{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Worked Example of the Spec Pipeline on HST Data\n", "Author: Kayli Glidic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Library" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? 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\\n\"+\n", " \"

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

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1001\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.0.min.js\": \"YobFyzPeVUsFQydHkJGsJL1kyfHnWxOlPc3EwaV22TmBaeGoXHLWx5aRRVPS9xlE\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.0.min.js\": \"NuAg9+TcTQQqvQCTtkCneRrpkTiMhhfiq0KHiBzx8ECiKiLWXHN6i6ia3q7b3eHu\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.0.min.js\": \"uMVqQc8JqHitD67bXTn9a06Mrk3EiHRaZ18EJENQenAKJ/KL71SakdXYomZQpGRr\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.0.min.js\": \"u+eGuEXC8aw0VSCm2mH+b/tQEAitUOYiR1H6SuIVEdUmXsf4vN8m/SmXpmjb7U/X\"};\n", "\n", " for (var i = 0; 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i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

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

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.0.min.js\": \"YobFyzPeVUsFQydHkJGsJL1kyfHnWxOlPc3EwaV22TmBaeGoXHLWx5aRRVPS9xlE\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.0.min.js\": \"NuAg9+TcTQQqvQCTtkCneRrpkTiMhhfiq0KHiBzx8ECiKiLWXHN6i6ia3q7b3eHu\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.0.min.js\": \"uMVqQc8JqHitD67bXTn9a06Mrk3EiHRaZ18EJENQenAKJ/KL71SakdXYomZQpGRr\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.0.min.js\": \"u+eGuEXC8aw0VSCm2mH+b/tQEAitUOYiR1H6SuIVEdUmXsf4vN8m/SmXpmjb7U/X\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#import the module\n", "from pipeline import spec_pipeline\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "#import bokeh to enable interactive plots\n", "from bokeh.plotting import figure\n", "from bokeh.io import output_notebook, push_notebook, show\n", "\n", "output_notebook()\n", "\n", "#import yaml to read in the parameter file\n", "import yaml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CoRoT-1b Spectroscopic Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " First, it will be helpful to read in the desired parameterfile to refer back to. Note, you should create and edit a parameter file similar to the one displayed below. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'procFiles': '/surtrdata1/tso_analysis/hst/corot1/*_flt.fits',\n", " 'excludeList': ['ibh717giq_flt.fits',\n", " 'ibh719gkq_flt.fits',\n", " 'ibh720i5q_flt.fits',\n", " 'ibh721olq_flt.fits'],\n", " 'srcName': 'CoRoT-1',\n", " 'srcNameShort': 'corot1',\n", " 'nightName': 'all_visits',\n", " 'dispDirection': 'x',\n", " 'starPositions': [74],\n", " 'refPhotCentering': None,\n", " 'bkgSubDirections': ['Y'],\n", " 'bkgRegionsX': [[None, None]],\n", " 'bkgOrderX': 0,\n", " 'bkgRegionsY': [[9, 32], [41, 49], [92, 122]],\n", " 'bkgOrderY': 1,\n", " 'apWidth': 30.0,\n", " 'dispPixels': [0, 128],\n", " 'numSplineKnots': 6,\n", " 'splineSpecFitOrder': 2,\n", " 'sigForBadPx': 300,\n", " 'jdRef': 2457551,\n", " 'timingMethod': None,\n", " 'isCube': False,\n", " 'cubePlane': 0,\n", " 'doCentering': False,\n", " 'FITSextension': 1,\n", " 'HEADextension': 0,\n", " 'isSlope': True,\n", " 'readNoise': 20,\n", " 'detectorGain': 1.0,\n", " 'dateFormat': 'Two Part',\n", " 'itimeKeyword': 'EXPTIME'}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open(\"corot1_firsttransit.yaml\", \"r\") as stream:\n", " paramfile = yaml.safe_load(stream)\n", " \n", "paramfile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To analyze, the spectroscopic data of any target, read in the desired parameter file. After installing tshirt, import the module `spec_pipeline` from `pipeline`. Note that here, we define an object `spec` however, the name can vary. Calling the command `help(spec_pipeline.spec)` might be helpful to ensure the right keywords in the argument are called. For example, when utilizing the `spec_pipeline.spec` method from the Spectroscopic module, the keyword used is `paramFile`. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "spec = spec_pipeline.spec(paramFile='corot1_firsttransit.yaml')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before performing the extraction of the spectroscopic data from the spectroscopic images, call `showStarChoices`. `showStarChoices` is a method of the spec object in the spectroscopic module found in tshirt and the command `help(showStarChoices)` can help define the relevant keywords. This `showStarChoices` is used to view apertures and setting the keyword `showPlot=True` will display the plot within the Jupyter notebook space. \n", "\n", "\n", "The plot displayed will have the axes in terms of the location on the instrument detector (X & Y pixels). The color bar depicts the number of counts at each pixel. Lastly, there will be a red rectangular aperture enclosing the source as well as red shaded rectangular areas depicting the background subtraction areas. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spec.showStarChoices(showPlot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After checking the apertures, call `do_extraction`. `do_extraction` is a method of the spec object in the spectroscopic module found in tshirt, and the command `help(do_extraction)` can help define the relevant keywords. Calling `do_extraction` will perform the extraction of spectroscopic data from all the spectroscopic images found in the parameter file defined. `do_extraction` will extract all spectroscopy. Within the argument of the method, set `useMultiproccessing=True` to run the code faster by using more CPUs. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "On 0 of 392\n", "On 60 of 392\n", "On 90 of 392\n", "On 30 of 392\n", "On 15 of 392\n", "On 45 of 392\n", "On 75 of 392\n", "On 120 of 392\n", "On 150 of 392\n", "On 180 of 392\n", "On 105 of 392\n", "On 135 of 392\n", "On 165 of 392\n", "On 195 of 392\n", "On 210 of 392\n", "On 240 of 392\n", "On 270 of 392\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/kglidic/Software/tser_tools/tshirt/pipeline/phot_pipeline.py:2057: UserWarning: Spline fitting failed because of Schoenberg-Whitney conditions. Trying to eliminate knots without sufficient data\n", " warnings.warn(\"Spline fitting failed because of Schoenberg-Whitney conditions. Trying to eliminate knots without sufficient data\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "On 225 of 392\n", "On 255 of 392\n", "On 285 of 392\n", "On 300 of 392\n", "On 330 of 392\n", "On 360 of 392\n", "On 390 of 392\n", "On 315 of 392\n", "On 345 of 392\n", "On 375 of 392\n" ] } ], "source": [ "spec.do_extraction(useMultiprocessing=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the spectrum of the source, call 'plot_one_spec' which is a method of the spec object in the spectroscopic module found in tshirt. \n", "\n", "The plot displayed will have an x-axis in terms of X pixel location on the detector and a y-axis in terms of counts(e-). In this particular data, each pixel was already converted to be terms of (DN/s), a value of flux. However, this method `plot_one_spec` converts this flux value back into counts for easier calculations of uncertainty down the line. The plot also depicts two distinct plots of an \"optimal\" extraction and \"sum\" extraction defined by a legend. The \"optimal\" extraction is essentially a weighted sum of the counts in each row in the spectroscopic images while the other is an unweighted sum. The \"optimal\" extracted spectrum chooses weights to result in the least amount of noise. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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"spec.plot_wavebin_series(nbins=1,savePlot=False, interactive=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the dynamic spectrum, call `plot_dynamic_spec`, a method of the spec object in the spectroscopic module found in tshirt. Calling `plot_dynamic_spec` essentially displays a plot depicting the change in the spectrum over time. Within the argument of the method, set `showPlot=True` to display the plot within the Jupyter notebook space. To define more of the parameters call the command `help(plot_dynamic_spec)`.\n", "\n", "Displayed in the image will be two plots. The plot on top displays the average spectrum overall. The 2D plot on the bottom displays how the spectrum changes over time. On the x-axis is the dispersion and on the y-axis is the time which correlates to the image number. Finally, the color bar displays the normalized flux which can identify the transit of an exoplanet. Displayed below are four visits visible as horizontal bands. The band located at the bottom, which is the first visit, on the plot is the visit featuring the transit. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Card is too long, comment will be truncated. [astropy.io.fits.card]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spec.plot_dynamic_spec(showPlot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CoRoT-1b Batch Processing the Spectroscopic Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A batch object can iterate over any method the spectroscopic module found in tshirt. To perform batch processing, this is the general syntax for the code to run: `bspec.batch_run('method')`. Start by creating a batch parameter file from a normal spec parameter file. Turn parameters unique to each iteration into lists. For example, the `procFiles`, `nightName`, and `bkgRegionsY` (background regions) have been customized for the four visits. Next, read in the batch parameter file. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'procFiles': ['/home/kglidic/Software/tser_tools/tshirt/corot1_visit1/*_flt.fits',\n", " '/home/kglidic/Software/tser_tools/tshirt/corot1_visit2/*_flt.fits',\n", " '/home/kglidic/Software/tser_tools/tshirt/corot1_visit3/*_flt.fits',\n", " '/home/kglidic/Software/tser_tools/tshirt/corot1_visit4/*_flt.fits'],\n", " 'excludeList': ['ibh717giq_flt.fits',\n", " 'ibh719gkq_flt.fits',\n", " 'ibh720i5q_flt.fits',\n", " 'ibh721olq_flt.fits'],\n", " 'srcName': 'CoRoT-1',\n", " 'srcNameShort': 'corot1',\n", " 'nightName': ['visit1', 'visit2', 'visit3', 'visit4'],\n", " 'dispDirection': 'x',\n", " 'starPositions': [74],\n", " 'refPhotCentering': None,\n", " 'bkgSubDirections': ['Y'],\n", " 'bkgRegionsX': [[None, None]],\n", " 'bkgOrderX': 0,\n", " 'bkgRegionsY': [[[9, 32], [41, 49], [92, 122]],\n", " [[0, 14], [25, 32], [39, 56], [100, 121]],\n", " [[9, 32], [39, 46], [92, 122]],\n", " [[9, 32], [39, 46], [92, 122]]],\n", " 'bkgOrderY': 1,\n", " 'apWidth': 30.0,\n", " 'dispPixels': [0, 128],\n", " 'numSplineKnots': 6,\n", " 'splineSpecFitOrder': 2,\n", " 'sigForBadPx': 300,\n", " 'jdRef': 2457551,\n", " 'timingMethod': None,\n", " 'isCube': False,\n", " 'cubePlane': 0,\n", " 'doCentering': False,\n", " 'FITSextension': 1,\n", " 'HEADextension': 0,\n", " 'isSlope': True,\n", " 'readNoise': 20,\n", " 'detectorGain': 1.0,\n", " 'dateFormat': 'Two Part',\n", " 'itimeKeyword': 'EXPTIME'}" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open(\"corot1_batch_file.yaml\", \"r\") as stream:\n", " bparamfile = yaml.safe_load(stream)\n", " \n", "bparamfile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To analyze, the spectroscopic data of any target, read in the desired parameter file. After installing tshirt, import the module `spec_pipeline` from `pipeline`. Note that here, we define an object `bspec` however, the name can vary. Calling the command `help(spec_pipeline.batch_spec)` might be helpful to ensure the right keywords in the argument are called. For example, when utilizing the `spec_pipeline.batch_spec` method from the spectroscopic module, the keyword used is `batchFile`. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "bspec = spec_pipeline.batch_spec(batchFile='corot1_batch_file.yaml')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before performing the extraction of the spectroscopic data from the spectroscopic images, call `showStarChoices`. `showStarChoices` is a method of the spec object in the spectroscopic module found in tshirt and the command `help(showStarChoices)` can help define the relevant keywords. This `showStarChoices` is used to view apertures and setting the keyword `showPlot=True` will display the plot within the Jupyter notebook space. The keyword `vmax` defines the maximum value for imshow. \n", "\n", "Since this is a batch parameter file, there should be a plot displayed for each distinguished visit. These plots displayed will have the axes in terms of the location on the detection instrument (X & Y pixels). The color bar depicts the number of counts at each pixel. Lastly, there will be a red rectangular aperture enclosing the source as well as red shaded rectangular areas depicting the background subtraction areas. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working on showStarChoices for batch CoRoT-1 corot1_visit1 \n", "Working on showStarChoices for batch CoRoT-1 corot1_visit2 \n", "Working on showStarChoices for batch CoRoT-1 corot1_visit3 \n", "Working on showStarChoices for batch CoRoT-1 corot1_visit4 \n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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KuCgBHt1nMjMFH4jJz0nkXw7yDlcFxwH59T4nQb52y4KUXMn9NSuMLhfIy0jdI5QXqDqXZjW5TJ8XrzyXVQR+EJ5gehzA47XvnjKBnoh+iIjuIaJ7cp5fbpdGGmnkmgmh3OO/F6I8J0EfIvpJOLb+r+umy+x2WeAv1U7uBoCF1mEOBn3QFgwlKBFfUxmr9U2P8hQ1JYmhwkroSBRFNZQnY6ivj9kQpuV3l6UhETV1wtHIvq+2BenUKx8pApO3eDWZ2jx1P85zy1e3oJIitTSz4JMKRaFHdpeplGSIVEn2bY8aDJUXZW3/XciYAgR9dU3MbCz1k+7w3akZKPNXBEtRZCa7fkdZ7q/VYGfgBkUJyLyrVRdoCja2wepvW5J1P3Megeb9r4sfIPZIUF0JENcD5YVHUIpMy9L7Im0RBENtTXzBlIuejqXXXdcvePAUgt6ughyyLlWvDdR8zwCAYc+jXrlfAvVbhgGwLAVcFK3WECopyp8S9D5V/2O14dYgGC2Ap2I9BDU0LIFCKHLc2LJkB9Zt6o/vdRFs787P16DPC1MZ7kWuu8Ikou+HCwa9kX2a0VMl1j+tcF6gGm+DkiVTWspx1GAAdbsg8W+x3gBBgPL8BfdxKGZyVZnaVnNOFQQliTnu+clatpByM0U5BsOBf4hUeYivino9U5ilRC7BlTfr5ZgURT7KrcpUbuaw0/ZBFg0WzWamYC2Qoft0O7WgjER71ze9f1VLxbVaXnmJorR9xtsW/DL/bJr6cSeypkmM3TXcbIzZ3BcvgZ565dwDgFeU6ieuSnu4aS4PdFlYaT3akId6YWjuDerri0T8kFtj72OU9eGL64AG19Q9EpBX4urz1HsnL7wpvCAZXAHZMSxj6/CquSssOqgv53kGLGkwS84zK+wFRlQLBAHiPxf/sfo5s8zuBWh5wbLwbqJipx+Z5ymgLyFRttTpWGDRApfDvg9Ybso61l6oPtLpxfEwX7wK87qa5ET0JgA/AeA7mbn++voggLcRUYuIboYk1l/PuTXSSCN7k4ppT/9eiHItaUWXS6x/N1x9rI8ID/JTzPzDV0isf+pjhCGCbgfEiSEepRUpz5KZUV10wQR7q7fbRtmxjJlO296oFshQMz9NgSfd/lvfcisAYPCRLyEU/mOopnscgdXU0mBOVIseK4dy4Muvmcms8y0KM9k9NUX2CcgcFZZv3m77AIIeW4IjPM3M9aCmHy0ueKQjUkeRxkUU5MhF4XiDtTki8HQUC5RNpqiELxpgpKcn6xIbyreIQVV5GqrOR+c46HtkJBFjpsBXfhI0F6wu14JxgiyVihVFKM+pFeFNaAPBut7bM1Ci9CONnAstqiwtOq20NUZgEX8NmOwIKipq1nMbT0DK3VU2Q3gZZoOOVRRmznPNVWKLpfPu97z5rKIuiEEXtK3uEy0KUICSXUGceeqDWhIE5Uwsoii6tIA1GoR5LaPkb7/M5l96mv1/GsBPX6v5NNJII89eGITyRVZxvi4HOtMHBIDIVQJSpCP+warGyzRqjSATns8RKElaAcF0VvOhKcVGkMTKEiDUmuEfP+C2DQdgoWKYj3Q6RzXxOd47xppOvR9PjlNNJj4woRMhMn+W+uUqpf+UQKCcTBt35nybqKGgGlVJUUq16QICYUCo9HutRD/sY3fczfyP89T7ctWPO57YfC1AlcQI0JPPEvAQegy1Eo90FE2WpV/vXVxO3vaJCGoBBKMhWGk0J6RazvbU+3svU/M02IWMKYkM+SmCVmS1Y5vOtdc1lE9dOadBBzSZ75x3VqBSmpXSg8w/nKCUugIWoEozqxdgosHChT6CdcnF1/mvLIJlm/mYU48ONXCpQsy1tiyCvLcnIKlqZVSmsjT/uK6LriNPZ8Bo1xz1eC9Qc3svcqAVJheFC7jQkn+olVcm5gfHoc88EVM1HPrCueW6PNQ1HqdFnZXLluU100U4hrXIqik0ZjO3fdRb20XEtWM6F0G4suy5nqq8el1Tukh9RN79IDRzra6Qq13FN4yDFwTeirYHlLzSVd5mBbBk25g7QiQYDY2ozRKJDoZ9x60E/Aui1fJRcgmu0ZFV93eeevNSX2Tdjo/Ii8mqypHL0taL1H0BsnWg81KoJAxBUmTZ3BYaBGq3wYddIRbld3KrZ8rClPN0CqyIItGos84LPhJtL5THN31UvVZGzwJjep2tbGCMcHVpxxypnnmmmWDCvaWLm4CS8NXUn86tmr5yUbnVsfvDMydk/jUXgfWbimNfAEWBQ5oiUNeKRvVntTTf8eWi5ISMw0u2v1jkQCvMRhpp5PqKI643JvmBFApCBK0EvJXXWkhotVZvEmkgwDI4itKKUZhpHgaeY2ktJ3wjNUU3RkMqC3sba+AmOHbEaCulcOLCJWmaludG59CycQjoUvO/10WgDnhDY+JSmPn0Ng1qVWlq52D0HEW1w75Hm4qQkthMT6Oy1DJDjGpUy3oy1KlrPE89XarOC1WEqeuoJeuIzCw2szQMDdXUA0yACzjwipZOE1rRdApP++r4uWkgyJreCXrKcgRakk0sgDCODRErt5Q5towky+EW1IrpzJvwOrelUS2NVKljmc2pUoulZn7btVVzN808ilW0Wu9QKq6HSuodBMOBD9hoVk+a1zinSmkS10PNmuFaSqciy0ADfDs4vYo0Bd22PG1ut7yYgz4v3ldFI400ctXCTCg52NO/vQgR/SgRfYGI7iWify7blojoI0R0v/xdrO3/biJ6gIi+TETffo1O8ynlQCNMJ4FrHJbWkAjgW+VW7DMm9K0ex57aI1JtbPkqPhYJEqpSv2d+Qh0fcexpMEbozowwr7eL+VajyO+vFZXGE6vAo4iuWls3krQhNkUQRel9XUIXClstn1Wk5HetgFOWHtUoqszzWqGSGroxv+cuUnYr8Rk+7FGI0ZXUBxuGRjYPdiOTMDIUXokftO7H088WaCorBGNBioqQel2QFme2oJhPBoD6roXYzczev6pBnCjyaFnPNwq9f1XnpD7vLPNUHUWJ89QnUmlNgCDwx6oFkezcdhHLKYps3kYvUktjNjPfubZd4VZs965RpY4e9j5ltUi0UEmdsqSN9NK8VkBEC5AkrlpT7fh2b25PDIXvlmqfECYR3QXgf4SrG5EB+C9E9P/Jto8y83uJ6F0A3oVnWaRnv6RBmI000siexQV9oj3924O8HI6LPWXmAsDHAPz3cMV43if7vA/A35XPVqSHmR8GoEV6rpscbIRJzvfGRenRj0aK62hIictKsZjOQAsO5VenXYHfYDDwPkAl7IrPsZpMDXVaCmGtgpEWK66mHh1cQpkJgh1tMwCJiGeCuORtTt2OVcExv6ycbjDsW96wpbSFoSFSJR3bvDc2EAS7IpoBGR1KkVXY7fgoqfjgLJVyMjWfl54vmD1dSdBtuLICWH60MgM0F7+ycwqEmlRNZ369dVxNSZynHjUr6lzf3JF4AADVhTUf/RekVOnadto+/VEQV3n23A4/oo0lpHCrZRl5lGpz0/TKir3/Vv2+ZelbKLd3VbzKco/arC1Kx1dIErEU2YUFj4h1fdY2rQpWqM315qmfp86nlpNvqb86x6ryrAiRcHEE1pTSbWUoFDYG76ryBVx10GeFiO6p/f9uqQWh8gUAP01EywBmAP42gHsAHGbmM24afIaIpMMhjsNVOVN5yiI910oOtMLkokC5PQHQ9052vbHX5MGfzWo9ysXp3e85LiEAy5dl9kpRHyY1ryqf863KkZkt2KJlw4JavRDTvRIkMrMaNTMzioQDCcse4TgGj8Vc02CSUme2pz6gU3fsKx0n3ZkPHPT73mxUZ34cWcDBZxx5BaiUGQuQpZl3JUQ1l4UoGQs4lWUtSLWz1F61te35iTKPoBf4bpj6kKopHEX+XGqFUyw3XAMwvY6vqi7Xn2q8U81oYs31P3rYm/VzX3zD6n3uVphp6rmLSsUpavVVhcMY5KUvcqGuIVFiQa/rs4+MikZWYMNK2ulLPQp9X6ipmNwryz5IpAowTT0dS4NmOsfp1Fwm+vLkNPXnWS+2IpX1d68tgJ1Fk2tS7p2HeeHpukYy831SF/cjALYB/BVcpt9TyZ6L9FwraUzyRhppZM+imT57+ben8Zh/iZm/mpn/JoA1APcDOEtERwFA/koPkWdWpGc/5UAjTIoi12NnvTTkxULnMWJylnkKibz1q+2JvT21I2O1vuFN912FhEHkK7krcTjLjSJTiSOelhctqGFmsgWh+j7AMxIKyoY3My2okBee9KzBJ227QGSBFc2Pp9UlH5zSsnFaTiwIvMmq7oBZikDNOkUys7kPwuwqEUdJ5GkxWiEpLzwlSBFVEPjAzpZ08JQgVNBpW9UfRfac557CoqZ7R5ui+wQAC0asLBllyGdKTUGK4HeXUAtDf06VWB/jia/yVAvAWY96CzrVYghaPFkr429smWuHFL33ux6dKirTdWy1fNsUpRxFkSE7u8Z6Leol/GrJFFbZSdd9a+wtIj0XvUerytcLUBrS4oLv76PVuOap3c8Ercok99fmeAclqS7VHiPgexEiOsTM54joRgDfBeD1AG4G8P0A3it//0B2/yCA3yCin4UL+lz3Ij0HWmE20kgj11dc8Y19NUz/o/gwc7iiO+tE9F4A7yeidwB4DMD3AsAzLdKzn/KCUJh1RGBBBc3t7bStsKoRe1uJ7xEuPciRxP6N2tlVEzL17Sg86it8dz/zddbQqeYGq/8qzcwXaZWVarQNoy0FwSWBo7pfiXYTy8dT8yciFpQwrNV63EVbAryvy4jgrcT7tZTKpL2LtrZ9tZ2shqICv5ZujXxlJKOtaBAqSSwgBEGOwTyt9QGSYJx0y6Ru13/Xq1ViinembVK3u6M6EVBDqzUKlqHUQd8anBnFp9326HuyMyhSTwG1SlP9nj9npfqcvwjSpARB75ZmOZ169CnCaeqvvVpCSkuKY9/7p1bk2rqcanp8u2V+x93XJxj0feBNz5183U9PcI8QdMXC0nXZ1n5G4c6kBJ07CPk+pkYy8xsus+0igDc+xf7PaZGeg60wqwpcFOA571AIgC/CUG1s+krnh11uswsIyU2jD06/a9FjNV2qWhDFnOKyLVgc+YLEmnUzHvtgDEvDM6nEzXlu1b61LFe1PTHlGGiV7W0fkceuTB87H8DzCJPE562rydr3wRywBiFU4fuHw2cU+YryahoG8jKoyrKWTaNMhJYpWJ7KWN2ONzl1vnoam1v+WNZMLrokqm/ugzjyfE05b85zX1S4lg+ubghrCTv3Cs66bso1qTa3TKGam2aeWr8eu8YaPJmlFrG2wEpZet6oBtcC8td9d2X+qrqEm8nTqQ/eaN54kdj++jLSds/BcFALgsl+SeSVua6HKsQgBC3Jy0uj350WSOOOsgbluQ2EK8s75lYfo7xwAbuFGXsmpb8Q5WArzEYaaeQ6C+0bcf0gysFWmESOFcSeE1mdF7NO6RRlYdQh0vzxYd/TLWQbT2be+a/BCuWoldUlub/V+oZvx6t8v7L09CE14ZTu0m75El7KFTyyavQnLYUGeLPuEqd74I9v3xUFWCkq03THOVGv6zmfGizI2UxnO5fJ1ObJWkxXEfjy4iVdD7nWftUQTxB41KvuAqVxddo+MDGv0W/Ym3+2DQC6HUeJAnyJs8h3iNRNPB4Dsp+1hNXz3Bxb8MSqQy0uQm3aOmK0c1HUpweYz31FIr2eceTdFubG8GtTKRXMuKuVd/HoscqWdxcomq1xf0lLrdWtGkXrNZ6sZVuZ60EpVVsI5d6s1I0yn/sAo1gu4eLIuyYUBat1UxRWILsujAZhNtJII43sWZoCwgdaAoSLI3uz1zsmAtjRzc8CIN2uFV01JJDl5kOzepSKWicTn98tQt2Od7AphYPIk5pDT33ReXDuaxMCsFxgwPsdKSCfr65EZ/WjzVNfNUlRXJb7aju1eQAO4RkiVZrOxQ2AdlOHEu8z1Eo2iqzGvg2Cr5o030HMtu91rdVPWWvcRbXMIdtf51bPhlJR5Dr3udZGb9I1Hgw8jUczlYQGFCwMfZBjQy5UGBjlSoNEwaDv87g1iKdZOFHkyeZ6X1Vs62w1ScvSFxpu7WoDUZbWKI4DzSX3dU2NJK8LVXwAACAASURBVF/rKKpWis416HuLyJAgVz5QpHNUn2pZeUSsCQiTqQ9WKSJttTydTddeA53MntxfE8YLt1/PXuRgK0xml/I1qVUA1656GuUNAx9N1FSvokSgvDo1X5Nkh6kJ+Js4XF72kWoNgMxmIDEHLdIeBD5FTk0djXTW0ibrxYe9fall3mpBm3p5OcBVx1aTSRUKw0eUK3kQLKLqXx7WpyYILglQUBy5DpMAoJlH6oJot3yHSE3Ba8U2XwsgDfq+uINeC13jtXWvnFXZDfs+BVUVvXbTHG/XClVoSmLpM43q6XvZruwmNVOns0vSZHk29/eCpleOty0Cba6BWtDNCn3otjiyQA1qBXa1Ha+95PTdhZqC0nuo3QIrBzXdyczgKDJ+p2aVIQw9n9eYFWwvOWglfHHvBL2eL56iFdXD0Ls89OWZF5cEk8ylVFaWjVQX12b3YKuNZyMv3jNvpJFGnoHQi7oe5sFWmMxAWSAYLPtiBkaZEEpEWXpOmvVrKHyBC22jkOa+4IMWUFDkWJYePZnZSL5IguXoFmY66X7WPqLVqvWWFiRT651NbZ+3Xkrgymg2VqSi8qW71ITr+n7Tilx1XtXW2Gd/aOuMWepNfKW0TOeABrh2ZbbwdH5J24Vqc+wRtJrp3Y5HNbJCtmZl6XPZtbxamntUrWh5QQtpTHxJvsLnlNt8FfESAM2jV2Sv17pd21/N5CCwMnAs50lB4LtdGuVJrmEY+AIoigCfPGc9hYKWN9eN1qQujI7PnTf0WesRz09Ktt/uwMrWtg+Q6TXJC+8qUfdFraiMuS004DX15ncp7TzCQyueZ6rXuHZP+sLR4qJKMz/fmjD2N9PnoMnBVpiNNNLIdZcGYR5UiUJQpwM+P/eEcnnrapCG4shn6YhwlltlHWhVo9HQv22VGiIZM9Vkcgk6pH7PF41V9NRu+6pDln8t6GbQ8/QcRYlJbP4+LccVri4bqXo3Wb4ab/tAQ50WpXQYrRKkTcj6fV82TBuZDbrApqAgQyuRZeLsKCqs66W0mJn6Ndu1CkaCxmaetmIl8JSadOyw/dZ6rbdDULazrJoiTQpD3x5E/X5UQ666tmEIrO4iXitKzHPr025E+oB8soH4/TCdu9J0gC9Fo2s7m4O7vuQcAPCxwwhmOxvXVd2WbWPNdtLzDAhUaUqVL/kXaA2Dnvhet6Z+/oomcw06+upD6menyFfXsntSxq/yifmFL0cNMtrXPPVN/dTPa9ez9D7lmjBTgzAbaaSRRvYiLujTdI08mFJVLpUvqOUD7y7Mmtf8iur3S2JL1dOiqry+6Xs+yxhW8DWKannPTiiOPH1HEClVlUXFza8oqI+3J55Go7Ukk1aNnqPVeWpzV9+U5lPnufcx1VvUqi/Q5qbpmRWoIyjZ/KK16HRLxooj34JVyf1yHOq2fdRY/XSTqfnXtP0rZblFZK0ykUW9K09XUbrSxpanOun4msa30HdFc4EdbXNt3goFA/JpksY8EKTU7RgqtHqo3ZaPSqsfedQHtN+5+hqlBziGfdBc0KQiu7zwVoSe+9omKvGdGk1N1yAKfWqptdPwqZKUCYoUFkPQbvt7TY+5vGgFoy1KXhS1GqZi4ejqLAxtjsa0SGJfs7O+vx5LI/nbNatpZ+q+zrghrl8LIaJfBvB3AJxj5rtk2xKA3wZwEsAjAN7KzOvy3bsBvANACeCdzPyhKx4kjIB+F5S3TTFp0Q1vVg+AQlv/Kdcj9KZqLU9blZcVwlXHfVH4XHXl7OWFP8bI9+BRRabmeqg3+MKg1j9F5hEGO/rYXLJNHfGW4cKeIjOvlZ7TYg353MZwc8ztOyvpFsCXi9NOgWnuj3Vo+ZJj81CUo5RfC6jWIzxPbX974ajrwYJFgR1rRz+h3YqqTtfZVW6Oqwo8dNfDzNc8B9doNnWhWerXNJv5eav5P+jauVuGkpjV1erijnHkx+7v9sT4lBiIC6HTAR+SF2Mq56RczYptvXfVz3CyJYpSX7RxZEEtLUwNIk/30qLIrQREnia3Y+TMdzTV60njiV9LfdGXFUjr9dZfIABoYwxcxlfpgj4vXh/mtXxV/CqAN+3a9i645ka3Afio/B+7mhu9CcAvEtGLF/c30sjzWPazgPBBk2uGMJn540R0ctfmtwD4Jvn8PgB/AuAnUGtuBOBhItLmRp982oPkOXhzC9W48uWytP+1ZjjM5pbrbWXNgsATorXTXlH47A8N1CjKSXFJJR4KAqOOGCG4RhQPlyQfXP39aeY56momrW/4TBkz8wKQmjza/VHaGGA0NHRgAapRH7TpUEo1lNJpimRrZHJFhxwGIDV3Fe0FZMc3M1ZdAwGBZhLgUXM2IE8FEqE8hyKSStZbc9udGbvLVdJt18xcmaMi0loZN0s2KEvQxkS3yhidS9oo6P7cSkCl5GnXexEpkduoSWQl83SNaG3L1qUSZEe11iCcCIVp7oNVwcWxPy/UgkSJL9ema8adBMG2WANququVkGao+oKkZR+eTj11TfsPhZE/lp5z6kv5WfdMQbCG4gFALYCiAEjG1etfKNE9MldPXZpMn+srz7q5ERH9EIAfAoA2Xb4NaCONNHLt5CqaoL3g5PkS9NlzcyPpOnc3ACy0jjAtDBGUnRoxWtCEoqd22yNARS5VZcV2jYBd+sZb5sOUY1bTGYIl8WupIypNfRCpRlxXgrGlMwrVg+dz36it1tFS0/x8umLlfYyhfCfouUoiBIImrcPiLPNIY0MIyRqc2Z7675QSBHi/n0FegNR/q50fVxxCDmaZJ4pr0KDte21bo7F2y66YBUpEuJZOGAjqRJ4bIlYiNS+35Zhzj3AVjbcTI9xbd8cw8OR09TXqVQsDVCOhmAmi4ij0aFbpWezP2WpBqr9wOvNN09SvTLVzVtRWVR65qo9br09aq4MqQbBgmnjrRZG3Bq/iyCN59RPv6A9eS2KQNiXaysLahiSRL/Cs55TnKA67axqtyT3E7JGtnqeMyUSXBFDlJ8irRmFeLzlLREcFXT775kZl4QIpVRu7rQTLdpmnoBXp/KfBk7zwD5qaM3nhlaE+VGre93v+Oy2htT0xLp0FEvIcVMmDo/m9ekNeZm6c1Tr5KQexKDC7zWUfJZ/5itt2s1saygpvWmkQgitga2fesEZvy8MLCLdEAcqxuRV7xaNBl8nMR6/7GkDyUVZ74M1szFEuSAm8ueZJ11odq0IR05XDwCuBWmFdC94o71ADWrUCFtwSN8l4Zi+ScrEv2+YIZNxK+JKIag+5BjfU7A3I5oRQFMokBS9Kxoyui5bJa7e8S0CDOGlqytz4qcqrRc2toGZvK/HndVgCaqeetMi5vmCtUnwQ+Or09WIZyiXWIsplzQ2lHGEdczr317PwnQLC8XzHfigrzwnW/aUrAOWFL0dXE2eS72tPnx8D8I/hbtHPA/gBAF3sZ3B4H+V6vyo+CNfUCLi0udHbiKhFRDfjOWhu1EgjjexNSsknv9K/KwkRHQfwTgCvESZNCBf8fd4Gh68lreg34QI8K0R0CsB74LrA7V9zoyBwHLQ5e/7YZVoW8FnJK18RRJgX3imv+48zX0RXzSPNnEkzjyK1B/ny0iXlrzjLa1xBWQdFC0FQM38EovS6gJivRiWZpeg84vJ/WQJX2dAhmXiDgUBQjaJDZm9CmuksVKJpblQZQ4dq0te2IQxrFY80+0aDRS2Uko0SnnbryP0ewg1ps7Egx04i8AOPuuPeeNzPDXCBFUWCYoZTWYETNbHF9BRUVi0NHaIEwG1B4FEI7ohVMHfnXg47CCdCD5sIktbzZL8eeg14oWfIMtgW+lc79lk6+lst6ttpe0tkW4Mnoc+oUuskjn1WzJKgcQsulS6Aghpqb7dqVCBZKistx/6+UzpSK/E0KD2XdsvfwxpYrLkjtMe7um7q18AoRJ02WDp8GnJVC6DevbQ+T+w7rSgC0CGiHA5ZngbwbuxncHifJ3tNhJnf/hRfPS+bGzXSSCN7kasyyVeI6J7a/++WGAQAgJmfIKKfgQNPMwAfZuYPE9GzDg5fK3m+BH2emZSVrzUY7PTtGeUDPidce2Jj0EMlqJNqWRe+DYX4oWTsqt/1ARXN2w4I3BJfmqDbcGnkx9C84XpB41qvasAhjmqhZ5/dfLooF8Svlbm/8ZaMub4JSsQfp/6z6cwTvgsN4oi/7eIGWCsAKVm+FXskJW0xXA68IFxBcXaeUWB+SqshGUcohUROX3rYndrKMoqX3ex+O9Wgj/gQ4xDVSM7zghQqjiJw0LZjAPAZTfPMo6az0nKk3fJBJ5l/dGHLX3elW2mQqJX4bCEhhQeb26iWF2xOQM0Hq2tZO3cqK1s3pRcFW9v+3oo8AmP1kxe1IBXc/afITtcsxND7ztUiUX9rSN7nqWhvVuysiAWHRKuRzknua+tFXkOAahl1296vqtlT/Z7vfa71UvV3CwMfVNolV9HT5wIzv+apviSiRTjUeDOADQAfIKJ/8DTj7Tk4fK3kYCvMRhpp5LqKi5Lvm9vwWwE8zMznAYCIfhfA12G/g8P7KAdbYSYxaGEA3sp9FR+j5Igfb9DzqE+jr7M5SHuE197GVnFbI5daAWlW64lt5G14X5alOoaAkLYrRU2VRL+z3FN3dIxu2/uVFGEkEYLxfMc29StVyyNPXBcyu6uO47YViw7FWTR0YWjvZEVeVRyaz67S1r4hWeRXSepci6RXfUG1pSDXvECgSF78lVUSebSmQFf9hbO8RvOSseLQ+2G3a35VALw8AmnNxoGn+GgqpVoF5fIA4bogo1aNlgW4a7IkaFIj3HEM2pW6iKqEVRHS+6NGhq80HdR8wZGnE9Uq2wfq966luNr5yNyi8w7xcq/j6US7K7TnhUeYOkAU+UQFtVjCwChaRpFSP+pl6G3YzH1VI62jmWYesS4LQs60pXIF2l0JCthv4vpjAF5HRF04k/yNAO4BMIELCr8XlwaHf4OIfhbAMTwHweGDrTBZ+qsQ+Zs3rHUlBMBZ5rsj9nxmhPLO1HFPnY43ZTXgoVSf6dzn9dYkkDJpauahrMxco1LNUU8X0Z7cSrupem3QxPfYBpw5qhQZu3lVWZM316wQbicGiQkcmDLwGTTV0He+NJHvgxpvU3PwIQ9O1XXnG05SBNOdLRaorDx1SM8PvtyYFrMhy+QpfZ8iLXrSTWrj7uIbzjOUx1xZslAoU9VoYAqi0kybvPLKS5QFKy2mKC1PW4sjcyvesTZurqG/F/Scur5uQCBtKKwIdSvxJrtSjoLAlK4FsqzPUmUvYuteOk+NOmX3mr40eh2wKEcrwxZHYOlBtaNHvXJbNaAmOfDBNPXrIi8NmqY+20vvhUHX+s9bOTp98VTV5Q1gXJVJ/rTCzJ8mot8B8Dm4YO9fwHGs+9jP4PA+ysFWmI000sh1lf2OkjPze+AYNHVJ8TwNDh98hcns8nvVJBLCOKnJWG+doL2/qwqsplCtao0hOw3A1KvGaHBBWhDw8si6ASp1h6Nwh2ldH4uTyJuB7BGjEsDVjK56NTNdRc8lzX2gQUn1WzOUaopfcCikEmI3bc0MfdpQs8y3c9AASRj63Hs5z2ht29a3UoqMBpq2Jp7MruTmokZbsYCRujiiSwi/wdkNH+RR1KSBp14b0ZpDv8WSm1f42FlDj5YtlOVWYUrL6imy43nqg2yBR6G0qzgvVbWSdgOh1mjwJwytapNWt+JDi57Yrl1IiXyHR0HoVkw5zTzdR9cjDHaSxwGjhjFqKE+tlSz3hYkF1VbdFoJtOVe5nvb/VuKDWtvaU548zUqPPasR7tV6EFRbbW75al27pCkg3EgjjTSyB2EmFI3CPKhCQEgu/XF3P2itWZhmvr6k/m0nhoaMWB57ArMhTfUvtmJPOtYKRRU7lAnvayRm39JAx089wtPv1GfHARAKAqzvR9YATNCEIrEiB0KlEJHNVYvQqvO/aiviCAxNFMsOeQdpgUr8bBrrLBc6CIXIbQEbXauQQKWVWXLj9zs+X72Q4FoduSrq03OKIr+mNZoQ76KCWbWdrDA0FAlq5uWRr1fZl5zzsrJUvmoXoqJe9xJfMAY9VDrvXq2+qfh5Kw0AKvosSqCrRPieLY/SvnhJrYMU1N4ZvFGEh3nqKWBKJUoiy283UVTeii1l1BqvFYW3WFKf6mgpkbtaVfDahg9gKiG9KH1qsM6nrHwNBi28rMG+MPTtSnZJU63ooAozNjbbWD28BbCasWJKStACrcybwnpTz1Mgloe1W7vptNNjS4IokSoxBg8lACQmaNkvQVKYONAHMi/MfKWWBJAiDeoQEImyG2kBjw2Uq8LNk4wVVHN/fkrljLWgCIMqeZh6te6VooCLQ5KRowGWVfe9+60oqrgANDjUkTGKLfCCPJB6LvOaAu3VMp4AVMMuAn2BFLLfILKgWqDFN5T3GhC4J66SG3XeOcCaxyybNFCRrwN6zlqxPiwAacNTtdy6h70CkBJupax72JYxKUAVawBOrkVWc3WIiW2ZSoCdE7c8grJ8aivcG9mLlDWIGMwBWSJorrrqlC6A+Vn3eaQsjRRYkHtBlagE8WhrDD4qGV4jp7ySjbndF9TRRPYMkHvMCnfIvcyH2j73fSJZboMaoEjd/VEd6iLItdSbnCfJGrVLlAs7S+cB++/DPGhysBUmgD+773b3Ft9VWUUrA/Fk6m8ejZaOt31U2pqKBfZ21XqE4aav6mIoT27wYqVvUelAUeIsRakVq+Xhs0h0GPjoq0ZZJzPkR53PyyrI1AseWHMzRaaV9zvG3j+naDY77B60eH1m8zb/XeEbjlllH/WpRaF/+LWGpRKZmb1fWAj65ZFFRxUCQNpQrZWgXJbqQBLZxrmL/txPHJbj15SWUYB2tkim6dySBnhx6M9XFF/Vlwj+ODWFU44E7W1M7ZiVvCDtWkz9y0jpNtWxVdumip5rKYH1epyAuxbBurAjxL8arI09FUj9vTXKka2l1tbc2vbFLrRCv1orZ87ZWs2Ou/07T2zbuWv7FGOIAJ6CJYiwWvRdBgLx2+uxAe/nrV9Ha1GhtLVZiuKoVp7/T6hLozAPuFSHFkGn3FvceoqvS0ZJu2XFUTVzgZZG/gbXIr1xCNKMFu3WJ6ZasDU1xac5vdHZTVM8+U3uoYuAWhUcUWI3u6yu5NSaz6cWkzJ9ySpaZ2TclgZiQqPNWKRE3wWdGLQhytlu7BlYihu3ZD7lqlBJZjnotKyLBg2IfNkzPadh185d+8NY0GJlwRRa1a2VuFN6k/aBXx5Ydk41EGUwPCHHmXiXhgjH4SVULVVY1eLAuzTUjIw69rLQ3PNi2DZ0H5hbws2/aseeZqVIPfD0M1WU4ZkLPhtK7w+lJpWVD8AEcn1On0d13F1TC/50WihWJOsm3/niDjYmNn6+6vapTowQyjnoi1K7NuLQsq1t90E3n8ntS+g+JtdKX6JJZFlCkb40JPhHRWUZWyy0orLnaVxaLSs8dR75za7Hejj1mV0AgIUuws1dbgOgKSD8XE+gkUYaOViyXzzMgygHW2FyBcxTUJ0uoqZQ5E9NTXEzQTfH7k0O2NucpqmhpUC7Bur+cWTNxMxMbrfMrI/O+zxzM3Fk3PiMQ3/VoGNIMRDKTGuem3lkNTL7XYRPOlO2OiREZMm/Lo8sWk62vuTDokT5spt2LosijymjOnnUja9m6dYU1b1fdvt99R32G6sOJPNQZByvTY3Ebggy8SZrYJWRMr+fHv+snPviwKOxru/DXQ120lbUhA7GU7C4RXxGjqMzAR54h2cuoDyhJrXbr5SspOjiBOWiUsbEYlgZ+DXSthE3HrIMJb7Joa18wQeVwsnO61ndfgLZyM0zWde2H2QIt1SfuJjQk1esov+gu5+ibfVTVxbEyQWZRuJGyY4OEc7ErynBpSBnVGKB6N9wXtg5FIcku0zcNNHmDKUE/nJp1JaszVCKH9PQbCsxv61VtWor5a3y7oiaMANFU0D4oArhV8++D4fLMbB2lT+92v2fC9mdJXtqn8e/58q77Is8cg3HPnMNx24EAC7Bk41JfoDlcDnGd5z8MV+VRZ3nUqmGRwMf+DjntGT5kqM+UKO+tbzw/jLx8UErGrXbWP96l/O/cK9DTcH6luufDXh/HpGhIA0I+MrupTnii0UJKm1nPtAg+82O9xDOJQo8Ff+cBWxyC/YYYtyem+9KRVFusdABJ+7c4/PiK9vcRnnEIVcdq2xHaD18HgCQnZSUREFWVStCdEECO4Icy4UOwgsOJVsVonlhQRXzTUrAoTqxaqgtWZNUx7Yn8iuNqpBgDjGDxBdYtUKbjyKqUM4vH7VRdJTI7/60z8n4SWhIMJoqTaiy3ypS44CQLe70pXbOSOCICNPjHRlDGREVMmEUtNZknXuRMSYsfz6Xc+qGSDalWpFE32erMXpnMjtXwCPM9Egf4czNNx+44ySbOapEHbHuTzTxwbPpMTfH1sVMfhcjEV+3+niLQcvm1n7A1bIoDo9QdiW9UtabI7L11jXCJ37KjtX4MA+yaORya9syPgIt7qA5w7MaD04CPOHaxCu5wJsXlXAVKzFLgiPO3MtWuqYo1UypVkfWX0f5h9xtIRdTVgMOZjYtJIi33E0cqTO9AoqR5/IBQDQpEY2Vx6iBDH+Z9CbWWZeLPSvWoZHiYqSmnO8PpHnHfHzZnPnpiQUbd3abBDJ0WcT5X7ZDZLc4Bdtad/PKFhJELen5I3MsR20UJyQrR7ZNv8oVbO6c8w93eqhr+2ghEX344wtOUW3dMUKy6dZvvizBlipB90lRCEN3Lq1zM8wt2OImPj3hxp+uhhg+nMkYbv8wYwQ9N17Rc4o27xKiufttsiXzPi6mfFVXfPLiKRmBlNErZCwmoGor40DOc9HfV0HhNqYLbp94Wpmizwfub0deRvPFCLPbnAJfvN/N/+JdHQxOufVIh+oOSVAmotxkjt3H3DpOj7VRCS852ZAXbFGhlHtnfqvco1nlzXN1TYkVTvPC2Ai7hRuF2UgjjTSyN2mCPgdV4sil6Zclql3Ff0mQY3ZshGhLy6UJ3YXIAhSB9rpOfDZPqOhQ3sjJuW1vCm9rq4oYxapDpL65VGXocLfpnKz7JmtK4akWumZyVm2HauL1uQVVsiNuvpGYaMWohVKQSTgTOk8nBFWCiAT5hKlD1+lyC5k0NeueFTN2GAJHhUoVePOx6Ajam0lwQ4j92TBE1iP77A4EbA1j+wwA7bUKgXg3to9KYCKTwMfRGJ2L7svNk+67aB4jnrh5yqExuU36qhdAOorss85xcsxds1jM42y1g0rMzPnIzbe1JcG2bUa6qOjUjZH1AwuM6LGriJAOJdNIg1qx+5B3yY4/X3LbWush4inLeILwMtQqNGGHEPMl61F0AiPr53LyRcsHZOKJ22/rBkHSm2xIt4p8RSgrsiznd/5r5H5MPf0oO+EzkEKlWkpAKsy4lsXl/hSSEFGdaCMZX6YJGjc+zEYaaaSRPQqhbKLkB1S0RuHCENGS86lpwVcIiovPb/tqPxrU6XU8stShlnuIJbihBGMNtoSbM5Q9N67+jc6PUSw7ZJeuSkBjw/vqsqH6zTySUdSGI4ImJwWKrvqY3Cs+P+EzMhT1aZCh6BDSBTdG76wgjYBQtCQY09r5u9Ymo5Tl2DqpqZ1AIuhqtqSFcIHWhhxfUFPRFvSU+g4AkSDX2WIIrb/QWRM6T0KYLAvK21C/n5DEI6AQuk2giSUDQi5+RD2nUJgtZQLMVtxvk7GOH5ivsRB/YdgLMD0ivxWQPz0k856xIUVF0sRsCFADMPMlQue8G3cufkdFlWVCyOVyhFogaURIFxVtut/NVsnOK9eOvRI3AhFyickFkv/fvsiYHBdEL/G0bMGN1TkXoNQ0S5F0kTAfxTK+HHuNUdr9IeentYszRrqg10/GWCCzBgan3CLMRyFagiJLDQ5uizXTCZD3L19ZvfFhHlQJA8dtjKNaxz9JNetrBk9g6XKV8DGL5Q6Kjj7AogRWYgy1G6E83FNx0tPxjplTarps3NZFJMok2XQ32catHTPNVOFogKC1ychVgWhjwQuEUpSdmohlQvagZ/JwdC5IBJP8A5yPxXQK/QOjcyvF3IvmMO5npXVhu2QRVz12FfvPhVBW9ZmIpmTnVIqiCjJgJopp+6TsNyGUbVWuosC1AlzH/QbwD3VrnTFb3dnPJpEWPLNDsOhTIe6AosfgkO1Ybh4e6aRLkrklc422CWVHTOdFd117j0VIF5XR4P6Ec0YqikzX1lx0Ffw51bKuWmsk8/TXM9K2OnLOmaw3B0Ck1eJqSj0baak1Kac3dWNt3Voh2RDFLWs2P1ShfU72kzHGt/jxVCmqbA8I+dDNW5V/PIa95MY3yH1dwoJP/mUl13hXhUGVJpe8kUYaaWSvwp5g8mKUg60wwxDIJbCzIQV4u9rHWlBUJ7JCwNmis3Vmh3zAQaEDMbB5604+oyJCYo9c6j3qcgk4TA5rT2lvjmr1GjWhqoQMcRliS0JDfpbDC48Eiq4gJEG6RRcIBE2sv1xmnxHK1s47ONkSBLTqgxbpSGgjJSMoNYjj1iDeJmTL8nld183tnzJQJVpYQm0+BlJt0yDnd2OKMpVg1TGZiPwfSYW4K5Sgdbcw2wCoI7SpSgI3UqEofLyNfEls50iQWFyBBGEWT0q2UAzkh9UWVrTq/pRJiMoq+7g/s7tmqMZyrQSdVsdSpBPNzpHrre1FeiU6Q3dfzSdS8ONMC9XrHRTOc6EGbbQR9CSQJ+cctHzAJCtlrdYliHMxAK26CzmTQFqg1Zk2EhQ9sTZOuIvXHqaYSW/4uC/59mUIflzu55MazXF/gq0IVduNkVx0488OV0g23TwmS3KttwJzEyjy10GoAJKty2vG/YqSE9FLAfx2bdMtAP43AL8m20/CpT28lZnX5TfvBvAOACWAdzLzh/ZlMnuUF6/3tpFGGrlqYQn6a15VCgAAIABJREFU7OXfFcdi/jIzv4qZXwXg1QCmAH4PwLsAfJSZbwPwUfk/iOgOAG8DcCeANwH4RSLatxaWe5EDjTDNb8mw6iy51BzUIEo2jDCVsmetDXmLM4z0O13xVBn1qSWSGq5v2O3jdAlthEPvqNfASFCQBU1U8oHQQRJGVAaomA2kcsQoB1pvUZz00xrSPORQSDqVzJLFORS3cCEBk1mEzoJk2IhvKUmEwDxPEEXuFwstt60VFXjijCOi90fOuTabJSA5Pq0KJJXxw7BCK9pJLyECKt1ffY1FiO6im+9q3zn0Tq87YvzyYILNmbQ+GLp5tDsZWrH7fHzocq0fWXfzmp5kvPSIyzzqx0KWryKkQgBfl0ypO5efxErioiZ//MRtbj1ydx/c+tILGOeCRGWOm/M24hV3Lottd+4ne2vYKtx+j2y5+gL9xB3z8Y0RFrtuvw1Zg/bKGLcvurk9MXHnt9lNsT11Y/QH7loksn8v8YWhz/bcfdi5NQVSh1jbA+df78o1O80jHD4kSRLyuyiosCnfT+Q4cVKAbnU36q3LLoNtO3PfzQ7FWN901lL/uBtre9pGtioUtrnczBwDgdy7qdw7W96XPTuMy8o1MsnfCOBBZn6UiN4C4Jtk+/sA/AmAn4DrYf5bzJwCeJiIHgDwWgCfvCYzuow8JwqTiH4MwD+GM5Y+D+AH4EqtXhaGP6UEalrGzj4DLMhR1iJ8GoCpVjQdDtg6ufMNyAFQiHLLpVDt+KREaBcKb4qLuRaPUnTa7iaezdzNPxpU+JlXfx+OdIZIQsZ/ePQjeMfNb8YHn/gsXjN6KX770U9iK5/jx+54I0IKcH42x4/95b8HAExTn1URhe5hW+m6h+nC1EViOnFhSuNw3z0sS60JhpF7wE/P3MSXW+5361kHhfSQvmvBJaZv5F3cNnIPvCobAPjeRdet9BOTlwIA7t12dnUrLHBn7wkAwCBwyiOhEkuh++0XU9dmdxRObSz9nN3ojt0LUnxo4xUAgM9dcCmm/8ftv4v70yM79p8cFiUS5Pj0+CXuXGKnfI8l6ziVLaEuNyYX8HDqsla+44b7AADf0P8KAODB7JCNezp3DIpv6d2H31r/WgBAV6Ich+It/PW2K0P3NSuPAgCOt5ySeWI4wku7TwIAUvGd3Dc9ivu3XAbYnSP33Uavg46QHLV9w0Ls1moz9wVGYrmur1o8hb9cd8eciYLPSrdWo9EEM4kYdURJpmWIQ3233udF+R/qb+OBM+7cHzrvFP3y0K3VeNoCy3Ow9qRkc1VAMJNnoieR8V6JZF2UqD4+vvYG4snlTe9rFCV/G4DflM+HmfmMOxafIaJDsv04gE/VfnNKtl03ue4Kk4iOA3gngDuYeSZtM98G4A44GP5eInoXHAz/ies9v2cjX3/oNpyfj/FPP/3rODIcoxe28Y6b34yszPHWj/4ajo9CfOAb/wl++DP/Hqdn66jmSwgv32eqkUael8J8VQpzhYjqJV7uZua7d+9ERAmA7wTw7iuMd7kDX9cQ1HNlkkcAOkSUwyHL03CL9U3yfR2GP6X44EhgVIlkk3d8Nznu+WdVJOZHTpifFFNJnP/hIDfzMk6cWRqLWXV0uIVXjBxCWxSC3YPTVbxq8DgAGEK5Y/Eh/K1j34ib+nfgT9fuw0OTL6MfpxhGv4Zfft09uLX3dehUH8Vi5z4sdoA7+5/DHW2H3l6ZuJJuX8wX8OEth8Ze3nHH/Nr2IwCAz6U34GTs0OEtMo9Pp0fwDW1XJHgldGbYtHLn1g0SfHjqIMO3dR1a+Uo+we2x2+9C6RDJA3kbrxY6yUvjewEAX+g+AABoU4FXX6a3y7a0TPi27iO27b7MzenliUPEpcCckAL8d90/BwD8Xx03/+VghtcMHgMAnCrd3P5sdjMA4K39TdyZ/KkbQy7eKChwvuXKNT1ZOiT9ta2L+GPhv4wCd+wnC4eoRuHU1mousOmRfAUv67jyRre1HDr89Quvx2sHDwMAvjRzpfAemjkEWYHQkyhbm9ya3tl7At+99OdyLIdcB8EMifhq9Pi3JK7AxUbp+4g/NHBAaTUa422LnwYAPCFjvK7t5np/3sEdsVvbh8SaWA0zTMQn+MHxKwEAb1/4C9z4MseDOlU49DkVRXZ73MPDudv232YnAQBf034Modzf9+cOkT6eLSOX5PdH5m6bui/UxXE5uQpa0QVmfs0e9vsOAJ9jZunlgbNEdFTQ5VEA52T7KQA31H53ApfW9Lqmct2DPsz8BICfgWvQfgbAJjN/GLtgOIBDl/s9Ef0QEd1DRPfk2eRyuzxnsp49gV9/+EdwIX0Ybz72NrzpyHcBAHKutTq9vi/ERhrZd2He27+rkLfDm+MA8EEA3y+fvx/AH9S2v42IWkR0M4DbAHzm2Z3N1QnxdSZVEdEigP8I4PsAbAD4AIDfAfALzDyq7bfOzIuXH8VJb/kGnqydwqv+6b/GxIE8RNtCUVmVDJtRARq7t2h8xKGQhf4MR8QH+FULDuEtRFMcjhxdRH1f3951/z9VpBBeN05E7q1+rpwgk7VbDZ2zvRUeB6oNABlOR2/AQvet6LfuAl/4LoDXAVoCrfw+eO3vAeUpgBYA3rzKFXxqUdTXD9pX2LORy8lLfuuHAQAPvu3fPcczee7lK/kEa5Jy9PU3P/xZRYrtW4/zyX/1P+1pjC9/93s+eyWESURdAI8DuIXZPQxEtAzg/QBuhANW38vMa/LdTwL4QQAFgH/OzH/4DE7vGctzYZJ/K4CHmfk8ABDR7wL4Ojw1DH9K0ch1OiJkq1JcYiDFJk44k+T1xx/BGQmGvP2oexk9nK7i7y8414rSz14S9/GXUiLuJjHFA7Tsu91yKOxdsg3R7aDBTwBgHEcO3nwP0Pr52oTXwJs/BRr9GwAEVGvg9X90pdPcszSK8tlJoyi93B73gPjy3+0nxGLmKYDlXdsuwkXNL7f/TwP46X2cwlXJc6EwHwPwOnmzzOAW5h4AEzj4/V7shOEHR7JPgC9+YscmPv/Nu/b5OPjix6/jpBppZB/l6oI+Lzi57gqTmT9NRL8D4HNwsPovANwNoA/g/UT0DggMv9JYmrebvmJqvL2vXnSBmFf1HEXku3vrCGmXq3ZwUQ63U17Val2yrZFGGtklL2I3/HMSJWfm9wB4z67NKZ4ChjfSSCPPH2kQ5gEVrV7zupOP4PWjBwEAPzJ6fNdeTfZnI43slzB8lteLUQ60wmykkUauszB87b8XoRxohUlCRN/OW/im7ldka5M600gj11Ka8m4HVO7qu+yY37/tQ2gUZSONXCdpFGYjjTTSyF6EmqBPI4000siepUGYjTTSSCN7EPYV8l+M0nBuGmmkkasU2uO/578Q0SIRfdVe928UZiONNHJ1wnv89zwVIvoTIhoS0RKAvwLwK0T0s3v57Z4UpmjhO4noFqLdeYaNNNLIi0oOuMIEsMDMWwC+C8CvMPOr4YoCXVGe0odJRAsAfgSuVl0C4DxcL8TDRPQpAL/IzP/12c782ch6dV37HzXSSCMvDOJ6JBXR3grgJ6/qh0/z3e/Atbt8AzNv1L8golcD+IdEdAsz/9LVzraRRho5uPICIK7/CwAfAvAJZv5zIroFwP17+eFTKkxm/ltP891nAXz2ame533JqvAhgiu+8/034viOubcDfH1x8bifVSCMvdDn4UfIzzGyBHmZ+aK8+zCvSiojoHXUUKX2Af4qZ/8Uzmuo+CuXuwp3aXMDPbX8LAKB8ifMSHI9dw8lvaM/RoqeohNpII41ctdDBR5g/D+Cr97DtEtkLD/ONRPTdAN4BVxn5VwB87Gpn2EgjjbwAZJ8DOkQ0AvD/ALhLRv5BAF/GU7TcJqJ3w+miEsA7mflDV3Gs18N1d1gloh+vfTUEsKeAyBUVJjP/PSL6Prj+4VMAb2fmP93rJK+lSMNAbN+7hHzRtZX43y98JwBPrh0sTvHqI67b4GuGjwDY3UPbNVL7N2/6Dvznj//e9Zh2I408b2S9dM/C46Ujv3xqdgsA4JH5ChYibd73QO0XtN9Bn58D8F+Y+Xuk3W4XwP+Ky7TcJqI74Fpy3wngGIA/IqLbmbnc47ESuMrhEYBBbfsWgO/ZywB7MclvA/CjcI3LXg4X7PkL6cXRSCONvNhknxAmEQ0B/E0A/wgAmDkDkBHRW3D5lttvAfBbzJwCeJiIHgDwWgCf3NO0mT8G4GNE9KvM/OgzmfNeTPL/F8A/Y+Y/IiIC8OMA/hxOyz+nIq2gMXwIyLvuVGaHHbIu+q69WTEI8dknXUvJx7ZdE8qvXnocn984BgC4dXABAPCuD/8e/uVF14t5rXANzr55cB8A4KZoHecr11/6b0qfsZRz/NeZa3PxRO7G/a7+Q1gM3X45ayM19zauwIjpUtSvPaW1GyUAfCZ10Pm1ravzvdb7ke+WvXaUfFD6WZ8vXfWn17X3Rt26N5vhzsT95jE5pxvlnO7LprghcgjmY3PXGPSVyQXro/0nU7fuf7vnSvT9p+2XIpaLq/3DN8qu9Qj//Ny1pk6rGCvReMc8LhQOOHxD78v4wPprAQDj3J3zN46+hFOZ67f1rYMvAAC+mB7H6cxdv5ta7l7IpbveJ7deglu7rhfft/TcvfCxycvQD91aHokceeS++XG8pvsQAOCO2HUB/djMzfHRbAUnkrUd+7+xU1rDva/krpt0xYGMdQylfF6Q3vNpFeNQvAUAeLX0qP9SdhR/PXXHmJXuPvnagZtDTAXumx0HANw/ceN/7cLD2JRrup67e/SJ+QjTwt0rSVC4cc8fBgBkaVRzVu5qzFhhv+QWOLrirxDRK+ECyT+KXS23iUhbbh8H8Kna70/JtquVFhHdDWfymw5k5m+50g/3ojBfKyRPsOvJ+6+J6IPPYJKNNNLIQZer42GuENE9tf/fzcx31/4fwQVa/mfp9fVzcOb3U8nlDvxM8O4HAPw7ON/pXs15AHtTmJk4SL8BbnKfAPBvr3aG10L0BdjaZMyX3FpGM/e37Li/+QMDzLvulTiOHfp4iI4gHjmUkAv5/X85/z3ICvf5lYdOAwD+c+mYB4eSMcbSo/lzM4cSHpmv4Gji0IQikj+eHbG5PVksAADalNu2OTsk8DUdhwTGVRufn98FAHhF+3H53QiTyjVjGwWOGvbFzL31B8EM48qhhDd3HeL4bFbizwSh/YPhvQCAD0+WADjkq4jkkfwoAGBStdAW568ino2yZ3P7823XRvplnTMAgHPlOt7Qdsjri4LUfn/j1fiHS84K+uDWqwAAt7bO4i/TQObpEMyn5m7MR7OX4InUobhC1vvXsy4OtR06XMvc/sdjh8SOxevmZ9Z1PJ0v4t5tByaWEud37gYZHk5XAQBfGrs1uqnrxvhA9losCkLT69QLMnxm/SQAGNoKUaEbOmT+ya1bAQCVPJcv753BG6Qw9YO5O04r8NfzycKh5ZxDszLumTof4IXcoes3Dr+IT2zfDgA4L/ff5+fAA1M33+9Y/CsAwC+dfgMA4Mbeuo2/Vbj1vqG9hk9vunH/ZO2lbh05wLGOO69AHoSff9B1KF1ozTFI3P2dVe4R/9z4Rpx+nVvv4o+cxXV+u4c8d9/Pt6QBYOHOPegWwIXLNwW8iij5hSv0JT8F4BQzf1r+/ztwCvOpWm6fAnBD7fcnAJze82y8FMz8jHQY8RVYqET0fgBjAP9BNr0dwCIzX7Gr47WWwegEjzefwBve/K9Ach7TFXcD5H134ZOxV6bzZbdPlQDRxG0rurqNwS33mTvupRN33YMUBIzsnHuoo2V3I4IYVeUUxLDvnOP9VoYnzruHaHXJ3ZydWPqll6Hd2Oe33MMUhhWSyJlCifRCT8ISncj95sLUHfNVq+6euH9zFaW83dvyu7NbAww6bk4LLff3zJbrw77YnaEtY7XDQn6XI5CXsppjAXkbS03DY133MJ6eLmBWOMW33HaK6nhnA/dcvBEA8PqVhwEAraBAKg/npy+edOtduP/ftXQGZ2ZO8anpt9ya4OU9p5TTyo3/wPSQjaVK9GTX8Wov5j0cabmXxMfOuhfEsd6mncNq27kBJvL/CoTt3D3ww9ity6H2GF/adIpqY+4U5lJniqWWU6xfWXdKcTJ3Y9zw/7P3rrG2ZVl52DfmWmu/9z7n3Ge9H0B1G9oRSYQfAiXBwYmRQ9KOFTtISehEJB0pyBgF80qkyPnREokT4ihSJLcSKdiGkJYBgQ2GQBusoEBwY2Nwd9OP6qquunXrvs57v/dac+THHI+597n31rnF7Vt9XHtIV+fcs/eea6651p7rG2N84xt7R/Y+XduDWQ/Pj9Kmpq7+XnuKZZPOdVAlV/tomT5382Rk+pH9drqf6hjQyL1Dck/MZeOKMWAhD5qh3FdNDGhXad2Ox2nc1bzE7l66Hoc30tp2r01tzNUyjVeU6douJi3wXMIruuNFQue2HLdKfyPZMGPFEByAL/3g9/+ObnztF57nZ37g+3Aee/17/8rvvMOGCSL6fwD8p8z8OSL6qwD68tJ+lvS5xMw/SEQfAvCTSHHLZwB8EsArj5D00WP+VaRN+GeRmi8CAJj54J0+ex6E+UFm/sbs/79GRP/0USa4ta1tbWsPsL8E4CckQ/4lAP8JksbFmZbbzPxpAXCfQWrR/T2PulmKfUR+/kD2N0aKqT7UzrNh/hMi+pPM/FsAQER/AsBXBa1IgVH37QmaXkIFPXmtfCOtY6wCgiCdK7+X0NbhB1oY3khP7Nnl9BidXQ0QzwyxSn8LyzRm0wVKiZ40d9MDcDWKCMv0x+lKgulXGlTH6bO3Z+mYNE3/bx0TVgNBsIJkaUWYyTnEbvqFGgJX6ffiNH32H34+udhhRVhdTedA0jETxJjcSXO6JZ9DSK+dHvUw2E2oYzZNaIsBi0EVgmpXixK8TIinupfQze9J0mz3hSOMJwlJff44Jcr2njnG8avJBX29J/H4koFVGqMYpjk2p2msm2/vAY3QvK4kVDSdPod/gOReKspaTdL7y16Nep7W77fKl9O862DuolaafLl9GahFC0YdJenzRGVEuCPXb+DrQq30O8t1uV3uIYzT73En3RN6Hl94cwjeTedyu9mF2vFput71QVqXYm+BeDv9Hnvy/ZVpVcMFakGMR/OE/NGKoNN0fjyUY8r65BG5w2l6T3WvwsnlWn6Xr+zTS5wK2iRZj/lbAz9PKerAPP2sGIYYVzviQR0XiHIftQ41pJXeM3nWw1ub9jiJ68z8uwDuh0Lv23KbmT8G4GN/yGO+/G4/e54N808A+C4iekP+/wKAzxLR76dj87m15La2ta1dcGNc+NJIIvqu+/2dmf/mO332PBvmtz/yjJ6UNQktxE6F2BKENE5P4lroME0noHdbUFlMj8a9Lywxv5ye+q1JGqN3J2KxJ0ijkMSRsHOKpT95S4GEy0GwnJ0+uYevF6g76Y/LkzT+4K10zMUOWXIxHLlC3ui19PpyWNpYJImRuuvHB4BiweAvp3HHKYSI/g3C9GlBCScSwL+U/t+7TWjaCVlWGr6KWQhL/tY7gp1LWEknzufSHOPnLqMv7+/sp3M/eekyWpIPiGNPtnnyVG4rOc1YluhIif/sulCl2myoqpQxOsLsrbstlDpfAWCz52qUgt6DgLjlZSBM5bqfynxbabJNm0Eyfute+txqL2LwuXT8haxRMSfU3fR793a64KuhjNFllG+21s6FakI9EO9B/hZe7YIlFj76TBp/Jtck3KwQ+nFtjoDHzoOgcL2Hijn5fSU/iYHirUrmJmh5XAKTNLfusdyvmqMhRnWyvqmVc0BCzBh9IR1ssUfo3pMYvsQwW6dy79wF6vvnfL7apdvOY38s+72DhGb/MZLY0EPtYfJuA2YeP4zgSUSDB732MHvUcqgHjtOkK1fePUXRSTcUzdLuUnbTzVTvdLGSG7xYys3GQPduet/8ktywJaF3K22s8yvpb9U0jV9NIopF+pZOr6VxyzmDNvhooWFAkibDt9L7lwNxUxfArnQC7u6n44yfLe3L0TlKg4UaKKdR5lbIZ2VTHRBK2TwvfVq+cDWjJV8OdfnLafo/E9A95rUxKHooYymJMWJgORLXTWiN/bdga6APmsVOes/OaxGT6+m89EFCzHrqqHsy1lgfBmQbn1AFsRoE9O7qw0f+NpQM7QrovyGbluxXnYMChYTnW6fpc9OrJWr5bOuIbb4AMHkmIMhaDW5K4mMYLFyhm2mxYESJt0Q5lq5n+3WY6bjTqwSShE1fHobLHQKOfO4A0H07/f+5v/M67v4bLwIAWJ5UdY/QtOVhIePqQ6zu4cyGVE0Yk2fS+3tvpWO3jtkepFMhZ7QP5J5o/HrrQzFWcGSo99w+2yZbTfxeB4BVP2Bwc4n72UWvJWfmv5T/X6Qs/9Z5PvswMeCfI6L/kYj+VSLSzBVERPi7ieiX8e7Rp5ZD/REA3wjgs0h0gk8y8ytI2a+H8bG2trWtvVd28QWEN20K4JXzvPFh8m7fRkR/FsB/DuBbiGgPKTP1OQC/AOAjzHzrUWf2LsqhHmwxoTjutkA3E1cQu1Ii+mriNbb2dtGq0mk2l9NrYboEaqHx/G5iEvCLTwNRUJ5w9MqjRCXhVonYSo/q/lvpb02vROtgvjad2dM97NxLMKiRkMDgJD2lYxXcxRJkPLhRIwrSCAtN4jgC7MsTPtR697UMxZWKIEpC9yDBt64q28lxFjsFypkkmuRzrdMGEMRYCPVkejWgsy8IQ0IOQnVELAnFMr3W2ZfqpYaxHEiCRsbvHDZ2XjOhdmm4o31EWA6DnEsat/d6jfluIfNO77v0mbR2s+ttNC1xpwWlNhUZwtXX2scRO6+lOSkaj1V6rXubUcncVoJ42ycRq16aR3emSTagXGRhFnhYYtUndA4FcfXcc1gep98Xe44Sq8RqSl4GYKGZu3/6RQxuJtg5kXBE9160a6rrohZWbJtNS1AfmMFBPBW55co523Up3iT/LFLYqO6KBzCXirduQDH3ewxIISo9Lw4yhnhhrZoRqwfgqYu1GZ4xIvq78LMokEq+P3Gezz40hsnMvwjgF/9Qsztrj1oOtWZE9FEAHwWATvGuIgJb29rW3qURX3yXHMD/kP1eA/gyM984zwffiza7j1oOtWZSWvVxANiprjEwRjgaQ7ME+iSmp2W/XaxMIpqlnpnmS0OT8YUUAAr3jsEdqas9VnglKG5ngCDvp1VCNOU4ALUg0sNEqO7V0Y7ReitlMOorCdW2bp7YHLEQ1LnTQzhO74u7KeoRZiuwZGh0rNhOl2nnD45R7yb6iqLfxfU+ykm9Nl/9XDWurca+mip9hbEaSbxX1mVws0Exl/OaCWK7ktaCGkdBgyNJqPULtE805iUoP5Chk3LuqDC9J6KaKn8q/Rg/U6JzHO11IKH2NC8Yeipl/PYyonOY5rEcyfoQsBCU2jlap+PV3YC2IO9K0FasCJ0bae1Xw/UEHwD07tT2PgDo3W6w3E1z6t1NrxXzxmhq7RNFZezxcbGljl8SwkqQ9qkg9AWbZ6Hx2Ja+toqoe+touXVcoxIaVCGIcbFbopzqOQt17USuMcOTeIKeSwYquU9WfbknJrXFftUUaTbtgGq8wn3tgmfJmfkfEtF1ePLnXGrrwHuzYT5qOdRD7XYY4u+//j/5Hx5WKPXau5vwue1+z6jPf4WPubWtfYVtc3u86AiTiP4igL+GFPYjAP8LEf0AM/+dd/rsw7Lkvwjgv2Dm1x/TPAEAzHyLiN4kog8y8+eQUvqfkX8fAfCj8vPn3nGwGPFdg38P1OmAWpLt7guZV1Bcc/M2iucT4ZpF/YfmS3CRUEd9NZGJi8kCYZxQW+yJoo9SSRY1aCXoY5So8bSsQZOUIo47CR3Onx6g+8axfCjdZrMXUtla79NvA3JMnkkgandkSHf1THpfdXcCyLFYMv2KyihGQ5+KmsPJFHGQ5tQMU8qz3JeA2uEJ+HpS54Gi6+kCLIwCXQ8wI8yEbN4XZCloNUwWiFIUML+WjtPen6OYpPVdXE9hkdbBDCznHHuyzoLGi9M5mqEQu7vl2jnl66yfLycrixkX4xTXnLw0RE9Qu75GdbTxlsN0TEVzxEDrrlyfjlC2WsHoZuXckXF5ko6xuCrlr4KsYqtAOU2/6/0CZiwupXVWVBlLMmSu5xAajR2W5gEEWQ+qI5putbbOJO8P8xqstLaBXIuasdgTCtHb4v0QYTUSypjMf7krKe9AFk9u3ZM161bmgUDjlbMV0GzsfurVtAq7xvhnGzzxC75hIjU++2PMfAcAiOgqgF9FAm8PtYchzP8DwP9NRD8O4L9n5gfg83dl5y6HeqiFkDbLdgvxOLnFGqbmZZpu8cx1sLrCshGhboDTtKmULZdQ45PTtTEgGxsPeojDtBGHk3QDcrtCHKaNkhaSdHl13258PWb3S5JUGvYs0QTdkIkQO7LJiYuNugH31glwLMH3cOcEfDlt8LqJcau0yqTySMIAl9MmRpf69iUJc798+mWCbJKxV9mXVN3/1g2Zd6+DYj+tSyVf4GK8QDNK59B+61jGaCNMrSw3ve9OYoXFvVH2JU1rVd4+AuQasTw0MErz5n4HhcwNMq/h799Bs5fWu7xzIucR0eymz3QluRaW8rCpCqx2dZ3Tj+pgZjc8yfuaYcfpabJRVgdpHVeXeiAJuxQnci+EACnUsvWO/ba7sn3ZCCWpU52uEOT+0PDL6voI5Wlaq1oecoUcm1YNmr20cQehslHD6L2RzplbopWw00Y5kfXTEIysAUVGIw+JKBtz0ylRzCWscJA23TjsINT12hi6LoX8PGP/fMQwg26WYvs4Z8vxh2XJP0FEvwDgvwHwKSL6W8hwATOfq2nQA8Z+pHKorW1ta19FdvE3zF8SWuT/Kf//93HO5PY7xTBXACYA2kiS7o9POvRxWSCgrhH6UkUuLhH0yTmdA+PJ2mt8/YolPDDa6HQdAAAgAElEQVRV6lAF6nbXhlbkQ7OFJ2wEFeF0giBIUcMAODoBJOmEvYQE6SQdm7ttkCBMviuiKE2D4nKqyebDJLVGg4G56RoGYD1OXRvCDZKY4qpE0PMSF766sW/HVPdb3WPuVOBC3N1DQdTTYAipELS6fC7Vr5enC7CEHMp9cXH7bRTq9uv5Bti8bf1GfTlmieJ4tvZac2lk14DGMznPtv3ffhdkHIddhBMZQ+bPrQrhzcRsI6loap5JIYhi/xQtEWKm+dLWymz/UM6vC7S0UCGhPr1O1a0V0Ba3+FQ8i70BSjkXnXeIbCEgXEuhlfx8o5yLIuTq7hgk911B6f1acMG9NsrDdKxmkD4XDsd+znJ92m8eWYhH59FcSWOF8QxhUqy9VvRcOFrnyrs90IGEkDSUpW776gEIEzhTsHFRjIi+DomN8wNE9OeRJCsJSbH9J84zxsNimN8O4McA/DyAf3nbkmJrW9vaBbe/jtQvCMz8MwB+BgCI6JvktX/7nQZ4GML8rwH8BWb+9B9+nl8Z47pGc/sOypde8ESJxCFpKBzNpgFfSUozhjTeugXspqdxvJvQGBUFoChV0Ckupffg6BQk1CF005Oamsae+nQsaKvfM6TGX061hTRKtKI46qK4I09zTSBcuwxuJE51SZDm8QkwE3SiiFdr5o+OUSiCriRxc/se6PoVAEA4FaS2lFhWXYOE/sMrQVuhAK2E1qSJhiuXgHsJcRWCygr2z5Gcs6GOacvXWc4vvHoX1E8IqjgVRK9IdrYAS4LMklAFgSSpwANBNxoDzeLKNBaNxwkBghBZ22bUDXBJVIQEsWnijsvCYsaGLKvS0XtHklCXRwi3E+LX87TE3nzl56zrN12AJe7MO84D1gRgcTqX90kCcW/gsV25N2i+8HOW689yzjSZ2zmXQpDnnYEh3OI4rTvP58DVy35eAIpb4lnECNI5WqJz4d6XXJcwXa2tNQCwXDvqdx+MMi+uS/4SM//e5h+Z+VNE9NJ5BnhYDPNfeffzejJG7RaKF15GvPE2gmyAaG8kTKYzyyjHp2VjYbabJ1xJrifPF2ieSwKy4UtSSK1fuH7X3DT722TqmfmpbHCLhW0gehPrsYub++7eyRx5/9BuXt0AqarAkvXWhFCQDTl87Yvg21LRdFkeArOZu8XqTulPYh9XNgOezmxjw0Tc+iJAlSRss9UxRwNAN0Cx5g3nT1mkvN22dSA5T55LImvS2Pj44uv2Gg+H68ccZhuQPLSiJoaWS4TL6VppeCS+9gaKpxOPlifiAI3TWtHOCPGehD7kXMLlPfBBCn1gR0Imk7mtt256YZ42OJ7NQDLHKA8ITKbgD6ba8HAkm0vtHFCapc/Go/RwpNNTQO4xkqw6n4wBOYZlyTXsMp37Q1cSmXznHkjdb5k3rlwCyXXhRh8CEsYAwBqGCuLKA+DT9f5H9Pwz4MPjtXHr/bRmZedpsCRG1+xiJ30e1tCq+5DXzM6VGdra1ra2NbOLW0v+j4joP9v8ozBzfuc8A7wXxPXHZyxP927XkZRUUCjioF4X8boI8B7JE5MyKq661f0ewuuSQBgkBNZI9U1xc98TGuqeVqW7eqVUqHTagLhYhtgUvUQ2V88qhI5Orbooqov25i1DdIYgBE02gzbKQ+Fm7gtS6nSM+6dGckzuti1cEAW9BWZz8TUMgPkS6Gwgc6nJp8MTd//FvQuDnrmNrGGLJiIOnS4FAMWt5OY3V3ZAX0xyqoqGAIB03RQ9SQgiHhyCWoLGn0u9iMLJGLzIQioAwkvPuyuregGCfgMFhGvJo2CZK5oIaAWYuMw4nXiCUJG5hkn2dgyBhb10DXi5Ar0qHoh6GIBT0F5InF9FqwAAuQa6pnjqiiUDbQyZPzXRwic2/8nM3XkJG/HpBJA1gvAxLUm5WLmXoT2+9nZA0qkSEsLB3X2Qeljq1n+N6AbWjR0Lx1i3r87N8Dz2fQB+loj+A/gG+U1I/cr/3fMMcLE3zK1tbWtP1AgXN0vOzLcBfDMR/SkkaUkA+AVm/gfnHeNib5gxgmdzUL8HngqilGC+/uRR38i4RivqtNB8NpWPli+94ONJEF8RW3EvxZCapy9ZvMoSD88/ZUiRCqccKeLRGJUds+2KR4UkAZqruygE9dI9eYyPhkbG1tcUDRVNNCSoVCOaLQx9KAJUcjNN5o5qdB5l4bFUTcR0Wk7jeevO2vvR63riQOJzXBZgJZlr7T6cmK1rFGU9w3wJfjl1fNQES/PiddAb6Vg6lsaHw9XLFoMzKtagB+xIzFPnOl0YWobGT79BOj9WhSfZclN6mKAxfvoK6O0UF9a4YxAPgydTkCaVJAFC7RagMebbd9P793bB4nkERZZ6nLK0JJ/Si8Idj11r8gx7koQ8PkEQqpl6JGFVWyGGxsSxXLlnoxVnQmVDCMBQvRlBmFUJfimhXwjap2efAuSaIk/2IMVA1QNYs8ccwySi15GaLDZI3Ry/iYgu4QHauET0IwC+W97/vcz8y496TGb+NQC/9m7me7E3THByn7od2yDtRtWkxZ19u8lYb/57RygkgaCBbRr0jfdoN5lsLOFo4oF9/YI20ca1ssmdvvHkgrpQ2Q1Jg/WYc5hnAq3q3q9qy6rqF0bHjO3Ss7CyWWM2B0sVkm5eWu2i80/z9bk28mWyOc6XgPAdNRyh3US5CC4G0urbWOFIsuQaNhj0EEdSDSXljBYoqBsEXQeVKTsYo34pdXAspOpFRUnqL7/pa6Qb5/PPGHcy8K4dm6XaSh8k4VBCEDsDNNeVHSHrsVy56IpyFu8dg3elPLYnIYG+nsfUHxw5v1euVbiekoRcFuCbt9PrOh8JVdBkZudFwo3Mzbi/cn/Rzsjvq7cl6707BDSBNs8y7k2zNlaQME3iBUuoSR9yd+4haLJPmRtv3fIkkoKFY0/05OGTNXv8LvmfYuZ72f9VG1e7Rv4wgB8iom8A8J0APoTUNfJXiegD77IR2ruybdJna1vb2qPZVz7p82EkTVzIzz+X/f2nmHnBzK8B+CJSy90nZhcbYZYlcP0Kmi++jvBiak5vSFAFLi7tuhujdu0SSBCSVaMQJTQKpwnFP/q16TBv3PGkCDlyNNrHUwlp0HzlLq2gFuOHDvso3pTXFPktV4hXEwrSCp54fIKgSRBxwxTxlJMFYl+b6ThXVJGlmiUUmK0KiQX98bKFsFBBCUEhRI6uN8bC7XugZ6+vn/vJxJMVXXGnYzQBDwsRyFjN1aFVr1g4YFVbfbZV0QjyLZ+6jvpWQmzhqiQ+iDxZIca7QzsH9Sy0xr28cwJMNq47kVVZaWUY97t23dXlVxoX6trWY416pOhbwy9FQNAEmoY51OXudWytlJvJeyOrGDtThdTr+GvK153OzTvScFHz+Vson33GzgtINCgAwKBnteFGX+p00NxL56nflQA4Pzd2/PhI/GR6MYVRNnXDHsElv0JEn8r+/3GRZ8yNkTQrGMDfkNcfpI37LIDfyj57Q/72xOxib5hb29rWnrydf8O8x8z304zI7VuY+aZsir9CRH/wkPfeT4jziebsL/aGuVyBX3sTYTgAbqUAPCQOZTGnwxOQxpUU7R2deu2sxhGJwNcuy69CahdpL1SVx460GuToGEFiQSb9FdlQkEmd7SRkUtw+siB9FPI0f+AFr49W9Pb80y79JWo1mkjgoxNDe6Q0p1WNoAkJpd10EwqNw46pD6nCTzKJswrdptkbeq25HDtMZV3aba/17nhM1M85owlpnFLjcaVWlDgZW9FW7Pbsc5BxDRVd3kWh10wpUJOZx+x0HXeHVilz+kdSTFrbTLSvd9C5k+ajsmpoGMVG3I+rEkG9B00wad314QKkcndaK16VXgGjyPHoFFG1AISWo3Su5toeCl0XWQ+azo1Az1LEoLQoZgaUcD8Q9M6cFSeIIPDLL7rak6JETXTeO0SQJFJ9N30viq97GYV6Nno/rVYmNUhKHdOxuh1DxOsL9niz5Mx8U37eIaKfRXKxH6SNewPA89nHn8PDFXAfu21jmFvb2tYezR5TDJOI+kQ01N8B/JsA/hmSfsVH5G25Nu7PA/hOImoT0ctIjct++7Gc0zntYiNMolRmuMxqYhVhagxzb+RZb33CF8FiRizIlJ576kxcyZDP8YlnsYXkTNev+D2h5W1zrzMOWkt8SVDosGfjGvVptrIss9WoH49RzAUJaKxMSy9blY1r2d6dvteQ99ZrvmnRoNQMscYrF0tEzeiKsHKYL/2cJbYblbgeyM4hHKTXcjqUrgEtVxbnMwRWeqZWRZaDUInoyq4zDjS7L3Hc+9Uwx8sj061UjcdwMkOzm455819LCHb0snRm/uk9tE7S8aubou1ZleD2+toSs2XaYz+tX6E0o+uXnYCesQZImojr+8PBEcIzUqKp9B859+LWvpe6Zt4GCXXI4utWGNH2Ukcl1A96iK++nj77vITsiLwti6JbKx0tbdzy+RSvxGLlDBIhs1NVgZXIb3FbeW3Yc69qwx4jreg6EpEcSHvRTzLzLxHRP8J9tHGZ+dNE9AkksfEawPc8yQy5TvICW0Yr0sC3UmX0CzGde4JimlVfnAidqHD6kVJqzJ3XL1e7DaiAh2woaKLdUKyu3N7IKmB0E1BBCZov0aj0l4YGshrktU1d3T99CGjVxu7QN2mlthxPnJO56UKtahebkPHj7gBR5qE3fpgu7UuHZ9MXX11dXNpx6TF5gBRHY69MUdpKrwNYnfve+nzqxjiaVn+/ql1KTDeNnMKjAijKbzyZWpJF3aLY7xjN6pW/ncaYiMJ9/41TFAeyqavL3TQumaeb+WRmm2g4XRfkouXK5fz0XjgeO4VJQhW4tGv3k4ogWyJmb2QPABVijntZzbwKf2jVzu17npDSjXNVo3ghbXxrEnWSdLR103t+2PcHqghO01t3LURiHNDVyqlIppWQidjQ/UKGeGxRQ2b+ElKb7c2/7+MB2rjM/DEAH7vfa0/CLviGubWtbe2J2ldvnfgTsYu9YbZa4JeeAb15G6yJgDdTDLgQOgqI3MXTGuFB31GNqviMJx5EV5RwR1y5Z64gSCWOUTfmC5C4/9R2RRhzrZQ+o+iz20Z4VVR+VFnp1l1DY6aoNOiBNEygKK7v5GZN6Bh1qK79GDuDtbFoMnPkqomse8cgGUM7WhazBVikwox4fyRu/mwOVpUnERzmTtuRmlaUaHgEsJpmc3+P9wGhb6kCEwKAm3KeqvCka1fX5iZbqKAIfs1uJre+2NsxNK6Jr+Hrb6ehXnraQyzqWfS6jsZl/ZorOwgTSXwo3UoTToDdM7nsmZ6XeRNV6SEVXW8lqxOhuSQVT19IhHzqtj2ZJckWC/lcu5zcZwDQyq3IiK+nzwYJowCwe0eLAuzeXHhBhIlL7w5TshMwJSqezUE9oUttyryNJ35d7vrfCY/VJb9wdrE3TADf/MpncemFW+YCR6mICANJnuVexUpvxDay6Fv6sVi41Jp+qTWbuDuwTDGWGtcJmZaguvBlErIATLDCjlME6yMEzRBPplZmp2/jdguk5XIbUnUg+BdL3GTExiS8oL2A8vI5q9bIFkJKJ1XRu3h+7tzJ1noZJFYre4CQxoXL0sfVpmxELmih66Iu3ekkKzt1hXZ6Sc5Tq7R03quVX4OcH6rhE92oel133XW9ZdOIl28gvDD1NQKSWEVL10+qqQZdBHW7tUJK15j8fRYWabfOtEtGUWTLS34OMpaVRF6X+OreWz7eYj3miUzH0/7GjPiiVDntZaRIjU3ovPWY+bVWZkMIfn009jmducBG2HC/F0u7Lr/06vpL2w3zotqqxqXVHdw77JoQL4LEbBaqRwmrieVGUNE82xw1xtfq+/vuyhdhRwjpNxbgWjcvQXjdDiC9vo2K0e8hHgsVSGu4c4uKFOVOX7YBFlQmtfAggBcSU9OYqn4xQuEqTG1JJtW1N1U7UOKyorOFJ4LEUvsHQUP7EptcFhZDM1Qo8oB8cIRwol8m7aYZPEZnxOgWWHqJUyFrbxSiXZD037a4ZlGA20mJCHNtVSEE9t4uaN9bUwBAOF144mUpm+OYgSbT7QTAfblmByuAZb0lTkejoc0XfdGoPFkCYePhpv3d5wtQR9WYtCtkH5itnwv3Ot4uQkn4LCiUMuHjudyb3LPNjdviFRzKuvQ6rlFJ4hF1O0j5EQBHcr4rF7C2Wn9d20B+T848ycWNvM+SPyPwXLwYjV3KA4LafWD8xEojL4xd7A1TAirMbK6NcdEEacbx2FxFFcmgdttdEA2OjyeA1NpaYkIC+VyWLqulKGtVozmUp75kLvl0gmC1wethAIBsw7b64aryWnYNDaxqBJWQ06e+jrFqbFOPkh1GwyCVelP0Jl849Lq2sam7iar0zpa6OXY7htosOaQot2ks2WOJoJjNbZQJlqhwsCbUtFPk8dIRoPJTD48QdmQzYpmPVtMsa/BSk2WyKYwndiwTheDoaFBQFsWZvZ+fkk1ROIl8eGwuqCnAd9u+RorUNHHY60DRWhRBFJounJOpaHyxsoeanYOiYLAjP72HJlPfdPThpQ+gk3HiFetnAfBi5YLOpA+NpVeTaThH0DXP5yhEjs42+qbxB5mOPp2CeL0vFam3UteO6Ddtu2FubWtb29o57GIrrv+h7WJvmIysLYMgRUF9iuK0Gie9KE/n1cqfvJog6bjralw6tabxHjbK82yiq78o8mJ2lKUtExS9lKXNyV4rCm/LoChktXIu6ca5JZQgSRntjz6de5WIVaDIHBZLd+E1JliUwErQm6KWImQoUtxNjT922t7WQakvReGvKwqZzJxSowLGGd2FlIKlSZqd0Xq/GcCl4pZLvx6yBjFGT1Z0xY1cLDPBZnm7dM4MdQ0ab/AIhwNDs0ons571mVmN/aq2TpwWj53OTX8ARyc+riJuRfd6H/R6Jtyr2gDo9Tw0YPJrzhE2ZKmovN3yOKXOoyw92SdjmXczGJiHZfcrA1HCPiFrBWL31tsSG9XkVafjXsaZBbr/n98PdrE3zK1tbWtP3C6qgPDjsIu9YRKlBERd20PPujAWxfr7AJBmSFcrf3oK4kBReGxR40la1UPkv9ug7HFHrdZpGnuKW4sFQQnx5NS1JnWOzIYAbfy9HY9/2o0p81mugLYgOu25XZVgRRFqmo0vCgR9TRqN8WoFEmQXBQmG8cyRi6I8/VxRJAQFR59YrdZJ95BEgiZtlB6kCbWyNPSr54npDKSrqfFn6VyJ4cCTSXLNQqfjPeR1/E7bk3eyptqGhHsdQDosWnJkubSWDLDECnksVxM3eb25jBHGMkbTeHJFEfdq5c3GRAcz6lgHJ04PUvQeF841V0qQHnPQS+wJIKNu9Q2Zm/U6rkSkWW+lMlV+71uxxt4Owsb7sDO0eLPW5+feFW0qV+nftwjzyRsRFQA+BeAtZv6Oh6ksP9BiTMFv6lpix0w3oG4HUV3gpVN+1I1FvrFqMkE3tMoTQ5ZF1rLDQCaXVewJl7LddldPhTC0I2K34xtINleyzVyOVTfuimvYQJXIux13u3UJxjO/gfX8lNt5OjlTfpjyQrIBf+kNef+lLKEj7qDOtSiQlwWmE257ZYsmN7ptS9ToPkhtd+GNMqRr2876H+lPSWLw6djcPp5rprjr7nR0WoyNK9JsFlJYLL1tso5f14CEF6yyJhBIM9b6EFJ3ermwUEaU8w39nrvfFjKBJ6l0PvoejsYRNgk9EHihIQpxp+Wa8enEzsVoQEcnfh1z6b9MdDrNd+nzl0QXsoeXbZ4ahjg+dR6mrFGc6MM/rn831N7nxPX3UnzjLwP4bPZ/VVl+BcAn5f9b29rWvtrsKy8g/FVr7wnCJKLnAPxbSDWh/6X8+cMAvlV+/3EAvw7ghx42DseIuFwi9C+bK6E9t7UHM7UqQ15RnqLFlSueKNGnbuWVDsbH3BRGSAeV1woE7VktdI41NKbJJMrcTnVHdVyO5taZPFi/59QXDeprQogy9LPI0LJSdRQVSisHygn6Kt81nlhCxeZ/dIxwRSp91J1XlDqenKGjoKm9e+YqS5ApihUXVJFPHE+cKqXrXtdeGZSvHwCObMiOcwEITQBp24p22zmop+tiIKgbH18qm5Dxb42nCLZ+PEYiXzserc+tibZGJhocG7/OGuKZKa0sehFAbppYst7sghIXC9CR3EPqfax19FRa1iGCVIypB6X/5/kcpKwmpZo1jSeR1AIbwjU0mbnhtBnqkaNvXfInb38dwA8CyNndD1JZXjMi+iiAjwJAB737vWVrW9vaV9BMNOV9aE98wySi7wBwh5l/h4i+9VE/LxL2HweAnfIKF50OeIYzMTJFVM3hkZF4DZU1taGUICKtzeEhiqdSNcWZRAyRB8W1GRWzJ4c0djQYuFSZIjpJAvFiATwlNdmamIiOlkyMuG6czK5k4kLkwSZTl99S+ke75X2sR+vVRTyeeLxKP9duOeXE2m44yrNshCrhdDpelaLrR3Q2IbBqHP3q+IKew2joHoCi50AWE1WCuybiqFV5R8S+ILvZzBNpWekla2O03Y2KnOEAUYR4ldYTp1O/F3ouUKwbAKv3oHOtKj8X7ZmeIbu8OMFi1pP0N0WfHBvEsSBSbThWlj6uIk29v8rS7jur9AK8fl08onDFO2taWbBcM7q0i0b0COyeWK0McVvBxe6ujW+ekZYWX7/m90Ru/xy72+ex9wJhfguAf4eI/ixSrd2IiP42Hqyy/FA7HHdx5dLYZbjKdZcrLpYoRloNIu9pLRFLufH0e4MZiqFkVSvJxuomA/iG2ZFNg6O5O1HGLQak7/aAvI4FAAPZENgD67zSQL1mxqPXPnfXO1VyNQOpi9XJkj/6xW2vJ4RQTM920QwhWwf5WWeuqB5bKz7atbvd+rmQfVbDFdlDBW1VGM+EM1a+9mkM8jnJvDmIq11VQEcz1fLtbC18PJ1vCOCWuPOj9Ww52gtwLdlm7S3Unvu90M7mb2ETLS3UqpqsM2MlYR1MEYaaDNHkT+PCLVrNNfTrH2U9gqjBoyzApGwKmYe6/NXck4O9TO9AwxxlVq9fysNYE0Kqkjcs0SzSa0U/63Yp59wgrZmtBWDhjiboa6dpze9jW5f8CRoz/wiAHwEAQZh/hZn/QyL6a0jqyj+KdZXlh9r/+7svrYlUaDuKRlSLEAhhNLLfAQCLRUKDgBHSm5MTe8obgrC4aM+e3oYSQjAkqAgz7O44YVljbxojKktHEaqGc+/Q0YSWza1WSbEGMEUd7ZcdZ3MUpreoGyC5jqd+0TVrulp521dt9FUUTm/S2GEW27KHhDU5a1vLBFLUdHLqiN4acM0RVPFItSa1wdds5hllLSdstRwhXdnQz2waj8vJenOvY212FaUiRitF5BtvY82+7gXQl9M9oNcaZeFE9YyVYATwTfL5pV0nm+va1o2jMV2/biYCovFkbW53cOrFA9pXfTbPFIMExbUzjQJd26xlhq2lkv0ju3KVlnkqCj0+dfqWPtSfu+ZtnQ8ySpW8rxH2QCHrTZ12Rlz/jfW13W6YXxX2o7iPyvLDjdKTeW8E3BHx2pUow0iXPQrBkyZaFNLv+99UlLbT8R7Nihb0plsuEa5Jrx7h5dHuyFFk1pVSvxzN16X68iCK5/SlG67Kc0+TMt4jR7skAiJbBrh7Lxs4Dfr+RdONrdMGy0Zj45n6fMfqnmvZnIpXXgbL5mku9O7QK060m6YkU/jm7TU3On0wWGJHq14oBFN3snN6JnEeyzvHaPZESk5l8pZLT+zopiuKRvWex6bDTWGWVSXqD6R2LuWxHKeJ4I5wSj/0NWl8ea3pVggvJHEPzcMgwNGk9mkvGItnRdh5Itf9uqz3qkExSevXDLVbJ6PQvusqLtLrmBJ+sycP7IFsXoM2SpHKa/qqxt91Tuk1eQgpRzhG66e0uiL81zoaXUr7TMVuheKmPAQ3eKQoCk/YiPZBmMz9fpWHKLcq4Mat9BF52Bm3uN/1Xlifw5q9nxHme9rTh5l/nZm/Q37fZ+ZvY+ZX5OfBezm3rW1taw+wx0wrIqKCiP4JEf09+f8lIvoVIvqC/NzL3vsjRPRFIvocEf2Zx3ZO57SvJoT56FYWyZ3bPzR3cY0CBHGX1RV+Kj1FMV+Zq6WJh5AF2/nFhEzCfnLD494AJP1s1F3GYgloP3JV+Om2rONjqAURiOhu/JrngLHSZwQlVqUhDHwwoadYFQiCkhRVNIIww7I2QnkcuIZk00nnV8zW3cem48pE4apQUABQJ7WhWO1KD+/9Geprgu6+Np1f+67Exy5/LYr9FHqYv5jmWo29y2RUhFcFLD4gCRUNAcqlKPfaWEqMsXwuoZb5boFQs6xV+rnqi/tYwkPBL0qfnSXj9Fnp0TPpyfsJYSNsSzGdR+uEwUU61vQ62bj9m7w2x6YDZ15N2n58AMsRoXO4/s1nAjikY1QzmXeP0D1I6zG5Jr18JBLDAegcd9aOydSzeWvCSbtdlgu2dVsM09+6Bw2q0/SB5SUfiy4lMeHum+k+VfFnihHL59O1Kk4EIfcrlGOJl7PK7lUIcg+rNdrX6CjLC6wtAL4SpZHKyRYXzzjZP0pEPyz//yEi+gYA3wngQwCeAfCrRPSBJ9nXZ9s1cmtb29q5TXmY5/l3rvGck/2/ZX/+MBIXG/Lzz2V//ylmXjDzawC+iNSW94nZxUaYIYC7LTQfeB6FxH2sg+J10UKcr7wmt3HqkQnr5m0prMuhBNgHQutZ1B7TU0TVa3ujNU0CEBmiK24kWkfzXHqCh8Ox61Bq7GvUtRinUWzqCBJ0quK5xUFCEM0lfQADJGgyDloopH95LXG26iChw3K2QpB4KV+WmO5sgdVTCW1Wbwsy6bZQ3U0xzkoTDRrbnS4t9qWok+Yri43SSOKNgzb6b0hsT9BnGKf42fSVKxi+NkFu/VeXiJrA4PVvF82WphLUSF/wYrLE8HhPtBgAACAASURBVPOCuPva5oLsWIrUmn5l56bXXVtEICaUntv82SHadyTBpF0rxeKgA1ps9HzPBJmtncf+if29/7okYlShPwTUl9PxLfbKDNyTQgWN46oC0nJlcdaR3rfdtjeb0/h0WbjmpmTY4xdSkosHfbReTSQTpTsVRfBMvCQii0EfLAlFtc179L7G5/a3rxDRp7L/f1xogbk9Cif7WQC/lb3vhvztidnF3jCZQYsaxatvOhdNXgpL2VxalQe+VUZsMnVZtVxIeLZe2dNIIimMXA4raIa2CGjeSgHzIJ0W8YXXUUpyyLLqyul84Rnwl99Kv0tWvdjbteRTdSAJmBitaqSRRBBJlj+MJ5bR1vBBORpaoqklm6Jl9+vGBR9mfu7VG+uuFq1qsAoI68atiYS6MV5i0HYaRN5LR9Tpwx12estemq8yFboHh4CKXuz7RlFscDmN/9hpe3vbV2Ud+z1rlVHqgy8XitDOjHddLV2FMDQ5wpMpIG1lNSPfPR47v1Q3Q+VlfvZLCE9ds/EAAEfHlhw0gZeq9Ey1ZuuVuVGWKOQ+sXuu17UWHJYlF75us3+AUvjAqlUQdnd8bfP12uCNajVVnE5RaMbcZP2Ct/sg7+lj2gjanVPbQh+f3LfdMfBISZ97zPxND3rxXXCy79fG8ommoC72hrm1rW3tydrjJa4/Kif7BoDns88/B+DmY5vNOexib5h1nbh57G0AjBokbkPzxg0UTycEqBw2zBeZ8Kwgu7G7jJsCwjyZeosKRRqBvHZXq3V2hl7BIQjDKnlu3UVUZKkJqnbLOXqKPk7HVqVktd6qaFOVVvveyLhlu53QAICgdeniZjGw1okRSIgmaihBead7u8a9sfC5CSAH45Iqyb45GSNob27lSc7nQLVObykEVfJqZVzORuZWXL7k10qRzEol6DIB4Rel/cetu2BFatqziMjElrXlhKlUtVtWG251472uqSzZuvedwqTXUY9dXL/qXEf1Ok5OUOjcNJk4mXpbC21zogUUGUI3mtrpxAsEtDJJ3lM+96yLLF++ZO8xzqdWO/W6Z0WCBfEW/Z7zU7UDaa/r7U1O5H4ZjRwlq7su9xLPF8533bDHlfR5F5zsnwfwk0T0Y0hJn1cA/Pbjmc357GJvmFvb2taeuD0BAeH7crKZ+dNE9AkAnwFQA/ieJ5khBy76hslIfbm7HSckK5KSOFTY2/Nab3ktLhYWo9M4G6+WKESxR9GqKewUxVo1jB0+CmIQknwifQtSk/I9U5Q5OjaEphUUYTTMaqDlLmwa009UdGj1z8zWhK18KXkmfOhKQ/FuirmqAg6VmXpS1tlSG10ZCjo5NcRqlR5Kamd21SZNmERXAsrVbQzdqeqPHns6M2Fljc+h3QIELRvyEqO9Xbue4VAQD+B92jWOe3LqveEVUZ26IK4S7aMWG1SlVSORCLfE4xPQc9K9UtAYN+JtULC2vSxrVuztnmlDQrsjE/PVdeaJeCKtCoXGQeU+bG7fsXWw+1S1BOZzm29Qjc/uffReK2913NxL173Y1fskonk7ofHy2UQ94sUCcbquCkWdNhpFmxtCzFSVhvjXjPEoSZ9zGzP/OpJCGZh5H8C3PeB9H0NSOXtP7GJvmAC++Rtfw97OfS5sHh+2ChUv4zNhWA3WNzWKQbrJNItosmYheE12buruqks0nUMDPFaJo27QbG51xsEC8p31DQcAFnOgrNbnkX1ZTIl8JKGb6cx7+ExEtKOtG33wm3uNn7rRj2exRKOZU1Wdz87XQhTKAV0uUai7pkmz5QLGUttUeZ8vPBwxknBUVborbiK3AhZ6PZ+jbqZ17a+35Pzmc2spbIE1DZmUlWX348uSaCqCV68oG2A2B+1JouZYNlu7JMHvHZ1P8La51pe80/ZzMbHirLe4Pmzltebk1Ndhswd5jIgz7dEj172qzm5SRWHHt4edybFFNJLUKnalAq6uXSVfa9X7PUSVqlNBZb0W2W35y393/dDv50qfC75hMvb6M9zb7xuhW2uym/0UMwu7uwY+9abnpgMs5AZlKRObz0EL1ShMmW5I7W2cL1w/UzZY6nX95tqXO6joucKRNSLTMroe4qnqOMqGWRRZfE3b+GYIoCvxwUmG2EqJdd6VM2r1wUpXIaFSNZpJb3ze2Qauc4xHupFUoL4c656gcY3TNQ0QteRSM+c1oGwUVRUqh64GfxLtbwDAsZ/KLwHgZsr8h52BxdKoN/DzA4Djxte2JYrgZeHjGwrqoXlblHe0XlzVVEKRxQkFec0XoKlsXkFik9UIzefSvVJclvJX3Qhj9Dnleqn2kJOs9J0ZQs+VhYB0zwASZ9UWHIqMFy3gYJ3iYw9FgvUKD0HZBvdM1d9iwNd2PU4v+pkkbTSo17OYNKR6Mp6uEAbiPehD/GAMaks8fS5oXHVk221vZ7xp2w3zghonGg43jdOKNMmi0lWrFSAyaS5KUQMsG5V94UtvkXC4wU1rtwHhyWmyA6savMyUeoC0H2sQX0U3NMFSFC7c0WRPenWFVtl89IaerKvtUK/rykWmxrTwNhfWIdCFMRSRqsQYFYUlE6yHEWBIw/pSWzuNls9D5z3sgyWJYwiwquxBoCEHf1i0TPyDpLIk3r5nXTe9c6duGk5bUgQbD4+8v7xuXpX3YSLlySrCbFwkI+/V5HJt8v7F0rotWuhGQxXLs9cHRXHWKwjBN3N92OkDczp1Kpq22MjFYgRF6sM09LqeJJrmCUReG4MXS6OAFSr2rAj26MRpYRpeGgzsvCxBVVV+jfrrGz5VlfcZyv+OLcLc2ta2trXzGfNWQPjCWlGAej3QuLTmTYY4tGOA++PeyGpvx5InhiDq2vpMm5usLQ7mc7C4r4YWQnBEou4rBUdJShhXqs90ah0clSZEVWUhBIuVrWp3fdWtUtTHbOepiCYM+14tYskWTSBF71CpYzaNtcNQgna4vItm5rFcAN5QjYC8+yMAYL40SpCuI7Vb2Xq01+YYx2Nfy5spdkf9rtfuaxjDkJ3HpGkpc9zdyTp9KmoPPq4S7026znUlOUOHhk61y+N0aoiReKOrYlEYEjVx3qpC3KCOgdlFgvX+sAZ67KLTakWBeJy8GKWOmcXoVJ+866ZGfa6nBFJz567R05RqpqiyuLTrRHe5N3k6BU/lb5o8y87P2m5IaIM6HVCznowze//ulxd8w9za1rb2xG3rkl9Ua5qEEHiIQuJyGsNkzZ4en2SNtJzmcqa9RJ6A0diaotZ2e52qA0Gr5ToS4NXKntBKNLYxu90zcS6EYMkpRQ5ouSK6xd6yLLWVVer76zoreVM0rbqIsDptRbUAUCjVSWON0znCzs7aeuiahV4P1NfbRNYvQ02h49SrzfYZVrI3GhrjwBCs9xfzxNQ8i/tKfC6nYCmSN7TXZM3HVCdUm9rl8WFDai4gbDHmJvo6KxLV5Mx87jFJHavftf7eMStY0Gy9xYKVYN5unclwx5MTi7HzRh97hIzZoMi307E2vnpfheHA7h2dv6P9tnsZeugmeoyb/G/mZSh1TROCk4l7P7kxXAz6fWgXe8OklBDhpvEkgX6BREGam4wzmFU1WLBbXfj7JC3UuK59g9WNYjTwHjSa4T45tS+ATVGTFlPvSaPuLvW6KC5ncnFIN6q7z0qpcerJZqdFhMJdvtXGRluWcJaxBPpD8K6L6jYWhSXGNLGjXwlerewLbOrwva673ZK04ANPyliPIf0iN/UZsWVeeLXVZjKHm9q+lKaMv1xZjyPbDJYrpxXZWH4N9VoYxzHymbprrvwrYOenLIadoSVeLDE1nXvIQM9l4jxTO2fdCDttW0x92IZi4NdM19s6g9KZ+zVOJi4crccOwe9drTiyh938jOZA4irjrOl9nR1f5xXHk/t8AFuXfGtb29rWzmtbl/yiWmRwU4PaLSeZF1kwHwCInO8XPKlgdKLg/DNL3mw8zYtB36ke+jRfZPXO2qem3fKEjT7tFV0Uhbt3yhmMjDg5WZt3GI3Mo7YklaKs1cqSBIYIeh2Q/l5urMHC+aPFVQlZHB77uetciwAWWosi7yAEb2q1HHErQm+33X3WqpRu1/uzaz8gI82zudFqYTg0zp8ukia0QORrq+cWgvXuDs9KZc7p2BHaRrVQGA1dderoxP5mNf6THH2uew9mEZ6ME5m3OJ+juCaiu4rUWxVCMdj4rIQBihJxR9byVJSrZnNHuJvnWRS+jqYpMHA3WHsGTaYIorykFC/tXcXzubvfmeflXomIZnc6jlite6UqMFXenXPDtlnyrW1ta1s7j23b7F5gK8vU0OxogbiUeKLGdTRxc3pqVA+l2ISuU1qaQ9VndGFYe78RmleukCNIM85mTkA/1Xhb31CKxrSsXI1aXmKYxZeCkuX1b5PZmZikxaFC8FidEvUlVgs4QlK0TcOBJUUsiTMY2NwUrRBKR6yR137G45MzdfTx+MRr9jXuR+S0IwNDcuyytD7t+mKzf+AoSxGVUnIGPe83LomHOJ74+FJYwDGChLRtYrq6ZquVJ4xyUvZmzK6JRhPKSsLktdoru1RXIDKa24kapYlGrMVG5f7ravHBxDwAzkp0N+u6LQm1WnkSJ4uH27nLGMXlPcS7opepCZus3/wmogeRXcec5G+0Mz13U1mqz64HlLj+/t0xL/aGyTF9cUPLS+P0BpSbh2P0L7xmsxcLc3uKKyL4e3gI0uSAJmAyV94zv1oNUrrLqW7S0fGZKhDjyA36XgeuCYRWhUZvepF3o6LwMk9xsXSuTJRl0PULHN3FlsyrcVBX3gNILS6Wa90qAYB7XZdz07/pRjjoA3kdNQAslj7Hnm5oY8+06wakrvZ47HxD3TOyOWhSRsMZcf/QHiTKAKCq8qoidR9DMLk2K+nThNdsbq4760MlC8XoenNd+4atWXjNtNeNr7OFU/omyGEVUFXlpZzar8kYA11PROkmFqNnwPW6K0f3dOz3XcZAsA0149NqSKUR0RXdrJFdXluP2Dj3OOhDI2NYaKhJ17sobGM9Y195taKvWrvYG+bWtra1J25bhHlRjQHEBqHbcdda+X4qvMDskl/69C8KC9wbAux0zggHW8amVXn1R06x2bhxQr/nCSOtsFBkMJl67XTmNrpoRKaGJG5SNAqTCAkfnxg9x2hRvZ67mcoBFBcNiyWgPc7FtQxFWEscAEgizJo8URdNOZchOGrW4zSNI0al+Eyn7kJqcsjQ3NA5i30V0ygd8agHMHeuqLrChlaryuuiswoX608jnoJ9fj63PjyGnuZzUyuK0ioj7I5M2MKQnVyTeHJyRoCC5/OzUmtNs1adlD4s1/Dk1DiXVl++9IRh1Jp8pTflCS9bi4mHT0TyLe4fOh1LtQeU2lQWNgZnCSRL8ilNbbny5JB6X0qHanu/+/XJYBvD3NrWtra189m2lvziGiERtxdLj4ORajxmSQ6p80UW4LbAvQbMmyz212yoymS9zdV4uXL6TJ1V2ijq1DilkrknE48nabKoLD15ojXiGcLQ+JYisdDrWaUMtQStLpY2ngb/7Ty7HVdeUnTIpRO6tTplvvC2GIpMjKpUuEKSxjX7PW/3obSi4cDnqfHejLCtijqGxOoGdF1Q4dE6tYo6bRPnVQvdriFuQ2VlkSku8dpacV2fSWiEQd/vD/3UauWJLmvhIOc0GKzRmgChTOn7C0+QqGejjcs0mRMGA4+9agy4brzIQAoATJ916snEXKvAJOU0udXEM1KCOYLkKGhc7qF4eHwmDo+ycLK7Jq1UkLndum/jtfTm9++G+cT7khPR80T0a0T0WSL6NBH9Zfn7JSL6FSL6gvzce9Jz29rWtvYOxgDF8/17JyOiDhH9NhH9U9kL/lv5+wP3AiL6ESL6IhF9joj+zFfuRO9v7wXCrAF8PzP/YyIaAvgdIvoVAP8xgE8y848S0Q8D+GEAP/TQkSInhFD2vU57I3PtitlYQ4nWYGzsZGkrf9MntiGIJqOhpKd/sTtyMGnxxA5Y29maarsgjb1dr2M+FXTB7FlsRTBF4XXU2nIiI65bhlNjXq3KssBRRZO1XDBGj30pGl4sjTVgIretlsW6LG46cHSriDe0XIFHs9O52pMrM83snHUMngnJW2O8zAiyVnFD+zJnCljpKLuYr1G8AtnxG6Uh7WQiuYrAtIHdYglabhyr07Z4qd8T0ihtOvOYsZ5Tr+sxYEGixeU9oKeMgHWRaF6u3GPIaVfqzWjcPI+RK7Fc6W11bapbWroaRoMzCuqW3efo5aBaX97rnhWrHk+8C4DGbVU3NdMTPWOPD2EuAPzrzDwmogrAbxDR3wfw53GfvYCIvgHAdwL4EFITtF8log88yb4+T3zDlAbt2qT9lIg+i9SM/cMAvlXe9uNI/T0evmGWSd6NDxbuZtC6qGpzd9+rVvTLDbIbxW6iTsfpOdraQG/+bsfd7mzTtWSSWhPdHW5tUHcWS/DJ+iaa89woSxKFjvARtZ5aN8kmS2qpuGxVuaRZJuqh52Z1xnkrBH3/2yksEfo9oPGERDp3qTLq970iR13b4cCTZdaxMPh81bUVdfCwu2PnoMm5Ym/PNkVN0FFUl7yT1U57P3Vbe/1cw/Y+TSZZ0uLynrmvSufhxcKFpa0tBgBNpAjFyyy44LCJuxwdZ8kW7YPjoiik/detSqvvdCJN+swXXhev55JtbLaZLjIKmz6wdYymWavtB4CgD90ykzvUhBqzn7Nuvv0ugt5P1m1TBbJX1m/ojD2m/ZITQtEvUSX/GA/eCz4M4KeYeQHgNSL6IoA/DuA3H8+M3tmeuEueGxG9BOBfAvD/Abgum6luqtce8JmPEtGniOhTy2b2pKa6ta1tTYxiPNc/AFf0uyr/PnpmLKKCiH4Xqff4rzDzw/aCZwG8mX38hvztidl7lvQhogGAnwbwfcx8QvepKrifMfPHAXwcAEbhMseTMdB0LXmzWQdOrepsoD9GQILhGhTH4bFThjaUj6jXsVpr2iD4Au4ict144iITHwbgyYNsXJSltbwwUnurAiuCidrx0Y/lSR9XLbKaX52voYqYqdZ4H2ytVjLyuCo+AWdk3qjbQaFz1DFWK3f5NGmQCd9aSEPDBquVuZ5K4eEYvbdRx0n4NqYiKT33EM6EOVA53cuQrtrJ2MWcxagoXBi5zjyMDVk/k/A7HbsMW+aJnEno5Qmmk3Wvg2cuEWfhl7yhnl4zXePpzNcWvrY5FQ2QuvhNWTy51s3Rsbc1GWU91KVXEDIKVNzok6TUtzibIdyvpw/jUYjr95j5mx72BnGn/0Ui2gXws0T0Rx/y9vttEk80A/WeIEyJV/w0gJ9g5p+RP98moqfl9aeRnjhb29rWvoqMwCA+379HMWY+QnK9vx0P3gtuAHg++9hzAG7+Yc/pUeyJI0xKUPJ/B/BZZv6x7KWfB/ARpCbuHwHwc+84VlEg9LsI2LG/OTpMP0KmaYhSY0gzoJ0+Q3OnWCh5XLspGtF8OvcEkCLGsnSycXQakiVPTp1uAwDcbiFo4zJVz2m1HB1onHW+tPJH1z4U5Nb3boCmmnSYxcMUAep7JjNw6XGw9EcGbyDS5s5dFNeurM+t77Qlax2h4rX9vtdf5/qMSo3RxBEcmVq8UpMKvZ739VZEqrHausnKWeWcdkfeQkTLMkNILW6zua2Vrs7WiddxOjUErUkWXiw8fqzxTyXXt1uglqK4xs5zkzqW12mruYfTMljk6HCEZn/f1jJ/jTrt9UQlEqq1OnErjfTySo1XhlzkWtGsaXZOPfmVaxTI61azP/Mw1xkyvr3weEAdEV0FsGLmIyLqAvjTAP47PHgv+HkAP0lEP4aU9HkFwG8/lsmc094Ll/xbAPxHAH5fYhcA8F8hLc4niOi7AbwB4C+800DcNIjTGeKkssA3BnKza4fI2cLFBiQJEIZ98IEE4kUAl3o972uinM7oXwy+Jp0WDyUBEhvv26Ou2WLhbmBfQgSn2nExmlxbLpRr2VTdlJjd7xiut5/l8cQTKyqkcHnX5mHvMxez6xVEsga0XPn71W3r99HcFfVulbtTrmav61nb7EtlQrkaXqgqSxKYK555UKbMrnXV+wcevshcSQAoLu159li/nKcTF9FQv2jVIB6st9lliWtziGvCHfoec2Ph3TwpOwfAM9fU7axXYCFtIhYSsBBE5WyLjT7jPJ/79dAEy3xuOgHmCmcZcX1oaZiBT0890ZRxP9WsakgTdaNRVtuuiak5WGX6NCRQZyEVk/zL2APjdS6sL8Jj84KfBvDjRFQgXdVPMPPfI6LfxH32Amb+NBF9AsBn0uzxPU8yQw68N1ny38D9YxEA8G1Pci5b29rWHtEeLYb58KGYfw8p6bv59308YC9g5o8B+NjjmcGj24Wu9KGqTC7vUe3VGTs76+/ptl2IV5VnmmhuZnPrLgCguHbFqkZM+cb6X1cIwtWzuuSqjSifVekyXq3M7TH3Ud3p6G5mLsxq7tEdQUF7u+5K1uvcUmq3wbVwF60FQudM4iA3C1FIWCIuFp4Q0LnGmGrM4ejKauB7Pa/BF2Qav/YZ4NUUOrKxqtJr4E9EKNfElhcufKzXaW/XjyFGmdKTIW8LM/CZXu88m3tYROaIfG2VqpMhWU+g5VJrU1sHwLmcXDfAJn0qsl+fll93q6hRYWJFfbOZ09XKHGGKF3OmlUTbzzNLIFpSSZHo4aGdQ9C+5NA68wNP4mnV0MKl3DRBGrNwhAkrj7OeRMU6ulaj+Jh2zAtoF3rD3NrWtvakjR+nS37h7GJvmKKcEgYDf9pvyPuDijPqMtxErwJRJDObufDuhtoOViuLvaGRmM/pqSMiJRCPBkZSNgRReyzV4k6KykKweKLRm2pXvrF4myGalic89P2BEKWeW3tQU5Y02KwVzrsYssTd4mzmqkliFhNcLkFB0Ickw+joyNHP1ZQs4vnCX1cR3Yy8b3XMc6/1tmSSakdqUmK58qSZEs3zOn0dc9D3KhepmV+jF21qVDa1Cymr3mZVmRaoIkCrB6+qdaUombfFH20idPaaWa91Tz4pbQlNY8jf3qcVS8dOCbJET7ttMXqjVj11zVpTRK1yuiyqSIMBsCFkHXZ2APldY8VhZyfzCuT8FJFOZ06Wz42x3TAvrNU1eDIGcxes8m6WUJEKkWbqXxwVOuh2PbMo7lccT4DyATdCEfwGz9S5zQVWYYvJzHmVKh6h7nSn7RulliaenLjklwq3hmBjROP0aXvgaRbEV16lb0zWxVI38iJk/Dpxv4uzGdTi+jWryrEvg45fFJ78Ii3Z67oLrDJmR0corqQyRt1wzLVdLGxzNo5hE51rOTtZW1vqdGwsYxFkvE0vP2xnrWVlLHWh2y1LbtgaL5bOiVSRjunMleF1PcRlbQ6PPPkkm2kxGroohT4Mm8bDJxvVYjxf+MOz8YSQXm9LTOmmHcLag0M/Z+es99e9g6wnUxq3uSNCwoOBrYexNBZLe79dg/nC+b/i6msL4ebo+MEb4/vXI7/gG+bWtra1J25bAeGLaiGAqhYwXpqLZcKwJqK78DYDmmCZzgxlGRrSfjIAosqUaZKmKDPKhla4ZG7jwOk/rAhAKUSKQguXSTO5uRCydguCchYLR6wqjCCJLKoqxMPkftlDPuPKFZckmL/hYgKZW1+VTh1ROtTpGGGUzkFRCskx4/GxnbPW5PNyBVKEufLaeVtLFXIQ1B96PTtnW9tB31CtzdNqreeAuvB5uEOqrSxUUpa+vnqtFMUP+pZg4lpQ53AAVtcamVmFlNTAK+oqyjOiK/Hk1GlWynvkiM0OlToW9fsezrFOksFRb73uAcTJ1ENDXe33szR320IPrZavjYmjqLxb7V6Mel6ZuHUjVKzi8iVPJrXWK8KK3d0zfFCz7Ya5ta1tbWvnMGbn8b4P7WJvmDGCV0ugGHh3P02GNFkNsqIrjV8tlwiarFDCcVFYEiJsxvFCcPqPxr6axlGpIp6msW6HJgumyOTOXRe7NaVi9uNLtQ4Neh5XUgSo7+m0PaEiyKqZzUxJx+J9On5RrHUeBJBQdjZfXQ+rc5Y4ZZ48s9hoJ0vc2DnA55qdV2689PgZtR1JWzJOgcxSyeSlo7huVnSwQa3BykWcvUWJXOOm8eun81oszyaOQvB4NrSWXNucOHK0NVuurPrHUOdkYtfDULjGKDuFkdmNrtbpOMVMkbr1BS9tURXtcdOAVlmlkZyTKTTVTh1Kx2wjarsSq9P38zb0OZ7Yeun714oTBlm3zdy2CHNrW9va1s5p2w3zghpRQkRFYUjDRFTz8jVDT/7RuIlIlksv88vHhxCvN1vIwuNrMAI2WSzQkICilRC8XC5DvFZ/rYRuCp5h14xrHs9TGo1l+XfOZIqtHrzTTsRzZPSijEhta5Wdl6HmwgWNNS5n4sl7ezbftT7fipK0tl0QL2fNzQw5jkaus2lthSU+nAk2m+fQ655By1RmSFRVheQ9PJt5KWXh9K/NFsNgnPEUjLrT6ayzBXQeWgxQ5feY9nOXe00z3H2Pjdu4ZWnxwbgR6+b5HHEi9d09p2fFjVpyXi69BFUpTXYvZ73Nlca1XKa4ZHaseDr2+K2V97rKF0/vI5/IWEOr7ze72BsmkBI/ZeH0HRMkSF+cYncEFoFYZBJtxjdTHlynjTO9WjQ5U1WZ6+7ycZvd/cJo6F8mKO3He6GHnnypZW68WiFIt0PSjbhpsj41ydQ9RquFsCuVTCuXJ9uU/iokAZboLo2dM5CSOcZ/zL4sug66sRolaHm2j3mcTCzJxvra/qG77EvlFsoxRy1z+WzDPz7OlMg9uQGkTckeaFnSzOqpjSa0MJV5uxZ6H3S7fi7KpTw6Xg8rmEnFjG6cxkWcnk0Y5uugCZhO5wyn1JTxF0sbQ8enTnu93j+zMBp6eEGrlorSHy4axqib7F6TU9fNfbm0tbIa9VzJX+c96J8RLbFKuaa5Pw8TDOsU+j60i79hzwTb7QAAFf1JREFUbm1rW3tyxtgmfS60cURzb9/QjCKfQl30+QLQRE2GKoz6MvGePkYs31CvAZHX6yp9ZP8Qm4K9PJ25Ky5mlT+9rpOqlYa0WEAxi/XtyVxmo8qoW8c+niVReh0X3t3o7UKdDnghv2cdA61WWZEUEQxlSaC/0f5AOzsIIkJrbnh2jvHmLVvPeCzIRernte8QFYUnOTQZtly5GyhtKKyOua7dBdZ55+5hXnOuVBpFlnrNysLG0HmvEcy1S2a/Z54FzzZc0MiWBIvTUz+eVmcpyl4sM2QpIQLpnd7cuQfSUIIWGOwfeK9yFStWKlinnWkYSOjkOOttbp0tT/z+1OuvSaV2245l99dw4DQv7bU0n6+JU+drFQZ9b7exadsY5sW1w5MOLu+d+IY51AoUuYk6K3MhYubCFD3RgqxE47FV+4ap7pW6JBRAmjCUL0sTpwjtRl+WY+LMhtm00vhFt3HypKm2L0FdufnUJW7P7Vy8f5DfoFbi2JK5tVdAIW6VukqauW7ViJXEJmWuHKOth7UTLktE2UQLWb8GMu9R4QIRYWLzoK6ug7yvR7aWJnZRahw0wDTZTFpsBbTlyyrr3Mh56FzTceRkqrk9EKjla+VvzMpN9TiyEcallyGGlmbOs/PQDWC17uLGRY0gx2+CzK1amUdq99rSm9PZwJ00VrOaGseWqjTv2JmjGMm1tYeLlk8yIks540hDJ1NQZz2WymECsnWSOZZ6Lzf+frVWBWYJSQ1kju2l3Z+bzQOLPoDuts3upl3sDTMQfvMPPgisvEWAIsbyqesAEjFd43GKmspnnzmTsKG8Hl1qdBt9YhfFmaZmKF4yRFRoHLJVORlbA/LW2zwjumeJmDViOxLVQ8vZ8hYIAIDZ3DtbKrq9vIfmzbfSuEqk1sRTZEMdVno56GcNxrQNRRe1IEUtdaTquTSt559B/aXX5W9pTcNocLYcs9vJSgXj2hwRCFGTN7IuYWeE+u10TG1b0Wgteqtla9QIoi5Gg7V2FbZ+G20UckSqYrjWubPXsweDJbCuXPZmbVldvI0nMdr6raTOVOyMzqj4UKvlyEzjpRqHHHydrYvVcHc6ILlWzb17Pi4SsZ9aL9r5AaIPqgk0vWaDvicb9QGsnkWrsgIBi11nRHf7W7vl3TYveaHHw20rvnGBjdLNEtnEA8qnnwLgrisoWB2uvsbTmWc/xXg8BirZFLUSpkw/i2tX7AthbmNZZdxC/1LpjW+IR2/mxvv9WIKlroGlImK/Ua1uPfsCAOJOa3WH1m2/+RYKeTgoIo4HygDIKol08Lq2TSi88nL63K171kI3bohs8/GJrRtyUYjsiwikzL8hyw05uNDtgeYbsnTDAYqvfyWNK+LFhUrA1bVzCrvOIzR0LQ+Z4pmnEKUyaVNQhAZ9lKIir6GB+MZbNp5uWLxcekZZNyNlG9zbB0K6nuUL6QHCvQ5oPFs7Fs9m1tfJhITFqNu1DbMUNz3VgVfr40q2vLi0l4ksH9q5WWvhel1hHgBopJvvvqzjNRSaOMzbII/WBVawXKF47mk5VwnBKA/zdOwJr9wYzgR4H9oF3zC3trWtPXHbIsyLagzUNeJ0ai648Q3V5Xr2Kes33dyVOumMRmNqLuMJSAP8ilJanszRZIi5md2OU43kfXk9usVNVQUIQBAXuxE0TGXpT3GJt4VO22hHjaCIQt3OojAlHZNE63YtmXWmLr50UV+rHup2/fV7RzIxMiRSPi2BfkURrWodsULCF9bHSGXvmtQLHBlaUQpUVYLvpvUurl5Nn+v3wHp8DQIrjaZpECThYDX5/R7Cs+ka0zRTjHrhmfS7rsdMOyiWRr1SsQj64Mug/RM/Z6RrwFKdA6HbxKuX5C2UcTh9/DNIdDIFXUnnTquhzQ0AMJmB98Td7olaUBGsJYmdi9aK9zuIbVFG0oRQL5Mn1PjpuIUo7VhiR97f/WBaszIgaixXfxxP0VxK93pxmO7b5ctXbW3KkfZ1l/tkNPCN8S4ye3ylkUT0PIC/CeApObOPM/P/TESXAPxfAF4C8DqAv8jMh/KZHwHw3Ui8ve9l5l9+LJM5p72nfcm3trWtXTDjlFw8z79zWA3g+5n56wH8SQDfQ0TfAOCHAXySmV8B8En5P+S17wTwIaTukv+r9AN6YnahESY3TYpVFp7JtZYCGls7OMoygIKQOm3QStZZKzKqylGnkIk9yUCeoHjla9IY8yVQCLJ740Z623BoyLLRmNSeVAhNpqbHqUkOcPTadEXGxycet9P5Kr3j8Niz8LXqGHYtplduCCWjyjonvihIbDK3MeIonWc9aKEcS1ZX1ipKvXSY1yg0ITWUypOTKaLWvssaxWevIExljH8hrRGmElPtlFh8fWrd0rkjyYjFCvWzEtMrExqrDtNr9bCNxeV0PXvfmxJaq489BS4kgztNiLBYNKgHEm+u07zrXiGvRSz20mvdW8IUWDWYfOOz9joALHZLtI8E/V5P12q5K/Xp7R37bGyncWdXKlRTQdeWpGaQkh26srZyTsWC0TpK67K4Ioj0pT6CzLeUsZpWkPkHdO/IvVCl+Uyf9uvakrnOru6ifSLeg6LlJo3ZPlhg9lRnbR6h7tsx+GvS+rUPa1v76bV1UeT2cWOfxeexbo+p0oeZ3wbwtvx+SkSfBfAsgA8D+FZ5248jtd/9Ifn7TzHzAsBrRPRFAH8cwG8+lgmdwy70hklVheKpp9KGuNHt0BIsyKoYlOs4X2SlaLLxVKXdCI1luiWpM+ibhBa/KW2Qs0qSXLBCg/OaRNHMPLXbZ9rnhl7Ps7qy8ZRPX3EhXX2/uIpoGutsqfJnlPFHuSuJGOUVdlogpVLN5cFwPDbXWt2L9tsHYOmeyYO0EZZ/8EYaa2fo7uOX07nXH3gBxSSNa+4iEWiRjlEebpYwBnS/LNl0FdAYz1CpoIRyGOU8q70dVJK05+9NLm7n8G2wdL7UjT6czNAWV19fa92Q5NKoh/ar0s5ak1DtFrqf+3I6/vWUEOp88f9v79xj5CqrAP47c2ffu7q77VLWbWlLJBpDVIxUUBMRlIchGk2MGCXEZ0x8oMZXJTHxD5MS338oBBFNlEAMAhKCKIlGJVEBo9FSqKCl7Za+tt1ud7f7mMfxj+98997d7tLZZXdmtp5fMpm5d75777kz35w53/edR+ZOFqcZWoZts7cbiUNUGzq37Slm8sbpjq4O1D6H9pnynGtSKiPWvuVQLtFGVHJ23nRhqqeTxCqTxiiqnrHp9I8pHtd2KEn7R9pPot9rpUr3iJ2jy/rJdCk9R6XP+ujETNY/jPQcE6dSI+E0ap/DXC8iT+S2b1PV2xZqKCJbCAXR/gpsMGWKqh4UkXOs2RDwl9xhw7avbqxphek4Tp1RXcoq+Yiqvv5MjUSkG/gl8FlVPSnzczrkmi4kUa3CrARrW2FWqqG2TkdHtqCTpj+L/ni5tGDxi2hvy9xibAhHtQL2Mq2hna82aJdMkyDk/mWTDWEhozx8IHUrilMCSS4dW7Qs0zRffb2ZD51ZV5XDR9IFpiS6xcQol7a2tMZ69XCYidckQVIHe3PGtxo/hf7ebKrCFmJY1wex9MVoLplujHh63s4VF2BK5bSXxjtOnt6bRqFIjFDZuimdDiEXtQKQnBhPXWU0rb6ZICcn09f58+vzh9NImdRdaHoajX6MxTC9IKemMz/Qsbnp9AqqqUM8at186iRyri06xamYmdl0qiQmF46+s4WR00te64mxbPSy0Rah9h1CknUmR6yvFN1/pqFzbry4nJw4zUqLn3Fy/GS2wBTfrFQQqxGeRqudN5hartVDwZIuDNrC58QpdMjuc+/B8NzZkfmexntpbw33D9n3HQML2lopbt4UXj83/0NYOR0lIi0EZXmnqt5ruw+LyKBZl4OADRUYBjblDt8IPL9iwtSAL/o4jrMEFK1UanqcCQkWzI+Bp1T1O7m3HgBusNc3AL/K7b9ORNpEZCtwAfDYit1aDaxtC1MVLZWpToycVle5GCMXyuXsHzHvBB0TpsasPKVqlvEmLtQMh3/n6vHRdG4yOldXjh7NHLrN2iqeuyF1UYnVC6OLDdNhPhAgiZbgsVEKcd+6LG43OuEXoruNuZwwNpFaN4WYNHhyMkuaHJPWbjF3noUsmXIlixaKblPjE1k0USS6Molkc3ZRnoTTHP8RyazZ6FRtc6nlg4cobgoO2mlUTX8vREfqOAKI2Yg6OtA2O1fMMPWSnmxUEOf9OtuD6w9mLUGuVng5i2iKZSkGz0nn7CrrLefA6CQas/hccF6QbSxYc+XeTpIT4XW1x/pGYR0yZaGcXeGaxcGB1J2pfF6YbivYgpf29aAtJoddJ+nuSIe15ZfaCCRGR5WrVDrNqX08nLPS0YJUg7yFUjYcVlvk0QtfHp5NLn1pFzJplujgQHqOwsnwvZTXW8mRchU6gmUcF/mKdr+lof70HuZYmCub3u1NwPXAv0TkH7bvq8AO4Bci8hFgH/BeAFV9UkR+AewirLB/UlXPrJlXkKZTmCJyNfB9ws/ydlXd0WCRHMfJs0Lp3VT1URaelwS4YpFjvgF8Y0UEWAZNpTDNp+oHwNsJ8xWPi8gDqrprwQOSAoWebrS7K11tlg5znxm3ebTursxaitbfTAndYGVcDxwO+9paqfbbP++REJIm5nitpVKWkcjmIYubNmaO6/1WpEw1mwOKTtM2Z5Z3CYqhbElb22nhftrZTsEcnSu9wZm4ePiEyTELVkYhDd+U7nSFG3uODtLJ1AzaY07qvRbjLEIhujJZe6lUUks0K9GbhdTFOThJshj1tL15HlQ6WihY2F5MHBxDApOXb6Vq1npizu3ak9UUl2mbR4sW4cQkoiZ3/FzaW2F8Yk47KVfQmE8yWqlxXrYrs1KrW0L4X2HsVFakriVzlap2mEU3fGzO55JMzqId5mw+bi5k/V3ZfOPETHquks25thy2edD4/cyWqdrPrHhkbM75AVr3h2tGJ/TCxCmSuGJu3gAto1OpS1V0XJfZUpZ4OU2QbSvvB0cy6z0m0xidTLN2FUdC/9ahDRTMWk9in7C+13LwRGa151BAPYFw07ANeFZV/wsgIncTfK8WVpiR2VKW9syGzuUYVzswkLlwTOUSCzz7XHi2ITbFYqoo0wWK1OWoJTsuJu7NuRBV/r0HCMPM6sGggAvnh+Fd9ZnwXjI0iMbhZXv2g6kcDYs3aR3u46OpEi1G5RKVU09PmhgkIl2dyHh0pTJFMhzcQSpTU8hx+8HHOOaxkxATROw9YPdXpDBgsem2gJDGhbe1pfHw5eHQvrhxKEsuEZNpxNRvZNMRqdvV9AyyKfyRqUVdSWdHlnbPftxxwUTLZaq2iJfWVe/rSz/viB4bTadD4vdSiec8VKL4sqAok5ncAo9VFS1aajZUkX2WJyAmp5gyZdfeni6GxcXE5Nholg4uRvwMnUvriClDax9d05KBAZLo1xvr7OQUfXlf+ExjxU+tZPXXE+svWqki1VjT3O53ZiarwGl/7Gkiks6OLEIq+iOPj2d1zqNinZnN+lNcxBubSGXVhRZ31BMINxNDwP7c9jDwhnwDEfk48HGA9mReMgHHcVadWhZ0zlZkwX+RBiEi7wWuUtWP2vb1wDZV/fQi7Y8Ck8BI/aRclPW4HHlcjrmsZTk2q+oAgIg8bOeohRFVvXqJ12pqms3CXJKflaoOiMgTtTjHrjYuh8vx/yDH2aYAl0qz+WE+DlwgIltFpJUQaP9Ag2VyHMcBmszCVNWyiHwK+A3BregOVX2ywWI5juMATaYwAVT1IeChJRyyYDB/A3A55uJyzMXlOAtoqkUfx3GcZqbZ5jAdx3GaFleYjuM4NbKmFaaIXC0iu0XkWRH5Sh2vu0lEfi8iT4nIkyJyo+3vF5FHROQZe+6rgyyJiPxdRB5soAy9InKPiDxtn8mlDZLjc/Z97BSRu0SkvV5yiMgdInJERHbm9i16bRHZbv12t4hctcpyfNO+m3+KyH0i0rvacpytrFmFmYs7vwZ4FfB+q/lRD5ZUi2SVuRF4KrfdCBm+Dzysqq8EXmPy1FUOERkCPgO8XlUvJHhZXFdHOX5KqDOTpxG1aRaS4xHgQlV9NaHgxPY6yHF2oqpr8gFcCvwmt70d2N4gWX5FSBiyGxi0fYPA7lW+7kbCD/Fy4EHbV28ZXgLswRYQc/vrLUcMq+0neH88CFxZTzkIVQ53nukzmN9XCW50l66WHPPeezchWe+qy3E2PtashcnCced1re8BL1yLBDhn8SNXhO8BXyLNYQMNkOF8QiHWn9jUwO0i0lVvOVT1APAtQv7Eg8CYqv623nLMY7FrN7Lvfhj4dRPIsSZZywqz4fU95tciqfO1rwWOqOrf6nndBSgCrwNuUdWLCLH9dZtPjtj84LuArcDLgC4R+WC95aiRhvRdEbmJMJ10ZyPlWMusZYXZ0PoeL1SLxN7P1yJZDd4EvFNEngPuBi4XkZ/XWQYI38Owqv7Vtu8hKNB6y/E2YI+qHlXVEnAv8MYGyJFnsWvXve+KyA3AtcAH1MbfjZBjrbOWFWbD4s6XUYtkxVHV7aq6UVW3EO79d6r6wXrKYHIcAvaLyCts1xWE/KV1lYMwFL9ERDrt+7mCsPhUbznyNEVtGqti8GXgnaqar4Hc8Bo5a45GT6K+mAfwDsKq33+Am+p43TcThi7/BP5hj3cA6wiLMM/Yc3+d5LmMbNGn7jIArwWesM/jfqCvQXJ8HXga2An8DGirlxzAXYS50xLBcvvIC10buMn67W7gmlWW41nCXGXsq7euthxn68NDIx3HcWpkLQ/JHcdx6oorTMdxnBpxhek4jlMjrjAdx3FqxBWm4zhOjbjCdJaMZWvaIyL9tt1n25sXaNshIn9YTlIHEWkVkT+KSNNVBnD+P3GF6SwZVd0P3ALssF07gNtUde8CzT8M3KuqSy5mraqzBP/F9y1XVsdZSVxhOsvlu4TIms8SHPm/vUi7D2ARLiJymVmM94nILhG5VUQKIrLZckaut+0/iciVdvz9dg7HaTg+1HGWhaqWROSLwMPAlWYNzsFCVs9X1edyu7cR8pfutWPfo6r3iMjNwK2ErE+7NGQaghC1c/Hq3Ynj1I5bmM6L4RpCGN6Fi7y/Hjgxb99jqvpfG6LfRbBOUdXbgR7gE8AXYmNrNysiPSssu+MsGVeYzrIQkdcSkiZfAnwuZuWZxxTQPm/f/FhctfN1ErLlAHTPa9MGTL8ogR1nBXCF6SwZywZ0CyEP6D7gm4TkvXNQ1VEgEZG80txmGaYKhMWcR23/zYQ8jV8DfpS71jogpmxznIbiCtNZDh8D9qnqI7b9Q+CVIvKWBdr+Fht2G38mrKrvJJS2uM+Ouxi4WVXvJAzBP2Tt3wo8tAr34DhLxrMVOauKiFwEfF5VrxeRy4AvqOq1Szj+XkLdmd2rJaPj1IpbmM6qoqp/B36/XMd14H5Xlk6z4Bam4zhOjbiF6TiOUyOuMB3HcWrEFabjOE6NuMJ0HMepEVeYjuM4NfI/x9aXf0MS2q0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bspec.batch_run('showStarChoices',vmax=1000,showPlot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After checking the apertures, call `do_extraction`. `do_extraction` is a method of the spec object in the spectroscopic module found in tshirt, and the command `help(do_extraction)` can help define the relevant keywords. Calling `do_extraction` will perform the extraction of spectroscopic data from all the spectroscopic images found in the batch parameter file defined. `do_extraction` will extract all spectroscopy. Within the argument of the method, set `useMultiproccessing=True` to run the code faster by using more CPUs. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working on do_extraction for batch CoRoT-1 corot1_visit1 \n", "On 0 of 98\n", "On 15 of 98\n", "On 30 of 98\n", "On 45 of 98\n", "On 60 of 98\n", "On 75 of 98\n", "On 90 of 98\n", "Working on do_extraction for batch CoRoT-1 corot1_visit2 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Card is too long, comment will be truncated. [astropy.io.fits.card]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "On 0 of 98\n", "On 15 of 98\n", "On 30 of 98\n", "On 45 of 98\n", "On 60 of 98\n", "On 75 of 98\n", "On 90 of 98\n", "Working on do_extraction for batch CoRoT-1 corot1_visit3 \n", "On 0 of 98\n", "On 15 of 98\n", "On 30 of 98\n", "On 45 of 98\n", "On 60 of 98\n", "On 75 of 98\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/kglidic/Software/tser_tools/tshirt/pipeline/phot_pipeline.py:2057: UserWarning: Spline fitting failed because of Schoenberg-Whitney conditions. Trying to eliminate knots without sufficient data\n", " warnings.warn(\"Spline fitting failed because of Schoenberg-Whitney conditions. Trying to eliminate knots without sufficient data\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "On 90 of 98\n", "Working on do_extraction for batch CoRoT-1 corot1_visit4 \n", "On 0 of 98\n", "On 15 of 98\n", "On 30 of 98\n", "On 45 of 98\n", "On 60 of 98\n", "On 75 of 98\n", "On 90 of 98\n" ] } ], "source": [ "bspec.batch_run('do_extraction',useMultiprocessing=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the spectrum of the source for all visits, call `plot_one_spec` which is a method of the spec object in the spectroscopic module found in tshirt.\n", "\n", "The plots displayed will have an x-axis in terms of X pixel location on the detector and a y-axis in terms of counts(e-). In this particular data, each pixel was already converted to be terms of (DN/s), a value of flux. However, this method `plot_one_spec` converts this flux value back into counts for easier calculations of uncertainty down the line. The plot also depicts two distinct plots of an \"optimal\" extraction and \"sum\" extraction defined by a legend. The \"optimal\" extraction is essentially a weighted sum of the counts in each row in the spectroscopic images while the other is an unweighted sum. The \"optimal\" extracted spectrum chooses weights to result in the least amount of noise. For bright sources like this example, the sum and optimal extractions will give very similar results. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_one_spec for batch CoRoT-1 corot1_visit1 \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_one_spec for batch CoRoT-1 corot1_visit2 \n" ] }, { "data": { "image/png": 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u+n379u2MGVP/O14NNWPGDB5++OEmaUuTjdond95mPG9fjqskh8Av78T9QCeilj/Jqwzj3WFfc1/397k9+kH6jv/XrucdR3dK5u9/m8IVJx9B56TIetsXEbLan06lCaTNUSN8fj19hk0kz0SQ89XTu8oKtnqnPcemNf93Ky46Lp1B50/jItc/ySishnnnUv3qRF1DrRUxxnDOOecwevRo1q1bxx9//EFJSQn/+Mc/9llnz2TTtm1b3nzzTX+E2yi6Npqqm6uKnbMnEOF2M7/Py/y55U9OyHmVVcFHc86UO+iSHAl0AU48qG76jbyCp74byNXduzdJ2PXpnJrI+xHDGZH9Du7CTJzRKVRlrcNlHKR1rP8dm+bitJ5tSL1iMjM+PoYem17k+t/fomhuPlGXvr3v1ahdVWA8ELj7jEBKc2DdInCVw1EXNWg1a+VbX3zxBSEhIVxyifflYqfTycyZM+nYsSMdO3bkk08+obKykk2bNjFhwgSmT5/OtGnT2LBhA3369GHo0KFcddVVnHnmmaxatYo5c+bwzjvv4Ha7WbVqFTfddBNVVVW89NJLBAcH89FHHxEXF8ezzz7LrFmzqKqqonPnzrz00kuEhYXtJ9rG8UuyEZHZwJlAljGmZ63ya4CrARfwoTHmVqv8dmAy4AauNcZ8YpX3BeYAocBHwHXGGCMiwcBcoC+QC4wzxmy26kwCal69vscY86Jvr7Z1WP/63+lcspp5He7iyrNPxRjD4g2juDQ5ksTI4Cbrp118ONefdWyTtbc/kQOnEPDpW2z47BkOO3cGAQWb2CbJdAhv2v9j+VKvtGheuOwEVm7txX9eSuK2bf+j8LUriD7+EsyPz2AKM3CMexmiU6Esj/JnRyCuckKmfgqRbaC8AN6eglm3CMH7oqhZNhc591lIaN63E/1q4TTY8WvTttmmF4y4f5+HV69eTd++fXcri4qKon379rhcLpYsWcKqVasICwvjmGOO4YwzzuD+++9n1apVrFy5EmCvlZ5XrVrFihUrqKiooHPnzjzwwAOsWLGCG264gblz53L99ddzzjnnMGXKFADuuOMOnn/+ea655pomvXR/3UabA5xWu0BEhgCjgN7GmB7Aw1Z5d2A80MOq86SI1LyK/RQwFe8/qbvUanMykG+M6QzMBB6w2ooDpgMDgP7AdBGJ9c0lth7lO9fT4Y8X+Dz4VMZMvBrw3vI6vnNCkyYaOwwcMIAl0ouE1bPxFGQQWfYnucFpdod1QPq0i+H8y+/gGcc4ov94E+acQdFvX1C2/Teqnh8BOespe3Eszrz1uIt2UPr8WZCzHvcLZ+Ja/wVPeUYzsvIerqy6juId6/E8PQjWLrT7sg5pxpjd3hnbs3zo0KHEx8cTGhrKOeecw7fffrvfNocMGUJkZCSJiYlER0czcuRIYPctCFatWsUJJ5xAr169mDdvHqtXr66nxQPjl5GNMeZrEUnfo/hK4H5jTKV1TpZVPgp41SrfJCLrgf4ishmIMsYsBhCRucBoYKFVZ4ZV/03gCfH+LzYcWGSMybPqLMKboOb74DJbjYy3/0k7IyScdXeDllxpSQKdDnYcfydHfHsBO2adSxvXNjJj+u6/YjPVPj6MwVMe5sFZoRS5gyg4bBQVGb/waNHdBP5vACHGze0BN2GCo7gn/y7ME8fgIoArqm+ibb+R3N4rheySSs55pzuPVD9Iz9cuwjHhVeh86l+dlObC/90P6SdA97Psu1h/q2cE4is9evTYa1XnoqIitm7ditPp3CsR1ZWY9lSzBQF4tx2ovSVBzRYEF198Me+88w5HHnkkc+bM4auvvjrIK9mbnc9sugIniMi9QAVwszHmJyAV+KHWeRlWWbX1fc9yrJ9bAYwxLhEpBOJrl9dRR9WhPONnDtu5kI+ixnJmD98/R7HDyFNP5rUdd3Le+ttwiIG45j3teX+6pURx+a0PExzgICTQycbsPlz1tOGu6kd51ozi/MnXkBQZzD+fKOGyqnn82zGFyy65iIGd/1pS59hOo7l+TjT/zJ3G4fMn4DjjYUjuCYUZuD+4EWdZNmbJc8g5z0Dv82y82tbtlFNOYdq0acydO5eJEyfidru56aabuPjiiwkLC2PRokXk5eURGhrKO++8w+zZs4mMjKS4uPig+i0uLiYlJYXq6mrmzZtHamrT/5m0czZaABALHAvcArxujUbqStWmnnIOsM5uRGSqiCwVkaXZ2dn7i73V2rngH5SYUNJG/t3uUHxGRDjvgql8kHgZAKFpvWyO6OBFhwbu2junU2IEt02+iMtinqP/mBvp0y6GtjGhTJ5yLU/3nM/0a6bulmgAkqNCeOLSk/l7xF1scCfBe9fAs0Pg9YtYXxbOOZUzWOw+HM/bl8PPDdutVDWeiLBgwQLeeOMNunTpQteuXQkJCeG+++4DYNCgQVx00UX06dOHc889l379+hEfH8/AgQPp2bMnt9xyywH1e/fddzNgwACGDh3K4Ycf3pSXtIvfthiwbqN9UDNBQEQ+xnsb7Svr9w14E89lAMaYf1vln+C9RbYZ+NIYc7hVfj4w2Bhzec05xpjFIhIA7AAS8T77GWyMudyq8wzwlTGm3ttoh+QWA+5qit7/O1ErZ/F69KWcd8NMuyPyuapqNz8s+Z7jBxxPQCu7XXigtuaVMe7J/yOmdCOpkkMIVWxKPJn7z+vHE5/8wsRNtzIgYB3Om9ZARJLd4Ta55rzFwJw5c1i6dClPPPGE3aEALWuLgXeAkwFEpCsQBOQA7wHjRSRYRDrinQiwxBiTCRSLyLHWCGgi8K7V1nvAJOv7GOAL482inwDDRCTWmhgwzCpTtZVkkfvkcKJWzmIep9Fj7L7n9LcmQYFOThx4giaaWtrFhfHudSdz3YXncsroSxg4+nLevHowPVOjeWziQD5ofytOU03hN8/YHapqYfw19Xk+MBhIEJEMvDPEZgOzRWQVUAVMshLEahF5HViDd0r0VcaYmsWgruSvqc8LrQ/A88BL1mSCPLwjGowxeSJyN/CTdd5dNZMF1F82z72S5JxfmRl9K2MvuYG02JYzDVg1vcTIYIb3aLNXeVCAg6vGnsaXj/ThmGWzYeitENCyZye2JBdffDEXX3yx3WEcMH/NRjt/H4cu3Mf59wL31lG+FOhZR3kFMHYfbc3Gm9hUHcq3rSI96zPeiZrA1dfdTqBTF5VQ+5YaE8r7HS5kyNabKVv+BmH9L4TCbbDmXTzrPsWTu4mASe9AXEe7Qz1g+5p+rP5yII9f9C9La1ddUe8Oj9vev8+7DcCZN2miUQ1y4mnnsc6TSunXj8FXD+B57Cj45HY2bfyDioIdFLxxTYvdVTQkJITc3NwD+mN6qDDGkJubS0hIyP5PrkWXq2nFzLIXMR/ehAmNw9HlFCS1HyYiGU90O5wpvanK2UT6joUsjBjNyG6d7Q5XtRDdU6N5IX4Ml+T/F766jw/dx/KUYwKHdz+StPUvc2Pms1SvfJXAo/Z1Q6P5SktLIyMjg0N5RmpDhISEkJbWuJehNdm0Rsbg+uJeAr55iMXu7uRWR3HiyveIXvkKAjiB3MAUqoPjiDUOEobeZHfEqoU5YvhUnn15HcuCjuGYU8/m7QHtCQl08vXvbVj+ypcc/uE0AsuycK95H4/HQ+ClH0Jg028h0dQCAwPp2LHl3gJszvw29bklabFTn6vLYc27VC6eRfCOZbzmGsyfx91LSnwkv2zJJaA8m04hpcQUryNly/scJ6v4KPQMzrztZb1HrRrt560FdEmOICxo93+z3j/nLW7aNIVAcbPWtKebbKHkmGuIOOMemyJV/lLf1GdNNnVoccnG7YIVL+H+4l6cZdlsNCnMNWcwYMxNjOjdts4qWcUVvLd4Dcce0YGe7eL9HLBqzbKLK7lm5lzKCaF7zyPpt/KfjHZ8jfOKr70LUeZvhoAQ76KgqlXRZNNILSrZ5G3EM/98HNm/s9R043H3GNr3HcEVQzqTGtP8b1uo1qmsykWQ00GA08Hzi5Yx6tvRBMWmEp7cCcfaj6gOTSBoyqcQV/eW4aplqi/Z6DOblsxVReWrk6jMzuCWqusJ6jmK+884ghQfbK+sVGPUvrU28eSj+M/Ky5lW8BAFBVt5zXU655V9jZl9FsFTP4WoukffqnXRua4tmPniHoKzfuGfXMEFF1/N4xOO1kSjmp1Ap4PTz7+a89z3cnPqPNLPf4Tbw6bjKsmmas4o7/R81erpyKalWv85fP8Yr7hOZsDISZzYNdHuiJTap95pMcy/8yqc1vbhXZMncOf/Mngw71GqNi8mqMsQmyNUvqYjm5amvAAW3oaZN5ZNtOXDttcw/ph2dkel1H7VJBqAjgnhDB15AR4j7PjlCxujUv6iI5uWpLIYnhqIKdrGorAz+EfhWbxy7jE4HDptWbU8x/foxJp3OhD553d2h6L8QEc2Lcn2FVCUwU2ea7i+5CJuOft4uiRH2h2VUgckPDiATeFH0qZoFbiq7A5H+ZgmmxYkZ8NyAFztBrLoxpM4r5/ePlMtmzvtWIKppPzPZXaHonxMk00LUrr1Z3JMFFecfpy+Q6NaheReJwOQ+evnNkeifE2TTQsSlPMba017DkuOsDsUpZrEkYd3ZoNpi2fz996CrT/BipfrPrk0x3sreX+yfoO8jU0XpGoSOkGgpfC4iS/bwPchIwjWnSVVKxEWFMDGsN4cX/gN7FhF1ZxRBLlLcbfpgzPF2rpq9QKqv32cgMzlCAbPGTNxHHNp3Q1Wl+OafTpi3Dgv+wwSu/rvYlS9dGTTUuRtJMhUURl3uN2RKNWkqlKPI9yUUvHc6RS4AikxIWR+eB8AJmcd1W9OYfO2HcysPpf/c/eGD2/C/P5RnW2VLXuVgIo8KioqqXzxbCjJ8uelqHposmkhSresBCAorbfNkSjVtJJ7el/oNNXlPJd2Hx8Fn0FKxkLcORvIeu1ayj0BvN3rKU6c8hDf953JKk8H3K9fAtv2mFRgDGVfP8YaTweuDboTT3EWpXPO1ZluzYQmmxYif9NK3EZI6nSk3aEo1aR69ujJXM8IZsb+gxsvHk/80OtxGSeFL5xHcvb3vBE1iVvOPZF+6XHcdlZfXun8MJmuSMpfvgDK8na1U7xmEQllG1mSPJ57rp7EfcHXE57zCyXfzbLx6lQNTTYthGfHKjaathyepsvSqNYlJNDJoGue44a/XUNIoJMhfXvxScgw4krX85tpz4kTpu16cdnhEGacP4THE+7AWZZN8fzJ4PEAkLXoEbJNNMePnkpKdCiTJl/Ld54eOL55ECoK7bxEhSabFiOiYC0bnR1IjAy2OxSlmlynxAhCg7wTXxwOIWbobSx2d2dln7vokhK727khgU5uvmQ8jwZcQuTWLyh/+XyyHhvCYQWLWZJwDl1TEwDonBzJD52uJ8xVSNmX//H7NandabJpCSoKiavOJD+ym+6oqQ4JJ/Y7kvirP2XcqNF1Hk+KDGHoxL/zrmcQzg2L2J5TyOtBZ3Pk2H/sdt7ZZ5zOAvcgApc8DYUZ/ghd7YNfko2IzBaRLBFZVcexm0XEiEhCrbLbRWS9iKwVkeG1yvuKyK/WscfE+ssrIsEi8ppV/qOIpNeqM0lE1lmfSb690iaW/yfkbcK9Yw0AJqmHzQEp5T9dkyPrXffvqA5xBI15ljt7f47r0s8Ye/sLpLXZ/TZzp8QIfu12DW6PB9fL5+nsNBv5a2QzBzhtz0IRaQcMBbbUKusOjAd6WHWeFJGaF0ueAqYCXaxPTZuTgXxjTGdgJvCA1VYcMB0YAPQHpovI7mPy5urnV+Hxo+GxPjB/HACRHXRygFK1jejdlnvPPYp+6XH7HPVfMHwQl1ffiCtnPZ7nh3n/Eaf8zi/JxhjzNZBXx6GZwK1A7b2pRwGvGmMqjTGbgPVAfxFJAaKMMYuNdy/rucDoWnVetL6/CZxijXqGA4uMMXnGmHxgEXUkvWbFGPjmP7DgcjaHH8n7ba9jY9ARfOk+kvSO+oKaUo11WGIEo8ZM5KKqv1NakI3nyePg/esg82e7Qzuk2LaCgIicBWwzxvy8x79IUoEfav2eYZVVW9/3LK+psxXAGOMSkUIgvnZ5HXWap83fwud3sTZxOCO3TiCgMISyqgEEBzj4WbGygTsAACAASURBVFd4VuqAnHN0GgkRFzDu5Sgu87zLmcvnE7RsDu4zH8PZr2XdXW+pbEk2IhIG/AMYVtfhOspMPeUHWmfPmKbivUVH+/bt6zrFP3LWAjAx4yzOOCqdh8ceyR87i/EYQ0igLlOj1IE6sWsiyX8by0s/HMPTazZxR/mDDPzwRkjqBu2PtTu8Vs+u2WiHAR2Bn0VkM5AGLBeRNnhHH7XXzk8DtlvlaXWUU7uOiAQA0Xhv2+2rrb0YY2YZY/oZY/olJtr3Lktp9hZcOIhPSuW+s3vhdAhHpETRo220bTEp1Vp0axPJPaN78cntI/my1wNsccdT9coFOlPND2xJNsaYX40xScaYdGNMOt6kcLQxZgfwHjDemmHWEe9EgCXGmEygWESOtZ7HTATetZp8D6gZC48BvrCe63wCDBORWGtiwDCrrNnKydzMThPL/WOP2vXegVKqaYkIt4wewN0Rd1BdUYpr3jjvTrjKZ/w19Xk+sBjoJiIZIjJ5X+caY1YDrwNrgI+Bq4wxbuvwlcBzeCcNbAAWWuXPA/Eish64EZhmtZUH3A38ZH3ussqaLUdxJjtNLF2S9PmMUr4UFhTAjReM4lrXdUjWGtyvTQK3y+6wWi3xDgBUbf369TNLly61pe/sf/dmZWUKQ2c06wGYUq3GOyu28eObj/DvwOeo7jmOwGEzIKqt3WG1SCKyzBjTr65juoJAc2IMkVU7KQlKsjsSpQ4Zo49K5fjzbuJx9zkErnoNHjkCM2tIwzZqUw2myaY5qSwixFRQFd7G7kiUOqSMPLIt3cb/m7HOR3mwehy52zdS+toUva3WhDTZNCdFmQCYSB3CK+Vvw3q04ZW/T6LPhLt4LOQKwgvXUb5YtydoKppsmpGqfO/7p4Gxzfu9U6Vaq0Cng2E92jD2giv51tMT88W9UJpjd1itgiabZqRop3eJuNAEG18qVUrRq10Ma/v8gyB3GQXPjab0xfOoeHmCrqt2EDTZNCNlud6RTWxSu/2cqZTytQtGDuflkPGU5m1ny4Y1uNd9Rs5LF4PHvb+qqg6abJoRV8E2ckwUyXG6WoBSdgsJdHLG1Y+y+KyvWXv2JzwffQ0Jecsp+PwR7wnbV8DK+d7Fc9V+2bYQp9qbo3g7O00snaJD7Q5FKQUkRgYzpq93layt7W/k08e+Ych39+PJWoJj3afWSd0g9Wgbo2wZdGTTjASX7SDHkaDL1CjVDLWLD6d6xH/IMxGU/vENj7lGU2kCyV/84v4rKx3ZNCcRVdmUBHWxOwyl1D6cPqAnT+W+zvZiNz06pbHog52c/NsCcD0EAUF2h9esabJpLqoriPQUUhmWbHckSql9EBH+dsaAXb8/ufIswrYvpur3TwjqORLyNsHOVZA+CEJbxqbA/qLJprko9r7Q6dEXOpVqMfoMOYfsl++n6ts5pMam4npxFAFVRRhxIO2Ph9FPQmwHu8NsFhr9zEZEwkVEHyo0scp8734agTGabJRqKY7rnMyXQYNJ2vEVVS+cxfbKYC6uupXHq8+idMsKquadD1WldofZLOw32YiIQ0QmiMiHIpIF/A5kishqEXlIRPQhQxMo3Ol9WSw0Xl/oVKqlEBECjppAIC52VIXw37SZ3HH9tQQN/Re3cB0BOWuofOtvOj2aht1G+xL4DLgdWGWM8QCISBwwBLhfRBYYY172XZitX1mOd/WAqGQdcivVkgw56WRuWDqN2K79uX/cEAKdDjonRbIsfQqPPLeJm9fOp+r7pwga+De7Q7XVfvezEZFAY0z1wZ7Tktixn836F68ieeNb5FyzgY4J4X7tWyl1cFxuDwHOvW8ULVq9gzavDScyKob0m//Phsj866D2s2lIEmlNicY21g6dbaJC7I5EKdVIdSUagKE92pAV1YuEknV130r741P46TkfR9c86EudzURo6VZ2OpL0hU6lWhl3Ug8iKKUyZ/PuB0qyqXrtEvjwJjw/v25LbP7UkAkCCf4I5FAXU7md3GDdWkCp1iayw1EAbP99yW7lhR9NR1zlrPKk4373Gsj6zY7w/KYhI5vZPo/iUFeWR7inhMoIXe1Zqdam/RH9cBuhaPPyXWUm82ci17zCqzKcuR0fosAdTPlL50NliY2R+lZDko34PIpDnCdvMwAS18neQJRSTa5tYjx/SlsCsld5C4yhYMEtFJhwzIm3MeOCk3kw/GZCizdR+n3r3Rm0IclGJ4j7WMG2tQCEJmuyUaq1ERF2hnUhvmQdAK6MZcRm/cgrIeMZf2JvwoICmDzxYr7z9MB8/z9wVdocsW/4ZWQjIrNFJEtEVtUqe0hEfheRX0RkgYjE1Dp2u4isF5G1IjK8VnlfEfnVOvaYiIhVHiwir1nlP4pIeq06k0RknfWZdLDX4gvFmesBiEvtanMkSilfqIzvThvPTipL8tj2f3OoNIEcPnwKQQHeP8GHt4liaeokIqpzqFw+3+ZofaMhyeb2JuhnDnDaHmWLgJ7GmN7AHzX9iEh3YDzQw6rzZK3lcZ4CpgJdrE9Nm5OBfGNMZ2Am8IDVVhwwHRgA9Aemi0izWx3PlbORbBNNWnKi3aEopXwgrJ13ksC21d8Tu/E9vnP2Y/CRu//j8sTTxrLKk075V4+0yt1AG/Kezar9ndOANr4G8vYo+9QY47J+/QFIs76PAl41xlQaYzYB64H+IpICRBljFhvvm6hzgdG16tRsKvEmcIo16hkOLDLG5Blj8vEmuD2Tnu0Civ5kq0mibYxumqZUa9T28P7eL989SpSnkLIjxu71bs5RHeJYFDeBmLI/ca1+z4Yofau5vGdzKbDQ+p4KbK11LMMqS7W+71m+Wx0rgRUC8fW01axElGWQG5SK06FzMZRqjVLbdSCHaDoV/USeiaT/0PPqPO/IYRex3tMW1/s3QPYffo7StxqcbMTrQhH5l/V7exHpf7ABiMg/ABcwr6aojtNMPeUHWmfPOKaKyFIRWZqdnV1/0E3JVUWMK5vS8LT9n6uUapFEhG3BnQH4JXYoSTGRdZ43+PAUHoqfQUmlh/LZZ0FhBuRugNULYMevLXpBz8aMbJ4EjgPOt34vBv53MJ1bD+zPBC4wfy3SlgHUfuEkDdhulafVUb5bHREJAKLx3rbbV1t7McbMMsb0M8b0S0z037MTU7AFJx480el+61Mp5X+lcd0BSBy473lKDofw78vO5p7Ye3CVFeCZ2RsePxreuBieHkTVg13wfPWgnyJuWo3ZPG2AMeZoEVkBYIzJF5ED3gdVRE4DbgNOMsaU1Tr0HvCKiDwCtMU7EWCJMcYtIsUicizwIzAReLxWnUnAYmAM8IUxxojIJ8B9tSYFDKNpJjw0meLMdUQBwUmH2R2KUsqH0odfw+If2nFs3xPrPS8uPIh7r5zAg88bOm1/n80BHSmN644z53eGlyxm8Ff3Uh2WQGD/S/0UedNoTLKptmaFGQARSQQ8DakoIvOBwUCCiGTgnSF2OxAMLLJmMP9gjLnCGLNaRF4H1uC9vXaVMaZmasaVeGe2heJ9xlPznOd54CURWY93RDMewBiTJyJ3Az9Z591ljNltooLdCrZ5k01U2852h6KU8qG26d1om35bg84NDw5g+hUT2Vl8HsmRITgcQmmliwXLt/D1RxM5fuGtmJReSLtjfBx109nvFgO7ThS5ABgHHI135tcY4A5jzBu+C88e/txiYN1L19Ju/Stk/G0TnZPrvo+rlFI1nvl4KSO+H098KIRf+wOEN5/lKw9qi4GaFyeNMfOAW4F/A5nA6JpEU3OOajzJ/5MtJol28WF2h6KUagGmDOvLnHb3EFiRR97bN9sdToM1ZILAlyJyjYi0N8b8boz5nzHmCWCDiJwsIi/ifV6iDkBo6VZ2BqQQHKBbCyil9s/hEG646FxeDjiHuA0LqF67yO6QGqQhyeY0wA3MF5HtIrJGRDYC6/DOTJtpjJnjwxhbL2OIq9pGSahOe1ZKNVxkSCDpo//FBk8KZW9fC1Wldoe0Xw1ZQaDCGPOkMWYg0AE4BTjaGNPBGDPFGLPS51G2VmW5hJoKXFHt7Y5EKdXCnNyrPe+2n0Z05XbyF95jdzj71agVBIwx1caYTGNMga8COpSU5e8AIDg2xeZIlFIt0UXjzucdBhOx4lnI/9PucOrVXJarOSQV5HqTTVhMks2RKKVaosTIYIqPuw2XEXLf/6fd4dRLk42Nygu8y+KERDWfqYtKqZZlzJABzHecSfzGdzHblu+/gk002diossibbMJ1ZKOUOkChQU6CT7qBXBNJ0YKboDzf7pDq1JiFOMeKSKT1/Q4ReVtEjvZdaK2fqzQXgMhYTTZKqQM3ZlAPngy8mMicFbj/exQseRbc1XaHtZvGjGz+aYwpFpFBePeJeRHvZmbqAJnSXMpNEDExMfs/WSml9iE4wEm/UVcx2nU/S8pS4KObqX6kJ3zzHyhrHit0NSbZ1KxPdgbwlDHmXeCAF+JUIOV5FBBBeJC+0KmUOjgjeqXw3K0X8+WA57nCM40fihLg87vw/OcIeO9ayPrN1vgak2y2icgzwHnARyIS3Mj6ag8BlQUUSTS62o9SqikkRYXw9zO68+/bbuKnE2ZzNg/zWtVxVK+Yj3l6kHdPHJs0JlmcB3wCnGa9ZxMH3OKTqA4RwVX5lAVE2R2GUqqViQ0P4sZh3Zhz68Ws6XsPAytmUuVxUPbDbNtiakyymW6MedsYsw7AGJOJdzUBdYBCXYVUBETbHYZSqpWKDgvk7tE9eWLq6Xzs7odj1RtQXWFLLI1JNkPrKBvRVIEcisI9RVQFx+7/RKWUOgj9O8axOnkkIa5iPL99YEsMDdli4EoR+RXoJiK/1PpsAuy7AdjSedxEmhLcIZpslFK+12vQWWSYBAq+f8GW/hsysnkFGIl36+WRtT59jTEX+DC2Vs1TVoADA6FxdoeilDoEDOuZwgcyhJgd30HBVr/335BVnwuNMZuBS4CBwAV496+5WkT+5dvwWq+SgiwAHOHxNkeilDoUBAc4qe51Pg4MpT+97Pf+G/PM5h1gFOACSmt91AEozvMuwhkYqclGKeUfI07ozy+ejhSs/szvfQc04tw0Y8xpPovkEFNemANASFSizZEopQ4VnZMieS+0B10LPwO3C5yNSQEHpzEjm+9FpJfPIjnEVBZ5k02YroumlPKjyjZ9CTEVuHas9mu/jUk2g4DlIrLWmo32q4j84qvAWjtXiXfF58iYZJsjUUodSmK6DgQga803fu23MclmBNAZGIZ3NtqZ1s/9EpHZIpIlIqtqlcWJyCIRWWf9jK117HYRWW8ltuG1yvtaSW69iDwm1jovIhIsIq9Z5T+KSHqtOpOsPtaJyKRGXK9PecryqDJOYmJ1NppSyn+OOKIn2Saa8o2L/dpvY5LNpH18GmIOsOfznmnA58aYLsDn1u+ISHdgPNDDqvOkiNSsVPkUMBXoYn1q2pwM5BtjOgMzgQestuKA6cAAoD8wvXZSs5OU5VFAJOHB/rtnqpRSqbFhrHZ0IzJnhV/7bUyyqT0DzY13pJPekIrGmK+BPde5HoV3mwKsn6Nrlb9qjKk0xmwC1gP9RSQFiDLGLDbGGGDuHnVq2noTOMUa9QwHFhlj8owx+cAi9k56tgiozKdYInURTqWUX4kI+fF9SKreBqU5fuu3wcnGGPOfWp97gcFA6kH0nWytr1azzlrNk/JUoPYbRxlWWar1fc/y3eoYY1xAIRBfT1u2C6oqoNSp66IppfwvOP1YAHLXfue3Pg9mi4AwoFNTBVJLXf/UN/WUH2id3TsVmSoiS0VkaXZ2doMCPRihrgLKAzXZKKX8r33PQVQbJ7m/f+u3PhuzLfSvtdZFWw2sBf57EH3vtG6NYf3MssozgHa1zksDtlvlaXWU71ZHRAKAaLy37fbV1l6MMbOMMf2MMf0SE33/7ku4u4jqIN2hUynlf4e3S+R3OhC4/Se/9dmYkU3N7LOReGektTXGPHEQfb/HXxMMJgHv1iofb80w64h3IsAS61ZbsYgcaz2PmbhHnZq2xgBfWM91PgGGiUisNTFgmFVmL2OINMW4QnQmmlLK/wKcDrZF9CKlZA143Puv0BR9NvREY8yfB9qJiMzH+4wnQUQy8M4Qux94XUQmA1uAsVY/q0XkdWAN3qVxrjLG1PzXuBLvzLZQYKH1AXgeeElE1uMd0Yy32soTkbuBmvR9lzHG9g25PeWFBOLWRTiVUvZJ7knIxnepzNlMcNJhPu+uUfNuReRI4ATr12+MMT83pJ4x5vx9HKpz8zVrAsK9dZQvBXrWUV6BlazqODYbsG97ujqUFGQRBTjCNdkopewRkdYDNsKODSvp4Idk05hnNtcB8/DOGksCXhaRa3wVWGtWnOd9PBUYmWBzJEqpQ1XyYUcCULzVP8vWNGZkMxkYYIwpBRCRB4DFwOO+CKw1Kyv0JptgXYRTKWWTDqlt2WFiIft3v/TXmAkCgvdlzhpu6p5arPZj1yKcMZpslFL2CApwsC2gPeFF6/3SX2NGNi8AP4rIAuv30XgfzKtGqi72JpvIWF2EUylln6KITnQvXAjGgI9XM9nvyEZEOovIQGPMI3h368wD8oFrgfd9Gl1rVZpFtXESHacjG6WUfTzx3QilgorcLT7vqyG30R4FigGMMcuNMY8ZY/4LlFnHVCMFFmWQSQLhwYF2h6KUOoSFpfUAYMf6lT7vqyHJJt0Ys9e+NdY05PQmj+gQEFqWQW5AG12EUyllq6RONTPSfvV5Xw1JNiH1HAttqkAOJXFVmRSFpe3/RKWU8qH27dqRa6LwZK31eV8NSTY/iciUPQutN/+XNX1IrZupLCbWFOCKbLf/k5VSyocCnQ4yAtoTXrTB5301ZDba9cACEbmAv5JLPyAIONtXgbVWBds3EAs449PtDkUppSiM6ESnws99PiNtvyMbY8xOY8zxwJ3AZutzpzHmOGPMDp9F1krlbVsHQHiy75eHUEqp/fHEdyWSUsrz61wQv8k0ZiHOL4EvfRjLIaFsp3e4Gp/W1eZIlFIKwlK9a6RlrltJpwG+21vyYDZPUwfAnbeZUhNMSopOEFBK2S+xYy8AijLW+LQfTTZ+Fli0hUxJJjS4UQtuK6WUT6SkpVNlnLjyM3zajyYbP4so30Z+UIrdYSilFAAhQYFkSzzO4m0+7UeTjT8ZQ6JrB2XhOu1ZKdV85AUmE1ae6dM+NNn4UVVRNmFU4Ilpb3coSim1S3lIG6Krd/q0D002fpST8QcAQQkdbY5EKaX+Uh3RlgRPLsbt8lkfmmz8qNB6xyayjb5jo5RqPhwx7QgQD3k7t/quD5+1rPZSkb0RgKT23WyORCml/hKc0AGA3O2+W7ZGk40/FfxJrokiKT7e7kiUUmqX6GTvrf2SnZt91ocmGz8KKckgy5mMw6FbCyilmo+ENO+t/eo8322ipsnGj2IrMygK8d1yEEopdSCiomMpMmFQ5Lt3bWxPNiJyg4isFpFVIjJfREJEJE5EFonIOutnbK3zbxeR9SKyVkSG1yrvKyK/WsceE2tnMhEJFpHXrPIfRSTd/1cJ7tJ82nh2UhKjz2uUUs2LiJDjTCKo1HeLcdqabEQkFbgW6GeM6Qk4gfHANOBzY0wX4HPrd0Sku3W8B3Aa8KSIOK3mngKmAl2sz2lW+WQg3xjTGZgJPOCHS9vLttXfAhDc4Rg7uldKqXoVBycTVem7hfxtH9ngXXk6VEQCgDBgOzAKeNE6/iIw2vo+CnjVGFNpjNkErAf6i0gKEGWMWWyMMcDcPerUtPUmcErNqMefCtctxmOEtJ6D/N21UkrtV0VYW+LdWT5r39ZkY4zZBjwMbAEygUJjzKdAsjEm0zonE0iyqqQCtSeCZ1hlqdb3Pct3q2OMcQGFwF7TwURkqogsFZGl2dnZTXOBtQTsWM4maUuHtm2avG2llDpYJiqNGEooLirwSft230aLxTvy6Ai0BcJF5ML6qtRRZuopr6/O7gXGzDLG9DPG9EtMTKw/8MYyhpSSNWwL74ENgyqllNqvwHjvmo052zb5pH27b6OdCmwyxmQbY6qBt4HjgZ3WrTGsnzVjuwyg9iqWaXhvu2VY3/cs362OdasuGsjzydXsQ1nWRmJMIVXJR/mzW6WUarCIxHQACnds9En7diebLcCxIhJmPUc5BfgNeA+YZJ0zCXjX+v4eMN6aYdYR70SAJdattmIROdZqZ+IedWraGgN8YT3X8Zttq74BIKrzsf7sVimlGiwutRMA5Tl/+qR9W3fwMsb8KCJvAssBF7ACmAVEAK+LyGS8CWmsdf5qEXkdWGOdf5Uxxm01dyUwBwgFFlofgOeBl0RkPd4RzXg/XNpuyjcvocIEcliP/v7uWimlGiQ+uQNuI3gKfLM+mu3bRRpjpgPT9yiuxDvKqev8e4F76yhfCvSso7wCK1nZJTx7JX84D6N3dISdYSil1D45AoPIcsThLPbNuzZ230Zr/dzVpFWsIzu6l92RKKVUvfIDfLeJmu0jm9Yub9Ny4qiC1H52h6KUUvUK7H46wa5yn7StycbHdqxbQRyQ1KWv3aEopVS9Op39T5+1rbfRfKwiawNuI6R2PMLuUJRSyjaabHzMWbCZTEkgNjLc7lCUUso2mmx8LLx0CzmBbXXlAKXUIU2TjY8lVG2nOKy93WEopZStNNn4kKs0nxiKcEd3sDsUpZSylSYbH8reshaAwMTONkeilFL20mTjQ/kZvwMQ2baLzZEopZS9NNn4UGXWBgCS03Xas1Lq0KbJxockfyNZJoakuDi7Q1FKKVtpsvGh0JKtZAXotGellNJk40NxlRkUhabt/0SllGrlNNn4iKeyjESTS1V0ut2hKKWU7TTZ+Ehuhnfac0B8J5sjUUop+2my8ZG8jD8AiGjbzeZIlFLKfppsfKRshzfZJLbXZKOUUppsfMTkbaLAhJOcnGJ3KEopZTtNNj4SVJxBlrMNAU79T6yUUvqX0EdCq3IpDYy3OwyllGoWNNn4SJQ7n8pgTTZKKQXNINmISIyIvCkiv4vIbyJynIjEicgiEVln/Yytdf7tIrJeRNaKyPBa5X1F5Ffr2GNivbYvIsEi8ppV/qOIpPv8oowhxlOAOyzB510ppVRLYHuyAf4LfGyMORw4EvgNmAZ8bozpAnxu/Y6IdAfGAz2A04AnRcRptfMUMBXoYn1Os8onA/nGmM7ATOABX19QaWEOgeKGiCRfd6WUUi2CrclGRKKAE4HnAYwxVcaYAmAU8KJ12ovAaOv7KOBVY0ylMWYTsB7oLyIpQJQxZrExxgBz96hT09abwCni48XKCrK3ARAQlezLbpRSqsWwe2TTCcgGXhCRFSLynIiEA8nGmEwA62fNECEV2FqrfoZVlmp937N8tzrGGBdQCOz1MEVEporIUhFZmp2dfVAXVZKzHYDQGJ32rJRSYH+yCQCOBp4yxhwFlGLdMtuHukYkpp7y+ursXmDMLGNMP2NMv8TExPqj3o+y/EwAwuM12SilFNifbDKADGPMj9bvb+JNPjutW2NYP7Nqnd+uVv00YLtVnlZH+W51RCQAiAbymvxKaqku2gFATGLqfs5USqlDg63JxhizA9gqIjVrupwCrAHeAyZZZZOAd63v7wHjrRlmHfFOBFhi3WorFpFjrecxE/eoU9PWGOAL67mOz3iKs3AZBzHx+sxGKaXAexvLbtcA80QkCNgIXII3Cb4uIpOBLcBYAGPMahF5HW9CcgFXGWPcVjtXAnOAUGCh9QHv5IOXRGQ93hHNeF9fkLMsm3yJJtHp3P/JSil1CLA92RhjVgL96jh0yj7Ovxe4t47ypUDPOsorsJKVvwRW5FLkjOXgnvwopVTrYfczm1YprDqP0sA4u8NQSqlmQ5OND0S68qjSpWqUUmoXTTZNzHg8xJlC3GF6E00ppWposmlihYV5BEs1okvVKKXULppsmlhBli5Vo5RSe9Jk08SKc62lamLb2ByJUko1H5psmli5tVRNRHxbmyNRSqnmQ5NNE6su3AlATJIuVaOUUjU02TQxU5KF2wgRMfrMRimlamiyaWLOsmwKJQpx2r44g1JKNRuabJpYUGUORc7Y/Z+olFKHEE02TSysKo/SIF09QCmlatNk08Si3PlUhSTYHYZSSjUrmmyakMvlJs4U4A7VZKOUUrVpsmlC+QX5hEoVjkhdqkYppWrTZNOE4kOE8q6j6Hbk8XaHopRSzYrOz21Cjoh4QifMtTsMpZRqdnRko5RSyuc02SillPI5TTZKKaV8TpONUkopn9Nko5RSyuc02SillPI5TTZKKaV8TpONUkopnxNjjN0xNDsikg38eRBNJPD/7d1brFxVHcfx789W0YKGFi/BFtuSVBAbBNMaUKNGFFsk1McSiY0i8RalBC80TUx8o6nXByliVRpp6ENBbZogNKhRTLiJpKm9SLXSVquFGIVoYiH+fFjryHh6LqXMnr13/H2Syey99p7Jb86Zff5nrz2zFjw5pDhtSP729Dk7JH/b2s4/3/arJtqQYtMASQ/bXtJ2jpOV/O3pc3ZI/rZ1OX+60SIionEpNhER0bgUm2bc0naAFyj529Pn7JD8bets/lyziYiIxuXMJiIiGpdiM0SSlknaJ2m/pBvazjMdSWdJ+qmkPZJ+I+na2j5H0g5Jj9X72W1nnYqkGZJ+LWl7Xe9NfkmnS9oqaW/9PVzcs/zX1ffOLkm3S3ppl/NL+q6ko5J2DbRNmlfSmno875P0vnZSP2eS/Ovr+2enpB9IOn1gW2fyp9gMiaQZwDeB5cB5wJWSzms31bSeBa63/QbgIuBTNfMNwL22FwH31vUuuxbYM7Dep/zfAH5s+1zgTZTX0Yv8kuYCnwGW2F4MzABW0u38twLLxrVNmLceCyuBN9bH3FSP8zbdyvH5dwCLbZ8P/BZYA93Ln2IzPG8B9tv+ve1jwBZgRcuZpmT7iO1H6vLTlD90cym5N9XdNgEfaCfhUTbqCwAABDJJREFU9CTNA94PbBxo7kV+Sa8A3gF8B8D2Mdt/oyf5q5nAyyTNBGYBf6LD+W3/HPjruObJ8q4Attj+l+0DwH7Kcd6aifLbvsf2s3X1fmBeXe5U/hSb4ZkLHBpYP1zbekHSAuBC4AHgNbaPQClIwKvbSzatrwOfB/490NaX/GcDTwDfq92AGyWdSk/y2/4j8GXgIHAE+Lvte+hJ/gGT5e3jMf0R4K663Kn8KTbDownaevFRP0mnAXcAq20/1XaeEyXpcuCo7V+1neUkzQTeDGywfSHwD7rV5TSlem1jBbAQeC1wqqSr2k01VL06piWtpXSNbx5rmmC31vKn2AzPYeCsgfV5lC6FTpP0Ykqh2Wz7ztr8F0ln1u1nAkfbyjeNtwFXSPoDpdvy3ZJuoz/5DwOHbT9Q17dSik9f8r8HOGD7CdvPAHcCb6U/+cdMlrc3x7SkVcDlwAf93PdZOpU/xWZ4HgIWSVoo6SWUC3PbWs40JUmiXC/YY/urA5u2Aavq8irgR6POdiJsr7E9z/YCys/7J7avoj/5/wwcknRObboE2E1P8lO6zy6SNKu+ly6hXPfrS/4xk+XdBqyUdIqkhcAi4MEW8k1J0jLgC8AVtv85sKlb+W3nNqQbcBnl0yC/A9a2necE8r6dclq9E3i03i4DzqB8Kuexej+n7awn8FreBWyvy73JD1wAPFx/Bz8EZvcs/5eAvcAu4PvAKV3OD9xOub70DOU//6unygusrcfzPmB5R/Pvp1ybGTuGb+5i/owgEBERjUs3WkRENC7FJiIiGpdiExERjUuxiYiIxqXYRERE41JsIkaojrR9QNKcuj67rs9/Hs+x8WQGeZW0YHC04IhRSrGJGCHbh4ANwI216UbgFtuPP4/n+Kjt3U3ki2hKik3E6H2N8s371ZQv1n5l/A71LGSvpE11npKtkmbVbT+TtETS/DoHyyslvUjSLyRdWuf3WS/pofrYj4349UUcJ8UmYsRcxhH7HKXorHaZkmIi51DOes4HngI+Oe55HgfWATcD1wO7XUZdvpoyAvNSYClwTR2uJKI1KTYR7VhOGXZk8RT7HLL9y7p8G+Us6H/Y3gi8HPg48NnafCnwIUmPUqaMOIMyLlZEa2a2HSDi/42kC4D3UmZHvU/SFtf5VMYZP5bUcWNL1a61scmyTgOepgwt/2nbd4/bd8ELSx5x8nJmEzFCdXTkDZTus4PAesoEZBN5naSL6/KVwH0T7LOOMn/JF4Fv17a7gU/U6SOQ9Po6KVtEa1JsIkbrGuCg7R11/SbgXEnvnGDfPcAqSTuBOZQi9V/1MUuBdbY3A8ckfZgyRfZu4JH6UedvkV6MaFlGfY7ooNrltd32VNd0InojZzYREdG4nNlERETjcmYTERGNS7GJiIjGpdhERETjUmwiIqJxKTYREdG4FJuIiGjcfwDRtUPlr8dDzgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_one_spec for batch CoRoT-1 corot1_visit3 \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_one_spec for batch CoRoT-1 corot1_visit4 \n" ] }, { "data": { "image/png": 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\n", 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nbins=1, interactive=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the dynamic spectrum for each visit separately, call `plot_dynamic_spec`, a method of the spec object in the spectroscopic module found in tshirt. Calling `plot_dynamic_spec` essentially displays a plot depicting the change in the spectrum over time. Within the argument of the method, set `showPlot=True` to display the plot within the Jupyter notebook space. To define more of the parameters call the command `help(plot_dynamic_spec)`.\n", "\n", "Displayed in each image will be two plots. The plot on top displays the average spectrum overall. The 2D plot on the bottom displays how the spectrum changes over time. On the x-axis is the dispersion and on the y-axis is the time which correlates to the image number. Finally, the color bar displays the normalized flux which can identify the transit of an exoplanet. In this example for a batch file, each visit has a separate dynamic spectrum plotted." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_dynamic_spec for batch CoRoT-1 corot1_visit1 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Card is too long, comment will be truncated. [astropy.io.fits.card]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_dynamic_spec for batch CoRoT-1 corot1_visit2 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Card is too long, comment will be truncated. [astropy.io.fits.card]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_dynamic_spec for batch CoRoT-1 corot1_visit3 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Card is too long, comment will be truncated. [astropy.io.fits.card]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Working on plot_dynamic_spec for batch CoRoT-1 corot1_visit4 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Card is too long, comment will be truncated. [astropy.io.fits.card]\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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