diff --git a/notebooks/3-2-dealiasing-online.ipynb b/notebooks/3-2-dealiasing-online.ipynb new file mode 100644 index 0000000..8118e2f --- /dev/null +++ b/notebooks/3-2-dealiasing-online.ipynb @@ -0,0 +1,1565 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + " var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", + " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", + " var reloading = false;\n", + " var Bokeh = root.Bokeh;\n", + " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + "\n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + " if (js_modules == null) js_modules = [];\n", + " if (js_exports == null) js_exports = {};\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + "\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " if (!reloading) {\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " }\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", + " window._bokeh_on_load = on_load\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " var skip = [];\n", + " if (window.requirejs) {\n", + " window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n", + " require([\"jspanel\"], function(jsPanel) {\n", + "\twindow.jsPanel = jsPanel\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-modal\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-tooltip\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-hint\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-layout\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-contextmenu\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-dock\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"gridstack\"], function(GridStack) {\n", + "\twindow.GridStack = GridStack\n", + "\ton_load()\n", + " })\n", + " require([\"notyf\"], function() {\n", + "\ton_load()\n", + " })\n", + " root._bokeh_is_loading = css_urls.length + 9;\n", + " } else {\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", + " }\n", + "\n", + " var existing_stylesheets = []\n", + " var links = document.getElementsByTagName('link')\n", + " for (var i = 0; i < links.length; i++) {\n", + " var link = links[i]\n", + " if (link.href != null) {\n", + "\texisting_stylesheets.push(link.href)\n", + " }\n", + " }\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " if (existing_stylesheets.indexOf(url) !== -1) {\n", + "\ton_load()\n", + "\tcontinue;\n", + " }\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\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", + " } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } var existing_scripts = []\n", + " var scripts = document.getElementsByTagName('script')\n", + " for (var i = 0; i < scripts.length; i++) {\n", + " var script = scripts[i]\n", + " if (script.src != null) {\n", + "\texisting_scripts.push(script.src)\n", + " }\n", + " }\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (var i = 0; i < js_modules.length; i++) {\n", + " var url = js_modules[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (const name in js_exports) {\n", + " var url = js_exports[name];\n", + " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " element.textContent = `\n", + " import ${name} from \"${url}\"\n", + " window.${name} = ${name}\n", + " window._bokeh_on_load()\n", + " `\n", + " document.head.appendChild(element);\n", + " }\n", + " if (!js_urls.length && !js_modules.length) {\n", + " on_load()\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", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n", + " var js_modules = [];\n", + " var js_exports = {};\n", + " var css_urls = [];\n", + " var inline_js = [ function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + "function(Bokeh) {} // ensure no trailing comma for IE\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " if ((root.Bokeh !== undefined) || (force === true)) {\n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " // Cache old bokeh versions\n", + " if (Bokeh != undefined && !reloading) {\n", + "\tvar NewBokeh = root.Bokeh;\n", + "\tif (Bokeh.versions === undefined) {\n", + "\t Bokeh.versions = new Map();\n", + "\t}\n", + "\tif (NewBokeh.version !== Bokeh.version) {\n", + "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", + "\t}\n", + "\troot.Bokeh = Bokeh;\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", + " }\n", + " root._bokeh_is_initializing = false\n", + " }\n", + "\n", + " function load_or_wait() {\n", + " // Implement a backoff loop that tries to ensure we do not load multiple\n", + " // versions of Bokeh and its dependencies at the same time.\n", + " // In recent versions we use the root._bokeh_is_initializing flag\n", + " // to determine whether there is an ongoing attempt to initialize\n", + " // bokeh, however for backward compatibility we also try to ensure\n", + " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", + " // before older versions are fully initialized.\n", + " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", + " root._bokeh_is_initializing = false;\n", + " root._bokeh_onload_callbacks = undefined;\n", + " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", + " load_or_wait();\n", + " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", + " setTimeout(load_or_wait, 100);\n", + " } else {\n", + " Bokeh = root.Bokeh;\n", + " bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + " root._bokeh_is_initializing = true\n", + " root._bokeh_onload_callbacks = []\n", + " if (!reloading && (!bokeh_loaded || is_dev)) {\n", + "\troot.Bokeh = undefined;\n", + " }\n", + " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", + "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + "\trun_inline_js();\n", + " });\n", + " }\n", + " }\n", + " // Give older versions of the autoload script a head-start to ensure\n", + " // they initialize before we start loading newer version.\n", + " setTimeout(load_or_wait, 100)\n", + "}(window));" + ], + "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\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 window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || 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autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n", + " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n", + "}\n", + "\n", + "\n", + " function JupyterCommManager() {\n", + " }\n", + "\n", + " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n", + " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", + " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", + " comm_manager.register_target(comm_id, function(comm) {\n", + " comm.on_msg(msg_handler);\n", + " });\n", + " } else if ((plot_id in window.PyViz.kernels) && 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id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\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[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyqg\n", + "from time import time\n", + "import os\n", + "import glob\n", + "import cmocean\n", + "from pyqg_generative.tools.plot_helpers import *\n", + "from pyqg_generative.tools.operators import ave_lev\n", + "from pyqg_generative.tools.operators import Operator1, Operator2, PV_subgrid_forcing, ave_lev, coord\n", + "from pyqg_generative.tools.parameters import EDDY_PARAMS\n", + "from pyqg_generative.tools.spectral_tools import calc_ispec, coord, spectrum\n", + "from pyqg_generative.tools.computational_tools import PDF_histogram\n", + "from pyqg_generative.tools.comparison_tools import dataset_statistics, coarsegrain_reference_dataset, dataset_smart_read\n", + "from pyqg_generative.tools.simulate import run_simulation\n", + "%load_ext autoreload\n", + "%autoreload 3\n", + "\n", + "import hvplot.xarray\n", + "import holoviews as hv\n", + "hvplot.output(widget_location='bottom')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DCGAN discriminator" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "class DCGAN(nn.Module):\n", + " def __init__(self, in_channels=1, ndf=64, nx=64):\n", + " super().__init__()\n", + " \n", + " self.conv1 = nn.Conv2d(in_channels, ndf, 4, 2, 1, bias=False)\n", + " self.conv2 = nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False)\n", + " self.conv3 = nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False)\n", + " self.conv4 = nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False)\n", + " self.conv5 = nn.Conv2d(ndf * 8, 1, int(nx/64*4), 1, 0, bias=False)\n", + " \n", + " def forward(self, x):\n", + " print(x.shape)\n", + " \n", + " for conv in [self.conv1, self.conv2, self.conv3, self.conv4, self.conv5]:\n", + " x = conv(x)\n", + " print(x.shape)\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DCGAN(\n", + " (conv1): Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv4): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv5): Conv2d(512, 1, kernel_size=(4, 4), stride=(1, 1), bias=False)\n", + ")\n", + "torch.Size([1, 1, 64, 64])\n", + "torch.Size([1, 64, 32, 32])\n", + "torch.Size([1, 128, 16, 16])\n", + "torch.Size([1, 256, 8, 8])\n", + "torch.Size([1, 512, 4, 4])\n", + "torch.Size([1, 1, 1, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[[[0.0465]]]], grad_fn=)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nx = 64\n", + "D = DCGAN(nx=nx)\n", + "print(D)\n", + "D(torch.randn(1,1,nx,nx))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DCGAN(\n", + " (conv1): Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv4): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv5): Conv2d(512, 1, kernel_size=(3, 3), stride=(1, 1), bias=False)\n", + ")\n", + "torch.Size([1, 1, 48, 48])\n", + "torch.Size([1, 64, 24, 24])\n", + "torch.Size([1, 128, 12, 12])\n", + "torch.Size([1, 256, 6, 6])\n", + "torch.Size([1, 512, 3, 3])\n", + "torch.Size([1, 1, 1, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[[[0.0373]]]], grad_fn=)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nx = 48\n", + "D = DCGAN(nx=nx)\n", + "print(D)\n", + "D(torch.randn(1,1,nx,nx))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DCGAN(\n", + " (conv1): Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv4): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv5): Conv2d(512, 1, kernel_size=(2, 2), stride=(1, 1), bias=False)\n", + ")\n", + "torch.Size([1, 1, 32, 32])\n", + "torch.Size([1, 64, 16, 16])\n", + "torch.Size([1, 128, 8, 8])\n", + "torch.Size([1, 256, 4, 4])\n", + "torch.Size([1, 512, 2, 2])\n", + "torch.Size([1, 1, 1, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[[[0.0013]]]], grad_fn=)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nx = 32\n", + "D = DCGAN(nx=nx)\n", + "print(D)\n", + "D(torch.randn(1,1,nx,nx))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DCGAN(\n", + " (conv1): Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv4): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv5): Conv2d(512, 1, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + ")\n", + "torch.Size([1, 1, 24, 24])\n", + "torch.Size([1, 64, 12, 12])\n", + "torch.Size([1, 128, 6, 6])\n", + "torch.Size([1, 256, 3, 3])\n", + "torch.Size([1, 512, 1, 1])\n", + "torch.Size([1, 1, 1, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[[[-0.0047]]]], grad_fn=)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nx = 24\n", + "D = DCGAN(nx=nx)\n", + "print(D)\n", + "D(torch.randn(1,1,nx,nx))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DCGAN(\n", + " (conv1): Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv4): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (conv5): Conv2d(512, 1, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + ")\n", + "torch.Size([1, 1, 16, 16])\n", + "torch.Size([1, 64, 8, 8])\n", + "torch.Size([1, 128, 4, 4])\n", + "torch.Size([1, 256, 2, 2])\n", + "torch.Size([1, 512, 1, 1])\n", + "torch.Size([1, 1, 1, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[[[0.0251]]]], grad_fn=)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nx = 16\n", + "D = DCGAN(nx=nx)\n", + "print(D)\n", + "D(torch.randn(1,1,nx,nx))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# nx = 12\n", + "# D = DCGAN(nx=nx)\n", + "# print(D)\n", + "# D(torch.randn(1,1,nx,nx))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Coarsegrain DNS data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dns_jet = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/reference_256/[0-9].nc', combine='nested', concat_dim='run').load()\n", + "dns_eddy = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-9].nc', combine='nested', concat_dim='run').load()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "16\n", + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n", + "16\n", + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n", + "24\n", + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n", + "24\n", + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n", + "32\n", + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n", + "32\n", + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n" + ] + } + ], + "source": [ + "for res in [16, 24, 32]:\n", + " print(res)\n", + " coarsegrain_reference_dataset(dns_jet, res, 'Operator5').to_netcdf(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/reference_256/Operator5-dealias-{res}.nc')\n", + " print(res)\n", + " coarsegrain_reference_dataset(dns_eddy, res, 'Operator5').to_netcdf(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/Operator5-dealias-{res}.nc')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading DNS/LES data" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "dns = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-9].nc', delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "fdns = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/Operator5-48.nc', \n", + " delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "ols = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-48/OLSModel-0/eddy-constant-0/[0-9].nc', \n", + " delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "gz = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-48/MeanVarModel-0/eddy-constant-0/[0-9].nc', \n", + " delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "gan = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-48/CGANRegression-0/eddy-constant-0/[0-9].nc', \n", + " delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "vae = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-48/CVAERegression-0/eddy-constant-0/[0-9].nc', \n", + " delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "lores = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/3-2-dealiasing/reference_48/[0-9].nc', \n", + " delta=0.25, compute_all=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fdns.KE_time.mean('run').plot()\n", + "lores.KE_time.mean('run').plot()\n", + "ols.KE_time.mean('run').plot()\n", + "gz.KE_time.mean('run').plot()\n", + "gan.KE_time.mean('run').plot()\n", + "vae.KE_time.mean('run').plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_online(operator='Operator5-dealias', resolution=48, configuration='eddy', exp='eddy-constant-0', ref='3-2-dealiasing/reference_48', delta=0.25, read_cache=True):\n", + " def read_experiment(model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp=exp, read_cache=read_cache, delta=delta):\n", + " folder = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain', operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " path = os.path.join(folder,'[0-9].nc')\n", + "\n", + " keyphrase = 'Warning: CFL>1. Computations are stopped.'\n", + " err = os.path.join(folder, '*err*')\n", + " os.system(f'cat {err} | grep \"{keyphrase}\"')\n", + " \n", + " ds = dataset_smart_read(path, read_cache=read_cache, delta=delta)\n", + " return ds.isel(time=slice(0,None,2))\n", + "\n", + " def collapse_trials(**kw):\n", + " ds = []\n", + " try:\n", + " for j in range(2):\n", + " ds.append(read_experiment(model_num=j, **kw))\n", + " ds = xr.concat(ds, dim='trial')\n", + "\n", + " return ds\n", + " except:\n", + " print(f\"{kw['model']} at resolution {kw['resolution']} and {kw['operator']} is unstable\")\n", + " return None\n", + "\n", + " mse = collapse_trials(resolution=resolution, operator=operator, model='OLSModel')\n", + " gz = collapse_trials(resolution=resolution, operator=operator, model='MeanVarModel')\n", + " gan = collapse_trials(resolution=resolution, operator=operator, model='CGANRegression')\n", + " vae = collapse_trials(resolution=resolution, operator=operator, model='CVAERegression')\n", + " \n", + " target = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/{configuration}/reference_256/{operator}-{str(resolution)}.nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + " try:\n", + " coarse = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/{configuration}/{ref}/[0-9].nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + " except:\n", + " pass\n", + "\n", + " default_rcParams(\n", + " {'lines.linewidth': 2,\n", + " 'font.size': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlesize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12})\n", + " fig, axs = plt.subplots(3,2,figsize=(8,8))\n", + " plt.subplots_adjust(hspace=0.55)\n", + " colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + " lss = ['-', '--', '-.', ':']\n", + " lws = [None, None, None, None]\n", + " alphas = [0.2, 0.2, 0.2, 0.2]\n", + " hatch = [None, None, None, None]\n", + " models = [mse, gz, gan, vae]\n", + " labels=['MSE', 'GZ', 'GAN', 'VAE']\n", + "\n", + " ax = axs[0][0]\n", + " target.KE_time.mean('run').plot(ax=ax, color='k', ls='-', lw=1)\n", + " try:\n", + " coarse.KE_time.mean('run').plot(ax=ax, color='gray')\n", + " except:\n", + " pass\n", + " for j, m in enumerate(models):\n", + " try:\n", + " m.KE_time.mean('run').median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.time, m.KE_time.mean('run').min('trial'), m.KE_time.mean('run').max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " except:\n", + " pass\n", + " ax.set_ylabel(r'$E, m^2/s^2$')\n", + " ax.set_xlabel('t, $years$')\n", + " ax.set_title('Kinetic energy')\n", + " ax.set_yticks(np.arange(0,9)*1e-4)\n", + " ax.set_ylim([0,8e-4])\n", + " if configuration=='jet' and resolution==64:\n", + " ax.set_ylim([-0.2e-4, 4.0e-4])\n", + "\n", + " ax = axs[1][0]\n", + " (0.5*target.KEspecr_mean).plot(ax=ax, color='k', ls='-', lw=1)\n", + " try:\n", + " (0.5*coarse.KEspecr_mean).plot(ax=ax, color='gray')\n", + " except:\n", + " pass\n", + " for j, m in enumerate(models):\n", + " try:\n", + " (0.5*m.KEspecr_mean.median('trial')).plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.kr, 0.5*m.KEspecr_mean.min('trial'), 0.5*m.KEspecr_mean.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " except:\n", + " pass\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " ax.set_ylim([5e-2, 2e+1])\n", + " if configuration=='jet':\n", + " ax.set_ylim([5e-3, 2e+1])\n", + " ax.set_ylabel('$E(\\kappa), m^3/s^2$')\n", + " ax.set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + " ax.set_title('KE spectrum')\n", + "\n", + " ax = axs[2][0]\n", + " target.Efluxr.plot(ax=ax, color='k', ls='-', lw=1)\n", + " try:\n", + " coarse.Efluxr.plot(ax=ax, color='gray')\n", + " except:\n", + " pass\n", + " for j, m in enumerate(models):\n", + " try:\n", + " m.Efluxr.median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.kr, m.Efluxr.min('trial'), m.Efluxr.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " except:\n", + " pass\n", + " ax.set_xscale('log')\n", + " ax.set_ylim([-1.5e-6, 1.5e-6])\n", + " ax.set_yticks(np.linspace(-1.5e-6,1.5e-6,7))\n", + " if configuration=='jet' and resolution==48:\n", + " ax.set_ylim([-1.5e-6, 1.5e-6])\n", + " if configuration=='jet' and resolution==64:\n", + " ax.set_ylim([-0.8e-6, 0.8e-6])\n", + " ax.set_ylabel(r'$\\partial_t \\mathcal{E}(\\kappa), m^3/s^3$')\n", + " ax.set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + " ax.set_title('Energy transfer')\n", + "\n", + " for col,var in enumerate(['PDF_Ens1', 'PDF_KE1', 'PDF_KE2']):\n", + " ax=axs[col][1]\n", + " target[var].plot(ax=ax, color='k', ls='-', lw=1, label=r'$\\overline{\\mathrm{hires}}(256^2)$')\n", + " try:\n", + " coarse[var].plot(ax=ax, color='gray', label='lores')\n", + " except:\n", + " pass\n", + "\n", + " for j, m in enumerate(models):\n", + " try:\n", + " m[var].median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j], label=labels[j])\n", + " xx=[k for k in m[var].median('trial').coords.values()][0]\n", + " ax.fill_between(xx, m[var].min('trial'), m[var].max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_yscale('log')\n", + " except:\n", + " pass\n", + "\n", + " ax = axs[0][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathrm{curl}(\\mathbf{u}_1)|^2, s^{-2}$')\n", + " ax.set_title('Upper enstrophy')\n", + "\n", + " ax = axs[1][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathbf{u}_1|^2, m^2s^{-2}$')\n", + " ax.set_title('Upper KE')\n", + "\n", + " ax = axs[2][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathbf{u}_2|^2, m^2s^{-2}$')\n", + " ax.set_title('Lower KE')\n", + "\n", + " axs[0][1].set_ylim([1e+7, 4e+11])\n", + " axs[0][1].set_yticks([1e+7,1e+8,1e+9,1e+10,1e+11])\n", + " axs[1][1].set_ylim([1e+0, 1e+3])\n", + " if configuration=='jet':\n", + " axs[1][1].set_ylim([1e-1, 1e+3])\n", + " axs[2][1].set_ylim([1e+1, 8e+4])\n", + " if configuration=='jet':\n", + " axs[2][1].set_ylim([1e-1, 8e+4])\n", + " axs[2][1].set_yticks([1e-1,1e0,1e+1,1e+2,1e+3,1e+4])\n", + "\n", + " axs[2][1].set_xticks([0, 1e-4, 2e-4, 3e-4, 4e-4])\n", + "\n", + " axs[2][1].legend(bbox_to_anchor=(0,-0.7), ncol=3, loc='center', fontsize=16)\n", + "\n", + " fig.align_ylabels()\n", + " set_letters(x=-0.2, y=1.1, fontsize=13, letters=['a', 'd', 'b', 'e', 'c', 'f'])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(read_cache=True)\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $48^2$')\n", + "#plt.show()\n", + "plt.savefig('review_figures/3-2-dealiasing-48.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=64, ref='3-2-dealiasing/reference_64')\n", + "#plt.show()\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $64^2$')\n", + "plt.savefig('review_figures/3-2-dealiasing-64.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=32, ref='3-2-dealiasing/reference_32')\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $32^2$')\n", + "plt.savefig('review_figures/3-2-dealiasing-32.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=24, ref='3-2-dealiasing/reference_24')\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $24^2$')\n", + "plt.show()\n", + "#plt.savefig('review_figures/3-2-dealiasing-24.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "CGANRegression at resolution 16 and Operator5-dealias is unstable\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "CVAERegression at resolution 16 and Operator5-dealias is unstable\n" + ] + } + ], + "source": [ + "plot_online(resolution=16, ref='3-2-dealiasing/reference_16')\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $16^2$')\n", + "#plt.show()\n", + "plt.savefig('review_figures/3-2-dealiasing-16.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "CGANRegression at resolution 48 and Operator5-dealias is unstable\n" + ] + } + ], + "source": [ + "plot_online(exp='jet-constant-0', configuration='jet', delta=0.1)\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $48^2$ \\n generalization to JET configuration', y=1.03)\n", + "#plt.show()\n", + "plt.savefig('review_figures/3-2-dealiasing-48-jet.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "OLSModel at resolution 32 and Operator5-dealias is unstable\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "MeanVarModel at resolution 32 and Operator5-dealias is unstable\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "CGANRegression at resolution 32 and Operator5-dealias is unstable\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "CVAERegression at resolution 32 and Operator5-dealias is unstable\n" + ] + } + ], + "source": [ + "plot_online(resolution=32, ref='3-2-dealiasing/reference_32', exp='jet-constant-0', configuration='jet', delta=0.1)\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $32^2$ \\n generalization to JET configuration', y=1.03)\n", + "#plt.show()\n", + "plt.savefig('review_figures/3-2-dealiasing-32-jet.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "INFO: Warning: CFL>1. Computations are stopped.\n", + "CGANRegression at resolution 64 and Operator5-dealias is unstable\n" + ] + } + ], + "source": [ + "plot_online(resolution=64, ref='3-2-dealiasing/reference_64', exp='jet-constant-0', configuration='jet', delta=0.1)\n", + "plt.suptitle('3/2-dealiasing coarse models \\n at resolution $64^2$ \\n generalization to JET configuration', y=1.03)\n", + "#plt.show()\n", + "plt.savefig('review_figures/3-2-dealiasing-64-jet.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading DNS/LES data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "fdns = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/reference_256/Operator5-dealias-64.nc', \n", + " delta=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "lores = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/3-2-dealiasing/reference_64/[0-9].nc', \n", + " delta=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ols = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-64/OLSModel-0/jet-constant-0/[0-9].nc', \n", + " delta=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "gz = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-64/MeanVarModel-0/jet-constant-0/[0-9].nc', \n", + " delta=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "vae = dataset_smart_read(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator5-dealias-64/CVAERegression-0/jet-constant-0/[0-9].nc', \n", + " delta=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fdns.PDF_KE2.plot(color='k')\n", + "#lores.PDF_u1.plot()\n", + "ols.PDF_KE2.plot(color='tab:blue')\n", + "gz.PDF_KE2.plot(color='tab:orange')\n", + "vae.PDF_KE2.plot(color='tab:red')\n", + "plt.yscale('log')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "environment_13_Jul_2023", + "language": "python", + "name": "my_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "05edf54c81e9d60fa9ffc2d19df58f5b8263a9e832bf2883d1c18873ede7ce7a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/3-2-dealiasing.ipynb b/notebooks/3-2-dealiasing.ipynb new file mode 100644 index 0000000..eec4fd2 --- /dev/null +++ b/notebooks/3-2-dealiasing.ipynb @@ -0,0 +1,1967 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyqg\n", + "from time import time\n", + "import os\n", + "import glob\n", + "import cmocean\n", + "from pyqg_generative.tools.plot_helpers import *\n", + "from pyqg_generative.tools.operators import ave_lev\n", + "from pyqg_generative.tools.operators import Operator1, Operator2, PV_subgrid_forcing, ave_lev, coord\n", + "from pyqg_generative.tools.parameters import EDDY_PARAMS\n", + "from pyqg_generative.tools.spectral_tools import calc_ispec, coord, spectrum\n", + "from pyqg_generative.tools.computational_tools import PDF_histogram\n", + "from pyqg_generative.tools.comparison_tools import dataset_statistics\n", + "from pyqg_generative.tools.simulate import run_simulation\n", + "%load_ext autoreload\n", + "%autoreload 3\n", + "\n", + "import hvplot.xarray\n", + "import holoviews as hv\n", + "hvplot.output(widget_location='bottom')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# advect function from operators module" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "import pyqg_generative.tools.operators as op " + ] + }, + { + "cell_type": "code", + "execution_count": 752, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Logger initialized\n" + ] + } + ], + "source": [ + "m = pyqg.QGModel()\n", + "filtr = np.array(pyqg.QGModel(filterfac=1e+20).filtr)" + ] + }, + { + "cell_type": "code", + "execution_count": 789, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 789, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-64/0.nc', decode_times=False)\n", + "lap = (m.ik)**2 + (m.il)**2\n", + "q = dss.q.isel(time=-1).values.astype('float64')\n", + "m.q = q#m.ifft(lap * m.fft(q))\n", + "m._invert()\n", + "np.linalg.norm(q-m.q)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xrft\n", + "sp = lambda x: xrft.isotropic_power_spectrum(xr.DataArray(x)).plot(xscale='log', yscale='log', marker='o')\n", + "csp = lambda x,y: np.real(xrft.isotropic_cross_spectrum(xr.DataArray(x), xr.DataArray(y))).plot(xscale='log', marker='o')" + ] + }, + { + "cell_type": "code", + "execution_count": 869, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 869, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(m.q[0]);plt.colorbar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Without dealiasing" + ] + }, + { + "cell_type": "code", + "execution_count": 793, + "metadata": {}, + "outputs": [], + "source": [ + "def test_PV(dqdt):\n", + " return dqdt.mean(axis=(-2,-1)) / dqdt.std(axis=(-2,-1))\n", + "\n", + "def test_Ens(dqdt,q):\n", + " '''\n", + " Returns timescale on which enstrophy will be changed\n", + " in days\n", + " '''\n", + " return (q*dqdt).mean(axis=(-2,-1)) / (q.std(axis=(-2,-1)) * dqdt.std(axis=(-2,-1)))\n", + "\n", + "def test_En(dqdt,psi):\n", + " return (psi*dqdt).mean(axis=(-2,-1)) / (psi.std(axis=(-2,-1)) * dqdt.std(axis=(-2,-1)))" + ] + }, + { + "cell_type": "code", + "execution_count": 794, + "metadata": {}, + "outputs": [], + "source": [ + "q = m.q\n", + "psi = m.ifft(m.ph)\n", + "u = m.u\n", + "v = m.v\n", + "dqdt = op.advect(q,u,v)\n", + "dqdt_two_thirds = op.advect(q,u,v,dealias='2/3-rule')\n", + "dqdt_three_second= op.advect(q,u,v,dealias='3/2-rule')" + ] + }, + { + "cell_type": "code", + "execution_count": 795, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-4.99507412e-19 -2.92766947e-18]\n", + "[ 7.34534196e-18 -3.07244017e-18]\n", + "[-5.57715856e-19 2.34988861e-18]\n" + ] + } + ], + "source": [ + "print(test_PV(dqdt))\n", + "print(test_PV(dqdt_two_thirds))\n", + "print(test_PV(dqdt_three_second))" + ] + }, + { + "cell_type": "code", + "execution_count": 796, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-2.47353362e-05 1.14621001e-05]\n", + "[-2.74793201e-17 2.37174341e-18]\n", + "[1.61019131e-17 8.61638615e-18]\n" + ] + } + ], + "source": [ + "print(test_Ens(dqdt,q))\n", + "print(test_Ens(dqdt_two_thirds,q))\n", + "print(test_Ens(dqdt_three_second,q))" + ] + }, + { + "cell_type": "code", + "execution_count": 797, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.00000000e+00 6.30075276e-18]\n", + "[ 1.91668452e-17 -1.10205325e-17]\n", + "[-2.53095115e-17 -7.02401086e-18]\n" + ] + } + ], + "source": [ + "print(test_En(dqdt,psi))\n", + "print(test_En(dqdt_two_thirds,psi))\n", + "print(test_En(dqdt_three_second,psi))" + ] + }, + { + "cell_type": "code", + "execution_count": 798, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 798, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "sp(dqdt[0])\n", + "#sp(dqdt_two_thirds[0])\n", + "sp(dqdt_three_second[0]-dqdt[0])\n", + "plt.yscale('linear')\n", + "\n", + "plt.figure()\n", + "sp(dqdt[1])\n", + "#sp(dqdt_two_thirds[1])\n", + "sp(dqdt_three_second[1]-dqdt[1])\n", + "#plt.ylim([1e-28,1e-22])\n", + "plt.yscale('linear')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# FFT regridding on test functions" + ] + }, + { + "cell_type": "code", + "execution_count": 812, + "metadata": {}, + "outputs": [], + "source": [ + "[X,Y] = np.meshgrid(np.linspace(0,2*np.pi,17)[:-1], np.linspace(0,2*np.pi,17)[:-1])\n", + "[Xt,Yt] = np.meshgrid(np.linspace(0,2*np.pi,25)[:-1], np.linspace(0,2*np.pi,25)[:-1])\n", + "[Xtt,Ytt] = np.meshgrid(np.linspace(0,2*np.pi,9)[:-1], np.linspace(0,2*np.pi,9)[:-1])\n", + "Z = np.cos(1*X) * np.sin(1*Y)\n", + "Zt = np.cos(1*Xt) * np.sin(1*Yt)\n", + "Ztt = np.cos(1*Xtt) * np.sin(1*Ytt)" + ] + }, + { + "cell_type": "code", + "execution_count": 813, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 813, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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oEbJRkQtvPfl8nuHhYSKRSFON+TyKJ03bts3u3buxbZupqSmuXLlS17wiTTCNRGZWwrIs+vr66OvrA0pF6M2bNxFClEwEb0Tc5HI5stksN27c4MiRI7648eZK6WOuuR/QYkazbQjyjoHSyMfjjz9edSTBRqWZPNG0sLDA8PDwuhnzBREKhejt7fWHMZbPK2ppafHFTTVLf836UyxCwRW98/PzzM7Ocv369ZK0Va0ImyduvPNNCOGLG1ieCO61gmtxo7lX0WJGs+Wp5R2Ty+UYHh6mpaVlxcjHRkZmvKfuJ598ktbW1g1ZZ9D+Fc8rCrL0b29v123gVWhmZGYlQqEQO3fuZOfOnYB7Xs/PzzM1NcXVq1exLKskwlYubrzjXhy58f6Wy+XI5XKAK26KfW50GlJzr6DFjGZLU55WKr65xGIxLl68yJEjR9i9e/eKy9qIG1Mul+P69es4jsP3fd/3bejNYqX9C7L091xvr169SiaTqcsYTrP+hMNhdu3a5UfYstms39GWSCQq0odKqYpzrXi8Amhxo7m30WJGs2WplVa6fv06sViMp556ipaWlk3eUpf5+XlGRkbYs2cPuVxuU24MjUSeyl1vpZQkk0lisRgXLlwo8U7p6em579rANzIysxKRSIQ9e/b46cry9GE4HCabzZJIJGhvb686NBO0uNHcm2gxo9lylKeVii+omUyGwcFBent7GRgY2BI3G6UUo6OjTE9P8+STT5LNZrl79+6Gb8davwvDMOjs7KSzs5PDhw8jpfQ7cG7fvl3SBt7V1VW1vViz/hSnD8F1kx4ZGWFsbIxUKkU0GvWPVbXaqCBx4xUUF4ub8m4pjWYroq9Gmi1FrZEE09PTXL16lUcffdRved1scrkcQ0NDtLW1+fOevJbxemmmIGtmTZBhGCXeKcXtxcUdOJ64uddudFspMrMSkUiElpYWHnvsscDaqLa2Nl/cVJv/FeRxo5Qim836BcXeRHDTNP1uKY1mK6DFjGbLUGskweXLl0mn0wwMDNS09N9I4vE4Fy5c4OGHH/ZrG2Dzxgqs93rL24u9Dpzp6WmuXbvmF6n29vbS3t5+z4mbrUyx8AqqjVpaWiIej3Pjxg2Wlpb8wu/u7m6i0Wjd4kZKSSaT8f/miRs9EVyz2Wgxo9l0annHJJNJhoaG2LdvH8eOHdsSF0tvKOTs7CynT5+u6AK6X2YklXfgeEWqExMTJBKJbd8Gvp0iM7W2VQhBW1sbbW1t/vwvr/D72rVrZDKZCnFTbTla3Gi2KlrMaDYVpRRTU1MAdHd3l1z8JiYmuHXrFidOnKCzs3OzNrGEbDbL0NAQHR0dflqpnHs1MrMS5UWqXqrj1q1bJJNJfxq4lHJbCYXtQCPfZ3nht1KKRCLB/Py8P9y0nq42LW40WwktZjSbhheNWVxc9OsvvL9fuHABIUTFSILNxGsFf+SRR/xoRBCrERX34s09Go0SjUbZt29fSTQgm83y0ksvlXjcbJWOtGK20zFZy7YKIfzC7/LhphcvXiSXy9U1ub2auEmn0yXFxlrcaNaDrXGX0NxXlKeVTNPEcRwAFhYWGBkZ4fDhw+zbt2+Tt9Sl0Vbw+zUyU4viaMDk5CRnzpzxb5iXLl0il8uVDGLcKnVR24VmCq/i4abg1qx5E8G9ye2euKl1rDxx40Uvi8WN4zjMzMywf/9+LW40TUGLGc2GEuQd43UAjY6OMjk5ueZhjM0km80yODhId3c3Z86cqauodSuLiq1CcTTg0KFDJTfM8fFxHMfxu29qTZleT4KM6LYq6xlFMgzDH4gJ7kTw8mNVLESr+REV/95t2yYWi7Fv376SyE3xRHAtbjSNoMWMZkOo5R0jpWRiYoKdO3dy9uzZdb+B1Hvhn5ub49KlSxw9etSfoVMPOjLTOMU3zAceeADHcZifn6+YMu21gTd7YOd2ZyNTYsVzo8AVN17L/tjYGEqpEnETJESllBiG4f/n7YPjONi27b/PM/CzLEtPBNfURIsZzbpTyztmbm6O69ev093dzbFjx9Z9W7wbfq2LolKKa9euMT8/z5kzZxq29d/OomKrYJpmYBu4N4jRsiy6u7vp7e0NnFXUDO6Xmpm1Ypomvb29vvdTsR9RsRD1/jNN04/MFhNUc1MsboQQJZEbLW40xWgxo1lXannHXLt2jYWFBY4cOUIqldqQ7VlJaGQyGYaGhujp6eHMmTOruljqyEzzCRrEGI/HuXv3LpcvXyYSifjRgmp2/vcyW0l4lfsR2bbtD171zBZbW1v9B5xqUbYgcWPbdsnAWS1uNB5azGjWhVreMel0msHBQXbs2MGZM2eIxWIkk8kN2a5aN/yZmRmuXLnCsWPH/Atxs9ehaQ7hcJjdu3f7A0a9NvCxsTGSySStra2+uKnmeLsSW0kgrMRW3lbLstixY4efqs3n80xMTLC4uMgrr7xSkrbq7OysGmXT4kZTCy1mNE3Hm+9SPiASYHJykuvXr3P8+HE/5y6EQEq5IdtmGEbFuqSUXL16lUQisaq0UjmNiplmXXDvZxFV3gYe5Hjb29u7ZdvA10pQ2marEgqF6OrqIpfL8cgjj5DL5Zifn2dqaoqrV6/6TtLeRPBGxE0+n68QN8VDM7fLd6RpHC1mNE3FK/ItTys5juO34J49e7ak4yFIYKwX5Tf84ijRU0891ZSL3f0sKrYCQY63yWSSeDzO5cuXyWazdfmmbOVoRznbaVuhtFMsHA6za9cufySI5yR9584dEokE4XC4RNzUcjouTlkFiRuvmNibK7WdvjNNbbSY0TSFekYS9Pf3c+DAgYoLiGEYG3bzLxZO3uDK4ihRM9A1M1sLIQQdHR10dHSUmMLFYjHfNyWotXg7CYTt1EYOy91MQZQ7SWcyGb8NPJlM0tLS4ne21aqPChI3uVzOH5rpTQT3Ijda3GxvtJjRrJkg7xhwLx7j4+Pcvn2bkydP0tHREfj5jUwzCSH8KFEqlVqXwZVazGxtyk3hglqLe3p6yGaz2yYltZ2EFzS2vS0tLezdu5e9e/cCwfVRnripNQOsWNx4vxNP3HgPYOVpKc32QYsZzaop944pFjL5fJ6RkREsy+J1r3tdTV+QjUwzSSkZHBxk7969HD16dF1uAI2Iilwux/DwMOl02g+le+2rmo0hqLV4fn6e0dFRFhYWuHPnTl0FqpvJdhMztSIzK1FeH+WJm9HRUVKpFG1tbb64qVb8XTxeAUrFTS6XA9DiZpuhxYxmVdTyjpmfn+fChQs88MAD/tNULTYqzTQ1NUU8HufRRx+lv79/3dZT701lfn6ekZERHnroIdrb21lcXCQWi3Hjxg2/w6MRHxUdmWkOXvdNIpGgvb2drq4u5ufnmZyc5MqVK3XXcGwk95OYKcZr825tbaW/v79q8XfxRPDViptMJkM0GqW1tVWLmy2IFjOahqnmHaOU4ubNm8zMzHDq1ClaW1vrWt56p5mklFy+fJl0Os3OnTurprs2CqUUt27dYnJykieffJJIJEI+ny9pX83lcn5NRyKRoKWlxb+B1gqla5qHd36XF6iW13BEo9E1t4E3a1u3C+u1vUHF396A02vXrpHJZCrETbXlQKm4uX37Nrt27fKFjldz441e0OJmc9FiRlM3xWml8iLfbDbL0NAQHR0dDAwMNPTDXs8009LSEoODg+zZs4djx44xMjKyqdGLfD7P8PAwkUjEH93gDdksJhwO+0WQQaH0oFZjHZnZGIprOIqPzc2bN/1j44mbajfLZrPdxEyzIjMrIcTygNMDBw6glCKRSDA/P8+VK1fIZrN0dHT4x6uaLYP32/JSTkoplFJks9mKguLibinNxqHFjKYuannHzM7Ocvny5YZnGHmsl5iZnJzkxo0bPPbYY36x50bW55SzuLjI8PAwDz74oN+pUQ9BoXSv1bh44rSUkvb29nXcg/uLegRC0LHxIgGN3Cw3Ylu3Epu1vUIsDzgt7myLx+NcvHiRXC5XtW2/WIAFedwUixulVEm9jRY3648WM5oVqTWSoBlmc80WGI7j+H4iAwMDJZ42mxG98Lq6xsfHmzIRPKjVeGFhgbGxMcbHx5mamvLnFumhjBtLeSSg+GZ54cKFqm3ga2W7iZmNisysRHlnW/H0dq9t3xM3tm03ZOAnpSSTyfh/M02zJC21nY7XdkCLGU1VannHLC0tMTQ0xK5du9ZsNtdMgZFKpRgcHGTfvn08+uijgcPsNlLM2LbNyMgIpmly9uzZQGGx1ouaYRj09PSwtLQEwO7du0uGMnrdOis5qmpKaYZAKL5ZHj58GMdx/Jul1wZePA08aMJ0vdu6nY7rVhEz5RRPbwdKjtfCwgJDQ0P+8aolRrW42Xi0mNEEUs07BuDu3bvcvHmT48eP+z/6tdCsH7G3XcVppXI2Ms2UTCYZHBzk0KFD69o95eEVUpfPwil3VPWKiXt7ezetYPV+pXgOESxPmPaGMHo3U0/c1HvD326Rme2yvcXHa35+nscee8xPIxaLUe+/amK0mrhJp9MlxcZa3KweLWY0JXhFvpOTkywsLPDQQw+VjCS4ePEitm1XpG82k+LtOnv2bM2n242KzORyOQYHB2uaBW4UxY6qxQWrXutqcU3HdjGJ2wg24oZbPmE6n88Tj8eZnp7m2rVr/pyi3t5e2tvbq4qb7SIOPLZqZKYWUkpCoVCFJ5FnuDg6OooQokTcrDQR3PsOtLhZO1rMaHzK00re/wdIJBIMDQ1x8OBB+vv7t8wPyxuVsH//fvbv319XweZ6ipliYfUDP/ADq04brIZ69q1aMXEsFispJu7t7W1qTYemPkKhUOCcoomJiZot+ttNzGy37YXgbS4Xo57hohdpE0L4Kala9Wv1iJviieBa3FSixYwGqEwrmaaJlNL3V5iYmODxxx/fUt0yExMT3Lp1q6Hox3qmmbx6nf3797OwsLChQma1FBcTHzp0yC8mLrf299Ie91Mx8Va44ZZH1TKZDLFYrMTttqenh1wut62iatsxMgMrp8TLU7z5fL6ifq0eN+kgcVNsi+Gty4vc6IngWszc95SPJPB+PIZhYNs2r732mu+JslVuZLZtc/HiRZRSK6aVylmvyIzXBn7ixAk6Ozu5fft209exEs3YN6+YuLimIx6P+xfj4rTHVnG/XU+20v4JIYhGo/T391e0gc/NzTEzM8Pc3Jx/fNarDbwZbFcx0yihUIidO3eyc+dOwE0/z8/PMzU1xdWrV/3f00rF+dXEjW3bfvF3cVrqfhQ3Wszcx9QaSZBMJpmenubkyZPs3r17E7eylLWmu5otZqSUXLp0KbAN/F7AsqySi7GX9iieYOx1St1rxcRb3YCwuA3c80eJRCIlnileG3hPT8+WOje3QtRrMyh3ky4vzq93VEZQQbEnbrzXi9NS94O40WLmPqXWSIIbN24wPT1NT0/PlhEySikmJiYYGxtbU1FtM9NMxe7CQW3gG81GFDcHFRN786SKi4m3emSgXjb7mNaLUgrTNH1DuPKU4fj4OFLKEo+bzUyD3i+RmZUo/j1B5aiMlpYWv7utvb29IXFj2zaTk5M4jsPu3bvveXGjxcx9Ri3vmEwm4/soPPHEE1y6dGkTt3QZ27a5cOECQoiG00rlNOuGPz09zdWrV3nsscea0p7eDDbaQ6e4mNibg7MRBnEbxVaPzBQTFOkoTxk6jsP8/HxF501vby+dnZ0bmkb2avM0pRSPygD8zsOxsTGSySStra2+uKk1o80TN175gPe/i/9dPhF8ux8PLWbuI2qNJPBuzseOHaOvr89/30bh3YjLf1BeWqlZXi2eF8tq8VyPk8kkAwMDJXbn5TQSSt/uFxIotYo/dOiQbzgWi8UYGxsDoLu7G9u2cRxny9RgVWM7pULq2VbTNCvawOfn55mZmSlpA98Ic8XtZvK3WcI2Go0SjUbZt29f4Iw2rwC8u7s7MM3rOA7hcNhv6vDwSgyKxU350Mztcu57aDFzn+BFY4JGEly+fJmlpaWSm/NGzzDyREbxlFpvBEAzu6gMw/B/wI2SyWQYHBykr6+P06dP1/yxb8aFYDNGNdSi3CDOu3neuXOHV1555b4rJl5PViO8yotTy+s3IpGIf/xqpThWw3ZLM22F7Q2yVVhaWvI9o9LpdIm4iUajVR8agsRNLperOTRzq/8+tZi5x6mVVkqlUgwNDfkTpYtP1o0WM976TNPEtm2Gh4exLKvpXVSrveF7wzQfffRR3zCrnvVs9QvARuLdPEdHRxkYGCCbzRKLxRgfHyeRSNDa2uqLm2g0uunf3XY6fs3Y1vL6jaAUh1fsvdbjs52+W9gaYqYcIQRtbW20tbX5aV6vu+3atWtkMhn/+t/e3l5zgnstceMJmVAo5KeltqK40WLmHqbWSII7d+4wOjpa1fp/remYRjEMA6WUP1n68OHD7Nu3r+nraVTMKKW4du0a8/PzDQ3T9L6/jbwAbrXIzEpEIhG/PqD4KfP69et+MbF389wKxcTScVB2BpnPIPM5ZD6NsnPIfBaVT+PYNk4ujZQOnQ+dIdLR+AT51bIe4qA8xVF8fNLpNO3t7at2jt6K4qAW2yEtWtzdduDAAZRSjIyMIKVseIJ7sbjxrim5XI5cLsdXv/pVRkdH+df/+l9vyH7VixYz9yDVvGNguZgWqFlMuxmq+/bt20xPTzdlsnQ1Gok4ZbNZBgcH6e7u5syZMw19J1vtqWWrE/SUmUgkiMViFcXEPT09696JI7Mp5Ox1lpaukE7HsFOL2Pms/7rtOIzHknS2ReloCVN+tFPjI7QdfJzeR9+EGVp/IbbekY6g45NMJonH4/6Eem+6dE9PT81aso3Y3maz3cQXLAuSffv20dHRUTLB3Wvdr+eYecfJEzezs7MlAzO3ClrM3GPU8o7xoh4bNfiwXvL5PIlEglAotO7mfPVGL2KxGBcvXuSRRx7xawoaXc9GRra8dW6nyEwtiouJvWnTXpvxrVu3SjpxGhnIWIvszHVydy/jLN7FWZrHnJ4h39WNZZkkUhku3IkzPpNgfilDOu/g5HPk8g5C2YDAKKRxLcMgHDIJWa+A9Un+3o+/i9Nv+OG1fyk12GhxUOwcffDgQaSU/nTpiYkJHMcpGYsRJD61mFl/iiNKxRPcgZJjdufOHWzbLhE31boPk8nklnKC99Bi5h6ilnfMrVu3uHv37rpGPVbDwsICIyMjRKNRHnrooXUP5a50w1dKcfPmTWZmZnjqqadWbRGvozjNxTTNkgF/XjFx8UBGLyXVaDGxtPOkL79AdnwIUEgJN2eTDN+YYT4zRTJn450yEoHtCJyCrXwkZKEwyWVzSBTScbAdh0w+D2RQJPj473+E177zN7zr/3gf0b4Dzf9y2PxIhzftu7u7mwceeKBCfAIl08C3G9tVzBQ3VZRTfMwAv/vQ87nxBGm5tcLS0lJdD8Pvec97+PznP8+uXbsYHh6ueF0pxb/8l/+SL3zhC7S2tvKHf/iHnD59GoDnn3+et771rZcBE/ifSqkPrbQ+LWbuAWoV+eZyOYaHh4lGo7zuda/bMj9IT2BNTk5y6tQprl27tiFRhVppplwux9DQEO3t7QwMDKzpu9KRmfUlqBNnNcXE+fgEcy9/hos3xhibWWA6kWUp51SkjTwMFFJ5A1gVCBAIIuEQ+ZyNKvzNw32XYnDkAhO//LO86yd/kkNn/h6h1s6mfh+bLWbKKRef3gDGubk5vybq5s2bK84o2ipsVzHjOE7d213efVgsSK9cucLP/uzP8tRTT2FZFgcOrCzK3/3ud/P+97+fn/qpnwp8/bnnnuPq1atcvXqVF198kX/+z/85L774Io7j8L73vQ/grcA48JIQ4rNKqQu11qfFzDanlneMlyp5+OGHffvsrUCxwDp79iyGYWxY91S1G/78/DwjIyNN+6620o3lfqBaMfG1a9dIp9Ml4fPFjM3H/maExJW/pXdhmKW8QiiJjYFQsqqQAchKgbBtBAKJARTOWcMgFAkj7Rx5KXBjOC7CfZm5RJbf+aOP85aRVxl484/SfeT1GE2q/dlqYqac8gGML774Iq2trUxOTnLlyhXC4bAfWWt2G3gzaEQUbCXWUrhcLEgfeughnnvuOb7yla/wh3/4h3z3u9/ld3/3d3nTm97Em9/8Zt7whjdURPzf9KY3MTo6WnX5zz77LD/1Uz+FEILXv/71zM/Pc/fuXUZHRzly5AjXr1+/ASCEeAb4+4AWM/cqXpFvkHfM9evXicfja0qVrAeeaDhy5EjJqITNEjPFEaInn3yS1tbWpq1HR2Y2h/JiVSklyWSSWCzGK+eH+PefOc8p+1V2skAGgVIglcCg9vFyFJBL4/7MFIZS5JRRIn6U2YJBHikhr0AUn2uAlILnzg1zZewOP/Z3Btlx4s209z+65n3e6mKmHMMw2L17t38N8Gz8b9++XRJZ2yozv2qla7YyzTQn7Onp4e1vfzvf+ta3+JVf+RVOnjzJN77xDZ5//nl+8Rd/kV/5lV/hLW95S93Lm5iYKInw7N+/n4mJiYq/40ZnXrfS8rSY2YbUSiul02mGhobo7e1lYGBgzReBZl0klVKMjo4yPT0dKBo26kZcLJry+TzDw8P+VPBmPnk1+p1tt5vRdsIwDDo7O2lra+c/f/xzvDn/PSwhkQqyysBU1dNKHkqB7SyLHUcZgMJEIYvOWwEI08QQYDo2NgKpFAKFABwMHCW4dHeBsb94gZ+YnObQsdPsPfOjGGu4WW6386f8t15s41/sdOvN/CpuA6/ll7JebNc003rgOQ93d3fzYz/2Y/zYj/3YqpYTdL2vcR9Y8eagxcw2o5Z3zNTUFNeuXavb2G0lio3s1oJXi9LW1la1FmWjIzNeZ9cDDzzgz0Fp9nrq3Z90Os3du3fp7u5eU4hdR2aqI3NL/OZv/QaHFq6CcJNAWWlg4dT1eVsJsHNIDJQCUYjiuKUzRekmD8NEGAaWnUcpyEnhRnakQqIQOCQzkj/9m1f4vjvTvDGbpP/1/wArvLoo6nYTM7UIcrr12sAb9UtpFlrMLJNKpVY96LeY/fv3c/v2bf/f4+Pj7Nu3j1wuV/J3YD9wZ6XlaTGzTSj3jikWMo7jcPnyZTKZzIrzghqhGWLGGzq4Ui3KRjoOJ5NJRkZG1rWzq94by8zMDFeuXGHPnj2+02pbW5ufq24kRXiv3MyaTX76Cp/++O9hz06DMBAobAeEUHU877lCxrEzSAwElTU1RiHKU4lAWGFw8gipAFVYp1sWLFAoFN+6OM7VO8/yjsQiD7/5XYRbG+/22U6DGxsVXkFt4Bs90FSLmWVSqVRTWrPf9ra38ZGPfIR3vvOdvPjii3R1dbF371527tzJ1atXEUI8AEwA7wT+0UrL02JmG+B5x7z66qs88cQTJReCZDLJ0NAQ+/bt49FHH23qBc00zVULDKUUN27cYHZ2ltOnT68YGt4IMWPbNlevXiWXy/HGN75xU/1sPGfhhYUFzpw5U/KZVCpFLBbj0qVL5HI536+jHrM4HZlZRkpJ9tKX+MbX/4bbUzNYQqIE5KVACIWFQiJq1ss4ErISDCkRVZJRQoBShh+tKcc2IhhmnpCdJ4/AROHgNT0JBIqZhSX+308/z9MTk/wv7/gXtHQ3VoS+nQY3rjWKVOyX4nkQFQ80VUr5beDd3d1N+Z1LKdfdqLHZrNe1oN7IzLve9S6+9rWvMTs7y/79+/nlX/5l/2H8ve99L08//TRf+MIXOHLkCK2trfzBH/wB4BaLf+QjH+FHf/RHv4jbmv37SqmRlda3vY7OfUixd0wqlSrxjpmYmGBsbIwTJ07Q2dncVk9YvcDIZrMMDQ3R0dFRd4uzN85gvUgmkwwODvoppc30s8nlcgwODtLV1cVTTz3l/837nGdJ7j2FLiwsEIvFfLM4r+W4vKV1uzyZbxTZK19h8MWvcf7WLEI5ICAvDRwFbnzGFSIGIIWJoQqpI0CgcBA4gOHkUEpQ6+u1hHTTSGU4SoCSCMNEhNy0ky2XozPFKOnw2W+8woWb/573/sufp2PPg3Xv63ZKMzU7ylHeUuy1gcdiMW7evOn7qXgeN6tZt+M4W2KkRiOs1zmRTqfrqlv65Cc/WfN1IQS//du/Hfja008/jVLqkUa2S4uZLUpxWskr8vVukI7jMDIygmEYNUcSrJXViJnVOueuZ/ePN4fq5MmThEIhYrHYuqynmJVawIu/n1oizjCMisnT8Xicqakprly5QiQS8aM2SikdmSmQuzPCjdf+lm9cmUIpCQJyykLgEBZl31Hhei+FgSxknhzpChqkxMQBQ2ArUTX64i7DALX8ulJe8a/3HoFphcCxsW0HubxqH1Mort6e5N/9//6//PT7/hWPP/UDa/0qthzrLbzK28BzuZxvsHj16lXC4bD/m6rXYHE7ppnWa57UVo0CajGzBanmHWOaJvF4nEuXLq3bIMZiGhEzSimuX79OLBZbVTv4eqSZHMfh4sWLOI7jiz7ve11vglrAx8bGuHv37ppawEOhELt27fLrj9LpNLFYjNHRURKJBAB3796lt7d32z1JNgt7cZo7Lz3Lc+dvu+JEKWxMwjjkqYyIeBhIHGWglOsgk1cGOJmC4FCEhJuWcmSh3qYME1lSTuyKn3Lh5AoaJSxkPhe4LZahyORyfPi//jqv+9FJfvof/WRd+32/RmZWIhwOl/xmig0Wk8kkLS0tvrhpa2sL/B61mHHZyg9LWsxsMWqNJMhms1y+fJlTp041zQ+lFvUKjPKBjKv50TdbzKRSKQYHB+nv7+fAgQP+97hRHT/F67Ftm5GRESzLYmBgoKkXmGg0Sn9/P/39/SwuLjI6Okoul/MLI4trB7Zbzn81OLkMs+c+xWfOXUMhCm69YCkHSW0vGQfDFSRuEQzSzlF+JhsoDMMVKkqViZqi6Ey+Rg0NgGUKMFvIZ5bKanHc5VmGwpYG3/jrj/O3F8b5vV96H5F1KGzdDDZbGJQbLHpt4KOjo37bcXEbuBc11mLGpbyLdqtw71/dtgm1vGOy2aw/2+Lxxx/fECEDrsBwnNqtq3Nzc1y6dImjR4/6Yd3V0Mw00+TkJDdu3OCxxx6rmAOzke3LXkvp0NAQBw8eXPfhnoZhYFkWhw4d4tChQ74duRe58VJWvb29dHR0bLuL80oopUi89iyf/vpr5CSgFCYglVtmayuBUSUq42AgCuefiSKjBELmqUwEuVhCoQTYZaLFRJJTpemmalgoHCOEzC0Fvm4CISnIX3uB938ozO/94r9YcZnbga1U3xPUBp5KpXz36EwmQ0dHB+l0uil2FxvJeggwHZnR1KTWSAJPLDzyyCNMTExs6HbVipZ43Tjz8/OcOXNmzSmNZkRmpJQlLepBLZob1QJuGAZzc3PMzMxw8uTJpvgyNEr5fJxcLudPyE0kErS0tPiv15pftF3IXvtb/uy5vyGVd8WGUHZBbLgt0BUpnwKySMj42Dnc0uDqF28BhIR0U08Kf/lO4ZMroaSDqRwcYRUmb1diGSClTXrkOb7x8ht541Mn61jy1mYrRzmKC/APHDjgu0dfunSJ0dFRbt68Wddk6a3AekRm6i3+3Qy0mNlEannHSCn91l2vBmVycnLFSEkzqXbjz2QyDA4O0tvby5kzZ5pyE1xrN1M6nWZwcJDdu3dz7Nixqtu0EZEZKSVzc3MYhlFVVK0HK+1bOBz2LeS98HosFit5AvWKiZvlVbRR5Kev8qk//zMWMpKwIVHSIa9MP63kVEn7SAwoO8elchDKQa0gZjwMFIYAB0HWAQvHjfTU+qxSKNvGEAojZCFzTuD7BQrTEERkjt//7x/k+/7nn6zaWG+rsJUiMyvhuUdHo1GOHDlCJBLxhy+Oj48jpSzxuNlKqdz1EDNeGm4rsnW++fuM8rRS8Y97aWmJoaEhduzYUSIWNtJYrtr6PJO3Y8eO0dfX17R1rSXN5HUpHD9+3O/6qbWe9SSTyXD+/HlCoRCHDh3ask9uxeF1b35RIpEgFosxMTGBlLLpXh3rhZ2c5dlnfo/pRNZN/yhJXpbWxygqE0YS4QsZTwQKIXActwPJEm7ty0ozmzwM3G6knDLdzrJCNUyxRBG4XdnKsfGawE0Fwgoj7Wzgci0UWUzM3CL/8QM/y7/6+f9IZ1fXthEE5WzlyEw1vG0u7y60bdsXN6Ojo751gjcNfDN/N+shZjxTz62IFjObQK2RBJOTk1y/fj3wxlxPDUszKRYzUkquXr1KIpFoSlqp1rrqxdumZDLZVOfj1eKlBB999FHm5uY2fP1riToVG5E98MADJV4dN27cwLKsknqbrXIjlU6eL3/6o4zdncUobJLtqIIAKUQ5oVSQKAot2IUIgTCW90cppFAYFijbwcRNI9WMsriLJCNd8WLgjizwFFT5NyUcBxx7+YXCSATDCuPY+cB1RQyHvBTcHr3GVz79O+w9+Wba29v9SNp2YjuLmXIsy6Kvr89/sMvn88zPzzMzM8O1a9f8343XBr6R+60jM5p1ozytVHxiO47jO76ePXs28Il+LY68q8ETGN7wyr6+Pp566ql1uZE1Kma8VFdfXx+nT5/e1JurUoqbN28yOzvrpwTj8fiWLpZbiXKvjuJ21kQi4Xd8ePU2m8W3P/cHXLhywze0cxzp2eGBN9xRCQxACAOEUYjIqEATPEc6GCgEJlgGQto4DlXFjPIGHChZWKbCEpA3BFIGfE4plJOvUDhC4M5tUoAwCttQ+llDgCMN/vbb3+H/fvJJeg6f8OcVpVIpLl265N84N1vY12I7pZk86hVgoVCInTt3+h5S2Wy2pE4tEon4v5tqbeAbvc2N0KxRBuuBFjMbhDeSwHGcimhMIpFgeHiY/fv3s3///qonuGmaGx6ZWVhY4NatW3WlcNZCI1GF2dlZLl++3PRU12rI5/MMDQ3R2tpa0Za+0WJmPeuByttZl5aWiMVi/uC/zs5OP0qwUam1V77xHN958buYnumdAqkUhjAKGRx3KKRRVJyrECi3vSkQ21GYRYMGMEKEsLEdUbSMQq0Nyh2njXIFU1GbdkgopGFQPrRJyeBCX4EEIQiZBrYjUUKh/LobhVRuTZkSkvhSnuc+/5f8/dYODhx/AwcOHODcuXPs2bOHeDzOxMQEjuPQ3d1Nb28vXV1dW6qW416KzKxEJBJhz5497NmzB8BvA79165afsilvA28WjuM0XdRqMXOfU8s7Znx8nPHxcU6cOLFix8tG1sxIKZmamiKdTvO6171u3Z/06tk3z5gvHo+vS6qrUbzJ2w8++KB/sfJY7/EMm4kQgra2Ntra2vyOD282zu3bt1FK+U+fq7WPX4mbV4f52vOfLvyWFE4hdWSUhdXtorlLCoGsIWRQCuGax5Tur2FhCoVj2+5MJSUpn5LtBLR9h4UkowwMIf3lF8I8FQhRaA833DlQ3v4UkmEYQrqjF5SBRPHipTEee+kFrJY2+h48hRCC7u5uuru7eeCBB3Acp8LSv7iWYzPFxHYaiunRrGhSNBolGo2yb98+/6EgHo9z/fp10uk07e3t/nFq1Hi0HJ1m0jSNWt4x+XyekZERQqEQZ8+ereuk2ygx43UGRaPRDQtZr7Rv3rynrq6upnVQrYXx8XFu375dc/L2vRSZqYU3+6a7uxtwiyLj8XiJfbzXAt6MC+HczDSf/uOPIJRbQOsACAOLHBLTNcdTskSUKKgtZABbKowq55UjDKQZwpQ5t2a46G0KAouEBWCZy81Syq5ML5W/3y3hMZG243dfiUL9jVOo3TGFGwn6q28O8r+3tWFFKn2nTNMsqeXw2vInJyf9MRgble4oZ6va4W80xQ8F+/fvd32SCtPAvZIDL+LZ3d3d8HV4PSJgyWRSR2buN2p5x3jzeR566KGKJ/pabESaaWpqimvXrnH8+HHy+TyLi4vruj6PWjfieDzOhQsXGp73tB54IxKklDVFaKPCohk3k80WeB6WZZXUDWQyGX9QZjKZJJvNcufOHXp7ext++sxkcnz4w79Gu7SRCELCASFwlEQpA4NCAa4QJS68jhKBIwiKcRyH8qOpUMtmewIwQgik243kFRzL6m6/FhLHENj5POXRnHIMJFKBI0xMYbvbXBTt8SI/srBfc4tJBq/dAvF5cl1Hay67uC0fqHC9LY4IrHcN1HZMM23Eb0sIQWdnJ52dnRw6dMiPeHpt4F7qsN428PWIzCwtLWkxcz/hRWOC0ko3b95kZmZmVfN5DMPwi4ebjWc4l06n/c6gmZmZDUtrBUVmlFKMjo4yPT3N6dOnN92saWlpifPnz1eMSAhis6IkWzG11dLSwr59+/zQ+osvvoht2/7Tp3eB7unpWfEC/Su/8R/YIReRCKxCTMTGxFBeq7OLAX4UI6uMQqSm+nLdoI0DRXJGArJQPOwt06YQYTXCKDtXeKWGsV6hN1tIV6jUvCcKyEkTEwdlhsAO/q0bhQ4rqeDr569xZP8uFu5+DfsH3ozVUt81pTzdkUqlAmugVhMRWIntWAC8GRRHPL3UYXkbePE08HLhsl5ppq3qhKzFTBNZaSTB4OAgXV1dDAwMrOrJZL0iM0tLSwwODrJnz54Sw7mNLDguFzO5XI7h4WFaW1tX/X01Ey9lcuLEiYoRCUFshpjZDjcIIQSmaXLw4EEOHjxYcoG+deuW79PR29tbUdvxyT//ODvSkwjhigxLgBQmplKF6dTFaSXX8s7BIITEFrVnJdlSsSxb3JSOCuh48pxjBK43TM52DfZqCSWcPKahkLL6kEsore8RQmAZBnmpKmpxPIGEEDiOwxe+O8zrj+xm/JUvc/j7/36NDQmm2PX24MGDFRGBZnsObcfIzFag3NHbawOfnZ3l+vXrmKZZYp+ga2Y0q6KWd4xnNLfW+UWN+sxIx8ZeWsBeWkCYIaI7DlS8p9Yco40sYi1el5eGO3LkiB8W3yw8J+ZEItGQl42OzNRH0AW6vLajt7eXzPwUd177OmbB584Squg7rtznvDJxu4Dc6I0QYGNhKAcKAw68JI4ApJPDKigSu0brtoHEYbnYVxkWhhAo2w4WNEoipIMCQgbkZbBnjTfd20ChVMGcxjAxqnQ/gZvCymFye3qeQ33t7L19gb7JJ+jYc7j6F14H5RGBcs+h8ptmo8JESrmluqtWYqv+psrbwL26qLt373L58mWy2SyTk5Ps3LmT9vb2pjzsJJPJTRnNUg/b54zaotTyjpFScuXKFZLJZFO6b2r5zEjHwckmsZcWyKfmsZcWcLKpku1M3rlMx8GTtHTvxnEc/4SvNcdooyIzovCUeevWLe7evbuqNFwj1BPq9qJpPT09DXvZNOpo3IzQ+2YJqGYSCoXYtWsXu3btAtzajrmJGzz3F7/vpl+UG42xDMgrd8q1UtKPyngls0ZhHlNILIsdP0LjD4EszFJSEBYOjjLIK4Hp1ccEIIRwLXxRhRlMyjXds8Ig8xVt39LOF8VyFCFDkZOlrsJKgSMLNT1CFKZ7q0IUy8B2VEVUyRNTlnA7uV6+PsmpRx/i9itf5OiP/HRTn8jLPYfKZ3x5grOnp6euYuLtlmbaLpGk8rqo733ve4TDYcbGxkgmk7S2tvrp3NbW1lUdA10zc49SyzvGS93s3r2bo0ePNm1+UdANUinFv/7VXyGfTDI9N0+LZREOWURCFpGQSSRkES78/6j4G1Sog52HjvN3Xv8kjz76aNVt2+hW8GQySSqVYmBgYF1twL2bfq1j4hUdrzaadi8Ii61AxDI498KnsO0sbv2uwLNv8aMsyo2vSASmkIDCxsQMmFxtIbHLHH0dSeEvgrBwC369NFUQrlAqm/ckADOEYThI2wYh3CLhilNAEBIKWy4XJNtlxcklZ6UwEMJGlekrIZbbwSWCdM7muRdH+NHXn2D64rfZe+KNK363qyWomNibzF5cTFytwHu7iAOP7ba9xezbt8/vlPLawG/cuOGLkkaLvnWa6R7Etm1SqRThcLhCyNy5c4fR0dHA1M1aqFbD8tdf/ALjt6cB2NXbzsR0ApnKVF2OxTi9w69w9+4YP/+v/q+q79soMeP5tViWxfHjx9d9fd5+BV2glFLcunWLqampNRUdb1bNzL0koJRSXPnKx7k1PoFQbtrHESYmirzr0Yss3MxNQaEgWJBTBqaqHlH0Wpv9KdfSwSjyibGEK1ZsJQoSqVT0GsJ9jQCxpISJsAyknUMV/VZd0eEiBJiGK6KCRiW4XU0GQnjRGZO8XTmI0tsqU7jOwTfvzvG9S7cYMC26Dz5GtHNjCjWj0Sj9/f309/e7EeBkkng87kd+vUGMnqHidvOZ2a5iprgFPqgN3DtOxUXfKzlIp1KpLZtm2n5HaJPxojHz8/NcunQJw1ie62LbNkNDQ8zMzHD27NmmChkIFhdzd2/xqb/+ov/v6fkcO7pb6Opsq1pqaGMy47Rx4aWv8X++96e4M3aj7vU1E880cGRkhMcff3zTp0vbts358+dZWlpiYGBgTd1TqxEW95IQaQbpSy/wlW9/F5C+/wq4aSFTKRwEKHd8gHdrVIXXayEAoyBY8hgYMls5PwnXxdcQwi0GLvs1VUqc4g9Xm+VU1G1VMJWRQcdcCDeT5f/TwDJEIVW1jCe+ROEzUiq+e/Em41OzTLzyRTYDIQQdHR0cPHiQJ554gjNnzrB7926SySSDg4N873vfIxaLkUwmN9TNfC1sVzFTi6DjtHfvXpaWlhgeHuall17iypUrzMzMlHTQ1usA/Pzzz3P06FGOHDnChz70oYrXf/3Xf51Tp05x6tQpTpw4gWmaxGIxAA4fPszJkycRQrwmhPhevfukIzMNUOwdY1lWyY8xkUgwNDTEwYMH6e/vX5cnj/LIjJNN8UfP/BmpdGmR4MKSImzBwZ3t3JpZwnB9S0v3BUGMTrKJNL/6797P00+/jb/39ndjhZfDwuspZmzb5sKFCwgh6jYNbBZBQsO72B4+fJh9+/atyzpqvbcZUZV7KTLj3Bnir//6WTKOm+4RhomtBKaS5Ap+MpZQgINSxV1IBlYdU64N3OiKO5Sy+rlnAGHhCifHq6fBrXNRAVEVD6UUwrLcwuAClZLI/WtQAXP5rVMYJsqxS4uShes5YyAxcLdRSsVnv3Gevq4O+kZH6Dn8WNV92wiCDBVHRkZIJpO88soray4m3gjuRTFTTvmg2eIuw89+9rP83u/9HmfPniWbza74XTiOw/ve9z6+/OUvs3//fgYGBnjb295WEnX/uZ/7OX7u534OgM997nP81m/9VknL91e/+lV27NhxqpF90GKmTrwiX6/WwivGVUoxNjbGnTt3ePzxx9e1OKpYXCjpcO5vv8i3RkYD35uzYSYpObirhTuzaWwpCHIpTRElL00+/7lnuXz+HO/5mffT8+DpivU1k2QyydDQEAcOHGD//v1NX/5KlO+XlxY8efJk00Ko95Kw2GicVIzBr36Kifk0plAgXLGhFGQJERbLAqH4K3Yo3HhWmHDtvtfAxBsqufKNysRN59gIHLns9RKIkm6tC6AMw7cALi4EdpuwFKYQOAH1xkK4rdxeLY0QAssUhfqe4v1bjs54Ldt5KXnmS9/lpzu76dj7EFZkbbb4zcSyLFpaWtizZw9dXV3kcjlisZhfTNzS0uKLm9UWqTYbx3HueTFTTnGX4UMPPcRP/MRP8MILL/DNb36Tp59+mra2Nt785jfzQz/0QxXjbs6dO8eRI0d48MEHAXjnO9/Js88+W7WE4JOf/CTvete71rzN99cRWgVeWimXcw2yvLSSaZrk83leffVVUqkUZ8+eXfcq7+LIzPzoef74i9+pve3ATAJ29UbpiZooEXy4c4RZpJWLY5P8hw/+Mi8/+ztkk/PrImbu3LnD4OAgJ06c2BQhA8tCQ0rJhQsXmJ6e5uzZs03NBTciZpRSxONxMpnqdU7NXudWZv78X/OtS3fc9t2CkLGVmxoKUxSFVDbeJawwxqgiFROEjUBJd9yBcPJ1SJ9lLNzaHa/jqCQf5G+W7W+FMEufF71OcrtgoOcOpwze5vJFu2m24FQTgFmoHwLBYjrDX/3Nt7gz9LUG9m5jKI50hMNh9uzZw6OPPsrAwABHjhzBMAxu3rzJuXPnGBkZ4e7du2v+bax1ezcyctwMmn0d6O3t5R3veAetra2cO3eOP//zP+exxx7jE5/4BG94wxtIp9P+eycmJjhwYNkGZP/+/UxMTAQud2lpieeff563v/3t/t+EELzlLW9BCPGyEOJn6t1GHZmpQS3vmIWFBZLJJA899NCGeaF44iI7e4u/+OLXmJ5PrfwhIJ6ClnCIfVGL6fk0tnTLEaVyyxtRkrhqI0KaVCbDR595lr9z9Ro/+g//j6b9KBzH4dKlS+Tzec6ePbupPhNCCH/+1O7du2t2dK1lHfV8d17Y3TNbtG27xBF3u11E14o9dZHPfvWb2MJEyOVRBOCldZbFtZTLHWl2IQW00lGURR4yUrm1K17tTb0oBZYBjjQKJceln1VFZb0SgTJCSMcuCBe3ZdyNuhQ+LxS2NEprYFAYZTpHCIFlCfL5Qs0NXlfTcqu3KQo3MmFwY2KGF577LO84fJL2Hf117996Uy1tI4SgtbWV1tbWimJizy26vJh4M7d3K7Me21zcAbpjxw5+8id/kp/8yZ8MfF851a6vn/vc53jDG95QkmL61re+xb59+xBCvBX4shDiklLqb1faPi1mAij3jikfSXD9+nVisRitra0bauomhIBsksuD5/jSq8FFu9XI5CBrCPbtbOX2dJq8dIfxeae7EoJ51UkfcZRSfPV7w1y59Z94/emTOGfPYFqrtzRvZAzARpDL5RgZGeHEiRP09PSsyzrqETOpVIrBwUEOHDjArl27/GhR8bRjL9zb19e3ovHVdo/MSCfP33z+UyQyDkq4BbaOctut89LErFIL4yAKUYnggY8eCjfj432FtiMxhIFZPH9ppW0Ed4I1AoTyIy3u8t2UkdfU7XZgKYQp8AZnCwE5x0sfFZyEccWJKDt2Siikcr8Hg0IkSZgYhirppCqf32RjuH8TBt84f4UDX/gEP/Suf4W5QTf/lajXZ8YrUvUKVaWUfh2HN529u7vbn86+XsJfi5ll6jl2+/fv5/bt2/6/x8fHq9YhPvPMMxUpJu+9SqlpIcRngLOAFjONUss7JpPJMDQ0RHd3N2fOnOG73/3uhm6btHOo2Sv80Wt3cFaR/lES7i4IdvRGWVjIkMqVmnelRYS0aiGKG9Idn57lL7/0t0RDBmff+o9p7Wv86a6Ww/BGo5Tixo0bpFIpnnjiiXUTMrCysCgfj+ClMcunHWezWWKxmG981dbW5ueyGx3SuNW5fu55rtwaxxaucHEjJ7JwQy+b2yUdP7LhRVUc5dbBBOHOWaLEz0XJ5TEEhvCWU/tC7YkL/zOGQc4BSzkgFMLJLYuL4kWZFspxDfQcjEJR/jKWUG7qqehvwv9PITHcGU+oQopb+tEZo9Cavdyq7XZ0uQZ/8KkvvMD+Bx/h0R/4+zX3baNY7Y3WMAw/KgP4zsSenb9lWf7rzSwm3o5iZj1GGdTbUj8wMMDVq1e5efMm/f39PPPMM3ziE5+oeN/CwgJf//rX+fjHP+7/LZVKIaWko6MDIUQb8Bbgg/VsnxYzRUgpyeVyFQMiYfnmc+zYMf9Gs9Fk7l7i5ZszjE7Nr+rzSrnh+FhS0dYWoSXsEEvmS24U83TSQta1EBMgpcMfffZvuHztJj/+jv+d3ce/v651lQ+u3KiQcDVyuRxDQ0O0t7ezY8eOdd+eamJGKcW1a9dYWFioazxCJBJh79697N27t2Qg4MWLF8nn8/6T6XZPSeUXpnnhhecKoyMLAkYoDAQZ5c5XKkYpiRCGbxxX+GvV5UtVOpvJjeIsD5Y0hBvRMFaIbEnAUApHuOM3LBykYbhznAq1OMKovOALQ4AykY5TNQLkio8qr3ldVO7WIkwT5LIgKu6sEoVvESQYBnbe5nf/5+/zi/sfou/wiZr7txEU+5+shXJn4mw2W+JM3NLS4v821lJMvB0LgNdrYnY9hnmWZfGRj3yEH/mRH8FxHN7znvfw2GOP8dGPfhSA9773vQB85jOf4S1veUvJMqempviJn/gJ75/ngE8opZ6vZ/u0mKE0rVQ+INK7KXveI82eIFsvMpdm6vY1Xrw5hxQmQjl1lDqWkivKracyAss02bvD4O5sZtlATBgsqA66WQTcsLhA8J0LN7jxW7/OT/3k3+eRH3wHoRrTeb16lF27dpUMrqyH9bA6X1hYYHh4mIcffphdu3YxPDy87umYIDHjCaqOjg6eeuqphvezfCCg1z5ZnJLKZrMsLi56TzbN3KV15VPP/D75fN5NkShZEDKe029Auw+FCdZFN/lqIsFWlUMmHVshROnF3ktVVfvWFG7aR/lmei4hJHlhIqW9nMMKQJgmti0RyMAgkCkU+bJ0l4EsqQTy6mksYZBFYSiFIVRF3Y4pZMEYEDBM4okUH/3If+Xf/NJvEulYv4hkPayXaV4kEmHPnj3s2bMHpRTpdLrE8bajo8OP3DQS1dyOBcDrEU1qxP336aef5umnny75mydiPN797nfz7ne/u+RvDz74IOfPn/f+2ZCvwH0vZoq9Y8qjMalUiqGhoYpp0sVsVAgyH7/Nn3zlPLYjCQs3VO2o2jUCxRQLGQ/bEcRSgt07W5mZW3LnygBJWmkjTYjCvCnhjuWbWkjx3//wz/iJuzO85R8H5+C9oZrHjx9vOI3jDZts1oXOM+UbHx8vmfW0Ec7G5WLGczluZsF4+ZDGbDbLyy+/zPj4OIlEYtukpG5dfInZiRtuk7RyQCw3SzvKwBClPkluesibsSQK7wu2HrAxEQGpJykdzPJuIdd9riI6ogppnrxnbxDwOQOQjjtKoWp3knIFDbZEVpnibXkpoqKFKxXgZyMEIdNA2rYrsFieFF7YC79VGyEwBFy9Ocaf/cH/w//2/l/c1EjDRlwzqxUTx2KxkmLi3t5euru7a0Zqt9tgTFifyMxWHmUA97mYqZVWmpiY4NatW5w4cYLOzs7Az3teM+v9w1RS8rVvfYeRsZnldQuJKQrTgVeI0tiqeLheJfNJ6OpuJ7uUIZ3Jg4CY6mI3c3iBbVMobGWQdySf+usvMzg2x8/9+1/z992bLr24uLjqCJY3nLEZ36fjOIyMjASa8m1EoWzxOiYmJhgbG+OJJ55Y14tBJBIhFApx/PjxkpSUd/H2UlLd3d1b5uIs7RzPP/tnCAojBoQoJH4UtioY5RUiKN6sa6UcJGAWC5yAZbtRnuAaGqMwJrIcE+mmmwrywPZqVYQMfL+HQGFiu11YVR4w3BlMBsow/ILgiuUIr927qLbHrTWu3Adh4BREnQBkIY7jGegptTwuwSi4DX/lG9/kyNG/4Pt/5B9W3Zf1ZjMGTRYXEx86dMgvJvbq0ZRSftSmvJhY18y4eDV7W5WtcUXbYJRSfhtseVrJc6YFVmwh9nxf1vvGMHt3lE9//bXA10LC7fzIKyMw9aSUexFb6dKxlJZEoy10tjhEzCgIk9RMkhY74b/HpHBBVooLr53jA//+3/Krv/brZDIZBgcH6evrW1X6xKNZEZPiLqEgL5uNisx4Pja5XI6BgYENFRD1pKS8qM1mpqS++vxfsJRa9LuXTNzuJFG4CVtCucZ5Poo8rt+LWxSr/MhIMTYFs7qg9FRhsGQghaiQO3upIGK8t1ZJdwGuaBLCTTkFdEYppZY/boZA5qoGcUxDFczxvGUHrxPA8lNXQMHIz5YCqzACQjquKHMLoAVIh9//g4/x4NGT7Dl8rPqC15GtMDU7qJg4Ho9XFBP39vbqmpkCW3liNtyHYqZWWmlhYYGRkZG6Le2rDX5sNh/79OdIpLNVXxcowsKpSD0pBbkq4fegZZh2miwwOTNX+FuEvSRLPm8V5fVvXXqF3/3wb3Di9Pc1pTC6GSJjamqK69ev1+ye2ojITC6XY3Z2lgcffLAuH5v13qbylJTnvLqZKanM/BTD3/t6oYbEdF1vMTCRhYnUDmbZ96ak47YxF9qxFYocZkl3kIMAKauWr0jHwajyolLLWabiziepPIO7KhRSXyhJSCjy0sAoCr/47dIUWrEtCyefD9RGwv+/Xrlvad1MyXuFQBkmju24ESGllgWhUpgFPx2BN5BSkMnl+bUP/iK/8dt/QDi6OTenzRYz5ViWxc6dO9m5cyewXEw8Pj7O3Nwcra2tZLPZNRcTbxQ6MnMPs5J3zK1bt5icnGwoFbARYubrLw/z6oXL9W1PWeopr0ov8rXobZfMzLrh++7OMPOLucL8pg52sFDyXtcwzBVJ3/7qFzj28IP09b2h0V2rwKuZWQ1SSq5evUoymVyxe2q9hUMsFuPChQu0t7dz+PDhdVvPWvCcV71iyc1ISX36k7+P40gkJpZQfmrHRblzh8oEhC0pqXURQmBINzLjeB08BVO8qhSiKOU4haijKPQGlb5WWXNWsshCq7iHZTjYatkIT5UFiYQwwHB/p0GYhsIu7FfVuhl3ya5wU7LQwl1IKxXmQLn/GcsFy0JgIpmbj/GbH/olfuGXf7PqPq0X28ELqbiY+PLly3R2duI4TkUxcW9vL5FIZLM3t4L1KgDWkZlNpjytVKyqvQ6T1tZWzp4929AJsN5iZimT48N/+pc1xuAFExIOOeVm0eshGlbMxdzIjwHklYUwcigJGSKkiRBlOTIkUBiGQEl3DR//g9/hwcOHOXDsdINbWoqXmmmUbDbL+fPn6evr4/Tp0ys+Na1XmskTxVNTU5w4cYKxsbGmr2M9qJWSGh0dxTCMpqekbo6cY+7uDSQG4bICEk842BiU1I7gRR1Lf6OejYCFJOeZ01VZr5QBMQ6lSoQHuJ1NNsVFurXavlUhPaUKKTJXDFlCYUsR6BIMYFoWJop8vvJcdI30ioqRS8tofPK2O4vKFqLCdE8U/Q8vxWUUBI8pFCND5/mLZ/6Yt7/zp6rum8b9Xbe1tdHZ2cn+/ftRSpFIJIjH41y4cAHbtkucibdCPZrjOE3vvNViZpOpNZJgbm6OS5cu+S27jbKeYiafz/Oxz36NA9E88VyIdC6/8oeKUBiF9syVbMAghE2q6Hqayyr6+lqZnVkCIEGUCDlgOWVloHCEwFCKTM7hN/7TB/iVD32Yzr0PNLSdxaxGZHieK42kudYjMmPbNsPDw4TDYQYGBshkMtviCTSIdU9JyRxf/NxfYCujoqPIvXlLtzOnXORIhVE2X0ziFee6he6WkEhRvU7Mdf0VRZ93ox5Bbd2lBnY1jqWzPIup1O8FLEORsYMrdASKcCREPh+cQnaL7gviyHUHLNkqW+EXOBuGQDnB7ekmklxhmrjAqwVyYzaf/Ys/5cQTpzn66Mb5z2z1FE055VEOIQSdnZ10dnZy6NChkgnT3gOMN5JkPZ2Ja7Fe3UxazGwC5Wmlcu+Y69evMz8/z1NPPbXqGgGvm6nZzM/PMzIywq07d7m7sERPWxtd7Q6TscTKH8YzBJNQqEFQqup8X/o6JTPTlUIpkVC0RENk0nlyhMljESbvD7IzkIUpwu5TdGwhxYf/yy/yr37x12nr3buq/W4kzaSUYnR0lOnp6YaPYbPFjFdwfPDgQfr7+9dlHZtJs1NS14ZfIrWUwhKS8jioU+gkcoWOKvq7QMi8W5dShFReRMQoEdqivMW5gPJSTMr9DEpWLQZ2O5tEoeak+rHsaFUkCmPSDKFKIiii8LfgU0GQyhp0dlosLtpBb8AQbuTHnSW1XHfjAMrO+VtugP9bdKgUZ5aQhUGclDoHO3k+9Ku/yP/7P/6EaNvWvVFtJiulbMrFfz6fr3Am9sz7NqrYfr3EzGoe+jeKe1LM1BpJkE6nGRoaoq+vjzNnzqzpxDIMo6mRmeIb9ImTj/PhP/8iAPFUFkPAjt4Qs7GVIzR5uVwrYwlJnuDcfDQC8VjwNFopobvdYiltY6BIEqWXPJ6jhcTtlILCjcZQXL55m7/8vV/nHe/7AJH27ob3v940Uz6fZ3h4mJaWFgYGBhrODa82nRWE5wx98uTJkhb+e0nMFLPWlFRmforp25cKCzNKZgxRHE0p+ZjXrlyJezaK0uXgFbwW6mB8Yz23HkYpUUhlrTS+wBXujnLTTsEo0tlik7vlVBN4s6UUeSrTQMufNwmFZGC6yR1VUJlu64jCYtmlQBiikFmuzEm5YkcU0kyAcguUJQInvcDP/fy/4SMf/miN7+L+pdH6k1AoVFFMXBzZbG1t9ettotHouoibzTbN2wzuOTFTyztmamqKa9eurcrQLYhmppm82p22tjYGBgb41qsjkF+eii0VzCUtOjsVmbRNtayTe3kuvSi6NTSVxcAhkSMV/EAIuP4zfR2CuUV3bpNdeDL0uiNEochQFC6eeSxe+M7L9O/9KG96x/+FVcMlOIh60kyJRIKhoSEeeOAB9u5d/whQNVYaS3Cviply6k1J9fT0EI1G+bNP/EGh444K7yMHs9C5Uzox2sFAKLsiKqMKPT5OjTSRKZQvaBxboYSJkirw/YH7h3TbtKvcb6Jhh1SN4fXevgbNXoKC+HGgvdUin88Fb0Nh9hK4v+9w2CCRrHwIMYUrWKr53HgmegYghRelcaNGixOX+U+/9V/5hX/9f1ffmfuUtbZml48kWVpaIh6Pc/36ddLpNO3t7f5vpFnFxOsVmeno6GjqMpvJPSNmannHOI7D5cuXyWazTR1J0Cwx4xWSFdfuvPTKy4HvTWRChEMm3S0284nKdedVsONpuEzQ9HUqZqZrKJkCOSeEsHLkcgYLoo1uEiWpAVF42s0pt0YnJw0+/tkv0dfTw4m/956GJvWuJDI8I8PHH398TbnbtQqNXC7H4OAgXV1dVX117hcxU061lNTly5eZvDnC7OQoISERhlEaTFHKvwlLlruYVOE1JWVJt5CjBE4hsSTwUkaF4yA8cz3p91rnJWRsRUut9uoAJIZ7969yLIM6nIxCwa0ntsBz5BUVyxGAIwTJNHS0mySSlb9dL8VkIN3YqJMvD0T5RFos8pl84FgGsyhqZPjdYtKrpGHkG1/g+dNP8fd+8AdrfCNrYzv+Jpo5zkAIQVtbG21tbSXFxF4HZLOKiXXNzDallndMMplkaGiI/v7+uvw+GsGbhbNalFLcvHmTmZkZTp8+TTQaBcDJpbly9UrVz+Vsg7wdYmefwWwsX3J9VNUM8kRhhowyaA1L4rF0XduYsQ36OiNMzWVZooUukoH1AyHhTjlGQDZn87FPf57/q6OLB9/0jrqfaqqlf6SUXLx4Edu2VzQyrHc9qxWhi4uLDA0NrVg0fr+KmWKKU1L9+/bwjb/+E0KFmUFGmcGjF5UBr+bL+7t7E3fdbKVfN2IgcQRYjixeIeCFHIzC3bzg2iIFUkkc6R4Xq87LgKPAVLIwcbvsRVWaYvI3o9AxJMsiMa5HU/XEVs6xMA0HJ0CohAxJxjHc+pyF6ueugUAJqrZyi7L/5QkaVfCn+sOP/j/rLma2ewFwMykuJj58+HBJMfGtW7cQQvg1aV1dXXVvhx5nsA2xbZtYLMbExESJWFFK+TbyJ0+eXJfw2FoiM9ls1h86WF73MTI8yPxSbZGkEMwmLDo7DbKZHJms2/lQywtDCIWFIGzkWVo5KAMobGmwkFR0tRksphQpWminUgh5Rl+WUOQNi7n5BT79V8/yzkgrD3zf2+pZWWCaKZ1Oc/78efbu3cvBgwebciFcbZrJO59OnTq14o9ai5lS/ubzn8LJpTCFl2IqelGVpka9wZIKENJBSpDCwhQSyzVeQSmBUgaYtdOSCuHOHFMS01AgTEBiOw5KiZVFjSocy4D0TTQia6SYRCHFVHoOmIbblVVcdOy9J29DR3uIhfJiGHczaGtVLC4GG+155PMO7W1hFpPBeWhRXIwsvAnlhl9PFM7G+cB/+k+8+3/9X+nt7aWzs7OpN/LtOBoANq4Dq1oxsVebFw6H/Xqb9vb2qtu1XjUzOs20DhSnlQzD8NNL4J4AIyMjWJbVlCf5aqxWzHjtxI888ohfJOahlOLl86/VvazFtEHIjNDTlWcyTkVdTDk7uxzuTtkrlj4CflpKKghHwqhUliStgWIGlusTDFyH0+EbE3zza8/T1tfPrkeeWnFfysWMN7Tyscceo7u7e8XP10ujQqM4MlTvWAItZpZZit1h5LVvu23TqrJWxi64/oJbTO6lmHLSPZdM4fgdOIDrE4eBWe5EV4Zk2f5WSoVlCLf+RQpCloWSEoTEdozAAt/ltm/XaK48OlPeOl6MIaQr2Mq2z8CdTF8cThXgT4pKpA3aoiapdOnvWAmByuarprtK1xFcQ7S8LjfaZRTebRSiZd7mXnvlG0T+t/+dqakprly5QiQS8Ws62tra1nRj365iZrMoLybOZDLE43Fu377tFxMX16R5x0aPM9gmlHvHWJbli4r5+XkuXLiwpgLRemlUzCiluH79OrFYrGo7sbM4xdD1iYa2I+8I4ksRdvXaxOKOXyxYTiQM8/GMGz2hrJOkfJmFVIDHQlKxuzfEVExWmOiVIMBQEinduqUvfXeEPTuf5fv79tHWV/t4eBETr7h2fn6+qTVOxeupt5spk8lw/vx5du/ezaFDh+q+kDcqZrZb6L0Rnnnmj7BwQ4HKCCGcokLXsuiFo9z4h5LuWACvKbr427ExC+mK6uuUyiix3ZVKYQi3u882Ci3ZhgHKoKfdJpEW2I4oETVu4bBLeXRGKUUmU3kOOcLExiSnQuQL92yvWB6vhkYo8lL5AzVFYXkh3KiLFCaGcEqKftsikkRCFs6ram7ALqm0TSRikM4GFzqbnqhkOaVnFkYwWEJiORl+5/f/B7/6Sx8E3Oio163mPZ2v1v12O6aZthItLS2BxcTXrl0jk8n4x2Y95knpmpkmUs07xjRN8vk8N2/eZHp6mlOnTtHa2lgnzWpo5KaYzWYZHByku7ubM2fOVD3Rbo1eYzy+VPokWgd5JYglTdo7Ijj5HKl05UWs1bSZy7t/DwlJropFuxPQ6gqwlDUIhQyS+WhVMWOisIXhXogLwuTTX/oOO3bs5uTTP40Vrn7xE0KQy+V4+eWX6erqWnPrfK311CM0PFPFRx991A/7Nnsd9zrXhr7N4tTNgjmewlL5kjOuIiqDxFAO0jADHW9lQWS77rzBuN1PZVEbtSyJLOHWjrleTJDMWIRMRUfEJr7kSgzT79RbxhCKvDJxRIhIBGZTEWxh4eAKGAcTVThfc8rAMKpfG+yAYmBQWNiEnDw7ezKkY2lC5Im2CBIJNxpqCuUOlV2hGysaCZHOBndHCf//lqa7Qob03ZdHh77D3Tt32LtvH9FolP7+fvr7+wPdbz2DuHp8hnRkpnmUFxNLKf1jk8lkeOmll+jq6mraWJJsNrslRzd4bBsxU8s7xrZtFhcX6erqWpXvyGqpNzLj3RSPHj3Kjh07qr5PScn5kQtYhmsaBnW2kCr3qQ8gmTEwjQh9PTZz8eXCmL4OxcxM6cUtbMhCKH95HZIqlu9ANq/Y0R3h7owiR4gwwXl5QyiEUv4k5GQmy8f/6nne27uLh9/0D6vuRiaT4c6dOzz22GPras60ktBYiyFf8Trud6Sd4Quf/0vf5ddWFqbML+dqlPJbsR1MUHk3ASJCRamoIn8VVeSBWyVPamO6EcWy18yyS4IlZGGEQcE9WAqSuRBdrQ62LUnl3ChhVoTIiggZImREBFmIp/RGMiws1XqQqf27tYQKeJgQ2ISwRYjxTCuR9iwLWYnKpIGIK3SEDUISVsFCxSOdkX4rdhCiYO7niqLCTCu84mUDQzr82of+Ax/+f/5H2eeC3W+LfYa8qE1HR0fFtdiLpmuaj2EYdHV10dXV5TeVFB8bIYTfJdVIMXExW/nYbQsxU8s7ZnZ2lsuXLxMOhzl69OiGbtdKYqY4XVLPTVGm5jh/cwqBGzlRQF4tP7lWwx0oufweRwriqRA7egXxhTyWAQsLweZ4YUORl8tha1vWLiKOLSo6200SySh91cQMbl2AO7LGfUq+G1vgM89+lp/adZA9x15X8n6lFLdv32Zqaor+/v51d5msFVErH0ugnyJXz5c/+ynILuApCyVLBzw6uDYCDoIQefKEAFkWFVyefu14QoVgR143qhDQ2mwohCy9CAtRaFUu8qhRCGL5NnIijNVlMpkMk5NW4ANFsoaQCXLgDcKqMW5ESghFwxgiQ3xJAJHCf24rt6nyRMnSSsZP4RVjO5KuthALyVzg8stN9LyzXBQeRCQG8+PXeOncdxk4+/qq+xDkMxSPx7lz5w6JRIKWlhb/9Wg0ilJqW/2mtnN0NaiYOB6PlxQTe/U2tYqJYXukB7f0WeVFY7z2Z8Mw/C9USsnly5cZHR3lzJkzmzLcq5aY8cJ8QgjOnDlT19P97NQ4N6YW/H8LICzcJxnXBTSYapfVWNIi2hqho8Uhl6v+ozQMCsKptpAB9+k4HAqxREthSnGVZfrtKgKEmxI4f/UWL3zuz0jM3PbfZ9s2g4ODLC4u8uCDD9acdt0sqkVmkskk586dY9euXRw/fnzDL7rb+cJZTnp2nJGhF/00hi0pFeVKuTEZJbCQKEwQrl9MRXYIsNWykHELc0u/K9fQMfjcDZnBv1FDKPJGhLjRzV1jD2PmASbNPcSMXsYzPUQiJn3tsuI8b4vYZGo0Gzqyvou+IagwAizGdtxobTmmUORFiKRoY1r0MUMvSVr9qJGHlIrqg0yKdaXwj5OXfDILTjW/+zv/taHzMhwOs3v3bh599FEGBgY4cuQIANevX+ell17ixo0bZLNZcrnakaWtwna4iZdT7XiFQiF27drF0aNHOXv2LMeOHSMUCjE2Nsa5c+cYHh5mYmKCpaWlwGXU+108//zzHD16lCNHjvChD32o4vWvfe1rdHV1cerUKU6dOsUHP/jBwM8KIX6+gd3eupGZWt4xS0tLDA0NsXPnzqqmZRtBNTHjdeE0MvwQ4OXhC+4E3jIMFIbhzkFSUhUJhYJdeg0Bks97IrB6I4SJZ7deX/3PYkqxo8ciGW+li2TgewSuSJJSlIS7n/vmy/Tv/gQ/8I7/k6wtGRoa8mcaTU5Orsm3p16CxIznDl0+lkCzOj71qT8gpLzInUJhlPxOs8rEwincUA3vbZhKVsQ0VFkxulMwaFz+d20RbhrL4wAUgjQtpIiyJFqxRfAlUCjI2mGyNuzqyrGQBrtw/41YNrWnpNV/83dr14IjOaEQ5O3gjpTi31RehMgTYlG1EyZHK1miZElnJa0tFtlMcATVM9EzUAij0MLOsiuwgSSzEOOZT/4J7/pHjU/WFkLQ2tpKa2urX9Nx9+5d7ty5w/DwMFLKEg+VzRjIuBLbscan3m0OKiaOxWIlxcSLi4v09/ezZ8+eupbpOA7ve9/7+PKXv8z+/fsZGBjgbW97G8ePHy953xvf+EY+//nP1/xsJBJ5lxDis0qpC/Xs95YUM16Rb1BaaXJykuvXrze9XXc1lKcrpJRcu3aNxcVFzpw501CxlMymGLo2VvM9FhJlUFJPYysDs0Y7dnvUZi4G3d0m8Xgts63lQXX1kM5ZpI1WOmWqajGiifdkqDxlA0rxh89+mZa2TtTeJzhx4oQvHlYzNXs1FK9HKcXVq1dJJBKcPXt2QyJDQcRiMfL5PL29vVvyot4Il1/9BvGpcb9WRqrigly3gDUknJLiU0nBEwbp/n/heQGJghAq+Okqbx6Tm8Z0u5RqiwdbwhJRUrSSFK1IsfL3W3xOLyyFMQyH7i6HhQXFUnrtKaZiTIG/rx6GgPl4Fjsv6WwPVfjGeEMwS24vQpAjQo4IC0oSIcfucB6Zya8YgnekoLPVIlEwoPJKg00cnv/cp/jJn3g7oejaDNMMw6C1tZXu7m4efvhhbNtmfn6eubk5fyBjcb3NVoiI3MtippjiYuIDBw74xcTf/OY3+bf/9t+STLoPrZ///Of5wR/8wap+M+fOnePIkSM8+OCDALzzne/k2WefrRAz9XwWeAb4+0BdYmbLHSUvtQSlaSXHcRgeHmZycpKzZ88GCpmNDtMX/9gymQzf+973ME2Tp556quGq7+TcJBcnYiuvE/dpzp31YhA0uqAYJ+9enJKZENFo8OG2C0P3TEPVfRnO56Gr0yRJtOb7TAN/0rYXUrfzOT7+l8+yP5rblOGM3nq8zikhBKdPn94UIePVVd26dYt4PM4rr7zCq6++ytjYGMlkctulnpx8mq889xclE6/dJJL7b0eKwtlQXDsjyEkTEzcKaxpuPYmFjSFc4WMJSUg4hAyHkCExhBtBsAzX/EUK03VO8duZBSnRypSxg6v5/dw1drNodNQlZIJmPUlpspgK09FpkqthOCmrDMSshSlURYqorV1gFwZPhsKV2+xee6pfvpUwyIgWbmc6iFk7WSI4zV08NiKXX5ZTrngEEKhsiv/2W7/Z2E5VofhGa1kWO3bs4OGHH2ZgYIDjx4/T0tLC+Ph4Sdojna7PrXw9WA+/lvWmGdvsFRP/03/6T/na177GJz/5Sbq7u/nGN77BW97yFt74xjfygQ98gO9+97sln5uYmODAgQP+v/fv38/ERKXVyHe+8x2eeOIJ3vrWtzIyMhL4WWAc6K93m7dcZMabq1R8EU8kEgwPD7N//372798fqNi9lM9m1M54BVWraeH1eHl4hLxdf1RCULigqeVOhHIsQzKfdJ/4HClob48EXhgkyvWawPXJEAETtoNILYUQVpQOe6nqewxU4flRurHxwmGNJ5Z45uMf42f2HqJ7zwPuezcoMiOEIJvN8tJLL604lmA9yefzDA0N0d7ezqlTp3xviEwmU+Hr0dfXR29vb12CazPz/C987pPkshnfWkAqgZLSnQkk3SiELLQ9y0Ik0ELhiErfGLcwtfRclAVzN9RyNYiJcqOTApZElAXaWCpEYKJRST7Z2DklKfWb8TAERAwHOqLMx4NvsFXHiaxASMiSQZROUU3JfFIRCQuyZXVvtQqIPaSE7s4IczFIEqWDpRJbhWITvWxe0d5qkVyyC393vweBYPjVbzJ15xa79x1axd4tU+vcjEQiJXO9vLTHlStXyGazJTOLNurBYztGZtZLgO3fv5///J//M+BGkr/61a8yMjLC61+/XCAe9PBVfrxPnz7NrVu3aG9v5wtf+AI//uM/ztWrV6s9uNX9NLflxAwsPzl7XS4TExOcPHmypmHPZogZKSWZTIbbt2+vydxNSYfBy1cb/xzLfjFBdTPRUIZcevlEWkjCjr4ws3PLF0p3Ts7y+eJeVGubchUTikRI5SNEyVUN91uGJO+1gHuGZQpeuTLGc5/8XX7yn3+AUEvrhomZ6elpFhYW+L7v+74N8SMKIplMMjg4yIMPPsiePXuw7eXH/ZaWFvbt28e+fft8X4+5uTkmJiaQUvodCs22ml8rqZkxrg29WHEeKAmm4d7E7EI0wUL6KU0Htwi45DMKSqc0ubide3bJDTxPiAXRToL2ihqY8CouB6pGdMWxbZJLFr29EWKx0vouiVe707ic8WuHlMSKGCzML6eVpISOzjDZsvW5dXDVC589sjk3UmVjEaeTBHk6SPuixjPR80YweHi1MwJQjs1v/ZcP8mu/8bsYa7jG1isOgtIei4uLxGIxbt++jVLKT0mtts24mdu7lVgPMZNMJkvuv729vbz97W+veN/+/fu5fXu5wWN8fJx9+/aVvKc4Gv/000/zL/7Fv2B2drbis8B+4E6927glxQy4T61ei+zZs2dXPDjNmmBdL+l0msHBQT9FsZYn4dziDCO3phv+nFEo2A0Xm4AVIbx6lSISGZOWiCBTGJBXHlJ3HUprVAuXb3vewgi3IHLZwlOze0Ev/jpKl+mFxyWmkHzua9/m4AOf4A0//tOrnplUL1JKLly4QC6Xo6enZ9OEzNTUFNevX69rZlixr8cDDzzgt1dOTk5y5coVWlpa/KiNZ2e+WZGZT/3ZH2NLSqIytiMJGe5xl4UumfItk+DX13jYSmCWCRm3q0gVogYmCdFGgnYyonpKVzmNn0+1RoKks263VSJl0NYuSCWXl+/ORlv99x4SkqwSdIbsioEhC0veXKfSvxe7+Vbd5oykpzvM/LwrXmxCxAmRJE8nKSLk8aqEMmlJa9RiKW0XHILdBxsB3Ll9ixe/+Azf96P/26r3cbXiwDAMuru7/fIC27b9NuNr164RCoV8kb/WkQvN2N7NZL3cf+sZMjkwMMDVq1e5efMm/f39PPPMM3ziE58oec/k5CS7d+9GCMG5c+eQUtLX10d3d3fJZ4F3Av+o3m3ckmImHo8zPDzMQw89xJ49e+r6TPFIg/XG63w5fvw4Fy9eXPPyXrtwiVS2rsmPPq4D6vKVzXM19SI0liFZSFZeyPM29HRGyMxkChcqh/JLYch3Ga0vSpITHTgkCjeqUpHkXVPCOORwa3MQYAiBdKs++b0//iQHHzxG1+HH1y0y44nPPXv2sHPnTi5durQu66mFVx+zuLjIwMBASai83ouv1165a9culFKk02nm5ub8UHw2m2V2dpbe3t4NjVJePP8iqdmxEudqhQGiYMImJARE/GwKc4qKPicVmGXRFwcDpSQp2kiKNpaIomq0Nbvrh6VMY5GSoHoZj9aIJJVaXqeUEcKRHLmsXF7hGhFCkFysbFu2bejtDjMXK33NEN7YhdorN0TlWIg8IeboJkyedpEirPKuhV7R1yqKozNK8ak//xQPPnyM3Y+cWdX+NUtoW5ZVMbMoFotx69YtP4rgeaisxvTSYzuKGSnlpk3MtiyLj3zkI/zIj/wIjuPwnve8h8cee4yPfvSjALz3ve/lz//8z/md3/kdLMsiGo3yzDPP+GOJij8LfEopNVLvNm5JMZNKpTh9+jTRaO3i0mJM0ywJ1a8HnrdNOp3200rNSG+9NtL4jVWq0gC8VxjsCZqOqM1clbq5+KKgrzfE3dlyV49ljNqjm0q3BQPbasW0l9u0jQpRUygCVt5TOnhP2Zm8zW/9t9/g3/7Sf1kXMeM5MB8/fpyenh6y2eyGpLOKyefzDA4O0tHRseZInkdx66sXin/ppZdYWFhgbGwMwzDo7e2lr69vRVOstSClzVee/wv3WAvPfNHAUHmUb+vvVsmUYyBLYzWey69UfojHwGGRKHfZ6Y45qJNwyCGTaWyfJdW7A1vCdsmUbNsRtLWEyNl5lKPq7gSsRU+7YnomuLTXiwqVyxYj6I9lLCQcWlpMspnKfcsRYoYeLHJ0kUIt2YRCJrmclwYEq9A9ObuwxDef+zQ/0ruX9h1112b6rJc4KE/NJpNJ4vE4ly5dIp/Pl9TbNHKtXo8ox3qzHmmmRiZmP/300zz99NMlf3vve9/r/+/3v//9vP/976/ns/+xkW3ckmLmwIEDDUdZ1jvNtLS05D/ZHzt2zL8xrFXMyGyS4Ru3V35jGSKo0AqvKFAg7drfRSJnEQ7Z2MEWFJgocsLwU1krkTHbCTlLFe8vFjUWyncdBeF3a5tCcXs6xh/9zm/wd9/+/6lrffXgjSWYmZkpcWDe6LlJ5fUx64VhGFiWxYMPPohpmmSzWWKxmN8Z1d7e7qekmjm8868/9xfYS/N+VMZRCiXcot9wQdzIMpdq8KwAnIIBXqFr0Z/o7NBaaDQeYw932UOeld2wi2mJQCbY+LoqtcdcVEZ5UhmDXd0Wt2ftwKLhRpBKgJNzu5sCUkfprKK7O0R8vqxNW6iC4WXt9Xe0hchk7MqW+IIIzRMmjkWbSrM/ksXOF64hyvWKctPIihdeHOThB/6KR9/ybkItjbVrb4QDsBCCjo4OOjo6OHjwII7j+PU2t27d8m3966k7W48ox3qzXmKmnsjMZrIlxcxqWM80k+dtc+LECbq6ukpeW6uIunjlKrFkY1dcNzEUfOEyAMuSxIO97HyWcgZ93RHmZqqv2xJqxW4Jjyxhusww0k4HRnuKLePd7inhttL6aTHBy8OX6Oj6DKcHXlfx+UaxbZuhoSFaWloqBntupJiZnJzkxo0bPP744xsycbZ43yKRSIkpVjKZZG5uzjcsa0YBZSYR59pr3/Drs5RSSGVg4eBIAwzvey4rCsaLyhj+uSEVtJOkjSxhI02OECM8SJyegCWsTKN+Lyt9Jp0O/iXEkyZ7+wSTs/k1RWfMECws2DW7CqUyIWCMSD3RmeSSRBgmSNeY0I2kSV+EugW/ghStjKYjdJsLGE7e/7vbQg6JTI5z50eItH2Gh9/8jxo6d6SUG95xapqmH5UBAuvOvN9Ca2trSQRzu6aZ1qNmZqubid4zYmY9IjOO43D58mWy2WxVQzXTNNeUsnhpsO6U4PJ2KbNmkWJ3NM/UkvsUFXT59VpbY4uC7m6L+fng9Jw7Y8mEOlu1M0YrEcMGWbk8iSg4ubr28E5B0JiGAse9GEsh+MZ3vs0bX/wKJ173Q3WtMwgvEnL48OGKSnrYmBZwpRSZTIaJiYmK+pjNoPhp9fDhwyUFlFevXiUSiVQUEtfDM3/2cUyZ803t8tIoFPMKf+SADIgaOIUoi1IQEVmiKksLmcLfFCmiDPIwaZaLtBtJGCkUuWx5lUhtgrbTIxJyqGV3Ek+a7OiymV1YvXlXe8QhVrAWNoUMrMFfTCk62iwSqdLfWD3RmXxe0dtlMRPLI4QqeAEtfz/F7dhZxyTfvYNsfJFOseQv1Si8c+jabU4duc3Ea1/hwOm/W/c+bgVxUFx3Bm49XSwW48aNG6TT6ZJ6m62wvY3iOE5TI6/gipmga+lWYkuKmdXk9ptdM5NKpRgcHGTfvn08+uijVbfJMIxViyglHUauXlvFB2s/gjm2gykK4w9UZfdIcXFvToYwLRunyldnNdCqvSSitJuJkkncXuGmodziYHeIHRiFYXYKgVNo1TYMd9Dlb/7Gf+K//85ROleRk/ciIbU6hdY7MuPVxwA8+eSTG3oxrHffygsovUJiz8q8q6vLv6BXe5K+fesaC7dH8Prmco5ByHBwNYzyb3zlKCBKlhZcARPC9tNLAAt08CoPI1kWgBKFISqL1at/D5BqMMXk3ciDaI04ZKqIGQeBUIqsHaKtBdIZu+7t9JehBEvJ5dZrE6qmeUNhC1Kru9blHBNB8PBJKB2TkEorsiJKWoXpEQm8xnohJAvJJb45eJU3GQZtfXvpPfRYXevfirOOotEo/f399Pf3+1YIsViMCxcusLS0RGtrK9FolO7u7m2RclqvNNNGRJbXwpYUM6vBqxFoBnfv3uXmzZs89thjFWmloPWuVszcHrvFnbnaU17K8cLz1bDM5S4mS0jyBe+KkstH0c0unYW+3giz08Hf3bI538o3SBuTnIggDIltO4CDoZyKC6coWNR7xZ+mWZgLo0AJRTqd5Zf+3b/hNz7yx5h1RjSklFy9epVkMrliJGQ9xUwikWBoaIiHHnpo2wzTA/eC7plSSilZWFjwawwMw6Cnp4e+vr4Sm/m//swnUChMIcnIEBGRd0cXIHGk6+RbHO2IkCNKlgg5QuTdjjwh3Yhd4Zy+o3Yy2b4fmSw9fsXpqHpobVEkko3dNGv5y9QS805hpEjeFrRHLdJ5VdlDvQLtrbBYZgBuCQr+L6XMJxUtEYNMVpa9v3Za2FYGqVSe9naLVBUxZBTmNZkosllFT2eY2EKOWdVNVGXpMZKIwpiSy7cmUFJhhSK0dO2itXvnivu51SMdxVYIhw8fZnR01I9i3rx50y+q30ojF8pZDzGztLSkxcxGYVkWS0vVnWjrwXEcLl68iG3bnD17tq7c7lrEzHdeG2r4M7WmAwN0Rm1mi54gQ0KSw8AsPOEFtVzHFg26Oi0WFoMvcJZQ5AJ8bIJYooVWmQQlq4bbTRS2cMWLQKGk1zaqsICcMrg7cZv/9hu/ys/+wi+vuM5cLsf58+fp6empq1NovS5A5fUxN2/eXJf11KIZQs0TL16NQS6XIxaLMT4+TiKRoK2tjbt3bpGN30EgyDkWEeF64bsDIb0SU0WEPO2kiYosJk5BMKiy0QNuOnSMPVw1DhPNV9aEyKJOqXqwzMa/g1qCJVMrZVX0sWTaYHe3xZ05u6FiZTOoDgZviniloWBbq0UmWyqW3SLd4CJpx7dhgJawQTKlEFX2p/hbyBepqSURIacsekSSEDbpbJ7ZxSR/+/IQVstf8chb/gmWVTu9sRUjM7VQStHV1eVHML3fwsTEBIlEgmg06tfbNJKeXU82szV7M9mSYmYz0kzJZJKhoSH6+/s5cOBA3duwFjHz6kjj9TISqHWaOgFdTOEil+Dylm5wL46OEUIYdtV2bLOuVm2B0yIwcqIwWLL69+IlrrwbiCmU284rZKHQ0OClb32V5/76Sd76oz9edTkLCwsMDw/zyCOP+BecjUYpxZUrV0ilUiVRISHEhj+JrsfFNBwOl9jMpxILfOWvPobCPWZhkUcI4UcoImSIGlmi5DBF6TmgKE5ZusdZoLjFXq6Jg0RCknS28gxvtJhXNmiW5/4ugk/wkCVJVSn+dbet9HNuQbBkaq4yxRuEMEWJ42/Jsqv87haW3HozR5auwQow0ZOIkujsYlJimhayynXLLPKWSSaXB10KIKdCzNJFO2naRZrJ2TjzqTThcy/T0tXHg2/4BzX3datHZsop397y38LS0hLxeLxk0rSXnm123Uq9rEc7ebkD8FZkS4qZ1bAWUXHnzh1GR0dLJjiv93rn5maZmJpr+HNBLdkexSmmcsKGJO1Uj66k0rCjL8LMTHC6qZ5W7Y5Ok/isQZgIUZHBEVD9YVqVzGqSyhUyUhmYQmIrA4Xij/7Hf+f4icc5dOjBiiXcvn2b8fFxnnzyyU1z883lcgwODtLd3c2TTz5ZIiY26yltPeuBhBB86YXnUfklHAUtIkdE5GkhT1jkCGEjpXJTHmWy2bPel4Vog1QGQsAo/dwQ+wFoDTtky8SMAr+YuB4cpVhKN1b8WyqySmlrcchVqb+xq3xuMWXR3QELiZUfsDpaFXNVug9NVMFssvR35zjQ293CXNmIg3ITPbf1urQRwJHQ02UxFwu+bonCflneg4ZZfE67f0sSJaNC9MokO1sifHf4GpGwQbR7N3sfe0PVfd3uYqaY4pELXnrWq7fxRo90d3f7HYMbVW+z2T4zm8V9LWYcx+HChQsopepOKzVjvQB/+71XA/PhtXCo3a1QyygPvCEC1S/asaRBe7tJMhm8P25OPvjzVsQiueCm+dK0ECXjN2AHYeIWdRZvjxDuU65Srm09gHRsfuHn/iV/8qd/6dfPeOlAKWVdoy7WC68+5siRI4HDKr3ITD3UEj5K2qjYKLR0IiIdiFB1M8n1FlDp+Wliwy/QRoZOlogI92btzSVylOF6IyIqbsDupCV3+2RBy95kP6NiuUsiSLSsdN6XE21RpJcaLcB128mDqJVelSrYZE8qgaMswmFFLlf9+qAUZNK1a/2qRUWXskEDSwqTsAvmg27EqfK7y2RUhSNwMcV/n084RFtM0hmnpKbGxmJWdWHPJenvaufrr14hEvo0T/fto7MwPLZyf7dXmqkR8eVNmu7q6uKBBx7Atm3m5+eZnZ3l+vXrWJbl19usp4mlrpnZQqzmIDfqM+O17x48eJD+/v5Vn1irLTz+zmuvNvyZWlbrwIpGeYZQhbbsKp+XYLSEESIdWO/rtmobFa3aEpOwyLGYdz+UIewWbBoS5VS/YJY3jqvCBHAhJCburBsLhbMU573/6n383m//D9LpNOfPn2ffvn0NpQObjVckXss/pmnblllEzt1Y/rcZRrR0ICKdUPj/IrwcmWpGZEY5OchnwM5APo3MpRDpOF999pP0yFmUUoRKhIfyIyiG8sTN8utKeQXfrsDNYTLKfsbE3pL1ZvOV35kbtav/tx2xZMVso5WoVS/jTqsOPpa1IqW5vKC91SKWl1UL6FuigmS8tuA1UeQDHgwyWUVPd5jYfGntjCkgp0RhLETwstNZSWdnmETA6AR3GWo5Ja2gNWqR9tyD1XLIVSKIqQ66jDBKJXjh3DCR1o/xo+/5ecLRyt/FvRSZWQnLstixYwc7duwAqDCxbGtr81NSjbjdr4TuZtrm1Fszo5RiYmKCsbGxugb9rcRqPEtSS2nu3ml8sGSth9NaKSZYLhy2BDWLeRNLsGNH9XSTJZySoZaOMujrkszOFuX8hWBJtdDOUtUwPLg3ECFUoQNGlb3mPlF6N8XFWxf4+V/7FX7sB3/IH0uwGRTXx6wUzWskMlNzndmyjjcnh0rNoVJFaUrDQkQ6CC9OouZMZEsUhAHCcI3ShPD/7f2nAGG7gkXlXdFC4d/F9U6qENObnrqLPX8bpdwo3fLrwhcqUqpCoW6lSZ4XR7AxuSIeYJIdJe8JmZJUuiw1hcIpFIbXi1Ez5lCJQhV8myo/Y5rV62WCok/lJNMGu/pCTM0Gt0NHTIcV/C2B6rUztgy+0bq1dSude7VFb7EgXUjYWJaBbUs3HUxp7d3NWI5j/UdI3L3BF75xjmjX/+RH/vG/rBD0UsptFZlpZv1JuYllKpUiHo/7c9U8O4Tu7u41+VKth2DM5/ObVgNUL/eUmFkpMmPbNhcuXEAIseq00mrWW85z3/0mssEck2ukXqNeZYUUU3Hh70otnPGkQWvUYClduT6BO4YA6XrIdHXA7GxlQUEaV8wYhoGSle3ZUIj0VJQjL7sCmwJs5bXlSq5/+wX4uz+yaUKmVn1MEM26aKvM4spvkjYqHcdKz0BcoIouPFXPtHoNEU0THMl3v/VVHOkei+I986SDO3ZL+Cknf9MKQtodjiq4zGEm1C5MUXp+RUN5MvkwSgmkcL2IhIAQEoXrQltwK/LWWPhfroASuOd5psFAqRMwasGjvcVhvsry3E6jlb+/+YRJX2+YWKy8+0iwUG3hZVSLziSWFG1Rt+bNQyqBVbA9qBVxWlpSWCGBnQ9+j1sI7FYTuTU6FnPxXOF7NqDs+N1dyJEzeum0F/irv36Ojh0HeMPfe3vJezZinEEzWa9xBkII2tvbaW9v9+eqLSwsEI/HGRsbA/A7Cht16N5u33Gz2JJiZjU3gZUiJF59w6FDh7zx4k1hNWJm+PoNenosEkmn6oWkHGeFlmy1QoqpeMif4RVnVinmdSQYLSYEiBlwh85lMQiHYKnKKIa8CJFXIUIi75ruVSngdH1sgmfRuK+7N0aFwMThN//LB3nDn3++5p6uB4uLiwwPD1etjwmiaZGZzELd73VFxcrnlAJEvZNEFVy8OIxMzyOULJuMXahzolDvUj6+qJDXdAc4Ki5yiAl2Ywq3vkbh+rsIAYbhDjNEKLdjTxTqZQpOtW5NVWXUp2RbLFjMmO4E9zovI7W+LdOoVS9Tu7OwmKW0QVu7RSq5HD1ub4dYAwHaatEZ07KA5eU6ikKPWG0xoxR0drUQr/IU5DoCu8fNMNxC4L6esC8aHUfiOIq8rcjlJQvJFA8f6uf6GOTzSf70jz9Gx+5+Hn/y9f4y76c0UyOU2yHk83nm5+dLHLq9FvC2trYNjW5tlzqn7XNWrUC1L1spxe3btxkeHubxxx9vqpCB1YmZqclpFpIGpmnS3moTHLcopdb9yTIl8yukmMoPdEhIqjvBQCpj0bejelhRIYhaNrlc9fWmiQBgmNX3z3vOLj4VhVj+36aQBXdYNxkQzszzgV9b2Xummdy5c4fh4WGeeOKJuoUMNCcyo5w85OrzT3Jv+XUWHBtWzRtd8TIdO8PF8+ewDNy0VdHr3jkkMZCqssDcfd39xBzd3GIfWWn49RwWkpBwsHCwZaU0kDWM7Cr2CWiLOISFRAiFrYz6Pl/ja6h1fteqlylHSoEpLELh5e1xso1ZSZieP08ZibRJa4v73bm/dXe76vHlWUraNTvFBNDRDpYJM3N5HAfm5h3iCw7xpCCVdmuDwKQlEiKZSvPIwb0siE7uZkP89m99iNFby4N0t8uN0WOzxFcoFGLnzp0cPXqUs2fP8sgjj2BZFqOjo5w7d46RkRHu3r3bNKPYldgOx23LiplmfHG2bTM4OMjCwgJnz55dlwKmRsVMNpdjqdD1k3cMlvKt9HUKIi0iIOXistJNqiNqUysAUM1yw/QKgquwmDaJRCqPg4NgT7dkbqH2fi/RAgiMQuohCEEhN18UsvY8Lpb/IArvdSM0F7/9Fa5du1pz3c1ASsmlS5eYmpri7NmzqzKNWnNkprxephbCbXWu7x5b5+/LsPj2t79FSGXcC3vJeejVmoAXMCm5garlczeHxaB6EBN31Eb5mW4akmQ64Pxv8DLgmeUZCMJCFlKqhttlVW0Xq/y2hKheL+OKtsaObSYn6GyPIoQiEhEsLDTuEG1W2Y1oq4VSqiQq53Uv1iJvKzo7I4GvdXeYdEZhIanIFSLIssQ7qvREy+Ykk3MLKGGxd0cv3Tv3MpGy+OAH/x1TsYXC53VkZjVEo1H27dvHiRMnOHv2LAcPHiSXy3Hx4kVeeuklrly5wuzsbFNH+njYtr3hw0FXw+YfpXVicXGRc+fOsXPnTk6cOLFu7buNipmXL1+oEB6LaQvHMdnT7SBFeUWCl5uvjlph/dWewF0xU/0UsG1o66i80LW3GczOZgqD6qojhUkWN7pTS5x60ZnS/V7+35ZhFwqJwb2BSj74Sz+3ZqFQKx2Ty+V4+eWXCYVCnDp1alU/5mZcBBtKMRmNnOP1RRUyyQRzty8gpKw4D71/KwRCSGRZ275TiLDlMbnGAWzhFjUGdeS1RT134FIasJdx1xmQtg0JWYhEug8Mxe9wrQaCaYvkqz4kuGnfxkmkFDt2ttG6ylpKk+Df7EIKhGUGfLcrn4OyTOh1tBp0tRvML9ok07LkuKSWFFZoeVuCHsBu3Z0mnlzibjzF4YP7WUgr/vUv/goLqfSWEQf1shUjEt7Q2EOHDnHq1ClOnz7Njh07mJ+f57XXXmNpaYmbN2+ysLDQlDT3dnD/hXtQzEgpGRsbY2RkhCeeeGLdJ302ImbS6TR/881vBr4mMZhLRehqE3S1ysJF1/PkqP5jskzJfKJGu/YKHh1hIStapIuJJwRdXcuniWEJcktpFIX2zRUu6W50Bkyj+nOs5ypjlHXILOMVfOInLTILc3z0t3+r5rprUcv2f3FxkZdeeonDhw/z0EMPrelittY2aZVpbHaXoM7QTJ2T0L/+tS9iSrtQG1O6XC+iIQvHx0tXuMND3VSSQhCnkzu47szV2oWDxg+450T9DwpKSVLp6vtuoQgVttZWpl9QXPX9Rg1/mLq3qpKFBYltr34JIuCqbTuC7o5KhWQVOo9qkUzZtEVNohGD3k6TRMphIbG878VpKKmgs622sM/m8uzu7UIBV+/MoawQ3WHJ//kffpNs3t5y4mAltvr2mqZJb28vR44c8Q1EW1tbuXv3Lt/73vcYHBxkfHycVCq1quuR10a+1dmyYma1RcCvvfYayWRy1WmBRjFNsy71OzMzwyuvvEJiqfYo31TWJJULsbtbErIkNiaqlutuS+0Uky1X+B4FhYLOGrUvdgivU7AlIksG3K10mNIFzxmJEXwVLuC2uZZHZ5bfbxWerN1NVggUX3/hs4xdv1R7A6pQrWD8zp07jIyMcOrUqTWPRzAMo6GLR9A531Bkpk6BooRZV73HnZsXycTH3UJQVTroUVIU0VBui7Dp1angigQL9/y9wINFnwuOHuUD/GXcqEn914FoFGSVVuViDCAsHAyhkEpQLdlaK2LfSL1MOa1Rw22pXuXV1wqonbGVIJVRJcXZy9SO2AmgrSNMJusQW6jcaQP3WHhkc0XNBASLpTvTMUKFCEwqm+f6nRlEapI/+9wXyeaCRzdo1o6UEsuy2L17N8eOHWNgYIAjR44ghODGjRu89NJLXLx4kcnJyboH4W4HjxnYwmKmURYWFkgkEuzcuZPjx49vmCusYRg1IzNKKa5evcqtW7c4c+YM8/E6bk7CIJYKEwqH2NlhY4jqpZqqxvyjwjtWXN1K6aa8bdDRGaG722AhXlpwZq0UnREGWcKunDEEjiLw4mfWUbRYvB4DwHH41Q/+O5yAwYQrUR6ZkVJy8eJFpqamGBgYaJoQXktkxjWuq8/+TVHYH1H95uwhaohKDyeX5ty57yzfBssO8bJdvjuGwpbuCApLuO1MVqHA/DIHybHsmRH0dQihAutlakUMgwiHGvuuBRASDgSkdgWSVKaah8vK/jK1CIcU6axiZ9/qz7HiTI0sTB3P5aGnuzI6s1Ih8I7uEPH4Sje24lSTQ1ur4f81qCg5m8tzaF/pw8Dk3AJXbl7nlz706yQWF9Z17Mb9SrlhnhCC1tZW+vv7OXnyJAMDA/T395PJZBgeHuall17i6tWrzM3NVb2PaTGzQSilGB0d5eLFi/T09NDX17eh668VQcpms3zve99DCMFTTz1FIpkkvVR/gVY2bzCbjrKzSxEJVwoac4UUUyM28CuJklRGkE0Hi4aVozNuqsnAvZF6TjJOWTWPLERnSoVVaWeTLHtlfm6aP/nYh2tvQOA2L4sZrz4mEomsuj4miHojM17H3fnz57l9+/ZyOLiBFJMwKo0Hq763jvd84+tfAtstVHegxOq/uOVXKkVOGljC8y8ycSt/FTN0VxjjBZ0rbVG7oa6laqgGh0s6uOeQWfCpKa7/aG2xkVWimrWKieshnXavAcm0wgytbr8tlC/2irvhc3bltnnmk0F0tJnMxTPYeYeOjupGbYaQJSI5Ei5KPVeRz3em5giVVSxLJXjtwkX+24c/zIvf+Zb/AJFfxQOJppKV3H+FEHR2dnL48GFOnz7N6dOn6e3tJRaL8corr/Dqq68yOjrK4uKif+2qN830/PPPc/ToUY4cOcKHPvShitf/9E//lMcff5zHH3+c7//+7+f8+fP+a4cPH+bkyZOcOnWKM2fOrGLPt6jPDNSXZsrn8wwPD9PS0sLZs2cZGRlZ9bDJZjM3N8elS5c4duyYL7BevnSh4eUoBfOpEJYp2dFtMzu/fOHqbKltlOfI+sWMELXrLVpaFDJrAZUXHROJXRAiQWQI481pMozC2AR379zWX3+PCusuzJap2EYotGkvSxoTxZee+xx/9+++hf1HTtS1r7CcZlrvqdsriRkpJRcuXEBKycMPP8z8/Dw3btwgnU7TKxbpYZH2tnbMam0sHoUxE/V0MylVu9Lp1rULzE+P++W93vBP//MsP5HLQqQtItx/u+9TZIgwwgOl6y14BZUTtoI3uJHoh0KRyXpbVh/uPCZZWJd7w85jYCiHsOlJnaB1rR4rBImC14ztQF9PG9PT9XgAVyIMge0Yyx1lQCqj6O4MMb9Y/jt1j2UxkbBBNpv3DTzNmkX6FCJv7nsTKds/1wxUyWBKf1vSGR4+1M+1iSn/bwbufLfvDF3m5JEDPHzkIRZTS4yPj6OU8r1UGjWK07g0OsrANE36+vr8e1Q2myUejzM+Ps4v/MIvoJTikUceWfFYOI7D+973Pr785S+zf/9+BgYGeNvb3sbx48f99zzwwAN8/etfp6enh+eee46f+Zmf4cUXX/Rf/+pXv+qPflgNW1bMrMT8/DwjIyMcOXKE3bt3A/WPNFhPlFLcuHGDubk5nnrqKVpaWvzXLly/3vDyvCdg2zFYSIXp6nTIZ23SWVFHiqkxQkKSDzTnUySTObJpSXubRTJV+h0LIRCq8mJZ9AYyKkKUdKFNe9nl13Wo8FIWy+ZqTolfyfL73afM0tuMdPL8+od+md/4yB8RaqlverYQgsnJSe7evbtuU7drFRmDe+F47bXX2L17NwcOHCCfz9PW1kZ/fz9SShavfIvE1BIz09MIYdDR0U5HRwctLdGq0bCVHgJU4WZdjalYnO+9+I1Coax7Jlhi2erfLQRenmqOEFhKIYU3e0mAElzkIDalT/pSCf9YFxPk9yhRGA3UzYUtRS679uhOCIktTDK58rNsmbrNBgNojQqWirTLQlLS0mqRaSBi62Hiiq+K7TNNyh86zEJ9kPebMg0Im5LFImPMxZSNYZZMsihdbtHXm88rerpCxAs1NtW++cmZWEV9mnf+/OHnv8aenjae/P7/xR/MGI/HS4zivMGMra2tG16I24xOoI1mrXOZIpEIe/bsYc+ePXzmM5/h/PnzfOxjH+PFF1/k1KlTvO51r+OHf/iH+aEf+iF6e3v9z507d44jR47w4INufdw73/lOnn322RIx8/3f//3+/37961/P+Pj4qrcziG0nZry00vT0dMVNaLUTrJtFLpdjaGiI9vZ2zpw5U6FmJ+7caWh5QZUsS2kTiUFnW4qFxZVSTI3/GM2AUQfRVlicc5cVjUYqxEy1zxWTxhUzsOxkWv7eYnN4JURgkaVRcI4tFk4CmJyc5C//6L/zjp/5+RUvelJKEokESikGBgbWzUOhlpjxIkJe5K58Zo1hGLSHFO179gCu18NiIsHMzAzpTIbWaJSOjg7aOzqwTLP0BltDQAkvNFYglspxeTLBlakEV6cWOZQcZKfII4XroutgEip68ndwhasQCqUM/3nf9MWm5A59TFOZ7pWIgFJUVTGPCdwRA5ao//xtiShyDfqHVTtLLGxyeavgfls++bv6XLN6UGUPW1JBV3sL6aVEQ8XO4M1bq2QhqWhrNUktFXUkUZoe7Gw3iJXVyUhH0d0VJj5fZfgkyxOzAZQsjZAGdU4mltIcOdTP9aLojLc12bzNRz79Av++NcKhxwaI9uxh586dfoQ0nU4Ti8W4ceMGS0tLdHZ2+oMZN2JO0HqNMlhPmtn6bhgGTz75JGfPnuXUqVO8//3v59y5c7zwwgt8+MMf5j3veQ//5J/8EwAmJiY4cOCA/9n9+/eXRF3K+djHPsZb3/pW/99CCN7ylrcghOCf/bN/xs/8zM80vL1bVswE3ZA8sdDW1sbAwEDFQWt0cnYzicfjXLhwgYcffjjQJVbaOWKxxtpsq82MMRAoZdHdbTA3F3zhWWnCdjUCRx04y095sQWblohR0tEEhae2GtEZf5I2EkMIbFW91kZQeEIu9C0ZfizGrQ7wIgZGiaBRfO65L3LmydM8dPZHqu5fNpvl/PnzWJblu2quF9XEzJ07d7h161aJGC8/33PZNLOxeTqjIVpCJpZl0dvTQ29PD0q5F/pEYpHZuTmUgq7OdjraVx6aOr+U5+rdOFemFrkymWAutXz+7JHT7BRxTCFwCi54ZpmQAQnC8CNkColn8CwR5FSYi2XpJf/7CPhbW9QhuRRU/NsYQpTPUaiNG2EKHi7Z1iJJJr1IpYlRlAh1RwWsEgELico07UJS0tXVwuJCY2rMHfgpsQN+69FoqETMgPcbhR3dJjNzwetaKRihiiZmzyccwmGTXG65RT/omjM9F8eL2/nbgivGYokUv/2XX+XfREz6Dh6nfffhon2I0t/f70cqE4kEsVhsw1JS280TB9ZnYnYymaS3t5dQKMQb3vAG3vCGN/BLv/RLJe8Jus5Ve6j86le/ysc+9jG+WWRT8q1vfYt9+/YxPT3ND//wD3Ps2DHe9KY3NbSdW1bMlLOSWIDNSTMppcjn81y+fJnTp09XHeV+7dZt8g1uWvVAN4QMh3jSorvTYn4xYMFrSOyHhPQna5shg2RRu6ZU0N4eJpOtbDGvGZ0ppJpaC9EZUWXQjFmoo/GcZYovgd5yjYJBW8nigbzt8LHf/z1+ds9B+g4+WrFsLxpy9OhR7jQYJVsNQR1TV65cIZ1OrxgRunDjNv/vs26BXMQy6GwJ0RkN0xkNFf63+19HtI+2lhAZO01mbo5kIkE2m6Wnu4f2jg6WbLg6tViIvCS4u5gPjHiEZIbjYtT/t1sHYfo1JY4SIEAURkt4c5VE4WnfSz+NcBi7ymUlSJhHQpJkUKqk6jcTTC6gtbsWTo0ar0hoeZJ1SDiFfXXtAIKM/eqlvVUQiwW/ZhgWiGzdv1tbFUde3ZGtxcwnFOGwKBnHYKLo6LSYmatuD7GYzBMKGeTzwarGFNL/fYJrsDdXEDNmIc3oFQSrwsNIPJnh4QN7uX53pmJ5eSW4emeGj3/xHO9+2sTOLtF14NGKG6FhGHR1ddHV1bVhKSktZlxSqRQHDx6s+Z79+/dz+/by2Irx8fFAj7fBwUF++qd/mueee66kWcd7765du/iJn/gJzp07d++JGaUUN2/eZGZmpqZYgI1PM3kFyEopTp06VVIfU87g1csNL79WR6XtuJewdD5ES1SSKcp9r7V1FJaFSVeLw2zZ0Ob5pCJsCXJlxl8rRWfSLIsZ0xDYTvCTnCyE9z0fEO89DgZCLT+Fl0dnDBQ3xqf4+l/9MW/9Jz9LtGu5mGx8fJzbt2/70ZC7d++ue068WMzk83nOnz9PT08PR48eXfFie/nWcj45a0tmkllmksFP034qSEDUMmhvybKzdYnJZJ5Y2bDQamOyHhM3MLExhTegUIJSyEKrtyiYKxq4jrFuaskpTE92b1x3VR+z9ARvo6pM2UD1+oxGzl9DSJbSqqE0jVSlhbOl21RaSGwW9t2uMV27HmoNrUxlFDv6WgIn0AduY1GEyAxwX5YKujvDzBZFYNpaDRYqCoPLUNDeblVt1XY9h4Tv/r2UWf4OvWEXhj+uQuFdC+YX4oQMVZECVQhMAd8eucGBPTt4y0AImc/SfegkRg2xb1nWuqektJhxqac1e2BggKtXr3Lz5k36+/t55pln+MQnPlHynrGxMf7BP/gH/Mmf/AmPPPJIyfKllHR0dJBKpfjSl77EBz7wgYa3c8uKGSEEuVyOwcFBOjo6AtNK5ZimuWGDt7yn/IceeqhiJkoQV0ZvNrgGVfXCKZCkc+4JKyVEIxGyuYzfmuqo2tNy68EUirwySC5Utks5/3/2/jxckuws70V/a0XkvOddQ1d19TyPqm66GwwYS+iRkJtjAca+l4sH+eLja8myfS9gg/B5zjk+cG2EfewLtmQwBmMhY2N8AItBYGRZCJCQqqvn7uqxqqtrnvaYc0as9d0/VkRmZGZEZsbuKnUV7vd5qrtq75gyMmKtd33f+72fgeXFYmqoWk/ogN1NpJrc58hC+u81QL9BZroLidbwmd//Krfd9Cvc92f/Z7Tv8/LLLxMEwVA0JK+h3U4Qk5m4Y3uejttvnsoROYrnXoF2YGkHPeYrZdbbw9+PYVC9k8Ree57r1EY/mSLEIu0orRTt64kTaCtlQbSLykREJhA/M70Ew3oZpYT5qqHguUTV6mIA4p5lYxVd4xEG4ozlZkClLDQa+Vbik96PVko/JoW4aiel8WY0J0xCgGZzMpFodzWepzBTSsxH9XCObnoJxZlDvUW/erBYANMLp+eRcOLeiUjcnlbHMjdXpN4M3QIkg1Ju1FvcdsM+jo9EZxRunClqy69+4RAHVue475aAjWOHWb71YbQ/GxHJSkmdPn0aa+2OUlLXIpmJTfMuJ1qt1lQy4/s+n/jEJ/i2b/s2jDF83/d9H/fddx8/8zM/A8CHP/xhfvRHf5S1tTX+1t/6W/19Dh8+zPnz5/mu7/ouwGkDv/d7v5cPfOADua/zqiUz29vbPPXUU7lKZn3fp9lsXtHrij1BTp8+zcGDB6nVapw/f36qcd75cxdyncf1fkkfVGoVS70+GDLaXVhe8Lm4Ebo0zQQhbh6szAuXLqSX8W41wfMcsUlCqwlkSinaUqIWR2c8TWjGu7t4DDxAhIHbrLgQAPGKL4yKh70EsRHrhIW/8fk/pDC3RGP+dnbv3s099wyHrqdVGl0OKKXY3Nzk6NGjPPjgg1MHhGQfmNPnz0/cNgkvJW2UVglko1RREr5tc4960wk7+7+zWIm9h8D5xmhQjmC7qIDppxQMihe5hTDDaVYrWKiGVLyQIBDqLcVWXVMuKjrB+D5BZL6nsRQLQsEXPC1ob1BgbC0YowkN+Bml3ZOQ9W5VS4asIcSKpqgMPfFSS8wnoVgUmvXJRKIXwupKmQsXJxslOsuFYaQtfIIQVhaLrG/2KBdgq24je4PJerpmM6Rc1nQ6GammqLwaXIPYki80o+MpJFU4DbCxtR2l69TI8SLDRSz/+jf+kP/lr3yAvcD6a4dYvu3r8IrZ0fg0XK6U1LUoAL5SkZlZfGYef/xxHn/88aGfffjDH+7//ed+7uf4uZ/7ubH9br311iHPmZ3iqiUzlUplrLR5Gq50mikMQ1588UU8z+Oxxx7rPzTTztva3mRzO1+HXEt6GStAybeMSonrLZ99q8LpNUET8lbpjBGFDoO+f8koghBWF0tcWh+PznjKmamlrdHaDMiMw6DsOok4+uLSXfHgK1ED7cHAGQsSYw2NRkAszx07TfW3PsO3/8UPccstj40dXyl1RdNMIsL6+jq9Xo/HHnuMQiHbkCx5TQCnLqzTbrdmOo/tu+4OY6szrqNKG7Pv5zhlwn4sTHBkwmNAZIz4zik3QhzhsaKwCs7LChcT6SWtYK4S4ntCEDp333pd0xqZgislSyfIdv61KDqBojMlM+IXLSuLIc2WoptyvFGMpieTKBfDTDIDkThdWwKbj9BUy5rmDPr/raaiVPHpttMFdi7BOn5eHbWSGCU17VCzvKC5tD4Yf1SfEk643mqBTic9yh1GbSZiEr1dD/E0mPjUGaup9e0m+3evcH5je+x3Ik5n0+r2+Je/9kX+wV/5AFWaEaF5BL+8c7fknaakjDHXXGTmSgmArwUH4KuWzMwy+I/iSpKZOFVw8803jwmbpp33xaPH8mfaJ4w1scnVKDYbBVYXQ9Y2ZneDzUKhpNjcCvBVPHiNH6/RUakmbVpJZmSpN5Jq8iJfi361CO6AWg1M0lXCRK8foYnkhToO1ijVjxrEJahPHjvP/i/9HvtuuZvFfbcOXceVTDOFYcjzzz+PtZabb74597N85NjJ6RtFSEu2VQoel1L0Nf7IJLjXnmdvlF7yoihMGGtbVHxjNV6CyDivmMHT3JECr6ibWCiHFHxHXuptzVYjlnC75yONmGfNE3mr8NodTRC4lhkrCyHtnqKd0YoAsvU74CJ7WQuB+JnVSERoso8ziqA7m8OtFVio+nTaYepVpFUuTULRh7A3fI2eshNtFAA6bcPonRDc9z+I2EXXZISVpUK/r5NW415QMVrt9thxIRKci6agLOfWt/g3v/FH/J3vfjcEnYjQPEyhujjbh56CZEpKRNje3k5NSYVh+A6ZwUVm5uenV0q+3bhqv6mdqNGvVGn26dOnef7553nwwQdTFdrTyMxLR1/Pfc5JZKSRsWgXoNUrMled3p9nIgTmi2awwMr4Lro9YWWplPq79IZ37lhtBvuoqOLBovoRGK3ieE0cbRltQDn4u2VQvi0oUG5i1kroGcNv/dHT/P6v/jydxubIZVyZNFOr1eKJJ55g7969fTPHvHjtRB4zqfHPsDpfGiOYNtK3xCjYDveoE1HFmNPCxPtYNEReMqhhr6M4tSciWBFOFvYTiGKrqbi0pdlqemNtAMYTiQ5BOP6QSKRNmRUFX+hFGg+LZr1RpN31WJq3zFUzCMuEaTxNL+OOPUwiYkKT1pdoFNpTbNdnL2XcbmlqtfRy9UkNLpPNWAFQjkR5/uixFJN6sQG0O4ZabUDC49YjsfA3Ls2PEYYjfjwZLR82G21uvC7d5VVh+w0tn3/jNP/XF58GXI+y9deeoLt9aeI17wRKqX466uGHH+bgwYMsLCz0U1IXLlwYbjFyleNK6HxardY7ZOZrjctdmm2M4fnnn2dtbY3HHnssM9Q2jcy8cfJErvM6TUJ2Tn9S09kwFIrFIp6/c3ZulKa+PVjZ+0oyJ4BOkE68vAn7tBhOHcapo2kN8WIM0xrplwa7IVqiyI+77p6F//y5P+IPfv3fYBPPxpUgM5cuXeLpp5/m3nvvZf/+/Ts+x4kcZeNpPLOQMpiNEor75BglehgUVul+eM39z6UQUgXWYhAxWLFclCXe6O7K7GEUI/U5UJLayNFmGMFloVRMSWcqzWazQKNTYGHOsjg3+m5mpJgKhk5GNtiklGRrwNfjHaxHUa06UXwelIplRk+ZFSFNIklSVuah0QrZrBsKIzH4Wd61ctR/KYw6po9+SkkQlu2GoVpK9GuacPxms5n6KRRu7Itfmd974ghffuFYdDLD5htP0944O/W63wrilNRdd93Fbbfdxu7du9Fac+zYMQ4dOsSRI0dydZz+WuPt1My83fgTR2YuV2Sm2Wxy6NAhlpaWeOCBByYqxD3Py9RfSNjl3MXNXOeeNDh6Ortay0YeIM22Ys+Sn7kinobFOaHbHQw3ruI6/VitDiwtpqdRsoJrAQVsJBZ1ZZ461b8jGV/SajTWFF9P7HCiEr+JojQoPBFCET79a7/NE//1Pw22GbFYfyuIXamPHTvGI488wuKiC4fvhMy0eyHra2szb5+W5mgF4+9A8u7us+fZrbeIy9sRiQzvXAdsP0oruVRBpJwRIbCx0ZxrHvoSN890jWkTcK1sMSkkaJZIRxJ6yri93Sqw1SpSqwjL8yaKNKV/J5XSpLEjK/UkUwmN3kHbkUYHdq0M9BvCeFlzGnxlXKRSQ73uJlxrYWFh+B0dj3aOo9kMCHARn1RiG/XhilGtDO5BLAROw8WNOjfsSY/OxOmmGL/4X7/K0TNRREYs228+T+tSvsXhTmGMoVQq9TtOP/bYYxw4cIB2u80LL7zA4cOHef3111lfX79qWh9cCTJjjLmi5qKXC1ctmXk700xnz57l2Wef5b777uOGG26Yei1a68zznj17hmY334M+aRU3qRlc0vZlve5x/ao3dcAahQjYlFVHQdnMSIuR9Afdy+rErRQtSv3QvcLpjMc2YzBUDrQyg38nr3m0c+8gSiMgCmMsn/z5n+eVw38QXcLliczE0btms8kjjzxCqZRIoe3gHC8eP4uS2fQVJiWKUdCaiyklwDEpKdgOd3ICD3HkRYQw6nQdFVsP3WWRyLZebP+zGBQnC9cTzCK5k3TCVSqk35e834hMiQrFaHZ9NppFigXF7sUQT6ecaVIbiAlXpnHVVmmERoB6Y2cdobuBj/Lj6Ig3kw7OFdMrluagm9DKpDWlnubL0+4pVuazS6NdZdTgM9dH25xMuJ/tbiszFZ5MN4XG8K9+/Yts1OPculA/9RKNs/lT93kxWs0Ud5xOpqSWlpa4dOkShw8f5plnnuHEiRM0Go23LSV1uclMssLyasdVS2Z2grdaoRJ3MD537hyPPvooCwsLM+03KSJ05PW8/jKTBZATqzVGohsbDY9dS/ke7GJZs7WVUgkDmaGWektYms8XnWlQGcr/a5Wl80mWU4/+Xkc/t2NkJ4avBiF+Ewb8+Md/jLMnjl4WMtPpdHjiiSdYWlrivvvuG8tV7+QcLx2fXS+T9nlXaoUxK5Gk1uF+jlJUAYE4YzyDR0E5sWmyOseKgA0jl2a3yo6rpi7KEid6472X0mCypsyM5yKvKV1GwU0mmkGB9XoRz1PsWjQU/ISYuZtFsKabUHoZhKZaVXR3mJHoBrB7uejeihzPUcm3bGwOm+/VW5a52vBYELv5psFEUbqp82LiAN2esDQ/ILh6RCicxIW1ba7fnf4MDdJN7uBbzTaf/LUvEiQijs3zR9k+eeSKkoZp+hPf99m1axd33nknjz32GHfddRe+73P8+PG3LSV1JTQz1wqhuarJTN4b+FZueKvV4tChQ9RqNQ4ePJirAmUSmXn1+LFc1xFHGdJQLFhaEywoRgdcQdENfMqV2QlNpZAd2fInRGeUl75K91OiMyGKwPnNDvZHDeXgBz9Pii6z0xCDn4/fO18ZYhP2sNflR37o/02r2XhLxHdjY4Mnn3ySO++8M9Pqeydk5tjJHHqZlJ+VC9l6mX32PMtsYax7wrSQSCk5J1+NjSIxw8ePCWFXfN4s3TBRRJtE1veVNsELs2k5Yvi+5G5jEBP+wHis1YuIaFYXDfOVkFYnK/I4m45nQGgGWztjwJ1ju6kpljzGO9lnY6kmBGb8ikul0e9CpaaPYyID0GiEE8dVl/5NpKRHvr8sITBAL8hmoi7dNBgfjp9f4xd+94+HtmmvnWTrzeeGGl5eTuQlBpVKhf3793P//ff3U1KdTmcsJXUl7UNE5JqrwLpc+B/zU4/gwoULPP3009x9993cdNNNuUlRFpkRazmZswdQOOErqU3I6RvSxYFBqKiWCihv+lctKLa3su3UneNr+r3ZbFjma1lph8E+IQolbrhvjwiBtTf+CeKw+eDfw1qefnQmIf5NRWQYZ1GErS1+4h//Q8IdrphOnTrV78W1srKSud1OyMyps7MLHMcjVdBNfUQUvu1yq7yJQqGV6VeNQWRBKDYKwsQ6iMGxXWTHYtAck31IYXbvJ53agM7S6o4T7FlJQ4xSeiHdFAxfjxGP9XoRv6BYyaz8nf07dIRGRVV20G29tVW5EajVyjOTx2pZsb7eTX1Pt5t2LJ07+rYYUUPVZKERFhYnp5qShGVrO6RYSOjXJpDT85e22LdrOfP3KrJaiHHopeN89o9fGNqmu3me7TefwZrL35PvrUQ54pTUzTffPJaSevLJJ6+KlNQs6PV6X5MO5ZcD/0OTGWstL7/8MidPnuTRRx9laWlpR8fJIjO91ibnNia7eY5iUiO7SSWrZsIKqNFW7F4uTB0QF+YUwZSx11PZ5ajFUlZ0xsVFDAolg6tIlmhD3A18ij4pM3QtE8tNnShY96usbOMiP/aj/xsmR/VbnIZcW1vj0UcfndgnDPKTmRNrTUx73FAsC6NaFK0Vawm9THzPLXCvHKUc9SF36hgXehFxAlH3vcTdj4c9gtwKWdG0Jd6UPQQ5oiFpk1mlGKR+z3n1XZ6XbxIQJNUtGcDTsNEqsbqssm0FZr0uLJ5WeEVFvfXWJioRxWbTsrgwW6S46Dl/GI/xKGoYOqfwJJILgFB0OvnI8RGswEItGXGVRM/xcYRh9oCjcBVcSfz6Hz7LM69HqVil8DyPYPsS28cOYyccaye4nCmb0ZTU3Xff/banpGbBtVLJBFc5mdlp2miWCSTWOxSLRR5++OG3xD6zyMxrb7xJmDMCOknkNzH3PuUjb9Y1e1YnDIgC4QzJ/UnRmY26UE1JaSnlKmNE7NDnC5Q/JiJVKTPJqLh3SEcTbQHpQuAkxJqoEZ4L1LTXT/CDP/i3Z3peer0eTz75JJVKhQcffHAmkV1eMvP8G26QDsVzzRwnELvRKIYAuxZqtK1H0O+S4+7HTfY0u9l05IU4Haki11UbNe60/Yks+R0JLpJiRfGa3IDvK1qd2T5TVlsLPyP1ktfoUWbs3RRjUtl3TNDWG0XmFzwK/RYJ+UzqYnhY5spvfcUd4loXaM8bIyejWKgpNrbcOxz3zBpF2kJEERkJZhC9er2X4lUzwOgCozNa8DDhNpy7tMXelaXM33sIQeJ7FoSf+60vcfrSNlrpfqfSsLXN1tFDmF6+xeMkXMl2BuVyOTMl9cQTT3xNUlKzoNFovENm3i7MUp4dh/ruuOMObr311rcsbsoqzX7tjTdzHcetmdOv3fMszQlmebMIJ7ebOnOFVyprtqd11I2QVdkkApXK+PHjCT2rvUHyyrOEwMmoy3iZtkOcdsnU9SCoKM6ucaTm/Bsv8b/8yN9L3T7G9vY2TzzxBDfffDO33HLLzM9LXjLz6hun8DG4onpH/Kw4UhCKRxD9CcXDiKaH+3e88l0su+7ZRQxxHVvJtrmbN/veOxB/Hy6dNCBN7hixe3IME0XL1pnnIotUyoNtpyFLL5F1S/KSht6MpCpGZoRALM1uwjOl5eMVfGoVO5O3SxaUCTMtDWaGuLej1VGsrkzOq9lw+P31UqIs2w1DeUQ7Y5GI0GYcV4TdczbT7Vgx7DnTaBnmq8Pv66TRyU6p3htNN1XLZf795w/Tag8TF9NpsfX6IcJOY+LxZsXXqp3BaErqoYce2lFK6kqkq2bpmH214E8cmZlUni0i/TbljzzyyES9Qx5klWYfPXE813GMeJnlknNlm1mynaWXGYWIwliPUml8tVGaIPxNQ7Z2RigVR8Lb4hEX/46irUroSMviUiIKSW1YmOwSPHwslfhp7LWTWaVhTP8+KlwK7NiRJ/nH/9/0lvPnzp3jhRde4ODBgzM3PO1fV04y8+bp8UomjVud+hgK0R8fg6eEIoaCMv1Gm72Rbss1afJ1HAEsvrIYEZQNBwZ5DFKXMZFIEsG4sadW8JK9AQAvTw4mQy/RC8cJr4uYzX6vlLZ0cop/VUakq1oWwpHHvxv6tE2J5UwdzWSIdq6/xQmi+WkwkVldjF6g0V76sVYW1FhptCMRw++cCEPatrgHnB25NwphXvfYX2hwe3GTvXaNm4tbFFX6ODE6/hRHhOiThMDnLm6xeym7ctSlm9z+e1eXMQLHz67zr3/7K5iRRaQNumy9foiguZl5vFnxdnXN3mlK6kq5/74TmbkM2EnEJCsy0+12OXz4MEqpMT+Qt4q0c0rQ4cT5dULxZq6qnKQZ8L1ssjE6EE1CL1BUK8WhdI5SsLWZLfxNvR6VrlGxFhbmB/fWuRlHbQxTVn8hLtWklWsq6SlBa9dKL5mUSnrOOIwmnhQqdkpRGlE+SukoEjP4o1DoocorRUEZXjj0RX7qp/7PwdFFePXVVzlz5gyPPfbYjl7oPGSm2Q3ZXL8487FHUwJKwcX6oDpkXhoclBepSNcRSbGo2Lwt+u5FBt3I47REMsIXivv5KbubFk4fNEtK30WTNFYUIZowQVQ9X+iE/hjZnKT5SkOO/rN9ZEUfSsUMFZZoNlslVpaZNRjVR60qcQaEwgwuwWkYXby4rtrjOi2toNVM/2LSCGLsexULv2Ew1i7oLgeKde6prHNDsc6C7lBQhl4PKgW4ubhJTY+fS49ULW43wiHt0TSiqvS00nfL/j27abR7tKI+Vy+fuMCvfPGZsW3FhGwfO0yv/tbaH7xdZGYUs6akgiC47Nf7TprpbURaS4P19XUOHz7MLbfcwu23337Za+bTyMz62kW2mgFFZfodbacO2BMmvnBCJDbHghaAZht2rZSJCcH8nJ54/MzzZtzGzYb07dOTNvAe6YRtTAisgCjCEpOYgTw1OpaKDPFGr8mpQCLB7+A6k3/C0DgL/34KQKGVcPgLv8m//fl/TRAEPPXUUyileOihh3bsfpmHzDz/5nlKdjZCGUefktg9X6Hdc8/gvDR40B6hID0EQUmAtTb6vgaxP6UkIjRpaT0QpTD4vCquH1mhIDQ7CiOaQDSBdf/vWU1oNaF1E7ACEKGoXLrLiyrNFEKtnPCywVXrmIj8BKJd2kz0VPv/UXv+qfdMJLML/aSopkJYb5RYXNTkeQySncwVru1BHrjHZnyCr7egVB6OXC7ULO30MrZU48p2R1ic9yNNk8O87vDI3HluKm2z6HUxNvIXSexXrjgB/Y3FbVa8cW1K8lEPwmHPmWlC4LMXNllZzE5n3HJgL+c3G3RGQmhfeOYof/D80fFrsZb68afpvoX2B1cLmUliUkrq2WefpdFoXNYqqWulYzZcxV2zd4oksRARjh07xtraGl/3dV9HeSfLuZznjPHyGwPLbYWiGA1uQURoxsV2kql7UdgJzSWnG3qlYasOu3ZVuHSpQ7eV03ksgq+EQDSjHhihgV2LJc5e6qXoIMZjLG3KLNAc+pnWqj+WO5VGPChHzfQkWxsTN0m0Gek3rQSUjjp+a+epIhZr4fd/85fY3Njge//yX+O6666b/WakIA+ZOXL0+MzHTSOEC5UiFxsBC7LFA+YlZ2sv4BGCSiQvVSIqExHCAaUbpJ8MigKWZ80NtKwTx8+XDEHgnkftdoh3HIPJEM4mW4apweXgRamwJEScR47ThEXnjc81o/NvDIuXqfno9tKPZRg821vNApWSoVgIJ3o9uXMpGo3hBZWHRD2wDLOEeQw6VT9nLczPl+l23Pvie4O2BVlQ468c+D6aABBuL29xV2WT090qobhu8mnfXRjEPdBgb6FJSRvOBbX+e+i+m3gLCEYrBQe/SkUW4bv9xv0cP7sGyj15xZEozn/8709z3fICdx4YTgOLFeonnseaHpVdN2WfOANfK83MW0Gcktq1axfNZpOjR4/2U1Jxt+uVlRWWl5d3lI14RzNzmfBW0ky9Xo+nnnqKMAx55JFHrhiRgfTrfP3Nk6nbFpSNBLTDkRojXuaXUavYsZx+f78d5uMB6nVYXvTGBt48yPqKtlrpJa5+ihgwxBuravLU+Piro9EwFu/GJd9xOmqglIkt8rKJhA0tRtx3p7QCrdFaYUXx7B99lme+8geZ+86KPGTmWMbzMisssGQ3eNC85DQ11iDWCaqtqPHvKfq34EidjdNCouhaD2Nh05Y5LbvwlcFXxlWPzIqM5yJLm59GyFX0HReUxVOOyFhx+olmx8vVvDFrU62Gxb9JjKZv2z2Pni2wtDD5xOUKdDvjn6egLFbNVh1jJzw39YYwN+d0R3MVkzk2xBh95wyK7aZhuQLvWb7IA/MNNlmg7S+gS3N4lQV0dQldqpE0pul2DaXi4PqXvA43Frf7pGu0H1OjKRQT8ig9ofksuMqm5fnq0M/uvOl6jp9b7w80Gksw8r0YK/zMb32Zte104W/z9Cu0zuVvf3Alq5muBIwxFIvF1JTUiy++uKMqqVar9Q6Zebvg+z5bW1s88cQT3HDDDdx1111vC7t+49RkW3oPN0iD0xVMIiUlPzvykkcvMwpBoT0vtS/SrPBTRIYArZ5idTmr3H18gBg10AOQlIF/OCqhndeEcgZwCgVeFOOKQuhZOiStJCIaUaVVRGqUpxGl+ZVP/zR/+Juffkuh2lnJTK/X43iOzuppVSqd9dM8YF/GkwBPQiyCF61gk8qjmLgoBGs1VoTQKqxYEHGNP3FtQF+yA2djAdo5ZFVZWZVWCnFwRm0zHldB0bOYwJEbIxojWa0wEsj4dbkYTMjupkQnrNPRrC5nn6o84X0tKesiNBNgo+9gErxikXJJsbk1a344si8A/OoS9y0L71ndYKXm0ywssVVYpVCuQrGCLpRdFZXnoYrDGp1igswYUfiE7PYSYePEeCTAwoiRZlr38f72AgU/kvMruOPm6zl2NqXpqowviBrtHp/8zJfppjWhAlrnj9E4la/9wbVi4x9jtC/TpJTUU089xdNPPz01JXUtpZn+RJEZEWFra4vTp0/z0EMPsWfPnrflOmzQ5czFjZm21QhFnH18VpdZO2EJqt5iXrTTMeze/dYe1lGuaMSlvlrd9EkqzfxvVDfjPGPM2CQ1Gm0ZcgRWoKxL4SkliIqVGukDkhg3kQ8fD0Q5zcYv/OK/43d+6V9icxjrDR1rBjJTr9f5zc9/CT9oTtyuf82MT3T7vQ3u6BzBlx7xBGzReIrhqEwUpQkFQgthpGWJ0zgBHn60yr7AEhvM989RKTFz6wBBUr/jctHSC1NE4zmji+XIvyWuRvOVi8NN0qVlGU4WJ1gvZV6VUqw1Siwt6dTeRb0M/UqMSU1bYfKEH6PdFuZqeubigjiKubw4z7fOv8kd/nks0BPFhbBG/9MqjQ3ag396HsofLEq6XYMRRc84AqwQ5r0uReXekdH73GybIU44TQh87tIWS/M1bjmwnzfOpHePT1Y3JXHq0hb/9nefyCS2nbVTNE4+n6v9wbVEZvL0knr00Ue55557hqqkXnzxRc6ePUu3O5AdzJpm+t3f/V3uuusubr/9dj7+8Y+P/V5E+Lt/9+9y++238+CDD/LUU0/NvO+suKrJTJ4HKQgCnnnmGcIw5KabbqJarU7f6Qrh2MnTdIN8OhY3KNuhfkUxmhk5ejeE77wvSamsaLYs23VLMaVce1b4DEdnJBKZdrrC8tJ4dCatx1KIRy9KNbmAiRvux0tGGft32h1wGgtxE51yRn8uYjPsfzFq3Q8DsaI1lv/0a5/hx//3HyBoz0Y2ho4zhcycP3+e559/HluqzVRaD+P3bZc5z529l/EIsKKdNoN+wZLTxUSpGSMuTRN70EiUslMIAZoCIRaNVZqX7IGh85RLs7+LWeZ0lVLWs5pvwkgT4mocSfCV01Q540F3XEeus5B+7lhEPgmbzQLlikclEVT0PahPSdtqxhcAfWQIf0dRLira3dnvnKcs968Y/kz1DWqq65x1RbhkaoMxRwTptcZyx6pQAuWSSY2uUCzryNNpsN1qFJ1RDFemtTuWxfnZHYG1gnIRTpxfn/h5tNgxd2CAp18/zW98+cXM/Uz9Es3jhxGzs07mVzPydswerZK68cYb6Xa7PP3003zDN3wDH/3oRzlx4sTUPoXGGD760Y/yO7/zOxw5coT/+B//I0eOHBna5nd+53d47bXXeO211/jZn/1ZPvKRj8y876y4qsnMrIhNzfbt28cNN9zwlhoIvhXEE9fLOc3yIj9WFFBUBqMGdReVksl0/nW+NDtHpRQfBxaX3hr5iwfnUPTQJNAz6Y9YGk/tp5r6pm5O8zGKFHVF6jlGV/xauUaAShFFbTTWjkdn3BElImWWV18+wkc/8tc4euyN1PNkIYvMiAhHjx7tt9F48+z5XMcFN+fdGJ7gATmKjkTRfVF5FIHpWvf5XLh8UBnm9ndRGYPCoCkwEKaesHvojETKyFE6nVWGnDWB5zWlU1PEvx7i/HeURIaD2c5D7W62+HcWNLs+AQUW593xKxWmunGDWwCk5XfDlEq1NFRLhm7HMp/RrT6JXV6Ld6+uc1u53q/y85TQlCLbdvDO2aATeT6NeNMoReBXsdY9MwU9PmHWdI+yignC8PWPtoXLcrYuFDXVWonz6y0qpemfSySd9n320Es8+dq4Bk1pjdiAsLlJ4+hXsb2MqoprFHnJTBJKKebn57n55pv5hm/4Bn7v936Pb/3Wb+XYsWP8yI/8CO9///v5p//0n/Lss8+OjWmHDh3i9ttv59Zbb6VYLPI93/M9fOYznxna5jOf+Qx/9a/+VZRSfMM3fAObm5ucPXt2pn1nxTVNZkSEEydO8OKLL/Kud72L6667LrU0+2sBrXWfRL2WqGSaBXEkI0YBA8p5c1SKE/xldnKhCQS9wbE3tw0Lizv33vFxXW5HJ6ZmW1heHB+YvLgqKYE2pYQ7rcNoV14Ypy5ugE4p046aJqa1Q3CNFgVfgcT9mkZSUvFRlRi6jQ3+j3/wd/g3vzL7i5ZGZowxPPvss/R6PR5++GEKhQJvTtFXDX1WJSCWe4KXuY2Tg2aTIoSi6EUrbhWZ68WfN67riommje5BkshYFF0KvCb7xs7bar/1Ms8gzNAv5SQzvd7s2/uRd1Gchko+CQXf0OllNSad/Ryh0Wx1Sqwu4bRHMyIuBEhiFlGz58HmlksFmAkFqR4h76pc4BuXN5kvaQoE0WLDfe9rdi7ywFGYYLw5pUBUci94nkZH6aZ2JySNsa1E0ZlRh+6tuhmqYvNS0mzlkkexUKDVtohArTJ9maaQ1HSTCPzC7x7mxIXhVL/Wuj/Smm6LxtFDhK2tqee5VvBWyMwoFhYW+O7v/m5uvvlmfumXfolf+IVfYPfu3fzET/wEDz74IK+99lp/29OnT3PDDTf0/33gwAFOnz49dLysbWbZd1Zc1WRmUpopDEOee+45tre3h0zNZmlncCUQn3djY4PXjx/PtW9ant9DItfWCS/1W9DLaA+2trojPysgeU1rElAqfZWdXsGhxgbypcUSPTu+rYzcn/FKU5UaDXBpqlj4OCG0bQURN/HpqEGfc79Vg5C4NWjT449+9Wf4S3//H9FsTy9nHyUzcT+wXbt2cc8996C1ptEJ2Fy7MPVY4CheKWzyUPgc+9QaSrkUStfEKpoo+iJqOJISl2NHRe7x3w2aIiEDeii8Zq8f+14qZUVoZo8BpupTlNDsZIl/Z3/mtBZmuPXDp8ZVxxW1Iw/xBFjNTHvlTXy5PdYaRYoTehiloaAHjVud58/0sWuxZonXa70eLKREZzSWb5w7x621HqpUQYlg7OD9vGhqWDRioWjb+HoQkVFYAquivnJ2sNQqlEEpQiNUU9qWVHVARfXG0sPGCotz2ULgWq0A2hvq6XT+Up1qeXp0RoslTPm2emHIJ3/jy2xHqnWltXO/TsCGPZpvPEGwPdv7d7XjSvjixJqZ66+/nr/21/4a/+E//AeeffZZbrvttv42adHnMWKcsc0s+86Kq5rMZKFer3Po0CF27drF/fffP8RGJ7UzuJLQWnPixAmeff55mnnKPoCsuLRCEfYsJsXua6f+MjHmanpMj9JsW3bv2pnbowE8TKqYs94UailZrFiUCLA077G22RkTAkN6dGb0HXBr7rT7KInfp2Ogu3HVC7ETsaddVMdpCjRiArQYSif+kMf/xt/ji8+8lnHE6LiJl3Vzc5Mnn3ySu+66iwMHBnqU546ewpPpkUQRoRJs8HXyAos0MaIIrMKK4CvTJ3helB5LEgqnFxpEQFy8Ko7VqOhnik3mOMPq2Lnz6WXSzemqJYtJSQ/ltfqvlIe1GrMg+Z74Sihq60hqRmuAnWrRSqWQS1uapcXZ91E4h2Bh0FRyGlrNYb2H6PHozMHqBVbKAqWqq1KzrpmoQtgyZVpSQqxFwo4zOlSOWBlRzjCPFH2aUuiousnLmDST2pkkeiMawpjALiwUCUIIgpH320K1PKPg3KaPoBv1Fj/9G39MaI3zrUrd19I88QzdS8PSgCvR5+hK43JGZmLEXjVJaK2HSNOBAwc4eXKQ1jt16hT79+8f2idrm1n2nRXXHJk5ffo0zz//PA888ADXX3/92O/fjjRTGIbU63UajQaVpV25AyZZYfaib2m1oaAMEnVCjpF079wRJJ3wtTrgFfI/FgNilJUPHycpbgLWzNc86vUeYqHNuGBYqRQh8MhpYkHr+DkGJCazqgnAWgLx+lGZOOWklCMGWrvyb5EQAW4LXuP/+PiP8/2f/LXMgS8mM6dPn+all17i4YcfZnl5eWibl48dT9136PpMyK7eKQ7yGkXpJaIw0ZTT/1hR6XXyc6pkZEr6njyu31NygpF+/6Xx80+9xD5sal8tKBfT71FeMhOX7s4KQ3pFXUEJyrp0y6g+Ju44nhelojvOdqfK8lKOSBaC1nqmCXRpXmi1h4lBpwOLiwMV8l2ldQ5UAnSp5r5vK07cGz3PW1QdkTHdoRfJWJXQiqVDeT7KL9Bsh6kEoaxDaqo3lmqqNw3lxKutEBYWy7TaNtN76MJanXJxuq+rQvpmpKM4euYSn/5vTw9aeaRBoH32FdpnX+5/B1ej++80XCkyM62a6dFHH+33POz1evzyL/8yH/zgB4e2+eAHP8gv/uIvIiJ85StfYXFxkX379s2076y4ZhyAjTG89NJLGGN47LHHMi3mv9ZppkajwXPPPUelUuGWW27hN7/41Vz7W7LJTK1s6EZBHl8ZBEVodZRz3kko3EGA+nZ6rD4IYXW5yoULs3eetUDc3ddXrspg9DNtN2Gu6tFoDX83tYqm2+4RRk0SDR49KVBUw6tPPWJjGkdTpiWgIPLtUIOoRDxUazXcVtGKxVPp4mSLpuBFXaxtiOf73MJZXvmjX+PxZ/6In/jhj/Dg7XeM7Vev1wH3wqc9s8dOZJvliTGsBOfYwzoruk6B4WuzovAiQ5eYoFhx5Ld/RxI7xGTYop0ANdYPoDgrK2yTHpVrTHG8HbrmzFkw/ce5o4t5nX9F42U0R2y1VeT1BEGk99JYjOgRojcbkuZ1W+0KK8td1jdmHYvEPeNT+IzN8FFBeYgIB4oN7ppr4JWjcmuxiDFYpfCV0BWPwCgkHCYyoXXbKqUo4PRXsUv02KkKZWynwVy1QCOlJ9Sq16IZFqJ7P9i/VIROtPnqcoVL2yGFCSkFa6BWGewzCVpc4USaP8+XjxxnwQt4z7tuZX5+nnK5kprK6F46gQ06VA888A6ZidBqtaZWBvu+zyc+8Qm+7du+DWMM3/d938d9993Hz/zMzwDw4Q9/mMcff5zPfvaz3H777VSrVX7hF35h4r47wVVNZuIHrtls8txzz3HgwAEOHDgwMaf2tSQzZ8+e5Y033uCBBx7g1KlTWGs5ejKfeMmgMw2yRrUHCqGgxUUQ3kIYtFpVbG1k/36zYanWfFrN2SJcTlSYvOcaUnL/pUphiMwUiwptA5rB8Pq8RYkiI2QGidQsiS1FkWxMpce3IFl87UWRiTTTOYjz7x6FlBnFTXKRQR8GEU3R09zEJWxrjX/1v/9dWsUFCrv3875vfS/f9Z738cILLwBw8ODB1GdWRDh7dvx5WbBb7A4vsByep6AVnqfGUjfCsGeHa7DpRNg6Ifx1cuq4V5XuS5y9iNYR/f4VGS7FjlGrQbuVI8qQwbJ7GS0D8hLybi8njc/YtFwytDuDX7roJwTiT0hIToLQaA6/r1vtEkuLXTa3po9H1ip8ZQlGqgGTqFXIPFarbblp2fKA2ugTGQsExuJrF4kC2AyKYDpY5fXPY8QRmT65UfEnSm8HEqebxKYTq6IOmdM96nbYCLPVdkfctVplbbMXWTRMTq1d2mhRKVbGejKNQ2GsoPXwCGBQlJTwhRdPc8v+3VzX6dDpdCiXy8zPzzM3Nz9UehxsXaAZHMa77t5rksxc7mu21s7Um+7xxx/n8ccfH/rZhz/84f7flVJ88pOfnHnfneCqJjMA586d49ixY9x///0sLGS3iY/h+/4VTzNZa3nllVfodDr9KJHWGmMMJ8+cyXWsSZwkq0OxpyxGef1oSF4UC5MHaxGoVks0m2nSumFYXLXP8PWZyNtj+DwbdaFS9mh3DL4PRS3Um/GkOti2TYklmkM/c4tMPbRSHHRBHqS44gE49r5VUYIO0RHxmfzZrWvznToJikT8CVA2IKSA7+lIj6NYDLbg7BZf+qWX+G///t/Qri6zsv96brnjZm7Yd+PY8Y6dW8N0ncagbNvslYusmDVKponYEM8voLXKIGGDVbNFUVASOccOtnHCa5dYilfJTts0uGcWxVHZT490saX7bmdf7aWt5PUE8W8WsUw99k7Ev2JTv8tywdLujMf1iiokQGHEw5tBjBujVhW2RwpjRKDRK7Gw0GF7e9q76iwDfO0MDdOmpKKXPa6V6fGu0kV8r+a0dqIx1lJM3F9jhe3A1fLFtyQU7UIgI2TbRXGy337l+bR7AZ6nMWb8s616LRq2GC3W3DUEIVy3t8qFNTewKVzxQ5ahIYAJhdqyojND0ZHGLfSKiePFEV0rwn/4gxf5ke/5Vm64YY5Op0290eDkyRNYa6nVaszPz1Or1QhbW7SPfhVtc4ifrgJc7vYL15oD8lVNZkSE7e1tHn300anGPTHy9MPZCTqdDs8++yx79uzh7rvv7n/Znudx5tImYTevuVr6w6K1zQzvW1GUVEgPD51H0ICbyjvN6YZRW01hZaXMxvpkMbMRPVaBMdCvjHwPArW5At2uoVaCzW03OHuRsVsMi6YrBUpqmM1pxVBGX0WrzxFXjH4MInn+eLWtceWvWfb5WixBRnRGIYRWU4gb3ZkAo4p4WkV5e/DFyVQqqkulfQ6OnuMnfuj/Rc+vUN29l2/903+aP/ueP0thboUXj7zIfnOGXXaNmrQQMWACBI3v+yg9ICfJq0mml+LPlLjFUSsHt0o14novDdJsg1JsQdGgwhuyN/1mAErN9t5BNjmpVSz1dnpriqxO1mmolIRWa/aVpyBZGt/MCiqDdg0vlaEnHlpildFkeBn9G6yFTlhmfq5NvZG+TchgQndNUL0xoVKpABsb6e+txvL1tTMU/CIW5zGESPQ9O4gxbIcFYmKqEXqinZYkY8IqKlfVlFltVihT1l2azXGGWcAwp7ps2SooR9Tmaz69EdOsWcry1zZaFIplgnD64k2LJVSqb+SZJDatTo9PfuZL/Mj3vpdKpUqlUmXP7j0YY2g2m2xvb3PmzFkKhQLlcgnTe5Pg9lsozO+aet6rAVcizXQtEZqrmswopbjrrrtykZMreePX1tZ4+eWXueeee1hZWRn6ned5vPbGaeZKHoVil826xs6Q388KKc+XLZvb6fvESZmiMnTx8HIQmkJRUa/Ptr0xmn53v9TrIDM65CvByPgKc7MuLC9qLq0ND2qW4fB6mxIlhrdRSrA2pWlidDXxMZw2ZPia467bg9B29jNljbgxP+U8yXSTUkDYwxaK6KgzdYjCtzLkh6aAUtjGnD3O537lDX7vP/8ShWqZm6qG/UHblVhHlVKiNb5WKK2HJvr4UkbTS+5aXIsCZwMY/U65ajWtBoXWg4qmgVbmiL0h/YO6Q2S6T6fetwxyUigIpB4np/i3kFMvg84kS90Mz5tkpKCoXHVeIF7CsycdWVIWcFoapctUqx1arfHriR+3GEVt6Znh96FU6JFu9SM8Vj3LQrmAQuEpomfBEL8DYgyIZcsMRPhG1NSJKjaXTEsZu98rurYAxGTGkWcr7n2b1x3qUkZ5sDhXZmu763prlQr0ouolhR2K3qQhDIWVJc361OiWg7UgkTnmKM5t1Pk3v/0V/s53fvPQQnRhYaEf+e/1uqytrdHptHn+v/0nqtffzcrND7CysjJTyuXtwuUmM9daRddVnxS8Glhh7Nh69OhRHnnkkTEiA+6FOHXuAvWusF4vUigoVpcMOqvjHpPFv743G+EoRY7Bs6Jamf0Bbfdgz67sbuNB1LAwDa4qYvzxWqip1FqJ0dWfq2pKqU4aeR5i2iJ9gpL9vMTOo5rxRnXD124JJh4nYeunwIZB/8VXCCFuQB3axyWn8BUUsNBq0d28RNDaptdu0AtCetZVm1gUIhBGXaxDUVFLAoURt/I21p1DR9cbf7LB+fTIT+Ly+cF9Pj/Sf2kUc1U1QdE7O7KyoZfb+XcUWU1YFZZWO8OZeuSatBJK2mCVl1l5pZUd08uMIggU4pUpjRorI+iUScP5vkTfqoZWM308uL98kV0V56PiaRkQ+eimOyJj6FifnriJOIg0MrMM/s6bZ4JIVxRewSe0kReROEKtgLIKqXhCtVJiKyo4sALz1eHjZTkCJ7G+1cKfsRupRuhZry/uHsULx8/xq3/4XOb+xWKJhYUFlhYXuP3221iSbbaPHebZp5/iySef5I033mB7e/uqm+wvt2am1+tRLmeP/1cbrnoy83YjCAKeeuopwjDkkUceoTQ6GkXwPI9zFy/1/90NPNa2i/i+IzW+l7Yiy779k2Q/o4LhPIRGgnxpqe2molgaX40IkR5hAkZD/FpDu9Wj2TFjqyY3BA/uR5xqGkXST0aQaIU5TGGyol2q77AyeQBVgDE2U8+kkCHPFIUQhoN0hMIRh1Cc46ivnAAzbohIdPWFyB8Ga0ArNIYgsFhjnXYnSnEkozGD4vGIwKk4IpUsQdcuIjMymAu6f4dbFHg5oxQ7RmHUh34KsshJJ8hob5CTzPSCnJNHxldcrdhMp92sz1BQxnXpTtEPVapMrUIC6PYUfqlMMVGiHIqXqTPSUXhvac7SS4n83FzY5Ja5Hr5HZLDp9C9anJg5jsiA6kdlAlHRe6uid24yQVCkRzhEhCAICYIQq7zU7XxfsVQK2R7pVdXuDI9BGjO1diwMhIW52Z9HHbWyyMLvPfkqh17NriS01lkxKK2pzdXYO+9z93LIfXfdRrVa5dSpUxw6dIgXXniBM2fODDVnfDtxOclMo9Hom9FeC7h6Y2ZvEZcj17e1tcULL7zA7bffzt692boCcGTm0sZ4l9de6LG27eFrw+qSYauhCMNprrSWRkbbEJNR7VCaIeUkWrG5na/BmrGwvFDi/MVhMXAosWIlGxob9Zpx2y3Pw8VL7vqWFnw2tiYLtdNSTbEQOGo0kGGG55x700LXLvUCgxqnjNU2QohO1c7Ev09qRJSE9MICvu+IhE+s3klHUZl+VEkXSv3qIl8ZiKIuBgVaIcpHtFAcGafihapO0BhBo3Wc8hnAoKJybPf34/a6TNFvjCwBehpshj7F05Z29+0S/5L69ZZ8SyOFlFgY9LdKgVZCMUVLk+dztLuaWrWMtR3CMDpnxra+tvSMR7s1/sH3eA0eWGygVdSeQDQ2Zt9iB39wz0LdFoeIzAAp2raxz60w4hYvBo01TtsV7x2m9F8rFpx9o9dr4qni0JvWbBkW5gvUEym3OCU6CZvbHTxdIEVvPIRYKxNajfYSDsYJrMxX+Xf/7VkKvs9Dt46370CN+xPZbgM5+SSr1z/A3nvvRURoNpusr6/z0ksvEQQBS0tLrKyssLS0dNn1K19rXGtk5k9kZOZylGefOnWKI0eOcPDgwalEBqATGHoTOiuH1kVqBI/VJUuxkC0snKtYsioR0xx2YxSVSV059o9bI9OgahI2GsLC/ID3CjK5DCuBeKItFxVr64NBWaU0q/OiHkkx2pSGulwnoRJ3QiFjl5N1b+PjayZHxhRgJ0RnRBzRM1H6yFPgSwB2YBun4u1SVohlFSJa4xWKUVh+fHJXCMpaxATYMKQbhPSM9Ltfx1EZ14k4Lru2/YhNEsnqsrpUeZM9mZ8dXP+fVmf2SdpmND2dq6bPPJOe4zSUy7OlI2I48W/6ubO+00nPQxLFkShNL6fhd7Otqc2XQE/32dm9EA5N+gBzusMjy9v4WvcjEBYbldsZF+lLmMRtm5IT+44RmTjSOT06A9AThQ16fSKT/H0h0RiyXPYw1hIEQhFDkXDMmLAwsoye5Zvt9ewM0Rnpi7E9ZQlS2qMArC7NY0T4uf/6FC+fujh+FEmXOIg1tE8+Q/e8c/+em5vjxhtv5ODBgzz88MOsrKywvr7OU089xTPPPMOJEydoNptXXUpqFsximHc14aqPzOwkuhK3NNiJWMsYw5EjRxARHnvssZnZ9RtnZut8bKxmbduJDHcvhrQ60BlZuZYKlnruK3cDQkFHK5KUQTJPqekotC4gURcU11BytmNp5Qy4ygVDqzl4oTfrIZWypt0ZTYUMvC0sip4qUKZLTF+sjSZx8RIRCTW08gP6IfRRUhNP9io62yQohABNEUFEIZHI16UAnG2/jK4oTY9AlYhNlBWu+aAVTSGhnyr54HuOgOiMUP7gOiIiIgImdIRUgbGeExpHpeQKQOmEfii+p649QyxQfkmuZ9r0MVdV1Bs5yEPGB/AzX59873XJz9AQZ2CS+LcTpJ87jxtxHKURBY22SV39T0K95TG/WGFzoz15XWBDPBWLMRUFQv7U8hZFHYuV47SjiyVaY1GRHsZEz/+lsIyS9DDV1KuWiCzZEIKBqHgUruFlQLVaoNMJhzRjNd2lY4pDJ9uuh2jt9bebRQgMsFXvonVhTJMWw0bv6+DzORNPf8i8z+fUult4htby0589zP/ng9/ALdctxx8aTIBOWXDF6F16A9vepnzDgyjPETnP81hdXWV11bUE6XQ6rK+vc+zYMdrtNvPz86ysrLCysjJzde7biVar9U5k5u3GTlsatFotDh06xNLSEg888ECuMOGpc+PsfhJC67FRL9ANPFYXLZVE0ztrsl/o6akdwdeSYtGuaDbypZiSaPUUSwuRdV3OVcbSvGZ9czhnIQJztZRu2iMRhZaUotiHIOJW23F+Pk4UWfp1G8PnyBgYY2Go7v9diEXEyT8AYq0rbdau8Wd8/hguKjIyJZgeSXlH3LM6iHU2fok5P9YtTCYyrlR4JMqitKueEoO2ASYM6AWG0AihjD8jzkjPPQPnZJlNpvs15c69ZzwTWZHAvOLfvELkrIierw2tFM8bd035sVC1blLewd7rTZ+V5WLmnrWysLkZ4iuJdCmWP7WyScVzbsGeMk7ri/vOtVL4WvC8SKysFHVbILCTv8us84tAYDUSdhFj8XS2naC1QrVaoNUKxojGnOqilR26R0EoLI5EWWaJvPW62dEZAfyRgguFqxZL/vTGPSt0gsH80AlC/uVvfZUza658VHs+Ijazn1OMsLlG6+hXMO30stNyucz+/ft54IEHeOSRR9i/fz+tVovnnnuOJ598kmPHjrG1tYXNYmY5cCUiP9damumqj8zsBDtJM50/f57XX3+d+++/n8XFxdznPHsxH5kZ5Mo163U31awsGLpBdjnsrL4cGucUnIzQlCuKxuZbe+ADW0IVFLo7O1HUCky3kxolqbcMSg9Xuzjx7OC6O5QcMRMZijZoBFGjfr+RkZy4v+v+EQdUJ45ZCHHUTxK58fH7IwiB1RQnVKXJqAJZBG27BLrEcDWxEOgSi56jPz4ycQZ1wl/393giUNi+1b6ORSECngpBNNZAaAWUh9bRakU7fVNIgVdk3LwvDd1utp4oDVkpnVbv8oh/814PGfqLStkSNLOuKf+koolE2dpN/Flu3qOw4iKlG02f1RW4tD4uUCr5hripSFFZHlhssuSHFLWJUpcKYlclpSDsEN8jz/PAWDbDEpO7LbnPkNS2gUtLmjCMfGiGS/rT3xNNYNO/Ix9LiYCWlIaimHZE/OJsFaavsOv1Hlr5YyJuUemWCx5Cz2pK2hkobqS0YGh2A37qN77KD/75b2TfygLWCt4MAngbtGm/cYjSvnsoLI/3Cux/Nq1ZXFxkcXGRW265hSAI2NjY4MyZM9TrdSqVSj9qU6lUpp537DquQPuFRqNxTaWZrvrIzE7STHnITOzme+rUKR599NEdERmAcxdmSzPFGC9b1mw0ChirqWWUT8+a03dHYyhCU/bfeouHwCiWF4u5pqHlBUWrbVL36faElcXx6MwQLwDnVZExgA7/Oxrgler/T5yGFq1cdZVWFj8iQVo50eqk9ILCRWembROOfDfWuP+EEie0FKpQouABYvCUxSonVDYojOh+08P+n8izIy7h1wgoHRGceDJzREcBohMOyWKwxtA1FhMaekbzht5LV6ZHG/0CdLqzv3dpfkIA5aKll1LJZGYQew5BWTo7Ef+moOCn/yJM0RlNgwDtqOmjxpUxz1pVGCa0betNn12rw+9BsSBsbAwm3Vvn2txcalDUpn9uK84HRimQET2MAEZ79HRpJgo44PMugmiDbp/IQPQuocdEsTDwiJpUPTSnu2P3d3M7pFwcftuzyumT6HYN83PD2wmThdgelkAUN+9dYa2ZLnLabHX4yf/yFTYbTaw1qBnJgYilc+ZFumdfQsxsC71CocCePXu45557ePTRR7n11lux1vLqq6/yxBNP8Oqrr3Lp0qWZ57G3q8nk1YSrnszsBLO2NOh2uzz55JP4vs/DDz9MsTjesXkWhGHI5uZmrn2yyppLfshGq8zKkmZ0YZA3rhJHaIxows5bb/FgRbHVgPn52e5TqaDY2HQDh6/SQ9RpA6BrpOl+HoqmQ3o5/NieEsdcktuknXXYZ2ZaisCliCZugpNgjqabQsQaAuXhFQp975AF1SWwChVFmzSujFoz+INAQbty7oHpneAxKMkevoDxEnV3XY7RNYzPq40llOkyVw6i9EiWAD3fsJDlWJJMnSaR5j80CdWymkgmx4+fLf41JkMvk2OhEKPgyxDJUihKykaeNNOvMYn1RoFdK4NA+XzF9tM1y36XeypbFLWjtUYUEplH9u/LUFdoJxJv2BJoH8+PY3nZV6UjIhGEAkE3/kBDUCrqHJ/4RdLs0lqFykjN1FQ39R2Zqwz/e9ZvudkMhj6PKD216YZIeml9EhcaHX7qM1+h2Q1yRzrM5hk6x76MaY5XtU6CUoparcYNN9zAu971Lh5++GF27drF5uYmTz31FE8//TRvvvkmjUYjM530Dpn5E0pmZonMbGxscPjwYW655RZuu+22t1TGffzMOUyWcUUGsk6nI6v8jWaBas2jnOANeUPz8T6lImxOMfWaBaG4lEax4M80udTKFhPpf1Q/mjCMrbqhVh19DBU2ikx4yhLgE6ZkRNUIKXEr1PHBcfyTq2jwnvoR+sfAmqmrxrTjiRCVaTthbgFLSbuBOIg8csb30fg6pTO6csLxIV8ScekmUd4YwbFRik2J5Yg5ACjCEDY3DevrPbrtDmWvx2J1WLOVV8yatXXWXJD3KS7mdf4VnXlNrRwRp2moZPiJFZUL+Y/q1mK4HlrjT+V6s8iuFR+tYHvbRWUKhHzd0halKCLjKYuJepQJ3oCsJ3QXBldWvGXdIkBpj4Kno2ctK+oLYRCADTO/0P65IkIz6tqtEPxC+kLHQ6ioYOz9bIw0s3VC4OnfUadjWJyLo57OZ2ca9i5WOXppcrsZjeLMeoNP/+Gr9GZonxBDKQ1ikKBD980n6Z09MnOUZhSe57GyssLtt9/Oo48+yr333kuxWOTNN9/k0KFDHDlyhHPnztFLeCdciTTTO2TmMuNyp5lEhOPHj/Pqq6/2GfBbxdETp3Jt73oZZohTE5N2o+MjXoGFOXAT8M4IyVzVThSZzgSBuIKp0YbVlcnOkAs1xdrGcG5AZ0RnqpU0Zf+w6VsrIzozOvKmiQjHiZeL4MREQqeJeFMwQZcdXYkMpZvEL1H0FSK2T7vKKkhEi1yl1xChEaKIyXA0QnATgivBHv5smWQCMOJxjhW2ZFzIp0TRaFrW1nvUt3oo22G+EoKyfVI9C7LOH2S0DMgv/s23eVakrVQw9DIqmaYJ69NPNCmtEUVFUyIB4YRhd6NZZM+Kotd1z+gjC5vMeQM/aisK1W9NHsVbElHeOALTTjj+aiWIV8Av+GPPsCAEocUGHfe9THkNLLqfmk0bj4JJqSbVHTMIbHftjoTAAK1OCHHqdYbtlxbmXLopo1xbRPVJ0emNFv/uCy8QTu3W7TBqNRFunNpRlCYNpVKJffv2cd999/HYY49x4MABOp0OL7zwAocPH+bo0aNsbm5edjLTarXeITNvN+LS7FGEYcizzz5Lq9Xi0Ucf3ZHQKg1vnjqba/tJaY12Z/h3vVDT6BVZWsq7Xk6e0OAjUZ+VnSFgeMAIQo3O6OKnFJhwvHJKq/SUxFbDkIyQhtHKNZmCcmRm/HxJR2B3chmb/Fw59ujE4wTJsxYBKNykMS06E5eYUihRjOzlfWXRxnnQFAhHrm+E0KjB9zwclXHi5tH0ieBC7ONRGe2IlVK8HKaYgqUg6EG7bVhbNwRBSKUUsrhgKZcmiJ8hvetxRqdsmGxMl4ZuDvM+d+4sMpO+Uk5N202BiNBqTZ7oNFDSaWmnyfez3YX5eZ+7S2vsKfUGaUaBAA9fMfwu20ESyYqLTG3b4QiJBpTWFIs+NjbTE0sQhIgN6L8PU6aENK+a0Q+QNS5UVc9pa0bOMXrvYyHwNLRbhvk5ndm2IIlKqcCJS7HhhU3tm2dHnpvXzm7ys//1qRmrjVI0fZchSjMKpRQLCwvcfPPNPPzwwxw8eJCFhQXW1ta4dOkSzz33HKdOnaLVynBdzYF3IjNXAdJKs+v1OocOHWLv3r3ce++9l5XFnjp7Jtf2WSmacsHQS1nNiiguNsqsrqjc9aNWKRp1RyyKyqaSiVkwmqvtBsLqSjoZXFlQY+HjGKNlxuDKNJcW3eDrzN3c4JGMyhk8uhmOtckBWDHek0eRprlwq9tBV6PJ/ZrcLjI1OiNKg+f3K9X64W9x5ncV1YtaMAzHV0KrIt+QwdXF0TsXlYk/5/DncKLgFDdbK3jK8Jq5LjVFl4VqxYs+qqLeFNbWDY1miNYBC3OW+TkZ0toYSSfZ1ZIdavkwbfssKCW0uzlTuBl6tCxvpDDnNYEz8QsyojyjKCoLypVvJ5/vNNRKhu0GLKoOdyz2+gZwIkQ+R+65VVEVEwDWuAhL9Dl8JbRGyUz07iulKRSL9IwhCALGG2dNIFoS1wZKZlpHIXh+eqpJI1RVb2wBsbkdMGwJNpsQGKDXmy1ycsOeZXpR9ZTzj0pbGI3j2TfO86nPP8vEVY+AmuC8fjmjNKPwfZ/du3ezf/9+9u3bx+233w7A66+/zqFDh3jllVe4ePHijqxKms3mO6XZlxOXI8105swZjh8/zoMPPnjZmaaIcPFSvrLscTGEQ7lkaWeUsipgrV5kaTGk0TATezclUavC9vrg30Vt6WWY6mUhK8e/3YRyxafTHlxMoQBbW9mWqFoJQUpLhm4vFgcOfu5FK7T4VjUpj7c3SMWsk18UxVHJtE72vvFvYy3P2NGUj+e5ZpFpEYsCIb4NQEcdrVH9sLvgniXn7MvwtSgFkVHfUMWKKJQeP09oHSnatDVO23xp1Cyy2+vBejRxKCXM1zSFokezowhTvpJyUUhx4Y8m4Nkr6yplaLXyiH/jyE/Kyjul15dD/jGmVJBcJn4FZTFK0TUaTfbLW9IBIT0eLF7ot58QcVGVXlT6Hbs9ayVY6zQmFkUhepa64g1VS8WIybGx1kVJU8ahmNSnUf/+uCUapSJNV8okH0xoCFpTXZqqNDQEWgsrNc3aVlJ/Mx0WTacVsLxcojFBCqOV4mJ9+GH0sPSsN6gOE9c+Iu3MX3nlNJVSge/5lvtTj688DyaQGRhEafzlAxT23InyLu/Ua63F932q1SrVapUDBw5grWVra4v19XXefPNNtNasrKywurrK3Nzc1Ln1ncjMVYCYzFhrOXLkCBcuXOCxxx67Il/M2toarRy+K5ARloex6qWhfaJJfrPpUyz7VGfMkPne8LkU48ZS0xBmrJJEoFYb1rIsVFykZRLS3qFGG2rVcUv8ZJVJh2JqGHw01eSEwCPnJIWmRIEuY2NHmmxTsD6sGfTASV6nLuBrhVI6Kv0eX11WVOCqTqKqKyvSD3fryKHX2OHoRayVSZZik/jdaFTGiEZrp5F6IZzcSHIcQrM1/dkQUWw3hLX1kEYzxPfjqE2iQipznMz37OUV/5qouec4bGbaayeQKc94GjxcmtBmVNRoJWw3Qr6+cpKCVv3nWEVi4j5xSPRcEuvcnf3EIqBpMyIjSggtSBjga51dhZBmeZCY55WykYYua3/BL6R/xqxUU7c7TAamCYEHpBV63clE4qbrVthMYdYK03/3rfKYRKG+8NxxfuMrr6T+TuVI3/ejNI3LG6VJq2bSWrO8vMxtt93GI488wv3330+5XObkyZMcOnSIF198kbNnz2Y2yWw2m8zPz898Devr67zvfe/jjjvu4H3vex8bGxtj25w8eZL3vOc93HPPPdx333381E/9VP93//Af/kOuv/56Dh48yMGDB1FKPT7zyfkTSmZ836fT6fDEE09QrVZ517vetaPWBrPgtROnZw6JQpxGSUdWQ+vYljxGq+vRkwLztenRlXZKuseLRHMzTSwJ4W8a6k1hMUoRzVUUa+vTG9X4aty3xQhUyuN3JikYFBTtDCHwaEQh7ZONaZX6y023tUrbZvR6oq2TBE+8Ir6n0d7ArVcBRob1OxUdfRcm7J9TiDtwJ1JqNkGqlMI1vRv/RPHq3B1H9UmQQnPSrtBWk0Xao6hWvdTU0CR4ytLtwsaWYXPLEJqAuWqI0j6lYv4JfwyXSStcK9vMBoV5hfWC0GjlFwwb3LOf1UNtqRJwjz7HYtH5EMVExmlh3Hdt0K61Bgofi0+YMNBzaNj0CJSxICboT75+wU+9X8n7YYlCOInHQuHS117Kexz/XvT4eGuJ3nO6Yz5A9aahMqLNmiwEHqRkm62QWjV72yxRsiKKEQozmZH+9uHX+PzTx8aPk5HWzIIEHXqnniE49Qy225i+wwyYpTS7WCxy3XXXce+99/LYY49x44030uv1OHLkCIcPH+b111/n3LlztNsu5pg3MvPxj3+c9773vbz22mu8973v5eMf//jYNr7v88/+2T/jpZde4itf+Qqf/OQnOXLkSP/33//9388zzzzDM888g4h8duaTcw2QmZ2kmba3t7l06RJ33nknN99881vunj0Jx0+dwVNuFR7KLP4S2dfS6qT/Ls2aPTSaeq/M0kL2i1QsKdoZIsWCssgMBl+jwt/U66MQuc2GeecewHnJaIStusH3xzUhyc/fnNFzRg04ytCxxmIvSkc6m/g4M3wCaxCJBnq/hO+5JpGjFWqaAelRQImEKLovCHT7iljXQDK6bGNdJyyfkVLs+BJEoaIJwzLwmNFK6InHkeDADnQg+Xwq4pRYEmIV9abl0rqh3REKBcPSvDA/B6QImKch6OV9otI/dbGQfhyzA/FvrSSZfjWTEJteKgVlbZARQjPX2+SWynZ/6aK0BkWksSIiMpJ41lz0wj0/g8/TkXEiYQRM2MNDBjoxpTIt+yVKXakRIjOM7HvQtZpQHJEILYQy0NxUVBBpeIZRKY0IgzOEwBYVpYQSny8j7753eZ7T69mEQWPpijdz5/P//OUjfPnIieEfTkkxpUEpja1fIHjjjwlOP4f03ppg1xiTSweqlGJ+fp6bbrqJhx56iIMHD7K0tMRTTz3FN37jN/L+97+f7e1tzp49O3OrhM985jN86EMfAuBDH/oQ/+W//Jexbfbt28fDDz8MwPz8PPfccw+nT5+e+bon4aonM3kgIrz++uucOXOGpaUllpeXr/g53zzjvghPCQXlHupQdGZqJmvlXy6azFLWSSqOzXaFlWWV6ulRKk9+CIvKYqeESGd5kLs9YfeuMlv12Xs/eVGZdpjQz4QGlhdSQuSJ29KjkLqqHRPwqjR/mWwyaROkY1qZdryNVT6+dm0JJgXErSgqakRyKCDWJibSaAqTQVdsEUuPbM8U0QnJT+LzvRLun9mJNomsyEUWsipfauVBJ+ZuV7G+JWxtW0IrLFSFWiWgNFOfPaGZ1/k3M8qS/hxn9XCaBM0Oe5yNvEvFBKGZLwXcwVmEAiAueqIcAZIozRi3TohhrKAkutMRKWnaAqMkwwqYYFAVlfxtVsTaSqSHyXj4tDgCpZUlxInX43HPiKDFUiz6xL3HkocpK+ezNHrv6w0zkvlKEwJLKvmsN0KqlfGLna/Nlo+fVFI+dHaBf//7z/HU666CVaVEoGZDXBgg2O1z9I59ieDsi0iQswV7fDRr35Jpnu/77Nq1i8cff5ynn36af/Ev/gXNZpMf/dEf5eDBg/zNv/k3+dVf/dWJ5rDnz59n3z5XOblv3z4uXLgw8ZzHjx/n6aef5uu//uv7P/vEJz7Bgw8+yPd93/ehlMo1gV8TZGaWyEqv1+PJJ5/EWsvBgwe/Zi3Xz18c/sI0LupRUG4FFIo39EKmCebAWb9nYVq0YL1RpDbnMWpgHMyg5SlkhIohW/ibhl43ZEKT2TEo5fw2RiefdjD+WT3s0B1okZU+SUsjjf5oLJQQ7WlnNtGzka9FUU/PgsTpppIangBFKdfFPCVEreNcllMF07MqKrmNSY5EjqcCMng6tIINW+W0rMxUrjp0PVpoti9PBLOYQVSs9dhuCI2mR6drKRUsS/PCXI3U6FO17D7frEjqKEbR7V2+6KzsoG7CkH5tRW1Aae71TlLzo0RnFJFBXHpJxEVfGPGTSZb7ug7u43oZQQiDYGig14nojEKN9SCKO45PLOCJIoBWVPQd2SiWM5D22oz7pBFKhGORzF5gWRprIjm8jcUjo/IbscMRklq5yPFL09M4PhYlkrnQHIWx8POfe4qXTlzMdDyeBJfdHnkWRLCbp+kd/SPC868gaar6Sdd0mR2A7777bnzf59d//dc5fPgwf/kv/2WeeeYZbr/9du6///6xP5/5zGdyHb/RaPDd3/3d/ORP/iQLC67x7Uc+8hGOHj3KM888E5Oif5bnmNcEmZmGra0tnnjiCW688UbuvPNOCoXCjkrR8qLTabG1nR0e9HDRGq2cZ0ooOnXQhmzxrzBbTr/e9tGFAnNRJZ3nCY369Hugo3OnXVVWdGkUS/NuVbW8PHsZn0i6cWCzZVmYG38pk/nzLAO9cSGwjH0wneY5o1xf60E37XQhsABG+xS1UNTiGjrKdNGwBopqMNBKlBoAopTVsC5II1GVkluNK5G++7IjR5qCJ5F2gshb2KUhjoQHJjrgZmG+6o11O56GrGd5VtOzThc2toR63YIICzVhaX6QEioVctrJi0oVpWplaHWzqgRzLnrUDvUyEyJAe/Q2e2wDi3Kpgugj9ERHxfhqbKIVO74EUVrRMAMmKUDQGycNo5ESL1FZY6OzoRzhHoUVNy4Y6xYZimwd8aRIX1n1UGqcQNiRST5paClMdvrdrgeUy4PjXb97GTPloXYmgE6wH9rZJVqhEX76dw7z6qmclayA1l7mohaxmPU3Ham5+BpiZosCXm4yIyL9IEKhUOBP/+k/zY/92I9x6dIlXnjhhbE/3/Ed38HevXs5e9ZFrM6ePcuePXtSjx0EAd/93d/NX/pLf4k//+f/fP/ne/fuxfM8tNb8jb/xNwAey3PN1zSZERFOnDjBSy+9xEMPPdS/eVrrr0lk5ujJMzOt5hUKX8W57vGmhABBBu8wjFf4ZKHT07TCIitLUKmptEV/KgaC4ARksvB36BoD98I1WzbTMGsUgegofz9+L3w/TQg8+HuIR28GzxlSJoHUn4mN9hwRPvaP6f7ueR5lLX0BpRKnnZnUYA/AVwZPDCbiVt5oNZkN+8+rC8Y4EpNc9MWERiTqjyO6T2QsrvLlhFmlQWUnlcZjWqVpcPZq6Q9/Z4K9QBasha26sLFl6XaFctHiFZQj5zPqGbLTXja9bQQqs7IwC3MVpwvKjczxyPJo5ThKazxv8KyFdtDfXSkZa1eQptPoWg/bT3sIQc9kfkejaVnf1xgZJneawWLAiiu5FnHtMZzk2JLlBAyO7BYz8omVyGJhlPhubYdjFWxDhpJTbr0NXV5Sa8W5rXw6FOcOPPuUWPB9/sVvP8nnnz8xfeMkZql+siHm0huO1Fw6NhZ1GsWV6M2UJDSz4IMf/CCf+tSnAPjUpz7Fd3zHd6Qe86//9b/OPffcww/8wA8M/S4mQgC//uu/DvBCnuu9JshM2g01xvD888+zvb3No48+SrVa/Zpf17GT+czyTBQuLmobGWgNbn9Wz5g8lVLgmr2tN0tjArlpKCo7NBnMIvwFWKi5AQjAGFhZnv49hIn0VVr+e7MpFEYGtLgRXozZU03jx0+9o8qtgeNSaVda7f7maUF7/lh4WwGhcaH1cMJUXVFhX2ScGZW2TjytlFthp0XqFM6jRyJH2TiCpBW0pchr5joEcqeYAGb0HhtcrujUiaXgpXsluRTQ7Cdpd6DVhkZL4XmKxQVYWoBChpB3cJaUa8rYJ9xBBCuvrQFkp5gA7vTO4UeVSo7Auuq2/vcrw4aPrkJaRhpLOjRtER/nUt0LBCXZkdlkrzSLQlQhhfgIAZ6rrhNJJS1xO42sVHWQEZEqKoPGujLv5PEE5qvj774RlWq4OYpmSyiVYc9ihXpnclRDYKikHcDDZF7zKPasLGKt8H/98at86vePEMzY4ToropkKE2Auvo60NiZudrl7M+0kGPCxj32Mz33uc9xxxx187nOf42Mf+xjgfN4ef9xVWX/pS1/i05/+NP/9v//3fgn2Zz/ripZ+6Id+iAceeIAHH3yQL3zhCwDfn+f8V71pXhqazSbPPfccN9xwAwcOHHjbruPYyXyMPPl4+EogMpCrFExmTj93GDzCZtNjdcVjbX32CaSgrQtti535YR41AGu0LL6vCDN8OFyOffA7LyICyYFULMzNe2xsjgzGKhaTQJsSSzQYncDiNFKcbuh7dSSjHLhJIa2Y20Y6FK1co0RXGT3exLF/LDFRWsdGWprx7SraDarOqExlV04Yg/I9fJ1OuGJZrRWFJ1EqIPqkL4f7sHhY0TM13UtCe0I3pweLJL6LJGoVSFsQi+SrGlIK2h2nvzBGsVUf/K5aVRSLrtKp2R7oarLeFZtZeZQ/wtLp5ieKoWj8lChnjTZ3FC9i8ftEQXCmi54TVrhqKxv7ykTICAc3pYDg3J+xwdRVtYckqu0E3y/QDU1EHtw208qO43uu0sydcN+7Uip1PKnQo0nZVWQlvrtWOyT5dkZripnhYWjPkDO1pLdCUDKoEpuE5Ef6yqtnOLPR4MPve5DluSmWCFOiLGlQlcWJv7/ckZlOp5M7QLC6usrnP//5sZ/v37+/T1i++Zu/OXNu+fSnPz36o1x9gq6JyEwS586d49lnn+W+++57W4kMwJnz53Ntn/Y+FpRlrhQS9jPQw9hJc8mCF2ICxUazxOry7A+4iq4nFD2T8LdWgfWN4dWPMbC4lF1BkGpnnzLodlKqWJJEwaJoU4ym95GwdJrp1wjcXOFEjlaUi+IrFxHRylVbWZTTrUwYSAfRGdVPIw3/3okdVXSc2OU3DY5Ipa9xBdc0UpQXdU6OnJSVcNHOc16c8H8nLgRztdm6oI9dUAr8jMctbxuNSiVLe6NotWFzC5pthecrFhcUC3NQLKQ/s+1M8W++hYKnhdYMpoKjyNJHPFQ4hcHvv2suxuf8W3ztRgOtBn9iRZBN0WmFoumJT2gEbXtORDwF0pfrRkfT2mk2RIjjQXpCgQDRvnZSqgmhUEpfM5djUfzIh2m1LfO1BJlRKopSzXjvRWaKNGaNjHFUdtLZPE9xfmvYdvjExW1+/NcP8fq5CVEUpbP1Mlm7lGoob3L53+UmM41G423JdrwVXBNkRimFtZaXX36ZM2fO8Oijj/YV0JNwJXUzYi3rG1u59skiCNpzYVdPQZgo9B01y5sVlcrga91sl1hemv0hj/echUKV/PQRo9GweCkajGQZdhJx24IkOj1YWhx+gRUylJprUMFLDvaRwRw4Xw6nPyEiLbEmxfVF8nCZJU+71IGvJZowHKmwynUHnmUSdtGZ9O7bZR2SNL1TKlpYp61iURRVOFbpYMX5hPjKEMuJlFKItfTE56Vwv9uOyQLJLHgpGqWp+2SsWk0OzcEklDIcZMfOF7qozUbTwxqoVmF5SVGtOL1JoWDoZJCZvAsF57qdj/RlpZhu1hdY9jvo6Ls2OGKq+s8yUQNRt71l0GHMI3S/T4wODVt0bQQiwWjSTyb9ulRUWi0RUY5EvX5hLLU9nehOSTVlPBMV1QPSS60LXhwp9foj4qhrcBYsHtjJ1UAWNfFd0dioLUP6c75/ZYkgpaN2vd3jJ3/rab545GT6cfOUfEZQ5clRGcjvMzMNjUbjmmplANcImel0Ohw+fJhischDDz1EoTDdpGK0P9PlxpFXXyUIcvQ3IlsvERdeKYSicgOVEW9iBcTEcyVCrCLQ6JVYWJj9WJ4S0poXJlEqwvp6+oBhRbE8op1xpCJr9Tb4bxJpL2cy39yjQLefKXUDqsal8FQUYdE6Thc5cuKrAXEZE4yKjXJSXiQ2nI1KxtGZ+BhJQlNWZizXrxivbhGclgpUVOHkCJ6NRJkxsYqP7Mze4Pne9WxaV0UmMrtYPIleTtsUK+laJ8jWfuWvGsq3uUvPaNodxeY2tLuaQkGxvOCzuKAYXbTG5CEPZnGJHUWa2L9Mj3uK5wnQKKUIo4oaRiIcsTWC6GSaxkXvNO49jft4bRofwuFwpvvdOAwqNpJxUQzxkNiiIHpPho7D5Io9FVknpEYFRRAz6h8zOG4xSlOPLgK2tkOnHVPDY9k0LC96NNqKesMyNyGwMK07OAz6N6WhVE6vqATX++qX/+gVPv3FI4NxIXHmvNDVpdm2u4xk5lprMgnXCJk5d+4ct912G7feeuvM6mrf969IebaI8MYbb3DomVxC64lC3taIXkEjFLRxK6a8X5EIo93fjYFOWGZubvq9CyJtQ2FKh+258mRflkbDUEiU1gZTxJZeysC7WTeUR1oceCMDa13SU1rjRGX6ICKAaB8/kf4fCIEnI47OqERUyKKo6XTXt9F0k8XHj9iu4FZaKtL6SERcdEIV7AFv2N2clWU0hq6dsT3FCHzfiW3zIOu5KPmWXpgl/s0XBclLsNIQGoU1hnqzgMVnfs5necmjUlG5hfUArU7+qFdaSuFd/gm0VihxJKDfy4tBCnaou7aoQdpoRAsSxw66KZ9H4/yIkgglJjLuHGHUvDIZVfF8f6isWimZOPm7a4j0YtY6Mh4GSBiACVHW4meU2bvoDIz6CQVGWJ4fHjOSWp6s6+iFA/LRanYzUzqjwt8sZAmC1xvTX5ovv3KGf/5bTw73hcrZ+gBAVZZy7/NW0Wq13onMXAncfPPNrK6u5trnSkRmwjDk2WefpdPpEM5YghwjKwRbLpnMnkwFJRS0EOZYE1bKEKQYz4UGQspUJvQwgUFJslLg63THYt+HjY3J1qzGqr52Jh4wJ8E1eRyJVgjMz41H4ZLNJ9uR/dYo4rLWxAnGSqhdeWoUzlZO7RtPIJqBvmcWPUkyOuOqjhRlHfY7GY9trwZiaIuiqG0/3I84cudKtkFrR3ziYdqguGjnecVcnzi/HbRYyIG5OZ+8YZAsHpBltippOqlJUJKqmZqErOcrfrcUmmZbs1X36PYKFEsey4seS/PjUZs0+L7QyUn60lJM1+t19hTariGoUn2PE2H4HTHWRY5i3xcdmemN+rAI0AoVysR+UcN32k+km0JR0bmEwGpEXKsM1ZeWR/dK6SHiDFmCdBBrEGuwJgATROLjuHR7gDDD3bxCLI4f1eZobEoaZ5Jj88qSPxQZ7HaF+dr4+2f7kbAZIXbovVqsFNhuzfYwvHF+ix//tUMcO7/lor15yYz2UcWvfYSk0Wi8E5m5EthJb6XLTWYajQaHDh1iz5493HPPPZw4m68sOwuVDNGiS0s5SWBJG1DeTPqNwoTmfr1AofwypYwIqYV+Dh+iTs4pngiLNUvKODOGesPiFXxmU+Ckpy7qTTtmyzC6XSMlOuNIyPAslaahErQTGEahe2eClwjpx/+fIbKjxLiFKYqCshQxkb27+2PH/u+M0YiHfnGpg8HjLlGXbYWK0n4CtCnytLlx6NxugLauD04O6jCLUHQUWXtkHSpvdLFa1rkM/FyKIyPt1UlnKtYothse9VYB8FmYj6I25fR7V83OKmRiNMXkE3Jf4axLEUo49BwnPa5dCjIi2UPu4RY18nRaY2kal2pVOP3XMClwqaggIjJxNEZFRd4x9IjBZMH3HTGJz43F2pi8hM7MzQRRatb2l1tZQ7UVwUtZABZV2F9AxIQhJhtbdUN1pDBIZzh1exqaKcaIm1sBhZw2FaPQxIZ67sS7VpdzkfPtVpd//ptP8ocv5yrOAVwV05XsLZiFvE0mrwZcE2RmJ/B9/7KRmfPnz/Pcc8/xwAMPsH+/E1uur01QrKcgy7wqyz9JRtIyTvwpqX2JkrAZJdExOl1FoVwhTXaU5h1S0HbonFrD1tZsVtvWwvxCaeYXP2mzHqPbE5YXhy3a40E5RpPyTBEJp0Ua+6mbJFJ2V8Sr2dkmZCcAdq0sFIo53elPtI4YDv8/nkA0bhIavQaJUg0itk8UeuLzdHDzmFV8PJloBLESkaTpaOdu5JgtnA1SUkyQvwA6i2xnIaklSqJaMoRm/Jqco1Lyc2uaLc123aMXFCiXPOZqlsV5PfD72UExwWiK4wH/FAXPkRUv8WW7qMxgW5GB2H2o3Ye4sulYC2ONgFiaCddfhXtnkwsfF91RkeldeuNSBdihB1CB9hDjoi5iAkTMQFc2BukT6rTfarKNGctRdEaJI2LJaFa1NL5PmpZwebFAN0jZ1gjlUkJ3g6KwgwrRpH6mmxL5ngZjLZ/+g5f4pT962TmHzwg9pSQbrkyhyztk5iqC53lvWTMjIrzyyiucOnWKRx99lPn5eQDqjTqt5uy9MwQynUaznX/HX0yFUNQGq7zU1IeI0JzBar3VUVRq5bFeSiaDcMUmfwCLNUNvxgkwFE29YSiWc9gZpVqop9yLxHYWRUPGvR3SRKeDVa1gohXgWPdwO2h5EB9j2icWFCiNZ53Tb0mFFKKeL7EJWto+fZ3M2IAk/UlHrAXrhMUvmAM0GY5EucqM5CraRdi6kkWhHYolRTdDsJsFI+ml6gpJXRnHv8uDvINzFpEtpfQsddtPFkoHoUe7U6bR8lHaZ3Hex/O9qJppNoymmHarLfYXnFlOIWoXECOpAoujMu67H0kp2TiNGVfEuY7P42lWFTWxdI0fxUoiypL9yV1PMEFsiA17+Mpi45SRyl6QjSJLX5M11sW6GaXilpqDa6w3Q0bfPpdSHfys4MNWK/tzrW8aqsWkj88MHyIFPgavUOT81vR+T2nQCH945BQ/+VtPst2ebf7Q1eWp21xuwzx4RwB8xfB2pJl6vR6HDx/G8zwefvjhoQqq1948nWt4zuoZI2LHxL8xJn1i1++JsShNpTqojJqGRluzsFjqr/idiVy2vkMrBUpo1HOQOHGh6YX52ZfaaWXaW3VDreKNbZe82kaKI7BiXKyqIPKDGeTNMz51/7+hqDEH4iScQNet9t18IMwlhL8KwYz0fZHo2BrXOXusuikRmdOeRsTwpl3moiylnD/9GfLE0rM6c7KvVfNXP6X16wHXFNKk2PzvRPzbyRktyvoMWdWDecS/IpogVGw1PHq2THWuxMpqkYVFHzUhfZFMMWkMDxTOoLTTkiUjI4Zho8XY92isRUZEXsA9v9q6NFXDpDM2iaKsRlw0RqvxyN8YbIgVlzpyLgdqKA3peillTxk6EhJnpfyshVJh/CLKUYn2uNIGOl1hcX78HQ4TY9/ifIEw0xiRKHU80MK9FexfnotKtvPBMnA9f/3cJv/o177KGxe3pu6nytMtSK5EK4Nms9lfvF8ruCbIzE7wVshM3Ljy5ptv5vbbbx8jUy8ffyPX8bIEpNWyZGpPpnlgaDUepSn6+SaN7abH8nIJ1HRrd18L1bKhOyOXcdVLblDbbhjKldmiM+4axh/LanV8/6QQ2ODRknHSNErQBDdZJCe61NLThGgjLj1Nja4o51eRvGJtg7Eu2QpGCI0z6BMV3Xex/QnM+X8MdARK4JxZ4OX2blZq42U+k+ThHtk6GruTJWrGqTKjIDlbBiglBEE+Y/Is8W9a2gGyy8qzUEnw5F6g2G5oWh0fv1hhabnE6kqB8giXTqaY7vXOUPMNVnz3vSYuKxm1cose2y/HH0LUi0kESHTL7uKnyVo6jgAA97tJREFUCOcVYaTzKCjbr2jyGNXT0I/ESNgDa9Aj8jDP84b+Pe27jJuopt1hBXgpVU0ego/gRrLxNy11kRVdVLmo2GhOf8K2tkPmy7IjH6YklF9AYWdueRBjlARuNbv8s88c5rOHjlBvNFIbYqrS3FSzPLhyZOadyMxVgp2WZp86dYojR47w0EMPsXv37tRt3jh9Kt9BMyaNcjH9xTLMbv1eUAalFAYvOcbNjI2Gx67V0kyhfS8MZ1rVWoZV+9bC3FyO6ExK3n2zYcYEpqMrwHpGdCYewCXSDnhKxtL+44RzMCDH7r6Kkf2Uwu/HWAaY070h8WTyWoyNe3TFZn+Ds9jIkdgdLjqm0mzZMs8Hzu360kbIcnXwRc9iu56lo2l3dhDxzKzOSj9W3uqqalnlFP+mRwIU0OymD/B5zfJsRj2wiKLRUmw1PUIpU5svsbpaYm7Ow4uiNovUubGwGT17Bp14gOxYVEZFrtMp6dHoebKJmmmDpiM+vh4QFhFFKK5HW/w5/QS58IioQkxiTDBW7p2cFrRWQ9E4PdLDbRSDtGz6997pyBghFlHUVKe//6hwems7pDDCb+My7Vqt0O+nNgkKaHfD/AKu5DGU4sJWK4of2aHo0E4QWuE3njnDm+cucezoUd44/gYXL12i2+062jmDXgauXJrpncjMFcDXIs1kreWFF15gfX2dxx57bKKV84WLa7muJcvrIFv5n+9rcfbnIfXmzr7Oi9s+1+2avAJYrAmttuB70/UjoYXRrbbq+aIzo5NgGMLK0vDyfzT1M2yiN4Cg+hNHnDwaJ2VpnypR2RVtYaOjKKUyIyJzKkBZQ6oUsm/N7jojJ11clUBgB58rFEWgfJ4JbhgSIG9sBiz2Cc1s3/mojqZSUYQ5vVwcz0r/zL2MKEjeN7dQzLviTS/7rlVMandrg8o56Fka7dkWFt2eYquhqPeKlEplVpZ8vn7+vCME0TZJwX9S3BtHZcJEJdPYtUtUMq09QNGycVm900wZPAJxlUPJ70nhbBYiOuRK/lNJTLT9CNn3R6Izk+5G3y8n44s3IlQqCfFz5GsVd9FO3cfCQi0lPVX2Wa+n7JCBTtcm3pv8uG55nm5kgOSiqSbVFiINWYvTWrnAfbffxB133MH+/dejteLM2bO89tprvHFmjYsXL05dlL8TmXG4JhtNzoI8ZKbdbvPss8+yb98+brzxxonkyYSGxvbsAjBBMjUDWYK43H1ycB4fzW1DT3koSZMPZyNEs9bw2b0qXFzLmOHswCbdKE2W+VMo6X1aRGBuvkSnPdtg4sSIwz8LUvLiaqTh4bZU2K0GI1w8gLshZ7C/i7IMWtzHBGoopG0F0YOmlSYaeJ03SDrKOsTT7rkzdrhcOQ7BKwY28irqs2NFIVG0JhS3mrZ4vNC7njbDUS0LbG8HzM8p6hmi2yx44pqJLpU13Zw6Ris6tRu71kIzowT6a+H8mwbfS38+I1XTzMevVVzn7nwX5cru93TOUfE6iHKkNYz0Mgo71lzR9aESF9EcPZ11/ZL675XSiKdpmRJx7NHEkT3SW6AoxFkHGIuHSztmfTcDz6dIZ6I1IYPKKt0v63bni4mOoECEUHloMS6dy+h3JIhSGAmx4qqfjECBMErnupYndoR0drqGUeJeKWm2mpN7p/VvIYoiwvq2pVxSBFOqPtNQq1W51BroXJwQWwiVnmjCZ8lOhd6xb6k/vpSKRUorq6yurGJFaK/eysb2Nm+++Sae57GyssLq6iq1Wm1ojrpSZOZaq2b6H57MrK2t8fLLL3PvvfeyvDxdOX78zFnySHHsSNlljEni3501l3T/LyqLURpjR8tPsxEPUmuNArtWhEvrw4RjvgKbiQ7WRWXpiko9vutRlI6tbUO1WqDVmh4SSOumvd0wzNf8qMLBQUeC4fjV7lAipIUf1WYJsSbGGxu83WA6yz2KxYkytfP1nB6sMJU1WO3h1EMKT1tUlGIShldrbpLTUdRGEQic8fdwSdJDvca6So/FOWh08mtM2l0hFD+XhiDTLK8sNFJSVjsR/6YR1p3AZkRD805hM3ROGYIRhYehSJfb9IV+WbSOS/ZVVImE6vdec6XYNmocOn6/rBUk0lQpBr2MuqqM9j0Cawl6Qb9HWYhOpHkFsQasIzESdbf21GRnaxXZBrhopNsv7Ee6JCIqoxEg93dPDLERnxrZBqDddgOor4YH0hIBnYi425Eu642mZW7Oc13Sgfmax1ZTRQLq6c9YXGJvQ0tlPiQI80/+9c74uOWiqJMJjTBSYp/AHfvS5xztF1nZe4CVve7f3W6X9fV1jh8/TrPZZGFhgdXVVZaXl98RAEe4JsjMTtJM0zQzcVuCS5cu8cgjj1Ca0dzihWOv57qOrImvWhayTCR30lzSJPpEebjeRIH18JjMvEabP643iyzOBWw1Bve8oMfvo6/dhJr8ZgLR6AnnE6BSK81EZhzGV9HlsjdEZoD+Ci9GXcosqiYMDaTDJmGDKxpoXmJDsv6Q7cQFaKUHL4qAVaN2fA6eslR04rOp6B5p13FZoRIhp+EBzqL75dVWYN1b5OXunqwbAzi7/k47oFpWtDL0Idn7+iix9MSjoMOMZM0wsrYoFoCUZ9mKzkWWlBLa7Zk3ByY4/4bpLCTvSDKLOWQSBoUP3KNPRr2THGmwQ+R/eOIL0Ji0pYG46idjXd1iUhsU4BHiubShgFcoIiZErMFXjvhYG6BGUkm+kr6BHonoS/L6JXotrGi0CnFidU1g7KBhKhOqyIiqnkaM+PrnEMVcWdHuDN/ccoLMpO1YLkIzej6070EvWoiJZOfsGURlYlzaDFme92l2Zx9nF6tl1rZbGT2mHHk2Kt3pfFKk/a79K6k/H/WXKZVK7Nu3j3379iEibG9vs76+zsmTJwmCgFKpxPb2NvPz85fFZO9abGdwTZCZnWBSZCYMQ55//nnK5TKPPPJILvHU6yfTu6FmI/3BKhXTIzOuAV7OyIwSmq3hF1MDRW3oiYcn2SPyaDgXoBnUWFnssr5lqJZgbWM8n+3hOkvH6SYnk5k+8m9vh9RqRZoz+PR4Kq7sGGCzbvA9RZgQZY7mo/2FBWS7MRz5wEa6mWSqKTYwS4T7+8QmkaoY4VRWYofm4eut6RSSZgzK8/pBfZ94MkgKQQc+MQZF3RR4o3iAXldHzSfT4SlLLwBP9ygXSnSC2Z7jWlXRiTQuHsY5wqrJXYQhO2IomSXr+VApKWa034iOny6WLXhCO4XcWWRqW40hKBu9V7NPDkpggTr7vE2UUo4QYF01mYpL7pMmbm4CdNu6nxnRGARPBJTtPzNJdKzviIwdpJSV54PyENNF2xBEp1L4ghZ6UcqrZ6OqQwGlBj42qCjCKu66lQKlVb+KSCs7QtDG4Tp3JxYH0SfXStyxRlBSQf+hcQaUw1Htre0ArTwW5n22o9SfxkWi0u5RjNFTudRuQJ7pb9fyAq21bIFOHKEhRUuXdY+qpQL7l9N1KZPEv0opFhcXWVxc5JZbbuHkyZPU63VOnTpFvV5nbm6un5IqFjPKDKfgWuyafc2QGaXUTBU3MbLITKPR4LnnnuOWW25h3759ua/j3PmLubbPirJM8sCYJQecRKUkpHEDhaKkLAEepOho4vD22DUA9V6JxfkOPj2aGbe9oJygVGMJ7eSBrX9OoFKdjcw4Hcvwaic0sGuxyMX1gY+Lq2xwE9uulQoX15pYKizQHiIig8E4cScijYJEa00nluzLNVOvS+PaEJSHJn9hTo18JomqQeIIT/TFJsmLRH/v98+xmte9G9ho+Th/Gt2vjEnCiu73fWp3oaa7FPxSpgtvEqWKRzJirhEQ95z4yqRGaawMQvWj6PSyzpnvQS6WdS4yY0Y1ThEqZUPQTCMz3swNBgHmKop6M8f1RCmm+72TqCjyFqdpYiI4WhxtiOKH4hYHyrry4YJypMaaMFo0SJSycY/zhi1j7bAvtWs1YFHac9oT0yOukov3Gxg4CtY6cm2IAxvD35dSEpXWR1VRniYMJBEhytYfqf7ndTTeRiOhF8U+W+0wStkO9ikQRmnjuDJr+JKCEFaXNYGMtClJvQIHi6KYQng3tkP2rBTYyhrcRhDO8Ni4CA1DhMalWtPPcft1S86/K+1YOZpLKqVYWlpi//79iAiNRoP19XVeeOEFrLUsLy+zurrKwsLCzAv3TqdDedRv4CrHNUNm8iKtncG5c+c4duwYDzzwwI7zgZsbW9M3SiDT+j0r07KDCKHvTX4hC8oSKo0d0dGYCblcYyGkiOlObqhW0JaumZxeGsXmdsjcfIFGfXq6yU+JznRS7MSVVqwulbi01kQBdSrMqS4FZfo7x9EUUQKiomFVYwSKOk45pUStrWW074TGEsqAlFS0GSIdIq5ZpFIC1mC9AoV+VCbaBrc6jitsrMBzvetgqQoNR4RdH5+UKPqI8LnZhvlaF+uVMCkW/kmkmduBQovTbXhqfAAeJZUxCp6l3ctK6eSLzeSOjkdRg/Frytg8Y/ssaD0uOp0Eg+JGdZEF3caLjBDj58QbIQbgojIIfaM8DwNKRWZ3LuqpxbiISfR1G9H0RNE2iYiqFawNI6M79yOlFaKKSBA6cbCl/472U0RaRRYCE0iJSv59+P4ldTFj+xGNL0r6Wp/k1yIWihXGmneWCPqC95gMJsm17yk2G8NfoodL5aUuAlX6Z9NAqztbdMb3Nee3ZmO1/QrLiNA4s7z0e3vX/gyNplKocnZkZhTGmL6pq1KK+fl55ufnuemmmwjDkI2NDc6fP8+rr75KpVLpR20mkRWl1GUv977SuLauNgeS7QystbzyyiucOXNmqC1BXlza2CTo5ij3Jv0FE7E0s/Qy+eUyhN3pywYfcTqXxJAyzQOkUgiwqkihmL3dTrOzpfJsGqVIdjv0s0bLsrAwGISKBc1CzePSeqv/M0GxbofDpG7V51I+Sg18Xjxlh0pPx++LjH1QhcuTx3c+KfwV3LHjicBVedj+72JTsZjauIoP4fXeLpqFeTYbSfdYm7oSTUsJ1ZtQ9br9dEEqtNCaoEvxotm1N6UVQoxyMf19cJ8zX7q0l7NqNrP8N8N3JMuZNgvdXr7r9yTkTu9MwjQuTttkaUeEUHBiXYnJguq3NHBVUOCmSI1VjngjYPFBaeZKxrn2RhBxOrjAKlfm7RfwtMLT4+69OjpHqpleBFemPdjPS4TnXPuByWODRNGzsYlGa9Kmn1KiRNu9Y4Nt5muaS5uGann8Zqb1Tst6T2I0myErM0wF160spZraZUFH5MpFo7Kn2Dv2LaX+3JnlzR5nMMZkEg/f99m9ezd33XUXjz76KLfeeivWWl5++WWeeOIJXnvtNdbX14cW/iKSu6XI+vo673vf+7jjjjt43/vex8bGRup2N998Mw888AAHDx7kkUceyb3/JFwzZCavqElrjYjQ6/V48skn8X2fhx56aKgtQV48d/S1XNtn+cWUiyHGpr18Cq3yKQ6VlkxiNIpYR2OUF0U7JrygIjSblnZXUZuvZDbEDCORp83aIANb2yG16myi1bRJqOC7fau1AkoJ9Xp3zDumQ4GGHV59ZHmTmqF/jZvqOU+O4R/GZamespQTehnNcKrQLQ5NpC3RWIm1OgOOdD5c4LhZZX5uPPuvIl1L/1Im9BbaasBCqZf53c7XPOwMFUOeWAKr+67EWanPQkbzQJFZJMUDOPFvvnc8K/JzOczylDZ0coiqrcBd+jQVFfYnYafnGAhih3xlcNVBrku9Rit3vzSu0shT4noBKYunrCPi1nVjD/BZKHt8x7v28Re+7nb+3l94L3/xO7+duf030PN810ySgfhdeT7a8/D1eCPXghLiRpdZ01dy6NVaz2ic6Z5XTZbmSNFpG7yR56c84pwdX1XBB2PduUspZfdp3bRF6YkTnALWt3v4WfnT+Jp2oDtxnbazI16VUoEDq+lMalazvBjW2pmqmZRS1Go1brjhBg4ePMjDDz/MysoKa2trPPXUU/zbf/tv+fjHP84LL7wwZFsxCz7+8Y/z3ve+l9dee433vve9fPzjH8/c9gtf+ALPPPMMhw8f3tH+WfgTm2YCx1ifeOIJ7rzzzkw33zzI38YgHdWSopOiDTATSn6zUCoaWjmaBcY6mnbkR5OFpWrIxqb7+3ZDsWu1wsWLw0t6C9HA6QbFULK9K9JQKJWhNT18m1amvVk3rK6UWd9sYSfwvw2pUqHXT5FoQkS8sVW9gn7aKF5RDn8WcammxI9iF9LkAKwYFiS7dgfu36FYPOUMzwp6sM22LfF8bx++B5spWg+nHZJ++mtazGRjW1hd7LHeLjIq7y4UdWrlURo8XEO/Lh4lZUiblGyGC6pLS81OzCslcullLOmRn3LR0umND2ujvi5Tr6dgaJrZh8ciPW7yLvWjMn3iIvGEliQyHqEIBWWdbgTpG2ua5HMXu/6KIz4uDQW3Xr+Hh991kE55N735G9j14DeyWyke+YDbbXv9HL/0m7/Kc88fgfoWNToo7YHS+GEwpm/ztYmiWemTr1JOuxUXJnieEx7DuBDY9p1lbP/fafGb+B0rlzyaiapTH4PG9J+reO9KxaMeBV43tkIKZW/IpytOayUJ6yyRwaBnWZ4XNiZ4Lq03u9m/nAB3v1QkUB6+ltv3TtDL5Egxwc59ZjzPY3V1ldXVVQB27drFr/3ar/HDP/zDnDx5ko9+9KN84AMf4D3vec9UMfBnPvMZfv/3fx+AD33oQ7z73e/mJ37iJ2a+lre6P1xDkZm8OHnyJJ1OZ2Jbgrw4de7CZTlOdhAjf9ImpdXJTNCTL6Q/WMVY29as7hpeoST7OSnoC1xnRaNlWFictc3B8LGXlsqICYeIjKfGV54WzboZVAzEzhfpZxikm9LjN+m596rq0TO6X9XjSnGJUgKO8FhxKyjBlbXH6FmPpzv7ERRLiz4mY/zVCIF4iAx3yM7C2pawmtLHKW+HD4XrDWVEj9nMA7RyRlOyUCznG4yzwveVUvq9mdQgMRUTqsjScK86SUlFae3ovXAxDxtFZVzawaDR4nogxa9L/7lJIdBGNKF1x6nV5nj/t/xp/sz3/iC73vu3Kd7xHvylA2Mr6IWV6/jIhz7KT/+fn+Sn//W/5zv/1j/A3PQA64UVAq+Cr9XQ/VAolJ6WbkrcGq1HHIHd8eLoU5r3TNZBwxRlbZnh53Z5pUQ9YVxoBWrF8Qe5X6ZN3NhxNlzc6FAtpm+9a3GOentG9j8CEdfuREXi+iTu2L+Uud8snbKTuFw+M7fccgs/+IM/yK/8yq9w99138xf/4l/kS1/6Et/6rd/Ke9/7Xn7xF38xc9/z58/3C2r27dvHhQvpc6VSive///183dd9HT/7sz+be/9JuGYiM7OGvIwxvPTSS4gI1Wp1YluCvFhf28y1fdYKOsv51zlF5kOvmxXGzYZF8JSrbgrRY/bnlYJhc3v82jcbPnNzAY1GVHIpw6t1D6GndBQ6nw2eXwCmr3ziMm1Pw8JcgUsX6lTLKak6UWPCoxYlWtKhqqYJjl26yWeQ907yM7HWWcknDr/qNdBIVFmkXHolOr9Wg9JhiarU3BncdRtRPNPdR5ciSkFjSlpDYwhkchlqEpc2LLtWuqw3IkGlR+5UjtsxFgQLgVVopfCUpegbApsegr/izr8ZYt68lYBZCIPZ38Ql2eS6gsvxO42Iey9cdVOsq3Kk0FOWQA37P0m03yiVCCx0rEfDW+XP/KnHeOCee1BeAW/fvW6/GVMB3/yuh/nmdz0MQL3V4mf+83/g5Weexq5fiCrw3NmtcmLzqPf10DH0SHTGKr9vzKf6n3AczuRPpZdxK0WnYygWPYKET1aJgFbUZ2150WdtI8TTw1dUbxqU1kN6HpfWcxVreZ4DsYLnh9Ab32lpYY6tGbpbp8Gl3t0464khwMNTTt2TpZfBL6KK+easy92bKS7Lfve738273/1uAM6cOcN3fud38k/+yT8Z2/4f/aN/NPOxv/SlL7F//34uXLjA+973Pu6++26+5Vu+5bJc9zVDZmZB3JZg//793HDDDfzxH/9x7txfFjrdHp3G7Aw9FnqOw9LMdP7NNwF4nrCTRYMRr1/Z4CtnrW4SKaJqMaSVsp+IomcrVCodtprpmpu86aZ6I2RxuczWxuQPogC/4FHyLeuR0LfVsSzN+2zWB+xQqWHjuxjrdo6ytxmJEY3z+0h5LJLppjTr+8GUI9R0QFWbRJXHoDWBQlGIVvdxesiLKptC5VG3JY709tKUaNBe8mfq/guunHfWqfbSumXXSo/1RpH5OU0zrzU/w/fS75MazWJZCFIelB2Jf3v5SHmWmDfLQThX+tO3dIJZu30Ld3ln+wTTTdoq+o1yncnFCYB1/EzJMGlRAnaImyk2TZXX7Qr33XEHH/2We/tRT1UZrNp3MrbNV6v8/Q/9z/Ah+NILx/jxf/JxDsgZfK0isuwPEYQkXFrZkRLPBwmSqbP0arf4PqSmr6JvpVjUw2Qm8pupVjSNjiOoZiQi6cq01Vh6SJDMcuxJuLTRZe/qApuN4VxnK8jpmpjAaATVw7V4KJV8bty1kLpP3hQTXP52BmmtDPbv38+hQ4cy99m7dy9nz55l3759nD17lj170g0/9+/fD8CePXv4ru/6Lg4dOsS3fMu3zLz/JPyJSTNdunSJp556irvvvrvfXylvs8lJeP7Ya5MNDUZgMkRylZKktkNw4t98E0C1HOe582FUqe4pwVeDLr5b9ezrCI1CFyv4fvo2O0k3aTWdU9dqPlpC6vXhwWZ0MHcRlTQzQo9NM1jxTO78ayMPnvEvXKyL2BSUsMtvR4RouFoltpw3oqIUgovKGDSh1Rw3SzzRvbFPZAB6U8qpwX0/ReWEoHmG6kvrhpW5EN/f2eueNkn5yuJplyYbFYTavOJfhE4O3ZfbJx3NdpZZ3uzjQK06XA48CTercyxpx+hcVMbdqxDQymDF2SHEEbpwZNJ3PblUNN27Cp91lni5cDc/8H9/P3/l3fcNv0/Vt0Zmkvim+2/l05/8SS7N3UsQhIRBiJguVsKoEtMO/fHVwALPG0nX6kkC4olPq6I3UsbmYyh6Fu35E9OinU44PpZNSJVNggY63WFmXikVuDhJTDMBQrrgXCPctmcB7WdENHOKf+HKkJm8TSY/+MEP8qlPfQqAT33qU3zHd3xH6nHr9Xr/77/3e7/H/fffP/P+03DNkJmsl1ZEOHbsGMeOHeORRx5haWmp/7tpLQ3y4IU3jubaPmuyLBfTSUBSfzIr8ggaYwikkiatnCBxcc5ke+BE2GxplpYqmaWxfXfgGVFvhiyvVDJ/v7RYolHv0OuEYxPn5nZIacZOy3XKdCWuZjOQWX6oiBNoCaPhvrahqIU9/rBw2SZuhlJxQ0FHaIiiGQ1b5CvtA7zSWKRWHVzz4oKXGa1LgyvXzvfqrm0EuVoLxLBkmzgGRuErg8R6nujnk4hiGiplldrhOvua0iM/tYpJLct2Wo4cx5+xLLVEj1v1+T45sX3ti3beL8Zzmon+dSiSDVotKtJSSN8i4ByrPKvu4i99yz3sWRhPN6iEmdrliDovz1f5z//qJ1h417cT4jniZS2YLt3A0AstoR1U9yXPppNl2kjm966Q7Dp6ren1hNKIZmrXHDTbg3vlHLyH0Wxblkbm3HHd0eyoN0J2LQ0WGHtXlnayVgRc9Dtr1zv3LWPDANH+GPEabWMw07muAjLzsY99jM997nPccccdfO5zn+NjH/sY4NJTjz/+OOB0Md/8zd/Mu971Lh577DG+/du/nQ984AMT98+DazrNFLclqFQqqW0JLmdk5s0z53Lukf5CXYaMVx/tTv7JKZzQP0krsN0Ao7JbIISi8LBs1jW7d5W5cDE9PZQ33ST4xBZcSawsl7h4YbA6GrWvF2C+6tPt9RLb2Mh1dRSKNTvHvijdZPEzy3XjdJMzDXaDsesYrVjSnXFi4EI5uChMnHJw7QgsmqPdZd4Il4lHRxMESOx5o6cPRIIa0sp44vQzyaqoSSgWFJfWQnatCOt1P7MFQdp5059loRV1ylYMQugmiu7lQbGUz/nX2a+NP5/lwqB3z9D2KTqqSZi1P9Q93kmKkZWCRBJfG/1fUGMdxmOTSqt0dM8sVkw/HX1c9nNU3wjArlJIGIb4fmKI1j6UBukJEbksWgmlFP/0h/82v/ybd/K5X/4ERbr90nLEIMZFmgQd2cM4LZCnNT1jZ/q+dZT+Gd/WPYe+p/rKuYV5n3ONDlAc2sqmNOK0Nla5DbbT2LFWCLNiY2ubuJOTfgsEYdI4H5vlWROitAalUTYyTMzh/Dt8vss3seyklcHq6iqf//znx36+f/9+PvvZzwJw66238uyzz+baPw+umcjMKBqNBocOHeK6667j7rvvTn2pLyeZ+dD/9D/x9d98kIU9izOx9axJPDvqke/F831od3YQmZmwy1wppNGCkjKISn+Rk5GKtW2PXatZAtB86aZGM2BlJVF1pGBhzh8iMhBbhg8ft94abtWgIHOyDvBYNzXXUI/YKybxh+QfiaIAcf5bUVEBNd1N/bpiwXBMyYqesC1lvtI+wBvhCskHp940zFU181WPrdYsKabxPkSu0/Js97g254jT2rplsRLg+7M9O1ljZLUsiS7K8fU4bxRQBOIRzkqYco7DWRQ+M86W4/jloqUXTN9hF1vsYbv/jQ40Z3bAa/vXpaLokCMuXlT7E7fgEBSvyM19IrN3vkRJw5snTvD6669z7vx5Wu02VBaHJq3LpQeM8T1/7v38wD/855jSIr4aL6pWWMQG2CAgCAKC0IykmuzE6EyaSWekBKLdCRGgVvWot2TIPG+Aca+nrbqhFpnoGeI+ayqzKnAaOh3LQhWUVlzY3FmKCcYXXTFKBW9ILyPWYo1FtO/M8mZY2FxppGlmrgVcM5GZ5Es7a1uCtJYGO8Ut1+3nI9/5FwDYaNT53a/+Mc8ceZmLZ9awIyKxgQBy9OW9fOLfagl6OTsMuzx49v0o6MHvCsoQ4CzV408RyLjIb6tVYGHesF0fP27e6qY4JVMsuF5SGxvpH3B08uv2LMsLBTa2E34vE1biDcr0jM9ur97vMJ4JEXooSsppH5b9KBKVMocIykVwlCXE43h3aSgaM4owCKjVqm7ZOwVpQ5yKrs+q6auSpI5oc1uoVnoUy4XUZqdJZD2X5SK0MqIpcaUcuEigoCLjt4yy6ZyvaNZxsnQ3ed6tcknRntJNWWO51z8ZETfp92QSAHFGilqpPgHVOEfl5GAbUwXQHJFbOa939X93x3UL7Nm9mz27d2OModFosHbpEq+vW0rbFVZXV1lZWbnsZAbgvjtu5//3iZ/nR//Xv8/muTfwZLh/EhD1bHKGfxobNX3VkRBe8LIySgBp8nylMKFlbq5AL3AkzcPiEWISdy2t+SRA0bM08IZ+7qIzs5dnJ7G+1Wbfnl1stHc2d1gUhQzKfdvepZRFnmBNiFdN76D9tcY7ZOZrAGstr776Kq1Wi0cffXSqm2+ypcHlxPLcPP+P976fP//Nf4bDhw/zZn2D106f4dSbZwlageuzkvJCV0vpbr1pq+7pyB+VCSXbyKzgCRsjwt9C1KRSopSTyPjayloIKVMuteikTAJ50k2tlmHvnnkuXdyiN6FFQ1zumpyGzciIq5lsQtjD54xZYtkPWGLCCkzFKSfY47f7E6PqCx6jCI8oChqUWDZsmZd7e2jJZA8da4VZHPMF5/yafnmuZFbpbNmj1kKrM/zbVht8P2BpzmezkT7kC+MVGf3zZkyiRvTQtSa1LYE42ainks+R0O7km5DTyImnhVZqp+zZGqDGCCVtETKM2/VZytLDqkHrR4vqv/eu8mbwnpmR985F7iyB+BxRd7Cuh3USd+wdrNw9z+t3SL7xhkdohD5ra2ucOnWKbrfL4uIic3Nz1Gq1y0ZsarV5fvyffpKf/ql/zLNPfJm4eDyJvruwi5W6dK24yG8gRCZ9DLlcayVYq8fHOqWolj20hiAc/K5MQHNkirLC2Ni6sRXil30kGTZGEWY0aZ0Ga1Wms/UsmJTWvHPfcurPYWfi3yuBnWhmrgZcM2Sm2+3y5JNPsrKywkMPPTTTi3s500yj2Nzc5MUXX+Tuu+/mmyIHRYAvPnmILz71NOcvrtNYbwxpQErF9MiMET00+M2C9g5WDaNdaJNYqPS4mFJmW1CGUGm6Jr2qBaDbg0qpiBd0x8K7cbpJRpd3KVheLNLYbtHrpbvNJo8poiExUW43DJWyHtIRZes9Br9veFXaPY/dXj1VIOtjqKiQkg7xraHbLxEVSiVFN3ATe0eKnArmOGsWCGeozgIolXw67QClShOnWxe6z/6+NZbAehQzBu6FOZ9mStQiDGFzK2R12bK2Pb4wsNFElYZuZiom+3uLn/FYW+MpYa5khjp4T4NkEP9axbKd4p7sNDyzvit2Yt8qgCptbtbn8ZQhFCeYRQliXdNVV+k2eg1qaKAVoEeBw9xLR40L329ZrWCtjYTk0cG0h6ossaA0CwsL3HLLLbz++utYazl+/DjNZpPFxUVWV1dZXl4e1trsANrz+OgP/K/8+5//BF/8b78dVaglBLkqbtlg8aKGlYpYNqadB5XEiSENkeeSUT56JBSpULTaBtW1+J5PGI0VJXo0Gb4/qQsZgV2VkPURUu71ozM5F35K2KgH3LRnmTcvbOXbl8lpzUx/GcDLaZYH45WplwPNZnNHpdFvN64ZMiMi3HLLLezatWv6xhGuFJk5deoUJ0+e5KGHHhoz5bv/5tvYW1vg7rvv5uzaRX730Fd4/qXX2Di3cdnEv0UfOjtIMXlZhEmERjN7BaOxeJFUNisp0e76LK9oLl0av7BZ0k0rSwUunN8GYNfKHJfWJrc50Cl+MtWyTzvRJ8LLFAIP0OuGLMxVOd30WdUN5nSHojKUCSnrYOAfghukXIWSoJSmSZnTYY0Ldp6eOO2QRJ93GtlerOmo+6+wuiJsZ/i/uONNX116GALxUiM4uuBl+xIKrK1bVpYCNls+NqmDyfgMSg/Ev+O/nHqpUeol8jkqasLI08W15Zs8OJuMSEtWp+w8lS3VskoVEIMjYFZp7vNOEctMC1GFjbXgR0JsE/Uq61+veFE6Kr5+TZcCT8o9tHVl7Pp2z5VYrpWGm/0pha4so0Y7t2vN0tISu3btwlrL9vY2a2trvPnmm0NW9dVqdcdRm7/81/82Gz2PZ/7gM2NaoFg87449WDiMfiaViNqIGAKloyaviaWecgueUg3CaFFVIo3livPJUslFi2a7Ebq+USM6rp20iFmeK9Ho9jh25iL7dy1xfjPNdSsbWecr+h437UmPvuhSDeXP6oY+wOU2zIN3IjNXHJVKJXf52eUszQb34Lz00kuEYchjjz2Wej2e52GjDqv7Vnfz//yzfw7+LDQ7bf77k1/lK8+9yLmT5wi7CaO3nCuHSjk/mZmUYlpM9GFK3dd6+MpgUYSSrUHYqGt27y5x8eL4zJmVbtIa5iqaC+fr/Z+1u8aFaScoQzXueMmBY7sZRm6j8aAaaUWmlCRr302SF+w8W7aM6y4TCzfdkUx/uo2PDNKGarVILxHedikpHTkCp0PBUCfsja0O5XKJIMVrxqIzU0xjx5VoJTpy7nZv+mC3vmmpVjoYr0g3GPTFScNcWahnpIZmIV5D23tqaPK3oiKhqIqOZ0b4UVZ6K9dpU1EoCtJ2XaKtco69KhLs+hr2cYFdequvi1G4VGF8v5P/jf+adPW2KJqUeZq76ahyaiXdHXsX8KP0uViLtdZ1Zy8uEETVA1o7fUpSMxMTm9iaotPpsLa2xtGjR+l0OiwtLbG6usrS0lLucfTvfOQj/GgHjn/1N4aiMySiM8TmgMTalnTS6SswuF5UVgY6MxVt3+nYSFbjPHt8QsKRaSo5hlhcSi8IFavLwnp9+PnQYmfSlCVRLFYh6GKNZWO7Ra1UoNmdLXzo9DLpD+Ote5fwMooi8rYwiHG5y7IBWq3WRC3q1YprhszsBJ7n0evlqPmcgE6nw7PPPsvevXu56aabMlc6WdGgWrnCn/umd/PnvundAHzpxWf5gyef5Pgbp2hu5bPxDXoBeQ0QZHRZlfzdBAWmUxBETRqV4BOVLGe8sOvbPqsrlrX14Zc/Ld1UKmkwIevrw5+/0zUsLVXYnOYKPPJ5gkBYWfRZ30o2fpw+y23XAzwNxkKXbB2WHQtZaxYqcCnlEZskzlxZLrBeT3TBNgpPBQSMr8zyDMKKQQuG+My1qqbbm+1pabU1xWLIQlWx1VKZLr7FAqnNKp3wPR+rCEcevVgwm4QjOFELCBQ6EjMrpB8ta6foZVxUa5Cy7FevxTqn6Cjxvel0e2h8lI5+OwgboAm5xz+JEY+CcmXoAY6IxV+zHRGnhgzaFgiwwTzPcScG3wloU76U2xN6GaU1ntZ4gFrcDYUCxpj+YikMQ0d2Ulbn5XKZ66+/nuuvvx5rLZubm6ytrXHs2DGKxWI/alOpZPs7JfG/ff9H+KEf2+bii78/RFhdBRN4WmHM4JZNet6s6L5IXMUhG1wUxfSEubkCnY67byV6Y2QmWXqt1EC/1e7E3/Xw2UNxZpOzoFT0hhpLNtsd9lXLtHvhTP5Dk1LCl7MfU4wrQWYajcY7kZmrDZcrzbSxscGRI0e4++67+x1Gs6C1numc33Tfu/im+94FwNEzp/jdr36Zl189xtbF7cn10xAJbWcnM4Zse/lywbBVzz5faAetD8BNlAUV9ejJIAr1TpG5OUujMXwfkummuZpPs9EiyFDAdroW1ygm+3N6COGIIDAcWaLHTryTJllrLCuLJda3p6y+EsI+i8ZX4sLbSg+Vi7tu2jpVPFvwod4epyj1hrC0KEPaFuctky/SoXGtBoqRJ0654tHLUWHa60EQBiwvFag3MlJfGREzN0nlud7ZxL9DaamUFX+hYOkEfhTIU9Hro6Lnnj59GVTTjH8vSlnC3ng39Rh369NRR2dXrmxF8LFD24skiJhA0hP3Iss8zx39q8gi2XfsTVkRK4WurqC015+4Lly4wPb2NjfeeCPGmP6YE/8+SW601qysrLCy4qplWq0W6+vrvPrqq/R6PZaXl1ldXWVxcXFiyuKf/K8/zN/9+5fYPvHCIJqmnH5NYVFO/ezOGYmiU5uzKptW0zToY2ZtpLVRFAlISziLuFYRyahlq21ZXoLRimolFqNmawGyf/cKp9aGD3B2bZPbD+zhzYvbU/eflCZd8UPq9Tq1Wm3cE+0tkJkrkWZ6p5rpCmInOd/LkWY6efIkp0+f5uGHH55pFbMTAnXb/gN89Lv+bwCs17f4r4e+wtMvvMSFs5fGyr5LBUt7Bl+SJOKGd2moFkJaGe+fG4zGP4sCCtpNmmmhcmNA/BKlYptub2TiUcLCQoH/P3v/HSfLXV754+9PhU6T880556CLkDBYNrCASV8QSZhgQKQlrG1sMMYYMCYZ2wvO3jXY2KzBPxyWIDmssbExSRLSvTM35zQ593Tuqvr8/qjQqaqne+703JkrndcLJPV0V1V3pVPPc55zJibmqDaxnc9LOtqjTE/NV50pFanGEybNUZVEkUB6PiEwQL4GgbJtxmcfh661ezYn6epQmYqXfpmgpbW1hpgMuCbmDQMpde8GKSmEVtYDFYucIwiuJSahHNKyM53WdJlMzmmU33YC21Z1nqORsCBXx+lplelRXDRFJHnv/uNWVCSSUr1KNTRFIBGgW2olyXpl3MvYylnCqwq4MFGc9oi9v4qrMmN00s+OwvfA/+GiIxaiuzVS8bqItJX4jwwNDTE4OMjRo0fRdd2rzliW5V173JucEKLiZucG8K5btw7TNJmenmZsbIwLFy4QjUa9qk04XFkp/NxnPsO73/0OUpPXPbLuaWcQjl2gDRlAZlSnDRV0TUqnDcJhjZzh+s34UR/L93izzFITPZxPmjUS7bmAKcoLN8fZua6bK+Nzvn/H2cqgqVRdU9i1oY/E3BwjIyNomkZLSwstLS1EWzoQeuV+rwWWZT3VZnKwYsjMQnArlRnLsjh9+jSWZXHs2LGaD5hbrQZ1trTxwLOfxwPPfh45I893jv+Y7zzyCEM3RrFylu2DUZ8ezf9agP10GE8En+B5K1hnYxMai5zlHzCXyQpam6MYM6miCSdJZ5vO0GgCO2yv+s0vlbYQttVNINwyd/GSwmGlhMyoAeGTxYjP5YiFNdLzzEqbEuz0hMLSDKNy+srV9BRXZ2JRhakqD3fJpEF3Z8FEbyEOpi5UTISqkkwvzGtDwSY07a15UjndC3DUVYt0zr8VV6/2KxwRdVWNgobP1SBuVaW1WrEMLfgI2atcs9PQsaMO7BaJj8jVrf1InNs6pIlymi0l77Wk6ivGL24xlSy7KFzy+vXrTExMcOTIkZIqjEtYLMtCSllBcFxS4+eS3t3dTXd3N1JKUqkUk5OTnD59GtM06ezspKuri9bWVm8Zn//87/Ped76JzNyUXfEs0s4Ut2IVrEBCY81TLdV1Qc6wK106Bvmy9q9EoUKRjG2i19yskiyr+Alp2angVY7Rvo4WJudSAQG0kosj06xpb2F0LsD/SgZbbGzubaO9rZX2Nnsf53I5EnNzDA8PkxlP0WydX5CmqRFtpqcEwEsAV/RWKxZKLFx9zKpVq7zQykav0w+6qrGlvZvOp93Lwbce5NT1y/zXjx9l4NQlkjNzNVmnuoFxfmhvMpic8v+cLeCr/j0EEFYssgGEJp4UdHZFGR9PoyoQiyiMjc2hCcjJ+e3GDUPS1dXExHjwZJPfU9fMnImqCkyzMF1hBDzVFy8nElOrkhlXEyK8T9iYnTNpbtJJljkyW2X3x3BYI13VXVYwkzDRNIWcpRBeQJZSMVqaBHPZ4PHqINhPmPa+dw329LBOKqsQi8JsAJmu1/ix3mJr0NKDkrLraXnlAypEGxilVaSdX9BV25TeoE0UhGMgBzgZRyYmGmfYXKH5sIQ/wfRtMQEi2o6UkkuXLpFKpTh06FBga8F93b3BuWTG/ad7bfKr2gghaGpqoqmpiQ0bNmAYBlNTUwwNDXH27Fmam5u9qs1v/fbv8f7/8TYyGfvm7z5UKIqCtFw9THBWkut8HESAU2m3fWtPNRWTGdMRxfs5CgOENItk2S9sC/MhVOWYa2lpZio9E/h3yzCIZ7LEQhopn5KiFMEV4HJ/mVAoRGdXF51dXeir9zIno56mSdf1kkm0amgUmXmqMrPMsBAHYFcfs3v3bq/HXA8URVmU2f/i3KkjR46gKAqHtu7k0NadAAxOjPGP3/svBs6cZ3JkMvB+VW2KKV+lxm9UqcqUI6xY5KT/6PVUXKG3N8LsdJKp6YJS1p5uml/gGp/LIWxD4EDYF8ZCpcc0JV3tOpMzhfXVUjVIpozAKpb7coE8lS4vEqbCENHO3rGFnu0tqjOKXR1GzqS9WWEmtQgXKFVFSokhlLq0N5Yzduyi2GBPDbB3tadK6jvu/UIhq8H3qVfg62Jcj7+Iovj7y2jk2a4O2UuRNpE1nViC0k2wk8xVRTp6IrvFNUgf01RWW1Rp+R5jQWRGRto5d/YsAPv376/r4cqvalMsIq5WtdE0jd7eXnp7e5FS2k7Ek5P09/cD8OA73sv//oPfJmvkvQk0VVgYRSQl6LxzZbJBNyDLlDQ3KyTTFiFygH1Td7Vq9jIqq59geyeFI0qFF5KQMlA7o6kKQ9PV7SAAZhMpNvR2kM4ZFd+sWnpLNbM8rbmLTj3i3W/S6TRTU1NcvHhx3km0RoxmZ7NZQiH/mJrljDuazNTjACyl5MaNGwwNDdWsj2kUUqkUJ06cYOPGjaxZs8b3PWu7e3nwpS+Hl8K/fec7zGDyaP8AQzdGMYvGvv1KsWDnMMUDWh4GtRMZFyFhkaOS0MSiMDGVJVp2BbGnUITjKhx8FTBN6OqsXp2xL2pqyZN4tqz3rYqgoLsCclmTWFQhVUZKiomM+9/lmI3nUYRalhslPPGxIWs/1cZn8nS2qGRuZRBPwFzK/r5WnYTGr53jGuyt6lUJaZKcUfoe28SwvmMmm66PzPiRk1jYJJX1Mfyrw18kFoWED9HcrVxDx3AM/uxWoqTMsA27veLIdMhjTx8liHKBdZXbhfCtlLZGdFa1Vz6Fy1ALJ0+foampiS1bttySy29Q1cYlOO61UlVV36qNq/HYtGkT+XyeyclJ7n/Va/naV/8Sw7In6WzLGVEypm3nUpV+Z4FESOF7bXKRz9ufsf1m7FRuRZQenX5uu5a0dVQVZIZg7cz6vi5uTs3f8xTAtbEZdq/v4nJRbpw9Oed/fmmqwuaAFqISilboZaLRaOAkWnnVphGVGT+d1UrAiiIzjWozmabJ6dOnAerSxzQCk5OTnD17ln379tHW1lbTZ2KRCD957Bgvv+/ZAHy3/wn+49FHuXL5BkY8INVaCf5dbMFw/XAJjZAmAkFrs2RiMom0QGoKsahGKl0gWpqQNbWb5hJ5VE1gGsHvKxfKJtImrc0a8URhfbWkJ2taaSJzoalU+JyrDSg+3fMGdHWqTM1WXrQ72nWm69GGSPfmufDjsK1ZI5mzbxZ2OKfEFP7twHJUq2JNxjUsy6KrxSKZUcnkFfdDdaFe8a8pha93T1iXpHwNAetoDSuV1oqdxFkjZuyRcGfM3qJS8O5qYxRhh5gqSKRQ6JfbfbchyO17a29lVcYyTc5fG6F9y1E2bNhQ8/epFfNVbQzD8N5TfnPTdZ1Vq1ax6qWvpTOm8ydf+AI47VxVsbDMGmwFRPW4iUzWpCmqkc5JdExyQq14rx3YWRlxEJ/LoyihChM9JWCyyajjXFOQnL4xxa51nVwdt0/sIHE6wObeVrSAe4oyTx5T+SRaedVG0zSam5sXjdSUmDWuMKwoMlMvamn5ZDIZjh8/zpo1a1i/fv2iB7fVCikl165dY3R0lLvuust3kiAI7ji4ezA/88BhnnngMADnb1zjn3/wfU6fvcTMxCxIia5KZub8TzxDKqjVejrzICTsllNbk8l4UT5C3oBQREfTTIwiUlJLu8kwJO0dMSarVGdUpJdC7EIru8KJGoTAc0kDTREYVoHI+F1sLR+xX94nhiGkwXRao1bdisQmeVNxg952hdk6qxcutLCKKJo0t8fFATF/+yWootEUEySdatHkrIKiSLqa86TyKslsfU9y4YisU/zr798R9LBSj14ml6uclNkjrtkxEUUBkaYszapyqzKWKTAVBUXa6+2XW0j7eAYBgQdfcR4TEgzL4vKVa3Tt+glWN4DIlONWtDaHn30/Pzs1wl/9w7dQpR3pUBw34pL/StF09bNRYJtqAoTIYwZ4QPlV4fIGviZ6UFmdaW+OMjgZDwzI9IOKxZWRWXrbmxify1QVgO1YHUxY6vWXKa/anDt3jnQ6zeOPP16X1mY+3K774K3gjiYz82FqaoozZ84sWB+zWDBNk1OnTqEoCseOHau7xFfsOlyOHes3smP9RgAmZ2f5xx98l/Pnz3Dx3A27h1MGqwYdSzUoiqQ9lGN80qi4VCUzkvaWCDPTae+yVmu7aW4uj6YLjHzwjbhcDz0zZ6Brwguvc/1fqt3opCVpbQ8xOWt4n/GDX/UinjBpadFJFM26t7WGmJizbOOzGq4PUhSe/hNZA4Q+31S5L/zGp1XstONqhMZCeBEO5YiEC2QGbBv/ybh90+puzZI31MBU+HIs1sXS9Gnf2TWt2n40VZNkyoqXW8QwLUqanFSdEWzn+Cmx0BfefsoLBR3bq2ZI9jBCcOSKUqaXMZ1U8TbdIJnOEotGyOWzXL1yhVWrVtG5cXtN32OxUYvWppjY3PvinyMZn+Lv/vX79omoWBiWKBPMl1dVwKL6A8ZcykTXNaJmjjT+N+his8hi2Pl1xQ1iZ71lrsA9nW0kF5DBlDfyZPN5IrpKpkrVuKpZXlN9ZKbks4pCOBymp6eH7u5uX61NZ2cnHR0dNVdtGtG2WiqsKDKzWBdAKSXXr19neHiYo0ePEoksbMY/CEKImoVZ7uTU6tWrF1xKtjNJ5n8S7Wpr43XPfxE8/0XkjDzffuT7fO/HT3Dt0nVyqSx56e8bUytCIbDyWaZnTdu2XChOAF3hRJ9JSLq6okxMFhSXtbSbTFPS3h5l0i8N04FadmG0LOhoLRUC14J0zpUzVmlrecSo9D1hHS+DuymqMDXnih2DSUIBsmR56bRJT5fKbKI+ehmNKmSz/oJExSE0ImBM1fK56RT+5r8dllSYiUtA0tGSx7AU5tLVL4jl5f/54FctEgJS2cpLWHkIaTU0RSTxfKGV2BdLsSM/jGXZGiPpXHPyKCWeNW6lwcJ2BJaoZIhwhs2B68pJBVAwpXR0NnZUQiyssam7iYmxEZLJJIZh0NPTQ1N794LyehYbxVWbYjJTMvqtR/iJF7+RVDLBw9/rRwgF0xHA2w8s/mPa0iHX5ZoaF5YUxEISK53DM/opg6uFKdcipTL+JnoUv1/AeHJh4jQBjM+m2NLXzsis/7i2qihsCcpjCkVR9FvTZhbfZ4K0NleuXKm5apNKpVbkWDbc2kP4ioRpmpw8eZJ4PM6xY8cWnchA7VqdmZkZfvzjH7N9+/Zb6okvZBw8pOm84N6f5INvfivvfNUreOubHuDYPQdp6Wqtf2YWaIpJMskUyVSRvwsSVREVgtLJuKSrs/QirQs5L42ajRvoevAhK6BMgOtanBegVBnpBPsil0zliUXn/w2kz01/ZjaP+2ATChcM52qpE5Tb4QtgaiZvxwfUgXDY3yrfhYLEsPD9Hao9MPhNDUEpyZmeU5hLQlssT1vM/5iUQLaOBI/iKkgxmqOmrxuxrOP4FcJCCElXq0kkIliTGURahbF6m/DZWULF2+MSGUVaSFQEkn651TbPK9l2MKSKIRVAoGOgY6IivXdu7W2hs72Dnp4ehBCsW2cLh89fG+Gxxx7j6tWrJBKJZaFlcCs2uq4TDocJhUJomoYQgljXWu59zsv4qSPbbc8V1SEv0ibQflsvXOV0GSRurpVFOmvvg5Bv8KSzHCxf43SrPC/DW4GtdVrX1U48UWfQXREUJBdG42zz0TyBrZfRtSC9zMKrMi6CKimu1mb79u0cO3aMnTt3oigKFy9e5JFHHuH8+fNMTExU3DcSiURdLaqpqSme+9znsn37dp773OcyPT1d8Z5z585x6NAh73+tra187nOfA+CjH/0oa9eu9f728MMP1/cDFGFFVWYWCjcnJ51Oc+LEiYbrY1xyoevBdyE3eXsxJqdqrcyUwxUb79+/n9bWVp5zz08AMDg+yjf/8zucGDjDxPAklll92W0tMD6R8jW3U7D7VqZV+lQ2kxQ0N2kkknY7p5Z2k7QksZhGfjb4Sap8TDuVsWhr0Zidc9ZDpf8LOKGSspBHFAmrpNPzBFTiOpkWYJjQ3aZgSsFssrASNWCMtHTbK1+zTElIN8nlay/95uX8zyiqkBiWgqbIkttvUFstEq6cDil8phJuNamlKY+qKMwkC9sfDgvyRu3nXtBkUkgHfO5DtfrdxMIWuiIJ6QpTCZ0+JugVM0gEqijookxnisaFKRWEAA0Tw9HNXJTriVOwgJcIDKfS6RrkSem/D7f1tZBIJLg5eJMtm7d4erm1vTvJN61iYmLC85jp6Oigu7u7rtZBI+GSG02zheFr993LT8yMks3m+e6pa1hINKRTyXTP86LPO3qaYiGwK7R235fL22L+RDpHDv+RYYEb8Fp6zs4mTFpaVBJl2jOBfZ6EoxHURFCkfG1QheTU4BQ7VrVzbbJU17e9ykh2I8lMOear2gwODrJx40bC4XBdUQaf/vSnefazn82v/Mqv8OlPf5pPf/rTfOYznyl5z86dOzl+/Li3vWvXruVlL3uZ9/df+IVf4Jd+6ZdqXmcQVhSZWWikgWmaxONxzpw5w549e+jouPWDqBqqVUosy+Ls2bPkcrnA5O3FXJ8f3DbbyMiIr9h4bU8f77j/1XA/JNJp/vH7/8mPHj/OjWvDGJl8yXLami3Gxqo/ZivO/xUTGsuCnKURCUsyWSd3p4Z2UzoDIV2QC9DOKDgi5qKbj1J23JRPPrnC4eLPzCWM4gnTQPhNSOWyBpZP+bjaoiyCw/Ampw262hQSteQYKZDNBGcMFUMVlpPjZN9s7LFj/21oiqlkAwS71SIX5pI2qWmOGui6YCahEAkLEnVMMgVVWvwSKOy5pMrvoCkWTVELXZOYlkIqq2IK1db8ABoGu7mBlCrSCbt0v1dxZciQKkJYDoEVWBJmaOMKa5z1C0xUFGlUTC0F/barY4LBoUG2btla8gAkom2Ew+GSm9D09DQTExNcvHiRcDhMd3c3PT09Dakw1wu33bHlGS8ll5giZ8GjZ696D0OuSF+IYk2T8FpNdv2l8ncSQN6wqlZmbFi+Aa+6WpxdXkBEV7g+Ob+3TDXYgn0LRcKNiTk6m6MlQZXbV7cHfnaxyEy9Gku/CamBgQH+6I/+iMHBQZqamnj44Ye577775q3SfP3rX+c73/kOAG984xu57777KshMMb797W+zdetWNm7cWNc214IVRWYWAkVRuHr1KpOTkw3RxwSt069SksvlOHHiBF1dXezevXvRKkP1VGbcmAYpZU1i4+ZolFc++3m88tnPA+Dv//Wf+WF/PyOD41jpGcb9IqP9thEQim3G5/bH8wY0R0Pk8xlM584033STZUna2qJMTQRrZ8p/1pm4UUKAFPD8X4JCKPN5k7a2EPF49buuO5pbXE0KhTVMJOmy8o8aIFSE4EwXe3sleZ/MGT+0tukk65iA0hxCoyvziKMDjtWgFlA5EmkBaWiKmkRCoCHJG4JsXsGY5+NBsQSZXOUNyh2RjYUtImHbEC6bV0hmFOLp0t+vtcUk5wR77hA30GXeCUEsVAokAiElUuD4nBSaaoYUWEJjQG7FQEFKgSpMNIyK7bUCkuZDmkLISLB161Y0tWj7hIBwqTeJoiie7gFsfcPExASnT58mn8/T2dlJd3f3vIGRjYaq6Wx95itIzE4yMTXNxaFpz+cJ7CcEA8Wr0thiXHfyyR/pjKQpnGfKkIHk1tamKRXatOkAE731vZ1cnkgSuYWfqthgMpfPYVhhdE0lb5ioisLWVe3+26pHUEK3NnEEi5PNFI1Gef3rX8/rX/96/u3f/o0vfOEL/Pu//zu//uu/Tnd3Ny94wQt42cte5iuFGB0dZfXq1QCsXr2asbGxquv66le/ygMPPFDy2h/8wR/wl3/5l9x11138zu/8zoKLDXc0mTFNk0QigaZpC5oSWij8nIfn5ubo7+9nx44d9PT0LOr6aq3M5HI5jh8/Tm9vLxs3blwQmXr6nv0c3rqDzZs3c/bqZb75b9/m5KkzTI1NI+cJaxSAVhZQmUhLOtojTE3Z/YJa2k3xuEE4rJLNBozllo1pSyAaLq3mSOY3VqulWeGKD932UU+nzsSsRXuLP/lwx3mLYSEIzeN/M5cw6O3SfMWMxVAWcGGzKzQqosrpkfYhDuDqfGqvCibTAjWskEgWVqarknDIQlNBVZxYUGnHFGRzkpxZOdGla5J01t4mVbVoithVl6ypkcsK0nmNdL765c09ZdqJs0aOowjptDgK+i0Lm0i5zTjFk5jb5K9fbiVJxK7CVDmd7P1e+TutadHYtnULqlL2+4ZbEPNcr2KxGBs2bCiJHhgeHvaiB7q7u+nq6rotbq55oZNu3coL7snzZw/9F9ls3tMf2flNlp0sLoRDBoSvuZ4LgSQcgpCRJxvQaoKAFrL0N9HLmDaZD3qgqQXll9Cp2Tk2ru7mxmSCLT0thBqol4HFnz7K5/Ps3LmTz372swBcu3aN5z//+Xzuc5+rEAZ/4hOfqGvZuVyOb3zjG3zqU5/yXnvnO9/Jhz/8YYQQfPjDH+Z973sfX/ziFxe07SuKzNRz83X1MZFIhC1btizpk4rr++JiZGSEy5cvc+jQoYYoxWupzCwWmSqeaNi1aQu73myH6E1MT/GNf/9XHnniBCM3RjDy/jc4AYQcQuNeuKbnJN1dESYm7XbVfO0mKSVNrSGy2WDhXrkuNJ0t9NXdW9N8idRzszn0kEq+yji4/Z3sv3e1a4zPWAghmJkzaWlVK6okClZFdaaWw1oAM3M5FDVEtV1d7l5cK1RhYkjVN4wvHIZ0NrgyUxcEpMt+k7wpyAdMP7mVlpBuEdIlmmqP/+sq5E1JLq+QyCjEU/alzKR6BpcLRbFIpuxb6C551RkhdjUbhck46Wk5pPNdnekmqTGidjNlttWYzO3/O+3f2FtJZLBbTPWgPHpgbm6OiYkJTpw4AeCFSTY3NzfcQ2RmZoazZ8/ytJ9+EdPne/jp4Uke/sEJCvXLwsSckNIRTct5z8dE2iIiclXJTJA2LT6XR1VDmE6OV3dbEyPTCRRRX/RFMewWU+Xnrg1PsG1dH9tWNVYvA4tPZspzmTZu3MiZM2cC39/X18fw8DCrV69meHiY3t7ewPf+4z/+I0eOHKGvr6/k8y7e+ta38qIXvWjB235HTjNNTk7y+OOPs3PnTtra2mqONFgsuJUSKSXnz59ncHCQY8eONWzkrZw8lWN0dJSBgQEOHjx4y1WhoHV1d3Ty5pe/ij/5+Cf4//3vP+Htb3sDuw/sJBLzb+vpioUsKgVMxqGzvXCRmm+6aXbWIFKlPqwWPV1LIJ0TxGIqCpath0BizSOUlUBz0/x8XyBpbtaZSZT268vFiPZ7S6d/JP7Otn7I5yxaYsHvbW5SMesQ1hZDAiFhYkk7zqIYTdHg36necMlQSNaVyeSSpVxeIZFSmZlTmZrVMCzB1FyIREajcBmTNZvlNUUBKdgsB2kRdliiXRnAY8ImqkdBBIXvaloKCcIM67X3/YPG/HesDkrKbq952RWfFYLW1la2bNnCsWPHOHjwIJFIhCtXrvDDH/6Q06dPMzY2tmiBuMWYmpri7NmzHDp0iFgsxpqD93HsaU+no7UFXLdkSicK3XaelMHj/wCWYdEZnU83UznRCHZLu63o3Olsb/Mqt7Y5Yv2EwK3i+eHS4Bi71nUFPqkoTYvna7aY5LTe0eyXvOQlfOlLXwLgS1/6Ei996UsD3/uVr3ylosU0PDzs/fs//MM/sG/fvjq3uIAVVZmZD8Uuuq4+Znx8vCEnbTWoqkoul+Pxxx+npaWFI0eONPRpKMg0T0rJ5cuXmZ6e5tixY1Wnq2pFLVWgkK7z4p/8aV70rJ/i4sWLPHpqgAs3b3D63GXiU3GHTNg38eI8p3ha8Sacamk3xZrCZDL+1Rl3TNtek51obGsSzKL3zH/js423qiMaUUjnRMVFdDpuEIuppCtkRZYX+FQtadcPk9M5YtFQRTYSQCSqB4p054NbARHYduZ5oaI7v5VSxRo1KJE9CLGYSrwu519/5I3Km4+Bgl7jbymERYwsGxl1pKGFGpNEYHrHjVutEd7GGEJwWtnKXA2CbHd5fq04XVXY2OU/OSIi9VVmqiEUCrF69WpWr16NZVnMzs4yMTHhTbK4VZtbdY0dHx/n8uXLHD582BsqEEKw5d7/j5feuM6X/v5hbEJjj6kX7113H1gSLBHsd2XlcwhZ+iBUDr/qJ0AymUcQQigK47Plwl8LKcW81aFaEdE1tq5qs68/bt/UgdDCi6KXaQQSiURdidm/8iu/wqte9Sq+8IUvsGHDBr72ta8BMDQ0xIMPPuiNWqdSKf7f//t//Omf/mnJ59///vdz/PhxhBBs2rSp4u/1YEWRmWqEwPWPKdfHLMSD5VZhGAY3btxg586drFq1quHrU1WVbLZ0vNA0TQYGBgiHw17q9mKgVrGxm/odi8V44KUv83K1rg7d5Ovf/jZPDJxhdHjCFgNK26dDmhampjujyHLedtNs3CQaUUlnTMeXwvG0kXbJWhESIe1+PNhC4GhU8Uaubb1L9X55OmPQ1BwilfSv7um6QFE1jIzl+JIUICVEQ1aFG6+Ca8Jm1dQSKYa0JIowwMfaPXsrBciic0sAqjTJoaALScbHTRiquwUHQdaZN+UnjFYUSGT8llMjMZQWybTgkHWFkGKLdd2nbMMhdabXUnLaTZZwxMFwWa5BNEUhIKi1HKZUfFtRm7qb0VWf31YLIRp0s1MUhY6ODk9kmU6nmZiY4Ny5c2SzWTo6bL+b9vb2uq4Zo6OjXL9+nSNHjlQ8NGnhKPe+6A18+wdPcHN4GPdMtVCLSEshCNb1mIHKlmcmY9LRYjKVru43ZcjK6cBMDtb3NWNIhcmyJwyBJI9CqI7jWavy8xzY3IemKEjLJl6KELjeFeotuP42GslkMjDc2A9dXV18+9vfrnh9zZo1JZ4xsViMycnJivf91V/91cI21AcriswEwU2ZXrduHevXry/5m6ZpS9pmGh8fZ2hoiNWrVy8JkYFKguHmTa1bt84z4GrUuvzgrn/9+vWsXbsWsKtElmWxrncV737t6xBCkEim+Nxff41/+c8fo5kZdCwSGUlLU5RUPu24xMqqvilNTWES6TTCmzIpnXwxyozomiIa6ZIL2fw3wJAGfrNTioCmJp1ZJ+fKlGpFpWJqNo8eDpMvOwSFc/GutZJQjHjCpLMjVBKbEAopJFPgd2+sBX6kQcNC0QTxjOpLKGWt5KEI2QDtTRD81tscMz2NTDFqXXJTFFqTo3Qqc4VqjHRdfYsntOzUcws80jlLE9dYTbujvboVbF8V0GKK+L/eCESjUdavX8/69esxTZOpqSlGR0c5d+4csVjMq9pUy4obHBxkZGSEw4cPo2n+t5SmztW87V2/yEc+/MtOkUIiy6IdCvvCfcCQXjuqmNRERBY/Ml8MxTHRK3/+lZZFU3MLk+lZ38+4ZHY+mCiEq1R2D28paEGQlk2WhQrSnDdc8nYilUrV5TOznLDiyYz7VLF3717a29sr/r5UlRkpJVeuXGFycpKtW7cuKYEqJhgzMzOcOnWqYX4685GZ2dlZTp48WbJ+N9fF9YBwK2zNTTF+7a1v5KXPfi5v+cxfkZ4aZKc6RCYRpqs9zNRUsZq1UGEpRnzWIhZVyWT8byzln4gnDBQFT0SreKPVwYjP5eyrYlkbqbMjzORseduqdGmWBS1Ri6m5cpZRMParFwLIZvMUn74tzTrx1MKWZ1dY/PdpaxNMJylpO5VuSe0IhyE3v+TBQ1BSth5w1ao1iiNMhp1i0BP5GlJFF4WUILulpDg3Q+n9ynlUTstNoAgSyXqIjP97t/f5l/NvRS9zK1BVlZ6eHnp6epBSkkwmmZiYYGBgwE5K7+qiu7ub1tZW7xy+fv06k5OTHDp0aF4h6pZ9T2PX4Wdw5vHvAQU3bsWTBRf2gFulKWnzYZOabCKNHmqueEAohludKdetpXMmESv4fmAhg1ITakZIU9m7oUwIK53vpKiLppdphCN0Mpl8Ks5gqeGSh0uXLnHXXXf5EhlYGjJjmib9/f1kMhmOHj1KOBxe0taW+x0HBwc5c+YMR44caZgxYDUyMzw8zOnTpzl8+HAJkTEMAymlF0xXjv1b1vDIn36AN9z/Ei7L1fRYE4Smh1gTyREmhyosrCrtCT1URQgspNMysJHLS9pbS5/qzHmEwKYJrS2lExSd7WoJkQHXEbhyWTPxPKpafuGxt8kvEqEWpFIGbS1FpOkWrr6WDKZVqqIgkHbbqUwkWc0bxw/RKkJiP8iAy1M2W7lei+oRDsXYkL6GLvI29RQF1+fifScRjpu0u59gSHYzRzPNMWteb5zi5fhVl1RFsLkn4Al4EfUyC4UQgubmZjZt2sRdd93F4cOHaWpq4saNG/zwhz/k1KlTDAwMMDk5ycGDB2ueqHn/Bz6MVIuqPNKWxHv/6VD8cv2ZS2wsBKpl0BqrZWdbJTd8AcSiUeYSSfSAFpqCJF9DK7Rawvbejb3+I9lSIhV90fQyteb/1YNkMrliKzMrisy4N0KXPKTTaY4dO1a1BOrn+bKYSKfTPProo3R1dbFnzx7P3nspyYwQgsnJScbGxjh27NgtxyNUgx+ZkVJy8eJFhoaGOHbsGLFYzKvGGIbhJevOh19+zXP4pz/5JDPrn40lBCIzS4+YYa2YoE/MECXrK9pNJCXRWO1FRqMs4VapgVLIou/c2a4xFfe/mvlZ7RhlkxQm9uiordFY+FjlzGwGVZUIBZLBHoLzotwhuRg5o7DfNEzyUil6Sq4zQmMxLrwKpPOVo7nV8raKsVEM0c0Mth7DXqAbBCoo6Lfcip17bKSIcAHbNEyt43uYUvGdZNrQ1UTY74YnFlf8u1jQdZ1Vq1axb98+7r77bqSUJBIJcrkcTzzxBFevXiWZTM5bLdDDUf7bS1/tkRXhZaW5x1Lh2PI7utxJxEwiNe+6XBM9F1vWrWZkKs7UXJpN3cHVB4GJ6TMR5cJCVG1FHd4SLC9Qm7uqbnM9aETCdSKReIrMLBXS6TSPPPJICXmoBlVVG9bymZqa8kbAi7UpSyk6NgyDCxcuAHDo0KHAnvVioZzMmKbJiRMnMAyDI0eOoGmap4+xLKukrVQLejta+Ifffj//39t+DUNrticMkMREhh4lzlph5+e0kLKdVgEEhCPBPXRNyJKbXTxh0hQrXARqGdOOz+UJhVXaWnRmk8Fl6PKxUxd2PIJ9Yyx+UpdSLrg6Y+QlzVGF1hbdN3CxVgRNJKkqJMrCJVVHi5DzmgO1o548JvBPym6JWpjWwi5bMSvJBvOmLXD2tFW22NfdC7ow7NRtCvNNJgrn5HrvxpitcYrJXkYlVEVh95oAwhJqQqjLt/vv2k2oqsrTn/507r77bvbu3Yuu61y8eJEf/vCHnD171jfE0MUbXv9m1GiLR2gKx66FphbavrLKOSlyqYoKq//22v9siYUZmi6M0V0anKCv1f+hT0BJNbdimVX+pqoKBzb1Bf5da148w9RGkJlUKlXXNNNywooiM1JKTp48ye7du2sWtjaKWFy/fp3z589z9OjRipbOUpGZZDLJI488Ql9fH01NTQ03w4JSMpPJZHj00Ufp7u5m165d3sTSQolMMe5/9jP4ky/8Feu27vQudsJ5Vg6To10kWC2mWC2maJVzpGaTRKO1n9jRUPl75ycULU22JXo1/bM9IVX5ejYn6Wh2pmaKfpJbrc5MTKXR9FtoMeEvsgVojgnfbCqBREg7SLHWbVcUSNURsxAUkxDS/bdVnadKZEjBXnmRkLC872u6z/kShzQXRoYLfigKE7Qzjq1ziIYtMrnayacA2ptCbOlpZltfM6vawmAZbOj0bzXcLr1MLZBScvr0aRRF8c53gEgkwtq1azl48CB33303PT09TE5O8uijj3L8+HFu3rxJJlPQvwkh+O8//0HsUWzhaGfsW5FlWh6xdKNC/BAhj1nDVKWC7Qbe09WJkS8ItkxLIiy/prD7OStw8KBaO3NLTwuYef+qkVCWfWVmJWtmlu8jgA+EEBw7dqyuzyw2sbAsizNnzmCaJseOHfM9mJaCzBQnXuu6ztTUVEPX58IlM/F4nIGBAXbv3u0FlgUJfReKWKyZj37i83z3G3/OP3z9G8ylUqjCckr39oVMw6BN5GmxkhhZhYjQSUudLHqJ5kIRjrDP+e+ZhIGqCkzTNc4qjIaWQ1UEHW06qaRBxlDnrUgo3sW4FHPJHBqhyr9ICykWLgjOZk2EUBZUnbGkCsL/WNV1AQGOwoqgoDVxWk+aCH6ebY4KErXFeDnb5T8yb5qV55vE/wYjAQMVFYs98iLtSgqPtAp7VkY6o//2vjexpOoIUO1pJROFM7KQSRMK2W7SQQgpgr62CBFdI2eYjMUzTM+lmZ4r9UPa3BMg/l2GLSawr3snT56kubmZzZs3B57b5flRroj41KlTGIZBZ2cnPT09PP3ue/jCqk2kRq46mq3CyWkLcO3IUCkV599LoWKRjCeJRGPzkstNa3q5PDJLOecfnoyzY0MfF0YrJ5ucLanwq5HztJgObOxhfHycTCZDNBqltbWV5uZmVFVFbepA+Lg9LxRPaWZKsaLIDNQXqgiLO5qdzWY5ceLEvNlGjSQzfonX2Wy2rt/kVqAoCtlslpMnT3L48GHPaMsV+rrvWbT1qSo/+bIH2bpxA3/+53/G1dEpj5h4EMLOeJEmChZNIoNEkMUmNmlCWKiYKN4TvGFIuts1JmYKT2tWUZ6Ti852nVTaYmLa/m7tHSrxuer71m5bqRVutOmsQnebWRF4KIC8VANTs6uhoy1EImHR3m6RDIgEqIZqT5l5K3h5xVUTN3zRkrbNnGu+V/J+HaiDzPiGCQpIZiqPrfK8K0sKe18LkxAmnXKKDYxT7HKTR0HIQmyBnXwuPBIqMAGFC3ItOQqaPJtMOQRYCLpbwrRGdLLZLPF0jtmMwfXJhLcdfuS4qzlMa9Tfkn85khlXo9jZ2Vl32nFTUxNNTU1s3LjRy49yBxVe98DP8Sf/8+MouD5R9n4snIPBlRmAsMwRjbaQyQVf3yMhjelk1pcQAVwdnqC9qYmZSmdLW0OFQqj42HK0VX5QFME9+7bQEgkhpSSVShGfizM2Po6qKLRuaqUnmSQWiy1KFb0RlRnDMKpqUJczVhyZqReLRSzckeOdO3fS3d097zobQS6CEq+Xcvz88uXL5PN57r33Xs8cyzTNW24rVYNhGIyLHl7ysgf4v//wVa6PTlZ4nLgJ2PYItS0SjJAjInJ0kCSHRooQGRki7xz2mbLMpeJWRVuLhmnB1Ezp72rkavudy3UwFgJdsbACCIKQ0kkPrg/SedKbmcnT1QXxRH0XtyD7f6FAIsCYTOJfNVGEdKobAkvYFRH3Zp4zqj89V6zfJym7OWKSyPpdshxti7QpjS4sz3FXlRn2yUuOs6vjW2SXZUrGfjUsr7XltjziRLlBQcyp6yZNus7q3iZSOYPx2TSjM0lGA76D6UOOATYFTTEpKoSX11OxYRicOHGCvr6+W/as8suP6tx+kNkLjwN4VRC7VWv/dgK7EmtnqZUuL0Ke2Xi2alVy/aoeLg1P2x9WKvdFLm/SSbBfgO09U8h6qkb+t63upCVik1QhhEfkwA5wTLX2cPnyZdLpNO3t7XR1ddHe3r5gQtIIMrOS8RSZqQFDQ0Ncu3atpBIx3zoXW3RcLfG63mrVQuA6LIdCIaLRKLquL5o+phrS6TT9/f1s3LiRVYcPs37rDn7rk7/O+PQspix6ShICoYBiWb7J1CEMQsLAFBkMS5AlRCap0xILMVdkPheO6sR0mI77HzOJpEFza5hUqvox5QqBXSmpOzE0lzRpa1OJJ0t/K3uSptK1tBqiEYVEspAHNTGVp6sN5mqs0JiIQMfT1iaIB7SYLGdOJAguqQG74qQKi5wRoh6TOT+yFA5DoqzF47rFmgFmZ/uty4RE3q4cAXnptgpKSnuAsFsanves5JTcbK9Xt2gK5zGkYGQaRghqS5Qi6HTY3B3cYloK3VutyOfznvnm6tWrF3XZbn7U5z75GX72NS8hZKYDTetcymm3nAqvh8hj5A26upqYnq283q7pbufi8IxnwGeg+DpWj8yk2bq+j8tj/vvVwtYCUjTG74dDm/rs67AApSxuIdzcTsfGrazFfiidmZlhcnKSy5cvEwqFvNZcPZOopmkuahVcStkQ75qlwooSAC8EiqIseAdJKTl79iyjo6PeyHEtcIWwi4W5uTkeffRRNm/ezKZNmyoueLfyHWtBNpvlscceo6Ojg927dy+q0LcaZmdnOX78OLt27fLclDs37uVXP/rbtDY1OxepIlInBBLVmxryg0CiKSbNSppuJU5LZpJO5mhWc3S2KqTTZiCRcaH5POH5wZ2QslBLbs4iwLRLSP9x1CDEmvWS311ImE0YhLValxJ8+ut6lUmSOna1JkyawpKcYZvT5aWGIVVMGfw07deekUDe0jBQyKNgNxTtz4eF6Utk1sohusWMfbxiC7NVZEm1xKJ0mivvWOxfk33k9RDN4QTZrMHErEK9l8ugEMJNAXoZ6kzKbiTckeuNGzcuOpEpRigU4idf/IqiV6SzTwq/neJUzcrJsEASJk/GJ8dDEWAIvYR8WFbw5ODoxDRNIf9newWLvHO8BR4BAg5vtcmMZVoYhmFXrN0Ig+ZCNV9RFDo7O9m+fTvHjh1jx44dAJw/f55HH32UCxcuMDU1Ne8DaqMqM8uJUNeDFUdmluqHzufz/PjHP0bTtLpHnhdzGxcz8XohiMfjPPbYY2zbto0NG2whpCv0bSSRGRkZ8dJ329pKL/KtqzfzkU99nnDER3WvuALcYFMsQeFGKpBElRxtco7o3Dg9zBCTKVSCK2szs1nC/pKHEthCUolWJrCdmTOJhf0TtY15RsSL3+yrHzEkpjRqMrSrttfMqnqZ+ohzJKKiIdEw0THQMFFxQy3tyABTKhhSIS9V8hT9T9o55wI7CkHHIoSFhj2VZAaMiMdkgl3yOlLYMzF5S3Her5YcGZbjM+NsDRomOSXEeLSHTFYST4W9EeJUuvbvbUn/30lVBBsCPE6Wi14mk8nwxBNPsHXrVnp7e+f/wC3i3W96ENlmt7AU55gASsiu/e8+1TpyzCVyNMVKz4Vt69cwNTNX8pqCDEzHTqRzrAoY1QYI0sm42NzXQXdbC6FQCE3XUVTbINQlNla43btmliMajbJu3ToOHjzIkSNH6OzsZGJigscee4yBgQGGhoYqsvfArvAsJpkxDKPh1h6NxIojM0uBRCLBo48+yvr169m2bdttYapSSi5dusSNGzc4duzYbVGYj42NcfLkSQ4dOuRNJ7hOvmfPnmV6enrRK0KuLmd4eJijR48Gll3bV23ko5/4HGooQvFhrAjH0bZKdQakv8AUCJOnTSRZJabpFVO0kkAnR7FLKVIQCc9/ERHOzdPv+NGEP1kSsrro0UVTDMwAvpVOWcTC1atLkip6GVHpL+PConqp3XddVYQGdi1NojoERcdEBXRM+3/CTjyPRSxyeb9tqly2kAYH5UV7tFfa+X5C2M/2xanIEulVZSwpsJw3D+TWMpEo9e4JhyzyRu2XyyBX6bUdMUIBNyCxDCoz6XSa48ePs2PHDu+cXwr8we/9IYTtipU3Ll90Jghhea8XI0IegUDTCvuqtSnClbEZR9RdCrv66X+GXRwcZ0NnkMeKBCkDK6dHtxaqV4oQaKqGpmlouo4ejqC3dGFZFqZpksvlbILjQ2xUVaWrq4sdO3Zw7NgxtmzZgmEYnD59mscee4xLly4xOzvrPVAuJplZyWPZ8BSZqcDY2Bj9/f3s37+fvr5g86NGwjWiy+Vyvim0jYZLKK5du8axY8e8A9x19D169Ci9vb2Mj4/zox/9iIGBAUZGRsjn6wje8YFlWZw6dYpcLsfBgwfnfUroXb+Zj37qc1haqMTISlEEQs5XnQkmDe4zoI5Ji0jTRZxVTNFOnAgZBBbxRG7eUEcTO6DRj/DFE5Koz9CAPdk0/2mphSNV/z41a9LeFLw/ZMCkDdhEyQjgQtUMw4KQ9SUhwfAz8YuGAyZIfG4vO+R1mklhOOPVtobHjsQo3hITBUXagYfSMlExGZdtjNFRscxIpM5LZcDPFNhi0qMI7fZOkSSTSY4fP96wXLdq6Gxv593v+zBS0by2kq10KcDyaTWpmGgYTE9nvGpkS0srMqiV62jTgpBIJvyTzFFQFYlh+fteH97q34pThEBv7SUcDhOJROzKjXNdM02TfD5PPp/3rdq4IuINGzZw+PBhDh06RGtrK0NDQzz66KOMjIwQj8fJ5eoYE6yCRCKxosnMiqspLaRKIoSYdybfrYTMzMxw1113EQrV0EdoABqZeF0LXEKhqipHjx719DjF+phiLwl3KmF8fJxr166h67oXVheJVL/hFiOXy9Hf309fX19F8nk1rNuwlV/7+P/ko7/6C+gyaxu6KQLLEXP6DMU4EF6QYNFL3rXSkqX5KwqSGFli2OXeTD6EjISJm1GkqHw6slC9kDtbnFqpAYnqFuls5TEppFV1sikcEiSS1bOIBJLRKUlPu1ExCg4gRbCINxJWSAZcH+s9/XQVMtnaIyntLKPK24UfMbXTrMtG6eUkGxghJxVUYSd6uf5BVnFVxn70B9e3SEAejdPWBvxR3xcP2ndBeUy3uyozNzfHyZMn2b9//23zGbnn7rvpf/79fOfhrwG2vqkQeyCd9nGlH1OYPEmp0daqEw7FGJ2qLtBWpMQU/plZk/E0Ozf0cn40XvoZ95/CqhDqr+tupbctmARoLQV5gBt3A/a1trhlDwVRr18EjKZpJUGgZ86cwTAMBgYGAOjs7KS7u5vm5uYF3SdXsscMrEAysxC4E01BZMY9IKLRKEeOHFkUhXgtBKoct5p47ZrVLRTuxFRfX5/nJ+ESmeKTrBjuVEJraytbt24lnU4zPj7OqVOnME2Trq4uent7q55gyWSSgYEBtm3bNu/Yux+2b9vOL//6Z/nkx36ZKFk7lE5IpIWjt/Az3ZKYVckAuAnYinBJUeEDEXLITJ6YmCOPRlpEyIgIBjqWUBydTGEpfpiO5wmFwxVJ0q52JmiyqblFJ54M3nYXChbTCUk0LMgZpYSrmgagWvBmvXqZpphCmV9cVVj432RS2UrCWOwbBKDJDPvlJXLOlJtKwTvG1cbYVTLbDM02y7O/kYLkqrWKNH7VEUmqjkRyKYNzqzZ1B5CZ26iXmZmZ4ezZsxw8eLDmIYdG4e1v/+9cPDPAzStnPE8XIey4ETv4000zL3wmQo4kUcJamGS6lhaoxLTsSosfLt4cp6+rg9G4HXhmoRBSinyVsMhKlbCjhQuqygAgBFqz/zWt2FoD8K6z7oOjO4Xr/r34XiKEQFVVVq1aRVtbG/l8nqmpKa5fv04ikaC1tZWuri46Oztr1sE8RWZWAFwy49euSaVSnDhxgo0bN7JmzZpFXWc9ZGZwcJDr169z5MiRBQVFuhNGCyUzc3Nz9Pf3l/joFDv6BiVelyMajbJhwwY2bNhAPp9nYmKCK1eukEwm6ejooKenh46ODu93mZyc5Pz587f8RHho327e8/5P8Hu/9SGiMouq2MVqRVqB5mUCBUuWTre41RmBa6Jnkxg/syxbwGrn+egyQatMkJMqhhomS4QsIYRQnMiC8nFgsCw7a2jSpw2jVKnOJHMatY45m4ZEhvLO1ruD4pUVjWKkAvQylSPN80PV6n0wqDzGImFJNudTwSreNinZZ11ytlI6VTVR9D6JtAqNC4lttCicJ/2kjHBJ+reVdd3EMGrXJpgoaD5kJqIJZkauYyZaaG2znWHdEd7bVZmZmpri/PnzHDp0qK5KaiPxyU/9Nu94ywMkk3NoFBEZCdI7/uy92tYcpbkpiplpY3hyjp0b13N5eGLedSiYgaPapiURpuGN8/td9VRMspZKWDFL9DIV74u2IrTaqvzlVZtyUlNetSnWzOi6Tl9fH319fUgpicfjTE5Ocv369ZJKerXYm0QicdvJ7K1gxWlmFnKzDvKamZyc5IknnmDPnj2LSmSqrbMcUkrOnTt3y4nXt+KnMzY25k1M+RGZhU4s6brO6tWrOXDggJfZ4ups+vv7OXXqFJcuXeLIkSOL8kTwzGMHef27PkxGhmyjLa9tFNRosmruHgS9rfiWJSWEhElMZuiypllljdFuTRORqZLU7WLMxvNoqj9B8Ovtt7Wo5OvMBkqkBK3RglrYCkhyBohFIRcQCGkt4HKRt+o7boQPWfKb/ILS8d311iBtzKHipLQ7r9uiXomQFiVExvEiMhEgJKesjQRdDmORxRFZbu5tZefOnbS2tRKfjXP+3HmuXLnC5PQ0OWXpicT4+DgXLlzg8OHDy4bIAOjRJj7ysU+hq6JkBF8IJ3ZEKKzp6aCjtZnpVJ7BiVlyiSkEgusjYzRFaiMP1Safh6fibO1rQyK8dnE5VGHS2dbK2q7WwOWoLQubBlMUBU3TCIVChEIhdF33HpBdrY1hGL7XZSEEbW1tbNmyhbvuuou9e/cSCoW4evUqjz76KOfOnfMNAq23MvO1r32NvXv3oigKjz32WOD7/umf/omdO3eybds2Pv3pT3uvT01N8dznPpft27fz3Oc+l+np6ZrX7YcVR2YWgvJIAyklV69e5eLFi9x1110Vo7+LAZc5V4NhGDz++OMoinLLidcLMc6TUnLlyhWuXbvGXXfd5R3IrtDXXe5iTHO5Twe7du3i7rvvRlEUT5V/8uRJrl+/TjpdRz8iAC+5725e/Lr/jiHtdolUVCfIrhICtxATRHYK9Q9blFp5o3VPILf0XfxTKUiiMkOHNcsaa4Q2c5KYmUCxCn2lvAFtTQHiVmlVqFqEHqqqlfFdDpLRGehsdtZbZX9GwlUmj+pcrwBSAS7CQfDTywifL1zcjoqZcTbJQVRMxzBRYuE82crK/WZK0DC9/T5sdTFNcFKwKhZHgL+ppwVFKLS2tLJu3Tp27trJqtWryIswAwMneeSRR7h8+TJzc3MNNy8bHR3l6tWrHDlyZFna12/YvpfXv+EtCGyvIrdVaEkFaVlcn5hjKpFGE3a9MexkZWSyOXraaxOxVguTBDvqoKM5WvWB58jmXqQIvm4X62UWCkVRUFUVXdc9EfHc3ByZTAZVVauKiAHC4TCrV69m37593HXXXfT29jIzM8Pjjz/O8ePH+fKXv8zp06dJpVJ1kZl9+/bx93//9zzrWc8KfI9pmrzrXe/iH//xHzl9+jRf+cpXOH36NACf/vSnefazn82FCxd49rOfXUJ0FoInVZsJ7B/39OnTXmjlYgd1+a3TD8lkkhMnTrBlyxbPEK6R6yuHG40ABAp9GxVN4AbW7d27FyGEp7M5ffq0p7Pp6emhpaVlQdvw+pe9kNnxYX70T1/FEu61yC0al0I4ksKyF737X6E/bytv/I4WdxS8sKkmssz/RAC6lSeq5GiVcximSoYwaREmHpcoouBnUgzTEbKCHfwYTyp1j0aDTRJGphS62kziAW0ksEvsQahbLxMVpPO1f8ZEQffZR+lAvYxJ2EywX54jJAxbISMESNOex8ZOYyquQhlOy0IIyEmBFCpnZTXBuWQuVcfvLYMTvMvFvwJBNBIltno96/p2e23Zq1evkkgkaG9vp7u7m87OzkUdwR0aGmJoaIjDhw8va1+R57zkAc6d7ucHP3oEIezxffekktINV7XPz3BR8NfF68P0drYxVW4X7QdpIYU/X8nmTXpklkSVjx/dvhrTMlEVFSFLr79CD6NGgknyQhGPx7l06RKHDx8mFAr5iojdVlT5/U1RFDo6OjxNZiaT4Xvf+x7ve9/7GBoaYv369dxzzz0885nPnJfk7t69e95tfeSRR9i2bRtbtmwB4DWveQ1f//rX2bNnD1//+tf5zne+A8Ab3/hG7rvvPj7zmc/U+3N4WL5HcgBupc2UyWQ4ceIEq1evZv369Q31j6lGLooTr1tbg0uU9aCeyoxfNMJSEJlMJkN/fz/r168vcRX109lcvXo1UGdTC979tgdJTg5x6tH/II+KGqBBUQCD6t0m12fY7z2uCqN48qmgxCi9kStYng5Hw6SZFM0yhcwKTD1CUjaRVWLOpJGzLGlhCVvz09qqMZu4hdgKaTGXhFhYkAvwTMmZ/iX6ar40QQhHVdJ1TOtLH8IZ1i3SWf9tajJn2S/PERP2Skwp0GXpGFap26+dKSURGM6/n7LWeVldvuuIQaqOgmG5KLkYm3v9z3URbQcKbdnVq1d7lvcTExNcunSJcDhMT08P3d3dt9QSunHjBuPj4xw+fHjZ5/ooisLbf/5D3HjfWxkcGikXSeHGglrSTmxXpYHpVEkUofgMcldCOEZ6fmJ7C8HoTJKNfR1cn6k8CDqbo2zu6wDsa6eqKB6JhsWpypTDFWuXa5zKRcQuwXH/XVVV3wmpSCTCu971Lt71rnfx+c9/nomJCb75zW/yy7/8y2zcuJGf+Zmf4RWveAWdnZ0L2t7BwcGS6dR169bxox/9CLCrg+59YPXq1YyNjS1oHS5WHJlZCFRVJR6Pc/78eXbv3r3gHVPvOsvJjF/idSPX54dEIkF/fz/bt2/3HIUXQx8zH+LxOKdOnWLXrl1VJ7XKL+jT09OMj49z/vx5mpqa6O3tpaurqybvnV/+wK/x8Q+OcuniOS8lGWFVVBjcxOcgIbD79Gcb8hWuqe7Ir+IIgYt/Nv+LqPBN5gaJnk/TThqJIKuEyYomsmoES+gYUhASklReq7vVU7p2SOcEzREDIUpN4QAiYcjk/FcgA6bCqsGv0lQNfv4ysagk5/No3G2Os5/zhJ1GnGmZ9rRZ0SoNqaI7v7Xl0VHLySIVxGliUFafngvrgkTK9TwRIO1aHk5EgnDaQcJR4hg4q3F9UhzNVndLhKZolIqfRAI+k0yu5b17rUqlUt6UoGEYXvWytbW15vP1ypUrxONxDh061LCK9GIjFGvlVz74G3zg/f+DVCbjnbsCCxMVTTiEXyqEyZFyyMzw5DS7Nq7h0vDUvOsIskJwH1Am40mawmGS2VJmvr23mdnZWZqbW1BVxQnHFN4xETTFtFDMzs56U2dBhHa+0W/DMLz3lB8DuVyOu+++mwceeACACxcu8MIXvpDf/u3frrAq+cQnPsFLX/rSebfZr13aqCLCk4LMJBIJZmZmeNrTnrZggW29KCcXQYnXi4VaKjOu4G///v20tDhum0tAZMbGxrh8+XLdo5/V/GyKPReC9qmiKHzwI5/mo+9/J9eHhsGybOt8UdrOUJCYwjZYqwVu1aV4hNiSpUnSwqfV5K6rkvgUniEFkoiVsc35pEIOnYwSRW+KkczEas6FCoKiwGzS9p+ZTZUSwqaYQjagph7kmFwNQcQoCH4j2YqPXqbTHGM/Fz3fEUy7Aagppce/u8nFVTLLqZxIBCetTSXvt7DF0fbUjE1UTFN1ZtnsJVXs0PIOpXRvirLo75LtPTGwjIpvKFQdJTT/ORGLxdi4cSMbN270xnBv3LjB3Nwcra2t9PT0BI7huh5amUyG/fv3rxgi46Jzw07e9ba38dk/+EOwimyvLRPpVhyQhGWOFPZvKYDro1PEwjqpbPXyYCHktbSK5/53Ip1jW1cbl8ZLl3NsxzoSiQTDwyPoukZraxtt7e1EQzoIUZLHdKuYnZ3lzJkzHDx4sOZ7WLXRb7dq475PCFGhmdm+fTvnz5+/pe1et24dN27c8P775s2b3rBNX18fw8PDrF69muHh4VuOzlhZR3WdsCyLM2fOkEql2LBhw5IRGSiMZoPNeB977DGam5vZt29fQy4m1SozUkquXbvGlStXuOuuuzwiY1l2bkg9o9f1wBVa37x5k6NHj97S2J/rZ7N161buvvtu9uzZA8Dp06d55JFHuHTpEvF4vOJJIBRr4YO//ilWd7V5dltCWuSkglHUCFKholLhrRu7ImNh3+QUH8mwQJZwIbfV5AezbD3BFQ9BiDytVpzw3Cg9qYs0pUbQjETgdFQ12CPZdmVqfMairbmsx+9j/ufCj2hUQ1iXZLO1H092xlLlOsrdg1eZN9krnRFsadk3NMeLpBguuSymly6pMVG4LnuZlk3kLIWcVOypK2mnfavCtPOjlDr1MvinfUOw8+9C/GXcMdx9+/bx9Kc/nbVr1xKPx/nxj3/M448/XiKml1Jy/vx58vm8N3myEnHgJ1/KK57/bI9Wgn0eF59LEZFDKWrzpDMZVgXGE5RCkRZG8bLLroUXb46zsauwrNZomANb17F27Vp27drJunXrAcmN69c4fe48g5MJpmdm6x7K8EM8Hq+byPhBURR0XSccDnsTUu5DsGmaXLhwoWRQZjFw7NgxLly4wJUrV8jlcnz1q1/lJS95CQAveclL+NKXvgTAl770pZoqPdUg5lHNN1ZSv0D4hW6VI5fLceLECbq6uohEImQyGU+EtBS4evUquq7T2tpKf38/O3bsaGhQ5IULF2hra6tgty6hsyzLu5gthT7GXa8Qgl27djX0IurqbMbHxwN1NqNnH+GTn/o4k7NJZxLGjjOw9SiFm5yK6dVIbJdgJ7sH0J2fyZIBQmBEiRGXXQWoPIVsoapEKfrdnfjL0jcqhcqOhUBXnFuyAFDIqjEyWjM5tRmU+fUPJgrh4uqFELS06qSdiaOmZp2UjyOxvSmVGqBqaI5J0rna26gGKqGyQE5Nk5iWhlv+2GBeZivDGBboRUGgJip6WVXGwhnNd/ZtXirOHrVIEOH71h6C4i6879AMqWTtuhL/FqKN979wv69mRu3ajNqzveZ1zId0Os3ExAQTExNks1mklDQ1NbF3795lr5GZD5n4FH/yW7/Kj0+eKbyoqAhF8fbkLM2kROGhSaKwYVUnw1PVZLw2bHM8mwBrSmURrrM1RtKAnGnxrL0becNPH/RdjmlaZJtWM5MPMTs7S1NTE93d3XR3d9ftLO+25xtpaGhZFt/5znf4xV/8Rf7u7/6O/fv31/S5f/iHf+A973kP4+PjtLe3c+jQIf75n/+ZoaEhHnzwQR5++GEAHn74YX7+538e0zR585vfzIc+9CHA1o6+6lWv4vr162zYsIGvfe1r5RKQum5MK5LM5HK5qqOLrgGcSyDGx8eZnp72otaXAjdu3CAejzM7O8uBAwca7qx46dIlYrFYibDWJXTd3d1s2rRpyYS++Xye/v5+uru72bBhw5IGdRbrbKanp0t0Nld/9E0+/6dfZGYuiXuTAzAdMahrkOV3iyu26goy4ZPYuhpv4sKhKH7f3hKlBnQyYL1CsX02NCG9fyLK1y/IqVGySoys1oyl+pMIS1S6CushgVAjaIok7+t+a1/ky8nCfOjo0IjP1RHMiIpeRmY6WkxmkmGktNhuXWK9HMWy7HBI9zeVCIRS+ttZUiCF4lViLI+22A2jE9YWxmmfd5u6OjSmZ2q/BOal4utJoiqCz73ubjQfMqGtPYSyQC+SarAsi4GBAYQQaJrG7OwsLS0tdHd316w5W46YuNzPb33qIwyPu1oYBalq3rmUQ2dSlGry1vZ0Mjqbqm0FQkFRRKD79o4NvVwYjfPzL3k6+zYG7Deh0rb7PoSqIaUkkUh4BBOgq6uL7u7ueac13YiJRjszf/e73+WDH/wgDz30UMn9YxmgrhvHHaeZGRkZ4fLlyxw6dMgLzboVQ7mFQErJxMQEc3Nz3HPPPUty4Shua0Fh9Hvbtm1etWYpiEwqlaK/v58tW7bccg90Iaims1HCa3nZs+/hy9/6D3KG6ZEZNwNGCPfp2m+E2xH/ChDC8jXjc9/jyjyCpprA1mNIUciZcVUzlXukEKKgIB2RYfl7JCEzRchM0ZKfwBAhsloTWbWZvBJBKIrTYqrcjnxO0tKUQY9GyQdM7SwkXNKslhXhA79JKUUVYBnsNc7SJ6YchUwpOTRRCNkNQDv5mkKFxPabsdmlcD49LjtqIjIAZi44v8of/t95XWeTL5EBEJHFmWYshmmaDAwM0NHRURJL4p4Lritsd3c3PT09KypcsHvLAd72pp/jM5/7fTK5PI77jOcSHCJfMtUEcGN8mt0b+7g0PDPv8i0pSyYTy3Hx5jib1vSwa12wHibU1odQ7fULIWhpaaGlpYXNmzeTy+WYnJzk2rVrXuyASzCL9U4ukTlw4EBDicwPf/hDPvCBD/Ctb31ruRGZunHHkBkpJRcvXiQej3Ps2LESArGUZMa9kFiWxerVq5fsCajYpG9iYoJz585x4MCBJRX6Tk9Pc/bsWfbt2+et93bCLzdqsKWJe65c47snLpT4xijYTrGFRB+/BYIrJw3ynClH0HO9AExLKRH0+uUSWVhoJfvK1uYEeWMAaDKHls/RlJ/GUkPk9WbSogmLiK0ALsNcUrKqyUBRQ1im3/RB9e9YDkVAKlOPXkag+/xSubTBIeMcHcIO/ZMoJdtiSlAUiWG5hNG2vheK8G5wiILeJ48+j6dM0XdQIZ6q75oR1IYLDJfUwgh9cZ13DcOgv7+f3t7ekqDa8nMhm80yMTHBhQsXyGQyXmu2vb192etq1L69/Le7D/Ot7z1mP8BJWTKNFCVLoujWpiC5OR4nGtJJlwehlUMIpCUgQGhvWZLtfe1ovsnaNkKdwQHBoVDIm9aUUjI7O+tZUWiaRnd3N7FYjIsXL3LgwIGGEs3HHnuMX/iFX+Ab3/jGbQk1XmysSDLjtktcuCdwc3MzR44cqbhRq6q66MImPxQnXkciESYnJxu+TheuE+T169cZHh4uGf2WUpY4+jYCQ0ND3Lx5c9lZoxcjGo2ybdc+et7xAYY++WEu3hguIy4CDTsVV0VW6B8KI9zBRKKyOuM/1WT/zXWpqXLjt6Oh3RlfmwRJm4zWMiqtmDkiSoqYSKFakqyIkFGayChRpKJ5Gz2TVJEySyyqkMqUXhb8coaqIRZTSNfgV+bCL8Fbt5LsSpyjRbHLRZZjHmhIhbzze5lSIVxkVOZl+AhnbF4UDBElgitWH1lqe7hojgkS88ssCt+BYB+eTd1B4t/Frcrk83nv+jPfU3Y4HGbt2rWsXbsW0zSZnp5mbGyMc+fO3ZLGo9G4evUq8USSn37Vg5iYPPTdHzuVlEL+WZQMCUpJQCKVZvfGVVwcng5ctkRBF/aIfc4qDZd0EQ3rvODuXYHLUMJNaE3B1hPFEELQ3t5Oe3s727ZtI5PJMDg4yMDAAJFIhJs3b9Ld3V23x1YtOH78OO9+97v5+7//e696t9KxIslMMWpx0tU0reGVmfLE6+np6SVtbQkhGB4epqmpibvuugtVVZekreRWxFKpFEePHl0RIsO21Vt529veyUc+/pukcnn8GinCaVsAlf4z7j9lABEperlqqwlK0nvLyY2UoCoWzqyV9zk7uBJCNe5OaZkomk2oIjJDxMyACTmhk1ViKM3NzOVjCATxOUlri4m0BOmcYouY6zXLC6l1kRlFFkaepZRE8jMcFheJKbYBnint8r/ptADtn14UBMOy8OtKoThpPsLzAQKYlU1cpXan7bCuk6ijxWRKBS3gdwqszCxiuKRrhLlp06a627uqqnrkRUpJMplkfHycEydOAHh/a25uXlL9WzmuXLnC3NycN15+970/xdDYFE+cu4KiCu8s0zDRZB6jKIZCIDlzY5x13W2MzvhHzitFol8FE0OqFfv0Z+7eRWss+GEt1LF2wd/PNE3GxsY8C5Fij61oNOrth1t9WDx58iTveMc7+NrXvsa2bdtuaVnLCSuazLg7ej4n3Ua3mYaGhrh27VpJ4vVStrby+bxXpty/f/+SCX1N0+TkyZPEYjEOHDhwWy909WLN/mfy+te8gv/9l3+N5TSN3K3XMDFRPSdXUzqZ06IQimC70gg/KuPxnILPSTBKZbyug6zrUWLreLDMil6PkGCKYLfZknWYBmjhii0JyTwhcxZmZwmLUXJqM2mthdl4M4qm0dtmMJ6o/8m83qPeJYsyn6UpP8kh/QY6phNSaZM7RcgSEz4LBU2YTjXGKuKWwtkrhb1jITgv6wuSzWbq+w5BuqKmsEZvm7/mYbEqM66z+bZt2+jq6rqlZQkhaG5uprm52dN4TEyUJt+71YKlfHC5dOkSqVSqxNpi/ZHn8JyRKwyNT5PK5khk8t5Ifows8fIqnGUEjs5LUZ6gbU8yGkJ4r3e3xXjukSpDJEJZMJlJJpP09/ezf/9+b1ikmGAWmyaapklnZyfd3d20tbXVdd09c+YMDz74IF/5ylfYuXPngrZ1uWLFkpkrV64wMTHBsWPH5i2FNopYuB4OqVSKY8eOlQi4agmaXAy4lamenh6PuCwFkclms/T397NmzRrWrl3408jtxL0vfiM/PjHAY8cHQFhF7SC7geNeqhWnYmJ6o7f2zVIGeKNAKZmp1mqyRb1UiA4LVRnnhi4Ur9VkL1NiWApVWvdFEJhGHqVKDo8mDTRjhqgxgxAKOa2J2WwbTa0t6JpGMmBk2w/pOvQyFgqqlcfMJOmQM+zVB72xeXdyTC3TL1hOVcYlMpa095CqFAwILSdwEiQjZifTonbioOuQSNd77vofBxu7g6cYF+IxU450Os2JEyfYuXNnVWfthSIUCrFmzRrWrFnjRSyMj49z8eJFIpGIF7HQqLDKYsO/ffv2lVzLtHCUdUefwyuTs/zFw9+nJRpmLp3FAiJkiMumkocAAVwdnWHPxl4uFomBLYTnFF0Mga2RsRS7wnf/Mw+ia8EETm/pQdHqJ/8ukdm3b5/v1KsQgqamJpqamti0aZNnmjg4OMiZM2dqnlI7f/48b3rTm/jyl7/M3r17697O5Y4VSWbOnz9PLpfzAhLng+utspgwDIMTJ07Q2trKoUOHKgiDpmmLYphUDcUZT6ZpMjw8vCRC37m5OU6dOsWOHTuWJBqiUdD0EG/7+V/j4nvfwkw8gRCWczO0tTOlOTui8PSPsP1phGWTFt8ZpAKhqdZqAsesTxRaTfYqxLzCWxUDo0xE7AdFOAZjPgJjv+1GWkTNOWLmHNa4gqVGCDc1EVe6MZTqF+tIWJCvMY9JmiatuRH6rFHaRIpmzazw3iknMmATIOlMlEnpaIeE8MilLKrK5KXOGeoTNzbFFOLxuj4S+MQf2GLSowj11oYDkskkAwMD7N69m7a2xWtZBaE8YiGZTDIxMcHJkycXJSC2HG4L2zX881tm54Y9dG86wyvuy/CvPz7LXDqD5bT8QuTJUXq8CiyGJmaI6BqZvJ3KVs1DSQEMC3at7eJpu6qLx6sJf4PgTn/WMzThmib29fUhpSQejzMxMVEypdbd3U1TU5P3m125coU3vOEN/MVf/AUHDhyoeztXAlYkmdm6dettbWnUotNpdGXmxo0bDA0NeULf2dlZTNNsuNB3fHycS5cusX///hU10hmEpo5e3vOLv8InPv5r9hRDkaNM+eVNCOwxIqeaUmg2+aM44qAahVAcfY4ipFeN0L2qjLswy2esSGAiysrjpZAUbYORhxpTkk3LfiIMqRbSSmPNZejRppB6lJRotc36RITyOfFYVGG2inBWWCZdcppOY5w2Y8JWtqgqEQWEUkxkyr6HtNtReUtBV6STLOAmY9s6GTeQ004at8eyr1td5EWoruHykKIDtQ8MWJJAs7xg599bazG5o7vFbYmlhlstcCMWJicnuX79OnNzc7S1tXnVgoW0o9yqt2VZ7N69u+r1fv3R55MYv8G9+/L818AlhidnsFCIkvEhMzCdyLF/czvnh2aQwn+SrhiqkLzqp++q+h6hR9Ca62vxpVIpTpw4cUvTn0II2traaGtrq5hSe/vb387u3bt5xjOewRe+8AW+8IUvcOTIkQWtZyVgRZKZpRD0BqHWxOtGtrbOnj1LLpcrEfqqqsrU1BQ3b96kt7d30SeKpJRe4u6RI0eW3ZTDrWDX4WfwnOe+iH/6p285N377f7Y+psigruiaZ0tynXFgpyLgJyJ2+yXVWk1QOgFlCXwu3hKESnEqLzhiYEtUqc4UEbQaqzMuTCmcCp89sG4ZYBlJWkI5WowpTKGSVWJYio6lhEgrUVAqCa5iGXTLKTrlNK3WLIqR8VpmlqoTUaVPFargpiulbUgnHNJQERQq7Dac+00VYZO4rNQ5J9dX9Q0phwSS6fqquKZDpvywOWiS6RbEv25OT6NHd+uBruusWrWKVatWeSPH4+PjXLlyBV3XvXZULXb8UkrOnTsHwK5du+Z9cA1Fm1h38Kcxst9iY287M8k0yUyOqMgyWx6Ehj11dubGGH2dnczMJZjPm+3YzvVs7m3DUjQUy5/khjvW1fWAnU6n6e/vZ+/evYtqY1E8pfaf//mf/N3f/R1/+Id/SC6X42Mf+xgvfOELeeELX3jHTDAVY0WSmdtRlak38bqW4Md64ba22tvbvZPc1ceEw2GOHj3KxMSEJxLr7u6mt7e3pNy4EFiWxblz57Asi8OHDy97H4qF4OWvfZD/+sH3SMUniwaWLAyplhQfhLCQsvD9FYRjfud4nOBWDIQ3Rq0Kt8lUrZxt2cZ9QEhYdvukgs/49fXtpkoJ6Sr5eyksI49aY3VGERaGLOgJhOPZYuTyoGhoGsTMOUfxK+kRJpFxQZ/UySoRcui0ihRtxO3MHMMAb5RaYqkhYlrpNkvp1LoEmJYoavLZZLHc+M9N85ZC9UwF3arMRWs1UqjUI0mOhiGdXZyHkJ7WCE0R/1bSQiszU1NTnD9//pZzehqJ4pFjsG/c4+PjnDlzhnw+7zng+olX3Yc1VVXZvn17zdetri0HmB2+yF2mxXQixdkb45jSzmvK+DhbG4YkplnMzENkdE3l/mfabRkzbyA0FSHLjw9BqKN2gbmrc9qzZ0/VB+JbxczMDH/8x3/M5z73Oe677z4uX77MQw89xNvf/nYmJiZ46KGH6Ovra9j6lxorMs6guJ1SK37wgx9w9913L+hG7JdvVAu+//3vc++999a9Pj+4JcnNmzd7ra1qQl83r2hsbIxUKkVXVxe9vb11q9/z+bznJupGItxpmJmZ4cyZM6zt6+KDv/xuhFmYK3ZrNEGFclfpUt5msArTxl7EQVBWk/cZBIoCuuOP4tu6UNQKUmN7qoiKMVKJQPM5VIUeCvw+xd/L+2xZ9IL3HkughEOeDNrWuNi5V2HFIqJYhIWBSh6MvLNc5xdTQ6iqu9yyZTuOgAInZdz+BEJUkhkhAKE4WUxOmw7BnIzxPWuP91qt6OrQmZ6p7yHECBjLftqWHt70kz7TLwL0bT/tucTWiomJCS5dusShQ4caJrhtNAzDYGpqivHxceLxOC0tLfT09HjtqNOnTxMKhdi2bVvd1xrLMLj4nb/m6uXzfPvRUwxOJckLjRnR7r3HO5+FhRQKezb0cXlkJnCZL3jaLl7xzILGRAqBpgo75NSB1txF8+bqbSgXLpFptM5pbGyM+++/n8985jM85znPqfh7MpkkFost9+t5XRu3IiszC4Hb9qmXzLj+Db29vWzcuPG27PypqSnOnDnDvn37vBNgPqGvruue06RpmiXq97a2Nnp6eujs7Kzaz3ZLoZs2bbqjGHwxRkdHuXr1qmf29/q3vIu/+NPPoQrXCN8mJtKZYhJgi3WdMeFCQGSp54xdzbG1MLaZlzVvqwkKbrXBlEdU/NVtZ5llnjDS571gX/Tnr84Ut6ckBj6ERgHLyGEJDV3XiiongrxUyZsqc2oMVZqERYawzKCRR1V1QqqbhVVoJdnuMJWkzAogMm5VBuGQHo8ESU5b6xztTH1VFk1qQK7m91vIYLO8IPFvqKluIjM6Osr169c5fPjwim7xappGb28vvb29JeLVq1evkslkaG5uXvBDk6JpbHnWqzDzf8mu8Skm4peRhonAxBQqOMew8PaXxchUnJCmkjMqj5PWWJgX3r275DUhJaYl0CiI9kOdtblKuyP0jSYyk5OTvPKVr+Q3f/M3fYkMsGzak4uJFUlmFnKgu2SmnniB8sDK24GbN29y8+ZNjh496ulg6nX0VVWVnp4eenp6kFKWjFfGYjF6e3vp7u4u+W3casWePXuWZFJiqSGl5Nq1a0xNTXH06FFvrP75P/NS/vU73+bmuQHvpuoa6CnO+LYt+7XhVg6k4z5bCuHoN1yCIjzy46OIQRGF8W+FoFaTSfkDS8GNxZ3jsddXmeHkvF9aVHFs94WUFgYC1ZmyUih2SM5DPg+hMIa0M8hRFXAchi2hYKAzRysh8sSUPCY5QuRx0xMUbN2Mn9uwdHQ+ouw1N0PL/Z2Esz0jsoMZWgK/fzVMz9VOZAAsH2M1F5t7A/Qy4fpaC0NDQwwNDXH48OES+4eVDle82tLSQiqVoqOjg1gsxvnz58lms56XSj0RC1oowtaffA1GLsP4VJyT10aJiiwZEfOOj2LMzCXZvXkNl4amK/720mfsIxryuV9YFqaqokgTRdPRW+a/N7ju8Lt27Wro9XR6eppXvOIVfPjDH+YFL3hBw9azHHHnnBnzoN5Ig9HRUS5dusTBgwdvy7SAK4LLZDIcO3bMq6CYpnlL/jFCCDo6Oujo6PDcPsfGxnjiiSdQVdV7YhoZGVnW0QS3Ave3NU2TQ4cOVVwoP/OJ3+Fnf/ZlmNkEqrBQhF2dsWE52phCJaaaFgbcMW2BKmzDPSEK2hDP9Ve4ZMi1ZffParLHeko9ZwrrkY4Trb1tdsXA/xgx8waKpgb+XRUF7QrYc1sKElUEtL8Amcuj6jpCDSGUYspnf5eQMBFCJYnKnIyiCYuIyBMm5/yv8ulYeusN+H2FghTCK4xJBGesdc4UV31VmaYYpAPCNoNgBfx+mipY1+H/9CuitZMZV3R/+PDhFeGuXS8sy+LkyZNeECPAunXrvGry6OioF7HgiojneyANxVrZ9pMPcM9snPGZOcRsihxhRz9VCiHg/PVRejramJor7Py13a08c//mwHVI00RqGqGOtc6xHoxiIuPqiBqB2dlZXvnKV/L+97+fl7zkJQ1bz3LFk4bM1DoBJaXk8uXLTE9PVwRWLgRuG6geuFlTLS0tHDx4sGFGeMVun1u2bCGdTnPmzBni8TjRaJTh4WEvVXeZ91ZrhhsE2trayubNm32/l6rrvP9XP85vfeQXnVaFTQpckzawbA87y/5sLRlLhUqOifACEwsVGyGkd2OUSOe48V+W7YZb+prwxK/FAYvBENLCFGFUadpbL4TTVrNbaLrqRx4EprT9jysIjaKiua0TM4e0FNB07L6PQqiIWCk4LwtBlhAZIqiKQCdPRGYJyywhbI2NiU3OKqsy0t0ke7Rd2MTvgrWaLOEFtZiaImHS6fq0eEEkdn1nU2AYYa1meVevXmV2dtaXcN8JsCyLgYEB2tra2LRpU8nfyqvJiUSC8fFxjh8/jhDC10ulGNH2Hg6/4OcYHJ/iX340QFSmSeH/UGpZJmHdjQyxl/WqnzyEKqr/5pZlzdtiymazHD9+nJ07dzaUyMzNzfHqV7+a97znPdx///0NW89yxookM7fSZqoG90YXDoc5cuTILV9A3HXWUxpOp9NexoobFucSGVfz06hogosXL9LU1MThw4cxDMPzlEmn03R2di5IQLyckM1mOXHiBOvXr583iO/IocNsOPYsBh/9jkdorKKcbMsqUBdbdKpgShk4BuxqbxQhPE8ZsJ/sC1qQ4kqG6vjP2FWbgtQYzKJOU+lN3v2n9FphwiNI7ruL/i2fRtFCTpB20bqr7F5RRmiEooFQsYQb9OBuhIXMZxFC2Me/z1Oxu1ZFsQXMJiGSIkSSFoQ00MkRlVlCIiDoSQjbQA9QsZiVTVyUq90/1Q1pqtTjLwNVwiWD/GWEmLfN5LreptNpL4foToNlWfT399PZ2cmGDRuqvlcIQUtLCy0tLWzZssWLWHAjDtzE7/JAxuaedTz/Ne/g5ugnOHVlkKQVRSj+x+H1kXE2r1vLzbEp9m3qY9+m+XO8Yn1bUcP+URVgX2+eeOIJduzY0RB3ZhfJZJLXvOY1PPjggzzwwAMNW89yx4okMwvBfGSmOPF6seLQ6yUz09PTnD59mr1793osvljo2ygik8vlOHHiBKtWrWL9evtJQ9d1z8bcT0Dc29tLZ2fnirnQJhIJTp48WZdr8W/92sd4zc+9FmV60LPMt6dmHC2NYtkVCFy9SnXIsn+TENwKkpYzqSN88pckQlG8TpPdsnJGwoWwW0JKpWDWVwysVHqkzOfLIlAwhQaK4k08VWqAHO2PkEgzjzTzoKgIVUMUi6aF7rs+KVRyxMgpMeawCMscEeyqje5VXOwPqtj75aS1EbdWEqRjCf5SkplEfXoZvxgKF5sDyAzh5qptCdcszjTNCvv+OwWmadLf3093d7d3vakH5REL09PTnlFccSBjOBymfe0O/r/Xvo3Bz32adDLBlOwIPDZmZqZRNZ1X33do3m1QYy1Ee4PbUO7gSKNd0tPpNA888AA/+7M/yxve8IaGrWcl4ElDZjRNC9TMlCdeLxbqMc4bHBzk+vXrFULfRkcTuDf57du3B4bU+QmIx8bGuHDhQl297NsF15sjKPukGv78j77AG97wCvR8wmkHFfKSyqszElG1PeRWZ4SwHD2M8ConFe8VBY8aPxRLZoQnbXEFxnbLJS8V38yZkuXkM0gtVBSKGbxOu6ej2YRJ2KTBEywX3SDcalPF72CZSMvEREHXdSSaY/Zn17YoqnyZqCjCclplClkRJkMYKSQR8kTJEsJAkfa6r1s9xLE1KpZU624xtTapJJL1OVFYBAd9doYsTJ+psWotJiklZ86cQdO0eV1vVypM0+TEiRP09vYuykOjoih0dXXR1dXlaQAnJiYYGBhASklXVxd9Ww/wnBe/hr/96p+jyywGoYpjPBYJ0dPRwjP2b2N1T6cd7hoEIWhZF0w0c7kcTzzxBNu2bWsokclkMrzuda/j5S9/OW95y1satp6VghVJZhazzeSXeL1YqIXMSCm5cOECyWSyJKyyWOjbqOrH5OQkFy5cqOsmXy4gTiQSnoBY0zSP9CwX4fDw8DA3btzg8OHDC/LmiMaifOzjn+U3fuXdjrEdFPvKlFdnXO1GECwEGmAJFRFwI3QhsA36TEHlMi0L/I4LKZ08I3s7bDFxlZu0BAMF3YsG8N8Sl8SUn3uWtB2Qw+5kkVDQa6iKmIZBSLPALLb6M71tUIXElDahQVERTktJFxYGIeYIkRc6IZllXU8Tw9lNiOkUzu6pG02RMIlkfZWZoBU1hVWaNIvLly+jKAqtbW20trYSDodRAszyLMvi1KlTxGIxtmzZcscSmePHj7N69WrWrKkvxbwWFGsA3UBGd+y7c80WerYcIH/5LGpnDxv7OtjQ28H63nbW93bQ2VoQa5uWheaq9H0Q7dmEFvPfj8VE5lYTzKshl8vxxje+kec///m8853vvCOPl3qxIsnMQlBOLKolXi/mOqu5ABuGwcDAAE1NTV5Y5VIkXoM9JTEyMnJL0QTFveytW7d6Tp+uA3FPT4/nQLzUkFJy9epVZmZmOHLkyC3t3z279/Cyn30r3/g/f4Ida+jGUVZqZ2R1HbCtg8FN4p4PAsuC4CEWPx8ZxUn8lt76qlV4AMhnsPSwMxJetnxF98S6QTAlGFKgKrW2dxQ0TQkUtrgxkYqQHpGB0uqPgYolLdb0dHH/m97HKzs3Mjo9yT898kMGzlxganQKadbeasrnFzAZGLAPt/S2smrValatWk0+lyMejzM4eBPDMIiYvXTTXKI9c7V67e3tFULYOwWGYXD8+HHWrl07r15tsVDstWVZFpu3bOX8v32FTDpBtK2bjtYmWlvbCJWPX0sLU2gowkDI0uNCCceIrdrquz6XyGzdurWhRCafz/PmN7+ZZz3rWbz3ve99isg4WJEOwGAfOPUkYY+MjJBMJtm6dWtJ4vVCnCZrxZkzZ+jt7fU9sF2h78aNG72nlKUgMi6Jy+Vy7Nmzp2Hjnq5Ib2xsjEwm4yXqLoWA2LIszp49ixCCnTt3Llpl6zd+/QOcO/FDDKkihOXEFDiT0k51xq4MVEYLCCGduAK7J6QJaVc6avk+QEjx4Uii8kUhHOO5IhMZ6Qw4VyU0egQNC3taW7WdhqmtCupWTDTFP+W6GBKBrusl6djFMKVAVxxfH8X+jkIIuzXlkJm8VNAck753vOblxPa9sGI56WyWf33iER4dOMXw9VGMbHCUt6I4daw6rnaWQ7n8vsWLD6/nZw5VilotCfHOg4xPTBCPx2ltbaWrq4vBwUH6+voWTau33GAYBk888QTr168PDOZdKliGwbUffh1TqKRSaeIzU5imSWtLC61tbY4rrv1eRdUrspjath1Db65sHeXzeZ544gm2bNlCd3d3w7bfMAze+ta3sn//fj70oQ/d6USmri/3pCEz4+PjTE9Ps3bt2nkTrxcL58+f95T2xfDT6CyFPsatBLW2ti5pKds0TSYnJz0L80YKiN2x9s7OzkV3bDZyOd779p9ldmrMDhcUFnhVj2K9R6m9vTs/pCJtLxTpFCUUNVBzUQzbWsbfMt8mHa6gWPFaSoooLXx42xDo1yIQ4RhhR9Fa6+9moRARprcyKezt9P+4wNIiRJSg72zPYalC2oGYxYJ3Yf/ChuOjk5UqP3NkO/tf/j4Uff724Q/PnuQ/H/8xVy8Pko6nSv7W0aYzG1+cCAOA9/y3PexZW6m9U6JtaBvvtr+plExOTnLmzBmEEMRisWXXol0M5PN5jh8/zoYNG5aNi7iRzzJ26r+wzDyapmPms8zNxYnH46RSaWKxKK2trbS0tBIKhxGmTWjCXWtpWb+vYnkukdm8eXNDzVVN0+Sd73wnW7Zs4WMf+1hDrt8zMzM8+OCDnDx5EiEEX/ziF7nnnnsWfT014iky44epqSmuXr3qjTs2MuDLxaVLl2hqaiohTa5G59ChQ55GZymITCaTob+/nw0bNtzWpyPLsjwH4qmpKZqamjwH4ltt9S3Fd5wcvs773vMguXwOEAWhrmohLOEJgUVRuGTF+K7DfYRXwZl/f5so/iSgiMwgirOfKqsk7qi2PVKtOpUdV/krsfQwMZWa5po9obBQfF177XHrsvWrYTQ1WFNUXH2xFM2bFDKxwy7z0l6XqYZZ1xri1W/5BdSe7fNuazmujAzxL4/8kLPnLzE7EWdNZ4zhyUxdy8hJlZCPyFgI+J3XPs3XOVbtWI/aZ9vju9MumzZtore312vRjo+PY5qmV8lsaWlZsU/f7k3e/Y7LCZaRZ/raSdIzY2iaCk4FRkp71HkuHic+N4eqqnR2dtLR2Unf/p9G0Ur361IRGcuyeO9730tPTw+f+tSnGqajfOMb38gzn/lMHnzwQXK5HKlUqqH+OPPgyUFm8vl8zanUbmtlcHCQZzzjGUsW0nb16lV0XWft2rVIKbl48SJzc3McOHDAV+jbqIvW7Owsp0+fZvfu3bfzwKxAsYB4YmICXdfp7e2lp6en7n00NzfHqVOn2LlzZ0M9HQAe+Y9/4vf/56cxnQqLgnSyEd2BYzvFOjyffkQAiuZUS5z5agl+p51Eoip+QZUCFJs0aWWHT6E6I0BRUFSBKRUU6acdtpOOlHCkumAYKA6elAETPRJQhILqEjA1hKLYLsh+R7mF8Np2EoFwqjKeoaC0qaGJQkjTePDlL6T16Murb2cNmEkmePz0eU6cvsDFy1fIZGqzALYnxSq/d19blI++/IjvZ7TV+1Da1nhGalu3bvVtSeTzea+SmUgkas5SW05wyVqjb/K3iuT4DWZvnkMIqyQ80kUul2cukSQd6cFQm0oSv11B88aNGxtK1izL4n3vex/RaJTf/d3fbRiRicfjHDx4kMuXLy8XAv0UmSmGm3idy9mTCocPH270pnm4ceMGUkrWrl3LwMAA0WiUHTt2LKnQ1w1SPHDgwKJPay020uk0Y2NjjI+PI6Wku7u7JgGxO5W1f//+JRMbf/mPf4uH/+lhWwjsOtQqIKXqiXyDbtwuLClQdMUOrSuCLKnWFKzwLOlODVW670oh0Jw2ll1xUcAhP+XKDm/bittQ0k7JlgJ0PexbnJFlI9duc63ad5RCQdcUVFVBSqVEy1O+bLcFZiq6R5asIvWRgoUhQjx73wbuetUvo4SCDcsWAtO0GLhwmUdPnuXshQvMzMwEvrd0kLyAp2/r5Y3P9K8W6ZufQcZSOHHiRM2k27IsZmdnvUpmJBLxrBCWa3J2sRC2kfqRxUI+Ncf0tQHMzFyJqFsNx4h1byDatQ5F1Ty/rfHxcWZmZsjlcqxevZotW7Y0zJbCsiw++MEPYpomf/AHf9BQX6/jx4/ztre9jT179nDixAmOHj3K5z//+dsZSvkUmXFRnHjd19fH6dOnOXr06BJtod1SSiQSTE1NlZjxLZXQ9+rVq0xPT7N///5l6wETBD8BcW9vL62trSW/1+DgIENDQxw8eHBJ04SNXIZP/+q7OX3hYpGxndN2wtbCFLdNgiARaJoS6DdT+l7bIE7xvFnsf0oEmqp6yZLFy1KFfxvLctpQBcpUNMKthtDLyjxSiArPGhOBPt8lQlVB0dCc41z3aZVZskiwrKhYqI7jsrB9bLCzmSyhsLotxgM/9x601Xuqr3cRcG14jB8eP83Jc+cYHhn22trVpsNe8/Qt/OTuymkdoajk1j6d/v7+WwpvTSaTjI+PMzEx4RH+5RQ54ladGj2avNiwLJP4zbOkJ24Qbuki1rOBcFuv729qGAaPP/44PT09WJbF5OQkiqJ4+8IWEd/6vrAsi4985CPMzs7yv/7X/2q4Qeljjz3G05/+dL73ve9x99138z/+x/+gtbWVj3/84w1dbxU8OciMYRhVPVzKE6/d3ubTnva0JdvGK1eucOXKFQ4fPrykQl+3GqUoyqJO89wuuALisbEx5ubmaG9vp6enh5mZGZLJJPv27bst5ffExCAffN87mJqNO5MtEuHkuViOi4xWMe5cCguBqqlVc5SKYSIIl2thnMgAX0IkgjOaLASaUnAgVosqLnrIrs5IggW9Fv56GQ+O468mnFqT0/ISbktJFNJwFOdvlqI6UQyCrFSIKKZnCGipId7ykp+m6+mvDV5ngzA9l+SHJ05x4sx5Ll67gcz7a2w++OKDbOiu9GzKEObUdIh9+/bR0hLgDlwnXMI/MTFBMpkMtPVfKrgu6o12vW0kjFwGLRQswHZHzNetW1eiy8tms96+SKfT3r6oJ/G7GFJKfvM3f5PBwUH+/M//fEmubyMjIzz96U/n6tWrAHz3u9/l05/+NA899FDD1x2Aum6Od6TPjF/idT1uvIuBkZERbty4QW9v75ISmVwux8DAAD09Paxfv35ZPK3dKtw0797eXizLYmpqinPnzpHP5+ns7GR8fHxRBMT1orl7Lb/w87/Mxz/xG2TzJqqQ3r51myOGJQhVGVdWkJimhRoQSlj5fiqM8BSkG/xU8f5qvjcKEsOyp4e0otUL7MpnKByuWlmqemQVERlw4g0KW4UpJVLar6gKmBYITcVERccgj0ZUMYoWp3LPztV0HHpRtbU2DB0tTbzgJ57GC37iaWTzBo+fPs/jp85y/uIlEskEALoqWNtZ2fpKpZJcnpzlwL0/s6glez9b//Hxcc6fP7/kztwukVkKzVojUY3IuBqZtWvXVgwYhMNh1q5dy9q1azFNk+npacbGxrzEbzdioZbqsZSSz372s1y7do2//Mu/XLIHNTfO5ty5c+zcuZNvf/vb7NnT+AroYuGOqswUJ14fPHiw4iT+/ve/z7333tvQ7XJD4mZnZ9mwYQMTExPs3r0bKSWGYTRUH5NMJhkYGGDr1q3LWnR3K8jn8/T393tkbW5uziu7h0Ihb7x1KfUE//63f8oXv/zXdm4TlledAZwkbGeCCOlLACQSVdNQamo12RoYVSlEKHjERtN9qzNC+Os7XJgIIqpLOtwpKwtVixDED2U1Iz5F2K2qor9bPj43FkVEz9H4uHUYDelxM11TaY5GeePPvQ1t3dJp3mrFuas3+dGJU6SnR3jT00tbTIm5OQaHBtl6z0uI9W5aku0pTpmenJz0UqbddtRiI51Oc+LECXbt2rWsBgwWEy6RWbNmTV2mf27EgnuNAjxi09zcXHEvkFLy+c9/nieeeIK//uu/XnJ5wPHjx71Jpi1btvDnf/7nt5OcPjnaTKZplmQtmabJyZMnCYVCga2VRpMZ18kzEomwc+dO4vE4169fZ8+ePQ0X+rr5Q3v37l20MvZyQzqdpr+/n82bN/tOD6RSKW+8VUrpEZtGC9iMTIov/95H+dfv/whXsVK8n11xri3drTTUAzCFRrjGBzDpaHNc4z1vwknVSohU8furTSgJRzSsALpaWolx200V21sUgVCxMC1Uoa+xgyeL/9tua3mvqSogMJ0KTvH2ClXnjS/8Kbqf8frA77BcIPMZrOQ4cm6cmZErjAwPsXnzFmI7fwqxyILlWuG2QMbHx8lkMnR2dnoGlrfajkqlUvT397N79+4F64CWOxYzhiGXy3mTaslkkvb2ds6fP89znvMcYrEYf/zHf8x3v/tdvva1ry2pBnCZ4snXZmpE4vVCt2Ht2rVeEqyiKBiG0XAi44pgF5o/tBIQj8c9o8Ggi2YsFmPjxo1s3LiRXC7nldyz2az3ZFouIF4MaJEYL3/juxgcGuTUlUGn3SSKLFwEhhCOvqRAaoorNUKaWKhVKyjFENI2lgsVkwbTRGqVvrR2onflVBNITFQiwvKiAkzL3m7XIyaXzxMOhSh/rvHfztqIjK3EUQo+NIqKKVUvk0krqegInrF9NZ2Hb097qV4IPYLavp7RbIhrVpYDP3E3em7uthEZqGyBTE1NMTw8zNmzZ2lpaaGnp4eurq6627RuJXjPnj1L4tt1O+AGYy5WnlQoFCqJWBgfH+fhhx/m13/912ltbSWfz/P1r3/9KSKzAKz4ykw9ideNqszE43EGBgbYtWuXp+CXUnotkVwu540Z+5UWFwrXuyaVSt02EexSYHx8nEuXLnHgwAFisfpvCoZheE9Dc3NzDRNKDg78F5/57KeYjKdQkN5+tiMObCFu8Z6X2O0Xm9TIuqozYBvWhZSy1pWq+x5f3ui2uz1utUYpvF66XQWRriibbrJHsgUV2UR6xFdjU95ikijeVJOB5hnsWVI41ZrCdna1RHnD696Mtunptf0sywBDQ0PehN1yniKUUhKPx5mYmGBychJN0zzSP5+NQzKZpL+/f1EFzcsNLpHp6+tj7dq1DV3Xl770Jf72b/+W5z3vefzzP/8zqVSK5z3vebz4xS/m8OHDK36IY4F48rSZrl+/XuGmWw0/+MEPuPvuuxf1wCgWG7vtjHKhr2ma3phxMpmks7OTvr6+W8opcttqTU1NbN269Y4Q+vrhxo0bjI6OLtqNoVgoOT09TXNzs5eftRgC4lPf/ht++4/+F3nTtOd2nN1iua0hX0M8++8S0GqcbHIdga3yFpIiEErl7ySldEiDM0YuChNMQUeOBDsFXEj0UMQjGX5TTFILBwqdZVEVRiKc5GsVgURRnewl6YxuF5Ehoeq88fn30vXMt6yY4/vGjRuMj49z8ODBFfdwkU6nvXZUPp/3XIjLq5mJRIKBgQH279/vDVjcaXCJTG9vb8Or/f/n//wfvvKVr/Ctb33Le1ibmZnhX/7lX/jWt77FJz/5yTs2t2sePDnIzNjYGJcvX2b//v0134QeeeQRDh8+vCg3xSCxsSv0BXxJk1vmHRsb83KK+vr66qoSuLb969atW5TS53KEW3VKp9Ps3bu3ITcGKSVzc3OMjY0xOTlJKBTyHIgXWua1DINv/83v8Rdf+6ZtKOeNO7sRB8FiXAmgqqii0IAqVD8KbSLb9E7aPWIhKgiNVEPezcddkkAilPIKSaV3jO93wha3REI6QlSSGamF7HaXX0UISkIl3YqP4nxXdzsNqRIWhrcMCziwoYenv/IXaetZuyLIjJvSfuDAgRX/JF1ezWxtbfXOizNnznDgwIHbaabWUFiWxYkTJ+jp6Wk4ifja177GF7/4RR566KE7lhjeAp4cZMY0TfL5fF0XuR//+Mfs3bv3loPcTNPk1KlTaJrGrl27UBRlQUZ4bk7R2NgY09PTXv+6u7s78Obtakd27dq1okcgq8H9faPRaENTzcuRSqU8B2KAnp4eent7625t5VJxvvz7v8G3f/AoCkpN1RkXllBQVbVCsCtloYJTGP2WNlFwqiuacCaAhIJQKgm+BDvywNkeIYJzkvxgqmGiunBaZkUGe4o/kYFC6KYp7d/BI09CsatIQthOyIISotXe3MyLXvlGxvNNJBIJ2tvbPZuD5UYU3AebVCrF3r17l9323SqklMzOznLz5k1GR0dpa2tj1apVdHd331GhmGBfk/v7++nq6vK0j43C//2//5c/+qM/4qGHHrpjxdO3iCcHmbEsi3w+X9dnTpw4wdatW2+JAbsOl6tXr2bDhg3A4jj6uv1rt0oQiUS8KoFb9XGrUQvVjqwE5HI5+vv7WbVq1W0trWazWW8yKpfLeQ7EtQb/JSYG+Z1PfJALV66hOBNGdpXCse4POLUsbF8dRZSLZnGWURiJrphSEoW/KbqOtPxM9Oz31FqVqVh7NIbufBepaOiKQFFskbOz+LIwhoI7sl7chiqqymSlRqzIU0YqKm949WvpO/Tf7N+krDW41B4q1eDmvpmmye7du1dEBWkhmJ2d9SoygDdq7IZiLrYe8HbAJTKdnZ3etb1ReOihh/jd3/1dHnrooRVrMLgEeHKQGSmll7dUK06ePMn69esXzIJdV+FyoW8jogmKAxhVVUVVVfL5PIcOHbrtF/BGwR3zXG4+OW7JfWxsjEQiQUdHB729vfO6e05cHeBjH/01ZmZmi8TAdrupWqaRVFSEolSQjRLbfwfFBn3S85+RthDYZw12dUaColStEAXBVFRiYR0UFV1R8JkEL1mXM6juuAg726OoCMVtL9mkyiVuEti//zDP+9lf8BcyF4WTTk5OoqqqN4K/1NljUkrOnDmDqqpe5tqdCJfIHDx4sOI3Lg/FdN25Ozs7V1SFyrIsBgYG6OjoaDiR+Zd/+Rc++clP8vDDD6+I7KrbiKfITBDOnDlDX1/fgpjw2NgYFy9erCr0bVQ0wcmTJ0mn097FYaHtj+UMN9l77969y3rM060SjI2NMTMzM29r8MIj/49Pffaz5I08gkLIY7UoAIlAdYSx7k3ekpS49BYgKnQwbuaSUP11PxYKEdWq70qBU1lSBCIUJqppKGr1JZgonvmd+z2EAlKoTiI2WKiEhOktX29u573v/xRKuLbqaSaT8Spo+Xzem8aptYK2UFiWxalTp4jFYmzZsuWOJTIzMzOcPXuWQ4cOzdtSctvmbgUtGo1658ZyHjV2iUx7ezsbN25s6Lr+/d//nY985CM8/PDDDU3avkPwFJkJwoULF2hra6vrIHIDGycmJkqqIvMJfRcD+XyegYEBOjs72bhxI0IIzz9lbGysYSPfS42xsTGuXLmyIpK9i+G2Bt2Sezgc9hUQ/+c//Blf/D9/g2nknZu48KZ7AsXAqopAQVckUoJQ/M32XN1M8Z63nJZOMJmBiFrnlQKwFIEeCqNhIRWVkKYjqrSq7O9Z1gorai+ZCDSB971yqPzcOz7Ams2769wyG35VgkbobNx2RHt7O5s2bVq05S43uEactRCZcgQ53y6nUEwoPCy2trY2fF9+97vf5YMf/CAPPfRQXS7CT2I8OcgM2LqGenD58mWi0WjNB5L79KUoCrt37/YuiKZpNtwIz225bNmyJZB8GYZRMvLt9q5vZeR7qXH9+nXGx8c5cODAim+fuRfv8fFxhBBe+0MBvvQ7H+R7x08iTXss2vZVscWxfrAQaJrtTCOgor1UDDcMsvQ1gabY483lEAqOy27t302qGoquESpajwR0Peyr7bGkQAiFUFFKttDA9em03O/lEJ28FKw7fB+vf+DNtW9UFTRKZ+OO7LpxGncqpqamuHDhAocOHVoUI043FHN8fHxRghgXAy6RaWlpYfPmzQ1d1w9+8AN+6Zd+iW9+85tP1jHrheApMhOEa9euoapqTQdTLpfj+PHj9PX1eaXHRuljyjE9Pc3Zs2frarmUj3wv5+kPKAgn8/k8e/bsWZbbeCtwBcQjIyPMzs7S0Rrj0X/+Kt99/BSqsJAWTlXDv+IiAaFqSCGIVCEyLhQ/vxgh0LTSG7cF6Iq9BkWIwMpQ8TKkpqMIQUj1206BqmgO8Sr83XCchb1TRAhQFOeckbiqIU1Y5KVCPNLJp37jf877PReCxdLZ5PN5Tpw44YU73qmYnJzk4sWLHD58uCHtITcsdnx8nJmZmdsi6JZScvLkSZqbmxtOZB577DHe85738I1vfKPhbaw7DE8eMpPL5Zhn+0tw8+ZNDMOYt5w4NzfHwMAAO3bs8ARaS0VkhoeHuXHjBgcOHFjw2KPfyLdrDLccjLxcw7/m5uY7Wm/gjtHv3LmTXC7H0JVzfOOv/5iLQ1OoArDyvpNNbiSlUCCkKpiybBLIB4H5S4qCphaNaYtijU31zCZUDakqhJCYilo9QVso6Lode2DHEthuvoXtKIh+TRRUJKqQGFKQFBHe+M4Psm1TY28qLhais3EfbjZu3EhfX9+SbOftwPj4OFeuXOHQoUNLonMpDsV0hx3c/dEoTaCUskTv1EgcP36cd77znfz93/89W7dubei67kA8RWaCMDIyQjKZrHpQjY+Pc+HCBQ4cOOCNcC+F0NdN204kEuzbt29R3Gjd5RaPfEejUXp7e2/bWGsul/OebhttEX47MTk56R1HxRfl+MhVPvOxX+b6+BRIBSHtpCYVieVkGBXb+auKrTGpcPr1gZ8eVyJQQzqK41NTKiIOqM4IAZqKEAW/G6H4xBeUrQmhomsqlggRUQqJ9kKVIOxjzcKOdbAQGKbEFApvePfH2HybtCe16GxcO4atW7fe0dMnY2NjXL16ddGMRReCTCbjtaOy2aznQrxYrXOXyESj0YaTi5MnT/Lggw/yt3/7t+zYsaOh67pD8RSZCYLbP/c7sKSUXLt2zbMid59KlkLo65rERSIRtm/f3rBKhSvKc0e+NU3zJqOWIqDSDabbvn27N9p+J2J4eJibN2+WHEfFmL5+ho9/9ANMzqUQCExp2ZUKv3aT0NAUe98hSh18KxBggmc5JEMKpaK6UuE3o6pIVfOmkMBJyFaCqzKly1PQNQVd0wokSVHtEW4JphQgLaS0J6Ne9dYPsnXn3pqW3Wj46Wza2toYGhq6o00qwY5luX79+rKyfjBNk8nJSSYmJpidnb2lUEywz6HTp08TDocbHgFz5swZ3vSmN/HVr36VPXv2NGQdmzZtoqWlxTbZ1DQee+yxhqznNuLJQ2by+TyWVdtFFmxR2+joKLt3l05LWJbF6dOnAUr0G0sh9M1ms/T397N69eolF4al02nP8VZK2dCRb1cHdCcH07mEeHp6et6YjcHTP+QTn/gYqZyJgoUhBZowEbK85VSozjh8pqrORRXFlnVFy9Ht7KTKzzoJ1gqgaU41puycUhSUgDHy8iWpQhaqP4qGVHVUVYKJQ2Dsf2qK4KU/+9/ZdfgZ8y73dkBKyfj4OGfOnEHXdcLh8G3zs2k0RkZGuHHjxrIiMuUonhycnJxE13Vvf9TSjnc9gUKhUMOJzPnz53nDG97Al7/8Zc9ksBHYtGkTjz322J1cLXyKzARhdnaWGzdusG/fPu81t+3R09PjjT8vlT4mkUhw8uTJZVGpcAWrY2Njno5gsUa+R0ZGuH79+i3pgJY7XEGzYRglk2/VcOb7D/M7n/8clrQ9Xwxpi4EVp/XkLVuoaE6ZxJIFHxlfBFRnpKKjqm4qddnfVBXNyYQqr/zYZGrer+JVeKwiMiRUmxyBMy4uLFsvo8BLXv5a9tz7ovkXfJswNzfHyZMnPfJ9u/xsGo3h4WEGBwc5dOjQorW2lwLpdNrT2VQLxYQCkdF1veHxKFeuXOGBBx7gL/7iLzhy5EjD1gNPkZmKNz+ZyEwymfTGDcEmE/39/Wzfvt1znHWJjGmaKN70xeJjYmKCixcvsn///mUX2JbP572R73Q6TWdn54JGvt1KxdTUFAcOHFhRF8t64I54xmKxup/6vvetv+KLf/VXIO3j2EJBQWJJiSJN7zW9iFHYTsB2REAl/AiJ7RysaCGktJOwNSHt6AHVHq1WAd1nWslCcdYVDOn64WAvB2GPhIuiGAeBYr8uBC99wfPY+5zX1/YD3Qa4jrdB56ZridBoP5tGY2hoiOHhYQ4dOrQsBgMWivJQzLa2thIX4rNnz6KqakNb+GDbTLz61a/mz/7szzh27FjD1uNi8+bNdHR0IITg7W9/O29729savs4lxpOHzBiGgWma87/RQSaT4dSpUxw9epSJiQnOnz/P/v37vbbHUgh9wT7ox8bGOHDgwLJ2xoRC33p8fLyukW/Lsjh37hxSSi+M806EYRicOHGC3t7eBfmOWJbFN//q83z9oYeLBLZ2npEhBUiJwAKhlVRIqgmCiyMOwNamKEhQNYSwG0ZCtSs1uheCSUVlxnP8rXoZUDwPHMvxuxGajisrtmtM9utSqLzkp+5l78+8Y9keD9PT05w7d87Xut8P5ZODyyk3qhpu3rzJ2NgYBw8eXNFEphyWZTE7O8v4+DhTU1Pk83lisdiiBAxXw+DgIK985Sv5wz/8Q57xjKVpnQ4NDbFmzRrGxsZ47nOfy+///u/zrGc9a0nWvUR4iswEIZ/P8/jjj7Nq1SpGR0dLxg+XKprAbUWsRG+VWke+DcPw7ME3bdq0osvw1ZDNZjlx4sQtj+tahsGXfu+j/OcPfuRNMrkVFint9pPEIlR2vAQTGuERH+m4AduTUgqKpqFqmneZsJwxacUZqdZEIQB7/qqMUmbmJ1B1zSMyhpOGrTk6np95xhH2v/jdKKHl2WqcmJjg0qVLCzaK8xszXo46mxs3bjAxMcGBAwfuKCJTDCkl586dwzAMmpubmZiYwLIsrz24mI7pIyMjvOIVr+B3f/d3ue+++xZlmfXiox/9KM3NzfzSL/3SbVl/g/AUman2/v/4j/+gt7eXvXv3LqnQ173Bt7W1sXnz5hV/gw8a+W5tbeXUqVOsX7/+jrbsdiezdu7cuShTLkY2ze9/8gOcPGML0aVjpudlM1kWQgsjRJnFnquBkU4eE7YpnRACKQQhxR71LuhkBKKsYuD62mjY7sQaTgtKUZzEax8IpYRISRQ0XbOns7ztLzj8vuDp+zjwonehxNpv5WdqGNyx5MX0V1mOOpvr1697bd+V9jBVK1z9mpSSnTt3er+12z4fHx8nmUx6LsS30h4cGxvj/vvv5zOf+QzPec5zFvNrVEUymcSyLFpaWkgmkzz3uc/l13/913n+85+/ZNuwBHjykBnTNL2x6fmQz+c5fvw4iUSC++67b0mFvul0mv7+fjZu3MiqVasaso7bCXfk++bNmwwODtLc3MzatWvp6elZkpHvpcbMzIynqXC9iBYDucQMf/TZDzNw5gwAUtrVmeJKie5EHBQgUJTCK+75bCKIaqKo0lP8ERWhVT6RW9LOUhJONSUwQkGIsigEAVoIRbjLsACH7AjBfzuyg0MvfBtq+/J0zXVFsAcPHmxYa2g56GyuXbvGzMwM+/fvv6OJzIULFzBNk127dgVe08vH8GOxWN2hmBMTE9x///38xm/8Bi94wQsW82vMi8uXL/Oyl70MsI+t1772tXzoQx9a0m1YAjxFZsqRTCY5ceIE27Zt4+LFi9x7771LRmTcNOg9e/bQ1tbWkHUsB7ihdPv27UNV1ZKR797eXnp7e5dVqX2hGB8f5/Llyxw8eLAhPfj0zDjf/urv8c3/eATDNG0CU5yHpOjeZJP3miPwLTn3hUAVIrBNJFTNnpP2gYUtfI+qlo9epqy1JASoIaSj07GTwQUhh0Q9++BmDj3v9YRWLSw8stG4HdqR26GzuXLlCnNzc+zbt++OJjIXL14kn8+ze/fumq/p5aGYQoiSUEw/TE9P8/KXv5wPfehDvOQlL1nMr/EUCniKzBRjcnKSs2fPcuDAAVpaWvj+97/PPffcsyRC35GREa5du7bi0qDrhRvBcPDgwYpKTPnIt+tls5ySc2vFzZs3GRkZaegTPMDc2HXOfvvLfO3bjzIZnysJkrQAVbWzkoohi9o+rk5GIlGFEphsLVS9ck4b1w/GSbQu/mxZawmh2PlRqB5pslC8MMqf2reeQz/1MiKb71noT9FQXL161atU3C7tyFLobC5fvkwymSxprd9pWCiR8UMul/Pag5lMxmsjb968mVAoxOzsLPfffz/ve9/7uP/++xfrKzyFSjx5yIxlWeTz+cC/X79+3Rs9dG+y3/ve97j77rsbHk1w5coVZmdn5zVPW8lwv2c8Hq/phlA+8u2mfPt5QywnuN/TfbJdihtfYvwGgz/+J/7fd3/AExeuUzxyLRHOMVX2mwkFRcgyEa/t70LA7yu0kM8lQ0F1CInqLqustSSEYmc3FVVqJALd0d08a886jtz7bKJ7ll8PX0rJ5cuXSaVSy+4GX66zcc+Rhehs3O+ZTqfZu3fvsj7HbgVuFEw2m2XPnj2L+j3dAN8/+ZM/4W/+5m/Ytm0bk5OTvOtd7+LNb16chPenEIinyIxlWZw9exbDMNi7d69383H9QNLpNH19fTW7R9a7TadPn0bTNHbs2LGsLpSLCcuyOHPmDKqqlojsaoU78j02Nsbc3NyiiPEaAddwSwhRtQffCFiWxcSFR3ns37/F1//jUQzTLBAaURYgCU44pSBcoXWxjfaCUExoKtpaCHSVUiKjqKCotsjXESBbCHRHOHzvzjUcfdo9xA6+fFntSyiIQ03TvOUn+EbDT2dT7J9SDW6lIpfLLfoNfrnh0qVLZDKZhn/Pubk5Xve619HS0sLw8DDNzc286EUv4sUvfnHDAyufpHhyk5l8Ps+JEyfo6OjwEpnL9THZbJaxsTHGxsYWVdORy+Xo7++nr69vQZ4jKwWGYdDf309XVxcbNmy45QuIK8YbGxtjZmZm2aR8m6bJwMAAra2tt3UCzcikuPzYP/Nnf/llpmZmUYTjzKvaYZA4ol23Y+QKh71JKEpHrishEJpepL1xliMUr9KCsMXEqkNkBAJL2O0vC9Cxxb5Hdm/lp174AOE1yyNvqRguMVVVlR07dqyoG3w9OhtXBOu6Ua+k71kviitsjfye6XSaV7/61TzwwAO85S1vAey287e+9S2++c1v8rSnPY2PfOQjDVv/kxRPXjLjCn23bNniTQ3NJ/Qt1nQYhlGi6agH7qjutm3b7mR7aTKZjDeZdSveKkGQUnqmV7cz5dslxatXr1426d7JyUH+7E8+z8n+J5ASEIKwriJ8ntKlowcuNsXT7dltXwhFINSwPYkkFDSsinNFqCpS0W2hr+IY4YHtWIzG9sM/wasfeBOKvvwm2CzLKklLXsk3+Go6m0gk4juWfCfC1QLt27evod8zk8nw2te+lpe+9KW84x3v8F2XK1t4CouKJw+ZkVKSy+UAe5rGHZdtbW31/l7PxFI+n2d8fJzR0VFyuVzN+USTk5NcuHCBffv2Leqo7nKDm1eze/du2tvbG74+d8pgdHSUiYkJdF2nt7e34SPf7ij9li1bvJiL5YT/+Ld/5K+/+EcIMw2ufkb4tx1ssmFrX8orL8UwUQlpKroqfCs4QtXAyVmS2ORHcao9s7KFzc94Oe995fMW5fstNizL8jyeNm3adLs3Z9FRrLOJx+NEo1F27dq17LVot4Klms7K5XK87nWv47nPfS7vfe9779jfc5niyUdmbty4wdDQUMm47K06+rr96tHR0api1Zs3bzI8PMyBAwfuSE8VF8shSyqVSnlVNCGEV0VbzEkxl7At91H6mXicD/zaryLHz9lTR5pO4LkvQQo7IkFTSsmKxDa8s8ewQWjhSl1xEZGxX7C9bSxUjstt7Dl0Dy/b3XrbqmjVYJqmFyR7J7d+i1tobW1tC9LZrBRcvXqVeDzecCKTz+d505vexD333MMv/dIvPUVklh5PHjJjWRb9/f1ks9mSaRoppTeyvRgHuytWHR0dJZFIeMGLY2NjZLPZEpHxnYjBwUGPLC6XLKny9qBbRbuVkW/XK2c5hn8G4bN/9hUe/9e/oVNN2aSjyvkvpT2FFFYspLDdgjUhEUpp0rYoahOVExlFVemIqlhd24nteQ73HdzBrrWdXhVtbGzMa324VbTblZRuGAbHjx9nzZo1rFmzPA37FgNSSk6fPk04HC5poa3U3KhqWCrjP8MwePDBBzl48CC/+qu/+hSRuT148pAZwzC4cuUK69evXzJHX8uyGB8f9yYi+vr66Ovro729/Y558nHhjjy6fenlStgWY+R7dHSUa9eu+XrlLHf88PQVPvqpT7GZQUKuCBg3rdo9iQv2dxJBTLNQReX0kotwNEY4HCYWDtHVEmZ1RzNb13TS1tFNbPdz0bs2Vd2mdDrttT5M0/Q0HUvlL5TL5Th+/HjDtF3LBe70pKsFCsJKyY2qhqUiMqZp8s53vpMtW7bwsY997Ckic/vw5CEzYF+0pJRL5ujrCmDXr19PX19fyRROa2urN4Wz0omNK5gMh8Ns3759xZzQfiPfvb29Vcnm9evXveC9leoJlMxkeeBDf0B47AnWKlPMex0QAk1XaYlotMVitDWFaW+K0NkSpa+jhbZYoZqiqiqKphHbdBeRLffUfWy7WrTx8XHS6bRX2Wxra2vIcZXNZjl+/Dhbt269o8X4rtVES0sLmzdvruuzi+lnsxRYqkwp0zR573vfS19fH5/85CdX/HV8hePJR2ZcEtNoIhOPxzl16hS7du2qCBeUUnol3ampKZqbm+nr67vt48ULQT6fp7+/n97e3hWtMygf+XbJZmdnJ6qqel4cmUxm2ZmnLRS//Tff5u+++Y8cUC/TrhtEQjpNkRBNYY2wItm0to+1fV1EdRWkZSdpKyBkaXVGSlA0lXBrH9EN///27j0u6jrfH/iLiyhyB2FQQBTxAoKAZmYiluYlBWZAs8uetCWr3bNt7enYKY/nVO72qNNuN7OTZ09WejK3lRlABNLMvITZlhs3Q0QE5aYzw3W4zPU7398f/b7fRQTlMt/5fmd4P//b1fx+EZx5zef7viRgwpQ4uNog6HFDyDQaDXQ6Hfz8/PjviS3+/vV6PcrKyjBr1iwEBgaO+s+TKlsWNVssFv4DgBTrbBoaGtDa2ip4kLFarXjuuefg5eWFt956SxJf+xg3tsKM0WiExWIRfDWBRqNBbW0t5s2bh4kTJ97y9w60UVomk2HSpEmS/+TPdfJMnz4dISEhYt+OzXAt39z3ZOLEiTCZTPDx8XG6Flar1QqWYdBR9Q06a39Al64TXd09mDJ58oCLJ1mWhZu7O1zZn3cxuYybgImTZ8Nr2nyM8xNuMWr/DwCjrengxiPExMRIunh7tLhawYCAAERGRtr8z5ZSnU1DQwNaWlqQkJAgeJB58cUXwbIsdu3aRUFGGsZOmGlqasLvf/97yOVyJCcnCxIUWJbF1atX0dbWhvj4+GH/g+aeVXOLF8ePH89PH5ZaEd5YWYppNptRUlICd3d3mM1mvuU7JCREMgXOtlJbWYrW+ouYOXMG3Fx/risDy4KFFbCyAGv9/0Npfv7/3cZ7YWJEHFzd7fv30L+mw93d/YbZKbfT3d2NiooKxMXFwcfHxw53LA6GYVBeXo5JkyYJfmoqdp1NY2MjtFot5s2bJ+jpttVqxcsvvwydToc///nPFGSkY+yEGbPZjK+++goqlQrfffcdFi1aBIVCgaVLl9rkTYkb2c+NsrfFDznX8aHVauHu7i6ZN1FuG7SzL8XkCkMjIiIwefJkAD+3fHPfE6Favu2N28vDFW872gv0QAXEgw2z5EL4vHnzHKYLbSS4NvOQkBCEh4fb/fr2rLNpamqCWq0WfJs5y7J49dVX0dzcjI8//tjhSgKc3NgJM31ZLBacOnUK2dnZKC4uxvz58yGXy7F8+fIRdadwdSOTJk2yycj+gej1en6tgouLCx9s7N3K2tDQAI1Gg3nz5knutMiWent7UV5ejpkzZyIoKGjA38OtutBqtTe0fDvSMESWZVFVVQUAdt8nJQSTycTvKOK61YKDg+Hn54eOjg5cvHgRCQkJDh0+b4dhGJSWliI0NFQSE6mFrLNpbm7mt9MLHWT++Mc/oqamBvv27ZN8CcAYNDbDTF8Mw6C4uBgqlQonTpxAXFwc5HI57rvvvtvWuwD/eNOLioqyW90I96lHo9HAarUiODgYMplM0BdobocLNyvH0T69DwdXvD137lx+QvTt9O/CcYQt31yHy8SJEx1+bP9AuG41rVaLtrY2MAyDWbNmITQ01Gl/fi0WC79aQ4rzcrg6G+57Mpo6m+bmZly7dg2JiYmCB5mdO3eipKQEBw4cEPRDHMMwuOOOOxAWFoaCggLBruOEKMz0ZbVa8d1330GlUuHYsWOYOXMmMjIysGrVqgE/bbe2tqK6ulrUZ+8mk4k/sRHqdIBhGPz0009O+6bXFze9eDSf3kfS8m1vXD0FtwDUmWk0GtTV1WH69Olob2/n30S5CcTO8imbG/wXFhbGPxaVstHU2Vy7dg3Nzc12CTK7d+9GcXExDh48KPgj/rfffhvnzp2DTqejMDM8FGYGY7Va8eOPP0KpVOLIkSOIjIyEXC7H/fffDz8/P7z//vs4c+YMPvnkE9GmlvbHnQ5oNBoYDAZMmjQJMpnstvuiboXb7h0aGirKs3d7am5uRlNTk02nF9+u5VsMZrMZpaWlCA8Pd4g3vdG4du0a/z3lPlH3LbS35x4vIXHf06lTpzrs4L+B6myCg4NvOt3kvqdJSUmCB5mPPvoIR48eRU5OjuA/G42Njdi8eTO2b9+Ot99+m8LM8FCYGQruOD47OxuFhYWwWq0YP3489u7da/N2R1vh9kVpNBr09PQgKCgIMplsWI89uEdozr7dm+tCa29vF7Qbon/LtxinAwaDgd8WL8XFmLbU2NgIjUZz23oKrh5Nq9WCZdkb1l04Ai7IREZGOs2IhMHqbEwmE38iI/S/mb179+LQoUPIy8uzS43Vhg0bsG3bNnR1deHNN9+kMDM8wwozznEWOwKurq6YN28eoqOjUVVVBT8/P4SHh+Oxxx6Dn58f5HI5UlNTMWnSJMk8gnF3d0doaChCQ0P5xx4NDQ38Yw9urcJg99vR0YELFy44ffsqy7Korq6GxWIRfD6Fi4sL/P394e/vf8PpwNWrV+Hh4cGfDgh1lM2F09mzZ980yNHZcOF0KIWhnp6eiIyMRGRkJF9AfOnSJRgMBsnXPnEdd9OnT3eqcOru7s6vf+HqbLjvaWBgILRaraDzbD777DOoVCocPnzYLkGmoKAAISEhWLBgAU6ePCn49ca6MXsyAwDXr1/Hhg0bkJWVhaysLADgp8IqlUocPnwYEyZMQFpaGuRyOWQymSRf/KxWKz9VtbOzE35+fpDJZAgICODfyNVqNa5cuXLDZnFnJKUC2P4t31ywsdULKbfheyyEU1u1mfevffL390dISMgN/1bEZDKZUFJS4vSrGICfX5Pq6+uRmJjIP44Sap5NdnY2Pv74YxQWFtqtM3Hbtm349NNP4e7uDoPBAJ1Oh8zMTOzfv98u13cC9JhpqB577DE89thjuOeeewb8de5RhUqlQm5uLlxdXZGamgqFQoGwsDDJBpu+Ezy5GRAGg8HpW6+lvIahb7fa7eamDEV7ezsuXrw4pInUjozruDObzYiNjbXpv7n+XTje3t58F44YBcTcTqno6OhBRwc4C+70MjEx8abXpKHW2QxVXl4ePvjgAxQWFoo2DPTkyZP0mGn4KMwMFbcCYai/t7m5GSqVCjk5OTAajfyJzbRp0yQbbCoqKtDT0wMXFxd4e3vz9RzONhyKqxtxhDUMAxV1D+fFmhtw6OynbNy8HFdXV8yaNUvQf2Msy6Krq4s/HfDw8OBPB+xRQGwwGFBaWur0O6WAn4PMlStXkJSUdNsPV6OdZ1NYWIh33nkHhYWFoj6GpTAzIhRmhMayLNRqNXJzc5GTk4POzk6sW7cOcrlcMhumGYZBRUUFfH19+Y26XV1dfLeHp6cn/9jD0dtYu7u7cf78eYesG2EYhi/q7u7u5lu+AwICBvw54rqzBvpE60ysVisqKysxYcIEUR4X9vb28qcDLMvywUaIAmIuyDjiz+9wabVa1NXVDSnI9DfceTZffvklXn/9dRQVFTn9SZeTojBjby0tLcjLy4NKpYJWq8WaNWugUCgQExMjSrAxGo0oLy9HWFjYgEO2WJZFT08P1Go1/ylU6EJVoXBFzfHx8Q41pXcg/WufuJbvoKAguLq6or6+nt8e7Gwna31xJ4p9g7iYTCYTf5JmNBqHfZJ2K9yW7zlz5sDf3982NyxRowky/Q00z6ayshJ33nknZs+ejRMnTuCVV15BYWGh5E9qyaAozIipvb0d+fn5yMnJQX19PVatWgWFQoH4+Hi7FBhym4OHc1zd29sLtVoNrVYLNzc3fq2C1OdzcIPTnPFxC9fyrVar0dbWBpZl4e7ujsTERIcLnMPB7R8KDg6WXN0T8I/HHlqtlu8iDA4OHlEBMRdknH3LN/DzB77a2lrBfn4NBgM+/PBD5OXlobW1FXq9Hh9++CFWr14tiZNyMiIUZqSCm/iYk5ODS5cuYcWKFVAoFJg/f74gwYYrCo2LixvxKUX/+RxcsJHa3pvGxkZ+f4szP25hWRYXLlyAxWLBxIkT0dra6tAnabfCTbudMmWKJMf299e/2J6rSQsKCrrto1uupT42NnbI6zUcVWtrK2pqapCUlCT4z+vZs2fxwgsv4IknnkBxcTHKy8uxZMkSyOVy3HPPPZL/gEZuQGFGinp7e1FUVASlUomffvoJ99xzDxQKBe68806bPDK4fv066uvrkZCQYLN/sNzSxb4dODKZTNTuGa5Nt7u7G3FxcU7/uOX8+fPw8vJCVFQU/wmzp6eHr+dwdXXlO6Mc+XTK0afdcgXE3PDEWwXOnp4elJeXO31LPWDfIHPu3Dk888wzyM/P59d5WCwWFBcX49ChQ0hKSsKmTZsEvQdiUxRmpM5gMODLL79EdnY2SkpKkJycDIVCgbvvvnvYxbgsy+LKlSvo6OhAfHy8YMW8fesGTCYTv1bBy8vLbse4VquV726ZPXu2Ux8fc49buK3tg7F1y7cYuJZkZ5pg3HfGEAD++8LVAzlDjdfttLW14dKlS3YJMqWlpfj1r3+N3NxcREVFCXotYjcUZhyJyWTC8ePHkZ2djb/97W9YvHgx5HI5UlJSbvv4hHtzB4A5c+bYbeiX2WzmO3D0ej0/Kp6baSMErjvLz89Psq3wtjLSPUvcpNu+Ld9Cf19Gi6sbceaWZKPRiJaWFjQ3N0On02Hy5MkIDw+X9PdltLggk5iYKPijnfPnz2PLli1QKpWYNWuWoNcidkVhxlGZzWacOnUKSqUSxcXFWLBgAeRyOe69996bXhB0Oh1qamoQGBiIyMhI0V4U+7cWc6Pi/fz8bHZPJpMJZWVlg3ZnORNb7VnqP58jMDCQ3/ItlTdQrm5kLBTActOa586dy9el9W3Fl9L29dHiaveSkpIEDzIXLlzAL3/5S3z++eeIjY0V9FrE7ijMOAOGYfDNN99ApVLhxIkTmDdvHuRyOe677z5cv34dGzduxJtvvolly5aJfas8hmH41mKdTmeTF2ruk7uzL8YE/tGJZus23YHWXQQHB/Mt32Lo7u5GRUXFmKgb0el0qKysvGlaM7d9XavV8tO6ubkpjloLxgWZxMREwWu4qqursWnTJnz22WeIj48X9FpEFBRmnA3DMPjuu++gUqlQUFCAnp4ebNmyBU8//bRkayO4F2q1Ws2/gYaEhAx5cifwj0+zsbGxTv/JXafT4aeffhL8zZ1lWb4Dhxs8JpPJhtSBYyvc1zpv3jzJ/vzaSmdnJy5cuICEhIRbdgSyLAudTgetVuuwHWsdHR2oqqqyS5Cpq6vDww8/jH379iEpKUnQaxHRUJhxVsePH8fzzz+Pf//3f8cPP/yAo0ePYtq0aZDL5bj//vsl2+LJvYGq1Wr+EyjXwjrYJ9C2tjZUV1cjPj7e6d/wxNqz1LcDp6WlBePHjxf8DZT7Wm/35u4MuDf3kXytfTvWXFxc+AnEUt3DZc8gU19fjwcffBB79uzBwoULBb0WERWFmYEcOXIEzz77LBiGwZYtW/Diiy+KfUvDsm/fPnz44YdQqVR86yrXGZGdnY2ioiJMnjwZcrkc69atk+xYdO4TqFqtRmtrK7y8vPh9UdzJgBBt5lLFDf6zR6Hk7fT09PDBRoiWb65N1xmHHPZny8ctRqORDzZcJ2FwcLBkCoiHevpkC01NTXjggQfwwQcf4O677xb0WkR0FGb6YxgGs2bNwrFjxxAeHo6FCxfiL3/5i8MUjDU2NuL555/HRx99NOgnM5ZlUVlZCaVSyS9VS09PR2pqqmTbXbmR5NxahQkTJsDNzQ1GoxGJiYkOvzPqdpqbm9Hc3CzJwX+2bvnmlgs6+wRjQNhOnv6F3WIXENszyFy/fh0bNmzAO++8I6laQSIYCjP9nT17Fq+88gqOHj0KAHj99dcBANu2bRPztgTDsiwuXboEpVKJw4cPw9PTE+np6UhPT4dMJpPEp7n+uDCm0+ng6uqKcePG8dOHnfHN7+rVq2hra3OIPUujbfm+du0aGhsbnX45JvCP0yd7nLRxdWkajQYdHR1DenxrS1xhsz2CjEajQWZmJv70pz9hxYoVgl6LSAaFmf6USiWOHDmCPXv2AAA+/fRT/O1vf8P7778v8p0Jjxuqp1KpkJubCzc3N6SlpUGhUGDKlCmSCDbchmQPDw9+63jfoWOurq58LYejP55gWRaXL1+GXq/H3LlzHa4dd7gt342NjVCr1UhISHD6kzah9w/dCvf4lptAPGHCBP7xrRD3whVxJyQkCF7H09LSgvXr1+MPf/gD1qxZI+i1iKRQmOkvOzsbR48evSHMfP/999i1a5fId2ZfLMuiqamJDzYmkwlpaWmQy+WizaqxWCwoLy9HUFAQIiMjB/w9BoOBX6sg5X1Rt8PtWXKWCcYDtXz37Vi7evUq2tvbER8fL/nTp9HiNkJL5THaQAXEtvo3w3UZ2iPItLe3IzMzE//xH/+BtLQ0Qa9FJIfCTH9j7THTULAsC7VajZycHOTk5KCrqwvr1q2DXC5HdHS0Xd5ojUYjysrKMHXqVISGhg7pvzGZTHywsVgsDjO+f7A9S86if8s3ALi5uUnmzV1IGo0GV69elexjNK6AWKPRwGw2848Jvb29h/1zyAUZe7TVd3Z2Yv369di6dSsyMzMFuYbBYEBKSgqMRiMsFgs2bNiAHTt2CHItMmwUZvqzWCyYNWsWjh8/jrCwMCxcuBAHDhzA3Llzxb41ydBqtcjLy0NOTg60Wi3Wrl2L9PR0xMTECPLGy01/Hc0Ye7PZDK1WC7VaDaPRyAebkbxIC4k7fQoODkZERITYtyMolmVRXV2N3t5eeHt73/DIIzg4WJJv9qOhVqtRX18v2SDTn8Vi4eufenp6EBgYiODg4CEVEHODDu0RZLq6urBhwwY8/fTTePDBBwW7Dsuy6Onpgbe3N8xmM5KTk7Fz507cddddgl2TDBmFmYEUFRXhd7/7HRiGQVZWFrZv3y72LUlWW1sb8vPzkZOTg4aGBqxatQoZGRmIi4uzSY1HZ2cnKisrbTogru+LdG9vL79WwdfXV9Rgw61iGO6eJUfEsiyqqqrg4uJyw2M0ruVbq9XCzc3Naeqfrl27hqamJoftvOMeE2q1WnR0dMDX15efDN3/saA9g0xPTw82btyIrKwsPProo4Jeq6/e3l4kJydj9+7dWLRokd2uSwZFYYbYTmdnJwoKCpCTk4Oamhrcd999UCgUSEpKGlGwaWlp4WeNCFXzwjAMX6Ta1dUl2l4ibs/SjBkznH4VA1fEPWHCBMyYMWPQv2eu/kmr1cJqtfLD4KT+mLC/5uZmXLt2zWkKm1mWRWdnJz+B2NPTk1+tYDabUV5ebpdN33q9Hhs3bsQjjzyCxx9/XNBrcRiGwYIFC1BTU4Pf/OY3eOONN+xyXXJbFGaIMLq7u/HFF19AqVSisrIS9957LxQKBRYuXDikAs/m5mY0NTUhISHBbnUU3KdPtVoNnU4Hf39/hISEICAgQNBOIqH2LEkRN7zR19cX06dPH/J/ZzKZ+FoOk8mEoKAgyGQyyT0m7K+pqYnv0HLWwmbuNE2tVqO3txcREREIDw8XtOjeYDDgkUcegUKhwFNPPWX3n4GOjg5kZGRg165diIuLs+u1yYAozBDh6fV6fPnll1AqlSgpKcHSpUuhUCiwePHimz6pWq1W1NbWoqurS9S5KlarlV+rwB2rc3M5bBls7LVnSQoYhkF5eTkmTZo0qnqggWo5pLblG/i51Vyj0Th1kOH09PTwdW29vb3QarWjLiAejNFoxKOPPopVq1bht7/9rWjf8x07dsDLywtbt24V5frkBhRmiH0ZjUYcP34cSqUS33//PRYvXgy5XI6lS5fCxcUFTz75JObMmYOtW7dKZq4Kd6yuVqvR1tYGb29vfuHiaN6kuJ1S9t6zJAaLxYKysjJMnjwZU6ZMsdmfa7Va+ceEOp1uREtKhdDQ0ICWlhaHGHQ4Wr29vSgrK7spkJvNZrS0tECr1dosdJrNZjz22GNYsmQJ/vVf/9WuQUar1WLcuHHw9/eHXq/HqlWr8MILLyA1NdVu90AGRWGGiMdsNuPkyZNQqVQ4deoU3N3dERsbiw8++ECyc2H6Dxzz9PSETCa7YV/UUHAj+8fCTimz2YzS0lJMnTqV3xUmBO40TavV8qGTGwZnz0Bx9epVdHR0ID4+XjKBXCiDBZn++s8Z4k46AwMDh/y9sVgsePzxx5GUlIRt27bZ/USmvLwcmzdvBsMwsFqt2LhxI1566SW73gMZFIUZIr6Ojg5kZmYiMTERJpMJJ0+exLx586BQKLBixQpJB5vu7m5+4aKHhwdkMtlt24qbmpr4glBHaNEdDaPRiNLSUkRFRdl171f/Ld/2avm+cuUKOjs7x0SQ0ev1KCsrQ2xsLHx9fYf83w1WQHyr7w3DMPjVr36F6OhovPLKK5J6nEgkgcIMEVdTUxMyMzOxbds2KBQKAD+/cJ09exYqlQpfffUV5syZA4VCgVWrVkm6k6VvW7G7uzv/5tn35OXKlStob28fE48fDAYDSktLRzUfyFbs0fJdW1uL7u5um40lkLKRBpn+uNkt3ARiNzc3BAcHIyAggD/pYRgGzzzzDEJDQ/Haa69RkCEDoTDjyLKyslBQUICQkBCcP39e7NsZNpZlsXLlSuzYsQNLliwZ8PdYrVb8/e9/59dMREVFQS6XY82aNaN6ERWaXq/npw9zI+J7e3vBMAxiY2Od/s2OG3QoxQ4tvV7Pd0axLMsPUBxp3RLLsqitrYVerx8T31suyMTExMDPz8+mfza3gf2tt97CmTNnsHz5crS1tSEkJARvvfWW0//dkhGjMOPITp8+DW9vb2zatMkhwwzw83PwodaaWK1WlJeXIzs7G1988QWmTJkCuVyOdevWSe4Nsy+DwYDy8nIYDAb+ccdo3jyljhua5ggdWv1bvofbfcMtAzUajYiNjXX6UwPutE2IINOfWq3Gv/3bv6G8vBwTJ07EihUr+C5IZz/VJMNGYcbRXblyBampqQ4bZkaKZVlUVlZCqVSioKAAgYGBkMvlSE1NldTQOW6uio+PD6ZPn37DWgWz2XzDWgVnwLWa22P6q631b/nmJkP7+fkNGFJYlsWlS5dgsVgEW+UhJVyQscdpm9VqxUsvvYTu7m78z//8D0wmE44fP468vDx89913WL9+PV555RVB74E4FAozjm6shpm+uDcVpVKJ/Px8TJw4EXK5HGlpaZDJZKK9ydxuzxLXuqpWq2EwGDBp0iSHGAQ3mI6ODlRVVQk6sdleGIbhu2+4lm+ZTMYPUOT2SlmtVsyZM8chv1/DYc8gw7Is/vCHP+D69ev46KOPbjqFYRgGTU1NmDp1qqD3QRwKhRlHR2HmRizLoq6uDiqVCnl5eXB3d0daWhoUCgUmT55stzcdbs9SRETEkLZ8WywWtLa28lNUAwMDIZPJRN8XNVStra386glH36PUH9fyrdFo0N7ezi8a9PT0HBNBxmg0oqSkBLNnz0ZAQICg12JZFm+88QYuX76Mffv2OcX6B2IXFGYcHYWZwbEsi8bGRqhUKuTm5sJisSAtLQ3p6emIjIwU7E1otHuW+u+LCggI4NcqSPGNk5uZk5iYaLfVE2Lh6raMRiNYlnXqLd/AP4KMPTrSWJbFu+++i9LSUhw4cMAp/z6JYCjMODoKM0PDsiyuX7+OnJwc5OTkoLu7G6mpqZDL5bdcdjhctt6z1H/YWP/HHWK7fv06GhoakJiY6PRvPlyd1vjx4/mfme7u7hvairnibmcYhGgymVBSUoKZM2faJch88MEHOHPmDA4ePOj0oZjYHIUZR/bwww/j5MmTaGlpgUwmw44dO+y2PdbRabVa5ObmIicnB62trVi7di3S09NH9digs7MTlZWVgm0MZlkW7e3t/OMOHx8fyGSyYU1RtaXGxkZ+iaKzPw5gWRY//fQTPD09ERUVNeDPiK1bvsXEBZno6GgEBQUJei2WZbFnzx4cO3YMKpXKKYIgsTsKM4S0tbUhPz8fKpUKTU1NWLVqFTIyMjB37twhn35we5bsVfzKTVHl1ip4eXnxaxXsEWyuXr2Ktra2MTH8z2q14vz58/D29kZUVNSQ/pvRtnyLyZ5BBgD27t2LQ4cO4dChQ05Xb0XshsIMIX11dnaioKAAKpUKly9fxsqVK6FQKJCYmDhosBF7z1L/0f2enp78TiJbP/rhCqzHyqRbLsj4+vpi2rRpI/oz+rZ8c8Xdt2r5FpPJZOLXT9hjxMFnn32Gzz//HIcPH3bIEywiGRRmCBlMd3c3ioqKoFQqceHCBSxfvhxyuRwLFy7kTyPee+89BAYG4sEHH5RMzQi3L0qr1cLDw4MvUB1tHQLLsqipqYHJZBoTA+K4GUH+/v6IjIy0yZ/Zv+Xb39+fL+4WOxiazWaUlJTYLcgcPHgQe/fuRUFBgdPMWSKioTBDyFDo9XocPXoUSqUSpaWlSElJgV6vR01NDVQqlWRfjHt7e/m1CqMpUGVZFlVVVXBxccHs2bPHRJApKytDUFCQYPNM+rd8+/j4ICQkBEFBQXZ/dMcFmenTp9tlIWheXh52796NgoICwScJkzGBwgwhw2UwGPCLX/wCFy5cgJubG+666y4oFAokJydL5nRmIAaDgQ82APgC1dvV+FitVr6LJzo62umDDMMw/LDD8PBwu1yTZVnodDq+BkrIR4X92TvIFBYW4p133kFhYaHgc2vImEFhhpDhsFgs+NWvfgUfHx+89dZbYBgGJ06cgEqlQnFxMRYuXAiFQoF77rlH0u2lRqORDzYMw/DBpv8KAu5Ri6+vL6ZPny7S3doPwzAoKyuDTCZDWFiYKPfAbZLmaqAG28BuC2azGaWlpYiMjERISIhN/+yBfPnll3j99ddRVFRkl+JiMmZQmCH20dDQgE2bNuH69etwdXXFk08+iWeffVbs2xoWs9mMhx56CAsWLMC2bdtuOqGwWCwoLi5GdnY2Tp06hYSEBCgUCqxYsULSXRoDdd7IZDJMmDABFRUVgj5qkRKLxYKysjJMnjwZU6ZMEft2eNwGdq1Wa9OWb4vFgpKSEkydOhUymcxGdzu4r7/+Gjt27EBhYaEgwckZXmPIiFGYIfZx7do1XLt2DfPnz0dXVxcWLFiAvLw8xMbGin1rQ8ayLL755hukpKTc9vcyDIOzZ89CqVTi+PHjiImJgUKhwMqVKyW9gNFisfCLMNva2uDv74/o6Gj4+Pg49eMli8WC0tJShIWFYfLkyWLfzqCMRiMfPM1m84hbvu0dZE6fPo3t27ejsLBwSOs9RsIZXmPIiFGYIeKQy+V4+umnsXLlSrFvRXBWqxXnzp1DdnY2vvzyS8yYMQPp6em4//774ePjI/bt3YR79BAWFgY3NzdoNBp0d3fz+6Kk2FI8GtzXa683dlvhFpVqNBro9foht3xzwS08PFywYNHX2bNnsXXrVhQUFNj10d1Yeo0hFGaICK5cuYKUlBR+fsdYwnXJZGdn48iRIwgLC0N6ejrWrVsn+DbioTAajSgrK7upGNRqtfL7onQ6Hb8vyt/fX/SW4tGwd82IULh9Xlqt9pYt3wzDoKSkxG4nUD/88AOeffZZ5Ofn2/VR5Vh+jRmjKMwQ++ru7sayZcuwfft2ZGZmin07ouJG5CuVShQUFCAoKAgKhQKpqamiFEcaDAaUlpbedqmg1Wrl1yp0dHTAz88PISEhCAwMdKhgww2Is1cXj70M1vLt7++PiooKTJkyxS5BpqSkBP/8z/+MvLw8uxaP02vMmERhhtiP2WxGamoqVq9ejeeee07s25EUlmVRXV0NpVKJw4cPw8vLC3K5HGlpaQgJCRH8sU5vby/Ky8uHvSCTZVn+jbOtrU3UWSnDYe9Jt2LhWr6vX7+OpqYmeHl5YerUqYK3fFdUVOCJJ56AUqnErFmzBLtOf/QaM2ZRmCH2wbIsNm/ejMDAQLz77rti346ksSyL2tpaqFQq5OXlwcPDA2lpaZDL5Zg8ebLNg013dzcqKiowd+7cUR3J95+VMnHiRH5WipQWUdp795DY+rab+/n5Cd7yXVlZiaysLPz1r39FTEyMzf7c26HXmDGNwgyxj+LiYixduhTx8fH8o4jXXnsNa9euFfnOpI1lWTQ2NkKpVCI3NxcMwyAtLQ0KhQIRERGjDjY6nQ4//fSTzTd9syyL7u5uqNVqtLS0YMKECfwbp5iDBY1GI0pLSzFz5sxbPkpzFream9O35RsY+hDFW6mursamTZvw2WefIT4+flT3Plz0GjOmUZghxFGwLItr164hJycHubm56Onpwbp16yCXyzFjxoxhB5uOjg5UVVVh3rx5gi/544bAabVa/kQgJCTEroMFuZqg2bNnj4nJs8OZZNy35dtisfAt315eXkP+uaqtrcUjjzyCffv2ISkpyRZfAiFDRWGGEEel0WiQm5uLnJwctLW1Ye3atZDL5UPandTa2opLly4hMTHR7gP99Ho91Go1tFotXF1d+RMBIe9Dr9ejrKxs2DVBjorrmhvJSob+Ld9BQUEICQmBr6/voD9XV69exUMPPYQ9e/Zg4cKFtvgSCBkOCjOEOIO2tjYcOnQIKpUKzc3NWL16NTIyMhAbG3tTh1FNTQ3a2tqQmJgo+soFbl+UVquF1WpFcHAwZDLZqB519McFmZiYmDGx1NBqtaK8vBxBQUGIiIgY1Z/FtXxrNBp0dXXxLfm+vr58HVRTUxMeeOAB7N69G4sXL7bFl0DIcFGYIcTZdHZ24vDhw1CpVKirq8PKlSshl8uRmJiIjz76CAcOHMDRo0dFDzL9mUwmfl+UxWIZdF/UcHBdWrGxsWNi3ggXZAIDA20+14Vrya+vr8fmzZsRExODFStW4JNPPsGuXbuGNBmbEIFQmCHEmXV1daGoqAhKpRI//vgjxo8fjz/+8Y+45557JD0Txmw28zUcRqNxRGP7e3p6UF5ejri4OElOWrY1biloQECA4APqGIZBfn4+3nzzTXR3dyMxMRGZmZlYu3btmDj9IpJDYYaQsWDnzp04evQoNm3ahIKCApSWlmLZsmWQy+VYvHixpGfCWCwWvoajt7d3SDUcXLv5WAsy/v7+iIyMFPx6LS0tyMzMxKuvvorVq1fj/PnzyM3NRWFhIYKCgrBjxw6qnSH2RGGGkIEYDAakpKTAaDTCYrFgw4YN2LFjh9i3NWwsy+K1115DWVkZ9u/fzz9aMhqNOHbsGJRKJc6dO4fFixcjIyMDS5YsEbV1+nb613Bw+4j8/f35YMMFGVu3m0uV1Wrlx/ZPmzZN8Ou1t7cjMzMT//mf/4nU1NSbfr22thYTJkyQ1OZx4vQozBAyEJZl0dPTA29vb5jNZiQnJ2Pnzp246667xL61YSkqKsLBgwexZ8+eQQfXmUwmnDhxAiqVCmfOnMGdd94JhUKBZcuWSa6upi+r1Yq2tjao1Wp+H5GPjw/q6+uRkJAg6e3ktsIFGR8fH7usDOjs7MT69evx/PPPIyMjQ/DrETJEFGYIuZ3e3l4kJydj9+7dWLRokdi3Mywsy4Jl2SHXx1gsFnzzzTfIzs7GqVOnkJSUBIVCgeXLl9u9hXs4rFYrmpqacPnyZYwbN45ftBgUFCTp2qDRYFkW58+fh7e3t12CTFdXFzZs2ICnn34aDz74oODXI2QYKMwQMhiGYbBgwQLU1NTgN7/5Dd544w2xb8muGIbBt99+C6VSia+//hqxsbGQy+VYtWqV4EP2hquzsxMXLlxAQkICJkyYgM7OTqjVarS1tcHb25tfqyDl2qDh4JaUTpw4EVFRUYJfr6enBw888AC2bNmCf/qnfxL8eoQME4UZQm6no6MDGRkZ2LVrF+Li4sS+HVFYrVb88MMPyM7OxrFjxxAdHY309HSsWbNG9AJbbpJxQkLCTfNpWJZFV1cX1Go1Wltb4enpya9VkNK+qOHggoynpydmzJgh+PX0ej02btyIX/ziF8jKyhL8eoSMAIUZQoZix44d8PLywtatW8W+FdFZrVaUlpZCqVTiiy++QEREBNLT07F27Vq7T9dtb2/HxYsXhzTJmKuD4vZFeXh4QCaTib4vajhYlkVlZSXGjx8/ohUWw2UwGPDwww8jMzMTTz75pODXI2SEKMwQMhCtVsvXXuj1eqxatQovvPDCgN0bYxlXt6FUKlFYWIhJkyZBoVBg3bp1gm+kbmtrQ3V19YhXMgy0L8rWG6RtiWVZXLhwAR4eHnYJMkajEY8++ihWr16Np59+moIMkTIKM4QMpLy8HJs3bwbDMLBardi4cSNeeuklsW9L0liWxcWLF6FUKnH48GH4+voiPT0daWlpCA4OtumbYWtrK2pqapCYmGiT8MFtkNZoNHBxceEXYUql6JkLMuPGjUN0dLTgwcJsNmPz5s1YunQpnnvuOQoyROoozBBCbI9lWVy+fBkqlQqHDh2Ch4cH0tPTIZfLERoaOqo3x5aWFly+fBlJSUmCtI4bjUY+2DAMwwcbsYqeWZZFVVUV3NzcMHPmTMGDhcViQVZWFhYsWIAXX3yRggxxBBRmCCHCYlkW9fX1UKlUyMvLg9VqRWpqKjIyMhAeHj6sN0utVou6ujq7Lck0mUz8WgWTycTvi7LXMD7utMvFxQWzZs0SPFgwDIOnnnoKs2bNwssvv0xBhjgKCjOEEPthWRbXrl2DSqVCbm4u9Ho91q1bB7lcjqioqFu+eWo0Gly5cgVJSUmiFOyazWZ+rYJer+f3Rfn4+Ajypi9GkPntb3+LyZMn47XXXqMgQxwJhRlCiHg0Gg1yc3OhUqnQ3t6OtWvXQqFQ3PTmXVhYiMDAQNxxxx2S6DxiGAYtLS1Qq9Xo6enh90X5+fnZJASwLIvq6mqwLIvZs2cLHiysViv+5V/+Bb6+vvjTn/4k2KDBrKwsFBQUICQkBOfPnxfkGmRMojBDCJGG1tZWHDp0CCqVCtevX8fq1auRkZGBb7/9Fp988gkKCwsREBAg9m3ehGEYfq1CV1cXAgICEBISgoCAgBGFEJZlcenSJTAMgzlz5tglyLzwwgtwcXHBe++9J+jE5NOnT8Pb2xubNm2iMENsicIMIUR6Ojo6cPjwYbz77rvQarXIzMzEAw88gISEBEmvJ7BarWhvb4darUZnZyf8/Pwgk8kQEBAwpPtmWRY1NTUwm82IiYmxS5B56aWX0NPTg927d9vl7/bKlStITU2lMENsaVj/UBxzXCYhxOH4+/vDYrEgMDAQhYWFOHnyJN59911cvHgRy5cvh0KhwB133CG5YOPq6oqgoCAEBQWBZVm0t7dDo9GguroaPj4+kMlkCAwMHHCtgr2DDMuyePXVV9He3o49e/ZI7u+SEKHQyQwhEscwDO644w6EhYWhoKBA7NsZsf/93//la2n6tkT39vbiiy++QE5ODsrLy5GSkgKFQoG77rpL0nuXWJZFZ2cnNBoNWltb4eXlBZlMxu+L4lrZjUYjYmNj7RJk3njjDdTW1mLfvn12/bujkxkiADqZIcSZ7Ny5EzExMdDpdGLfyoh1dHTg22+/RW5u7k1D6yZOnIj169dj/fr1MBgMOHbsGPbv34/f/e53WLJkCTIyMrBkyRLJ7V1ycXGBv78//P39+X1RGo0GdXV1/Nfo5uaGuLg4uwSZd955B1VVVThw4ICkQyAhQqCTGUIkrLGxEZs3b8b27dvx9ttvO/TJzHCZTCacOHECSqUS3377LRYtWgSFQoGUlBS7zKMZjaqqKrS3t8PV1RXjxo3j90UJcd8sy+K///u/cfbsWfz1r38V5e+GTmaIAKgAmBBnsWHDBmzbtg1dXV148803x1SY6ctiseD06dPIzs7G6dOnMX/+fCgUCtx7772SWU/AqaurQ3d3N38i09vby++LcnV15acP22JlA8uy+PDDD/HVV19BpVKJsoPq4YcfxsmTJ9HS0gKZTIYdO3bg8ccft/t9EKdDYYYQZ1BQUICioiJ88MEHOHny5JgOM30xDIMzZ85AqVTixIkTmDt3LuRyOVauXCnaegJOXV0durq6EBcXN2DxrcFg4NcqsCzLBxtPT89hX4tlWezduxeHDx9GXl6e5EIdIaNEYYYQZ7Bt2zZ8+umncHd3h8FggE6nQ2ZmJvbv3y/2rUmG1WrF999/j+zsbBw7dgwzZ86EQqHA6tWr7baegHPlyhXodLpBg0x/RqORX6tgsVj4tQpeXl5Dut7+/ftx8OBB5Ofnix7iCBEAhRlCnA2dzNye1WpFSUkJlEoljhw5goiICMjlcqxduxZ+fn6CXvvq1avo6OhAfHz8iNqhzWYztFot1Go1TCYTJk2aBJlMBi8vrwGLhw8ePIi9e/eisLBwyOGHEAdDYYYQZ0NhZnhYlsX58+eRnZ2NoqIiBAcHQy6XIzU1FYGBgTa91miDTH8Wi4U/sdHr9fD19UVLSwuSk5Ph6uqK3Nxc/PnPf0ZBQQF8fX1t8BUQIkkUZgghhMOyLKqqqqBUKvkAwAWb4ODgUbVN19fXo62tDfPmzRNkQB3DMLh48SK2b9+OmpoaxMbGoq6uDqdOnUJQUJDNr0eIhFCYIYSQgXCD7JRKJfLz8zF+/HikpaVBLpcjNDR0WMGmoaEBra2tggWZ/goKCvD2229jxowZqKiowNKlS7F+/XqkpKRIbgYPITZAYYYQQm6HZVlcvXoVKpUKeXl5AIDU1FQoFAqEh4ffMtg0NDSgpaXFbnulvv76a+zYsYN/ZGY2m3Hq1CmoVCoUFxdj586dWL58ueD3QYgdUZghhJDhYFkWzc3NUKlUyM3NhcFgQGpqKuRyOaZPn35DsFGpVIiMjERSUpJdJu2ePn0a27dvR2FhIUJDQ2/6dYZhYLFYRJkxQ4iAKMwQQshIsSwLjUaD3Nxc5OTkoKOjA2vXroVcLkdRUREOHz6MgoICu7RDf/vtt3j++edRUFCAsLAwwa9HiIRQmCGEEFtpbW1FXl4e3nvvPeh0OmzcuBEbNmxATEyMoI+YfvjhBzz77LPIz8/H1KlTBbsOIRI1rDBD++EJIeQWgoKC+P1KZ86cwdy5c/Hqq69i6dKlePnll1FaWgqr1WrTa5aUlOCZZ55Bbm4uBRlChoBOZgghNjVt2jT4+PjAzc0N7u7uOHfunNi3NCr79+/Hvn37cOjQoRseLel0OhQWFkKlUqG6uhorVqyAQqHAggULRnViU1FRgSeeeAIqlQozZ860xZdAiCOix0yEEPFMmzYN586dw6RJk8S+lVHr7OzE448/jn379t1y0m5vby+KioqQk5ODiooKLFu2DAqFAosWLRpWkXBlZSWysrJw8OBBzJkzxxZfAiGOisIMIUQ8zhRmRsJgMODYsWPIzs7G3//+dyQnJyMjIwN33333LefBXLx4EZs3b8aBAwcQFxdnxzsmRJIozBBCxDN9+nQEBATAxcUFTz31FJ588kmxb0k0JpMJX3/9NZRKJc6ePYu77roLcrkcKSkp8PDw4H9fbW0tHnnkEfzf//0fEhMTxbthQqSDwgwhRDzNzc2YMmUKNBoNVq5ciV27diElJUXs2xKdxWLBqVOnkJ2djeLiYsyfPx9yuRzR0dHYtGkTPvroI9xxxx1i3yYhUkFhhhAiDa+88gq8vb2xdetWsW9FUhiGQXFxMVQqFfbv34/8/HwkJyeLfVuESAmFGUKIOHp6emC1WuHj44Oenh6sXLkSL730EtasWSP2rUkWy7KjWnZJiJOiOTOEEHGo1WokJycjISEBd955J9atW0dB5jaEDDJHjhzB7NmzER0djf/6r/8S7DqEiI1OZgghxAkxDINZs2bh2LFjCA8Px8KFC/GXv/wFsbGxYt8aIUNBJzOEEDLWff/994iOjkZUVBQ8PDzw0EMP4dChQ2LfFiGCoDBDCCFOqKmpCREREfz/Dg8PR1NTk4h3RIhwKMwQQogTGqiEgAqNibOiMEMIIU4oPDwcDQ0N/P9ubGzElClTRLwjQoRDYYYQQpzQwoULcenSJdTV1cFkMuHzzz9Henq62LdFiCAGXxRCCCHEYbm7u+P999/H6tWrwTAMsrKyMHfuXLFvixBBUGs2IYQA6OjowJYtW3D+/Hm4uLjg448/xuLFi8W+LULGqmEVeNHJDCGEAHj22WexZs0aKJVKmEwm9Pb2in1LhJAhopMZQsiYp9PpkJCQgNraWur4IUQaaGgeIYQMR21tLYKDg/HLX/4SSUlJ2LJlC3p6esS+LULIEFGYIYSMeRaLBT/++CN+/etfo6SkBF5eXrTLiBAHQmGGEDLmhYeHIzw8HIsWLQIAbNiwAT/++KPId0UIGSoKM4SQMS80NBQRERG4ePEiAOD48eO0kJEQB0IFwIQQAqC0tBRbtmyByWRCVFQUPvnkEwQEBIh9W4SMVcMqAKYwQwghhBCpoW4mQgghhIwdFGYIIYQQ4tAozBBCCCHEoVGYIYQQQohDozBDCCGEEIdGYYYQQgghDo3CDCGEEEIcGoUZQgghhDg0CjOEEEIIcWgUZgghhBDi0CjMEEIIIcShUZghhBBCiEOjMEMIIYQQh0ZhhhBCCCEOjcIMIYQQQhwahRlCCCGEODT32/y6i13ughBCCCFkhOhkhhBCCCEOjcIMIYQQQhwahRlCCCGEODQKM4QQQghxaBRmCCGEEOLQKMwQQgghxKH9P5tk+nLAjSrkAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,10))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.plot_surface(X, Y, Z)\n", + "ax.plot_surface(Xt, Yt, Zt, alpha=0.3)\n", + "ax.plot_surface(Xtt, Ytt, Ztt, alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 814, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 814, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,10))\n", + "plt.plot(X[0],Z[0],'o')\n", + "plt.plot(Xt[0],Zt[0],'+')\n", + "plt.plot(Xtt[0],Ztt[0],'x')" + ] + }, + { + "cell_type": "code", + "execution_count": 815, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.719791912321612" + ] + }, + "execution_count": 815, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = np.random.randn(4,4)\n", + "np.linalg.norm(x-op.fft_interpolate(x,4,4))" + ] + }, + { + "cell_type": "code", + "execution_count": 818, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7.807311853781127e-15" + ] + }, + "execution_count": 818, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(Zt-op.fft_interpolate(Z,16,24))" + ] + }, + { + "cell_type": "code", + "execution_count": 819, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.1633258978803383e-15" + ] + }, + "execution_count": 819, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(Ztt-op.fft_interpolate(Z,16,8))" + ] + }, + { + "cell_type": "code", + "execution_count": 820, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.956802269106906e-15" + ] + }, + "execution_count": 820, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(np.stack([Z,Z])-np.stack([op.fft_interpolate(Z,16,16),op.fft_interpolate(Z,16,16)]))" + ] + }, + { + "cell_type": "code", + "execution_count": 821, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.1041206309293501e-14" + ] + }, + "execution_count": 821, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(np.stack([Zt,Zt])-np.stack([op.fft_interpolate(Z,16,24),op.fft_interpolate(Z,16,24)]))" + ] + }, + { + "cell_type": "code", + "execution_count": 822, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.6451912622422328e-15" + ] + }, + "execution_count": 822, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(np.stack([Ztt,Ztt])-np.stack([op.fft_interpolate(Z,16,8),op.fft_interpolate(Z,16,8)]))" + ] + }, + { + "cell_type": "code", + "execution_count": 823, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 823, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = np.random.randn(64,64)\n", + "np.linalg.norm(op.cut_off(x,16) - op.fft_interpolate(x,64,16))" + ] + }, + { + "cell_type": "code", + "execution_count": 824, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XZ4oGSbMkTS+fH0Xxy9813nIRcV1EzIuI+RQ/13cjYtwthKSp5Xx1lLvO8yl2WWOt63ngGUmHK0aWA93Mc7eKCrvc0tPA6ZIGyt/ncopj53FJml1+PQH48Jjr7OZsqe6DYt//GMVZ7/UVl1lHcbxxgOK//oqKy/0GxW79YWBb+VgxzjKnAg+VywwCn6zxM55FxbNdiuO37eVjRxe/k0XAljLObwAzKi43APw38I4ufp4bKf4BB4F/Bt5Wcbn/oPin2A4sH6utu9csG/dwWDZOPsvGyWfZOPksGyefZePks2ycfJbN/wMlmKEvxIFhsgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.pcolormesh(np.abs(np.imag(np.fft.rfftn(np.random.randn(16,16))))<1e-4, shading='flat')\n", + "plt.gca().set_aspect(1)\n", + "plt.xticks(np.arange(0,10,1));\n", + "plt.yticks(np.arange(0,17,1));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check commutation with differentiation" + ] + }, + { + "cell_type": "code", + "execution_count": 825, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Logger initialized\n" + ] + } + ], + "source": [ + "m = pyqg.QGModel()\n", + "mc = pyqg.QGModel(nx=8)" + ] + }, + { + "cell_type": "code", + "execution_count": 826, + "metadata": {}, + "outputs": [], + "source": [ + "u = np.random.randn(2,64,64)\n", + "v = np.random.randn(2,64,64)" + ] + }, + { + "cell_type": "code", + "execution_count": 827, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.680185893437048e-20" + ] + }, + "execution_count": 827, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "div_coarse_uv = op.fft_interpolate(m.ifft(m.ik*m.fft(u)+m.il*m.fft(v)), 64, 8)\n", + "uc = op.fft_interpolate(u,64,8)\n", + "vc = op.fft_interpolate(v,64,8)\n", + "coarse_div_uv = mc.ifft(mc.ik*mc.fft(uc)+mc.il*mc.fft(vc))\n", + "\n", + "np.linalg.norm(div_coarse_uv-coarse_div_uv)" + ] + }, + { + "cell_type": "code", + "execution_count": 828, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.680185893437048e-20" + ] + }, + "execution_count": 828, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "div_coarse_uv = op.cut_off(m.ifft(m.ik*m.fft(u)+m.il*m.fft(v)), 8)\n", + "uc = op.cut_off(u,8)\n", + "vc = op.cut_off(v,8)\n", + "coarse_div_uv = mc.ifft(mc.ik*mc.fft(uc)+mc.il*mc.fft(vc))\n", + "\n", + "np.linalg.norm(div_coarse_uv-coarse_div_uv)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check that truncation does not affect low frequencies" + ] + }, + { + "cell_type": "code", + "execution_count": 593, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 593, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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sDxACD087/jPufqLtaEVEOqBQLPDO5Dusu0QjgZaSgLu/YGabphXfCBx29yMAZvY0cJe7Pwzc0akAzew+4D6AjRs3dqpaEUmx2sogjQTamxNYBxyt+xxVyxoys1Vm9jhwnZk92KxsOnff5e6j7j66Zk26Z/FFpDNqt5BO+4Vi0PrpoEYaPZXZm+3s7qeA+y9WJiKy0KKCniNQ085IIALqr7JYDxxrLxwRkYUXjUdckruEFUMruh1K17WTBA4CW8zsajPLAfcAezoTlojIwokKkeYDqlpdIvoUcAC4xswiM9vm7jHwAPAc8CrwjLu/snChioh0Rr6Q13xAVaurg+5tUr4P2NfRiEREFlDFK+TH83x8/ce7HUpP0G0jRCRV3jr/FsVKUaeDqpQERCRVastDdaFYQklARFJFF4pdSElARFIlGo8wjKuWX9XtUHqCkoCIpEpUiFi7dC25MNftUHqCkoCIpIpuIX0hJQERSRVdI3AhJQERSY1iuciJcyeUBOooCYhIahwrHMNxrQyqoyQgIqlRu3uoRgLvURIQkdSYulBME8NTlAREJDXyhTxD4RCrl6zudig9Q0lARFIjGo+4avlVBKamr0Z/CRFJjXwhr0nhaZQERCQ1dKHYTEoCIpIK706+y3hpXCuDplESEJFUmFoeqtNBF1ASEJFUyI9XbyGtkcAFlAREJBVqIwHNCVxISUBEUiE/nmfl0EqW55Z3O5Se0tKD5jvBzDYDvwOscPe7q2UB8PvApcAhd//aYsUjIukSFSLNBzTQ0kjAzJ4wsxNm9vK08q1m9pqZHTazHbPV4e5H3H3btOK7gHVACYjmEriIyFzkC3k9V7iBVk8HPQlsrS8wsxB4DLgNuBa418yuNbMPmtmz015rm9R7DXDA3X8D+Nz8fgURkdmVK2VdKNZES6eD3P0FM9s0rfhG4LC7HwEws6eBu9z9YeCOFr8/AorV9+VGO5jZfcB9ABs3bmyxWhGR95w4d4K4Emsk0EA7E8PrgKN1n6NqWUNmtsrMHgeuM7MHq8XfAD5pZl8GXmh0nLvvcvdRdx9ds2ZNG+GKSFrpGoHm2pkYtgZl3mxndz8F3D+t7BwwfZ5ARKSjareQVhKYqZ2RQARsqPu8HjjWXjgiIp2XL+QJLGBk+Ui3Q+k57SSBg8AWM7vazHLAPcCezoQlItI5USFiZOkI2SDb7VB6TqtLRJ8CDgDXmFlkZtvcPQYeAJ4DXgWecfdXFi5UEZH5yY/ndbuIJlpdHXRvk/J9wL6ORiQi0mFRIeKn1v1Ut8PoSbpthIgMtPPxed46/5ZGAk0oCYjIQDtWSNaraGVQY0oCIjLQ8oXkFtK6UKwxJQERGWhHx5NrWjUSaExJQEQGWjQesSSzhMuHL+92KD1JSUBEBlq+kGfd8nWYNbrJgSgJiMhA03MEZqckICIDy911odhFKAmIyMA6PXmac/E5PVd4FkoCIjKw8uPJ8lCNBJpTEhCRgVV7joBGAs0pCYjIwJq6UExJoCklAREZWNF4xOXDl7M0u7TbofQsJQERGVhRIdJ8wEUoCYjIwIrGdY3AxSgJiMhAiisxY2fHNB9wEUoCIjKQxs6OUfYyGy7ZcPGdU0xJQEQGkpaHtkZJQEQGki4Ua82iJQEz+3kz+1Mz+19mdmu1bLOZfdXMdi9WHCKSDlEhImMZrlh6RbdD6WktJQEze8LMTpjZy9PKt5rZa2Z22Mx2zFaHu/+Nu/8q8CvAp6plR9x92zxjFxFpKj+e58rlVxIGYbdD6WmZFvd7EngU+HqtwMxC4DHgFiACDprZHiAEHp52/Gfc/UT1/Rerx4mILJioEGk+oAUtJQF3f8HMNk0rvhE47O5HAMzsaeAud38YuGN6HZY80eEPgW+6+0ttRS0ichH5Qp6f2fgz3Q6j57UzJ7AOOFr3OaqWNfMF4OeAu83sfgAzW2VmjwPXmdmDjQ4ys/vM7JCZHTp58mQb4YpIWpwrnePtibc1EmhBq6eDGmn0rDZvtrO7fwn40rSyU8D9s32Ju+8CdgGMjo42rV9EpKa2PFQrgy6unZFABNRfhbEeONZeOCIi7YvGkySwYbkuFLuYdpLAQWCLmV1tZjngHmBPZ8ISEZk/3UK6da0uEX0KOABcY2aRmW1z9xh4AHgOeBV4xt1fWbhQRURaE41HLM8uZ8XQim6H0vNaXR10b5PyfcC+jkYkItKm2vLQZFGizEa3jRCRgZMfz2tSuEVKAiIyUNydfCGv+YAWKQmIyEA5NXGKifKERgItUhIQkYFSWx6qkUBrlAREZKDoQrG5URIQkYGikcDcKAmIyEDJF/KsXbKWoXCo26H0BSUBERko0XjEuks0CmiVkoCIDJR8Ic/65ZoPaJWSgIgMjFK5xNjZMU0Kz4GSgIgMjONnj+O4JoXnQElARAZGbWWQRgKtUxIQkYFRu0ZAI4HWKQmIyMCIChHZIMvapWu7HUrfUBIQkYERjSe3kA5MTVur9JcSkYGRL+R1jcAcKQmIyMCIxiNdIzBHSgIiMhDOFM9wpnhGSWCOlAREZCDkx6sPl9fpoDlREhCRgZAvJElAI4G5aelB851gZj8P3A6sBR5z9+fNLAB+H7gUOOTuX1useERksEzdQlojgTlpaSRgZk+Y2Qkze3la+VYze83MDpvZjtnqcPe/cfdfBX4F+FS1+C5gHVACojlHLyJSFRUiLs1dyqW5S7sdSl9p9XTQk8DW+gIzC4HHgNuAa4F7zexaM/ugmT077VV/5cYXq8cBXAMccPffAD7Xzi8iIukWFSLdLmIeWjod5O4vmNmmacU3Aofd/QiAmT0N3OXuDwN3TK/DzAz4Q+Cb7v5StTgCitX35bmHLyKSyI/n2XLZlm6H0XfamRheBxyt+xxVy5r5AvBzwN1mdn+17BvAJ83sy8ALjQ4ys/vM7JCZHTp58mQb4YrIoKp4JXmOgEYCc9bOxLA1KPNmO7v7l4AvTSs7B2yb7UvcfRewC2B0dLRp/SKSXifOnaBUKWll0Dy0MxKIgA11n9cDx9oLR0Rk7rQ8dP7aSQIHgS1mdrWZ5YB7gD2dCUtEpHVaHjp/rS4RfQo4AFxjZpGZbXP3GHgAeA54FXjG3V9ZuFBFRBrLF/IYxlXLrup2KH2n1dVB9zYp3wfs62hEIiJzFI1HXLHsCrJhttuh9B3dNkJE+l6+kNd8wDwpCYhI36s9TEbmTklARPraZHmSE+dP6BqBeVISEJG+NrU8VElgXpQERKSv1Z4joDmB+VESEJG+FhWSawQ0EpgfJQER6WvReMRwOMyq4VXdDqUvKQmISF/LF/KsW76O5EbFMldKAiLS16LxSLeLaIOSgIj0LXfXhWJtUhIQkb717uS7FEoFXSjWBiUBEelbukagfUoCItK3jhaShxtqJDB/SgIi0remLhTTSGDelAREpG9FhYjLhi5jWXZZt0PpW0oCItK38uN6uHy7lAREpG9FhUjLQ9ukJCAifalcKXO8cFwXirVJSUBE+tKb594k9lgjgTYpCYhIX4rGk7uHaiTQnkVLAmb2E2b2uJntNrPPVcs2m9lXzWz3YsUhIoNh6kIxjQTa0lISMLMnzOyEmb08rXyrmb1mZofNbMdsdbj7q+5+P/CLwGi17Ii7b5tv8CKSXkfHjxJayMiykW6H0tdaHQk8CWytLzCzEHgMuA24FrjXzK41sw+a2bPTXmurx9wJfAv4u479BiKSSvlCnpFlI2SCTLdD6Wst/fXc/QUz2zSt+EbgsLsfATCzp4G73P1h4I4m9ewB9pjZXuAv5h21iKSelod2RjtzAuuAo3Wfo2pZQ2b2CTP7kpl9BdhXLVtlZo8D15nZg02Ou8/MDpnZoZMnT7YRrogMEl0o1hntjKMaPcbHm+3s7v8A/MO0slPA/bN9ibvvAnYBjI6ONq1fRNLjXOkcpyZO6cZxHdDOSCACNtR9Xg8cay8cEZGLO1ZImhqNBNrXThI4CGwxs6vNLAfcA+zpTFgiIs1FheQaAc0JtK/VJaJPAQeAa8wsMrNt7h4DDwDPAa8Cz7j7KwsXqohIonaNgC4Ua1+rq4PubVK+j+okr4jIYonGI5ZmlnLZ0GXdDqXv6bYRItJ3okLEukvWYdZofYrMhZKAiPSdaFzXCHSKkoCI9BV3J1/Ia3lohygJiEjf2HtkL7fsvoXz8Xn2/GAPe4/s7XZIfU9JQKQH7D2yl1t338qHvvYhbt19a083bt2Kde+Rvezcv5M3z70JwJniGXbu39nTf6t+oDsviXRZrXGbKE8AcPzscXbu3wnA7Ztv72JkMzWK9aH9D3Fm8gwf3/BxSpUSpXIp2VZfcSVuWD69bGq/uvL6Y//+6N9PfW/NRHmCR156pOf+Tv3E3PvnTgyjo6N+6NChbochC2zvkb088tIjjJ0dY2TZCNuv396z/8jdnbgSU6wUKZaLlColiuUixUqRUrn0Xlnt5+XSjH0f+7+PcaZ4ZkbdyzLLuPMDd1LxCmUvJ9tKsq1QoVKpK2+2vcj+M46p26fRMaVKaUH/noaRC3Nkg+x7rzDZ/vDMD5se873/9L0FjavfmdmL7j7a6GcaCUhPma1XvHXT1qRxrTaejRrUqUa41hBXe5G1zw33rSuvr3OqbHqd5dIFxy6Us/FZ9h7ZS2ghgQXJNggICJLPQV15g21tn6xlk2OC5vtObevqNGzGdzzx8hNN4/29m39vqsHOBlkyQWZGQ97oc/1+YRA2rf/W3bdy/OzxGeV6nkB7UpEE+qlnuVjKlfIFw+1m26n35RKxJ9uSJ43lRY9ptq2ra6rO6s9+8M4PiD2+INaJ8gQ7/mkHO/5p1ucWzUlgAbkgRzbMkgtyU73P+m0uzDGcGX5vvzB3wb71x9b2mTq2Vh7myASZCz5P3/dTf/spxs6NzYjxymVX8vzdz3fsd+6Eb77xzYYN8ZXLruQXtvzCgn739uu3X9BBABgOh9l+/fYF/d5BN/BJYCHPt7r71BC5YQPXagPb5GeN6mql4Z5RV4N6vPkNXzuivseXscyF22rPr7YdygyxPFhOJsjw2unXmtb5+Y98Pmk46xrUGQ13rZGuNtD1DXr9vr30IJJfv+HX+6Zx62ZDXPv3qg5dZw38nECzIeSSzBI+seETjXu8c2hwF1JgwQWNZbNt05/N0gBfrJ5GdbUSSybIJKcS5nklZ7P/Xr3YK+6kfhqt9lOskphtTmDgk8CHvvahpr3e9136vov2Ui/a0M7S8DarZ9YGvRpDxjKznh8dVNNHbpD0NHfevFMNjcg8pXpieGTZSNOe5bO/8GwXIpLZaMgvsrgGPgloMqn/3L75djX6Iotk4JOAepYiIs0NfBIA9SxFRJrRvYNERFJMSUBEJMWUBEREUkxJQEQkxZQERERSrK+uGDazk8CPOlTdCuDdHqqrnTrmc+xq4K15fp9cXCf//+oFvfb7LHY8C/l9na67UX3vc/c1Dfd291S+gF29VFc7dcznWOBQt/8bDPKrk/9/9cKr136fxY5nIb+v03XPtb40nw762x6rq506Ovm7SGcM2n+TXvt9Fjuehfy+Ttc9p/r66nSQdI6ZHfImN5QSkfRI80gg7XZ1OwAR6T6NBEREUkwjARGRFFMSEBFJMSUBEZEUUxKQGcxss5l91cx2dzsWEVlYSgIDxsyeMLMTZvbytPKtZvaamR02sx2z1eHuR9x928JGKiK9IBUPlUmZJ4FHga/XCswsBB4DbgEi4KCZ7QFC4OFpx3/G3U8sTqgi0m1KAgPG3V8ws03Tim8EDrv7EQAzexq4y90fBu5Y5BBFpIfodFA6rAOO1n2OqmUNmdkqM3scuM7MHlzo4ESkezQSSAdrUNb0KkF3PwXcv3DhiEiv0EggHSJgQ93n9cCxLsUiIj1ESSAdDgJbzOxqM8sB9wB7uhyTiPQAJYEBY2ZPAQeAa8wsMrNt7h4DDwDPAa8Cz7j7K92MU0R6g24gJyKSYhoJiIikmJKAiEiKKQmIiKSYkoCISIopCYiIpJiSgIhIiikJiIikmJKAyDRm9mtm9qqZ/Xm3YxFZaLpYTGQaM/t/wG3u/kZdWaZ65XUnv8dI/g1WOlmvyFxoJCBSp3oL7c3AHjN718x2mdnzwNfNbI2Z/ZWZHay+/l31mFVm9ryZfcfMvmJmPzKz1U3q31QdZfwx8BIX3thPZNFpJCAyjZn9EBglud/Svwc+5u7nzewvgD9292+Z2UbgOXf/CTP7EvCWu/+emd0OPAuscfe3GtS9CTgC3Ozu316kX0mkKT1PQGR2e9z9fPX9zwHXJmdxALjUzC4Bfhr4DwDuvtfMTl+kzh8pAUivUBIQmd3ZuvcBcFNdUgCgmhTmMqQ+e/FdRBaH5gREWvc8ySkiAMzsI9W3LwCfrpbdBly26JGJzJOSgEjrfg0YNbPvmdm/8N4jOH8X+Gkzewm4FfjXbgUoMleaGBbpsNrEcqOJYZFeo5GAiEiKaSQgsgDMbBXwdw1+9LPufmqx4xFpRklARCTFdDpIRCTFlARERFJMSUBEJMWUBEREUkxJQEQkxf4/e6qc+4DLU6YAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp(op.fft_interpolate(u[0],64,32))\n", + "sp(op.fft_interpolate(u[0],64,32,truncate_2h=False))\n", + "sp(op.fft_interpolate(u[0],64,32)-op.fft_interpolate(u[0],64,32,truncate_2h=False))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check new subgrid forcing function" + ] + }, + { + "cell_type": "code", + "execution_count": 989, + "metadata": {}, + "outputs": [], + "source": [ + "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_512/[0-9].nc', concat_dim='run', combine='nested', decode_times=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 990, + "metadata": {}, + "outputs": [], + "source": [ + "q = dss.q.isel(time=-1,run=0).values" + ] + }, + { + "cell_type": "code", + "execution_count": 991, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 991, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(q[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 992, + "metadata": {}, + "outputs": [], + "source": [ + "forcing_op1, m_op1, _ = op.PV_subgrid_forcing(q, 48, op.Operator1, EDDY_PARAMS)\n", + "forcing_op2, m_op2, _ = op.PV_subgrid_forcing(q, 48, op.Operator2, EDDY_PARAMS)\n", + "forcing_op5, m_op5, _ = op.PV_subgrid_forcing(q, 48, op.Operator5, EDDY_PARAMS)\n", + "forcing_32, m_32, _ = op.PV_subgrid_forcing(q, 48, op.Operator5, EDDY_PARAMS, '3/2-rule')" + ] + }, + { + "cell_type": "code", + "execution_count": 994, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 994, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lev=1\n", + "plt.figure(figsize=(10,3))\n", + "plt.subplot(1,3,1)\n", + "plt.imshow(forcing_op1[lev])\n", + "plt.subplot(1,3,2)\n", + "plt.imshow(forcing_op2[lev])\n", + "plt.subplot(1,3,3)\n", + "plt.imshow(forcing_32[lev])" + ] + }, + { + "cell_type": "code", + "execution_count": 995, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 995, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lev=0\n", + "csp(forcing_op1[lev], m_op1.q[lev])\n", + "csp(forcing_op2[lev], m_op2.q[lev])\n", + "csp(forcing_32[lev], m_32.q[lev])" + ] + }, + { + "cell_type": "code", + "execution_count": 997, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 997, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "csp(forcing_32[1], m_32.q[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check that subgrid forcing + coarse advection = fine advection" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import pyqg_generative.tools.operators as op" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-1].nc', concat_dim='run', combine='nested', decode_times=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "q = dss.q.isel(time=-1,run=0).values" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "SGS, mf, m = op.PV_subgrid_forcing(q, 64, op.Operator5, EDDY_PARAMS,'3/2-rule')\n", + "mf.dealiasing='3/2-rule'" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "advf = - op.advect(mf.q, mf.u, mf.v, dealias='3/2-rule') # minus to move to RHS\n", + "adv_pyqg = mf.ifft(-mf._advect(mf.q))\n", + "adv_full = SGS + advf\n", + "adv = - op.cut_off(op.advect(m.q,m.u,m.v,dealias='3/2-rule'),64)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.477713769099094e-17" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(adv-adv_full) / np.linalg.norm(adv)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6.572578832342283e-16" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(adv-(SGS+adv_pyqg)) / np.linalg.norm(adv)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Did you try to remove aliasing error from subgrid forcing?" + ] + }, + { + "cell_type": "code", + "execution_count": 998, + "metadata": {}, + "outputs": [], + "source": [ + "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_512/[0-9].nc', concat_dim='run', combine='nested', decode_times=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 999, + "metadata": {}, + "outputs": [], + "source": [ + "q = dss.q.isel(time=-1,run=0).values" + ] + }, + { + "cell_type": "code", + "execution_count": 1005, + "metadata": {}, + "outputs": [], + "source": [ + "forcing_op1, m_op1, _ = op.PV_subgrid_forcing(q, 48, op.Operator1, EDDY_PARAMS)\n", + "forcing_op2, m_op2, _ = op.PV_subgrid_forcing(q, 48, op.Operator2, EDDY_PARAMS)\n", + "\n", + "forcing_op1_alias, m_op1_alias, _ = op.PV_subgrid_forcing(q, 48, op.Operator1, EDDY_PARAMS, '3/2-rule')\n", + "forcing_op2_alias, m_op2_alias, _ = op.PV_subgrid_forcing(q, 48, op.Operator2, EDDY_PARAMS, '3/2-rule')" + ] + }, + { + "cell_type": "code", + "execution_count": 1010, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Sharp filter')" + ] + }, + "execution_count": 1010, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp(forcing_op1[0])\n", + "sp(forcing_op1_alias[0])\n", + "plt.xscale('linear')\n", + "plt.yscale('linear')\n", + "plt.ylabel('SGS Power spectrum')\n", + "plt.title('Sharp filter')" + ] + }, + { + "cell_type": "code", + "execution_count": 1012, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Gaussian filter')" + ] + }, + "execution_count": 1012, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp(forcing_op2[0])\n", + "sp(forcing_op2_alias[0])\n", + "plt.xscale('linear')\n", + "plt.yscale('linear')\n", + "plt.ylabel('SGS Power spectrum')\n", + "plt.title('Gaussian filter')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Implement 3/2-dealiasing to the pyqg model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "q0 = np.random.randn(2,64,64)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n" + ] + } + ], + "source": [ + "m = pyqg.QGModel(); m.q = q0.copy(); m._invert()\n", + "m._do_advection()\n", + "dqdt = m.dqhdt.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n" + ] + } + ], + "source": [ + "m = pyqg.QGModel(); m.q = q0.copy(); m._invert()\n", + "m.dealiasing='None'\n", + "dqdt_new = - m._advect(m.q) - m._do_background_flow()\n", + "m.dealiasing='3/2-rule'\n", + "dqdt_alias = - m._advect(m.q) - m._do_background_flow()\n", + "#dqdt_new = m.dqhdt.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.5794133387008846e-16" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(dqdt-dqdt_new) / np.linalg.norm(dqdt)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6900122697910133" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linalg.norm(dqdt-dqdt_alias) / np.linalg.norm(dqdt)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,3))\n", + "plt.subplot(1,3,1)\n", + "plt.imshow(np.real(dqdt[0])); plt.colorbar()\n", + "plt.subplot(1,3,2)\n", + "plt.imshow(np.real(dqdt_new[0]));plt.colorbar()\n", + "plt.subplot(1,3,3)\n", + "plt.imshow(np.real(dqdt_alias[0]));plt.colorbar()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 129)" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.wv2.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test dealiased model" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pcolor(pyqg.QGModel(nx=16,filterfac=1e+20).filtr, shading='flat')\n", + "plt.gca().set_aspect(1)\n", + "plt.xticks(np.arange(10));\n", + "plt.yticks(np.arange(17));" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pcolor(pyqg.QGModel(nx=16,dealiasing='2/3-rule').filtr, shading='flat')\n", + "plt.gca().set_aspect(1)\n", + "plt.xticks(np.arange(10));\n", + "plt.yticks(np.arange(17));" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pcolor(pyqg.QGModel(nx=16,dealiasing='3/2-rule').filtr, shading='flat')\n", + "plt.gca().set_aspect(1)\n", + "plt.xticks(np.arange(10));\n", + "plt.yticks(np.arange(17));" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 1.12e-06, CFL: 0.023\n", + "INFO: Step: 2000, Time years: 0.9, KE: 6.39e-06, CFL: 0.023\n", + "INFO: Step: 3000, Time years: 1.4, KE: 4.38e-05, CFL: 0.046\n", + "INFO: Step: 4000, Time years: 1.9, KE: 3.10e-04, CFL: 0.130\n", + "INFO: Step: 5000, Time years: 2.3, KE: 4.73e-04, CFL: 0.192\n", + "INFO: Step: 6000, Time years: 2.8, KE: 4.66e-04, CFL: 0.184\n", + "INFO: Step: 7000, Time years: 3.2, KE: 4.83e-04, CFL: 0.218\n", + "INFO: Step: 8000, Time years: 3.7, KE: 4.72e-04, CFL: 0.173\n", + "INFO: 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CFL: 0.190\n", + "INFO: Step: 24000, Time years: 11.1, KE: 4.65e-04, CFL: 0.173\n", + "INFO: Step: 25000, Time years: 11.6, KE: 4.99e-04, CFL: 0.195\n", + "INFO: Step: 26000, Time years: 12.0, KE: 4.88e-04, CFL: 0.194\n", + "INFO: Step: 27000, Time years: 12.5, KE: 5.27e-04, CFL: 0.191\n", + "INFO: Step: 28000, Time years: 13.0, KE: 5.30e-04, CFL: 0.192\n", + "INFO: Step: 29000, Time years: 13.4, KE: 4.97e-04, CFL: 0.189\n", + "INFO: Step: 30000, Time years: 13.9, KE: 5.14e-04, CFL: 0.188\n", + "INFO: Step: 31000, Time years: 14.4, KE: 5.29e-04, CFL: 0.180\n", + "INFO: Step: 32000, Time years: 14.8, KE: 4.83e-04, CFL: 0.185\n", + "INFO: Step: 33000, Time years: 15.3, KE: 4.86e-04, CFL: 0.203\n", + "INFO: Step: 34000, Time years: 15.7, KE: 4.82e-04, CFL: 0.176\n", + "INFO: Step: 35000, Time years: 16.2, KE: 4.98e-04, CFL: 0.194\n", + "INFO: Step: 36000, Time years: 16.7, KE: 4.86e-04, CFL: 0.181\n", + "INFO: Step: 37000, Time years: 17.1, KE: 5.18e-04, CFL: 0.201\n", + "INFO: Step: 38000, Time years: 17.6, KE: 5.12e-04, CFL: 0.177\n", + "INFO: Step: 39000, Time years: 18.1, KE: 5.17e-04, CFL: 0.219\n", + "INFO: Step: 40000, Time years: 18.5, KE: 4.69e-04, CFL: 0.192\n", + "INFO: Step: 41000, Time years: 19.0, KE: 4.70e-04, CFL: 0.199\n", + "INFO: Step: 42000, Time years: 19.4, KE: 4.88e-04, CFL: 0.191\n", + "INFO: Step: 43000, Time years: 19.9, KE: 4.57e-04, CFL: 0.171\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 42.3734s\n" + ] + } + ], + "source": [ + "exp = run_simulation(EDDY_PARAMS._update({'tmax': 86400*360*20}))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 7.57e-07, CFL: 0.023\n", + "INFO: Step: 2000, Time years: 0.9, KE: 4.69e-06, CFL: 0.023\n", + "INFO: Step: 3000, Time years: 1.4, KE: 3.48e-05, CFL: 0.034\n", + "INFO: Step: 4000, Time years: 1.9, KE: 2.78e-04, CFL: 0.098\n", + "INFO: Step: 5000, Time years: 2.3, KE: 5.98e-04, CFL: 0.185\n", + "INFO: Step: 6000, Time years: 2.8, KE: 7.10e-04, CFL: 0.208\n", + "INFO: Step: 7000, Time years: 3.2, KE: 7.04e-04, CFL: 0.205\n", + "INFO: Step: 8000, Time years: 3.7, KE: 6.54e-04, CFL: 0.230\n", + "INFO: Step: 9000, Time years: 4.2, KE: 6.35e-04, CFL: 0.206\n", + "INFO: Step: 10000, Time years: 4.6, KE: 6.36e-04, CFL: 0.199\n", + "INFO: Step: 11000, Time years: 5.1, KE: 6.48e-04, CFL: 0.214\n", + "INFO: Step: 12000, Time years: 5.6, KE: 6.66e-04, CFL: 0.253\n", + "INFO: Step: 13000, Time years: 6.0, KE: 6.84e-04, CFL: 0.204\n", + "INFO: Step: 14000, Time years: 6.5, KE: 7.04e-04, CFL: 0.216\n", + "INFO: Step: 15000, Time years: 6.9, KE: 7.28e-04, CFL: 0.212\n", + "INFO: Step: 16000, Time years: 7.4, KE: 7.54e-04, CFL: 0.215\n", + "INFO: Step: 17000, Time years: 7.9, KE: 7.80e-04, CFL: 0.209\n", + "INFO: Step: 18000, Time years: 8.3, KE: 8.08e-04, CFL: 0.217\n", + "INFO: Step: 19000, Time years: 8.8, KE: 8.39e-04, CFL: 0.245\n", + "INFO: Step: 20000, Time years: 9.3, KE: 8.77e-04, CFL: 0.260\n", + "INFO: Step: 21000, Time years: 9.7, KE: 9.18e-04, CFL: 0.217\n", + "INFO: Step: 22000, Time years: 10.2, KE: 9.54e-04, CFL: 0.230\n", + "INFO: Step: 23000, Time years: 10.6, KE: 9.84e-04, CFL: 0.255\n", + "INFO: Step: 24000, Time years: 11.1, KE: 1.01e-03, CFL: 0.227\n", + "INFO: Step: 25000, Time years: 11.6, KE: 1.04e-03, CFL: 0.256\n", + "INFO: Step: 26000, Time years: 12.0, KE: 1.07e-03, CFL: 0.265\n", + "INFO: Step: 27000, Time years: 12.5, KE: 1.10e-03, CFL: 0.231\n", + "INFO: Step: 28000, Time years: 13.0, KE: 1.15e-03, CFL: 0.263\n", + "INFO: Step: 29000, Time years: 13.4, KE: 1.21e-03, CFL: 0.276\n", + "INFO: Step: 30000, Time years: 13.9, KE: 1.28e-03, CFL: 0.256\n", + "INFO: Step: 31000, Time years: 14.4, KE: 1.33e-03, CFL: 0.277\n", + "INFO: Step: 32000, Time years: 14.8, KE: 1.38e-03, CFL: 0.300\n", + "INFO: Step: 33000, Time years: 15.3, KE: 1.42e-03, CFL: 0.299\n", + "INFO: Step: 34000, Time years: 15.7, KE: 1.47e-03, CFL: 0.279\n", + "INFO: Step: 35000, Time years: 16.2, KE: 1.54e-03, CFL: 0.300\n", + "INFO: Step: 36000, Time years: 16.7, KE: 1.60e-03, CFL: 0.294\n", + "INFO: Step: 37000, Time years: 17.1, KE: 1.68e-03, CFL: 0.369\n", + "INFO: Step: 38000, Time years: 17.6, KE: 1.76e-03, CFL: 0.345\n", + "INFO: Step: 39000, Time years: 18.1, KE: 1.80e-03, CFL: 0.300\n", + "INFO: Step: 40000, Time years: 18.5, KE: 1.88e-03, CFL: 0.338\n", + "INFO: Step: 41000, Time years: 19.0, KE: 1.97e-03, CFL: 0.365\n", + "INFO: Step: 42000, Time years: 19.4, KE: 2.05e-03, CFL: 0.321\n", + "INFO: Step: 43000, Time years: 19.9, KE: 2.10e-03, CFL: 0.391\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 41.9415s\n" + ] + } + ], + "source": [ + "two_thirds_lazy = run_simulation(EDDY_PARAMS._update({'filterfac': 1e+20, 'tmax': 86400*360*20}))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 3.56e-07, CFL: 0.023\n", + "INFO: Step: 2000, Time years: 0.9, KE: 1.33e-06, CFL: 0.023\n", + "INFO: Step: 3000, Time years: 1.4, KE: 7.21e-06, CFL: 0.024\n", + "INFO: Step: 4000, Time years: 1.9, KE: 4.86e-05, CFL: 0.057\n", + "INFO: Step: 5000, Time years: 2.3, KE: 1.85e-04, CFL: 0.131\n", + "INFO: Step: 6000, Time years: 2.8, KE: 3.99e-04, CFL: 0.176\n", + "INFO: Step: 7000, Time years: 3.2, KE: 5.21e-04, CFL: 0.183\n", + "INFO: Step: 8000, Time years: 3.7, KE: 5.84e-04, CFL: 0.197\n", + "INFO: Step: 9000, Time years: 4.2, KE: 5.97e-04, CFL: 0.197\n", + "INFO: Step: 10000, Time years: 4.6, KE: 5.53e-04, CFL: 0.195\n", + "INFO: Step: 11000, Time years: 5.1, KE: 5.07e-04, CFL: 0.186\n", + "INFO: Step: 12000, Time years: 5.6, KE: 4.69e-04, CFL: 0.186\n", + "INFO: Step: 13000, Time years: 6.0, KE: 4.45e-04, CFL: 0.180\n", + "INFO: Step: 14000, Time years: 6.5, KE: 4.31e-04, CFL: 0.175\n", + "INFO: Step: 15000, Time years: 6.9, KE: 4.24e-04, CFL: 0.155\n", + "INFO: Step: 16000, Time years: 7.4, KE: 4.23e-04, CFL: 0.156\n", + "INFO: Step: 17000, Time years: 7.9, KE: 4.27e-04, CFL: 0.173\n", + "INFO: Step: 18000, Time years: 8.3, KE: 4.46e-04, CFL: 0.170\n", + "INFO: Step: 19000, Time years: 8.8, KE: 4.80e-04, CFL: 0.188\n", + "INFO: Step: 20000, Time years: 9.3, KE: 5.26e-04, CFL: 0.190\n", + "INFO: Step: 21000, Time years: 9.7, KE: 5.62e-04, CFL: 0.176\n", + "INFO: Step: 22000, Time years: 10.2, KE: 5.88e-04, CFL: 0.183\n", + "INFO: Step: 23000, Time years: 10.6, KE: 6.02e-04, CFL: 0.202\n", + "INFO: Step: 24000, Time years: 11.1, KE: 6.00e-04, CFL: 0.198\n", + "INFO: Step: 25000, Time years: 11.6, KE: 5.99e-04, CFL: 0.205\n", + "INFO: Step: 26000, Time years: 12.0, KE: 6.17e-04, CFL: 0.195\n", + "INFO: Step: 27000, Time years: 12.5, KE: 6.35e-04, CFL: 0.195\n", + "INFO: Step: 28000, Time years: 13.0, KE: 6.80e-04, CFL: 0.191\n", + "INFO: Step: 29000, Time years: 13.4, KE: 7.49e-04, CFL: 0.236\n", + "INFO: Step: 30000, Time years: 13.9, KE: 8.00e-04, CFL: 0.237\n", + "INFO: Step: 31000, Time years: 14.4, KE: 8.23e-04, CFL: 0.213\n", + "INFO: Step: 32000, Time years: 14.8, KE: 8.33e-04, CFL: 0.215\n", + "INFO: Step: 33000, Time years: 15.3, KE: 8.37e-04, CFL: 0.221\n", + "INFO: Step: 34000, Time years: 15.7, KE: 8.43e-04, CFL: 0.223\n", + "INFO: Step: 35000, Time years: 16.2, KE: 8.54e-04, CFL: 0.206\n", + "INFO: Step: 36000, Time years: 16.7, KE: 8.99e-04, CFL: 0.225\n", + "INFO: Step: 37000, Time years: 17.1, KE: 9.80e-04, CFL: 0.251\n", + "INFO: Step: 38000, Time years: 17.6, KE: 1.05e-03, CFL: 0.269\n", + "INFO: Step: 39000, Time years: 18.1, KE: 1.07e-03, CFL: 0.240\n", + "INFO: Step: 40000, Time years: 18.5, KE: 1.03e-03, CFL: 0.255\n", + "INFO: Step: 41000, Time years: 19.0, KE: 1.01e-03, CFL: 0.230\n", + "INFO: Step: 42000, Time years: 19.4, KE: 1.02e-03, CFL: 0.233\n", + "INFO: Step: 43000, Time years: 19.9, KE: 1.06e-03, CFL: 0.214\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 41.8412s\n" + ] + } + ], + "source": [ + "two_thirds = run_simulation(EDDY_PARAMS._update({'dealiasing': '2/3-rule', 'tmax': 86400*360*20}))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 6.80e-07, CFL: 0.015\n", + "INFO: Step: 2000, Time years: 0.9, KE: 2.84e-06, CFL: 0.015\n", + "INFO: Step: 3000, Time years: 1.4, KE: 1.62e-05, CFL: 0.019\n", + "INFO: Step: 4000, Time years: 1.9, KE: 1.10e-04, CFL: 0.048\n", + "INFO: Step: 5000, Time years: 2.3, KE: 2.96e-04, CFL: 0.091\n", + "INFO: Step: 6000, Time years: 2.8, KE: 4.18e-04, CFL: 0.109\n", + "INFO: Step: 7000, Time years: 3.2, KE: 4.98e-04, CFL: 0.100\n", + "INFO: Step: 8000, Time years: 3.7, KE: 5.20e-04, CFL: 0.111\n", + "INFO: Step: 9000, Time years: 4.2, KE: 5.03e-04, CFL: 0.122\n", + "INFO: Step: 10000, Time years: 4.6, KE: 4.72e-04, CFL: 0.113\n", + "INFO: Step: 11000, Time years: 5.1, KE: 4.46e-04, CFL: 0.097\n", + "INFO: Step: 12000, Time years: 5.6, KE: 4.27e-04, CFL: 0.108\n", + "INFO: Step: 13000, Time years: 6.0, KE: 4.16e-04, CFL: 0.115\n", + "INFO: Step: 14000, Time years: 6.5, KE: 4.10e-04, CFL: 0.086\n", + "INFO: Step: 15000, Time years: 6.9, KE: 4.09e-04, CFL: 0.104\n", + "INFO: Step: 16000, Time years: 7.4, KE: 4.16e-04, CFL: 0.098\n", + "INFO: Step: 17000, Time years: 7.9, KE: 4.31e-04, CFL: 0.097\n", + "INFO: Step: 18000, Time years: 8.3, KE: 4.54e-04, CFL: 0.106\n", + "INFO: Step: 19000, Time years: 8.8, KE: 4.92e-04, CFL: 0.116\n", + "INFO: Step: 20000, Time years: 9.3, KE: 5.43e-04, CFL: 0.131\n", + "INFO: Step: 21000, Time years: 9.7, KE: 5.99e-04, CFL: 0.128\n", + "INFO: Step: 22000, Time years: 10.2, KE: 6.48e-04, CFL: 0.121\n", + "INFO: Step: 23000, Time years: 10.6, KE: 6.65e-04, CFL: 0.109\n", + "INFO: Step: 24000, Time years: 11.1, KE: 6.87e-04, CFL: 0.124\n", + "INFO: Step: 25000, Time years: 11.6, KE: 7.00e-04, CFL: 0.112\n", + "INFO: Step: 26000, Time years: 12.0, KE: 7.04e-04, CFL: 0.122\n", + "INFO: Step: 27000, Time years: 12.5, KE: 7.06e-04, CFL: 0.123\n", + "INFO: Step: 28000, Time years: 13.0, KE: 7.16e-04, CFL: 0.123\n", + "INFO: Step: 29000, Time years: 13.4, KE: 7.52e-04, CFL: 0.129\n", + "INFO: Step: 30000, Time years: 13.9, KE: 8.23e-04, CFL: 0.138\n", + "INFO: Step: 31000, Time years: 14.4, KE: 9.01e-04, CFL: 0.142\n", + "INFO: Step: 32000, Time years: 14.8, KE: 9.64e-04, CFL: 0.161\n", + "INFO: Step: 33000, Time years: 15.3, KE: 9.91e-04, CFL: 0.161\n", + "INFO: Step: 34000, Time years: 15.7, KE: 9.68e-04, CFL: 0.136\n", + "INFO: Step: 35000, Time years: 16.2, KE: 9.57e-04, CFL: 0.141\n", + "INFO: Step: 36000, Time years: 16.7, KE: 9.72e-04, CFL: 0.150\n", + "INFO: Step: 37000, Time years: 17.1, KE: 1.01e-03, CFL: 0.138\n", + "INFO: Step: 38000, Time years: 17.6, KE: 1.09e-03, CFL: 0.173\n", + "INFO: Step: 39000, Time years: 18.1, KE: 1.23e-03, CFL: 0.143\n", + "INFO: Step: 40000, Time years: 18.5, KE: 1.38e-03, CFL: 0.175\n", + "INFO: Step: 41000, Time years: 19.0, KE: 1.37e-03, CFL: 0.204\n", + "INFO: Step: 42000, Time years: 19.4, KE: 1.31e-03, CFL: 0.159\n", + "INFO: Step: 43000, Time years: 19.9, KE: 1.28e-03, CFL: 0.142\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 76.9847s\n" + ] + } + ], + "source": [ + "three_second_40 = run_simulation(EDDY_PARAMS._update({'dealiasing': '3/2-rule', 'nx': 40, 'tmax': 86400*360*20}))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset_statistics(exp, averaging=False, truncate=False).KE_time.plot(label='$64^2$, exp-filter')\n", + "dataset_statistics(two_thirds_lazy, averaging=False, truncate=False).KE_time.plot(label='$64^2$, 2/3-circular')\n", + "dataset_statistics(two_thirds, averaging=False, truncate=False).KE_time.plot(label='$64^2$, 2/3-rectangular')\n", + "dataset_statistics(three_second_40, averaging=False, truncate=False).KE_time.plot(label='$40^2$, 3/2-rectangular')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0001, 1000.0)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset_statistics(exp, averaging=False, truncate=False).KEspecr_mean.plot(label='$64^2$, exp-filter')\n", + "dataset_statistics(two_thirds_lazy, averaging=False, truncate=False).KEspecr_mean.plot(label='$64^2$, 2/3-circular')\n", + "dataset_statistics(two_thirds, averaging=False, truncate=False).KEspecr_mean.plot(label='$64^2$, 2/3-rectangular')\n", + "dataset_statistics(three_second_40, averaging=False, truncate=False).KEspecr_mean.plot(label='$40^2$, 3/2-rectangular')\n", + "plt.legend()\n", + "plt.yscale('log')\n", + "plt.xscale('log')\n", + "plt.ylim([1e-4,1e+3])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check subgrid forcing for 3/2-dealiasing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import matplotlib.pyplot as plt\n", + "op5 = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator5-dealias-48/0.nc')\n", + "op1 = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-64/0.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(op5.isel(time=-1, lev=0).q_forcing_advection)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", + " warnings.warn(msg, FutureWarning)\n", + "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import xrft\n", + "sp(op1.isel(time=-10, lev=0).q_forcing_advection)\n", + "sp(op5.isel(time=-10, lev=0).q_forcing_advection)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", + " warnings.warn(msg, FutureWarning)\n", + "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "idx = {'time': -1, 'lev': 1}\n", + "csp(op1.isel(**idx).q_forcing_advection, op1.isel(**idx).q)\n", + "csp(op5.isel(**idx).q_forcing_advection, op5.isel(**idx).q)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator5-dealias-64/*.nc', combine='nested', concat_dim='run')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "environment_13_Jul_2023", + "language": "python", + "name": "my_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "05edf54c81e9d60fa9ffc2d19df58f5b8263a9e832bf2883d1c18873ede7ce7a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/JAMES_figures-review.ipynb b/notebooks/JAMES_figures-review.ipynb new file mode 100644 index 0000000..bd7da11 --- /dev/null +++ b/notebooks/JAMES_figures-review.ipynb @@ -0,0 +1,3364 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyqg\n", + "from time import time\n", + "import os\n", + "import glob\n", + "import cmocean\n", + "from pyqg_generative.tools.plot_helpers import *\n", + "from pyqg_generative.tools.comparison_tools import dataset_smart_read, distrib_score, spectral_score\n", + "from pyqg_generative.tools.operators import ave_lev\n", + "from pyqg_generative.tools.operators import Operator1, Operator2, PV_subgrid_forcing, ave_lev, coord\n", + "from pyqg_generative.tools.parameters import EDDY_PARAMS\n", + "from pyqg_generative.tools.spectral_tools import calc_ispec, coord, spectrum\n", + "from pyqg_generative.tools.computational_tools import PDF_histogram\n", + "%load_ext autoreload\n", + "%autoreload 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Idealized ocean model" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [], + "source": [ + "eddy = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-9].nc', delta=0.25).KE_time\n", + "jet = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/reference_256/[0-9].nc', delta=0.1).KE_time" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.03500844373773797\n", + "0.0208298592742079\n" + ] + } + ], + "source": [ + "KE = eddy.sel(time=slice(10,None)).mean()\n", + "print(float(np.sqrt(2*KE)))\n", + "\n", + "KE = jet.sel(time=slice(10,None)).mean()\n", + "print(float(np.sqrt(2*KE)))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "ds = {}\n", + "for res in ['48', '64', '96', '256', '512', '1024']:\n", + " ds[res] = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_{res}/[0-9].nc', delta=0.25) " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "#ds['1024'].KE_time.mean('run').plot(ls='-', color='k', marker='o', markerfacecolor='white', label='$1024^2$', markevery=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.pyplot import cm\n", + "\n", + "default_rcParams({\n", + " 'figure.subplot.wspace': 0.45, \n", + " 'figure.subplot.hspace': 0.35, \n", + " 'figure.figsize': (6, 5),\n", + " 'axes.titlelocation' : 'center',\n", + " 'lines.markersize': 3,\n", + " 'font.size': 12})\n", + "ls = {'256': '-', '96': '--', '64': '-.', '48': '-'}\n", + "lw = {'256': 1, '96': None, '64': None, '48': None}\n", + "colors = {'256': 'k', '48': 'gray', '64': [0.4940, 0.1840, 0.5560], '96': [0.9290, 0.6940, 0.1250]}\n", + "\n", + "fig = plt.figure()\n", + "\n", + "#kw_1024 = {'ls': '', 'marker': 'o', 'markerfacecolor': 'white', 'markevery': 5, 'label': '$1024^2$', 'color': [0.3010, 0.7450, 0.9330]}\n", + "kw_1024 = {'ls': '--', 'lw': 2.5, 'label': '$1024^2$', 'color': [0.3010, 0.7450, 0.9330]}\n", + "\n", + "plt.subplot(2,2,1)\n", + "ds['1024'].KE_time.mean('run').isel(time=slice(None,None,2)).plot(**kw_1024)\n", + "#ds['256'].KE_time.plot(color='k', ls='', marker='o', markerfacecolor='white', markevery=5, label='$256^2$')\n", + "for res in ['256', '96', '64', '48']:\n", + " ds[res].KE_time.isel(time=slice(None,None,2)).plot(ls=ls[res], label=f'${res}^2$',color=colors[res],lw=lw[res])\n", + "plt.ylabel(r'Kinetic energy, $E, m^2/s^2$')\n", + "plt.xlabel('t, $years$')\n", + "plt.yticks(np.arange(0,9)*1e-4)\n", + "plt.xticks([0,5,10,15,20])\n", + "#plt.title('Kinetic energy')\n", + "plt.legend(ncol=2, frameon=True, fontsize=8)\n", + "\n", + "plt.subplot(2,2,2)\n", + "q = (1e+5*ds['256'].q.isel(time=-1,run=0,lev=0))\n", + "imshow(q, cbar_label='$\\\\times 10^{-5} [s^{-1}]$')\n", + "plt.title('Upper PV, $256^2$')\n", + "\n", + "plt.subplot(2,2,3)\n", + "(0.5*ds['1024'].KEspecr_mean).plot(**kw_1024)\n", + "#(0.5*ds['256'].KEspecr_mean).plot(color='k', ls='', marker='o', markerfacecolor='white')\n", + "for res in ['256', '96', '64', '48']:\n", + " (0.5*ds[res].KEspecr_mean).plot(ls=ls[res],color=colors[res],lw=lw[res])\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.ylim([5e-4, 2e+1])\n", + "plt.xlim([8e-6,1e-3])\n", + "plt.yticks([1e-3, 1e-2, 1e-1, 1e0, 1e+1])\n", + "plt.ylabel('KE spectrum, $E(\\kappa), m^3/s^2$')\n", + "plt.xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + "\n", + "plt.axvline(x=1/15000., color='tab:blue', alpha=0.9, ymin=0.25,zorder=0)\n", + "plt.text(1.2e-5,1.0e-3,'Deformation \\nradius $15 km$', fontsize=10, color='tab:blue')\n", + "\n", + "#plt.title('KE spectrum')\n", + "\n", + "plt.subplot(2,2,4)\n", + "ds['1024'].Efluxr.plot(**kw_1024)\n", + "#ds['256'].Efluxr.plot(color='k', ls='', marker='o', markerfacecolor='white')\n", + "\n", + "for res in ['256', '96', '64', '48']:\n", + " idx = 0\n", + " for i in range(len(ds[res].kr)):\n", + " if ds[res].Dissspecr[i] < 0:\n", + " idx = i-1\n", + " break\n", + " ds[res].Dissspecr[idx:].plot(color='tab:pink', ls='-'); flag=False\n", + "\n", + "for res in ['256', '96', '64', '48']:\n", + " ds[res].Efluxr.plot(ls=ls[res],color=colors[res],lw=lw[res])\n", + " \n", + "plt.axvline(x=1/15000., color='tab:blue', alpha=0.9, ymin=0.0,zorder=0)\n", + " \n", + "plt.xscale('log')\n", + "plt.xlim([8e-6,1e-3])\n", + "plt.ylim([-1.5e-6, 1.5e-6])\n", + "plt.yticks(np.linspace(-1.5e-6,1.5e-6,7))\n", + "plt.ylabel(r'Energy transfer, $\\partial_t \\mathcal{E}(\\kappa), m^3/s^3$')\n", + "plt.xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + "#plt.title('Energy transfer')\n", + "#plt.legend(ncol=1, bbox_to_anchor=(1.47,1), loc='upper right')\n", + "#plt.legend(frameon=False)\n", + "#plt.arrow(1/15000, -1.82e-6, 0, +0.2e-6, width=3e-6, head_length=1e-7, clip_on=False, color='tab:purple')\n", + "#plt.text(3.5e-5, -1.8e-6, '$\\kappa={r_d}^{-1}$', color='tab:purple', horizontalalignment='center')\n", + "#plt.gca().annotate('Expo-\\nnential\\nfilter', color='tab:pink', xy=(1.1e-4, -1.3e-6), xytext=(3e-4, -1.2e-6),\n", + "# arrowprops=dict(color='tab:pink', shrink=0.01, width=0.1, headwidth=3, headlength=5))\n", + "plt.gca().annotate('Small-\\nscale\\ndissip.', color='tab:pink', xy=(1.1e-4, -1.3e-6), xytext=(3e-4, -1.2e-6),\n", + " arrowprops=dict(color='tab:pink', shrink=0.01, width=0.1, headwidth=3, headlength=5))\n", + "\n", + "fig.align_ylabels()\n", + "set_letters(fontsize=15, y=1.1)\n", + "plt.savefig('review_figures/Figure1-update.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subgrid forcing dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from cycler import cycler\n", + "default_rcParams({\n", + " 'axes.titlelocation' : 'center', \n", + " 'axes.labelsize': 12,\n", + " 'axes.labelpad': 4,\n", + " 'axes.prop_cycle': cycler(color=['gray', [0.4940, 0.1840, 0.5560], [0.9290, 0.6940, 0.1250]])\n", + " })\n", + "q = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/0.nc').q.isel(time=-1)\n", + "lev=0\n", + "\n", + "vmax=3\n", + " \n", + "fig, axs = plt.subplots(2,4,figsize=(10,4))\n", + "plt.subplots_adjust(hspace=0.08, wspace=0.0)\n", + "for j, (resolution, res_name) in enumerate(zip([48, 64, 96], ['$48^2$', '$64^2$', '$96^2$'])):\n", + " for i, operator in enumerate([Operator1, Operator2]): \n", + " forcing = xr.open_dataset(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator{str(i+1)}-{str(resolution)}/OLSModel-0/offline_test.nc').q_forcing_advection.isel(run=10, time=-1)\n", + "# forcing = xr.DataArray(PV_subgrid_forcing(q.values, resolution, operator, EDDY_PARAMS)[0], dims=('lev', 'y', 'x'))\n", + " \n", + " sp = spectrum(time=slice(None,None))(forcing.expand_dims('time'))\n", + " line = axs[i][0].loglog(sp.k, sp.isel(lev=0).values, label=res_name)\n", + " axs[i][0].loglog(sp.k, sp.isel(lev=1).values, color=line[0].get_color(), ls='--')\n", + " axs[i][0].set_box_aspect(1)\n", + " axs[i][0].set_ylim([1e-30,1e-17])\n", + " axs[i][0].set_xlim([8e-6, 5e-4])\n", + " dx = 1e+6 / resolution\n", + " axs[i][0].axvline(x=np.pi / dx, color=line[0].get_color(), ls=':', alpha=0.3)\n", + " \n", + " ax = axs[i][j+1]\n", + " im = imshow(forcing.isel(lev=lev), vmax=vmax, ax=ax, cbar=False, cmap='bwr', normalize=True, normalize_postfix='$s^{-2}$')\n", + " if i==0:\n", + " ax.set_title(res_name+' (Upper)', color=line[0].get_color(), fontweight='bold')\n", + "\n", + "# if i==1:\n", + "# axs[i][0].legend(ncol=1, fontsize=8)\n", + "axs[1][0].text(2e-5, 1e-26, 'Lower')\n", + "axs[1][0].text(2e-5, 1e-19, 'Upper')\n", + "axs[1][0].text(8e-5, 1e-28, r'$\\kappa_{max}=\\frac{\\pi}{\\Delta x}$', alpha=0.8)\n", + "#cbar = plt.colorbar(im, ax=axs, label='Subgrid forcing $S$, $1/s^2$')\n", + "cbar = plt.colorbar(im, ax=axs, label='Subgrid forcing $S$, rms units (see box)', pad=0.015)\n", + "axs[1][0].set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + "axs[0][0].set_title('Power spectrum \\n of $S$, $m/s^4$')\n", + "axs[0][0].set_ylabel('Sharp', fontsize=14)\n", + "axs[1][0].set_ylabel('Gaussian', fontsize=14)\n", + "axs[0][0].set_xticklabels([])\n", + "fig.align_ylabels()\n", + "plt.savefig('review_figures/Figure2-update.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visual analysis of predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_stochastic_prediction(resolution=96, operator='Operator2', lev=1, v_total=3, v_std=2, v_residual=3, run=10, time=-1):\n", + " default_rcParams({'axes.titlelocation' : 'center'})\n", + "\n", + " cbar_prms = {'normalize': True, 'cbar': False}\n", + " \n", + " fig, axs = plt.subplots(3,5,figsize=(10,6))\n", + " plt.subplots_adjust(hspace=0.05, wspace=0.05)\n", + " gz = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+'/MeanVarModel-3/offline_test.nc').isel(run=run,time=time,lev=lev)\n", + " gan = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+'/CGANRegression-retrain-0/offline_test.nc').isel(run=run,time=time,lev=lev)\n", + " vae = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+'/CVAERegression-None-4/offline_test.nc').isel(run=run,time=time,lev=lev)\n", + "\n", + " for row, model in enumerate([gz, gan, vae]):\n", + " if row ==1:\n", + " imshow(model.q_forcing_advection, ax = axs[row][0], cmap='bwr', vmax=v_total, normalize_postfix='$s^{-2}$', **cbar_prms)\n", + " else:\n", + " axs[row][0].remove()\n", + " im_mean = imshow(model.q_forcing_advection_mean, ax = axs[row][1], cmap='bwr', vmax=v_total, normalize_postfix='$s^{-2}$', **cbar_prms)\n", + " im_std = imshow(model.q_forcing_advection_std, ax = axs[row][2], cmap=cmocean.cm.balance, vmax=v_std, normalize_postfix='$s^{-2}$', **cbar_prms)\n", + " im_res = imshow((model.q_forcing_advection_res), ax = axs[row][3], cmap='viridis', vmax=v_residual, normalize_postfix='$s^{-2}$', **cbar_prms)\n", + " imshow((model.q_forcing_advection_gen_res), ax = axs[row][4], cmap='viridis', vmax=v_residual, normalize_postfix='$s^{-2}$', **cbar_prms)\n", + "\n", + " axs[1][0].set_title('Subgrid forcing \\n $S$')\n", + " axs[0][1].set_title('Deterministic part \\n $\\mathrm{E}(\\widetilde{S}|\\overline{q})$')\n", + " axs[0][2].set_title('Standard deviation \\n $\\mathrm{Std}(\\widetilde{S}|\\overline{q})$')\n", + " axs[0][3].set_title('True residual \\n $r = S-\\mathrm{E}(\\widetilde{S}|\\overline{q})$')\n", + " axs[0][4].set_title('Stochastic residual \\n $\\widetilde{r} = \\widetilde{S} - \\mathrm{E}(\\widetilde{S}|\\overline{q})$')\n", + "\n", + " plt.colorbar(im_mean, cax=fig.add_axes([0.15,0.08,0.26,0.02]), orientation='horizontal', label='rms units (see box)')\n", + " plt.colorbar(im_std, cax=fig.add_axes([0.447,0.08,0.13,0.02]), orientation='horizontal', label='rms units')\n", + " plt.colorbar(im_res, cax=fig.add_axes([0.61,0.08,0.27,0.02]), orientation='horizontal', label='rms units')\n", + "\n", + " fig.text(0.91,0.75,'GZ', fontsize=14)\n", + " fig.text(0.91,0.485,'GAN', fontsize=14)\n", + " fig.text(0.91,0.23,'VAE', fontsize=14)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_stochastic_prediction(operator='Operator1', resolution=48, lev=0)\n", + "plt.suptitle('Prediction of stochastic models at $48^2$, Sharp filter, upper fluid layer', y=1.02, x=0.59, fontweight='bold')\n", + "plt.savefig(f'review_figures/offline_snapshot_op1_48_upper.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_stochastic_prediction(operator='Operator2', resolution=48, lev=0)\n", + "plt.suptitle('Prediction of stochastic models at $48^2$, Gaussian filter, upper fluid layer', y=1.02, x=0.59, fontweight='bold')\n", + "plt.savefig(f'review_figures/offline_snapshot_op2_48_upper.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Additional figures" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.59, 1.02, 'Prediction of stochastic models at $96^2$, Sharp filter, lower fluid layer')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_stochastic_prediction(operator='Operator1', resolution=96, lev=1)\n", + "plt.suptitle('Prediction of stochastic models at $96^2$, Sharp filter, lower fluid layer', y=1.02, x=0.59, fontweight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.59, 1.02, 'Prediction of stochastic models at $96^2$, Gaussian filter, lower fluid layer')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_stochastic_prediction(operator='Operator2', resolution=96, lev=1)\n", + "plt.suptitle('Prediction of stochastic models at $96^2$, Gaussian filter, lower fluid layer', y=1.02, x=0.59, fontweight='bold')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Power spectrum" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def reader(path):\n", + " ds = xr.open_dataset(path)\n", + "# return ds\n", + " time = slice(44,None) \n", + " ds = ds.drop_vars(('PDF0', 'PDF1', 'PDF_gen0', 'PDF_gen1', 'PDF_mean0', 'PDF_mean1', \n", + " 'PDF_res0', 'PDF_res1', 'PDF_gen_res0', 'PDF_gen_res1', 'q_0', 'q_1'))\n", + " \n", + " time = slice(44,None)\n", + " Nbins = 70\n", + " target = 'q_forcing_advection'\n", + " for lev in [0,1]:\n", + " arr = ds[target].isel(time=time, lev=lev)\n", + " mean, std = arr.mean(), arr.std()\n", + " xmin = -5; xmax = 5\n", + " coords = None\n", + " for suffix in ['', '_gen', '_mean']:\n", + " array = ds[target+suffix].isel(time=time, lev=lev).values.ravel() / float(std)\n", + " points, density = PDF_histogram(array, xmin = xmin, xmax=xmax, Nbins=Nbins)\n", + " if coords is None:\n", + " coords=[coord(points, 'RMS units')]\n", + " \n", + " ds['PDF'+suffix+str(lev)] = xr.DataArray(density, dims='q_'+str(lev), coords=coords)\n", + " \n", + " for lev in [0,1]:\n", + " arr = ds[target+'_res'].isel(time=time, lev=lev)\n", + " mean, std = arr.mean(), arr.std()\n", + " xmin = -5; xmax = 5\n", + " coords = None\n", + " for suffix in ['_res', '_gen_res']:\n", + " array = ds[target+suffix].isel(time=time, lev=lev).values.ravel() / float(std)\n", + " points, density = PDF_histogram(array, xmin = xmin, xmax=xmax, Nbins=Nbins)\n", + " if coords is None:\n", + " coords=[coord(points, 'RMS units')]\n", + " ds['PDF'+suffix+str(lev)] = xr.DataArray(density, dims='dq_'+str(lev), coords=coords)\n", + " \n", + " return ds" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_spectra(operator='Operator2', resolution=96, lev=0, gan_folder='CGANRegression', gz_model='0', gan_model='0', vae_model='0', ds=False):\n", + " default_rcParams({\n", + " 'lines.linewidth': 1.5,\n", + " 'axes.labelsize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.titlesize': 14,\n", + " 'lines.markersize': 2\n", + "})\n", + " cl = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "# lss = ['-', '--', '-.', ':']\n", + " lss = ['-', '-', '-', '-']\n", + " mks = ['d', 'o', None, None]\n", + "\n", + " mse = reader('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+f'/OLSModel-{gz_model}/offline_test.nc').isel(lev=lev)\n", + " gz = reader('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+f'/MeanVarModel-{gz_model}/offline_test.nc').isel(lev=lev)\n", + " gan = reader('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+f'/{gan_folder}-{gan_model}/offline_test.nc').isel(lev=lev)\n", + " vae = reader('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/'+operator+'-'+str(resolution)+f'/CVAERegression-None-{vae_model}/offline_test.nc').isel(lev=lev)\n", + " \n", + " if ds:\n", + " return mse, gz, gan, vae\n", + "\n", + " fig, axs = plt.subplots(2,2, figsize=(10,5))\n", + " plt.subplots_adjust(wspace=0.3, hspace=0.35)\n", + "\n", + " ax = axs[1][0]\n", + " mse.Eflux.plot(ax=ax, color='k', ls='--', lw=3, label='True')\n", + " for m, color, ls, mk, label in zip([mse, gz, gan, vae], cl, lss, mks, ['MSE', 'GZ', 'GAN', 'VAE']):\n", + " m.Eflux_gen.plot(ax=ax, color=color, label=label, ls=ls, marker=mk)\n", + " ax.set_title('')\n", + " ax.set_ylabel('Energy transfer \\n by subgrid forcing, $m^3/s^3$')\n", + "\n", + " ax = axs[0][1]\n", + " mse.PSD.plot(ax=ax, color='k', ls='--', lw=3, label='True')\n", + " for m, color, ls, mk, label in zip([mse, gz, gan, vae], cl, lss, mks, ['MSE', 'GZ', 'GAN', 'VAE']):\n", + " m.PSD_gen.plot(ax=ax, color=color, ls=ls, label=label, marker=mk)\n", + " ax.set_title('')\n", + " ax.set_ylabel('Power spectrum of \\n subgrid forcing, $sp(S), m/s^4$')\n", + " ax.legend(fontsize=11, frameon=False)\n", + "\n", + "\n", + " ax = axs[0][0]\n", + " gz.PSD_res.plot(ax=ax, ls='--', color='k', lw=1, label='GZ')\n", + " gan.PSD_res.plot(ax=ax, ls='--', color='k', lw=3, label='GAN')\n", + " vae.PSD_res.plot(ax=ax, ls='--', color='k', lw=2, label='VAE')\n", + " gz.PSD_gen_res.plot(ax=ax, color=cl[1], ls=lss[1], marker=mks[1])\n", + " gan.PSD_gen_res.plot(ax=ax, color=cl[2], ls=lss[2], marker=mks[2])\n", + " vae.PSD_gen_res.plot(ax=ax, color=cl[3], ls=lss[3], marker=mks[3])\n", + " ax.set_title('')\n", + " ax.set_ylabel('Power spectrum of \\n residuals, $sp(r), m/s^4$')\n", + " ax.legend(title='True residuals')\n", + "\n", + " ax = axs[1][1]\n", + " if lev==0:\n", + " key_ref = 'PDF0'\n", + " key = 'PDF_gen0'\n", + " else:\n", + " key_ref = 'PDF1'\n", + " key = 'PDF_gen1'\n", + " \n", + " mse[key_ref].plot(ax=ax, color='k', ls='--', lw=3)\n", + " for m, color, ls, mk in zip([mse, gz, gan, vae], cl, lss, mks):\n", + " m[key].plot(ax=ax, color=color, ls=ls, marker=mk)\n", + " ax.set_title('')\n", + " ax.set_ylabel('PDF density of \\n subgrid forcing $S$')\n", + " ax.set_xlabel('RMS units')\n", + " ax.set_yscale('log')\n", + "\n", + " for inset, xlim, ylim in zip(\n", + " [[0.7, 0.55, 0.4, 0.5], [0.7, -0.05, 0.4, 0.5]],\n", + "# [[0.55, 0.1, 0.4, 0.5]],\n", + " [[-1, 1], [-3, -2]],\n", + "# [[-3, -2]],\n", + " [[0.3, 0.7], [5e-3,5e-2]]\n", + "# [[5e-3,5e-2]]\n", + " ):\n", + " ax_inset = ax.inset_axes(inset)\n", + " mse[key_ref].plot(ax=ax_inset, color='k', ls='-', lw=3)\n", + " for m, color, ls, mk in zip([mse, gz, gan, vae], cl, lss, mks):\n", + " m[key].plot(ax=ax_inset, color=color, ls=ls, marker=mk)\n", + " ax_inset.set_xlabel('')\n", + " ax_inset.set_ylabel('')\n", + " ax_inset.set_xticklabels([])\n", + " ax_inset.set_yticklabels([])\n", + " ax_inset.set_title('')\n", + " ax_inset.set_xlim(xlim)\n", + " ax_inset.set_ylim(ylim)\n", + "# ax_inset.set_yscale('log')\n", + " ax.indicate_inset_zoom(ax_inset, edgecolor=\"black\")\n", + " \n", + "# if operator=='Operator2':\n", + "# ax_inset.set_xlim([-0.3e-11, 0.3e-11])\n", + "# ax_inset.set_ylim([0.8e+11, 1.6e+11])\n", + "# else:\n", + "# ax_inset.set_xlim([-0.6e-11, 0.6e-11])\n", + "# ax_inset.set_ylim([0.4e+11, 0.8e+11])\n", + "\n", + "\n", + " dx = gan.x[2] - gan.x[1]\n", + " for i in [0,1]:\n", + " for j in [0,1]:\n", + " if i==1 and j==1:\n", + " break\n", + " axs[i][j].axvline(x=np.pi/dx, ls='--', color='gray', lw=1)\n", + " if operator == 'Operator1':\n", + " axs[i][j].axvline(x=0.65*np.pi/dx, ls='-.', color='gray', lw=1)\n", + " if lev==0:\n", + " if operator == 'Operator2':\n", + " axs[1][0].text(np.pi/dx, 2e-6, r'$\\frac{\\pi}{\\Delta x}$', fontsize=14, color='gray')\n", + " else:\n", + " axs[1][0].text(np.pi/dx, 2e-6, r'$\\frac{\\pi}{\\Delta x}$', fontsize=12, color='gray')\n", + " axs[1][0].text(0.65*np.pi/dx, 2e-6, r'$0.65\\frac{\\pi}{\\Delta x}$', fontsize=12, color='gray')\n", + "\n", + " for j in [0,1]:\n", + " xlim = list(axs[0][0].get_xlim())\n", + " xlim[0] = -0.1e-4\n", + " if resolution == 48:\n", + " xticks = [0, 0.00005, 0.0001, 0.00015, 0.0002]\n", + " else:\n", + " xticks = [0, 0.0001, 0.0002, 0.0003, 0.0004]\n", + " axs[0][j].set_xticks(xticks)\n", + " axs[0][j].set_xlim(xlim)\n", + " axs[0][j].set_xlabel('wavenumber $\\kappa, m^{-1}$')\n", + " axs[1][0].set_xticks(xticks)\n", + " axs[1][0].set_xlim(xlim)\n", + " axs[1][0].set_xlabel('wavenumber $\\kappa, m^{-1}$')\n", + " \n", + " \n", + " fig.align_ylabels(axs[:,0])\n", + " fig.align_ylabels(axs[:,1])\n", + " \n", + " set_letters(x=-0.07)\n", + " return axs" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(operator='Operator1', resolution=48, lev=0, gan_folder='CGANRegression-retrain', gan_model=2);\n", + "plt.suptitle('$48^2$, Sharp filter, upper fluid layer', fontweight='bold')\n", + "plt.savefig('review_figures/offline_retrain_48.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(operator='Operator2', resolution=48, lev=0, gan_folder='CGANRegression-retrain', gan_model=2);\n", + "plt.suptitle('$48^2$, Gaussian filter, upper fluid layer', fontweight='bold')\n", + "plt.savefig('review_figures/offline_retrain_48_gauss.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Additional figures" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, '$96^2$, Sharp filter, upper fluid layer')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(operator='Operator1', gan_folder='CGANRegression-retrain', gan_model=2);\n", + "plt.suptitle('$96^2$, Sharp filter, upper fluid layer', fontweight='bold')\n", + "#plt.savefig('paper_figures_1/offline_retrain.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, '$96^2$, Gaussian filter, upper fluid layer')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(gan_folder='CGANRegression-retrain', gan_model=2);\n", + "plt.suptitle('$96^2$, Gaussian filter, upper fluid layer', fontweight='bold')\n", + "#plt.savefig('paper_figures_1/offline_retrain.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Metrics for offline analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def read_metric(metric='L2_mean', model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp='offline_test.nc', folder='models_retrain'):\n", + " file = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled', folder, operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " if os.path.exists(file):\n", + " ds = xr.open_dataset(file)\n", + " return float(ds[metric].mean())\n", + " else:\n", + " print('Wrong path', file)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def read_line(**kw):\n", + " res = [48, 64, 96]\n", + " y = np.array([[read_metric(model_num=j, resolution=r, **kw) for j in range(5)] for r in res])\n", + " res = xr.DataArray(res)\n", + " trial = xr.DataArray(np.arange(5))\n", + " y = xr.DataArray(y, dims=['res', 'trial'], coords=[res, trial])\n", + " outlier = y * np.nan\n", + " if kw['operator'] == 'Operator1' and kw['model'] in ['OLSModel', 'MeanVarModel', 'CGANRegression']:\n", + " outlier[0,3] = y[0,3]\n", + " y[0,3] = np.nan\n", + " if kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None']:\n", + " outlier[1,2:4] = y[1,2:4]\n", + " y[1,2:4] = np.nan\n", + " \n", + " q25 = y.quantile(0.25, dim='trial', skipna=True).drop_vars('quantile')\n", + " q50 = y.quantile(0.5, dim='trial', skipna=True).drop_vars('quantile')\n", + " q75 = y.quantile(0.75, dim='trial', skipna=True).drop_vars('quantile')\n", + " q0 = y.min(dim='trial', skipna=True)\n", + " q100 = y.max(dim='trial', skipna=True)\n", + " return xr.Dataset({'data': y, 'outlier': outlier, 'q25': q25, 'q50': q50, 'q75': q75, 'q0': q0, 'q100': q100})" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'axes.formatter.limits': (-2,2),\n", + " 'axes.titlesize': 16,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlelocation' : 'center',\n", + " 'lines.markersize': 8})\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "markers = ['*', 'o', 'd', 'p']\n", + "fig, axs = plt.subplots(2,4,figsize=(10,4))\n", + "plt.subplots_adjust(hspace=0.15, wspace=0.3)\n", + "operator = 'Operator1'\n", + "for i, exp in enumerate(['offline_test.nc', 'offline_transfer.nc']):\n", + " for j, (model, label, marker, zorder) in enumerate(zip(['OLSModel', 'MeanVarModel', 'CGANRegression-retrain', 'CVAERegression-None'], ['MSE', 'GZ', 'GAN', 'VAE'], markers, [2,1,3,4])):\n", + " res = [48, 64, 96]\n", + " for col, metric in enumerate(['L2_mean', 'L2_total', 'L2_residual', 'var_ratio']):\n", + " ds= read_line(metric=metric, model=model, operator=operator, exp=exp)\n", + " ax = axs[i][col]\n", + " #if metric != 'L2_mean' or label != 'MSE': \n", + " ax.plot(res, ds.q50, color=colors[j], marker=marker, label=label, zorder=zorder, markeredgecolor='k')\n", + " ax.fill_between(res, ds.q0, ds.q100, color=colors[j], alpha=0.2)\n", + " \n", + "# limits = {'L2_mean': 1.5, 'L2_total': 2e+1, 'L2_residual': 2e+1, 'var_ratio': 2e+1}\n", + "# for r in res:\n", + "# if model in ['CVAERegression-None', 'MeanVarModel']:\n", + "# outliers = ds.outlier.sel(res=r)\n", + "# for outlier in outliers:\n", + "# if i==1:\n", + "# outlier = max(min(outlier, limits[metric]), 5e-1)\n", + "# ax.plot(r, outlier, color=colors[j], marker='d', markeredgecolor='k', zorder=10, clip_on=False)\n", + " \n", + "for j in range(4):\n", + " axs[1][j].set_xlabel('resolution')\n", + " axs[0][j].set_xticks([48, 64, 96])\n", + " axs[1][j].set_xticks([48, 64, 96])\n", + " axs[0][j].set_xticklabels([])\n", + " \n", + "axs[0][0].set_ylim([0.0, 1.5])\n", + "axs[0][1].set_ylim([0, 0.3])\n", + "axs[0][2].set_ylim([-0.05, 1.1])\n", + "axs[0][3].set_ylim([-0.05, 1.1])\n", + "\n", + "for j in range(4):\n", + " if j > 0:\n", + " axs[1][j].set_ylim([1e-1, 2e+1])\n", + " axs[1][j].set_yscale('log')\n", + " else:\n", + " axs[1][j].set_ylim([0.0, 1.5])\n", + " \n", + "axs[0][0].set_title(r'$\\mathcal{L}_{\\mathrm{rmse}} \\rightarrow 0$')\n", + "axs[0][1].set_title(r'$\\mathcal{L}_{\\mathrm{S}} \\rightarrow 0$')\n", + "axs[0][2].set_title(r'$\\mathcal{L}_{\\mathrm{r}} \\rightarrow 0$')\n", + "axs[0][3].set_title(r'$\\sigma^2_{\\mathrm{spread}} \\rightarrow 1$')\n", + "\n", + "\n", + "# axs[0][1].plot(np.nan,np.nan,ls='',marker='d',markeredgecolor='k', color='tab:red', label='posterior \\n collapse')\n", + "# axs[0][1].plot(np.nan,np.nan,ls='',marker='d',markeredgecolor='k', color='tab:orange', label='generaliz. \\n outlier')\n", + "#axs[0][1].legend(bbox_to_anchor=(-1.55,1), fontsize=13)\n", + "axs[1][2].legend(bbox_to_anchor=(1.5,-0.3), ncol=4, fontsize=13)\n", + "\n", + "fig.text(0.9, 0.62, 'Test \\n dataset', fontsize=16, rotation=45)\n", + "fig.text(0.9, 0.2, 'Generali-\\n zation', fontsize=16, rotation=45)\n", + "plt.suptitle('Sharp filter', y=1.01, fontweight='bold', fontsize=14)\n", + "plt.savefig('review_figures/offline-metrics-sharp-update.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'axes.formatter.limits': (-2,2),\n", + " 'axes.titlesize': 16,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlelocation' : 'center',\n", + " 'lines.markersize': 8})\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "markers = ['*', 'o', 'd', 'p']\n", + "fig, axs = plt.subplots(2,4,figsize=(10,4))\n", + "plt.subplots_adjust(hspace=0.15, wspace=0.3)\n", + "operator = 'Operator2'\n", + "for i, exp in enumerate(['offline_test.nc', 'offline_transfer.nc']):\n", + " for j, (model, label, marker, zorder) in enumerate(zip(['OLSModel', 'MeanVarModel', 'CGANRegression-retrain', 'CVAERegression-None'], ['MSE', 'GZ', 'GAN', 'VAE'], markers, [2,1,3,4])):\n", + " res = [48, 64, 96]\n", + " for col, metric in enumerate(['L2_mean', 'L2_total', 'L2_residual', 'var_ratio']):\n", + " ds= read_line(metric=metric, model=model, operator=operator, exp=exp)\n", + " ax = axs[i][col]\n", + " #if metric != 'L2_mean' or label != 'MSE': \n", + " ax.plot(res, ds.q50, color=colors[j], label=label, marker=marker,zorder=zorder,markeredgecolor='k')\n", + " ax.fill_between(res, ds.q0, ds.q100, color=colors[j], alpha=0.2)\n", + "\n", + "for j in range(4):\n", + " axs[1][j].set_xlabel('resolution')\n", + " axs[0][j].set_xticks([48, 64, 96])\n", + " axs[1][j].set_xticks([48, 64, 96])\n", + " axs[0][j].set_xticklabels([])\n", + " \n", + "axs[0][0].set_ylim([0.0, 1.5])\n", + "axs[0][1].set_ylim([0, 0.3])\n", + "axs[0][2].set_ylim([-0.05, 1.1])\n", + "axs[0][3].set_ylim([-0.05, 1.1])\n", + "\n", + "for j in range(4):\n", + " if j > 0:\n", + " axs[1][j].set_ylim([1e-1, 2e+1])\n", + " axs[1][j].set_yscale('log')\n", + " else:\n", + " axs[1][j].set_ylim([0.0, 1.5])\n", + " \n", + "axs[0][0].set_title(r'$\\mathcal{L}_{\\mathrm{rmse}} \\rightarrow 0$')\n", + "axs[0][1].set_title(r'$\\mathcal{L}_{\\mathrm{S}} \\rightarrow 0$')\n", + "axs[0][2].set_title(r'$\\mathcal{L}_{\\mathrm{r}} \\rightarrow 0$')\n", + "axs[0][3].set_title(r'$\\sigma^2_{\\mathrm{spread}} \\rightarrow 1$')\n", + "\n", + "#axs[0][1].legend(bbox_to_anchor=(-1.55,1), fontsize=13)\n", + "axs[1][2].legend(bbox_to_anchor=(1.5,-0.3), ncol=4, fontsize=13)\n", + "\n", + "fig.text(0.9, 0.62, 'Test \\n dataset', fontsize=16, rotation=45)\n", + "fig.text(0.9, 0.2, 'Generali-\\n zation', fontsize=16, rotation=45)\n", + "plt.suptitle('Gaussian filter', y=1.01, fontweight='bold', fontsize=14)\n", + "plt.savefig('review_figures/offline-metrics-gaussian-update.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generalization to transitional flow" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def read_line(model='OLSModel', operator='Operator1', res=48, trial=0):\n", + " model = xr.open_dataset(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/{operator}-{str(res)}/{model}-{str(trial)}/offline_test.nc', decode_times=False).astype('float64')\n", + " model['time'] = model['time'] / 360\n", + " \n", + " stats = xr.Dataset()\n", + " stats['rmse'] = np.sqrt(((model.q_forcing_advection_mean - model.q_forcing_advection)**2).mean(('x','y','run')))\n", + " stats['sgs'] = np.sqrt((model.q_forcing_advection**2).mean(('x','y','run')))\n", + " \n", + " return stats" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def read_trials(**kw):\n", + " ds = []\n", + " for trial in range(5):\n", + " ds.append(read_line(trial=trial, **kw))\n", + " ds = xr.concat(ds, dim='trial')\n", + " return ds" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "gz = read_trials(model='MeanVarModel')\n", + "gan = read_trials(model='CGANRegression-retrain')\n", + "vae = read_trials(model='CVAERegression-None')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'font.size': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlesize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12\n", + "})\n", + "fig = plt.figure(figsize=(5,3))\n", + "colors = ['tab:orange', 'tab:green', 'tab:red']\n", + "labels = ['GZ', 'GAN', 'VAE']\n", + "ls = ['--', '-.', ':']\n", + "\n", + "for lev in [0,1]:\n", + " plt.subplot(1,1,1)\n", + " gz['sgs'].isel(trial=0,lev=lev).plot(color='k', lw=1, ls='-', label='$||S||$' if lev==0 else None)\n", + " for j, m in enumerate([gz, gan, vae]):\n", + " m.rmse.isel(lev=lev).median('trial').plot(color=colors[j], label=labels[j] if lev==0 else None, ls=ls[j], lw=2)\n", + " plt.fill_between(m.time, m.rmse.isel(lev=lev).min('trial'), m.rmse.isel(lev=lev).max('trial'), alpha=0.2, color=colors[j], edgecolor=None)\n", + " plt.yscale('log')\n", + " plt.legend(frameon=False)\n", + " plt.xlim([-0.1, 4])\n", + " plt.ylabel('$||S-\\mathrm{E}(\\widetilde{S}|\\overline{q})||, 1/s^2$')\n", + " plt.xlabel('time, $years$')\n", + "plt.title('RMSE in transitional regime')\n", + "plt.xlim([0,5])\n", + "plt.ylim([1e-18, 1e-10])\n", + "plt.text(3, 1.5e-11, 'Upper layer')\n", + "plt.text(3, 3e-13, 'Lower layer')\n", + "plt.yticks([1e-18, 1e-17, 1e-16, 1e-15, 1e-14, 1e-13, 1e-12, 1e-11, 1e-10])\n", + "plt.savefig('paper_figures_1/transitional_retrain.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Time sampling method" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "def line_tau(operator='Operator1', res=48, model='MeanVarModel', conf='eddy', fun=distrib_score):\n", + " tau_str = ['0', '12', '24', '36', '48']\n", + " tau = [4, 12, 24, 36, 48]\n", + " data = xr.DataArray(np.nan * np.zeros((5,5)), dims=['tau', 'trial'], coords={'tau': tau})\n", + " for i, key in enumerate(tau_str):\n", + " for j in range(5):\n", + " if res==48 and operator == 'Operator1' and model in ['OLSModel', 'MeanVarModel', 'CGANRegression'] and j==3:\n", + " continue\n", + " \n", + " try:\n", + "# print(f'{operator}-{str(res)}/{model}-{str(j)}/{conf}-AR1-{key}')\n", + " data[i][j] = fun(distance[f'{operator}-{str(res)}/{model}-{str(j)}/{conf}-AR1-{key}'])\n", + " except:\n", + " pass\n", + " return data\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "gz = line_tau(model='MeanVarModel')\n", + "gan = line_tau(model='CGANRegression-retrain')\n", + "vae = line_tau(model='CVAERegression-None')\n", + "lores = 0*gz['tau'] + distrib_score(distance['Operator1-48/Reference/eddy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'axes.formatter.limits': (-2,2),\n", + " 'font.size': 12 })\n", + "plt.figure(figsize=(3,3))\n", + "colors = ['tab:orange', 'tab:green', 'tab:red']\n", + "labels = ['GZ', 'GAN', 'VAE']\n", + "markers=['o', 'd', 'p']\n", + "lores.plot(ls='--', color='gray', label='lores')\n", + "for j, m in enumerate([gz, gan, vae]):\n", + " m.median('trial').plot(label=labels[j], color=colors[j], marker=markers[j], markersize=8, markeredgecolor='k')\n", + " plt.fill_between(m['tau'], m.min('trial'), m.max('trial'), color=colors[j], alpha=0.2, edgecolor=None)\n", + "plt.xticks([0, 4,12,24,36,48], ['0', '$\\Delta t$', '12', '24', '36', '48'])\n", + "plt.xlim([-1, 50])\n", + "plt.ylim([1e-2, 2])\n", + "plt.legend(frameon=False, fontsize=10)\n", + "plt.xlabel('Correlation time of latent variable \\n $\\\\tau,~ hours$')\n", + "plt.title('')\n", + "plt.ylabel('Distribution error, \\n $\\mathcal{W}(\\mathrm{model}, \\overline{\\mathrm{hires}})$')\n", + "plt.suptitle('$48^2$, Sharp filter', y=1.0, fontweight='bold')\n", + "plt.yscale('log')\n", + "plt.savefig('review_figures/correlation_time.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Results" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_online(operator='Operator1', resolution=48, exp='eddy-7200-constant-0', ref='reference_7200_48', delta=0.25, read_cache=True):\n", + " def read_experiment(model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp=exp, read_cache=read_cache, delta=delta):\n", + " folder = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain', operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " path = os.path.join(folder,'[0-9].nc')\n", + "\n", + " keyphrase = 'Warning: CFL>1. Computations are stopped.'\n", + " err = os.path.join(folder, '*err*')\n", + " os.system(f'cat {err} | grep \"{keyphrase}\"')\n", + "\n", + " ds = dataset_smart_read(path, read_cache=read_cache, delta=delta)\n", + " return ds.isel(time=slice(0,None,2))\n", + "\n", + " def collapse_trials(**kw):\n", + " ds = []\n", + " for j in range(5):\n", + " if kw['resolution']==48 and kw['operator'] == 'Operator1' and kw['model'] in ['OLSModel', 'MeanVarModel', 'CGANRegression'] and j==3:\n", + " continue\n", + " if kw['resolution']==64 and kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None'] and j in [2,3]:\n", + " continue\n", + " if kw['resolution']==96 and kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None'] and j in [4]:\n", + " continue\n", + " if kw['resolution']==96 and kw['operator'] == 'Operator2' and kw['model'] in ['CGANRegression-retrain'] and j in [1, 3, 4]:\n", + " continue\n", + " ds.append(read_experiment(model_num=j, **kw))\n", + " ds = xr.concat(ds, dim='trial')\n", + "\n", + " return ds\n", + "\n", + " mse = collapse_trials(resolution=resolution, operator=operator, model='OLSModel')\n", + " gz = collapse_trials(resolution=resolution, operator=operator, model='MeanVarModel')\n", + " gan = collapse_trials(resolution=resolution, operator=operator, model='CGANRegression-retrain')\n", + " vae = collapse_trials(resolution=resolution, operator=operator, model='CVAERegression-None')\n", + " \n", + " target = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/{operator}-{str(resolution)}.nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + " coarse = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/{ref}/[0-9].nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + "\n", + " default_rcParams(\n", + " {'lines.linewidth': 2,\n", + " 'font.size': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlesize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12})\n", + " fig, axs = plt.subplots(3,2,figsize=(8,8))\n", + " plt.subplots_adjust(hspace=0.55)\n", + " colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + " lss = ['-', '--', '-.', ':']\n", + " lws = [None, None, None, None]\n", + " alphas = [0.2, 0.2, 0.2, 0.2]\n", + " hatch = [None, None, None, None]\n", + " models = [mse, gz, gan, vae]\n", + " labels=['MSE', 'GZ', 'GAN', 'VAE']\n", + "\n", + " ax = axs[0][0]\n", + " target.KE_time.plot(ax=ax, color='k', ls='-', lw=1)\n", + " coarse.KE_time.plot(ax=ax, color='gray')\n", + " for j, m in enumerate(models):\n", + " m.KE_time.median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.time, m.KE_time.min('trial'), m.KE_time.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_ylabel(r'$E, m^2/s^2$')\n", + " ax.set_xlabel('t, $years$')\n", + " ax.set_title('Kinetic energy')\n", + " ax.set_yticks(np.arange(0,9)*1e-4)\n", + "\n", + " ax = axs[1][0]\n", + " (0.5*target.KEspecr_mean).plot(ax=ax, color='k', ls='-', lw=1)\n", + " (0.5*coarse.KEspecr_mean).plot(ax=ax, color='gray')\n", + " for j, m in enumerate(models):\n", + " (0.5*m.KEspecr_mean.median('trial')).plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.kr, 0.5*m.KEspecr_mean.min('trial'), 0.5*m.KEspecr_mean.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " ax.set_ylim([5e-2, 2e+1])\n", + " ax.set_ylabel('$E(\\kappa), m^3/s^2$')\n", + " ax.set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + " ax.set_title('KE spectrum')\n", + "\n", + " ax = axs[2][0]\n", + " target.Efluxr.plot(ax=ax, color='k', ls='-', lw=1)\n", + " coarse.Efluxr.plot(ax=ax, color='gray')\n", + " for j, m in enumerate(models):\n", + " m.Efluxr.median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.kr, m.Efluxr.min('trial'), m.Efluxr.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_xscale('log')\n", + " ax.set_ylim([-1.5e-6, 1.5e-6])\n", + " ax.set_yticks(np.linspace(-1.5e-6,1.5e-6,7))\n", + " ax.set_ylabel(r'$\\partial_t \\mathcal{E}(\\kappa), m^3/s^3$')\n", + " ax.set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + " ax.set_title('Energy transfer')\n", + "\n", + " for col,var in enumerate(['PDF_Ens1', 'PDF_KE1', 'PDF_KE2']):\n", + " ax=axs[col][1]\n", + " target[var].plot(ax=ax, color='k', ls='-', lw=1, label=r'$\\overline{\\mathrm{hires}}(256^2)$')\n", + " coarse[var].plot(ax=ax, color='gray', label='lores')\n", + "\n", + " for j, m in enumerate(models):\n", + " m[var].median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j], label=labels[j])\n", + " xx=[k for k in m[var].median('trial').coords.values()][0]\n", + " ax.fill_between(xx, m[var].min('trial'), m[var].max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_yscale('log')\n", + "\n", + " ax = axs[0][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathrm{curl}(\\mathbf{u}_1)|^2, s^{-2}$')\n", + " ax.set_title('Upper enstrophy')\n", + "\n", + " ax = axs[1][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathbf{u}_1|^2, m^2s^{-2}$')\n", + " ax.set_title('Upper KE')\n", + "\n", + " ax = axs[2][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathbf{u}_2|^2, m^2s^{-2}$')\n", + " ax.set_title('Lower KE')\n", + "\n", + " axs[0][1].set_ylim([1e+7, 4e+11])\n", + " axs[0][1].set_yticks([1e+7,1e+8,1e+9,1e+10,1e+11])\n", + " axs[1][1].set_ylim([1e+0, 1e+3])\n", + " axs[2][1].set_ylim([1e+1, 8e+4])\n", + " axs[2][1].set_yticks([1e+1,1e+2,1e+3,1e+4])\n", + "\n", + " axs[2][1].set_xticks([0, 1e-4, 2e-4, 3e-4, 4e-4])\n", + "\n", + " axs[2][1].legend(bbox_to_anchor=(0.55,-0.35), ncol=3)\n", + "\n", + " fig.align_ylabels()\n", + " set_letters(x=-0.2, y=1.1, fontsize=13, letters=['a', 'd', 'b', 'e', 'c', 'f'])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online()\n", + "plt.suptitle('$48^2$, Sharp filter', y=0.96, fontweight='bold')\n", + "plt.savefig('review_figures/online-sharp-update.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(operator='Operator2', exp='eddy-constant-0', ref='reference_48')\n", + "plt.suptitle('$48^2$, Gaussian filter', y=0.96, fontweight='bold')\n", + "plt.savefig('review_figures/online-gauss-update.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Additional figures" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.96, '$64^2$, Sharp filter')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=64, exp='eddy-constant-0', ref='reference_64')\n", + "plt.suptitle('$64^2$, Sharp filter', y=0.96, fontweight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.96, '$64^2$, Gaussian filter')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=64, operator='Operator2', exp='eddy-constant-0', ref='reference_64')\n", + "plt.suptitle('$64^2$, Gaussian filter', y=0.96, fontweight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.96, '$96^2$, Sharp filter')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=96, exp='eddy-constant-0', ref='reference_96')\n", + "plt.suptitle('$96^2$, Sharp filter', y=0.96, fontweight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.96, '$96^2$, Gaussian filter')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_online(resolution=96, operator='Operator2', exp='eddy-constant-0', ref='reference_96')\n", + "plt.suptitle('$96^2$, Gaussian filter', y=0.96, fontweight='bold')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Snapshot two time steps" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def read_experiment(model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp='eddy-7200-constant-0', read_cache=True, delta=0.25):\n", + " folder = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain', operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " path = os.path.join(folder,'[0-9].nc')\n", + "\n", + " keyphrase = 'Warning: CFL>1. Computations are stopped.'\n", + " err = os.path.join(folder, '*err*')\n", + " os.system(f'cat {err} | grep \"{keyphrase}\"')\n", + "\n", + " ds = dataset_smart_read(path, read_cache=read_cache, delta=delta)\n", + " return ds.isel(time=slice(0,None,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "mse = read_experiment(model='OLSModel', model_num=1, resolution=48, operator='Operator1', exp='eddy-7200-constant-0', read_cache=True, delta=0.25)\n", + "mse_3600 = read_experiment(model='OLSModel', model_num=1, resolution=48, operator='Operator1', exp='eddy-3600-constant-0', read_cache=True, delta=0.25)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "gz = read_experiment(model='MeanVarModel', model_num=1, resolution=48, operator='Operator1', exp='eddy-7200-constant-0', read_cache=True, delta=0.25)\n", + "gz_3600 = read_experiment(model='MeanVarModel', model_num=1, resolution=48, operator='Operator1', exp='eddy-3600-constant-0', read_cache=True, delta=0.25)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "gan = read_experiment(model='CGANRegression-retrain', model_num=1, resolution=48, operator='Operator1', exp='eddy-7200-constant-0', read_cache=True, delta=0.25)\n", + "gan_3600 = read_experiment(model='CGANRegression-retrain', model_num=1, resolution=48, operator='Operator1', exp='eddy-3600-constant-0', read_cache=True, delta=0.25)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "vae = read_experiment(model='CVAERegression-None', model_num=1, resolution=48, operator='Operator1', exp='eddy-7200-constant-0', read_cache=True, delta=0.25)\n", + "vae_3600 = read_experiment(model='CVAERegression-None', model_num=1, resolution=48, operator='Operator1', exp='eddy-3600-constant-0', read_cache=True, delta=0.25)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "hires = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-9].nc', delta=0.25, read_cache=True).isel(time=slice(0,None,2))\n", + "target = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/Operator1-48.nc', delta=0.25, read_cache=True).isel(time=slice(0,None,2))\n", + "coarse = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_7200_48/[0-9].nc', delta=0.25, read_cache=True).isel(time=slice(0,None,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({'axes.titlesize': 12, 'axes.labelsize': 12, 'axes.formatter.limits': (-1,2)})\n", + "\n", + "var = 'Vabs'\n", + "cmap = 'inferno'\n", + "lev=0\n", + "vmax=1.4e-1\n", + "#vmax = 3e-2\n", + "#lev = 1\n", + "\n", + "idx = dict(run=1,time=-1,lev=lev)\n", + "idxt = dict(run=4, time=-1, lev=lev, trial=3)\n", + "models = [coarse,hires, mse, gz, mse_3600, gz_3600, None, target, gan ,vae, gan_3600, vae_3600]\n", + "labels = ['lores', 'hires($256^2$)', 'MSE','GZ', 'MSE','GZ', None, '$\\overline{\\mathrm{hires}}(256^2)$', 'GAN', 'VAE', 'GAN', 'VAE']\n", + "\n", + "fig, axs = plt.subplots(2,6,figsize=(8,3))\n", + "plt.subplots_adjust(hspace=0.35, wspace=0)\n", + "for j, m in enumerate(models):\n", + " ax = axs[0 if j<6 else 1][j if j<6 else j-6]\n", + " try:\n", + " if 'trial' in m.dims:\n", + " i = idxt\n", + " else:\n", + " i = idx\n", + " im = imshow(m[var].isel(i), cmap=cmap, vmax=vmax, ax=ax, cbar=False)\n", + " ax.set_title(labels[j], loc='center')\n", + " except:\n", + " ax.remove()\n", + " \n", + "cbar = plt.colorbar(im, cax=fig.add_axes([0.93,0.11,0.01,0.767]), label='Velocity $|\\mathbf{u}|, m/s$')\n", + "cbar.ax.tick_params(labelsize=12)\n", + "fig.suptitle('$48^2$, Sharp filter, upper fluid layer', y=1.04, fontweight='bold')\n", + "#set_letters(x=0, y=1.1)\n", + "plt.savefig(f'review_figures/snapshot_update.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Show distribution error" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "distance = {}\n", + "i = 0\n", + "for file in glob.glob('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/difference_recompute/output/*.json'):\n", + " i += 1\n", + "# print(i, file)\n", + " with open(file, 'r') as f:\n", + " d = json.load(f)\n", + " key = d.pop('key')\n", + " distance[key] = d" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'distrib_diff_q1': 0.11030818166181357,\n", + " 'distrib_diff_q2': 0.005073390477163074,\n", + " 'distrib_diff_u1': 0.1301136518225767,\n", + " 'distrib_diff_u2': 0.12760272556835672,\n", + " 'distrib_diff_v1': 0.11679716715940658,\n", + " 'distrib_diff_v2': 0.11916222384736747,\n", + " 'distrib_diff_KE1': 0.20774505110466845,\n", + " 'distrib_diff_KE2': 0.21539863668616321,\n", + " 'distrib_diff_Ens1': 0.2784369493128419,\n", + " 'distrib_diff_Ens2': 0.22139339671011937,\n", + " 'spectral_diff_KEspec1': 0.32714906580489106,\n", + " 'spectral_diff_KEspec2': 0.2867964319610883,\n", + " 'spectral_diff_Eflux': 0.591061012095034,\n", + " 'spectral_diff_APEgenspec': 0.09811500304347157}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "distance['Operator1-48/MeanVarModel-3/eddy-constant-0']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Format of keys:\n", + "Operator1-48/OLSModel-0/eddy-3600-constant-0" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "def line_timestep(operator='Operator1', res=48, model='OLSModel', conf='eddy', fun=distrib_score):\n", + " dt_key = ['-3600', '-7200', '', '-28800']\n", + " dt = [1, 2, 4, 8]\n", + " data = xr.DataArray(np.nan * np.zeros((4,5)), dims=['dt', 'trial'], coords={'dt': dt})\n", + " for i, key in enumerate(dt_key):\n", + " for j in range(5):\n", + " if res==48 and operator == 'Operator1' and model in ['OLSModel', 'MeanVarModel', 'CGANRegression'] and j==3:\n", + " continue\n", + " if res==64 and operator == 'Operator1' and model in ['CVAERegression-None'] and j in [2,3]:\n", + " continue\n", + " \n", + " data[i][j] = fun(distance[f'{operator}-{str(res)}/{model}-{str(j)}/{conf}{key}-constant-0'])\n", + " return data\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "def line_timestep_ref(operator='Operator1', res=48, model='Reference', conf='eddy', fun=distrib_score):\n", + " dt_key = ['-3600', '-7200', '', '-28800']\n", + " dt = [1, 2, 4, 8]\n", + " data = xr.DataArray(np.nan * np.zeros((4)), dims=['dt'], coords={'dt': dt})\n", + " for i, key in enumerate(dt_key):\n", + " data[i] = fun(distance[f'{operator}-{str(res)}/{model}/{conf}{key}'])\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def line_resolution(operator='Operator1', model='OLSModel', conf='eddy', fun=distrib_score):\n", + " res = [48, 64, 96]\n", + " data = xr.DataArray(np.nan * np.zeros((3,5)), dims=['res', 'trial'], coords={'res': res})\n", + " \n", + " for i, r in enumerate(res):\n", + " for j in range(5):\n", + " if r==48 and operator == 'Operator1' and model in ['OLSModel', 'MeanVarModel', 'CGANRegression'] and j==3:\n", + " continue\n", + " if r==64 and operator == 'Operator1' and model in ['CVAERegression-None'] and j in [2,3]:\n", + " continue\n", + " \n", + " data[i][j] = fun(distance[f'{operator}-{str(r)}/{model}-{str(j)}/{conf}-constant-0'])\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "def line_resolution_ref(operator='Operator1', model='Reference', conf='eddy', fun=distrib_score):\n", + " res = [48, 64, 96]\n", + " data = xr.DataArray(np.nan * np.zeros((3)), dims=['res'], coords={'res': res})\n", + " \n", + " for i, r in enumerate(res): \n", + " data[i] = fun(distance[f'{operator}-{str(r)}/{model}/{conf}'])\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mse_time = line_timestep(model='OLSModel')\n", + "gz_time = line_timestep(model='MeanVarModel')\n", + "gan_time = line_timestep(model='CGANRegression-retrain')\n", + "vae_time = line_timestep(model='CVAERegression-None')\n", + "lores_time = line_timestep_ref()\n", + "\n", + "mse_res = line_resolution(model='OLSModel')\n", + "gz_res = line_resolution(model='MeanVarModel')\n", + "gan_res = line_resolution(model='CGANRegression-retrain')\n", + "vae_res = line_resolution(model='CVAERegression-None')\n", + "lores_res = line_resolution_ref()\n", + "\n", + "default_rcParams({'axes.formatter.limits': (-2,2), 'font.size': 10, 'lines.markersize': 8})\n", + "plt.figure(figsize=(6,2.5))\n", + "plt.subplots_adjust(hspace=0.0, wspace=0.4)\n", + "plt.subplot(1,2,1)\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "labels = ['MSE', 'GZ', 'GAN', 'VAE']\n", + "markers = ['*', 'o', 'd', 'p']\n", + "zorders = [2,1,3,4]\n", + "lores_time.plot(marker='s', color='gray', label='lores',markersize=6, markeredgecolor='k')\n", + "for j, m in enumerate([mse_time, gz_time, gan_time, vae_time]):\n", + " m.median('trial').plot(label=labels[j], color=colors[j], marker=markers[j], markeredgecolor='k',zorder=zorders[j])\n", + " plt.fill_between(m['dt'], m.min('trial'), m.max('trial'), color=colors[j], alpha=0.2, edgecolor=None)\n", + "plt.xticks([1,2,4,8])\n", + "plt.ylim([0,0.55])\n", + "plt.legend(frameon=False)\n", + "plt.xlabel('Time step $\\Delta t, hour$')\n", + "plt.title('Resolution=$48$')\n", + "plt.ylabel('Distribution error, \\n $\\mathcal{W}(\\mathrm{model}, \\overline{\\mathrm{hires}})$')\n", + "\n", + "plt.subplot(1,2,2)\n", + "lores_res.plot(marker='s', color='gray',markersize=6, markeredgecolor='k')\n", + "for j, m in enumerate([mse_res, gz_res, gan_res, vae_res]):\n", + " m.median('trial').plot(label=labels[j], color=colors[j], ls='', marker=markers[j], markeredgecolor='k',zorder=zorders[j])\n", + " for r in m['res']:\n", + " if r == 48:\n", + " rr = [r-3.5,r+4]\n", + " elif r==64:\n", + " rr = [r-5,r+5.5]\n", + " elif r==96:\n", + " rr = [r-8,r+8.5]\n", + " plt.fill_between(rr, [m.min('trial').sel(res=r)]*2,[m.max('trial').sel(res=r)]*2, color=colors[j], alpha=0.2, edgecolor=None)\n", + "# plt.fill_between(m['res'], m.min('trial'), m.max('trial'), color=colors[j], alpha=0.2, edgecolor=None, step='mid')\n", + "y0 = 0.2\n", + "r = np.linspace(60,90,4)\n", + "plt.plot(r, y0*(r/r[0])**(-2.), color='k')\n", + "plt.text(92,0.1,'$\\Delta x^{2}$')\n", + "plt.yscale('log')\n", + "plt.xscale('log')\n", + "plt.xticks([48, 64, 96], ['48', '64', '96'])\n", + "plt.minorticks_off()\n", + "locmin = matplotlib.ticker.LogLocator(base=10.0,subs=(0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9))\n", + "plt.gca().yaxis.set_minor_locator(locmin)\n", + "plt.ylim([0.005, 0.23])\n", + "plt.xlabel('Resolution')\n", + "plt.ylabel('Distribution error, \\n $\\mathcal{W}(\\mathrm{model}, \\overline{\\mathrm{hires}})$')\n", + "\n", + "set_letters(x=-0.05)\n", + "plt.suptitle('Sharp filter', y=1.05, fontweight='bold')\n", + "plt.savefig('review_figures/online-distrib-metric-update.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mse_time = line_timestep(model='OLSModel', fun=spectral_score)\n", + "gz_time = line_timestep(model='MeanVarModel', fun=spectral_score)\n", + "gan_time = line_timestep(model='CGANRegression-retrain', fun=spectral_score)\n", + "vae_time = line_timestep(model='CVAERegression-None', fun=spectral_score)\n", + "lores_time = line_timestep_ref(fun=spectral_score)\n", + "\n", + "mse_res = line_resolution(model='OLSModel', fun=spectral_score)\n", + "gz_res = line_resolution(model='MeanVarModel', fun=spectral_score)\n", + "gan_res = line_resolution(model='CGANRegression-retrain', fun=spectral_score)\n", + "vae_res = line_resolution(model='CVAERegression-None', fun=spectral_score)\n", + "lores_res = line_resolution_ref(fun=spectral_score)\n", + "\n", + "default_rcParams({'axes.formatter.limits': (-2,2), 'lines.markersize': 8})\n", + "plt.figure(figsize=(6,2.5))\n", + "plt.subplots_adjust(hspace=0.0, wspace=0.4)\n", + "plt.subplot(1,2,1)\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "labels = ['MSE', 'GZ', 'GAN', 'VAE']\n", + "markers = ['*', 'o', 'd', 'p']\n", + "zorders = [2,1,3,4]\n", + "lores_time.plot(marker='s', color='gray', label='lores', markersize=6, markeredgecolor='k')\n", + "for j, m in enumerate([mse_time, gz_time, gan_time, vae_time]):\n", + " m.median('trial').plot(label=labels[j], color=colors[j], marker=markers[j], markeredgecolor='k',zorder=zorders[j])\n", + " plt.fill_between(m['dt'], m.min('trial'), m.max('trial'), color=colors[j], alpha=0.2, edgecolor=None)\n", + "plt.xticks([1,2,4,8])\n", + "plt.ylim([0,1.3])\n", + "plt.legend(frameon=False)\n", + "plt.xlabel('Time step $\\Delta t, hour$')\n", + "plt.title('Resolution=$48$')\n", + "plt.ylabel('Spectral error, \\n between $\\mathrm{model}$ and $\\overline{\\mathrm{hires}}$')\n", + "\n", + "plt.subplot(1,2,2)\n", + "lores_res.plot(marker='s', color='gray', markersize=6, markeredgecolor='k')\n", + "for j, m in enumerate([mse_res, gz_res, gan_res, vae_res]):\n", + " m.median('trial').plot(label=labels[j], color=colors[j], ls='', marker=markers[j], markeredgecolor='k',zorder=zorders[j])\n", + " for r in m['res']:\n", + " if r == 48:\n", + " rr = [r-3.5,r+4]\n", + " elif r==64:\n", + " rr = [r-5,r+5.5]\n", + " elif r==96:\n", + " rr = [r-8,r+8.5]\n", + " plt.fill_between(rr, [m.min('trial').sel(res=r)]*2,[m.max('trial').sel(res=r)]*2, color=colors[j], alpha=0.2, edgecolor=None)\n", + "# plt.fill_between(m['res'], m.min('trial'), m.max('trial'), color=colors[j], alpha=0.2, edgecolor=None)\n", + "\n", + "y0 = 0.5\n", + "r = np.linspace(60,90,4)\n", + "plt.plot(r, y0*(r/r[0])**(-2.), color='k')\n", + "plt.text(92,0.2,'$\\Delta x^{2}$')\n", + "plt.yscale('log')\n", + "plt.xscale('log')\n", + "plt.gca().tick_params(axis='x', which='minor', bottom='off')\n", + "plt.xticks([48, 64, 96], ['48', '64', '96'])\n", + "plt.minorticks_off()\n", + "locmin = matplotlib.ticker.LogLocator(base=10.0,subs=(0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9))\n", + "plt.gca().yaxis.set_minor_locator(locmin)\n", + "plt.ylim([0.01, 0.6])\n", + "plt.xlabel('Resolution')\n", + "plt.ylabel('Spectral error, \\n between $\\mathrm{model}$ and $\\overline{\\mathrm{hires}}$')\n", + "\n", + "set_letters(x=-0.05)\n", + "plt.suptitle('Sharp filter', y=1.05, fontweight='bold')\n", + "plt.savefig('review_figures/online-spectral-metric-update.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Amplitude-dependence" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "def KE(_ds):\n", + " ds = _ds.isel(time=slice(44,None))\n", + " return float(ave_lev(0.5*(ds.u**2 + ds.v**2), delta=0.25).mean(('run', 'x', 'y', 'time')))" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "def line_amplitude(model='OLSModel-0', res=48, operator='Operator1', lores_KE=0):\n", + " amps = [0.0, 0.5, 0.65, 0.8, 0.9, 1.0, 1.1, 1.2, 1.35, 1.5]\n", + " data = xr.DataArray(np.nan*np.zeros(10), dims=['amp'], coords=[amps])\n", + " \n", + " for j, amp in enumerate(amps):\n", + " if j == 0:\n", + " data[j] = lores_KE\n", + " else:\n", + " try:\n", + " data[j] = KE(xr.open_mfdataset(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/{operator}-{str(res)}/{model}/{str(amp)}-eddy-constant-0/[0-9].nc', combine='nested', concat_dim='run'))\n", + " except:\n", + " pass\n", + " \n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "lores = KE(xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_48/[0-9].nc', combine='nested', concat_dim='run'))" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "mse_op1 = line_amplitude('OLSModel-0', lores_KE=lores)\n", + "gz_op1 = line_amplitude('MeanVarModel-0', lores_KE=lores)\n", + "gan_op1 = line_amplitude('CGANRegression-retrain-0', lores_KE=lores)\n", + "vae_op1 = line_amplitude('CVAERegression-None-0', lores_KE=lores)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "mse_op2 = line_amplitude('OLSModel-0', operator='Operator2', lores_KE=lores)\n", + "gz_op2 = line_amplitude('MeanVarModel-0', operator='Operator2', lores_KE=lores)\n", + "gan_op2 = line_amplitude('CGANRegression-retrain-0', operator='Operator2', lores_KE=lores)\n", + "vae_op2 = line_amplitude('CVAERegression-None-0', operator='Operator2', lores_KE=lores)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "hires_op1 = 0*mse_op1['amp'] + KE(xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/Operator1-48.nc', combine='nested', concat_dim='run'))\n", + "hires_op2 = 0*mse_op1['amp'] + KE(xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/Operator2-48.nc', combine='nested', concat_dim='run'))" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({'axes.formatter.limits': (-2,2)})\n", + "plt.figure(figsize=(6,2))\n", + "\n", + "label=['MSE', 'GZ', 'GAN', 'VAE']\n", + "markers = ['*', 'o', 'd', 'p']\n", + "zorders = [4,1,2,3]\n", + "\n", + "\n", + "plt.subplot(1,2,1)\n", + "hires_op1.plot(color='k', label='$\\overline{\\mathrm{hires}}$')\n", + "for j, m in enumerate([mse_op1, gz_op1, gan_op1, vae_op1]):\n", + " m.plot(marker=markers[j], zorder=zorders[j], label=label[j], markeredgecolor='k', markersize=8)\n", + "plt.xlabel('Subgrid model is multiplied \\n by this number')\n", + "plt.ylabel('Kinetic energy $E, m^2/s^2$')\n", + "plt.ylim([0, 1e-3])\n", + "plt.axvline(x=1, ls=':', color='gray',zorder=-1)\n", + "plt.title('Sharp filter')\n", + " \n", + "plt.subplot(1,2,2)\n", + "hires_op2.plot(color='k', label='$\\overline{\\mathrm{hires}}$')\n", + "for j, m in enumerate([mse_op2, gz_op2, gan_op2, vae_op2]):\n", + " m.plot(marker=markers[j], zorder=zorders[j], label=label[j], markeredgecolor='k', markersize=8)\n", + "plt.xlabel('Subgrid model is multiplied \\n by this number')\n", + "plt.ylabel('Kinetic energy $E, m^2/s^2$')\n", + "plt.ylim([0, 1e-3])\n", + "plt.axvline(x=1, ls=':', color='gray',zorder=-1)\n", + "plt.legend(bbox_to_anchor=(1,1))\n", + "plt.title('Gaussian filter')\n", + "set_letters(x=0.02, y=0.9)\n", + "plt.suptitle('Resolution $48^2$', y=1.1, fontweight='bold')\n", + "plt.savefig('review_figures/amp-sensitivity-update.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray (amp: 10)>\n",
+       "array([0.00058004, 0.00058004, 0.00058004, 0.00058004, 0.00058004,\n",
+       "       0.00058004, 0.00058004, 0.00058004, 0.00058004,        nan])\n",
+       "Coordinates:\n",
+       "  * amp      (amp) float64 0.0 0.5 0.65 0.8 0.9 1.0 1.1 1.2 1.35 1.5
" + ], + "text/plain": [ + "\n", + "array([0.00058004, 0.00058004, 0.00058004, 0.00058004, 0.00058004,\n", + " 0.00058004, 0.00058004, 0.00058004, 0.00058004, nan])\n", + "Coordinates:\n", + " * amp (amp) float64 0.0 0.5 0.65 0.8 0.9 1.0 1.1 1.2 1.35 1.5" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hires_op1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sensetivity to time step" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "def get_dataset(nx=64, dt=3600):\n", + " time_prefix = '_'+str(dt) if dt is not None else ''\n", + " \n", + " return dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference{time_prefix}_{str(nx)}/[0-9].nc', delta=0.25) " + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_28800_48/[0-9].nc\n", + "/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_48/[0-9].nc\n", + "/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_3600_48/[0-9].nc\n", + "/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_600_48/[0-9].nc\n", + "/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_60_48/[0-9].nc\n", + "/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-9].nc\n" + ] + } + ], + "source": [ + "ds = {}\n", + "Nx = 48\n", + "for dt in [28800, None, 3600, 600, 60]:\n", + " ds[dt] = get_dataset(Nx, dt)\n", + "label = {60: '$\\Delta t=1 min$', 600: '$\\Delta t=10 mins$', 3600: '$\\Delta t=1 hour$', None: '$\\Delta t=4 hours$', 28800: '$\\Delta t=8 hours$'}\n", + "colors = ['0.2', '0.3', '0.4', '0.5', '0.6']\n", + "hires = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-9].nc', delta=0.25) " + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mT58urK2thUKhSHb+kydPJpm/R48eomnTpurnx44dE4Bo1qyZiIqKEkIIUatWLTFz5kx1n3Xr1glAnDlzRgihsod17txZFCxYUHz48EHdr1atWuq53717JwoWLChWrFihfj0l2dMal5qcBgYGYu3atUIIIf79918BiCtXrqjHde7cWXTs2FEoFArx7t07UbJkSbFq1SohhBCurq4ipVs0tXEpXUeCjAnv97lz50SrVq1EXFycEEKI/v37Cysrq0TvWWrrjB8/XpQsWVJte7x9+7YwMzNL1Sar6fuU1n2XXnlSu57P7/fdu3eLGjVqCKVSKYQQYubMmcLJySnFa0vrPknt75kWCoVCTJkyRS0Ln9mIE+SVy+UCEB07dlS/v0Ko7MomJibCwsJCWFhYCHNzc8lGLJFrkBRxKnz+xeTp6Snkcrk4efKkuo9SqRTFixcXM2bMEEL892Xz5s0bIYQQkZGRKc6f4HTyqSIeMGBAIkWcIMO5c+fUbf369RPNmjVTP0/uC87T01MAYv78+eo2Dw8P4eHhoX7eu3dv0apVqyTzfC57WuNSk7NUqVKJ3itAbNu2TQghxLVr1wQgTp06pe4zZswYUa9evRSvKyPjPr+OM2fOJHq/jx8/LlxcXIQQ/ylINze3dK3z9u1boaurK5YuXZpItqZNm6aqiDV5n9Jz36VHnrTet8/v91WrVolixYqJu3fvqtf41CHqc9J7f2nChg0bxOPHj9XPP1fEPj4+4scffxSnTp0S7dq1E4Bo0qSJ+keWhERuRkrokQrisxBrDw8PlEolxYsXV7fJZDKsra25cOFCor6FCxcGwNDQMMX5E2zP6aFkyZIZGle5cmWMjIy4efOmus3GxoY//viDpUuX8vr1a7y9valSpUqSsZ/Lnt5xyclZokSJJHInvK/Xrl0DYNq0aWoHqtDQUPT19VO9tvSO+/w6Pn/fqlevTvXq1QkNDWXIkCF06tSJbt26pWudO3fuEB8fn+h6M0JG3qf03HfpkSej73efPn3YuHEj1atXp1ixYnTq1CnVo+mM3CcZ4fXr10RFRVG+fPlkXxdC0KtXLzZv3kzZsmVp3rw5mzZtYtSoUezYsYMBAwZkWgYJiaxEUsQZIMER5HObmlKpJDAwMFFbRpSsJnz+I+Fz4uPjiYuLUzt6xcfH8/333/P06VO2b99O/fr1GTp0KK9evUoy9lPZMzJOU9k3bdpE9erVk+2bIEtwcDA3b96kefPm6Rr3+XUkR4KiHjJkCBEREaxZs4aoqCjWrFnDxIkTU13nzz//TNcamSHhfUrPfZfg4JceedJ63xLIly8f165d4/jx47i7u7Nlyxbev3+vvvZPSe99ktrfMyVOnDjB1atX1Qo1NjYWgEWLFnHo0CEcHBwwNDSkbNmy6jGDBg0iICCAa9euSYpYItcjOWtlgARPS19f30TtPj4+NGrUSCtrvHz5Ms0+6fmyvXXrFnFxcfTp0weAU6dOcfr0aXbu3EmTJk0wMDBQf7FfvHiRx48fJzuPpuPSI2fz5s3R1dVNMseZM2fU/09QRkFBQVy6dCnd49LL6dOn2bhxIytWrKBQoUI8f/5c7QSV2jp2dnbIZDJev36d4TU/J633KT33XXrkyej7Nm/ePM6cOUPnzp1ZtmwZf/75JwcPHky2b3rvk+T+nmkxePBgdu7ciaurK66urixYsACAqVOnsmzZMuTy5L/GKlSoQJEiRdK1hoRETiIp4lRI+NJI+LdevXp0796dlStXqr9k3NzciIyMZNq0aRmeP+E4Mi4uDlB9Ybm7uyfrefvpLlKobPtJ+iQcG0ZFRTFx4kS+++47dTawggULIpfLefjwIaAK7Th8+DDR0dF4enri7++frIwZHZceORPaKlasyPjx45k1axbv378HVJ7MCcetDRo0AODhw4fcvHmTqlWrpmtcSnz+94yIiGDQoEF8//339OvXDyEEmzdvxsLCIs11ChUqxNChQ1m9ejVhYWGAyqv34cOHiUJo0pIlPe9Teu679MiT3vctIfRLoVCwcOFC9fg3b95Qo0aNZK8nPfdJSn/PjPKp1zqozDAKhYIDBw6o+0RHR+Pm5sb//vc/jdaQkMhWss0a/YWxZs0aUbp0aQGIKlWqqL2UY2JixLRp00TlypVFvXr1RNu2bYWnp6cQQog5c+YIc3NzAYi6deuKZcuWpbnO8uXLRatWrUSTJk3E4MGDRZ8+fYRMJhN16tQRK1euFFZWVgIQlStXFrt37xYdOnQQJiYmQl9fXzRs2FBERUWpnWC2bNkimjVrJipVqiSGDRuWxFHM1dVVVK9eXdStW1d06tRJnDx5UpQsWVIMGjRIODk5pSh7auPi4+PF+vXrU5RTT09PNG7cWJw4cULUqlVLAKJIkSJi1qxZQgghYmNjxezZs0WpUqWEnZ2dGDFihNozWAghRo8eLSpUqCBGjhyp9phNbVxKf4OlS5eq/55Vq1YVd+7cEfPnzxeAqFWrlmjdurWoXLmyANTey2nJFx0dLcaPHy+qVasmmjdvLvr27SsqV64s9PX1RevWrZP8rTPzPqV23yWQHnlSup7169cLa2trtWz79+8X8+fPF3PmzBH29vbC1tZWNG/eXDx//jzFezmt+yS1v2d6mTt3rqhataoARJkyZcSIESOEEEIEBweLMWPGiEGDBonRo0eLIUOGiEePHmV4fgmJnEAq+qBFFAoFcrk8U3ZDhUKBTCZDLpcTHx+PXC5HLpejUCgQQqBUKtHT00MmkxEbG4u+vj6///47AwYMSNNunFWyp0fOhLl1dHRQKpUoFIosyWyU0nV82q5UKpHJZFlux/+c3PQ+fc6n74/4uENP6chXQkJCu0jOWlpEGxVrPp1DV1c32fYE0vIu1nTdjJJROROUUVaQ0nV82p5TCiY3vU+f86k8OfEjRULiW0b6yfuF88svv6ir69SpUydNO6mEhISERO5COpr+womJiUFPT099lA2Jd14SEhISErkbSRFLSEhISEjkINLRtISEhISERA4iKWIJCQkJCYkcRDImZhClUsnbt28xNTWVPEslJHIhQgjCwsIoXLiwFIIl8UUgKeJ04uLigouLC7GxsXh5eeW0OBISEmnw+vVrihYtmtNiSEikieSslUFCQkIwNzfn9evX5M2bN6fFkZCQ+IzQ0FCKFStGcHAwZmZmOS2OhESaSDviDJJwHJ03b15JEUtI5GIk05HEl4JkQJGQkJCQkMhBJEUsISEhISGRg0iKWEJCQkJCIgeRFLGEhISEhEQOIiliCQkJCQmJHETympaQkPhmUSgUxMXF5bQYEl8Zurq66OjopNtzX1LEEhIS3xxCCHx9fQkODs5pUSS+UnR0dLC0tMTMzCxNhSwp4nSSkFlLoVDktCgSEhKZJEEJW1paYmRkJMUcS2gNIQTx8fGEhoby7t07oqKiKFSoUKpjpMxaGSQ0NBQzMzNCQkKkhB4SErmQtD6jCoWCJ0+eYGlpiYWFRQ5IKPGtEBAQQEBAAOXKlUNHRyfFfpKzloSExDdFgk3YyMgohyWR+NoxNjZGCJGmH4KkiCUkJL5JpONoiawmvfeYpIglJCQkJCRyEEkRS0hISHxlBAYGSo6lXxDpVsQfPnygffv2mJiYULNmTS5evAjAs2fPWLx4MT/88EOWCSkhIZE1vLwbwK45V3NaDAktsWXLFooUKYKFhQVv3rxJts8ff/xBsWLFePz4cTZLJ5ES6VbEo0ePpkyZMvz5558MGjSIkSNHcvToUcqWLUu/fv04evRoVsopISGRBfg8CSLoXUROiyGhJRwcHNi6dWuqfby8vPDx8eH9+/fZJJVEWqQ7jrhw4cL89ttv6ueDBw9m2rRpmJmZUa5cuSwRTkJCImsJ8o0EQCgFMrnkvPQ1YGBgkOrrM2fOZPjw4VLoVi4i3TviwoULAxATEwOAvr4+S5cu5d9//+XqVeloS0LiSyTIV7UbVkrpBL4pDA0NiYqKStSmVCpzSBqJdCvicuXKsXz5cvLly8ft27fV7SNHjiQiIgK5XPL7kpD4koiPUxD6IRpQ7Yi/dYQQRERE5JpHZnMtvXr1iiFDhlCzZk0aNGjAq1evuHXrFpUqVcLY2Jg9e/YAqu9wY2Nj6tevz9ChQ6lWrRpTpkxRz7N//35sbW1p2LAh7du3x9vbGwB/f39Gjx5NkyZNqFu3Lu3bt8fDwyNTMn+rpPtoukOHDrx69YqyZctSvXr1RK/16tWLkiVLals2CQmJLCTkfRR8/K4X0maIyMhITExMcloMNeHh4RgbG2s8/pdffuHQoUMYGRlRu3ZtFi5cyLp167h161aiZCYuLi4YGhqydOlSHB0dCQ8P5+zZswD89ddfDBo0iBs3blC6dGlGjBhB586duXnzJo6Ojujr63PhwgViY2Np06aN5KmtIRnKNV2iRAlKlCiR7Gs2NjZaEUhCQiJ7SLAPg7Qj/hrp27evWuFWrVqVp0+fApAnT54kfU1NTdHX16dt27a0bduW+Ph4AKZPn067du0oXbo0oPINWrt2LQ8fPsTPz4/w8HDev3+PpaUls2bNUpswJTKGVPRBQuIbJcE+DKCUFDFGRkaEh4fntBhqMpuCs06dOur/y2Qy9VF3StmerK2t1SZGfX19wsPDefjwIWFhYTRr1gxQ2ZFLlixJYGAgU6ZM4fvvv8fa2prKlSszfPhwmjZtmimZv1W0qogjIiIydZSSm5GqL0l8bSTaEUvOWshksq/2+wvS/hsn5+cjhKBbt24sW7Ys2TGPHj3i6NGjnD59mjFjxqCjo8OwYcO0Iu+3hNY8rDZu3EihQoVYsWIFAIcPH6Z9+/aMGjWKFy9eaGuZHGPkyJE8ePCA69ev57QoEhJaIcg3AsO8+oBkI/7a0SSvtomJCY0aNUqS+OPRo0e8ffuWDh06oKury8CBA9mxYweTJ0/mr7/+0pbI3xRaU8Te3t6cO3eOzp07c/fuXbp06cKzZ88wMjKia9euPHr0SFtLSUhIZBKhFAT7RZK/kLH6ucTXixBCvSP+/N9P+3yOi4sLp0+f5sCBAwDExsaycOFCzM3NCQ8PZ8GCBeq+b9684bvvvsuqS/iq0drRdEREBLVq1QLg559/RqlUsnPnTmrXrs2rV6+YP38+GzZs0NZyEhISmSA8OIb4WCX5Cxvj8zhIshF/JWzYsAFHR0cAWrduzZIlS9izZw+nTp0iLi6Ohg0bEh2tClmbNWsWAJcvX2bHjh1ERUXRqFEjRo4cSa9evQCoXr06hw8fZtasWcyaNYsKFSowa9YsjIyMsLKyIl++fNjZ2REVFUXFihVxcnLKkev+0tGaIg4PDycgIAALCwtOnDiBtbU1tWvXBlTe1mlle5GQkMg+Ehy1pB3x14WDgwODBg1CLpejUCgQQtC1a1f09PSQyWTExsaiq6uLXC5HCIFSqaRPnz6sW7cuxePrli1b0rJlyyTtf/75JwAzZszI0mv6FtCaIp4yZQotWrQgIiICLy8v5s+fn+j1vHnzamspCQmJTBLkG4mOrhyzgoaA5Kz1taCr+99Xuo6OTpLX9fX11f+XyWTJ9pHIfrSmiMuUKcOlS5c4deoU5ubmNGnSBID27dvTqFGjZGPXJCQkcoYg30jMrYyQ66h2QZKzloREzqHV8CUjI6NkyyGuXbuW7du3a3MpCQmJTBDsG0E+ayN1oQfJRiwhkXNkeUKPI0eOZPUSEhISGSTIN5JC5cyRyxN2xJIilpDIKTIUvnT27FlWrFjB27dvs0oeCQmJLCYmMo7I0FjVjvijg45kI5aQyDkypIjr16+PhYUFQ4cOpWXLlqxduxZ/f/+skk1CQiILCPJTZdTKZ2WM7OM3gGQjlpDIOTKkiI2MjOjbty+HDx9mz5496Onp0bdvX9q2bcuWLVsIDg7OIjElJCS0RfDH1JbmVpKNWEIiN6BxZq18+fIxaNAgTpw4gaurK1FRUXTt2pWOHTuyc+fOXJU8XeLb5O3bt9y8eZPXr18TExOT0+LkGoJ8IzDNnwc9Ax3JRiwhkQvQirOWpaUlI0eOZOTIkfj4+LB7927atWuHpaUlPXr0oEOHDlL4kkS24ubmRq9evRIV6TAzM8PS0jJdj/z58yebBP9rIMg3knzWqso+ahuxpIglJHIMrXtNFylShAkTJjBhwgRevHjBn3/+SfPmzSlZsiQ9e/akTZs26OnpaXtZCQk1p06donfv3igUCiwsLAgNDSUuLo6QkBBCQkLUdVlTQ0dHhwIFCvDTTz+xePHiRIkSvnSCfCMpXiU/wH82YslZS0Iix8jSb5dSpUoxbdo0pk2bxuPHj/nzzz9ZuHAhlSpVomfPnrRs2fKr3XVI5Aw3btygc+fOxMXF0a1bN/7880/kcjkhISG8f/8ePz8/3r9/n+wj4bWgoCAUCgV+fn4sX76cp0+fsnv37kzXh80NKBRKQv2jyGetSm35n404J6WSkPi2ybaf+RUqVMDR0RFHR0f+/fdfdu/ezcaNG9m7d292iZCI9+/f87///Y81a9ZQrFixHJFBQrs8fvyYNm3aEB4eTvPmzdmxY4c6hZ+5uTnm5uaUL18+zXliY2MJCAjg/PnzODg4cOTIEZo3b86RI0ewsLDI6svIUkL9o1AqBfmsVD8q1DZihbQjlsgdTJ8+nevXr1OyZEk2btyY0+JkCzly3vbdd9/laLmsyZMn8/r1a44cOcLq1atzTA4J7fHmzRtatWpFQEAAtWvX5sCBAxoXGtHX16dw4cL06tWLEiVK0L59e65cuULDhg05efIkJUqU0LL02UdQgsd0go04YUcsHU1/1QwYMICyZcsyc+bMVPvt378fOzu7LPvBuXXrVh4+fIiuri7v379n/PjxVKlSJVGfuXPn0rFjx6/iBCq9fJHnwn5+frRq1SrZ196+fUvfvn1p2rQptra2zJkzh7i4uER9lixZwq+//podokpkA4GBgbRu3Rpvb2/Kly/P8ePHMTU11crctra2XLx4kWLFivH48WNsbW25d++eVubOCYJ8I9A31MUoryr5v+Ss9fXz5MkT3NzcWLp0KSEhISn2i4yM5Mcff8yyhE0HDhygYMGCLF68mAULFrBw4UKGDRtGZGRkon46Ojo8fPiQBg0aZIkcuZFMKWIhBLdu3Ur1j6tN4uPjOXXqFPXr10/W4cbf35/GjRtTu3Ztzp07x9mzZ/Hw8GDYsGHZIp9E9hMREUG7du148OABhQsX5u+//6ZgwYJaXaNSpUpcunSJKlWq8PbtWxo3bsyFCxe0ukZ2keAxnaCA/0voISnir5VVq1axa9cugoODWblyZYr9rl27hpGRUZIdqrbYtm0bNjY26ucFCxbExsaG+/fvJ+rn6+vL8+fPE/X92km3In7+/DnNmzfH3t6eEydOEB8fT+vWralTpw6lSpXi+vXrWSknx44do2XLluzZsydFxb9lyxYUCgVjxowBwMDAgLlz57JlyxZu3ryZpfJJZD8JDllXrlwhX758/P3331l2bFy0aFHc3d1p1KgRISEhtGrViv3792fJWlnJp6FLgFR96SvHy8uLAgUK0LFjR+zt7VmxYgWhoaHJ9r148SK2trZZ5kCrq6vLyJEjiYqKSiRfqVKlkshhZWVFyZIls0SO3Ei6bcRz5syhXbt2ACxevJjz589ja2vLpEmTeP78OQsWLODAgQNZJmjbtm1p27YtAP/880+yfVxdXalcuXKiG6lq1aoAHDp0iNq1a2eZfBLZi1KpZMCAAZw4cQJDQ0OOHj2aZb/kE0hQ9j/99BMHDx6kW7duuLi4MHz48CxdV1sIIQj2jaBMzf9ODBJ2xlJmra8TZ2dnZs+eDYCTkxNNmjTB2dmZGTNmqPu4urpy6tQpTp48SZkyZejTpw8ODg7Y29trVZZRo0bRokULbt26xebNm7lx4wbdu3dPcoJ16dIlateurTYf3r9/nz59+tC6dWt1n5CQEObPn4+Rkep0JyIigoULF6Kjo8OuXbvw8vLi7t27uLm5Aap7v0aNGuzcuVOtExwdHfH09MTGxoYPHz6gUCg4cuQIZ8+exdLSEoVCwZw5c5DL5ZiYmGBmZsbgwYO1+p6oEelk48aNiZ7PnDkz0fOlS5emd6pMU7JkSVGyZMlEbf7+/gIQnTt3TtSuUCgEIJo1a5ao/eXLlwIQL1++zNDaISEhAhAhISGaCS+RaZRKpRgzZowAhK6urjh27Fi2rh8fHy+GDh0qAAGIWbNmCaVSma0yaEJ4cLRYPfS08Lr9Xt0WExknVg89LZ5c981BybRLWp/RqKgo8eDBAxEVFZXktciYeHHvTXCueETGxGfqfXjx4oVwdHRM1NasWTNhYWEhwsLCErUrlUqRL18+ceHChUytmRa7d+8WcrlcAKJjx47J/g3q168vKlWqJPz8/IQQQhw6dEjY2NioXw8MDBTVqlUThw4dUrf17NlTrFmzRjx//lxs3LhRvH79WgAiICBACCHE/fv3BSB8fVX3+YkTJ4SHh4fYsmWLkMvlwt3dXZw6dUpYWloKb29vIYQQixYtEi4uLkIIIS5fviysrKwyfL2p3Wufku4dcZ48edi2bRvdu3fH0NBQXXf4zZs3FCpUSLu/DjTg9evXAOpwlQQSdscBAQEazRsTE5MoPWJKxzoS2ceCBQtYtWoVoPo136ZNm2xdX0dHh7Vr11KoUCGcnJyYO3cu7969Y+3atbk68UeCx/SnR9MyKcVlIrz8w2nv7JHTYgBwZHQjqhYx03i8s7Mz06dPT9Tm5OSEnZ0dLi4uTJkyRd3u6elJeHg4derUSXYuhUJB165diY6OTnNdMzMzdu/enaT97du3HDhwgL///pvly5fz119/0bp1a06fPq3+3ERHR3P79m0OHDiApaUlAGFhYYmOs8eOHUvFihXp0KGDuq148eIcPXoUAwMDevTogZubG+XLl1d7f1+8eJEKFSpgZWWlHmNra8u+ffvo1q0bjRo1AlSOwAmcP3+eqlWrEhsbS40aNTh37lya164p6f7WKFy4MD169KB27dpUqVKFunXrAlC3bl3Kly/PuHHjskrGdPG5593nfFqQ4pdfflHbtB0cHGjUqBFz5sxJdtzChQtTfE0i+9mwYYM6BGPFihX07t07R+SQyWQ4OjpibW3NiBEj2LRpE+/fv+ePP/7ItWEXQe8ikMtl5C1oqG6TnLUSU6agCUdGN8ppMQCVLJri7e2NqalpkjCkJk2a0LRpU3777TdGjRqFsbEqsYuHhwc1a9bE0NAwuenQ0dHh4MGDGssjhKBXr15s3ryZsmXL0rx5czZt2sSoUaPYsWMHAwYMAOD69evI5XJatGihHuvu7q7+gfD27Vt27drF8ePHE83/6tUrYmNjcXBwAOCPP/6gf//+6tc9PDxo3Lix+nnCMbe7uzuDBg1KVubmzZszadIknJ2d6d69O+vWrdP4+tMkw3vtz7hy5Yq4ceNGZqfJEMkdTV+4cEEAolu3bkn6AxodKwghRHR0tAgJCVE/Eo48pKPp7Gfv3r3qY60ZM2bktDhqDhw4IAwMDAQgbG1txYcPH3JapGQ5/+djsdPxcqK2+HiFWD30tHhw8W0OSaV9MnM0/bUwefJk9bHs55w7d04AYsmSJeq2n376SYwbNy7L5Ll3755o3bp1kvaFCxeK4cOHq58vWrRINGnSRP1cqVSKwoULi4MHDwohhDh48KCQy+UiIiJC3UehUAhra2sxe/ZsIYQQwcHBQldXVzx+/Fjdp3Tp0uL3339PtHZYWJjQ1dUV9+/fT1Fud3d3MXXqVJE3b14xb968DF51FhxNp0T9+vUzO4VWSGsXoukuxcDAQOPEEBLa48yZM/z0008olUqGDBnC3Llzc1okNZ06deLUqVN06NCBS5cuYWdnh4eHB2Zmmh8rZgXBvhHq1JYJyBPiiKWEHl8NPj4+GBsbp5iUw87ODjs7O5YsWcLIkSMxNDTk4sWLLFmyBICdO3fSuHFjihcvrh6T2aPplDyxK1SokKgwy8WLF9XHxKDayQYHB9OqVSvWr1+vdpr69Pv81KlThIeHq8NUnz59ipGRkTqLXkI4VJMmTdi8eTM9evTA1NSUy5cvkzdvXipXrpxIpri4OGrWrMnkyZPp378/jRo1wsrKCm9v7zSvXVNyr0ErgxQpUgRI+QulcOHC2SmOhBa5efMmHTt2JDY2li5durBmzRq1t29uoVGjRri7u9OqVSvu379P7969+euvv5L4LOQkQb6RlK9vnahNshF/fSxatAhzc3NWrFiRYp9ixYpx/vx51q1bx/jx4/H396dy5cqEhYXx7NmzJCafzB5NV65cGYVCwYEDB+jcuTOgsge7ubmxbNkydb/Lly8nikK4du0aNjY2GBgY4OfnR7du3RBCEBAQQIECBQgNDWXKlCm4urqqfZXy5cuHUqlEoVCgo6PDhg0bMDQ0pGTJkvj4+KiT/bi7u2Nra5vkuyQyMpKYmBgaNmwIqCI07t27x/jx4zW+/rTIUkX84sUL/vnnH3r37q22RWQV1tbWlCtXLskvtoTndnZ2mZrfxcUFFxeXRL/eJLKeJ0+eqPNHN2vWjJ07d+Yq5fYpVatW5fDhwzRq1IijR48yffr0XJPBLTY6nvCgmESOWgnI5DJJEX8l+Pv7s2nTpnTtXEEVijpq1CimTZvGypUrKVy4MBMnTswS2fbu3cvs2bM5duwYhoaGxMTEqP0sQOXHY2xsnGhH3LZtW44dO8a0adMYP348FhYWuLm5MXbsWMqVK8fr169ZvXq1WmkClClThvHjxzNmzBjy5ctH27ZtuX37NpMmTVKH4ILK0bhr165J5DQzM+Pnn39m69at6OvrExQURN++fdVhT1lChg+9UyE2NjaJXeLff/8VI0eOFFeuXNHaOsnZiIUQYsqUKaJs2bKJQknu3LkjAK3ZsaXwpezjzZs3okSJEgIQtWrV+mLe8z/++EMd2rR9+/acFkcIIcT7V6Fi9dDTwvd50vdwzcgz4t8zr3NAqqxBshFL5BbSe69pLYXK9u3bMTU1xdLSkmLFijFq1CiuXbtG9erVWb16Ndu3b9fWUiiVSpTJ1G2bPn06urq6rF+/HlCd9c+YMYNu3bpJyTy+MBLyR7969Ypy5cpx/Phx8ubNm9NipYsff/xRHTYyaNAgrl27lsMSQeC7COC/Yg+fIpdJO2IJiZxEa4p427ZtbN++nX379tGnTx/OnTtHgwYNqFChAhMnTuTJkyeZmv/q1as0btyYqlWr4u3tjbe3N5UrV1bb5gDy5s3L0aNHOXLkCA0aNKBNmzbUqFGDHTt2aOMSJbKJyMhIOnTogKenJ4UKFeLvv/9WxxR+KcydO5cffviBmJgYOnXqhI+PT47KE+wXibGZPgaGSa1RMrlMctaSkMhBtGYjrlOnDt27dwdUXqQLFy7k33//ZdeuXTx69ChRSjVNqF+/vlrhpkbp0qU5cuRIptZKDslGnD3ExcXRvXt3Ll26hLm5OX///Xe25pyNiInnvk8Id9+E8OBdKFUK56V3/RIY6mfMLi2Xy9mxYwc2NjZ4enrSuXNnzp8/n2KcZlYT5BuBuXXyfhoyuUxKcSkhkYNoTRHr6uoSHx+fKLNQTtcd1iYjR45k5MiRhIaG5rqwlK8FpVKJg4OD2pnjyJEjWeogER2n4JFvGHffBPPv6xDuvgnmmX84QkAePTnlLE059O9b1p33YphdmQwrZFNTUw4dOkTdunW5fv06gwcPZvv27Tni8R3kG0nhcubJviaTS17TEhI5idYU8ahRo3BycmL27Nno6+tra1qJbwQhBJMmTWLHjh3o6Ojg5uaWyBMys8QrlDzxC+fum2Du+qiU7mPfMOIUAj0dGRWt81KvVH4GNS5F9aLmlLM0QVdHjveHSFzOPmPR8UesO+/F0CZl6N2gOEb66fvolC5dmr1799KqVSt27txJtWrVEqUWzA6USkHw+0iqNE4+hE8ul0nVlyQkchCtKeKwsDCuXLlC1apVcXBwoEmTJtSrVy9X596VyD2sXbuW5cuXA7B169ZEYQaacskrgL89/bjnE4Ln2xCi45TIZVDO0pRqRc3oWacY1YuaU7GQKQa6ye90i1sY8Wu36oyyL4vL2Wf8euKjQrYrTZ8GJdKlkJs1a8aqVasYMWIE06ZNo0qVKrRv3z7T15dewj5EoYwX5LNK4WhaJtmIJSRyEq1pycGDB2NoaEilSpXUycYNDQ2xsbHBzs6Ozp07Z20clsQXy+vXr9W7xF9//ZW+fftmes7LXh/ou/kahc3zULNYPtpUtaZ6UXOqFM6LsUE6bvswX3j6Dxjlh1JNKJbflEVdqzOyWVnWnHvG4hOPWX/+eboV8vDhw7l79y7r1q3jp59+4sqVK0ky+mQVQe9UediT85gGyUYsIZHTaE0R16pVi6VLl6qfP3nyhHPnznH+/HnWr1/PunXrctxzNDNIzlpZx5gxYwgPD1fXt84sb4OjGLXrFvVL5WebQz10ddIZHBD4Ah4dgYeH4XVCyJEAuR4UbwDlWlKsbAsWdq7GiKaJFfKQJqXpa5O6Ql65ciUPHz7k/Pnz/PDDD1y7do38+fNn+nrTvCzfCHQNdDDJl3yqVslGLCGRs2hNEevp6SV6Xr58ecqXL8+QIUOAtKsj5XYkZ62s4eDBgxw8eFAd/51STtr0Eh2nYPiOm+TR08G5V83UlbAQ8P6BSvE+PAJ+90A3D5Sxh05roPz3EBUEz07Ds3/g7EL4ZzaYFqZY2eYsrNiSkTb1cbnsz5KTj9lw4TmDm5Smb4MSye669fX12bt3L3Xr1sXLy4sePXpw/PjxJJ8dbRP0NoL81kYpOolJNmIJiZxFa4q4Ro0a7N+/ny5duiT7em4tDSeRc4SFhTF69GgAJk+enGnThRACx788eegbxt5hNliYJLMDVCrB5yY8PKTa/QY+B4O8UL41NJkEZVuAwSfl54zyg0UZqD8E4qLh1cX/FPPt7RSV6bCwWH2mNrVjm385lv79iD3XX7N1YF1KWCS1yRYoUIBDhw5hY2PD6dOnmThxorq2clYR+C6C/IVTTjErkxJ6SEjkKFpTxF26dKFLly7cvXuXUaNGUaBAAW1NLfGVMnv2bN68eUPp0qXVNYYzw65r3uy+8ZrF3apTvaj5fy8o4uClx8dj5yMQ7gtGBaBiO2izGEo1Ad10VNjSywNlm6seLICgV/DsFDw7hdn1VYyOi2C4mSV/xNjR3SWStf1tqF0iX5JpqlWrxo4dO+jcuTPOzs60aNGCH374IdPXnxxCKQh8F0HZOlYp9pFsxBISOYvWFHGvXr24du0ax48fZ+7cuVSsWBE7OzuaNGmCnZ2dujKGhASoKiol7ATXrFmT6ROTm6+CcDrkSZ8GxelRp5iq8dVluLUNHh+D6GAwKwZVu0DF9iqbrzyTxSPylYC6/1M94mPB+zK6j4/T5/omGspvMXLjCEb1aEe76knv/U6dOjF58mSWLFnCmDFjaN68eZYURgkLjCY+Vpn6jlgq+iCRi5g+fTrXr1+nZMmSbNy4MafFyRa0luKyUKFCvH//nqCgIP766y/atm3LjRs36Nu3L0WLFqVly5baWipHcHFxoXLlytStWzenRfniiY+PZ8iQISiVSnr16kXr1q0zNd/7sGhG7LxJ9aLmzG5fRdXocxN+7wBvrkHdQTDkPIy7B98vhJINM6+EP0dXH0rbQZtFyAadoqSZnL/0pnFl9yLWn3uWbHiQo6MjxYsX59WrV8yfP1+78nwk8K0qx3T+QikrYrnkrPXVM2DAAObNm5dmv/379/Phw4dskEgVaXPx4sUk7XPnzsXAwODbMmdqq8qEq6urmD59ujh//rxQKBTq9rCwMHH06FGxdetWbS2Vo0jVlzLP8uXLBSDMzc3Fu3fvMjVXbLxCdFt7UdSZ94/wDflY4SQyUIhlVYXY0EyIuBgtSKwBMRFCeXiCEI55xemZTcT83edEXLwiSbeDBw8KQOjp6YkHDx5oXYybJ16KDWPPJapI9jl/zrsqzu58pPW1cwqp+lJiHj9+LIyMjIS5ubkIDg5OsV9ERITQ09MTd+/ezXKZzp49KwBx9uzZZF8vXbq02LVrV5bLkdVke/Wl/v37M2XKFD58+ICvr6+63cTEhLZt2zJgwABtLSXxBfP69Wu1PfjXX39V1yLVlPlHH3LbO5i1vWthlTePyhP64AiICYFuW1U71ZxA3whZ+6Xw0x5sDb0Z6tmH1eucCY+JT9Tthx9+oH379sTFxTFixAitJ9YIfBtBvkLGqabVlEtH0181q1atYteuXQQHB7Ny5coU+127dg0jIyOqVKmSpfJER0dz+vTpFF/39fXl+fPn2NjYZKkcuQmtKWJQVT/q3LkzhQsnn0pPQmL06NFERERga2vLoEGDMjXX/ltvcL30EscOlalT8mM87uXVKptwp3UqG25OU741ecZcg6K1Gec/m/NLe+MX8N/Rn0wmY9WqVRgaGnLu3Dl27dql1eXT8pgGyUb8NePl5UWBAgXo2LEj9vb2rFixgtDQ0GT7Xrx4EVtb20yHEKbF6tWrGTVqVIqvX7x4ESsrq2wt9pLTSPknJbKNgwcP8tdff2klZvi+TwjT9t+jW+2i9GnwUeF6X4VTTmA7Giq21Y7Q2sCkIBaDDuB7di3NLzjit7oRzztvpPR3jQAoVaoUM2fOZMaMGUyYMIF27dphbm6e6WWFUhD0LoLy9VL2mAYpfOlrxtnZmdmzZwPg5OREkyZNcHZ2TlQNz9XVlVOnTnHy5EnKlClDnz59cHBwwN7eXuvy3Lt3D0tLS6ysUr4nL126RO3atfn1118BuH//Pn369EnkSxISEsL8+fMxMlLFx0dERLBw4UJ0dHTYtWsXXl5e3L17Fzc3N0AV2lijRg127typDpN0dHTE09MTGxsbPnz4gEKh4MiRI5w9exZLS0sUCgVz5sxBLpdjYmKCmZkZgwcP1vp7kiCgRAaQbMSaERoaKooUKSIAMW3atEzN9SE8RtguPC3arbogomLjVY3hAUIsrSTEppZCxMdqQeKMo1Qqxbvwd8I33DdFm6z/i3viyS+1ROzsfOLZvjlCKFTyR0dHiwoVKghAjBw5UivyBL+PEKuHnhbPLz4TUZ6eKfbbt+SG+HvLfa2smRvIlI04JkIIn9u54xETkan34cWLF8LR0TFRW7NmzYSFhYUICwtL1K5UKkW+fPnEhQsXMrVmaigUCjFlyhT1Z4MUbMT169cXlSpVEn5+fkIIIQ4dOiRsbGzUrwcGBopq1aqJQ4cOqdt69uwp1qxZI54/fy42btwoXr9+LQAREBAghBDi/v37AhC+vr5CCCFOnDghPDw8xJYtW4RcLhfu7u7i1KlTwtLSUnh7ewshhFi0aJFwcXERQghx+fJlYWVlleFrTq+NWNoRpxMpxWXmmDVrFj4+PpQuXZpZs2ZpPE+8QsmYP24TFadgd58G5NHTUSXpODAU4qJUdmGdrM1UBRAUHcSz4Gc8DXrK0+CnPAt6xrPgZ4THhQNgbmBOhXwVKJ+/PBXzV6RCvgqUNitNgZJVMZzozt/rJ9Dm32X4+bhjNXgfBnnysmbNGpo3b86aNWsYOHAgtWvX1lg+ER+Pz8krAISM7Ed0XCjlzp9D18IiSV8ps9YnBDyBDXY5LYWKIeehcA2Nhyfk/P8UJycn7OzscHFxSVQFzNPTk/DwcOrUqZPsXAqFgq5duxIdHZ3mumZmZuzevTtJ++bNm3FwcEjVXyE6Oprbt29z4MABLC0tAVXin6ioKHWfsWPHUrFiRTp06KBuK168OEePHsXAwIAePXrg5uZG+fLlsfh4v1+8eJEKFSok2onb2tqyb98+unXrRqNGqtMpPz8/9evnz5+natWqxMbGUqNGDc6dO5fmtWuKpIjTiZTiUnNu3LiBs7MzoKqyZGhoqPFcv/39hEteAez4X32K5vsY3nBxuSrTVe99YFZEGyKriYyLxCvYi6fBT3ka9JRnwSqFGxAVAICuXJfSZqUpa14Wu2J2lDUvi1IoeRz4mMdBjznrfZbtD7ar+5YxK0OF/BUo19KGX24VYfCLtQSvb4v54EPY29vz008/sWvXLoYNG8aVK1fQ0clYmFXsGx9C9u8jeN9+Xhl8h27J7yk6ahD+y5cRevwE+fv0TjJGshF/QoHyKgWYGyhQXuOh3t7emJqaqhVRAk2aNKFp06b89ttvjBo1Sh277uHhQc2aNVP8bOro6HDw4EGN5Xn9+jVRUVGUL5/6NV2/fh25XE6LFi3Ube7u7uofCG/fvmXXrl0cP3480bhXr14RGxuLg4MDAH/88Qf9+/dXv+7h4UHjxo3VzxOOud3d3VP0VWnevDmTJk3C2dmZ7t27s27dugxcccbIckUcExNDnz59uHXrFgMGDFD/uujatWtWLy2RC4iPj2fo0KEolUp++uknWrVqpfFcx+69Y915L6a3rYht2Y+Z2156wJl50HgilGuR+gQZ4LrvdZbeWIrnB08AZMgonrc4Zc3L0rVcV8rmK0t58/IUy1sMPXnSHbh98f/sa+Gx4TwJesLjoMcqBR34mJMvTxIjYjhQwpImEf503toKu36HWbp0KUeOHOHGjRts2LCB4cOHpymrUCoJO3WK4N17iLh0CbmREXnbt0dm1pIC8QYU+F8boq5fI/TwYUkRp4W+UaZ2obmF1atXp1j32snJiaZNm7J27Vp1kRV3d3dsbW2zTJ4TJ05w9epVdfRMbGwsAIsWLeLQoUMsW7YMUNmH69Wrp65pL4Tg0KFDrFmzBlApaiFEolrlSqWSCxcuqOsahISEcP78efUYUO2IHR0dE8kUHh7OnTt31Lvhz5k4cSL169fn6NGjrFmzhgoVKiSyrWuVDB96Z5DHjx8LmUwmLC0t1W3u7u5iypQpWb10liDZiDPGpzHDCfYZTXjsGyoqzTouRu68+Z/9NcxPiCXlhdjSVoj4OK3I+zbsrZh4bqKo6lpV9D7aWxx4ekDcD7gvIuMitTJ/AvGKeOEV7CU2/btV1NvcVFR1rSpabKkqVl9eKBasXiAAYWZmluZ7FvXggXjxYy/xoEJF8aLnjyJo716hCA8XQgjxx9yr4sz2h0IIIYKPHBEPKlQUMa9eJZnj0Ko74uiaf7V6fTnJtx5H/ObNG+Hk5JRqHzs7O2FpaSkiI1X3dYkSJcSePXuEEELs2LFDvPrsPomPjxcdO3YUrVu3TvPRo0ePNGV88eJFsjbiDh06iOnTp6ufX7hwQRgZGYnIyEixbt06sWPHDpEvX75EY06ePClMTEzE27dvhRBCXL9+XeTNm1f9+rt37wQgXrx4ITZt2iRCQ0OFEEL8/fffIn/+/En8OWJjY0WVKlWEq6urum358uVi/PjxaV7X5+QaG3H58uU5c+ZMorP5Ro0aJfpFI/F18mnM8OLFi1P1lEyNkKg4hm6/SbF8RizuVl1lY1IqYP9gEArothl0Mncrxyhi2Hp/K5vvbcZE34QFjRbQrnQ75LKsCeXQketQ2qw0pauXpmOpH3HY4Ewlgy1se7STKBMZ1X6phvdRbyZOmcgO1x1JxivCwvBfuYqgXbvQL12K4tt+x7hePfXrSqUg2DeSSjaq9Jqm9vbIjYwIOXKEgiNGJJpLLleFX0t8HSxatAhzc3NWrFiRYp9ixYpx/vx51q1bx/jx4/H396dy5cqEhYXx7NkzevdOfHKS2aPpz0nwtVEqEzsnXL58OdEp0LVr17CxscHAwAA/Pz+6deuGEIKAgAAKFChAaGgoU6ZMwdXVVZ1GOV++fCiVShQKBTo6OmzYsAFDQ0NKliyJj48PpqamwH+nAJ/brCMjI4mJiVHrKKVSyb179xg/frzWrv9zssVG3LRp0yRtqRnsJb4OEmKGGzZsyP/+9z+N5lAqBRN23yEgPIbDoxr9V+/3wm/w/Dz0OwimmicFEUJw5vUZllxfgl+kH30r9WVI9SGY6JukPVhLFDDNw7K+wxmxpjB/hMznrplgR9nSiOGCm+E3Gbl/JCOajKCyRWUAQg8fxm/xEpSRkVhOnEj+fn2RfVZKMdQ/CkX8fzmm5YaGmLZsQejhIxQYPjzR508ml6FUSJr4a8Df359Nmzaly6kKVD+QR40axbRp01i5ciWFCxdm4sSJWSrjvHnz1M5cQ4YMoXXr1ri4uBAcHIyxsXGio+K2bdty7Ngxpk2bxvjx47GwsMDNzY2xY8dSrlw5Xr9+zerVqxNt7MqUKcP48eMZM2YM+fLlo23btty+fZtJkybRrl07db83b94kayI1MzPj559/ZuvWrejr6xMUFETfvn0zXR0uNWRCSL+FM0KCs1ZISAh58+bNaXFyLQcPHqRz587o6upy584djbP1rDj1hJWnn7K5fx3sK37cUT8/B9s6QdOpqoeGPA9+zq/Xf+XS20s0LNyQKfWmUMqslMbzZZZLzwKYsOVvDuZdgpU8lCnvq7PN+zIF7AogM5FRO6Igg/4WWDzyxfT71lhNnYpeCpnJnt/25/j6ewz4tSHGZqrKUuHuHrwePJiSe/diWPW/v8fx9feIj1HQYUyN7LjMLCetz2h0dDQvXrygVKlS5MmTJwcklPhWSO+9ppUd8YcPHzh16hR3797lxYsXhISEIJfLKViwIJaWllSrVo1mzZpJGbe+EcLCwtSZc37++WeNlfDph36sOPWU8S3K/6eEw3xh3yBVgYUmkzWTLzaMdf+uY9fDXVgbW+Ns74xdUbscP6WxLVuACV0a8/1eOf8UXMEiixvcPRGP+/4HbO7Smmqer/A3lzOvpxz/ag9o+Xo7rXRaUb1A9SSyB74Lx8BIF6O8/6X4NLZpgE6BAoQePpRIEctkUhlECYmcJFMGsFOnTtGyZUsKFSrEL7/8wpMnTzAxMaFq1apUrVoVXV1dnj17xuLFiylRogRNmjRh//792pI9W5GqL6WfT2OGNa0z/CIggnG779CikhWj7cuqGhXxsPd/INOBLpsyXEFJKZQcfHaQDgc64PbEjRE1RnCw00GaFmua40o4gR51itG7WQ2aB0wkSL8U26oYcaZMGSrceY5+n740PH2dscO20qRoE44+P0qfY31ota8Vi68vxjvUWz1P4FtVastER9C6uuRt24aQY8cQn8TDq2zEkiKWkMgpNDqa9vPzU4cijRo1iqZNm5IvX9IC6J8SHBzMhQsXcHFxITIykm3btlGqVM4dA2qKdDSdOjdu3KB+/foolUpOnjypUbhSREw8nddcJF4hODiqIXnzfLR/np4LHsug/xFVKcMMcM//HguvLeRewD3alGrDhNoTsDbOXMGJrCIuKJhdU5dQ+dJxTBRRmJaMYJqXPx/KNOPo0aNq5apQKrj1/hZ/v/ybv1/9TXBMMK1KtMKhqgP/rgnFurQZTXtXTDR31L17vOzeg2KbN2Hy0a72zxZPwoNi6DyxVrZfa1YgHU1L5BbSe69leEf88OFDevXqxS+//MLp06fp3LlzmkoYwNzcnB9++IGTJ0+yatUqBg0axNWrVzO6vEQuRhsxw0IIft53F5+gKNb3rf2fEn56Ctx/A/uZGVLCAVEBzL44m5+O/aTyjG69lcVNFudKJRz/4QPvly7jeYsW1L9ylLuVbZnUcRZ5fviO7b30aRx7Brfdf6j768h1qGtdlxkNZnCy60mm15vOvYB79Dz8I/7vQgk3+ZBkp5unalX0S5Qg9PARdZsURywhkbNkWBFv376dw4cPZ+qItmbNmhw9epQDBw4kcV+X+HJxdnbm1q1bmJubqwP0M8qGC885evcdv3X/jnJWqjADQt6oQpXKtoSG6Q8h2PdkHx0OdODM6zPMrD+T3e13U8c6+RR+OUmcnx9+CxfyrHkLgnbuJN9PvSh7+hQdNy8lNJ81fSIncoImTLbVp/jZkYS8fphkjjy6eehZsSdHOh9hTpWFyJU6OL/6jb7H+3Lu9TmUH3NYymQy8nboQNg//6D86Fkrk0s2YgmJnCTDinjBggXqtGiZIU+ePCxatCjLS25JZA/e3t7qHNKaxgx7PA3g1xOPGGZXhjbVVDGBKOJgrwPoGULn9SqDZjq4/PYyTpedsC9uz5FOR+hZsSe68tyV0TXOz493jk54tWhJ8IGDWPzvf5Q9cxrLiRPRLVCAAiYGbB1QF5/QGDZYTqHvhSIUMYpHvtFOdUKQDLpyXarrqH5sTGk9Dh2ZDqPPjKbPsT5Ex6sUr1mH9igjIgg/exYAuQxpRywhkYNkqRa8c+cOixcv5sWLF1m5jEQOI4Rg1KhRmYoZ9guNZvQft2hYtgCTW1f474XTv4DPTVUxB+OkBQuSIzg6mJkeM6lvXZ+5Dedinsc8w/JkJUKpJOjP3Txv246wf/6hwOjRlD1zmoKjR6HzWfnDspambHOox/OASF63WEadnfpceBYOO7vCqTkqB7bPCHwXQR4TPewr2PF7m9/Z1GoTjwIfsfHeRgD0S5Qgz3fVCfl4PC2Ty6SEHhISOYjWFHG/fv2S2ARr1KiBg4MDe/fuxcXFRVtLSeQyDh48yOHDh9HT09O4zvBvJx8DsOrHmujIP3r6Pj4Ol1ZBCycoXj9d8wghmHN5DtGKaOY3mp9lmbE0JfblS7z7D8DXyYm8bdtS5sRxCgwZjI5JyglEahbPx95hNih19MnXfx2dT+Zn6V0zxMWV8Ht7CPFJ1D/wbQT5C/13alW/UH0GVRvElvtb8Ar2AsCsfQfC3d2JDwqSjqYlJHIYrX1LRUdHJ6ncERERQb58+Zg8eTLHjh3T1lISuYjQ0FBGjx4NaB4z7Pk2hL233jCuRXnyGX+Mew16BQeGQYV2YDMq3XMdfHaQU96ncLJ1wspYs5SaWYGIj+fD5s0879iJOF9firtupdDcX9BJp+d9WUtT9o2wpYiVBYX6/sb0K4Zs1/lR9T6tb5zoqDrwXYQ6o1YC/6v2P4qYFOGXy7+gFErytm0DSiVhJ09KzloSEjmM1hTxuHHj1JU1AFasWEHevHkxNjbGyspKK3ZlidxHQsxwmTJlNKpMIoRgwbGHlCpgzE/1i6sa42Nh70DIkxc6uUA6Y3xfhb5i4bWFdCnXhZYlWmZYlqwi+tEjXvb8kfdLl5GvVy9K/3UQ4wYNMjxPITND9o9oTIn8hlj9uIDRO+7wvPU2KFJbfVStiI0l2C8y0Y4YwEDHgFkNZnHr/S3+evYXuhYWGNvaEnL4CHKZpIglJHISrSliW1tbAgICeP78ORERESxcuJDNmzfj6urKli1b2LVrl7aWksglXL9+PdN1hs8+fs/FZx+Y1qYSejofb8d/ZsO7u9DdFQzTDo0DiFPGMfXCVAoaFmRK3eTLv2U3ythY3q9cyYtu3RGxMZT8YxdWU6cgNzLSeE4zIz1OTGmHaaQP5h2m0GvudkSvP1XH9xdXErLRAaVCJNkRg+qI+ocyP/Dbjd/4EPUBsw7tibp5ExEZLh1NS0jkIFo1oA0ePJjff/+dq1ev0rt3bwYMGMCPP/5Iu3bt0NXNXR6rGUXKrJWYhJhhIQS9e/emZcuM70DjFUoWHHtEg9L5aVHJUtX44C+4uhZaz1ft9NLJ2jtreRT4iF+b/IqRnuaKTltE3r7Ni85d+LBpMwWGDqXUvn0YfvedVuY2MtBl/4Q2RD86j1+p1gxftR8ajYcBRwn0V2XMyh99K9mxE+tMRCaTsfTGUkybN0dmaEjs8+fSjlgi1zB9+nRatmzJ4MGDc1qUbENrivjs2bO8ePGCyZMn88svv9C+fXttTZ0rGDlyJA8ePOD69es5LUquwNnZmdu3b5MvXz6NY4b/uP4aL/9wZrarrMoWFfgc/hoFlTtCvSHpnueG7w023dvEiBojqFog6yqkpAdlRAS+Cxbw6qfeyI2MKLV3LwVHj0Kmr5/24AxQoXw5xjQoQMil3ZzwNWLm3lsoizUgsPoMDPUiMdzfFc7MU5WL/IT8efIzsfZEDj8/zPXQ+5ja2xPn9QQhhfN/1QwYMIB58+al2W///v18+PAhy+QQQnD69Gns7OxS7DN37lwMDAwwysTJ0ZeG1hTxsGHDKFu2LJUrV+bVq1fcvHmTly9famt6iVzE5zHDlpaWGZ4jLDqOFf88oXPNIlQtYgbxMbCnPxhZwA/O6bYLh8aGMt1jOjUta+JQ1SHDcmiT2JcvedGtO8F73LD8+WdK/vkHeSqUz7L1Jk+eRJHAWwSeWs+O62+ZtPdfAvwF+UsVBvsZ4L4UtnVUFcr4hE5lO1HLshZzr8xFv05NFIGBUq7pr5gnT57g5ubG0qVLCQkJSbFfZGQkP/74I2/fvs0SOfbs2cPAgQNZu3Ytr169SrGfjo4ODx8+pIEGfhRfKlpTxP/++y8nT55kwIABFCtWjFmzZlGmTBmKFi1Kr169OHDggLaWkshBPo0ZbtSoEQ4Omim/Nee8iIiN/y9m+LILvH8APX6HPGbplmXe5XmEx4azsPFCdDJYBEKbRFy6xIsePQEotX8/FgMHINPJWnn09fVZv349YTcP4394CX/d9uHBow/ktTZSVabqfxgCnsK6RqrSkR+RyWTMtpmNT7gPF/wuI1MqJRvxV8yqVavYtWsXwcHBrFy5MsV+165dw8jISONqaWnRo0cPXF1d0zwt9fX15fnz59jY2GSJHLkRrSniPHny0KJFC3755RcuXLhASEgI//zzD4MGDeLdu3csWbJEW0tJ5CDaiBn2CY5is8cLBjcuTSEzQwh/D+7LoM7/oFD67ahHnh/h+MvjzGwwk8ImOVNiUwhB4I6deA8egmH16pTc/ScGpbOvmEnDhg0ZOnQokQ8vYHjtd/SjFPz1/D0hUXFQshEMcwerKrC9C9zfpx5XxrwMA6sM5My7C4ASoZAU8deIl5cXBQoUoGPHjtjb27NixQpCQ0OT7Xvx4kVsbW1zPNvhxYsXsbKyomTJkjkqR3aSZR5UBgYG2NvbY29vn1VLSGQzn8cMV65cWaN5lpx4RN48egy1K6NqODtfVdKw6dR0z/Em7A3zr86nfen2tC3dViM5MouIi8N33nyCd+8mf/9+WE6ejCwHnBLnz5/Pnj17CLx9HZ1yw3gcFU3P9ZfZ5lAPy7yW0Hsf/DVSVcdZEQ/fqXbuQ6oPwenwPmRCKTlrfaU4Ozsze/ZsAJycnGjSpAnOzs6JQg1dXV05deoUJ0+epEyZMvTp0wcHB4cc++6+dOkStWvX5tdffwXg/v379OnTh9atW6v7hISEMH/+fIyMjJDJZOpIHR0dHXbt2oWXlxd3797Fzc0NUP1grlGjBjt37qRqVZUfiaOjI56entjY2PDhwwcUCgVHjhzh7NmzGpnbMoWQyBAhISECECEhITktSrYzZswYAYgyZcqIyMhIjea44x0kSkw5InZdfaVq8L0vhJO5EJdc0j1HnCJO9DnaR7Te21qExoRqJEdmiQsMFC/79BUPqlYTQXv35ogMn7J8+XJRq0xTsXroaXH13mtRf/4p0ejX0+KFf7iqgyJeiIMjhHA0E+LmNvW4o787ieMtRokNY8/ljOBZQFqf0aioKPHgwQMRFRWVzZJlLy9evBCOjo6J2po1ayYsLCxEWFhYonalUiny5csnLly4kOVybd26VZQoUSLF1+vXry8qVaok/Pz8hBBCHDp0SNjY2KhfDwwMFNWqVROHDh1St/Xs2VOsWbNGPH/+XGzcuFG8fv1aACIgIEAIIcT9+/cFIHx9fYUQQpw4cUJ4eHiILVu2CLlcLtzd3cWpU6eEpaWl8Pb21tq1pvdey9DPd4VCoa43qw3OnDkj7Zi/ELQRMyyEYP7Rh1SwMqVHnWIgBJycDvlKQd1B6Z5n472N3A24i+v3rpjqm2ZYjswS8/Qpr4ePQBkZSQnXrRjVTn+YVVYxYsQIbp94Q0jEB/bvWM3eKbPpt/ka3dZd5neHulQpbAYdnEFHHw6NAmUc1HHAMI8pscIfIVVBAyAqPooXIbkjN34ps1IY6mb8c5aAs7Mz06dPT9Tm5OSEnZ0dLi4uTJnyX7y9p6cn4eHh1KmTfHUyhUJB165dif5YsSs1zMzM2L17t0YyR0dHc/v2bQ4cOKDelYaFhREVFaXuM3bsWCpWrEiHDh3UbcWLF+fo0aMYGBjQo0cP3NzcKF++PBYWqvz0Fy9epEKFComK0dja2rJv3z66detGo0aNAPDz89NI7sySIUWso6PDmTNnuHv3bqZivIQQzJgxA2tra0kRfwFoI2YY4KSnH9deBvK7Qz1VPuknJ1VORD/uAt30hffceX+H9f+uZ0j1IdS0rKmRHJkh7OxZ3k6chF7RohR3dUW/aJFslyE59PX1savfits3/2XDnuUMHToUt2E2DHS9zo/rr7Cxfx0alLaAdstUyvjIeFDEoW9gRBySs1YCL0Je0PNIz5wWA4Dd7XdT2UIz84+3tzempqZqRZRAkyZNaNq0Kb/99hujRo1SZzz08PCgZs2aKf7A1tHR4eDBgxrJkhGuX7+OXC6nRYsW6jZ3d3f1D4S3b9+ya9cujh8/nmjcq1eviI2NVTuP/vHHH/Tv31/9uoeHB40bN1Y/Tzjmdnd3Z9Cg9G8CsooMG7SmTZvGmjVrsLe3Z+TIkXTu3Dndxv34+Hh27NiBi4sLo0ePpl+/fhkWWCL70UbMcGy8kkXHH9K4XAHsyhdUlTc8OQNKNoYK6bPxhseGM9V9KlUKVGFo9aEayaEpQggCN2/m/dJlmNjbU2Txr8hzWdpWA2GKromS2NhYpkyZwp49e9g1uAFDt9+g3+ZrLO5WnU41i8D3i0CuC8d/xsC6BxFCR6q+9JFSZqXY3V6z3Zy2KWWmudPf6tWrE+14P8XJyYmmTZuydu1aJk2aBKgUkq2trcbraYtLly5Rr1499D/G3QshOHToEGvWrAFUiloIQcOGDdVjlEolFy5cYMgQVe6BkJAQzp8/rx4Dqh2xo6NjorXCw8O5c+eOejeck2jkWTJixAhatmzJtGnTGD9+PI0aNaJevXpUqVIFc3NzzM3NUSqVBAUFERgYyMOHD/Hw8ODy5cvY29vj5ub2TXnEfcloI2YYYMeVV3gHRrKu78dj3Btb4MMz6LYl3THDC68tJCg6iI0tN2ZrbWFlTAy+s2cT8tchLIYNpeCYMchyWR3t+DgFIf5RfN+pGavc5Li5ueHh4UGjRo3YMqAu0/ffZ9zuOzwPiGB8i3LIWs0DXQMMjq5FJjpIzlofMdQ11HgXmlvw8fHB2Ng4yW44ATs7O+zs7FiyZAkjR47E0NCQixcvqiNbdu7cSePGjSlevLh6THYdTV+8eDGRYvTw8CA4OJhWrVqxfv16TExMMDMzS5Ts49SpU4SHhzNs2DAAnj59ipGREeXLq2L4E8KhmjRpwubNm+nRowempqZcvnyZvHnzaux0qk00/jYrV64ce/fu5c2bNxw5coTjx4/z66+/EhAQgEKhyuajo6ODpaUlDRo0oE2bNjg7O1O0aFGtCS+RtQghGDlyJBERETRu3FjjmOGQyDhWnXlKjzrFqGidF6KC4NxCqNkHClVP1xwnXp7gkNch5jWcR7G8xTSSQxPi/f15M2o00Y8eUfi33zBr3y7b1s4IwX6RCAHV61Zg0KBBbNiwgXHjxnHt2jUMdHX4rXt1ylgas/jEY577h/Nb9+/IYz+LPE+fIrstpB3xV8SiRYswNzdnxYoVKfYpVqwY58+fZ926dYwfPx5/f38qV65MWFgYz549o3fv3on6a/NoWqlUokzBJ+Hy5csMHz5c/fzatWvY2NhgYGCAn58f3bp1QwhBQEAABQoUIDQ0lClTpuDq6kqhQoUAyJcvH0qlEoVCgY6ODhs2bMDQ0JCSJUvi4+ODqanKryThFECWzo1AlqI197CPKJVK4e/vr/ZW+9r4lrym9+3bJwChp6cnPD09NZ5n7mFPUWnWceEX+tFz8PhUIeYVEiLUN13j34W/Eza7bMTEcxOFUqnUWI6MEnn/vnhi11Q8adRYRN69m23rasLjq+/E6qGnRXRErPD19RWmpqYCEL///nuifsfuvhUVZh4THVd7iPeh0eLV4aXiVFMHsXro6Wx9b7OSb9lr+v379yJPnjwCSNfD2tpaxMbGirlz54rBgwcLR0dHERqaNZEIx44dE126dBEFCxYUgLC1tRUODg7q14OCgkSJEiUSrf/gwQNhb28vfv75Z/Hu3TshhBD//POP+Omnn4Sjo6NwcHAQHh4eSdaaNWuWGDFihJgxY4a4ePGi6NSpk5g4caI4c+aMus/AgQPF1q1bs+RaE0jvvSYTIuO/hatXr06hQoUoVqwYxYsXp127dtTOBZ6j2UFoaChmZmaEhISQN521ZL9EQkNDqVSpEm/fvmXmzJnMnTtXo3lefYigxbLzjLYvx5jm5SDgGaypr4oZbjI5zfEKpYJBfw/iddhr9v2wDzOD9GXdyizhHhd5M2YMBmXKUHT1avSssjmuMINcOejFoyu+DFiksp0tXryYKVOmULhwYZ48eZKoDOm/r4MZtO0G+jpy1lR7RcCSCzyq2JfhLk2R6+SuI3dNSOszGh0dzYsXLyhVqhR58uTJAQklvhXSe69p9Km7f/8+tWvXZu7cuQwZMoSyZcsmev3YsWNMnTqVO3fuaDJ9ruRbq77k6OjI27dvKVu2bJIQiIzw64lHWBgbMLhxaVXDP7PBtBDYjErXeFdPV2763WRh44XZpoRDjh7l9fDhGNetS4ltv+d6JQwQ+C4iUenDsWPHUqpUKd6+fZskq913xcz5a2RDzAz1WHA2CNnHig9S4QcJiZxBI0VcuHBhFixYQKFChbC2tsbMLPEXZNu2bZkxYwZnz56lTZs2bNiwgbCwMK0InFN8S9WXHjx4oI4ZdnFx0ShmGODGy0CO3fNlUusKGOrrwIsL8PioqnauXtpzen7wZPXt1ThUdaCudfb8AArcsZO3kyZj1rYtRVc7I9fw2rObwLcR5C/0nyI2MDBg8eLFgGp3/ObNm0T9C5sb4jbMhkLFyiD7eCimlAzFEhI5gkaKuGLFimn2MTU1Zfz48fz++++sWbNGctL6QhBCMG7cOBQKBR07dqRVq1YazzPv6EOqFM5Ll5pFVOX4TkyHonWhatc0x0fGRTL1wlTK5y/PyBojNZIho/L6r3LGb9488g8YQKGFC5Dp6WX5utogPlZBSEBUoh0xQNeuXWncuDFRUVFMmzYtyThjA10621ZGRsKOWFLEEhI5gUaKWP+T2qrh4eEMHz6cTp06MXfuXM6cOUNkZKT6dUtLS7Zu3frF74i/FQ4dOsQ///yDvr4+S5cu1Xiew3ffced1MDPaVUIul8GdXeB3D1ovSFe40pIbS/CL9GNR40Xo6WStQhQKBb5z5hCwZg2WkyZiNeXnXBeelBp+L0JBQIGiJonaZTIZy5cvRyaTsWPHDq5evZpkbBHLvJ8cTUuKWEIiJ9Do2+ZT/y4TExPWrl2Lk5MTTk5O/P7770yfPp1Hjx6p+9SsWTNRTJpE7iQ6OpoJEyYAMHHiRMqUKaPZPHEKfj3+iBaVLLEtUwBiwuDMXNVOuFi9NMef9j7N3id7mVx3cqaSGqQHZWwsPhMmErzHjULz52GRC7LsZBSvW+8xyWdAweJJ033Wrl1bnWFo5MiR6tDCBApbmKqNw5KNWEIiZ9BIEScXd1WjRg0qVarE77//zooVK5IcX5coUUIzCSWyjWXLlvH8+XMKFy6cKQet3y+9xDc0mqltKqkaPFZAdIjKNpwG7yPf43TJiWbFmtGtXDeNZUgPivAIXg8dSvjZsxR1XoV517SPzHMbQinwuuNPmZqWKcZDLlq0CDMzM27evMnGjRsTvWZoaPCfjVjaEUtI5AgaKeI7d+5w8OBBgoKCErWnZgc2zmXpACUS4+Pjw4IFCwCVc4+JiUkaI5InMCKW1Wef0bt+ccpamkDwa7i8GmxGgnnqpyJKoWSmx0x05brMsZ2TpYH28YGBePfvT/S9+xTfvAnT5s2zbK2sxPd5CJEhsZSpVTDFPlZWVsybNw+A6dOnExAQoH5NpqODSLARS85aEhI5gkaK2NfXl65du1KwYEFq1KjBuHHj2L9/P/Hx8dqWTyKbmDJlChEREdja2vLTTz9pPM/KU09AwNjm5VQNp+eAQV5oND7NsTse7ODyu8vMbziffHnyaSxDWsS+8eHVT72J8/OjxI7tGH3BIWlet/wxMtPHunTqoV3Dhg3ju+++IygoKInjllIu2YglJHISjRRxiRIl2LBhA3379iUiIoJVq1bRvXt3zp49S8WKFXFwcGDTpk08ePBA2/JKZAGXLl1i586dyGQyVq1apfFO1Ms/nJ1XvRlpXxYLEwN4cwPuuYH9TDBIvVzh8+DnrLi1gr6V+2JbJOuSz0c/ecKrn35CKJWU/GMXedIRAZBbEUqB1+33qmNpeep/M11dXVxcXADYtGlTYsct2cejaYVkJJaQyAk0UsQVKlTgf//7H1u3buXp06e8e/eO3bt3M2rUKIyMjNi2bRtDhgyhWrVq5M+fn7Zt23Lr1i1tyy6hBZRKJWPGjAHAwcEhUxnSFh57hFXePAywLamqNXxiGlhVU+WUToMlN5ZgZWTF2FpjNV4/LSJv3eJVn77o5M9PyZ070C+WfTmrswK/V6GEB8Wkeiz9KQ0bNmTAgAFAYsct8fFbIDo8NCvElJCQSAONFPHevXsTPbeysqJbt26sXLmSW7duERQUxPHjx5k2bRrVqlXj3Llz+Pv7a0VgCe2ydetWbt68Sd68edU2Yk247PWBUw/9mNKmInn0dOD+PnhzDVrPB7lOqmPd37jj4ePBxDoTMdAx0FiG1Ag7dw5vh/+Rp3x5Smzfhm7B9Cmv3IzXLX8MTfUoVNY83WN+/fXXJI5bCYrY3+9tFkgpISGRFhop4rQceUxNTWndujXz5s3j/PnzBAQESGUPcyHBwcFqe6Gjo6PGJQ6VSsH8Yw+oUcycDtULQVwUnHJS1RkubZfq2DhlHL/d+I06VnVoXjxrHKZC/vqLNyNHYdyoIcU2b0LHNPVj8i8BIQRet95TuqalKk47nVhaWiZx3JLpqMYH+b/PElklJCRSJ1uyFhgZGVG6dOnsWEoiA/zyyy/4+/tTsWJFRo1KX+7n5Dhw24f7PqHMbFdJZV++sgbC3kHLtAtF7H2ylxchL/i57s9Z4iX9wdWVt1OmYta5E0VXrEBukDU77uzG3zuMsA/R6T6W/pRhw4ZRo0YNteOW7GOhh/AgP22LKZFLGDBggPoHWGrs37+fDx8+ZJkcQghOnz6NnV3yP9CFECxYsIAJEybg6OhIv379CAkJ0dr6/fr1Y1AuzBWQbdXVV69enV1LSaSDhw8fqvNJr1ixIlG2tIwQFatgycnHtKlqTZ2S+SHMD9yXQd3BUKBsqmNDYkJwueNCp7KdqGRRSaP1U8N/1SoC1qzFYsgQCo4flzvqjmoJr1v+5DHWo0g58wyPTXDcatiwIZs2baJna1X8dHRI1n0BS+QcT548wc3NDX19fUaPHp2kNkACkZGR/Pjjj9y8eRMLCwuty7Fnzx6OHTtGeHg4r169SrbPmjVrOH/+PCdPngRg4cKF9OvXj7/++ksrMlSpUoXq1dNXAz07ybY8fhUqVMiupSTSQAjB+PHjiY+Pp0OHDrRu3VrjuTa5P+dDRAxT23z0Pj47D+S6YPdzmmPX/buOOEUco2uO1nj9lAg9cZKANWspOGEClhPGf1VKOOFYulSNAhqXLbS1tVU7boVGqNLPxocHaktEiVzEqlWr2LVrF8HBwaxcuTLFfteuXcPIyIgqVapkiRw9evTA1dWV9u3bp9hn8eLF9OvXT/28X79+HDp0KEnREk2ZMmUKbdq00cpc2uTLSairRW7dukXv3r2ZMGECDg4OWXoUkxs5cuQIJ0+eRF9fn2XLlmk8z/uwaNae96KfTUlKWBiD7z24tR2aTgOj/KmOfRnykj8f/cmgaoMoaKRdx6nY1695N3Mmpt9/j8Xg3HcMlVk++EQQ4h9FmVqZK8+Y4LgVHRsDgDJae0eAErkDLy8vChQoQMeOHbG3t2fFihWEhibvHX/x4kVsbW2R51Ce9SdPnuDt7Z3oh0CRIkUwMzPj9OnTOSJTdpFtR9O5hfj4eHr06MHly5cpWLAge/bsYezYsezYsSOnRcsWYmJiGD9elVxj/PjxSWpJZ4Tl/zxBT0fOaPuyqnClk9PBogzU/V+aY5feWIqlkSV9K/fVeP3kEB9zR+uYm1No7i9f1U44Aa9b7zEw0qVohcwlPUlw3Ip33a1qiJMU8deGs7Mzs2fPBsDJyYkmTZrg7OzMjBkz1H1cXV05deoUJ0+epEyZMvTp0wcHBwfs7e2zVVYvLy8A8ubNm6jd1NSUJ0+eADBnzhzu379Pv3790NfX5+7duwQFBeHj48O6detYs2YNCoWCW7du0a9fP9q2bau+xvv37xMXF5foVCC5+cLDwwkMDFSb7hJQKBTMmTMHuVyOiYkJZmZmDB48WCvX/kUqYj8/P/r27cvff/+d5LW3b98yZcoUXr9+TWxsLK1bt2b69OnofSxp988//wBQ8GP4Ss2aNenfvz8bN27UuO7ul8SKFSvw8vKiUKFCiT6MGeWxbxi7r79mRrvKmBvpw+PjqnrDvf6ENKolXX57mXNvzrGkyRLy6ObRWIbkeL9sOdGPHlFy186vwjs6ObxuvadU9QLo6GZ+5zJs2DB279oPgC6RhETGYWb0ZZR/zAqUUVHEPH+e02IAYFC6dKbqYb98+RJzc3Py51edTjVu3JhmzZqxfPlyxo4dq45+GTBgAP3798fCwoIlS5bQuHFjrcifURJSJn+eDtnExISgoCDOnTtH8+bNyZ8/PyNGjGDVqlVMnjwZgPz58xMdHc2qVauwsrLi8OHDzJw5k7Zt2+Lp6YmBgQFdunShVatWakWc1nyjR4+mfPnyajl+++03rK2tGTFiBFeuXKFTp07fpiKOj4/n3LlzDBo0KNmdjr+/P40bN2b06NFs376dmJgY2rdvz7Bhw9i8eTMAL168UCtlAD09PaKjo3nz5g3lypXLtmvJCd6+fcvcuSpP5l9//RXTTCiqBcceUjy/EX0blID4WPh7JpSyg/LfpzouXhnP4uuLqVGwBq1Lam6bTo6wM2cJdHXFatpUDKtV0+rcuYXAtxEE+UZi20Xzk4xP0dXVpXDRIgQDBrJojl24Sq/vG2ll7i+RmOfPedk1a4uNpJeS+/ZimAl7rbOzc5LiLU5OTtjZ2eHi4sKUKVPU7Z6enoSHh1OnTp1k51IoFHTt2pXo6Og01zUzM2P37t0ZlldHRyfRvwnExcURHx/P48ePGTRoENu3b8fGxobOnTsDKr0QFhZG7969sbKyAiAsLEydO93d3Z0BAwawZMmSRAmL0povKioqkRznz5+natWqxMbGUqNGDc6dO5fha0wJrSni1q1bqz3dsoJjx46xZMkSypUrR0hICObm5kn6bNmyBYVCoc4UZWBgwNy5c7GxsWHEiBHUrl07SaGKBIWekt3ka2Lq1KlERETQoEEDevfurfE8F574c/6JP+v61EJfVw5XNkPgc+j+e5q1hvc/3c+z4Gf80e4PrR4bx717x7tp0zCxtyffJ84eXxtet9+jl0eHYpVSt8FnhLwfP0v6shjmr1xPj5Y2Sb4MvxUMSpem5L69aXfMBgwyEfLp7e2NqalpEu/nJk2a0LRpU3777TdGjRql3n16eHhQs2bNFE8FdXR0OHjwoMbypIeEU0qlMnGq1YiICMzMzBg6dCigUqyfnubduXMHuVxOq1at1G3u7u7qHxXDhg0DYPfu3QwfPlzdJ6X5rl69ir6+PpUqJY7kaN68OZMmTcLZ2Znu3buzbt26TF9zAlpTxKdOnWLv3r1065Y1vybbtm2rPu9POF7+HFdXVypXrpzI2aBq1aqAquB97dq1U9wFfm6X+Nq4cuUK27dvB1RelJo6ZCiUggXHHlKvZH5aV7GGyEA4twhq9gXrqqmODYsNw+WOCx1Kd6BqgdT7ZgQRH4/PxEnIjIwovGD+V2kXTkB9LK2nPYcaXV1dUIJMrsAvOIwNGzYk+sL6lpAbGmZqF5pbWL16daId76c4OTnRtGlT1q5dy6RJkwCVMrK1zboc7+mhVClV7XE/Pz91ciGlUklwcLA6D8WHDx949OgRjRr9d2qToHTz5FGZuYQQHDp0iLVr16r7eHp68vDhwyT6Kbn5Dh8+TKtWrZKEdE6cOJH69etz9OhR1qxZQ4UKFTJl3vsUrbrHrVq1inr16rFgwYIU48SyioCAAB49eqT+YyRgZGQEqP5YAKVLl05UJSouLo48efJQpEiR7BM2m/k0n/TAgQOpm4lqQ243XvPIN4wZCck7zi8GZTw0S/uG3Hh3I1HxUYypNUbj9ZPD33k1Uf/+S5Glv6GTzEnJ10KwXyQffCIy7S39Obp6qi+cGHSwtjBn+vTpUkraLxgfHx+MjY1TjAW2s7PDzs6OJUuWqI9fEzymAXbu3Im3t3eiMQqFgk6dOvH999+n+ejZs6dGcpcqVYqyZcvy+PFjddvjx4+Jjo5WO45dvHiRIkWKJKpv7+Hhkciu7eHhQWhoKK1atWLdunWEh4ezZ88emjZtipWVFUuWLFH3TW4+Nzc3OnXqhK+vLzt27CAuLo6qVavy+++/06hRIxYuXMicOXO0Gm2jtR3xggULmDJlClFRURw8eJAhQ4YQGxtLnz596NGjR6bskenh9evXQFL7QsLOL6EGa8uWLVEqlQQEBFCgQAHu3LlD9+7d1Qr7a+T333/n+vXrmJqaZiqfdERMPEv/eULHGoX5rpg5BDyF6xuh2XQwtUp17OvQ12x/uJ0h1YdgbWytsQyfE+5xkQ8bNlBw/HiMatXS2ry5Ea/b79E10KF4Ze0dSwPoGuhDDETLdChdtCD3P6Y+3bRpk1bXkcgeFi1ahLm5OStWrEixT7FixTh//jzr1q1j/Pjx+Pv7U7lyZcLCwnj27FkS05U2j6aVSmWS4+cE+vfvz7Zt29Q7161bt/LDDz+o81C4u7sn2r2CSvE6ODion1+7dg0bGxv09fXx8fHBxMSEmzdv0rx5c3x8fBJt1j6f78OHDzx//pzmzZvj5uZG9+7diYyMJCYmhoYNG6rlv3fvnjr6RBtoTREnHIMYGhrSq1cvevXqxc6dOxk6dChjxoyhc+fODBgwgBYtWmhryURERkam+npwcDCgshvv3buXqVOnYm5uTnR0NBs2bEhxXExMDDExMernX5otOSQkRJ1Pevbs2Vhba64E15/3IiQqjsmtPyZn+XsWmBaGBiPTHLvs5jIs8lgwoMoAjdf/nLj373k7ZQrGtrZYDEo7ZOpLx+uWPyWrWqCrr137rZ6eKu1nrEyH0oVVIVGbN29m0KBBNGjQQKtrSWQt/v7+bNq0KV1OVaBKoDFq1CimTZvGypUrKVy4MBMnTswS2Y4fP86mTZtwd3fH39+fhg0bUrFiRbUjLaj0yNSpU9UZwN69e4erq6v69Tdv3tClSxf18+DgYAwNDRPtiNu2bcuxY8dwdHRU24H79+/P7t27iYuLS1SP+/P5LCws6NKlC+vWraNmzZrq78uff/6ZrVu3oq+vT1BQEH379lWbPbWC0BITJ04UQggRFBQkVq9eLb777jshl8uFXC4XzZo1Exs2bBCTJk0S9erVE9u2bcvUWiVLlhQlS5ZM1HbhwgUBiG7duiXpDwgrKyuN1nJ0dBRAkkdISIhG82U3EydOFIAoX768iImJ0Xiet8GRosLMY2LR8YeqBq+zQjjmFeLe3jTHXnt3TVR1rSoOex3WeP3PUcbHi5f9B4jHjRqJuIAArc2bWwl+HylWDz0tnt7w0/rcL50WidVDT4stczqIn2f+LAYMHCgAUatWLREfH6/19bKakJCQVD+jUVFR4sGDByIqKiqbJZP41kjvvaY1G/Hq1atp06YNhQsXZvTo0cTExDBv3jxevnzJmTNnGDx4MEuWLOHcuXPcuHGDhQsXamtpgDSPljU9ep42bRohISHqR8IR+JfA48eP1TFzmcknDfDbyScY6+syomkZUCrg5AwoWg+qdEl1nEKpYPH1xVQvUJ22pdpqvP7nBKxfT+TVqxRZ8hu6WZAXN7fhdfs9unpyilfR7rE0gFxPdTAWLc+DuTKESTN/wdzcnFu3brF+/XqtrychIZEYrSni2NhYrly5Qv/+/bl8+TIPHz5k2rRpFPus+HpcXBwDBw7kxIkT2loaQO1sJT7Gjn1O4cKFNZrXwMCAvHnzJnp8KSTkk27Xrl2m8qve9wlh/+03jGtZHtM8enB7B/jdh+8XphmudMjrEI8CHzG57mTkMu3cbhHXrhGw2oUCI0Zg3KC+VubM7Xjd8qd4VQv082g/9D9BEcfq5MFCFkqU3EhdqWfmzJnfXApYCYnsRmuKuGTJkvj6+rJ27Vrq10/5y7FHjx7Url1bne1FW1hbW1OuXLkktpGE5ymV3UovLi4uVK5cOVMex9nJ0aNHOX78OHp6eixfvlzjeYQQzD/6kDIFTehVtxjEhMGZeVCtOxRNPvg/gYi4CFbeWkmbUm2oYVlDYxk+JT4wkLeTJmNUpw4FRnwbITahH6J4/zJUo5KH6UGWoIh181BAFsLroEiGDh1KtWrVCAoKwtHRMUvWlZCQUKE1RTx48GAM0lHrdcKECYwbN46lS5dqa2k1Xbp04fHjx4l2xQmu8J8a5DVh5MiRPHjwgOvXr2dqnuwgNjZW7dE3bty4TGUMO/3wPZeff2B624ro6shVJQ5jQqF52l/Om+5tIjwunPG1tONdKJRK3k6ZioiLo/CSJci+kaQTz2/7o6Mrp2TVAlkyv1xfpYjjdfQppBuG94codHV11WaNtWvXcu/evSxZW0JCQouK+FNPtNRo1aoVS5cuVQdoa0JK7u/Tp09HV1dXbdeKi4tjxowZdOvWLVFqs6+dlStX8vTpU6ysrJg5c6bG88QplCw4/hDbMhY0q2AJQa/gsgvYjgbzYqmO9Qn3YZvnNvpX6U8hk0Iay/ApgVu2EOHuTuHFv6Jnpd1Y2tyKEILHV30pVjk/+oZZk5FWfTQt08NaHsbrIFUEQrNmzejatStKpZJx48alaPaRkJDIHFpTxM+TSZS+YMECfv31V27evJnp+a9evUrjxo2pWrUq3t7eeHt7U7lyZRo1aqRO1pE3b16OHj3KkSNHaNCgAW3atKFGjRrfTGUlgHfv3vHLL78AqnjCzNi0/7jmzYuAiP+Sd5yeA4bm0HBcmmOX31yOmYEZ/6uqnbCiyFu3eb98BRaDB2GSQ0npc4Lnt/0JeB1OjRap//DJDHJ9Ve71OJku+QnhdeB/oYC//fYbBgYGnDlzJstTHEpIfKto7Sf2wIEDOX/+fKK2xo0bExMTwx9//MH+/fuZP3++xvPXr19frXBTo3Tp0hw5ckTjdb50pk2bRnh4OPXq1UtUYDujhEbHseLUU7rWKkqVwmbw+hrc3wc/rAYDk1TH3n5/m5MvTzK34VyM9DKfKEURHIzPpIkYVqtGwTHazcqVm1EqBVcPPad45fwUKZ+5koepIf9YBCUOOaaKYHwCI9SvlSxZksmTJzNv3jwmTpxImzZtkmSvk5CQyBxa2xEnd2zVuHFjWrRowW+//cbRo0e1tVSO8CU4a129epXff/8dyFw+aQDn00+JilUwqVUFUCrhxDSwrgY1fkp1nFIo+fXar1TKX4kfyvyg8foJCCF4O2MmyohIiixbikzv2ynR9/iKL0G+kdTvqLkZJz3I9fVAKIkTMuQoiAwNIE7xn+ln6tSpFClShBcvXrBs2bIslUVC4ltE4x3xhQsXEu2AX79+zbx589QKWSaTIYRAoVBw9erVRPmdv0RGjhzJyJEjCQ0NxczMLKfFScKn+aT79++fqud6Wnj5h7P14kvGtSiHtVkeuOsGPjeg/xGQp+4gdeT5ETw/eOL6vatWwpWCtu8g/PRpiq5xQU/DELQvEUWckutHXlCmZkEsS2RtyJxMTw+ZUKBQqJ7nJ4S3wVGUsFBV5jE2Nmbx4sX07t2bBQsW0L9//686N7uERHajsSLOmzcvMpmM06dPqxXy7Nmzk+1brFgxdu3apelSEulg+/btXLt2DRMTk0wnS5l75AHWZnkY1Lg0xEXBKSeo2B5KpW6bjYyLZOXNlbQs0ZLaVpl3jou6dx+/JUvI378fph+Tvn8reHq8JTwomvajvsvytVSKWKD4uAsuIAvFOzBSrYgBevXqhYuLC5cuXWLq1KnqSl4SEhKZR+MtS40aNZg5cyZnz55l+vTp1K1bl5cvXyZ5vHnzhlevXqkTZkton7CwMKZOnQrArFmzKFRIcy/ls4/ec+6xPzPbVSKPng5cXg3hftDylzTHbvXcSlBMEBNqT9B4/QQUYWH4TJhAngoVsMyi3Le5lbgYBTeOv6RCfWvyFzZOe0Bm0dNDJpQo41WnWQVlIbwOTFwUXSaTsWrVKmQyGTt27ODy5ctZL5eExDeCVmzEU6ZMoW3bthQvXjzJIyGj1aeFE75EcrONeN68efj6+lK2bFnGjh2r8Tyx8UrmHnmAbRkLVa3hMF9wXw71hoBFmVTH+kb44nrflX6V+1HUtKjGMoDKLvxu9mwUQUEqu3AmUnN+idw9+5qYiDjqti+VLevJdHWRoUQoFKCjT2nDKHUI06fUrl2bgQMHAjB27NgUK+hI5D4GDBigzpaWGvv378/STGpCCE6fPp3pBEsp0a9fPwYNGpQlc2clWlHEpqamaWbfsbe3/6LtxLk1oceTJ0/UmbNWrFiRrqQqKeF66QUvP0Tg2KGKKlzpzFzQNQC7yWmOXXFrBUZ6RgyqlvkPQfAeN8KOn6DQ3F/QL1480/N9ScRExnH7b2+qNCpM3gKG2bKmTE8fhBJlvBKFsSUl8oQnCmH6lAULFmBqasr169fVjoESuZsnT57g5ubG0qVLCQkJSbFfZGQkP/74I2/fvs0SOfbs2cPAgQNZu3ZtltWrr1KlCl27ds2SubMSjWzEGzZs4N69ezg7OwPw/v37VBN6KJVK/v33X3R1syYhwbfMhAkTiIuLo02bNrRr107jefzDYlh1+hl9GpSggrUpvLsLt3dCm8VgmHrozL/+/3L0+VGcbJww0U89tCktoh8/xm/BAsx/7EneTOTH/lK5/Y83ijgltduWzLY1E2zEOko50cYWFI6O4HVQVLJ9raysmD17NpMnT2batGl07dr1i8q//i2yatUqdu3aRadOnVi5cmWKvjzXrl3DyMiIKlWqZIkcPXr0oEePHri6unLjxo0sWSOhHO+Xhkaacfbs2fj7+zN79mwKFiyIkZERW7duTXWMLI3iABIZ5/jx4xw9ehRdXd1M5ZMGWHLyEbo6Mia0LA9CwImpUKA81BmY6jghBIuvL6ZCvgp0KtspUzIoIyLwGT8B/ZIlsfpo8/6WiAyN5d8zb6huXxRjM81PNjKK7KONWEcpJ9LYAsuYEN6ksCMGGDNmDBs2bODp06fMmzePxYsXZ5usEhnDy8uLAgUK0LFjR+zt7VmxYgXjxo1L9sfTxYsXsbW1zVTYo4RmaKSIV69ezcuXLylYUJWE3sTEhNKlS3P79m1MTU2T9FcqlVSvXh0hhKSQtURsbCzjxo0DVPa6ChUqaDzX3TfBuN18wy8/VMHcSB88D8Cri9BnH+ikHrd7/MVx7vrfZXOrzeikEdqUFr5z5xHn60upvW7Iv8GkETePv0Qul1GzVYlsXVemp4cMJTpKGVGG5pgLLz5ExBIRE4+xQdKvCH19fZYvX0779u1ZsWIFgwYNonz58tkqs0T6cHZ2Vu+AnZycaNKkCc7OzsyYMUPdx9XVlVOnTnHy5EnKlClDnz59cHBwwD4HIhXmzJnD/fv36devH/r6+ty9e5egoCB8fHxYt24da9asQaFQcOvWLfr160fbtm3V13D//n3i4uLUOdJTmi88PJzAwED1iW5uQCNF3K1btyRt69atS1YJA8jlcmbNmvVFK2IXFxdcXFxQJARb5jDOzs48efIES0tLZs2apfE8QgicDnlSwcqUXvWKq8KV/p4F5dtA2Rapjo2Kj2L5reXYF7OnXqF6GssAEPr334QcPEihRQsxyEQe8i+V0A9R3Hf3oW7bUuQxzt6kJTJ9Pfh4NB1pmBeruEAAXgdFUtE6+WPnhNKax48fZ8KECV9NNru4WAXBvimfBmQn5tZG6Olr/uP25cuXmJubqyvdNW7cmGbNmrF8+XLGjh2LiYnKjDRgwAD69++PhYUFS5YsoXEOpZA9d+4czZs3J3/+/IwYMYJVq1YxebLKPyV//vxER0ezatUqrKysOHz4MDNnzqRt27Z4enpiYGBAly5daNWqlVoRpzXf6NGjc80PSK0ZbVu0SP1Lu2fPntpaKkfITQk9fH19mTNnDgALFy7MlDx/3XnLLe9gdg2ur6qu5OGs8pbu91eaY7d5biMgKoCJdTIXXqQIj8Bv/gJMmjXDrGPHTM31pXLj6EsMDHWpbp85j3NNUB9NCzlRBqboxai8Zl8HRqWoiAGWL1/OP//8oy65mZma17mFYN9I9izIHQ6ZPabXpWDx5Dc36cHZ2Znp06cnanNycsLOzg4XF5dE9lRPT0/Cw8OpUyf50qYKhYKuXbsmKTObHGZmZuzevTvD8j5+/JhBgwaxfft2bGxs6Ny5MwDx8fGEhYXRu3dvrKysAFXIZkLyKHd3dwYMGMCSJUsSFfdJa76oqOT9IHICrSniRYsWERcXB8CMGTO4cOECI0eO5N27d7Rq1QpXV1cpR62WmD59OmFhYdSpU4cBAwZoPE9ETDwLjz+kTVVrbMsUgJA3qjKHDYanGa70PvI9m+9vpnfF3hTPmznP5gBnZxShoVjPnPHFnphkhiDfCB5dfkfDbuXQz5P9Do0JiliulBFlYIw8LhJz3dgUPacTqFChAmPHjmXp0qWMGzeO5s2bo/+Fh5qZWxvRY3ruCFE0t9Y8T7u3tzempqZYWFgkam/SpAlNmzblt99+Y9SoURgbq+LUPTw8qFmzJoaGyXvq6+joZHnRj6FDhwIqxfrp0fmdO3eQy+W0atVK3ebu7q7+0TBs2DAAdu/ezfDhw9Oc7+rVq+jr61OpUqWsu5gMorVPvaenJ2FhYQwdOpS3b9/SuXNnLC0tcXFx4d9//2X06NFs3LhRW8t9s1y/fl3tGOfs7Jwpx4q157wIioxjetuPN+QpJ1VBhyZphyutvLWSPDp5GPLdEI3XB4h+8IDA7duxnDAevW80beK1wy8wNjegSpOcSeGpthELOZF6qh/LVcxik40l/pxZs2axfft2njx5wurVq5kwIfPJXHISPX2dTO1CcwurV69O0YPYycmJpk2bsnbtWiZNmgSolJWtrW12ipgsHz584NGjRzRq1EjdlqB0EzZyQggOHTrE2rVr1X08PT15+PBhErNpcvMdPnyYVq1a5aofjVpzj/Px8cHNzY02bdrw559/EhoairOzM7169WLhwoVSYXEt8Gk+6b59+9KgQQON5/L+EMkG9+cMbVKaYvmNwPsK3HOD5rMhT+rhKJ4fPDnkdYiRNUaSV1/z0BWhUPDOaQ4GZUqTv39/jef5kvH3DuPZzffUbV8KXb3MObtpikxXF5kQqh3xR0Vc0TQ6SXat5DAzM2PBggWAyjHG398/S2WVSBsfHx+MjY2T7IYTsLOzw87OjiVLlqiPZxM8pgF27tyJt7d3ojEKhYJOnTrx/fffp/nIjBny4sWLFClShBIl/nNY9PDwSGS39vDwIDQ0lFatWrFu3TrCw8PZs2cPTZs2xcrKiiVLlqQ6n5ubG506dcLX1zfXlMjV2o44PDwcvY+VcS5evIiurq46e4pMJkNHJ2e+ZL4mdu7cyZUrVzA2NmbRokWZmmvBsYfkN9JneNMyqupKx6dAoe+gRu9UxwkhWHxtMWXNy9K1fOYC54Pd3Ii+e5cSO3d8U1WVPuXqoeeYWRpSsYF1jskg01NVX9IVOkTqqL4SShtFcjGNo+kEBg4ciIuLC7dv32bu3LmsWrUqK8WVSINFixZhbm7OihUrUuxTrFgxzp8/z7p16xg/fjz+/v5UrlyZsLAwnj17Ru/eib8HtHk0rVQqU8zK5u7unmj3CirF6+DgoH5+7do1bGxs0NfXx8fHBxMTE27evEnz5s3x8fFJZAL9fL4PHz7w/PlzmjdvjpubG927d9fKNWUWrSliXV1dfH19CQ8P58yZM9jY2KizPN28eTPRLxKJjBMWFqY+apo5c6Y6dagmXHoWwAlPX1b+WAMjfV1V4o53d2DgiTSrK/396m9uvb/F+pbr0ZVrfvvEBwTwfukyzLp2wah25gtEfIm8fRrMq/sfaDWoCnKdnIvdTLAR66JLlFwHkFFMPwLvwMh0RTrI5XKWLFlCixYtWLduHWPHjqVMmdR9DCSyBn9/fzZt2pQupyqAxYsXM2rUKKZNm8bKlSspXLgwE7Mot/vx48fZtGkT7u7u+Pv707BhQypWrMjmzZvVfd68eUOXLl3Uz4ODgzE0NEy0I27bti3Hjh3D0dFRbQfu378/u3fvJi4uLlFyqc/ns7CwoEuXLqxbt46aNWtibZ1zP4ATIbTEX3/9JUxNTYWJiYkwMTERd+/eFUIIMWHCBGFmZiYmTJigraVyhNWrV4tKlSqJ8uXLC0CEhIRk6/pTp04VgChTpoyIjo7WeJ64eIVotey86LrmolAqlUJEhQixuKwQbgPTHBsdHy1a720tRpwaofH6CbyZNFk8rt9AxAUGZnquL5GYqDixfeYlsWfBNaFUKHNUFmVsrPj9py1i0ZiFYs3tNUL8Wko83jNblJhyRASEpf9ea926tQBEz549s1DatAkJCUn1MxoVFSUePHggoqKislkyiW+N9N5rWvsZ/sMPP3Dnzh22bNnCixcvqFatGqBKFL9q1aoU3eK/FHIy1/SzZ8/UBdmXL1+eqXzSu6558+R92H/5pN2XQkwYtJiT5tjtD7bjF+GX6XCliMuXCT18GMvJk9HNl3r6zK8RIQTndj4mMjSWlg5VkMlz2FP8o41YF10i4yPB2JL8qHISp5TqMjl+/fVXZDIZu3fvznU52SUkcjNaPQ8rXbo03bt3p0CBAuq2n376iX79+hEZGflFF33ISSZMmEBsbCytW7emffv2Gs8TFBHL0r+f0KN2MaoVNYMPXnBlDTQaB+bFUh0bEBXAxrsb6VmxJ6XNNE+4oYyNxXfOLxjWqY1Z504az/Ml8/DSO55e96NpnwqYW2keoqItZDIZMgS6Qoeo+CgwLkBeRRBAmiFMn/Ldd9/Rt29fAH7++Wd1nKeEhETqZJthauXKlZLDlgacPHmSw4cPo6ury4oVKzIVZ7vsnycolYLJ339Mh/n3LDC2BNsxaY5dfXs1unJdhn83PM2+qfFh0yZi37yhkKMjsm8wp23g2wjc/3xCpYaFKF83l9inAJlMoCN0iIyLBBNL9KM/oKcjIzgyNkPzzJ07FwMDA86dO8fx48ezSFoJia8LrX0T3rt3jyZNmmBoaIiuri66urro6OioH56ent9ksobMEBcXp84nPXr0aCpWrKjxXI98Q9l59RVjW5SjgIkBeJ2Bx0eh1S+gn/qu7FHgI/Y/3c+IGiMwM9A8i1fsq1d8WLcei4EDMShXTuN5vlTiYhWc3HQf0wKGNO6ZO1LrJSADdJB/3BEXhAh/DPV0iIzNWErX4sWLq0PspkyZkmtSwkpI5Ga05jU9cOBAAgMD6dmz5//bu+/4KIr+geOfvbskdwmBACGGHooIoROK9K6AKA/1Bwo82GnSWwSRKh0BASmCWABFUWnSTXgQlN4h9CYQEiCVtCvz++PISSiXZHPhcmHerxcvzd7uzCxZ8s3szHwnTcBVFAWz2cxPP/3kqKqeG/PnzycsLIxChQo9deuyjBBCMH79aQJ8vehZNwDMJtgSDCXqQsUO6V47/cB0AvIF0OWlLllqQ/iEiegKFcK3b9Z61a7qzzXniY1MpFNwzSzlEM4OigIaoX0wRlzUGojdMx+IAYKDg/nqq684efIk3377LW+/bX8HL0l63jksEN+5c4eLFy8+9fXzhQsXMBqNtrXGkn0RERGMGzcOsG7G7uPjo7qsLSfD+evSXb5+uxbuOg3s+woiz8IHodafwHb8cf0PDoQfYEHzBbhp1H/v4jZv5v6ePRRb9CWap6TRy83OH7jN6T9v0rR7eQoWydqezdnBGogf9IgLFIKEe+TxUkgyZj4Q58+fn9GjRzNs2DA++eQT/u///g9PT+ePhUtSTuWwV9M1atSwOwb8+eefu/QY8YIFCwgMDKRWrWeTh/bjjz8mNjaWoKCgLPUokoxmJv9+hqYvFaLpS36QcA9CJkP17lCkmt1rU8wpzDo4i/pF6tOwqPodWcxxcYRPmYJ3y5Z4N2miuhxXFR2RQMjKMF6s9QIV6hd2dnOeSFFAk/pqOo8fIPDX3VfVIwbrKoOSJUty48aNNJmOchI5mUzKbhl9xhwWiKtVq2Y329OQIUNcerzoWS5fOnToEMuXLwdg3rx5WfoFZun/LnE7NolP2gZaD4ROAYvZmsoyHavDVnMz/ibDag7L0vh+5Jy5iPsJvDD64/RPzmXMRgvbvjqFwdudJm++lGPnSdheTRsTrGPEgL82VnUg1uv1tgA8depUrl696rC2ZlXqW7mEhJyx3aGUe92/fx9FUdJ9E+yQV9Op20rNnz+f77//npo1a6YJHkIIDh8+LF9LZ4AQggEDBiCE4K233spSIvZbMYksDL3I2/VLUbpQHrh9Gg4sgxbjHvR6nu5e0j0WHVtEp3KdKJu/rOo2JJ44SdSqVfiNHIFbTsli8wz99etF7t6Mp9OImrgbnv3OShmlKKCg/DtZC/DTxnLVqH7JYadOnWjcuDG7du1i+PDhrFmzxlHNzRKtVouPjw8REREAeHp65thfkCTXI4TAZDIRGxtLbGwsPj4+6XamHPKTQaPRMGvWLABOnz7N6dOnHztHPugZs2rVKvbu3YuXlxfTpk3LUllTN4fh5aGlf7OyIARsGQX5A6BO73SvnX9kPoqi0K9aP9X1C7OZ8HHj8HjpJQp07666HFd1+Vgkx/64ToMuL+b4HX0UBRSheTBZyxqICykxnFHZI7aWqTBv3jyqV6/OTz/9RGhoKE1yyNBEamrD1GAsSY6m1WopXLhwhvaLd1ggDggI4OjRo+TN++TdeCpXrpyhvLXPs/j4eEaMGAFYx4iLZmFbwINX7rHu6E2md6xCXr0bhG2Cy7ug24+gs7/9V9i9MH4+9zMjao0gv1595quo1T+QdPo0AatXoehybm8wO8TdS2LnN2coVdWXKk2LObs56dJoAGHtEQs3A4p7Hgqg/tV0qipVqtC7d28WLlzIgAEDOHz4MLoc8CwoikLhwoXx8/Oz7aMuSY6Sunw3o/HOYf8iPvvss6cGYYChQ4diNptzxD/CnGrKlCncvHmT0qVLZ2lfV7NFMG7DKSoXzUenoGJgSoatH0OZ5lDuVbvXCiGYtn8aAfkC+L/y6rczM96OIPLzz/Hp0gVDtWqqy3FFFrOF7ctO4eahpVnPCi7xy6c1u5YGi7CQYknBw8sXHxFDYhYDMcCECRNYvXo1J06cYMmSJfTt29cBLXaM1DwHkuRMDpus1bVrV5YuXUrVqlWp9tAP3s6dO7Nx40Z69eolg7AdFy9eZObMmQDMmjUrzVZemfXzoeucvBHLuDcC0WgUaxrL6OvQakq6y5W2X93OwdsHGVlrZJaWK0VMm4ri4YHfkMGqy3BV+zdcJvxyLK+8Vwm9l2vMi1Ae9IgB24QtH0s0iSqWLz2qYMGCTJo0CYBPPvmEu3fvZrlMScpNHBaIlyxZQv/+/SlQoECaKds//vgjFy5cYMGCBY6qKlcaOnQoKSkptGzZknbt2qkuJzbJyIytZ/lPtSIElSwAceHwv5lQ+wMo9JLda5NMScw6OIvGxRpTv2h91W2I3/0nsb9v5oVRI9FmYHwkN7l++h6Htl6lzhulKFzGde5d0SgoDwKxdcKWH3nN0Q7pEQN88MEHVK5cmXv37mUpOY0k5UYODcQ7duwgJCSEggUL/luBRsOgQYPYsmWLo6rKdbZv3866devQarVZzic9b8d57iebGdW6gvXAzgmgdYcmI9O99ptT3xCRGMGwmsNU129JSiJ84kQ869Qh7+uvqy7HFUWF32frVycpUaEANV5xrf23NYqCNdFlao/YlzymeySkOGajFp1Ox7x58wBYtGgRx48fd0i5kpQbOCwQu7u72zZvfjSQGI1GDh486KiqchWj0cjAgQMB6N+/P4GBgarLuhgZz4q9V+jXtAz++fRw4xAcXQnNRoPB/qSr8PvhLDu5jO4VuhOQL0B1G+4uWYLp1i38P/3UJcZGHSUhNoWN84/hmc+DV97LAVsbZpKiURAP94jz+OFpisryZK2HNWnShM6dO2OxWGxL9CRJcmAg9vDw4MKFC0/8bMKECVkKMDlBdmXWWrhwIWfOnMHX19eW0lKtiRtPU9hHz3sNS1uXK20eBX4VoUavdK+dc3gOBp2BD6p8oLr+5EuXuLP0Kwq+/x4epUupLsfVGFPMbFp4HFOKhbb9q+Dh6Rrjwg9TtMq/Y8QPljAZUu6SbDJjtjguYM6YMQODwcCuXbtk/nlJesBhgXjAgAHUr1+foUOH8s8//zB37lxGjx5NrVq1mDJlCp988omjqnKK7MisFRkZyaeffgrA5MmTs5RP+o+w24SejWR0m0D0blo48TP8s986QUtrf5Lc0YijbLq0iYE1BuLtrm69qxCC8PETcCtcmIIfqA/mrsZiEWxfdop7N+N5rV8V8hZ0zTzaGs2/r6ZTk3poLUa8SXTIhK1UJUuWZNSoUQAMGzZMZreSJBy4fKl9+/bcunWL4OBg4uLiGDJkCEIISpUqxZYtW3LMQv6cZMyYMcTExFC9enXeffdd1eWkmCxM3HiGemUK8mrFFyDlPmwfCxVeh9KN7V5rERam7p9KhQIVaFcmC5PENmwgYd8+ii9diiYLM75dzZ6fz3Pl+B3a9KmCX8mnL9/L6RSthtQ3xQ9n1/JVrEuY8ng4bsXD8OHDWb58OVevXmXatGmMHz/eYWVLkity6M7sffv25eLFi6xZs4Zp06bx448/cvLkSVq0aOHIanKFw4cPs3TpUiDr+aRX7L3MtXsJfPp6Reu47J9zIOEutJyY7rXrL67n1N1TjKo9Cq1GXRvMMTHcnjYd79atyNOwgaoyXNGxndc5/sc/NPy/cgRU8XV2c7JE0SiIhydrPUiBWhDHrCV+mMFgsGXimzZtGpcvX3Zo+ZLkahwaiAF8fX3p1KkTw4YNo3PnzhgebHm3detWR1flsh7OJ92tWzcaNFAfvCLikpi38wLd65TgJX9viLoKe+dBvf5QwP44bXxKPHMOzaF1QGtqvFBDfRs+/xyRlMQLo4JVl+FqLh2N5M+fz1OtZQkqN8n5mbPSkzpZy6AzPNIjjiUhC/mmn6ZDhw40a9aM5ORkhg1TP0tfknIDhwfiJ0kNPJLVDz/8wJ49e/D09GT69OlZKmvm1rPotAqDW5azHtg+FvQ+0CD9zFxLTyzlvvE+g4PUJ91IPHqU6B/XUGjQINxesL+RRG5x+3Is25edokx1P+q1L+Ps5jiERqtBAAadwTpZS++DQCG/EufQmdOpFEVh7ty5aLVafvnlF3bs2OHwOiTJVWR64CciIoK6detm6pr79+8TGRmZ2apypfv37zN8+HAAgoODKVZMfW/q+D/R/HToHya8UREfT3e48iec/g3aLwYP+5vPX4u9xnenv+O9yu9ROI+6PXKFycStcePRBwaS/81uqspwNTGRiWxaeAzf4t60eLuCyy1TehpFq0HwUI9Yo0Ho9OiNKQ5/NZ2qUqVK9OvXj3nz5tG3b1+OHz+epYxykuSqMt0jLlCgAJcvX8bf35+XXnrJ9qdUqVJcv36dEiVKULJkyTR/EhISqFSpUna03+VMnTqVGzduEBAQwNChQ1WXI4Rg3PpTvPSCN91ql7DuMbx5FBStCZW7pHv9zIMzKaAvwNuV3lbdhnvff0/y2bP4jxuH8hzk6026b2Tj/GO4G3S06VsZnVvuuWeNVgMPAnGC8cFMZjcDeozZ0iNONWHCBPz9/Tl//nyWdxuTJFeV6R6xTqejatWq7NmzJ83xKVOm8MEHH9Cly+NB4LfffpOvnoDLly/bNkufNWuWbfxcjXVHb3L4WjSr3q+DTquBg1/D7RPw3s4HW+k83d6bewm5HsL0RtMx6NS1wXjrFpHzviD/m29iqJz7f8kyGc38/uVxkuKNdBwZhCGP/R2sXI2i1SIAT52ntUcMoNOjV1Icll3rSfLly8ecOXPo2rUrn332GW+++SYvvvhittUnSTmRqjHiJy3E37Vr1xODMMB//vMfjhw5oqaqXGXo0KEkJyfTvHlz2rdvr7qc+8kmpmw+Q+tK/tQr4wuJ0fDHRKjSFYrVtHutyWJi+v7pVPerTquAVqrbcPuzKWi8PCk0aKDqMlyFsAj++OYMEVfiaNO3Cj5+ns5uksNpUl9NuxlsgVhxM+BBCkkOXEf8JF26dOHVV18lJSWFPn36yIxb0nNHVSAuW7bsY8fCw8PtXpOSkqKmqlxj586d/Prrr2i1WubOnZul9I9fhl4kKsHIx20e5JP+3wwwJkGLT9O9ds3ZNVyKucTI2iNVtyEuJIS47dvxDw5G652zN7x3hL/XXeL8oQhavB3oUhs5ZIbmoTHiBJP11bTiZsBbk5Ktr6bBOnFrwYIFeHh4sHPnTlatWpWt9UlSTuOwWdMvvPACc+bMeeJnX3/9NW5urpf2z1FMJpMtn3Tfvn2pWLGi6rKu3U1gye5LfNioNMULeMKd87BvETQcAnmL2L02OimaBUcX0P7F9lQsqK4NlsREbk+ajFf9+ni3bq2qDFdyavcNDm+9Sr0OZSkblHtnhSs6DULR4KUxpHk17aU1ZXsgBihTpgxjxowBYMiQIURFRWV7nZKUUzgsXc7EiRNp0KABy5cvp0aNGuTPn5/o6GiOHz/O0aNHWbdunaOqcjlffvklp06domDBglnOIjT599MU8HSnT5MHy2a2fmwNwHX7p3vtgqMLMAszH1X/SHX9d75chCkykhLLl+X6TR2unrzLrtXnqNy4KNVaFHd2c7KVRqtBKOCFe5rJWp6KMdtmTT9q+PDhrFy5krCwMEaPHs3ChQufSb2S5GwO6xHXrl2bdevWERsby7fffsvcuXP55ptvuHbtGj///DNt27Z1VFUuJS4uzpZPetKkSeTPb38XJHv2XLjD1lO3CW5THk93HZzbBue3wSuTwc3+so/zUef56dxP9K7SG1+DuixQyefPc3f5cgr2/hD3kq61zV9mXToayebFJyhZqSAN/q9crv+lQ9FpQdHgiUeaHrGnJntnTT/Mw8PDFnwXL14st0qUnhsOTejRunVrzp8/z+HDh1m1ahU7d+4kPDw8SxOTcgq1uy95e3uzdu1a3nzzTd5//33V9ZvMFiZsOE3Nkvl5o2oRMKVYe8MBDa05pe0QQjDtwDSKeRfjrQpvqapfCMGt8eNxL1aMgu+9p6oMV3HyfzfYsvgEAZUL8ur7FR9siJC7aXRaBApeykOB2E2Pp5JCYjZk1nqapk2b0rFjRywWC4MHD5YTt6TngsMza7m5uVGtWjW6du1K06ZNs5RDOSfJyu5LTZs2ZeXKlVn6u1i57xrnIuL+zSd9YCncuwitpkI6vbWQ6yHsu7WP4TWH46ZVN1Yf8+tvJB48hP+nY9G4566lO6mEEPy97iK7Vp2lcpNivPpepVy1VtgejU6LULR4CjfbZC10BvTKs+sRp5oxYwYeHh788ccfrF+//pnWLUnO8ExSXEpZE3U/hdnbz9ElqDiVi+WD+EgInQZBb4O//TW8KeYUZhyYQf0i9WlUrJGq+k1RUURMn07e11/HK5NZ1VyF2Wzhj2/OcGizdWJWgy4v5pqsWRlhDcQKnriTaPy3R6wn+zJrPU2pUqUYMsSaojV1yZ8k5WYyELuA2dvPYbEIhrd6yXogZJJ169imo9O99rvT33Hr/i1G1BqhepwzYtYshNnMCyNHqLo+p0tJMvH7guOcO3Cblu8EUv2VErl+TPhRmgdjxHqLGymWFEwWE+is64gduR9xRgUHB+Pv78/FixeZN2/eM69fkp4lGYhzuDO3Ylm57yoDW7yIbx4PuHUcDn0DTT4Gr4J2r41MiGTJ8SV0K9+N0j6lVdWfcOgQMT+vxW/oEHS+rr3V35Pcj0nmt9lHuHUphrYfVaVcbX9nN8kplAev4A3COnSRaEoENz0eZP864ifx9vZmypQpgHVFxu3bt595GyTpWZGBOAcTQjBhw2kCfL3oWTcAhIAto8C3HNR6N93r5x6ei7vWnd5Ve6ur32gkfNx49FWr4POUrGmuLPp2Ar/MOMT9mGQ6DKtB8fIFnN0kp9HorCsZPR4E4gRjAugMuItkpwRigJ49exIUFERcXJxtjbEk5UZZDsRCCG7dupXm2LJlyxg7dizfffcdf//9N3fv3s1qNc+lLSfD+evSXT5pG4i7TgOn18HVPdDqM0hn0tXJOydZd3EdH1X/iHwe6rJB3fv2W5IvXqTwuHEo6eSvdjXhl2JYO/0QWp2GjiOC8C2W+zOE2aN50CN2N1v/a+0RG3CzpJCYjbmm7bZJo2Hu3LmA9WeKTJMr5Vaqfrp27tyZevXqUapUKapVq8aIEWnHDtu1a0ejRo24ceMGPXr0wM/PjwIFnt/ehhpJRjOTNp2hWXk/mr7kB8ZE2PYJlGsFZVvYvVYIwZT9UyiXvxwdX+yoqn7jzZtEzl9AgR490FeooKqMnOry8Tus+/wI+f096TA8iLwF1W++kVuk7p7lIaw9Y1sgdmKPGKB+/fp069bNtqe5XM4k5UaqAvHatWspXrw4e/fu5dixY3z33XdpPvf19aVFixaMGjWK48eP061bN2JiYhzS4OfF0v9dIiIuiTGvPQiCe+dD3C1r8o50bLq8ieORxxlZayRajbrlN7enTkObJw++H6nPwpUTndp9g81fHqdExYK8MbAaeq/nN/XqwzQPUtCm9ogTTAmg06OzJJNkNDqzaUybNg2DwcCff/7JmjVrnNoWScoOqgJx3rx5+eabbyhcOP0N5Q0GA1OmTHnuZqFmxa2YRBaGXuTt+qUoXSgPxNyAP2fDy73B9/ENNx6WYEzg84Of07JkS2oXrq2q/vt79xK3bRt+I0agzeOlqoycRgjBvg2XCF15lkqNivLqB5XQuT8fa4Qz4mmvpgEsKUlOaxdA8eLFCQ4OBqxpMBMSEpzaHklyNFWBuEyZMuj1/6ZUrFu3LmXKlLH9KV++PE2aNLF9Xrx4capUqZLlxj4vpvwehpeHlo+aPQi6O8aBuxc0Gp7utctOLiM6OZohQUNU1S2MRsInf4ahZhB5276mqoycxmy2EPJdGAc3XaFu+zI07FruuciWlRkad+sraa3F+iPBOlnL+m9cZ0kmxWRxWtsAhg0bRokSJbh+/TrTp093alskydFUBeI8efKk+fqvv/5i5cqVXLt2jfHjxxMWFkZoaGiac7yfg+3yHOHAlXusP3aTEa+Wx1vvBtf2wYk10Hws6O1PuroRf4MVJ1fw34r/pZh3MVX13/t+JSmXL+M/ZkyueIthTDaz+csTnP07nBa9KlDj1ZK54r4cTeNmDcRuZuvfzcM9Ymck9XiUwWBg5syZgPVV9bVr15zaHklyJIdNhX355ZepWbMm3bt3d1SRzx2zRTB+wymqFMtHp6BiYLHAlpFQuCpUSz9H9KyDs/Dx8OG9yupyQRsjIrgzfz75u3ZFX768qjJykoTYFH6bfZib56Np278qL72c/lDK80p5MEasmAQ6jc4aiB/0iPVKCgnPMN/003Tq1InGjRuTlJTEoEGDnN0cSXIYh65JMRiePvtUznZM308Hr3PyRiyfvv5go4Fjq+HmEWg1DdKZdHUg/ADbr25nUNAgPN08VdUfOWs2irs7hQa4/gSt6IgE1s44RHxUMu2H1qB4oJy1b0/qGLHFaMKgM1gna9l6xM8+3/STKIrCF198gU6n49dff2XDhg3ObpIkOYSq/YjDwsKYOHHiY8evXr36xOMA58+fV1PVcyM2yciMrWf5T7UiBJXMD8lxsHM8VOoIJe3ndzZbzEzdP5UqharwWml147oJh48Qs24d/hMnoPXxUVVGTnH7ciybFh7Dw9ONjiOCyOsrlyelR6OzBmJhNOHp4Zm2R5wDXk2nqly5MkOGDGH69On079+fZs2a4eWVOyYUSs8vVYE4MjKScePGPbGXm7r3bipFURBCyHG5dMzbcZ5Eo5lRrR8sV9o9C5JiocX4dK9de34t56LOsarNKjRK5l9yCLOZ8EkT0VeqhE9HdeuOc4orJ+6wdelJfIvloU3fKhjy5M6dohxN8+Dfp61HbHyoR6w4J9/004wdO5Yff/yRq1evMmHCBKZNm+bsJklSlqgKxHny5GHIkCFoMphtyWKx5LjE7REREbz77rssXLiQ4sWLO7UtFyPjWbH3CoNblsM/nx7uXYK/FkCDIeBjv20xyTF8ceQL3ijzBpULVVZVf/RPP5F8+gwBP/7g0hm0Tu+5SejKswRULkjLdyviJpcnZVjqTlMWowlPt8d7xDnh1XQqLy8v5s+fz+uvv87s2bPp3r07lSure/YlKSdQFYgrV67MuHHjMnXNzp071VSVLYYPH87169fZuHEj8+fPd3ZzmLjxNIV99LzboJT1wLZPwKsQ1B+Y7rWLji0ixZzCoBqDVNVtiooi8vM55OvQAUPVqqrKcDYhBAd/v8L+DZep1KioXJ6kwr+B2PzYGLEHzktz+TRt27alQ4cO/PLLL/Tu3Zvdu3dnuGMgSTmNqif3/fffz/Q1776b/iYFT3L79m1eeeWVJ3528+ZNevToQZMmTahXrx7jx4/HmIEsQDNmzMgxr7P+CLtN6NlIRrcJRO+mhYshELYRWk4Ad/uTri5FX+KHsB94v8r7FPIspKr+yLlzERYLfkMGq7re2SxmC6Erz7J/w2XqtCtNo24yCKuROqJhMVlfTScac26PONXcuXPJkycPe/fu5dtvv3V2cyRJNVWB+L///W+mr6lYsWKmzjeZTOzYsYM6deo8caJXZGQkDRs2JCgoiNDQUEJCQvjzzz/p3VvdTkPOkGKyMHHjGeqVKcirFV8Aswm2BEPxl62TtOwQQjD9wHT8vfzpEdhDVf2Jp04R/eMaCn3U3yW3ODQmm9m86ARhe2/RrGcFarYOkHMRVNI8/Gpal/bVtKcmZ8yaflSxYsUYO3YsAKNGjZJpdCWXlelAbLFYqFmzZqYr6t+/f4bP/f3332nZsiVr1qx56j+u5cuXYzabGTBgAAAeHh5MnDiR5cuXc+jQoUy3zxlW7L3MtXsJfPp6RWsAOfQ1RIZB66mQTkDZfWM3e27uYVjNYXhoPTJdt7BYuD1xEh5ly5L/zTfV3oLTJMal8NvnR/jnXDSv9atChXpyjXBWpP4CYzE99GpaowGdnrxaU46ZNf2ogQMHUq5cOW7fvv3UFRuSlNNlOhBrNBrOnj1LUlLG88+GhIRw7NixDJ/fpk0bQkJCWLJkCT5PWUqzYsUKAgMD04wLVapUCYD169dnuC5niYhLYt7OC3SvU4KX/L0h4R78MQmqd4ci1e1eazQbmX5gOnX869CsRDNV9cesX0/i0aO8MGYMik7VVAGniYlMYO30Q8TdTaT9kOqUqFjQ2U1yealjxMJo/neyFoBOTx6tKUfNmn6Yu7u7bavEuXPnEhYW5uQWSVLmqXo1nZCQwCeffJLueVFRUXz44Ye0bNkyQ2O3GXXnzh3CwsLS5LsG8PS0jqnu3r0bgKpVq2IwGDAYDDRv3txh9TvCzK1n0WkVBrcsZz0QOgUsZmsqy3SsClvF9bjrjKg9QtWrWHN8PBEzZ5G3TWu86qjbGMJZIq7Gsnb6IVCg44ia+JXM6+wm5Qq2MWLzQ8uXANwM5NHmzDHiVK1ateL111/HZDIxcOBAmTxIcjmqukIajYYtW7ag1+uf+jro66+/ZuTIkdy9e9fh64ivX78OgFabdnlKau/4zp07AJnqhT9NcnIyycnJtq9jY2OzXObxf6L56dA/THijIj6e7nD7NBxYBi3GQR4/u9feTbzLomOL6FyuM+Xyl1NV/535C7Dcv4/fI/tI53RXT95ly9KTFCzixWv95BphR7KNEZvMGHTeaXrEXhpTjps1/ajZs2ezdetWtm3bxqZNm5zdHEnKFFU94i+//JLjx48TGRnJwIFpl9icOHGCBg0a8N5773Hnzh3efPNNLly4QOnSpR3SYCDdbdCio6Ptfj5hwgTbmPU777zzWBKSh02ZMoV8+fLZ/mR1zbEQgnHrT/HSC950q10ChICtwZA/AOqkP9HsiyNfoFE09K+W8TH3hyVfuMC977/Ht3dv3Pz9VZXhDGf23mLTwuMUeyk/7QZXl0HYwWyvpk3mfydrAbgZ8Mqhk7UeVrZsWYYNGwZg+68kuQrVy5cURWHRokV4enryzjvvEBMTw+DBgwkKCmLv3r1UqFCBkJAQvvvuO0qXLs3Ro0cd1miLxf6WbCkpKXY/Hzt2LBs2bEAIwc6dOxk//unZq4KDg4mJibH9Se2Nq7Xu6E0OX4tm7OuB6LQaOLsZLoXCq5NBZz+4nLl7hl/O/0Lfan3x0ftkum4hBOGTJ+NWtAgF3u6lqv3PmnWN8GX++PYMFeoXpvWHlWSijmzwb4/YgsHNQKIp0fqKV6e3zprOoWPEDxs9ejRlypTh1q1bzm6KJGVKlmfpTJkyhWnTplG4cGGSk5Px9PRk8uTJDB48GN1Dk4AcmQ82dSxY7eeZ4eHhgYdH5mclP8n9ZBNTNp+hdSV/6pXxBVMybP0YyjSDcq3sXiuEYOr+qZTOV5ouL3VRVX/ctu0k/PU3xRcvQuOe83uUFrOF//1wjlO7b1LnjVIEyeVJ2ebRHrFAkGROwuBmwKDknFzT9nh6erJkyZIcNx9EktKjqkf8/fffp/l65MiRzJo1C09PTw4dOsTw4cPTBOEnXZMVRYsWBZ6+o1ORIkUcVpcjLQy9QFSCkY/bPMgn/feXEH0NXp2S7nKlrVe3cjjiMCNqj8BN45bpui2JidyeOpU8TZuSp3FjNc1/powpZjYvPsnpPbdo1rM8NduUkkE4Gz26fAmwTtjS6TFgJCGHjxGnatasGT16qFtXL0nOonqM+FF9+vRh8eLFfPDBB8TFxT32+eLFi9VU9UT+/v68+OKLjy2hSv26cTYEmgULFhAYGEitWrVUXX/tbgJLd1/mw0alKV7AE+Juw/9mQO33wc/+3r+JpkRmH5xNk+JNqFeknqr67yxZgvnuXV4IHqXq+mcpMT6FdZ8f4Z+zUbzWtwoV6uXMX6xyk38za1ls22gmmhLBzWBNcWm0PxyUk0yaNMnZTZCkTFH1avrYsWOMGzfusVnLYM2I1ahRIzp06JDm+OnTp9W18Ck6dOjA2rVr08zIPnv2rO0zR+vXrx/9+vUjNjaWfPnyZfr6yb+fpqCXO32alLEe2DkBtO7QJP3AuOLUCiITI/mq5leZrhcg5do17i1bToF338G9RAlVZTwrsXcSWT/vKCmJJtoPqS6XJz0jqWPEwmz5t0dssvaIc2KuaXuelntAknIqVYE4ISGBiRMnPvZqOHXLQ/h36VBWt0F82sSsjz/+mHXr1rF48WJ69+6N0Whk9OjRdOrUiaCgIFV1ZZc9F+6w9dRt5nathqe7Dm4cgqPfw2uzwJDf7rXh98NZfmI5PQJ7UCKvuiB6e8pUtAUL4vvBB6quf1Yir8WxYf4x3D20dBwRRL5Cjhvrl+yzbfpg/vfVtLVHrMeD5Bw/a1qSXJmqQJw3b14GDx6c4eBqsVhs2W8yYt++fQwbNoyoqCiuXbsGQGBgIAUKFGDKlCk0bNiQvHnzsmnTJgYMGMCKFSvIkycPL7/8coYSjTxrd+KTaVbejzeqFrEuV9o8CvwqQo1e6V47+9BsvNy8+KCyuiAav2sX8SEhFJ0zB43BoKqMZ+HCoQj++PYM+Qt70bZfFQzeOX8yWW5im6xlFnjqHno1rTPgLlxjspYkuSpVgbhixYp2194+SWa2QaxTp44tO5Y9pUuXZuPGjZlqh1oLFixgwYIFmM2Z/4HUrlpR3qhaxPqLy/Gf4J/90HM9aO3/9R++fZjNlzczod4E8rjnyXS9lpQUwj/7DM+XX8b71SfvYOVsZqOFPWsvcCL0H8oG+dGsZwXcPOTypGct9Xdqy8Ovpo0J4KbHTcgesSRlJ1WB+Flug5hTZHWMWFEUSLkP28dChdehtP0JZRZhYer+qQQWDKRd2Xaq2nxvxTcYb9yk+IIFOXLGceydRLYuPcmdG/E06lqOSo2L5sh2Pg8eHiNOM1lLZ8DNkkyi0YzFIuQWk5KUDVQF4l69ej2Ta3KdP+dAwl1omf4uMesurOPMvTN81/o7NErmJ7cbw8O58+WXFHjrLTzKllXR2Ox1+VgkO785g4enjo7Dg+SkLCezjRFbLOi1ehQU62QtNwNaizXFa7LJgkEmU5Ekh3OtbXdcWfQ12DsP6vaDAqXsnhqfEs+cw3NoU6oN1fyqqaouYvoMNF5e+Pbvp+r67GI2W/j714sc3XGdUlV9af7fCnh4Zn5dtORYykM9YkVR0Ov0JBqty5d0ZuuywIQUkwzEkpQNZCB+VraPBb0PNByS7qlLji8h0ZTI4KDBqqq6v28/sb//TuGpU9B6e6sqIzvE3Uti21cnibgSR4POL1KlWTH5KjqH+HeM2LrqwZZvWqdHa04CBAkpZuSGk5LkeDIQZ1BWJmtxZQ+c+hX+swg87AfGq7FX+e7Md3xY5UP8vTK/KYMwmbg9aRKGatXI98YbmW9rNrl68i47vj6Nzl1D+2E18C+d+XF2KfsoioKCQDxYLmjQGR68mrZ+nzww5tg9iSXJ1clAnEFZmqwVfRVKNYIq/5fuqTMPzKSQoRC9KvZS1c6oVatJvnCBgJ9/QtGoSpzmUBazhf0bLnNoy1VKVi5Ii/8Gos8jX0XnRIoCFsuDHrHbgx7xgz2/PcjZexJLkiuTgfhZqPYmVO2Wbj7pPTf2EPpPKDMbz0Sv02e6GtPdu0R+8QU+XbpgqFhRbWsd5n50MtuWneLWxRjqti9D9ZYlbGORUs6jKNZ1xPCgR2y0TtYC0LtQvmlJcjUyED8r6QRho8XI9APTCXohiFdKqlvzGzF7NopGQ6FBA9M/OZtdD7vH9mWn0GgU/jO4OkVe9HF2k6R0KIp1IxUhRJoxYgC9i+zAJEmuSAbiHGLN2TVcjrnMtEbTVE1gSjx2jJi1v+D/6Vh0+e2nzcxOFovg4O9XOLDpMsXL56fF2xXxzCuzZLkCRcG6+4PR+NAYcWqPOEWOEUtSNpGBOIOyNFkrHVFJUSw4uoCO5TpSvoD9nZieRFgshE+chEeFCvh0UbdXsSMkxKawffkp/jkbRe221v2DZQII16EoINAgjEYMbgZi7sf82yOWY8SSlG1kIM6grGbWsmfB0QUg4KPqH6m6PnrtWpJOnqTkqpUoT9gR61m4eT6KrV+dQlgEbwysRvHyBZzSDkk9RQGhWAOx7dX0gx5xHq1JvpqWpGwiA7GTnb13lp/O/cTQoKEU0Gc+eJljYoic/Tn52r2BZ40a2dBC+4RFcHjbVfatu0Thsj688l5FvPJ5PPN2SFmnaBSEolh7xKmTtR70iPO5mWSPWJKyiQzETiSEYPqB6ZTwLkG38t1UlRE57wtESgqFhg51cOvSlxRvZMeK01w9eZeg1iWp3bYUGq3zl0xJ6qTpEbul7RHn05pcak9iSXIlMhA70c5rO9kfvp+FzRfips382tqks2eJWr0av2HDcPPzy4YWPl34pRi2Lj2JKcVC24+qUrKizLnk6qzj+Zp/e8Smf3vEeXSyRyxJ2UUG4kwSwrrOMjY2NkvlJJuTmfq/qdT2qU3VvFUzXZ4Qgmtjx2IuWhTdG69nuT2ZqfdE6D/s33CZQiW8afVhBbwLuD2z+qXsk2RM4L7ZSMy9e2CG+Lh4YhONkCxw094nIibGJb7PqW1M/bcqSTmdIuTTmiGps6ZTUlK4ePGis5sjSVI6rl+/TrFixZzdDElKlwzEmWSxWChXrhyHDh164nrf2NhYihcvzvXr18mbN3ds7VerVi0OHDiQa+p1RLlqysjsNRk9PyPn2Tsntz2zQgiCgoI4d+4cmhyQ5lWS0iNfTWeSRqPB3d093SVMefPmzRU/1AC0Wq1T7iW76nVEuWrKyOw1GT0/I+dl5Jzc9My6u7vLICy5DPmkqtCvX87a4ze7Oet+s6teR5SrpozMXpPR8zNynnxmJSnnkq+mHSw14UdMTEyu6V1IuZt8ZiXJuWSP2ME8PDz49NNP8fCQSS0k1yCfWUlyLtkjliRJkiQnkj1iSZIkSXIiGYglSZIkyYnk8iUn2rx5M/nz5ycgIIAzZ87g7u5O/fr1nd0sSZIk6RmSPWInmj59OnXr1qVw4cKMGzeOgIAAZzdJktJlMpmoXbs2V69edXZTJClXkD1iJypatCiHDx+mRIkSFCwoN02QXMPMmTOdkmlNknIr2SPOoNu3b/PKK6888bObN2/So0cPmjRpQr169Rg/fjxGozHdMt3c3KhevboMwpLDZcfzCnD8+HFHNlOSJGQgTpfJZGLHjh3UqVOH8+fPP/Z5ZGQkDRs2JCgoiNDQUEJCQvjzzz/p3bt3umXHxsby0UcfERwcTM+ePYmIiMiOW5CeI9n5vJpMJubNm8ewYcOyo+mS9NySgdiO33//nZYtW7JmzRpiYmKeeM7y5csxm80MGDAAsCZHmDhxIsuXL+fQoUN2y2/WrBmfffYZU6ZM4eWXX6ZXr16OvgXpOZLdz+usWbMYNGgQOp0c0ZIkR5KB2I42bdoQEhLCkiVL8PHxeeI5K1asIDAwME2C+UqVKgGwfv16u+X369cPb29vAMqWLcvWrVtJTk52TOOl5052Pq/Hjx9Hp9PZzpUkyXFkIM6CO3fuEBYWhl6vT3Pc09MTgN27dwNQtWpVDAYDBoOB5s2bA3DkyBGKFCnCrVu3ADCbzbi5uaHVap/hHUjPk6w8r+vXrycsLIw+ffrwzjvvADB69Gj+/vvvZ3gHkpQ7yXdMWXD9+nWAx4Jnam/jzp07ABw7duyxawsWLEiFChUoVKgQAKGhoXTt2lW+9pOyTVae1zFjxtj+/8qVK3z99ddMmjRJLrmTJAeQPeIsSEhIsPt5dHT0Uz8rUaIEPXv2JDg4mHfeeYfY2Fjmz5/v4BZK0r+y8rym2rFjBwMHDgRg0KBB7N271xFNk6Tnmux+ZYHFYrH7eUpKit3P//vf/zqyOZJkV1afV4AWLVrQokULRzVJkiRkjzhLUsfW1H4uSc+SfF4lKWeSgTgLihYtCsDTdpIsUqTIs2yOJNkln1dJyplkIM4Cf39/XnzxRZKSktIcT/26cePGzmiWJD2RfF4lKWeSgTiLOnTowNmzZ9P0Ms6ePWv7TJJyEvm8SlLOIwNxBlkslidOdvn444/R6XQsXrwYAKPRyOjRo+nUqRNBQUHPupmSBMjnVZJciQzEduzbt4+GDRtSqVIlrl27xrVr1wgMDKRBgwa25Ad58+Zl06ZNbNy4kZdffpnWrVtTrVo1vv/+eye3XnreyOdVklyTIp42c0OSJEmSpGwne8SSJEmS5EQyEEuSJEmSE8lALEmSJElOJAOxJEmSJDmRDMSSJEmS5EQyEEuSlCX379+nc+fOXLt2zdlNkSSXJAOxJEmqffvtt8yYMYOff/453d2dJEl6MrmOWHquxcbGoigK3t7ezm6KS1MUhcuXLxMQEODspkiSy5E9Yum5NG3aNPz9/cmXLx/Lly93dnMkSXqOyUAsPZdGjhzJ1q1bnd0MSZIkdM5ugCQ5i4+Pj7ObkCPNnj3b7sSr7t27U7NmzWfYIknK3WQgliQpjSFDhji7CZL0XJGvpl2UyWSy/b/FYsFkMpGSkmI7lvr/RqPxidekV3bqHD4hhK0Ms9msur1mszlNW+xJSEjg3r17aY4ZjUYiIiJU1/8sPG3rQUmSJHtkIHZR06dPp3jx4iiKQqFChfjhhx9o2bIler0eRVGoV68eAO3bt0dRFHQ6HaNGjQIgJCSEli1b0rZtW6pWrUrDhg3ZsmVLmrLLli1rm0386aefAjBjxgxbWa1atUrTnl9//ZUmTZpQt25dgoKCWLx4MUIIVq9eTalSpdDpdAQHBzN+/Hjat29PyZIlCQoK4tixY7YyVqxYQUBAAF5eXgwdOhSAGzduULVqVfR6PS+88ILt3NRyFUVh2LBhtnJLlSpFzZo12bt3L1u2bKF169YEBQVRsmRJli5d+sS/y4iICPr160fr1q0pU6YMHTp04MyZM4+d97R7nD59OoULF0ar1TJy5EgGDBhAuXLl+PDDD9P9PiYmJlKuXDl27txpO7Znzx46d+5Mjx490r3+YStWrKBfv3506NCB5ORkVq9ezciRIxkyZAhNmjTh3LlzhIeHM2bMGEaNGkWLFi349ttvM1XHo9asWUPfvn0BCA4OZsmSJVkqT5KeS0JyWVevXhWKoojevXvbjo0YMUIYDAaRnJxsO1alShWxdetW29e1atUSWq1WXL9+XQghxA8//CC0Wq3YsWOH7Zz4+Hjh7e0tWrVqlabORo0aiZ9++inNsQULFghfX18RFhYmhBAiNDRUuLm5iUWLFgkhhIiOjhaAcHd3F5MnTxZCCJGSkiICAgJE/fr105QVHx8vANGrV680x9u1aycefVztlevt7S1efvllERUVJYQQ4uOPPxYajUZcvHjRdv2VK1cEIIoUKSIOHz4shBAiKSlJ9OrVSxQoUMB2Pxm5x6NHjwpA+Pn5iejoaPHqq6+KYsWKCYvFIuzZvn27AMT58+eFEEIsXrxY/Pzzz6Jt27aiefPmdq999O9i1KhRQgghfH19RevWrdN8n1q1aiWaNWsmgoODbc/Gjz/+KNzd3UVSUlKG65EkyfFkIHZxderUEUWKFLH9wB8wYIAAxO+//y6EsAaWWrVqpbnm4MGDYsWKFWmOFS5cWHTo0CHNsZ49ewqdTiciIiJsZVWrVi1NcImIiBDe3t5i0KBBaa5t3LixqFSpku1rQJQvXz7NtT179hTu7u6P3dOTAnGvXr0eC8T2ygXEX3/9ZTv2xx9/CECsXr3adiw1EH/66adpyoyJiRE6nc7295GRe0wt66233hJCCGE0GsX9+/cfa++jxowZI4oWLSpiY2PFJ598YgvImbV27VoREhIioqOjhaIoYsyYMWk+f/3110WZMmVEYmKi7dgvv/wiANv3V5Ik55Cvpl1cx44duXnzJvv37wcgNDSUUqVK8csvvwCwbds2Xn311TTXBAUFUb9+fcaOHUvz5s0JCgoiKiqKqKioNOd1794dk8nEqlWrANi0aRNt27ZFURTbOaGhocTFxbFx40aaNm1q+3P37t3H2lqrVq001yqKkuFxY3ueVC5A7dq1Hzv28Dj6o5+lyps3L6VKlWLLli0IITJ1jyVLlgRAp9Ph6emZbttDQ0PRarW89tprNGrUCH9//wzc8eNq165NgwYN2L17N0IIPvroozSfHzx4kLfffhu9Xm87tn//fooUKUKhQoVU1SlJkmPIQOziOnbsCMDatWs5cOAANWrUoGPHjvz222+YzWZ++eUX2zmpli1bRqVKlUhISGDOnDns27cPPz+/x8pu1qwZ/v7+rFy5EoBVq1bx1ltvpTnnypUrAPTt25eQkBDbnxMnTnDixIk052q1WkfddobK1WjUP95eXl4kJCQQHh6eqXt0d3fPcB1JSUns37+fPn36MHbsWDZt2kTp0qX5/PPPM93eYsWKodPpCA0NpXz58mm+n2fPnuXWrVs0btw4zTXr16+nXbt2ma5LkiTHksuXXFzp0qWpUaMGa9euRaPR0LlzZ3x8fJg5cybbt2/n1KlTVKtWzXb+pUuX6N27Nx06dGDmzJm244qiIIQgPj6euLg42+Sjbt268fnnn7N//37Cw8MpX758mvpTe4BqZzSLDGZYddRs5IzWl5CQgJeXF/nz58/yPT7N3r17SUlJoUuXLpQuXZoWLVpQpUoV3n33Xd577z28vb05cuQI1atXz3CZu3bteizg7tq1C71en+YNwbFjxzh9+jRfffUVYH0uSpcu7ZgbkyQpU2SPOBfo1KkTly5dYvXq1bRo0YK6detSuHBhhgwZQrNmzdKce+TIEUwmE3Xq1LEdS0hIIDo6GiEEBw8eTDPztXv37gD07NmTzp07P1Z327ZtKVWqFNu2bUsT5MxmM506dbLb7kdfCds7/vfff9stK73rn1YXPL6s6+7du1y8eJE33ngDvV6fpXu0Z9euXRQuXDhNANTr9eh0OvR6PZGRkWmyf509e5akpKSnlhcXF8eRI0do1KhRmuOhoaHUrVs3TW991apVlC1blrp163Ls2DG2bdum+j4kScoaGYhzgdRXz02aNMHd3R1FUWjfvj1nzpx57LV07dq10ev1rF271haAxowZQ0JCAomJicTHx6fJOFWjRg0qVKjAhQsX6Nq162N1e3p6snjxYo4cOcKYMWNsY7Dz5s2jZ8+eac59tDea2st99HitWrVISEiwfb1w4ULOnTsHQExMzGNteFq5Tzr2pM/Wrl3LkSNHAOvr4nfffRdfX19mz56d4XsUD627zqjQ0FAaNmyY5pi3tzf58uXDzc2Nr7/+2vbLT0hICOXLl39saOBhu3fvxmw2P7FH/OixM2fO0LZtWwCWLFlit1xJkrKZU6aISQ5Xt25d20xpIYTYtWuXCAwMfOK5O3fuFG3atBGVK1cWTZs2FRMnThQ7d+4UxYsXFz169BAJCQlpzp81a9ZjM6qfVGaTJk2En5+faNOmjZg3b54QQojly5eLihUrCkB4eHiIunXrir///lvUrVtXeHh4CEBUrFhRLFmyxFbWiRMnRL169UTlypVF7dq1xYQJE0SXLl0EIIoVKyaWLVuWoXIDAwPFl19+Kfr37y+KFi1qW17Url07IYR1pnOZMmVEVFSU6NOnj2jTpo0oX7686N69u7h161aG73Hy5MmibNmyAhB58+Z97HvxNHXq1BE///xzmmMpKSmiY8eOolWrVrbyhRDi1KlTwtfXVwQEBDy1vOXLl4tmzZqlORYfHy/8/f3FsWPH0hwPCQkRzZs3F3369BF79+5Nt62SJGUfuQ2ilK1SUlLQarVotVqEELavzWazrfduNpttXz9Nak9WURQURclUuRaLBXd3dzQaDRaLheTkZAwGg8Pu0Wg0otFosm0y2sPGjx9vS7AiSVLuICdrSdnq4eCqKAoeHh6AdXlPqtSAas+jM6DVlqvRaBwahAHc3NwcWp49T1p+JUmSa5NjxJLkInbv3p1mBrwkSbmDDMSS5AIsFgsbNmzI0ixtSZJyJjlGLEmSJElOJHvEkiRJkuREMhBLkiRJkhPJQCxJkiRJTiQDsSRJkiQ5kQzEkiRJkuREMhBLkiRJkhPJQCxJkiRJTiQDsSRJkiQ5kQzEkiRJkuREMhBLkiRJkhPJQCxJkiRJTiQDsSRJkiQ50f8DKWAhk3M3wosAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'font.size': 12,\n", + " 'axes.labelsize': 14,\n", + " 'axes.titlesize': 12,\n", + " 'xtick.labelsize': 14,\n", + " 'ytick.labelsize': 14,\n", + " 'legend.fontsize': 12\n", + "})\n", + "plt.figure(figsize=(3,3))\n", + "(0.5*hires.KEspecr_mean).plot(color='k', label='hires')\n", + "for key, color in zip(ds.keys(), colors):\n", + " (0.5*ds[key].KEspecr_mean).plot(lw=1, label=label[key])\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.ylim([5e-2, 4e+1])\n", + "plt.ylabel('KE density $E(\\kappa), m^3/s^2$')\n", + "plt.xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + "plt.title('Sensitivity to $\\Delta t$ \\n for unparameterized models at $48^2$', loc='center')\n", + "plt.xlim([0.9e-5, 2e-4])\n", + "plt.legend(bbox_to_anchor=(1,1))\n", + "plt.savefig('paper_figures_1/time_step_sensetivity.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generalization to jet" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def read_line(model='OLSModel', model_num=0, resolution=48, operator='Operator1', exp='jet-7200-constant-0'):\n", + " ds = []\n", + " t_length = []\n", + " for ens in range(10):\n", + " path = f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/{operator}-{str(resolution)}/{model}-{str(model_num)}/{exp}/{str(ens)}.nc'\n", + " ds.append(xr.open_dataset(path, decode_times=False)[['u','v','q']])\n", + " t_length.append(len(ds[-1].time))\n", + " \n", + " tmin = np.array(t_length).min()\n", + " for j in range(len(ds)):\n", + " ds[j] = ds[j].isel(time=slice(tmin))\n", + " \n", + " def KE(ds):\n", + " return (ds.u**2 + ds.v**2) * 0.5\n", + " def KE_time(ds):\n", + " return ave_lev(KE(ds), delta=0.1).mean(('x', 'y', 'run'))\n", + " \n", + " ds = xr.concat(ds, dim='run')\n", + " ds['time'] = ds['time'] / 360\n", + " \n", + " ds['KE_time'] = KE_time(ds)\n", + " ds['KE'] = KE(ds)\n", + " \n", + " return ds" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def read_trials(**kw):\n", + " ds = []\n", + " t_length = []\n", + " for j in range(5):\n", + " if j>4:\n", + " if kw['model'] in ['CVAERegression-None'] and kw['resolution']==64:\n", + " pass\n", + " else:\n", + " continue\n", + " if kw['resolution']==48 and kw['operator'] == 'Operator1' and kw['model'] in ['OLSModel', 'MeanVarModel', 'CGANRegression'] and j==3:\n", + " continue\n", + " if kw['resolution']==64 and kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None'] and j in [2,3]:\n", + " continue\n", + "\n", + " ds.append(read_line(model_num=j, **kw))\n", + " t_length.append(len(ds[-1].time))\n", + "\n", + " tmin = np.array(t_length).min()\n", + " ds = xr.concat(ds, dim='trial')\n", + "\n", + " ds['KE_time_median'] = ds['KE_time'].isel(time=slice(tmin)).median('trial')\n", + " ds['KE_time_min'] = ds['KE_time'].isel(time=slice(tmin)).min('trial')\n", + " ds['KE_time_max'] = ds['KE_time'].isel(time=slice(tmin)).max('trial')\n", + " ds['time_trial'] = ds['time'].isel(time=slice(tmin))\n", + " \n", + " return ds.isel(time=slice(None,None,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def read_target(resolution=48, operator='Operator1'):\n", + " return dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/reference_256/{operator}-{str(resolution)}.nc', delta=0.1, read_cache=False).isel(time=slice(None,None,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def read_coarse(resolution=48, operator='Operator1'):\n", + " return dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/jet/reference_{str(resolution)}/[0-9].nc', delta=0.1, read_cache=False).isel(time=slice(None,None,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "mse = []\n", + "gz = []\n", + "gan = []\n", + "vae = []\n", + "target = []\n", + "coarse = []\n", + "\n", + "for resolution in [48, 64, 96]:\n", + " mse.append(read_trials(resolution=resolution, operator='Operator1', model='OLSModel'))\n", + " gz.append(read_trials(resolution=resolution, operator='Operator1', model='MeanVarModel'))\n", + " gan.append(read_trials(resolution=resolution, operator='Operator1', model='CGANRegression-retrain'))\n", + " vae.append(read_trials(resolution=resolution, operator='Operator1', model='CVAERegression-None'))\n", + " target.append(read_target(resolution=resolution, operator='Operator1'))\n", + " coarse.append(read_coarse(resolution=resolution, operator='Operator1')) " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'font.size': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlesize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12,\n", + " 'lines.linewidth': 1.5\n", + "})\n", + "plt.figure(figsize=(10,3))\n", + "labels = ['MSE', 'GZ', 'GAN', 'VAE']\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "ls = ['-', '--', '-.', ':']\n", + "title = ['Resolution $48^2$', 'Resolution $64^2$', 'Resolution $96^2$']\n", + "for col in range(3): \n", + " plt.subplot(1,3,col+1)\n", + " target[col].KE_time.plot(color='k', ls='-', lw=1, label=r'$\\overline{\\mathrm{hires}}$')\n", + " coarse[col].KE_time.plot(color='gray', label='lores')\n", + " for j, m in enumerate([mse[col], gz[col], gan[col], vae[col]]):\n", + " m.KE_time.median('trial').plot(color=colors[j], ls=ls[j], label=labels[j])\n", + " plt.fill_between(m['time'], m.KE_time.min('trial'), m.KE_time.max('trial'), color=colors[j], alpha=0.2, edgecolor=None)\n", + " \n", + " plt.ylim([-0.05e-3, 0.5e-3])\n", + " plt.xticks([0,5,10,15,20])\n", + " plt.ylabel(r'Kinetic energy $E, m^2/s^2$')\n", + " plt.xlabel('t, $years$')\n", + " plt.title(title[col])\n", + "plt.suptitle('Generalization to jet configuration, Sharp filter', y=1.03, fontweight='bold')\n", + "set_letters()\n", + "plt.legend(bbox_to_anchor=(0,-0.2), ncol=3)\n", + "plt.savefig('figures/jet_generalization_retrain.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Additional training information" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'axes.titlelocation' : 'right', \n", + " 'axes.labelsize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.formatter.limits': (-2,3),})\n", + "stats_none = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_loss/Operator1-48/CVAEBottleneck-0/model/stats.nc')\n", + "stats_correction = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_loss/Operator1-48/CVAERegression-KL-0/model/stats.nc')\n", + "\n", + "fig, axs = plt.subplots(1,2, figsize=(7,2))\n", + "plt.subplots_adjust(wspace=0.03)\n", + "\n", + "ax = axs[0]\n", + "stats_none.L2_mean_test.plot(ax=ax, lw=2)\n", + "stats_none.var_ratio.mean('lev').plot(ax=ax, lw=2)\n", + "ax.set_xlabel('Epoch number')\n", + "ax.set_ylabel('Metrics on \\n validation dataset')\n", + "ax.set_ylim([0, 1.1])\n", + "ax.set_title('Low-dimensional $z \\in \\mathbb{R}^{100}$')\n", + "\n", + "ax = axs[1]\n", + "stats_correction.L2_mean_test.plot(ax=ax, lw=2, label='$\\mathcal{L}_{\\mathrm{rmse}}$')\n", + "stats_correction.var_ratio.mean('lev').plot(ax=ax, lw=2, label='$\\sigma^2_{\\mathrm{spread}}$')\n", + "ax.set_xlabel('Epoch number')\n", + "ax.set_ylabel('')\n", + "ax.set_yticklabels([])\n", + "ax.set_title('High-dimensional $z \\in \\mathbb{R}^{2 \\\\times n \\\\times n}$')\n", + "ax.set_ylim([0, 1.1])\n", + "ax.legend(frameon=False, fontsize=14)\n", + "\n", + "for ax in axs:\n", + " ax.axhline(y=stats_correction.L2_mean_test.sel(epoch=50), ls='-.', lw=1, color='#1f77b4')\n", + " \n", + "set_letters(x=0)\n", + "\n", + "\n", + "plt.savefig('figures/training_VAE.pdf', bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Backscatter rate" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "GZ = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-0/eddy-7200-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "MSE = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-0/eddy-7200-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "GAN = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/eddy-7200-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "VAE = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/eddy-7200-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "MSE.Efluxr.plot()\n", + "GZ.Efluxr.plot()\n", + "GAN.Efluxr.plot()\n", + "VAE.Efluxr.plot()\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "GAN.paramspecr.plot(label='paramspec')\n", + "(GAN.APEfluxr+GAN.KEfluxr).plot(label='resolved')\n", + "(GAN.Efluxr).plot(label='sum', color='k')\n", + "#plt.xscale('log')\n", + "plt.legend()\n", + "plt.ylim([-3e-6, 3e-6])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-3e-06, 3e-06)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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lIoQQd2A0wvn8MiWWlNTodGpvTdQ2dbKwqXSCECUkPTVCCGGrLh+H7GRw8lDnr1iSghVQMllYmI8kNUIIYatMQ0+VmoGDhXXMS2FLUQokqRFCCFtlifNpTEzLuqWnRpiRJDVCCGGrzlvgyieTgLqATi2VkBavdTTCRkhSI4QQtigj4erKIksoj3A9F08oV009jpMhKGEektQIIYQtMq168q8J7uW0jeVWpFyCMDNJasRdOXv2LDqdjoiIiFJt57333qNp06al2oYQNs1UmdsSh55MgmSysDAvSWqEEMIWWVJl7luRZd3CzCSpsTE5ObLluBB2z5AH5/eqx9bQUxN3TI1ZiBKSpOZWFAVy0rV53MWuup07d2bUqFGMGTOG8uXL0717dw4dOkSPHj3w9PQkKCiIwYMHc/ny5YLPLF68mEaNGuHm5oa/vz9du3YtqGJtNBp5//33qVy5Mi4uLjRt2pQVK1bctG2j0UjlypX56quvCr0eHh6OXq/n3LlzACQlJfH0008TEBCAt7c39957L/v37y/0mY8++oigoCC8vLwYMWIEWVlZRb4HQojrxB2B3HRw8c5fZWShfKuAsycYsuHKKa2jETbAwnZjsiC5GTClojZtv3URnD2KfPq8efN44YUX2Lp1K0lJSdx77708/fTTfPbZZ2RmZjJu3DgGDBjAunXriImJ4YknnuDjjz+mb9++pKamsnnz5oLyBJ9//jnTp0/n66+/JiwsjB9++IFevXpx+PBhatWqVahdvV7PE088wa+//soLL7xQ8Povv/xC+/btqVKlCgD9+/fHzc2N//77Dx8fH77++mvuu+8+Tpw4Qbly5fj999957733mD17Nvfccw8//fQTM2fOpHr16ma4mULYoYKhpxagt+DfXfV6CKyvxnvpEARacAImrIIF/98uiqpWrVp8/PHH1KlTh9WrVxMWFsaUKVOoW7duQWKyfv16Tpw4QUxMDHl5eTzyyCNUrVqVRo0a8eKLL+Lp6QnAJ598wrhx43j88cepU6cOU6dOpWnTpsyYMeOmbQ8aNIitW7cSFRUFqL03CxcuZNCgQQBs2bKFXbt2sWjRIlq0aEGtWrX45JNP8PX1ZfHixQDMmDGDESNGMGLECOrUqcPkyZOpX79+6d84IWyVadO9yha46d71ZAWUMCPpqbkVJ3e1x0Srtu9C8+bNC47379/P+vXrC5KUa50+fZpu3bpx33330ahRI7p37063bt3o168ffn5+pKSkcPHiRdq3b1/oc+3bt79huMikadOm1KtXj19//ZXx48ezceNG4uLi6N+/f0E8aWlp+Pv7F/pcZmYmp0+fBuDo0aM8//zzhd5v27Yt69evv6v7IITIV7CTsAVPEjaRpEaYkSQ1t6LT3dUQkJY8PK7GmZaWRs+ePZk6deoN51WoUAEHBwdWr17Ntm3bWLVqFbNmzeLtt99m586dNyQeRTVo0KCCpObXX3/lgQceKLhWWloaFSpUuGk1cV9f32K1J4S4jbR4SIwEdFCphdbR3Jks6xZmJMNPNqZZs2YcPnyYqlWrUrNmzUIPU/Kj0+lo3749EydOJDw8HGdnZ5YsWYK3tzcVK1Zk69atha65devW2w4HDRw4kEOHDrF3714WL15cMPRkiic2NhZHR8cb4ilfvjwA9erVY+fOnYWuuWPHDnPdEiHsi2k+TUBdcPPVNJQiCcr/3pJyHjITtY1FWD1JamzMyJEjSUhI4IknnmD37t2cPn2alStX8tRTT2EwGNi5cydTpkxhz549REVF8eeffxIfH0+9evUAeP3115k6dSq//fYbx48fZ/z48URERPDyyy/fss2qVavSrl07RowYgcFgoFevXgXvde3albZt29KnTx9WrVrF2bNn2bZtG2+//TZ79qg7nr788sv88MMP/Pjjj5w4cYIJEyZw+LD81iZEsRRsumcF82kAXH3AN1Q9lt4aUUIy/GRjTD0t48aNo1u3bmRnZ1OlShUeeOAB9Ho93t7ebNq0iRkzZpCSkkKVKlWYPn06PXr0AGD06NEkJyfz6quvEhcXR/369Vm2bNkNK5+uN2jQIF588UWGDBmCm5tbwes6nY7ly5fz9ttv89RTTxEfH09wcDAdO3YkKCgIgMcee4zTp0/zxhtvkJWVxaOPPsoLL7zAypUrS+9GCWGronerz9aS1IA6BJUUpSY1Ve/ROhphxXSKcheboli5lJQUfHx8SE5Oxtvbu9B7WVlZREZGUq1aNVxdXTWKUGhB/u6FzcjLgY9CIC8LRu2B8rf/ZcRirJsMm6ZBsyHQa5bW0QgLdLuf39eS4SchhLAVlw6qCY2bn1rI0lrICihhJpLUCCGErTANPVVuqa7gtBYF5RKOgtGgbSzCqklSI4QQtsLaJgmblKsOjq7qTu6JZ7WORlgxSWqEEMJWnDf11FhZUqN3gEB1BSaxB7WNRVg1SWqEEMIWpFyE5GjQ6aFS8zufb2lkEz5hBpLUCCGELTCVRghqAC43lkmxeJLUCDOQpEYIIWxBQb2n1trGUVwFK6AOaRuHsGqS1AghhC04b0WVuW/GlNQknYOsFG1jEVZLkhohhLB2uVlwMUI9tobK3DfjXg68KqrHcUe1jUVYLUlqhBDC2sXsB2MueASAXzWtoyk+GYISJSRJjRBCWLtrh56sadO96wWbJgtLUiOKx2qSmg8//JCWLVvi5eVFYGAgffr04fjx41qHJYQQ2rPWTfeuJyugRAlZTVKzceNGRo4cyY4dO1i9ejW5ubl069aN9PT0UmlPURTS09M1edxtjdHFixfTqFEj3Nzc8Pf3p2vXrqSnp9O5c2fGjBlT6Nw+ffowbNiwgq+rVq3K5MmTGTJkCJ6enlSpUoVly5YRHx9P79698fT0pHHjxuzZs8cMd1UIYXaKcs3KJ2tPakzDT0fAaNQ2FmGVHLUOoKhWrFhR6Ou5c+cSGBjI3r176dixo9nby8jIwNNTm70e0tLS8PDwKNK5MTExPPHEE3z88cf07duX1NRUNm/efFeJ0WeffcaUKVN45513+Oyzzxg8eDDt2rVj+PDhTJs2jXHjxjFkyBAOHz6Mzpq7toWwRUlRkHYJ9I5QMUzraErGvyY4OENOKiRHgV9VrSMSVsZqkprrJScnA1CuXLlbnpOdnU12dnbB1ykptrdMMCYmhry8PB555BGqVKkCQKNGje7qGg8++CDPPfccAO+++y5fffUVLVu2pH///gCMGzeOtm3bcunSJYKDg837BxBClIypNEJwY3By0zaWknJwgoA6aqmES4clqRF3zSqTGqPRyJgxY2jfvj0NGza85XkffvghEydOLFYb7u7upKWlFTfEEnF3dy/yuU2aNOG+++6jUaNGdO/enW7dutGvXz/8/PyKfI3GjRsXHAcFBQGFEyPTa3FxcZLUCGFpbGU+jUlQw6tJTd2HtI5GWBmrTGpGjhzJoUOH2LJly23Pe/PNNxk7dmzB1ykpKYSEhBSpDZ1OV+QhIC05ODiwevVqtm3bxqpVq5g1axZvv/02O3fuRK/X3zAMlZube8M1nJycCo5Nw0s3e80oY9xCWB5bmU9jYppXI4UtRTFYzURhk1GjRvHPP/+wfv16KleufNtzXVxc8Pb2LvSwRTqdjvbt2zNx4kTCw8NxdnZmyZIlBAQEEBMTU3CewWDg0CFZKimEzchJv/rD31p3Er6erIASJWA1PTWKovDSSy+xZMkSNmzYQLVqVrzBlBnt3LmTtWvX0q1bNwIDA9m5cyfx8fHUq1cPDw8Pxo4dy7///kuNGjX49NNPSUpK0jpkIYS5XAwHxaDuxOtz+1/ytJabm0ufPn1wdXVl8eLFt150YEpqEs6oSZuz5feYC8thNUnNyJEj+fXXX/nrr7/w8vIiNjYWAB8fH9zcrHxyXAl4e3uzadMmZsyYQUpKClWqVGH69On06NGD3Nxc9u/fz5AhQ3B0dOSVV16hS5cuWocshDCXgqGnlha/6d4vv/zC8uXLATh06NCtFzR4BoBHIKTHQdwxqNy8DKMU1s5qkpqvvvoKgM6dOxd6/ccffyy074q9qVev3g3L3U2cnJz48ssv+fLLL2/5+bNnz97w2vXzcKpWrXrXe+cIIcqAlVTmNhgMTJkypeDrtWvX3n6VZlADOBOn7iwsSY24C1Yzp0ZRlJs+7DmhEULYMUWxmsrcv//+OydPniz4eu3atbf/QMEmfDKvRtwdq0lqhBBCXCPhDGRcAQcXqND4zudrxGg08sEHHwDwyCOPAOoO8Xl5ebf+kEwWFsVkNcNPQtgKRVFIycrjclo2l1OzuZyWox6nZROfmv+clsPl1GxSs3LpWDuA0ffVonaQl9ahC0tiGnqq2BQcXTQN5XaWLFnC4cOH8fHx4bvvvmPDhg0kJCSwe/du2rZte/MPFfTUHFR7pCx8vpCwHJLUCGEGiqKQkplHfH5ycm2Ccjn1atJyOS2H+LRscvKKvufPPwdi+PdgDA82qsDoe2tRJ1iSG8HVTfcqt9Q2jttQFIXJkycDMHr0aPz8/OjSpQt//PEHa9euvXVSE1BHLfuQlQwpFyx+ZZewHJLUXEc2mLM/Rfk7P3QhmTOX0/N7Vq5JUPK/vpKWQ47h7v7f8XRxJMDLhfKezpT3dLn68FK/DvByQVEUvtscyX+HYvn3QAz/HojhoUYVGH2fJDd2z1QewYInCf/zzz9ERETg6elZUFz3vvvuK0hq/ve//938g44uUL42xB1Rh6AkqRFFJElNPmdnZ/R6PRcvXiQgIABnZ2cp3mjjFEUhJyeH+Ph49Ho9zs7ONz1v9vpTTFt5vEjX9HJ1JOC65MSUoKjHVxMWVyeHIl2zeZVyHI1JYda6kyw/GMu/B009N8GMvq8WdYNtc1NJcRtZKeoPfLDYnYQVRWHSpEmAuiWHqU5f165dAdi2bRsZGRm3LgsT1CA/qTkEtbuXSczC+klSk0+v11OtWjViYmK4ePGi1uGIMuTu7k5oaCh6/Y3z5o9cTOGz1ScAaBbqSwUfN8p7Ol+TpLhQ/prelqImKnerXgVvvhzUnGOxKcxae4p/D8aw/GAsyw/G0qOhmtzUqyDJjd24sBcUI/iGgpdl1mNbvXo1u3fvxs3NrVC5mpo1axISEkJ0dDRbt27l/vvvv/kFghrAwUUyWVjcFUlqruHs7ExoaCh5eXkYDAatwxFlwMHBAUdHx5v2yuUajLy+eD95RoXuDYKY82RzzXvv6gZ7M3tQM0bHpjJz3UmWH4zhv0Ox/HcolgcaqMlN/YqS3Ng809CThS7lvraX5rnnniMwMLDgPZ1Ox3333cfcuXNZu3btbZIaWQEl7p4kNdfR6XQ4OTkVKugo7NOcDac5fDEFX3cnJvVpqHlCc606wV7MHtiME5dSmbn2JP8ejGHF4VhWHI6le4MgRt9XiwYVfbQOU5SWgsrcljmfZuPGjWzZsgUXFxdef/31G943JTVr1qy59UVMK6Aun4TcLHByLaVohS2RfWqEuIljsSnMXKduFjaxVwMCvSzzG2rtIC++GNiMVWM60rNJRXQ6WHn4Eg/N3MKz8/dw6EKy1iEKczMar5kkbJkrn0y9NCNGjKBixYo3vH/vvfcCsG/fPhISEm5+Ea8K4FZOrW0Vf6zUYhW2RZIaIa6TazDy2qL95BoU7q8fRK8mN35TtjS1gryY9UQYq8Z0pFd+crPqyCUenrWFZyS5sS2XT6hLnR3drg7RWJBt27axbt06nJycGDdu3E3PqVixIvXq1UNRFDZs2HDzC+l0srOwuGuS1AhxnW82neHQhRR83Jz4wMKGne6kVpAXM58IY/UrHendVE1uVucnN0/Pk+TGJphKI1RqDg6WN0xu6qUZOnQooaGhtzzvvvvuA+5QMkHm1Yi7JEmNENc4HpvKjDXqaqf3etUn0Nsyh53upGagF58/HsbqVzrRp2lF9DpYc9SU3Ozm4HlJbqxWwXwayxt62rNnDytWrMDBwYE333zztucWLakx9dQcMleIwsZJUiNEvrz81U65BoWu9QLp07SS1iGVWM1AT2Y8HsbqsZ3oG1YpP7mJo+cXWxgxdzcHzidpHaK4W9GWu+meaffggQMHUr169due27lzZ/R6PcePH+fChQs3P+napEZRzBmqsFGS1AiR75vNZzhwPhlvV0c+6NvIqoad7qRGgCefPdaUNWM78Uh+crP2WBy9vtjK8Lm72R+dpHWIoigyE+Fy/kaQFlYe4cCBA/z111/odDreeuutO57v6+tL8+bNgdv01gTUBZ1eLdyZFmfOcIWNkqRGCODkpVRmrFZXO03o2YAgKx12upPqAZ58akpumqnJzbpjcfSevZWnftxFhCQ3lu38HvW5XA3wKK9tLNcx9dIMGDCAunXrFukzdxyCcnZX/6ygFrcU4g4kqRF2L89g5LXFB8gxGLm3biCPNLP+Yac7qR7gyacDmrL21c482qwyDnod64/H02f2Vob9uIvwqEStQxQ3Y6rMbWGlEY4ePcrixYsBePvtt4v8OVPJhLVr16LcangpWCYLi6KTpEbYve+2RLI/OgkvV0em2Niw051UK+/B9AFNWDu2E/2aq8nNhuPx9P1yG+8tO3zrHzRCGxZamfuDDz5AURT69u1Lo0aNivy5du3a4eLiwoULFzhx4sTNT5Jl3eIuSFIj7NqpuFQ+za/t9O7D9Qn2sc1hpzupWt6DT/o3Yd2rnejfvDI6HczddpYZa05qHZowMRrUmk9gUZOET548yYIFCwBuXXX7Ftzc3Gjfvj3ArXcXlmXd4i5IUiPslsGo8NqiA+TkGelcJ4B+zStrHZLmqvh7MK1/Eyb1Vn+QfL72JL/sPKdxVAJQK1bnpIGzFwTW0zqaAh999BFGo5EHH3yQZs2a3fXn7zivxtRTE38c8nKKG6awE5LUCLv1/ZYzROQPO334iH0NO93Jk22qMPremgC8s/QQKw/HahyRKJhPU7k56EunGvzdOnv2LPPnzwfgnXfeKdY1TEnN+vXrb15I2CcEXLzBmAtXpOdQ3J4kNcIunYpL45NV6rDTOw/Xp4KPm8YRWZ5X7q/NE61CMCrw0oJwdp+9RY0eUTYKkhrLmSQ8depU8vLy6Nq1K23atCnWNZo3b463tzdJSUmEh4ffeMK15RJiZRM+cXuS1Ai7YzAqvLF4Pzl5RjrVDqC/DDvdlE6nY1LvhnStF0ROnpERc3dzPDZV67Dsl6k8goXMp7lw4QI//PADUPxeGgBHR0c6d+4MFGEISnYWFncgSY2wOz9ujWRfVBJeLjLsdCeODnpmPRFG8yp+pGTlMfSHXVxMytQ6LPuTfhkSzqjHlZtrG0u+jz/+mJycHDp27EjHjh1LdK07z6uRycKiaCSpEXblTHwa01aqO7L+7+F6VPSVYac7cXN24PuhLagZ6ElsShZDfthFUoZM2CxTpqGn8nXAzU/bWIDY2Fi++eYboGS9NCampGbLli1kZ2ffeIIkNaKIJKkRdkMddjpAdp6RDrXKM6BFiNYhWQ1fd2fmD29FsLcrp+LSGDFvD5k5N5nUKUrHecvadO/TTz8lKyuLNm3aFCQkJVG/fn2Cg4PJzMxk+/btN55gWu2VFqv2WglxC5LUCLsxd9tZ9pxLxNPFkY8ebSzDTnepoq8b80e0wtvVkb3nEnlpQTh5BqPWYdkHC9pJ+PLly3z55ZeAui+NOf4d6XS62w9BuXiCXzX1WHprxG1IUiPsQuTldKatPAbA2w/Vo5IMOxVL7SAvvh/WEhdHPWuOXuJ/Sw/JrsOlzZALF/apxxYwSXjGjBmkp6fTrFkzHnzwQbNdt8j71chkYXEbktQIm2fMX+2UlWvknprlebylDDuVRMuq5Zj5RBh6HSzcHc1nsutw6Yo9CHmZ4OoD/rU0DSUpKYlZs2YB5uulMTElNbt27SIlJeXGE2RejSgCSWqEzZu3/Sy7zybi4ezAR4/Kaidz6N4gmMl91Bo/M9ee5OcdsutwqTm/W32u3Ar02n7LnjlzJikpKTRs2JDevXub9dqhoaHUrFkTg8HAxo0bbzxBempEEUhSI2za2cvpTF2hDju99VA9Kvu5axyR7RjYOpQxXdWeg3f+OsSKQzEaR2SjLGQ+TUpKCjNmzADUXhp9KSRYtx2CMlXrjjsGhjyzty1sgyQ1wmYZjQpv/HGArFwj7Wr4M7BVqNYh2ZyX76vFE61CURQYvTCCnWeuaB2S7SnYSVjbytxfffUViYmJ1KlTh379+pVKG7dNanyrgpMHGLIh4XSptC+snyQ1wmb9tOMcuyITcHd2YKqsdioVOp2OyX0a0q2+uuvw0/P3cCz2JvMhRPGkxEByFOj0UEm7TffS09OZPn06AG+99RYODqVTe6pLly4AHDp0iEuXLhV+U6+HoPrqsQxBiVuQpEbYpKgrGXz0nzrs9OaD9QgpJ8NOpcVBr2PmE2G0rOpHav6uwxdk12HzMO1PE1gfXL01C+Obb74hPj6e6tWrM3DgwFJrp3z58jRt2hSAdevW3XhCwbwamSwsbk6SGmFz1GGn/WTmGmhb3Z9BMuxU6lydHPhuSEtqB3lyKSWbId/vJDFddh0uMQuYT5OVlcW0adMAePPNN3F0dCzV9m47BGVaASWFLcUtSFIjbM4vO8+x44w67PRxv8bo9TLsVBZ83J2YN7wVFXxcOR2fzvB5u2XX4ZKygMrc33//PTExMYSGhjJkyJBSb+/2SY301Ijbk6RG2JTohAw+zB92Gt+jrgw7lbEKPm7MH94KHzcnwqOSGPXrPtl1uLjysiEmQj3WqKcmJyeHqVOnAjBu3DicnZ1Lvc0OHTrg5OTE2bNnOXPmTOE3TUlNynnITCz1WIT1kaRG2Axjfm2njBwDrauV48nWVbQOyS7VCvLih2EtcHHUs/ZYHG8tOSi7DhdHzH4w5IC7P5SrrkkI8+bNIzo6mgoVKjB8+PAyadPT05M2bdoAN+mtcfUBn/zh5EtHyiQeYV0kqRE249ddUWw/cwU3Jxl20lrzKuX4YmAz9Dr4fc95Pl19QuuQrE/BfJrWoMHKvby8PD788EMA3njjDVxdXcusbdMQ1Jo1a258U4agxG1IUiNsQnRCBh8uPwrAuAfqUMXfQ+OIxP31g5jSV911eNa6U/y0/ay2AVmb89ruT/Prr78SGRlJQEAAzz77bJm2bUpq1q1bh9F43fCl7CwsbkOSGmH1FEVh/J8HSM8x0KpqOYa0rap1SCLf461CGXt/bQDeXXaY5Qdl1+EiURRNVz4ZDAY++OADAF599VXc3ct2blqrVq3w8PDg8uXLHDx4sPCbktSI25CkRli9Bbui2XrqCq5Oehl2skAv3VuTQa3VXYfHLIxgh+w6fGfJ5yE1BnQOULFZmTe/aNEiTpw4Qbly5XjxxRfLvH1nZ2c6duwI3GRejWlZd9xRMMrqOlGYJDXCqp1PzOCDf9UJg290r0vV8jLsZGl0Oh3v927IAw2CyTEYeWbeHo7GyK7DtxW9U30ObgTOZdtLYjQamTx5MgBjxozBy8urTNs3ueXS7nLVwdEVcjMg8WzZByYsmiQ1wmopisKbfx4kPcdAy6p+DGtXVeuQxC046HXMeLwpraqVIzVb3XX4fGKG1mFZLlNl7pDWZd700qVLOXz4MN7e3rz00ktl3r6JKanZtGkTubm5V99wcITAeuqxDEGJ60hSI6zWb7uj2XzyMi6Oej7u10SGnSycq5MD3w5pQZ0gL+JSsxnywy4SZNfhmzP11JTxfBpFUQp6aUaPHo2vr2+Ztn+txo0bU758edLS0ti1a1fhN2UFlLgFSWqEVbqQlMnkf9XVTq93r0M1GXayCj5u6q7DlXzdOBOfzvC5u8nIydM6LMuSkwGx+ZNjyzipWb58OeHh4Xh4ePDyyy+XadvX0+v1BQUubzmvRpIacR1JaoTVMQ07pWXn0byKH0+1r6Z1SOIuBPu4Mm94S3zdnYiITmLUr+Hkyq7DV10MB2MeeAaDT0iZNasoCpMmTQLgxRdfpHz58mXW9q3ccl6NrIAStyBJjbA6i/acZ9OJ+Pxhp8Y4yLCT1akZ6MX3Q1vi6qRn3bE43vpTdh0uYNqfJqRlmW66t2bNGnbu3ImbmxuvvvpqmbV7O127dgVg+/btpKenX30jMD+pSTwLWTLpXFwlSY2wKjHJmUz6R13t9Fq3OtQI8NQ4IlFczav4MXtgMxz0OhbtPc8nq45rHZJliNZmkrCpl+bZZ58lKCioTNu+lerVq1OlShVyc3PZvHnz1Tc8/MGrgnocd1Sb4IRFkqRGWA3TsFNqdh7NQn0Zfo8MO1m7++oFMaWvOj9i9vrTzN0aqXFEGlOUq5OEy7Ay98aNG9m8eTPOzs68/vrrZdbuneh0OhmCEndFkhphNX7ecY4Nx+NxdtQzrX8TGXayEY+1DOW1buquwxP/OWLfuw4nRkLGZXBwhgpNyqxZ04qnESNGUKlSpTJrtyhundTIZGFxI0lqhFVYc+QSE5ap37ze6C7DTrZmZJeaDGlbBUWB1xbt50x8mtYhacNUGqFCE3AqmwKSO3bsYM2aNTg6OjJu3LgyafNu3HvvvQBERERw5co1u1FLUiNuwqqSmk2bNtGzZ08qVqyITqdj6dKlWodklxRFISEhocza2xeVyKgF+zAq8FiLEEbIsJPN0el0TOjZgLbV/cnIMfDSgnCy8+xwC/xrK3OXEdNcmiFDhlClSpUya7eogoODadCgAYqisH79+qtvXLtXjUwyF/msKqlJT0+nSZMmzJ49W+tQ7I6iKOzfv5/x48dTrVo1/P39+frrr0u93dPxaYyYu5usXCP31g3kg74N0ZXhihBRdhz0Oj57rCl+7k4cvpjCxyvscOJwdNlW5t67dy/Lly9Hr9fz5ptvlkmbxXHTIajytUDvBDmpkHROo8iEpbGqpKZHjx5MnjyZvn37ah2K3Th16hSTJk2iQYMGNG3alKlTp3LunPoN5JVXXuHUqVOl1nZcahZDf9hFYkYuTUJ8+WJgGI4OVvW/rLhLwT6uTOunziX5fksk64/FaRxRGcpOhbj8oZQy2nTPNJdm4MCB1KxZs0zaLI6bJjUOThBQVz2WISiRz6Z/QmRnZ5OSklLoIe7s/PnzTJ8+nZYtW1KrVi3effddjh49iouLC4888giLFi2iS5cuZGZmMnz4cIxG82+clpadx1M/7uZ8YiZV/d35YWgL3J0dzd6OsDxd6wcV1PF6bdF+4lKytA2orFzYB4pR3XDPu2KpN3fgwAGWLl2KTqfj7bffLvX2SqJTp07o9XpOnjxJdHT01TekXIK4jk0nNR9++CE+Pj4Fj5CQstud09pcvnyZOXPm0KlTJ0JDQ3nttdfYs2cPDg4OdO/enblz53Lp0iX++OMP+vXrx/fff4+HhwebN29m1qxZZo0lJ8/ICz/v5fDFFMp7OjNveCv8PV3M2oawbON71KVeBW+upOcw9vf9GI12MGeijIeePvjgAwD69+9P3bp1y6TN4vLx8aFlS/W+FOqtkWXd4jo2ndS8+eabJCcnFzwKZfiClJQU5s+fz4MPPkiFChV44YUX2LRpE4qi0KFDB2bPnk1MTAwrVqxg6NCh+Pj4FHy2WrVqTJs2DVDvs7mGoRRFYfwfB9h88jLuzg78MKwlVfylrpO9cXVyYNYTYbg5ObDl1GW+3nRG65BK3/mymyR87NgxFi1aBGDxvTQmpt2FCyU1wbICShRm00mNi4sL3t7ehR72LjMzs6C3JSgoiKFDh/Lff/+Rl5dHs2bNmDZtGlFRUWzatIkXX3yRgICAW17rueee49577zXrMNS0lcf5M/wCDnodXw5qRuPKviW+prBONQM9mdhL/U18+qrjhEclahxRKTIar1n5VPo9NVOmTEFRFHr37k3jxo1LvT1zMM2rWbNmzdWSGqZl3VdOq4VAhd2z6aRGqHJzcwt6W4KCgujXrx9//PEHWVlZ1KlTh/fee4/jx4+zd+9eXnvttSIP0+n1erMOQ83ffpYvN5wG4KNHGtG5TmCJriesX/8WlXm4cQXyjAqjF4aTkpWrdUil48opyEoCRzcILt0k48iRI/z6668AvPPOO6Xaljm1bdsWV1dXYmNjOXo0vzSCZyB4BAAKxEu5BGFlSU1aWhoRERFEREQAEBkZSUREBFFRUdoGZoGMRiObNm3ihRdeoGLFivTo0YP58+eTmppKaGgob7zxBuHh4Rw9epQJEyZQu3btYrVTtWrVQsNQJ0+eLNZ1VhyKLdhc77VutenfQuY/CXX/mimPNKKynxvRCZm8veSQbRa+NJVGqBimruopJYqi8PLLL2MwGOjTpw/NmzcvtbbMzdXVlXvuuQe4xbyaWJlXI6wsqdmzZw9hYWGEhYUBMHbsWMLCwnj33Xc1jswyKIpS0NtSpUoVOnXqxJw5c7h8+TIBAQGMHDmSLVu2EBkZydSpU2natKlZ9nwp6TDU7rMJjF4YjqLAoNahjOxiuUtLRdnzdnVi5hNhOOh1/L3/Iov2ntc6JPM7XzZDT3/99Rdr1qzBxcWF6dOnl2pbpeGmS7tlZ2FxDataI9u5c2fb/C2thI4ePcrChQtZsGBBoZ4SHx8fHnnkER5//HHuvfdeHB1L56/bNAzVqFEjtmzZwsyZMxkzZkyRPnsqLpWn5+0hJ8/I/fWDeL+3bK4nbtQs1I+x99dm2srjTPjrMM2r+NlWqYwy2Ek4KyuLsWPHAvDaa69RvXr1UmurtJiSmg0bNpCXl6d+T5Nl3eIaVtVTIwrbunUrYWFh1K9fn/fff5+TJ0/i5ubGgAEDWLJkCbGxsfzwww9069at1BIak2uHod56660iDUNdSsli6A+7Sc7MpVmoLzMfD5MileKWnu9Ug3Y1/MnMNfDSrzZURiEzCeKPqcelWJl7+vTpREZGUqlSJYvePfh2mjVrhq+vL8nJyezbt099saCn5pCUSxCS1FiruLg4+vbtS0REBI6Ojjz00EP8/PPPXLp0id9++40+ffrg6lo2BfFMnnvuOe677z4yMzN56qmnMBhu/UMnJSuXoT/s4kJSJtUDPPh+aEvcnB3KMFphbUxlFMp5OHMkJoWP/jumdUjmcWGP+uxXDTxvvdqwJM6fP8+UKVMAmDZtGh4e1rlNgoODA507dwauGYIKqAM6B3WidcpFzWITlkGSGiukKArPPvss8fHxNGrUiNjYWP755x8GDRqEl5eXZnHpdDq+//57PD092bp16y1XQ2XnGXhu/l6OxaYS4OXCvKda4efhXMbRCmsU5O3KJ/3V1UE/bj3L2qOXNI7IDAqGnkqvl+aNN94gIyODe+65h8cff7zU2ikLN8yrcXSB8vkLHWQIyu5JUmOF5s2bx19//YWTkxM//fQT/v7+WodUoEqVKnzyySfAzYehjEaF1xcdYPuZK3i6ODL3qZaElHPXIlRhpe6tG8Tw9mql9tcXH+CStZdRKOWkZvPmzSxYsACdTsfMmTOtfs6aKanZunUrWVn5f/cF82oOahSVsBSS1FiZc+fOMXr0aAAmTZpEkyZNNI7oRs8+++wth6E+WnGMZfsv4qjXMefJ5jSo6HObKwlxc+N61KF+BW8S0nMYszACg7WWUTAa4Hz+8FMpzKcxGAwF3y+eeeaZgpWj1qxu3bpUrFiRrKwstm3bpr4ok4VFPklqrIjRaGTYsGGkpqbSvn17XnvtNa1Duqnrh6FmzpwJqFWXv8nf7n5a/8bcU6u8lmEKK+bi6MCsgWG4Ozuw/cwV5mw8rXVIxRN/DHJSwckDAuub/fLfffcdERER+Pr6FlTktnY6na7Q7sKALOsWBSSpsSIzZsxgw4YNeHh4MG/ePBwcLHdi7fXDUF8v28zkf48AarHCvmGVtQxP2IAaAVfLKHy6+gR7z1lhGQXTpnuVm4ODeVcoJiYmFtR1mjhx4m1LnlibG+bVmHpqLp+EXCsfjhQlIkmNlTh8+DBvvfUWAJ999hk1atTQOKI7e/bZZ+natStZWVmMGfkcRoOBYe2q8lxH69sfQ1imfs0r06tJRQxGhdELwknOtLIyCtG71edSGHqaMGECV65coUGDBrzwwgtmv76WTEnNnj17SEpKAu+K4OYHigEuH9c2OKEpSWqsQE5ODoMHDyY7O5uHHnqIp59+Wn0jaif8NRJOrbXI/Rl0Oh1vTpmB3tmdrPNHqXRhPe88XN/qJyoKy6HT6ZjctyEh5dy4kJTJ20sOWtcGnaaeGjNvunfo0CG+/PJLAD7//HOcnEqv9IIWKleuTO3atTEajWzcuBF0OhmCEoAkNVZh0qRJhIeH4+/vz3fffacmBfHH4Zd+EP4z/PwIfN0RDv2hTjy0EBeTMnlrdSy+XYYDEP7nHE6fKl5tKCFuxdvViZmPh+Go1/HPgRh+3xOtdUhFkxYPCflzgSq3MNtlr63v9MgjjxT0atiaWw5BSVJj1ySpsXA7duwo2DRrzpw5BAcHQ0YC/DoAslOgXA1wcofYA7B4OMxqDnt+0HxcOTkjl2E/7iI2JYuw+x+lc5f7yMrKuuOmfEIUR1ioH692qwPAe8uOcCouVeOIimD3t+pzhabgXs5sl12yZAnr1q3DxcWlYF6bLbplUhMry7rtmSQ1Fiw9PZ0hQ4ZgNBp58skn6devH+TlwG+DIfEs+FaBEavglcPQ+S1wKweJkfDPKzCjEWz5DLKSyzzurFwDz/y0hxOX0gjydmHeiNbM/fF7vLy82LZtG59//nmZxyRs33Mdq3NPzfJqGYUFEWTlWnDynJkEO+aox/e8Yr7LZmYW1Hd64403qFatmtmubWm6dOmCTqfjyJEjxMTEXNNTI+US7JkkNRbsjTfe4OTJk1SuXFndnVdR4N+xcG4LOHvBwN/Ao7z6W17ncfDKIXhgKnhXhvQ4WPMefNZQfU4tm51XjUaFsb9HsCsyAS8XR+Y+1YpKvm6FVkO9/fbbHD8uk/mEeen1Oj4d0AR/D2eOWnoZhV3fQHYyBNSFer3MdtlPPvmEc+fOUblyZcaNG2e261qicuXKFey7s27dOgioB+gg4wqkxWkbnNCMJDUWauXKlQUT/X788Ud8fX1hx5cQ/hPo9ND/RwisV/hDzh7Q5nl4OQL6zFG/YWanqD02MxqpPTgJZ0otZkVReP+fIyw/GIuTg46vhzSnXgXvgvefeeYZ7r//fhmGEqUm0NuVTwaoG1LO3XaWNUcssIxCdipsn60ed3wd9Ob5NhwdHc2HH34IqMmNtdZ3uhuFhqCc3cE/f1XopUMaRiW0JEmNBUpISGD4cHVy7UsvvUTXrl3hxEpY9T/1hG4fQK37b30BBydo+gS8sB0eX6AuFzVkq3NtZjWHRU9BzH6zx/3t5jPM3XYWgOkDmtKuRuHN9XQ6Hd999x1eXl5s376dGTNmmD0GIbrUCeTpe0xlFPYTm2xh+5bs+lYtvuhfExr0NdtlX3/9dTIzM+nYsSMDBgww23Ut2bWb8CmKIiughCQ1lmjUqFFcvHiROnXq8NFHH8GlI7B4BChGaDYU2hRxzwm9Huo+qM67eeo/qNVNvcbhP9XVUj89ApGbzTL+/FfEBaYsV7v7//dQPXo1qXjT80JDQ5k+fbp63v/+J8NQolS8/kAdGlbyJjEjlzG/hVtOGYWcdNj+hXrc4TXQm2cDzU2bNvHbb7+h1+v5/PPP7WbbhHvuuQdnZ2eio6M5deqUJDVCkhpL89tvv7FgwQIcHBz46aefcFcyYMFj6lbqVTvAg5+oezLcDZ0OqrSDQYvg+S3QqL86hHV6Lcx7GL7rCkf/AaOxWDFvPXWZ1xapPT9P31ONpzvcfnO9p59+mm7duskwlCg1Lo4OzHxcLaOw40wCX204pXVIqj0/qHM+/Kqq/w7N4Nr6Ts8++yxNmzY1y3WtgYeHB23btgXyh6CunSws7JIkNRbk4sWLBTt//u9//6NlWGP47UlIigK/ajBgPjg6l6yR4Ebw6Hfw0j5o+TQ4usKFPfDbIPiytbrvTV5OkS935GIKz/20l1yDwsONK/DWg/Xu+BmdTse3334rw1CiVFUP8GRSb/U398/WnGTvuQRtA8rNhK1qHTQ6vGa2sgjffvst+/fvx9fXl0mTJpnlmtak0LwaU1ITf/yuvo8J2yFJjYVQFIXhw4eTmJhIixYtePutt9SJvVHbwcUHBv5u1r0sKFcNHpoOYw5Ch1fVNi6fUHcontlUnciYnXbbS5xPzGDYj7tIy86jTfVyTB/QBL2+aL1IMgwlysIjzSrRp6mpjEKEtmUU9s5TVyX6hEKTx81yyYSEhIL6TpMmTaJ8efsrEmtKatavX4/Ru7K6MtSYC1dko097JEmNhZgzZw4rV67E1dWV+fPn47T7K4j4BXQO6kqngNql07BnINz3rroc/P73wTMYUi7AyrfgswawfgqkX7nhY0kZOQz9YRdxqdnUDfbi68EtcHG8u/kBMgwlSptOp2NSn4ZU8XfnQlImb/2pURmF3CzYOkM97vCKOpnfDCZMmEBCQgINGzbk+eefN8s1rU3Lli3x9PTkypUr7D9wQHYWtnOS1FiAkydP8tprrwHw0UcfUU8XCasnqG8+8BHULINtzl29of3LMOYA9Jyp7lSclQQbp6rJzX/j1GEw1M31Rszbw+n4dCr6uDL3qVb4uN39N+nrh6E+++wzM/+hhACva8oo/HswhoW7NSijEPEzpMaAdyVoOsgslzx48GCh+k6Ojuat8m0tnJyc6NSpEyDzaoQkNZrLy8tjyJAhZGRkcO+99/JS/y7wx9OAAi1GQKtnyjYgRxdoPhRG7Yb+89Qt3PMyYeccmBlG1u9P89ac39h7LhFvV0fmDm9FsI9rsZsLDQ3l008/BdRhqGPHLHjDNGG1moT48np3tYzCxL8Pc/JSGZZRyMuBzfkJe/sx6r+xEjLVdzIajTz66KPce++9Jb6mNSs0ryZYVkDZM0lqNPbxxx+zY8cOvL29+fGLaeh/Gwi56VCtE/SYevcrncxF7wAN+sCzG2DwUjUeYx6uRxbx6ZUX+NHlU+Y+VpPaQV4lbmrEiBF0796d7OxsGYYSpeaZDtXpUKs8WblGXloQXnZlFPb/Cinn1aHdZkPMcsk//viD9evX4+rqatP1nYrKlNRs2rSJHD81eZWkxj5JUqOh8PBwJkxQh5m+mPEZoVvHQXK0uinXgHlmG3cvEZ0OanTh76Zz6Gf4gH8NrTCio4tuD81OzzZTE1eHoXbs2FHQcyOEOen1OqYPaEJ5T2eOxaYyZfnR0m/UkAub8/9/bj8anIrfq2mSkZHBq6++CqilVKpWrVria1q7hg0bEhAQQEZGBjvP5i9wSI256XxAYdskqdFIVlYWgwcPJi8vj0ceeYQnvbfD+V3g6gNP/AZuflqHCKi1nD5ecYyXFoSzJ7cav1f7gMxHf1LfPLRYXaZqBiEhIQXJzDvvvCPDUKJUBHq5Mn1AUwDmbz/HqsOxpdvggd8h6Rx4BEDzp8xyyWnTphEVFUVISIjN13cqKr1eXzAEt3bzdnUfIJB5NXZIkhqN/O9//+Pw4cMEBQUxZ1hjdAd/V1c6DZgP5WtqHR4AqVm5PDN/D19uOA2oVZB/GNYSjwYPgU+IWgH82L9ma0+GoURZ6FQ7gGc7qhtEvvHHAWKSzZOY38CQB5vVbQto95Jam6iEzp07p+4yjlrfyd295Ne0FV27dgXUkgmys7D9kqRGAxs3bizolfju3WcI2JvfPf3gNKjeWbvArhF5OZ2+X25j7bE4XBz1zHisKW8+WA8HvU4tv9B0oHpi+E9ma9M0DOXt7S3DUKJUvdatDo0q+ZCUkcvLCyNKp4zC4T8h4TS4lVMn/ZvB66+/TlZWFp06daJ/f/PsSGwrTPNqdu7cSZp3/i+GktTYHUlqylhKSgpDhw5FURSeHtiXhxO/U99o9Ry0NM83vpLadCKe3l9s4VRcGsHerix6vi19wioVPsmU1JzZWLDU2xyuH4Y6erQM5j0Iu+PsqGfWE2F4ODuwKzKB2evNXEbBaIBN09TjtiPBxbPEl9ywYQOLFi1Cr9czc+ZMu6nvVFTVqlWjWrVq5OXlsSkqP0mV4Se7I0lNGXvllVc4d+4c1aqG8mmDw5CbATXuhe5TtA4NRVH4bvMZhv24i5SsPJqF+rJsVHsaV/a98WS/qlCtI6BAxAKzxjF8+HAeeOABGYYSpapqeQ8m91WHKWasOcHus2Yso3DkL3WHblcfaPVsiS+Xl5dXUN/pueeeo3HjxiW+pi0qWNp94IL6QvwxdRhQ2A1JasrQX3/9xQ8//IBOp2Nef3+8cmKhfG3o96PZ6sAUV1augVcX7Wfyv0cxKjCgRWUWPNuGQO/brNYIG6w+R/xc7GKYN3PtMNTOnTsLyikIYW59wyrzSFgljAq8sfiAeYahjMarvTRtXlQ3tiyhb775hoMHD+Ln52eX9Z2KqiCp2bYXnNwhL0sdAhR2Q5KaMhIXF8czz6gb6b3WswEd3E+rK5yeWAhuvprGdikli8e+2cGf+y7goNcxoWd9pj7a+M5lD+o+DC7e6vDT2c1mjaly5coFOwy/++67MgwlSs3E3g3wdXci8nI6/x6MKfkFj/8LcUfUfxutnyvx5a5cucI777wDqPWd/P39S3xNW2VaAbV//37i3UzzamQIyp5IUlMGFEXhueeeIz4+nobVgpnU6BzoHWHAT+BfQ9PYwqMS6TlrC/ujk/Bxc2L+8FY81b5a0cbrnd2h4aPqccQvZo/tqaeeKhiGGjZsGHl50o0szM/L1Ymn2lUD4Mv1p0pWG0pR1NIioA47mWFrhnfffZeEhAQaNWrEc8+VPEmyZYGBgTRq1AiA9bH585hksrBdkaSmDMybN4+lS5fi5OjIz91ScXHUwUOfQrUOmsa1eO95Hvt6B3Gp2dQO8mTZqPa0r3mXVX5NQ1BH/lKXeJvRtcNQu3btktVQotQMa1cVTxdHjsWmsvZoXPEvdGIFxB4EJw91gnAJHThwgDlz5gAwc+ZMu63vdDcKhqBOpqsvSFJjVySpKWXnzp0rmOD3fhdXmgQ7QJuRan0ljeQZjEz65wivLdpPjsHI/fWD+PPF9lTx97j7i1VqBgF11bHrQ3+YPVYZhhJlwcfdiSfbVAHgi+L21igKbPxYPW71DLiXK1FMiqIwevRojEYj/fv3p3PnziW6nr0oSGrCz6gvSFJjVySpKUVGo5Fhw4aRmppKu6quvN5GB7W6QTftJvolZ+Ty1NzdfL8lEoDR99Xi6yeb4+lSzN8AdToIe1I9Djf/EBSow1A9evSQYShRqkbcUw0XRz0R0UlsP12M7fVPrYWL+8DRDdqOKnE8ixcvZuPGjbi6ujJt2rQSX89edOzYEQcHB06fu8DZJKNaeiYzSeuwRBmRpKYUff7552zYsAEPFz3zezriEFQPHv1eLRapgVNxqfSevYXNJy/j5uTAl4OaMfb+2uj1JdzvovFj6hyhC3sgzvw9KTqdjm+++QYfHx927drF22+/bfY2hAjwcuHxliGA2ltzV66dS9NyBHgGlCiWa+s7jR8/nipVqpToevbE29ub1q1bA7A2Jn/lWdwRDSMSZUmSmlJy+PBh3nzzTQCmd3WmRuUAdaWTGZZ3Fsfao5foM3sbZ69kUMnXjT9eaMeDjSqY5+KegVCru3oc/rN5rnmdypUrM3u2WkDz448/ZurUqaXSjrBvz3aqgaNex7bTV9gXlVj0D0ZuVGu3ObioJRFK6OOPPyY6OprQ0FBef/31El/P3hQMQUXn90DHygooe3HXSU1eXh7z58/n0qVLpRGPTcjJyWHw4MFkZ2fTo6Yjz7Z0h8d+hnLVyjwWRVGYvf4UT8/fQ1p2Hq2rlWPZqPbUr2jm5Mo0BHXgN7UycSkYNGhQQTIzfvz4ggmUQphLJV83+ubvnv3l3fTWmObSNB8GXsEliuHcuXMF/59Pnz5d6jsVgympWXcsQZ0fJcu67cZdJzWOjo48//zzZGVllUY8NmHSpEmEh4dTzk3H971c0fWaCVXalXkcmTkGXloQzrSVx1EUGNymCj8/3Rp/TxfzN1brfvAIhPR4OLnK/NfP98Ybb/DWW28B8OKLL/Lrr7+WWlvCPr3QuQY6Haw5GsfRmJQ7f+DsFji3FRycof3LJW7/tddeIysri86dO/Poo4+W+Hr2qE2bNri5uXEpMY3D8UaZLGxHijX81KpVKyIiIswcim3YsWMHU6aoJQ/mPORKhe5jIGxQmcdxISmTfnO28c+BGBz1Oj7o25BJfRri5FBKI44OTtDkMfW4lIagTCZPnsyoUaNQFIUhQ4awbNmyUm1P2JfqAZ4FQ7OmCvW3ZeqlCXsSfCrd/tw7WL9+PYsXL0av1/P5559LfadicnFxoUMHdcuMtWfy1Dk1Ztz1XFiuYv2Ee/HFFxk7dixffPEF27dv58CBA4Ue9io9PZ0hTw7EaDQyqJET/fv2gq7vlXkcuyIT6DVrC4cvpuDv4cyvz7RhUOsymGjYNH8I6sRKSC294UmdTsfnn3/OkCFDMBgMDBgwgLVr15Zae8L+jOys7kb774GLRF5Ov/WJUTvV+TR6R7jnlRK1eW19pxdeeEHqO5VQwbyas4paYy8xUuOIRFko1jrexx9/HKDgHyCoP2gURUGn09ltAcJxr43l5OlIKnnpmDWkKTz6bZmvdPp1ZxQTlh0i16BQv4I33wxpTmW/MhqTD6wLlVvC+d3q3Jr2o+/8mWLS6/V8//33pKSksHTpUnr37s2aNWto06ZNqbUp7Ef9it7cVzeQtcfi+GrDKT7u1+TmJ27K76VpOhB8Q0vU5pw5czh06BDlypXj/fffL9G1xNWkZuM5A3lGBcdLhzXfwV2UvmL11ERGRt7wOHPmTMGzPVq1YgWz53wDwI+PBeP39GJw8Sqz9nMNRt5Zeoi3lhwk16DwUOMKLH6hbdklNCZN84fawn9Wl7mWIkdHRxYuXEjXrl1JT0+nR48edt1TKMzrxS5qb82f+y5wISnzxhPO74VTa0DnAPeMLVFbly9f5t133wXU4dVy5Uq2cZ+Apk2b4ufnR0qWgT0XDTJZ2E4UK6mpUqXKLR+hoSX7bcUaJSYm8tSTAwAY1dqV+99ZUuLf2u7GlbRsnvxuJz/tOIdOB693r8MXT4Th7qzBluoNH1E3H7t8HC7sLfXmXFxcWLp0KW3btiUpKYlu3bpx8uTJUm9X2L7mVfxoW92fPKPCt5tu8suaqRJ348dKvLLxnXfeITExkcaNG/Pss8+W6FpC5eDgQJcuXQBYe8Ygk4XtRLGSmmHDhpGefuM489mzZ+nYsWOJg7I2Iwf15OKVVGr765k6Yw6Eti6zto9cTKHXF1vZGZmAp4sj3w5uwcguNbWbYOjqA/V7q8fhP5VJkx4eHixfvpwmTZpw6dIlunbtSnR0dJm0LWzbyPzemgW7oricln31jZj9cOI/0Omhw6slaiMiIoJvvlF7eWfOnImDgzabc9qignk1kXnSU2MnivWr/P79+2ncuDE///wzbdu2BdSijaNHjy4o/W4vcjPTcbp8BAcd/PTecNzblH5Np9SsXHafTWD76Sv8vCOKzFwDVfzd+W5IC2oFld2Q1y2FDYIDC+HgH9D9Q7Wadynz9fVl1apVdOjQgRMnTtC1a1c2b95MYGBgqbctSiY+Pp7Dhw9z+PBhjh07RlZWFg4ODuj1evR6fcFxUZ+L+xl3d3c8PT3x8vLCy8sLT09PmlbwpHFlHw6cT+b7LZGMe6CuGrSpl6bho1C+ZrH/7NfWdxowYACdOnUywx0VJqakZmu0gYy4SNy/bAc174Ua96nbbDiWwvYWQlM6pRiV23Jzc3nrrbeYOXMmr776KqdOneK///7j008/5ZlnnimNOM0iJSUFHx8fkpOT8fY24+ZzKTEcW/wBdYfNBL35l0ynZ+ex51wi209fYfuZKxy6kIzBePWvrUOt8sx6Igxfd2ezt10sRiPMbApJ56Dv19Dk8TJrOjo6mnvuuYeoqCiaNm3K+vXr8fX1LbP2xa1duXKlIHm59hEfH691aLel0+nAyRUHF3eqVfDHx80Jz+RjeDnr8Gr4AJ7lKxZKhEzH139tOvbw8ECf/33it99+4/HHH8fNzY1jx47Z5fB9aVIUhdDQUM6fP8+qJ925v8Y1v8c7ukG1DmqCU/M+8K+p1rITFqmoP7+LldSYTJgwgUmTJuHo6MjGjRsLem0sVaklNWaWlWtg7zVJzP7oJPKMhf+aqvi707a6P/fUKs8DDYJxLK39Z4pr48ew/gOo2gGG/VOmTZ88eZIOHTpw6dIl2rVrx6pVq/DwKEYFclEsiYmJN01ebrcLebVq1WjQoAH169fH29sbg8GA0Wi84flmrxXlvTudYzAYyMzMJDU1ldTUVNLS0khLSytete4i8PDwwMvLi5SUFDIyMpg4cWLBRGFhXsOGDWPevHmMGzuaj4Z1UAuPnl4HabGFT/QJvdqLU72TOpQuLEapJjW5ubmMHz+e2bNn8+qrr7JlyxZOnDjB999/z4MPPliiwEuTpSY1WbkGwqOS2H7mCjtOXyEiOokcQ+GNoir5utG2hj9tq/vTtoY/FX3dNIq2iJKiYUYjQIHREWVeIuLAgQN06tSJpKQk7r//fv7++29cXKSr2ZySk5NvmrzExMTc8jNVqlShQYMGhR716tWzyKTTaDSSkZFBWloaS3ae5P0l+6ilu8gb2V+QlqOQ2uYN0hx8ChIhUzJ0s2PT18abbABXo0YNDh48iJubhf+btlI//fQTQ4YMoWnTpqxbtw4/Pz91Zealw3B6rZrkRG0HQ87VD+kc1O0pat6nJjkVm2pWiFioSjWpadKkCRkZGfz000+0adMGRVH4+OOPmTBhAsOHD+fLL78sUfClxVKSmpw8I/vPJ6k9MfmF87LzCn+zC/Z2LZTEhJSzwvov8/vAmfXQ8Q24t+wra+/YsaNguXffvn35/fffcXTUYEWYlUtJSeHIkSM3JC8XLly45WdCQ0MLkpb69esXPHt6epZh5OZjMCrcN30DL6dMo6/DVqj7MDz+y11dQ1GUgt4gU8KTlpZG/fr1ZQl3Kbp48SKVKl3d6TkgIIDatWtTu3Zt6tSpoz5XD6GGQywu0ZvVJOfKdSso3fygeperSY63mYoBiyIr1aRmxIgRzJw584bfrsLDwxk8eDCHDpXeLPPZs2czbdo0YmNjadKkCbNmzaJVq1ZF+qxWSU2uwcjBC8lsP32FHWeusOdsIpm5hTcoDPByKUhg2lT3p6q/u/VvkX5wMfwxArwrw5gDmvyms3btWh588MGCIqNz584tmM8gbu7EiRPMnTuX8PBwDh8+fNuVZJUrV75pz4sl9YSayz/rN9NjQ08cdAo5I9bjHNJM65BEEb3++uv8+uuvXLx48Zbn6PV6qlSpoiY6VSpQxyeX2k4XqZ17lMquaeiv/X4cWB9q3KsmOaHtwMm1DP4U9q1M5tTcTHZ2dql18//2228MGTKEOXPm0Lp1a2bMmMGiRYs4fvx4kVa5lFVSYzAqHL6YXDAnZndkAuk5hZMYfw9n2lT3p01+b0yNAA/rT2Kul5sF02tDVjIMXqJ+E9DAX3/9xaOPPorBYGDkyJHMmjXL9u51CSmKwpo1a5gxYwbLly+/4f2KFSvekLzUr18fHx/7mXdg+PMFHA78yhpDGJcenlc2pUeEWaWmpnLy5ElOnDjB8ePHOXHiRMFxamrqLT/n5upCrYp+1PEzUNs9hTr+Omr766nt74CflztUbX91wnH52jLhuBSUalITFRV12/dLawZ/69atadmyJV988QWgjnmHhITw0ksvMX78+Dt+vrSSGqNR4UhMCjvOqMNJuyITSM3OK3SOr7sTrauVy++NKU/tIE/7+MH676uw+zt16Wu/HzQL45dffmHw4MEoisLbb7/N5MmTNYvFkmRkZPDLL78wY8YMjhw5AqirfR5++GEefvjhguTFz89P40g1lhAJs5qDYqB39vsk+DVi/audLW+CvigWRVG4dOnSDYnOiRMnOH36NHl5ebf8bIC7muDU8derz6GB1G7WgRr39MWlTldw8y27P4gNK9WkRq/X3/YHcmnUfsrJycHd3Z3FixfTp0+fgteHDh1KUlISf/311w2fyc7OJjv76oZZKSkphISEmD2p6fXFFg6cTy70mperI62rlaNN/pBSvWBv9Ho7SGKudzEcvukMDi7w2nF1bFojc+bM4YUXXgDg448/5vXXX9csFq1duHCB2bNn8/XXX5OQkACAp6cnw4cP56WXXqJmzeLvvWKTlo2GffMwVL+XVude5Ep6Dp891oS+YZW1jkyUsry8PCIjI2/au3Pb4SwdVPXVE+DtCjrI/w86wPRD98afo/nn5L+soKPQGdecr9Pprl6Ha84v/IEi/inN67X3ptJ34NNmvWZRk5pizZoMDw8v9HVubi7h4eF8+umnfPDBB8W55B1dvnwZg8FAUFBQodeDgoI4duzYTT/z4YcfMnHixFKJ51r1gr05HZdGy4KeGH8aVPTBwR6TmOtVaApBDdXdPA8uhlba7WP0/PPPk5yczPjx43njjTfw9vbmueee0yweLezatatg2Nb022fVqlUZPXo0w4cPt6vhpCJLioaIXwFw6Dye4af9mbbyOF+uP03vJpXs85cVO+Lo6EitWrWoVasWnbt253xiJtEJGUQnZnD64mWOHDvBmVMniYk6Q2bcWZwTzpCecImsnDzOJBo5k5ih9R+hzMVdvP1oTmkqVlLTpMmNFWtbtGhBxYoVmTZtGo888kiJAzOHN998k7FjrxaaM/XUmL2dB+syuW9DnKQr+kY6nVrkcuWbapFLDZMagHHjxpGcnMyHH37ICy+8gLe3N0888YSmMZW23Nxc/vzzTz7//HO2b99e8HqnTp0YM2YMPXv2lK35b2frDDDmQrWOENqawYG5zNl4mpNxaaw6cokHGgZrHaEwk6xcAxeS1KTlfGIm0YkZnE/I5HxiBtGJmSSk59zkU75QoSVuFVriBpT3dKaSrxvl9Bn4Jh7BNTUaHfl9Joq6ylWHgoKSX6dIuVr8VwcYjfn9K1dfV/tklILXFUUpdI6pz8b0ui7/HK20u/chzdo26/rWOnXqsHv3bnNeskD58uVxcHC4YQOvS5cuERx8828qLi4uZbI3icXs5GupGg+A1e9CTATEHoLghpqG88EHH5CcnMyXX37J4MGD8fT0pGfPnprGVBoSEhL49ttv+eKLLzh//jwAzs7OPPHEE7z88suEhYVpHKEVSLkI++arx53GAeDt6sTQtlX5Yv0pZq8/RfcGQfYxP84G5BqMxCRlqclKYgbRCfmJS37vS1xq9h2v4ePmREg5Nyr7uhNSzo2Qcu5U9nMjxM+dyn7uuDlf+wtCt9L7w4ibKlZSk5KSUuhrRVGIiYnhvffeo1atWmYJ7HrOzs40b96ctWvXFsypMRqNrF27llGjRpVKm8JMPMpDnR5wdBlE/AIPfKhpODqdjlmzZpGSksLPP/9M//79Wb58uc3ULTt69CgzZ85k3rx5ZGZmAhAYGMgLL7zA888/f8tfAsRNbP1c3ZQttB1Uvafg5eH3VOP7LZEcvJDMppOX6VQ7QMMgxe0oisKnq0/w574LxCRnYrxDB4aHs0NBolLZz71w0lLODW9Xp7IJXBRLsZIaX1/fG34zURSFkJAQFi5caJbAbmbs2LEMHTqUFi1a0KpVK2bMmEF6ejpPPfVUqbUpzCTsSTWpOfAbdJ0Ijtr2bun1en788UdSU1P566+/6NWrF2vXrqV167KrsG5ORqORVatWMWPGDFauXFnwetOmTRkzZgyPP/647Kh8t1Ivwd656nGnNwq9Vc7DmSdahfLD1khmrz8lSY0FW33kErPWnSr42sVRf03CcrWHxXTs6+4kPW9WrFhJzfr16wt9rdfrCQgIoGbNmqW6Y+tjjz1GfHw87777LrGxsTRt2pQVK1bcMHlYWKAa94FnsFpv5cQKqN9L64hwdHRk4cKFPPzww6xdu5YePXqwceNGGjVqpHVoRZaens5PP/3E559/XjBhXqfT0bt3b8aMGUPHjh3lG3RxbZsJeVlQuRVU73zD2892rM5PO86yKzKB3WcTaFlVdgW2NNl5Bib/exSAYe2q8mLnGpT3dJHJ3TbM7JvvWTJLKZNgt9a8B1s+g1rdYdDvWkdTIC0tjW7durF9+3aCgoLYsmWLxS9pjoqKYvbs2XzzzTckJSUB4OXlxdNPP82oUaOoXr26tgFau/TLau2y3AwYtBhq3X/T09788wALdkXTqXYA84YXbWdzUXa+2nCaqSuOEejlwvrXOuPhImVSrJXZl3QvW7asyI336qX9b+HCAjV9Uk1qTq2GlBiLqZ/i6enJv//+S5cuXdi/fz9du3Zl8+bNpbJSriQURWHHjh3MmDGDP/74o2A/qBo1ajB69GiGDRsmybq5bP9CTWgqhkHNrrc87flONfhtdzQbT8Rz6EIyDSvJknhLEZeSxRfr1BpO43vUlYTGThT5b/naDe9uR6fTlcrme8IGlK8JIW0gegccWAj3vKJ1RAX8/PxYuXIlHTp04OTJk9x///1s2rSpSOU3SltOTg6LFy9mxowZhVYX3nvvvYwZM4YHH3xQlmSbU0YC7PpWPe74xm23vK/i70GvJhVZGnGR2etP8dWTzcsoSHEnH688TnqOgSYhvvRpWunOHxA2ochJjdFovPNJQtxJ2JNqUhP+M7QfY1E1UoKCglizZg333HMPx48fp3v37qxfvx5fX98yi8FgMHDp0iXOnz/P+fPnOXjwIN98803BzqUuLi4MGjSIl19+mcaNG5dZXHZlx1eQkwZBjdRVe3fwQueaLI24yIrDsZyKS6VmoFcZBCluZ390Eov3qtsYTOhZX+bQ2JEiJzXlypXj5MmT+Pv7M3z4cD7//HO8vOQfr7hLDfrAf2/AlVMQvRNC22gdUSGhoaGsWbOGDh06EBERwUMPPcSqVatuqEhfHLm5ucTExBQkLDd7XLx48aY9ncHBwbz44os899xzFtF7ZLMyk2DnHPW40+17aUzqBHvRrX4Qq45c4ssNp/l0QNNSDVHcnqIoTPz7MACPhFWiWaid1y2zM0VOanJyckhOTsbf35958+YxdepUSWrE3XPxggZ91f1qwn+yuKQGoHbt2qxatYrOnTuzbds2+vbty99//33bJdFZWVlcuHDhlsnKhQsXiI2NLdIun3q9nooVK1K5cmVCQkLo2bMnjz32GM7Ossljqdv1DWSnQGB9qPtwkT82sktNVh25xF8RF3mla21CyrmXYpDidpbtv8i+qCTcnR1444G6WocjyliRk5q2bdvSp08fmjdvjqIojB49Gjc3t5ue+8MP2lVjFlYg7Ek1qTm8FB6YCi6eWkd0gyZNmrB8+XLuv/9+Vq9ezRNPPMHIkSNvmbRcvny5SNd1cnKiUqVKVK5c+ZaPoKCgUt0aQdxCVgpsn60ed3wN9EUve9IkxJcOtcqz+eRlvt50msl9rGdbAFuSkZPHh8vVrQ1GdqlJsI+rxhGJslbk75w///wzn332GadPn0an05GcnExWVlZpxiZsVWhbKFcdEs7Akb8gbJDWEd1U27ZtWbp0KQ899BBLlixhyZIltz3fzc3ttslK5cqVKV++PPq7+GEpytDubyErCcrXhvp97vrjI7vUZPPJy/y+5zyj761FoLf8QC1rczacJjYli8p+boy4p5rW4QgNFGufmmrVqrFnzx78/f1LI6ZSI/vUWJBNn8C6Ser288P/0zqa2/rnn3944w11R9nbJSx+fn6y0Z21yk6DzxtDxhXo+w00eeyuL6EoCv3mbGfvuUSe6VCNtx+qXwqBiluJTsig66cbyc4zMufJZjzQ0DK2jBDmYfZ9agAefPBBFixYQGRkJAAfffQRzz//fMHqkCtXrtChQweOHDlS/MiFfWjyBKz/AKK2wZXT4F9D64hu6eGHH+bhh4s+v0JYoT0/qAlNuerQ8NFiXUKn0zGqS02emrubX3ZG8WLnmvh5yDyosvLRf8fIzjPSpno5ujeQ+mb26q76wVesWEF29tUqplOmTCEhIaHg67y8PI4fP26+6ITt8qkENfILSEb8om0swr7lpMO2Wepxh1fBofjzmTrXCaB+BW8ycgz8uO2seeITd7TjzBX+PRiDXgfvPtxAekztWIkG9+2owoIoDWFPqs8RC8AoGzYKjawYD+lx4FsFGt/9sNO1dDodI7uoJTbmbo0kLTvPHBGK2zAYFd7/Wx0deKJVKPUrytQCeyYzFoV26jwIbn6QehFOr7/z+UKY26E/YN98QAe9ZoGDU4kv+UDDYKoHeJCSlcfPO86VPEZxW7/vieZITArero6Mvb+21uEIjd1VUqPT6W7o1pNuPlFsji5XfzMO/0nbWIT9SYiEv8eoxx1fg+qdzHJZB72OFzqpc8S+2xxJVq70QpaW5MxcPlmpTnkY07U2/p633ktK2Ie7GjxWFIVhw4YVbEKWlZXF888/X7Db6rXzbYQokqaD1B1cjy9Xa+64l9M6ImEPDLnwxwh1o72QNtBpvFkv3yesEjPWnORCUia/74lmSNuqZr2+UM1ae5Ir6TnUCPBgcNsqWocjLMBd9dQMHTqUwMBAfHx88PHx4cknn6RixYoFXwcGBjJkyJDSilXYogqNIbgxGHLg4CKtoxH2Yt0kuLAXXH3g0e9KNDn4Zpwc9DzfqToAX288Q65BaueZ2+n4NObmT8Z+t2cDnBxkNoW4y56aH3/8sbTiEPYsbDD897o6BNX6Oa2jEbbu1BrY+rl63Hs2+IaUSjP9W4Tw+dpTXEjKZEn4BQa0KJ127NXkf46QZ1S4r24gnWoHaB2OsBCS2grtNeoHDs4QexBi9msdjbBlqZdgyfPqccunoV7PUmvK1cmBZzqou9rO2XAag1FWi5rL+uNxrD8ej5ODjrcfqqd1OMKCSFIjtOdeDuo+pB6Hy541opQYjbDkWUiPh6CG0O2DUm9yUJsq+Lg5ceZyOv8diin19uxBrsHIpH/UJdzD2lWleoDl1Y4T2pGkRlgG0541B36DXKkpJkrB1hlwZgM4uUO/H8Cp9Gszebo4MqxdVQBmrz8te3uZwfzt5zgTn46/hzMv3VdL63CEhZGkRliG6l3Au5JaUPD4cq2jEbYmehesm6we9/gYAuqUWdNPta+Ku7MDR2NSWH88rszatUVX0rKZseYEAK93r4O3a8n3FRK2RZIaYRn0Dmo9KIDwn7WNRdiWzCRYPAIUAzTsd7VXsIz4ujvzZBt1ufEX605Jb00JTF99gtSsPBpU9Ka/TLwWNyFJjbAcTQeqz6fXQfJ5bWMRtkFRYNlLkBwFflXh4c9Agw1Dn76nGs6OevZFJbHjTMKdPyBucPhiMgt2RQEwoWcDHPSy8au4kSQ1wnL414Aq7QEF9i/QOhphC/b+CEeXgd4J+v0IrtrUBQr0duWx/J6F2etPaRKDNVMUtb6TosDDjSvQqpps0iluTpIaYVlMQwPhv6i/ZQtRXJeOwIo31eOuE6BSM03DebZjdRz0OracukxEdJKmsVibFYdi2RmZgIujnjcflCXc4tYkqRGWpX5vcPaExEg4t03raIS1ysmAxU9BXhbUvB/ajNQ6IkLKudOnaSVAemvuRlaugQ+WHwXguU41qOTrpnFEwpJJUiMsi7MHNOirHsuEYVFcK8ZD/DHwDIY+X4HeMr7VvdC5BjodrD5yiWOxKVqHYxW+23yG84mZVPBxLSg9IcStWMa/dCGuFTZYfT6yFLJTNQ1FWKFDf8C+eYAOHvkGPC1nC/2agZ70aBgMwJfrT2scjeWLTc5idv59Gt+jLu7O5q3RJWyPJDXC8oS0Av9akJsBh5doHY2wJoln4e8x6nGHV6F6Jy2juakXO9cE4J8DFzl7OV3jaCzb1BXHyMw10KKKH72aVNQ6HGEFJKkRlkeng7BB6rEMQYmiMuTC4uGQnQIhbaDzm1pHdFMNK/nQuU4ARgXmbJTemlvZey6RJeEX0OnUJdw6DZbiC+sjSY2wTE2eAJ0DRO+E+BNaRyOswbpJcGEvuPrAo9+Cg+UOVYzqovbW/LHvPDHJmRpHY3mMRoX3/z4MQP/mlWlU2UfjiIS1kKRGWCavYKh1v3ocIUUuxR2cWgtbP1ePe30BvqHaxnMHLaqWo3W1cuQaFL7ZdEbrcCzOkvAL7D+fjKeLI691L7uSFsL6SVIjLJdpz5r9C8CQp20swnKlXoIlz6nHLZ+G+r20jaeIRub31vy2O5qMHPn/2yQtO4+pK44BMOremgR6lX7hUWE7JKkRlqtWd3D3h7RLcGqN1tEIS2Q0wpJnIT0eAhtAt8laR1RkHWqVJ7ScOxk5BlYdvqR1OBbjy/WniEvNpoq/O0+1r6p1OMLKSFIjLJejMzR+XD2OkAnD4ia2fQ5nNoCTO/T/EZysZ2M2nU5HnzB1M74/wy9oHI1liLqSwXebIwH430P1cXF00DgiYW0kqRGWzTQEdfw/SL+sbSzCskTvgrWT1OMeH0OA9c29eCQ/qdlyMp64lCyNo9HeB8uPkGMw0qFWebrWC9Q6HGGFJKkRli2oPlQMA2MeHPhN62iEpchMgsUjQDFAw0evJr9Wpmp5D5qF+mJU4K+Ii1qHo6mtpy6z8vAlHPQ63nm4vizhFsUiSY2wfFLkUlxLUeDvlyE5CvyqwsOfqXsbWam+zSoD9j0ElWcw8v7fRwAY3KYKtYO8NI5IWCtJaoTla9gPHF0h7jBcDNc6GqG1vXPVEhp6R+j3g7ovjRXr2bgCTg46jsakcDTGPutBLdgdzfFLqfi6OzGmay2twxFWTJIaYfncfKHuw+qx7DBs3y4dUYtVAtw3ASo11zYeM/B1d+beuur8kSV22FuTlJHDp6uOAzD2/tr4ujtrHJGwZpLUCOtgGoI6uBhyZQdWu5STAYufgrwsqNkV2o7SOiKz6RumDkH9FXEBg9G+hlhnrDlJYkYutYM8GdjKsjdNFJZPkhphHap1Ap8QyE6Go/9oHY3Qwso3If4YeAZBnzmgt51vX13qBuDj5sSllGy2nbafVX4nL6Xy045zgFrfydHBdv5OhTbk/yBhHfR6aDpQPQ7/SdtYRNk79Kc6lwYdPPINeAZoHZFZuTg60LNJBQD+3GcfQ1CKovD+P0cwGBW61Q+ifc3yWockbIAkNcJ6NB0E6CByIyREah2NKCuJZ9XVTgAdxkL1zlpGU2pMQ1ArDsWSnm37ZRPWHo1j88nLODvoefuhelqHI2yEJDXCevhVufoDTSYM2wdDrrofTXYKhLSGzm9qHVGpaRbqS1V/dzJzDaw8HKt1OKUqO8/A5H/VJdwjOlSjir+HxhEJWyFJjbAuzYaozxG/SpFLe7BuMlzYoy7bfvQ7cHDSOqJSo9PpCnprbH0V1LxtZzl7JYMAL5eCwp5CmIMkNcK61H0I3MpB6kU4vVbraERpOrUWts5Qj3t9Ab62vzKmr6lswqnLxCbbZtmE+NRsZq49BcAb3evg6eKocUTClkhSI6yLows0eUI93jdf21hE6Um9BEueU49bjID6vbSNp4yE+rvTooofiqIu77ZFn6w8Tlp2Ho0r+/Bo/m7KQpiLJDXC+jQbrD6fWKH+8BO2xWhUE5r0eAhsAN0/0DqiMtW3WX7l7n0XUGysLMjB88n8vjcaUJdw6/XWW95CWCZJaoT1CawHlVuqRS73L9A6GmFu2z6HM+vB0Q36/whOblpHVKYeblQRZwc9xy+lcsSGyiaoS7gPoyjQp2lFmlfx0zokYYMkqRHWyTRhOPwnKXJpS6J3q5ODAR78GALqaBuPBnzcnbivXn7ZBBvas2bb6SvsPpuIq5OecT3qah2OsFGS1Ajr1KAvOHnAlVMQtV3raIQ5ZCbBH8PVHriGj0LYYK0j0oxpwvBf+y+SZzBqHI15zNl4GoDHW4ZSwce+et9E2bGapOaDDz6gXbt2uLu74+vrq3U4QmsuXtDwEfVYJgxbP9M8mqQo8K0CD38GOvudb9G5TiB+7k7Ep2az9fQVrcMpsUMXktl88jIOeh0j7qmmdTjChllNUpOTk0P//v154YUXtA5FWIpmQ9Xnw0shK1nTUEQJbZ6uTvx2cIEB89V9aeyYs6Oenk0qAvDnvvMaR1Nypl6ano0rEFLOXeNohC2zmqRm4sSJvPLKKzRq1EjrUISlqNwCAupCXqZavVtYp1NrYH3+CqeHP4WKTTUNx1KYhqBWHo4lzYrLJpy7ks7ygzEAPNephsbRCFtnNUlNcWRnZ5OSklLoIWyITnd1wrAMQVmnxHPwx9OAAs2HQdiTWkdkMZqG+FKtvAdZuUZWHLLesgnfbj6DUYHOdQKoV8Fb63CEjbPppObDDz/Ex8en4BESEqJ1SMLcGj8OeieIiYCYA1pHI+5Gbib8PhgyE6FiM+jxsdYRWRSdTscjYaY9a6xzCOpyWjaL9qixPy+9NKIMaJrUjB8/Hp1Od9vHsWPHin39N998k+Tk5IJHdHS0GaMXFsHDXy2dAOrybmEdFAX+fQ1i9oO7vzqPxtFF66gsTp/8pGb7mSvEJGdqHM3dm7v1LNl5RpqG+NK6WjmtwxF2QNOiG6+++irDhg277TnVq1cv9vVdXFxwcZFvlDav2RA4shQO/Ab3v293m7VZpb1zIeJn0Omh3w/gK72oNxNSzp1WVcux62wCS8Mv8kJn6+ntSMvOY/72s4DaS6Oz49VsouxomtQEBAQQEBCgZQjCFlTvAj6hkBwFR/+GxgO0jkjczvm98N8b6vF970L1zpqGY+n6NqvErrMJ/LnvPM93qm41ycHCXVGkZOVRPcCDbvWDtA5H2AmrmVMTFRVFREQEUVFRGAwGIiIiiIiIIC0tTevQhNb0eggbpB7LhGHLln4Zfh8Chhyo+zC0H6N1RBbvwUYVcHbUczIujcMXrWOxQ06eke82RwLwXMfqUuNJlBmrSWreffddwsLCmDBhAmlpaYSFhREWFsaePXu0Dk1YgqaDAB2c3QxXTmsdjbgZQx4sHg4p58G/JvT5yq432CsqHzcn7q+n9nT8aSVlE/6KuEBsShZB3i4F84KEKAtWk9TMnTsXRVFueHTu3Fnr0IQl8A2Bmvepx+E/axuLuLn1kyFyo1re4rGfwVWW9xaVac+aZfsvWHzZBKNR4etNZwAY3r4aLo4OGkck7InVJDVC3JGpVlDEr2qvgLAcR/+GLZ+px71nqZXWRZF1qhNAOQ9nLqflsPnkZa3Dua21x+I4FZeGl4sjA1uHah2OsDOS1AjbUedBdXlwWiycWq11NMLk8ilYkl/epM1ItViluCtODnp6mcomhFv2EJSpJMKgNlXwcnXSOBphbySpEbbD0RmaPKEey4Rhy5CdBr8NgpxUqNIe7p+odURWyzQEtepwLKlZuRpHc3O7zyaw91wizg56hrevqnU4wg5JUiNsi6lswomVkGq9W8vbBEWBZS9B/DHwDIZ+P4KD/OZeXI0r+1A9wIPsPCP/WWjZhDkb1F6aR5tXItDbVeNohD2SpEbYloA6ENIaFIM6t0ZoZ8dXcPhP0DvCgHngJXuVlIROp+PRZpUByyybcDw2lbXH4tDp4JkOxd80VYiSkKRG2B5Tb034T2pvgSh7Z7fCqv+px92nQGgbbeOxEb2bqvNqdpxJ4EKSZZVN+HqT2kvzQINgqgd4ahyNsFeS1AjbU78POHtCwhk4t1XraOxPSgwsGqb2ljUaAK2e1Toim1HZz72ghtJSC5owfCEpk2URFwEpXCm0JUmNsD0unldX2MiE4bKVlwOLhkJ6HAQ2gJ4zZIM9M7t2CEqxkJ7I7zdHkmdUaFvdnyYhvlqHI+yYJDXCNjUbqj4f+QsykzQNxa6s+h9E7wQXH3jsJ3D20Doim9OjUTAujnpOx6dz8EKy1uGQlJHDwt1RADxvRQU3hW2SpEbYpkrNILA+5GXBwUVaR2MfDvwOu75Wjx/5GvzlB1xp8HJ14v76llM2Yf72c2TkGKhfwZuOtcprHY6wc5LUCNuk012dMCxDUKUv9hAsG60ed3wd6vTQNh4b90gzdc+av/dfJFfDsgmZOQbmbjsLwHNWVEFc2C5JaoTtavwYODhD7AG4GKF1NLYrMwl+exLyMqHGfdD5Ta0jsnkdagVQ3tOZK+k5bDoRr1kci/ZGk5CeQ0g5Nx5qVEGzOIQwkaRG2C73clD3YfU4/CdtY7FVRiMseR4SI8EnFB79DvRSwLC0OTno6alx2YQ8g5Fv8gtXPtOhOo4O8uNEaE/+LxS2zTQEdWAR5GRoG4st2jIdTvwHDi7w2Hw1kRRl4pEwdRXU6iOXSM4s+7IJ/x6M4XxiJuU8nOnfPKTM2xfiZiSpEbatWifwDYXsZDi6TOtobMupNbDuA/X4oelQMUzbeOxMw0re1Ar0JCfPyH8HY8q0bUVRmLNR7aUZ1q4qbs7SOycsgyQ1wrbp9RA2WD3eJ0NQZpN4Dv54GlCg+TBoNljriOyOTqejb/6E4bIegtp08jJHY1Jwd3ZgSNsqZdq2ELcjSY2wfU0Hgk4P57bA5VNaR2P9crPg98GQmQgVm0GPj7WOyG71aVoJnQ52RSYQnVB2w6umwpWPtwzF1925zNoV4k4kqRG2z6cy1OyqHsuE4ZJRFFj+KsTsB3d/GDAfHF20jspuVfR1o001fwD+iiib3pr90UlsP3MFR72OpztUK5M2hSgqSWqEfTANQe1fAIayn1RpM/bNg/Cf1Z6vfj+Ar0wQ1Zppz5o/910ok7IJczaqvTS9mlakoq9bqbcnxN2QpEbYh9oPgEcApF2Ck6u0jsY6XdgLy19Xj+99B6p31jQcoerRqAKuTnrOXE5n//nSLZtwJj6NFYdjASlcKSyTJDXCPjg6Q5Mn1GPZYfjupV+B34aAIUfd++eeV7SOSOTzdHGkW/1gAJbsO1+qbX27+QyKAvfVDaR2kFeptiVEcUhSI+yHaQjq5CpIuahtLNbEaIA/hkPKefCvCX2+lMrbFsY0BLVs/0Vy8kqnbEJcShZ/7FXn7UjhSmGpJKkR9iOgNoS2BcUIEb9qHY31WDcZzmwAJ3d47Gdw9dE6InGde2qWp7ynC4kZuWwspbIJP2w9S47BSPMqfrSsKpssCsskSY2wL6YdhsN/Urf4F7d39B/Y8ql63GsWBNbTNh5xU44Oeno3VcsmLAk3/xBUSlYuv+w4B8hcGmHZJKkR9qV+b3D2gsSz6r414tYun4KlL6jHbV6ERv20jUfcVt8wdQhqzdE4kjPMu8Lv151RpGbnUSvQk/vqBpr12kKYkyQ1wr44e1z94SwThm8tO02tvJ2dAqHt4P73tY5I3EGDit7UCfIiJ8/Iv2Ysm5CdZ+CHLZEAPNuxOnq9zKcSlkuSGmF/TENQR5apu+KKwhQFlr0E8UfBMxj6zwUHJ62jEndwbdkEcw5BLdl3gbjUbCr4uNK7aSWzXVeI0iBJjbA/FcMgqCEYstXq3eIqoxFWvAmH/wS9IwyYB15BWkcliqh304rodLD7bCJRV0peNsFgVPhmk1q4csQ91XB2lB8ZwrLJ/6HC/uh0V3tr9s1TeyYEGPJg2SjY+ZX69UPTIbSNtjGJu1LBx432NcoDsMQMRS5XH4nlzOV0vF0debxVaImvJ0Rpk6RG2KdG/cHBBS4dgovhWkejvbxsWDQUIn4BnQP0/Vqtvi2sjmnC8JLw8yUqm6AoCl9tVHtphrStiqeLo1niE6I0SVIj7JN7OajXUz229yKX2Wnw6wA49o+a6D32EzR5XOuoRDE90DAYNycHzl7JIDw6qdjX2XEmgf3RSbg46hnWvqrZ4hOiNElSI+yXaQjq4GLISdc2Fq1kJMBPfdTN9Zw94cnFUPchraMSJeDh4kj3Buo8qCX7ij8EZSpc2b9FZcp7SiV2YR0kqRH2q2oH8KuqLls+8pfW0ZS91FiY+xCc3w1ufjBkGVTrqHVUwgweaVYZgL8PFK9swpGLKWw8EY9eB892kM32hPWQpEbYL70ewp5Uj+1tz5rEs/DDAxB3RF22/dR/ULm51lEJM2lfszyBXi4kZeSy/njcXX/+601qL82DjSoQ6u9u7vCEKDWS1Aj71nQQ6PQQtR0un9Q6mrIRd0xNaBIjwbcKDF8h5Q9sjINed7Vswl0OQUUnZPDPAXXzPimJIKyNJDXCvnlXhFrd1GN76K25sA9+7AGpMRBQD4avhHLVtI5KlIK+YeoQ1Npjl0jKyCny577bfAaDUaFDrfI0rCTFS4V1kaRGiLDB6vP+BWAwb80cixK5Geb1gswEqNQcnloO3hW0jkqUkvoVvakb7EWuQSnoebmTK2nZ/LYnGpBeGmGdJKkRonZ38AiE9Hg4sULraErH8f/g50chJ1WdDDzkL3VZu7BpjxSUTSjaENS87efIyjXSqJIP7Wr4l2ZoQpQKSWqEcHCCpgPVY1scgjrwOywcpJaFqPMQDFwELl5aRyXKQO+mldDrYO+5RM5duf22BRk5eczffhaA5zpVR6eTwpXC+khSIwRcHYI6tQaSS769vMXY9S38+SwoBmjyBAyYD06uWkclykiQtyvta6plE/68w4ThhbuiScrIpYq/Oz0ayrCksE6S1AgBUL4mVGkPihEiftU6mpJTFNj0CSx/DVCg1XPQ+0twkK3u7Y1pCGppxIVblk3INRj5fkskAM90qI6DXnpphHWSpEYIE9MOw+Hz1WrV1kpRYPW7sG6S+nWncdBjqrovj7A73RsE4+7swLkrGeyLSrzpOX/vv8iFpEzKezrTr3nlMo5QCPOR73JCmNTrBS7ekBQFkRu1jqZ4jAb4+2XYNlP9uvsU6PKWWplc2CV3Z0ceaBAMwB83GYJSFIWv8wtXPtW+Gq5ODmUanxDmJEmNECbO7mr1brDOIpd5OfDHCNg3T91QsNcX0Hak1lEJC2Aqm/DvgRiy8wyF3lt/PI7jl1LxcHbgydZVtAhPCLORpEaIa5mGoI7+rRZ7tBY5GbDwCTi8BPRO0H8uNBusdVTCQrSt4U+QtwvJmbmsP1a4bMKcDWovzcDWofi4O2kRnhBmI0mNENeq2BSCG4EhBw78pnU0RZOZBD/1VVduObnDwN+gfm+toxIWxEGvo09TdcLwtaug9p5LZNfZBJwcdIy4p7pW4QlhNpLUCHG9ZkPV533z1Um3liwtHuY9DNE7wNUHBi+FmvdpHZWwQKYhqPXH40hMV8smzNmoFq7s07QSwT6y1F9YP0lqhLheo37g6KpWsL6wT+tobi0pGn58AGIPqjsiD1sOoa21jkpYqDrBXtSv4J1fNuEip+JSWX3kEqButieELZCkRojrufmpK6FAnXRriS6fVCttXzkFPiFqpe3ghlpHJSycac+aP8MvFKx4ur9+EDUDZYdpYRskqRHiZkwThg/9Adlp2sZyvZj9akKTch7K11YrbftL8UFxZ72aVESvg/CopIJ6UFK4UtgSSWqEuJmq90C56pCTBkeWah3NVee2w9yHIeMyVGgCT/0HPpW0jkpYiUBvVzrUCgAgz6jQqmo5mlfx0zgqIczHKpKas2fPMmLECKpVq4abmxs1atRgwoQJ5OTkaB2asFU6HYQ9qR5bSpHLk2vUVU7ZKWpJh6F/g0d5raMSVsY0BAXwfGeZSyNsi1UUgjl27BhGo5Gvv/6amjVrcujQIZ555hnS09P55JNPtA5P2KomA2HdBxC9E+KPQ0Ad7WI59KdamNKYC7W6w4B54OSmXTzCanWrH0zTEF/KezrTpU6g1uEIYVY65VYVzizctGnT+Oqrrzhz5kyRP5OSkoKPjw/Jycl4e3uXYnTCZix4Ao4vh7ajoPsH2sSwdy78PQZQoGE/6DsHHGSTNCGE/Sjqz2+r6Km5meTkZMqVK3fbc7Kzs8nOzi74OiUlpbTDErYmbLCa1OxfAPdNAEdn81xXUdQ6TcZcMOSCMU99GHLzX8tTn48vh7Xvq59pMRwe/AT0UptHCCFuxiqTmlOnTjFr1qw7Dj19+OGHTJw4sYyiEjapVjfwDIa0WFjwOLh43SIBySucjBS8f815RsM1x3l3F8c9r6hJlRSmFEKIW9J0+Gn8+PFMnTr1tuccPXqUunXrFnx94cIFOnXqROfOnfnuu+9u+9mb9dSEhITI8JO4O2snweYymruld1KHlvRO4OColj1oOxLavFA27QshhAUq6vCTpklNfHw8V65cue051atXx9lZ7fK/ePEinTt3pk2bNsydOxe9/u4Wb8mcGlEsORmw/1fIzcpPOByvJh56RzX5KEhGHAu/b3qv4LVrP+twzXlOamVt6YkRQogbWMWcmoCAAAICAop07oULF+jSpQvNmzfnxx9/vOuERohic3aHlk9rHYUQQog7sIo5NRcuXKBz585UqVKFTz75hPj4+IL3goODNYxMCCGEEJbCKpKa1atXc+rUKU6dOkXlypULvWelK9KFEEIIYWZWMYYzbNgwFEW56UMIIYQQAqwkqRFCCCGEuBNJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhEySpEUIIIYRNkKRGCCGEEDZBkhohhBBC2ARJaoQQQghhE6wmqenVqxehoaG4urpSoUIFBg8ezMWLF7UOSwghhBAWwmqSmi5duvD7779z/Phx/vjjD06fPk2/fv20DksIIYQQFkKnKIqidRDFsWzZMvr06UN2djZOTk5F+kxKSgo+Pj4kJyfj7e1dyhEKIYQQwhyK+vPbsQxjMpuEhAR++eUX2rVrd9uEJjs7m+zs7IKvk5OTAfXmCCGEEMI6mH5u37EfRrEib7zxhuLu7q4ASps2bZTLly/f9vwJEyYogDzkIQ95yEMe8rCBR3R09G1/7ms6/DR+/HimTp1623OOHj1K3bp1Abh8+TIJCQmcO3eOiRMn4uPjwz///INOp7vpZ6/vqTEajSQkJODv73/Lz1ijlJQUQkJCiI6OtvthNbkXhcn9KEzux1VyLwqT+1GYpd0PRVFITU2lYsWK6PW3ng6saVITHx/PlStXbntO9erVcXZ2vuH18+fPExISwrZt22jbtm1phWgVZK7QVXIvCpP7UZjcj6vkXhQm96Mwa70fms6pCQgIICAgoFifNRqNAIV6YoQQQghhv6xiovDOnTvZvXs399xzD35+fpw+fZp33nmHGjVq2H0vjRBCCCFUVrFPjbu7O3/++Sf33XcfderUYcSIETRu3JiNGzfi4uKidXiac3FxYcKECXIvkHtxPbkfhcn9uEruRWFyPwqz1vthtfvUCCGEEEJcyyp6aoQQQggh7kSSGiGEEELYBElqhBBCCGETJKkRQgghhE2QpKaUzZ49m6pVq+Lq6krr1q3ZtWvXbc9ftGgRdevWxdXVlUaNGrF8+fJC7yuKwrvvvkuFChVwc3Oja9eunDx5stA5CQkJDBo0CG9vb3x9fRkxYgRpaWmFzjlw4AAdOnTA1dWVkJAQPv7440Lvf/vtt3To0AE/Pz/8/Pzo2rXrHWMvCmu9H9dauHAhOp2OPn363N0f/jrWfC+SkpIYOXIkFSpUwMXFhdq1a98Qz92y5vsxY8YM6tSpg5ubGyEhIbzyyitkZWUV806oLPF+ZGVlMWzYMBo1aoSjo+Mt/w1s2LCBZs2a4eLiQs2aNZk7d26x7oGJtd6LP//8k/vvv5+AgAC8vb1p27YtK1euLP6NyGet9+NaW7duxdHRkaZNm97Vn/2OSlaNSdzOwoULFWdnZ+WHH35QDh8+rDzzzDOKr6+vcunSpZuev3XrVsXBwUH5+OOPlSNHjij/+9//FCcnJ+XgwYMF53z00UeKj4+PsnTpUmX//v1Kr169lGrVqimZmZkF5zzwwANKkyZNlB07diibN29WatasqTzxxBMF7ycnJytBQUHKoEGDlEOHDikLFixQ3NzclK+//rrgnIEDByqzZ89WwsPDlaNHjyrDhg1TfHx8lPPnz9vl/TCJjIxUKlWqpHTo0EHp3bu3Xd6L7OxspUWLFsqDDz6obNmyRYmMjFQ2bNigRERE2OX9+OWXXxQXFxfll19+USIjI5WVK1cqFSpUUF555RWbux9paWnK888/r3zzzTdK9+7db/pv4MyZM4q7u7syduxY5ciRI8qsWbMUBwcHZcWKFXZ3L15++WVl6tSpyq5du5QTJ04ob775puLk5KTs27evWPfC2u+HSWJiolK9enWlW7duSpMmTYp9L25GkppS1KpVK2XkyJEFXxsMBqVixYrKhx9+eNPzBwwYoDz00EOFXmvdurXy3HPPKYqiKEajUQkODlamTZtW8H5SUpLi4uKiLFiwQFEURTly5IgCKLt37y4457///lN0Op1y4cIFRVEU5csvv1T8/PyU7OzsgnPGjRun1KlT55Z/lry8PMXLy0uZN29eUf/4N7D2+5GXl6e0a9dO+e6775ShQ4eWKKmx5nvx1VdfKdWrV1dycnKK+8e/gTXfj5EjRyr33ntvoVjGjh2rtG/f/q7uwbUs9X5c61b/Bt544w2lQYMGhV577LHHlO7du9/hT31z1nwvbqZ+/frKxIkTi3TuzdjC/XjssceU//3vf8qECRPMntTI8FMpycnJYe/evXTt2rXgNb1eT9euXdm+fftNP7N9+/ZC5wN079694PzIyEhiY2MLnePj40Pr1q0Lztm+fTu+vr60aNGi4JyuXbui1+vZuXNnwTkdO3YsVFOre/fuHD9+nMTExJvGlpGRQW5uLuXKlbub21DAFu7H+++/T2BgICNGjCjWPTCx9nuxbNky2rZty8iRIwkKCqJhw4ZMmTIFg8Fgl/ejXbt27N27t2AI4MyZMyxfvpwHH3zQ5u5HUdwplrth7ffiekajkdTUVJv8PlpUP/74I2fOnGHChAl39bmikqSmlFy+fBmDwUBQUFCh14OCgoiNjb3pZ2JjY297vun5TucEBgYWet/R0ZFy5coVOudm17i2jeuNGzeOihUr3vCPo6is/X5s2bKF77//nm+//bZof+DbsPZ7cebMGRYvXozBYGD58uW88847TJ8+ncmTJxftBlzH2u/HwIEDef/997nnnntwcnKiRo0adO7cmbfeeqtoN+A6lnw/iuJWsaSkpJCZmVnk64D134vrffLJJ6SlpTFgwIBifd7a78fJkycZP348P//8M46OpVOlSZIacUcfffQRCxcuZMmSJbi6umodTplLTU1l8ODBfPvtt5QvX17rcDRnNBoJDAzkm2++oXnz5jz22GO8/fbbzJkzR+vQNLFhwwamTJnCl19+yb59+/jzzz/5999/mTRpktahCQvy66+/MnHiRH7//fcbEgR7YDAYGDhwIBMnTqR27dql1o4kNaWkfPnyODg4cOnSpUKvX7p0ieDg4Jt+Jjg4+Lbnm57vdE5cXFyh9/Py8khISCh0zs2ucW0bJp988gkfffQRq1atonHjxrf/Q9+GNd+P06dPc/bsWXr27ImjoyOOjo7Mnz+fZcuW4ejoyOnTp4t8H8C67wVAhQoVqF27Ng4ODgXn1KtXj9jYWHJycu7wp7+Rtd+Pd955h8GDB/P000/TqFEj+vbty5QpU/jwww8xGo1FuwnXsOT7URS3isXb2xs3N7ciXwes/16YLFy4kKeffprff/+92L3dYN33IzU1lT179jBq1KiC76Pvv/8++/fvx9HRkXXr1hXpOnciSU0pcXZ2pnnz5qxdu7bgNaPRyNq1a29ZWbxt27aFzgdYvXp1wfnVqlUjODi40DkpKSns3Lmz4Jy2bduSlJTE3r17C85Zt24dRqOR1q1bF5yzadMmcnNzC7VTp04d/Pz8Cl77+OOPmTRpEitWrCg0lloc1nw/6taty8GDB4mIiCh49OrViy5duhAREUFISIjd3AuA9u3bc+rUqUI/sE+cOEGFChUKzT2xl/uRkZGBXl/4W6kp4VOKUVrPku9HUdwplrth7fcCYMGCBTz11FMsWLCAhx566K4+ez1rvh/e3t43fB99/vnnqVOnDhEREXd9X2/JrNOORSELFy5UXFxclLlz5ypHjhxRnn32WcXX11eJjY1VFEVRBg8erIwfP77g/K1btyqOjo7KJ598ohw9elSZMGHCTZfe+fr6Kn/99Zdy4MABpXfv3jddehcWFqbs3LlT2bJli1KrVq1CS++SkpKUoKAgZfDgwcqhQ4eUhQsXKu7u7oWWqX700UeKs7OzsnjxYiUmJqbgkZqaapf343olXf1kzfciKipK8fLyUkaNGqUcP35c+eeff5TAwEBl8uTJdnk/JkyYoHh5eSkLFixQzpw5o6xatUqpUaOGMmDAAJu7H4qiKIcPH1bCw8OVnj17Kp07d1bCw8OV8PDwgvdNS7pff/115ejRo8rs2bNLvKTbWu/FL7/8ojg6/r+dOw2J6gvDAP6MUzPuyzhhKaXZYpalGbZhzZC0fDDKaDOtsKIocqtog1KKUoqy/hVZRpYgRNS3pGhBB8sWomaoPthmDEG0mJVpizrv/0N46WqFtlDdnh8MdM8599z3Hml8uItdZN++farv0VevXn3XWvzt69HWr3j7iaHmF9uzZ4/06tVLDAaDDB8+XK5cuaL0WSwWmT9/vmr88ePHpX///mIwGGTQoEFSVlam6ne5XLJhwwYJCgoSo9EoCQkJUl1drRpTW1srycnJ4u3tLb6+vpKWltYujDgcDomPjxej0SghISGSn5+v6g8NDRUA7T45OTn/5Hq09aOhRuTvXouqqioZMWKEGI1GCQ8Ply1btkhzc/M/uR5NTU2Sm5srffr0EXd3d+nZs6csW7ZM6urqNLkeX/tu+Fx5ebnExMSIwWCQ8PBwKS4u/ifXwmKxfLG/bb3/ynq09StCjU7kO66PEhEREf1h+EwNERERaQJDDREREWkCQw0RERFpAkMNERERaQJDDREREWkCQw0RERFpAkMNERERaQJDDREREWkCQw0RERFpAkMNERERaQJDDRHRXyYpKQkBAQGYPn367y6F6I/CUENE9JfJzMxESUnJ7y6D6I/DUENEmmW1WpGVlfW7y/jprFYrfHx8fncZRH8chhoiIiLShC6/uwAior/Nx48fYTAYftn8MTExaG5ubtd+9uxZBAcH/7LjEv3teKWGSENOnToFf39/tLS0AADsdjt0Oh3Wrl2rjFm0aBFSU1MBAGfOnEF8fDz8/f0RGBiIxMREPHjwAABw8OBBBAcHw+VyqY4xZcoULFiwQNl2uVzIy8tD79694eHhgejoaJw4cULpt1qtyMjIwOrVq2EymdC9e3fk5uaq5gwLC8OuXbtUbTExMapxVqsV6enpyMrKQkBAAIKCglBUVISGhgakpaXBx8cHffv2xenTp1XzNDc3Y/ny5fDz84PZbMaGDRsgIh2uv/XYy5cvR1ZWFsxmMyZOnPitH4Pi0aNH0Ol0OHnyJMaOHQsPDw/ExcXB6XSisrISI0eOhKenJxISEvDq1StlP7vdjtu3b7f7MNAQfRtDDZGGjBkzBvX19bh58yYAwGazwWw2o6KiQhljs9lgtVoBAA0NDVixYgWuX7+OCxcuwM3NDUlJSXC5XJgxYwZqa2tRXl6u7Pvy5UucOXMGKSkpSlteXh5KSkpQWFiIO3fuIDs7G6mpqbDZbMqYo0ePwsvLC1evXsW2bduwadMmnDt3rtPnd/ToUZjNZly7dg3p6elYunQpZsyYgdGjR+PGjRuYMGEC5s6di8bGRtU+Xbp0wbVr17B7927s3LkThw4d6lT9rfMYDAZcunQJhYWFHarX4XAAAPbv34+tW7eiqqoKT58+RWpqKvLz87F3716Ul5fD4XCguLi40+tBRG0IEWlKbGysbN++XUREpk6dKlu2bBGDwSD19fXy+PFjASB379794r7Pnz8XAHLr1i0REZkyZYosWLBA6T9w4IAEBwdLS0uLiIi8f/9ePD09paqqSjXPwoULJTk5WURELBaLxMfHq/rj4uJkzZo1ynZoaKgUFBSoxkRHR0tOTo6y3Xae5uZm8fLykrlz5yptT548EQBy+fJlZZ/IyEhxuVzKmDVr1khkZGSH62+dZ+jQoV9asm/Kzc0Vk8kkL168UNpSU1MlLCxMGhoalLZJkybJ6tWrOzxvQkKCmM1m8fDwkJCQkHb1E/2reKWGSGMsFgsqKiogIqisrMS0adMQGRmJixcvwmazITg4GP369QMA3Lt3D8nJyQgPD4evry/CwsIAAE6nEwCQkpKCkydP4sOHDwCA0tJSzJ49G25un7467t+/j8bGRowfPx7e3t7Kp6SkRLmNBQBDhgxR1dijRw88e/as0+f2+Tx6vR6BgYEYPHiw0hYUFAQAqrlHjhwJnU6nbI8aNQr37t1DS0tLh+sHgGHDhnW6XofDgaSkJAQGBiptTqcTs2bNgqenp6qtd+/eHZ73/PnzeP78ORobG/H48WOMGjWq07URaREfFCbSGKvVisOHD8PhcKBr164YMGAArFYrKioqUFdXB4vFooydPHkyQkNDUVRUpDw/ExUVhY8fPyr9IoKysjLExcWhsrISBQUFyv5v374FAJSVlSEkJERVh9FoVP7dtWtXVZ9Op1M9q+Pm5qZ6zgUAmpqa2p3bl+b5vK01vLR9DuhrOlo/AHh5eXVozs/Z7XasW7dO1eZwOJCdna1sv3//HtXV1YiOju70/ESkxlBDpDGtz9UUFBQoAcZqtSI/Px91dXVYuXIlAKC2thbV1dUoKirCmDFjAAAXL15UzeXu7o5p06ahtLQU9+/fR0REBGJjY5X+gQMHwmg0wul0qsJSZ3Xr1g1PnjxRtt+8eYOamprvnu9zV69eVW1fuXIF/fr1g16v/2n1f8mbN2/w6NEjDB06VGmrqanB69evVW23bt2CiKiuOBHR92GoIdKYgIAADBkyBKWlpdi7dy8AYOzYsZg5cyaampqUX94BAQEIDAzEwYMH0aNHDzidTtVbUq1SUlKQmJiIO3fuKG9NtfLx8cGqVauQnZ0Nl8uF+Ph4vH79GpcuXYKvry/mz5/foZrHjRuHI0eOYPLkyfD398fGjRuh1+t/cCU+cTqdWLFiBZYsWYIbN25gz5492LFjx0+t/0scDgf0ej2ioqKUNrvdDpPJhNDQUFVbnz594O3t/f0nSUQAGGqINMliscButytvOZlMJgwcOBBPnz5FREQEgE+3fI4dO4aMjAxERUUhIiIC//33n7JPq3HjxsFkMqG6uhpz5sxpd6zNmzejW7duyMvLw8OHD+Hv74/Y2FisX7++w/WuW7cONTU1SExMhJ+fHzZv3vzTrtTMmzcP7969w/Dhw6HX65GZmYnFixf/cP1HjhxBWlpau9tmrRwOByIiIuDu7q5q+/wqTWsbbz0R/Rw6+dr/SCIi+qqcnBzYbDbV6/JE9HvxSg0R0Xc4ffq0cnuPiP4MvFJDREREmsC/U0NERESawFBDREREmsBQQ0RERJrAUENERESawFBDREREmsBQQ0RERJrAUENERESawFBDREREmsBQQ0RERJrAUENERESawFBDREREmsBQQ0RERJrwPyikpTpiQtfpAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "GZ.paramspecr.plot(label='paramspec')\n", + "(GZ.APEfluxr+GZ.KEfluxr).plot(label='resolved')\n", + "(GZ.Efluxr).plot(label='sum', color='k')\n", + "#plt.xscale('log')\n", + "plt.legend()\n", + "plt.ylim([-3e-6, 3e-6])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What happens if remove demean?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "GZ = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-0/eddy-constant-0/[0-9].nc', delta=0.25)\n", + "MSE = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-0/eddy-constant-0/[0-9].nc', delta=0.25)\n", + "GAN = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/eddy-constant-0/[0-9].nc', delta=0.25)\n", + "VAE = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/eddy-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "GZ_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-0/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)\n", + "MSE_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-0/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)\n", + "GAN_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)\n", + "VAE_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "#GZ1_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-1/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)\n", + "#MSE1_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-1/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)\n", + "GAN1_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-1/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)\n", + "#VAE1_noPV = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-1/eddy-nodemean-constant-0/[0-9].nc', delta=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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EE0+wf//+SJB5+umnOf/88xk/fjxjxoyJ3K644gpSU1P5+9//3uB7ZGVlMXv2bP74xz+27YfUCIUbiVl1fW6iXBARkShITk5m8eLFnHfeeQwbNoxf/vKXPPzww8yYMQOAm266ieHDh3PCCSeQkZHB0qVLSUxM5N///jdr165l4sSJ3Hnnndx///1Hfa+TTz6ZlStXMnz4cG655RZGjRrFKaecwgsvvMDvf/97br75ZgoKCnjrrbe47LLLjni9w+HgkksuabLZ6fbbbycxMbH1H0gL6PILErP+8qNFBP1hvvO/J5OSoSv5ikjrdefLL3QmuvyCdHk6W0pERFpD4UZilvrciIhIayjcSMxSzY2IiLSGwo3EpNrRiUEjFIuISMso3EhMMg8NN6q5ERGRFlC4kZh0aLhRs5SIiLSEwo3EJEs1NyIi0koKNxKTzPAhNTfqcyMiIi2gcCMxqV7NjaFwIyIizadwIzEp0ufGUJ8bERFpGYUbiUm1NTfqbyMiIi2lcCMxqbbPjWptRESkpRRuJCbVXs9VNTci0t1NmzaNH/zgB9x2222kpaWRlZXFU089RUVFBddffz1JSUkMGTKEd955J/KadevWMWPGDBITE8nKyuLqq6+msLAw8vy7777LqaeeSmpqKunp6VxwwQVs3bo18vyOHTswDIPXXnuNM844g/j4eMaPH8+yZcs6dN1bS+FGYlJtzY1GJxaR9mBZFkF/OCq32oO3lnj22Wfp2bMnn3/+OT/4wQ+4+eabufzyyznllFNYtWoVZ599NldffTWVlZUUFxdz5plnMnHiRFasWMG7775LQUEBV1xxRWR5FRUVzJ49mxUrVvDhhx/icDi45JJLME2z3vveeeed3H777axZs4Zhw4Yxa9YsQqHQMX/+7c2wWvMpd2ItuWS6RM+BveW8+JvP8SW4ueHhqdEujoh0ctXV1Wzfvp2BAwfi8/kI+sP85UeLolKW//rD6bi9zmbPP23aNMLhMJ988gkA4XCYlJQULr30Uv72t78BkJ+fT69evVi2bBkffPABn3zyCe+9915kGbt376Zv375s2rSJYcOGHfEehYWFZGRksHbtWsaMGcOOHTsYOHAgf/3rX7nhhhsA2LBhA6NHj2bjxo2MGDHiWD6CRh2+nQ7Vkv23am4kJlk1Bw8a40ZEBMaNGxe573Q6SU9PZ+zYsZFpWVlZAOzbt4///Oc/fPzxxyQmJkZutWGktulp8+bNzJo1i0GDBpGcnMyAAQMAyM3NbfR9e/XqFXmPWOeKdgFEGqKzpUSkPbk8Dv7rD6dH7b1byu1213tsGEa9aUbNeGCmaVJeXs6FF17I/ffff8RyagPKhRdeSP/+/XnqqafIycnBNE3GjBlDIBBo9H0PfY9Yp3AjManubKkoF0REuiTDMFrUNNSZHHfccbz66qsMGDAAl+vI3fyBAwfYtGkTTz31FFOn2s3+S5Ys6ehitivtOiQm6WwpEZHWueWWWzh48CCzZs3iiy++YOvWrbz33ntcf/31hMNh0tLSSE9P5y9/+Qtbtmzho48+Yvbs2dEudptSuJGYVHe2lL6iIiItkZOTw9KlSwmHw5x99tmMHTuW2267jdTUVBwOBw6HgxdffJGVK1cyZswYfvzjH/Pggw9Gu9htSs1SEpNqL7+gQfxEpLtbuHDhEdN27NhxxLRDT34eOnQor732WqPLnD59Ohs2bGj09QMGDDjilPXU1NRWncYeDToslphU16E4ygUREZFOR7sOiUmquRERkdZSuJGYZIXVoVhERFpH4UZikmpuRESktRRuJCZF+txohGIREWkhhRuJSaZGKBYRkVZSuJGYVDdCscKNiIi0jMKNxCSNUCwiIq2lcCMxKVJzoz43IiLSQgo3EpNqOxTXXoVWRERaZ8eOHRiGwZo1a6JdlA6jcCMxSWdLiYg07brrrmPmzJnRLkZMUriRmKSzpUREpLUUbiQm6WwpERHbP//5T8aOHUtcXBzp6elMnz6d//mf/+HZZ5/ljTfewDAMDMOIXGDz888/Z+LEifh8Pk444QRWr14d3RWIAl0VXGKSZdp/VXMjIu3BsixCfn9U3tvl9Ta7P2FeXh6zZs3igQce4JJLLqGsrIxPPvmEa665htzcXEpLS5k7dy4APXr0oLy8nAsuuIBvfOMbPP/882zfvp0f/ehH7bk6MUnhRmKSadrpRmdLiUh7CPn9/PHab0blvX/47D9x+3zNmjcvL49QKMSll15K//79ARg7diwAcXFx+P1+srOzI/PPmzcP0zR5+umn8fl8jB49mt27d3PzzTe3/YrEMDVLSUyy1OdGRITx48dz1llnMXbsWC6//HKeeuopioqKGp1/48aNjBs3Dt8h4Wny5MkdUdSYopobiUk1FTfqcyMi7cLl9fLDZ/8ZtfduLqfTyYIFC/j00095//33efTRR7nzzjtZvnx5O5aw81O4kZikmhsRaU+GYTS7aSjaDMNgypQpTJkyhV//+tf079+f+fPn4/F4CIfD9eYdOXIkzz33HNXV1ZHam88++ywaxY4qNUtJTKo9W0rhRkS6s+XLl3PvvfeyYsUKcnNzee2119i/fz8jR45kwIABfPnll2zatInCwkKCwSDf/va3MQyDm266iQ0bNvD222/z0EMPRXs1OpzCjcSkyAjF+oaKSDeWnJzM4sWLOe+88xg2bBi//OUvefjhh5kxYwY33XQTw4cP54QTTiAjI4OlS5eSmJjIv//9b9auXcvEiRO58847uf/++6O9Gh1OzVISk0yNUCwiwsiRI3n33XcbfC4jI4P333//iOknn3zyEZdaqL0YcXeh42KJSaapQfxERKR1FG4kJlkaoVhERFpJ4UZikmmpQ7GIiLSOwo3EpNqaG/W5ERGRlopquJkzZw4nnngiSUlJZGZmMnPmTDZt2nTU173yyiuMGDECn8/H2LFjefvttzugtNKRIn1umnn9FRGR5uhuHWs7m7baPlENN4sWLeKWW27hs88+Y8GCBQSDQc4++2wqKioafc2nn37KrFmzuOGGG1i9ejUzZ85k5syZrFu3rgNLLu3N0tlSItKG3G43AJWVlVEuiTQlEAgA9sjMx8KwYijG7t+/n8zMTBYtWsRpp53W4DxXXnklFRUVvPnmm5FpJ598MhMmTOCJJ5446nuUlpaSkpJCSUkJycnJbVZ2aVvv/XUdW1bs49QrhjL+zL7RLo6IdAF5eXkUFxeTmZlJfHy8aoZjjGma7N27F7fbTb9+/Y7YPi3Zf8fUODclJSWAfdn2xixbtozZs2fXm3bOOefw+uuvNzi/3+/Hf8hl7UtLS4+9oNLuLI1QLCJtrPbq2fv27YtySaQxDoejwWDTUjETbkzT5LbbbmPKlCmMGTOm0fny8/PJysqqNy0rK4v8/PwG558zZw733HNPm5ZV2p/GuRGRtmYYBr169SIzM5NgMBjt4kgDPB4PDsex95iJmXBzyy23sG7dOpYsWdKmy73jjjvq1fSUlpbSt6+aOWKd+tyISHtxOp3H3KdDYltMhJtbb72VN998k8WLF9OnT58m583OzqagoKDetIKCgkh14+G8Xi/eFlxeXmKDqauCi4hIK0X1bCnLsrj11luZP38+H330EQMHDjzqayZPnsyHH35Yb9qCBQuYPHlyexVTosBSs5SIiLRSVGtubrnlFv7xj3/wxhtvkJSUFOk3k5KSQlxcHADXXHMNvXv3Zs6cOQD86Ec/4vTTT+fhhx/m/PPP58UXX2TFihX85S9/idp6SNtTzY2IiLRWVGtuHn/8cUpKSpg2bRq9evWK3F566aXIPLm5ueTl5UUen3LKKfzjH//gL3/5C+PHj+ef//wnr7/+epOdkKXzMXVtKRERaaWo1tw0Z4idhQsXHjHt8ssv5/LLL2+HEkmssEz7r2puRESkpXRtKYlJkVPBdbaUiIi0kMKNxCRLfW5ERKSVFG4kJtUN4hflgoiISKejXYfEJNXciIhIayncSEyqPVtKIxSLiEhLKdxITIoM4qer9oqISAsp3EhM0tlSIiLSWgo3EpPU50ZERFpL4UZikkYoFhGR1lK4kZhUO3q1am5ERKSlFG4kJulsKRERaS2FG4lJdYP4KdyIiEjLKNxITFKHYhERaS2FG4lJqrkREZHWUriRmGSpz42IiLSSwo3EHMuyqDlZSiMUi4hIiyncSMyp7W8DqrkREZGWU7iRmGMeGm7U50ZERFpI4UZijmXW3VeHYhERaSmFG4k5qrkREZFjoXAjMaf2TCnQVcFFRKTlFG4k5hxac6OTpUREpKUUbiTmWIcM4KdTwUVEpKUUbiTm1Nbc+Etf5qlbv8ueTRujXCIREelMXNEugMjhamtuLLOM0v3FREb0ExERaQbV3EjMMWs7FFshAFweTxRLIyIinY3CjcScSIfiSLjxRrE0IiLS2SjcSMyJNEthhxu3V+FGRESaT+FGYo5pWliWpWYpERFpFYUbiTl2zU0o8ljhRkREWkLhRmKOGa6rtQH1uRERkZZRuJGYc2jNjcPpwuF0RrdAIiLSqSjcSMyx+9yov42IiLSOwo3EHNNUZ2IREWk9hRuJOXazVBDQaeAiItJyCjcSc8zwoc1SCjciItIyCjcScw7tUKxmKRERaSmFG4k5lon63IiISKsp3EjMqd+hWM1SIiLSMgo3EnNM04xcV0rhRkREWkrhRmKOmqVERORYKNxIzDn08gs6FVxERFpK4UZijmVaWDXj3KjmRkREWkrhRmKOOhSLiMixULiRmFN/nBuFGxERaRmFG4k5h/a5UbOUiIi0lMKNxJxDrwruVrgREZEWUriRmKNmKRERORYKNxJz6nUo1qngIiLSQgo3EnMs08KydCq4iIi0jsKNxBxTVwUXEZFjoHAjMcc6dIRi9bkREZEWUriRmGOali6cKSIiraZwIzHHMjXOjYiItJ7CjcQcnS0lIiLHQuFGYo4VtkAXzhQRkVaKarhZvHgxF154ITk5ORiGweuvv97k/AsXLsQwjCNu+fn5HVNg6RDhcBiwAPW5ERGRlotquKmoqGD8+PE89thjLXrdpk2byMvLi9wyMzPbqYQSDeGAP3JfNTciItJSrmi++YwZM5gxY0aLX5eZmUlqamrbF0hiQigUiNx3uRVuRESkZTpln5sJEybQq1cvvvGNb7B06dIm5/X7/ZSWlta7SWwLB+3+Ng6nG8MwolwaERHpbDpVuOnVqxdPPPEEr776Kq+++ip9+/Zl2rRprFq1qtHXzJkzh5SUlMitb9++HVhiaY1wTc2N06VaGxERabmoNku11PDhwxk+fHjk8SmnnMLWrVv5/e9/z3PPPdfga+644w5mz54deVxaWqqAE+PCQTvcOBRuRESkFTpVuGnISSedxJIlSxp93uv14tVYKZ1KOFxbc+OOcklERKQz6lTNUg1Zs2YNvXr1inYxpA2ZNX1u1CwlIiKtEdWam/LycrZs2RJ5vH37dtasWUOPHj3o168fd9xxB3v27OFvf/sbAI888ggDBw5k9OjRVFdX89e//pWPPvqI999/P1qrIO0gUnPjVs2NiIi0XFTDzYoVKzjjjDMij2v7xlx77bXMmzePvLw8cnNzI88HAgF+8pOfsGfPHuLj4xk3bhwffPBBvWVI52fWdijWaeAiItIKUQ0306ZNw7KsRp+fN29evcc//elP+elPf9rOpZJoM8NqlhIRkdbr9H1upOsJh2rCjWpuRESkFRRuJOaYNX1uNDqxiIi0hsKNxJxIs5TCjYiItILCjcQcqybc6KKZIiLSGgo3EnNMMwSAy63BF0VEpOUUbiTm1Pa5carmRkREWkHhRmJObbOUW31uRESkFRRuJObUNks5dU0wERFpBYUbiTmWWVNz41G4ERGRllO4kZhTG250tpSIiLSGwo3EHKv2bCnV3IiISCso3EjMsSy75sbjU7gREZGWU7iRmGNZqrkREZHWU7iRmBPpUKyzpUREpBUUbiTmRGpu1CwlIiKtoHAjsacm3Li9OltKRERaTuFGYoplWUBtuPFFtzAiItIpKdxITAkFA5H7OltKRERaQ+FGYkqwqjpy36VmKRERaQWFG4kpgWp/zT0Hbo87qmUREZHOSeFGYkrQXxtuXBgOI6plERGRzknhRmJKoLqmWcpw4XAq3IiISMsp3EhMCdY0SxmGam5ERKR1FG4kpoQOaZZyGAo3IiLScgo3ElMiHYpVcyMiIq2kcCMxpbbmxjB0ppSIiLSOwo3ElKC/rs+NiIhIayjcSEwJBewRig2Ham5ERKR1FG4kpgT99qnghkM1NyIi0joKNxJTase5Uc2NiIi0lsKNxJTi/N0AON09olwSERHprBRuJKYc3LMTAJc3K8olERGRzkrhRmJG0F9N6f69ALh92VEujYiIdFYKNxIzCnN3YlkWGPE4PYnRLo6IiHRSrTolZfbs2c2e93e/+11r3kK6oX07tgHgcGbgdCp3i4hI67Qq3KxevZrVq1cTDAYZPnw4AF9//TVOp5PjjjsuMp+hawNJC+zfaYcbw5mpSy+IiEirtSrcXHjhhSQlJfHss8+SlpYGQFFREddffz1Tp07lJz/5SZsWUrqHSM2NKwOHwo2IiLRSq+r+H374YebMmRMJNgBpaWn89re/5eGHH26zwkn3YZph9ufuAOyaG4dT4UZERFqnVeGmtLSU/fv3HzF9//79lJWVHXOhpPspyttLyO/H6fJgOFJRi6aIiLRWq8LNJZdcwvXXX89rr73G7t272b17N6+++io33HADl156aVuXUbqB/TVNUsmZfTAMh2puRESk1VrV5+aJJ57g9ttv59vf/jbBYNBekMvFDTfcwIMPPtimBZTuYd/O7QCkZPajaifqUCwiIq3WqnATHx/Pn//8Zx588EG2bt0KwODBg0lISGjTwkn3sW+7/T1KzuhL/k7UoVhERFrtmC69nJCQwLhx49qqLNJNWZYVOVMqqWdfoFo1NyIi0moaKU2irqLoIFWlJRiGg6T0HAD1uRERkVZTuJGoy9+2BYAevftgODyA+tyIiEjrKdxI1BVs/RqA7MHDsEwLUJ8bERFpPYUbibr8rZsByB48VOFGRESOmcKNRJVlWZFmqazBQzBrwo2apUREpLUUbiSqSvcXUF1WisPpIqP/IMywwo2IiBwbhRuJqtomqYz+A3C53VimPV1nS4mISGsp3EhUHdrfBsA07XSjmhsREWkthRuJqvyaM6WyasJNOGiHG6dLX00REWkd7UEkaizTpGCbfdmF7MHDAAj6wwB4vM6olUtERDo3hRuJmoN79xCsrsLl8ZLeuy9QF27cPoUbERFpHYUbiZraJqnMgYNxOO0wEwk3qrkREZFWUriRqDm8MzHUhRuXR+FGRERaJ6rhZvHixVx44YXk5ORgGAavv/76UV+zcOFCjjvuOLxeL0OGDGHevHntXk5pH/u21/S3GTQkMk01NyIicqyiGm4qKioYP348jz32WLPm3759O+effz5nnHEGa9as4bbbbuPGG2/kvffea+eSSluzLIvCXTsAyOg/MDJd4UZERI6VK5pvPmPGDGbMmNHs+Z944gkGDhzIww8/DMDIkSNZsmQJv//97znnnHPaq5jSDsoK9xOoqsLhdJGW0zsyXR2KRUTkWHWqPjfLli1j+vTp9aadc845LFu2rNHX+P1+SktL690k+vbn7gCgR05vnC53ZLpqbkRE5Fh1qnCTn59PVlZWvWlZWVmUlpZSVVXV4GvmzJlDSkpK5Na3b9+OKKocReGunQD07Deg3nSFGxEROVZRbZbqCHfccQezZ8+OPC4tLVXAaYoZhnd+CntWQbDSfjzyQpjyQ4hLa7O3KaypuenZt3+96aHacKOzpUREpJU6VbjJzs6moKCg3rSCggKSk5OJi4tr8DVerxev19sRxesaNi+AL/5af9qS38EXT8PUH8MpPwLHsVf41dXc1IUb07QI1Vx+QX1uRESktTpVs9TkyZP58MMP601bsGABkydPjlKJuqDaYDPuW3Dtv+Gbz0DmKPCXwAd3w+d/Oea3CIdCHNyzG4CefQdEptfW2oCapUREpPWiGm7Ky8tZs2YNa9asAexTvdesWUNubi5gNyldc801kfm/973vsW3bNn7605/y1Vdf8ec//5mXX36ZH//4x9EoftdzcBts+cC+P+1nMPA0GHMZfG8pnPVre/oHd0Hh5mN6m6K8PZjhEG5fHMkZmZHptf1tDIehC2eKiEirRXUPsmLFCiZOnMjEiRMBmD17NhMnTuTXv7Z3pHl5eZGgAzBw4EDeeustFixYwPjx43n44Yf561//qtPA28qKZwALhkyHHoPqpjsccOpsGHQGhKrh9ZvtvjitVNffph+GYUSmH9qZ+NDpIiIiLRHVPjfTpk3DsqxGn29o9OFp06axevXqdixVNxWsgtXP2/dPvPHI5w0DLv4T/Hky7P4CFvwazvwVuH0tfqvCXXZg1ZlSIiLSHlT3L7b186GqCFL6wdCzG54npQ+ce599f9mf4A/j4NNHobplYwfVjkx8aH8bULgREZG2oXAjtlV/s/+ecB04mggXE74NF/4RkvtAeQG8/0v43Uh4czbs39Sst2rsNHCFGxERaQsKNwJl+ZD7mX1/3Leantcw4Phr4Yer4aI/Qc9hECiHFU/bTVZL/wCm2ejLA1WVlOyzT+c/9DRwULgREZG20anGuZF28tVbgAW9T4CU3kedHQCXB467GiZ+B7YvtpupNr9v98XZsQSOu6auuWrIdEiyR5Y+sHsXAAmpacQnp9RbZNAfAhRuRETk2CjcCGz8t/135IUtf61hwKDT7dPGVz0Lb//UDjmb3z9kHicMPhPGXUHedrtWJ9KZ2LLsZaCaGxERaRsKN91d5UHY8Yl9vzXhppZhwPHX2bU/H9xl19r4ku1OyntWwpYFsGUBX+8YB6QwsOozuH8gWCZM+RFMvrUu3Lgab9YSERE5GoWb7u7r98AM2aMQpw8+9uVlj4HvvFp/WuEW+PJFSte8w56qFMBimLUGqgL28x/eA2v+QbDqemAkrrXz4PmdcNGjkJxz7GUSEWlM7nLYsdgeAqMNr5/XJVQUwurnoN9k6DspUsveoJAfSveA0wNOL7jjwJvYcWU9jMJNd3csTVLN1XMInPlLvq4YBcufoU+/LJK+8wykDYT8tbDgV3BgM8HSLcBI3Ea1PVLyn0+G034KcakQDtpNX20RwEREqkvtS8qseNp+vP4NuHo+JGZEtVgdyrLgwFY71CWk13+u4gDMuwD2b7QfZ42Bk26CCVeB011/GV++BO//Cir21U3vfTzc9FH7r0MjFG66s0AFbK25Vld7hpsaX31qN3+NOPubMPI8e2L2GBg+Az5/iuCyHNgB7klXQ/FG2LsK3r+zbgGuOPtaVyPOa/eyxoRAJXjio10KaamyAtj9OfhSIL6nHchdunhvTNmzCl76jl3TAOBJgoK1MO88uPr15p9YEQsKN0NcjyPDyaFK8+CTh2D3ChhyFhx/PZTutbsQ5C6z50nuA72Pg5EXQf/J8MIsO9jEpUGwGgrWwb9/BEv/CN+4xz5TdvcKe/DX3E/tZTi9dlcDM2jfjyKFm+5sy4f25RTSBtipvB0V5e+lYNtmDIeDoZOm1H8yLhVO/x+Cm9fBjn24e/aByxbA8sdh60fgcEN5PuT9B166Cs57sOFRlLuK8n3w1k/sWrWzfwun3Hpsyzuw1T7SSu3XNuXr7gKVsH0RVOy3+6yl9IERF9ijda+fD//6kX2h2VqJWXDa/8Bx19pnGUrDQn67xnb/Jhh8BvSa0HQzSGtt+QBeugaCFXbt8YV/sLfhsxdB4dfw17Ps/7sxl0HRDlj8oD199KX2WaDH2tSyZyUsftj+O+N+GD2z9cta9xr887vgSYDTfwYn31y/VuXAVvjiabt2KlRtT8tbA5/8Dqi5OoDDZXdNKN1t3zb+q+718T3h+rchMRNW/x2WPgIHt9rB8FDuePs7PvlW+ztumvYyo8iwmrr+QRdUWlpKSkoKJSUlJCcnR7s40fXv22DlXJj0PfufrB199tpLLH3pOQaMP47LfvGbBud587H/sHPtAc64egSjphzW1yYcgrd+XDfY4Df+F6b8sF3L3K6qS2DNCxAos49wnB77RylYaf/wVB205zMccM2/YODUlr9HRSF8+Bv7MzMMGH2JfY2w7PYNsl1acS48f5m9sztUXBrkHFdXE5o20N6eZfngrxkSIbUfXPIk9D+lY8vckPJ9dpPMlg/to/TjroGMEbBrOezbCIOmHXs5q0vto/i41Kbn278JPvuzHQyrDwmF6UPtQUOPvw7iexz9/Yp3wUe/tXe+Q8+BMZfaA41u/Ld9yZj4dHs7rX3F3vEOmgZXPg/epJrX58Jzl8KBmgsDZ462t7MZrHsPXwqc8kOYchs4XXXlL91jX3uvqTC2c5kdlGq/IwAY9m/vpP9uet1ME/L/Y2+bgafZYWzPKpg7oy60AKQPsb+HcamQv66uRgXsfjNjL4cNb9jh3HDYQ3mc/nP7MyhYZx9MrnvN/gzj0uDaN+v/XvjL7LHMlj1mP+41AfqeCCfeBKl9m16HNtCS/bfCTXf2hwlQtB1mvWg3DbUTy7J49vZbOLA7l3Nuvo0x06Y3ON/rv1vFnq+LOfvG0Qw9IauhBcHCObCoJohd9jSM/Wa7lTti/9d2h8P0IfbZYMd65FZRCM/NtPsbNSZrLKT1h6/ehIRM+N6SyFhBRxWsgi/+av+QHrqzqDXsXJj6E3t9Pn8KVs6zz2w74bt2lfSWD2DN3+0fzVN+aIciXcgU8r6Ev19u1yImZEDORPClws5P7SNeAAyYOhum3WGHm1DAHiJh8YP2jtYVB7P+YQ+N0JEKNtjb1TDs78TyJ+tCV2Mm33rk9eNyP4NPHrZrNMoK7PAycKo9llVyDlQVQ8lueye5a7n9mpNvhmk/rwsRtfK+hMUPwMY3idQiJPWCXuNh28K6nbYrDsZfaYfDYLX9/zd+ll2bAPYO97PH7YOCUFXzPo+xl8PFfz6yJi1YZV9S5tBlDT7LbspZ8Qwc2GJP6zcZLnjEPnBY/rj9OUy+1a7xMQx7u+9ZYf+vVx6Atf+EnUvs1xpO+/1dnrqDteHn2+HA5bWbiw5us1/nTQJvMuz/yn4Mdk32xO/A1+9CWZ59uZyRF9lNTLXz1DIcdvknfc9eh9r/4+Jddo1Ncq8jPxvLst8vrkfjvznhmloZZ8c2/ijcNEHhpkZxLjwy1v5H+9kOe+fWTnZ/tZ6X7voZLreH/37yb/gSGg4Hr8z5gn07yzj/lnEMGNuz4YVZFrz7c1j+hF3bcfV8GHBq2xfasmDD6/D5X+t+lMD+vPqfYjeNZY5s3rKWPwnrXrWPFAdMtZucCjfZO8jhM+wfwvAht/5T4OTv20eXfz0L9m2AvifDRX+EjOH2MquKYe9qu2agPN/ucO1JsH+cP3/KngaQPRZmPGjvEJb83j46tmpOtXd67Pc7mt4n2GFoyFnN7zsSrIKSPXZNlBmymz1juUnm4DZ488d2jUZcWv1boMI+Yt67yt7hZo6Gq16p65dhhmHzAvj6HbspY+BpRy4/UAGvXGeP/+T02B3l87+0B7zsMcgeDmHEBeBoh0Hjt38Cf/9m/SN8sI+6p/7EHgriy5fskJA1GpJyYPN79jwZI+zak/6n2vN8/hciQaQlknrZ7zXifPssmo9+azeX1C5rxAV27UX/KfblX/xlsOFf8PmTdnP04Vw+u7YpHLCDQ6Dcnt5/ih3Gv3rLrp3wJsHw8+wwGaiwg0PaADscNfVZF+fazTADp9b9vpim/Rm8/T92jWtDJl5t91v55PdQklv/OYcbJl5l1/r0GGj/xiz5nV272hyeJPuAp2Bd3bSMEXDDgrphNza9C5WF9v24NPv72IXOOFW4aYLCTY1Vz8G/boU+J8GNC9r1rf718L1s/vxTxp51Dmf/1w8ane8fd39GUX4lM2dPpPewJk7JNMPwyrV2dbPhhKxRds/8jBGQ2t/+4eg5rP41ssLB+m3RTSnZA//6QV31seGwj9SKdtYdoTs9cMadMPmWppe76AH4+P+OnJ7c225u6jmk6bIUboa/TKv78R54ut03YfcXYIUbf11KXzj9p/aZDYd+Dge22u3ma16wq9uzxsCpP7Z/DD//i10N32OwveMI+e0q6GCF/Vpvit3x/KxfQVJ24++94V/w7x/ayzy0PFN+ZP/4H+1K8uGgXZaEDPuI1O2zawwW3mcfUTrddhv/iTfaZ28crnZspawxTZezVtFOmHveIbUvTRh4mt2U4Us5+ryHCwXg1e/WnaF4uB6D7R1jan87SLZF89Wuz+FvM+1t2Pt4u7bOsuz1mPDtuu9GOFgTkGs6sG96B9641d5RHm7id2DsFfZnG6y0a4S2LrTvx6XZzT/9JsGQb9jf37dvt2uIa7kT6r5Toy+1v6eNHShYFuxcWteU5IqzQ/2eFfXnSx9q1w6NuayudsJfbofx5v7fN9fBbfDPG+ywmzYAzn/YrsX61611Bw5gfw7pQ+zPpOcwO7yl9DlyeTuW2LVcgQr7oCAxyw68iZn2/311iR0O+5xor8uOJfbvSsV++NY/7N+7bkLhpgkKNzVevdH+wTjtf+DMX7bb2xQX5PP0j24Cy+K6h/9Mep/GO7U+e8dSyov8XH7HCWT2P8q2CVbBi1cd1n59CG8y9D3J3gnm/QeKd9o1EKf/1K7GPbyZxbLsI6Kv34Wlj9odQp1ee4d8/HV1R+kHt8M7P6s7ssWwf8SSetlHvb3G20dXDrd95LjsT/ZsJ3zX/gHc8oH9A3f1fHu+5sj7j/1jtunt+j+ePQbZO8LELPtHPFBhH50PPsMOEU3VspTl280k2ePqPgvLsn8wEzLqppUV2AFn3at1tUEp/eyxjDKG1V9moALevcNuhgF7J+ZNsrdVbQfb5N52M2ivcY2XbcFddgADu9kna7S9g2vIGXfa2zQUsGvavnzZbtIwgzVV8mfCqIvt943vYa933pf2zja1P/Qcao+zVJxr7yDPnWPXGlQV1d2cbnscqMyRdmA6lia6cAje/Zm9gx58ll2bt/Uju7bt0E7IAFe9CkMbbsJtlh1L4IVv28sddIb9uR8tWB6qotD+jdi20F5WUjbMeMAOXi0RrLabdDa8boctLPtA5LyHWteXzLLsS76seNoOO8ddbdfYdGTTaThoH2DkTLRrosAO9a/dZH9nT/2xfQ2+2uekTSjcNEHhBvvH4aFh9pgE177Zuh+YZvp43l9Y9c6/muxIXOuvsxfjrwzx7bsnkZad0Lw3KNljH6XvXWUfURXtsAcNrD0ybEiPwXYzTThkHw2aQbvz46FHqb2Ph5lPHLkDB/vzW/28fUX06uKjl/Hs/6s74ynkt3e6rTmaLNphd/aLS7N3MB159pNp2p0T//XDus6Glz5l12g5PTX9Sh6qCUAGnHobTPuF3RQVrLYHAlvye7vjpS8FvjMf+hx/5Pts/Qieu8S+n9TL7lMAdg3dxO/YNUpgDz65+AH7/qiZ9k6zbG/dcpJy6j8+mh6D4bq3Gu6D0BGqS2Hbx3Z43r7I/hzie9p9rVpapmA1fPS/NZ0+LXsbfedVu9mytQ65TMoxKSuwg2Xv49u+RiUWVJfYB1Rdcd1igMJNExRusDsXPj7ZPur5+c52G4PDX1nBkzdfR7C6ist+8RsGjD+uyfkf//7HmKbFtXOmkJh2DGUKh+xamNzP7OCSPc6uLVk5z+5oG6xs+HWuOPs6WSPOh/HfPnpnOTNsd+ArL7A76OWvtWtZygvs0GQ44MQb7J1yV1FxAP5xRf1mgUObGVL6wcWP2jUSh6susTvk7lpu9x/49ksw4JBhAcr3wxNT7M/vhO/aR/ZbP7I/15EXHdmEt/SP9gCQtRKz4YTr7T4XGcPtJrj/vGC/X+VBe1vFpdnfh/QhdlgsWGv33/jm3NgZ2yRYDX+dbpdtwFS45o36TYtN2bMK5n/P7tMFdg3eufdFdaRYkbaicNMEhRvsMwve/bldZX/1/HZ7m+Wvv8KSF54lvU8/rn3oMYwmjvzCIZMnbl0IwI2/m4o3vp2OfCoO2Dtmw2GfLeBw2UdZTo/d9NCSavvuKlBpd6r8+p26szMiY7lc03RY9pfDC9+yO7E6PfYYIxO+bQeN1/7LDiIZI+G/Pm5elf6qv9kdSsddUXMGShcZLK9wMzx5uh0ax15h93NqqqYuHLTPYlr0gN0XKzHLvnzJsHM6rswi7awl+28N4tcdbVto/x14eru9RcG2LSz75z8AOOGCS5oMNlB3RXAAV3teFTwhXT/4x8oTDzNrxrmoPGifgZI+uHlhxJton2n06o32ae6v32yfCrztY7tGzZ0A33y6+X0VjrumrqmqK+k5FC74Pcz/L1j7Mqx/zQ5vA0+HnAl2017Ffrsz9Ob37b5iFfvt146+BM7/XfPGhhHpohRuuhszDDtqOmc21HTQBqoryvn37+cQDgYZdPxJjD796B0Qa8ON0+XA6WyH02GlfcT3aPlO1B0HVzwHi+6zxyza9JY9fcBUuyZH1w+zjb/Sbk5ddL/dD+c/L9i3xsSn2x1+O2LsJ5EYp3DT3ZTuscdocLjtMVDamGVZvPf4I5TsKyA5I4sZ35+N0YyxO4LVdrhxt2etjcQOhwPO+IV99tHyJ2D8t+z+IRossL4BU2DAv+wO0+tes/t05X9pnxUX39O+yGO/yfZYLv2nxPZYQiIdSOGmuynaaf9N7dv8TootsPqdf7Hli89wulxc+OOf40tsXkfG2pobhZtuZtRF9k2a1vck+wb2mUuW1T4D/ol0EQo33U3RDvtv2oA2X3TB9q0s/vtcAE6/+gayBw9t9muDfns4b7dP4UakSYahGi6Ro1D0727aKdwEq6t5648PEg6FGHzCJCacc0HLXh+wB6dzeRRuRETk2CjcdDfFNc1SbRhuzHCY9//yKEV7d5OY1oOz//uHRz076nCRmhs1S4mIyDFSs1R3U1tzk9rMof+PoqqslDcfuY/cdV+CYTDj1tuJT275dXfUoVhERNqKwk1304bNUgf37uG1++6ipCAft9fHjFtm029ME9cMaoI6FIuISFtRuOlOAhV1A30dY7jxV1bw+gP3UFKQT0pmFhf/z6/I6Nf6ZUbCjToUi4jIMVK46U5qTwP3pUBcaqsXY5km7zz2e4ry9pKUnsGs/32IhNS0Yyqaam5ERKStqENxd9JGTVKfv/FPtq6wx7K5aPYdxxxsAEK14UZnS4mIyDFSzU13coxnSlmWxaq3/8WSl54D4Mzvfo/sIcPapGiquRERkbaicNOdHMOZUmY4zEdzn+Q/C94GYOK5FzL2zLa7AKXCjYiItBWFm+6kqHU1N6YZ5t+/v48tXywDw+C0q65v1pW+W0IdikVEpK0o3HQnrexzs/jv89jyxTKcbjfn//B/GHrSKW1eNNXciIhIW1GH4u7CslrV52btR++z8s35AJz7/R+3S7ABCKhDsYiItBGFm+6iYj8EKwEDUvo26yW7N6zjg78+BsDkb36bEaec1m7FC6nmRkRE2ojCTXdR2ySV0gdcnqPOXlFcxJt/fAAzHGb4Kacx+Zuz2rV46nMjIiJtReGmu2hBfxvTDPP2nx6mougg6X36cU4rLoTZUupzIyIibUXhpruoPVOqGaeBL3/tZXLXrsHl9XLhj3+O2+dr16JZpkUwUBtu1MddRESOjcJNd9HMmpuDe/ew7J8vADD9hu+T3qdf+5YLCAVNsOz7qrkREZFjpXDTXdSeKZXadFhZ9fbrWJbJwIknMPr0szqgYHVNUgAut76SIiJybLQn6S4ip4E33ixVWVrC+oUfAnDihZd2RKkAqCoPAOCNd2E42rdvj4iIdH0KN91BOAQle+z7TdTc/GfB24SCATIHDqbPqLEdVDioKPIDkJjm7bD3FBGRrkvhpjso2wtWGBxuSMxucJZQIMCa994CaPNLKxxNebEdbhJS27fjsoiIdA8KN91Bca79N7UvOBre5BuXLqSypJjE9J4MO/nUDiwclB+sBiCxh2puRETk2CncdAeRcNNwk5Rlmqx883UAjjv3Qpyujj0du7bmJjFV4UZERI6dwk13cJRws3XVFxzYnYsnLp5x08/twILZyiN9btQsJSIix07hpjtoItxYlsXnr78MwISzz8Mbn9CRJQMODTequRERkWOncNMdRMLNgCOe2rNxPXmbN+F0uznuvIs7tlw1yotq+two3IiISBtQuOkOmhjA7/M3XgFgzLRvkJCa1pGlAiBQFSJYbQ/ip2YpERFpCwo3XV0TY9zs27GN7WtWYhgOTujAQfsOVVZTa+ONd+nSCyIi0iYUbrq62jFunB5IzKr31JIX/wbA8FOmkprV8Pg37U0D+ImISFtTuOnqavvbpNQf4yZ33X/YvnoFDqeTU664KkqF05lSIiLS9hRuuroGzpSyTJPFf58LwPhvnEdadk40SgbUdSZOUM2NiIi0EYWbrq6BcPPVsk8o2LYFT1wcJ1/2rSgVzFZbc5OkcCMiIm1E4aarOyzchENBlrxg97U58aJvEp+cEq2SAbqulIiItL2YCDePPfYYAwYMwOfzMWnSJD7//PNG5503bx6GYdS7+XzaMTaqqPY08P4ArF/0IaX7C0hITeP4KI1rcyhdV0pERNpa1MPNSy+9xOzZs7nrrrtYtWoV48eP55xzzmHfvn2NviY5OZm8vLzIbefOnR1Y4k7mkJqbcCjI8vn2aMQnXfxN3DEQCnVdKRERaWtRDze/+93vuOmmm7j++usZNWoUTzzxBPHx8TzzzDONvsYwDLKzsyO3rKysRuft1sIhKK0b48autdlHQmoaY6NwDanD+TWAn4iItIOohptAIMDKlSuZPn16ZJrD4WD69OksW7as0deVl5fTv39/+vbty8UXX8z69es7oridT+meyBg3YV+PSK3NiRd9E7cn+jUl5RrAT0RE2kFUw01hYSHhcPiImpesrCzy8/MbfM3w4cN55plneOONN3j++ecxTZNTTjmF3bt3Nzi/3++ntLS03q3bOGSMm/WfLIzU2oz7RvRrbUBj3IiISPuIerNUS02ePJlrrrmGCRMmcPrpp/Paa6+RkZHBk08+2eD8c+bMISUlJXLr27dvB5c4ig5sAcBKG8DKN+cDcMKFl8ZErQ1odGIREWkfUQ03PXv2xOl0UlBQUG96QUEB2dnNuxyA2+1m4sSJbNmypcHn77jjDkpKSiK3Xbt2HXO5O439mwDIDfXh4N7duH1xjD3znCgXqk6ZrgYuIiLtIKrhxuPxcPzxx/Phhx9GppmmyYcffsjkyZObtYxwOMzatWvp1atXg897vV6Sk5Pr3bqN/V8BsGabXUMy6rQz8cbHR7NE9ajmRkRE2oMr2gWYPXs21157LSeccAInnXQSjzzyCBUVFVx//fUAXHPNNfTu3Zs5c+YA8Jvf/IaTTz6ZIUOGUFxczIMPPsjOnTu58cYbo7kasWn/JkqDXrZu3QvAhLPPi3KB6iurGeNGA/iJiEhbinq4ufLKK9m/fz+//vWvyc/PZ8KECbz77ruRTsa5ubk4DrngY1FRETfddBP5+fmkpaVx/PHH8+mnnzJq1KhorUJsqi6Bsr18WdQfy7LoO2osPfv2j3ap6inKqwAgLTt2apNERKTzMyzLsqJdiI5UWlpKSkoKJSUlXbuJatcXhJ76Bn/ZejJVIRcXzr6DYZOmRLtUEVXlAZ65fQkANz1yGh5f1HO2iIjEsJbsvzvd2VLSTPu/Ykt5OlUhF4k90hlywsnRLlE9hbvLAUjOiFOwERGRNqVw01Xt/4qNJZkAjD59Og5nbA2Sd6Am3PTskxjlkoiISFejcNNFVez+iu3lPQAYddoZUS7NkWrDTXpvhRsREWlbCjdd1Kav87AwyO7bix45faJdnCMU7lHNjYiItA+Fm64oUMGGfDcAo06bfpSZO144bHKw5kwphRsREWlrCjdd0IH1SyioTsJhWAyfFhvXkTpUcUElZsjC7XOS1ENj3IiISNtSuOmCNiz+CIABGQbxySlRLs2RIp2JeydiOIwol0ZERLoahZsuxrIsNn65GYDRI3OiXJqGHdijzsQiItJ+FG66mMJdOykrD+Aywgwcf1y0i9Og2jFu0tXfRkRE2oHCTRezffUKAPolFOPOic1LUmiMGxERaU8KN13M9lXLARiQUASZsRduqsoDVJQEwIAeOQnRLo6IiHRBCjddiL+ygj1ffwXAwJw4SOgZ5RIdqbZJKqWnLrsgIiLtQ+GmC9m5dg2WaZHmqSR1SGz2tynYVgpAz75JUS6JiIh0VQo3XUhtf5tBiQehzwlRLk3Ddn91EIA+I9KiXBIREemqFG66CMuy2L5mJVDT36Z37IWboD9M3rYSQOFGRETaj8JNF7F/53Yqig7iMsL0SaqCXuOiXaQj5G0pxgxZJPXwkZIRF+3iiIhIF6Vw00Ucegq4K2cMuLxRLtGRdm2saZIamYZhaGRiERFpHwo3XcS2VV8Atf1tToxyaRq266siAPqO6BHlkoiISFemcNMFVJaWkLd5EwADEw/GZH+bytJAZPA+9bcREZH2pHDTBez4zyosyyTDV0GyOxCTZ0rt3mQ3SfXsm0hckifKpRERka5M4aYL2LbycwAGJRyA+HRIGxDdAjVg90a7SaqPmqRERKSdKdx0cuFQiB3/WQXU9LfpfQLEWGddy7LYVTO+TV81SYmISDtTuOnk9m7agL+ygjiPQXZcGfSNvc7EBTtKKT/ox+Vx0GtoarSLIyIiXZzCTSe3teYsqYEJB3AYwOCzolugBmxalg/AoIkZuD3OKJdGRES6OoWbTm577Sng8QWQkAG9JkS3QIcJB002rygAYMTJvaJcGhER6Q4Ubjqxovy9HNy7G4dRc8mFIdPBEVubdPuXhfgrQySkeuk9XP1tRESk/cXWnlBa5OtlSwDomxLA6wzD0G9EuURH2vRZHgDDJ2XjcMRWR2cREemaFG46sa8+XQzA8LgdYDhg0BnRLdBhKksD7FxvnyU1YnJ2lEsjIiLdhcJNJ1W4ayeFuTtwOAyGJh2wL7kQH1tjyHz9eT6WaZE5IJm07IRoF0dERLoJhZtOatOyTwAYkOnE5wzFXJOUaVqsW7wHgBEnq9ZGREQ6jsJNJ2RZFptqmqRGuDfbE4fEVrjZ8WUhJfuq8Ma7GK5wIyIiHUjhphPat30rRXl7cbldDI7fC4lZkD0u2sWqZ82CXABGn9Ybj88V5dKIiEh3onDTCdV2JB6UaeBxmDDmspg6BTx/Wwl5W0twOA3GndEn2sUREZFuJnb2iNIs4VCIr5YsBGC4Y709ccJV0StQA2prbYZNyiYhxRvl0oiISHejcNPJfL18KeVFB0mI9zIofp89InH2mGgXK6J4XyVb1+wHYML0vlEujYiIdEcKN52IZVmseut1AMZnFuNyWDDxO9Et1GH+8+EusKDf6HTScxKjXRwREemGFG46kbzNX5G/dTNOl4vx7v+A02P3t4kR1eVBvvrUHpF44tn9olwaERHprhRuOpGVb/8LgJEDEoh3BWHE+TE1cN+6xbsJBU0y+iXRe1hqtIsjIiLdlMJNJ1FauI/Ny5cCcJxjuT1xQuw0SYWCYb78eDcAE77RF8PQdaRERCQ6FG46ieXzX8YyTfr1TibDuR+yxsLgM6NdrIivlxdQVRYksYeXwcdlRrs4IiLSjSncdAIF27fy5YfvATDZt8KeOO3nMTO2jRk2WV1z+vf4M/vidMZGuUREpHvSXijGWZbFx/OeBMti+OAe9PEU2KMRjzg/2kWLWP/JXooLKvEluhk1JSfaxRERkW5O4SbGbfp0MXu+2oDL4+E09yJ74rQ7IEb6tPirQnz+5nYATrpgIJ44XWpBRESiS+EmhvkrK1j0/DMATBqZRLJRDL3Gw/AZ0S3YIVa+s4Pq8iBp2fGMnqpaGxERiT6Fmxj24dOPU37wACk9Uji+2j4NnLN/GzO1NqWFVfzno10AnHLZEBzqayMiIjFAe6MYtfGTj9m4ZCGGw8F5vb7C7TDhxBth4GnRLhpg9wVa9I9NmCGLviPT6D8mPdpFEhERARRuYlLJvnw+ePrPAEwek0qOuQVS+8P0e6JcsjrrFu0hd8NBnG4Hp14xTOPaiIhIzFC4iTHVFeW88fC9BKqqyOndk0mBN+wnLn4MvLFxraai/Ao+fXULAKdcOpgevRKiXCIREZE6CjcxJFhdzfz77mH/jm3EJ8Rxftx7OAxg6k9g4NRoFw+AcNDkg7kbCAVN+o5MY+zpfaJdJBERkXp03m6MCAUCvPHw/7H3641443x8M2cVya5KGHclnPmraBcPANO0WDB3Pft2luGNd3HmNaMwHGqOEhGR2KJwEwMqS0t446H/Y++mDbg9bi7t/R8yXIUwaBpc9KeYODvKsiwWv/g1W1ftx+E0OOemMSSmeaNdLBERkSMo3ETZwb27mX/fPRQX5OH1urk4exU57mIYMBWueA5cnmgXEcuy+Oz1raxfvAcMmH79KPqOjJ2rkYuIiBxK4SZKTDPMmvfeYulLzxGoqiIl3uCS7GWke6tg4nfg/N/HRLAJBsJ89OxGtqzcB8BpVw5j6AlZUS6ViIhI4xRuomDv11/x0dwnKdi2GYDeCeVclLOOeA8w/bcw+daYaIoqyq9gwTMb2J9bhsNpcPq3h+vaUSIi7cyyLEoDpRRWFVJYVcj+qv0UVhZS7C8m0ZNID18PPE4Ppf5SSgIlYIHb6SbOFcfg1MGM7DGSFG8KAKZlcqDqAAWVBVQGKxmVPopET/uceVsWKGNz0WY2F20m0ZPI+YOidw1EhZsOtH/ndpa+/DxbVywHwOsMMzVjG+NS8zH6TYIL/wiZI6JcSigvquaLt3ewcWkelmnhS3Qz47/HkDM0LdpFE5EYYVkWB6oPsLtsN3vL9+J0OOmV0IvM+ExMyyQQDuAP+wmEAwTMAABOw4nP5WNQyiA8zo6vmbYsixJ/CbvLd7OnfA9lgTIqg5WErTAZ8Rn0SuhFdkI2mfGZuB3uBpdRFari66Kv2Vm6kyR3EhnxGSS6E/GH/VSHq9lbvpcdJTvYU76H6nA1/rAft+Eiy51OhiOFkkAJu6ryKAqX0jd1AEPShgKwtWQr24q3sa9yH4VVhZHPrJbDtPAGwGGBYUHt4a9hgWWAhf3XdIBpgNeXQDWhuuVYFu4wxIWcjEsazojUYfRIzCQtPp2gYVIZruJgoJjc4h3sLsnFZRnk+LLo6e1BeXUJRRUHKK8qoTpQQSBQjRcXSc544g0vZmUVZlUlVFbhC4AvCEm9+nH+3Qo3XVawupqvly9l7fv/Zs8We2wYA4tRKQVMzdxBQkZvmPooTPgOODr+zHzLsijKryRvSzF5W0vI31pCyf6qyPMDx/fk1MuHktwzrsPLJtLdWJZFXkUeVaEqeif2xufydcj7hs0wpYFSyoPlVAYrMS0TAH/YT15FHnvK93Cg6gClgVKKqovYW743svM+nDNs4Q2CLwBOE4IuCDrBFYZ4P3iD4HS66N9jEMm+VAqq95Pv30/AChF22Dtny+HANCDkNgg5wWE4SY9Lp3dib3ol9rL/JvTC5/ThD/spC5Sx8eBG1h9Yz8Hqg6T70unh64EZDhMoKyFYUUqlv5xKfxnhcBiHVRcSIn9NItMdFvRwp5LpTiPDSCHRdFFedoCKsiKqKopxB0w8IXudnKZ9c5ngDENCNfSutBhRZe/kPcGadbYa+uRXEHJA2AGjnRCq2QXUhhcDAwcG7pCFK9TgAppQSsgBfrddPk/IXi8IA2trbkez5SjPlzX6TMkwf7NL2h4UbtqSGcYsL6R45ybyN33JllWr2L5jP6Gw/aU0sBiaVMiUjJ30GDQaTn4CRs0EZ8dsBtO0KNlXSeGucvbvKqNwVxn7c8uprggeMW+vISmcPHMwOUNSO6RsEn2mZVIZrMRhOHA73IStMOXBckoDpQTCAUJmiKAZtP+Gg8S74xmcOpgkT1K0i94qlmVR5C8iEA6QFZ/V6lG2a3euFcEK4l3xpHhTcDvc+MN+KoIVVAYrqQxVUuwvZlvJNrYWb6WwqhCwd16171sZqmTjgY0crD4I2EfqOZ4MejhTSDHiSMCLM2ziDFoE/VVUV5UR8FeQ6e5BH182vb1Z5Hh6kunqQVV1GXlFuRws3wduN05fHKbDoLK6lKqqMsxAACsUJBwMUFVVRnV1OY6wiSts76Rd4bqb04S4MPQGspwQdsLJITu8+AKQGHYSH3TgDpi4/SHcoeZ8amFgY7M+39odtGUUcejO1qjZ1xtAFjDEgguprdHYi2HZwaL1h4wHam7ty1UTjGjwc7Nqbsew7AYyhuVwYDkA08JhNr580+XEchjgcGC4nBhOF4bLheF0gtOJ6TQwHQZGXBzOhAQ8Ccl4k5Ix4uPJHDCg1eVuCzERbh577DEefPBB8vPzGT9+PI8++ignnXRSo/O/8sor/OpXv2LHjh0MHTqU+++/n/POO68DS3ykPR//gwVz/0qR34d52L9TiruKMan7GD08k6Rx34Sxl0GPQR1SrnDQZOf6A3y9PJ+dGw4S8oePmMfldpA1KJleg1PJHpxC1oBkfAkNV8l2dZZlYVomTocz2kVpM6ZlcrD6IPkV+ewt30teRR55FXnsq9xHUXURxf5iDlYfpMRfQtg68vtxNJnxmQxOGczg1MH0T+5PnCsOj9NDgjuBVG8qyZ5kwlaY6lA1YStMkieJZE8yhmHgD/kJWSEy4jIitRSWadrV3JUVWJWVmFVVWIGAfQsG7R1zIEBlZSkHyvIpryzGEQzjDIMZ8BOsriQYqCZoBfETptLyUxIqoyRUjmWG8ZpOXGGorCohHPDbVfWWhx6uZLyGC8uywLJ/8C3LAsPAcjnA6cTvMKkmSDAcxF1Rjbc8QEKlSVKVXStR20RQ2zRg1twP1RyVpzhhnMOex10THtyhuiDhDtdNt4+y82tuTTkAbI48Kq3527Pm1v4aSTNuN4bLheX3g2mCYeBISMARF0fYDBMK+rHMsF1jEjbBtCActuc9RGM76JawnE4Ml9PeSTtdGA6HHSqdNdMcjnp/w4ZFGJOg20HADUG3gTsuEW9iMomJ6cQnpWJ4fRhut71clwvD5cZwOnEkJ+Hq0QNnaqq9vj4fRlw8jvg4HD4fWBZWKIQVDNp/a+8HgxCq+SwNo+6GgeHx4EiIx5GQYJfxkOcNw7C/p6YJpolV+zcQwKyqwqyswnC7MLxeHHF2GQx33e+7Zdmfu1Xz2RvOmvWJQktCW4p6uHnppZeYPXs2TzzxBJMmTeKRRx7hnHPOYdOmTWRmZh4x/6effsqsWbOYM2cOF1xwAf/4xz+YOXMmq1atYsyYMVFYA5s7uScH/PEAuAyT9IQwA3snMWTcKDLHTsHoPxl8ycf0HpZlEar2U1RQRv62IsoKqygvrgbCeHxh3O4gpttByOWkrMJNUYFB5Y4qrEDdj4XlNAgnu7BS3cRlxpHSK4GMvgmkJfnITPKSkxKHoxsMzGdZFgEzQF55HjtKd7C1eCtf7v+SNfvXUOwvpndib/on92do6lBGpo+kd2Jvvjr4FSsLVrKnfA+BcICgGcQwDFyGC6/TS2Z8JjmJObgcLg5UHeBg9UGchpM4dxxxrrpbRlwGg1IGMSBlAF6nNxI+Nh7cyKaDmwiZIZI9ycS54qgIVVDqL8W0THrE9SDdlx7pC2BhYVkWFhaFVYVsLtrM9tLtVAQqIn0d/GH/EW33zWWYFnEBg3QSiMeDx3DjxonbcOHGQXV5CaGigyRV5eMK57PXWkreIdX6Rs3NadrV8r6gFTna9wXBGwBfwMJX04QRH3TgC1h4gs0/UnUAx/ZfVcsP7G+TJbUX0+3Ccjux3C5wu3B4PBhuDwGnRbURosIIUG5VU46fsMtBfFwyiXEpOEImhj+AYVq4PD5cHh9OjwfD7cbh9hDnSyQhPpX4uCQcHq99ZO721Oy4XfZft72rsIJBrEAQw+fFEZ+AIz7eviXE192Pj8cRF4fhqetTY4VC4HQ2q3bs0J2tFQhgVlZiVlRSV4Nh1P9jRO7U/a2574iLw5GUhMMbW2NyHfrZtMnyaoOa0xnpi0NcHM6UlOa91mXXyHQlhmVZra/zagOTJk3ixBNP5E9/+hMApmnSt29ffvCDH/Dzn//8iPmvvPJKKioqePPNNyPTTj75ZCZMmMATTzxx1PcrLS0lJSWFkpISkpPb5mcRYNeOTXzy8lyccSkYTjcEgljVIQgEIRDE8IcxAmGMYAgjUHMLhnAEQxgBP0awGiNUjTPkxxkK4AwHcYWCuMP2EWnA15vypCEU9hxPafIAMJqfql2BUrzFGwlV7KCUAEW+RIq8SRR77b8V7jgqXV4q3T4c8fEMyUllVE4y4/qkMq5PCkMyEnE5O1eKtyyLXWW7WLVvFWv3r2XDgQ2UBEqoClVFbrX9Cjozw7KIr4bEKkiqgsRqy64JMO0q+Xh/3S095CM17CXR8hCHG5/pxG0akVoDRzCMIxS2a0oqK7Gqo9tmbhpQ7QG/q67fRshZ9zfkMnC4PTi8XsJOCDjBcjkw3B6cbg8uhwsvLryWi3hnHAmGF4fTRcgJpstBQlwqyYk9cHq8FIXLKAwWESRcczTswDBqjpBNEytkH2V7TAdey4nH4cGblo6vRwbxPbOIT8/CnZKKaUBFdRmBUDVxDi9ew40RNg87Sg+BZWLUhBOjJmgYHg+Gx10zzV0TXuzpuFzNbjarClXhcrga7RAr0lm1ZP8d1agWCARYuXIld9xxR2Saw+Fg+vTpLFu2rMHXLFu2jNmzZ9ebds455/D66683OL/f78fvr/uRLi0tbXC+Y7V6+aekfBSmx8ElpJRux2hBO2m1N5XC9HEcTBtOyJ1A2OHGctRtmqq4DMLO+kceCeV78PoP4AoWE3QnUOXLJuDtgenwgMOJM1RJ5v7VZBWsIK14c4vK43e4qKoJO1tcXta5fbgSE/GlJOFOTsKXnER8go9Er4sEnxtvagrO1BScqamRm+HxgOHAcNrVvBiGXc1Zc/TmiI9vk6OXkBkirzyPnWU7KawqpKi6iNyyXJbtXcae8j1Hfb3P6aN/cn8GpgxkdPpoxmeOp1dCL3aV7WJ7yXa+LvqajQc3srtsN0NTh3Jc1nEMSxuG1+nF7XRHylAVqoo0+4StMD196aR5UiEcpipQSXWwgkB1JdVVFZQW7qFk7w6C+/fjDdqdL+NNF71c6WQ5UvFYDkIBP2YwgMdy4LFcOMImoUA1oaAfT2UQX0UIX2UQb0WopvmiOSprbg0za25HcDrtauzDqu8Nnw9njzRcqakYbo+9nQ+ZB4cdEnA47CPoQ47wqXnsTEjAEZ9AlcdiP2VUui3ik9KIT04HrwdPTR8fh+God3MaTjLiM4hztU1H9+w2WYot2l3v2+ozEenMohpuCgsLCYfDZGXVHxQuKyuLr776qsHX5OfnNzh/fn7D7dJz5szhnnvuaZsCN8Ewe7JjwAx2DJiBI1SKt3I9zsDXWKFthB3lhJwWARcEXRYBl0HYmYPTNRoPo/HS76jLN11BqlP3s6/HVjanrWGnYxuhhndFOEwHpmHhDZqkVkBKhYOUCqvmPvb9SugXTCbL78NdHcIsL7fbxgGvGcIbCJEaqKhbaOGR7xMCSlrzYdXy+QgneDET4ggneAnFewnGewj6XFhYGGETMxwiHAwQCgUJh+2bGQoRDocImyHCoQCYVuSsh0QLxlgW4yxwWgYJzngSnHHEOXy4cNQ/Q6LmdZjFWOZKML/AMsOUmhYppsn4mhumiWVZGKwGY01dWKtt6w6HsUyTvuFw5PHh/QaOLgDk1dxazoiPtwNmSqrdpu5y2e30yUk4E5NwJCXhTE7CkZCI4fPaTRIej90vouYWqSmIj7ebHGrb+N3uVne2ba5EIKNd30FEupOu1cjWgDvuuKNeTU9paSl9+/Zt8/eZPPUMfFU72bH2AIGqZKqSJwOTAUhI9RIf78Ljc1JZGqDsQDX1GgMN6DUohQHjepKU7sPlceJ0GnabsgUJaV56ZCfUu0hl2Ayzv2o/u8p2sWTPEj7Y+QG5ZbkAmA6TVG8q04dP59wB5zIwZSAuh4tifzHL9i5j0a5FfJb3GRYVQAUTMyfyg4k/4IT0CZgVFZgVFYTLa/6WlZGXf4Bduws5uL+I6pIygqVlVFUHqAiEsEImicEqkoKVJAUqSApUkRyowGmZOCwTh2VhWBYOy8R5eO1RdTXO6mqcB0ponwp0C2rW8fCpLe82eyznLNTnSErClZWJq2fGIR0OfTi8Pjt4eDx2OHHV9nlwRdrEDZcbR2JCvVoyZ2qqHVRERASIcrjp2bMnTqeTgoKCetMLCgrIzm64ojg7O7tF83u9Xrwd0JmsZ59EvvHd0YRDJnu/LmbH2kL2bC7mwJ5yKor9VBTX77/g8TnpO7IH/cf2pP+YdOKTW7ZzcjqcZCdkk52QzYnZJ3LbcbdxoPqA3bnV5cXn9B1xtN3D14NBKYO4auRVbC/ZznMbnuNfW//F6n2r+e573+XkXidz/ZjrmZwzGfchr00ChjVQBsuyKKkKsq/Mz75SPwWl1Wwus/+WVAbY78+jMLCD0vAOqoydhDzbwKjCadZ0IK02iCvrQVy1i4Rqg4Tq2v4hFqZhYBoGYcOBiZswHsK4MS03Fh7ClgcTD5blw0kiTpcTl8uFy+3C5XLidjtxuZ24XS7cbhdutxOfx0Wcz0O8z028z02Cz0O8z0NCnIsEr4c4nwef14XL6SBgGVSHLQynE7fLidvlwOUw6gKaBVhmXdNbbWfJ2rMvDj0Lw+m0m3Hc7hb1nRARkdaJiQ7FJ510Eo8++ihgdyju168ft956a6MdiisrK/n3v/8dmXbKKacwbty4qHYobkx1RZCS/VUEqkIEqkPEJXlIyYgjPtkTEzu5fZX7+MuXf+HVza8SMu3TEIekDuGK4Vcwvd90MuKP3lhgWiaFVYVsOriJ1ftW8+X+L9lwcANlgSMHeErzpnFi1smMT5/MsOTjwUygtCpIWXWI0uogpVX237J690OUVAWpDITxB8NUBcOEmhiboT0ZBrgdDtxOA7fLgdvpwOO0H7uc9uOUOBd90uLpmxZP3x5x9O0RT+/UOHokePC5u84p5iIiHakl+++oh5uXXnqJa6+9lieffJKTTjqJRx55hJdffpmvvvqKrKwsrrnmGnr37s2cOXMA+1Tw008/nfvuu4/zzz+fF198kXvvvbfZp4J3dLjpLHaX7ea5Dc8xf8t8qkL2CMUGBhMyJzAqfRR9k/qS5k2jLFBGaaCU/Ip89pTvYU/5HvaW723wdGOXw8XQ1KGM6DGCET1GMC5jHKPSR+FowZlejQmGTaprgo4/aFIVDNuPA+Ga+/bztfNUBsKU+0OUVgUpra79G6z32B9q/7On4j1OErwuPE4HXpcDj6vur8dlByWHYXf/tk/ztof/sCLjrtjLSIv3kOB1URUMUe4PEwqbuJw1tUsOA7fT/uty2Mt1OQzch4Uwt9N+3u20n3M56+ZxOx31nnMYBoYBDsMgzuMk3uO0/7qdne5MOhHpnDpVuAH405/+FBnEb8KECfzxj39k0qRJAEybNo0BAwYwb968yPyvvPIKv/zlLyOD+D3wwAPNHsRP4aZppYFSXt/8Ou/teI8vC79s9uschoO+SX0ZnzGeCZkTGNtzLINTBkfOKOoMwqZl1wqFTXxuJ16XvdMOmRbBsEkwZBEIm/b9yM2K3A/UPF9UEWDXwUp2FVWy62AVu4oqyS+pjlptU3urrbmym+4ceCIBqjYs1QQnh4OwZVFUEeBgZYBgTZh0GAbJcW5S490k+Vw1wcogZFpUBcIETYskr4skn4tkn5vkuNq/9v1ErxtvTUj0up12cHTXPHY58bodkTAZC7WlIl2RWfP71p7jpHW6cNORFG6aL78in6V7lrKzdCe5ZbmUBkpJcieR7E0mMz6T3om96Z3Ym5zEHLITsjWuRhMsy6LMH6KoImA3r4VMArW3sF37FAib+EO1Z2YZNWORGfY1ZmpqTQDK/CFKKgOU+8PEe5wkel24nXYYCJsWwbBF2LSDV8isC2ChSBCrnd7Qc2ZNmKudbs9jWhaWBWHLojoQpjIYJtwJw1ptTVkk+BxSe1YbhOqm2c87HPZZcWHTwrTAtCzMmvthy8LjdJDgtWvkEj0u+6/XRaLPvu9zOewmTIcDt8uINGW6Dgl/tQHR6ai7HINp2mHZ7XTg7AYDazaltn9fYbmfkqogobBFyLTwuBwk1gTfJJ+bRK+rwc8qGDap9IepCIQitb3+UDjS5F1aHaSkyr5V+ENU+u0aX7D/70zLoqw6RJk/RChsYhjgjIRyD4leF83NzbWzWRD5DfCHwgRCdf+bpml/z8JWzXfOtP8HTYsjamfdkRpbxxHTXDW1s6nxbjKSvKTFeyLPmZb9/Yr89hzS3H9oTS2AP2R/ZuX+EIXlAQ5U+DlQHqCw3E9RZYBAyKT258DndhDndjKxXxrPXHfisWz2I3SacW4ktmUnZHPZsMuiXYwuwTAMu7bB1zUCoFXzw1gVsJv8jqzJsiLBKGiaBEN2aDKAtASP3f/IZfc/CpkmJVVBiiuDlPtDkUDmdhrEuZ04HQ4q/KEjmhEj/bSqQ5EdxKE/1P6QeURTY+3OpPHL/UWfp6aZLxCuK7vH5aj5LOydl9Ow/zoc9vwel7NecKutvbJrrJyRZs/a4GZa9g4/bNrhzOeuC3e+w0Je7dUovG4HKXH2d9hhGIQjgc/+GzbtwBGqCcihmh11bRCxd+f2KaDl/jDlNf3pyv12aCivDtl97apDHKywd5xVgXBN06xFcw/D49x161sbag79LKV92V0CTMqrm3WRsXajcCMiLWYYRk3NhpPU+GiXpnGWZddC+UN1YefIIGRGno88F6o7og2FLZwOe52dDgNHzRGtfYNg2KLcb++kKw75W+G3+3n5Q+F6zZeH3z9cQzvi2lDW3SX5XDW1D3aNRCBsRgJR7edTFayrdTlcJMjVNF8m+Vwkx7kjoS0lzm3XuNX0KTOw+7w5DGqmu3C7HGDZzdWlVUGKKu3a2KY0FswOD52emlq6Q79n9n0Dh8OuxQ1bNcGxNkTWHAyEDwuWQdMkXPNdK6oMsr/MrmWpDaFA/aZcl12baFlEAiWWfZkX+3OzayfTEz30TPDSM8lDeoJdG+R119YGEennGO3aRoUbEemyDMPA4zLwuBzE4rXLLcs6ok9XyDSxLPC5nbidBsGwRWUgRHUwTNikXm1JyKzr63V4E0fttENDXe3ztU0XTocRmVYdPPJvIGQ3wRiAP2RSXGk34YDdLONw1O1865pBjEjndpfTbi5x1eyYa/fxCbVNSTVNeEk+O1TU9q1KT/SSnugh3uPEwN7RJ8e5mzzbsLaZqbamJhAy8bgcdid+j4s4j12jI92Dwo2ISJQYhhHpeE0TQ131SNAgjUfjdTnxJjrt4a6l21OMFRERkS5F4UZERES6FIUbERER6VIUbkRERKRLUbgRERGRLkXhRkRERLoUhRsRERHpUhRuREREpEtRuBEREZEuReFGREREuhSFGxEREelSFG5ERESkS1G4ERERkS5F4UZERES6FFe0C9DRLMsCoLS0NMolERERkeaq3W/X7seb0u3CTVlZGQB9+/aNcklERESkpcrKykhJSWlyHsNqTgTqQkzTZO/evSQlJWEYxjEvr7S0lL59+7Jr1y6Sk5PboISxR+vYNWgduwatY9egdWw5y7IoKysjJycHh6PpXjXdrubG4XDQp0+fNl9ucnJyl/2C1tI6dg1ax65B69g1aB1b5mg1NrXUoVhERES6FIUbERER6VIUbo6R1+vlrrvuwuv1Rrso7Ubr2DVoHbsGrWPXoHVsX92uQ7GIiIh0baq5ERERkS5F4UZERES6FIUbERER6VIUbkRERKRLUbhphscee4wBAwbg8/mYNGkSn3/+eZPzv/LKK4wYMQKfz8fYsWN5++23O6ikLTdnzhxOPPFEkpKSyMzMZObMmWzatKnJ18ybNw/DMOrdfD5fB5W45e6+++4jyjtixIgmX9OZtiHAgAEDjlhHwzC45ZZbGpy/M2zDxYsXc+GFF5KTk4NhGLz++uv1nrcsi1//+tf06tWLuLg4pk+fzubNm4+63Jb+P7enptYxGAzys5/9jLFjx5KQkEBOTg7XXHMNe/fubXKZrfm+t6ejbcfrrrvuiPKee+65R11uZ9mOQIP/m4Zh8OCDDza6zFjbjs3ZV1RXV3PLLbeQnp5OYmIil112GQUFBU0ut7X/x0ejcHMUL730ErNnz+auu+5i1apVjB8/nnPOOYd9+/Y1OP+nn37KrFmzuOGGG1i9ejUzZ85k5syZrFu3roNL3jyLFi3illtu4bPPPmPBggUEg0HOPvtsKioqmnxdcnIyeXl5kdvOnTs7qMStM3r06HrlXbJkSaPzdrZtCPDFF1/UW78FCxYAcPnllzf6mljfhhUVFYwfP57HHnuswecfeOAB/vjHP/LEE0+wfPlyEhISOOecc6iurm50mS39f25vTa1jZWUlq1at4le/+hWrVq3itddeY9OmTVx00UVHXW5Lvu/t7WjbEeDcc8+tV94XXnihyWV2pu0I1Fu3vLw8nnnmGQzD4LLLLmtyubG0HZuzr/jxj3/Mv//9b1555RUWLVrE3r17ufTSS5tcbmv+j5vFkiaddNJJ1i233BJ5HA6HrZycHGvOnDkNzn/FFVdY559/fr1pkyZNsv77v/+7XcvZVvbt22cB1qJFixqdZ+7cuVZKSkrHFeoY3XXXXdb48eObPX9n34aWZVk/+tGPrMGDB1umaTb4fGfbhoA1f/78yGPTNK3s7GzrwQcfjEwrLi62vF6v9cILLzS6nJb+P3ekw9exIZ9//rkFWDt37mx0npZ+3ztSQ+t47bXXWhdffHGLltPZt+PFF19snXnmmU3OE8vb0bKO3FcUFxdbbrfbeuWVVyLzbNy40QKsZcuWNbiM1v4fN4dqbpoQCARYuXIl06dPj0xzOBxMnz6dZcuWNfiaZcuW1Zsf4Jxzzml0/lhTUlICQI8ePZqcr7y8nP79+9O3b18uvvhi1q9f3xHFa7XNmzeTk5PDoEGDuOqqq8jNzW103s6+DQOBAM8//zzf/e53m7w4bGfbhofavn07+fn59bZTSkoKkyZNanQ7teb/OdaUlJRgGAapqalNzteS73ssWLhwIZmZmQwfPpybb76ZAwcONDpvZ9+OBQUFvPXWW9xwww1HnTeWt+Ph+4qVK1cSDAbrbZcRI0bQr1+/RrdLa/6Pm0vhpgmFhYWEw2GysrLqTc/KyiI/P7/B1+Tn57do/lhimia33XYbU6ZMYcyYMY3ON3z4cJ555hneeOMNnn/+eUzT5JRTTmH37t0dWNrmmzRpEvPmzePdd9/l8ccfZ/v27UydOpWysrIG5+/M2xDg9ddfp7i4mOuuu67ReTrbNjxc7bZoyXZqzf9zLKmuruZnP/sZs2bNavIihC39vkfbueeey9/+9jc+/PBD7r//fhYtWsSMGTMIh8MNzt/Zt+Ozzz5LUlLSUZtrYnk7NrSvyM/Px+PxHBG8j7a/rJ2nua9prm53VXBp3C233MK6deuO2q47efJkJk+eHHl8yimnMHLkSJ588kn+93//t72L2WIzZsyI3B83bhyTJk2if//+vPzyy806eupsnn76aWbMmEFOTk6j83S2bdjdBYNBrrjiCizL4vHHH29y3s72ff/Wt74VuT927FjGjRvH4MGDWbhwIWeddVYUS9Y+nnnmGa666qqjduCP5e3Y3H1FNKnmpgk9e/bE6XQe0du7oKCA7OzsBl+TnZ3dovljxa233sqbb77Jxx9/TJ8+fVr0WrfbzcSJE9myZUs7la5tpaamMmzYsEbL21m3IcDOnTv54IMPuPHGG1v0us62DWu3RUu2U2v+n2NBbbDZuXMnCxYsaLLWpiFH+77HmkGDBtGzZ89Gy9tZtyPAJ598wqZNm1r8/wmxsx0b21dkZ2cTCAQoLi6uN//R9pe18zT3Nc2lcNMEj8fD8ccfz4cffhiZZpomH374Yb2j3kNNnjy53vwACxYsaHT+aLMsi1tvvZX58+fz0UcfMXDgwBYvIxwOs3btWnr16tUOJWx75eXlbN26tdHydrZteKi5c+eSmZnJ+eef36LXdbZtOHDgQLKzs+ttp9LSUpYvX97odmrN/3O01QabzZs388EHH5Cent7iZRzt+x5rdu/ezYEDBxotb2fcjrWefvppjj/+eMaPH9/i10Z7Ox5tX3H88cfjdrvrbZdNmzaRm5vb6HZpzf9xSwosTXjxxRctr9drzZs3z9qwYYP1X//1X1ZqaqqVn59vWZZlXX311dbPf/7zyPxLly61XC6X9dBDD1kbN2607rrrLsvtdltr166N1io06eabb7ZSUlKshQsXWnl5eZFbZWVlZJ7D1/Gee+6x3nvvPWvr1q3WypUrrW9961uWz+ez1q9fH41VOKqf/OQn1sKFC63t27dbS5cutaZPn2717NnT2rdvn2VZnX8b1gqHw1a/fv2sn/3sZ0c81xm3YVlZmbV69Wpr9erVFmD97ne/s1avXh05U+i+++6zUlNTrTfeeMP68ssvrYsvvtgaOHCgVVVVFVnGmWeeaT366KORx0f7f+5oTa1jIBCwLrroIqtPnz7WmjVr6v1/+v3+yDIOX8ejfd87WlPrWFZWZt1+++3WsmXLrO3bt1sffPCBddxxx1lDhw61qqurI8vozNuxVklJiRUfH289/vjjDS4j1rdjc/YV3/ve96x+/fpZH330kbVixQpr8uTJ1uTJk+stZ/jw4dZrr70Wedyc/+PWULhphkcffdTq16+f5fF4rJNOOsn67LPPIs+dfvrp1rXXXltv/pdfftkaNmyY5fF4rNGjR1tvvfVWB5e4+YAGb3Pnzo3Mc/g63nbbbZHPIysryzrvvPOsVatWdXzhm+nKK6+0evXqZXk8Hqt3797WlVdeaW3ZsiXyfGffhrXee+89C7A2bdp0xHOdcRt+/PHHDX43a9fDNE3rV7/6lZWVlWV5vV7rrLPOOmLd+/fvb9111131pjX1/9zRmlrH7du3N/r/+fHHH0eWcfg6Hu373tGaWsfKykrr7LPPtjIyMiy3223179/fuummm44IKZ15O9Z68sknrbi4OKu4uLjBZcT6dmzOvqKqqsr6/ve/b6WlpVnx8fHWJZdcYuXl5R2xnENf05z/49Ywat5MREREpEtQnxsRERHpUhRuREREpEtRuBEREZEuReFGREREuhSFGxEREelSFG5ERESkS1G4ERERkS5F4UZEOoWFCxdiGMYR164RETmcBvETkZg0bdo0JkyYwCOPPAJAIBDg4MGDZGVlYRhGdAsnIjHNFe0CiIg0h8fjifmrPotIbFCzlIjEnOuuu45Fixbxhz/8AcMwMAyDefPm1WuWmjdvHqmpqbz55psMHz6c+Ph4vvnNb1JZWcmzzz7LgAEDSEtL44c//CHhcDiybL/fz+23307v3r1JSEhg0qRJLFy4MDorKiLtQjU3IhJz/vCHP/D1118zZswYfvOb3wCwfv36I+arrKzkj3/8Iy+++CJlZWVceumlXHLJJaSmpvL222+zbds2LrvsMqZMmcKVV14JwK233sqGDRt48cUXycnJYf78+Zx77rmsXbuWoUOHduh6ikj7ULgRkZiTkpKCx+MhPj4+0hT11VdfHTFfMBjk8ccfZ/DgwQB885vf5LnnnqOgoIDExERGjRrFGWecwccff8yVV15Jbm4uc+fOJTc3l5ycHABuv/123n33XebOncu9997bcSspIu1G4UZEOq34+PhIsAHIyspiwIABJCYm1pu2b98+ANauXUs4HGbYsGH1luP3+0lPT++YQotIu1O4EZFOy+1213tsGEaD00zTBKC8vByn08nKlStxOp315js0EIlI56ZwIyIxyePx1OsI3BYmTpxIOBxm3759TJ06tU2XLSKxQ2dLiUhMGjBgAMuXL2fHjh0UFhZGal+OxbBhw7jqqqu45ppreO2119i+fTuff/45c+bM4a233mqDUotILFC4EZGYdPvtt+N0Ohk1ahQZGRnk5ua2yXLnzp3LNddcw09+8hOGDx/OzJkz+eKLL+jXr1+bLF9Eok8jFIuIiEiXopobERER6VIUbkRERKRLUbgRERGRLkXhRkRERLoUhRsRERHpUhRuREREpEtRuBEREZEuReFGREREuhSFGxEREelSFG5ERESkS1G4ERERkS5F4UZERES6lP8HywIbDWRQrAEAAAAASUVORK5CYII=", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VAE.Efluxr.plot()\n", + "VAE_noPV.Efluxr.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Smooth in small or large scales?" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "vae = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator2-96/CVAERegression-None-0/offline_test.nc')\n", + "gan = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator2-96/CGANRegression-retrain-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,4))\n", + "for j in range(2):\n", + " plt.subplot(1,2,1+j)\n", + " vae.PSD_gen.isel(lev=0).plot(color='tab:red', lw=3, label='VAE')\n", + "# gan.PSD_gen.isel(lev=0).plot(color='tab:green', lw=3, label='GAN')\n", + " vae.PSD.isel(lev=0).plot(color='k', ls='--', lw=3, label='True')\n", + " plt.legend()\n", + " plt.ylabel('Power spectrum of \\n subgrid forcing, $sp(S), m/s^4$')\n", + " plt.xticks([0, 0.0001, 0.0002, 0.0003, 0.0004]);\n", + " plt.title('')\n", + " if j==1:\n", + " plt.xscale('log')\n", + " plt.yscale('log')\n", + " \n", + "plt.suptitle('$96^2$, Gaussian filter, upper fluid layer', fontweight='bold')\n", + "plt.tight_layout()\n", + "plt.savefig('review_figures/VAE_smoothing.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Largest magnitude" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "mse = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-0/offline_test.nc')\n", + "gz = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-0/offline_test.nc')\n", + "vae = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/offline_test.nc')\n", + "gan = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array(1.600404e-13, dtype=float32),\n", + " array(1.6519521e-13, dtype=float32),\n", + " array(1.5590708e-13, dtype=float32),\n", + " array(1.6201172e-13, dtype=float32)]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[model.q_forcing_advection_gen.isel(lev=1).std().values for model in [mse, gz, vae, gan]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "environment_13_Jul_2023", + "language": "python", + "name": "my_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "05edf54c81e9d60fa9ffc2d19df58f5b8263a9e832bf2883d1c18873ede7ce7a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/JAMES_figures.ipynb b/notebooks/JAMES_figures.ipynb index 04b22ab..c5e0b2d 100644 --- a/notebooks/JAMES_figures.ipynb +++ b/notebooks/JAMES_figures.ipynb @@ -4,16 +4,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/ext3/miniconda3/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import xarray as xr\n", "import numpy as np\n", @@ -2644,7 +2635,7 @@ ], "metadata": { "kernelspec": { - "display_name": "env_07_04", + "display_name": "environment_13_Jul_2023", "language": "python", "name": "my_env" }, @@ -2658,7 +2649,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.4" }, "vscode": { "interpreter": { diff --git a/notebooks/Shallow_CNNs.ipynb b/notebooks/Shallow_CNNs.ipynb index 5ffc873..89d133b 100644 --- a/notebooks/Shallow_CNNs.ipynb +++ b/notebooks/Shallow_CNNs.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -14,7 +14,7 @@ " }\n", "\n", " var force = true;\n", - " var py_version = '3.1.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", + " var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", " var reloading = false;\n", " var Bokeh = root.Bokeh;\n", @@ -216,7 +216,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n", " var js_modules = [];\n", " var js_exports = {};\n", " var css_urls = [];\n", @@ -284,7 +284,7 @@ " setTimeout(load_or_wait, 100)\n", "}(window));" ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.1.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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 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'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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 var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\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 }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n Bokeh = root.Bokeh;\n bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n if (!reloading && (!bokeh_loaded || is_dev)) {\n\troot.Bokeh = undefined;\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));" }, "metadata": {}, "output_type": "display_data" @@ -579,6 +579,191 @@ "warnings.filterwarnings(\"ignore\")" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-48/*.nc', combine='nested', concat_dim='run')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "train = ds.isel(run=slice(0,250))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "train = ds.isel(run=slice(0,1))\n", + "train = xr.concat([train for i in range(250)], dim='run')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train.isel(time=-1,run=2,lev=0).q.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "nruns=3\n", + "train = ds.isel(run=slice(0,nruns))\n", + "if nruns < 250:\n", + " nstacks = 250 // nruns\n", + " train = xr.concat([train for i in range(nstacks)], dim='run')" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "train.q.isel(lev=0,run=0,time=-1).plot(add_colorbar=False)\n", + "plt.subplot(1,2,2)\n", + "train.q.isel(lev=0,run=6,time=-1).plot(add_colorbar=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train.run.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100.0" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "250/250 * 100" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -851,6 +1036,876 @@ "\n", "eval(model_args.pop('model'))(**model_args)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Prediction of stochastic residuals with shallow CNN" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "gz = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-3/offline_test.nc').isel(run=10,time=-1,lev=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "gz_4layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-4-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "gz_2layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-2-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gz_1layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-1-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gz_32channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-32-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gz_16channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-16-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gz_3channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-3-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "gan = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gan_4layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-4-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gan_2layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-2-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gan_1layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-1-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gan_32channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-32-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gan_16channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-16-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "gan_3channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-3-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "vae = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "vae_4layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-4-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "vae_2layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-2-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "vae_1layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-1-layer-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "vae_32channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-32-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "vae_16channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-16-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n", + "\n", + "vae_3channel = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-3-channels-0/offline_test.nc').isel(run=10,time=-1,lev=0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [], + "source": [ + "def R2(pred,target):\n", + " MSE = ((pred-target)**2).mean()\n", + " VAR = (target**2).mean()\n", + " return float(1- MSE/VAR)" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_3figures(ds, third='std', vmax_std=0.8e-11):\n", + " vmax = 2.6728281e-11\n", + " plt.figure(figsize=(10,3))\n", + " plt.subplot(1,3,1)\n", + " imshow(ds.q_forcing_advection, cmap='bwr', vmin=-vmax, vmax=vmax)\n", + " plt.title('Subgrid forcing \\n $S$')\n", + " plt.subplot(1,3,2)\n", + " imshow(ds.q_forcing_advection_mean, cmap='bwr', vmin=-vmax, vmax=vmax)\n", + " plt.title('Model mean \\n $\\mathrm{E}(\\widetilde{S}|\\overline{q})$')\n", + " R2_metric = R2(ds.q_forcing_advection_mean, ds.q_forcing_advection)\n", + " plt.text(0,20,'$R^2=$'+'\\n'+ '$1-\\\\frac{||r||_2^2}{||S||_2^2}$='+str(round(R2_metric,3)), fontsize=18, color='k', fontweight='bold')\n", + " plt.subplot(1,3,3)\n", + " res_metric = float((ds.q_forcing_advection_gen_res**2).mean() / (ds.q_forcing_advection**2).mean())\n", + " \n", + " if third == 'sample':\n", + " imshow(ds.q_forcing_advection_gen_res, cmap='bwr', vmin=-vmax, vmax=vmax)\n", + " plt.title('Simulated residual \\n $\\widetilde{r} = \\widetilde{S} - \\mathrm{E}(\\widetilde{S}|\\overline{q})$')\n", + " elif third == 'std':\n", + " imshow(ds.q_forcing_advection_std, cmap='inferno', vmax=vmax_std, vmin=0)\n", + " plt.title('Model std \\n $\\mathrm{Std}(\\widetilde{S}|\\overline{q})$')\n", + " \n", + " plt.text(0,10,'$\\\\frac{||\\widetilde{r}||_2^2}{||S||_2^2}$='+str(round(res_metric,3)), fontsize=18, color='w', fontweight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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77beVgQMHKt7e3goAJTQ0lPzQlXXQ8uOPP6ou261bN0VRFOXPP/9UACirVq2SlgsNDVUdtIgpBYvOy78Jjx49qgBQ3n33XWnZzp073/Sg5aWXXlIAKAkJCWS6xWJRnJycyOArJCREadq0qbRef39/pUePHja3bWvQcvz4cbJsfkrGuLg40sdr166R5WJiYnjQwjAMwzAMcxdSLTQt+bRo0QIvv/wyfvjhB1y+fBnPPfccYmJiyiXGFzNS5E8rmnEDgGpIVHFhUvmFkWxRXEaM4qaVlvwMIT4+PmS6RqMh+2Wrr1evXkVgYOBN96GkDED5fRSzFJUUdsYwDMMwDMNUT6rVoKUoBoOhoCprdHR0wXQ7OztkZ2dLyxeXZUJNaxIXF1fw4J3/b74AvaS2AKTUg2oUzYhR2vWWhvwMIVevXiXTFUVBXFxcQSYRW3318fHBxYsXb7oPpe1jUlISmV6e/WYYhmEYhmHuXKrFoOXKlSuq0/OLkwUEBBRMCw0NxaFDh8hyGzZsKCiMJiJmpNi2bRvOnz9fkLGidevWsLOzw8qVK8lyO3bswPnz58u0H0WpV68e/P39sXz5ciiKUjD9/Pnz2LZt202vNz9TyNKlS8n0VatWIT09vWC+LXr37o2NGzfixIkTN90PW3Tu3BkApGO6YsWKStkewzAMwzAMU7WpFtnDevbsicDAQPTt2xcRERGwWCw4cOAA3nvvPTg7O+OZZ54pWHbEiBGYNm0aXnvtNXTu3BlHjx7FRx99BDc3N9V179mzB+PGjcOgQYMQGxuL//3vf6hZsyaefPJJANZCa5MnT8bs2bPh4eGB/v374+LFi5g5cyb8/f1LzPJVHFqtFm+88QbGjRuH/v3747HHHkNycjJmzJhRrvCw7t27o2fPnnj55ZeRkpKC9u3bF2QPa9q0KUaMGFHiOl5//XX89ddf6NSpE1599VVERUUhOTkZa9asweTJkxEREXHT/QOAXr16oX379nj++eeRkpKC5s2bY/v27QUpGm/2mDIMwzAMwzB3JtVi0DJ16lT8+uuv+OCDD3DlyhVkZ2fD398f9957L6ZMmYL69esXLPviiy8iJSUFS5YswbvvvotWrVrh+++/R79+/VTX/dVXX+Hbb7/FkCFDkJ2dja5du2L+/PlEb/Hmm2/CyckJCxcuxOLFixEREYFPP/0U//vf/wrSIt8MY8eOBQDMmTMHAwYMQGhoKF599VVs3rxZqudSWjQaDX755RfMmDEDixcvxptvvglvb2+MGDECb731lmoxOJGaNWti165dmD59Ot5++21cu3YNPj4+6NChg6RDuRm0Wi1Wr16N559/Hm+//TZycnLQvn17LF26FG3atCnXMWUYhmEYhmHuPDRK0dgjpsI4d+4cIiIiMH36dLz66qu3uzvVgmXLlmHYsGH477//0K5du9vdHYZhGIZhGOYWwYOWCuDgwYNYvnw52rVrB1dXV5w4cQJz585FSkoKoqOjOevVTbB8+XJcunQJUVFR0Gq12LFjB9555x00bdoUmzdvvt3dY5hqgclkwvHjx6HVahEWFgZ7e3tpmfT0dNjZ2UGvrxYf5hmGucWwn2EqCr46KgAnJyfs2bMHX331FZKTk+Hm5oYuXbrgzTff5AHLTeLi4oIVK1Zg1qxZSE9Ph7+/P0aNGoVZs2bd7q4xTLUgLi4Os2bNQnBwMJKTk3H06FGkpKSgdu3aaNGiBcLDw2EymbBz505MmzbtdneXYZg7EPYzTEXCX1oYhmHuQs6ePYuwsDBp+okTJ7Bv3z4kJyfD398fvXr1Un0zyjAMUxLsZ5iKhActDMMwDMMwDMNUaTh3LMMwzB3GkiVLoNFoiv0Tswu+/vrraNCgASwWi7Su7du3Y9CgQfD394fRaISXlxeaNWuGyZMnF9SICg0NxYwZMwra2Np2cX81a9ZEenp6ZR4WhmGKsHPnTvTv3x/BwcGws7ODr68v2rZti+eff75gmW3btmHGjBlITk4u9XpnzJihWni6vH4GoL6G/QwjwoOWakJpHQLDMNWHxYsXY/v27dJfs2bNCpa5fPky5s6di9dff12qcfTZZ5+hffv2yMrKwgcffIC1a9fiww8/RMuWLbFlyxbVBxMAUBSlTH+5ublwcnLC3LlzK/V4MAxj5Y8//kC7du2QkpKCuXPnYu3atZg/fz7at29PCjdv27YNM2fOLNOgRQ32M8ytgIX41YDPPvsMEyZMwP33348PPvgAfn5+uHTpErZs2WLTITAMc2cTGRmJFi1a2Fxm/vz5cHd3x4ABA8j0S5cu4emnn8aQIUOwbNkyMm/YsGGqb0tvFr1ej/Hjx+ONN97Ayy+/DEdHxwpbN8MwMnPnzkWtWrXw999/k4xcQ4YMqZSHevYzzK2Av7Tc4RR1CKtXr8aQIUPQpUsXDBs2DJ999hl27dp1u7vIMMxtIicnB1999RUeeeQR6e3npk2bkJOTgx49eqi2FZcvji+++AJRUVGws7ND7dq18e233+LRRx9FvXr1yHLDhg1DSkoKVqxYcXM7wzBMqbl27Rq8vb1VUwjn39szZszAiy++CACoVauWanjpH3/8gSZNmsDOzg61atXCu+++K62P/Qxzq+AvLXc4FeUQGIa58zCbzTCZTGSaRqOBTqcDYI1pv3btGrp27Sq1dXFxAQDMmzcPPj4+6NatW5mz90yePBmffvopXnrpJXTp0gUnT57Ec889B6PRKG3Tz88PERER+OOPPzBmzJgybYdhmLLRtm1bfPnll3j66acxbNgwNGvWDAaDgSwzbtw4JCUlYcGCBfjpp5/g7+8PAGjQoAEAYP369ejXrx/atm2LFStWwGw2Y+7cuYiPjyfrYT/D3DIU5o7m119/VQAojRs3Vn7//XclMzPzdneJYZhKZvHixQoA1T+dTlew3Jw5cxQASlxcnLQOk8mkDBgwoKCdnZ2d0rVrV2XhwoVKdnY2WTYkJESZPn06mZbve3788Ucy/c0331QAKO+//760zWHDhim+vr7l2HOGYUpDYmKi0qFDh4L722AwKO3atVNmz56tpKamFiz3zjvvKACUc+fOSeto3bq1EhAQQJ4rUlJSFE9PT6Xo42NF+RlFkX0N+xmmKPwa/g7n/vvvx4ABA3Dw4EH06dMH7u7uuOeee/DZZ58hJyfndnePYZhK5JtvvsHu3bvJ386dOwvmX758GRqNBt7e3lJbnU6HVatW4ciRI5gzZw66du2Kbdu24YknnsD9999fYgKP119/HW3btsVDDz1EpoeHhwOAqtamRo0aSEhIkL4OMQxTsXh5eeHff//F7t278fbbb6Nfv344efIkpkyZgqioKCQmJtpsn56ejt27d2PAgAHky4iLiwv69u1LlmU/w9wqeNByh1Neh8AAW7ZsQd++fREQEACNRoNffvnltm/vp59+Qs+ePeHt7Q2NRoMDBw5Uap+YO5P69eujRYsW5K958+YF8zMzM2EwGArCxdRo0KABXnrpJfz111+IjY1FZGQk/vnnHxw/frzYNvHx8di7dy+GDBkizTt//jy0Wi2aNm0qzbO3t4eiKMjKyirjnlZt2IcwVZUWLVrg5Zdfxg8//IDLly/jueeeQ0xMTIli/OvXr8NiscDPz0+aJ05jP1MxVDU/kpubi5dffhlRUVFwcnJCQEAAHn30UVy+fLlS+2ULHrRUE27GITBW0tPT0bhxY3z00UdVZnvp6elo37493n777VvSJ6Z64u3tjZycnFLXLfDx8UHbtm0BwOYPfmxsLAD54QWwCncjIiLg7OwszUtKSoKdnZ3qvDsZ9iHMnYDBYMD06dMBANHR0TaX9fDwgEajQVxcnDRPnMZ+pmKoan4kIyMD+/btw7Rp07Bv3z789NNPOHnyJB544IFb0j81WIhfDcl3CNHR0Xfcm4bbQe/evdG7d+9i5+fk5GDq1Kn47rvvkJycjMjISMyZMwddunSplO0BwIgRIwAAMTExN7UNhgGAiIgIAMCZM2fQqFGjgulXrlwpEN0W5fr161i3bh0CAwMRFRVV7Hp9fHwAQHop8uOPP2LTpk149NFHVdudPXu2QORbnWAfwlQ1irvHjx07BgAICAgAANjZ2QGwfi0pipOTE1q1aoWffvoJ77zzTkGIWGpqKlavXk2WZT9TMVQ1P+Lm5oZ169aRaQsWLECrVq1w4cIFBAcH39R2ywMPWu5gyusQmNIxevRoxMTEYMWKFQgICMDPP/+MXr164fDhwwVxtQxzO4iOjlaN265duzZ8fHwKfsx27NhBHiaGDx+OzMxMDBkyBJGRkTCbzThy5Ag+/vhjXLt2Db///rtqqtR8goOD0bx5c7z//vvw8/NDeHg41q9fj++//x6Aepy5xWLBrl27MHbs2HLu9Z0H+xDmVtOzZ08EBgaib9++iIiIgMViwYEDB/Dee+/B2dkZzzzzDAAUPCPMnz8fI0eOhMFgQL169eDi4oI33ngDvXr1Qvfu3fH888/DbDZjzpw5cHJyQlJSUsG22M/cGqqCH7lx4wY0Gg3c3d1vyfYkbmsaAKZc3HPPPUrbtm2V+fPnK+vXr1fWrl2rfPDBB0qdOnUUFxcXZfPmzbe7i3ccAJSff/65wD59+rSi0WiUS5cukeW6deumTJkypcK3J3Lu3DkFgLJ///5yb4upPtjKHgZA+eKLLwqW7dixo3LfffeR9kuWLFH69++v1KpVS3F0dFTs7OyU8PBwZdKkSUpMTIy0PbXsYWfPnlV69uypODs7K76+vsqECROU77//XgGgbNu2TVrH+vXrFQDK3r17K+YgVFHYhzBVgZUrVyqPPPKIEh4erjg7OysGg0EJDg5WRowYoRw9epQsO2XKFCUgIEDRarUKAGXjxo0F83777TelUaNGitFoVIKDg5W3335bmT59uiI+PlaEn1EU2dfcrX6mqvkRRVGUzMxMpXnz5sqwYcPKvb2bhQctdzA34xAY24g3br5zdHJyIn96vV55+OGHFUUpfCiw9Tdx4sRSbU+EHziY8vLjjz8qOp1OuXjx4k2vQ23Qosbs2bMVvV6vZGRkSPOGDx+utGvX7qb7cKfAPoS5G6kIP6MopfM1d4OfqWp+JCcnR+nXr5/StGlT5caNGxW5q2WCw8PuYEaOHImRI0fe7m5UaywWC3Q6Hfbu3StlRskX+dWsWbMgTrg4PDw8Kq2PDGOLAQMGoGXLlpg9e3alCzx3796NBg0awMHBgUw/c+YMVq5ciQ0bNlTq9qsi7EOYuwH2M5XL7fQjubm5ePjhh3Hu3Dls2LABrq6uZV5HRcGDFoaxQdOmTWE2m5GQkICOHTuqLmMwGAqEiAxT1dBoNPjiiy/w22+/wWKxQKutvKSRu3fvRvfu3aXpFy5cwEcffYQOHTpU2rarKuxDmLsB9jOVy+3yI/kDllOnTmHjxo3w8vKq0PWXFR60MHc9aWlpOH36dIF97tw5HDhwAJ6enqhbty6GDRuGRx99FO+99x6aNm2KxMREbNiwAVFRUbjvvvsqdHv52TiSkpJw4cKFgnzoJ06cAGBN/aiW/pFhbBEZGYnIyMhK386FCxdUp3ft2hVdu3at9O3fLtiHMAz7mfJS1fyIyWTCwIEDsW/fPvz+++8wm80F6a49PT1hNBrLv9Nl5bYFpjFMFWHjxo2qsZ8jR45UFMUay/naa68poaGhisFgUPz8/JT+/fsrhw4dqpTtKUrxQuvS6AoYhrm1sA9hGKa8VDU/YksjUzRZw61EoyhcMp1hGIZhGIZhmMrBZDJhxowZ+O677xAXFwd/f3+MGjUKU6dOLXU4IYeHMQzDMAzDMAxTacyZMwcLFy7E119/jYYNG2LPnj0YPXo03NzcCuoGlQQPWhiGYRiGYRiGqTS2b9+Ofv364f777wcAhIaGYvny5dizZ0+p11GqQYvFYsHly5fh4uICjUZzc71lmLsURVGQmpqKgICAEj+BZmVlIScnp8R1Go1G2NvbV1QXbwnsRxjm5mAfYoV9CMPcPJXhRxRFke5FOzs72NnZSct26NABCxcuxMmTJ1G3bl0cPHgQW7duxbx588q0EyUSGxtbYsEa/uM//rP9Fxsba/M+y8zMVPxKuS4/Pz8lMzOznJK2Wwv7Ef7jv/L9sQ9hH8J//Ffev1L5ET+3Uq3L2dlZmlZcsg+LxaK88sorikajUfR6vaLRaJS33nqrTD6gVF9aXFxcAADnzsXCxcVaVMaQcUNesEjqNAA4qG9O7Mb6I1KTtJCGxHY+d5jYW65HSW06hV0k9q7LgcRuhV1SmzNerYjt5kbnm0xSE/hdpX356yLti1rWyKauZ4gd51Sbttm0QmpzoukQYudlrCzAAZlSm4RUWlTpyhU6399f7lsN02Vi/3UwgNi9j74nN+rShZiLDtJzOqb+dqnJl0faEntc3S10gUB6vgAAP/xA7SeeIOZ7XwonDEDnztSuTQ81PC7L1xuuXSPmXqdOxHZ3l5vUTqD7eNiZ7p94vgDAzTG34P8pqakIqlWr4D4qjpycHMQBiNVoYKt0UwqAoLg45OTk3FFvSvP3f9euWDg7W/dQqA0GAPA0JRA7zlKD2H5JR6U2acENiO18nH5u3pLRQmrTyV7wE83ptY3r16U22056E7stvRTEywsA4OREbcFNQi1rZD2cIPYFh3rEDo4R7ikAB93otVyzJp0v+jwAMFiy6YTUVGra0f0FAJfT+4m96mxTYj+UuVTeULNmxFx3iZ6v7jq5GNyJmvcQu97Zv+gCrVvL2/n3X2r36EHMRcvlC25Mx1PEzgwMJ7baOQ3UxxF7/xX6Y2CxyG2a6w/SCQ3oMYBKiERqpPUCS01NQf36QexD8vb/Kf9RsNNabxw3g1laTqdViJ1uosX4dBo6HwDsdfSkOeroQ0FNpzSpTVouvXmvZDoSOzWXbhcAssz0DbdF6IqdVu6bVpgmfmPKMctvze31dH8Mwj5nW+QvVRaFTjMLXTErcpsc4fCbhDZ6lQ9i9sJh0Qv752GUH8jcDPStf2qugdgGrXzTaYR9Fo+Sm1HwfyptbuTQLwbpJrpdQD6W4j7nqhzrDBPtTWk+HBqFfcwQrmvx2ItkW3KwMH5x6fxI3A2cPf8BXF1VfqTzSEnJRFjIc4iNjSUFJ9W+sgDAypUrsXTpUixbtgwNGzbEgQMH8OyzzyIgIKDUhdJLNWjJ//Tj4uJa0DGDXuXo5FXlLDD11G266ul8ANAKlTWdhXU45ciu11U44E5OwnYgPCUABQ9J+YjnTG3Q4ppJ++LoKPZVpY0wMV3YrqvKU5rYN7HYqAPkmyQTdD3Cs4a0fwDgaqILifvjqvbjJeyPg4PQRnwiK80yap0Tty0cBHt7+ToQVyseN9cUlROUlUVM8dirntN0J2EZ2+cLAFyLDFryKW04g6teD1dbyyoKkCuvv6qTv//Ozq4FLz/UBi2uJjpIT7cIxzunFH5EuDicNCp+xL6EC0jFKUi+Rmii9jVdvKZEW23Q4gq6kIt4r6rcdyX5OLXrVBq0CGhU7jsXZ9t+0RUqJ7WkNvqS98fVkT4QqvoRcRlhp8UK2oDssw1CG7Vz6qpPp31NpW3UBi3S7594QlTOqUZYhn2IdZ/stMaCQYu9tuRBi1lbikGL8EDooKMPlY46+XfYYqE3r72W2rlaedCiKGUftIj7I55ZjaIyaBH2Rxy0aKS1yIOS0gxaxEOpU8QHeHl/7ITuioMWe5XQJQfhUJos5R+0OOrkvoltcnT0nJot8nUgHktx0KJTO9basg9a7IR9lK7rEgYthdsqnR9xdtbC2bn4MDKLxTrP1dWVDFqK48UXX8Qrr7yCIUOsL+qjoqJw/vx5zJ49u2IHLfmcPFn42xMVJjf9IaYlsYWXXLhukb+aePywmNh/B4wmds+sX+WOeN5LzGb0RSx2HhBefwJovekLYu9t9hix1V7+H9Y2JnbffTPpAt7CDgI4Bbrt8BrUoV65d4TUpj7oZ5JUk/CZ5OBeqY1vY9o332Dhl9XTU2qDNHpRifucee8UqcmSJdSeMI7+0F1PkyvPthKeC3aaaLGnlLNy17p7eBBbcaWvhcVrCQCa7/qUTsiglWC/OC0XmWrUiNqttcKx3SG/xZ99kZ6zKQ8eowvEyj+a0BVxJmnyGzqbaLW2PdgdnqVcUQp3wSvplDR/40X6pruF8JHkur1cvMzjBD2Py8/St/BDI+jXAQCI9ab3qrdwC2075CO16eZJ13M4mn5liIqUz83OXfRcto7+ii6gUr35nLE+sQPpR1Fcd5Wv7abJ5+gEZ+FT8NGTUhtzJPUj8KT7fEP4ggsALk2aELtXHWGBjF5Sm+WbqE8bMIDO33lArm5dUxiTxDbpS+yta+W+DYVwEoWXIW3ayG1wljokh1P0mgxq315qcj6F7k/zBsLX8L2yz15+mp7nvvQyh7P42Q6AS7L1M4+SmyrNs0k19yE6jfUPAHJVHqRzzXRalmCLAwdAfiAX346bLPKnSvHNd6bw9jxH5Q27PGCiy6iMd2EUViMNSNS+zqispyhqV0C6STxOwnblMRiMwjQnDe2bOOACCs9dPuLgKFnlC5VZoW/vxcGFi07+Hc620KMgHns7vfxiyiisR+y/2iAsy0z7myts16Q2qBS+7BmF7ahdByLiFym1e4Fek2W77y2KCRZF5Y1+kfllISMjQ9LS6HQ6WNTe8hQDZw9jmKpGNX/gYBimkmEfwjBMOVEUExQbAxNb89To27cv3nzzTQQHB6Nhw4bYv38/3n//fYwZM6bU6+BBC8NUNfiBg2GY8sA+hGGYcqIo5hIGLSpRJjZYsGABpk2bhieffBIJCQkICAjA+PHj8dprr5V6HTxoYZiqhl7PDxwMw9w87EMYhiknijkLtsYlijmr+JkquLi4YN68eWVLcSzAgxaGqWrwW1KGYcoD+xCGYcpJRYeHVQRlGrQ0NB2Eq8mqxD91uak0f5D9ajpBzMopCDgB4Gd3Krzv30hQfiaEyh0RhJP6BlTg39qbph0GgBOdqPC+eYKQGtNTVmj6psTQvjaaTvsafElqIyZaSMukAi3/GvKw9bog6jweTee3FXOXAvjoa6pSnTT4Kl3glVekNifGzCG2eDo0b8+W2jw4ShDn//knMT2SkqQ2zUVhsV64zJxo5h0A+CJmErEtn9P542PkJAFXJ9P+ihlDH9swVGqzsc5yYud2oGluD1iEtLcAphhXEnvp3sHENsjJRDD4niLno5j0f8Wi0VgfOoqjDKK1qkigfSJc7a1ZqxQhvSwAdE0TRPNHBXG1So7pfzPoeRvajKYMRq58koK0wv2bSI9rN2/52s5tIAjvdwh+BLKovrWR7s/WemNpCz85fby7cIrFbI1arfxAetW5FrFTaIZz1I6giSoAYKmQnXjkcOqfApfIPuHcsKnEFhN2ue2SU8736NGP2Hab/iZ26wAh0wAAOAmZQi5cIObQAfL+nLpA7/mYf+j87nHfSm2u3UcTbXwu+J4pLpulNkmuNN96iCNNthEbIl8HQ6/T38eDZ2higdq1ZfGxc74fKGshxWruQ4om8xBTCOfPL4ooiDeopeEVxO1iG1FsDQAmMVOWIKZ2VJFTS2JpYRG1DF0WYYdEcXhGrnwMMktIraw2bBWTD4jL6FUGu45624JytatQFMSXlLUMkJMpOAk+UUzXDABpgt9PExIlZKqc01AX6o/d7GiSDa3KkUsR0iKL6ZjVKOmWdtarZMUTjpto51jUEkwU9sWikkTAJhYTYLGRZdBSxQctDMPcArRa2w8cDMMwtmAfwjBMObF+aVFJGVdk/q2GBy0MU9XQ66v1W1KGYSoZ9iEMw5QXU5btipUm23W+KgMetDBMVYPfkjIMUx7YhzAMU27MgM2vKWXLHlYRlGnQEuPWuKCSdaCfygLBtALg+KdpnN9nfeQRW397qsXIdqX6ji9WCYUWIWsIxocKhbdCQ6U2dQX/fc7Ykdi1suTiXeeNNN6+v89Wuo4cOW5ZLNhouHyeTlCpsu1Rg1bHbJu4idjrM2jsMwBMak/j5E8k0Vj7tIepfgUAVnxJ7Xf60f3Z30vWjbhmUFt5gMamn5Tr1cFPKPaZnEztEJ94qc3DD1NbqkyfNRUiPtE7ib1mDS0o2Pubb6Q2Rz6jdldXWgRu2zZZ09Iy7gCxhwcLWocuXaQ2q3cUFgfMyCijpqWaP3Ccuu4N51yrHwmwl+e7CPfDk29STdcnEw5LbTraXyT2DT9a6PaXX+TthIUJ62hEY5mVwCCpTXIiteM9qB8JUakjahR0MB2OHyT2dYtQ4BFSTUSpLLvbZblCa2ogLUjps4NqKK44yn5kpJZqPM5doPoO+7HyfffP79R+rBG9D/cHUx8BAE3tBR3bvbRA8M49cghCK3dqH7lEC9C6xElNEB5M3/yFg+pgLtaXi/sG4hqx27TxoguofJXYt4/aTQPoMtu2yX0bfJw2CmxHz4dZ5fc/Pse6z6kqxfZsUs19SLZFg/yijGqFFUVE+YCTil5A1LCIBQ7NKi+VxWKLJWk1ALlooKjfELUnatvJEfQqakUsc4RdtKhUZRcRpXJiX8RK74CsYZH0KSrbEY+BKJURtUIAYCdsx0EoDCnaAHA9h1azdxb0N2LxSQCIz6APH/Y6ul6zSqFIEZ1W3EO1Ypl0Hz2NVDviYSdfcGLhyzRh/9S+nxqKXJPmMmpaNBYTNCrHqOj8Ww1/aWGYqkY1f+BgGKaSYR/CMEx5sZgAG4MWFuIzDMMPHAzDlA/2IbcEnVGPB2YNQlj7unDydMKNK9fx78frcPCn3be7awxTfnjQwjBMieh01r/iUIsjYRiGyecu9SFjVz4NAPhq8IdkmgXA54MWFEyr1ak+Ino2weWDMTj2537kpFmL5AW2qI2Le85g2PJnYFI0+KxIGwCY8ONTAIBPB1qna3VapMTfwKKhHyE5Ngm1WtXCsMXjkXQ+EbF7z1XmrjJMpaMx50Cjln+6YL6NdMiVRJkGLaF/fAzXvGDrY72ek+bXd04g9meO7xP72PEPpDZnzvgQu4/XdmJPSl4vd2QwrZORqafak6wUuYmokZBkLwmCeANAaiqthXIxlGpYPOlsAIDhBC2ycsouktju7nKbJKGegqUOjXWup7Id5NIV1Uukb3auhtKYfgB4Z5Kgr3FtSMymRrl+CuJo4PjBQ7WJ3ThUrjGx/6wbXW8WPaeoU0dq4/bL18ROHTCS2C5xwkEC8NRSqmFZkELbYGELqc0kDxoXjyU0Hn/4DFnT8qJQv6azIHWgR8RK38BCzVFKmorQwRYlvSW9wwvDhafthyusN+S6HfLx7t6Exul+EvUpsfebJkhtcoRg3tYZtN7TSHe5dgiaUV3FlRR63fq7ysfZB1TU4lmf+i9dNNWrAEC0jmpW3DypHWRP6wAAALbQIldXGvUkdo4j1a8AgFG4zBIaUD9iVHkpdr0P1XjUSoulC7h7S20e6xBDbHNdeh82zZD1gcihG7+a4UTs1nWorgQAzsVQbUnkYVpjKXuAXIdJFJucD2hL7JB0oX4PgKWb6hF7eKxQm0al5tVYi/C79P1RYg4eNUpq820OrfPVRHBpUd5CjTIAbnmCQAf2IQS9plBfUVTTkl/7QidIIjQo1Gu4+bsjsFU4di/fhrD2dTHih+dx5UgskmISYcrOxZld52BRNLAoQHaR2iAmpVAzkJWnIdGk5+DPdwprl53ccRYxu8/Cv0ktnN4do6q3MQp9Mwl6FBV5CtElAOraBRFRB6PR2K5DA8gaFnEdzgZ5sCv2TVxvhkm+DsXjopRQ7wYAdEL/TcIXgMsZQsEoFTyMVBuYbpIfgWMzVISWRVA7p6JGStwfd6P8cO8o6FM87ekzqEEnn+Usob+i3kajollJzCr8PbUx/lDFqmkpXgvFmhaGYar9AwfDMJUM+5Biyc3KxeYP/4I524Qrhy/gv8/WI6hZLZgtCi7uiynXug32BtSMCsJ/X8kFSRnmjsNiLiE8rIpnD2MY5hbADxwMw5QH9iHFknE9HfZF32IrCmL3noVF0UCr18JiuvkaNg9/MBwXD8Xi5ObjFdBThrnNWEzqn/6Kzr/F8KCFYaoaer3teHRNyakrGYa5i2EfUiIPzHkEkQ+0wKc930LX5/ugdqf6MDgY8VaDF25qfQ/NGQxXPzd8NeyTCu4pw9weNOYcaGwUl6zymhaGYW4B/Jb0pjh+fB/WrFmKPXvWIz7uLCwWCyIjIvDUmDEYJhZQYpjqDPuQEvFtEIjstCyMWTUZZ7Ycw/p3VkNn0MFiLvuXlgFvDUJgZCC+GPIxcjJySm7AMHcAGosFGhshYBqVGlaVTZkGLWkjJ0LrmldcUsXnHTxLFcqN336b2PWPyyLV+r2pUD0+kQont8VRGwD6+1Ghp8MBKvR2UBF67z5ABbMtm9ETsfuCr9SmZZ3rdIJQoW535GipjZ8f3Z9wZ7qOaKFAGgBEXllHJ7RqRW2xOiOA7IBaxNYHU9tHTQwbL0wTCtYdM9GEBgCg1QrC+wTa1xP23aU2TdNp0crJP9EEBkIeBQBAnT5URH9oD53f1VXOrrDglUt0QtqrxLzvOSqwBYC//qJ2SspwYnu9JieY6NWHJpDotvZluoDLfVKbX5M7F/w/I0MlM4QtqvkDR25kU+Tm+ZHuYvFVAHAPoPbjjxOzaYpwXwJQ3D3wwQdzsX79egwY8BCioiYiPT0N3367GMMnTcLe52bgueeoEDoogWb38XcUhJxZrtJ2Nh+lfqRzKyqijxVE9gAQ6Sokqzh0iJjrjtMClQDg7EqF921rUH91JUF+i+5/mRZKvR5Gkxx4HKH3JQBcq0/vzTQP6sPTVS5dX6HypS6Ziuh3nxWKMwJIEdbTzfQ3sQ8H0P0FgCjQIqLrvKnwvo3Ks2FuFP29SDpF54fUEKvWAsO7CQL4aJrAY85c+avEb791I/Ynn1C78Ta6fwDw4IN0H12W0gQTeOQRqc3BBGtx5bQc9iFFMSmALm8XcosIvfOFxplFBPQWWHc3q8i0LMUAn3B/GOwNWDRuEQ7+cRCFR0QLk2JtUzTBh1h4EQByLRoMfGsggpqF4uNBHyM7JRtyKUuKUShwqNPRcyEWUQRkoXeqid7/auJwB0Ho7SysIyZdLnpsL/SlNIU7xeMiFZtUWYdYWLE0j76OQv/FQp5xWfLjbA07Gr6kFdqItnUatXPMdIKYOAGwXgdFsRdE9O5SsUnAQ0jAohOO0/UsB6mNmIzARSxAmS2fU6ci15uurIMMi7mE8LBbr2nhRO4MU9XIf+Cw9VcGZs+ejZYtW8LFxQU1atTAgw8+iBMn5CxKdzpPPfU0LlyIxcKFCzF27ON4+unJ2LJlF8LD6+Kjj95EcrI82GGYagn7EJv4hvvCYG/A3p/34uAf8svU0uIR6IGOozvCL9wPM/fOxNun5uLtU3Nx71PyyzyGudPQWMwl/t1qODyMYaoaOp01Jr2C2Lx5MyZOnIiWLVvCZDLhf//7H3r06IGjR4/Cycmp5BXcIbRr106a5uDggN69++DDD9/H2bMn0KxZm9vQM4a5xbAPsUnNyJoAgL0/7y1hSdtcv3gdz/g/U2CrfY1hmDsVjSkHGhuJKTQmFuIzDFPSm9AyviVds2YNsRcvXowaNWpg79696NSp08308I7iyhVrQQxPT58SlmSYagL7EJsENgyExWLBmR1nbndXGKbqUgXDw8o0aElIADLzwvCCg+X5YWHUjj5F4+tc3OV475AD9E2Hr6BH6dOHFnwDgFMxtNriiWs0jrlPCzmjQcu0jXTCZbqdlg5ykUQYqU7k3zpUw9JR1LwAwD//UDuSalwi68tx8vCiy1y30H02OcrHIPkCtcNjqNbkTJj8eTpHR7ez9k86/xmvpVKbc+2p5kO5l67Xk9bas3IqmZjTptHZHmtXSk2u1aFCF/FagnOo1ObV92js/FsTaGG8P32EYpMA8DmN4f/5n8eI7fOQXAC1W1t6Y15vNofYv/8ub2ZEk8J4/AovLpk3L0UQCtjZ2cHOTo5pFblxw3qte3p6lq1fFcSlS4UaB0/PkILpkZHBuHgxVlrewcEJgYFh6Ny5D0aNegFubnK/I0/SIqH5urajJ07g119/QqtWbdCiBdVnHTxJ7++kGLrOrt5UUwEAnTMu0glpVP8QlCMXQb1uods9aaQalu41VMJshCKJCO1CTD8/f7mNqQYxLwpd9Wgs+19PQeKhWUu1GM4d6P0CAKmO9Lh9/z2dP9b7V6nNmch+dEIC9YNizVcAgBNNnlBH6KtLjHx+ciOiiC35kRwjRL5dIxQ47kOP7cuJtKglALxcj/rbtNqLiP1rjKzRaST4Spf7qBbu7x2yn+95r9X3pKSU8eGgmvsQR70F9nk6gUxz4X7mP16RIokKoADILfLCOKBhTVw7fw1pKVkF04q2URRrgjVjkUNop1MKilY66a0L6416PPjmINRpXxdOnk64ceU6tny8Dgd+shZ7VtOEiF9j7AW9g5edLNYyCMukmqjeQa2AozjtWjZ93BO1J4BclFNcR2oppFD5xyYftUR1YhFLseihmm4kNZf238VA3/K7qxS+zBJqjCQJ93+OueTBu/idQa0oZ3YuXY+LQSwuKW8n16KzaafmGqQ2YkFNUQdj1MnHwElfeJy05rJ9GdFYFJtie414Im8BrGlhmKpGKePRg4KC4ObmVvA3e/bsElYMKIqCyZMno0OHDogUBtS3k6SkawUDFnd3D/j4+MLHxxfu7h7IzEzHqVOH8eWXszFoUFPEx18qYW1WUlJTMWjMGGi1WixY8Flldp9hqhZ3oQ8pCzUbBCA2+mLJC5aAVqdFSvwNfDHkI0yv/zJ+nbISfd4YhKDmtUpuzDBVHYu55L9bDIeHMUxVo5RvSWNjY+HqWvjGujRvSCdNmoRDhw5h61Y5k9Tt5ECRL66//LIZDRoUvjE/ceIaPv54Olas+BhXrlzAhx/+D2++ucTm+jIzM9H3kUdw8swZ/LhoEaKiGlVW1xmm6nEX+pDS4h7gDmcvZ8QeKv+gJTczB+veLQxZOL/rDM7vPougpqGI3XvORstbQ+N+zdCob1MENgqGk6czcrNykHzpOk5uOY4932xB8qXyJSfR6rSo1SoMQY2DEdQkBEGNg+EZTCMg9v+wE7+8IEdx5GPv5oCQlrVRq3VtBDUJgVeoNxzdHaHV6ZCVkomrZ+Jx9r+TOP7DVqTGJZfYJ41OiwZ9m6PuvY3g3ygYjp4ugAbIuJaK9PhkXNpzGjGbj+DSntPl2ve7AsVsO7WbwoMWhmH0+lKJaF1dXckDR0k89dRT+O2337BlyxYEVrG6JfmDFgcHB9Sr14DMc3f3wquvLsD+/Vtx4sRB/PffGrVVFJCTm4v+I0di686d+G7hQvS77z5k2mzBMNWMu9CHlJbAhlYR/sUK+NIiYrA3oGZUELYv2lTh6y4LTl7OGLX4cQQ3CyXTDfYGOLo7IaBhINqP7oQ/ZqzCnmXbbno7bv7umPDj0+Xq68vbZ8LexV51npOXM5y8nBHaqjY6jL8H/8z4Hod/3FHsuvwbBeOBeaPgVUsuYWF0tIN7kDdqtqiDkPb1sWzA2yprYIqiMedCY6NukcZcxQctmZmFRXYNp49J8w3u7sSOdKGxmTfcQyByKofWEggUQo4d9HLMXHgKjfcOV2gc+cGjfaU2FveuxM4S/FVbP5VYv4QEYnboQD/5bt8hB2K37dGD2LMW0DjlfkJoNwBERNAYao+keGJfscg3YHjybmIf9qNak6hAIX83AGRkELN+m5N0vp9cLyJY+F3SxNGaBslpcmy9T8OGxJYSTNStK7URQ6O9Lgvx6heSpTZvnaOVh1cfoLHnTWZ9LbUJyqD6gf4HqL5maYxcRKYDaB0gj/ffJ/aIb7+V2mBjkfojwnEvkQoW0SqKgqeeego///wzNm3ahFq1bm/oQkgIkP+cpIm2nuej262as8bh4fDyorG9PolWX9M6IhQnThxEaup1CJcYYi+2BgCYTCY88cRArNu4EV988RUGjRoNMwCtyu3dOIOeV4TR+jDLt1F9BADUrUunuSbT+eHu8nY8LkUTu3Udes+cS5HrCdUaQu+R+R/SGOlnhtPaKAAA4SEyUrh34xOoFhAAfFNoqN2qNKrF6KkSsuxiom9nx7YWwvVyZcFj7VDhx81d8AGlGFXW8hMWMoVKy4jh124nqZ/MjGwptRmxgWoVsx9eTOzVzrQ+DADUmkynRW6iwraMjD5ymzTBp+2hxajCOsh1v7AoTyuTWcZhdzX3Ifa6Qk1L0Us0Xy9iKLJ7Gg2gUQqnnVh/BJP8rBm/it5VRfUc+TqMoloLnaZw+fxlXQUdxcB5I5F45DzSdh2Gn72sRQGAXEGX4KCnzsnVKP92i3oHkaI6C4ODAY//8DT86vrZbGOwN+LBt4cCJhMO/rgzbzvUz6TkUjtX2B1dropgRcCkAOkmuhw5P6VMuWZ0tEPvt4chJT4FZ7ccleq01G1XG/2+mAiDY8lfC82KBqm5OqleDCDracQzqCbjECeJxzHLLJ+/NEFfI2lnVNo4CteKSdDk6HXy9Vb0OInHrEQslhKE+FW8uCTDMLcAjcb2Q4WastEGEydOxLJly/Drr7/CxcUFcXFxAAA3Nzc4OMgFrG4He48eBQC0EEcjRYjN63dQUJDqfIvFgmeeGY61a3/FRx99glGjVB4CGeZu4C70IbebXrOGwtnXHb+N/fD29uOF3mTAYrFY8M/7a3Dir31w8XVDr2kD4Fe/ZuHyrw3E6c1HkX5VpSB1KUi5mooLh2IRc+ACYvZfwPB3Hoa7v3uZ13Nm6wkc+XM/Lh28gMwsM2pGBuLeyb3hFeJdsIxGq0XH5+7H2S1HSVt7D2f0/mAsGbBkp2Viz+JNiN19GjcuX4eDmyOcArxQq11dOHnLL3AYFXjQwjBMiVTwW9JPP7VW3u7SpQuZvnjxYowaNaqMnat4rqek4Nwl69v65g0aqC6zde9ebN5tfWv+0EMDVZeZNesFrF69Eq1bd4KLiwu++64wjtpsBtq0aYcwKZ0Uw1RD7jIfcrvp+fpg+EUG4beRHyA3QyXKoRgMjnZw9qbRGI5GOXuYSfjS4pZuHSimXU2BOafw7bvRwYh2w9uTZfet2o1/5q2Bg05B4ul4fD/hK0zaMBXavGvA3tUBzYe0x5YFtsNu1bgWm4QXGk4l08yzyxYydHLjUWye/xcSThRGcWRbNIg/cQVnt5/Gc+unkPCxmk1Cobc3AEphltjGY3rAqUbhccy8nobl/WcjXojQyN0bgyOry1eb525CY7FAY2NcYiuzWGXBgxaGqWqUFI+ulO0Tr1LG5W81+44WvjVrXr8+mRcfH49vP/8cb33+OSwWC8JDQvDqq6+qric62ho2unPnFuzcuUWa//nni0sctCz54QeMfvHFsu5CARt//hld2rcveUGGqUzuMh9yO+kx82EENAnF8uEfwpCRVXKDItTu2Qz3zlFJzV9Kvhs6Dxd2niqwI7rWl/Qhh38/QOxr564i/tgl+Dcs/GLd4L6mNzVoqQiWTVgMQzFhS8mXr+PcrjOo341+gbdztgdSrWHXGq0GEYNoaPt/7/6C1EtJ0Or1cPBwhjk7F1kprGwsMyYToJJOu3A+D1oYhqngt6RVnX3HCvVx9z7+ODQTJwIAMjIykJpaGLLQvV07LH7zzWKFw99/v6ng/wFUniLrqorBwd4evt7WcISsXDmmWHwOFKNsjAY5tz7D3HLuMh+Sz9dD5uf9r3D/vnh4AbLMZQuHmz/gI9XpXzy8gNiuAZ5oPqIzTNm5mPjfm8hXN+z9bA32Lrz1g4DgJrKeLO7kFWlawokrZNDiE+4Hvb0BuRm3vsJ5SYg+NicjG+mJqbDPiwTzigiCvbsTWSY3PRv9vpyEwDZ1obez+uT0xFSc+Ocw/vtkLa5fUCswx0hYLLazh1X1Ly0NA67D1TXv059zHXmBpCRqC08OGSrXSfhRWogsO5gq1RXIzua0KxXvhwsO2FkoQgYAtX96h9irwoS3qe7yG5IJH9K3vp+2ogJN9zYqMfM59NPuVHfB+dnLRceuJIYT2z+DFiPMgCzER5MmxIwUz2SccC4AnMmgAuDaflSo99U/cqKEsWPoG5B4LV1HuL1cDDBeKMppEfzgteCmUhsTzXkArR8VPJ9Qqf250pu+XRkvaEODtHI9j9QAKnp2+eUXYnccIm/ncAotsPeaQm3jGJW+vVTkOFVScck7lXPnAJe8kGJH7yhsPVOYSCNB9CEAtFotZr/+Ol6aPBkAcD1ZXmfQZVpcEoGtiHnlquxHrjnSorSNk/ZjcPv2GLx2rXWCOPIBgLdpxpm/e9FipO1q7JeqOo5ZQK/3Rd1pwohLQSpCb/dkYj/TgIq2Mx3l4rGCRhOGPTTRQFYA3V8AgDt1lg91oElAEHNVanJYobU5okKp81n+uxwvPkCI+ksDTYsa6CsXBJYKQQoJLa7k0HUAgL+3sJ5GNNX1pg3yZo43on69Cw2XRx9ZUw9NlvDW9hNaqfe+2XKj3SepT4vzpvbxX+TtvDjqQet/UlOBZ56RFyiOau5DcixaaPMGJmJBREAunJghCMHFYoaAXPRRX4pxTtrlJMwJm1hge9sXhoY56GlhPzVcDCrXfRnIsWiQZdbCXmfdIZ8QudinkpwCJ72FHJOsJKpf0ep1cKvpiaRj9H7PEZ5J1UTo4rEUP8qZFSBTGDQ66emKxUFlflFON3931G5Hk3ac+GMvjFoFmryvM171akKk1/ujoRGucSdvFzQb0g4N+zTDyomLcXLjUWSa5JMsFscUryWdih5MvHbEY3I9R37UFqeJa3VUEdWXhEklMUJiVqHOJ8uWPkUNxax+0gvmV/FBC8Mwt4Bq/sAhkh/W9dhjz2LmzA/g75mNnJwcnDl7FrNmz8aylSsx5bXX0LxpU3Tr2rWEtTEMc7f5kDuVc79txcXfN5NpDnp5IHM9myY7OJmi8mYWgL2LnBQhN0tenylT1s3Yu1athAoGByMGfzwaBvvCr9dZKRnY8dFfZDk74SsLAGnAQpZ3tseQT8fgo55v49IZlSyMTAFVUdPCnothqhr58ei2/qoJqakpOHfOWuSrYcMmBdONRiPqR0Rg6ZIlaN60KSwWC954m/PqM0ypuIt8CFMElRfpqoni1KZVId2So4cTRi+bhOAWhRrE3Kwc/DbxC9y4SAcaOqN6SO5/7/6MBS1exEetXsa2j+lAx+hoh44T7q34jlc3TKaS/24x7LkYpqpRwelKqzLR0fsLRL5FBy35aDQaPDNxIh4dNw6b//0X52Ji4O5XX1quolj599945t13rYbaOUhPJ2bO1zTU6/f330a7xo0rq3sMUzruIh9yJ6N3sIOjlyOZZq+THwRzcmjtEXdX69eFtKspMGUXLq8mNrdqVXKEaUZpuazUsiURqCy8Qr0x5tsn4F2rRsG07LQs/DrhM1zYdkJaPjdN3ueLO09i7+d/IyuvjsnW91cjrHND+EUWan7qdIyohN5XMyyKbd2KrdCxSqJMgxbF3QNKngh2jYrGTK+n2osWLej8aypf4vyFFIqinz19Wm4TbqEX7ilnGjO+bavcpnYwFahJmVWN8k386UdC6r5/aIx7jvyFFZnOPsTe03gSsTvqz0ltpJdeNWoQ01mtNuFlWlDzko7qUQJPCIHZAAI7CIUg9bT63NiHVfK0H6AnoEYTQY+S5Q2RXOE81xRCTjUmlTheQfcx62NauHPq0DNSkw4xz9IJsU8S86NNveW+CZtu0uplYjdS+eoesu9nYv9s/z1dQCgoCgCpdQv1TqkpKfJKbVHNQzvCtDFw1Vp1D4v3WUPDjEYjgoMbICsLOBFDf6D7de0Kg8GA3Nxc/LhiBXoPmimt0xTWmtg+QrmvQA862ACAwGv02r4W3BRXnQ8iXs1RFYegs8gJCZH0ZoveEdZ3iGrJdGp144T74Uok1bD4J5yHyMFk6gMaC/0wUZdh5fhxYp6rQY9jrWy5aniwipyxKEMjD8sTE2msfa6b4BRU3tjtjKZhH02aUNtPdtlSEP6cefRaevlxWhgTAHpvEr7gHaI/DtdD5exO//1HQ2kyu9JCt21VXGnLE0vpBKEYc98uKtpF77wfUZXfJ5tUcx+SYdLCrM3XtMgPTmLRwHzNRz52KvecWBDQIGgZ1DJcics4CgMOva3YGgAhPZqj5RuP21zGFkuHWLOHKYr1WNyIlX2Xr68TbsRmkePk5kN/6MwmMxJjb0iaB7EYutpYt6QPNGYFyBIepeIy6fWXfz5Cm4fi8a8fg7NXYf9SE25gxZiFyDgRQ4pS5hdfTL4iC14TjpzP61thh+MOXyCDFpcabtCp3Aai3sZe0JaoFaRMEzJsiQUqzSpaEnE94nWcpZE7ZxY0Kym59OFRTbOSUaRv2SUUKZWwKCUI8av4oIVhmFtANX/gKEp0tDVnfp06DWAoJvOWq4sLOrRujY1bt+LnP/9UHbRUFEOHjsLQoaMAAHnjKUL3GgeJvfQw/arSpUvVCbFg7mLuEh8yO/b2FnK8GX5s/GilrfvSQfllhld4gDSY8apLXxpcPRWH3MwcqMeN3Roa3dcIj340AkaHwgF6wskrWD76E9y4dB1uxSRmTDgs77OapkWrpw/s2elV48tSlabE4pI8aGEYpqSY89sgfqssjhyxjgzq129ic7n7770XG7duxY69e5GYGAdvbz+byzPMXc1d4kOmBD1dqi8t4rOV2qNWSV9a7LVyK3cj/YTg70C/vBq0t/Y4n9p0DFmpmUSQX7d3M5zdUPj10yPMFz71aZRF9B8HiH3fC71w/wuFkQqJF67hhaavV06nAXR5rDMenP4gtEU+fZz77wS+n/Alskuor5Ien4z4wzHwjQotmBbQXPgcrNGgZjOaXjTuqJxdlBEwmQGVDGuF83nQwjDMXfKWND0jA2fPWkM9GzRoYnPZ+7t3xwszZkBRFGzY8Csefnj8Leghw9yh3CU+5E7n/G9bce63/0pc7loWLRiplkIXAHIzc7Dnu//Q4YlCkXn9fi2RfD4Bp9fsg3MNN3T63yDSJislE7uXbbuJ3lvxDqKhn+IXDTsnO3gVWSY3OxcZVwvjJx9+oz+6je9C2pzdehx/Tl0Je1eHgqxmLvrCAWLG1RQS631w8Xr0eH9sge0bFYIuM4Zi/8od0Gg0aPZoZ3jVpi+69v+0u4x7eheiWACVcLjC+VV80JKWVujremv/lhfQCqs7605MD29Z/4CTtEDHpuSWxO5++Wu5zYMPEvOfZXT2hHY0hAMA4NeFmPVzhPois9+Tmsz0pXHKDzxAa6w0vbBa3k5dmpHiyy9p7HPHUTFSE5829Ga6kUPrHPhe3i+12W2i2pK6NJU5Vmd0k9o0FUouBLoJYpnkZKnNYT3dTpSFvllKNclpEgOdhLjxQxeIGe8nC5V9t20i9tT0XcRWwmZLbZ4No8d/fiCNpZ/002NSGwwRCrGECW9kxNoQADa69yf294JNK4JYGZ1WWNBLSVcJcLdFNX/gSPMOhdbVFdu3/wdL3hvfblEBqKXPuyeThYJOgXUR0bgxwmrVwtlz57B7xyq8PkUIsTh5kpibj9JrrLNWjvW61oDW+VlONfWYNEKlOFAK/YEe3lO4qca8JDX59h5aB2TEw+2I3dYk622QQ2PO33+Lzn7nEbmeTeMA+mCTKdR3qh2YDZFjOVTD4k5Xgd0WWhMLALyFTTsHU3+li6R1XADgejL94fNQ6D2RZpZru7SOFI7LWepHTunlhAzhZzcR++UbNJ0sEmR9yqehc4gdKJS66Pvf71KbPuKPdQdBwOknfwk803Y4saOj6fzmguQQAAx5P4+pqWUM26nmPsSsFNbCyBdbF0X8suJmoF88SpOHwCAso9bGOa/OitagR4fXHkFgmwjYeTgjIy4JR7/8A0nrNkptMnNpnJNRR39TdSo6GFcj3cccC7WL1hLZs2A16ndrCK9w6wWl0WrR7tm+aPdsX3kHAPw2fRWSE6z3Y27eptWifjQa9Zo47x6YrrrefFr0bYIWfZsU2Mf/O4X3+xfWrxMHLAAQ1iECkzYVv97vhs7DuR2FmsRdP+9HcO9DiOheWJep0SOd0eiRzqrtT/13CltX7IGdym0gHn2NRvziJp8fYwlf1JJz5UdtsUaMeH1pVb4HZotaGUW05W0XnaY23yZKCZqWqj5oYRjmFlDNHzjyadu2PZQLF0peMI8zh/MGpdVk/xmm0rhLfEhVQavXIj0hGRsem4v0S4nwaRqOzh8/h93xF3H90Klb2hdTVi5WDpuHAV88Ab/GtYpdLjcrB6un/4S9P+wqdpk7iR8nLUL/9x5Fwz7NbC53+O/DWPrU0oKslYwNWIjPMEyJ8AMHwzDl4S7zIRN/tGbp/Hhg4Rv8Saus0z566CPVNqVh7PdPAQC+engBmT5qxdMAgHVj5gKwFmvcu+A3uOQVhry67ySu7j8J96jwWz5oAYCMa6n4cdAchN/fAuH3t0SNyGDYezrDnJWLlEtJOL/1KNZ9+R+SL8nZ9O5UzNkm/DhpEfYu24rGA9sguGUYnLyt2W5TE1JwYV8Mdny/G8c3HS9hTUwBPGhhGKZEdDrbIlqzufh5DMMw7ENs4uLrhvbju6FO5wZwD/SAxWRB6tUUnN93Htu//hcX9sWUa/06eyM8G4QiduWfFdPhm+TUH3tw6o89AORQouTMYtJxAVj9zhqsfmdNQbiYLcb5PENsrRDmpBaSVDTM7PEaz0CIfoO7Ud6wmIq4uExn57adxLlt1nDhDCEVcZaZ6xOVBcWkQLFRP1JhIT7DMHfbW1KGYSoY9iHFEtg0FCO+mQBFUXBw1S4knomH0ckOXuEBiOzdGKf/PVHuQUubWeNw7UgMEnccqphOM8ztwIISvrTcqo4UUqZBS3Q04JRX3yu8SU9p/lVBkxoeTu0kWTuKCxZaEK17JyoW/WyJLJwc/y393NulGy3giB2y6PZUh9HEnjyZzl/928dSm+kxtBDk3yeF+NCffpLa7KxBxW5fP7CK2LkdHpLaGGLo5+MdZ+mB69kmTGrThBbRhSGBpu/rm/SP1AYeA6ntKFRSdBRWCiDYVZiwlVbuPO8lC90iFVqQ7rBWEN7T3AsAgB1aKm7fnE1t/3flNvPH0IQLqaF0O3P9vpDajAqltqOgu/c/KQh3AbRoQRWyXQ98QBeIaCO1OZ/TtrBfOU7SfJtU8weOU6cA57xLr0mTIGn+oUQ6LVI4R4YUuYDaGWdBeB9AndGZFCq6B4Dav1GBvJsb9RFi4UUAgFCk9odNtJhs6JN0nQAwIpT25dxl2qZWwgGpzfo0KpB/x5uKxc+40qKoAFA7jRZgXb+bCvH7tJer1NY3C6ErQoFg/50rpTbo14+YuRZ6vnQW+dWcySS81T2wh9otu8rbERKDpAVR4b2rSv6C/TXo79KyXGpHqBQenlB3PZ0g3F/L4/pIbcRcA8lCEeSO26jfBwBnwff36yN87VArDFTHmijEwcAFaotitgD5R8+sFKYwzn+rb9QqyN9Dg1YpeLbS6rQY9NEoZKdn45O+7yE1ofC4agH8Me0HaHRaGDSAg95S8EXAQXjLn/814UomLV5qcFTQbsYI2Pl4Yu3jH8BLRUzt7kBT+Oq19DpQVLI1iWJ9kRsqCWRSBfF3uvDVIV0lla0Y7SMK7+1VahOWWdyNm6sGI34pElNUp+XKa80QvqwYhMteretpuXQnxe24GeRz4aSnPk9MlOCok5/uS0rDrZb0QCx0Ka5DbQxhVvQ259ukCg5a7mzPxTDVkfwHDlt/DMMwxcE+RJXApiHwCPJC9B8HyIAln5yMHGSn3nzRwTbThsGzfjDWjZ8HU4acrY9h7iiUUvyVkUuXLmH48OHw8vKCo6MjmjRpgr1795a6PYeHMUxVo6TCcHd5PDrDMCXAPkQVo6P1y4hPHV9o9VpYTBX3qvi+1x9GjcYhWDPmPeRytXWmGqCYNFBsFJe0pXdR4/r162jfvj26du2Kv/76CzVq1MCZM2fg7u5e6nXwoIVhqhrVPLSDYZhKhn2IKrH7Y5ASfwP1ujbAKztfx7F1h3Fuxxmc3HQUWcly+GRpcavpgZaPdoIpOxcPb5hbMP3s4l9wZvEvFdBzhrkNKBrAYiOYr4xfWubMmYOgoCAsXlwYRh0aGlqmdZRp0NLWPwauLnlFwM7GSfN9GzUi9v6jNJY/IEBeZwuhJhcWfUPMVq1UCgQG0Iqu3y+ks6ev+VxqMm4JjVffPEYoWvn2ZXk7TzxBzFmz6OyeHeVqYLuFIqutJzxI7GQVXc+aHVTDMqKpUHXsqEpxwhZtiXneVJPYGa1kLVCiEDLdEf8SO9pDjvv3pSHuOBVANSyRYSpv7E7T+FoPQdIRuPdXqUmUcHH0Oy4UlnKhRUcB4K/LM4mdIcSVv2F8Q+5bNL1G9wbS+PxNl2WNztAwWoj0/IDniK0mfei5vvBiSckq41u3av7A0aQJ4JqnldJskTVETZs0IfaVRDdie3t7SW2M4vPGHqqZuOLSW2pTW9iO5oiwwMMPS20GtzlP7JUdhXSqveT77kwC1bBs2kTnj92zRGpzuR3VtIhFUS05UhPsTq5N7D5OQmG7NKGQKoDrNak4Q6jRCc+egl4QQJpQ+7NpEtWW7cySi8e2bkV/3U4FChqWK5AId6bX+SlBftM0Rb52fIUfwKYQzo+jXMPh17ShxI6JofOf8Voqd24H1SVc6UN/p/6FrF3saBF2MosKBvdqZR/XfGteAd2MMj5QV3Mf4qBXYJdfUNFUqJEw5BUCNGgLi/UZtIVZo7KSszG/z3voOqEbou5rglbD2qPVsPYwZZuwd/k2/DVzFSxm69cXF70Zurz1Ff0/AOjz/p+fnSrj/A28HPg0AhwKq7QDQGOfeEk3qRMKEToY6M1sNMo3d46gWUnNploateKG4hRR36GGqKMozTOpqBORdBYqKykpw5ioXwGALOFRQyzOqLZ/OSV8SNOoqGvMQjFJvda2lsa6HXoQTEL/Rc0LABiFe1AsQJlqku9RMYOai54eFDXtk6lIfw2Wsn1hVSwaKDYGLUped1JSaKilnZ0d7OzspOV/++039OzZE4MGDcLmzZtRs2ZNPPnkk3jsMZXn/GK4sz0Xw1RHNBrbseilKefMMMzdC/uQYrlxORk/T12F15tNwztdZ+PPt39HdnoWWo/qhFYj5Rd3DHPXYtGU/AcgKCgIbm5uBX+zZ89WXd3Zs2fx6aefIjw8HH///TeeeOIJPP300/jmm29Ul1eDw8MYpqpRUjy6rXkMwzDsQ0pF3IkriDtxBfEn4zB60TiEtKqNHYvkL3gMczeimLVQbHyhU/I+kcXGxsLVtfDLsdpXFgCwWCxo0aIF3nrrLQBA06ZNceTIEXz66ad49NFHS9Un9lwMU9Wo5qEdDMNUMuxDyoQp2xrWdbOZw3RGPR58cxDqdQiHg4czUuOuY8/CNcC21RXZTYa5tVi0tjUtebF/rq6uZNBSHP7+/mjQoAGZVr9+faxaJaeIL44yDVpOZIfC2WDtWDJqSfOjhLjEpmeFjvi1k1f6F011tj6MxrZFquhgsHYtMZ99dgSdP+l3qckvoo9+iSbsf8perumx4J1XiR0W9hZdQBR8AJjUn9ZLwVEqYvEJDJTajHhEONlptO7Bxn00ph8Aup49QewQMftCjCy02O0o6DUiqaAo8oygpQFwMZvGvIebjhH7/EVaOwEAQow0/vaIoBUIFLRPAHDNlV5Pm8bSSsIPNaDbBYDeMX8RO7WHoFvo85LUJhv0DUDz9+lnzAsRU6Q2iKbHJaQBjSsN7kFrDQHA+Yiphf1KTQHefFNeb3FU8weOQ4cK67QERMgaohwhE2nQWfrmM9tTbhMUQ/VZF6PoteClIguDntYpGj6YxqPHdqb6FQAYIpQXwQq63WnxsgbkjRRaMfrdnPnEHvvgg/J27hEmXKAx0eGhuZAQr4tkep+t2iRrgR7qQmveNGxIl3HeLehiAJwPE/QogdRHtP7nb6nN73/Qeil9atP7OTNU9iM4LuomBQ1hp05Sk2tJ9Af28qPvEDsqVL4Q+h2g5xB+1H8prYZLbX77TVjHIbrPR/VyHTMcOEDM3HvpNdq8mRz8Hx9orfuVmsp1WopDoynUtORHvYm1W8yKBrVaheFS9EXkZFDNiM6oQ5cn7wUARK/eV7AOo9YCTd5ajFoLfOwLdUzGvNoqUe5p1nU4GGGffBW7n1yJjMuJ8GxSF/fMfxGnX4lG+hF6rTs5Un2SgyPVRxmM8r2dnORObC9HWqQoyyw/yhkEbYa9jtqKqmCF3j83U+9c1Ku4GOS1OOltr1mtcn2OMC1beJguSb8CAJmCtERrkJfRlxA5qaa3yRY0LXaibklF06IX2qSaaH0YUScDAMkZ9DzXFErr+ZRQz6fMFAkBU59fttW1b98eJ07QZ9eTJ08iJER+hioO/tLCMFWNu+iBg2GYSoB9iMR9L92HgAY1cXjNIcQeioU5xwzPYC80H9AcnoGe2PzhGpz5VyWrSikwZ+bg0Me/wNVorc2StP8Ekg6cgHODCGnQwjB3CoqiUS12Wji/bOt77rnn0K5dO7z11lt4+OGHsWvXLnz++ef4/HM5eVZx8KCFYaoa/MDBlEB2djYmPv001m/ciMTERAQFBmLKK69gxHD5qwBzF8I+RGLT55vQqHcjhDYPRaPejWBwMCItMQ3n9pzFd08tReK+UyWvpJTo7I1wr18L53/7scLWyTC3nFKGh5WWli1b4ueff8aUKVPw+uuvo1atWpg3bx6GDRtW6nXwoIVhqhosor2j6LLRGkK1qSsNm/rmmy4AgDcelFMAF7uuF18EAKzbS8OLujzyiHUby5YBAEwmEwL8/bF+zRqEhobiv23bcH+/fqgdFoZ27VTCcJm7C/YhEkfWRuPIWjkEOh9XlVChm6XJjPFIPnoWKbv3lbwww1RRFLMGikrq5cL5ZS/O2qdPH/Tp0+em+3T3vW5hmKoOpytlSsDJyQmvz5iBsLAwaLVadOzQAR3at8eOnTtvd9eYqgD7kNtGo/+NgUMNT+x5ZcHt7grDlIv88DBbf7eaMr1ucXIqFNDWP7Bcmm9uRYt0oQ4tZvbI83IxxmUjqPjoJUE7vXeffFDeeJ1+knpS0Dj5NpAFp/ErBEFpfpHMPD76QGqCBZE088c30VSI//UPsmg76ksquj0c8SxdZ6cfpDZP1VhJ7K01BxO7a8xiiCy9RItlDu9KEwB8cVIWKz/mR/fnq0N9iT3W9J/U5lgYFdkGOicTO6SOLBo8fJyK6nu2E8Wv3lKbrRuoXbcuteM9ZaHu79votLEJZ4h9Xk+L7QGAoyBcy3iEnsP+nrJQ93wSFcwmJ9P5sYelJuiT+3PB/1O4MByhcZ10uLrm3fdHj0rzr9cRiux50fv5LSEfBgDMDKei+afep/UWfo6jxVgB4LHI7cT+ohdNHDLpG7lA4K/f3KAT/q0J5Kd3rFmTFI4suE420It7ofCy99OVRfxmqvX6u0cQ4uvyKx5OmwYA+KjdMjI/JycDe7dvxzNNmwI/WkNSNtagfuShizQBAABctVB/5ZN7ndj73QXRPYCmiTR5ys/7mhO7v6v8s9KlvTCB1muFg172I9GGpnS7XmJxRnepzZUrDsSuUYPOv2Ghfh8AjhvptSIWaI47JDVBvx5UPI1EmhGnnspvebYP9SNHhesgOFhu5Jtlva4dstQySdigmvsQs6IpEESLhSTzyT+aOg2g0QoidJV1moQwmFSTrmAbqSYdjLmFCRpMinVDzkIhyKhXRsEtIhTbn5gNc2Y2zHr5OOea6P3hLgjxc7LkdLEGA33I8XBOI3ZyFr3uAcApl346ylVE4Tp99gIA8WNTbtlfpMNBEPy7GOSVOAlFEeWHX7lvyWZ6LEvTN3EZsRCmGuJ4XtRtZKmES5kVumKzkI3AQUUgL+6zTkicIBb6VCMhi15LaoUvi3bFolJM0yYWrfWv2PllW11FcGd7Loapjth6Q1rSw4gKW7ZsQd++fREQEACNRoNffvmlcvrN3DS5igKlrKrGPBRFwdKlo9AiLAw9VDLzMXchFexDAPYjJdHolZHwiKqDHU++DVN6ZskNGKaKo1g0Jf7dau6+wFaGqepUcDx6eno6GjdujNGjR+Ohh+SvB8ytZiyA5QAOA5gGr+RkpCsK0sS05aVAURSsXPkEkpMvYcv0Z6DhsB8GqBRNS1X2I188LIdiqU0rKyuGzVOd/ucoayptL3ur7eDvhbCHu8OcnYPufxVu98p3K3F5qRxdwTB3AopZB8Vc/AsOW4UnKwsetDBMVaOCQzt69+6N3r17l7wgc4s4AMAFQHsAPfCmgwNyFQX6Mg44FEXB999PRGzsPkyatB7O9n+V3Ii5O6iE8DD2I8WTeeUafmk2HFoh8MzX5UYxLRim6lPS15Qq/6Vl//5CTYBzr6HS/Bgh9rdpaDCxZ9M6flY20AJiy5YJ870TpSYegpzGa940Yscfnyxv56E3iPn7ZBpn/md3lb7dSzN/KEZ6gpw0cjjHOLEo3EvziOn6j8p2UmjhsGQnYf6oUVKTtmeFCQkJxHwsZYXUJv6B54k91pPGkUefGC+16e50jtjX3ak2wKJS88xblKxcvEhtPz+pTb97hJjtLKEy8VZaDBQAIiP70wnbqUbhtL+saflHOP6zH6BtsE8saAfYt6PbabyI6gAaP0YLogLAuiuFbdI1lVMYLkW4buzs7GBnJ8dDVzXOxDnBOc16kTv4t5QXoHXT4FGLaqRmviQsAAD7Q4k5d64wP2me1KTfVWHCXioy+O47lbfJS74l5sXJ7yN7+76C/39YZJ35l0X8H4WiJ5PJBLtAA7IB/ODqioH2f6NtmHV/lgE4cqQLAODX1+lmZ76QV5T2uecAAE2ygfffn4T4+B1YuHA9XFxcgUxP0ubkSbqOlmPpdQsA2mxqX7N4ELvpHrno7mo/er33b0CLhV106ia1CbxK/cj+LKpHa6pSbE4nhrWfPk1tlSxpkbWFsBx7e2ofl+twuLvTvvjOozq3Gm/JP1wfzKMagufuTSZ24A25MKlSswOxmzrS44aj1IcDwHa9VW+Tns4+pCgGjVJQPFFtrG8QNCxiZtZMlbfHWYLsIDebPh6VRnRsEIoKmlPcpWU0wk/d5SSq2fNzT5bauDjTRm5udDDknkYL5QJAQiYVcIp7bNTK95yUwVbQZoiDMgBwEO5dRx09BqKWBgCyhONfmiG0WLRSRC37rqgLKY1ORFqHdC3JK0kWMmw56+kxcDTLGh1xPeIxEDUuAGAnLCQe2+s58naKnjOxCGZJlFyn5dYPWljTwjBVjVLGowcFBcHNza3gb7bqWwGmKnHq1DFkAxhiZ4eB4gN1GYiLO4+ff/4E588fxUMPBaFHD2c4P/AA3louJ0hh7kLYhzAMU17yhfi2/m4xHB7GMFUNnc52zHneK+jY2Fi4uroWTL4T3pDe7URHHwAAPFKOAQsA+PmF4N9/6Zu4DpnryrVOphrBPoRhmHJiMWthsaFpschJ0SodHrQwTFWjlKEdrq6u5IGDqfpERx+ABkAnQwVWsmMYEfYhDMOUF6WEryk3l/CyXJRp0NLXYytcnfIEF/pm0nyPtZ8Q+/yQl4kdEivrElY60nojg3fRmPF/Q0dIbSa5LyX2fDPVqzyTROt1ALKGJV0Iix+8coDUZug3PxF7eUQEsV95RGqCaa/RGL8FdehZfWrPSKnNghZf02WuUfvbpXKbEX9STVHvZBoW8tcLSVKbNWuoPTLxQ2JndqKaFwBAvUBipgmSj6DLKsXsgqmWSfzx3H6cxs0DQFvvU3SCUL9jlUXQrwC4l54OZDYaTuxue/6V2nSbLDTKovt3MUiu53HkALWPh9F6Fz3kMFJ0jy+8RlMyy5j+sprXWKjtcBmujnkx2kJMPQDARGsSHLwWRezGWrkwzvJYqhcYevVnYi9Olq+f0VmfEvvr0OnEHnlst9TmK4dJxA44XOhLDh8Geu+aWTDPOTEGAPDCC4XL//PPAYTpdHArcg6LSnbO5mnVut5D/UgfR2vdpagxVg3QnqaPYuKOHVh/5QoSs7IQ5OSEbiMWoFOnQn85/jLdn7//mwmRnruo73zyCtUHftJW/iLkLIbPX7hAzHjPelIb93pUl9TUMZ4ukCJvp36AMKEGrYUSe1m+8YKMwvW0fj0x/9LJlZh7N6I1rr6qQ0OkHpBllXgukn7Vyq5LRZEJsjwFFnqYYNLT45TjLR+3tset1zHXeqI46i2wz9OPiPoVQNYDiBqKHBUBhEmotZEt1H/TaeTrzagzCMvQ9SZmyde1k56u2E2o9aJR0e7bGan4TCPW9NDKBTNqONBrRqOhOqwsi/xVLUcQVmuF7Tjp5e04CBoWSTuj8mSbnEuPpbuBvrIX67gAgFlYjVaoOaKmnRHbmCy2bUCusSJqT9S0Jg7CpWGnck3KfRPr5lBbTS8ilv2xCP1X0xwVbVPWDyN3vBCfYZhbQAU/cKSlpeF0ERHzuXPncODAAXh6eiJYHGAylcr16wfR4SbSzYqYLBYEODpifc+eCHV2xn8JCej51UT4+tZGvXqyQJ25y6iEQQv7EYa5u1AU22L7mywtVi540MIwVY0KrrGwZ88edO1aWNl88mRrdr2RI0diyZIlN9PDCiUjMxObd+/G3qNHse/oUew9cgQXrlirn09/4gn0f+LTEtZwZ5CeHovs7Gto5iSmByw7TgYDXm9aWDG+o68vIiI64NSpHbd10KIoCtasWY5//vkex47twfXrV2Fv74iQkGDcc08PPP74RAQHh1TItjZu/AurV6/E4cN7cfnyBWRkpMNoNMLb0xMN6tZF73vuwei6deHq6Ci1XbduCT74YLTKWtVZunQ1evSQv9IAwF+7dmHZN99h//69iI29gPT0dBgMRnh6eiM8vAG6dOmNhx8eDSenWxiGVQl1Wqq6H2EYpmJRzDpYVDKfFc6/hZ3JgwctDFPVqOC3pF26dLnpauu3gl2HD+O+J5643d2odK5fPwgAaFoBX1pEMkwmnD27F717y2mNbxUJ16/jgenTsVNIK5yTk43Dh6/j8OGD+OyzBZgzZz6eHtzvpreTkpqKQWPGYO3GjdK8zMxMxF66hNhLl/D3xo14080NP02Zgg4NG9709ortR3o6Bs2ahbV790rzzOZMXL4ci8uXY7F589/46KM3sXDhT2jZsoPKmiqBSvjSUtX9CMMwFYxFY/2zNf8Wc2cHtjJMdaSU6UqrEx6urujWpg1eHDMGy+fMgZ9U7OfOJzCwD4YPV9CrgjM0KYqCUVu3IiysBRo37lGh6y4tGVlZ6PLii9KARSQrKwvPPDMeS1bIdaRKy3NTp6oOWNS4euMG+r/1FpLT0m56e8X2Y+FC1QGLGteuXcX48f1x40ZyhfdDlbvQhzAMU7Hk12mx9XerKdMrv2UXOsDBwfqJ2ytVnt/npZeIvU34XQpxvi61kRKXNKLVGeuo+dY4+qM/diydbXaQiwqGClroyPpiJSlZiP8K1f+i9yvHiP1XxA9Sm/g4+iYqdBedv7IGFdkDwFN19xP7nDsV3ndSOwaNXiHmW4IgK9ogF3jr0UCYcKY1MdWeN1pumkfs0y1epAvUoesAgBvXqB0ZToveZV2WtyMqyhYn0Texo1vSwn/WFflQ+wJVv95o1FFq4pZIkzQcy6HXSn2zvB339pHE7jmcbvcLR7FKIVB/TJFECSkpwOOPS8sUSzUX0a78N6DAjwzvaELHjh2RdKhIZVo/P7zy8cfW/3t5YR+t8YrGzvKF2qaNcLNGU9f2wAMqHTlNk4lECt4wrZ5c+HKsp5Dkw94ec5ysIlmroLtV4bxVqwBQIT4ATHCmIvRlAwpF3V2O5PnI4zSRRoMe1kQCixZZ7a03FgOwDljeffcJnHUOwPZPX4OzY+H1e6IRFd7XpLVkrQynySs+CaX+69hxORFKhLsw4YwDpi9ahGNFBPkajQbDh89Ax46DcO3aZSz7/DEcPldYYPLpaa+hRbfB8PW1Fpp1lyO4EBND7fAwM3JycvDdjz+S6c7ObnjuuQ8QGdkGvvpjeO2dd7Blx46C+YkpKXjnsAk9evTBPW2s08R6t+888wwGdsvzmZs2kXlXhzwFHx9f4qJyGjXCd8JyTk5uePLJD9CgQRvUMm/Da59+ii1FBjVJSYlYu/Z39OtnPebhk3qS9h/0+ls6BnUmWc97rlrCCltUcx/iojfBQWfdB1EsroaotzaqvCF2VClwStahMjvdRENnDEJfRMG8Gh729OHE3UEunpspCPr9/KkPyTXJj3KOgnjfnERfBMVllvzypDSPpJLwXhDmi8cEADzsaPIBUZSeqbI/LlISALpllRwByDLT9Qq5FSShPiCfZ/HjotqtY6+jz5PuRups1cT7YqFH0c5V6VuucN2KSSjEopbWvhVOy7KIR8A2LMRnGKZkqvkDh4hOKn3OlAZFUfD++xNx8uQ+zJu3Hs6OchV2NTIy0nD9ujUllrPjRZvLXrok/yjZ2/vBvkidmfTMTHz2229kmW7dRmDYsNcAAMHB9TFg2jREjB1bEF6UmpqCpUu/wPPP02xlJZGUlITsbPowNmzY8+jb16pPaRnojqULFiC4JR1wJibSDGEi3u7uCA3IS1fmQbMbOgSHyv24fl3qx8MPP4/eva396OyZg6VvvongXr3IMvHxtvtRYdxlPoRhmIpHUbRQlOJ9xe0IF+VBC8NUNUpZGI65u/ngg0k4cmQH5s9fXyaR99q1P2LatNKL0EV+/HEj2rXrUmCv2bkTqUJK3o4dBxG7bmAgGoeF4cCZwi9Vv/32Q5kHLb6+vnB0dERGke0ZjfQttL1K4U5fX9vi/7cWL8bLCxYg6cYNOBsMCHV3R9ewMDzRsiXc1PpRo4bUD4NB6IfRKLULCKiYJAQlwj6EYZhyUnJxSR60MAzDb0nvKDYJ4UoF0+fMAQAcLMu63n1XdfqiRZuIHRd3Hj///AmMRjs89FAQAEALC14dNw6vPvZYGbZYfnarxJWGhMjC98jQUDJoOXnyKDIyMuCokt2rODQaDSaMH4/3PvigYNrKlfPRsGFrNGjQEhcuXsQLb9DaM97eNdGuXV+b6z1VJLQt2WzGgbg4HIiLw4IdO/CKSwAmTaKhzxqNBhNGj8Z7+WGMAH76aT7q12+NiIiWuHDlCl54/33Sxte3Ju65x3Y/Kgz2IQzDlJOSdCtVXtPyyEPZcHXN+ySenCwvkERX166dF7FTPWWH3fv7r4jd/X0qUFk3Sy5eeL4VfYunE7piVknDFhlOP+Wv20DjObvvlLcTMYjGe0up6FUqCQ+lNR+x4WUhTjmwhty5AFpF7eJJOrvjI0HydjrEEnu5M31Q+azFF1Kb8d6rhL4E2jKtDKTF9BwP0dlBW2lRSwBw7iUchN20SF/XFo2lNqmghdVG+/xOF6jVFSLT3qapY9+4lz48HZDra6Jzh1Birxey6dYPkguTnsqlmpZlo6iG5R614xZVRGOhdkHaopo/cAxufxGuLi5Wwyi/FUdSUqHGKTMTAwcK8x1l/VmtY1SL1HoW9TU7522X2sSH0UKijaj0CoY0WYMnOoEnn6HF5T5xmic1aTyjE7HvvVdIeRwnVGwFMOZ5GqK0aDQtlBpVUw9l2zbaqAb1LUeFe7X/N1Z9xJ7zpQsjKw6vtPPwTy7U950TBSIA/P1rwKFoLTsPf9SoWZMsYzabsWHDBQQHR6Bb2DmI2NvTgpTI29+3+vRB2pkz+Hz1aiiKgoSES3jiic6qfQ3388NPzz+LyBu/AzeA1JzBedsuzZ5a6+HMmvUycnKcMXDgkwXTfR0u4a2xY5GWkIDPf/wRiqIgMfESnnuu+H589PUauLsXnvt1L9Dfhl4qfsTwiPW3zpCrJkiyQTX3IfFZRthprV+y9CqF/Lzt6PFyFDQHahoDZ1FTIMTrqxUvVCvmVxS1h7rUXPqcdDnNRWgjr8dOKEiZcpbeG0a9rFXIEXQhekFr4m5UaWOh/kw8BmKhRQBIF97Ei/oUvUHeTlou3Y6o/RG3CwAJWfTroFH4WKj20l+cJNpqbbIE32AQik1mq/TNXicU5RTmizofADBLxSTp/AxTycUyRdWR2tWYU+S6zrFV3V4FRSlB01LVBy0Mw9wCqvkDB3N7GRUSglEh1jCl/viZzPvZnr5wmNNEfinRpRVNSHIjXRYO29k5SNMcVcK20tKSS+yviNFgwCeTJyO8U3dMmTIZucU80D/00MNY0vc+OKtsFwC8vX3Qt29/nDnTDW5uEQC0SEk5jvT0OdizZw9Z9pNPXkWPHkPh6lo4mDQaDPhk6lRE1qmD5955FyaTej8ebt0aX40bh2v1IlXnVwrsQxiGKSesaWEYpmQqoTDc3cSSX37Brl00m5imDPUWV6/+Cz179ip5QQaA+g9XaadpNGV/Uxdz5Qr6T52KA6dO2Vxu1arvsXntX1g6aRJ6NqZfd3v2vB+DBj0Co9GISUU+Jnt4ROKLL/qjc+eO2LGj8OtcWtoNbNv2F3r1eqSwH5cuof+zz+JACWmev9+5ExuOHsV7HwWhc+eeNpetMNiHMAxTTixmLSw2XnDcDk0Lv25hmKoG11hgKpE0kwkx6emISU9HenoM+YtJSyN/SUkx0l+WkDXL3dlZ2kZ2dqY0LVNoB1jTBJcFs9mM+19+mQxYgoKC8dVX32H37iNYt24LHnzwoYJ5iampuH/OHBwUQuK8vX1gVBHKA9Zsdi+/PEWafvLkAdqPiRPJgMXPLxgzZ36H5cuPYMvUqXioSAazxNRUjBlzP44eLYvCqRywD2EYppzc8XVatu21g5OTVQsSHOwrzQ9JoNqFkGbuxL6eopKxZO1aYq5b2ofYhxPkOiBRGTQ8AeKPj/zbCJw9S8zuTZoQ+1ToAqlJeBotOPLZK0Ku/A1yLPeGb4WUlrtoVp2vDzWV2owMpBoJUSpjjqH6FQBoMU+Y0GQIMccnyTVk1rlSLVC2UF6kDwQdCQD8Q0fSje6lWoHUBoJ+BYCHkB9+s5lWge58VNYPxXnS85zTll4HF0/LXXvD8wNi/5r8HLHbqbxdN4Neg5My3yH2KpNQhwbAQ2lUT9DUdRNd4KKf1KZv7aMF/8/NTQFOluHhrJqHdvx1OBCOjtaL3N1dnt+xTW5hdiNHR7ik0HvqTEJNqU3tnwvDnIaaTOhzhmqTYm/I+rMgA9WSZLpZz6ObmxtMJsBk7yG1cTh+mNifvBNG7BMX6fUEAPVSrhC7XTtB07JX3s6iBULI1Uk6MJizVvYjLz9xg9iRYjTSwoUAgB9XrMDoZ5/Nm0hj4wUVCfC77BMaNtyI1q27FNjOtdsAmzeTZcI12xDmXUSLd/IM4oWBg06nQ+/eQXByAnJF/QqAoDjq984Hd8SGDX/gqFDA5bu3Z6Nj3gDhoKEjpk1rhwMHGiIm5gQAwGyxYNbuA/hy/EuIVZHzfN1C8P0ZoxAeIP++2dsno1leaZ8337yIo8I19v3oYegYkgtk78ZXoW+g52Mz8F9sQ8TF5fXDbMa3n03HsjzxfkjKDtIeF+TB3xgXqx/PyUkBVPOYFUM19yEWFNZe0avpUww0VM+opZoCtTogyYLOwl5H16tTie0X5A4wCV0xqbTJEnQFWZk0fDHLLD8niXVARN2ImkbHoFUpXFIEtQdOUUsivkjPNKs9pAraH0FjlG5SfzlQFAehvoja1WkvHBZRB2NW+WqrK+GZWm2+eA5TculCRpXOiUffZKHXl5qmRdQHZQjHVu0bhni9iXVa1DRHRddU1g8jisV2LRbF9iVWKfA3Yoapamg0th8qbiKk5m7CTq+HnRdNApKukx/4vIUCYJnu3tIyamgaNbr5zlUir7xS/LyTJyvvM37DhnIRziOnTyMsiCYQOSwMWiIiGsDJSRjAlcCZM3IoVrOGNFOZTqdDnTpRBYMWADh6VKU4rQ3OipUtAXh4FGZquHhRpR+hocTWanWoWTOqYNACANEnTuCWwD6EYZhycsdnD2MY5hbA8ehVGuVQkbRcYeKXFvkhvJ4r/dJyBf7E9t+r8oWzq5At7yRNKViaLy2nEsoWenWztG/fC05OLkhPTy2Y9sPff6NvkX04fvEiDgkDgQcfpF9+AeD112dg1qyZBXZIYCBiimRJ0+sNUpv9R4+iQ4sWBbbZbMaZM3SQUrSAaWrqDcyY8RiefXY2goJqS+szm814W0hXDADNmzcvsj6Vfpw/jw516xbYFosZly4V349KhX0IwzDlxGzRwWwp3meZLSzEZximmod2MLeXUUOGYNQQazjpyk00DGpwqBC6qaL7OOFIB0yOjk4YOHA8vv66sMbM0tWrUSc4GIN69sTlhAQ8O3cuaePq6opRo8peT6ZRI/mrzoiXXsLsyZPROCIC++PjsWzZhzh3jn4JadassJ2iKFi79gf8888qdOp0P0b4O6NpYCCMej2OxcVh7pIl2L1vH2nv6+uLXr16F9h166r04/PPMXvgQDQODsapG1uxfv2HiIuj/WgpJASoNNiHMAxTXiy2Ux7D1rxKggctDFPVuAsfOFJTr8OcVzwjMTEXlrw6LRkZGUhMKiy4Y29nB3Ax7wJMpmz88stEnDmzHrNmJSKoZk1Mee45jBgypOTGFciTT87Ev//+gbNnrXpDRVEw/aOPMP2jj1SXnzNnPnx9ZS1YSTRr1gatWnXCrl1bCqbFXLyIoZMnF9vGaDRiwoRnpekWiwWbNq3GphK2qdVqsWDBx3AuknCgfv02iIrqhMOHi/QjMRFD83RDxfXj2XHjSthaBXEX+hCGYSqWOz48rN2FFXDNrxjmqhLX7U1jwjNz6NPFhg1yk+QeK4ndI4fOj1r+qtRmY/e3iN2lC52vEo4M9xY0DKBohAcAFPmqX0CqkcbFR8dRu+2YMVIbsWCQLl+5mUebLHk7SKJVEBMTfeg6UuQid88/KwiLt9NimUuz5dCL4WFUOHowTQiN8JTfAn61lsal9xFyEfg6yzUakEWLSUVG0r7d0MvJFUKFotiGAzSpg3sz+c0mIp8mZr8De+n8f4QqnQAOCokDak+gwvuH7FRqLVykVd80r00jtnJBTpSw2m91wf9TMjLg9re0SPFU8weO3ucXFvqRvIfr0ObNcT5WPo7vvP8+3ikSqjNy8GBMeG6FtNzFTvScdHaln61D5s2EyL/3TCd2x0jhPlOp1J5dl6ZSjhakEmqJBZCWRsz1wseM4f3lwqnIoAk8xAK0DzyQv5gJly4F4M031+NezRn8d+QI7p88GbWzsxE8gN4fBQU7izB4gHC9H6DX1g+n5TC0QX40McXPiR0BOGLq1I2YPfsBnDq1S96fPOzs7DF9+jyMHTtKtWtSVmSdrmDfdVcAQIPPP/8R48Y9iD17hOKaKni4u+ObDz9E61AvICsebriKVF06HB0ckJEpZzgTcXPzwBcTJ2CQqzPwT+FN3K1bT6xZ8yMGDnwQ27eXoh9ubvjmzTfRwMcHuG69zvwnPUSWuXJa9qWL9OsBACnp6fjuuxI3U0g19yEeRjPstdaXHKLoHgBcjfRBQiwCmZRNf5MAWcyeaRKLGcr3j3gUc8UClaUQu2cJy+Ra5K+bouBa7KtBRYgvohPWoXYF2InCbmG+2kOqWIwxU9g/sQgkABiF7eQIbdQehe1Ujn9RxOQEAJAhNBGXMKgchJLE6rkq3RALQYqCeXOufBDEyCqxjZrgX0wO4SEUCHVUE/wX+X+WWS70aYs7ftDCMMwtoJo/cFQXunfvgvR04PPPN5HpjzzSBQCwbNkmqU1p6fLggwCATb/8Qqf3t1a1//Qr64Oyo6MTnnrqdQCA9vI5dIyKQofISOw4dgzBN731m8Pd3Rdvv70DZ8+uwJ9/rsDRo3uRlHQV9vYOCAwMQadOPTFy5EQEBoaUazteXj746aet2L/vN/y4ahX27duH2NhYpKenw2gwwMvDAw3q1EHPzp0xatgweHrQ7GwuTk6I37QJf27Zgo27d2NfTAzOnTuH5ORkaLVauLl5IiIiCp0798SgQaMQdXm3aj98fHywadNW/P77avzy/TLsO3QIsZcuFfbD3d3ajw4dMGrAAHg6yAU3Kw32IQzDlBMetDAMUzJ3oYg2Zm+Rr2TiFw7hq8NOmr38juJSXByWLv0Yhw6tQWLieeh0esyc4Ys2LVviycceQ9vW8lfIspCRlYW9J0/imbzBza1Go9Hg/vuH4v776RdNlVIuqkybNgPTps0AANjpzcUup9Fo8MADD+CB/E9O+Vy4QG17mk62oD+Ojni4Vy883KsXlIY0N/QlIWs9LhffX41Gg759H8CAbp3pjIQEeWGVOjWVxl3oQxiGqVjMFh3MKim4C+ezEJ9hGE5XWi3ZceAAeo8bh1yzDh06PAp//whkZaXBTncAP/32G+7t2rVcgxZFUTBq7ly0qFsXPVq0gPjszdxFsA9hGKac3PFfWjbUGAInJ6uWolmgPP+0UAAwTHi7VqeO3KbxOKpVWO5IP8VrG1P9CgDUEGzN76uJ/d+NvhAZ3j2e2J1bCJ37gBYqBICvg6YSe+SPdL3Tm9HtAsDMZr8Se6tXP2J3aKnytm0t1V7UbVKPzlcR6WxOobHmnbfROPNkF1rQEYAU0y4Vn1sr1zJo1IhqWnx30P071YDuHwCE688ROyGLpl6tn7xdarM+o62wXXpdZNOssQAALy/6BuDHo82Jfd991AaAxhahouYNGvs8Z6lcuPDl5M+JrfzYgi7wpSCQAtBzR6GGwmRKkebbpJqHdpzq9gScna1+JEDlRXiOoPtKy6BphNV2v/Os7sTe+Oo6Yl+qTfUrAFBb9H5//EHMWTHDpTZTRxTWGtHmZMFFY0JzfZEq53uOwyHV+pa99h6rXm8lBsNsNuGZZ7pDq3fFqfo14Z+5Hzi7HwDwxr2b8fTTaTh53ow33s/b1zzdA/75BwBwrIn1y0VGXqG2+nXpVwhFUfDEG4twKT0dfy9ZAo2Tk/xiPydZ2p+v19L0yyO1NNtVXLKKliyUnrT+99BUy9gmazyOhfYmtuEsrVeSGyb4PAAw0fjrM2fo/R6oo8VBASDenoaeia4zLEwuGukuhHmLupqLDXtKbRRh00FZ9MvKMx+FS23mt1lO7CtL6W8SXvlFatNyh7XwpdnMPqQoBo2loGCkWjHGhEwaipcjLJNllvdf1KyIdqZJbuMkFEUUtSZmi9xG1LTohec+Sdel0kZM2pSrogIR9SkGQdcjFmcEAGcD9SticcwMleOmrkApRK2FuI/iekWNCyAfW1HfkVP8h9kC7IRLRU0LZBH2R9QTifoVNcQPEGo6GHEZsXimu1HeoVAnqsPzdUyTlhFJyCz8/cw059hYUuaOH7QwDHMLqOYPHHcjp0/vRGLiedx333PwT9srzbezK2X8lAqKomDiU09hX3Q01i9dCucyFmxkqiHsQxiGKScWRQOLjYGJrXmVBQ9aGKaqwfHo1Y6sLOsbsUuXjiHXxQJDBT40Tnr6aezYuRPrv/kGri4uFbZe5g6GfQjDMOXEYtHCovK1sOj8Ww17LoapavBb0mpHeHgbeHj44+DBNQgyGPCAlxc6u7mhl6dnudZ7/vx5fPLpp7Czs0NQ+/YF01+dMAGDJ7xroyVTrWEfwjBMObnjv7Tcs6A/XPPf0CxaJM33yqFpfa5pOxK7ceA1eaVr1hBzk1CW5bMIWWuCx2cQs7Y3jak+EynrLFY5UC3GQw/SeMHt3ah+BQBG/u8eYs/pSQvNqISIAz/9REzdE7Qvm3fI+eE716pFbKmcgsqDTXMhZPqNLVOIPU33qdy3lFbEFEPPO/bqJTXxuyhMcKC1XdST89DLqr6fUP/CJIfCCOnG4bNsPp2gUhPnWgZ9qzwi5yu6gL1cYO/gaVoDR8xq9HIorRsEANhHT4hmIK2vsGIFtQHg73GFNUdSUlPh1lBebbFU8weO8K+nwtUu7z5QKwp4jfoJryCqq7K3pxopADj2IdWw/PQJnb+gHdUTAACGvELMvo3OE3t16FNSk41nFxT8PznLHq6uQHZEYX2jP882RqLWeu/9bBwMABj8iVVvc2/D2pgbo8O3qWZ8EXcFX8TFQa83IvDKJERGzoNWW+S+ycmLPY6ziify68Gk55XyuJ5iDYB29QhDUpI1ONojmWrJsmlpFyBDLuY4XJDtfPblCGI/dWOW1AbO9Hrfe5qej2a9qH4FAPyShQlx9J46elTeTOMcqhWLiBD0NdFyo2hQjU63NOr3UbeT1CY1i6ZEDrLQ6wApsp7koget1yMKNueP2i+1wQEq1mo8uRuxv/uO2gCw+93svC5kw00Uc9qimvsQe50Z9jrrb/i1bLmuiahZEbUZaoj1RBx19BkhVaXWhoOe/nBZTCU/UolaDDstvRf0WllnoVaDhK6z5BoyahoWkZKOW6aKnkMnbEjU+Yg1WQB5f9KF9eaoaEB0QvIIcR1q9VVEXY9e6KtqTRZhWmkSZImaFXG9pcmxpRMOrYtePgg1XagvcjRS4WJCmlC/D4CTvrCOkUajUofOBopiW7eipr+qbPhLC8NUNar5A8fdSpC9PRZERKDBgHW4fDkaBw/+ig0bPkBMzMdwdg5HWNgzt7uLTHWBfQjDMOWEhfgMw5SMTmc75lxXfN505s4gICASAQGR8PdvgM8/H4Br1/7lQQtTcbAPYRimnFgsWtUMeEXn32r4dQvDVDXy35La+mOqBQaDNb5Sr5c/65eG7OxsPP30ODRpUgsuUVFo0KMHvv3554rsInMnwj6EYZhykv+lxdbfrYa/tDBMVYNDO6oVW5OT0cTZGc7Cm+/c3GysXTsXAFCzpqy/Kg0mkwl+fgH45Zf1aOyq4L89e3D/uHGoHRyM5gG1Sl4BUz1hH8IwTDm544X4+1/7uaAo3LMqv7H/vrCH2O7uwgIZsmAOjo7E/Mz9ZWIv0M+Rmpwd8xyxzyRS8SjmyUkCHhT6Ep9IP48LdcwAAE81pML7BS8JqqNusnASq1YR0zuRzg6/sF5qkhZK15N8hs7/ZRMtmAYAzzSgwuNpl2kCgPOPykL8b7+l9tRhVLiLaLlQkUctKjiNvkErUkbaC8UaARyOo8LpqLRjxL4WIIhYAdSiWlic8qOhMuE5chIHMWHBqU5jiZ1C6+QBAJpvoYkdLg6i19K/AYOlNss20WmKWEwr4UOpzc7LhSLu9HQuDFcU88xZMLta/cikSfL8T5+kN02ajgq9ffXyteDrnEHsBUdGEvuzSHovA8COe4YSe7VxPLG3P/KZ1KZrcGGdeXeHbEBrB2MRtxYaWpicIjTU+u99F52QlHQAoaH94e3dHMOULxATcw4rVnyH2NgLmFqjBt7IeBGIebFgPV3yVxIWBgDo0yNvv/LyAHjEWIXeHgDeeaQ/gBu4aNcUtdrXRouWX2PNoQswCG4jKUm4yQD0rEEF4+OzthB7b285QckeugjGPygUSTwi+4SYXOo3DOH1id04lvoIAMgWhPe+KcJ627SR2jSilwHOZ9BEKCGOKsV9xXprgbRy8uo/5VCqviepn49tJSTj8KbFfwFg+r902sFYIcHKKSGRCID9uf0BAGlpcgIXm1RzH2LUmWHME8qLRQcBWaRtEm0VYb4okBffIqu1yRSE92ZhmVyVhzqz8LvloqfbddLLRQXF9YhFER318gOMWHQzQ7DVEgtkC0J8scCmk8oTo3isHYQ2akkC0lS2XRRRlA7IJSyzhMOkJt7Xa2w/VBtUbgOpKKewjFqhSLOwGVGIb1TZjlZoYydcf0atvCGTcH7iU+kXehc72b+5O6QX/D/NVFYhftXTtNzZnothqiP5NRZs/d0En3zyCWrVqgV7e3s0b94c//77bwV3nFEjKmoyQkL6IT5+O/bs+R+efXYili37Bq1bt8G6dZvxhp+c1etmyczMwOHDe1G3blnS1THVDvYhDMOUE7OiLfHvZpk9ezY0Gg2effbZMrXj8DCGqWpUwlvSlStX4tlnn8Unn3yC9u3b47PPPkPv3r1x9OhRBAcHl6OzTEmEhDyAkJAHCuyPPqqc7SiKgsmTR6FRoxbo3LlHfrZk5m6EfQjDMOWksr607N69G59//jkaNWpU5rb8pYVhqhqVIKJ9//33MXbsWIwbNw7169fHvHnzEBQUhE8/Vannw9xxKIqCKVOeQFzcJXzyyUpoSgiLYKo57EMYhikn+ZoWW39lJS0tDcOGDcMXX3wBDw85ZLkkyvSlpUEDIC8UHf++tk6aH9+Ixg9rk8QlXMQJOHGQ2u3fphqWp06ekNqct69H7KX/UrGGXNoM8BLiFH2P08BsXxUn3jFgK52wtQMxo67KcfLvU1mPVLzQu5msg/GIiSZ240gh3vu3t6Q2f1umEftkg+7Efurw71Kbhg370Am7dhHzcANZzxGlSSe2m5sTXeCEfH7cQ2gBx1w/uj9rf5SaYGgc1ZpcGUK1JqL2CQB8jDSo1cciCIjsxWB1YLE7Xe9ozSViB2oEnQ+A0FfpecfbycTUuMvFDpUHCu+FlNyyxZGW9i1pilD0zs7ODnZ2cux7Tk4O9u7di1deocUUe/TogW1ihdFbQGws4JLnCj5t9oU0/6LHY8T2MdD5Zgcvqc2f2+i0NivpvTn+suBoAAwY0JjYBy9TDUvbUFq0FgBStTUL+6G3gy49HZrowwXTml44C+esxLz/WwsbfgF6L5r1dJ+bauW+KZouAIDN7tbryFEoLnnKuVAfoSgKZs6ciJM712P9tGlwPfQXAMClxyCyTreZciHPxVHvE1vrTnUXIy/ImcgOGfvTCRvosd5dh2qFAKClN72v/vqXJgno3UYOkTt5ktoREdSvrFghNcGIaKqJPP8k/T25kSXfH26Owv15mhZJ7ltLvn+XHqAaluFiQUqVapmLPruXTlgQS0yNs+BbASiPWrVZKTmyL7NJNfchLsZcOObJIhIy5QrHogYkzVTyIC1VWEbUVahpM0rarlphQoOwXlcjvb7cjfK5vpZF99Eg6B3sdLIOJkPQ22QK+5dplo+JqA8StTMalcOYKwg6SjMcFjVGFkGxoqZpEY+laKtpTcTO2AtSGheDfIJcBE2R2BeLoqbHsV3oUk07I65XLMKpVdFqJWRSHyF+6ajrd1lqYzAU6p20uSribRuU9ktLaf0IAEycOBH3338/7r33XsyapVK8uAT4SwvDVDEUaEr8A4CgoCC4ubkV/M2ePVt1fYmJiTCbzfD19SXTfX19EccxRHc8M2dOwoEDO7D2f/+Dq8rgnrn7YB/CMEx5saCELy1l9CMrVqzAvn37ip1fGljTwjBVDJNJPZtd0fkAEBsbC1fXwuwhxb3ZyEcMGVIUhcOIysGff26CS8xhafqmN98s97rnz9+kOn3hQjr90qXzWLbsExiNdgiaMKFg+qv9+2Oi8KWFuXtgH8IwTHkpSWyfP680fiQ2NhbPPPMM1q5dC3t7+etoaeFBC8NUMSwWOZ2zOB8AXF1diaMoDm9vb+h0OumNaEJCgvTmlLmzqFkzBCdPWsMIwg/8QObJwW3M3QL7EIZhyk1JBSTz5pXGj+zduxcJCQlo3rx5wTSz2YwtW7bgo48+QnZ2NnQ626mwgTIOWuziL8AuwxqMvtnYXZrf2TWTTtgjCDxU8ur71KY6BLPFn9jf76P6FQAY2oTm9A9pmEUX0IdJbf5aQ3UHvT3pSM/l3tZSm6lTOxL75d9pvPThRwTNC4Bo/ynEjvyKaihOPUm1GwDg4SZrIopy8IFp0rSeEdmCLXyi3yDXSmghhFTD2IWYNdQ2fpbGdzsHCjVW2reXmtQQQnINf9OY/qH30PoLALD7Aj1O4jqgNjIXfkA3HqfXTte01VKT0T3oW4PcGjWJneFMbQDIEKMfXnuWmMqBZyFyLfDXgv+npqYAtWyf46KU9oGjtBiNRjRv3hzr1q1D//6FeoR169ahX79+NlpWDkX3b2Odx6T5XX2EXPNJgjhOxTn2bUVrDOW60wep1TuofgUA+tal/sqnRjKxrwu+CACOC1KFtjm0b5oH5eP52290Wt+33iD2/lHy/lysTesUBc5/kdj/PvCO1Ma/N/2yIrr//SPeh8hoR0GTJuogDskX272iH4mrQ0zVhDAx9IbufY9wjnPkn6KoCEFL8ttvQj+E2igANgdTDUvnQBqfnpmj8qMo6E9WX6DXSt8mVHsCAMN9qaYz1ZP+Hm42y7W16l+gdu1ZjxNbWSMXP4tv8rV1/akp6iKeYqjuPsROl1ugT9Bp5dj/lGx6HWeYSvM1SKhRIqzXSS9vJ1eoy5Ij2GLNDwBwNtBr0kmoseJkkDUtcZkOdBlBw2KyyG/DRX1NtrBMafQ24kc0sQ6NGuIxyFXRgIi1XQwqx0lEPNYiat8DxBbOwjl0NchaIEdBuyTeKk56lXo9Qg0cUcMiXkuAmmaKLqOmU8oRtuNhR5991YTxOl0RTYulbJqWiiwu2a1bNxw+TCMTRo8ejYiICLz88sulGrAA/KWFYaocFf3AAQCTJ0/GiBEj0KJFC7Rt2xaff/45Lly4gCeeeOLmO8owTJWEfQjDMOWlIlMeu7i4IDKSFhl2cnKCl5eXNN0WPGhhmCpGaePRy8LgwYNx7do1vP7667hy5QoiIyPx559/IiREfiPMMMydDfsQhmHKi1nRSF/FxPm3Gh60MEwVozLekgLAk08+iSeffPLmGjMMc8fAPoRhmPJiUWyHgKmFGJaFTZs2lbkND1oYpoqhKLYfKpRyOgqGYao37EMYhikvRdOjFzf/VlO2QUtUoQg7+Kzs9bYfoGIxd28qZK+vlYVFoqj2giBWHGqihSMBAKtoIa9ZmErsqVPk7Ug5AFJoMbPUNJWD/zgV2b74FhV5NgqUm4w4R8Xfv3ejwvvmQrFJAECNAJWJhdStqzJRKDZ2HvQTveuDo6UmiTHUDvKm6/A9LycW2G1HCytGiFfMkSNSm0OZQnyiLy1qWccoNUHL6MXEjr9P6L9KLYBTaYLwPmElsX93kotlHltG7RcfpzmW3IRCeQCQ3Ewopvf228TU+MnZc4qGeZe1LlxlvSWtKoR1DYFrnsIzc4tUgRZnLtJ0iXo9Pc8hafHySoWDIvqRvvq/5DafUAH2Z87PE3v8fbIAu1WrIDohmV7ril6ohAkgtxcVlH+dRBNrqOWYGBxD78XlzajwfmgrQcgOyPeIUNk2NFQuyhmbRhOdiGVeUpqFS22y0oQJwcHEtLt4RmqzO4Vup2VOKl1AL/8U7Y+mx7JODyq8t1cJceqcRIthnrtA791artekNufdBeH9ga+J/Vf0SKmN0Uivg2729Bz3iZKLvB1OEcKohEKNPh3kpDMvvWT9NytLmmWT6u5DXOyy4JRXBFAsiAjIb4BLM0YzC8fELKjQxeKMACCkHpLCZdT6ZhIE5elCEUizQp+jrNumImVFoT5S7XQmZtH7J7UUyQhMwoqyLHS72WZ5HeIemgXhvdpWxQQFznq6YbWwI3FKrlYoaqmyIbGYpCj4VxP3ZwiSfnEZtWtJFNGL15+jTm6lF/riKRQZ9XOkhb2tbehxcrGnV6CTU4bUxsGxcJo5R+UZ3AYVKcSvKPhLC8NUMSojHp1hmLsH9iEMw5QX1rQwDFMi1f0tKcMwlQv7EIZhygt/aWEYpkT4gYNhmPLAPoRhmPKiKLb1b7dDG1e2QcuaNYCTEwDgwAF5dn/LKjoh4h5iZps8pDZ2gveslbCT2KscR0htjEKduKmO6+mEWbI2I+7h6cSOTqTxxYk/yUe/vyuN/3vn2Ut0ga3yduJbUR1FH3uhLnUiLaYJAEjzprYQ5H7okFx0p7V3ArFDtHS9mw/Vkto0aEDtn7fSuOwHHhDi9QG0PBZNJxhpjHu8j5xfu2UN4Vj+TotLxgf3ldocbkE1LKFCbD0uJktt/IOo1mH2WXrsp+weILXpM38+sRVXus+acDmGv0kTal9PpnooZbSsH/rrgUUF/8/IABYtkhYplmr/wPHbbwV6i2wVaUbkf58RO3vUeLqA1lNuJBSgrJ20m9g/Z/WW24TRaeMN9DrFputSk5MtqD/KyKA6kX2fCAURAYwTvOzITufohP/+k9qc8h1O7KFthVjkpBSpjTmQ+jRdFo2JTrgoNUG9q4IPq0X9xvYjcrHVPr1pX7bvopqugABZ4yXeQ4g+TU1DU6lNoKAZdNlE9YJnGsh+JDGSaljCLYK+JkMW1IUEuhP7ixyqYXlsDS30CQCYO5eYB49SjUHjPwXxHIAv42jh4fkfRhD76owZUpsrw62/W6mpwGuvyd0ojuruQ1yc0uGcp4MSizMCgKNO1pYVRe1hSy9IVsyKaJess5B0FSpt0gV9SnYG/b1X08Fkm2nnrmbTdaj1LUtwGeL+iMUNASBX3CNhHWrZosR91gjrcDPIF5taUceipOSqFaS02URV0yKvQ9ApqWh00oXLSdTBqB03UZMjanYc9PL+2gvFIwOdqM6vQS3hdwJAza4HiG1KdCJ21lX5GVtb5P4wZZftxleggeWOFuIzDFPpVPcHDoZhKhf2IQzDlJeKLC5ZUfCghWGqGGazbaGsuWwJQBiGuctgH8IwTHlhIT7DMCXCb0kZhikP7EMYhikvd7wQf799Wzg7WOuq9Pf+V5r/L2ge/Y4nqT7lz8utpTbNmrkQO6RVK2I/pN8rdyQ0lJjvLelG7LBG1AaA/snb6QRxzx9oBRFFS+Mqo5NofHdgD7kOiK+F1gHYf5bGvDdq5Ca1WbuW2r3DThC7dQ2Vwiau7sT84ie6nce0X8ltNtDiFf27dyf2+Yu0JgsAnI6nmpVuDjRG3N67trwdQfC024/GnoepXHVRDeirv8wcIabVKB+DU6eoPaUDvSaj+/4ktZnwCLX/bfKU3BmB5OQFdMLZs8TUhMn6IWXExoL/p5jlfOu2qO4PHOsSGsMxzepHeteQ7++/Q6mGpWccrcv06wGh3gUAo5HqKNq0oXb/pL/ljgjasZVxtJ5QK/l2QF1akgS6bfSaa36vXLwp10Svjx0XqR15v3z9hDtSsc+ps1QzEZ4t16o5Fu9D1+uRTOywMBr/DAAIbk7MH36nNSIGZdCaJQCAd2k9mLbNmhE7swb1KwAQLUjjmgbQ2lS+cgkM+Fw+SGzRjwSr1Lzydab32g0T9U9uWqE+DIDd+6ivecz9B2JfnUp1cAAwsAe1N/ehdXSwbZvU5kNBMjXuEI1776Byvd24x3p9OaWzDylKWoZjQU0kF4OsI7PX0ftFrDeiU7neRLIEvYOapkLUN4j6B7XaKDnCsdcJ9WDUNBOZJWhL1NqI3RUXKY0+RW29IgbhWNoJNUnU9CtOgsYjJZc+FOSqPAyL9VLE46jWVbH/YpkSNb2GWFOlNJoWe6F+iqOwf2q6Kzc76uPdHWmNFf8WtI4YAAglZJBwhPq3M+fl38amLfcX/N8iFiMqAQvUawAVnX+r4S8tDFPFqO4PHAzDVC7sQxiGKS+saWEYpkS4MBzDMOWBfQjDMOWFNS0Mw5QIvyVlGKY8sA9hGKa83PGaFoZhKh9+4GAYpjywD2EYprzc8ZqWpvFr4Jpqrfr3zrE+0vwHHxTXXoOY/bETEom0C1cdqTB001lqA8CgulRM+XyNb+kCne6T2mw81JbYkUJNxJQYuWu1nanYNcp0mdhmV7kg2ilBeN808Cpd4DQtggcAvYOokPCKK+2ct1B7EgC0giDrsQwqFt3bQS6I9hvV4SMiltpDXajwFQBC3GkcQWYAPR8nBYEtALRsUJfaGcIxOEkLywHA5hx6fjp7CSt2kkXECbS+JlaldST2Q8NlUdqPu6ioG9toAdQJa2lxOgBQ3ppNJ4S9SsyjR9UqlRURZKelyfNtUN0fOLpnrYar1upHFmyTj3fXrsIEQTDfL/YjeaVCUdBrlp7E3upEbQCoV4/ag52FpACC/wKAYydpMVKXWvSaS06WuxaZQIvSdowUKqfqVdywlu5zuDu9hxRvuahrZBJNAhJvoolDfLNkEXquPU2EMsi0nNjX+tBCiwAwbx616wk5AYafPiy1aWpP9zHbvT5dQK6VCbi7E7NlquhsfCCyM5omYGhtL/g0nVy07uJFeiyXbx9E7Pd/lBOubF76Lp1wkO7PgO0vSm2UA0JfGjUhZmKOih857m79V+0asUF19yF+Na7CxWA9l1dS5OQ2ekE8bRRse10JlQoBWBT6I2sqxTEro84ZgCwoz1ZJRy0K5O2Fy1gsJAlImm0Iev9SFWMUsZNvHzjp6bH0MNJnBnejnCjBKBRWzLLQ3tpb5M6ZxfMhvOVXSyxQUoHQ0iQauBnE1TqoCPHtdfS4ODtQIX7qGbmwr0jNboeIHfjYs9IyaZMLCy1ry3iBsqaFYZgS4RoLDMOUB/YhDMOUFwtsa1rUsq9VNjxoYZgqRnV/S8owTOXCPoRhmPJiUdS/YBWdf6vhQQvDVDH4gYNhmPLAPoRhmPKiQK73I86/1ZRt0NKiBeBijYF+cf8b8vx3LxJzduhnxB43Ti6itnIltSddoRW4+vSRtTNo35mYU3ruI/aYNnKTrhFX6ITTMcT0iYiQ2phdaXz06WRq17ssiEIAhNNQdFwFjYG3D5DjsEXJg6jV8N/1q9Tmb/t+xD4OqmFpnik1wcwmP9MJu3ZRe8hbUpsTJ+nnv3opNIC9pSVGanPxOi0implJ9SjhjYSYfgCdz9I4+OzwKGIL9RwBAD07CTvZpQsx+zcT9CsA8AQ1fx5Of72ffVZugt/obTL4YXqrrgyVD7bGsajGQi1gv3iq+wNHQuu+yHSxFpd86i1Ze4VdVPe1oBXVrPXvP0lqsngxtae5U/1ckyZyYVvnCSOI/UZdup0nhGsFAOonC3oNjScxA13kmJwbzlRbJYbteBlpkTEAwEXqS2P11HcGqfxcmN2pni5BqE3mG7dDarP0Ii0EmZw8lNgDVORYb4QKhWtjBYfV/2mpzcXr1AcEGmn/fbSy1i86lR6369fp/I5O56Q2rXOEArNOVHPkQGtnWrvrvpHa62j/X+wla3RM71P7g7E3iC3+rgEAxlAdzMwZ9BhM3yMUQAagaZev9WMfUpS9p8PhqLMWHE7PNUjzxZAWUdOi06jcP0IbvRD5YlaJhClJE6F2mMUt5wiSD5PK62sHoTOiVkMs8KiGuD9qmhZx07KWRu5bkFAI11Uo9unjKBdGNepEP0l1SVlm+UbNEvoidl+t+KeoFxL3T9QGWbcttBHUQeK1BAD2wvF3Eo5BrkU+QTphPZlZ9OHx8nm5ULGzUDzXoRt9brX7foLUJnpPoUg03ZQL4KK0THFw9jCGYUqEaywwDFMe2IcwDFNeuE4LwzAlUt3fkjIMU7mwD2EYprzc8SmPGYapfPiBg2GY8sA+hGGY8qIo1j9b8281ZRu0HD9eUC9jwP5p0uy+fak9xYfqU7BBjm2c9FAnOsGRxiCL9UgAwOMc1bBcrynUbUhrL7Uxh9GaKt9v8if20EZy35KEMOt62lPE3nmZ1oYAgDp1qO3jKOgdDtG82gCQFUbj7RtraQz1ZneqXwGAnomrqP3jPLpAj8+lNk8uozUxOnemdgOVmitRNaiGZb1QB6FbC0HEA8BNOGeBJ9YT+7yxm9Rmz0mqYXkogsaE1t+ySGqz6uh4Yu/tRnUMP9+3VWqDp56i9gNU1xOq8mP+qTOtubDyI6HuzOTXpDbKgoYF/0/JzITbS/J6i0NRbD9U3A5HUZHU2Lkaro5WXVPfs/Ol+cOHU/upuvvphFx3qc20ccJ1eJm6tlS5RAnC/6EalisthL5kDZDaXAug1+l2QYbQpyPVNgCAszO1dTFniL05urbUplMnQcNiEQKtz8ZIbVI86XqiPGl9mHPOVL8CAKN3zqITDgq1RB5fIrXp/eNYYg8QDlMruQwTGgdTQcqp0x7EDrenNQoAoGZNqtGJjP2L2LH63lKbbZfpcRvcStALLVkitfkrmPqRp7Oo/z01QNaa4Gmqe1nfZzexu9WTa1N82o5eb5MeFhb4covURvnGejBTMjPhNl6aXSzV3YdcznCCvdaqaclSEZtkCxoCraZkTYtIbil0I6K+wU5LD3qWWW6UaqLTsoRF9CohNzmCGEMjKDrUtBlif0X9TWkuAVEH42GUc2XXdksmtrsDfZYyWeTO6YTjVENocz3bTmqTlkvXI/Y/V+V6F3UuRuGYqOl69MIyDjq6Yk+jHFvpL+h2vAQ7NVt+TtJrzcIyVMdzJdVdahOYQx9KNS/HEft0bC+pTXx64Q9QpjlHmm8LCzQ20xpzymOGYfgtKcMw5YJ9CMMw5YVTHjMMUyIsomUYpjywD2EYprxYShDic/YwhmH4LSnDMOWCfQjDMOXlzte0MAxT6fADB8Mw5YF9CMMw5eWOzx52xKMDnJ2tReF+ajlbmn+1zxRiK960MKQmTijwCCDbkwrijwoF0ZrGUfElAOzZIwgwY+oT83ooFd0DgMc2WnSsXTsq+MfJk1Kb6GS6nq7utNJa62ay2FIU2p9xb07s2ipFLPdso3bvCKrc7fyLXMhT85qYCOEhYinN5QKOnwTRQpcY+iW167SQ2lzPEoT3gSfoAmmCyhhAYg4tFJURSYX3RpUr/aErNJnC4qW0gODoVq2kNtG/Ufut2fRT5eAz8muAIa9RUffkunT+uUnvSW0mdOhA7GxXmjhhWatPpTaNGhX+P+3/7Z15fBXl2f6vbOec7AEiBEowLLIJCLKIFBFUFC2KShFq5XUBqihowddaWy2orf60iK34gSK1uBXrVhT9oUBVQNzZiqiAqIHEgIFA9uXkLO8fhyXXfQ8niSHkEO+vn3zknpln5jlzZu6ZOXNfz1VaDKDuSvzmfsOR3ftSJB8yl3z9wnl6gdE3cJwnjjGHHRDM4DyydT/HvbesUG32bO7LE1ZnUJgjjGEBILOYDQ1HjhSGubn7VZs3VvP5MKYzD85x7lAtbsX7LP7+bzIfg2e0T1NN5MAhLdqnU9zxH/o4TX7oboql0W1wGw88AABvxgkzv+5iAIOkdqrNQfAgAacl8CABOHRdqUlAljBdcAGFCQ5+i+OLF1H86PwpFM8YeqZqs/4tjr/ayXnk5md1HpkvjHkf+RnPP//VmarN1Pvuo/jZN3gwgvQ+d6o2PXuG/l9SUgyg7kr85p5DKv1RwKHSFJ9DiYr8BbguguE4Ic6XIvvqgF6HFPQnxvKOjXUyIhTC7pgoFph7HbYjy3CkAaLTIAFSeF8XA8poIW9PERfrli59zyOF9y3TCin++GtxkQWQ5GJBuNyu076Wn1nGTr/6J4o7XLkP4h3MMpPj+DMnxvKGurXQRrhds/i60Pp0Hmzl0xVsiA4AmW35fjh/H+frmCh9khZX8H1dcS7HuSU6jxbXMF+tdNiv4YhETUsdDmPDME4kh+vRw/01Fn/6058wZMgQJCQkIC0trfE2ZBhGo9GUOQSwPGIYzQF/8KjBpPPfie+TPbQYRoRx+FfScH+Nhdfrxbhx4zB16tTG24hhGI1KU+YQwPKIYTQHDmtawv2daEzTYhgRRlN6LNx7770AgKcc/CwMwzg5aGqfFssjhnHyc9JrWk5vX4SUlEPZ7le/UvNTROl5fj7HlV6uMweA5cIzcOqgDRRXX6ANxBJk2bh4/Zybq5qgRevWFMvX4yVdtA5mRGEOT9jFtZsL/yFquwEMGsQaln5rF1McvO561ebioex899d/cJ38bdJtD0Bwk3B0W7qUwvMG66uSNNibJXzwRr8tzEABJF3EuqR9vm4UFxaqJjgt9lsxhesuv49uA4X4Re763F08v1ybM41lGQ9aPcafeePDejOnZnFNZ8vV3KZi0O2qzSvs44lrXmXt1vWzZ+sNvfPOkX8Wl2vjvHDUtR69uJiL+t1uN9xubcoVaWR59iLFEzqXcq+YrubHV3LsymATV6m7AIAXH+P4tsFsNJp7+kWqTbX4WjoKvZnMXwCQmb+N4uIkPlfLY7VR5JiuX/KEvWxO+tKXvVSbwYOFhgUiF7nSVJvO+ayDueepsymePVv/6l3yzjie8PLLFJ6TpvOIPJxnF3J8aZQ2dY1OF/ulZUsKv85jYzUA6JwgNJC5fGAsXyf0RAAmXncdxTO+EGaZXfW+/p2QuVy7kz/znHtVE+V6/Ox+bhNsqbVaf/kLxzM+vZonLFyot3NI5Flcps2Pw9Hcc4gvGHVEy+JzqNOvFhoQKS1xMn2UyKFenbQmpZWsRyny8nrTPVqvlhLH06T2RPYdALzCQFMaVEpNCADExwbFMkyVw+fxCI1HK2GkGButD6r9Zcmir3xb6YrR++BgJV/P5Vqd9rXULskl3A4Gm9JMMkHsk+RY3TepZUqM5X3QJk1rWpJa8HkUk8i5qtTBLLNlJue31FN4vTu+4Hut0Hp4v5WI9Vb49U6o+T07fefhiMTRw6w8zDAijLrWo2dmZiI1NfXI34MP6sExDMP48WE5xDCMhuIPAr4wf6ZpMQyjzvXoOTk5KCoqOvJ31113Oa5v9uzZiIqKCvu3fv36E/gJDcNoTI53DgEsjxjGj41gHf5ONKZpMYwIo66lHSkpKUhJ0UMcSqZNm4YJEyaEXSYrK6sePTQMI5I53jkEsDxiGD82InHI4/o9tCQlhf4A7MnXtXN+LtXGKadw7H7sz6rN1MGDKd4A9k9pr8sH0TaBxRiv5QovFF1WjifXcX3gpFwuVH532CzVZsQBHot/QT6LKKaOktoNAKJGGKLG+qOPdJPCQq4JvS2GPUvwTIFqU/HPf1O8ZAnPfyfpBb2h114TE0RN9ciRqsny5RyPyWCtQHE6e5YAAL5jD4aFn3N9/o27fqeaLOr4AMWjR59Kcdviz1SbXo+xB0PBA8Jn5hs9PnxyEp9lJRewLmnqZD0O/YKPuei9R8VGilfdopqgMPOoFivk01J3jrfHQnp6OtLT02tf8ARx0J0Bvyd0oxTv8FliRVZKDvD5nlwg9B0AbuvK017JZS3c2O5CwAUAXvYK+Kz0DIoTtNURXijm9Y5f8Ryv4wytP8NO1sG86bmC4nF9v9JtXOJGMp29T77drfPv5r2sYbk/60leYIlLtQm++BLFv/89z3/P7SDokEksi8VjVV35fAeAl3k3YVK71RR/WKC1i517s6jopR38/UzM155KBcWsSWtV0zAJwIqVuqb7ov9lL5qnxYXrs73vQNJa/MYYvIb7f4VH+4stPcBeDefFrKH4HamhBLArI5RfQz4tdacxfFoiKY+4o4NwH9IeOOkfKv3ha/frommR2hLp4wIAsVG8jJNnjCReaCTihE6kqFrflgWC3N8EoT1xxegvNFFMi5baGYf9JteTHMfXQ+kXAwDFQlfhD9S+b+VnLqnm67CTrkf23+OgYZHEiu9MeuQkxWlNS0vhIdOxBd9/te0gPKYAeFoVUhydzOvt2VHfKybN5Xue0hmcfE9pqe/79mR3origkrWAlQ6aluhj/LsuRKKmxd60GEaE0ZTGcLt378aBAwewe/du+P1+bN68GQDQpUsXJCVpI1HDMCKPpjaXtDxiGCc/J/3oYYZhND5+f3jzN7+Dgfrx4g9/+AOefvrpI3G/fqFR9d59910MHz688TZsGMZxoylzCGB5xDCaA/5axPYmxDcMo0mN4Z566ikEg0H1ZzcahnHy0NTmkpZHDOPk57CmJdzficbetBhGhNHUpR2GYZzcWA4xDKOhnPSalupADKoDIaFPW+8uvYB0Lyzgd9CPRN+hmpwlxFUDhfeX+19PQ1I69lqKxxxgA0d8U6jafJU1gyd0PY9jp1fpwpBy6hA2A/qyUJub9fBsp3jXbv6AZxdoA0ecf77oG4s6o7rokQV+IwzeHurO++CO9drEsjBxPMVXCs3WxZtZZA8AYy5kISv2syD4S+HdBgCdP3+ftwshzD2DBbUAUJrHcVufEKVGaWFe1N8XURwsYMPNRdE3qjYPS8PJXiyyvaRQNQEeFoJZYW7Y9jptXLj9NyuO/LuevnDN/oajRfAAUgKHBJ5OTpEyjwgH06X7tNB79GhOHJfJBV54XbXZcz6L5nv7NvECb7yl2uwfKoaEdbHx5QGHgUOkon8Ijz2CT3fwOgBg4Pds0PhxNhuynpUrHE8BZFwi3FbLL6fw9GGtVJu7xRXggd7PU/xkuR6gZM9POe4rLgWj97+r2ky6XOQRHuPEKSUAa96jcHeVWGjIENVEGgu3+oS/wz59teA/aisP8hG8ivPkE0/orq1dKyZsvoTCW7WHJTBkJYULssX8t/Tx9kX70GAj9fSnbfY5JDnWh/iYw4Ui+jamNiNFJ6G+T9yAyV+Ro6QSHEBqHO9IaRyZHKdvLKQ4vEqIzoNO5pKi/0XVHCcGddFMvBTii/lOh4AU50uBvNMABtVBFuKnis/sdjCXdDuYVNbE67AdaaAphfjSDBQAYsRq5EACToMrtPTwyRbvqqI41sNCfQBw9+KLfP7/70lxshDqA4DvITb73b+Lk0bePr7/BHT/pXFnosM+qNkmup51oZGoabHyMMOIMOpqDGcYhuGE5RDDMBqKH0d1LY5/9Vzfgw8+iIEDByI5ORmtW7fG5Zdfju3bt9fesAb20GIYEUZT16MbhnFyYznEMIyGEqxFz1Lf8rA1a9bglltuwUcffYRVq1bB5/PhwgsvRFk9ylFM02IYEUZzL+0wDKNxsRxiGEZDCQbDu97X96HlLVECu3jxYrRu3RobNmzAsGHD6rSOej20xK1ehbjD9dlnnqnmf5rPhoDSmHBWn6V6pfEdOHaJ9Y4apZvEiwnXCEO3ykrVJvvvHO8byiaWvs26axgk+hLNL6YyPA5tPPx5vljNs089S5sx/vlx/kB3/Jy3E/ytqKMHgL/9jcJ7ph3kdf7KwbBu926OhZ7g9fwxqsmlAfEE3L49haP3Cx0AgHVpd1J850/FkZ2ra9FnbBTGly0v4NjhgJ4wQRg2zZlH4ZRz2IgJAPa8/w1PyGB9xKU7HF5VbmWhQm4sm/gtv2oFJOfV2LSUaNRGs7/h+OILIDERAPB1+3PV7N3CpPYb8ZVN6vOpXmdldwoP+tiwtcUvf6mbZHNc1KkfxanDdR7Z9TXH5afw+bx3r+7auUIXlurlDziwi0Ma3sv6k3K53iuvhGQ5+81i7GVsUPn5ZQ555HbWDE75GYvLFs11OHi3buXYxaaVa0pHqCbnJnFd+LfdWVvS26fzVc6YadzVWNYUliTxeQgAZ+zl9RQM4u207S4cjwFs3CgOuK7/oHDelVqzhvS/cCy+jxHQBnRYwpqWtEtYd7iuB5vlAsCFhz6i9CyujeaeQzwxfngO1fPHOOgjkuP4GlrqYwFEQZU+5yqEzsUTHV5DAQDxsbztrCQHjZ6g3M/bjhG6CiejSPj487hF32IdPC19Qp8SHV37HaZXGENKDUtcHdZRJdYR6/D9SC1GUGhnpL4IAAIIr0cJOtxBS12S7L80uQQAb4C/n4JSzqMVm7Vgbd/7nIuk/uasvlr8W/4d56KiYt5OlY/3CYAjmvLDlIn9Jr8/gM1MY4L1O/HrqmkpFgnK7XbD7XbrBoKiopDpc8uWLevcJysPM4wI47DHwrH+GttjwTCMkxvLIYZhNJSQdiUY5i+0XGZmJlJTU4/8Pfjgg7WuOxgMYubMmRg6dCh69XIaucQZKw8zjAijuf9KahhG42I5xDCMhhII1vKm5dBDS05ODlJSjr4pqstblmnTpmHLli1Yt25drcvWxB5aDCPCsBsOwzAaguUQwzAaSvDQf+HmA0BKSgo9tNTG9OnTsWzZMqxduxbtheSgNur10DJv20h4PKGO3X5elZp/ZjrHA7uLeujNYgEAm6L7U9xv25cUT3ygh2rz7CXsJbC48hcUFxfrWsAZE7geGq3Zb2SkUzG6l2u1133eguKhp32vmuSUsp/CxRdU8wJLhNAHwB1b/kPx9suepfjWjfpV2+j7eNr9y4X/wH16O9i4kcLH97EfwbT4J1WTTTsmUZwuvsLMnjweOQD0FlKATZu5FrXfi/NVmyu28edZOoqPr6VzhX4FwPN9hMAgwN/XzMuFGAJA5f0cz5/4EU9w8A2ZvmwkxfOSf0fxwPG8H0PrOVp5WVxWe51zTZr7Dcdq31Ak+kJ55PyUfWp+58FJFI/oKQr690lRG/D6atawXOpj/dyTB65QbSalvETxDW+Oo3j8eK2ZuKbt2zzhAtZeVZQ7JPhSTrNfFXIt82mdHGp1hLdLuhyi9rnnVJOxS5ZQvG/YmxRf9ZHOIzc9ytMWbWQ9GhIe0H3LY93Lwv3sD3Nj7j2qyX/T+MSLloXJKS5I2nGKxnsftKX4nJdvU23uSfkrxTNn8vwF9+njbepOPg6+b8fHwdy+WrOW9DLHN93EsVOJ9px81rDcueiPFO++6G7VJmZ5yF8opp5GLc09h7hjfPAcMuFwQQs6Kv1c+18tav0dLFcQH8PnboLQqyTH6p3WwsWeHa2T+J6noDxRtRnW9XOK8/fxRfW7Ir7PAICYKM6JFUKjUxlw2gdSn8LznQ6BGLEaj9DXJMbqXFWb/0vr+ArVJi6a11Mo7rXqou/2iw35HDxKEsR3Kvuf5tL3sUlimk/sx4pqnauKRf9LhdYk/nN9n5Ts4f1SKXU9Dl41PnEcS22QE54aywTrOUhxXd+01JVgMIjp06dj6dKlWL16NTp21F6HtWFvWgwjwvD5gBgH0WfN+YZhGMfCcohhGA3FHwyqQQXk/Ppwyy23YMmSJXjttdeQnJyMvYdeFqSmpiJejbDljD20GEaE0dx/JTUMo3GxHGIYRkOp6+hhdWXBggUAgOHDh9P0xYsX47rrrqvTOuyhxTAiDLvhMAyjIVgOMQyjoQSDtWha6vmmpb7LO2EPLYYRYQSD4W8qjsN5bxhGM8ZyiGEYDSWI8G9TmiKN1Ouh5corgeTDetc33lDz8waxIDPzNTYue6kNm4UBwLgsNopbum0gxc8O1+JwpLOB4/Wx7/L8hx/WbW5eRuHIC3h3PyB8FwFgYAcW2p9+uljgk826a8OEEVlhIYXXvnOtapPRjqddyU2wYqUWmH02h/v//VUsuv2IPy4AYG+hEN7fItaRz6J7AMgSmrMWry6muGICi0sBIPUzHsJu43Y2cOyXqMWJSmd6660UXnHDDarNFf/Lxn5LX+RBD+bG3KHa4F98PN2ZzMaRD/1cGxeOHi0m9JxK4Yy5marNo1triPfrWUDe3H8lLSgAKg5rELOz9QJdunD8zDMUvn2m/l4vzeDvbV0VC+8nddLmXgjwdv7R7SGe/69tqsnXd/Pxf/UgPofWOjlfidErTksTg3Nk6+ST6+5Mce8oNnR8MHeiavNVW552g/BJfXeNQ+eWFVG4oYvYB5t1k7S+QngvBlP4uliMdgGggxCmt/jn4xR/+zN9bej4DRtFbt58GsXnpKWpNm4xBkuLW3mfTH3iCdXmjj+w8P7Po1kg+1CCw/VkJQ+e8lzH9yi+JsiDqQDAoEHcl4rBLLzP1pdUDHz3UF73evXMMDT3HFLlj0X0oduXEp++jQkKUbb8uNKYEAD8QtAfL0TobRwE5W0TWXjfpWM2xb6dfB4DQOv7Uzl+/hOKXR9o4+6CSq73l4LscgfRdpUQ53tF7DSwgFuYLVaLNomx+loWK/alHASh1KuF6y08el/WJM5hoAS/uEWWn89pcIXajAidjEndsZyf/QEevreiWg/0pAYjEMffruJUSNIq2Z1c9kUaSQJATBQvkxrH34cvVn9if42+RDsc9+EIBIMIhHk0CTTBrx/2psUwIgyfz2F0JTHfMAzjWFgOMQyjofgRRFQ4IX4TvGuxhxbDiDCa+6+khmE0LpZDDMNoKAHU8qbFHloMw7AbDsMwGoLlEMMwGspJXx725ZfAYTlC+1Gj1PzV/+Z44kDWp7w8V69z3G+5C8OGiQUWCFNIAFGTWXsxYwbP73jJCNVm+kKuoV414DuK36vUxmvYynXkOJONI/f0EfoVAG13iNp58Y7+6WEOYpMXX+T4EjYvTEzQB0ZZFtfS5hSyud6Yyhf0dkYN5nhLIYVtduva+k8zLqU4ug9rWPK4tBsAcGk7rr+ddIPo/590m9/9TkxIYbe2b9P6qTZPPSUmCEe3qFJhbgpg2bI/U9xX+j7G6lOiUphlols3Cr+/XBu/PX/DqiP/Li8vBlbrmtZj0dxvOM49t4Y2LqWPmv/cS1xDfM3VV1O8RZwuAHD+YK53qRayEaxcqdqc8jBrY/7+dz7GdrO/IwBgeimf3x/HsL5pzUcfqDbnxrxP8b5urPGKb6Pr3tsXcX6Sgrq7PlykO5eziWM/a9hkPTQA+NezHnBPGefO0ad+ptpUte/NE3awMW/nTnrHbc9lHdve81nDUiA+LgB0DPJ6p9+UxQus5v0IAD/JFRPOv5nCCmgvgJ//XEzo25fC5DwhDgLwzDOzKD5HyhCyO0CyP5/j+M7snpk9g007AeDja0NGvGVlxcCTDvrOY9Dcc8jeSjc80SGtRJlP1/63cHE+iIvma5A0TQSAErEev9AltPLoPJ+WyBeQKGH253FpLVLlPDY9PvBdV4r3FqapNjnlrH8orea+OZlLSqNIFUfr+wqPMGOUN6VOFYcxQichjTwPOGhaioUupFzse6fD08k8kto43D/7xDSp0ZHaEwAoq+LrT6mX4xIHc0nZXxkf8GodTJnQYkWJ/eh10ClJc8yMhLLwGwZwsOpozquon7ckgqhl9DB702IYhtWjG4bRECyHGIbRUHy1OLX46u3U0nDsocUwIgwbrtQwjIZgOcQwjIZib1oMw6iV5l7aYRhG42I5xDCMhhKsRYgf8Q8tF+A/SMGh2uTAEDV/YsYqnpDSnsIX5joULm/kIuRW7bnNpp/xWPYAELx4A0/4kxBJjJyi2vz0j1xDLeuYhyfprqGSa7O/E92P0aW0+OibMyi+YkAOxQu82gslbxBPu1z0pWzmPapNgZe9EFq04PmbunI9OwD0+zV7V3TespTiHTu47wAwMCDEAbfdRqHvUM11Tap69af4pX/y/OTe+jvt2U5MWPYOhf+s0JqWuy9nzVFBNmtYgiufV22QnsXxh69zmPWAajJmB+tgHv0T1zaP76Q3MyblqFaguKwMk/Uix6S533CkF2xHStWhgzxP13xf03Y/xXuiz6d4xnUH9UqFAGVwX579ZYb2dtk39EOeIIVVv/mNapM5+mKK585lDUtLp7Ibl0OiqEGcLnfGouU/oXhKFufWR4p1joOQxtyetYti/xNaE/FZOuee0V04X20vF/oVAN1msE7kkmzOAQsW6K51SxHaxAf4PHv9wnmqTcnwcyjOF5K7XNdISKTFD774gsI3cs9WbcYN+Jbiok9Yw1Ky/m3VRupesHw5hVv7aR+dcUl83XptAWtYbtUyUbi/CuW44qAU34WnueeQpFg/PDHHLtCXGhapZagK6No5OUVrNfR5XFTOWq2iHewlVFSlNVQtsvke5785WRTnlWtNWIVf+s5wLPUqgPaikWnI46BpqU2fIj1Y6oL0lAGAUn/t34dE6m1k7500LX4xTeqfcsv0jV+agw6pJt469FXqoaRvEABU+sNrdJx0SpL8Cj5WXA6+M64a54kf9RO1BKICiHLQQh6Zb+VhhmH4fEBUmHxl9eiGYYTDcohhGA0l9JBz7Aed+j4EHQ/socUwIozm/iupYRiNi+UQwzAaSgAIay7ZFGnEHloMI8KwGw7DMBqC5RDDMBqKlYcZhlErdsNhGEZDsBxiGEZDCSCAqDAPJpH/0LJzJxAfEpad+4A2VlzzcArFT37Qg+JJ57HgEQC+7MLmhT08LKZeu1Z3o1/2cxR/+wi7Wm7cqNu8nyBEm0OF4DqB+w4AW+NYtNmrlRCT5mkzsB4JLCKe/jDvp3k3CsNKAHjzTQqvf5xFw4vnS+dFoNVTrHbddQmb3HXvrjezZz4L779OEuaLc/+m2qzqy32Z8zWLblcMY+MlAEBxMYXXJL9F8YzVY1STMeVCNH/DDRTe4WD09/HmXhSflc1C13n7f6HatBO+UGPv4nUks3YZAFBwA++DCUKn1/Z0NrUEAHxWw5SvRJtchqPZ33B8+OGRPDLmDS0of+0+NnDcvJnnt43+RLXZ1JrPs35f8LGQkM6DQwAA8nhAhZn92Gjxp9pLTpm4YjALvZEr3Q2BfV04j6Sl8fy4L4QhLYAp8WzquCj7GopvHyIGEQCAt/g8u+tv91L84GxeBwD0zmfhPXbsoLDbsAzVZtednAOWJ+zjBR57TLX56n944JDrNrLw/v1/naLbfMDrPc33JcXlLfn6AgC9n+Fz1f//eBCNcQ7i41f+3ZHiscMLKP46iweCAIBykfq7/JyF96l8GQiRxCN2dBap0/0Y9xUAPhwa+jxlZcVqXjiaew5JdXkRf0hTnRirhdFS/F3u59Euyny1mzFKir36WucP8nb8Qjz9fYW+cO3/hsX60mSw1Kc/j+ybJ5a/QCejSJeYVulgVqjbiPUKYX6cg9BbIttIg0cAKK+lL2lxWishtyyH7XbScMllYsU+iY/V4q5Y8RnlseQ0AIQcoKC4uvYBC+RACdVCrO9kLim/Q7kfs5L0RSu+xueJiqqfmC0SH1pqP4oNwzih+P0hoeyx/vyNpH3Lzs7GpEmT0LFjR8THx6Nz586YNWsWvN7wo6kYhhFZNFUOASyPGEZzwR/lq/XvRGPlYYYRYTTVr6Tbtm1DIBDAwoUL0aVLF2zduhVTpkxBWVkZ5syZ0zgbNQzjuNOUb1osjxhG8yCIQNi3KcGILw8zDKPRqesNR7Eow3O73XC7Hcr16sioUaMwatRRs4hOnTph+/btWLBggd1sGMZJRFPlEMDyiGE0F4LwIximICsY8UMeX3YZkByq6X5Vl0cD6zkBDhsm5pdqgyyP8PYpAdeMy/pvAEBVFYUdd6yg+L43tN4m5TdszjayVwWvMlqbQBV+KiacLuq7W2otQ3U0J/zxiWKB7dshWdFHaFjevYQXuL+vanOvmzU5w7N5/t69qgnO6lkSdqHH47UB37TsRRSPvK8PxaffwN8FANzNEiP8Yj5fqOau1ZoWf4D1Jzt38vxuX7AeBwDyY9ksE33SKZw+dJNqg/1cbL7uv6x1GvoTrbvCl+wquilxKMUXtD2gmvy2hjdmRUXj1KNnZmbS9FmzZmH27Nn12lZtFBUVoaXDcd4gBg4EkkIn/ov/4zD/E95fWVlifp5OW7FyUs++vEpxTALAqftZvzH3VNabPb6HjVQBYOkzfA71FCXE3QZoDcj2jzke2ruI4qru2tS1tD1Pm9JSFGdv0bXyE79hDcuz6TN4gXt1jru5kPPIzTfzMfUde7wCAC68UEzIraTwpT73QzJuPWvW3p+TRXH/aUIXA+BpmVpefYXChF9ok9o9M1kX8sGrPH9shXC6BTB27Fie8AkfBx2GnKvaSB3SirX8fV2UoXVKcPGxcYqQ8Twaq/PvcE/o//X1VYmkHAIc/zzS0lOJhEPagoOV+riWZn7ytktqHQDAK9qUCl3C9xUORpFCyxAdJXUkWttQUs3JSuoSfHUwFfwhKMNNJ8NDqd8Q+g5pNgkAxeIzSg2Lk5ZGmn1Gi644GSvKKclC9yK1NIA2eZQ43Y5LDYvUHLkdNC1yO1JP5HS8SWRPpf7GCbkPnMwlW8UfvUh5/NVqfjhCb1kiS9Nib1oMI8Ko7Qbl8PycnBykpBwdQKKhv5BKvv76a8ybNw+PPPLIcV2vYRiNS6TkEMDyiGGcrPjhC+PSAgRw4jUtJsQ3jAjj8K+k4f4AICUlhf6OdcMxe/ZsREVFhf1bv349tcnLy8OoUaMwbtw4TJ48ubE/smEYx5HjnUMAyyOG8WMjUIf/TjT2psUwIozjLaKdNm0aJkyYEHaZrBo1WHl5eRgxYgTOPvtsPPHEE/XbmGEYTU5jCPEtjxjGj4sgAmHF9hEvxH/gqXZwu0Ovku8d/q6af3AA6wNays+T0EW1aSfe9bjf4LrlayeMVm2e9LFPgFuUQy8ezesAAFSJX5Byu1FY3ZbHTgeAoT14vH78k/1U8MtfqjZxXi7EHlq2muI7PxH10wAe8szirj2xnOKFC1UT3D+ZdRb4VmgxvPqlXlHgHIpTszwUTxsjPBsAPLmSfTSu6cvzP7+K6+gB4NG9/HlW3P0exRetZA0SAMQksvhn9eesG+l2uvZxuPQM1hcc9J1KcUIGxwDgzmZN0dAsUTi/Q+uuHv2U+zJjy/UUf75M19Zj5coj/yyuqMCNeoljEgyGv6moS31sTdLT05Genl77ggC+++47jBgxAv3798fixYsRHX38X8a+su10JBzyRRqf/7aav6kl+2JkpIkFOgxWbbrKTLaVdQnjLu+p+7GMvY1kSc201jrHKfFMPocHW/M5BgCnydQyn/NX4Nd3qTbffMNxK7Bu6tktWgfzbF8uv9n180cpFj+Ch7rS92ueILynern06/+DhSMobuHhPDKuh/aiun8pa9YmDOD5G9qxXxcAfBZ8neJ3f8rn2Yg961QbVHPNdrt23FdE6zy/p5C1Crs9rGE5a7/w5wLUCXrREKEXFN8fACxa1obiKQFO7JMn6yyRPP8hAEBxZaWaF47jnUOAyMojhVVueGNCplsl1XFqvtRmRAm9g8fBRqNa7BSpU3DyFokVege5hNRuAECVmOYVcbXD9+YWK06Reg4H/YPySxH7RPYD0P4iFVHcJqCUF0ClP7x+6IdQ7uBV44kR34/of0yM3gdyLXLXyuMC0LodJx2PJF7oXKTuRWqsAK2VKRL73knbJPsr9UIH5X0uAG+N/lf46zfseAB+aLWNnH9isTcthhFh+Hzhbyoay2MhLy8Pw4cPR4cOHTBnzhzs23f014CMDC0wNwwjMmmqHAJYHjGM5oI/WI1gGFVLIGg+LYbxoycQcHb3rTm/MVi5ciV27tyJnTt3on379jQv+EN+mjUMo0loqhwCWB4xjOZCJJaHmRDfMCKMuopojzfXXXcdgsGg459hGCcPTZVDAMsjhtFcCD20+MP8RbimxTCMxqcpfyU1DOPkx3KIYRgNJRgMOOqYas4/0dTroWX8+COecMD8ZWr+LYtY9LjkUjYU+2oAizEB4DQPi7/3DGGh+gdv6H5MqnicJ7T8CccDBqk237vYRGvLFp5/Xie9HVTzi6jpH7Oj5q+0Fha981bzhHUsFp0wQRtfjvwNi9lXXc1i8funpekNbWP3xUU7WDw6ZeiXqklqNItFN2xhI882bXgfAcCkR4SAeRSbdGK0Hijh5l4cL1nC8daBeh+UCB3rVVdxXBTNYngASM3+jOIWPUVft2pBcFEWf2klYhCHg+it2szow2LxDcMWU1zhoNMdet55RwMHU9VwNGU9+okgMRFIOOyNuGOHmv/wWhbiPz9sAcXvdmcBPQCMyODjvbQzf8+LRMoAgBnFYhAJISjfNfhO1SY7m+OuXTlOF2a5gNbu/zmWhfe3OrzvHpj3Gk947GUKhz/wrGoz6++3U3xvgAfnSDmvo95QIW/8lXweSGBsB+mwC7TwsDHvx1t4kIxOnfSgGff8Rxg0/poTe3AZi+4BoLsol371VY73DNU5YfNmji8eysL87d+cpdp028smtG27dKB4V2lb1caXwtM6J/BJ+alXXxymdBEDOwy5jsJS7VGL5CuvPDSzFKiH6WNzzyElXhd8h4T4UnQPaIFynBAwOwmwXeLeTBoEJsbqnZYYywdprFivk4FjdZAF11IwX+1wk+iK4ZtDaRTpRGsPD95QJUwgD3hdqo0UhwfEk6/fYbMVvvqbYcpBAGLEKtwOovo0MSiI3G/JsVpf4YnhadVBYZ7pYBQpDUFl7CTMl9PSXCx4T3HrgTSqy3nwIX9Q7HvVAvD65H7j7RY63NLXPD+cTDvDEQhWIypceVjQhPiG8aPHfiU1DKMhWA4xDKOhhN6zhHnTYuVhhmE0xnClhmH8eLAcYhhGQwmVf53E5WGGYTQ+tf0Kar+SGoYRDsshhmE0lGAtPiy1zW8M6vXQ0vm5e5HiDpnXPNL+UTV/yZVsIoj2bAJXWqjXWdqWdRRt/UUUj+26W7VZkD+N4qldWNvwyItam3F7p6Xcte5XUBzz1JOqzX8HTKJ4XtxMij+tnKva/HkL6zUyunI8MV8bK666SnzGDqydKfKy+RkApLbmAmjlnVfqgWTTTtaw9D8g9Ck9dY34s3d9QfE3f+f5Q4YIPRGAka++QPH1r3OMTrepNgf7cM17i51cS1/dd6Bqg04sRDr3PK49XbMsSzX54AOOL87gevZTevZTbYK9WGORK+RcYwqfVm2e3H7tkX9XVBSr+eFo7jcco1b/9kge+WuWziPPX8iaIXRg4UgnB/2Zv30PipPyWWg0YxibJgLA01vZBPXaMzmPvPWW3s6NedwmpxPrYuLe0ef3Z+04B9zRg/Ucb76jdWGVgTEUe0dzPD5amMsCuLc9m9JWt2dj2BalB1UbCN+MM88U870pqsnbH3A+Oj9tAy8Q4GFuAWDh1Wso/q+QC02frrvWYyfrXMa9w58P6UL4BiBtuDCTFI6aWWeerdps2Mrn/IsP8/yHMvQx+tkFM3iCMOV0ufQ1CH36UPjKG2wEN3ZUmWqy+K2QGablEMYfjDpi/ug0BGqC0IBI/YM+qoEKoYORL6OcDAIThGZCluRJLQ0ARIs1+4XOItrhh22pr4mL5s8ndRcAkBjHuoq4aF6mwMGIUBpqSg2Lk/Glz2G/1MTp88SJLy05llcszTNDy/C+biF0Iqckau2oR+yDfaX8zVcH9H6rELoeaSrqdBzI4yte9DXZLUysARRUch71xMid63RkCyNPsd3jPRxwaMS/cJqWE//K1t60GEaE4fMB4QykT/YbDsMwGhfLIYZhNJSQEP/YicTKwwzDaPa/khqG0bhYDjEMo6HU9lBiDy2GYdgNh2EYDcJyiGEYDaW20cEif/SwSZOA5JAu4qxdenbVQB7j3+1l841+HRxEO3fcQeHSc1gnckWCrkWfOrk7T1ibT2GbNnozJRewhmXbf3h+j2HDVJtCuekbbqBw4EJdiD3wvvt4govHQi+o1B4lrQazjmfFWq51HDJENQG68z44ZT8bjixcqT0ZbryEPXG+bzeS4vK9ejMTBwi/lzdmU/jpJUKvAqDVhPEUF8wXCzj4KxTnctxCXFWdSh32iXHO10wW3hV/FGY8AC4WBjBPbmStzKQ+DsfoWyspTEm5mOe3k4IiYFANSVE9bVqa/w3HL395xPCpb6GeXTHoeoqFXMBRG3fqO6yDebsDr+P84a1VmyGysD2PdWLSXwUA8Ic/UPifZ3j29aNYtwAAreWxG2C9w8Xb9DmEyy7jeAPrRnb59DnU6hesYXn/HZ7fs2cL1SaznLUxHRP4Q3+4t5tqc34K680qevI55NN2CbixO2tasP45CkszF+m+XXgpxTnPc//9Z+t9sF8cK5ktW1Lsduka7P4u9nPqny7ETL+6WbXpKSSDm7bwdyrSc4j1rA+86CK+XmIl5xkA6Ns3dN2yHMJUB6MRc8h/IjZaf5jUOPbncUWLvF6lNZ9SqyDXWu3gcVEg1pMstis1IoD2kJE6EbfDtU75zIj50i8GAA6KvsnVSq1GqG+8Ztk3J01LbThpWlqK8zBRaFoSHDxxUoT3idSjVFRr3xlJpdCrFHq1rkeSLPri9J1KDYtkX1mimiY9cbyB8HoiwFkjVZPjfVrbmxbDMGrF77fhSg3D+OFYDjEMo6GYpsUwjFqpzRjObjgMwwiH5RDDMBpO+NHD9Bh7jY89tBhGhGE3HIZhNATLIYZhNJTazSXtocUwfvTYDYdhGA3BcohhGA0lJLQP89AS6W9a8l3tUeEKqVczHbyz3CvZDGxDOxZSduig2+yfwsL7wWk8/68vauH6bfksuL4/eyLF91T8TrXZPvABiq/Yz8LPqg4sYgWAc1O+p3jdV70oHjhnnmqzYwfHvdsVUPzMM1qQNWOwEGj2FOZsCe1Umyovi9DcXhap3TjKYaSE/Sw0btOLjeUKYuNUky8r2bSvx5w5FJ+pu4aCGX+kuGjU3RQ/I4X5AFoIjfDOtmdRfP7jf1VtTrn8cp7Qnvdb1P/wcQEAwYxHKB50oTCt/OQT1aZgEAvvR7h4gAlsU02QlXX038X184WDz9fMbzg6dABSQnmkp1fPjn+FRdrRP2Wz1TP66B2w3cPC+/PYjxIffqRNxM7+gI+Fewpvp/j+NJ4PALl7eJnrv+JcU3U15xkAaFPKOeCrhDMoPu1KPZDDuo/5XBzajw0Qd29UTXBqPgvkL+qQxAtkdFFtKnxsDlvJfm0YMEBvBwc4kcvjWw6cAADpndg8NnNOX4qTEvV3mvMAHwcb4vl8zte6dbQT+ajUxQMJ9HhRD3rwAnjgkPHDeSdcdKXO2St6srlkp9lsQBm/jU1rAaC0Hwvvv+fLC8qG8GAxANAvPSQCLi6un/N0c88hJb5oVB8ancXjoPROiOH9JQ0QncTULmHu11IIv6WZIaCF3GXVfN46bUcSIxaR/QB0gU5xNd+6lfi07iBRXM+leaGT0NsTIydKM0PdRq7HJzorPx8AVIs2clCAZH0rgqQ4NmjMK2Oz7AMOZplygIJyIX53xejzSu5JuYw0nwSAUvG9F3l5UIAoBwF9mY+vSV6xD6RhpRNyUAd/QLepKfCvdDDTDEvQh3APLU2RSI63gaZhGA0kEKj9zzAM41hYDjEMo6EEEaj174cwf/58dOzYER6PB/3798d7771X57b20GIYEYbdcBiG0RAshxiG0XACdfirHy+88AJ+/etf4/e//z02bdqEc845BxdffDF2795dp/amaTGMCMPq0Q3DaAjNNYccFv5WBWqWbukPU+Hn0i5ZnlPpUEYjb7/kOtz+akgqhK9JhV9uR5fjVIlpVcKfI9rhiTIqiqdJT5mqgP79OUauR6zDuW/RIub5Drut1vIwp0NNVsBFi+9H7nsAKBf7Xy7jddgH0VFcHlbhFyVyqL08TB8XTuV74csPncrD5P6X+74u5WHV0lvIoU10jW/g8HlTdwF9sJYBwuqfSObOnYtJkyZh8uTJAIC//OUvWLFiBRYsWIAHH3yw1vZRwTr0vqioCGlpacjJyUFKinRkMwwjHMXFxcjMzERhYSFSU1PDLheanwMg3HlWDCATRUVFJ9X5aHnEMH4YlkNC5ObmItNJUGsYRp3JyclBe6EBrsnRPFIXDYxfXdPdbjfcbq0x8nq9SEhIwEsvvYQrrjiq4bvtttuwefNmrFmzRrWR1OlNS0lJSHhsycIwfjglJSVhbzhcLhcyMjKwd2/t51lGRgZcrtodgCMJyyOG0TB+7DkkOTkkvrYfPgyj/hz+8ePweXQsjuaRvbWuMykpSV3TZ82ahdmzZ6tl9+/fD7/fjzZt2tD0Nm3a1GlbQB0fWtq1a4ecnBwkJycjKtw7Z8MwFMFgECUlJWgnhzYSeDwefPvtt/B6HYbUErhcLng8nuPVxROC5RHD+GFYDgmRkpKCoqIiyyGG8QNITk4+cv6Eoz55JBgMqnPR6S1LTeTyTus4FnV6aImOjg77KskwjPCE+3W0Jh6P56S7kagrlkcM44djOSR0s2NvWAzjh1Gf86cx8kh6ejpiYmLUW5X8/Hz19uVY2OhhhmEYhmEYhmE0Gi6XC/3798eqVato+qpVqzBkyJA6rcNGDzMMwzAMwzAMo1GZOXMmJk6ciAEDBuDss8/GE088gd27d+Omm26qU3t7aDEMwzAMwzAMo1EZP348CgoKcN9992HPnj3o1asXli9fjlNPPbVO7es05LFhGIZhGIZhGEZTYZoWwzAMwzAMwzAiGntoMQzDMAzDMAwjorGHFsMwDMMwDMMwIhp7aDEMwzAMwzAMI6KxhxbDMAzDMAzDMCIae2gxDMMwDMMwDCOisYcWwzAMwzAMwzAiGntoMQzDMAzDMAwjorGHFsMwDMMwDMMwIhp7aDEMwzAMwzAMI6KxhxbDMAzDMAzDMCKa/wNGN+TVZyqhcgAAAABJRU5ErkJggg==", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_3figures(gz)\n", + "plt.savefig('review_figures/shallow-networks/GZ-7-layers.pdf')\n", + "plot_3figures(gz_2layer)\n", + "plt.savefig('review_figures/shallow-networks/GZ-2-layers.pdf')\n", + "plot_3figures(gz_1layer)\n", + "plt.savefig('review_figures/shallow-networks/GZ-1-layers.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_3figures(gan)\n", + "plt.savefig('review_figures/shallow-networks/GAN-7-layers.pdf')\n", + "plot_3figures(gan_2layer)\n", + "plt.savefig('review_figures/shallow-networks/GAN-2-layers.pdf')\n", + "plot_3figures(gan_1layer)\n", + "plt.savefig('review_figures/shallow-networks/GAN-1-layers.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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48akXg5Yi9u7dK82bN0+66667JD8/PwmAFBkZSX7oKjtoWbVqleyy/fv3lyRJkv766y8JgLR69WpuucjISNlBC5tSsPS8opvw2LFjEgDpnXfe4Zbt27fvNQ9annvuOQmAdPnyZTLd4XBI7u7uZPAVEREhdejQgVtvcHCwNHDgQJfbdjVoOXHiBFm2KCVjcnIy6WNaWhpZLi4uTgxaBAKBQCAQCG5C6oWmpYjo6Gg8//zz+PHHH3Hx4kU89dRTiIuLq5IYn81IUTStdMYNALIhUWWFSRUVRnJFWRkxyppWUYoyhPj7+5PpCoWC7Jervl65cgWhoaHX3IfyMgAV9ZHNUlRe2JlAIBAIBAKBoH5SrwYtpdFoNMVVWWNjY4un63Q65Ofnc8uXlWVCTmuSnJxc/OBd9G+RAL28tgC41INylM6IUdH1VoSiDCFXrlwh0yVJQnJycnEmEVd99ff3R1JS0jX3oaJ9TE9PJ9Orst8CgUAgEAgEghuXejFouXTpkuz0ouJkISEhxdMiIyNx5MgRstymTZuKC6OxsBkpdu7cifj4+OKMFV27doVOp8P3339Pltu9ezfi4+MrtR+lad68OYKDg/Hdd99BkqTi6fHx8di5c+c1r7coU8g333xDpq9evRq5ubnF810xZMgQbN68GSdPnrzmfriib9++AMAd05UrV9bI9gQCgUAgEAgEdZt6kT1s0KBBCA0NxbBhw9CiRQs4HA4cOnQI7777LoxGI5544oniZceNG4eXX34Zr7zyCvr27Ytjx47hgw8+gKenp+y69+3bhwcffBB33303EhMT8eKLL6JBgwZ47LHHADgLrc2YMQNz586Ft7c3Ro4ciaSkJLz66qsIDg4uN8tXWSiVSrz++ut48MEHMXLkSDz00EPIyMjAnDlzqhQeNmDAAAwaNAjPP/88srKy0LNnz+LsYR06dMC4cePKXcdrr72Gv//+G3369MGsWbPQpk0bZGRkYM2aNZgxYwZatGhxzf0DgMGDB6Nnz554+umnkZWVhU6dOmHXrl3FKRqv9ZgKBAKBQCAQCG5M6sWg5aWXXsKvv/6K999/H5cuXUJ+fj6Cg4Nx6623YubMmWjZsmXxss8++yyysrKwfPlyvPPOO+jSpQt++OEHjBgxQnbdn3/+Ob7++muMGTMG+fn56NevHxYtWkT0Fm+++Sbc3d3x8ccfY9myZWjRogWWLFmCF198sTgt8rUwefJkAMD8+fMxatQoREZGYtasWdi6dStXz6WiKBQK/PLLL5gzZw6WLVuGN998E35+fhg3bhzeeust2WJwLA0aNMCePXswe/ZszJs3D2lpafD390evXr04Hcq1oFQq8fvvv+Ppp5/GvHnzYLVa0bNnT3zzzTfo1q1blY6pQCAQCAQCgeDGQyGVjj0SVBvnz59HixYtMHv2bMyaNet6d6desGLFCowdOxb//PMPevTocb27IxAIBAKBQCCoJcSgpRo4fPgwvvvuO/To0QMmkwknT57EggULkJWVhdjYWJH16hr47rvvcOHCBbRp0wZKpRK7d+/G22+/jQ4dOmDr1q3Xu3sCQb3AZrPhxIkTUCqVaNSoEfR6PbdMbm4udDod1Op68WFeIBDUMsLPCKoLcXVUA+7u7ti3bx8+//xzZGRkwNPTEzExMXjzzTfFgOUa8fDwwMqVK/HGG28gNzcXwcHBmDBhAt54443r3TWBoF6QnJyMN954A+Hh4cjIyMCxY8eQlZWFxo0bIzo6Gk2bNoXNZsO///6Ll19++Xp3VyAQ3IAIPyOoTsSXFoFAILgJOXfuHBo1asRNP3nyJA4cOICMjAwEBwdj8ODBsm9GBQKBoDyEnxFUJ2LQIhAIBAKBQCAQCOo0InesQCAQ3GAsX74cCoWizD82u+Brr72GVq1aweFwcOvatWsX7r77bgQHB0Or1cLX1xcdO3bEjBkzimtERUZGYs6cOcVtXG27rL8GDRogNze3Jg+LQCAoxb///ouRI0ciPDwcOp0OgYGB6N69O55++uniZXbu3Ik5c+YgIyOjwuudM2eObOHpqvoZgPoa4WcELGLQUk+oqEMQCAT1h2XLlmHXrl3cX8eOHYuXuXjxIhYsWIDXXnuNq3G0dOlS9OzZExaLBe+//z7WrVuH//3vf+jcuTO2bdsm+2ACAJIkVeqvoKAA7u7uWLBgQY0eD4FA4OTPP/9Ejx49kJWVhQULFmDdunVYtGgRevbsSQo379y5E6+++mqlBi1yCD8jqA2EEL8esHTpUjz66KO4/fbb8f777yMoKAgXLlzAtm3bXDoEgUBwYxMVFYXo6GiXyyxatAheXl4YNWoUmX7hwgU8/vjjGDNmDFasWEHmjR07VvZt6bWiVqvx8MMP4/XXX8fzzz8Pg8FQbesWCAQ8CxYsQMOGDbF27VqSkWvMmDE18lAv/IygNhBfWm5wSjuE33//HWPGjEFMTAzGjh2LpUuXYs+ePde7iwKB4DphtVrx+eef47777uPefm7ZsgVWqxUDBw6UbcsuXxaffvop2rRpA51Oh8aNG+Prr7/GAw88gObNm5Plxo4di6ysLKxcufLadkYgEFSYtLQ0+Pn5yaYQLrq358yZg2effRYA0LBhQ9nw0j///BPt27eHTqdDw4YN8c4773DrE35GUFuILy03ONXlEAQCwY2H3W6HzWYj0xQKBVQqFQBnTHtaWhr69evHtfXw8AAALFy4EP7+/ujfv3+ls/fMmDEDS5YswXPPPYeYmBicOnUKTz31FLRaLbfNoKAgtGjRAn/++ScmTZpUqe0IBILK0b17d3z22Wd4/PHHMXbsWHTs2BEajYYs8+CDDyI9PR2LFy/GTz/9hODgYABAq1atAAAbN27EiBEj0L17d6xcuRJ2ux0LFixASkoKWY/wM4JaQxLc0Pz6668SAKldu3bSH3/8IZnN5uvdJYFAUMMsW7ZMAiD7p1KpipebP3++BEBKTk7m1mGz2aRRo0YVt9PpdFK/fv2kjz/+WMrPzyfLRkRESLNnzybTinzPqlWryPQ333xTAiC999573DbHjh0rBQYGVmHPBQJBRUhNTZV69epVfH9rNBqpR48e0ty5c6Xs7Ozi5d5++20JgHT+/HluHV27dpVCQkLIc0VWVpbk4+MjlX58rC4/I0m8rxF+RlAa8Rr+Buf222/HqFGjcPjwYQwdOhReXl645ZZbsHTpUlit1uvdPYFAUIN89dVX2Lt3L/n7999/i+dfvHgRCoUCfn5+XFuVSoXVq1fjv//+w/z589GvXz/s3LkTjzzyCG6//fZyE3i89tpr6N69O+68804yvWnTpgAgq7UJCAjA5cuXua9DAoGgevH19cX27duxd+9ezJs3DyNGjMCpU6cwc+ZMtGnTBqmpqS7b5+bmYu/evRg1ahT5MuLh4YFhw4aRZYWfEdQWYtByg1NVhyAAtm3bhmHDhiEkJAQKhQK//PLLdd/eTz/9hEGDBsHPzw8KhQKHDh2q0T4JbkxatmyJ6Oho8tepU6fi+WazGRqNpjhcTI5WrVrhueeew99//43ExERERUVhw4YNOHHiRJltUlJSsH//fowZM4abFx8fD6VSiQ4dOnDz9Ho9JEmCxWKp5J7WbYQPEdRVoqOj8fzzz+PHH3/ExYsX8dRTTyEuLq5cMf7Vq1fhcDgQFBTEzWOnCT9TPdQ1P1JQUIDnn38ebdq0gbu7O0JCQvDAAw/g4sWLNdovV4hBSz3hWhyCwElubi7atWuHDz74oM5sLzc3Fz179sS8efNqpU+C+omfnx+sVmuF6xb4+/uje/fuAODyBz8xMREA//ACOIW7LVq0gNFo5Oalp6dDp9PJzruRET5EcCOg0Wgwe/ZsAEBsbKzLZb29vaFQKJCcnMzNY6cJP1M91DU/kpeXhwMHDuDll1/GgQMH8NNPP+HUqVMYPnx4rfRPDiHEr4cUOYTY2Ngb7k3D9WDIkCEYMmRImfOtViteeuklfPvtt8jIyEBUVBTmz5+PmJiYGtkeAIwbNw4AEBcXd03bEAgAoEWLFgCAs2fPom3btsXTL126VCy6Lc3Vq1exfv16hIaGok2bNmWu19/fHwC4lyKrVq3Cli1b8MADD8i2O3fuXLHItz4hfIigrlHWPX78+HEAQEhICABAp9MBcH4tKY27uzu6dOmCn376CW+//XZxiFh2djZ+//13sqzwM9VDXfMjnp6eWL9+PZm2ePFidOnSBQkJCQgPD7+m7VYFMWi5gamqQxBUjIkTJyIuLg4rV65ESEgIfv75ZwwePBhHjx4tjqsVCK4HsbGxsnHbjRs3hr+/f/GP2e7du8nDxP333w+z2YwxY8YgKioKdrsd//33Hz788EOkpaXhjz/+kE2VWkR4eDg6deqE9957D0FBQWjatCk2btyIH374AYB8nLnD4cCePXswefLkKu71jYfwIYLaZtCgQQgNDcWwYcPQokULOBwOHDp0CO+++y6MRiOeeOIJACh+Rli0aBHGjx8PjUaD5s2bw8PDA6+//joGDx6MAQMG4Omnn4bdbsf8+fPh7u6O9PT04m0JP1M71AU/kpmZCYVCAS8vr1rZHsd1TQMgqBK33HKL1L17d2nRokXSxo0bpXXr1knvv/++1KRJE8nDw0PaunXr9e7iDQcA6eeffy62z5w5IykUCunChQtkuf79+0szZ86s9u2xnD9/XgIgHTx4sMrbEtQfXGUPAyB9+umnxcv27t1buu2220j75cuXSyNHjpQaNmwoGQwGSafTSU2bNpWmTZsmxcXFcduTyx527tw5adCgQZLRaJQCAwOlRx99VPrhhx8kANLOnTu5dWzcuFECIO3fv796DkIdRfgQQV3g+++/l+677z6padOmktFolDQajRQeHi6NGzdOOnbsGFl25syZUkhIiKRUKiUA0ubNm4vn/fbbb1Lbtm0lrVYrhYeHS/PmzZNmz54tsY+P1eFnJIn3NTern6lrfkSSJMlsNkudOnWSxo4dW+XtXSti0HIDcy0OQeAa9sYtco7u7u7kT61WS/fcc48kSSUPBa7+pk6dWqHtsYgHDkFVWbVqlaRSqaSkpKRrXofcoEWOuXPnSmq1WsrLy+Pm3X///VKPHj2uuQ83CsKHCG5GqsPPSFLFfM3N4Gfqmh+xWq3SiBEjpA4dOkiZmZnVuauVQoSH3cCMHz8e48ePv97dqNc4HA6oVCrs37+fy4xSJPJr0KBBcZxwWXh7e9dYHwUCV4waNQqdO3fG3Llza1zguXfvXrRq1Qpubm5k+tmzZ/H9999j06ZNNbr9uojwIYKbAeFnapbr6UcKCgpwzz334Pz589i0aRNMJlOl11FdiEGLQOCCDh06wG634/Lly+jdu7fsMhqNpliIKBDUNRQKBT799FP89ttvcDgcUCprLmnk3r17MWDAAG56QkICPvjgA/Tq1avGtl1XET5EcDMg/EzNcr38SNGA5fTp09i8eTN8fX2rdf2VRQxaBDc9OTk5OHPmTLF9/vx5HDp0CD4+PmjWrBnGjh2LBx54AO+++y46dOiA1NRUbNq0CW3atMFtt91WrdsrysaRnp6OhISE4nzoJ0+eBOBM/SiX/lEgcEVUVBSioqJqfDsJCQmy0/v164d+/frV+PavF8KHCATCz1SVuuZHbDYb7rrrLhw4cAB//PEH7HZ7cbprHx8faLXaqu90ZblugWkCQR1h8+bNsrGf48ePlyTJGcv5yiuvSJGRkZJGo5GCgoKkkSNHSkeOHKmR7UlS2ULriugKBAJB7SJ8iEAgqCp1zY+40siUTtZQmygkSZRMFwgEAoFAIBAIBDXDnDlz8Oqrr5JpgYGBsgVMy0KEhwkEAoFAIBAIBIIapXXr1tiwYUOxzSYVKA8xaBEIBAKBQCAQCAQ1ilqtrpKmrkKDFofDgYsXL8LDwwMKheKaNyYQ3IxIkoTs7GyEhISUm1HFYrHAarWWu06tVgu9Xl9dXawVhB8RCK4N4UOcCB8iEFw7NeFHJEni7kWdTgedTie7/OnTpxESEgKdToeuXbvirbfeQqNGjSq1E+WSmJhYbsEa8Sf+xJ/rv8TERJf3mdlsloIquK6goCDJbDZXUdJWuwg/Iv7EX9X+hA8RPkT8ib+q/lXIjwR5VmhdRqORm1ZWso+//vpLWrVqlXTkyBFp/fr1Ut++faXAwEApNTW1wj6gQl9aPDw8AADnzyfCw8NZVEaTl8kvWCp1GgAcVncidjv1f1yTnIjWxDaeP0rsbVfbcG36NEoi9p6LocTugj1cm7O+XYjt6Unn22xcEwRdoX35O4n2Re4LVwfTWWInuzembbas5Nqc7DCG2IUZK4txg5lrczmbFlW6dInODw7m+xZgu0jsvw+HEHvIsXf5RjExxPziMD2nk1ru4pp89l93Yj/YbBtdIJSeLwDAjz9S+5FHiPnuZ8wJA9C3L7Ub00MN74v89Ya0NGLud+9DbC8vvknjy3Qfjxrp/rHnCwA8DQXF/8/KzkZYw4bF91FZWK1WJANIVCjgqnRTFoCw5GRYrdYb6k1p0f6fOFHiR5jaYAAA1SV6f0sN6PWiSOFFe0k2ejOG5tP7cFM8c3EAuKVrLrEzbe7E9kyg9z8AXA6kPoD1I3IvrzSZqcROhR+x5Wp9qfbQa+60H73mmhYc49okmVoRO9Sb7l+qme4fAPiprtIJV6ktNeTfgCnOnyP2nlS6TJcDH3Nt0Ir2LSGS3nfhjjiuyeHMSGK3y2T8iFxq1dhYakfSdfyXzd+srb2pXzx8hfrFsDB+Mz4Kepz+u0hPotx13UgZRyewTjolhW9UuPGsrCyEhYcLH1K4/7926Q93tfPxRaPmf7zddBZiZ+TQ46ZR8W3sDhpbb3Cjv7sGQ165/dNo6Hpzs/l7LjvPQGx3N9pXs4V/Q+1wUMdiY/qqVtq5NlY7fbzLt2lo3wr47agUDmIb1PRNux28g1NAom20+bSvdl6zoGXOmZ8v/V12c+OfedwD6T1XYKb9t5n5/SlgjqU5lzn2phyuTdZVeudU5Fi7Gem1kZtt5JZhcUj06wR7ju0yx+1qLl2vlrmO5Y61XltyDnNtNozcu6FifiQ5E+fi34fJJOPMCsnKMqNRxFNITEwkBSfL+soyZMiQ4v+3adMG3bt3R+PGjfHll19ixowZLvtURIUGLUWffjw8TMUd06glfkEjPaBGNT35JjV/IpVMZU0jsw53K+96TcwBd3dntgPeURiNdBn2nMkNWkxm2heDge2rTBtmYi6zXZPMrxnbN7bYqBuoswEAM+h6srPpfLlr0mSjC7H7Y5L78WL2x82NaePOH+tyl5HrHLtt5iDo9fx1wK6WPW6mLJkTZKE/EOyxlz2nue7MMq7PFwCYSg1aiqhoOINJrYbJ1bKSBBTw66/ryPkR2UEL84AhMQdYkUcfxgHAw8acEw3jR9xl/IiJOniJGbSw9zIAmD1cn3vZQYuD/ojno/zrR+VezjVXwPfNg+sb3b98NX+vmtTMDzDjCNljDwAK1v+ay/dx7M3K9dXB+wSjnVnGVgE/Uo6vMUpyvyfULxrNrn8rAMDEPLgYs2gbA302KmzDrIg9tnkyD8XstS98CADAXa2Gu9r5u6iVeYpx09CJBWr6G6pV8ceGfTh1V9Pj464p/3FJo6HPRQqZNhLTF3fmAV6l5n/v7eUOWnjHo1HQbauZ5wjJwW+HHbS4M895dklm0KJgBi1qug6bQm7QQo+/B3Oc3LR8G6OObrvAztp8G3aaitmOUcO3cTDLsAMBtcy1Y2DWo1CXf62UO2iROW7Wcq5juWOtl3lWr6gfMRqVMBrLDiMr6rPJZCKDlori7u6ONm3a4PTp0xVuUykh/qlTJQ91bRrxTX+M60zsgQPp/KsO/quJ94/LiL02ZCKxB1l+5TvicysxOwbQ2f8eom8lAaDrlk+Jvb/jQ8SWe/l/VNmO2MMO0FRt8GN2EMBpMG9EA+iP26Vbx3FtWoJ+Jsm2MW/gDu/n2gS2o30LDGdiD318uDbIoRcVu8/mW2dyTZYvp/ajD1JHfjWHrzzbhXlm+ddGiz1l0Re1AIABzOtmyURfYbPXEgB02rOETsijlWA/PcMXmWrbltpdlcyx3c2/wZ6bRM/ZzDuO0wUS+TcvKJ0RI4d/m+MSpRIo74HjBsbdveTZMpcff+BQPH213YbxhVY1/xkxLIOek8PWlsQe0Ih+eQGAxHT69SUslB7XWBW9xwAg6jL9+nI6i/q0AMYXAUBiij9dR+6/dAE9/QoBAJca0/uquR/zgKmk+wcAYQnn6QQLPXD+evowAQDIY/wG82Xin3/4Jr0a0B+x6Gg6Pz5kOtfmKPPRqidzTu2mhlwbP+YnJsmf3s8/r+D7Nj2aefnBfAbN2c23gYG+yOhweS1t03QQ1+RsCvVXbWwH6QIX+Xv+ZACtYt1cyfhSUwTXxjurMKIhK4ub55J67kPsDmXxg3x6Lj+q9GIeANmH8WwLP7CWmIfIK8zLE988/pwa3ehAM8dMR6s6NT8wNDJfbNgBiZueXo8AYMmnb67ZgQI7iAEASwEt/JdjLb8QoAezbXa97IM2ALgx+6hk+qZW8b+PPp40UkfPfG3KvOpVbl+17rSNSuaLW3oW/apdYGMGcmb+Ra1KRa8VNbNe9lwAgJ1Zr1ZL/apaw/etgDkfdmYQppH5sqfRuH7RYLfzz+VXc0pecOXLvJx3hUOywSGV3cjVvIqQn5+P48ePo3fv3uUvXIjIHiYQ1DXq+QOHQCCoYYQPEQgEVUSSbJBcDExczZPjmWeewbBhwxAeHo7Lly/jjTfeQFZWFsaPH1/hdYhBi0BQ1xAPHAKBoCoIHyIQCKqIJNnLGbTIRJm4ICkpCffeey9SU1Ph7++Pbt26Yffu3YiI4L8yl4UYtAgEdQ21WjxwCASCa0f4EIFAUEUkuwWuxiWSnQ9ldMXKlXwiqsoiBi0CQV1DvCUVCARVQfgQgUBQRao7PKw6qNSgpbXtMEw2p6jn9MUO3Py79b/TCUyGSrRvz7X52YsK70e2ZXL3Xo7kO3KOKrnVragYtqsfL7o92YcK7ztd3k4X8OnGtQnMiqN9bTub9jX8AteGTbSQY6ZCtuAAfth6NYsKi08wWTu7N2jAtfngSyoSnDb6Cl3ghRe4NicnzSc2ezoU8+Zybe6YwIjz//qLmN7p6VybTr0YcT6bScOdV19/GjeN2I5P6PyH4/gkAVdm0P7u20fnP7TpXq7N5ibfEbugF03hfMhBbQCYqf2e2N/sH01sDZ+EBaNvKXU+ykj/VyYKhXwaqiIcMoLqGwjFubNQFGb00EU25eb3sm+lE05RcWtBe5rwAwAOJlFhOpt6XO6YhWUw6nA9TZscFcYLV9lkIk0vMDermheUe3rQlMendV3pOtR8ek82Y5WZSVeakcE1gV1Dt32BZqBH10g+pe7qHYF0Gdo19PqXT4Mef9fTxA5lLtUILePDAfjGUB9n3EgTrBTcNoJrE5bEpFMPoamIp/djUiYCiGUSoRxfRefffYb3cZgyhZiLTlDh/RM5q7kmZ5vcSScw+e8PJvPJIjoYEol9JYMmnJBLtw5b4TWoLV9ETajnPsRqU0NT+PjCiuwBPr1vtoUKrlVKftDGZqPKzKdt3GRE0BZGTO0AHSiyInvndujvIStuv5rHZ/lTK+k+sgJ/OSF+FiMY1zKCeKtMtq0sJkFBHnMcdTKpolnhvYkRkGtkkhEomex7bGpouXS/FjPtm7UCiQXYhAWsiF6v44snahgRvYdPBrEL8svfrpVJtSzJXAfcdpg0z0oN/6yozKTXAZvAICeLT0qRby05h5KykhkDHTbA4aKNo44PWgQCQS2gVLp+4BAIBAJXCB8iEAiqiPNLCz+ALD2/thGDFoGgrqFW1+u3pAKBoIYRPkQgEFQVmwWwuQglteWXPa+GEIMWgaCuId6SCgSCqiB8iEAgqDJ2wOXXlMplD6sOKjVoifNsV1zJODRIZoFwWgHw4cdpXN/SofyIbaSeajHyTTQW+NPVfGwwqyF4OJKJbWYKpAFAM8Z/n9fSYjYNLXx8dLyWxtuP9N9B12HlCyuyBRs1F+PpBBt/AXgzFem6p24h9sa8YVybaT1pMbOT6VRjlHMP1a8AwMrPqP32CLo/BwfzuhETU99IGk5jz0+d4pogiCmwx8bfR/jzsfX33ENtrhi55SWujX8sLdK3Zg0NyB/y1Vdcm/+WUrufiRaX3LmT17R0Tj5E7PvDGR1PTAzX5vfdJRqLvLxKalrq+QPHnrTGcC8sfNg9hNc3mbv0JfZbb9H5r+cxmhcAHRhtVXzHkcQ+w+g7AP5WHNSCxu7my1SMNjEeM1MZRWytzGlLsNB47eZKWv33qoXX9bDFhVWXqU7ELS2Na2NvSfsSeoX6iEw9r0O8M3wvnRDckZiJ91D9CgBs2kDtia3ofZjWhBHGAODugOHDiWmRqb+aHMoXCS5NWEv+BzPqHD22Ud2oLuF4FO/jWoIeS67QsIwmbc8eare7i27nzz+5JuiQ+T9i+8x7m9hyNWhtNmccf7a5krHo9dyHqJQOqAp1HnIFD9lK6DqmQKC5gL+3cwpc++kMM1+QktVMsLqRfBv/iMUuw+Ku5d9eZ1iori+b0WbI6W1YWO2JXHV7SwHtr57RsOTLFC/0VVMfns0cJ5OB/6qnZc6ZxPRFI1OMkcXBnGO2OKgcrPbHIqNPycmlx5o9x2yxSQDIyaYPLB6e9HnSYeeffa3MtnVGqmnRB1zl2rgH0N85yUH3WSGj78oq1TelsnJfWBUOGxQyepzS82sb8aVFIKhr1PMHDoFAUMMIHyIQCKqKwwa4GLQIIb5AIBAPHAKBoGoIH1IrKDVqtJ85HgFdW0PrZYQlJQ1nlv2GpL92lN9YIKjriEGLQCAoF5XK+VcW9tqPIxUIBDcQN6kPaf/BawCAQ9NeIdMkAIemlpQs8OvWFkG3dEHGf2eRvGE3bLnO0By/Dk2RevA0Yj57ARIUWD9xAVl/38+c4YVbH3SmzlaoVLBcuYrtU+Yi92Iqgjo2RpdFzyI3KQVXj9BQRYHgRkNht0IhE9pWMr+SYavVQKUGLZF/fgiT3hm7e3zwU9z8lsbLxF5qeI/Yx0+8z7U5e9af2EN9aW7+aRkb+Y6MpnUyzGoaE27J4puwGglO9nKZEW8AyM6mOa+TIqmGxYdPiQ3NSVq34bSOxpnL5eJPv0htRxOqYWkusx0U0BU1T6Wx6Vci+VoWb09j9DWm1sTsoOX1BUhOJubhI42J3S4yk2ty8JwnXa+FqbfQpAnXxvOXL4mdPWo8sT2SmYMEYPo3NHZ+cRZtg4+juTbTvL3phOU0Hv/+Obym5Vmmfk1fWl4B9Ig4GRZaoifIkgtWd0V5b0lv8MJwXbxPw1R4Qx5PaM7NbxlANQavd6QFn/7VU70KADgYjV13E40HjnAwRXwAoFEkMdOyqB9hdSUAoEqmtZkcBlpDyS3hJNcmKIjZR5sPMb3VvJ4OcdSXmkPoVZaQxWv9IpmXXhf9qIbFS+aSymxG/YRnwnlih8k4rIl9aFz1JQO9D4O9ZB6IWfFbixbEZNwMAK70CTz2bSb2xlP9uDb9Q+hBOJlHb9aWdqauDoAdx6mPvjPva7rAUEZwB+ChQ9RvYF0cMV96KIZrs/kY1bCE0nJjaNSIawJVktNna3JkrhFX1HMfkmvVQbI7dSn6UhoDqbBOiqWUZsUhKYguQRfgC1P7KJz+cTsCurZC189ew9Xj8bBcSIY934qcI8ehVEjItyuRXWo9eXYVCgq1F+lWp6YkVJON858663i5qYDk/WeQdug0TK2bIeUgc4ILMWhofY68AqptYDUUAKBh6ppolfQ6tzr4RzmTjmpjcpi6JnZH+RoQVvciV6fFxmhL2Db2HP46zGf6ksvUxJGrO+Nvos8aGblUK+hr4p9F3PS0jklwAPWr2dmseBbIYWrVmJOpfoitkQMABqbGSoGVaqYMJv4ZwOBF72lWw6JiNC4A4Min61UzyyhUrmsWWSv5YcSpaSn7OhGaFoFAUO8fOAQCQQ0jfEiZOPKtOLb0VzisBbh67DxOLv8Lvu2aQK2w4eoRmYwdlUCl18KrZSTOfLu2mnorEFxHHPZywsPqePYwgUBQC4gHDoFAUBWEDymTgsxsOKyl3tJLEtIOnYZWZYdCrYJku/YHsejXpuDqsfNI2XW0GnoqEFxnHDbA1Rc58aVFIBBArXYdj64o/7O+QCC4iRE+pFw6zZmMsMHdsP6uF9F66p0I6hEFlZsOf/WafE3ri5r1IPQB3tjx6ILyFxYIbgAUdisULopL1nlNi0AgqAXEW9Jr4uTJA1iz5hvs378RKcnn4JAkRLVogelTpmBsw4bXu3sCQe0hfEi5eDUPhy3Pgn5fvoSUXbE4/uGPUKpVkOyVq2UBAK2fnwRT84bYOmUe7ObarxIuENQECocDChchYApH5e+VqlKpQUvO+KlQFqpTQ2V83uFzVPTYbt48Yrc8cZhr03IIFUGmpNKCYjuT+QJjI4OogMntEBV6u8kIvfceooL/zh3pidibEMi16dyEKe7zyy+0TdRErk1QEN2fpka6jtgLjBAcQNSl9XRCly7UZqszAsgPoQ9h6nBq++fJCDdTmGlWKgg8buOL3CmVjPD+Mu3rSf0Ark2HXJruccZPNIEBk0cBANBkKBXRH2F00/1MfHaFxS9QUTRyZhHztqd4kffff1M7K+t+Yvu+wieYGDyUJpDov+55uoDHbVybXzNKCiTm5clkhnBFPX/gyA5qCkWhH2mZc4lfwEiF6hg8mJhdc2hBWgCAnx8WLVqAjRs34s5Ro9Cx9WTk5OZi2Tff4P6HH8bhZ+fg2WdnkyZuTK0431ym6GkSn5xj7Sl6nw3qSPuS5M5fc6EG5m1UOv2kvuuUL9cmIIBm32ispA9CXl58ITzdaSoyNzagvsgjjg9ZOa5uQ+xEO90/KnV10jCIimiDz9H1XmHWCQBbYlsS+24r/S1o0rYd10axh4rdD/tQ4X1/mSQgkolux8QK/HP448YWK0aPHsQ8m8S3WfAFTT7w3HPUbvzJ61ybVlNeJnZgHCPmD6DJCQDgtDUCAJBTIHxIadw0VhjUzn3IKyXqLio0yX5IkiQFrKUKI0oqFUyNG0Cl02Ln04uRtGFfKWG6BnZJCaWCFoJUAiheolAsb7Zp0H7meJiimmDblLmQzGaoSh32XJkilqzw3o0Rdhv1vACbxcKsw6Dlrw9W0K9TU7G7SqbQYIaZFla0MiL7inygY4t9OmQ0EVdyaJaTXGZ/PHVUQA8AVqbwpZYp8pgnU/zTanWd5MDkwT8nWZjCne6MyF6umCmbjEBnoG00Bn5/3CPpb58tgyYFMCcyVboBaDxosiSJOSZqLf/lIySw5Hctu6CS4VwOeznhYbWvaRGJ3AWCukbRA4erv0owd+5cdO7cGR4eHggICMAdd9yBkyf5LFc3Oo9Pn47EhAR8/PHHmDJxImZMm4Y9mzejWZMmWLjwTWRk8BWGBYJ6ifAhLjE1DIFKp0XC37uRtEEms2AFMQT7ovHoW2FqFILb1i7C0B2fYeiOz9Bs0vBq7K1AcH1QOOzl/tU2IjxMIKhrqFTOmPRqYuvWrZg6dSo6d+4Mm82GF198EQMHDsSxY8fg7i73Lv3GpAfzhhwA3NzcMHTwYLz3wQc4c+YkoqO7XYeeCQS1jPAhLvFqEQ4AiP97VzlLuibvUhpWtx9XbKuUN/YXLIGgNAqbFQpb2SFgCpsQ4gsEgvLehFbyLemaNWuIvWzZMgQEBGD//v3o06fPtfTwhuLiJedneF9f/3KWFAjqCcKHuMSreTgkhwOp+2/cr0UCQY1TB8PDKjVouXwZMBeG6oWH8/PZ4lixp2lsoIcXH7cccWg/sQMZPcrQobRQIQCcjqPx3ifTqO5laDQf19c5hxYmw0W6nc5ufHw0tDS+e3sTqmHpzWpeAGDDBmpH0bjyqJYyFet86TJXHXSfbQb+GGQkULtpHNWanG3Ea02sKrqddX/R+U/4fsO1Od+Taj6kW+l6fVK5JsDpDGK+TEO54b3ue65JWhMqdOEKrRkjuTaz3qVagLceTST2X/5MsUkA+ITqa37e8BCx/e/kC6D2705vzKsd5xP7jz/4zYxrXxLnX+3FJQvnZWXROGadTgedjo+/Z8nMdF7rPj4+5SxZM+TnA5bCEF+LuqRIYocO4bhwIZFb3mBwR1hYI8TEDMXkyc8gOJgffISeOE4nFPqRY8eO4afff0fHjt0QEtIY+aWkIf5MYa6/D1Bd25A+fLHVQWfofXbJRu+HQF4aB0lN49oTLHSh7pEyup4E5gZX0vhmd3+ZxAJKul6uOKaM1q+llfF7Z5g6FQUyheFCaNHK9fFUwzLUcJZrM3w4U4L1FF3vkSNcE7RjfmSsScwC27aBxTqQFublLvGkDK4Ne6tdMtC+Nt65mmuztAktHHjS9iyxN/ZgnB6AcEZ2EMgU2Nx/hvfznQzO6zrLJnxIaVRKh6wmo4h8W8mjjbO4JC2m6N08HLlJV2DPySuJkS91uBSFZSrVpTQQbmobVArnNt01zmcMhVqDDrMeQEDX1tB6GWFOTsfJL35Hwp//OLej4/UpHkzBQy1TsFGt4h8EWV0Iu+9yOgsw09iiiKWLDhbBFr7MLaA6C3dmPgDkWF1fL1pd+W/j2eKZ2fn8Og1aqutjj5uZ0cUAAJhHQQ1zbG0ZfIY9tiAlq4OxyvRNxRR1tFroMgYf/vnSYabLKHW0swqZ69vBaFjszHbUev78lO5/ZZMGKhySS7G9wlH7XxaFpkUgqGtUMB49LCwMnp6exX9z584td9WSJGHGjBno1asXopgB9fUkPT2teMDi6ekNf/9A+PsHwtPTG3l5uTh58iiWLp2LO+7ogEuXLpSzNidZWVm4+957oVQqMW/e0prsvkBQt7gJfUhl8GwWjowT8VVej0KthPlKBrY9NA+/9nwEB974Au1njodPOz6pjUBww+Gwl/9Xy4jwMIGgrlHBt6SJiYkwlXqdXpE3pNOmTcORI0ewY8eOcpetTQ4fLvni+uOPW9GyZcnb+4sX0/C//83Gt99+iIsXE7BgwYt4//3lLtdnNpsxbORInDp9GqtWrkTLlm1rqusCQd3jJvQhFUUf6AudtweuHo+r8rrsZiuOffRTsZ128BTSDp2Cb5vGSD98usrrryo+t/SFT79ecG/eFBpPTzjy85GfcgWZ+w4i8ce1yE+RycRYCRQqJXw7tIRX60bwatUIXq0bwb0B/Sp86c/NOPHGBxVaX+jg7mgwoCu8WjWEztsDdosVeZfSkLIrFpl//FJuf01RzRA0tD8827SALsAXSo0GBZlZyD5xDlc270T6hs03fOa8WkWyA66yGkti0CIQCNTqColoTSYTeeAoj+nTp+O3337Dtm3bEBoaWpUeVjtHjjgHLW5ubmjWrBWZ5+3ti1deWYz9+3fgxInD2Lp1jdwqirFarRh5993Y8c8/+PbLLzFi+HAkpbhsIhDUL25CH1JRTE2daaSr40sLi0qvhVfLSJz5dm21r7syqL080eytV2BsRUMQlTot1CYPuDdthMBRQ3F24edI/m19GWspH32AD3p++lJVuwuttwndF86AT1sawqrSaaH1NMKrRQTs992Kc4s+R/Jv67j2Co0aLZ6fjqDb+nHzdP6+0Pn7wq93Z+SMvh3Hn38T1rT0Kvf5ZkBhL4DCRd0ihb2OD1rM5pIiu5ozx7n5Gi8vYkd50Pi6TK8Irs1paydihzJhiW5qflTcNOsAtaWLxD58jMY1A4DDi17MFiY+unuQTNzl5cvE7NWLxpHv2s3XXOk+cCCx31hM45RHjOA306JFMLG90+kT1iUHHyjfNGMvsY8G0dj6NqEyBa7yaN2Jlt1O0flBvbkm4czvkiKZxt9n5NC+A4B/69bE5hJMNGvGtWFDo30vMjUlEjK4Nm+d/4jYvx/6jtjt3/iSaxOWR4WXIw9Rfc03cXwRmV6gGWa833uP2OO+/pprg82lfhDz+HofLqlmEa0kSZg+fTp+/vlnbNmyBQ2vc6FFT88SvYUmx6kLO3l0NwCgXevWiAgFgFLOcJfz+HeJDMaJE4eRmXkVof70+j6b76zPYbPZMO2Zu7Bx43p8+unnuPve+2EHEKqQCSlLpc54SBMay3w8gQ/xsDH3WSsmlb7qFO8XoaVOzSeAaiZS8vh7KKALnbZyJZ1/by9e+8OKWNjyTjYbX8cg0MDUjGH8scytCi/mV2No6/N0Qir/QHDaTPc5ihGtRdESEgCAAgc9Bk3YZdoPBssVZnDaoAEzP7Iz16bzT0zoYCuq40vscifX5gzjr/oV0Bo5Fj8+bKqpjbk2VlJNTuDtD3NtsLkwHa+Z10a4pJ77kNKaFqujVP2VQh2HQWsttaxENB+XdxzA2i5OP+9R6sNSaR2FAoBSAehKaSDc1AVQFuoDimqrGBmdRdSbM5B38jSkozsRYARMBl4Xp9PS56ICG72h/IPocwcAXL1C9Zsapv6LplTNEoVOh0aL3oIuPJJbT2lUOh2aPf8YHAV2JP/l1PxeyaMalgymzglbd8bI1HWRI9+uRjqzXOn6Nyq9Fn0+mwVjI9eDYJVOh6bPPQaVIx+pazbAIZVcw01efAa+/Xq5aF3Y3+ZN0GrxXOwY+wLseRZo1fxDN6spYhXSmXl8tjydhq3FRR2Em5F/BlAwmeZsedTB5efw/toYTEXENouMjoehtAanoNJ1WhzlCPHreHFJgUBQCygUrh8qKqmmmzp1KlasWIFff/0VHh4eSE52Vtzz9PSEG1th8Tqx/7Cz2GB0hw5lLpNY+BIhrIw3vA6HA08/fT82bPgVH3zwESZM4Iu/CgQ3BTehD7neNHv+YWj9fBD79KvXtR/+YyeQAYvkcODC8hXI27URal9fBD/8GNwalrw0aPLkJKTvPghresY1bc+SnoX0Y3FIjz2P9P/Oo/PLD8AtoOIJGpo9fBcZsEgOB+I+/wGXN+6Ezt8HTZ6YCGOTkhfe4dOmIHPPfuSnOcXtpo5tuQFLxr5DSPrye1iu5sLUpgUaTR0PtdE52HAPC0KLaffivwXLrml/byrEoEUgEJRLNb8lXbJkCQAgJiaGTF+2bBkmTJhQyc5VP1czMnA+3vllqlM7PsMgAOw4cgRbDx0CANw1apTsMnPnPoM///wenTv3gYeHB779tiQbnjIjHT2io9Eogv/aKxDUO24yH3K9afbMQ/Bo1gixT74Mh5mvfl4WCr0bNO70AV/lxz+WaRQ0qkMq/DpjS0+HVFDyll+h08P7NhppkrZuEy5+9R3c9BbkJyYg4Y1X0ezTZVAUXgNqozuChw9A/PIfK9zvInIupuGXmMfJNMfMsRVur9LrEDHqFjLt4t/bEfeFsy958RcQO+ttdF35P9Jf/9sHIemrHwAAvjE9SXt7nhknX5oLe54ZNrsKeecToTF5oOGjJfV0QofH4OSSHwAzk9JPQFA4HFC4GJe4yixWU4hBi0BQ1ygvHr2SQkKpjgsPDxR+ZQGATu3bk3kpKSn44uuv8dbXX8PhcKBpaChmPfec7Hr++88ZNrp37zaMH8+nw1323nvlDlqW//QTJr7wQiX3oITNy5cjpkuXa24vEFQLN5kPuZ40feZBmKKa4dD0OUBe5cL4TD37IvipmeUuV1aFqTPPPI3cUvnCjdFdoDLQ8KX0rTRhgvVCEiznzsKtSUn4q/8t3a9p0FJVAnq0hcZIQ8dSNu4mtjnxEnLOxMGjWcnXIZ+YXsWDFl0QDZ/PT7kCO3Mecs7EEVul1yGgR3ukbuR/JwSlsNkAm4sXHC4KT9YUYtAiENQ1qvktaV2n9KDl1pEji9+o5eXlITs7u3jegM6dsWzmzDKFwytWbCn+f2QknadKrliaZDedDoF+fgAAm8Tn8Gdhnwu1Gr72gUBQ69xkPqSIHVPeBAAYS4X6739sDqy28u/l0mx9cC5sEn+Mdj38BrF1Qf4IvXMI7PlWdP9lKYoCaRK/Xo3Er1dVapvVgVvT5ty0vPMJ3DRLfBwZtLhHhkGp0wK8BKdG8WzdmJuWc47X6+WeTSSDFrfIcCh1Ojjy8+GwUo2Q1s8HCrUaUikxrT6E1wV7tm4sBi3l4XC4zh5W17+0tA65CpOpUKRk5AuVIZ0RYIaEEDNPphBh02O/Ejs/nCrVJfDxdGdMVCzalHHARqolAwA0/ultYq9uRIuBwYv/pPvo/1oSe0kXGgPp1U0mZp65gV7yYlL96QdxTS6lUsFvcB4tJJYHmYp1zBvpKPZMJvNi2LOM4LdxUBCxP9/Av4WePIm+YUtR0nU01fMOJoUpyulgtF9p4bxuwcZoD5VBtGDdSZnan9/70cQBDzPa0DAl/6CaHUKduscvvxC79xh+O0ezaLzsKxK1tZNk+vZcqeNUQ8Ulb1RK757k5Y39x0sEypev8CktlUol5r7xBp575hkAQEo6PzBonECLx171oYk3smyMIhu8UL2d8ihG9++P0f37AwDOGtpwbRqveJ3Y22NoEcEepsOcD5j/G/UjzwdQP2IdzvsRZhW410LbbI/j2/RuS28SXyUtflvgwycOgZo6y+6tmBstlXfaSYyoPrRwkFfE77G8SHtYH7pes5ImKFHL/PYVJWkowps5KJl5vF8MdWcK/tro/mVl8dfOX3oqgO9B87rI1eREJuuPNm4kZrsH+WNwNpleB+kdqb37Z347Y8Y4Q1qys7MAyAj1y6Ke+5D8Ag3UkvNcqmTiV0x6KnzOsVDdjUPmuULNFAg0qqjI3qDlC/f52ZNwanifYltRqi9BvoBvaDLXpsBcIrjWmyr528CgVtmhUdtgLSysqArg/Zyt0NGVFpg7MunzgUKtgjHEB/ZUetysdjrYkzsGOYw4XwlGYO5QIocp/Oindm7HPYT/hpSRYoaBGTDmX6VhXAqVCoYgH1gSk5B3/AR8epcUGFd7GNH0uUdxcfnXyE01wyOqJSLG38VtRx/gI1sY040poOnvTX2Kzc4PgOUKdZYm9VIAN02TSv2xhSlaaXDjv9pZ4+lxZAX+6SnUFwNAfqlkCuZKDt6dKY9dfGWV6vigRSAQ1AL1/IGD5cABZ1jXE088iffffx/p6c60xXFxZ/Huu29g9eoVmPnSS+jUsSP633JLOWsTCAQ3mw+5UbH88ytse+kXmbwMD245tuJ9brbMm1kAKnc+s5Ujnx9oSPl8dlGV0R1AJTNdVhG1kc8+Zs+3AkxSLLulrP4CqX+uRdDoO6H2LPkC7zd4APwGD+DalLdtAaUualqE5xII6hpF8eiu/uoJWVlZOHPmDACgfamvh1qtFs2atcTHH3+DTh07wuFw4PW33rpOvRQIbjBuIh8iKIVcoie5THGVzB5XU8h2Q7a7ZffXlpWFMy+9BltWdpnLAIDE1BRhw8oEMths5f/VMsJzCQR1jWpOV1qXOXjwYLHItz0T8gg4f6yemDYND0yahK3btuH8+fMweMoUD6kmvl+zBk/Mnw8AsCt496iy0KDvgoUfEvv39+ajh8x+CAS1yk3kQ25kFDo3KH1o6JBKw38tUTBfWjRuzq8Etqs0e5g9hxelKHVaLqOZQsvX95BrW9MUZPNfdlQ6LeCg/VXqXPc3J/YYjk1+BIFj7oZ3757QBjjDziS7HTmnzuHSqt8RfNcweLQsCcUvyKhaaN5NgUNyrVtxFTpWQ1Rq0CJ5eUMqFMGukSlKrVbTGOPoaDo/LY1vE8ykUGT9bOFLWEJTBy0QeNpINRI7abIMAEDj8HBit2rFLCBzEy/5gCk8tIFqdOQG6mYjjdHc124asXurmUJskHnpFUCdmExdIuAiDby+oKJ6lNCTx7gmob2YInZqWu9i8j0ybyoO0RMQ0J7Ro1j4GMoC5jyzBd4UNrZcEzjdxxsf0njPl+49yzXpFfcknZD4GDE/2DKE7xuz6fZdnid2W5mv7hEHaLD5z/of6AJMQVEAyG5WojnIzqpkWsV6HtqhOnMSqkLh2fr1ztAwjUYLvb4Vzp3jNWkjbrkFGo0GBQUFWPXddxg+Zja3zqxQqmFpmkO1Vt5q/pgFtWAuTGskzB4eSJFzVGVCr1urmxtXKfUxelkCObQoopyP6xpK9VjnY6iGpbeBqaII4IqV+l9/Pb2f5S5D3xwq0rWHUj+iMvAhFKEOJlQjiz5gDPM+DB6qD2J9nuYkLc4IAEletEBjqC+N8fZU835EUlO/8dNPdP6dvfjj1jibyZq0jxbyyw66l2vD+rQdnZ4gdjAvZUBjUB/WmDn2nTvIxMXnODeky3H9FpmjnvsQs00LRaGmpajgY2lYjYGCWcZN5trx0NHry+ag8f8+Jl5YaTTR82IKlznxDCptybY1nQfBcN+7ZL6M8qxMLr7yGCz/HYTd4TyfBSkXuWVCmtpgv5wCW6kiljo/qilz2OzIupAJrYpeFx5M0US9in+z7s5oQNhQNpVCIkU6AaCg8NjmXOA1c0Z/IzSMD3bzpSFzks0OW1oKlMqSB+rLiVZcfvtb4O1voTK4Qe3uBiknE458K5RaDRo/O5WsI/dsPKe/AQA9uz9MnZLAQL74p0pJH+yzMmmyGLaAKMBrWKzMNWu18s+keh31vZkZ9DwWFPA+JD235Njl2mWevVzhkMoR4l/7oGXu3LmYNWsWnnjiCSxcuLDC7cSXFoGgrlHPHzhKExu7HwDQpEkraMrIvGUymdCrWzds3r4dP//5p+ygpbqYMHYsJox11hk4nsTHlrf0ukTsRT/QFwEx3WUq1QsEtc1N4kNu3/fd9e5Cpcl8quZqRZlPneSmaUIbwX6ZvgTRhNNkGnlxSXBY8gHUbqHQjP/OcdM8GoXCkhZPphka02Nmjk8o7K889jwz7HlmqJXOwZJfTHeo9HSQkL6ff1EiYCi3uOS1DVr27t2LTz75BG3btq10WzFoEQjqGuXFnF8H8VtNUVRbpVWr9i6Xu33AAGzevh279+3DlSvJ8PcPcrm8QHBTc5P4kD+j+a9gAGDSM19NmIxPWjX/xaDoAbe4TQW+tHh602kV+dLCqcyrkex9e2HPzSWCfEO3W2E5sL3Y1oREQBdJM5Ze3riL2C0fGYlWj5QU8c25kIrVA2lUQnWQsvMICnLM0BhLBkvBt3bF+b3/FNtu4Q1gbEKz8aVt+YfYak9PIFf+mtYF+KLx1AfItIyjp5BzOh6ASFHvEpsdsLkYtNicg5Ys5jO+TqeDTsdnZgOAnJwcjB07Fp9++ineeOMN2WVcIQYtAkFd4yZ5S5qbl4fz551vBlu2bO9y2dsHDsQzr7wCSZKwceOvGDOmEulfBYKbjZvEh9zoFOxdhdQtf5JpKh0fwuMooI9qmVd8uGUAQMq3IP3vP+B/1+jiaYZeQ2BLTkT2P1ug8vGD74QnSRtbTi4u/rrhGvcAMATTEHGFmg721AYd3ENKlrHnFwCZzvAvuyUfcT9tQtMHbi+e32BIL9gvJeHK5p3Q+fmg0eOTuf5e+YPqEwLuHoWGnbshee0OZBw5AWt6BtTuBvhFt0LY2Dug9S4Jo5LsDpz58Ntr3t+bCskBSC4GLYV61LCwMDJ59uzZmDNnjmyTqVOn4vbbb8ett95a84OWnJwSXzdEuZZfQMms7pwXMb39eP0DTtH4wC0ZnYk94OKXfJs77iDmhhV09qM9ZGKqg2KI2dLKhHHMpXGlAPBq4EfEHj6c1ljpkPA7v51mtxLzs8/o59beE+K4Jv7d6FvjTCsNSwm8eJBrs9dGtSXNGG3y73n9uTYdmBIYoZ6MWIYtXAHgqJpup42Dvo3KtvGfk7laCUdo7HZKUDuuTeDOLcR+KXcPsaVGc7k2Tzaix39R6FFiT/vpIa4NxjCFWBoxRRhk4kg3e40k9g+MLVf/fGJOSRiRlCvi0UuTHdIcCpMJu3f/A0fhG99bO4ShsaHwmOXQ6/KqT2MENuuKyMhGiIs7h91/fIbZPRrRlfbpQ8zEy9SJhqXyPkHH+KPv/qD33b1hMuK4SFoj6okpTC79Sc9xTTbcQ0NY7riDhpR1DWC0cwBwhPrF976gIorFz/B1pfxDmIedDLqMzcGHu+UH0bCL08fpfHf38t9E+vtTHV+iL197wZBB7QgD7Wu8B9WvAICe3TRz3e89xPetcz49Z3ee2k4XaDaUa7NERXWHQXo6f2QSc1Bk6NWG6h3lioVJShqSs+MitYNkynEFFD6bZqmFLq40uQUaSA6nrzZp+XuB1bSwdVscMoUjdVp6TZq0VK+m0fCDCZ8Wcc7/qLRQD34bysi+UBh8IWVeQMH2RVBe+ZzvWwIdcGiM1IcUZPM6MrUb3UdPZr5OXxIqVfDnIhR07wxNA6ePVCiV8LznEXje8wi3XgC4uGQJjAWJgAdgLjxuaqX8VwtWGwQAg/5aKLtsEWEDOiNsQMlz3ZV9x7HjoTeL7eNLViOwV3uYGjUo7m/Eg/ch4sH7ZNd38v3lSL+UD0kq0Y14W3UIahIBjyblh96d/mgFrh503tN+Rv63ucBOn2Ml5qFd787XT3HY6fXk7U81ORcT+fo5mXk04YKa1f3I1INRM18I85nnlSs5fOFlRSndjs1eyfteKkfTUjhoSUxMJEWfy/rKsnLlShw4cAB79+6tXD9KIb60CAR1jXr+wFFEt249IV3khaNlceCAU8jsvW99TXVJIKgf3CQ+pM6gVAM5ycj/8k5IGQlQhnWFbuwK2P/+D1LK7lrtimS1IPWNKfB+ahH0zVqXuZwjPx8XlnyM9HXX15/aLVb8M+VNdH1/BnzayFRyLbXcqYXLcOnPLde0nYKsHJx8/0tc+mvrNfb0JqSCQnyTyUQGLXIkJibiiSeewLp166DX610u6woxaBEI6hrigUMgEFSFm8yHdPn4FQDAnkdeK57W6aM5AID9j8255vWGz10IAEiY+SSZ3uCNxc7//FIY0VCQB9vWuZAKw7gcCbvhSPgXisCutT5oAQBHVjqSnpsCY+9bYex1K/SNm0Pl6QWHNR+2K8kwH/oXF35ci4LLfCas60F+eha2jZ+DBoO6I3RQN3i3ioTWywR7vhWW5CtI//cQElethSWZzzYGAJf+2gqHNR/eHVrDLSQAGk8jlBoNCjKzkXM+CWm7D+PCb5tgy679tM43NNWYPWz//v24fPkyOnUqiVaw2+3Ytm0bPvjgA+Tn50Ol4r8usYhBi0BQ11CpXIto7TLhRAKBQFCE8CEu0fj5IGTMKHh16QRdkD8kux22q1eRe/w4Un/7A3nHyw8JdL0BNyhD2sJ+amG19Pdaydm+ATnbnXoVpYo+fRZklf1m/PQnq3H6k9VINZdfNf6vaBpyLTHVIS0y6X6VZcgkLqzdhQtrd8mG/DlkK2c6yY27gPOfr8J5rKJ9caXHEJSLZJMguagfKdkqPmjp378/jh6lIfwTJ05EixYt8Pzzz1dowAKIQYtAUPe4yd6SCgSCakb4kDJxb9Uczee/BkgSrqzdBHNCElRubvBoEgrPnj2RfeBglQct2jsWw3HxMKQkEcoquIFxoJwvLRVflYeHB6KiqHbR3d0dvr6+3HRXVGrQEhsLFGXSa9p+EDf/CiP0bkqz6iE9nV9ngoMKpwb0obm3ly4fz7V5+OsPiB3TnwopsfsA1+Z0L1qcbcYMOv/332hlawCYHUcLQa49RdPucZXLAPwbMIzYXw5fTeyCXndybTRxp4m9+xw9cIO6MaJjAO2ZFyAaJg/7sHSZbCDed1HbwIhFZQrJhbMvY3ZQoWu8b1+uTZSUROyjSkZ4L/NFereSitu35lM7+B2+zaJJVFydHUm3syDoU67NhEhqGxjdffApPt41OpoKp/sdep8u0KIb1ybe2r2kX1a+wrFL6vkDx8WLJYUOmzUL5uaz+SCM7GXZsSPX5u9NVPg3JIReGz+f45M/jDxGBfIZGUz61ACZOgDMsf/xN7rdli/ydSNGulM/snET9SP9Y6k/A4Ct7WmxwsVNFtEFQtiKleDS2O44SQXxXbvyTTQH/iV2VBCTSvrUKb7RrTTZCFsds2U4I0oHeN/yH60n4RvJ/2gZrzCFeA00cULnVvwrwL3HehH7q4vU7nKI79qjQT/zE0vx84mR3DQm7wNSmUy3zTPocQWA5HB6AnpHM4JeuTTEhUWPZQvyuqKe+xC9yi5b6LAIrcpWLEDWqmzIsjivP4VKiTYvvwCH2Yzjjz0BW3pJ0pirKgeUiz8sPjYKhVQsPC/9/9IkH6YZcHwbJkE3aj4UxhDkfXYf9DK3gjYwg9j2DHpvqGWE3poAmohBoabXilrP+yqbjd7/NitNTpBr4XUFZqY4oUlL1ysn0LczSQ3Yrxs5BeWnePbW0S8rOpmkB2wBRzMjQs+wlF9jxsCs1yKTeMfkJlfNu4T0FD6hFCu8Z49BQADzcAzAdol+WWD3j00mIQebUEKl4M+PudR68u2VrKtSjYOW6kJ8aREI6hr1/IFDIBDUMMKHyGJq3RRuwQFI+fEnMmApwmHhw5Iqg+6Ot6BqEIW8T0YDVtcPvwJBnUcq/HM1vwps2bKl0m3EoEUgqGuUVxjuJo9HFwgE5SB8iCwqN+fXBX14mFP3U43HwWfys1BFNHcOWPJzym8gENRxJJsCkovikq70LjWFGLQIBHUN8ZZUIBBUBeFDZMmMPY38K+nw7NoZbb//Chk7/0XO4aPI3LsPyOUr3lcUlV8QTIPvglRggXFWSQ0Kx8F5cBxYUB1dFwhqH0kBOFwVl6y9rhRRqUFL9+A4mDwKC5SdS+bmB7ZtS+yDx2gsf4hMfGd0NDPhi6+I2aWLTIHAkLuJ+cPHdPbsNZ9wTR5cTjUtWycxRSvnydSLeIQWY2KLdw7qzcfjszVzuj56B7EzZHQ9a3ZTDcu4DrF0gWMyxQmjuxMz3kaLF+V14bVAqYzUpzdo4bVY795cm0Cm4NnpEKphiWok86bqDI0T9WYkHaH7f+WatGEujhEnZtMFPGjRUQD4++KrxM6jofV4Xfs637dYeo3uDx1B7C0XeY3OvY1oIdL4UU8R+8QJfjODNpZcLFmVDTmo5w8cnp5AkRtRHTvKzTc0aUNsNtQ/W+vLtWGLq+LIOWKGhvKaFtgiidmCPU2//MY1mfgNLdq6rNtSukCDe/jtOKgw7ABzH/ZX84HBR45Qu2+PHsSOPcnHO7P3ai8vxo8k8DHfmS2ozoJJ7oLGUXyxtuRD1O7gQ+/34wm8hqulH43pllpTDUtBBtcEYIp/HjxDi2N2cOznmnT28aJ2s7/oAgb+R2irD9UZnqOXDiaaqC4RALCLapmMA2jRyq27eQFRX2s8ncBo+xKV/LEOiyv00bmVTNVaz32ISungNAClyTAbYHMoi/+vVhb+TmXm458JL6P5xNvgF9Md/kOHwH/oEDisBUj5Yx3OL/4UsDvX62HMLtaxaDQFMBhLzoGysBCg3ebUJdiTr+DsyB4IanWW9EPXIgsKD+ZY5zJ6FF/6VUbKl8mixOyqZKv8+cvOofePWUZrwh5TNvOXVsX/3rtrrMTOsdJ7Q04HY1BTbYmOKZoopx9iuZJHNbkOmUxhSmY9+Wy2K5kn4EtZXsT2d9DzERTAi3LVTGFSNlOb3Srjrxmdi8VMNUYaGb2NJZ8e22xGx+Nt4P2EJdur+P+KSiZTkxwKSC4GLZLQtAgEAigUrh8qKut5BALBzYXwIWViSUnD2fc/w9n3P4OhYTh8e3dB6OhhCB51OyxJF3Fp1e/Xu4sCQd3AUc6XluswaLmxX7cIBPWRonh0V38CgUBQFsKHVIi88wlI/GoVTs3/CABgatvqOvdIIKg7SHZluX+1jfBcAkFdo56HdggEghpG+JBK4bA6w3tsuXy64Qqh1sB/ytNw69QeCncfSJkXULD1f4Dli2rspUBQyziU5XxpqX1RS6UGLSfzI2HUOOOzM9CQm9+G6X+Hc0wscBCNywYA/E3jkjc2ohqWKBkdDNatI+aTT46j86f9wTX5hfXRz9F6I9P1fE2PxW/PInajRm/RBdggcgDTRtJ6KThGRSz+oaFcm3H3McVQcsKIufmAJ9em3zla5yDCy4suEMcLLfYaGL1GFBUURZ1lYuABJOXT2POmNlp0Kz6pJdcmQktjMf/7j84PZbRPAJBmotfTlsk0Fv3OVnyxryFxfxM7e+AQusDQ57g2+aAxoZ3em0vshBYzuTaIpcclohX9Jho+kI9Fj2/xUkm/srOAN9/k11sW9fyBQ6cD9IXhu/nN2nDzz9KyRYj673tin+44mmvT9BjVScU2pbU12jI1owAgp4DqwvpdpdolzJnDtZnC3la/U53C+Ce9uTZf5lENnq3jj3SB7rxeK4a95dU0fjvKJ4VrA5MXMS/Z6L176BDfZEgQjYHu1ZrGpyMhgWujDaf6ILsXvf5bXmSOI4Ctx6hP6xtNt6vRyNQyiqPHVq1marmE8vWr0hz0+O9pMp3YMiV+0DeJ/gb1jab+y9yEr63F/ARhxML5xPa57Xl+Q0Z6Dtfuo9qsQd1khOCtCt/8Z8voGl1Rz32Ih84M90IdRC4T5w9QTYRCIcHmUMGnfTNknoyH3ZxP9A8KjRqh990BAMj7Zx08CnUBCmWpdSgl6EylNS3O34DA5nHOCRo3aJVnYf/jOSArDorgHtCO+AX2Df8BV3aTvkm5VCOh0NDfE4Wu/IxmukCarjnnDP9coVbT9WgYHYlcTQ9WF5LN1ArRS/x1o1LSBz81o+dg9SoA4G+k17PdQdebkcfXjDPqaM0YOQ0Li9VOj3VF2hTrnwpxZ+q26N35VNYqXSXrKAHQMDoYtrZLRjZbJA+wMHV02P2R0wIRzZGykv2sg+Fh4kuLQFDXqOcPHAKBoIYRPoSjxWN3w9QsAsmb98Jy+hQkmw364EAEDuoDfZA/Lq/4GjkH+OQOFaLADOv6t6ELdRYZlC79A+niTij8u0BiBi0CwY2CJCm4wRSdX4udKUQMWgSCuoZ44BCUQ35+PqbOnImN27cjNT0dYSEhmPnCCxg3duz17pqgLiB8CMfZb/5G8C2d4d22Kdxu6QylXouCq1nIPHICx19bBPW5XdW3MbUbFAEdIJ3+oPrWKRDUNjd6eJhAIKgFyhPKChFtnSLm228BAFuYAcPatTHO//T2r/i6pjvDmRZ/dZBOH+9MYb7lS2eqdpvNhpDAQGxctQqRYWH4Z88e3D5uHBo3aoQe3WnYm+AmRPgQjpRtB5CyzZlv3KTntSu+fDTONaPq/xmkywcgXdxQfSsVCGoZya5wmV5bstd+fNjN97pFIKjrFKUrLevvJk5XKnDi7u6O155/Ho0iIqBUKtG7Wzf06tEDu/fsud5dE9QFhA+5bihjPgSMIbCvFV89BTc2ReFhrv5qm0q9bnF3L9EStjz0HTff3uVeOqFJE2Le9zRfjHHFOCqUeo7RTu8/wB+U11+jn6QeY3Rega344nMpKzfTCR600NIH73NNsDiK5mv/KpYK8b/8kRdtt/nsCWIfbfEkXWcfRoQLYHoAFRrvaECFxv3ilnFtvrlAi2Xe348mAPj0FF8k8aEguj+fHxlG7Mm2f7g2xxtR8WuoMYPYEU14YdfRE1RUP6gHKyL1A8uOTdRmiwWm+PCC/z920mmTL9PCXvHqxlwbA6Pvy7uPnsORPrzgNT6dCvwzMuj8RL4+IoYW/Fz8/6w8Xrjnknoe2uFtssNkKhQ7JiVx86OaBtEJzUcRM2Ebv86mLVoQO44V829fwrX51P4osaf1TCX2E+9Q8TgALFpAxaD4wQzYC/fFbIa1lOaxuCgmUzj1Cyah0MxtpZI0xDvF5+w1Vryywg3sT6JJQCyWPOzfvx9PTJhQ3DgoiC4zpBFN3gEASKc3RCLoPge04BML+F48T+ztx+j93juZj+EP7cgcy3SaoMQYwP8UXfKlvqeND3PsLfx9wE4Z0pb6xRz3BmCJ1XUidmQknZ+dwTVBTAy1CxjhvUmmVjG7z4Pa0x8uu5FP7HK5sI5dtkxxOpfUcx+Sne8Ge6FIXE5Q7uWWVywI93LL44TecuSZ+eKrRe1ycw3wtPNFH5Uaeg5V/f4HhX972P8cDIUiF5JcMjJGuO7IY4oIyoipVb40QYZCT8XixmZ88gvFOep3MtK9iK2VEchrmEKQvjpacTfXxl+HrK4h0COL2AZGQA8ABjd6YAzuNDFHcjJ/L6QyxTHZ7VodMkU5GbTMsZVLEuDlRvviYK4dSy6fJCCfKQzpZqS/+Toj/wyQl0UTc+Qx680089uxuwrVAnAlh/9cWLq4Z0USERAcSudfmfMrt7rq4Mb2XAJBfcTVG9LyHkZk2LZtG4YNG4aQkBAoFAr88ssvNdNvwTVT4HBAukZVoyRJmDNnAqLbtcNA9mlacHNSzT4EEH6kPDRD50ER2AX2v24HCiqZ7U0gqINIDkW5f7XNzRfYKhDUdao5Hj03Nxft2rXDxIkTceedfPpWQe2SkjIZOTnfITz8KNLSXoZv/Ebk2u3IufXWSq9LkiS89dYjuHz5Av75+WsoRNiPAKgRTUtd9iN7HnmNm3Z0+ksyS1aO8889LTs9670HAABuhXI1hWcoNF0nQbJZoBpb8sXfcWA+HAcXVLkfAsH1QLKrXBaQlOxi0CIQCKo5tGPIkCEYMmRI+QsKagWr9RCUSg8kJfWEwTAQbzZtigJJgrqS51WSJMyfPxUnTx7ARx9thNH9GgvjCeofNRAeJvxI2UiZSch7OQDaMFprR7oO4TMCQXVR3teUOv+l5eDBEk2AcfC93Py4I9TuEBlO7Lm0jp+TTcnEXLGCme+XChZvRk7ju/BlYqecmMFv587XifnHDCqi+GuATN9uPUBMSUtPkLtM7OmDtzATnltITJNcMpEsGgOawdZZmzCBa9L9HDOhKPi5kIeyVnJtUobTt0aTfageJfbkw1ybAe40fv2qF81M5KBdBwD4sZIVVrcQxGgWAIy4hfmcbqGxtNhBi4ECQFQULSCIXTRl5ZlgXtOygTn+c4czaS4P0OsRAPQ96HbafUF1S+0eogVRAWD9pZI2uQqZg+SKCj5wZDHXjU6ng07HF1qrc5Tav5MWvjBnABP+6+1F77P+jeg1CQCZPs2JPTSHqbfQ936uzYgMZsJWWgV1zpwOXBv89hsxk55+H/m7Dxb//5VSl/HZwheum+9YVDzNbrcBi7WwSxJ+bNQId/kcR2c4t/tVKnCiIAYA0LsjE1dtcMY/m5s5Czt2yrmCqc8/j7Mn92HHL6vh7ZUPePmQNkxNVISE0GMEAL5aet8lMW3CDtCinQDwh2oEsYeGHSZ2fDgtpgkAjZU05v68jWpcGqr5gnrcLcBoQnhHAySfobZ3CI0bNx6VSWvrQX2acfWXxNbdN55rwvqRIQH0euOK/QKI19IKpxF+dJ9V5xghFgClydmm0mOMeu5DfN2zYFQ79RVqFX/t6GV0FKXJyjVy08wFVFviwegsribz1xuLylQB/SLzoKdgdDFKT5nikm7Mo5qZ0WLInGp7PtWf+PilETtXRsPDZlWzMToRXyU9JgBgYoovennRgVtWFq+z0DLnx80zh9j+MjoK9vzkMrbcR2Yl84ymZa4VuYjc7Hx6XFj9ja2Af2wuKHCtOXP3LD9c0MZoprQqXm+TbaPamVxmuz5u/IsrXamiojZUrrhk+XVaan/QIjQtAkFdo4Lx6GFhYfD09Cz+myv7VkBQl4iPP458ScIYHx/c5eNTfoOy1pOYiI+WLcOxU6cQ1r49jJGRMHp7461586qxt4IbFuFDBAJBVSkS4rv6q2VEeJhAUNdQqVzHnKucb2QSExNhMpW8xboR3pDe7Jw5cwgAcF8VBiwAEBEWBon5ugqZt/uCmxThQwQCQRVx2JVwuNC0OGQ+CtY0YtAiENQ1KhjaYTKZyAOHoO5z9uwhKAD0MfLhKQJBtSF8iEAgqCpSOV9Tri3hZZWo1KBlmPcOmNwLBRfqjtx873UfETt+DM1dH5HI6xK+N9B6I6P3fE3s7ZHjuDbTvL4h9iI71as8kU7rdQC8hiWXCc0c/T2tBQEA9371E7G/Y2pBvHAf1wQvv0Jj/BY3oWd1+j4+PnpxNI2hnp5G7a+/4duM+4tqioZkUKHP388w8d8A1qyh9vjU/xHb3EcmU0rzUGLmMJKPsIv/8m3CqZaJ/fHcdYKv/dDdj4nnPnaMmKsdjH4FwK30dMDcluoW+u/bzrXpP4NpZKH7lxTGVxP/7xC1TzRaROyBMunhB6SUXKNZ5koKpOt5jQVkZBTXHWmuzZCZT800B60D4ivzwM/WVBzQqxWx/97Cx28PMWwldlIMvX5CjXz8b3wXqtc48V+JL/nvP2DQyhJ/Zkg4AQBYv750Pw+hkdEIz1K+5P5uJfMXLy78T0fqXxPynTWuiqK/ZjVfj6mff46NR48iNTsbYb6+ePjZubjzzhJ/2Qa0gFCSuQ23P9iyjph7kmhWqO6+fCy2VyQzgflqlM7LEBHentGwXE6hCyQxGjYAgUx9G1jpw3VSCh9H3lLL+n6qQ/gxib+/746mGqkPsqm/fUhGTD1EuZZOaEvFjEdP8H1r04K5nqw0Zv1wHtW8AEA7OP2iW04ON88l9dyHhISkwEPjdLwKGW0pG2uv1tE6J9ZEpjaKDFez6fXmZeTvBauZfpnKjaN6TbWebhcAFEydFreoK8SWeNkIFBpGi5HH6GJkjoF7KP0Sa02n++Oeytezs7C6Hl35v10eRnptuhnpDsiJtTMzaV90BrodVosCAO5MzRgfRgOSY+W/EuZY6f7YGeFLWgFfCyXYnZ7nXKZeilzfNIwuKTeb/kZJMg/+bP2XrDwqZpbbHwfY807nG7S8lstNU+oaVFVS03KjC/EFAkEtUM0PHDk5OThzpkShfP78eRw6dAg+Pj4IZweYghrl8uXDuN2PH7RXFpvdjhBvb2x85RVE+vvjn5MncdtLUxER0RjR0T2qoaeCG5oaGLQIPyIQ3FxIkmux/TWWFqsSYtAiENQ1qrnGwr59+9CvX79ie8YMZ3a98ePHY/ny5dfSw2olz2zG1n//xf7YWByIjcX+2FgkXHSWFJ/9+OOY/sqictZwY5CVlQizOQ0dvfmq7JXFXa/Ha6NHF9u9W7ZE5869cODA7us6aJEkCWvWfIf163/AsWP7cPXqFej1BjRsGI4BAwZi6tSpiIjgM8ZVlOXffIOJjzxS6XbLPvwQE8aOJdNycq7ixInt+Hfd79hz+DDOJiQgPSMD1gI7DAYvBAQ0R7Nm/TFkyEMIDQ2VXe/V7Gxsj43FtrVrsWfvXpw9dw7p6emw2Wzw8PBCZGRzdOnSH3fe+RDatOCrfNcYNVCnpa77EYFAUL1IdhUcdplQkuL5tdiZQsSgRSCoa1TzW9KYmJhrrrZeG+w5fBi3TZp0vbtR46SkOFMDd/Cu+pcWlrz8fBw9uh+TJj1R/sI1xOXUVAyfPBn/HjxIplut+Th8+CoOHz6MDz5YjIULF+HhO0aUsZbaY+rUCJjN8qlIc3JSkZOTinPn/kHbtu/g/fc/wPjxE7nlIsaPR3aefJrbq1dTcfVqKg4e/AdffvkOPlq8CBPH86G+NUINfGmp635EIBBUMw4Fl6Kbm1/L3NiBrQJBfaSC6UrrE96enujfoweenTIF3y1ahCB//+vdpWqnadOhmDlTwuDg4GpdryRJmPDhh2jbNhp9+w6s1nVXlDyzGTH33MMNWFgsFgseeeRhLF/J15GqSQJkrieHo2KV//Ly8vDII5Oxbt0abl5F12Gx5GHylClYs3Zt+QtXBzehDxEIBNVLUZ0WV3+1TaW+tKxI6AU3N6eASkafiaHPPUfsnczvUoTxKteGS1zCCBqbyPnWZCpQmjyZzra78UUFIxk9WVRL5rtWAS/Ef4HRrQ554Tix/27xI9cmJZm+iYpkBMLfB1CRPQBMb0Z/6M970bdxfeSOQdsXiPkW89sZq+nPNRnYiplwtisxT5zgN9N5y0Jin4l+li7QhK4DADJpDStENaVCXctFfjtgfvyXpdM3sRM7M1XvAMDCPIgkUOFhZtveXBPPVCrUPW6l10pLO78dr55RxB50P93upwYqpASAlpNKJUrIygKmTOGWKZN6LqLdedwb7u7OG793ZA56d++O9KMlovGCoDC88N57AAC7yRubaA4N3N2EKVYK4NZbmWshllYZHNKEFuUCgEvGvsQOVVJxeFoWH87DJhPRt++ForwA7dsDiHqjZGbhDfXWbCqOXLqcJs14otnm4v//bMwAAOxacpJu94UYAMBLLzntvzc4EwJIkoQPPngEcZlK7PnyfRiVJTfXfit1YE08uN2BNIoK7+9jRPSxKXxRzl6tmbft+5Ix+3//w/FSegeFQoFx4+agT5+7kZZ2Ed98NBlH4+OL50978RUENB0NX1+ncLltW75vycxpbmhIx10DBiCmMOvC+Rx+INIw4yBGPPccjpTqS2RkE7SMvhPxGUrcParE70+cCOTnA/3btMFd3bqhc5Mm0Gk0OHDlCuYsX47zly4VLytJEl59dTZiYgYDADLaD3JOVzpDJ/r164877rgLnTp1hk6nw7GdmzDn3XdxPiGBrOPZma8jsMFQAECHc7RQ6b4Mei4AoF2TwvPJZo4pj3ruQww+mXDXOvdBpePFxWxhRXYZbTJ/7diZ1K4K0LAYuWKMiitUzO7FhNJ4evE/dnYLfX7JOxJAbH0o/3uicKP3nMKTWUDPJxZQmpl99qGFRE2efNFjS77rlNcaDX+s2TZsmhS1lm8T6Ekz+tjyaf+VKv5lgIopDKlj+pJu5kX1WUxiAbWdrlcvU5iUFcAbmEKYrOgeABQKul5Joo/WOj2faCQnizpktrikRsn3TQM6zceN+gWNzP54mkrOs6qA77srhBBfIBCUTz1/4GBRqcqOmRWUjSRJ+OijqThz5gDmzt0Io7t8qBNLTk4O0tKcoxMPZiDDFp1PlckE1qRxIPT6kkFgrtmMpT//TJbp338c7r//FQBAeHhL3PHss2gxfXpxeFFubhZ+/fVTTJr0coX6XITR3R3GwgyWBTKDypRzG8mABQAmT54Bpcw9M2TwYLzy0ktoc5a+yIjq2BEx7dsjauJEEvq1f/8e5OXlwWAoeTi65ZYhePrpV9C1Kx0gRjfwRUz37oi65RZkl8r8FRu7B2ZzHtzc+AesauUm8yECgaD6kSQlJKlsX3E9wkXFoEUgqGtUsDCc4Obmo4+m4cSJ3XjrrY0wGEwAKjZo+fXXVZg6lddnVJTNmzYhJiam2F6zaxeymS8BffrQ1NDNQkLQLjISh86XpBfeuPHHSg9ayuPtb78lto+PH+6+e4Lssj9+/73zP2f5FPnhgYHo3bYt/tq9m0zPyckmg5bPPuO/thevIzQUvbt2xV8bN5LpeXnZNT9oET5EIBBUkfKLS4pBi0AgEG9Jbyh+/nmL7PQtq1ZVel1b3n8fALCLmb5hA91GSko8/vzzI2g0Oowf76yBolJKmDV9OmZNn17p7VaFvUxNJQCIiGjNTYsKDyeDlri4Y7BY8qDXV88DfELCOfyybRuZNm7cVOj1fFhPRWDfIhoMBvj7B5SxdMXWodcb4ONTuXVcE8KHCASCKlKebqXOa1ruuzMfJlNhfF9GBr9AOl1djx403jPbZxjXZMgPnxN7wHtUoLL+Db54IVvgTcV0xS6Thi2qKY1LXL+Jxi0O+JffTou7aTw3l4peppLwvbTmIzY9zwgvQ2V+sJgiakmn6Oze99HCbABwb69EYn9nfIjYS6M/5do87Lea6UuoK9PJXdOIaThCZ4ftoPH5AGAczByEvXuJ2S+6HdcmG82JPdH/D7pAw35geXkeLcb0+q1UlHOIr6+Jvr0iib1xCZ3fMox/63q6gGpaVkygMce3yB23NqXCReQuSFfU8wcOT08U60DyA/hrW5eVVqxxUuXn4e5el+gCxiZcG8Ueev8OmUO1Vn9/doFrk8Zor4I9aNyxjZfBAN1pccIfaD1dTG/Ga6IutR1EbKYWI3DgANfm9zR6vXdPpuFXE8zJmPARs/EHHiBmBqNR83zuYQCA4STVy1Sa3FynTquQ86dPc4s0ahQAt9JjhdAWCIiMBLaWFPS02+04eTIBYWEt4LZzI7cOdTNGl8f85oRH0vCw9957D/ZS95pO54YX20fC/0DJsTuexxepXXWMaklennQBiRcvYtOhQ2T6XXeNhk7n/JH2SKb7fDaHFoZsbM1A4qVL2LSDaqDuHTEMHQOdOoddFrrd0fQycfJ9YaibKFBLyM8ywKJ1fi3KN/M3qk8E1ZJofal+Q+/GawxYtFpaGDI3jx9cs0UdzbnMADmeKZAKvtAli8Ykp19iMtQxp0+yyiWEoA+U5hTqeOR0I2o11TzYbPSZzmzhj7We0XxkptHsiO5Gfn9yM2lcKtsXu43/EsgWX8xjtCd6Na/XMMpocEpjUPPzVUraFwfzYJ4no23SyKynNGyxSQC4mkmFSaxGx2rnH8899NQPWG3lP8JbSxXYtNoqd99LUjmalro+aBEIBLVAPX/gEFxfJjRvjgnNnS8JXg5YSua9foK+EPpmBB/+FNM7k9iZMil/dTr+h93gxk/Lzc0ot78VIT09HV9/vZxMGzp0PPw9WcVy+eTm5WH0o48iP7/kYczT0xMzZ1Y8lC03Lw+jn34a+daSB1RPkwkvP1FLKamFDxEIBFVEaFoEAkH51EBhuJuJ5X/8gTVrupFpCvnagLL8vXw5BpfSbAhcI/ezJfdjJv8DVz1v6j75ZAlyS+lqlEolxo6dAUAm66ALcnNTceuYMdhd6uuXXq/Hd9+tRsOGDSu0jvT0VNz/0GTsPny4ZB06HVZ/8gka1lbleOFDBAJBFXHYlXC4eMFRWU3LkiVLsGTJEsTFxQEAWrdujVdeeQVDhgyp8DqE5xII6hriLamgBskpKECqxRkek6GNI/PiGEH9lSt0PgBYLG4ke5iXgQ+byc83w2CgIRFmCx+S4+5e+S8h/Lby8fHHH5BpffuOQHh4UyCh4oOWtLQz+PrrIUhPL8k+ZnR3x/c//IJbbuFTyMsRF3cGkycPQXx8qXUYDPj5f/9D/169KtyXKiN8iEAgqCLVrWkJDQ3FvHnz0KSJM8T7yy+/xIgRI3Dw4EG0bs3rIOWo1KBl534d3N2dcYTh4TI1DC5T7UJERy9iX82SyViybh0x138zlNhHL/N1QNrk0Xop0DI5ymmIpZNz54g5oH17Yp+OXMw1aZpDg96XvsDkNd/E14vY9DUTO7+Hhk58eaQD12Y8k5edlcrY46h+BQCiFzIT2o8h5sPpfFjHehMN/chn0sEPBaMjAYANdCTd9laqS8puxehXAHhr6QnYaqc/1n2P8fqhZB96nq3d6XWQRLOYAgBe93mf2L9mPEXsHj34NnYm9/4089vEXm1j6tAAuDNnO7E7mLbQBZKCuDbDGpeIkwsKsoBTlXg4q+cPHK1bSTCZnNdVYhLv9EJDfYv3UXIzAEH0+MYn8G0iSqWVvbdHDwz95x+6gIz+jH3bfCbDDwBgNHripEWDBr58E8TSh+DpPWgctb09L0wIToon9tChEXSBM3xByKfZUHgTvR8Wf6wBy/QE6hcDAlrSBZ58EgCw6uefMfHFFwsnUk0affQH8Df/daFFi83o3Tum2FaE9wF20dQBDTI2o5Gx1OetHBtSUmgdHJVKhbGj/ODubsaVHH5QEKak/veSmuregjOc6/tmxQokJ9O6DzNmPIPQUKCgLdWwhMn8Nrzc4Q/sOnECw5e9jvRSWp2goCD89NMf0Os7gc01YDBQDUtzbTx27d+PMQ89hNRSeaN9fYOwcOEf8G7ZCTDSsLruPoy2aAuvDXo/y6nxtFiyAFQiwUI99yE6Ux70hXVa2BofAOCw0vvDYaHLyGla2Bok6elUm8HqOwDAnE81HnpGB5OTS3UYAGBwc61PksvWpJfVuZQg9/CoZDQeBYz2h9XjAICWOQZqpu6HXI0SC1tjRUnXm83UIwGAAuZYGt3p/smdH7ZNXgE9x0YtrxWyM8dFw9RTyS7grx1fFT0/rHZGTkeSyyzjoaP9Z3UxAGBz0GcRG3Pe7TJhWVmMnsbA7LOHgb9OvHwyiv+vKqicvlZyuK7FIlWstm4xw4bR58c333wTS5Yswe7du2tm0CIQCGoBhcL1Q4Wi9sVvNxI6rRY6b/rAAS8vfkFm0JKm8KvQ+hXMC4+6wuMu5h05UnOxx82adeam/Xf2LBoxmT2OMvVTWrVsCXd3/qGuMkiShPc+/phM69KlJzp3lnljUQY/7dyJse++C0sp/UnLlq3wyy9/ISIighuwyK5jzRqMfeIJWErpYBo1aoVFi/5CcHCEi5Y1hPAhAoGgilT0S0tWFn2hr9PpoNO5LlRqt9vx448/Ijc3F92ZBDeuEIMWgaCuIeLR6zRS6axSNvZLSydueRXzpcUcQB9i3c4c5dqkhdBihb4m+gZU9kvLrfRLy1FbS26ZmiA6ejAMBg/k5ZXUiflxwwYM69u32D4RF8cVfbx7JJ/Ja8GCOXjnnVeL7YiwMMQdPFjmtv/asAHHTtF0i48++kyF+/7hhwsxa/58OBwlrwxjYm7BypWr4SU30JXhyy8XYv78p8k6One+BQsWrIaHR8XWUe0IHyIQCKqI3aGC3VF2TSe7w/kyLCyMZgGdPXs25syZI9vm6NGj6N69OywWC4xGI37++We0atWqwn0SnksgqGvU89AOwfVlwsiRmFA4YPh8Jx3YTO7DhCjJPNzm+NOQMTc3d9x228NYteqd4mnf/PUXmoSF4e5bb8XFK1fw5DvvkDYmkwkPTbz2ApdFvLOE5ixv3LgZBg0aXqG2zz//JD76aBGZ1r9dOyz64GNkZGQgozDF8sVS2XN9fYOg05WE2bz11pP46itmHT17YurTHyM7OwPZ2RklbTXOt5FBgYFEE1QjCB8iEAiqisN1ymMUzktMTISpVAi2q68szZs3x6FDh5CRkYHVq1dj/Pjx2Lp1a4UHLmLQIhDUNW7CB46MjKtwOJzxtno9it9a5+XlITU1tXg558MeHyN9s1JQkI8ff5yKU6c2YtYLlxEWFISZU6Zg3PCKPbhXFw888Cr27PkTCYW6GkmSMPvjjzGbCd0qYtHbbyMoiNeCVYYDR45gy86dZNrDD8+AsoL3BztgAYCNhw8jKqpZmW0++WQzoqNjim12wAIAG//5Bxv/KXsdm3//HTG9e1eoj9fMTehDBAJB9VLR8DCTyUQGLa7QarXFQvzo6Gjs3bsXixYtwtKlS8tp6aRSg5YeCSthKsq1b2rLL+BHY8LNVvpZadMmvknGwO+JPZDRUrX5bhbXZvOAt4jNZictzKZG8IpuTOwjTJHEZjK/MdlaqsSNTaZ290mTuDZ2ZlSq6tiR2N3kalql0yqIqan+dB1ZV7kmTz/JXCC76Mj2m3wqugeA+xvRwomHc+gxgQ9f9PHzdfSz31AmF0GgTOEoWGjITFQU7Vummk+uEMkkINIcokkdvDrycfOIolH8Iw7tp/M3MFU6ARxmEgc0fpQK7+/UyRSJSqKx+YpXaL0GKYFPlPB70O/F/8/Ky4PnWm6RsqnvDxxff42iyoNhY5wJJHr3ao/4hARu0XfeeRvvvFOSLGH8/ffjjblfc8t9HkeF3JP7MOeRqZQOAPu9aJtOOibT1Gn+WrgSShNpMNpyNGDuDwDwZvwi25VBLXhnb2RrkZUauAHAXXcFAwDy8mxITAzB++9vRJfM0/jnv/9w+8svo7FOB11vJjzMiy9wNno0M+Ek3YG1qXy426ATfxNbaxgCrdaAhQs348UXh+P48T1cmyJ0Oj2efnohJowdW1xAFCgpuMmWcpEUSuQbnX5Xm0Pnvc0U1/T39cX0IT2hzyr5WnRFSQXz/hm82L0yNFWcQQelN+BVhQHXhQvAmTMY9SY9tt9+25xb9KmeTt+flZWFWfxPYdnUcx/isKqLk6qoZIoKOuz02UNy0P0tKOAffezliMMtMoUVTdpsYmdl0xcqBXZe6M3i508TTtgL+NDPAjP9DdWVI8wHAAUjolcytsrAHzdbKi1AeSWDagPNNr5vgR40wQSbsMDDyNy44As0ZmZRH6jK5QXjbJIDRwXSpbszRR+zGMG8m8y1Y2eulVSmqKW7hhf857NFOJlzqJYp5KmUTRZfgknPJ2wwMEmOfLwyaN886fUIADpjSTKoAtkipGVT3dnD5NchkZpY5SG+tAgEdY16/sBRX7jjjhhYrcCyZVvI9GHDYgAAv/++hW1SYQYMcK5j/Xq6jpg7nVXUv1vt/MJgMLjjuedeAwAoY8+id5s26NW6NXYfP46+Nfwyn8XHJxAffbQbe/asxN9/r8SxY/tx9eoV6PVuCAqKQPfug3DPPVMREhIBoPyHLlckJSVg1R802+G0SZOgL0f8edMgfIhAIKgi1T1omTVrFoYMGYKwsDBkZ2dj5cqV2LJlC9asWVPhdYhBi0BQ17gJRbRxpVI0XbXSN1veBvoWJolJ1X0jceHiRXz88YfYt28NLl+Oh0qlRoNAP3Tr0AGP3X8/unfiv2xUhjyLBftPn8YTMiL32kChUOC22+7FbbfRL5oFMh8w5Zg9ew5mz54DgMtxQAgNDUdBEp9yHlkyn7rKQCoU8KeY6NeYQBPzhvMU/8W2eB2FqZZz3GkJAGPicX7hvDx+Wk1xE/oQgUBQvdgdKtjt5QvxK0pKSgrGjRuHS5cuwdPTE23btsWaNWswYMCACq9DeC6BoK4h0pXWS3bv2YMho0bBZlPg1lsfQFhYC5jNOSi4uhs/rV2LW3v2rNKgRZIkTHjnHUQ3a4aBnTrhQPlNBPUV4UMEAkEVqe4vLZ9//nlVu1S5QcumgDFwd3fGHnYM5eczGS3RiAmhLtTeENo9SLUK3xmolkHZjupXACCAsRV//E7sfzKHgeX+ATT4vG8007n3aaFCAPgy7CVij19F1zu7I90uALza8Vdi7/AdQexenWVi99bRN3nN2jOxzTIina1ZNLa+705aADHDQ6b6soPGM0ZFsf3gq0e3bUs1LYG76f6dbkX3DwCaqs8T+7KFFlZsmUEL0QHAxjyap7ttW3pd5F/imsDXl74BWHWMPvDddhv/ANjOwbymz6TxqfO/acC1eT7jE2JLq6LpAp8xAikAg3aXpG212Sr+9hdAvQ/tOBb9AIxGpx9pKuOBDMy0bCYO2Vem6OPk/Y8RW5pE9Q6fnOGLFw5kazqG0DfuP//Fhxrd0qjk/woF4G69iqhL60ttOAjqfGfok3eSM5Xx4i1tYLfb8PrrEwEYcWpgFwQb0oCrzgKYczutwoyoHJzLsmPuCue9orzkLFKr+7Sw3OPUqc5/CwvpBjBOUJIkPLxqNZIKbPh73UY4jEZEZjCdT+Xf9B+nNRnROYdeq0xNXue2HhlC7L6bNtIFVGxlTCDFn9HX5NA4d5WDj7Vmp527TP2Ir5q/rxL19Bwmx9H5/qG8ricwgCmGl0Pj7U/ZeK1fJx/66ciYQf3K88v5dNPzn6RO7KdXmVTXtz/BtRkf5hSCWq1lv+2UpZ77EJtVA1tRoWAl/7Y35wrVYuSmehGb1bwAMsUWmUPk6UW1GwCv3/DxofrTpGRe+6Rnigbm5VBBp1qmgKNaR3+nbHlUX6Pz4fvG4h5EtTOWdF5Lxxa+dGRQjYtckcTUHKrj0TMFKh0O/lpj15OWTe/tHCuvBfLUU0Gwnwe9/zNkCnkWMOl6WQ2LXkbTolZSPY23ni7DFrUEACOjNWG1P3L6FbbwpYq5/txktDMRjWj6fL2J+lFdAK9/zrvgz02rKLWhaaks4kuLQFDXqOcPHDcj8fH/Ij09HjExTyHYwMe36XT8w3RFkSQJ06dPxcGDB7Bu3UYYORW/4KZD+BCBQFBFHJJCdqBaen5tIwYtAkFdQ8Sj1zvy851vxFJSjqMgxAeaanxofPzxafj3391Yt25jhdNOCuo5wocIBIIq4nAoZb+UlZ5f2wjPJRDUNcRb0npHZGQ3mEzBOH58DcLO6zE8NBR9AwMxOIQPpaoM8fHxWLLkI+h0OkRGloRyvvDCLDz6aGVy5ArqFcKHCASCKnLDf2m5ZfFImIre0HzxBTff10oDoNOUNOdmu1AaUwkAYFKdbWF+Z5e24LUmmDKHmI39aDzn2SheZ7HajWox7ryDxi3u6k/1KwAw/sVbiD1/EC00Y83gu4affiKm6hHal627+Tj5vg1phWkuvNvHByydaOg2Xt82k9gvq2ilaABAVhdiMnXZ0HvwYK5JEJugx43WdpEv7Ewvq5ZBTJyljQ9f0TKhpf4rmKJtMjVx0vJoLO04KyPy0o/h2hw+Q+M72Uia5yNp3SAAwAF6QhR33UnslSupDQBrHyyp3ZKVnQ3P1vxqy6SeP3C0encyTBpnzG/SghXc/NBLVNemZmr0MGWNAAC2+VTDMoKRsGwawRcBxB3Uhz11y2Fiv6+mNXwAIDG6pGaM3Q6ovLxREFOS+eTIESDb4Yyt3m9tAwCYrvgAMAD3PvMoFmzYgB9PnsanZ87g0zNnoNVq4b9zGpo0WQilstR9U3SOC1P4Lv3E+eNQVJ29ROYWgTNnnLHQjfOoRqKA++jix05AI2bSst/6EfvRRJmBz2WqvVjvoAe7Pb8ZBKoZH5BHb/j9p/iCoZ2CLhBbr6dx75CpOXD5MrU7p9KaMuYoqscBeN1LQzWtu9RJSWvkAMCVDKop9DdQXcL8Uf9ybfA29S2dt79H7A0b+EJmLxSe75wcYOVKfpVlUs99SE6GBxSaij++5DB6B7mMSCYPWuPC5JtB7MxUqpMBADcD1YCwNT506vLT5qnU9FnEnOfGLWNgtAtQ0mvfbuGfK9g6LdYs+mOXJbM/+fl0PSoF3Y7VRSapIhxW+iAb4MXrLMxMzRu2zokc8Vn0/s9m+ir3AK1TUT/Daly0SplaNcwyeQXU9jXw6dqz8+n+uDHnXa5Oi9VG12vUUV1MSDAjOARfk0gfRH8MzRd556vSlvRFJVW2Totr3YpUueRh1cKN7bkEgvpI0QOHqz/BDUeYtzcW3303/vvvIrZvP4pZs96A0eiBCxc+xIULH17v7gnqE8KHCASCKlIkxHf1V9uI8DCBoK6hUrmOOVdVMpOQoM7RsmUUWraMQvPmrTB+/ChkZm5HWBifPUoguCaEDxEIBFXE4VByXw/Z+bWNeN0iENQ1xFvSmwadzhlWoFJdm4A+Pz8fM2c+iJiYhvDo1g2t7rgDX//Op2IX3GQIHyIQCKqI+NIiEAjKp57Ho99s7Dh7Fu1DQ2HU0Rjs/Px8LF68AAAQGMjrryqC3W5DYGAIvvpqI/r6ZOOfgwdx+7RpaBwWhs4t2lS574IbFOFDBAJBFbnhhfgHX/m5uCjckzK/sduf2UdsLy9mgTy+YBAYAeNSr+eJvVg9n2tybtJTxD6bOo4usJBPEnAH05eUVPp53MbrsTC9NRVGLn6OUR315wvWYfVqYvoxGs6mCUwhNgA5kXQ9GWfp/F+2RHBtnmi1ntgvX6QJAOIf4IX4X39N7ZfG0iKQiGXEfgC8G9IHn9hMWpEySs/XnDiaTAtStsk5Tuy0EP5hqiGjCTwdRENlmlr5JA5swoLTfSYTO+sE1wSdttHEDkl302tpe8hors2KLXSaBOZGvfw/rs2/F6cX/z83VxSXLE3q/M+R7+H0I3/+xM9/uAt1S+y96e8no/5jihVuGk0F/vuj+dCrDw7RacvaLiP22pC3wTJIW1KkVqewQoKWnA6lsqTYeNH0e1cdxJUry9GkyUgEBHTCSOlTxMefxw8/fIvExAS8ZDLh9asPAaX0qjFFqYuDnMXphhfWM/3yS+e/pUX3i6fcDSAXOQ3boUPjduj+3Q/YmnQFjZmEBQcO8FU5h4RS8f7Ey38RO+kxvrjv0QPMOqKocB0ZtAgcAOzNoJlDIiPpDd/JeJJrUxBAi+w2ZAo4Sn5MEV4AzRmNbE5zKrzPkMkF01BPiz7aA6j/OnSZ2gDQiUkskJhO98evbVeuzSMf0Wl7Y5hED9v6cG2s3ZwFjXW8zto19dyH+IRehknr3IdLZ8O5+XlmKmZXMULoAhnht4Yp4Gi30mWyc/gEMqyI3sYUHtRp+QKBakYgLzno74m3L59pxMoUk3Tzpr8pCpkCm1kXAomdnUmTXaQzwnaAF977mipQtFJH73c3pggkey4APmGBG1OQ0oMp8AjwInoLcw4tdv6cujPr1ar49bJ4M0J7SwF9bmVF9wCfoIAtVGqQuQ60TJIA9jjq3GmSBwAwBFMHpjTQ9Roa81W4JXPJNWm1VE45XxeLS97YnksgqI8U1Vhw9XcNfPTRR2jYsCH0ej06deqE7du3V3PHBXJ07DgDjRuPwKVLu7Bz54t4+ump+O67r9C5czf8/fdWvM693bl28vLycPDgfrRsWZl0dYJ6h/AhAoGgitglZbl/tY0IDxMI6ho18Jb0+++/x5NPPomPPvoIPXv2xNKlSzFkyBAcO3YM4eH8m0pB9dG48XA0bjy82H711ZrZjiRJeOSRCejQIRr9+w9EXl7NbEdwAyB8iEAgqCLiS4tAICifGhDRvvfee5g8eTIefPBBtGzZEgsXLkRYWBiWLJGp5yO44ZAkCU888QguXryAL7/8HgpF7f+YCOoQwocIBIIqUqRpcfVX21TqS0urVkBRqPX2V9Zz81Pa0kKKSi40ky8gdpLWc0PPeVTDMv0UH+scr6exzN9sp2INvnwY4MvEfAae2EZtGSfeO2QHnbCjFzHbXOGLgb1HZT1c8UK/jrwOxjsultjtolpS+zc+rnyt42Vin2o1gNjTj/7BtWndeiidsGcPMY+24vUcbRQ0vtPTkxbpwkn+/HhF0AKOBUF0f9at4prg3mSqNbk0hmpNWO0TAPhraXyqv4MREOn5ONJlXnS9ExW0gF2ogtH5AIicRc875mUQU+HFxwZLw0vuhayC8guMESr4ljQri8Y163Q66GSC361WK/bv348XXniBTB84cCB2shVGa4ETJwD3wsvo4aBfuflXQqkfyWdkU6H5tIgtAMSaadHTqDvuIHYnLV/gbNlHNDb53yMTiT0obzPX5mxOSfFFs10LNykfquSSa6hD3B4YLamF///Z+a+F+socBS2E2TkgnttOQUEMAGCz0alpCMpwTi/S95w3lujCJEnCK69Mxck9m7Fx3jyYDv8DALgQOYisc8ihudx21qtpUdqLQVRvNn4/f34yGjPFe2Op/zoaynvgzl6niZ2mpBoXexNen5LO3M5aLfUrR6gLBwD0/YPqRM4/RnVJDf1oAUHnimnx3gOMZqezDyMyBABTJDFDvehsxWefck2+fOcOOiHuHtqmCy2iCgDS407dlS4/n5vnknruQ/KzDLBonToCubSrrGZCw2gb8qy8PiU5mWpAAvzpBcgWnwR47UJOLv2dktPOqJSuC/y5yWgZWH1DQS6j2dHyvzGsVsbCaDHkUtlaHa4fCcvrOwAomWOi0/HXLqtzMWjpMul5zHMG+EKR7AOzg9WaonwNi687r+P186EPrhmZTFFLC6/RybdRLZOG0eTIFRnVMIUiPU30XlTLnFM7o23S+NM2Sv4RG5Km5NgqNULTIhAIqhkJinL/ACAsLAyenp7Ff3Pn8g+lAJCamgq73Y7AQPqjHBgYiORkvuqu4MZi9uxpOHRoN9a99RZM7vyPveDmQ/gQgUBQVRwo50uLzECxphGaFoGgjmGzyWezKz0fABITE2EyldT3kHtDWho2ZEiSJBFGVAVWrNiCxvoL3PQtr79e5XW///4W2elffkmnX7gQj2+++QharQ5h40qyKM4aMwZ3vjAIgpsT4UMEAkFVKU9sL4T4AoEADgefzpmdDwAmk4k8cJSFn58fVCoV90b08uXL3JtTwY1FgwYROHfO+cm/4am1ZB4fuCm4WRA+RCAQVJnyCkjWdU2LLiUBujxn0NxW7QBufl8TE4u5jxF4dOvGtfFvTONG7Y5gYv9wgI91vrc9rfsR0ZqpC6BuxLX5ew2NSxziQ2MDPW7l8+q/9FJvYj//B60hc/Q+RvMCIDaYxohHfU41FKcfo9oNAPD25DURpTk8/GVu2qAW+YzNfKLfxNdPib6VmaCNIWaA3MbPUf2AMZSpsdKzJ9ckgJGSaNZSfc29t/Cx23sT6HFi1wE9nxsdzA/o5hP02umXw1cGnziQvhkoCGhA7DwjtQEgj41+eOVJYkqHngRLWmiJFiA7Owto6Pocl6aiDxwVRavVolOnTli/fj1GjhxZPH39+vUYMWKEi5Y1g5tbiUQpPpLffoSFqfsRQK/MK1lUvwIAUQE03lwy0gepbXL6hyia875rKI1lzvHsBxYHmwb/KtXK9PvfSLDceSedNu19+iVm70tt+c51G0jtd98l5uFhL3FNpIH0y4qVSk1waQL1TQAwQE39REpbqhvBKar3AIBsNrS/SxdiahktinMirXXgq2Q0Rg5eYxBoYPz67t3E7NiN/w1aa6Eali5edH6Bng/61uzbReyWbbrTBVLAISlpXQama1C3f4hrc2YDte/NoOI+6XU66AQAvLjQ+W9WFrB0KT+/DOq7DzGGXIGHzunLLbm83lHL1MVIz/Aitk7D6wVYXYI5j2oX3Ay81iTfQr9MGdzoMmmZdLsAYGXqiSgZnYjFzP/WuTP6BquZbjcvha/BZLHQ9eQytpzehtXosDVl8qz8lziHxOqH6Cc+lYr/5Gdm+sLqUzz1MseaOT9XGW1JlpWvA6gE3R8jc11wNdcA6Bm/o8iig/osGU2LjtGnsNeXhztTQAq8HoTVMun9Mrg2Sjf63GfPosdRBb5GliO35Lg4LBKAimtsb/jikgKBoOap7gcOAJgxYwbGjRuH6OhodO/eHZ988gkSEhLwyCOPXHtHBQJBnUT4EIFAUFXqohBfDFoEgjpGRePRK8Po0aORlpaG1157DZcuXUJUVBT++usvREREXHtHBQJBnUT4EIFAUFXskgJ2FwMTV/NqCjFoEQjqGDXxlhQAHnvsMTz22GPX1lggENwwCB8iEAiqikNyHQLmqFwG5WpBDFoEgjqGJLl+qJCug6MQCAQ3DsKHCASCqlI6PXpZ82ubyg1a2pSIsMPP8V5v1yEqUPLyo0L2lkqZQj9M5pKEBDr7XhstHAkAWE2Lsb0BKkp9aSa/HS4HQFYQMbNzZA7+FCrMffYtWviybSjfZNx5Kv7+oz8V3nfi9aZAQIjMxBKaNZOZaKWCsnjQT/SmO2ihPABIjaN2mB9dR2A8n1hgr44WVmzBXjH//ce1OWKOohMCaVHLJrxeDp1jlxE75Tam/zK1AE7nMML7y98T+w93vljm8RXUfnZKJrE9N/EFQzM6MuLqefOIqQjis+eUDvO28jUuXVJTb0nrCp0+nASTximq3P7Yd9x8bZMwYrN6bH+9TIHApCRibrpIC5r2d/DFcHHOi5j7lTRBRKcAXrDYqBEVg0pKeq1vPicTKjOeKuJ/30ITa2Rk8E3GXaY+bmtv6uP6tpIRU6bSFbWhLg7ZekZkDwBZjA8w0WNrjqY+HADasxPS6QlqHsKfn6Nx9Lg0ZHTDRpnfhuNJVDTv0ZIK7/1l/Mgg9UZiJ+bQYr7eXvzvVmIoFd5nxtH5Hh584odwxu5uPEon5PBF60wdGYF/+ARijpvCC3zvKcxhkpdXuYeD+u5DJLsKkr2oQCafXIGNtWeLIuZb6X0MyAjxGbG4XPy+ihGqs+J2o1se18bMFHlk15GRwSdtuXrVi9is4D87l6/PdCHTm9hq5hjYZIpLskJ1VnifV8DfdD4etMAhK7yXK5bpwYjmc9P5RAIs7Bv/Aqb/coUvNcw0lYLaBXaaUAMAEpNoMp4c5nx56HixO4uvZwax1Wo+HlPvRtfDFghV+8gUM1Ux/kvN2HIZiEsXVldW7m2FEOILBIJyqYl4dIFAcPMgfIhAIKgqQtMiEAjKpb6/JRUIBDWL8CECgaCqiC8tAoGgXMQDh0AgqArChwgEgqoiSa71b9dDG1e5QcuaNYC7M3by0CF+9kjHajqhxS3EzLfRGEsA0DHes+Hlf4m92jCOa6NtR+2XDDSOGW/w2ozke2YTOzaVxlin/sQf/ZEmGmv69pMX6AI7+O2kdKE6iqF6qplAqkzltRw/ajOFFI8c4eMuu/pdJnaEkq5365GGXJtWraj98w6qHRg+nNoA0Pk4U6FO25SYKf6MfgVA5wDmWP5Bi0umhA/j2hyNphqWSLZeWFIG1yY4jGpa5p6jx37m3lFcm6GLFhFbMtF9VjSl+wcA7dtT+2oGFQtIE3n90N/Dvyj+f14e8MUX3CJlUu8fOB55pNiPeMlovIJXLaYTpkwhpqTlY9gVzD3TP5Bet/vz+UKEZibUuldzpiDrWuqLACCpDdVnsTVPf3iGalEAYLqexioP68UUVmQrEwLI8R1C7E5syLdMfI/kRzUrijxa0CyDSvQAAB6hVE93KZm+OZORkqFDKFOQUk1jwAPVfAx7m3DGD+bSeO58Da8LY2qKwnfTj7Svve7m2hi7UA1LmIHRyuTwGoOwjDi6DqaArvfbs7g2h0e/ReyEBNpm2DnqZwBgnZJqWpp/0YPYX3/yCdfmpMmps5KRyLikvvsQR4EaDqUzgN/TK5Obn2+m+iC2gCNb4BEA9Jpy9BwyhRU9GG2Jl1cG7aeMbuTSVVqwNSOP/tixhQoBvshjZh7VsOTKaE0sjL4ml9HsuMlthzlO7Jv0IFMG18YuowspD4OR+qYA5jilZ1OtM8DraXJlimOysMUylYxtlzk/rLbJZqfLqDW8/s7EaJdYnZJOT4tCAoDBi2pWDA2Y3x8ZfYrCn+6zdIWeQ6mAb6RQ20v9v3KjDAkKOG5oIb5AIKhx6vsDh0AgqFmEDxEIBFVFFJcUCATlYre7FsraZZLwCQQCQRHChwgEgqoihPgCgaBcxFtSgUBQFYQPEQgEVeWGF+If1HeH0c0ZazjSbzs3fzvuJHbvUzQm/K+LXbk2HTvS+PSILl2Ifad6P9+RyEhivrucxjE3akttABiZsYtOYPd8eBewSEoaqxmbTmO3QwfydUACHWnEPniOBqO3bcvnYF+3jtpDGp0kdtcAmYIEJi9ifvoT3c5Dys/5NptoEZyRA2icf3wSrckCAGdSqGalv9tZYuv9+BoGrOBpbxDVsDSSueratKKv/sxWJk5Wyx+D06epPbMXvSZjh/3EtXn0Pmpvbz+d7wxDRgajsTh3jpiKRrx+SBq3ufj/WfZcbr4r6vsDx6+XusBgcPqR6Gh+ftJIek68mJIkB/fwbU6coOfgoRh6cXQKpvclAODIEWKez+lHt9uT6lcAIJQJtVbtoX5l+mO8H0Ey1Z+dzqN+JKgX1a8AAJjQY+6c2/niP4dO0Dj+DsaLxA5pxOu1kEVrLMTGUv80IJ/q0QAAuV7EDGxI+3LVQvcPAKxW2rdALd0huVo1gRaqD9oRTDUsXjKnNDiL+s40v+bE9rXxmpbTeqpHUTLaH9PrVL8CANs+ovb0hsxx2rePa/P4N0wbG12mczdeG7D3waUAgCxWgFUO9d2HlEar5e+F3GwqlmO1JWqZukBueqqzUhe41pEAgIWpN5KZSR0Eq6UBALWKTstj1lHg4K8DvYz+pDR2idcysFoEtmaJWUYT4sHoerRMzRU5DYhWQ5cpKKCaEHUBX1OKPWcFjI6ErXcDAKlmqv1h68zIPUBfYs6Zn54eWz9V+TeCltGnGGXqtLB1WAxG6mfcvKifBQC9D52mbkDvcUmmHBnM9FgWpDHXm4a/ThwFJcfSlu8AwOtrysJR+Odqfm0jV4pGIBBcR4oeOFz9CQQCQVkIHyIQCKpKkabF1V9lmDt3Ljp37gwPDw8EBATgjjvuwMmTJ8tvWAoxaBEI6hhFheFc/QkEAkFZCB8iEAiqSpGmxdVfZdi6dSumTp2K3bt3Y/369bDZbBg4cCBycysejSI0LQJBHeNmCu0QCATVj/AhAoGgqlRU05LFhBnrdDrodHyK8DVr1hB72bJlCAgIwP79+9GnT58K9Ul8aREI6hgitEMgEFQF4UMEAkFVcVTgDwDCwsLg6elZ/Dd37twKrT8z01ljycfHp5wlS6jUl5YOKWtgynaKod4+zotU77iDXTutDjYSfLE2pNIuXDF0IvaWc9QGgLubUYXS0wFf0wX63Ma12XyEFvaKYmoiZsXxXWtsTCF2GxsVttpNHbg2pxnhPVuIDWf4Cm9Dwqi46pKJds6PqT0JAEpmuPlQHi1mtr/XE1yb36gOHy0SqX2vx2GuTYQXjSMwh9DzcYqpPQkAnVs1o3YecwxOneHabLXS89PXl1mxOy+CvEz1zVid05vYd95PC4gCwKo9TPG/nbQA6qPrRnJtpLeYG7ARLTZ37JhMwSZ1aMn/K1kZrr6/JR3h+Bkmh9OPfL+bLxDI5OKAMfsSsXvv/Ipr05tplB1ERfUbNvD9GHlHDLHDmeOqyuGL1sUnUaF6RMeOxD6fwItoG0bSAo5NU+n9IBlpUUgAUKQzKnMvL2rLXFKsr0m0UOF92EXmhgdgD6HFVQecW0oXGD6ca/P8QlrUtVs3On9ki+N850LoMSgw0ELD7rLaUFq5s1dT6o/l7qvzSiq8b6hnwg4s/E8ek9eFzc8A1QL+B3j6jBl0wiF6Dm+5wPwmAZBWfk8nqMcQ87kfZPyIvvC45fEJBFxR332IzayDrbCoYXYmn9yGKyrIiNBZ0T0A5DEFKdnCeVrZYoxUpG1jBORsoUKAF97nMsJ1VjDvXIa2YYskWmQKPGYw29Ex69Wr+GQEVmY97D6rZPqmZ4TpAWHUX2uMfBKJzCT6bGi3l//+3I8p4HjlKvUhBjW/PzpmH9lwpnwZwT8rvE+3uHHLsHgy58OcS9toDfwxULnT42Y9R0X1mkD+98d+mX69cOTTa0fbinek2TtKBgT5VgcAmSrDZVDROi2JiYkwmUr6L/eVhW8rYcaMGejVqxei2AdyF4jwMIGgjiFqLAgEgqogfIhAIKgqDrjWrRRlqDOZTGTQUhGmTZuGI0eOYMeOHZVqJwYtAkEdo76/JRUIBDWL8CECgaCqOCTnn6v518L06dPx22+/Ydu2bQgNDS2/QSnEoEUgqGOIBw6BQFAVhA8RCARVRQJXMoybX6n1SRKmT5+On3/+GVu2bEHDhnyNu/Ko3KAlOhrwcBaDfPbg6/z8d5KIOTeSxkc/+CDfwe+ZMN9pl2iRrqFDee0MevYl5sxBB4g9iYmxBoB+LWicJc7EEdO/RQuujd0USJtkULu5TIx4UxqGjSugMeP6ED5+nQ3NZrUawXt+5dqs1Y8g9glQDUsnmVpkr7b/mU7Yw1TpG8MXUTt5in4abJ5F48o7O+K4NklXaRFRs5nqUZq2pUWiAKDvuaPEzm9KC74x9RwBAIP6MDsZE0PMkR0Z/QoAPELNn++nv95PPsk3wW/0Nhl9D71Vv4/kD7bCUFpPwBeWckV9f+A4HTUSRqPzU/LodYv5BT6i4qv1A98mtr7H81yT5GRq332YfnK+7Ta+cCoYXcJ3nd4n9v2j+es0wkp1I/mg93PDIJkbj4mbvqqmbbz4FjAbqDaOLa2qNPFx/Cw5J9hGvC5iyRJqp6Q8TOxWW/j1zs96lE44EkTt217g2iQysdhhNkazY6L7CwBXzNTfsn6yoZ6Pf2poPU/s2PP0N8du57Vx7UC1fJ3+/p3Yz2a+xLVpwRSKnNyWxuT/9hvXBFhLr4MnHqd+ZJHtO65Jz3n3AgBsNuFDSmO3amADr+MoQqensf2OPKox0MgU4WOLIiqV9PyoVHwbvY5uJyubFss26HiNgYopeMhqWPJlikuy5DB9zZPRtJhtdJqNEcKyuh8A0DFFKjOYgo4mmVAhP/9UYqsNVKuhC+KrwBpy6PnQZ1B/JqcFuspoS/RMYUhWvwLwGh22IKVe5pyyBTQ9mHMY6M1rQswW+uDHFpdUafkCm/lXvIit8aQOzpLAi5lVOroetYlq9vKP8PqbgrySvtmslYsLrWj2sIoydepUrFixAr/++is8PDyQXPjD7enpCTe38rVDgPjSIhDUOcqroyBqLAgEAlcIHyIQCKpKebVYKlunZUnhW7IY5gXzsmXLMGHChAqtQwxaBII6Rn1/SyoQCGoW4UMEAkFVKZ3WuKz5lUGSrlEEUwoxaBEI6hjigUMgEFQF4UMEAkFVkSTnn6v5tU3lBi0nThTXyxh18GVu9rBh1J7pT/Up2MTkzAcw7U6mCqaB1tpg65EAgPd5qmG52uADukBOT66NvRGtqfLDFlpr4N62fN/SmdDF5srTxP73Iq2DAABNmlDbn83PzRYBAGBpRDUg7ZRU37HVi+pXAGBQ6mpqr1pIFxj4CdfmsRW0BknfvtRuJVNzpU0A1bBsjKVx5v2jGREPAE/mnIWe3EjseG1/rs2+U1TDcmcLGrvZctsXXJvVx2j8/f7+tA7Qz7fJpNKbPp3aw6muJ1Lmx3yJ8Vlif/8BU3dmxitcG2lx6+L/Z5nN8HyOX29ZSJLrh4rr4Siqk6axP8NkcMZKTzwwnZvPFsadGH6y/JW2oMWpCryohkWXxcdVj4qnGpafJjB1irJkspowlX9jE6g+pVOQTA58Pb1HvNXU7Z48xetTmofQWlR2LY2VV2TxOfxTLHQ9Lb2oji/fh9YwAYBpxx6jE05TH4dX/uLa3Pc7FcLcxrjbwG1cEwyIofdzAaiGRZNEtSgAYFFTPUrDLHp+zhrbcW1Yn9055AKdsI3v3B8e9xL7+5N0vV+/8f/2zjw+qvrc/58kk8xkm4QQIMSAQUFFEdkVihQUFLjgWgV7oS5gKy3Wqtdae23B/VdFW4sXqtaK1WrV1g1/9gKtIi51QUFEAUVAQMCQwGSdyWSW+8ew5PM8J5PEIWSIz5vXvMhzzvnO2Z9zzpzn8/04aON++lMKPxrCusNTsvVJ6p94IcW3nyUm+KgHJG/Niolnqvx+5L2nRjdJR88hQb8HwX2ajZQUvaLBeuFr4uAvIpHeLSGhh3DyKMkQ2pnifM4PNT7dDaxX+MGkCDmzK6JvyyrrWRPm5LEiyWrGo8Tv4FFSJLxQcoUHS1629kbK6cTrHBWeK+FafY8gdS8FXVkXs+cLvd0CYV7e3HSh72jBPnYJHU/nLH3fl5ke5Plk8zTZuXobdC9lPXd2KefeUJXWR7p7+SgO7xWeK26tgwkLLVCohr83UK6vJVUV+Qf+rm5oXV1oBCkHujVuavzhxt60GEaSYb+SGoaRCJZDDMNIlLbq8jgR7KHFMJIME9EahpEIlkMMw0iUSDNC/Nb2HnYosIcWw0gy7FdSwzASwXKIYRiJcuRrWgzDaHPshsMwjESwHGIYRqIc6t7DDgWtemj5pNPIA6Zwzw29S43fPekmiqOFbAyZsksYPAKoL2BB/Kef8viBu/6h2qxcOYEHbOlL4d5SFt0DQKe336B4xAgW/OOzz1SbtT7+njH5LMA6dZAWSkmh/Rf5gyk+1sHEcuXbHE84IYfi776gjTxTfi07QmCRZ3SwFn4t6CGEnpf8kePeQ1SbvQEhvC8RougaXlYAKA+yGKyuHwvvMxyO9At3cmcKjz4xm+LLhw1TbdYKA7c77+JXlVO+0D8DTP31KoqvO47Hb559r2ozaySLuuu93HHCk8OEQx+A/v0P/l1TUwWg5Ur8jn7DsXXw+cjNjeWRR/c8qCc472KOXcUcO/XOEWBh53bWRaKXh8WVAPA//yMGvMAn4trThYkigD59WEBeIg//rTtUm6c3DaV4ypAvKD6+q8MOLfdxmMVC/G6F+rzrVsf5taGQc6t7zQeqTffnF1AsTTqjZ41RbZ6sF4Z5pXdz3EUb6CLA+zBdJIFoqTYezpd611Q2WyvR3ms4di0L4p/YwJ2YTDuln2qzYSnHjz/BeWT+MJ1Hrl60iOKbf8DjF1/A4wGg7pzLKV65ksePGqUNUFenxYbV1lYB+KEa3xQdPYfUVmcjJT12+9LgICiXREUZi9ujBdhpaTxNSAjmXS4tfk8Vwu5wkMXUuZ10hxmeTM5VZWV8vuyp5XMdAFKFWF92CuBv0GaMkgZhmtg1U9cIZmUERSxMOh2ML11ifTzd9vJ8fTpXBXy8jlHR6YEUwwNArhjmC3LnBNnp+n5Mbjdp5OnUuUJeLneCkl/IvXvkHSM69wCQls3bILWIj6U0v0+1QWfeLqlBYS65uatqktGVt21oF3dAU1+r7/sa77NoK0Uoyahpcbj6G4bRnuyvR4/3aSvuuOMOjBgxAllZWcjPz2+7GRmG0Wa0Zw4BLI8YRkcgHD1oMOn8OfzLZA8thpFk7P+VNN6nrQgGg7joooswa5Z+y2AYxpFBe+YQwPKIYXQE9mta4n0ON6ZpMYwkoz09Fm655RYAwCJR/mIYxpFDe/u0WB4xjCOfI17TclJJJbzefdnuh7q+1itKF8vKOA4EucYaAF4RnoGzhnHddcNYoV8BkFUuBojXz7KeHQA6deX6QPl6vLq31sGM8W3jAV9yHeyDf9J1pMOGsYZl4IpHKY5exnXNADBhJNdQ3v8nru++Zto01Sa66gIe8PzzFJ5xmr4qVfNsMEeU2076lzADBZBzNuuSdofYoM7nU03QxyWN4rjO8uvUblCIX+Qu3y4M3eq0QdWFLONB59/zOn8oSu0B4OhSrjUtWM5t/MOuV23+zj6emPYCa7cunztXz+jVVw/8WVVXp8fHoaX16FXC6NDtdsPtdju0SC56dvHD69137sycqcb7g1zfLM/VcpFXAGD79myKT+/K2quGEm2s2N0nTEKvuILCj5/T8+m37lmKu37vIoo317F+BQC+N0gM+JSPhzd3Hqva9OnTieJuYJPXL7frc+jobayVufMhzrdzfqH1HDvPYYNWKSqcnMNaQADY7uP4SZb5oK8w4QWA7ZVcw17SmU13ncqVsmR59nY+3p9bcZRqc8nYERRPyxHmvhknqjbXl79Gca9SzglvsAdvjAKuJf/dRpFvvZw3AS2bPHv3ExR/vFHn+eHHxUxRq2TyboaOnkP2VnsRdMVyiNSVAEBAaDwyXHyAOWkzJFmZfOxEIrp715DQ06QLXYXU0gBAppe1C0cJg8qMXVrL4A/w9a+8hs8nJ5PEcJQLafabce4n5LANpIbF62CkKKmvEtqMdN7WUq8CAJ58Pp6D1XyyO+mHqhvYMLRrJq9zIKzvxzLFshSINoV5PtXGJY6VjEzeJul9tN4GLp53tBtr+FLqHLZjJd+ApXTm885VrvdpyMfXObndaqu1fqimkc6lppV1ocnYe5iVhxlGktHSevQePXogLy/vwOeuu3TnGIZhfPuwHGIYRqKEo0Aozsc0LYZhtLgefdu2baisrDzwuemmmxy/b+7cuUhJSYn7WSm7MjIM44jlUOcQwPKIYXzbiLbgc7gxTYthJBktLe3wer3wer3Nft/s2bMxderUuNOUlpa2YgkNw0hmDnUOASyPGMa3jWTs8rh1Dy05ObEPgJ1luk4xLErEZXf97t/fo9rMOu00ij8A+6eUcBfZAIDuWVwL+OJ24YWiS8TxyJtc0z5j+y0UvzZqjmozZs97FC8sYxHFrPFSuwFA1AjjsssofOcd3cQn+iy/Jo09S/DnCtXG/xcuuH/ySR7/as7TekYvvigGfJ/DceNUk1de4fjconcpripkzxIAwFfcj/mDn7D/wI++/KVq8nCvOymeNOloirtXfaza9Pv9lRRX3Cl8ZjYJExYAuTl8llWP5VrUWTN1X+8L32VRQl//hxQv+4lqAl+Pg1qsmE9LyznUHguFhYUoLHQwtWgnNmzNRE5OzAPBwbYIW7dyfMwxHPfK577qAaDX6uUUrytkIUKxg6woT96sBblWedIkXdv/7P+yhuWilxdTXF40WS/bO09RvPbkSygezOkLAJC5i3PL7hzWuR1drI/TL0J8ns3pJ8RYa3qqNpV3s0/OQw/x+MVeBx+dv/2N4+A8CqMnnKKXbQXHJT7W32yA1tv0q3id4vlrvkvx1ZW3qzarTriZ4oEnsC5hyT/1devs+/m6tPk8YQDVSc8nRfzGGL2O/WDuGSlzLXDDp6xnvOs41jvedIrOcajZd4zWNK8taExb+LQkUx4JBDOQFonlbk+G1hikp7EmQmpLagNaI5mexvX+AeE35s3W+yDUEF/T4oQ7j7UKHqG78NewbgEAGoRGJ7MF8ynMjX/dCTbo2z+Pm/UbWdm8rHI5ACBUz1qTkJ+3rbtAL0fYz20iQvfitH+kD0uN8GnJcvB2SUuN72+TmSU0bwDcHuE7I7xRol205iglwsdbSoAvOOEC7V2VtpvF2dFq4b2zs0i1qRfa3r27WVBYU6d9Whprl+pDWmMVj2TUtNibFsNIMtrTGG7r1q3Ys2cPtm7dinA4jNWrVwMAevfujZwcLfIzDCP5aG9zScsjhnHkc8T3HmYYRtsTDsc3fwvrjlUOGb/+9a/x2GOPHYgHDoz1qvfaa69h9OjRbTdjwzAOGe2ZQwDLI4bREQg3I7Y3Ib5hGO1qDLdo0SJEo1H1sRsNwzhyaG9zScsjhnHks1/TEu9zuLE3LYaRZLR3aYdhGEc2lkMMw0iUI17T0hBJQ8M+UU/34Jd6AmmAVcHvoO9NvUE1OVXogoYKPab7r49BUnPhpRSfu4cFjdjkU20+L72WBxx3BsdOr9KFIeWsETspXudjcSwA9PWwqd2XW3kFh1doA0eceaZYNjbUTOmtexb4uRAW/+YE3gY3rNQmlr7sKRRfIDSpE1azyB4Azj2rPw8oZ9OkdR+pJjj2k7d4vmCBME7RQt2aHRx3DwljzxQtIEv548MURyvYcPPhVGGcB+BuaTjZ71UKJ/pUE+BuFgS/KvSY3S87WzXZ8PMlB/6u1R5RcenoNxzHl9bD690n+AzolTnet4YHLOEePl7L1sZ9Q8ay8L5mPY/PW6NNEreVcqcfRUUs7Mx9SQjZAYwaJRxN17OYf72YLwAM7ce9DfTrwR2J/Hs1C34BYHgZb4NNRZxrunjYBBIAIlnivDqRjRR/9Lu+qs1VV3F8wzA+1t9M0+fQ5xk87ASRi4aHtEj4tNOEgPdt3qdbHM6RfltYmF5Tw0J8fOc7qk0gIAas4e14dpEW+Kb8g3sbiY77LcUv/lMLo6NBsY5/4161qvTuAb7PHZ+cVSDGr12rmizOiXXaUFfXvp15JBverDrkuGK3Lw1hfRvjEqJ6n5/3oRRxA9p4UBpSBup1m7xOfC57j2ITWJc0NwUQqhYGgZUcOxlS1gQyKZaC8vqQFshLM0wpsg+HdaFNMJgRN967N1+16V68i+JUud3K2CjXiXCQ96ErVdcvyv1TKbZJnTCfBIBcsc5yu0UiDsVGQryfItqk7OT7wNgXibv37mz+m7ZT3M8AMaMTikVnEXt1r37VVdxpkzwmI1G9PmkpEce/W4JpWgzDaJbG5m9NjTcMw2gKyyGGYSRKGM1oWg7bkhzEHloMI8no6L+SGobRtlgOMQwjUaLR+G9Tkr48zDCMtsduOAzDSATLIYZhJEo0Gt/1PukfWtKXL0N61j7zmkGD1Pj3y9gQUBoTzun/vP7STGF4liG+d/x43SRTDJg2jWNV2Axs+SPHu0dyPXtotV40DBPLksr1gg7l0YCH1+fT5Tz66FO1GeM9D/AK3fA9nk/0Fzfp+fzhDxT+ajYbIN3zw891G+naJwzLFpexQRoATI6IYvOSEgonla9Sbd7Mv5HiG78jjuztI1Sbaz8UZmwFYzkeNUq1mTpVmHvOm0/hlacLV0IAO9/axAOKWG8z+TPWJAEA1rLD6XbXcIpfuXgJJGc0mrWUejVHh7/h+OADIDtWx13Z/3Q1+o3dfI7I7XdJntanoIy1VoMGCR3YWl0fXCe0GNIXtrM41gHgT3/i+KafDaO41KFEOjpgIMUpu7gmetgwrWmBj4/LQp8Y7y2GZMtqjvsUch58cOyzej6/5yR9Sylr4+Zcpw/ekUexKRqE70ZFlTZS65zDteUbisdQPMnFZpMAsPmk2RTflMGmtSjSOWF4GW/b19bzsTTmJqFlBLB4Meva0IOnOfdTNgcFAITO43jiRArnXqybYFMphYMLOWe/vJNNRwFg8ndi01TJg7MZOnoO8bjr4XHFilO65u1W42Xtf6YwDNxdma/ahITBYbY7EHc8AKR76tWw5nDlcOIJVrMhYF4X7ai9dWd3iqWOx+3SOrLaer5ByfPyMeS0PlJPEw7xNGlp+sBJy+B51+5msZbLrU0fXWK7Se2M3F8AkBbkeUtNS0aaLlaSN9VhoWGJRrR+KKuAdUquLnyfFP5Ka5tSMnkbpDawzieqNwHCe3i/11fwNcrJyDModDveXM7PdX55c8z7NJTWurpQ07QYhtEs7e2xYBjGkY3lEMMwEiUcBVLjvGtpD58We2gxjCSjo/9KahhG22I5xDCMRIk0o2kxnxbDMOyGwzCMhLAcYhhGokT3/Ys3/nDTqoeW+evHweOJ1d1df4au5RxUyPHQE0Q99GoxAYBVqYMpHrh+HcXT79TeAo9P5BrjRwNcC1xVpWsBr50q+tbuyjXh43ZxDSIAQNRZvvkJ9zc+sg/3yQ4A22q4f+4JY0Wt6ZNC6APghjX/pHjDOY9T/NMP71JtJt3Kw257hb1dcKueDz78kMIHdrNvy+zMR1STVZ/NoLhQ7MIewgsCAE4W5airVnPd6MBnFqg256/n9Xl+PB9fz98n9CsAnuov6uAjvL+uO0/oVwAEbuN4wfR3eIDQ+QDA1S+No3h+7i8pHjqFt2Psew7WzlbV6u+MR0e/4fhn3Qhkp8TyyNlVuv/6ScO51ldqyZAqvIMAPLGYdSHTdr7J47cIryAA0456jeJ7X2adxaBBWn9201kf8ID+7M9x+nvvqTaIcK3yOh/Xp/cN6GO7soB9WbxSkrNJH9vj1vyZ4u1Trqf4/idZWwMAI8+7iOI5PvbFCmexJxYApK14juLHwNNcWrBYtWkYP5ni448TF7tyrTnyit2+ruwoivv+D5+HAPBA8Z0Uz57O9emLrxX6FQCTu/M+fW0PX5O2BrWvVN0ijmd9j8/xtO3ax2zJpj4Un/02b2u/w7Y+ILzya7+PeHT0HJKCKFJSmr5hkv4pFeWss5B+HQBQVFBBsdR35BewBgkAXELPkZ7Px0G0Qd9iRYWuIsPLbSJBff/SNZ/nLbUNKQ7+Gy6h8fBVco7MytTHVHo6r4/cxp0KtN4mLJa3ci/Pp/g4nd8Claw5yhLb4PMvS1WbTlk8TaZYVr+DBsQlNDiedBaXyP0HAHDwyWmM1K8AQDTA+7m+TOhV9mjdojy+grWsQaoPaO1MmtCkhEI8X4+DfqjxsRFpaKWmxd60GIbRHKEQkKY1kjTeMAyjKSyHGIaRKOFotBlNS5K/aTEMo+3p6L+SGobRtlgOMQwjUZKx9zCHDjoNw2hP9t9wxPsYhmE0heUQwzASJRqNNvtpDStWrMDkyZNRXFyMlJQUvPDCC61eJntoMYwkIxqNf7PRHoZOhmEcOVgOMQwjUaI4+LbF6dPaNFJbW4tTTjkFDzzwwDdeplaVh11wAZC7Xz/18stq/I5hF1Lc40UWGj7bjc3CAOCi0vcpfn79UIofH63F4ShkA8fLXSyoxd136zY/fonCcWN5c98pfBcBYGhPFtqfdJKY4L3VetFGnc0DfD4KL31Viy2LinnYBdwES5ZqYdjH83j5v774HxS/w6sLANjlE8L7n4jvKGPRPQCUst4PnV5g8zn/1MtVm7yPWQT94QYWQQ/cZyzYGGn0h5/+lMLzr7hCtTn/v1go/fwzLJC7L+0G1QZ/5ePpxlwWFv7me3w8AsCkSWLAibMovPa+HqrNb9c2Eu+3soC8o5d2jB0Thte7TyS6y+F3E5dIS8+x8PvFAn3MTTuJTU63d+FjblqDyBEAMGQIhdcvFSauTwoTRQDz+z9M8TNFbOL6gsO+cYl+GPp2ZcEvPF11I3HIdAmyseLiMt1JwIpdPGyi8Je9ZznnVgDAVX/luOsFFKal6svS814hvO/C5/u/01h0DwDDU4UxyB4fhbuhDSm7bOJzceESXv6bO3HHKADw0UdiwCvcScvkp7RR5MtvsPB+EsS1LctBBL/lUwr/vXEOxcO7arNMmfb8F/N2HOLQFwzuuCP2f9DBnS4OHT2H7Kn2ot4VE16nOojqc3L5pMvO4guMk3FfVQ2bpEqxvsevDQ9ze5RRnCKE32le3QlLtJ7FRqnpfLLv/VxfT6RoO1WcT04C7OoaPuDqQ7zOXpc2jk0X35MqhPhpLm3wk1vM2yA9k7eTFOoD2tSxIcgi9KwM3dGTNIZMc+h8QBIKx/9dPjtPbwNXNp/vNevYZNjl0dtaGoRmFbPhadCvRfWB2iw1rDGeTH287S7vTHFuF75GyeME4M4UXCmtM2iKRKOIxHk0ibTy148JEyZgwoQJzU8YB9O0GEaSEQrpDrPkeMMwjKawHGIYRqKEEUVKPCH+vnFVVVU03O12w+3WD2qHAisPM4wkw+rRDcNIBMshhmEkSgTRZj8A0KNHD+Tl5R343HWXtuk4VNibFsNIMjp6aYdhGG2L5RDDMBKlpeVh27Ztg7eRmVhbvWUBWvnQsm7dwbrckvHj1fjlXHqO6UO5Bvlv9+nvvOgXvAijRokJFgpTSAApM1l7ce21PL7XRDaJA4CrH2Thz7IhXCP+RsDhyXDtWo4HsXHkzv5CvwKg+2eiqFq8o39slIPY5JlnOJ7IpmnZWfqgqS3lWsxtPjZrOjfwtJ7P+NM4XuOjsNtWLex5v4jr01P7s55gB/tiAgAmF2dSPOMKsfx36Da/lD5x3qso3JyvjfEWLRIDCthALKVG16u+9NI9FA+QJcdSTwEgIEtLjz+ewq/Pk4Ic4Kkrlh34u66uCliuzaWaosPfcDRawS8CR6nR61iegknTplF84han7+T6YCElQ0kO16sDwJhz+JyZN49zgJNP5NUnsDbm6oU/oXhdGWsdAKCvl3ONdGith07weXvYdLOmE9e5T85/Q7WZDJFb1h9D4cCQ1mutKn+X4tufOpbim2cJ/Q2AsWO5rhrvcf15Dz49AACVNVzHnyfO1S0rdZsuJVxLfvNPhLnflrGqzSC5m38xn0J/hj4P336b40ngAfd0YsNKABh+Jsed88UEYv0AoLuIM8/j68dLE5eoNnU9Yka8gUAVAAd9ZxN09BxSmOdDTnosV9f5M9X4NGGsmJPP5SvSaNEJqaEoKNGiI//ufIo9x/MxGt7poGXYxcdGJMznRvVe/k4A2F3Jw6TWBA7+xcEwX8u8Hr5OhcPayEd+r5wmuxNvRwAICxPEVKnrSde1iClCK5ci9ldetl4haXRZF+T5dnZoExTmi5kevpi78/U9QmoGL680/3TC5eHtVLeDNXpRB22N1J9UimMy6GBM6nFzrq0VuqX8Ap9qU93IyLO+leaS0X3/4o0HAK/XSw8tbYm9aTGMJMPq0Q3DSATLIYZhJEqoGaeWUDs4tdhDi2EkGfu7K4033jAMoykshxiGkSgtfdPSUmpqarBx48YD8ebNm7F69WoUFBSgZ8+ecVoexB5aDCPJ6OilHYZhtC2WQwzDSJQo4mtaWvvQsnLlSowZc1C+cd111wEALr30UixS9f7OtOqhZSz+CS/21dBFRqjx04uW8QAv1yQ/fZ+o7QaAD7dT2FnUMa/6j5tVk+iED3jAHUIkMe5K1eY7t7NHzPe+x+NH65J3IMB18l+JxU/TJaF4Z9MpFJ8/hGvTFwa1F8qOYTzsPLEstdf9SrWpCN5GsbQsWHUce7IAwMCfnU/xsWuep/izz3jZAWBohL1PcM01FIYuXaDa1Pdj34Nn/8Ljc0/W+/TEYjHgpVcp/Itfa1puPo81RxVbuD41ulR7MqCwlON/L+awVNevn/sZ62B+ewfXBk9h6UCsjfeg9qGqthYz9SRN0uFvOFatOiCOO7aoSI0+No9zQmXd6RT3KdG+GX6wkKKfh5NpxR7tUfLar4V3y9J3KBysDHqAM65hvdw9j7OGxeuUUYWeJpoh6twdLDgWrxYaFg/n1ke2joOkridvp6u/X0nxqmEibwJ4P8LeLjcPYI+SdWV6G/R9h72aLlnKOrenFgjtCQCUsx8SnltBYeZQ7b0DWSMtutX82KVzwvTpYsAGH4UbtfwMdw58lgeMZ7+eSXw4AgD6FvO2xfLlvGyhc1Wbk4vYu+H1X7KG5ZoT2BcMAFAW88CoqqnBrbfq0U3R0XPI3movgvt8WlzSAwhAoJ7PMZfwxJB6CABwuxrUsMZU7SpUwzKyWCPhe6uUx+fqAy5YyxqcuirOD7sqhGYMQED4ynjSeVmd/Dma8yjJcPB2kT4sEfG9IQfPlVQxH7nOAaG3dSJUz4Zw2Tm1apo6sQ+ll4s7Q69PVpSXTXr6SD0OoH1zUt28rcN17CkDAGnCu0Xu43BIXxj8dTyN9N7ZW5ev2uRG+KbTk87zravR3i+N/V4aHHx24hFJiSAljh9OpJXlYaNHj0Y0wde89qbFMJKMUAhI0dcgGm8YhtEUlkMMw0iUMMIAmn7QCccZ11bYQ4thJBkd/VdSwzDaFsshhmEkSgSIay7ZHmnEHloMI8mwGw7DMBLBcohhGIlyqMvDDgX20GIYSYbdcBiGkQiWQwzDSJQIIkiJ82CS/A8tGzcCmTHx0Hfv1MaKr9/NwslH3u5L8YwzNqs263qzeWFfD4upV7BeEwAwcMsTFG++l10tP/xQt3krSwhXRwrBdZY2xlmbPpzifp2F0eWOHapN36xyiq++m7fT/B8Jw0oA+Mc/KLz8gRsofnSBdF4EOi9aSPGXE2dRfMIJejY7F7Dw/oscYax03x9Um2UDeFnmfcHC+yWjHJxPhWB2Wu7/Unztci1SPbdOiOavuILCG7S+DO+u7kfxqVtYaDy//BLVppj1frjwJv6O3C/1fCqu4G0wVej9up+kjeTw8ccH/67WBlbx6PA3HKWlQG5MnHnbQ93U6F9dxcLUN4SP4qRjt6g2rt6ca+S52blY9vQAYNAgCu/9kEX2ox0E8q92vogHDPgrx1v0stV72LCxQWhMcyp1ByWT696k+F9Z3LHGjJEb9MI9x3nwl79hQfmdV+ttMPQLng+6sCma02bbPJpF83+4QExw5/9TbV4+/TcU/30Fb5NH3+DzHQA23Pgnio/nPlqwY41etpNfvJ0HiI5DThbiXQB4ai3v00sCLJjvu3G5nlFvNlf2n8U57WSPLqnYXc7bVuXol1+G5PNRsU5aakLa1C8eHT2HdMqtOmAu6SRCd7lYtFNVxWJwJyF+oIEvDlKYHxRicQBwCTF7g5/N/pwE2EEh5C7fzQJ/J2PFmnoW59cFeVmU2SSArt5KNaw5UsV2yxTr53YwWqwp42Xzi44Fysr4uAe0UaQ0fezURZvausU0uV6+rspOAwDAJ4w6U4WpZb2DcD0sOhuQy+op9Kk2gT18/yg7V3A6DqR5qew8wol60SFDvriHy87VHRg0PkbDwVYK8ZPwoSV+9xKGYRx2wuGYULapT7iNtG9btmzBjBkz0KtXL2RmZuLYY4/FnDlzEAw63L0bhpG0tFcOASyPGEZHIZwSavZzuLHyMMNIMtrrV9L169cjEongwQcfRO/evbF27VpceeWVqK2txbx589pmpoZhHHLa802L5RHD6BhEEYn7NiWa9OVhhmG0OS294agSZXhutxtud/OvmJti/PjxGD/+YNnLMcccgw0bNmDhwoV2s2EYRxDtlUMAyyOG0VGIIoxonIKsaNJ3eXzOOQdq0V+Y5jB+JSfAUaPE+BpdD+kRRorV4NrT/HyH+dRzXXKvz9ik69aXtd7G+3M2ZxvXjw3q6lPZ6AcAfO+LAScJI7wCrWVoSOWEPyVbTLBB16Iv6S80LK9N5AluG6Da3OJmTc7oLTx+1y7VBKeeWB13ogcyeTkAYPaWhyked2t/ik+6QteI38yl9bhkAV+o7luhNS3hCOtPNm7k8cd/ynocAChzsVkm+nNt8NUjV6k2KGfN0ZsfsdZp5FFad4V1rDlYlT2S4rHdhXEegF808sb0+9umHr1HDzYgnDNnDubOnduqeTVHZWUlChyO84RITwcyYjXZv7pqtx6/ejWFQ4cKPVpI68+kvKyk5CiKN4njCQD6bGIzyet78n76slDoVwB8/GthRMjekjjZQXu1W6xiuvRnyzsKkvqxrGE5s0DUrH+ijfCu2cUalvuLWUeCv8tkBHz/bTbdffJ+XlipJwKASScL4dcePlgXjxTzBTA5nXP0pB9wTf6Eu1m/AgALpITggQc4HnCjavP1lWxcu/wVHj+lqzAUBXDJAJHXvewW+5tPWXcJADdO4v3xwbs8fuTuF1SbLuecwwNS+WbgWa82Hu63r/qitb4qyZRDgEOfR9LdQWSkx1YiM0sbOO6t4HntqeackZaqN45f6AVyPXyPEAhoU8EUoZFIE5qQyp1dVRtpcCi1NBU+vZ0y0vh73WI+nVugX3Gl8Q1mOKTdseX6uDI4z+zdrs2ApV5IaozS03WukjoRv9i2WX69rd2ZrGnJSOc44mCmmZvL95yZwrQyXXwnADSIeTf4+Z5OanYAICOLjxVpwpmapo+3Or++56Q2Djolud3kd3jD+l6jsXFnqKH1mpZ4HRsnvxDfMIw2p7kblP3jt23bBm8j1/BEfyGVfPHFF5g/fz7uvffeQ/q9hmG0LcmSQwDLI4ZxpBJGKI5LCxDB4de0mBDfMJKM/b+SxvsAgNfrpU9TNxxz585FSkpK3M/KlSupzY4dOzB+/HhcdNFFmDlzZluvsmEYh5BDnUMAyyOG8W0j0oJ/hxt702IYScahFtHOnj0bU6dOjTtNaWnpgb937NiBMWPGYPjw4XjooYdaNzPDMNqdthDiWx4xjG8XUUTiiu2TXoh/56JiuN2xV8m3jNa1wXuHcO15gVyfrN6qTbF41+N++e8UXzp1kmrzSIi9QtyiZvzRSfwdAADZB/b24yls6N5HNRnZV/QV/hf2U8F//qdqkx5kjcfI2uUU3/jeharNbzxzeNEe4kLsBx9UTXDbTOHtsFloMYL6pV5l5HSK80q5dnP2udtUm0eWXknxtAE8/pOLb1FtfruL12fJzVwYf/ZSrm8HgLRsrrdf/gnrRo4/Sff1PvkU1ujsDR1NcVYRxwDg3sKaopGlQpPzmdZd/fZ9XpZr17BPxScvcR09AGDp0gN/Vvn9+JGeokmi0fg3FdF472sdKCwsRGFhYfMTAvjqq68wZswYDB48GI8++ihSUw/9y9hFL3ZCZmYsj1xZukyN/7o/5xGpz+qWo+uQC0TpeFqQa4z7eHWt79M+1r6ddBKP77fj36oNhgzRwxqTWqoGldQJLZnw49g7XvsJbdrEcedUH8V/38D+QgBwf08uv6m4jDUf4kdwAMCTw9nbCAHekEq/AmjzFiHmnnyG9gp46iXe1pdM5Br8f3S9VLXZm/8Yxe+fwetzdt3retnWc9iz53d5QKoWHf1jC3v8eMTxduP2qx3m82MKBw8WPkGpQpcI4Om/sYZgCp6meMAg1jEBQJ8/xta5ql5rB+NxqHMIkFx5pK4uC6mu2O2Lv05rAxpCrClwC11Fbb3WTEgNQY2YJtXBGTwrm/U0NULf4URtHR+D0q/Dlap1B1LDItmxp7MaVig8PLLy+Jxze/QxVbOXtT8RsWweBw1IZS1rPJT+JkNrWmqFhiVT+CdJTQgA5Bbw8jdI35yI9mmReqe9u3k75Tn4p0jdSKUvj9vka/1QuCH+rbT0DQKAKHh5qwN8HIcd1icS5e0SinBOSa/QeqjsRtugrqF15VwRhAHo5eDxhxd702IYSUYoFP+moq08Fnbs2IHRo0ejZ8+emDdvHnY3UpAXFWkBpmEYyUl75RDA8ohhdBTC0QZE46haIlHzaTGMbz2RCJDS9I8bbeaxsHTpUmzcuBEbN25ESQnbj0e/yU+zhmG0C+2VQwDLI4bRUUjG8jAT4htGktFSEe2h5rLLLkM0GnX8GIZx5NBeOQSwPGIYHYXYQ0s4zifJNS2GYbQ97fkrqWEYRz6WQwzDSJRoNIJIHE1LNJrkDy1TpgA5+zVXC15S43/y8BiKn5z8FMWfD9GC0z4eFn/vHMFC9bdZswoAmOEXJmMFwpxtyDDV5usMNtFas4bHn8F+YjEa+EXU1e+yo+YPT9FNTt6xnAe8+SaFU6dq48txP2cx+7Lvs1j8ttn5ekbr2S3v4c9YcHrlyHWqSV4qC/M+WMOiwW7deBsBwIx7T+QB44VwepLuKOHHQiP85JMcrx2qt0G10CpffDHHlakshgeAvC0fU9zpRLGsa9eqNpWlvNOqRScOe3GyanNt/39R/MGoRyn271RNMPKMMw4GDqaq8WjPevTDgcsV+wAAtm9X428XqWV+P+6JYtUw3a3BwJyvKa7J7kbxx5u0WHdKHe9HdGfzv215w1Ub2XGIz8dx54g2y1z7NXcisTrMeXBaRHT4AWBojUhQd3LnHKN/cY9q85s/Xk/xjeWcR447jjsfAQAEWBT88kecAyYN1gd3TT2LQd9ayeLWYTr94pLF36f48yGcFFxzWXQPACXCw00eKoUDhMgeja5P+xgg4i92nKraTPhUHAdnnUXhm1PmqzZHCR13rxAnsGiOFmRPOYqvBdtLWXjfU/c1AvzXf8X+r64G7r/fYQJnOnoOaUyZr5Ma1jV/L8V5LhaDOxn3SSG0NEl0aiPF7FJw7RMi7tg0YuMHOczKEAMAZIjv9aTzNNKgEgAyxPfkd+U8U76DcyQAhMMs7K4P8vfu8eWrNtKos7qet6OTEN8t9keaML7M8uprZnoOd66SJra9u7PubKVmK69jYfcy/o50rcmQonq3m+cjDTgBNnAEdKcB9bX6+uPN5nUMik4BQmFt/tkghPfyGK2q0wbC0ejBi1ZtK11qI9EGpMQrD4uaEN8wvvXYr6SGYSSC5RDDMBIl9p4lzpsWKw8zDKMtuis1DOPbg+UQwzASJVb+dQSXhxmG0fY09yuo/UpqGEY8LIcYhpEo0WZ8WJob3xa06qHl2CdugdcdM2m8t+S3avyTF7CJIEpOo7DGp7+zpjvXUHcPcy3ghcdtVW0Wls2meFZv1jbc+4zWZlx/zPO8aCecT3HaokdUm4+GzKB4fvp1FL8fuE+1uWcN6zWKjuN4epk2Vlx2sVjHnqydqQzqesi8rnsoPk/IOVCjzbNWbeQ668F7hD7lRK0befymTyne9EceP2KE0BMBGPcCm6ZdvphjHHONarO3P9end9r4PsUNA4aqNjiGhUjfPYPrPV9/qVQ1efttjicUraK4y4kDVZtovzMp3i40F+f6dD3+IxsOmuX5/brWNh4d/YZj2t758Ppjx+e/Blyvxs8/RpgGhtiUtlZ7FwIZXFOcI/LI8DDnCAB43MUmodPfXkzxjq6TVZseO96luKaINRKdt7GOBADyS1msMM39LMXvbrxItVmxkvWBx43k+NwqYSYL4MaiFRTvFYaNvfIdfl4X2/Y/ThDjy/UlQup4zu4vdC8btU7pXzNYw7JOpMHLLtOLlr7oYYrPlwaLwziHA0BNJuejzJV8TXL1ZINdAFg1gI+D/y8kLjef/KJqs6HLuTwgwKZ7n+3QmpbjT+VjZedqHl/SXd8AfLwrduzU1LjVuHh09BySmhI9oDHJytAmialCZ1Hn52toepqu7Zc6Efm90nQQAFxubpORxfuwPqD3m1wWOR9pGAhoA8pMDx9vwZCDGWMuayYa/LwsqQ7ajIpKPm79QivjtK2lUWdE6CzqHYwipQ6mse4CACIOpo+uHDaKTM3iZUnrpLUzuW7ORYEdrL9zmo80tkwTGqRAnb63kjoXt1jWnC6ssQKAkJh3vtCw+Gp0DqkJ8j6UBqJOOphEiPX4F0/Tcvhf2dqbFsNIMkIhIJ6B9JF+w2EYRttiOcQwjESJCfGbTiRWHmYYRof/ldQwjLbFcohhGInS3EOJPbQYhmE3HIZhJITlEMMwEqW53sGSv/ewGTOA3Fid3alf6tH1Q7le2B3keruBPR1EOzfcQOHzp7NO5PysHarJrJmi8HoF973dTXc/juqxXP+8/p88vu+oUaqNT876iisoHPrg1arN0Ftv5QGi1r4ioD1KOp/G9fdLVnDN64gRqglwAm+DLuXsD/Hg0l6qyY8msifO18XjKK7bpWczfYjwe3l5LoXvTxR6FQCdp7L/QMUCMcFIrZ2pEmXwncRV1anUYbfok/z1mY/zBLcLrwsAE4QBzCMfslZmRn+HY/R/l1Lo9U7g8cVSUAQMa1T22kqblo5/w9G3L5Ad23dO3cZHz2B901Yh+TqerUViLOV99HiQj8HpE/uqJmOPFQM8fFwWlDssW2/WJax8jscfPUJ+KfCVWP4Sce6euloctwBOnSn8j955h8K1teIYBFB6IZ/zu/h0R6cI6+AAAOW8kl9ls5dLQ4M2D+lVI/RBPXtS+Hm+1p+d6WLt2JlfPUPxbv9dqs3Zi66k+K0/ci7aFtF6uhJpUyCWzetVTXD0Vta9DMxbzROcwxpKACgVVhpf+3g7Hd+TPSUAKG+t3r2FJ9R9WiO53BO7Pvodvi4eHT2H+ANupLli2oNwVF8cgg2sS5CaECdfE+kdIj1XGhq0NiMc5Fuo9HzWmrgcfECqK/gglVoaV6q+BjlpcBrTpUB7PTUIj5W6Wk6c1Q6eHj4/T9OcLwigtT4ZYvn3OswnP4s1H5ku3m5ZwuckNiOhnwjzPo1qexukCD2Kp4hzYGBXgWpTWc7DGoRvi/S/AQCPm5dfer3IGND7o6yS/YZCYX1cu8UxGRD7OFssBwBU1R2cT21I637iYW9aDMNolnDYuis1DOObYznEMIxEMU2LYRjN0pwxnN1wGIYRD8shhmEkTvzew2LjDy/20GIYSYbdcBiGkQiWQwzDSJTmzSXtocUwvvXYDYdhGIlgOcQwjESJCe3jPLQk+5uWsowS+DNiSsYe2r8R7qVszvZBMZuzCU0kAKD8ShYfnpbP4+9/RgvXrylj4eptW6ZT/Cv/L1WbDUPvpPj8cjYuq+/Jok8A+K73a4rf/LwfxUPnzVdtPvuM45OLWSD35z9rUdq1p7GB49knlvAEWcWqTX2QBXLuIIvDfjTeoaeEchahdetXRHGFSwsN1wVYwNx33jyKB+lFQ8W1t1NcOf5miv8shfkAOrEGDRu7s+D5zAfuV226nHceDyjh7ZbyAz4uACBadC/Fw84SouH33lNtKoax6HlMBncwgfWqCUpLD/5d1TpvSYRCHfyGo1cvICcHAJDvoA1PWcnGomndeR91ifB5CQCbhwnhfVd2oNy2h03FAKDHQs4TN0U5R9w1WhvB/ruc89GFZQsprsmdpdqceiIfLxVBFmCXZwhBNoCGrzjud9ZZFEc5ZQAAciq5Ud8iFnpWpuptsCeDhxXpSRxgQ8rNu7jjECex+5cZbNpa9wOOuzqUTb81+ymKG3pfQvEeh21Qx/peeDxHU3z0Fu4QAACe2s4dyFxSxD2S/Pgn+mRcUMw5ruEyznF+aEPgzK5dKRZ9IKD2Eu6UBgCu2tepTFUVcOONanSTdPQckumpR+Y+kXW6g6GeNJd0C/F0xEG8XyeM+1xpLOLO8+pE7q/jc0yaJIYcBNiyUwBpCJju0qJ7aQRZL5bVH9CGh06Gk43ZU6vvReSyyeOkql6bZeaIbRsWGggp5geASiH492ZzbzXBWn3+pOcKc0k3i8r9X+gemCJi+0eEuN1pPlnZfO2QBqEBh23tZDxK86nXHT/IfZYpOmSIuOKcwPuQHSMEw/p4a2z2KY0/m59BCPEeWtojkcSxnzIMoz2IRJr/GIZhNIXlEMMwEiWKSLOfb8KCBQvQq1cveDweDB48GG+88UbzjfZhDy2GkWTYDYdhGIlgOcQwjMSJtODTOp5++mn87Gc/w3//939j1apVOP300zFhwgRsld4GTWCaFsNIMqwe3TCMROioOWS/8Le2kcFTKKxXRpaHRaRPi4NfhT/EGyxVmEilNjiUbUW5hKxB+ILUObSRXhkhCH8YaJ8WWR4miUT0znaYNS9bWG+DkHiaDYtyoojDYqQ4fA8tR1jf2DaIdawRC5sR1NsgXM/fkx4QJXP1ej6RkDgOxNc2OMwn1MDD6sWy1TuYiwVTeVhQlBYGHXZGjTgOgmKSlpRyyfIwpzK1xiV/+/d5ywX00WY6CGt9IrnvvvswY8YMzJw5EwDwu9/9DkuWLMHChQtx113ar0uSEm3B0ldWViI/Px/btm2D16lg2TCMJqmqqkKPHj3g8/mQl5cXd7rY+G0A4p1nVQB6oLKy8og6Hy2PGMY3w3JIjO3bt6OHk6DWMIwWs23bNpQIDXBjDuYRrUfShNU13e12w+3W+qdgMIisrCw8++yzOP/8g4bv11xzDVavXo3XX3+92bm16E1LdXVMSGrJwjC+OdXV1XFvODIyMlBUVIRdu5o/z4qKipCRocV9yYzlEcNIjG97DsnNzQUA++HDML4B+3/82H8eNcXBPLIr7nQAkJOTo67pc+bMwdy5c9W05eXlCIfD6NaNO03o1q1bi+YFtPChpbi4GNu2bUNubi5S4r1zNgxDEY1GUV1djeJih67WGuHxeLB582YERU9wTmRkZMDj0b2YJDOWRwzjm2E5JIbX60VlZaXlEMP4BuTm5h44f+LRmjwSjUbVuej0lqUxcnqn72iKFj20pKamxn2VZBhGfOL9OtoYj8dzxN1ItBTLI4bxzbEcErvZsTcshvHNaM350xZ5pLCwEGlpaeqtSllZmXr70hTWe5hhGIZhGIZhGG1GRkYGBg8ejGXLltHwZcuWYcSIES36Dus9zDAMwzAMwzCMNuW6667D9OnTMWTIEAwfPhwPPfQQtm7diquuuqpF7e2hxTAMwzAMwzCMNmXKlCmoqKjArbfeip07d6Jfv3545ZVXcPTRR7eofYu6PDYMwzAMwzAMw2gvTNNiGIZhGIZhGEZSYw8thmEYhmEYhmEkNfbQYhiGYRiGYRhGUmMPLYZhGIZhGIZhJDX20GIYhmEYhmEYRlJjDy2GYRiGYRiGYSQ19tBiGIZhGIZhGEZSYw8thmEYhmEYhmEkNfbQYhiGYRiGYRhGUmMPLYZhGIZhGIZhJDX20GIYhmEYhmEYRlLzf6C5OvMx5O66AAAAAElFTkSuQmCC", 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rn3oxaClh586dypw5c5QxY8YogYGBCgAlJiaG/NBVd9Dy448/qi7bv39/RVEUZdWqVQoAZfny5dxyMTExqoMWNqVg+XklN+GhQ4cUAMqbb77JLdunT59LHrQ888wzCgAlPT2dTJdlWfHw8CCDr+joaKV9+/bcesPCwpRBgwa53LarQcuRI0fIsiUpGVNTU0kfMzMzyXKJiYli0CIQCAQCgUBwHVIvNC0lxMfH49lnn8UPP/yAlJQUPPHEE0hMTKyRGJ/NSFEyrXzGDQCqIVEVhUmVFEZyRUUZMSqaVlVKMoQEBQWR6ZIkkf1y1dcLFy4gIiLikvtQWQagkj6yWYoqCzsTCAQCgUAgENRP6tWgpTx6vb60KmtCQkLpdKPRiKKiIm75irJMqGlNUlNTSx+8S/4tEaBX1hYAl3pQjfIZMaq63qpQkiHkwoULZLqiKEhNTS3NJOKqr0FBQTh79uwl96GqfczKyiLTa7LfAoFAIBAIBIJrl3oxaDl//rzq9JLiZOHh4aXTYmJicODAAbLc33//XVoYjYXNSLFlyxYkJSWVZqzo0qULjEYjli1bRpbbtm0bkpKSqrUf5WnevDnCwsLw7bffQlGU0ulJSUnYsmXLJa+3JFPI119/TaYvX74ceXl5pfNdMXToUKxfvx5Hjx695H64ok+fPgDAHdPvvvvusmxPIBAIBAKBQFC3qRfZwwYPHoyIiAgMHz4cLVq0gCzL2LdvH9566y14enriscceK112/PjxeOGFF/Diiy+iT58+OHToEN5//334+PiornvXrl249957ceuttyI5ORnPPfccGjRogIcffhiAs9DatGnTMHv2bPj5+WHUqFE4e/YsXnrpJYSFhVWa5asiNBoNXnnlFdx7770YNWoU7rvvPpjNZsyaNatG4WEDBw7E4MGD8eyzz8JisaBHjx6l2cPat2+P8ePHV7qOl19+GX/88Qd69+6NGTNmIC4uDmazGatXr8a0adPQokWLS+4fAAwZMgQ9evTAk08+CYvFgo4dO2Lr1q2lKRov9ZgKBAKBQCAQCK5N6sWg5fnnn8cvv/yCd955B+fPn0dRURHCwsIwYMAATJ8+HS1btixd9umnn4bFYsGSJUvw5ptvonPnzvj+++8xcuRI1XV/9tln+OqrrzBu3DgUFRWhX79+mD9/PtFbvPbaa/Dw8MBHH32ExYsXo0WLFli4cCGee+650rTIl8LkyZMBAHPnzsXo0aMRExODGTNmYOPGjVw9l6oiSRJ+/vlnzJo1C4sXL8Zrr72GwMBAjB8/Hq+//rpqMTiWBg0aYMeOHZg5cybmzJmDzMxMBAUFoWfPnpwO5VLQaDRYuXIlnnzyScyZMwdWqxU9evTA119/ja5du9bomAoEAoFAIBAIrj0kpXzskaDWOH36NFq0aIGZM2dixowZV7s79YKlS5fizjvvxL///ovu3btf7e4IBAKBQCAQCK4QYtBSC+zfvx/ffvstunfvDm9vbxw9ehTz5s2DxWJBQkKCyHp1CXz77bc4d+4c4uLioNFosG3bNrzxxhto3749Nm7ceLW7JxDUC+x2O44cOQKNRoNGjRrBZDJxy+Tl5cFoNEKnqxcf5gUCwRVG+BlBbSGujlrAw8MDu3btwmeffQaz2QwfHx/07dsXr732mhiwXCJeXl747rvv8OqrryIvLw9hYWGYOHEiXn311avdNYGgXpCamopXX30VUVFRMJvNOHToECwWCxo3boz4+Hg0bdoUdrsd27dvxwsvvHC1uysQCK5BhJ8R1CbiS4tAIBBch5w6dQqNGjXiph89ehR79uyB2WxGWFgYhgwZovpmVCAQCCpD+BlBbSIGLQKBQCAQCAQCgaBOI3LHCgQCwTXGkiVLIElShX9sdsGXX34ZrVq1gizL3Lq2bt2KW2+9FWFhYTAYDAgICECHDh0wbdq00hpRMTExmDVrVmkbV9uu6K9BgwbIy8u7nIdFIBCUY/v27Rg1ahSioqJgNBoREhKCbt264cknnyxdZsuWLZg1axbMZnOV1ztr1izVwtM19TMA9TXCzwhYxKClnlBVhyAQCOoPixcvxtatW7m/Dh06lC6TkpKCefPm4eWXX+ZqHC1atAg9evRAYWEh3nnnHfz1119477330KlTJ/zzzz+qDyYAoChKtf5sNhs8PDwwb968y3o8BAKBk99//x3du3eHxWLBvHnz8Ndff2H+/Pno0aMHKdy8ZcsWvPTSS9UatKgh/IzgSiCE+PWARYsW4aGHHsJNN92Ed955B6GhoTh37hz++ecflw5BIBBc28TGxiI+Pt7lMvPnz4evry9Gjx5Npp87dw6PPvooxo0bh6VLl5J5d955p+rb0ktFp9PhgQcewCuvvIJnn30W7u7utbZugUDAM2/ePDRs2BB//vknycg1bty4y/JQL/yM4EogvrRc45R3CCtXrsS4cePQt29f3HnnnVi0aBF27NhxtbsoEAiuElarFZ999hnuuOMO7u3nhg0bYLVaMWjQINW27PIV8cknnyAuLg5GoxGNGzfGV199hbvvvhvNmzcny915552wWCz47rvvLm1nBAJBlcnMzERgYKBqCuGSe3vWrFl4+umnAQANGzZUDS/9/fff0a5dOxiNRjRs2BBvvvkmtz7hZwRXCvGl5RqnthyCQCC49nA4HLDb7WSaJEnQarUAnDHtmZmZ6NevH9fWy8sLAPDuu+8iKCgI/fv3r3b2nmnTpmHhwoV45pln0LdvXxw7dgxPPPEEDAYDt83Q0FC0aNECv//+O+65555qbUcgEFSPbt264dNPP8Wjjz6KO++8Ex06dIBeryfL3HvvvcjKysKCBQuwYsUKhIWFAQBatWoFAFi3bh1GjhyJbt264bvvvoPD4cC8efOQlpZG1iP8jOCKoQiuaX755RcFgNK2bVvlt99+UwoKCq52lwQCwWVm8eLFCgDVP61WW7rc3LlzFQBKamoqtw673a6MHj26tJ3RaFT69eunfPTRR0pRURFZNjo6Wpk5cyaZVuJ7fvzxRzL9tddeUwAob7/9NrfNO++8UwkJCanBngsEgqqQkZGh9OzZs/T+1uv1Svfu3ZXZs2crOTk5pcu98cYbCgDl9OnT3Dq6dOmihIeHk+cKi8Wi+Pv7K+UfH2vLzygK72uEnxGUR7yGv8a56aabMHr0aOzfvx/Dhg2Dr68vbrjhBixatAhWq/Vqd08gEFxGvvzyS+zcuZP8bd++vXR+SkoKJElCYGAg11ar1WL58uX477//MHfuXPTr1w9btmzBgw8+iJtuuqnSBB4vv/wyunXrhltuuYVMb9q0KQCoam2Cg4ORnp7OfR0SCAS1S0BAADZt2oSdO3dizpw5GDlyJI4dO4bp06cjLi4OGRkZLtvn5eVh586dGD16NPky4uXlheHDh5NlhZ8RXCnEoOUap6YOQQD8888/GD58OMLDwyFJEn7++eervr0VK1Zg8ODBCAwMhCRJ2Ldv32Xtk+DapGXLloiPjyd/HTt2LJ1fUFAAvV5fGi6mRqtWrfDMM8/gjz/+QHJyMmJjY7F27VocOXKkwjZpaWnYvXs3xo0bx81LSkqCRqNB+/btuXkmkwmKoqCwsLCae1q3ET5EUFeJj4/Hs88+ix9++AEpKSl44oknkJiYWKkY/+LFi5BlGaGhodw8dprwM7VDXfMjNpsNzz77LOLi4uDh4YHw8HDcfffdSElJuaz9coUYtNQTLsUhCJzk5eWhbdu2eP/99+vM9vLy8tCjRw/MmTPnivRJUD8JDAyE1Wqtct2CoKAgdOvWDQBc/uAnJycD4B9eAKdwt0WLFvD09OTmZWVlwWg0qs67lhE+RHAtoNfrMXPmTABAQkKCy2X9/PwgSRJSU1O5eew04Wdqh7rmR/Lz87Fnzx688MIL2LNnD1asWIFjx45hxIgRV6R/agghfj2kxCEkJCRcc28argZDhw7F0KFDK5xvtVrx/PPP45tvvoHZbEZsbCzmzp2Lvn37XpbtAcD48eMBAImJiZe0DYEAAFq0aAEAOHnyJNq0aVM6/fz586Wi2/JcvHgRa9asQUREBOLi4ipcb1BQEABwL0V+/PFHbNiwAXfffbdqu1OnTpWKfOsTwocI6hoV3eOHDx8GAISHhwMAjEYjAOfXkvJ4eHigc+fOWLFiBd54443SELGcnBysXLmSLCv8TO1Q1/yIj48P1qxZQ6YtWLAAnTt3xpkzZxAVFXVJ260JYtByDVNThyCoGpMmTUJiYiK+++47hIeH46effsKQIUNw8ODB0rhageBqkJCQoBq33bhxYwQFBZX+mG3bto08TNx1110oKCjAuHHjEBsbC4fDgf/++w8ffPABMjMz8dtvv6mmSi0hKioKHTt2xNtvv43Q0FA0bdoU69atw/fffw9APc5clmXs2LEDkydPruFeX3sIHyK40gwePBgREREYPnw4WrRoAVmWsW/fPrz11lvw9PTEY489BgClzwjz58/HhAkToNfr0bx5c3h5eeGVV17BkCFDMHDgQDz55JNwOByYO3cuPDw8kJWVVbot4WeuDHXBj2RnZ0OSJPj6+l6R7XFc1TQAghpxww03KN26dVPmz5+vrFu3Tvnrr7+Ud955R2nSpIni5eWlbNy48Wp38ZoDgPLTTz+V2idOnFAkSVLOnTtHluvfv78yffr0Wt8ey+nTpxUAyt69e2u8LUH9wVX2MADKJ598Urpsr169lBtvvJG0X7JkiTJq1CilYcOGiru7u2I0GpWmTZsqU6dOVRITE7ntqWUPO3XqlDJ48GDF09NTCQkJUR566CHl+++/VwAoW7Zs4daxbt06BYCye/fu2jkIdRThQwR1gWXLlil33HGH0rRpU8XT01PR6/VKVFSUMn78eOXQoUNk2enTpyvh4eGKRqNRACjr168vnffrr78qbdq0UQwGgxIVFaXMmTNHmTlzpsI+PtaGn1EU3tdcr36mrvkRRVGUgoICpWPHjsqdd95Z4+1dKmLQcg1zKQ5B4Br2xi1xjh4eHuRPp9Mpt912m6IoZQ8Frv6mTJlSpe2xiAcOQU358ccfFa1Wq5w9e/aS16E2aFFj9uzZik6nU/Lz87l5d911l9K9e/dL7sO1gvAhguuR2vAzilI1X3M9+Jm65kesVqsycuRIpX379kp2dnZt7mq1EOFh1zATJkzAhAkTrnY36jWyLEOr1WL37t1cZpQSkV+DBg1K44Qrws/P77L1USBwxejRo9GpUyfMnj37sgs8d+7ciVatWsHNzY1MP3nyJJYtW4a///77sm6/LiJ8iOB6QPiZy8vV9CM2mw233XYbTp8+jb///hve3t7VXkdtIQYtAoEL2rdvD4fDgfT0dPTq1Ut1Gb1eXypEFAjqGpIk4ZNPPsGvv/4KWZah0Vy+pJE7d+7EwIEDuelnzpzB+++/j549e162bddVhA8RXA8IP3N5uVp+pGTAcvz4caxfvx4BAQG1uv7qIgYtguue3NxcnDhxotQ+ffo09u3bB39/fzRr1gx33nkn7r77brz11lto3749MjIy8PfffyMuLg433nhjrW6vJBtHVlYWzpw5U5oP/ejRowCcqR/V0j8KBK6IjY1FbGzsZd/OmTNnVKf369cP/fr1u+zbv1oIHyIQCD9TU+qaH7Hb7RgzZgz27NmD3377DQ6HozTdtb+/PwwGQ813urpctcA0gaCOsH79etXYzwkTJiiK4ozlfPHFF5WYmBhFr9croaGhyqhRo5QDBw5clu0pSsVC66roCgQCwZVF+BCBQFBT6pofcaWRKZ+s4UoiKYoomS4QCAQCgUAgEAguD7NmzcJLL71EpoWEhKgWMK0IER4mEAgEAoFAIBAILiutW7fG2rVrS202qUBliEGLQCAQCAQCgUAguKzodLoaaeqqNGiRZRkpKSnw8vKCJEmXvDGB4HpEURTk5OQgPDy80owqhYWFsFqtla7TYDDAZDLVVhevCMKPCASXhvAhToQPEQguncvhRxRF4e5Fo9EIo9Gouvzx48cRHh4Oo9GILl264PXXX0ejRo2qtROVkpycXGnBGvEn/sSf67/k5GSX91lBQYESWsV1hYaGKgUFBTWUtF1ZhB8Rf+KvZn/ChwgfIv7EX03/quRHQn2qtC5PT09uWkXJPlatWqX8+OOPyoEDB5Q1a9Yoffr0UUJCQpSMjIwq+4AqfWnx8vICAJw+nQwvL2dRGX1+Nr9gudRpALBf15HYbXX/cU1yo1sT2/P0QWL/czGOa9O70Vli70iJIHZn7ODanAzoTGwfHzrfbueaIPQC7csfZ2lf1L5wtfc+SexUj8a0zYbvuDZH248jdnHGylLcUMC1Sc+hRZXOn6fzw8L4vgXbU4j9x/5wYg899BbfqG9fYn6+n57Te1pu5Zp8+l83Yt/b7B+6QAQ9XwCAH36g9oMPEvOtT5kTBqBPH2o3pocafin89YbMTGLu9uhNbF9fvknjdLqPBz3p/rHnCwB83G2l/7fk5CCyYcPS+6girFYrUgEkSxJclW6yAIhMTYXVar2m3pSW7H/y0aPwLv5/ruLBLefpYHyLjrqpAg3fJi+P2oGF1EdsOcNfc93b0/uKvaeC0+j9DwCJXtQHsCnrvZDDtWE75wiijqOAv725Y3A0lV7/zTXH+b7pmxI7OprOV3tpZrQzB+7iRWqrXbPZtG9/n6A3wA2evP/FuXPEXOM5itgDByhck4MJ9O1dnLyfLqBT+fmSZWoHBRFz9zneaXcModfKIQu9Vlo14H/rFG96PiwWOl8tTNtTy5xo9lizThwA2rUrXr8FkTExwocU7/+xR/3gZSx+U6zhrx2tiV7sGq8iYjuy+X2WmPVoPIq4Zbg2TMZX63l6fgwtbWCxHaUXh6OAvpFWHPzFozXRvthy3Imt98rn2igyvX/0frl0HRc9uTbsMpKe3k+2LL6NXKSnE9jjqHVwbWy51Ndq9PQBzK0R/Z0GABjp/igFdDuyhU+/q9ioj5CM9HxIOr5vYD5A2C/S3xuNgT+nip2eM3a9Gg/e+Uoaemwl9pLU818SHWn0WBem0UKRsoP3iTpTYen/c4pktFyUXjU/kpqNU0nvwNvbrcLlLJYCNIp+AsnJyaTgZEVfWYYOHVr6/7i4OHTr1g2NGzfGF198gWnTprnsU+n+VGWhkk8/Xl7epR3T63hHAU96QXvqqNv01vEXvIaprOnJrMPDyrteb+aAe3gw24HKg5AnXYY9Z2qDFu8C2hd3d7avKm2YiXnMdr3d+AuA7RtbbNQNjFMAUAC6nhzmWUntmvS204XY/fFW+/Fi9sfNjWnjwR/rSpdR6xy7beYgmEz8dcCulj1u3haVE1RYSEz22Kue0zwPZhnX5wsAvN15x1bVcAZvnQ7erpZVFMDGr7+uU7L/3l5epX5EozpoYXwL83CqVxm0sF+6vfWufQQAeHvT+4q9p7zz+Iuh5KVN2TqY+VA5b0znHEwjPX97c8fAM5fZrkalbwbXfVMftDAPSKwjVLu4mYEB539VfALc3RmT7Sv/e+LpSY+lt8zsc1UGLYyvYe9dgP898ZQr75tSSUVo9UELc6LZY806cefGiSl8SPGziFEDb5eDFrrvGjdqO4r4YyMxPoRto9ofdtBipCsxuPPrsDF9c8i0jeLgw3a0zHptVmrrjXwbbtDCbNem0oZdRtJX3kZmn/K5QQt/fmw22kajp7ab2rFnBy1sP6x8G0XL7A+zDkmn5q+paWf2WWNU2Y7d9Xo1JpXrje1bVQYtzHoMTN9kO39+dCrnrKp+xNNTA0/PisPI5OJr19vbmwxaqoqHhwfi4uJw/Dj/Eq4iqiXEP3as7KEurhHf9IfETsQeNIjOvyjzX038flhM7D/DJxF7cOEvfEf8BxCzQzCdvX0ffRMOAF02fELs3R3uI7bay/+DmrbEHr6HpmpDILODAI6DbrtpMB1xnx8wnmvTEvQNW46d+UyyfzfXJqQt7VtIFPNE4u/PtQHz4MPuc8GA6VyTJUuo/dC99IfuYi5febYzMy7bbqfFniyn+K4N9KNvDNg3mey1BAAddyykE/JpJdhPTvBFptq0oXYXDXNstx3i2sw+S8/Z9JsP0wWSVd7WlH9qyc3l57tCowEqe+C4hsko8ECRzvlgG+TNv83cfZSe+5gYOl/tWTXo6GZiJ0XS67JXVBLXJjmDfopg74fzMr3HAKBhBv36sjWV+rR27fgB+dlcOq2plfZFZZyMolDat5bhzNt+72Z8304wjj+d3u9GtTczzGCCHdms38N/4ewXlExs9itJtoX3vxmMjx7qy7xJ/W0L10YTM5zYe+X2xP6P+fACAHe1S6ATmB9SdkwDAGAKpMVq6f2dkNySaxLbmu6zT2E6XSCFftUGAFss7b8uvAGxs0zUBgBD8Qv0nPzqZdip7z5E0jnKvgIoKg93zNcLjSf1M7ow3u/Yz9M27EOkNYm/FzRudD1axrYfVxscMQ/1zNt/Wzb/xcCW60vsonzaOcnM+x03XzoI1nnTrzGyld+OzBy3omS6z2pfdNhBCvtVSOvFf0rWetCXh9pA2kahswEAEjuQsTNfWtgvPuCPNZgBoVob60V6LNmvQJLKlyP2GtQ1YPZHJTBJYQZu9kzqizUm/i0T21+dOz1Qal/p9H5l14GhsHr3vazYISsqvxvl5teEoqIiHD58GL169apyG5E9TCCoa9TzBw6BQHCZET5EIBDUEEWxQ3ExMHE1T42nnnoKw4cPR1RUFNLT0/Hqq6/CYrFgwoQJVV6HGLQIBHUN8cAhEAhqgvAhAoGghiiKo5JBi8pXJxecPXsWt99+OzIyMhAUFISuXbti27ZtiGYFmC4QgxaBoK6h04kHDoFAcOkIHyIQCGqI4iiEq3GJ4lCJ43PBd9/xiaiqixi0CAR1DfGWVCAQ1AThQwQCQQ2p7fCw2qBag5bW9v3wtjtlo8dT2nPzbzWtpBOYTLcl6RvL85MvFd6PasOkfUyP4Ttyiiq5da2oGLZLIE07DABHe1Phfcf0TXQB/65cmxBLIu1rm5m0r1E0jScAsIkWcguoMCosmB+2XrRQ4f0RRkvarQEv0Hz/CyoWmzr2Al3gf//j2hy9Zy6x2dMhzZnNtbl5IiPOX7WKmH5ZWVybjj0ZcT6rnPZg0qwC+CRxKrHlj+n8BxL5JAEXptH+7tpF59/39+1cm/VNviW2rSdN4bxPpjYATDcsI/bXu8cSWy3709gbyp2PCtL/VYgk8emwyqOqJr52CCw8W5rdK02O5OZ3PECTc8DeipjZLbpwbf7Mo9fcYB1zb+byb4QiCxklt5VK4r1CmBzaALLdqa/plsisw84XyWoaRQWvOVb6KVwtTfJZmoUXERFUEMtLaIFTGpryWMNoZhv682rQxSvoenv3pgkx+mUt59pcbHcLnWCmpp+d8UUAfAKZHh+h6fG/yKKiewCYELydTmDykbcfSG0A2J8aS+yMbXR+/1M0IQsAIJgmdtmUQYX3vXz51NfnmQQMYd702jnuyf8+NmUybmZmVZ7Bx8vivI4VtcxirqjnPkTSKOWyffEDMFZMrWUFyxaVY8Nk8co/HEJn21TSyTLT2O2wgnMAcFSS7tcUxqf7tVuoSNvBZP0zePBid0lLz7HlBM004hmZxrVhM5cZ/Gku76IMX66Nwcd1opnCs0HcNPdYmrhCyalCNisT9SFF/9EshWoidEOgmdjscdS68WJ3U3gGXS+b3U1FvK/1ZZ5pDHQZSSWbKBhRvD6SHkfraT7xg6OQPkvo/ej50UXzgwglu2yaRi3rrytkOyC7yDIo1/FBi0AguAJoNK4fOAQCgcAVwocIBIIa4vzSUnHmwjr/pUUgEFwBdLp6/ZZUIBBcZoQPEQgENcVeyKWWpvMrL8Ba24hBi0BQ1xBvSQUCQU0QPkQgENQYB+Dya0r1sofVBtUatCT6tC2tCB0RqrJAFK0A+MCjNP5u0TB+xDbKROOfi7ypvuOT5UyhRfAaggdimHhfthodgGaM/z5toMVsGhbyMcNJBhojPiqIFrA7beULK7IF6vQpTFE7lQJvfsG08lq3jA3EXpfPx3tP7bGX2EezaAx17m1UvwIA331K7TdG0v3ZO4TXjTD1qKCMGEnsY8e4JghlCsmZzdSODuJjaW+7jdpcZfrC57k2QQk05n31aqp1GPrll1yb/xZRu583LS65ZQuvaemUuo/Yd0UxOp6+fbk2K7eVxcXn51dT01LPHzh2pESUVlHvykvJcLgr1bmxCUdeKtzItRmcT8/JWWUUsS+qVIM/y9T/Y0+jUcU76rPotZvbmBagLFJ58WRm6g42DqXxz8lZfGG4qChmu2cYnV46s1IAvs1oUccAK9UHKt68L53UiB5LpVEfYmcHMvoVAGv/ovatjZgCrSraxcPHaIhBS8ZHT1A5pzmtaF+8TExstco90tafWYYp8rjZSLWNANDTTotycrVg7RlgMTPXhsFA4+u3MVoaAGi6+n1iB9xxB7sSrs3ZAqeeMUexcPNcUs99iNYnH9riYoNyHn/cTKHUH7A6EllF/8AW6mNtNSQdfWhji/+p6SxYDYuG0b3YzXy5WbZIopbZrsGPf34pSA0gtonRP7D6CABQGI2Ojfnt8oqjhWWdHWbWUUT3WU3Xo+TR/XEwWhP2mACA4yi9nvUBdH/yEvmHUj2j0WELedrz2TL0gD2d6vrcGjDPqJl85Xc3pqioZK08bIotLinZ6ddPtnApAOgC6XlmdUtyOn/Pa3zL9EJVUA7R9ct2SHLFfkQSmhaBQFDfHzgEAsFlRvgQgUBQU2Q7l6CCm3+FEYMWgaCuIR44BAJBTRA+5MqgNUB/4zxoGvaG5B4AJfscbBvfg33fj1e7ZwJBzRGDFoFAUClarfOvIhxXPo5UIBBcQ1ynPkR/uzMlv23pTWXT7vgdOocGRZ+XhYxqm/aFrvWNcCTvhT1hJVDkjAmUIrtCSd4Gw/iVUGSJtAEA4z0/AUDZdI0OSk4qrF+OgmI+A4R1h+nubyBnJUI+w+TgFwiuMSSHFZKjYiG+5HCRDvkyUa1BS8zvH8Db5IwBPDzkCW5+S08aZ73I/W1iHz7yDtfm5Emaw3tYwFZiTzWv4zsyltbJKNBR7UmhSvgvq5HgZC/pjHgDQE4OjTU/G0M1LP58KDr0R2mRleNGWjeAKTUAAMhiYuvlJlTD0lxlO7DRFTXP2EnsCzGduCZvTGX0Nd6tidnewNdPQWoqMfcfoLUr2sbwtR/2nqL5xdsX0nOKJk24Nj4/f0HsnNETiO2VyhwkAI98TTUsCyy0DT6K59pM9aPxqlhCdTF3zeI1LU8z9Wv6MKVF+GoewPCIMs2RhQuSr4TK3pJe44XhOoeegbeX86I+ey6am9/SSmufvBSxg9g73XldAnv39mZKG0Vc2AuWuHY0BvpsJtV8RISoOGTmvOQxt0wIeL1WQCjjfDKoRiLSW0Vwk0qvmTRPepVdKOCvulgdvRePZtD9aaaiQ8ztSHUjnhk0fttH5Tq8Neww3Y4n9YvNc3mf0NKaSNuYqRbogpbWxAAAX8ZdxRYdIPZu8Pdqx1bMsQwPJ2ZPM1NXB8C6M7QvQ03rad9i+3FtWsrMed5MRSzjG1I9AQBsdDxCu8ZI41TcIiLSnVomS1E167TUcx9iTfOB1ejcP9lapmnRFmsybOV0ITq7FrJDgyKz0+dIvmFwi+4O67al0DXpCbf7f4V8LgFS4VHAXgBH+iZAUiDbdaVtAMBRpIfe6tSs5Kf5AwAMXvmw/bqgeAl36OzbIJ/ZDm1URyhndyLzKO/fvILpiWc1Lnpv/ndYttNHNVbDwtYSAQCPaPrbbbNQ3ZXWpCLAM9L7pyibqYWSp6LR8aIDYIV5yFUK+LomjjyqJdF60TozkptKdrsCOs3GaEvcgi9yTeQiqnfS+TO1UC7yD1cyo4Nh9VBuEXwdKo0Pcwz4sjl8m1DmWDJ1W3QNVM6PjS5jTaLPWvoQ3vdayz2PWYtkAHwdoIpwaloqVsIITYtAIKj3DxwCgeAyI3xIxdgKYV37DmAvgvXsAVg3LoQ2qiN0vjlQUnZU3t4VejdowtvCtlWliKlAcK0hOyoJD6vj2cMEAsEVQDxwCASCmiB8SIUoeReB8pmZFAWOpF3Q5mcDGl2N4vQNo9+DfG4f5BPrK19YIKjryHbAxZcWoWkRCATOwnCu4tGl6iYuFAgE1xXCh1SKccyb0Le7GXlv94dx8NPQtegN6D1gfZcPVawKpjGzIXmFoejLsZUvLBBcA0gOKyQXxSXrvKZFIBBcAcRb0kvi2LE9WLPma+zZsw7p6achyzJiY2MxdeojuKt1q6vdPYHgyiF8SKVow1tDKcqF+5Sf4Tj2D+ybXgY0ekCpfsiLafSr0DaIRdGXowCrijZUILgGkWQZkosQMElW0R5dZqo1aMmdMAUa7+Likio+b/8pqlBuO2cOsVse4UWQLYdSoXpaBi2QtiWV2gAwKpSK0Nz2UaG3m4qicec+Kvjv1IGeiJ1n+LcrnZowwq6ff6ZtYmkRPAAIDaX709STriPhHCMEBxB7fg2d0LkztdnqjACKwhsSWxdF7aB8FeFmGjPNSkV3h+00oQEAaDSM8D6d9vWoaSDXpn0eLVo5bQUV6o5VeRHVZBgV0R9gEq/08+azKyz43zk6IXcGMW98ojnX5o8/qG2x3EXsgBf5BBNDhtEEEv3/epYu4HUj1+YXc5nAOT+/lgvDXesPHCEhQIkfsapcp2H0HkIstTvZeYGiQ2fEhx/Ow/r16zB69C3o2HoycvPysPjrrzF+/F04OXMmZs6cSRsxgviIYMY5qxQI+2UL9SMjW9HChJn+/D0UAOYhJpQq4nceUCs+Sv1Ep3b0jZZGw4tbkZhIzEatqMBcOnaUa3LRnd4jF0H3L5/PT4LmzWmb5lZ6Hx5PZ7IgAEg4RfsyypeGzzRXKUiJI0foegPpb0HHGP4tX4GdimYzGb18RCifjUBm63Qa6M+iivvFj2vp70WrVrTobp/Er7k2nW+hftDtJE3aAit/7ThinP7XYRE+pDzWHE9Yi5z7pzPxiSwchWUCbEXWQJIUaHRl97PsMEIT0gyS3oS8JQ/Bvn9VOUG8D7Q2LSQAklR2nPTuhaXF/PTFhScLLnrD667nIEW0Rea8e2HQAEBZEgDvMF60rfdkVNpM4UjFzn8h07qpJOsoh40pzggAhgb0mpHc6P1iTfPl2rAFNb2bnyE2WzwTACQ9fXC1Z6hlDqJo2arVrkKQStr4MwUnGa2FWqFINskB7HQ7erYfAHR2ul6dP5P0QOUYsJXhZTP16dpolYd7L3qclMwsfhkGKZImH1BO0/2xZ/KFScsfa21hNe972VFJeNiV17SIRO4CQV2j5IHD1V81mD17Njp16gQvLy8EBwfj5ptvxtGj/APstc7UqY8iMTEZH374Ee6fNAnTpk7FjvXr0axJE7z2+uu4eJHPLiMQ1EuED3GJJqQJJL0J1j2/wL5/1aWvJyAM7jfcDl14YwS+uRY+bxyEzxsHYRz4cC32ViC4Okiyo9K/K40IDxMI6hparTMmvZbYuHEjpkyZgk6dOsFut+O5557DoEGDcOjQIXh4eFS+gmuE7t27c9Pc3NwwbMgQvP3++zh69Ci6du16FXomEFxhhA9xibaBM1zUtueXGq1HzjyPtHvKvgQbPVU+TQoE1yiS3QrJXnEImGQXQnyBQFDZm9BqviVdvXo1sRcvXozg4GDs3r0bvXv3vpQeXlOknD8PAAgKCqpkSYGgniB8iEu04a2hyDLsJ2uY4lggqM/UwfCwag1a0tOBguJwzKgofn6jRtROOE7j+rx8aVwzAETv203sEEaPMmwYLZ4DAMcTaSzg0Uwa6zwsno917pTLpCBModvp5MYX5YGB6kQ2NaEall6s5gUA1q6lNhOPH9uSxiQCAALoMhdlus92d/4YmGmoKZomUq3JyUa81sSqpdv5i/kq/lgAH4d9ugfVfCgD6Hr9qSzAyXEzMV94gc72+2sZ1ySzCRW6sNcSPGO4NjPeogXcXn8omdirgphikwDwMY0r/2ktLVQYdAtfALV/N3pjXuwwl9i//cZvZny7g6X/r/XiksXzLEycu9FohNGopo+gZGc7r3V/f//q9auWOHvBCK9CZz9DQ8v627hxFJKTk7nl3dw8EBbWCN27D8O4cU/hpp4qMd9shdZi7cKhw4exYuVKtG7dFekXmiC9XIh5t3hf0mTzVrrenm35t0gj7cuJneZ9C7FNKh61QEPfRFvMdH6nKL4gJQ4dovYpWiQR/rxei71pGMkOQpvxbSJzGU0RK+CwMjaATE0csRNO0Pl9AhitBoCmN9NCtkhpRsz9Z3itX9uICGKzpxibeX9luZH66AgPxkcfS+TaNGpE9Snn3XsRu+mGb7k2TS3UAWfGUp3bTnfqNwEgmNHOeDLaLQtfPxcN3Z3XhjanlotLXuM+xC0kE24m58OUpC/zzyUaBoN/2X5JOjskCTAGlE3TxTSDYk6E0eMcoPKhSKOTIduZAoyKBijWuGiKt2nwccD91lnQNe8OjYcfFMs52DbNh+PAD842Kg98soP6Gb0H1byVL4xZgtaD6jlkK3U0ioP3iYWJ9NywRSvV9ClWZprEaGXUtDVyAb1eHMw6dKyGB4A1nd7vpsb05pCM/HGznaEnij0G1mz+RLIFJ9m+Knb+HtExhS4VZjsSq5MBYE+lx0ky0mdQJZN/JpW8WJvRpyRTfR4AaDX0ftV50f3RePJ6T3tW2XGRCxXwpZgrRpIVl2J7Sb7y2jihaREI6hpVjEePjIyEj49P6d/s2bMrXbWiKJg2bRp69uyJWGZAfTXJzMwsHbD4+PghMDAEgYEh8PHxQ0FBHk6dOoivv56NyZPb41yKytOdChaLBbfedRc0Gg2efXbR5ey+QFC3uA59SHXQhMRCST1QCyvSQs5OR+6C8TA/0w7WlU/BcNNcaCI71XzdAsHVRnZU/neFEeFhAkFdo4pvSZOTk+HtXfblripvSKdOnYoDBw5g8+bNlS57Jdmzp+yL67ffbkSLFmVv8//7LxOffz4TP/30AdLSzuC5V17BkoULXa6voKAAw8eMwbHjx/HjN98gOLLNZeu7QFDnuA59SJXxbgDJPQBybQxarAUoXPVuqSmf2Qb5zHZoIjpCTt5Z8/XXEF2bm6GLGwFNgzaQPAMAWwEUSzLk039DWrsMysVzla/EFRotNFFdoWnQHpqIdtA0aAeNXzRZxL5vKWy/TlXvX/ytcBv7dtX2pdz/rT9Phbzzhwr7ZOg4DPo2/aFv2BqSRwAACUpeBpB7HvKZrXCcWAMleat6e0EZigNwldX4EtKD1xQxaBEI6ho6XZVEtN7e3uSBozIeeeQR/Prrr/jnn38QwYTeXG1KBi1ubm5o2pTWVPHxCcDjjy/AwYObceLEfqxet87luqxWK0aNHYvNW7bgm8WLMXL4cGzdd7l6LhDUQa5DH1JVNMHOr0O18qWFRe8GTXgb2LZ9XPvrrgaSZwDcJn8KbVRHOkNnguTmB01IG3h2fBCFP8+CbdvSS9+OdzhMk3+uWWdrEW1UHDwnvg1tSENunmTwAPyioYnsCk3DvrB+fsOV7+A1huSwQXK4CA9z1PFBS0FBWZFd/YnD3Hy9ry+xY71o/GO2Lx2BA8BxK72pIgx0vpuOj5lratlDbYWGi+w/NJxrI/v2I3bhWTq/W6hKFoR0GmfZsye9EbZu4+Owuw0aROxXF1A9ykiazh8A0KJFGLH9smiM+3mZryHT1Ezf4hwMpVqTuAg+tpEtutCy6zE6P5TGcgNAFPO7JKWeJ7Y5l/YdAIJa0/h1LsFEs2ZgYUOjA1IO0glnzFyb109/SOyV+2jsebtXv+DaRObTNJ2j9lF9zdeJfBGZnqBvZPzepm+Gxn/1FdcG65PK/q9W7MIVtSyiVRQFjzzyCH766Sds2LABDRvyDv1K4uVVWqYFeo3T6e0v1ra1bdMGTcJo/HbDM86iPd0bh+LEif24aDYj007vq5Rcp2232/Hkk2OwYcM6fPbRRxhXXBSoWxO+XgIs9Dj2BPVpyWaqfwKA0BFUw6Jjymf4ZJ3mt+NO453dGD+Zmcvf3wGxtG8/baZJBEYN4ePEcYSKSzybtCe2mrTKYKCB1ReYQOuIFnxdE/YRt09sJp2QwvvsCxk0Xts/lNZyaRXM9y3TQut+NWDLvzS7md8O8+LYtyn10YUtunBtGm9iRGn96G/F3ha3c21Sfak91E59tiWQP6fRGVS/iQ1U+xNw991cG2w75fw3r5oFC+u5D7GcagDF4HwY0RnK9ALexfVZiMZDkQCNDEnn9DVK4ioUzXFexVJFT0CSAkkCpHI1VBxFGqDYlIu1EKZAM2lmuOVTyKl7gbN/QmMEdMFMbRHw+gd7DtUu2PJ4LYOO0aPoAqntKF+jRO8G94eXQRPC/86WR9Kb4HbrHGj1uXDsd/522nMZbQZTQyYnmV7XmvxA8L2lOIqMKLxA70PZ5jzwUqFBrUml2LOyOe2JvmU89Ld97RycVIKiSHAUqG/bkUfrveh8qeNUZP7esWVTHRLRQgFwqJRZ0mtoXRaJ6Y4unH9uUJhJrL7Get6Xa1P+HCouMoGpIsuVCPHreHFJgUBwBZAk1w8VUuWFuMozZcoULF26FL/88gu8vLyQmpoKAPDx8YGbW2U/OVeG3XucLyLi4+MrXCa5+CVCgwaRqvNlWcaMGXdh/fpf8OF772HSBJVEDALB9cB16EOuNvphb0HyDIP1u9FXtR+GAU+RAYuiyHBseQ3yieWQPMKg7TMPmqCy8Fv9kNfhOLEOyGOrrFYN2ZIJ+5n/YE86CHviQXjeNRMaH/5lphpFe/6E7dgOUvgTANzKJSfRjfgBmqCy8F454zQcR9dDW34c5BYA/c2fkQGLUmSBddNiOE7vcIbBuftAGxgKbeNekDwDL2lfrzvEoEUgEFRKLb8lXVis/+jbty+ZvnjxYkycOLGanat9Ll68iNOnnV8oOnbooLrM5gMHsHH/fgDA8OFjVJd5662nsHr1MnTs2Btenp74emm5sIeCAnTv1AmNYmJqte8CQZ3kOvMhVxv9jW9AE9oW1m+HA7ZqfBXTe0Ay0q+ZGh1f3V7yYaZ5Fb/Jz08FHOXe6uvdoO9CM9fJh5ZC3jYb0ChQso7C/tsd0E/cD0lyXgOSyRu6juNh/+etqve7ZN2ZKbj4DFMfS36u6isoyodclA+wGbl8ndEzUmgnMmABAOs/HwMK/QKk7fIoJM+y46jkZ8G6uA+siWa63vNWOA7+XPX+XedIsgzJxbjEVWaxy4UYtAgEdY3K4tGV6qUZVKq5/JVmz56ycE920JKWlobPv/kGr3/9NWRZRtOICDzxxAzV9Rw+7FzP7t3/YPw9/3DzF7/3XqWDliWrVmFSFTIoVcT6pUvRVxSwFFxtrjMfcjXR3zgPmoiOKPpyFCRH9VJTa1uOgGnEh5UvWAH2nwdCSSnzddrm/SCZaIinfOwn2sh8AsqFA5CC25W1azXykgYtlxtt/BPElnMzYdv1PV1I0kDbdiKZZN8wC0r2GUDjD8nDH4q9CChQKWshcI3dDqikhS6bLwYtAoGglt+S1nX27N1b+v8Bgwej5GN0fkEBcsrVpxgYH4/Fzz4Lk5e6cPjzzzeU/j+uGaPpsqgEFavgZjQipFhgJWv5OgbsoWef5Qx6vo1AcMW5znxICZa3nbogt3LSi6IlN0PrpqLxdIFt6U2q9VLyPhhHbMknArpOk6HYC2F6okzYb9/yNhxbrvwgQBvRjpumZBzip2UeAsoNWqSg5oCujoX5+cRAakz1ybatSwA71QlJwXGQ3KhmRrHmQj/2RxijekHSOzUqcm4GHEf+hG3jfChZSRBUAVl2nT2srn9paR1+Ed7exdkCPJvwC2RRYRHCaUG0fJVChE0P/ULsoiiqVFfAx9Od8Kbi/aaMA/bkfQ0ar3iD2MsbPU0X8OUFcw+915LYCzsvpk260kJmAAArTT7wvO/7dL5pMNfkfEZTYoflU+FXPnhRJ9q1I2YseyZTmXMB4GQ+jTNtHEo/S3+2lk+UMPke+lSWpqHraGriiwGmMUU5ZebLb2YUFQgDgJ0Jp9WE0gJ2R1VekiwLpIkDHmC0oZEaPp1jTjgtsOf188/E7kV/kwAABy1UkP2iQm3DPSp9e6bccbpMxSWvVXw0OfDWOO9rReOF3eUGLenpfFy1RqPB7BdfxDOPPgoAyFUZF8SZNxE7M5deGwGBfAzz+VTqW8J8fDB29GiMHe2MSV+0JY5r84AHLWiY1IuGYkSf2QScpVk+lqXQvoz1/oPYua2GcttJz2eE92fmE3vz7se4Nj070axrXlbmra+JCkwBcEkiIhowA8IMM9fEDNq3ICv1nT8c4Y/brcFMAU27LzG17G8HgAB2gg917BftfCKU2DAmKYCVqlvTLUxFNwCnGgwjdhvmMDE/Y87tsOVJvqaVehvexReXPG+iv1tmd2r/Oo/fzv33Owsns0UgK6We+xCTbw7cjM59UFRi7g0x9Np3pNHrQK2wIiuwtufTC8G9MU1CAwCSPhW2D8vSREvFTSQAulAAKvl9yvdXUaqnLWKRC3VQ8vRAsdha8uf1ftYzVsDmC0OQuWxiHk1MIml00AaFwJ6dSvvKFK00evLicElLM0jJdi0pAOiw6lBooeJ4DyaBgYYJD1OK9NC1fQKSpuzBRrHlA4ffh6G4SKhcLOLX+vFFy/UjPoXEXOMaz0Bo4u+ELnYk8r+cCvvh9dx2AcDgT68dO9N3NimCGuw1qffnv8CxwntF5VqprI3DTFOU64N5P2FN8y39v+yo5vWmOABXBSSVOj5oEQgEV4B6/sDBUhIe9thjj+Odd97BqVPOtMVnzpzEhx++il9/XYrpL7+Mjm3bon+fPle5twLBNcB15kOuVRz7v4XdzqQczuYHBo4LzNOqRv1BUjKpfIW28y9kYVPJPmjyBZDKT78amPygibuDTJITlgIF/JtvyZ1/ecEOWMg8kyfcJ3yI3DcGA5ZTNe9rPaYualqE5xII6hol8eiu/uoJFosFJ044U/W2K/f10GAwoEmTlnjrra/RsV07yLKMV9588yr1UiC4xriOfIigPGpv0lWmqWWPq0O6JW37yZAMZV9WFdkBx873K1hYvSBqwa/zkD+7BfLntIZtAy1TIBndYez/UK31t95it1f+d4URnksgqGvUcrrSuszevXtLRb7tmJBHAJAkCY898ADufughbPz3X5xOSkJQE/7NWm2xbPVqPDZ3LgCgwMa7x5kSfWvp0D9F7F9eehHd4/jwKIHginId+ZBrGr0HwH4pcKh8GWHD2Uq+tOSlkexhSqFKHLXeBFiZrzc6lVDRojoiVNcaoO14P5kkH/8dysWTqosrRXzolf34NhSt/QgGH2dotm3dHGib9oemQVkoma55L1RP6XQdIiuudSuuQscuE9UatCi+flCKq8KtXq2yMh3VXrAlFzKZcGMACGNSKLJ+9gStlwYAaCrTAoHHPalGYstmvk3jqChit2rFLGDgCw0tfJ+p9rmWBjcz8hUAQIEnjffe1XYqsXvp+OJz3EuvYFppTSWMFEihBTXPaakeJeIoL76L6MnkTtfRypGTb1PJfLKPnoDgdowepZDXCtiY88wWhZPsNnAwuo9XP6CO/PnbeYfVM/FxOiH5YWK+v4HXCtiYTbfr/Cyx26jooaL30OwrP5mY7CVMQVEAyGlWpnfKEfHolIsXS9/QrF3rDA0zGAxwd2+FxESALbQ9csAA6PV62Gw2/LhiBTr3b8etMiCA6kZi02mhSIcv1acBAFfM19cXBVot0tQcVTH8maQ/9NaQEKAJ1ft1pa4HF73pdalRkTy1tNPiqmnjqIalp8zH1yccp/d3LJXKocDOx/EbPGmRTm0+jdcu8qb+DACC7ExMt7svMW9tQ/0zAMDO6FHy6dtRtWHo6UK6PxGMq/GzqJwnppDnms1UXMz83AAAIjP20gk/05CRkBv4ytlJKbTH+Yy+UaUuHMJkqrELY058yxEqDwdWZ1IIra16Wanquw/Re+VDbyrWxdm13HxbMr0OdL70hGjc+R9vRy69Jk2h9PrSuPHnx3GRPjdINvrmWePBtynfF6nlLdAN/IRbhmtTwXTr0huhnNkMrbF4fyyJ3DL6UA8o5gtw5JbdCxoDfZZRHHbk/mcHrFS/wWo+7FUoBqnRUceqM9rg7kc9p8NaccISfftbSfpiALBuWAQHU8BR5148uMtlKoUDUNL2Qu+VV1rEEgAcZw+SQYvkHczpVwBAttKjrTDZs1iNCwAYI2jYmi2dhukpKi/A8hLoc57ep3KtDJtQgi0uyW63xshKJUL8Sx+0zJ49GzNmzMBjjz2Gd999t8rtxJcWgaCuUc8fOMqTkOCsEt6kSSvoK8i85e3lhZ6dO2P9v//ipz/+QOf+L1+2/ky89VZMvPVWp8G8PADAJRt5fzl9sO7bnR9MCARXnOvEh7jNrPgFQ3W5lLx/l/IAZXtP5StHLSGn7OWmSYEtoJgTyTRNMH2J4zh/ArCq6FyuAoY+9xHbkbgd8pldqEjNIJ/fx0+U+IEstMzZslYzQc71SKXFJS9t0LJz5058/PHHaNOmTeULM4hBi0BQ16gs5vwqiN8uF//95/zS0rJlO5fL3TRgANb/+y+27d6NzMxUBASEulxeILiuuU58SMFLAapfWtg30OyXFjXYLy0sukA+bIv70mKq/EuLuu6kdpBPrINSlAPJWJYlT9vyZsgnykJjpICm0ITS9HfWPTR0xu2mR+A27JGy9WaeheWl3pep12XoWt4AbWgzMs22eaHrRjkpkFP2QBNeVuNLE9OZLiNJ0EbR0B859b8a9fW6wO4A7C6uV7tz0MJmNzQajTAa1e+n3Nxc3Hnnnfjkk0/w6quvVrtLYtAiENQ1rpO3pHn5+Th1yhlK1KpVO5fL3jRgAJ566SUoioJ///0FI0Y8cAV6KBBco1wnPuRaRzn8FWwnvyTTJJWnMts5GhqlMaqEWAOALR/23Uug71424NDEjoX24ik4Dv4GySsU+sGvkSZyQQ6K/v2eXVOV0QQw8d8aOoiUDO6Q/MvF/NqKADOf4hwADH0ZLcuFE3AcUdEiMNi3L4RhVFmYnbZBOxhGzIVtx3eApIG++yRogmnYruPApe/zdYMiA67SchfrUSMjaartmTNnYtasWapNpkyZgptuugkDBgy4/IOW3NwyXzdU8ye/gIZZ3SlfYvqp1ErAMVqXYYO5E7EHpnzBt7n5ZmKuZTIGPtR9P98mtC8xW1qZ+iKz+UJQL4XQSrUjRtAaK+3PrOS302wAMT/9lMZU95qYyDUJ6krfGmdbaS2BEJVPvjvtVFvSjL6cwMr8/lyb9jQ1OyJ8mLdPZjPX5qCObidOpvGqOXa+IFWEx0U64cAZYqaF8nnVQ7ZsIPbzeTuIrTTiq5Q/3oge//kRVAcwdQX9zAwAGMcUYmnE1Buy8jG7631HEft7xmbe6QAAJuWWhQkpeSIevTy2sCjYvL2xa8u/kIvf+PZvH4WG7sW1PBj9Q65HCCLahaBhw0Y4ffoUDv39Ed7q6k9X2mEIMdPyafhDyFm+mFiEry+xl6+ljveWLD7WPGccvaamTmZCKnYc49r4d6AhZF6px4mtC2XEJwCQRLUy/6PJb7B43AGwNO7NaNaYmje6UL6GAyONg05H47VTVTKgtmpFlzEyctbz3rQWEsDX9myuoWF0rH4FAJjTA30KPYcrD/B1pYY3TCD2wD8+pwuY6L0LAAv2UT1UYSH1eU8P4AXK0Tl0O7kx9M21aiImpi7WhSz6cOemUtuvJGKySFPNwn/13IdIWhmS1vkwZc/jw630bOx/AD3WtpP8W2B2IKA46DEqTGR8DgBTo+KHb40Bmh7zIYXeALgFADln4dj1BpD+Ld/5Qvr1RSmg25FUvs5wgxRJqdC2b5gDbdNB0AQ570NJ0kDf+znoez/H9wWA7ffnYNCdBPwBnZfTn2l9mdApSYHWaIM1j78OA2evU11vCfp2N0Lf7sZSWz6zCXnv099hnUchpNA20DXpTqZb//24uOaJBGs29TtSuVy8jl2/QttqFLTNy7aj7zIR+i4TVfskn/kHyvEvILnx2a8kJhxKKaTXiiHEzK/PQpeRmJTUjgL+ejP4uX4ucBTxzyL6AKb+kIWeD1sOr7fRmsolaqhusi+lEk1LsaNLTk6Gt3eZnqairyzfffcd9uzZg507d1azI2WILy0CQV2jnj9wlNC9ew8oak/FFXDggDMZg+cfP1yuLgkE9YPrxIfUGTQ6IO88bCuGApYkSOHdoRuxAo71p4EL265sX+wFKPpyBEzjv4IUrPZKzYliK4D19xdg37vsCnauYnTdadIiOTcD9j1V/xpiW3EPMHIhtK34FxPlcZz4Hfbf7wNQd1I811mqKMT39vYmgxY1kpOT8dhjj+Gvv/6CSa3QcRURgxaBoK4hHjgEAkFNuM58iNsDzhcZBYtuLZ1muPM3AID1m2GXvN6K1uF273IAgPJ3P+cEez7kPS8Dec7jqqT8C+X8FkiBnaFc6UELAORdgOPnXpAa3+b8C2wPmIIAewEUyxkoSWtRtOEbKGY+89bVQPJuAG2rEWSabdvngL0aSYkdRbCtuAeOPUugbXsHpMiukNydyVSUnHQ4zuyGcuILKImuvwwJylGL2cN2796N9PR0dOzYsXSaw+HAP//8g/fffx9FRUXQalUSKDCIQYtAUNfQal2LaLlcvQKBQFAO4UNc4xUGfbdHoGlyAySfSEC2Q8lLg5KyE469n0JJ2VH5Olyhc4MU3B7KiQ9qp7+XiHLyeygnnV8r5Bz6QKiYvdSaAAAcm2fDsXk2rJk+FS5TQu4MGtpZPhwJADRuKrUhQNerWM6h8NWy8Em10KiqIif+AznxHwCAPZeGT+kDqll+4DpHsSsuQ8oUe9UHLf3798fBgzSEf9KkSWjRogWeffbZKg1YADFoEQjqHtfZW1KBQFDLCB9SMQGdYBr9MwAFjv3LIGceg2TwhCa0OTTNhkNO2lDjQYt24CdQ0vZAOb+2VrosEFwVZFTypaXqq/Ly8kJsLNX+eXh4ICAggJvuimoNWhISAI9inU/TdoO5+RcYoXdTRl+apZIw4oxMxZQDe9NR+qIlE7g2D3z1PrH79qexkNi2h2tzvCct/jVtGp2/8lf+jcjMRFoI8s9jDekCK1ZwbbYHDyf2FyOWE9vW8xaujT6RCnO3naIHbnDXRlybdrR2FvTptHDZ8CwVZ+k3htruTCVFpjAbAESxYYqbaeXOpIA+XJtYhX5yPqhhhPdUHwwA2Kahcagbi6gd9ibfZv49NOFCTgzdzrxQXkg9MYba7swLnbBjG7k28fH0TVK/fe/QBVp05dokWbuV9cvKi+NcUs8fOBITAc/iSy8wMISbr2FezPmBSewwhrmOAezdR8WT7UOp0Pu8gRdth62msdwJR8YS+5buMVwbpgYqZHf6Js8cw98P0TIVcicZ6P0d/fcvXJu9USOJvbj3YrrAoIlcGyvzEjHFSoX3ESo/MJHpu+kEpjZNmF1Fc2RgqgZbaCpYX19ehBnmyYhOU+mBjOJdHH+ZM/s3vCdzXQDYfoz++H1RSDMYDDXz23nEsIhOkOn+nM6ihT0BQONF3xTLzG9fw1287mpvk1uJHRND53vmpXFtbP7O+6Pat3w99yH2PBPsxUX/dJ4FkLRy6f8BQC4yQJE1pf8v/K/4t02jhfuTX0EpykPhR0Og5JT9GOl884B105w1PjQKNDpbaeV5jdEGo2fZ9SYZnK+f7Zn0B0TjYYWm7weQvMLg+HUYpDA+zl8qMNMJbIhNEF/hWOtGk+YoF2kbjQ//NUMpZATlTIFDRyF/n2o96LXPfjXR6vnX7uzXDLmIVrzR5PNtDMwXD5kpWqn34WuoaLSuvw5KOn6+g+mLnhPZV/4IzArvHWZej6ELpseNLVCploGLXcaeT9fLFvYEALmA7g+b2tstnBa5BABbuWKYkqOaqc5rcdBSW4gvLQJBXaOeP3AIBILLjPAhqmgiOkDjFwnb5o/IgKUUW+VVyV2uv897kILawfHzkOJ1+dZofQLBVUWB63wFNcxlsGHDhmq3EYMWgaCuUVlhuOs9Hl0gELhG+BBVJKPzrbMU3NSZ8Uuubg7YitENfAuakE6w/zIEsFUzzb1AUAdR7BIUF8Ulq51CuRYQgxaBoK4h3pIKBIKaIHyIKo4zuyFbUqFr1h+aZ/bCceRPOE5vhePY3wBq8JXFOxLaDvdDsRdCN+Fk6WT55HtQjs+veccFgquBIgFyxYOWq5E1ulqDlm5hifD2Ks44cYqPdQ5p04bYew/RWP7wcH6d8Ux4ND6n1WE7d1YpEBhOY4O//4jOnrn6Y67JvUuopmXjPUzRyjlMlTUAePBBYrLFOwf34guisTVzujx0M7HVCsGu3kZj3Me3p4XLcEjlrU18N2Im2WlV2vzOvBYog5H69MImYif40SJrABDCSA6Oh9OY/dhGKm/sTtD4VD9G0hGxm4/hj2MujpFHZtIFvGjRUQD4I+UlYuefoPNfMbzC9y2BXqO7I6h2YEMKr0m4vREtRJo0+gliHznCb2bwurKLxVJYyC/ginr+wNE08CK8vYuvm7MqKTdbtCDm7gN+xGavSYDXz+EovZ/zffl7FSNois17ujPzVxzimiw/OpDYU+OoBsrUlb9+cIAWnEwHvZaju7MbBo79Te32TWgR1PUb+B8S5rChcfpWOiGX16yd9u9IbD2z2og2VOMCACdP0YUaB9Pr8QytJQsAaK6hvxe5YfSEOfgQdviAaoH2m6kuqa2J14B08T5M7VuZ3ykrH/u/qdUDxE5g3O9DGSqF0BITiZkzhP4mrQ+kNgD0A1MkmK4CFyJoUUsACCouqKnPEQVqy2PN9kSRoTjbkNkLOqsz1j8/JQgAYAowlz5QKXYNHAXFv0kFRch952YYek+Bof0g6DuNh77TeCg2Kwr++RE5384Figso+7U9CZRc6jrF+VcCW9zRkoyiuV6lWpfSxfR80L8UQ4tUKsfNdL4Hr2lBPv0NUWyMpsVd5XdYR5eRHLRAJVsAEQBktggis4zWwBS5BK+9MAaZ+b4wWE5EENuNbcMeX/D6lKrA9i3/LPVnOrfKf5uNbvShTevJp2G2pdCHHDZjmsaLP24So6fVZTJ6FQ1/7ZTotEooPEcLtut9+IG3YteU+z832yWKLBUX96xofvXWVxuILy0CQV1Dklw/VEgu3nwIBAKB8CEVopjPI//7V5D//SvQhjeFvk1/mPpPgnv/O2BPO4OCtV9f7S4KBHUDuZIvLWLQIhAIKo1HdzVPIBAIhA+pEo6U486/8yfh9eAHMDTrIAYtAkExikMDxeHiS4vjyseHCc8lENQ16nloh0AguMwIH1I9iiuvKwWXqGvRGqAb+DY0MX0AtwAg5ywcO9+AcuKbWuykQHCFkTWVfGmp44OWo0Ux8NQ7846b0ZCbH8f0v/0pWqMEoXzsNv6gdQLWNaIallgVHQz++ouYjz8+ns6f+hvX5GfWRz9D6408YuJreix4YwaxGzV6nS6gElw/dRStl4JDNB4yKILGcgLA+DuYXO65tL7C+j18Vdp+p44SO9rXly6QyAstdroz8faxVFAUe5IJ5gZwtojWPWhqpzHjSWdbcm2iDTRY87//6PwIRvsEAJne9HraMHkVsW9pRbcLAEMT/yB2zqChdIFhz3BtikBjdju+PZvYZ1pM59qwQe7Rreg30ahBfA2QpBbPl/UrxwK89hq/3oqo5w8c6TY/FFid17wu3I+bHyDTmOGORnr8HWF8ISrtAaoXuNiIajUa+fL9yMyi9QUiw2lceNGDfH2OB9hD/yUVUn18gNe0PHL6W2Lva0k1LZ3CeZ1FV7b0j387YvazZnJt2OvibCTVvTEyDABAl1bULmLCtdn7BVBxe0zu/+bWg2DZmBVH7D7h9OHQ4alSy+gQFcf4+9N1OFRq/LA1lbPDqX/K4MsYoJeG1uPqFUN/Fm2hvJ7u7yw6bfD71I+436DiRwJp/Pkve6if7xnFN7lk6rkP0Rjs0Bqc1501z6007t5RXItE0iilehRJowCKBG3DeDjOHQKs+UB5vYDOANOge53r2v0btDpn4L+cYwIcmtL/a8rXMCnenjag+N7V6SA5zsLx11AgNxEI6Q7tgJ/gKDoJpG2jnXdQYYEmghE3ZKrc2wZ6TSp2mbF5TYtkpA+bcgHdjmznrwGJqeVSUvemBGOgmWtjvehFbJuZanIklfoqBk9ad4atB6Mx8OILvTdtw9aHsWbzWiCZ2R+tkfra/Az+98c9gGrp5Dymfoobr2lhkQx0n+VsA78MU1eGPT9qdWfAaFpMofT5kq2RA9Djpi+s5iBDhIcJBIJKqecPHAKB4DIjfAiH6aanoA1vCdvBP2FLPATYbdAERsDQaQS0/g2Q/9uHsB3699JWbs+HvOdlQFv8gJf2L5T0LZCCu0BhBy0CwTWCokhQVApjls2/gp0pRgxaBIK6hnjgEFRCUVERpjzzDNZt2oSMzExENmiA6U88gfFjx17trgnqAsKHcBSt/xT6tkOgjekAXdwQSAYTlJws2E7tRt4XT8F6eG/lK6kqWjdIAe2hHHi/9tYpEFxprvXwMIFAcAUQItprir7z5gEANjxDwxHfe68vAOCR4R2qvq4xYwAAX3xH0xX3vfFG5zZWOcMm7XY7wkNDsW7FCsREReHf7dtx0+23o3FMDLp36XJJ+yGoRwgfwmH/by3s/60FUBZGRqm9Y6Lp9QmUjD1Qzq6ptXUKBFcaxSGRlMn8/CsfH3b9eS6BoK4j0pUKKsHDwwMvTy/TTfTq1g09u3bFtl27xKBFIHzIVUTT/X1I7g3g+GvY1e6KQFAjKg8Pu/J+pFqDFg8PwLNY69Ry37fcfEfn2+kEpiDaHU/yBd6WjqfSSeZlJXbv4Q/KKy/TT1IPM5qtkFYBXJu079bTCV5UPPb+O1wTLIhdSewvE6gQ/4sfeLFl3KdUvHuwxeN0nb1/4No8EryM2Jsb0BCPfomLuTZfn6PFMu/qRxMAfHKMFwTfF0r357MDw4k92c7H8x5uREXPEZ5mYkc34YsmHTxCRfWDu7OF0QLBspkpptesGbXT/HnB/29b6LTJ6SeJnaRrzLVxZ+rr5d9Bz+Eof76IW1IWFfibzXR+Mq87xjDbT6X/t+Tn8wu4op6Hdnh5Ad7FuSfc8lVEpzpfYiqt6TWoVqDVtw0tzJdxis73yzjOt2nEVKQ8RotA7jHz1xxLN7ncmyZZRnp6mVlax5AZRGz9k67jvrRy93eqsxhitEzF4dA6/aTi6fRbbL3S/Px87Np/APc+9BSyNU5xaYTxAlmmQY8grv/SLlo4UW5DBebG/ItcG+MJmnxgZSptM7yQTwJiiqIievYm0gbyP0XnA2mbSA1TTLKQF96ezqfi/Ib+1D95N+KFqhcyqL8KYsTHuSqFL3v3pvbFztSPxPC5FQBm2shweuwL3HnB//EsZ5KPXJtFZYUuqOc+xF5ggM3hvCe0entpoURtcTFBe74JhmIRvT3fBGMgFVdnn6LFmAFAwwjGNV6FgFYu/b/Gu+y5Qyq+XNlifdoe8yH5t4Nj9RDAlgtU5TBfZG5mHz75BRuGU5oAoIQA/l5QkmmyC8XOpqngcRRSMbgtj4rdVYtL6ujbdq073R+tB1/AUWOk69E3pPecI1Wlr0z/9QH0ntCqCORtFpUEH+XwCFX5/WFgxfxqAnldcB6zDLsh3iHIOfTicORTwT+7XcCZgrg8bpHpxLZn0edaAND7lnNgKgVFXSJrOPE/nV+91dUG17bnEgjqIyUPHK7+qsE///yD4cOHIzw8HJIk4eeff748/RZcMjaHA8olqhoVRcH9909E+/bxuOGGQbXcM8E1SS37EED4kcrQ9JwPKagzHH/eBNj4l18CwbWGIkuV/l1pRHiYQFDXqOV49Ly8PLRt2xaTJk3CLbfcUsPOCWrK5s2TcerUt7j55oPYu/cFBHz3M/JsNuQ+/3zljRkURcEjjzyIlJRz+PHHPyGJsB8BcFk0LXXZj1jevpublr+w5kkp7MsHq053rGZeDnhGQRv7IBR7IbRjy774y/vmQtk/r8b9EAiuBopDy33dofPFoEUgENRyaMfQoUMxdOjQyhcUXBGysvZBr/fCqlU9EB4+CK8NGACbLEOnrTx8ozyKouDxx6dg3749WLVqHUwmPkREcJ1yGcLDhB9xQe4Z2D4yQmLLcVyF8BmBoLao7GtKnf/SsndvmSbAc8jt3PzEA9RuH0OrZc2m9bec/J1KzKVLmfmBfDUwP0ZOE/DuC8ROOzKN384trxDzt2lURLFqoErfBuwhpmKgJ8hD4sM57r2BmfDMu8T0XquyHQuNzTSzYZgTJ3JNujEx+ySYHsB9lu+4NmkjniT2ZCbeO+HoA1ybgR40tv6iLy1YJ6uEWgeykpWzZ6kdGsq1GXkD8zmdDdrfTIuBAkBs7Cg6YSvNuHQijNe0rGWO/+wRtA320OsRAEzd6Xbafk51S23vowVRAWDN+bI2edLliUe3MNeN0WiE0agSD13HcCu8CLfi4lvZOl5/ZkmhdmQEvc8CZN4nZJqpXoMtgorgYH47zGnJMlANS7eIZK4N7EwQe+w44Msvnf8fNw6v6MpiszdtdD6xLEPZG1+Hw47ci3egSJbxQ+vWGBN8Fg81cPqih84Bx4qKL1DmTXhJvbnff3f+Oyz6IKa89hp27d+PdZ9+Cr/0JOQ2pBqQIm96THJVtEABJhpH/c8/dP5Af9bRAOssjIalGS10m+Z7K9emi3ye2OdBNQXufNg7fwt40yK8DoMbWPLYgua7dhFTYn0RgH1MfwcWUidh7Uy1fwAnf0KXQKqnQxZ/sE8H0uPm24QWl/RL5AvoNm3RAgBgsVQzdLCe+xDvZsnwNjl/j3NP8AWb2WKFkp4p6KhS8NAtyEzsorP0h0znxV5cgJ4pkgq2JqKbyjkwM7917CL5KoIoJnRUzqONJDsvvFJs9CWILpDRuKhoJrRMAUfrBb6wNQtb9FFi9Cp2M/8yRcdoR63HqBZDTQfDFpPUaeiI0FHAX7fsV4KiHPpwJWn4UaVPiySms/TYW8/zBSlNIfScOdKpdk5NByN5MMUlmfPhsPL6u7wMX2JrTXS7RL9SuuJyx6CaKYrrohBfaFoEgrpGFePRIyMj4ePjU/o3W/WtgKAuce7cYRTJMsYFB2OMykCqqiSlpODDZctw6NQpRA4cCM8uXRAa6ok33ni98saC+o/wIQKBoKaUCPFd/V1hRHiYQFDX0Gpdx5wXhxElJyfDu9zb52vhDen1TmLiPgDAHSEhrheshOjwcCgH6Kdt9kuL4DpG+BCBQFBDZIcGsgtNi8x/QLrsiEGLQFDXqGJoh7e3N3ngENR9kpL2QQLQ29f3andFUJ8RPkQgENQUpZKvKZeW8LJGVGvQMtxvM7w9imMCdXyVZ7+/PiR20rhniR2dzOsSlrnTeiNjd3xF7E0x47k2U32/JvZ8B9WrPJbFxBeD17Cwsc9jl43m2tz+5Qpif1scX1zC/+7gmuCFF2mM34Im9Kw+smsC12ZB/Bd0mUxqf/U132b8KqopGmqmQp8/nuJjqlevpvaEjPeIXdCbal4AAM1pvHAuI/mITNnOt4miWib2x3PrET4mtFsgU0fj0CFiLpcZ/QqAAfR0oKDNXcTuv2sT16b/NKZRId2/s5FUswMA/+2j9pFG84k9SEU/PTCt7Bq1FBTwC7iintdYyNX7QaN3Pij5nOfrp/gwYVPnU2lcdZgn1WEA4GpgnPWi+pTT9HICAPRKX05sP6b4RnIh1RwAQCAjxzpwALDkOS+A7Ye80OW7J8pmnnLqQcrLKI4e3YdGQUHwub3s/o0vJ979u8RNTZ1KtuMofqOVUxwKXhQZiSmPP451GzYgIzMTkRERmD55MsaPKnefMPdhLvgY6ZK6MCWcOEG/1gwsZEQuAIydOtIJjRoR8yyjbQSAkHb0nIYVMg74zBmujQ+zXuioylntNojVUl1IUQd6P3+ym28ztSfV26w/QjUs/Xz5+g8hp+hvg8LUKNuRwevpusQwv/AZVJulVosqJKO41k5ONVPo1nMfUh73Bhf4iYxWQTJQsYlXQ0Y4B8B2kQ7edJ5Uq8HWFgEAOZs6f1anIKloCJQ8Oo2t6aFY+TYS4/I0ofReth3h721dANU3KAW0r+r1U+hxYnUWWpVjwOqFJAM9BlpP/vfPmkafAXTMMuw6AUDDTJMZDQtbUwYAdIzmg9VgGFRqu1gz6e+NXESPrVs01Q8DKufUxPQ1h//N0ujo8WevL7WsXVodXW+RmWqB1Gq7uDUuq2+lLaimpuVaF+ILBIIrQC0/cOTm5uJEuYKAp0+fxr59++Dv748odoApuKykpOzHjc1rfsztdjvCw8KwbtUqxERH49+tW3HTzTejcXQ0unfgXygJrjMuw6BF+BGB4PpCUVyL7S+xtFiNEIMWgaCuUcs1Fnbt2oV+/fqV2tOmObPrTZgwAUuWLLmUHtYq+QUF2LhjB3b/9x/2/Pcfdh8+jDPFnydmPvssHnhszlXuYe1gNicjPz8THSJ71HhdHh4eePnFF0vtXj16oGd8PLbt3XtVBy2KomD16m+xdu33OHx4Fy5evACTyR0NG0Zh0IABmPLww4iOjq7RNpZ88QUmTZ5c5eVXrFiJG28cxk3Pz7+Ikyc34amEVdixbx9OJiUhy2yGzWaHp6cvIiObo0OH/mgadTciIvgMVSVsPXYMn913H7Zs+Rdnz55FUVERfHwC0bx5R/TvfysGD74Tmiv9ZeMy1Gmp635EIBDULopDC9lRcSp+RWhaBAJBbb8l7du37yVXW78S7DhwADeqpI2ub6Sk7AcAtI/kw85qSn5+PnYnJOCxCXwo6ZUiPT0dI0aPxvYdO8h0q7UI+/dfxP79+7Hggw8w/513cP94Puz3SjNzZjQKC9XDrrKzM5CdnYGEhH/x449v4v133sEk5tgW2Wy4/9NP8eUmPgz1woUUXLiQgs2bV+K7797Fm2+uBBB2OXZDncvwpaWu+xGBQFDLyJLzz9X8K0z9CWwVCOoLVUxXWp/w8/FB/27d8PS99+Lbzz5DaA2za9VFWrUahjffVDCkdetaXa+iKJh4//2Ij4vDoF69anXdVSU/Px99BwzgBiwshYWFeOChh7Dk669dLnclkOWqVf7Lz8/H5AcfxOq//iLTx3/4oeqAheXo0T146KHeyKmuLqUmXIc+RCAQ1C4ldVpc/V1pqvWlZemZnnBzc4rVAlT877BnniH2Fqa+YbTnRa4Nl7ikDa3O2ETNt6ZSARYbKeBw40WQMYwWLLYl813Lxgvx/8dkEB36Pyry/KPFD1ybtFT6JiqG+Q1fFkxF9gDwSLO9xD7tS9/o9VY7Bm3+R8zXmd/fBH1/rsmgVsyEk12IeeQIv5lOG94l9on4p+kCTeg6ACA7k9qxTf2JXchrIAHmAWJx1khiT+qUwLcppMXzcIYK5LLb8A9wPhk0ScNhK71WWjr47fj2iCX24Lvodj9x54WgLe8pJ8y1WID77+eWqZB6LqI9eBAoyefRs7kveg0YgKzjZYL8XLcgPPvSywAAq8aE/HxmBd78/gfIzDkI8SVmxKYfuTabIqh4upeGXrjlwvdLiTy2jtimwP6lp8NkAvDgg2Uz//0XAPDkMFp88ZN/HiL2fb5lCQG+0jn3Y83UDWSZ4Oed99nt8c7j9Oc/TQE4ByzvvfcgkpJSsf3TNyGVyzCycQsVkHbuzO8P+vYl5l1d6ey9J54AS09vJtHJ0QLMfOstHC7nQCRJwv/+Nws333wrUlNT8Pyjk3Ewqaxo29Qnn4Ff6EgEBDgzG/TswSTIAHDRTH8Q/QzF+2ajgtUXX3wDw4aNAQAEFdKCoMmIRGBgCFKKfc7UUedK5/3vWQVWK9C/dWuM6dIFnRo1glGvxx43N8x6802cLpccQFEUzJj5KtrGO0X6+3yD8cN2moSkT5/+eOqpF+DvH4gDB/7Fs88+XVq88ezZk3hi2nS88cYHZftjpSLhRL7uJUJsxdcOVzWzEuq5D4FGKX3lqovmBeVyOr12JD39fZGz+NTObPFIDSPet12komcA0AfQ4pwatoigTUWIX8QUhtQxfcuhCScAQKuj14r9OFM40o+/PhQb3Y4ti/bfauGLPrqF0eQQRmb/HAV838A8uGq86P7YzHwbVlSv8WJE6fSRAQCgtdFl2GKSagVDZTs9BkYmuYLaQ7cjn67XvQlN1FGUwnfOwBQm5T4HqBSxZGEF/3of/py6qxQ0L4+9kD/WhYllRVILi2QAfAHtihBCfIFAUDn1/YGDQautOGZWUDGKouCDD6bgxIk9mDNnHTzdT1epXW5uLjIznQ8nJi0dAOQyP5wpKi8YWhqLYCpXzyMvPx+LfqAvcMaOHY9nn3Vqbpo3b4kfn34aLR55pDS8KC/PgpUrP8HEiS9Uqc+u8PcPRFRUDAAgJJ/+qCuIqbDd0H798OLjjyPuAh3wxt5wA/p2747Yvn2Rk1uWgWnv3h3Iz8+Hu7s7fvqJDoI9PDzwxRcrStMHd+nSGllZWXjuuemlyyxduhjPPfcqfH357Im1znXmQwQCQe2jKBooSsW+4mqEi4pBi0BQ16hiYTjB9c0HH0zF4cPbMGfOOnh4VL3Wxk8//YgHHphU+YIVsP7rr9G3a9knmdX//osc5kvAzTffSuxm4eFoGxODfafLBlbr1/9QK4OW9957Ha+++izM5ix4ursjJiIC/bp2xYN33AF9o4YVtvth0SLnfy7wX0qjIiLQq0sXrFpHv6zl5eXA3d0dSUmJZHpERDRX76RNm7bELigowNq1f2DMGJVc+bWN8CECgaCGVF5cUgxaBAKBeEt6TfHZZxtUp2/46ivV6a7Y8LIzLG4NO53RgKSlJeG33z6EXm/E+PFOYb9WkjFj8mTMuPfeam+3JuxM4EMqW7TgdTuxUVFk0JKUdAiFhfkwmdxrtP1Tp8pCC80WC/YdOoR9hw5hwZdf4sknX8MDDzzjonXFsG8R3dzcERjorDdjMtG6C+fPn4PVaoXBUBaecfr0KW6de/bsvDKDFuFDBAJBDalMt1LnNS133FIEb+/iYjxmM79AFl1d9+4BxM7xp0W7AGDo958Re+DbVKCy5lW+eGFSZ/oWT8t0xaGShi22KS0itOZvGrc4cDu/nRa30mKFXCp6lUrCt9Mwefz97J90QgQtsgYACA8n5tljdHavO/hsQ7f3pLHb33rS7EuL4j/h2jwQSIvpgUnjqZrVcwwtcufOFI6L3EyLWgKA5xDmIOzcScx+8fQNJADkoDmxJwX9Rhdo2A8sL8zxIPYrA6goZx9fXxN9esYQe91COr9lJF+Y9LiNalqWTqRvZm9QO25x5QRRahekK+r5A4fNViZLUAKDuPmeCQch2Z0LGC6mobE/1cKdTOXDaxrvotfLwxvHEnvuXOaaBBDMhj6dpaKCft35mG/I3YmpYXUvNr742vY8ev00a8Ys8PmvXJttTW4h9sAztMjj3bGxuHvbNjKtoI1T91Ii3wtnNBJuLztDlQwHVKo/VgOzRwNc8C7Tgp0+yd8zdnswCS3ziY9HcLNmwMaNpdMcDgeOHz+DyMgWpYU4y6MJZLSJJaFahbyGQQ273Y65c59FVOZxPDxkCABgd8wt3HL78um1MdmajOSUFPxdrEkqYdytYxAe4NQWdGvRDL+WO20WSzbuv/9+TJnyMnx9A2FJ+h2zX6NFjwEg4/Be+B1wHoP9vn3IvC7xKn5iV3G4nl6lMKgr6rkPkQsMkIsfmDQFKkUSg+n+yVnUdhTxx1PPFBpk4/XViksWpVJ9g9ZM16FWwNGeSwfpugKqs5CLVDQtflTTovVlhH4qT3ISU66c1eh4xfEiqqIkX2IrTLpbQxivS5a0VK/huED7r1YoEow2g9UcOVIrv94d+fTFAdsPAJA0dDsFjI7HLcDMtTFFUG2jw0zPl6kJ/2AhZ7u+nyQ9f2/bM6jGiNX5aFUKX2qM9DrIT6YJa/ReKtq38uFd1fwwoiiVaFrq+qBFIBBcAer5A4fg6jKxTRtMbNMGALAwajaZ99AOGjb2w42LufY9mDIz2SoicZOJr07t7sZPy8szV9ZdVYICAjDkxlvQs2d/NG3aApKkwYkTR/Dee3Nx8OAusuyMpUtxe8+e8PNUGYSqkJefj7FTpqCoqOyhwcfHBy9ML9On3DtuHN74+GNklXt59+uvX+DXX/lEK+VRO1aXBeFDBAJBDRGaFoFAUDmXoTDc9cSSDRuw8KNxZNrChRUsrMIfH3yAIeyTuaBC1H64qjpNkqr/pu6mAQNwx+jRuGigX6BbtoxF376jMHZsL+zZs7V0enZ+Pv7Yuxd3VCEddE5OBgbccQe27dlTOs1kMmH5t9+iYcMyfUygvz9++eQTjLj3XlzMzq5wfRqNhqRWNhlUsi9dDoQPEQgENUR2aCC7eMFRXU3LwoULsXDhQiQmJgIAWrdujRdffBFDhw6t8jrE6xaBoK4haiwILiO5VisSzWYkms3IzEwkf4k5OeQvPT2R+ytkwrN8Vb5gFBYWcNMKVMK63N19qt3/oMBAoh0pj1arxUMPTeem7yv+kXRFWtoJzJ7djQxYPD08sHL5cvS/4QZu+Z6dOiHhr7/w6MSJCAkpixHVaDSIb9sWX73/PjrE0bz5ASohxZcF4UMEAkENqe06LREREZgzZw527dqFXbt24YYbbsDIkSPx33//VXkd1XrdsmW3ER4eTi1IVBRf/C06nWoXojv4EvuiRSVjCVOwa83Xw4h9MJ2vAxKXT+ulgP0B40MBuZjpge3aEft4zAKuSdNcGtu46H80Zzn+5mNC//7qHJ2wg8aefnGgPddmQgTVSLC/a45Eql8BgPh3mQnt6JvlB7L4GjJrvKkWqIhJmjMMjI4EANbSkXSbAVSXlNOK1wr4GegJ2OjoSew+h3j9UKo/Pc/WbvQ6OKtSM+MV/3eI/YuZ1pToTuUHAAAH6DU4teANYi+3M3VoANySSwvItffeQBc4G8q1Gd74UOn/bTYLcKwaD2f1PLSjd5MUeHs5Cz1t39GAm9+lRVRZdiMfH2TKVMPSOJx/IMaIEaX/vX3wYAwbM4bOD1bRkjGO8lzLAQAALy8fJOv1yE/kmzSPoOE9cbHMmyazyv5Ykoid6RlNF5g3j2vTndW2x9L74c99vP8dbKVv/A0G5porrhX0448/YlJpTa2PyCJcLq/ly9kpaN3wd/Qt99Ui16MrgI1kGf+CvWgUVE4EmJKKtHJ1TwDnAOPuGyR4uCcjSeZra0Wb6XE7b6DHLczAFIQCcMEzAM2bN+KmmwMCgGHD0Ebl1umYuBxbjx7F/+bORYalzMcHBYVi4cLfENm4I44m0ja+vs6+aKOjMWNOZ8x/NxsWiwU5ubnw8/XFBWsYCgsLkfAU9SdNew1CdjunlqUtUzMKu2iNDABICnX6xZwcCzfPJfXch+iaaqBzL35gcgvkF0ilx1LDl1jh4PQPKXS9xkBzpevQ+9MCdoqNf8TSudPBO6th0Xry/s2eweg3mL5qI1X0UAVUI6FvkEvnu/F9M4RQH2Jn9Bys9gQA5DyqP5FMdLuOLP6lhqEBvZ4VdrUqOgpWW6E10ecMRyFfe4er08JoPmSV85N/mvpW94ZpdDuZvN6GreHDnmNJRQ+l9abPhhobfTZR05LknaHPGu7h9CFO7RgYAsp0SMbC6n0ZUWTXtVi481YJw4fT58fXXnsNCxcuxLZt29C6ikWXxTdigaCuIUmuHyouIaTmesJoNMLo60sn+qtUK/OhD/UF/ioPPypIVdRG1CUSEy9f7HHDhp24af8dO4ZGTOaSg4xgv1XTpvBwr1nmMDWSknhRv7/a+S9mxbZtuPO991BYrthjkyatsGjRKjRoEF1hOxZvb++ytMdWYPXq5dwXp169+IQilwXhQwQCQQ2pavYwi4UOQo1GI4xGfgBVHofDgR9++AF5eXno1q1blfskBi0CQV1DxKPXaZRyBQfBPnSrZVVkHDr7pSXATt/kAcC6BPq2r38sXUb1S0tX+pY0yVz90KtLoU2bITCZvFBYWPaW+YdVqzB8wIBS+0hiIg6coJ9Lb73pJm5d77wzC/Pnv1RqRzdogMRyWbwslmw8/fR9mD59NsKa+XLtHQ4H3ntvDje9Y3v+CzcAvPfeu3jm7beJ7qRr1xvw3nvL4e3Nr788GRkXEKiS/Q4AUlKS8frr9CtLp05d0aZNO5frrDWEDxEIBDXEIWvhkCuu6eSQnS/DIiOpvnDmzJmYNWuWapuDBw+iW7duKCwshKenJ3766Se0atWqyn0SnksgqGvU89AOwdVl4pgxmFgcPvf+77T44kMP0WW1+3bzK2ByNhuNHujb9wGsXv1m6bSvf/oJTaKjcetNNyElLQ2Pv/giaePt5YX72PzwVUBRFKxc+QN+/305bho4EDffeCPax8XBYDDg8LFjeH3BQuzdS8OUQ0JCMHTwYG5dTz75OBYsmE+m9Y+Lw9OzPoLFYobFYubaBAWFwmh0hup89NFbWLduFUaPvgNDerZDSHAwsi0WrN+0CXPnL0BmZlnohkajwcyZ/GDqsiF8iEAgqCmy65THJWF8ycnJpLiuq68szZs3x759+2A2m7F8+XJMmDABGzdurPLARQxaBIK6xnX4wGGxXIQsO+OyMzItkIszTeUXFCAzsyw+3Wg0IcBdVPMuwWotwgcfTMG+feuQl5eByAYNMP2JJzB+3LjKG9cio0a9hAMHfkdKilNvqCgKZr7zDma+847q8vNnzUKoms6oisiyjJV//omVf/7pcjmNRoMP3n0XniohfeyABQDWHTyIdUPYQjplfPHFenTp0rfUPnz4IF57bTpeq6S/zzwzGz179qlkqVrkOvQhAoGgdqlqeBgJja0Eg8GAJk2aAADi4+Oxc+dOzJ8/H4sWLapS+2oNWrqf+Q7eJbn2vdvwCwTSmPACK324+Ptvvol50DJiD6K1cxD37QyuzfqBrxO7b186Xy1RjG88FXqy9dW4gm8Acgy0OGZCKrW73XMP18bBisU6dCB2V7W6aFm0WFFGBg050Fr4gk5PPs5cIFvpyPbrIiq6B4C7GtGY8v25jPjVny/6+Nlf9LPfMEYPGuKpUnegkArxYmNp37J1fHKFGCbKRr+Pvi317cDHzSP2UWKOZN8Kr2WqdALYzyQOaPwQDeG4RUUwh7O0eqT0IpUrK2f4RAkrQ1eW/t+Snw8f189WlPr+wPHvv6VhVV2GOQXmMbHtkMQItQHgjffewxvvvVdq33HHBHzzKZ+/eNGXtAbIA1HpdIFiJ1meNTqaZnGgTIXfyOWF0dDQt0FJZ+j97unJF740+NNpCXvo/D5naDISAGg1YDydwGh0Bvd2aiXy8vKwc0sQPnz7d8QYjfh31y7cdO+9aBwQgKZ9aDKCXDf6VQUApo5iEoesop1bY+ILAg/cSBN2dOw4DIA7vvlmPR59dAQOHtzBtSnBaDThmWfexcQpE8n0iOJfIu53T6MBigccBgAmkxbu7u7Iz2eK66ng5+2NmS9/itj2t5YK6ZtHqSRxqAZR57ej+akCoHdveBhUfAWDr5cX3n3iCUwY1g+QqR9/9Vvqfx95hE9GEF7sF5kIw8qp5z7EkWiDw+S897R+/H0qZ9NnD7uFFiJmhewALzhmC/WxxQwBwBRFhdAaN6pMlvNUtGRMEUSJfZPt4M+N1pt5cGCe3BxnVQpSRtCFlBymyCNrgy+WWZRFb0ijyjHQedPjZE2n/s6gksBAzqHnx5FH16txYx4EAdizmYcE5rjZC/ljoNiZF1waeuwNPvzzC1vkUTIx5zCfPz86T+qP8s/RZzi17bDH1js2kdjZB3h/bQqkIcC6QLpevRvvF5VyuSGkaqYoruqgpSYoikJqYlWG+NIiENQ16vkDR32h7+DBKLRqsGzZBjJ9xIi+AIBff93Atakqt9ziXMfy5XQdfQcOBABsKP7C4OHhgZdLQq9SU9Grc2f07NgR2/bu5QYtl5vAwBB88802bNnyHX7++Tvs378bmZkXYDK5ITQ0Gt27D8a4cVMQHh4N9RSPlePl5YVDh9Kwdu0q7Ny5Hnv27EFi4mmYzWZoNBr4e3khrkkTDO7eHROHD8eFsL61uo/lmXDHHXAzmbBx82acSjqDrKxMFBUVwd8/AK0jIzCkWzdMHjECflcqzXF5hA8RCAQ1pLYHLTNmzMDQoUMRGRmJnJwcfPfdd9iwYQNWr15d5XWIQYtAUNe4DkW0iQnlcvwy4vbcAjYcrGZvy68mKSnnsGDBG9ixYzXS0pKg1erQwNsDXRs3xsP9+6Nb06Y1Wn9+QQF2JyTgsUmTKl/4MiBJEkaPvh2jR9MvmqmpVWs/c+YszJw5CwCgNfMpjQHA09MTN998GyZOvI2bpz2wl9gXuCXKUIq/1pw30690YZ40bS02b1Zt37JFC8yc4YwEyJHpm3yvIzvVmlw5rkMfIhAIaheHrIXDUbkQv6qkpaVh/PjxOH/+PHx8fNCmTRusXr0aA4tfxlUF4bkEgrqGSFdaL9mxYxvGjBkKh0PCoEF3IyqqBQoKclGQ8AtW7NqFAa1b12jQoigKJj79NOLj4jCoVy+oBLcJrheEDxEIBDWktr+0fPbZZzXtUvUGLX8Hj4OHh/NTd4cIfj6T0RKNGO2jSlg52t5LtQrfutM3VJq2VL8CAKx8U/ptJbH/zebjsO8aSFOG9olnOqciGP0i8nliT/iRrndmB7pdAHipwy/E3hwwktg9O6mERfxFtRfN2jWn81VEOhstNIVnny20AKLZixZ0BADINJ4zNpbtB1vRDmjThmpaQrbR/Tveiu4fADTVnSZ2eiFNvdrSvJVrsy6f5ulu04ZeF0XnuSYICKBvAH481JHYN95IbQBoKzPvXrNp7Ozcr/nigM+aPya28mM8XeBTRiAFYPC2srStdrsoDFeeQ61vhaen049EqhSn8smnb7q1Olq4K8dO34wDwAOJTBX0cf8j5iff8+l/77uLfrHJttJUxMfS+Rod3uVkN/mFGrhfPIfoX8sVpr3rLuglZ0x0gMapYUhI8oPdbsfdd4+D0eiJva/ORJhfSdx3EN5qsgnNhuYiWXbgrXRnPw2ZrwIAwlY5nXzRXZMBADKKz72VXreKouDO5+fiVJoZS5b8iUTJEzFM2RnJQuOhAeB4Pr3em8bS9ebu45rgYl9a6DL2P+ZLhAd/D6XITHw2o0nRWs38hhjxvIYJc9emMnocAKd9qV80M9ImHFvLb6Yv9esX7fR6O+JLtU8A0E1H/biXTK+lZad4Dd7YGOp7nr+T+knc/TjXZnZXp78tVNNCuqKe+xC5wAC5+IFJG8hrMxSZ7p+kpcUXdd68ZgJMG7ZQpC2Lr1BpZwon6oOYoolFfCFCK7Me2UqX0XvxugSNN/PcYGW0s0H8/iiZdBmF0cpoPHjnyxZsdAuiOixbLu97weiFdIwWKPd0ONfE6M8cJ6YIpNqDKVuoU2K0J3oPlaKcjAbHmkf7b1A51mxfCo7TJ072WgIAvS8t3Gn0ZYqMKvz9Jkn0KwWrYXEP4780s4VHFTYKQcP3TSp3CCSl7mlaqov40iIQ1DXq+QPH9cjBg9uRkpKE8eOfKDdgKcNovPSClYqiYMpTTyEhYT++/nodPDyuveKXglpG+BCBQFBDZEUqfTlQ0fwrjRi0CAR1DRGPXu/Iz3e+iTt16jBs9i7Q1+I5nPr009i2cye+/HIDvLyuguhbUPcQPkQgENQQWdZAlit+weFq3uVCeC6BoK4h3pLWO9q06YqgoDD8++9qRP63DSPi49GnVSsMqaBSe1VJOnMGH376KYxGI3r0KAvlfOihGXjjDT5dvOA6QfgQgUBQQ675Ly03LBgF75I3NJ9/zs0PsJ4idqamF7HbRqhkg2FSnW1gfmcXtVApTnb/LGI2ZnJXn4zldRbL3agW45abaezf1v5UvwIAE567gdhzB9NCM2ph2FixgpjaB2lfNm7jK4X2aUhjGWU21NTfHywdGb3uK//QmP4XtHwtC1g6E3PLFjq715AhXJPQs8wEN1pLwMSnbQd7WbUMZerM2PnwFQMTlhy0lCn8plITJzOfxgaPtzIiLxNfYG//CZo/na0592wMrRsEANjD5NUfcwuxv/uO2gDw571ltVssOTnwac2vtkLq+QNHq9/mwbv4wjl8C3/f+YTSi8HNnd6rmfl8NpPc52YTe/JkOn/ZuJ/4jsz4h5irOlNfc3vhYq5J0R1lWblMJqAwoAFOD3ukdNrZBCA7z3n9b0pwhoH1+vZhAMDuIQMwb+9eLEvLxCdr1+KTtWuh1xvQqtUu9O37LjSacvdNiWYlJQVAmZssKel0NLVYo2OIw5Ejzjjl5haqByxgdBBuZjO3P01D6bW0+EfqiyYdY7RCANDibmL+mUf1c635MH601TJ6uVyqMUrIpto5AIgNpOf91BE6v6O3Suw/U6qhy9nlxD4ay9+rUcyvoFc6rWfVrXMM1ybTTP14gIHGsI+9QSVv2csvE3NS7gJiv/k5/Y0CgEeKN2OxcM1dU899iD3XHXabcx/kE/wF5yik54etpyLn8D9cWm+qF2Drc+g1vDbRmkZDPfNPhBHb4MdkogOg82BuTMbWBVB9BAA4smhGRUlH7w2tJ6+VlRjNp/UQ/bGzJ/H6FB2jC9F5UVt2kUmqItzD+JQgrB6FrZsjW/lHU5nRmpiC6bGVNLxGR2Fq67kxddgMIXwNvMKz9BmBq9uiommxmemxdTA1Yxw2fn/sjJbJ6E3PO7tdANB40f5L7G3sofJIn8evp6ooimvdSjUlMrXCte25BIL6SMkDh6s/wTVHpKcnFvTqhU2bUvDrrwfx+OOvwsPDC/v3f4B9+z642t0T1CeEDxEIBDWkRIjv6u9KI8LDBIK6hlbrOuZcW/23XYK6RbNmsWjWLBaNG7fCI4+Mxrlzm9Chw2NXu1uC+oLwIQKBoIbIsgaOOqZpEa9bBIK6hnhLet1gNJqK/700Ab3VWoTnn78X/fs3hFffvmg1diy+WrWqNrsouBYRPkQgENQQ8aVFIBBUTj2PR7/e2Hz+PNoFBsJTT2OYrdYifPrpPABA8+a8/qoq2O12BAeHY8mSdbjB6wL+3b8fN02bhsYREWgfy9cKEVwnCB8iEAhqyDUvxN/74k+lReEeV/mN3fTULmL7+jIL5DMqSQBwpwKzRb7PEnuBbi7X5NQ9TxD7ZMZ4usC7fJKAm5m+pGXQz+N2Fa3SI62p8H7BM4zqqH9/vtFyKvwMZDRoTc+s45rkxtD1mKkOFD9v4IvcPdZqDbFfSKEJAJLu5oX4X31Fba64WQIvAPRrGEcXyaYVKWNNvOD0YCoV1cblHiZ2ZjhdJwA0ZEpXHA+loTJNrXwSBzZhwfHeVH1tYYS7ANDxHyq2PnsrvZY2hY/l2izdQKcpYG7U9Pe4NttTysTZeXmiuGR5Dg17ptSP5JhVFvBnCqUxVWsDGjXimlww0wHBshsWEbvoxge4Nq/vG0Xsl3z/IPZmr0lg6Zlbdh1qHDaYDFo0DC0Tq54541YqTiy5Ph88chFnzmxAfPwoxMR0RJPvP8HZs6fx22/fICXlDJ5v1Aiv5L4F/PdW6Xr6BhQLSEeMAACU1GIrGfc0txUL2/XABw/dBiAfaUFd0CymCzot+xlrzmajE+Pdf9rD+5FR7agPmGT6jdjbb6YJDgCgkCnYOLgD4wPyeYH8ytPUb7A5P9T8COz061NHwyE6P6YF18SUxUy48UZiXtjNb4a7nCxM4TsNH0pVwNaxc6cHO9sQBJaX9FR4v3g0U5y4sAPXJtfIF+qsEvXch2hNRdAai4X4KuJwDSO4dpjpc4Zi59voTPS6lXPoMppgXnVs8qK/S9YkmmBCbTtgROdaNyqiV4pU9seLivXZRAJyjsr5vEi3Ywgz0zZn+Me/ggv0h9id6aupCXuDAfYUemzBCOKL0vm6VGwBTQ1zDDRsZh7wSQ2sF+ixllXE7rKdTuO268WL903h9KFNLqBJHewqBTZZ4T2YwpFaFVG91sAkBWAKVOpCeT/KnmfJn7km3VUyIxWUW281b/u6WFzy2vZcAkF9pKTGgqu/S+DDDz9Ew4YNYTKZ0LFjR2zatKmWOy5QY+jQaejQYSROnNiKH398Dq+8MgW//PIl2rbtiq++2ohXmjSptW3l5+fjwIHdaN68OunqBPUO4UMEAkENcSiaSv+uNCI8TCCoa1yGt6TLli3D448/jg8//BA9evTAokWLMHToUBw6dAhRUVE16KygMjp0GIEOHUaU2p3YqK2vXquV7SiKgscem4i2bePRt++gWlmn4BpF+BCBQFBDxJcWgUBQOZdBRPv2229j8uTJuPfee9GyZUu8++67iIyMxMKFKvV8BNcciqLgmWceRGrqOXz88TJI0pX/MRHUIYQPEQgENaRE0+Lq70pTrS8trVoB3sVhxpteXMPNT2tDCylquPBHL3YCju6ndo85VMPyyLGjXJskU3Nif72JijWGci2AACY2M+QILSwXouLEe4VvphM20yJqcReo5gUA3qayHq54YWAHXgfjl0gLr7WNbUntX1/n2vwpv0DsY60GEvuRgzQ2HQBatx5GJ+zYQcyDrXg9R5yUR2wfHw+6wFH+/PhG03huWyjdn79+5Jrg9lSqNTk/jmpNWO0TAAQZaJGnIJkREJkYbQSAxb50vZOkc8SOkBidD4CYGfS8Y46ZmJIvja0FAGVE2b1gsdm4+S6p4ltSCxN7bzQaYTTyxUutVit2796N//3vf2T6oEGDsIWtMHoFOHq07HTemssXcDwbSbUkx1NCiN3Pk54zAMjKpbH/QX37ElulriJefJHaRXbqOXqmJ4Nld2KZXiunUA8vxQLs21c6rY8B8C0uQtfHsNU5MZPeZ9mMXmtS+J/cdqw5zv6fD24LAGhXrLso8SeOlmUaEUVR8MgjU3B4/zas++YbeGszgcJMFMlUwzLK8gW3nU1nJxDb7EmLSw73pno0AEiLofczEhOJWaCSAGB4myQ6QUffzF/U8RoQPwP12cdNVAt3Yi3XBEN3v0rso7fS4qU9Q47zjXQ0PG/l2fbEHu7Jt4nwpnqb5Ax6jUb+8j7X5u0HqI/GMWp2HMHrV3YPmwkAkIv44oEuqec+RNLKkHTO60NtLxWZPkxZmeJ/bjGMMEsFjRf9fZEz+C0pRfyxqgy2CKKD0UwYwvjfLdlM90frT/UOBSfp9QfwGhBbGlugktdzeEQwx4V5KC08Ros1AoDOmz4jgEmDq6ikxbUxuhC2PKg9n9dmsEUd9YwGJD+ZPwbe7anfKUrypQu48Y/AGmY7Uh491o4CXpvNHmtHEV1GkvhjzRbUZI9TwbFAfjtBtJC6bGb7yuuSJZ9y+6goAKr+PCK+tAgEgkpRIFX6BwCRkZHw8fEp/Zs9mxdNA0BGRgYcDgdCQqhTDwkJQWpq6mXfH8Hl5dFHp2L79m3466uv4O3FvxgSXH8IHyIQCGqKjEq+tLBJia4AQtMiENQx7Hb1bHbl5wNAcnIyvMu98VV7Q1oeNmRIURQRRlQDPv54Azpat3LTN3xQ8+r2y5dvUJ2+ahWdnpSUhIULP4TRaERkt26l02dMmYInX5lX434Irk2EDxEIBDWlMrG9EOILBALIMp/OmZ0PAN7e3uSBoyICAwOh1Wq5N6Lp6encm1PBtUV0dDTsdmeYgfYsEwpxNTokqBMIHyIQCGpMZQUk67qmxZh2BsZ8Z/jBRsNAbn4fbyZ5/S5G4NG1K9cmqDHVITjkMGJ/v4fqVwDg9nY0zjq6Nc1hDh1fx+GP1VR3MNSfxkx6DejCtXn++V7EfvY3WkPm4B2M5gVAQth0Ysd+RjUUxx+m2g0A8PPhNRHl2T/iBW7a4BZFjM18ov+br3sQP4CZYOhLzGC1jZ86RUzPCKbGSo8eXJNgJiRX/yfV19x+Ax/zvvMMPU7sOmBSyT/O/ICuP0KvnX65TB0EAJMG0TcDtmAaR57vyceV57PRDy8+Tkxl3+NgyYz4pfT/OTkWoKHrc1yeqj5wVBWDwYCOHTtizZo1GDWqrDbJmjVrMHLkSBctLw/NmpXTZrTia6FEWC5SuzuNxS6Q+XPUPJjG6dpA/YZVJYJFy2xHywjQHOG03hAAtAtnJiTSu+aJ9xtzbVq16kbs+77/hNiLb6HXLQDA0pTa22iNkoNNaI0ZAIhrRGOgmVsXoSOofgUAeh3bTmxlGOMHj6nEo7Mh0R1ofZGzzHYBoKkvo0lj7l2/0FC+UTqNr2+aSkUgvvHUPwPA/nCqYQHz0wB/FT9y4AAxhw9i6r+kqPxM+vsTM3UfnW24dSrX5G9GAnk7ox/Y/dS3/HYGFK8nJweYy9csq4j67kP04bnQuzkfmOzp/Dm1ZlJ/a82l15/BzGskIVPtgmSkB0ly4w+aJphqCpQk+rssaVUOdCUPeqx+xbkdWrvFdpxqQoyhfP0U20UaKuoopF/RHFZWSQK4BVGfyNa7UVRq4mg96T7LRfR+0Zr41ydaZr0SU8dE78NrMwrOU//GanLUtmPPoNcG239HMr8/chFtw9X8KeS/RuanU3/g3ZjqLosu+HJt3Jun0fVmMdqmJvwxULLpPrM1fSS16GDPcte6RgbAFpmqmGu+uKRAILj81PYDBwBMmzYN48ePR3x8PLp164aPP/4YZ86cwYMPPnjpHRUIBHUS4UMEAkFNqYtCfDFoEQjqGFWNR68OY8eORWZmJl5++WWcP38esbGxWLVqFaKj+SrpAoHg2kb4EIFAUFMcigSHi4GJq3mXCzFoEQjqGJfjLSkAPPzww3j44YcvrbFAILhmED5EIBDUFFlxHQImKxXOumyIQYtAUMdQFNcPFcpVcBQCgeDaQfgQgUBQU8qnR69o/pWmeoOWuDIRdtQp3utt3UfFYb6BVCjZUkNFawDKqlUWc+YMnX27nRaOBAAsp1lyXgUVXz4/nd8OlwPAQoWfObkqB/9+Km57+nUqhGwTwTcZf5qKv3/rT4X3HZlikwCAYFbdS2nWTGWilSrVk0A/0XvfzAucMxKpHRlI1xGSxCcW2GmkhRVbsFfMf/9xbQ4UxNIJIbSoZRO+NhM6JdAig2k3Mv1XqQVwPJcR3qcvI/ZvHnyxzMNLqf30/bRYkw+rlgVg7sCInufMIaYUymfPKR/mbeVrhbnkcr0lrSu0/ulVeBenVt054hVufmioH7Ejfamv0agdz3IFHgFgj0yTPXSxbuLbRNAb+Gwe3a6W12gimMlWYYuiwvt3jqiUtn17FTF/+fU+uk6+Xhva0dqLOGCmiQW6NGIKugFQ3Gnh15b+VOip+PLXqdKZCu+ldKZNMz4Rihur+U1JIWajRnwCg0wzLR5ppppnNM7n92cvU1TUO5zajcEnGwkC7Ysjti1dIJfPlLU3g/bXn3E1hVZacBMAmjMF2jrZaerrXA+afAEAbh/H/GaaqZ9caeYTC/Qt1gTnWKtXxLC++xAYNYDR+ZvNFukDAA0j7PZucpbYhalUOA0ARkY0r/OhF6mco1JcsoARg1ciSgcAuUDPLENtvRtf/M9xhj6faNyoE5QM/DOP1kiXYbejJsSXGaG6RkP3xxjOFHAGYGeSGuij6XEzOGjhRWfn6HGzZdL7kitYCcCjEb235Xx6T6gJ8WWmyKOjkNraIv4YsEkBNL50vfoivm86d5rxoyCFJg1gEw8AKL1+S5dpwCyj8hlD8qBtpDB6DJQLjGMFIGWWKyBbUL23FUKILxAIKuVyxKMLBILrB+FDBAJBTRGaFoFAUCn1/i2pQCC4rAgfIhAIaor40iIQCCpFPHAIBIKaIHyIQCCoKYriWv92NbRx1Ru0rF4NeDjjppkQcgDAKHk5ndDiBmIW2WnMOAAYGe/ZMJ0WO1vuPp5rY2DClJ93X0cnvMprM1Jvm0nshAyqAclYwR/9Ud40TvSNx2nBIGzmt5PWmeoohpmoZgIZfEwocmn8I1tI8cABPri+SyAtTBatoevdeICPw27Vito/baax3CNG8LHonQ4n0AkGWvQuLYjRrwDoFMwcy99occm0qOFcm4PxVMMSw9b+Omvm2oRFUk3L7FP02E/fOZprM2z+fGIr3nSfpaZMUT8A7dpR+6KZ6qGUSbx+6I8Rn5f+Pz8f+PxzbpEKqfcPHMOHl1aX7NCGn639kWqTMIxqogrtVLsBAEamwGGXU8eJfRy8XiCD0S50a0T1HDhGixkCgCOYrsdspvM33PMH1+bWDKq9GDmE0VVs2cK1sen6ETs+nlnAwgt7LMxx8dHQGHy1kKCjR5nt2qhuREfdDAAgLor6tGzmHvKR+fjtgAxacTIgiop2MvP5c9q+DROn/y0tvpjU6y6ujcafamcimQKiaVb+N6i972k6wZM5P5v4c3pSR7edkE41LCPX84VttwZSv9ftyxnEjn1mIddm9mznv0V8uL5L6rsPcaRp4TBV/JbXGJVJbPsFKibVe/Ox/4pM1ydn0/tH0vLPCEUX6PVkCDEzHeV1MPZcqv3VMvoUOYcvlqkw62ELHuYe4XWxRfl0PTkXfYnt5cf0FYCW6Rur1VCs/CMjqylypFKdCKsRAQBHHu2bzpMpeCjzx83KnEO2yCOrYwIAWx5ThNPfQmwtu13whUntTGFSNe1MAXMdeDLFJRUV7Yw9mfZNYgtualSKmfpQn+g4Rdto1WpYS+Wu62p+GFEgQb6mhfgCgeCyU98fOAQCweVF+BCBQFBTRHFJgUBQKQ6Ha6GsQyUJn0AgEJQgfIhAIKgpQogvEAgqRbwlFQgENUH4EIFAUFOueSH+XlM3eLo5431HBfJ1DzbhFmL3Okb1KatSaE0AAOjQwYvY0Z07E/sW3W6+IzExxHxrSX9iN2pDbQAYZaZ59Lk9H9EZLIqGakkSshoQO2IQXwckRKaxtHtP0SIMbdrwQYd//UXtoY1ooHmXYJXCJt6+xPxkBd3OfZrP+DZ/0yI4owYOJHbSWVqTBQBOpFHNSn+3k8Q2BdI6FQA4wdPOUBrL3UjlqotrRV/9FVgZHY+BPwbHqWwB03vSazJh+AquzUN3UHtTu0f4zjCYzQvohFM0Pl9qxOuHlPHrS/9vcfB53V1R3x84zvi1hZeX049YDvHz3ePpfRXIvDFWq3vzx1/0ehkaTmPWG/HSKzQtonqtTB1dKKArX8shndF4hKVQ/zRsWEd+QzpfYhbJNL7Z2Jn3PbrKPLPK/XBgD7V7ReQSm9V7AECs9jCd0JIpCrWQ11lgFK1bpPWhPi07n4/f9mFq4hRpaDy3hg9h5+q/bG1MdSRqeptObZh4cx3Vp4ScYfQrALam0vvXTkt6oPvtvHYml5H6jUx+n05gnROAG7+kfjA9nR5bM7NOAHi9pbNOmaWgAG/zsyukvvsQra8NWjfnA5Mjg69hY8+gGimrmeohNDoVvYDBdUEtjYH/dMXpG5jV2nPodQ4A9gKq52C1GWo1PexMfRHZRh2Ezo1qTwAg7zy93w1GpuaKJ6/rYbUlbG0X2FTqzrB1ZvxoXRbFzmtyWU0Oi+2iFzeNPW7sMVDTtOg96P6w50tR0c6w+8Nqdmwq+hT3cKpblHTMp0wVbROn6/Gi51CSVFTuzPWl9aHHUWlGtdoAIGWW65tOAVD1wnEyv0lX3bkiqP1UCASCq0jJA4erP4FAIKgI4UMEAkFNKdG0uPqrDrNnz0anTp3g5eWF4OBg3HzzzTjKZoOpBDFoEQjqGCWF4Vz9CQQCQUUIHyIQCGpKiabF1V912LhxI6ZMmYJt27ZhzZo1sNvtGDRoEPLyqh6NIjQtAkEdo76HdggEgsuL8CECgaCmVFXTYrHQVNJGoxFGIx+2uXr1amIvXrwYwcHB2L17N3r37l2lPokvLQJBHUOEdggEgpogfIhAIKgpchX+ACAyMhI+Pj6lf7NLCkxVQna2s+aXvz+vH62Ian1paZ+2Gt45zkI7bxwexs2/+WZ27cHEHIXt4MigXbjgToWsG07xwtZbm1Gh15PBX9EFet/ItVl/gBb/imWEuZZEvmuNPWmxuTg7FYY6vNtzbY4zwvv2EVSghRNZXJuhkVRMdd6bdi6QqT0J8MLV+/Jp0cTdPR/j2vxKdfhokUzt2732c22ifWkcQUE4PR/HVMSjnVpRMW+nfOYYHDvBtdlopeenTwCzYg+++Bwril6eSwv/3XIXL0r7cUcSnbCFFkB96C8qMgYA5XXmBmxEi8IdOqQimNOVEx7n5vLzXVDf35JGbf8B3u5OP7Ix/HZuPnu9+2Qx4ukff+TaDJ04kdgFnrQC7W4mDwcA9IykYs/ERDo/oAkvVNVomEQa4bSom4mvC4dsCxVu+njT6yW7kL+2fcy0KKLiyxRFVClS26sdc2GYqPhde4wR3QNI9mxJbE/6wgx+t9DkKgDwxz5a1LVFCzq/oY5xLACKgmkBStZ/eTP1HIt7Q6xu4cy9y1b2BJCZS897gDtTPE4lgUG3VkwB4BOMf/qb99lR8TSJCe68k5gDb+OLWF5cyRQjHvQCMdP/tx4cQ4Y4/83J4ee5oL77kPJPTDYLf/8YAug5dfOi14GaOJwVT9sZ8b49hxdgaz0Y8bSRHljFwW/H6EvPpS2HFi/MOc//4DuY/nqH0d9UVswPAD5B9Lq1W2n/bQW8s7IyxRjd/KhDcGOfZwCAEaprIpikAWd54bfGgx4ne4aK42Rgzxkrfi+8wN9zGh19fmFF9vYc/tphxfpWC70OdCZ+fyoT76sV2LQzxT/1RnrNSmpP58x9KxcwRUcv0kRQACAnlu2PXFi9EvZVrdOSnJwM73JOXO0rC99WwbRp09CzZ0/Esg/kLhDhYQJBHUPUWBAIBDVB+BCBQFBTZLjWrchwzvP29iaDlqowdepUHDhwAJs3b6584XKIQYtAUMeo929JBQLBZUX4EIFAUFNkxfnnav6l8Mgjj+DXX3/FP//8gwgmHX5liEGLQFDHEA8cAoGgJggfIhAIaopS/OdqfrXWpyh45JFH8NNPP2HDhg1o2JCvcVcZ1Ru0xMcDXs448Kf3vsLPf5NW5Zods4jY997Ld3DZMmpPPf8bsYcN47Uz6NGHmNMH06pq93Tlm/RrcZ5OOJFIzCA2MBuAwzuENjFTu3kKH7vdlAnNvAAay20K5wu8sZIHroDdjl+4Nn+aRhL7CKiGpSMTyg0AL7X7iU7YsYPa417n2hw9Rj8NNrdQnU8nOZFrc/YiLSJaUEDjRpu2oTG8ANDn1EFiFzWNIzZTzxEAMLg3s5N9+xJzVAcmBh4AHqTmT3fRX+/HH+eb4Fd6m4y9jd6qy2L4gy25Ny1nWbj5rqjvDxxr/W6Fh4fzU/Lg7x7iF2jThpg/BNJlIno+zTXRJVK7UyDVwXTpouIcX/2cmCnxLxG7YwwfX8NKIi7Yqb5DRX4GHw2rR6Ax0mo6GMVA47PPnaPzQ8J5vVY+I8ExUwkeon19uTY7tlCbLWoZHk73DwCGpn9BJ2QwApU7mAquACyMLCRIQ2OvL8hUCwgAbm70GOhDqW1UCUcI8GT0gRk0Rj/xDC0QDADdAplCkIyoau5aXlc5sQ0zoZDe42v+8uXa4FOqKZoUQzUsi7fR6w8AHlgxEwBgtVYeI16e+u5DoEPp04sxgtccScx96sg0MPP5e9thob9Lip1e1/rgyv24nKNSCJpB601vVFbTwupIACA/i2rp8i5Q4bJepbgkWzjR4Ea1GoUqeg6dkeo1ZDt1CEVpvG7EEES1GEoa7YvGnw8vUhiXKOlpvKJa8UmjP90Oq2FhC3ACgMmP9sXG7LMx0My1YXUuBm+mSK/KtSNpGY0Oo1cxBPHbMTH6INlM73HJjT8GSgHVzmgbMMUl03j9rFTOBUrVHGZUNXtYVZkyZQqWLl2KX375BV5eXkhNTQUA+Pj4wM2NL8SqhvjSIhDUMSqroyBqLAgEAlcIHyIQCGpKZbVYqlunZeHChQCAvswL5sWLF2Mik0ynIsSgRSCoY9T7t6QCgeCyInyIQCCoKeXTGlc0vzooyiWKYMohBi0CQR1DPHAIBIKaIHyIQCCoKYri/HM1/0pTvUHLkSOl9TJG732Bmz18OLWnB1F9Cv7O49pMvYWpgulOa22w+fwBwO801bBcbPA+XSC3B9fG0YjWVPl+A43Vvr0N37csJlS2uYbGPm9PaQqWJk2oHcTWCThwgGtT2IhqQNpqqL5joy/VrwDA4Izl1P7xXbrAoI+5Ng8vpTVI+vShdiuVmitxwVTDsi6B6nr6x/MB+T7MOYs4uo7YSYb+XJtd/2/v3OOjqM/9/9lLsknIjRBIiFwiIDcjyl04iKBSwYPFS6m0B+sFreKBWm1ta09b0J7qq1Vpe/QntWqltbWn9bReX1ikKqK1raJQRQWMXJIYIEDY3JPN7s7vj+X2eZ7JJnEJWeLz5rUv8szMd2Z2Ls/M7Dyf72cba1guH8m1mqPWs/4AAP70wQ0Uv30++wA9dZFLV3pLl3L8edb1FLtczFdmsobiDw+Ivupv/YFq49x/+pG/a5uakPMtPd+2cJz4NxXdkSiOJxekrkd2aiyP3Jq+Uo0/XZQmL5oqBB1uSUHoG+qirGHJ2r5VNVkG1hDcMY29Udx+Rur9Mp93O8axj0lfuPgYSC2JEJ80hnRteSDERd8FBewp47YJchpZt5dTxNqMprDWp1z+7FU84BSh+fi+zvM/f4PbFBfz+LNY2ggAGDSI47p61rD0rRX7GEBdGq9LoL59HUyFyGFj01hH0n+/9ojanMUXrice4/F3fUN7H+Cmmyh85UYWZ84Q3xcAPJddRvFjXxbXnP1XqzYPRWParNq6OqxapefZFj09hyAvC8iInQSekPbNiGznLx86wPkhbYj2OXKCQsOSz9qSaIOLXkXoRqQfhy9Da02aK/m4ldqTlF5aI5kq9Bot9UJ/E23fJ7yphrV0KULjAgApQtPi9bHWxN9Lfx+PV3rT8LpE97R/m+nN4uVKfREA+NJ5mlSwfiOll/bECYnv3CK0Jumn6HydGgjyuuXwcj3pLhodYfUkNS2uRHk+vv5iG+zWx5sj2oS2ieuCixbIl33M8dTJrs6j8Bzp1rit8Scae9NiGEmG/UpqGEYiWA4xDCNRuqrL40SwhxbDSDJMRGsYRiJYDjEMI1Gi7QjxO9t72PHAHloMI8mwX0kNw0gEyyGGYSTKya9pMQyjy7EbDsMwEsFyiGEYiXK8ew87HnTqoeX93tOQmRkTtP154t1q/L65t1Ps5LMxpGePMHgE0JLH4tAPPuDxY/e8oNps2DCHB+wcReHBYhbdA0DvN16jeOpUFvxj2zbVZnOQ5zMzl4Vfk8dp0ZMU2n+cy8ZkQ11MLDcIg7c5I1k8du7T2sjT8wMpkGVBsDNeC9keHMhGl/jSIxwPm6DaHGwWwvsBQtBcz+sKAPtDbITVWMLC+1SXI/3y3dyZwmO/XULxNZMmqTabn+X4rrv5VeUVH+ufARb8YCPFtw7n8TuW3KfaLJ42jeKWbO444YlJWkx+rD9ifX0tgI4r8Xv6DUd1yXS0ZsXyyIr65/QEUtkNNlJTDogAUMHq7z3eERRnFRaqJsq3dsUKCnffpM+7fpfweVYm+no4NVc4OgJ45g02lJ03jQW+vRu1OZ4U78tynloXn7uCYJDimgzOrTnVbLgJAPOCbBRZJ/xyX37iUdXm5p1C7T6etwmyT4diGzvmZg0YQHFTnjZ9bBY+aVlB3k6ZA7QQf2w1d/rxZDXnnvmXiRMewAhxPt21birFL50vEjSA83/FHYO88wseP7OaO2wAgPJJvJ0qxCVnSpEWh9flxzqUqEs1g9pjCX/YinBaLN/7crU4PFLP1yCvEMhHa7TI2Z/NHSNE6tjsLqVQd9bjiPNSmlpGP9HLSRHmkpEmnqa5Wpum+tNCceNArjSwBTx+Vl3XlXEOlCJ7APAJIT48fA3tiODfmy2uu9n6PqmllPePIwTzHo8+QKW4Xe3TUPvGnrKjgUi9NjRMKWBVvTxWPE26ttJ7Wi7FaWmcq6JNert58/g7SuG97zTdsUB4q+j0QAjzo6362uhtPbpsp7Wz5pLJp2lp/wg0DOOEcrgePd6nq/jRj36EqVOnIiMjA7kuDuqGYSQ/3ZlDAMsjhtETiDhHDSbdPyd+neyhxTCSjMO/ksb7dBWhUAjz58/H4sWLu24hhmF0Kd2ZQwDLI4bREzisaYn3OdGYpsUwkozu9Fi4446Yd8mqzphCGIaRVHS3T4vlEcM4+TnpNS2nD6hB9uF6xa9+VY3PFvKGKi5jRnNIm5utFp6Biye9TXHrBUK/AiBDlv6K188VLuZmvfv1o1i+Hq8bpnUwM4OiwHsX17Q+9KsU1WbSJNawjF3PTmXO1deoNnOmcT3qz3/Fxng3L1yo2jgb2agMTz1F4Xln66tSnSh7XSYMkea+JMxAAWReyIX/+8KsFRBl9ACA0/yydp71NXu9BVCIX+SuqdjF413Mmi4XpfR9/oe/8zs/0YsZXMw1oHnruE3TpG+oNn8S5ekLn2bt1jXLl+sFvfzykT9rhZlge3S0Hr1WCBsCgQACgUCnltUd5OQc4wU5Qeuo6jI5T8g8Etyj55mZybqREdlsiopGvUEnjuQXzU0lrGFZ9TO9nNvzH6b43PPOo3iH90zVZt7nhFlcLSefj5qF1gyAKHtHwZ5/UfyxTy+nQJRAr1vH8bhxnFcA4JmR3+YB4oR+FA+pNi+JTbtYpJpzotqMcUcq541T07iePt2r81UwKLrT3L6dwkf+os19l375LIrnBz+mePOHQ1Wbkha+5szqxRqWR4RhMADg2msp/MoDbC6JWl4PQB/HU7JYG/RSaYlqc/70mB7ACbnoJ+PQ03OIt1cI3kOaFrc7p0gLX5uljsRxqf2PiGuMP0+IqtJ1YYrHzyddtEqYMfYV8wAQCQpthtBZuBk4+jI5h4QOsCYELuePE+Z1c0T3tG4mln5hhunvwHbzBPg7O3XivPXrdUs9Jchtmnhdm8r5fg0A/GJ9palluNlFPyS2W0qO3h+ScDWb/UptkDfgcsA1iYRdzPohzzZ90YoKM1OpH4ru1OafTitrcFqCbC6Zli9u6sC6nUizA0AfX22RjL2HWXmYYSQZHa1HHzhwIHJyco587r5bd45hGMZnD8shhmEkSsQBwnE+pmkxDKPD9ejl5eWoqak58rn99ttd57d8+XJ4PJ64nw0bNpzAb2gYRldyvHMIYHnEMD5rOB34nGhM02IYSUZHSzuys7ORfaTOqm2WLFmCBQsWxJ2mWHUzbBjGycrxziGA5RHD+KyRjF0ed+6hJTMz9gGwu0r3IR3Zx3FfLjNH4H/uUW0Wn302xW+D/VMGuFgY9M/gur1nKoQXii5bxqOvc031ooo7KH5l+jLVZmb1mxSvrGIRxeLZ2vdAGShcfTWF//iHbhIUdYk3+9izBL/RNeJNv/szxU88weNfzhQ11gDwzDNiwJc5nDVLNVm9muN5hf+kuDafPUsAAJ98QuFD77PPyQ27vquaPHzqXRTPnTuY4v6176k2Jf9zPcUH7hL6iO3akyErk8+yugu49nnxdbp2fOU/x1E8qukditf+p2qC4MCjWqyYT0vHOd4eC/n5+cjPz+9coy6ktPRIGsGwYVrnVi2sTobmHeQBg7Q3ENavp3BfHvtz7HfJI6MyWeSVvunvFH/zm1NUm3t+xsfcbZXs/xTMdEk+W9ZRuHec1ulJCtI4x9UPZQ1LSYMQlgD4qJb9quZBnO95F6g2u276McV/+QuPv2HMW6rNordZp4cgf5+mjItVmwZp0dUs6qpdvHf6Z3Kt/wvRCyleGv6parMvegvFecXs5bJT236h5An2Zlr7nUU8QVCfO31f5vy67xEuq3quRL+xuDjK+6Ni/DyKz88RGkoAePeQEKa+/Vr8Y+kKn5ZkyiMtlb3REogVijgRfS/iF1oG6YXi1kb6frRW8cNcSlTn8ZbK3jxNb57Gl6f1A/58eexz6HRAAulLY72D1OMAgEf4sPQ+nTVhUvMCuGhWhA5G6jsAqHqdaL3wGxmo2zgHhahYaHJSe2vfmeb9uRRLbxo33xm5DVprWV/rph/yZvC29aTyPDy9hGYH0Pmrjo8DT7HwGgPgqeSLUmg/61XcPFekl5DUsLS4ePyk5QfVsI6SjJoWe9NiGElGdxrDlZWVobq6GmVlZYhEIti0aRMAYNiwYcjMdHlYMAwj6ehuc0nLI4Zx8nPS9x5mGEbXE4nEN3+LuPzYdbz4wQ9+gF//+qhL+tixsV71XnnlFcyYMaPrFmwYxnGjO3MIYHnEMHoCkXbE9ibENwyjW43hVq1aBcdx1MduNAzj5KG7zSUtjxjGyc9hTUu8z4nG3rQYRpLR3aUdhmGc3FgOMQwjUU56TUtr1IfWaEy81T+0S08g3QsP8Dvo+7y3qSaThaZpovDXCvzvryGpv/wqiudVC2Ho9qBq81ExCzQxnE3h4PYqXRhSLp7KatIPg9qsbVTaVop3lfEXnHJAGzjifBYNYzgLWz3DtLj3W0Ks9+ORvA1u26BNLIO9rqD4MqHDm7OJRfYAMO9zY3jA/iIKP2TPOwDA0Pf/xssFC/FxpjbGqxfi6/5hIUr1aPGb5xE2+nMOsOHmw94bVJufSMPJkpcpvCiomgA/eZXCl4Umtv/VLBAGgK3fWnPk74YGNTouPf2GY8iQo+aSKWFtcDY4uI0HBDnc7GKsWDKGj1PZ8+oc7xpIdmXwfttSy8L7C//v96rNbV+9iAdsYLH4m9x3BwBg7GXcQUTBFhbv7+vNnY8AAN7hzh4+yp3J86wX2wjAhgo2bT1tGJ+rb33ApmkA0F/0g3DDkLU8oEScuwB+O/VBis8s5vFnNIuOEwCUDBaXmj3stPgxdI4bWsYmj5WVvA0wcaJqU1bGcd8yNo6ce452ihy4mHsxKZ9yP8XOkqWqzb7NoiOEt86gMOzmBZnLItk14pBcNEYb0H2YGfuO9S4i8Hj09BziC7TCd0iI703XnRQ07eYOA6QY2XHZANLksXkPd+IgjRY7QrhKn3MpRXxBcIQW3KM9EtG4lc9tb4APMF+6NiL0pMSpDwQQdTFj9Ph4u3jEcpwWbagtheneMG9HtOg729a9bI4ZFR0jyI4GACCtL+eVhgq+Pwvk6AttqI6F96liGifqUmwUFZ0PiG0SqdLbwFfAy8Fe0SuVizms0xy/kwOfW6cHYn1lRwOyc4JEMU2LYRjtcqz5W1vjDcMw2sJyiGEYiRJBO5qWE7YmR7GHFsNIMnr6r6SGYXQtlkMMw0gUx4n/NiXpy8MMw+h67IbDMIxEsBxiGEaiOE581/ukf2hJWbcWKRmHavfGjVPj36piQ0BpTLhszFN6pumDOE4V8509WzdJFwMWLuRYGpcB2PkIx/umcR15eJNeNUwS6+LlesJC7ecEpPH3+WAdjx48WZsx3vMAf6HbvsDLcb6jjcrwi19Q+P0lXO95z1c/0m1kwbcwLHuuis3OAODiqKgTHTCAwrn7N6o2r+d+m+Jv/5s4siumqja3vNOOEd706arNggXC3PNerkW//pwhqs3uv7HBFgq5Zv/ibaxJAgBsZhOoCj9rH1Z/Ueslzjtm0VLq1R49/YYj5dW/IqVXrNa7bqrWA1WksmalUuidzs9lnQIAIJc1LaqTog2i5hhAEUs+MDhN6BT2sU4BAO7/DddiL/3CaIpPD+hVgzTkmzSJwlxR/gwA6M/fJ0+W7ecXqyYTCjl2hrHmY+KWD/VynltH4U+bF1O88CzdZOG/C81KiGvYI9lcfw/oY/ad/WyoO3mI3giR6axhWTSa98/uqNbbjK9ikd1bITYenvggm0ACQGmpyK+NfD3Zo6UmKCzk71h/7lyKp4uyfgDAbnZbXpTPhrkvVWmNzvnjYgUYtbWdK8To8Tmkfy1S0mOaADfdiKztj7S4CEUEUtMidRUtVWwkCQCBfnwueNNZu+A5Rd6sAM4nrGVwIiJ20UN5hPliVGhLfAF9wPly+T6oeSfnoUizTlYZg/lgjwpTznC9zqPeXGHGmMXfJ7zbxfhS6G2kfkN+P0CbLUpjRalFAbSGRRqIhg5yHgKADGHgGK3n7eRJd9lBTULvlCG2bbPeP9FG3rbyGPV43HRXYtnC/NOXqTWixxqGenyde8owTYthGO3S3R4LhmGc3FgOMQwjUSIO4I3zrqU7fFrsocUwkoye/iupYRhdi+UQwzASJdqOpsV8WgzDsBsOwzASwnKIYRiJ4hz6F2/8iaZTDy33b5mFtLRYX/PfOE/3oz1OlG5PHCmK+TeJCQBs9HLN8VhRd33lXaNUm8cvYv+Ex5q/RHFtra6HvGUBe6ygHxe0z3IrXA5xjeHr73NN67TTRA08gPJ6rnWec4GoQXxCCH0A3PbuXyne+vnHKf7aO7oOe+6dPOyHq9nbBXfq5Ujvhwf2sW/LkvRHVZON2xZRLMvzB47mmn4AOENIijZu4rrLsX9knwcAuHQLf5+nZvPx9dQKoV8B8PsxH/OAKO+vWy8R+hUAzT/k+MEr/8ED6nWf/0ufnUXx/VnfpXjiFbwdY/M5qkuqbdDzjEdPv+GoGHkBsrJieWRg7SdqfGHhKRSPGibOobA+5p5fw+f83BTWGT3VqLUzlwqPmJV/5nN3+HCtzVh6kTjmfvEbCqfdeKNqE4myGUrFHq53Hlz1lmqDIazHysvj0QfDA1WT0zYIzeAA1gO+sFPn0iHn8bBbPuB51KdfqtdtK59Xj27iHL5oxOuqSXQy608mDxe6mO1CbwegopE1IOEw74+h63S+eiqP89Wl53Hd++stWh84rZJzS31f9t9KdTnf/sopG7OGC9+y/ftVmz/t5O10efgPFBeN0RqqCHz0f0fp6TkEYRzxVnPTP0gNiNSn+PO0p4fULoRqMynOGqGPUW+h2C9SulCjvV08UuIhf6522Te+DL6oSl8WX76+H3NEeWBqXz4Xoo1uArz4pPTWAs1oTXy9kPQ5AQBfNn8fp1XoeKu11kTNV2g+vOnt9+PtTeMd1Ku/9j/yBIQ2JsLbNrSLdY0AkJrN84lWCz+V9PZPuIjYH6ku21rqkPyZfHy5ee/Ac/T4cjp53tubFsMw2iUcBnxx7lHMY8EwjHhYDjEMI1EijtOOpiXJ37QYhtH19PhfSQ3D6FIshxiGkSjJ2HuYt/1JDMM4kRy+4Yj3MQzDaAvLIYZhJIrjOO1+OsP69etx8cUXo6ioCB6PB08//XSn18keWgwjyXCc+Dcb3WHoZBjGyYPlEMMwEsXB0bctbp/OppGGhgaceeaZeOCBBz71OnWqPOyyy4Csw/qo559X4ysnXU7xwGd+TfGTBUtUm/nFLEJ9agsbbD0+Q4stkc8Gjtf4X+HxP/mJbnPTsxTOuoA3911aY4eJg1hof/rpYoI3N+lVmy4Ev8EghVe9fJVqU1jEwy7jJljzojZNeu9eXv+9X3yB4n/w1wUA7AkK4f1/inlUsYgVAIqFrqv3049R3LTgGtUm5z0W4r6zlUW4Y3tpM7BGqVf82tcovPTaa1WbS7/JRp1P/ZEF2yt8t6k2+F8+nr6dxcaRP/6CFkXPnSsGjGYDvltWaFH0TzcfI97vZAF5Ty/tGNCnCdnZMfFsi/cUNb53oxBpP/K/FL5QzNsfAOaOYDPVyBA+Dy+tF0ZkABDkg25xvUikT+uk8NHX2MD0kv+7g+L3vy7WHSoFYHAqdwrSMkabCsp+QQaH+PvV9z9Ntbl+NYvmrxPmmXNWL1VtcOutFO6dyvMoeO/vqsmaWjZXXRR9mOJXWq9XbcaJ81tKWetHjIdksI87Svjtn9iob2g1n7sAsH4zx5fu/BXF06QRMYCPgiy8P62B8z7LsWPMCnOnJhU+7ghlwHDRcwKA3KAYcBYb6Oa5pAnfi7G87lMJMj49PYdEGwKIHjJl9KVr475wPR8rKdlCsFyvReittXxdyhzKnYRIo0UA8BxgQbmnP5svOvtchPjpfD33CLOL6EEtRpLGl8eKqwEgsl9/H0eYLTphnq8yKnSZxhGGjlEXk05/ruhoRpo8+vWtrdz+3mzRsUC23m7hPXxOeYWRolxXQBtSOlH+nd6tE4eUU4VBYypvE7d1ay3jYyelWHT04NXvBzxNfMLLdQsFdebxiw4ZvOLY9+RqY3Wn5eh8fSmdNJd0HETjPJpEO/nrx5w5czBnzpz2J4yDaVoMI8kIh11zHI03DMNoC8shhmEkSgQOPPGE+IfG1dZy72mBQACBQOd7p+sIVh5mGEmG1aMbhpEIlkMMw0iUKJx2PwAwcOBA5OTkHPncfbe26The2JsWw0gyenpph2EYXYvlEMMwEqWj5WHl5eXIzs4+Mryr3rIAnXxo+fBD4LAcYcDs2Wr8uj9zfOVErtX+vxV6nvO/w6swfbqYYKUwhQTguY61F7fcwuNPvWimarP0Ia5XXzuB61Vfa3Z5MtwsCqTHsbnZ7jHasK7/tn/xAPGO/tfTXcQmf/wjxxexeWGvDH3QNBSz8VB5kM2Y5jWzcRkAYPbZHL8bpLCgTNfwv1V4McXeMaxhqRQmawBwcRHXEy+6Vqz/j3Sb735XDMhmk74duWNVm1WrxADhwOep1+ZMzz57D8VnSd9Hvz4lmmWZ6IgRFO69RNe4/v7atUf+bmysBdZpQ6q26PE3HLt3HzHxfGv3UDU6J4dNXDNns4ZlTqGoOQaAPbzfQqIEPD1V12Lf/xveJwuuZg3UunV6MfPLXqL4/XGreAK/Nk7t4xX1zdns0LqnUi9ncNlrFG/MPIfisXuFySWAh2vFSRRkHdjtmazHAYC7M1i/sXYtj184f5xqc2FInFetbJ7pVpaU08h5fDdEGy1LQGYjC3sWThY1TfWsCQGAy6Vn4NivcuyiDVktfHhvHs56lX8V6RrswnE8rCHI4yP9tTneWWeJAd/8Jq/H9McgycuLLacxpE3w4tHTc0ikORURJ3ag+bO1UWQgl/ezZ1AuT7A/qOfZxDdaHq/YSG66BGEUGSnlY9Tr4pHoCHldpJ5n4qbNkHqHSCO38fgiLm1YW5JWzIanx2odjs5HmHL24ROzebvWaql59OJ1iVRLN02tp4k2CG2J1MUACPRjvWBofy4vx0WfIkkR2ynFxVwSYV52tFYcB1G9f/x9+EbCEYekJ03fwzmt8c0kIy4aqtT+QZ5vL7Gd+rrsn4qj2r94pV5uOIf+xRsPANnZ2fTQ0pXYmxbDSDKsHt0wjESwHGIYRqKE23FqCXeDU4s9tBhGknG4u9J44w3DMNrCcohhGInS0TctHaW+vh6lpaVH4h07dmDTpk3Iy8vDoEGD4rQ8ij20GEaS0dNLOwzD6FoshxiGkSgO4mtaOvvQsmHDBsyceVS+ceuhLvevuuoqrFL1/u506qHlAvwV2TgkaolOVeOvLBQF0dkDKPzDCtaRAADeqaCwzwBus/Hfv6eaOHPe5gE/EiKJWdon4N/+mz1ivvAFHj/DrTP+Zu5z/ROx+j7dnTr+sf1Mii+dUE7xypD2QqmcxMMuEevScOv3VZsDoR9S3JtlANg4nD1ZAGDs19mDYei7T1G8bRuvOwBMjIq+3G++mcLwVbqGv6WEPRee/B2PzzpD79PRwlMCz75M4e+atKble5ew5ujATq4JdV78vWqD/GKO//4ch8V3qSbztrEO5qc/4nrpK4boxczLPuodVNvQgOv0JG3S4284vN4jtSvTztS6I7z6KoXlZwqjHClYAbA3g702CvbsoLgihccDwNIS4e+0mjVdcy7Xnko3fet8iq9awvFIl32TkyHqzcX6Dy7UjV4qZQ3L+Z+wL9aTpdI8CNhQzDq2H89g74O7sUa12VjJuryFvTgnvPYm5wwAOCf4IsWLV7PubeUKF81RPV9q+m9gX6nWC7RupE7s06wg59Lnt2qvmhkzxIB3WJ9yYPQ5kNx83ns8YAgLK/O0HQwKoqzRKUgVwjdvsWrTZ/82in//OdawLBTXJABI2bwRAFBbL8V38enpOcQJe+H4YjkktC+33enTMg5wexcNldSwRBpYi+HrpT0wwnv4HsGbJY8DvZzwQfb08Ph4uZ4UXbsXPsh6gZYankcgR+t60gbuo9hp4hsWN48Sfz9e/8hBnibFRT/khMRtZJTznZu3C4RGxz9CHJB1btua90dKDp8TkSpxEwQgJYvXV3r6uOl6WnfzDZjUvXhS9METrRXCc+Gj40vXnjgQ+90J87oECrTnl9Mi9qHIq5HtWtvkyzy6/aPNDgCXdWmDqCcKj6ftZBHtZHnYjBkz4CT4mtfetBhGkhEOAx6tQ6TxhmEYbWE5xDCMRIkgAkA/CPH4E4s9tBhGktHTfyU1DKNrsRxiGEaiRBG/x7HuSCP20GIYSYbdcBiGkQiWQwzDSJTjXR52PLCHFsNIMuyGwzCMRLAcYhhGokQRhSfOg0nyP7SUlgLpMePAc+/Sxoqv/oTFYo++MYriReexOBYAPhzGIs5RaSzMXb9er8bYnb+leMd97GoptJcAgL9lzOIB04TgOkMb42xOmUJxSR9hdFmpXeFGZbCB09Kf8Ha6/wZhWAkAL7Ao9ZoH2OTusQel8yLQZ9VKinddxAZ8I0fqxex+kEW2H2cKEfSKX6g2a8/idbn3Yxber5nu4nxay8K1hVl/ofiWdfNUk3mNQjR/LRvj3cZ6RwDAPzeVUDx5J3fQcP/+L6k2RUITePntPI+sXXo5B67lbbBA6PD6n+5i6PTeMeLeOhexeRx6/A1H377AISOqF9b3UqMnTGaRea7wJquDNuosyBe1tUII3brTZT3ESfJ8A5vSnvKRbvLg0Pt4wGg2L3QyXdzkQiwg2LiFzVfHFmoD3fOjnCeeifA2mT9cmNgCmL+Hk+Wyu5ZSvGSJztljP+BOD6SSfYyLkHhHtRDezxXlAyt05xxrSr5BcXWQhfdfWv2MarN3POeJrH79KM7N1euW+RDvn8jXebl9wtw5AQA8+uYZFC8awuLdgeseV20iX76SYqkRqWZfTABAv2FsSnvxKTw+5dk/qTYtcy+P/V9r5pLH4k0Nwxs4LNrRwmInwoLl1grOM95ULeoJBUUPOA6LgjJytTGp1y8E49KYsElfH1treV2koNzXSwu9/WE+JpVY38WMsT182VrsLjsoiNTyhdef69IhhJfPfynMj7qYZfrSxXlYw3G0Ticer9guHiF2T5NmoAA8Yt08wtTSk6LbyA4Kwnv5uPBm6Bziy+Nh4Srebs0f6Z6e/Jl8PDmO+M5+l7Issbry+3jDuneohrKjpugNoSgAfR/eFsn40BLHfsowjO4gEondBLX1iXSR9m3nzp1YtGgRTj31VKSnp2Po0KFYtmwZQi69dRmGkbx0Vw4BLI8YRk8h4gm3+znRWHmYYSQZ3fUr6ZYtWxCNRvHQQw9h2LBh2Lx5M66//no0NDTg3nvv7ZqFGoZx3OnONy2WRwyjZ+AgGvdtipP05WGGYXQ5Hb3hqBUlI4FAAIGAS7leB5k9ezZmz559JB4yZAi2bt2KlStX2s2GYZxEdFcOASyPGEZPwUEETpyCLCfpuzz+/OeBrFjN9tMLXcZv4AQ4fboY72KQlSZK/erANeFudcto4frBU7exadqdz+va7exvsfHlrBI2QGvxcp05AATfEgNOL+Q4T2sZWr2c8K+QJftbt6o2a8YIDcsrF/EEPzxLtbkjwJqcGTt5/B6XmurJo+viTvRAOq8HACzZ+TDFs+4cQ/Hp1+r6zu+xxAhfepAvVCvWa01LJMr6k9JSHj/iA9bjAECVXxjfjcmncOm0jaoN9rPm6PV/sdZp2iku9Z4fsqvoxl7TKL6gv3af+84x3phNTV1Tjz5w4EAavmzZMixfvrxTy2qPmpoa5Lkc54ngZPSCkxE7MeYMcxGOlPH2csaxWamn3kUjJOqoa0J8Pp+a79KmlI//ub228DyGsMYFAJpGskYiPVRDsdt+272Pc8Jp0hOxSafhurP5uJznF4aNVbmqzT3NrGG5w88GtLhX598rK39M8eO38jmzJaQN2ybniX32Jh//732OtxEAXAhh4NiPywpue0LnhJvGiAH3sMnrJ6dpk1pcxLlTyAUxt9cbqskiYQ7rZPB+/381rF8BgOtFVcQ29o3EGbvYDBQAMEvoKsHHxfOBy1WTGYdK1ls77gcHILlyCHD880gomIlQIHYz5fW7aBl8ERG3XwkfCbGWIb2fNveTOCGhIYjwcrzZ+vqYnr2X4ta9rKdt3a/1tf4sPv89fv5+vjytT4nWsIBTtnEiLrqRNN6WfpE3pRFmrBGH4SCLEL0uZpluBpqEi0ZHmi9CaFg8KfoG2pslNCxiFtE6rQEJDGIjUmkcGdqnNZW+WqEtkVoTn163sNA2RaSWplrrYHwZvJ+96VKjo7dryjEanBS3/ReH2FuW5NK02JsWw0gy2jN+Ozy+vLwc2dlHL3CJ/kIq+fjjj3H//ffjvvvua39iwzCShmTJIYDlEcM4WYkgHMelBYjixGtaTIhvGEnG4V9J430AIDs7mz5t3XAsX74cHo8n7mfDhg3UprKyErNnz8b8+fNx3XXXdfVXNgzjOHK8cwhgecQwPmtEO/DvRGNvWgwjyTjeItolS5ZgwYIFcacpLi4+8ndlZSVmzpyJKVOm4Je//GXnFmYYRrfTFUJ8yyOG8dnCQTSu2D7phfh3rSpCIBB7lXzHjFfU+IMTuGY3T36fjGGqTZF41xN4nvuqv2oB+xMAwKNh9gEI7OPxj83V/d2jRfyCVMF95rf2l4XmwLRRXNuI34kC6f/4D9UmJcQ1rNMa1lH87Td13fKP05bxqv1yNcUPPaSa4IfXsc4CO4QWI6Rf6tVEz6E4p5hrT5fMK1dtHn3xeooXnsXj3//iHarNT/fw91nzvdcovvBF1iABgK8X13eue591IyNO76vaXHwm19seDA+mOKOQYwAI7GRN0bRiUXO8Tdf9//QtXpdb3r2G4vefdamtf/HFI3/WNjXhBj1FmzhO/JsKJ977Whfy8/ORn5/f/oQAPvnkE8ycORPjx4/HY489Bq/3+L+MffppIONQN/bzh+nt/VE2a1jCLDXBqCKXjZPGx3KqHO9VQ7ARYykeeTaPz6nQept/NXKeOHM098fvq2eNCwAM6CXW9zn2Ldp8hvYTktY+U/qxJ9TzHw5VbW7zcvnN1i9+n+JNm1QTPP41kUfAXiijdXk90MgDI0N4mxQFdZPHnmUvlGvmctK+J3SzalOT93OKN1/C59kVOTpfIcjlCupcGaavQWs+YF3H6Aoev+SAznHYLK5LqXzMYqbWQ23dydegEdV/p3j8ePYFA4DMx2N+XNGmJjUuHsc7hwDJl0cOE23VuoTWGr6e+ITGIJCrNW5p+XzuSj8V5eMCINA3SHGkgfOQR8QA4M/jZUvPEt9gF++QKtZEeIW/iNOkt6+vD3cxHa3h7eSmT5HTNJVzPsgYrj2lnFZedqvwdknJ1Meu9K+J1AstkIsXikdoWLxZUieidSOOrF4KCB8doSMBAI/wOnFE7Hf5PlLDIvVCoRp97DjCB0gek/IYBjqwbb2f4sSOQxQRAG17AEWTXohvGEaXEw7Hv6noKo+FyspKzJgxA4MGDcK9996LffuO3lgWFhbGaWkYRjLRXTkEsDxiGD2FiNMKJ46qJaqeCrsee2gxjCQjGgU8cQyOu8pj4cUXX0RpaSlKS0sxYMAAGud8mp9mDcPoFrorhwCWRwyjp5CM5WEmxDeMJKOjItrjzdVXXw3HcVw/hmGcPHRXDgEsjxhGTyH20BKJ80lyTYthGF1Pd/5KahjGyY/lEMMwEsVxoojG0bQ4TpI/tFxxBZB5WE/04LNq/H8+zOLDJy7+PcUfTdCC09PSWEy5eyoL1d9w8eha1PQAD8g7heMJk1Sbvakstnz3XR5/njAYAwAIgdnSf7Kj5lfP1E3OqFzHA15/ncIFC7Tx5axvsdBz7ZdZLP7DJbl6QVvYffHhbedSfP20D1WTHC8Lvd5+l408Cwp4GwHAovtG84DZbNKJubqjhJtKOH7iCY43T9TbQAqPv/hFjmu8LIYHgJydbFjXe7RY182bVZuaYt5pdaITh4NgwTAA3DLmJYrfnv4YxU1am4hp5513NHAxVY1Hd9ajnwhIU/z002r8mr4skF9yChuLNhULU1EAUu4qN/mWCt2V69iK5yh2zrqY4l2punOOM3P5gGkFdxCRkqoF/3/fxEaX20KcB6/apzs1wTHeGQCAD/kgO/dcLcT/9QE2dbwqlTvnKLroVL2c7Wy2+laIz4+J4V2qSWsRd3Dx+noeP0aaQgK45s+8bQ9ewtv+/fksugeAaWHuCOWN8j4Uu+WrzGE8bBpXJ6EpTbe5MCo6WAlyozVnc8ciADAsl+MzcnldI2m8rgAwIo+Pnc2tLLwvqdXGw7jxxtj/tbXAN7RpZ1v09BySktmElEPmkr5e2lgxTYjMG8sKKHZczAuloaEUXEshOAC0uojzaT1zde4PV/N1N9rKt2FO2EXo3Yt3WKSaBdmegHYfjRxkAbk0InS7+3MaRKcGHj6Iog1auO4IMbtHiMHDjbozglSxvr7cRp5nk8typLi9nLe932VbS6G9t4mXKzsEAPSxoYw9XTow8PXm+TZvZyNV2RGEG1KsH27W15JATgPPVx77Hn3Sp448uv6tjZ172xl1WuGJVx7mmBDfMD7z2K+khmEkguUQwzASJfaeJc6bFisPMwyjK7orNQzjs4PlEMMwEiVW/nUSl4cZhtH1tPcrqP1KahhGPCyHGIaRKE47Piztje8KOvXQMvS3dyA7EKsBvG/AT9X4Jy5jE0EMYLe2+qCeZ31/rjHuH2GDp8uHl6k2K6uWULx4GGsb7vujrlv+xhCuix8wkuvifaseVW3+NWERxfen3ErxW80rVJt73mW9RuFwjq+s0saKa78ovuMg1s7UhLgmHgBy+lVTfImQc6Be15FuLOVa2vHVQp8yWutGHr/9A4q3P8Ljp04VeiIAs57+A8XXPMcxhmgjuYNjWJPTu/QtilvPmqjaYAgLkc49j+txX322WDV54w2O5xRupLjvaNZTAIBTcj7FFULONS/4a9Xm0a1XHfm7qalWjY9HT7/h+HLtL5DdGjumHyrSxn1LviJqut8torCU5VwAgDOKWFPQt4LPKW1NCvx8O+ssbl7FWqXSQWwiCgCDBwUpTsnN5Qmq+bwEgCmDRAxet7X12oiwReikCrgkHxPfeVW1uaqEa6J3ednwcLBf18rvK2INyyiZaj4Oqjb12axpmTlE6F5cJFxPfoU1LEO28/jxwpsRAPD8yxTO8YvLVdoFqkmrn3Nc77J/UVzRRwsRP8mbQ/HmN3n8on687gDwUZSPHSmiakzVmpa0XD4K+4u+O9+rZMNjAOhXFfu/ri5OrZcLPT2H+PvUw58W2yZead4KIHJA6wHaw5vKnhPeNDZn9OZwDADeOmGCKHQXERfNhFeYSXpSeLluhodSz6Hm6aK3gZ9fp3l68THUWqbNCyXSPDNU1VtNI9dfrYaLGaPUuaT1Y00LsrS5JFLENqjk7yeNPQHAJ/Uo6bydUlL0tTnaKI4doRPx9dH6lKjQD6XkiHxQwSadAJCWHxTL4fWX5pMA4MtgDYs8vnwu2xrH6niaO/eKNdbjXzxNy4l/ZWtvWgwjyQiHgXgG0if7DYdhGF2L5RDDMBIlJsRvO5FYeZhhGD3+V1LDMLoWyyGGYSRKew8l9tBiGIbdcBiGkRCWQwzDSJT2egdL/t7DFi0CsmI1w5N19/1omXgOxYEQm2+MHeQi2rntNgqfOod1IpdmVKomi68byQPWV1Eo678BoO4C1rBs+SuPHzV9umoTlIu+9loKJz60VLWZeOedPED4Nhxo1h4lfc5mHc+a9VxYPnWqagKM5G3Qdz97ADz0ovZkuOEi9sTZWzSL4sY9ejFXThB+L88vp/Cti4ReBUCfBVdQfOBBMcE0rZ2preC4t7iqupU67GvkmtxXr3ucJ/hvYcYDYI4wgHn0HdbKLBrjcoz+5UUKs7O5Bh5FUlAETDqmPLWTNi09/4Zj1qwjhk/DK1zGf8A6qq25kynOZYuCGJs2UfjoTtYhLVqoa6QXFIkB1azBO0uXIcPJY++W9cKjZMgQrfFqFOXaIzJZ9zKrXmjLAODCGRxv2EDh6z7WgAHAtMJPKM6W26lZ+1n03cLz3TeSc/hOn9aAlIQ51xwUGpcGthIAAMwf9E8e8AYLR+pH6Fx63sr5FL98J3te7a5n/QoA9M8UNdYD2HNlQJ6uwR7wNovUJg9hj5zNfYV+BUBJIV/bnEzeBm7uHZ7SjyjuU1jI8XbW8ADAU6XzAOhjqD16eg5xmlKO1Py3VGnNZ6iW90BKFm/ASLPWmkg/jkh9etwY0HoObzrrXvx5Lt4hDXxPEBH6joiLpiVVeJBEWnge/r56OdLLJSq80Py99YnaXCG0WA5feH1pOo+2BPk89AstkPx+AJA2mO/ZnGbWbzit8TU8sWn49jWl0CXx9OXjIFomjoMavU/DdXxfkdKbdS/N27ReTWpNpFdNxgD+voDeLh4/n5S+1Pa9XaR3kDeg9UXOMV/ZcZG8xMPetBiG0S6RiHVXahjGp8dyiGEYiWKaFsMw2qU9Yzi74TAMIx6WQwzDSJz4vYfFxp9Y7KHFMJIMu+EwDCMRLIcYhpEo7ZtL2kOLYXzmsRsOwzASwXKIYRiJEhPax3loSfY3LVWpA9CUGhMpDtT+jQi8yCZcbxexgHGQMFkDgP3Xs/D+7Fwe//M/auH6zVUsuP7hzisp/n7Td1WbrRPvovjS/Q9T3DLoetXm3Oy9FL/+UQnFE++9X7XZto1jaXr3m99oQ6dbzmbh8YWjWTyKDKkYBlpCbGYUCLH47YbZLj0l7GcBcEEJC0EP+LUA8MPmURSPuvdeisfpVcOBW/6b4prZ36P4N1KYD6C38Kwq7c/i6/Mf+Llq0/eSS3iAEN16vsLHBQA4hfdRPOlzwrTyTeEsB+DAJBbez0wVisYtqgmKi4/+Xds5b0mEwz38huPgQeDQ8eqWEyDNvQQDq95Ww+onC+H9NBaMNkW18LbgV3dT/O3g7RT/eOozqk35uHkUn1v1JE9w1uf0Cudxmq0Jn0HxlkaOAeAUTj0YMHw4xUO1zx2QnUth7zTuVGLvfm0MV5XLwvvReTw+001RHmYBaYo4VvtonSr2Bfh83tzI8UxhKgwAL1+/muLIlC9RfED0EQIAqam8MtEor0zfMp0X/1nI+3Ry9Qs8XvQhAAAlf3uC4ncm3ECxSEUAgAIhvP+4igXMu/vwegDApeNjytna2s4paHt6DomG/Ih6Y19QCpgBIOMU7ixCGg+GmvV1OC3AwufU/nySte7SPYBI8bcjddAucoBotchvQrTtS3c5uaXBYYCnidbpnNlawyevE+UDwu8i+A838XZKzWaBf3M1d1IBAGn5fO4278/heeRogXxody7Fch+6dWAQrhadKxSIC6vLtnb2ig4Mani/y44TACC9iNdXGpVK0b3bfGSnDT5/+87xqcLIs2V3nprG4+P5yM4IXPG38XdHcMKI99DSHYmk/S4aDMM4oUSj7X8MwzDawnKIYRiJ4iDa7ufT8OCDD+LUU09FWloaxo8fj9dee63Dbe2hxTCSDLvhMAwjESyHGIaRONEOfDrHH/7wB3z961/Hf/3Xf2Hjxo0455xzMGfOHJSVlXWovWlaDCPJsHp0wzASoafmkMPC37qWo1/AcXkC84lyqkgLT9Mc0m2izdzG28Rxa7PeaClimo6Uh7WKdYm2tn/j55PaARF6XbQFIbEcVR7m08ttEdslVcxDjndbjty2ch4A4PHwME9ElIe5bOuwmI/c9h6XCiy5P8JyH3v0cnxivhHRJtqi28j5yONNHo9u08jv3OKy3fx+ebyJbeKy3RA5Oqzu0PiOC+iddjoI63wiWbFiBRYtWoTrrrsOAPCzn/0Ma9aswcqVK3H33Xe30xrwOB1Y+5qaGuTm5qK8vBzZ2bqm0TCMtqmtrcXAgQMRDAaRk5MTd7rY+HIA8c6zWgADUVNTc1Kdj5ZHDOPTYTkkRkVFBQa6CWoNw+gw5eXlGOAmvDvE0Tzia3Oao0TUNT0QCCAQ0DrSUCiEjIwMPPnkk7j00qOG7zfffDM2bdqEV199td2ldehNS11dTHhsycIwPj11dXVxbzhSU1NRWFiIPXvaP88KCwuRmhpfsJ5sWB4xjMT4rOeQrKxY5wX2w4dhdJ7DP34cPo/a4mge2dPuPDMzM9U1fdmyZVi+fLmadv/+/YhEIigoKKDhBQUFHVoW0MGHlqKiIpSXlyMrKwueeO+cDcNQOI6Duro6FBW5dLV2DGlpadixYwdCIbeuoZjU1FSkpaW1O10yYXnEMD4dlkNiZGdno6amxnKIYXwKsrKyjpw/8ehMHnEcR52Lbm9ZjkVO7zaPtujQQ4vX6437KskwjPjE+3X0WNLS0k66G4mOYnnEMD49lkNiNzv2hsUwPh2dOX+6Io/k5+fD5/OptypVVVXq7UtbWO9hhmEYhmEYhmF0GampqRg/fjzWrl1Lw9euXYupU6d2aB7We5hhGIZhGIZhGF3KrbfeiiuvvBITJkzAlClT8Mtf/hJlZWW48cYbO9TeHloMwzAMwzAMw+hSrrjiChw4cAB33nkndu/ejZKSEqxevRqDBw/uUPsOdXlsGIZhGIZhGIbRXZimxTAMwzAMwzCMpMYeWgzDMAzDMAzDSGrsocUwDMMwDMMwjKTGHloMwzAMwzAMw0hq7KHFMAzDMAzDMIykxh5aDMMwDMMwDMNIauyhxTAMwzAMwzCMpMYeWgzDMAzDMAzDSGrsocUwDMMwDMMwjKTGHloMwzAMwzAMw0hq7KHFMAzDMAzDMIyk5v8DSIqxOtfFcz4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_3figures(vae, vmax_std=0.5e-11)\n", + "plt.savefig('review_figures/shallow-networks/VAE-7-layers.pdf')\n", + "plot_3figures(vae_2layer, vmax_std=0.5e-11)\n", + "plt.savefig('review_figures/shallow-networks/VAE-2-layers.pdf')\n", + "plot_3figures(vae_1layer, vmax_std=0.5e-11)\n", + "plt.savefig('review_figures/shallow-networks/VAE-1-layers.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \"True\" variability of subgrid forcing. Shallow CNNs and low data regime." + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [], + "source": [ + "gz = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-3/offline_test.nc')\n", + "\n", + "gz_4layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-4-layer-0/offline_test.nc')\n", + "\n", + "gz_2layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-2-layer-0/offline_test.nc')\n", + "\n", + "gz_1layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/MeanVarModel-1-layer-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [], + "source": [ + "gan = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/offline_test.nc')\n", + "\n", + "gan_4layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-4-layer-0/offline_test.nc')\n", + "\n", + "gan_2layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-2-layer-0/offline_test.nc')\n", + "\n", + "gan_1layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CGANRegression-1-layer-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [], + "source": [ + "vae = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/offline_test.nc')\n", + "\n", + "vae_4layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-4-layer-0/offline_test.nc')\n", + "\n", + "vae_2layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-2-layer-0/offline_test.nc')\n", + "\n", + "vae_1layer = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_shallow/Operator1-48/CVAERegression-1-layer-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [], + "source": [ + "def MSE(ds):\n", + " S = ds.q_forcing_advection.astype('float64')\n", + " r = ds.q_forcing_advection_res.astype('float64')\n", + " return float(((r**2).mean(('x', 'y', 'run', 'time')) / (S**2).mean(('x', 'y', 'run', 'time'))).mean('lev'))" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [], + "source": [ + "def Spread(ds):\n", + " S = ds.q_forcing_advection.astype('float64')\n", + " r = ds.q_forcing_advection_gen_res.astype('float64')\n", + " return float(((r**2).mean(('x', 'y', 'run', 'time')) / (S**2).mean(('x', 'y', 'run', 'time'))).mean('lev'))" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "gz_mse_shallow = [MSE(ds) for ds in [gz, gz_4layer, gz_2layer, gz_1layer]]\n", + "gz_spread_shallow = [Spread(ds) for ds in [gz, gz_4layer, gz_2layer, gz_1layer]]" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [], + "source": [ + "gan_mse_shallow = [MSE(ds) for ds in [gan, gan_4layer, gan_2layer, gan_1layer]]\n", + "gan_spread_shallow = [Spread(ds) for ds in [gan, gan_4layer, gan_2layer, gan_1layer]]" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [], + "source": [ + "vae_mse_shallow = [MSE(ds) for ds in [vae, vae_4layer, vae_2layer, vae_1layer]]\n", + "vae_spread_shallow = [Spread(ds) for ds in [vae, vae_4layer, vae_2layer, vae_1layer]]" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({'font.size': 18, 'axes.formatter.limits': (-3,2), 'lines.markersize': 10})\n", + "plt.plot([0,0.5], [0,0.5], 'k', label='$||r||_2=||\\\\widetilde{r}||_2$')\n", + "marker_size = [10, 9, 8, 7]\n", + "for j in range(len(gz_mse_shallow)):\n", + " plt.plot(gz_mse_shallow[j],gz_spread_shallow[j], 'o', color='tab:orange', markersize=marker_size[j], markeredgecolor='k')\n", + " plt.plot(gan_mse_shallow[j],gan_spread_shallow[j], 'o', color='tab:green', markersize=marker_size[j], markeredgecolor='k')\n", + " plt.plot(vae_mse_shallow[j],vae_spread_shallow[j], 'o', color='tab:red', markersize=marker_size[j], markeredgecolor='k')\n", + "plt.xlabel('Normalized MSE \\nof deterministic part, \\n $\\left(\\\\dfrac{||r||_2}{||S||_2} \\\\right)^2$')\n", + "plt.ylabel('Normalized spread \\n of stochastic residuals, \\n $\\left(\\\\dfrac{||\\widetilde{r}||_2}{||S||_2} \\\\right)^2$')\n", + "plt.xticks(np.arange(0,0.6,0.1));\n", + "plt.yticks(np.arange(0,0.6,0.1));\n", + "\n", + "plt.gca().annotate('7 layers', color='tab:orange', xy=(0.09, 0.11), xytext=(-0.02, 0.2), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('4 layers', color='tab:orange', xy=(0.12, 0.14), xytext=(0.05, 0.25), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('2 layers', color='tab:orange', xy=(0.165, 0.18), xytext=(0.1, 0.3), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('1 layer', color='tab:orange', xy=(0.292, 0.31), xytext=(0.15, 0.35), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "plt.title('Effect of shallow CNNs')\n", + "#plt.legend(ncol=4)\n", + "plt.savefig('review_figures/spread-mse.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [], + "source": [ + "gz_250 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/MeanVarModel-nruns-250-0/offline_test.nc')\n", + "\n", + "gz_100 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/MeanVarModel-nruns-100-0/offline_test.nc')\n", + "\n", + "gz_50 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/MeanVarModel-nruns-50-0/offline_test.nc')\n", + "\n", + "gz_25 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/MeanVarModel-nruns-25-0/offline_test.nc')\n", + "\n", + "gz_5 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/MeanVarModel-nruns-5-0/offline_test.nc')\n", + "\n", + "gz_1 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/MeanVarModel-nruns-1-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 362, + "metadata": {}, + "outputs": [], + "source": [ + "gan_250 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CGANRegression-nruns-250-0/offline_test.nc')\n", + "\n", + "gan_100 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CGANRegression-nruns-100-0/offline_test.nc')\n", + "\n", + "gan_50 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CGANRegression-nruns-50-0/offline_test.nc')\n", + "\n", + "gan_25 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CGANRegression-nruns-25-0/offline_test.nc')\n", + "\n", + "gan_5 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CGANRegression-nruns-5-0/offline_test.nc')\n", + "\n", + "gan_1 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CGANRegression-nruns-1-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [], + "source": [ + "vae_250 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CVAERegression-nruns-250-0/offline_test.nc')\n", + "\n", + "vae_100 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CVAERegression-nruns-100-0/offline_test.nc')\n", + "\n", + "vae_50 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CVAERegression-nruns-50-0/offline_test.nc')\n", + "\n", + "vae_25 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CVAERegression-nruns-25-1/offline_test.nc')\n", + "\n", + "vae_5 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CVAERegression-nruns-5-0/offline_test.nc')\n", + "\n", + "vae_1 = xr.open_dataset(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_low_data/Operator1-48/CVAERegression-nruns-1-0/offline_test.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 347, + "metadata": {}, + "outputs": [], + "source": [ + "gz_mse_nruns = [MSE(ds) for ds in [gz, gz_50, gz_25, gz_5]]\n", + "gz_spread_nruns = [Spread(ds) for ds in [gz, gz_50, gz_25, gz_5]]" + ] + }, + { + "cell_type": "code", + "execution_count": 363, + "metadata": {}, + "outputs": [], + "source": [ + "gan_mse_nruns = [MSE(ds) for ds in [gan, gan_50, gan_25, gan_5]]\n", + "gan_spread_nruns = [Spread(ds) for ds in [gan, gan_50, gan_25, gan_5]]" + ] + }, + { + "cell_type": "code", + "execution_count": 349, + "metadata": {}, + "outputs": [], + "source": [ + "vae_mse_nruns = [MSE(ds) for ds in [vae, vae_50, vae_25, vae_5]]\n", + "vae_spread_nruns = [Spread(ds) for ds in [vae, vae_50, vae_25, vae_5]]" + ] + }, + { + "cell_type": "code", + "execution_count": 364, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({'font.size': 18, 'axes.formatter.limits': (-3,2), 'lines.markersize': 10})\n", + "plt.plot([0,0.6], [0,0.6], 'k', label='$||r||_2=||\\\\widetilde{r}||_2$')\n", + "marker_size = [10, 9, 8, 7, 6, 5]\n", + "for j in range(len(gz_mse_nruns)):\n", + " plt.plot(gz_mse_nruns[j],gz_spread_nruns[j], 'o', color='tab:orange', markersize=marker_size[j], alpha=0.7, markeredgecolor='k')\n", + " plt.plot(gan_mse_nruns[j],gan_spread_nruns[j], 'o', color='tab:green', markersize=marker_size[j], alpha=0.7, markeredgecolor='k')\n", + " plt.plot(vae_mse_nruns[j],vae_spread_nruns[j], 'o', color='tab:red', markersize=marker_size[j], alpha=0.7, markeredgecolor='k')\n", + "\n", + "plt.xlabel('Normalized MSE \\nof deterministic part, \\n $\\left(\\\\dfrac{||r||_2}{||S||_2} \\\\right)^2$')\n", + "plt.ylabel('Normalized spread \\n of stochastic residuals, \\n $\\left(\\\\dfrac{||\\widetilde{r}||_2}{||S||_2} \\\\right)^2$')\n", + "plt.xticks(np.arange(0,0.7,0.1));\n", + "plt.yticks(np.arange(0,0.7,0.1));\n", + "\n", + "plt.gca().annotate('100%', color='tab:green', xy=(0.23, 0.2), xytext=(0.3, 0.25), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('20%', color='tab:green', xy=(0.18, 0.14), xytext=(0.3, 0.2), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('10%', color='tab:green', xy=(0.16, 0.1), xytext=(0.3, 0.15), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('2%', color='tab:green', xy=(0.255, 0.025), xytext=(0.3, 0.1), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "\n", + "plt.title('Effect of low data')\n", + "plt.savefig('review_figures/spread-mse-low-data.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combined plot" + ] + }, + { + "cell_type": "code", + "execution_count": 366, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({'font.size': 18, 'axes.formatter.limits': (-3,2)})\n", + "plt.figure(figsize=(10,4))\n", + "\n", + "plt.subplot(1,2,1)\n", + "plt.axhline(y=0,color='gray', lw=3, alpha=0.3)\n", + "plt.axvline(x=0,color='gray', lw=3, alpha=0.3)\n", + "plt.plot([0,0.5], [0,0.5], 'k', label='$||r||_2=||\\\\widetilde{r}||_2$')\n", + "marker_size = [15, 12, 9, 6]\n", + "for j in range(len(gz_mse_shallow)):\n", + " plt.plot(gz_mse_shallow[j],gz_spread_shallow[j], 'o', color='tab:orange', markersize=marker_size[j], markeredgecolor='k')\n", + " plt.plot(gan_mse_shallow[j],gan_spread_shallow[j], 'd', color='tab:green', markersize=marker_size[j], markeredgecolor='k')\n", + " plt.plot(vae_mse_shallow[j],vae_spread_shallow[j], 'p', color='tab:red', markersize=marker_size[j], markeredgecolor='k')\n", + "#plt.xlabel('Normalized MSE of deterministic part, $\\left(\\\\dfrac{||r||_2}{||S||_2} \\\\right)^2$')\n", + "plt.gcf().text(0.25,-0.1,'Normalized MSE of deterministic part, $\\left(\\\\dfrac{||r||_2}{||S||_2} \\\\right)^2$')\n", + "plt.ylabel('Normalized spread \\n of stochastic residuals, \\n $\\left(\\\\dfrac{||\\widetilde{r}||_2}{||S||_2} \\\\right)^2$')\n", + "plt.xticks(np.arange(0,0.6,0.1)); plt.xlim([-0.05,0.55])\n", + "plt.yticks(np.arange(0,0.6,0.1)); plt.ylim([-0.05,0.55])\n", + "\n", + "plt.gca().annotate('7 layers', color='tab:orange', xy=(0.09, 0.11), xytext=(-0.02, 0.2), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('4 layers', color='tab:orange', xy=(0.12, 0.14), xytext=(0.05, 0.25), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('2 layers', color='tab:orange', xy=(0.165, 0.18), xytext=(0.1, 0.3), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('1 layer', color='tab:orange', xy=(0.292, 0.31), xytext=(0.15, 0.35), fontsize=12,\n", + " arrowprops=dict(color='tab:orange', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "plt.title('Effect of shallow CNNs')\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.axhline(y=0,color='gray', lw=3, alpha=0.3)\n", + "plt.axvline(x=0,color='gray', lw=3, alpha=0.3)\n", + "\n", + "plt.plot([0,0.5], [0,0.5], 'k')\n", + "marker_size = [15, 12, 9, 6]\n", + "for j in range(len(gz_mse_nruns)):\n", + " plt.plot(gz_mse_nruns[j],gz_spread_nruns[j], 'o', color='tab:orange', markersize=marker_size[j], markeredgecolor='k')\n", + " plt.plot(gan_mse_nruns[j],gan_spread_nruns[j], 'd', color='tab:green', markersize=marker_size[j], markeredgecolor='k')\n", + " plt.plot(vae_mse_nruns[j],vae_spread_nruns[j], 'p', color='tab:red', markersize=marker_size[j], markeredgecolor='k')\n", + "\n", + "#plt.xlabel('Normalized MSE \\nof deterministic part, \\n $\\left(\\\\dfrac{||r||_2}{||S||_2} \\\\right)^2$')\n", + "#plt.ylabel('Normalized spread \\n of stochastic residuals, \\n $\\left(\\\\dfrac{||\\widetilde{r}||_2}{||S||_2} \\\\right)^2$')\n", + "plt.xticks(np.arange(0,0.6,0.1)); plt.xlim([-0.05,0.55])\n", + "plt.yticks(np.arange(0,0.6,0.1)); plt.ylim([-0.05,0.55])\n", + "\n", + "plt.gca().annotate('100%', color='tab:green', xy=(0.23, 0.2), xytext=(0.3, 0.25), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('20%', color='tab:green', xy=(0.18, 0.14), xytext=(0.3, 0.2), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('10%', color='tab:green', xy=(0.16, 0.1), xytext=(0.3, 0.15), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.gca().annotate('2%', color='tab:green', xy=(0.255, 0.025), xytext=(0.3, 0.1), fontsize=12,\n", + " arrowprops=dict(color='tab:green', shrink=0.03, width=0.3, headwidth=5, headlength=5))\n", + "\n", + "plt.plot(np.nan,np.nan,'o',color='tab:orange',markeredgecolor='k',label='GZ',markersize=15)\n", + "plt.plot(np.nan,np.nan,'d',color='tab:green',markeredgecolor='k',label='GAN',markersize=15)\n", + "plt.plot(np.nan,np.nan,'p',color='tab:red',markeredgecolor='k',label='VAE',markersize=15)\n", + "plt.legend()\n", + "plt.title('Effect of low data')\n", + "set_letters(fontsize=20)\n", + "\n", + "plt.savefig('review_figures/mse-spread.pdf')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 305, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.4630454182624817, 0.40370646119117737, 0.3806785047054291]" + ] + }, + "execution_count": 305, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[float(ds.L2_mean) for ds in [gan, gan_50, gan_25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 306, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.07046042382717133, 0.07538671791553497, 0.07761307805776596]" + ] + }, + "execution_count": 306, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[float(ds.L2_total) for ds in [gan, gan_50, gan_25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 307, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.19584715366363525, 0.34994831681251526, 0.41187500953674316]" + ] + }, + "execution_count": 307, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[float(ds.L2_residual) for ds in [gan, gan_50, gan_25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.8747721910476685, 0.8430895805358887, 0.7156968116760254]" + ] + }, + "execution_count": 309, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[float(ds.var_ratio.mean()) for ds in [gan, gan_50, gan_25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 352, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 352, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vae_25.PSD_res.isel(lev=0).plot()\n", + "vae_25.PSD_gen_res.isel(lev=0).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/notebooks/generalization.ipynb b/notebooks/generalization.ipynb new file mode 100644 index 0000000..4b5d44a --- /dev/null +++ b/notebooks/generalization.ipynb @@ -0,0 +1,1327 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + " var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", + " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", + " var reloading = false;\n", + " var Bokeh = root.Bokeh;\n", + " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + "\n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + " if (js_modules == null) js_modules = [];\n", + " if (js_exports == null) js_exports = {};\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + "\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " if (!reloading) {\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " }\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", + " window._bokeh_on_load = on_load\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " var skip = [];\n", + " if (window.requirejs) {\n", + " window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n", + " require([\"jspanel\"], function(jsPanel) {\n", + "\twindow.jsPanel = jsPanel\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-modal\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-tooltip\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-hint\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-layout\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-contextmenu\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-dock\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"gridstack\"], function(GridStack) {\n", + "\twindow.GridStack = GridStack\n", + "\ton_load()\n", + " })\n", + " require([\"notyf\"], function() {\n", + "\ton_load()\n", + " })\n", + " root._bokeh_is_loading = css_urls.length + 9;\n", + " } else {\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", + " }\n", + "\n", + " var existing_stylesheets = []\n", + " var links = document.getElementsByTagName('link')\n", + " for (var i = 0; i < links.length; i++) {\n", + " var link = links[i]\n", + " if (link.href != null) {\n", + "\texisting_stylesheets.push(link.href)\n", + " }\n", + " }\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " if (existing_stylesheets.indexOf(url) !== -1) {\n", + "\ton_load()\n", + "\tcontinue;\n", + " }\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\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", + " } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } var existing_scripts = []\n", + " var scripts = document.getElementsByTagName('script')\n", + " for (var i = 0; i < scripts.length; i++) {\n", + " var script = scripts[i]\n", + " if (script.src != null) {\n", + "\texisting_scripts.push(script.src)\n", + " }\n", + " }\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (var i = 0; i < js_modules.length; i++) {\n", + " var url = js_modules[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (const name in js_exports) {\n", + " var url = js_exports[name];\n", + " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " element.textContent = `\n", + " import ${name} from \"${url}\"\n", + " window.${name} = ${name}\n", + " window._bokeh_on_load()\n", + " `\n", + " document.head.appendChild(element);\n", + " }\n", + " if (!js_urls.length && !js_modules.length) {\n", + " on_load()\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", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n", + " var js_modules = [];\n", + " var js_exports = {};\n", + " var css_urls = [];\n", + " var inline_js = [ function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + "function(Bokeh) {} // ensure no trailing comma for IE\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " if ((root.Bokeh !== undefined) || (force === true)) {\n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " // Cache old bokeh versions\n", + " if (Bokeh != undefined && !reloading) {\n", + "\tvar NewBokeh = root.Bokeh;\n", + "\tif (Bokeh.versions === undefined) {\n", + "\t Bokeh.versions = new Map();\n", + "\t}\n", + "\tif (NewBokeh.version !== Bokeh.version) {\n", + "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", + "\t}\n", + "\troot.Bokeh = Bokeh;\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", + " }\n", + " root._bokeh_is_initializing = false\n", + " }\n", + "\n", + " function load_or_wait() {\n", + " // Implement a backoff loop that tries to ensure we do not load multiple\n", + " // versions of Bokeh and its dependencies at the same time.\n", + " // In recent versions we use the root._bokeh_is_initializing flag\n", + " // to determine whether there is an ongoing attempt to initialize\n", + " // bokeh, however for backward compatibility we also try to ensure\n", + " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", + " // before older versions are fully initialized.\n", + " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", + " root._bokeh_is_initializing = false;\n", + " root._bokeh_onload_callbacks = undefined;\n", + " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", + " load_or_wait();\n", + " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", + " setTimeout(load_or_wait, 100);\n", + " } else {\n", + " Bokeh = root.Bokeh;\n", + " bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + " root._bokeh_is_initializing = true\n", + " root._bokeh_onload_callbacks = []\n", + " if (!reloading && (!bokeh_loaded || is_dev)) {\n", + "\troot.Bokeh = undefined;\n", + " }\n", + " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", + "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + "\trun_inline_js();\n", + " });\n", + " }\n", + " }\n", + " // Give older versions of the autoload script a head-start to ensure\n", + " // they initialize before we start loading newer version.\n", + " setTimeout(load_or_wait, 100)\n", + "}(window));" + ], + "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\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 window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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 var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no 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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[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import cmocean\n", + "from pyqg_generative.tools.plot_helpers import *\n", + "from pyqg_generative.tools.computational_tools import PDF_histogram\n", + "from pyqg_generative.tools.operators import Operator1, Operator2, PV_subgrid_forcing, ave_lev, coord\n", + "%load_ext autoreload\n", + "%autoreload 3\n", + "\n", + "import hvplot.xarray\n", + "import holoviews as hv\n", + "hvplot.output(widget_location='bottom')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def reader(path):\n", + " ds = xr.open_dataset(path)\n", + "# return ds\n", + " time = slice(44,None) \n", + " ds = ds.drop_vars(('PDF0', 'PDF1', 'PDF_gen0', 'PDF_gen1', 'PDF_mean0', 'PDF_mean1', \n", + " 'PDF_res0', 'PDF_res1', 'PDF_gen_res0', 'PDF_gen_res1', 'q_0', 'q_1'))\n", + " \n", + " time = slice(44,None)\n", + " Nbins = 70\n", + " target = 'q_forcing_advection'\n", + " for lev in [0,1]:\n", + " arr = ds[target].isel(time=time, lev=lev)\n", + " mean, std = arr.mean(), arr.std()\n", + " xmin = -5; xmax = 5\n", + " coords = None\n", + " for suffix in ['', '_gen', '_mean']:\n", + " array = ds[target+suffix].isel(time=time, lev=lev).values.ravel() / float(std)\n", + " points, density = PDF_histogram(array, xmin = xmin, xmax=xmax, Nbins=Nbins)\n", + " if coords is None:\n", + " coords=[coord(points, 'RMS units')]\n", + " \n", + " ds['PDF'+suffix+str(lev)] = xr.DataArray(density, dims='q_'+str(lev), coords=coords)\n", + " \n", + " for lev in [0,1]:\n", + " arr = ds[target+'_res'].isel(time=time, lev=lev)\n", + " mean, std = arr.mean(), arr.std()\n", + " xmin = -5; xmax = 5\n", + " coords = None\n", + " for suffix in ['_res', '_gen_res']:\n", + " array = ds[target+suffix].isel(time=time, lev=lev).values.ravel() / float(std)\n", + " points, density = PDF_histogram(array, xmin = xmin, xmax=xmax, Nbins=Nbins)\n", + " if coords is None:\n", + " coords=[coord(points, 'RMS units')]\n", + " ds['PDF'+suffix+str(lev)] = xr.DataArray(density, dims='dq_'+str(lev), coords=coords)\n", + " \n", + " return ds" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Prediction of stochastic residuals with shallow CNN" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "gz = reader(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-0/offline_test.nc')\n", + "\n", + "gz_jet = reader(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/MeanVarModel-0/offline_transfer.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "gan = reader(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/offline_test.nc')\n", + "\n", + "\n", + "gan_jet = reader(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CGANRegression-retrain-0/offline_transfer.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "vae = reader(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/offline_test.nc')\n", + "\n", + "vae_jet = reader(\n", + " '/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/CVAERegression-None-0/offline_transfer.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "std = gz.q_forcing_advection.isel(lev=0,time=slice(44,None)).std()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 150000000000.0)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({'lines.linewidth': 10, 'font.size':20})\n", + "nbins=1000\n", + "plt.figure(figsize=(12,4))\n", + "plt.subplot(1,2,1)\n", + "plt.hist(gz.q_forcing_advection.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='k',lw=1);\n", + "plt.hist(gz.q_forcing_advection_gen.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='tab:orange',lw=3);\n", + "plt.hist(gan.q_forcing_advection_gen.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='tab:green',lw=3);\n", + "plt.hist(vae.q_forcing_advection_gen.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='tab:red',lw=3);\n", + "plt.xlim([-0.25e-10,0.25e-10])\n", + "plt.ylim([0, 1.5e+11])\n", + "plt.subplot(1,2,2)\n", + "plt.hist(gz_jet.q_forcing_advection.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='k', lw=1);\n", + "plt.hist(gz_jet.q_forcing_advection_gen.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='tab:orange', lw=3);\n", + "plt.hist(gan_jet.q_forcing_advection_gen.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='tab:green', lw=3);\n", + "plt.hist(vae_jet.q_forcing_advection_gen.isel(lev=0,time=slice(44,None)).values.ravel(),nbins, density=True,histtype='step',color='tab:red', lw=3);\n", + "plt.xlim([-0.25e-10,0.25e-10])\n", + "plt.ylim([0, 1.5e+11])\n", + "#plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_spectra(operator='Operator1', resolution=48, lev=0, gan_folder='CGANRegression-retrain', vae_folder='CVAERegression-None', gz_model='0', gan_model='0', vae_model='0', ds=False, file='offline_test.nc', models_folder='models_retrain'):\n", + " default_rcParams({\n", + " 'lines.linewidth': 1.5,\n", + " 'axes.labelsize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.titlesize': 14,\n", + " 'lines.markersize': 2\n", + "})\n", + " cl = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + " lss = ['-', '-', '-', '-']\n", + " mks = ['d', 'o', None, None]\n", + "\n", + " mse = reader(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/{models_folder}/'+operator+'-'+str(resolution)+f'/OLSModel-{gz_model}/{file}').isel(lev=lev)\n", + " gz = reader(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/{models_folder}/'+operator+'-'+str(resolution)+f'/MeanVarModel-{gz_model}/{file}').isel(lev=lev)\n", + " gan = reader(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/{models_folder}/'+operator+'-'+str(resolution)+f'/{gan_folder}-{gan_model}/{file}').isel(lev=lev)\n", + " vae = reader(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/{models_folder}/'+operator+'-'+str(resolution)+f'/{vae_folder}-{vae_model}/{file}').isel(lev=lev)\n", + " \n", + " if ds:\n", + " return mse, gz, gan, vae\n", + "\n", + " fig, axs = plt.subplots(2,2, figsize=(10,5))\n", + " plt.subplots_adjust(wspace=0.3, hspace=0.35)\n", + "\n", + " ax = axs[1][0]\n", + " mse.Eflux.plot(ax=ax, color='k', ls='--', lw=3, label='True')\n", + " for m, color, ls, mk, label in zip([mse, gz, gan, vae], cl, lss, mks, ['MSE', 'GZ', 'GAN', 'VAE']):\n", + " m.Eflux_gen.plot(ax=ax, color=color, label=label, ls=ls, marker=mk)\n", + " ax.set_title('')\n", + " ax.set_ylabel('Energy transfer \\n by subgrid forcing, $m^3/s^3$')\n", + "\n", + " ax = axs[0][1]\n", + " mse.PSD.plot(ax=ax, color='k', ls='--', lw=3, label='True')\n", + " for m, color, ls, mk, label in zip([mse, gz, gan, vae], cl, lss, mks, ['MSE', 'GZ', 'GAN', 'VAE']):\n", + " m.PSD_gen.plot(ax=ax, color=color, ls=ls, label=label, marker=mk)\n", + " ax.set_title('')\n", + " ax.set_ylabel('Power spectrum of \\n subgrid forcing, $sp(S), m/s^4$')\n", + " ax.legend(fontsize=11, frameon=False)\n", + "\n", + "\n", + " ax = axs[0][0]\n", + " gan.PSD_res.plot(ax=ax, ls='--', color='k', lw=3)\n", + "# gz.PSD_res.plot(ax=ax, ls='--', color='gray', lw=3)\n", + " gz.PSD_gen_res.plot(ax=ax, color=cl[1], ls=lss[1], marker=mks[1])\n", + " gan.PSD_gen_res.plot(ax=ax, color=cl[2], ls=lss[2], marker=mks[2])\n", + " vae.PSD_gen_res.plot(ax=ax, color=cl[3], ls=lss[3], marker=mks[3])\n", + " ax.set_title('')\n", + " ax.set_ylabel('Power spectrum of \\n residuals, $sp(r), m/s^4$')\n", + "\n", + " ax = axs[1][1]\n", + " if lev==0:\n", + " key_ref = 'PDF0'\n", + " key = 'PDF_gen0'\n", + " else:\n", + " key_ref = 'PDF1'\n", + " key = 'PDF_gen1'\n", + " \n", + " mse[key_ref].plot(ax=ax, color='k', ls='--', lw=3)\n", + " for m, color, ls, mk in zip([mse, gz, gan, vae], cl, lss, mks):\n", + " m[key].plot(ax=ax, color=color, ls=ls, marker=mk)\n", + " ax.set_title('')\n", + " ax.set_ylabel('PDF density of \\n subgrid forcing $S$')\n", + " ax.set_xlabel('RMS units')\n", + " ax.set_yscale('log')\n", + "\n", + " for inset, xlim, ylim in zip(\n", + " [[0.7, 0.55, 0.4, 0.5], [0.7, -0.05, 0.4, 0.5]],\n", + " [[-1, 1], [-3, -2]],\n", + " [[0.3, 0.7], [5e-3,5e-2]]\n", + " ):\n", + " ax_inset = ax.inset_axes(inset)\n", + " mse[key_ref].plot(ax=ax_inset, color='k', ls='-', lw=3)\n", + " for m, color, ls, mk in zip([mse, gz, gan, vae], cl, lss, mks):\n", + " m[key].plot(ax=ax_inset, color=color, ls=ls, marker=mk)\n", + " ax_inset.set_xlabel('')\n", + " ax_inset.set_ylabel('')\n", + " ax_inset.set_xticklabels([])\n", + " ax_inset.set_yticklabels([])\n", + " ax_inset.set_title('')\n", + " ax_inset.set_xlim(xlim)\n", + " ax_inset.set_ylim(ylim)\n", + " ax.indicate_inset_zoom(ax_inset, edgecolor=\"black\")\n", + " \n", + " dx = gan.x[2] - gan.x[1]\n", + " for i in [0,1]:\n", + " for j in [0,1]:\n", + " if i==1 and j==1:\n", + " break\n", + " axs[i][j].axvline(x=np.pi/dx, ls='--', color='gray', lw=1)\n", + " if operator == 'Operator1':\n", + " axs[i][j].axvline(x=0.65*np.pi/dx, ls='-.', color='gray', lw=1)\n", + " if lev==0:\n", + " if operator == 'Operator2':\n", + " axs[1][0].text(np.pi/dx, 2e-6, r'$\\frac{\\pi}{\\Delta x}$', fontsize=14, color='gray')\n", + " else:\n", + " axs[1][0].text(np.pi/dx, 2e-6, r'$\\frac{\\pi}{\\Delta x}$', fontsize=12, color='gray')\n", + " axs[1][0].text(0.65*np.pi/dx, 2e-6, r'$0.65\\frac{\\pi}{\\Delta x}$', fontsize=12, color='gray')\n", + "\n", + " for j in [0,1]:\n", + " xlim = list(axs[0][0].get_xlim())\n", + " xlim[0] = -0.1e-4\n", + " if resolution == 48:\n", + " xticks = [0, 0.00005, 0.0001, 0.00015, 0.0002]\n", + " else:\n", + " xticks = [0, 0.0001, 0.0002, 0.0003, 0.0004]\n", + " axs[0][j].set_xticks(xticks)\n", + " axs[0][j].set_xlim(xlim)\n", + " axs[0][j].set_xlabel('wavenumber $\\kappa, m^{-1}$')\n", + " axs[1][0].set_xticks(xticks)\n", + " axs[1][0].set_xlim(xlim)\n", + " axs[1][0].set_xlabel('wavenumber $\\kappa, m^{-1}$')\n", + " \n", + " \n", + " fig.align_ylabels(axs[:,0])\n", + " fig.align_ylabels(axs[:,1])\n", + " \n", + " set_letters(x=-0.07)\n", + " return axs" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(file='offline_transfer.nc', gz_model='1')\n", + "plt.suptitle('Generalization to jet configuration: $48^2$, Sharp filter, upper fluid layer', fontweight='bold')\n", + "plt.savefig('review_figures/generalization_explain_48.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(resolution=96, file='offline_transfer.nc', gz_model='0')\n", + "plt.suptitle('Generalization to jet configuration: $96^2$, Sharp filter, upper fluid layer', fontweight='bold')\n", + "plt.show()\n", + "#plt.savefig('review_figures/generalization_explain.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_spectra(gan_model='1',models_folder='models_jet', file='offline_transfer.nc', gan_folder='CGANRegression', vae_folder='CVAERegression')\n", + "plt.suptitle('Generalization to eddy configuration: $48^2$, Sharp filter, upper fluid layer', fontweight='bold')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "gan = xr.open_dataset(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_jet/Operator1-48/CGANRegression-0/offline_transfer.nc')\n", + "gz = xr.open_dataset(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_jet/Operator1-48/MeanVarModel-0/offline_transfer.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(0.75762314, dtype=float32)" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gan.L2_residual.values" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(0.86280346, dtype=float32)" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gz.L2_residual.values" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gan.PSD_gen_res.isel(lev=0).plot()\n", + "gan.PSD_res.isel(lev=0).plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YsSM+Pj4AdO3aldOnT1OqVCk7RyZEPrJlDcK/rHYbKwnCFVmUIFq3bs3Nmzfx8/MDYOzYsdle27VrV5sEllfXr1/n2LFj+Pn58dRTT9G6dWs6derE33//ne1zUlJSiI2NzfAjhENR6r4+iLC8l+dXRruNu5T3soTDcbfkoipVqjBixAjat2+PXq/n/PnzvPPOO5muU0px/PhxmwdpjYsXLwKwfv16fv/9d2rWrMn06dP5v//7P44fP46vr2+m58yePZvp06cXdKhC2E7iLUhL0I4DyuW9PFMNIvEmpKeAu1feyxQOQ6eUZQOcly1bxsKFCzEYDFy9etXcTHP/05VSREdHk56enj/R5sLvv/9Os2bNePLJJ9m8eTMAx44do169eixZsoSXX34503NSUlJISUkx3zf1WcTExODv719gsQthtYuH4d/ttb/8x5/Ke3lKwcxSYEiBMcegWFjeyxR2FRsbS0BAgEXfaxbVIABGjx7N6NGjAWjfvj07duzI8rrHHnssF6Hmn9KlSwPw6KOPms+ZmsjCw8OzfI6XlxdeXvIXknBgeV1i40E6HfiXgdvntX4ISRAuxaphrt9//322j3355ZdWB2NLZcqUwcPDA09Pz0yPWVhpEsLx3LbRJLn7+d1tZpJ+CJdjVYIoUqQIcXFxTJkyhbZt21KnTh1Gjx5NVFQU5cvb6C+XPPL09OTJJ5/k6tV7K1GaRmG1aNHCXmEJkb9sOcTVxP9uR7WMZHI5ViWIixcvUr16ddasWUNycjLe3t785z//oW7dupw+fdrWMVptzJgxfP/991y+rH2wN27cSN26denXr5+dIxMin9hyiKuJeSSTJAhXY3EfxP3GjRvH1KlTefHFFzOc37hxI6+99hrfffedTYLLq1atWrF8+XKeeOIJ3N3dCQ0N5aeffpJ+BuG8bLXMxv3McyGkicnVWJUgrl69mik5ADz11FMsWLAgz0HZUp8+fejTp4+9wxAi/ykFMVHasdQghA1Y1cSUnJyMwWDIdN5oNJrb+YUQBSz+KqQng05vmzkQJlKDcFlW1SB69epFjx49ePXVVwkNDcVgMHDlyhUWLVpEjx49bB2jEMISpv4H/xBw87BdueYaxBWtlqLT2a5sUahZlSAmTJjAhQsX6NSpU4Yho0899ZTMRBbCXvKj/wHuJQhDijZTu2hx25YvCi2rEgRoM6tffvll9u7dS1JSEs2bN6dx48a2jE0IkRv5McQVwN0TigRD4g1tLoQkCJdhdYIAqF69OtWrV7dVLEKIvLDVTnJZ8S+jJYjYy1C6tu3LF4WSU28YJIRLya8mJpDZ1C5KEoQQziI/JsmZyGxqlyQJQghnYDRATLR2bOs+CJAahIuyKkF89NFHto5DCJEXcZfBmAZ6j3ujjmxJahAuyaoEMW7cOM6dO2frWIQQ1jL1PwSUA72b7cs31yAkQbgSqxJEUlISI0aM4LnnnuOHH37AaDTaOi4hRG7kZ/8D3FeDkCYmV5LrBKGUYs2aNfz0008sXryY6Oho+vbty+uvv87JkyfzI0YhxMPk1xwIE1OzVdItSEvOn9cQhU6uE4ROp6Nnz54ABAYGMmTIEJ566ik2b95MrVq1aNmyJatXryY5WT5EQhQYW+8k9yCfYuDurR1LM5PLyHWCMBqNNGrUiP379zNmzBjKli3Liy++SJMmTdi+fTv//e9/8fPzo2/fvhw6dCg/YhZCPCg/50CAtv6SrOrqcnI9k1qv13Py5ElatWpF06ZNmT17Nk8//bR5v2eAfv360aVLF/r375/j9qRCCBvJ7yYm0FZ1vX1O+iFciFVLbQQEBLB///5sl9n49ddfGTBgAA0aNMhTcEIICxjSIPaidpxfndQgNQgXlOsEYTQamTBhQo5rMFWpUoXBgwczYMCAPAUnhLBATDQoo9ZH4Fsq/15H5kK4HKuamN58880M52JjY4mLi6NUqVK4u7tTpkwZZs2aZbMghRA5MHVQB4Tm714NMpva5Vg1D+K5557LcP/QoUP8+9//Zvjw4Xz99dc2CUwIYaGC6H8AqUG4IKv6IC5evJjhfvv27Wnfvr35uG/fvnmPTAhhmfyeJGciNQiXY3GCeOGFF9Ddrb6eOnWKoUOHmh/T6XQYjUZOnjxJamqq7aMUQmQvv4e4mvjL1qOuxuIEMX78eA4dOsS0adNITk7Oci2m9u3bM3r0aJsGKIR4CFMNIr+bmHxLa7eGVEi8CUWD8/f1hN1ZnCBq1qxJzZo1qVGjBhMmTGDHjh35GZcQwlL5uZPc/dw9oWgJSLiuzYWQBOH0ct1J3bhx4xwnv/311195CkgIkQvpKffmJQSG5f/ryVwIl2JRDUIpRXJyMj4+PhiNRm7evMnNmzezvG7QoEEcO3bM5oFa48SJE6SlpVGzZk3c3d2JjIzkn3/+oV27dvYOTQjbuBOl3XoUhSJB+f96/mXhyp8ym9pFWJQgGjRowIULF4iMjMRoNFK+fHlzh/X9lFJZnreXjRs3Mm3aNLy9vfHz8+P69evMmzdPEoRwHnfOa7fFyhdMp7HUIFyKRQmidevWnDhxAh8fH9zc3ChVqhSffPIJ3t7eGRKC0WjkxRdfzLdgrREUFERiYiJlypRh8eLF9O/f394hCWE7BTXE1cT/7lBXqUG4BIsSxKJFizLcnzVrFp07d87y2tGjRxeqmsS3335LmzZt7B2GEPmjoIa4mkgNwqVYNVFuyJAhGe7fvHmTHTt2ULt2bV599VWbBCaEsECB1yBkNrUrsWqpje7du/Poo4+yevVqjh07RsWKFRk3bhzNmzdnzZo1to4xT3788UdatGhB48aNef7554mJicn22pSUFGJjYzP8CFGoFdQyGyYym9qlWJUgUlNT2bp1K0OHDuWNN96gSpUqREZGcu7cOVasWGHrGPPkxIkT7Nixg4MHDxIbG0vv3r2zvXb27NkEBASYf0JDQwswUiGskN87yT3IVINIug1pSQXzmsJurEoQsbGxVKlShfT0dPbv30+/fv3Q6/UEBgbi5eVl6xitNmzYMDZs2GCOqW/fvuzYsYN9+/Zlef3EiROJiYkx/0RFRRVkuELkTmqCNmkNCq6JyTsQ3H20Y+mHcHpW9UGEhITw119/sW/fPhISEujYsSMAR48epVKlSjYNMC9CQkIy3A8O1mZ+Hj58mBYtWmS63svLq1AlOCFyZJoD4R0APoEF85o6nVaLuPWP1g8RVLFgXlfYhVU1iNGjR9OyZUv+9a9/MWnSJOrXr0///v1p1qwZt27dsnWMVomNjSUkJIQlS5aYzxmNRgB8fHzsFZYQtlNQS2w8yNwPITUIZ2dVDaJdu3bcunWLuLg4AgMDAZg/fz5z5swpNM0yMTExXL9+HTc3N/O5qKgodDodzZs3t2NkQthIQQ9xNTGPZJKOamdnVQ0CwM3NzZwcQGvOeeSRR3jjjTcwGAy2iC1PQkNDGTBgAC1btgQgMTGR5cuXM2zYMGrVqmXn6ISwgTt2ShAyF8JlWFWDOH78OHPnzjV39iqlzLcXLlzI8Fd7diZMmMCNGzeseXnza5UoUYL3338/22vmzZvHSy+9RHR0NOnp6fTp04e33nrL6tcUolAp6CGuJjKb2mVYlSD69u1LzZo1GTRokHnGtGnToOXLl1tUxsGDB/O8ZLhpF7vsBAcHs3Hjxjy9hhCFVkFPkjORGoTLsCpBBAYG8s0332T52JUrV0hPT8fdPeeiu3btas1L27wMIRyW3fogTDUISRDOzqo+iJCQkGxnGdeqVcuidZjGjx9vzUvbvAwhHFJyDCTf0Y7tWYO4OzJQOCerEkSvXr1o2bIln3/+OXv27DH/7N69m8WLF1vUB/Eg0x4Shw4dsiYkIVzL7fPabZFg8PIt2Nf2Kw3owJimbT0qnFaum5iMRiPPPfccgPn2fpbUHtatW5dppNPevXtp2bIlX3/9NVu2bMltWEK4lptntdvgRwv+td087m49ek1bk8m3RMHHIApErhOEXq8nLCyMH374gSJFimR4TClFmzZtLFrue/Xq1XTo0ME8AioyMpK0tDQiIiJyG5IQrufm3f8nxe20coF/GS1BxF6GMnXtE4PId1Z1Uq9YsYJq1apl+djSpUsfmiAGDhxImzZt+Omnn+jTpw8BAQF89tlnDB48mE2bNlkTkhCuxVSDKF7ZPq/vVxYuH5NVXZ2cVQmiU6dOHD9+nHXr1pGamsr8+fPZvXs3qampdOvWzaIyypUrxwsvvMA333xDmTJlzAmlV69e1oQkhGuxd4KQfSFcglWd1F9//TX169dn27Zt/PTTTwC0atWK06dPZ1j7yBJ9+vQhODjYvE6SEOIhlLJ/gpB9IVyCVQli3rx57Nmzh6NHj1KihNZBpdPpGD16NNu3b891eVWqVOH555+3JhQhXE/iTW2YKzooVsE+MUgNwiVYvRZTs2bNgIyjltLT0zl+/HjeoxJCZM9UewgMBQ9v+8Qgs6ldglUJoly5cixatIi0tDTzuRs3bvDss8/Spk0bq4P56KOPKFu2LGfOnCE5OZnZs2fz2muvceLECavLFMLp3Phbu7VX8xLIekwuwqoEsXjxYj744AN8fX3Zt28fwcHBlC5dmsjISObPn291MDExMWzatIny5cszYsQI5syZQ2hoKAsWLGD37t1WlyuEU7F3/wPcq0Ek35GtR52YVaOYypYtS3h4OMuXL+fgwYMAdO7cmSFDhlg0US47CQkJNG3alLS0NDZu3Mirr77KmDFjMBqNvPbaa7Ru3drqsoVwGoUhQXgHgEcRSEvUahH2mo8h8pVVCQKgaNGivP7665nOb968mR49elhVpsFgYOXKlZw/f57k5GTzYnym/a6FENh/khxoW4/6lYFbEVo/hCQIp/TQBGE0Grl48aJFhSUlJTF27FirE8TUqVOZN28ef/31F/PmzeOxxx5j7dq1tGjRIkN/hxAuy2jQ9oMG+9YgQOuHuBUhI5mc2EMTRExMDOXLl89T05Gl9Ho9b7zxBm+88Yb53Jw5c0hNTc1wTgiXFRMNhhRw84SAUPvGYh7JJB3VzuqhCaJYsWKUK1eOdevW4eXlBcCvv/7K6dOnMy3Wt3HjRtLT020a4B9//EFiYiL+/v42LVcIh2TqfwiqCPrcr5psUzIXwulZ1AcxZ84cWrVqZb4/c+ZMNm/enKlW0apVKx5//HGLXnj79u20bNmSokWL5hygu7skByFMzP0Pdm5eAplN7QIsShD9+/fPcP/mzZtZNjnpdDpSUlIseuE7d+4wdOhQ3NzcePLJJ+nWrdtDk4UQLs88gqkQdApLDcLpWTUPomjRoixYsCDTng4ffvihxWsqPf3003z11VesXLmS9PR0hg0bxqBBg1i/fj2JiYnWhCWE8ysMQ1xNzDUISRDOSqdMGzLkwokTJ2jevDmenp6EhISg0+m4ePEiqamp/Pjjj+ZlOHIrPj6ezZs38/333+Pu7k737t3p1q1bpn0nCkpsbCwBAQHExMRIM5coHBbWgTuRMGQblH/MvrHERMMHNUHvDpOug97qlXtEAcrN95pV/6I1atTgxIkT9OvXD29vb5KTk+nbty+HDx+2OjkA+Pr6MnDgQL788ktWrFhhrlk8++yzbNy4kaQkmbEpXFh6Cty5oB0XhhqEbym0rUfTIfGGvaMR+cCqGkRBi4+PZ8uWLWzdutVcs+jatSs+Pj75+rpSgxCFyrVTsLwpePnDmxe0yWr2Nq8KxF+F4b9C2Xr2jkZYIN9rEAXN19eXAQMGsG7dOpYtW0ZqairDhg3jpZdesndoQhSc+zuoC0NyAFnV1clZvdSGvZiSxYABA2STIeFaClMHtYl/Wbh8VFZ1dVKFvgaR04gmfS46xYxGIy1atJBVYYXjKowJQmoQTs3mCeLChQs2LW/t2rVMnTqVS5fy9hfK0qVL2b9/Pw7Q5SJE1grTJDkTmQvh1GyeIJ555hmrv4S3bdtGw4YNadiwISNGjOD7779nyJAhTJs2jVWrVlkdU1RUFGvXrrX6+UIUCoVpkpyJzKZ2ag/tg7h58yZNmjSxqDCj0UhUVJTVC/utWbOG6dOnExcXx549exg5ciRxcXE0b94806S83Hj99deZNWuWxcuACFHoJMdAwjXtOKgQJQipQTi1hyaIoKAgrl+/zssvv4y3d8773yql8rSjXIMGDejWrRug1USWL1/Onj17OHjwIF26dLGqzP/85z/UqlWLKlWqPPTalJSUDEuFxMbGWvWaQticqXnJtxR4F6Ih11KDcGoPTRA6nY7Bgwcza9Ysiwq8cuUKRqMxVx3IJm5ubly/fp0SJUqYz7Vq1SrDQoG5ER8fz6pVq9i8eTOXLz/8L5zZs2czffp0q15LiHxVGPsf4F4NIjkGUhPB0z6rHoj8YdG3+JIlSx56zccff8zw4cMZOXKkVckBYNSoUfzrX/9i69atpKamWlXG/aZNm8akSZPw9PS06PqJEycSExNj/omKispzDELYRGHsfwBt0p7H3UU2ZSST08nTPIirV6+SlpaGUor/+7//o3HjxowcOZJ9+/ZZVd7IkSP56aef+Oabb3Bzc6NRo0bmGkSrVq3w9fW1uKyjR4+SnJxMixYtLH6Ol5eXec8LIQqVwjjEFbQJe/5ltPhkb2qnY1WCuHTpEt27d+fo0aOZHuvbt6/VwYSEhHDz5k0MBgN//PEHe/fuZe/evXz88ccUKVKEf/75x+Kyvv/+ew4fPky7du0ArbkJYOzYsTz22GMsW7bM6jiFKHCFNUGANhfi5lmpQTghqxLEK6+8Qu3atXn//fcZM2YMy5cvJz09neXLl/P0009bHUyxYsUAzLWHRo0aMXbsWEDb+jQ3Jk2axKRJk8z3d+3aRbt27Vi4cCFt2rSxOkYhCpxShbcPArTZ1CCzqZ2QVQni9OnTHD9+HIDAwEBq1apF8eLFad26NR06dKB3795WBVOnTh02b95Mjx49Mj0WEBBgVZkmprkZsjyHcDjx1yA1DnR6KBZm72gyk9nUTsuq3uTKlSsTFRWFUooGDRrw2WefAdpf/jduWL/sb2pqKq+88gr9+/fnyy+/tFkn8cCBAxk6dCgAL774IqNGjbJJuUIUCFPzUuAj4F4I+8ikBuG0rKpB+Pr6EhYWxqeffsrQoUNp1qwZp06d4syZM5QvX97qYNasWcMbb7zB8ePHmTlzJqdOnaJcuXK0bNmS3r1706dPH6vKXbdundUxCWF3hbn/AaQG4cSsShDLly+nWbNmdO3alaCgIJYuXcrkyZMpXbq0uTZhjVq1atGgQQNGjx6NTqfj1q1b7Nu3jz179vDtt99anSCEcGiFPUGYaxCSIJyN3TYM+uuvv6hdu3am87/++itnzpzhxRdftLoMW5ENg0Sh8OUAOL0VusyDJg//f1HgYi7CBzVk61EHke8bBr355ps0a9aM9PR0qwIEzKOTHtSmTRuLkkNOZQjhVArrJDkT31JaB7oxHRKu2zsaYUNWNTH98MMP1K1bF3f3zE9fv369RUNdr1+/ztChQ1FKWbS434PXKaW4fl0+jMLJGQ1w6+78n8LaxOTmDkVLQvwVbU0mv1L2jkjYiFUJ4rHHHuPJJ5/M8rFly5ZZlCD+/PNPa15aCNdy5wIY08DNC/zL2Tua7PmX0RJE7GUoW9/e0QgbyXWCUEpx5MgR/v3vf+Pp6Unp0qXNay8ppWy+YZAQLs08Qa5S4W7b9ysL/CGrujqZXCcInU7HiRMnGDduHH5+fhkeU0oxb948mwUnhMsr7P0PJrIvhFOyqonp+eefZ+7cuVk+dvnyZauX+xZCPKCwD3E1kbkQTsmqBLF06dJsH1u5cqXVwQghHuAoCUJmUzslq/7Mf+ONNzLc/+abb3jhhRd47rnn2L17t00CE0JQuBfpu5/UIJySVTWIw4cPZ7jfp08f8yznLl260Lp1a6uC2bVrF23bts1wLjo6mnLlCvHoDSHyS1oSxNxdj6ywJwiZTe2ULE4QM2bMMM9DOH/+PO+88475MZ1Oh9Fo5OTJk7nas+H27dtcunSJmjVrAtqudA8miN27dxMREcG4ceMoWrSoxWUL4fBunQMUeAdAkeL2jiZnphpESgykJoCn/F91BhYniIYNG3Lo0CEWLlxIamoqn3zySaZrmjdvzsaNGy1+8V27dtG/f3+KFi3KY489xq1bt9i/fz8NGzY07+w2YMAA4uPjmT9/PlOmTLG4bCEc3v39DxZMJrUrb3/w9IXUeK0WEVzIazzCIhYniK5du9K1a1datGjBrFmz2LFjR55fvFevXty5c4cDBw6wb98+Fi5cSPfu3UlISKB+/fo89thjtGjRgurVq3PpknR+CRfjKB3UJn5l4Obf2lwISRBOIdd9EB07dqRixYqZzlu6ZMaDfHx8aNOmDW3atOHkyZOsXbuW48ePm1dxHT9+PDdu3GDixIm5LlsIh+YoHdQm/ncThPRDOA2rRjHduHGDhg0bsm/fPvO5nTt3MmDAAOLi4qwOpmPHjoC27PeIESP4/PPPOXfuHHFxcbz11ltWlyuEQ3KUSXImfnc7qmU2tdOwKkFMmjQJb29v7l8pvH379sydO5fx48dbXM7kyZPZunWreb/pwYMHZ7rm0KFDeVo1VgiH5WhNTDKb2ulYNcxVp9NlqD2YhISEcPr0aYvLWb16NatXr+batWvUrl3b3NTUunVrihfXRm2kpaUxd+5cgoODLV4GXAiHl3QbEu9u3xskNQhhH1bVIO7cuUNkZGSm83v27CElJcXicnr37s2lS5cIDw/npZde4tKlS/Tp04eSJUtSq1YtRo8ezYULF+jVq1emuRdCOLWbd4eL+5UBL1/7xmIpqUE4HatqEC+++CK1a9dm8ODBVKhQAZ1Ox7Fjx/j6669ZvXq1xeWYluyoWrUqVatW5eLFixw4cIBixYqxd+9e9u3bx/Tp04mMjGTy5MnWhCqEY3K05iW4rwYhCcJZWJUghg0bhsFg4K233uL27duA1rz0wQcfWLQXRHZ8fX1p1KgRAJUqVTL3SaxcuZJHH33U6nKFcDiO1kEN92oQcVe0jY70bvaNR+SZ1UuujhgxgmvXrvH777/z+++/c+HChTz3EURERGTZtzFy5Ej27t2bp7KFcCiOWIMoWlLbelQZZOtRJ2FVDQLg+PHjrFu3jtTUVObPn8/u3btJTU01D1W1xuTJk2nbti3169enb9++tGrVijJlypCUlMTly1JtFS7EEROEm7u2P3XcZW1VV7/S9o5I5JFVNYivv/6a+vXrs23bNn766ScAWrVqxenTp1myZInVwYSEhLB//368vb0ZNGgQ5cqVIzAwkBIlStCkSROryxXCoSjleJPkTGRVV6diVYKYN28ee/bs4ejRo5QoUQLQhr6OHj2a7du35ymgEiVKsGbNGq5cucJ3333Hxx9/zOnTp3nhhRdyXVZSUhJjxoyhWrVqVK1alSeffJJz587lKT4h8l3cFUhLAJ0bBJa3dzS5I/tCOBWr+yCaNWsGkGF5jfT0dI4fP27R87dv305CQkK2jwcFBdGlSxd69+5NSEiIVTG++eabJCUlceLECU6dOkVcXBxt2rTJ1VBcIQrczb+122Llwd3TvrHkltQgnIpVCaJcuXIsWrSItLQ087kbN27w7LPP0qZNG4vKuHPnDkOHDmXgwIGsX78+x2RhrT179rB69WqSkpLQ6XQ0atSIqKgojh49avPXEsJmHLH/wUTmQjgVqzqpFy9ezGOPPcYbb7yBTqcjODiYO3fu0KRJE7Zs2WJRGU8//TRPP/00cXFxbNmyhWHDhuHm5kb37t3p3r07RYoUsSa0DObNm0dERIR5H4njx4/j5eUlQ2ZF4eao/Q8gs6mdjFUJomzZsoSHh7N8+XIOHjwIQOfOnRkyZEiuV3T18/Nj4MCBDBw4kPj4eDZv3szQoUNxd3ene/fudOvWzepk0b59e9q3bw/AP//8w2+//cb7779PUFCQVeUJUSAccQ6EidQgnIrVw1yLFi3K66+/TkJCAmlpaQQGBuY5GF9f3wzJ4v6axZNPPkm3bt3w8fHJVZnXrl3jX//6Fz///DOjR49mzJgx2V6bkpKSoX8iNjbW6vcihNUcuYlJZlM7Fas7qdetW0e1atXw9/cnODiYJ598MstJbtby9fVlwIABfPHFF6xYsYK0tDSGDRvG4MGD+frrr0lKSrKonJIlS/LVV18RHh7OF198wYABAzAajVleO3v2bAICAsw/oaGhNns/QljEkAa3z2vHjpggTDWIlFhIibdvLCLPdOr+Nbst9NFHHzF8+HAaN25Mo0aNSE5O5sCBA5w7d44DBw5Qo0aN/IgVwFyz2Lp1K/7+/qxYscLi506aNIl3332Xzz//nIEDB2Z6PKsaRGhoKDExMfj7+9skfiFydDMCljQAdx946xLorf4bzn5mlYPUOHj5EARLf19hExsbS0BAgEXfa1Y1Mb377rts2rSJHj16ZDi/ZMkShg0bxv79+60p1iKmmkVONQHQhty+9NJLtGvXjgEDBgCYd8I7ePBglgnCy8vLvBe2EHZxf/+DIyYH0GoRN+K0uRCSIByaVZ/AsLCwTMkB4JVXXrFq21GTpUuXsnv3bovnKehz+A8UHh7ORx99lGFmt2lhwWrVqlkdoxD5ypE7qE1McyFiouwbh8gzqxKEj49Pln+9x8fHExwcbL7/1ltvZZgr8TBVqlShY8eOBAYG0qpVK95++222b99OfHzGtkxLFu6rXr06lSpVYuzYsQAkJyezbt06ypcvb65RCFHoOHIHtUmZOtpt5G/2jUPkmVVNTKVLl2bEiBG0bt3afE4pxbJly+jQoQNr165FKcW6deuYNWuWxeXu37+fXbt2ERAQwL59+9i7dy+jRo0iKiqKunXr0rp1a1q1asWyZcv4+eefcyzL09OTn3/+mZkzZ/LRRx8RHR1N/fr1mTt3rvQniMLLnCAcuGmmUnvYvwQidmjrSuWhVUHYl1Wd1Dk17WQoXKfDYDBYXO7cuXN5/fXXM52fN28eZ8+eRa/Xs2PHDv7+++9clWut3HTmCGETC2pA7EUY+guENrZ3NNZJS4L3yoMhBUYfgBJV7R2RuE9uvtesamKqWbMmycnJGI3GHH+qVq2aY0fyg/7+++8sh8q+9tprlClThuXLl3Pq1Ck6dOhgTdhCFG6pCVpyAMfug/DwgfLNteOInfaNReSJVQli7dq1eHo+fBGxNWvW5KrcyZMnM3jwYPr168eGDRvMe0AkJSVx5coV83Xjxo3LXcBCOIJbd/eh9gmCIg4+279iO+32H0kQjsyqBJGYmMiePXuIiNDWjPnwww/p2rUrb731FqmpqebrGjVqZHFzFEBoaCh79+7NtB9EcHAwDRo0MF/XuXNna8IWonBzhg5qk0p3E8T5vZCemvO1otCyKkHMnj2bGTNmcPHiRZYvX87o0aOpU6cOUVFRDB8+3OJyJk+ezNatW4mJiTGfK126tHk/iC1btvDWW29x8uTJPG9nKkSh50wJolRtKBIMqfEQfdDe0QgrWTWK6erVq+zfvx93d3dGjx7NM888w+zZs4F7+0RYYvXq1axevZpr165Ru3Zt2rRpQ5s2bWjdujXFixena9euBAUFsW7dOoKDgyVJCOdmXsXVgfsfTPR6qNgWjn+tNTOFtbB3RMIKVs+DcHd35/r165w4cSJDp7G3t7fF5fTu3ZtLly4RHh7OSy+9xKVLl+jTpw8lS5akVq1ajB49mgsXLtCrVy8OHz5sTahCOA5nqkHAvWYm6ah2WFbVIOrWrcu4ceM4efIkgYGBdO3alTt37jBr1iw6depkcTlLly4FoGrVqlStWpWLFy9y4MABihUrxt69e9m3bx/Tp08nMjKSyZMnWxOqEI7D2RKEqaP60hFIug0+xewbj8g1qxLElClTmDp1KkWLFuXHH380r+YaHx9P6dKlrQ7G19eXRo0aAVCpUiUGDx4MwMqVK2WTH+HcEm9pX6IAQRXtG4utBIRAcBW4cQbO7YEaT9o7IpFLViWI4OBgli1bluGcpTvJ5SQiIoJ9+/bRokXG9sqRI0cyffp0mf8gnJep9uBfDjzzvptioVGpvZYgInZIgnBAhWq5yMmTJ/P8889nOQ/CdCyEU3KGRfqyIvMhHFqhShAhISHs378/0zyIEiVK0KRJE3uHJ0T+cbb+B5OwFqB31zZBunXO3tGIXLJ6y9H8UqJECdasWcPChQv53//+R3JyMk2bNiUkJMTeoQmRf5w1QXj5QbkmcGG/VosIqmDviEQuWJUgDAYDsbGxFCuWf6MSgoKC6NKlS76VL0ShYp4D4WQJArThrhf2a8NdG71g72hELljVxNSpUydCQ0Mt3thHCJGDs/+Fq8e145JOuJlVpfba7blfwZj/qzAL27EqQaSlpbFo0aIst+ecOHFinoMSwmXEX4NNI7XjRkMh8BH7xpMfytYH7wBIjoFLf9g7GpELViWIxx9/nNOnT/Pbb78RGRlJVFQUUVFRXLhwgW3bttk6RiGck9GoJYeEa1CyBnR6194R5Q+9G1S4u7mYzKp2KLneMEgphZubm/bkB3aKUkrlepOgwkw2DBL5av8S+GkSuPvA8J1Qsrq9I8o/B1fD1nFQvgUM+cHe0bi03Hyv5bqTWqfTUbJkSVavXo2fn1+Gx5RS9O/fP7dFCuF6Lh6BX6Zrx51nO3dygHvrMkUdgJQ4bXSTKPSsGsU0e/ZsunbtmuVjM2bMMNckhBBZSImDr18AYxpUfxIaPm/viPJfUEUILA93IuH8Pqgqe7o4AqsSxJAhQzh+/Djr1q0jNTWV+fPns3v3blJTU2VJbiEeZut4uH0OAkLhycXgKn9MVWoPhz/R5kNIgnAIVnVSf/3119SvX59t27bx008/AdCqVStOnz7NkiVLbBqgEE7l6Jfw53rQuUGfj1xrhVNZ/tvhWJUg5s2bx549ezh69CglSpQAtL6J0aNHs337dpsGKITTuHFWqz0AtJ0Ij1i+uZZTqNAadHq4cRpiLto7GmEBq9diMu0cd39fQ3p6OsePH897VEI4m/QU+OYFSEuAsFbQapy9Iyp4PsW0OREA/+yyayjCMlYliHLlyrFo0SLS0tLM527cuMGzzz5LmzZtbBacEE7jvzPg8jHtS7L3h9rcAFdkWt01Yod94xAWsSpBLF68mA8++ABfX1/27dtHcHAwpUuXJjIykvnz59s6RiEc298/w2/a7on0WA7+Ze0bjz2Zlt34Z5c2UVAUalaNYipbtizh4eEsX76cgwcPAtC5c2eGDBlSqIa3JiYmMnnyZI4fP05ERAQtWrTg/fffz9Oud0LkStyVe0tpNBkB1Vx8AcpyjcGjKCTe0NafKlPH3hGJHOR6JnV6ejpffvklzz77bH7FZDMvvvgiQ4cOpVmzZly5coWWLVvi5+fH77//jqen50OfLzOpRZ4YjbC2p7ZIXanaMOwX8PC2d1T2t64f/L0d/m8GtBhj72hcTm6+13LdxOTu7s7IkSM5cuSI1QEWhOTkZD777DM+++wzAEqXLs2YMWM4evQoP/74o52jEy5h30ItOXgUgb4fS3IwkeGuDsPq1Vznzp1Lnz59eOedd/jrr79sHVee6XQ6AgMDuXLlivlc5craWvsy0krku6iDsGOmdvzEHChRxb7xFCamjurI/ZCWZN9YRI5y3QeRnp7OBx98wOjRowE4duwY33zzDVOmTKFy5cr07duXpk2b2jzQ3PLy8iIyMjLDkuQREdqmLKZEIUS+SI7RhrQqA9TsDfUH2TuiwqVEVfArC3GX4MJv9zquRaFjVQ3CNDkOICEhgfj4eI4ePcqCBQt4++23bRZcXvn4+KDX33uLGzZsoEqVKvTs2TPL61NSUoiNjc3wI0Su/TQZ7lzQ9nbovtB1ltKwlE4nzUwOItcJws3NjdGjRzN06FDKlClD+/btCQ8PZ8KECURHR/PLL7/kR5x5tmnTJk6ePMm3336bbQf17NmzCQgIMP+EhoYWcJTC4aUmwF8bteMnl2ob5YjMTM1M/0iCKMxyPYoJwNPTk65duxIdHU3VqlUZMmQIbdu2Ne8TUdhERkbSrVs3vvrqK2rWrJntdSkpKRm2UY2NjSU0NFRGMQnLHf8Wvh6i1R7G/Cm1h+zEX4d5d5t6XzsLviVyvl7YTL6OYkpNTaVjx45s2rSJgwcP8t5773Hq1Cnatm3L4MGD+f77760OPD8kJCQwatQoNm3aRM2aNYmOjmbHjqxncXp5eeHv75/hR4hcOf6NdlurjySHnPiW0Ib+giy7UYhZtWFQp06dADh9+jSbNm0yJ4s//vgDo9FIt27dbB6oNZRSTJgwgQ8++MDcMb17926sqDQJ8XDJMdqsadAShMhZpXZw9S+tmanOU/aORmQh1wnCw8ODiRMnsmLFCs6cOUNgYCDdu3dn4sSJdOrUCR8fn/yI0yozZsxg/fr1/Pe//wXAaDRy5coVfvhBtjwU+eDUD2BIgeAqUKqWvaMp/Cq1g/2LtY5qpaTGVQhZtdSG0WikQ4cOLF26lLZt2+LublUx+ery5ctMnz4dpRQ3btzI8FjFihXtFJVwatK8lDuPNAc3L224640z2vBXUajk+ps9JSWFDh06sGzZsvyIx2bKlCmDURYDEwUl4ea9ETk1e9s3Fkfh4QPlm2t9EBE7JUEUQrnupPby8mLr1q3m++fPn+fIkSMZlv4WwuWc3ALGdChdW2ZN54Ys/12oWb1h0LfffssjjzxCpUqVaNy4MSVLlmTp0qW2jE0Ix3F/85KwnGnC3Pm9kJ5q31hEJlZ1Hnz33XeMHj2a4cOHm5tyoqKimD9/Pr6+vjz//PM2DlOIQizuivYFB9K8lFulakORYG357+iDENbC3hGJ+1iVIN5//30OHjxIuXLlMpwfN24c3bp1kwQhXEv4fwCl7XVQrLy9o3Esej1UbAvHv9b6cCRBFCpWNzE9mBxAW6Pp/rWPhHAJ0ryUN5WkH6Kwsurb3NfXl1OnTmU6f/bsWZmEJlzLnQsQfQDQQY2e9o7GMZk6qi/9AYm37BuLyMCqJqZJkybRpk0b/u///o9HHnkEg8HAlStX2LZtm3mDHiFcQvgm7TasJfiXsW8sjiogRBv9deUv+G0ZdJhs74jEXVbVIFq2bMm3335LREQEc+bMYe7cuRw6dIiPP/6YJ554wtYxClF4mZuXpHM6T9q8qd3+tgxiL9s3FmFm9RToFi1a8Ntvv5GcnExqaqosbCdcz42zcPkY6Nygeg97R+PYqnWF0KYQ9Tv8+h50X2TviAS5rEH8/ffffPXVV+ad2QC8vb0lOQjXFP6tdlupHRQtbt9YHJ1OBx2na8dH1sL1M/aNRwAWJgiDwcDw4cOpVq0aAwcOpEqVKrz++uv5HZsQhZdS8NfX2rGMXrKN8s2hahdtq9YdM+wdjcDCJqbFixezYcMGnnnmGQICAoiOjmbJkiU0aNCAZ555Jr9jFKLwuXYCbpwGN0+teUTYRocpcOZHOPkdRB2E0Mb2jsilWZQgPv30U37//XeqVr23mNaOHTuYOXOmJAjhmkyd048+LtuK2lLJ6lBvAPzxOfw8BYb8ICvj2pFFTUweHh4ZkgNA+/btiY+Pz5eghCjUlJLRS/mp7Vvg7g0X9sOZ7faOxqVZlCB8fX2zPF+0aNFM51asWJG3iIQo7C4dgdvnwaMIVOls72icT0AINB2pHf8yDYwGu4bjyixKENktn5HV+S+++CJvEQlR2B2/O3qp6hPgmfmPJGEDLceCdyBcPwnHvrJ3NC7Loj6I3377jWbNmuHm5pbh/PHjx6lZs2aGc2fPnrVddEIUNkbjvQQho5fyj08xaDUefp4MO9/VmvI8Cs92xq7CogSRmprKtWvXMp0vXrw4SUlJGc4ZDFIdFE4s6n/aFpleAVC5o72jcW5NhsPvqyA2Gg58CC3G2Dsil2NRgmjSpAm//fabRQW2bNkyTwEJUaiZOqerdwN3L/vG4uw8vKH92/Cfl2DPfGjwnFazEAXGoj6Ifv36WVxg3759rQ5GiELNkH537wdk9FJBqfM0lKwByTGw9wN7R+NydErW585WbGwsAQEBxMTEyHIiQtuvYG0vKFIcxp8GNw97R+QazmyHL/qBmxf86wgEZN6LRlguN99rsruPEJYyNS/V6CHJoSA9+jiUbwGGFNg1297RuBRJEEJYIj1FW/4BZPRSQbt/Ib+jX8C1k/aNx4VIghDCEhE7tHZwvzLwSHN7R+N6QhtD9e6gjPDLdHtH4zIkQQhhCVPzUs1eoHfL+VqRPzpM1fbeOLMNIvfbOxqX4PQJwmg0snXrVqpVq2bvUISjSk2EUz9ox9K8ZD/Bj2pDXQF+nqqtiSXyldU7yjmCd955hwMHDnD16lVOnz5t73CEo/r7J0hLgMBHIKShvaNxbW3fhD/XQ/QBOLVVm48i8o1T1yAmT57Md999R9eusl6/yAPzyq19ZOlpe/MrDc1Gacf/na7NTRH5xqkThBB5lhyr1SCg0DUvJaSkk5LugkvbtPgX+ATBjTNw9HN7R+PUJEEIkZPTP0B6MgRXgVK17B0N6QYj/z15lRFrD1F3+k/0WLrP9ZKEdwC0eUM73jlbS+IiXzh1H0RupaSkkJKSYr4fGysfPJdmNMK+xdpx7afs2rz0z/V4NhyK5psj0VyPu/cZPXUljrW/RTKsVUW7xWYXjV7QFvK7fU6bPNdZJtDlB6lB3Gf27NkEBASYf0JDQ+0dkrCn49/AtXBt5dYmLxb4yyekpLPhUBRPrdxP+/m/svLXCK7HpVC8qCfDWlbgXx0eBWDJjrPEJKYVeHx25e4FXedpx7+vhMt/2jceJyU1iPtMnDiRcePGme/HxsZKknBVhjRtHwK42+ZdMKuIKqU4cuE2Gw5G8/2fl0hI1ZqP9DpoW7Uk/RqVo321Uni66zEYFduPX+H01TiW7vybt7vWKJAYC43KHaFGTzjxH9g6Dl74CbLZ3ExYRxLEfby8vPDykiWcBfDH51rzRdES97a/zEc341P4+nA0Gw5FEXE9wXw+rHgRnmoUSt+G5Sjl753hOW56HW92qcaQTw7y2f5InmseRmhQkXyPtVDpPBvO/gLRB+HIZ9BoiL0jciqSIIR4UFoS/DpHO271GnhlvSe7rfwUfoXXv/6TmCStmcjHw42udcrQr1EojcOKocuh76NtlRK0rBzM3rM3mLP9NEueqZ+vsRY6/mWh3duwfaK2f3W1buBbwt5ROQ2XqI/JiuYiVw5+pO0aFxCar3+RJqcZmLL5OMPXHiYmKY1qpf14r3dtDrzdgXlP1aVJhaAckwOATqdjYpdq6HTw3bFLHI26k2/xFlpNhkPp2pB8B36eYu9onIpTJ4hly5bRpk0bFi5cCECtWrVo27atjE4S2UuOhT0LtOO2b+bbrnFnr8XRc9k+1vwWCcDw1hXZ8nJL+jd5BD/v3C0lXrNsAL3ra3skzNp60vX+IHJzh24LAR0c+wLO77N3RE5DNgzKgWwY5IJ2vacNmwyuAi/9pn352JBSig2Hopi25QRJaQaKF/Vkfr+6tK1aMk/lXo5Jou3cXaSkG1n1bEM61Sxto4gdyHdj4fAnUKIajNgD7p72jqhQkg2DhLBGwk3Yv1Q7bve2zZNDbHIar3z5BxO++YukNAMtKwezbUyrPCcHgDIBPgxrVQGA97edIs1gzHOZDqfjVCgSDNdPwW9L7R2NU5AEIYTJ3gWQGgdl6kL1J21a9NGoO3RdvIfv/7yMm17HG52rsuaFJpR8YGRSXoxsU4niRT3550YCXx64YLNyHYZPMXh8pnb86xy4HWnfeJyAJAghAGIuwoF/a8ftp9hsPL3RqFj5awR9V+wn6lYS5Yr5sHFkc0a1rYxeb9uZ2X7eHoztqE2eW/jL38Qmu9jkOYC6/aF8S0hPgm0T7B2Nw5MEIQTA7rnansePPAaVO9ikyGtxyQz+5ADvbTtFulHRtXYZtv6rFQ0eyb9Jd/2bPELFEkW5lZDKyl0R+fY6hZZOB13ng95d21jo1FZ7R+TQJEEIcTMC/lirHXeYYpM1l3afuU6XRXvY8/cNvD30zO5dm6UD6hPgk7sRSrnl4abnzc7a5lir957j0p2kfH29QqlkNXjsFe142wRITcj5epEtSRBC7JoNxnR49HEon/f9ppftPMtzHx/gRnwqVUv58d3LLXmmySMPndNgK/9XoxRNKgSRkm5k3k8uulFW6ze0DZ5iouDX9+0djcOSBCFc25Xj8NfX2nH7SXku7tN955i7XftSHtj0ETa/3IJHS/nludzc0Ol0vN2lOgCb/rjI8YsxBfr6hYJnEXhirnb82zK4esK+8TgoSRDCte2YCSio2UsbvZQHm49eZNp32hfR2I6P8m6v2nh7uNkgyNyrGxrIk3XLohTM+sEFJ88BVO2sLb1hTNcW8zO64NDfPJIEIVxX1AGtI1PnBu3yVnvYefoa4zccA2Bw8/KMubsUtz293qkqnm569kfcZNfp6/YOxz46vwceReDCb9osa5ErkiCEa1IK/jtDO643AIIrW13U4chbvPT5YdKNiifrlmVq95oF1t+Qk9CgIjzfIgzQahHprjh5LjBUWzIF4KfJkHjLvvE4GEkQwjX9swvO7wE3T2hj/Xj5U1diGfLJQZLTjLStWoJ5T9W1+fyGvBjdtjKBRTz4+1o8Gw9H2zsc+2g2CkrWgKRb8MtUe0fjUCRBCNdzf+2h0VDtr0wrRN1K5LnVB4hNTqdh+WKsGNgQT/fC9V8qoIgH/2qvNXct+PkMCSnpdo7IDtw8oOvdBRiPrIELv9s3HgdSuD7NQhSEU9/DpSPgURRajbeqiOtxKQxa/TvX4lKoWsqPjwc3xsfTPh3SDzOoWXnKFy/C9bgUPtz9j73DsY/yzaHeIO348z7w61yZH2EBSRDCtRgNd0cuAc1HWbW5TGxyGs99fIDIm4mUK+bDmqFNCCiSvxPg8sLTXc+Eu5PnPtz9D9dik+0ckZ08/g6ENNLW29o5ExbVg4Orte1lRZYkQQjX8ucGbbVP70Bo/nKun56cZmDYZ4c4eTmWYF9PPh/aNNNWoIXRE7VK0+CRQJLSDEz89i+S0wz2DqngFQmCoT9D34+hWAVIuKYNf13WFML/ozU9igwkQQjXkZ4Ku2Zpxy1fBZ/A3D3dYOTlL45w4Nwt/Lzc+eyFJoQFF7V9nPlAp9MxuVsN3PU6/nvqGv1W/caVGBesSej1UKsPjD4AXeZpy4PfioCNg+GjDnBuj70jLFQkQQjXcDUcVv8f3LkAvqW0bSpzwWhUTPjmL345eQ0vdz0fDW5EzbIB+RRs/qj/SDE+H9aUYkU8+DM6hieX7nXNLUpB20yoyYsw5ii0naj1R108DJ91g8/7wpW/7B1hoSAJQji39FTYORtWtYHLR8E7AHos15ZisJBSilk/nOSbI9G46XUsHdCAphWL51/M+ahZxeJsebklVUv5cS0uhX6rfmPz0Yv2Dst+vPy0eRJjjmp/NOjd4ezPsLIVfDvC5feUkC1HcyBbjjq4i0dg88twLVy7X62bthS0X+6241y+6yxzftTWV5r/VF36NCxn60gLXHxKOmO/+oNfTl4D4KW2lXj98aqFag6HXdyMgJ3vwvFvtPtuntD4RXjsZfAva9/YbCQ332uSIHIgCcJBpSVpe0vvXwzKCEWKa+3NNXvlainv2OQ0Fv3yN6v3ngNgUtfqDGtVMb+iLnBGo2LeT6dZfnffiI7VS7Gwfz18vWy71apDuvQH/DwVzv2q3dfpoXJHqD8Iqjzh0PtdS4KwEUkQDujC/2DzaLh5Vrtfqy888T4UDba4CKNR8fXhaOZsP8WN+FQAXm5Xmdc6Vc2PiO3uP39c5I1v/iQ13UjVUn58NLgRoUGWN8E5LaUgYgfsngcX9t87X6Q41OkPDZ6FktXtF5+VJEHYiCQIB5ISDzvegd9XAQp8S0O3BVCta66KORx5m+nfhfNntLZEdsXgokzuXoN2VUvmQ9CFxx8XbjN87WGux6VQrIgHKwY1pJmD9rPkixtn4ejncPRLiL9y73xIQ6j/LNTqrfVvOQBJEDYiCcJB/LMLtryijVACrRng8ZnaJvYWuhqbzHvbTrHpD63D1tfLnTEdHmXwY2GFbvmM/HI5Jonhaw7z18UY3PU6ZvSoxYCmj9g7rMLFkA5nf9F2IDzzo7aUOIC7D9TsqX32yrewya6E+UUShI1IgijkkmO0FTqPfKbdDwiF7otytad0SrqB1XvPsXTHWRJTtcljTzUsx+udq1LSr/BPgLO1pFQDr399jO//vAzA84+FMalrddzdXCNJ5kr8NfhzPRxZCzfu27mvWAWoNxAe/T8oXRv0hWsJFkkQNiIJohC6c0GrMfyzS2sfTrqtnW88DDpO04YtWkApxS8nrzFz6wkibyYCUP+RQKZ1r0nd0MD8iNxhKKVYuuMs838+A0DLysG83qkqNcr64yGJIjOlIPqQVqs4/q22lIeJdwCUbwkVWkGF1lCiujZZz44kQdxn8eLFbNmyhdTUVKpXr87cuXMt/rKXBFEIJN6Cc7u10ST/7IJbDyw2V6wC9FgKYS0tLvLstTimf3eCPX/fAKCknxcTu1SjR90QGeZ5nx+PX2HchqPmmpWPhxv1QgNpHFaMRmFB1H8kED/vwrsGlV2kJsCJzdrSHZH7MyYL0Dq4w1pC2N2EEVylwJujJEHctWrVKj788EP27t2Lj48Po0eP5vbt23zxhWU7S0mCsIO0JG0kkqmWcPkYcN9HVOcG5RpBxbZQoQ2ENtGWc86B0aiIvp3EqSux7D17gy9+v0C6UeHppmdoqwqMbldZhnZm4+TlWOb/dIaD528Rk5RxUTu9DqqX8adReS1hNA4LonSA6zXLZcuQrn1+z+/W/si58D9IS8x4jW+pu8miFYQ205ae98zf5VskQdxVs2ZNxo0bx9ChQwGIiIigcuXKREREULHiw8ezS4LIB4Y0SLgBCdcz/sRf0/4zXfgfGFIyPqdENS0hVGyrdQB6Z/1voZTielwKp6/GcfqK9nPmahxnrsaT9MDidB2rl2JS1+oOs5aSvRmNiojr8Rw8f5tD529xMPIWUbeSMl1XrpgPjcOCqFMuAD9vD3w83PDx1OPt7oa3pxs+Hm54e2i3Ph5ueHno8XLXF4od+PJdeqq2zPy5uwkj6kDmzzpogyv8y0FACASUA/8Hb8s+9I+inEiCAMLDw6lVqxbfffcd3bp1AyA+Ph4/Pz9WrVrF8OEPX4vHJROE0QiG1Hs/6SkPHKdpH+psj+9em5qQOQkkXL/XZ5ATvzL3EkKFNhh8S5OYmk5SqoHEVANJadptYmo6kTcTOXP1XjK4nZj10s2ebnoql/Slamk/ejcIodWjuV/mW2R0NTaZQ+dvc/D8LQ5F3uLEpViMVnyb6HRa85WXux43vR4PNx3ubjrc9Xrc9Trc3Uy3Ojz0etxMx25acvHxuJd8tIR0XxLy1GdMSp5uuN8tw00Pep0ON73OfJvhWKdDr8d87t612CahpSVD9EEtWZzfo63/lBpvyW9Mq3mYEkjXBbma55Ob7zWnrVefPatNlHJ3v/cWTceRkVmvr5KSkkJKyr2MHhsba9Vr/2/VKNwTrpnvZ/1Ryvw/SYdChwJ19xaF7u55UOju5nLtOm1/YZ3Sjk3PzXBfGc3X6u6WqcOAu0rHXaXhptJwV2m4G9NwQ7t1J/93HDOiJ04fQIxbILH6QGLdAonRB3JJV4aD+tqcMZQh6ZSRpL8MJKYeJTXd8r2U9ToIK16UKqX8qFpa+6lSyo+w4kVkJI6NlfL3pmudMnStUwbQlu84euEOB8/f4vSVOJLStGSefPcnKc1AUqqRlDQDiWkGDHeziVLcTfiOswS5Tnc3ueh094712nHGhIL5WK9HSzo6HXr9vee66Vuj17VBH6DDVyVQwniNEsYblDDeINh4nWDDdYobrhNsuEGQ4ToepGlzMeKvwMXDJHZZQn5Na3TaBBEfr2Xi+zO96fj27az/ip09ezbTp0/P82uHXNlJqLqU53IKg1TlRhrupOJBKu6k4U6Kunecigdpyp1U8zVupOJBkvLkJgHcVP7cUAHc5O6t8uc2vqgc14lMzPKs6S/NIp7aX4JFPNwpHeBNtbtJoGppPyqX9MXbo3ANK3QVvl7utHw0mJaPWvbXbJrBaE4cyalGUtINpBsV6QZFmtGIwahIMxhJN6h7x0Z19xrtfIrBSPLdWqWWgO7+3Jeckh54PN2oMBoVBqWVazo2GjGfexil7l6bxR96eVfs7s+jmR7RYaQ4cZTR3aSs7iYldHd40yP/mkmdNkG4uWX/JZFdq9rEiRMZN26c+X5sbCyhobnfr/hy7ZFEJ9556HUqy2qqHtDdfUx3tw4B6HT31Sd0d6slOpROf99jepROr9Ul7t6iM53D/LhR54FBr/0Y9Z4YdB4Y9J4Y9J4oN0/tvE67Rad9kT8Y6YOhZ/VOAvQ6AnU6KqP9FaX9paUlal2Gc9qtu15/78v/7o+3hxtFPN0p4unmOm3VLsLDTY+Hm75QjoTKkECUwqjAYFQo8znunld3z3PftQqD8d7jxrvHWhJ6oKy7ZRuNd8tBu1Yprcz7X0cpUNwrT919zCsfJ3I6bYIICgrK9rHixbNeQsDLywsvL688v3aT3mPyXIYQwn70eh16dLh6ZdRpG2XLldOWZDYY7rVrpqdr7eshISF2iUkIIRyJ0yaIGjVqEBYWxvXr183nbtzQJkZ16dLFXmEJIYTDcNoEATBlyhSWLl1qHpk0b948evbsSfny5e0cmRBCFH5O2wcBMGTIEG7cuEHLli0JCAigYsWKfPrpp/YOSwghHILTTpSzBZecKCeEcGq5+V5z6iYmIYQQ1pMEIYQQIkuSIIQQQmRJEoQQQogsSYIQQgiRJace5ppXpgFe1q7qKoQQhY3p+8ySAaySIHIQF6dtF2jNgn1CCFGYxcXFERAQkOM1Mg8iB0ajkUuXLuHn5yeriD7AtNJtVFSUzBHJgvx+cia/n5zl5+9HKUVcXBxly5ZFr8+5l0FqEDnQ6/XmRf9E1vz9/eU/eA7k95Mz+f3kLL9+Pw+rOZhIJ7UQQogsSYIQQgiRJUkQwipeXl5MnTrVJhssOSP5/eRMfj85Kyy/H+mkFkIIkSWpQQghhMiSJAghhBBZkgQhhBAiS5IghBBCZEkShLCJEydOcOzYMdLT0wGIjIxk586ddo4qfxmNRrZu3Uq1atUsun7x4sV07NiR1q1bM2LECFnj6z6u9vlJTExk/PjxdOrUicqVKzN48GCuXLmS43Ps8fmRBCGylZsP5MaNG6lXrx5+fn6ULFmSsLAwjhw5UoDRFqx33nmHHj16MH36dE6fPv3Q61etWsVnn33Gd999x+7du3F3d2fkyJEFEKn95CaButrnZ8yYMTz11FNs376dvXv3sm/fPp544glSU1OzvN5unx8lRBZWrlypGjRooBITE5VSSo0aNUo988wz2V4/bdo0FRQUpLy9vVWdOnXUl19+WVCh2tW0adOUJf+NatSooT766CPz/bNnzypARURE5Gd4djNjxgzVrVs31bhxY4t+P670+UlKSlIeHh5q5MiR5nOLFy9WgNq8eXOWz7HX50dqECJLixcvZtSoUfj4+AAwbtw4vvzyS/75559sn/Ptt9+SlJTEsWPH6N+/f0GFWuiFh4dz4sQJSpUqZT5nOv7ll1/sFVa+mjx5Mt999x1du3a1+Dmu8vnR6XQEBgZmaFKqXLkyAMePH890vT0/P5IgRCau+IWWn86ePQuAu/u9tTFNx5GRkXaJSdiPl5cXkZGRfPPNN+ZzERERwL1EcT97fn4kQYhMrP1A/vjjj7Ro0YLGjRvz/PPPExMTk7+BOoj4+HiADEvGm45v375tl5gKI1f6/Pj4+GRYanvDhg1UqVKFnj17ZrrWnp8fSRAiE2s/kCdOnGDHjh0cPHiQ2NhYevfunb+BOgg3N7dsH1Oy0o2Zq35+Nm3axMmTJ/n222/x9PTM9Lg9Pz+SIEQm1nwghw0bxoYNG8yLi/Xt25cdO3awb9++fInRkQQFBWX7WPHixQswksLLVT8/kZGRTJkyhV27dlGzZs0sr7Hn50cShMjEmg9kSEhIhpUng4ODATh8+LBtg3NApk2nDAaD+ZxpvH9ISIhdYipsXPHzk5CQwKhRo9i0aRM1a9YkOjqaHTt2ZLrOnp8fSRAik9x+IGNjYwkJCWHJkiXmc0ajEcA8CsoVJSQkAFCjRg3CwsK4fv26+bEbN24A0KVLF7vEVpi44udHKcWECRP44IMPzB3Tu3fv5vLly+ZrCsPnRxKEyMTSD6TpAxwTE8P169czNE1FRUWh0+lo3rx5AUVtH9k1uY0dO5aSJUty6dIlAKZMmcLSpUtJSUkBYN68efTs2ZPy5csXWKyFjSt/fmbMmMH69evp0aMH1atXp2rVqrz00kuEhYUBhejzk6+zLITD+vjjj1WjRo1UcnKyUkqpl19+WfXs2dP8+JgxY1SRIkXUxYsXlVJKDR48WB07dkwppVRCQoKqV6+eevHFFws+8AKydOlS1bp1axUQEKAAVbNmTdWmTRsVExOjlFJq3rx5qlKlSub7Sik1Z84c1ahRI9WhQwf14osvqjt37tgr/AIzderULCfKufLn59KlS0qn0ykg08+lS5eUUoXn8yMbBolszZ07lw0bNhAQEEDFihWZO3euebPz+fPns2LFCo4cOYK/vz83btzgpZdeIjo6mvT0dHr06MFbb72VYSifcB3Lli1jw4YNHDt2jJiYGGrWrElwcDBbtmzB399fPj8OQhKEEEKILEl6FkIIkSVJEEIIIbIkCUIIIUSWJEEIIYTIkiQIIYQAtm7dytq1a+0dRqEiCUIIkSOllHmipDNSSrFixQoWLFiQYfUAIQlC3DVmzBjq1avn8P9BnOV9FBazZs2iRIkSVKhQwd6h5BudTsdLL71Eq1at7B1KoSMJQgDaJkHnz58nOTnZJuU1atTIJuXklq3fh6t76623mDVrlr3DEHm0du1aZsyYkevnSYIQAGzbto0LFy5QtGjRPJeVkJDAqVOnbBBV7tnyfQjN/ausCscTFRXFu+++a9XeEe4Pv0S4Ag8PDxITEzEYDDnuB/Ewt27dYuzYseaF2LJiNBqtWkLBkufl5X2kpKSYN2xJS0tDKYWXlxdKKdLS0szlubm5kZqamuXmLvdLTU3Fw8MDnU5HSkoKXl5epKenZ9ipzxKWPufWrVsEBASY40xLSyMxMdG8PIo9WftvbguLFi0iLS0t03m9Xs8rr7yCh4eHHaLSfifbtm1j/Pjx2f5BtXjxYrZs2UJqairVq1dn7ty5+Pv7W/waSilWrVrFU089ZV2Q+b7akyj0Vq9erUqVKqUAdf78eWUwGNS7776r2rVrpxo2bKj69++vZs+ebb7eaDSq2bNnqyZNmqhWrVqpvn37qqioKKWUUpMmTVLVqlVTgGrbtq1q27at+uuvv5RSSs2cOVMFBgaqsmXLqtdee001btxYDRgw4KFlzpo1SwUFBSlvb281YcIE1b59e1WtWjXVrl07FR4enu37UEqp9PR0NWvWLNW4cWPVqVMn9fjjj6uzZ89m+Xt4++23VXBwsALU008/rd566y1VrFgx5e7url5//XX1v//9T/n7+yudTqdGjhyplFJqz549qnPnzqpDhw6qSpUqatasWcpoNJrLK126tAJU3bp1lVJKffjhh0qn06nAwEC1du1apZRSycnJ6tVXX1X169dXTZs2VVOmTFHp6enqk08+MT//22+/VT169FB16tRR9evXV9HR0ea4P/zwQ/N1pvfdoUMH5eHhodq2bauUUlmWVbduXdWwYUMVHh6uJk6cqDp37qxCQkLUq6++muH38umnn6oiRYqoBQsWqE6dOqnatWurzp07qzNnzpivye495PRvbqlp06apvn37qi1btqgff/xRzZkzR02cOFE999xzKjExUc2bN0+9//776umnn1Zbt27NVdn3mzp1qvrkk0+sfn5uzJgxQ3Xr1k01btw4y8UMlVJq5cqVqkGDBioxMVEppdSoUaPUM888k6vXWb16tTp9+rSaNm2amjZtWq7jlAQhlFJK/fDDD+YvmPXr16t69eqZv+gmTZqU4cM1atQo9cQTT6iUlBSllFKrVq1SZcuWNa8u+emnn2b7oV+yZIkC1JIlS9Rbb72lSpcurQwGw0PLXLlypQLUjh07lFJKGQwG1atXL1WiRAl18+bNLN+HUkq9+eabKiQkxHxNmTJlMqxK+6D169crwPwF/MEHH6iwsDDz48uXL1dz584132/QoIH5S/jy5cuqRIkSauHChebH9+7dqwD1v//9z3yuVatW6sKFC+b7vXr1Uj169FAGg0FdvnxZhYWFqcWLF2d4P+3atVNJSUnm15w0aVKGuLdv357hfSulVL9+/cyx5VSWl5eXWrFihVJKqWPHjmWK1/Tv+eGHHyqltGQ+fvx4Vbp0aXX79u2Hvofs/s0tsXPnTrVnzx61ePFiVa5cOfXtt9+aHytWrJjq16+funLlilJKqS1btqj69etbVO6D/v3vf6vHHntMdenSRa1fv96qMqwxbdq0bP+v1KhRQ3300Ufm+2fPnlWAioiIsKjs06dPq48//tj8OpIghNV27Nhh/oJZvHixCg0NVX/++adSSlue+LvvvlNKKRUeHq70er3avn27+blGo1E98sgj6u2331ZK5ZwgTI+ZvoATExOtLjM8PFwB6t13383yfVy7dk3p9Xr1/vvvmx/fsmWLeVnprMTFxSkvLy+1fPlypZRS48ePV4A6fvy4UkqpYcOGqevXr5uv37t3r9q7d6/5/sCBA9Xjjz+e6X2MHTtWKaXUzZs3M/wVeODAAQWoX375xXzuX//6l2rSpIlSSqldu3YpQO3atcv8+HPPPafatWuXIe6dO3dmShDPP/98hgSRXVkVKlTIEC+g1qxZYz6X1e8+JiZG6XQ6NWvWrIe+h6z+zS21cuVKlZ6eroYPH66eeuop8/m0tDTl7u6uNm/ebD63bt06Va9ePYvLLgyySxDHjx9XgPn/nVLaZxNQq1atUkop9dJLL6lBgwZl+nn22WdVamqqWrBggZoyZYqaNm2aatasmWrbtq364YcfchWf9EEIQBvqZzJo0CD+/e9/U6dOHUJDQ+nZsyfvvfceAHv37sVoNPLII49keG7p0qXZvXu3xa9XtmxZQNsxzNoya9SoQZEiRTJsS3n/+9i5cydGo5GKFSuaz3Xv3j3HuHx9fenYsSObNm3ipZde4tSpUzRp0oRNmzZRrVo1bt++bd4OE6B58+Z8+eWXzJ8/n6ioKC5cuJBhb2GdTkf//v1Zs2YN8+fP59tvv83QHnzgwAEAJk6caO5Yj42NzdS/YdpI5sH3mNO57DxY1v2bzpjKUQ/p0PT39ycwMJDDhw+b28Qf9h7u/ze31IgRIwDYs2cPb7/9tvn80aNH0ev1PP744+Zze/bssdvoOYB169Zx69YtXnnllUyPvffee1SvXp0ePXpYVNbZs2cBMvQ9mY4jIyMBWL58eY5lvPrqq+bjc+fOERYWxhNPPGHR65tfM1dXC5dQrFgxDhw4wLZt29izZw8ff/wx165d46uvviIpKQkg0zwDo9HIrVu3zPdNXzR37tzh8OHDdOjQIcP193+hWVrmg9LT00lLSzNvh5qd3Hx5AvTu3ZuRI0eye/du6tati6+vL19//TUtWrTIMFY+PT2dzp078/fff7N27VqaNm3KiBEjzP+BTQYMGMCcOXPYuXMnP/zwA19++WWm1/zoo4+oU6eOxTE+7As8rywpX6fTZRhO/LD3kNt/B5ObN29y6tQpWrZsaT5nSgbe3t7meLds2cKKFSuseg1bGDhwIFOmTGHRokWMGTPGfH727Nno9XqLkwNAfHw8kPF3Zjq+fft2ruL6+OOP+d///sfJkydp1KgR3bp1s/i5MsxVZDJz5kx27NhBr169WLBgAV999RX/+c9/AMxbQF65ciXDcy5evJjhP7DpC+b27dvs378/x9eztMwHHTlyhLS0NAYNGpTl4506dcLb25tjx45lOL99+/Yc43nyyScxGo2MGjWKXr160bNnT44cOcKCBQvo2bOn+bpffvmF//73v6xbt47WrVvj5eVlTnL79u3j9OnTANStW5fq1avzwQcfEBQUlGHYaIcOHXB3dzdfa5LV5vUmln7Rnj9//qHXWPulfefOHe7cuUOHDh2seg/3y+mPANB+lyEhIRlqOnv37s2QrPfu3UtsbCyPP/44K1euNH/BFrQZM2Zw69YtPvjgA0CbaOjm5saECRNyVU5OI/By+8fBCy+8wKlTp/j9999zlRxAEoS4y/ShU0phMBiYPXu2+S/76Oho6tWrB0CTJk146qmnWLRokfnLcOPGjSQmJjJx4kQAmjVrBsDJkyc5fPgwtWrVyvG1LSnTxNTUlZSUxPjx46lbty69evXK8n0EBAQwfvx4li9fTnh4OAB//fWXOdllJzg4mFatWhEbG0ujRo2oXr06VapU4eLFixm+pEqUKIFer+fkyZMARERE8N1335GcnEx4eHiGPb0HDBjA1q1b6d+/f4bXqlatGq+++iqTJ0/m2rVrAPzxxx+Zmtbu/1JQWt9hhsdNcZmGc+7bt489e/aQmJiY6f09rKwHrwEoWrQoS5cuNT82ceJEKlasyPDhwy1+D1kZM2YMpUqV4ujRo9les2fPnkx/KDyYIA4cOEDz5s3x9PTk4sWL+Pr6PvS188v06dOJiYnhiSeewMPDgzfeeCPXZQQFBWX7WPHixfMSXu7kqsdCOKX58+erihUrKkDVqlVLTZs2TU2fPl21b99ePfbYY6pDhw7qn3/+MV+fkpKiJk6cqGrUqKGaNGmiunTpkmG4qVJKvfLKK6pq1apq9OjR5tFQ06dPV4GBgQpQjRs3VgsWLLC4TFNH58cff6zatWunqlevrkaOHJmhw/PB93H06FGllFILFy5U9erVUx06dFBjxowxj5TKycqVK9X48ePN96dMmZKhs/v+uOrUqaMaN26sevbsqbZv367CwsLUsGHDVHp6uvm6iIgIVa1atQznTFJTU9WUKVNUhQoVVJs2bdSoUaNUSkqKWrVqlXnYbo0aNdT69etV9+7dla+vr/L09FQtWrQwj0ZSShtx9fjjj6vWrVurF198UQ0aNEjpdDrVqFEjtWjRomzL8vDwUK1atVI//vijatCggQJUSEiImjx5svk9zpw5U33yySeqb9++qm7duurpp58275+c03vI6d9cKW3vZT8/v0zn79e/f3+1YcMG8/3bt2+r8uXLZ9iv+cSJE6p9+/Zq0qRJ5uHR9jR16lTVuXNnNWfOnByvy66T2jQA4/5hu/Hx8QowD6AoCLLlqMBgMKDX69HpdBiNRnQ6ndVND5a+Tm599tlnPP/88zlWrwvqfRSU9PR09Ho9er0eg8GAUgqj0WiefPewyXoGgwGdToder7eoLNPvzs3NDaPRiMFgyPMkMkv+zbdv387Fixd54YUX8vRahcWUKVMICgpi7Nix5v6H7JqYpk+fzrRp07L8XFeoUIFp06YxePBgQOucDgsL4/z58xlqsvlJmpgEbm5u5v/A1n6B5/Z18rv8/HwfBcXd3d08+9jNzQ13d3c8PT3N7+thM7nd3NzMz7ekLHd3d3Pbt16vt8kMY0v+zbds2fLQ0WWOYtKkSZQoUYKxY8cCmJtITU2jD8rpD54pU6awdOlSUlJSAJg3bx49e/YssOQAkiCEA5gxY4Z5yF6jRo1yNZxWFG579+6lfv36lChRwt6h5NnatWspW7ZspmGuEyZMwM3NjU2bNpnPLVu2jDZt2rBw4UIAatWqRdu2bYmNjTVfM2TIEPr160fLli3p2LEjKSkpfPrppwXxVsykiUkUeikpKXh4eJibSoBcr2ckhMg9SRBCCCGyJE1MQgghsiQJQgghRJYkQQghhMiSJAghhBBZkgQhhBAiS5IghBBCZEkShBBCiCxJghBCCJElSRBCCCGyJAlCCCFEliRBCCGEyJIkCCGEEFn6f8um1iv+8J6eAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gan.PSD_gen_res.isel(lev=1).plot()\n", + "gan.PSD_res.isel(lev=1).plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "def L2(pred,target):\n", + " return float(np.sqrt(((pred-target)**2).mean()) / np.sqrt((target**2).mean()))" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7779860496520996\n", + "0.9543135166168213\n" + ] + } + ], + "source": [ + "print(L2(gz.PSD_gen_res.isel(lev=0),gz.PSD_res.isel(lev=0)))\n", + "print(L2(gz.PSD_gen_res.isel(lev=1),gz.PSD_res.isel(lev=1)))" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6070194244384766\n", + "0.9149913787841797\n" + ] + } + ], + "source": [ + "print(L2(gan.PSD_gen_res.isel(lev=0),gan.PSD_res.isel(lev=0)))\n", + "print(L2(gan.PSD_gen_res.isel(lev=1),gan.PSD_res.isel(lev=1)))" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7610054016113281" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(0.6070194244384766+0.9149913787841797)/2" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8661497831344604" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(0.7779860496520996+0.9543135166168213)/2" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [], + "source": [ + "eddy = xr.open_dataset(\n", + " f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-0/offline_test.nc')\n", + "\n", + "jet = xr.open_dataset(\n", + " f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain/Operator1-48/OLSModel-0/offline_transfer.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([7.6333323e-12, 1.6686353e-13], dtype=float32)" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "eddy.q_forcing_advection.std(['run', 'time', 'x', 'y']).values" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2.8847905e-12, 2.6776051e-14], dtype=float32)" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jet.q_forcing_advection.std(['run', 'time', 'x', 'y']).values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Metrics for models trained on jet dataset and tested on eddy dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def read_metric(metric='L2_mean', model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp='offline_test.nc', folder='models_jet'):\n", + " file = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled', folder, operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " if os.path.exists(file):\n", + " # outlier\n", + " if model in ['MeanVarModel', 'OLSModel'] and model_num==0:\n", + " return np.nan\n", + " else:\n", + " ds = xr.open_dataset(file)\n", + " return float(ds[metric].mean())\n", + " else:\n", + " print('Wrong path', file)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def read_line(**kw):\n", + " res = [48, 64, 96]\n", + " y = np.array([[read_metric(model_num=j, resolution=r, **kw) for j in range(2)] for r in res])\n", + " res = xr.DataArray(res)\n", + " trial = xr.DataArray(np.arange(2))\n", + " y = xr.DataArray(y, dims=['res', 'trial'], coords=[res, trial])\n", + " outlier = y * np.nan\n", + " \n", + " q25 = y.quantile(0.25, dim='trial', skipna=True).drop_vars('quantile')\n", + " q50 = y.quantile(0.5, dim='trial', skipna=True).drop_vars('quantile')\n", + " q75 = y.quantile(0.75, dim='trial', skipna=True).drop_vars('quantile')\n", + " q0 = y.min(dim='trial', skipna=True)\n", + " q100 = y.max(dim='trial', skipna=True)\n", + " return xr.Dataset({'data': y, 'outlier': outlier, 'q25': q25, 'q50': q50, 'q75': q75, 'q0': q0, 'q100': q100})" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'axes.formatter.limits': (-2,2),\n", + " 'axes.titlesize': 16,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlelocation' : 'center',\n", + " 'lines.markersize': 8})\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "markers = ['*', 'o', 'd', 'p']\n", + "fig, axs = plt.subplots(2,4,figsize=(10,4))\n", + "plt.subplots_adjust(hspace=0.15, wspace=0.3)\n", + "operator = 'Operator1'\n", + "for i, exp in enumerate(['offline_test.nc', 'offline_transfer.nc']):\n", + " for j, (model, label, marker, zorder) in enumerate(zip(['OLSModel', 'MeanVarModel', 'CGANRegression', 'CVAERegression'], ['MSE', 'GZ', 'GAN', 'VAE'], markers, [2,1,3,4])):\n", + " res = [48, 64, 96]\n", + " for col, metric in enumerate(['L2_mean', 'L2_total', 'L2_residual', 'var_ratio']):\n", + " try:\n", + " ds= read_line(metric=metric, model=model, operator=operator, exp=exp)\n", + " ax = axs[i][col]\n", + " ax.set_ylim([-0.1,1.1])\n", + " #if metric != 'L2_mean' or label != 'MSE': \n", + " ax.plot(res, ds.q50, color=colors[j], label=label, marker=marker, zorder=zorder, markeredgecolor='k')\n", + " ax.fill_between(res, ds.q0, ds.q100, color=colors[j], alpha=0.2)\n", + " except:\n", + " pass\n", + " \n", + "for j in range(4):\n", + " axs[1][j].set_xlabel('resolution')\n", + " axs[0][j].set_xticks([48, 64, 96])\n", + " axs[1][j].set_xticks([48, 64, 96])\n", + " axs[0][j].set_xticklabels([])\n", + " \n", + "#axs[0][0].set_ylim([0.0, 1.5])\n", + "#axs[0][1].set_ylim([0, 0.3])\n", + "#axs[0][2].set_ylim([-0.05, 1.1])\n", + "#axs[0][3].set_ylim([-0.05, 1.1])\n", + "\n", + "for j in range(4):\n", + " if j > 0:\n", + " #axs[1][j].set_ylim([1e-1, 2e+1])\n", + " #axs[1][j].set_yscale('log')\n", + " pass\n", + " else:\n", + " pass\n", + " #axs[1][j].set_ylim([0.0, 1.5])\n", + " \n", + "axs[0][0].set_title(r'$\\mathcal{L}_{\\mathrm{rmse}} \\rightarrow 0$')\n", + "axs[0][1].set_title(r'$\\mathcal{L}_{\\mathrm{S}} \\rightarrow 0$')\n", + "axs[0][2].set_title(r'$\\mathcal{L}_{\\mathrm{r}} \\rightarrow 0$')\n", + "axs[0][3].set_title(r'$\\sigma^2_{\\mathrm{spread}} \\rightarrow 1$')\n", + "\n", + "axs[1][2].legend(bbox_to_anchor=(1.5,-0.3), ncol=4, fontsize=13)\n", + "\n", + "fig.text(0.9, 0.62, 'Test \\n dataset (jet)', fontsize=16, rotation=45)\n", + "fig.text(0.9, 0.2, 'Generali-\\n zation (eddy)', fontsize=16, rotation=45)\n", + "plt.suptitle('Sharp filter', y=1.01, fontweight='bold', fontsize=14)\n", + "\n", + "#plt.show()\n", + "plt.savefig('review_figures/generalization_eddy.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "environment_13_Jul_2023", + "language": "python", + "name": "my_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "05edf54c81e9d60fa9ffc2d19df58f5b8263a9e832bf2883d1c18873ede7ce7a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/grid_convergence.ipynb b/notebooks/grid_convergence.ipynb index 7cc76e0..aef5b7f 100644 --- a/notebooks/grid_convergence.ipynb +++ b/notebooks/grid_convergence.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -572,7 +572,7 @@ "import glob\n", "import cmocean\n", "from pyqg_generative.tools.plot_helpers import *\n", - "from pyqg_generative.tools.comparison_tools import dataset_smart_read, dataset_light_read, distrib_score, spectral_score\n", + "from pyqg_generative.tools.comparison_tools import dataset_smart_read, dataset_statistics, distrib_score, spectral_score\n", "from pyqg_generative.tools.operators import ave_lev\n", "from pyqg_generative.tools.operators import Operator1, Operator2, PV_subgrid_forcing, ave_lev, coord\n", "from pyqg_generative.tools.parameters import EDDY_PARAMS\n", @@ -599,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -608,30 +608,66 @@ "name": "stdout", "output_type": "stream", "text": [ - "48\n", "64\n", - "128\n" + "128\n", + "256\n", + "512\n", + "1024\n" ] } ], "source": [ + "from dask.diagnostics import ProgressBar\n", "ds = {}\n", - "exps = ['48', '64', '128']#, '64', '96', '128', '256', '512']\n", - "for res in exps:\n", - " print(res)\n", - " ds[res] = dataset_light_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_{res}/[0-9].nc', delta=0.25) " + "stats = {}\n", + "exps = ['64', '128', '256', '512', '1024']\n", + "with ProgressBar():\n", + " for res in exps:\n", + " print(res)\n", + " ds['Re_'+res] = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Re_simulations/res_{res}/[0-9].nc', delta=0.25, compute_all=False, read_cache=True)\n", + " ds[res] = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_{res}/[0-9].nc', delta=0.25, compute_all=False, read_cache=True)\n", + " # ds[res] = dataset_statistics(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_{res}/[0-9].nc') \n", + " # stats[res] = dataset_statistics(ds[res], delta=0.25).compute()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# with ProgressBar():\n", + "# ds['1024_9exps'] = dataset_smart_read('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/no_outlier/*.nc', delta=0.25, compute_all=False, read_cache=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [], + "source": [ + "default_rcParams()\n", + "plt.figure(figsize=(12,12))\n", + "for col, res in enumerate(exps):\n", + " plt.subplot(3,3,col+1)\n", + " ds[res].q.isel(time=-1,run=0,lev=0).plot.imshow(cmap=cmocean.cm.balance, add_colorbar=False, interpolation='none')\n", + " plt.gca().axis('off')\n", + " plt.gca().set_aspect(1)\n", + " plt.title(f'${res}\\\\times{res}$', fontsize=20)\n", + "#plt.show()\n", + "plt.savefig('Snapshot_resolutions_Re.pdf')" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 120, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -639,26 +675,23 @@ } ], "source": [ - "plt.figure(figsize=(20,20))\n", - "for col, res in enumerate(exps):\n", - " plt.subplot(3,3,col+1)\n", - " ds[res].q.isel(time=-1,run=0,lev=0).plot.imshow(cmap=cmocean.cm.balance, add_colorbar=False, interpolation='none')\n", - " plt.xlabel('')\n", - " plt.ylabel('')\n", - " plt.title(res)\n", - "plt.savefig('Snapshot_resolutions.pdf')" + "for j, KE in enumerate(ds['1024'].KE_time):\n", + " KE.plot(label=j)\n", + "plt.legend()\n", + "#plt.yscale('log')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 124, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, @@ -666,507 +699,118 @@ } ], "source": [ - "default_rcParams({})\n", - "matplotlib.rcParams.update({\n", - " 'figure.subplot.wspace': 0.4, \n", - " 'figure.subplot.hspace': 0.23, \n", - " 'figure.figsize': (6, 5),\n", - " 'axes.titlelocation' : 'center'})\n", - "ls = {'512': '-', '256': '-', '128': '--', '96': ':', '64': '-.', '48': '-', '48_recompute': '-.'}\n", - "\n", - "fig = plt.figure()\n", - "\n", - "plt.subplot(2,2,1)\n", - "for res in exps:\n", - " ds[res].KE_time.plot(ls=ls[res], label=f'${res}^2$')\n", - "plt.ylabel(r'Kinetic energy, $E, m^2/s^2$')\n", - "plt.xlabel('t, $years$')\n", - "#plt.title('Kinetic energy')\n", - "#plt.legend(ncol=2, frameon=False)\n", - "\n", - "plt.subplot(2,2,2)\n", - "q = ds['128'].q.isel(time=-1,run=0,lev=0)\n", - "imshow(q, cbar_label='$q_1, s^{-1}$')\n", - "plt.title('Upper PV ($128^2$)')\n", - "\n", - "plt.subplot(2,2,3)\n", - "for res in exps:\n", - " (0.5*ds[res].KEspecr_mean).plot(ls=ls[res])\n", - "plt.xscale('log')\n", + "for j, KE in enumerate(ds['1024'].KE_time):\n", + " KE.plot(label=j)\n", + "plt.legend()\n", "plt.yscale('log')\n", - "plt.ylim([5e-2, 2e+1])\n", - "plt.xlim([8e-6,3e-4])\n", - "plt.ylabel('KE spectrum, $E(\\kappa), m^3/s^2$')\n", - "plt.xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", - "#plt.title('KE spectrum')\n", - "\n", - "plt.subplot(2,2,4)\n", - "for res in exps:\n", - " ds[res].Efluxr.plot(ls=ls[res])\n", - "flag = True\n", - "for res in exps:\n", - " idx = 0\n", - " for i in range(len(ds[res].kr)):\n", - " if ds[res].Dissspecr[i] < 0:\n", - " idx = i-1\n", - " break\n", - " ds[res].Dissspecr[idx:].plot(color='k', ls=':', lw=1, label='$ssd$' if flag else None); flag=False\n", - "plt.xscale('log')\n", - "plt.xlim([8e-6,3e-4])\n", - "plt.ylim([-1.3e-6, 1.3e-6])\n", - "plt.ylabel(r'Energy transfer, $\\partial_t \\mathcal{E}(\\kappa), m^3/s^3$')\n", - "plt.xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", - "#plt.title('Energy transfer')\n", - "#plt.legend(ncol=1, bbox_to_anchor=(1.47,1), loc='upper right')\n", - "plt.legend(frameon=False)\n", - "plt.arrow(1/15000, -1.65e-6, 0, +0.2e-6, width=3e-6, head_length=1e-7, clip_on=False, color='tab:purple')\n", - "plt.text(5e-5, -1.2e-6, '$\\kappa={r_d}^{-1}$', color='tab:purple', horizontalalignment='center')\n", - "\n", - "fig.align_ylabels()\n", - "set_letters()\n", - "plt.show()\n", - "#plt.savefig('paper_figures_1/fig1_2_2.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Determining enstrophy flux" - ] - }, - { - "cell_type": "code", - "execution_count": 201, - "metadata": {}, - "outputs": [], - "source": [ - "ds = {}\n", - "ds['64_op1'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-64/*.nc', concat_dim='run', combine='nested', decode_times=False)\n", - "ds['64_op2'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator2-64/*.nc', concat_dim='run', combine='nested', decode_times=False)\n", - "\n", - "ds['96_op1'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-96/*.nc', concat_dim='run', combine='nested', decode_times=False)\n", - "ds['96_op2'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator2-96/*.nc', concat_dim='run', combine='nested', decode_times=False)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 356, - "metadata": {}, - "outputs": [], - "source": [ - "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_512/[0-9].nc', concat_dim='run', combine='nested', decode_times=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 357, - "metadata": {}, - "outputs": [], - "source": [ - "vrms = velocity_rms(dss).compute()" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "def enstrophy_flux(ds):\n", - " return -(ds.q_forcing_advection * ds.q).mean(['x','y', 'run'])" + "plt.figure(figsize=(10,12))\n", + "for run in range(10):\n", + " plt.subplot(4,3,run+1)\n", + " ds['1024'].isel(run=run,time=17,lev=0).q.plot(add_colorbar=False)\n", + " plt.gca().set_aspect(1)\n", + " plt.gca().axis('off')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 301, "metadata": {}, "outputs": [], "source": [ - "def velocity_rms(ds):\n", - " return np.sqrt((ds.u**2 + ds.v**2).mean(['x', 'y', 'run']))" + "default_rcParams({'font.size': 16})\n", + "plt.figure(figsize=(12,3))\n", + "plt.subplot(1,3,1)\n", + "colors= ['tab:red', 'tab:green']\n", + "\n", + "(0.5*ds['1024'].KEspecr_mean).plot(ls='-', lw=1,marker='o', markerfacecolor='white', color='k', zorder=1)\n", + "(0.5*ds['512'].KEspecr_mean).plot(ls='', marker='x', color=colors[0], zorder=3)\n", + "(0.5*ds['256'].KEspecr_mean).plot(ls='', marker='+', color=colors[1], zorder=4)\n", + "(0.5*ds['Re_1024'].KEspecr_mean).plot(ls='', marker='o', markerfacecolor='black', markeredgecolor='none', markersize=3, zorder=5)\n", + "(0.5*ds['Re_256'].KEspecr_mean).plot(ls='', marker='*', markerfacecolor='black', markeredgecolor='none', markersize=6, zorder=2)\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.ylim([1e-3, 2e+1])\n", + "plt.xlim([8e-6,1e-3])\n", + "plt.ylabel('KE spectrum, $E(\\kappa), m^3/s^2$')\n", + "\n", + "plt.axvspan(0, np.pi/(1e+6/(96*0.65)), color='tab:blue', alpha=0.1, lw=0)\n", + "plt.text(1e-5,2e-3,'LES resolved scales', fontsize=12, color='tab:blue')\n", + "\n", + "\n", + "plt.subplot(1,3,2)\n", + "plt.axhline(y=0,color='gray', ls='--')\n", + "(ds['1024'].KEfluxr).plot(ls='-', lw=1, marker='o', markerfacecolor='white', color='k', zorder=1)\n", + "(ds['512'].KEfluxr).plot(ls='', marker='x', color=colors[0], zorder=3)\n", + "(ds['256'].KEfluxr).plot(ls='', marker='+', color=colors[1], zorder=4)\n", + "ds['Re_1024'].KEfluxr.plot(ls='', marker='o', markerfacecolor='black', markeredgecolor='none', markersize=3, zorder=5)\n", + "ds['Re_256'].KEfluxr.plot(ls='', marker='*', markerfacecolor='black', markeredgecolor='none', markersize=6, zorder=2)\n", + "plt.ylim([-4e-6, 4e-6])\n", + "plt.xlim([8e-6,1e-3])\n", + "plt.xscale('log')\n", + "plt.ylabel('KE transfer $m^3/s^3$')\n", + "plt.axvspan(0, np.pi/(1e+6/(96*0.65)), color='tab:blue', alpha=0.1, lw=0)\n", + "\n", + "plt.subplot(1,3,3)\n", + "plt.axhline(y=0,color='gray', ls='--')\n", + "(ds['1024'].APEfluxr).plot(ls='-', lw=1, marker='o', markerfacecolor='white', color='k', label='$1024^2$, exp. filter', zorder=1)\n", + "(ds['512'].APEfluxr).plot(ls='', marker='x', label='$512^2$, exp. filter', color=colors[0], zorder=3)\n", + "(ds['256'].APEfluxr).plot(ls='', marker='+', label='$256^2$, exp. filter', color=colors[1], zorder=4)\n", + "ds['Re_1024'].APEfluxr.plot(ls='', marker='o', markerfacecolor='black', markeredgecolor='none', markersize=3, label='$1024^2, Re=64000$', zorder=5)\n", + "ds['Re_256'].APEfluxr.plot(ls='', marker='*', markerfacecolor='black', markeredgecolor='none', markersize=6, label='$256^2, ~~ Re=4000$', zorder=2)\n", + "plt.ylim([-4e-6, 4e-6])\n", + "plt.xlim([8e-6,1e-3])\n", + "plt.xscale('log')\n", + "plt.ylabel('APE transfer $m^3/s^3$')\n", + "plt.axvspan(0, np.pi/(1e+6/(96*0.65)), color='tab:blue', alpha=0.1, lw=0)\n", + "#plt.grid()\n", + "\n", + "plt.legend(bbox_to_anchor=(-0.8,-0.5), ncol=2, loc='center')\n", + "\n", + "#plt.show()\n", + "plt.savefig('review_figures/Exponential_convergence.pdf')" ] }, { "cell_type": "code", - "execution_count": 361, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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-       "Coordinates:\n",
-       "    lev      int64 1
" - ], "text/plain": [ - "\n", - "array(0.07452768, dtype=float32)\n", - "Coordinates:\n", - " lev int64 1" + "(1e-08, 20.0)" ] }, - "execution_count": 361, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1174,30 +818,34 @@ } ], "source": [ - "vrms.isel(lev=0).plot()\n", - "vrms.isel(lev=0).sel(time=slice(3600,None)).mean()" + "(0.5*ds['256'].KEspecr_mean).plot()\n", + "(0.5*ds['512'].KEspecr_mean).plot()\n", + "(0.5*ds['1024'].KEspecr_mean).plot()\n", + "plt.yscale('log')\n", + "plt.xscale('log')\n", + "plt.ylim([1e-8,2e+1])" ] }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "(1e-08, 20.0)" ] }, - "execution_count": 359, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -1205,29 +853,24 @@ } ], "source": [ - "vrms.isel(lev=1).plot()" + "(0.5*ds['Re_256'].KEspecr_mean).plot()\n", + "(0.5*ds['Re_512'].KEspecr_mean).plot()\n", + "(0.5*ds['Re_1024'].KEspecr_mean).plot()\n", + "plt.yscale('log')\n", + "plt.xscale('log')\n", + "plt.ylim([1e-8,2e+1])" ] }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "[]" - ] - }, - "execution_count": 206, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1235,2696 +878,47 @@ } ], "source": [ - "enstrophy_flux(ds['64_op1']).isel(lev=0).plot(label='64 op1')\n", - "enstrophy_flux(ds['64_op2']).isel(lev=0).plot(label='64 op2')\n", - "\n", - "enstrophy_flux(ds['96_op1']).isel(lev=0).plot(label='96 op1')\n", - "enstrophy_flux(ds['96_op2']).isel(lev=0).plot(label='96 op2')" + "(ds['256'].KEfluxr).plot()\n", + "(ds['512'].KEfluxr).plot()\n", + "(ds['1024'].KEfluxr).plot()\n", + "#plt.yscale('log')\n", + "plt.xscale('log')\n", + "#plt.ylim([1e-8,2e+1])" ] }, { "cell_type": "code", - "execution_count": 362, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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7ylhZUNqyNxx+CWT0guoiWPaKRmpEROKYQo2EzcGag+SX5wMw2nRA5+Ghx0KrngZ2wmi0xLuxrBQ73zmhKwCvtnS0xmqDCXcGvv/iKTITAoFJIzUiIvFHoUbCZkXhCgD619WRnnsSWKyhx+bW99NMbaafprGrTwlMQf1n5R5Kqupa9sajrgJnV6jYQ0bhRkCNwiIi8UihRsJmaWGjqadG+9PsOFjFtqIqbBaDU/u7jvRyAEbnZjCsWxpur59/Ld3Vsje2OWD87QBkbPwYUKgREYlHCjUSNsuOsD9NcNXT2N6ZOBMTmn1tkGEYoeXdr321A39LzoMCyLsOkrPJLN8LaJ8aEZF4pFAjYVHtqWZD8XoAxvis0HVk6LHmdhE+mvNHdcOZaGPHwWrmbylqWQH2FDj5VjJ8fkAjNSIi8UihRsJi5YGV+Ew/Xb1eunYbC9bAiEytx8eXWw8ChHYN/ibJdhuX5PUA4NWWngcFcOIPyDQCfTyVnko8Pk/LXysiIlFPoUbCInTe0yH703y57SBur5+u6YkM7Jza4utdXT8F9dmGQgqKq1v2osR0nEk5WMzAlJVGa0RE4otCjYRF0/OeGkJNcNXTlEFHXsrdnH45qUzo78I04e+Ld7b4dZbkLDL8gSko7VUjIhJfFGrkuHn8HlYdWAnAGI8fuo0JPdbQT3P0pdzNCY7WvPl1AW5vC86DAkjObuir0V41IiJxRaFGjtv6g+up8blJ9/no23k0JCQCsL2oih0Hq0mwfvNS7uacMaQTXdISOVhVx4dr9rXsRcnZZPgDAUgjNSIi8UWhRo5b8Lyn0bVuLI36aWZvCIzSjOudRarD1urr2qwWrjypJwCvftnCHYaTs8msH6kpc5e1+j1FRCR6KdTIcQud9+Ru2k8zZ1P9LsItXPXUnMvH5WKzGCzZUcK6PeXf/ILk7IaeGu1VIyISVxRq5Lj4TT/L9y8BYIzbCz3GAVBT52PRtsBS7mPppwnqlJbIt4Z3AQKb8X2j5CwyfIHpJ61+EhGJLwo1clzyy/Iprasg0e9nqGt4YBM84MttRdR5/XTPSKJ/p5Yv5W5OcIfhd5bvprz2G/aeSXGFpp/UUyMiEl8UauS4BM97OsFdR0KjoxFmbwgu5c5p1VLu5pzUJ4sBnVKprvPx9rLdR39yo+knrX4SEYkvCjVyXJqc91TfJGyaJnM2BZqEj6efJsgwDKbVn9796qIdmOZRzoNKzibTp9VPIiLxSKFGjsvyfV8DMMZdB7knAbCtqIqC4hrsVgvj+2eH5X0uGt2dZLuVLYWVLNpWfOQnaqRGRCRuKdTIMdtXtY/d1fuxmCYjMwZCYhrQsJT7pL5ZJNtbv5S7Oc7EBC4a3R2A1xYdpWE4Kauhp0arn0RE4opCjRyz4NTT4Lo6UnpPDN0/t34p9+SBx77qqTnBKaiP1u5jf3lt80+y2cmwJQNQ46vB7XOHtQYREem4FGrkmDU9xHI8AFVuL1/VTw9NHXz8/TSNDe6Sxom9s/D6zaOeB5WalIkteKilpqBEROKGQo0cs2V76/tpat3Q8xQAvtx6kDqfn9ysJPq6UsL+nlfXj9b8ffFOPPXTTIcykl2kB89/0l41IiJxQ6FGjkmZu4wt5dsBGJ3aG5KzgIYDLKe28lTuljp7WBdcqXb2l7v5dN3+5p+UnE2mzn8SEYk7CjVyTFYeWImJSS+PB1d9P41pmszZ2LA/TVuw2yxcPq7+PKgjNQzrpG4RkbikUCPHJHTeU6N+mi2FlewurcFus3BK39afyt1SV5zUE4sBC7ceZEthxeFPSM4m069dhUVE4o1CjRyTZXsXA0033QuO0pzcN5sku7XN3rt7RhKnD+kMwGuLmmkYTs5uOP9JIzUiInFDoUZardZby5ri9QCMSewKqYFVTg39NG0z9dRY8Dyofy/dRXWdt+mDjU/q1kiNiEjcUKiRVltTtAav6cPl9ZHbMzBKU+n28nV+YCn3lDAcjfBNJvR30Ts7mQq3l3dX7Gn6YHJ2aAM+jdSIiMQPhRpptYb9aWox6g+x/GJLER6fSe/sZPq0wVLuQ1ksBlfXj9a8+uUh50E1nn7Skm4RkbihUCOttix03lNDk3DDqqe2H6UJuiSvBw6bhXV7y1m2s7ThgcbnPynUiIjEDYUaaRWf38fKwhUAjEnIgvQe9Uu5A/00k9uhnyYoI9nOBaO6AYecB9Vo+knnP4mIxA+FGmmVTSWbqPTVkuL3M7BHYOpp0/5K9pbV4rBZOKVveE7lbqlpJ/cG4P1VeymqrD/nKSmj0UiNQo2ISLxQqJFWCfbTjKp1Y+0daBIOrno6pV82iQltt5S7OSf0SGdkbgZ1Pj//WFIQuNNiJdMeODG81uemxlvTrjWJiEhkKNRIqzQ57ym0P03D0QiREFze/bdFO/H5Aw3DyUlZJOhQSxGRuKJQIy1mmmZDk7AlFTJ7U1HrYUl+YIqnrY5G+CbfGdGVjOQEdpfWhAKWkZJDpk/nP4mIxBOFGmmxXRW7KPKUYzNNhnc/BQyDL7YU4fWb9HWl0Cu77ZdyNycxwcplY3OBRudB6fwnEZG4o1AjLba0MHDe03B3HYn1+9PM3hBYyt2eq56ac9VJgUMu5246wI6DVZCcpfOfRETijEKNtFho6qm2FnpNCCzl3hTZfpqgXtkpTB6Yg2nC61/thORs0rUBn4hIXFGokRZbvucrAMaQCK4BrN9bwf5yN0kJVk7skxXh6hoaht9cUoA3MTM0UqNQIyISHxRqpEWKaorIr9mPYZqM6jIWDCM0SjM+Aku5mzN1cCdS7FZKqz0c9DtDPTXagE9EJD4o1EiLLC9cDkB/j4f03pMBmLMheDRCZPtpgqwWg05piQCU4CTTr+knEZF4olAjLbJsX6BJOLg/TVmNh6U7g0u5I9tP05gr1Q5AkT9Vq59EROJM1ISaWbNmMW7cOJxOJ506deLCCy9k48aNkS4rbizb/QUAY3xW6DSUBZuL8PlN+uWkkJuVHOHqGrhSHQDs96Ro9ZOISJyJmlAzd+5cbrvtNhYtWsQnn3yC1+vlrLPOoqqqKtKlxbwqTxUbKgL7v4zpNBoslojvInwkwVCzuy6FjODqJ/XUiIjEBVukC2ipDz/8sMntl156iU6dOrF06VImTZoUoariw8oDK/Fj0s3jpcuAyfj9JnM2BftpOmao2VNjI9MMZPYSdwmmaWIYRiRLExGRNhY1oeZQZWVlAGRlHXkpsdvtxu12h26Xl5e3eV2xKNRP4w7006zbW86BCjfJdivj+mRGuLqmXM76npqqOtIdgdo8fi813hqSEzrONJmIiIRf1Ew/NWaaJjNmzGDChAkMHz78iM+bNWsW6enpoa/c3Nx2rDJ2LNs1H4AxHqDLiNDU0/h+Lhy2yC/lbiw4UnOgso6k5Cwc6qsREYkbURlqpk+fzqpVq/j73/9+1OfNnDmTsrKy0FdBQUE7VRg7PD4Pq0s3AzAmeyhYbczZGJh6mjq4YyzlbiwYaooq3BjJ2WT4tQJKRCReRN300+233857773HvHnz6NGjx1Gf63A4cDgc7VRZbFpXvI5a00uGz0ffPlMora5jWQdcyh2UEww1lW7M5GwySzez36aRGhGReBA1ocY0TW6//Xbefvtt5syZQ58+fSJdUlwI9tOMrnVj9J7I/M1F+E0Y2DmV7hlJEa7ucMGeGrfXj8eRSUb9BnzaVVhEJPZFTai57bbbeP3113n33XdxOp3s27cPgPT0dJKSOt5frrGioZ/GD91GM3vROqBjjtIAJNttpNitVNX5qLKlk+nT+U8iIvEianpqnnnmGcrKypgyZQpdu3YNfb355puRLi1m+U0/yw+uAWBMxgD8lgTmbepYRyM0x+UMTEGVG2k6/0lEJI5EzUiNaZqRLiHubCvdRpmvlkS/nyG9p7JmTxlFlXWk2K2M7RX5U7mPxJXqYMfBakpMnf8kIhJPomakRtrfssJlAIxw15HQe0Jo1dOEAS7sto770Qme/3Sg0UndCjUiIrGv4/7NJBG3rGAeAGPqvNBjLLPr96fpqP00QcFl3fs8KQ1LuhVqRERinkKNHNHywuUAjEntRXGdlRUFpUDH7qeBxuc/JYfOf1JPjYhI7FOokWbtq9rHHk85VtNkZO4k5m8+gGnC4C5OuqZ37NVmwUbhgtrE0EndOtRSRCT2KdRIs5buD+xPM7iujuQ+k0P9NB196gkgp76nZk+1QYYlEHBK3aVqNhcRiXEKNdKs5cF+mloP/h4nMjcKlnIHuRrtKpxRf6il1/RR6amMZFkiItLGFGqkWUv3fQ3AmORurDrgo7iqDqfDRl6vjnUqd3Mazn+qIzE5iySd/yQiEhcUauQwZe4yttQGRmZGdz+V2RsCq54mDHCRYO34H5lgT02Nx4c3MSu0q7DOfxIRiW0d/28oaXcrClcA0LvOQ3bf05hTP/U0NQr6aQBS7FYSEwIfbXdCRuj8Jy3rFhGJbQo1cpilu+r7adxuirPHsGpXKQCTo6CfBsAwjNAUVKU1XRvwiYjECYUaOcyy3QsBGOPIYW5BHaYJQ7um0TktMcKVtVww1JRZ0kMb8GmvGhGR2KZQI03UemtZW7UbgDFdT2b2huhZ9dRYMNSUmE6d1C0iEicUaqSJ1UWr8WKS4/XStfdpzNtc308zODr6aYJynMHzn1JDPTUaqRERiW0KNdLEsl0LABhT62ZtwnBKqz2kJdoYnZsR2cJaKThSs9+TrJEaEZE4oVAjTSzfNR+AMQkZfLYjMMIxcWAOtihYyt1YTv2y7t3uFJ3/JCISJ6LrbyppUz6/jxXl2wEY0ymP2cGjEQZGVz8NNIzU7Gx8/pNGakREYppCjYRsLNlIlekl1e+nc7eprN5dBkTPUu7GgqFme7WjYUl3bXEkSxIRkTamUCMhy+uXco+sdbPQMxiA4d3T6OSMnqXcQa76Qy33V/nJtKUAUOoux2/6I1mWiIi0IYUaCVm6YzYAeZYUPtgRuC9adhE+VPCohEq3l7TEDAD8+Kmoq4hgVSIi0pYUagQA0zRZVroRgNHZJzB/cxEQffvTBDkdNuy2+o+3PYsU9dWIiMQ8hRoBoKCigIN+NwmmiTP9VMpqPGQkJzAqt+Ofyt0cwzDIqe+rqbVnhvpqtAJKRCR2KdQIAEvr+2mGu93MrRkCwMQBOVgtRiTLOi7BvppKazqZOtRSRCTmKdQIAMvyPwVgjOng3XwrAFOjdOopKHT+k5GmkRoRkTigUCMALC9eC8CwtEGs3VMOwKQo3J+msYbzn1K1q7CISBxQqBGKaorY4a3EME3sjnEAjOyRHgoF0crV3PlPbo3UiIjEKoUaYdmeRQAMqPMwu3woAJOjdCl3Y8FQts+T0jBSU1sawYpERKQtKdQIy7d/DMBov5V/7wiMbkR7Pw00hJrd7mTStaRbRCTmKdQISw+sBGBgYh8qan1kJicwokdGZIsKgybnP/m0+klEJNYp1MS5hbsXsr4ucCaSwUgAJg+M7qXcQTn1PTVbqxPJ8AdXP+n8JxGRWGWLdAESOSW1Jdw3/14AvldewaeeQD/NlBjop4FG00+1DjLsJgClWtItIhKzNFITp0zT5OGFD1LkLqFPnYfbk4fwUWEGhhH9S7mD0pMSSLAamFhIT3ACUFZXga9+JZSIiMQWhZo49faWt/msYDY20+TRMjdzBzwMGIzskUFWij3S5YWFYRih0ZrkhAwATEzK68ojWJWIiLQVhZo4tLN8J48u+hUA00tKGXru7/jfjsAuwtF6gOWRBEONJyETZ3BXYe1VIyISkxRq4ozH72Hm3J9Q469jbE0t1/W5AM+g81iwJXAq99QY6acJCp7/VGVpdP6T9qoREYlJCjVx5oWVz7OqeB1On59HPKlYz/k1S/JLqHR7yU6xc0L39EiXGFah858sjc5/0kiNiEhM0uqnOLKicAXPrXoOgPuLy+h6xXvgSGXOpgIgsJTbEgNLuRtzOQOhptjvJINAqClzl0WyJBERaSMKNXGiylPFzLl348fk3Moqzj35x9B9DH6/yefrCwGYHGP9NNAwUlPoTyHDrD//Scu6RURikqaf4sSjix5hV/V+unq93JcyGMb/CIA/zN7C5sJKHDYLk2NkKXdjwZ6afXUpZOqoBBGRmKZQEwc+2fEJ72x7D8M0eaTMTdpFL4DFwucb9vPkp5sA+OUFw8lIjo2l3I3l1I/U7KpLauip0UiNiEhMUqiJcfur9vPQgvsB+H5ZOWPPfhLSu7O9qIofvbEC04SrT+7JZeNyI1xp2wj21OyoSdb5TyIiMU6hJob5TT/3z/sp5d5qhrjruK3Xd2DoBVS5vdz86hIqar3k9crk598ZFulS20zoUEt3UsP5T1r9JCISkxRqYthr615jUeFSEv1+Hq1LJuGcxzBNk5/8ayWb9lfSyengmavGYLfF7scgIykBq8WgxHSSWT/9VFqjQy1FRGJR7P5tFuc2lWzid0ufAODuknL6XvQiOFJ5bt42/rd6HwlWg2euHkOntMQIV9q2LBaD7BQ7VSSSbgY+7iWafhIRiUkKNTHI7XPz09l34TF9TKqu4bJxd0H3MczffIDHPtwAwM/PG0Zer6wIV9o+AlNQBim2NAAqPJV4/d7IFiUiImGnUBODfrfkCbZU7CTL5+PhpAEYp/6IguJqbv/7cvwmXDa2B1ef1DPSZbabYLOwzZqGYZqANuATEYlFURVq5s2bx3nnnUe3bt0wDIN33nkn0iV1OAv3LOS1Da8D8IsyN66L/kyNF25+dSml1R5G9kjnFxcMxzBia+fgownuVVNrzSBNe9WIiMSsqAo1VVVVjBw5kj/84Q+RLqVDKq0t5YG59wDwvfIKJn/rCcy0bsx8axXr9paTnWLnmavzSEywRrjS9hXcq6bMSAs1C2uvGhGR2BNVxyScc845nHPOOZEuo0MyTZOHF9xHYV0Zves8/Dj3HBh6AS8t2M47K/ZgtRj88aoxdMtIinSp7S64rLvYdIaWdWukRkQk9kRVqGktt9uN2+0O3S4vL49gNW3rnS3v8OnuedhMk0fdSSSd8xu+3HqQX/1vPQD3nTuEk/tmR7jKyHA5A9NPhb4UMuo34NNeNSIisSeqpp9aa9asWaSnp4e+cnNjc9fcgvICHl30SwBuK61g2EV/Zk+NlemvL8PnN7lwVDeuP7V3ZIuMoJzUwLL1vZ5G5z/VlkawIhERaQutDjVer5eHH36YgoKCtqgnrGbOnElZWVnoKxpqbi2v38u9s++i2u8hr6aW68fcTm2nUdzy2lIOVtUxtGsasy4eEVeNwYcKjtTscic3nP+kkRoRkZjT6lBjs9n4zW9+g69+GL8jczgcpKWlNfmKNS+sfJZVpRtJ9ft5JLEfllPv5IF31rBqVxkZyQk8Ny2PJHt8NQYfKthTs8udRIa//vwnjdSIiMScY5p+OuOMM5gzZ06YS5HWWnlgJc+teh6A+8pq6XbRi7z29W7+uXQXFgOevmI0uVnJEa4y8jKT7ViMQKNw6KgENQqLiMScY2oUPuecc5g5cyZr1qwhLy+PlJSUJo+ff/75YSnuUJWVlWzZsiV0e/v27axYsYKsrCx69oyfzeQAqjxVzPz8LnyYnFNZxXfOepKlpUn84j+LALjn7MFMHJAT4So7BqvFICvFQXFl49VPmn4SEYk1xxRqbr31VgCeeOKJwx4zDKPNpqaWLFnC1KlTQ7dnzJgBwLXXXsvLL7/cJu/ZUf164S8oqD1AF6+X+7udxf4e3+KWpxfg8Zl8+4Su3Dypb6RL7FBcqXa2VzrJDK5+0qGWIiIx55hCjb/+/3bb25QpUzDrt7mPZ5/mf8Lb+f/DME0eqXWQ+K3HuP6VZRyocDOwcyqPXRLfjcHNyXE62LDPjpNA07Cmn0REYk/Yl3RXV1eH+5LSSGF1IQ8t+BkA15dXMu7CF/nFxztYuqMEZ6KN56eNJcUR09sPHZNgs3CixQlApbcaj88TyZJERCTMjinUTJkyhV27dh12/1dffcWoUaOOtyY5Ar/p5/7ZMyjz1TLEXcf0Ubfxjz2deG3RTgwDfn/5KHq7Ur75QnEoeP6TaaRhqR/t02iNiEhsOaZQk5aWxogRI3jjjTeAwHTUQw89xKRJk9qsSVjg9XWv8mXRShx+P4/ae7O21/e5/501ANx1xkBOG9w5whV2XMGRmgojLdQsrL1qRERiyzHNU7z33ns8++yz3Hjjjbz33nvk5+ezc+dO3n//fc4444xw1yjAppJNPLkk0Jh9d4WbjEue4apXVlDn83Pm0M5Mn9o/whV2bMFQc9BMI8O3i2KrVXvViIjEmGNuvrjlllvYsWMHv/71r7HZbMyZM4fx48eHszap5/a5ufez26nDz8TqGr475TGu/s9+9pbV0jcnhScuG4nFosbgo3E5A6Gm0JdSvwFfgqafRERizDFNP5WUlPDd736XZ555hueee47LLruMs846iz/96U/hrk+ApxY/xuaqPWT5fPyiy1Qe2TGIr7YXk2K38vy0PJyJCZEuscML9tTs86SEjkpQqBERiS3HFGqGDx/O/v37Wb58OTfddBOvvfYaL774Ig888ADf/va3w11jXPty95f8ddM/AHi41s7CHnfz0hf5APz2slH07+SMYHXRI6d++mm3Ozl0qGVJrXpqRERiyTGFmltuuYV58+bRp0+f0H3f+973WLlyJXV1dWErLt6Vucu4f05gg8FLK6rIHf8UP3l3GwDTp/bn7OFdIlleVMlKsWMYcNB0klG/AZ9GakREYssx9dQ88MADzd7fo0cPPvnkk+MqSAJM0+ThufdQ6K2kd52H2wbfyAUfeXF7/UwZlMNdZw6MdIlRxWa1kJlsp6S64fwnrX4SEYktxxRq5s2bd9THJ02adEzFSIN3N7/FJ3sXYjNNHrH14M7tU9hVUkKv7GR+/73RWNUY3GquVDvF1Y3Of9LqJxGRmHJMoWbKlCmH3dd4W/62OvspXhRUFDBr0f8B8MMKN3Nz72f+ohKSEqw8Ny2P9GQ1Bh+LHKeDjfsbnf+knhoRkZhyzKufGn8VFhby4YcfMm7cOD7++ONw1xhXvH4vMz+dTrXpZUxtLaP63cvji6oA+M2lIxjcJS3CFUYvV6qDUlIajdQcjHBFIiISTsc0UpOenn7YfWeeeSYOh4O77rqLpUuXHndh8erPy/7AyvJtpPr93Jt2Ct9d1B3wcfOkvnxnRLdIlxfVXKkOvNhIJAmAEndZhCsSEZFwCuuBljk5OWzcuDGcl4wrqwpX8uzaFwGYWWPjroLLqa7zcWr/bH7yrUERri76BXcVthFYBl/jq8Xtc0eyJBERCaNjGqlZtWpVk9umabJ3714effRRRo4cGZbC4k21p5qZn92ODzi7qprllgfZUGzSPSOJp68Yg80a9gPV405wAz6v6cRqVuIzDEprS+mcojOzRERiwTGFmlGjRmEYBmb9acdBJ598Mn/5y1/CUli8eWz+/eysK6GL18sZiRdy86ZsHDYLz03LIyvFHunyYkLwqIRi00mGr5yDNiulboUaEZFYcUyhZvv27U1uWywWcnJySExMDEtR8eaz7R/x74JPMEyTn3py+EH+FABmXXwCw7sf3r8kxya4q3ChN5VMv4+DWLVXjYhIDDmmUNOrV69w1xG3CqsLeWjBzwC4pqqORwtvxo+F68b35uIxPSJcXWwJ9tTs8yY3nP+kvWpERGJGi0PNU0891eKL3nHHHcdUTLzxm34e+HQ6pf46BrvrKKu4mi3uDE7sk8V93x4S6fJiTnZ9T81Bv7Ph/CeN1IiIxIwWh5onn3yyRc8zDEOhpoX+vupFFpasx+H3c1n1EH5SmkeXtET+eOUYEtQYHHYJVgsZyQkUuxud/6SRGhGRmNHiULNixYpm96eRY7OlZDNPrHgagFsrDB7cNw271cKz0/LIqW9olfBzpTooqXWSq5EaEZGY0+LhgKysLA4cOADAaaedRmlpaVvVFPPqfHX89OObqcNkQnUt7+67iWoS+eWFwxiVmxHp8mKaK9Vev/qpvqdGJ3WLiMSMFoea1NRUioqKAJgzZw4ej6fNiop1Ty38BZtqD5Dp89GzaCKr/P258qSefG9cz0iXFvNcqQ6KcZLp1/STiEisafH00xlnnMHUqVMZMiTQwHrRRRdhtze/f8rnn38enupi0KJdC3hl27sAXFecyv9VXcTonhk8eN7QCFcWH1ypjqYjNbXFEa5IRETCpcWh5rXXXuOVV15h69atzJ07l2HDhpGcnNyWtcWcMncZ982ZAcCFFW5eKPoJ2c4knr06D4fNGuHq4kOO00EFyaTVHyRfolAjIhIzWhxqkpKSuOWWWwBYsmQJv/71r8nIyGirumKOaZr84rM7KPTV0MvjoXDvdzlgcfH3q8bQOU2bFrYXV6odEwv2+kMtS3WopYhIzDimdcOzZ89WoGml/2x4g48PLMNmmpyxrxcf+Sbw4HlDGdc7K9KlxZXgBnz4A4da1vrrqPHWRLAiEREJl1aFmqFDh1Jc3DBc/4Mf/CC0IgqgsLBQU1LN2FVewCOLHwXgihIfz1f+gEvyenD1ydqZub0Fl8tX+1JIqD+7TM3CIiKxoVWhZsOGDXi93tDtN954g4qKitBt0zSpra0NX3UxwOv38rOPfkAVfkbVuplfeDP9e3Tm/y4cjmEYkS4v7gRHaop8TjLrN+DTXjUiIrHhuLatPfSUbkB/UR/ixcW/YXn1LlL8fnrvOZndycN45uo8EhPUGBwJDUclpJLu1/lPIiKxRHvxt6HV+5fzzIbXAfjegUTe8FzGH64cTfeMpAhXFr8cNitpibbAXjXagE9EJKa0KtQYhnHYSIxGZppX7anm3k9/iM+A0yrdvFl8Bz89Zyjj+7kiXVrcczkdlJgN5z9p+klEJDa0eEk3BKabTj/9dGy2wMtqamo477zzQpvwNe63iXePzf4xO72VdPZ6qd57ESeNGsENE/pEuiwh0Fdz8GAaLr9GakREYkmrQs2DDz7Y5PYFF1xw2HPOOOOM46soBny+5T3+vXcBhmly5r4ezMn5Dm9dPEKjWh1ETqqDEpz0r59+KqnVSI2ISCxoVahJSUnh7rvvPuLj5eXlnHXWWcddVDQrqj7AQ18Ewt+FZT7e9kznH1fnkWRXY3BH4Uq1s9NsdP6TRmpERGJCq3pqHnjgAV566aVmH6usrOTss8+mvLw8LIVFI9M0uf/DGynBy0B3HSsLf8BjV46nZ7b27ulIXPUjNQ3nP2mkRkQkFrRqpObVV1/l6quvJjMzkwsvvDB0f2VlJWeddRYHDx5k7ty54a4xavx96dN8UbENh9/PoL3j6HHmeUwamBPpsuQQLmfgUMtMf3D6Sec/iYjEglaFmksuuYTS0lKuvPJK3n//faZOnRoaoSkqKmLu3Ll06dKlrWrt0LYe3MgTa14AAy46mMiefnfwq8n9Il2WNMOV6qAaBym+QI+TRmpERGJDq0INwI033khxcTEXXngh7777Lg888AD79u1j7ty5dO3atS1q7PDqfHX89MMbcRtwUnUda/g5L1w6Ro3BHZQr1Q4YWPyBacHSunJM09R/LxGRKNfqUANwzz33UFJSwumnn07v3r2ZO3cu3bt3D3dtUeMPc+5lo7eUTJ+PxKILue/Wc0l1HNMvrbSD4FEJXm8KAHV+DzXeGpIT1PskIhLNWvU378UXX9zkdkJCAi6XizvuuKPJ/W+99dbxVxYlPJ5qlm77GOwGZ+zvyqmXzKCPKyXSZclRBA+1rPSl4vCX47ZYKHGXKNSIiES5VoWa9PT0JrevuOKKsBYTjUwjkfSDt3KL+VeMMU9w+pDOkS5JvkFigpVUh41SfxoZ/lL2WyyU1pbSPTV+RxtFRGJBq0LNkZZzxzO7zcLDt93Iq4vO5M7TB0S6HGkhV6qdg2VpZPr87LfpqAQRkVigAy3DIMfpYMaZA7FY1GgaLVyp9ec/1W/Ap12FRUSiX9SFmj/96U/06dOHxMRE8vLymD9/fqRLkiiU43TopG4RkRgTVaHmzTff5M477+S+++5j+fLlTJw4kXPOOYedO3dGujSJMqGRGp3/JCISM6Jq3fETTzzBDTfcwI033gjA7373Oz766COeeeYZZs2aFeHqJJq4Uh1sxclQndTdIfj8JnVeP3U+Pz6/Gfry+v2Y5pFfZxhgMQwMAwzq/22A1TCwGAYWi4Gl0XMswfuD32vKWCSmRE2oqaurY+nSpdx7771N7j/rrLNYuHBhhKqSaOVy2utHanSoZbjVenzsLatlT2kNu0tr2Ftay96yGkqq6yiv8VJe66G81kNFrZdaj486rx+/aZKEm1RqcBo1pFBLqlFDKlXYjVosRh2GxYNh8WIYHiyGBwwvhuEN3IcPi+HDgh8MPyZgYmIaZuB7wwzcBjBM/PWPARj1X9QHogAzFJIC34Np1D8vKPSiZn4RjNA/Qv8yD3u84ZuGm4dfzGj83VEymIHR8B7G4Y8Zh9bQ6LZp1n9hkmC1YLdaAptRfmPmO/QJ3/SCb3i80cOJCVYyk+2HPH7Ir1dr3++wpx/99YdvyNny+r/x+Z2GQXJm/bPaL1y3xyajZ/c+mx7OHm3+Ps2JmlBTVFSEz+ejc+emS6Y7d+7Mvn37mn2N2+3G7XaHbsfzYZvSlCu16flPpbWlkS0oSlXXeVm7p5xVu8pYtauUVbvK2F5U1eQ5mZQz2FJAd6OIXpZCkhMKsSSU4EuupM5aR53VR63FT6XFoMJiCX3tsFiotBiY2uk5PvmAikgX0YZKlke6gjYzNGuoQk1LHZoyj7a9/axZs3j44YfboyyJMq5UB6WkhkZqSmoPRrii6LGlsIL3Vu7lk3X72bivHH+j//3PoYRvWzYyzLYDV3I+NfZ95CfUsc5h50ubjXKr9ZCrHfJ/4kdhARxYcGBgNyzYseIwLCQYViyGgdWwYDEsWLFgITDNZGBgxQjdttD0K6DRnx/Bn8UwDhtaMetHb0yz/t/BERzAMEPfNVyomWGRhmcZwXEjGv5lHvp0DPPQew95QrOvPPxJwSm8Q6sMFGWERqsMw8Dj8+Px+TGPNu/XSMNP3NLnt+x5gZGahMN+Hc1G/zyylr1Hw9MPf/7h/zVa9/pv1GkoJGW0/nXHoaX/jY5Xp+RO7fI+zYmaUONyubBarYeNyhQWFh42ehM0c+ZMZsyYEbpdXl5Obm5um9Yp0SEn1YEbO4m+BECHWn6TguJq/rtqL++t3MP6vQ0jnhb8nJ6ygwtT15LN1ywzClmUlMhf7Am4LYEYEvhqkGGx09WeSbfkTmQlZeNMzMSZmEVaUhbOJBdORxpp9jScdidOu5NkWzJ2qx2bJWr+uBKRCImaPyXsdjt5eXl88sknXHTRRaH7P/nkEy644IJmX+NwOHA4HM0+JvHN5awfIfAmATrUsjmmafK/1ft4ccE2lu0sDd1vsxjc0HMfV1o/pqj8az5P8PLH5GR2J9iAhl3HUy12hqX1ZViXsQzvMoY+aX3oltpNx1GISJuJmlADMGPGDKZNm8bYsWM55ZRTeP7559m5cye33HJLpEuTKJNst5Fst+LxpwI+vKaPSk8lTrsz0qV1CJv2V/Dgu2v5cltgWs4w4OTeWdyUu5Oxe//Cv8rXcl1aGkWuhoCSaNgY3/UkpvT+FqM6jaJXWi8sRlTtGiEiUS6qQs33vvc9Dh48yC9+8Qv27t3L8OHD+d///kevXr0iXZpEIVeqg6qKNJL8B6mpP/8p3kNNea2H33+6mZcX5uPzmzhsFm6e2Ifvd9pI8pKf8a/1m7ggI52irMCqDac1ick9T+P0Xmcwvtt4jcKISERFVagB+OEPf8gPf/jDSJchMcCVaqe4wkmG/wA19Sd15xKfPVd+v8nby3cz64MNFFUGVgyeNbQz/zeymKyFN/Cf1dt5NiOdPa4sALond+GHY27nnN7nkGBNiGTpIiIhURdqRMKl8a7Ce23xu1dNQXE1d765gqU7As3SfV0pPHjeECbvf5VFHz7ODVkZ5OdkA5CTmM3NI2/l4gEXK8yISIejUCNxy+Ws36smjjfg21VSzeXPL2J3aQ3Jdit3nD6A7+dlYf/PD/n7nnk82tmF3zDIsKdzwwk3cvngy0m0JUa6bBGRZinUSNxypTo4gJMMf3ye/7SvrJYrX/iK3aU19HGl8NqNJ9G9divev0zlEUr5e/1U0/n9zmfmiTNJtadGuGIRkaNTqJG4lZNqZ6PppE8cntRdWFHLlS8sYmdxNblZSbx+00l0zX+Piv/eyU+yUvgiOdAwfeeYO/n+8O9rqbuIRAWFGolbwZ6a0f7grsLxMVJzsNLNVS98xbaiKrpnJPH69WPo+sXP2bXsRaZ3zmGr3U6i1cGsiY9yRq8zIl2uiEiLKdRI3HI5HRTjJDOORmpKq+u4+sXFbC6spHOag9dvPJHc+T9hxYZ/8aNuXSi2WumUlMNTpz/NsOxhkS5XRKRVFGokbgUOtUxrdP5TcYQraltlNR6mvbiY9XvLcaU6eP2mk+m16WUWbnqL6V074zEMhmQN4enTnqZzSvNHj4iIdGTa7lPiVo7TQRkppPkCh7yV1sRuqKl0e7nupcWs3l1GVoqd1286iX5li9j3+UP8NCcbj2EwNXcqL5/9sgKNiEQtjdRI3EqxW0lISCDBHzgfrNQdmz01pmnyw78tY/nOUtKTEnjthpMYaCvE86/v85OcLEqtVoZmD+XxyY9jt7b81GwRkY5GIzUStwzDwJXqwPQGtvYvq6vEb/ojXFX4vb96L/M2HcBhs/DqDScyNMuEv1/O00kGKxIdOBNSFWhEJCYo1Ehcc6U68PoC+6/48FNRVxHhisKrus7Lr95fD8CtU/oxopsT/n0Tc6t28lJGGgC/OPWX5Drj83gIEYktCjUS11ypDirNNFL8sbkC6pk5W9lbVkv3jCRumdwPPvsFe7Z/ys9yXABcNeQqLdsWkZihUCNxLcdpp7j+/CeIrb1qdh6s5rl52wB44DtDSFz/Fp4vfsdPclyUWy0Mzx7Oj/N+HOEqRUTCR6FG4por1UEJTjL9sXf+0y/fX0ed18+E/i6+lbkX3pvO77IyWJXowGl38pvJv9GhlCISU7T6SeKaK9XBbjM15kZq5m46wCfr9mOzGDz47YEY/zydz+0Gf00P9NH88tRf0sPZI8JVioiEl0ZqJK6FRmpiaFfhOq+fh99bC8C143szoOgzdpXnc399H820odM4vefpkSxRRKRNKNRIXHOl2jloppEePP8pBvaqeXnhdrYVVeFKtfOj0/tjzv8t97uyqbAYjHCN4K4xd0W6RBGRNqFQI3HN5QwcahkcqSlzl0W4ouNTWF7L7z/dDMA9Zw8mbefnLCvbytKkROwWO49Nfkx9NCISsxRqJK65UgOHWmb4Y6On5tEPNlBV52NkbgaXjO4O83/Ly+lOAM7vfz7dU7tHuEIRkbajUCNxLS3RRqUlncz6Qy1Lo/hQy6U7inlr+W4AHj5/GJaChWzdv4w5KckYGFw79NoIVygi0rYUaiSuGYaBIyUDZ/2hliU1ByNc0bHx+U0erG8OvmxsD0blZsD83/JK/Wqn03qeRu/03pErUESkHSjUSNxzpSVi8SUB0bv66R9LClizuxynw8Y9Zw+GPcspzJ/Lf1JTALh++PURrlBEpO0p1Ejcc6U6MH2Bv/zLPFX46ldCRYtaj4/HP9oIwJ1nDsSV6oD5T/BamhOvYTCm0xhG5oyMcJUiIm1PoUbinivVjqf+UEsTk/K68ghX1Dofrd3Hwao6umckcc0pveDAJio3/Jd/pgV+Jo3SiEi8UKiRuJfjdFBupuEM7iocZXvV/HPJLgAuyetBgtUCX/yOfzlTqLRY6JPeh0k9JkW4QhGR9qFQI3HPlRrYqyYjeP5TbWlkC2qFguJqvthaBARCDaUFeFa9yav1y7ivH3Y9FkO/zUUkPuhPO4l7rlQHB6P0qIR/L9uFacKp/bPJzUqGhU/zv2QHhTYbOUk5fLvvtyNdoohIu1GokbjXMFITXaHG7zdDU0+Xjc2FygOYy/4a2mzvqiFXYbfaI1miiEi7UqiRuJfjtFNsOsmo34AvWnYV/nLbQXaX1uBMtPGtYV3gq2eYn2CyxW4n2ZbMpYMujXSJIiLtSqFG4l7opO4oG6n5x5ICAC4Y1Y1EXyUs/jMv12+2d+nAS0mzp0WyPBGRdqdQI3EvPSmBciONDF/0nP9UVu3hgzX7gPqpp69fZLVZw9dJidgMG1cPvTrCFYqItD+FGol7hmFAcnbD+U9RsKT7vVV7qPP6GdzFyQldkmDRM7yUERiZObfvuXRJ6RLhCkVE2p9CjQhgdboaTuqu6fiHWv6zfurp0rG5GNvmstNdzGfJgaMerh2mgytFJD4p1IgAztQ0kn0GAKW1HftQy/V7y1m1q4wEq8GFo7rB2rf4a7oTv2EwofsEBmYOjHSJIiIRoVAjAriciRihQy079jEJwWXcZwzpTLbDpGrj+7wbPLhymI5EEJH4pVAjQv2hlt5AMCj3VuH1eyNcUfPqvH7eXt5ob5qtnzHf6qXWYqGnsyfjuoyLcIUiIpGjUCNC4FDLWl8ahmkCUOYui3BFzfts/X5Kqj10TnMwcYAL1rzF5/W9NKf3PD3Q9CwiEqcUakSoP9SSNNI6+F41wb1pvjumBzZfLXUbP2Befag5redpkSxNRCTiFGpECEw/FZsN5z91xL1q9pXVMnfTASCw6onNH7PY5qPKYiEnKYcROSMiXKGISGQp1IgQHec//XvZLvwmnNg7iz6uFFj7VmgZ99TcqTqNW0Tinv4UFCHQU1NMo/OfOtgGfKZpNtqbpge4K/Ft+pjZyclAoJ9GRCTeKdSIAJnJdsqMRiM1taWRLegQX+eXkH+wmhS7lXNP6AqbPmSV1cdBmxVnglOrnkREUKgRAcBiMfA5shp6ajrYSE2wQfg7I7qR4rDBmn/zWUpglGZij4kkWBMiWZ6ISIegUCMSlJxNhj8w/dSRlnRXur28v2ovAJeN6wE1pZhbPg3102jqSUQkQKFGpJ7N6eqQq5/eX7WHGo+PvjkpjOmZCRv/x2aLya6EBOwWOxO6T4h0iSIiHULUhJpf/epXjB8/nuTkZDIyMiJdjsQgR3pOQ09NTVGEq2nwjyUNOwgbhgFr3uKzlMAozfhu40lOSI5keSIiHUbUhJq6ujouvfRSbr311kiXIjEqy5mK3WsDoKS2Y5zUXVBczdIdJVgtBheP7g7VxbBtNp/Xr3rShnsiIg1skS6gpR5++GEAXn755cgWIjHLlerA8AXCQkkH6amZs7EQgLG9MumUlghL32SXxWSDw47FsDAld0pkCxQR6UCiJtQcC7fbjdvtDt0uL+/Ypy9LZLmcdizeFMBLla+W4tpishKzIlrTnI2BHYQnD8oJ3LH2rdAoTV7nPDITMyNVmohIhxM100/HYtasWaSnp4e+cnNzI12SdGCuVAfV/jS6ewIndG8t3RrRetxeHwu3HgRg8sAcqDwA2+eF+mlOy9XUk4hIYxENNQ899BCGYRz1a8mSJcd8/ZkzZ1JWVhb6KigoCGP1EmtcqQ5KcDKgrg6AzSWbI1rPkvwSajw+cpwOhnZNg/XvctCAFY5EQP00IiKHiuj00/Tp07n88suP+pzevXsf8/UdDgcOh+OYXy/xJXioZX+PhznAltItEa0n2E8zeWBOaNXT3OQk/AYMyRpCt9RuEa1PRKSjiWiocblcuFyuSJYgEpKVYqcUJ8PqPEDkQ03wRO7JA3OgfC/sWMhnnQO/X7ThnojI4aKmUXjnzp0UFxezc+dOfD4fK1asAKB///6kpqZGtjiJCVaLgdueQf9gqCnZgmmagVGSdrantIZN+yuxGDBxgAtWvUiVAV8maRdhEZEjiZpQ8/Of/5xXXnkldHv06NEAzJ49mylTpkSoKok1/sRs+lR7sJpQ4algf/V+uqR0afc65tWP0ozKzSAj2Q5r3mJ+chIeA3ql9aJfRr92r0lEpKOLmtVPL7/8MqZpHvalQCNhleIiAegZOAIqYlNQoaXcAztBaQHsWszn9Wc9ndbztIiMHomIdHRRE2pE2oMtNRuA/vUroLaUtH+o8fj8fLElcEzD5EE5sPZt6oB5KYFpVk09iYg0T6FGpBFbRnf8psFAdzUAm0vbf1n38p2lVLi9ZKXYGdE9Hda+xeKkRKoMk5ykHE5wndDuNYmIRAOFGpFG0jOy2GZ2ZUAEV0AFl3JPHODCUr4L9izns5TALsJTc6diMfTbVkSkOfrTUaQRV6qDlWbf0AqobaXb8Pl97VpDk6Xc+fPxAbNT0wBNPYmIHI1CjUgjLqeDVf5+9PB6cWBQ66tlV+Wudnv/wopa1u4JnFE2aWAO5C9glcPOQcOPM8HJuC7j2q0WEZFoo1Aj0ogr1c4qf1+sQF9PYISmPZuF528KNAif0D0dV6oD8ueHpp4m5U4iwZrQbrWIiEQbhRqRRrqmJ7HO7IXHtDKgtv2bhec0nnoq2YFZujN0KremnkREjk6hRqSRrBQ7PTtlsdHMpb+nfZuFfX6T+ZsDoWbKoMDU0/YEGwUJNuwWO6d2O7Vd6hARiVYKNSKHOLW/i1X+vk2OS2gPq3aVUlrtwZloY1RuBuQvYEli4ETu0Z1Gk5yQ3C51iIhEK4UakUNMHOBipdkvtKx7R/kO6nx1bf6+wV2EJw5wYbNaIH8BixMDp8yP7TK2zd9fRCTaKdSIHOKkvtmsph+dfT6cfj9e00t+eX6bv2+Tpdwl+ZhlO/k6KTBSo1VPIiLfTKFG5BCpDhup3YdTa9rb7biEkqo6Vu4qBerPe6rvpym2WnFYHdpFWESkBRRqRJoxfmBn1pi9G/pq2rhZeN7mA5gmDO7ipEt6IuQv4Ov6fppRnUZht9rb9P1FRGKBQo1IMyb0d7HK3y8Uatp6WXeTqSfTrA81gX6acZ019SQi0hIKNSLNGJmbwUbrAAZ42n4FlN9vMm9To1O5S/IxywrUTyMi0koKNSLNSLBasOWOoV/9SM2uyl1Ue6rb5L3W7S2nqNJNst3K2F5ZkL+AbfX9NInWRIa7hrfJ+4qIxBqFGpEjGDB4JFZfItnewHEJ28q2tcn7BKeexvdzYbdZmvTTjOw0Uv00IiItpFAjcgQTB+YENuGrn4LaXNI2fTVzNzbaRfiQfpoTu5zYJu8pIhKLFGpEjqBfTipbEwYyILisuw1WQJXXeli6swQI7k+zHbN8F0vUTyMi0moKNSJHYBgGZrfRbbqs+4vNRfj8Jn1zUsjNSob8BWxNSGjop8lWP42ISEsp1IgcRZeh4xtNP20K+/WbLOWGJlNPozqNIsGaEPb3FBGJVQo1IkeRN2wYae7AQZIHaooorS0N27VN0wyFmimDOjX002jqSUTkmCjUiBxFp/Qk9tkG0s3jBcI7BbW5sJK9ZbU4bBZO6pMFxdswy3ezRE3CIiLHRKFG5BvUdhoVmoIKZ6iZs7EQgJP7ZpOYYIX8BWxJSKDEaiXJlsSw7GFhey8RkXigUCPyDTIHnNQmK6Aapp6a6afJUT+NiEhrKdSIfIMBoyaFVkCt2b82LNescnv5enujpdz1/TRayi0icuwUakS+QUpmJzJ96QBsL9uCaZrHfc2FWw9S5/OTm5VEH1cKFG/DX7GHJYkKNSIix0qhRqQF0lOHYjVNqs1aDtQcOO7rvbNiNwCnD+6MYRiQP7++n8YS6KdxqZ9GRKS1FGpEWiC9z8n0rF8BtbH4+I5LKKv28Mna/QBcktcjcGf+Ar5OCvTTjO40mgSL+mlERFpLoUakBboOOSW0AuqLnauP61rvrdxNnc/P4C5OhnVLC/TTbJ+vqScRkeOkUCPSArbuDcclrNi1/Liu9a+luwC4dGxuYOrp4Fb8lftCoWZs57HHV6yISJxSqBFpCUcqXS1ZAOyrOPbjEjbtr2DlrjJsFoMLR3UL3FnfT1OqfhoRkeOiUCPSQv1dgcMlyyzFVLk9x3SN4CjNaYM7kZ0a6KFRP42ISHgo1Ii00OB+E7H7TbwWPx9vWtfq13t8ft5aFlj1FGoQNk3In8/X6qcRETluCjUiLZTQYyx965uFP928stWvn7fpAEWVbrJT7Ewd3Clw58Et+Cv3q0lYRCQMFGpEWqrzcPrVL+vetn9Jq1/+zyWBqacLR3cnwVr/Wy9/PpsTEiir76cZmj00bOWKiMQbhRqRlrI56OdwAeD2bqK4qq7FLy2uquOzDYfsTQP1/TSBUZoxncaon0ZE5Dgo1Ii0wqDsQQD4HUV8saWoxa97d8VuPD6T4d3TGNI1LXBn/f40wUMsx3bRUm4RkeOhUCPSCv27nQxAqd3N/M37Wvy60N40ebkNdxZtxl9VGOqnObHLieErVEQkDinUiLRC195TSPH78RmwYPvaFh1uuW5POWv3lGO3Wjh/ZLeGB/Lns9meQLnVQrItmSHZQ9qwchGR2KdQI9IKRs4g+nt8AFg9K9hxsPobXxMcpTljaCcyU+wND+QvCC3lHt1Z+9OIiBwvhRqR1rBY6W/PACA7cSsLvqGvps7rD53I3aRB2DQhfwGL6/tpxnXWUm4RkeOlUCPSSgPS+gBgcexjweajh5rZGwsprqojx+lg0oCchgeKNuGvKmSp9qcREQkbhRqRVurfZQwA5fYqFm4twuc/cl9NcG+ai0d3x2Zt9Ntt/XtsatRPo/1pRESOn0KNSCv173MGAIUJJrXuMlbvLmv2eQcq3MzeWAgcMvVUVwWLngn104zpPAabxda2RYuIxIGoCDX5+fnccMMN9OnTh6SkJPr168eDDz5IXV3LNz8TCZfsLqPI8vkxDYM+jtVH3K/m3RW78flNRuZmMKCzs+GBpa9A9UEWp2UCmnoSEQmXqAg1GzZswO/389xzz7F27VqefPJJnn32WX72s59FujSJR4ZBf2sKAJ2TNjXbV2OaZmjq6dLGozReNyx8Ch+w1KEmYRGRcIqKMe+zzz6bs88+O3S7b9++bNy4kWeeeYbHH388gpVJvOqf2oPFlZtJdOxi0Y4Saup8JNmtocfX7C5n4/4K7DYL541otDfNir9BxV42ZXSjwu8mJSFF+9OIiIRJVIzUNKesrIysrKyjPsftdlNeXt7kSyQc+uecAIDbUUadz8/i/OImj/9raQEA3xrWhfTk+v1nfB5Y8CQAH/QNjM6M6aR+GhGRcInKULN161aefvppbrnllqM+b9asWaSnp4e+cnNzj/p8kZYa0HMyALvtPlKoYcHmA6HH3F4f767cAxzSILz6X1C6k9IUF29UbADge4O+135Fi4jEuIiGmoceegjDMI76tWTJkiav2bNnD2effTaXXnopN95441GvP3PmTMrKykJfBQUFbfnjSBzp1y0w0rLfZmOIdRMLthwMPfbZ+kJKqz10SUtkQv/Aqd74fbDgCQBeHXgKNd4aBmcNZlKPSe1eu4hIrIrouPf06dO5/PLLj/qc3r17h77fs2cPU6dO5ZRTTuH555//xus7HA4c9c2YIuHktDvpQgL78NAjcQ3v7B1JUaUbV6qDfy4JhOeLx3THajECL1j/HhRtojwpndertgDwgxE/wDCMSP0IIiIxJ6KhxuVy4XK5WvTc3bt3M3XqVPLy8njppZewWKJy5kxiSP+kTuyr2Y3LuRuq4IstRZzSN5u5mwJTUaGpJ9OEeb8F4O+DJlBZtpp+6f04vefpkSpdRCQmRUWH4p49e5gyZQo9e/bk8ccf58CBhv6FLl26RLAyiWcDsgazYPdu6uyBJd1fbClib1ktfhPyemXSNyc18MTNH8P+1VTZU3i1ZgcAN424CYuhYC4iEk5REWo+/vhjtmzZwpYtW+jRo0eTx0zzyFvUi7SlAd1Pht2fUWCpI5NyFmwuYtnOUqDR3jSmCfN+A8A/Bk+irGItvdJ6cXbvs49wVREROVZR8b+K1113HaZpNvslEin9O40EYIs9gdG27ewpq2VLYSWJCRa+PaJr4Enb58Gur6mxOXi5LnBa940n3IjVYj3SZUVE5BhFRagR6Yj6pPfBApRarUzIyg/df87wrjgT6/emmR/YHPLfgydT7C6le2p3vt332+1frIhIHFCoETlGibZEeiakA5CZuC10f6hBuGAxbJ9HncXGS75AH9j3h3+fBEtCu9cqIhIPFGpEjkP/jH4AlPsKsBgmvbOTOaVvduDBeYFRmncGT6Kw9iCdkztzYf8LI1SpiEjsi4pGYZGOqn/n0Xx6YBnbjDrendaHrG59sVgM2LsSNn+Ex7DwImUAXD/8euxWe4QrFhGJXRqpETkO/esPo9ySkMAJbKV7RlLggfmBfWn+O3Aie2oOkJ2YzXcHfDdSZYqIxAWFGpHjMCBjABBYAeXfvTRw54GNsO49vMCfbTUAXDfsOhJtiRGqUkQkPijUiByH3LRcEgwr1RYLe/csDtw5/wnA5MMBp7Kzeh8ZjgwuG3RZROsUEYkHCjUixyHBkkCflO4AbDm4EYq3wep/4gdecPgAmDZ0GskJyRGsUkQkPijUiByn/q5hAGw2PPCfH4Hp49O+J7Ktag9Ou5MrBl8R4QpFROKDQo3IcRqQNRAI9NWwfR4m8HxyYGHhVUOuwml3RrA6EZH4oVAjcpz6Z/QHYHNCYFO9uT1Hs7FqF8m2ZK4ecnUkSxMRiSsKNSLHaUBmYAXUdnsCHuC59BQALh98OemO9AhWJiISXxRqRI5T15SuJNuS8BgGb/Qdw5rKnSRaE7lm6DWRLk1EJK4o1IgcJ4thoX/9fjVPWSoBuGTgJWQnZUeyLBGRuKNQIxIG/TMDfTW1vlrsFjvXD78+whWJiMQfhRqRMAg2CwNcNOAiOiV3imA1IiLxSaFGJAyCocZm2Pj+8O9HuBoRkfikU7pFwmBcl3F8b9D3GJo9lG6p3SJdjohIXFKoEQkDm8XG/SffH+kyRETimqafREREJCYo1IiIiEhMUKgRERGRmKBQIyIiIjFBoUZERERigkKNiIiIxASFGhEREYkJCjUiIiISExRqREREJCYo1IiIiEhMUKgRERGRmKBQIyIiIjFBoUZERERigkKNiIiIxARbpAtoT6ZpAlBeXh7hSkRERKSlgn9vB/8eP5K4CjUVFRUA5ObmRrgSERERaa2KigrS09OP+LhhflPsiSF+v589e/bgdDoxDKPZ54wbN46vv/76iNcoLy8nNzeXgoIC0tLS2qrUiPmmnz9a3z9c1z3W6xzL61r6mnA8T5/r6H3/cFz7eK7R2tfqcx0+8fS5Nk2TiooKunXrhsVy5M6ZuBqpsVgs9OjR46jPsVqtLfrwp6WlxeRvkpb+/NH2/uG67rFe51he19LXhPN5+lxH3/uH49rHc43Wvlaf6/CJt8/10UZogtQofIjbbrst0iVEVKR//rZ6/3Bd91ivcyyva+lrwv28WBTpn70t3z8c1z6ea7T2tfpch0+kf/aO+LmOq+mncCgvLyc9PZ2ysrKYTP4Sn/S5llikz3X80UhNKzkcDh588EEcDkekSxEJG32uJRbpcx1/NFIjIiIiMUEjNSIiIhITFGpEREQkJijUiIiISExQqBEREZGYoFDThmw2G6NGjWLUqFHceOONkS5HJGyqq6vp1asXd999d6RLETluFRUVjBs3jlGjRnHCCSfwwgsvRLokOUZxtaNwe8vIyGDFihWRLkMk7H71q19x0kknRboMkbBITk5m7ty5JCcnU11dzfDhw7n44ovJzs6OdGnSShqpEZFW2bx5Mxs2bODcc8+NdCkiYWG1WklOTgagtrYWn8/3jadBS8cUt6Fm3rx5nHfeeXTr1g3DMHjnnXcOe86f/vQn+vTpQ2JiInl5ecyfP79V71FeXk5eXh4TJkxg7ty5Yapc5Mja43N99913M2vWrDBVLPLN2uNzXVpaysiRI+nRowf33HMPLpcrTNVLe4rbUFNVVcXIkSP5wx/+0Ozjb775JnfeeSf33Xcfy5cvZ+LEiZxzzjns3Lkz9Jy8vDyGDx9+2NeePXsAyM/PZ+nSpTz77LNcc801lJeXt8vPJvGrrT/X7777LgMHDmTgwIHt9SOJtMuf1xkZGaxcuZLt27fz+uuvs3///nb52STMTDEB8+23325y34knnmjecsstTe4bPHiwee+99x7Te5x99tnm119/fawlirRaW3yu7733XrNHjx5mr169zOzsbDMtLc18+OGHw1WyyDdqjz+vb7nlFvMf//jHsZYoERS3IzVHU1dXx9KlSznrrLOa3H/WWWexcOHCFl2jpKQEt9sNwK5du1i3bh19+/YNe60iLRWOz/WsWbMoKCggPz+fxx9/nJtuuomf//znbVGuSIuE43O9f//+0Eh6eXk58+bNY9CgQWGvVdqeVj81o6ioCJ/PR+fOnZvc37lzZ/bt29eia6xfv56bb74Zi8WCYRj8/ve/Jysrqy3KFWmRcHyuRTqacHyud+3axQ033IBpmpimyfTp0xkxYkRblCttTKHmKAzDaHLbNM3D7juS8ePHs3r16rYoS+S4HM/nurHrrrsuTBWJHL/j+Vzn5eVp+40YoemnZrhcLqxW62Epv7Cw8LD/GxCJFvpcSyzS51oaU6hpht1uJy8vj08++aTJ/Z988gnjx4+PUFUix0efa4lF+lxLY3E7/VRZWcmWLVtCt7dv386KFSvIysqiZ8+ezJgxg2nTpjF27FhOOeUUnn/+eXbu3Mktt9wSwapFjk6fa4lF+lxLi0V07VUEzZ492wQO+7r22mtDz/njH/9o9urVy7Tb7eaYMWPMuXPnRq5gkRbQ51pikT7X0lKGaWovaBEREYl+6qkRERGRmKBQIyIiIjFBoUZERERigkKNiIiIxASFGhEREYkJCjUiIiISExRqREREJCYo1IiIiEhMUKgRERGRmKBQIyIiIjFBoUZEJMpcdNFFZGZmcskll0S6FJEORaFGRCTK3HHHHfz1r3+NdBkiHY5CjYjErClTpnDnnXdGuoywmzp1Kk6nM9JliHQ4CjUiIiISE2yRLkBEJNrU1dVht9vb7Pp5eXm43e7D7v/444/p1q1bm72vSLTTSI1IDPnPf/5DRkYGfr8fgBUrVmAYBj/5yU9Cz7n55pu54oorAPjwww+ZMGECGRkZZGdn853vfIetW7cC8Nxzz9G9e/fQtYLOP/98rr322tBt0zR57LHH6Nu3L0lJSYwcOZJ//etfocenTJnCHXfcwT333ENWVhZdunThoYceanLN3r1787vf/a7JfaNGjWryvClTpnD77bdz5513kpmZSefOnXn++eepqqri+uuvx+l00q9fPz744IMm1/F6vUyfPj30M95///2Yptni+oPvPX36dGbMmIHL5eLMM8882n+GkPz8fAzD4K233mLSpEkkJSWRl5dHfn4+c+bM4cQTTyQ5OZmpU6dSXFwcet3SpUtZs2bNYV8KNCJHp1AjEkMmTZpERUUFy5cvB2Du3Lm4XC7mzp0bes6cOXOYPHkyAFVVVcyYMYOvv/6azz77DIvFwkUXXYTf7+fSSy+lqKiI2bNnh15bUlLCRx99xFVXXRW67/777+ell17imWeeYe3atdx1111cffXVTd7zlVdeISUlha+++orHHnuMX/ziF3zyySet/vleeeUVXC4Xixcv5vbbb+fWW2/l0ksvZfz48SxbtoxvfetbTJs2jerq6iavsdlsfPXVVzz11FM8+eST/PnPf25V/Y2v88UXX/Dcc8+1qN4VK1YA8Kc//YlHHnmEL7/8koMHDzJt2jR+/etf88c//pE5c+awevVqXnzxxVb/eojIIUwRiSljxowxH3/8cdM0TfPCCy80f/WrX5l2u90sLy839+7dawLm+vXrm31tYWGhCZirV682TdM0zz//fPP73/9+6PHnnnvO7NKli+n1ek3TNM3KykozMTHRXLhwYZPr3HDDDeYVV1xhmqZpTp482ZwwYUKTx8eNG2f+9Kc/Dd3u1auX+eSTTzZ5zsiRI80HH3wwdPvQ63i9XjMlJcWcNm1a6L7gz/fll1+GXjNkyBDT7/eHnvPTn/7UHDJkSIvrD15n1KhRzf2SHdVDDz1kZmZmmgcOHAjdd91115k9e/Y0KysrQ/edffbZ5owZM1p83bPOOst0uVxmUlKS2b17d3Px4sWtrk0kFmmkRiTGTJkyhTlz5mCaJvPnz+eCCy5g+PDhLFiwgNmzZ9O5c2cGDx4MwNatW7nyyivp27cvaWlp9OnTB4CdO3cCcNVVV/Hvf/871N/xt7/9jcsvvxyr1QrAunXrqK2t5cwzzyQ1NTX09de//jU0jQUwYsSIJjV27dqVwsLCVv9sja9jtVrJzs7mhBNOCN3XuXNngCbXPvnkkzEMI3T7lFNOYfPmzfh8vhbXDzB27NhW17tixQrOP/98XC5X6L6dO3dyxRVXkJKS0uS+4K99S3z00UccOHCA6upqdu3axbhx41pdm0gsUqOwSIyZMmUKL774IitXrsRisTB06FAmT57M3LlzKSkpCU09AZx33nnk5ubywgsv0K1bN/x+P8OHD6euri70uN/v5/3332fcuHHMnz+fJ554IvT6YL/N+++/T/fu3ZvU4XA4Qt8nJCQ0ecwwjCa9OhaLpUmfC4DH4znsZ2vuOo3vC4aXQ/uAjqSl9QNNQkhLrVy5knvuuafJfStWrGD69Omh27W1tWzatIlRo0a1+voi0pRCjUiMCfbV/O53v2Py5MkYhsHkyZOZNWsWJSUl/OhHPwLg4MGDrF+/nueee46JEycCsGDBgibXSkpK4uKLL+Zvf/sbW7ZsYeDAgeTl5YUeHzp0KA6Hg507dzYJS62Vk5PD3r17Q7fLy8vZvn37MV+vsUWLFh12e8CAAVit1rDV35zy8nLy8/MZPXp06L4dO3ZQXFzc5L61a9fi8/kYOXJkWN9fJB4p1IjEmPT0dEaNGsVrr73G73//eyAQdC699FI8Hg9TpkwBIDMzk+zsbJ5//nm6du3Kzp07uffeew+73lVXXcV5553H2rVrufrqq5s85nQ6ufvuu7nrrrvw+/1MmDCB8vJyFi5cSGpqapNVUkdz2mmn8fLLL3PeeeeRmZnJAw88EJriOl4FBQXMmDGDm2++mWXLlvH000/z29/+Nqz1Nyc4UtZ4ymzFihVkZGTQu3fvJs/r27evNtMTCQOFGpEYNHXqVJYtW9YkwAwdOpQ9e/YwZMgQIDDl88Ybb3DHHXcwfPhwBg0axFNPPRV6TdBpp51GVlYWGzdu5MorrzzsvX75y1/SqVMnZs2axbZt28jIyGDMmDH87Gc/a3G9M2fOZNu2bXznO98hPT2dX/7yl2EbqbnmmmuoqanhxBNPxGq1cvvtt/ODH/zguOt/+eWXuf766w+bNgtauXIlgwcPJikpKXTf8uXLDxuRWblypaaeRMLEMI/0O1JERI7ooYceYs6cOcyZMyfSpYhIPY3UiIgcg48++ig0vSciHYNGakRERCQmaJ8aERERiQkKNSIiIhITFGpEREQkJijUiIiISExQqBEREZGYoFAjIiIiMUGhRkRERGKCQo2IiIjEBIUaERERiQkKNSIiIhITFGpEREQkJijUiIiISExQqBEREZGY8P8NgG3ncXOHrgAAAABJRU5ErkJggg==", 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-       "    lev      int32 1
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "enstrophy_flux(ds['64_op1']).isel(lev=1).plot(label='64 op1')\n", - "enstrophy_flux(ds['64_op2']).isel(lev=1).plot(label='64 op2')\n", - "\n", - "enstrophy_flux(ds['96_op1']).isel(lev=1).plot(label='96 op1')\n", - "enstrophy_flux(ds['96_op2']).isel(lev=1).plot(label='96 op2')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## All scales of motion\n", - "Domain length:\n", - "$$\n", - "L = 10^{6} m\n", - "$$\n", - "\n", - "Velocity scale in upper layer:\n", - "$$\n", - "v_{rms}=0.07452768 m/s \\approx 0.075 m/s\n", - "$$\n", - "\n", - "Potential enstrophy flux over enstrophy cascade in upper layer:\n", - "$$\n", - "\\eta = 1.5973519 \\cdot 10^{-18} s^{-3} \\approx 1.6 \\cdot 10^{-18} s^{-3}\n", - "$$\n", - "\n", - "## Kolmogorov scale\n", - "Dissipation (Kolmogorov) scale as a function of enstrophy flux and viscosity:\n", - "$$\n", - "l_{K} = \\eta^{n} (\\nu)^{k} = [1/T^3]^{n} [L^2/T]^{k} = L \\rightarrow k=1/2, n=-1/2\n", - "$$\n", - "and\n", - "$$\n", - "l_{K} = {\\nu}^{1/2} \\eta^{-1/6}\n", - "$$\n", - "\n", - "Typical choice: Kolmogorov lengthscale is equal to the grid step: \n", - "$$\n", - "l_{K} \\approx \\Delta x\n", - "$$\n", - "See for explanation: https://journals.aps.org/prfluids/pdf/10.1103/PhysRevFluids.5.054606 (TABLE 1) also (Guan2022) https://www.sciencedirect.com/science/article/pii/S0021999122001528\n", - "\n", - "Consequently, \n", - "$$\n", - "\\nu = \\eta^{1/3} (\\Delta x)^2\n", - "$$\n", - "\n", - "Conversely, in diagnostic sense. The ratio of Kolmogorov scale to the grid scale:\n", - "$$\n", - "\\frac{l_{K}}{\\Delta x} = \\frac{{\\nu}^{1/2} \\eta^{-1/6}}{\\Delta x}\n", - "$$\n", - "\n", - "## Reynolds number\n", - "In many works the length scale is chosen as\n", - "$$\\tilde{L} = \\frac{L}{2 \\pi}$$\n", - "velocity scale as $v_{rms}$, and then the Reynolds number:\n", - "$$\n", - "Re = \\frac{u_{rms} \\tilde{L}}{\\nu}\n", - "$$\n", - "Typical values for $Re$ is 64000 on a grid $1024^2$ (see Frezat, Guan, Kaushik). According to quadratic law we will scale Reynolds number for coarser grids." - ] - }, - { - "cell_type": "code", - "execution_count": 376, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Resolution: 48; viscosity (m^2/s): 84.88263631567752; Re: (140.625, 140.625), Kolmogorov/dx: 0.40891276683620686\n", - "Resolution: 64; viscosity (m^2/s): 47.7464829275686; Re: (250.0, 250.0), Kolmogorov/dx: 0.4089127668362069\n", - "Resolution: 96; viscosity (m^2/s): 21.22065907891938; Re: (562.5, 562.5), Kolmogorov/dx: 0.40891276683620686\n", - "Resolution: 128; viscosity (m^2/s): 11.93662073189215; Re: (1000.0, 1000.0), Kolmogorov/dx: 0.4089127668362069\n", - "Resolution: 256; viscosity (m^2/s): 2.9841551829730375; Re: (4000.0, 4000.0), Kolmogorov/dx: 0.4089127668362069\n", - "Resolution: 512; viscosity (m^2/s): 0.7460387957432594; Re: (16000.0, 16000.0), Kolmogorov/dx: 0.4089127668362069\n", - "Resolution: 1024; viscosity (m^2/s): 0.18650969893581484; Re: (64000.0, 64000.0), Kolmogorov/dx: 0.4089127668362069\n", - "Resolution: 2048; viscosity (m^2/s): 0.04662742473395371; Re: (256000.0, 256000.0), Kolmogorov/dx: 0.4089127668362069\n" - ] - } - ], - "source": [ - "for n in [48, 64, 96, 128, 256, 512, 1024, 2048]:\n", - " L = 1e+6\n", - " eta = 1.6e-18\n", - " vrms = 0.075\n", - " dx = L / float(n)\n", - " \n", - " L_tilde = L / (2 * np.pi)\n", - " \n", - " Re = 64000 * (n/1024)**2\n", - " \n", - " nu = vrms * L_tilde / Re\n", - " \n", - " Kolmogorov = nu**(0.5) * eta**(-1/6.)\n", - " \n", - " Re_compute = vrms * L_tilde / nu\n", - " print(f'Resolution: {n}; viscosity (m^2/s): {nu}; Re: {Re,Re_compute}, Kolmogorov/dx: {Kolmogorov/dx}')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Pyqg with molecular viscosity" - ] - }, - { - "cell_type": "code", - "execution_count": 212, - "metadata": {}, - "outputs": [], - "source": [ - "from pyqg import QParameterization" - ] - }, - { - "cell_type": "code", - "execution_count": 377, - "metadata": {}, - "outputs": [], - "source": [ - "class Laplace(QParameterization):\n", - " def __init__(self, nu=0., PV=True):\n", - " self.nu = nu\n", - " self.PV = PV\n", - "\n", - " def __call__(self, m):\n", - " lap = m.ik**2 + m.il**2\n", - " if self.PV:\n", - " qh = m.qh\n", - " else:\n", - " qh = lap * m.ph\n", - " \n", - " dq = self.nu * m.ifft(lap * qh)\n", - " return dq" - ] - }, - { - "cell_type": "code", - "execution_count": 378, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "pyqg_exp = {'nx': 64, 'dt': 14400, 'tmax': 311040000, 'tavestart': 155520000}\n", - "pyqg_lap = {'nx': 64, 'dt': 14400, 'tmax': 311040000, 'tavestart': 155520000, 'parameterization': Laplace(50,False), 'filterfac': 1e+20}\n", - "pyqg_invisc = {'nx': 64, 'dt': 14400, 'tmax': 311040000, 'tavestart': 155520000, 'filterfac': 1e+20}" - ] - }, - { - "cell_type": "code", - "execution_count": 307, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 7.50e-07, CFL: 0.023\n", - "INFO: Step: 2000, Time years: 0.9, KE: 3.65e-06, CFL: 0.023\n", - "INFO: Step: 3000, Time years: 1.4, KE: 2.47e-05, CFL: 0.034\n", - "INFO: Step: 4000, Time years: 1.9, KE: 1.91e-04, CFL: 0.096\n", - "INFO: Step: 5000, Time years: 2.3, KE: 5.35e-04, CFL: 0.212\n", - "INFO: Step: 6000, Time years: 2.8, KE: 6.67e-04, CFL: 0.221\n", - "INFO: Step: 7000, Time years: 3.2, KE: 6.72e-04, CFL: 0.216\n", - "INFO: Step: 8000, Time years: 3.7, KE: 6.27e-04, CFL: 0.187\n", - "INFO: Step: 9000, Time years: 4.2, KE: 6.10e-04, CFL: 0.228\n", - "INFO: Step: 10000, Time years: 4.6, KE: 6.10e-04, CFL: 0.216\n", - "INFO: Step: 11000, Time years: 5.1, KE: 6.20e-04, CFL: 0.181\n", - "INFO: Step: 12000, Time years: 5.6, KE: 6.37e-04, CFL: 0.189\n", - "INFO: Step: 13000, Time years: 6.0, KE: 6.56e-04, CFL: 0.193\n", - "INFO: Step: 14000, Time years: 6.5, KE: 6.75e-04, CFL: 0.187\n", - "INFO: Step: 15000, Time years: 6.9, KE: 6.95e-04, CFL: 0.224\n", - "INFO: Step: 16000, Time years: 7.4, KE: 7.15e-04, CFL: 0.197\n", - "INFO: Step: 17000, Time years: 7.9, KE: 7.35e-04, CFL: 0.191\n", - "INFO: Step: 18000, Time years: 8.3, KE: 7.57e-04, CFL: 0.218\n", - "INFO: Step: 19000, Time years: 8.8, KE: 7.88e-04, CFL: 0.219\n", - "INFO: Step: 20000, Time years: 9.3, KE: 8.36e-04, CFL: 0.211\n", - "INFO: Step: 21000, Time years: 9.7, KE: 8.69e-04, CFL: 0.223\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 21.8433s\n" - ] - } - ], - "source": [ - "invisc = run_simulation(pyqg_invisc)" - ] - }, - { - "cell_type": "code", - "execution_count": 379, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 2.65e-07, CFL: 0.023\n", - "INFO: Step: 2000, Time years: 0.9, KE: 8.50e-07, CFL: 0.023\n", - "INFO: Step: 3000, Time years: 1.4, KE: 3.14e-06, CFL: 0.023\n", - "INFO: Step: 4000, Time years: 1.9, KE: 1.19e-05, CFL: 0.023\n", - "INFO: Step: 5000, Time years: 2.3, KE: 4.58e-05, CFL: 0.029\n", - "INFO: Step: 6000, Time years: 2.8, KE: 1.76e-04, CFL: 0.055\n", - "INFO: Step: 7000, Time years: 3.2, KE: 6.91e-04, CFL: 0.118\n", - "INFO: Step: 8000, Time years: 3.7, KE: 3.70e-04, CFL: 0.146\n", - "INFO: Step: 9000, Time years: 4.2, KE: 2.27e-04, CFL: 0.131\n", - "INFO: Step: 10000, Time years: 4.6, KE: 1.71e-04, CFL: 0.108\n", - "INFO: Step: 11000, Time years: 5.1, KE: 1.37e-04, CFL: 0.107\n", - "INFO: Step: 12000, Time years: 5.6, KE: 1.54e-04, CFL: 0.103\n", - "INFO: Step: 13000, Time years: 6.0, KE: 1.57e-04, CFL: 0.115\n", - "INFO: Step: 14000, Time years: 6.5, KE: 1.75e-04, CFL: 0.134\n", - "INFO: Step: 15000, Time years: 6.9, KE: 1.63e-04, CFL: 0.127\n", - "INFO: Step: 16000, Time years: 7.4, KE: 1.91e-04, CFL: 0.123\n", - "INFO: Step: 17000, Time years: 7.9, KE: 1.74e-04, CFL: 0.127\n", - "INFO: Step: 18000, Time years: 8.3, KE: 1.40e-04, CFL: 0.098\n", - "INFO: Step: 19000, Time years: 8.8, KE: 1.50e-04, CFL: 0.111\n", - "INFO: Step: 20000, Time years: 9.3, KE: 1.53e-04, CFL: 0.099\n", - "INFO: Step: 21000, Time years: 9.7, KE: 1.73e-04, CFL: 0.107\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 25.3045s\n" - ] - } - ], - "source": [ - "lap_50_rel = run_simulation(pyqg_lap)" - ] - }, - { - "cell_type": "code", - "execution_count": 309, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 1.26e-06, CFL: 0.023\n", - "INFO: Step: 2000, Time years: 0.9, KE: 7.87e-06, CFL: 0.023\n", - "INFO: Step: 3000, Time years: 1.4, KE: 5.99e-05, CFL: 0.038\n", - "INFO: Step: 4000, Time years: 1.9, KE: 4.56e-04, CFL: 0.137\n", - "INFO: Step: 5000, Time years: 2.3, KE: 4.78e-04, CFL: 0.212\n", - "INFO: Step: 6000, Time years: 2.8, KE: 5.23e-04, CFL: 0.222\n", - "INFO: Step: 7000, Time years: 3.2, KE: 4.92e-04, CFL: 0.163\n", - "INFO: Step: 8000, Time years: 3.7, KE: 4.77e-04, CFL: 0.206\n", - "INFO: Step: 9000, Time years: 4.2, KE: 4.49e-04, CFL: 0.160\n", - "INFO: Step: 10000, Time years: 4.6, KE: 4.79e-04, CFL: 0.206\n", - "INFO: Step: 11000, Time years: 5.1, KE: 4.84e-04, CFL: 0.177\n", - "INFO: Step: 12000, Time years: 5.6, KE: 4.59e-04, CFL: 0.156\n", - "INFO: Step: 13000, Time years: 6.0, KE: 4.88e-04, CFL: 0.177\n", - "INFO: Step: 14000, Time years: 6.5, KE: 5.15e-04, CFL: 0.194\n", - "INFO: Step: 15000, Time years: 6.9, KE: 4.91e-04, CFL: 0.166\n", - "INFO: Step: 16000, Time years: 7.4, KE: 5.26e-04, CFL: 0.199\n", - "INFO: Step: 17000, Time years: 7.9, KE: 5.13e-04, CFL: 0.170\n", - "INFO: Step: 18000, Time years: 8.3, KE: 4.54e-04, CFL: 0.175\n", - "INFO: Step: 19000, Time years: 8.8, KE: 4.69e-04, CFL: 0.188\n", - "INFO: Step: 20000, Time years: 9.3, KE: 4.87e-04, CFL: 0.221\n", - "INFO: Step: 21000, Time years: 9.7, KE: 5.11e-04, CFL: 0.179\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 22.0348s\n" - ] - } - ], - "source": [ - "exp = run_simulation(pyqg_exp)" - ] - }, - { - "cell_type": "code", - "execution_count": 389, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 389, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lev=1\n", - "dataset_light_read(invisc).KEspecr.isel(lev=lev).plot(label='$\\\\nu=0 m^2/s$')\n", - "dataset_light_read(lap_025).KEspecr.isel(lev=lev).plot(label='$\\\\nu=0.25 m^2/s$')\n", - "dataset_light_read(lap_1).KEspecr.isel(lev=lev).plot(label='$\\\\nu=1 m^2/s$')\n", - "dataset_light_read(lap_5).KEspecr.isel(lev=lev).plot(label='$\\\\nu=5 m^2/s$')\n", - "dataset_light_read(lap).KEspecr.isel(lev=lev).plot(label='$\\\\nu=10 m^2/s$')\n", - "dataset_light_read(lap_20).KEspecr.isel(lev=lev).plot(label='$\\\\nu=20 m^2/s$')\n", - "dataset_light_read(lap_50).KEspecr.isel(lev=lev).plot(label='$\\\\nu=50 m^2/s$')\n", - "dataset_light_read(lap_50_rel).KEspecr.isel(lev=lev).plot(label='$\\\\nu=50 m^2/s$ REL')\n", - "dataset_light_read(exp).KEspecr.isel(lev=lev).plot(color='k', label='exp filter')\n", - "plt.yscale('log')\n", - "plt.xscale('log')\n", - "plt.ylim([1e-4,1e+4])\n", - "plt.legend(bbox_to_anchor=(1,1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Conservation laws for advection operator" - ] - }, - { - "cell_type": "code", - "execution_count": 405, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n" - ] - } - ], - "source": [ - "filtr = np.array(pyqg.QGModel(filterfac=1e+20).filtr)" - ] - }, - { - "cell_type": "code", - "execution_count": 406, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0., 1.])" - ] - }, - "execution_count": 406, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.unique(filtr)" - ] - }, - { - "cell_type": "code", - "execution_count": 407, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 407, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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gServ79fXvvY17dmzRz6fT5OTk5Lej76pqUkNDQ3lHzGAgoqambdu3aoDBw4oGo1qampKGzZs0Msvvyyfz6eenh61t7erpqZGqVRKvb29yzVmAAVUeZ7nrfYgpPcXyxzH0XTiYQUDvMu00nCbvXpy3pz6dU7pdHrJtSWqAYwgZsAIYgaMIGbACGIGjCBmwAhiBowgZsAIPjcbd4VPJ6l8zMyAEcQMGEHMgBHEDBhBzIARrGbjnrDKXTmYmQEjiBkwgpgBI4gZMIKYASOIGTCCmAEjiBkwgpgBI4gZMIKYASN4bzaWBe/ZXnnMzIARxAwYQcyAEcQMGEHMgBHEDBhBzIARxAwYQcyAEcQMGEHMgBHEDBhBzIARxAwYQcyAEcQMGEHMgBF80ghWFJ9AsnyYmQEjiBkwgpgBI4gZMIKYASNKWs1+9dVX9cc//lHr1q3Tgw8+qEOHDml4eFhdXV1yXVfj4+Pq6OhQKBQq93gBLKLomHt6evSrX/1Kv/71r3XmzBk9//zzevrppxWJRDQwMCDXdRWLxdTS0qJYLLYcYwZQQFG32bOzs9q/f78OHjwoSfrWt76lS5cuqa+vT7Ozs3JdV5LU2NioeDyuRCKx6Lmy2awymcxtG4DSFRXzxYsXlU6n1dfXp+PHj+upp57S5cuXNTo6Kp/Plz9u4fFSMXd2dspxnPxWW1tb4iUAkIqM+erVq5Kk+vp6HT9+XNFoVJFIRNeuXSt4/FKzbTQaVTqdzm/JZLKYoQD4D0X9zFxTUyNJ2rVrlyTJdV2l02mtW1f4zwTHcRY9l9/vl9/vL+bLA1hCUTNzfX29pA9uoz3PkyQ9/PDDyuVy+eMWHofD4bIMEsCdFRVzKBRSc3OzLl26JEm6cuWKPv7xj+urX/2qfD6fJicnJUlDQ0NqampSQ0ND+UcMoKCi/2rq5z//ub773e/qtdde03vvvafz588rEAiop6dH7e3tqqmpUSqVUm9v73KMF8AiqryFe+VVlslk5DiOphMPKxjgjWlrDb8CubicN6d+nVM6nVYwGFz0OKoBjCBmwAhiBowgZsAIYgaMIGbACGIGjCBmwAhiBowgZsAIYgaMIGbACGIGjKiYfzhu4Ze3MjdurvJIsBpy3txqD6Fi5fT+/5s7/YJjxcQ8MzMjSXpwx/+u7kCwSt5Z7QFUvJmZmSU/iqtifp/55s2bmpiYUCAQ0MzMjGpra5VMJpf8/U0rMpkM12vcvVyz53mamZnR5s2bF/28PamCZuZ169Zpy5YtkqSqqipJUjAYXDPfbInrXQtKvealZuQFLIABRhAzYERFxuz3+/Xcc8+tmc/V5nrtW4lrrpgFMAD3piJnZgDFI2bACGIGjCBmwAhiBoyouJiHh4fV2tqqtrY2tba2amxsbLWHtCwymYwOHjyoCxcu5PdZvfbe3l4dOXJEX/rSl9Tc3KyRkRFJdq/3/Pnz+t73vqdnnnlGjz32mC5evChpBa7XqyC5XM4Lh8PeP/7xD8/zPO/ixYve5z73uVUeVfkdP37cO3jwoCfJ6+/v9zzP7rVfu3bN27Ztm3f16lXP8zxv3759Xm1trTc7O2vyej3P81zX9bq7uz3P87wjR454W7ZsWZHvb0XF/Prrr3uu6+afv/fee54k769//esqjmr53Bqz1Wt/5513vE2bNnkXL170PM/zXn31VU+S9+Mf/9jk9Xqe5/3oRz/Kf1/37dvn1dfXr8j3t6Jus0dHR/P/kLv0wT/qnkgkVmtIK8bqtYdCIU1MTGjnzp2SpKmpKd13330KBoMmr1eSjh49qu3bt6uvr08jIyPq7u5eke9vRcU8PT1dcH8mk1nhkay8tXDtc3NzeuGFF9TW1mb+egcHB/Xmm28qFAppw4YNK3K9FRVzIBAouP9ufv3rw24tXPvhw4d14MABHTt2zPz1Njc369lnn9XevXv1+OOPa26u8CeplPN6Kyrmuro65XK5/POFx+FweLWGtGKsX/uJEye0e/duHT16VPF4XMFg0OT1XrlyRU888YQuX74s6f3ruXHjhnbs2LHs11tRMe/Zs0c+n0+Tk5OSpKGhITU1NamhoWGVR7b8LF/7mTNnNDU1pa1bt6q/v18vvfSSnnzySZPXe/36dQ0ODmp+fl6SNDIyoo0bN2rnzp3Lfr0V91tTb731lk6dOqWamhqlUimdPHlS1dXVqz2ssjp9+rTi8bh++ctf6rOf/ay2b9+uV155xeS1v/3229q2bdtts1J1dbXeffddk9crSd3d3RoaGpLnebp27ZqOHTumRx55ZNmvt+JiBlCairrNBlA6YgaMIGbACGIGjCBmwAhiBowgZsAIYgaMIGbACGIGjCBmwIj/B0IKUAM9Snv0AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(filtr)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# advect function from operators module" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], - "source": [ - "import pyqg_generative.tools.operators as op " - ] - }, - { - "cell_type": "code", - "execution_count": 752, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Logger initialized\n" - ] - } - ], - "source": [ - "m = pyqg.QGModel()\n", - "filtr = np.array(pyqg.QGModel(filterfac=1e+20).filtr)" - ] - }, - { - "cell_type": "code", - "execution_count": 789, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 789, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-64/0.nc', decode_times=False)\n", - "lap = (m.ik)**2 + (m.il)**2\n", - "q = dss.q.isel(time=-1).values.astype('float64')\n", - "m.q = q#m.ifft(lap * m.fft(q))\n", - "m._invert()\n", - "np.linalg.norm(q-m.q)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import xrft\n", - "sp = lambda x: xrft.isotropic_power_spectrum(xr.DataArray(x)).plot(xscale='log', yscale='log', marker='o')\n", - "csp = lambda x,y: np.real(xrft.isotropic_cross_spectrum(xr.DataArray(x), xr.DataArray(y))).plot(xscale='log', marker='o')" - ] - }, - { - "cell_type": "code", - "execution_count": 869, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 869, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(m.q[0]);plt.colorbar()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Without dealiasing" - ] - }, - { - "cell_type": "code", - "execution_count": 793, - "metadata": {}, - "outputs": [], - "source": [ - "def test_PV(dqdt):\n", - " return dqdt.mean(axis=(-2,-1)) / dqdt.std(axis=(-2,-1))\n", - "\n", - "def test_Ens(dqdt,q):\n", - " '''\n", - " Returns timescale on which enstrophy will be changed\n", - " in days\n", - " '''\n", - " return (q*dqdt).mean(axis=(-2,-1)) / (q.std(axis=(-2,-1)) * dqdt.std(axis=(-2,-1)))\n", - "\n", - "def test_En(dqdt,psi):\n", - " return (psi*dqdt).mean(axis=(-2,-1)) / (psi.std(axis=(-2,-1)) * dqdt.std(axis=(-2,-1)))" - ] - }, - { - "cell_type": "code", - "execution_count": 794, - "metadata": {}, - "outputs": [], - "source": [ - "q = m.q\n", - "psi = m.ifft(m.ph)\n", - "u = m.u\n", - "v = m.v\n", - "dqdt = op.advect(q,u,v)\n", - "dqdt_two_thirds = op.advect(q,u,v,dealias='2/3-rule')\n", - "dqdt_three_second= op.advect(q,u,v,dealias='3/2-rule')" - ] - }, - { - "cell_type": "code", - "execution_count": 795, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-4.99507412e-19 -2.92766947e-18]\n", - "[ 7.34534196e-18 -3.07244017e-18]\n", - "[-5.57715856e-19 2.34988861e-18]\n" - ] - } - ], - "source": [ - "print(test_PV(dqdt))\n", - "print(test_PV(dqdt_two_thirds))\n", - "print(test_PV(dqdt_three_second))" - ] - }, - { - "cell_type": "code", - "execution_count": 796, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-2.47353362e-05 1.14621001e-05]\n", - "[-2.74793201e-17 2.37174341e-18]\n", - "[1.61019131e-17 8.61638615e-18]\n" - ] - } - ], - "source": [ - "print(test_Ens(dqdt,q))\n", - "print(test_Ens(dqdt_two_thirds,q))\n", - "print(test_Ens(dqdt_three_second,q))" - ] - }, - { - "cell_type": "code", - "execution_count": 797, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.00000000e+00 6.30075276e-18]\n", - "[ 1.91668452e-17 -1.10205325e-17]\n", - "[-2.53095115e-17 -7.02401086e-18]\n" - ] - } - ], - "source": [ - "print(test_En(dqdt,psi))\n", - "print(test_En(dqdt_two_thirds,psi))\n", - "print(test_En(dqdt_three_second,psi))" - ] - }, - { - "cell_type": "code", - "execution_count": 798, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 798, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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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": [ - "plt.figure()\n", - "sp(dqdt[0])\n", - "#sp(dqdt_two_thirds[0])\n", - "sp(dqdt_three_second[0]-dqdt[0])\n", - "plt.yscale('linear')\n", - "\n", - "plt.figure()\n", - "sp(dqdt[1])\n", - "#sp(dqdt_two_thirds[1])\n", - "sp(dqdt_three_second[1]-dqdt[1])\n", - "#plt.ylim([1e-28,1e-22])\n", - "plt.yscale('linear')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# FFT regridding on test functions" - ] - }, - { - "cell_type": "code", - "execution_count": 812, - "metadata": {}, - "outputs": [], - "source": [ - "[X,Y] = np.meshgrid(np.linspace(0,2*np.pi,17)[:-1], np.linspace(0,2*np.pi,17)[:-1])\n", - "[Xt,Yt] = np.meshgrid(np.linspace(0,2*np.pi,25)[:-1], np.linspace(0,2*np.pi,25)[:-1])\n", - "[Xtt,Ytt] = np.meshgrid(np.linspace(0,2*np.pi,9)[:-1], np.linspace(0,2*np.pi,9)[:-1])\n", - "Z = np.cos(1*X) * np.sin(1*Y)\n", - "Zt = np.cos(1*Xt) * np.sin(1*Yt)\n", - "Ztt = np.cos(1*Xtt) * np.sin(1*Ytt)" - ] - }, - { - "cell_type": "code", - "execution_count": 813, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 813, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(10,10))\n", - "ax = fig.add_subplot(111, projection='3d')\n", - "ax.plot_surface(X, Y, Z)\n", - "ax.plot_surface(Xt, Yt, Zt, alpha=0.3)\n", - "ax.plot_surface(Xtt, Ytt, Ztt, alpha=0.5)" - ] - }, - { - "cell_type": "code", - "execution_count": 814, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 814, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,10))\n", - "plt.plot(X[0],Z[0],'o')\n", - "plt.plot(Xt[0],Zt[0],'+')\n", - "plt.plot(Xtt[0],Ztt[0],'x')" - ] - }, - { - "cell_type": "code", - "execution_count": 815, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2.719791912321612" - ] - }, - "execution_count": 815, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.random.randn(4,4)\n", - "np.linalg.norm(x-op.fft_interpolate(x,4,4))" - ] - }, - { - "cell_type": "code", - "execution_count": 818, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7.807311853781127e-15" - ] - }, - "execution_count": 818, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(Zt-op.fft_interpolate(Z,16,24))" - ] - }, - { - "cell_type": "code", - "execution_count": 819, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.1633258978803383e-15" - ] - }, - "execution_count": 819, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(Ztt-op.fft_interpolate(Z,16,8))" - ] - }, - { - "cell_type": "code", - "execution_count": 820, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.956802269106906e-15" - ] - }, - "execution_count": 820, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(np.stack([Z,Z])-np.stack([op.fft_interpolate(Z,16,16),op.fft_interpolate(Z,16,16)]))" - ] - }, - { - "cell_type": "code", - "execution_count": 821, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.1041206309293501e-14" - ] - }, - "execution_count": 821, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(np.stack([Zt,Zt])-np.stack([op.fft_interpolate(Z,16,24),op.fft_interpolate(Z,16,24)]))" - ] - }, - { - "cell_type": "code", - "execution_count": 822, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.6451912622422328e-15" - ] - }, - "execution_count": 822, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(np.stack([Ztt,Ztt])-np.stack([op.fft_interpolate(Z,16,8),op.fft_interpolate(Z,16,8)]))" - ] - }, - { - "cell_type": "code", - "execution_count": 823, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 823, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.random.randn(64,64)\n", - "np.linalg.norm(op.cut_off(x,16) - op.fft_interpolate(x,64,16))" - ] - }, - { - "cell_type": "code", - "execution_count": 824, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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XZ4oGSbMkTS+fH0Xxy9813nIRcV1EzIuI+RQ/13cjYtwthKSp5Xx1lLvO8yl2WWOt63ngGUmHK0aWA93Mc7eKCrvc0tPA6ZIGyt/ncopj53FJml1+PQH48Jjr7OZsqe6DYt//GMVZ7/UVl1lHcbxxgOK//oqKy/0GxW79YWBb+VgxzjKnAg+VywwCn6zxM55FxbNdiuO37eVjRxe/k0XAljLObwAzKi43APw38I4ufp4bKf4BB4F/Bt5Wcbn/oPin2A4sH6utu9csG/dwWDZOPsvGyWfZOPksGyefZePks2ycfJbN/wMlmKEvxIFhsgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.pcolormesh(np.abs(np.imag(np.fft.rfftn(np.random.randn(16,16))))<1e-4, shading='flat')\n", - "plt.gca().set_aspect(1)\n", - "plt.xticks(np.arange(0,10,1));\n", - "plt.yticks(np.arange(0,17,1));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Check commutation with differentiation" - ] - }, - { - "cell_type": "code", - "execution_count": 825, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Logger initialized\n" - ] - } - ], - "source": [ - "m = pyqg.QGModel()\n", - "mc = pyqg.QGModel(nx=8)" - ] - }, - { - "cell_type": "code", - "execution_count": 826, - "metadata": {}, - "outputs": [], - "source": [ - "u = np.random.randn(2,64,64)\n", - "v = np.random.randn(2,64,64)" - ] - }, - { - "cell_type": "code", - "execution_count": 827, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5.680185893437048e-20" - ] - }, - "execution_count": 827, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "div_coarse_uv = op.fft_interpolate(m.ifft(m.ik*m.fft(u)+m.il*m.fft(v)), 64, 8)\n", - "uc = op.fft_interpolate(u,64,8)\n", - "vc = op.fft_interpolate(v,64,8)\n", - "coarse_div_uv = mc.ifft(mc.ik*mc.fft(uc)+mc.il*mc.fft(vc))\n", - "\n", - "np.linalg.norm(div_coarse_uv-coarse_div_uv)" - ] - }, - { - "cell_type": "code", - "execution_count": 828, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5.680185893437048e-20" - ] - }, - "execution_count": 828, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "div_coarse_uv = op.cut_off(m.ifft(m.ik*m.fft(u)+m.il*m.fft(v)), 8)\n", - "uc = op.cut_off(u,8)\n", - "vc = op.cut_off(v,8)\n", - "coarse_div_uv = mc.ifft(mc.ik*mc.fft(uc)+mc.il*mc.fft(vc))\n", - "\n", - "np.linalg.norm(div_coarse_uv-coarse_div_uv)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Check that truncation does not affect low frequencies" - ] - }, - { - "cell_type": "code", - "execution_count": 593, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 593, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sp(op.fft_interpolate(u[0],64,32))\n", - "sp(op.fft_interpolate(u[0],64,32,truncate_2h=False))\n", - "sp(op.fft_interpolate(u[0],64,32)-op.fft_interpolate(u[0],64,32,truncate_2h=False))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Check new subgrid forcing function" - ] - }, - { - "cell_type": "code", - "execution_count": 989, - "metadata": {}, - "outputs": [], - "source": [ - "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_512/[0-9].nc', concat_dim='run', combine='nested', decode_times=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 990, - "metadata": {}, - "outputs": [], - "source": [ - "q = dss.q.isel(time=-1,run=0).values" - ] - }, - { - "cell_type": "code", - "execution_count": 991, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 991, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(q[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 992, - "metadata": {}, - "outputs": [], - "source": [ - "forcing_op1, m_op1, _ = op.PV_subgrid_forcing(q, 48, op.Operator1, EDDY_PARAMS)\n", - "forcing_op2, m_op2, _ = op.PV_subgrid_forcing(q, 48, op.Operator2, EDDY_PARAMS)\n", - "forcing_op5, m_op5, _ = op.PV_subgrid_forcing(q, 48, op.Operator5, EDDY_PARAMS)\n", - "forcing_32, m_32, _ = op.PV_subgrid_forcing(q, 48, op.Operator5, EDDY_PARAMS, '3/2-rule')" - ] - }, - { - "cell_type": "code", - "execution_count": 994, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 994, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "lev=1\n", - "plt.figure(figsize=(10,3))\n", - "plt.subplot(1,3,1)\n", - "plt.imshow(forcing_op1[lev])\n", - "plt.subplot(1,3,2)\n", - "plt.imshow(forcing_op2[lev])\n", - "plt.subplot(1,3,3)\n", - "plt.imshow(forcing_32[lev])" - ] - }, - { - "cell_type": "code", - "execution_count": 995, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 995, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "lev=0\n", - "csp(forcing_op1[lev], m_op1.q[lev])\n", - "csp(forcing_op2[lev], m_op2.q[lev])\n", - "csp(forcing_32[lev], m_32.q[lev])" - ] - }, - { - "cell_type": "code", - "execution_count": 997, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 997, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "csp(forcing_32[1], m_32.q[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Check that subgrid forcing + coarse advection = fine advection" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": {}, - "outputs": [], - "source": [ - "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/[0-1].nc', concat_dim='run', combine='nested', decode_times=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [], - "source": [ - "q = dss.q.isel(time=-1,run=0).values" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [], - "source": [ - "SGS, mf, m = op.PV_subgrid_forcing(q, 64, op.Operator5, EDDY_PARAMS,'3/2-rule')" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [], - "source": [ - "advf = - op.advect(mf.q, mf.u, mf.v, dealias='3/2-rule') # minus to move to RHS\n", - "adv_pyqg = mf.ifft(mf._do_advection_anomaly_dealiasing())\n", - "adv_full = SGS + advf\n", - "adv = - op.cut_off(op.advect(m.q,m.u,m.v,dealias='3/2-rule'),64)" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.5947931397163957e-17" - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(adv-adv_full) / np.linalg.norm(adv)" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7.004281586548919e-16" - ] - }, - "execution_count": 115, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(adv-(SGS+adv_pyqg)) / np.linalg.norm(adv)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Did you try to remove aliasing error from subgrid forcing?" - ] - }, - { - "cell_type": "code", - "execution_count": 998, - "metadata": {}, - "outputs": [], - "source": [ - "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_512/[0-9].nc', concat_dim='run', combine='nested', decode_times=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 999, - "metadata": {}, - "outputs": [], - "source": [ - "q = dss.q.isel(time=-1,run=0).values" - ] - }, - { - "cell_type": "code", - "execution_count": 1005, - "metadata": {}, - "outputs": [], - "source": [ - "forcing_op1, m_op1, _ = op.PV_subgrid_forcing(q, 48, op.Operator1, EDDY_PARAMS)\n", - "forcing_op2, m_op2, _ = op.PV_subgrid_forcing(q, 48, op.Operator2, EDDY_PARAMS)\n", - "\n", - "forcing_op1_alias, m_op1_alias, _ = op.PV_subgrid_forcing(q, 48, op.Operator1, EDDY_PARAMS, '3/2-rule')\n", - "forcing_op2_alias, m_op2_alias, _ = op.PV_subgrid_forcing(q, 48, op.Operator2, EDDY_PARAMS, '3/2-rule')" - ] - }, - { - "cell_type": "code", - "execution_count": 1010, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Sharp filter')" - ] - }, - "execution_count": 1010, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sp(forcing_op1[0])\n", - "sp(forcing_op1_alias[0])\n", - "plt.xscale('linear')\n", - "plt.yscale('linear')\n", - "plt.ylabel('SGS Power spectrum')\n", - "plt.title('Sharp filter')" - ] - }, - { - "cell_type": "code", - "execution_count": 1012, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Gaussian filter')" - ] - }, - "execution_count": 1012, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sp(forcing_op2[0])\n", - "sp(forcing_op2_alias[0])\n", - "plt.xscale('linear')\n", - "plt.yscale('linear')\n", - "plt.ylabel('SGS Power spectrum')\n", - "plt.title('Gaussian filter')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Implement 3/2-dealiasing to the pyqg model" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [], - "source": [ - "q0 = np.random.randn(2,64,64)" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n" - ] - } - ], - "source": [ - "m = pyqg.QGModel(); m.q = q0.copy(); m._invert()\n", - "m._do_advection()\n", - "dqdt = m.dqhdt.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n" - ] - } - ], - "source": [ - "m = pyqg.QGModel(); m.q = q0.copy(); m._invert()\n", - "dqdt_new = m._do_background_flow() + m._do_advection_anomaly()\n", - "dqdt_alias = m._do_background_flow() + m._do_advection_anomaly_dealiasing()\n", - "#dqdt_new = m.dqhdt.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.553551623589639e-16" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(dqdt-dqdt_new) / np.linalg.norm(dqdt)" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.577533559541685" - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.linalg.norm(dqdt-dqdt_alias) / np.linalg.norm(dqdt)" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,3))\n", - "plt.subplot(1,3,1)\n", - "plt.imshow(np.real(dqdt[0])); plt.colorbar()\n", - "plt.subplot(1,3,2)\n", - "plt.imshow(np.real(dqdt_new[0]));plt.colorbar()\n", - "plt.subplot(1,3,3)\n", - "plt.imshow(np.real(dqdt_alias[0]));plt.colorbar()" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(256, 129)" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "m.wv2.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Test dealiased model" - ] - }, - { - "cell_type": "code", - "execution_count": 189, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n" - ] - }, - { - "data": { - "image/png": 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x8WR/tgPbx+2RV1MkY1VnAusj4pkKbU8FHo2InRHxGnAz8IEqnUTEtRGxOCKWUnxs2tqp7WQk36QOw9VZokHSIZJmls8PoPjH39Jtu4i4PCLmRsR8it/rexHRdQ8haUa5Xh3lofN0ikPW/vp6GnhC0t6KkWVAL+vcnUeFQ27pceB4ScPlv+cyis/OXUk6tPw6D/jIfvvs5Wyp7oPi2P8QxVnvFRW3WUXxeeM1ir/6Cytu92sUh/X7gQ3lY3mXbY4F7iu3GQU+W+N3PImKZ7sUn982lo9NPfybLALWlXF+G5hVcbth4DngZ3v4fa6i+AMcBf4ZeEfF7f6L4o9iI7Bsf209vGbZeITDsnHyWTZOPsvGyWfZOPksGyefZePks2z+H3VspUc5eiOrAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.pcolor(pyqg.QGModel(nx=16,filterfac=1e+20).filtr, shading='flat')\n", - "plt.gca().set_aspect(1)\n", - "plt.xticks(np.arange(10));\n", - "plt.yticks(np.arange(17));" - ] - }, - { - "cell_type": "code", - "execution_count": 190, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n" - ] - }, - { - "data": { - "image/png": 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kTS+fH0bxj79jvO0i4pqImBMR8yh+r+9ExLifEJKmlevVUe46z6HYZR2qr+eAZyS9VTGyHOhmnbtVVNjllp4GTpE0WP57Lqc4dh6XpKPLr8cCHzlkn92cLdV9UOz7H6M467224jbrKI433qT4q7+s4na/RrFbfxjYUj5WjLPNScBD5TZDwKdq/I6nU/Fsl+L4bWv52NbFv8kiYFMZ59eBGRW3GwReBH62i9/neoo/wCHgX4B3VdzuPyn+KLYCyw/V1sNrlo1HOCwbJ59l4+SzbJx8lo2Tz7Jx8lk2Tj7L5v8AYJSoeN+jvkcAAAAASUVORK5CYII=\n", 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prYqRJUA389wtp8Iut7QHOEtSX/nvuYTi2HlEkmaUzycBHz3qOrs5W6r7oNj3P0lx1ntTxWVWUxxvHKb4q7+64nK/QbFbfwzYWj6WjrDMGcCj5TL9wKdr/I7nUvFsl+L4bVv52N7Fv8l8YFMZ59eBaRWX6wN+BPx8F7/PLRR/gP3AvwDvqrjcf1L8UWwDlhytrbvXLBv3cFg2Tj7Lxsln2Tj5LBsnn2Xj5LNsnHyWzf8C5QW2k59OWt4AAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.pcolor(pyqg.QGModel(nx=16,dealiasing='3/2-rule').filtr, shading='flat')\n", - "plt.gca().set_aspect(1)\n", - "plt.xticks(np.arange(10));\n", - "plt.yticks(np.arange(17));" - ] - }, - { - "cell_type": "code", - "execution_count": 192, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 1.16e-06, CFL: 0.023\n", - "INFO: Step: 2000, Time years: 0.9, KE: 8.22e-06, CFL: 0.023\n", - "INFO: Step: 3000, Time years: 1.4, KE: 6.64e-05, CFL: 0.047\n", - "INFO: Step: 4000, Time years: 1.9, KE: 4.17e-04, CFL: 0.161\n", - "INFO: Step: 5000, Time years: 2.3, KE: 4.81e-04, CFL: 0.200\n", - "INFO: Step: 6000, Time years: 2.8, KE: 5.12e-04, CFL: 0.180\n", - "INFO: Step: 7000, Time years: 3.2, KE: 4.69e-04, CFL: 0.174\n", - "INFO: Step: 8000, Time years: 3.7, KE: 5.09e-04, CFL: 0.180\n", - "INFO: Step: 9000, Time years: 4.2, KE: 4.83e-04, CFL: 0.171\n", - "INFO: Step: 10000, Time years: 4.6, KE: 4.78e-04, CFL: 0.170\n", - "INFO: Step: 11000, Time years: 5.1, KE: 4.46e-04, CFL: 0.160\n", - "INFO: Step: 12000, Time years: 5.6, KE: 4.48e-04, CFL: 0.209\n", - "INFO: Step: 13000, Time years: 6.0, KE: 4.21e-04, CFL: 0.184\n", - "INFO: Step: 14000, Time years: 6.5, KE: 4.56e-04, CFL: 0.155\n", - "INFO: Step: 15000, Time years: 6.9, KE: 4.89e-04, CFL: 0.207\n", - "INFO: Step: 16000, Time years: 7.4, KE: 5.30e-04, CFL: 0.193\n", - "INFO: Step: 17000, Time years: 7.9, KE: 4.69e-04, CFL: 0.169\n", - "INFO: Step: 18000, Time years: 8.3, KE: 4.99e-04, CFL: 0.197\n", - "INFO: Step: 19000, Time years: 8.8, KE: 4.97e-04, CFL: 0.180\n", - "INFO: Step: 20000, Time years: 9.3, KE: 4.85e-04, CFL: 0.208\n", - "INFO: Step: 21000, Time years: 9.7, KE: 5.20e-04, CFL: 0.186\n", - "INFO: Step: 22000, Time years: 10.2, KE: 5.41e-04, CFL: 0.206\n", - "INFO: Step: 23000, Time years: 10.6, KE: 5.22e-04, CFL: 0.197\n", - "INFO: Step: 24000, Time years: 11.1, KE: 4.94e-04, CFL: 0.204\n", - "INFO: Step: 25000, Time years: 11.6, KE: 5.21e-04, CFL: 0.185\n", - "INFO: Step: 26000, Time years: 12.0, KE: 4.78e-04, CFL: 0.180\n", - "INFO: Step: 27000, Time years: 12.5, KE: 4.99e-04, CFL: 0.183\n", - "INFO: Step: 28000, Time years: 13.0, KE: 5.00e-04, CFL: 0.201\n", - "INFO: Step: 29000, Time years: 13.4, KE: 5.14e-04, CFL: 0.207\n", - "INFO: Step: 30000, Time years: 13.9, KE: 4.62e-04, CFL: 0.197\n", - "INFO: Step: 31000, Time years: 14.4, KE: 4.91e-04, CFL: 0.183\n", - "INFO: Step: 32000, Time years: 14.8, KE: 4.79e-04, CFL: 0.186\n", - "INFO: Step: 33000, Time years: 15.3, KE: 4.98e-04, CFL: 0.166\n", - "INFO: Step: 34000, Time years: 15.7, KE: 4.76e-04, CFL: 0.166\n", - "INFO: Step: 35000, Time years: 16.2, KE: 5.09e-04, CFL: 0.197\n", - "INFO: Step: 36000, Time years: 16.7, KE: 5.27e-04, CFL: 0.188\n", - "INFO: Step: 37000, Time years: 17.1, KE: 5.25e-04, CFL: 0.189\n", - "INFO: Step: 38000, Time years: 17.6, KE: 5.19e-04, CFL: 0.195\n", - "INFO: Step: 39000, Time years: 18.1, KE: 5.12e-04, CFL: 0.234\n", - "INFO: Step: 40000, Time years: 18.5, KE: 4.78e-04, CFL: 0.163\n", - "INFO: Step: 41000, Time years: 19.0, KE: 5.38e-04, CFL: 0.203\n", - "INFO: Step: 42000, Time years: 19.4, KE: 5.31e-04, CFL: 0.221\n", - "INFO: Step: 43000, Time years: 19.9, KE: 5.27e-04, CFL: 0.185\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 52.2346s\n" - ] - } - ], - "source": [ - "exp = run_simulation(EDDY_PARAMS._update({'tmax': 86400*360*20}))" - ] - }, - { - "cell_type": "code", - "execution_count": 193, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 6.30e-07, CFL: 0.023\n", - "INFO: Step: 2000, Time years: 0.9, KE: 4.01e-06, CFL: 0.023\n", - "INFO: Step: 3000, Time years: 1.4, KE: 2.99e-05, CFL: 0.032\n", - "INFO: Step: 4000, Time years: 1.9, KE: 2.34e-04, CFL: 0.087\n", - "INFO: Step: 5000, Time years: 2.3, KE: 5.44e-04, CFL: 0.203\n", - "INFO: Step: 6000, Time years: 2.8, KE: 6.60e-04, CFL: 0.206\n", - "INFO: Step: 7000, Time years: 3.2, KE: 6.52e-04, CFL: 0.207\n", - "INFO: Step: 8000, Time years: 3.7, KE: 6.15e-04, CFL: 0.205\n", - "INFO: Step: 9000, Time years: 4.2, KE: 5.97e-04, CFL: 0.207\n", - "INFO: Step: 10000, Time years: 4.6, KE: 5.98e-04, CFL: 0.184\n", - "INFO: Step: 11000, Time years: 5.1, KE: 6.10e-04, CFL: 0.201\n", - "INFO: Step: 12000, Time years: 5.6, KE: 6.26e-04, CFL: 0.217\n", - "INFO: Step: 13000, Time years: 6.0, KE: 6.43e-04, CFL: 0.200\n", - "INFO: Step: 14000, Time years: 6.5, KE: 6.62e-04, CFL: 0.189\n", - "INFO: Step: 15000, Time years: 6.9, KE: 6.84e-04, CFL: 0.218\n", - "INFO: Step: 16000, Time years: 7.4, KE: 7.07e-04, CFL: 0.252\n", - "INFO: Step: 17000, Time years: 7.9, KE: 7.29e-04, CFL: 0.219\n", - "INFO: Step: 18000, Time years: 8.3, KE: 7.50e-04, CFL: 0.201\n", - "INFO: Step: 19000, Time years: 8.8, KE: 7.72e-04, CFL: 0.222\n", - "INFO: Step: 20000, Time years: 9.3, KE: 7.96e-04, CFL: 0.211\n", - "INFO: Step: 21000, Time years: 9.7, KE: 8.23e-04, CFL: 0.211\n", - "INFO: Step: 22000, Time years: 10.2, KE: 8.62e-04, CFL: 0.223\n", - "INFO: Step: 23000, Time years: 10.6, KE: 9.09e-04, CFL: 0.255\n", - "INFO: Step: 24000, Time years: 11.1, KE: 9.37e-04, CFL: 0.263\n", - "INFO: Step: 25000, Time years: 11.6, KE: 9.68e-04, CFL: 0.234\n", - "INFO: Step: 26000, Time years: 12.0, KE: 1.01e-03, CFL: 0.251\n", - "INFO: Step: 27000, Time years: 12.5, KE: 1.06e-03, CFL: 0.243\n", - "INFO: Step: 28000, Time years: 13.0, KE: 1.09e-03, CFL: 0.281\n", - "INFO: Step: 29000, Time years: 13.4, KE: 1.13e-03, CFL: 0.255\n", - "INFO: Step: 30000, Time years: 13.9, KE: 1.18e-03, CFL: 0.255\n", - "INFO: Step: 31000, Time years: 14.4, KE: 1.24e-03, CFL: 0.251\n", - "INFO: Step: 32000, Time years: 14.8, KE: 1.30e-03, CFL: 0.297\n", - "INFO: Step: 33000, Time years: 15.3, KE: 1.35e-03, CFL: 0.294\n", - "INFO: Step: 34000, Time years: 15.7, KE: 1.40e-03, CFL: 0.303\n", - "INFO: Step: 35000, Time years: 16.2, KE: 1.44e-03, CFL: 0.301\n", - "INFO: Step: 36000, Time years: 16.7, KE: 1.48e-03, CFL: 0.319\n", - "INFO: Step: 37000, Time years: 17.1, KE: 1.51e-03, CFL: 0.274\n", - "INFO: Step: 38000, Time years: 17.6, KE: 1.56e-03, CFL: 0.292\n", - "INFO: Step: 39000, Time years: 18.1, KE: 1.62e-03, CFL: 0.310\n", - "INFO: Step: 40000, Time years: 18.5, KE: 1.71e-03, CFL: 0.329\n", - "INFO: Step: 41000, Time years: 19.0, KE: 1.78e-03, CFL: 0.331\n", - "INFO: Step: 42000, Time years: 19.4, KE: 1.83e-03, CFL: 0.308\n", - "INFO: Step: 43000, Time years: 19.9, KE: 1.88e-03, CFL: 0.323\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 51.8784s\n" - ] - } - ], - "source": [ - "two_thirds_lazy = run_simulation(EDDY_PARAMS._update({'filterfac': 1e+20, 'tmax': 86400*360*20}))" - ] - }, - { - "cell_type": "code", - "execution_count": 194, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 6.33e-07, CFL: 0.023\n", - "INFO: Step: 2000, Time years: 0.9, KE: 2.90e-06, CFL: 0.024\n", - "INFO: Step: 3000, Time years: 1.4, KE: 1.85e-05, CFL: 0.028\n", - "INFO: Step: 4000, Time years: 1.9, KE: 1.35e-04, CFL: 0.077\n", - "INFO: Step: 5000, Time years: 2.3, KE: 4.49e-04, CFL: 0.178\n", - "INFO: Step: 6000, Time years: 2.8, KE: 5.46e-04, CFL: 0.191\n", - "INFO: Step: 7000, Time years: 3.2, KE: 6.14e-04, CFL: 0.206\n", - "INFO: Step: 8000, Time years: 3.7, KE: 6.35e-04, CFL: 0.251\n", - "INFO: Step: 9000, Time years: 4.2, KE: 5.89e-04, CFL: 0.209\n", - "INFO: Step: 10000, Time years: 4.6, KE: 5.38e-04, CFL: 0.188\n", - "INFO: Step: 11000, Time years: 5.1, KE: 5.02e-04, CFL: 0.202\n", - "INFO: Step: 12000, Time years: 5.6, KE: 4.69e-04, CFL: 0.167\n", - "INFO: Step: 13000, Time years: 6.0, KE: 4.51e-04, CFL: 0.179\n", - "INFO: Step: 14000, Time years: 6.5, KE: 4.40e-04, CFL: 0.175\n", - "INFO: Step: 15000, Time years: 6.9, KE: 4.38e-04, CFL: 0.175\n", - "INFO: Step: 16000, Time years: 7.4, KE: 4.40e-04, CFL: 0.172\n", - "INFO: Step: 17000, Time years: 7.9, KE: 4.46e-04, CFL: 0.216\n", - "INFO: Step: 18000, Time years: 8.3, KE: 4.62e-04, CFL: 0.169\n", - "INFO: Step: 19000, Time years: 8.8, KE: 4.92e-04, CFL: 0.193\n", - "INFO: Step: 20000, Time years: 9.3, KE: 5.38e-04, CFL: 0.191\n", - "INFO: Step: 21000, Time years: 9.7, KE: 6.14e-04, CFL: 0.185\n", - "INFO: Step: 22000, Time years: 10.2, KE: 6.59e-04, CFL: 0.210\n", - "INFO: Step: 23000, Time years: 10.6, KE: 6.53e-04, CFL: 0.207\n", - "INFO: Step: 24000, Time years: 11.1, KE: 6.25e-04, CFL: 0.192\n", - "INFO: Step: 25000, Time years: 11.6, KE: 6.09e-04, CFL: 0.192\n", - "INFO: Step: 26000, Time years: 12.0, KE: 6.03e-04, CFL: 0.187\n", - "INFO: Step: 27000, Time years: 12.5, KE: 6.08e-04, CFL: 0.203\n", - "INFO: Step: 28000, Time years: 13.0, KE: 6.32e-04, CFL: 0.206\n", - "INFO: Step: 29000, Time years: 13.4, KE: 6.91e-04, CFL: 0.201\n", - "INFO: Step: 30000, Time years: 13.9, KE: 7.67e-04, CFL: 0.213\n", - "INFO: Step: 31000, Time years: 14.4, KE: 8.22e-04, CFL: 0.285\n", - "INFO: Step: 32000, Time years: 14.8, KE: 8.59e-04, CFL: 0.258\n", - "INFO: Step: 33000, Time years: 15.3, KE: 8.47e-04, CFL: 0.218\n", - "INFO: Step: 34000, Time years: 15.7, KE: 8.42e-04, CFL: 0.259\n", - "INFO: Step: 35000, Time years: 16.2, KE: 8.37e-04, CFL: 0.216\n", - "INFO: Step: 36000, Time years: 16.7, KE: 8.51e-04, CFL: 0.239\n", - "INFO: Step: 37000, Time years: 17.1, KE: 8.71e-04, CFL: 0.240\n", - "INFO: Step: 38000, Time years: 17.6, KE: 9.09e-04, CFL: 0.214\n", - "INFO: Step: 39000, Time years: 18.1, KE: 9.59e-04, CFL: 0.252\n", - "INFO: Step: 40000, Time years: 18.5, KE: 1.02e-03, CFL: 0.283\n", - "INFO: Step: 41000, Time years: 19.0, KE: 1.07e-03, CFL: 0.278\n", - "INFO: Step: 42000, Time years: 19.4, KE: 1.10e-03, CFL: 0.280\n", - "INFO: Step: 43000, Time years: 19.9, KE: 1.12e-03, CFL: 0.265\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 51.7473s\n" - ] - } - ], - "source": [ - "two_thirds = run_simulation(EDDY_PARAMS._update({'dealiasing': '2/3-rule', 'tmax': 86400*360*20}))" - ] - }, - { - "cell_type": "code", - "execution_count": 195, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO: Logger initialized\n", - "INFO: Step: 1000, Time years: 0.5, KE: 6.14e-07, CFL: 0.015\n", - "INFO: Step: 2000, Time years: 0.9, KE: 2.97e-06, CFL: 0.015\n", - "INFO: Step: 3000, Time years: 1.4, KE: 2.01e-05, CFL: 0.018\n", - "INFO: Step: 4000, Time years: 1.9, KE: 1.60e-04, CFL: 0.047\n", - "INFO: Step: 5000, Time years: 2.3, KE: 5.93e-04, CFL: 0.108\n", - "INFO: Step: 6000, Time years: 2.8, KE: 7.48e-04, CFL: 0.128\n", - "INFO: Step: 7000, Time years: 3.2, KE: 7.28e-04, CFL: 0.127\n", - "INFO: Step: 8000, Time years: 3.7, KE: 6.75e-04, CFL: 0.131\n", - "INFO: Step: 9000, Time years: 4.2, KE: 6.05e-04, CFL: 0.117\n", - "INFO: Step: 10000, Time years: 4.6, KE: 5.60e-04, CFL: 0.120\n", - "INFO: Step: 11000, Time years: 5.1, KE: 5.33e-04, CFL: 0.115\n", - "INFO: Step: 12000, Time years: 5.6, KE: 5.19e-04, CFL: 0.105\n", - "INFO: Step: 13000, Time years: 6.0, KE: 5.13e-04, CFL: 0.116\n", - "INFO: Step: 14000, Time years: 6.5, KE: 5.14e-04, CFL: 0.116\n", - "INFO: Step: 15000, Time years: 6.9, KE: 5.20e-04, CFL: 0.127\n", - "INFO: Step: 16000, Time years: 7.4, KE: 5.38e-04, CFL: 0.102\n", - "INFO: Step: 17000, Time years: 7.9, KE: 5.77e-04, CFL: 0.123\n", - "INFO: Step: 18000, Time years: 8.3, KE: 6.33e-04, CFL: 0.128\n", - "INFO: Step: 19000, Time years: 8.8, KE: 7.13e-04, CFL: 0.127\n", - "INFO: Step: 20000, Time years: 9.3, KE: 7.55e-04, CFL: 0.140\n", - "INFO: Step: 21000, Time years: 9.7, KE: 7.54e-04, CFL: 0.129\n", - "INFO: Step: 22000, Time years: 10.2, KE: 7.51e-04, CFL: 0.136\n", - "INFO: Step: 23000, Time years: 10.6, KE: 7.48e-04, CFL: 0.138\n", - "INFO: Step: 24000, Time years: 11.1, KE: 7.43e-04, CFL: 0.129\n", - "INFO: Step: 25000, Time years: 11.6, KE: 7.55e-04, CFL: 0.128\n", - "INFO: Step: 26000, Time years: 12.0, KE: 7.82e-04, CFL: 0.142\n", - "INFO: Step: 27000, Time years: 12.5, KE: 8.10e-04, CFL: 0.119\n", - "INFO: Step: 28000, Time years: 13.0, KE: 8.42e-04, CFL: 0.122\n", - "INFO: Step: 29000, Time years: 13.4, KE: 8.79e-04, CFL: 0.158\n", - "INFO: Step: 30000, Time years: 13.9, KE: 9.12e-04, CFL: 0.135\n", - "INFO: Step: 31000, Time years: 14.4, KE: 9.43e-04, CFL: 0.151\n", - "INFO: Step: 32000, Time years: 14.8, KE: 9.81e-04, CFL: 0.145\n", - "INFO: Step: 33000, Time years: 15.3, KE: 1.03e-03, CFL: 0.136\n", - "INFO: Step: 34000, Time years: 15.7, KE: 1.07e-03, CFL: 0.151\n", - "INFO: Step: 35000, Time years: 16.2, KE: 1.09e-03, CFL: 0.147\n", - "INFO: Step: 36000, Time years: 16.7, KE: 1.10e-03, CFL: 0.155\n", - "INFO: Step: 37000, Time years: 17.1, KE: 1.12e-03, CFL: 0.173\n", - "INFO: Step: 38000, Time years: 17.6, KE: 1.15e-03, CFL: 0.146\n", - "INFO: Step: 39000, Time years: 18.1, KE: 1.17e-03, CFL: 0.167\n", - "INFO: Step: 40000, Time years: 18.5, KE: 1.21e-03, CFL: 0.150\n", - "INFO: Step: 41000, Time years: 19.0, KE: 1.26e-03, CFL: 0.167\n", - "INFO: Step: 42000, Time years: 19.4, KE: 1.32e-03, CFL: 0.166\n", - "INFO: Step: 43000, Time years: 19.9, KE: 1.38e-03, CFL: 0.174\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Function 'run_simulation' executed in 76.9606s\n" - ] - } - ], - "source": [ - "three_second_40 = run_simulation(EDDY_PARAMS._update({'dealiasing': '3/2-rule', 'nx': 40, 'tmax': 86400*360*20}))" - ] - }, - { - "cell_type": "code", - "execution_count": 199, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 199, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dataset_light_read(exp, averaging=False, truncate=False).KEspecr_mean.plot(label='$64^2$, exp-filter')\n", - "dataset_light_read(two_thirds_lazy, averaging=False, truncate=False).KEspecr_mean.plot(label='$64^2$, 2/3-circular')\n", - "dataset_light_read(two_thirds, averaging=False, truncate=False).KEspecr_mean.plot(label='$64^2$, 2/3-rectangular')\n", - "dataset_light_read(three_second_40, averaging=False, truncate=False).KEspecr_mean.plot(label='$40^2$, 3/2-rectangular')\n", - "plt.legend()\n", - "plt.yscale('log')\n", - "plt.xscale('log')\n", - "plt.ylim([1e-4,1e+3])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Check subgrid forcing for 3/2-dealiasing" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "import matplotlib.pyplot as plt\n", - "op5 = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator5-dealias-48/0.nc')\n", - "op1 = xr.open_dataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-64/0.nc')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(op5.isel(time=-1, lev=0).q_forcing_advection)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", - " warnings.warn(msg, FutureWarning)\n", - "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import xrft\n", - "sp(op1.isel(time=-10, lev=0).q_forcing_advection)\n", - "sp(op5.isel(time=-10, lev=0).q_forcing_advection)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", - " warnings.warn(msg, FutureWarning)\n", - "/ext3/miniconda3/lib/python3.11/site-packages/xrft/xrft.py:1054: FutureWarning: Isotropic wavenumber larger than the Nyquist wavenumber may result.\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -3934,19 +928,12 @@ } ], "source": [ - "import numpy as np\n", - "idx = {'time': -1, 'lev': 1}\n", - "csp(op1.isel(**idx).q_forcing_advection, op1.isel(**idx).q)\n", - "csp(op5.isel(**idx).q_forcing_advection, op5.isel(**idx).q)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "ds = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator5-dealias-64/*.nc', combine='nested', concat_dim='run')" + "(ds['256'].APEfluxr).plot()\n", + "(ds['512'].APEfluxr).plot()\n", + "(ds['1024'].APEfluxr).plot()\n", + "#plt.yscale('log')\n", + "plt.xscale('log')\n", + "#plt.ylim([1e-8,2e+1])" ] }, { diff --git a/notebooks/hires-subgrid-forcing.ipynb b/notebooks/hires-subgrid-forcing.ipynb new file mode 100644 index 0000000..478fb9d --- /dev/null +++ b/notebooks/hires-subgrid-forcing.ipynb @@ -0,0 +1,1974 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + " var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", + " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", + " var reloading = false;\n", + " var Bokeh = root.Bokeh;\n", + " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + "\n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + " if (js_modules == null) js_modules = [];\n", + " if (js_exports == null) js_exports = {};\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + "\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " if (!reloading) {\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " }\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", + " window._bokeh_on_load = on_load\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " var skip = [];\n", + " if (window.requirejs) {\n", + " window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n", + " require([\"jspanel\"], function(jsPanel) {\n", + "\twindow.jsPanel = jsPanel\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-modal\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-tooltip\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-hint\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-layout\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-contextmenu\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-dock\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"gridstack\"], function(GridStack) {\n", + "\twindow.GridStack = GridStack\n", + "\ton_load()\n", + " })\n", + " require([\"notyf\"], function() {\n", + "\ton_load()\n", + " })\n", + " root._bokeh_is_loading = css_urls.length + 9;\n", + " } else {\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", + " }\n", + "\n", + " var existing_stylesheets = []\n", + " var links = document.getElementsByTagName('link')\n", + " for (var i = 0; i < links.length; i++) {\n", + " var link = links[i]\n", + " if (link.href != null) {\n", + "\texisting_stylesheets.push(link.href)\n", + " }\n", + " }\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " if (existing_stylesheets.indexOf(url) !== -1) {\n", + "\ton_load()\n", + "\tcontinue;\n", + " }\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\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", + " } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } var existing_scripts = []\n", + " var scripts = document.getElementsByTagName('script')\n", + " for (var i = 0; i < scripts.length; i++) {\n", + " var script = scripts[i]\n", + " if (script.src != null) {\n", + "\texisting_scripts.push(script.src)\n", + " }\n", + " }\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (var i = 0; i < js_modules.length; i++) {\n", + " var url = js_modules[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (const name in js_exports) {\n", + " var url = js_exports[name];\n", + " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " element.textContent = `\n", + " import ${name} from \"${url}\"\n", + " window.${name} = ${name}\n", + " window._bokeh_on_load()\n", + " `\n", + " document.head.appendChild(element);\n", + " }\n", + " if (!js_urls.length && !js_modules.length) {\n", + " on_load()\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", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n", + " var js_modules = [];\n", + " var js_exports = {};\n", + " var css_urls = [];\n", + " var inline_js = [ function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + "function(Bokeh) {} // ensure no trailing comma for IE\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " if ((root.Bokeh !== undefined) || (force === true)) {\n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " // Cache old bokeh versions\n", + " if (Bokeh != undefined && !reloading) {\n", + "\tvar NewBokeh = root.Bokeh;\n", + "\tif (Bokeh.versions === undefined) {\n", + "\t Bokeh.versions = new Map();\n", + "\t}\n", + "\tif (NewBokeh.version !== Bokeh.version) {\n", + "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", + "\t}\n", + "\troot.Bokeh = Bokeh;\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", + " }\n", + " root._bokeh_is_initializing = false\n", + " }\n", + "\n", + " function load_or_wait() {\n", + " // Implement a backoff loop that tries to ensure we do not load multiple\n", + " // versions of Bokeh and its dependencies at the same time.\n", + " // In recent versions we use the root._bokeh_is_initializing flag\n", + " // to determine whether there is an ongoing attempt to initialize\n", + " // bokeh, however for backward compatibility we also try to ensure\n", + " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", + " // before older versions are fully initialized.\n", + " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", + " root._bokeh_is_initializing = false;\n", + " root._bokeh_onload_callbacks = undefined;\n", + " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", + " load_or_wait();\n", + " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", + " setTimeout(load_or_wait, 100);\n", + " } else {\n", + " Bokeh = root.Bokeh;\n", + " bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + " root._bokeh_is_initializing = true\n", + " root._bokeh_onload_callbacks = []\n", + " if (!reloading && (!bokeh_loaded || is_dev)) {\n", + "\troot.Bokeh = undefined;\n", + " }\n", + " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", + "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + "\trun_inline_js();\n", + " });\n", + " }\n", + " }\n", + " // Give older versions of the autoload script a head-start to ensure\n", + " // they initialize before we start loading newer version.\n", + " setTimeout(load_or_wait, 100)\n", + "}(window));" + ], + "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.2.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\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 window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\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 var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", 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handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\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[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyqg\n", + "import cmocean\n", + "from pyqg_generative.tools.plot_helpers import *\n", + "from pyqg_generative.tools.operators import ave_lev\n", + "import pyqg_generative.tools.operators as op\n", + "from pyqg_generative.tools.parameters import EDDY_PARAMS\n", + "from pyqg_generative.tools.spectral_tools import calc_ispec, coord, spectrum\n", + "from pyqg_generative.tools.comparison_tools import dataset_statistics, coarsegrain_reference_dataset, dataset_smart_read\n", + "%load_ext autoreload\n", + "%autoreload 3\n", + "\n", + "import hvplot.xarray\n", + "import holoviews as hv\n", + "hvplot.output(widget_location='bottom')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Coarsegraining for online data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.open_mfdataset(\n", + " f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/[0-9].nc', \n", + " decode_times=False, concat_dim='run', combine='nested').load()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "var=q\n", + "var=u\n", + "var=v\n", + "var=psi\n" + ] + } + ], + "source": [ + "coarsegrain_reference_dataset(ds, 48, 'Operator1').to_netcdf(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/Operator1-48.nc')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Coarsegraining for offline data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "run=0, time=0\n", + "run=0, time=1\n", + "run=0, time=2\n", + "run=0, time=3\n", + "run=0, time=4\n", + "run=0, time=5\n", + "run=0, time=6\n", + "run=0, time=7\n", + "run=0, time=8\n", + "run=0, time=9\n", + "run=0, time=10\n", + "run=0, time=11\n", + "run=0, time=12\n", + "run=0, time=13\n", + "run=0, time=14\n", + "run=0, time=15\n", + "run=0, time=16\n", + "run=0, time=17\n", + "run=0, time=18\n", + 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time=61\n", + "run=9, time=62\n", + "run=9, time=63\n", + "run=9, time=64\n", + "run=9, time=65\n", + "run=9, time=66\n", + "run=9, time=67\n", + "run=9, time=68\n", + "run=9, time=69\n", + "run=9, time=70\n", + "run=9, time=71\n", + "run=9, time=72\n", + "run=9, time=73\n", + "run=9, time=74\n", + "run=9, time=75\n", + "run=9, time=76\n", + "run=9, time=77\n", + "run=9, time=78\n", + "run=9, time=79\n", + "run=9, time=80\n", + "run=9, time=81\n", + "run=9, time=82\n", + "run=9, time=83\n", + "run=9, time=84\n", + "run=9, time=85\n" + ] + } + ], + "source": [ + "for run in range(10):\n", + " q = xr.open_mfdataset(\n", + " f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/{run}.nc', \n", + " decode_times=False).q.isel(time=slice(0,86)).load()\n", + " ds = {}\n", + " ds['48'] = []\n", + " ds['64'] = []\n", + " ds['96'] = []\n", + " for time in range(q.time.size):\n", + " q0 = q.isel(time=time).values\n", + " def compute_SGS(nc):\n", + " forcing, mf, _ = op.PV_subgrid_forcing(q0, nc, op.Operator1, EDDY_PARAMS)\n", + " snapshot = (mf.to_dataset()[['u','v','q','p']]).rename({'p': 'psi'}).astype('float32')\n", + " snapshot['q_subgrid_forcing'] = xr.DataArray(forcing, dims=['lev', 'y', 'x']).astype('float32')\n", + " del mf\n", + " return snapshot\n", + " \n", + " ds['48'].append(compute_SGS(48))\n", + " ds['64'].append(compute_SGS(64))\n", + " ds['96'].append(compute_SGS(96))\n", + " if time%1 == 0:\n", + " print(f'run={run}, time={time}')\n", + " for key in ['48', '64', '96']:\n", + " ds[key] = xr.concat(ds[key], dim='time')\n", + " ds[key].to_netcdf(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/Operator1-{key}/{run}.nc')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xr.open_dataset(\n", + " f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/Operator1-96/3.nc').q.isel(time=-10,lev=0).plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Offline metrics on hires subgrid forcing" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def read_metric(metric='L2_mean', model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp='offline_test.nc', folder='models_retrain'):\n", + " file = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled', folder, operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " if os.path.exists(file):\n", + " ds = xr.open_dataset(file)\n", + " return float(ds[metric].mean())\n", + " else:\n", + " print('Wrong path', file)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def read_line(**kw):\n", + " res = [48, 64, 96]\n", + " y = np.array([[read_metric(model_num=j, resolution=r, **kw) for j in range(5)] for r in res])\n", + " res = xr.DataArray(res)\n", + " trial = xr.DataArray(np.arange(5))\n", + " y = xr.DataArray(y, dims=['res', 'trial'], coords=[res, trial])\n", + " outlier = y * np.nan\n", + " if kw['operator'] == 'Operator1' and kw['model'] in ['OLSModel', 'MeanVarModel', 'CGANRegression']:\n", + " outlier[0,3] = y[0,3]\n", + " y[0,3] = np.nan\n", + " if kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None']:\n", + " outlier[1,2:4] = y[1,2:4]\n", + " y[1,2:4] = np.nan\n", + " \n", + " q25 = y.quantile(0.25, dim='trial', skipna=True).drop_vars('quantile')\n", + " q50 = y.quantile(0.5, dim='trial', skipna=True).drop_vars('quantile')\n", + " q75 = y.quantile(0.75, dim='trial', skipna=True).drop_vars('quantile')\n", + " q0 = y.min(dim='trial', skipna=True)\n", + " q100 = y.max(dim='trial', skipna=True)\n", + " return xr.Dataset({'data': y, 'outlier': outlier, 'q25': q25, 'q50': q50, 'q75': q75, 'q0': q0, 'q100': q100})" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.1, 'Sharp filter')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "default_rcParams({\n", + " 'axes.formatter.limits': (-2,2),\n", + " 'axes.titlesize': 16,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlelocation' : 'center'})\n", + "colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + "fig, axs = plt.subplots(1,4,figsize=(10,2))\n", + "axs = [axs]\n", + "plt.subplots_adjust(hspace=0.15, wspace=0.25)\n", + "operator = 'Operator1'\n", + "for i, exp in enumerate(['offline_test.nc']):\n", + " for j, (model, label) in enumerate(zip(['OLSModel', 'MeanVarModel', 'CGANRegression-retrain', 'CVAERegression-None'], ['MSE', 'GZ', 'GAN', 'VAE'])):\n", + " res = [48, 64, 96]\n", + " for col, metric in enumerate(['L2_mean', 'L2_total', 'L2_residual', 'var_ratio']):\n", + " ds= read_line(metric=metric, model=model, operator=operator, exp=exp)\n", + " ax = axs[i][col]\n", + " if metric != 'L2_mean' or label != 'MSE': \n", + " ax.plot(res, ds.q50, color=colors[j], marker='o', label=label if col==2 else None)\n", + " ax.fill_between(res, ds.q0, ds.q100, color=colors[j], alpha=0.2)\n", + " \n", + " \n", + " y = np.array([read_metric(model=model, metric=metric, \n", + " model_num=0, resolution=r, exp='offline_test_1024.nc') for r in res])\n", + " marker = {'MSE': 'x', 'GZ': '+', 'GAN': \"1\", 'VAE': \"2\"}\n", + " ax.plot(res, y, ls='', color='k', marker=marker[label],label=label if col==1 else None,zorder=4,markersize=6 if label in ['MSE', 'GZ'] else 8)\n", + "\n", + " \n", + "for j in range(4):\n", + " axs[0][j].set_xlabel('resolution')\n", + " axs[0][j].set_xticks([48, 64, 96])\n", + " \n", + "axs[0][0].set_ylim([0.0, 1.5])\n", + "axs[0][1].set_ylim([0, 0.3])\n", + "axs[0][2].set_ylim([-0.05, 1.1])\n", + "axs[0][3].set_ylim([-0.05, 1.1])\n", + "\n", + "axs[0][0].set_title(r'$\\mathcal{L}_{\\mathrm{rmse}} \\rightarrow 0$')\n", + "axs[0][1].set_title(r'$\\mathcal{L}_{\\mathrm{S}} \\rightarrow 0$')\n", + "axs[0][2].set_title(r'$\\mathcal{L}_{\\mathrm{r}} \\rightarrow 0$')\n", + "axs[0][3].set_title(r'$\\sigma^2_{\\mathrm{spread}} \\rightarrow 1$')\n", + "\n", + "axs[0][2].legend(bbox_to_anchor=(-0.2,-0.3), ncol=2, fontsize=13, title='Testing data: DNS at resolution $256^2$')\n", + "axs[0][1].legend(bbox_to_anchor=(2.8,-0.3), ncol=2, fontsize=13, title='Testing data: DNS at resolution $1024^2$')\n", + "\n", + "fig.text(0.9, 0.35, 'Test \\n dataset', fontsize=16, rotation=45)\n", + "plt.suptitle('Sharp filter', y=1.1, fontweight='bold', fontsize=14)\n", + "#plt.show()\n", + "#plt.savefig('review_figures/offline-metrics-1024.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Online performance" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_online(operator='Operator1', resolution=48, exp='eddy-7200-constant-0', ref='reference_7200_48', delta=0.25, read_cache=True):\n", + " def read_experiment(model='OLSModel', model_num=0, resolution=64, operator='Operator1', exp=exp, read_cache=read_cache, delta=delta):\n", + " folder = os.path.join('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/models_retrain', operator+'-'+str(resolution),model+'-'+str(model_num),exp)\n", + " path = os.path.join(folder,'[0-9].nc')\n", + "\n", + " keyphrase = 'Warning: CFL>1. Computations are stopped.'\n", + " err = os.path.join(folder, '*err*')\n", + " os.system(f'cat {err} | grep \"{keyphrase}\"')\n", + "\n", + " ds = dataset_smart_read(path, read_cache=read_cache, delta=delta)\n", + " return ds.isel(time=slice(0,None,2))\n", + "\n", + " def collapse_trials(**kw):\n", + " ds = []\n", + " for j in range(5):\n", + " if kw['resolution']==48 and kw['operator'] == 'Operator1' and kw['model'] in ['OLSModel', 'MeanVarModel', 'CGANRegression'] and j==3:\n", + " continue\n", + " if kw['resolution']==64 and kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None'] and j in [2,3]:\n", + " continue\n", + " if kw['resolution']==96 and kw['operator'] == 'Operator1' and kw['model'] in ['CVAERegression-None'] and j in [4]:\n", + " continue\n", + " if kw['resolution']==96 and kw['operator'] == 'Operator2' and kw['model'] in ['CGANRegression-retrain'] and j in [1, 3, 4]:\n", + " continue\n", + " ds.append(read_experiment(model_num=j, **kw))\n", + " ds = xr.concat(ds, dim='trial')\n", + "\n", + " return ds\n", + "\n", + " mse = collapse_trials(resolution=resolution, operator=operator, model='OLSModel')\n", + " gz = collapse_trials(resolution=resolution, operator=operator, model='MeanVarModel')\n", + " gan = collapse_trials(resolution=resolution, operator=operator, model='CGANRegression-retrain')\n", + " vae = collapse_trials(resolution=resolution, operator=operator, model='CVAERegression-None')\n", + " \n", + " target = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_256/{operator}-{str(resolution)}.nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + " target_1024 = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_1024/{operator}-{str(resolution)}.nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + " coarse = dataset_smart_read(f'/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/{ref}/[0-9].nc', delta=delta, read_cache=read_cache).isel(time=slice(0,None,2))\n", + "\n", + " default_rcParams(\n", + " {'lines.linewidth': 2,\n", + " 'font.size': 12,\n", + " 'axes.labelsize': 12,\n", + " 'axes.titlesize': 12,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12})\n", + " fig, axs = plt.subplots(3,2,figsize=(8,8))\n", + " plt.subplots_adjust(hspace=0.55)\n", + " colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n", + " lss = ['-', '--', '-.', ':']\n", + " lws = [None, None, None, None]\n", + " alphas = [0.2, 0.2, 0.2, 0.2]\n", + " hatch = [None, None, None, None]\n", + " models = [mse, gz, gan, vae]\n", + " labels=['MSE', 'GZ', 'GAN', 'VAE']\n", + "\n", + " ax = axs[0][0]\n", + " target.KE_time.plot(ax=ax, color='k', ls='-', lw=1)\n", + " target_1024.KE_time.plot(ax=ax, color=[0.3010, 0.7450, 0.9330], ls='--', lw=3)\n", + " coarse.KE_time.plot(ax=ax, color='gray')\n", + " for j, m in enumerate(models):\n", + " m.KE_time.median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.time, m.KE_time.min('trial'), m.KE_time.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_ylabel(r'$E, m^2/s^2$')\n", + " ax.set_xlabel('t, $years$')\n", + " ax.set_title('Kinetic energy')\n", + " ax.set_ylim([-0.2e-4, 8.5e-4])\n", + "\n", + " ax = axs[1][0]\n", + " (0.5*target.KEspecr_mean).plot(ax=ax, color='k', ls='-', lw=1)\n", + " (0.5*target_1024.KEspecr_mean).plot(ax=ax, color=[0.3010, 0.7450, 0.9330], ls='--', lw=3)\n", + " (0.5*coarse.KEspecr_mean).plot(ax=ax, color='gray')\n", + " for j, m in enumerate(models):\n", + " (0.5*m.KEspecr_mean.median('trial')).plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.kr, 0.5*m.KEspecr_mean.min('trial'), 0.5*m.KEspecr_mean.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " ax.set_ylim([5e-2, 2e+1])\n", + " ax.set_ylabel('$E(\\kappa), m^3/s^2$')\n", + " ax.set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + " ax.set_title('KE spectrum')\n", + "\n", + " ax = axs[2][0]\n", + " target.Efluxr.plot(ax=ax, color='k', ls='-', lw=1)\n", + " target_1024.Efluxr.plot(ax=ax, color=[0.3010, 0.7450, 0.9330], ls='--', lw=3)\n", + " coarse.Efluxr.plot(ax=ax, color='gray')\n", + " for j, m in enumerate(models):\n", + " m.Efluxr.median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j])\n", + " ax.fill_between(m.kr, m.Efluxr.min('trial'), m.Efluxr.max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_xscale('log')\n", + " ax.set_ylim([-1.3e-6, 1.3e-6])\n", + " ax.set_ylabel(r'$\\partial_t \\mathcal{E}(\\kappa), m^3/s^3$')\n", + " ax.set_xlabel(r'wavenumber $\\kappa, m^{-1}$')\n", + " ax.set_title('Energy transfer')\n", + "\n", + " for col,var in enumerate(['PDF_Ens1', 'PDF_KE1', 'PDF_KE2']):\n", + " ax=axs[col][1]\n", + " target[var].plot(ax=ax, color='k', ls='-', lw=1, label=r'$\\overline{\\mathrm{hires}} (256^2)$')\n", + " target_1024[var].plot(ax=ax, color=[0.3010, 0.7450, 0.9330], ls='--', lw=3, label=r'$\\overline{\\mathrm{hires}} (1024^2)$')\n", + " coarse[var].plot(ax=ax, color='gray', label='lores')\n", + "\n", + " for j, m in enumerate(models):\n", + " m[var].median('trial').plot(ax=ax, color=colors[j], ls=lss[j], lw=lws[j], label=labels[j])\n", + " xx=[k for k in m[var].median('trial').coords.values()][0]\n", + " ax.fill_between(xx, m[var].min('trial'), m[var].max('trial'), color=colors[j], alpha=alphas[j], edgecolor=None)\n", + " ax.set_yscale('log')\n", + "\n", + " ax = axs[0][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathrm{curl}(\\mathbf{u}_1)|^2, s^{-2}$')\n", + " ax.set_title('Upper enstrophy')\n", + "\n", + " ax = axs[1][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathbf{u}_1|^2, m^2s^{-2}$')\n", + " ax.set_title('Upper KE')\n", + "\n", + " ax = axs[2][1]\n", + " ax.set_ylabel('PDF density')\n", + " ax.set_xlabel(r'$\\frac{1}{2}|\\mathbf{u}_2|^2, m^2s^{-2}$')\n", + " ax.set_title('Lower KE')\n", + "\n", + " axs[0][1].set_ylim([1e+7, 4e+11])\n", + " axs[0][1].set_yticks([1e+7,1e+8,1e+9,1e+10,1e+11])\n", + " axs[1][1].set_ylim([1e+0, 1e+3])\n", + " axs[2][1].set_ylim([1e+1, 8e+4])\n", + " axs[2][1].set_yticks([1e+1,1e+2,1e+3,1e+4])\n", + "\n", + " axs[2][1].set_xticks([0, 1e-4, 2e-4, 3e-4, 4e-4])\n", + "\n", + " axs[2][1].legend(bbox_to_anchor=(0.55,-0.35), ncol=3)\n", + "\n", + " fig.align_ylabels()\n", + " set_letters(x=-0.2, y=1.1, fontsize=13, letters=['a', 'd', 'b', 'e', 'c', 'f'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 54.1 s, sys: 3.65 s, total: 57.8 s\n", + "Wall time: 1min 15s\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%time \n", + "plot_online()\n", + "plt.suptitle('$48^2$, Sharp filter', y=0.96, fontweight='bold')\n", + "plt.savefig('online_LES_hires_1024.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "environment_13_Jul_2023", + "language": "python", + "name": "my_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "05edf54c81e9d60fa9ffc2d19df58f5b8263a9e832bf2883d1c18873ede7ce7a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/molecular-viscosity.ipynb b/notebooks/molecular-viscosity.ipynb new file mode 100644 index 0000000..7d8f310 --- /dev/null +++ b/notebooks/molecular-viscosity.ipynb @@ -0,0 +1,1881 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + " var py_version = '3.1.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", + " var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n", + " var reloading = false;\n", + " var Bokeh = root.Bokeh;\n", + " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + "\n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + " if (js_modules == null) js_modules = [];\n", + " if (js_exports == null) js_exports = {};\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + "\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " if (!reloading) {\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " }\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", + " window._bokeh_on_load = on_load\n", + "\n", + " function on_error() {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " var skip = [];\n", + " if (window.requirejs) {\n", + " window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n", + " require([\"jspanel\"], function(jsPanel) {\n", + "\twindow.jsPanel = jsPanel\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-modal\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-tooltip\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-hint\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-layout\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-contextmenu\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"jspanel-dock\"], function() {\n", + "\ton_load()\n", + " })\n", + " require([\"gridstack\"], function(GridStack) {\n", + "\twindow.GridStack = GridStack\n", + "\ton_load()\n", + " })\n", + " require([\"notyf\"], function() {\n", + "\ton_load()\n", + " })\n", + " root._bokeh_is_loading = css_urls.length + 9;\n", + " } else {\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", + " }\n", + "\n", + " var existing_stylesheets = []\n", + " var links = document.getElementsByTagName('link')\n", + " for (var i = 0; i < links.length; i++) {\n", + " var link = links[i]\n", + " if (link.href != null) {\n", + "\texisting_stylesheets.push(link.href)\n", + " }\n", + " }\n", + " for (var i = 0; i < css_urls.length; i++) {\n", + " var url = css_urls[i];\n", + " if (existing_stylesheets.indexOf(url) !== -1) {\n", + "\ton_load()\n", + "\tcontinue;\n", + " }\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\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", + " } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n", + " var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n", + " for (var i = 0; i < urls.length; i++) {\n", + " skip.push(urls[i])\n", + " }\n", + " } var existing_scripts = []\n", + " var scripts = document.getElementsByTagName('script')\n", + " for (var i = 0; i < scripts.length; i++) {\n", + " var script = scripts[i]\n", + " if (script.src != null) {\n", + "\texisting_scripts.push(script.src)\n", + " }\n", + " }\n", + " for (var i = 0; i < js_urls.length; i++) {\n", + " var url = js_urls[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (var i = 0; i < js_modules.length; i++) {\n", + " var url = js_modules[i];\n", + " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.src = url;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " for (const name in js_exports) {\n", + " var url = js_exports[name];\n", + " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", + "\tif (!window.requirejs) {\n", + "\t on_load();\n", + "\t}\n", + "\tcontinue;\n", + " }\n", + " var element = document.createElement('script');\n", + " element.onerror = on_error;\n", + " element.async = false;\n", + " element.type = \"module\";\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " element.textContent = `\n", + " import ${name} from \"${url}\"\n", + " window.${name} = ${name}\n", + " window._bokeh_on_load()\n", + " `\n", + " document.head.appendChild(element);\n", + " }\n", + " if (!js_urls.length && !js_modules.length) {\n", + " on_load()\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", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.2.0/dist/panel.min.js\"];\n", + " var js_modules = [];\n", + " var js_exports = {};\n", + " var css_urls = [];\n", + " var inline_js = [ function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + "function(Bokeh) {} // ensure no trailing comma for IE\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " if ((root.Bokeh !== undefined) || (force === true)) {\n", + " for (var i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + " // Cache old bokeh versions\n", + " if (Bokeh != undefined && !reloading) {\n", + "\tvar NewBokeh = root.Bokeh;\n", + "\tif (Bokeh.versions === undefined) {\n", + "\t Bokeh.versions = new Map();\n", + "\t}\n", + "\tif (NewBokeh.version !== Bokeh.version) {\n", + "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", + "\t}\n", + "\troot.Bokeh = Bokeh;\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", + " }\n", + " root._bokeh_is_initializing = false\n", + " }\n", + "\n", + " function load_or_wait() {\n", + " // Implement a backoff loop that tries to ensure we do not load multiple\n", + " // versions of Bokeh and its dependencies at the same time.\n", + " // In recent versions we use the root._bokeh_is_initializing flag\n", + " // to determine whether there is an ongoing attempt to initialize\n", + " // bokeh, however for backward compatibility we also try to ensure\n", + " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", + " // before older versions are fully initialized.\n", + " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", + " root._bokeh_is_initializing = false;\n", + " root._bokeh_onload_callbacks = undefined;\n", + " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", + " load_or_wait();\n", + " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", + " setTimeout(load_or_wait, 100);\n", + " } else {\n", + " Bokeh = root.Bokeh;\n", + " bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", + " root._bokeh_is_initializing = true\n", + " root._bokeh_onload_callbacks = []\n", + " if (!reloading && (!bokeh_loaded || is_dev)) {\n", + "\troot.Bokeh = undefined;\n", + " }\n", + " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", + "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + "\trun_inline_js();\n", + " });\n", + " }\n", + " }\n", + " // Give older versions of the autoload script a head-start to ensure\n", + " // they initialize before we start loading newer version.\n", + " setTimeout(load_or_wait, 100)\n", + "}(window));" + ], + "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.1.1'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n var reloading = false;\n var Bokeh = root.Bokeh;\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\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, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\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.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\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 window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n })\n require([\"jspanel-modal\"], function() {\n\ton_load()\n })\n require([\"jspanel-tooltip\"], function() {\n\ton_load()\n })\n require([\"jspanel-hint\"], function() {\n\ton_load()\n })\n require([\"jspanel-layout\"], function() {\n\ton_load()\n })\n require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n })\n require([\"jspanel-dock\"], function() {\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 9;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 } if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.0/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 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autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n", + " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n", + "}\n", + "\n", + "\n", + " function JupyterCommManager() {\n", + " }\n", + "\n", + " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n", + " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", + " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", + " comm_manager.register_target(comm_id, function(comm) {\n", + " comm.on_msg(msg_handler);\n", + " });\n", + " } else if ((plot_id in window.PyViz.kernels) && 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metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pyqg\n", + "from time import time\n", + "import os\n", + "import glob\n", + "import cmocean\n", + "from pyqg_generative.tools.plot_helpers import *\n", + "from pyqg_generative.tools.comparison_tools import dataset_smart_read, dataset_light_read, distrib_score, spectral_score\n", + "from pyqg_generative.tools.operators import ave_lev\n", + "from pyqg_generative.tools.operators import Operator1, Operator2, PV_subgrid_forcing, ave_lev, coord\n", + "from pyqg_generative.tools.parameters import EDDY_PARAMS\n", + "from pyqg_generative.tools.spectral_tools import calc_ispec, coord, spectrum\n", + "from pyqg_generative.tools.computational_tools import PDF_histogram\n", + "from pyqg_generative.tools.simulate import run_simulation\n", + "%load_ext autoreload\n", + "%autoreload 3\n", + "\n", + "import hvplot.xarray\n", + "import holoviews as hv\n", + "hvplot.output(widget_location='bottom')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determining enstrophy flux" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [], + "source": [ + "ds = {}\n", + "ds['64_op1'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-64/*.nc', concat_dim='run', combine='nested', decode_times=False)\n", + "ds['64_op2'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator2-64/*.nc', concat_dim='run', combine='nested', decode_times=False)\n", + "\n", + "ds['96_op1'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator1-96/*.nc', concat_dim='run', combine='nested', decode_times=False)\n", + "ds['96_op2'] = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/Operator2-96/*.nc', concat_dim='run', combine='nested', decode_times=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 356, + "metadata": {}, + "outputs": [], + "source": [ + "dss = xr.open_mfdataset('/scratch/pp2681/pyqg_generative/Reference-Default-scaled/eddy/reference_512/[0-9].nc', concat_dim='run', combine='nested', decode_times=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 357, + "metadata": {}, + "outputs": [], + "source": [ + "vrms = velocity_rms(dss).compute()" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [], + "source": [ + "def enstrophy_flux(ds):\n", + " return -(ds.q_forcing_advection * ds.q).mean(['x','y', 'run'])" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [], + "source": [ + "def velocity_rms(ds):\n", + " return np.sqrt((ds.u**2 + ds.v**2).mean(['x', 'y', 'run']))" + ] + }, + { + "cell_type": "code", + "execution_count": 361, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + 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\n", 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\n", 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09GjRky7+V6EUX85P+/JJ81qIzvMU0d4dWHPbJ3joPdiRnMddy35H75lGeIePKLSoLUkt3NpzbN/dRPqGsulfQ3DX686z9fK+P/Y903+djl7jgV2xoODgpYEvcWvsrXXyWf+upsdQCQhCiEoVlFjoP3cTpVY7ngYdpVY7Y65sxX/uuNxZ5vfkVB7cfBsanZmxrZ/nq20+mEIWofPIYGDUQN669i20mvINlTmlOVjsFvzd/fHSe1FstjF77QFKLXbC/DwI93cnzM+DMD8PjKVWThWUkppfSmp+CacKSsk3WSkoy8PiuQuD/y50nqewl7akNHU8ii2gwucI9XWnT5sg+rYJ4pbLI9HqS1m+bzmfHPwEs90MgFajpUtwF/pF9GNA5AB6hvV01rugxMJz3+xn7V9puOm1LBwTw3tHppNcmFxhW2fYS1tRmjqO+bddxageUYx6dx3HDHPRGoroF9GPt4a9hRYt3x37jjd3v0mGKaPKdfkYfOhge5YtB+CmbhEsHdcTgF8PZ/PQyp3YfLbgHvoTGp254psVHXZzKO5KFPf26svV0X3pGdazym056+9QuHbRT2R6vYXe+yjeBm9evepVFBQO5h7kQO4BDuQdwKA18MHwD4jwiahyXck5JvaeKiTIy41AbwPB3u7YHA5uW/obOcVmRvdqSa9uB3k5/uUq16FFT2nOIGJ0t7D+H9eh01YMfLVxOLOImz/8D25h36JFy3vD36NPRB/n6yazjUkfb2Afs9HqS+gVdB3Lb1rAHe/8zp7sBPxiVmKjlA6BHcgqyaLAXIDGFkzRift4dvgQHhjUpsZ1sTvs3PrNbZwwHsecdR2gwb3FBty0Hnx+y2e0DWh7UZ+1MhIQhBDkFpvZlJhFXFI2QV5uTLk2lha+Hud/I/B23FHm/ZBIpwg//n1jJ+5dHo+iwMLR3bmjV0vKrHauee85ir3X4qWJ4vd7v+eT7SeZtX4T3m3fBI2V6VdOZ3zn8VjtVjambGRN0hq2p293bkOv0aNRPCkze2AvvgxzzrXg8KyiRg70PgfRB+xE75OIRlO+c55O8SWWybT26oa3u46D6Ub+Sil09sBHYyUgPB634C2U2tXr2V2Du1JiK+FY4bFy64ry7EgbZRJJqZ4czVYvrRh0GuaMDmP5kRmkm9Jp4dmCLiFdSDVmkpR7CnRFaABLQR/MmTfz1PAuPHZNLAApeSXc8PZqiFyKRmvl2uhrSSlKISlf7XwX7h3O/V3ux67YOWE8wfHC4yQbkymyFDG5yyxe+BQ0Gvhx6lV0CDvb+vDH8TwmrfiDIrOFoAAjdw8E3FM5kHuAxLxESmwVr2XPHjCb29vfXu2+/+avZJ7ZNg299xG89F4su24ZV7S4otr31NZvR3MY/348DkXtABkclsSWk7+z5o8cLFZ3JvTtxJXR4Xx95Gu2pamXMhxWP26PeZgXr73X2SrkcCj8fiwXD4OWXq3PP2qjoiiMfP8jkg0L0WgcPNX7KSZ0mVChnMXm4P5PP+Ev26toNAqX6SeQcEyLZ8uP0Wht9ArrxZtD3ySnNIdHf36U1OJUHDYvDDkP8OsT99f41sxvj6zl39tmoti8cJycgRZ37GHvqr97WrLi+o/oHF63LXESEIRwMVa7A61Gc96zp7SCUtb+lcbPBzPZeSKfc/tN+XroeeaGjoy9MhptNeux2h0MnreZDGMp911XwPWd2rHjQAiv/ZyEh0HLN48N4rOdR/ks4xG0ehPPXjmHuzvfhsXmYOjCODLZhEf4Nxi0Bu5ofwcbTmwgryzPuX6D1lDp7W3uGl9idHeiKe5LTpEVXw89kQEGbJ67SDJ/Q7717DXejoGduS32VnqEXcGs32aRmJeITqPjqSuf4p6O96DRaCi12Pj2YDzfHvmBfcbNOLTq9XhvTRTPDfgXN7a7Fo1GQ6oxnff//IEfk3+lSPMXGp0FxaHHnD0ca94g2oX6MmGIgeVHZ5JXlkdrv9a8e927RPpEAvB1wimmfrYLNHZQDNzbrzUv3tql3KWNrxJS+de61Xi2/AiNRt0pvgZfHrz8QcZ2HIuHvmJwUxSFB1fu5OeDmYzsHsmSsT0qlDmcWcTGxCzu6t2KIO+z4yI4FAfppnTiU/fz8k+bKdEeRu9zCB+DD9/c9g0tvFpUuu9LrCVcvXIipfpE9BoPVox4r87DwRlLNx/h1R8P4a7X8uXkAXz+Zyr//e043VsF8PXkAWg0GhRFIS4ljud+fYVCm9rS0jmoC3e0v4ui3M588nsGx073j3n8mlievK5Dtf9HVu7Yw7y9j6DVF3FV5DDeHLao0ktQoLak3PP5XA6UrUZR1BYljcbBVS2vYuGQhc59lluay2MbH2N/7n4Uh55IzQ10De1AG/9oOoa0oW1wKK2DvNDryremWe1WBq+6EZMjA2v2CN679Wk6Rfgxb8MfrM9/Co2+GGtBX+6KmcpzN3d2dgK9WBIQhHAhVruDu5b9zqn8Ut6b0JvurQIqLffn8TzuW/EHxeaz13y7RPoxtGML4g5ls/d0h7VerQN5ZVQ3Lgv3rXQ93+w+xROf7cA/+iscXgkA3NtpAnv2DmDr4QIi/T3I0W7CPfxbgtzC2Xj3evRadWqXz/9M4akv/sK39UfgdcC5zhaeLbit/W2Mih1FlE8UJ/IKGfn2BoqtRdzUU89J5UvnmXynoE48deVTnDCe4P2973OqWA0Gfm5+3NHhDm5tdyvtAto5111qK2X277NZd2wdADe1vYkWni3YcGKD870A3toQ8lKvwVLYgzA/T2aP7MLx3BI+/O046YVqT3s3dyPBMd9QrFXvOugSdDnju4zlle2vUGQtomNQR94e9naF/hUzv9rLqviTjOgSztJxPSs9SD3xaQLfH/8azxYbubvTSB7v+XC1fR/2pBYw8s1taDWw4ckhxLaoXT+CM45kFXHnO9uwtFiCzjOFAeFDeGf4GxUOjFa7lfHfPcyBgj9QHG68cc1bXBPT94K2WRMOh8IDH/7B5kPZtAz0JMtoxmJ38PEDfRnUvvzv12gu4dr35lDq/SMarRouFbsH1sIr0Jn6UVIcDhoLfdu78Y/rwjErhXjoPWjn344WXi3QaDTkFJcwdNUYFPdkAg2t+GH0F3gZvM5TRwe3ff4oyWW/ATA8+gb+M+RlDNryLQQl1hLuX/cEBwq3V1iHYvNCX3YFd7Z5iHv7dqR1sDrQ1JRv3yUu/w0UmzezenzM6J6xzvd8cWAjs/94ElBobX+Y7yY9Xuvfb1UkIAjhQlbvOMmML/cC4OOu57/3X0nvmPLNqX8cz+O+5TswWex0ifTj9p7h9G/vg7+3A5PVRKnVzNo9qazekUyZzYZO62B87x48d/1V5Q4UiqJw81trSda9hc7zFDqNDrui3qd+eUgPDu8dRVaBDu/YV9EaCvh3338zpuMY5/ttdgfXL/6FY3mZtO/2DZe1COb22NsZ3HKwM0Q4HAoTlu9g65EcukX58+XkAaCx81niZ7y1+y2KrOVvaQvyCGJC5wmM6TgGb4M3lVEUhY8PfszCPxc66wvgqffkqpZXMbz1cK5udTX7Tpn41//+cp51nhHi48b4fq0Z17c1IT5ufHXkK17941WKrcXOMj1b9OSNa9/Az63i946iKCRlFtO+hU+VrTPGMis3vv4rqfmlhPq6M31ER27vEVVl+ftX7GDzoWxu7xHFotMDEF2oA2lGJn78NaUt1Kb1qd3m8EDP25yvOxQHk9Y9yc7cTSgOA4N9Z/D2naMvaps1UVBi4aYlWzlVoA4f3a9tEKsf7FfpWf26Pek8/tkWDAF/Ygj4A63bOa1SGnesSiX9MAAfgy8tvWPIKLRQoBxC4/Dgy1v/R2xQzfoKlFhLeGrzbFr7t+RffR6r0K/mDKvdyuy45ezL2UeuJY1ieyY2zdm7SBxWf8rS7qRvRD86hnvxWcYUtG55DA6eyFs3/6vC+pbsWsJ7e98j0D2En0b/UO2ok7UhAUEIF2G22bnm1TjSCssI8XEnp7gML58sRg0sJLnkD04Vn8Jis1NktgAKOq2CVmev8Sh7/tp2PNZ7DDe2vQF/d38+/esX5vw5Ha2+GH+3ABZf8xqF5kL+ve3fmKwm/N2CyM3sjD5wK4HuQWy488cKzePr9qTz2Kpd+Ljr+fXpawj0Lj8k8PKtybz43QE8DFq+mzK43JlxbmkubyS8wZeHvyTUM5T7u97PHR3uwFNfVd+E8nak72DBnwto5duK62OuZ3DLwRXeW2qxM//HRP7723E6hvsxaWAMI6+IrND7PMOUwQu/vcC2tG0MihrEoqsX1bgeVdl3qpApqxNIPh1QrmgVwAsju3DF6VYhRVFILyxj6+Ecnl6zB51Ww8/ThpQb3vhCpRWUcsensyj2XI9i8+E/fT/i5q6xHM408vD3s8jWqvMpuOc8yLf/9wBRARf3WWvqr5QC7nznN6x2hTWP9q+yL4GiKLzw7X5OFZQxpk8UXn7H+fLIGjae3Hj2710x4LB6g8MXH08bJY5M+Ft/lcmdXuLRPvVzh8DflVhL+CNjF7O2zSHXrN7masnvi8PcAo/wtXho/dgy5qdKWzJsDhsvbX+JCZ0n1GlnRQkIQriIj34/znPf7CckOJOb+p9i7ZGfsWryzv/G0zx0HngZvHDTuaHX6NFr9eg0OoxlNrLKUpyd/dy0bvSL7Mevqb+hYMNXG83no94lyicKgOOFx3ky7kmOFBxxrvuJnk/wf93+r8I2HQ6Fm9/YyoF0I8M6hXFHzyi6RvnTMtCTw1nF3PzGViw2B3Nu7cK9/WMqrXdOaQ7+bv4YdPU3Dr/JbMPLTVflNWhQD0qpRalE+UZVeeZYW2abnRXbjvPGxsOYLGprx/Vdwiix2NmfZiTPZHGWHd2rJa+O7l4n2wXIMZkY8fkozJp0rAW9uCZ4CpszPsUQ+gMA/X2nsPDGmneyqys7T+RhLLVxTcfK+0ZUp9BciNFsJNgzGItFz9T/7T47sqHGhtYtB0/vbEIC87mqzeXMGTaujmt/fiXWEhbvWszqxNXllv+z1z+5r+t9DVoXCQhCuIAyq52rXt1Igdt6PEI3oaAezLW4YS5qB6bOaCzRmK3Qq3UwL9/WDU+DAYPOgLfBG0+9p7NZvzJr/jrIsz99iMZ3JzqPs7faWY1dWD1qMT1ahpcrX2It4YXfX2B98nr83Pz44Y4fyt3Tf67NiVnc/98/yi0L9DKg02rJKTZz9WWhrLjvymoPzq4uy1jGvB8OsWZXarnlOq2G9i18uDImiH9dfxn+nnV7sP4zI4H7f5wIKFjy++IWqI4Y+EDnqUy98oE63VZjcDgUvtiZSkp+CR3D/egc6UfrIK9qO+Y2lPj0eJ7f9jxppjSCPYJZf8f6i26Vqi0JCEI0QT8nHeKHQwfwVdpjtiuUWeyU2ey0CvLiiWvb4+VW/mC+JO5P3j4wB7232nnvutbXcWu7W+kReiXTvzjI+n3qQf2qDqG8e2+vCoMY1cTvR3N5cOUflHASj4A9WC2+9AkeySf/17/S8oqisD19O2FeYedt9tyUmMlPB7LYe6qAxPQibKdvqQjyduOHqYNrfMulq0s4mc/PBzOJCvCia5QfHcJ8L2hf1sbc+LmsSlzlfP5A1weY2mtqvW5TqExWE18f+ZpeYb3oGNSxwbcvAUGIJiavpIQhq24AQx52cwssOddgM14OqAeCy1v68/7E3s6D5qbjv/DEpqdBZ8Kg8WD2wOe5pd0tzvXZ7A5e+zkJk9nOMzd0vKgDyt7UQiau2OFs2l5x35UX1NRbnTKrnUMZRSRmGOkZHUj7sMpbHkTDKLGWcNs3t5FuSmdU7ChmD5h9SbfmXEokIAjRxEz9bjkbc18rt8xPH0ZP/1Fs/SuCQmsWwYGFjOzlRq71BBtPbgRAZ43iizveIjaw7kdUO9fR7GIeXPkn4X4efPxA3ybRHCvqV4Ypgz3ZexgaPbTaS1HCtUhAEKIJMZmt9P/wVhT3FAaG3Env6Cg+OvBRucGDKmPJ688LA6cztk+7asvVFUVR5CxSCBdX02OoREYhGsDCX35EcU8BxcCcqx8n1DuYcZ3G8eXhL/nv/v+SYcog2COEElMghcYAFEsI9tLWRHt3YXSvmo/rfrEkHAghzpCAIEQ9M9vsfHl0FXjCFYHXEuodDKgD+IzrNI6xHcditpvx1HtSZrXzr8//4rs96hSzT4xsX2F4ViGEaAgSEISoZ+/9/gc2j31ogH8PeqjC61qN1nmbk4dBx5IxPejdOpCCUiu3dI9s4NoKIYRKAoIQ9chqd7Bi70dovBVivHrRMbj9ed+j1Wq4b2DDXVYQQojKSNulEHXA4VCw2h0Vln+2Mwmzpzp5yz/7VBxxUAghmippQRDiIimKwqOf7GRTYhbXdgxjdO+WDOkQilaj4c0/P0bjbSHIEM2Q6IGNXVUhhKgxCQhCXKRNiVn8uD8TgB/2Z/DD/gxCfd3pGe1LkVscWuCRK+6TOwSEEM1KvQWE9evXExgYSExMDImJieh0OgYPHlxfmxOiUdjsDl75/iCgTqrj52ngq4RTZBeZ2ZiyA8+oQjy0/tx+2chGrqkQQtTOBfVBMBqNTJo0ia1bt1ZZZv78+fTv35+IiAiee+452rQ52+lq7969jB8/nunTpzN+/HiSk5MvpBpCNIgyq73K11b/kcLRbBOBXgZm3HgZt/dTeOiW4/To8yleUZ8DMK7T2Dqbx10IIRpKrVsQZs+ezcmTJ1mxYgUTJ06sslxUVBS7du0iOjqa4OBg53K73c6oUaPYsmULUVFRbN++nbFjx7J9+/YL+wRC1JN8k4XHVu0i4WQBi+7qzg3dIsq9XlRmZfFPSYCDK3v8yS3fzsZoMZYr0zm4M/d1bfipZYUQ4mLVOiDMmjULgOXLl1dbzmAw0KNHjwrLN27cSFlZGVFR6hzzvXr1Ij4+nqSkJDp06FDpusxmM2az2fncaDRWWk6IupKcY2LSf/8gOTcfrVsej6928CaUCwnvbDlKrqmEkDZf83venwD4GHzoE96HfpH96BfRjxi/GOl7IIRoluqtD4LRaGTKlCn4+PiQkpLCggULCA8P5+jRoxgMZ+c2P/O4uoAwd+5cZs+eXV9VFaKcP47n8eDKPykwF+Df7j0chgxsxZcx5YuRLOE6buwWQVpBKe9vTcSz1UrMHofRa/Q81/85RrYbKZPeiEuWvbgYh9GIIVIG+HIF9fZNNnToUCZMmICvry9vvfUW48aNY+PGjeTn51davrpWgRkzZjBt2rRyZVu1alXndRbim92neOrzPVgcpYS0/wizLgMAvc8hdN6LmPbTH5TZnmTToRR0UcvQeabioffgtatfY1DUoEauvRCNQ7HZyP/0M7KXLMFRVETwww8R+thjaM45GRTNT70FhMcee8z5ODY2lk2bNlFUVISvb+VzwPv7+1e5Lnd3d9zdpZOXqF//3ZbMC2sPgMZGy47/o5Dj+Lv78/LAl1md+Cnb0rZiCI7juZ27QNGj88zD1+DPsuvepltot8auvrgEKDYbtsxMDKcv0Tbkdq1paRgiIioc9E07dpD50suYk5Kcy3LfWYbp99+JevVV3KKjG7Suou7US0BISEjgpptuYufOnURERGC329Hr9ej1emJjY7HZbM6yZx63a9cw09kKUZm9qYW8tO4g4KDz5d+RYtmPp96Tt69VD/5XtbyKzSfjeGbLS5QasgDwIIRVN60gxj+mUesuLg1lhw6RNv0ZzImJ+I8aRfjzz6H19Kz37VpOnCDl4UewHD+OxmDALTYWjw4dcL/sMsr27cX4/XoAdP7+hE59Aq2fHxkvzKbsrz0k3zaK8FnP4zdypMv1xVGsVgq++AK3tu3w7tunsatTL+osIKxatYqQkBCGDx9OcHAwnTp1IjQ0FIC4uDhGjx6Np6cnw4YNw2AwkJ6eTkREBAkJCfTv35+OHTvWVVWEqJUyq50n/7cbm8NB+84bSLFsR6/V8/o1rztbBjQaDUNbX8OWsf156JvXSC48xjs3P0+Mv1zqAnU0yeItW3CLisK9/fnnmxA1p9hs5H6wnOw33wSrFYDCr76i7MABWr6+GLeYmHrbdsmuBFInT8ZeUAAaDYrVivngQcwHD54tpNUScPddhP7jH+gDAwHwuuIKTk2fTumfO0mb/gz5//scrbsbDlMJjhL1Rx8eTot//hOvnhU7szd19mITp6ZOxbR1K+j1tHrnHXwGud5IqRpFUZTavGHx4sXEx8fz6aef0qdPH7p37867777LHXfcQUxMDAsXLgTgww8/ZN++feTm5uLm5sarr77qvLywf/9+Fi1aRFBQEAUFBcyfP5/A039YNWE0GvH396ewsBA/P7/aVF+ICuZ8d4APtiYTGLkZm/+PaNCwYMgChscMb+yqNQuKzUbG7Bcp+PxzNF5exKxejcdllXc4dmWKoqBYrWjd3OpsneZjyaTNeIayv/YA4DN0KP4jR5IxZw723Fy03t5EvPIKfterf6u2vDyKf/mF4i1bsKWl0+Kpf+HVu/cFbdu4fj1p059BsVjw6NqVlm8tRbFYMScdoiwxEfOhJNBqCHnwQTw6d67wfsVuJ/fdd8l+cynYqx5LJODuu2kx7Ul0f7vMrCiKGkT0ejyq6MDeGKyZmaQ88mi5kKT18qL1xx9V+ntoimp6DK11QGgKJCCIuvLb0RzueS8enXcS3tErUFB4vv/zjO4wurGr1iw4TCZSp03DtOUX5zJDy5bEfP4/59lkQ7NlZ2Pavh1dUBCeXbtWOPDUhZI//yRn2bvYsrNxFBWpvfeLisDhQB8WhnuHDrh3aI97+/a4t4tF5+uDxsMDjbs7Wnd3NO7uaHS6KtdvPpZMwf/+R/7q1ShmM1ofH8L+/W/8b7sVjUaDNTOLU9OmUbpzJwB+N96A5dQpyvbshXO/0nU6wp5+isAJE2rcxK8oCrnvv0/2wkWAGkqiFryK1svrgn5XZUlJlCbsRuvlidbLC62XFxp3DwrWfEHhmi/VaoaEEPbMM/gOv46S+B0UbdpI8abN2DIzQaulxT+nETRpUqNfpig7lETKww9jy8hAFxxMyzfeIHvJEkq2b0cXGkLM6k9xa3lh/UPMhw+Tt3IlWj8//IYPx6NbNzTa+plPUQKCEOdhLLNyw+JfSSvOJKjDm1gUI3d1uIvn+j/X2FVrFmw5OaQ88ihl+/ah8fAg/IVZ5Cx9C2tKCl79+hH9/nto9OWvYpbu3Uvm3P9gy8gArRa0WvVLX6tFFxiIITLy9E8EhshIPLp0QX/OQGtVsWZlUbThJ4p++IGSnTvLHSQN0dF4du2KR7duePXqiUfnzhXqBaBYLJT+9RdlBxPx6te30rNWRVHIW76crEWvVXtWfF46HR6dOuHVqyeevXrh1bMnWj8/ijb8RMH//kfJjh3Oot4DBhDx8ksYIsoP1KVYrWQtXkzeB+XHpHHv1AmfIVdhPZmC8fvvATVARMyZg9bbu9pqKRYLGXPmUPD5FwAETriXsOnTqw0zF8O0YwcZL8zGcuwYABqDAeX0ZZS/P/e78UYiXppTaVCxFxej0elq3SdDURRKdvyB+chh7Ll52PJyseflY8vLRevmjj4iHEN4BIaIcNBoyZw7F0dxMW5t29Lq3WW4tWyJvaiIE+PGY05Kwq1tW2JWfYIuIKDGdXBYLOS+s4yc995zXkIC0IeH4ztsGL7Dr8OrV6863QcSEIQ4j399/hdf7DxJYLsV2NwO0yGwA5/c+Akeeo/GrlqdsxcWYsvNRR8SgtbX94LPxM40o1tPnCDl0clYU1PRBQbS6u238LziCsqSkjg+ZixKSQmB995L+L9nqu+z28l9/wOy33gDzumkXBMeXbrgPWgQPoMH4dm9O4rDgfnwEcyHEilLPETZvn2U7t5dLhR4dO6MvbgY68mTFdan9fbGs3cvvPv0waNrN8xJSZi2bcO0YwdKSYlaSKPB76abCH38Mec1frvRSNrMmRT/vBEAv1tuwX/kSHS+Pmh9fdH6+KJxM2BJTsacdBhzUpL6c+I4SkkpDoul3AHg7zSeniilpacrqcVnyBAC7hqNz9VXV7u/ijZvpuiHH/Ds1QufIUMwhIUB6r7K//gTMufNA5sNt3btaPnGEtzbtq10Pba8PFL/8Q9K/9wJGg1hM2YQNOHeKrdbVxwWC3kffEDO2++gWCzoQkPwvWYoPkOvwbt/fwq++ILMuf8Bmw33jh1p+eYbuLVsiWKxUBQXR+HX31D8yy9oDAaC77+PoEkPoPOpPgg5LBaM360jb8UKzIcP16q+Xr170/LNN8qFAGtGBsfHjMWWkYFnr15EL/8AbQ3uvCvZuZP05553BiSfIUPQentTHBeH48zfIuDWrh1tv1tbZy0oEhCEqMa3f6Xxj9UJuIf+hFvIRjz1nnx282e08W9z/jc3Iw6TiZz33ydv+QqU06ORatzc0IUEow8JxXtAf0Iff7zSM2oAa3o6aU9PpywxEcVsRrFYyr1uiI4m+t1l5TrKGX/6iVNT/gFAxMsv4d2/P2lPT6fkT3W0Sd8bRhB8eph2xaGA4kCx2bHn5mBNT8d6Kg1rWhqWlBQsR4+W257Gy0v9HJWcvXt2747viBH4XT/cOVCPvaCA0n37Kdu3l9K/9lCycyeOasZc0QUF4d62rbOu6HT433YrftdfT8ZLL2M9eRKNwUDYv/9NwN131foLW7HbUcxmbHn5lO7eTemunZT8uVM9SCkK+vBwAu68k4A7bq/QYnChSnbt4tTUJ7FlZaHx8iJw9GgC7x2PW8uWzjJliYmkTn4Ma1oaWh8fohYuwGfIkDrZfk3ZcnKw5ebi3r59hab1kj/+IHXqk9hzc9H5++M7/DqKNvyEvbCwwnp0QUGETJ5M4F2j0ZzTH0RRFOw5ORR8+RV5H3+EPTsHUPsPeA8cgC44GH1QMLqgIPRBgTjKzFgz0rGlZ2DNyMCWlYVXnz60eOpflfYzKUtK4sS48TiKitB4ep79P3X6b0Tr7Y0uIABdgL8aLmx2in76Sa1zSAjhz/4b3+uvR6PR4DCbMW37jaINGyjavBnfa68l8pWX6+LXDEhAEKJSFpuDhRsOseyXY+i8juDV+gNAYe7gudzc9ubGrl6dUex2Cr/6iqzXX3d+EZY7Qz2Hz5AhRL22qELTreX4cU5MmoQtLb3SbXhdeSVRi1+r9BJA9ptLyXnzTTQGAxpPTxxGI1ovL8Kee855Hb0mrFlZmLb9hmnrVkzbtqm96QFdQADuHTvicdlluHfsiHe/vjU6oCp2O+akJEp27MC04w/K9u/HrU0MPgMH4j1wIO6XXYZGq6XswAGyl7xBcVxcufcbIiOJev11PLt1rVH9a8peWIg1LU09OFYR1i6GLSeHU9P+efbShVaL77VDCbz3XuwFBaQ9MwOlpARD62havfUW7k3wtnNrejqpU/5B2b59zmX6Fi3wv3Uk/rfeijk5meyFi7AcPw6AoXU0vldffTpspmJNScFhMp19b1gYQfeOJ+Cuu9DV0XHEFL+D1MmTy23nfPzvvIOwp56qsq+MYrViLy6u0z49EhCE+JuTuSVM+TSBv1IK0OiKCL5sKWalgNvb387sAU17KG9bfj4ZL8zGmp6O79Ch+F4/HPc2FVs7bHl5lOz4g5x33sGcmAioZ/ktnvoXvsOGqWevObnYc3MoO5hI5ty5KGYzHt0vp9U77zi/hMoSEzn5wP9hz83FLSaGyAUL0AcGqJ3r3NzQuLmh9aj6UozicHDqiSco+ulnADwuv5yoV+fj1rr1Bf8OFLsd85Gj6AL80bdo0SAd1koSEtROaL9vx2fIECLn/adW15ebEsXhwPTrr+St/AjTtm0VXvce0J+oRYua9OdzlJWRvfh17Pl5+N18C94D+pe7Nq9YrRSsWUP2m0ux5+RUug6Pzp0Jum8ifiNGlGthqCv24mJs2dnlFyoKDpMJe0GB+pNfgL24CO9+/fDq2bPO63A+EhCEOMfav9KY+eVeisw2/D0NdL3ia/YU/EpsQCyrblqFp77+B5y5UCW7dnHqyWlqj+5zuHfogO/w4ehbhFKasJvSXbuwnDjhfF3r50fI5EcJuueeKr8IS3YlkPLoozgKC3GLiaHV++9jy8oi5ZFHcBiNuHfqRPT779Woo+DfOUwmMufNx9CyJcH339esh9215eaiCwpq9F70dcV85Ah5H31M4TffoJSVEXjvvYRNf7peWi8ag8NkIv+z/6mjTrZqhaFlFG6tWmGIiqo22F4qJCAIcdryrcm8+N0BAHq3DuSfNwfw0Ka70aDh81s+57Kgyxq5hpVTHA61x/xri8Fux61NGwLHjqX4118x/f57lZ393GLb4TNkCMH/9381apY0Hz3Kyf97EFt6OrqQEBwmE0ppKZ49e9LqnbfrrPlVND32ggKsmVmX5LgVl7KaHkNdIy4KUY0Pfz8OwAOD2jDjho7M+l29jXFo9NAmEQ4URQGrFcVqxWGxoFisOEpMZM2b77wG7nfLLUS8MAuttzdBE+7FXlhI0abNFP30E46SEjy7d8erZw88u3evdROxe7t2xHy6mpQHH3KOp+89aBAt31jSIEP5isajdpoLaOxqiCZKAoJwacdzTJzILUGv1fDkdR3ILs3k+2PqveEPdH2gwetT/MsvFK79DnteHrb8PPVaZF6e8w6Dv9O4uRH27L8JGD26XPO2zt+fgFG3ETDqtjqplyEsjNYff0Tmyy+j9fcn7F//qpfrs0KI5kMCgnBpvxxWOwv1jgnEx13Pm399iE2x0Te8b4PPwFj866+kPPIoOBzVF9Rq0bi54d6uHREvzcGjU6cGqZ/Oz4/IefMaZFtCiKZPAoJwab8kqQHhqg6h5JXlsSZpDQAPdGvY1oOypCROTX0SHA58rxuGz9Br0QcFogsMRBcUhM7X13l3QH2NWieEELUhAUG4LIvNwW9HcwG4qn0oqw5+RJm9jM7BnekX0a/B6mHLzSX1UfXeaK8rryRq4UJpvhdCNHn1MxOEEE3AnyfyKLHYCfFxo3WIjlWJqwD4v27/12C3qznMZlIfexzrqVMYWkcTteR1CQdCiGZBAoJwWb8kqQOlXNU+lC+PrKHIUkSMXwxDWw1tkO0rikL6v5+ldPdutH5+tHr7nUab4VAIIWpLLjEIl3Wm/8GAWH/e3r8SgEldJ6HT1v81fvOxY+QuX47xu+9Ar6flktdxb+ta8zwIIVybBAThkrKKyjiQrk7KU+wWT1ZpFi28WtTrfAv24mKM69dTuOZLdXbB08JnPY93v4br8yCEEHVBAoJwSb+evrzQNcqPr46+C8CEzhMw6Op+uF/F4SB7yRLyPlx5djIknQ6fIUMIHDsGn8GD63ybQghR3yQgCJd0ZvyD9q3T+Tn/GF56L+5of0edb8dRWkra09Od07a6tW1LwB234z9yJPrQ0DrfnhBCNBQJCMLlOBwKvx5WWxByNJsAuDX2VnzcfGq9LltODuakJDx7964wB7wtJ4eUyY9RtmcPGoOBiJdfwu+WW1xmQh8hxKVNAoJwOfvSCskzWfDxLuSvvN8AGNtxbK3XU7huHRmzX8RhNKL198fvhhH433ornldcgeXYMVIeehjrqVPo/P1pufRNvHr3ruuPIoQQjUYCgnA5Z+5eiIzeRToKAyIH0Ma/5ncQ2AsLyXhxDsZ16wDQuLvjKCyk4NPPKPj0Mwyto7HnF+AwGjFER9Nq2Tu4t5E7FIQQrkXGQRAu55ekHNBYyNNuBeCejvfU+L2m337j2Mhb1XCg0xHy2GN0+GMH0cs/wP/WW9F4eWE9cRKH0YjnFVcQ8+lqCQdCCJckLQjCpRjLrOw8mY/BPwGzw0RLn5YMihpUo/fmLHuX7NdeA8CtdWsi58/Ds3t3ALwHDMB7wADCn3+Ooo0bsWVnEzhuHFoPj3r7LEII0ZgkIAiX8tuRXOwOB76h27EDYzqOqdHASMYNG5zhIGDM3YQ9/TRaL68K5bTe3viPHFnX1RZCiCZHAoJwKT/uz0DndQy7Ph1PvSej2o8673vMR4+S/swMAIImTiRsxjP1XU0hhGjypA+CcBk7T+TxVcIpDIHqnQs3t70ZPze/at9jLy4m9fEpOEpK8OrThxZP/ashqiqEEE2eBAThEiw2BzO+3ItGX4DB7wBw/lsbFYeDtOnPYElORh8eTtRri9DopVFNCCFAAoJwEe/9eoykzGL8wrcBCn3C+9A+sH2178ldtozijRvRuLnR8o0l6IODG6ayQgjRDMjpkmj2jueYWLLxMHrffTh8fwXgvi73Vfueok2byF7yBqBOpuTZrVt9V1OI5qkgBfatgbyj4B8NgTEQ1AYC24CHH5iyoSgDirOgOAMM3tDpZjB4NnbNxUWSgCCaNUVRePbrfVi16fhGfY4DuLfzvQxuWfUESfmrV5Px0sugKASMuZuAO+p+jgYhLprDATmHwG45veD0EN5u3hDUFupzSG9TLhz4GvZ+ASd/q/37vUOh78PQ+wHwCqrz6omGIQFBNGtf7z7F1mOp+LT5CIfGzJXhVzKt17RKyyo2G5mvzCV/1SoA/EbeQvjMmQ1ZXddWZlTPGs83Y6bdBooD9G7Vl2tuFAVsZXVz5px7FL56GFL/qPz1Vv1g8D+h/XUVg0JpARz4BnKPwIB/gE8tJg2z22DDs/DHe+CwnV3eehC07g/GNMg/DnnJUJSmvqbRgU8L8AlTf7IOQGEKbHoJfn0Nek2E3pPUlod6mE21UdjM6u/4r9UQfjlc+zzU4Hbq5kajKIrS2JWoLaPRiL+/P4WFhfj5Vd9LXbiufJOFoYs2Uxb4AXrfg4R7h/PZzZ8R5FHxjMVeWMipJ6dh+k09GwqdNo3gB/9PJla6GKZcOLENjm9V/83cBy26wL1fgm945e85shHW/B+UFUBANAS1g+B26r8tr4TIHqC9yK5ROYfh14UQehlcPgb8Ii5ufVUx5cCpXZC26+y/pmxoezUMmQ6tB9R+nYoCO/8LP84EawnoPcAzsOJ2HVb1cVg3GPwkXHYjHN0Mez6FQz+A3ay+HhANYz+DsM7n37bFBF88AEnr1efhl0O30dD1dvBvWbG8tVR9j2dQ+X1mt8L+r2Db6+rfhJNGDRD+UeAXdXr/tzn7N+AXpX7+vKPq+zL2QeZ+df8NfR68q+kjpCjqz8X+7ZxPwUn4cwXsWgklOWeXd70TRr3TbAJQTY+hEhBEszXnuwN8lPge7qE/46Z1Y+UNK+kS0qVCOUtKCikPPYwlORmNpyeR8+fhd911jVDjRuZwXPwXaJkR9v5P/YJM/6vyMkHtYOK3FQ8qid/D5xPPaTKvhFcIxA5Tz4zbDa1d87SiQMJHsH66enAF0GjV9VwxTj2IGupg5EtzMfw8C/74AKjm6zNmMAx5Wv3XboXUHWpAOroRsg5CWFdoOwTaXKW2CJiL4NspcPjHs++/7W0IaFV+vcZ02L5UPVBZitVlWn35M/7QTurvoOAEuPnCncuhw/Cq62rKgVV3wamdoHOHO96Dzrde0K/HSVHUz/rbG3Dit+r3O6jb1WjUVpi/842EOz+oGLoURb0UsuH0Gfzo/0LkFRdX779TFDj+K2x/Rw1PikNd7hcFHUbArg/V332HG9Tt1+RvLPcoHIuD4kz178lsVPeluRi8gtXWFmdfjxg1WNXhyYwEBOHSFEWh3+K3KAl6B4A5A+dwW+xtlZY9cd/9lGzfjj48nFZvLcWjcw3OplxJViJ8cb/6pRQcq55Zh3ZU/209sGZN0Ol/wZ/LYc/nYDWdXR7aCWIGqT8BreB/90HhSfXscOJa9csNYN+X8OWD6hdpp5Fw/SvqwSv3qHrGmH0Ijm8DS9HZdWu00PYa6HUfXHZD9Wdnpfmw9gm12RfUz6U44OTvZ8t4+KsH3cgrILKn2lrhFQQOu9psnp2oHrgLU9QDdueR6vX+cyX/Ct88ptYdILg9RPVU1xfVSz3b//1NSPj47Fl+i87qmeeZg3lldG5qa4HZqD6+dhb0m1x9oCvJgx3vQfzb6uf3CVPP+C+/G8K7qcv+N0E9uGm0MPxl6PdoxQNN3jH4+A71X48AuOcziO5X9XYvhMOhnnEbT0HhKfXf/BPqvs87pl6yOPP7MnirLR5hXSDkMti5AnKS1M9wzUwY9E/195J9CL5/CpK3nN2O3gNuWQLd7774OtvMaufM7W9Bxt6zy9sMgT4PqoFAp4ekH9Xfs61MDXtjVoP736aWt5SoLW1HfoLDP0F+cu3qEnEFPLzlvMVqSgKCcGlHsoq45Yvx6L2PcXvsaGYPfL7Scpbjxzk64gbQaGj34w+4RUc3cE0b2dHN8L+JYC6s/HU3X/Wsp/2wyl/PPw5fPVq+o1pIB/Wactc7K4aLghRYOVL90veLUkNCSrx6UFUc0O0u9axYV0n3J5tFLXt4g/olmn3w7Gs+YdBjPPScoIYOu1Vt4raWqs3R305RDzpavXo9uP8U9SCSe1S9Trx7NRhTK27TNxJKcs82yf/9d9PtDuhxL7ToBD+/ADveVV/zbwW3vqleTqhMYSpsXay2tJxZt1eI2poRey1EdFdD17Et6gHOeEotE9YNbn+3ZpcEzrCY1INt6GUVr4PbLLBumtqyAurvP6yLui8UhxrYdrynHrz9o2H8GgjtUPNt1xWHXQ1migMCYsoHI3MxfP8vdT+CGhrDu8L2t9X669xh0FRIS1D/dkANV9e9eDZU5iXD7lXqJRhTrnqW7hWo/usZBG5eagA58+OwqS1epiz1/QYv6D4W+j5S+e/n+FZYdbcaAqN6qy1HWQfUSyQZ+9SAo9jPltca1BAW0gHcfdVA4e6nbseUrQaI/OPqT2Gq2lIxdnWd/bolIAiXtjRuP28fH4dGY+e7Ud/R2q91peWyFi4k97338b5qMNHvvtvAtWxku1bCd0+qX3bR/eHGBeqBKDtRPftK2QG5h9UvxBHzoO9D5d+f9CN8+ZDaX0BrUJuce09Sm3mra+40pqshISdJPSMtK1CX95wANy+ueWeu3KPqgS3hY/VL84y/N6efEdQO7nhfPaP/O4dDbeI/tfN0f4EE9ez1DL2n+sUf2lHtgZ/4nfrlfO7rtlL1ca/74Lo56i1+52NMVwNAaEf1mn5lLQKKogaqwlT1oKF3P/96a0NR1FaNDc9R5SWR8Mth3OdV9x1pCnavgnX/PHv5CNSz+BFz1aZ4hx3i5sIvr6qvxQyG7mPgr0/VVpQL4Rup/r/oOfH8l7tO7VRbYkrzK3/dv9XZy2dtrlKDQU3YLGrwqMO7QSQgCJd2ywfLOK5/Ez99GFvv+anSzoaK1crha4Ziz8khasnr+A2v5hpsU2azqAes3avUs8WON0GXUWpnr8o4HLDpRdiqTj5Ft9Fw69KKBx6bBb6bCrs/UZ/3eQiun6se/De/Ar8uUJdH9YbRK9TLBjVVnA0rb4Ws/afX/TCM+M+F9YGwWdRrvzv/C0c3/e1FjXoZoNudahP635t2q1NaoAYlnxYQ0Lp83RwOteNlwsfqZQtbKfi1hJFL1BaA5ujoZvW2RcVx+kxZo4Y13wjo/1jND1iNKfuQeneHpQSGz4EO11csc3AtfPXI3y7paKDdNWorVMQV6kG8JE9tPSrJVS8PKMrplhW7+m+LztDpltp1PMw8AF9MUt8f3lVtrQnrpv7rF1m/t6bWggQE4bJMZhu935mMPuB3boi+nfnXzK60nPGnnzg15R/ogoNpH7cZjaF59DB2yjmsHhT/Wq1+if1ddH/ocrv65VOYql77LzipNmue2qmWGTIdrp5R9ReToqhBYuPp32HsMLX5/sx13T4PqQfeC7klsSRPvWWuRWf1AFQXX46m05cDDJ7qWb3evf6/dMsK4cTvastJTVoNROPLSlQP1LZS9dJA97EVO3tewmp6DJVxEESzs+1IDlqvJABGtB1SZbmCL74AIGDUbU03HJTmqz3bM/epPclNOWpzuilLPdif4Ruhnv14t1BvITv5m9oB79xOeOfSGmDkG3BF9fNRoNHA4Glq58UvH4IjP6vLDV5qZ6/LR1/4Z/MKgtveuvD3V6a6W93qi4c/XDai4bcrLlyLjjD5AgZ4EuVIQBDNzrrEfWjdctGgo09En0rLWNPTMf26FYCAO+9syOpVT1HUAWwOrVev8Z/8vXznpXNptND+enWgmdjrznbs6/uQ2hP8wNew/2s1TPi3Ui8BnPk3up96b3lNdR55+i6ECeDmo94W16LTxX5aIUQzJgFBNCuKovDbqW3gD+18u+LjVvk154IvvwSHA68rr8QtJqZhK1mVrET1mv/fz/rP3CroG6Z2kPMOVXu8B7Wt+hZE/yi12b7/Y3VXv8ge8I+/1FaFJnKtVAjReCQgiGblcFYxRdr9GIDhba+qtIxit1OwZg0AAXddRBN5XbGZ1ev8vyxQ7/XWGqDNYPXWpQ7Xnx0roCmo75HohBDNRqMEhPXr1xMYGEhMTAyJiYnodDoGD656ch0hztiYeAq9l3p72pBWgyotY/rtd2xp6Wj9/PBt7BETU3ao9+hnJ6rPO4yAmxZWPnStEEI0IRcUEIxGI1OnTmXSpEkMGlT5l/S6devYsGEDSUlJmM1mlixZQteuXQGYP38+cXFxAAwaNIjVq+tuAAjh2tYfjkdjsOCl86djUMdKy5zpnOg/ciRajzoYWre2FAVS/4Q/P1DvwUZRLxncOF+960Ca74UQzUCtA8Ls2bM5efIkK1asYOLEiZWWyc7OZubMmWzYsIGwsDDGjh3LjTfeyNGjRzEYDERFRbFr1y6io6MJDm6EXsmiWSo22zhc9Cf6IOgT3h+tpmJzuC03l6JN6r3yAaMbuHNiaQHs+Z96a+KZ+/8But8D178s094KIZqVWgeEWbNmAbB8+fIqyxQXF5OdnU1ycjJhYWGMGjWKTz/9lN27d3PllVdiMBjo0aNHjbdpNpsxm88OhWo0GmtbbeECth3JQeN1CIDhbSrvf1D41VdgteJx+eV4XHZZw1TMYYdNc9ShX89MNKP3UFsLek+CVlc2TD2EEKIO1UsfhDZt2pCWluZ8npubi7e3t/MSg9FoZMqUKfj4+JCSksKCBQsID696iM+5c+cye3blg+GIS8cPBw+j80gHYEBkxal0bbm55Lz3PgCBDdU5scyoDshy5Cf1eYsu6lC8l4+uOE2vEEI0I/XeSdFqtfL6668zffp0PD09ARg6dCgTJkzA19eXt956i3HjxrFx48Yq1zFjxgymTZvmfG40GmnVSkbFupQoisKvqVshEFp5tyfYs+Klqaz583EUFuLesSP+t9128Ru1WdS7D05sU8d073J7+alc85Jh9Ri1A6LeE25bKn0MhBAuo94DwpQpU5gwYQIzZ850LnvssbP3bsfGxrJp0yaKiorw9a18LHB3d3fc3et4AhPRrCRlFlOsPYABGBZT8fKCaft2Cr/5FjQaIl6cjUZ/kX/amQfUMd8z9qjPk7eok930vh96P6DOtvbZeHUIZN8IGLOq8kmChBCimarXgPDKK68wcOBA7r33XuLj4wkPDycvL4+bbrqJnTt3EhERgd1uR6/Xo7/YL3Th0jYezEDnfRiAq1qWv3PGYTaTMesFAALHjsXz8ssvfEMOO/y+VO1TYLeoU8FecY86YqExVZ0pbutrgEYd0yCyhxoO/CIvfJtCCNEE1dmoKKtWrWLDhg3O5++99x65ublER0cTFxfH0qVL8fHxITg4mE6dOhEaqo4QFxcXx+jRo52XH4T4O5PZxvI/fkWrN+Gm9aR7i+7lXs999z0sJ06gDw0l9MmpF76h/BPw35vhp+fUcNBhBEzert6B8MRfcNdKaD1QnWrYYYXOt8F930s4EEK4pFqfti9evJj4+HgAnn76abp37867777LmjVriImJYfjw4Rw8eJDJkydjs9lYtGgRAIGBgaxcuZLg4GAmTJjAjBkzyM3Nxc3NjWXLltXtpxIu5e24oxg1+3AHBkT2w6A9O/GS+Vgyue++C0DYv2eiq+Iy1XllHlCnJzZlqXMRjJgLPe49259Ap4fOt6o/GXuhIEUNEDLyoBDCRcl0z6JJS8kr4dpFceijF6Jzz2JW/1nc2UEd30BRFE5OvI+SHTvwvmowrZYtQ3MhHQTTEuCj26E0D8K6wphPmtbwx0IIUYdkumfhEv6zPhGb/iTu7lm469y5PuZ652vGb7+lZMcONB4ehD///IWFg5Pb4ZPRYDZCVC8Y94UMaCSEENRhHwQh6tqO5DzW7U3HLeBPAIa1Hoavm3oJQXE4yHn7HQBCHn0Ut5YXMLfBsTj4aJQaDloPhHu/lnAghBCnSQuCaJIcDoUXv9sPGiuegXuxAbfF3uZ83bRtG5bjx9H6+BA4blztVm4pgb9WwQ8zwW6GdkPh7k/AzatOP4MQQjRnEhBEk/TFzlT2nTLiG3QQGyVEekfSJ7yP8/W8jz4CIOCO29H5eNdspQUn4Y/3YeeHUFagLrvsJhi9AvQyzoYQQpxLAoJocorNNub/qM650Kr1PlLK4NbYW52TM5mTkzH98itoNDVrPcg/DhuehcR1oDjUZQHR0Odh6Psw6AzVvl0IIS5FEhBEk7NiazI5xWZahZaRWrYXUAPCGfmfrALA5+qrcYuOrn5ligKf3Xt2RMQ2Q6DvI9DhetDq6qX+QgjhCiQgiCbn1yM5AHTreJhfcxT6hvclyicKAHtxMYVffglA0L3jz7+ywz+p4cDgDQ9sgPCu9VZvIYRwJXIXg2hSbHYHe1ILAAeHTJsAuK39bc7XC7/8CkdJCW7t2uHVv3/1K1MU+HWB+rj3/RIOhBCiFiQgiCYlMaOIMqsD34CTZJWm42Pw4droawH11sa8Tz4G1NaD8457cHwrpMSDzh0GTKnvqgshhEuRgCCalISUAgACw3YDcEObG/DUq/N0mH79FeuJk2h9ffEfOfL8K/vlVfXfnveCb3g91FYIIVyXBATRpCScyAdtGUbdLgBGxY5yvpb3kdp6EHDnnWi9zjNmQeqf6hTNWj0MfKLe6iuEEK5KAoJoUhJSCjD47cGuWGjn346uIWq/AfOxY5i2bgWttma3Nv5yuu/B5WPUWxqFEELUigQE0WTkmywk55jQeR8G4Ka2Nzn7GeR/rLYe+Ay9BreWUdWvKGMvJK0HjRYGPVmvdRZCCFclAUE0GbtP9z9w904HoFtoNwDsBQUUfPU1AEHj7z3/in5dqP7bZRSExNZ1NYUQ4pIgAUE0GQkn1f4HDp06DkLHwI4A5P/vc5TSUtw7dsSrb5/qVgE5h2H/1+rjwf+sx9oKIYRrk4AgmoxdJwvQuautB+He4QR4BKBYreR/8gkAQRMnnv/Wxl9eBRS47EYI61LPNRZCCNclAUE0CXaHwu6UArQeaQB0DFJbD4w//IgtMxNdaAh+N91Y/UrSEmDPZ+rjIU/XZ3WFEMLlSUAQTcLR7GKKzTbcvDIANSAoikLehx8CEHTPPWjd3KpegaLAj8+qjy+/GyJ71HeVhRDCpUlAEE1Cwsl8ALx8zgaE0l27KNu3D427OwFjxlS/gkPfw4mtoPeAoc/Vd3WFEMLlSUAQTULCyQLAhkV79hJD3n/V1gP/kSPRBwZW/Wa7FX56Xn3cbzIEtKrfygohxCVAAoJoEhJOFqB1z8KBHV83X0Ly7BT9/DMAQRMnVP/mP1dA7hHwDpVxD4QQoo5IQBCNzlhmJSmrqFwHxfyPPwZFwXvQINxjqxnLoLQA4uaqj6+eAR5+9V9hIYS4BEhAEI1uT0ohigL+/lkAdPVoS+EXawD11sZq/boQSvMgtCP0PE9ZIYQQNSYBQTS6Mx0UPX0yAej9ZyGOkhLcYtvhPWhg1W/MPw7x76iPr5sDOn0911QIIS4dEhBEo1OneHZQqkkBIHT7EQACx4ytemAkhwO+fwrsFmgzBNpf1zCVFUKIS4QEBNGoFEUh4WQ+GkM+FkcJQWUG2HcIAN9rh1b9xu1L4fAG9bbGG+bB+UZYFEIIUSsSEESjOp5bQn6JFXdvdfyD4RkhoCi4d+yIISKi8jel7oSfX1Afj5gLLTo1TGWFEOISIgFBNKoz/Q/CQtQJmnqrVxfwuXpI5W8oLYAv7gOHTZ2tsdf99V9JIYS4BElAEI1qT2ohAO5emejsClH71TsZfK++umJhRYG1/4CCkxAYA7e8LpcWhBCinkhAEI3qcFYRAMXKCS5LVdCVmNEFBeHRrVvFwn9+AAe+Aa0B7lwOHv4NXFshhLh0SEAQjepwZjEaXTFFtlx6nbm8MHgwGp2ufMGMffDDTPXxdbMhqlfDVlQIIS4xEhBEoykstZJVZHaOoNg3WQ0FPtdcXb6gosD6p8Fuhg4j1PkWhBBC1CsZWUY0miNZxQD4+2cTnKfQItsGej3eA/82ONLxX+HENtC5wU2LpN+BEEI0AGlBEI3m6OmA4O2bSc8jCgBevXuj8/U9W0hRIO4/6uNe94F/VAPXUgghLk0SEESjOZKtBgSbPpWeR9WAUOH2xnNbD2SmRiGEaDASEESjOZxZBBoL9tI0Op9UA0K52xv/3nrgF9ngdRRCiEuVBATRaI5kF6P1SOfyZAd6B7jFxOAWE3O2gLQeCCFEo5GAIBpFqcVOan4pOvd0Z/8DnyHnXF5QFNg8V30srQdCCNHgJCCIRnE0uxhFAS/vzLP9D665+myB5F/g5G/SeiCEEI1EAoJoFEdPd1DsUpiBfwnYvdzx6tlTfVH6HgghRKOTgCAaxeFMNSBcflyde8F+ZTc0bm7qi9J6IIQQjU4CgmgU6iBJCtEZp8dCuPLKsy9uW6z+23OitB4IIUQjuaCAYDQamTRpElu3bq2yzN69exk/fjzTp09n/PjxJCcn1+g1cWk4nFUEuhJaZtkBCOnWW30h+xAc3QQaLQx4vBFrKIQQl7ZaD7U8e/ZsTp48yYoVK5g4cWKlZex2O6NGjWLLli1ERUWxfft2xo4dy/bt26t9TVwarHYHJ3JL8CGTUKO6zLdjF/VB/Dvqv5fdqE7pLIQQolHUugVh1qxZfPDBB9WW2bhxI2VlZURFqcPi9urVi/j4eJKSkqp9TVwaTuSasDkULis7CYDR34DO3x9K8+GvT9VCfR9pxBoKIYSol8majh49isFgcD4/8zgpKYmUlJQqX+vQoUOl6zObzZjNZudzo9FYH9UWDeRMB8VOZRkAFLYMUF/YtRKsJRDWFWIGNVLthBBCQD11UszPz690udForPa1qsydOxd/f3/nT6tWreqknqJxnJnFMaYwGwBrTATYbbDjPbVA34dlxkYhhGhk9RIQfM+dje8c/v7+1b5WlRkzZlBYWOj8SUlJqZN6isZx+HRAiMhRw6I+ti0c+h4KU8AzCLqNbszqCSGEoJ4uMcTGxmKz2ZzPzzxu164dWq22yteq4u7ujru7e31UVTSCI1nFoCiEn77U4NOp69nOib3vB4NnI9ZOCCEE1GELwqpVq9iwYQMAw4YNw2AwkJ6eDkBCQgL9+/enY8eO1b4mXJ/doXA0u5iQskK8yhzYNRAa6qNOyqTVw5X/19hVFEIIwQW0ICxevJj4+HgAnn76abp37867777LmjVriImJYfjw4RgMBtauXcuzzz5LUFAQBQUFrFu3DqDa14TrO5VfitnmoEeJepkoPQgGJJ3e/51vlYGRhBCiidAoiqI0diVqy2g04u/vT2FhIX5+fo1dHVELmxIzmfTfP3ko8wdG/f4zf3RxY8IVaWC3wAM/Qas+jV1FIYRwaTU9hspQy6JBnbnFsW1xGgDGFgY1HET2hJZXVvdWIYQQDUgCgmhQR5x3MGQCYA1yqC9ccY/c2iiEEE2IBATRoA5nFaN12AnKPn2Lo9fp8S9kYCQhhGhS6uU2RyEqoygKR7OKiTLloLc5KDNAgEcZ6AIg5LLGrp4QQohzSAuCaDBZRWaKzDbaFqlDLJ8MhUi7DaL7gVb+FIUQoimRb2XRYM50UOxuzQEgJVRDpM0G0f0bs1pCCCEqIQFBNJgjWUUAxBarg2SdDNUQabNLQBBCiCZIAoJoMCfySgAIz00FIDNEwU/rBpFXNGKthBBCVEY6KYoGk1tswcNmxjdPvcRgC7Sj8esFeplnQwghmhppQRANJtdkprVR7aCY7w0BbnJ5QQghmioJCKLB5BRZiDGeuYNBQ4R0UBRCiCZLAoJoMLkmMzHG0x0UW0CUzS5zLwghRBMlAUE0CLtDIc9kORsQQjVE+ESAh0y2JYQQTZEEBNEgCkosOBwKbc65xBDZ4orGrZQQQogqSUAQDSKn2EKguQh/iwmHBlJDIDJ6YGNXSwghRBUkIIgGkVtsdnZQzAgErU4huO11jVwrIYQQVZGAIBpEzjn9D1JCNUQoWjT+kY1cKyGEEFWRgCAaRG6xmQhTLgCngiHCLaBxKySEEKJaEhBEg8gpNhNcZgQg11dDpF90I9dICCFEdSQgiAaRW2whpKwAgAIfiAzt0rgVEkIIUS0JCKJB5BRbaFGWD0Cej4aIFt0auUZCCCGqIwFBNIi84lL8ytTZHPN9IMonqpFrJIQQojoSEESDKMvJQ6soOIBCb4j0kTsYhBCiKZOAIBpGjjrFs9ELNDodoZ6hjVwhIYQQ1ZGAIOpdicWGd5Ha/yDfF8LcA9FpdY1cKyGEENWRgCDqXW6xhcDTtzjm+2iI9Ilo5BoJIYQ4HwkIot7lFJtpWZYNqB0UI/xjGrdCQgghzksCgqh3ucUWWprPBoQwb2lBEEKIpk4Cgqh3uSYzLU4PkpTvoyHYM7hxKySEEOK8JCCIepdTbCGgrAiAPF8I8ghq5BoJIYQ4HwkIot7lFJvxKSsFoMBbQ6BHYCPXSAghxPlIQBD1Ls9YhluZVX0sLQhCCNEsSEAQ9a40JweNgnMURQkIQgjR9ElAEPXOnq3ewVDoDQ6thgD3gMatkBBCiPOSgCDqnT4nA1BvcQxw80Ov1TdyjYQQQpyPBARRr+wOhZCCFEC9xTFQbnEUQohmQQKCqFcFJecMkiQdFIUQotmQgCDqVa7JQlhZHqBeYpCAIIQQzYMEBFGvcorNBJ0zUZMEBCGEaB4kIIh6lVNswbesBJAWBCGEaE4kIIh6lVtsxr3UAkCej4yiKIQQzYUEBFGvco2l6MwKAAXSgiCEEM2GBARRr0oyskABh0aRURSFEKIZqdcRa+x2e7nnGo0GrVbL+vXrCQwMJCYmhsTERHQ6HYMHD67PqohGokk/DoDRS4NDK50UhRCiuah1C8LevXsZP34806dPZ/z48SQnJ1darlu3buj1+nI/99xzDwDz58+nf//+RERE8Nxzz9GmTZuL+xSiyfLNPgpArq/6XAKCEEI0D7VqQbDb7YwaNYotW7YQFRXF9u3bGTt2LNu3by9Xzmw20717dz744AM0Gg0AM2fO5LXXXgMgKiqKXbt2ER0dTXCwjKznyvzzTwFQ4KNBq9Hi7+7fyDUSQghRE7UKCBs3bqSsrIyoqCgAevXqRXx8PElJSXTo0MFZrri4mKlTp9K7d28AFi9ezNNPP01ERAQABoOBHj161Hi7ZrMZs9nsfG40GmtTbdGI/I2ZAOT5QIB7AFqNdHsRQojmoFbf1kePHsVgMDifn3mclJRUrlxwcLAzHOzfv5+DBw9y3XXXOV83Go1MmTKFGTNmMH78eDIyMqrd7ty5c/H393f+tGrVqjbVFo2k1GInoLQQkEGShBCiualVQMjPz690eXVn9C+++CKTJk0qt2zo0KG88sorzJ07lwEDBjBu3LhqtztjxgwKCwudPykpKbWptmgkOcVm/MpMgMzDIIQQzU2tAoKvr2+ly/39K7+unJqaytdff0337t3LLX/sscec64qNjWXTpk0UFRVVuV13d3f8/PzK/YimL9dkwbNMvTSUL7c4CiFEs1KrgBAbG4vNZnM+P/O4Xbt2lZaPi4sjJCQEDw8P57KEhAQiIyNJT08H1I6PZ+5yEK4lt9iMrtQBQL6vjKIohBDNSa0CwrBhwzAYDM6De0JCAv3796djx46sWrWKDRs2lCu/c+dO3Nzcyi0LDg6mU6dOhIaGAmqIGD16NJ6enhfzOUQTlJdXgHK6b2mejKIohBDNSq1O2w0GA2vXruXZZ58lKCiIgoIC1q1bB8CaNWuIiYlh+PDhzvJRUVEVWheio6OZMGECM2bMIDc3Fzc3N5YtW1YHH0U0NfaTB0HR4NAoGL0kIAghRHOiURRFaexK1JbRaMTf35/CwkLpj9CEfbFgPl3eX4HRB/5vip7Xrn6NYa2HNXa1hBDiklbTY6jclC7qjXvWcUAdJAmQPghCCNGMSEAQ9cYzTx3fIud0QJBLDEII0XxIQBD1xsuYC0COr3oVSwKCEEI0HxIQRL3xMqkDaOX7aNBr9Pi5SX8RIYRoLiQgiHrhcCh4lJQBkO+j9j84M3GXEEKIpk8CgqgX+SYz+lJ1IK0zAUEIIUTzIQFB1Iv8vCwcZWqLQZ6vTNQkhBDNjQQEUS+K049iL1P/vApkFEUhhGh2JCCIemE9fhDQ4NAgoygKIUQzJAFB1I/UowCYvDUoGrnEIIQQzY0EBFEvdFmpABh9dIB0UhRCiOZGAoKoF/r8bADyfdU/MWlBEEKI5kUCgqgXeqM6SFKej/pcAoIQQjQvEhBEvTCYSgDI8ZFhloUQojmSgCDqhb7UAkCulx2QgCCEEM2NBARR96xlUKa2HBT4gEFrwNvg3ciVEkIIURsSEESdMxeknx0kyUu9xVHmYRBCiOZFAoKoc4VZKdhOB4RCb7m8IIQQzZEEBFHnTKeOodglIAghRHMmAUHUOUtqMgBWPZjdZBRFIYRojiQgiDpnz1BHUSzxllEUhRCiuZKAIOqcJi8TgKLTAUFaEIQQovmRgCDqnLYgH4BCHwkIQgjRXElAEHVOX6QOs1zgI/MwCCFEcyUBQdQ5vakUgDxvGWZZCCGaKwkIom7ZbWhL1eGVs72sgHRSFEKI5kgCgqhbpiznKIp53jIPgxBCNFcSEESdUooyzhlFUYOHzgMvg1cj10oIIURtSUAQdaok75QzIBTIKIpCCNFsSUAQdcp0Ktk5zHKBt/Q/EEKI5koCgqhT5lMnALDpNTLMshBCNGMSEESdsmWeAqDESwZJEkKI5kwCgqhbOVkAFHnrAQkIQgjRXElAEHVKW1AAQJGPAZCAIIQQzZUEBFGntMUm4Jxhlj0lIAghRHMkAUHUHYcDXUkZAPm+GkBaEIQQormSgCDqTmkejjI1GOR62wAJCEII0VxJQBB1pygdW5l690K2pxmQgCCEEM2VBARRd4oynaMo5nk5AAkIQgjRXElAEHXGbkw/Zx4G8DH44KZza+RaCSGEuBASEESdMWUcR7GdDQjSeiCEEM2XBARRZ8pSTwJg02kodZOAIIQQzZm+vla8fv16AgMDiYmJITExEZ1Ox+DBg+trc6IJsGemA2Dy0oNGkYAghBDNWK0Dwt69e5k3bx5RUVGcOnWKOXPm0KZNmwrl5s+fT1xcHACDBg1i9erVtV6HaF6UvBwAir3dALMMkiSEEM1YrQKC3W5n1KhRbNmyhaioKLZv387YsWPZvn17hbJRUVHs2rWL6OhogoODL2gdonnRFBYCZ4ZZNhPoLlM9CyFEc1WrPggbN26krKyMqKgoAHr16kV8fDxJSUkVyhoMBnr06FEuHNR2HWeYzWaMRmO5H9HEKAra4hIACn3V3BnsGVzdO4QQQjRhtQoIR48exWAwOJ+feVzZwd1oNDJlyhRmzJjB+PHjycjIqPU6zpg7dy7+/v7On1atWtWm2qIhlBXiKFWAc+ZhkD4IQgjRbNUqIOTn51e6vLIz+qFDh/LKK68wd+5cBgwYwLhx42q9jjNmzJhBYWGh8yclJaU21RYNoTgT++kxEAp87IAEBCGEaM5q1QfB19e30uX+/v4Vlj322GPOx7GxsWzatImioqJareMMd3d33N3da1NV0dCKMpyDJOV4yTDLQgjR3NWqBSE2NhabzeZ8fuZxu3btypVLSEggMjKS9HT1tje73Y5er0ev19d4HaKZKc50zsOQ5VkKQKCHdFIUQojmqlYBYdiwYRgMBueBPyEhgf79+9OxY0dWrVrFhg0bAAgODqZTp06EhoYCEBcXx+jRo/H09Kx2HaIZK8o4e4nBCzRoCHAPaNw6CSGEuGC1usRgMBhYu3Ytzz77LEFBQRQUFLBu3ToA1qxZQ0xMDMOHDyc6OpoJEyYwY8YMcnNzcXNzY9myZeddh2i+zNkpOE4Ps1zgDQHuAei19TYOlxBCiHqmURRFaexK1JbRaMTf35/CwkL8/PwauzoCKHxrDGlL/sKm1XDP01raBcTy9W1fN3a1hBBC/E1Nj6EyF4OoE7ZM9TZWk5cBNBoZRVEIIZo5CQiiTjjycgEo9lbvNpE7GIQQonmTgCDqhOb0OBZGHzcAGWZZCCGaOQkI4uJZTCgm9XbVQl81IMglBiGEaN4kIIiLV5SB3ayOgVDkq/5JBXvIPAxCCNGcSUAQF6840zmKYqGPA5A+CEII0dxJQBAX75xhlvO9LYAEBCGEaO4kIIiLV5yJ3TnMchkgAUEIIZo7CQji4hVnOVsQsk8HBJmHQQghmjcJCOKi2fPTcVjPDrOs1+jxc5MRLoUQojmTgCAumjnz9KydWg0l7urlBY1G08i1EkIIcTEkIIiLZs3KAaDY002GWRZCCBchAUFcNHt+PgBFXjLMshBCuAoJCOKiKcZiAIp8JCAIIYSrkIAgLo7FhFJiB8B4ephluYNBCCGaPwkI4uKcc4tjka86FoK0IAghRPMnAUFcHFMOtrIz8zCoi2QeBiGEaP4kIIiLY8rGbj49D4O3OqOjtCAIIUTzJwFBXBxTtvMSQ66XGZCAIIQQrkACgrg4pmzspwNCpqcJQMZBEEIIFyABQVwUxZiF3aL2Qcj1tAIQ6C53MQghRHMnAUFcFGuWOsyyQwPFnuCp98TL4NXItRJCCHGxJCCIi2LJzACgxN2AotFI/wMhhHAREhDERbHm5gJQ7CmjKAohhCuRgCAuiqPQCIDRWwKCEEK4EgkI4sI57ChFpcDZeRhkmGUhhHANEhDEhSvNd97iaPRT52GQFgQhhHANEhDEhTtnDIRiHw0gAUEIIVyFBARx4c6ZqMno6wAkIAghhKuQgCAunCkb2+l5GAq8LYBM1CSEEK5CAoK4cKYc7KdncszxUjsryjDLQgjhGiQgiAumFJ29xJDprs7DIMMsCyGEa5CAIC6YIzcdFLVzYoGX9EEQQghXom/sCojmy5qlDrNcZtBj04Ovmy8GnaGRayWEEKIuSAuCuGCW7BwAij3UMRCkg6IQQrgOCQjigtny8gEweskwy0II4WokIIgL5igsBsDoIwFBCCFcjQQEcWEsJThKbAAU+cgwy0II4WokIIgLU5LjHGa50E/9N8w7rDFrJIQQog5JQBAX5pxRFIt87ACEeUlAEEIIVyEBQVyYc0ZRzPcpA6QFQQghXIkEBHFhzpmoKdtLHUVRWhCEEMJ1NMpASevXrycwMJCYmBgSExPR6XQMHjy4MaoiLtQ5lxhyPMyARgKCEEK4kFoHhL179zJv3jyioqI4deoUc+bMoU2bNhXKrVu3jg0bNpCUlITZbGbJkiV07doVgPnz5xMXFwfAoEGDWL169cV9CtHgHHkZKLbTnRS91VEUvQxejVwrIYQQdaVWAcFutzNq1Ci2bNlCVFQU27dvZ+zYsWzfvr1cuezsbGbOnMmGDRsICwtj7Nix3HjjjRw9ehSDwUBUVBS7du0iOjqa4GAZfa85smWlq//qNJS5QUtpPRBCCJdSqz4IGzdupKysjKioKAB69epFfHw8SUlJ5coVFxeTnZ1NcnIyAKNGjSIlJYXdu3cDYDAY6NGjR43Dgdlsxmg0lvsRjcuWkwVAsYcBNBrpoCiEEC6mVi0IZ1oAzjjzOCkpiQ4dOjiXt2nThrS0NOfz3NxcvL29nZcYjEYjU6ZMwcfHh5SUFBYsWEB4eHiV2507dy6zZ8+uTVVFPbPk5AJQ4KUHLIR7Vb3/hBBCND+1akHIz8+vdHl1Z/RWq5XXX3+d6dOn4+npCcDQoUN55ZVXmDt3LgMGDGDcuHHVbnfGjBkUFhY6f1JSUmpTbVEP7AVFABR6q7c6SgdFIYRwLbVqQfD19a10ub+/f5XvmTJlChMmTGDmzJnOZY899pjzcWxsLJs2baKoqKjK9bu7u+Pu7l6bqor65HDgMJYAPhT6yCiKQgjhimrVghAbG4vNZnM+P/O4Xbt2lZZ/5ZVXGDhwIDNnziQ+Pp4TJ06QkJBAZGQk6elqJze73Y5er0evb5Q7LsWFKCvAro6NRIGPAkgLghBCuJpaBYRhw4ZhMBicB/eEhAT69+9Px44dWbVqFRs2bHCWfe+998jNzSU6Opq4uDiWLl2Kj48PwcHBdOrUidDQUADi4uIYPXq08/KDaAZM2dhOj6JY4GMBJCAIIYSrqdVpu8FgYO3atTz77LMEBQVRUFDAunXrAFizZg0xMTEMHz6cgwcPMnnyZGw2G4sWLQIgMDCQlStXEhwczIQJE5gxYwa5ubm4ubmxbNmyuv9kov6YsrGfHiQp38sCaOUSgxBCuJhat+t36dKFDz74oMLyNWvWOB936tQJq9Va5TomTpxY282KpsSU7RxmucAbvPRe+Bh8GrlSQggh6pLMxSBq75yJmgq91TEQNBpNI1dKCCFEXZKAIGpNKczAbjk7zLL0PxBCCNcjAUHUmi3zFAAODRR7SkAQQghXJAFB1Jo9OxMAk4cWRYZZFkIIlyQBQdSaNVcdZrnQS0ZRFEIIVyUBQdSaLa8AgHxv9Xm4t8zDIIQQrkYCgqg1W2ExAAWn72yUFgQhhHA9EhBE7djMOEzqGBcFPupQ2xIQhBDC9UhAELVjysZ+epAko5cGd507/u5VT9YlhBCieZKAIGrnb6MohnnJIElCCOGKJCCI2jHlOCdqKvSWaZ6FEMJVSUAQtXPORE2FXhrpfyCEEC5KAoKoFaUwzXmJQYZZFkII1yUBQdSK4+ReUNQ+B0YvucQghBCuSgKCqBXb8QMAmNw12PRyiUEIIVyVBARRc9YybOknAbX/AUgLghBCuCoJCKLmshOxl6kPC7wVQPogCCGEq5KAIGouc//ZWxx9QK/VE+QR1MiVEkIIUR8kIIiay9yHuUAPQFaA2nqg1cifkBBCuCL5dhc1l7GX0jw3AA5HSgdFIYRwZRIQRM0oCo7UfZgL1RYECQhCCOHaJCCImjGmUZZmAkVDrrcb+b4auYNBCCFcmAQEUTOZ+yjNMwBwOMwTkDsYhBDClUlAEDWTuY/S3NP9DyLUOxmkBUEIIVyXBARRMxn7KM1VWxCORNkAaUEQQghXJgFB1Ij12B5sJXoUIDmqFJCAIIQQrkwCgjg/ayllR04BkOoXTJmHgk6jI8QzpJErJoQQor5IQBDnl3WA0hz19sYDIWqrQYhnCDqtrjFrJYQQoh5JQBDnl7Hv7ABJof6AdFAUQghXJwFBnJeSvo+y07c4prf2BqT/gRBCuDoJCOK8LAcTcFi1WHU68tpmAtA5uHMj10oIIUR9koAgqqcolCYeA+BEYAi5mkQARsSMaMxaCSGEqGcSEET1ClMozVTHPdgX7gModA/tTkvflo1bLyGEEPVKAoKo3jkDJCXHFAFwQ5sbGrNGQgghGoAEBFEtR8pfmAvUgJAUnYtWo+X6mOsbuVZCCCHqmwQEUa2y3TtA0VDkqSPXD/qE95EBkoQQ4hIgAUFUq/TgEQAOR2pBo+HGNjc2co2EEEI0BAkIomoWE6Wpar+DQy3tGLQGrm19bSNXSgghREOQgCCqlnmAstMdFA9HwqCoQfi5+TVypYQQQjQECQiiSrYd/8Nq0uMAjobL5QUhhLiUSEAQlTu4lpLvVwKQFgwOby+GtBrSyJUSQgjRUCQgiIqyDlL63mTSdwQAsK+1hqGtrsFT79m49RJCCNFgJCCI8kryKHntbk7+5IXDqiUxUsfqIVpuaiuXF4QQ4lKir+0b9u7dy7x584iKiuLUqVPMmTOHNm3a1KpcTdchGpjDjum1saSsNaPYtOyP8GPeGBM6bz8GRA5o7NoJIYRoQLUKCHa7nVGjRrFlyxaioqLYvn07Y8eOZfv27TUuV9N1iAbmsFOw5GHSV50Au5Y9rTXMH23CYtBwf8c7MegMjV1DIYQQDahWAWHjxo2UlZURFRUFQK9evYiPjycpKYkOHTrUqNzx48drtI5zmc1mzGaz87nRaKzdpzyPvMwUNj96S52us9EoSoVFmnKvn16mKLhZHbiXOXC3OHA3g3cxaBUNu9pqWHiHlvZhXRnfaZzcvSCEEJegWgWEo0ePYjCcPZM88/jvB/fqyqWkpNRoHeeaO3cus2fPrk1Va6W0pIjOB8znL+iyzkaI+A4afvu/oXzQ7wGuCL0CjUZTzfuEEEK4qloFhPz8/EqX//2MvrpyNV3HuWbMmMG0adPKlW3VqtX5qltjvgEh/Do0ss7W1xQpzuO85vRzDTZPD6zePlh9ArD6BaIEt+DmoXdwX2Dd/W6FEEI0T7UKCL6+vpUu9/f3r3G5mq7jXO7u7ri7u9ewlrXnF9iCMW9trLf1CyGEEM1NrQJCbGwsNpvN+fzM43bt2tW4nFarrdE6hBBCCNF4ajUOwrBhwzAYDKSnpwOQkJBA//796dixI6tWrWLDhg3nLVfda0IIIYRoGmrVgmAwGFi7di3PPvssQUFBFBQUsG7dOgDWrFlDTEwMw4cPr7Zcda8JIYQQomnQKEol98U1cUajEX9/fwoLC/Hzk9kFhRBCiJqq6TFUhloWQgghRAUSEIQQQghRgQQEIYQQQlQgAUEIIYQQFUhAEEIIIUQFEhCEEEIIUYEEBCGEEEJUIAFBCCGEEBVIQBBCCCFEBRIQhBBCCFFBreZiaCrOjA5tNBobuSZCCCFE83Lm2Hm+mRaaZUAoKioCoFWrVo1cEyGEEKJ5Kioqwt/fv8rXm+VkTQ6Hg7S0NHx9fdFoNLV+v9FopFWrVqSkpFwSkz1dSp/3UvqsIJ/XlV1KnxXk8zYkRVEoKioiMjISrbbqngbNsgVBq9XSsmXLi16Pn5/fJfGHeMal9Hkvpc8K8nld2aX0WUE+b0OpruXgDOmkKIQQQogKJCAIIYQQooJLMiC4u7sza9Ys3N3dG7sqDeJS+ryX0mcF+byu7FL6rCCftylqlp0UhRBCCFG/LskWBCGEEEJUTwKCEEIIISqQgCCEEEKICiQgCCGEEKKCZjlQUk3s3buXefPmERUVxalTp5gzZw5t2rS54HKuYv369QQGBhITE0NiYiI6nY7Bgwc3drUuiNFoZOrUqUyaNIlBgwZVWkb2b/Pbv+vWrWPDhg0kJSVhNptZsmQJXbt2rVBO9m3z27ebN29m7dq1lJaWsm/fPubPn0///v0rlJN920T2reKCbDab0q5dOyU1NVVRFEX5/ffflb59+15wueZgz549yrhx45Snn35aGTdunHLs2LFKy1199dUKoADKoEGDlJSUlAauad144YUXlEmTJimAEhcXV2kZV9q/iqIohYWFyv3336/8+uuvVZZp7vs3KytLufzyy5WMjAxFURRlzJgxSqtWrRSLxVKunCvt2++++075xz/+oYwYMUK55pprlL1791ZarrnvW0VRlKioKGXFihWKoijKE088obRs2bJCGVfat5s2bVKefPJJ5ZFHHlEGDRqk/Pbbb5WWa6r71iUDwo8//qhERUU5n1ssFgVQDh06dEHlmrra/IcaN26csmvXLiUnJ6chq1hvqgsIrrJ/FaVmgUhRmv/+PXbsmBIREaH8/vvviqIoymeffaYAyo4dO8qVc5V9W9NApCjNf98qiqK8/PLLzr/fMWPGKB06dKhQxlX2raLULBApStPdty7ZB+Ho0aMYDAbn8zOPk5KSLqhcU7dx40bKysqIiooCoFevXsTHx1f6OQwGAz169CA4OLihq9ngXGX/AsyaNYsPPvjgvOWa+/5t06YNaWlp9OvXD4Dc3Fy8vb0rXGJwlX1bXFxMdnY2ycnJAIwaNYqUlBR2795doWxz37cAM2fOpHv37mzcuJF9+/axYsWKCmVcZd8CTJ482XlpJDMzEy8vr0rLNdV965J9EPLz8ytdfmYO7NqWa+qq+w/VoUOHcmWNRiNTpkzBx8eHlJQUFixYQHh4eIPWt6G4yv6tDVfav1arlddff53p06fj6elZ7jVX2bdnAtEZVQUicJ19u2vXLvbs2UObNm1wc3Or8Lqr7FtQA1FBQUG1gQia7r51yYDg6+tb6fK/z15V03JNXW3+Qw0dOpQJEybg6+vLW2+9xbhx49i4cWN9V7FRuMr+rQ1X2r9TpkxhwoQJzJw5s8JrrrhvqwtE4Dr7dujQoQwdOhRvb2+uueYaDh06RGRkpPN1V9u35wtE0HT3rUteYoiNjcVmszmfn3ncrl27CyrX1NXmP9Rjjz3mLB8bG8umTZsoKiqq1/o1FlfZv7XhKvv3lVdeYeDAgcycOZP4+HhOnDhR7nVX3LdnAtFzzz1X6evNfd8ePnyY6667jsTEREDdV8XFxezcubNcOVfbt0OHDuXJJ5/k5ptv5pprrinXYnRGU923LhkQhg0bhsFgID09HYCEhAT69+9Px44dWbVqFRs2bDhvueakpv+hEhISiIyMdH5eu92OXq9Hr3edhiRX3L815Sr797333iM3N5fo6Gji4uJYunQpPj4+Lr1vzxeIXGHfZmdns2vXLux2OwD79u0jLCyM/v37u+S+rWkgasr7tvFrUA8MBgNr167l2WefJSgoiIKCAtatWwfAmjVriImJYfjw4dWWa07O/Q8VERFRIRCFhIQwfPhwgoOD6dSpE6GhoQDExcUxevToSpszm7rFixcTHx8PwNNPP0337t159913XXL/VsfV9u/BgweZPHkyNpuNRYsWARAYGMjKlStddt+eCUQDBw4kLi6O5cuX89prr7ncvh0wYAALFixg2bJlKIpCVlYWP//8MyEhIS65b88XiJrDvpXZHF3E/v37WbRokfM/1Pz58wkMDOSOO+4gJiaGhQsXAvDhhx+yb98+cnNzcXNz49VXX63yEoVoOs4Eok8//ZQ+ffo4A5Hs3+bt4MGDXH755eVaAAMDA8nLy5N96wJWrFhBQkKCMxA999xzdO3atdnsWwkIQgghhKjAJfsgCCGEEOLiSEAQQgghRAUSEIQQdW7cuHHOToZ/Z7PZKC0trfNtpqSkMGPGjCq3K4SoHQkIQrio/Px8tmzZUm7ZkiVL6N27d71vu0OHDkybNq3C8kWLFhEeHs78+fPrfJutWrVi7ty5TeL+cSFcgUve5iiEgN27d/PLL78wZMgQ57JBgwaVG5a7oU2bNq1ZjqkvxKVIWhCEcEHZ2dnMmTOnwvKePXsyYcKERqjRWRqNpkblztxg9fd/hRANQ1oQhHBBH330ESkpKXz99dccP36ciRMn0r59e+644w7i4+NRFIX169czefJkWrduzfXXX4/NZuP777/n+eefJz4+HqvVyp49e1i1ahW+vr44HA5eeeUVcnJyMJlMhIeHVxpC/u7AgQPMmDGD6OhogoOD2b17NyNGjACgsLCQe++9l379+pGbm0tkZCT//Oc/ARg9ejTffPMNV155JRs2bGDu3Lm88sorTJkyhWeffZZ58+YRGhrKiRMncHNz4/XXX6/X36kQlxoJCEK4oGnTprF3715iYmKYNWuWc/knn3xCbGwsADfccAPPP/88Dz30EP/973+JiYmhqKiIiRMnkpycjLe3N3fddRcfffQRkydPZsmSJcTFxfHzzz8D0KlTJwYPHszw4cOrrIfJZGLEiBEsW7aMG264AYC//vrL+XpZWRkGg4EHH3yQkJAQunXrRs+ePbnmmmv44osvuOuuu+jQoQM+Pj7cdddd+Pn5MX36dBYtWoTD4eCZZ56htLSUV199tT5+jUI0e2azmddeew2DwUBqaiqvvfZajd8rAUGIS4hOpyv3XKvV0rNnT2JiYgDw8vLihhtuwNvb2/k8JycHgE8//RSdTseMGTMAuOyyy8jLy6t2e9u2bSMlJYWrrrrKuSwgIMD5OCwsjOeee47//Oc/WCwWiouLSUlJcb5+//338+CDD/LCCy/w0Ucf8cwzzwBw3XXXcdVVV7F+/XquuuoqXnjhhQv6fQjh6pKTkykpKWH27NmEhYUxZ84cfHx8avReCQhCuLAz1/vXrVvHTTfdVGkZrVZb7fNz+wB069aNuXPn1nj7JpOpXD3+7osvvmDy5Ml8//339O7dm71796IoCkVFRfj6+jJ8+HAURWHlypXk5eUREhICgI+PDwcOHGDz5s189dVXjBgxgj179tS4XkI0V0ajkalTpzJp0iQGDRrkXL53717mzZtHVFQUp06dYs6cObRp04aOHTvy4IMPMnXqVObNm1fjcADSSVEIlxUYGIjJZMLhcLBjxw7g/B39/n4g12g0zvdMmzaNzZs3O8cw2Llzp/NyQ1WGDRtGixYt+O2335zbT01Ndc49sH79enr16kXv3r2xWq2kpKRgt9tZsGABoLZ4TJw4kccff5xRo0Y517ty5Uq2b9/OPffcw6pVq8jPz6/pr0WIZmv27Nk8+eSTrFixwjkJFKgzQI4aNYp58+Yxb948Hn/8ccaOHet8vVWrVsyZM4elS5dy6tSpGm9PWhCEcFGPPvoojz/+OM8++ywTJkzg+PHjPPXUUwD84x//4I477uCtt94iMTGRZ555hl69evHVV1+Rk5PD66+/jsFg4JdffsHHx4euXbty9913U1hYyOjRo+nTpw9hYWE8/PDD1dbB19eX9evXM3PmTH744Qc8PDwoLi5myZIlBAQE8PzzzzNp0iSefPJJvL29efDBB3n//fd59tlnneu4//77+fDDD7nxxhudy9zc3Pjqq69ISEigsLDQOemNEM3VI488wpw5c5yzOoJ6q/J3333n/P9wpj/R8uXLy71348aNlJWVERUVBUCvXr2Ij48nKSmJuLg4rFYrjz32GKD2ATpT7nxksiYhLhGKoqAoClqt1nkGr9Vq0Wq1WCwWNBoNOp0OjUaD1WoF1KnTFUXBbrfXavyE2bNnl+sceTFycnJYunRpjddXl9sWoqFkZ2czdepUli5dSkBAAAcPHmThwoW888476PXlz+U1Gg1xcXHOMU7efvtt5s+fT3Jycrkya9eupV27dnz88cf4+PiQmZnJwoULK/RFqoq0IAhxidBoNM5LCH//wnFzc6vyuUajqdAvoSEMHDiQRYsWsXnzZiZNmtTg2xeiIYWGhrJgwQIef/xxnnrqKV5//XXefvvtCv9XK1PVJTaj0UinTp14+eWXL6hOEhCEEE1Sr169+Oyzz+jRowetWrVq7OoIUe8iIiJ4+OGHGTJkCEeOHMHd3b1G7/P19a10ub+//0XVRzopCiHqXFJS0kVPmrRkyRIWLVrEvffeW6PyZyZrqurLUoimLi0tjWXLlrFlyxaeeuopzGZzjd4XGxvrvGwIOB+3a9fuouojfRCEEEKIRpaVlcWTTz7p7INw6NAhXn31Vd5+++0K/X/+3gfBarVy2WWXsW3bNiIiIvjjjz944oknnHcPXSgJCEIIIUQje+SRR3jppZecY30A7Nmzh6+//prnn38egMWLFxMfH8+nn35Knz596N69O++++y4A+/fvZ9GiRQQFBVFQUMD8+fMJDAy8qDpJQBBCCCFEBdIHQQghhBAVSEAQQgghRAUSEIQQQghRgQQEIYQQQlQgAUEIIYQQFUhAEEIIIUQFEhCEEEIIUYEEBCGEEEJUIAFBCCGEEBVIQBBCCCFEBRIQhBBCCFGBBAQhhBBCVPD/5umcH7ub0cEAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "enstrophy_flux(ds['64_op1']).isel(lev=1).plot(label='64 op1')\n", + "enstrophy_flux(ds['64_op2']).isel(lev=1).plot(label='64 op2')\n", + "\n", + "enstrophy_flux(ds['96_op1']).isel(lev=1).plot(label='96 op1')\n", + "enstrophy_flux(ds['96_op2']).isel(lev=1).plot(label='96 op2')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All scales of motion\n", + "Domain length:\n", + "$$\n", + "L = 10^{6} m\n", + "$$\n", + "\n", + "Velocity scale in upper layer:\n", + "$$\n", + "v_{rms}=0.07452768 m/s \\approx 0.075 m/s\n", + "$$\n", + "\n", + "Potential enstrophy flux over enstrophy cascade in upper layer:\n", + "$$\n", + "\\eta = 1.5973519 \\cdot 10^{-18} s^{-3} \\approx 1.6 \\cdot 10^{-18} s^{-3}\n", + "$$\n", + "\n", + "## Kolmogorov scale\n", + "Dissipation (Kolmogorov) scale as a function of enstrophy flux and viscosity:\n", + "$$\n", + "l_{K} = \\eta^{n} (\\nu)^{k} = [1/T^3]^{n} [L^2/T]^{k} = L \\rightarrow k=1/2, n=-1/2\n", + "$$\n", + "and\n", + "$$\n", + "l_{K} = {\\nu}^{1/2} \\eta^{-1/6}\n", + "$$\n", + "\n", + "Typical choice: Kolmogorov lengthscale is equal to the grid step: \n", + "$$\n", + "l_{K} \\approx \\Delta x\n", + "$$\n", + "See for explanation: https://journals.aps.org/prfluids/pdf/10.1103/PhysRevFluids.5.054606 (TABLE 1) also (Guan2022) https://www.sciencedirect.com/science/article/pii/S0021999122001528\n", + "\n", + "Consequently, \n", + "$$\n", + "\\nu = \\eta^{1/3} (\\Delta x)^2\n", + "$$\n", + "\n", + "Conversely, in diagnostic sense. The ratio of Kolmogorov scale to the grid scale:\n", + "$$\n", + "\\frac{l_{K}}{\\Delta x} = \\frac{{\\nu}^{1/2} \\eta^{-1/6}}{\\Delta x}\n", + "$$\n", + "\n", + "## Reynolds number\n", + "In many works the length scale is chosen as\n", + "$$\\tilde{L} = \\frac{L}{2 \\pi}$$\n", + "velocity scale as $v_{rms}$, and then the Reynolds number:\n", + "$$\n", + "Re = \\frac{u_{rms} \\tilde{L}}{\\nu}\n", + "$$\n", + "Typical values for $Re$ is 64000 on a grid $1024^2$ (see Frezat, Guan, Kaushik). According to quadratic law we will scale Reynolds number for coarser grids." + ] + }, + { + "cell_type": "code", + "execution_count": 376, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Resolution: 48; viscosity (m^2/s): 84.88263631567752; Re: (140.625, 140.625), Kolmogorov/dx: 0.40891276683620686\n", + "Resolution: 64; viscosity (m^2/s): 47.7464829275686; Re: (250.0, 250.0), Kolmogorov/dx: 0.4089127668362069\n", + "Resolution: 96; viscosity (m^2/s): 21.22065907891938; Re: (562.5, 562.5), Kolmogorov/dx: 0.40891276683620686\n", + "Resolution: 128; viscosity (m^2/s): 11.93662073189215; Re: (1000.0, 1000.0), Kolmogorov/dx: 0.4089127668362069\n", + "Resolution: 256; viscosity (m^2/s): 2.9841551829730375; Re: (4000.0, 4000.0), Kolmogorov/dx: 0.4089127668362069\n", + "Resolution: 512; viscosity (m^2/s): 0.7460387957432594; Re: (16000.0, 16000.0), Kolmogorov/dx: 0.4089127668362069\n", + "Resolution: 1024; viscosity (m^2/s): 0.18650969893581484; Re: (64000.0, 64000.0), Kolmogorov/dx: 0.4089127668362069\n", + "Resolution: 2048; viscosity (m^2/s): 0.04662742473395371; Re: (256000.0, 256000.0), Kolmogorov/dx: 0.4089127668362069\n" + ] + } + ], + "source": [ + "for n in [48, 64, 96, 128, 256, 512, 1024, 2048]:\n", + " L = 1e+6\n", + " eta = 1.6e-18\n", + " vrms = 0.075\n", + " dx = L / float(n)\n", + " \n", + " L_tilde = L / (2 * np.pi)\n", + " \n", + " Re = 64000 * (n/1024)**2\n", + " \n", + " nu = vrms * L_tilde / Re\n", + " \n", + " Kolmogorov = nu**(0.5) * eta**(-1/6.)\n", + " \n", + " Re_compute = vrms * L_tilde / nu\n", + " print(f'Resolution: {n}; viscosity (m^2/s): {nu}; Re: {Re,Re_compute}, Kolmogorov/dx: {Kolmogorov/dx}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pyqg with molecular viscosity" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [], + "source": [ + "from pyqg import QParameterization" + ] + }, + { + "cell_type": "code", + "execution_count": 377, + "metadata": {}, + "outputs": [], + "source": [ + "class Laplace(QParameterization):\n", + " def __init__(self, nu=0., PV=True):\n", + " self.nu = nu\n", + " self.PV = PV\n", + "\n", + " def __call__(self, m):\n", + " lap = m.ik**2 + m.il**2\n", + " if self.PV:\n", + " qh = m.qh\n", + " else:\n", + " qh = lap * m.ph\n", + " \n", + " dq = self.nu * m.ifft(lap * qh)\n", + " return dq" + ] + }, + { + "cell_type": "code", + "execution_count": 378, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "pyqg_exp = {'nx': 64, 'dt': 14400, 'tmax': 311040000, 'tavestart': 155520000}\n", + "pyqg_lap = {'nx': 64, 'dt': 14400, 'tmax': 311040000, 'tavestart': 155520000, 'parameterization': Laplace(50,False), 'filterfac': 1e+20}\n", + "pyqg_invisc = {'nx': 64, 'dt': 14400, 'tmax': 311040000, 'tavestart': 155520000, 'filterfac': 1e+20}" + ] + }, + { + "cell_type": "code", + "execution_count": 307, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 7.50e-07, CFL: 0.023\n", + "INFO: Step: 2000, Time years: 0.9, KE: 3.65e-06, CFL: 0.023\n", + "INFO: Step: 3000, Time years: 1.4, KE: 2.47e-05, CFL: 0.034\n", + "INFO: Step: 4000, Time years: 1.9, KE: 1.91e-04, CFL: 0.096\n", + "INFO: Step: 5000, Time years: 2.3, KE: 5.35e-04, CFL: 0.212\n", + "INFO: Step: 6000, Time years: 2.8, KE: 6.67e-04, CFL: 0.221\n", + "INFO: Step: 7000, Time years: 3.2, KE: 6.72e-04, CFL: 0.216\n", + "INFO: Step: 8000, Time years: 3.7, KE: 6.27e-04, CFL: 0.187\n", + "INFO: Step: 9000, Time years: 4.2, KE: 6.10e-04, CFL: 0.228\n", + "INFO: Step: 10000, Time years: 4.6, KE: 6.10e-04, CFL: 0.216\n", + "INFO: Step: 11000, Time years: 5.1, KE: 6.20e-04, CFL: 0.181\n", + "INFO: Step: 12000, Time years: 5.6, KE: 6.37e-04, CFL: 0.189\n", + "INFO: Step: 13000, Time years: 6.0, KE: 6.56e-04, CFL: 0.193\n", + "INFO: Step: 14000, Time years: 6.5, KE: 6.75e-04, CFL: 0.187\n", + "INFO: Step: 15000, Time years: 6.9, KE: 6.95e-04, CFL: 0.224\n", + "INFO: Step: 16000, Time years: 7.4, KE: 7.15e-04, CFL: 0.197\n", + "INFO: Step: 17000, Time years: 7.9, KE: 7.35e-04, CFL: 0.191\n", + "INFO: Step: 18000, Time years: 8.3, KE: 7.57e-04, CFL: 0.218\n", + "INFO: Step: 19000, Time years: 8.8, KE: 7.88e-04, CFL: 0.219\n", + "INFO: Step: 20000, Time years: 9.3, KE: 8.36e-04, CFL: 0.211\n", + "INFO: Step: 21000, Time years: 9.7, KE: 8.69e-04, CFL: 0.223\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 21.8433s\n" + ] + } + ], + "source": [ + "invisc = run_simulation(pyqg_invisc)" + ] + }, + { + "cell_type": "code", + "execution_count": 379, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 2.65e-07, CFL: 0.023\n", + "INFO: Step: 2000, Time years: 0.9, KE: 8.50e-07, CFL: 0.023\n", + "INFO: Step: 3000, Time years: 1.4, KE: 3.14e-06, CFL: 0.023\n", + "INFO: Step: 4000, Time years: 1.9, KE: 1.19e-05, CFL: 0.023\n", + "INFO: Step: 5000, Time years: 2.3, KE: 4.58e-05, CFL: 0.029\n", + "INFO: Step: 6000, Time years: 2.8, KE: 1.76e-04, CFL: 0.055\n", + "INFO: Step: 7000, Time years: 3.2, KE: 6.91e-04, CFL: 0.118\n", + "INFO: Step: 8000, Time years: 3.7, KE: 3.70e-04, CFL: 0.146\n", + "INFO: Step: 9000, Time years: 4.2, KE: 2.27e-04, CFL: 0.131\n", + "INFO: Step: 10000, Time years: 4.6, KE: 1.71e-04, CFL: 0.108\n", + "INFO: Step: 11000, Time years: 5.1, KE: 1.37e-04, CFL: 0.107\n", + "INFO: Step: 12000, Time years: 5.6, KE: 1.54e-04, CFL: 0.103\n", + "INFO: Step: 13000, Time years: 6.0, KE: 1.57e-04, CFL: 0.115\n", + "INFO: Step: 14000, Time years: 6.5, KE: 1.75e-04, CFL: 0.134\n", + "INFO: Step: 15000, Time years: 6.9, KE: 1.63e-04, CFL: 0.127\n", + "INFO: Step: 16000, Time years: 7.4, KE: 1.91e-04, CFL: 0.123\n", + "INFO: Step: 17000, Time years: 7.9, KE: 1.74e-04, CFL: 0.127\n", + "INFO: Step: 18000, Time years: 8.3, KE: 1.40e-04, CFL: 0.098\n", + "INFO: Step: 19000, Time years: 8.8, KE: 1.50e-04, CFL: 0.111\n", + "INFO: Step: 20000, Time years: 9.3, KE: 1.53e-04, CFL: 0.099\n", + "INFO: Step: 21000, Time years: 9.7, KE: 1.73e-04, CFL: 0.107\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 25.3045s\n" + ] + } + ], + "source": [ + "lap_50_rel = run_simulation(pyqg_lap)" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO: Logger initialized\n", + "INFO: Step: 1000, Time years: 0.5, KE: 1.26e-06, CFL: 0.023\n", + "INFO: Step: 2000, Time years: 0.9, KE: 7.87e-06, CFL: 0.023\n", + "INFO: Step: 3000, Time years: 1.4, KE: 5.99e-05, CFL: 0.038\n", + "INFO: Step: 4000, Time years: 1.9, KE: 4.56e-04, CFL: 0.137\n", + "INFO: Step: 5000, Time years: 2.3, KE: 4.78e-04, CFL: 0.212\n", + "INFO: Step: 6000, Time years: 2.8, KE: 5.23e-04, CFL: 0.222\n", + "INFO: Step: 7000, Time years: 3.2, KE: 4.92e-04, CFL: 0.163\n", + "INFO: Step: 8000, Time years: 3.7, KE: 4.77e-04, CFL: 0.206\n", + "INFO: Step: 9000, Time years: 4.2, KE: 4.49e-04, CFL: 0.160\n", + "INFO: Step: 10000, Time years: 4.6, KE: 4.79e-04, CFL: 0.206\n", + "INFO: Step: 11000, Time years: 5.1, KE: 4.84e-04, CFL: 0.177\n", + "INFO: Step: 12000, Time years: 5.6, KE: 4.59e-04, CFL: 0.156\n", + "INFO: Step: 13000, Time years: 6.0, KE: 4.88e-04, CFL: 0.177\n", + "INFO: Step: 14000, Time years: 6.5, KE: 5.15e-04, CFL: 0.194\n", + "INFO: Step: 15000, Time years: 6.9, KE: 4.91e-04, CFL: 0.166\n", + "INFO: Step: 16000, Time years: 7.4, KE: 5.26e-04, CFL: 0.199\n", + "INFO: Step: 17000, Time years: 7.9, KE: 5.13e-04, CFL: 0.170\n", + "INFO: Step: 18000, Time years: 8.3, KE: 4.54e-04, CFL: 0.175\n", + "INFO: Step: 19000, Time years: 8.8, KE: 4.69e-04, CFL: 0.188\n", + "INFO: Step: 20000, Time years: 9.3, KE: 4.87e-04, CFL: 0.221\n", + "INFO: Step: 21000, Time years: 9.7, KE: 5.11e-04, CFL: 0.179\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Function 'run_simulation' executed in 22.0348s\n" + ] + } + ], + "source": [ + "exp = run_simulation(pyqg_exp)" + ] + }, + { + "cell_type": "code", + "execution_count": 389, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 389, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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NG1cj13nc6kQ5QVRUFPn5+bzzzjts2bKF3NxcXTdJCCGEEAIAf39/zM3NsbW1BaBXr14EBgaSlJR0x7ERERF89tlnREREADB48GAKCgo4ceKEeoydnV2NBdjg4GBsbW3x9PQkJCTkjv2RkZG0bt26Rq71uOmkJzY7O5u3336biRMn0q9fPwAuXLjAkiVLsLOzIz4+no8//ljthndxcWHy5Mm8/fbbLFmyhEaNGumi2UIIIYSojKJASb5urm1oCg94K1xRFJYvX86HH35ITEwMTZs2BWDChAlMmjSJAQMGkJ6eztKlS1EU5a7nMTExYf78+erj6OhorKys1Mf6+vqYmZlx6dIlNdje1LlzZ06cOEGbNm0AiI2NBaBt27YA5OXlsWHDBoyMjPD19WXWrFl06NCBzMxM1q1bh7+/P3PmzOHs2bPk5uYSFxfH6NGjCQ0NJTQ0FGtra2bOnAlAQEAAU6dOxcbGhuLiYlatWlWhLadOncLNze2O13fw4EGuXbsGQHFxMTNmzHig7+/j9thD7IIFC4iNjWXDhg1MmDABAK1Wy4gRIzh+/Dh2dnYEBgYyZsyYCsXMDg4OfPzxxwwcOJDnnnsOOzu7x910IYQQQlSmJB8+baGba3+QAA0aPtChGo2GwYMHs2bNGjXApqWlcfToUb7++msArKys1Fv9Dyo1NRVjY+MK24yNjcnMzKy0DX379lUff/bZZ7z99tt069YNgFGjRtG7d28AbGxsGDFiBCEhIezcuRNvb2/Wrl1LWFgY06ZNIz8/H0tLS7y8vJgwYQIhISF4eXmpIdbd3Z3z58/ftd3ff/89c+fOrbAtJydHDckXL15k1qxZtTbEPvZygvnz57Nu3boK244cOUJhYaEaTHv06EFQUBBhYWEArFmzBh8fH8zNzQE4d+5cpecuKioiOzu7wh8hhBBCiJuOHTvGwIED1ceLFi1i3rx51Rqdb2FhcUfPbW5uLk2aNLnn89avX0+zZs3497//rW7r0aOH+rWzszOhoaGcP3+eUaNGkZmZSXZ2Nq+//jpQnofc3Nxwd3cHyntWXV1dH6jNJSUlFBUVqdnqJgMDAzIyMujevTvfffcdO3bseKDz6UKtGNh19epVDA0N1cc3vw4LC6Ndu3b079+fzZs3s3jxYvr168fgwYMrPc/ixYtZsGDBY2mzEEIIIW4wNC3vEdXVtavAz88PLy8vAPbt20deXh6TJ09W96elpbFs2bIqlRO4uLiwdu1a9XFRURE5OTm0atXqruc4cOAAWq2WpUuXUlhYSGJiIomJiXh4eKg9uzk5OQA0aNAACwsL9u7dy6BBg9Rz+Pr6Vni8detWJk6cSEZGBpaWlvf8Puzbt49hw4ZV+tpCQkI4cOAAixYtwsHBgalTp97zXLpSK0JsRkZGpdtv9qR26NCBTz755L7nmTNnDu+8806F5zs4ONRMI4UQQghROY3mgW/p65KiKPj7+7Ny5Uo2btxIUlISq1evrnCMtbV1lcsJBgwYQHJyMnFxcdjb23P8+HF69uyphlhfX1+aNm1Kly5dgPKBYAkJCbzwwgskJiYSGBiIra0tDg4OzJ49Wy1NOHHiBH379lV7V28Prb6+vixcuBAoz1IBAQHs2bOHFStW8O67796zzYcPH2bFihUVtsXExODm5kZ8fDyenp5ER0fX6vLNWhFizczMKt1uYWFRpfMYGRlhZGSEj48PPj4+aLXammieEEIIIeqB8PBwGjVqxK5duxg4cKA6mKq6DAwM2LRpE5988gl9+vTh+PHjFeZ39fHxoWfPnnTp0oXIyEiGDx+u9rLelJWVhbm5Of3792fZsmVotVrCwsLYvXu3ekxERIQasBVFISUlRS0lMDY2pnfv3mzevJnhw4ffs72pqalYW1ujp1exqvTmoLDt27eTk5ODhYXFfc+lSxrlXv3lj/LCGg1+fn489dRTHDx4kClTpqgj4UpLSzE0NOTy5cuVTsz7oLKzs7GwsFB/MIQQQgjxYO71HlpYWEhUVBROTk53DGgStd9XX32Fh4fHA9fPPk5V+dmqFfPEenh4YGhoyPXr1wE4c+YM7u7u1QqwQgghhBDiTpcuXaqVAbaqHns5wfLlywkKCgJg9uzZdOnShTVr1rB3717mzp2LlZUVmZmZ7N+//6GvIeUEQgghhBB3ioyMVKfzqut0Vk7wOEg5gRBCCPFwpJxA6EKdKyeoaT4+Pri6utKzZ09dN0UIIYQQQjwC9TLEent7ExISQnBwsK6bIoQQQgghHoF6GWKFEEIIIUT9JiFWCCGEEELUOfUyxEpNrBBCCCFE/VYvQ6zUxAohhBBC1G/1MsQKIYQQQoj6rV6GWCknEEIIIYSo3+pliJVyAiGEEEKI+q1ehlghhBBCCFG/SYgVQgghhBB1joGuGyCEEEIIIW5JTk7m0KFD6Onpcfr0aZYsWYKBQeWRLTg4mI4dO2JqavqYW6l79bInVgZ2CSGEEKKuOnr0KJmZmYwdO5aSkhJ8fX3veuz69esxMTF5jK2rPepliJWBXUIIIYR43HJzcxk5ciSxsbHVOs/o0aOZMWMGAImJibi4uFR6XEJCAi1atECj0VTrenVVvQyxQgghhBCP0/r161m6dCm7du2irKysRs65f/9+PD09cXR0rHT/li1bGDduXI1cqy6SmlghhBBCVIuiKBSUFujk2iYGJrWiJ3LixIkALFy4sEbOFxwcjK2tLW5uboSEhODq6nrHMZGRkbRu3bpGrlcXSYgVQgghRLUUlBbQe2tvnVw7aGwQpoYPNqhJURSWL1/Ohx9+SExMDE2bNgVgwoQJTJo0iQEDBpCens7SpUtRFOWu5zExMWH+/PkPdM3MzEzWrVuHv78/c+bM4ezZs+Tm5hIXF8fo0aMJDQ0lNDQUa2trZs6cCUBAQABTp07FxsaG4uJiVq1adcd5T506hZub2x3bDx48yLVr1wAoLi5WyxLqI41yr3+lOi47OxsLCwuysrIwNzfXdXOEEEKIOuNe76GFhYVERUXh5OSEsbEx+SX5dSLEAoSEhDBy5EguX74MQFpaGl27diUsLKxGBkhpNBqioqLUEoB169Yxbtw4unbtygcffMDrr79Ofn4+lpaW+Pn54e7uTkhICF5eXly4cOGBrzN79mzmzp1b4d8mJyeH/v37c/bsWS5evMisWbM4ePBgtV/T43T7z9a91MueWB8fH3x8fNBqtbpuihBCCFHvmRiYEDQ2SGfXropjx44xcOBA9fGiRYuYN2/eIxvhP2rUKDIzM8nOzub1118H4Ny5c7i5ueHu7g6U96pWVi5wNyUlJRQVFd3x4cLAwICMjAy6d+/O0KFD2bFjR829kFqoXoZYb29vvL291U+RQgghhHh0NBpNlXpDdcnPzw8vLy8A9u3bR15eHpMnT1b3p6WlsWzZshorJ7CwsGDv3r0MGjRI3ebr61vh8datW5k4cSIZGRlYWlre95z79u1j2LBhlbYrJCSEAwcOsGjRIhwcHJg6deoDtbMuqpchVgghhBDidoqi4O/vz8qVK9m4cSNJSUmsXr26wjHW1tYsXry4Rq97e2j19fVVB4BlZGQQEBDAnj17WLFiBe++++59z3f48GFWrFhRYVtMTAxubm7Ex8fj6elJdHQ0dnZ2Nfo6ahsJsUIIIYT4SwgPD6dRo0bs2rWLgQMH0rZt2xo797Zt2/D39wfg/fffZ8CAAUyfPh2AiIgINRgrikJKSopaSmBsbEzv3r3ZvHkzw4cPv+91UlNTsba2Rk+v4iypNweGbd++nZycHCwsLB7ofHWZDOwSQgghxB2qMrBLPD5fffUVHh4eVaqhrUuq8rMlix0IIYQQQtQRly5dqrcBtqokxAohhBBC1AGRkZF069ZN182oNSTECiGEEELUAa1bt2batGm6bkatISFWCCGEEELUOfUyxPr4+ODq6krPnj113RQhhBBCCPEI1MsQ6+3tTUhICMHBwbpuihBCCCGEeATqZYgVQgghhBD1m4RYIYQQQghR50iIFUIIIYQQdY6EWCGEEEIIUedIiBVCCCGEEHWOhFghhBBCCFHnSIgVQgghhBB1joGuG/AgkpKS2L59O6mpqeTk5PDll1/quklCCCGEEI9EcnIyhw4dQk9Pj9OnT7NkyRIMDCqPbMHBwXTs2BFTU9PH3ErdqxM9sT/88APJycksXLiQ8+fPc+DAAV03SQghhBBCFRQURGxsLFqtlvj4eAIDAx/6XEePHiUzM5OxY8dSUlKCr6/vXY9dv349JiYmD32tukwnPbHZ2dm8/fbbTJw4kX79+gFw4cIFlixZgp2dHfHx8Xz88cc4OTkBMH36dEpKSlAUhczMTJydnXXRbCGEEEKISq1atYpNmzYB4ObmxpYtWx76XKNHj1a/TkxMxMXFpdLjEhISaNGiBRqN5qGvVZc99hC7YMECYmNj2bBhAxMmTABAq9UyYsQIjh8/jp2dHYGBgYwZM0b9FKOnp4eRkRHLly/nn//8J+3atXvczRZCCCGEuCtHR0fi4uJQFAV7e/saOef+/fvx9PTE0dGx0v1btmxh3LhxNXKtuuixlxPMnz+fdevWVdh25MgRCgsLsbOzA6BHjx4EBQURFhamHvPDDz/Qo0cPRo0ahb+/f6XnLioqIjs7u8IfIYQQQojHwc7OrsYCbHBwMLa2tnh6ehISElLpMZGRkbRu3bpGrlcX1YqBXVevXsXQ0FB9fPPrsLAw2rVrx08//cTf//53mjZtSn5+Plu3bq30PIsXL2bBggWPpc1CCCGEKKcoCkpBgU6urTExeeDb6YqisHz5cj788ENiYmJo2rQpABMmTGDSpEkMGDCA9PR0li5diqIodz2PiYkJ8+fPr7AtLy+PDRs2YGRkhK+vL7NmzaJDhw5kZmaybt06/P39mTNnDmfPniU3N5e4uDhGjx5NaGgooaGhWFtbM3PmTAACAgKYOnUqNjY2FBcXs2rVqjvacOrUKdzc3O7YfvDgQa5duwZAcXExM2bMeKDvTV2kUe71r/QoL6zR4Ofnx1NPPcWnn37K2rVriYqKqrB/y5YtjB079oHPWVRURFFRkfo4OzsbBwcHsrKyMDc3r9H2CyGEEPVZdnY2FhYWlb6HFhYWEhUVhZOTE8bGxpTl5xPavYdO2tn+j9PoVWFkfkhICCNHjuTy5csApKWl0bVrV8LCwqo1QCooKIjevXsD4Ovry4wZMwgJCWHDhg2MGzeOrl278sEHH/D666+Tn5+PpaUlfn5+uLu7ExISgpeXFxcuXHjg682ePZu5c+dW+LfJycmhf//+nD17losXLzJr1iwOHjz40K9JF27/2bqXWtETa2ZmVul2CwuLKp3HyMgIIyMjfHx88PHxQavV1kTzhBBCCFFPHDt2jIEDB6qPFy1axLx586o9wr9Hj1sh3tnZmdDQUM6fP8+oUaPIzMwkOzub119/HYBz587h5uaGu7s7UN6r6urq+sDXKikpoaio6I4PFwYGBmRkZNC9e3eGDh3Kjh07qvWaartaEWKdnZ0pLS1VH9/8uk2bNg91Pm9vb7y9vdVPkUIIIYR4dDQmJrT/47TOrl0Vfn5+eHl5AbBv3z7y8vKYPHmyuj8tLY1ly5ZVqZwgMDAQDw8PUlNTMTY2JicnB4AGDRpgYWHB3r17GTRokHq8r69vhcdbt25l4sSJZGRkYGlped/XsG/fPoYNG1Zpu0JCQjhw4ACLFi3CwcGBqVOn3vd8dVWtCLEeHh4YGhpy/fp1mjdvzpkzZ3B3d7/rlBJCCCGEqD00Gg2aOjDZvqIo+Pv7s3LlSjZu3EhSUhKrV6+ucIy1tTWLFy+u0nnt7e2ZPXu2evv7xIkT9O3bV+1dvT20+vr6snDhQgAyMjIICAhgz549rFixgnffffe+1zt8+DArVqyosC0mJgY3Nzfi4+Px9PQkOjpaHTBfXz32ELt8+XKCgoKA8nqOLl26sGbNGvbu3cvcuXOxsrIiMzOT/fv3P/Q1pJxACCGEELcLDw+nUaNG7Nq1i4EDB9K2bdsaOa+9vT39+/dn2bJlaLVawsLC2L17t7o/IiJCDcaKopCSkqKWEhgbG9O7d282b97M8OHD73ut1NRUrK2t0dOrOMHUzYFh27dvJycnBwsLiwc6X12ms4Fdj8O9itKFEEIIcXdVGdglHp+vvvoKDw+PKtXQ1iVV+dmqE8vOVpWPjw+urq707NlT100RQgghhKgxly5dqrcBtqrqZYj19vYmJCSE4OBgXTdFCCGEEKJGREZG0q1bN103o9aolyFWCCGEEKK+ad26NdOmTdN1M2oNCbFCCCGEEKLOqZchVmpihRBCCCHqt3oZYqUmVgghhBCifquXIVYIIYQQQtRvEmKFEEIIIUSdUy9DrNTECiGEEELUb/UyxEpNrBBCCCFE/VYvQ6wQQgghhKjfJMQKIYQQQog6p16GWKmJFUIIIYSo3+pliJWaWCGEEEKI+s1A1w0QQgghhBAPJjk5mUOHDqGnp8fp06dZsmQJBgaVx7ng4GA6duyIqanpY27l41Eve2KFEEIIIeqjo0ePkpmZydixYykpKcHX1/eux65fvx4TE5PH2LrHS0KsEEIIIUQNyM3NZeTIkcTGxlbYHhwczNtvv82mTZuYMmUKUVFRD32N0aNHM2PGDAASExNxcXGp9LiEhARatGiBRqN56GvVdlJOIIQQQghRTevXrycmJoZdu3bxxRdfqNuLiorw9PQkKCgIW1tb2rVrxxtvvIGfn1+1rrd//348PT1xdHSsdP+WLVsYN25cta5R29XLEOvj44OPjw9arVbXTRFCCCHqPUVRKC0u08m1DRro1YrexokTJwKwcOHCCtv9/f0xNzfH1tYWgF69ehEYGEhSUpK6raqCg4OxtbXFzc2NkJAQXF1d7zgmMjKS1q1bP9T564p6GWK9vb3x9vYmOzsbCwsLXTdHCCGEqNdKi8tY89ZxnVx7yn+ewtBI/4GOVRSF5cuX8+GHHxITE0PTpk0BmDBhApMmTWLAgAGkp6ezdOlSFEW563lMTEyYP3/+A10zOjoaKysr9bG+vj5mZmZcunQJIyMj1q1bh7+/P3PmzOHs2bPk5uYSFxfH6NGjCQ0NJTQ0FGtra2bOnAlAQEAAU6dOxcbGhuLiYlatWnXHNU+dOoWbm9sd2w8ePMi1a9cAKC4uVssS6qp6GWKFEEIIIW6n0WgYPHgwa9asUQNsWloaR48e5euvvwbAysqKxYsX19g1U1NTMTY2rrDN2NiYzMxMdu7cibe3N2vXriUsLIxp06aRn5+PpaUlXl5eTJgwgZCQELy8vNQQ6+7uzvnz5+95ze+//565c+dW2JaTk6MG5YsXLzJr1iwJsUIIIYT4azNooMeU/zyls2tXxbFjxxg4cKD6eNGiRcybN++RjeK3sLC4o1c3NzeXJk2aMGjQIDIzM8nOzub1118H4Ny5c7i5ueHu7g6U96pWVi5wNyUlJRQVFWFubl5hu4GBARkZGXTv3p2hQ4eyY8eOar4y3ZMQK4QQQohq0Wg0D3xLX9f8/Pzw8vICYN++feTl5TF58mR1f1paGsuWLauxcgIXFxfWrl2rPi4qKiInJ4dWrVphYWHB3r17GTRokLrf19e3wuOtW7cyceJEMjIysLS0vO/19u3bx7Bhwyptc0hICAcOHGDRokU4ODgwderUB3oNtZWEWCGEEEL8JSiKgr+/PytXrmTjxo0kJSWxevXqCsdYW1vXaDnBgAEDSE5OJi4uDnt7e44fP07Pnj1p1aoVcGdo9fX1VQeHZWRkEBAQwJ49e1ixYgXvvvvufa93+PBhVqxYUWFbTEwMbm5uxMfH4+npSXR0NHZ2djX2GnVFQqwQQggh/hLCw8Np1KgRu3btYuDAgbRt27bGzr1t2zb8/f0BeP/99xkwYADTp0/HwMCATZs28cknn9CnTx+OHz/Oli1b1OdFRESooVlRFFJSUtRSAmNjY3r37s3mzZsZPnz4fduQmpqKtbU1enoVSyxuDgzbvn07OTk5WFhYPND5ajuNcq/+8jru5uwEWVlZd9SGCCGEEOLu7vUeWlhYSFRUFE5OTncMWhK689VXX+Hh4VGlGtrapio/W7JilxBCCCFEPXDp0qU6HWCrql6GWB8fH1xdXenZs6eumyKEEEII8chFRkbSrVs3XTfjsZJyAiGEEELcQcoJhC5IOYEQQgghhKjXJMQKIYQQQog6R0KsEEIIIYSocyTECiGEEEKIOkdCrBBCCCGEqHMkxAohhBBCiDpHQqwQQgghhKhz6kSIvX79OuvWraN79+66booQQgghhKgF6kSIbd68OZMmTSIjI0PXTRFCCCGEELWATkJsdnY2EydO5LffflO3XbhwgfHjx/Pee+8xfvx4oqKidNE0IYQQQghRBxg87gsuWLCA2NhYNmzYwIQJEwDQarWMGDGC48ePY2dnR2BgIGPGjCEwMPBxN08IIYQQotZKTk7m0KFD6Onpcfr0aZYsWYKBQeVxLjg4mI4dO2JqavqYW/l4PPae2Pnz57Nu3boK244cOUJhYSF2dnYA9OjRg6CgIMLCwqp07qKiIrKzsyv8EUIIIYSoL44ePUpmZiZjx46lpKQEX1/fux67fv16TExMHmPrHq9aURN79epVDA0N1cc3v74ZYlNSUvjqq6/IyMjgP//5DwUFBZWeZ/HixVhYWKh/HBwcHn3jhRBCCPGXFxQUxBdffMFHH33E4MGDOX78uLovODiYt99+m02bNjFlypRqlUyOHj2aGTNmAJCYmIiLi0ulxyUkJNCiRQs0Gs1DX6u2e+zlBJW524Ctmz2pTZs25R//+Af/+Mc/7nmeOXPm8M4771R4vgRZIYQQQjxK+fn57Nmzh8WLFwOwY8cOhgwZQnh4OE2aNMHT05OgoCBsbW1p164db7zxBn5+ftW65v79+/H09MTR0bHS/Vu2bGHcuHHVukZtVyt6Ys3MzCrdbmFhUaXzGBkZYW5uzrfffkufPn0YNGhQTTRPCCGEEOKuIiIi+Oyzz4iIiABg8ODBFBQUcOLECfz9/TE3N8fW1haAXr16ERgYSFJS0kNfLzg4GFtbWzw9PQkJCan0mMjISFq3bv3Q16gLakVPrLOzM6Wlperjm1+3adPmoc7n7e2Nt7c32dnZVQ7CQgghhKgaRVEoLSrSybUNjIwe+Ja5oigsX76cDz/8kJiYGJo2bQrAhAkTmDRpEgMGDCA9PZ2lS5eiKMpdz2NiYsL8+fPVx507d+bEiRNqbomNjQWgbdu2nDp1CisrK/VYfX19zMzMuHTpEkZGRqxbtw5/f3/mzJnD2bNnyc3NJS4ujtGjRxMaGkpoaCjW1tbMnDkTgICAAKZOnYqNjQ3FxcWsWrXqjvadOnUKNze3O7YfPHiQa9euAVBcXKyWJdRVtSLEenh4YGhoyPXr12nevDlnzpzB3d39rnUeQgghhKg9SouK+GrCKJ1c+x+bdmBobPxAx2o0GgYPHsyaNWvUAJuWlsbRo0f5+uuvAbCyslLLAh6URqOhb9++6uPPPvuMt99+m27duvHzzz9jfFv7jI2NyczMZOfOnXh7e7N27VrCwsKYNm0a+fn5WFpa4uXlxYQJEwgJCcHLy0sNse7u7pw/f/6e7fn++++ZO3duhW05OTlqUL548SKzZs2SEFtVy5cvJygoCIDZs2fTpUsX1qxZw969e5k7dy5WVlZkZmayf//+h76Gj48PPj4+aLXammq2EEIIIeqBY8eOMXDgQPXxokWLmDdvXo2N4l+/fj3NmjXj888/B8pLI2/v1c3NzaVJkyYMGjSIzMxMsrOzef311wE4d+4cbm5uuLu7A+W9qq6urg98/ZKSEoqKijA3N6+w3cDAgIyMDLp3787QoUPZsWNHdV5mrfDYQ+zbb78NwLZt2yps79ix4x1Tbz0sKScQQgghHh8DIyP+sUk3ocjAyKhKx/v5+eHl5QXAvn37yMvLY/Lkyer+tLQ0li1bVqVygpsOHDiAVqtl6dKlFBYWqrMHrF27Vj2mqKiInJwcWrVqhYWFBXv37q0whsfX17fC461btzJx4kQyMjKwtLS87+vbt28fw4YNq7TNISEhHDhwgEWLFuHg4MDUqVPve77arFaUEwghhBCi7tJoNA98S1+XFEXB39+flStXsnHjRpKSkli9enWFY6ytratcTgDg7+9PQkICL7zwAomJiQQGBmJra8uAAQNITk4mLi4Oe3t7jh8/Ts+ePWnVqhVwZ2j19fVl4cKFQPnsTQEBAezZs4cVK1bw7rvv3rcdhw8fZsWKFRW2xcTE4ObmRnx8PJ6enkRHR6tz89dl9TLESjmBEEIIIW4XHh5Oo0aN2LVrFwMHDqRt27Y1ct7IyEiGDx9OTk5Ohe1ZWVkYGBiwadMmPvnkE/r06cPx48fZsmWLekxERIQamhVFISUlRS0lMDY2pnfv3mzevJnhw4fftx2pqalYW1ujp1dx8qmbA8O2b99OTk4OFhYWD3S+2k6j3Ku/vI67WU6QlZV1R22IEEIIIe7uXu+hhYWFREVF4eTkdMegJaE7X331FR4eHlWqoa1tqvKzVSvmiRVCCCGEENVz6dKlOh1gq6pehlgfHx9cXV3p2bOnrpsihBBCCPHIRUZG0q1bN10347GScgIhhBBC3EHKCYQuSDmBEEIIIYSo1yTECiGEEEKIOqdehlipiRVCCCGEqN/qZYj19vYmJCSE4OBgXTdFCCGEEEI8AvUyxAohhBBCiPpNQqwQQgghhKhz6mWIlZpYIYQQQoj6rV6GWKmJFUIIIYSo3+pliBVCCCGEEPWbhFghhBBCCFHnSIgVQgghhBB1joGuGyCEqD3KyspQFAV9fX1dN0UIIUQlkpOTOXToEHp6epw+fZolS5ZgYFB5nAsODqZjx46Ympo+5lY+HvUyxPr4+ODj44NWq9V1U4SoldLS0ggLCyM0NJTQ0FD164iICMrKymjdujVt27bF2dm5wt8tW7aUgCuEEJUICgqiefPm2NnZkZiYyLVr1+jTp0+NX+fo0aNkZmYyY8YMAgMD8fX15fnnn6/02PXr17Ny5coab0NtUeUQ27dvX0aMGMGsWbMeRXtqhLe3N97e3mRnZ2NhYaHr5gihE0VFRURERFQaVtPS0u753JvH387Q0FANuH8Ot23btsXBwUECrhDiL2vVqlVs2rQJADc3N7Zs2aLuCw4OZsuWLXTr1o0TJ04wZ84cnJycHuo6o0ePVr9OTEzExcWl0uMSEhJo0aIFGo3moa5TF1Q5xLZv355x48ZV2PbZZ5/x/vvv11ijhBAPRlEU4uPjKwTUm19HR0dTVlZ21+c6ODjQrl072rdvT/v27dWv9fT0iIiIIDw8XP07PDycq1evUlxcfNeA26BBg7v24ErAFULUd46OjsTFxaEoCvb29ur2oqIiPD09CQoKwtbWlnbt2vHGG2/g5+dXrevt378fT09PHB0dK92/ZcuWO/JafVPlEJufn8+MGTPo1KkThoaGAOzatUtCrBCPUHZ2thpSbw+r+fn5d32eubl5hYB68+u2bdvSsGHDuz6vVatWDBo0qMI2rVZLXFzcHeE2IiJCDbhXrlzhypUrd5zvzwH39h5ce3t7CbhC1HGKoqCU3P1D86OkMdSrNb2NdnZ2d2zz9/fH3NwcW1tbAHr16kVgYCBJSUnqtqoKDg7G1tYWNzc3QkJCcHV1veOYyMhIWrdu/VDnryuqHGL37dvHyJEjiYuLU7elp6fXaKOE+CsqLS0lKirqjlv/oaGhJCYm3vV5BgYGtG7dutKwamtrW2O/3PX19WnVqhWtWrXCw8Ojwr4/B9zbQ25kZOQ9A66RkVGFgNurVy/c3d1xcHCokXYLIR49paSMhHm/6+TaLRb2RdPgwT4IK4rC8uXL+fDDD4mJiaFp06YATJgwgUmTJjFgwADS09NZunQpiqLc9TwmJibMnz+/wra8vDw2bNiAkZERvr6+zJo1iw4dOhAdHY2VlZV6nL6+PmZmZly6dAkjIyPWrVuHv78/c+bM4ezZs+Tm5hIXF8fo0aPV9wBra2tmzpwJQEBAAFOnTsXGxobi4mJWrVp1R/tOnTqFm5vbHdsPHjzItWvXACguLmbGjBkP9H2rraocYv/5z3+yaNGiCttWr15NWVkZenoyY5cQ96IoCsnJyZXWqV69epXS0tK7PtfW1vaOW//t27fHyclJvSuiK/cLuNeuXbtrD25RURGXL1/m8uXLFZ5nb29P3759cXd3p2/fvnTt2pUGDRo8zpclhKhnNBoNgwcPZs2aNWqATUtL4+jRo3z99dcAWFlZsXjx4iqfe9SoUfTu3RsAGxsbRowYQUhICKmpqRgbG1c41tjYmMzMTHbu3Im3tzdr164lLCyMadOmkZ+fj6WlJV5eXkyYMIGQkBC8vLzUEOvu7s758+fv2Zbvv/+euXPnVtiWk5OjBuWLFy8ya9asv16I9fb2JiAgAHd3d6C8lOCNN96QACvEXWRnZ+Pr68uBAwc4ePAgCQkJdz3WxMSk0jrVdu3a1dlBivr6+jg6OuLo6Mizzz5bYZ9WqyU2NlYNtyEhIQQEBHDu3Dni4uL4/vvv+f7774HyX/pubm707dtXDbc2Nja6eElCiNtoDPVosbCvzq5dFceOHWPgwIHq40WLFjFv3jxMTEyq1Y4ePXqoXzs7OxMaGsr58+exsLC4o1c3NzeXJk2aMGjQIDIzM8nOzub1118H4Ny5c7i5uak569SpU5WWC9xNSUkJRUVFmJubV9huYGBARkYG3bt3Z+jQoezYseNhX2qtUeUQO2HCBBRF4fDhwwC0bduWJUuW8K9//avGGydEXaQoCpcvX+bAgQMcOHCAX3/9tUIPq0ajwdHRsdLb/3Z2dn+pD4T6+vo4OTnh5ORUIeDm5eURHBxMQEAAv//+O7///jvp6en89ttv/Pbbb+pxbdq0UXtq+/btS6dOnaS+Vggd0Gg0D3xLX9f8/Pzw8vICyksk8/LymDx5sro/LS2NZcuWVamcIDAwEA8PD7XXNScnBygfD+Di4sLatWvVY4uKisjJyaFVq1ZYWFiwd+/eCmMQfH19KzzeunUrEydOJCMjA0tLy/u+vn379jFs2LBK2xwSEsKBAwdYtGgRDg4OTJ069b7nq82qHGL79OnDggUL1MedO3dm+/btNdooIeqavLw8jh07pgbXmJiYCvvbt2/P0KFDGTp0KE8++WS1P/HXdw0bNuTpp5/m6aefBso/GISHh6uBNiAggEuXLnH16lWuXr3K5s2bAWjUqBG9e/dWe2r79OnzQL/0hRB/DYqi4O/vz8qVK9m4cSNJSUmsXr26wjHW1tZVLiewt7dn9uzZatnAiRMn6Nu3L66urrRr147k5GTi4uKwt7fn+PHj9OzZk1atWgF3hlZfX18WLlwIQEZGBgEBAezZs4cVK1bw7rvv3rcthw8fZsWKFRW2xcTE4ObmRnx8PJ6enkRHR1c6CK2uqXKIjYyMpLCwUH0TTktL4+zZszXdrmqRxQ7E43D16lUOHDjA/v378fPzo6ioSN1nZGTEM888w9ChQxkyZAjOzs46bGndp9FoaNeuHe3ateNvf/sbAJmZmQQFBam9tUFBQWRnZ3PkyBGOHDmiPtfV1bVCb227du3+Ur3dQohbwsPDadSoEbt27WLgwIG0bdu2Rs5rb29P//79WbZsGVqtlrCwMHbv3g2U38bftGkTn3zyCX369OH48eMV5pCNiIhQQ7OiKKSkpKilBMbGxvTu3ZvNmzczfPjw+7YjNTUVa2vrO37H3RwYtn37dnJycrCwsHig89V2GuVe/eWV+Oabb/jwww/p3bs36enpBAQEsH79esaMGfOo2vjQbi52kJWVdUdtiBBVVVRUhL+/v9rbGhYWVmF/q1atGDZsGEOHDuWZZ56pt8v81VZarZaQkBC1p/b3338nPDz8juMsLS158sknGT9+PCNGjJDBYkLcxb3eQwsLC4mKisLJyemOQUtCd7766is8PDyqVENb21TlZ6vKIRbK6y3Wr1+Pnp4e//d//3fX5c50TUKsqK7Y2FgOHjzIgQMHOHLkCHl5eeo+AwMD+vfvz9ChQxk2bBguLi61Zq5CUS4lJYXAwEA12J48eZKCggJ1v62tLZMmTWLy5Ml3nTBciL8qCbF1z9SpU+8oj6hrHnmIDQ8P5/r16wwYMIArV67cdckzXZMQK6qqpKSEgIAAtUzg4sWLFfY3b95crW318PCQn6s6pqSkhHPnzvHTTz/xv//9j+vXrwPl5QpDhw5l2rRpDBkyRAaHCYGE2LomMjKSQ4cOMW3aNF03pVoeaYhdtWoVH374Ie7u7uzfv599+/aRk5Mj5QSizkpMTOTnn3/mwIEDHDp0iKysLHWfnp4e7u7uanDt0qWL9LbWEyUlJezdu5dVq1bh6+urbm/ZsiVTpkxh0qRJNGvWTIctFNWRnF3It4ExjO3dkuYWMpDyYUiIFbpQlZ+tKo9uOHHiBElJSXTp0gWA4cOH33PeSyFqG61WS2BgIPPmzcPNzY3mzZvzxhtv8MMPP5CVlUWTJk0YP34827ZtIyUlhd9++40PPviArl27SoCtRwwNDXnllVc4fPgwYWFhzJw5EysrK2JjY5k7dy4ODg68+uqrHD169J5T7Yjaad2JKP57NIJvA2Luf7AQok6qcoh1cHDA0NBQfTNXFIVff/21xhsmRE1KS0tj27ZtvPbaazRr1gx3d3c+/vhjTp8+DYCbmxvz5s0jMDCQxMREvv32W0aPHl1hqUBRf7Vt25Zly5YRHx/PN998Q9++fSktLeWHH35g0KBBuLi48OWXX8oS23VIaGL5PJ2FJWU6bokQ4lGp8hRbJSUlTJkyhYSEBD7//HN+/vlnBg8e/CjaJsRDUxSFs2fPqjMJBAYGUlZ2683MwsKCwYMHM3ToUJ5//nlsbW112FpRWxgbG/Paa6/x2muvce7cOVavXs23335LWFgY77zzDh988AFeXl68+eab9OrVS3rma7GI5FxdN0EI8YhVuSa2uLiY2bNns337dhRFYebMmbz77ru18pe51MT+tWRnZ3P48GF1edebg3Zu6ty5s1rb6u7ujqGhoY5aKuqSnJwctm7dyqpVqzh37py6vVu3bkybNo2xY8fSqFEjHbZQ3K6gWIvr/J9RFJj4pBPzXqi70w3pktTECl145LMTAOTn51NWVvZYfnnn5+fzySef0LFjR2JiYnj//fcfKDRLiK3f7re8a8OGDfHw8FAXHHBwcNBhawVAWWEh2rQ0StPTKU1LQ5uWTmn6rb/L8vIxbt8ekx7dMe3aFb2GDXXdZJWiKAQGBvL111+zfft2dXELMzMzXnvtNaZNm0bnzp113EoBcCkhi2FflS9PLCH24UmIFbpQlZ+tKpcTpKam8tprr3H48GEaNGjA66+/zldfffVIJwz/9ttvad26NWPHjuXdd9/l2LFjDBw48JFdT9ReVVnetX///hgZGemopXVPdmoB8WEZ5GcXo2+gh56+HvoGmvKvb/ytr69X4bGeRoGCPJScTMjORMnKRMlKR8lMR8lIQ5uWRll6eWjVpqVRlp9/33bk3lxtS18fYxeX8kDbvQemPbpj0LTpo/0m3INGo8Hd3R13d3f+/e9/s2nTJr7++mvCw8NZuXIlK1eu5Mknn+TTTz9lwIABOmunkFICIf4qqhxi33jjDczMzFi/fj1GRkZs376dDz74gGXLlj3wObKzs3n77beZOHEi/fr1A+DChQssWbIEOzs74uPj+fjjj3FyclL33TyuUaNGXLp0SULsX0hERIQaWmV515qTn11MfGgGcVfSiQvNIDu1sAbOagLY3fgDKGXoWWjRmJWi51CKnlKKRtGirwE9fdDTvxGODfUxMDLAwEBDk7wIrC4cRImPofDSJQovXSLjm28BMGzVsjzQuvXApHt3Gjg66qSUydramnfeeYe3336bY8eOsWrVKvbs2cOJEyd46qmnGD9+PEuXLpUpunTkakre/Q8SQtR5VQ6xVlZWbNq0SX3s5eXFyy+//MDPX7BgAbGxsWzYsIEJEyYA5VMejRgxguPHj2NnZ0dgYCBjxowhMDAQgLKyMvWNSqPR1Mr6W1FzZHnXR6OooJSEsAziQjOIu5JBekLFN3oNCub5cZhmxVGm0UfRM6BMT58yjcGNrw1ubdeUP1Zu7tc3LN+PPvz5/6dGjzKNHugZor1bw7Q3/tzI0NfojEHHLjiNMqOVaTLm0aco+OM0RWFhlMTEkhUTS9aNNcn1ra0x7d69vLe2Rw+MO3RAY1DlX2sPTU9Pj0GDBjFo0CASEhJYuHAha9asYfPmzfz00098/PHHTJ8+HYPH2CYBV6UnVoi/hCr/Zm3VqtUd27p3765+feTIEQYOHHjXoDl//nwA1q9fX+E5hYWF2NmV99706NGDoKAgwsLCaNeuHZ07dyb/xm3IvLw8nnrqqUrPXVRUVKGXLjs7u4qvTuhSWFgYK1euZOPGjRUWHLi5vOvN4CrLuz6Y0mIt1yOziLtSHlpTYrK5vQLeXC+bxtfP0TjpAo2zIjDQlv//0WvYEH1rawysrP70txUGVtblf1tbo2914+/GjdHcWOFKURSUMgVtqYK2tAxtaRllWgVtSRlabRllN7aXacvQlihotTeOubE9J72QsJNJZCblE34ui3CMMLMaRPtJ42jbqREN4q6Qf+o0+X+cpvD8BbRpaeQcPkzO4cMAaExNMenyxK3e2ieeeGx1tS1atODrr79m0qRJTJ8+nVOnTvHWW2+xbt06tdRAPB5STiDEX0OVQ2x4eDhffPEFNjY2ACQlJXH+/Hm+/fZbFEVh1apVBAQEVOmcV69erTBS/ObXN0PshAkTWLx4MRs3bqRp06Z3DbGLFy9mwYIFVX1JQoe0Wi379u3Dx8eHwzeCCMjyrg9Dqy0jJSZHLQ9IvJqNtrTiHJlmplqsCmIwu/IrjVMv0aCkvDdW39oas1dexMxjEKY9e6L3kL3bGo0Gjb4GPX0wNHq4pVvdhjqSFJXN5YDrRJxKJie9kFMHojl1AJo7W+Di7oXzm3/HQL+MwosXyT99moJTp8k/c4ay7GzyAwLJDyi/i4O+PsYdOmDao8eN2truGDRp8lDtelA9e/YkMDCQ//3vf8yZM4fz58/Tr18/JkyYwOeff67+7hSPRqm2jKhUKScQ4q+gyrMTGBoa4u7uftfbY+fPnyc1NfX+F9Zo8PPz46mnnuLTTz9l7dq1REVFVdi/ZcsWxo4d+8Btq6wn1sHBQWYnqIWSk5NZt24dX3/9NbGxsUD5v/mwYcPw9vbmueeeQ0+vymtx/KUoZQppCbnlPa2hGSSEZ1JSWPGmvamZATbG2VjE/0HDM4cwLkhT9xna22Pm4YHZsx6YdO1Kbn4+oaGhFBYWYmVlhbW1NVZWVjqdiqy0WEvUuVSuBFzn2uV0tSfZwFCP1t2a4uLeHLv2lujpaVDKyiiKiKDg9GnyT/9B/h+nKU24fsc5Gzg6YtrTDfPhL2Daq+cj7dVPTU1lzpw5/O9//wPK5yf+5JNPmDZtGvr6Dxfyxb1Fp+bx9DI/9bHMTvDwZHaC2ik5OZlDhw6hp6fH6dOnWbJkyV0zWXBwMB07dqxTZXePdHaC8ePHs2HDhrvu//jjjykrK6tSADEzM6t0u4WFRZXaZmRkhJGRET4+Pvj4+KDV3rUKT+jAzSmKfHx8+OGHHyguLgbKB8lMmjSJadOmqYP5xJ0URSErpUAtD4gPy6Awt6TCMUYNDWjewhCrgmganT+Cvt8J/hzRjFxc1OBq1K4dWVlZnLt8mcubNqkfJm5nYWGBtbX1HX8sLCweeRAzaKBP2562tO1pS25GEWEnE7kScJ2MxHzCTiYRdjKJRpZGtO/dDBf35jRu1w7jdu2wHDMGgJKEBDXQFpz+g6LwcIqjoymOjibzhx0YtmpJ41GjaPzyy49k5oMmTZqwdu1aJk2ahLe3N3/88QczZsxQSwz69OlT49f8q5NSAqErQUFBNG/eHDs7OxITE7l27doj+T9+9OhRMjMzmTFjBoGBgfj6+vL8889Xeuz69etZuXJljbehtnjoeWIBzpw5Q0JCAs8//3yV38z+3BN78OBBpkyZwrVr1wAoLS3F0NCQy5cv4+Li8rDNk3lia4n8/Hy2bduGj48PZ86cUbf36tULb29vXn31Vfkkfxd5mUVqeUDclQxyM4oq7Dcw0qeFswW2ZgVYxJ9B/9e9lERH3zpAo8GkR3fMBnlg5jGIBg4OpKenExISwuXLl4mPj69wPjs7OywtLUlPTyctLa3CnY3b6enpYWlpWWnANTMze2Q9nIqikBydw5WA64SfSqIo/9bcwM1am+Pi3hznHjYYmd7Zg6zNyiL/zBlyjx4je9++W1N+GRhg9szTNB41iob9+qk1vjVJq9WyevVqPvzwQzIzMwGYNGkSixcvpqkOpw6rb74+fpXPDl5RH0tP7MOTntiq+dvf/qYOfHdzc2PLli20a9cOKO8R3bJlC926dePEiRPMmTOnRjptXn31VT7//HMcHR3v2JeQkMC6dev417/+9cDnW7VqFd9//z1+fn6MGDECIyMjMjMzMTMz45NPPqFt27YArFmzhh9++AFfX19effVVrKysUBSF1NRUDhw4wH//+18KCwv57rvv+O2333j++edp3749y5cvv28bHuliB926dVPn4Bw9ejSenp6Ym5vzxRdfVOU0FUJsSUkJ7du358SJEzRv3pzg4GDeeustfv/99yqd83YSYnUrIiKCVatWsWHDBjIyMoDyZT1Hjx6Nt7c3bm5uOm5h7VOYV0J82I2e1tAMMhIrzquqp6+hWWsL7NqaY629jvG5Y+QfPUJpcrJ6jMbQENO+7uU9rgMHYmBtTXJyMpcvXyYkJISkpKQK52zZsiWurq506NChwt0PRVHIy8tTA+2f/6Snp1dYWOJ2hoaGajnC7QG3Jm9rlZZoiT6fxpWA68ReSlPLDfQN9GjdtQku7s2x72CFnt6dgbosL4/sn38m84cdFJw9q243aNaMxq+8QuORr2B4Y7BpTUpOTua9995j48aNAFhaWvLpp58yefJkKTGoAbN+OMcPp+PQ00CZrNhVLRJiq+ajjz5i8uTJKIqCvb29ur2oqIj27dsTFBSEra0tAQEBzJkzBz8/v2pdb//+/eTn5+Pp6Vnp/qVLlzJy5Ehat25dpfMeP36cp59+mqioKDUcL1u2jI8//piIiAj1Q3dlxwH88ssv/PrrryxatEg9Jjo6utKJASrzSMsJhg0bxqJFi3jxxRd55513mDdvXpUGUy1fvpygoCAAZs+eTZcuXVizZg179+5l7ty5WFlZkZmZyf79+6vaNJWUE+iOVqvlwIED+Pj48Msvv6jbW7duzZtvvskbb7yBtbW1DltYu5QUaUmIyFRDa8q1HPjzx0oN2LQ0w97FkhaOppglXKTg+Hfkbj9OcXY2xTcO02vYkEZPDcDMw4OGAwag17AhiYmJnDl3jpCQkAp16hqNBkdHR1xdXXFxcblrOY9Go6FRo0Y0atSIli1bVthXVlZGdnZ2hVB78+uMjAxKSkpITEwkMTHxjvOamJiogfb2kFvVRVMMDPVx7mGDcw8b8rKKCAtK4krgddIT8gg/lUz4qWQaWjSgfZ9mtO/THKvmt2Yq0GvYkMYjR9J45EiKwsPJ3LGDrD0/UpqYSOrKlaSuWkXDvn1p7OmJ2cBn0NTQgi42NjZs2LCB//u//8Pb25tz587x5ptvqiUGPXv2rJHr/FVFpJSXE7S0MiU67f6LawhRk+wq+eDr7++Pubk5tra2QPldyMDAQJKSktRtVRUcHIytrS1ubm6EhITg6nrnB7XIyMgqB9g/+/PdtK5du5KdnU1AQAAvvvhipcedPXuWpKQknn32Wfbs2fPQ162KKofYxo0bU1hYyIkTJ3jrrbeAqk1l9fbbbwOwbdu2Cts7duzIunXrqtqcSnl7e+Pt7a1+ihSPXmpqqjpQK/rG7WyNRsOQIUPw9vbm+eefl4FagLa0jKSoLHUwVlJUNmXaijdDLJs3xL69JfYultjaQEngb+Qc3kjeiRPk/+n2vr61NWYDB2L2rAemffqgMTQkPj6ewN9/5/Lly2rvN5Tf+m/Tpg0dOnSgffv2NKzmtFN6eno0btyYxo0b06ZNm4qvUaslIyPjjp7btLQ0srOzKSgoIC4ujri4uDvOa2FhQe/evendu3eVeyUbWhjR7bmWdH3WgZTYHK4EJBIWnEheVjF//BLLH7/EYuNoTgf3Zji72WLc8Fa5gVHbttjOmUPTmTPJ9fUl44cfyA8IJO/ECfJOnEDfygqLl1+m8aiRGFXjTeHPnnzySU6dOsWqVauYO3cup06donfv3kyePJlPP/1UPuw9BEVR1JrYNk0bSYh9jBRFoaSk5P4HPgKGhoYPXL6kKArLly/nww8/JCYmRu1VnDBhApMmTWLAgAGkp6ezdOlS7nWj2sTERJ0y9Ka8vDw2bNiAkZERvr6+zJo1iw4dOhAdHY2VlZV6nL6+PmZmZly6dAkjIyPWrVuHv78/c+bM4ezZs+Tm5hIXF8fo0aMJDQ0lNDQUa2trZs6cCUBAQABTp07FxsaG4uJiVq1adUf7Tp06VendzoMHD6qlm8XFxcyYMeO+37OysjJ+/vlnnnvuOZ577rm7Hufr60vTpk3R09Pj008/ve95a0KVQ6xWq6Vt27Z0794dZ2dnXn75ZZmP9S/s5MmT+Pj4VFhL3srKiokTJzJt2rQ7As5fUVF+CTEX04g6l0rMpbQ7ZhAwszLG3qU8tNq1t6RBXho5vkfI+bcvsadPw5/uKBg6OJSXCXgMwqRrVxSNhmvXrvHrkSNcvny5wv9FAwMDnJ2dcXV1pV27do/tlp++vj5NmjShSSVTWRUXF9+1PCE/P5+srCwOHTrEH3/8wZAhQx7q50ej0WDTyhybVuY8OdKZ6AupXAlMJOZiGsnR2SRHZ/PbDxF0etqOHs+3wqTRrR5WvQYNMB86FPOhQym+do3MHTvJ2rWL0pQU0tevJ339ekx69KCx5yjMBw9Gz8SkWt8rAwMD/v73v+Pp6cns2bP59ttvWbNmDTt27OCzzz5j0qRJ8uGvClJyisgpLEVPA05NHs/8wKJcSUnJYwsut/vggw8e+C6ORqNh8ODBrFmzRg2waWlpHD16lK+//hoofw9bvHhxldsxatQoevfuDZTfcRkxYoR6J+z237/GxsZkZmayc+dOvL29Wbt2LWFhYUybNo38/HwsLS3x8vJiwoQJhISE4OXlpYZYd3d3zp8/f8+2fP/998ydO7fCtpycHDUoX7x4kVmzZt0zxC5fvhxTU1P279+Pk5MTP//8c6UfFmbOnImhoSE//vijGqgtLS3v/w2rAVUOse+99x5TpkzB0tKSkpISvvrqq1o38byUEzxaBQUFfPfdd6xcuZJTp06p23v06IG3tzejR4/GpJpv7nVdTnoh0edTiTybQkJYJmVltz7Rm5gZYt++PLDau1hhZm1EydWr5BzZQ/ISXwovXapwrttnFCgrKyMmJoaQgwe5cuUKubm3RmM3aNCAtm3b4urqirOzM0ZGRg/cZkVRSIqMICctBUNjExoYm9DA2JgGJqYYGhvTwMQEfYPqTbfVoEEDmjVrVulyrPn5+Vy+fJkjR46QmprKt99+S4cOHRg8eDCNGzd+qOvpG+rRprsNbbrbkJ9drM5ukBafxznfa4T8lkC3Z1vSZZADDYwr/jps4OCAzT/fpunfZ5Dr70/mDzvIPX6cgtOnKTh9mqRFn2D+wnAsPT0xruRWXlU0a9aMb775Ri0xuHjxIlOmTGHjxo2sXr2aTp06Vev8fxV/LiVoYCDhX1Tu2LFjFZauX7RoEfPmzav2+1aPHj3Ur52dnQkNDeX8+fNYWFjc0aubm5tLkyZNGDRoEJmZmWRnZ/P6668DcO7cOdzc3HB3dwfKe1UrKxe4m5KSEoqKiu6oYzYwMCAjI4Pu3bszdOhQduzYcc/zvP3227Rq1Yq33noLFxcXfHx8Kg29X3zxBa1atWL79u0UFpYvvfjjjz/edcYEgJ07dzJy5MgHfk1380Ah9tixY0RFRREdHc3MmTOxtLTkhx9+YP/+/Wg0Gjp06MDs2bOr3ZiaIuUEj0ZkZCSrVq1i/fr1pKenA+XTmnl5eeHt7U2vXr103ELdURSFtPg8os6lEHUulZTYnAr7LZs3xKlLE1p3aYpNKzNAofD8eXI2bSP1sC/FMTG3Dr45o4CHB2YeHjSwt6e0tJTIyEgu//QTV65coaCgQD3cyMgIFxcXOnToQJs2bao8r2teZgYhvx7j4rHDpMdfu+exevoGNDAxKQ+1N4KuocmNsGtsUh5+TUwqfH0zADcw+tOxN4KxoZGx+iHY1NSUHj164Orqip+fHydPnuTy5cuEh4fTv39/+vbtW605a03NG9DVozywXgtJJ2DPVVKv5XJybxQX/OJwG+pEx/4t0L8t/GgMDMrLNgYOpCQpiazdu8ncsZOSuDgyt31H5rbvMHZ1Le+dHT4c/bvUGD+IAQMG8Mcff+Dj48O//vUvfv/9d7p168Z7773H3LlzZQDNfdxcbtbZppGOW/LXY2hoyAcffKCza1eFn58fXl5eAOzbt4+8vDwmT56s7k9LS2PZsmVVKicIDAzEw8ND7XXNySl/D2jQoAEuLi6sXbtWPbaoqIicnBxatWqFhYUFe/fuZdCgQep+X1/fCo+3bt3KxIkTycjIeKAezn379jFs2LBK2xwSEsKBAwdYtGgRDg4OTJ069b7ns7GxwcXFhZ07d96z5/bm9xRg165dvPTSS3c9dtu2bY8vxD733HOsXLmSt956Sw2Fnp6eeHp68sMPPzBmzJhaFWJFzblZC+Pj48PBgwfV/9StWrXizTffZNKkSZXeNv4rKNOWcf1qFlFnU4k6n0J2auGtnRpo3sYCpyea4tSlCY1tTVHKysg/eZLEb34h1/cIpSkptw43NKRh37408hikzihQUlJCREQEl3ftIjQ0tMJ0V6ampmpwdXJyuutE13ejLS0l6swpLvodJvKPYJSy8pW9DAwb0LSVEyXFRRQXFFBSWEBxYQHaG7VuZdpSCnNzKMzNudfpH5xGg6HRjZBrbIyJmQU9XxzJkCFD6NatGwcPHiQmJoZjx45x9uxZBg8eTPv27at190ej0dCyozUOHayI+COZoB8jyUop4NftYZw7EkuvF1rTrqctmkpmNDC0taXJtGlYT5lCfmAgmTt2kHPYl8KQEBIXLCTp86U0mToV64lvPPRAMENDQ95++21GjhzJ3//+d3788Uc++eQTtm/fzurVqyv0IImK/lwPKx4vjUZT5YGZuqAoCv7+/uoS50lJSaxevbrCMdbW1lUuJ7C3t2f27NnqB80TJ07Qt29ftZwrOTmZuLg47O3tOX78OD179lRH698eWn19fVm4cCEAGRkZBAQEsGfPHlasWMG7775737YcPnyYFStWVNgWExODm5sb8fHxeHp6Eh0dXekgtLtp1qwZx44dQ6vVEhoaSocOHe567O+//37H9I1/tm/fPlL+9P5XHQ80xdaLL77ITz/9xIULF9T5DQH69+8PQJ8+fQgMDKyRBtWEP5cThIWFyRRbDyEtLY3169ezatWqCiupPf/880yfPp2hQ4f+JacDKinSci0knchzKURfSKUo79Y0U/qGejh0sMKpSxMcOzfB1Lz8F3rxtWvlvXd79lRYQap8RoGnMHvWg4b9B6DfqCFFRUWEh4cTEhJCeHh4hYESjRo1okOHDri6utKyZcuH+v6nXovhop8vl389Rn5Wprq9uXN7Oj7tgcuTAzAyvbOWUFtaSklhIcWFBTf+zi//+09Bt/i2x+X789XnFRcWUlKQX/53YSGKUnbHdW56YtDzPP36/2FgZMTFixc5dOiQ2rPh7OzM888/X2MfnrTaMi6fuE7wvijys28swGHXiD4vt6ZVJ+v7BubSjAyyfvyRzB92UHz1KlA+UKzZwgWYdutW7fbt3r2bGTNmkJCQAJQPQFm2bNlf9sPjvYz7XyAnItL4fNQTRKfmsdLvKm886cj8Fzrquml1Un2cYissLIwhQ4Ywe/ZsBg4cqM57WhOOHTvG6dOn1eyxePFidZlpX19fdu7cSZ8+fTh+/Dhz585VZw7o168fP/zwA82bN0dRFDp27MjZs2dp0KABBQUFvPTSS7z66qv069fvvnPnp6am8p///IePP/64wvbc3FxWrFiBnZ0dOTk5GBgYMGXKlDuef3MxouPHjzNs2DDGjRvHmDFjiIyMZNKkSbi6umJkZESbNm3U41566SUsLS1RFIXo6GhOnDjBxIkTeeKJJyoc07hxYxISEjh8+DBjxoxh69atlb6GGp8n9s0332TVqlX88ssv7Nu3j6+//ppPP/2UWbNmAfDGG2/ccxUvXZF5Yqvu1KlT+Pj48N1336m1LY0bN2bixIm8+eabODs767iFj19+djHRF1KJOpfKtcvpaEtuhS/jhoY4drbGqWtTHDpYYWhUHizL8vLIPnSYrF27yA8OVo/XMzPD/PnBmD37LKZ9+qB345dUWFgYISEhREREVKjltrCwUIOrvb39Qw3yKczLJfR3fy76+ZIYEaZuN7VojOuAgXR62gNr+5b3OEPNUxSFUrW392bILeDqqSBO7dsNioJlC3uG/WMWtk5tKCoq4tdff+X3339XVwTs27cv/fv3r1Ld772UFGk5f+waf/wSS3FB+YeT5s4WuL/chubOjR/oNWXv3UvS4s/QZmSARoPlmNE0/ec/q1ViAJCVlcUHH3zAqlWrUBSFJk2a8OWXXzJu3LhaNyZBl/p8eoTE7EJ2Te/L72dDKA5aD91f452RT+u6aXVSfQyx9d1XX32Fh4dHlWpoa5saD7HTp0+vsGzZzTKCmyZNmlRj02PVJAmxD6awsJDt27ezcuVKTp48qW7v1q0b3t7ejBkzpk6tu1wTMpPyy3tbz6VyPTKrwtyt5k2McepSXibQvI0FevrlwVJRFApOnyZz125yfv751mpQGg0N+/bF4pURmA0ahJ6xMXl5eVy5coXLly8TGRlJWdmtYGxlZaUuPtCiRYuHCilKWRmxl85z8dhhIk4GUFpS3sOop6+PU7eedHrmWZy69kC/imUIj0PsxXMcXPEFuRnp6Okb0G/M67gNexmNnh6pqan8/PPPREREAOVLVj/33HN06tSpxsJcYV4JZw7FcO5onPqBxfGJJvR5qTXWdve/TV2akUHyks/JujFPooGNDc3m/QszD49qty0gIIApU6Zw8eJFAJ599llWrVols4AAOYUldP7oEADn5j/HlW/+Se/r3/Jrs9fpP+2/Om5d3SQhtu6ZOnXqHeURdU2NL3Zw+8o8t0+Orqu54UT1REdHs2rVKtatW0daWhpQXoTu6emJt7c3ffr0+cv08ihlCkkx2eX1redS7lgpq2lLs/KBWV2bYtWiYYXvS8n16+W3k3fvpiQmVt1u2KoljUeMwOKll9C3tSUlJYXLZ88SGhpKdHR0hUEDTZs2xdXVFVdXV2xsbB76+56VnMSl475cOn6E7JRbq3hZ27ek09MedOj/DA0bP56pTx5Wy05deH3pCg6t/i8RwQH4b15P9Lk/GDL9nzRp0oRx48YRGhrKzz//rE5Rc+rUKYYOHfrQE4f/mXFDQ9xHONP5aQeCD0Rx+cR1os+nEn0hlfa9mtHrBSfMm9x9FLOBpSUtPluMxUsvcv2jjyiJiSVuxt8xe9YD27lzMaxGG93d3Tl9+jRffPEFCxYs4PDhw3Tq1ImPPvqId955p1oD3+q6qyl5ADQ1M8LCxBDb/FAADMvuvnSyEPVJZGQk3WqghKkueaCeWD09vQpvqoqi3PEmW5ums5Ka2LsrKyvj0KFD+Pj4sH//fjVItWzZkmnTpjFp0iS1hqe+05aUEReaUT6jwPlU8rOK1X16ehrs2jfGqUtTHJ9ogplVxU+DZYWF5PgeIWv3bvJ+/52b653qmZpiNuR5LEaMINfBgejoaKKjo4mJiSE/v2Iwbt68uVoqUJ36xpLiIiKCfuei32FiL96aO7CBiSkd+j1Fx6c9aNamXZ37QKIoCheO/sKxTWspLSrCuJEZz037B217lk87U1JSwu+//86vv/5KaWkpGo2GXr168fTTT9foFG+ZSfkE/RRJxOnyDwV6+ho6DbCjxxBHte75bsoKC0ld9TVp69ZBaSl6DRvS9J1/Yjl6NJpq1pRHREQwbdo0jhw5AsATTzzBmjVr1Hkq/2p2no5j5g/ncG9tzbYpfcj7xJGGJRkE2njRZ/oaXTevTpKeWKELNV5O4O7uzptvvlnpPkVRWLFiBcF/qvurLaSc4Jb09HQ2btzIqlWr1FuxUH470tvbm+HDh/8lBmrdXHgg8mwqsZfSKCn600ICxvq06mSNU5cmtOpojZFpxV4tRVEovHCBzF27yN5/gLKcWyP0TXr2pGzoUFIc7IlJSCA6OvqO0GpoaEjLli3VlbOqMxm0oigkXg3j4rHDhP7+K0X5eeq+lp260OmZZ3Hu5Y5hg5qpF9Wl9IQ49n+1lOSo8kFTNwd9Gd745ZaZmckvv/zC5cuXgfKZGzw8POjatWuNLhSQHJNN4J6rXLtcvhKagZE+XT0c6ObRkgYm976pVRgaRuK8eRScOweASZcuNFu4EOP27arVJkVR+Pbbb3nnnXdIS0tDo9Hg7e3NJ5988pf7nbfk5yus8rvKa31a8bGHDSwrH7AjIfbhSYgVulDjIXbhwoXMmzfvoffrioRY1Dknt23bps4tamFhwd/+9jemT59Ou3bVexOtC3LSC4k6V14mcPvCAw0tGuDYpSmtuzTBrp0l+oZ3hp7SlBSyfvqJzN27KY4oD1IKkN+mNTlPPU2yrQ2xycnk5eVVeJ6hoSEODg44OTnh6OhIixYtqv1BIS8zg8u/HuOiny9pcbdKF8yb2tDxKQ86PjUIC5vq31KvbbSlJZzYvpngvbvuGPR109WrVzl48CCpqalA+RrmQ4cOrdI0Mg/i2pV0AndfJTmm/EOMcSND3IY40nFACwwM7/7vq2i1ZGzfTsoX/6YsLw8MDLCeNIkmb05Dr5ohIDU1lZkzZ/LNN98A5a99xYoVvPzyy9U6b10y+ZtTHA5J4qMXXPlbsyj4dgQgIbY6JMQKXajREKsoCsOHD2f//v13PebmFFy1zV81xBYVFfHDDz/g4+NTYeqzLl264O3tzdixY2nYsP4uyXi/hQesWjTE6YkmOHVtik1Ls0rnA1WKi8nx8yNr125yf/0VRasl16wRyS1akNG5M4mmpuQVF1d4joGBwR2htarzt1bm1pyuvkSdCabsRumOgWED2vbuS6dnnsXBtTOav8DypPca9AXl9fsnT57Ez8+P4hv/Pt26dcPDw6NGf+YVRSHyTAqBP0aSmVTe497Iyohew1vj0qdZpT9TN5UkJZG0aBE5h32B8trp5h99RMMbq/NUh6+vL9OmTePqjam+RowYgY+PD82bN6/2uWu7gcv8iEzNY/Ok3vRL+Q4OfQhIiK0OCbFCF2q8J9bU1JSUlJRK3wQWL17MvHnzatXgrr9qTWxMTAyrV6/mf//7nzqRsKGhIaNGjcLb25u+ffvWubrIB1WmLeN6RBaRN4JrTtqthQc0GmjWxkKdUaCxzd1nWii8fJnMXbvJ2ruXrNJSkm1sSLaxIdWuBfm3DZrR19evEFrt7OxqJLTe9LBzutZ3BTnZ6qAvKC+feN77n5hZ3aorzsnJ4fDhw+r64sbGxjzzzDO4ubnVaNlMmbaMK4GJnNwbRV5m+QCiVp2s8XjDFeOG9x5klX34MEkfL6I0ubzW1uLll7F5bzYG1VxzvKCggI8//pilS5dSWlqKlZUVa9asqZHVcWqr4tIyOsz7GW2ZQuCcQTQ7+k84Vz4HpYTYhychVuhCjYdYGxsbRowYwcqVK9U3gJiYGF5//XV1SqY/L4NZW/wVemLLysrw9fXFx8eHffv2qVM12dvbM3XqVCZPnlwjI7Zro5IiLbEhaUSdTSX6YuULD7TuWr7wgInZ3QfglGZkkPXTXuIOHCAuO5tk2/LgWnDbtGL6+vrY29tXCK01PRq8KD+PKyf8ueh3uNbM6fq4FJQWEJERgVbRotFo0KN8QKkGjfq3nqa8x1WDhmsngrjw/W60xcU0aGhKjwnjse/WtcJzkuOT+e3Ib6Qll8++Yd3UmgHPDqCNYxsaNai5VZ1Ki7Wc94vj5N4otCVlmDcxZsi0zjSxv/f8sNrcXFL+/SUZ27aBoqBvaYntnPcxf+GFan/gvHDhAhMmTODMmTNA+SIJX331Vb38XRielMOzX/rTyMiACx89h2b1AEgs/wAjIfbhSYgVulDjITYhIYHc3FxWrVrFl19+ycaNG3nrrbdo27Yt33zzDSdPnuRvf/tbTbW/xtTnEJuZmcnGjRtZuXIl4eHh6vZBgwbh7e3NCy+8UKO9grVFfnYx0efL61uvXc5AW3rbwgNPWOPUpeLCA5VRSkuJP3yYsCNHiE1LI7lJE/Jvu9Ogp6dXIbTa29s/kimMlLIyroVc4OKxw4QH/V5hTtfW3XvS8enaO6drdRSWFnIu5RwnE08SnBjMhdQLlJaV3v+Jf2Kea8CAs01okl0+gC3UIYfgDhmUGvzp15oCTjlOdMzoiFFZ+XGxDWPJbp1NT4ee9G7eGzdbtxoJtSmxORxcfYGctEIMDPV4erwL7Xs3u+/z8s+cIXHefIpu/F9u2LcvzRZ8RAMHh2q1p7i4mI8++ojPPvsMRVFwdHTkm2++UVdbrC8OXrjOm1v+oIu9BT++2Qc+bQ7a8v9HEmIfnoRYoQs1HmJvOnPmDFOmTOHcuXPMnj2bjz76qFYHpfoYYs+dO4ePjw9btmxRR7+bm5szYcIEpk+fft8l6eqimwsPRJ1NJTGqkoUHupYPzGrW+tbCA5WeJzOT8JMniTh5kricHPJum4ZJD7Br0QInZ2c1tD7KtcDL53Q9cmNO1yR1u7V9Szo98yyu/Z/B1KLxI7v+41akLeJ8ynmCE4M5mXiS8ynnKSmrWIbUxKQJJgYmlN1YklZRFMooQ1GU8j8olCllKNx6TJlChxAj2oUbo0FDdqNSArtnk25RUuF4g1IDOqR3wCnHCQ0acgxy+L3Z7+Qa5qKv0adTk070bt6bPs370KVpFxroP9y/fWFeCYfXXyL2UjoAnZ+x58mRzugb3LtmWSkuJm39BlJXrkQpLkZjbEzTf/wDqwmvV3s6rt9++43XXnuN6OhoNBoN77//Ph999FGdWOv+Qaw4Gs6yQ2G80t2Ofz9tDCtvTTMmIfbhSYgVulDjIXbNmjXqGrvHjx9n8+bNrF27Vt2/atWqu07BpUv1JcQWFxezY8cOVq5cyYkTJ9TtnTp1wtvbm/Hjx9OoUc3dGtU1pUwhKTpbnVHg9oUHbFqZqfWtty888GdZWVlER0cTFRZGZFgY2bfVbWvKyrDV18epQwece/TAwcHhkb+p35rT1ZfYi+fU7UamDXF5cgCdnn4W2zZt60XtcrG2mAupFziZeJJTiac4m3yW4rKKg+FsTG3o1awXPZv1pGezntg3sn/o1x578RwHff5Nbnpa+aCv0a/hNnzEHQPe4uPj+W77d+Rk54ABXGl5hUvKpQrHGOsb0922O72b96Z38964WLqgr/fgQbKsTCF4XxSnDkQD0LyNBYOndKKhxf2nPCuOjub6RwvIvzEo06RbN1os/pQGjo4PfP3KZGdn89Zbb7Fx40YAunfvzubNm+nQoUO1zlsbvP3dGfacTWDW4PZ4NzkLOyep+yTEPjwJsUIXajzEDhw4kAULFqiPf/zxRxo3bsxTTz0FwEcffaROuF2b1PUQe+3aNVavXs3atWtJvjH4w8DAgJEjR+Lt7U2/fv3qRdi5qbiglEu/JnD+2DVyM26tsqOnr8GuvWX5jAJdmtDIsvIf6uzsbHVxgaioKDIyMirs15SVYZWRgZ2xCW179aTdkCEYPabwn5+VyZlf9nH2l/0U5t6aLaE+zelaoi3hYtpFtaf1XPI5CrWFFY5pYtKEns160qtZL3o164WDmUON/gwX5GRzeM0Kwk/+DlQ+6AsgNzeXbdu2ER8fj56eHv2f7U9mk0wCrwcSdD2ItMK0CsdbGFnQq1kvejfrTZ8WfWhp1vKB2h11PhXfDSEUF5Riat6AwVM60cK58X2fpygKmTt2kPzZEsry8tAYG2Pzzj+xHD++2rNQ7Ny5kylTppCeno6xsTGff/45M2bMqNO/S4b/91cuxmez+rUeDL6+Gn77t7pPQuzDkxArdKHGQ2xlK3YBaDQadfUuWbGrZiiKwtGjR/Hx8eHHH39UB2q1aNFCHahV36bLyc0o5NzROEJ+jae4sPznqIG68EBTWnayxqiSyeRzcnIqhNb09PQK+zVlZVhmZGCTnIydgSHOAwfS9KUXMajG6lhVlXE9nlP7dhNy/Kha61pf5nQtKSshJC2E4MRgghODOZN8hoLSigM8rYytKvS0Opo7PvKwVL7S1yGObVpza6WvqX+nba++FdtfUsKePXu4dKm8F/bJJ59k0KBBaDQarmZeVQNtcFIweSUV5wBu1rCZGmh7N+tNU9Omd21PZlI+B1dfID0hDz09DU96OtP56QfrcS6Jjydh7lzyA8p7ZU3d3Gj+6Sc0aFm9wX0JCQlMnDiRX375BYDnnnuODRs20KJFi2qdVxfKyhQ6zv+FghItR2Y+RZtDEyH8Fwr1G2GszZUQWw0SYh+N0tJSiouLMTW9+0w5f2U1HmIHDRrE/PnzK92nKAofffQRx44de7jWPkJ1qSc2KyuLTZs2sXLlSkJDQ9XtzzzzDNOnT+ell16qd+uip8blcvZwLOHBSeoCBJbNTOn6bEva9bK9Y+L4nJwcYmJiiIqKIjo6mrS0ir1lGkWhcXoGtslJNE1OwbaoiCbPD8ZixCsYd+r4WHuaEsIuE/zTLiJOBapL0jZzbkfPF17BuZc7elW4NV1blJaVcjntMsFJ5T2tZ5LOkF9asdTD0sgSt2ZuanBtbdFaZz186QnxHPjvUpIiy1eo6zxoMM+8Plld6QvKZ/fw8/PD398fgA4dOjBixIgKZSWlZaVcTL1I0PUgghKDOJt89o5a3jYWbejTog/uzd3pa9cXQ72K/1dLirQc+/Yy4afK76i062XL0+NdMGxw/58DRVHI3L6dpM+XouTnozExwWbWu+VL11ajV1ZRFHx8fJg1axaFhYVYWVmxevVqRo0a9dDn1IX4zAKe/OwohvoaQhY+j+F/OkN2HNfMuuKQc1ZCbDVIiH04BQUFfPTRR6SkpJCTk4OiKDg4OPDll1/y+eefs3jxYt5++201V505cwYrKytatWql45bXDlX52XqgUVmenp4MGDDgnvvFw7lw4QI+Pj5s3rxZXfGpUaNG6kAtV1dXHbewZimKQtyVDM4cjuVayK2eU7t2jen6bEtadbRWJ4rPzc2tEFpvrsT0Z03KyrCOjMImIZ4mKak00Gpp+OSTNP7b32g0cCB6Ro/vFr1SVsbVP4IJ/mknCaEh6vbW3XvS84WR2HV4vEG6urRlWq5kXCH4ejDBScH8kfQHuSW5FY6xMLLAzdZN7Wl1buysToOla1Yt7Bjz8VJOfL+F4J92cuHIL8RdvsSwv7+LbWtnoPwu08CBA7G2tuann37i8uXLZGVlMWbMGMzMyqfHMtAzoKtNV7radGVql6kUlBZwJukMgYmBBCYEciX9ClezrnI16ypbLm/BxtSGMS5j8GzniYWRBQCGRvo8O6kjtk4WnNgZQdjJJNLi8xgyrRMWTe/dG6PRaLAcPZqG/fpx/YMPyT95kqSFH5Nz6DDNFy2igf3DrUim0WiYMWMGgwYNYty4cZw5cwZPT886NxVXRHL5z2Qr64YYFmdBdhwAqaZtcMg5q8OWib+qDz74gJYtWzJ+/Hg2bdpEz549sba2BmD27NmEhIRUOH7Pnj0MHDhQQuxDqNLsBHVNbe2JLS4uZvfu3fj4+PDrr7+q211dXfH29ua1115T30DrC622jIhTyZw5HEtaXPmbjkYDbXrY0O3Zlti0Kv/3SUlJ4fTp01y9elVdsOHPbK2taZafT+M//sAq5DINbgzWatCqFRavvILFyy9h+JjnxS0tLibk12Oc3reb9ITyN1B9AwM69H8Gt+Ej6tS8rlFZUfwa9yvBicGcTjpNTknF1c7MGpipobVXs160tWxba0LrvcRePM9Bny/UQV9Peo2n5wuvVOjJjImJ4bvvvqOgoABzc3PGjh1Ls2b3nx4rszCT4KRggq4H4Rvjq9bTmhiY8GKbFxnXYRxOFk7q8fFhGfyy9iIFOSUYmRrg8YYrjp0frMRFKSsjY+s2kr/4AqWgAD1TU2zee4/Gr3pW6wPSzam4lixZQllZWZ2aimvdb1F8vC+E5zs24+sBRbBhCFi0JLDRM/SJ3yQ9sdVQlZ5YRVHUGXMeN1NT0xrrINBqtSiKgoGBAaWlpeoMTGVlZeg94J2PZ555hr/97W9MmDABKO+8KSgoUMsH3njjDRwdHZk/fz4XL17k2Wef5bvvvlPHGd3PzTLO+uqRTbFV19S2EBsfH68O1EpMTATKJ9AfMWIE3t7ePPXUU/XuB7O4oJRLvyVw/uitwVoGDfRwfbIFXQY5YN7EhNLSUq5cuUJwcDAxMTEVnm9ra4ujgwM2GRmYHz9O6Ynf1dvzeg0bYj50CBYjRmDSrdtj/94V5uZy7vAB/jj4k7qilpFpQ7o8O4RuQ16kkaXVY23PwyooLeCX6F/YFb6LM8lnKuxrZNiIHrY91J7W9pbtqzRKvzYpyM3h8Jr/Eh5UPuirXZ9+PO/9zwoD6tLT09m6dSupqanqanft27d/4GsUa4s5GHWQb0O+JTTjVlnQAPsBvOb6Gr2b9Uaj0ZCbUcTPay6QFJUNGug5zImeQx3vuVxthevExJDwwYcUnD4NlM8r2/yTRRhWs17+9qm43nvvPRYsWFCrp+Kas+sC207GMuMZZ9619IcD70K7IQTm2UiIraaqhNi8vDydzZKTm5v7wMtK7969m3379tGkSRNiY2P5+uuv2bVrFxs2bOC3337jwIEDHD58mHXr1uHh4cGCBQt45ZVXiIqKYs6cOQAcPXqUoUOHqo//bOnSpfz73//G2dmZnj178vzzz/Pmm2/SsmVLtezyzyF2ypQpbNu2jX79+tGsWTMWL15Ms2bN+O233/jf//6Hvb09Fy9eZMWKFZw8eZI333yT9u3b4+7uzubNmzl+/DjOzs41982sBSTE3lAbQqyiKPj5+eHj48OePXvUAXDNmzdnypQpTJ48GTu7h7sdWJvlZhRx/ug1Lv1psJaJeQOeeMaeTgPsMG5oSGZmJqdPn+aPP/5QSyk0Gg3t27enc+fONM/Lo2jffrIPHKAs99ZtbNPevWn8ygjMnn0WPR0UxmenJHN6/x4uHD1ESVH56PtG1k3oMfQlnhg0mAYmdaNY/3LaZXaG72R/5H61TEBfo0+f5n3o3bw3vZr1or1Vewz0au9c0FV1c9DX0fWr0JaW0rydCy/P+hem5hbqMQUFBXz//fdERUUBMHjwYPr06VOlD0mKonAq6RTfhHzD8WvHy+ezBdpZtmN8h/EMbT0UA8WQ334I5+LxeABadbbG42/3X65WvUZZGRnffkvyv79EKSpCr1EjbOe8j8Urr1TrA93tU3F169aNzZs319rSpldXB3AyKp0vvbowIm4pnN4I/d8lMDJFQmw11bcQ+8cffzBw4ECuX7+OiYkJb775JpaWlnz66acUFhbi5ubGzJkzuXjxIn/729/o3LkzAFevXsXZ2Znk5GSaNm1Keno6zZs3Z+PGjYwZM+aO69zeE7tu3To2b95caYgFcHJyYuPGjWpPbFxcHK6urly6dAkHBweWLFnCuXPn2Lp1K+vWrWPOnDnExsby+eef4+3trZYq1Bc1XhMrqi47O5tvv/2WlStXVqh/GTBgAN7e3owYMaLeDdQCSIvP5czhWMJPVj5YS09fw9WrVwkODiY8PFyd6aJRo0b06NGDLq1bo/j6kjlrNkmRkep5De3ssBgxAouXX6KBvb1OXltydCTBP+0kNOBXlBuzRjRt6YjbiyNp796/TqyolVucy4GoA+wI28Hl9MvqdvtG9oxsN5IX27yIjamNDlv4aGk0Gp4YNBjL5i34adknXA+7wra57zLi/Y+walH+YdLExITx48ezf/9+/vjjD3755RfS0tIYMmSIuuz2g1znZu91THYMWy5vYU/EHsIywpj3+zyW/7Ecr/ZevPryq9g6muO3NZSYC2n88NkphkztTBP7+4cBjZ4eVhMm0HDAAK7P+YCCs2e5/uFcsn/5heYff/zQZTXm5uZs2LCBF154gSlTpnDmzBl69OjBkiVLmDFjxgPfUn1crt6oiXVuaganb8z3a9sRIv2ACmujiEfI1NSU3Nzc+x/4iK79IL7//nvMzMxYuHAhAPn5+Wo4NzY2ZuvWrTz11FPMnz9fDbCAWlLQtGn5LCRWVlb07duX3bt3Vxpib+8bfNDfGzft27cPgJUrVwLld4hutsHAwIB27dphbGzMvHnzqnTe+qj2v+vWMZcuXcLHx4dvv/1W/Q/dsGFDXnvtNaZPn17hP0Z9oSgKcaEZnD0US+yfBmu1aNuYbs+2pFUna/IL8gkMCuD06dMV5m91cnLCzc0Nh+wccn74gaTDh+FGnavG2Bjzwc9hMeIVTHv1rPb8mA/72mLOnyF47y5iL5xVt7fs1IWeL46k1ROPv4yhqhRF4VzKOXaE7eBQzCF1GixDPUM8WnrwSrtX6NWsV52oba0pDq6dGf3xUnZ/9hGZSdfZ9q93eWnWXOxdOgLlbzovvPACTZo04dChQ5w6dYr09HQ8PT0xuW2lt/tpZd6KD3p/gHdXb3aF72Lrla0k5iWy6twq/nfhfwxrPYyXpnkRsjWb7JQCdi45xTOvudCu1/3rcQGMnJxotWUz6Rs3kfKf/5Dn/yuRw1/A9sMPsHjppYf++XzllVdwd3dn4sSJ/Pzzz7z11lvs27ePDRs21Jq7Rxl5xaTllU9d16apCSTd6DCw7Qj46axdf0UajeaBb+nriqIoNGzYkMWLF1e639zcnBYtWrB582a8vb3v2dFkbGxc5XB6LxqNhrS0NLVzp7S0lEWLFlV6jfrYAfawJMTWgJvzTfr4+HD8+HF1u4uLizpQy8LC4h5nqJu02jKuni4frJV67U+Dtbrb0NWjJTaOZly7do1du48TEhKillIYGxvTtWtXurVrh4G/P5nvziL+xq1bAOMnnqCx5yjMhwxBX0e3p7SlpYQF/Erw3l2kxJS3TaOnR3v3/rgNH6GObq/NMgsz+enqT+wK38XVrKvq9tYWrRnZdiQvtHkBS2NLHbZQt6ztHBi76At2f76QxIgwdnz8Ic97v4NL3/KZWDQaDX379sXKyoqdO3cSGRnJunXrGDduHJaWVf++WRhZ8EanNxjvOp4jMUf4NuRbzqeeZ0/EHvawh759+tP3sie5kWUcXh9CUlQ2fUc5o3+PpZRv0ujrYz1pIo2efoqEOR9QeP4819+fQ84vh2i24CMMbR6ud7158+YcOHCAVatW8e6773L48GE6d+7M119/zauvvvpQ56xJV1PKf+/YNTbBNC8OSvJA3wis2qjHaOpvxZyooqlTp/L1118THh5O27Ztyc3N5ZtvvmH69OkUFRXx/vvv8+uvv+Ll5cWHH37I559/XuH5ycnJ2NjYEB8fz2+//cbPP/9c6XVu74mtrGrzz9ssLS3Jy8sjLi6O+Ph4Ro8ezaJFi/Dz82PQoEFotVq+/PJL3n333Rr4LtQv9bIm9nEtdnD9+nXWrFnDmjVrSEhIAMp7cF566SW8vb155plnan0v3cMoLiwl5LcEzh29Rm76rcFaHZ5sQZeBDhib63H+/HlOnTpFUlKS+rwWLVrg5uZGm1IteTt3kH3wZ5Ti8l4UPVNTzF94AUuvVzHWYe1dcUE+F44e4vT+H8lJK58dwdDImM4Dn6P70Jdq/eIEZUoZwYnB7AzbiW+srzqfqbG+MYMdBzOq3Si6NO1SL38uH1ZJUSEH/vsFEcEBAPQbM4FeL42q8D1KSEhg27Zt5OTkYGpqyujRo2lZzQUHAM4mn+XbkG/xjfWlTClDo2gYlDwa58g+ADRrbcFz/9cRM6sHn4dTKS0lbf0GUv/7X5SSEvTMzbF9/30sRrxcrX/3K1eu8Nprr3Hq1CkAxo8fz4oVK3T6Af27k7G8v+sC/ds24du+ybB9PDTvAlP9CVz7j/Ka2Kav0sd77f1PJu5QH+eJPX78OMuXL6dVq1a0bNmSyZMn85///IcvvvgCPT09UlJSGD9+PN999x0eHh4sW7YMCwsLtYa1uLiYX3/9ldmzZ/PCCy/ccf65c+eycuVK2rRpw5gxY+jcuTPz5s0jIiKCRYsWoSgKn3zyCY0bN+Zf//oXr776Knv27GH9+vV06dKFuXPnYmRkxLlz51i8eDEWFha4uLjg6elJREQEs2fPJjo6Gk9PTz7//PNa3/v9MGRg1w2PYmCXoij4+/vj4+PD7t27KS0tBcpH0U+ePJmpU6dir6OazUctL7OIc0evcenXBIoLyl+3iZkhTzzjQKcBdmTlpRMcHMz58+cpvhFODQwM6Ny5M91dXWl48iSZ322nKDxcPadRhw5YenlhPnw4+o10958xNyOdMwd/4pzvQYpuDDIztWhMt+dfoMtzQzFpVLunPEvJT+HHqz+yK3wX13Kuqds7WHVgVLtRDHEaglmD2v0adKmsTIv/5vWc3v8jUL4wwqCJb1aoc87Ozmbr1q0kJiaqH1afeOKJGrl+Qm4C265sY2fYTnJKcnBM78TAiPE00JpgYKph8BudH3garpsKw8K4/sGHFF68CEDDfv1ovuAjDKtRClBSUsLChQv59NNPKSsro2XLlnzzzTcPPDVQTVu0L4T//RbFG086Mt9sL/gthq7j4OWVEmJrQH0MsQ8jJiYGR0fHSntU70er1aqrnt7MCwYGBiiKQllZWZVKEv58rvpMQuwNNR1iAwMDmTx5MhdvvCkA9OvXD29vb1555ZVaPQ1NdaTF53LWN5awk0mUact/XBrbmtLt2Za07mFNWHgop06dIjY2Vn2OtbU1bm5uuDRoQMHu3WTvP4BSUF6LqTE2xnzYUCy9vDDu3Fmn/yHT4q5xat8uLv96DO2NXzCWze1we2EErv0HYlCL/021ZVpOJJxgZ9hOjscdR6uUl2s0MmzEsNbDeKXtK7ha184R5bXVmZ/3cmzjWhSlDMcu3Rn+9vsY/WnQSHFxMTt37lRX1Xv66adrdGq8vJI89kTsYcvlLWSm5PNs2N+wySvv8S3rmsLgUd1p16TtA59PKS0lfdMmUr76b/kMBqam2Mx6l8ZeXtWqMQ8ICOC1117j6tWraDQaZs6cyaJFizB6jIuLAPxtw0n8QlP4ZEQnxkV/CJf3wuBPwd1bQmwNkBBbrjohVlSdhNgbajrERkdH07p1a3X08vTp0+nSpUsNtLT2URSF+NDylbViL1UcrNX12ZZY2Olx+o/TnDlzRp3gWk9PDxcXF3p06oTl+Qtkff89hX+amcGorTONX/XC4qUX0dfhvL2KohB/5RLBe3cRefqkur1Fe1d6vvAKbXr00skgsgeVkJvA7ojd7A7fTVL+rXKNbjbdeKXtKzzX6jlMDevGNF+10dXTQez7z+eUFhXRtKUjI97/CDPrW72gZWVl+Pr68vvv5fPNdu7cmRdffLFGB1toy7QEXA/gQPhBco6b4HK9LwAJZhFE9vwNjw5PMcRpCC0atXig8xVFRXF97r/UeWVN3dxovuhjGjg6PnQbc3Nz+ec//8n//vc/AJ544gk2b978WAev9v/8KNfSC/huSh/67POA9Eh4/Udo/bSE2BogIbZ8fvfp06fz008/8frrr7NixYp6txhRbSMh9oZHUU7w448/8tRTT9G4ceMaOV9to9WWcfWPZM4evkZKbPlqTRoNtO7WlCcG2ZNTmsypU6cI/1NJgJmZGT169KCjhQWlP/5I9t59lN2c97VBA8yeH4yllxcm3bvrtNe1rExLRHAgp37axfWIGxPRazQ4u/XG7YWR2LXvoLO23U+JtgS/OD92hu3k94Tf1XlHGxs15oU2LzCy7UjaNG5zn7OIB5UUGcHuJQvIy8ygkaUVI97/CBvH1hWOOX36NPv376esrAwHBwe8vLweyTyZBaUF7Pf1J2Ef6JcaUmCQw5G23xLXOJTuNt0Z4jSE5xyfw8r43otrqKt9/fvfKPn5aIyMaPrWW1hNeB1NNUZZ//TTT/zf//0fKSkpNGjQQF0X/lFPxVVYoqXDvJ9RFDg1250mX7UGFJh1FRo2kRBbAyTEUuG2v1arrdEZCUTlJMTeUBsWO6grigtLuXziOmePxN4arGVYPljL2d2SiJjLnD59mqysLPU5bdq0occTT9As4ipZ32+n8Nx5dV8DR0cae3lh8fJLGDzESO6aVFJcRMjxI5zat5vMxOsA6Bsa0nHAIHoMfxmrFrW3hjk6K5pd4bv48eqPpBfe6hHv3bw3I9uOZFDLQTTQr70lD3VZdkoyuz77iLS4WAyNTXjh7fdw6uZW4ZjIyEi2b99OUVERjRs3ZuzYsdg85EwA95OZnM+B1efIiC9AQeEPu0OccjiIolHQ1+jj3sKdoU5DGdhyIA0N715fXhwXT+K8f5H3e/lANuMnnqDFJ4swavvgZQq3S0pK4v/+7//U+S2feeYZNm7cWCOD3+7mUkIWw776jcamhpyZaIXmf4OgkS28GwYgIbYGSIgVuiAh9gYJsfeXl1nE+WNxXPo1nqL8W4O1Oj9th0VrhfOXzhASEkLZjcn9TUxM6Nq1K080bYrm4M9k/fgjZdnZ5SczNMT8WQ8av+qFae9eOi8+z8/O4tyhA5z5ZR8F2eXh27hhI7oOHkbXwcNp2Lh2Ti9VWFrI4ZjD7ArfxamkU+r2JiZNeNn5ZV5xfgUHcwcdtvCvozAvl73//pTYi+fR6OnhMWk6T3g8X+GYlJQUtm7dSkZGBkZGRowdO5ZWrVo9kvaUlmj57YcILvmXr/Klb1/ICZcfOJt36+fEWN+Ypx2eZqjTUPrZ9cNQ/84yB0VRyNq5k6Qln1OWkwOGhjR5cxpNJk9G85BlEYqisHbtWv75z3+qk8ivWLGC8ePHP5LfBT+dS+Af287g1sqSHb3CYe8/oM1AeG03ICG2JjxIiHV0dKzy3MlC3EtBQQHR0dESYiXE3l1aQi5nfa8RFpRYYbBWx6dtKTBK4o8zp0lJSVGPt7e3p0fXrrSMjyfnhx8oOHVa3Wdob09jr1dp/MorGNSC5e8ykxI5vX83F4/5Ulpc3qts3tSWHsNeotMzz9LAuHb+wg1ND2VX+C72Ru4lp7i8lENPo0c/u36MbDuSAfYD6tUSsHWFtrSEw2tWcOn4EQB6vjSK/qNfr1A3nZeXx/bt24mNjaVBgwa89tprODg8ug8aYcGJ+G0OpaRIW76cs5c1J/WPcSDqADHZMepx5g3MeaXtK4zrMI5mDe9cPKEkKYnEjxaQe2M5TCMXF5p/sgiTjh0fum0RERG89tprBAYGAjBq1Ci+/vrrGl8a89+Hw/jqSDhebg4sMd0MJ1eD+wwY/AkgIbYm3Os9tKSkhIiICFq0aFEv50EXupOVlUVCQgLOzs73HWsgIfYvRFEU4sMyOXMolthLaer25s4WtOppQnxWBBcuXKDkxopZhoaGdO7cmS4tWmB85ChZu3ejzcwsf5K+PmYDn6Hxq140fLJvrRgIlXg1nOC9uwgPPIGilPcc2zi1oecLr9CuTz/0amEtU15JHj9H/czO8J1cSL2gbm/RsAUj2o7gZeeXKw0f4vFSFIXAnd/x+w9bAGjn3p8h0/9ZYfaKkpIStmzZQnR0NEZGRkyYMIEWLR5s4NXDyEjM45e1F0mLzwMN9BzmRI8hrbiScZkDUQc4GHWQlILyD6IGGgOed3qeCR0n4GLlcsdry95/gKRFi8r/f+vrYz1pEk28p6P3kLMNlJaWsmTJEj766CNKS0tp1qwZ69evZ8iQIdV92SrvLX+w/8J1PhzagclX/w4xv8HLX0PX8mVAJcRW373eQxVFITY2lpKSElq0aFHrliMWdVNZWRkJCQkYGhrSsmXL+97FqRMh9vr16xw4cAAfHx/++OOPB36ehNhyZdoyrv6RwpnDsepgLTTg1MWKhm0KCI+5RFxcnHp806ZNcevWjdbp6eTv2En+jR4VAIPmzWnsOYrGI0dhaPtoav+qQlEUos6e4tRPu7gWcisEOnbpTs8XR+LQ8QmdlzXcTlEULqZe/P/27ju8yXL/4/g7SdO9WzroAlooUKBAW4YooCIgIMgGBQTc4lGOetwLF+A4eo4/1ONgiCJLQNkICih7jwJl0733znh+f6RNqWxom7T9vq6rV5Nn5U4hySfPc9/fm59P/czac2sp1puqO9iobLgz+E5GtBxBt6bdGtU0sPVF7JZNbPjf5xgNepqGt2XIC6/h6Fp1Fqq8vJwffviB+Ph4HBwceOihh/Dzq70vIfpyA38uOsmxbaa+3oGtPbhncgSOrrbmEmxzY+eyJ3WPeZ9u/t2YGDGR25reVu21oc/KIu3998lfsxYA2xYtaPrB+zh07HjT7du3bx/jx4/n+PHjADzxxBN8/PHHNVKgvd+nW4lLK2DOQ9Hc+UsXKM2Fx/8Ef1Pt3p3fPEu3pLkSYm/BtT5Dy8vLOXfunLm7mRA1Qa1W07x58+sqW1ovQmyl5s2bc+6i6UmvpbGH2MrBWoc2JVCQXQqYBmsFRzujd0vjWNxRSipqt6rVatq0aUOnZs1w2fonecuWYciqOFurUuHcsyfuY0bj3LPnLY1krikGvY7jf21h78plZCWa6tOqNRpa39aT6PuG0SSkuYVbWJ1RMRKXHcfOlJ2sOruKkzknzeuauTZjWMthDA4djJeD5btjiKuLP3qYXz95n7LiItz9/Bn28tt4+FdNIFBaWsr8+fNJSkrC0dGRSZMm0aRJk1ptU9yuVDb/eAJ9uRFHN1v6PhxBQKuqPt+xmbHMi53HhgsbzPWEW3q05KG2DzGg+YBq/WYLNm4kZdo0DBmZoNHg/cQTeD/5BCqbm+vKUlJSwquvvspnn30GQFhYGPPnz6dbt243/XwNRoU2b6yj3GBk25PhBMyJApUGXksBG9PZYwmxt+56PkONRqN5chshaoKtre11n9mvsxCbn5/P1KlTmTx5MrfffjsAR44cYebMmQQEBJCUlMS7775L8+ZXDh8SYq9PUV7FYK2tVYO17F00+ERClv48589X/Q3d3NyI6tSJVsXFlC9fQdFff0HFfwmbJk1MZ11HjEBbi5dFb0RZcRGHflvLgbW/UphjGq1v6+BA+7v70/newbh6125YuF6KonAm9wy7UnexJ3UPe1L3kF+eb15vp7HjnpB7GN5yOFG+UVZ3tlhcXVZiPMtmvE1+Rjr2Lq7c/8LrBLSumliipKSE77//npSUFJydnZk0aVKN9wn9u+wUU/eC7OQiVCroMrgFUf1CUKmr/m8lFSbxw7Ef+PnUz5ToTV9gfRx8eKDNA4wMH4mrrel90pCXR+p775O/ciUA9pEdCPjwQ2xvYcDapk2bmDhxIomJiajVal577TXeeOONm6qvez6ziN4fb8bORs2x8Wo0P42CJm1gStVVIwmxt66xfoaK+qNOQuy0adOIj49n9uzZbN68mV69emEwGAgPD2fLli0EBASwc+dOpk6dah4McDkSYq8uO7mIgxvjidudilFv+md19lXjGFpAfMYpCgqqQlRYWBidQkPx3r2H/J9/Rp+ebl7n1KMH7mNG49K7902PVK5pBVmZ7F/7K4c3rqW84uyxs4cnne4dTIc+/bF3qvn6nDdCURTiC+LZlWIKrbtTd1criQXgaONIlG8UdwTewYDmA3Czk8EQ9VlRbg7LZ75D2tlTaLRa7p3yHOHd7zCvLy4uZu7cuaSnp+Pq6sqkSZPwqOVyc7oyA1sXxnFiRyoAwW096TO5LQ7O1S/L5ZXlsfTkUn48/qO536yjjSPDWg5jfNvx5kkU8lavJvXtaRgLClA5OuL36iu4DR9+01+6cnNzefrpp/nxR1Pf4qioKObPn0+bNjdWo3njsTQe+X4vbfxdWdt5D2yaBu1GwIjvzNtIiL11je0zVNQ/ddqdQKVSmUPshg0bmDx5srkvpk6nw9bWlri4OFq1asWUKVPIzs4mOjqa559/Hrh2iC0rK6OsrMx8Pz8/n6CgoAb9AlQUheSTuRzYGM+FI6bL/woKrs30GDzTSUit6q/k6OhIp44daWM0ovzyK4VbtkDFOo2nJ+7Dh+E+ciS2tVjb8UZlxJ9n78plnNi2BaPBdBnUKzCY6EFDaX17b2wsGLKTC5PNoXVX6i7Si9OrrbfX2NPRpyNd/bsS4xdDW6+2aNXW8aVA1AxdaSmrP/+YM3tNX77veGAiMYOrQl5hYSFz584lMzMTd3d3Jk2aVCcjuY9vT2HrT3HodUbcfBy47x8dcWtyaVUOnUHHmnNrmBs7l9O5pwHQqDT0bdaXhyIeIsIrAl1yMskvvUzxHlO/Wpd77sHvnWm3VP958eLFPPHEE+Tk5GBvb8/MmTN5+umnr/sS4ldbzjBj7Qnui2zK59r/g6NL4e634I7nzNtIiL11EmKFtbNYvZ4zZ85Uu4xUefvkyZO0atWKWbNmmddlZGTw008/kZOTw3/+8x8ee+yxy9almz59OtOmTav9xlsBo8HImQMZHPwtnvQLpsFaRrUe57BC8lSJnM3LhmTTtkFBQXQOD6fpkSPkz5hBQXKK+TiOXbrgMWY0zn36oL6OTtR1QVEUEmKPsHflz5w7WFXKK7BtO2LuG07zjlEWqYaQXpzO7tTd7E7Zze7U3SQVJlVbr1VriWwSSRe/LnTx70J77/YyEUEDp7W3Z/Dzr7D5+285sHYlfy6YS3lJCbePGQ+As7MzEyZMYO7cuWRnZzNv3jwmTZpU69NWtrnNH58QF1bPOkxeegk/f7SP+56OpElw9cfVarQMCRvC4NDBbE/eztzYuexM2cnac2tZe24tHZt05P6w++n79ec4/7iE9P/8l4LffqPk4EH8p0/H+fYeN9W+UaNG0aNHDyZPnsyGDRt49tlnWbp0Kd999x0tr2PShTPphQCENnGCuFjTQt92N9UWIUT9ZbEzsR988AHffPNNtTOrKpWKH3/8kQceeOCmjt8YzsSWl+o5vr1isFaWabCW0b4I2+AcMorj0etNfWBtbW3p0KEDETY2aNespeD336FincbNDbf778d99CjsWrS44mPVNX15OXE7/mT/2l9JP3cGAJVKTcsu3YkePAz/sPA6bU92abapa0BFaD2ff77aeo1KQzvvdubQGtkkEgcb66xBK2rf3lXL2TLfdDm794RHiBp4v3ldXl4ec+bMITc3F29vbyZOnFgrU9T+XVFeGSs/P0RWYiFaOw39H29HcNur9809kX2CebHzWHduHXqlYgIUGwfuCbmHYcaOuM+YS/nZswB4TBiPz/PP33QpLkVR+PLLL3nxxRcpKirC3t6e9957j6lTp151es+hX2zjQHwuX4yOYMDKKDDq4Z/HwK1qgJ2cib11ciZWWDuLnYm90pmIW7nUZmdnh91Nvplau6K8Mo78kcjRisFaCgYM7tkYPdPJK86Ciu6uPj4+RLVtS/DJkxT993NK4+MprTiGQ+fOeIwZjUu/fjf9oVMb8jMzOPTbGo5sWk9JRb9dG1s7Inr3IXrg/bj7+ddJO/LK8tibttfcp/VUzqlq61WoaOPVxhRa/brQ2bfzVaf3FI1L9KChGHQ6/lr4PZu//xZ7Zxciet0NmN7XHnroIebMmUNmZibff/89EydOxNHRsVbb5ORmx7DnO7P2f0dIPJHD6v87zJ0TWtO625VfU609WzP9juk8F/UcK8+uZPmp5ZzPP8+vZ37lV36l+fimPLOjAwEbDpPz/XyKd+yk6ccfYR9+418yVSoVTz31FAMGDODRRx9l48aNvPDCCyxZsoTZs2fTtm3bS/ZRFIXTFWdi22hTTQHW3h1crWPwqRCi7lgsxIaFhZnPGgLm26Ghobd87FmzZjFr1iwMFX0o67PslIrBWrtMg7X0mmKMPhkU26ag05dDMWg0Gtq2bUs7JyecNvxGwZdfkVsxYYHa2Rm3IUNwHz0K+1atLPxsqiiKQuKxIxxYv4rTe3aiVPTNdfFqQmTfAbS/q2+1+pu1oUhXxL60faY+rSm7OJF9AoXqFyZaerQ0h9Yo3ygZjCWuqsv9IykpyGPf6l9Y/9V/sHNyJiy6KwAeHh7mIJuens78+fOZMGFCrU/Zaetgw6CnI9k07zin9qSxae5xinLL6Nwv5KoDtJo4NmFyu8lMipjEoYxDrDi9gnXn13GuPJl/RiXT2U3DP9ap4dQpzo0Yic9zz+H50ISb6urTrFkzNmzYwHfffcfzzz/Prl276NSpE2+//Tb/+te/sLmovFdGYRkFpXrUKggoN50RxjcCpMKHEI2OxboT6HQ6wsPD2bZtG/7+/uzZs4dnn32W7du319jj1ddLIYqikHwql4O/xXP+SBYKRsrtsjB4ZVBkzDRv5+7uTueICFokJFC29GfzJT4A+/bt8RgzGtd770Vdy2d7boSutJRjf/7BwfWryEyomh4zKKIDnfoPIjSqa63NrFWiL+Fg+kHzQKzYzFhzzcxKzVybmQdixfjF4GnvWSttEQ2XYjSy/qv/ELtlExqtluGvTCMoooN5fXp6OnPnzqW4uJiAgADGjx9/zfnBa6ZdCjuWn+HAb6a6yu17BXD76Fao1dcf/op1xWyM38iK0yvYk7oH1yKFJ9cYiTpt+hhRotoT9sl/sb2FCR4SEhJ44oknWLNmDQCdO3dmzpw5dOhg+htuP5PJA9/sIsTLkS2Rm2D759DlMRjwUbXjSHeCW1dfP0NF41EnZ2I/++wzdu3aBcCLL75IZGQkX3/9NStXruT111/H09OT3NxcVq9eXSOPV1/PxP59sJZBXUapcwo613R0xlIwmr4ItGzZkg4ennhs3kzBnLkUVPQDVjk64jZoEO6jR93S3Oe1ITc1hYMbVnN082+UFRUBYGNnR0TPu+jYdyDewc1q/DHLDeUczjhsDq2HMw6jM+qqbRPgHGAOrV38uuDjaPlZyET9plKr6fv4M5QWFXFm705WfPQuo96cjm+LMMDU5WfChAnMmzePpKQkFixYwLhx465rdppba5eK24aH4eRux19LT3FkSxJF+eXcM6ktNrbX98XRUevI4NDBDA4dTEJBAr+c/oV5TVawb1sKD200YrfvCEfuvZv4R/vRYewUQj1u/MpaUFAQq1at4ocffuDZZ59l//79REVF8dprr/Hqq6+aB3WFNXGGtMpBXVd7v6s38/kIIW5QvZqx60bVl2+RujIDx7cnc2hTAnmZJehscyl1SqHMLovKN2AnJyc6tmtHy7Q0jMuWU3ayasYnuzZt8Bg9CtdBg9DUwWCR66UYjVw4fIAD61dx9sBe8yQK7r7+dOw3kIjefWq0vqveqCc2K9bcPeBg+kFKDaXVtvFx9KGrX0Vo9e9CgHPAFY4mxK3Rl5fz8/Q3STx2FAdXN8ZM+xDPplX/35KTk5k3bx5lZWU0b96cBx544KYK/9+MU3vT2Dj3GEa9gn+YGwOe7IC90809tsFoYFfqLn7/6wc6fbGFFqmmrkH7Q1WsGxFMVIf+3B18N+28291wfdmUlBSeeuopVqxYAUD79u3p+tBr/JbhzOM9W/DKsSFQmAaPbILA6Gr7Vp2JHUm3Kd/e1HNr7OrLZ6hovCTEWlBxfjmH/0jg6JYkSkpKKHVIo8w5Bb26xLxNSEgIkb5+NNm+jaLVa1AqCv2r7O1xHTAAjzGjsW/f3qpmfCorLiJ2yyYOrl9NTkpVGarmHaPo2H8QzSNrpkSWwWggLifOXD1gX9o+ivXF1bbxtPeki18XYvxi6OrflWCXYKv6W4mGray4mMXvvEL6uTO4eDdh7Dsf4eLlbV6fkJDA/PnzKS8vJywsjDFjxlTr/1mbkuJyWPPVEcpL9Hj4OXLfMx1x8by1bg25hZkc+vdbeC3+A41eocQWFvRSs6GzCh9nP+4Kvos+wX3o7NsZG/X1PU9FUVi8eDFPP/00mZmZqNQanDsPYtbbUxm/ZwigglcSwa76F2IJsbfO2j9DhWiQIfbi7gQnT560uhdgTmoRB3+L58SuVMpUeZQ4plBun4GiMp3BsLOzo0PbtoTn5aFZ8Qulx46Z97VrGYb7qNG4DRmMxoqeE0BWYgIH1q/i2Nbf0ZWawratgyPtevehY7+B1eaXv5LzmUWsPJSMWq2ic7AHkUFuONqaPuwUReF07mlzrdY9aXsoKC+otr+rrau5a0AXvy6EuodKaBUWVZyXy8K3XiInJQnPgCBGvz2j2qDFCxcu8MMPP5jHCYwcObLOgmxWUiErPz9EUW4ZTm62DPpHR7wDb/3qSNmZMyS+/hrlBw4BcCpQzRf3qkjyNr0W3e3c6RXYiz4hfejetDt2mmtXS8nIyOAf//gHixYtAsDZyZFXuxp49t5wHF84dMn2EmJvnYRYYe0aZIitZE0vQEVRSDmdx4Hf4jl3JI1S+3RKHVPQawvN2/j5+dExKIime/ZQsnIVxoq+oypbW1z69cNjzGgcOne2qlBmNBo4u28PB9atJP5o1QeJV2AwHfsNom3PO7G1v/ro65JyA2uPprBoTwK7zl08VauCjV0WAf5JOLqeI0c5TpE+r9q+TlononyjzKE13DMctaruJ0IQ4mryM9P56c0XKczKxC+0JSPfeB9bh6oBl2fPnmXBggXo9Xratm3L8OHDr1ontSYVZJey8vND5KQUYWuv4d4nOxAYfuvT4ypGI7mLFpH+8ScYi4pQbDQcGRDOlx3SyDJUvY4dbBzo0bQHXfy70NWvK83dml/xPa6gVEfYhOnkbJmLLt1UY7yphwNvz/wPkyZNqhb+JcTeOmv6DBXiciTE1jKjUeHsgQwO/BZPckIKpY4plDqkoahNg840Gg0RbdrQprQU+5WrKD1UFQRtQ0JwHz0at6H339IUj7WhpCCfI79v4NBva8jPME23qlKpCY3uQqf+9xEU0eGqYVtRFA4n5rFobwIrDyZTUKavOIaeiFYXKNHEkqGPRdFUD62KUYtNeQuCHDvQzb8r/VtG0T7AE1sbCa7CumUlJrDw7ZcoLcgnuF0kQ19+u9q0yadOnWLhwoUYDAbat2/P0KFDr3sa1ltVWqRjzZeHSTmdh9pGRZ+JbWkZ7Vsjx9alpJA67R0KN28GwDYsjNx/jmWD8wU2xW8irTit2vbeDt7E+MYQ42+6onJxF6AdZ7IY+81OvBy1PJfzIa/P/Z3zuaaPsPDwcKZPn86QIUPILM1kzYIXCMregI3TvfSaMqdGnktjYw2foUJcTYMMsdbQncA0WCuFg5vOk1GYSKljCjrbqkDm4eFBp+bNCT58hLJff8WYXzFbgVaLS5+78Rg9GseuXa3qrCtA+vmzHFi3ihN/bUavKwfA3tmF9nf3I7LPvbj5XP2DL7uonBUHkli8N4ETqVVdAQK9ILxlLGfK1pFVmmFerlVrCXRsg4M+nJzsYM4keGIwVj9DZWejJjLQnc4hHkSFeNA52B0vZ+uZzEGISqmnT7L43dfQlZbQsuttDJr6Emp11f/nEydOsHjxYoxGI506deK+++6rsyCr1xnYOPsYZw6YXn89RoTRsU9wjRxbURQK1q4l9b33MWRng0qFx4MP0mTqs5wovcC25G3sTt3NwfSDlBnKqu3r6+hrusri3pGv1qlIyXJkYAd/PiyYysm0WL7K6saP32+hKNd05copzAmfkT44hZsmIhleFsTbj62pkefR2EiIFdauQYbYSpZ4ARbnl3NkcyIHtp4mnwRKHFJRNKayTiqVilYtWxKhKLisXUvp3n3m/bSBgbiPGoX7sKHYeHtf6fAWYdDrObV7OwfXryLpRFX/XJ9moXTqP4jwHj3R2l45NBqMCn+dzmTxngR+O5ZGucHU99fWRs2dEbY4eW9ne8ZqinSmDyEfBx8Ghw2mm383IptEYm9TNdikuFzP4cQ89l3IYf+FHPbF55BbrLvkMZt7O9E52BRqo0I8aOnjfEP1MIWoLReOHGT5jLcx6PW0u7MvfR//R7Uvq7GxsSxduhRFUejSpQv33ntvnX2ZNRoV/lp8iiObEwGIvCuI20aE1dhrR5+TQ/qHH5G3fDkANk398X/7bZx79gRMZfEOZRwyz5p3ubJ4aoMHHk4askqramYbig1krs0kc30mSrnpI80t0oUmI3wZ5NuMTx/9rUba39hIiBXWTkJsDclJLeLAxniO7DtGkV0S5XbZUPG+7+zsTMfQUJrHncSwYgWG3FzTCo0Gl7vuxH3UaJx63FYjI/ZrUlFuDoc3rePwb2spzDH1VVVrNLTschud+t9H0/A2V/1wTcguZsneBJbuSyQ5r6rUVbsAV+5sryeF9WyKX2+enz3MPYyHIh5iYPOBaDXXV+5HURTOZRaZQm18Dvsu5HAyrfCS7VzsbOgY7G4OtR2D3HGxr5tyRkL83ald21n56QwUxUjMkBH0fGBitfWHDx9m2bJlAPTu3ZvevXvXWdsUReHAhnh2LD8DQHCEJ30faYedQ80NNivcto3UN99Cl2SqXuJ63334vvrKJd2mSvQl7E05wLSNv5BcehSNQyJUDIAF8DQYaeYfRTO35oS4huBS4sKKL1ew6PtFpjrhKug2qAXbfzltdVe16gMJscLaSYi9BYqikHImj93rTnHq3DFKHFIw2lSFtWYhIbSztcVr40ZKd+w0L7fx88N95AjcR4xA61sz/c5qUsqpOA6sW0ncjr8wGkwB09HNnQ597iWyT3+cPb2uuG+pzsD62FQW701g2+ks83I3By1DIv2JCMvgj5TFbEveZl4X4xfDxIiJ3BFwR4180OQV6ziQUHWm9kB8LsXl1Se+UKkg3NfFHGqjQjwI9nSUDzpRZ478voEN//svAD0fnETM4OHV1u/evds8a9W9995L165d67R9p/els2nuMfQ6Ix5+jgx4sgPuvjU3+5+xuJiM/35O9vffg9GIpok3/tPeweWuO83bKIrC80sOsWx/Eo62GuZO7oBil4BD/C5C1r+Jm38UPLrpkmOfPHmS+x7oxcl9qQCMGzeOb7/9Fjs76WZ0IyTECmvXIENsbfeJNQ3WSmfb+kMk552mzD4DVKY/o62tHZEtwwg7fwHVL79gyKy45KVS4dyzJ+6jR+Pc8w5UdVRC53rpy8uJ2/EnB9evIvXMKfNy/5bhdOp/H6269UBjc+Uzl0eT8liyN4EVB5PJK6m6/Hd7mDfDo5uicTrMDyfmcTz7OABqlZo+wX2Y1G4S7bzb1d4TA/QGI3FpBaZQWxFsE7JLLtnO29m2WheEdgFu2GvrZoS4aJz2/PozW380DTrq+/gztL+rb7X1mzdvZnPFgKhhw4aZp16tKxnxBaz+4jBFuWXYOdrQ77F2BLWu2amYSw4fJvmVVyk/Yzrz63b//fi++goaV1c+2RDH57+fRqNW8e2EaO5sXTGj3qZ34c+PofNDMPi/lz3ui7MH8eOfB0j5PgXFqHDHHXewfPlyvLyu/CVcVCchVli7BhliK9X0C1BXbuDI1gts37qXHMMFDNoi8zofb186erjit2UrZX/+aZ6dyqZJE9xGDMdjxAi0AdY3O1RBViaHflvD4U3rKck3DTzTaLW0vq0nHfsNwi+05RX3zSvW8cuhJBbtSSA2Od+8vKmbPSOig7gv0ovdWeuYf2w+SYWmy4b2GnvuD7ufCRETCHIJqt0ndxXp+aXm7gf7LuRwNCnf3Fe3klajol2AG1EXBVsf19qf4140LlsXzGXPL0tRqdTc98+Xadn1NvM6RVFYu3Ytu3fvRq1WM3bsWFq2vPJrsjYU5ZWx9qsjpJ3LR6VWcceolrTvHVijj2EsKyPjv/8le/YcUBRsfH05Mf4Z/nHadOZ0xrD2jOly0SCzBWPg5Fq49yPo+thlj/ni7EGs1Vyg5UEtm2afIT8/n5YtW7JmzRrCwsJqtP0NlYRYYe0kxN6Abb/tZ+Ofq83lsdQqDW1ahNI2Mw3bFb+gT6sqFePUowfuo0fhcuedqOpoKsnrpSgKicePcmDdSk7v2YliNIU3Zy9vOt4zgPZ396tWjP1iRqPCjrNZLN6bwNqjqZTrKwZpadTcE+HL6OggWgeoWBi3gEVxi8gvN4VbDzsPxrYZy5jwMXjYW1e5MDB1g4hNzjOH2n0XcsksLLtku0APB3Og7RzsQWs/F2w01tWXWdQviqLw29efc+T3DWhsbBj68tuEtO9oXm80Glm2bBlHjx7FxsaGCRMmEBxcM1UDrpdeZ+CPH05wcpfpPa5dzwBuH90STQ3/3y/ef4CUV16h/MIFANaGdEXz9FSeva9j9Q0/bQ958TBxDTTrcdljVYbYPuV+PNz9UwYNGsSFCxfw8vJixYoV3H777TXa9oZIQqywdhJib0BRYREff/wJTg4udPb3JnjXLnR//AEVIVDj6Yn78GG4jxyJbR1/yFwPXWkpx7dt5sC6VWTGnzcvD2rbno79BxEW3Q31FQqsJ+eWsHRfIkv2JVS7FN/az4VR0UEM7RRAnj6Zecfm8evpXyk3mspvBbkEMTFiIoNDB1erMmDtFEUhMafkolCbw4nUfIx/e7U42mqIDKwaMNYp2B13R1vLNPo6KIpCqc5IQamO/FJ9td8FFb9d7bVEN/MgtImz9BGuI0ajgVWfzeTUru1o7R0Y9cb7+IW1Mq/X6/UsXLiQ06dPY29vz6RJk/Ct4/705gFfK86AAgHh7vR/tD32zjX7Jf3QqVQ2/PNNBp3+EwCbpk1p+sH7OHXrZtqgNA9mVLy/vnQeHC7/pfjiEPvpo7+RmprK4MGD2bNnD7a2tsyZM4cHHnigRtve0EiIFdZOQuwN0Gdlcfann1AtW44+Odm83LFLFzzGjMa5Tx/UttYXYHLTUjm4YTVH/9hAWcUsYDZ2drS940469htEk+Bml92vTG9g47F0Fu1N4M9TGZU9JHCxs2Fwx6aMjgmifYAbhzIOMefoHP5I+AMF00YdvDswsd1E7gq6C426YfQrLSzTcygh1xxq98fnUFCqv2S7MB9ncxeEziEehDZxqrEwWKozkG8OnNXDZ37JxaH0onVlVesKSvXo/57Er8DDUUtUiCcxzTyIbuZJ+wA3mVSiFul1OpbPeJv4o4ewd3FlzNsz8Qqs6nJTXl7O/PnzSUhIwNnZmYcffhgPC0yCcu5QBr/NPoauzICrtz0Dn4rEs6lTjRz7QlYRw77YTlZROQ/aZzHxr/noE03lvjweeACfF55HnXEI5vQH10B4LvaKx/p7iAUoLi5m3LhxLK8o8fXOO+/w+uuvy5e1K5AQK6xdgwyxtTWwq2jnLuInTgRA7eaG+/334z56FHYtWtzysWuaYjRy4chBDqxbydkDe819dN18/ejYdyDtet+DvfPl50iPSy1g0Z4Elh9IJOeiGqzdWngyOiaI/hH+2GlV/JHwB3OPzuVgxkHzNr0DezOx3UQ6+1jX9Li1wWhUOJ1RWBVqL+RwNrPoku3cHbXmAWOdgz3wc7OvFjoLSvWXBNPLB1X9Jf12b5ZaBc52NrjYa3Gxt8G14reLvQ2p+aUcTMilVFf9sexs1HQMciemmSfRzUwB3VXKlNWo8pJilrz7GqlnTuHs5c3YaR/i2sTHvL6kpIQ5c+aQnp6Oh4cHDz/8MM5XeB3XpqykQlZ/cZiCrFK09hr6PhxBs/a3Vt86u6ic4V9u51xmERFNXVn0eHcc9WWkffQRuQsXAaANDqbp+O44nvkUWvaDBxdf8XiXC7Fg6p7x0ksv8fHHHwMwYcIEvvnmG2yt8ASEpUmIFdauQYbYSjX9AlQUheR/vYjzHbfj0q8fanvruzxeVlxM7JZNHFy/ipyUJPPyZpGd6dT/Ppp3jLpsPdr8Uh0rDyWzeE8ChxKrZhbzdbVjRFQgI6OCaObtRJmhjF/P/Mr3sd9zPv88YJpV677Q+3io7UO0cLe+QF+XsovKzaW99l3I4VBCLmX6mgmelVQVAfTi4HlpGK1ad/EyVwfTbydbzVW/ZJTrjcQm57H3fA57zmez90IO2UXll7SjtZ+r+UxtTDMP/N0cavS5NkYlBfksfOslspMS8GgayJhpM6v1Uc/Pz2f27Nnk5ubi6+vLxIkTcXCo+797SUE5674+SvKpXFDBbUPD6HhP0E19eS0pN/DAtzs5EJ9LgLsDy5+6rdogysJt20h5/Q30KSmgAo+wQpo8Oh7N4A+ueMwrhdhK//vf/5gyZQoGg4FevXqxYsUK3N3db7jtDZmEWGHtJMQ2EFlJCRxcv4rYLb+jKzX1WbV1cCCidx869h2EZ9NLKyMoisLuc9ks2pvAmiMp5jNvNmoVfdr4MjomiDtaemOjUZNXlseiuEUsOL6ArFJT/VcXrQujwkfxYJsHaeLYpO6ebD1SrjdyPCXf3P1g/wVTF4S/B82LA6b5/hUCqpOtTZ3PPqYoCmczi9hzLps953PYeyGbC1nFl2wX4O5ATDMPYpp7EtPMk7AmMlPazSjIyuSnN/5FQVYG/mHhjHzjfbQXfWnOyspi9uzZFBUVERwczPjx49FaYACpQW9k609xHNuWAkDrbn70frA1Gu31dzsxGBWe/GEfG46l4eag5ecnuxPm43LpdgUFpM2YQd7PpkkgNC6ONHn+RdxHjkB1mb781wqxAOvXr2fkyJEUFBTw3HPP8cknn1x3uxuDxvQZKuonCbH1mNFo4Oz+vRxcv4oLhw+Yl3sGBNGp3yDa9rwTW4dLi5On5ZeaBmntTeD8RUEkzMeZ0dFBDO0cgLezqbRNUmES84/NZ9mpZZToTeHYz8mP8W3GM7zVcJy0NdMXTtQ/6fml7L1Qcab2fA6xyXmXDHxzc9ASHVJ1prZ9oBt2Ng2jj3Rty0pMYOFbL1JaWEDzjlEM+dcbaC6qL52SksLcuXMpKyujVatWjB49Gs0VBmbWJkVROPxHItuWnEJRwK+FG/0fb4eT27UnFjiZVsBnG0+y5kgqtjZqfnykKzHNrlKH1mik6NnmpO3WUpZnCu12bdrg99qrOEZHV9v0ekIswIIFC3jwwQfp1KkT+/fvv74n3Ug09M9QUf9JiK2HSgoLOPrHbxzasJq8dFPJG5VKTYuoLnTqN4jg9pGXXNLTGYz8fiKdxXsS+CMu3Rw2nGw13BfZlFExQXQKcjfvdyzrGHOPzmXDhQ0YFFNJsXCPcCa2m0i/Zv3QqqUvpKiusEzPgfgc05na89kciM+lRFd9pjRbGzWRgW7mUBsV7Imbo/xfupLkkydY8u5r6MvLaHvHnfR/6p/VugOdP3+eH374Ab1eT2RkJEOGDEFtoemr449lsf6bWMpL9Di62dL/0Xb4h7lfsp3RqPBHXDpztp3nr9OmyWBUKvi/sZ0Z2MH/6g+Scx7+E4misiWn+cdk/N8XGPNNZfxcBwzA518voPU3HeN6Q2xCQgLBwcFoNBry8vJwcpIv5pUa6meoaDgkxNYj6efPcnD9Ko7/tQV9uamGqb2zC+3v6kvkPQNw87m05M7p9EIW701g2f5EMgur+jTGNPNgZHQQA9v742RnOrujKArbk7czJ3YOu1J2mbft5t+NSe0m0d2/e4MfrCVqjs5g5FhyvvlM7d4L2dX+D0LV9L/RzTyIaeZJpyAPXB1s0GrU2NqosVGrGv3/ubP797Dio3dRjEai7xtGr3GTq62Pi4tj4cKFKIpCt27d6Nevn8X+ZjmpRaz96gg5qcWo1SpuGx5Gh7sCUalUFJbpWbo3gbnbz5uvAKlVcE9bXx7rGUpUyDUqLRj0sHQiHF8JTTvBY5vRZ2eT8Z//krt4MSgKKgcHvB97FM9Jk3h5wYiKEOvLp49uvOqhAwMDSUpKYvPmzfTq1auG/hr1X0P7DBUNT4MMsbU97WxdMuj1nN6zkwPrVpJ0oqqcTJOQ5nTqfx+te/REa1d9gFlRmZ7Vh1NYtDeBfRdyzMu9ne0YHhXAqOggQptUjWjWGXWsO7eOubFzOZlzEgCNSkO/Zv2YGDGRNl5tavlZisZAURTOZxVX9Ks1DRY7d5lqDn9nq1Gj1aiwtVGj1ajNAddWo0ZrozLdr1imNW+rMf2utlyNbcVx7LUaAj0caebtSLCnI4621jUN9N/FbtnEui8+BaDXuMlE3zes2vqDBw+yYsUKAO6++27uuOOOum6iWXmpnj/mn+D0vnQAmnbw4oi/hiUHkygoM5Wkc7G3YUxMEBO6NyPI89IuT5cwGmHFk3B4IWhs4cGl0KIqbJYeO0bq+x9Qsm8fANqAANbF6Plf60z66PyuGWJHjhzJ0qVLmT59Oi+//PJNPvOGR0KssHYNMsRWqs8vwOK8XA5vXMehjWspzDYNpFKp1bTs2oNO/QcREN622tkWRVHYH5/Doj0JrDqcQnG56TKuRq3izvAmjIoO4s7WPmgvmmGnsLyQn0/9zPxj80krNnVLcLBxYHjL4YxvO56mzk3r8BmLxiijoIx9F7LNXRBik/Ovu45tTfJxsaOZlxMhXo4083Yi2NPRdN/b0WrKiO3+ZSl/LpgLwL1PP0/bO+6stn7Hjh2sX78egEGDBhH9tz6idcloNPLrkjgSN6egUiBTbWSFUzkefo5Muq0ZwzoHmq8AXZOiwOrnYO9sUGlg9A/QesBlNlPIX7OG9A8/Ms+eeLiZisN9fXn/uT+u+hCffPIJL7zwAoMHD+aXX3654efbUNXnz1DROEiItTIpp+M4sG4VJ3f8iUFvOmvh6OZOhz796dCnPy6e1WsxZhSUsWx/Iov3JnAmo+qsVgtvJ0ZGBzG8c0C1UjUA6cXp/Hj8R5bELaFAVwCAt4M3D7Z5kJGtRuJmd/kpZ4WobYqiYDAqlBuM6PQVvw1GyvUVvw1GdAal+n290bxd5T6V6yv3LTco1e4XlOlJzC7mXGYR+ZeZsOJink62FaHWkRAvp4qzt04083LE08m2zi7dK4rClvnfsm/1L6g1Goa++CbNOkZV22bTpk38+adppquRI0cSERFRJ22rVFSmZ+WhZOZuP8+J1AIC9GoGF9nirKhQ26rp81AbWkbdwExjigK/vQHbPwdUMPxbaD/iqrsYi4vJ/OYb0r7+HzYGhQNdnHng+z1X3Wf79u306NEDHx8fUlNTG30Xlkr18TNUNC4SYq2AXqfj5I4/ObBuJalnTpmX+4eF06n/IFp2ux2bi8rn6A1GtpzMYNGeBH4/kW4+c+Wg1TCwgz+jooOIaeZxyRvxmdwzzI2dy6qzq9AbTR/czd2aMzFiIoNaDMJWI8W+ReOTW1zO+axiLmQVcSGrmPNZRcRnFXM+q5jMwrKr7utiZ0OItyMhnhVncb2cCPVxIrSJc61MP6wYjaz5v084sW0LWjt7Rr75Pv5h4VXrFYVVq1axb98+VGo1gVH3ENWhDe0D3NDUUqkzg1Fh59ksft6fyLqjqearQI62GoZ3DmRM+6acXHHeVE8W6HhPMN3vb4Facx0D0DbPhM0VtWDv+y9EPXTd7Vo8oTvtd+dypLMToxbsveq2paWluLq6otPpOHPmDC2scAIbS6gvn6Gi8bLujmANXEFWJod+W8vhTesoyTdNMKCxsSH8tp506jeo2tzpAOcyi1i8N4Gf9yWSXlD14doxyJ3RMUEM6uCPy98ufSqKwt60vcyNncvWxK3m5Z19OjMxYiK9gnqhVslUoqLxcne0paOjLR2D3C9ZV1imJ74i4F4cdC9kFZGcV0pBmZ6jSfkcTcq/ZF8vJ1tCmzibQ21oE2fCfJxp6u5w04FSpVbT/6mplBTkc+HwAZbNmEbM02+SaHTmRGoBx1PyOZFiT4TBg2bkcHb3b3zxVwIGB3duD/OmZ8sm3NHKu0YmpTidXsDP+5NYcSCJlLxS8/JmXo482DWEUTFBuDmY3o9aT3Vn54qzHPwtnoO/xZN+Pp++j0RcvQzXjllVAbbf9BsKsABKxZ/4es7S2Nvb06lTJ3bv3s3OnTslxApRT0iIrWOKopB0PJYD61dxavd2FKNpggFnTy8i7xlAh7v74ejmbt6+pNzAmiOmQVq7z2Wbl3s62TKsUwCjYoJo5XuZwuBGAxvjNzL36FyOZh0FQIWKu4PvZmK7iUQ2iazdJypEA+BsZ0Pbpq60bXrpWahSnYHEnGLOZ1acva3onnA2o4ik3BKyisrJKspm9/nsavvZ2ahp7u1EqI9zRbg1hdwWTZyuOMBMURTS8ss4nprPiZQC4oIH4nomBQpSWf3RNJb6D6XIpqo01J+qFrhqz+BpzOUu2zP8UtyWVYdTWHXYNClBSx9nerZqwh0tvena3AsH2+urL5tVWMbKQ8ksO5DE4Ytm9nO1t+G+yKYM6xxI52D3S64CaTRqegwPw7eZK79/f5zkU7ks/mDPFctwsXcOrH/VdPvO16H7U9fVvlvRvXt3du/ezY4dO3jggQdq/fGEELdOuhPUEV1ZKcf/2sLB9avIuHDOvDywbTs69RtEWEx31BWFyhVF4VBiHov2JLDyUDKFFSN61Sro1co0SOvuNr7Y2lx6BrVEX8KK0yv4PvZ7EgsTAbDT2DEkdAgTIiYQ4hpSB89WiMatuFzP2YwizmQUcia9kDMVt89mFlF+lWmIA9wdaNHEiTAfZwI9HEnMKeZESgEnUvPJKdZV29bBUMzw5BV46PModvJBf++TtA7xpbWfC618XdAoev73v/+Rk5ODX0goRU1j+PN0FocSc7n4Xd/WRk2XZp70bOVNz1ZNCPd1qRZCy/QGfj+ezs/7k9gcV9V9yUatone4D8M7B3BXG5/rnsTiamW4ADi8GJY9BijQ41noM81Ui+0GLXqoOx125XK4sxOjr9GdAGDRokWMGTOGqKgo9u699vaNgTV9hgpxORJia1leeioHN6zh6O8bKC0qBMDG1o42d/SmU79BNAlpbt42u6ic5QeSWLwngbi0AvPyYE9HRkUHMjwq8IqXAbNLs1l4YiE/nfiJ3LJcANzs3Bjbeixjwsfg5eBVe09SCHFdDEaFpJwSTmcUcCa9IuRmmEJudlH5VffVqFW08Haitb8rrf1caOPvQqBNCb9/9AZFuTkEtI5g+GvvoLWtukSflJTEd999h9FoZODAgcTExJBbXM6201lsPZnB1lMZ1boCgKlSwx0tm9C1hSeHEnJZdTiFvJKqAN0h0I1hnQK4L7IpXs7XnpXrcspL9fzxwwlO7zWV4QqL9uHOca2xPbcOFk8AxQAxj8CAj28qwMKNh9gLFy7QrFkzbGxsyMvLw9HxOkp/NXDW8BkqxNU0yBBr6TqxiqJw4chBDqxbydn9e6g87eHm40vHvgNpd2df7J1NdVoNRoU/T2WwZG8iG46lojOYtrWzUXNvOz9GxQTRrbnXFeefj8+P5/tj37Pi9ArKDKZ+sgHOAUxoO4H7w+7HUStvxELUB9lF5ZzNKOR0uinYJuaU0NTdoSKwuhLm44y99tKznennz7Lo7ZcpLykmLKYb9z33Cmp11Xbbt29nw4YNaDQaHn30Ufz8/MzrFEXhTEYhW09msvVUBjvPZlGqu/RMsZ+rPUM7BzCsUwAtL9N96WZUTle7felpjEYFdw/or30BL/UZiBwLQ76AW5h97EZDrKIoBAQEkJKSwtatWy1aa9daSIgV1q5BhthKdf0CLC8pJnbLJg6sX01OcqJ5eUiHTnTqfx/NO0WZP1wSsotZsjeBpfsSSb7oTEj7ADdGxQQxOLKpeVDE5RzOOMzc2LlsvLARpWLoQoRXBBPbTaRPcB9s1NLdWYjGIiH2MD9/8CYGvZ4Od/enz6NTzJfnFUVhwYIFnDp1Ci8vLx577DHs7C5/BrVUZ2DfhRy2nspg7/kcQjwdGR4VSLcWXrVW3SDlTB7rv9pHUQHYUEbP1rtp84/XQHNr72E3GmIBhg8fzrJly5g5cyYvvvjiLT1+QyAhVlg7STo1IDs5kQPrVnFs6ybKS0oAsHVwIKJXHzr2G4hn00DA9AGx/nASi/YksP1Mlnl/d0ct93c0zaR1uQEklYyKkT8T/2RO7Bz2pe0zL78j4A4mtZtEtG+01DcUohEKiujAgGf+xcpPZ3B40zqcPDy4beSDAKhUKu6//36++uorsrKyWLNmDUOHDr3scey1GnqEedMjzPuy62uDv91pRrs+xcayR4gv78zvJ+4gef5Jeo4NR2t3ff1sa0q3bt1YtmwZO3furNPHFULcHAmxN8loNHDuwF4OrFvFhcMHzMs9mwbSsf8gInreha2D6VL+0aQ8Fu9NYMWBJHNhdZUKbg/zZlR0EPe09b3sZcJK5YZyVp9dzdzYuZzNOwuAjdqGAc0HMDFiIi09WtbiMxVC1Aetuvagz8NPsvHbL9ix9Ccc3Tzo2Nc0s5WTkxPDhw9n3rx5HDp0iBYtWhAZaeEKJTkXYOuHcPAnHBQDgzr+wT6fIexencCJnamkxxfQ79F2ePo7XftYNaR79+6AafYzRVHkpIAQVk5C7A0qLSzk6B8bOLhhNXnppqkNUakIjepCx36DCGnfEZVKRV6xjp+2n2fRngSOpVTVkAxwd2BkdCAjogIJ9Lh6f9X88nwWxy1mwfEFZJRkAOCsdWZkq5E82OZBfJ1uYOYbUb8ZjabBLkZDxW+96bb5fsUyxWDa1ny7YjvFeNHtyuXGvx1Lb9pOowUHj+o/WsebHmAj6k7kPQMoys1hx9Kf2DT7SxxdXWnV7XYAmjVrRq9evdi8eTOrVq0iICAAb++6O+Nqlp8MWz+G/d+DsWLAWPhAVMP+R7SdC/4tvdnwXSzZyUUsmbGX3g+EE97V7+rHrCFRUVHY2NiQmppKfHw8ISFSzUUIayYh9gacP7SfXz5+H325aQCVvZMz7e7qS8e+A3Dz8cNoVNh2OovFexNYF5tqLqVjq1HTN8KX0TFB9Aj1vuIgrUqpRanMPzafpSeXUqwvBsDH0YfxbcYzvNVwXGxrZmCFuA6KAoZy0BVDeTHoSkBXZPpdXvFbV3zR+sp1xVXLq21bBPryi4Ln5ULoZcLqdZVsr0UaW1OYtXe/NOA6eICD+99+V/zYud3S4Bxx47qPeICi3BwOb1zHms8/xsHFlaCIDgD07NmT8+fPc/78eZYsWcIjjzyCVnvlvvc1qjAd/voU9nwHFYNQadEb7nwNgrqYNwsI92D0613Y8F0sSXE5bJxzjOTTudwxqiU2V7liVRMcHBzo2LEje/fuZceOHRJihbByEmJvgG+o6bJ9k+BmdOx/H21u74XWzp6k3BLmbjzFkn0JJOaUmLdv4+/K6OhA7u8UcF1TUMZlxzE3di7rzq1Dr5i6HYS5hzExYiIDmg9Aq6mjD5v6RFEqwuHNhMvLBdO/rys2hUlrplKDSgNqG1BrKm5rLrptYwqS19xGYzqWoRxKcqEkx/Rj1JmWFaaZfm6scaZge8Xw+/fg6wlugWArVTVulkql4u6Hn6QkP59Tu7ez4qP3GP32DHyatUCtVjNs2DC++uor0tLS2LBhAwMHDqzdBhVnw7b/wO6vTa8ngODb4K7XoNntl93F0dWWwc92ZM/qc+xdc55jfyaTfj6ffo+2w92ndv9vdO/e3Rxix4wZU6uPJYS4NVKd4AblpCbj7utPucHIxmPpLNqbwJ+nMszFw13sbRjSsSmjo4NpF+B6zT5ViqKwM2Unc2Pnsj15u3l5F78uTIyYyO0BtzeeflllhZC0FxJ2Q0HqtcNl5U9dUduA1skUsLQOpttah4r7lT8OYOtUtf5y22psTce6OGCa71csU6kvuv33wPm35bX5/0NRTF8KKgNtSQ6U5la/b/7JrR5+dUU3/7hOPuARAu4h4NHsotsh4Bp4yyPXGwN9eTk/f/AmiceP4uTuwZh3PsLd13RZ/tSpU/z4448AjBo1irZt29Z8A0pyTVPH7vwSyivqXgdEmc68ht513f9vE45l89ucWEoKdGjtNdw1vg1hUT7X3O9mqhMA/PTTTzzwwAN06dKFXbt2Xfd+DZFUJxDWTkLsDTqRms+iPaZBWhfPoNO9hRejY4Lo387vqoO0KumNetafX8+82Hkczz4OgFqlpm9IXyZGTCTCO6JG2mvVClIhfmfFzw5IPXJrZz01dhWh8TrCpXm909/WVWx/uX3lTPiN0ZdVhdorBt+c6sG3KLMq8FyJSmM6W3txsPVoXnXbqYn0361QWlTI4rdfJiP+PO5+/ox95yPztNYbNmxg+/bt2Nvb8/jjj+Ph4VEzD1pWALu+gu2fQ2nF1LR+7U3htVX/m/q3KcwpY8N3R0k5bTpe+zsD6TE8DM1lZi2sdLMh9ty5c7Ro0QKtVkt+fj729vY33N6GQkKssHZWH2LT0tJYtGgRmZmZFBQU8Omnn173vjX9Atx4LI1Hvq96M/RztWdEVCAjowMJ8bq+EbTFumKWnVrG/GPzSS5KBsDBxoGhYUMZ33Y8gS6Bt9xOq6QokHmyemjNOXfpdm5BENwNPFv8LVBefGbzcsHU0XRWUtR/JTmQc940ej33wkW/z0NuvKlrw9VoHcE92HQGtzLYXvzbvnF9GBdmZ/HTmy+Sn5GGb4swRr35AbYOjhgMBmbPnk1SUhKBgYFMmjQJjeYmX0O6Ujj/J8SthWMroLiihGCT1nDnq9D6vlvuG200GNn161n2r48HwK+FG/0fa4eT++Vr3t5siFUUBX9/f9LS0vjrr7/o0aPHLbW7PpMQK6yd1V+TW7JkCenp6bz33nvcfffdrFmzhgEDBlikLT3CvPFysqVLc09GxQTRs2WT6y4AnlmSyYLjC1gUt4j8clO1Ak97T/O0sO727rXYcgvQl0PKQVNYrQyuJdl/20gFvu1MobXyx62Bhnhx/Sr7xzbtdOk6oxEKU6sH24vDbn6SqYtJxgnTz2WPX9nv1hm09mDjUP231uHSZTYOFV+WHMDGvvrvv29vZQPZnD29GP7qOyx881+knT3NL598wNCX3sJGq2XEiBF89dVXJCYm8vvvv3PPPfdc/4GLMuHkeji5Fk7/Xr37iGcL6P0qtBtWY18u1Ro13YeG4RfqzsY5x0g9m8eiD/bQ75EIAlrV0FlkTH2Ku3fvzooVK9i5c2ejDrFCWLs6CbH5+flMnTqVyZMnc/vtpo78R44cYebMmQQEBJCUlMS7775L8+bNL9n3qaeeQqfToSgKubm5hIWF1UWTL8vBVsO2l++6ru4Clc7lnWNe7Dx+PfMruopyMiGuIUxoO4HBoYOxt2kgl6pKck19WRMqAmvSPtBXn5MdG3sIjIGgrhDcHYJiwN7NIs0V9ZRaDa5NTT8h3S9dry+HvISKs7YXqgfcnPOmL1KVP7VCBc4+pva5NAVXf3Dxr7h/0e86Phvs2TSAYS+/zeJ3XiX+yEHWzfo3A5/5Fx4eHgwZMoTFixezbds2mjdvfuX3WEWBjDhTaI1ba3q9X1w1w8Xf1F0g/F4IvbvW+i037+DNyFeiWfe/I2QlFfHLZwfpPjSUjn2Camz8QLdu3VixYgU7duyokeMJIWpHrXcnmDZtGvHx8cyePZvNmzfTq1cvDAYD4eHhbNmyhYCAAHbu3MnUqVOvOkvKZ599hre3N+PGjbvux7bkpZAD6QeYfXQ2mxM2m5dFNolkUsQkegf1RlPfL33nJlR1C4jfCenHuKQMlKOXKawGdzP99usANteu0iBErSkrMAXagpSq8me6EtMXLvPvYtPlcX1Jxe/LLav4rSsx3b5WF4e/s3W+NNiaf/ubArCzT9VZTEWp+DFe4+eibai4rbE1/djYc/7oEZZ/+A5Gg4FO/e/jzomPoVKpWLVqFXv37sXR0ZEnn3wSF5eKMn4Gnek1HlcRXP/eBcivA4QPgPD+4N+xTvsi68oNbP7xBCd3mSpmhHZuwl0T2mBrbwrPiybeRoedOTfcnQBg69at9OrVi6ZNm5KYmNh4Btf+jXQnENauzvrEqlQqc4jdsGEDkydPJjExEQCdToetrS1xcXG0atWKKVOmkJ2dTXR0NM8//zxLlizBz8+PmJgYdu/eTc+ePa/rMev6BWgwGticsJk5sXM4lHHIvLx3UG8mt5tMJ5/LXB6tD4wGU0g192fdCfmJl27nGVoRWivOtHqFyQAb0TgYDaawW1ZoCsgFKaauDfmVt5MrfqdAWd51HlRlqlJRGUhryPGCpqxJDAXg9sBsuoaUotM48G1Od9L0zjS3z2d8QLypnnXCrqrBWWAKw817ms62tupv8e4/iqJwdEsSfy05hdGg4OHnSP/H2+Pp72QOsUc6OzHqBkNsUVERbm5uGAwG4uPjCQoKqqVnYN0kxAprZ5E+sWfOnKlWYLvy9smTJ2nVqhWzZs0yr/v111/5xz/+QZMmTSguLmbBggVXPG5ZWRllZWXm+/n5+VfctiaV6kv59cyvfH/sey7kXwBAq9YyOHQwEyIm0MKtRZ20o8boSkzdASrPsibshrK//S1VGvCPvOhMazfTmSMhGiO1xjTI0NYJXHyBjlfetjLomoPt33+nmPr9KsZbqNZREYDhkmO0cUmm2Bc2p4XyV6InjoaTtHc/wwiS+JoHOVfqyp9n8ujFbtMOjl6mwNqqP4TeCXbWM9mKSqWife9AmgS7sO7ro+SkFrN0xl7umtDmlo7r5OREZGQk+/fvZ8eOHY02xAph7SwSYnNyci67/HKhc/DgwQwePPi6jjt9+nSmTZt2S227EbmluSyMW8hPJ34iu9TUx87F1oUx4WN4oM0DeDtYYErHm1GUWRFWK86yJh+smg6ykq2zaVad4O6mPq2B0aYPbCHEjbFzBruW4N3yytsY9BUj/JWKySwqf1RVt1H9bd3F21x0BcRoNM2Qpa/4MZQRpS+nePkKdm/czG+p4Tj0eZGwVsEMPJ3Eit0X2EwPmnUfRkibTqZ+7Fbe/cmvhRujXo1hw3dHSYrLZf03R3Gw6Y9Rteimj9m9e3f279/Pzp07GTVqVA22VghRUywSYs39rf7Gze3WBvm88sorPPfcc+b7+fn5tfINOrEgke+Pfc+K0yso0Ztm6PJ38mdC2wkMazkMR60VzzakKJB9tnp/1qxTl27n4l/VlzW4G/hESIF5IeqKxqbijG4NUKtBXVFF4SK3P/I8RXobYjdvZPXCNYx4/T06DujL2dJlHD58mJ9jS3jijg44WnmAreToasvgZzqy85ezHNgQT4nN7RyM9EXDDzd1vG7dujFr1iwZ3CWEFbNIKgkLC0Ov15vvV94ODQ29pePa2dlhZ2fHrFmzmDVrFgZDzU4Xei7vHF8c/IINFzZgVIwAtPZszcSIifRt1het2gqL4Rt0kHq4en/WovRLt2vS5qLQ2tVUT1P6swrRYKlUKvo+9g9K8vM4u38Pyz+cxphpHzJw4ECSkpLIyspi+fLljB07FrWVlQ27ErVGzW3DwvBt5sr6/+0l170ljqWXqWJxHbp3N+23f/9+ysrKsLO7fD1aIYTlWGRgl06nIzw8nG3btuHv78+ePXt49tln2b59+7UPdANqulP6saxjjF41GoDbmt7GxIiJdPPvZl0jV8sKIHFP1ZnWxL2XTs2qsYWmnatCa1AXcPS0THuFEBalKytlyXuvk3LyBM6eXox99yOKdAa+++479Ho9vXv3pnfv3pZu5g2b/cjblNj0xKHsTybPeeuG91cUBV9fXzIyMtixYwfdunWrhVZaNxnYJaxdrZ+J/eyzz8zzT7/44otERkby9ddfs3LlSl5//XU8PT3Jzc1l9erVNfaYtXUmtq1XW57t/Cx3BNxBuGd4jR77puWnXDShwA5IO1oxmvki9u4XTSjQ3VQKR9tA6tMKIW6J1s6eoS+9xcI3XyQ7KYGf33+TMe98yKBBg1ixYgWbN2+madOmtGrVytJNvUG3dn5GpVLRrVs3Vq5c2WhDrBDWzuqnnb0VDe5bpNFYMXXrRaE198Kl27kHV6/P6h1udbMICSGsS35mBj+9+S8KszLxDwtn5Bvvs37jRvbu3Yu9vT2PPfYYnp7154rN7EfeosSm102fiQXTYOFXX32VkSNHsnjx4hpuofVrcJ+hosGRkTrWTF8GyQeqT91amlt9G5W6YurWi0pduTa1SHOFEPWXq3cTRrz6DgvfeomU03Gs/HQ6g557ldTUVBITE1m0aBEPP/wwtraNZ8KSyn6xV5uIRwhhOQ0yxNZWd4JaV5JjqslaGVqT9ptK41xM6wgBUVWhNTCmzqewFEI0TF6BwQx96U2WvPs65w7u4/fvvmDkg5P5+uuvSUtLY+XKlQwbNsy6xgHUoujoaNRqNQkJCSQlJREQEGDpJgkhLtIgQ+yUKVOYMmWK+VKIVVIUyI2vXuoq4/il2zk1qV7qyq8DaKywCoIQokFo2qoN9/3zZVZ89C6xWzbh2sSXkSNHMm/ePI4cOUJgYCBdu3a1dDPrhLOzMx06dODgwYPs3LmT4cOHW7pJQoiLNMgQa5WMBtOgq/hdVaG1IPnS7bxaVh+E5dlCSl0JIepUi84x9Hn4KX775v/YsXQB/X186du3L+vXr2f9+vX4+fkREhJi6WbWie7du3Pw4EF27NghIVYIK9MgQ6xVdCcoL6qYurXiTGvCHigvqL6N2sZUKcBc6qorODexSHOFEOJiHfr0Jy89ld2/LGXD//7LsFem0a5dO44ePcqSJUt4/PHHrzhxTUPSrVs3vvzyS5n0QAgr1CBDrEW6ExRmVE3bGr8DUg6BUV99GzvXiqlbu0FQN1PfVlsrnt1LCNGo3T5mAnkZ6cRt38rKf09n+Bvvk56eTnp6OosXL+ahhx7CxqZBfoyYVQ7u2rdvH+Xl5Y1qYJsQ1q5hv/vUFkWBrDPVS11ln7l0O5emENL9oqlb21r9HORCCFFJpVbT/8mpFGZnknTiGCs/eZ/BL7zB/IWLSEhIYMOGDQwYMMDSzaxVYWFheHl5kZWVxcGDB+nSpYulmySEqCAh9kakHYM/3jcF1+LMv61UmUKquT9rN3ALkv6sQoh6zcbWliEvvM5Pb7xATkoym7/+L4MfeJglP//M7t27CQgIIDIy0tLNrDWVkx6sXr2aHTt2SIgVwoo0yAr4s2bNom3btsTExNTsgTVaOLHKFGA1dhB8G9z+HDywBF46B09th0H/hg6jTBMOSIAVQjQADi6uDHt5Gg4urqSdPc3JNcu44447AFi5ciUpKSkWbuGlanIWH6kXK4R1apAhdsqUKRw7dow9e/bU7IG9wqDfBzB5A7ySAJPXQp+3oFVfcPCo2ccSQggr4u7nz/0vvoGN1paz+/egnI8jLCwMvV7PokWLKC4utnQTa01liJXBXUJYlwYZYmuNSgXdp0BwV7Cxs3RrhBCiTjVt1YZ7//E8qFQc2rCGFs52uLu7k5uby7JlyzAajZZuYq3o1KkTABcuXGjQYV2I+kZCrBBCiOvWqmsPeo2bDMCOhd/TPaI1NjY2nD59ms2bN1u2cbXE3d0dZ2dnABITEy3cGiFEJQmxQgghbkjUwPvp2G8gKAo7533N7TFRAGzdupW4uDgLt67mqVQqgoKCAIiPj7dwa4QQlRpkiK21gV1CCCFQqVTc+dBjtOgcg15XzrEl84lsFwHAsmXLyMrKsnALa15wcDAACQkJFm6JEKJSgwyxtTawSwghBABqjYZBz76Eb4swSgryyf5rIwFNm1JWVsbChQspKyuzdBNrVOWZWAmxQliPBhlihRBC1D6tvT33v/gmLt5NyE1JwiHpNM7OzmRkZLB8+fIGNdBLQqwQ1kdCrBBCiJvm7OHJsJffxs7RibQTxwhU6dBoNJw4cYI///zTYu2q6Srd0idWCOsjIVYIIcQt8Q4KYfDzr6LWaEjavY0wT1cA/vjjD06cOGHh1tUM6RMrhPWRECuEEOKWBbeLpO/jzwCQvPU3gr1ME8AsW7aMjIwMSzatRlzcnUBRanI+MCHEzWqQIVaqEwghRN2L6HU3vcY/DED2XxvxcnWhvLychQsXUlJSYuHW3ZrAwEAACgsLycvLs3BrhBDQQEOsVCcQQgjLiB40lG7DRqNCoXTfXzjY2ZGVlVXvZ/RydHTEy8sLkH6xQliLBhlihRBCWM5to8bRsd9A1HodmpOH0KjVnDp1ij/++MPSTbsl0i9WCOsiIVYIIUSNUqlU3DXxcVr36IWquBC75PMA/Pnnn8TGxlq2cbdAymwJYV0kxAohhKhxKrWa/k/9kxadY9DkpGOfZ5rFa8WKFaSlpVm4dTdHQqwQ1kVCrBBCiFqhsbFh0D9fJrBtO2ySz6EtLUan07Fw4UKKi4st3bwbJiFWCOsiIVYIIUSt0dracf+/3sS3eSh28XFoDHpycnJYunQpBoPB0s27IZV9YmVglxDWQUKsEEKIWmXn6MjwV9/By9cfuwtxqBQjZ8+eZdOmTZZu2g2RM7FCWJcGGWKlTqwQQlgXR1c3hr/2Lu4uztglnQNg+/btHD582MItu36VITYxMbFelwsToqFokCFW6sQKIYT1cfVuwojX3sNNrWCbmQLAr7/+SnJysoVbdn2aNm2KSqWivLy8QcxCJkR91yBDrBBCCOvk2TSA4a++g3NhDprCPPR6PYvqyUAvrVaLv78/IP1ihbAGEmKFEELUKZ9mLRj28ls4ZySiKi8lLz+fVStXoiiKpZt2TTLhgRDWQ0KsEEKIOhfYOoL7p76EY8p5UIwcO36cgwcPWrpZ1ySDu4SwHhJihRBCWETzTtEMevgJbDNMfWJXrVxJdnZ2jT5GTZ/blRArhPWQECuEEMJi2tzem7v79kNTXIDBaGTB9/Osun5sZYiVPrFCWJ6EWCGEEBbVZcgIOrVoBgY9mbl5rF6+zNJNuiLpEyuE9ZAQK4QQwqJUKhUDHnuKYEctAPuPHCX2wH4Lt+rypDuBENbD6kNsWVkZM2bM4JNPPuGf//ynpZsjhBCiFqjVGsY/9xIuRh2oVCxbtoyc9DRLN+sSlSE2JSUFnU5n4dYI0bhZfYg9d+4cxcXFPPfcc/z4448UFhZauklCCCFqgdbOnklPP4PGoMegsWH2559RXlpi6WZV4+Pjg1arxWg01ptJGoRoqOokxObn5zN58mT++usv87IjR44wbtw4XnrpJcaNG8e5c+cuu2/r1q159NFHmTp1KjNnzsTZ2bkumiyEEMICPH18uX/o/aAoFGjs+PGTmRitaKCXWq2WLgVCWIlaD7HTpk3jn//8J3PmzDGPODUYDAwdOpSZM2cyc+ZMnn76acaOHXvFYwQFBfHuu+8ya9YskpKSarvJQgghLKh952g6RrQF4EKpntVff25VEyFIiBXCOtjU9gO89dZbAMyePdu8bNOmTZSWlhIQEABAVFQUu3bt4uTJk7Rq1YopU6aQnZ1NdHQ0Li4u6HQ6pkyZAsChQ4fM+wkhhGiYBg0bTnzif8nOz+fg2Xi8ly2i+/Axlm4WICFWCGtR6yH2cs6cOYNWqzXfr7xdGWJnzZplXnf8+HF++OEHpk+fzu23306/fv2ueNyysjLKysrM9/Pz82uh9UIIIWqbjY0NY8eP56svv8Tg5Mrmjb/h6t2EiF53W7ppUitWCCthkRCbk5Nz2eWXC51t2rTh/fffv67jTp8+nWnTpt1S24QQQliHJk2a0P/ee1m9ejVlTQJYO+cbnD28COnQ0aLtklqxQlgHi1QncHFxuexyNze3WzruK6+8Ql5envlH3mCEEKJ+i46OplWrVqBWU+wXwi+ffkD6+bMWbZN0JxDCOlgkxIaFhaHX6833K2+Hhobe0nHt7OxwdXVl/vz5dOvWjbvvtvxlJyGEEDdPpVIxePBgnJycMNo7UODixbLpb5GbmmKxNkmIFcI6WCTE9unTB61WS0qK6U3owIEDdO/endatW9fI8adMmcKxY8fYs2dPjRxPCCGE5Tg7OzNkyBAAdJ6+5OkMLHnvdQqyMi3SnsoQm5mZSXFxsUXaIISogxD72Wefmctnvfjiizz22GNotVpWrlzJ66+/zr/+9S++/vprVq9eXWOPOWvWLNq2bUtMTEyNHVMIIYTltGrVyvyeXhYYSm5ONkvfe53i/Lw6b4u7u7u5ZnliYmKdP74QwkSlWFPxvRqWn5+Pm5sbeXl5uLq6Wro5QgghboFOp+Pbb78lLS0N2/JSbM8cxbd5KKPe/AA7R6dq285+5C1KbHphX/YnD895q8bb0rZtW44fP87GjRsbbNc1+QwV1s7qp50VQgghwFSOceTIkdja2lJua48xsAXp586wfOY76MpK67Qt0i9WCMtrkCFWuhMIIUTD5O3tzeDBgwEodvFE5eVL0olYfv33dAx6XZ21Q2rFCmF5DTLEysAuIYRouNq1a0eXLl0AU/9YlZMz5w/uY83nn2A0Gqptq6qlNkitWCEsr0GGWCGEEA1b3759adq0KWXl5dhGdkdto+Xkzr/47etZ1MVQD+lOIITlNcgQK90JhBCiYbOxsWHkyJHY29uTmZODX5/7UKnUHP1jA1vmf3tRkK2dc7ESYoWwvAYZYqU7gRBCNHweHh4MHToUgLgL8UQMfxCAfat/obS8didDuLhPbAMu8iOEVWuQIVYIIUTjEB4eTo8ePQDYf/osMWMmAFBanoK+dH+tPW5liC0sLCQvr+5r1QohJMQKIYSo5+666y6Cg4MpKyvjWFo2XUeYJtjRl2xGZ8itlcd0dHTEy8sLkC4FQlhKgwyx0idWCCEaD41Gw4gRI3B0dCQ1NZVsOxe0Nh4A6Ay1d5ZU+sUKYVkNMsRKn1ghhGhcXF1dGT58OAD79+9H5+pR648ptWKFsKwGGWKFEEI0PqGhofTq1QuAgibuGGzta/XxpFasEJYlIVYIIUSD0atXL1q0aAFqNaWBoSiq2pruQLoTCGFpEmKFEEI0GGq1mmHDhqHWGzDaOVDi7lxrjyUhVgjLapAhVgZ2CSFE4+Xs7IxdQREARo2m1h5HQqwQltUgQ6wM7BJCCFHbLg6xRqPRwq0RovFpkCFWCCGEqG0BAQGoVCrKy8vJyMiwdHOEaHQkxAohhBA3QavV4u/vD0iXAiEsQUKsEEIIcZOkX6wQliMhVgghhLhJMuGBEJbTIEOsVCcQQghRF2TCAyEsp0GGWKlOIIQQoi5IdwIhLKdBhlghhBCiLkiIFcJyJMQKIYQQN0n6xAphORJihRBCiJtU2Sc2JSUFvV5v4dYI0bhIiBVCCCFuko+PD1qtFqPRSHJysqWbI0SjIiFWCCGEuElqtZrAwEBA+sUKUdckxAohhBC3QPrFCmEZDTLESp1YIYQQdUVqxQphGQ0yxEqdWCGEEHVFymwJYRkNMsQKIYQQdUVCrBCWISFWCCGEuAXSJ1YIy5AQK4QQQtwC6RMrhGVIiBVCCCFuQeWZ2MzMTEpKSizcGiEaDwmxQgghxC1wd3fHyckJgMTERAu3RojGQ0KsEEIIcQtUKpX0ixXCAiTECiGEELdI+sUKUfckxAohhBC3SMpsCVH36k2ITUpKYsSIEZZuhhBCCHEJCbFC1L16EWIVReHLL78kKyvL0k0RQgghLiF9YoWoe3USYvPz85k8eTJ//fWXedmRI0cYN24cL730EuPGjePcuXNX3H/RokUMGTKkLpoqhBBC3LDKECvVCYSoOza1/QDTpk0jPj6eOXPm8NBDDwFgMBgYOnQoW7ZsISAggJ07dzJ27Fh27tx5yf7Hjx/Hw8MDHx+f2m6qEI1e4bYkFMClR4ClmyJEvdK0aVMAUlJSLNwSIRqPWg+xb731FgCzZ882L9u0aROlpaUEBJg+KKOioti1axcnT56kVatWTJkyhezsbKKjo3F0dEStVrNz506Sk5P5/fffueuuuy77WGVlZZSVlZnv5+XlAaYzwUKIqys9lU3W0hMA+AbZYuNuZ+EWCXHzSis/D8rK6uQzoLJObHZ2NhkZGdjZ1f/XT+XfTVEUC7dEiMur9RB7OWfOnEGr1ZrvV96uDLGzZs2qtn1hYSHvvfceBoPhqsedPn0606ZNu2R55WUeIcR1+szSDRCi5kz736xrb1SDGtqVw4KCAtzc3CzdDCEuYZEQm5OTc9nlV/q27OzszIwZM5gxY8ZVj/vKK6/w3HPPme8bjUays7Px8vJCpVJddd/8/HyCgoJISEjA1dX1Gs9A1KWYmBj27Nlj6WbUmfryfK2hnXXZhtp8rJo8dk0d62aPI++l1utG/00VRaGgoMDcVUIIa2OREOvi4nLZ5bf6Tc/Ozu6SSzju7u43dAxXV1d547UyGo2mUf2b1Jfnaw3trMs21OZj1eSxa+pYt3oceS+1PjfzbypnYIU1s0iJrbCwMPR6vfl+5e3Q0FBLNEdYuSlTpli6CXWqvjxfa2hnXbahNh+rJo9dU8eyhn9fUbPk31Q0NCqljnpsq1QqNm/eTK9evdDpdISHh7Nt2zb8/f3Zs2cPzz77LNu3b6+LplxWfn4+bm5u5OXlydkDIYS4SfJeKoSoK7XeneCzzz5j165dALz44otERkby9ddfs3LlSl5//XU8PT3Jzc1l9erVtd2Uq7Kzs+Ott95qECNKhRDCUuS9VAhRV+rsTKwQQgghhBA1pV5MOyuEEEIIIcTFJMQKIYQQQoh6R0KsEEIIIYSodyTEXgedTkdaWhoAiYmJFm6NEELUb0lJSYwYMcLSzRBC1HMSYq9DcnIybdq0oVu3bixfvtzSzRFCiHpLURS+/PJLsrKyLN0UIUQ9JyH2On366afs3LmTf/zjH5ZuihBCWEx+fj6TJ0/mr7/+Mi87cuQI48aN46WXXmLcuHGcO3fuivsvWrSIIUOG1EVThRANnEWmnbWE/Px8pk6dyuTJk7n99tsB0xvvzJkzCQgIICkpiXfffZfmzZtfdv9du3ahKAopKSm88sorddl0IYSwCtOmTSM+Pp45c+bw0EMPAWAwGBg6dChbtmwhICCAnTt3MnbsWHbu3HnJ/sePH8fDwwMfH5+6broQogFqFHViK994Z8+ebZ41zGAwEB4eXu2Nd+rUqZd94zUajRgMBrRaLWPGjOGVV14hMjLSAs9ECCEs7+IZGDds2MDkyZPN4wV0Oh22trbExcXRqlUrpkyZQnZ2NtHR0Tg6OqJWq0lNTWXBggV8+eWX3HXXXRZ+NkKI+qpRnIl96623AJg9e7Z52aZNmygtLSUgIACAqKgodu3axcmTJy9547Wzs8NoNPLMM89QXl5OaWmpRZ6HEEJYmzNnzqDVas33K29XvpfOmjWr2vaFhYW89957GAyGOm2nEKLhaRQh9nJu5I33woULrF69mv/85z907tyZrl271nl7hRDCGuXk5Fx2eX5+/mWXOzs7M2PGDGbMmFGbzRJCNAKNNsTeyBtvSEgITz31VG03SQgh6h0XF5fLLndzc6vjlgghGptGW51A3niFEOLWhYWFodfrzfcrb4eGhlqqSUKIRqLRhlh54xVCiFvXp08ftFotKSkpABw4cIDu3bvTunVrC7dMCNHQNdruBBe/8fr7+8sbrxBCXMNnn33Grl27AHjxxReJjIzk66+/ZuXKlbz++ut4enqSm5vL6tWrLdxSIURj0ChKbFW+8S5cuJAuXbqY33hjY2P597//bX7j/fDDD/Hw8LB0c4UQQgghxDU0ihArhBBCCCEalkbbJ1YIIYQQQtRfEmKFEEIIIUS9IyFWCCGEEELUOxJihRBCCCFEvSMhVgghhBBC1DsSYoUQ4hYVFRWxevVq7rnnHks3RQghGg0JsUIIq6HX6ykpKbF0M26Yk5MTAwcORKfTWbopQgjRaEiIFUJYhY8++ggfHx+++OILSzdFCCFEPdBop50VQliXf/3rX8TGxlq6GVdUUFDAokWLLlkeEhIi3QiEEMICJMQKUQ/o9XpsbGwwGAwYjUa0Wi2KomAwGFAUBa1Wa97mcnQ6HVqtFqPRSOUkfWq1GpVKdc3HVhQFRVFQqy9/4Uav16PT6XBwcACgvLwcRVGws7O74ed5Pe25WjtvZf9rcXFx4ZFHHqm14wshhLgxEmKFqAe++OILPvjgA/z9/Xn55Zf56KOPyMzMZN68efzxxx9Mnz6dl19+mTfeeINJkyYRHBwMmALmzJkz+fLLL/n444+xt7dn8eLF5OTkMHDgQPr06cOiRYtwcHBg+fLlrFq1Cm9vb+Lj4/nqq6/46KOP+Pe//83DDz9MaGgoOTk5HDp0iJ9//hmNRsOMGTOYOXMmU6dO5a233uKxxx5j3rx5fP3116SmpvLBBx8wZswYgoKCyM3N5cCBAzz//PPs27eP1NRU1Go1n3/+ebXnumnTJoqLiykoKCAuLo7PPvuM5s2bA1y2jR9++CGffvopgwYNwtHRkRMnTrB9+/Yrhm6A3NxcvvvuO7Zu3corr7zCwYMHKSwsJDExkTFjxhAXF0dcXBxeXl48//zz1/z3KSsr4+eff+b8+fP89NNPDBs27KZCvBBCiBugCCHqhXfffVcZMGCAoiiKMnfuXKV169aKoihKZmam8tJLLymKoiilpaXKyJEjlePHjyuKoij33nuvMmfOHEVRFOWbb75RIiIiFEVRFIPBoDzyyCPmY+/bt09xc3NTiouLFUVRlCeeeEJ55ZVXFEVRlPHjxyutW7dWDAaDoiiK0qVLF2XVqlXmfSdMmKC8/fbb5vs9e/ZU5s6da14XHh5u3jcmJkYZOHCgoiiKYjQaFR8fHyU2Nta878SJE5VnnnnGfP/rr79WIiIiFIPBcNU2jhs3ThkyZIiSkJCgzJgx45p/y2+//VYpKSlRwsPDlXnz5imKoihFRUWKra2tsn37dkVRFCU2NlZp167dNY8lhBDCMuRMrBD1xNixY3nnnXfIyspi165d6HQ6Dh48yK5du3jggQcAsLOz44MPPmDOnDnk5OSQlJREfHw8AKNHj2bq1Kns2rWLvLw8+vfvbz724sWLcXFx4Z133gGguLgYV1dXADQaDYMHDzaf2XRwcCArK8u879/PeF58X61WM2TIEPMyR0dHhg8fDpi6Djg4OJCZmVltf09PT/PtmJgYYmNjOXHixFXbaGNjQ7t27QgMDOSll1665t9yxIgR5Obmkp+fz4QJEwA4dOgQ0dHRdO/eHYC9e/fStm3bax5LCCGEZUiIFaKeCA0NJSoqim+//RZXV1fGjh3Ljz/+SGFhIY8//jgAO3bs4N5772XhwoX079+fiRMnoigKBQUFuLi4MGbMGGbPno1Wq+XTTz81H1tRFJycnJg+ffplH/vvQVWp6Fd7OX9fd7WQe61jOTo6Apj7/l6tjVqt9orH+Ts3NzdWrlzJ3XffbV62cePGavcXLFjA5MmTycnJwcPD47qPLYQQom5IiS0h6pGxY8fy1ltvMXLkSMaOHcvcuXNp1qyZef3GjRvx9/c3n2U9e/YsBoOBjz/+GIBHHnmEn376CTc3t2qh7/HHHyclJYVTp04BUFhYeMVSVyqVqlrwdHJyMt8vLi7m0KFD6PX6K+57tWMBJCYmmm9v2bKF6Oho2rdvf0NtBFMIvVw1gUp/D60X38/JyWHHjh0MHjyY77777orHEEIIYTlyJlaIemT06NHMnTuXqKgoAMLCwhgzZox5/dNPP82uXbt44okn8PHxYfjw4Xz//fdMnToVgG7duhEeHs748eOrHbdFixb8+uuvvPjii4SEhBAcHMyjjz7KN998w++//46dnR1t27YlISGBo0eP8u233xISEsKdd97JCy+8wEsvvcQ777yDk5MT7du35+WXXyY5OZlNmzZdsu///d//4evry9q1a0lLS+PDDz/Ew8ODyMhIVCoVnTp14o033kCn03H+/HlWrFhx1TZ+9dVXbNy4EU9PT7RaLa+++ioAK1asYO/evYwePfqyf8vTp0+bz+oqikJGRoa5K4G9vT1du3blhx9+YNCgQTX27yeEEKLmqJSrXcsTQjRqOp3OXLZLr9ejKAq2trYYjUaMRuMVS3pda9/K7gG2trYYDAbA1Pf2ZlyttNgzzzzDf//735s6rhBCCOsmZ2KFEFd0cZeDi2+r1eqrlrC6kX1vNrxWulKArY/T1wohhLh+0idWCNEgzZ8/nyeffNLSzRBCCFFLpDuBEEIIIYSod+RMrBBCCCGEqHckxAohhBBCiHpHQqwQQgghhKh3JMQKIYQQQoh6R0KsEEIIIYSodyTECiGEEEKIekdCrBBCCCGEqHckxAohhBBCiHpHQqwQQgghhKh3JMQKIYQQQoh6R0KsEEIIIYSod/4f775xUCNDo3wAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lev=1\n", + "dataset_light_read(invisc).KEspecr.isel(lev=lev).plot(label='$\\\\nu=0 m^2/s$')\n", + "dataset_light_read(lap_025).KEspecr.isel(lev=lev).plot(label='$\\\\nu=0.25 m^2/s$')\n", + "dataset_light_read(lap_1).KEspecr.isel(lev=lev).plot(label='$\\\\nu=1 m^2/s$')\n", + "dataset_light_read(lap_5).KEspecr.isel(lev=lev).plot(label='$\\\\nu=5 m^2/s$')\n", + "dataset_light_read(lap).KEspecr.isel(lev=lev).plot(label='$\\\\nu=10 m^2/s$')\n", + "dataset_light_read(lap_20).KEspecr.isel(lev=lev).plot(label='$\\\\nu=20 m^2/s$')\n", + "dataset_light_read(lap_50).KEspecr.isel(lev=lev).plot(label='$\\\\nu=50 m^2/s$')\n", + "dataset_light_read(lap_50_rel).KEspecr.isel(lev=lev).plot(label='$\\\\nu=50 m^2/s$ REL')\n", + "dataset_light_read(exp).KEspecr.isel(lev=lev).plot(color='k', label='exp filter')\n", + "plt.yscale('log')\n", + "plt.xscale('log')\n", + "plt.ylim([1e-4,1e+4])\n", + "plt.legend(bbox_to_anchor=(1,1))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "environment_13_Jul_2023", + "language": "python", + "name": "my_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "05edf54c81e9d60fa9ffc2d19df58f5b8263a9e832bf2883d1c18873ede7ce7a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pyqg_generative/tools/comparison_tools.py b/pyqg_generative/tools/comparison_tools.py index c49b51d..f360896 100644 --- a/pyqg_generative/tools/comparison_tools.py +++ b/pyqg_generative/tools/comparison_tools.py @@ -75,11 +75,14 @@ def coarsegrain_reference_dataset(ds, resolution, operator): operator = op.Operator2 elif operator == 'Operator4': operator = op.Operator4 + elif operator == 'Operator5': + operator = op.Operator5 else: raise ValueError('operator must be Operator1 or Operator2') dsf = xr.Dataset() for var in ['q', 'u', 'v', 'psi']: + print(f'var={var}') dsf[var] = operator(ds[var], resolution) # Coarsegrain spectral flux @@ -191,6 +194,82 @@ def compute_Eflux(ds): return normalized_differences, differences, scales +def dataset_statistics(ds, delta=0.25, **kw_ispec): + ''' + If path is given, the dataset is returned as is + If dataset is given, statistics are computed + ''' + if isinstance(ds, str): + ds = xr.open_mfdataset(ds, combine='nested', concat_dim='run', decode_times=False, chunks={'time':1, 'run':1}) + if 'years' not in ds['time'].attrs: + ds['time'] = ds['time'] / 360 + ds['time'].attrs = {'long_name':'time [$years$]'} + return ds + + def KE(ds): + return (ds.u**2 + ds.v**2) * 0.5 + + def KE_time(ds): + if 'run' in ds.dims: + dims = ['run', 'x', 'y'] + else: + dims = ['x', 'y'] + return op.ave_lev(KE(ds), delta=delta).mean(dims) + + stats = xr.Dataset() + + m = pyqg.QGModel(nx=len(ds.x), log_level=0) + for key in ['APEflux', 'APEgenspec', 'Dissspec', 'ENSDissspec', + 'ENSflux', 'ENSfrictionspec', 'ENSgenspec', 'ENSparamspec', + 'Ensspec', 'KEflux', 'KEfrictionspec', 'KEspec', 'entspec', + 'paramspec', 'paramspec_APEflux', 'paramspec_KEflux']: + if key not in ds.keys(): + continue + var = ds[key] + if 'run' in ds.dims: + var = var.mean(dim='run') + if 'lev' in var.dims: + sps = [] + for z in [0,1]: + k, sp = calc_ispec(m, var.isel(lev=z).values, **kw_ispec) + sps.append(sp) + sp = np.stack(sps, axis=0) + stats[key+'r'] = \ + xr.DataArray(sp, dims=['lev', 'kr'], + coords=[[1,2], coord(k, 'wavenumber, $m^{-1}$')]) + + var_mean = op.ave_lev(var, delta) + k, sp = calc_ispec(m, var_mean.values, **kw_ispec) + stats[key+'r_mean'] = \ + xr.DataArray(sp, dims=['kr'], + coords=[coord(k, 'wavenumber, $m^{-1}$')]) + else: + k, sp = calc_ispec(m, var.values, **kw_ispec) + stats[key+'r'] = \ + xr.DataArray(sp, dims=['kr'], + coords=[coord(k, 'wavenumber, $m^{-1}$')]) + + budget_sum = 0 + for key in ['KEfluxr', 'APEfluxr', 'APEgenspecr', 'KEfrictionspecr', + 'paramspec_APEfluxr', 'paramspec_KEfluxr']: + if key in stats.keys(): + budget_sum += stats[key] + stats['Energysumr'] = budget_sum + + Eflux = 0 + for key in ['KEfluxr', 'APEfluxr', 'paramspec_KEfluxr', 'paramspec_APEfluxr']: + if key in stats.keys(): + Eflux = Eflux + stats[key] + stats['Efluxr'] = Eflux + + stats['KE_time'] = KE_time(ds) + + if 'years' not in stats['time'].attrs: + stats['time'] = stats['time'] / 360 + stats['time'].attrs = {'long_name':'time [$years$]'} + + return stats + def cache_path(path): dir = os.path.dirname(path) files = os.path.basename(path) @@ -198,7 +277,7 @@ def cache_path(path): cachename = files.encode('utf-8').hex() + '.cache_netcdf' return os.path.join(dir,cachename) -def dataset_smart_read(path, delta=0.25, read_cache=True): +def dataset_smart_read(path, delta=0.25, read_cache=True, compute_all=True): #print(path) nfiles = len(glob.glob(path)) #if nfiles < 10: @@ -206,7 +285,7 @@ def dataset_smart_read(path, delta=0.25, read_cache=True): cache = cache_path(path) if os.path.exists(cache) and read_cache: #print('Read cache ' + cache) - ds1 = xr.open_mfdataset(path, combine='nested', concat_dim='run', decode_times=False) + ds1 = xr.open_mfdataset(path, combine='nested', concat_dim='run', decode_times=False, chunks={'time':1, 'run':1}) ds2 = xr.open_dataset(cache) ds1['time'] = ds1['time'] / 360 ds1['time'].attrs = {'long_name':'time [$years$]'} @@ -216,7 +295,7 @@ def dataset_smart_read(path, delta=0.25, read_cache=True): #print('Delete cache ' + cache) os.remove(cache) - ds = xr.open_mfdataset(path, combine='nested', concat_dim='run', decode_times=False) + ds = xr.open_mfdataset(path, combine='nested', concat_dim='run', decode_times=False, chunks={'time':1, 'run':1}) ds['time'] = ds['time'] / 360 ds['time'].attrs = {'long_name':'time [$years$]'} @@ -238,13 +317,18 @@ def KE_time(ds): def Vabs(ds): return np.sqrt(2*KE(ds)) - stats['omega'] = relative_vorticity(ds) - stats['KE'] = KE(ds) - stats['Ens'] = Ens(ds) - stats['Vabs'] = Vabs(ds) + if compute_all: + stats['omega'] = relative_vorticity(ds) + stats['KE'] = KE(ds) + stats['Ens'] = Ens(ds) + stats['Vabs'] = Vabs(ds) def PDF_var(ds, var, lev): - ds_ = ds.isel(time=AVERAGE_SLICE_ANDREW).isel(lev=lev) + if compute_all: + time = AVERAGE_SLICE_ANDREW + else: + time = slice(-1, None) + ds_ = ds.isel(time=time).isel(lev=lev) if var == 'KE': values = KE(ds_) elif var == 'Ens': @@ -268,7 +352,12 @@ def PDF_var(ds, var, lev): points, density = PDF_histogram(values, xmin=xmin, xmax=xmax) return xr.DataArray(density, dims=f'{var}_{lev}', coords=[points]) - for var in ['q', 'u', 'v', 'KE', 'Ens']: + if compute_all: + variables = ['q', 'u', 'v', 'KE', 'Ens'] + else: + variables = ['q', 'u', 'v', 'KE'] + + for var in variables: for lev in [0,1]: stats[f'PDF_{var}{lev+1}'] = PDF_var(ds, var, lev) diff --git a/pyqg_generative/tools/plot_helpers.py b/pyqg_generative/tools/plot_helpers.py index cc08066..2f7137a 100644 --- a/pyqg_generative/tools/plot_helpers.py +++ b/pyqg_generative/tools/plot_helpers.py @@ -24,16 +24,15 @@ def default_rcParams(kw={}): - without plotting something as initialization, inline does not work ''' - plt.plot() - plt.close() rcParams = matplotlib.rcParamsDefault.copy() # We do not change backend because it can break # inlining; Also, 'backend' key is broken and # we cannot use pop method for key, val in rcParams.items(): - if key != 'backend': - rcParams[key] = val + if 'backend' not in key and 'interactive' not in key: + #print(key, val) + matplotlib.rcParams[key] = val matplotlib.rcParams.update({ 'font.family': 'MathJax_Main', diff --git a/pyqg_generative/tools/simulate.py b/pyqg_generative/tools/simulate.py index 7c6a7c5..77c3041 100644 --- a/pyqg_generative/tools/simulate.py +++ b/pyqg_generative/tools/simulate.py @@ -190,7 +190,7 @@ def set_initial_condition(m): print(args) if args.forcing == "yes": - Nc = [48, 64, 96] + Nc = [8, 12, 16, 24, 32, 48, 64, 96] datasets = generate_subgrid_forcing(Nc, eval(args.pyqg_params), args.sampling_freq) for key in datasets.keys():