs6TWzsACN+E++0+43MrJPxRwa8HR+eqoiyba9T7dmUBtKpwD2ChsN1vMHVS5WywsGMROqFQf4Le5W0gcp8unbwkk6mBrV/ULBOasKF68ht2ktzZrUnBINJEUk3MmJmQHaXfvqoQlzBVP/qARgU7cBJH+82sWFVfm1YPcPtVjh2hKZdVU7EdGrTie+3RVrO9tTM/Z4c+BFKqMbDNrIEmg4DUa3x/BQKgPBcor8xJb/Ui58lXgxrHZ+Q+Zl2YWrAz4VHhyl+sCWFqwU6GJ0FzryjgPr61Ayh7Qu/pO3v4eakO+fG1j4je2mH4OXX2ZxYMqulTj7bMQFFhyI+A5zNYHoiI02wa92MRR0OpHi/9xekqNzazoGZxKrNqCpMe/vzm1sC4NTyeI/cbZus8Qej0Z4PWwBfJnML0pKj32pFyVQTdwafeQH9AKBQK1rx5+7RmoUBY+ZuiYKZe4CQu3VmP5wI6Y9SrAzMM62EUNRnoXQB0rfx0AyAGME5rmWp9PZ4gDFHca4uZM2ciOzsb5eXluH37NkaNYiGdwsx0vD1jBvLz81FSUoKQC+cxevToGo6mQVF2JpSGlJcBSCrKUV5UCACwdnCAvZs7ZBIJJBWGKZQKuQzi8jKUFeSjMDMDucmJKC8qqtuFPmd4ohT3qug6Ezj5HednNhmoL6Bl48oTvaaD61YH26s9G81WTobrjFeFtIxznM2t2Og88glPtKrDlF3AxaWc5yw04XPZegC+XZhubwj2nhzh2PQCT3K9O/HkX5X3XpLBBjFRZf55lRJkOXeBPZWR3DZjObJ7eydwcQlP7N8+C79ulQZw4/66bAK/Hvp0eoAn2rmxQK8PWJxKRZ1XwaMtr+84TS1EB4AnKdr56tqwcQUadmc1eRUur+J+rJqH2n8+TzALkzRiatnRwIYRwF89NGkOchGL5xlCWQ4bWgCnNJz+kcvXqaLuAgHTEomADq+zwaAdbd7/LpBQOck3s+IUBVUE7OS3usJ5KjQbygwGZ3/DbQKY3n5tDTt9vDvxsqj97AACuH9jDlUrNlTj+Izax86sF/5gVfmqug4PgvI8dmh0fpO/+xsRNHzUiD/DTqu2rzC9/nFDqeD0gJgaSoBdWc3OmNo4qAd/x/erKmw91CknRvv0wmJdYzPxArMjnjUUp2no6uISfXFOuYTTXqRl7CANnMzvyeIUzbvuQRF3khkuLk3Y8XXwfWYbPUXo9GfKFS6ruGUc64k8bhABy1prnL6FiYCTKoL+H8i7lYmrr77xGNCyRXPg3CIAWg52EzPWuSlI4HSwlqPqDfTnCDpj9PJKZiPW09yNoloDnYjCtT5hAJQA7lRZHv5kmloPFcTiBxBqqgF2rg3UOeVEBFFpKeoSp3f28oGJqZnBKLqpuQXMrTQU+JLcHNg4OqEkLxfKSu82EUFSUY6CjDTkp6VCVFIMAmBlbw+HBh4oLyqAsoYoluwx3JcnhaioWkQlHxdIyYaka3Pj27g04ShmXQSGVOXF0sPZWK8Jdh6cYyYtZ0NEUqpfXs0Q+n3BTgaAVV7NauHAcvYHZpxko9HUnCMtKoX1I3M5IpUZwcaDR5XomXNjVhoHmOZengd0fB2Yc4Op9kKhpj+LUtgRoEKD1kyh1Y4WKhXAyi7sXGg8gPtDZSSr7407G+NNBmiWKWRAwgXjInoAt/POHo3Kc9Q+FpGrCpfGbEyf/pGN55PfAptGs9Hp0ZZ/TAF2SHi21933wmI25kmpEcQbtZRzUru8rdnO3AYYXVnyzrMdOxAStAyhV7fy9atQmsUUuJwY/r/NWP12Nx/Gz5fARH+dCiMWcg15l6YaocLB33OfA/xcm1lWO5Gvdnzm3edIc8OezETo8T6nSDysGGbYeo7u27rxd/cAZlrUFGnWxt0jdY9s3jvOz0KvD5kVIiqs2/51RVoYp9Wk1EC9TrnMhk9tDK5zC/mZqQoV9RnV9GnLUfxMqODgo//MPwtw9OX0FICZJN3f1V0vLWeH273j/Gz2+YSdYoGTDL+P65Ka4dSIxxNQGblXAv7963oFjxQ6/ZkSyirqE7doxvnjhEAAfF+sYXupc9B9nt30iLog/jQQNFuTBvUEEHPnJjujqzLDwtazU77pIH7f1ovEPTko5JxyUJT6QLvrjNF2EzjoUFpfhtAYaqvi/p+FQCB4QSAQrBEIBGuKi4tr3uEZQHV10B8UJiYm6nJrAoEAju4eEApr/3gIBAJUlBSjvFBXTEchl4NICTMLjdFk6+QMK1s7mFlYorywAKKyUuSnp6I0Pw9WdvZwa+gPJ09v2Dm7wNLGFuZWVrC0sVVH4Q0hNyUJa+fMMLr+WYe7u/vTO7nQhGsDV1ee7UFhZsW0amO1yg3B3AaYeR7oNF0/em1we+sHa7usnCN3RBqaOxEw6DtWVN80hiPaVY9tas4522lhbDi/tpfp/6o629DqTztPLn2nglAI+HZnwTIVlAqOdg38ms/l3JjzwLWFqWw99CMFaWGAkx/nUBtDoz7MSrizh6Nm4hKg3UTD23Z+k43dVd046jPrMiu3D/2ZI+8lmXx//urBOboXFvN+Pp2Zbm7noXFc3NzCRnPDKjlmN7cCl//i/zu+rhGLK81i3QHte23nAUw/BlxaBnR717DjpUFrTs848K7+OvU5t7Bx56tF9kq9Dlz9m/8XCGqkuVc7PqP28fhRMU96fcjXYyj/v7aQSzja2V2riqnQBGjYC0iuQxT9zAIuVWis5B7ADoZra4GwSqHA+6eYmeDoxwr/htTQHyXijrPzJbmaCgeiIjY2e31oWGCwKpwba+qgX14FLGwI/N0PuLiY7+GtnXB3M1J+0dKBx7f2sbQrGjwriNjGTkwVzizQMFgAHpODvmVKcOsx7GT17sRpQfve0T/e1f8Bx76sWdQsOogjwz6VbJT7pwDXFsCxLwyX2HxC0Bmjfeay+KeJBT/bj7tyTOwx4Ojn/DugVLBj1qkR94Fc/OgFF5UKrmLypJAdyVUNjn+lU63kcaJBA3d22FdFoz7s9Gg6iB0gooL6KOyTQtxxdrw/IJNLZ4zKxOxAc232iBr338P/ewOdiA4R0Uwimung4PC0m/P0IABHzYlQkpcLqUhU50NY2tjC2tFRZ5lcKoG4TPflaWJmBplEDDsXV4hKi1FRXAxbJxe4+PjBys7eYJ13GycniEqL1RH3qnD1bYi3VzyDNMT/7zCz4gimIQGj6mDjArywXJfO/ahh6cj1tEnJP/rRB4E/2gE7p3DU+MMINlANoSgJuHeM/7f35Oi5IZiYsQGpPYHw665Lcw/5g9V+/ftqlhUkVoocEU9GWo5io027HFz8aeMK9yoIBEC3d1jQaf0wzvuyNPKea9iLo2svrWIaoV3lj6mzP+dXn/6Rjzf9KE/IrZy4fY37szEN8PeLS4Hzi4BX1us7N5oMZOo0wDXvk0PZKFDlxmsj5y6w+UWu2Q4jDhiBgPPpjTEtlEoWIEwLB3y7aZbbNtDNZ2/9IlOsH2QiH7mX1eVVMDHjsm7Hv9IIH6ogLqmd0nvkXnY+uFdJ8WjUu2Y9BxUKkzni/uZx4MzPmvJEVRH8GRugLUZUOp08ODoLcJWEa2se7wT43nF2wGgzMKoi9So/ux2ncXpCTe1pN4ErQgCoiDqOgi7zgZGL2fGQexc4vxDW6QYmmUoF620oFSxkmB7OVOklzZ+9esvFabrpSJ3eYIeKCqErgLCNzJ5pWbm86ztsYPf+WP94XWeyoGJCDYyLlMv8PgGYOVKQyO9JmwbG04qeJHJjWRwP4LFYlMJ9+Djh0pTZTV4d2Llp5aRxHFdHc1cqOU1BYbx0rkEknGOnpEpH43EjLYxZR1ZOXDr0cYMIPodfNayBYe/N47Jxf3Z4Ozc2XhmlHo8WYRv4Ga9BVLVGEAF73+R3TdiGR9O2/yAexEB/xn6l/v9B/hgU0AUCIRzdPSAQCGBt7wBT8zoaVODyaoAAxTlZakPawtoGtk76qt/lRUUQCIVw9fOHi7cPLG1sDBrmKpiYmsHS1h5SI3nrJ/5egeTIW7h9+nid2/0sIDu7DrTVejwaCARsLOZEc7Sl5Sig67vAa/vZc1+dWr13J454A5zbrKqZXgmd/rzyl0aBHeCoskooTiEHLq8A2r6sa8xqU/DP/MyT4gatdIWv7p9i8bOaEDiZjSBzG11xuKoQCIBRi3niUxV9P2V6Y3o43xczS1ZU126zUsHpAZF7WfylqnEJ8AS+OI0npJYOwKxQjjBtfZkdEHIJH+fScs5/7/ga90n3Wcbb3Xw4GyLa0UQVhEJg1BL2+mtH0J0aavLRAaYwK+VGBfCMjs/saDYWfbroLvfpxA6I/e+yg4CIHRAnvgLCa5jgEjHLQDt6rkJdhOLuHWOD1L018OYxziE98bW+aNbr+/mZtPMAjn6qm+ri2oxzucPW6x8/PVyTOvGgKEpl48WnC1c4MKTPALAjRyYC4k5wxYLoA8aPqZADC/34OhUy7L5YjkNHI1iXot2rbDB1ngFhnIHfCqEJ8NFtwMSUx92mF3l8f570eBhGDwoiFta0ctIss/fi94SqfwNeAUjBz71quyYDebxlR+k6OaL283UO+BLo8Fr15x3+qybtIv4MPx8+XdhIetzpENVAPUbtPDXXIBBwRRIzK+M7PgrYubODy6sjO4CctDQx7L2NC8UJhexArauBHrGNBdMybj54m+uClKv8O+bXg9NHHlbDoCYIBAjvtkLznGkj4Rw78ywd+btLk/o8dG2onNI14dLyuo3XwmR+5w9dwLoTDwD1GBUIgHcv8Th5FtlJzwhqKrMWpP0BYAlgrYHl9XiCeBiRuOogk4hRkJkOgUBQaWzXHUKhEJa2dhAIBBCVlaKsUN/DKxAI4OTpBaFQWCcavY2jE2QSMYpz9CfLnUe/BFffhjXmqT+raNOm7i+pgoz05/Z6nxkoZBzBlYuBYb9w/WSPWvbF3aOcq12UylEkLej055hVujmtXh2YCiouAW7v4Bz3bgYop3IxsG8mR2P9+3LENyuS15Xnc+6ddlTYGGxcgBaVudoqXYC6wsKOHRLB8wxHEqUVwM7XuCbt9GA2Fowh5A9N3pltAy6T5t2ZhdpWduHSTfdPATPPcmR18LeGJ2oqNOrDE2BD0Za4U0DwF/y/Y0PNcqUSWNxMI36norkbESozOj7V9HYD77GBX3Ou/b63geVtOaJuYgEMW2D8WgBmRigkhtkR7m1Zgd5QfnVVxAYDLYbz/w4+bKSnXAUOvqcx4o5+pktLVso41UE7JaXPXKaJq+6VqJAjlJvHasr9PSjiKvPdhSbGKxwAbHgOmM/OHTuP6mnuQhPgo0juk8zbGN9BjFd/qkzHUDlsWoyAW2G4vrMiJ4YjzOJiFhobsxLYPgm4vrZuyufl+XU3uuqC0z/qO3oEAjbcVJPuinzWH2j9kmYboZAj5ae/1zVqTC01KQHnfzc+Ad81VXfd/VP8nDZoze/Ai0sf7rpkYk103hgkZUxbr0IbV49RSalG5BPgPtXWAXnUIOK0IFER52nHneKorgrV1UJPvc7vparCrNVBVMQife2nPBkBPHExO3reuQAM+obfKRd+f7znjD+DAHczw+tSQjnVReUwc2lan4eujfjT7FisqXpBdhQ7xGuLG5uZmeTbld+FD+CkUY/R7Ch+V7k00df4qYcaNVlH+VU+WwCkGlhejyeIxyESBwAmZuYwt7A0qq5eW1hY20AmFkMoNIGlreESWXKp1KChLRWJjJZgMzE1hZmlFS7v1c29EpeXwdTcHI7uHmg/dCSkogrkJifi4OKfEXnOQOmZZxB3796t8z4HfvsBGXF1368eWjA1B944zAZodiSwbULt9/XtxlHOliPZSNOCTn8mnOeosvqcFizSlBzKCuPGfqAsbHUjsx4BXNsdYGpYw161Tx3o9i7TXx18are9IbSfwgru2nmukjJWc14/jCPik3cbL4unwoRN+mKDLyznSO6YleysmBrEOZy1gbk1l5rKjNBf590RcPDVlFdTQSgEPk/UzWuvJg/d4Pgk4vJqAS8bb9egb4HZYcDkXYCdF0ecN442Xq5QqeCKCgO/Nmz0C4Xc7zVF0cUlQNp1XQFBa2dg6kE2WO5Ululr9aLmmSjN4mi2Xw8WCCzNZuM95Qo7lS4u5b5eVekU+jACKM2oOWe5ivMKeXHAv2P5/t07wVF+wHiFA5mIKxGU57FxOewXjubkGHn3Scs0dcyTQ5Bn2w6X92j9ZuyaBphZQSKwBDKrRCCVCmZSxJ1kVkGbsazMf/onIL0W0UoidhRdX8sCe8DjiTb2+1zvnQMAeOUfdsgp5KysnnCOmUHaaD+Znw+VdkVRKtBsmIbx0mSg8bE3epnmfaVUcgS96SB+D3kE8AT+YXDqeyDog+q3ubiY6ftV0hzUY/T0D/yOWtaGHVIuzYDxj5GWLRAAH0dxSsXL//A7xbmRZn11FHe5GIjcAxwwwJYxhqj9QJP+fN+fRAQ9+pCGTXZzCzDgazauHqdRLClFSnys4XX3zwDmtpp3hUvTJxdBl0sqnXgH2Umx9212Fj1LiNwLSEtrviejl2qqpNQEhYz7vtN0Thvx6vBAVRvUY9TEnOcLSiWwtFXNTrn/p6hJxX16bT5PqrH1YFRHBX8YCIVC2Dq7wNrB8aGPRZUD39TMsBfUxNQUVva6ubBEBFNzc1hY2xg9roWVNRLCr6EgQ6OMmpuUgPCjBwEAd0MuYMMn72HPgm/QoFETXNiyHvnpdVOcTLh53aDz4HHC5AEYC28uXwOflvX0oIcGERsMdp5sGNYWNi4cxfmrp56RotOfNq5snGnDrwcL0Tn7Ax2mGD9H17c14nMe7ZiGCgD3qymvZgg+nYFJDykqJBQCwxdyCbW7R7jU3NLWPMHs/RHw0uraOQxy7wFnf9F8FxWx8WVuzUyBwFcNG6fVwcqJ896rQlJqnGmQepXbooJPF44+5sXpbieXwLasipEJsBFICp6sVAeBgB0bKaHAWyeBvHvGc6hv7+RUhFbVpCIYo7mLivhZVsjYcPLtpl/e0NwaGPEbcOoHjoR6d9I4KeJOsnFmag6M38iTclNzNuT6fgpcWARcWgK8up0nd9bOvL2h+tsq5NwF/mzPhsSdPVyCzrkJP0cyEV+H6jl2b8Ol+qoyIdLDAdemQPYdZlIUJnK7bxop+1RRoKHAJ4ciLJFgYaP1m9LrQ8DKCcXuPVjcSxseAVyJIeYQ0KqyzGir0exAOv6l/rNRFXlxwO5pQP95XL++OI0dMo8yf708j59dQ1oSubGcZmJiymPSt4t+qo6lPafGqAzh41/qOip8OnHUtKqqu6qyhup5ybrFx1Y527w6sHCktrhlXRF7lPuuupzxwd8DH9wEbHRZNep3bt/P2Ehv2IuvTSDkcZ16/cHalHSJmQPGkHlLk+ohq+A0DG2Ku4M3UGJEyd2/D2sjjKuDkRexlZ2lXh1qR2V+WBQmMkPCxJx1GWzcOAXs5LeP75ytx0DkasBxXZLJTkH3yvYAlQZ6DePyUaAgAVjSAtj5OjsqJWXMjLvy1+M/d20hE/MY8utRvfMm9hj/dquciAAby6r5RVXcO8ZzlQaVZdJ8u7Lzq45Qj1HXZuw4FAqBz+4/Xq2h5xj/70XinkdYWFg87SbUCAtrG1hYGx90AqEQpmZmkMuYSikVi1CcnQmhiQlMLSxRkpdjsGSbQChEp1EvIWTnFpQVFiAvNRkCoRB+bQJxduManFq/GgEDBmHGH2vQ45VJ6DXxNRxdsRgKee3ohvevX8HB33/Wi9I/bjRu3LjmjbSQcOM6glcuwcXtT0Cw5b8OgYCVyqMOcHm1uiDrNou+2egqQuv0p3sb3kYbfj2YDt713drnYDVozRNwhaz6+uePEw17sFF2aTlf0wc3gCm7OYpcW8ehjatuPnhRMk86HwYDvmbjLrdK1OX8b0DSBcMGemES08VVEArZGItmZx+IOI1hVTe0uv4FsOdNjfGhkLNKe5txtbtur/YcRbd0AEb+zg6KqpUNZCLOex7yU/XHbNSbKw5UxbmFrMS9ZgA7UIylM/h14+jwkbm6UZY4rWi2vRc7hhz9WAHcpzPwxhFW9lepdwNA0yHAfSNsAICNLWtn4OgX7HzpNJ3vs1sLjkBZ2mvyo4UmlRO/KlH05MuAfz8eowC3y78vK9Mbomg6NWQau1IJpFzGuHnfo8fLkzTrHf0AIlh3eBm4F6y778HZ7KiIP6MruGbrzrTpzS9Vn7fp1hyYdrjyeoTMTph5jqPyQXOMi3oVpbIoZHVq+yqUZRs3Nu29Oc8+8QLrGLQeY3i7jpVUdbkEmPCvrh4DABybp6ubAbBjqSxH811Fb1fBq4O+0GNdcGsn0/I9A1kzwxCK07gShKgIWNVFx/HRuHFjIPESsG4QM1fG/s1Ohqh9bCDn3TN8zJpwZ3dl3rMRJ4u0HJBU1j83teJr0E6nsfc2HEFXKpiNolSwUVWb0lW591j0ztaD/5dLHn+d9fx4dhgKTVijRChk5ljW7YfXoDCEggRg42jDc6L40/wuaDqI2VEAMyTy7z+8E6y68pVEwKGPgN6fAHPCgEnbgCE/AL0+YjbKA5Yde+S4f4od+S1GVJ/+0GQgMCec04ZUSA5hwUJthpwKYRv43a2CX/cHEopT9+meNznIALAD1phj4P856g305xCPi+L+pCEViSAuK4NCJoOZhSXs3JhyJxAIKsuyGX7hdhjxAvJSk7Fl3oc4vHwRjq5YjJsnDsPEzAxvLl2N5t16424oT2DbDR4BWydnhO7eVmN70u9G48Tff2LMZ1/j/rXLEJWWGN2WasrvqSPqSnFv4N8EbQcOQ+MOXWreuB41w70N08LqKibUZixHE011nWY6/VmezzQubTTqxeXcbtaiZJQKFrZsOEUdAMysdfMcnyTGrORIcNe39RwTtYK1M+eNq3JIPQOBEQai33WBkx9Td/dWUd0fsYjz3T0D9fdpP1m/JrwqDz3nLrBlHFNuRy3GtV4b2Ehb3ZOjD8e/ZJpnwDj941ZFcRoQulITJWgzltt0/jfd7a78xZNOvxp0BdwDOIpaUqV+7PBfmQL+2l6eyFaX2zfkBzbAKpXOIZdyKkZ1VQEa9eao9W2t8nFNBwEJF4znW0cdAAKnsGGXcVNXS6Ain0vtyaWafMmGPfQN9JRQdmalVJYmdGvBaRBO/mzYVEXqNTZOc2MgMXfBhaBgbP7iAw3r6sQ3QNo1RBbbMPNFu071wG84MubRTvfZdm/DUX/PQKblG0JBAovwVWV/mJiyU6H5CHZGVI1MR+4F1vTnHPCT39Rcj9y9DdDvM8PrLGw5r1NSynmeLY3kXjfpz0b5mv76lQYAfoa0ae5ErE2g/WxWZfF4tWcHp7ZwXV0Qd5zb1HK0cY0BuYRZKzYuGhHNSiTcvADsf5tLc3aYwv0w7Bcew77dqmcqGYNSwc4uhVzfYaFCw56acqACAdN1XZpo1hvLQRcIgck7mZFQlsWpGTXh1jZOI1DKmMEgEDz+KHrsYU2VjrD1XHbRzBLo/v7DlZI0BseGwEurDc+JVM+cuJgrrhBVMkQE/D55UJRma9JuDOHWdnbMVRXuFAqZBWHIYfq4kHyZmQyAxsmmQuRe/k3y6lB9BD3rNjMQTn6neXdnRrDhfuxLXWZRYRIfS1tg1qcLP3d1LLmn7tMX/tSUYC3J0HWU14SiVNZE+X+AegP9OYSZAdr4tm3b0LlzZ9ja2sLT0xMjRozApUsaGuTQoUNx4gRPLKKjo/Hiiy/CwcEBdnZ2GDBgAEJDjYjzPEZY2trCwtoGJXm5EAgEMDHh+u4CgQBWdvaQSaRQGpismFtaYfrS1Xj373/xxpK/0PvVqXjps2/Qd8p0WDs4wtzKGlb29upjDXv3Q0SdP4206EijbclLTUbQ0l8wYvZcNO7QBY07dUWUkfz1rPg4HPj9J9w+fczg+geBl1c1oloGIJOI4d2qDVx8/SCX1qHGeD2Mo+9nj0ztV6c/rZ2BDyJ0NzCzAvp8wjnBdYFHAIusPY3o+aPEsS9ZxAwAzv6qH/l+EHSfxZEUVckdSSkQ/DmL65kaYB1l3QEOVyk31bBXJS15JEeTZ4UATQfDw7cxG8Avr6sUVosDrF04R/v2rprbpi2aJxBwVDXsH03kpTyPjfjBP+jvKxNzlEYFoZCN5eQQzbKYQ6xLIDTh67d2ZcV4YxOokD/ZeFPRVFOvsFGhyks2Br8euk4N2wZMfTQkKpYVxXntQ34ERvzK51K1h4ijPQGvABd+A25srDx+T10DXSHnEk+957JhrkJhEjvUDCni23nyBDU5FAK/bnDx8cOr3y+Ek6c3rx+7GmjcH14+vixQpyqXSMR03riTGnq7Ciqjs8UIw04BgFWlmw7RX55ylcUPw9YDV1ezk6eigPt03zv8PHV6g0ufmdkYPz5QWQZuRPU5mxFb+Rp8OrMhawwlacxekRtw+EsruAKBynFy7lfdckiiIh4/DbWeBbeW3C8Hqqm4YAgKOVdDMLNi2ispWJ/DUO6+c2OO/gPs4IuvLAlXkonAiG/YaByjNXlv1IudKldWc1qHthZIbZB6laPVDXsaj/KtG6xh1pTncfu1022MqbgXaqXNdHlLV0jUEJQKZli0Hc/Pd59P+f/HmYcuLgEEpkCjyhKgzUdonJKegdxvjxpZtwFzG/05kVLB77gmg5iJNPM8v0sFgofPQz/0AfD6PsPMpbJcfne9+Cc727SRFs6OtcfBJDCGijwN0y/kD42jW1rO79RWY7hvsiKNv/9v7WCnqYMPp18BnKoR8DIwaQfrVyRe4Pd3yB/sFNKeG1k7829ajuGqJ8bg5eXF75TkUI0oZZuXdLVSagQ9HFPnOUK9gf4coir1e+nSpfjoo48wf/58ZGdnIyUlBe+99x4OHuTJf3l5OcLDw9GvXz/Ex8ejV69eaNu2LRITE5GRkYGxY8di6NChuHzZSImbxwgzCws4ehiunSop5+h6dVDIZWjVZwDMzDUTcIcG7mjaqRsqSngQWzs4YujMOQj+aynE5fpe6tL8POz79Xv0e+1N+Ldnql/7oaNw62SwXqRcKhbB3b8JBs2Yhfy0VMiraR8plTiz8e9aKa1L62BkK+QyBC35BUqFHMf+Wo7sxOdLwbSipBh3Q5/gD9pTgE5/CgQ80btZSeMuz2dj4PSP1dPqDMGjLefi1qa82rOMUUs09dB9u+jlkz4QHHyAHu+xwSMp5QmdqEC/BJoKjg05T1gbJqZMRX//Ghv8lfn/6v40seCJtGszPpdnO049UMgMU5/lEmY7VI20m1nyJPtYpQr6+d/4fmhH3lS4sooj16ErNLT4qjR3mwaAVWWu8b1gjui9eYKfvQuL9en0nd8EBnzFVOnkUF16e3VwawEITHRF7poONkxzj9jCkTehkEvhWbvyMoAFGU3MuKRbr4+ADq/zcu+OTN1V5ehn3+Fj2LjqRmad/YG3z/Gksqq6up0nUzCTQ2DetA/a9BuEouwslORWjrWE80Dqde7T5sM10SJpGacJ3AvmKG5V7Hqd6bUJZ/Xvp6SMo0CN+1W5B9uAHZP5XneYwgZNeT6wdiAr+5uYcdWD3h+xQT34e+DiEoO3niEARizUzdnMvM2GZ+p1ZlWoIpuGyiVqY+Z5oOeHPF6qRg7NrTXGMsDUXm1RusTzfI+1J+0mZvx+ajex+vNWRd49vuaE89zmvp+yA/LuYd3tlErWM1AZ7qJCfo5CVwD/64WiJi9xFD49XHe/IT/yNm1e0k1bqA1iDvNY8mhr2EAnYu0N1bNZmMiU6yE/araxdmYnSBXVeaReBxIrx3BZDrDOgHNHGwln+dnOieH3hkDAz+OdXQ+X918dIvdyyohpZVDI1p2dOgDngefE1KwWXldEBwGFSfpzooyb7CxxqHS0lWRohOoexkAnAvp9wc4IQ5HZ41/yM21Ia8TKkVNmEi88Wp0JY9j5GpcEVY3tV7eyc/v8b+zw9u3KTjlLBzagc40wM0ct5nScrm/z7xPA71LPQE5hGr8R2P0Gay+EbzKcIubbtc7l1qRSKb9nb23XOEOK04Htk2t3AKWSHYV9Pq3TeZ9X1BvozyG066AXFxfj22+/xapVqzBu3DjY2NjAzMwML7zwAn7/nUthnD59Gr169YKFhQW+//579OjRAwsWLICzszPs7OzwwQcf4PXXX8cXX3zxVK7HmOidnYsrTM0tqqWTR50/jXOb9AVW7l0NweU9Glq7o4cXfFoG4NhfyxB94Qzuh13FvashuBtyHnt/+RYdho9G674aL55nsxYwt7JG0i0NfawkNwe7fuCcHXvXBhgw7W2jIngA58ubW1rXShU/L09DM5RUlOPWyWCj25qYmmHa7ythYmqGlz77Gt4tavC8P2MoSE9FSuStp92Mxwrt/gTAEytVfeldr3PddJdmGopxbeHRDhCaMa3ueYZSzjnIcgnT3aurOV8XdJvFk960cL63SoXxUnSW9kwJrhpl8OmsR93Py8vjyYFPZ56Qj/ydjVyXJsxqiD8LHP+aN5ZpRSQzIjg6UxUqIbjcuzwpvLObJ4nauL2LJ189P2RqpVKhocFqC8WJiphe7NWev8ceY0NEKOS8dhNzNp6SQzlin3GTr8/eg6nux+Zxzm/zWhjoALdBO2rXbAiXltLZpoKp76Mqy5up6lGfW8jG7L3jrBwuEHAfZEcxFdnUgp0eaZUTv+TLPG4uLtZvh9CEDclLy3WXX1rK50m+jNg8SxxbvRwZ9+6iIKMyiqmQAgop92nTQUydl5azoF6fT3jC7eire0yBAHjvMqdSuDYHkquI9OXGcv6/CkoFU+nPL+Lc/TYvcWrDS6uAz+JYbb3dBGZluLXQiPl5tmcjPvmKgfteAYSv101dEBVy7nrkPmaL/N0XWODODqP2NVC6za05al+YaLiufItRbARlR3FUU9tBUjX/XAXvTvzc1rbEnLiYDb0B8/mdoHpHyiqA8Co0d6EQePssj2siZopcX8fjYPoxxDUYAUzaqZ/a4dKEhSfDNvB79/o/tWsbkUYs0CPAsIFemsXPoWoOU5DAzrvECxqjWSAwrOQeOJFTPAB2UI79X/VGXsQ2TssJfJV1KgA2psrzATwe4WBk3eYqGCoIBEyLlpazEWjtossEeBQY/B3g3VH/N7RqSkV6uMYofxgDPfcup3NYOelXOYk7yUaodq62ChHb+f3a9zPN82gMxkRB64o+c3kuoQ2XJkDzYfoVRYzR3HNigDOVpT4vr2J2jKSMfxtULCX/Pvw7l3WHfz8Dxunrffh206Qd1RJ5eXn8uztei41j2wDoX0vbQyHh6w/fwKyY/zhMa96kHobQdlPbx36OO9MMU6qsrDRe68uXL0MsFmPs2LFGj3P06FGMGsWlVk6ePIlff/1Vb5sJEyZg8ODBqKiogHU14m5PGqLSEihkMti5GM51bTdoOBRyud7y5t16oXGnrkiMCId/+06IuxqCpl2749qB3biybwecPL0hNDGF0NQUAf0Ho9No3fsnEAjQftgoRJw4Av8OnVGckwWHBh6Y+N2vEAiFkEkliLsSgox7dzH4LcMlUm6fOoZmXXvA0sa2xuts104zqSjNy0VRdqbRbWMunoV9Aw94t2iFktwcJEdGoO2AWk6unwH4tAqAs7cvFHI5TEz/m68g7f4EwN5qFaYf5R/02orDacOvB+dVVlXnft4gNAUgYGP6+lrOxXwUsHEBus3kvNGYIJ4ov7jC+PYH3gfG/V1j+bl2bVqx+NSUPYZpw82HMk1PqQBWdeWawUITNlgmGFAbt3ICOk3j8259mXOfq+bzm5jzc6KiVfb+iCfjcinQoA1PqsI3sWFTmsml2QoSmP6oivZY2AK9Kh0EWXc4+p14ng18G1ee0F1bw1EMzxrU6FVwacJlvioK2LHi3Znzc0syAfvKyeOZn4CiJH5eVfDuyJToyyt5st1fq4a6U0NN1FpVbq3JQM4/bz3GcPkuU3PghRUc6Rn4teb+9fucUxBubEazAS/Cv7cM5pZakd5mHKls51oGWNpyu+LPssFxcak+vV2FqANsvLcYwdEqbVqmTyeNeJ64BNj7FhuZb5/Vdz4JBPxcVBVmA7g815AfgcsrgIZVhCWl5cwM0caZnznCO1qr/rhMzNtp5/sbg6k5j4+dr3NUTtsIz78PHPsC6PkB5/eqhB2JuP96GnA8eXVgx5u4uHb6FAdns55A3j2OBqsM3d6fcFStNBuwc+dlKVd5Mq+QsVK+pBTw78/Gs1tzBCpMWBirUW/98/T9jNMMWr1Y+/KNmbd47KkUzE8ZSD/JuMH3qdeH/L0gkdkdaWF8HlXf23tz6oxrM/6uVAL7Z7IRZGLG1y005fFriEUjKmInWPspLOKlYh/ZefBzmxPF0W3V8R8VJGW6zAmBgMuSquARwCwGQ21+EGRE8Nga8KX+b+j9k7qGcqdpmv9dmrAY4IMgaj+/c5oM4HeQ6r0mKQMOf8IVHMwNVBYyt+ble6ZXOmXOG74PufeANf243KYq+v8gKE7n56gqzd62Ab9rEs9z+o4K3h35+VQ5gVSwdtUwfTpOY6doejgzw0y0Ak72Xqxp0uoFHnuXlgGTtUQs/brr66jUgHbt2rGGR1m2pl0mZsz+kpTWPK8hJf++l2brlkj9r4KI/nMfAKEAbgGIBPBtbffr1KkTGUJ0dLTB5U8LpaWl6v+3bNlC7u7u1W7v5+dHKSkpRERkYmJCwcHBetvExMQQAEpLS3u0jX1IKBQKUiqV6u9V++LWqWMkk0gM7isRVdCRFYtJqVCol6mOJRWLajy3VCyilTMmUV5qMm36fA5JJWIiIpJJJLTrx/m0/PWXKfxokNH9E26GUV5qMq2dM4NkUmm15woJCdH5nhJ5iy7v2W5w26RbNykvNZmIiErycynixNEar+VxIObSOdrzy7eUn55ap/0OLl5Aq96aXOf9nidU7c96GIFSSaQ1Ph8JSrKIfvYk2jCKaGmbhz+eTMz9WVTL51VawX+v/I8oeJ7x7S4uIzq3iCjqoGYfIqLjXxPFHje8z65pRImX+P/ce0R/diI6PJdIxu8mCl1FdOD92rVThawoorCNddtHWkG0ojORuFTTrvDNmvXnFxMdnKO/X0ES0cKGRL/4aNqsQkUhUWEy0b0T3HdKJdGixkTH5ld/7zeOJjr5neZ74iW+t7vfpOzEeCrKzqK0u9F0LWgvr48OIjr1g2aMXv6L6MB7RNkxfL6cu4bPE3uMKOMWUXY00dIAbh8R0f3TRMFfarbb9QbR/llE8urf+UYhLiH6wYUo+YpmWep1IlGR7nbpN4h+a0pUnv9g59HGkU8NPzdav71qZEcTLQswvu6PDrU7p1xGJBXxcXa+TnRzm2adQkG0dQKPIRWu/0N0/wzRuFIWdgAAnUlJREFU2kHc3wo5j3VJGRERRQRvIrqwxPj5Lv/Fz4pCwc973Mnq23fqR6IT31S2R87vlIrC6vfZ+zbRza0Gls8kurFF810u5edQGxHbdbdRQaHgtu+cymM17pTu+m2TiA59RBSxo/q21RXiUqIf3fiZ18b9M9xWIqLTPxGdWVC342beIdr3ruF1pTlEKVeJqMpvaFke0QJv3XdGRQHfEyJu46rudWuHNrJjiP4dR7SyG9GytkRbXiH6Xx/uT0NIvKR5/uVS7vNd0wxvGzyP33nH5lffhvtn+PqNIXwT0dU1htftnMrt1UbyZaK/++lvKyrStF0mIYo5wuMs6EPd7bKjiWIO8/9Kpf77R6kkWtiIqDjdeJurICQkhCjvPlFGhO6KoA+IkkL42a7uXb+6N+9PxH0gKa/1uZ9lAAgjAzbpf5XiPpyIAgEEAhghEAjaP+X2PFIItVRiXVxckJeXp0N718adO3dgb28PX1+mKbm6uiIzUz86m5mZCaFQCCenB1RgfUwQCoVQyOUozddXmlUqFchLTTIahTW3tMLI2XMh0LpfAoEACrkcW+d/Uq1KOwCYWViiTd8BiLpwBq8v/ANm5hZQyOU4tHwhrOzsMenH3xB+5AAOLVsIqVi3bqtMIoZfQCBcfPwwZcHSaqnwgIYVUV5UiN0/zYezty+adNan5iqVCvgGtIWLD9eetXN2ReAQI+WUHjOadOoGn1YB1Ub7DaHvlOmYuWoDnL2qj1o+z9BmudTDCKKDgF+82Jv+KGHnDnR4jXOTtSO4hpBwjj/VYdc0uIgSaoyyq6HKy+32DjB0gfHtus/iyF7rF3Vzebu8pV+WT4WX12tE2lybMZsiOZRpzuV5LDBmrLyaMbi31o1G1QZmVlxyzcScqYZNKvPQiVhc7M4eXbqlCk4NOd+8yUB94b7YYI5m+XZlheCcSuEwrw7VR1bcA5i+rM5bj+R70rAnMu7dRX5aCuxd3eDdojWvb9gL6PKWZow2H85RHUkJR5C1xei00XwY0+/dWnIkMbtSIMmvB9C5sgRR3n2OZI34TTcaVRdY2AHtJ3GepvreHNWtwa5UAkc+5XJijyI9ZNC3zCKoKnZ1ZzeXltOGit5uKDXNtTkLol1cqr9O5xingYPvcRSMiM+rnb+vlHN+sbYAY6fp3B47T2Dgt8xQsXPn6J+4GEr3tpyiYAxd3mJ2weUVzF5yaVp9G+8e1qjgC014nKj6XIWjn+vmfxckcHWBolRgh1aKgb2XrlCcXMyCa9oIfJV1CvLiWLzy33HAik7AL54cvew0jcdPVYFQ7w4cyQ2c+GjFs0jBfdygte5yey/NvXNvo39PqkN2FDMses42dlK1ZojOb2j8GWZGaL8zLBxYMJCII9cFiXXPh485xCkPV1cz42HIj1yXvstbQP/5wOhl+vuIi7nihkpcTS7hiG7iRf3zy0QsyPbqNhZvrK5EY+YtFus0ho5TOWfcEKRlGhaHCh7tuBpJVWp60Byu8gHwc31nF1PhVSlSKri1ZB0KgJ8DSwdg30w+pmqZb7c6lVuzsrJipkfVNJS+nzPdfvsk3VShqnjrNItxJoUAkXuYOfYfxn/SQCcileVlXvn5T0Fbxb1Hjx6wtLTEgQMHDG6rTW8HgMGDB2P3bv3SGLt27UKPHj2eKXq7CiYmJpVl13QhFJpg4Bvv6BjgtTqeqSkmL1gCKzt7g7XWtdFu8AjcOHoQFUVFUCoVCF7JAj4jZs9Fg0aN0apXP8gkYmz58mPkJmtyseKuhuLcZs6NFwiFiDp/utrz+Pjw5N/K3h4D3ngHNo5OsHFyRnFOls52OQnx2PPT1zrLglcuQVJEFWGcx4CqavH56anoOPwFNO7QxaDaviFUlBRDqVQgPz0V96/XLX/peYKqP+tRDZoO4gk1PWKRIYBp3aVZuvXWDUFoxp+yXF2ldCI2MhUyYOz/4Nxu2IO1o7p3k6kFT95UtbELEoHgeTwJt7Q3frzwjcCNStq8SxMuJefTheufZ0TULA72qGBiyrREWUVlHvoJNoybDGKni7bCtzYG/8D5tlXRfhJPMi0dAJfGbPj7dGVD39LBeDuG/8r06LDK3OJu7wB5sUDDXmg/dCQad+wCOxdXuDXy5/WmFoBMpBmjzv5s5G59RVNb2RBSrrJIk0DAOf73gjlHNfOWhlocsoxpoRY1pzVVi4HfALd38jkLk9iA9umsWR+xhdtRU555bWFhx8KNQXN0y661GQtM0FLKl5RyLrQxQUGhCRt0tu7Gz0XEDpphv/D3rNucg61d6cDUnHP+CxP5+hPOAxtHsSDe2P/pjqv7p4DSLLS8t0ojGmYIJmac+x/yJ393aqQxsAuTOacYAO4eBdJusCGmnYZgSCjOt6uu86ggkZXm7TxZ7E4FhypK7tfWAKF/6rdxz5tc7svaBej2LjBxK/B5IvDpPaa5n/pefx+vjkD6TU4x2ThKX8DwQRFzmB0uVSnVbi3YMCdi51htaliXZAI3twDnFrGxHb6Z3xVVsfM1dS63zm/o/ZPq1BQ1hEJ2ZJZmsoPC2tl4KTxj8OrA787oIBarbD6UnSemlkCL4frUdpXo56tbNc4CE3MWI7WwA3JjdLeP2s/PUMOe7JAxpH8gKuJ0ju6zNOX6qqKigMUcDaE8n/PkM28znV4F88pSrFUdKBM2a0RmhSYsCJd5W7cUKRELMlYVH+zxvi6Nv45CcT4+PsDW8VzSDeCUsCv/A/7qzv+/vl9fz0SFyH2cThK+ntMKRvz+6FIrnlE80QRQgUDQF8CnADoB8AIwnYg2VtnmPQCfAfAEEAXgIyKqc5FBgUBwFUBrAH8RUcTDtfzZgkQiURvpDg4O+PHHH/H+++/D1NQUQ4cOhZmZGU6dOoWzZ8/iypUr+Pnnn9X7fvfdd+jSpQu++uorzJ07F2ZmZti4cSM2b96sLsP2rEEgFMLCxgYSkW5pmeuH9sHSxhZtB9Y9/9rc0gp3Q84jPz0VvSa8ZnQ7Rw9POHn5IPFWONJiIiEqLcHYL75TR+17T+KSL9EXzmD3T1/BztUNSoUCSrkcCoUca2e/CYVMBklFBc5uXAOlUgmBADAxM4epmTlMzflj4uSCwa++DlFxEXwD+EWZEH4NMqkEHYZpciI9mjbHuPk/6rSx3+szYGn7eHOS5VIp1s2ZgdEffgGf1gEAgBvBQeg14TXEnQqGQiZDt7EG8kSrID81GUm3bqB5jz6PvJb8s4S4uDi4uT0CZfL/MsxtOIL8OODgw+WWmgyofjtVNPrGv2zQ9/uMFZVt3Diq0Kg3YOeBuJuhj6c/xUVcLszGhXMJm9fCEdCoD2BuyznJVk48SfHvU5kPGmU4X/JxwcaFhYsAwNaTJ8hl2UDrF/Qn9ioIhYDQCMPk+jrAwY/LrYWtB9qNB458YjiSpQ2Ss1hct1lcIqiiEHBrgXOb16LjyDEws7DE5s9m453/bWYDIORPxHlO1/Rp8+FAyHKOnBmDZyDX7wUAz7bAtXWcf68S6CpKZaPmg0dQ9sq2ARtel5ayATBRS8egooArQEzZU70DqK5oMZyj0ZvHANMOscFjYgaYVDpHZCJg26tsFDUfbvw4vt10o/3akEuBTaO5lJMqRz3hnGGnUmESj+PIvYBrCxbzmnlO//muVEyPs+uJdqp63cbg6MfP0p43WSeicX+uRw7i2uIAPx/xpzkfWfv+erRl8UkVZGJ2YAhN+Lu4hO+RbQN2nth5cd65gw/nDmvXlu4zV18QTiFjscGWo1hToSoCxgGtX9Jf7tWBnUS2DbiygUDITA7XGhgCNSH6oL4gmQqrewJvHGUDsLzSuWnIqViazY6vohR+lzo2BF7bB2wZx/dIVQtbhRmaOaj6N1SpZMaFoXsSfZDHXf8v+D2Yf58dnLWBXMKf4lTOv1YJQ9q4Gn+HRu7ld+wwLWaUqTkLYEpKmAmirS0TtoGFGAF2Gm96kY1cbcaUpQOvM7Xgcm4dp+kbnkIT447XmIPMaGkyQFdDAtAIxakcjxUFrM+inZd+5X88XrWZEgIBV3moKmLrGchOgNgjfF2+3YATBvrFCOLi4uD2ZjA/+2W5wLYJ7PCYsJmdf37dgfIc7tOqQp0gvg+xwTz2Ivey4+bldbU+//OGJ63QZAvOC99c+dGBQCCYCOAPAO8BuFT5N1ggELQmopTKbYwVsx5BRGr3GRF1EwgE9gB2CwSCACIyXgT7OYO5uS4p4JNPPoG7uzt+/vlnTJkyBXZ2dujUqRM+//xzbNiwAT17al6CzZo1w6VLlzBv3jw0atQISqUSnTt3xvHjx9Grl5GIxzMCUXGxjlHXpt+ghzLyGgZ2hF9AYLXbFGVlouf4KTj65+9o0KgxXvnqJ5hq3X+ZVIIjf/yOMXPnw69te5QV5EOhkOP+1VC0GzwcQhMTFqMzYaVXUzNzAASFTAa5VAq5TAppRQVunjuFg4t/hqSiHN3HTUKbfgMRMEC/7Mrd0AvwCwiEqZkDQndvRVZ8HOQyGaSiClhY28Da3gED3pgJa3tNxKkgIx15KYlo3t2AeE4tEXc1BFKxGGFH9qsN9JGzeWLeduBQmGqVuasOvm3awbcN05vc/f+73k9VSkk9niIC61DuSTVhEZcwpfetUzqTsMfWn91n8WTlyv94Yl6TQwHgyVtxGtNei9M00eiAlw3Typ8U2rzEYl8J5wxPpmsDny48yZSVA9f+ZgX72kRJXl4PbH+V6ZrOjYGGPQCBAA3bdYSFtS3Mrawwc3VlJNijLfDyWvimakXbmg1nNoOxknwA07FTrzIz4M5evtYGrTUiZpdX8nP0qCoSjF4GrB8GdH2HDRTvTjxhPvMzG2pVKamPAgPmM3V38xhgWpBmwi+XspCcvRcwcolhersKnu2B4E+BPh/rMx9MzVkYTfseJZ437BixbQC0GceOGnExiy06+ulvJxMD64fBtd+S2jmnWr/IhtShDzl6KBDwfVWJx/WcDfzdH2g2mCs8qBxNHu10a8FH7edqAyrnUWGlQJzq3sQEsdHVcWplLfRKFXciLvvWY7bufTw+n8uIGRLfS7zIz1uXGfrrrJ3ZUZZ/n6Pb2VGszD1xi/62SiWngHi2019XFVZOGgdmVcwO0zgm3FqyMrifgWoZsUf5vs48x+yGiC1cVrPZEHZcEGnuQVoYG/uVKTrqd27GTWYUGOr79lrluVya8jmqpgAYQ0ECcHYBOzTajtcsb9iTKybIJbqUelEREDiJnTBVcXMLG7+JF/idDjCzoCRdwzZp0IoN5Yhtmn68vYvvg8pR0XSwvpEN8H0yViIwch+zhhr3ZyE5bXh3YKE4VJ5PJmJHgjZs3AAXf91rzY4GQIarzNi4alIcvDuy40xaoVv60Qj8GjjwezbwVXYsOPoC4zfxM6ByWDUZxIZ35zc1O8ql/C4oy+Y+HvgVOxoMjYf/EJ6ogU5ERwEcBQCBQLDRwCafANhIRKq6WXMEAsFwALMAfFl5jIA6nK9EIBCcATAc7BhQQyAQzAQwU3uZt7c3QkND0axZM6SlpUEkEqFdu3aQSCQQi8UQCASQyWSwtLSERCIBEcHS0hJisRimlRFVuVyuXiYQCGBhYQGxWAwzMzMQEeRyOaysrCASiSAUCmFmZgaJRAJzc3MoFAooFIoa1wuFQkilUpiYmMDExARSqRQTJkzA2LFjoVQq1fsfOHAA/fr1g1gshoWFBWQyGZRKJVq1aoUdO3bA1NRU55rKy8uf2jWp1mtfk3abraysYGprB3l2DlJSUpCamgpHEwEk5pYQi2PQrl073L59G66urjA3N0dGRgZatmyJhIQEKBQKtGzZElFRUXB358lUdnY22rRpg+ioaCSdP4GBb7yD+MREeHl5QSrlEjxt27bF3iW/IuCFV9B60DBYNGyKrNxclJWVobCwUH1O+2atkJWVhf9r77zDori6MP4OvUkTBRUUAQsWbNh7N/YSjRpbNJaY8hmTmKopphhNMXaNLfbexYai0qUK0nvvvbPlfH8MLCy7C4uiAt7f8/Dozty5c2fO3tk5997znpjYWFhaWiItIR6ZhUVQb2HA79fXB1dSBLczxzB9wyakpqaiqKgIdnZ2CI2IhJGREfS69ER3215oQUIEPrgLt4unMX/zH3C9cRXGpmaw7NsfycnJKI4IQ7aQUJCWgriHjmg3eBQM1dWQEhwIXWtbqBXn48jnH6Hn2++iW59+uHt4H2yHjkBOSjIyxW4QJ8VCaGgCA5NWMDc3R0REBCwsLGSuSVdXF2ZmZoiKioKlpSXcr11Eh5Hjkej2EPdvXoeOlhaKkhOgY90V1tbWCPN5gILcXIycPgsBAQH8NenpISEhQao/FYcFQq2dJdp0sMTj3X+gy6wF6NGrd512Cg0NhaqqKqysrBAaGiplp8o2a2tr1+uasrOzkZ+fX2VHfX0YGxsjNjYW1tbWUnZSdE2Z8XFQL8yBmoU1WpuZSb576urqSEtLa5LXVPnce57+1CyuaeJxICFF6prS09Ohq6vb8Ndk0w7csenI7TwPKqaFiAl2U+qasgKdoZmWh1ZTtyHAza1R2KlU1RrtPH+ABieER4oaWpQ8ey479eqgiZAUoIdRZxT630Kkdi907l73MyJftT1Mb2+CuOMopMACiIlBqYY2fPz9YWdnB6eLZ2HaqSs6Wlqg1PE3xHZcWHVNXa1RpG+H1ICAWr97vb2/Rt6M/xBj9Rn6cruQ8eAgElqNRi/rttDwOYHYyWeglZDQYP0puceXMEz0g0mkE1RSn0KsawquvAA+g/eie2Hhy+lPrWahVWIcTP+bCW/b76BvYoYOXj+hpLgQ4vE7kfj0aa3XlJyrARsVXZSVAUG+bjBtXTGj7H0IZja98ExoCdWYHFhZWSEsKAAD4zwQ3ec7pLu5yXz3IqkX7IUCiNUN4JsM9GxdKPeaVFoORPm9n1BofkqpZ4Rxh0WwerAKCec3Qn/0/6TsFOrpiD5ZUSgy6IJQ53uwsRuI6OhoUHkR7DPD4eHyCK3bmAMtBiDNyALd8/IQGhoKkzQXWOi1g7ebG9+fDEfy/amgAMFhSeibE4ecjAxEhQbCNjsJyWFhEjulOvwO8/jbKBmxEaJTa1A+Y7+UncKiMmCorgvt5GS511Sq2R7lXjcg6qmDhIQ8dBr9F1I8H0OcmwCboTMkdjJMcUYrp8+Q/+4tROSp89+9Lp0R9OwZTNu0lXz3erbRglaIA8INRqNNdrbMM6KXuQ7i/B+jzGI4uhpYI9n9GjS4tjLfvW7ProDr+haC3D34716bech3c0PvXsuhdn4RSoIcUTRlD2JjY9GlRRHykuOQmsV/D3x8fFBYWIi24RdQqNsdGhkZcvtTy6iLSOTawUa7LQpD3BCLXso99yJz0K7PlzA/PxE+pu+iW7X+1O3Zb4g0HAn93tNRWFiI4uRQ9I7YDs+ev0BXr4VMfyrOb4XuQzZA879JCA3wh7FJa6g4/Aa9zrMR9SxIYqcYg7Ho8ugvpLUei4SkZHTT1kJyXDpykyq++ylqaJPtB66ltdQzwsZjA9TGbURAtqbUNfWwagudRB88tTVGx8x0aB2ZhIyZZ1BG6sjMzETvVl1Bj3Yh3M+v4hkRBwuL6SgMCZHYKS3IB0Ya7SBIS5NckyDQCaWFeWg3sYP8/lTeHloXf4X5gKkQa1sgy/0KVK2G1/ncC/X1hLFBIoIF3rD0vQ6dntPg7+4OU1NTmF+fh2c9v4Ot+TCUPTmNKNhJfp+6Zt2GWFCOXKE6OliOgm+pJewjfkSu/XrEPLgK0059G997RD1+c2tzYl+X0nohgGXVPmsAEAKYW6PcbgCP6lGvIQCTiv9rAbgPYKoyxzZFFffauHPnDrm5ub3k1rxavN3dKDE0mIoL8unSlh8apM4wd2eFSvDKUF5WSvmZGZLPIpFQpoxIJKTSIsWKky4uLnTx102Ul5HGfz57nK7+8QtlJsRTQVamdF1CIR1Z/wGFe8pXCg94cIf2rHyXon296anjbal9frdvyCjY56al0oMj+6XU8quTmRBPe1ctIqFAQC5njtG9g3soPyuD4gKrlDiTwkIoyveJwuurJMzdWXL+/MwMKYX9uigrLqLUqAily78KinJzKOapLx1Z/wGVFhVKtjMV9+bFS7VnXvLLq/tVIhQQ/WpRfxX5mpxfTpTow6tX3/yCr1cZUp8R7RpA9L0+UYIXFRfk095ViyS73S6c4p+vgjIit11VNvU/zSun15en54hOvsP/3/FHXkn7ZSIUEKUEEGVFvdzzEPEKzTc/5xXTL64i+m+GrOq+IkQios2mRL7HeSXwP7vxKuhJfkSFGdJlox8RHRijuC7PA0ROvyl12nr30Yxwot87EgWcJ8pPqdruvrdKZbysiL+Oyt/Gnfa8CjkRr9xdXdn68Z9Ed76VPkfQVaK7m/jjN7euynpQnVhXPntAhpzftpw4otML5SvmV8flH95e1Ym8T+S0peqzWMyrYB+byddZye1veNvkJROlh1WcN55XcFeUiSDJt0px3n0v0fVPZcuIhES/tefrTfLjVfmrc3AC0ZOD0u2rhsSeB0YTRTnJbwcRr36eHctnWTg2S3G56ojFRFc/4s9f/V5Ub3vlv7EV7SivI/NP9GP++ZPozdv5t/byFc4Pjid6epb//tS0q0jEX2/NzAxisfzvgN8p6fbXLCMo5ftipdq5w5eyGULOLyf607b2a5PH03N8VoFbXxM9/kOpQyQ2FYuJ/uhClBVdtbM4h99emCmb5UMs5jOHnJjL91ciPlvGpdVED7fWv+2NDDQBFXcTAKoAakr6pgGoI7BICmMAdziOCwDgDd65v6GoMMdx0ziOO8Bx3IG8vAZUwHyJKKsQPWHCBAweXIeKcRNDu4U+2nbuCm29Fpj15fcNUmfnQcOQnZyIjPhYqe33D+9DTkqS/IOqEevnA99b1ySfj2/4BPmZ6VJlVFRUUZyfi0hv+YqXdnZ2GP7ue2hhzMflDZw5D5kJcchJTUZ5aSlKCgsQcP82vK5fwlPHW9A1NIRN/yrbelw6i6QwXqCk5+gJmPLJF3DY/aeU4j8A9J44BQnBgQh0qor1cj51FE/vOSDcw1Vu2wIf3EaP0eOhqqaG3hOnItT1IcBxUuEBbTt3Rcde/VBaWKjwPgnLy2HTf7BE8E8sEtVLAd7/rgMubflBRqzudUJE6NCzN+b/tBWaOroS0UGZHK6MJs1Ltae+gjjPpoaqGjB4La+2/SK8fYhfOqmiAkzeqjiWvSam3fn82Wo6QJve0NZrwcecVzB4zgLom7Tml1kP/pC3KREvEFYzv7gydBoHxLrwcbbeR+QvTW5IVNX45fnGVi/3PAA/4/3WVn65el6itChWXaio8KJ5hWm8WN4aZ345dNvesrnRox9Jq7fXpP/7fBy8EkJU9e6jJp2AWft5Mb49g4C/ewLn3+PFBivFukRlvPBbpZClWU9+iTjALznnqv2+ZkfL2qbj8Kql7Ppt+WXuj7YCvhXfy7JC/pyz9lfFjAec58Uec+IAAwtep6O2kAKgIud1De0D6zF8bHZOHP89D7/DX8c7J/myid58uZ5v88us04J45XoACLpSkf9dQSaCtn14xXmgQsldTgRpsh9/zfpt+NjlKTWU/Yd+wocvhN/lQwn+7sGHK1RgZ2fHCxZmRgDtByPE9RGe3nOQPY/1aD7+vaUNv8xfGcQifkl40BXp5e2VqKgCTr/x9Xkf4UMD6sq7HXSJ142IecwrjFsOkxY+lFz3Oj48KSdWznlVgJUPpENAkv14AU5534Gwm1VK6wC/pP7RtqrPapp82EOlkN+wT2WFU7Mi+VCPSgQlfIhLXeGjdnMrxDEJiFdO8Lef4AkvxpgTA4CrCisBgOIsPnOHbku+zZUigtnRQPAV/rsb58aHAQC8QGZGGK8b00xpTA56JTVltTk52xQfTBRNRP2IyI6IehDRT3WUv05Eq4holYFBLUqxjYiSEjkxMG8InIoKIr09cGXbZiSGNJysQHZyIvIzpMeGbPoPQouWdQtDdRo4BCMXVcXLzP9pm9zjRAIBivPkp9lwu3MLesYtJYr0ahoaGL/yQzw4vA/+d64jMz4WXQYPR8fe/eB+4TRGLV0FrtoD29KuDwxNq8axWltaQ7uFPtwvnYH3jctS5zI0bQvTjvzLQEpkGJJCgzD9s2/x+OQRGedXWF6O4MdOEiE+XUMj2NgPxvkfv0H8swCpsiGuj+B24aTC+xTh5Q7Hg7sln5PCgpEUGqywfE3C3Jyhqq6OYOcHSh/zsrnwy0YU5+VCS1cPkd6eeHiMFywJCAio40hGU4LZU0lGfQWY96u7XG0QAVfW8umYqsf8KkMLM/78qmrIS09DXKC/ZJfvresIdX3Ef9g3HMWnlvIvf6O+lPsiLRIKIBIKFJ9L24h3Oi+8x8fUGnesX1sbOxwHTPkDWHaj/sKDHUfwThdQe0y+IoG46m2wHCE//rgGz9VHO40H3j3PK6UvvszHC3edwju3AG/jsRv5+OPjs3mntdLZGfeDtIJ7TiyfYq062kb8wIrL9oo49CQ+XrhrhfCr/yneYeo0ruoYzRa8o3JvE3/9ymgNtOnFO9iiGt9XIj7WPisSeLyVV5bX0AFGbuAV4f1P89eka8K3Yfh63jELPFeVmUARpxfwDpJpdz5muaZDF+XE38eSXD4jhkE76f2d3+K1BcJv8/dojbOUExwQEMBrL1gOh5hTQ3zgU3Swk5NlQSwGDozi028VpMqmFZNHSTYvcJYaoFjw0LA9oGMCzPlXOTHGqX8DtlP5QSevQ4oHKtsP5tMIth8s3+kuzgZuflb1mcT8gEJNBCX8uaq3X8tQVlytUihOJOQF8arHlQvLeRtmR/M6AgCgogaM/k65axaW8WKl8R78QGUdBIqs+P5ekQZT6vrTg3mxQwCwGc9nZ6g8h6CU/z6161vVfuvRvIL/ne8qYuabH43JQc8EIILsbHlryM6qv9HUnBV909A1MEQHuz5o0dKk7sJK0nXICFj3G4i8dP6rlpUYj7ZdbKUE4WrD784NZMbHIiE4EIXZWVLOcyUmFh1gN3YSxCLZh21BQgwKs7Oktll0t0P7nr0AjoO5bQ+kx0TB/+5NdBk8DK3aW0qVNbWSVmzV0tPDe3/txTvfb4HXtYtIDq9K/2Hcth30TVpDKCjHo+OHMWTeIlj17Y9WHTpKrQQAeHE4UysbGLSu6pb9ps5EeUkx2naWzhfcdegIjF4qJesghe3QkRi/sir/abfhoyVCeCmRYXJz3VeSk5KEotxsTFj9CbxvXKmXOGBJYQGifDyRn5lRZ1q9+rJk607oGvKiLh169EL/6bxIl67uK1TSZrx0mD1fIRwH2E4H7OYrFkZShNVIXiEcQGlhgdQKKKs+9jC3rZCwefc8CjuMrzUd2J29/0gG3BTS5S0gzrVKqbk5UtfsrTzs5vEifxlhisvkJ/P7zetIhWjRnx94qYMX6qMcx89g917AO941Z0t1jIFx3/POcpQTn/XhwS/SZeTNoAN8xgUVNV4RPS+Rnx3XNuIdS8+9wKC10uW7TOLFz6rPataFZgt+tj29hqPCcfzAQ24cP1tvO4Pf3vtdvi1hN6VXAQC8Y2banZ8Bro2Jv/ADEjrG/Ax2Xrz0/qgHgNVoPvd39RRz1c8zbB3vVCf7yaT00tXVrUivNg7C8jIYtWkLFVU5774qKsDHfvzMq2F7fsVDdbKiqnJ3P7vI34ebn/Gz2LZTFc+M93mXr1NZMiP4VQpxrnx2jspBnpqEOfDCeueW8Cn1vA/zmUMq0TLkndfKd5y2fYGucp6D0Y944cLqA2CaekDPefygSCXt+vJCccWZfKaK6mSE8qr3appVq0QKUoHWXZW7Zk09YPoO/jl9a0OdxfU0OH4wKNZVVoDQdlqV6F9l2k5BKX8/ei/g1dur/x6oqPJic3nxtafhbMI0Gk+PiMoB+ACoKV09HoCchIkNQ1Nc4l49D/qbSNvOtugzcaqU09gQFGZn4ebObSCxGL4O15BZY8l7bRi0NoW6lhbyM9JRUqD4exT06D6cT/NqwvkZ6RKHcfjCZTJONwCMXLQc4e4uuPDLRtzZ9w/C3F0wZK5s7tuc1GRc/3sLAKCsuBg3d2wDiKBv0grj3l8Lh51/oKy4SFL+xj+/w//OTZQVFaL7KF71dMS778Hr+iUU5+VKyj11vA27sdIjzHrGLaHdQl9mSbyKiiqCHjni7oGdKC+VXeUR6HQX5aVVS9gE5WW4tfsvJIUF49yP38D51FGF9y3MzRntbHvA+8ZlaGhpIcrXS2HZ6ggFAlz+/Ud4XDyDk998in2rF+Py7z/C/cLpWpfjA0BaTBRy06Tz0Ie6PUZhDv8iEevvg8Tgqhyw6lpa0DMyxp19O6CNhkkh53Pzap3tZLx8zMwa9lnDqIPOE4F4d17Ju75U5CA3tbKRSlGpa2wsWaGEFmbQ7T2r1nzlkz/+HGOXf1D7uXq8zefzbm1b/3Y2Z9r04vPdn1nIz5LWpDgbODGHn7Gta+mwkrzUPspx/DWZ9gSyI/l0UH2XVO2PdORzZxuYyx6rqs4rw6tr886i536+voi7gKY+X5eic9YHecvcK3HYwK/wqPz+i0X8Uuv8ZH7woDqBF/i21eWg65vzKyCAiln0avm2ywr42en2g/l7Mmyd/Dp6LQRinfkZ8MxwqV1mrVvxM+g246GuqQW7sZNw5XcFC2ILkvkUjfKWuSf5Vq16SPbjsxS8cxyI9+Sd2YaiRRveYTTtDvRbpngGus+7vHL5Z6F8SrVYF2CnPXBkMp/NoyCFz9JQkMzfx3/s5M+gh96Q77gHnOVV/CupnEFvYSar7J/iz3+vu8+qSg/newyIuFe/a+8+i09NWHMFRw2sgv7hnwdxrnw2jOqUF/GDFgAfWlOSA3j9y9tVLOJXWlQo/EvotZCfvVer9gzJjATufFu/9jdSXqmDznGcHsdxvTmO611x7vYVnyvXL/0FYBnHce9zHGfLcdw/4POl73tZbWqKS9zLypRYwsOoN3rGLbHgp20gEMat/BBtbLrUfVAFVn36Q8fQCN1Hjq2apZGD7bBR6D99DsRiES5v/QnlJcXwvnEZXvduyy2v3UIfIxctR35GOvSMTTDk7QXQbiGbb9S4rTnm//g7AEBVTQ3dR42TvIx2GjAEHez6wPHgHsmAwMwNmxDgeBsjFi2HSkW6FOO27dBt2Ci4neeXqWclJiA3NRlW/aRnOASlJTC1soH3zSuS+gqyMnFzxzY4nzmGlIgw7Fu1GKc3fgGXM8eREBQAIkJuSrLUCLiaugZadbDC1T9+wYQ1nyDaz0vi/NYk1O0xeowej+Hzl8B+6ix4X7+o8B5XQkS4f2gv9AyNsfDnP7Fm/3G8++tf6D5qHJLDQ+B941Ktx6dFR+DUd59JBixyUpNxa9efklUGqurqUFGTHSzrOWYC0vOeI6a1BvyS+X8R46fcYER9oSphTUYdREVFve4mvFmU5ADuu59v9rYC31vXEe7hIvmcFBIElzNV+cTrsqn7xdN4cGR/7SdpYcrnNW7kFOflSg3QvhL6LgY6jgQurZZe/lxWwOfG7jS+QVcevJI+2sKUn9FT165aSiwWAXc38vnYK1OPySPtGe88LjjFf/bYzc+ev8B3XAqLgfxsbHa09PZYZ36p++wDVdviXPmUgcLyqrhzkQC4/Q3wYDOw5Grd6Q1JxMdaC8t55y61WshhrAs/YJAVzg/EKEJDh0+V1WeJjLOZ5neLX+FiaIEr2zYjMz4WS7btkl+PmhYAriIXekTV9uwYPlbariLOfMLP/Ixzeig/o1zXIER90NTjwwVm7AIGfyy/zLWPeT0FFRU+bKT7TODtw8Dn4byGRWoAsG8on2f+5Fx+IGvlQ9nvlcRhleOg270DvPV7VZ9rZcunX/M6VDWgUknK06rwiOOz+W1jvgV6zK7ftXeZxA9eue8G7iuOKvbu+RMgLAXKC0HGNtKTD+o6/MoOIn5lh2kPQFWTT9mZ6M0PMNTMcd+qMz8AtLs/kOjDX4dBO+XSlTYBXvUMuj0Av4o/bQA/Vvz/JwAgorMA1gH4DoA/gGEAJhNR3CtuZ6OmZh50RsPBcRzOfP8lYvy863VceWkJdiyeg/uHax9LUlFVhY6+AVRUVLF02y5o6uiibeeu6NZfTg7RCroOGwWD1qYoLSxAr/GKl3yGubsgIy4G6bFR6NCzt9S+UUveR0ZcDIIf8/HbPhXOtWUv6ZiuQW8vQLinGzIT4qTE4aqjb9IaEz9YB7FQiBh/b3hcPINjGz6GoVkbvL/9X7z7699454ctFTP9hPuH9+HCz9+hx+jxEoE4gF+x4ONwBcPmL4Ht0JHoOmQEnt67JXNdWYnxKMjOREZMFFq0NEGbTl1QkJWJ5PBQhfcCAPxu30BqVDgmffgpOBUVcBwHfZPW6DxwKEYtXYnAB3drjTG1GzsJ09Z9KWmzy5nj6Dp0JIIf3YdQIIC5bQ+06yI7c2Zm0wn6alWPViKC/10HFOcrv0KnvLQED47sQ6eBQ5BQbZa+Ibl/aA+eXL3wUupublhaWr7uJrxZ6BgDqx+9UBVWfexhVm2Q1bJXX0xcUyXkVptNSSyGSCCAUZu2zWIQy+fmFex6751Xf+JJW/jBlsdb+c+CEj522cyOn2FvKOcUr7CPmvWsmpEFAL/j/JL16mJd8hixAciOAsJu885sZgQ/89hQ9F3Czwj/OxZw31M16/poa5WQ1vV1fCyyzVhgxm4+vv7Bz/yy5mMz+VnsVQ/5a6wLde0qp9+0h7RQXGX8eds+8vOxV2fgB3zO+JDrUgM5HYWR/CAOgKnrvoRZpy4IcXmIrMQE2Tp0TXhH36hj1Qy6sAy4uEL+Co7Ac0CPObUPqDwPbjv4eGg1Be/oQ9fJv7fqWryTO3MP8HkEMOk3fmXF3iEyKwsAAIlegG5r+boXKip8Pzs4hh8MU1XjB1BIDLSoobWR8pSfrW7ZCZi1j48jf/h7fa+aZ8D7/KCBdUUe+pqz/llR6FbsAcS5Ax2GIDEsGP99Xi28g+MA8/78TLqOCS+wGHWf3x7mIDt7XkmfxfxsfE4MkBvPfy8rheSaOK/UQSeih0TEyflbVq3MHiKyJCLNCrG3x6+yjU0BkZwYZkbD8fa3m9Gxd/2EjjS0tPHJfxcwYObb9T5f2862KBYIFe7nOA5T/rcBs7/+ESqqin9QOBUORTnZ8L5+WWafuqYWpnzyBR4dP4S06Ej43LwCG/uBMrHy2notMGjWPDgd3S8lDlcd51NHEevvg76TZ+Dy7z8hPTYai377G0PnLYK6lhbSY6Lw9J4DOtj1xrD5S7Bk605o6+vj2IZP4HHpLERCAUoLC3Hx103Qb9lK0oY+k6YjwPEWhAJppznM3Rk9Ro5FrwlTEO7hirgAf/SbPKPWGfD4Z0/hefksZn7xHTS0ZLMetGxngZbtLBDpJV99tKSwANf/3gJz2x7Iy0hDamQ4kkODMG7FWhiYtsEzp3s48Y2C2R8CfK6eg0jI2/TJlfN4cHgfAuQMPijC7fwpWNj2gHYLfcQG+Cp9nLIU5+UixOUR/G5dq10IqwGJ8vFEXnpq3QUbIdnZ8ld2MBov6lpaEn0IgBe89LpWtfKmNptyKioYNn8J+kyaBqKGCVd5nQx9ZzHe+fE5X7xfBDUNYN4xftls8FXg/DJ+JmzKnw3qnAOvsI+a9qhy0MsKAKdf+Xjsuq5Hvy1f3sCcjz3vv0KxI/c8qKjyS+nfd+RnxQ9P4mPl8xJ4pXJNfX5m0eEzPj5cRYUXxdMy5JdYdxgCLDzLDzYoCxFweCIfA1x9iXvUAz7WO/QmH59eGy1M+cwNzn/yDmnAeUAkhGrMA6DTeOSkJCE9NgZq6uq1vv/AYx8fax3nzq8GUFEH3r8vG58sFvHnsGvA5e2VjN0kv14ivn36bXkHsjZU1fnBjR5z+LJ3vuWPr07ozdoHhNS1+X6n2YI/tl1fXoegVeeqMiIhbzOznvz3MC+B/37WJQ6oiK7T+BULOsZ8aMK1GqsIVNSQL1STLG9v27kr3tteY4XS/Z/4VRkdBvMie7GufBx62C3FDnr3WRXZIEYrLtNEUTJ/SfOF47hpAKYBgI2NTR2lGwc1HXSO46Cjo4N169bhl19+UXBUwzFmzBi4ubnB3t4eLi4udR/QxJDn0CmDupYW1LWeL54uPz+/1v3aei2grdei1jKdB/IxPZYKBhdadeiIQXMW4MymDeg8eBhGLl4BsVgkWeJeSa8JU+B/10FGHE6yf/xkqGtpoYOOLsysO6G1pbQwTtvOXdG2c5XIiIqqKsav/Bj9JifA49IZHNvwCTS1ddDBrg9GLl4hET1saW6BVh06IsztMbqP5EdhiQh+t65jwupPoKmjg94T+R+l8tISuF86i9zUFBiaSaepyk1Lxc0d2zDlky9q1SnoNWEynt51QJfBw2X2qWlooM9b0yASCnF3/w6oqqph8NyFUNfSQs8xExDh6Yp5m36TUyt/vV1mzIeqmhqCHt1HwP3bmP7ZN3h0/BAGzn5HroBgddJjoxH8+AGW/bEbCcGBCHN3QUFWZoOKIj51vIUuQ4YjLy0V4e4usB3+cpeERft54fpfv6Fjn/6Y8fmLx4cV5mRDz6gWdegGpq7+yWh83Nm7ndf26MDPMqmoqkJQVqWBUZtNg52dkJOcCKFAAH2TVugzadpLb+/zIigvg5qaelV8vRw8r5xDt+GjUV5SDA1tnVfYOvAO2LxjfIyt9Whg5t6Gn7nEK+yjZj35tE8Ar85uNZqfKa4LA3OgLJ9fth1yHfi44QdeAfDLvJfe4NPF3foSeGtLVbq0bjP4WcpKp5XjeJGv/OTnWxbMccCSK4C6Ll9HeRG/LLskm3cwlU3NZzOOn3mNus+nCXP6BRoFaYDFIBSGhSI3LRXtutjK/a2W0G8poKoBHJoAOP4ICEv4gaCaPLvIO8pmLyF1plgM3JMT7iAs44XjVOsxIKNnxgsF3voKCDgH9KpYAUPEO+hvH6r9eMP2vFq630lg0Bpg/whATRsY/Q1vt6wIPm6+cgAl6DLv7NZ3eXslahq8DbwOAm9t4weyRAJ+BY1ea8CoAxL17dHe9zhgvxzuF06jrLgYIxYuq3pvnra9qj4dY8C0G79CpTQPaKOgj2kbAn0WAX9359Ozte3NL9tv05v/a8qi2vKSo7+pf/369ZNJIE9EFBwcLHf760IoFEp9BkARERGSzzExMQSA+vTpI1UuIyOD1NXVqUOHDlLbk5KSqF27dkRE1KFDB7p3757U/iNHjtDQoUPr3PYqaGy2aCgKCgpeuI78zAz6Y94UEovFCsuIxWJyPXeS8rMyyOfmFXI+fUxuufTYaMpMiJM9XiSitJioOtuSmRBHN3dsk3xOCgsmoUBAYrGYwtyd6fHJIyQWiaikoICePXSUlIvyeULHNnwiuYb02Gja/f5CKi8tlZRxPv0fZSUl0ONTR+newT2S7cX5eRTodI8OrVtNPg7X6myjUFBOe1a+S5mJ8TL7CnOySVBWxrfJ9wkdXreaRBX9rrykhP5ZPKfW+/DM5SE9PnmErz8hnsRiMR1Z/wElBAXW2iaRSEgnv1lPnlfO06UtP5BYLKZLv/1AbudP1Xk9RPw9CHZ5SO4Xz5DLmeMKr3vv6sWUERdD4U/c6OQ365Wq+3lJi4mi3e8vpLhAf9q7ejGlx0a/UH2hbs705zvTKCUyvIFaWDcN0T9fhMAHdynGz/u1tqG5UZtNy0tKqDAnm8rLSmt9njYGfByuUbCzk8L9YrGYPK+cp1t7/qbYp36vrF0ypD4jKi95adW/sj6aHka0vRdRbgLRlg78v3IoKSyQfkaJxUSbTYnubiS6+tEraSqV5PHnfdk8OUi0oy9RgjeRz39EhyYSlT6nPcRiohhnKvE4IrMrLvCp1HuFDEFXiHyOE+0ZSlSQJrtfJOTbGeX0fG1TBq/DRLmJRK47+c9RTkSpQc9fX6I30VYbosJM/nN6KNGftsrZVVBGlFXxe5uXTLR/FNGl1fx2/9NE55ZJlz82kyjW7fnbmpdE9JsF/70jIgq9RXTtf/z/r35MJa4H+P0iIeVnZtD17b9TXoYcO1XycCvRb+2Jrn1S97nLConiPYk89hNdXkt0YDRv7yYAAG+S45M24aGFNxdl86AXFRXh2bOquKBTp06hY0fZmBUHBwdMmqQgFyTjldAQeZZbtDTB/45fqnWGluM4DJm7EC2MTdBz7EQMnSerCA/ws+0tzWVzz5YUFuDR8TpGbgEYmrWB/TR+JJaI4Hb+FMRiETiOQ+dBwzB84TJ+xocDctNSJMd17N0PgrISJIUFQywSwf3iGXQbMQbqmlUj8e179IKWXgv0mTQNoa4P4XPzCs5v/gYHP16BKG9PDJm7EH0mTZVpU01U1dTRc8wEuUvPva5dRLTvE4jFIjz8718YmrWVLK9T19KCUdt2CHF2Ulh3VGQknjrexvT136CluQU4jkOPUePw7KFjrW0KcLwDTlUV9lNmYug7i8FxHAzMzBDp7Vnn9QD87LvL6f/gfvG03HR+ABDu4YqW7cxh0t4S1v0GoCgvB6mRcuLcADw89q9ULun6UpCVictbf8LY5R+gfY9esJ86C+4XTz93fblpqbh/eC/6Tp4Gx4O7IZanbvsSeJ150AXlZXh08gi8b155bW1oaojFIrn6Ctf/+g3psbyIVm02zUqM51dSiQkRT15aEpkXgogQ4HgbZtY2MLNWvCyV4zgMmPE2Jn2wDh3ser+6BtbEtHuDKbbL45X10ZbWfFoshw1A//flK7cDCHV5BMeDe6o2cBw/c+u5Xza12stCS7/BQwnk0tIaaNUNSAvklzerqvNq6c8DxwGWw+Ar6ozykmKc3rRBkla1TafOGP3easXHFqZXpOcqAlLkfB+eXQR0W/HihS8L+/d48bvK2XI1Ldn0d/WhXT+g59vA3YqVZ6E3eHE4ZeyqpsHHqd9Yz8etL7vBp2A7OQeIceZnmitJeQpYDOJXWDwv+m35POdP+VSX6DKJX8VQkArYzUNcSjp/DhVVFOfnYcrHn0PfpJZMHZ3G8ysPlEm3qaELWAwABq4CZu4GVj54KSt1XiVvvIPeFNOsqdYWh1ONxYsX47///pN8PnbsGJYsWSJTzsHBAZMn1zPfLKNB0devI05LSZTN2w7wcelhHi4oKy5W+hgdfQPM3Vh3GIWqmjoMTc0Q4+cNjuPw9reboa4hu9xNS1cPQ+ctknzmVFTQe+I0+DlcQ2FuDuIC/NB1yAipY9r36AWxUAg9I2P0fWs60mKi0HviVKzZfxw2/QchMz4W2UmJSl1PzzETEezsJLX0FeBF9ToPGobgx07Q0tOH3Xjp2Kbx73+ICC93ufnY89JTEe98H2PfW412XbtJttsOH41Ib3eUl8i/30W5OXA7dwKd+g9CckSoJHTAbsxElBcX1WqnhOBA/Pf5h7i5Yxv6T5uD9/7ci4D7t+F8+j8ZkSu/W9fRZ9J0AHxqvF7jJ8Pvzg3JfiJCtJ8XSCxGzzGT0LaLLbxvXEag012F55dHeUkxLv/+I/pMnIoug3m13F7j30JyWAgy4mLqOFoWkVCAmzu2YuDMuRi5+H2oa2nh6V0HpY8Xi0QIfvxA4cBFbdTVP0kshsOuPyXOX0MS8tgJrTt0RGpkeL2EBgH+ntW0/5uASCiEsFzWQRi5eAWM2/IOVW029b11DSWF/JLpuKcKUle9ZkRCIfIz09Ha0ho6BoYKy4W4PsL9w/uQk5KEZ071TJ/UhGio39A6UVHl0+olegFD/6ewWFJYMDLiYqQ1VfTb8qnHmltaPqtRQBs7Xr09+iEwc590fu7nQF9fH2oamhj//lpJ+Ia6phYyYmMgFolAYjFczhyX/u0esJIXyxu6no9pr45YBDz6HRj55csftNA24h1FgBd761l/bSIpRn/L39soJyDUQX56tdoY9ikfhqGhC8w/yedh9z8h7aDrmfGq9qovGPncfyW/zL3yd0dFlRe6S/ZHy5IYoMMQCAUC3D+0B5HeHrW/V5jZ8YNZHUcoLtOMeeNj0InoOoDrAGBvb79S2eN2r3nw0tpUyYf7xsjdrqyDvmjRIgwfPhxbtmxBeHg4CgoKMHDgQPz777+SMgKBAI8fP5Zy5BmvHmPjVxdPW53spES07dQVmjpVcYlCgQAFWRlQ19SSifON8HSDhraOUjMxQoEAkd4eEAoFEJWXo+tQ+aPWTkcPoGMfe4mifI9RY+F2/gSSw4Kho28AUytpbQhBaSnObf4Wy/7YLZMT3rrfQDx7eA8xfl5oaW5RZxsNWpuibeeuCHNzRo/RvGJscX4enjndQ5+3psHt3ElM+d8GmFrZID8jHfqtWiPU9RHyMtKhoamFhOBAtO9R9SOXn5GOcz99ix4TpsDl7HF06NUXOvp8vJ+uoRHMbXsgzMMFPUdLi+8RERwP7kHPMRPQytIKmrpV+ZlbmrdHaVEhjn/1CZZs3SmlkSAoLUWklwcenjiENjZdMHfTr5LzDZozHz43rmDw2wugps4P3KREhKE4PxdW/apGyXuOmYBD/1uJ4rxcSQq/CE93mHa0kdzDbiPGQCwSobSoEKWFhTA0rT3nsFgkwo1/tsLMpjP6T69Ks6Oqpg77qbPgcfEMpq3/uk77VMflzHHo6Bug7+QZ4DgO41Z8iLM/fIlOA4ZAz7hlncdH+3rh9p7tiHjihsmffCF3wEgRdfXPUHdnxPh6ITspEQt/+UNG1+F5IbEY3jevYPz7a+F/7xYivTxgN3ai0sff3rMduoZGGLXk/QZpz+uktKgQgrJStDCuW4tBXUMTQ+YulNnOqaigpDAfLYxNarXp5I8/l/x//KqPnq/BL5G0mChot9DHsPlLUFpYiONf/Q/v7zwod/VU54FD0bFXP5QVF0FFrfm+8r3S39DuMwH9drwIlwKSw0OgoaWFjLjoqpSt3WYop5DeFCnLA4Kv8Q6ZQbsXrs7Y2BhZifHQbyU9wxrgeAsm7Tsg9qkvPC+fhXm3HrC0qxaf3GkcL4Dm8gcfg91hCL/92UVeHdxq1Au37ZWjqQdM+Qu4+hFQXgB0qGd6OMNq70IqqsBbW4FOE6Vzkbcw5f9eFMthAKcCRDpKVPjRcQTQcQQMfAYBo9ZATV0dC3/+EzkpSRIxXbmoqPCK9m8ozfdp/ZJR5Dy/CsrLy5VKtWZubo4uXbrA0dERTk5OcmfPHz9+jF69eqFFi6ofmpkzZ0Kt2g95eXk5+vbtK3Mso+GIjY1F27Zt6y7YwMh7iU2LisCzh47ISozD1HVfSi1B0jEwhJqmco6Njr4Bxq/8CBnxsbXOWvadPB3a+lVKqxraOjBuZ4E7e7aj39SZMi+d6lpaeO+vvTLbk8NDoamrC/up9UtdYzfuLXhcPC1x0EksBsdxuPbHL2jTqQvadbFFtK8X4gL8MHrZKnTo1RflxcVQ19RC4IO7Egc9PzMD5zZ/g36Tp6PUsBXe33FQRripx6jx8L5xScZBD3F2QnZyImyHjUL77nZSx3EqKrDo3hMd+/SXOOeVs6KRPp54ePwgxi5fg86DpH+0+06ahghPN3hcPINBs+dDTUMDvreuoffEqVIOpHYLfXQaMAQ+DteQGPIM83/YIpWOCoDE6Y/280JSSBCGL1yGkoJ8iUNfnVh/Hzw6eQQGrU0xdvkHABFczh6HmroGSosKMHTeYnhdv4TM+FiYtLdUykYxft4Ic3PGoi3bJXZvaW4Bu3GT8PDYQUxd92WddQQ9csSY91YjMTQIF3/ZhJlfbISWnl6dxwG190+hQACX08cwbf038Lh0Bn63rqPflJlK1VsXMf4+UNfQhHm3nigpyEfA/TtKO+iC8jJE+3pBVV0dtsNGyQx0NTUqM1As2rK9zgGQhOBAhLo+wviV0s51pJc7NLR10H3kWIU2zYiPRYyfNwbM4Ge9nly9gJbmFrDupzgV5qsmNTIcukbG0DdpBS09PYXOeWXZpPAQZMXH4q2PPnvFLX11vNLf0CEK8lxXUJCdifLSUtgMGIzUqIgqB32A0nNATY+h6wC3nUC/Wpag14PY2FiUhT9D12Ejq+4f+JRrwvJyuJ49DovudkgKeSbtoAP8LPDQdYDzX7yDLhbx6eYmb5M7e54eG43y0hKYd+3eIG1/KXSewC/hVlF7cfV/juMHMl4GHAdM/Bm4tJpP3VbppJfkgMuNBdr0QmLwMxTmZqPL4OEoKyp6Oe1oBrzxS9ybIppKOkgAsGTJEhw9ehSnT5/GokWLZPbLW95+5coV5ObmSv727NkjcxyjYbG2tn4t581NTcHl33+UfC4pLEC7rt0wYfXHWPDTNpn4oLadu8K0o/JtLc7LhePBPTJK79XR1jdAQWaG5LOwvBxvrV0PoaBcoWprVkIcAhxvS19LWgoKMtIBAOGernA7f0qpNnbs0w/F+XlIi46EWCxCqNtjPLl2Eea2PSQzaVZ9+2P0Mn7JWm5KMvRNWsF2+CjE+HmjpLAABdmZOP/TN+g9YQr6Tp4Ba2trZCXGI8bPu8a57JGTkoyclCTJtvzMDDw8fgjjV32EaN8nctMoWnTrieSwELidP4loXy/cP7QHsU99oaNvwDvYA4fKHMOpqGDimk/gff0yon29UJidhVh/H8lARHX6TJqGYOcHGP/+h1KDA2KxSGqpsFWf/hi+cBkEZaU49e1nEAoEKMzJhqC0FOmx0bjwy0Y8OLofQ+a9ixmffwdVNTWA42Dc1hy9J03FyEUroK6lVRGLfkYp+0T5PsHNnX9g8sefSQYKKhk4ax5So8IR6+9Tax3F+XlICAqE7fDRmPLx5zC1ssHZH75EQXamUm2orX8+veuAluYWaN/DDuNXfgiPy+eQl56mVL114X3jsmSQqmMf+zqXuVcPuYgP9EdrSyuMXLQcdw/srNfS/mt//grHQ3tfWYx/rL8PSgoUq3CXFBYg4okbOE4FIc4P66zP1MoGA2bMldneZ9I0SYYIRTbV0tODaceqwQyb/oOkHIS6ILEY2cnKhdjUFxKLkRYThV7j34KNfdWAQVygP9JiouQe43/3Jp5cOYfYAD8c2/AxclKTX0rbXjev6zdUHslhoWjbuSva2HRBWlTE627OC0NEyE2rI0WmrgmvUG8ztkHOaW1tjdHLVsn0vTB3F9w7uButOnTEgOlzkBgSJL+C3gv53OwpT4FnlwCdlgpnz0vy8xH08H7jDweafUBa6byxYjMOWHAauPoh4HOU3xbvCVGbPoCqOjR1daFraISyoiIc/+qTWqt6k2EOehNEUCNPdG3MmTMHN2/ehJWVFTp06CCz38HBAVOm1JJPkfFKSE19PfmhW5i0wsjFKwDwP8KXft2E/Ix0cBwHTkUFXtcuSoTNREIh9qxaVPuSpBroGBjyS5xr+eHLTU2B940rAIDC7Cyc2vg5DExNseKffyUpkmqioa0DbYMqZ01YXo5uw0dLUsy169INduOUEz5UUVGF3dhJcDt/Emc2bYDHpbMYsXAZBs6axzuYFUR4uiHwwV24nDkGcBy09VqgYx97eF+/hPM/fYueYydKZu9TU1MhFAhQWiw9OqyqpgbbYaMQ9Og+AP6e392/A91HjUVrSytMWvsp1NTVZdpo0a0nEoMD0WXwcLTr2h0DZs5Fh5694etwFX0nT1c4e2bUph2GzV8M/zs34HfnBroMHQktXdlZ4yhvT2jp6iI7OQEAHz/ue+s6jqxbgwMfvofMhDip8uqaWli+fT/U1NUR/Pg+zv/8LS7+ugltOnXB0j/2oFP/weA4Di5njiM9JgrdRoyBlq4ewj1dUZyfh94TpiAx5JlMvTURlpfD/cIZtDS3gLltDySFhUjF4qtramHM8jW4f3gfBOVlCusJcX4Iq34DoKmjA05FBaOWvA/b4aNxeuMXSFXiBVpR/ywrLsKTq+cxfOEypEVHQr+VKeynzITjoT0v/LKXFhOFnJQkSfy+uqYWOvTqi0gvd7nlE4ICpAT4Ir08YNN/MLqNGANNbR34V9MZqI2ksBCkRkcgJzkRN/7+XW4sd0NSlJuDq3/+WuuA2jOne7DuOwBjlq+By9njMpoRNSkrKpISlqwkKzEBfnduoKy4SKFNtVsYSIXwGLQ2Q3lp7eeTPkc8XE4fU7p8fchKSoDPjcsy3y1BaYlcO5WXliAtOgJjV6xF/2mz0aJlKxjWknryeSgtLJQ8z14UQVmpQo2Ounhdv6HySA4LRrsu3WBq3Ump50tjJyk0CEc+XVP34M6C03y6tAYgyM0Z/nduymzXNTRClLcnhi9YirZdbJEWHSn/GaWmCQz+CHi8jY89H/WVwtjz9j17oay4sM7nymtHVZ2PI28KWAwA3rvFpyK8vxmIc0F2C157waS9JSy69YSWnh5W7jr8etvZiHnjHfSmKBInliNMpQhdXV08ePAABw8elNkXExODsrIydO3aVc6RjFdJ0Wta5qOqpgY1dQ3+h5cI83/aKhXz1XnQMHQaMERSdtXuw1JOqzLY2A+sNUdva0srTFzzCYgIesYt8c73v0FFRVUmv3l19Fu1hk2/gZIf5tt7/paaRdU1NIKwvFzhrFJNeowej+ykRHQfORYrdx2C7bBRMmWM2rRFG5vOmLvxF4lD3HPMBDy5ch7dR46VLIkFeHuaWXeCrZy4+x6jxiHo0X2IxSI8veuAsqJC6LQwQFAtCu8tzdujrLgI6lra0NTRgb5Ja+SmpSA1KqLOHOZ9p8xAQXYmnly9oFDd3qpvf/SdPANe1y/h4fFD+PejFUgKeYZJH67H6KUrceGXjchKSpA6ho/nLUCU9xMYtDbDgp//QFyAHzgVDgVZmRAKBLDs3ReGZlXLTvMz0vnwAC0t9Jsys9ZZdBKLceq7z6DdQh/zf/gdABDq+ghFudkgsVgyW2zVpz9aW1rhyRVZ1e5Kgh45oseoqiV9lcrWw+YvwdU/fsbxr/4HX4erCmenFfXPJ1cvoGMfe7Rqb4kwDxdEeLrCftpsFGVnIdT1kcL2KIPvzSvoM2kaVNWqBmy6DB6GMHcXueV1KjQOivPzIBaJEOXtCZv+g/h4/ZUfwuPSWRRk1b1iwO3ccQyaPR+zvvoBnKoqLv62CWXFz/98qms22evaBdj0H4RQ10dy28f3k5to37M3BCXFaGPTGb4O12qtM+KJO6J8n8hsV9fSQnZyIvatWoz4p/LzUN/Y/jti/X2QEhmGSG9PFOVk4+7+HbWer5KSwgJEeLlj2vqvUVpYqNT9rg8mFh0w+ePPZQbkOg0YgnZdZIXHbu/+GyqqarAdOhK9xk9GckQoony9GqQtRIT02Gh4XDoD/7sODTL7+PDYQdzc+cdzHfu6fkPlkRQWgrZdbGFi0QF5GWnPPejQWIj284auoREeHa/DmWrX78VFxirgtHXRppPsypUYPy9Y9xuIlubtJeFwqVHys5Cg3zIg1rXW2XMAOP/TNxi/6mMpfRdGA9DSGnjfkRcO9NiLLN3OAIBT365HZnwsAH4gubmu6nlR3ngHnYiuE9EqIlplYGBQ9wGNAG3t+j1E7O3t5S7/unnzJlNvbyTY2dm9tnPHBvji3oFdcD13QsoZAHgRtdLCfIQ4OyErMV5pdfT64nHpLC799j3iAvyhqaPcCPGjk0ckMzeTPlwPi2pibQA/k5Ueq5yDrmtohBU7/kXnwcORHB4qVw3fpL0lIp64I/7ZU8k2i+52WLD5DwycNU+qbKU9L/yyEdnJSTL16Boa4+ldB7ieP4lxKz9C/+lz0Hui4tRwnIoKzLv1QGJIVdpEX4ersBs3qU6xMxUVVUxd9xX6Tp4OXUMjBD+uErjMS0+Dx6WzMLWyQbfhYySDL4t+245p679Guy62sB02CsMXLMWFn7+rsTQ/HWc2bUCbzl0x+aPPYNjaDAt//hMqKqrwu30dUd4eMO/aXUqAsP/0OZKBl94TpyAtOgJO//0LkVB2VdDD44cgEgowbmXVsvuxy9fAuK057v27S8rRGLVsJZ7evSnXGUyLiUJZcRHade2GaD9p56Tb8NFYufswhi9chtToSBz+3ypc2bYZCUHSKXrk9c+C7EwEON7G0HmLEOvvA7uxk9BlyAioqqlh/OqP8ej4IZll28o6MQXZmYj29YLdWOlVIB1790NaVITcgQT9lq1QWlQIt3MnkBwWAr2WJjBozYv+GLc1R++JU/HgyP5az5sQFID8jAx0HzkWaurqmPrJFzCxsMTZH75CYU42SgsLEeHlDqejB3Dsi49w/e8ttdYXF+iPI5+uUZiqrzAnG0GPHmDk4hXoMXo8PK+clykT4+cD7Rb60DUwRG5aKoYvXAbvm1dQnJer8Lx935omo/MgFAjw5Mo5xD31xZB3FiHzqZfcLAwzPv8W5t16wmHnH3h84jCu/vEL+k2ZqZTtSCyGQStTcByHSG8PhLo9likT/ywAEV7uyM9Mr7O+6ghKS3Hpt+/lhh0U5ebg1HfS8eUhLg+RHh+LEYuWA+AHJyx79YXn5bNy6xeLRPC8cl5adVwO8c+ewmHXn9jz/gKc3/wNREIBivNza007qQzC8nKEe7giJTz0ubIhvKzf0MrwnfqUz05KgJlVJ6iqqaFVe0ukRUe+lLa9KmL8vDFp7afIjI95obSb9aFb9+4yuhkFWZl4eu8WkkKrfgfNbbsjKVRBGjNNPWDaP8DkrQpnz4kIo5auRGJQYIOtBHmdFOZky00x+TzkZ6TLDDLmpafWbzBO1wRYeh0Y/S0sh/FhR+/88DuM2/HCdaWFBRCWKV799ibzxjvoTZGaedA1NTXRr18/bNy4EQBgaWkJIpISeqtk3LhxiI2NBSA//jw2NhbjxkmLRyxbtgwuLlWzNuPHj8fHH39cr1h4Ru28zjzLdmMn4e1vN6OfAnE1TkUVZSUlyMtIk5lFbShaWrTH0HmLpNKS1cXwBUvRa/xb8Lx8DsW5OTIz+9b9BqDn6An1+jEpzstFUjUnuCb6rVrDqG2VQi3HcWjbWXYFSqU9J6z6WK7ieY9R4/DgyH7YT56BW7v+hEgorDV/PcAvc08ICgQAlBTkI9TtMXpPUC48xbSjNUYvWYnSggKJc1ecnwd1LS20rPihVFVTw/wft2LU4hUSx66S7iPHYvDbC3F+83fITUtFZnwsTm/agJ6jx2PU4hUyKyRGvPueXP2A/MwMnPuRV2/X0NLGu7/+jdzUZJz9/isph8X7xmVEeXtg/k/bYGDSSqaeYQuWwrrfAMnnFsYmGDT7HdyXs7Q86JEjuo0Yyw8c3LouE3euoqIKS7s+mPzRZ1i15wis+vbH3f07cfaHrxD/7Cmfb1pO/3Q7dwo9x05Ei5YmSAoPBZEYsf4+iPB0QxubLugyeDhubP8d3jcuI+jRfUT5PMGJr9chMTRIrmNYHf/bN2A7fLSMiJ26Ju9kRT6RXuZeUpCPo5+vhU3/QRi7Yi0ivNzRqf9gqTIDZs5FVmI8Ir085J6TiOB67gQGzZkv6UucigrGvLcaVv0GYv+aJTjw4TI8vesAHUMjjH3/Q6RFR8gMZkjVd+Y4eowej7v7d0pmEUVCgWRG3uvqBXQbMQZ6RsboP30OwtweI7+aHgXAx1D3GDMBLS06oMeYCdDW04ftsJFSy/lr4nvrGvLSq5Y8F2Rn4tyPX6EgKwslBQXoN3kGygQChHu6Sh1XXlKMEJeHCHS6C4PWZnjv730YNPsdOB7cjWNffITYgNpTrqlraaHbCF5Atseoceg/bTa8b1zG3lWLcO/fXSgpyIemjg40tXVw8dfv67WkVkVNDQNnz5crkKejbyAlAJebmgKnowcw6YP/oWOvKoHXcSvWIi8tFbmpKTJ1iERClBYWQE1dHWkxUXLbVpSbg+t/b4GZVSfM2/QrZnz2HcYu/wAdevTGk2sv5hRE+z7h44pnvA3Py+fqffzL+g31un4RV7ZtVvp3JCUyHCYdLCWDvGbWnWtd5h7xxA1ZiS/nd7UhyM9MR2FONsy7dcfIRSvw8NjB50pVWR9Kiwpx8deNMs9Jt/OnYDduElb8U5WJyNxWeuBahm7TpdOJ1aAkPw9aei3Q0qL9axfSfNH7KhaJ4LBjG5xP/1e3ZoAS5KQkw/XsCcnnjLgYHF63BuEe8ldxKURDBxi+HgHBYSgtLERiaBBUKrJR9Rg9XmEo45sOc9CbIDXTrJWWliIvLw+bN2+uVz2jRo3C6NG1L4+Vx71791BQUID795v+aGNjwcjI6LWeX0VVFdp68lPG6Ju0Qu8Jk2Fo2hbd6lhO/bx06j8YZjad65XHXVVNDX53bkBDW1uumjgAPHvoKPUDA/AjwJd//1HuC1fLdhYY+s5ihefsPnKsUmmeKu2prqWFjIqlXNWxHT4Kg99eiAEz52LhL38qFTZQGYcOAAGOt2FjPxi6hvX73hiatYH91FkQCQW4vOUHkFiMTgOHKHWs3diJGDBzLs799DXO//wdRixcBvtps+t1/hbGLaXSVmnrtcDMLzai08AhOPnNekT7eiHU7TG8b16BXksTqKnJxuMDvEOSHBYilde598SpKC0sQqjLQ8k2kVCAUJdH6D5yLNKiIzF9/TfQM2qpcMmphrYOeo6egPf+3oceo8fD8eBunP3hS5QmJyD2qS9i/X0Q4++DEJeHiPZ9ggEz3oZIKMDQee/CyKwtdAyNoNeST/k2bP4SdLDrg4KsTMQF+sP/7k2IhSJc2vIDti+ejcOfrsGl376H46G9cDlzDJ6Xz8HX4SoC7t9BwIO76PvWdLlt7DJ4OMLcnaW2abfQx4p//oWKiioyE+LwzOkebPoPkiqjpq6O8Ss/xIMj++WK2MUF+qM4Px+2w0dJbec4DkPnvYs53/yEDw+dxtvfbsbAmXPRrosths5fgscnj8jtS1E+TyAoL8OEVR/DontPPD7Fp/J8etcBzqePoSA7E8GPH0hCQ3T0DdBz7EQ8uVLlnOWkJCEtOhKGpm3geu4EvK5eQIjrQwyaPR9hbs4Kl89r6xtAtTK1YGQYTn6zHtb9BmLmF99hxY5/wamooNu4yXA7f0pqRrq8tBRZCfHwuHgGI959DxzHodPAIRi3Yi26jRqH23v+RkJFH6wJEeHo+rWSATBheTkcD+6B+4XTGDDjbcQFPsXh9WuQn5EOi+52eO+vvVDX1IKwvBwRT9zgsPMPhNQSFpGZEAcza/kOBKeiAhITCrOzkJ2ciOvbt2DQnPkIc3uM4Goz26rq6tAxNIKHHAdYLBRhZMVs+zOne8hKTODzTVfYNiE4EM6n/4N5tx5IjQpHqw5WMO/WAwAwaskKFOXkyAyu1IdgZyd0Gz4avcZPRmLIs3o7rS/jN1RQWgr/uw4QlJUhqw69jEoq488rMbNR7KDnZ6YjMz4OQoHyOg9isQh+d27gxNef1qq70VDE+PnA0q4PVFRUYTNgMLT09BD4oJbc1Q2Alq4eRn/yldTAb1ZiPKJ8PDFg5lxE+3lJBlrbde2G5PDQ53Zuk8KCEfTIEcZtzev1eyoSCpEeG90gjnBqZDj+fGcqPC7JX92iLO4XToFTUYHd2IkIk7N6pz4IBQIYm5tj4gf/Q1lxMYQCAW7v2Y6uQ0fA9dzJ57rfRkZGFYKtVYNpicHP4Hhw9wu1tbnC0qw1QZTNg14XGzZsaJB6GC+OnpLpnl4XwvJynN74Od7feVDpJeivAhKJ0HnwcKhracndb20/UOL85memoyAzE2272GL4gqXISoyHpq6ulMP94Oh+9Bg1vlbVeWWotGduagoivdxllO81dXQhKCtFxBM3mfRoiqiMQ89NS4X/nRuY9dUPz90+VTV1zN30K1TqGS/Ye8JkaGhpQc+4pVT+d2XhVFSgqqaO7OQkGFesROBUVNB/+hy06dwVN3dsg6CsDHO/+7nObAE6BgZSgoUqqqoYt3Itrm77GR379IeWnh6ifbzQ0qI9DE3N4HD+JIbOexeZCXGIeOKOSR+sk6kz3MMFSaHBGL1sFbqPHAvbYaMQ5vYYvvduISs0ULLKgeM4jHlvNTR1dHH8y08w84uN0G/VGqYdrSEoL5NcX6XzmZ+ZgaCHjhj89QL4OlyFdf9BEJSWIi89FXnpaSgrLkJZSTGviF9WikGz5inUYLDs0w939v2D4vw8iap98OMHMO/WA/omrVFeUgJ1LU25KewsutvBftpsnN74OaZ88gUsuvPLgokIbmdPYMjbC+TO0EZ6e6Bjb3s4HtyDvpNnoFVF3V0HD4fPjcsI93CRWjFBYjFczx7HsPmLJaJ8/33xEcy7dkffyTNARLh/aC+6jx4v9VJsP3UWjny6BgNmzIV+q9bwv+uAnqPHo0PP3ujQszeISGID+2mz4XzqKGZ8/p1Meyu1H0oKC3D9ry0Y+94ayUBUVkI8jM0tYNm7HxK9XBHm5izRnNAzMoaKqgose/WVegZY2w+EFRE0tbXhde0iLLrJ5rLmOA7Lt++Dqpo6clKTcePv32FoaoZVe45AU0cXfd+ajsTQIDge3INnD+/B3LYHonyeICshDq06dIS1/UA8OnYQKiqqEmFAyf0kguvZ45i45n8KnYin9xyQHhOFrMR49JsyE30mTQPHcVKDJ2rq6rCfOgsPjx1E/twFUlk6bvzzOwbNno92XWwxdvkaAPxAYHZKEkYtXoEAx9uIeeqLFX/vB6cqPbejoa2DluYWcD79H6ZUyyGvLMX5eUgMfoa3PvwM6lpa6PvWdHheOYfJctLClRUXw+XMMUkbK6l85hIRSgsLkJeRDuN25igtKIC+nFU4yhD44A7MbbtDx8AI0X7eSqWFTAoPkRIoNbPuJDNIXEl6bAw0dXT4WPX0NBi0NkVRbg6Sw0LQvmcvmd/ajLgY3DuwCypqqlBRU0W4u4skK8HLItrPCx372OPegV0Yv+ojjF66Chd/3YQuQ4bLFRytjdTIcDw4sh+WvftiyNx3FZbzvnEZuuaWUts8r5yH/dRZ0NLVQ15aKgxam6GFsQm0W+hD36QV0mOjYWbdqd7X12nAEHQaMARisQjHNnyMFf/8K3eiQCQUIsTlIVLCQ5FW0c90jYygpq6BpX/srnMFXG20tGiPRb9tR+t6ZMgBeFHF4McPYNrRBqWFBXjmdA+LtvyD3NQU3Pt3FwbMnPvc7cpOSoD7hVOY8fl3cNi5DbqGxtA1NMSktZ/i7A9fIdjZSUrXRRn09PRg3LYdhi9YKtnWyrKjTK57RgVE9Eb/AZgG4ACAAzY2NiSP4OBgudtfFwUFBa+7Ca+NxmaLhsLV1fV1N6FOxGLx627Cc5EaHUkJIc8oPiiA/G7fkGz3unaRon29pMtGRVBpUeELn1MZexbmZFNpUVG96r365y904ZeNdO6nr5+3aa+doMcPKPDBXbn7ivJyKeixE1394xel6hIJhZQYKv1MuHdwD937dxcREV3a8gMFOt2T2i8WiUhQVkZikahqm1hMpUWFJCgvp9y0VDr57XoqLyuV7K/NnjVtGOPvQ07/HZC+rtwcCvesqkMoKFfq+ip5eu8WxQb4ST5f3/47+d91kHz2vX2d8jMz+LaeO0H3D++TuS/ViQ3woz0r3yUfh2skFospyucJHf1srdQ9qWqrgG7t/ouEgnJKjY4kQXm5TF0HP35f6pqCXR7SyW/WSz0zAh/cpb/fnUmlRYWUGBJEf86fRoU52TLne3zqKN3dv5PKS0po1/L5lBIRJrEnEVHA/TuUGBJEgrIyOvDhexTq9rhGe8tp7+rFJBIK6eofv9CDo9K2eHTyCGXExZCrqyvFPvWjQ/9bRSKhkN934gj9s2QO5WWkSR2TmRBPJ775lARlZbR31SLKiIuRaXe4hytlJsZTtJ837X5/Ifnevi73mSkUlJP7xTN0/Ov/0e19/1B+VoZkX1pMFO1Z+S5FenvKHKeIzMR4uvbXb7Rn5bvkcfmc5PsoFonI+8ZlmTYIBQJyOnaQHA/tkdouFotl7C8WiST94NKWH8j7xhWF7Qhzd6FdKxaQoKxM7v6UiDDJfa6J7+3rdOOfrZSXnkY5KclUWlRIu1YsoJyUZJmyQoGAHp86KmmrUFBOLmdP0N6P3qd9HyylvxbMoB3L5tKf86fRgQ+X08lv15OgrKzez1qhQED7P1hGKRFhFOX7hM58/2Wdx4hFItq5bJ7U97pyW1FersLjonyfkOOhvSQWi+nib9/T0c8/pB1L36Zzm78lH4drlJkYT49OHKbd7y+kp463SSwSUcQTdzr53Wf1uqb6Iigrox1L36bs5CTycbgm2X5n3z/kdOyg0vUU5+fR3QM7ae+qReR1/RLtWj6fSgoVv8cGPbpPDx2rntulRUW13sN7/+4mr+uXlG5PdZxP/yepV9E7TlZSAp34eh2d/fFr8r11jRJDg6mspJj87zrQzmVzZd4j6kN5WSnFBfqTWCymwAd35T6DFZGdnEj/fryCfByu0t5Viyg+KIC/DpGIDnz4HqXHRitdV1lJMT11vE1CgUBmX1J4CO1esYBy01KJiCghOJAOfLi83r9jrq6u5HX9EsX4eUttT42OJJFI/rPhTQCAN8nxT9/4Je7UBEXiWOx386NTp/qP/L5qXmSE+HVSnJuDvLRUWHTrid4Tq2K27afNRsc+9pJ42PLSEugaGTfICoHq9nQ9d0IqnVhOajJu79kOHQNDKQE1ZbDo1hOxT33Rb4p8vYCmQLfho+XmYgf4Zc62w0Zi3PtrlaqrtLAAPjcvS8UqDpu/GJHenoj08kBSaDA6DxoK17PHJUuTORUVqGlo4PLvP0rCDxKDA3F3/06oqavDoLUpJn6wTkp8T17/JCI4n/4PnIp0v7Ds1RejlqyUfE6LjoRYJJJkQxCUleLQ/1bJFcaTql8sRpi7C8RiEXQMjWDc1lyyr8vgYZI4QCJCn4lT0aIlvxIk8ok72vfsBV+HqwrjZjv07I0Fm/9A4IM7uLt/B1zPncCQue/KzbagoqqKSWs/haqaOkw7WiMzLgZJYSFSdRmYmiHA8TYAfqbJ7dwJDFuwRPLMKMjORI/R49Fl8HC4nDmOEJeH6DV+stzZYPupsxD+xA0el8+iXdfuMGrbDjYDqsIwDM3aQMfAAGoaGpjx+Xd4cGQ/oqsJBqqoqmHJ1p149vAectNSMHzhMqn6RyxcBpP2lujUqRPa9+wFHQNDhFSEReRnpaP7iLFSM8sAn8Fh7sZfoKahgT6TpsH7xmWZdgvKSlFaWIDbe/7G9E+/Rp+JU+U+M1XV1DFo9jtY9Ot2TFj5kdQ9aG1phZlfbMSdvdulxLhcz51ESkSYTF1p0ZE4+8NXMLPuhIWb/0BxXq7kmSIsL0dJQYFMG5z++xf6Jq0Q6vIIgU53Ee7hgidXL8D7xmWZkAFORQXqGpqIC/RHdlIiek9ULCrbedBQtGxnIVcYT1BWigf/HVC4LDb48QN0Gz4aGfEx8HG4Ck0dXfSeMEVGNJCIcPOfrXw6S45DVmICTn33OdJjIjFi0XIs+GkrPj56Dh8fOYd1Jy5jwuqPoaWrh38/Wo7D61bVS+wt1PURjNq0gZlNZ1h064n02CiUFhbWekxWYjy09fWlbMqpqMDUylpGaVwsFuH631sgEgrRsbc9xi5fg1C3xyjIzMCi3/7G6n3H0HvCZKTHROH85m9RkJWJpdt2wW7sRHAqKrDq2x8FmRlyQ6gaisTgQJhYWEJVXR2dBg6WZEUZ+s5iBD26LyUaKg8iQsD9Ozj62Vqoqqlj2V970XPMBHTo2RtP7zrIPUZQVgrb4aPRza5qhVa4hwssuttJVgzFBfrD+dRRyX5z2+6K86HXgVGbdlBRUUVSWAjiA/2RGFwVz05E8Lt9Hac3bUD3UeMxd+Mv6DNpGtp1sYWGljZ6jB6Hoe8slvs8UJbCrExEenmA4zikx0XXK6WjUZt2eO+vfQhzd0GfSdMkK3s4FRV0HTKi1pCZmoS5OePhf//i9MbPkREfh3sHdkEkFEAkFMLx4B7YT5uNmzu3gYhgbtsDxu3MEXi/fqEOnTp1gqVdHxibt5fa/vjkEaRFR+Lmjm2I8vGsV53NmTfeQW+K1CcPOqNpkJj4ctTRGUDHPvYKlwGmx0bj2p+/8P+PjoLL6f8a5JzV7dmhR2/oGBhKPuubtELPsROfa8CjY297WPbuh44V+d6bKncP7JSbgirU7THinvpK3a/a0DEwxPT130jFEWvp6mHk4hW4/vcW2PQfDA0tbXQdOhIta7wUjFv5EUzM2yMrMQEW3e3w1ofrJfuM25oj4P5tiaK1vP4pFgnRomUrqGvKhlfkpCbj0m/fA+BjHKu/RKtrauG9v/bKZEyoTmlRIcBxSAoLQkl+PmzsB0JYXiZJR2PZux/SY6IQ6e0Jn5tX4FGRri43LRVFebmw6tsf0z79qtZ7Z2hqhgWbt6G0oABlRUWwGTBYpgwR4dS361GYk13VtsIClBZKq9OPePc9eFw6i7LiYgQ9coS+SWtJCESlU5WXnorRS1ch0ssdYW6PMWj2O3h47F+Ul0qLnmq30Efv8W/hyZXz6DNxKopyc9ChZ2/JfotuPaHVQh/C8nKJQ3t773bEBfhL2hf/LAAup49hyicboKYufZ/D3F0Q5u6CxMRESXy9x8UzyIiLQay/r9yltyqqqkiPjUZhTjZ6jZ+MKG9PKbFBEovRbcQYBD96gM6Dhkpis+vi8u8/Ijk0RGpbm05dMG3917j5z1aJOrV13/4wqCE2mREXg0tbfsD4lR+i//Q50DUyRtvOVanW1LW0MGy+rJ7G2OVr0Pet6Rjz3mokBgUi1O0xIp64IfjxA5z/+Tvc2bcDZcVVGg1isQiPjh/C8IVLa/3OApUDZldkBobUNbUw5+sfEezshIy4GKl92cmJyM/gBSLb2HSRLF3v+9Y0RD5xk1a7J0KfSVMR/ywAZ77/Emd/+BK9xr2FmRs2oUxDC/omraGmoYGA+3dQmJONDj17Y/bXP2Lepl/RsY89znz/Jf79eAWu//UbPC+fQ4y/j1wxPBKL4XXtIvpPf1vS/nZduyM2QH5qvkqSwkKk4s8rMbPujNRI6Th0EhO6jxwLVTU1cByH/Ix03N79F8YsXwNVNXVoaGmj04AhmLR2HdbsO4Ypn3wh5firqKqix+gJCHC8pbA9NQdE8jPScXPHNvl5w+UQ7e8Ny159cem375EaES5xXnUNjWBfR5pMgBf+875+EbO//hFj3lsNLV09pISHAuCFHOXd+ydXL8Ln5hWpZ27QI0d0r7aculWHjugxpipLQzvb7khSQnyzJmKRCN1GjIHL2eO48c/vuLz1Jzge3gOXM8cR5fMEF3/dhGBnJyz4aRt6T5gs9ZudGPIMSaHB0NDWQWZC3HNlHgB4J3vMe6sBAGOWrVZ60F4sEuHCLxvhfOoo8jPSZJ45XYeNQqjrI6XvSajbY0z8YB16jpmAsz9+BWF5GVRUVOF5+Rz0DI3Qf/oczPjsW8k9GPbOYnhePlsvocvExERo6xtIBpMBPrylpbkFLm35EWoaGnh04ojcTBVvIsxBb4LUJw86o2lQU5mf8WpobWmFWV/9CAAw79YDk9Z+2iD1VrdnO9vuvIhTxYxrYXaW3JzFymBo1gZzvv6x1rzyTYFuw0bLfRHRN2kNXeOW9aqLiHD2h6+kZnO6DhmB7iPHoM+kqchLT4Omrp5k9qXqXHzc4qMTh/isF9XiDjmOQ1FODsqK+Bkzef2zIDNT5qWtEsPWZhi1dBVKCgvQ963pMgMq5SUlCHSSP/uQlZiAy7//xMe5L1steSlPCH6G9Bj+JVBdQxOzvvoBD47sQ2F2FnpWxLxGernDut8AqKioory0BMe//KTWtFkaWtp46+PP0KqDJURyynEch2mffg09I2PJNsve/WDVd4DUAEtrSyt0sOsDj0tn4H7xDIbNXwKAFxoiEmPe97/BoLUZtPT0MPmjzzBi8XLoGhrB1LozIGeWv9+UWeg3ZQZMrTvh1u6/ZF4yHf/dLZmRbNOpC6Z/+jVu7tiKxNAg5KSm4MGRfRg2fwlamlvI1N2ynTlamltIbGrR3Q4tTFrh/M/fQUNLC1ot5ItlJoUGozA7C1p6eug2YoxULvan927h1u6/EOX7RHLtyjBt/ddynXmLbj3x1kef4eofP8P59H/QNTKW+v5mJcbj4q+bMOa91ZKVGWoaGug0YLDE3gGOt+Fz84pM3SX5eQhxeQjb4aPx1kefYdqnX2Ph5j+wdNsuLP97HzgOOLbhY4mQU4jzQ6hraqHTwKF1Xs+SbTshKCtFamTVbHFJQT5czhyDpo4u9IyMZeJ7Q5yd0HXoSKRGRaCkoACx/j7wvnEZ2i30edHAqxcB8IKPYR4uyE1Phf/dmxAJBVjw8x+wGzcJHMdJ9VGxSCQlvNnSvD0mfbAO/afPRpdBw2AzcAhKiwrhceksTn6zXkbVPtrPC6pq6uhg10eyzapPf8TUkUM+OSwYbeU8282sOyMtWtpBLy8plqrf/eIZdB06QkbfgIiQmRAntx/3HDMBoa6PIZAz61pSWICzP3wlccbFYhFu7fkLCcGB8LwiKxJYEyJCjK83rO0HYukfu9Fp4BD0mzJDst9u/FuI9n2CotwchXX43b6BQXMWSPREEkOeQcfQCKOWrkTbzl0R+OCezDFD5i5En0nTJPbMSU1GTkqy1DNUu4U+xMIqAcMWxibQ0tWrd5aZMA8XXN22GRGerliydSc+PHhasvrJ+8YltOvaDQt+2ibRS6l5f0hMKCsqRLcRY+Cj5Cy6UCBApJcHYvx9kJ+ZgfObv5VcR5SPJ1zPnVSu8RzQa8JkBD26j2mffi0Tv96qvSU0tXWQFB6ioIIqinJzkBYVAat+/dFr/GTM/nITslOScOaHr+B/5wbGr/oYHMdB19AInpfPIdzTFaZWNmjTqSv8FayEkHuewkKc/HY9iMQQCYV4cvUCjq7/ALmpyRi7fA0mrP4EWnp6CHOvp0p8c0Xeuvc39a9fv35y4wMaW9yzUEEc15tAY7NFQ/Em6wq8bsRiMV3Z9jM5HtorieN9UarbMzUqgs799A0R8XGq5aUlDXKOpoxIJJSJ84309pAb/6YMJbX0n6eOt+mp4y25+8Rica3aCuUlJSQSCWX6Z1FuDp387rNa4wXLS0vo4MfvU1lJsdz2elw+J7c9RLXHqFdvb35mBh378hM69d3nlJ+ZQac3baAonyeS/TXvcU0yE+LI6b9/K84pkDlvxBN3Ks7Pk3NcPJ3b/K3Utty0VPp74Qy6vPUnybanjrfp0YnDtbYhKymh1vhcecizWYy/D+1+fyFd/fMXurLtZ4V2FYvFJCgvl7JpYmgwHfvyE5n4ekXkpafRruXzJXoVgrIyOrz+AwpxeViv6ygpLKBQN2eF+zMT4unYl5/QjqVvk/eNy1ReVkpZSYm0b80SCnr8QKb8rT1/S2LyiwvyqSA7S6ZMYU42eVw6K/mcFhNFZ36Qjq+O8nlC+1YvpvtH9tG+D5ZSUliIUtdTmJNNZ3/8mm7u2CbZVpyfRyGujySfy4qLKCmM/x3nY2WXS8Xw5mWkS2L8C3Oyaed78+jo5x/S9ndn0Y6lc+nib9+T3+0bFPfsKRVkZUqOq7RnbX2ytKhQKtZVLBaT3+0btGfluxTj7yPZfmrjF1JtJuK/37vfX1hr/f9+vIIyE+JktudlpNOele9KfScfnzxCAffvEBFR/LOntO+DpVRaVEQ+N69QbloqJYUFU1pMFAnKyujUxi9IJBJSWkyUJA64kku//yipp5LK/pQRH0slBQXkd+cmeVw+R6c3baC8jDTavWKB3HZWJyspkfatXkxPrl2krKQEIiLyvHJe6vt6Z98/5H7htILjE2jPynel+pTf7RuUEBxIeelp5H/PgfavXSb1zM9NS6Xgiu91pT1dzhyT0fQQi8V0/Kt1VFZcpStwa8/f5HfnZq3XVBOxSEQnvl5HAQ/4+ycUCOjQutUKtRIqKc7Pk/oelRQU0K733pHSk6iOSCSkuMCndGffP7Rr+Xw68/2XdPCT98lh15+UEhkhKVeUl1vnM7uS9Nhour1vOz0+eYSEAgElhDyTKeNx6Szd+3d3nXX53rpGN3f+Ifl89oevKC06kp5cu0jhT9ykymYlJUiee5kJcbT7/YVK6ztUf+b6OFylk9+sp6ykBEoKC6bUKP4+xPh50+FP1yiMSQ925jVq6hOr39iBghj01+4UN6a/puKgv8nOXGOzRUPRFETimjNpMVH01PE2FRfkN0h91e0pFospJSJMSiTsTSczIZ4u/LJR8lkoKKdbe/6W68wqS7SvF7meO9kQzZNw6fcfKSHkmZQ9UyLDSSwS1SmaKBaLpRwIedR8EXx4/BBFPHFXWN7/7k1yv3hG8jk/M4MeHjtIHpfP0Z6V79LOZfNkRLq8rl1U2I6SwgLJi53TsYMy4n0Pjx+SK+RGxL/c1nxJCnZ2khL2EovFdQ5IuZw9QTFPfWXrF4vpzv4dCp13eW2L9PagAx++R88eOio8X0JQIJ376RuZZ27sU79a731mQhzdP7xP8vnGP1vpydULVFZcRDd3bKPzP39XbyHN0qJCGedDHmkxUXR562bat2YJ7VuzROJQ1KS6PdJiopQecJD3gl2cn0c3/tlKt/b8rVQdRHw/9rt9g3Ysm0uFOdlUUlgg43CkxURJBoUSggLp0P9W0vGv10m1vTg/j7KSEomIKDk8lFIiw6VEG4mInly9QMkRoZLPlfb0vHJeagCiJjH+PjLiWQlBgbR31SJ6cu0iuV86S7uWzyeRUEhPrl6QOKdEREfWf0DJ4aE1q+QFvpzu0s733pHrOIjFYtqz8l3KS5d1vgRlZXTof6sk370wd2fKy0ijMHdnin3qJ1X2qeNtinjiTmKRiBKCA4mIH0w58fU6SZmivFz674uPJI5vUV4uOf33L+1aPl/i3Pvevk6nN31Rq5PjfeMy3dn3D4V7ulJRbg4R8aJk1Qfs0mKiaN+aJXIHVu8f3kfOp49VtauiDiKixJAg8r11jc799LVUX81KSpB8dnV1JbFIRPvXLlNK7CzQ6R5d3/57neWqc/ffXTLfvbz0tDr78aNqgytZSQl04ddNdP/IPnp08ohM2YSQZ7R/7TL6b8PH9OTqBcrLSCciotLiIjq/+Vvav/Y9iS2JiDLiYpTqt9e3b6EdS+dSUV4uCcrL6eKvm2R+T3LTUmj3igV1Dnyf+u5zivKtGtita+A6Ny1VMoDlsPMPcj13os72EhHducwL8woFAtq/dplU/608n1gsppPfrpcZICMiyk5Jol3L59M/S95+blHAxghz0JuRg15SIv3Cc/ToUdLV1SVdXV3S1NQkFRUVyWcDAwMqLS1VUFPTo7HZoqEICwt73U1gNCA17ZkaFSH1A8ioQlBeXquir7IU5eVKvUwT8U5XbS/rdVE5o1xpT7FYTNf/3iJXXbq+RPt60fW/t0htK8jOqvVeFOXlUnmJfIc3IShQKktBJcHOTnJXhuRlpFFGfKzkc3lJidRLmTIDEOd//k7hTJzruZOUEqH8cy0hOFD6/CIRhXu6KnQiIrw85M7up8VEUVpMVK3tFovFMn00JTJc7ixUJaVFRVIzyZXOSXxQAG1fNJuykxMVHvu8JIUF05NrF6XaWFMBuTrF+XkU9Og+ERFd/O17KaeoOrd2/0UpkeFERBT8+MELDYzVRCwSkcOuv+jugZ0U4+cto6JfSUlhAd3eu508r5yXsXGYh4vUdRPxAzK1zeRX2lMkEkrNrMqUc3eWzOBXJy8jjf7b8DHtWDqX3M6fIiJ+wKcgO4uePXSk9Nhoenj8ELmcPS5zbFFeLp34Zj1d2vKDwn5z6fcfKczdWVLe+8ZlIuJniK/+qVzWiqq2ptONf7YSEdGzR460+/2FlBwRRpHeHkREUg6ZoKyMjqz/gNwunJacUyQS0slv1itcWUREdG7ztxT0+L7MTGZKZLiUA3l60waZVSBlxUX8jHLFc0dQXk5HP1srJ+OFLx3+dI3E/tW/B2FhYRQX6E//bfhYbvsivDwoIajKsc1JTaF9qxcrPUhWnJ9H2xfNlsqOQcQ7tTmpKbUeWz3jgVBQTnkZaZSblkK7ViyQ6kvPHvK2kafyXlyQT3f376QIL3fau2oRPT55hARlZXTtz1+V+n25d3BPnauTiIhOfvdZre8eeelptGvFAslvXYjLQ7n9ozq5aanke+ua5P97Vy+u9btUiYfjXYp44k7Bjx/Q2R++kmzPSU2ho5+tlXyO9vOmI+s/kPo+CAUCOvr5Wrqy7WcKcX1EO5fPb5Df4caAIge9aQcyNgAcx03jOO4Ax3EH8vLyXndzlKJmzOPSpUtRWFiIwsJCfPPNN5g6darkc25uLlN9bwJoyMm7yWi61LSnqZUNrPr0f02taZxEensiNsAP8YH+eHzi8AvXp6NvAKM27eB8+j8U5/PP8lYdLNGxj/1z16mqpo6A+7eRHRMJp//+RVlxEaau+1JhjvL6YNGjF976iBemEwkFeHTiMLR09WrNLayjb4Cc1GSJWNOVbT8jLz0VAK+hUD1LQSW2w0ZBTVNTJj4zMyEO8dWUwtW1tFCQlYEr2zaDiHBl609ylcMr4TgOE1Z/DON2snHeANC+Zy8ZYTNFlBYVwvvGFZBYjKLcHJBYjLz0NFj3G6hQb8HGfiAEZWUy203ad5DKYS4DEZ49vAf1GuJxplY2MO/aXeFhmjo60G/VGk+uXgDAx923NG8Phx3bMGDG2zBqIxunqgz+d27C/85NuftamLSSEn4zs+4EyzoEInPT+O/D7K9+UCi2OHD2O2hpbgEiQnJEGFRUVJ+r7fIIdXcGp8IhMz4OAffvYOg7i2TKkFiMs99/iRDnhxAJBDI27jxwKPpPmy21rdvw0VKZDERCAc7+8BVEQiEA/pkrKC1FuIcrNLQVC211HjQMbWy6SI6rRNfQCMLycvSfMQf9p88BAFj3Gwg9I2No6elBRU0NVn37I8bPW+o4QWkptPT00K5LVxi1MceVrT/xs181MLPuhNQoPg5dLBJBQ1sHgU53EXD/DsYsW62wvfLQN2mFKZ98AQAwMmuHLoOHIeD+bYS6PpaJv3c+/R9atrNAzzETYNS2HQRlpchJTsb4VR/B5fQxuTHk5SXFSIkIQ1ZiAvxv35Da53f7ukTUDwD6TJoGv9vXpcoEP3ZC+x69JGJgaurqWLx1h5TuSISnGyKeuEFdUwuR3h4QlJbi4CfvS4TtNDQ0EPTQET0UCLxqaGlJ6RkYtDYFOA55Fd//unA5cww9Ro+XEqAEgPhnAUipJW7b/cJppEaFS76zqmrqEJaXg1NRRftuPfHM6R5ILMbjU0fhcfEM3vl+i9zfIC1dPYxf9RFs7AdhydadyElNxqH/rYR5957QqyaiJg/Py+cQ/Pg+7Kv1kcTQIIlYaHVsh45EqIu0mntiyDM8e+gIvzs3EOh0F50HDJEIQGq10IeGlnat5zdobYo+k6YhOzkJBq1N8c4PW/Dkynl4XDor97tfial1J1jbD+QFGGe8XVVfq9ZY+Otfks+WvfpCXUsL4Z5ukm1u509Cu4U+uo0Yja5DRsC63wDc2LGt3sKATYk33kGnJphmrTYVd39/f/Tq1UvhfkbjJDk5+XU3gdGAMHvWjbZeC2jp6sGqb3+MW/lhg9TJcRxM2ltCVU0NQoEAxXm5tTtrSmBiYYliMaGNTWeoaTTcYKeaujrSY6ORGPwMJCa0bGcBVfXaVbIBoLSwEMX5uQCAYe8sQouWreo8JuHZUymBK7FYBKs+/dF38gypci1atsLgtxeC4zhM+nA9Wnes/d7pm7RGRlwMHA/tldoe6eWBNjadod1Cv862AfzL6swvvoOKqipcz51AlK8XHp88IpWesCYkFuPK1p8gKJd20i/+skmSUk8enIoKUiPCkVRDmf/Q/1bWKnjFn5QkTof/nZvoNnw0SouKJCJ9z4NN/0HoMmS4zHZBaSkEpWX1EpTUbqGPIXMXIiMuRsZpqlmuMCcbHMdh7PI1MsJtL0LXwcMx6YN16NjHHoW5OTiz8QvkpadJ9peXlsD94mkUZGeh//Q56DVBfuq2cE9XicORnZwI3QpHuRJVNXWMWvK+JM1hcnIySgoLkJUYX2cb7x7YKZPOSVVNHQs2b8OgWe/I3A/rfgOhb9IKRIS8tFSprAZ+d27A58YVJIWFwLrfAIx49z1wHCeTncDMurPEQdcxMER+Rho8L5/DOz9sgV49hTGr07ZzVwycOQ8Rnq4Yv/JDqKjygy1EhGhfL4R7uGDcyg+hZ2QMqz79kZ+RDo9LZ9CqQ0e0NG+Pa3/+KlNn3LOnaGPTGcMXLEWfSdOk9r314Xop0TSb/oOQl54qUTEnIvjduYHek6YC4B1ex0N7ZQaBOvTqg5GLl2PgrLnwvHweapqaWPz7Dkn742NiEOXzBF2HjZJ73e179IKZTWfJZ47jYG7bA4khz+SWr05qZDjC3V2gImfwr+eYCbAdPlrhse179oZBa+mBxxg/H2TExaDf1FnwuXkVV//8FSnhoVj4y59yhSoFpaU4tuFjifBfZTaSGZ9/hzC3x9i3ahGe3nNQmIozMyEWXYeMlBKONDJrK3cgoPOgYYj29ZJSW9cxMIJhazOQmBD5xB1dhozg21Vehvbd7WDS3lLh9VciEgpwe+/fKC0qhJFZW8z/aRvC3Z3hVEs6xQf7tiPgHp91wLJXX8l2TkUFyWEhkoF1juMw+O0F8Lh4GiQWIyEoAIEP7mLcirUSUcy2nbqCREL43lL8nGvqvPEOelNES0s2rU8l/v7+6N2796trDKNB6Nq16+tuAqMBYfasm3ZduyHokSNSI8MbdAbPduhIlJeUwO/WNZk8ys9D285d0XvgYHQdOlImZdeLIigtRXpsFHJTk9Fj9HilUu+172GHzoOGITMhDlp6LSQvtLXRedAw2E+bLVF0fnzyKIIe3Zcpx3EcTDta48GR/chPT6szrRbAp6TrPnKM5LNQIECktwdIrHgmpTbGr/wI1n37Y/pn39Q6uMKpqGDB5m1QU9eQpFgDgLe/+7nWmXAAGL/qIxSGBiA/MwPF+XkIdnbCkq0760zvp2fcErYVDoO6lhYse/fDkm27oCcnn7uy6Bm3RHZyksxMUFp0ZK1OtiIeHj+ExNAgGJm1VVgmJSIMz5zu4f7hfVI55BsCTkUF4Z6uMLPpjOnrv0b3UeNxeuPnSAgKQMD92zi8bjVyUpKxeMs/GPrOIpnsCpW069IN3UfzqbWifJ4gSU6ea0OztsipGAzt2rUr9E1aYeg82Rn7moxZthqdq6nS56QkwfXcCWjryVfwB4CCrCyEu7ugvV0fxPhXzaLbT5mJsuJiFOXkwKxTZ7Q0b4+MuBhc2bpZ6nhTKxukRUdCUF6G/R8sRcQTDyzc/IfUqoDnRc+4JSy69cS9f3fj9p7tOPnteux6bx7uHdiJSWs/lRooa2neXjL7Pm7lhyjIzsSdfTvgfOo/hDg7IczdBc8e3EVrSysEPbovs7pBUFqKa3/9Kvm+qqqpode4t+B/h59pj3/2FCoqKjC35bMTtOtqi36Tp8u0WUNLG/kZ6VDT0ISahjqOrF+DxGoDaxpFubDo3lPh9yM7OQmnvv1Mapu5bXfEP3ta670SlpfD8dAeDH1nMezGvyWzX1Behlu7/pQ7E5wSEYbWlh1l2tRvygxY9xuAtp27wtDUFNot9PH2d5sVDlCqa2lh1pebZH5PzKw7Yer/vsSgOQsQ6eWBw+vWIMLTTaotmYlxiPH1llmZomtohBYmrfgUnTW2t+nUBZFP3CXXoGtoBPNuPWDZqw9KCvIRH/QUQoEAER6ueHD0QC13rwpVNXUs+GkbNHV0QUTQMzLG3O9/Q2pkBPasfFdu+rVx73+IENeH6D99jsxvXWJIEIrzciWfO/a2h6q6BgKd7uLW7r/Rqf9gpMVESfb3Gv8WJn/yOdwvnkZ2chKaI8xBb4KUyVnWBwD5+fmIjY2t00EnIkybNg3Dhw9HRkaG1P8Zr4fo6OfLoclonDB7Kke7Lt1k0sM0BOWlJVBRVZW8iL4oL8ue7Xvwy8CTI0LrdVywsxOOf/kJ4qotUa+LksICHP/qfxAJhRj2zmJ0GjhEYVlr+4FK56JX09BAG5su8Ll5FVmJCRCLhJj0wbrnnpXlOE7pNILqmlooLSxA0CNHyWxTqOujWpdZSs6jbwhNHV0Iy8tRlJsDDS1tpQZIKuk+ciwfVtEA4Q7e1y9KZo8Afomxebcekpzg9aHvpGnoNnx0rUvhO/buh+ELlmLw2wvQrqts3u4XRV1DEzr6BtAzMka/KTMwae2nuPrnLwhxeYiZX2zElE++4Jck14KuoRHEQiHSY6PRf9psud/XjNhoSbrC6OhoXPx1k9RsvcL2aWkh6NF9STiApq6e3Pzl1TFu2w7j3l8Lc9vuiPbxgkgoxJnvv8TlbT8hITgQ7/76F9QrVti06tARszZsAonFku+ljr4BtPX1cfrbz2Bm1Qnzf/pd6T6mDIPmLICuoRHadrHFqCUrsXLXEazed0xmCXd1WrazwPRPv0ZhThZSoyIQ7eeNcHdnqKqpo2Of/lIrFipR19KC3dhJIFT1MbtxkxDu6YqSwgL437mB3hP52fNHJw6jMDtLYfiHoLQUpYUFmPf9bzAx74D7h/fh8u8/IiM+Fs+c7qH7yHFyjwMAQ1MzzP7mR6ltNv0HIzE0CAH3b8s9RiQU4vrfv8HQtA3a2/WGQSvZ76Caugas+g0EkezS6aeOt1CUI7vKRiQU4PrfW0BiMd7+7hdMXPOJwsFNQVkpfG5eVbjySc+4Jfq+NQ0zN2zCxDWfwPXcCVz4ZSOyEvkQJedT/8HA1EySfrM6npfPScKfqtN/+hw4HTuIhOBAhHu6SlKShro+RudBw6Bn1BIqKiroNmIMxixbJbdd8uA4Do+OH0SYuzN8Ha4iyOke5m76BaZWNrjw80bE+PtIypaXliDA5REKsjIlM/bVGTrvXZhYdJCqe/DbC3DvwC7Y9B+E8as+kgyOVpIRF4vWlla4vffvZpk7nVPmh+xNwd7enry9vWW2h4SEwNZWepnZn+9Mfent+ezsDbnbCwsLoSfnwens7IypU6ciNze31heNlJQUrFmzBlevXpX6f1NAni2aA56enhg4cODrbgajgWD2bF40NnsKBQKoqKrUe+VBeUkxgp0fon2PXnJz+74IUT5PIBYJEeB4G3O++alB61YGQWkpHp04hJKCAkxd92WdznZjs2l1zv34NUa/txqtlFhqWhNBWSkO/W8VJn/0Gdr3UBzudv3vLbCfOgttOnV5gZYqj0gohIqqar0GQSK9PPDk2gX0HDMBPUdPqLWsp6cnbMzbwqhNW6X6RYizE0ytO0MsFEBDm9cXUIbTmzYgIy4GCzZvw5Wtm9Gxdz+MXrZSrkPmcuY49IxbonfFMn6nowdQXlaK7iPHwLxrD6XO9yoJdX0Eq779oa6lDaGgXDLgUBOhQICCrAypVRoOu/6Elq4eQlweYuXuw9DQ0kaUzxO079lLYT3V61NTV4dQIEDAPQd4XjkPQXk5Pjx4stZVPMV5ubiz7x/M+OI7ic1zUpNx7qdvMHTeIvQYVeXgi8UiOOz4A4LyMkxf/w0cdmzD4LkLpZxCSVmRCCKBAOoVq1VJLEZpUWGtITvRvl7oYNdHKv5fHkW5OQhxeQj7qbMUlrn8+4/oN2Um2vfoBZFQiKd3b8Lj0ll0GTIcoS6PsOyvvXId9NqIf/YU17f/jkkfrIN1vwEgIhxZ/wHeWvsp2nTqgqzEeHhcOlvvQe2i3Bxot9BHaWEB1LW0oK6pBbFYhFu7/kKsvw/m/7QNLc0tkJWYgNM/foUhs+ej71vTZOqJC/BHemyURP8B4CcT/e864JnTXcz47FuZPkpEILEYF37ZCGFZGfq8NQ2dBw1VauVXY4LjOB8iko1PkKcc96b+NRUVd4GClAk7duygYcOGSW0Ti8X00Ucf0ahRo2js2LGUkJBAc+fOJRMTE5o1a5bU/5sCjc0WDUVubu7rbgKjAWH2bF40J3u6XzyjMHVaQ1AzzdurQiQSUojrI6VVnBuTTVOjIyXp88RisUxKsfqQk5pC1/76rc5czvVJj/Q6yc/KqFVV2+/2DYoN8KPY0GBJCitlKS8rpaeOt2vNRV8ToUBAR9Z/QH8vnCmTf7wmZcVFMgr1CSHPJArYjQmxWEyu505SXnoa5aal0tHPP1RYNjkilBx2/Smz7Y95U+jB0QPkc/MKRdeSbaA6QY/u0x/zptDTe1Uq4KVFRRRdTaFdYZtFIkmmiFA3Z0lWh6ykBNq3erEkp7pYJKLbe7fTuZ++Uer59PjUUSkbJYYG05Vtm2s9RigoV5gSspLSokIqUSJNsry+W5SbQzd3bqMT33yq8DixWEz3D++Tm6attKiIDqxdRrvfX0jBjx9QWkwU/fvRcsnzsqy4iOIC/etsW30IdLpHO5e/Q1E+npSVlEC7VixQmIUkPzNDYTo9edk6qu87+d1nFOrhQmd//Jr2rlpErudOUEF2VoNcw6sALM1a83HQFeVBX758OX300UdS265fv07ffvstERF5eHjQhx9+SDExMTRnzhwiIqn/NwUamy0aCpYHvXnB7Nm8YPZsfjQmmxbmZFP8s6eUFBZMDjv/eN3NaVKkRIRRbloqXdq/i4JdHtbr2HObv5XKxawsfnduKp2HOTcthRx2/an0wNHrRlBeTuFP3CRpt+rDvYN7KDcthdJioqggK1O585WVUUlBgYxzW9/+6XLmGBXl5vDpIkUiykyIo72rFlGo22O6f2Qfnfruc0kKtMzEeLkpKSupbqtKZ7muXOIBD+7Q41NHay0T5u5MTv/JTztYnaK8XAp2dpLZXlpUSJHenrUeW1vaxPKSEsqIj6V9HyylY19+Umd7G4LTmzbQ7hULaN+aJfTf918pLCcWi2UGjlMiw+n+4X119p2sJD7FpUgopIy4GLp7YCftW734hQY6XyWKHHQWg94EUVOwhObp06cy8efBwcG4evUqRo0ahQ0bNiA3N/flN5BRb0xNa4/HYzQtmD2bF8yezY/GZFNdQyOY2XSGiUUHDHp7wetuTpPCzKYzVNXVYTd2EmyHjqzXsbO/+h5tbOq/xL/3hMm1LlGuTguTVug5ZgI4jgMR4eKvm1BWXFzvc74qykuKER/oX6cORJTPE3hduwgACPdwQVFuDmzsByLY2QmtLa2UVqZX09CAlp6ejPBaffvn0HcWQ8fAEB6XziDQ6S5amrfHnG9+wv1De5EUEoxZX30vSR+mpq5Ra/uE5WXwv3MTRIQLP3+HrMSEOpeu9xw9AcMXLK21TOdBwzBy8ft1XwwRclNTpDYlhgYhNzUF1v0G1Hqo7fDRAPGhyyUF+RCLREiJDIPn5XNQ19KCiUUHzP9hC1TV1NBtxJha62oI3vlhCxb9th2Grc3QVUHKPAAgEuPkt+shEgogKC9DQXYmWppboPvIsXWGxRi3bYeE4EA47PwDJu0tMX7lR3h/16E6QysaO7V/4xhNCnnx8127dsW8efOwceNGAHyKtqSk5ql4yGAwGAxGU+TG9t/RY9T4WsX7GLIQEQ58sAzmvfvB+qvv63Xsq4hVVVFRhbltDwQ+uAtr+4EY/PYCaGjXnmf6daKjb4Cxyz+os1y7Lt2gb8ILneWkpsDMpjNMrTvVOza6oRkybxEAQkZcDAqzs7Dot+3Q0NGBlm6VbpO+SataRQpV1dWRn8nnep+67ktoK1CSr4nPzSuwHTZKrvjfg6P7YdWnv1R6MUXoGBhicI2ButLCQgg1yus8NjUqAl7XLmLap1/hytbNmLR2HVoYm8Cie09JGYPWZlj48591X1ADwHEcivNyoa6lhZbtOyosp6KiilW7jwAAwh4/QE5qCobOexemVjZKncfctgdatrOASChEQVYmDE3N6j6okcNm0JsgQqFQ6bLTpk1DVlYWRo8ejTFjxuDYsWMvsWWM5yUtrW7lWUbTgdmzecHs2fxobDaduu5L2PQf9Lqb0eTgOA5rD52CQafGLR4rFJQjOzkRRm3a1Usor7GipaeHVh14h2vgzLnQN2kNbb0Wkm0vyvP2T1U1NaiqqUNQVgZBWSlamLRCeQmfk74yNdz5n79DSkSYwjpUVFTRvrsdXM4cg46BodL20tDRgVgsq/4OAPZTZ9dLkNHlzHGEuTvzonKuj2BjPxCWdn3qPM7UygbDFy4DACzYvA1GbdpBz7gl2nZ+ff3DzKYzpn32TZ02DXS6i8AHd2E7fDSGzF1Yr3NwHAcdA0OkRkXA/cKpF2luo+GNV3HnOG4agGkAYGNjszIiIkKmTGNTDhcKhQqXuTd3GpstGoq8vDwYGCg3Ssto/DB7Ni+YPZsfzKbNi6ZgT1+Hq1DT0ITduEmvuymNnoayZ1pMFNzOncCsL7/H41NHoaWrh76TZ4DjuFqXrZeXlqAgk19mXR+ISMah97tzA7bDRknN4tdFQVYmNHV1UZSbgxg/b/R9SzaXfFOjLpumx0ZDVV0dLdvV757XRJ4NGjOKVNzf+Bl0IrpORKuIaFVjf7hXUlpa+rqbwGhgQkPrlweZ0bhh9mxeMHs2P5hNmxdNwZ59J89gzrmSNJQ9TTtaY9aXfOjD8AVL0X/abKipq9cZU66hpV1v5zwtOhLnN38r+VycnwcAKMnPg5q6Rr3q0jEwgNu5E9A3ad0snHOgbpu2trR6YeccQJNyzmvjjXfQmyLN5cvHqEJVtX75jBmNG2bP5gWzZ/OD2bR5wezZvHgZ9uQ4rk7xuxfBpL0lZm3YBAAozM7CxV82gcRiDJn7LtQ06uegk5igpdsCQPNZ5cz6aP1gDnoTRFOzaSsTMmSxsrJ63U1gNCDMns0LZs/mB7Np84LZs3nRFO2pqqaG2Ke+cDlzDHrGLfHur38994CAmoYGBs2Z/0qEDF8VTdGmrxPmoDdB2BL35kdTWJ7HUB5mz+YFs2fzg9m0ecHs2bxoqvY0bmeBPpOmAQBU2IyxFE3Vpq+LN1Np7DkQi8VQeYlLY+qDunrzGVGrD81Z0LBt27avuwmMBoTZs3nB7Nn8YDZtXjB7Ni+aqj3rG7f+JtFUbfq6aBweZyNHV1cXSUlJKC8vbxROYmNow6uGiJCVlQUtLa3X3ZSXQnl53fktGU0HZs/mBbNn84PZtHnB7Nm8YPZsfjCb1g82g64E5ubmyMzMRFxcXL1ykL8sysrK3sg4dC0tLZibm7/uZrwUMjMz0blz59fdDEYDwezZvGD2bH4wmzYvmD2bF8yezQ9m0/rxxudBr469vT15e3u/7mbUSWFhIfT0lM+nyGj8MJs2L5g9mxfMns0PZtPmBbNn84LZs/nBbCoflge9GREQEPC6m8BoYJhNmxfMns0LZs/mB7Np84LZs3nB7Nn8YDatH8xBb4Joa2u/7iYwGhhm0+YFs2fzgtmz+cFs2rxg9mxeMHs2P5hN6wdz0JsgzTUO+02G2bR5wezZvGD2bH4wmzYvmD2bF8yezQ9m0/rBHPQmSERExOtuAqOBYTZtXjB7Ni+YPZsfzKbNC2bP5gWzZ/OD2bR+MJG4anAclwEgroGqMwCQ10B11cQEQOZLqht4uW1vqnW/7Ppfpk3ZPX/1dTdVe77s+ptq3eyZ27zqBppuH22qdb/s+puqPV92/U21bvbMbV51A023j77sug2JqJXMHiJify/hD8CBl1i3dxNue5OsuynblN1zZs/GUn8Trps9c5tR3S/bpk31vjTxZ0uTtGdTtmlTtWcTvy9Nsu6XbdOmel9qq5stcWcwGAwGg8FgMBgMBqMRwBz0l8f1192AF+Bltr2p1v0q6n9ZsHv+6ut+mbB7/urrftk01fvSVOt+2TTV+9KUny0vk6Z8X5pq3S+bpnpfmmrdL5umel8U1s1i0JsgHMd5k5yk9oymC7Np84LZs3nB7Nn8YDZtXjB7Ni+YPZsfzKb1g82gN00OvO4GMBocZtPmBbNn84LZs/nBbNq8YPZsXjB7Nj+YTesBm0FnMBgMBoPBYDAYDAajEcBm0BkMBoPBYDAYDAaDwWgEMAedwWAwGAwGg8FgMBiMRgBz0BkMBoPBYDAYDAaDwWgEMAedwWAwGAwGg8FgMBiMRgBz0JsYHMet5TguhuO4Uo7jfDiOG/6628SoG47jvuY4zovjuHyO4zI4jrvOcVyPGmWOchxHNf48XlebGYrhOO4HObZKrbafqyiTzHFcCcdxDzmO6/4628yoHY7jYuXYlDiOu1mxn/XPRgzHcSM4jrvGcVxShW2W1dhfZ5/kOE6T47idHMdlchxXVFGf+Su9EAaA2u3JcZw6x3G/cxwXUGGnFI7jTnEc175GHQ/l9Nkzr/xiGACU6qN1PmNZH208KGFPeb+nxHHc7mplWB9VAHPQmxAcx70D4B8AvwLoA8ANwK2aP0qMRskoAHsADAEwBoAQgCPHccY1yjkCaFPtb/IrbCOjfoRB2lY9q+3bAOAzAB8D6A8gHcA9juNavOpGMpSmP6Tt2RcAAThXrQzrn40XPQDPAPwPQImc/cr0ye0A5gBYAGA4AH0ANziOU315zWYooDZ76oDvn79U/DsDgAWA2xzHqdUoewTSfXb1S2wzo3bq6qNA3c/Y7WB9tLFQlz3b1PibVrH9XI1yrI/KoeaDjNG4WQ/gKBH9W/H5Y47jJgH4AMDXr69ZjLogoonVP3MctxhAHoChAK5X21VGRKlgNAWE8mzFcRwHYB2ALUR0sWLbUvAOwUIA+19lIxnKQUQZ1T9zHLcCQD6A89U2s/7ZSCEiBwAOAD8TV32fMn2S4zgDACsAvEdE9yrKLAYQB2AcgDuv5EIYAGq3JxHlARhffRvHcasBBAGwBRBYbVcx67ONg9psWg2Fz1jWRxsXddmzph05jpsBIJyIHtUoyvqoHNgMehOB4zgNAP0A3K2x6y74WVlG06IF+P6XU2P7MI7j0jmOC+c47l+O41q/hrYxlMOqYmlXDMdxZziOs6rY3hGAGar1VSIqAfAYrK82CSocuhUAThBRcbVdrH82TZTpk/0AqNcokwAgBKzfNgX0K/6t+Zs6v2I5dBDHcX+wVUyNntqesayPNlE4jtMDMB/Av3J2sz4qBzaD3nQwAaAKIK3G9jTwI4eMpsU/APwBuFfbdhvAJQAxACwB/AzgAcdx/Yio7FU3kFErngCWAQgF0BrAdwDcKmJazSrKyOur7V5VAxkvxHjwTt3BattY/2y6KNMnzQCIAGTKKWMGRqOlYgLjTwDXiSix2q5T4GdXkwF0B/AbgF6oMfvOaDTU9YxlfbTpshCAJoD/amxnfVQBzEFvelCNz5ycbYxGDMdxfwEYBmAYEYkqtxNRdWGMQI7jfMA/uKaA/9FiNBKI6Fb1zxVCNtEAlgKoFLVhfbXpshKAFxH5V25g/bNZ8Dx9kvXbRkxFzPkJAIYAplffR0QHqn0M5DguGoAnx3F9icj31bWSoQwv8IxlfbTxsxLAlZqhZKyPKoYtcW86ZIIfOaw5StgasrMCjEYKx3F/gxc3GUNE0bWVJaJkAIkAOr2KtjGeHyIqBB//2AlAZSwV66tNkIollTMgfymeBNY/mxTK9MlU8KvUTGopw2hEVDjnpwHYARhLRFl1HOIN/j2K9dkmgJxnLOujTRCO43oDsEcdv6kVsD5aAXPQmwhEVA7AB7LLPsaDV3NnNHI4jvsH/DKfMUQUqkR5E/DLL1NedtsYLwbHcVoAuoK3VQz4F4nxNfYPB+urTYFlAMoA1JrqhfXPJoUyfdIHgKBGGXPwomOs3zYyOI5TB3AWvHM+WkmRqZ7gHTzWZ5sAcp6xrI82TVYBiAWv0F8XrI9WwJa4Ny3+AnCc47gnAFwBrAHQFsC+19oqRp1U5H1cDGAmgByO4ypncgqJqLBCQOMHABfBP5gswcfipAO4/Krby6gdjuP+AK++Hw9+9H4jAF0A/xERcRy3HcC3HMeFAggHH6NeCD7eitFIqRCHex/AGSIqqLad9c9GToWNbCo+qgBoXzFzk01E8XX1SSLK4zjuEIBtHMelA8gC/5sbAOVeLBkNSG32BB+veh58urxpAKjab2oeEZVwHGcN4F3wKtOZALqBj1P3A//+xHjF1GHTbNTxjGV9tHFR1zO3oowO+H64lYioxvGsj9YGEbG/JvQHYC34kagy8KOJI153m9ifUnYjBX8/VOzXBp8iJB1AOfi4q6MALF5329mfXHueAf+SWA4gCfxLRbdq+znwLxspAEoBPALQ43W3m/3VadfRFf1yQI3trH828j8AoxQ8Y49W7K+zTwLQArAT/It/MfhBOGbjRmZP8M6bot/UZRXHW1TYOKvifSkSvDir8eu+tjf1rw6bKvWMZX208fzV9cytKPMeACGAtnKOZ320lj+u4iYxGAwGg8FgMBgMBoPBeI2wGHQGg8FgMBgMBoPBYDAaAcxBZzAYDAaDwWAwGAwGoxHAHHQGg8FgMBgMBoPBYDAaAcxBZzAYDAaDwWAwGAwGoxHAHHQGg8FgMBgMBoPBYDAaAcxBZzAYDAaDwWAwGAwGoxHAHHQGg8FgMBgvHY7jiOO4t193OxgMBoPBaMwwB53BYDAYjGY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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# train_cnn_model.trained_model_history\n", "plot_ML_model_loss_plt(trained_ML_model_history = trained_CNN_history,\n", " title = 'Trained ML model',\n", " __reference_data__=__reference_data_path__,\n", " __save_plots__=True,)" ] }, { "cell_type": "markdown", "id": "d070eb4a-cb8d-4155-8b19-d1418309feba", "metadata": {}, "source": [ "### 2.1.4 Load the trained data prosessing Scalers\n", "\n", "- Load the trained StandardScalers which were trained and utilized to train the CNNs models:\n", " - trained_StandardScaler_X_ColWise_MinMax \n", " - trained_StandardScaler_y_ColWise " ] }, { "cell_type": "code", "execution_count": 11, "id": "8ab9fcb7-6d82-471e-a25a-84a5ad6ff0db", "metadata": {}, "outputs": [], "source": [ "Load_Save = LoadSave(trained_ML_model_name = 'CNN', ml_method = 'regression')\n", "\n", "trained_StandardScaler_X_ColWise_MinMax = Load_Save.load_or_dump_trained_object(\n", " trained_object = None,\n", " output_indicator = 'Trained_StandardScaler_X_ColWise_MinMax',\n", " load_or_dump='load'\n", " )\n", "\n", "trained_StandardScaler_y_ColWise = Load_Save.load_or_dump_trained_object(\n", " trained_object = None,\n", " output_indicator = 'Trained_StandardScaler_y_ColWise',\n", " load_or_dump='load'\n", " )" ] }, { "cell_type": "markdown", "id": "2a71b5ed-a03f-46e0-8f1b-c25c68d35e3d", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "id": "cebe1bfc-293f-45e9-8bb1-67087da77fdb", "metadata": { "tags": [] }, "source": [ "## 2.2 Predict Brown Dwarf Atmosphric Parameters of HD 3651 B Using the Tuned Radius\n", "\n", "In the following, we will deploy the trained CNN models to predict atmospheric parameters. Major steps are:\n", "\n", "1. Define the literature-reported data for the object.\n", "\n", "2. Instantiate the *ObsParameterPredictor* class from the *Predictor* module.\n", "\n", "3. Load the observational Telescope data:\n", " - Replace negative Flam values with zero.\n", " - Take the average of neighbors for Flam_error <= 0.\n", " - Plot the observational spectra with error bars.\n", "\n", "4. Process the observational Telescope data:\n", " - Instantiate the *ProcessObservationalDataset* class.\n", " - Define `feature_names_synthetic` and `feature_names_obs`.\n" ] }, { "cell_type": "markdown", "id": "f2974ac8-dea7-46e5-8780-460a61621483", "metadata": {}, "source": [ "\"ML" ] }, { "cell_type": "markdown", "id": "582b2c34-cef5-4446-a8a8-e0499db352aa", "metadata": { "tags": [] }, "source": [ "### 2.2.1 Tune the Radius Starting from the Literature Radius\n", "\n", "These literature data were taken from Zhang et al. (2021) \"Uniform Forward-modeling Analysis of Ultracool Dwarfs. I. Methodology and Benchmarking\" [link](https://arxiv.org/abs/2011.12294)" ] }, { "cell_type": "code", "execution_count": 12, "id": "5da1a7ff-827a-4c2a-9992-918d5ce5ea91", "metadata": {}, "outputs": [], "source": [ "HD3651B_BD_literature_info = {\n", " 'bd_name':'HD3651B',\n", " 'bd_Teff':818,\n", " 'bd_logg':3.94,\n", " 'bd_met': -0.22, \n", " 'bd_distance_pc' : 11.134, \n", " 'bd_radius_Rjup' : .81,\n", " 'bd_radius_Rjup_tuned': .81} #0.81\n", "\n" ] }, { "cell_type": "markdown", "id": "25979367-3026-4cf0-855f-5554ef8fc94e", "metadata": {}, "source": [ " What is the 𝛘2 value (and p-value) for a range of $R_{Jup}$ radius? " ] }, { "cell_type": "code", "execution_count": 13, "id": "0140e076-8654-4736-81d8-889be2c22110", "metadata": {}, "outputs": [], "source": [ "\n", "def tune_radius(Rmin = HD3651B_BD_literature_info['bd_radius_Rjup']-0.2, \n", " Rmax = HD3651B_BD_literature_info['bd_radius_Rjup']+0.2, \n", " dR=0.05,\n", " Radius_list = None,\n", " brown_dwarf_literature_info = None,\n", " __plot_results__ = False,\n", " __print_results__ = False,\n", " __plot_stat_results__ = False):\n", " \n", " R_list = []\n", " chi_square_list = []\n", " p_value_list = []\n", " random_pred_mean_list = []\n", " \n", "\n", " for radius in Radius_list if Radius_list else list( np.linspace(Rmin, Rmax, num=int((Rmax-Rmin)/dR)+1 )):\n", " HD3651B_BD_literature_info['bd_radius_Rjup'] = radius\n", " \n", " # brown_dwarf_literature_info = Ross458C_BD_literature_info\n", " predict = ObserveParameterPredictor(object_name = HD3651B_BD_literature_info['bd_name'], \n", " training_dataset_df = train_BD,\n", " wl_synthetic = wl_synthetic,# wl_synthetic, \n", " bd_literature_dic = HD3651B_BD_literature_info,\n", " trained_ML_model=trained_CNN_model,\n", " trained_X_ColWise_MinMax=trained_StandardScaler_X_ColWise_MinMax,\n", " trained_y_ColWise=trained_StandardScaler_y_ColWise,\n", " trained_X_RowWise=None,\n", " )\n", "\n", " predict.load_observational_spectra(\n", " __plot_observational_spectra_errorbar__=False,\n", " __replace_zeros_negatives_with_mean__=True,\n", " __print_results__=False,\n", " )\n", " \n", " predict.Process_Observational_Dataset(\n", " __print_results__=False,\n", " F_lambda_obs=None,\n", " F_lambda_obs_err=None \n", " )\n", "\n", " predict.predict_from_random_spectra(random_spectra_num= 3,\n", " __print_results__= False,\n", " __plot_randomly_generated_spectra__= False,\n", " __plot_histogram__= False,\n", " __plot_boxplot_hist__= False,\n", " __plot_pred_vs_obs_errorbar__= False,\n", " __plot_pred_vs_obs_errorbar_stat_bokeh__ = False,\n", " __calculate_confidence_intervals_std_df__ = True,\n", " )\n", "\n", "\n", " chi_square, p_value = chi_square_test(x_obs = predict.obs_data_df['wl'], \n", " y_obs = predict.obs_data_df['Fnu_obs_TOA'], \n", " yerr_obs = predict.obs_data_df['Fnu_obs_TOA_err'],\n", "\n", " x_pre = predict.confidence_intervals_std_df['wl'].values[::-1], \n", " y_pre = predict.confidence_intervals_std_df['mean'], \n", " yerr_pre = predict.confidence_intervals_std_df['std_values'],\n", " radius = HD3651B_BD_literature_info['bd_radius_Rjup'],\n", " __plot_results__ = False,\n", " __print_results__ = False)\n", " \n", " \n", " if chi_square:\n", "\n", " R_list.append(radius)\n", " chi_square_list.append(chi_square)\n", " p_value_list.append(np.float64(p_value))\n", " random_pred_mean_list.append(list( predict.dic_random_pred_mean.values() ))\n", " else:\n", " pass\n", "\n", " if __print_results__:\n", " print( f\"Radius = {'{:.2f}'.format(radius)} R_Jup: 𝛘2 = {chi_square}\")\n", " \n", "\n", " tuned_ML_R_param_df = pd.DataFrame(columns=['radius','chi_square','p_value','gravity','temperature','c_o_ratio','metallicity'])\n", " tuned_ML_R_param_df['radius'] = R_list\n", " tuned_ML_R_param_df['chi_square'] = chi_square_list\n", " tuned_ML_R_param_df['p_value'] = p_value_list\n", " tuned_ML_R_param_df['gravity'] = np.array(random_pred_mean_list).T[0]\n", " tuned_ML_R_param_df['c_o_ratio'] = np.array(random_pred_mean_list).T[1]\n", " tuned_ML_R_param_df['metallicity'] = np.array(random_pred_mean_list).T[2]\n", " tuned_ML_R_param_df['temperature'] = np.array(random_pred_mean_list).T[3]\n", " \n", " tuned_ML_R_param_df.to_csv(os.path.join(__reference_data_path__,'figures',\n", " brown_dwarf_literature_info['bd_name']+\n", " 'tuned_ML_R_param_df.csv'),\n", " index = False,\n", " columns=list(tuned_ML_R_param_df.columns))\n", " \n", " if __print_results__:\n", " display( tuned_ML_R_param_df )\n", " return tuned_ML_R_param_df" ] }, { "cell_type": "code", "execution_count": 14, "id": "da5ce369-b379-46a0-84c6-ee8718c11ca4", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Radius = 0.40 R_Jup: 𝛘2 = 233.95\n", "Radius = 0.45 R_Jup: 𝛘2 = 462.9\n", "Radius = 0.50 R_Jup: 𝛘2 = 149.79\n", "Radius = 0.55 R_Jup: 𝛘2 = 125.62\n", "Radius = 0.60 R_Jup: 𝛘2 = 325.78\n", "Radius = 0.65 R_Jup: 𝛘2 = 491.99\n", "Radius = 0.70 R_Jup: 𝛘2 = 132.82\n", "Radius = 0.75 R_Jup: 𝛘2 = 47.57\n", "Radius = 0.80 R_Jup: 𝛘2 = 64.81\n", "Radius = 0.85 R_Jup: 𝛘2 = 1272.55\n", "Radius = 0.90 R_Jup: 𝛘2 = 109.71\n", "Radius = 0.95 R_Jup: 𝛘2 = 116.17\n", "Radius = 1.00 R_Jup: 𝛘2 = 71.94\n", "Radius = 1.05 R_Jup: 𝛘2 = 248.29\n", "Radius = 1.10 R_Jup: 𝛘2 = 188.0\n", "Radius = 1.15 R_Jup: 𝛘2 = 1147.82\n", "Radius = 1.20 R_Jup: 𝛘2 = 162.3\n" ] }, { "data": { "text/html": [ "
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radiuschi_squarep_valuegravitytemperaturec_o_ratiometallicity
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20.50149.791.800000e-034.880020819.5494591.668540-0.505631
30.55125.626.440000e-024.846250842.6427211.969105-0.490685
40.60325.780.000000e+004.804486813.8778481.656236-0.506692
50.65491.990.000000e+004.832886838.4542851.504140-0.517309
60.70132.822.550000e-025.058064820.9307051.996487-0.499381
70.7547.571.000000e+004.895970826.1326291.830504-0.501059
80.8064.819.990000e-014.918961786.0707801.676969-0.506588
90.851272.550.000000e+004.771404725.6953941.673388-0.511144
100.90109.713.070000e-014.783756757.0615841.668208-0.510398
110.95116.171.770000e-014.964418772.0353601.971809-0.494072
121.0071.949.910000e-014.841524767.8115841.993379-0.497459
131.05248.295.180000e-144.860020753.5986531.538698-0.516551
141.10188.006.420000e-074.807830735.5745851.692117-0.510108
151.151147.820.000000e+004.845038733.9967041.838648-0.506454
161.20162.301.750000e-044.899932782.5295211.834756-0.504589
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" ], "text/plain": [ " radius chi_square p_value gravity temperature c_o_ratio \\\n", "0 0.40 233.95 3.480000e-12 4.832331 939.179952 1.844077 \n", "1 0.45 462.90 0.000000e+00 4.811266 922.739583 1.849303 \n", "2 0.50 149.79 1.800000e-03 4.880020 819.549459 1.668540 \n", "3 0.55 125.62 6.440000e-02 4.846250 842.642721 1.969105 \n", "4 0.60 325.78 0.000000e+00 4.804486 813.877848 1.656236 \n", "5 0.65 491.99 0.000000e+00 4.832886 838.454285 1.504140 \n", "6 0.70 132.82 2.550000e-02 5.058064 820.930705 1.996487 \n", "7 0.75 47.57 1.000000e+00 4.895970 826.132629 1.830504 \n", "8 0.80 64.81 9.990000e-01 4.918961 786.070780 1.676969 \n", "9 0.85 1272.55 0.000000e+00 4.771404 725.695394 1.673388 \n", "10 0.90 109.71 3.070000e-01 4.783756 757.061584 1.668208 \n", "11 0.95 116.17 1.770000e-01 4.964418 772.035360 1.971809 \n", "12 1.00 71.94 9.910000e-01 4.841524 767.811584 1.993379 \n", "13 1.05 248.29 5.180000e-14 4.860020 753.598653 1.538698 \n", "14 1.10 188.00 6.420000e-07 4.807830 735.574585 1.692117 \n", "15 1.15 1147.82 0.000000e+00 4.845038 733.996704 1.838648 \n", "16 1.20 162.30 1.750000e-04 4.899932 782.529521 1.834756 \n", "\n", " metallicity \n", "0 -0.496821 \n", "1 -0.498157 \n", "2 -0.505631 \n", "3 -0.490685 \n", "4 -0.506692 \n", "5 -0.517309 \n", "6 -0.499381 \n", "7 -0.501059 \n", "8 -0.506588 \n", "9 -0.511144 \n", "10 -0.510398 \n", "11 -0.494072 \n", "12 -0.497459 \n", "13 -0.516551 \n", "14 -0.510108 \n", "15 -0.506454 \n", "16 -0.504589 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Rmin = np.round(HD3651B_BD_literature_info['bd_radius_Rjup'],1)- 0.4\n", "Rmax = np.round(HD3651B_BD_literature_info['bd_radius_Rjup'],1)+ 0.4\n", "dR = 0.05\n", "Radius_list = list( np.linspace(Rmin, Rmax, num=int((Rmax - Rmin) / dR) + 1).round(2) )\n", "\n", "HD3651B_tuned_ML_R_param_df = tune_radius(\n", " Rmin = Rmin, \n", " Rmax = Rmax, \n", " dR = dR,\n", " Radius_list = Radius_list, \n", " brown_dwarf_literature_info = HD3651B_BD_literature_info,\n", " __plot_results__=True,\n", " __print_results__=True,\n", " __plot_stat_results__=True,)" ] }, { "cell_type": "markdown", "id": "0bebea4f-162c-4b91-9af2-ad94abe96d83", "metadata": {}, "source": [ "### Summary of Key Statistics Provided by `.describe()`\n", "\n", "- **Count**: The number of non-null entries.\n", "- **Mean**: The average of the data.\n", "- **Standard Deviation (std)**: Measures the dispersion of the data from the mean.\n", "- **Minimum (min)**: The smallest value in the dataset.\n", "- **25% (First Quartile)**: The median of the lower half of the dataset (25th percentile).\n", "- **50% (Median)**: The middle value of the dataset (50th percentile).\n", "- **75% (Third Quartile)**: The median of the upper half of the dataset (75th percentile).\n", "- **Maximum (max)**: The largest value in the dataset.\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "c715c6c2-56d0-4fc2-bf04-02144a87e2f9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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radiuschi_squarep_valuegravitytemperaturec_o_ratiometallicity
count17.00000017.00000017.00000017.00000017.00000017.00000017.000000
mean0.800000314.8241180.2097574.862009802.2283151.776845-0.504300
std0.252488361.0306740.3842600.07111961.0772890.1555120.007582
min0.40000047.5700000.0000004.771404725.6953941.504140-0.517309
25%0.600000116.1700000.0000004.811266757.0615841.668540-0.510108
50%0.800000162.3000000.0001754.845038786.0707801.830504-0.505631
75%1.000000325.7800000.1770004.895970826.1326291.849303-0.498157
max1.2000001272.5500001.0000005.058064939.1799521.996487-0.490685
\n", "
" ], "text/plain": [ " radius chi_square p_value gravity temperature c_o_ratio \\\n", "count 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 \n", "mean 0.800000 314.824118 0.209757 4.862009 802.228315 1.776845 \n", "std 0.252488 361.030674 0.384260 0.071119 61.077289 0.155512 \n", "min 0.400000 47.570000 0.000000 4.771404 725.695394 1.504140 \n", "25% 0.600000 116.170000 0.000000 4.811266 757.061584 1.668540 \n", "50% 0.800000 162.300000 0.000175 4.845038 786.070780 1.830504 \n", "75% 1.000000 325.780000 0.177000 4.895970 826.132629 1.849303 \n", "max 1.200000 1272.550000 1.000000 5.058064 939.179952 1.996487 \n", "\n", " metallicity \n", "count 17.000000 \n", "mean -0.504300 \n", "std 0.007582 \n", "min -0.517309 \n", "25% -0.510108 \n", "50% -0.505631 \n", "75% -0.498157 \n", "max -0.490685 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HD3651B_tuned_ML_R_param_df.describe()" ] }, { "cell_type": "code", "execution_count": 16, "id": "298a1c4f-9be9-41c8-be9d-52eb9bf4b1a4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_tricontour_chi2_radius(tuned_ML_R_param_df = HD3651B_tuned_ML_R_param_df,\n", " literature_info = HD3651B_BD_literature_info,\n", " list_=['temperature', 'gravity', 'metallicity', 'c_o_ratio'],\n", " __reference_data__ = __reference_data_path__,\n", " __save_plot__=True)" ] }, { "cell_type": "code", "execution_count": 17, "id": "885807b2-4984-4791-94e7-798aeba22640", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tuned R = 0.75 R_Jup\n" ] } ], "source": [ "R_tuned = HD3651B_tuned_ML_R_param_df[ HD3651B_tuned_ML_R_param_df['chi_square'] == min(HD3651B_tuned_ML_R_param_df['chi_square']) ]['radius']\n", "print (f'Tuned R = {float(R_tuned)} R_Jup')" ] }, { "cell_type": "markdown", "id": "55e6ffb7-1f9c-44d1-8174-218a23cfe0c9", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "id": "fadee9b4-cecc-4dc7-973f-db2498ed730b", "metadata": { "tags": [] }, "source": [ "\n", "### 2.2.1 Load the data and process\n", "\n", "Define the literature data reported for this object\n", "\n", "This data will be used later to: \n", "- Compare the Literature vs ML predicted results\n", "- Convert the unit of the real observational dataset or fluxes from $F_\\lambda$ to $F_\\nu$ and $F_\\nu^{TOA}$\n", "- Revised the object radius\n", "\n", "Note: These literature data were taken from Zhang et al. (2021) \"Uniform Forward-modeling Analysis of Ultracool Dwarfs. I. Methodology and Benchmarking\" [link](https://arxiv.org/abs/2011.12294)" ] }, { "cell_type": "code", "execution_count": 18, "id": "d8491eae-99ea-4b64-86de-bf0d3d275b13", "metadata": {}, "outputs": [], "source": [ "HD3651B_BD_literature_info = {\n", " 'bd_name':'HD3651B',\n", " 'bd_Teff':818,\n", " 'bd_logg':3.94,\n", " 'bd_met': -0.22, \n", " 'bd_distance_pc' : 11.134, \n", " 'bd_radius_Rjup' : float(R_tuned),\n", " 'bd_radius_Rjup_tuned': .81} #0.81\n", "\n", "brown_dwarf_literature_info = HD3651B_BD_literature_info\n", "\n" ] }, { "cell_type": "markdown", "id": "bf1c0860-4064-49d7-b1cb-1c6035da6960", "metadata": {}, "source": [ " Instintiate the *ObserveParameterPredictor* class from *Predictor* module \n", "\n", "*ObserveParameterPredictor* class performs the following tasks:\n", "- Load the observational datasets\n", "- Process the data including converting their units\n", "- Visualize the data" ] }, { "cell_type": "code", "execution_count": 19, "id": "93cd4e86-4b53-44b8-8bcb-ec9f8b7c0675", "metadata": {}, "outputs": [], "source": [ "# brown_dwarf_literature_info \n", "predict = ObserveParameterPredictor(\n", " object_name = HD3651B_BD_literature_info['bd_name'], #e.g., HD3651B\n", " training_dataset_df = train_BD,\n", " wl_synthetic = wl_synthetic, \n", " bd_literature_dic = HD3651B_BD_literature_info,\n", " trained_ML_model = trained_CNN_model,\n", " trained_X_ColWise_MinMax=trained_StandardScaler_X_ColWise_MinMax,\n", " trained_y_ColWise=trained_StandardScaler_y_ColWise,\n", " trained_X_RowWise=None,\n", " )" ] }, { "cell_type": "markdown", "id": "6c6b28d3-4b95-40a5-be12-24a0890fdb5a", "metadata": {}, "source": [ " Load the observational Telescope data \n" ] }, { "cell_type": "code", "execution_count": 20, "id": "8eac3bbc-9943-40b2-b147-9f6606c1d2a3", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Observational DataFrame Example ---------\n", " wl F_lambda F_lambda_error F_lambda_obs F_lambda_obs_err\n", "0 0.650857 8.606238e-17 4.358173e-17 8.606238e-17 4.358173e-17\n", "1 0.653073 1.771977e-17 3.360256e-17 1.771977e-17 3.360256e-17\n", "2 0.655278 7.300979e-17 3.132892e-17 7.300979e-17 3.132892e-17\n", "3 0.657472 2.569511e-17 2.837585e-17 2.569511e-17 2.837585e-17\n", "4 0.659659 3.786160e-18 2.497690e-17 3.786160e-18 2.497690e-17\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"
    \\n\"+\n", " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1055\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error(url) {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (let i = 0; i < css_urls.length; i++) {\n", " const url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n", "\n", " for (let i = 0; i < js_urls.length; i++) {\n", " const url = js_urls[i];\n", " const element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.async = false;\n", " element.src = url;\n", " if (url in hashes) {\n", " element.crossOrigin = \"anonymous\";\n", " element.integrity = \"sha384-\" + hashes[url];\n", " }\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1055\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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data" ] }, { "cell_type": "code", "execution_count": 21, "id": "87054ecd-00c6-4401-a610-05df2f8ffe8f", "metadata": {}, "outputs": [], "source": [ "predict.Process_Observational_Dataset(\n", " __print_results__=False,\n", " F_lambda_obs=None,\n", " F_lambda_obs_err=None )" ] }, { "cell_type": "code", "execution_count": 22, "id": "4776160e-f2d2-4ab8-963b-b9dabe5c9b61", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['wl', 'F_lambda', 'F_lambda_error', 'F_lambda_obs', 'F_lambda_obs_err',\n", " 'Fnu_obs', 'Fnu_obs_err', 'Fnu_obs_TOA', 'Fnu_obs_TOA_err'],\n", " dtype='object')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predict.obs_data_df.columns" ] }, { "cell_type": "markdown", "id": "8ee9939f-d328-41cc-9da0-a18f30df1835", "metadata": {}, "source": [ " Check the processed Telescope dataset \n", "\n", "This dataframe includes the following columns:\n", "\n", "- **wl (wavelengths in $\\mu m$)**: Wavelengths from the observational dataset.\n", "\n", "- **F_lambda ($F_\\lambda$)**: Original observational spectral density flux along the wavelength axis.\n", "- **F_lambda_error ($F_\\lambda^{error}$)**: Original observational spectral density flux uncertainty along the wavelength axis.\n", "- **F_lambda_obs ($F_\\lambda^{obs}$)**: Same as the original F_lambda but with a more descriptive label.\n", "- **F_lambda_obs_err ($F_\\lambda^{error, obs}$)**: Same as the original F_lambda_error but with a more descriptive label.\n", "- **Fnu_obs ($F_\\nu^{obs}$)**: Observational spectral density flux along the frequency axis (converted from the F_lambda column).\n", "- **Fnu_obs_err ($F_\\nu^{error}$)**: Observational spectral density flux uncertainty along the frequency axis (converted from the F_lambda column).\n", "- **Fnu_obs_TOA ($F_\\nu^{obs, abs}$)**: Observational TOA spectral density flux along the frequency axis (converted from the F_lambda column).\n", "- **Fnu_obs_TOA_err ($F_\\nu^{obs, abs, error}$)**: Observational TOA spectral density flux uncertainty along the frequency axis (converted from the F_lambda column).\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "11ee90c0-1708-4a76-9403-4200cfa8b910", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " wl F_lambda F_lambda_error F_lambda_obs F_lambda_obs_err \\\n", "0 0.650857 8.606238e-17 4.358173e-17 8.606238e-17 4.358173e-17 \n", "1 0.653073 1.771977e-17 3.360256e-17 1.771977e-17 3.360256e-17 \n", "2 0.655278 7.300979e-17 3.132892e-17 7.300979e-17 3.132892e-17 \n", "3 0.657472 2.569511e-17 2.837585e-17 2.569511e-17 2.837585e-17 \n", "4 0.659659 3.786160e-18 2.497690e-17 3.786160e-18 2.497690e-17 \n", "5 0.661837 1.798661e-17 2.475434e-17 1.798661e-17 2.475434e-17 \n", "\n", " Fnu_obs Fnu_obs_err Fnu_obs_TOA Fnu_obs_TOA_err \n", "0 1.216085e-27 6.158216e-28 4.992636e-08 2.528256e-08 \n", "1 2.520930e-28 4.780520e-28 1.034968e-08 1.962643e-08 \n", "2 1.045711e-27 4.487205e-28 4.293166e-08 1.842222e-08 \n", "3 3.704967e-28 4.091501e-28 1.521074e-08 1.679766e-08 \n", "4 5.495628e-29 3.625408e-28 2.256230e-09 1.488411e-08 \n", "5 2.628032e-28 3.616868e-28 1.078939e-08 1.484905e-08 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predict.obs_data_df.head(6)" ] }, { "cell_type": "markdown", "id": "2d6f81ac-541d-4b1d-8277-caedc218465b", "metadata": {}, "source": [ "### 2.2.3 Deploy the Trained ML Models for Prediction: \n", "\n", " *predict_from_random_spectra* function from *Predictor* class to perform the following tasks: \n", " \n", "- Generate random spectra based on the observational data\n", "\n", "- Deploy the trained ML models to predict the target outputs: \n", " - gravity ( log$g$ )\n", " - temperature ( T$_{eff}$ )\n", " - carbon-to-oxygen ratio ( C/O )\n", " - metallicity ( [M/H] )\n", "\n", "- Print the results, including:\n", " - Predicted Targets from Randomly Generated Spectra.\n", " - Print a summary of descriptive statistics, including the mean, standard deviation, and the shape of a dataset's distribution (percentiles).\n", "\n", "- Visualize the results to gain insights about:\n", " - *Histograms* representing the distribution of the predicted target outputs by the trained ML models.\n", " - *Boxplots* displaying the first quartile, median, third quartile, and maximum. In a box plot, the box is drawn from the first quartile to the third quartile. A vertical black line goes through the box at the median, and a vertical white line goes through the box to indicate the mean.\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "9de00ff1-3679-416e-969e-a1f2e6b5c610", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "******************************\n", "\n", "Predicted Targets from Randomly Generated Spectra:\n", "\n", "{ 'c_o_ratio': 1.7809257876873017,\n", " 'gravity': 4.870557603836059,\n", " 'metallicity': -0.5044792065024376,\n", " 'temperature': 785.3640881347657}\n", "******************************\n", "\n", " logg c_o met T\n", "count 100.000000 100.000000 100.000000 100.000000\n", "mean 4.870558 1.780926 -0.504479 785.364088\n", "std 0.125511 0.245625 0.011732 31.458470\n", "min 4.541343 1.464361 -0.520945 688.303528\n", "25% 4.779088 1.513868 -0.517756 767.335754\n", "50% 4.879957 1.915469 -0.498695 788.979462\n", "75% 4.954525 1.997715 -0.494482 805.942841\n", "max 5.165425 2.478036 -0.487412 852.542969\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\n", 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\n", 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\n", 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\n", 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\n", 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