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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Advanced interact patterns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"from lightkurve import search_targetpixelfile\n", | |
"tpf = search_targetpixelfile(\"HL Tau\", campaign=13).download()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"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", | |
" \"<div style='background-color: #fdd'>\\n\"+\n", | |
" \"<p>\\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", | |
" \"</p>\\n\"+\n", | |
" \"<ul>\\n\"+\n", | |
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
" \"</ul>\\n\"+\n", | |
" \"<code>\\n\"+\n", | |
" \"from bokeh.resources import INLINE\\n\"+\n", | |
" \"output_notebook(resources=INLINE)\\n\"+\n", | |
" \"</code>\\n\"+\n", | |
" \"</div>\"}};\n", | |
"\n", | |
" function display_loaded() {\n", | |
" var el = document.getElementById(null);\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) { callback() });\n", | |
" }\n", | |
" finally {\n", | |
" delete root._bokeh_onload_callbacks\n", | |
" }\n", | |
" console.info(\"Bokeh: all callbacks have finished\");\n", | |
" }\n", | |
"\n", | |
" function load_libs(js_urls, callback) {\n", | |
" root._bokeh_onload_callbacks.push(callback);\n", | |
" if (root._bokeh_is_loading > 0) {\n", | |
" console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
" root._bokeh_is_loading = js_urls.length;\n", | |
" for (var i = 0; i < js_urls.length; i++) {\n", | |
" var url = js_urls[i];\n", | |
" var s = document.createElement('script');\n", | |
" s.src = url;\n", | |
" s.async = false;\n", | |
" s.onreadystatechange = s.onload = function() {\n", | |
" root._bokeh_is_loading--;\n", | |
" if (root._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
" run_callbacks()\n", | |
" }\n", | |
" };\n", | |
" s.onerror = function() {\n", | |
" console.warn(\"failed to load library \" + url);\n", | |
" };\n", | |
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
" }\n", | |
" };\n", | |
"\n", | |
" var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n", | |
"\n", | |
" var inline_js = [\n", | |
" function(Bokeh) {\n", | |
" Bokeh.set_log_level(\"info\");\n", | |
" },\n", | |
" \n", | |
" function(Bokeh) {\n", | |
" \n", | |
" },\n", | |
" function(Bokeh) {\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n", | |
" }\n", | |
" ];\n", | |
"\n", | |
" function run_inline_js() {\n", | |
" \n", | |
" if ((root.Bokeh !== undefined) || (force === true)) {\n", | |
" for (var i = 0; i < inline_js.length; i++) {\n", | |
" inline_js[i].call(root, root.Bokeh);\n", | |
" }} 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(null)).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.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
" run_inline_js();\n", | |
" } else {\n", | |
" load_libs(js_urls, function() {\n", | |
" console.log(\"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 \"<div style='background-color: #fdd'>\\n\"+\n \"<p>\\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 \"</p>\\n\"+\n \"<ul>\\n\"+\n \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n \"<li>use INLINE resources instead, as so:</li>\\n\"+\n \"</ul>\\n\"+\n \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n var el = document.getElementById(null);\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = js_urls.length;\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var s = document.createElement('script');\n s.src = url;\n s.async = false;\n s.onreadystatechange = s.onload = function() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: all BokehJS libraries loaded\");\n run_callbacks()\n }\n };\n s.onerror = function() {\n console.warn(\"failed to load library \" + url);\n };\n console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n }\n };\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} 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(null)).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.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(js_urls, function() {\n console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"application/vnd.bokehjs_exec.v0+json": "", | |
"text/html": [ | |
"\n", | |
"<script src=\"http://localhost:62744/autoload.js?bokeh-autoload-element=6d68e406-a362-4490-ae69-491d71cc27c8&bokeh-absolute-url=http://localhost:62744&resources=none\" id=\"6d68e406-a362-4490-ae69-491d71cc27c8\"></script>" | |
] | |
}, | |
"metadata": { | |
"application/vnd.bokehjs_exec.v0+json": { | |
"server_id": "5d3991d3a9c44b54a0f81b62842427f9" | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tpf.interact()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [" ", | |
"ktwo210690913-c13_lpd-custom-aperture-mask.fits\r\n" | |
] | |
} | |
], | |
"source": [ | |
"! ls *.fits" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Hooray! It works! At this point, you can read-in the fits file to access the saved lightcurve or the mask. Let's demonstrate both options." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from astropy.io import fits" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Filename: ktwo210690913-c13_lpd-custom-aperture-mask.fits\n", | |
"No. Name Ver Type Cards Dimensions Format\n", | |
" 0 PRIMARY 1 PrimaryHDU 27 () \n", | |
" 1 LIGHTCURVE 1 BinTableHDU 24 3643R x 5C [D, E, E, J, K] \n", | |
" 2 APERTURE 1 ImageHDU 10 (11, 11) int64 \n" | |
] | |
} | |
], | |
"source": [ | |
"hdus = fits.open('ktwo210690913-c13_lpd-custom-aperture-mask.fits')\n", | |
"hdus.info()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 390, | |
"width": 518 | |
} | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 390, | |
"width": 518 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"aperture_mask = hdus['APERTURE'].data.astype(bool)\n", | |
"tpf.plot(aperture_mask=tpf.pipeline_mask, mask_color='red').set_title('Pipeline Mask')\n", | |
"tpf.plot(aperture_mask=aperture_mask, mask_color='green').set_title('Custom Interact Mask');" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Our custom-selected mask is much bigger than the Kepler pipeline-derived mask, as we would expect-- the Kepler pipeline mask was computed assuming zero spacecraft induced roll motion, an assumption strongly violated in the K2 mission. PSF images dance around in K2." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"lc_from_mask = tpf.extract_aperture_photometry(aperture_mask=aperture_mask)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Alternatively we could read the lightcurve back from the fits file. We *should* get the same answer!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from lightkurve.lightcurve import KeplerLightCurve" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"keywords = list(set(hdus['LIGHTCURVE'].data.columns.names) - set(['SAP_QUALITY']))\n", | |
"lc_dict = {kw.lower():hdus['LIGHTCURVE'].data[kw] for kw in keywords}\n", | |
"\n", | |
"lc_from_fits = KeplerLightCurve(**lc_dict)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 368, | |
"width": 739 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = lc_from_mask.plot()\n", | |
"lc_from_fits.plot(ax=ax);\n", | |
"tpf.to_lightcurve().plot(ax=ax, label='Pipeline Mask');" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Indeed, we get the same answer, as we expected. The KeplerLightCurve object generated from the mask transfers all the metadata from the TargetPixelFile, while the saved lightcurve has only a subset of the metadata." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" Attribute Description \n", | |
"--------------- --------------------------------\n", | |
" campaign 13\n", | |
" channel 78\n", | |
" targetid 210690913\n", | |
" label EPIC 210690913\n", | |
" mission K2\n", | |
" time_format bkjd\n", | |
" time_scale tdb\n", | |
" cadenceno array (3643,)\n", | |
" centroid_col array (3643,)\n", | |
" centroid_row array (3643,)\n", | |
" flux array (3643,)\n", | |
" flux_err array (3643,)\n", | |
" quality array (3643,)\n", | |
" time array (3643,)\n", | |
" astropy_time <class 'astropy.time.core.Time'>\n", | |
" dec <class 'float'>\n", | |
" meta <class 'dict'>\n", | |
"quality_bitmask <class 'NoneType'>\n", | |
" quarter <class 'NoneType'>\n", | |
" ra <class 'float'>\n" | |
] | |
} | |
], | |
"source": [ | |
"lc_from_mask.show_properties()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# lc_from_fits.show_properties() #<--- Does not work, because this lightcurve lacks some properties." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's try to determine the **background** flux!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from lightkurve.interact import make_default_export_name" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"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", | |
" \"<div style='background-color: #fdd'>\\n\"+\n", | |
" \"<p>\\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", | |
" \"</p>\\n\"+\n", | |
" \"<ul>\\n\"+\n", | |
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
" \"</ul>\\n\"+\n", | |
" \"<code>\\n\"+\n", | |
" \"from bokeh.resources import INLINE\\n\"+\n", | |
" \"output_notebook(resources=INLINE)\\n\"+\n", | |
" \"</code>\\n\"+\n", | |
" \"</div>\"}};\n", | |
"\n", | |
" function display_loaded() {\n", | |
" var el = document.getElementById(null);\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) { callback() });\n", | |
" }\n", | |
" finally {\n", | |
" delete root._bokeh_onload_callbacks\n", | |
" }\n", | |
" console.info(\"Bokeh: all callbacks have finished\");\n", | |
" }\n", | |
"\n", | |
" function load_libs(js_urls, callback) {\n", | |
" root._bokeh_onload_callbacks.push(callback);\n", | |
" if (root._bokeh_is_loading > 0) {\n", | |
" console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
" root._bokeh_is_loading = js_urls.length;\n", | |
" for (var i = 0; i < js_urls.length; i++) {\n", | |
" var url = js_urls[i];\n", | |
" var s = document.createElement('script');\n", | |
" s.src = url;\n", | |
" s.async = false;\n", | |
" s.onreadystatechange = s.onload = function() {\n", | |
" root._bokeh_is_loading--;\n", | |
" if (root._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
" run_callbacks()\n", | |
" }\n", | |
" };\n", | |
" s.onerror = function() {\n", | |
" console.warn(\"failed to load library \" + url);\n", | |
" };\n", | |
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
" }\n", | |
" };\n", | |
"\n", | |
" var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n", | |
"\n", | |
" var inline_js = [\n", | |
" function(Bokeh) {\n", | |
" Bokeh.set_log_level(\"info\");\n", | |
" },\n", | |
" \n", | |
" function(Bokeh) {\n", | |
" \n", | |
" },\n", | |
" function(Bokeh) {\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n", | |
" }\n", | |
" ];\n", | |
"\n", | |
" function run_inline_js() {\n", | |
" \n", | |
" if ((root.Bokeh !== undefined) || (force === true)) {\n", | |
" for (var i = 0; i < inline_js.length; i++) {\n", | |
" inline_js[i].call(root, root.Bokeh);\n", | |
" }} 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(null)).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.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
" run_inline_js();\n", | |
" } else {\n", | |
" load_libs(js_urls, function() {\n", | |
" console.log(\"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 \"<div style='background-color: #fdd'>\\n\"+\n \"<p>\\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 \"</p>\\n\"+\n \"<ul>\\n\"+\n \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n \"<li>use INLINE resources instead, as so:</li>\\n\"+\n \"</ul>\\n\"+\n \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n var el = document.getElementById(null);\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = js_urls.length;\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var s = document.createElement('script');\n s.src = url;\n s.async = false;\n s.onreadystatechange = s.onload = function() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: all BokehJS libraries loaded\");\n run_callbacks()\n }\n };\n s.onerror = function() {\n console.warn(\"failed to load library \" + url);\n };\n console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n }\n };\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} 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(null)).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.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(js_urls, function() {\n console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"application/vnd.bokehjs_exec.v0+json": "", | |
"text/html": [ | |
"\n", | |
"<script src=\"http://localhost:62751/autoload.js?bokeh-autoload-element=2b1c3d74-af09-4545-8bbc-b7c55c97dfa4&bokeh-absolute-url=http://localhost:62751&resources=none\" id=\"2b1c3d74-af09-4545-8bbc-b7c55c97dfa4\"></script>" | |
] | |
}, | |
"metadata": { | |
"application/vnd.bokehjs_exec.v0+json": { | |
"server_id": "6a74bb12893544eab4ddf8e82e609eee" | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tpf.interact(startup_aperture=~aperture_mask, \n", | |
" exported_filename=make_default_export_name(tpf, suffix='background-mask'))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"ktwo210690913-c13_lpd-background-mask.fits\r\n", | |
"ktwo210690913-c13_lpd-custom-aperture-mask.fits\r\n" | |
] | |
} | |
], | |
"source": [ | |
"! ls *.fits" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"hdus = fits.open('ktwo210690913-c13_lpd-background-mask.fits')\n", | |
"bkg_mask = hdus['APERTURE'].data.astype(bool)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 401, | |
"width": 518 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = tpf.plot(aperture_mask=aperture_mask, mask_color='green')\n", | |
"tpf.plot(aperture_mask=bkg_mask, ax=ax, show_colorbar=False, mask_color='white');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"bkg_lc = tpf.to_lightcurve(aperture_mask=bkg_mask)/np.sum(bkg_mask)*np.sum(aperture_mask)\n", | |
"lc_minus_bkg = lc_from_mask - bkg_lc.flux" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1c20ccf198>" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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rPnz4gBkzZsi3ayFSBqlUivv378PV1VXpY1lYWEAqleLFixdKH4uISEhv3rxBYGAghg0bBh0dHaHj0P9gIYBIA32+NVBQUBCWLVuG6tWrf3OGlo6ODmrXro27d++qKiYpiK+vL8RiMdzc3Ard1tzcHM+fP1dCKiIiItIUsbGxCAwMRNeuXfO918rKCgsWLMDVq1exdu1aFaQjTfXmzRtIpVKYmZkpfayc8zA4wYaI1N2NGzcAAK1btxY4CeWFhQAiDZRzKntERATmzJmDli1bwsfHB9WqVftmu3r16rEQUAqdOHECrq6uMDQ0LHRbc3NzvHjxgsuYiYiIqMiuXLkCsVgMd3f3At3v4uKCUaNGYfv27XxwSkoTExMDAKhevbrSxzI2Noaenh7/eyYitRcSEgJLS0sYGRkJHYXywEIAkQbKyMgAAKxfvx5aWlqYPXs2RCJRvu0cHBzw7NkzJCcnKzsiKcj9+/fx4MED9OzZs0jtzc3NuYyZiIiIiuXq1auws7ODvr5+gdv07dsXhoaG+PPPP+WfXYkU6eXLlwCQ72QoRRCJRKhZsyZX2hKR2rt16xYcHR2FjkFfIRE6AFFJMH36dPks+W9Rh+XJMTExuWb1z507FxUrVixQWwcHB8hkMty/fx/Ozs7KikgKkpaWhhUrVsDExATNmjUrUh9WVlYAgKdPn8qXNBMREREVVHZ2Nq5du4bevXsXqp22tjZmzpyJKVOm4J9//sH48eOVlJA01YMHD2BiYvLVM9IUzczMDC9evMA///wDMzOzAm2VRURU2rx+/RqmpqZCx6Cv4IoAIg2zf/9+yGQyDBo0CDNnzkTTpk0L3Nbc3Bz6+vpYtWoV0tPTlZiSFGHFihUICwvDvHnzoKWlVaQ+jIyMYGRkhPDwcAWnIyIiIk3w6NEjJCUlwcXFpdBt27Rpg5EjR2LHjh3w9/dXfDjSWBkZGTh58iQ6deqksjFr1KiB6OhobN68GXPnzlXZuEREqpKWloa0tLQCTzYl1eOKACIACxYsQKVKlYSOoXRSqRRnzpyBh4cHxowZU+j2YrEY06ZNw/Tp0xEUFFSkw2dJNS5cuABvb29MnTq12MvyateujSdPnigoGREREWmSZ8+eAQDq1q1bpPYDBw5EWFgYZs+ejT///DPPSSxZWVkQi8UQiznPjQomODgYHz9+hKenp8rGrFGjBuLi4uTfy2SyAm3PSkRUWrx79w4AeD5ACcZPSkQa5NatW4iPj0fHjh2L3EeHDh1gY2OD8+fPKzAZKdK9e/cwffp0ODs7o1evXsXuz9raGk+fPlVAMiIiItI0cXFx0NPTQ/ny5YvUXiQS4ffff4e9vT28vLwQFhaW6/VDhw6hefPmaNWqFcaPHw9/f3/MmzcPPXv2xPLlyyGTyRTxNkjNHDp0CHXr1oWlpaXKxqxRo0au71+9eqWysYmIVCGnEMAVASUXCwFEGiQoKAjGxsaoV69esfpxc3NDYGAg0tLSFJSMFCUjIwMzZ86Eubk5/v77b4XMMrK2tsaLFy+QkpKigIRERESkSeLi4lClSpVi9aGvr4+lS5fCxsYGU6ZMQVJSEgAgPj4ef//9Nzp06IBGjRrh0qVL8PLywtGjR2FkZISdO3fixIkTingbpEYyMjIQEhKCDh06qHTcmjVr5vr+/v37Kh2fiEjZcgoBhoaGAiehr2EhgEiDXL58Gc2aNSv2smk3NzekpqYiMDBQQclIET58+IBRo0YhNjYWCxYsgI6OjkL6rV27NgDwnAAiIiIqtLi4OIVswVmuXDksXLgQaWlpGDZsGOLi4rB3716UKVMGv/32G1atWoVz585h9erVOHv2LDZt2gQXFxds374dWVlZCngnpC7CwsKQnp6OJk2aqHTc/30w9vDhQ5WOT0SkbFwRUPKxEECkIWQyGUaNGoU+ffoUuy8LCwvUr18fx44dU0AyUpRt27bh7t27WLZsGaysrBTWb61atSAWi7k9EBERERWaIlYE5DAxMcHcuXPx7NkzdOrUCdu2bUPPnj2hr68P4NOD1qZNm8r3Jh47diyePXuGM2fOKGR8KjipVIqzZ89i9erV+PHHH7Fp0yZkZ2cLHQsAcP36dVSoUAHW1tYqHVckEkFLSwsAYGBgwEk2RKR23r59C11dXWhrawsdhb6ChQAiDSESidC6dWvY2dkppL927drhxo0b3B6ohLh//z527tyJYcOG5XmIXnFoa2vD3NycBwYTERFRocXFxaFy5coK669FixbYvn07DAwMYGxsjP79+3/13jp16qBly5ZYtWoV3rx5o7AMlL+pU6di+vTp2L17N54+fYp169Zh0KBB8sOjhRQSEgJHR0f5Q3lV0tPTAwA0atSIhQAiUisymQxBQUEqL7JS4bAQQERF0qJFC6SnpyMkJEToKIRPqwFMTU0xePBgpfRfu3ZtrgggIiKiQklLS0NsbCzMzMwU2m+9evVw/vx5nDhxIt9thwYNGoT4+Hh069YNsbGxCs1Bebt79y78/PwwY8YMXL58GSEhIVi+fDnev3+PPn36oEePHjh69Kgg2VJTU3H37l04OTkJMn7OLNmGDRvi5cuX+PjxoyA5iIgU7datWwgNDcVPP/0kdBT6BhYCiKhIzM3NYWpqiqCgIKGjaLywsDBcuHABgwcPhkQiUcoYtWvXxpMnTyCTyZTSPxEREamfyMhIyGQyhW5Z+LmCfO5p0KABdu7cCbFYjO3btyslB+W2ZcsWWFtbo1u3bvJrLVq0wIIFCwAA0dHRmDdvniDZbt++jaysLJWfD5AjpxBQv359AEBUVJQgOYiIFCkiIgIzZ86EtbU1WrVqJXQc+gYWAoioSEQiEVq0aIGAgADBD2BLS0vD/PnzMWjQINy/f1/QLELYsGEDLC0t4enpqbQxrK2t8eHDB7x+/VppYxAREZF6iYiIAPDpfCkh1alTB8OHD8fBgwcRHByM4OBg9OvXD2PHjkVKSoqg2dRNRkYGrl+/jo4dO36x9Y6dnR2uXr2KOnXqAIAgv0OEhobCyMgItWrVUvnYALB48WL069cPlpaWAFgIIKLSLy0tDV5eXtDV1cXy5cshFvNRc0nGPx0iKrIOHTogLi4Ojx49KlL79PR0fPjwocjjS6VSrF+/Hm3btsWRI0cQFhaG2bNnC16YUKWwsDBcvnwZQ4cOVeo+pzn7/HF7ICIiIiqoZ8+ewcTERL4vupD69++PZs2aYezYsRg7diweP36M4OBgDB8+nCseFejatWtIS0uDq6trnq9raWlhypQpAD59jlW1169fw8zMDCKRSOVjA4CNjQ0mTpwIPT09GBsbsxBARKWet7c3Xr16hcWLF8PExEToOJQPFgKIqMhsbGwA/N9sr4I6cOAAnJyc0Lx5c3Tu3BlXr14t0vg7duzApk2b4OjoiBUrVmDXrl2IiorC8ePHi9RfaXTgwAHUqFED7du3V+o4VatWha6uLgsBREREVGDh4eHymc9Ck0gkWLx4Mfr06QM7OztcvnwZc+bMwYMHD7B+/XpcuXJF6IhqwdfXF5aWlt88LLJevXqoVq2aIOcEvHv3DoaGhiofNy/m5uaIiopCamqqRk1kIiL1cvfuXTRs2FCwlVZUOCwEEFGRlS9fHtWrV0d4eDiuXr2Kw4cPIz4+Ps97s7KyEBUVhatXr2LRokUAPu3ZmpWVhSlTphT6AbNUKsX+/fvx3XffYfXq1WjWrBlsbW3h6OiIixcvFvu9lXSLFy/GDz/8AH9//zyXXiuaSCSCtbU1njx5otRxiIiISH08e/asxBQCgE/7s0+ZMgXbt29H2bJl4enpCXd3d2zatAljxozB0qVLhY5Y6j148ACNGzf+5ox7sViM7t274+zZs1/93UFZEhMTYWRkpNIxv8bMzAwxMTEYMmQItm7dKnQcIqIiCQ8PV9pZQKR4LAQQUbFYWFhg586dGD16NObPn49ffvkFCQkJue7Jzs7GnDlz0KtXL4wePRr169fHhQsXsHnzZpw8eRJGRkZYu3Ztoca9evUq3rx5g++++y7XdUdHR9y6dQvZ2dnFfm8lmbe3N8LDw5GcnKz01QA5cg4MJiIiIspPWloaXrx4USJnCOY8pBaLxViwYAFOnDiB/v37Y/fu3Xjw4IHA6UqvlJQUPHv2DHXr1s333t69e0MikWDfvn1Kz/X57wXv3r1DxYoVlT5mQZiamiIqKgrh4eEIDAwUOg4RUaElJiYiKiqKhYBShIUAIiqWgQMHymexHDlyBCkpKRgzZgzS09Pl95w6dQqnT5+Wfz958mRUqFABAGBoaIiBAwfi4sWLuHDhQoHHPXr0KKysrGBnZ5frepMmTfD+/XscOnSomO+sdLC0tFTZP7q1a9dGVFQUMjIyVDIeERERlV6RkZGQyWQl/uGASCSCiYkJxo4dCwsLCyxcuJBnBhTRtWvXIJPJUL9+/XzvNTQ0RKtWrZT+ADwmJgYtWrTA+vXrAZSsrYFMTU3x8eNHZGdn4+HDh8U6O42ISNVkMhlWr14NiUSCJk2aCB2HCoiFACIqFkdHR4waNQoODg4wMzPDihUrEBERgZEjR+LDhw+YNWsW5s6di1atWmH//v3w9vb+YpaQh4cHbGxs8NtvvxXovIDk5GRcvHgRXbt2/WLZcYMGDdCpUyesX78eHz9+VOh7LUlyDuHp0KGDysa0traGVCpFZGSkysYkIiKi0unZs2cAUCJXBORFIpHAy8sL9+/fx40bN4SOUyr5+PjAzs6uwH/mLVu2xNOnT/Hq1SulZbp37x4yMjKwceNGbNmyBWlpaSVqRUCO7OxshIaGCpiGiKhwli1bhiNHjmDixIkwMzMTOg4VEAsBRKRQtra2WLp0Ke7evYuuXbvi1KlTaNKkCaZOnQpLS8s8fzEoV64cdu3ahXr16mHTpk35jhEYGIiMjIw8t8QRiUQYPXo0Pn78iF27dinkPZVEYrEYdnZ26N+/v8rGzJnRxwODiYiIKD8REREwMTGBnp6e0FEKzMXFBZaWltizZ4/QUUqdhIQEXLp0Cd26dStwG1dXV0gkEgQEBCg0y8OHD7Fo0SLMnDkTa9asgbGxMbp37y7firSkFAKqV68u/7pq1aoICQkRMA0RUcGFhoZi9+7dmDBhAr7//nuh41AhsBBARArXvHlzDBw4EMnJybCxscGaNWtQpUqVb7YRiUQYOnQobt68me9smNu3b8PS0hJVq1bN8/WqVauie/fuOHjwILKysor8PpSpOLnS09MRHx8PT09PlC9fXoGpvk1PTw/Vq1fnOQFERESUr4iIiFKzGiCHSCRCv379cPHiRbx48ULoOKVKzhY/hTm7Sk9PD87OzoXaHrQgZs2ahdOnT+P06dOIiYmBWCzGzJkz0bdvX9SrVw82NjYKHa+oPi9IODs74/r16wKmISIqGJlMhnnz5sHOzg59+/YVOg4VEgsBRKQUOVvWZGZmFrhNy5YtYW1tjS1btnzzvsjISFhaWn7znu+++04+M6mk2b9/P5o2bYq5c+cWqf3du3eRmZkJR0dHBSfLX+3atbkigIiIiPJVGgsBANCxY0dUqFBBJYfYqpPz58+jfv36hd5/v3Xr1rh9+7bCtvTMzMzE8+fPMXbsWHmBwc3NDSKRCJMmTcL27dthbGyskLGKSyz+v8cxzs7OePr0Kd6+fStgIiKi/EVGRuLFixcYNWpUrp9jVDrwT4yIlMLa2hru7u6YMmVKgduIRCIMGTIEV65c+eaqgMjISJibm3+zL1tbW9SpUwc+Pj4FHl8VYmNjsXTpUgDAsWPHcOrUqUL3ceHCBRgaGgpy+B4LAURERJSftLQ0xMTElPiDgvNSrlw59OzZE0ePHkVGRobQcUqF+Ph4BAcHo0uXLoVu6+joCKlUitDQUHTu3LnYW3vGxMRAKpXC3NwcFSpUQHBwMCZOnFisPpWpV69eGDduHJycnAAAGzduxLZt24QNRUT0Da9fvwYA1KxZU+AkVBQsBBCRUohEIixcuFD+obag2rVrBzs7O/zyyy8YMWIEjh07huTkZPnrycnJiI+Ph4WFRb59de/eHZcuXUJ8fHxh4yvN6dOnoaWlhYCAAHh4eODvv/8u1KqJxMRE+Pj4oE+fPoJU362trREXF4fExERVuZprAAAgAElEQVSVj01ERESlQ2RkJLKzs/NdwVlSubm54ePHjzh27JjQUUqFoKAgiMVitGnTptBtzc3NYWxsjLNnz+L169dYtmxZkT+7x8bGys8BqFGjBgCgTJkyJXrG6rRp0zBgwABUqlQJtWrVgre3N9asWaPUA5SJiIojLi4OAFCpUiWBk1BRlNx/EYlII2lpaWHChAlwcHBARkYG5s6dCw8PDwwZMgSXL1/GvHnzIBKJ0KBBg3z78vDwgEgkwrlz51SQvGBOnz6NVq1aQVdXF4MHD0ZSUhKCg4ML3H7Tpk3Izs5Gnz59lJjy62xtbQF8OoSNiIiIKC8REREAUGoLAdbW1gCAhQsXIjs7W+A0JV9gYCAcHBwKvS0Q8GnyUOPGjeHv7y+/5u3tXeh+7t+/j969e+PChQvQ0dFB5cqVC92H0HImUMlkMhahiKjEiouLg4GBAcqWLSt0FCoCFgKIqMRp1KgRtm7dii1btuD48ePw8PDAnTt3MG7cOPj5+WHWrFmoXr16vv1UqFABrq6uOHPmjApS5+/Jkyd4+vQpPD09AXzaZqd27dqYM2cODhw4gCVLlqBPnz7o0KED2rRpg3/++QeJiYmQSqU4cOAAFixYgL1792L8+PEwMjIS5D2YmZlBV1eXhQAiIiL6qoiICJiYmEBPT0/oKEWipaWF2rVrAwACAgKQlZUlcKKSKykpCVeuXEHr1q2L3Efjxo2RmpoKAHB3d4ePj0+u/8+Tk5Px5s0byGSyPNunpqbCy8sLJiYmWLNmDXbv3l2iVwF8TZMmTQAABgYGOHr0KKRSqcCJiIi+FBcXVyqLrfSJROgARCXB9OnTIZHk/9chZ6kpqU7VqlUxe/ZszJw5E3fu3EHFihXzPR/gcx4eHpg5cyZiYmJgamqqxKT5O3nyJAwMDODq6iq/NmrUKMyYMQOLFi2CSCRCjRo10K5dO9y8eRPbtm3D3r170aBBA1y+fBkAMGzYMPzwww9CvQWIxWLY2tri0aNHgmUgIipNZDIZfHx8EBMTA0dHRzRt2lToSERKlZSUhAcPHpTK8wE+t3r1anTs2BGTJ09Gnz59CnXulSYJCQlBeno6PDw8ityHo6MjgE/b+AwePBi+vr7Ytm0brl27hoSEBDx//hwymQympqaYO3cuGjZsiKysLGhpaUEkEuHw4cN49+4dNmzYADMzM0W9NZVzdnZGixYt0LVrV0yZMgXXr1/nvxlEVKLcunULR48eRePGjYWOQkXEQgARlQpisRgNGzYsdLtWrVpBW1sbvr6+GDRokOKDFVBWVhZOnjwJDw+PXEWnVq1awc/PD+Hh4dDT08tVrHj37h02b94sXx594MCBAp2NoGy2trYICgoSOgYRUang7++PP/74AwCwdetW/Pzzzxg+fLjAqYiUx83NDQDw008/CZykeIyNjeVfBwQEsBDwFQ8fPkTlypVhYmJS5D5q1aqFihUronz58rCxsYGDgwPWrVsHAOjbty/c3NxgY2ODvXv3YsyYMdi4cSOGDx8Oc3NzDB06FMHBwXBycirVRQAA0NPTw/LlyyGTyWBpaQkfHx8WAohIENnZ2fDz80PNmjXl2+X9+eef2L9/P4BPP7epdGIhgAjAggULeNCJmtLR0UHbtm3h4+ODAQMG5LtMWCqVIisrC9ra2grNERgYiISEBPTo0eOL1yQSiXzv/c9VrFgRXl5eGDFiBHR0dErMEmc7Ozvs2bMHiYmJRdoLlohIUyQnJ2Px4sWws7PD5s2bsX37dqxbtw5isRg///wzAGDRokWoUKECRo4cCZFIJHBiIsUprecD5Pj87+Pbt2+RkpICHR0dARMpVnBwMObOnYv+/fvjP//5T5H7uX//PurUqVOsLCKRCM7Oznj37h0AoFevXrh79y66dOmCSZMmye9zdXWFp6cnxowZg5SUFMTExMDLywsAMGbMmGJlKElEIhG6deuGNWvWIC0tDeXKlRM6EhFpmNWrV+Pff/8FADg4OMDc3BzHjx/HuHHj0KNHD+jq6gqckIqqZDxVIiJSoh9//BHR0dHy7XW+5vXr1xg4cCDc3Nzw4MEDhY2fnZ2NvXv3wt7eXl5NLww9Pb0SUwQAPp3hAAChoaECJyEiKtmOHDmCxMRELF68GGXKlMGwYcMwatQorF+/Hj4+PsjOzsaBAwfkZ+IQqZPSXggAPj0IGThwILKyshASEiJ0HIV4/PgxhgwZgrFjxyI+Ph5r1qxBYmJikfqKj4/HjRs35HvbF8e0adOwYMECAED79u1haWmJ9u3b57pHV1cXU6ZMQVJSEgDg/PnzWLp0KVxcXORncKmLpk2bIjMzE3fu3BE6ChFpmCNHjuDff//Ff/7zH/zwww94+fIlLl26hAkTJmDAgAHQ19cvUc8nqHD4J0dEas/e3h6WlpbfPDT44cOHGDRoEN6+fQtdXV388ccfCjkY7t69e3B3d8eNGzeKNduqJKlatSpMTU1ZCCAi+gapVApvb2+4u7ujWrVq8utDhgxBjx49sHjxYly4cAHAp4Mhly1bhrdv3woVl0jh1KEQ0LRpU4wdOxZmZmb5TigpDV68eIGRI0ciLCwMlpaWWLhwIYBP51gVxaFDhyCRSNC1a9diZ9PT05OvNC1Xrhz279+PFi1afHHf5w/8RSIRWrVqhTVr1qBKlSrFzlCSWFpawtDQEMHBwcjOzhY6DhFpiOvXr2PhwoXo3bs3xo0bh8mTJ+PMmTM4e/Ys+vfvL3Q8UgAWAohII3To0AH+/v74+PHjF6/FxMTg559/RqVKlfDvv/9iyZIlePToEU6dOlWsMZOTkzF16lQYGRnhr7/+ku+Zqw4cHR1x48YNoWMQEZVY58+fR0xMTJ4HvE+ePBl169bF1KlTAQBLly6FWCyWP5QjKq1kMpn8a3XaRqdZs2ZqUQj4/fffYWBgAF9fX+zfvx/u7u5o3bo1fHx8cv3ZFURmZiYOHjyILl26QF9fX0mJ87Zjxw7s2bNHpWOqmlgsRs2aNbFjxw5s3rxZ6DhEpAEiIyPx22+/oUmTJvDy8sq1RR63r1QfLAQQkUbo0qUL0tPT81wVsGHDBkgkEqxbtw6VKlWCvb09mjVrhm3btiE1NbVI48lkMixevBjv37/HihUr0LZt2+K+hRKlfv36CA8PR1pamtBRiIhKJB8fHzg6OsLe3v6L18qWLYu//vpL/r2dnR0mTpwIPz8/3L9/X5UxiRQqZzXl6NGjBU6iWM7Oznj58iViYmKEjlJkb968we3btzFixAgYGBjIr3fv3h3h4eG4d+9eofoLCAhAQkICvv/+e0VHzVfdunWLtN1maZOzHSe3jiMiZUtMTMT48eNRuXJlLFq0CBIJj5RVVywEEJFGqFq1KlxdXXH06NFc12NiYnDy5EmMGDEi14E3v/76K169eoW9e/cWaTx/f3+cOnUKU6dORfXq1YuVvSSytbVFdnY2njx5InQUIqISJzU1FaGhoWjduvVX7zEyMsLatWvRt29flClTBh06dIClpSU2bdqkwqREipWeng4AMDMzEziJYjk6OkIsFpfqcwIeP34MAF8UJ11cXFCxYkWsW7cOz58/L3B/QUFBqF27tlpsAVVSjRw5EqNGjUJsbCySk5OFjkNq5N27d3j58qXQMaiEkMlk+O2335Camorly5dDT09P6EikRCwEEJHG6NChA8LCwhAfHy+/tm7dOhgaGqJ79+657rW0tISnpyf279+PzMzMAo8hk8lw/fp1LF68GA4ODujUqZPC8pckVlZW0NLSwqNHj4SOQkRU4ty4cQOZmZlo1qzZN+9zdnbGpEmTAAASiQTdunXD1atXkZGRoYqYRAqXs1JQW1tb4CSKpa+vD1tbW1y/fh3v3r0TOk6B3bp1C0uXLsWECRMwZ84caGtr5zqzBAC0tLRgZ2eHK1euYPDgwQXqNzs7G5cvX0bz5s2VEZv+P4lEgvbt20MqleLmzZtCxyE1sXbtWri7u+O7775DcHCw0HGoBHj8+DFCQ0MxY8YMtZzESLmxEEBEGqN58+YQiUTYt28fACAhIQFnz57FkCFDUK5cuS/u79u3L+Li4nD27NkCj/H3339j5MiRePfuHWbNmqWw7CVN2bJlYWlpyUIAEVEe/Pz8YGpqCnNz80K1c3FxQXp6Oq5evaqkZETKlbMiQN0KAQDg5OSE06dPw93dHc+ePRM6ToGsWrUKx48fR1RUFBITE1G/fv0893m2s7MDACQlJRVo+6P79+/j7du3+RY7qfhq1KiBqlWr4tq1a0JHoVLun3/+wdGjR3Hy5Ek0btwY1atXx4QJE/DkyRMeSK3h/Pz8oK+vz+KuhmAhgIg0hqGhIYYPH46tW7fi5MmTOHToECQSCTp37pzn/VZWVmjVqhVWrlyJxMTEfPu/ePEi9u3bh59++gl79+5V+6XSderUwcOHD4WOQURUoqSnp+P8+fPw8PAo9MFq1tbWsLW1hY+Pj5LSESlXUlISAKBChQoCJ1E8R0dH+deHDx8WMEnB5GzhOHDgQBw6dAhHjx7FH3/8kee9Q4YMwbZt22BsbIwdO3bk2/f58+dhbGyMBg0aKDo2/Q+RSARnZ2cWAqhYXrx4gc2bN2PevHmIjY1F3759sX//fpibm6Nv375wdnaGl5cXwsLChI5KAvDz80PLli15LoCGYCGAiDTK0KFD4enpidmzZ2P9+vXo3bv3N39Z9fLyQlJSEn755RdIpVJERUWhVatWcHJywvfff49ffvkFt27dwpYtWzB58mQ4Oztj1KhRqFWrlgrflTDq1KmDJ0+ecAsLIqLPXLp0CcnJyUXeGu67775DYGBgrm3siEqL6OhoAOp3RgCAXBM8zpw5A6lUKmCa/D179gwpKSmwtbUFAFSvXh3GxsZ53lumTBnY29uja9euOHv2bL6f7R49eoT69evzoZGKODs7Izw8nP8uUJFkZWVh1qxZqFChAho2bAgAaNiwIcqWLYv169ejcePGAD6dcTd06FAEBQUJGZdULDY2FuHh4WjVqpXQUUhFWAggIo0iEokwe/Zs9OnTB23atMGYMWO+eX/16tUxa9YsREREYOTIkRgxYgRSUlLQpk0bWFlZ4fXr1xg2bBjWrl2LAQMGYMWKFShbtqyK3o2wGjdujKysLM5QIiL6zKlTp2Bra1vkgnDHjh0hkUhw/PhxBScjUr7o6GgYGhpCX19f6CgKZ2JiAuDTRIiEhARcv35d4ERfFxERgSFDhkBfXx9169YtcDtPT0+8f/8+3weB4eHhsLKyKm5MKqAmTZoAQKk+rJqEc+XKFdy9exd//vknNm3ahKCgIFSsWBHApxXzGzZsQEhICIKCgtCkSRN4eXnx7AANMnfuXACftqckzcASvops3LgRR48elX9fpUoVbN68ucDtMzMzERgYiIsXL+L58+dITEyEnp4eTExM4OrqCjc3NxgYGBQqkyb3SZpNIpFgypQpBb6/c+fOSEtLw8qVK2Fvb49///0XlStXBgCkpKRgxowZsLa2xqhRo5QVuUSqXbs2TE1NcfXqVbRo0SLXawEBAYiOjkb58uUREhKC/v37o1atWtDV1UVsbCy2bt2Kli1bftGOiKg0+/DhA4KCgjB69Ogi96Gvrw83Nzf4+Phg4MCBhd5eiEhI0dHRqFGjhtAxlEJLSwsnTpyAsbExvv/+e5w6dQpNmzYVOlaeNm/ejAoVKmDr1q2F+j3J0tISVlZWCAwMRLt27fK8JzExEQkJCahdu7ai4lI+jI2NYWFhgZs3b6Jjx45Cx6FS5tGjRzAwMJBvb5bX2Xg515cvX46JEydizpw5OHz4MHR0dFQZlQRw584dWFhYqGUBn/LGQoAKPH78uFizuqKjo/H3338jIiIi1/V3797h3bt3ePjwIQ4fPozx48fDycmJfRIpQa9evdCrV68vruvo6GDZsmUCJBKeSCRCw4YNcfv27S9emzRpUq7vfX19YWxsDFtbW1y+fBkAcPDgQUyfPh3dunXDxIkTcfnyZaxfvx6ZmZkwNjaGtbW1St4HEZGinD9/HllZWejQoUOx+vnuu+9w8uRJhIaG5tqXnKiki46OVsttgXLkrAro1KkTduzYgWnTpn31oZpQYmJi4OvrCy8vL1SqVKnQ7d3c3LB9+3Y0bNgQHTp0QPny5XO9/vTpUwDgigAVa9SoEa5cuQJvb2/06NGD2zJRgUVGRsLc3LxAEwskEgkmTZqEH3/8Edu3b0dGRgZiY2Mxd+5cjVn1rknevHmD9PR0jBgxQugopELcGkjJsrKysGrVqiKfwh4fH4+ZM2fKH4SLRCLY29vD3d0dzs7O8h/GiYmJmD9/fp4P5NgnESlLw4YN8ejRo68epuzm5oaLFy9i5MiRMDU1xe3bt2FjY4MjR47Aw8MDK1asgI+Pj7w4MHz4cIwZMwZ9+/bFqVOnkJWVpcq3Q0RULKdPn4aTkxOqVKlSrH4aNWqEmjVrYurUqThy5IiC0hEpX1RUFMzNzYWOoXQdO3ZESkoKAgIChI7yhUOHDkFHRwfdunUrUvuuXbsiPT0d//3vf7FixYovXn/69CkkEonarvwoqRo1aoSYmBgsXrwYx44dEzoOlSKF/blsbm6Ozp07w8fHBzt27ICvry+3K1RTZ86cQdmyZeXbj5FmYBlZyQ4ePIjIyEgAQOvWrQv9YfHvv//G27dvAXzaTmjmzJm59pxNSkrCX3/9hdu3byMrKwuLFy/Ghg0boKenxz6JSOlat26NBQsWICAgAN27dwcA+UFm2tramDdvHrS1tTF06FAMHTo0V9vffvsNT548wcKFC6Gjo4OVK1ciLS0NIpEIx48fx6xZs7Bx40a4uLigadOmaN26tcrfHxFRQb158wY3btzAzJkzi92XSCRCt27dsHr1avzxxx9o3749P99QiZeYmIikpCSNKATUqFED9vb2OHPmDDw8PISOI/fhwwf4+Piga9euRV6pUK1aNVSpUgVv3ryBr68vJk6cmGsm8I0bN1CvXj3OSFexRo0ayb/etGkTPD09oa2tLWAiKg1SU1MRERGB9u3bF6rdgAEDck1E2Lx5Mzp27MitgtRMcHAwXFxcuNW2huGKACWKjo7Gvn37AABt2rSRn9BeUCEhIbh37x6AT0u0Zs2a9cXBcwYGBpg5cyaqVq0K4NOHv0OHDrFPIlIJIyMj1KlTBxcvXpRfW7NmDSpWrIjjx49/8xcUAwMDLF68WL4fdsOGDdG0aVO4uLhg3rx5GDVqFFJSUuDt7Y1JkybhwIEDqnhLRERFcubMGZQpUwZubm4K6a9Hjx5o1aoVAODcuXMK6ZNImZ4/fw4AGlEIAIAOHTrg8uXLeP/+vdBR5Hbt2oX09HT079+/WP14e3tj69atSEpKQmhoqPx6VlYWrl+/DldX1+JGpULK+Z23Zs2aiI+P5++9VCDr16+HTCaDu7t7odrVrFlT/vWiRYsQFxeX68xLUg/x8fEwNTUVOgapGAsBSiKTybBq1SpkZmZCT0/vi5mwBXHixAn5125ubrCwsMjzvnLlyuX6sHf69GlIpVL2SUQq0a1bNwQGBiIxMRGxsbE4efIkBg4ciIoVK+bbtlatWvD19cXs2bNzXReJRBgyZAhOnTqFwMBAtG/fHosWLcKmTZuKvNUaEZEy+fr6onnz5gqbuW9gYIClS5fC2dkZJ0+eVEifRMoUFRUFABqzZYy7uzukUin8/f2FjgIASEtLg7e3N7p37y5/aFxUurq6sLe3R+XKlXHhwgX59Xv37iE5ObnEHpKszkQiEXx9fbFnzx60b98eBw8ehEwmEzoWlWBv376Ft7c3BgwYgGrVqhW6/V9//YU6deqgXbt2aN++Pfbu3ctnLSVUUFCQfDeNwkhISICxsbESElFJxkKAkpw8eRIPHjwAAAwePBiGhoaFap+ampprz/v8lnI1b95cfpDThw8fEBYWxj6JSCXatWsHiUSC/fv3w9vbGzo6OujZs2eB20skkq8eXiUSiVC+fHksXLgQgwcPxrp169CnTx+Eh4crKj4RUbG9ffsW9+/fV8oWZl26dEFoaChevHih8L6JFOnZs2eoXr36F4fLqqvKlSujcePGOH36tNBRAABr165FSkoK+vbtq5D+RCIRPD09ERAQgJMnT8LJyQnTpk1DpUqVULduXYWMQYVTsWJFaGtrw9PTE5GRkXj48KHQkagE27NnD7S0tPDjjz8WqX3btm2xc+dOiMVi9OvXDy9evMCkSZMQGxur4KRUHA8fPsSvv/6KmTNnFqo4mJmZiaSkpCIdKk+lGwsBShAfH4/t27cDAOrVq1foZVgA8ODBA2RmZgL4NOvd2tr6m/eXKVMGtra28u/v3LnDPolIJYyNjfH9999jw4YN2L59u1L2jxSJRBg9ejRWr16N+Ph4/PTTT/Ltw4jU3a+//lpiHjRR3q5duwYASpkl27ZtW1SoUAF79uxReN9Usp05cwYuLi6YPHkyUlJShI6Tr2fPnn2xlae669q1K65du5Zr+xwhpKWl4eDBgxg0aJBCt3lwdnZGQkICfv/9dwCfzkIZMGAAtLS0FDYGFZ6LiwsqV66caxU90efev3+P/fv3o3fv3grZ/93e3h7Ozs4ICgpCv3798PTpUwWkJEXYvHkzKlSogGvXruH8+fMFbpeQkAAAXBGggVgIUIK1a9ciNTUVEokEo0eP/upM12/5fNaXubl5gT5sWVlZyb+Ojo5mn0SkMjkrn0xNTYu9L+23NG3aFPv27YO5uTmmTJkiP5iYSF29f/8eQUFBmDlzJjIyMoSOQ18RERGBKlWqKGVWVfny5dG/f3/5nt1paWkKH4NKnufPn2PGjBmQSqW4ePEi/vvf/5b4bUAiIiJgaWkpdAyV6ty5M0xNTbFjxw5Bc1y+fBnp6eno1KmTQvtt0KABtLW1IZPJUK9ePWzdurXIs4tJcSQSCVq1aoXAwEBumUl52r9/P7KyshT6e9nq1atx5swZ6OnpYefOnQrrl4ru6dOn8PPzw/jx49G0aVOsW7cO6enpBWrLQoDmYiFAwS5evIjr168DAHr16lXkPTI/fxhepUqVArWpXLlynu3ZZ/7evn2L+Ph4hf6PSJMYGBjg2LFjOHLkCMzMzJQ6VtWqVbF8+XJkZWVhwoQJpWKWJFFhxcbG4vLly4iMjJRfu3z5snCB6JtevXqF6tWrK63/wYMH46effsKaNWvg5uYGPz8/yGSyIu0HS6VDzlaX/v7+mDhxInx9fYt0UKNUKsXs2bOxcuVKpRaR0tLS8PLlS41bESASiTBq1CgEBgbm2tpU1by9vWFvb5/rgE9FKFeuHJydnQF8mhHs4OAAsZiPEEoCV1dXxMTEYMSIEUJHoRImKysL3t7e6NKli0If8orFYhgbG6NLly7w8/PjxIQSYPPmzahWrRo6d+6MsWPHIjIyEr6+vvIdNr4l53cMbg2keSRCB1An79+/x8aNGwEA1atXxw8//FDkvj58+CD/uqDnC3x+MGdycjL7LIRJkyYVuk1+jh07pvA+iUoyVe4JXLVqVaxcuRI///wzpk2bhmXLlvEXU1IbKSkpGDp0KF6/fi2/Zm5ujgMHDqBNmzbCBaOvevnypVILAWKxGOPGjYODgwPmzJmDyZMn46effsLOnTuxadMmNGzYUGljkzCeP3+OSpUqQU9PDz/88AOuXLmCbdu2wcPDA+XKlStwP9HR0fLDpj9+/Ihp06YpJW9kZCRkMpnGrQgAPh0avGXLFmzcuBGrV69W+fhv377FjRs3MH36dKX036JFCwQGBipkexFSnJYtW6J169YICAhAfHw8H+aR3MWLF5GQkIDevXsrpf+OHTtiw4YNCAoKyvc8R1KeyMhInDt3DlOnToVEIoGtrS2cnJwwZ84cLFq0CEuWLIGLi0uebZOSkrB+/Xo0bdqUKwI0EJ+aKNCmTZuQmJgIABg9ejTKlClT5L4+r66WLVu2QG0+vy+v6qwm90lE6sfGxgYLFy7EpUuX8O+//wodh0hhdu3ahXfv3mHixInya4MHD8aVK1cQGxvLwwFLIGWvCMjRtm1b+Pn5oUaNGvJl+ePHj8fLly+VPjapVlRUFMzNzeXfjx07Fi9fvsT+/fu/uDczMxMymQxSqfSL1x49egQAGDRoEI4cOaK0nx85+0Vr2ooA4FOhbtiwYbhy5Qru3r2r8vEDAgIAQCmHlQOQF3dK+tZUmkZLSwuzZs2ClpaW/L8BIgA4ePAg6tevn+9Zi0VVs2ZN2NnZ8fwqgW3evBlVqlRB165d5dfGjBkDExMTVK5cGdOnT0dkZCSWL1+ONWvWAPj0ebVfv35wc3PD+/fvMWXKFKHik4C4IkBBQkND4efnBwBo164d6tevX6z+Pt8HWCIp2B/T54WHvPYF0+Q+87NkyRIYGRkVuh0RCatZs2YYNGgQ/vnnHzg5OcHe3l7oSETFkpmZiQMHDqB79+7yD+pxcXGoUaMGxGIx5s+fj+DgYOzevRs2NjZCxyUAqampiIuLU0khAPi/1QGTJ0+GtrY20tLSsGrVKixcuFAl45NqhIeHo0GDBvLvLS0t0bNnT2zduhUdO3aUb5+ZMxM8ISEBFStWxNq1a3M9/Ll79y5MTEzwyy+/4MKFC9i+fbtS/lt59OgRatasCV1dXYX3XRq4ubnB0tISGzZswKpVq1Q6tp+fHxo1apRrhbQi1a9fHyNGjCjWandSDkNDQzRq1AgXL15Er169hI5DJUB0dDSuXr2KOXPmKHWcTp06YeXKlXj//j0qVKig1LHoS9HR0Thz5gwmTZqUa1Ksvb09Tpw4gcTERAwePBgDBgyQb6M7bNgwnD9/Ho8fP8bo0aPRrFmzIm9lTqUbVwQoQFpamrzCpq+vjyFDhhS7z8//MmdlZRWozef7gGlra7PPQjAyMkKlSpUU+j8iUo0RI0bAysoKy5cv54FpVOr5+fnlWs5tYmICe3t7GBgYoCpGRLgAACAASURBVGHDhggODgYAHD58WMiY9Jlbt25BJpPlemirbK1bt4aLiwvmz5+PKVOmwNfXF1FRUSobn5Tr3r17iIiIQPPmzXNdHz58OMqVK4c5c+YgJSUFy5Ytw/DhwyGVSvHDDz8gIyMDw4cPl2+Tefv2bRw8eBDNmjVD2bJl0bNnTwQEBOD9+/cKz/zo0SONLk6KxWIMHz4cwcHBuHDhgsrG/fDhA65du4a2bdsqbQwtLS0MGzYM+vr6ShuDiq5Jkya4detWgX9vJvV28uRJ6OnpKX3Lnvbt2yMzM1P+uZRUa8uWLahYsSK6d++e5+uGhoZYuHBhrrP01q1bh2f/j737jorqats4/JsBFAUFxUJUFCtKrBEsiCIIEYUI9t5rrLE37AaMvcWOxhoLCgQUNHbB2GPvGoxAUEAlgiIMzPcHH/NKRAWc4QCzr7WyFjBn9rlnBYczZ+/9PH/9Ra1atejfvz8WFha5FVfIY8REgBps376d58+fAzBw4EC11E98v/bn+yvkP+X94zKrHarNYwqCUHDp6urSs2dPrl69yoIFC6SOIwg5olAocHFxYdq0aTRs2JCqVat+cMy3336r+jooKEiUwssjLly4QOnSpTOUcdE0uVzOzz//TMuWLXFxccHIyIjx48dz8uTJXMsgaM7OnTspX748zZs3z/BzY2NjZs+ezYULF2jRogV79uzhhx9+4MiRI0ycOJF9+/aRmJjI7t27iYuLY+bMmVSvXl3VC8vZ2ZmUlBSOHDmi1rypqancu3dP628qtGrVisaNG7Nu3bpcW5gQEhKCQqEQ/WO0WMOGDUlISOD+/ftSRxHygCtXrmBlZaXxeyKlS5emYsWKkjZJ11YREREcOnSI3r17f/L/c82aNdm/fz+//PILo0ePZvv27fj7+2tlCT8hIzER8IUePnxIYGAgkLZtslWrVmoZ9/0VF+l9Bz7n5cuXqq8NDQ3FmIIgaA0XFxeGDRuGn58fly5dkjrORymVSm7evCl1DCEPCg4OVjUH/v777zM9xsHBAblcjr29PfHx8Rw9ejQ3IwofceHCBaytrZHJZJKcv3DhwrRp04awsDAmTJiQ5WsnIW+6fv06R44coW/fvujo6HzweOPGjVmwYAEeHh7s3r2bXr16IZenfaQrU6YMnTp1YtOmTfTo0YP4+Hg8PT1VNwpKlSqFjY0NAQEBas0cGRlJQkKC1k8EAAwZMoTHjx9z9uxZjZ8rJSWFPXv2ULduXUxNTTV+PiFvsrS0REdHh9u3b3/ROKGhoUyfPj1PX0cLn5aYmMj169dp2LBhrpyvXr16/Pnnn7lyrqxISUlhx44dquvpguqXX36hePHiWSoHVqlSJWrXrk3Pnj1Vu0QqVqyo6YhCHid6BHyhsLAw1YqP6OhoJkyY8NFj4+LiVF+/ePEiw7Fdu3bF2tpa9X2FChVUX6fvNvic6OjoTJ8vxhQEQRv07duXs2fP4unpya5du/Lk7qDDhw/j4eHBli1bqFOnjtRxhDwiPDyc2bNnY2BgwLJly6hfv36mx5UsWRJPT08sLS158+YNvr6+uLq65nJa4X2vXr3i/v37dO/eXdIc/fr1Iz4+nsDAQHx8fBg0aJCkeYScSUlJYdGiRdSsWfOj2/2BT5Z8SG8qfOvWLX766acProu/++47Jk2axOPHj1VNYL9UekNibS4NlK5u3bpUrVqVgwcPYmtrq9Fz+fn5cfPmTTZu3KjR8wh5W6FChahcufIX7Qi4efMm48ePR6FQcObMGXx8fFR9SNIlJSWhp6cn2aS38Hl//vknycnJNG7cOFfOZ2dnR0BAAHfv3qVmzZq5cs7/8vf35/jx4zRt2pRq1aqxfPlytm/fzuTJk6lQoQIhISEfnVjPj6KioggICGDYsGEUKVIky8/T0dHBy8sLd3f3L+5nKuR/YiJAjf755x/++eefLB2rUChUF82QcZIAMt7MfvLkCSkpKZ9983r06JHq68yafmjzmIIgFHx6enpMmzaNvn37smXLlo+uqpZS+gqVX3/9VUwECCrpu0QCAgI+23At/QZg+/btmTJlCmFhYZibm2s6ovARly5dQqlU0qhRI0lzlCpVitmzZ6Onp4evry8DBgxQrRIX8g9/f3/u3LmDt7d3jm9a6OnpsXjx4o8+3rx5c4yMjNi3bx+TJ0/OadQM7t69i4mJieiRBchkMlxcXFi3bh2vX7/WWF39t2/fsnHjRhwdHWnQoIFGziHkH9WrV8/xREBiYiLTpk2jVq1aLFu2jI4dO9K2bVtWrVpF06ZNSUxMxMPDgzNnzlCiRAnGjRuXoVShkHeklyrMrdIvtra2lC1blj179jBr1iy1jZuamopCocjQO/K/EhMT+fvvv1m9ejWJiYmEhoYCaTe8CxUqxKRJk1THpqSkMHjwYLXlk9K2bdswMDCgc+fO2X6uTCajSZMmGkgl5DfiE0IeVatWLfT09IC0N7kHDx588vjk5OQMEwuZzfJp85iCIGiHatWq0aVLF3bs2JGhZFhekZKSAsCRI0fw8vJCqVRKnEi7JCcns27dOtauXUtUVJTUcVTCwsIwMTH57CTA+2xtbdHT02Pv3r2EhYVpLpzwSRcuXMDc3PyDlZNSad26Nc+ePRO1ovOhsLAwFi1ahKurq0YbT+vp6dGjRw/8/Pw+WIiUU7du3eLrr79Wy1gFQZs2bVAoFBw7dkxj5zh//jwxMTEMGzZMY+cQ8g8LCwsePnyous7Mjt9++42oqChmz56NsbExY8aMAdJ2F+3du5dr165x8uRJ+vfvj4mJCdOmTWPSpEkkJCSo+2UIX+j8+fM0atQo13Zt6Orq0rt3bwICArh8+bLaxp03bx42NjaqEtz/dfPmTVq3bk2PHj14+fIlS5cuZdy4cUDaZy1fX1/at2+vOn7Hjh1q+3snpZiYGPz8/OjevTsGBgZSxxHyMTER8IUcHR0JCAjI0n/pf1QhrYbn+4/9d4tvkSJFMnwI+NyF5NmzZ3n79i2QViO/du3aHxyjzWMKgqA9+vbtS2pqKoGBgbx+/VrqOBlcunSJmjVrMmnSJPbv38/OnTuljqRVfvvtNzZt2oS3tzc9e/YkJiZG6kiEh4dz9uzZbK/e0tfXx9bWlr1799KpUycUCoWGEgofo1QqOX/+fIbSjlKrV68eBgYGhISESB1FyCZvb2+KFy+eYRWjpri7u5OamqqWpsGpqancuXMHS0tLNSQrGEqXLo21tTWHDh3S2DlCQkKoWLGi2BEmAGlluRITExkwYEC2bsgqlUp27NiBk5OTquH9d999x8mTJ2nfvj0LFy5kxIgRFC1alCFDhjBz5kwAjh8/zogRI3I08SBoRmxsLPfv38+1skDpunTpgqWlJevXr1fbmOkNiL28vEhISGD37t38/fffQNrN8ClTplCpUiV69uxJ5cqVqVu3Lt26dcPJyYmRI0eiq6vLmDFjsLGxYePGjSgUCn799Ve15ZPKtm3bKFSoEN26dZM6ipDPiYmAPKxt27aqr48ePcqTJ08yPS4xMTHDzSRnZ+ePbifW5jEFQdAOxsbGtGrVihUrVmBvb//ZXUW56d69ezg4ONClSxfatGnDb7/9JnUkraFUKtm/fz8tWrTA19eX5ORkSesqX758mTlz5uDu7s7t27epXr16tsd4v7zUwYMH1RlP+H8xMTEfnWR58uQJERERNGvWLJdTfZyenh6NGjXKlUalgvrcuXOHoKAg+vfvT9GiRTV+PhMTE2xsbNi3bx+JiYlfNFZkZCSvX78WEwH/4ejoyNWrV3nx4oXax1YqlYSGhtK8eXO1jy3kT+n9OW7dusXQoUOz/Lz79+8TGRmZoSeJTCbD0NCQadOmqcqpFCtWDLlcjoWFBdu2bWPt2rXcvHkTX19f9b4QIccuXrwIkOulCuVyOQMGDODKlSuqG/g5FRUVRUJCAuHh4QwcOBClUsnSpUtZvHgxHTp0UC30io6OZuHChYwdO5Z9+/ZRuHBh5HI5Xl5e9OvXD0hbILpy5UoaNGhA586d+fXXX7/4752UXrx4wf79++nevTuGhoZSxxHyOTERkIdZW1urttkqFArmzp37wfb/f//9lx9//FHVm6BYsWKf7B6uzWMKgqA93q+bqI4Vj+qQlJREXFwcpUuXBtJuEjx+/Ji//vpL4mTa4fbt29y/f58OHTpgZmbGgAED8PPzk2zXyLRp0wgICGDgwIEsXLgwR+UdOnTowPDhw2nRogWbN28WpabU7Ny5czg7O9O7d29evXr1weMhISEULlwYKysrCdJ9nK2tLTdu3Mg0s5D3pKSk4OXlhZmZGZ06dcq18w4ePJiIiAhWrVr1ReM8fPgQIEeTmQVZixYt0NXVZfz48Wp/b75//z7R0dEab0Ys5B/GxsYZvs9q+cOzZ89StGhR6tev/8FjMpmMwYMHM3jwYH744QfVzy0tLbG2tqZNmzZ4e3vnud232urMmTNUq1ZNkl4tLVq0wNzcnB07duTo+UqlktmzZ+Pq6oqdnR2pqak0a9YMFxcX/P39VcfNmDGDhw8f8vXXX2Nqaprl8du3b09CQgIjRoxgz549OcqYm5RKJX5+fty4cUP1sx07dqCjoyN2AwhqISYC8rgJEyZQsmRJAJ4/f86YMWOYPn06K1euZP78+QwYMICrV68CaY1RJk+e/NkZQm0eUxAE7VC3bl2cnJwA+P333/PEDdLY2FgA1QV6kyZNKFq0qEZrCAv/4+fnR9myZWnatCmQtoMs/UI7t719+5bY2Fhmz57N999/j4ODQ45qfRoaGjJgwAA6d+5MRESEmFRSs/QFCNHR0Xh5eX3weGhoKFZWVujr6+dysk+zsbFBqVRy7tw5qaMIWXDw4EFu377N3Llz0dXVzbXzWlpaMmTIEHx8fLh9+3aOx3n48CHFixcXjYL/w8TEhDlz5nDjxg21L0hIf68XuzCEzBQuXJjg4OAsHXvhwgUaNmz40aascrmcoUOHqq6p3zdkyBBevHih0RJYQta8fPmS48ePZ6iqkJvkcjndunXj1KlT2e7BFRcXx5kzZwgMDKRz58706NGDJk2aUKNGDZydnVXHTZo0icOHDxMcHEzVqlWzdY5KlSphYGDAtWvXWLRo0RfvXNC0bdu2MX/+fBYvXgzAq1ev2LdvH127dsXIyEjidEJBICYC8rhSpUoxf/58qlSpAqTV4bx+/Tq///4758+f5927dwAYGRkxffr0LDUX0+YxBUHQDjKZDC8vL1avXk14ePgX3eRQl/R69Ok7AgoXLoytrS0nT56UMJV2SEhIIDg4mHbt2qnKx5mamtK6dWv8/PwYNmyYxmuqx8bGEhwczIQJE1QraCtUqKCWsevXr4+enh4XLlxQy3hCmtjYWExNTRkzZgzHjh3L8D4SGxvLlStX8uSK3NKlS2NhYSH6BOQD7969Y/369Tg6OmYo9ZVbunXrRpUqVViwYEGOJ8wfPXpE1apVc605ZX7SqlUrIK3xpTr9+++/6Orq5koZKSH/WLx4MSNHjsTGxiZL15aJiYlcu3Ytx31uzMzMqFOnDosWLRLl6CTm7++PXC6nXbt2kmVo27YtRYoUYf/+/Vl+ztOnT2nVqhXjxo3D0tKSyZMnM27cOFavXo2+vj4NGjRQHdulSxcGDBgAQLVq1bKdr0WLFkDavaPsZMxtb968wdvbG0ib9FUoFOzatQulUkmPHj0kTicUFGIiIB8wMzNj8eLFjB07lm+++YZSpUqhq6uLsbExFhYW9OvXj59//jlbf8S1eUxBELSHlZUV5cqVY9euXVJHUU0EvL9q0sbGhrt37/Ly5UupYmmF69ev8/bt2wwriwBat27NkydPuHTpEps3b1b7ed+9e8fbt2959OgRHTp0wMPDg5MnT9K/f39AfRMBRYoUoU6dOmIiQM1evHhByZIladu2LZUrV6ZPnz6sX7+esLAwpkyZQpEiRWjdurXUMTNlY2PD+fPnSU1NlTqK8An79u0jJiaG77//XpLzFy5cmBEjRnD79u0cr5B89OhRjm7KaAO5XM4PP/xAYmIi8fHxahs3Li4OIyMjMfkiZNCyZUv69euHvb09N2/e5Pnz5588/tq1ayQlJX1RTXkXFxeALy4xJuScUqnE19cXJyenD0pE5aaiRYvSunVrDh06lOVrj/QGwECmN7nlcjnFixdXfT9kyBAWLFiAq6trtvNNnz4dHx8fevfuzdGjR/Ns+cTg4GDevHnD/PnzefPmDefOnWPPnj106tSJEiVKSB1PKCByb/+pgKOjI46Ojjl6rp6eHg4ODjg4OKgtjzaPKQiCdtDV1aV9+/Z4e3uTmJgoaQmP58+fo6urm2FLZ/qHrwsXLuTZG4oFQVRUFHK5nPLly2f4eePGjVVfX79+nQcPHnxRnesXL17w77//Ym5ujkKhoF+/fqpm1QYGBvTs2ZPIyEhOnDgBpJWOUJfGjRuzbds2FApFrpYXKchevHiBiYkJOjo6jBkzhh9++IGNGzeyceNGihUrxrx58zJ8QM1LrK2t2bJlC48ePRK12/OohIQEtmzZQrt27ahUqZJkOWxsbKhUqRJTp05l9uzZGd4XPycpKYknT57QpUsXDSbM35o1a8by5cu5fPkydnZ2ahkzfSJAEDJja2uLjo4OJ0+e/OS/zYsXL1KyZMlsl1l5n7u7O8WKFWPKlCn8/fffVKxYMcdjCTlz48YNIiIimDFjhtRRcHV15cCBA1y6dClLE0x//PEHkLabpWXLlpke4+/vT0pKCpD2uS6n99P09fUxNzfHzc2NdevWERgYSK9evXI0lib5+/vTokULHB0d8fDwUPXnyItZhfxL7AgQBEEQCjRHR0cSExMJDQ2VNMepU6ewtLTMsIKvTJkyVKlSRdTy1rCoqCjVjrL3pU80m5iYULp06S/eKjxlyhQ6depEx44d6dGjBw8ePMDFxYXBgwcTFBTE2LFjWbRoEb6+vmzatEmtqzmbNGlCQkICN2/eVNuY2iw1NZXY2FhVryJbW1suXrxIYGAgixcvJiAggObNm0uc8uPq1atH4cKFxS6RPCwoKIjXr18zcOBASXPI5XJ69OhBdHQ0I0aMyNZz//77b1JSUsSOgE+oXLkyNWrUIDAwUG1jxsXFSbryV8jbihcvTtOmTQkMDOT06dMf3Y1y9epVGjZs+EXXIjKZjGbNmqGnpyf5dba2CgoKokyZMhnK6EilTp06VKxYMUvvdzExMfj4+NCnT5+PTgIAFCtWTK3vdyVKlKBFixYcPXpUbWOqy/Pnz7l16xaOjo7o6uri5eVFs2bN8PDwEH14BLUSEwGCIAhCgWZmZkaNGjUkveALCwvjwoULdOrU6YPHWrZsyYkTJ7h16xZ79uxBoVBIkLBge/bsGaamppk+tmDBAg4ePIirqyvBwcFftFX4yZMnWFpaUrRoUR4/foy1tTVz5sxh6NChGWo5m5mZUb9+/RyfJzM1a9bEyMhItbpKyD6lUsmRI0fo06cPjRo14vbt2xk+fMpkMkxNTWnZsiWGhoYSJv28woULU69ePTERkEcpFAq2b9+OnZ3dR9+bclN6eY/sSt/x9CUrirWBq6srZ86cUVspCrEjQPgcNzc3bt++zbhx4/Dw8Mj0mLCwMFUvvi9RpEgRvvnmG3H9IQGFQsHRo0f59ttvVT2wpCSTyWjbti0nTpz4bNnTgwcPIpfL6devX+6Ee4+trS23bt3Kc+WBTp06hY6Ojqr/lJOTEytWrMDd3V3iZEJBIyYCBEEQhAKvVatWhISEkJiYmOvnfvXqFdOmTaN06dKqxoHva968OfHx8UyePJlFixYxY8YMMRmgZs+ePaNs2bKZPiaXy9HV1aV79+4AbN68mdDQUN68eZPp8REREWzZsoWJEyeya9cuIiIiAEhOTubFixd06NCBX375hbFjxzJnzhzNvKBM6Ojo0KxZM3bv3s3p06dz7bz5XVRUFD/++COdOnXC2tqaadOmERYWpno8L6ywy6lGjRpx5coV8X6SB507d46IiAjJdwOk09fXZ8qUKcjl8mz9vjx48ABTU1OKFSumwXT5n7OzM0qlksDAwBw3ZX7fq1evxESA8EnffPON6uuQkJAMtdghreH0q1ev1FbKp3Hjxvz5558kJyerZTwha0JDQ3n58iVt27aVOopKx44dSUlJISgo6JPHHThwAEdHR0lKLDZt2hSlUomfn1+un/tTTp06RcOGDfNs2Umh4BATAYIgCEKB16pVK96+favR1bFKpZKLFy+ya9cugoOD2bx5Mz///DNdu3YlJiaGZcuWUbhw4Q+eV6tWLUqWLElUVBRly5blxIkTLFmyRGM5tU10dDT37t37oD/Af5UsWRInJyd27drFmDFjaN++PdHR0RmOSUhIoHPnzvz888+cOHGCpUuX4ubmxoIFC/j7779RKpWYmpqio6NDz549KVOmjCZf2gcmTZpE7dq1WbhwoaqeqvBpa9euxdfXlxo1ajBgwAC8vLw4ffo0ly5d4tKlS6pVWflRo0aNePv2rSgXlQf5+vpStWpVLCwspI6iUrduXVJTU1U9TLLiS/uqaIuSJUtiZ2fH8uXLWbBgwRePFxcXJ24UCZ9kZGSkanBfokQJfHx8MjyePjGgrv4k1tbWvH37llu3bqllPCFr/Pz8qFmzJjVq1JA6ikqJEiVo0KDBJ8ueJiQkEBERgY2NTS4m+5/SpUtjaWnJ6tWruXr1qiQZMvP48WPq1q0rdQxBC4iJAEEQBKHAMzc3p3Llytm6wZFdBw8e5Pvvv2fp0qV4eHiwZs0atmzZQrly5Vi/fj01a9bM9Hm6uro4OzsDMHToUIYPH86BAwf4559/NJZVm6xZswZdXV169Ojx2WP79u0LpK2OTUxMZOjQobx9+1b1+NOnT0lKSmL16tVcuHCB3377jVGjRhEQEEDXrl0BJC3zYWhoyPDhw4mKihK1erMoMjKS1q1b4+npyfDhw3FycpI6ktpYWFhQrFgxzp8/L3UU4T2XL1/m1KlT9OzZU619Qr5UjRo1qFu3LgcPHszS8Uqlkvv374uJgCyaOXMm9vb2+Pn5qXaSZcW+ffuwsrJi3rx5nDp1CoVCIUoDCVkyevRoGjZsyLfffsvRo0eJiori6tWrpKSk8PTpUyCtVKE61KhRg2LFinHp0iW1jCd83q1btzhz5gzt27eXOsoHmjRpwuXLl0lKSsr08WfPngHSXjNv2LCBsmXLsnfvXskyvE+hUBAbG0vp0qWljiJoATERIAiCIGgFe3t7Tp8+rZEyGfHx8WzYsIE6depw7tw5fHx82Lp1K0FBQWzZsoXKlSt/8vnu7u4YGBhQr149OnXqhI6ODseOHVN7Tm3j5+dHQEAAAwcOVDV9/ZQKFSqwZs0aAgICWLt2Lc+ePcPZ2ZkzZ84AqG7e1KxZE7lcTrly5ejbty8rVqxQjZHbuwD+6+uvv8bS0jLPfLDJ66KioihXrpzUMTRCR0cHKysrLl68KHUUrRYSEkKfPn0YMWIEffr0YejQodSuXTtPlXJI5+zszB9//PHZ2s6QNokWGxtL7dq1cyFZ/mdoaMi8efMoVKgQwcHBWXrOzZs3+emnnwDw9/dn/PjxeHl5ER8fLyYChCxzcnLi+fPnuLm5MWjQINzc3Fi9ejXGxsYYGBio5Rw6Ojo0bNiQCxcukJqaqpYxhQ/dvXuX3bt3c+PGDdXilZz2eNGkJk2a8O7dO65du5bp41FRUYC0EwH6+vr07NmT48ePExMTI1mOdC9evCAlJeWjpUwFQZ3ERIAgCIKgFRwcHIiLi+PKlStqHzswMJBnz54xZ84cdHV1MTc35+uvv87yqo4qVapw8uRJKlWqRNGiRbG2tlbdfBZy5syZM8yfP5/27dvTpUuXLD+vUaNGlChRAktLS1asWEFCQgITJkwgICCAiIgIDAwMPrgBY2VlRVBQECtWrMjQFFgqXbt25dy5c6pGntrO19cXFxcX5syZw+HDh3nx4gUAKSkpPH/+vEB/6GrcuDE3btz4aM8LQfOWLVtGXFwcRYsWxcTEhOHDhzN37lx0dXWljvaBb7/9Fl1dXfbv3//ZY2/cuAEgyhhkg76+PnZ2dhw+fPizvQJSU1Px8vKievXqnDt3jqNHj1K7dm38/f0BMjQyF4RPqVu3LiYmJqSkpGBpaUmhQoV49uyZ2ifBGzduzJUrV2jRokWeKrdSUISHhzNw4EAWL15M//79VT/X19eXMFXmqlWrhomJCb6+vpm+10VFRSGXyylVqpQE6f7H1dUVHR2dPNEr4Pnz5wBiR4CQK8REgCAIgqAVLCws+OqrrzRSHujQoUPY2tp+UdO190tENG/enKtXrxIdHa2WxoLaaNGiRdSrV4+pU6fmuPyGlZUVZ8+exdHRkTlz5rBy5UrKli2b6XilS5emWbNmXxpbLVq3bk2FChVYunSp1FEkp1QqWb58OcWLF+f48eNMnz4dd3d3jh07RmRkJCkpKZKuSNM0a2trUlJSNDIBKqQ5efIkr169yvQxhUJBeHg4vXv3ZtGiRSxbtowBAwaorUGnuhkbG+Pu7s6uXbtISEj45LHXrl2jYsWK4oZ0NrVu3ZrHjx/z8OHDTx53/fp17t27x9ixY9HV1cXY2Bhvb2/VTT9DQ8PciCsUAHK5XHVzcdiwYRw4cIBdu3bh6emp1vM0btwYgMTERGbNmvXZ9xAh6+7du8fQoUMxMTFh2rRpUsf5LJlMxqhRozhy5Eimk0KPHz+mdOnSkk+IFy9eHAcHB44ePSppDqVSqZoIkHpnsaAdxESAIADTpk1j+PDhn/1PEIT8SyaTYW9vz4kTJ9S6bTksLIzbt2+rtcyDo6MjSqWSNm3a8Ntvv6ltXG2RfkHdunVr5PIvu9QpVKgQ8+fPZ+rUqTg5OdG5c2c1pdQcXV1devbsyeXLlwkPD5c6jqRiY2NJSEhg6NChHDp0iOXL+u6NEQAAIABJREFUl9OwYUMmT56sqqtrbm4ubUgNqlixIqampvzxxx9SRymQ4uLimDBhApMmTcq0QXd4eDgpKSn56nesV69evH79Gl9f308ed/36derVq5dLqQqOJk2aYGho+NlFCf7+/pQtWxYrKyvVz3R0dFi3bh2gviavgnbo1KkTALVq1QLSavpXqFBBredI7zdQtmxZoqOjWbNmDXfu3BGlLr/Qq1evGDJkCCVLlmTjxo106NCBpk2bSh3rs1xcXDAzM+PAgQMZfh4bG4uvry/29vYSJcvI1taWhw8fEh4eTnx8fK6e++XLl8ybNw87OzsmTZoEiN1eQu4QEwGCIAiC1nBwcCAmJkZV0kAdgoKCKFasGLa2tmob09jYWPWBKrMbeK9fv2bt2rWMHj2akJAQtZ23oHjz5g0KhUJtF9MymYyOHTvi5eWVLyYCIK3ER+nSpVm2bJnqZxERESxfvpzu3buryksUdOkNEStWrIiBgQG2trYsWbKEVatWMWXKFNatW6f2myF5iUwmo3nz5pw5c0bsLlKziIgIVRPyK1eu0KpVK1asWMGKFStYu3Yt169fZ+XKlUD+umn71Vdf4e7uzoYNG4iNjc30mISEBB48eCDKAuWAnp4ejRo14ty5cx89JiIigkOHDtG9e/cPJrNr167NpUuXRPkIIVvc3d05deoUJUqU0Ng5ZDIZwcHB+Pj40LZtW/bs2cOgQYOYPHmyauLL2dmZBQsWiD4C2bB+/XqUSqVqVyqg6k2lo6MjZbRPkslkuLm5cfz4cf7991/Vz1evXo2uri5DhgyRMN3/NGnSBH19fdzd3WnZsmWGrJpy/PhxtmzZwvbt2/n9998pV64cDRo0YMqUKTnexSwI2ZH3ilMKggQ8PT0lr1EnCILm1alTBxMTE06cOEG1atUoWrToF19wnT17lubNm1O4cGE1pUzTs2dPPD09M72ZvXz5ctWN3HPnzjFz5kxcXV3Vev78LL1MhzY3UzQyMmLUqFF4eHiwZs0ahg8fTp8+fYiLi8PCwoJ58+bx1Vdf0ahRI6mjakRSUhIzZsxQrUQsX7686jG5XJ4vVtOpi62tLfv27ePRo0dUq1ZN6jgFxurVq3nx4gWrV6/mzZs3rFu3ju3bt2NqakpUVBTe3t7o6OhgY2OT764xR44cydGjR1m9ejWzZs364PHff/+d1NRUVSkQIXuaNm2Kl5cX//77L8WLF//g8d27d1O8eHHVKm5BUAd1NQb+lPT3urFjxxIUFMS7d+8AmDVrFrVq1SImJgYfHx8UCgVTp07N0zey84Lo6Gj8/f0ZPHhwhkkcuVzOjz/+mOf/pn/33XesW7eO3bt3M2TIEOLi4ggKCmLkyJGZvvdJwcjICGdnZ1WfgG3btjFy5Eh+/PFHatSoQYcOHdDR0eHu3bvEx8dn2KWVFXFxcTx69IiaNWtSuHBhFi9ezL59+4C0/h02NjYsWLBA7a9LED5F7AgQBEEQtIaOjg52dnYcO3YMOzs71WrNnFIqlTx58oSqVauqKeH/dOjQgWrVqpGYmPjBYzdv3qRTp06cP38eBwcH5s+f/9l6w9okfSJA27fXfvvtt7i5ubF582ZOnTpFXFwcDg4ObN++HSsrK2bOnEl0dDSQVsv88ePHqlXjPj4+jB49msePH0v5EnLEz88PGxsb1SSAtbW12ifq8hMrKyuKFi0qyjOo0c2bN/n999+ZOnUqTZo0wcHBgT179nD27FkCAwPZvXs3EydOxN/fn5UrV+a7FX5GRkaMGTOGgICAD35v3r59y4YNG3ByclJ7s1Ft0bRpU1JTUzl06NAHj71+/ZqAgABcXV3zZBNQQcgKAwMDVemXYcOGkZSUxMaNG4G0Plh+fn6sWrVKyoj5gre3N0WLFqVjx44fPNa6dWuNfP5QJxMTEzp16sTmzZt5+PAhx48fJzU1FWdnZ6mjZfDNN98AaX/7fH19iY+Px9fXl59++onNmzeTmJjIwIEDGTZsGKNHjyYuLi7LY0+ZMoUhQ4YwaNAgrl27ppoEgLQSe3Xq1FH76xGEzxETAYIgCIJWadu2Lf/88w8A27dv/6J6kC9evODNmzcaa/xYp04dLl++nGELtUKhUE0+6OjoMHfuXMzMzJg9ezbJyckayZHfpF+ga/tEgFwux8PDg+bNmzN+/HggrWarXC5n/vz5yGQyRowYQUpKCrt376ZLly54enqSmJjIihUrOHv2LOPGjSMpKUniV5I9R44cAdJW1V66dIm1a9dKnEhahQsXplWrVhw6dEiUY1CTrVu3UrVqVVxcXFQ/k8lkFCpUCIBq1arRtWvXfN2I2s3NjebNmzN58mRCQ0NVP9+8eTMvX75k5MiREqbL30xNTalYsSKLFy/m4sWLGR779ddfSU5OpmfPnhKlEwT1SH9/bNq0Ke3atVPtZB0zZgx9+/Zl//792bqhqm1evnxJUFAQ7u7ueWb1fE4MGzYMExMTunXrxi+//EKjRo3y3C659JJV3t7exMXFsW3bNiCt38X+/fv5888/effuHXZ2dpw9e5bZs2dn2hcoXVhYGDNmzMDHx4fr16/j5ubG33//zffff49cLickJIQlS5bg5OSU5yZFBO0gJgIEQRAErVKvXj2qVKmi+v5LmvGm1x9Pr+evbumTFhcuXADSdiBcvHgRhUKheg2FChVi7ty53Lt3j4MHD2okR37x4sUL3r17J0oDvUcmk2Uo7ZHetLRUqVJ4eXnx+PFjQkJC+Ouvv4C0fw/29va8ffsWDw8P/vnnH/bs2SNF9Gw5evQo69ev59atW0RFRdG9e/c8v2U+N7m5uREREaF6LxG+zP3797GxsSnQZS3ef++YOXMmS5YsYejQoWzZsoWBAwdmKLclZN/SpUspXLgwv/76q+pnSqWSwMBA2rZtm+dulAlCdjVp0oRt27bx9ddf061bN9XPS5cuTc+ePUlNTf2ia/CCLn3Xcvv27SVO8mUMDQ3x8vJCV1cXIyMj1cKUvEQul+Po6Ii5uTlOTk5s3rwZSFvNHx8fz8SJE9HT08PLy4vly5cTGhrKmjVrPhjn+vXr9O/fn06dOhEUFMSCBQt49+4d7du3Z+TIkaSkpJCamoq+vj52dnZ4eXlhYmKS2y9XEESPAEEQBEG7yGQyxo4dy5MnT7h37x7btm2jc+fO6OnpZXus+/fvo6Ojo7Fmo/Xr18fCwoJZs2ahr6+Prq4uT548wcjICAsLC9VxtWrVomnTphw4cAB3d3dSUlIK5A0qhUKBjo5OpmU2rly5wujRo0lOTlat0hFlFdIYGxuzevVqtmzZkuHmXf369alduzbbtm2jUKFCtGrVih49ejBw4EAgbSLq/v37bNq0CScnpzy7uvnBgwdMmTIFQFV6oE+fPlJGynPq1atHtWrV8PHxoUmTJoSFhXH48GGio6MZMWKERhtIFjSJiYlERkbmqwbAOWVsbIy/vz+LFy/m119/xcTEhMmTJ2dapkLIHnNzc8aPH8+CBQsIDw+nQoUK3L9/n8jISFq1aiV1PEH4YjKZDEtLS4AMC3AMDAwwMDCgYcOGnD9/nt69e0sVMc+KiYnh0KFDjBo1qkBMutatW5fQ0NB88dmkf//+/P7770BaacmePXvi7e1N6dKlKVSoELa2tgwbNow1a9ZQuXJlVY+2Y8eOMXnyZEqVKsWECRNwd3dn27ZtnD9/HgsLCywtLfnrr78oU6aMlC9PEACxI0AQBEHQQk2bNqVbt2707t2bmJgYDh8+nKNxjh8/jpWVlcZuOMtkMr777jtiY2OJiIhAJpMxefJk9u/fj6GhYYZjO3bsyO3bt1m/fj2NGzfmwYMHGskkheTkZOLj4xk2bBh9+vTJtJzTgQMHSE1NpUePHnz11Vc0a9ZMgqR5V5MmTVi/fj26uhnXgHz//fdcu3aNixcvUq5cOerVq8fy5ctZtWoVhQoVYsiQIRgaGjJnzhxV/4Dg4GDGjBmj2nkhtbt37wJw8uRJPDw8qFatWrabuRV0MpmMTp06cfr0ae7du8fEiRPZuHEjfn5+9O7dm6tXr0odMd94+vQpSqWSypUrSx0lV5QvX55ly5YRGBhIUFAQnTt3Ri4XHyHVoW3btpQoUYItW7YAEBgYSIkSJcT7l1Ag/fc908rKinPnznHjxg2JEuVdwcHByOVy2rVrJ3UUtckPkwAANWrUUH2tr6+vKtP2fq+pvn37UrduXdavX09ycjJBQUFMnjwZHR0dfvnlF7p164a+vj5DhgzB29sbPT095HI5U6dOVS22EQQpias4QRAEQWtVqVIFW1tbduzYobrJmVUxMTFcuXIFJycnDaVLk147cuDAgfj4+NC5c+dMa983a9aMsmXLqlZE+/n5aTRXblAoFCxduhRXV1datmzJ1atXuXPnDnPnzkWhUPDq1St+/fVXPD09CQ4OpmPHjqoGlytWrJA6fr7QuHFj1e9Yeg1aW1tbmjZtCqStCJ48eTIXL17k/PnzABw6dIjQ0FBGjx7N27dvpQn+nkePHlG+fHkMDQ1xd3dn9+7dGtulk5+5uLhgbm7O3Llz+euvv+jbty9r167FwMCAQYMGqeo355RSqeTatWtqSpt3pa9qfH+FqzYwNTUVEwBqpq+vT+/evQkMDCQsLIxDhw7h6ur6wYStIBQEW7ZsITAwUPW9s7MzpqamTJ48Oc8sLMgLlEolAQEB2NnZ5eveAPnZ5s2b8fDwANKujadNm8bixYtVj+vo6DBlyhSeP3/OqlWrWLBgAY0aNeLUqVN5dvesILxPXM0JgiAIWq1Xr148fPiQP/74I1vPO378ODKZjJYtW2om2P8zNjbmzJkzDBs27JPH6erq4u7urvr+6NGjn2xklR/89ttv7N69GwcHB1q2bEmpUqWYMWMGp06dYtiwYXTu3JklS5aoeiNUr15d4sT5U3rTT2tr60wfb968OfXq1WPVqlWkpqYSHx9P1apVefToEcuWLeP8+fPExMTkZmQVhULB6dOnRT+ALChSpAjjxo3j3r17ANjb22Ntbc3OnTtp3bo1ixcv/qKdREFBQQwcOLBATwYkJyeze/duvvvuO4oVKyZ1HKEA6NixI8WLF6dTp068fv06w99xQShIDA0NM9wkLVOmDJs3byYpKQkvL69sL8gpqO7du8ejR49UJWeE3Fe3bt0M78UdOnT44DqzRo0aDB48mF27dpGQkMDUqVNFSVIh3xATAYIgCIJWa9iwIXXr1mXNmjXZ+hBy5MgRGjdunOnqfHUrUqRIpnXx/8vNzQ1dXV1cXFyIjY3lypUrGs+mSY8fP6ZSpUpMnjyZxYsXc/DgQdzc3Jg2bRpPnz7FzMyMnTt3cuLECYYPH46Dg4PUkfMlU1NTLl26RO3atTN9XCaTMWrUKO7du8fvv//OP//8g729PaNGjeLAgQOMGDFCtXU6t/n7+/P06VO6du0qyfnzm8aNG9OuXTt0dHRUE2e6urp4eHhgZmbGpEmTSExMzPa4r1+/5scffwQgPDxcrZnzkl9++YUXL17Qo0cPqaMIBUSRIkVUK09Hjx6tFb0nBCFdmTJlGD9+PMeOHcvQOFubBQYGYmJiQpMmTaSOInxGv379sLS0pFatWpiZmUkdRxCyTEwECIIgCFpNJpMxZMgQ7t69y8WLF7P0nNDQUK5evZrnVu6VKVOG3bt3M336dMqXL5/j3gd5RWRkJOXKlVN9n15f1M3NjcOHD7N582YsLCwoVKgQAwYM+KBvgqA+9evXp0WLFvz4449ER0fz1VdfZbj5Hhsby5MnT3I1U2xsLCtXrsTFxYVGjRrl6rnzK5lMxsyZMzl79myGerdFihTB09OTqKgoFi1alK0xlUolY8aM4d27dwAsWrSIf/7554PjUlJSSEpK+rIXIKHXr1+zdetWevXqpXVlgQTNsrOz48SJE/Tq1UvqKIKQ69q0aUO7du3Yvn07ycnJUseRVHq9+bZt24oSYfmArq4uGzduZPXq1VJHEYRsERMBgiAIgtZr3LgxtWvXZvny5Z/dFZCcnMySJUuwsrLC3t4+lxJmnbm5OYUKFcLJyYkTJ07k6w9V/50IEKQ1depUzM3NAShbtiwymYwxY8ZgaWlJ8eLFc70vxfz584H/lTYSsi6zpn3m5uZMnDgRf39/vL29USgUWRorODiY69evs2DBAgIDAzE0NGT69Om8efMmw3GLFi3CxsaGEydOqOU1qMPGjRt59OhRlo49fPgwycnJYjeAoBGi1JSgzXr16kV0dDT79++XOoqkQkNDiYuLw8XFReooQhYVLlwYIyMjqWMIQraIiQBBEARB68lkMkaMGMH9+/cJDg7+5LHBwcGEh4czYcKELJXrkYqTkxNxcXF8++23jBo1Kt/VXlUqlYSHh4uJgDykdOnSbNmyhUWLFqn6CfTu3Ztt27bh6urKb7/9lqOyMjlx4cIFzpw5w/Tp0ylVqlSunFMbuLu706dPHzZs2MD48eM/2ww6NTWVrVu3YmNjg6OjI6ampnh6evLgwQM8PT0zvO/cvHkTAE9PT+Lj4zX6OrJCqVSyfv16Jk6cmKXjQ0NDqVevnvh9EwRBULMqVarQpk0btm7d+tm/OwVZQEAAtWrVEn2PBEHQKDERIAiCIAigWuG/cuXKT97MvH37Nubm5nn+Ir1GjRoYGxvz+vVr/vjjD86fPy91pGzZunUriYmJWFhYSB1FeI+Ojg729vYfrCjv0qUL//77r6pxs6Zt2LCBOnXq4OTklCvn0xZyuZzRo0ezYsUKrly5wsKFCz95/NmzZ3n48CEDBgxQ/axu3brMmDGD4OBg9uzZo5oMePbsGe3bt+fNmzfs3LlTo68jK9J3LGRlkjQpKYlLly5hY2Oj6ViCIAhaqV+/fsTGxhIYGCh1FEm8fPmSkJAQsRtAEASNExMBgiAIgkDaroDRo0cTExPD1q1bMzx28eJF1eTAw4cPqVq1qhQRs0Umk/HNN98AULJkSVauXJnlUh9S8/f35+eff2bgwIGi9ns+UaF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yo4IYF2uiqqUTnVqFyaAl3mTA6nCwr7KF/VVmHA4I1GmwORy0W+2oVSr+vtvVA/J75yYRpNcQH2IgWO+qyBkXa2ROZqRSOf7Klyd69Ph211dlZzf3+6ibpiSyrbSJI3VtOJ1fVzgkhBi4OCeadcfqKa7vOdog2qgnPSKI9IggJV53Oo2qxyiM7nueUIOWxy/O4ftTkwnSa7jk5S/JjwvhtukpvPyla2qX3Fgjh6pdvXzvnpOO0wl7KsxsKK6n++0khBioGMJ89IE6NdlRRvaemvrhwYXZHKpp5d0DVYQEaPnFwmzunpPB0ncP8syGYi4fF8tnRbVEB+tJCQ9ky6kOM1q1ivHxJhaNi+Px1UXKfbB7hc3px+Cy3Bi2ljZR1dJJnCmAVVeM449fnGByYihPX5bLvad6iZ/u9Pts984/ZxIRpKOh3co5SaH89aZzGBNtpKnDSviDH6NRq3jnlqnsqzTzwIeu3vk6jYpfLMjmlmnJpIQHUdfaydhffU5EkJ4fz0ylrKmDZzcc5545GTx0QTarj9Rhdzi5LDcWY4CGraVNTE0OQ6NWce2ft/PvvZUYAzS8f9s05r3omo7o99eM59zkMKY+u7HHMVk0Lo4nL81Br1GR+sQawHW//OOCNHaVN3Pb9BSun5jAE6uPUNvayYpF42jptJHy+GqsDif//t65TE4MYd2xem4+NxlwfS+P1rUp5+r3D1ZT09LJZeNiWbXuGCvWHWNKUiivXD+RRz45TFFtGz+dl4lKBbf+3TUSIinUQHyIgSC9hp8vyGJqchgRD30CwBV5sdwwOZFvv74TrVrFwxeO4Y0dJzlc28aVebH8/toJJDz6GfD1dwlclbzuo8RvL0jl/KwoFr+2A4D5WVHUtHYqv+WunRDPv04d73vmZHBVfhxzX9xCbqyRdT+eyd5KM/+7rYxVV4zDoNMoDR7ufr4gi5XriumyO5iTEcGvLx9HXpwJ089dvzdzY42EB+rYUtLIguwofn/NeBa/toNd5WYeuiCbvFgT337dNVIjxKBFhWvEcqwpgD9/exIXv7yVGanhjI0O5h97KuiwOogzBfDMlXm8uKVEaTDrlhtrpLCmtUde33xuElXmTj4tquXycbGsuDyXP355ggXZ0Vw+LhaL1c7G4gYWZEehVqu46Y2dvLGznMWTElg0Lpab3tzV67PuS6BOTYf1699dp1feL79wDOPiTFw3MYG/bC/je3/d3WP7AK0anUZFa6cdnUbFhPgQ7p+fxZjoYB75+DAJoQa+PzWZK/70FdWnGlFOr/wO0mt45oo8bjwnkeAALRf84QtWH6njorHRTEkKVUaxdBsbHczkxFA+OFTT63dvN41aRVKoAbPFxo8KUrnxnETGr1yv/N/U5DAO17SSHhnEk5fkUNFsobCmlaXzMgnUqUl5fDXNFhu3TUshN9bIfe8d5NzkUH4wPYU/f3WSL0408j8zUsiLNXH3qRELczIi2FnerPyuPf03brdgvYafL8jGiZN/7K7kW+PjeGBBFulPrsFqd/LLS3MI1mu48Y3eI2jOz4pkeko4T689yua7ZrGrvJk1R+t4e18VEUE6pqeEKx0sl87NIMYYwP2nfjvPyYggKyqYTccbuDQ3hmXzs4lb/ingOq9ekB3Nb67MIy+u7/v7xvYu/rGngr9sP8mWkkblWjonI4INp3J6XmYktxek0mV3oNeouXpCvHJPdUVeHGNjjOSvWMeBqhZeu2EyC7KjiA8xUFjdwgMfFvKf/VXkxhqpMnfS2GHl0twYfr4gm5lp4ewqb2bKM65z5bL5WUxJCuWlL09wzYR4fjgjFfV97wOuc0hdWxf/2lvJD2eksKG4gcKaVsbFGnnmyjzOz4ri3Gc2khRm4I/XTiAp7Mz3zKPFSNdFSkOA8FrLli3jwAHXiTwmJoYHH3yQ9PR05f+bm5tZsWIFe/a4boZMJhMvvfQSRqNxUOWP9JdvJPxtVznpEUFMSwnj/74qY9PxBp67Kp/WThvffn0n8zIj+dn5mT16rfWluL6NxFADAVoNi17dxvsHq1mYHcUds9K4Ii9O6R3mcDj55HANExNCSQg1cOnLW/mosIYpSaHEmgJ45MIx/VY+LP7LDtYX13PD5ETunZtBYqhB+ZFtd7h6+psMWpxOJ1f+6StONHaQG2skL87Ewx+7hq9GBum4b14mkxNDmZ0RgUqlIvuptZgtNi4fF8u8zEguHBtNWkQQ4JqH74XNJUQG6bg0N5YfFaQyLSUMnUbNsvcP8avPXTc+M1LD+c7kBC7NjVUqCzcW12MK0DI2xsjvt5TwwAeFJIcZyIszceu0FHJijCSHGXp9tje/uYvXdvR8oJRKBednRpEYasCgU5MfZ6LT5iAx1ECcycDEhBBCDFoSHv2MurYuTAFaWrtsvRo8ulv9s6ODmZIUiilAS5BOw7SUMOJDDBi0atIjgggOcMXU3WOx0+b6kd9pcxCo0+B0OnHiGtJ481938fnR+h69NQbLvZFkYXYUExNCcDjhUE3LoIa4dwvSa+iw2pmXGUl+XIhSbrRRj1GvIfZU5VRDu5Wff1iISgUhAVouHxdLiEFLbowJrUbFnW/to8Nqx2p3khhq4EcFqaiAQ9WtTE8NI85kwBigIT/OxJaSRqKD9ZSbLSSEGHj00yJyY12VLT88rXLDVUkMl+XGMj8ritTwQMydNq7Kj1N+1Og1ar4zOYFYUwBjo43cOj2Ff+2p4E/bysiJMaLTqGjssPLyl6XEGPWsuiKP3206zvTUcGalRfDgR4UcOfVjfkZqOFfmxXJxTgwT4kNo7LDyzAbXKCqH08lTa3oPOZ6cGEJenIni+na2lDT2+GESrNewIDuK9IggUsMDGR8fwvysKH6/pYS73t5PQWo45k4bB079CDy9IuWaCfF8d0qSkmddNgc3vbmTo3VtPP+t8UQb9dz7zgGyooK5NDeGP20r4++7K7h8XCyLxsUSY9QzLs5Eclggf91Zzv0fHOIH01O4JCeGe989QIfVztzMSC7LjSUjMoi0iCAC+2h4WVNUS1mThasnxNHeZSf+1A/e/9wylZSwQGJMehJDA3E6nTy38TiZkUHMSA3n1a2lPPBhITFG14+v567K585ZadgdTlq77Iz7taviYUF2FDedk8SUpFClwu2d/VVsKK7np/MyiQsx8M89FZgtNi7NjSH+tArP9i4bbV12oo0BVLd08vDHhWREBnPthHgyIoN6VCp22uw0dbh+1G44Vs/lr27j1cUTuWZ8PAXPb2JbaRN3z0nn1mkpfHiohg8PVVOQGkFaRCAFaeHkxpjQa9VMe3Yjh2paWJgdzcU50dx0TpLy/a9p6WR9cT3nZ0YSGaznpjd2UVTXyg9npDIjNZxxsSbl3P6ffZU8t/E4/zMjhW9PSuSRTw5jtTtJiwhkfnYUY6J7XocdDidqtQqr3cG3X9uBRq0iL9bEjNRwLhwbrbzXn394iJNNFuWcH238uqK5ucPK33dXMD01jPSIIEIM/TdmdNkcNLR3ERdiwO5wctFLX9LYYeXu2emckxRGdlQweq2rgvIfuyt4Z38Vj1w0hqzIYBxOp1LBvPl4Awv+8AXfmZzIrdOSeXtfFS9sLmFeZiRXT4hjeko4WrWK1PAgVq0/xqOfFvUZz8U50czNiGRGajh5cSbCA3XKPlo7bcp5AVyVuSpg8aQEvjM5kRXrjvHajpNMSghh8aREzk0OJSUskPAgPcX1bTy38ThzMiK4aGwMV/7pK9YedfWAvCQnhrmZkYyLNVKQGk5ksF75nJ1OJwH3f9Dje2sM0HDBmGimJocRZwogPy4EnUZFanggleZOksIMhBh0bCttZPpzm4CvK5TDAnVMTAghQKsmL9ZEZlQwOrWKjMggwgK/bqxMefwzyposPXqKjY83ccfMNGKMAZQ3WyhpbKfS3MniSQm8f7AaU4CWP28vo6G99zVncmII356UyJu7yrlmQjwPXTCGv+4sV6buAFejdEN7F4snJTA+PoSC1HClcaDDaud//rGH/DgT+fEhLHp1W785FWLQMjMtnEkJoUQF65Vecd0yIoOIDtYzJSmM7OhgIoN0xJkMjIszMu7X6zg/M5JAnYY1R+uobf26UscUoGVyYojyo51Tx35SQgh//PIEJxo7eGjhGMqbLUqvvRmp4VS3dHKyuQOdRq10anBnCtBiDNBgCtAqPR0fWJBFclggRbWtvHfANXoxKSyQurYupULodO6dASYlhNB0qgE9WK9hx8lmpfG+scPaa2oirVpFekQQCaEG1h+rR6WCsocWEmMMoMNqd3UsMWjRqdVsPF5PdUsXXXYH5ySGEm3UYwrQEqBVs+APX/D50XoSQgycmxzKlXlxFKSFkxEZxL/2VPK9v+0mL9bE7IwIkkINqFUqAnUa0iODuCw3Rsk/s8XKBwdriAzWMSM1nOWfFLl6amZFYQrQ8K3/3c63xru+19dNjCc8SN/nZ/JxYQ2XvLyVy8fF8r1zk9hc0sCzG1w9lvPjTOTEGAk16Fg6L4MArZoHPihkUV4sV+TF8tIXpXxV1sTz38pHrYIpz26ktLGDBxdm09Jp4/dbTjAtJYwls9O57i+uitcx0cHcOi2FO2elYTx1vv7scC0XvvQlubFGAjRqpfc2wI8KUnn0orHKvdCOsia2lTVx4zmJGLQabv37bvLjTFyZHwfAK1tLuXNWGhmRweyrNFNU28q38uN7NSSWNrbz+dF6rp0QT3CAln/uqcDphEtzY3A4nfx+ywm+OyWJhFADX5U28bvNxzkvPYIbz0kkdvmntHfZ+dn5WUxODGXxazu4Y2Yat0xLZkpSaI/rXVFtK2nhQei1atq7bGwobmBWWgROnL3O+502O1q1Go1ahc3uoLatq9e1ti/VLZ2UNLRzTlIoOo2apg4roQYtKpUKp9PJLX/bjbnTxp+/PblHI5/T6eq4khNj5OrxvT+j0zV3WDEFaIfcSaLL5qCl00ZkcO8cbOu08ZsNxRj1Gr4/NblXnv5tVzlxpgDmZUXhdDp5bcdJpqeEMzbGyN4KMxVmCxeduu5e/spWPjhUw/lZkSyelMDvt5xgfLyJe+ZkkBNjRKtWo9eqsTuc/GFLCTkxRuZnR/HegWpe3VbK7QWpXJwTw8eFNUQG65XfdDvKmsg61Xh5uv93qgf8hWOjOVrXpkwzc9u0FL4/NYlZ6RHK5/1JYQ0Op5NLcl0V7dvLmpT/r23txO5wEhdioLXTxiUvb8XmcPK/iycSrNeyobiexZMS0GrUjHlqLUfq2kgOM3D5uFhum5aiXAf+s6+SFzaX8JPz0jk3OYzzf78FFXDrtBSum5hAaVM7E+JDCA/SY7M7qGntIiF04BzrHqmj16pxOp28d6CadqudmWnhhBh0fHSohsRQA7PSI/jtxmIqzJ2Mjzdx8dgYln96mIkJIUxMCCXGqOfvuyuYnBiqHLdu9W1d/OKjQgK0an5ckMqG4gbuensf2VHBPHFJDvMyI/s9j+082cS+yhaumRAPwKWvbOXSnBguHxdLrtv9Hrju4Zy4Kuzbu2wsffcg4+NDuCo/jn/sqeCedw6QERnE/KwoEkIM3DglkTCDjmC9hpXrjlGQFs7C7Ohe34O/7SpHp1ExNyOSKGOAcq/Yl/YuG6pT53an00l9WxdRp+4RHQ4nKpWr06jD4eTVbaV0WO38eGYaDe1WNhTXMzs9grgQA49/VkRtaxcXjo3mkpwYNh2vZ0ZqeJ+j7lo7beg0KgK0GswWKzGPfEqnzcGN5yQyMy2Cq/LjSAg1cKS2lTFPf65sp1LBykXj+NGMVIIDtNS3ddHQ3kV2tBGn08mLm0sI0Kr77PX+/b/uorihnd9ckce5Q+jIcKS2lXf2VzMjNYzzMiIpb+6gxTK4TkLNHVbXb+U+7qs3FdfzwuYSoo0B/HhmKrmnlVdY3UJG5Nf31O7qWjvRadSEBurYVFzP7FOjvSYnhvDkJTlckhs76Pc3Go10XaQ0BAivtH37dh599FHA1dv/mWeeIS0trdd6FouFn/zkJ1RVuXpyX3fdddx8882D2sdIf/lGi9rWTswW26Cmp2nttNFldxDRz03JcOmw2vusGATOeJNxJq2dNnacdPUmGqihBAY/5UJ5cwdv7ixncmIo+XEmwgJ1BGjVg9q2rdOGSgVBei1tnTacQHuXnZrWTiKC9EQb9UpvvOHkdLoe6qNSqWjqsBIVrGfT8QY2H29g4ZhoTjS082VpI2OjjbR12XE6ob69C4vNTmunnf1VLVjtDvZXtdBpc6DTqLh5SjIvXz9BmXO0vNnCR4U1bD7eyJX5sSSHBVLS0E5dWxcqlYo9FWaON7RT3dJJh9VOhdnS59zKubFGxsWa+uydFhGk45ELx/D6jnJljuVvIiMyiN33zkWlck0Z9c89lRxvaOdwbSu7y809RlSAq8dUXVsXHx+u6VEhBPQ5LNZdYqiB8lOjeWalhZMaHsQ7B6qU4cLdPexOV/rgQhJDDRytb+OTwlo+Larlo8Ia7A4nL1w9ntumJ7PmSB2fFdWyv7KFcrNF6ekIrh5G3UNWp6WEsa3UNS3Brnvn0NBu5YEPD/HliUb2Vbb06HGTHRVMk8Xa632eLkCrJinU0KNHUqhBS7PFxpjoYEobO5RROlOSQmnttCnTFiSEGLhsXAw6tVqZ3iohxMBP3/+6oq6/z8W9l8vppiSFsuPUkOPIIB12p6tiq66ti+kpYeypMGOxOUgJD2R8nInx8SHK0HGA5DADZU0WpbfkuFgjmZHBtFvtZEUF86dtpVjtTvLiTBTWtBKoc1XoOZyu9z47IxK9RkV5s4Wtpx50NyY6uEdlW3clXbBegzFAq1TmpUW4htS7N+50V3ZcmRfLhuIG5T2fkxTK989N5pWtpUov1O7h9u7HPSU8kPPSIiiqa2V72Znn7syLMzElKZSMiCA2lzSw/lgDBWnhlDZ2cLyhvUejYPdnHWrQKZXY3bKjgpmRGs6s9HD+vbdSGeavVrlGJGk1KnJjjMQYA/j8aB3NFhtxpgDarXb2VJh7TcnQTatWMScjktxYIy+c6pnt7vqJCYyJDmb7ySY+LqztUU60Uc+YqOAeU9V1SwkP5J45GYQH6pidEcE7+6u4992DxIcEUGnuGUdSqIHcWCM1rV3sqTDz5f87j43FDaw9WsdHfcwd797gawzQEB0coAz3d3fhmGg2Hq/H7qDHuUerVhEWqKOty0ZSaCBH6tpY++MCZqdH8OvPj9FssbK1tIltpY09eiO6izUFEGsM4EB1C7+9Kp99lWaaOlzbmS1WZci7u2ijnpwYI/VtXRysbuWt75/Lt8bHc6KhnXcPVPO/X5Wyq3zgB99NSghhw52z2FPRzNbSJirNrt6C3VMUwtc9k6cmh/H2Lefy0aEaPi2q5Z97ep//LxobTUO7tde5/6P/mc75WZG0WGy8sbOcEIOW4w3t7KtsUT4ji9VOgFbNlp+cR2unjQPVLWw90cShmlbKmjqobe3qdd4/+LN5yg/oPRXNvLmznC9PNHK8oZ3E0ED0GhUbihsIMWiJNwVwvKGDLruDX16awwMLspVyLFZ7jxFn3RUgNoeTvRVmqls7cTrh3QNV1LZ1cfLUOeia8fH8bH5Wn5+t0+mkuL4dm8NJeKCOti77qVGEARSkhaPXDO6exGZ3cKimlW2lTcSaAiiub2NXuZmWThtVZgsPXjCGi3NiBiynr/jsDmefI0DA1TlkMNMTDSf3ezyb3cHh2jYyIvtulD4T93vS7p/k3eVuKq4nKljfb0VOY3uXUsnXvW33tB3e5vRjZLM7+j2e4uyxO5yoVQzq++0J7V023tpXxUVjo3s0/A+3koZ2mi1WcmKMZ5xmDWTKvG+ivq2rz0ar0aautZMwt44c3ZxOJ3f8ex9xpgAmnep86Om6Dl+062QzOo2KvDiTfMcY+bpIaQgQXunRRx9l+/btAFx00UXcdddd/a67bt06Vq1aBbhGBbz22mtoNAPfiI/0l08I4fox2P3j8L+5KeiyOZRGBavdSUljO3sqzFyVH4cxQIvd4apIaOm0Ud/exZHaNvLjTKSeGg3iHktVS+ep3hEqTjS209RhIzJIR0SQnoRQA2uO1HJJTgxatZqTzR1k9tMTAly91cqbLby9r4ouu4PIID0/LEgFXDeONa1d/Gd/Jf/ZX4VOreb/vjOJiCA9DoeTTruDHWVNtHTaCNBqmJXuqpCpNHeiUauU3n5dNgefH63jZLOFr8qa+OeeCn73rfHMSA1XRu/0VZFgdzgpaWjvtxGvtdNGa6eNtUfr2F3u6kW2ctE4ZSqP/n4sWe0O9le28GFhNfsqWyiqbeXWaSnceE4ia47UYbbYuCgnmvYuO58eruWcpFAK0iIAVw+l9w+6Kvbq27s4dKrCMSHUwJcnGgnQqpmb6erltrqojtq2Tj49XMvb+6tQAWkRQRypa6O9y05kkI7/3DKVV7aWcri2TRk+XtrUwVdlTYQZXMPMC2taSAwNZNn8LLaUNNBhdfDjma5ePHaHk/cPVvOvvRUcqXVVal2cE807t06jrdPGf/ZXsa2siY8LayiqbSMqWM+a2wt4bcdJtpY2cu2EeG6YnMhHhTVsKWnkQLWr8etwTSs6jZqHLxjD7opm1CoVt01PITU8kJe/LOVQEWh7JAAAIABJREFUdQtH6tooaWhXKldXXD6OV7eVUljTytOX5TI7PYKXt5ZSVNvKBz+Yjl6j4t53D2J3OHnpugmA6+Gh7x+sZkNxPaWNHcSFBPDOLdPQa9V8XFjD6qJatpU1KcPiH1yYTYfVNbVMUmggL103gcM1rfzfVycpbepgf5VZmQP59RsmK72CdRo1Dy7M5sPCGo7WtfFFSSNH69uUuVsnJoQQFaxnT4WZy3Jj+L/vTMZitfPhoRq+KmvicG0rb++rIjxQx9Yl57G/qoX9VS2sP1bP0bo2pff4AwuymJ4Szps7y9FrXT3DviptoqHDSnZUMFq1ii9ONBJrDGB2RgR2h5P9VS1cmR/HQxeMoaLZwrbSRj4/Vs+nh2sxW2xUmC189qMZVJxq/Hpj50lUKtd0ZACPXDiG++dn8eevyrgkJ0Y5Z5Q2tnOgqoX6diuv7zjJ5MRQHlyYrYywOP27ZrU7OFzbSmF1KxuPN1DebOGTwzV0WB1kRgZx5IH5yvepy+Zgc0kD7x6oYmF2NJee6tVc29rJttImvjzRSGlTB+ckhnLDOYkcq2/ni5IGsqONSg/otk4bpU2uyuSNpxp+2jrttHXZ2Hi8gRijng9+ML3PxuIdZU04cU07VdvWpYwQK6xp5Z0DVfzP9BQevGBMr+1cD9WroaG9i9q2LjqsdhrarewuN2PudPUkf/+2ab16iTZ1WFldVItWrSI5zDVaICnMQHpEEPurWnA6XY1gfQ0Xb++yoVWreWtfJTWtneytaOHbkxNYOCa6R1xrj9RRYbaw8XgDm443EGcKoKi2jVWLxpEba8Jqd6BSwTlJZ+6B110pbXc6+61Qstkd7DjZzMHqFhxOaOuy8f9mZ5yx3L6491IWQgghhBCjw0jXRUpDgPA6HR0d3HjjjVitpyo/VqwgJyen3/WtVis33ngjHR2uH+1PPPHEoJ4VMNJfPiGEEMOnu2HCZne45rrWqJXGkuHiPjz69L9bbHbsDjAZBh4xZHc4sVjtfVYau3M6nZQ3W2i32pXpdtpOPaBzOJ/H0NppY2NxPQvHRA84iqi9y8a6Y/VcPDZmwBi6bA7q2gY3jB7679lbWN3C9pPNXD8xod9Gt2/KbLH2Gg7d3Uh3vKGdiQkhQ+7lOxQD9XYWQgghhBBCjB4jXRc58K9VIc6yQ4cOKY0ABoOB7OzsM66v0+kYO3Ysu3e7Hpazd+/eIT00WAghhO/r7jWr1ag99qCp/iq+1WrVoKYM66ZRqwZsBADXezr9vQxmu6EyBmgHPVdnkF7LpYNcV69VD7oRAPqf0iIn1jSoeU6/ib7mRFWpXCNuhrshqS8qlQqtRnp8CyGEEEIIITxPuh8Jr3Py5NcPTk1NTR3UND+ZmZnKcllZmUfiEkIIIYQQQgghhBBCCF8kIwKE13FvCIiJGdxDxaKjv54L1n37wWpoaBjyNgORqYaEEEIIIYQQQgghhBDeQBoChNdpaWlRlsPCzvzQtm7h4eHKcmtr65D3uXTp0iFvM5D33ntv2MsUQgghhBBCCCGEEEKIoZKpgYTXsVgsyrJerx/UNu7ruW8vvFddXR2LFi1i0aJF1NXVjXQ4wsdJPonhJjklhpPkkxhOkk9iuElOieEk+SSGm+SUGE7+nk8yIkB4na6uLmVZqx1ciup0Xz/sr7Ozc8j7XLVqFREREUPeTgghhBBCCCGEEEIIIbydNAQIr+Peu99msw1qG6vVqiwHBAQMeZ8REREyp78QQgghhBBCCCGEEGJUkqmBhNcxGAzKsvvogDNxX899eyGEEEIIIYQQQgghhPB30hAgvI7JZFKWm5qaBrVNY2Ojsmw0Goc9JiGEEEIIIYQQQgghhPBV0hAgvE5SUpKyXFNTM6htamtr+9xeCCGEEEIIIYQQQggh/J00BAiv416Rf+LECex2+4DbHDt2TFlOTk72SFxCCCGEEEIIIYQQQgjhi6QhQHid3NxcdDodABaLhSNHjpxxfavVyuHDh5XXEyZM8Gh8QgghhBBCCCGEEEII4UukIUB4ncDAQCZOnKi8XrNmzRnX37JlCx0dHYDr+QD5+fkejU8IIYQQQgghhBBCCCF8iTQECK906aWXKsurV6/mxIkTfa5nsVh44403lNcXX3wxGo3G4/EJIYQQQgghhBBCCCGEr5CGAOGVpk6dSl5eHgA2m43HHnuMkpKSHuuYzWaefPJJKisrATCZTFxzzTVnO1QhhBBCCCGEEEIIIYTwatqRDkCI/tx3330sXbqUhoYGampqWLJkCfn5+cTGxmI2m9m9ezednZ0AaDQa7r//foxG47Dt/4477gDgxRdfHLYyvXGfI7nfkeBvn7E/5fFIkWM7evc7EvztM/anPB4p/vQZ+9t+R4I/fcb+9F5Hir99xv6235HgT5+xP73XkeJvn7E/5fFIueOOO7DZbCMagzQECK8VFRXFE088wcqVKykuLsbhcLB3795e64WGhrJkyZIezxUQQgghhBBCCCGEEEII4SINAcKrJScns3LlSjZu3Mj69espLS2lqakJo9FIbGwsBQUFLFy4kNDQ0JEOVQghhBBCCCGEEEIIIbySNAQIr6fT6Zg/fz7z588f6VCEEEIIIYQQQgghhBDC58jDgoUQQgghhBBCCCGEEEKIUUwaAoQQQgghhBBCCCGEEEKIUUwaAoQQQgghhBBCCCGEEEKIUUwaAoQQQgghhBBCCCGEEEKIUUwaAoQQQgghhBBCCCGEEEKIUUw70gEIMVLsdruy3NDQ0Ov/bTYbAHV1dWctppHY50jt1/0z7+vz9xR/+oxHar/+lE8gx3a07lfOUaN3v/6UT+A/n7E/7dff8mmk9utP71WuebLf4STnqNG7z5Har5yjRu9+/SmfwPV+3esi3ZfPFpXT6XSe9b0K4QWKiopYunTpSIchhBBCCCGEEEIIIYTwI6tWrWLMmDFndZ8yNZAQQgghhBBCCCGEEEIIMYrJiADht7q6uigpKQEgNDQUjUYzsgEJIYQQQgghhBBCCCFGJbvdTnNzMwBpaWno9fqzun9pCBBCCCGEEEIIIYQQQgghRjGZGkgIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMWkIUAIIYQQQgghhBBCCCGEGMW0Ix2AEOLsqK6uZvfu3ezfv5+SkhJqa2uxWCwEBgYSFRXF2LFjmTt3LuPHjx9y2fv372fdunUcOHCAxsZGrFYr4eHhpKWlMXv2bM477zw0Gs2Il2m1Wtm4cSMbNmygtLSUpqYmjEYjsbGxFBQUsGDBAkJDQ4dUpr9qaWnhyJEjHDlyhKNHj1JTU4PZbMZsNgNgNBpJTU1l/PjxzJ8/n8jIyCGV74lj5Stl+iNfyie73U5paakS65EjRygpKcFmswGQn5/PU089NbQPwANx+jtfyilPXp8lp4aHr+STr8Tp70bLcXr55Zd59913ldcxMTG8+uqrXhenP/CVnFq9ejXPPffckPZ90003sXjx4rMap7/zlXzqy9GjR9m0aRN79uyhvr6elpYWQkJCCAsLIyMjg/HjxzN58mTCw8NHNE5/4ws5tW/fPn7+859/4/e4ZMkSFi5c6PE4h4PK6XQ6Pb4XIcSIOXbsGC+++CJFRUWDWn/8+PHcfffdxMTEDLhua2srv/nNb/jqq6/OuF5WVhb33nsvycnJI1ImQFlZGStXrqS4uLjfdcLCwliyZAnnnnvuoMr0Z48++ijbt28f1LparZbrrruOb3/726jVAw9E88Sx8pUy/ZWv5NMXX3zBqlWr6Ozs7Hedb9oQIPk0vHwhpzx5fR7OOIVv5JMvxenvRsNxKioq4qc//SkOh0P521AaAiSfhpev5JQnGwIkp4aPr+STu6amJl599VXWrVs34LqXXXYZt99++4jE6a98Iaf+24aA5cuXM2XKFI/HORw0y5cvX+7RPQghRtT+/ft57733evwtMTGR/Px88vLyiI+Pp729nfb2dgBqamrYtGkTBQUFGI3GfsttbW3lpz/9KYWFhcrf4uLiOPfccxkzZgzBwcHU19fjcDhoaGhg8+bNzJo166yXCVBXV8eyZcuoqKgAQKVSkZ+fz8SJE4mKiqK2tha73Y7FYmHz5s3k5uYSFxd3xjL93fr165XPMywsjKysLPLy8sjNzSUlJYWAgAAaGxtxOp04HA72799PTU0NBQUFZyzXE8fKV8r0Z76ST4cPH2bz5s1n3GdMTMyAvUE8HafwjZzy1PV5uOMUvpFPvhSnv/P142Sz2XjsscdobGzs8ffg4GCuvPLKAbeXfBp+vpJTxcXFbN26FYCkpCRmz57NmDFjzvhvwoQJxMfHn9U4/Z2v5FO3mpoa7r//fg4cOKD8LTY2lokTJzJu3Dgl5paWFux2O2PGjDljRavk0/DzhZyy2+04nc4Bz0nd/9ra2mhpaVHe0+23395vw4W35ZSMCBBilNuwYQMrVqwgPj6eCy+8kPPPP7/XUCuHw8Hq1at56aWXlJ6uY8eOZcWKFahUqj7Lfeqpp9iyZQsAer2eu+66i/PPP7/HOtXV1axatYpDhw4BkJmZyTPPPHNWywRYtmyZcmMQExPDgw8+SHp6uvL/zc3NrFixgj179gBgMpl46aWXBqxo8WdvvfUWwcHBTJw4sd+LVGNjIy+99BKbNm1S/rZs2TJmzZrVb7meOFa+UqY/85V86u7JFhYWRnZ2tvJv165dyvQI32REgOTT8POFnPLU9Xm44xS+kU++FKe/8/Xj9Pe//53XX38dgLlz57J+/Xpln4MZESD5NPx8JafcRwTMnz+fe+65Z2hv9CzF6e98JZ8A2trauPvuu6mqqgJcdQM/+tGPyM3N7bVuR0cH27dvx+l0MmfOnLMap7/zpZwaDLvdzi233KI0iF911VXcdtttXhdnf2REgBCjnNlsJj8/n7vuuov8/HyCgoJ6raNSqcjMzCQ5OZmNGzcCUF9fT05OTp89MI4dO8bLL7+svF66dClz587ttZ7RaGTWrFls2rSJ1tZWGhsbSUhIIC0t7ayUCbB9+3b++c9/Aq5hZr/85S97nHQBDAYDM2fOZOPGjbS2ttLV1YVarWbixIl9likgNzeXrKysM16cAgMDmTVrltKiD65RH/Pnz+9zfU8cK18p09/5Sj6Fh4dz+eWX893vfleZsz0hIYHDhw+zf/9+YOgjAiSfPMMXcsoT12dPxCl8I598KU5/58vHqXtqA4fDwbx585g0aZLSw3swIwIknzzDV3LKfURAenr6gL19B0Nyavj5Sj4B/PGPf1QqT/Py8njiiSf6vT/S6XSkpqaSmprab3mST57hSzk1GDt37uTjjz9WXt9xxx39PnfCG3Nq4AmXhBA+bfz48SxcuHBQD9YtKChgzJgxyuv+5ul3b6VNT09n9uzZ/ZYZFBTE9ddfr7x2f6iYp8sE+OCDD5TlBQsW9NtgYDAYuPHGG5XXH3/8MXa7vd9yxeCoVKoelaLHjh3rd11PHCtfKVMMzkjnU3h4+KDnZx8syaeRNZI55YnrsyfiFIM30ueo0Ranv/O24+R0Onn++eexWq0YjcYz9n4cyThF/7wtp4aDr8Q5Go10PhUXF/Ppp58Crkrk++67D4PBMJS3cFbiFIM30jk1WGvWrFGWMzIyelXse0uc/ZGGACFED+7D6LpbYk93+PBhZflMD0Tp5j4H35EjR/os1xNldnR0KD0EgAF76c6aNYvAwEDA9WT77h6+4r8TFhamLHd0dPS5jieOla+UKYZmpPLJE3wlztHOV3JqMNdnb4jT3/lKPvlKnP7Om47Thx9+qEzNecstt/SIbTAkn7yDN+XUf8tX4hzNRjKfPvroI2X5ggsuICoqatBxn804xdB4+zmqra2Nbdu2Ka8XLFjQ77remlPSECCE6MF9zmGHw9HnOk1NTcryYHrHhoeHo9PplNd79+49K2UeOnQIq9UKuFpYs7Ozz1imTqdj7NixZyxTDF1ZWZmy3N+x9cSx8pUyxdCMVD55gq/EOdr5Sk4N5vrsDXH6O1/JJ1+J0995y3Gqq6vjz3/+M+CafuOCCy4YcJuRiFMMzFtyajj4Spyj2Ujlk91uZ8OGDcrrvqYUHirJJ+/g7eeojRs30tXVBbim+jlT7nlrTklDgBCih5KSEmW5v1b1b/KMcfdtSktLz0qZJ0+eVJZTU1MHNf1CZmamsux+ERLfTH19PW+//bbyeubMmX2u54lj5StlisEbyXzyBF+JczTzpZwazPXZG+L0Z76ST74Sp7/zpuP04osv0tHRgVar5c477zzjw8r7I/k08rwpp9ra2ti4cSNvvvkmL7/8Mm+++SaffPLJkI6z5NTIGsl8Ki0tpb29HXBVsGZmZmK1Wvnoo49YtmwZN910E1dffTXf//73efTRR/nkk0+UCtn+SD6NPG86R/Vn7dq1yvKUKVMIDQ3td11vzSmtR0oVQvik2traHq2OkyZN6nO90NBQ5aTW3/QE7hobG7HZbMrrvk5onijT/cQ72Hm9o6Oj+9xeDF5nZyfV1dXs2LGDt956SxntkZiYyLXXXtvnNp44Vr5Spjgzb8knT/CVOEcbX8ypwV6fRzpOf+Qr+eQrcfo7bzxOGzZsUJ5Lcs0115CcnDyofZxO8mlkeGNOAWzdulV5cPDp0tLSuP7668/4zLizFafoyVvyqaioSFlOTEyksrKSp59+mhMnTvRYr76+nvr6euWBrcuWLSMrK+usxSkG5i05NRgVFRXKFHlw5mmBTt+PN+WUNAQIIRSvvPKKMt1AdHQ006ZN63O9rKwsDhw4AMCOHTv43ve+d8Zyt2/f3uN1a2vrWSmzpaVFWR7sPKbuT3vvq0zR24EDB1i2bNkZ1znnnHO47777CA4O7vP/PXGsfKVM0ZO35pMn+Eqcvm405NRgr88jHac/8JV88pU4/Z23Hyez2czLL78MQEJCAosXLx5U+X2RfDo7vD2nBqOkpIRf//rX7Nixg5/85Cf99qId6Tj9gbfmU11dnbKsUql4+OGHqa2tBSApKYns7GzUajUlJSXKA2erq6t54IEHePrpp3v0uvZknKI3b82pwXAfDWAymXo8t7Iv3ppT0hAghABcTz7fsmWL8vrmm2/uMQe/u+nTp/POO+8AcPz4cTZu3Nhvj4329nb+8Y9/9PhbXw998USZFotFWdbr9X2WdTr39dy3F99McHAwt99+O/PmzTvjep44Vr5Sphi8kcwnT/CVOEczX8ipoVyfJadGli/kE/hOnP7OG47TK6+8ovTOvPPOO/s99wyG5NPI84acio2NZfbs2UyaNInk5GRMJhN2u52amhp27tzJu+++q1TorlmzBr1ezx133HHW4xQDG8l8amtrU5aPHj2qbHP33Xf3qkPYu3cvv/rVrzCbzVgsFn7961/zwgsvoNX2rA6VfBp53nCO6o/T6eTzzz9XXs+dO3fAa6K35pQ0BAghOHLkCC+++KLyevbs2Wc8+Y4fP57c3FxlWNRzzz2H3W7vtU1NTQ0rV66kqqqqx9+7H67i6TLd/3b6hb4/7ifzzs7OQW3j7yIjI7nssssA1wWyo6OD8vJyjh07RltbG6tWreKzzz7jjjvuIDExsc8yPHGsfKVM0ZO35pMn+Eqcvs6Xc2qo12fJKc/zlXzylTj9nTcfp507dyqVHvPnz2fChAmDKrs/kk9nhzfn1IwZM5g/fz5qdc9HVep0OlJSUkhJSeHCCy9k5cqVynRUH330EXPnziUvL++sxSm+5q351FcF6T333MN5553X6+8TJkzgoYce4v7778fhcFBRUcG6detYuHChx+MUvXlrTg1k//79PaawHmhaIPDenJKGACH8XFVVFY8//rhykkpLS+POO+8ccLulS5dy7733Yjab6ezsZNWqVbz55puMHTuWgIAAKisrOXjwIDabDbVazTnnnKNM5xMYGHhWynRvTXV/nsCZuD9EKCAgYFDb+Lu4uDhuv/32Xn+vr6/ntddeY82aNezdu5f77ruPX/7yl6Snp/da1xPHylfKFD15az55gq/E6et8Nae+yfVZcsrzfCWffCVOf+etx8lisfDCCy8ArukPbr311kGVeyaST2eHt+YUgNFoHLCcoKAg7r//fpYsWUJ5eTkA//rXv/psCJCc8jxvzafTe1dnZ2f32QjQLScnh4KCAjZv3gzAxo0bezUESD6dHd6aUwNZs2aNspySktLvsybceWtOqQdeRQgxWjU0NPDwww/T2NgIuE7Kjz76aL9zsbmLjY1lxYoVPU7MlZWVrFu3jk8++YS9e/dis9kIDAzknnvuITs7W1mvv/KHu0yDwaAs9zVioC/u67lvL4YuMjKSu+++m0WLFgGuOe5WrFiB3W7vta4njpWvlCkGZ6TzyRN8Jc7Ryptz6ptenyWnRo4355MvxunvRvo4vfbaa0rPx9tuu43Q0NAhxd8XyaeRNdI5NRQBAQFcc801yut9+/b1qBzraz+SU2fXSOfT6X8rKCgYsMwZM2Yoy+4PfPVknGLwRjqnzsRisfSYpnMwowFO34835ZQ0BAjhp8xmMw899BCVlZUARERE8PjjjxMRETHoMhISEnj22Wf52c9+xqxZs4iJiUGv1xMYGEhqairXXnstv/vd75g3bx7V1dXKdpGRkWelTJPJpCx3z286kO5KFxhcrxUxsJtvvpmgoCAAysrK2LFjR691PHGsfKVMMTQjlU+e4CtxjnbellP/zfVZcmrkeVs+9cdX4vR3I3Gcjh49yvvvvw+4ptQYbIXHQCSfvIOvfPcnTpyoLHd2dvaYkqObN8Tp70Yqn0JCQnq8Tk5OHrDMlJQUZbmjo4P29naPxymGzhvPUV988YXyTEq1Wj3gMwy6eWtOydRAQvih9vZ2HnnkEUpLSwHXCeqxxx4jLi5uyGWp1Wpmz57d74N9ux05ckRZdu/J78kyk5KSlOW+bh770v1wqtO3F9+cwWAgJyeHnTt3Aq4eGNOmTeuxjieOla+UKYZmpPLJE3wlztHOm3Lqv70+S06NPG/Kp9EQp78bieNUUlKCw+FQ1rvvvvv6Lae5uVlZbmho6LHu4sWLmTp1qsfiFN+Mr3z3w8PDe7xuaWnptY43xOnvvOF3HvQ/9fDpsbrr6OhQKpw9FacYOm88R61du1ZZnjx58qA7z3prTklDgBB+xmKxsHz5co4ePQq45mF87LHHSE1N9dg+GxoalDkeAXJzc89Kme4nzhMnTmC329FoNGcs99ixY8ryYHoWiMFxb80e6EZ+uI6Vr5Qphm4k8skTfCVOf+ANOTUc12fJKe/gDfk0GL4Sp78byeNUWVmpjE4aiM1m4/Dhw8pr90YCT8cphsYXvvunPySzr7myvSFOMTL55N67H+jVu78v3T26u50+3aLkk/fwpnNUXV0de/fuVV4PZZSct+aUTA0khB/p6uri8ccfV+bECwgI4JFHHhnUg07+G+vWrVN6FiUlJQ04ImC4yszNzVWeum6xWHqMIOiL1Wrt8QNmwoQJ/3WcwmWgIW6eOFa+UqYYupHIJ0/wlTj9wUjn1HBdnyWnvMNI59Noi9PfjZbj5Ctx+gNfyCn3yjCgzx643hCnGJl8iouL6zFasqysbMA43dcxmUy9RghIPnkPbzpHff7550q9U3BwMNOnTx/0tt6aU9IQIISfsNlsPPXUU0prpk6n48EHH2TcuHEe3W9bWxtvv/228vqSSy45a2UGBgb2mF/S/UnvfdmyZYvSU8BoNJKfn/9fxypc810XFhYqr/tq2fbEsfKVMsXQjFQ+eYKvxDnajXRODef1WXJq5I10Po22OP3dSBynhQsX8t577w3q35IlS5TtYmJievzfwoULPRqn+GZ85bu/evXqHjH29cBqb4jT341kPrk//PeLL74YMFb3dfLy8s5anGJovO0c9fnnnyvLs2fPRq/XD3pbb80paQgQwg/Y7XZWrlzJ9u3bAdBoNNx///1MmjTJ4/t99tlnlQejJCcn/9cNAUMt89JLL1WWV69ezYkTJ/pcz2Kx8MYbbyivL7744gGHbfmrvobn9cfpdPLHP/4Rq9UKuCq43OeLdeeJY+UrZfozX8onT/CVOH2JL+WUJ67PklPDy1fyyVfi9Hf+fpx8JU5f4is5dfq0LGfyxRdfsH79euX1mR7MKTk1vHwln7rL1Gpds50fPXqUTZs29RtrYWEhX375pfK6v+ldJJ+Gny/l1OmKiop6jCQZyrRAZzPOoZKGACFGOafTyfPPP8/mzZsB14N477333iENaerLzp07efPNN6muru7z/8vKynj44YeVC65Op2PJkiXK0KizVebUqVOVFn+bzcZjjz1GSUlJj3XMZjNPPvmkMgeqyWTimmuu6bdMf7d27Vruuece1q5de8b5GI8fP87y5cvZsGGD8rerr76akJCQPtf3xLHylTL9mS/lkyf4Spy+xFdyylPXZ8mp4eUr+eQrcfo7fz9OvhKnL/GVnNq8eTNLly7l888/7zfO9vZ2/va3v/GrX/0Kp9MJQFRUFFdccUW/70tyanj5Sj4BxMfH96hkffbZZ/tsDNi7dy+PP/64Mr3L2LFj+73Xknwafr6UU6dz78GfmJhITk7OoLc9m3EOlcrZfYYVQoxKH3zwAX/4wx+U1wkJCUyePHlQ25pMJm688cY+/2/Dhg2sWLECcM3Rn5qaislkor29ndLS0h4nN51Oxy9+8QumTJlyxv15okxwPeBl6dKlNDQ0AK7Klvz8fGJjYzGbzezevVt5IJVGo+HRRx/tMYRL9PTOO+/wyiuvAK7PKykpicTERIxGIyqVCrPZTElJSa+Hy82cOZOf/ewkGtHSAAAgAElEQVRnZ2zZ9sSx8pUy/ZWv5dPy5cuV8ro1NjYqo5QMBgPx8fG9tnvkkUeIjIw8a3H6M1/JKU9dn4c7Tn/nK/nkK3H6u9F2nFavXs1zzz0HuKYGevXVVwfcRvJpePlKTrnnilar7RGn3W6ntraWwsLCHg8JNhqNPP3006Smpp7xM5CcGj6+kk/drFYrDz30EAcOHFD+lpycTHZ2Nmq1mpKSEo4ePar8X0REBCtXriQ6OvqsxunPfC2nulmtVr73ve8pIxq++93vcv311w/5/Xs6zm9CGgKEGOXefPNN/vrXv36jbc90Q+9eaX8mWVlZ3HnnnYN64KEnyuxWVlbGypUrKS4u7ned0NBQlixZ0u/wM+Hy4Ycf8vvf/37Q6wcGBnLDDTewaNGiQQ1v88Sx8pUy/ZGv5dNtt91GTU3NoOPt9sorrxAbG3vW4vRnvpJTnro+D3ec/s5X8slX4vR3o+04fZOGgJGIczTzlZxyz5XBmDBhAkuWLCEmJmZQ60tODQ9fySd3bW1tvPjiiz16kvdl7Nix3H///WdsBPBknP7KF3MKXPP1P/XUU4Cr4v6VV14ZVO6c7Ti/CWkIEGKU81RFQ0dHB7t372bv3r0cPnyYxsZGmpub0ev1REREkJ2dzaxZs5gyZcqg5zbzRJnurFYrGzduZP369ZSWltLU1ITRaCQ2NpaCggIWLlzY54OoRG/l5eXs3r2boqIiSktLqa2tpa2tDXBdvCMiIkhPT2fSpEnMnDmTwMDAIZXviWPlK2X6I1/KJ081BAx3nP7OF3LK0w0BwxWn8I188qU4/d1oOk7ftCHgbMc52vlCTlmtVo4cOUJhYSGFhYVUVVXR0tKC2WzG6XQSHBxMfHw8Y8eOZc6cOWRnZw/5c5CcGh6+kE992b9/P2vXruXgwYM0NDRgt9sJCwsjJyeH8847jxkzZqBSqUY8Tn/kizn1xBNPsHXrVgAmTfr/7d15QFTl3gfw78ywzbAvooBsggKulLuoueHaNcu0uqavleWreS0zKzfcNbuatti9r+aFq2lp5VVzNxV3VFJMRVEUFQFBtkGYYRt4/+DlvByGZQZmWMbv56/OwznneQ6zYM/veX6/YCxbtkyv6xtqnHXBQAARERERERERERERkQljsWAiIiIiIiIiIiIiIhPGQAARERERERERERERkQljIICIiIiIiIiIiIiIyIQxEEBEREREREREREREZMIYCCAiIiIiIiIiIiIiMmEMBBARERERERERERERmTAGAoiIiIiIiIiIiIiITBgDAUREREREREREREREJoyBACIiIiIiIiIiIiIiE8ZAABERERERERERERGRCWMggIiIiIiIiIiIiIjIhDEQQERERERERERERERkwhgIICIiIiIiIiIiIiIyYQwEEBERERERERERERGZMAYCiIiIiIiIiIiIiIhMGAMBREREREREREREREQmjIEAIiIiIiIiIiIiIiITZtbYAyAiIiJqitauXYvIyEjhODw8HC4uLo03IDIalUqFhw8fIjk5GTk5OSgoKIC1tTVsbW3h6+sLT09PSCSSxh4m/Z+0tDTEx8cjKysLeXl5MDMzg7W1Ndzd3eHv7w+5XF6v+xcVFSEpKQlpaWnIyMiASqVCcXEx5HI5bGxs4OnpCR8fH5ibm9f7WXJycpCUlIT09HRkZWWhoKAAAKBQKODo6Ig2bdqgVatW9e5HV5988glu3rxZ7c/d3NywcePGBhsPNT+HDx/Gt99+Kxx/9NFHGDhwYCOOqPnSaDQYM2ZMjeeEhoZi5syZDTQiIiJq7hgIICIioiYvNTUVU6ZMMXo/gwYNwqxZs4zeDzWukpISxMbG4sKFC7h27RoSEhJQUlJS7fm2trYYNGgQXnzxRaNNyq5atQrnzp0Ttekz6arLhFFtDB3squ8zVZSfn4/ffvsNR48eRUpKSrXnSaVSdO3aFaNHj0ZwcLDO9z937hyio6MRFxeHpKQkaDSaGs83NzdHr169MGrUKHTo0EHnflQqFfbv349bt24hPj4emZmZtV7j4uKCwYMH48UXX4SDg4POfTUGfd6HUqkUcrkc1tbW8PT0hL+/P/r16wdvb2+9+oyJicHChQuF47q8xxITE7Fw4UJkZGQIbZaWlpg7dy66du0qOnfy5Mmi8z7//PMa3wNbt27Fzp07a+xfJpPB3NwcCoUC9vb2aNGiBVq3bg1/f3906NABTk5Oej0PERERUVUYCCAiIiKiZ8bjx4/xySefICsrS+drnj59ij179uDgwYOYNGkSXnrpJYOO6dy5c1oT5s2dIZ8pNjYWa9euRVpaWq3nlpSU4NKlS7h06RIGDBiAGTNmwNLSstbrdu3ahbi4OJ3HVFRUhNOnT+P06dMYOHAgpk+fDisrq1qvy8jIwJYtW3TuBwDS09OxY8cO7N+/H++++y4GDRqk1/VNVUlJCfLy8pCXl4e0tDT88ccf2LFjB4KDgzFt2jS4u7s3yDju3LmDRYsW4enTp0KbtbU1Fi1ahKCgoAYZg0ajgUajQX5+PjIzM5GQkICLFy8CACQSCQICAjBkyBAMHDgQFhYWDTImIiIiMj0MBBARERHRM0OlUlUZBJBKpfD29oaTkxNsbGyQl5eHe/fuiVZsFxYW4vvvv0d6ejreeecdg4wnNzcX//jHPwxyr6bCkM9048YNLF68GPn5+aJ2hUIBf39/ODo6orCwECkpKXjw4AFKS0uFcyIjI6FUKhEWFgYzM/3+t8fc3BytWrWCq6srFAoFJBIJcnNzkZiYiCdPnojOPXHiBFJTU7FkyRKdggGV2drawt3dHQ4ODpDL5SgqKkJmZibu378PtVotnJebm4t169YhNzcXo0eP1rsffUmlUq2V9fr+HusiJiYGH374IRYtWqTXbou6+PPPP7F8+XLR79nR0RFLliyBr6+vUfvWVWlpKW7duoVbt25h+/bteOuttzBgwIDGHhY1AJlMhu+//17UlpaWhnnz5jXSiIiIqLljIICIiIiaPBcXF63/Ga7O2bNnER4eLhwHBARgzpw5Ol1bl0k8ar7K07sMGDAAHTt2hEKh0DonJiYGGzduRGJiotC2e/dueHt7Y8iQIfUew6ZNm5CdnQ0AkMvlognJ+ggKCsLs2bP1usbR0dEgfRvqmQoKCrBu3TpREMDS0hKTJ0/GsGHDtHL0JycnY9OmTYiOjhbarly5gr179+KVV16psS8zMzMEBwejW7duaN++Pdq0aQOZTFbluffv38ePP/4o2vEQGxuLLVu24L333qv1uRwcHNC9e3cEBwcjMDAQrq6uVZ5XVFSECxcu4N///jceP34stG/evBlBQUFo27ZtrX3VV8uWLet9j7///e9Vvrc0Gg1yc3Px8OFDnDt3DpcuXRJ+plarsXTpUvzjH/8wWlqcqKgofPHFFygqKhLaWrZsiWXLlsHNzc0ofQJAv3798F//9V+ittLSUqjVauTm5iInJwfx8fG4ffs2YmNjUVxcLJyXmZmJtWvX4vLly5g5c2aDBGaocVX+DNaWtoyIiKgm/JcDERERNXkymUznCSk7OzvRsbm5eZ0ms2bPnq33RCo1DwqFAqNHj8ZLL70EGxubGs8NDg7Gl19+iUWLFiE2NlZoj4iIQN++fesVPPrjjz9w/PhxAGUT0X/961+xefPmOt+vIgsLC4NM4urLkM8UGRmJ1NRU4VgikWDBggXV5v53d3dHWFgYVq1ahfPnzwvtP//8M1566aVqJ/YBYPny5TpPqvr4+GDu3LmIiIjAr7/+KrTv378f48aNqzGg4u7uji1btuhUfNrc3Bx9+/ZF586d8dlnnwnBqJKSEvz4448ICwvTabyNzcXFpcbaE+3atcOQIUPwxx9/YOXKlSgsLARQtntn+/btmDFjhsHHdPz4cXz11Vei2iDe3t5YsmQJnJ2dDd5fRVZWVrV+NkNCQgAAWVlZOHDgAPbu3QuVSiX8/MSJE1Cr1Zg7dy6kUqlRx0tERESmg/9qICIiIqJnRsuWLbF582ZMmDCh1iBAOSsrK3zyySeiXPNKpRJXrlyp8zhUKhU2bNggHL/88svw8fGp8/2aAkM/U8UV4gDQp0+fWgsASyQSTJ06VTTpn5ubKwriVKUuK6snTpyIFi1aCMclJSVCXvfqyGQynYIAFdnZ2WkVS79y5YpWuqTmrmvXrpgwYYKo7dy5cwZfAb13716sX79eFAQICAjA559/bvQggL4cHR0xYcIErF+/Hn5+fqKfRUVFYceOHY00MiIiImqOGAggIiIiomeGtbW1zgGAipydndGrVy9R259//lnncURERAi55t3d3fH666/X+V5NhaGfqWI6HADo0aOHTtc5OzvD399f1JacnFyvsVRFJpNpBSZSUlIM3g8AdOnSRRSsKC4u1qpVYAoqF0J++vQp0tPTDXb/bdu2YdOmTaJaEsHBwVi+fHmdvhcaipubG1auXAkPDw9R+86dO43y3iYiIiLTxNRAREREREZWWlqKuLg4pKSkIDMzExKJBG5ubujUqVOtk0/5+fmIjY3Fo0ePoFarYWtrCw8PD3To0MEg+aFVKhVu3bqFjIwMKJVKmJmZwc7ODl5eXvDz89N79bIpa9OmDU6ePCkcVywkrI/r16/j0KFDwvGMGTNgYWFR7/E1JmM8U+UV7/qs1nZxcUFcXJxwnJubW6+xVMfW1lZ0bKgaD5XJZDJYW1tDqVQava/G5ODgABsbG9HrpVQq653mqrS0FBs3bsS+fftE7SEhIZg9e7ZWvYmmSKFQYN68efjggw+EugHFxcX45ZdfMHPmTKP3r1KpcP36dTx58gQqlQpOTk5wdXVFUFCQQWsVJCcn49GjR0I/EokENjY2cHJyQkBAAOzt7Q3Wl7EUFhbi/v37ePjwIXJzc1FQUABzc3PI5XK4uLjAzc0NHh4e/PtKREQNjoEAIiIioiqsXbsWkZGRwnF4eHi1ea5jYmKwcOFC4fjNN9/Ea6+9hqKiIuzevRuHDh1CWlqa1nUWFhYYPnw4Jk6cqJVrXqlUYtu2bTh+/DgKCgq0rrW1tcUbb7yBUaNG1SlHdHR0NHbt2oWbN2+KilFWZG9vj6FDh+KVV15p0qtlG0rlHPPV/d5qUlBQgG+++UZYkRwaGopOnToZZHyNxVjP5OjoKKoRULGoa23K88yXM9b7t/Ln2liFbdVqNZ4+fSpqa2ppbAyl4mp9APWepNdoNFi/fr3o+xwAhg0bhunTpzerHPteXl7o168fTpw4IbSdPHkS7777LuRyuVH6zMjIQEREBM6dO6f1uQLK/k4MHjwY48ePh7W1td73V6vVuHjxIs6fP4/r16+Lgl1V8ff3x5gxY9CvX78aX7v8/HxMnjwZeXl5AMp2g0VEROhd1+XevXv44IMPhOOAgACsWbOmynOTk5Px008/ISoqqtZAnbW1NTp16oTQ0FCddzsRERHVV/P5Vw8RERFRM6JUKvHpp59iy5YtVQYBgLLJyr1792Lu3LmiQpB37tzB3/72Nxw8eLDKIABQljJj48aN+Prrr0W5rmuTnZ2N+fPnY8mSJbh27VqNk9lKpRI///wzpk6dWmuO9WdB5bQvNRWFrc62bduEVB4ODg54++23DTK2xmSsZ+rQoYPo+O7duzpfW/ncdu3aGWRMFSmVSly+fFnU1rlzZ4P3A5QVTq74OXd3dzfJQIBSqRQmboGymg/12Q1QWFiIlStXagUBxo4dixkzZjSrIEC50aNHi44LCwsRExNjlL4uX76M6dOnIzIyssogAFD2mu3atQsffPABkpKS9O5j9erVWLNmDc6ePVtrEAAA4uPjsWbNGixatAg5OTnVnmdlZYXBgwcLx3l5eTh16pTe4zt48KDoeOTIkVWed/z4cbz//vtCIefa5OXlISoqCv/5z3/0HhMREVFdcUcAERERkYEVFRVh8eLFiI+PB1C28j8gIACOjo4oKCjA7du3kZWVJZwfHx+Pr7/+Gp999hkSExOxcOFCYTLMzs4O/v7+sLW1RU5ODm7duiWaZDh27Bj8/f3x4osv1jqupKQkhIWFaQUmFAoF/Pz84ODggJKSEqSmpuLevXvCxGNOTg4WLFiAsLCwWou1miqNRoOoqChRm76Ty7dv38aePXuE4/fee8+oK9XXrVuHO3fuIDMzEwUFBbCxsYGtrS38/PzQsWNHhISE1Lt/Yz7T0KFDsWfPHiFYdeTIEbz88su1phw6c+aMKG2Tr68vfH19DTKmcnl5eVi9erUogBcYGIigoCCD9gMAN27cQEREhKjt5ZdfNng/TcHx48dFx23btoVCoajTvVQqFZYtW4br16+L2idPnoyxY8fWeYyNzc/PD7a2tqIdIrGxsejdu7dB+7l69SpWrFihFQBwdXWFt7c3rKyskJ6ejtu3b0Oj0SA1NRVhYWEYNWqUXv1U3gGiUCjg5eUFe3t7yOVyFBQUICMjA/fv3xeNJSYmBosXL8bq1aur3TUycuRI/Pbbb0IfBw8exNChQ3Uem1qtFqWDs7W1Rd++fbXO+/PPP7F+/XqtZ/Hw8ICbmxtsbGxQXFwMlUqFlJQUpKam6hXAJyIiMhQGAoiIiIgMbP/+/cjNzYWFhQUmTJiAUaNGwdLSUvh5SUkJDh48iI0bNwqTAWfPnsWff/6JjRs3Ii8vDy1atMCUKVPQq1cv0apVtVqNzZs34/Dhw0Lb1q1bMWTIkBpTHqjVaqxYsUIUBPD09MTEiRPRo0cPrbQ3GRkZ2LZtG44ePQqgLLixdu1afPXVV0ZLf9KUnTlzBhkZGcKxTCZD9+7ddb6+uLgY33zzjfB6d+/eHf369TP4OMulpKRo7WDIzs5GdnY2EhMTERkZic2bN2PYsGGYMGGC3ukyAOM/k7u7O958801hEjwtLQ1r1qzB7NmzRZ+niuLi4vDtt98Kx1KpFFOnTq33WDQaDVQqFZKSknDlyhUcOHAA2dnZws/t7e0xa9asevcDlK3wViqVuHfvHk6dOoUzZ86IJg179+6NYcOGGaSvpuTKlSvYtm2bqG3MmDF1updSqRQFY4Gy98L06dOb/e9OIpEgICAA0dHRQtv9+/cN2kdubi7Wrl0rmnj38PDAtGnT0KVLF9G55WnsDh48iLS0NPz8889699emTRsMGDAA3bp1g6enZ5Xn5OfnIzIyEj/88IOwc+DOnTv46aefMHHixCqv8fDwQJcuXYQdE/Hx8YiPj9cqJl6dyMhIUeB98ODBVQYiw8PDRUGA/v37Y+LEiWjVqlWV91WpVLh69SrOnj1b464GIiIiQ2MggIiIiMjAcnNzYWZmhiVLlqBjx45aP5dKpRg1ahTy8vKwdetWoX3VqlXIzc2Fm5sbPv/88yon3OVyOWbMmIG0tDRcuXIFQNmkwtmzZ0VpECrbvHkzEhMThePu3bvj008/rXZC1dnZGTNnzoSHh4cwEZudnY3t27djxowZOv0eTEVubi7+9a9/idoGDRqkV2qgnTt3CpN1crkc06ZNM+QQ60StVmP37t2Ijo7GvHnzqp2Aq05DPNPYsWNRWlqKH374ARqNBufPn8f777+P4cOHo3379nBwcEBRURGSk5MRFRWFkydPQqPRAADMzMwwc+ZMrRRDuti1axfCw8N1OtfPzw8ff/wx3N3d9e4HAN5//308fPiw1vPKvzfeeuutZlVkND09XXhNKtJoNMjLy8ODBw8QFRWFixcviiZThw0bVqfAkkqlwmeffYZHjx4JbWZmZvj4448REhJSt4doYlq3bi0KBDx58sSg99+yZYto15qPjw9WrVpV5W4fe3t7TJ8+Ha1atUJ4eLjehbmnT5+uU/onKysrDB8+HM899xw+/fRTITC7f/9+vPrqq9XWSBg5cqQoddKhQ4d0/htWsQC6RCLB8OHDtc7JyMgQBZyCg4MxZ86cGu+rUCjQu3dv9O7du9r0f0RERMbAQAARERGREbz++utVBgEqGj16NHbu3ClMBJRPoHz00Ue1rrofO3asEAgAytI4VBcIePLkCY4dOyYcu7m51RgEqNzP1atXhb6OHz+ON998Ew4ODrVeawpKS0uxbt06UaoZGxubalegVuXBgweiVbITJ05EixYtDDrOcmZmZmjfvj26dOkCHx8fuLi4wMrKCmq1Gk+ePMGNGzdw4sQJUS7uR48eYcGCBVizZo3O42rIZ3r11VfRo0cP7Nq1C1FRUUhNTcW///3vGq957rnnMHnyZLRp08YoYwKATp064cUXX9TatWNo5ubmGDZsGEaOHKl3sKYpqG1StLJWrVph3LhxeqVwqUipVIre31ZWVpg3bx6ee+65Ot2vKao8Ia9Lbn1d5ebmilI0yWQyzJ49u9aUX6+88gquXr2qVTejNvrWgGjZsiXeeecdfPHFFwDK0nRFR0dXGzTq0aMHWrRoIQRLTp48ibfffrvWlFO3bt3CvXv3hOPOnTvDw8ND67zKQZg+ffro9Ty6/B0mIiIylOZXHYmIiIioiZPL5fjLX/5S63lWVlYIDAwUtXXq1EmrrSodO3YU5UVOSEio9tyDBw+KigK/8cYbek0+VEzPUVRUJApAmLqtW7fi4sWLorbp06frvBtAo9Hgq6++En7/7dq10zuHti4kEgkmTZqEiIgIrFixAuPHj0ePHj3Qpk0buLu7w8/PD7169cI777yDzZs345VXXhGtKs/MzMTnn3+uleO6MZ+pcp9SqbTaXODlJBIJQkND8c477xg1CACU5e7ft2+faGW2MRQVFeHEiRPYu3cvHj9+bNS+Gpu/vz8mTJiAgQMHGuyepaWlzbIocE0qT8pXV8i3Ls6ePStapR4SEgIfHx+drtUnQFofPXv2FL2mN2/erPZcmUwmWsmfn5+PEydO1NpH5SLBI0aM0GlsFVOGERERNTXcEUBERERkYEFBQToXuHR3d8fVq1eF4+eff16n62QyGVq2bCmkv6hp8qHixL2ZmZneRSU7duwIqVQq5Cm/ceOGQSfqmqqDBw9q5bv+y1/+ole6kj179uDOnTsAyn73f/vb34wyKSmVSjFu3DidzrW0tMRbb70FZ2dnbNq0SWi/ffs2zpw5U+vzNdQzAWUTnN9//73WpFx1SktLcfToURw9ehQ9e/bEtGnT4OzsrHe/w4cPF6WRKS4uxtOnT5GQkIDo6GhER0ejpKQE165dw7Vr19C3b1/MmjWr1kLGVVm6dKkoUKdWq5GZmYk7d+7gxIkTSEpKQl5eHg4dOoTIyEhMmzYNgwYN0ruf5iA+Ph5r167F5s2bMWXKFLzwwgt636M8RUx5bveCggIsXboUCxcuNJli58YsNBsbGys61uc18Pf3h4eHB5KSkuo9jpKSEuTn50OtVos+H+VsbGyE/PoV095VZejQofjxxx+F+xw6dKjG4GVubi7OnDkjHDs5OaFnz55Vnuvu7i76+3jgwAH079+/yt0DREREjY2BACIiIiIDa926tc7nVg4Y6JP6w9raWvhvlUpV5Tn5+fmi9AYtWrTQSp2hC7lcjry8PAAw2KpkpVKJ/Px8nc61t7evU0Hbujp9+jT++c9/itr69++PKVOm6HyP5ORkUfHTl19+WeeVtQ1h9OjRuHLlimhF+4EDB2oMBDTkMxUXF2PZsmWi/N4SiQR9+vTBoEGD4OfnBzs7OxQVFeHJkye4evUq9u3bJxRJvnDhAuLi4rB06VL4+vrq1bdCoagymBcYGIgRI0YgISEBa9euxYMHDwCUFZNWqVRYtGiR3kGRqgIVPj4+eP755zF+/HgcOnQImzZtQlFREfLz87F+/XpIpVIMGDBAr34aS3h4OFxcXKr8mVqthlKpxN27d3Hy5EmcP38eQFlgc82aNXj48KHeq8wdHBzw4YcfYvHixUIwoLCwEMuWLcP8+fN1DrY2ZeXfxeUMmV6mYr57oGzHjz4CAgLqFAjIz8/HhQsXcPHiRSQkJCA5ObnK2hJVqa0ugYODA/r27YvIyEgAZcWVb926Ve3uu2PHjol2WYSGhsLMrOqpEzs7OwQHBwspkbKzszFz5kwMHDgQISEhWrv3iIiIGhMDAUREREQGVlsu5YpkMpnouOLkfm0qTjhWtWISKEv5UnH1aEpKil6T2VV5+vRpva4v9/333wsTM7X56KOPGmwXwoULF/Dll1+Kfm+9evXCRx99pPMkb2lpKb7++mthMsnd3R2vv/66UcZbH6+++qooEHDr1i2oVKoqJ8Eb+pm2b98uCgJYWlpi3rx5WhO55ubm8Pb2hre3N4YPH44NGzYIOc6zs7OxdOlSfPPNN3p9Lmvj6+uLFStW4OOPPxYCY5cvX8bBgwcNmiZJIpFgxIgRsLe3x6pVqwCUvQ7fffcdunTpolfB6qZILpdDLpejVatWCAkJwR9//IGVK1cK77GdO3fC29sb/fv31+u+7du3x9KlS7Fo0SIhSFpYWIgVK1aYRDCg8sS3nZ2dwe5dcXeZQqHQux5MXYpmHzp0CFu3bhVW+OurukB4RSNHjhT9vTl48GC1gYCKRYKlUmmt9SqmTp2Kjz/+WPjbWFhYiMOHD+Pw4cMwNzdH27ZtERAQgA4dOqBDhw4G/S4iIiLSh2klSyQiIiJqAuqTJqVi3nZDMNSkfUXlq2xN0eXLl7F69WpRYKVbt2745JNPtII2NTlw4ABu3LghHM+YMaNOaWOMLTAwUDTpX1xcLKSbqqwhn0mpVGLPnj2itvfff7/WCVwLCwvMnDkTQUFBQlt6ejp++eUXg4/R3t4eb731lqjt119/NXg/QFkB0h49egjHarUaBw4cMEpfjalr165aOwDCw8OrDXTWJDAwEEuWLBG9vwsLC7F8+XKj13UwtsqpcFxdXQ1274q7DXRNcVeRPsFsAPif//kfbNiwoc5BAAA61TYJCgoS1Q05c+ZMlTsJrl27JvoO7NatW62/X3d3d6xZswYdO3bU+llRURFiY2Pxn//8B8uXL8ebb36AwMgAABMLSURBVL6JhQsX4vz58zqNm4iIyJC4I4CIiIjIhNVlAu1ZdfXqVaxYsQJFRUVCW3BwMObOnat3aoft27cL/92jRw+4uroiNTW1xmsq13nQaDRa1zg7O1eboqIuZDIZXFxc8PDhQ6GturRRDflMly5dEqXmcHNz0zkVjkwmw+uvv45FixYJbceOHcPkyZN1ul4f3bt3h1wuF4JjT548QWJiol4pvnTVv39/UeHqy5cvY8KECQbvp7ENHToUERERQlqY9PR0/Pnnn3VaxR8YGIhly5YhLCxMmOAuKirCypUrMXfuXHTv3t2gY28IpaWluH37tqhN39RXTcXJkyexb98+UZuPjw/69u2Ldu3awdXVFQ4ODrCwsND6Dp48eTIyMjL06m/kyJH49ttvAZQFhY4dO4aXXnpJdE5diwS7u7tj1apVuHnzJiIjI3HlyhUhTVlFGo0GMTExiImJQVBQED7++GODBnKIiIhqwkAAERERkQmrnDKiW7duognSxjR79mzMnj27sYcBALh+/TqWLVsmmnzu2LEj5s+fX6dV7xXvc/HiRdEErq7S0tK00jh9++238Pb21vteNan8fBXHXl27sZ8pISFBdNy5c2e9dst06tRJVMAzOzsbjx8/RqtWrfQec03Mzc3RsmVL3L9/X2hLSUkxSiCgcvHRqiYZTYFCoYCbm5toVfbt27frnM6nXbt2WLZsGRYuXFhlMKDiTovm4M6dO1or2du3b2+w+1tbWwur83VJuVNZ5foFNakYXASASZMm6Vz0vC5je+GFFxAeHi6M8dChQ6JAgFKpFOpUAGU7LfR93wUFBQk7krKyshAXF4fY2Fhcu3YNd+/eFe0CuHnzJhYsWIB169bpvZOCiIioLpgaiIiIiMiEVc7vXJcijqbu5s2bWLp0KQoKCoS2oKAghIWFNWiB4sZSOSWHIfON11XlyUR9c+Gbm5vD1tZW1Faf1CM1qZwyquKOEkOqvGvCWP00BZVT0lTeWaKvtm3bYvny5aLc7MXFxVi1ahUuXLhQr3s3tN9++010bGlpiS5duhjs/hX/ZqhUKr1/98nJyTqdl5iYKDq3c+fOOgcB1Gp1nVLUWVlZYciQIcLxo0ePcO3aNeH4yJEjol10w4cPr1eqP0dHR/Tq1Qtvv/021q1bh3/9618YN26c6LOckpKilQaNiIjIWBgIICIiIjJhtra2opXEKSkpQnFTKltpvHjxYtGkUkBAABYvXgy5XN6II2sYWVlZePLkiajNycmpkUbz/yqvjs3Pz9f7HpUnCo31elZOT6JvcVVdpaenN0g/TUHl2iaGqEXh7++P5cuXiwJExcXF+Pzzz0WrwJuyBw8e4MyZM6K2AQMGGDRg6e/vLzqOi4vT63pdz68cMNAnTdPNmzf1GlNFI0eOFO0uKi8MXFpaiiNHjgjtZmZmCA0NrXM/VXFxccGkSZPw4Ycfitqby/uPiIiaP6YGIiIiIjJxzz//vGgnwJEjRzBp0qRGHFHTEB8fj7CwMFGKCX9/fyxevLhORTIr+vnnn/W+JiYmBgsXLhSO3dzcsHHjxnqNozanTp0SpapwcnLSSkFTriGfydnZWXR87949vfpNTEzUSnGk764CXSQkJIhWTEskEri5uRm8HwC4cuWK6Njd3d0o/TS28jROFbm4uBjk3n5+fli+fDkWLFggBBuKi4vxxRdfYM6cOejTp49B+jEGlUqFVatWiVasm5ub49VXXzVoP+3bt8fx48eF41OnTqFnz546XRsfH6/zrrPKu370SY1z7Ngxnc+tzN3dHcHBwcLn6dy5c1AqlYiPjxe97/r06WO0YFu/fv2wYcMGIVhZW60VIiIiQ+GOACIiIiITN2LECFF6gz179iAxMbERR9T47t+/LyogCpQV3Fy6dKkofYgpy8zM1Jrc13XCz9g6duwoOr5+/booZ3xtylf5lvPy8jLK61o5x3nbtm2NsqMiIyMDR48eFbU1ldfK0Hbv3i0KTgEwaOqbNm3aYMWKFaIUWOXBgLNnzxqsH0NKSUnBvHnztCbZX3vtNYPXvQgJCYGlpaVwfPbsWTx48ECna7du3apzP5U/j7p+vuPi4ur9Oo0aNUr47+LiYhw9elSrSPDw4cPr1UdNJBKJaFeCvsXoiYiI6oqBACIiIiIT5+npiUGDBgnHhYWFWLx4sd7BgMLCwnqtxGwqEhMTsXDhQlH6ES8vLyxbtkwrr3xzkJiYiEuXLul1TUZGBpYsWQKlUim0GWN1cV21bdtWtLK+pKQEa9eu1Skv+KVLl7B//35RW0hISLXnHzlyRO/Cu6WlpdiyZQuioqJE7RUnGCtTqVTYu3dvtcWYq5OVlaWVvsrOzg79+vXT6z7Nwf79+7Fr1y5RW1BQkMELZPv6+mLFihWwt7cX2jQaDf7+97/j9OnTBu2rPrKysvDjjz9i1qxZuHv3ruhnffr0wfjx4w3ep42NjejvhUajwZo1a7QKFFe2a9cuXL58Wed+fHx8RMe///57rfUIkpOTsXr1amg0Gp37qUr37t3h6uoqHO/bt0/0Herp6YlOnTrpdK+rV6/i6tWrevUfFRUl2olmjOLiREREVWFqICIiIqJnwLvvvos7d+4IKzvT0tIwa9YsjBkzBsOHD6829UZBQQFiY2Nx4cIFnD59Grm5uRg8eHBDDt2gUlNTsXDhQtGEk6OjIz744APk5+frlYvezMxMK4VNY8jIyMDSpUvh6+uLAQMGoFevXtWmjVGpVPj999+xc+dOURAAAN544w3R5FhjkkgkmDhxIr744guhLT4+HrNmzcKUKVPQtWtX0YpaAFAqldizZw927dolmii0t7fHmDFjqu3r/Pnz+O6779CjRw/069cPwcHB1QaEiouLER0djV9++UUrF3rnzp1FE6iVFRUVYdOmTfj111/Rv39/hISEwN/fX6sIcLmsrCycOHECP//8s9Yk7DvvvNNsglbp6enVTtwWFBQgOzsb8fHxOHnypFYKKAsLC0ybNs0o4/Lx8cGKFSuwYMEC4fugfNIbgNECLfn5+VqpYEpLS6FWq6FSqYQ0NXFxcYiNjRWlAio3ePBgzJgxQ+szYCgTJ05EVFQUsrKyAJTtoJozZw6mTZuGzp07i87NycnBtm3bcODAAQBlgYTaggYA4OrqioCAAOFzlJOTg3nz5uHDDz9Eu3btROcWFRXh999/x9atW/H06VNYWlpCIpHUqXYIAEilUgwfPhxbtmwBoF3nQ5/dAHfv3kV4eDg8PT3Rr18/9OzZEz4+PlUWGS4PpoeHh4vaa/reICIiMiQGAoiIiIieAQqFAmFhYQgLCxPSSxQUFGDHjh3YsWMH3Nzc4OHhAWtraxQXF0OtViM1NRUpKSkoKSkR7lPV5EZzEhMTozXpk5WVhdmzZ+t9r4bI4a+PhIQEJCQkIDw8HNbW1vDy8oKdnR3kcjny8/ORnp6Oe/fuiV7PciNHjsS4ceMaYdTV69evH2JjY7Fv3z6hLSkpCUuWLIGdnR38/PxgZ2eHoqIipKWlISEhQWvC2cLCAp9++mmtNR80Gg3Onz8vFO10dXWFm5sbrK2tYWFhAbVajYyMDDx8+LDKFf0BAQGYN2+eTs+VmZmJ3bt3Y/fu3TAzM4OXlxccHR2FHOl5eXlISkpCamqqVoocAJg8eXKzmjicM2dOna6Ty+WYP38+fH19DTyi/+ft7Y0VK1Zg/vz5QjCgpKQEa9asQUlJCV544QWD93n69Ok67zpwcnLC22+/bZRxVWRra4vZs2djyZIlKCoqAlCWumf+/PlwdXWFr68vLC0tkZ6ejri4OOFz5+rqipEjRyIiIkKnft566y3MmzdP+E5KTEzE7Nmz0bp1a3h7e0MmkyE7Oxu3b98WTfr/93//N3744Yc6BwIAYOjQofjxxx+F5ytnaWlZp89XYmIitm/fju3bt8PS0hLe3t5wcHCAQqGARqMRvn8LCgpE13Xu3BlDhgyp83MQERHpg4EAIiIiomeEq6srvvzyS2zYsAGnTp0S/SwlJUWn9CjPSv785i4vLw83b96s9Ty5XI53330XoaGhDTAq/b333ntwcHDATz/9JFoZnZOTo1U8t7KWLVviww8/1Ko3oIu0tDSkpaXVep5MJsPo0aPx17/+FVZWVnr3U1xcrHMhZBcXF0ydOhW9evXSu5/mRCqVonfv3nj77bcbZIeKl5cXVq5cifnz5wsr4EtKSvDll1+itLQUAwYMqPF6mUxm1PFJJBIEBARgyJAhGDhwICwsLIzaX7kuXbpg/vz5+OKLL0RpbKr7bLi6umLJkiW4ceOGzn106NAB77//Pr777jtREO/Ro0dV1gyQyWR49913MWTIEPzwww96PpGYvb09QkJCEBkZKWrv379/vf/OFRQU4Pbt27We16dPH8yaNavZB9iJiKj5YCCAiIiI6BmiUCgwZ84cjB07Frt27UJ0dLSoYG5VnJ2d0alTJ/Tu3Rvdu3dvoJGSrry9vTFu3Dhcv34dd+/e1SkHvYeHBwYPHoxhw4aJiqY2NRKJBK+99hr69OmDffv24eTJk7W+X729vREaGophw4bpNDk/efJkBAYGIiYmBvHx8TqtMnZ1dUX//v0RGhpabRqmymxsbLBgwQL88ccfuH79OpKSkqrcnVGRTCZDYGAgBg0ahP79+9cp2NCUmZmZwdraGvb29vDx8UG7du3Qt2/fBk+55enpKQQDMjMzAZQFA9atW4eSkhKtGisVGeI1kUqlot9FixYt0Lp1a7Rt2xYdO3aEo6Njvfuoi65du+K7775DREQEzp49q7V6HijbPTBw4EC88cYbsLGx0SsQAJStzPfy8kJERES111pYWKB79+4YP3482rRpU6dnqcqoUaO0AgEjRozQ6x5Dhw6Fk5MToqOjcePGDaSnp9d4vpmZGbp06YLRo0fj+eef13fIRERE9SIprWq/KRERERE9E0pKSpCQkIDExETk5uYiLy8P5ubmUCgUaNmyJVq3bo0WLVo09jBJRxqNBsnJyXj8+DEyMzORl5eHwsJCWFpawtraGk5OTmjbtq2oSGpzUlJSgkePHuH+/fvIycmBSqWCmZkZFAoFXFxc4O/vDwcHhzrfX6PRICkpCY8fP0ZGRgZUKhWKiopgZWUl9NGmTZt69VFOpVLh4cOHSEtLQ3Z2NvLz8yGRSCCXy2FtbQ0PDw/4+Pg02ApwAPjkk0+EnSRSqRR79uxpsL6bi7Fjx4qCAd9//z1atmzZiCNqGCqVCteuXcOTJ0+gVqvh6OiIFi1aoEOHDtXWudBXWloabt68iczMTBQXF8PBwQHOzs4ICgqCXC43SB8VJSYmYvr06cKxv78/1q1bV697ZmRk4NGjR0hLS8PTp09F378eHh7w9fWtNVVZTZKTkzF16lThODQ0FDNnzqzXmImI6NnBHQFEREREzzCpVAo/Pz/4+fk19lDIAGQyGTw9PeHp6dnYQzEKqVQKLy8veHl5GeX+MpnMqPevSKFQIDAwEIGBgUbviwxDqVSKggBSqbTRVus3NIVCgZ49exq1D1dX1wYtWH748GHRsb67Aari7OzcJIrIExERVYWBACIiIiIiItKSmpoqOjYzM3umJzkr13Nwd3dv0B0bZDgFBQU4duyYcGxtbY3+/fs34oiqVvkzWLnYPRERkT4YCCAiIiIiIiKRkpISTJkyRdTm5uaGjRs3NtKIGt/Zs2dFx0FBQY00EqqvI0eOIDc3VzgODQ1tcjU4NBqN1meQiIioPlienoiIiIiIiKgGN2/eFK0gB4ABAwY0zmCoXrKysvDTTz8Jx2ZmZnjxxRcbcUREREQNgzsCiIiIiIiIiP6PRqNBeno6iouLkZ6ejosXL+LQoUMoLi4WzgkKCkKnTp0acZSki/LXEigreHz37l3s2LEDOTk5wjmhoaHPRMFnIiIiSWlpaWljD4KIiIiIiIioKUhOTsbUqVOr/bmtrS1Wr15tskW5TUltr6WTkxM2bNgAGxubBhwVERFR4+COACIiIiIiIiId+Pr6Ys6cOQwCmABbW1ssWLCAQQAiInpmMBBAREREREREVIlUKoW1tTUcHBwQGBiIHj16oGfPnpBIJI09NKojCwsLtGrVCt26dcOYMWPg6OjY2EMiIiJqMEwNRERERERERERERERkwqSNPQAiIiIiIiIiIiIiIjIeBgKIiIiIiIiIiIiIiEwYAwFERERERERERERERCaMgQAiIiIiIiIiIiIiIhPGQAARERERERERERERkQljIICIiIiIiIiIiIiIyIQxEEBEREREREREREREZMIYCCAiIiIiIiIiIiIiMmEMBBARERERERERERERmTAGAoiIiIiIiIiIiIiITBgDAUREREREREREREREJoyBACIiIiIiIiIiIiIiE8ZAABERERERERERERGRCWMggIiIiIiIiIiIiIjIhDEQQERERERERERERERkwhgIICIiIiIiIiIiIiIyYQwEEBERERERERERERGZMAYCiIiIiIiIiIiIiIhM2P8CldyzhepAwmcAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 368, | |
"width": 769 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = lc_from_mask.plot(normalize=False)\n", | |
"bkg_lc.plot(normalize=False, ax=ax, label='Background estimate')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 368, | |
"width": 750 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = lc_minus_bkg.plot(label='Background subtracted')\n", | |
"lc_from_mask.plot(ax=ax, label='Status quo');" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The background subtracted flux is *worse*-- it adds lots of **variance**, with negligible reduction in **bias**." | |
] | |
} | |
], | |
"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": "3.6.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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