{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Diving into code approximations\n", "\n", "Like any code, there are several approximations that go into computing intesity from various phase functions. In reflected light models, some of these approximations drastically change the output spectra. \n", "\n", "Here we go through each approximation to show what the effects are of each. Also, to show how to toggle between various inputs. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

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

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1001\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\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", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\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", " };var element = document.getElementById(\"1001\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

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

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\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 }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\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 };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "#picaso\n", "from picaso import justdoit as jdi \n", "from picaso import justplotit as jpi \n", "from bokeh.plotting import show, figure\n", "from bokeh.layouts import column\n", "from bokeh.palettes import Colorblind8\n", "from bokeh.io import output_notebook \n", "import astropy.units as u\n", "output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the `approx` key" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "opa = jdi.opannection()\n", "cloud_free = jdi.inputs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that all the `approx` keys have predefined inputs. These are our recommendations for how to run the code. But, users should always be weary of these and test their sensitivity to your results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What approximations exist?\n", "\n", "We can easily print out all our options for what approximations exist in the code" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Can also set functional form of forward/back scattering in approx['TTHG_params']\n", "Options for Direct Scattring Phase: ['cahoy', 'OTHG', 'TTHG', 'TTHG_ray']\n", "Can also set delta_eddington=True/False in approx['delta_eddington']\n", "Options for Multiple Scattring Phase: ['N=2', 'N=1']\n", "Options for Raman Scattring: ['oklopcic', 'pollack', 'none']\n" ] } ], "source": [ "print('Options for Direct Scattring Phase: ', jdi.single_phase_options())\n", "\n", "print('Options for Multiple Scattring Phase: ', jdi.multi_phase_options())\n", "\n", "print('Options for Raman Scattring: ', jdi.raman_options())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set inputs normally" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "cloud_free.phase_angle(0) #phase in radians\n", "\n", "cloud_free.gravity(gravity=25, gravity_unit=u.Unit('m/(s**2)' ))\n", "\n", "#set star \n", "cloud_free.star(opa, 6000, 0.0122, 4.437)\n", "\n", "#set atmosphere comp and temp \n", "cloud_free.atmosphere(filename=jdi.jupiter_pt(),delim_whitespace=True)\n", "\n", "#make a copy to have a separate cloud input dict\n", "from copy import deepcopy\n", "cloudy=deepcopy(cloud_free)\n", "cloudy.clouds( filename=jdi.jupiter_cld(),delim_whitespace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Direct Scattering Approximation\n", "\n", "The [derivation documentation](https://natashabatalha.github.io/picaso_dev#slide02) has a full description of these direct scattering approximations. Briefly I'll describe them here: \n", "\n", "At the center of each is the [One Term Henyey-Greenstein Phase Function (OTHG)](http://adsabs.harvard.edu/abs/1941ApJ....93...70H) and the [Two Term HG Phase Function (TTHG)](http://adsabs.harvard.edu/abs/1965ApJ...142.1563I). \n", "\n", "We also know that planet atmospheres have high degrees of Rayleigh scattering. [Cahoy+2010](http://adsabs.harvard.edu/abs/2010ApJ...724..189C) developed a methodology for incorporating Rayleigh into the direct scattering component. \n", "\n", "A more rrobust way of dealing with Rayleigh is to directly fold it's phase function into the TTHG phase function (TTHG_Ray). \n", "\n", "We'll run each case with and without a cloud so you can see what happens in both regimes" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Can also set functional form of forward/back scattering in approx['TTHG_params']\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = {\"b54b80fc-e194-4325-9dc0-7f6f844bc759\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1034\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"1151\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1057\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1100\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1101\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1102\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1104\",\"type\":\"CDSView\"}},\"id\":\"1103\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1058\",\"type\":\"HelpTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1102\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1066\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1067\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1068\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1070\",\"type\":\"CDSView\"}},\"id\":\"1069\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1175\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1176\",\"type\":\"UnionRenderers\"}},\"id\":\"1100\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1179\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1180\",\"type\":\"UnionRenderers\"}},\"id\":\"1146\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1077\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1160\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1127\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1128\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1129\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1131\",\"type\":\"CDSView\"}},\"id\":\"1130\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1097\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1096\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1075\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1081\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1100\",\"type\":\"ColumnDataSource\"}},\"id\":\"1104\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1143\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1127\",\"type\":\"ColumnDataSource\"}},\"id\":\"1131\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1174\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1146\",\"type\":\"ColumnDataSource\"}},\"id\":\"1150\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1073\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1180\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1155\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1053\",\"type\":\"PanTool\"},{\"id\":\"1054\",\"type\":\"WheelZoomTool\"},{\"id\":\"1055\",\"type\":\"BoxZoomTool\"},{\"id\":\"1056\",\"type\":\"SaveTool\"},{\"id\":\"1057\",\"type\":\"ResetTool\"},{\"id\":\"1058\",\"type\":\"HelpTool\"}]},\"id\":\"1059\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"1105\",\"type\":\"ColumnDataSource\"}},\"id\":\"1109\",\"type\":\"CDSView\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1075\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1049\",\"type\":\"BasicTicker\"}},\"id\":\"1048\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"1044\",\"type\":\"BasicTicker\"}},\"id\":\"1047\",\"type\":\"Grid\"},{\"attributes\":{\"below\":[{\"id\":\"1043\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1047\",\"type\":\"Grid\"},{\"id\":\"1052\",\"type\":\"Grid\"},{\"id\":\"1078\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"1048\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1069\",\"type\":\"GlyphRenderer\"},{\"id\":\"1088\",\"type\":\"GlyphRenderer\"},{\"id\":\"1108\",\"type\":\"GlyphRenderer\"},{\"id\":\"1130\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1072\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1059\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1035\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1039\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1037\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1041\",\"type\":\"LinearScale\"}},\"id\":\"1034\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1129\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"#009E73\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1147\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1053\",\"type\":\"PanTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1068\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1054\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1049\",\"type\":\"BasicTicker\"}},\"id\":\"1052\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1148\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"TTHG_ray\"},\"renderers\":[{\"id\":\"1130\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1145\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"1146\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1147\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1148\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1150\",\"type\":\"CDSView\"}},\"id\":\"1149\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"label\":{\"value\":\"TTHG\"},\"renderers\":[{\"id\":\"1108\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1121\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1142\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1086\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1179\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1067\",\"type\":\"Line\"},{\"attributes\":{\"overlay\":{\"id\":\"1077\",\"type\":\"BoxAnnotation\"}},\"id\":\"1055\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1056\",\"type\":\"SaveTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1072\",\"type\":\"Title\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1124\",\"type\":\"Line\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1073\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1044\",\"type\":\"BasicTicker\"}},\"id\":\"1043\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1003\",\"type\":\"Range1d\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1106\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"PanTool\"},{\"attributes\":{\"items\":[{\"id\":\"1079\",\"type\":\"LegendItem\"},{\"id\":\"1099\",\"type\":\"LegendItem\"},{\"id\":\"1121\",\"type\":\"LegendItem\"},{\"id\":\"1145\",\"type\":\"LegendItem\"}]},\"id\":\"1078\",\"type\":\"Legend\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1087\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1080\",\"type\":\"ColumnDataSource\"}},\"id\":\"1084\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1096\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1097\",\"type\":\"UnionRenderers\"}},\"id\":\"1066\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1123\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1177\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1178\",\"type\":\"UnionRenderers\"}},\"id\":\"1122\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1162\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1118\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{\"below\":[{\"id\":\"1011\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1015\",\"type\":\"Grid\"},{\"id\":\"1020\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1016\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1083\",\"type\":\"GlyphRenderer\"},{\"id\":\"1103\",\"type\":\"GlyphRenderer\"},{\"id\":\"1125\",\"type\":\"GlyphRenderer\"},{\"id\":\"1149\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1155\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1027\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1003\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1007\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1005\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1009\",\"type\":\"LinearScale\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"label\":{\"value\":\"OTHG\"},\"renderers\":[{\"id\":\"1088\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1099\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1177\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1085\",\"type\":\"ColumnDataSource\"}},\"id\":\"1089\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"cahoy\"},\"renderers\":[{\"id\":\"1069\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1079\",\"type\":\"LegendItem\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1162\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1181\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1066\",\"type\":\"ColumnDataSource\"}},\"id\":\"1070\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1122\",\"type\":\"ColumnDataSource\"}},\"id\":\"1126\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1037\",\"type\":\"Range1d\"},{\"attributes\":{\"overlay\":{\"id\":\"1181\",\"type\":\"BoxAnnotation\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1142\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1143\",\"type\":\"UnionRenderers\"}},\"id\":\"1105\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1041\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"hq4u/yH97z+qA13+Q/rvPxCyiv1l9+8/GNi4/If07z9uQef7qfHvP5jGFfvL7u8/6kxE+u3r7z+PxnL5D+nvP3syofgx5u8/AD/O91Pj7z+Qv/z2deDvP7p7K/aX3e8/sUhZ9bna7z8mwof029fvPx7XtfP91O8/FTzl8h/S7z9wQhLyQc/vP7FvQfFjzO8/3C9v8IXJ7z8zap3vp8bvPx5cy+7Jw+8/8Kr57evA7z9uCCntDb7vP/J+V+wvu+8/6ICE61G47z+AmrPqc7XvPzuk4emVsu8/25AP6bev7z9vXz7o2azvP11qbOf7qe8/x8qa5h2n7z8RTsnlP6TvP9jO9+Rhoe8/6zQm5IOe7z9EdVTjpZvvPwOSguLHmO8/aJqw4emV7z/Jqt7gC5PvP5nsDOAtkO8/TpY730+N7z+hlWnecYrvP2CRmN2Th+8/ZTzG3LWE7z+zV/Tb14HvP2tbI9v5fu8/ZCNR2ht87z9il3/ZPXnvP8wCrthfdu8/3b7b14Fz7z/e2QrXo3DvP1ggONbFbe8/RA5n1edq7z/hi5TUCWjvP7zbwtMrZe8/Oqfx0k1i7z8+Ux/Sb1/vPx5JTtGRXO8/qQh90LNZ7z/CcavP1VbvP85x2c73U+8/vQMHzhlR7z+5gDXNO07vP3OtY8xdS+8/Rq2Ry39I7z8BAcHKoUXvP41G78nDQu8/NcocyeU/7z/tNEvIBz3vP+edeccpOu8/a3moxks37z/oq9XFbTTvP0piBMWPMe8/dJwyxLEu7z8ZBWHD0yvvP4IGj8L1KO8/dma9wRcm7z++quvAOSPvPxO0GsBbIO8//9ZIv30d7z/WD3e+nxrvP8kbpb3BF+8//8XSvOMU7z9LMwG8BRLvP/tJMLsnD+8/DLNeukkM7z9McYy5awnvPxvguriNBu8/u9Lot68D7z+xvxe30QDvP0JMRbbz/e4/gFR0tRX77j8bmqK0N/juP/mA0LNZ9e4/s3r+snvy7j+EBi2yne/uP6doW7G/7O4/SjyKsOHp7j/mmbevA+fuP/LI5q4l5O4/TbYUrkfh7j9fNUKtad7uPz1ucayL2+4/unmfq63Y7j8EVc2qz9XuP6wK/Knx0u4/NCYqqRPQ7j9PzlioNc3uP4qrhqdXyu4/mwC1pnnH7j8+2OOlm8TuP1UGEqW9we4/rLI/pN++7j+8V26jAbzuP4T0nKIjue4/EJfKoUW27j8X5PigZ7PuPzEGJ6CJsO4/SXpVn6ut7j8iiIOezaruP0jJsZ3vp+4/POXgnBGl7j+DDA+cM6LuP8cDPZtVn+4/kJ1rmnec7j/FNpmZmZnuP3EAyJi7lu4/sXT2l92T7j9IXiSX/5DuP2jXUpYhju4/3YaAlUOL7j/x46+UZYjuPzUy3ZOHhe4/tUUMk6mC7j8bwDqSy3/uPzrSaJHtfO4/U7uWkA967j8mycSPMXfuP9NX845TdO4/d5MhjnVx7j+o9U+Nl27uP1zIfYy5a+4/SuCsi9to7j91KdqK/WXuP0vTCIofY+4/cyU3iUFg7j9E8WWIY13uPxmdk4eFWu4/WVTChqdX7j9Em/CFyVTuP/pBHoXrUe4/1p5NhA1P7j9U7HqDL0zuP6vZqYJRSe4/i/vXgXNG7j95pwaBlUPuP/rLNIC3QO4/laFif9k97j+ib5B++zruPwTGv30dOO4/RFztfD817j//GRx8YTLuP1oPSnuDL+4/gAd5eqUs7j+LMad5xynuP8U91XjpJu4/7LICeAsk7j8PlzF3LSHuP8lWYHZPHu4/g6aOdXEb7j8SSrx0kxjuP59L6nO1Fe4/Ao0Yc9cS7j9k/0Zy+Q/uPzajdXEbDe4/GFKjcD0K7j9Xl9JvXwfuP5P//26BBO4/OzQubqMB7j/DgV1txf7tP+vZi2zn++0/u6i5awn57T9QaedqK/btP8mlFWpN8+0/RvdEaW/w7T+danJoke3tP/0foWez6u0/cXfPZtXn7T/aFP1l9+TtP4URLGUZ4u0/O8pZZDvf7T/YdohjXdztP6XGtmJ/2e0/YqvkYaHW7T8nWBNhw9PtP82rQWDl0O0/7MZvXwfO7T+e2Z1eKcvtP4gjzF1LyO0/yfP6XG3F7T+leClcj8LtP7jwVluxv+0/owqFWtO87T/dU7RZ9bntP/3a4VgXt+0/hqwQWDm07T+nJj9XW7HtP1vnbFZ9ru0/PsuaVZ+r7T8TvslUwajtP8Ve+FPjpe0/+IomUwWj7T9UMFRSJ6DtP9h5glFJne0/bHSxUGua7T8i495PjZftP2dNDU+vlO0/YMM7TtGR7T8skmpN847tP7jqmEwVjO0/ZzrHSzeJ7T/J0vRKWYbtP6tsI0p7g+0/bE5RSZ2A7T9lUIBIv33tPzCvrUfheu0/q43cRgN47T+hSQpGJXXtP976OEVHcu0/m0pnRGlv7T/lHJVDi2ztP1GPw0Ktae0/36XyQc9m7T83IyBB8WPtP2B+TkATYe0/wcN8PzVe7T/uOKs+V1vtP8YL2T15WO0/hsoHPZtV7T9AnDU8vVLtP5IvZDvfT+0/PfSSOgFN7T/qasE5I0rtPx4l7zhFR+0/1hEeOGdE7T+6lks3iUHtP3XDeTarPu0/W2uoNc077T8STdY07zjtPzCDBDQRNu0/GBMzMzMz7T8J7mAyVTDtP8VfjzF3Le0/cJ++MJkq7T+PrOwvuyftP3EEGy/dJO0/wuxILv8h7T/a33YtIR/tP3topSxDHO0/0v7TK2UZ7T9GLAIrhxbtP+atMCqpE+0/xy5fKcsQ7T8da40o7Q3tPy0wuycPC+0/8X3pJjEI7T8ZQxgmUwXtPzNeRiV1Au0/luBzJJf/7D83DaIjufzsP5kW0SLb+ew/jP/+If327D+iPS0hH/TsP4Q2XCBB8ew/aCGKH2Pu7D8vprgehevsPw4f5h2n6Ow/eVUUHcnl7D835UIc6+LsP417cRsN4Ow/N9efGi/d7D9ZyM0ZUdrsP1JO/Bhz1+w/vT0qGJXU7D80uFgXt9HsP2u1hhbZzuw/C3m1FfvL7D+2HeQUHcnsPxXQERQ/xuw/aQdAE2HD7D8YE24Sg8DsP1NwnBGlvew/Wq3LEMe67D9HF/kP6bfsP6qWJw8Ltew/grdVDi2y7D/kTYQNT6/sP88JsgxxrOw/svzgC5Op7D+03w4LtabsP7rmPQrXo+w/GO9rCfmg7D+mNZoIG57sP5fVxwc9m+w/Zy72Bl+Y7D++fiQGgZXsPxYwUwWjkuw/DaWBBMWP7D+EUq8D54zsP0/v3QIJiuw/yfsLAiuH7D8pOjoBTYTsP7RmaABvgew/xGaX/5B+7D+V7MT+snvsP+Au9P3UeOw/ye0h/fZ17D+IbFD8GHPsP968fvs6cOw/8xit+lxt7D9Yt9r5fmrsP7gLCfmgZ+w/rHA3+MJk7D8paGb35GHsP7lclPYGX+w/XQnD9Shc7D9s/fD0SlnsP3ADH/RsVuw/yeNM845T7D+8jHvysFDsP37XqfHSTew/h8PX8PRK7D9odQbwFkjsP9z9NO84Rew/F5Nj7lpC7D9Ta5HtfD/sP6zzv+yePOw/THXt68A57D8+kxzr4jbsP1CqSuoENOw/NF946SYx7D9neafoSC7sP9uO1edqK+w/UXsD54wo7D9gLDLmriXsP2qBYOXQIuw/Jn2O5PIf7D9tRL3jFB3sP8Tf6uI2Guw/eagZ4lgX7D/0zEfhehTsPzOtdeCcEew/nLuj374O7D//fNLe4AvsP11sAN4CCew/S0Iv3SQG7D/mn13cRgPsP6hHi9toAOw/fSm62or96z+vEujZrPrrP40LFtnO9+s/dy5F2PD06z/WgnPXEvLrP+88odY07+s/t6/P1Vbs6z+6KP7UeOnrPxwJLNSa5us/Hdxa07zj6z+mHYnS3uDrP6dzt9EA3us/Dozl0CLb6z8zKBPQRNjrPy4xQs9m1es/1nlwzojS6z9JB5/Nqs/rP/7dzMzMzOs/JSn7y+7J6z8FFCnLEMfrP7vvV8oyxOs/jgWGyVTB6z+CxLPIdr7rP+m24seYu+s/BFkQx7q46z/DYz/G3LXrPzF7bcX+sus/A2+bxCCw6z/FIcrDQq3rP9J6+MJkqus/yXwmwoan6z9hRFXBqKTrP/ntgsDKoes/rMOxv+ye6z+lCeC+DpzrP5AkDr4wmes/g4w8vVKW6z+Xx2q8dJPrPw1wmLuWkOs/+D3HuriN6z8t6fS52orrP/lQI7n8h+s/gV5SuB6F6z/RBoC3QILrP8JjrrZif+s/k5bctYR86z+L2Aq1pnnrP7h2ObTIdus/8s5ns+pz6z9aVpayDHHrPy6TxLEubus/JCDysFBr6z+RsCCwcmjrP8wET6+UZes/BfR8rrZi6z84a6ut2F/rP35p2qz6XOs/DgAIrBxa6z9aWTarPlfrP2CwZKpgVOs/cFWTqYJR6z+6rMGopE7rP0Ev76fGS+s/Z2odp+hI6z+A/0umCkbrP5OkeqUsQ+s/UySppE5A6z8aXtejcD3rP9NFBaOSOus/heIzorQ36z82UmKh1jTrPz7Ij6D4Mes/7Ya+nxov6z997OyePCzrPytoG55eKes/L4BJnYAm6z/wzHecoiPrPyz+pZvEIOs/o9jTmuYd6z97MgKaCBvrP7L5MJkqGOs/ITVfmEwV6z8g/YyXbhLrP2J6u5aQD+s/w/LplbIM6z+cwReV1AnrP8RNRpT2Bus/SRx1kxgE6z8PzaKSOgHrP0EF0ZFc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1173\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1174\",\"type\":\"UnionRenderers\"}},\"id\":\"1080\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"1105\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1106\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1107\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1109\",\"type\":\"CDSView\"}},\"id\":\"1108\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1101\",\"type\":\"Line\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1035\",\"type\":\"Range1d\"},{\"attributes\":{\"data_source\":{\"id\":\"1080\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1081\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1082\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1084\",\"type\":\"CDSView\"}},\"id\":\"1083\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1039\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1170\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1175\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1173\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1021\",\"type\":\"PanTool\"},{\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"id\":\"1024\",\"type\":\"SaveTool\"},{\"id\":\"1025\",\"type\":\"ResetTool\"},{\"id\":\"1026\",\"type\":\"HelpTool\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1107\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1176\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"1085\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1086\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1087\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1089\",\"type\":\"CDSView\"}},\"id\":\"1088\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"1122\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1123\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1124\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1126\",\"type\":\"CDSView\"}},\"id\":\"1125\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1160\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1171\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_color\":\"#009E73\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1128\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1178\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1005\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"hq4u/yH97z+qA13+Q/rvPxCyiv1l9+8/GNi4/If07z9uQef7qfHvP5jGFfvL7u8/6kxE+u3r7z+PxnL5D+nvP3syofgx5u8/AD/O91Pj7z+Qv/z2deDvP7p7K/aX3e8/sUhZ9bna7z8mwof029fvPx7XtfP91O8/FTzl8h/S7z9wQhLyQc/vP7FvQfFjzO8/3C9v8IXJ7z8zap3vp8bvPx5cy+7Jw+8/8Kr57evA7z9uCCntDb7vP/J+V+wvu+8/6ICE61G47z+AmrPqc7XvPzuk4emVsu8/25AP6bev7z9vXz7o2azvP11qbOf7qe8/x8qa5h2n7z8RTsnlP6TvP9jO9+Rhoe8/6zQm5IOe7z9EdVTjpZvvPwOSguLHmO8/aJqw4emV7z/Jqt7gC5PvP5nsDOAtkO8/TpY730+N7z+hlWnecYrvP2CRmN2Th+8/ZTzG3LWE7z+zV/Tb14HvP2tbI9v5fu8/ZCNR2ht87z9il3/ZPXnvP8wCrthfdu8/3b7b14Fz7z/e2QrXo3DvP1ggONbFbe8/RA5n1edq7z/hi5TUCWjvP7zbwtMrZe8/Oqfx0k1i7z8+Ux/Sb1/vPx5JTtGRXO8/qQh90LNZ7z/CcavP1VbvP85x2c73U+8/vQMHzhlR7z+5gDXNO07vP3OtY8xdS+8/Rq2Ry39I7z8BAcHKoUXvP41G78nDQu8/NcocyeU/7z/tNEvIBz3vP+edeccpOu8/a3moxks37z/oq9XFbTTvP0piBMWPMe8/dJwyxLEu7z8ZBWHD0yvvP4IGj8L1KO8/dma9wRcm7z++quvAOSPvPxO0GsBbIO8//9ZIv30d7z/WD3e+nxrvP8kbpb3BF+8//8XSvOMU7z9LMwG8BRLvP/tJMLsnD+8/DLNeukkM7z9McYy5awnvPxvguriNBu8/u9Lot68D7z+xvxe30QDvP0JMRbbz/e4/gFR0tRX77j8bmqK0N/juP/mA0LNZ9e4/s3r+snvy7j+EBi2yne/uP6doW7G/7O4/SjyKsOHp7j/mmbevA+fuP/LI5q4l5O4/TbYUrkfh7j9fNUKtad7uPz1ucayL2+4/unmfq63Y7j8EVc2qz9XuP6wK/Knx0u4/NCYqqRPQ7j9PzlioNc3uP4qrhqdXyu4/mwC1pnnH7j8+2OOlm8TuP1UGEqW9we4/rLI/pN++7j+8V26jAbzuP4T0nKIjue4/EJfKoUW27j8X5PigZ7PuPzEGJ6CJsO4/SXpVn6ut7j8iiIOezaruP0jJsZ3vp+4/POXgnBGl7j+DDA+cM6LuP8cDPZtVn+4/kJ1rmnec7j/FNpmZmZnuP3EAyJi7lu4/sXT2l92T7j9IXiSX/5DuP2jXUpYhju4/3YaAlUOL7j/x46+UZYjuPzUy3ZOHhe4/tUUMk6mC7j8bwDqSy3/uPzrSaJHtfO4/U7uWkA967j8mycSPMXfuP9NX845TdO4/d5MhjnVx7j+o9U+Nl27uP1zIfYy5a+4/SuCsi9to7j91KdqK/WXuP0vTCIofY+4/cyU3iUFg7j9E8WWIY13uPxmdk4eFWu4/WVTChqdX7j9Em/CFyVTuP/pBHoXrUe4/1p5NhA1P7j9U7HqDL0zuP6vZqYJRSe4/i/vXgXNG7j95pwaBlUPuP/rLNIC3QO4/laFif9k97j+ib5B++zruPwTGv30dOO4/RFztfD817j//GRx8YTLuP1oPSnuDL+4/gAd5eqUs7j+LMad5xynuP8U91XjpJu4/7LICeAsk7j8PlzF3LSHuP8lWYHZPHu4/g6aOdXEb7j8SSrx0kxjuP59L6nO1Fe4/Ao0Yc9cS7j9k/0Zy+Q/uPzajdXEbDe4/GFKjcD0K7j9Xl9JvXwfuP5P//26BBO4/OzQubqMB7j/DgV1txf7tP+vZi2zn++0/u6i5awn57T9QaedqK/btP8mlFWpN8+0/RvdEaW/w7T+danJoke3tP/0foWez6u0/cXfPZtXn7T/aFP1l9+TtP4URLGUZ4u0/O8pZZDvf7T/YdohjXdztP6XGtmJ/2e0/YqvkYaHW7T8nWBNhw9PtP82rQWDl0O0/7MZvXwfO7T+e2Z1eKcvtP4gjzF1LyO0/yfP6XG3F7T+leClcj8LtP7jwVluxv+0/owqFWtO87T/dU7RZ9bntP/3a4VgXt+0/hqwQWDm07T+nJj9XW7HtP1vnbFZ9ru0/PsuaVZ+r7T8TvslUwajtP8Ve+FPjpe0/+IomUwWj7T9UMFRSJ6DtP9h5glFJne0/bHSxUGua7T8i495PjZftP2dNDU+vlO0/YMM7TtGR7T8skmpN847tP7jqmEwVjO0/ZzrHSzeJ7T/J0vRKWYbtP6tsI0p7g+0/bE5RSZ2A7T9lUIBIv33tPzCvrUfheu0/q43cRgN47T+hSQpGJXXtP976OEVHcu0/m0pnRGlv7T/lHJVDi2ztP1GPw0Ktae0/36XyQc9m7T83IyBB8WPtP2B+TkATYe0/wcN8PzVe7T/uOKs+V1vtP8YL2T15WO0/hsoHPZtV7T9AnDU8vVLtP5IvZDvfT+0/PfSSOgFN7T/qasE5I0rtPx4l7zhFR+0/1hEeOGdE7T+6lks3iUHtP3XDeTarPu0/W2uoNc077T8STdY07zjtPzCDBDQRNu0/GBMzMzMz7T8J7mAyVTDtP8VfjzF3Le0/cJ++MJkq7T+PrOwvuyftP3EEGy/dJO0/wuxILv8h7T/a33YtIR/tP3topSxDHO0/0v7TK2UZ7T9GLAIrhxbtP+atMCqpE+0/xy5fKcsQ7T8da40o7Q3tPy0wuycPC+0/8X3pJjEI7T8ZQxgmUwXtPzNeRiV1Au0/luBzJJf/7D83DaIjufzsP5kW0SLb+ew/jP/+If327D+iPS0hH/TsP4Q2XCBB8ew/aCGKH2Pu7D8vprgehevsPw4f5h2n6Ow/eVUUHcnl7D835UIc6+LsP417cRsN4Ow/N9efGi/d7D9ZyM0ZUdrsP1JO/Bhz1+w/vT0qGJXU7D80uFgXt9HsP2u1hhbZzuw/C3m1FfvL7D+2HeQUHcnsPxXQERQ/xuw/aQdAE2HD7D8YE24Sg8DsP1NwnBGlvew/Wq3LEMe67D9HF/kP6bfsP6qWJw8Ltew/grdVDi2y7D/kTYQNT6/sP88JsgxxrOw/svzgC5Op7D+03w4LtabsP7rmPQrXo+w/GO9rCfmg7D+mNZoIG57sP5fVxwc9m+w/Zy72Bl+Y7D++fiQGgZXsPxYwUwWjkuw/DaWBBMWP7D+EUq8D54zsP0/v3QIJiuw/yfsLAiuH7D8pOjoBTYTsP7RmaABvgew/xGaX/5B+7D+V7MT+snvsP+Au9P3UeOw/ye0h/fZ17D+IbFD8GHPsP968fvs6cOw/8xit+lxt7D9Yt9r5fmrsP7gLCfmgZ+w/rHA3+MJk7D8paGb35GHsP7lclPYGX+w/XQnD9Shc7D9s/fD0SlnsP3ADH/RsVuw/yeNM845T7D+8jHvysFDsP37XqfHSTew/h8PX8PRK7D9odQbwFkjsP9z9NO84Rew/F5Nj7lpC7D9Ta5HtfD/sP6zzv+yePOw/THXt68A57D8+kxzr4jbsP1CqSuoENOw/NF946SYx7D9neafoSC7sP9uO1edqK+w/UXsD54wo7D9gLDLmriXsP2qBYOXQIuw/Jn2O5PIf7D9tRL3jFB3sP8Tf6uI2Guw/eagZ4lgX7D/0zEfhehTsPzOtdeCcEew/nLuj374O7D//fNLe4AvsP11sAN4CCew/S0Iv3SQG7D/mn13cRgPsP6hHi9toAOw/fSm62or96z+vEujZrPrrP40LFtnO9+s/dy5F2PD06z/WgnPXEvLrP+88odY07+s/t6/P1Vbs6z+6KP7UeOnrPxwJLNSa5us/Hdxa07zj6z+mHYnS3uDrP6dzt9EA3us/Dozl0CLb6z8zKBPQRNjrPy4xQs9m1es/1nlwzojS6z9JB5/Nqs/rP/7dzMzMzOs/JSn7y+7J6z8FFCnLEMfrP7vvV8oyxOs/jgWGyVTB6z+CxLPIdr7rP+m24seYu+s/BFkQx7q46z/DYz/G3LXrPzF7bcX+sus/A2+bxCCw6z/FIcrDQq3rP9J6+MJkqus/yXwmwoan6z9hRFXBqKTrP/ntgsDKoes/rMOxv+ye6z+lCeC+DpzrP5AkDr4wmes/g4w8vVKW6z+Xx2q8dJPrPw1wmLuWkOs/+D3HuriN6z8t6fS52orrP/lQI7n8h+s/gV5SuB6F6z/RBoC3QILrP8JjrrZif+s/k5bctYR86z+L2Aq1pnnrP7h2ObTIdus/8s5ns+pz6z9aVpayDHHrPy6TxLEubus/JCDysFBr6z+RsCCwcmjrP8wET6+UZes/BfR8rrZi6z84a6ut2F/rP35p2qz6XOs/DgAIrBxa6z9aWTarPlfrP2CwZKpgVOs/cFWTqYJR6z+6rMGopE7rP0Ev76fGS+s/Z2odp+hI6z+A/0umCkbrP5OkeqUsQ+s/UySppE5A6z8aXtejcD3rP9NFBaOSOus/heIzorQ36z82UmKh1jTrPz7Ij6D4Mes/7Ya+nxov6z997OyePCzrPytoG55eKes/L4BJnYAm6z/wzHecoiPrPyz+pZvEIOs/o9jTmuYd6z97MgKaCBvrP7L5MJkqGOs/ITVfmEwV6z8g/YyXbhLrP2J6u5aQD+s/w/LplbIM6z+cwReV1AnrP8RNRpT2Bus/SRx1kxgE6z8PzaKSOgHrP0EF0ZFc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"tr06uGQuZj/eG8kwomdjP/5mAGty9mQ/qVeKlIZAZT/g8o+mBw1pP+bQG0f5tmY/trgvmrXYcT+aFuEk4YBoP0+ZhxI4lko/XTZCV59PbD8CmW2+v+9cPwjYXYo//Gg/qwm30pzFTj9JMtyiauhlP9mxtDiSJW4/ldeyvgU5Zz8WPG8ooBFlP5psRgTFmGo/PVkvydTobD9i+cumTexuP3JJkD8VuGo/UcqH7RmGZT+f2JejY5FmP8sejihWKGY/ZVFbLiyHZD/LEmNVFk5cP24Grtvi3mU/t705wqO3YD9YOTGtRednP5H5UxgxFVU/Wow9n8NCZz9nK3q0pnFSPx3pfRmedEw/0ZuKNAwPZj8ceRV2unNpP9ns1SS5d2E/phd/9mUFaj/hrwhT2I5tPzCUPPLsy2g/U4An+gF6aT8oEpIHw8xXP5lL+bmY+3I/TDBC6jGKYD/LDNFzStVxP91caPABpHA/4lYf96yNbz+xOZcD4VxwP2+sgK+dhE8/Myxs0JWjbz+myv7lyqFpP3DmkaBD6XQ/DByS+bUcdT+bDg4fH157PwI2ymv0SXU/hTmEceKbdT+hCuEM/rlvP912xC++nnM/OyDjYmM6dz8zDtReA7l0P7YNCOCu+HI/Me0fLYNUbj9yt12uJpJ0P407CPfFdXE/WGuzWtJqez8S6bLdYYRwPzgeqR95BHo/pluPygAJbz9FLWJvcsp6P1cLVi211Hk/7P4yxxrHfD/HmwRlxox1P7lg59F0KXs/E6c6KtX0dT9PuqZnNnZ3P0kOCriKAXI/Y7em0I/KeT/D0Yr6pwJ8P6iNq0KPbnU/0K8mbSR2gD9CJX0Uxbd9P9VreduPTns/M4Se72HEfD94vMxASDB/P6HRQSd+M3A/SihlLqQfej8+IlpAGAmDPxEV7KrtcYA/i2SRy3y0fz/IaMChy+5/P8zgbrcH0ns/DaC0h9UqgD+v2Ogf25OBPwg/yt0krXA/pvi4pIKQeT+i0/rlJFJyP9klGa0junU/syAswHMGeD887CP278Z5P/9nV84x/n0/bWj2NQViez/jjfHAzK19PyuxVa3VgXg/z1rd6JocdT/s7CYpOd19PwgfYAVE0H8/LJmavo2Ebz8Y7soI6fdyPy8iB86rPn0/NPBNV72Yfj8pSSSk0jiEPzJbm80k54A/DfyF5JK5cT/h3J9U0EuDPzHw5az9Rns/6VeXWBp3dD/Fo83fZWV2P0HZZAGcUoA/AoslNqaqgz9Syxy7QEp1P3fz67KU24A/7uDv5Eo0hj/eg9jMnp93P00YjUh7enU/6NO3kYWkez+fvOZcoReCP/pSX3yP33s/aGpc+76Jej8fqQjQDB+BP6TWzJYNg3M/Gu//4VXtfj+vCr6ptxOAP1NePk6Gg30/oiCGwy3Ydj+EyDam0cxxPwxpiPGpNXY/CWVt7q4Bej9BbttJg/15P30tVt2dhHk/9C4rts9Sej/B/AdbcRqEP8dp6psOi4E/odyPqY3xdD+8tUUVe4F3P+0I1CEyuXE/ZX4cUtbsej/CQ9pXObWAPyhxMYtUhHo/gIGnTb+/ez8Zip4w8Kt1P/4ocn3wo34/CLXOEnB8dj/cxrqZ4ld2P6oJU4hIDXk/RTqUCCd3fj+xQrCiMWN2P+wU2B/vioE//ZAGeTNLgz9Wk1TVz6V1Pxew/2OgpHA/xospYv/QdD+wHRiEXhGCP4hbF+w39HI/hsnZpiwubj++uKIzUXeBP3rUO5fVToE/HPbyNid5gD9n9tnLYymBP3T7hzNczHw/asDTjQLMfT9LMOJ3xlR+P3Y0yi1dmXE/tpVi7m8zhT8SCbwSZml5PzUNgcNCfH8/f2X5hX7hfj8Fov2r3CltP2vqp2M7WHI/veus0/Iofj++PTd9ZLVzP/WKPXNS9Xk/8oIuMDbqfT/CjtjG4gR8P/pXRNVwU3k/i1em3pBRcT8XOJJ32sOAP6O3k6PFI3Y/6v7gcU4Lcz/YLAYW3e5wPzuKOQy9r3U/sp+g8pOcfT9YrIBXpaSAPxEWWGZeg3M/J4tFg1xGfz9KKpqZeJ95P/bv7d7lV3k/xy1GFArPez+5RxTyGdNxP9dymbMpgnk/JtlqUUSKdj/bJe5b37l7P7i7yDXnB4M/G+LLnv/whz9Qp+Krkn+AP2t/sFqsPIg/ighuz4TpeT/2F0hPhGSIPw/gpiqlU3o/OqRYf9FLfz/YtP2APsKKP4dks+Dzc3k/xaZwvk+bhD9ILRgy0MyNP5QWubzC8YI/JqV1Mp5mjT90QbjnetyAP6bIlsnDu5A/EMeWfLWqfj93XYxnAdGBP8B8yqErdYc/X8UU6GiMkz9VoS/6G/GMP687mMZG04s/eDc5m2zPej9cTj7ckXWJPwYras09IpI/4lEeBNUoiz/nM7u4v72WP8XpJ/Rv0JA/KcW52mTGeT+NHwFbHZ98P9R9W573ZZI/f1v7B2T2hT/oggOPQDWGPySf24xl5Xs/cnyujK6Nfz/LjBiMPu6EP8xbVB2DHnw/eQeGqiamij/NnVXab2N9PwVrP0FMIoc/eStplgY8hD8redfNjtaEP8E9fWjmqY4/O7KqZ0R/gz8DpmZMJSGMP8vssHMT2XQ/ZPS+MTWviD+xFItdo46AP2DZRTsLdY4/qBAE06T+kT9GtEwlWiR3P4mxE1rx+oI/IzZAFvzKjD94b0JtA7qAP0CuSCPs9YE/5iFvd+Gzgj+OvDGIB92DPzAacjKa1IQ/lGrgJoFQiD8dS/srXCqBP9FW0JytDIw/KdThflomfz/zHdDsQlyIP0HuCW0Q+IQ/tMlNOVYHgz/ipvPig7yHPwFqS8+ERoM/wL78gcgiiz8kphuDDC6RPxXYlc5a5X8/V7tWPmmZjT8uMC4nBiGPP+JWgFntfoE/2g4KFJ7whj8ZVZUJhhuCP3vTAw9EWXg/ogrSt0rUgz+wRW5u6rZ5Pz7Pl/7vPX0/jdNJZB6qeT/2cROKFxt/P9P/uADL4no/gbuyVF/+cz/pz6LQPXtwP/U7zZ8xBHE/QPoXz1+Ccj/yGK0ji8NuP1a89vBLjG8/EwQUwqhicD+3qkBbjAl0P1WK92mPm3E/uCLl6Y1ocz/ZoMrfDVtvPxA7+niXa3M/r5hsITLkbz8tPghZeGJrP8+Ld9OPVWg/y4RrviFUYj/s51sxHsZnPxOUebJ9dmg/qghhEnS7Zz/Iz3j3SmZmP5+ODkbAhGc/7Bhn39meaD+XNAPXK21qP7P1PMC6R2w/HgO/UYM1bD9F3FGYb1VsP5Uz8QP5Ym0/pTI3GA1gaD9nk+XWXaRoPyqI0oloxmk/Vz6Lqfi5aT9dEBMNnhtnPypcc3Z7r2o/W3FJrRumYD8NPn6oPVtoP+s0nwqMrmM/1HXzG0omZT9EG732hLFhPxYgNbV9MF8/jHszE4a/Wz8tVFBig+RgP1D1N7hFE2E/tzyNpLJqaz8CSBGbZ0VxPxtct7xQhXI/JmSkj/A9cj9vKV1gJBVxP+hVag48B20/znkePqqBZz+RGuPeUlNoPwi7f6LTIGY/x7t3SBmQaD/CWApuuilpP8RtnMuasWg/8LvA7WWucj8U1FI1/ZR6P05Ab3Hr+34/YR26beB3gT+nOxQmlz6FPxUxAM/9v4A/b0gRdOvbij80fJIEM62GP64jPtQr7ZU/eryyiQAslT8Rd9XeElOMPwXFcBJ5h5A/RUpTqbPSkT++nACHsKaYPzV/Wir4f5I/dcV9y4X1mD/BW8XOFPeaP49vM9NiP5g/zDaFrEEQnj+y72MxUl2bP7Qsn0FpmJ0/eX38JKG7mz/pEdfPvLucP2DuNJKdOZ0/x1INxbAYnD/hBsLhJ+aYP2j2bRbQgps/SjZXWN8lnj+HxbF9sSWZP6mZvb9qPZ4/W0jly/13mz+ZkWMdtJKYP7EBX1at0Jc/shJ2QrATmT+XU8suSHyZP7RB1C/mJZo/uo/Bk2a7mD/bJzqYkTeaP5N8R0ok75k/w5b/ZVMPmT8acS1jcmOWP1IasVgn+JI/aMv3OruckT89yrFMSZ2QPzZagI3izJM/dE3Lm6t2kz9IZy8kPEeSPxZ3DOKNkZE/KgR8IUZCkT+OqeJeES+LPyLvxcmkPpA/rykfxFHojj9LSqpjnQCRP50EyQOk5ZA/34zTuBxajz+iGaDtubWRPxK3jtMMHZE/+71aQdvCkT/jXt0HCJWSPwy1o+quIpM/lLNHA9o4lD+uh13+cKSVPyQvMvCzeZc/5Vw03qv8mD/TmtGZjA+bPxVKqIjbl5s/RCuh2m2amj8QD9pTycadP2VTh7JER5w/oWTQAyienT8GZX05SqKfPxXRSq9DEKE/mFFgm3vRoT+LJTmOHySiP6pBd6RLhaM/wT0WVFjuoj+XAllO71OjP3hUefDg06Q/okGgZguGpD+/1cnW/B2lP/q2tm1ghaU/6GnsGsropT+ovuy5hZOlP3Tmc8YeKqY/Zg1ZKtlMpj8UTH2bJDynP1YIoYCYz6Y/cOTRFfbPpj+BDfj4pYmmP0xpyCr5G6g/VT2MgQrTpj/LTsXZkmGoP7E6mFzaz6c/T1Cytn69qD9Y5L/jlsGoP+lVyc7+LKg/44t8XM2lqD8e4TVuTpGnPw837cihO6c/xchEXSYzqD/XZaL6oASoPxLpVvTreac/U5RinI/Tpj/EdF7jPHCnP/A8E8s2CaU/1otPHI6QpD99e7c+2ZWlP8PAo9qxwqQ/CwC1b+5Ioj8IcQNpizukP/vMgtO9YqQ/H7hU2zyAoz9fdW0GgPOkP+s365cHvKQ/AVazn5U4oD/bxBl7yy6gP0szAJhX66I/W5nZmKKRoD/OxouW5rOWPwYgMR2liKM/e0D3NjwboT/8XSl58QqgPxlKaMndWqQ/kj97shvXoT/9/npDIMieP+QKW9IUwKI/wnrlSkkClj9B7BPSHd+RP92PBEp4kaA/erDBZawHmz9ji1E03gygP4xTQMxGm6E/jhqMUKifnj8OFp1dptqfP3l83TXPkYw/w64ZWAj0pD9AcPg2Xb+QPwK4yqyj/Io/cmr3H7AomD+gL87ozoydP9Weg1+mRJo/tOU9GBKGoz9y03tTKQWCP8qs7RFBWJE/+PukXfsrnD/K7U9qGMObP8YoDrjyG6E/cLHRauUDlz+0uPG41RWIP0aSmdZbmqE/Xm23Y0CYmT9DttfkoCqQP9IevczpF5w/ZFQkI6fRlD+6qhzDOP6PP7ImHzJRwZY/cyarqZkijj90Ifii4hmiP5cXOM2KkKE/KoLfBngdoj/ceoj8jiqdP/9YnGVrxJ0/zbWn0A+loz+plixDa5yjP0ZOCcu8Gpc/yK8d4Jbnnj/ZryRz8u+KP9i+jrGw9YY/aAYLyuJxkD/XIAO+F5CFP4PoIlYPO5g/a2NHjaFgnj/7UHUeYCKiP5uRyoXuvp0/HWcFMAGdmz9PrPwVPNGkP8WuSm1JBaI/s/It04IMkj+nDiz03xqgP6/BgWpJKZs/ldMX3/cBlT8jwL49e8WfP19X642bFZQ/HvzpTn6piD+6WNxN9TydP2VlqCBW75Q/OCeTNp6omT/ohBpLRlGPPyQCEXchQpk/yGFPB7bsmD819ESFMs2UPzGeoRj0UYk/K9t7P3bKij8cmJbbjMKaP6+gN3u8+5o/O9qz/is/mT+xqSYrE/iVP/VythDE1aI/8AOD4p6hlj/6psZecLmcP5RtreIKr5s/AakvYhJqnT9UyRkwGFeiP6qNRJWWsJI/0UImVS6OpD9eckNU1H+kP7GwLJK2SqI/ISdbmFOToj8A4JcPBs2fPzO3ASiPgKc/pS40wdewqD8ig61vWV+lP7gXdiTz56E/WQ4dLx83qz9UBbuMF1OnP9PIf0vuBaQ/vjF1OndGpD8tuqTdlYGkP2tPieCpv6k/TTWxef9uqj/0f0GaPCerP9YaJBBQCKY/YaIhdy/Hpj+UrVwOe6SnPxYt0vilFpQ/AaUpWrS5qD8RuoUnr6ClP9cyem/cGaE/jPb/6jIQoz/0fX1/S2SmPxYXmTek75w/szC8zZswqj+MXJa7RZOnP9uHUbjjq6k/cUl3LXUHpD82gGp1xEmjPyLvKwDHQqg/v6pZwyRFqT9xweotRdGlPz97NemVfqc/Y5CuhJO3pz+B/Pp8szykP6Aqq5Hw+aI/lOUSbeYloz/YXvcIocmaP/iC71ASeJg/5t1fvKUKqT+JCNiV5qihP2bhtlO7Lag/WL7jP3Q9pz+fFWthtdWsPymxqsdx46w/BHXyFYikrT+Yi9kJRyytP/RZBr/Cc5w/pPcn1bJhrT/kxxE1E5asP/JvBrqmiK0/7OAsJN9fqT8dmJgwNKerP+rAAu/3RKg/llBBL4xVsD8K21AVbZqmP9rNzdgeWbA/YeNtSC7Oqz/A/CwfEjOqP07buXtgIqc/4fkVq4ufsD9UbykvKcyqP5tOWdggNaY/GEqXztcXrz/c8F9/TEWmP8efpbOa0aY/4hlCI6IBrz8V3CKeBsOwP4y48nmoAK8/Ue77LTxXsT/1tgspcb+wP8JSCwG/460/QNR6ayS5sD/B6Ky7/NevP4MaQWsInq4/NgP64qEDsT9BRxx8JauwP9ZCPUn3LbE/EeOkCxWPsD8HXjfdrKKvP2NUQgLq0bE/Ts+98ciqsT8iADtt5layP7Blm5j0ULM/CGxNQ3Zysz+oNQQCheqzPyEskIOod7Q/0jGouBQ+tT97Dh75fsO1PyeQQqQADbY/YDz/fQZytj9A2YGZU2m2Px8kCF7nvbY/I6Gg8Y8rtz/x172kWHq3P6FHrSeqYLc/jCyOlnTOtz9MqayEPDK4PxFpU/UFlLg/xq2SsPxRuD+WstBpcfC4P+x1pNeTHLk/He82NoAAuT8iBik279e4P2B6xW1mIbk/I470OerauT8zCGytGG66P/UbeCqo5ro/BOq80uQ+uj+8rJYh1gC7P9CBUTCMRrs/msIVfNy3uz/LtUa8eaS7P163FEgGUrw/n9jPyRRnvD/2bk7NmH68P2J4uXwwyrw/lrLKAPTUvD8cxXvHjDm9P32jjhwgcL0/9SmiiFd7vT+OliGqKVe9P45lVwHaur0/dVVQOvI1vj8G6rwK3n2+Pxi7oMweQb4/PQiJY2zVvj9r6lZmQQq/P8hRQH6DW78/kFk+GNVEvz9CVtFwqw3AP9icp5//MsA/EhadoXfbvz+tIi2Pr1nAP8gXiF7pqMA/iBMXd6C/wD/AbL/VmqrAP8cXaO6qF8E/QUuGfd1nwT+jiI8d9aLAP408mZQYc8E/Vxywn/fewT9c5DHHBQ3CPwvZixh2mME/hlLkLBKPwj//XQuqnWLCP1VBLM40IsM//LVgN6r+wj+hT8JPrP7CPxiPXdo3AsM/Xd6uBCr+wz83iJ7pUbnDP7EaU1hhD8Q/B5sDSqgSxD/MeZP4xSfEP19XrT/pCMQ/0RYoKFh+xD/WYz44JRvEP0fIkE0c98Q/Dt1eg4vtwz+sj7V2NMPDP+6qmOI0xcQ/NAASnwyVxD+2QNKh7BrEP5PzVY1LfcQ/IwwyiLkoxD9WpDxxMAfEPw/l7wLw/MQ/SjgtXJNgwT/RwfbpTM7DPzWrG7LP+cI/46bRD+Ffwj/GlKVMLmjEP82ojZlsusI/DyYRigoMwj+fg15e6ynDP500d2o3kME/Yxa9uj00xD96YTdpCd+/PySM1OgbMcI/4duaJtwjwz+Tab/TKzC+P/Nv+DrClMI/qURArD27vj9g6k0LKwDCP9M9y/YFBMM/LvdRkxQdvT8ECVNLtV+7Pz2Vza8AEr8/M/+vfCkawT+aiVzeyHvBP/aGxOwZEq4/vKzO6EJeuD8Bs/VwGES+P8pua9ZysLE/hvGwjXkrrj+a+uorGEGzP2M8x0PE/7c/ULa3bfAMsT/zLPTocPinP6Dp10rSr7Y/1rnddydjnz+JWkZ3yj2zPyebUTqJfaU/EUu6kH22sz8sgNcoQjKmPyafkvuSI7I/NPUGi8CkmT8kJyhzvRenP2HZ/9OSOKo/camIPgaClj/0TduHyJuwP1H1kmfDELM/qyUpI8g9pj/GiDWm9cejP05Ccm6KJp0/gSxr92Essj8y3WorKp2pP8gI7DgrDJg/fWSnEUkBmz/oMv2kifCTP/LAcH/APaY/XDulauegkj/ivA1IcYqcP3RbcSG5KJs/IHVvMXSTpD/qzkYoFdiXP/D/GbKAdJY/h6U/j1dxnz8gObVhOaaXPzmksb2RO6E/WERALroCoz9Fa6oUtwibPzsmhlwPc5k/YquD4TlDmD9Q3ulhGDmYP2hSSSj3Bp4/QTkkAgbYiz+ZwbuCpr2YP4aQ5g0q75I/v02rjRAOlT+57Rn89tWZP1TyE6k8YJg/4rgDOVsckD87/ZnY4iSYP/JZm+GuOZY/B7zeMZvqjT+CCgy04YKoP8uIo8guLqo/f3oVkuyNqz9+RMfS9wmhP0VmrNZZpKk/f9ehLBohpD8OgDTLk9WmP+4nDNOD/KA/R/wOvCNnlT+8rCjhqeqYP79FMF9rZKI/ahD9LkhNoD84SKpc5z+RP2qedG2/yp8/NI3AQ6kYqj8OODi/CQuYP8p46jRZ2Zo/6T9k96FVoT8p3EMtvT+oP45LRbyA3q0/oiYCL88StD8bj8P3Hw+0P0CXmswgZL4/fdGoP4zuvT/zXFtCgVC1P1bf7p3MQb0/CJwhp0wYwz+Z5pYWOeDCP+3POVOrl7s/ynAucVmRuD/cumWM7qa+P2NBQNo0FMQ/IGIrxuDHwz9wRRrlvc2/P8HudY3EBrs/CqWVw90huT+B22vyp7TEP9b271SWOcA/LFwA4bY0vD9jIg7xuS2yPxDRNaugm7w/7LGY0mJMuj/ZqS+9dR27P72B5jWkB7A/3h3L30Wquj/uniTyf6mmP6LOBASWvcI/46/rzRAJtD/zXeO46A2xP5ZZuGv42Lc/qo38IukgvD9ph5lq5C6mP1NcthwuVLU/4gqsYByBtT/ii1swa3i1P0drBB1HnKo/zLk+hv3twz/4GetmaUq2Pxt3URBHA6U/Q0DLc5yjsD9olh3dZN2zP2SYLqOdXKE/caf4Q0CvuT8hHlXARO64P8JAnq1tiag/toL95U2IrD8ubAGe8FymP/JKTAw4Ars/FpnvcevluT8Af7zaAZewP4/EohzXl7o/x1Mq9IF6vT/zwAqbFMehPzUgzec6jsY/O5UpjWM2tj/EvcX6GZvJP0f+hAYBNMA/WrH/nZ4VtD/Us+MyQxKXP5Jp6vH35rU/6Tzxyb8nsj+LWAVbAOW9P8zORCOn3aY/2CAqrblvsT+Q0uTVhWyzP/yCuf+AjKQ/Uaxk2P+7tD/tRhmettK0PzIwNZL1T7Q/qdzIyDSsuj/wLtyorejBP5bdyGIFeb4/ygu2iba4yz/oglRvJY7JP0gBHy4DK80/w2Myi8irxz8dhuhsTXbSP+whraqVvcY/iged8AXs0T+1hVZS/nzUP/o7u3SjTNQ/l3IE8mXQ0D+3QoXJ0XXTP0RfWw5gVs4/f1GncsOozD+bK63jg3jUP9L1KP4bfNU/5lT+EYns1T8VPuBhii/WPxmJQ7VRwdI/hVWshQ+y0D8q8M0+p4DSP08AsMHgy9I/tdj8MFej1D+0AcFjzw3WP7NiWneq+NE/v5rWLp9e1T8Z3W3cQeHVPy/zpu7e/dI/Y2fxBudx1j/71ko6yHbXP6ajLWQ+mdQ/iMS0LEBt2D98klNBV0XYP7zessVP9Ng/ahq8cIxS2D/sL1ll16jXP9VifRoiQ9g/0b4ecq/S1z/fY+70XwvaPwOPOAJ7FNo/oHz8xO392D+yrzRqn3PZP0wpCKKST9o/sOLEFK2u2T8WlL+SWzzZP4qaGFLgDdo/yY5cA4Wa2j+9XfcCe4HZP+qv+vZiPdk/d1OO1/Pl2D8XwzorNjTXP3foQ54VJtk/pXilQj4s1z9TC9sd/irWP28+SbiizdU/vxId3Xya1j+LqsxM6ifXPw7E7Q4IW9Q/Eu47pohH1j/y5No4KEbVP3kgmFYTTNQ/dpb/Pi4Q1T8QyugGY0/UP3UQ/+60tdI/4un5JryB0j9NCknXyW7SP1NNsYAA8dI/Avw5/4OW0j8odYL261vSP1VjgZXoEdI/Q0WBWOhd0j8xAHGuPg/RP8bDOJYgbtI/g8FG0m9Dzj9DErKZrGPSP9FFXrIZVNI/A6G/3f+B0j8OdbHchk7QP5LWabfOBtE//thPwZhQ0T/RY6IzziHRP50bEfnaONA/DCm4CYrf0D9GxK06n6DRPxzeN+MdWs8/1kpnZBoF0D+7fVEhw5jJP9D0N8mOWtE/IFZIWMpuzj/s+ja5gTvEPxf2HLEQhMo/fLnhYp+2zj9iw4XSVtLNP1q2f3N4ecQ/4TwUKuyPyT85cy/+VbHQP/bWqCIbKbk/hUid5F2ZwT+4ZhrA4inKP9gVKs9fVsQ/f68koNHfvD8GbF+r9KzCP6SpBA3lZsI/sgapLAHNzj/MsLXm/O/HPyCzU+rtobg//cCWcV4Q0T8m3lbdTa/APwV3vm8QNcs/w+9qmK7Wzj8yFRFBvqPOPxF0QPQzAsk/k2YjMN/6tD+1RCAl6h26P2pqSfafLbk/I8t1rJ+stT8AsL9Xa83SP8NXh+brF88/f7K7VEs2zj9tVVrKn8PJP5MVyCMcpMA/cWX9Jr7MxT/ppLs+iiG7P492XPrhuMM/HERKBzmvuz+Epz03GjfDP9G3qlmQR78/IlQmShN9vz96UGDS/0G+P+EPwL9mv7Y/GSOByX6Pzj91C/MlIDjGP8eD5rcBHss/7Tt+jsyC0D+oKta5q3rPP6qmxnTDitA/nkOHk7OZ0z+hPirqppLSP6XZZ5td4tY/r2SiE6v30z+afnlzxdHVP8gAfUtUZ9U/wpzbHF5o1D8Q6J94u5fWP3+BnLYZ59Q/CjrBP+r11T9fJkPK7THUPywYXZ+hUdY/U48J0j680j8S0jFr4tPRP0Nm9f7iwdU/wyHRa2mW0T8IVeIwlA3SP2jj8uDG7dg/VPO/Ghv80T9qyb4zxJrSP116cfXx5dk/4CRDDsKG0z/rSKHLS9vVP0GizVB0g9k/71EVqjA+1T8YZiKDbcXWP6O6XhjS0No/18EKnxOh2D9CSPMhWxHZP0PUA+AjxNY/F4Nm6FZj1z8RVINf77TUP5klJXO7fNQ/T5PopZGszD/ScN7f6HrNP/C3kyltyNc/vSirVtzA2D9knsyGZFvbP5jZoZch5N0/yumhiIT12j9P4oSXSIrZP4u8AMp1edk/yB/laOew2D++qr/EtWfXP4zILqSOUNY/9Tk+W3SVyD+1eTkJuOTWP/qAZ8KOJtY/OigjGsDU0T8JfPEP4DjXP2dgwCy0RNc/2ffnkw0f2D99ZYnRjXjYP/R1alZ3bNc/zOzS+4WT1T9GcIlpcYDXP6MNsCalbtY/TyoQt9nP1D8qg/rBn+LUP50dsaiAIdQ/k6gVacj/0j/35Kh6ayrSPzMGVOZ4I9E/aAKgP5hH0D9z/sgLv57PP+FGZcFZCs8/Q3AYS20Gzz/vUBh+XfXNP2/QM9zb6sw/fi47EAIizD91dn5WVFXMPyS1U5T15Mw/eukRRMCYzT/8N/z8ggnPP05lGjpGJc8/ZPk2pOao0D+RWrFhZ9nRP8zNCMGVedI/MYRAgNPP0j/kl9obCjjTP0Aq3Oh6ztM/1EOf4V780z8OfMscKQzUPyh30BJpMNQ/mT8/6nTS1D/zpth0qojVPzCubJpTkdY/d5PvhwjD1z/YJNqNN7XYP3EdJm3mR9o/Jx0s12EN2j/oh+qdgOXaP6FsinZPy9s/eSLDEv5u3D/KLLKdVcbbP9gev6DxEt0/0vHALuf93D/kgEo0H+zaP0mNpwF/mts/GDg8EwxL2z86/UCc3azbPyiKeumcGts/59kGn7Xd3D8mJExxjZjYPy/JVUmK4ds/06PPzI1G2j8uPj01MELbP3fTXX/Yh9g/O+6R1DvQ2T9s5m4bsfPZP30TuyWYONk/6X5WKBUS2T9OWfGsESDSPxhjLcJAwdc/Pg8cskyQ2T8i71jGn8TYP9KLTpOYrNU/Ehcnap471j+te9FUWYjVP26w+UhktNE/fP8zFvd6yT98f0yiwTHVP5gR6VSqxM4/NC41L8hwyj/DBA6CFHHQP/Fj58h6Tc4/zbZI43ekzD8kfscEs8vFP01dKUuaAM4/V/KzzyCj0j8wgpRTDvjGPxXcqbHf8MM/D6elH4uR0T+ZyWS2ZsXNP0x8zl1NU8c/KdUYEUYH0T8Ka8k+6vTGP29M+RfFEdE/wtzqXSq30j9zDAcMeOPKP2SEDdggDb8/mW7c/IQgtT8D9hyVFF7KPw4bX4s9DdQ/6ikytQl61D+70j5RrybSPzX4CRr1DcM/8NMIH4R9zj9Lump6C4fKP3HH8907tc0/FvYQ8kp6vz8idtlSzCzKP6grd/oXWss/MTdn2MhyxT9GLxohmIG+PxEyUNCdUM8/++7SQWUyyj+dVDFxS5jCP2kZeCkt1s0/GHvMmvhs0j/9bzmfdbLQP2HfYtQMTNg/7TNLY27r1z/dWl0h4anYP20IV064QNk/yby4WKLE2z8u3qWBfc7bP1Ah5/D8bNo/0RLvTp023z+NjA5XANndP58sIsCwgts/LAmCymvk3D/gArI0aLXePwMndJjAONw/YneyNTPz2T/mTisQ4GfbP3AqTpTRot4/pYy/dMCj2T/3CKPASC3cPzERy//Nad0/V7Pyp21v2T+VXe4gbr/aP5attv9Ajdk/6ivALqZ12T9v6WKDyzTaP1WeDjFmg9o/BSzWB6+J2z9LbQxW/QHYP1ZTrRPd19o/MrTTMQlN1z+IzlDPlrDRPzxEFBmr1dQ/cFLfdiooxz9lTFOTjMbYP+O7iWLi59g/0DQchMSbyz/W1wwQZmLYP2xMGllbKsI/hv9jmVRmzz8ANiy/Xb3VPyGAGiX9y84//iglLg622j8mJitqgRDPP/ET8P3V5tk/3R+w5Nfw1j98h3xhnw7UP64JQs38x9c/Kw7Op7FK2D8AXHDQu//aP/rRumz78dk/p0N76lev0T8fLPkbHB/KP7sjDraAx9E/N1gaKJEYyj9nFW74nuXSP+bpuPr5K80/jbCFKTAl0T+5+SFRuWXYP8Kvh/CRONs/ju0GLHmN2z+f27dw8h/cP0blERPexNs/tHWANu1z4D80EyMEATjfP6OIVfUFBeE/ezerCHgU4T9LM102TX7hP6S1xN6UYOA/Aj9uaTcf4T9CFk9mjcPgPxP0uEXUlOE/kuyIIJ2o4T+c2U5qMDzhP/WTwFtnBuE/W5p0wd2u4T9Y3XZM3KPhP7REYUduZeE/gbfHGzuX4T+Y49y3MEPhPzxGzoT9duE/bQc+GQvd4T+D0YudgqbhPwjSeU7T8OE/jCxlKkot4T+1lT2bSqrhP5h+d66bpOE/8jbHdIqh4T9vRdAuXw/hP4fMpiI8V+E/3EnV0oGD4T9tW8wdaK3hP/p8qJMtKuE/hULlFooy4T8nF/jk87rgP0Kw3Gs3H+A/xTbBzlt+4D8Pf2YtybbgP6kyfLrfeeA/oKT3fdSP4D+w3iTApk3eP7GhA/fHKuA/jRBrZc1T4D9u4fIKiZjfP+3N3JPsVuA/9a2eCBhZ3j95tBisUjbgP+VTcz9JE+A/X16/6XGa3T+r28/tUi3gP8IRehuzHNw/QeQybStz3j+gOm6uXYrdP0H5jgMlJt8/ub0DBItL3j9bSVXHvDPcPwqvMb9tn9s/6NNlAtHw2z+3Vn9xuCbaP/DTLNpuutI/3DN/krg82T9OoJhXPiraPxjjjn3ZCtg/s74N0S2a2T9RPlfsLhHbP0J/Ty3d4Ng/oG9sC6ej1j+3nj08c6TWP3mYJBCLeNg/z0IyUCvw2D8eZZtLQcfXP9fn+T6YF9c/qxVoMj1i2D85+J8kQFPZP1noUAEvx9U/tVFh61Mi2D/dp7BXJybZP/u79JGnANw/x9xkRbzj3D81AVFVF7XaPx7k80J0Wt4/BzIGDpoC3z+ExwOJY8jfP5de/T42GOA/rrUYbFMR4D9jusE5x0jgPwCsrcqYweA/JxW8oL4X4D8PHSrpK7XgP9dzuxIVGuE/P1QrocSX4D/ROapT4wvhP4SVUWqZg+E/4pn5xmDm4T+ji0pGT+bhP1kIRyTQ++E/EoOJV4bl4T/Vs1qWY43hP4MuFe1chOE/Kqy5wc654T9e+HQt6qvgPwrw1MQ+XOE/r+khVtks4T8q3RXP73TgPzkxZtF+9d8/8qYISjmo4T8nmEpDXtvgPx5jzXQs2OA/rMXDwbkR4T/Qt4ZxF0LhP+Bbb02G6OE/HSKoJfmB4j+mrWE978ngP2ITgIzMV+E/zSTCFSFO4T8nfqqq387fP3gLkB9Ak+I/Z/bTZY864j/ryl0lfSHiPyCK85RjP+E/S05pEhP14D/Hub3tJo/gP4ROD7MOXt8/7ZK8EsWY4D+YNmh3SNXePxraOpmvvt8/+UlqLW/o4T8m2rCkS+3hP8tL7mIbYOI/kNsce9564j9IOehn3cviPyRTwdcL4OI/eVrcjO8Z4z886H4TFF7jP9+k7rg0huM/0wmZKEqa4z+sEt9DfVDjPwrsIN4oquM/yhnLU0+i4z9QNFwgyZfjP1U1UftwcuM/3NhjYUld4z95AwyNc4jjP0rnoKuE6+I/mVMd7DRQ4z9cmguLnvniP3aR46thM+M/BKQUXX4Z4z9aK3z3T5biP6elFdxk7+I/fn393FCu4T82VQWPEADiP2Ru91nKKuI/3rGlqh+p4T8bUt92r+/hP8KNI5gIL+I/sKekTS8Z4j9Lhb+AxljhPwPLVGTI194/5U+iGUzX4D9PHri2uArhP4PU1fDYvuA/gnjS31uE4D8lYN4wPQXgP4NKPV+W6d4/0GWQ6eCT3z9d9UIkWznhP86cTut1O+A/Aszi1RvS3T9vlgB748vfP5JQsC+5M+A/A1SwOAPd3T+abqzP3wnYPzWf4IhBg+E/+3CDx70C3D8QpbOVWIDfP1Ga5FlzVuE/Gj0eS9JY4T/nHXmLGhLhP/CEukb7Ndg/DkoE7rvx3j+TIaFAw5faP27/9fyi5dU/n6MRxRqY3j9GOgYum2bbP/CtGV2y9OA/ADb+3Ll44T+AN+Hve/LhP6l5cwJwY+I/70mXWUgK4j9xSJQNDSbiPwfWmEj3B+M/MNc95rNs4z9QFCcGpQLjP23c7onLU+M/BhYzhcpG4z/+KRKi/i3jP2MLiFZCR+M/c4iQuoMp4z+nTFaRxgXjP6sWKvOf3+I/oBu6hr/p4j+tBx7ygLPiPys/BjvbyeI/N9IAy2CK4j8h5mgVa83iP3SPbGjoZeI/Jgy24I7p4j8coQAmd6viP/0uhRBbJuI/HrjlO6hN4z+4ZFEnM4jiP1hhrIbvYeE/FDhBQw0l4j8OCahvog7jP1I0ZVITjuI/7Va6OgNS4j84QBX1WwHiPyodFiCd5uA/7Ry8hkR+4T/tNZso6VjiPyKTlbbp/N4/8M6RDxvj4T//AvRXm6vgP9UstAdI4uI/CgQNXu4r4j95/SAzsVDgPzFORNyyn9k/smHKZAWf4T8z7KeJC9rhP2uAb6SVdeE/r2A4bXak4D/REu/PHADhP/lYe6Z2id8/Lv8OMhca3z80YiTnFb3fPzdziWcQAtw/UWl4OXVS4D8NaB0Z1mThP25hNKAFXOE/ANyHeWP44T/+00MhMxDiPyoXqnHdE+I/2LQj5Qk24j9D7lkB55biP/Irfu/fceI/Dxqh/ACz4j+YXDOaGZDiP9JB49f2ouI/MJsQKoqT4j+FAUZbm47iPxM7cRrEc+I/fpT3WdRp4j++Ug9H7VjiP9QHXzTDB+I//DIJiWL+4T/wJuGGFpDhP18/lQE2hOE/frCQ4l3l4D9Hm6yd6uzgPwtGQm/KAeE/pFJv4kc54D/E6zI7v8PgP8Yx5fU8+t4/iqxFkQPo4D8rjk3xhJzgP3aU/AqcGOE/hd/owMPg4D+sbIDG86LgP9DY526B1OA/ccfiVSlC4D8qBz8dc1bgPzzsqvJWEeE/73G+gA004T9y5vrBGWbgP49QS3e9MOE/deZx1TDj4D8ZMqAAyD/gP2EqlT5UF+A/zmiK0+0e4D86qLEBJzHgP35qTv2DjOA/RX42QQ+x4D8QzT7XlP3gP8g3ymXiRuE/LMXrn8px4T+eErpHyYDhPxU+/qWlm+E/mqWK6v984T9nXx2OybrhP0rsCy2BkuE/Ymtiepqr4T/XCHgQOdThP9EsSt5t2+E/LYOZhyHj4T8brixqF/HhPyaztJCg/uE/kv+CVe/94T8qywDySObhPzgjhGwbyOE/Zs+yNq6u4T8XqpRZZ5nhPwEUrYhtf+E/brkwFGRw4T/SBDENGXPhP9r0htcJa+E/BEczgU9k4T9Go34CUHjhP/ZPoB7Tc+E/2NPWi3eM4T+FyOOeSH3hPxo6EBHZVOE/5kZEKh0u4T/nssQD7QXhP1ccb3ApluA/7Quy7TrP4D+GCqJusqTgP1Mj5d/nqeA/BeYC96q24D9O5UvhFcvgP7tjAzxo5OA/vvRLDAcN4T9g1ArpL+7gPzFYstFsU+E/QIivsDl34T8ZHQQXCkzhP16t9Bh2n+E/ho9T+ySL4T+ef4QCHjDhP8G7icsgJeE/oolSS+QD4T9+YnRHlujgP9K2BVBW9uA/TyWa5ZgW4T+hKubxFDPhP6K3iWkeUeE/OWrYpo934T9r5wYVQZfhP1P8rknonOE/xZWXTUqg4T8fxrpf6XHhP/vnq7oIaOE/prHhSpdC4T88lvvb4TnhP+kjkHC7AuE/G+PFUq8S4T/p8o7O4vTgPyskV6q8y+A/j+xxDcIM4T83pNjJjDPhP1356UXJLeE/k/Ixrvry4D9wu58X5czgP+sXyzcq0+A/96LGsyaq4D/eltEznh/gPyvdF4SfSuA/7taeORkN4D+UTpsRTxbgP7XzkXcZQuA/oxwhAxJl4D9KOfmwz6ngP4ppaOzmruA/NA93hU054T9vahDJjWvhP0x+m0PRpOE/ihYRlm654T+2zttY3LbhP1c5czRIjOE/rYkF+Uhq4T/ifgjuWVjhP3Zu3r8FQOE/+KmvU2FJ4T/zplA9oHjhP6MCCBRxxuE/MI1qY5UC4j+CZNzadjziPxLi3NlhhuI/8UNpVfuH4j8AtY7X2mjiP/TdU9UXWeI/DXFCnnE+4j9GXocNVTviPyrj5I5pQuI/ZV+Y2c7S4j/gXd+8k7njP1vpCJi0BeU/u5AbrLHG5D947QsTCrvkP+oDv+Na2eQ/pltxrqh+5D8IFuOh257kP5P/2ocebuQ/SHxOLz565D8F5k2R2QDkPxOM9u0zOeM/MmrTLqhS4z9+DvYVgy7jP5q3XPqZ9uI/2GW04cXf4j9q7fX/Qo7iPzO44bYbf+I/EmYTZLcb4j9QUYzJ7gniP7JeXSuQGeI/gNp4oi0M4j/6Xpd9ZMXhP15nQ8Wh4uE/7dnB0HrP4T/tdCNNeYLhP//oAo62veE/OenoSOnu4T9JjdQcOerhP9rGnlxIw+E/WODPOiuH4T/ciPqdT4ThP1PJ3PfXceE/d99RedBf4T+CIA/Kn2PhP5XbscOkXuE/I+d0ihdb4T+kN5hK7nrhP4+7ES5RXeE/odnmsluZ4T8+cPXD85bhP1lIBohnj+E/Z+roSolK4T//pyd9yFzhPxMzBln3NeE/YcL7ui9u4T/WS5huj3LhP41+kNLdV+E/b9vpBYRr4T85Lwu/KGzhP2993199ZOE/fqG6EPZp4T82jm80EmvhP8OTNX++ZeE/Ffv98Qha4T/Uc602D1zhPyfWQQQSb+E/37wZLMKJ4T+z3ouH+KThPxYs5322t+E/yGDQfj3b4T8fXzac9PXhP5Zje37VCuI/lWmWvcTu4T8c/9GLBcrhP+o0Wwf0p+E/GWoFj9mI4T+IKG4FU2vhP4ZaxVNMWOE/zm6jdJlj4T803M6KTzzhP56hEinWEuE/3t/Sn7Lj4D/4IsKLabTgPzZtGVjUeeA/CGbuc/xL4D9hJ7PLjFjgP19y7r/ka+A/UiktE+R/4D+ba+4QepHgP74OrOFNnuA/f3TW2nGR4D+emewTIFfgP/t2xGp4HeA/8uyaFvfV3z93DYhS9nPfP2d3EzDTK98/OsuUvC8N3z/lrILxRGjfP0FqUAWhut8/bwNgOwEB4D+ueeo54DvgP2lNrMi9ceA/8NB/P0aN4D+wunUbZYHgP/2oaPRCceA/OnP9f8Zn4D//BpLiVaTgP12JBth7LOE/8/7+9uX34T90b9oP2qjjP/5HNac9NOU/UTaUv75e5T+8dNdVTknlP6lcD9pvOuU/yitlFda75D+XckZ1+TPjP6F52KzYWeI/lljuYHZH4j86efxytj/jP1K531BAUOU/xAattQd85T+KwVU/7I3lPwRctXaveuU/vLaO4TFE5T9GtEIy4xfkP1IZnhMzBOI/Ni0I90w04T+s7QutJufgPwYvLFRUxOA/08ZQktMV4T81kURjy4bhP8bkSLWGDeI/vir1ZUKa4j/qKRSzcgfjPxk35DaMUOM/vxXIru1U4z/t2NCHj2rjP0EG1Emiq+M/vDPKQKz34z/ZuMgJbUTkP+0wuG6VfeQ/vVTC4D+Y5D+ZY3EOz4vkP6guYgySWOQ/r82R7G0W5D8MfwSJgNzjP0JkbrCJhuQ/zmcmF+y05T+y3iUa5JflPwvOctShoeU/ycm8kMKP5T+0nJFESorlP7EAvkhucOU/iZ7pXEzO5D+4dalAbvjiP9Rh9uNuBuI/iQATz1B94T81gJX+EVfhP8R4MSlydOE/O4ISvWyS4T8yL/6/gLnhP4vEx5f90uE/ILEK9F734T8P34KrmwDiPxrfbZTPDeI/CUX/5nUB4j9EgmzeXwXiP0sNIy34EeI/vv/V9Wgm4j/hAkly5WfiP0MtCJsDrOI/fKmrYCsB4z8uQ4Y7XjrjP4W/ESKGl+M/0W6x4QbN4z+xjQq8ZevjP+QuVClyAuQ/mjLZzDYU5D+kiRW1hzzkP3YgR7codeQ/OpnDsYXJ4z+bJ7dNj+PiPxakWnUVROI/EtYxOnbk4T/ppquBcqPhP0DkUjAIa+E/GXTtJ2h14T80d4tMJIvhPxV6r64MjuE/DlxwQ1yM4T86A73bLYLhP6UbMo4Hc+E/k7iLDmpO4T8hAbo76i3hP5StE+eDDuE/94HEU0z74D89LJFQ5+/gP4vjZQ3G6uA/AW8Khn3z4D8hJtKpywDhP8x64cX7DeE/ZqyCVPcY4T993DtpjiHhP9rY9X7WTOE/5c8Cvhiz4T/cScDKkT7iP0EsXXlciOI/SzfY2Qa/4j/QwBhpjQHjPwRGYSkmSeM/KoR9NHtD4z/7wikUSiXjP3TORDHiCeM/Zoh7i2/94j8WZ93/ewnjPw0i4oVtQOM/A3TfJ0fD4z/wh2b1q6fkP6ZBx+RowOU/rJ6M41jJ5T9KzbuyFbvlP9WmKWJgxeU/Hn4w5kDE5T/dRM5M9MflP/JOLa75zeU/p8NrV97P5T9etfZel+XkP42GawRyYuM/9dhF2A6T4j9WcF2HmQniP5EGchtUmuE/wr04mf9O4T+SSxnrvmDhP5qSLZEihuE/tWSRz4624T+xts9pfO7hP2SMGp1SLeI/ZgmrIz0/4j9e3RYdshjiP/56/4oM9eE/mTRk5LfP4T+niVAepajhP6dsy6OphuE/wzFK0SCA4T+kBfIUOoThP1cj6L0UiOE/1lgrqMSM4T8zimkIuJHhP0aVMV+aluE/RojY/46h4T/BjqT2x6zhPyiMCdX9uOE/br88yFXI4T8AiGSjMtrhP6ZAs6065+E/5q7dNKfm4T9V6ISA3+XhPy1rlt7u4eE/874gb13P4T++FXRCYLzhPzsyt9F5ruE/xeaD2Fmh4T+da3pOBpXhP9y1NYF4luE/QROsgFXB4T9VN8kP8/HhPz1Ly1xjH+I/HiAEgblP4j+xsPBTMYXiP6ftyLlctOI/WS649qDI4j+kHMJnCOniPxQ0NYXwEuM/GnC5hX8/4z/3NmqhsnLjP/X03h2epuM/XR46zwvW4z/VZCn/lTjkP+JRXRUpAeU/JQ8Q/X/b5T8fyIbGjdvlP5vrtG+b2+U/6PK0+Kjb5T/0maFhttvlP5LilarD2+U/7+yUxJw15D+iVZ4i7l7jP0RVnV610OI/dNpo6URx4j/3DQerDGPiP1iOsXXxYOI//WtXnzlf4j9g2/3ORGPiPyTwfNsCXuI/Xqs+HbJJ4j/SpHnzUkDiP65z9JEaNOI/RclTHqkn4j8qgADtEB3iP9UtuV21CeI/z7pjwWy74T8FCmVnClvhPwBUN1stBeE/vUAyaW644D/Vxyd2t3PgP1QXpWchTeA/+VH60Tg54D/EP4a9JCXgPwGU7FfaEeA/8ADgzp0N4D8TM7bqCRzgP+kYfAQxIuA/TL4FXMA64D9F7JctND3gP50eveuENOA/HRScN6Qp4D+zRM/khRrgPyUxB84hEOA/ZFbWuXMN4D/IFDJXBAbgP1a3OaTZK+A/Voz29/aW4D+MiE2GeBrhPxt3wMByOeE/x9Akbgws4T8PFKE8BSPhPxxwG+3ZHeE/eDZR4nAU4T9k7ZyVtPbgPxSk5ABzHuE/ZBEv1Q9T4T+nMwu2WmXhP7GWVJ3NUOE/f3rx00Q74T+YzIbl9QjhPyVSFPOIsOA/V8eANatl4D8E7s/drCHgP0g2Mb3q2N8/M1rotqez3z/dfNmyPrLfP9CSCwBNtt8/HCll52/N3z+AWESGJALgPzz+QALxH+A/zGnPIHdA4D8Igkf6h13gP3QnEC2IguA/2BZCRACo4D/nlBmUf8HgP0IQ7LnQsuA/HyQDcrai4D9/2b8QUZTgP/YmJiLIfOA/O+agO6df4D90SKNGh0LgP4Z/IKgqJ+A/1mgmHIEY4D9Qkql8RxfgP0fqBsv5EuA/3fNwDyUZ4D94BViQP0fgP4KGIH/0euA/6nMl3Bei4D+l/lc/eZ7gP89E7JOif+A/cmoMJsZg4D+uc6kenETgP9JccwNGQeA/TyyNuLlL4D+Z0insRFngPyN/t/Skb+A/C+LZW62T4D8tRNOBNLngP0uGcw2O4uA/LFepvPfl4D+JxCx4ztDgP53hF2+KwOA/dkQkqkC74D8QuwGGx+jgPzz+86PlIuE/nieqRLdm4T/NiJYcaYjhP3e/PtIfcuE/3nUtoeNa4T+XhMZzJkLhP3x/WFyZJeE/VqqLvQ0I4T8xGDGbZ/HgPw==\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1118\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1119\",\"type\":\"UnionRenderers\"}},\"id\":\"1085\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"hq4u/yH97z+qA13+Q/rvPxCyiv1l9+8/GNi4/If07z9uQef7qfHvP5jGFfvL7u8/6kxE+u3r7z+PxnL5D+nvP3syofgx5u8/AD/O91Pj7z+Qv/z2deDvP7p7K/aX3e8/sUhZ9bna7z8mwof029fvPx7XtfP91O8/FTzl8h/S7z9wQhLyQc/vP7FvQfFjzO8/3C9v8IXJ7z8zap3vp8bvPx5cy+7Jw+8/8Kr57evA7z9uCCntDb7vP/J+V+wvu+8/6ICE61G47z+AmrPqc7XvPzuk4emVsu8/25AP6bev7z9vXz7o2azvP11qbOf7qe8/x8qa5h2n7z8RTsnlP6TvP9jO9+Rhoe8/6zQm5IOe7z9EdVTjpZvvPwOSguLHmO8/aJqw4emV7z/Jqt7gC5PvP5nsDOAtkO8/TpY730+N7z+hlWnecYrvP2CRmN2Th+8/ZTzG3LWE7z+zV/Tb14HvP2tbI9v5fu8/ZCNR2ht87z9il3/ZPXnvP8wCrthfdu8/3b7b14Fz7z/e2QrXo3DvP1ggONbFbe8/RA5n1edq7z/hi5TUCWjvP7zbwtMrZe8/Oqfx0k1i7z8+Ux/Sb1/vPx5JTtGRXO8/qQh90LNZ7z/CcavP1VbvP85x2c73U+8/vQMHzhlR7z+5gDXNO07vP3OtY8xdS+8/Rq2Ry39I7z8BAcHKoUXvP41G78nDQu8/NcocyeU/7z/tNEvIBz3vP+edeccpOu8/a3moxks37z/oq9XFbTTvP0piBMWPMe8/dJwyxLEu7z8ZBWHD0yvvP4IGj8L1KO8/dma9wRcm7z++quvAOSPvPxO0GsBbIO8//9ZIv30d7z/WD3e+nxrvP8kbpb3BF+8//8XSvOMU7z9LMwG8BRLvP/tJMLsnD+8/DLNeukkM7z9McYy5awnvPxvguriNBu8/u9Lot68D7z+xvxe30QDvP0JMRbbz/e4/gFR0tRX77j8bmqK0N/juP/mA0LNZ9e4/s3r+snvy7j+EBi2yne/uP6doW7G/7O4/SjyKsOHp7j/mmbevA+fuP/LI5q4l5O4/TbYUrkfh7j9fNUKtad7uPz1ucayL2+4/unmfq63Y7j8EVc2qz9XuP6wK/Knx0u4/NCYqqRPQ7j9PzlioNc3uP4qrhqdXyu4/mwC1pnnH7j8+2OOlm8TuP1UGEqW9we4/rLI/pN++7j+8V26jAbzuP4T0nKIjue4/EJfKoUW27j8X5PigZ7PuPzEGJ6CJsO4/SXpVn6ut7j8iiIOezaruP0jJsZ3vp+4/POXgnBGl7j+DDA+cM6LuP8cDPZtVn+4/kJ1rmnec7j/FNpmZmZnuP3EAyJi7lu4/sXT2l92T7j9IXiSX/5DuP2jXUpYhju4/3YaAlUOL7j/x46+UZYjuPzUy3ZOHhe4/tUUMk6mC7j8bwDqSy3/uPzrSaJHtfO4/U7uWkA967j8mycSPMXfuP9NX845TdO4/d5MhjnVx7j+o9U+Nl27uP1zIfYy5a+4/SuCsi9to7j91KdqK/WXuP0vTCIofY+4/cyU3iUFg7j9E8WWIY13uPxmdk4eFWu4/WVTChqdX7j9Em/CFyVTuP/pBHoXrUe4/1p5NhA1P7j9U7HqDL0zuP6vZqYJRSe4/i/vXgXNG7j95pwaBlUPuP/rLNIC3QO4/laFif9k97j+ib5B++zruPwTGv30dOO4/RFztfD817j//GRx8YTLuP1oPSnuDL+4/gAd5eqUs7j+LMad5xynuP8U91XjpJu4/7LICeAsk7j8PlzF3LSHuP8lWYHZPHu4/g6aOdXEb7j8SSrx0kxjuP59L6nO1Fe4/Ao0Yc9cS7j9k/0Zy+Q/uPzajdXEbDe4/GFKjcD0K7j9Xl9JvXwfuP5P//26BBO4/OzQubqMB7j/DgV1txf7tP+vZi2zn++0/u6i5awn57T9QaedqK/btP8mlFWpN8+0/RvdEaW/w7T+danJoke3tP/0foWez6u0/cXfPZtXn7T/aFP1l9+TtP4URLGUZ4u0/O8pZZDvf7T/YdohjXdztP6XGtmJ/2e0/YqvkYaHW7T8nWBNhw9PtP82rQWDl0O0/7MZvXwfO7T+e2Z1eKcvtP4gjzF1LyO0/yfP6XG3F7T+leClcj8LtP7jwVluxv+0/owqFWtO87T/dU7RZ9bntP/3a4VgXt+0/hqwQWDm07T+nJj9XW7HtP1vnbFZ9ru0/PsuaVZ+r7T8TvslUwajtP8Ve+FPjpe0/+IomUwWj7T9UMFRSJ6DtP9h5glFJne0/bHSxUGua7T8i495PjZftP2dNDU+vlO0/YMM7TtGR7T8skmpN847tP7jqmEwVjO0/ZzrHSzeJ7T/J0vRKWYbtP6tsI0p7g+0/bE5RSZ2A7T9lUIBIv33tPzCvrUfheu0/q43cRgN47T+hSQpGJXXtP976OEVHcu0/m0pnRGlv7T/lHJVDi2ztP1GPw0Ktae0/36XyQc9m7T83IyBB8WPtP2B+TkATYe0/wcN8PzVe7T/uOKs+V1vtP8YL2T15WO0/hsoHPZtV7T9AnDU8vVLtP5IvZDvfT+0/PfSSOgFN7T/qasE5I0rtPx4l7zhFR+0/1hEeOGdE7T+6lks3iUHtP3XDeTarPu0/W2uoNc077T8STdY07zjtPzCDBDQRNu0/GBMzMzMz7T8J7mAyVTDtP8VfjzF3Le0/cJ++MJkq7T+PrOwvuyftP3EEGy/dJO0/wuxILv8h7T/a33YtIR/tP3topSxDHO0/0v7TK2UZ7T9GLAIrhxbtP+atMCqpE+0/xy5fKcsQ7T8da40o7Q3tPy0wuycPC+0/8X3pJjEI7T8ZQxgmUwXtPzNeRiV1Au0/luBzJJf/7D83DaIjufzsP5kW0SLb+ew/jP/+If327D+iPS0hH/TsP4Q2XCBB8ew/aCGKH2Pu7D8vprgehevsPw4f5h2n6Ow/eVUUHcnl7D835UIc6+LsP417cRsN4Ow/N9efGi/d7D9ZyM0ZUdrsP1JO/Bhz1+w/vT0qGJXU7D80uFgXt9HsP2u1hhbZzuw/C3m1FfvL7D+2HeQUHcnsPxXQERQ/xuw/aQdAE2HD7D8YE24Sg8DsP1NwnBGlvew/Wq3LEMe67D9HF/kP6bfsP6qWJw8Ltew/grdVDi2y7D/kTYQNT6/sP88JsgxxrOw/svzgC5Op7D+03w4LtabsP7rmPQrXo+w/GO9rCfmg7D+mNZoIG57sP5fVxwc9m+w/Zy72Bl+Y7D++fiQGgZXsPxYwUwWjkuw/DaWBBMWP7D+EUq8D54zsP0/v3QIJiuw/yfsLAiuH7D8pOjoBTYTsP7RmaABvgew/xGaX/5B+7D+V7MT+snvsP+Au9P3UeOw/ye0h/fZ17D+IbFD8GHPsP968fvs6cOw/8xit+lxt7D9Yt9r5fmrsP7gLCfmgZ+w/rHA3+MJk7D8paGb35GHsP7lclPYGX+w/XQnD9Shc7D9s/fD0SlnsP3ADH/RsVuw/yeNM845T7D+8jHvysFDsP37XqfHSTew/h8PX8PRK7D9odQbwFkjsP9z9NO84Rew/F5Nj7lpC7D9Ta5HtfD/sP6zzv+yePOw/THXt68A57D8+kxzr4jbsP1CqSuoENOw/NF946SYx7D9neafoSC7sP9uO1edqK+w/UXsD54wo7D9gLDLmriXsP2qBYOXQIuw/Jn2O5PIf7D9tRL3jFB3sP8Tf6uI2Guw/eagZ4lgX7D/0zEfhehTsPzOtdeCcEew/nLuj374O7D//fNLe4AvsP11sAN4CCew/S0Iv3SQG7D/mn13cRgPsP6hHi9toAOw/fSm62or96z+vEujZrPrrP40LFtnO9+s/dy5F2PD06z/WgnPXEvLrP+88odY07+s/t6/P1Vbs6z+6KP7UeOnrPxwJLNSa5us/Hdxa07zj6z+mHYnS3uDrP6dzt9EA3us/Dozl0CLb6z8zKBPQRNjrPy4xQs9m1es/1nlwzojS6z9JB5/Nqs/rP/7dzMzMzOs/JSn7y+7J6z8FFCnLEMfrP7vvV8oyxOs/jgWGyVTB6z+CxLPIdr7rP+m24seYu+s/BFkQx7q46z/DYz/G3LXrPzF7bcX+sus/A2+bxCCw6z/FIcrDQq3rP9J6+MJkqus/yXwmwoan6z9hRFXBqKTrP/ntgsDKoes/rMOxv+ye6z+lCeC+DpzrP5AkDr4wmes/g4w8vVKW6z+Xx2q8dJPrPw1wmLuWkOs/+D3HuriN6z8t6fS52orrP/lQI7n8h+s/gV5SuB6F6z/RBoC3QILrP8JjrrZif+s/k5bctYR86z+L2Aq1pnnrP7h2ObTIdus/8s5ns+pz6z9aVpayDHHrPy6TxLEubus/JCDysFBr6z+RsCCwcmjrP8wET6+UZes/BfR8rrZi6z84a6ut2F/rP35p2qz6XOs/DgAIrBxa6z9aWTarPlfrP2CwZKpgVOs/cFWTqYJR6z+6rMGopE7rP0Ev76fGS+s/Z2odp+hI6z+A/0umCkbrP5OkeqUsQ+s/UySppE5A6z8aXtejcD3rP9NFBaOSOus/heIzorQ36z82UmKh1jTrPz7Ij6D4Mes/7Ya+nxov6z997OyePCzrPytoG55eKes/L4BJnYAm6z/wzHecoiPrPyz+pZvEIOs/o9jTmuYd6z97MgKaCBvrP7L5MJkqGOs/ITVfmEwV6z8g/YyXbhLrP2J6u5aQD+s/w/LplbIM6z+cwReV1AnrP8RNRpT2Bus/SRx1kxgE6z8PzaKSOgHrP0EF0ZFc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1170\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1171\",\"type\":\"UnionRenderers\"}},\"id\":\"1127\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1082\",\"type\":\"Line\"}],\"root_ids\":[\"1151\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"b54b80fc-e194-4325-9dc0-7f6f844bc759\",\"roots\":{\"1151\":\"bdcdb747-1514-4781-b199-1d736f5673ec\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1151" } }, "output_type": "display_data" } ], "source": [ "#let's make two different figures for this\n", "fig_cloudy = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300\n", " ,x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "fig_no_cloud = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300\n", " ,x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "\n", "#define our options\n", "options = jdi.single_phase_options()\n", "colors = Colorblind8[0:len(options)]\n", "\n", "#loop through all approximations \n", "for approx, c in zip(options, colors):\n", " #set approximations\n", " cloud_free.approx(single_phase = approx) \n", " cloudy.approx(single_phase = approx) \n", " df = cloud_free.spectrum(opa)\n", " wno_nc, alb_nc = df['wavenumber'] , df['albedo']\n", " df = cloudy.spectrum(opa)\n", " wno_c, alb_c = df['wavenumber'] , df['albedo']\n", " fig_no_cloud.line(1e4/wno_nc, alb_nc, legend_label=approx, color=c, line_width=3)\n", " fig_cloudy.line(1e4/wno_c, alb_c, color=c, line_width=3)\n", "jpi.plot_format(fig_cloudy)\n", "jpi.plot_format(fig_no_cloud)\n", "show(column(fig_no_cloud,fig_cloudy ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple Scattering Approximations\n", "\n", "Again, [derivation documentation](https://natashabatalha.github.io/picaso_dev#slide03) has a full description of these multiple scattering approximations. \n", "\n", "To complete the multiple scattering integration over all _diffuse angles_, we have to use some mathematical tricks. [Legendre Polynomials](http://mathworld.wolfram.com/LegendrePolynomial.html) are often used to complete this integration to varying degrees. For Solar System/Exoplanet papers, we often stop the expansion at either `N=1` or `N=2`. Our standard will be to run with `N=2`, but below we show how to run each." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Can also set delta_eddington=True/False in approx['delta_eddington']\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = {\"2a4dc2f8-19aa-4e6e-8b9d-904261b399da\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1371\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1375\",\"type\":\"Grid\"},{\"id\":\"1380\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1376\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1397\",\"type\":\"GlyphRenderer\"},{\"id\":\"1402\",\"type\":\"GlyphRenderer\"},{\"id\":\"1407\",\"type\":\"GlyphRenderer\"},{\"id\":\"1412\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1445\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1387\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1363\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1367\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1365\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1369\",\"type\":\"LinearScale\"}},\"id\":\"1362\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1448\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1377\",\"type\":\"BasicTicker\"}},\"id\":\"1376\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1396\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1455\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1394\",\"type\":\"ColumnDataSource\"}},\"id\":\"1398\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"hq4u/yH97z+qA13+Q/rvPxCyiv1l9+8/GNi4/If07z9uQef7qfHvP5jGFfvL7u8/6kxE+u3r7z+PxnL5D+nvP3syofgx5u8/AD/O91Pj7z+Qv/z2deDvP7p7K/aX3e8/sUhZ9bna7z8mwof029fvPx7XtfP91O8/FTzl8h/S7z9wQhLyQc/vP7FvQfFjzO8/3C9v8IXJ7z8zap3vp8bvPx5cy+7Jw+8/8Kr57evA7z9uCCntDb7vP/J+V+wvu+8/6ICE61G47z+AmrPqc7XvPzuk4emVsu8/25AP6bev7z9vXz7o2azvP11qbOf7qe8/x8qa5h2n7z8RTsnlP6TvP9jO9+Rhoe8/6zQm5IOe7z9EdVTjpZvvPwOSguLHmO8/aJqw4emV7z/Jqt7gC5PvP5nsDOAtkO8/TpY730+N7z+hlWnecYrvP2CRmN2Th+8/ZTzG3LWE7z+zV/Tb14HvP2tbI9v5fu8/ZCNR2ht87z9il3/ZPXnvP8wCrthfdu8/3b7b14Fz7z/e2QrXo3DvP1ggONbFbe8/RA5n1edq7z/hi5TUCWjvP7zbwtMrZe8/Oqfx0k1i7z8+Ux/Sb1/vPx5JTtGRXO8/qQh90LNZ7z/CcavP1VbvP85x2c73U+8/vQMHzhlR7z+5gDXNO07vP3OtY8xdS+8/Rq2Ry39I7z8BAcHKoUXvP41G78nDQu8/NcocyeU/7z/tNEvIBz3vP+edeccpOu8/a3moxks37z/oq9XFbTTvP0piBMWPMe8/dJwyxLEu7z8ZBWHD0yvvP4IGj8L1KO8/dma9wRcm7z++quvAOSPvPxO0GsBbIO8//9ZIv30d7z/WD3e+nxrvP8kbpb3BF+8//8XSvOMU7z9LMwG8BRLvP/tJMLsnD+8/DLNeukkM7z9McYy5awnvPxvguriNBu8/u9Lot68D7z+xvxe30QDvP0JMRbbz/e4/gFR0tRX77j8bmqK0N/juP/mA0LNZ9e4/s3r+snvy7j+EBi2yne/uP6doW7G/7O4/SjyKsOHp7j/mmbevA+fuP/LI5q4l5O4/TbYUrkfh7j9fNUKtad7uPz1ucayL2+4/unmfq63Y7j8EVc2qz9XuP6wK/Knx0u4/NCYqqRPQ7j9PzlioNc3uP4qrhqdXyu4/mwC1pnnH7j8+2OOlm8TuP1UGEqW9we4/rLI/pN++7j+8V26jAbzuP4T0nKIjue4/EJfKoUW27j8X5PigZ7PuPzEGJ6CJsO4/SXpVn6ut7j8iiIOezaruP0jJsZ3vp+4/POXgnBGl7j+DDA+cM6LuP8cDPZtVn+4/kJ1rmnec7j/FNpmZmZnuP3EAyJi7lu4/sXT2l92T7j9IXiSX/5DuP2jXUpYhju4/3YaAlUOL7j/x46+UZYjuPzUy3ZOHhe4/tUUMk6mC7j8bwDqSy3/uPzrSaJHtfO4/U7uWkA967j8mycSPMXfuP9NX845TdO4/d5MhjnVx7j+o9U+Nl27uP1zIfYy5a+4/SuCsi9to7j91KdqK/WXuP0vTCIofY+4/cyU3iUFg7j9E8WWIY13uPxmdk4eFWu4/WVTChqdX7j9Em/CFyVTuP/pBHoXrUe4/1p5NhA1P7j9U7HqDL0zuP6vZqYJRSe4/i/vXgXNG7j95pwaBlUPuP/rLNIC3QO4/laFif9k97j+ib5B++zruPwTGv30dOO4/RFztfD817j//GRx8YTLuP1oPSnuDL+4/gAd5eqUs7j+LMad5xynuP8U91XjpJu4/7LICeAsk7j8PlzF3LSHuP8lWYHZPHu4/g6aOdXEb7j8SSrx0kxjuP59L6nO1Fe4/Ao0Yc9cS7j9k/0Zy+Q/uPzajdXEbDe4/GFKjcD0K7j9Xl9JvXwfuP5P//26BBO4/OzQubqMB7j/DgV1txf7tP+vZi2zn++0/u6i5awn57T9QaedqK/btP8mlFWpN8+0/RvdEaW/w7T+danJoke3tP/0foWez6u0/cXfPZtXn7T/aFP1l9+TtP4URLGUZ4u0/O8pZZDvf7T/YdohjXdztP6XGtmJ/2e0/YqvkYaHW7T8nWBNhw9PtP82rQWDl0O0/7MZvXwfO7T+e2Z1eKcvtP4gjzF1LyO0/yfP6XG3F7T+leClcj8LtP7jwVluxv+0/owqFWtO87T/dU7RZ9bntP/3a4VgXt+0/hqwQWDm07T+nJj9XW7HtP1vnbFZ9ru0/PsuaVZ+r7T8TvslUwajtP8Ve+FPjpe0/+IomUwWj7T9UMFRSJ6DtP9h5glFJne0/bHSxUGua7T8i495PjZftP2dNDU+vlO0/YMM7TtGR7T8skmpN847tP7jqmEwVjO0/ZzrHSzeJ7T/J0vRKWYbtP6tsI0p7g+0/bE5RSZ2A7T9lUIBIv33tPzCvrUfheu0/q43cRgN47T+hSQpGJXXtP976OEVHcu0/m0pnRGlv7T/lHJVDi2ztP1GPw0Ktae0/36XyQc9m7T83IyBB8WPtP2B+TkATYe0/wcN8PzVe7T/uOKs+V1vtP8YL2T15WO0/hsoHPZtV7T9AnDU8vVLtP5IvZDvfT+0/PfSSOgFN7T/qasE5I0rtPx4l7zhFR+0/1hEeOGdE7T+6lks3iUHtP3XDeTarPu0/W2uoNc077T8STdY07zjtPzCDBDQRNu0/GBMzMzMz7T8J7mAyVTDtP8VfjzF3Le0/cJ++MJkq7T+PrOwvuyftP3EEGy/dJO0/wuxILv8h7T/a33YtIR/tP3topSxDHO0/0v7TK2UZ7T9GLAIrhxbtP+atMCqpE+0/xy5fKcsQ7T8da40o7Q3tPy0wuycPC+0/8X3pJjEI7T8ZQxgmUwXtPzNeRiV1Au0/luBzJJf/7D83DaIjufzsP5kW0SLb+ew/jP/+If327D+iPS0hH/TsP4Q2XCBB8ew/aCGKH2Pu7D8vprgehevsPw4f5h2n6Ow/eVUUHcnl7D835UIc6+LsP417cRsN4Ow/N9efGi/d7D9ZyM0ZUdrsP1JO/Bhz1+w/vT0qGJXU7D80uFgXt9HsP2u1hhbZzuw/C3m1FfvL7D+2HeQUHcnsPxXQERQ/xuw/aQdAE2HD7D8YE24Sg8DsP1NwnBGlvew/Wq3LEMe67D9HF/kP6bfsP6qWJw8Ltew/grdVDi2y7D/kTYQNT6/sP88JsgxxrOw/svzgC5Op7D+03w4LtabsP7rmPQrXo+w/GO9rCfmg7D+mNZoIG57sP5fVxwc9m+w/Zy72Bl+Y7D++fiQGgZXsPxYwUwWjkuw/DaWBBMWP7D+EUq8D54zsP0/v3QIJiuw/yfsLAiuH7D8pOjoBTYTsP7RmaABvgew/xGaX/5B+7D+V7MT+snvsP+Au9P3UeOw/ye0h/fZ17D+IbFD8GHPsP968fvs6cOw/8xit+lxt7D9Yt9r5fmrsP7gLCfmgZ+w/rHA3+MJk7D8paGb35GHsP7lclPYGX+w/XQnD9Shc7D9s/fD0SlnsP3ADH/RsVuw/yeNM845T7D+8jHvysFDsP37XqfHSTew/h8PX8PRK7D9odQbwFkjsP9z9NO84Rew/F5Nj7lpC7D9Ta5HtfD/sP6zzv+yePOw/THXt68A57D8+kxzr4jbsP1CqSuoENOw/NF946SYx7D9neafoSC7sP9uO1edqK+w/UXsD54wo7D9gLDLmriXsP2qBYOXQIuw/Jn2O5PIf7D9tRL3jFB3sP8Tf6uI2Guw/eagZ4lgX7D/0zEfhehTsPzOtdeCcEew/nLuj374O7D//fNLe4AvsP11sAN4CCew/S0Iv3SQG7D/mn13cRgPsP6hHi9toAOw/fSm62or96z+vEujZrPrrP40LFtnO9+s/dy5F2PD06z/WgnPXEvLrP+88odY07+s/t6/P1Vbs6z+6KP7UeOnrPxwJLNSa5us/Hdxa07zj6z+mHYnS3uDrP6dzt9EA3us/Dozl0CLb6z8zKBPQRNjrPy4xQs9m1es/1nlwzojS6z9JB5/Nqs/rP/7dzMzMzOs/JSn7y+7J6z8FFCnLEMfrP7vvV8oyxOs/jgWGyVTB6z+CxLPIdr7rP+m24seYu+s/BFkQx7q46z/DYz/G3LXrPzF7bcX+sus/A2+bxCCw6z/FIcrDQq3rP9J6+MJkqus/yXwmwoan6z9hRFXBqKTrP/ntgsDKoes/rMOxv+ye6z+lCeC+DpzrP5AkDr4wmes/g4w8vVKW6z+Xx2q8dJPrPw1wmLuWkOs/+D3HuriN6z8t6fS52orrP/lQI7n8h+s/gV5SuB6F6z/RBoC3QILrP8JjrrZif+s/k5bctYR86z+L2Aq1pnnrP7h2ObTIdus/8s5ns+pz6z9aVpayDHHrPy6TxLEubus/JCDysFBr6z+RsCCwcmjrP8wET6+UZes/BfR8rrZi6z84a6ut2F/rP35p2qz6XOs/DgAIrBxa6z9aWTarPlfrP2CwZKpgVOs/cFWTqYJR6z+6rMGopE7rP0Ev76fGS+s/Z2odp+hI6z+A/0umCkbrP5OkeqUsQ+s/UySppE5A6z8aXtejcD3rP9NFBaOSOus/heIzorQ36z82UmKh1jTrPz7Ij6D4Mes/7Ya+nxov6z997OyePCzrPytoG55eKes/L4BJnYAm6z/wzHecoiPrPyz+pZvEIOs/o9jTmuYd6z97MgKaCBvrP7L5MJkqGOs/ITVfmEwV6z8g/YyXbhLrP2J6u5aQD+s/w/LplbIM6z+cwReV1AnrP8RNRpT2Bus/SRx1kxgE6z8PzaKSOgHrP0EF0ZFc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1454\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1455\",\"type\":\"UnionRenderers\"}},\"id\":\"1404\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1381\",\"type\":\"PanTool\"},{\"id\":\"1382\",\"type\":\"WheelZoomTool\"},{\"id\":\"1383\",\"type\":\"BoxZoomTool\"},{\"id\":\"1384\",\"type\":\"SaveTool\"},{\"id\":\"1385\",\"type\":\"ResetTool\"},{\"id\":\"1386\",\"type\":\"HelpTool\"}]},\"id\":\"1387\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1365\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1381\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1457\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1445\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1363\",\"type\":\"Range1d\"},{\"attributes\":{\"line_color\":\"#009E73\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1410\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1448\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1450\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1451\",\"type\":\"UnionRenderers\"}},\"id\":\"1394\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1450\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1400\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1404\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1405\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1406\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1408\",\"type\":\"CDSView\"}},\"id\":\"1407\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1409\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1410\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1411\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1413\",\"type\":\"CDSView\"}},\"id\":\"1412\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1395\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1399\",\"type\":\"ColumnDataSource\"}},\"id\":\"1403\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1406\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1451\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1452\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1453\",\"type\":\"UnionRenderers\"}},\"id\":\"1399\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1404\",\"type\":\"ColumnDataSource\"}},\"id\":\"1408\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1367\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1452\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1377\",\"type\":\"BasicTicker\"}},\"id\":\"1380\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1385\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1369\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1386\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1446\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1446\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1372\",\"type\":\"BasicTicker\"}},\"id\":\"1371\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1409\",\"type\":\"ColumnDataSource\"}},\"id\":\"1413\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1411\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1382\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1458\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"1458\",\"type\":\"BoxAnnotation\"}},\"id\":\"1383\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1372\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1454\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1401\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1456\",\"type\":\"Selection\"},{\"attributes\":{\"ticker\":{\"id\":\"1372\",\"type\":\"BasicTicker\"}},\"id\":\"1375\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1456\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1457\",\"type\":\"UnionRenderers\"}},\"id\":\"1409\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"1399\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1400\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1401\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1403\",\"type\":\"CDSView\"}},\"id\":\"1402\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1405\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1384\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1377\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1453\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"1394\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1395\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1396\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1398\",\"type\":\"CDSView\"}},\"id\":\"1397\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1362\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"2a4dc2f8-19aa-4e6e-8b9d-904261b399da\",\"roots\":{\"1362\":\"4ddca2ea-b17c-4eb0-9d00-c277b52c0ea7\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1362" } }, "output_type": "display_data" } ], "source": [ "fig = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300,\n", " x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "\n", "options = jdi.multi_phase_options()\n", "colors = Colorblind8[0:len(options)*2]\n", "\n", "for approx, c1,c2 in zip(options, colors[0:2], colors[2:]):\n", " cloud_free.approx(multi_phase= approx)\n", " cloudy.approx(multi_phase = approx)\n", " df = cloud_free.spectrum(opa)\n", " wno_nc, alb_nc = df['wavenumber'] , df['albedo']\n", " df = cloudy.spectrum(opa)\n", " wno_c, alb_c = df['wavenumber'] , df['albedo']\n", " fig.line(1e4/wno_nc, alb_nc, color=c1, line_width=3)\n", " fig.line(1e4/wno_c, alb_c, color=c2, line_width=3)\n", "jpi.plot_format(fig)\n", "show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Raman Scattering Approximations\n", "\n", "We all know the importance of Rayleigh scattering in planetary atmospheres. Raman scattering also has important implications for our spectra (these features have been observed in Solar System planets). In particular, at short wavelengths, Raman scattering imprints molecular features from the star on the planetary spectrum. \n", "\n", "The most complete analysis of all Raman approximations is in [Sromosvky+2005](http://adsabs.harvard.edu/abs/2005Icar..173..254S). From these, we use the _Pollack Approximation_ that was used in [Cahoy+2010](http://adsabs.harvard.edu/abs/2010ApJ...724..189C) and others. \n", "\n", "We include the original Pollack methodology, but also include a modified version with [Oklopcic et al 2018](http://iopscience.iop.org/article/10.3847/0004-637X/832/1/30/meta) cross sections and updated methodology to include effects of stellar spectrum. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = {\"0da7643b-5975-4a75-a321-c3a93bcb39ec\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1581\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"id\":\"1549\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"1674\",\"type\":\"Column\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1620\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1591\",\"type\":\"BasicTicker\"}},\"id\":\"1590\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1632\",\"type\":\"ColumnDataSource\"}},\"id\":\"1636\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1573\",\"type\":\"HelpTool\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1670\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1600\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1741\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1552\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1571\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1745\",\"type\":\"BoxAnnotation\"}},\"id\":\"1570\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1584\",\"type\":\"Range1d\"},{\"attributes\":{\"ticker\":{\"id\":\"1559\",\"type\":\"BasicTicker\"}},\"id\":\"1562\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1730\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"ticker\":{\"id\":\"1591\",\"type\":\"BasicTicker\"}},\"id\":\"1594\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1550\",\"type\":\"Range1d\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1653\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1568\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1730\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1564\",\"type\":\"BasicTicker\"}},\"id\":\"1563\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1556\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1737\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1554\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1728\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1559\",\"type\":\"BasicTicker\"}},\"id\":\"1558\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1728\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1743\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1744\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1736\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1737\",\"type\":\"UnionRenderers\"}},\"id\":\"1652\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1742\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1723\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1564\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1632\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1633\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1634\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1636\",\"type\":\"CDSView\"}},\"id\":\"1635\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1569\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"1590\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1594\",\"type\":\"Grid\"},{\"id\":\"1599\",\"type\":\"Grid\"},{\"id\":\"1625\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"1595\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1616\",\"type\":\"GlyphRenderer\"},{\"id\":\"1635\",\"type\":\"GlyphRenderer\"},{\"id\":\"1655\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1619\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1606\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1582\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1586\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1584\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1588\",\"type\":\"LinearScale\"}},\"id\":\"1581\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1582\",\"type\":\"Range1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1745\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1564\",\"type\":\"BasicTicker\"}},\"id\":\"1567\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1559\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1591\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1740\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1601\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1736\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1614\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1739\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1568\",\"type\":\"PanTool\"},{\"id\":\"1569\",\"type\":\"WheelZoomTool\"},{\"id\":\"1570\",\"type\":\"BoxZoomTool\"},{\"id\":\"1571\",\"type\":\"SaveTool\"},{\"id\":\"1572\",\"type\":\"ResetTool\"},{\"id\":\"1573\",\"type\":\"HelpTool\"}]},\"id\":\"1574\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1603\",\"type\":\"SaveTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1654\",\"type\":\"Line\"},{\"attributes\":{\"below\":[{\"id\":\"1558\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1562\",\"type\":\"Grid\"},{\"id\":\"1567\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1563\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1630\",\"type\":\"GlyphRenderer\"},{\"id\":\"1650\",\"type\":\"GlyphRenderer\"},{\"id\":\"1672\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1723\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1574\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1550\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1554\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1552\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1556\",\"type\":\"LinearScale\"}},\"id\":\"1549\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1586\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1588\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1634\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1669\",\"type\":\"ColumnDataSource\"}},\"id\":\"1673\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1572\",\"type\":\"ResetTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1624\",\"type\":\"BoxAnnotation\"}},\"id\":\"1602\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"1647\",\"type\":\"ColumnDataSource\"}},\"id\":\"1651\",\"type\":\"CDSView\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1596\",\"type\":\"BasicTicker\"}},\"id\":\"1599\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1622\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1596\",\"type\":\"BasicTicker\"}},\"id\":\"1595\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1600\",\"type\":\"PanTool\"},{\"id\":\"1601\",\"type\":\"WheelZoomTool\"},{\"id\":\"1602\",\"type\":\"BoxZoomTool\"},{\"id\":\"1603\",\"type\":\"SaveTool\"},{\"id\":\"1604\",\"type\":\"ResetTool\"},{\"id\":\"1605\",\"type\":\"HelpTool\"}]},\"id\":\"1606\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1643\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"hq4u/yH97z+qA13+Q/rvPxCyiv1l9+8/GNi4/If07z9uQef7qfHvP5jGFfvL7u8/6kxE+u3r7z+PxnL5D+nvP3syofgx5u8/AD/O91Pj7z+Qv/z2deDvP7p7K/aX3e8/sUhZ9bna7z8mwof029fvPx7XtfP91O8/FTzl8h/S7z9wQhLyQc/vP7FvQfFjzO8/3C9v8IXJ7z8zap3vp8bvPx5cy+7Jw+8/8Kr57evA7z9uCCntDb7vP/J+V+wvu+8/6ICE61G47z+AmrPqc7XvPzuk4emVsu8/25AP6bev7z9vXz7o2azvP11qbOf7qe8/x8qa5h2n7z8RTsnlP6TvP9jO9+Rhoe8/6zQm5IOe7z9EdVTjpZvvPwOSguLHmO8/aJqw4emV7z/Jqt7gC5PvP5nsDOAtkO8/TpY730+N7z+hlWnecYrvP2CRmN2Th+8/ZTzG3LWE7z+zV/Tb14HvP2tbI9v5fu8/ZCNR2ht87z9il3/ZPXnvP8wCrthfdu8/3b7b14Fz7z/e2QrXo3DvP1ggONbFbe8/RA5n1edq7z/hi5TUCWjvP7zbwtMrZe8/Oqfx0k1i7z8+Ux/Sb1/vPx5JTtGRXO8/qQh90LNZ7z/CcavP1VbvP85x2c73U+8/vQMHzhlR7z+5gDXNO07vP3OtY8xdS+8/Rq2Ry39I7z8BAcHKoUXvP41G78nDQu8/NcocyeU/7z/tNEvIBz3vP+edeccpOu8/a3moxks37z/oq9XFbTTvP0piBMWPMe8/dJwyxLEu7z8ZBWHD0yvvP4IGj8L1KO8/dma9wRcm7z++quvAOSPvPxO0GsBbIO8//9ZIv30d7z/WD3e+nxrvP8kbpb3BF+8//8XSvOMU7z9LMwG8BRLvP/tJMLsnD+8/DLNeukkM7z9McYy5awnvPxvguriNBu8/u9Lot68D7z+xvxe30QDvP0JMRbbz/e4/gFR0tRX77j8bmqK0N/juP/mA0LNZ9e4/s3r+snvy7j+EBi2yne/uP6doW7G/7O4/SjyKsOHp7j/mmbevA+fuP/LI5q4l5O4/TbYUrkfh7j9fNUKtad7uPz1ucayL2+4/unmfq63Y7j8EVc2qz9XuP6wK/Knx0u4/NCYqqRPQ7j9PzlioNc3uP4qrhqdXyu4/mwC1pnnH7j8+2OOlm8TuP1UGEqW9we4/rLI/pN++7j+8V26jAbzuP4T0nKIjue4/EJfKoUW27j8X5PigZ7PuPzEGJ6CJsO4/SXpVn6ut7j8iiIOezaruP0jJsZ3vp+4/POXgnBGl7j+DDA+cM6LuP8cDPZtVn+4/kJ1rmnec7j/FNpmZmZnuP3EAyJi7lu4/sXT2l92T7j9IXiSX/5DuP2jXUpYhju4/3YaAlUOL7j/x46+UZYjuPzUy3ZOHhe4/tUUMk6mC7j8bwDqSy3/uPzrSaJHtfO4/U7uWkA967j8mycSPMXfuP9NX845TdO4/d5MhjnVx7j+o9U+Nl27uP1zIfYy5a+4/SuCsi9to7j91KdqK/WXuP0vTCIofY+4/cyU3iUFg7j9E8WWIY13uPxmdk4eFWu4/WVTChqdX7j9Em/CFyVTuP/pBHoXrUe4/1p5NhA1P7j9U7HqDL0zuP6vZqYJRSe4/i/vXgXNG7j95pwaBlUPuP/rLNIC3QO4/laFif9k97j+ib5B++zruPwTGv30dOO4/RFztfD817j//GRx8YTLuP1oPSnuDL+4/gAd5eqUs7j+LMad5xynuP8U91XjpJu4/7LICeAsk7j8PlzF3LSHuP8lWYHZPHu4/g6aOdXEb7j8SSrx0kxjuP59L6nO1Fe4/Ao0Yc9cS7j9k/0Zy+Q/uPzajdXEbDe4/GFKjcD0K7j9Xl9JvXwfuP5P//26BBO4/OzQubqMB7j/DgV1txf7tP+vZi2zn++0/u6i5awn57T9QaedqK/btP8mlFWpN8+0/RvdEaW/w7T+danJoke3tP/0foWez6u0/cXfPZtXn7T/aFP1l9+TtP4URLGUZ4u0/O8pZZDvf7T/YdohjXdztP6XGtmJ/2e0/YqvkYaHW7T8nWBNhw9PtP82rQWDl0O0/7MZvXwfO7T+e2Z1eKcvtP4gjzF1LyO0/yfP6XG3F7T+leClcj8LtP7jwVluxv+0/owqFWtO87T/dU7RZ9bntP/3a4VgXt+0/hqwQWDm07T+nJj9XW7HtP1vnbFZ9ru0/PsuaVZ+r7T8TvslUwajtP8Ve+FPjpe0/+IomUwWj7T9UMFRSJ6DtP9h5glFJne0/bHSxUGua7T8i495PjZftP2dNDU+vlO0/YMM7TtGR7T8skmpN847tP7jqmEwVjO0/ZzrHSzeJ7T/J0vRKWYbtP6tsI0p7g+0/bE5RSZ2A7T9lUIBIv33tPzCvrUfheu0/q43cRgN47T+hSQpGJXXtP976OEVHcu0/m0pnRGlv7T/lHJVDi2ztP1GPw0Ktae0/36XyQc9m7T83IyBB8WPtP2B+TkATYe0/wcN8PzVe7T/uOKs+V1vtP8YL2T15WO0/hsoHPZtV7T9AnDU8vVLtP5IvZDvfT+0/PfSSOgFN7T/qasE5I0rtPx4l7zhFR+0/1hEeOGdE7T+6lks3iUHtP3XDeTarPu0/W2uoNc077T8STdY07zjtPzCDBDQRNu0/GBMzMzMz7T8J7mAyVTDtP8VfjzF3Le0/cJ++MJkq7T+PrOwvuyftP3EEGy/dJO0/wuxILv8h7T/a33YtIR/tP3topSxDHO0/0v7TK2UZ7T9GLAIrhxbtP+atMCqpE+0/xy5fKcsQ7T8da40o7Q3tPy0wuycPC+0/8X3pJjEI7T8ZQxgmUwXtPzNeRiV1Au0/luBzJJf/7D83DaIjufzsP5kW0SLb+ew/jP/+If327D+iPS0hH/TsP4Q2XCBB8ew/aCGKH2Pu7D8vprgehevsPw4f5h2n6Ow/eVUUHcnl7D835UIc6+LsP417cRsN4Ow/N9efGi/d7D9ZyM0ZUdrsP1JO/Bhz1+w/vT0qGJXU7D80uFgXt9HsP2u1hhbZzuw/C3m1FfvL7D+2HeQUHcnsPxXQERQ/xuw/aQdAE2HD7D8YE24Sg8DsP1NwnBGlvew/Wq3LEMe67D9HF/kP6bfsP6qWJw8Ltew/grdVDi2y7D/kTYQNT6/sP88JsgxxrOw/svzgC5Op7D+03w4LtabsP7rmPQrXo+w/GO9rCfmg7D+mNZoIG57sP5fVxwc9m+w/Zy72Bl+Y7D++fiQGgZXsPxYwUwWjkuw/DaWBBMWP7D+EUq8D54zsP0/v3QIJiuw/yfsLAiuH7D8pOjoBTYTsP7RmaABvgew/xGaX/5B+7D+V7MT+snvsP+Au9P3UeOw/ye0h/fZ17D+IbFD8GHPsP968fvs6cOw/8xit+lxt7D9Yt9r5fmrsP7gLCfmgZ+w/rHA3+MJk7D8paGb35GHsP7lclPYGX+w/XQnD9Shc7D9s/fD0SlnsP3ADH/RsVuw/yeNM845T7D+8jHvysFDsP37XqfHSTew/h8PX8PRK7D9odQbwFkjsP9z9NO84Rew/F5Nj7lpC7D9Ta5HtfD/sP6zzv+yePOw/THXt68A57D8+kxzr4jbsP1CqSuoENOw/NF946SYx7D9neafoSC7sP9uO1edqK+w/UXsD54wo7D9gLDLmriXsP2qBYOXQIuw/Jn2O5PIf7D9tRL3jFB3sP8Tf6uI2Guw/eagZ4lgX7D/0zEfhehTsPzOtdeCcEew/nLuj374O7D//fNLe4AvsP11sAN4CCew/S0Iv3SQG7D/mn13cRgPsP6hHi9toAOw/fSm62or96z+vEujZrPrrP40LFtnO9+s/dy5F2PD06z/WgnPXEvLrP+88odY07+s/t6/P1Vbs6z+6KP7UeOnrPxwJLNSa5us/Hdxa07zj6z+mHYnS3uDrP6dzt9EA3us/Dozl0CLb6z8zKBPQRNjrPy4xQs9m1es/1nlwzojS6z9JB5/Nqs/rP/7dzMzMzOs/JSn7y+7J6z8FFCnLEMfrP7vvV8oyxOs/jgWGyVTB6z+CxLPIdr7rP+m24seYu+s/BFkQx7q46z/DYz/G3LXrPzF7bcX+sus/A2+bxCCw6z/FIcrDQq3rP9J6+MJkqus/yXwmwoan6z9hRFXBqKTrP/ntgsDKoes/rMOxv+ye6z+lCeC+DpzrP5AkDr4wmes/g4w8vVKW6z+Xx2q8dJPrPw1wmLuWkOs/+D3HuriN6z8t6fS52orrP/lQI7n8h+s/gV5SuB6F6z/RBoC3QILrP8JjrrZif+s/k5bctYR86z+L2Aq1pnnrP7h2ObTIdus/8s5ns+pz6z9aVpayDHHrPy6TxLEubus/JCDysFBr6z+RsCCwcmjrP8wET6+UZes/BfR8rrZi6z84a6ut2F/rP35p2qz6XOs/DgAIrBxa6z9aWTarPlfrP2CwZKpgVOs/cFWTqYJR6z+6rMGopE7rP0Ev76fGS+s/Z2odp+hI6z+A/0umCkbrP5OkeqUsQ+s/UySppE5A6z8aXtejcD3rP9NFBaOSOus/heIzorQ36z82UmKh1jTrPz7Ij6D4Mes/7Ya+nxov6z997OyePCzrPytoG55eKes/L4BJnYAm6z/wzHecoiPrPyz+pZvEIOs/o9jTmuYd6z97MgKaCBvrP7L5MJkqGOs/ITVfmEwV6z8g/YyXbhLrP2J6u5aQD+s/w/LplbIM6z+cwReV1AnrP8RNRpT2Bus/SRx1kxgE6z8PzaKSOgHrP0EF0ZFc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1741\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1742\",\"type\":\"UnionRenderers\"}},\"id\":\"1647\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1596\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1665\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"hq4u/yH97z+qA13+Q/rvPxCyiv1l9+8/GNi4/If07z9uQef7qfHvP5jGFfvL7u8/6kxE+u3r7z+PxnL5D+nvP3syofgx5u8/AD/O91Pj7z+Qv/z2deDvP7p7K/aX3e8/sUhZ9bna7z8mwof029fvPx7XtfP91O8/FTzl8h/S7z9wQhLyQc/vP7FvQfFjzO8/3C9v8IXJ7z8zap3vp8bvPx5cy+7Jw+8/8Kr57evA7z9uCCntDb7vP/J+V+wvu+8/6ICE61G47z+AmrPqc7XvPzuk4emVsu8/25AP6bev7z9vXz7o2azvP11qbOf7qe8/x8qa5h2n7z8RTsnlP6TvP9jO9+Rhoe8/6zQm5IOe7z9EdVTjpZvvPwOSguLHmO8/aJqw4emV7z/Jqt7gC5PvP5nsDOAtkO8/TpY730+N7z+hlWnecYrvP2CRmN2Th+8/ZTzG3LWE7z+zV/Tb14HvP2tbI9v5fu8/ZCNR2ht87z9il3/ZPXnvP8wCrthfdu8/3b7b14Fz7z/e2QrXo3DvP1ggONbFbe8/RA5n1edq7z/hi5TUCWjvP7zbwtMrZe8/Oqfx0k1i7z8+Ux/Sb1/vPx5JTtGRXO8/qQh90LNZ7z/CcavP1VbvP85x2c73U+8/vQMHzhlR7z+5gDXNO07vP3OtY8xdS+8/Rq2Ry39I7z8BAcHKoUXvP41G78nDQu8/NcocyeU/7z/tNEvIBz3vP+edeccpOu8/a3moxks37z/oq9XFbTTvP0piBMWPMe8/dJwyxLEu7z8ZBWHD0yvvP4IGj8L1KO8/dma9wRcm7z++quvAOSPvPxO0GsBbIO8//9ZIv30d7z/WD3e+nxrvP8kbpb3BF+8//8XSvOMU7z9LMwG8BRLvP/tJMLsnD+8/DLNeukkM7z9McYy5awnvPxvguriNBu8/u9Lot68D7z+xvxe30QDvP0JMRbbz/e4/gFR0tRX77j8bmqK0N/juP/mA0LNZ9e4/s3r+snvy7j+EBi2yne/uP6doW7G/7O4/SjyKsOHp7j/mmbevA+fuP/LI5q4l5O4/TbYUrkfh7j9fNUKtad7uPz1ucayL2+4/unmfq63Y7j8EVc2qz9XuP6wK/Knx0u4/NCYqqRPQ7j9PzlioNc3uP4qrhqdXyu4/mwC1pnnH7j8+2OOlm8TuP1UGEqW9we4/rLI/pN++7j+8V26jAbzuP4T0nKIjue4/EJfKoUW27j8X5PigZ7PuPzEGJ6CJsO4/SXpVn6ut7j8iiIOezaruP0jJsZ3vp+4/POXgnBGl7j+DDA+cM6LuP8cDPZtVn+4/kJ1rmnec7j/FNpmZmZnuP3EAyJi7lu4/sXT2l92T7j9IXiSX/5DuP2jXUpYhju4/3YaAlUOL7j/x46+UZYjuPzUy3ZOHhe4/tUUMk6mC7j8bwDqSy3/uPzrSaJHtfO4/U7uWkA967j8mycSPMXfuP9NX845TdO4/d5MhjnVx7j+o9U+Nl27uP1zIfYy5a+4/SuCsi9to7j91KdqK/WXuP0vTCIofY+4/cyU3iUFg7j9E8WWIY13uPxmdk4eFWu4/WVTChqdX7j9Em/CFyVTuP/pBHoXrUe4/1p5NhA1P7j9U7HqDL0zuP6vZqYJRSe4/i/vXgXNG7j95pwaBlUPuP/rLNIC3QO4/laFif9k97j+ib5B++zruPwTGv30dOO4/RFztfD817j//GRx8YTLuP1oPSnuDL+4/gAd5eqUs7j+LMad5xynuP8U91XjpJu4/7LICeAsk7j8PlzF3LSHuP8lWYHZPHu4/g6aOdXEb7j8SSrx0kxjuP59L6nO1Fe4/Ao0Yc9cS7j9k/0Zy+Q/uPzajdXEbDe4/GFKjcD0K7j9Xl9JvXwfuP5P//26BBO4/OzQubqMB7j/DgV1txf7tP+vZi2zn++0/u6i5awn57T9QaedqK/btP8mlFWpN8+0/RvdEaW/w7T+danJoke3tP/0foWez6u0/cXfPZtXn7T/aFP1l9+TtP4URLGUZ4u0/O8pZZDvf7T/YdohjXdztP6XGtmJ/2e0/YqvkYaHW7T8nWBNhw9PtP82rQWDl0O0/7MZvXwfO7T+e2Z1eKcvtP4gjzF1LyO0/yfP6XG3F7T+leClcj8LtP7jwVluxv+0/owqFWtO87T/dU7RZ9bntP/3a4VgXt+0/hqwQWDm07T+nJj9XW7HtP1vnbFZ9ru0/PsuaVZ+r7T8TvslUwajtP8Ve+FPjpe0/+IomUwWj7T9UMFRSJ6DtP9h5glFJne0/bHSxUGua7T8i495PjZftP2dNDU+vlO0/YMM7TtGR7T8skmpN847tP7jqmEwVjO0/ZzrHSzeJ7T/J0vRKWYbtP6tsI0p7g+0/bE5RSZ2A7T9lUIBIv33tPzCvrUfheu0/q43cRgN47T+hSQpGJXXtP976OEVHcu0/m0pnRGlv7T/lHJVDi2ztP1GPw0Ktae0/36XyQc9m7T83IyBB8WPtP2B+TkATYe0/wcN8PzVe7T/uOKs+V1vtP8YL2T15WO0/hsoHPZtV7T9AnDU8vVLtP5IvZDvfT+0/PfSSOgFN7T/qasE5I0rtPx4l7zhFR+0/1hEeOGdE7T+6lks3iUHtP3XDeTarPu0/W2uoNc077T8STdY07zjtPzCDBDQRNu0/GBMzMzMz7T8J7mAyVTDtP8VfjzF3Le0/cJ++MJkq7T+PrOwvuyftP3EEGy/dJO0/wuxILv8h7T/a33YtIR/tP3topSxDHO0/0v7TK2UZ7T9GLAIrhxbtP+atMCqpE+0/xy5fKcsQ7T8da40o7Q3tPy0wuycPC+0/8X3pJjEI7T8ZQxgmUwXtPzNeRiV1Au0/luBzJJf/7D83DaIjufzsP5kW0SLb+ew/jP/+If327D+iPS0hH/TsP4Q2XCBB8ew/aCGKH2Pu7D8vprgehevsPw4f5h2n6Ow/eVUUHcnl7D835UIc6+LsP417cRsN4Ow/N9efGi/d7D9ZyM0ZUdrsP1JO/Bhz1+w/vT0qGJXU7D80uFgXt9HsP2u1hhbZzuw/C3m1FfvL7D+2HeQUHcnsPxXQERQ/xuw/aQdAE2HD7D8YE24Sg8DsP1NwnBGlvew/Wq3LEMe67D9HF/kP6bfsP6qWJw8Ltew/grdVDi2y7D/kTYQNT6/sP88JsgxxrOw/svzgC5Op7D+03w4LtabsP7rmPQrXo+w/GO9rCfmg7D+mNZoIG57sP5fVxwc9m+w/Zy72Bl+Y7D++fiQGgZXsPxYwUwWjkuw/DaWBBMWP7D+EUq8D54zsP0/v3QIJiuw/yfsLAiuH7D8pOjoBTYTsP7RmaABvgew/xGaX/5B+7D+V7MT+snvsP+Au9P3UeOw/ye0h/fZ17D+IbFD8GHPsP968fvs6cOw/8xit+lxt7D9Yt9r5fmrsP7gLCfmgZ+w/rHA3+MJk7D8paGb35GHsP7lclPYGX+w/XQnD9Shc7D9s/fD0SlnsP3ADH/RsVuw/yeNM845T7D+8jHvysFDsP37XqfHSTew/h8PX8PRK7D9odQbwFkjsP9z9NO84Rew/F5Nj7lpC7D9Ta5HtfD/sP6zzv+yePOw/THXt68A57D8+kxzr4jbsP1CqSuoENOw/NF946SYx7D9neafoSC7sP9uO1edqK+w/UXsD54wo7D9gLDLmriXsP2qBYOXQIuw/Jn2O5PIf7D9tRL3jFB3sP8Tf6uI2Guw/eagZ4lgX7D/0zEfhehTsPzOtdeCcEew/nLuj374O7D//fNLe4AvsP11sAN4CCew/S0Iv3SQG7D/mn13cRgPsP6hHi9toAOw/fSm62or96z+vEujZrPrrP40LFtnO9+s/dy5F2PD06z/WgnPXEvLrP+88odY07+s/t6/P1Vbs6z+6KP7UeOnrPxwJLNSa5us/Hdxa07zj6z+mHYnS3uDrP6dzt9EA3us/Dozl0CLb6z8zKBPQRNjrPy4xQs9m1es/1nlwzojS6z9JB5/Nqs/rP/7dzMzMzOs/JSn7y+7J6z8FFCnLEMfrP7vvV8oyxOs/jgWGyVTB6z+CxLPIdr7rP+m24seYu+s/BFkQx7q46z/DYz/G3LXrPzF7bcX+sus/A2+bxCCw6z/FIcrDQq3rP9J6+MJkqus/yXwmwoan6z9hRFXBqKTrP/ntgsDKoes/rMOxv+ye6z+lCeC+DpzrP5AkDr4wmes/g4w8vVKW6z+Xx2q8dJPrPw1wmLuWkOs/+D3HuriN6z8t6fS52orrP/lQI7n8h+s/gV5SuB6F6z/RBoC3QILrP8JjrrZif+s/k5bctYR86z+L2Aq1pnnrP7h2ObTIdus/8s5ns+pz6z9aVpayDHHrPy6TxLEubus/JCDysFBr6z+RsCCwcmjrP8wET6+UZes/BfR8rrZi6z84a6ut2F/rP35p2qz6XOs/DgAIrBxa6z9aWTarPlfrP2CwZKpgVOs/cFWTqYJR6z+6rMGopE7rP0Ev76fGS+s/Z2odp+hI6z+A/0umCkbrP5OkeqUsQ+s/UySppE5A6z8aXtejcD3rP9NFBaOSOus/heIzorQ36z82UmKh1jTrPz7Ij6D4Mes/7Ya+nxov6z997OyePCzrPytoG55eKes/L4BJnYAm6z/wzHecoiPrPyz+pZvEIOs/o9jTmuYd6z97MgKaCBvrP7L5MJkqGOs/ITVfmEwV6z8g/YyXbhLrP2J6u5aQD+s/w/LplbIM6z+cwReV1AnrP8RNRpT2Bus/SRx1kxgE6z8PzaKSOgHrP0EF0ZFc/uo/YIn/kH776j84My6QoPjqPw34W4/C9eo/wc+KjuTy6j9l4LiNBvDqPyVS54wo7eo/lG8VjErq6j/OkUOLbOfqP+smcoqO5Oo/UsGfibDh6j9O6s6I0t7qPxNv/If02+o/7wIrhxbZ6j9wjlmGONbqP8AHiIVa0+o/dYO1hHzQ6j/wEOSDns3qP8L4EYPAyuo/yX1AguLH6j/nCm+BBMXqPxMhnYAmwuo/Gk3Lf0i/6j/5MPp+arzqP/qYKH6Mueo/VF1Wfa626j8SYYR80LPqP3ansnvysOo/g0nhehSu6j+TgQ96NqvqP6qUPXlYqOo/at1reHql6j8IzJp3nKLqPyr/yHa+n+o/RRP3deCc6j8/uiV1AprqP4LVU3Qkl+o/8EKCc0aU6j+hELByaJHqPz9I3nGKjuo/hRYNcayL6j9b2jpwzojqP1TfaG/wheo/mpSXbhKD6j+OnMVtNIDqP0+E9GxWfeo/USoibHh66j/0R1BrmnfqP3DKfmq8dOo/crWtad5x6j/QQttoAG/qP+CDCWgibOo/mM83Z0Rp6j9sg2ZmZmbqP8MjlWWIY+o/7EvDZKpg6j//nPFjzF3qP3bfH2PuWuo/l/JNYhBY6j9nzHthMlXqP7JnqmBUUuo/aPnYX3ZP6j/hzQZfmEzqP74jNV66Seo/0nRjXdxG6j9IP5Jc/kPqP/89wFsgQeo/Hx3uWkI+6j8fnxxaZDvqP0bESlmGOOo/v3x5WKg16j8496dXyjLqPx161VbsL+o/0iUEVg4t6j8LgzJVMCrqP/EIYVRSJ+o/lFqPU3Qk6j+BMr1SliHqPx1N61G4Huo/NZMZUdob6j/kBEhQ/BjqP5C5dk8eFuo/Q/akTkAT6j9tAdNNYhDqP6A4AU2EDeo/gycvTKYK6j9mWl1LyAfqP5J0jErqBOo/BHe6SQwC6j+rNOhILv/pP0iXFkhQ/Ok/x89ER3L56T8HD3NGlPbpP2KdoUW28+k/a/PPRNjw6T/niP5D+u3pPyEGLUMc6+k/dStbQj7o6T9L0YhBYOXpP260t0CC4uk/7g/mP6Tf6T/5AxQ/xtzpPyiuQj7o2ek/zJJwPQrX6T8u/548LNTpP26NzTtO0ek/EfD7OnDO6T/28Sk6ksvpP7taWDm0yOk/+kCGONbF6T9dnLQ3+MLpPz604jYawOk/eMwQNjy96T/1QD81XrrpP16ibTSAt+k/HX2cM6K06T/Sr8oyxLHpP9L3+DHmruk/wEcnMQis6T+GyFQwKqnpP3Zigy9Mpuk/SY2xLm6j6T/6nd8tkKDpP84BDi2ynek/Bl08LNSa6T/tTWsr9pfpP1vomCoYlek/8r3HKTqS6T9qFPYoXI/pP14MJCh+jOk/OL9SJ6CJ6T+SvoAmwobpP0tVryXkg+k/gEfdJAaB6T//MQskKH7pPwDKOSNKe+k/UB9oImx46T9VOpYhjnXpP4M8xCCwcuk/pD7zH9Jv6T8p+SAf9GzpP2SVTx4Wauk/AN19HThn6T8Tb6wcWmTpP7pI2ht8Yek/njsIG55e6T/+MTcawFvpP2mYZRniWOk/YK+TGARW6T+j0MEXJlPpPxhv8BZIUOk/0l4eFmpN6T8PRkwVjErpPw/kehSuR+k/OlqpE9BE6T+bv9cS8kHpP9tpBRIUP+k/YFk0ETY86T9yYWIQWDnpP8rakA96Nuk/Dai+Dpwz6T/dVO0NvjDpP/odGw3gLek/QcJJDAIr6T8ms3cLJCjpP0gJpgpGJek/MUTUCWgi6T/S1gIJih/pPx91MQisHOk/9xRfB84Z6T88UI0G8BbpP1kpvAUSFOk/KA3qBDQR6T8T4xgEVg7pP4B1RgN4C+k/0990ApoI6T+D0KMBvAXpP9Vi0QDeAuk/AAAAAAAA6T+7+C3/If3oP+w8XP5D+ug/8v+K/WX36D+047j8h/ToP0wn5/up8eg/K3gV+8vu6D/InkP67evoP79TcvkP6eg/vL+g+DHm6D/W+873U+PoP+47/fZ14Og/jM4r9pfd6D9jdFn1udroP39aiPTb1+g/jqO28/3U6D9aNuTyH9LoP9G7EvJBz+g/kHxB8WPM6D/hCW/whcnoP0Bdne+nxug/XBHM7snD6D/4Cfrt68DoPzK+KO0Nvug/g3ZW7C+76D814ITrUbjoPxNNs+pzteg/kvzh6ZWy6D+fpg/pt6/oP6ZkPujZrOg/n1Rs5/up6D8j9ZrmHafoPx1tyeU/pOg/8v/25GGh6D8qfiXkg57oPxOSU+Olm+g/p3KC4seY6D/MMrDh6ZXoP4wQ3+ALk+g/L1cN4C2Q6D/EDTvfT43oPyX1ad5xiug/096X3ZOH6D+e9MXctYToP/Ws9NvXgeg/m/0i2/l+6D9zx1DaG3zoP0ujf9k9eeg/OQ6u2F926D/fPdzXgXPoP/uDCtejcOg/TIE41sVt6D8vwGbV52roPz0aldQJaOg/qYXD0ytl6D/uSPHSTWLoPw8sINJvX+g/WhZO0ZFc6D+wPHzQs1noP+Ujq8/VVug/9grZzvdT6D/wewfOGVHoP0i7Nc07Tug/vvVjzF1L6D/IdJLLf0joPxHUwMqhReg/lczuycNC6D+Z/hzJ5T/oP/lcS8gHPeg/qfd5xyk66D8uMqjGSzfoPxRX1sVtNOg/z80ExY8x6D/NiDLEsS7oPwDzYMPTK+g/oDmPwvUo6D9ncL3BFyboP1/I68A5I+g/0Y8awFsg6D+Voki/fR3oP1uKdr6fGug/4O2kvcEX6D9WAtO84xToP3epAbwFEug/Ko0vuycP6D8ikV66SQzoP3LUjLlrCeg/xui6uI0G6D/ttui3rwPoP6kLF7fRAOg/VUVFtvP95z92pnO1FfvnP1aPorQ3+Oc/QS7Qs1n15z+Pqv6ye/LnPzs0LbKd7+c/Oxpbsb/s5z9ZU4mw4ennP3EvuK8D5+c/HJTmriXk5z9PShSuR+HnPxXBQq1p3uc/2zlxrIvb5z83FZ+rrdjnP0ZZzarP1ec/t6P7qfHS5z/9cyqpE9DnP8sfWKg1zec/dOmGp1fK5z9sZLWmecfnP2sG46WbxOc/QKoRpb3B5z/eQECk377nPyLbbaMBvOc/SK+coiO55z89icqhRbbnPysb+aBns+c/WzEnoImw5z9R+lWfq63nP8LAg57Nquc/XvGxne+n5z+DluCcEaXnP/AZD5wzouc/SgU9m1Wf5z8pgWuad5znP1yWmZmZmec/e+zHmLuW5z8Gi/aX3ZPnP2AbJJf/kOc/aGJSliGO5z+SB4GVQ4vnPw8Ur5RliOc/FOzdk4eF5z+YGgyTqYLnPw2FOpLLf+c/zbRoke185z/2EJeQD3rnPwljxY8xd+c/yZTzjlN05z8ZsCGOdXHnP/neT42Xbuc/Z2t+jLlr5z+5RqyL22jnP+e32or9Zec/KfEIih9j5z+hATeJQWDnP1LUZYhjXec/PYaTh4Va5z/M/sGGp1fnP/BX8IXJVOc/7IcehetR5z+vpUyEDU/nPz+je4MvTOc/JKmpglFJ5z8R69eBc0bnP2tIBoGVQ+c/mME0gLdA5z9MvmJ/2T3nP6I6kX77Ouc/ACe/fR045z8fwe18PzXnPwuDG3xhMuc/R+xJe4Mv5z+Bcnh6pSznPyytpnnHKec/mw3VeOkm5z8LbgN4CyTnP0PKMXctIec/3Idfdk8e5z/oVI51cRvnP/FqvHSTGOc/QQPrc7UV5z/NUhlz1xLnP7tnR3L5D+c/6HF1cRsN5z/HwqNwPQrnPxMX0m9fB+c/s00Ab4EE5z+cZy5uowHnP209XW3F/uY/6fKKbOf75j9uWrlrCfnmPw6S52or9uY/3kQWak3z5j8bIURpb/DmPxnLcmiR7eY/GjahZ7Pq5j8LLc9m1efmP5lR/WX35OY/YbMrZRni5j+50FlkO9/mPzKyiGNd3OY/YbS2Yn/Z5j8TJeVhodbmP19aE2HD0+Y/sYBBYOXQ5j8a529fB87mP8FMnl4py+Y/AJTMXUvI5j9JwvpcbcXmPxYAKVyPwuY/AOdWW7G/5j93l4Va07zmPx6Os1n1ueY/iTHiWBe35j+5RRBYObTmPxzGPldbseY/Qr5sVn2u5j/ob5tVn6vmP2V9yVTBqOY/ub73U+Ol5j+IziVTBaPmP2sbVFInoOY/kIeCUUmd5j8FGbFQa5rmP0tK30+Nl+Y/hGkNT6+U5j9p6DtO0ZHmP5H+aU3zjuY/xmWYTBWM5j8mnsZLN4nmP9T69EpZhuY/pUQjSnuD5j/vaFFJnYDmP2V5f0i/feY/sVmuR+F65j8eW9xGA3jmP1mqCkYldeY/JT05RUdy5j/1gGdEaW/mPzu1lUOLbOY/QpHDQq1p5j82SvJBz2bmP9iHIEHxY+Y/SXBOQBNh5j9b+nw/NV7mP6U9qz5XW+Y/0s7ZPXlY5j9CEAg9m1XmP1Y1Njy9UuY/Z5ZkO99P5j/0WpI6AU3mP83QwDkjSuY/I2rvOEVH5j8uvx04Z0TmPwKOSzeJQeY/kA56Nqs+5j+Qn6g1zTvmPwXG1jTvOOY/qNYENBE25j+cSzMzMzPmPwFyYTJVMOY/kw+QMXct5j+uFL4wmSrmP8GS7C+7J+Y/s8YaL90k5j+nvEgu/yHmP/5Ody0hH+Y/goWlLEMc5j/j3tMrZRnmPwBYAiuHFuY/qmwwKqkT5j//Zl4pyxDmP0u3jCjtDeY/CU27Jw8L5j+Zl+kmMQjmP0PUFyZTBeY/W8BFJXUC5j/WjHQkl//lP75RoiO5/OU/qjPRItv55T+N8/4h/fblP1ddLSEf9OU/e8xbIEHx5T89xIkfY+7lP9E5uB6F6+U/7VnmHafo5T/4whQdyeXlP/fwQhzr4uU/WCxxGw3g5T+/5J8aL93lP7jEzRlR2uU/gS/8GHPX5T9WwyoYldTlPxOjWBe30eU/hgSHFtnO5T9hWrUV+8vlP/Xi4xQdyeU/gr4RFD/G5T9/HkATYcPlP49zbhKDwOU/hPmcEaW95T/3ccsQx7rlPwcl+Q/pt+U/kgsoDwu15T+v2FUOLbLlP8ozhA1Pr+U/j2WyDHGs5T+DIuELk6nlP+ljDwu1puU/r449Ctej5T9pj2sJ+aDlPzwcmggbnuU/SDLIBz2b5T932fYGX5jlP2vBJAaBleU/7ENTBaOS5T+TY4EExY/lP3OMrwPnjOU/HbTdAgmK5T/KmAwCK4flPxelOgFNhOU/fupoAG+B5T9sZZf/kH7lP2ydxf6ye+U/qOLz/dR45T+DECL99nXlP2EsUPwYc+U/jGV++zpw5T8XFa36XG3lPwHl2vl+auU/iCAJ+aBn5T8vATj4wmTlPzgTZvfkYeU/d4KU9gZf5T+YzcL1KFzlP0ee8PRKWeU/7gEf9GxW5T+ZWk3zjlPlP8TRe/KwUOU/gh+q8dJN5T/8Jtjw9ErlP/WRBvAWSOU/ef007zhF5T8BMmPuWkLlP0wjke18P+U/PYu/7J485T+IGO7rwDnlP9sKHOviNuU/bZ1K6gQ05T9PzHjpJjHlP2z0puhILuU/053V52or5T8jrgPnjCjlP9YEMuauJeU/MXlg5dAi5T8mdY7k8h/lP3rBvOMUHeU/EiDr4jYa5T8TfxniWBflP9T4R+F6FOU/MDt24JwR5T+ZIKTfvg7lPydI0t7gC+U/oOQA3gIJ5T9CJS/dJAblPyKWXdxGA+U/NsCL22gA5T8D8bnaiv3kPzwL6Nms+uQ/kbUW2c735D8j/kTY8PTkP49Oc9cS8uQ/Zaah1jTv5D/rm8/VVuzkP4Mf/tR46eQ/YfUr1Jrm5D8iaFrTvOPkPzuXiNLe4OQ/y/u20QDe5D98puXQItvkP+eqE9BE2OQ/wgpCz2bV5D9xNXDOiNLkP6Jdns2qz+Q/q+PMzMzM5D93LPvL7snkP/dfKcsQx+Q/E9RXyjLE5D965IXJVMHkP41DtMh2vuQ/2anix5i75D+n/hDHurjkP9ZXP8bcteQ/imZtxf6y5D/tnZvEILDkP4AMysNCreQ/v1z4wmSq5D9iaCbChqfkP6/KVMGopOQ/uSiDwMqh5D8UV7G/7J7kP6Xr374OnOQ/ifUNvjCZ5D8paTy9UpbkP9K0arx0k+Q/SQiZu5aQ5D9/Mce6uI3kP0Qu9bnaiuQ/+rwjufyH5D/uGFK4HoXkP6s+gLdAguQ/uFqutmJ/5D9yydy1hHzkP8/2CrWmeeQ/Y585tMh25D9JcGez6nPkP0sWlrIMceQ/QBDEsS5u5D89TPKwUGvkP6jJILByaOQ/oylPr5Rl5D95Pn2utmLkPx2aq63YX+Q/0eHZrPpc5D877AesHFrkP2pPNqs+V+Q/5bVkqmBU5D/Q+5KpglHkP8kuwaikTuQ/vo3vp8ZL5D9w+x2n6EjkPxb/S6YKRuQ/N2x6pSxD5D9joKikTkDkPzhF16NwPeQ/oI8Fo5I65D/eczOitDfkP5WkYaHWNOQ/e+2PoPgx5D+6TL6fGi/kP8zy7J48LOQ//Cobnl4p5D/likmdgCbkP0zDd5yiI+Q/9Lelm8Qg5D+FCtSa5h3kP/N4ApoIG+Q/Y/QwmSoY5D9rFl+YTBXkP5o2jZduEuQ/9FS7lpAP5D+8pOmVsgzkP1MCGJXUCeQ/qH1GlPYG5D9y0HSTGATkP0XoopI6AeQ/02/RkVz+4z8yqf+QfvvjPzodLpCg+OM/b+1bj8L14z9Ak4qO5PLjPw2HuI0G8OM/SSHnjCjt4z/AQxWMSurjP0GeQ4ts5+M/WgRyio7k4z999p+JsOHjP6c5zojS3uM/qbf8h/Tb4z/VByuHFtnjPxp+WYY41uM/5JSHhVrT4z8XCraEfNDjP6o75IOezeM/KEQSg8DK4z/I+UCC4sfjP8PHboEExeM/hXWdgCbC4z8bVMt/SL/jP0UP+n5qvOM/gGQofoy54z+3U1Z9rrbjPy+YhHzQs+M/9heze/Kw4z9NauF6FK7jPzFdD3o2q+M/wv49eVio4z84+2t4eqXjP8ZImnecouM/KYbIdr6f4z91Dfd14JzjPx9nJXUCmuM/EVNTdCSX4z/xz4FzRpTjPwsEsHJokeM/vFTecYqO4z/n2gxxrIvjP3/gOnDOiOM/rHBpb/CF4z+owZduEoPjP/vExW00gOM/fib0bFZ94z8GQiJseHrjP5CwUGuad+M/P7x+arx04z/0ba1p3nHjP8J822gAb+M/EuAJaCJs4z8zQjhnRGnjP2aGZmZmZuM/rciUZYhj4z+p3MJkqmDjP91P8WPMXeM/72UfY+5a4z+QnU1iEFjjP5AtfGEyVeM/L4WqYFRS4z/Mzdhfdk/jPwnqBl+YTOM/C3Y1XrpJ4z/Rx2Nd3EbjP2XvkVz+Q+M/mzbAWyBB4z+aoe5aQj7jP2ZwHFpkO+M/yhlLWYY44z9NVHlYqDXjP0iOp1fKMuM/gvHVVuwv4z9l5QNWDi3jP1WHMlUwKuM/2bdgVFIn4z9nDY9TdCTjPyldvVKWIeM/k7frUbge4z+z6hlR2hvjPxgASFD8GOM/pDx2Tx4W4z9do6ROQBPjP/b10k1iEOM/HDIBTYQN4z9KkS9MpgrjP7uPXUvIB+M/3t6LSuoE4z8cc7pJDALjPyWF6Egu/+I/eP4WSFD84j8XFUVHcvniPy2vc0aU9uI/xgCiRbbz4j/x9s9E2PDiP8g2/kP67eI/o6ssQxzr4j8tA1tCPujiP6UoiUFg5eI/r0S3QILi4j8eveU/pN/iP1BAFD/G3OI/hUBCPujZ4j9K3HA9CtfiP4oNnzws1OI/wQDNO07R4j/Bmfs6cM7iP5WaKTqSy+I/+OlXObTI4j+zQIY41sXiP2KWtDf4wuI/SCHjNhrA4j/QZBE2PL3iP1WcPzVeuuI/gcltNIC34j8ILZwzorTiP1ZWyjLEseI/nIz4Meau4j9I3iYxCKziP58hVTAqqeI/sGyDL0ym4j/bnbEubqPiP3/T3y2QoOI/0WsOLbKd4j/enzws1JriP3DXaiv2l+I/gUOZKhiV4j81aMcpOpLiP5/39Shcj+I/sgokKH6M4j+NXlInoIniP32OgCbChuI/Hu2uJeSD4j9+It0kBoHiP9mNCyQofuI/ouQ5I0p74j8jHmgibHjiP1FzliGOdeI/tXTEILBy4j/U3vIf0m/iP1NRIR/0bOI/YK5PHhZq4j8spn0dOGfiPxIUrBxaZOI/fkTaG3xh4j8srwgbnl7iP5myNhrAW+I/zUtlGeJY4j/2d5MYBFbiP7fSwRcmU+I/ZeDvFkhQ4j97Tx4Wak3iPyW4TBWMSuI/o/Z6FK5H4j8NK6kT0ETiP6BG1xLyQeI/+fAFEhQ/4j+x2TMRNjziP8UwYhBYOeI/I6GQD3o24j+5qL4OnDPiP8Rf7Q2+MOI/dHgbDeAt4j8gsUkMAiviP5EpeAskKOI/MmSmCkYl4j9DmtQJaCLiPy/ZAgmKH+I/EQMxCKwc4j+/P18HzhniPyOMjQbwFuI/ASu8BRIU4j9IVOoENBHiPwlnGARWDuI/GAhHA3gL4j8f83QCmgjiP+NZowG8BeI/+4XRAN4C4j9D5//////hP5RVLv8h/eE/8IBc/kP64T/Qz4r9ZffhP+gRufyH9OE/l17n+6nx4T8nphX7y+7hP64gRPrt6+E/VXFy+Q/p4T+2g6D4MebhP4r5zvdT4+E/vQT99nXg4T+haSv2l93hP+t9WfW52uE//CiI9NvX4T+Id7bz/dThP6Ka5PIf0uE/JwwT8kHP4T8BSEHxY8zhP8mAb/CFyeE/uMWd76fG4T8hA8zuycPhPy1v+u3rwOE/RrEo7Q2+4T9Wu1bsL7vhP181hetRuOE/1GGz6nO14T/JpeHplbLhP3HZD+m3r+E/5B8+6Nms4T+7e2zn+6nhP3XPmuYdp+E/4kjJ5T+k4T9Ci/fkYaHhP8CFJeSDnuE/t91T46Wb4T84RILix5jhP5O2sOHpleE/4ane4AuT4T8SHg3gLZDhP89MO99PjeE/ppBp3nGK4T+zJpjdk4fhPydcxty1hOE/oJ7029eB4T/b1SLb+X7hP982UdobfOE/+3F/2T154T9Wha3YX3bhP2cl3NeBc+E/8kgK16Nw4T8jbzjWxW3hP1z8ZtXnauE/QQKV1Alo4T/6gcPTK2XhP7HC8dJNYuE/6cIf0m9f4T+ON07RkVzhP9uFfNCzWeE/SMqqz9VW4T9JCdnO91PhP7QvB84ZUeE/Eno1zTtO4T+ZDWTMXUvhP04rkst/SOE/xJjAyqFF4T9M0e7Jw0LhP3oHHcnlP+E/GFhLyAc94T95ynnHKTrhPxTrp8ZLN+E/ZWPWxW004T/klgTFjzHhP56gMsSxLuE/9+xgw9Mr4T8Ib4/C9SjhP7KhvcEXJuE/VBzswDkj4T95NBrAWyDhPzBcSL99HeE/1fJ2vp8a4T9PGKW9wRfhP0Nt07zjFOE/CLgBvAUS4T9XEjC7Jw/hP1QhXrpJDOE/f6WMuWsJ4T/lv7q4jQbhP+4Q6bevA+E/C2IXt9EA4T8Q0UW28/3gP7sJdLUV++A/rAyitDf44D/hkdCzWfXgP7e3/rJ78uA/TBotsp3v4D/Bgluxv+zgP26tibDh6eA/pA64rwPn4D+OSeauJeTgP55XFK5H4eA//elCrWne4D/KHnGsi9vgP6Iun6ut2OA/SajNqs/V4D9b6/up8dLgPzQQKqkT0OA/CoZYqDXN4D8G8IanV8rgP2HotKZ5x+A/K4PjpZvE4D9PhxGlvcHgP/v2P6TfvuA/4kluowG84D+fUJyiI7ngP2qUyqFFtuA/mDb5oGez4D86MiegibDgP5C6VZ+rreA/Ir6Dns2q4D98A7Kd76fgP/aL4JwRpeA/UZUOnDOi4D/pMz2bVZ/gP+k8a5p3nOA/rrqZmZmZ4D8s2ceYu5bgP0c79pfdk+A/iWQkl/+Q4D86klKWIY7gP1L+gJVDi+A/BSSvlGWI4D88lt2Th4XgPxrMC5OpguA/X1Q6kst/4D8ARmiR7XzgP83nlpAPeuA/9/HEjzF34D8vTPOOU3TgPyJpIY51ceA/w9JPjZdu4D/U/H2MuWvgPzRyrIvbaOA/9qjaiv1l4D8vLgmKH2PgP1kfN4lBYOA/W2lliGNd4D+K5pOHhVrgP2EYwoanV+A/BJfwhclU4D8Njx6F61HgP9/6TIQNT+A/cmp7gy9M4D+scqmCUUngP7e+14FzRuA/AUgGgZVD4D/CVzSAt0DgP16oYn/ZPeA/m+mQfvs64D9SLL99HTjgP9+H7Xw/NeA/QcAbfGEy4D8L+0l7gy/gPyxleHqlLOA/ddmmeccp4D994dR46SbgP6AcA3gLJOA/Z38xdy0h4D9grl92Tx7gP2wKjnVxG+A/s0u8dJMY4D/cjepztRXgP+j2GHPXEuA/2V5HcvkP4D8ZqXVxGw3gP77Eo3A9CuA/GAXSb18H4D8DcQBvgQTgP9PDLm6jAeA/9zu62or93z9RqhbZzvffP+RIc9cS8t8/2fnP1Vbs3z8KDSzUmubfPyb8iNLe4N8/EaPl0CLb3z/bq0HPZtXfP9c7ns2qz98/ODv7y+7J3z8JWFfKMsTfP9cXtMh2vt8/JxkRx7q43z/icG3F/rLfPzSxycNCrd8/To8mwoan3z8s4ILAyqHfP6+i374OnN8/6vc7vVKW3z8lf5i7lpDfPxZT9bnait8/kwtSuB6F3z+8aa62Yn/fP48CC7Wmed8/Supns+pz3z9cDMSxLm7fP6R9ILByaN8/Fit9rrZi3z+TLtqs+lzfP+N9Nqs+V98/DjiTqYJR3z+fsO+nxkvfP8ATTKYKRt8/sL2opE5A3z+skwWjkjrfP34FYqHWNN8/U12+nxov3z8OGBueXinfP4yYd5yiI98/hx3UmuYd3z9/dDCZKhjfPypHjZduEt8/sCnqlbIM3z/uQkaU9gbfP5LiopI6Ad8/g6D/kH773j/VTlyPwvXePy76uI0G8N4/+0UVjErq3j/ktXGKjuTeP45lzojS3t4/MQorhxbZ3j9dl4eFWtPeP1o/5IOezd4/zNBAguLH3j+0Wp2AJsLeP9Ys+n5qvN4/9pNWfa623j8EwrJ78rDeP0nND3o2q94/c+dreHql3j8Cr8h2vp/eP7qBJXUCmt4/YQSCc0aU3j/0It5xio7eP0WxOnDOiN4/NYqXbhKD3j8tMvRsVn3eP/13UGuad94/eBStad5x3j+XzAloImzeP5uxZmZmZt4/V+TCZKpg3j9Srx9j7lrePw0xfGEyVd4/NnbYX3ZP3j/EeDVeuknePzQMklz+Q94/WJHuWkI+3j+LHUtZhjjePyt8p1fKMt4/b8wDVg4t3j+ygWBUUifeP8grvVKWId4/A7EZUdob3j+CTnZPHhbePyb90k1iEN4/93IvTKYK3j80WoxK6gTePwzm6Egu/90/xj9FR3L53T+v66FFtvPdP5GV/kP67d0/4qxaQj7o3T/ly7dAguLdP5ZRFD/G3N0/k8lwPQrX3T8b7cw7TtHdP7AHKjqSy90/qjKGONbF3T/25OI2GsDdPxSXPzVeut0/RyacM6K03T/I1Pgx5q7dP6obVTAqqd0//AiyLm6j3T/nHg4tsp3dP6Kjaiv2l90/gIHHKTqS3T+F4CMofozdP+h/gCbCht0/0V3dJAaB3T/BuTkjSnvdP2RrliGOdd0/FPjyH9Jv3T9aVE8eFmrdPxTkqxxaZN0/MlIIG55e3T8AT2UZ4ljdP36swRcmU90/kmseFmpN3T/MsXoUrkfdP1lA1xLyQd0/mSY0ETY83T9xxJAPejbdP2nx7A2+MN0//o5JDAIr3T/QP6YKRiXdP0YgAwmKH90/oaNfB84Z3T8jSrwFEhTdP95bGARWDt0/B1F1ApoI3T9SudEA3gLdPx9WLv8h/dw/O7aK/WX33D8Ieef7qfHcP6QORPrt69w/smmg+DHm3D9z//z2deDcP7qpWfW52tw/ATi28/3U3D8p/xLyQc/cP2Yub/CFydw/fifM7snD3D8lfijtDb7cPwL6hOtRuNw/98/h6ZWy3D8SFz7o2azcPyUam+Ydp9w/FmH35GGh3D91NVTjpZvcP7ausOHpldw/mAAN4C2Q3D8c7mnecYrcP+oOxty1hNw/TLwi2/l+3D8zJ3/ZPXncPycr3NeBc9w/GYA41sVt3D/gFJXUCWjcP2fN8dJNYtw/KhBO0ZFc3D8l8KrP1VbcP2RmB84ZUdw/IxpkzF1L3D/qr8DKoUXcPwnfHMnlP9w/TYR5xyk63D+R9dXFbTTcPzSwMsSxLtw/ATePwvUo3D9prevAOSPcP5pPSL99Hdw/5uukvcEX3D8wbAG8BRLcPwheXrpJDNw/2Na6uI0G3D+lGRe30QDcP18PdLUV+9s/VKfQs1n12z/TAC2yne/bP0peibDh6ds/MibmriXk2z8a2UKtad7bPysfn6ut2Ns/FNP7qfHS2z/aaFioNc3bP0cEtaZ5x9s//G8Rpb3B2z+6J26jAbzbP2TMyqFFtts/dy4noImw2z9i0oOezarbP3tm4JwRpds/Isw8m1Wf2z9/m5mZmZnbP6YY9pfdk9s/28NSliGO2z9bT6+UZYjbP1umC5Opgts/qm9oke182z8TB8WPMXfbP9+GIY51cds/dUZ+jLlr2z8q2dqK/WXbP7wSN4lBYNs/JQmUh4Va2z/7kPCFyVTbP1XETIQNT9s/koGpglFJ2z+C7AWBlUPbP9jvYn/ZPds/gkC/fR042z9K2xt8YTLbP1qJeHqlLNs/cuHUeOkm2z/1xDF3LSHbP/XqjXVxG9s/YNLqc7UV2z+AVUdy+Q/bP9Cdo3A9Cts/NaUAb4EE2z9KyVxtxf7aPx+uuWsJ+do/k+IVak3z2j8Vv3Joke3aPyUJz2bV59o/zNMrZRni2j90nIhjXdzaPwLD5GGh1to/lnlBYOXQ2j9/551eKcvaP9SM+lxtxdo/ZFVXW7G/2j9bm7NZ9bnaP36OEFg5tNo/7eRsVn2u2j/npslUwajaPzfiJVMFo9o/dn2CUUmd2j+VXN9PjZfaP9HdO07Rkdo/kEeYTBWM2j8b1vRKWYbaPzy9UUmdgNo/3ziuR+F62j+0cQpGJXXaP5wEZ0Rpb9o/qpvDQq1p2j+mWCBB8WPaP5zmfD81Xto/9mrZPXlY2j/jDjY8vVLaPwKKkjoBTdo/KxLvOEVH2j955Us3iUHaP09fqDXNO9o/8tMENBE22j9OpGEyVTDaP5bevTCZKto/pngaL90k2j/oGHctIR/aP9Lu0ytlGdo/6VQwKqkT2j82G40o7Q3aP8VW6SYxCNo/0ghGJXUC2j/3e6IjufzZP4UA/yH99tk/A5FbIEHx2T/yR7gehevZP/rtFB3J5dk/PW9xGw3g2T+43M0ZUdrZP5FtKhiV1Nk//g2HFtnO2T/S0+MUHcnZP7YbQBNhw9k/ocWcEaW92T9WifkP6bfZP4jdVQ4tstk/C7+yDHGs2T/UJg8LtabZP+eWawn5oNk/ClbIBz2b2T+LASUGgZXZP/hwgQTFj9k/ZCfeAgmK2T8tlDoBTYTZP4JFl/+Qftk/Mrrz/dR42T/5IlD8GHPZP5LzrPpcbdk/RZcJ+aBn2T+5L2b35GHZPyO4wvUoXNk/cAcf9GxW2T+ErnvysFDZP89A2PD0Stk/cqE07zhF2T/jcZHtfD/ZP2nv7evAOdk/4IZK6gQ02T8iIKfoSC7ZP8CNA+eMKNk/KWhg5dAi2T/277zjFB3ZP6QvGeJYF9k/n/t14JwR2T+2a9Le4AvZP5E9L90kBtk/s3eL22gA2T8SNOjZrPrYPynaRNjw9Ng/2jqh1jTv2D//+/3UeOnYP0WEWtO849g/JhO30QDe2D/CghPQRNjYP2gecM6I0tg/NdDMzMzM2D9ajSnLEMfYP7HuhclUwdg/0G7ix5i72D89Lz/G3LXYP4ySm8QgsNg/o0r4wmSq2D+35VTBqKTYP4Vzsb/sntg/KB4OvjCZ2D9kXGq8dJPYPyT7xrq4jdg/GbAjufyH2D/dU4C3QILYP7Tj3LWEfNg/PIM5tMh22D+KF5ayDHHYP8JJ8rBQa9g/wyJPr5Rl2D9hc6ut2F/YP2c8CKwcWtg/j7JkqmBU2D/0cMGopE7YP+8XHqfoSNg/6IB6pSxD2D/lJNejcD3YPyqKM6K0N9g/ej+QoPgx2D/V5eyePCzYP3hhSZ2AJtg/X9ulm8Qg2D/9XgKaCBvYP7PcXphMFdg/tY+7lpAP2D/6OBiV1AnYP8jodJMYBNg/WDrRkVz+1z8O4i2QoPjXP9tdio7k8tc/IubmjCjt1z/gqUOLbOfXPxMNoImw4dc/4pX8h/Tb1z+uZVmGONbXP+TatYR80Nc/WHsSg8DK1z94Dm+BBMXXPyZjy39Iv9c/YBMofoy51z8RooR80LPXP7hh4XoUrtc/JvQ9eVio1z92bpp3nKLXP4P69nXgnNc/eXlTdCSX1z/DRbByaJHXP0W3DHGsi9c/o2Jpb/CF1z9Q38VtNIDXPzZHImx4etc/W9l+arx01z+hndtoAG/XP5IJOGdEadc/HNqUZYhj1z+OJPFjzF3XP6KnTWIQWNc/1zuqYFRS1z/r7wZfmEzXP8OtY13cRtc/Qj3AWyBB1z/boxxaZDvXP4kmeVioNdc/Ve/VVuwv1z/EVzJVMCrXP4EVj1N0JNc/3FrrUbge1z8NFkhQ/BjXPyu4pE5AE9c/Rl8BTYQN1z/2xV1LyAfXP8JXukkMAtc//8YWSFD81j+Ve3NGlPbWPz0q0ETY8NY/XY0sQxzr1j/LG4lBYOXWPxWi5T+k39Y//FNCPujZ1j+OwZ48LNTWPzma+zpwztY/eTxYObTI1j/ceLQ3+MLWP1NFETY8vdY/Jp9tNIC31j/+X8oyxLHWP+HIJjEIrNY/PqKDL0ym1j8vI+AtkKDWP5a2PCzUmtY/xUSZKhiV1j+H5vUoXI/WP/Y4UiegidY/5b2uJeSD1j/VgAskKH7WP/saaCJseNY//7rEILBy1j80IyEf9GzWP0mwfR04Z9Y/cFjaG3xh1j9GBTcawFvWP96WkxgEVtY/0ebvFkhQ1j/8dUwVjErWPwwZqRPQRNY/RKcFEhQ/1j9JUmIQWDnWP+r+vg6cM9Y/50gbDeAt1j9yLHgLJCjWP/a71AloItY/GBwxCKwc1j9i3I0G8BbWP/hW6gQ0EdY/Pv9GA3gL1j81bqMBvAXWP44HAAAAANY/3a5c/kP61T/PHrn8h/TVPxSSFfvL7tU/RyBy+Q/p1T+Bwc73U+PVP9VRK/aX3dU/0uaH9NvX1T9agOTyH9LVPxUMQfFjzNU/Ybqd76fG1T9IXvrt68DVP+fCVuwvu9U/t1Cz6nO11T/hHBDpt6/VP8acbOf7qdU/TT3J5T+k1T850iXkg57VP1o7guLHmNU/x7fe4AuT1T+wSDvfT43VPwkFmN2Th9U/0X3029eB1T8aAFHaG3zVPyCprdhfdtU/QRsK16Nw1T8LvmbV52rVPwWFw9MrZdU/d/Qf0m9f1T9XX3zQs1nVPzP+2M73U9U/EKU1zTtO1T/bFZLLf0jVPyLt7snDQtU/cTdLyAc91T/Py6fGSzfVP/6TBMWPMdU/rCxhw9Mr1T+Sg73BFybVP/8mGsBbINU/Ocl2vp8a1T/2d9O84xTVP7MGMLsnD9U/JF+MuWsJ1T9oHOm3rwPVP7rGRbbz/dQ/1VOitDf41D9C3v6ye/LUP4FdW7G/7NQ/V/W3rwPn1D9ZYxSuR+HUP+UucayL29Q/vqDNqs/V1D/BHSqpE9DUP3i0hqdXytQ/D2zjpZvE1D9o/j+k377UP35wnKIjudQ/jRX5oGez1D/dtVWfq63UP94msp3vp9Q/XOEOnDOi1D/cTWuad5zUP23Jx5i7ltQ/bYQkl/+Q1D8c9oCVQ4vUP9aU3ZOHhdQ/ViY6kst/1D/WnZaQD3rUP65n845TdNQ/371PjZdu1D89e6yL22jUP68JCYofY9Q/cqRliGNd1D++PcKGp1fUP8HKHoXrUdQ/8Ed7gy9M1D9IvdeBc0bUP/eINIC3QNQ/PQORfvs61D/NcO18PzXUP5UySnuDL9Q/fLKmeccp1D9gUgN4CyTUP6LMX3ZPHtQ/+0+8dJMY1D9D+Bhz1xLUPxyOdXEbDdQ/PRbSb18H1D+YkC5uowHUP5tBi2zn+9M/p+jnaiv20z/HTkRpb/DTP7IXoWez6tM/C6T9Zffk0z9sOFpkO9/TPx6ttmJ/2dM/pj4TYcPT0z9Gx29fB87TP0ZLzF1LyNM/Xf0oXI/C0z8feoVa07zTP3Yc4lgXt9M/NLM+V1ux0z/2TptVn6vTP6zB91PjpdM/vmpUUieg0z9O8LBQa5rTP6OPDU+vlNM/jxlqTfOO0z9qvcZLN4nTP8ZII0p7g9M/JLB/SL990z++VNxGA3jTP4AEOUVHctM/hYKVQ4ts0z+uDfJBz2bTP96iTkATYdM/T0OrPldb0z+FuQc9m1XTP2xfZDvfT9M/WOLAOSNK0z81iR04Z0TTP/H5eTarPtM/kL3WNO840z9QSDMzMzPTPw==\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1643\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1644\",\"type\":\"UnionRenderers\"}},\"id\":\"1613\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1648\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1647\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1648\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1649\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1651\",\"type\":\"CDSView\"}},\"id\":\"1650\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1666\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1605\",\"type\":\"HelpTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1615\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1604\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1644\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1627\",\"type\":\"ColumnDataSource\"}},\"id\":\"1631\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1649\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1671\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1627\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1628\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1629\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1631\",\"type\":\"CDSView\"}},\"id\":\"1630\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1629\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"FcOjsg570T+TwoEoBL3PPxgVGmNfKtE/qFx3xyUf0T/nZ4aCAH/TP7hI+7zJytE/ETDjoL321z8Q6Ak/i2PSPxbmJVBCGLA/EzXYQHf50z+/M620iPzFPxkISZgyFNM/HKDJxhaEsj/bndO1vRrQPwEWI+AP0tQ/VypLeKgL0z+OqFLxATPQP94lI4JPEtQ/YsWFJ+c01T+WE7kjWYbWP4xTokpr0tM/4gS2h8z70D+4tMfLKsXRP/8VL6jZXtE/90Vb+fpd0D9TA2UIQiTFP0gxLL9N1tA/z/2Gk0apyT+qMxSmj2rSP3EmhCIRv70/SQOujDJz0T+JF4T2ZUu6PzWfk25l0q8/U2RymLNH0T8U+5x5OxLTP0I/08q8nMs/r2qN6tRB0z+cXK5yBLnUP9kfbKYfG9I/vzhKIOUH0z8NQusTpJjAP8YJ0KnhAtk/FQnhDPjoyD9utTHmJifYP3AiXc8LndY/eYz6Ad4q1j9gT94C8N3WPwMOcn5APbU/t4cwL8Rq2T8EDKzf9efRP1SbJkqSXdo/CVEzQY8e2j8pQ4aHjUbdP9e/MjyKM9o/HV0Nw2Ek2j95MNasUGLYPw9T/vWkNNg/lj+taCsF3j/6boxUzT3fP2MvwXIacd0/pMYmD11K1D9Qtz+k1IvbPzqJb2b2wtw/Kx8OtqB03z/oBgys5ezWP0en4puPxt4/DkECBEIn2z9GWKKHAE/gPw+puUeOYOA/K9T4Jian3z8Vsm4WxELfP6WXXFbz/N8/efDbUoto3j8mmpQrk0DfP36eJZEUDd0/28d6GUih3z+/nVVUWT/gPzIpwBZgGd8/zUntrogR4D8ieQkkgr/eP8WrIiWzN94/xu1xQo3q3D8IJaNc0EHdP0j0Hym+dNU/cMp5lHF33j84+8sUuhXgP/W+Y/luS+A/0G+WQGsz4D+zvN/ZlIbgP8GU6DEHjeA/S0nuMdC84D+uQXZS4lfgP9gKQgEKD9U/fJtHYl5G4D+7ja+/6HrdP6Sm/aMDk98/k1z9wtAe4D/G5EjOjI/gPxBFlui0zOA//8uKn+LO4D9fudsEMyrhPwO3n3xJ5OA/PpMIoIAT4D96qQhTPePgPyEHMbBcoOE/7MKbyUno2T+L4eETc6LeP5f+YlgO1OE/hzagW4kc4j+sZyJwIobiP0UtvxyGbOI/bQYjn+bP3D/UYXY/EL/iP7+tQ4iF/OE/w1lIJOYO4D9Fx94Ms+vgP+nVsygKtuI/a+ldDDr04j9TPbwhcG7gP2zQVcNIvOI/X6ZRqNIS4z/rbmJ2n1fhP4FHovW5huA/jeji+Pgx4j/48wFsF97iP1ktVOhUOOI/atipkLf44T/wH8wEaPHiP9hsT48Qrt4/eZGewZKo4j+VF+vayM3iP2VsEqywieI/QUuT7zkA4T8ahxLOixXcPyQinW93puA/BZqW+FzK4T98ugMjesLhP7cEnEadneE/4lX6jl2W4T/efrCQtfziPyrpOPaj0+I/Tme9ts3m3z/TuiBVZfHgPx0Sr6YLfds/83mpFsXF4T8gKieWq9riP/EIY9oqveE/99qTU7cH4j8IbTbm7zLgP7hGlzQXheE//938rUYg4D8sC8Q5+IjgP1MnY+G8XeE/xi/7OP9i4j9y0lSxp2ngP/M4pF8mSeI/6HfYFMYE4z8pA5EjXxzgPwD9m4Okpdg/fZIPXFMZ3z9LbLzBscjiPxL4WXR5jdw/k6jTIkpQ1T80We/qOdjiP/uATv3ovOI/fH2AbAqa4j8hXDHyQVniPxQJIDpFF+I/iIufmLBF4T994CgDQiTiP7GNUVYlQNo/Aobjz76o4j/ct2skyhLhP0tZcL605eE/vLHbNNtq4T/VPnua5TbWP+ppwjdjKNs/nxdaf+jN4T+hyh29xP7cP2CvBeDOJOE/h4QDHqzs4T+ToTmHGgDhP0aBn8xzFuE/QnAHcBlZ2T+5QsAd+YLiPzg+wHJ9j94/LPfoEXDU2z8h99sCXVDYP7rzYJA6pN4/ZrBwMOjM4T+U64WtazXiP0TY2J5vR9w/DDyrgn6b4T/UoCFuyr/fP2YXEQyU4OA/pYXBIBeN3z8FASPiNBHaPwJOko5Ta98/WxTFfIh93z+ewwf8YmvhP3Rzz+nOeuI/QJUhyFbE4j/SxRyvV6PhP+5XIJTCcOI/BsDdfXus3z/9R+67naHiPwZ+f8nrD+E/Oftn7foy3T9HCUPFIeriP9JiJDx8Wds/hZkUuP1d4j+Ygh5SAsLiP3MdhBFyZd4/xdlKLGUp4j+q5UHzpJ3hP91rSlmuqeI/QyQXWaih4T867oWK48XgPw7fLbCRmOI/i9I9uIYY4z9lzDknufTgP9Su4LbUP+I/nYV6DaZ44D8bWRF4TyfiPzzBk9N/FeM/cWDPkPx64j9jhjyXZ+DiP75Vp5XqheI/0pNwD/PH4D/ahavcTXPhP172zDbqa+I/EAWbzfS14j+2VYyk63viPxxv9cJmJOE/t1BG7Zr/4T8MAEdw7ZziP6ybbYkmN+E/Rj7o+giW4j+k9dLmXyzhP2+pXXU7guE/gAw8NrE24j8srS/7A2riP6Hc4h2v1OI/QDxQ8e4v4j+YmczGwqPiP8Nh5KKVA9w/zDzaz2hj4j9wRRFyEebgP+DBiOTHCeI/c88xYuBR4j+3JhkmfEjeP8YGlNLLBOI/OgsmQxN64j9ZX1OilHvhP4vQtT6pveE/85oJHsGy4T/ByGxSLNfgP4q4r/6+7OA/QeleUdEE4T97N2r64tHhP98ZrfhcX+E/X3Esb6cS4T8cAFzfONjfP7k/Uxm43OE/5BfyJvMT4T/S4Xv13srfP60VQ0auBOE/lhwO7aGd4T+RtReZmJLhP8fFDJWaA98/opmG6kfa4D+QrykbF4TgP1I4WYKQsN8/x0qoOVVj3D+c39v/IvfeP/nFlo8INNw/Jt/XBsgH3j82X0XFc6vZP5hTpw0Qwdk/BIoSS1052z9L9OAlhMjaP3eAP12XA9k/bF5UKMeP1z+nac0VCDLVPwHVb1rsWdU/GQRNIrTy0T8V421h6BLSPwTx6oz+h9I/3VqDsk0i0j8Z7gbzS9vTP0f+55muN9I/25EomNON0z/t2zKk8RTRPxFQiGPIXdM/6mCROVGJ0T+/W+utUp7NP3BCf9ExRso/l0V7Owyawz+yOsBokD3JP+Oqw2nO2ck/taD23SpKyT/83l/kr07IPxVKd2Yks8g/UZAk4xAGyj/1HGNTnFXMPxZD6kyJEs0/X/EhGejCzD/8WWyLvnfNP1XmfTcX7s0/GnJ4aCMCyT+pGJ8GvIjJPwFPUBafe8o/54QSuKWeyj/wiM7dP5DHP8/vWIrgT8s/mV0lC21bwD8v0bs/VuHIP8fHADsDxcM/yimDQMrJxT97acqvH/jBP/RBU2z4+74/WNNONCcxuj+MGYCSQsbAP9T35h0GwMA/XLYzocJ8yz+Rstdga5rQP+YrJ0/UiNE/DaNe8Q5V0T9BE12eKonQP12vM4mivcw/IpAvP4Otxz+waEazp4DIP49ywkZQJsY/IwOO03eSyD8BffPM1/LIPyN8RDYoE8g/Oe87601d0T8zw25g6LfVP7VoSeAb2Nc/rnzwTNXy2D+UU7dQlYTbP2kuu6VK8dc/ByaW1Sbc3T/XwrVb2lnYP0QtzxFxgeE/zUkE0yCa4T/aBPPAmi3dP8zsnkrgkN8/cU5osHlC4D9g+6o8qrzhP52x3oDBbt8/rt4dDZTm4T88mPD50/nhP4GnlM+EFuE/5sjuHHmE4j9fcD+s2/XhPx3rPcDmR+I/fJs1J+cF4j+12hamrCDiPyTswfAGOOI/vna+TLaw4T9IEoglTRLgP5A7icYzVeE/+0tXVAIN4j9ODJA0IwLhP5vOYv4YAOI/P1B/L7/L4D/390ntxhLhP3PENqlTEOE/R8dQgx1f4T9Uv8UkJm3hP1WmiglDjuE/oK10P9Fx4T/UldjLMDrhP8RjqoDjaeE/gR7HKIf74D9YCVR7XeTgP0a7sN0vYd8/nk+N4OoZ3z/aS1OqZoDdP5S65ACuReA/4nUTGccz4D8GYE/Mq8jfP8PiPf2uNd8/o7nUnJZS3z/uoWoxaV7cPx/NejTvYd4/SS91F3Nx3T8nF5vli/PeP/ZauUnDBN8/ODrgAysd3j8SiVUY21nfP4bb+VRfBN8/rVDMiYRV3z9OnC6hb7TfP1cGhZHcDOA/odsMBcBC4D+uw08OV5ngP2AIytIx4OA/YA0aj4Au4T8yc6snY23hP9n5zU9EdeE/S+M3Oslb4T9H/obVk+DhP/LhLtgSe+E/NgJqZxOG4T+YepbS4RfiP+qwZyEtUuI/Dt6cxNKH4j8Jm059K53iPwqYCbZm1OI/X9grp8i/4j/qj7MXmsPiP22jXG2gA+M/5DJ1DTf94j8tAm1gJBDjP15Hm9uvMOM/UitSDiA/4z8MFP4E+UvjP7S76ds3SeM/W37LwMBl4z/qa+3nNnzjP6M6MkWNgOM/CgezSpY+4z9ve5PAq5LjP6dTzy67fuM/VpqfowBs4z+mEhx4a5XjP2ydPEc8o+M/+LcX6c2k4z/wLoXhlK3jPySs9wbdkOM/Kwg4/6md4z9e+pjoeYjjPwRg4UuvlOM/Fxk6Vt2U4z/OFcIeEZfjP6HO7pafluM/MClU6J6W4z95+FO3NYHjP8NKRCqVheM/enc098Bn4z/e8KYvvVjjP4Of/FCLUuM/7SP/TLI/4z9p7kwtG0TjP0D0k3/3WuM/evUkPtZj4z/HWZu5e17jP8VFxcNYLeM/TOtb69H04j9xWwNzzvHiP/+eBtq45eI/KOi6hnDx4j9ckEoez/ziP6LOb/GxNOM/wOb6nMs+4z92e8XtpyzjP5oTocu4KOM/+Wanoz0j4z/RI7B2rAvjPxPNm1e5KeM/O/87Wb0m4z8z2SC8NgXjPwZYdyy0beM/pehe165w4z+3ge/NmITjPzXwRQHcg+M/Hg+HOP+O4z9Uj8t3ZZzjP2Nrie68+OI/UhTJZ13A4z+ZXjffFDjjP5N/Zpab7uI/PVzRsKiv4z/9NBxuVsnjP8g25ntgoeM/LmX5Kr/Y4z/uD7nRTEjgPxj8cipKg+M/KSfpK9rI4z8qh7zbK8HjP7ikRB8+1OM/l4g0496y4z8i5dC1D2DiPziZS+5p1eM/SI5hUFO84z8lC9Sa00zjP1oBAJiQueM/FyogIKqX4z+8xCgkgEjjP7DdiYSCp+M/Tz6hAL0W4z8wI/Ol987jP4FONlQFy+M/Ll3rw5XQ4z9Pzo93GrzjPx2uLo17t+M/aSF727jT4z8ZCTCnatXjP2dSZJ9vnuM/RYWLLGjH4z9bwOOh3bfiP/R7wa556+E/3iFnntxb4z8JhmBwjXThP4S7JAj2pOM/nc6zYA6r4z/b7VFFWMbjP6vevPtyt+M/gOsw4vuu4z/yfWHvDtfjP4+ZOlW4xuM/iFxxIhZi4z/XFHJgE73jP4l8nwvJreM/yCbFevSF4z8ngkE8yrfjP0Gstjy2e+M/t6vSxbse4j/cPne9jrHjP5UBD3oXi+M//LskXVem4z+G2D4oJALjP1ASMerLpeM/iXataUCW4z/ilSa5UoLjPxKEogHvSeI/C/5XaZVq4j+w/W9buaTjP088YM0jqeM/2KSeAKyg4z90ICddoT/jP8j+83NpsOM/x9efxh+E4z9WhwRqCp/jP3SbSvSlhOM/VqK26xaK4z8IhGPdr5TjP9BhRT2QLuM/zUR1TUWV4z8PI/iHRZTjPxUOu4JSjOM/3BaXZrJ84z+Pj9NhzGjjPwsfXQWVkOM/PuPY762R4z9XTc1WnY3jP3ekJSjAZuM/aTfvbvCQ4z+MBSwP7oPjP3w4pRoicuM/uRZSbsNi4z/nwq7VK1LjP+flMAJfaOM/7ATAw/tp4z/XmS5tG2bjP4SMY+JuVeM/3DtqQIJN4z+8hzSAQkPjP+adOUf0guI/+5hq5AtH4z9YCBDkszjjPziIDDtqD+M/Ybw2608g4z+cygIcyh3jP/2TRW+C9eI/0Kb9VZou4z90V+O0FyDjP7TnxJzsFeM/++6dB2oC4z/FVKyUfALjP2dlVV7oAeM/cq2oPur04j9lHXdKdejiP8/iZqmJ7uI/C2iFqoDq4j9gg0J7wtfiP8jjigBaz+I/xFJ/MK7f4j9xf6niVpHiPyxtA/6hhOI/WM22jO7/4j/3eroLj6XiP2fJIPLR+OI/i7hcMi314j8PtcIvVB3jPycWmG/2HeM/Vmj1et0w4z+I9/enzDDjP3RyOTFp5OI/tJM9iuYv4z+ABMZ0hz3jPx51hAY1UeM/QuDw1fVV4z8kdWhUeVnjP2ZbPAbNYeM/0tEUUxh44z+zKS029WrjP6bCghUlf+M/8Ni3bCh24z/nVgJeqXHjP7YE+70+aOM/Q9cXbUF64z8g3VGGbW7jP+GLOS/3WuM/jaiSkeJn4z+teaKrAUvjP6I8hrzNSeM/QJu5pwhU4z9Xy/pfkFbjP1SWcI2fUOM/AY/Tay5h4z8Q4Kp6pmLjP52kV6oVVuM/gnKJqOg34z8fuleSWRTjP/0Yn4JxGOM/tctn5zg14z/KYGVWqDTjP6OH8+RXQ+M/uNLZZ1FC4z+oIQBhukLjP5G5dhm4TOM/KSE6Q1BQ4z9oc76z7VzjP2QGqNh7duM/6zF3wv124z9K9fESLI3jPxTglfx/nuM/pRIsruSv4z93VJ6TmLjjP9uOA4mDv+M/WJjueW7H4z/FPXPbhM7jP2m/js0C0OM/EMwdCnvW4z9AqvWFUNvjP32lYmVf3eM/m1YFyFji4z8gl0wMYunjP359E2Sp8eM/xkWX41r14z8N4HpiuffjP3iJAlSk+OM/Rn4EEQ704z9t1zL3L/DjP0CUQ8Yb9OM/eo/WcRUB5D9ybsgfRQ7kP6pwl4fRFeQ/gJsnMboU5D8o9vB2WRjkP9rsxIrbGOQ/5FwBlnEb5D9jN/5xVB7kP+CvcG4bIuQ/1ef2Zcgh5D/w5TsuWiHkPy3BSoCOIuQ/PBg3iboj5D/t9SSGBifkPwUoHxoOKOQ/pQ3QbaUj5D+KvNSvxR3kPzK++TYpIeQ/9zt6Nhso5D+QZcgfLCnkP/+ROCrqK+Q/f64H0Rgs5D9rBVQmXyvkP3VuO1LMK+Q/Hs545oEs5D9G9DLXEDLkPzo4yZ9NNOQ/7AqH5qAy5D8Tu0Rd1DTkP9ugR87HN+Q/7cFjDsk55D+OyvbaLT3kP6FXssa9RuQ/O1BEUXlI5D9bDIvVFEHkPw3GOaY1ReQ/qHnLvbxK5D9ccz4kRU7kPwB4zpItTeQ/jjwyOfVZ5D/n1I8FXlrkP3OTL10MYOQ/paLg88Bf5D99vHFaO1/kP5yWCbrhXuQ/lUD7BdVn5D8CUlhZomfkP9WHbGJ4auQ/uFEJLCVr5D/DM8VgI2zkP+9atbIEbOQ/RcMpq/Zt5D+C7so6hmzkPwj1sbbVceQ/d4N8IGJs5D+LCgPdimzkP719vcooceQ/ZvK7Noht5D+zJYPfPmzkP3mAE1HlbeQ/EDtQ0vls5D+P/5HxUG3kP7G9k7F3ceQ/GAEpoBVf5D833nUkBmrkP11B+Un0ZeQ/zSK00jJk5D9vv10YM27kPw95TXcuZeQ/oE3AQUhj5D+y31lwWGjkP6Tn71HfXuQ/AtR18w1u5D/nk1T0QlbkP7ZbNxutY+Q/qVhjjldo5D+Yun37N1PkP31xPXIoZuQ/nnpoBzRV5D9oaGhRYl/kPypHBwTtZ+Q/snpjGMdR5D9mhgIwk03kP0yGtapbVeQ/VntiC7xb5D9rM0FX6FvkP0o5TJfXJuQ/HjlyPiw/5D++kdhS2knkP8esgQjLJ+Q/+r1dVdsU5D+4PC1x1ijkP3mweti+LeQ/mwr6d2wU5D/qKMhXbPTjPzKG4BIKFuQ/Y2rQeAic4z+g0gM3bPXjPwWFpYzpwuM/aMX2uNrp4z/LbxLC3avjP05cb884zOM/+fOtAyAh4z+qpSvYfJLjP502/Nq4kuM/byl3WctT4j/a8gmbvHDjP3WGK0ENfOM/7FpukudE4z8ElHSNRjfjP8OLOhTXh+I/ASHZ2Iol4z8Fbw+rn/biPzcFlbxsM+I/0ED9QklR4j8UfwcEDpjhP7PA9UNBkeI/zlhPfY804T/p3F5nCSbiP5xCbqcIDuI/Ba8NDyb34T9cLue/sWjhPyfinXkYFuE/ifGXtVld4T/5KZVwOxvhP5yiH7aRK+E/0nhBojwM4T+ajlm7E6PgP7iTKCaOIuA/Acd+sBt73z9AHJoThVHfPzpJD9O/s98/MBC80ccn3T+o1RdFoV/gP54q3GG30N8/H5ufsS8w4D/lMyKBWZfgP29MA8HbBeE//h/w664M4D+00jfO0U7hP+w2PCugWeE/LW5lzY/+3j+s1lYXokjiP41zzDDSbuI/TeB2qoGH4j9N4d0GzFbiPw31u5eqiOI/3jgwZ61u4j+KbYNQ7pLiP/nniKdZiOI/ua+MtWXE4T9CQwNlQSXiP1jmXLFz0uI/6IdXbHPZ4j/jFuEnF9rgP0SKEPth+eI/lKUKSxdH4z+J5rTMSZbiPzGMAnSWBOM/SvpMT4Nn4z/L7XtFIqPjPyGpzJtZ0+M/OOtDvbz14z9mnAIWcfrjPwjxCDokIOQ/R11jvKUr5D9njuiwQxXkP7iE3ikBNuQ/RDQ0o8JP5D+wkrZwzUfkP9Zw3VUAMeQ/eQ+BiZ4m5D+IT09hXTrkPwSo2oTJUeQ/gRBuKQNR5D9hs/3BqS/kP/Sk0LXoLuQ/N0lU8voa5D/y320YHU7kPwfe+hZPNOQ/JI70+7sk5D9Jzn7OqAHkP9CS2847JuQ/i99DY80V5D+nUI+nHh7kP81jCnz9/OM/0GgAQ78N5D/LjObwyajjP4mXLe2yKOQ/aWXJWtz74z9EH6UVUp3jP7QbezcS+eM/BaXLplYH5D96VJ4rMbHjP1kaSwKo1+M/m/QF14Xd4z+Ku7KFF9TjP//ImiGJrOM/GIze0ksN5D+l1ofDDd3jP5XqIBs/meM/CFS3XHa54z9TC48ks8bjPw/ERQ8yReM/dIURmWve4z/3bwV9AeXjPyQZ6Y8Si+M//76Mn3ej4z/CWBPeqLLjP4DPE9XyBuQ/Z449v0MM5D/oIlKeCOXjPzZn2MT7FuQ/wycwF+Qd5D94H0SIDTXjPz3JXnStUuQ/QFp81ef24z89FkJxN2jkP6DuxOQqM+Q/HVNLOD8R5D8SOQsBJjXiPytku4r1IeQ/BDQPKyQX5D/iRJAgV0LkP1ETqXjU5uM/BaRfkIsd5D9+0uLTxiPkP0d1g8ZyvuM/ey+8f7Qv5D8p71jmSCzkP++Tulq4L+Q/ilMMSKA75D8RVwwB51jkP+zcBMSpSuQ/Aog9lYSM5D+QORBXdn/kP5n09gmJlOQ/2In6eSNT5D+r0/MeacHkP8R4yax6PuQ/cejlYnGw5D9PzOAh8M/kP6/hPISw0+Q/cUas5DCs5D+Rw7r00r/kP4nKt9fXf+Q/ZzIEPod25D84qwGABsvkP1TOpSWN0+Q/3XXA2CXX5D/2GKArFNnkPwQ/UplrruQ/Q6i3Mr6S5D/AXYxHAKTkP9CiadroqeQ/UjkN0wLA5D8taF/ExdHkP49tmqX+keQ/FUXLgGHF5D+8v6/HPtHkP020kSr3suQ/KUqjrUDb5D/AwwkVsenkP+8SKp3dwOQ/f3/I6iX45D9kjLKr+PfkP9d+lP/NAOU/L3VLeFn35D/emm98BfDkP7AIVGj6+eQ/fKos4W3w5D/DrSnlHhDlP0+HvOSyEOU/p3y2TKcD5T9lA6OTbgXlP9KedE4/EeU/JWSUW9MH5T8RfTx+lv7kPzGBaHwFDuU/cP6udUMR5T/htjPy+wLlP4iqIERy/+Q/zCefDI775D9TGkVzut/kP87PSg86++Q//VK4e0Th5D+yT4AomdLkPz4RfSsXxuQ/MgylYkTW5D8wwT5pqNfkPyfH7OSnqeQ/ixngEp/L5D9o2cnUArzkPzyLzJqireQ/CXHJ39ez5D/dhnifKqjkP+oIcg52k+Q/EaC/EhCN5D8RJhvZ6oHkPwHFjhQxkeQ/i0XdCRyK5D+xkzOYpIXkPwByn7IDguQ/li37WWeF5D//O0kgVnbkP9W/q302iOQ/ywlujf9o5D/yXhNpCYzkP+lzSo5uj+Q/904U4R2W5D+a+SeDjnvkPzZtDdrehOQ/ITDAnkCF5D+Lu8u5cobkP3CitFjefeQ/J3qwjrKE5D/d2zXftpDkPxvAbWcleuQ/i216Dfp/5D/m/iksglrkP74lGKhZlOQ/rtRZru965D/Enb5nu0DkP0t5v86EXuQ//2nst0N65D9nrhjm23XkPxQdsdLBL+Q/XAbJMnpg5D9mIrfoz47kP2CzartCGuQ/bfciiCQ35D8uj3lSKmPkPyXHcKSBQuQ/17bNWJPu4z98KrbarzfkPybse7UoM+Q/pFalo+6C5D/0iFlWNFnkP08KWpjdDeQ/HW+HvVKV5D9I1u78JATkP+yFU7dlbeQ/mdpM/3165D+BQ8B7xoXkP5B6ef4IZuQ/bpeGjH7o4z/kqVgNghrkP1AL+wXyBeQ/gkDxWUzE4z+PrU5baa/kPy5W5qvugeQ/2VU3qVJ/5D+/9iD3embkP0CHFC3HMOQ/NAAwJrRJ5D9EHjhQ6h/kP+Yhhif/Q+Q/RSiYljIe5D/THOIXQEvkP7MkgGwSM+Q/8GD1j2se5D+jy3neGRzkP8TN5U/I7+M/QodJ8PiL5D8LMCQCzlPkP6KFKDPPdeQ/PR39etSZ5D+Ii7Km+4zkPzDxsicileQ/p10NQXa65D/xahZ1KLDkP7aZHKTV5uQ/WlyYVgG95D+Qkze4QNjkP4HFwc18yuQ/XQmGFJ7A5D+jEXdeE9zkP3DvWrcizuQ/rp2EuNfW5D89F1S2LMLkP+ugV5Gd3OQ/g410rnKq5D+GRk+uw5bkP8sIDYmW0OQ/HvTPgQWg5D/jE/h6/53kPwM6qodBAuU/UNwsmuCT5D9WCKluQabkP53t0FauCOU/KsrJFnWg5D8EtSzgQdDkPx2mtouEBuU/BAG8OsXH5D/fWMOhFeDkPw2A4wGcHOU/G+f7cqX75D/fe95Z3gPlP4MsIVEx4uQ/PXUED5rr5D+j7u7WCcXkP72daXRtxuQ/+5AGZBBf5D8q/bPShGDkP4q5o82L4OQ/FpYd+Ybs5D9Ng1aXHBvlP0dCNaNcPeU/VntdOvYS5T+DTg1wIwHlP63WWIfG/+Q/6JjBErLz5D8tbHBUhuHkPxi3HoQ/1eQ/Dc+Mi/hV5D8imLKZP+DkPxolyT+j1uQ/YY3WcL2a5D/XAYvvvt7kPwn14F3N3uQ/xkpevfrn5D/Kz1zzp+HkP1raWdeMzeQ/+aP5FFKq5D8c35bXcLvkP+UQjgM7ouQ/1NaoaRN/5D/tg9RIF33kP6fwqwymZ+Q/rlpEBaVL5D9sh8ENpDLkP/wY+czCE+Q/XDPqInr44z8BjaumJunjP5qcNpb13eM/qJYKMcbd4z8IkxmcRMnjP9vVZOhOtuM/uwavoLKp4z/mWvcghKrjP6y9jNQXs+M/KQD3sHvA4z8q+WUwU9rjP5DEthnM2uM/WNDcyNj94z8eTiIa2SHkPyyYNG6JNeQ/GCh7wok95D8ChTYLBUfkP8FLXPB0VuQ/2pE6/ztc5D+O6ZJhPV3kP0ASy3w6YuQ/yR+S5uVx5D9858DgeoPkP7P0sA7TmuQ/99sIMS+45D9HN3EEpc/kP4lYdxTw7OQ/OvvVTqPq5D8BTg9XGv7kP5H8a+/xD+U/G1dnJWEc5T/krh+ichjlP6zgq9lILOU/L9aKRWgt5T8Yr/9ZrBblP+VrdEWTHuU/BQoofP0Z5T/hGRW0pCDlP0wS4/+jG+U/Ubj77RE15T97UYvWrfnkP7h7v6sZLeU/wLDtHwAZ5T/ZJ8Yh8iblP3T04X3X/eQ/ReYJa5kT5T+BmqFcnRjlP98Ozu/6BeU/eb2LtxIM5T8tVAGFnZ7kP4eJnVe49+Q/bguHLV8S5T97ivFt/wblP1UykS/Hz+Q/Y2rJ3aje5D9isngeGdLkPzRm0KiumOQ/vdmS3Dpb5D+Zlxzo4sjkP6BBtUH0Y+Q/xy89uBFN5D8A0v5sWoLkPz76+d/zdOQ/ED13sAFm5D/UJZoRHjzkP4emxExma+Q/SCkLvzqd5D8XSVqcoSPkP08qA67JLeQ/SFJ///qP5D+SA2ztqWrkP11dyFSzPeQ/mSR8CxmI5D+kibM7HTfkP9Vrf2xxeeQ/Xd3ocDOa5D98LqsSfU7kPzIpU1T13eM/3qyxNqm04z+JUCZfkEXkPx+rzIh9oeQ/0etgomyy5D9o7jLo/JLkP6feHhmDEOQ/HwWhZ35p5D9H2mHNSFPkPwYbQRFIbOQ/9F69AJsL5D9ZUUJpVFzkPx2S+ctJXuQ/XqysEqox5D9NRdEwL/jjP/8Vcp+uduQ/WG37RUBY5D+mDL3c0BrkP9EEy+EHZOQ/DrtmPfqe5D8wYcx20mbkP3Xzgw3p8OQ/fHj4m1/r5D8CYe/DTP3kP5qfJrjgBOU/SKPJqmIz5T/JShP4rCXlPxKjBLmCDOU/EhYJbp9Z5T9Ssq998EjlP9FwdLLoKOU/lYhf4/w85T80ae34ZlXlP2r9vWlgL+U/3GQmXxwN5T+Q5Hs9SyXlPzPGklBhWOU/SU3b4TgK5T/HEu8I7TTlP1O2VmSiP+U/3F8NMKX95D/oWdE7NhnlPy1t4WmB/+Q/ZOZLKt0A5T8ExvwTkAnlP9rRTiPqCeU/33D3EOog5T9B6PDn5+LkP+qJxvldD+U/wEH501HT5D+OHT4BqHbkP1Ad3h9Rp+Q/He+yHz4g5D/YwH3iz+jkPww4RcKI6OQ/ivScX2s45D+G38zrJuLkP4ahPiUu8uM/RSnzf09W5D//r7jVJrrkP7G6PgXrXuQ/wxuK/psO5T/rki5Ft1zkP5m9EwQiAOU/rYBPBLzL5D90micus5vkP8fIhhX4z+Q/hamUCZ7U5D+NOjaN+g3lP7vG/WnR/eQ/GTZ6HS905D+2IRTBJhjkP1maTDRcf+Q/ZKUzRE875D+LOieql5TkP+km+IDGW+Q/U26x4Kh95D9qhFkt2O/kP+/dAvJOIeU/AFltDNMh5T8bcaB/DCPlP6jUoHy3HOU/tv4Yz8B45T81FfaMlk7lP4yhgp8EfeU/42+yUe5+5T/VRaaRz4rlP4gXKRQ6YeU/6ia9IISB5T8WJUkhanblPz5GIoEgk+U/hweuZ3OU5T+9lHydGozlP8bezkL7gOU/QSOSJiaV5T/eA+HqApXlP7E+3BRMieU/vI1I3WqR5T/8ch0UjIPlP97o0+CsjuU/Npm+DVaZ5T/VJFP705DlP6/RO8kXn+U/ONgDYYt85T+msi1FbpnlP3vpThqkmuU/m7Lk7hOc5T8vlgOyqozlP3U1UkREj+U/yDmB98eY5T/x6Q19Q57lPxdGmGCpd+U/iO1hGbqQ5T9Oz2T92n/lP+Jurt3ZZuU/aKAIN4545T/mK7sts4DlP/duD9BqfeU/qOI/ZpmD5T/5LTeJ2UXlP5a5Enn1cuU/pD0dmex65T9eHxN5uVnlP7mApHOdfuU//TcgmKxG5T9zhijGbXjlP9YOiUPxceU/AbJZUok65T+eOOJ9l3jlP6/xzp/bGuU/AAjz1odQ5T/bjWM6ukDlP6y5nyUPWuU/wh54w7lK5T8cZwHKUyXlP4zAzw4XD+U/4KrQcp4b5T/b0Rx3LO3kP2cmsp8ZZeQ/kckl7u/f5D9j4sYNa+fkPylhh2hIsOQ/iGgrzDPZ5D+6pw9tCPLkPyaZ3dXUvuQ/U+oBUTiQ5D/zeOegu5DkPx1xh5C/reQ/OK1JrAa15D+i3jkcZ53kP14xIUaYjuQ/1Tgd0XSm5D+r2RUzfsfkP0mWMrnuhOQ/8O3Cthi75D/CrOn9etLkP+VHG1feC+U/JRmfZj4f5T+NdahpCujkP/qFY3f9OuU/M5xvGF1E5T//2TDpiVXlP/Hwg8ilXeU/dzg/iSJa5T8vOJE3BGflP1JRwvijeeU/SiIXtPhT5T8u02G/H3nlP4mUPT8Zh+U/0fTdHMlo5T+zYfIdA4TlP3hAMZyimOU/4/7aWAOp5T/d4bWbM6blP9xhcl0oq+U/xGrW12Cs5T+XmNMAi5XlP4yfZPgMmeU/rwpAWKyl5T/q7iOjSXTlP/Efj090leU/mHxK0zSO5T9x44wDE1rlP+hEMxlEWuU/ftGCWdmh5T+lCj5vhoDlPwb4ij0Md+U/M1EJfjeF5T++es9Z5YnlP1jZbWZ2qOU/Yafk5oy+5T8d+qE3XGTlPxkG/pdLmOU/meLfV3WW5T8xaT6VE0jlP2Sdj8cQv+U/lPS24l6x5T+Td8nXQK/lP2BxjFPrieU/IbxNL4J95T95LIowwG/lP6tdH8UAPuU/oEaPoHd65T+0V4+X+zrlP/ph5NKRUuU/2y4RK6Gq5T/ZaHyGL6vlP3+LNCqvuuU/xiNHalS95T/8Cln/C8flPySh3telyOU/02HGSqzQ5T9BuAJAg9nlP3PEyQQr3eU/VfD5rljd5T/B2zrG0dnlP4c56JWz4eU/vcelJW7h5T+l7yM7T+DlP/v8G+PC3OU/Y5e5XQ7e5T8g3GDq/uDlPzJDn4cf1eU/m3ecygDe5T/GRqX/79LlP6GXqsaJ2+U/uJgp3Cbc5T+Re4Mt78XlP9Xfq81d1uU/bOlmjwSp5T+Yi1NHzrPlPwgJANVEvOU/tRb4we+k5T/cTXgnULHlPyij4PxkvuU/bl0hWgO55T+zD/ejoZflPwk6iIFwPOU/uiTOvu+B5T8gjZxoZIzlP6QO2hojfuU/y5MfXy1z5T/Mp+w75VXlP5rDdbQPQOU/aj3hElNU5T9brwQxV5LlPxYzcXraYOU/jJqyhLAj5T/iHvhLlVPlP9d2BQfeW+U/2W/FS/Ih5T9hri3eaaHkP8izsJm3meU/dMnaKXzu5D/cgRn0Gk/lPxDuM/eRleU/4Cz9pfeO5T9USVBo9YblP/bgiMakkuQ/noD1iws/5T/EY8ytIN/kP18W8u1JcOQ/Ck4cfjY85T9ytxXW6+DkP0A6ny8xkOU/S27ITZWd5T/RUL7TqqrlP6fi2g8yueU/5A+81SaU5T+cBsomNq3lPwApb1tf0OU/eu02DVrg5T8JnBHwAdDlP9Z0mPg43uU/4E9LiHvW5T+bJ3zdI9nlP2zKsQ2k3eU/cbte1JnW5T9RUVR4c9LlP6mLOBf3zOU/vt5JPRnL5T/ADHCRBcXlP/HurMFKx+U/eutPXv695T9Oq3pgDsnlP/D4FvwkveU/IVtVUpjN5T/SDhSLHMzlP3/Qcz8st+U/i0Rf0Prm5T/SKpJtssXlP3q3nK1bk+U/sOeEdAa95T9nAdoloeLlPy6zTVByy+U/eI1pkKfF5T9DTcf//bHlP/MIqFN5buU/E4oOcbWe5T9t5kxNLMPlP5E+nhssLuU/N8l0Asiq5T/JYicGD2XlP8AskYjB1eU/ffhqCEiy5T9I3xikFlrlP3o5/E27leQ/tDg+krmc5T8iki5dcKXlP4WBAZAUj+U/erOpE/ZX5T9C1S1O3HflP2n98Z4mMuU/g2mlZqUu5T9wKQzr3ULlP7k/9IJ74eQ/rF0pYxRg5T8AHNKZNZTlP5L9jp2qhOU/QoWJYv+k5T98px2gr6flPwub7zRmpeU/FQffTrSq5T/ez4tDb7zlP8vTqH8dt+U/gx+8/LbD5T/oJLKZF77lP2s/kbvkwOU/vSowLMe95T/4gZpA67vlP3kcZInLt+U/xz0cSOe15T+XpPJYBLXlP3scJPinoeU/14n4jpqe5T8s8xnyOYflP5SEqFWohOU/Iq1IzCti5T+H2WymNGLlP49TrKaTZOU/ixRhCZk35T8SgAnCqlXlPxdCuizKC+U/5IrZ6nxf5T9AsmzVCE/lP6R2H2Nfa+U/agMOeHJh5T+SqooWZFXlP2ZdJ5xyYuU/gxfqros65T8n6gPtM0flPwVeIoJRZ+U/vol/+Ctv5T95Pzlk4EblP1+mNzKVbuU/W81Fb09a5T81ZvL2zzblP6+ghNDWL+U/fWob7jAt5T/Wyd7+yzLlP0KIp7ulQuU/et7tK51W5T8nLRRK9WXlPyMIsjB2c+U/p8g4Rdl75T91pBygToHlP6J/vSY5heU/8UChneJ95T/U3/6aG4vlP1xdHvzjgeU/6pqQbdqG5T9dU2aW3Y/lP+29rDprkeU/fCZBY/uS5T9++GMayZXlP/3nx2bhmOU/gQJ3FFiY5T/j4jNnfJLlP+OX3+w3i+U/MbN0RsmE5T9tlHbLHn/lP3SpwuZ7eOU/dvZgdbR05T/4VtHf3nTlPyc5kCVYc+U/ayy94QNy5T8Zj8X1/XblP+fWVD1gduU/maiQTPB75T+lbPWq8HflPzBE7EmWbeU/uC+cqrVi5T/7qXGHnVflP5ohDEK1OuU/F5zfq/dH5T9knyGHjz3lP7FajXDzPeU/Q8YAwNtA5T8wq0t39EXlP/+MNtffTOU/eGFqpNZX5T93U93PIE/lP6uikgP+aeU/oBNX/vJy5T9SxR8S2mXlP4LUcmGRfeU/3oL/1l535T/cXmu9b1/lP86Mci4mXeU/QKQ4JKdT5T+q5NFt5EvlPy/5s6w+TeU/P6c8IXZV5T+yZQGMZF3lPz5D9gpEZeU/xu9GxkBv5T/M0Ua8vnflP2c7ZFOBeeU/y8GgWPJ55T8gwpYnFG7lP7BJkJSYauU/GjgtgjBh5T8Vl5m3cF3lP7Bt6CPlT+U/R+mqa5hS5T/RR6m7p0vlPycBmQYFQOU/F8QDWGZS5T+YtY/FWlvlPwPy/54ZWuU/AU37joNG5T/BqESC4DvlP3R2DYDRPOU/Yb6WnlIw5T8VpeKa9AzlP6+9ZN+KFOU/OPlajMUE5T8hX7/dbAXlP0siZrAYEuU/Gpy2cLwb5T+3+Y+46i7lP1AngmIhMeU/3uVtReVW5T/1CYkz0GXlP33CbxTJdOU/hzgH51V55T/H8i7o8nflP+xA3Ck/a+U/wnDl/MBg5T/PlEUp31nlP7USZj0hU+U/nXHaRLJV5T9XXzghkGLlP4u33H6ReeU/yf2N2CaL5T9H0Q1cO5vlP2YyGmC3r+U/SxqAvruw5T8u6tTZpKjlP8MZxz5vo+U/QX2h9Q+c5T/RGLxB+prlP8qEQtIhneU/u2zsKvLE5T9BW3Twm/7lP8+f6sxjNuY/6O7JZakv5j+RVWfWQjDmP3movDjQNeY/FDQKDS4k5j+dDKLhYyvmP73czJxqJ+Y/n28xBfsn5j/ZKAhG1RHmP1dFoDKB5eU/Hfhtfl3q5T8ivykLk+DlP5eEeH/C0eU/X3Hvvz3K5T+kqXrSBLDlP36EVXIXreU/z9+CetaO5T9VMGEb6YflPwneqjNukOU/RL9dLp2K5T+t6X8F3nXlPx+eA4CNfuU/V8eDpKx35T/m4n+fBGHlP/4KJFqgdOU/whzIDwOB5T/idmy8Yn7lPzast01nceU/JlSm6kpg5T8wILnIsFzlPyKTcPPvVeU/blyeMnNP5T/1Tj63M1DlPyF5lPdyTuU/K1Hjz8tN5T/WZzGDGlflPzBh1zZ9T+U/Da2UgjZg5T/pxBc7nl7lP6RPaspkW+U/wfjuMctG5T/XroGShUvlP+96Q+nJP+U/GdR2VnJO5T+vMIyxqVLlP8AKtRrURuU/0sFZ19pL5T+IrqEBhE3lP1nQ7igiS+U/UFyTxndL5T9geS40jUrlP7OEGPcPSOU/MxgFgtRD5T/o6KZmQUTlP7l1MqWdSeU/QIsUV+dR5T9yJ6tMplrlPy50kK2FYeU/zjSifJFs5T8ShXEWoHXlP6GDt6xUfOU/mDGDi9xy5T8RAGWXH2blP9NB3zMRWuU/Qur+5PBO5T+TxKN6U0TlP2ARqhaFPuU/ma8ktvtA5T8ciaZJTDPlP+KwwtQJJeU/+P4R3cAU5T8xVYDXXgTlP740mnjc7+Q/J6DtqGTf5D/zGqwJCuPkP/1oyObc6OQ/3pFu5+zu5D9KyQzpO/TkP+MGyqeS9+Q/w9wWAUPx5D/3qpEnUNvkPwmAa6zrxeQ/dA2uPYCy5D9In6cqCaDkPzp3ysVYkuQ/L1+SrV6N5D+itHHCX5zkPzQOTY2lquQ/rb0g+Du35D+RTp+RvsvkP42Arjjl3eQ/W8UcYWnm5D//25kTBeHkP+oTJOxZ2uQ/6vt9OrDV5D//jSehYOrkPzmSqegeG+U/6N66Popl5T+1akaOOPflPw7p6ncbUeY/Rs7rAGVb5j9aJcwVp1fmP/M/Xld8VOY//Lp+hJ5H5j+S1rQib9nlPw1NlmDSi+U/hVfyW9eD5T+9jSIePtrlP6grUggGWeY/Yp/cF/Ff5j+ks33jg2HmPyvfP6OsYOY/XwdztAJa5j/7qOAdtRzmPzwm+xMqaeU/XC8fohQb5T8NFAd5p/zkP9h6jqtc7uQ/bnrRI/ML5T97pg5jgjXlP6GgA5ipZuU/mPw6DYyZ5T8iB3tgMsDlP2lApCxg2OU/4rty9VTZ5T/BJN3LWuDlP42pTgfr9+U//MjmvekR5j9BtzB8sSrmP3/Hr7iYPOY/u75cEapF5j/TT8gFD0TmP/aOr5ZrNeY/1szWqO0h5j/qDaS3vw/mPwPEOe37Q+Y/GR7YeBtt5j/nj9CeN2vmP+d0IFOobOY/l8sdWgxs5j84tJPGlGzmP41pzPqFZ+Y/7AybH9lP5j8mB/l/EbzlP2HJsVpmXeU/1qPOx6cm5T9a8+LykBblP4jsPLQBIeU/sv4ZkOcr5T/LxkzZ8TnlP88KbK8xQ+U/Mg4aQ45Q5T9t7rkbdlPlPxcXNknuV+U/iygX9ahS5T91kN7gY1TlPx2nnhtHWeU/WdK/IpRh5T8/tSpYpXvlPwCFJucql+U/jMQ3NM+45T/IuVEKks/lP5w8TKZP8uU/d7SF6tsF5j/5oX7SURDmP/nuaj3+F+Y/UHe6PmUe5j+kzjj1yyvmP6TQF7pFPuY/A8qajqgF5j9euZbb+qvlP8CTWF4Za+U/BhDG2KRD5T8aulSyVCjlPxdoD4XLEOU/rD77uZIU5T9X4ZBDyRzlPyDZ1s10HeU/spDDwQ0c5T8leyRhvhblP8RJhrRSD+U/junhOpL/5D9Bp3u6ofHkPxYTl6w15OQ/2F/XtLfb5D/owIv6YtbkP0nmjIih0+Q/S1wQQYbW5D+uk8ttUdvkP9+r3d8i4OQ/ZJH2r9vj5D9vCpn/oObkP9vnIunz9+Q/ayhSAcoh5T9MtDMGVlvlP0C0yLBheeU/ymEDCJCP5T9Nq2aVnqrlP6+MoiJ7x+U/6m97jgLF5T/wy/MlbLjlP3opbwgPreU/t2+R66So5T8Wssbvua7lP1CurXrDxuU/vn0Jpnz95T/mdH3b7FHmP89pnByPg+Y/5KQ2DMyF5j8kkbzJR4TmP8U98RvZheY/bfODIqSF5j/daM1qJYfmPyNqmCsriOY/gUrg+9uH5j95ehgT5mTmP/beWF9g0+U/zzZeGQJ55T/3BNk/eDzlPy8iDHOIC+U/i0Xdbyfq5D+4eXr/aPHkP5SsrHZCAeU/yOh9KvMV5T/wimG8CS7lP9dL1ANKSeU/7z8YxahQ5T+m5SOG6j7lP/Um/9dtLuU/eDCNkzQd5T8UB0brOwvlP45C6HuV++Q/XTp5zCD45D+8d5u5afnkP/+mZAGe+uQ/RD+MXzD85D/KnRta3/3kP6844+aB/+Q/FXfBn98D5T8wfy4IXwjlP4Y+Qw1TDeU/dENrO6wT5T+BmVDfLhvlP16Cc6ONIOU/+SHPksUf5T/HdQTN1B7lP2HV4y54HOU/EKOE8aAT5T/cHu3nmwrlP3985TrtA+U/T/up6Jz95D/1/kfesffkPzu6+2zp9+Q/l84/+ZEK5T/YFost0B/lP8LqOC9tM+U/aTI+qGRI5T+QB4yi1l/lP/giTBKKdOU/RnSEMhF95T9/yuO/uIvlP/2Z/Hupn+U/B70DWfO05T+8bM4Cbs3lP93A/XUz5uU/73yqUOP85T/7gK2mfCnmPzKpvrE/duY/3EIQ3imf5j908IKVmZ/mPybXM5wJoOY/zzy88nmg5j+Ac7HE4aDmP4AhCAhIoeY/hxIQEBAp5j9s6D+/b8TlPzyh3Ai5f+U/bJmcx5BR5T9NptM7ZUrlP1vCZDgFSeU/mgI9HNNH5T8iezQGZUnlP9m4CgurRuU/eLi4G+E85T+LbM3FXjjlP5ttzPGGMuU/1uRCH44s5T+3wTyJZCflP3oQ9mEOHuU/sQbVsFb45D8L8lU4csnkP5N8QwFGn+Q/oPVHbhp55D+BMsUCd1bkP5jo3ZANQuQ/GASymnM25D9EdjugjCrkP/hJvYjzHuQ/fOMrEgUb5D/eNNGafiDkP52fnVoPIuQ/SmK8NZEt5D/loTDElS7kP6yKv5QhKuQ/8MFY0Zok5D9fYwQv5RzkPxZxdtR1F+Q/VDinHpEV5D+l/CqszxDkP4WCCQykI+Q/3f3MRVhZ5D8zJ+eqWprkPyvGh6WnqOQ/0+vgwVOh5D9FMcZKZZzkP/C59blfmeQ/xv5hxh2U5D9eN0ACpYTkPwK1kLV6mOQ/LiykyUuy5D8VQ3c5kLrkP7O1ZkFyr+Q/7vmEwcij5D93qpDyWYnkP1TRyEjtWuQ/VVRVyysz5D/2E9Txbg7kP5RVyqIM8eM/CrMJrAvm4z9cVld80uTjP3SThl1R5eM/0gu6diPr4z9OE6m5kPnjP4GyrDk5CeQ/TIr3lEka5D8i+V0iSynkP098F4IcPOQ/C6ioidBO5D8NajJuD1vkP6JobqQKUuQ/p19hrlhI5D9ZCrhRkT/kP5SLVKoFMuQ/tYI0+Y4h5D+K/wsg2RDkP7+ZNQ/pAOQ/Jas/bPb34z9YuEnVl/bjP20ju39y8+M/GsymT0b24z+W3nnmbA/kPwc50PZ8K+Q/YK9B0lNA5D9fQBTNbz3kP+SGqByRK+Q/BzzlBGQZ5D+E6g6TlQjkP9vLv1PCBeQ/JtaBfscK5D/62XlPnxHkP/uwucluHeQ/1KI6guYw5D8RTv2bEEXkP6BZHH4qW+Q/WCCs7RNc5D+0YoAJc0/kPxwupdx1ReQ/xcvfX7ZB5D8+lcRSh1rkPwi9vzIpeuQ/EYsDlhCf5D97rDSBGbHkP8pFzyLJpOQ/gCtWR8qX5D8hvwFsu4nkPwCysVFleeQ/GNGzW1Vo5D8yrnLFw1rkPw==\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1739\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1740\",\"type\":\"UnionRenderers\"}},\"id\":\"1627\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"1669\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1670\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1671\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1673\",\"type\":\"CDSView\"}},\"id\":\"1672\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1652\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1653\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1654\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1656\",\"type\":\"CDSView\"}},\"id\":\"1655\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"label\":{\"value\":\"oklopcic\"},\"renderers\":[{\"id\":\"1616\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1626\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"1613\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1614\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1615\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1617\",\"type\":\"CDSView\"}},\"id\":\"1616\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"label\":{\"value\":\"pollack\"},\"renderers\":[{\"id\":\"1635\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1646\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1628\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1743\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1744\",\"type\":\"UnionRenderers\"}},\"id\":\"1669\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1613\",\"type\":\"ColumnDataSource\"}},\"id\":\"1617\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1619\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"1652\",\"type\":\"ColumnDataSource\"}},\"id\":\"1656\",\"type\":\"CDSView\"},{\"attributes\":{\"items\":[{\"id\":\"1626\",\"type\":\"LegendItem\"},{\"id\":\"1646\",\"type\":\"LegendItem\"},{\"id\":\"1668\",\"type\":\"LegendItem\"}]},\"id\":\"1625\",\"type\":\"Legend\"},{\"attributes\":{\"label\":{\"value\":\"none\"},\"renderers\":[{\"id\":\"1655\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1668\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1622\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1624\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1633\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1620\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1665\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1666\",\"type\":\"UnionRenderers\"}},\"id\":\"1632\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"1674\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"0da7643b-5975-4a75-a321-c3a93bcb39ec\",\"roots\":{\"1674\":\"ee737bb1-70f3-4ec5-8159-384d986fd3ee\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1674" } }, "output_type": "display_data" } ], "source": [ "fig_cloudy = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300\n", " ,x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "fig_no_cloud = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300\n", " ,x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "\n", "options = jdi.raman_options()\n", "colors = Colorblind8[0:len(options)]\n", "\n", "for approx, c in zip(options, colors):\n", " cloud_free.approx(raman = approx)\n", " cloudy.approx(raman = approx)\n", " df = cloud_free.spectrum(opa)\n", " wno_nc, alb_nc = df['wavenumber'] , df['albedo']\n", " df = cloudy.spectrum(opa)\n", " wno_c, alb_c = df['wavenumber'] , df['albedo']\n", " fig_no_cloud.line(1e4/wno_nc, alb_nc, legend_label=approx, color=c, line_width=3)\n", " fig_cloudy.line(1e4/wno_c, alb_c, color=c, line_width=3)\n", "\n", "jpi.plot_format(fig_cloudy)\n", "jpi.plot_format(fig_no_cloud)\n", "show(column(fig_no_cloud,fig_cloudy ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Effect of Stellar Spectrum\n", "\n", "With the updated Raman scattering approximation, you will notice imprints of the stellar spectrum in the planet reflected light spectrum. Take a look below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = {\"2ec14ac1-4300-4fee-b9d9-b1618074658e\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1934\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"id\":\"1902\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"2051\",\"type\":\"Column\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2001\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2022\",\"type\":\"ColumnDataSource\"}},\"id\":\"2026\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1985\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1986\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1987\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1989\",\"type\":\"CDSView\"}},\"id\":\"1988\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"2022\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2023\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2024\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2026\",\"type\":\"CDSView\"}},\"id\":\"2025\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1996\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1985\",\"type\":\"ColumnDataSource\"}},\"id\":\"1989\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2024\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2023\",\"type\":\"Line\"},{\"attributes\":{\"below\":[{\"id\":\"1943\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1947\",\"type\":\"Grid\"},{\"id\":\"1952\",\"type\":\"Grid\"},{\"id\":\"1978\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"1948\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1969\",\"type\":\"GlyphRenderer\"},{\"id\":\"1988\",\"type\":\"GlyphRenderer\"},{\"id\":\"2008\",\"type\":\"GlyphRenderer\"},{\"id\":\"2030\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1972\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1959\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1935\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1939\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1937\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1941\",\"type\":\"LinearScale\"}},\"id\":\"1934\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"label\":{\"value\":\"4000\"},\"renderers\":[{\"id\":\"1988\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1999\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1909\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2148\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2149\",\"type\":\"UnionRenderers\"}},\"id\":\"2022\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1987\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1966\",\"type\":\"ColumnDataSource\"}},\"id\":\"1970\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2019\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2042\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2043\",\"type\":\"UnionRenderers\"}},\"id\":\"2005\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1997\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_color\":\"#E69F00\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1986\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1907\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2007\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"2005\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2006\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2007\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2009\",\"type\":\"CDSView\"}},\"id\":\"2008\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1973\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"2005\",\"type\":\"ColumnDataSource\"}},\"id\":\"2009\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2018\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1903\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1905\",\"type\":\"Range1d\"},{\"attributes\":{\"label\":{\"value\":\"3500\"},\"renderers\":[{\"id\":\"2008\",\"type\":\"GlyphRenderer\"}]},\"id\":\"2021\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1967\",\"type\":\"Line\"},{\"attributes\":{\"below\":[{\"id\":\"1911\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1915\",\"type\":\"Grid\"},{\"id\":\"1920\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1916\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1983\",\"type\":\"GlyphRenderer\"},{\"id\":\"2003\",\"type\":\"GlyphRenderer\"},{\"id\":\"2025\",\"type\":\"GlyphRenderer\"},{\"id\":\"2049\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"2126\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1927\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1903\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1907\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1905\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1909\",\"type\":\"LinearScale\"}},\"id\":\"1902\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"2000\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2001\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2002\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2004\",\"type\":\"CDSView\"}},\"id\":\"2003\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2150\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2151\",\"type\":\"UnionRenderers\"}},\"id\":\"2046\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2146\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2147\",\"type\":\"UnionRenderers\"}},\"id\":\"2000\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2002\",\"type\":\"Line\"},{\"attributes\":{\"line_dash\":[6],\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2047\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2000\",\"type\":\"ColumnDataSource\"}},\"id\":\"2004\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1980\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1981\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1982\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1984\",\"type\":\"CDSView\"}},\"id\":\"1983\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1980\",\"type\":\"ColumnDataSource\"}},\"id\":\"1984\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2152\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2149\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"1966\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1967\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1968\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1970\",\"type\":\"CDSView\"}},\"id\":\"1969\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2150\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1941\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2131\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2042\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2147\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"ticker\":{\"id\":\"1912\",\"type\":\"BasicTicker\"}},\"id\":\"1915\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"1996\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1997\",\"type\":\"UnionRenderers\"}},\"id\":\"1966\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"2133\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1917\",\"type\":\"BasicTicker\"}},\"id\":\"1916\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"2152\",\"type\":\"BoxAnnotation\"}},\"id\":\"1923\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2027\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2028\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2029\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2031\",\"type\":\"CDSView\"}},\"id\":\"2030\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1944\",\"type\":\"BasicTicker\"},{\"attributes\":{\"label\":{\"value\":\"6000\"},\"renderers\":[{\"id\":\"1969\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1979\",\"type\":\"LegendItem\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1921\",\"type\":\"PanTool\"},{\"id\":\"1922\",\"type\":\"WheelZoomTool\"},{\"id\":\"1923\",\"type\":\"BoxZoomTool\"},{\"id\":\"1924\",\"type\":\"SaveTool\"},{\"id\":\"1925\",\"type\":\"ResetTool\"},{\"id\":\"1926\",\"type\":\"HelpTool\"}]},\"id\":\"1927\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"2027\",\"type\":\"ColumnDataSource\"}},\"id\":\"2031\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1958\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1972\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1956\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"Geometric Albedo\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1975\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1949\",\"type\":\"BasicTicker\"}},\"id\":\"1948\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"end\":1.2},\"id\":\"1937\",\"type\":\"Range1d\"},{\"attributes\":{\"label\":{\"value\":\"Pollack\"},\"renderers\":[{\"id\":\"2030\",\"type\":\"GlyphRenderer\"}]},\"id\":\"2045\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2151\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"overlay\":{\"id\":\"1977\",\"type\":\"BoxAnnotation\"}},\"id\":\"1955\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1924\",\"type\":\"SaveTool\"},{\"attributes\":{\"line_color\":\"#F0E442\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2006\",\"type\":\"Line\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1953\",\"type\":\"PanTool\"},{\"id\":\"1954\",\"type\":\"WheelZoomTool\"},{\"id\":\"1955\",\"type\":\"BoxZoomTool\"},{\"id\":\"1956\",\"type\":\"SaveTool\"},{\"id\":\"1957\",\"type\":\"ResetTool\"},{\"id\":\"1958\",\"type\":\"HelpTool\"}]},\"id\":\"1959\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_dash\":[6],\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2029\",\"type\":\"Line\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"2131\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1912\",\"type\":\"BasicTicker\"}},\"id\":\"1911\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2043\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2148\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_dash\":[6],\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2048\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2145\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_dash\":[6],\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2028\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2018\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2019\",\"type\":\"UnionRenderers\"}},\"id\":\"1985\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2141\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1921\",\"type\":\"PanTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2046\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2047\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2048\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"2050\",\"type\":\"CDSView\"}},\"id\":\"2049\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1922\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1975\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2133\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"2046\",\"type\":\"ColumnDataSource\"}},\"id\":\"2050\",\"type\":\"CDSView\"},{\"attributes\":{\"items\":[{\"id\":\"1979\",\"type\":\"LegendItem\"},{\"id\":\"1999\",\"type\":\"LegendItem\"},{\"id\":\"2021\",\"type\":\"LegendItem\"},{\"id\":\"2045\",\"type\":\"LegendItem\"}]},\"id\":\"1978\",\"type\":\"Legend\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2141\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2142\",\"type\":\"UnionRenderers\"}},\"id\":\"2027\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1954\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1939\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[2000]}},\"selected\":{\"id\":\"2144\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2145\",\"type\":\"UnionRenderers\"}},\"id\":\"1980\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1957\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_color\":\"#0072B2\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1981\",\"type\":\"Line\"},{\"attributes\":{\"axis_label\":\"Wavelength [\\u03bcm]\",\"axis_label_text_font\":\"times\",\"axis_label_text_font_size\":{\"value\":\"14pt\"},\"axis_label_text_font_style\":\"bold\",\"formatter\":{\"id\":\"1973\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font\":\"times\",\"major_label_text_font_size\":{\"value\":\"14pt\"},\"ticker\":{\"id\":\"1944\",\"type\":\"BasicTicker\"}},\"id\":\"1943\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1925\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"2142\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"ticker\":{\"id\":\"1944\",\"type\":\"BasicTicker\"}},\"id\":\"1947\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1977\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1917\",\"type\":\"BasicTicker\"}},\"id\":\"1920\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1926\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1917\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1982\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1912\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2146\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1953\",\"type\":\"PanTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1968\",\"type\":\"Line\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2126\",\"type\":\"Title\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1949\",\"type\":\"BasicTicker\"}},\"id\":\"1952\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"start\":0.3},\"id\":\"1935\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2144\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1949\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"2051\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"2ec14ac1-4300-4fee-b9d9-b1618074658e\",\"roots\":{\"2051\":\"47bb01e3-4022-41d1-b4ad-31c60676d24d\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "2051" } }, "output_type": "display_data" } ], "source": [ "fig_cloudy = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300\n", " ,x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "fig_no_cloud = figure(x_range=[0.3,1],y_range=[0,1.2], width=500, height=300\n", " ,x_axis_label='Wavelength [μm]', y_axis_label='Geometric Albedo',)\n", "\n", "#lets play around with different stellar spectra Teff\n", "stellar_teff = [6000,4000,3500]\n", "\n", "colors = Colorblind8[0:len(options)]\n", "\n", "cloud_free.approx(raman = 'oklopcic')\n", "cloudy.approx(raman = 'oklopcic')\n", "\n", "for approx, c in zip(stellar_teff, colors):\n", " cloud_free.star(opa, approx, 0.0122, 4.437) \n", " cloudy.star(opa, approx ,0.0122, 4.437) \n", " df = cloud_free.spectrum(opa)\n", " wno_nc, alb_nc = df['wavenumber'] , df['albedo']\n", " df = cloudy.spectrum(opa)\n", " wno_c, alb_c = df['wavenumber'] , df['albedo']\n", " fig_no_cloud.line(1e4/wno_nc, alb_nc, legend_label=str(approx), color=c, line_width=3)\n", " fig_cloudy.line(1e4/wno_c, alb_c, color=c, line_width=3)\n", "\n", "cloud_free.approx(raman = 'pollack')\n", "cloudy.approx(raman = 'pollack')\n", "\n", "df = cloud_free.spectrum(opa)\n", "wno_nc, alb_nc = df['wavenumber'] , df['albedo']\n", "df = cloudy.spectrum(opa)\n", "wno_c, alb_c = df['wavenumber'] , df['albedo']\n", "fig_no_cloud.line(1e4/wno_nc, alb_nc, legend_label='Pollack', color='black', line_width=2, line_dash='dashed')\n", "fig_cloudy.line(1e4/wno_c, alb_c, color='black', line_width=2, line_dash='dashed')\n", "\n", "\n", "jpi.plot_format(fig_cloudy)\n", "jpi.plot_format(fig_no_cloud)\n", "show(column(fig_no_cloud,fig_cloudy ))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }