{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Moving from 1D to 3D Calculations\n", "\n", "The biggest difference here is that now we are going to be working with GCM input. Currently, all this functionality is based on the output from the MIT GCM. I have worked with a few GCM groups to write tailored functions. If you are interested, contact a `picaso` code maintainer and we will work with your team. \n", "\n", "In any case, in what follows is a description of the input format so that you may replicate the functionality. \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " 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-2.0.1.min.js\": \"JpP8FXbgAZLkfur7LiK3j9AGBhHNIvF742meBJrjO2ShJDhCG2I1uVvW+0DUtrmc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\": \"xZlADit0Q04ISQEdKg2k3L4W9AwQBAuDs9nJL9fM/WwzL1tEU9VPNezOFX0nLEAz\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\": \"4BuPRZkdMKSnj3zoxiNrQ86XgNw0rYmBOxe7nshquXwwcauupgBF2DHLVG1WuZlV\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\": \"Dv1SQ87hmDqK6S5OhBf0bCuwAEvL5QYL0PuR/F1SPVhCS/r/abjkbpKDYL2zeM19\"};\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", " };var element = document.getElementById(\"1001\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

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

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\": \"JpP8FXbgAZLkfur7LiK3j9AGBhHNIvF742meBJrjO2ShJDhCG2I1uVvW+0DUtrmc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\": \"xZlADit0Q04ISQEdKg2k3L4W9AwQBAuDs9nJL9fM/WwzL1tEU9VPNezOFX0nLEAz\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\": \"4BuPRZkdMKSnj3zoxiNrQ86XgNw0rYmBOxe7nshquXwwcauupgBF2DHLVG1WuZlV\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\": \"Dv1SQ87hmDqK6S5OhBf0bCuwAEvL5QYL0PuR/F1SPVhCS/r/abjkbpKDYL2zeM19\"};\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 };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import pandas as pd\n", "import astropy.units as u\n", "\n", "#picaso\n", "from picaso import justdoit as jdi \n", "from picaso import justplotit as jpi\n", "from picaso import build_3d_input as threed\n", "#plotting\n", "from bokeh.io import output_notebook\n", "from bokeh.layouts import row\n", "output_notebook()\n", "from bokeh.plotting import show\n", "\n", "import pickle as pk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Same procedure as normal" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "opacity = jdi.opannection(wave_range=[1.1,1.7])\n", "\n", "start_case = jdi.inputs()\n", "\n", "#phase angle \n", "num_gangle = 10\n", "num_tangle = 10\n", "phase = 0\n", "start_case.phase_angle(phase,num_gangle=num_gangle, num_tangle=num_tangle) #radians\n", "\n", "#define gravity\n", "start_case.gravity(radius=1,radius_unit=u.Unit('R_jup'), mass=1, mass_unit=u.Unit('M_jup')) #any astropy units available\n", "\n", "#define star \n", "start_case.star(opacity,5000,0,4.0, radius=1, radius_unit=u.Unit('R_sun')) #pysynphot database, temp, metallicity, logg \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build 3D Chemistry and PT Input\n", "\n", "The biggest complication with moving to 3D is making sure that the latitude/longitude grids of some users GCM and `picaso` line up properly. `picaso` computes a flux integration on specific `gauss` and `chebychev` angles. Meaning, your GCM input will need to be regridded to fit our angles. Our prebuilt function, `picaso.build_3d_input.rebin_mitgcm_pt`, uses `scipy.spatial.cKDTree` to do rebinning. If you want to hack our methodology [this is the function you are after](https://github.com/natashabatalha/picaso/blob/master/picaso/build_3d_input.py). \n", "\n", "## 1) MIT GCM\n", "\n", "The MIT GCM file is formated as such: \n", "\n", " longitude1 latitude1\n", " p1 t1 kzz1\n", " p2 t2 kzz2\n", " ..\n", " longitude1 latitude2\n", " p1 t1 kzz1\n", " p2 t2 kzz2\n", " ..\n", " longitude1 latitudeN\n", " p1 t1 kzz1\n", " p2 t2 kzz2\n", " ..\n", " longitudeM latitudeN\n", " \n", "\n", "If your file is structured like this then you can use `picaso.build_3d_input.rebin_mitgcm_pt` directly. If not, below I will teach you how to build the input from scratch. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#define output file\n", "outfile = 'HAT1.pk'\n", "\n", "\n", "threed.rebin_mitgcm_pt(num_gangle,num_tangle,#here we define the num_gangles, and num_tangles\n", " phase, #and phase exactly as above. \n", " jdi.HJ_pt_3d(), #insert your input file here \n", " outfile, #define your output file \n", " p_unit='bar', #specify your pressure units \n", " run_chem=True, #tell picaso if you want to add post processed chemistry\n", " MH=1,CtoO=0.55) #If so, specify metallicity and c/o (see further note below)\n", "\n", "start_case.atmosphere_3d(filename=outfile)#add file to atmosphere. `atmosphere_3d` only works with dictionaries \n", "#that are in the proper format OR a `pickle` file of the dictionary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note about run_chem. The _correct_ thing to do is to grab the full atmospheric chemical composition from the GCM output. If for whatever reason that is not available, you can set `run_chem` to True and it will compute the chemical equilibrium calculation for you.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2) Building Generic Input\n", "\n", "Below is an aside that shows the generic methodology of how you would build your 3D input file. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1) Get required latitude/longitudes \n", "\n", "Convert latitudes and longitudes to degress and turn into integer values. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lats = (start_case.inputs['disco']['latitude']*180/np.pi).astype(int)\n", "lons = (start_case.inputs['disco']['longitude']*180/np.pi).astype(int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) Build dictionary to be used by 3D `picaso` " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dict_3d = {la: {lo : [] for lo in lons} for la in lats} #build empty one \n", "dict_3d['phase_angle'] = 0 #I required that phase angle be put in the dictionary. This because \n", "#all too often people take a 3d file they've binned for one phase angle, and use it on another phase angle. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3) Fill dictionary with regridded GCM output\n", "\n", "We use dictionaries as opposed to matrices so that there is never any confusion with what PT-composition data bundle is paired with what latitude longitude point. This also allows you to go back to your output file and check what points were run, what phase angle was used. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "for ilat in lats: \n", " for ilon in lons:\n", " #EXAMPLE ONLY!!!! \n", " dict_3d[ilat][ilon] = pd.DataFrame({'pressure':np.logspace(-5,2,52), \n", " 'temperature':np.logspace(-5,2,52)*0+1000,#filler values\n", " 'H2O':np.logspace(-5,2,52)*0+0.1,#your GCM\n", " 'H2' : np.logspace(-5,2,52)*0+0.70, #input will go \n", " 'He':np.logspace(-5,2,52)*0+0.29}) #here\n", "\n", "#this is just an example. But, once you fill out this dict with yoru 3D input you can directly put it into \n", "#picaso: \n", "#start_case.atmosphere_3d(dictionary=dict_3d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create 1D Thermal Emission Spectrum from 3D Output\n", "\n", "Let's create our first spectrum of HAT 1's thermal emission " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#only difference is we need to speciy 3d \n", "out = start_case.spectrum(opacity,dimension='3d',calculation='thermal',full_output=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE** You can just as well use `calculation='reflected'`. I just chose this as an example. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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jdi.mean_regrid(out['wavenumber'],out['fpfs_thermal'],R=100)\n", "show(jpi.spectrum(wno, fpfs*1e6, plot_width=500,y_axis_type='log'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze 3D Output\n", "\n", "Some of the functionality you will recognize from other tutorials (e.g. the thermal emission tutorial). 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= [10,1,1e-1],\n", " ng=0,nt=0,R=100,\n", " plot_height=500, plot_width=500))#note the addition of ng and nt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D Map of Flux \n", "\n", "We can use the same plot as we used for reflected light. In 3D this plot is quite a bit more interesting since we can see variations accross the disk from out input file. \n", "\n", "**Note** below I specify `thermal`. The default is `reflected`, I just chose this as an example." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jpi.disco(out['full_output'] ,wavelength=[1.1, 1.4], calculation='thermal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More 3D Mapping Functions\n", "\n", "In addition to `disco` there is now a general `map` function that can plot anything in `picaso`'s full output `dict`. Below is an example of the `taugas` where we must specify both a `pressure` and `wavelenth` to plot the map\n", "\n", "### Example of Molecular Opacity Map \n", "\n", "When runnint `map` for a 4D (nlevel,nlayer, nwave, nlong, nlat) you can speficy " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Since Taugas is [nlayer, nwave, nlong, nlat] we can specify a list of pressures and a SINGLE wavelength.\n", "jpi.map(out['full_output'],plot='taugas',pressure=[10,0.1,1e-3],wavelength=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example of Temperature Map" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Since temperature is [nlayer, nlong, nlat] we just have to specify a list of pressures \n", "\n", "jpi.map(out['full_output'],plot='temperature',pressure=[10,0.1,1e-3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example of Tau~1 Pressure Map\n", "\n", "Here we can break down a full map of the molecular, cloud and rayleigh opacity. Whereas in `map` we had to specify a specific pressure and wavelength, here we can specify an opactical depth and it will produce a map of what pressure level corresponds to that optical depth. We tend to see photons that originate from tau=1. Therefore, it is interesting to plot a tau=1 map so we can see if we are seeing different pressure levels at different locations accross the disk. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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PWWedtVsli7IHkrqpUVSUfe3Tn/403/jGN7jyyitpbW2lp6eH7373u7zvfe/bbd/Vq1dz/fXX86lPfYpsNsttt93GbbfdNt9381vf+ha33XbbfFeqXY9xxhlncMkll3DqqadyyCGHcOqpp/7Z81K5q6isVg5Wra2tXHDBBfz7v/87AN/73ve44oorSKfTfOlLX+Kcc87Z7TMXXHABzz///B4fou30H//xHxxyyCGccMIJZDIZTjvttD32g7csi1//+tdcddVVNDY2cv311/Pud7/7LxrXClSeL3l1lNVi16Yge7D/qx2U/e6aa67hxz/+MQ899NB++f5Vq1bxwx/+kNNOO22/fP9+8vL9Jv6MNx0Tkw/fvnyv9o31bn5KSrnn2iul3qisXmJU7tYNldXKq6Gy+i9w7bXX8qMf/Wif5eFb3vIWLr74Yj760Y/uk+OrPD8gLPmsVk/qlQPazTffjBDiFZ98KXMkCH/vFkVRlD1RufsaWMSsFkL8RAgxIYRYu8u6Y4UQjwoh1gghnhRCHD+3/hQhRH5u/RohxBX77kcqyl+vUqnwve99j3/+539etGPef//9jI2N4fs+P/3pT3nuued45zvfuWjHP5CoPP8r1VFW791cP4qyH5xyyim88MILXHfddWiaqn/aa3++9Y2iKMrLUrn7Glq8rL4G+C5w7S7rvgJ8UUp5lxDizLn3p8xte1BK+e7F+nJF2Vfuuecezj77bE477bRFnYpt48aNnHPOOZRKJVatWsVNN920JEeFV3m+SOokq1Xze0U5MP1lzYSOjslHf/3y0xjuyjpsi2rSuXSorFaU/eOAyGohRB9wu5TydXPv7wF+IqX8hRDiPOA9UsrzhRCnAJerQv1+o7JaUfaPJZ/V6km9oiwlOwf0UBRFUQ5c+z6rLwHuEUJ8jair5Vt32XaiEOJZYITopnHdPj0TRVGUelVHWa3aYijKEiPk3i17dSwh3imE2CiE2CKE+Lc9bP+0EOIFIcRzQoj7hBC9u2wLdukL9NvF+4WKoij171VkdXaur+XOZW86F38cuFRK2QNcClw1t/5poFdK+XrgO8At++CnKYqiLBn1ktXqSb2iLDWLVKMohNCB/wJOB4aAJ4QQv5VSvrDLbs8Ax0kpK0KIjxP1BTp3bltVSnns4pyNoijKErP3WT31F3SV+gjwr3OvfwX8GEBKWdi5g5TyTiHE94QQWSnl1Ks8vqIoysGhTrJaPalXlCVESBCB2KtlLxwPbJFSbpNSusDPgX/YdQcp5f9IKStzbx8Fli3qD1IURVmCFjmr92QEOHnu9anAZgAhRIcQQsy9Pp7oPnD6r/w5iqIoS1I9ZbV6Uq8oS83e1yhmhRBP7vL+R1LKH+3yvhsY3OX9EPCWP3O8fwTu2uV9bO74PvB/pJSqmaeiKMpOi9eq6kai0ZKzQogh4P8F/gn4lhDCAGrAzmag/xfwcSGED1SB/yVfYcRkRVGUg1qdZLUq1CvKUvLqBvR4pWZCe6p23GOgCCE+BBzHi7WNAMullCNCiJXAH4QQz0spt+712SmKoixVizj4kpTyvJfZ9KY97PtdoimVFEVRlFdSR1mtCvWKstQs3jOXIWDXeTyWETUTWkAIcRrwOeBkKaUzfxpSjsz97zYhxB+BNwCqUK8oigJqcjNFUZR6UCdZrfrUK8oSI0KxV8teeAI4VAixQghhAf8LWDCKvRDiDcAPgfdKKSd2Wd8khLDnXmeBtwG7DrCnKIpyUFvErFYURVH2kXrJavWkXlGWEgn85YN1LDyUlL4Q4v8G7gF04CdSynVCiC8BT0opfwt8FUgBv5obz2NASvle4Ajgh0KIkKjy8P+8ZNR8RVGUg9ciZrWiKIqyj9RRVqtCvaIsNYvU9weiaTSAO1+y7opdXp/2Mp97GDh68c5EURRliVnErFYURVH2kTrJalWoV5SlRFI3fX8URVEOWiqrFUVRDnx1lNWqUK8oS4qAA6Bfj6IoivLnqKxWFEU58NVPVqtCvaIsNbI+wkdRFOWgprJaURTlwFcnWa0K9YqylEgQddL3R1EU5aClslpRFOXAV0dZrQr1irLU1MkonYqiKAc1ldWKoigHvjrJalWoV5SlRFI3fX8URVEOWiqrFUVRDnx1lNWqUK8oS02d9P1RFEU5qKmsVhRFOfDVSVarQr2iLDV10vdHURTloKayWlEU5cBXJ1mtCvWKsqSIuqlRVBRFOXiprFYURTnw1U9Wq0K9oiwlEmSd9P1RFEU5aKmsVhRFOfDVUVarQr2iLDV1MkqnoijKQU1ltaIoyoGvTrJaFeoVZSmR1E0zIUVRlIOWympFUZQDXx1ltSrUK8pSUyfNhBRFUQ5qKqsVRVEOfHWS1apQryhLSv0M6KEoinLwUlmtKIpy4KufrFaFekVZSiR1U6OoKIpy0FJZrSiKcuCro6xWhfoDnJSSSsWjUvYAKJc9qlWPMJTEEyZIyfBQEccNSKUsevsamZoss337LK4T0NQc58gjsxQKDps35ahWfTINNocf3oIfSEaGCjhuQEPGpmtZmnLJw3UDTFMjlbYwdA1dF2QabCxL/edSD2SdDOihKEtJGEryeQfPDQBJoeDiOD6aJkilLAoFh/HxMkhJSzZBR2eKzZtyjI+X0QR0dqVZtaqJ7dtnGR4qEEpob0tyyGHNTIyXmZosgxC0tSVpaLQpFV3CUGLZBpm0hRAC09JoaIihaSoD6oHKakV57bmuT7Hg4vshQSApFh08L5y/7x0dLjKbd7Asnc6uNLats2H9FPlZh1hM55BDm2lsirH+hSly01UMU6Ovr5HOzhQ7dsxSLLrYlk5ndxrD0CiXXIQQJBImyaQJQHzutRAqA+pBvWS1KqUdgIIgZGS4yIP3D/DUkyOMjpZwHB+nFuD5Ie0dSSxLZ2S4gOuGdC/L0NmVYmiwQP+OPOm0xWGrW0gmLYYG82zbNksiYXD4EVlSKZvR4QLbts1i2jqHH96CZRv075hlarJCSzZBazbO5GSFQsElkTAwLZ1EwmLVqiZOObWXo49pp7k5vr8vk/Jy6qSZkKLUu2rVY9vWGf7w++28sG6K6VwFxwmoVX1MU6OzM0XN8RkZLhKLmfT2NZBKWWzeOM3kVIX2jhSHHNoMUrJ5c46x0RIdHSkOPawFgG1bcoyOlWhpSbD68BbKJZf+/jzVikfnsgzxmM7ocAnX84knTGIxg6bGOEccleXvTl/JypVNJBLmfr5KystSWa0or4mZmRrr1o7zP/ftYMuWHOWKh+cEVKo+mbRFti3JzHSViYky2WyC3r4GXDdk44YpXCegb0Uj3csylEsu//WdJyiVPVaubKSnp4FK2eO/Nz1NPl+jt6+R5b0ZRkfKDA8VMAxBd3ca1wsZHyuh6RrxuI5tmXR2pnjjmzr5m1N66ZqrAFAOUHWS1apQf4AplVx+/7ttPPvsONu25EimTExTY2iwAhqYhs7QYIHJyTLd3Rla25JMT1cYGysReCGtrQlqNZ8tm3N0dacZHCzQ1BTDdQM2b87RsyzD4FCRxqY4QRCybt0ktmVg2zodnSn6t8+ybWuOttYkQRAyPV0lFjNob08xNJjnumue4+jXt3PiW5dx3Ju71BOhA00dNRNSlHo2PFTgnru38Pxzk8zkqqQzNp4XMD1ZwTA1wlBj3bpJKmWPVYc2o2mC7dtn8L0QTddoa09SLLj0b59FaJCfdWhtTVIoOOzYMYuuCfIFl7a2JOWyx9NPj2IaOsmUiWXrrHtunHjcJJWycL2QSqVKtiWO2a7zzFNjbNs6yzHHtnH6O1axfHnD/r5cykuprFaUfS4MJWueGeOhBwZ47rlxkJBO2oyOlKhWPAxTp1h02b5tFsvS6VvZiFMLeGHdFK4bEI8ZJJMWw8NFTEtndKSElNDcFGNosEgsZsytk7S1JRkfKzI1VcY0dFqycfKzNR57bIRsNoGmgVcNKBdd+lbY1Go+9/xuK1u25Djm9e2c9o6VZDL2/r5kykvVUVaraqEDSK3mc9cdW9i6LcfgQJ72jhQyhB39edIZm8aGGJoGgwMF4jGT3EwNx/HRdY0d22fx/ADT1EmnbRw34IH7B8g02Ni2QTptUyl7PPjAAJkGC9vWsW2d3FSV4eECiaTJ5GSFUEo8L2RwsEgyYdLcHEfTBFs252hqjhNLGGzdmuPxx4Z56smR/X3JlN3MDeixN4uiKH+R8bESd925hcGBAuWSS2dXismJMjO5Gs0tcTIZm1LJZWqyQixuMDZaxDQ1KiWPwcECpqFhGjpNTTG2bZtlw/ppmppiWJZOU1OczZum2bw5WmeaOpalMzRQoFRysSyd8bEyVsxgcqpCvlAjk7Fpbo6TL7iMj5Xo7EpTqXj078hzz11bGRku7u9LpuxGZbWi7Gtrnhnj4T8NsG37DLGYQUs2zpZtOaSUNDXHSaVMhoejLqwAk5MVEgmD0ZEikxNl7LiBZek0NNg8/NAAxaJDJhPdV2cyFg/eP0C14pFO25imjudJdmyLKmpd12c6VyMWNxgcyAPQ2GiTabQZ6M8ThiGdHSmGhgps3zbD3XduoVLx9uflUvaofrJaFeoPIOvWTpDPVxkeLJLJ2BiGxtBQgZito+vRfyyFvINpalRrPrapMzlRYWKsRDJpkc9HfYQAqhWPMJDUqv788WtVnyCQOE4UXsWiAwKEEExNVigVHXRdQ4YQhiG1uf1iMQPHDcjlqmTSNrWqP1f7OU4uV32Nr5LyikKxd4uiKK+alJIH7h9A1wTDQ0VasnFcN2B8vEw6bQHR06FiwcW0dDwvJAhgarLCbN4hlTKZmqrO71erejhOQBBIIOp+5ToBtZpPGEZ5PjVVIZkyKRQcpqcqBEFI4IWYlkap5BLK6LOplMXkRAXHDchmE4yNljAMwQP39xOGcj9cLeXPWqSsFkL8RAgxIYRYu8u6Y4UQjwoh1gghnhRCHD+3Xgghvi2E2CKEeE4I8cZ9+AsVZb+Zna3x9FOjCKBS9shkbGZyVWrVgHg86pZUqwWEQZSzmi4oF10mJytIJLquUSw4ADhOgB9IqrvcUztOQBhKKrWoIO77Ifl8jVTaZnyszNRkFcvUou5Ylkax6EbfIwSxuMHAYBHDiMZBGRwsUCy5rFs78RpeIWWv1UlWq0L9AcLzAtaunUTXNUpFl1jMoFx2KRVdbDvqJREEIcWii2XryFAShCHVikeh4GDbOgJJoeDg+yGzszXiCZ1crgaA6waUy170dD5XQ0pJbrqGaeqYps7QUAFd06hUPHRDYBga+Xxt/vxiMX3+aU86Y7N1ywyGKdi8afq1v1jKy5Jy7xdFUV69ifEy+dkquVwV3RBRpehUBWB+0KNq1SMIJJal49Si/vVjY1ETTdM0qNU8HMenXI4Gu9M0EVWyQnTjJwQyhFIpKvBXKx6mqYOUjI5GTTtrjo9l6oQB8wOpChEtU5NlhABNE0xOViiVHMZGS/vngil7tMhZfQ3wzpes+wrwRSnlscAVc+8BzgAOnVv+Gfj+YvweRTnQbNmcQ9cFW7bMzFe4Do+UsG19fp9CvobQNAxdUKn4aIZgeLiIYeiYls50ropEMjNTxbI0KuUouwFmclXsmEFh7oFaseiABMvSKZe9qMI1lIShxLYNikUXf67y1rJ0KmVv7h5fp1zxEBJeWDeJO9dqQDkw1FNWqz71B4ipyQq+F1AuufP91KtVnxCoOTXKpSquF1Kt1fA8CKXA9arIMKppDMIKriMplQrE4xqFfFQzmM+DEHlcV1Ishmi6pFCESjlHLhcSiwmEkOTzEl2rUapIdCGRCBxHoBselqGTTCWoVgOCUGJbOqWiQ8w2Wb9+irecsGz/XjxloUDV1SnKvtLfP4tl64yMFEkmohvFYsHFMKBUruDUHIoln2rNxfchCEBSo1jy0YTEcTRqNYnrlQiDkEo56mM/PFyiWNQoFAKqVUkYSLZvL0UVvaWQWE3guCFhIAh8g0otxNDA92FyKqDmGMRsC90wKeQdWBY9uR8dKc6PytzVnd7PV09ZYJGyWkr5gBCi76Wrgczc6wZgZ3+5fwCulVJK4FEhRKMQolNKObooJ6MoB4iNG6eIxQwqZY+WbIIwlJRLLomETr5QxHN9crkaoQzxPBdtiYoAACAASURBVEHgS4JAI5fzSKcFIHBqEt8rUChEs5rIUGNgoIxtCyYmAjRN4nmSzZvLVKsS35fUHI1yyceOGZSKAj+UOA4EvmByIodpaSQTMSBqdZtKWxha9CAtnbGZnCjTvSzzCr9OeU3VSVarQv0+Vq16VKs+UkrGRsuMj5fwvIDmpjiHrm5maqrKH+7bwROPDtPfP4thaMTjBvGExvDwGDu2T+M6Ej+IaoECHwxTYpoaphk9lXGcEMfVCHwQmqBQDHAdsOyQWExDN3SEH+B5EqcUEkpBrRrgupJKGQwjah7quBLPhaof4rmCUEI+7wKSWGyGWExjcsImlcrQv2OWX9ywlkrVY8ML0/zNKcs54cRllIouO7bPUql6pFIWPT0Z0hkbTROk0xa6rgqc+5QEeQD061GUerNzWiPPDRgayjM9XUPXBO0dKVasbGT9C1Pc+7ttPPXkKLWKR7Xm07eigWRSMDA4ysREDacaIqUgCCAMwbIlhqGh6+B74Hsh5ZIkCKFalchQ4geSmB0Sjxvohg5CUqv5uI6kWgvRhMTzo6zWtBBd13BcF9eBih/iOoJCwUPXASGJxzWy2RjLe+NUK4Kt22bYsnkGy9L543E7OO0dKzjyqFb6d+QZGy0RhJKmphg9yzNYloFpaqTTarCmfe7VZXVWCPHkLu9/JKX80St85hLgHiHE14haZb51bn03MLjLfkNz61ShXjng7WyxGoaSYtFlcCBPqRS1bl2xspFMxubxR4e5/4/9PPnECPGEQa0SYMd0KpUiw8MTuE5ItRoCAs8HTYBlSXRDw3QFgR9QyIPva4QhOE5UcBdCYtsSTdPQDY1QBlRLUYHdcQLCIOpSpRshyBCh+wjA88DzQnxPUCy5CAGGnseyBImESyq1jMnJMjv6ZwkDyaOPDPHmN3dz6ukraGtLsGnDNLmZKqap096epKMjhdBEVFaIq9lN9rk6ympVqN9HxkZLPPvsGJs2TDPQn2fDhml8P6CtPUlLNonvBax9foJQSpb3NpCIR6PcF4s1Nqyf4cknXDwPXBcMQ8Myo7AIAwFSw/c0NE3gOi6upxGPGegWWLaBaQqm3QqBr+HUNOKxJsqlKo5TIAwFhgGZhiSlooMQAtf18byAWhU8V0eiI0SAhsQwBQJBrRZSLkvuu3db1FTJsDni8HZMS6dW87jqR8/w7194gGU9afr6GqlWfcZGS+TzDq3ZBEcd3Uq2Lclxx3Wy+vAsqZS1v/9ES5TqL68oeysIQrZvm+HJJ0YZGiqwaeM0/TvymJZGV1eahoYY+dkaa5+fINMYY8WKBuIxnVrVY3KiwLZtY4ShR60aFeQtS0NoAuEFeJ6GDHVcV2Caklo1AHTicZNQShIJE8/1KBZdPE+jWjHo7c0yOjyN74VIGRCLGdiWRbnsITRBrebieSGWbeK6INAQWohhhBhm1C2rXAqpVqvcestaNM0kmUywYkUzsbjO0GCeL/w/9zMzU+V1R7fR2Bgjn3cYHS3hOgG9fQ2sXt1CV3ea497cxYqVTWqapX3mVWX1lJTyuFf5BR8HLpVS3iyEOAe4Cjgt+uLdqA5ZygGtXHbZuGGKp54cY3K8zNp1E0xOVGhoiNHRmSQW0xkcKDAwUKCjM8Xy5Q3YtkEYSLZum2TDxiGQIeWyQNOiB2MAoQxBagShQegKapqP6wlMQ8eOGchQkkrbzM6W8L2oBavnxWlqSuJUJ/F9CSIknYrj+3K+aX615iPLIbGYhe9JkBpCzGW1ruP7knI5ZM0zU6xbO4WmW3R3N9LQEMfQBY88PMjPb1wLSI4+ph3T1JiaqjA+XsbUNQ47PMvy3gyrV2c55vXtqhXWPlU/Wa0K9fvAE4+P8NCD/STiFuPjZTZtytHUHMPQNcplj8GBWWZyDrVq1H9ndLjE8t4Yk5MT1JwKQSAoVwQyFNFNoggJwxDTNNENncCX+L5PqRgihEYyYSKlQCIxTR3fczENCWhYts7a5ycxDA3bNnBcH03zkTKcG6kziPoOmRr5vI+mRTeSmjCJxTQ83yUMAjQ9qkQoFAJisRAjXWVgqJ+OjibyeZvxsaif0kB/Ht+X6BrYtkFvb4ZiyWPNM2P8zcl9PPynQZ56YpT3nX04be3J/f2nWprUk3pFeUWO43PXnVvYvm2GRMJi44ZppiYrdC9LEwSSmVyN/GyNwcEChhkNmDQ+VsKOuQwNjxGEHr4vKJc0dF1gmhqSAEJJPG4jtOgJUM3xmMntbF1lRP3eERi6hhP66LpANzSCUPL0U2PEYvpcQTokDH003Z7vkmVbJq7rMZPzMQyBbZtouk7MFriuG/0bYOn4nqRY0EgkfaTMMzRUYXWqnfEJn3zewbJ01q2dpGd5hjCIntSbhhbNgBJI0hmb22/bRG9vI2e++1BiMXWrsE/s26z+CPCvc69/Bfx47vUQ0LPLfst4sbmnohxwpiYr3PKbDVQqHpomWPPsGALB8uUZak7A2FgZpGRosEAsbjA5XqYhY+AHBUaGcwghcV2o1QS2pSEEhGGApmmkkjFqNYkQUKt51GqQSJogBTKM7qmlDNFEiKYZWLZObroajYxvG4RhiNBCPN/DNG0cJ0DTBImESaXs4XkepqlhGAa2baDpIZ7rIrTo3wPHCXE9STLpUiiO47pxOjpMRkYdfD8aiG/t2kmyLXGEgM7OFGEo2bIlh2VrxGIm69dP8ta39XD8W7rnx3VRFlmdZLWqgl9kzz8/wYMP9NPVlaFa83n+uQmyrQls20A3NDINNjO5Gv39sySSJprwGBoa5dFHNgEVZAgIDU3oGKbAdQPCEBKJBLF4DNsy8HyfIAiRRH1+7JhBEITomkDXBJ7vYRgGQggMPSq4B0GIbmjomobQwHM9LEsnDCVCiKjZ5xzH8RFCYlkGyUQCy44R+BLPC4jFdHxfxzQh8EPy+SkefGAjlWoeXY+ahq59bhzbNkgkTYQmyGQsLFvn4T8NkM0mMC2dX9+8ntnZ2stdRuWvIKXYq0VRDlZhKPnd3dsY6M+zfHkjmzflmJ6skG1NoOtaNIVRo82GDdMUCw6xmEYYVnjuuR1s3jRIGEbN3V03mm4OosFONc0gmUxi2RaWpeE4HsgoYzUtqmR1vRDb0gnCgCCMpiHVhJhrphnM7SswTZ0wDAmDEMvS8fxotHs9amePlBLH8bBMDcuOnsjrmoHrBkiiVlueq6PrEAQeW7cM8uya7QRBGcvWKJUc1q+boqExhm3raLogm42Tm6mx/oVJli9vZGS4yF13blEj5+8j+zirR4CT516fCmyee/1b4IK5kZVPAPKqP71yoCoUHH5983o0TdDWluSRPw1hzN1La7pGImESs3WefXYcIUA3JNVagYce2sjMzCRBEGKa4Hk6sViUo74fYtk2yVQSyzIRIspSYK5pvI6mCcJQzs1g4iE00A0NQ9cJwhDHCdANDSGip/q+50f34LqG74fEbANNE3PdsUI8z8e2DWIxm0QySRhGU97pBmhCR8po5ilJlcce3cxg/wjgEY+bDA3kmZqqkGmIZsWyLJ1sNs4L66Yol126uzP86aFBnl0ztn//WEtYvWS1KtQvItcNePD+fjo70xhGVLhNpaz5pywQ3UyOj5cAj+3bR5iamkbTfGo1QSoVo62tjSDQCWUwV0toEE/ECaVASvA8B2QACDQRjVLvOiGxmIGua7iuR+CHmKZBe3uSatWbO7cQXRe0tiYBA9f1CMPoZtGytGiEZktDyijUQunhBz5SRoETi8cwjCgQQWLoaZb1ZHFdHZA4TpXh4VFGR6ZBhExMVBZcm0TCpFbzGRoskMnYBEHImmdUAC06CYR7uSjKQWpkuMiWLTm6uzNUyh5bt+Zoaokv2KdUcnFqHuVymR07hsnnCxhGSKEg6O5uIJXKAuD5AZoOpmliWRZhSNRX3ncAiZRRgV5KQELMNpAwl8GCdDpGY6NNpeIjRNTMtKHBJp2JEYYCx42mQYrZUUVtGEp0XSClBkTfI0NJGIJpWVimha6B70XHS6Za6F7WQKEg5s6/QP+OYcqlCo7rz0/ZtFNzU4wdO2YplVw6u9L075hlaLCw7/8oB5tFzGohxI3AI8BqIcSQEOIfgX8Cvi6EeBb4/4hGTwa4E9gGbAH+G/jEov0mRVlkzz07jusENDTEGB4qUKl4JJMLu29OTJaBkLHxHMPDo1RrFRDgOjrLerIYRhqBnGuZqhGL2QhhIEPwg4Aw9KKpyGV0T11zfExLx7KiJ/Gu4wE62WwCw9Rw56Z7rlY82tqTmJaBH4S4roeuC2KxqHJV08Tc/b8AAlzPQUrmHtTFMM2oP3wYBoSBTmtbG+l0nGpNILSA6ekptm8fQUqPifESYfBi5aqmCdIpi+efm0DTBV1daf704CC1mo+yyOooq1WbukW0Y/sMnhdgWTozM1Wmp6tkWxPz22u1Gv394+RmCpgGBIHAtCBuW6SSSUzTpFiawnWjQrqUOkEgCfwAy9Io5MsEQRg9gfGYG6kzpFpzaW+P47nRlBoSgR3T8AOXMAyQUs4FVkAoXWxLo1wJ0FyXTNqi5kQ1lzunQIrFo1rHQqGGbRmkMzbVGR9dj0LO9z1yuSJ9K5JYZjOtrT7FYhHfC/ADn1D6bNpYI5X2aW5qQpsbHC+ZtHjhhUlWrmomm02y9vkJ3nJCtxroY5FJNfq9ovxZa9aMkUxEudPfP4uA+cpXiaRUKLL+hTGKJQfDgMAhGoskkwTsue5Kk8hQIxE3CcPoaYyhg+v5VIouSEkiYVAuR//a+77A83yami0qFZ9a1cMwNXQjnJv2KETKqHAeygBdj8ZTqdV8UkmddMZgdsYhCML5c00kTapVDy9fIR43o+agUmIYJpYV9e+cncnR2tpCY0MWSY1SqYTjAqFLzXV54QWHI4/qJJOJ+mQKLeoe0L9jhqNe104qafHM06Ms72147f9QS9xiZbWU8ryX2fSmPewrgU8uyhcryj7kOD7PrhmntS3qqrl+/VTUNH5OGITkZnJs2jgxd68r0D2IxTSy2TRSGpiWSy4XzQdvGFGlq+eFJFIGpUINx/XQtGhcqmo1ul8OPIkmQhKpaG55z4+yXEoPGUYFeiEgCAKCwMW2NWo1jUrVIZOJYZka4+POiy1hdQ3L0qhWPVwnIJWO4XvRQH2WaSKsqEKgWp2mIZOlpSWO55WpVh1cN0TTalSqNTZtCulb0U4sFgMgnjCYmqwwM12luSVBEIRs2zrDkUe1vuZ/q6WuXrJaFeoX0bZts/NTHJXLHju7thQKBUZHR3Ech2qFBX0zZKjhui6VikuxJGloiPpeapqP5/mEIVSrEEqwY6BpYJo+xYJAGBJNhzAAKYtYNnRmQIbgeWUk0Y2qHYMwEOh6DZCk0tDcAkHg4nnuXJMlgaGD5wlMIyAWi6ZKCgOPQsHD98EwBEKTGHOj7s/OFpmaKmNZ0WigQaAjRFQ54Hkhw8MjjI6Okkql6OlZRjxuMDVdQcpoRGgpo75SPcvVzeKikUL1qVeUP0NKybatM3R2RoXYmZkalqUjkYyPjZObnsYPAsoVMT/vexBEL0rlMk6tjERGWWxJwCUMo7wsljwMHRIJ0DXQdI9qVWCYkjAAXQ8IQ4dkCpqao9Hwg6CElFHTTsuUeJ5AiBKaBi0tYJjguVV8HzRdYJqgz2W1bQdRV6hAEgQOpaJD4As0QTQYlAW6LhkbmyQ3LbBiAiF0ZCDRdIkWQqXismP7DnRDp7mpmY7ODuyYTi4XdY9qbIrRvyMfdeFSs5csHpXVivJnTU9Vo8rSucE6Z3I1Gpti+L7P0NAQxWKRMIwy0zBAiGhKOpAU8nlcFywryq1obCqHIATfFxQLLroGqSToRkjgu7iuwDAkfiAQWhWEpLklylvXcwgDB02P7oV1fW7EMuFhmtDZGd2fO06ZMARdj84pnGv9mkiCZUeDszpOBacGCIEWSgwDTDN6Yj84OD5/v43Uo1H0BSCje+5NGwvYMYuOjk4aGjIIISiVXZpbEiRTNtu3qUL9oqujrFaF+kXk1Hz0l4wUPDU5xcjoLuMaCKI+OKaBPjclhaYF+L5DLBZjeW+W6ekZEgkDEHheiGEKEokCDQ1pOjs7AVj7/DQzMw6mEd1sHvfmDlzXZfv27XR2dtLQEBWU1z43SaEQBdnhR2RpaYlq+AYGBgjDkN7eXooFl+efnyQWM6hVfV53TJbmZpsgCNi2bTtgMjFuEo/rCAG+HzUrWrYsxfjYOEKEJBIJXNfDCGU05ydRbaYMJcVCkc2bt9DX17fwgklJoPpqLjrVX15RXp7vhyDZrVvUwI5+8oUXm5kLAZrQsCyDIBAk4gauW8MRAc3NzSBNatUSyVT05KhS8Wlt0wnDPN3dXaTTaaSEB+8fjvrSuwHd3Wl6+zLkcjkmJyc54ohD0XWdIAh5+E/D2LaO44S86U3d6IYgDEM2bdpER0eWlpYWBgaKDA0UsGM6Ti3gbSd1oWmCUqnE0NAwmmhgcjKY+/dDUi77dHYmMUyf3NQMuqYTi8Wo1Tw0XRKGAUKEICDwAyYnJ6k5NVqaO6LuAkT/XiGi66YK9YtLZbWivDzfj55m78pxavTv2IHrvdgHXgjQdQ1dj7ooJRIG5UoFTRN0dXVSLJRx3XCu8hZq1YDWNh8pHVauXIFhRK2gnn12injcoFbzed3rsmQabAYGBkFKevt6gahiYe3aKXRdkEpZHPP6qABdKBQYGRnhkEP6sGM2Tz85FlW2hpJMxuL1x7ZGU1uPjTE7m6dWbcBxJJYVVUJUKj69y5vYum2aUrGKZdlIU8f1fHQtxPNDhAhAgFNz6d/RT0dnB5qWmr82hq7hzHUNUBZXvWS1KtQvokTSjEbhBOJxnYmJCTy/QCaTwbZtJicnaWpK4XsGiYSJ6wbE44J8PodlxVi1qodVq5rZsskBEY26GQQeMdtF06CnpwfLiloC9PZJZmbG8H3oWZ7GNC0q5agfezKZwjCiG82uZQ3MPD+Bbgiy2eT8TVk8niCXm8Y0TBqbTCxrhjAAw9Tp7GyY36+zs4OhoWFs28Y0TQxDo1RyOeywLL29zQz0B+Rnp6g5DplMA0EQDaDX3KxhGDMIIehob2d8YpyNG7ayfPmy+dE5JWCZOsoiU1PaKcrLMgwN3RD4fvQEKJ4QbN/Rj6Y5tLe3Uy6VKZVLdHU1MTUpSSTNucFDXXw/oKGhgVUrl6MbgqGhHdi2iUDgewLfL5LJJGlra5vPua7uDGNjRYTQaGtLYZoWrutiGia2HZs7J2hrSzE6WqS9PYUde7HPqGXN7W9atLWlGB4q4bohHZ1pUqmoWWo8HqdQKDA7W8I0M9i2SVQp7HLY6m6QkslxSaU6g0SSSCaxLZ2q4dHaZlCtTpFMJUinM3M3nQ4rVh0NRE+WNBEN3KcsMpXVivKyLEuPuo/OMQyPDRsGsW1Bd3c3E+PjhFLS1d1ItSIxDW3uaXkegSCbzdK3ogcZzrBu3WQ0vZwfEpiSIKjS3d1FJpMBwLZjWOtnCYLo3rupOTV3rBqNjY3z99TNLTqGnsPzQ7q7M/Prk8mocO35HikzTUdXhv4deUDQ29dEPB6N2dLT00OxWMS0PHwvRixm4vshqaTJIYcuQ4gk69cP4jgV0plmUqGNZRmYFZfmloBqpUi2NYvneYyNjmEYGWLxlQC4XrCge4KyiOokq1W1+yJavTpLrebh+R7r1z+D4+XJpJvnC/SNjY0cesgKWloS1GoBQRCQz89g2zYNmQY6u1JomuCQw5qoVQOkBN/3kZRoa2ubL9ADtLYmMIyoH2dHRxQm1VoVIQS2bc/v19ISJwhCstnEgqcs8XhsbvRkB00TdC9LUyo59PQ0LNivtbUV27YwzQq1WtQdAAnLexswDI1lPY2k0k0Evk+lUsD3A/wgpLe3iUNWrUIIGB0bo7t7GVKalKv9bN26FcfxsW1dTWu3L+xsKvRKi6IchIQQHPW6NqanK8zmZ+nfsQbXcedvtkrlEsuWLWPlqugpeDQDSTRgXjqdoSGTorEpRiZj09QUo1YLcL0AhIem+XR3L5xWaHlvA54XEo/pZBqibK5Wa/M3eTt1dUVT6b10vuF4PE61GjWFT6UsEgkT3wvp3aWPuxCCrq4uNC1A0zxcN8BxfDIZm8amGA2NMTINSTLpRirlMjJ0cN0AITRWrGynZ3kP5XKFQj7P8uXL8dyAgYHnmJnJMT1d5YgjswtaNiiLRGW1orys1rbE/CDL27Zvo1jaDlJn2bJljI2NIYFVq1bR29tCGIR4fkDNKeL7PqlUE93dDZiGRs/yTDQAdCBxnADbrmFZJq2tLzZT13WN5b0NlEoe3d2Zuex3CcNwQVbrukZra4LADxeMmWXbFprQqNWirG5vTxEGIZoGbW0v3ueapkl7WxuCSjQGVSipVnxWHdqMpgk6OlOk0xlisRjFwgyBH1CreTQ1xTnkkD6amhqZmpzCNE0aGrM4boH165+a68brsfrw7L7/wxyM6iSrVaF+EXUvS6PpAb+7+w9MTIzz9rcfRrnsMz4+SWNjEz09PQhNsKwng1PzqFZLGIZGKtVEpiFGLG4wPlbCsnRMS2Nqsoxtu8RiBu3t7Qu+S0pJW1uSTIPN2HiZ/h2zjAyXkKG94IYyN13lmGPbSaVtqhVvfr1lxiiX/n/23jtOrrre/3+eNr3P9s1ueiEFQggkUVCkKB1sFEUFL18L18u14fVe2y1eu1dUFAuoF0SaoAJSFRQltEASSCPJJpvdZPvs9JnTP78/zu5sJhsQ/OL3Z5J5PR7zSHbmfE7Zs/M67/p6w65dGfr78uhVm0QiUCslncSksaj5LFzXJjNWpq09Qi6rk8lUaW8Po6kayVQTQpjk82VCYc0bkxTwM2fOXGRJZufOPbS2NbFgQSvrN6znz39+jmNXtNV6pRp4bSAECEd6Ra8GGjhSsXRpCwP7hnn0kUfx+SVWnjCf3t3DlEsVuru6SKVSXtCyO0o+V8U0SoTDIVQ1RFd3jErFYmiwRHt7BL1qUSqZ+P0VkskE4XB9oFJVJdKpIMGQRl9fgd27x8mMGcjKVJDWdQSlksmqVZ1UKxaOMyWjq8h+xjMmu3eN09+XJxBQSKWCaFo9d4ZCIdLpFD5fmXLZolK26eyMMjRQpFy26O6OoagBwuEwhlEmn6/SOSOCqsokkwlmdndTrujs3jXIiuPmEAwpPProH9nbP8jSZS1/2xtyBKLB1Q008PJQFJmVx7ezdu0GnnvuOebOa6G9o4WdO/uQkJgzZw6BQIB43E844iOfL+M4JslkGlX10dERYXy8SnZcp709Sma8im1bqJoxEQSt59BwWCOZ8GMaNn17cuzqGadcAk2bSpRVqxbBsMaxx7UzNlbZr5JAAnwM7PPs8eGhErG4n7a2COKALtOWlhb8ARV/wCCTqaCq3mjqoaESfr9CMhkkHE6iaiq6XkLXrVpgoqu7i2QqxfDwGMWCwRvesJDM2BgPPfQICI/nG3htcShxdaP8/lWgVDJr439CYY2hwRLrnhkgnzMIBlXaOiQGBx8nM+6y8vjjeG5dL319RWxLY3TYpG9PPzNnxglHVCJRnUIBZDmGEB5R3HHbFhDguC625eK6Lo5r0dLSXCMf23YZHS1j6A7t7VHGxipsemEE4Qocx0FWJDKZXjo6o0TCPmbNTvCfXzyZ7dszfPVLj5MZr5Ad1xnYV0TXZYYGC8hyCU2Tmb8gDcDe/gLhiI9EwgsQRCIxDN1PPl/BtlS2bh1j545xkLw+086uKPmsgyxH8PtKhIKecv7QYImBgRKWqaHrLpXyAAsWLiKV8jEy0se6Zx9laOg4Bvd5bQOdXTFWrfKyXIZho6oy6aZQw/F/VWjMoG+ggUymiqHbyLJEKKyxZfMImzeNYeg2iVQAf2CMoZH1WFaUo45awn33rqe/30FVAoyOZEkmq3TNjCNJNsFwFdtScd0gPp/Ctm1jjAyVQZqYP2w6yLKnXL9w0VTmp1q1GM9UMU2H2XOSrHtmgN27crhCIFyZTKbA4D6X5pYQfr/K2ecu4IMfXsFPrl/PPXfvwDIdRkbKjAyXsGyZkZERZEkiFNI47vgORker5PMGyVSQ0ISSfzzexIvbspRLVVxX4akn96GqMu5EEDga9WHoIRAG4bCOojqMjpbp21MgO65jmn5sx0TVejn7nOVs3ryFwaH1PPanII7Vxnimis+vsHhJM0uWNqNXbRxH4A+opFKBuoByA38JDa5u4MiG47hkxqq1qVGSJPHMMwP09eYAaG0PMTS0ntGxXppSXfj9CXp2bmVsVMIf0BgaHKStI0JHe4RA0CYQMJGkMIYhkUgo/O7h3ZTL3khQ23Y9jSrVRvP5iEQ851cIQSFvUCqZuELQ1BzmxRczWKaD67qATC47SHtHlHQ6gN+v8rkvvIFly1r498/9gR07x6mUbQYHiuRyNo7jMrBvGEmWSKeDtLdH2bu3gN+vTlTYykiyTDjcxJ49wxhVL1P/2KO9tSrZmTPjCCFQpCiQJxIxsCyb/n6dvj15KmULXfehqiVaWkc4YdVKnnlmAwNDf+bBB8IMD0lUKxaxuJ+Vx3fQ3hGhUvaSepGoj2jUP+1eNPByOHS4WhIHhpDq0VAxw5tp/MzTA2zZMooEZDIVnl035M19bwmTSgUYGxtn964+giGNNa9bzO23bsHQLVKpMP5AiFxWxzRtbNvFdW06ZlgsWjQXXZd5+skBXFegajKyJHmRulSQ8fExKmVBIhGnqzuGz6cgKzKrV3fy4AM9DA16Ik2yLFMo6IyOFpBQkCQZVZP50JUr+bfPnlgjiqHBIpdcdBdbN48BAsfxZtO3tsY9kTzdxjQcTj19Nqoq07MziyRBsWjSu3sc06rQ3BxFkvzksjqO406oLrskkgGOP6GDbHaIbVvHKRZ8yLKCz6cQDKnE435GR8bRdZuZs1IctzLJk0/sxB/ws2jRPFRVY2io/Qp2AwAAIABJREFUyNholeaWEMuPbUfTZIJBlVWrOzn6mNZps0kPc/xVDLKiKy7+/M9rXtG24asffFYIsfKvOU4Df3c44rnadQXbXxzjybX7GBwqAYKenVle3JYhFvPR2h4lGFDYvbuf0dEM3d0JorEWHnm4B4DW9iSWAcWigWF4Bp2iWMyZB7NnL6B3d4HtL2aQZAlNk5GQiER9RCIKQ4NjuMJHe3uC1tYwSBKxmJ9ly1q4+ecv4Dgu0agf23bJZEoU8jqqquG6EIv7ue5HZ3P6m+fUruUPj/bygfffSy6vI0tg2xbRmJ+mpiiqKlMsGsiyzKXvWcbmTaPk8zquEIwOVxgYzCFJBu3tTZRLDsWiiUB4gWIBc+clmTs3wZ49O9i5w8WxNW9Kil8hEvUTCEgMDmQRwMknz0Y3x+ndNU66KcmcuTMxdYehoSK5vMnChSnmzU8DXtBgzetmsHBR05EmqNfg6gZeDY54rq5ULF54fpinnthHpWphWQ4bNwwzPFSiqSlEW1sEx3XYtm0nelXn+FVzeGFjkZ6eDAG/QktrknzeQq9aGIaD47pEIgZHLU6QSnXw7DODjI9XJ8TzJGRFJpkMIEkmI8MFVDXEzNkJ4rEAQsCcuUlkGR64vwefTyEQUDEMm+GhPKbpoigqAli4MM2tv3wHHR1ei5TjuPzP15/k2996EtNyQbgI4dDcHCUW9/ZdLJq0tIQ4+9z5PPXkPmzLCy709xfIjucJhgXpVDPZrI6h27jC42pJglWrOgmEBS9u62Ffv4oka2iqhM+nkEgEMc0qmUwJn0/lokuW8uSTWyiXTWbP7qa5OUUupzM8VMK2BStWttPcFELgiWafcEIHnTOOuKz+Yc/VDaf+L2DD+iHuu3cHgaBKU1OIoaESD9y3E79fRZLBNF3CYZNSeZBYNEY41M7vf7eLUNihuzuN6/qxLKdWflOplCgWSyQScb701TP48hf/jGHYE4IgnoiTz6dQKpUYHx8n3dSEXpVYsrSZ737/TEIhlcvfezfrnxsiHp+Ktum6QS6XJZVK4/NpWJZLtWLxoxvOYc3ruwC4+uMPcf9vdxKLexn4fL6Aruu0trTU/tQdx6VUsvjSV0/hjDPnsW3rGB+84l5UVaZcyaFXdTo6OpBkT2VTuAJJ8kb4vfHkmbS2hPjxj59EliwSyRSKrHlzjyWJQEChWBxj716DcDjIqad1sWvXDkDGp7VjGOAPaFTKFslUgLPOnocQMDpWIRb1cfG7lpFOBzlC8NeRz4y4+NNVr3tF20b+5YGGoXj44Ijmatt2uffu7bzw/DCpdIhYzMe6ZwbYsH6YWNyPaTogBJovR1XP09HRQd8ewbatozS3QFtrK7oucJzJX6Mgl82gG4Kjj57Bey5bwZe/+OdaRlySQNMUVFWeUIw3aGttI58z+dA/Hse733M0hbzOuWfdim27tXUA+XwewzBoafZ4t1QyCYd93P/wu4jHA5TLJmee/gvyeZ1IxAtkjoyMeNor8ak++mrVQpIk7v7txaTSQW67ZTPf/fbTxOM+hoeH8Pl8tLS0TGSo9nsGlS2u/tfXcfutz7P+uT78folkMs0k5SiKRCAgMzwyxMgwzF+QZu5cjb379hIMxLCsJEJI+H0yhYLJ0qObWb16BqWi6fXfL2nmvPMXHEnCeg2ubuDV4Ijm6mxW59ZfvEAup9PcHEaWJe6/byeZsQrhsA9dt/EHwLIGEcJh1uy5/PGRAYrFCp1dfmLRJnTdwXWFVxYtbMazGYSj8d7LjqdSsXn4oV2EwxpCMKEzpQCCgYEBfH4f0UgSw3D4wY/PZvGSZv7wSC+f+NhDRCK+uoDk/rwrhKBQMDn5TTO59rqzAFj3zACXv/c3BIMqmqZgWRaZTIZEIlGbJQ+Qz+ssWdLCL25/G5WKxceuepAN64cIhrwJWclkkmg0imk62PbUWGhFkfncv5/Ev/3Lg2SzOaLRMKGQF1CQJE/YWpFN+vtHKZVUTjl1Nro+TL6QJxJqo1LxoWneuFa96vDmM+bS2Rklk6lQqdicceZcjlvZ8f/0/v//jMOeq4+ocPqrxY7tGe69eztt7RFaWsKYpsPvH95NKKQRDmsEAyrVao5t24bx+5IsXLiQJ5/YjaI4SIRIppLMmpVg3vwUCxakSTeB5isxf0Gajo4UX/vy41TKFvF4gGBQIxTS8PkUXOGSy+fw+/2EQyFSqQBbN4+ybesY27Zm2Lh+iFisPmtt215pjaapE//KSDJ879pnAK/a4IH7eojGpnruNU1FCBfHnRqBoSgyPp/Md695Gk2Tue2WTTWjNJFIIIQgn88jSxLBgKfiHwxqpNNBHvn9bn77252sXDmLphYNSc4za3aUefNTzJuXYsaMOIFAEk1TKZV0enoyLFu2jPEM7Nq1D0WxCfgVUqkA2fEqTz0xQCCg0jUjhm0LbrtlE5X9dAEaeAkcIoIeDTTwWuHhh3rYvGmUWbMTxON+9u0tsnHDMOl0EL9PIeCXGBkdYldPke6u2QQDCXZuH8XvA+FGaW9PMHduivkLvJc/UCYctTl2RSelksPXv7KW0ARHT3KeqnqiSNVqlXgshqapxOJ+fvaTjUgS3HnHVqpVu86hB0/8VFXVmnkRifgoFg1+e88OAO7/7U5yuWrNoQdPXMmy6rkvGNQwdIdbb9mMLEv85Pr1RKM+NE0lHo/Xzk1V5drzJRTSCEc0vvHVteRzNiuOm0E06uDzl5g/37v2uXNTtLfHEW4Uvx9292RQ1QgzZ85hV0+JkeFBggEJv18lnQ6y6flR+voKRGN+Zs6Ks23rGA8+0PO3veGHCxpc3cARBF23uf3WTRi6Q1eXVyH6zNMDjI1WSKWC+P0Kimqzu2cvo6OCpUuX0tebp1CsoGoqfl+SGTPizJvncdWcOTEkKUdTk8bKE2byu4d388B9O0mlgjXO88ZGS+TzeVzXJZlIEgxqCFfw8xtfwOdT+M41T6OpSp1D7zheC6yqeja1JElEoz7++Ic99E60B1z3vXUAtQCmt600jatjMT9bt47y/MYRenZm2bhhmFQqSCgYIhAI1M7N51Nqz5dYzI+uW3zty2tpbU2wYGETmq9MKi1YsCDNvPkpZs9KkE4ngDCq4vLkE70sWLCAYCDFtm3DlMpZAkGVcMhHJOLjkd/vxjAcmpvDdHREuO+3O9m2dexvft8PCxwiXN1w6l8CQgge+f1umppD+HzeF7Z3dw7TdAgEVBzHYd++AUrFAq0tCVwnxlNPvUCl6pBIRvEHfIwMlwCQkCiWigwNDRGNRmltbSUe97Nl8yiaf/otKBaKuI5LMpn01k844Tff9AI33/QCrium9S5alo06MaNzEpGIj40bhuntzfHLO7YghKhTMJ4cxXEgAQUCKsPDZR59pJeHH9pdqwjQVI1INEKpVJq2RpIkyiWL0dEKfr9Gd3c3IOjr68OdEH2yLIexMZ1UMk4o5OPFrRl6e4eIxVqJRH0MDA6SzXpln4lEgJ07x2tOfDodJJcz2Lpl9JXfxCMUQkiv6NVAA4cDMpkq658bmhAS8v6uX3h+hEDAM+Z0Xae/vx+EQ0tzC4WC4MknXkSSIN2UwHUhl/MUiyUkhgaHKJVKtLd3EI1EkSSJ/r4CwdB0CZpcLoeiKkSjXvbE5/Pm0T/0QA8/v/EFgsH6NUIIbMtG0+odfU1TuOHH6xFCcMOP108rX1dVzZuEckBlXSikcuvNm/jdw7vQdQe/3zteJBLxZi/nctPOORBQGRwo4bqCSDhCR0cH5XKZgcHB2jb5vIFjQzqdQJLgqad2UMi5XnUBLn39/VSruqdZENJ4fuMQQnjPpa6uGM9vHGZstPJKbt8RjQZXN3AkYdvWUTKZak01Xtdttr+YIZHwbMxsLsfg4KCn6RRvpW/PMFu3jhIM+mhqijM+rmNZXhLKdV329PXhCsHM7m78Ph9jmSqlkjltUodt2xSLRcKRcI1744kAf3psD4/9Yc9B+X0qUTbF1bIsIVzB7bduZt/eAk8/ta8u+CpJEqqqYNt23b4kScJ14cafbeSWmzfV3gNIJBK4rkuhUJj2+woENDa9MEI8EaClpYVYLMbw8DCFYgFpIio8PFzG7/ORTEXRdYcn1j6PY0dpbU1SLpfYt3cftuPg9ys4tsuuXdmJ61JobQnzyO9347pHdPHIK8KhwtUNobyXwL69RTJjVbr3Gxu0edMo4bCGaVkMDAxgWxatbW0EAwF6evbiOC6hUAi/34/ruoyNVWjvCGFbJvv27cPn85FMJimXy5SKJo7rUshXkCXPWBMIXMcln8+jaVot0wIgEPzh0e2EQgqOY1IsWhPllN6X0TSNid76emLQdZebf/4Ajz2axTB1CgWz9tmkgVgulzHNyfeliXJ6m5tveoxqpYwsG7U1siwjSRJjY2NEIhGPmCTPGC6XDRTVC2BIkkRzczPDQ8Ps2bOHjo4OslkD13GRZIVEIkomI9i2bZhwKErnDG/m6OjYGKZp0dzSDAj29OY4arEnPtXcHOSJtXs5dkV7Y7zSS0G8tgqckiSdAXwbUIDrhRBfOeDzjwNXADYwCrxfCLFnv89jwFbgV0KIj7xmJ9ZAAxPY9MIIiiLXOKFYNBgcLJJMBiiVSgwNDaOoCjM6OjAMg61b+qhUFJKpKLIsoyouAwMFwhGZXDbHeHaceCyO3+ejVCpRKJQxTZtcroTPJ3tcLQSmaWKaJqFQiGKxWOPTSsXm5psfZyyTJxhUMIwprnVdF4HAsqw6rhZCsHtXkV/+8h62bh0kElEoFKa+x7btGbL5fH4/xWaPq3Xd5eab/kypVKpxtSRJ+Hw+KpUKY2Nj+P1ehZYkSZimi2HYFAplSiXFG40UT5DLZVFkmWQqyeBg3utFlWRS6Ti5XJ7NW/qY0dlKV1cXAwMD7Nu3l9bWViKRKCPDFfJ5g0QigCxLqJrC888Pc8qps//Wt//QxWvM1Q008PcM1xU8sXZvXQtl3x4vQy3LMiOjo+RzOcLhMK1tbQwOjDI8UgD8JJMxEB5/jo6WSKX9DA4MYhg6ra1tWLaFaZmUSzqm4VIulxEIEB63lstlABRZIZ/P145fqdjceOMfqVQrICl1NvVk4qpardbG1AGYlsv9921EsBdDrwJT9jETy03T3I/fPZ52HJc/PbZ9oiUA8nnP5p7k6kKhgCR5/f8SHlcX8haucBkbzROL+0gkEhiGwd69e+ns7MSn+RkbLXsBbEUlHAoxPFxBUQaYO28GwWCA4eEh+vv76ejoIBz2sen5EZYs8WzqUFijry9Pf3+emTMTr9m9PuxwCHF1w6l/CQwOFpGVqZvolZ3rBAKCvXu9jEYgECSfzzM8PIzjCgxDxjAqWJZHILYN27fnmQz0maZJX18fALoOjiNTyBdxHKbBsqy6LIsQYBhgmKBXJaxaIFCqnZ/runXk4x0Tenf3kc25mCYHhW3ZNaNxktB0HXp791IqS9gvcX7ZbPaAY0lINrVrnERVr9Kzq4dCAcpFiYmRy9i2hKnLyHKR3t4KAX8Av89PvpBH13VisWby+SnCDAY1MmMTis/JAA1Mh4DXLFooSZICfA84HdgLPCNJ0t1CiC37bbYeWCmEqEiS9GHga8BF+33+X8AfX5MTaqCBg2DnjgzJxBQfVMoWkgSZTIZsNouiKPg0jYHBQSzTRCBhmoJCweNXIUC4IMlTZYj5Qp58wTP+xsclHEdifDzLAQl273iVCpXKVFZa16G/r4RhyAeMMpKYMhjtadkcy4ZNm7Zi2wLDqP9scj+GYTDVFjgZ0IXe3jLV6oHHO/j5WRa4rkR2PIck13N4ZjxDZjzD8JB3DC9+IGGZ3uGGR7xefZ9Pw3VdBoeGSCR0NDVKpWKRmLgPyYSf7dszDaf+ZfBacnUDDfy9o1QyyecMZnRNibMVCgaSBP17+zF0HZ/PhxCCPb292I6DYcjYtkVmbAyBZ1Pv2VMgm5siuuHhodr/9aqEbUtkMpmDnsP0pBfs2V1C1/evjJr4Tk6Qqce5U7AsyOdMdu8uYZjuNIGEyaBvddLQndjCccC2Ba4LqjrJrfXYP+AAUC6DY0sMDg6SPaDoau/evdg2FIoSFS/3h2NLaH6JgN9hz549+P1+AsEgerVKf18fbe3tGLqM605V7aqqzL69xYZT/zI4lLi64dS/BEzTQTkgGyyEy+DgMEK4SLJHNq7rghCEgiEU2YskBoPeaA7TcEkm/JTKWdLpJiKRcC1bousOw0NDJJIhmpvDtWz36KhXXr7/XHpvexu/X6W9I8L654aIRqdKfhzbYXRslFgsRjBYLyRXLpl86MPn88vbt3DP3S8Sj9c7w+Pj4wCkUqm690tFk3deuJKf3rChZqhNZpssy2JoaIhEwpvJPFllkM+NEwgozJ7dUouQCiEYHhnGNC2SyRiurePze8ZntWITDCr4/TaGaWLZFsJ1kZAwTINsNossHTAfWZJq5fwNvATc14x8TgB2CiF2AUiSdCtwPlBz6oUQj+63/ZPApZM/SJJ0HNAKPAA0RJ4a+JvAG1M0ZSF5fGlQKnkOqwAs28a2bGRZIRQMoFcdNFVGVT0ucgWEQoJqtUJnRyeKqtS4OuCvUCxkaWlNEgyoE6WULoODg8TjcWKxWO24AGNjFc459yhuu2UzoZBaV0pfLlcoFgs0NzfVzUi2bRfTdPj85/8P9919Q02IbxKuKxgZGSYSiRAOh+veL5VM3vq2o7ntF5tJN3llrZNcXSwWyeVytLW1oSgKQgh03Safy9LWnqBzRrjG015L2T6CgSDhsAxCIMvgOAIJh3BYxXF0bMuaCE94x8jlckTC9a1fiiJj6A39k7+I146rG2jg7xqOI6bJlMmyRC6Xx3F0b0So6yJsG8dx8GkaBDVsyyEYVGtVRomEH0kuoKoaba2tU9WikkRufJRSyaK9I13LdlcqFbLZLK2trfh8nt08yVW5nM47LlzOdd9bV1dGDzA+nkUIl3Q6Xfd+Pq9z8pvm8v4rjmXtn+4iEtHquK9a1cnnc6TTqVo/Pni2+KLFzZRKBoW84fX17xeFHRkZwXVdWlpaalUGmUyFaqXMzJmthMJqjavL5TJjY2Mk4glKBXPCphboukMoKBEIgG3rWJaFIiuAhCtchoeGicbqbWpFljwh2QZeHocIVzec+pdAOOzDdqa+cJIk4TglDMNlzpwuAoEAumHQ39dHIpEkEIgRDmts2TxKKOTzVOFxsGwdn+ajtbWl1gMDEPC7BAMqPk2rffEdx8E0TeLx+LSe+XLZ4uJ3LWHuvBQbnhuq+2xS6E4+IPSn6zaJZIBjV7QhSfDbe3fU+h4nIcsKllWfwrcsB1WTufS9y2piT5OkCuDz+VBVdSKbPhV1DQY1EskAoWCobn+SLNHb20soJKP5/ASDGo7toqqCzq4YPk1i795+ZEmia9ZskDxF0MHBHNJ+pf9CCIQr8PmPGFXlVw/xqiKKTZIkrdvv5x8JIX6038+dQP9+P+8FVr3M/v4BuB9AkiQZ+CbwHuDUV3pCDTTwahGJ+MjnDQIBj0cDQZnx8SyhsMbM7m5kWSYzPs54JkNHRye2o5JMuuzbWyQY0jAMh1hYpVoZJZlM1inMA6RSEqqSJxScUkaebIsKhUJ1fCqEQJYkzr9gIeOZKg8+sLMukOq6DhJeWfv+KJdMLrl0KYoic/ElS/jpDRuIJ6Z4TpaliWdQvfFVKhq88U2zOO/8hdx+65Yav0+eUzAYJJfLYRhGre8/GPSCGalUeBpXV6vVCfXmZopFm0BApVK2mDM3iqpIaD5B/95+wpEwTekmXOHSt6ef7HiWQGDq92AYNuHIQcoaGpjCq+PqBho4pOH3KwhX1GWJJcmgVCzT1pGgudkrCd/b34+rqHR2dmEYDpJUAgGqJiOERSCoUKk4zOicQSQSqTtGIhHEFRKaOsU9uq6jqAp+f/1sdkO3CYc0Ln3vMm748XpM06npZ4HH1fs75TDB77LMhRctYfGSZlpbw2QyFYLBqeNNPiMcx2X/5a4QXPqeZQwPl/nB99cRDNYHAya5WghRO66mqfgDKql0pO6ZEQ6HKRSKmFaVQCCE5lO8fn9hsWBBmnLZxrQKjI9n6WjvIBj0/JXdu/px7GJd+6plu3VJwgYOgkOIqxtCeS+BWbMTIERNQGJ4eBhfIE8wGCUQCCCA0ZFRFEUhlUoihGD2nCSBgIplOZ6hGFcxjCrppnSdQw9QLJgsWdoyUdbhHWN/Q3F/WJaDLEtc8NZFnPymWUSivjoV+MnMtaJMEdJkRub9VxyLLEscu6KNrq4YpVK9A68osrdeTK0rlywuvHgJkYifS993NKWSOU2gKRgKYhgGrvCObRheACGeCEwT3QiFQgSDIUyjgCJLOI6gqtssWJimvT2Crrs0NTWjGwb5Qh4JiCeS+HwqY5mdtTLVbFZn1uw40Wg9OTdwAF65SueYEGLlfq8fHbCng7HYQRVVJEm6FC8b//WJt64E7hNC9B9s+wYaeK1wzPI2Cvu16ezevZ1ozCIcTiHLstcqNJ4lEomgaQH8foXFi5snxiEJHMfF5/Nmuaeb0tP2X61arFjZRj6n7/deFUVVpgneFQoGs2YnWLK0mfdedvSEIz5VWeQ4LrIi132zLMt775J3LwPgwouXICtyTRBqEoqseJVh++0LSeJ9ly9n4aImFi1K17UrgSfypGpq7dkCngjeMce2YhjTszPptPes0lQT15nqST1qcZpgSENRNGLRGLlsDtOykCWZSCRFJOrQ27u9tp9c1mDFcUfUqKS/DoeIonIDDfzfIhTSmDc/TXbc4yLbcRgZ3YHPr5CIJ5GAYsEbs9zU3IRuOLR3RFi4MI2u27VggGUWCAQChCPhuv27riCe8JNKB9F1z2b07GB9WgWrEIJC0eTidy8lEvHzrkuXUSlbdXau47jTEmXlkkVra5gTVnciyxL/8H+O9UY777duco2731SpatUiGNA47c1zOP+ChcgHyY4HQ8GJbau1c3QdWL68lXy2ntclJJqa0pimQSymYOgOtuXi88nMnZ8CBMlEElVVGR0dQQgI+P2e/xIqMjghiuqNBfR8lwb+Ag4Rrm449S+BRCLAwkVNjI6UsSybjRs3MqMzTHt7mlLJpFgsoutVmpqaMAyXeDxAJOJjxXHtVCs2tuMiyxVURSWRqO9VqVYtKlWb//rSm1i9Zgbj41VcVxzUULQsh3ze4KqPnkB7RxSfT+G73z8TIbzsPUzP1LuuoJA3WLW6k0vevRTwKg2uufYM/H6VYtGokZAsy55An3BrczgXLkrzkauOB+Cii5ewZEkT4+PVOuIKBoMeYVZ1DMOmVDL54pdP4ayz5zE4WKxz7CcJyHYsYnF5ovRIZd68FM3NYYSAYChEKBQkk8lg2453/mtmY5pVtm7diut6mgYnrJ7xWt/qwwyvTKHzFUYd9wJd+/08AxiYdkRJOg34DHCeEGLy6bMG+IgkSb3AN4D3SpL0lQPXNtDA/y0WLEyh+WSqVYuxsQy9vb2sOK4LRdawLJexMa9XvqmpmUrForMzSiIZYObsOLmsgd8voxsF4vEEPq0+YzE2Vqa5JcI3v/UWovEA+bz+koZisWgiyzJf/PKbkCSJY5a38X8+uIJi0dxPsdlBlqeCr6bpUKlYfPJTa5gzYVh1dcf5zOdPolKx6ww/WZFrAQLbdikWTd572TEcf4LnPH/hv07GpykUC/UGYDA4FYDN53UiYR/fuuYttLdHGD1AoV5TNeKJBFWjQCCoMJ6t0tUdJ90UoqPT65tvamoCJMZGR7FtFySVlcd309fXx8jICLpuo6gSCxbWt3Q1cCBeU65uoIG/exy/qoNi0cR1BS9u24auV1j9urkUCia24zA2NkYgECQcjiCEoLk5zJy5ScIRjXxOJx5XsGyTpqamukSZEILBwSKnnT6Xr3ztVMplC1230XWPr/fnaiEE4+M68xekePd7vEDqh/9xJUuXtVDIGzVHVwh3onTdW1MsmqiazHe/f2Yt0/3OixZz0kndtXUwlVyb5OpKxcJxBN/5/pkEAipNzSE++ak1FApGHb9r6lQAVghBJlNlxfHt/PdXTsGYeE7sj0Q84U2wkioTJfkmK1a0Ew75SCSD6LpLc1MTumFQKOQplS1aW1N0zYiycePzmKbJ2GiFuXNTpFL1z7IGDsShw9UNp/5lcMpps9E0haee2ki1WmXFcSt4y5lzEULQ3z+K3+/H5wshBMye481wD4d9zJmbJJ7wMT5eJhZP1spmTNNhaKhEqWTy+f94AyuP7+Cb17yZU06dTS5bJTuuo6p+LMv7Ao+PVymXPYNvknwAVhzXzk9vPJ943E+x6Cnh27ZEteKQy+mUiibnnLeA6350dl1f5vz5KX5x+9vp6IhSKlnk8zqW5Ql/ZLNVikWTE0/q5n9vvoBw2DNuAwGV7/3wbFYe30EuqzM+XsUwHBRZw7ZlRkdLGIbDf/73mzjzrHn888dWccqpsxkaKpHJVGpEF41GkfAUPlvbQsxfkAbh7X/WrDilokU62YRtufT2DjNrdoI3vGEBs2fPpqdnF5te6Gf5se3Mnt0Q83hZCBCO9IperwDPAPMlSZotSZIPuBi4e/8NJEk6FvghnkM/UjsNId4thOgWQswCPgncKIT49Gt1mQ00MAm/X+Xc8xYwOFDkmWeeIxQKsXr1Mk56QzcjI3my2RKJZAJdd0kkAjQ1h3BdQUdHlK7uKIpiU6m4pNNTTmipZDIwUCSZCvGN/zmdRUc18bMbz6elNcLIcIFqVaCpASzLoVgwyGarBEMqP7rhHBYuaqrt55/++QQ+cfUaTNOlUDCoVhwcx9MsKRQMHEfwhf98I++97Ji6a7ro4iV88ctv8ozJgkGxaOI4EnrVJp830HWbqz56Ap/81JramnnzUvz4p+cSifrIZqsUCobXSqX60auCkeEC6XSIG248j6OWNPO1b55Oc3OIwcFiXTVJPqBiAAAgAElEQVRWOp2iWhVIkkVXV4wZXTEcW9DUFCKVClKp2CSTCXK5MkPDOV5/4gxWrVlKJBLh2Wc3sG9vnnPOXVBXktrAQfDacnUDDfzdY+bMOMcd38GWzfvYsbOH7u6ZvOEN85k7N8me3hFM0yHd1ESxaNDdHZ/oO/e4rbUt4k0ZcbVa26fnoFcZGChy0htm8vGrV3Pa6XP4ytdOxTIdRkaKWJaEImuYpkN2vEouq3PM8lZ+eP05dXbuT248jzedOptSySSbrWJZYFqCfE6nNJGhv/nWt7HoqCl+VxSZ73z/TN72jqMmhAB1KhUb25Ynkn8mkYiP6396HqtWd9bWvfOiJfzrZ06csPMrVCpWjauzE3b2SW/o5tvfPYNjlrfxH198I5WKxdBQqVZhJUkSiUSKbLZCJKowd16KSNQTGpw9yxtFqqpBAoEAe/dlcByHt5wxj5XHH4thGjz11PPIssRpb57z//Av4BDFIcTV0oFl1QfgiB9euGH9i/z7F24nlZrB8uWLiUR8PLtuE2sf34MspwkG/XR3x/H5VSQJ5sxNcvElS/jd7x7igfv3YOiTmWUJTZU5+9z5nHPugjoFUICHHnyWr3/tfiyjDUnSiMf9XPC2RZxz7oLaTM8D4Tguax/v56tf+S1DgyUWLpzHqtWdvPPCxbR3RF/ymlxX8Oy6QW67ZRPbtg6xb6Cf09+8jCs/8gZmzTq40yyEYPOmUW65+QWeeWYQy3SwrDyz51b5zrVXkUwG6/a/7pkB7rxjKxvWDyLLntqmqpokUvv4xNVvZ2TYx2/v2VFrBxjPVBkaKlGtlojESrzjHScSi8UYHSnyxJNP0z1T4xvfvJJA4Ijp/fmr2GF5e1I88v5TXtG26S/d9awQ4mUF7CRJOgu4Bm+k3U+EEP8tSdJ/AuuEEHdLkvQ7YBkwOeS6Twhx3gH7uAxPIb8x0u5vhyOeq39yw93ccdvzLFt2DHPmtqNpEnf/5lF29TgEAymiMT+dnVEU1Rt/t3rNDM49by5f/tIP6d0dolqJe+1IrqCpOcTFlyzh5FNm1bX72LbL/3zzdn7zq90E/B0IIdE9M8a7Ll3GG0+eWZsTfyCKRYN779nOt755L4FAjPnzujjn/Pm85Yx5hEIv7fxWqxYPPdDD3b/Zzs6deymXs3zsE+dxzrnzp4meTsI0Hf70WB833/g8e/Z4aspVfYBzzu3i6n+5uC7QWy6bPPpIL7ffspnh4TKy7LULBENFuroLfOZzH+L+3+5m7eP9OI6LYwsGBkoUCjrVapZZcyQuuOBULMuld/cwGzeu54K3LeaDH3rbX3MLD1X8XXB1A4cMjmiuNk2LT33yB/TsrLJ6zSpaW6OUyyXuuONPFHJhgsEIrW1hUukQkoBwROPMs+cxo0vw9a/eTjbTgW37a1y17JhW3vnOxRy/qqNOlDSX0/noVd9l53YfmpZA8ymsWNHGJe9eytHHtE7TrZrEnj05fvj9P/PA/Rtpb5/BwkVtXHTxEo5f1fmyo5SHh0r88vYtrF27l+0v9tDcEuRTnz6HE0/qrhNy3R/j41XuvXs7v7pzG7mcjhAWqm+Ij33idM4664S6cxzYV+Tee7Zzz93bsUynNkzFF9jLaafP4Kyzz+L2W7ewY3sGIcA0bfr68lTLJo7IsHr1DE5Y5bXTPv/8NkZH+/js59/O8ccv/utu5KGJw56rG079y8CyLH7wgx/gOC5nnnEJGzeM0tMzzNq1a1l0VDcXX3IalZJFVbfx+xXmzEkyoytGNpvl2muvZc2aNZx44slkx3VkWSKZCryk0XfPPfewadMmrr766mniHC8H1xXccMPP0DSJyy677FVfYy6X45prvs2ZZ57DCSeseEmiOxg2bdrEnXfeyfvf/366uroOuk0+r1MsmPj9Comkn2uv/S7JZJLLLrsMy3LYsnmUsbEKCE9ozzB1rvv+XWhamNe//gSOWtxMJFrhvvt+yUknncQpp7yyL9ZhgL+efC5/Zbp06S/f2TAUDx8c0Vw9MDDA9ddfz+LFRzN/3hqeXTfApk072LFzO+ee+zqWL19ItWphGA7RiI/FS5uJxwM8/fTT3H///Vx++eXE4y01rko3hQ5qwAkh+Na3vsWMGTO48MILX9U5lkoVvv71r/OWt5zO6173uld9jU899RT33fcAH/vYx0gkYn95wX6466676Onp4ROf+MS0PlHwriszVkXXbSJRH+Vyhuuvv57TT/fOtVAw2LJplELRwOdTCIU0Nm3q4Ve/eoy5c+axbNkCjlvZzu7eZ3n++We5/PLL6e7uftXXeIiiwdUNvBoc0Vz9xz/+kT/84Q+cccZb0SsxNm8e4Ykn1qFXC3zww28lFApRrVogIN0UYsnSZjRN4ec//zlDQ0NcddU/k8+ZGIZDJOqrTWc6EAMDA/z4xz/m/PPPZ/ny5a/4/IQQPPvsBu69924+8pF/nGg3enW46aabKJd0PvDBK142EHAgXNfl61//OgsXLuSCCy446DaGYZMd13FdQTIV4Mkn/8xjjz3GlVdeSXNzM/v2FujpyaLrNoGAQjjs5447fs/mTb2sXr2aefPaWH5sCw8+dBuu63DllVfWpgIcATjsubqhfj8By3LQdRtZliZUKeH22x9k4/osp556OqWSw7nnL+DOO9fzekXln/7p7YTDYbJZnfvu3c66ZwYxDJuOjiixxDCSJLN69WqCQY1gZ30mxjBsHn5wFz/64XPs3pUFAbKS54yz2rBt+Es+vWHY3Hv3Dr777afYumUM27bx+WVe2PAQH/jQirryz5eCbbs8/GAP3/3O0zz5hI/vXfN7/P7HOOe8+Xzwwys5dkXbX9xHKNjKU2tV7rjlLoSrEQiovPFNM3n/FceydJk3NiMeD9RllNasWcO99zzIT65/nC2by5TLFql0kDPPmscJqztRVZlY/DTuvfdeTnpjkNaWFnbsyKBI87jt1sfp7p7PvHld0+7XqyHOwxsS4hAZvdFAA38NdN2uKRUHAiqmafGD6+5ifDzEmtVLCAQULrx4PiPXPsiKlbN497u9Hveeniy/+dU2enZmkWWJhYtSZMbX0tXdVXNAD8x+j41WuP22zdxy8ybGx6vIsiAcqXLVR1umTRI5GEaGy9x040Zu+PEGxsbK2JaP229ex0f+WePidy0lnf7LvYzZrM5tt2ziu9c8zeCgj+u+80NSqSCXX3Es77vsGNraIy+7XgiBbbXwqzu2cOMN1+EKiUQiwEWXLOHiS5bS0uqNWt2/IiyR6GT27Nk8+OBaNjynsnVrBtdxmT0nyfkXLGT+gjQnrOokGNpHb+9u3nnRWQwNWsQiixgbfZEf/uDXfO7zHyIQ8E27Xw1MosHVDRy+EEJQqVi4riAQUNE0hd7eAW75xZ/oaJ+NbSVYdFSKlrYqo5lRzjzzTE44YSGO4/L0k/u477c7GRurEAppLFkapWd3D2eeeSo+n0Zzy/Tqpi2bR/nZTzbw+9/tRq/aSLJFZ5fCRRe1HuTspuP5jcP88LpnufvXL6IbFo7jY+1j93PVR1fxljPn1lU4vRR27Bjn+h8+y003DmHoDl/4zDdZuCjNP/7TCZz/1oV/kf8sy6WQa+MLn9nG5/71OhCeaPcVHziWt5w5j0BAxe9X6zh/1apVPP74Wn5x8+8p5jsYGCji8ymsOK6ds89dQDod5KjFb+Paa6+ltXUf57/1jWzZPEZryyoefugBbvnFfbz3fecDTLtfDUzi0OHqIz5TPzRY4tlnB1j/3DCu6yIEVMome/Zk2LJ5F4lkjJaWFiRJwrKq+Px7uPIjp3DiiWv4zjVPccdtW3AdgarJyBLohk0mk6GjM8L1P7mkrv8GPOJ577t/TbFo4NguPp+C7TgUCmVCwQCJRIif3nQ+xyw/uFPdtyfP286/jdGRCqZpo6gyum6gyAqyoqCpMv941fF86tOvf0mDMzNW4Z1v+yU9O8cxDBvH8fajKiq2I/BpCm9/51F8/X9OP2jZkBCCb3/rKb733WeolKtIskssGkUIvH57VeLkk2fyne+fWddXKYTgZz9dz5f+6yEURSOVSqAoEpblAhLxuJ//+K+TOWF1B1/5yg954vEiPm0msizj2A57+noBhdetWUIsHsAfUBDCEzV8/YkzWLyk5WVLWQ8x/HURxbaU+N37TntF2zZ/7Y5G9ufwwWHN1a4r6OnJ8uTavezqySLJ4NiCctlgw4ZeRkfG6Ojs8EYcCTDMDC1tY3z5Kx8EEeIz//oIGzcMgwDN53FaoeDNjH/TqXO55jsXEIvVT9X4xc0v8O+f+yOu66LIMooiUdUNKhWDWCzCMctb+fFPziOZPHim6IH7d/LBK+7FsT3RJYHANCxUTUXTVHyawo2/uIDXn/jSGe2nntzHuy++C8OwsUwH27bw+bTa2DpFkfnO987g/LcuOuj6QsHgA/9wD8+uG6SQLxEK+QgGAziOwJlQk/63z57IZe+vz2SVSiaf/Ng9PPjAi0SjUWIxT2naNB0kSWLp0hb++yunoPkM/u3T1zE4kMbnSyNJEuVymX1795FuSrH82DlEIj5UVUa4MGt2nNe9vos5c5N1pbKHOBpc3cCrwWHN1dWqxdYto/zpsX5vYojk2YXFosETj2/GcW1mzpyFqnjTPCy7j+NXBfnMZ6/k2XVDfP6zj5Id10EINJ+M4wiy2Ty2ZXL1p0/lig+srEviGIbNx696kIce3IXjuPgnWmELxRKuC+FQiA98aAWf+NTrDpr8cV3BZz79e26+6QUsy0VRvNGhtm2jKBp+v0r3zDh3/vpCWlrD09aDZ9t+51tP8Y2vPYHtuLiOg+M6BAJ+HFvg8ykkU0HuuvvCmiDqgdi8aYT3XfobxjMlKhWdWCyMqiqYpousSEQiGj+76QKOPqY+SLFjxzhXXH4LfXvypFNpgkENV4BlO8iSzFvfvoiPf3I1zzy9jm9f8xCG3o1PC+EKwejIKOPZHEctmsXsOS2exoDk9esfu6KN445rf9lW3kMQhz1XH9FO/RNr+3nwgR40TaG5OYSqymzdMsojv+sll8+iaYITTzyKaCyA67ps3LiJUgne+MajES786U99JJOBOsc3m82SyxeIxZrRNJUfXX8Oi5d48zd37Bjnrefciq7bdc5uVdfRdZ14PI6hexmNO3/zTo5a3Fx3vmOjFU55442MjVZQVe9vUwhvDqemaaiqgusKJFniE1ev4aMfXz3tmisVi7ec+nN6dmZRFO/LaxgmkiTh82kT+xSAxIUXL+Gb17x52j7+5xtPcN2169A0Gcu2qFarxGIxlImyTk8d2mH1mk5+9vMLar+f71zzFDf97/NIkk6pVKSzs6NO6b9cNtF1hw9duYJf/2oz/f19zJ7dSne3V9q/ffsAW7cMovlCtLcluOCti4jF/ZTLJplMlWjUz6XvWUZr28tnrg4R/NXk8/B7pt+zg6HlG7c1DMXDB4ctVxuGzV13bmPr5lGiMT/JZAAhBI/8bjebNw1TLOZpbgmzavUCVFWmVCqxceM2Av4E77hwJQ8+0ENmrEIyGagLdO4bGAAhCPhTzJqT4IafnUck4pUh3vKLF/j8v/0BVZXr+L1QLCJJEAlHamM57/z1hdOCiX/8Qy/vedevsS2ntt52HCzTwh/wI0sStu2i+RR+dfdFrDiufdp1b3phhHPOvAVDt9E0eYJXjRrXg6eroigyP7nxfE47vV7wSNdtLnz7L9m8aYRgQKVcLuMKl1h0qnTftl0s2+Wznz+p5tiXyyYf/Id72f5iBsPKgRB0dHbWCEkIQTarE4/7Oe+Chdx+6zqqepajj15INBrFcVyeenI7IyMlIuEEixY38+a3zEWWJXJZnXzeYOGiJt7+zqMOl8x9g6sbeDU4bLl6dKTMz296gXxeJ50OEg77KBYMfvPrFxkYyGKZFRYe1caCBR1IkkR//1527xqio6OLt7/zaH7wvXX4/EqNhwEsy2bfwD7CoSjgVRh94uo1tXGhV1x2D489todgQK3xu+u65AsFgsEAmurHtBz+4Ypj+dfPnjjtnD/7r4/wvz/dCExVXpmmhStcAn7/xNhTQffMBA8/eulBRyp//9pn+PJ//xkxESi1bQfLsggEAkw+cizLJZUK8shj751mo+7YMc4F59yKodsEAir5fB6/31+n2l+t2vj8Cnf+eso32P5ihisuvwfDMCkWx4jFoqRSU4KvjuOSHddZtaaTYFDj0Uc3Egw6LF++DEVRKJV0/vynrRgGJBJJTj5lNkuXNmPbLmNjFUzD4bQ3z+H1J3a9qtbcv2Mc9lx92ITKXy2eXTfAfffuoL09Qnt7BFWVGRws8dgf+1BUE5/fJplKsnOn15syNDSE45gcc8wsnn56gF/dtY10Olhn8LmuS7FYIhIOkU6FkBB8/KMP1cYZ/csnHqZStaepAluWhaoqyJJEMKh6kcePPjTtnK/51pOMjZZrDj1Mzbif/MLJsoRwBd/82hOMjpSn7eOm/32e3t25mkPvrZ3az9S+/j/2zju+rurK99992m3qkguWZGMb2+BC7xCSoYaEEpIJpJAEQgoJCamTMJnMvMx7mbwhpEwCBEIvBoONAWNTDAnNGPfeLVm21bt0+z11vz/O1ZWur4xtMu+92NLv87n+WPuefc7ZV7q/s9baa/2WZP6z29i+rStvfkNDX86hV1Ul55Tbtp03PxhUWbmyhcWL/N7Fq1e1MPeJLVRUBCmvKEMogmg0mnfuSMRA1xT+9WfvUFpaxMSJlXR1dZLJZOjsTNLfKyktDaIqKTJpm1dersN1PSIRg4kTSxHA449uoq8vw0iG9A7vNYpR/L3D8yTPL9zJ7p3dTDq+lMrKEIoiWLumlT17+hBKinCRgq4X0dDQh+d5NDU1EYlozDl5En+6Zw379vZTURHKM0pS6TS2ZVNaVkZlVYi9DX38129XAn66+y9+/k6BQ+95Hq7rouv+TnkoqLF7Zw+PPbKx4J6//52l2JabN/9ArtY0BTPj8OMfFHI9wD/96A0yaRtdz54jO08O8QlUVcFxPL7/3aW5FkoDeHrulpxDL4RA03Vf7G5Ir3tNU9A1hV/9r2V0dvjPiz/dvZZdu3qorApRVlqGbTukUoOt74QQVFSEaGmJ84ffr2LW7IkUFek0NTXheR4NDf2oWoRwWEWoSfbti7JyRQtCCMorQhw/uYw99T0sXLCj4J5HGka5ehTHCqLRDI8/ugnX9Zg4sZRIxMB1PV59tZ5UykJV0pSWBYn2Q2dnEtM06ezsoLqmnKoxJfz8Z2+hqEqeQw8Qi0URCCoqSqmoCDL/me28v7wJgKWv7uG9ZY15Dj2A7fj2qK7rqKrA0FUeeXgDu3Z25527rq6Xxx/dVFBKNfRnPyNK0NwU5dGH8rkeoKcnzf/+5aBDPzBn4DwD0HWF3t40d925ouAcP/nhG6SzvoEQAk3T8mxqwPcNMg4/+sEbgO+w/+j7r+O5HpWVEYqKIsQTiTx+V1WFyqoQSxbX8f7yJk4+eRJS+v6MaTrU1/VTXl5OMOihqhbL322kpTmGpimMH1/EhAnFLH21ntWrWob9nY8kHC1cPSKd+kzG4bVX9zChujivbmTDujYEHolEjEi4iNLSIjwPmpv7aW9vp6ysjOLi4mzvejevxyRAPB7H8zxKS0sBKC4O0N+X5v3lTdTV9bJlcyfhUP7OxFBDcQChkEb97l62bc11CCOTcXjqyS0F6UODhuLgmKIIJPDkE5sPuJbkvnvX4rpeftRNCA7M2BDZnaQH/7w+b/yJxzbhejKXOumnpSo4BxCQEH4X0fv/tBaAuU9sRlV9klEVheKiIpLJJI6T/xmm0jae59HTnaa6uhohBPv3NdLUGCNSpDNmTBVC8ftKR6Mmjftjubll5UEs22P5e42MWEhAisN7jWIUf+fYt6+fndu7qKktyXGWaTps2dyJqtpYtkVFRQXFJUGi/RkaGztIJpPU1NRgWZJkwiadsjkwIS0ajaJpKpGwn05ZVhbklZfriEYzLFywPdutI//xOGBkDXC1b3wpPPzghjzndPl7jfT2pfOCrwDIQV4cgK4r1Nflcz34xubWzZ2DDj3+FoMYhqv97ASLt9/anxvzPMkD969DU5Xc5zZcAHZgvidh/rPbSCQsXnxhJ2VlAYQQhCNhdF0rCMBKKUmnHVIpB9P0qK2tJZVK0djYQX9vmpLiIJVVlTi2g6pYbN/W5YtfZVFTW8ruXT00NPQzYvHfyNVCiEeEEJ1CiK1Dxp4VQmzMvvYJITZmx48XQqSHvHf//71FjmKkYOX7zaQzTl7P85bmOH29GSwrDkJQWVlJJKLT1Bhj3/4mhBDU1NTQ3Z3Gc708jgBwXZdEIklRUQRVVVFVBU0TPPm4b9ve/6e1w2qb2LaNoigo2T7zfkq95LFHNuUd9/AD63FdOaxdPZSphRB4nuT++9YVBCKfeXorCPLOMZxTP3AfC+ZvI5m0cmN1db1s3ZrvG2i6juvlB2DB9w3qdvewfVsXq1e20NWVoqTUzxwoKS1FepJ4LJY3xzRdbMuloyNJcbG/k9/e3k5zUz+O41FaWkQkEiGZjCMUj3Xr2obch0J1TQmvL20glcr/3YwoHEVcPSKd+l07e7BtN0+JPhYzaWqKkc5EURSFigq/7iUU0ti3twPXldTW1tLXlyGdclBVQW/v4I6wlJJYNt1nqJKkogienbedV5bU4brSd6Dxd1uklFhZA0vTNDwp8QZqL22X5+ZvIRqN0t/fzxuv70B6EgTZ4ySe5x/vX9835AZeju0y76nNdHZ25l4rV9TR25NCiPxjRfb+c2PZ8wsBi17c6ZcU9PcTjUZ57tlt6LrAk172JdE0HcdxspoE0l8bYARUGhr62LSxnVUrW/JEqEpKSrOf+6Cx6HmSvt4MhqFSX9+LYRhMmDCBjs4Y6XTaDwioKhXl5ViWie2YbN7Ukfe7HTs2zPp1bXmkOZIgEUh5eK9RjOLvHatXtBApMvKMtoY9/diWQywaJRwK5xxzVRPU17UTiUSorKykcX8UIcB1ZR4fZEwTM2NSUlqaC4Zqmr/j/c5b+5n31FY/ewnyuHrAUBRC5Lha0wXxuMmyd+vp7++nv7+f+c9sJp22kTDI0wNcfQD3+q2HXBY8uzGPqxcu2IhtuwW8jgDpFXJ1KmXxzNMbc/ewamUDvT1pVI0cTwshUBUF27byeFoCqiJ45ultLHu30S8LyAa7BT5XW6ZFOjP4vEulbBzbQxGwf5+/21NUVER9XTtKNgssEg4TDoeJxaLYtsOePfkOfFGxwYrsjttIxH8zVz8GfDzv/FLeIKU8VUp5KrAQeH7I23sG3pNS3vrftqhRjEik0zZrVrcybmx+zfnmTR04doZ0Jk15eRmqpqGoCmbGpKOtn/HjxxMIBNhT30sgoNHXl8H1Bh3hWCyGRFKS3SgDKCkJsGF9O1s2d7B9ezeBoDbI0/g869gOuqb5dm3WVjUMwfPPbc/Z1H19fbzw/I7sHJnH1RJZwNWKIkgmTN59Z1ceVz89dxO25ebzejabyvO8PJ5G+Jz66ivbczb1wvmbfa5HDrGpfd/EtvK5GiFwbI/Fi3axYP72vM08Q9cJh0PE4nH/Wln092VQVQXLdOnpSVNTU4OUgoaGjlzZWHl5OYqqkkr309aaoH9ItqthqLiux84d+VkOIwlHE1cfEwVtR4rt2zopPiDFp78/QzqdwnYsiouK/fpDz8O2bdLpDGXlAZqbm+ntsbEsE0WB7m4LIeLZmhsX1/WwLIumpmbAN9gcR7JsWSc7d0oSSYF1kGBXPJ7I+9m24I03VoD6HgC7dyqk0xreQdI7LCvfiZUSWlt7ue+++3JjLc0C09Lx3ANn+zBNs+AcZsbij3/8Y+7nzi4DXc/PDBhA9IAI4cCcu+56iJ4elWRS5EgNIUAIYrE46XQaIRRcR5JO+4Zypt+kvr4+W/OvYltRFMVBVVWE8NP+M+ko7W06UpJnnEsPWlsTTJtWUXA/IwGjDvsojgU4jsfOXT3U1OQL9XS0J4knYqgKBAIBYrEonpSkUynSaQ8hVBoaGmhsTGPbDlJCe1s34SJ/l9txHBAQ7Y8S7Y8ywNXJpOTRRxdSXyewHVDSw99XNJrPc54Hjz36LJPf9cl5xQoNx1aQnjPs/AN51nXhrbdWI7TBtMxl76iYpoo7DFdL5LDnWLtmO3/4g7+D1bhPkExqiOG6gnjQf8DOu+dBMhnnkYfn09EhSCZFllOz8wV0dnaiaX6aayrhYZp+4LepuYtwJIEQCqm0hxDdWHYERQgMwyCdTpNIRGlvizN79qBOTEVFkL0NfZimc9BWr8c6/ru4Wkr5rhDi+OHeE35E7HpgxPSDHcX/W7S1JXCzgtFD0d4WJ5WOo+s6EkksGsXzPGLxBJqmkE6nqa+vp683gaL6PNbS3I6mgZQetu0gFEF7ezvIrGMrIZOR/PrXD5JOqWQOUm1pWhbmELtYSrBt+O1v/ws1m6Db22P4dvowX0PXcXEPyCRVVJg7dwETJw06zU1NOrYthuVqx3H8580QWAKeW7CYbdv958Vbf1FJpVQcp/CBk85k8oKp4PsGL7/8LvGYIJWCeHwoV0s816OluTlrKwu6uvzAgvSgYU8jlVU6AoNMJkN3dxe6YaAqCuFQiEQiQcpL0t+foWyIAGxpaYCtWzqH1X4ZKThauHpEPknTaaeAfFzHI5FMEghAPBHPjQ+k4DiOSyqVwnbIRs4EAoGiqNnUHA+hCEKhgdpN33u1LY+iIo3JU4rYtaOTYFBjqK1kZkyEohAY2idSQBqXE0+cwDXX+KrGq8d2s+ztzTiuzE71/3WzKpuGnh+kcF1JRUWQz3528G+jbneUV5e8X+DUe56H4zi5WtGBqk3Pk+iawrXXXumvWUoee+htNE34qUZZXpNI0ukMuq75EUY5qATjOh6zZk1k0/pWIhElS8r++V3HIZ3OoKoqivl/hzcAACAASURBVKLgeR4IL3etTCbj/98D8IjH43n3LSXEE4W6Af7nfpDIxUjAqFM/imMAluUioCA1Mh6PYzsWwoC+/r6894RQyGQyOI6C57k50U+E8I0cBI5to2sagUAwZwwJ4fPRlCnjqNvVSSLhoWkix9XSk2RME8PQ0dTsYzN7W64r+chH5nD6mb76++4dW9m/txXdUPK42rbtXL3kges8/fQZfPazgwr2mWQdmzfszku/B99IlFIOKdfKGrq2x5SpE7j22lOQUrJlcx9vv7kJVRUDh/nzXRfLsggEAjkOl9k1GIZg6tTxbNnUTlGRli1ZkNmuJia2Y6NrvnEuRHbvSEqk65JOp3EcDyH8e4wdEDRwHIdYLJ+/hRAIRWBZ7oh16o+Aq6uEEGuH/PyAlPKBw5z7EaBDSlk3ZGyyEGIDEAN+LqVcdrg3MopRHAjbcofN+40lEkh8Mc7e3l7At6n9HXSVVCrllxSBb9Dhc4KmKXiewLYdgoEAqjZgN4tsGZLL7Fk1LHt7f65MaoCrHcfBth1CoeBgCr3w7fZM2uPaay/PZVw9+uCbZDIuiiJyXD2QlaVpGoqSvyhVFVx55UXMnDWoYP/S829jmcmCbh6WbaEoyuDzIsvVqiK44ILTufAiv+1zZ/tu6uuaCIe1QcMZf6PO9TyCwcDAdD8jQTpMnFRFS3MasAkElDyuTqWSIASapmdLE/zgga+Ib/tZVtkSgnQ6TTqdH0xIJpPYdn4gQtMUMpnhg9QjBkcJV4/IJ2k4rNPbm/+HbFoJpCepKK8gFA779ThC0NzcTDBocOKJUykrCxKPm7S1NqAovrDbuHF+WlBzSwuhUIiqqvwWdr29aS762BQ++rHjee/dVzCG1PBLIJPOYGgagUC+oqYQLtd9+gxOO206AJMnZ/iP/7kNRXh5Rq7nuQjEMO2BJJ/69CxmzpyZGznhBJdgYK0vWjJMOyG/Bmnw3JbrcsmlUzn11MF2R+ee18CaVa0Egvlif2bGRAiFYGAwuuc4HsGgwje++UkWvzgv19po8N4ljY2NBIMhyspKcRyPaLQHAVRUBJg921dzDhhd1NU1UlJSQmlZGdLz8DyPzs4eHCd/x8pfukQ3RmiPTQmeOyKrakZxjMEw1Fyp0FBecr0UeArHjR+XCwjatk1bWxulpaXMmTMZVVUIBHrZvKkDAVRVlVBWFsC2bVKpFKWlpX77uyGQMs0nrzoPIet4fuFOQkM4zrZtME0CgcAQI82/N6THdZ+5IFdL+oUvhlm+7FU/SDkEtg1CyedqKSXhsMH1N5zFzJm1ufHP3lDO03P3+sFiMXTtAunKAv42dJ0bv3QOp57qBwamTjX55b9vR1Pzr6dmnXpN0zAO6Dxy2eXTuOrq2bz95ut5dbH++0m6uropKyvFMAyCAZNMJoaUcMK0Mcw4sQrPk8RjDSST/YwfPw7DMLLppx5797Xjyfxn7sDukTHK1YeD7r9BUfnzwLwhP7cBE6WUPUKIM4AXhRCzpJSFqXajGMVhQDdUxAG6JX62uYmmBhg/viprXypEo1F6eqNMnFjNSSf5jm1X5176+zJoEsaPq0TX/eMyGZOqMWNynZWArCaUxS1f/wTznnoyKyY6yCEp1w8UDLVFwS8ROPPsCZxxxhm5sSs+3syiF3ehqfl2Kfj28FDudF2Jrmtcfc05eUHIT3+mmz/ds3YwgJqFsAfbjuafW/D5L3yEqjFhAD51XSl/WdpVwIOelDiZDIFAIK++X1VdvvCFC1m/ro3FL+0u4Oqubn9DbOxYPyvKMmPE4yaeBrNmTaasLEgsZhKP7cGTpp+O7/lp/+l0mraWXkwzAQz6MrbtUVY2It1FH0cRV49I63/OyWNJJvLT1W07SjAo0LVgLkJn2w6u6/eaHFDkLC4OUFkZwjK93JfJdf0anoCR75j7O85w/Q2zuPiS44lEjDxxPc/zkICiHijI5Le1u+yKqbmxsrIgV187HcfNZ87heqNI6RvBX/3aaXnjhqFyy9dPK2xNkdvMGTyblJJAQONbt+X/bX7j1jNQNaVAAERRlQIj1rJcvvSVk6msDPOJT04jGs13wBVFoBs6puWPa5pCcZGBZXtMn1GZO66yKoKm6mQyGZTsjpufVWBQUenmiTg5tt/i6cCU3REFeZivUYzi7xiapnDizCp6egaV16UE3YijG4afNqhpvnBmJoPrQNWY4pwRNXHiQOs2SXGxz98DaesHBlFN0yES1rnwIxO5+Wunomr5gnQD3Hbgzk0qbfPxT0zNM6wu//hUAgF1WGX3fJk8vzyrakyYc8+vyRs/7fTxVNeU4DgHCJgi8nga/OePpgk+cdUJubGSkgCfum5Gwe7KgHHsDUnXklKi6Spf/dppnHNuNUXFgYJ5A5/XwOdXVKRnnxuSSZPKsp+NYNy4ElzHTxtVFAVN09B1HcMwMPR4nmBhb2+aadMrRu4uPfxf52ohhAZ8Gng2d0kpTSllT/b/64A9wPQPf5VRjHRUVxejaUqu0xNAIhGnrNxGUQJouo7it1wincmgKjpjxgwGVadPr8R2PCJFRi47yTQtdF3Lc+gB+vtNLrt8ClVVYW7+6ik4Tj7Pep5XMEdKiaIqfPNbZ+SNf/NbZxAw1AJ7FihofiYlfPmmkwv46is3n+qLUx94Dj/pNQ+OI7n841NzDj3g+wZFeoHw9iBXD65vQAvs0sun8I/Xz8ytbSgCRgDXcXGy9QDlFcGsUx6grMwPdEQiOsFgAM/1sC3Lt6k1DUMPYQQErpfvM8ZiJiefMr7wMxpJOEq4ekQ69dOmV2IEtJzhIiV0dXUybUYxyZST+5JkMmlsGyZUl+XtMNfWlqAoEAj4kTXLGjAU81Pg+/oynHhSFXNOHouqKvz0n8/H9WTO2Bs0FAcjdJ4ncVzJj/7pvILI3Y9+ch6RsI5tDyGxbHZp7sdsCtNn/vEkJk8uK1j7175xOqWlvkr8AAT5KZp+MEJw9jnVnH1udd78j35sEtOmVZBOO3lkoihqnqGYTjsUFRvcdPMpAHz+xjkoiig0Fo0A1pD6UCOgoWtKnuBKWVmQYChIJmPhZonKslxCoSDlFR6dnYNieR2dSc44a0JB28CRg1GhvFEcOzj7nGpSSTu3e5JIxJEyTU1tCfHYIG+k02mEojNhwqCgUiCgUVUZQjc0Bmw80zRRFCWv24jnSWIxiy/ffAqGoTJr9lguuLCWdGaQ41zPy8qADD4HTNM3sL77vbPz7lnXVf79lx/LlhQNCZQWOON+Deqv/vPigkCrEIJf3XkxmqbkBweyhuLAmfwsBoWf/+KiAmPz1tvOJBjSMU0n77xCCDx3QGBVks44nH7GeE47fTy6rvLVr51KPGbl3bumaaiqgmn6wXBFERi6Qnl5iOAQ1ebjjitBUTUyQ1I643GL6gklKKqZE0aVUpKIW5xzXn4wY2Th/wlXXwrslFI2564qxBghhJr9/xRgGtDwNy1lFCMagYDGWedU09E+WA7Z0dFBeYUkEglimb7dJj0PM20SDA46mABjx0XQNCVnUwOYlokxTPBVCMEXvzQHgC9+6WRKSgJ5qvmu5xVslKXTDpMmlXLJpZPzxk87fTwfuWgiUg46x7mOUkMMa8v2KCkJcOu3Czdga2pL+MKNcxhI3R+AOMCrt22PUFjjjp9dkDdfVRV+cscFeb4BDG72DXC160ocx8v5BjNOrOTkU8bRe0AL5wE/xMoFsFWEIqitLckdo6oK1TVl2DZksjX7UvqCstNnlNDV1ZkLwJqmg64pzDixkpGLo4erR6RTbxgqn7xqGu1tCSzL9cUhUilOOaWaqVPL6evN+KmE8TSGoVNTM+gc9/WlKSoy+MGPzyUaNUkkLP9LIcgRkON4dHWlGDe+iN/+/vKcwXbD52fzndvPwnY8Uikb1/WNLVXxd75TKRvLcrnl66fxlawzPBRTppQz//nPEiky8LIEMFDdL6X0a1AVhcuvmMpdv79s2LVXjQmz6JXPUVUZQkp/lyfn00sP23YRQuGMM4/jsbnXFhibqqrwxFOfYvKUctJpJxddHDBgHdclmbIJhzXmzruOceP9aOzUqeX88lf/QDJpE41mcuQXCPi9TE3Tprs7RVlZgO//6Bzasr+bgWtOnlKBbUMqlcY0HRJxi0svn8rYseV0dvrtoHq6U4TDOudfMHINRb/matSpH8WxgYkTSznl1PE0NcXwPElHhx/Au+LjMwgGNeKxDJ7rEo+bVFaFKSnxDRopJa0tcS762CQuvvh4urvSmKaLaVp5wddM2qG7O80VH5/Kl28a5Nx77/8Ep542nkzGwTQdXNfx9VPwOTORtFBUwUOPXs206YXGzue+MJs7/uUCFEXBsr1smj45RWXb9tA0hTt/cylXXHlCwXyAj/3D8fzX3VegaSqOM9CpJNsqyfP5XlEUfvhP53HTzacWzJ8ypZxHH78GTVdJJq2cwagqCq7rt2TNZBxmzx7LAw9fneP6z31+Nld/ajo93ek8Y9kIBDAtE8ty6e5Kc+FFk7j08im0NMdyAYCiYoOqqgjxuJWtozcxdJWPX+mXBXR0dCKlpKkpxuw5Y4cNPI8U/HdytRBiHrACmCGEaBZC3JJ963Pkp3MCXARsFkJsAp4DbpVS9v73rWwUIxHnnldNSUmA7i4/s6qzs5OKilIuv+IEkkmLTMYhlUpj2XD85IrcRpltu7S0xPnO7WdTVRWmuzuFadm4jpvLfpVSEouaJBI2v/ifH2XGiX5qeNWYME89+2mKigMkUza245f7DGRU2bZLKmVTO6mUufOuy0vTBz/I+eCjV3Pu+TUIoWQ7jgw64q7r4UkoLwvy4pIbcvbsgfiP/7yYq66ejlAULGvwHL6NLXFdSTii88z8zxz0eXHbdwd9Az/bVsneg78G23b52jdP58s3nZy79zt/cyk1NSV0daVwsht1hmEghO+sJxIW/X0m3/3eWZSVh+jtGQy2VleXEQjoxGJpPCnp68swaVIZp51eQyaTIRaLYlkuba0JPnn1NILBkZtRdTRxtRg27SR/LccsBmpSWluaae9o4IorLkXXDd766z62beskGutn8uQSJk+uIZNxsC2XseOK+MGPz+WEEyp46697uffuNWzZ0ojreJSW+Tv6qiL4xFXTuO32sykvDxZc99139nPv3WtY8f4+XNempKQEx/Y45dRxfPu7Z3HxJZOHudtBtLclePjB9Tz6yCaSCb9+SFF0Tjl1HN+5/SyuuPKEAnGpA9Hbm+bJxzfz5/vWkUiYmKafEjV9RhXfuf1srr1uRgEBDkUiYfHEY5t4+MENJJM2jmOTTqWJFBXxuc/P5pvfOoPqmpKCeRvWt/OH369kx/ZuPE9iWTaxWD+lpaVcfsV0vveDc5hQXcyiF3bx7LxtfkpWREdVBKtX7yCT1qmoLOHSy6ZwwrQK6urq2Lx5F6ecfA5jx5dw440n56U2HcX4UF73yWOq5Mufvvqwjp34wGPr/oban1H8feGY5Wrbdlm8aDebNrazc9dWgkGPj370ImIxk5cX76aluR/LjnPyKZMoLS0mmbDwpOSMMybwne+dRTCo8chDG3n6qS007W8lEAxTFImgagolJQFuuuUUPvf52QWcaVku857awp/vW0/j/i5UTSEcDuO6kmuumc43bzvzkB021q9r494/rmHp0npsy0Q3DBShcs2npvOt285k1uyxh1z/rp3d3HfPWp5/fifS82vidT3ApZdP4dvfOYuzz6n+wPkNDX3cf+9aFr24C0URpNN+V4CJE8fw9W+ezhdunFNgsHme5Ln523nkoQ3095s4jkcqlSKTTlJTcxyf+8JsbvnGadi2x333rGHVqlYUAZEig3g8zoYN+zG0YiZUl/HJq6dRVhbkvWXvkUh4nHTSycyeM45rr5txrNTTj3L1KI4ExyxX9/SkeXruZtrbY2zauIpZs09gxowZNOzp5fWle+ntjREMmJx59km+qFvS13f6x+tn8ul/PInOjiR/+P1KXnt1F/39UUpKyjAMHSFgxolV3P79czjr7AkF121rjfPgn9fz9FNbiMfihEJBNN0gFNK45eun8eWbTqGkJDDMHftwHI/Fi3Zz9x9Ws3NHJ65nEwgECYcNvnHr6XzlplOorPpgu1JKyetLG7j37jWsX9eG59p4UhKJhPjKzadwy9dOG9YmHop33t7HvXevYcP6djRNIRaLoSo6Z58z8aC+QSxmcu/da1i8aLdfCux4RKP9qKrCzJm1fPs7Z3LZFVPZu7ef3931Pu1tCTRd9dt172umYU+U0pJyTpo1hosvmYzr2rz22huMHXM8NbW1XPmJaYd8xhxFOOa5ekQ79eCT0K/vfJz6ugynzDkNT0rGjo8wbpxk/vyljB83i9KScsaMDfMPF09m5qwxBwjVefzTj+9C1ycwZ86pVFSEuODC2g8kkAHcd9/T1Nd18elPX0dtbSkTJ5Uecs5QWJbLnXfeTyRcwo03fpqx4yKHnnQAXNdj9+4u7r3nz1xxxUVcfc3Hjnj+ls2d1Nc388Ybr/Ctb3+GU0+ddch59fW9bNrQQSpl8Ze/LOGTV5/C9ddflXdMImGx8v1mVq1qIZN22N+4i9LSFNdcey3r1rRhmX6Wxa669Xzxxo9w7acuPJbqMz80+Sz51LWHdeykhx4ZNRSPHRzTXC2lZNeuDv79fzxIODSJSZMmISWceFIlza27WL5sBzNnnoemqUw9oYKLLz6+wIDas2cf//HLJ5gz+zwmTJhAbW0JZ59bnVdaNRxc1+OHP/gVEyeexIUXnMOMk6ryUkcPB01Nndz16/u5+OJ/4JJLz6a4+NDPhwORSFi8/dZaXn/9L/zgB19j8pRC4/aDEIuZ7NjWxYqVa9mzZwu/+/0/o+sfzJeu67FmVSv790dpa29n06bl/PSOL3DiifnZBW2tcd56cx91db04jsu2bSs57/wTOH7SLHZs9/sb729sJJHcx7/921c5aeaEQwaejyKMcvUojgTHNFdblsuSxSt4/LG3OOGE0ygtLkY3VM44azxLliyhrzfA8ZNOJBjSOPOs4zj/gtoCPnx+4au88MI6Lr/sKsLhAHNOHpuns3QwbNmyk3vvmc/FF1/BtGmTmHPy2EPy+4F45ZVlvPLyW9x66y2ceNJxRzwfoKszyVNPvUh/fw///LNvH7Fd2tQYpbExyqJFL1FbW8J3b//yIefE4ybL32uitzfNtq2bSSQb+d3vf4Kq5pf37tzRzVt/3UtHR5J4PEpr+xY+85nL6O3RaG9LoAjBlq0bmTRZ5447bjpWNskGcMxz9THjAX1YhMMQKerkW7ddwIUXXuDXChoqb731FrNmS37yk08QDB7cgOvv76ekNMNVV83kjDPmHNG1hYhxxpljuODCiR/q3g1DpbTUpba26EM59OCnts+YMYYxYyUlpUf+966qCqeeNp7pM0rYtv1l0unDE9A94YQKTjjB3+Wy3XUkEp0FxxQVGVx6+RQuvdxXwV+9OsKrr77KmWdVcMmlU/xyAwF/+tNuJB3HkkP/N2A0tX4Uxx6EEFhWJyfO9Lj55n9gzBi//lvTFP785+Vc86kabrrpkg88R2dnG5OOl3z9m+cVKN9/EBKJOBWVLh/92CTOPPPDlfYEg4LKKsm06RUfyqEHnw9PmFbBuvWSYOjIv+MlJQHOOa+GQKibaGwT8XiMiooPzjRQVYVzz6/h3PNrSKen8Otfv0d3dzuQ79QfN6E4W1fqY+7cVmKxbj57wyxc18OyXHp6pvHwww9i2Z0oyjGz8/M3YJSrR3HswTBUJB185KMhbr/943jZDheJRJwVK6N87vOXcf7553/gOeKJTi766Di+9JXCsqIPQiYT57gJkis/MZPi4g8nllxSIhgzVjLjxCMPCAxgzNgIU6YWU1//4ezS2oml1E4spaV1bK689FAoLg7w8Wwp16ZNHi++WE9PTw9jxw5mgymKYOasMcyclVXGtyzuvHML5RVxrr/hMmzbxXUlK1fCO++8TTBUKPY6MnH0cPWIrKkfivr6eqSUnHiiX6M5kA7Y0NDAhAkTPtChB2hu9jUNamqOzNiTUtLX10d5efmhD/4AmKaZJ/r0YTCgUmyaw7SHO0yEQiECgQB9fX2HPvgAVFdX09bWlhPBOximTPGd+z179qAogmBQIxDQmD59Onv27MFxRngfTSDbOvqwXqMYxdGEuro6IpEItbU1hEI6mqaQTCZpb2/PccMHobW1ddhWdofCAKcdygH+IAxwq2EYhzjygzEw37KsQxx5cAw8cwb6Rh8uQqEQFRUVtLS0HPLYKVOm0NXV5aePqgqhkE519XGUlJSwe/fuD3XfxxxGuXoUxyBc16W+vp5p06ZhGBrBoIaiCBoafH2vqVOnfuB8z/NobW1lwoQjy0QCn9M0TTtijh8Ky7IQQqBpf9smkWEYfxNPg8/V/f39BZ2lDoXqaj9oeiiuNgyD2tra3O9G11WCQY0TT5wB+M/cUXBUcfWId+p3795NOBymuro6JzaXTKZoaWn5QEMxFjNpaoyybds+NE1nzJgxh33Nxv1R3l++l5Zmm6LIkaXcD8CyXNauaWX3LovG/XZBW48jQU9PmvY2nQ3re6mv/3B6OUIIdK2MTRs72LK5g2g0c+hJWVRXV5NOO2zetJe21nhBa48BVFZWUlJSQkNDA5bl5oSfpk+fjm3b7Nu370Pd+7GEUaG8URyLGGooCuELg5qmkzNGDsbVUkq6u1I0NUap292UM3YOB47jsXNHN+8v30tfr6Cs7MOJuvX0pFm1ooXG/YK21g8fOAVoazNp3C9YtaI1J0h1pCgvL6evD1a8v5+dO7rz2lAdCtXV1dTXN9PUGKW7K8XByveGBmBN0+8iIIRg2rRpowHYLEa5ehTHIpqamshkMkyf7nfe8jyfq/fs2UMkEsnbOR4K23Zpa42zefM+kknriDbKYjGTrVs62bihHU0tLWzbfJhoaOhj/boe2tsMerrTh55wELiuR+N+m7rdNmtWteR1IDkSRCKldLR7vLdsD/v39x/2vMrKSgJGgG3b9tHUGCUWO/hzZ/LkybS3txOPJ3Iif+PGjaO4uHjUqc/iaOLqEZWv7LoeDXv6eH95M+1tCaT02Li5jjNOn8RTT27hlZfriMcskqkkZkZl2tQQ6bSda48mpWTl+808/tgmVixvRtUU+vv7iUQC1EzYwrXXzThoraXreix6YRd3/3E1e+r6UFVIpXUWv7iKL99k8o1vnk7txEM7+N1dKe7542oeemCDb9haCi89X8ed//FHbr3tTL5125mHXe+5aWM7d/3n+yxdugfwUJRGfvfrR5g8pZwf/vhcPnvDzMMix7ff2sc9f1jNe8tiCMXjofufxXY8PnnVNG777lnMnnNwMaidO7p5/JEm5j+j8/yzrxAIBjAMles/N4sbPjeLmiFtONrbEjTuK2fuYw08+eh8AKaeUM5llx9PS7PG736znNqaNgxDZebsMZxxxoQPXZZwVMP7/08soxjF34JUymbb1k5Wr2olFjNJJKLs22dSU13Ob3/9PsvebcTzJF3d3ZSXB7j2GpUJE2SuTjuVsnn15ToefXgjTU0xhPCd61mz+ykva+Bj/3D8QVMre3vTPPbIRh7683rSaQfHtTFNnWVvP8dt3z2Lz39x9mG1zNy0sZ3f3LmC116rR9cElq2z+IVXmTJlJT/48Xl89oaZh1VXLqXk+ed28tu7VlBf14MndV5ZvBzHfo9LLpvMT+64gNPPOO6Q58lkHJ6Zt5U/3b2GfXsNFj6zAU3bSiCgccs3TuWrt5x2UDEo1/V45+39PPJAH5s2WSyY9zRSCiZUF/PVW07lE1dNIxIZ7DzQ1SlYsyrIa0uWUTVmJ6oiuODCiUyoKWP7Vod//ZfXKCkpo6jY4Jxzqpk5awxFRX9bFsNRiVGuHsVRju6uFOvXtbF1Syem6dDSspeMpbJ3j+DhB15n184eENDaup8LLhxLa0s8T++krTXOgme38/RTWzFNB9M0SSR0EtEmvv7N4z5QTHTnjm7+dPcaFi3ahaYqpNNpPE+wYvmzfOf2s7jk0smHtGGllLywcIBfe0F4eB4smHcvl1w2mX/66QWcceah+RX84ML9f1rLffeuJZU0cT2N15b4bcdvvuVUbv/+OYdlk7a2xHngz+t47JENpFM6i19cgucKJk8p4zu3n811nznxoM+vWMxk8aJdzJurE4vVUV7eheN4nHNeNTfdfArnnV+be+5kMg5dnWHeeE3j7b/Mo6i4iKIigys/eQLSq+b55/ZQv/tdVEVl3PgI551fw9QTKj50WcJRjaOEq0eMUF5XZ5K5T26huytFUbFBcbFBX18fSxavob+3mFA4wMyZYygtC9LU1ER7Wx/HHTeJqjER/v1/fYzqmmL+x7++zeJFuxFAcUkAIaCtrR1dD6FpQSoqgjz46DUFisim6XDzlxax/L0mbNtF0xU818OyLAwjgJQQCmk89exnOOfcg+8k1df3csXFc4lGzWF3swNBlTFVEV5/88Y8Z3g4zH9mG9/99qtkMs6wKSPhsM5ll0/hsbnXoqrDf4GllPziX9/msUc2+fcjXFzXJRQK+e3tHA9DV/nN7y/jszcUiuc9+fgmfnvXSjzXI52JEg4HKSsrw7Zckkkb3VD5r7uv4IILa3llSR0P/Hk9iUSCWKyDmTOnEwqF2Le3n6amGI6T4oTpkk9c+VFcT9Lbm8a2Pc48awJXXT3tA5X8/07xoRhkTtUYueiTnz6sY6c+8cCo+NKxg2OGq7ds7mThcztwHZey8hDBoMrWrTtZ9nYznldKaWmQk2ZVETBUtm7bjusGqKocy5lnTeCf7jifeMzia19dzP59/Ri6Sijslxb19PQSCpaiKCpnnzuBP9xzJeFwvnO+d28/n7rqGXp70kgpUTUFy/LbwemagaoqTJlaxsIXr/9ANeTn5m/ntltfwTTdvH7vb9DcuQAAIABJREFUAwhHdC69dDKPzf3UBxpIruvxja8u4eWX60gl7YL3hYBgUON3f7icL37p5IOep68vw2evW8DuXT1ZhWQLRVEwsi1FQVBWFuSFl64vaLmUTtv86Huvs3x5E57nkk5HqagoJxgM5tqaVleX8PBjV1NeEeJ3v1nBiuXN9PZ2IkSaOXNmY9kuO7Z30d+XARHjoo9NYM6cmZimS39fBqEIrvv0DE497fCM578zjHL1KI4ExwRXO47HKy/XsWplC7qmUF4RRNMUli59l107QNPCVNcUM2VKOZlMhu3bd1EUGUtxSTE3f/VUrr1uBqtWtPDd77yKmXGIRAwMQ6W/v59kMkM4VIaiCr77vbO55eunFVx/0Qs7+d53lmJZLqomcp09VFUFqWIYKp/74mz+89eXHNSx9zzJN25ZzJLFH8yvv/2vy7nxywfnV/CDE1dcMpf29iSZTOHOvGEoFBUHWPqXL+Za8g2H9evauOEfnyOdspGAbZkYhoGiKji2h66rnH1ONU/Ou66ga8nevf3c8pVFdHencZ0Mlp1i/HHHgYR43EJKycevnMov//fFdLQn+cW/vk1nZ5LWtv2MHVvCpEmTiEUzbN/WRSplUloe55NXnUFlZSWJhEUiblNeEeTGL805aHu/v3Mc81w9IsItPT1pHnpgPZmMw6TjS6msDGEYKtu3N9PeqjJmbDGRiMH+/VHMjEMikaCyMkJNbSnJpMXP7vgr//qzt3jphV2UlAQoLQuiKALbtgFJUVGA8vIg0ajJV7+8iI72RN71b7/tNZYta0Qi0Q01lz4KvhCRpiuk0jZfuH4he/YMX5MejWa48tKn6O5OHTQ93cy4tLXFufKyp/L6Cx+IZe/u57vffpV0eniHHvydrtdf38OPf/DGQc9zzx/X8Ogjm/CkxAioqIqarT2ROcFB1/P40Q/e4J239+XNXfTCTu66833CYY3yihCBwGD9kW6olJUHURXB7d9+lfv/tI777l1LVVWYyZOr0DSIx+N0d6fo7UlTNSaMYQTYtcOmrz9GMKgxYUIxtbUlrF3TwvPP7cyl6h/zkALPUw7rNYpR/L1hy+ZO5j21hYqKILUTSykuNtA0hfVrO8hkdMaNj+BJSVNjjHTGxHFsqqvLmFBdzJrVrfzyF+/y1a8sYv/efsrKgoQjelZkz0YIKCsPU1oWYNWKFn74vaV5Dnd/f4ZPXfUMXV0pFFWgZp1t6UlUxedphKRudy83/OPCg5Y8LX+vkdtufYV02hnWoQdIJW3eeKOBH33/9Q/8PH7+z2/y8pLdwxqc4NfwpdMOP/ze67z5173DHuO6Hl/83EJ27ugGIdF0BUVR8p5Bqiro7U1x3TXz6elODTm/5Kc//gvLljVSWhqgvDyMEGDbNkIIwmGdsrIgLS0xbv7KIn71y2W8/14T1TXFVNeU43ou6UyGpsYYrgtjxxVhWQZr13SiqgpFRQY1tSVUVYV4dt52Nqxv+8DP45jCKFeP4iiF50kWvbCTlSuaqa0tYUJ1MaGQTjSaYMc2E103GDsmTH+fSVdning8jqrC5ClVjKkK8+AD67n/T2u57VuvIIDy8lBOz8q2bYJBnfKKIJGIzh9+v5IFz27Lu/6K5U3cfttrOK6LbigoStamlmSDlSoSyby5W/nNr1ccdB0//+c3WfLS8A49DOHX77/OX/8yPL+CXw77yY/Po7k5PqxD7x/j0deb5srLnqanZ/jU/v37+7n+M8+RTFqomuIHfAV40vNLXA1/XStXNHPr15bkze3uSnHzlxbR25umvDxIUbGfsWtbNooiKC0NUFIS4JWX6/nZHW/yszv+SixmUl1TQlVVEclkEjNjs29flFDEYOy4YjraVbZtbcYwVCoqQkycVIJtuzz4wPoPXf51VOIo4ur//3fw/wCvLNmN43pUVoZyY47jsW5ND5EiHSOgEQhqSCnZt68P0zQpyipnVlaG6e5K8fTcLTlnfgC+Uw+67qcNlpQE6O/P8OgjG3PH1O3u4dWX6xCCvGjhwJd0IG6k6yrptMPv7hqegJ58fDOxmHlIIQbXlXR3p3h+4c6DHvMvd7xFOn3oGp90ymHuE5sLghQAyaTF7+5agfQGU14H1ieHGLKqquDYLv/2L2/nxizL5c5fLScc1nM76Iah4zhOniBIMKThepLf/Pp9xo6LYBgquq4TCoXo64vR1BQjFNFRVYWKyiJsG1au2JebryiCiRNL2bihnbrdH04r4GjE0VL7M4pRDEUqZfP8wh2MP64obwdi/74e2ttsyitCCEUhUmQQjZq0tvoB0OLiYoQQVNcU8/rre6jb3UtZeX4Jkm1baJqOogiEEJSVB1m5opk1q1tzx8x9YjO9vWl0Pf+xOFAPDj7HqZqgvr6Xv7zRMOw6joRfn567hfa2Qn4F6OlO8dCDG0ilDuNcaYd/uePNYd975+39bN/ajaIOcrRQBJ7MD0roukq0P8Pjj23KjW3a2MG77zRSXh5ECP+z03W9QACqrCxIw54+XllST01tCUKInPp0S0sP/f0ZwhEdRVWoqAjR2enQsGdQ1TkQ0JhQXcSLL+wikfjbxKWOJoxy9SiORuyp72Xt2jYmTizNs4lXr9yHaQoqK4sQqkIkotHcEqOvL0YgEMAwDHRDZfz4In5310ps280rZfKkxLbtnPizpilEIgZ33bkib6Pq337+Npbt5mWRDgQpFeGPCSGQSO754+phNZ56etI8+Of1pFIH3wAbQCbt8C8//etB33/pxV20tcYPqW0lpd+a9NGHNwz7/h9/v5pU0s7LLBVC5NnUQgiEAm+9uY+tWwY59MknNtPbk6K01H/2DXyGtj3Ip4riZ2QteGYbbW2JXLZZcVERlmWxb38/nicJBjV0Q6O4yGD9ut68jcSKihACWPTiwX2MYxFHC1cf8059T3eK3bt6GTMmv45l9+4OzIxDUdGgox8ManT3JHAc8tphxOMWqWF2XSzLQlHUvD6QxcUGCxfsyBHFgw+sx3VlQfqPlBJxQD2lqgmWvLSbvr5MwbF3/9fqwzIUAZJJm9//ZvjgwM4d3ezc2X1Y5wFAwCMPbywYfmHhTjwpUdTBNQys58CSDk1X2Levn00b2wGfjFJpJ6/Vx0BgZCBQMghJPG5hmoOkUlxU5O8meTJH6qqqEo5o7N7Zlyf8JISgvDzIsnf2H/6aj3ZIcXivUYzi7wjbt3Xi2G5BSuGa1fsRCoTDg+nuwaBKW2sMXdcJDFGU7+xIFeyUSAmWZWMYg8ajny0FT2YdWM+TPHD/usKddVnI1UIITNPhnj+uLljD7l09bN/WddhrFkLw8IPrh33v8cc2IY4gW7BhTx9bNncUjN93z1oyppP3DBJC5NY2FFJKHrx/fc44nfvEZqSX//wyDAPbtgvmWqZH+5AAsGEYGIZBe1sCI6DlzhEKh1EFrF3blDc/ENCQnswzVI95jHL1KI5CvLeskZKSQJ5D7zgeO3b0Eg5rqFnleKEoIKG7O5VnU1umSzRaKN5mW779N7RLiGGoWKbDX173g6g7tnexa2dPYfA1y91DuWrg/p6bv6PgWk88tumwNE0GsHeIDXsgfv/blSQPstt/IDIZh3vvXlOQPRqPmyxcsANVy78nRSgFXCuEwHY8Hrh/HeCX+D47b2ueLomq+r6JdYBNLaUklXaIDxHPKy4pwXWhuytOMDT4/I0UhbBtl5078jOoqsaE2bu3n86O5GGt+ZjAUcLVx7xQXl2dv0N74Jd3y6YWhOqTh5tV4pVSYpkZVEX1//BTvrpva0sMgSQWSxOJaNljwTQtVFXFNDO5MfB3TRa/tIo5J1fwypKdeNLDdWVeJZX0fEPRdfJT6aUqmP/MMs4+tyr3Re7uytDTc2SpLvV1vbz33iqCwfxa8pdebEYeQXsMM+Py/HObueLKQYNaCMGz8zaQSdsFxIqgsDWdAMf2eG7BGnRjKvOf3YJpmqTTkgH+HVhrKpVGSnLj0f4MUkqam/uYNKk4m4JkkEqCYdg4tuIbvgLCoSA9qQRNTf1MmTJYF1paFqCxMUZ/f+awRQSPVkgJcoRUGozi2MKa1a0FO+yeJ9m7N0o4rIIQuI6vpC6lJJk0GTM2QiqdzvK1g2U52f9nUFXfcXddF5nNjMpkBrla1z3++td6tm3bRmtLit7eFEKQx8kDvCQ9mTeuCMmaVS2sW7d+MPUTWLyoGXkEX8BMxuGFhVu44hOF9fnPzd940FTO4eA4Hs/Mex/bmQQMGrfvLduPqgy/LtdxEGIIhwtIJE2WLl3N5MklLH1tN4ahkE5nGBqXHng+qqqGEP7vKWP65WhdXVEi2bIHXQuSSMQpK3NxbOmHKBRBKKzRuD+K63p5u21l5UFWr2rh3POOrEXs0YhRrh7F0Yh43GTPnj5qD9Btam2NYWYsKiojWa6RWa62SCYkhmHkbOrmlgRCSKLRDOFwtsxJQibjp6V7npfH1ZZtseDZ9Uyd5vL8c3txHMffUBpiUw/YnZ7nwZDvlW17PDtvHaefmR/EXLhg42FvlAE4tsu8p9/HdibmjbvukQcikwmLV195nwnVPu8LIdi0oRcpXf9ZM+T+JdL3IYb6CgKQkqWv7Wb79kns3OHrEIRCGk7aznG1qqpYpkkmY+bGUikHga8BMH1GSe454TgqGTOD64QBgRC+f6QosGVzGyefMsjJQggUIdi1q3tEiFEfTVx9zDv1sWim0PEEotEUigKdXfm7Ko4NmibzeukmkwquC9FolMwBWTye5xb0+7UsWLr0TXbukvT1Gjg2uMNwh3QllpufaigELFu2kvbOwb+gvj6Q0uBINB6EkCxe/BrhA2zFDetVbEc9onN1d/ezePHivLF9+zUcRxm2HMB13QLH3nFg7dpNaMZ6tm3VSKUEw3U1SqdTpNODAYxUWuA60NbagWUNRkk9KYjG+onFDziBhJ7uvjynXghfRCWTduDDdaU6qvD3kAI0ilEcKeJxq0BV3rIcbNtBUSVtbQfUW0uIRuOk0z4JmCbYts/1PT29qAdoYyaTSZLJ/J2FdBqeffY5+noFtq0f9ME9XAs214MXXliMPuSW161VcY6UX3uivPzyywXjnR06R5JM5zguGzZswwhuzo15HpimgaqCGOaWbLtwXYoCLy95nbHjJL29OqHQ8HOj0WjedRzbP6ihYR/BbGzGsvxPoqOz0Oi1bV+Er6gokBsLBFT6+/+2tn9HE0a5ehRHGzJpJ1fGNBTdXX1IAYlkksQBPOt50NrSmqPF3l6BbQukdIatL+/vz2/fZlmwfUecBQt2s3a1immqBfw+eGy+Te150NTUyUsvvZQ33t5+pPzqsXnTdkKRLQX3JoRxRN9lz3NYuvRNqsYMGtB79yiYpsbB9twOXJeUEI3aLFiwgOYmQTymFfgnA+jt7cn93zTBcQSplJ3Xss62/ABIe0d+tpeiQDRWuCNvGCqxYbItjlUcLVx9zDv1RsCvyz4QiipRhEJ52WCkSghBZ6ffom7y5HG58fbWdlIph9LSUK5tD0h6enqIRCKEQkN3sf309xtuuIjTTh/LkhdfoKU5UaBwnMlk0HQNTcv/FaiK4MYbL+e8CwZV8Pv7TZ585DHywo+HgBAKP/3p9wpU3+c/s5O1q9897FQhgOnTa/j+96/N/SylZG/dX+ns2EsgkH9+0zRRhJKr5xmA60muuOJMPv/FGfR0reLNNxopLgkMOULS19eHqmpD0rQktpUiJW2OO66CmtoISIkEOjv2EQwEiBRlx6QfYOnKxEAUfk6elCOmDcfRQj6jGMVQ6LqS1dQY5BRVFYAkGAgQCoVzzqXrunR3xxgzporKimIQftCutaUDpKSysji3A2xZJvF4nPLyclR1kG89T5JK2Xz725+hqyvDCwueL9A+cT0X27IJBAJ5KfieJ5Ee/OhHt6Iog7yycMEu1qxadsT8+sMfXlcwvm7VYjo7Gw/7PMGQzjXXfIzPf3FmbkxKyWMPPYbrennZatKTmKaJbui+wOmQ4wFuueV6amqLWLTweXRdydtNd12Hvr4+ioqKCQR8Dvdcj2QyAVJy/PHjCYc1kJK+vgS9PV2UlJSgZa3wgR05M5NB+T/svXeYVEXaxv2rczpPd08OwJCHnHNQcEEUEQQJiq4B07q6Zlc3vvu6u677btLFnF3XnNeEillQRAFFyQwCAwMTmNQ9nU+fU98fPdMzTfck1u/7nGHu6+LSqVN1Tld1n7ue56knKIl7s2FILJ2vUskxo5uru9HZoJpSH+YIxQAJbpcL1WRCEOPSQCBAVAvRf0D/mE4vBFaLn7qaWmw2lezsNBq1fZ+vHk2LkpWVSXPDqK8+woTxPbniium8nF3M5k1fJhkVNE3DMAysNmtCeySiM3pMb667bm7CmK82rKKyogP8ajNzxsJZnH9hYiUnKSX33/VAQj6otmHi2usuIi+vSXfYtLGcjz98OykELBqNEtWi2GyJXmy6bpCTa+fKK5exdUsVX37+MWlp5oTvJhgM4Pf7ycrKjs894NcIhwPYrCYGDCiIz2Hf3gr8/lBs7RtkapDU1tSTqgCWbsQSfx8v6Cxc3eWV+t590olqyS9bTq5KTZVCmvPosgx1OF0W0tObasb37hNi544qXC5H/NQ/npRDURNiNSMRHbvdwo9mDcVqNXHeBWO4/e+fJ8XPAwgSrZ26bmCxmJh18uCEePP0dBg7riAhqVNrEAJOnjOArKzkY+nFS0fyq5s/btd9AJxOM5dcNiFhPQB+fMFYPvm4FCMlu5MwXylj2aOXnTWW/Hw3i5eMZs3HZQnrFvvcAkVRsFqb4oLcboNAIEqfvtkJ8UIxWdKUEGerRTQQXrKyEkk9FIrGsjRndm3X+xjEDyIDZze60VEMHZbDl+sPJZzWK4rA5ZZIaY4Z8BoQbnAnzMhw4m7gJpdLYrfXENUM7HZb3ABgGDGvIZPJlGBsrKsNMfe0QRQUFFBQAEWDstm9qwqzpen9EbLJ4Hs0V5+xcDCZmZkJc1i8dDS/vOmTds/Z6TRz8WXjE+JNG3HxpePZuKEMn699BgJDlyxdNpr09ER3yEWLhvDSizsaDCQNEI3/EQlcHdUM+vXLYPyEAQghOH3+YN54fTeZmU2cGo3G+ptMapyrpZRYzEGEIsjPz2xKmopAiCosJgs2RxP/BoNRnM5gkqG1tibEuPEF7Zpv50c3V3ej8yE93YrbZSUQ0BJKgmZmWhACrFY7VluTrOb3h7FaSZAhTf3s7Nheh8ttixsGAQIBFSGiCTH1AKrJYMlZo8nPz2fpsjT+77YNMTnz6DwhkKTs221mzr9gLBkZifLwxZeMZ8MX5e1OzGkYkqXLRuFyJbubz18wiDde391itZOjMXRYDoMGJZbvnDHTic1mxucLJxhRG/OqNE+sDSCkwrk/Hk1eXh4zZmbjdK5H140E3SESaUpE3Wh8VlUT5eVBevdJx+1uCqFIc9ZBRThBpgaorg6Qk5usvGsRnf79jwPXV6AzcXXn+JT/Bfr3zyAz04bfn/ji5uaaUFSRkK1S1wxUFWy2xGVxua3YbKaULohHw1cf4dzzRsVfrPMvGI1AtOtllxIuumRMwkvZiBt+PpW0NHOKUcmwO8xce8PklNeysuwsWDg4UcBrFYIzlwxJap19cn8cDnNKg8nR0CIGU6f1orAhBmvGzD64XJZ2xTNJKXGn27AdtSaOtNjpUHP4fBpZWTLJe6DqSIAZM3sfHyf1kk6T0KMb3WiOCRN6omlGElfm5UmiUZkQDxkO6zgcEvUoY2leXhp2h5mEYMsUMIxYPo/mtYevuW4yZrOalJToaEgpsVhULr9iQtK1zEwbZyzqCL/C4iVDU7YvWDgoQbhrDYoimHPqAHLzkgXOy6+cgMmcnGzpaEgpMakqV10zKS4Yn3fBaBTRvv3LZjOTf1R8paIIHGkyIdEpUhKNGuQVJCfpC0d0Jk7q2eazugS6ubobnRCqqnDizD5UVyW6zVssKtnZRpKXkq6DI00m9U3PsLZF00DDoYzdxKzZ/QDIL3Dyo1n90Nohe0ajBhaLytx5RUnX5p8xqN0yoaoKZs/p32L8+DXXT05K8NoS0tLMXH/jlKR2s1nlssvHgRRtcrVhSBQhuPCiMfGx510wqsXSfM0hBNjtKi5X4uGXzaZgMpGQaFqPGigCcvMSZepgUMPltjJgYKJRu8uiE3F1l9dyFEUwd95AjlQGEn6sJpOgf38z9d4wum4gDYNgSMOdnngiU+8NY7OqXHr5+HjfllBXFyK/II0LVjQJijm5Dn75m+mIVgQjKSVRzaBHDxdXXZNaGT99wSCmnVDYJnHY7SZOP72IE2f0abHPbf83m4xMW5uZP+12E/c/dHpKI4PJpHDnvaehmhT0Vsp4RCI6aWkW/vy3kxPG3vLHkwiHogmlMo5GwK9htZm58qqJHC6rT1h7sxkcaSb8DVbWUEDDbFLI75H4WWpqgjhdFsaMPT5OfyR0mtIb3ehGc+TlpzF2fAGlpd4EocblluTmWfF4wkgp0SJ6Q430prFSSirK/Uye0pMxY/PjCTZTwTAkdXUhTpk7gDFj8+PtC88czNhxBUiDFsfKBrfEhYuGMGFij5R9OsKv9z54eoucbjarPPToAuz21jlfiNjp2d/+MSfl9ZGj8lh+zohWhUUpJYYOI0bmsuzsJvf9YcNzmH/GYDyeUKv7V11tiBEjc5l+Qm/Ky3wJz3E4QFFFjOulxOMJk5Njxe1OvF9paT2jRufRo2ey10JXRDdXd6OzYvSYPNLTrbEqRM2QVxAzeDZWfwr4I6SlqTR3ytR1g8OH6vnJT8fjSLMkHbg1RySiEwpG+d0fTorXsQe49c+zcLmsaJGWZc/GJJwr756bMLYRZrPKg+3kV7fbyt9vP6XFPpMm92Tx0qEJngupYLOZmDAp1jcVLr9iAr37uNGPMmI3h9FQjeT6n0+hZ68mrvzx+aPo2ctFXV0LgfXE1sTrCXPhRWNwOi0JMfFCCFxuCIei6LqBoRt4vWH6DbRgbpaRPxo1KC/zMXfewHYbnTs7OhNXHxffyKjR+ZyxaDCHDtVzpNIfF056FpqYOKkHNdVBjhwJ0LOXC0dDhbtQKMrhQ/VENIM//GkWv7tlJisuGYuvPkJtTTCuYMayMEfw1IXo2cPF40+eSVaWPeH5P7t6Ej+/eRpCCPSojBkRGsoJRSI6iqLQr38Gb7x1DpktuIgriuCZ55dy8in9cThMSQKjqgrsdhNnLhnKQ4+dkeSC1Bw9e7n44JML6dHTmeDS3gi73YTNbuKeB+axaHFq8gGYc8oA7n/wdMxmFcOInb40zqvRgJKZYefVN5dTVJSVNPZPf5lNOKxTVxtEa6bch0JR6upCmMwKDz26gBtvmsqSpcMoO+yjssKPrhsIAfkFVqw2lfLD9UR1g1Pn9afRkyscjlJ60IsiBBddPDbJKtmV0VnIpxvdOBoLFw1h2LBc9u/34G0ouSMETJqcRUF+GhXlfvy+CP36uVBNMa7xesKUltbTt186f7xtNg8/dgYjRubh9YbxesNx4cgwYspnvTfM3LkDue0vJyfwpNms8vTzS5gytReKUIiEY5mIY/k6JFrEQCBYsnQYd9x5aosc26Oniw/XrKBnL1dKfrU18uv981i8ZFir6zFv/qC44JlK+HQ6LRQUOHn/4wvo3Sc9xR1i+MvfT2b5uSMQiLg3RHwPCsf2oPETe/D8y8sSjLhCCH5/60nMXzCY+voItbVNyr2Ukvr6MB5PmCHDcnjk8YX8/tYfMbAoi9KDXjyemGFFVaFvPxeBgEZ5uZ/cXAdTpuXEPd/q68Ps21fHoEFZLXotdFV0c3U3OiPS0ixcdMlYTCaVgwe98SodViucMrcv0pCUl/kwm1UKCqzQUCGjstJP2WEfZywazM9vns4j/zoDq9VEXV0owXNT03Rqa0OEQlFu+eNJzDs98aS9X78MXntzOdnZ9gZO0+MGVz0a4zeTqnLn3XOZN39Qi/OYd3oRj/zrDOyOlvk1Pz/Gr336tsyvQgjuuX8eZ58zArvdlOSppSgCh8PMjJP68OIry1pUht1uK6+vOoeiQVkoSsMe1Dgv3SCqxaq4XH3tJG74+dSEsRkZNv71xCJ693bjqQvh80Xie5+uG9TWhvDVa5x7/ij+8KdZ3PrnWehGzMASalh7ux0KC93UVAWoqgoyblwBffrEDBWGITlyxE/pQS/zzxjM2OPkoKwRnYWrRRtuHu0LEOkkKCmp4/NPS9m2vZJtW7cBMGLkCLIy7FTXBtm65Qgl+/fhSEujT5+enLFwMKfOHUhObtOR0PZtR3j6yS2senM31dW12Gw2RozswSWXjuOUuQOSsjc3x/79dTz68Nc8/+xWqqt8mC0mxk/oxTXXTmLOqQOSktq1hK82lXHPXV/yzlvFBAIaaU4LCxcO5aprJzFyVF6710PTdFa9UczKO75g29ZyolFJQYGLy346jhUXjU2Yd2uoOhLg6ae28NjDX3PoUB2KIhg8JJefXT2JM5e0br0sPejlxRe289wzWykvr0ZVVfr2zWXFxWNYeOaQuIFESsm2rUd44/XdrF9Xyv79+3C73fTuU8DYcflEo5K6Wh+bNm2iqKiIPn16Mf2EQiZM6onb3SkV+mNihxEZ+fK5H53Xrr6jX/vnJinlxGN5Tjd+cOgyXK3rBtu2HmHNJyUcPuzli/Xr6de/H4WFvcjMtFO8u4Y9e45w+HApBfk9GDykgKVnDWP6Cb3jp96aprN2zQH+9ehmvlx/gEDQj9udzslzBnDBijFMmNijxZN0KSWff1bKvfds4OOP9hEMRnC7YmFLP71yAqNG56ccdzQ0TeetN4v55+1N/JqfH+PXiy5uP78CVFcHeeLxb3j4gU2UldWjqoJhw/O4/sapnLFocMqTqFTYuqWSRx78itde3YnHG8RuMzPjpH5cdc0kTjixT6trsmljGU898S3vv7cXj6eQQEr9AAAgAElEQVQOuz2NCRMLueSycZz0o77xzxAOR/l8XSkvv7iDnTvLKC8vo2ePXgwYmMPgIdl4PBEOlR5i7969TJo8mZ4905kxsy+jRud11hCpbq7uRkfQZbi6vj7Mpo1lrPvsIAcPlLF7927GjRtPZpYLi0Xhm68rOHCggrq6Gvr3H8jkKT05Y9EQRo3OixtF6+pCvPn6bv716Gb27TuCrmvk5+dw9jnDOXv5iFaV6WBQ4/VXd3Pv3RvYubMSQzfo0TOdiy4ZwwUXjml3ubXq6iBP/vsbHnrgK8oOe4+ZXwF2bD/CvXdv4NX/7MRXH8ZmN3PqqQO55vopTJzUo9UDt0ZEowYffrCPe+7cwIYvDxKORMnKSuPs5SO49PLxDGzF7T0UivLh+/t45OGv2fLtIUKhEJmZGcxfMJgfnz+SkaOa1r66KsD77+3ltVd3caCkDJ/PR79+/RkxMoecHAc1tUF2bN9ONKozavRohg7NZvqJfTpzLH2X5+rjSqlvhNcb5rFHn8aQkksvPY/09NjpuN8f4e9/u4uiooEsP2dhq0p2JKLx+9//mVPmzGLW7Jkder6u69x665+YPXsWM2d2bGxz7Nmzh6effppLL72UwsL/rq7vqlWr2L59OzfffPN/dZ+7776bHj16sGzZsg6NMwzJypX3kpeXy3nnnd0q8fl8Ef5069+ZOHEcZy4+DZMpFi+6Z08ZD9z/MHNPO5VZsya320jyA8Uxkk+BfGbm+e3qO/aN27sFxa6DLsfVUkoOH/Zwx+13ctJJM5l72gysVhNSSnbu3M+jjzzB2cuXMGnSyFb5YvPmLbzwwitcffVP6dmzY6cLO3bs4PnnX+DKK68gP799ynwqfF/8CvDPf/6TAQMGsGjRorY7t4Dq6mruvvseli5dwqhRozo09siRKv75z3tZsmQhEyeOa7GflJKvv97JM0+/wIoVP2bkqCKEiLnhv//eOj744EOuvfYq+vTNbpeg+wNGN1d3oyPoclytaTpr137Fqjff4rLLLmbI0N4oikDXDV5//X0+++xzbrnlV616TEopeeGF/1BScoCbbrquzfClo/Hqq6+yb98+brjhhv9qLitXrqR///7/Fb8ClJeX8+CDD7J8+XKGDj12D6R169bx7rvv8etf/yohqWB7sGbNOt555z1++9ubSUtr2YgcjRq8+OKbbN26nV//+sa4h1l9fZh//etZIuEIP7n8wriu1InR5bm6y2e/TwW320pmViwhUvMfaVqaBZdbkJ5halMhVBSB1UpCpuSOoHPLMC3j6CzR7UVsPQVWq9LmeKfTgssN6Rnm+MmOEILcXAfudMjNtXV2hf6Y0Rj7041udHY0f6dzcq1xt3AhBOnpVlxuyMiwtskXZrOC1coxnwJ3Xa4+tnGqGlvPxkowLd9fkJFhbeDqpu/JYlHJybXGuDrP0dkV+mNGN1d3o6vAbFbJzbXF3+lGhVxVFTIyzLhctBkCKURM/rNaRYcV+sbxXZVLjnVaFkuMq9uKfTeZYt+T2y0SQsZcLitZWSbCYb0rKPTHjM7E1celUt+NbnRldBby6UY3utGN4xndXN2NbnSjGz98dBauPm6V+ljyiS7nBXXc47j/SmXnIZ9udKM9OO7f6S6K4/577ebqbnQxHPfvdBdEt65Ep+Lq40qpD4Wi7NxRxadrD/DhB/VIwF//JZMm98LnC/Pe6r188nGU9IxSdu1Yx/wFgxg6LCfBpScS0VnzSQkvPr+Nzz83sW7tDs5YaGHpsmFtluIxDMlnnx7g6Se38NmnJtZ+vIMlS+0sP3ck2dn2Vsc2RySi8+bru3nqyY3s3m1mx5a1nH/hBE47vajDLqZVRwL8+/HNvP7afjx1OmWHVnPRxWMZPaZj8aNbvq3gice/5cMPg9hth9i5bS0XrBjdapITiK3JV5vKeP7ZrXz8UQCrrYyd2z5h+bkjGTwkO6FvMKix/vNS3npzDx9/LFi3di/bt6xn2vRC6jwhPl2zj08/Vako282sWRamTOtFnz7pXdYlKzV+GBk4u9GN/wY1NUG+2VzO558dYM1HKocO7GP/XhdDhuWw97taVr2xja1bTOzctpEFC0PMmTOA/AJn0j3eeG03r7y0mX37TOze/jFnnzOaU+YObLP0UCCg8eorO3nu2a/Yu9fEzm0fc97545g7b2CHQnuqqwL8+/FveO3VGL8eLl3NxZd0nF8Btm2t5F+PbuaDDyK4nAfYvXMdKy5qfzIoiMVOvvfuXp5+8ms2bzaxcf1Gzj7HYPHSYSkz9TdHMKjx/rt7eeH5LXyz2cTG9V+xeKnBosVDk/avI5V+3n9vL6ve3MbOHSb27l7PvAVeBg/KZvfuaj768DuKi1UU8QUnntiPMWMLOrQHdg10c3U3OjeklBw84OXLLw/z8Yc72b5dJRrexIkzBpCV7eCL9Yd4d/UeyspMeGtXc/r8QUw7oXcS/xYX1/DCc9tY/c5B/P4wB/a9y9nLhzNpSq82XfEPlXp56oktrHrzAD5fhIP73+WCFaMZO65j+VO2ba3k8ce+4YP3wziPkV8hluj13Xe+48knvuLbb818vfFLfnyezqLFQ1KWh24JtbUhXnhuG6+8tI3Dh02UlqzmvAtGM/Okvm2uSUW5j5df2sEbr23l0CETB/ev5qzlI5k1u19C0j8pJbt3VbPqzWLef6+E6mpJdeV7nDp3ABmZNr744jAfvu9B13WC/i854cTeDBue02pC8K6JzsPVx02ivNKDXp564lt8vggZmTa2b/8aKSW5uUN4953vMAxJ/wGZHKncj9PlxunMJqoZDBmWw2/+ZwaZmTbWryvlphvfxe/TkEjq6mpwONIwmawIAWcuHsJv/3dmykyZmzaWcfklb1BdEyQUjKJpEVRVxWaLCVIXXDSaP9z6ozaV8qef/JZf3vQBhiHx+ZrqezqdFswWhTvvOY0zWylD14hwOMoN167mxee3oygiXk4kFtuuUjQoiyeeWdxqlk2IVRS4dMXrFO+uQdMMIlokFhtlMaMoglmz+3PPA/NSxlPt21fHNT97m9KDXqQh8fs9qKoJqy0NRcC4CT24feWpZGXZ2bTxMH//yzoCAQ2n08Ke73aRlZlFMGDjSJWfgnwns08pZOPGdYwYMQq7LYtQKMqw4TksPWt4i7Wgf8A4JgYZnt5DPjntonb1nbj6L93Jl7oOugxXf77uIG+v2gMCsjKtfPTxBwwePITDh1Q2f12B3W6idx8HpaUl9C7sjW5YQMbqzF90yViEENx/70YeeegrDENi6Bo+Xz0udwaKomIxK/zPLTNZeOaQpGdLKXnogU389c+fYRiSYEgjqkUxm83Y7WYsVpXb/3kqCxYObnUOkYjODdeu5oXntiXwq6oKLBaVgUWZPPnskjb5FWJVUy449z/s3lVNJKKj67Gv2maLJQ1cvGQod903r02Oe3f1d1x39TsEg1FCQQ1N0zCZTNjsZhQh+PkvpnHVNZNSGkHffmsPt/zPx0QiOlLqeDx1OJ1OVNWCEIIVF4/muhtiJZaeeuJbXn5xR2y+piilpSX06tWH0oMhAgGNUaPz6NsPdu3awYwZs/B6ohiGwbzTi5h2Qu/OaITt5upudARdgqvD4SivvLyTrd9WYrOrRCJ1bNnyLePHT2PNx4cpO+wjO9dOWppGVdURBg0aiq9ew2ZTuemX05g8pRCPJ8RNN77Hl+sPgYRQOEA0GsGZloGiCAp6Ornr3nkMGpSV9Hy/P8J1V7/D6re/a/g8GoZhYLaYsZhVBgzM5LEnFrWZqb2kpI4Lzn2VXTurUvLrmUuGcnc7+BXgrTeLuerKtwiHovh8Wrzd6bQgBNz651lcclnLyUUhZhT40x/X8ujDXyOAYDCCruuYzWZsdjOZGTbuf2g+U6cnJ8fWNJ2/3PYpL7+4AykhGg3jD/jJyMhCiFhZvb/+Yw4nzuhDXV2Iv/7fZ2zbUonJrOD31+DxeOiR35+9e2sQiuDkOf3xePcS1aKMGj2ButoQdoeZ8y9o+8DuB4ouz9XHhVJfUe7jgfs34XCY4skevvjiCzx1UUr22zFbVFRFEI0aQBXZOen07t0bKSUV5X4KejhZsmwoN9/4PmazgsNhRkpJWVkZLpcbl8uJYUg8dSFOnNmHu++bl5CY4ovPSznnrJcJh6OYzLFEcMFAELPZjMlswjAkAsGcUwfwyL/OaNEKd89dX3LrH9YQDERTXodYjfnbV57K+ReObrGPpumcMe85vv6qLKE2aHMoisDlsvDRpyuSasw34kCJh7knP4XXG0Y1xZKUhEIhFEXBYrHE3HYMGFiUxarV55KW1nQStG9fHectf4VgUMPligmGlZWVmExmsrIykVLi8YQpLHTzy99M5/a/rcedbo2fJn3zzTeoajrhoAVHmpn6+ggZGRYczoOMGzeawsJCpJSUHqynaFAm510wurOVSzom8hnm7iGfmHpJu/pOfu/P3YJi10GX4OovvzjEf17eSWGhC7NFRdd1Vq9ejaAX+/dpuNOthEM6JpNEi1ZQNLA/7vR0dN3gUGk98+YXUe8N8+zT23C5LZhMCsFgkNraWnJzczGbzUTCOv6Axu9+P5Ozzh6e8Py//vlT7r1nI4ZhoKoKuq4TCUew2WyIhj1CVRVu/+cpnLV8RMo5aJrOovnPs2nj4Vb51emy8NHaFSkF1kbs21fHj054HI8nHK8PfzTsdhOjRufx1rvntVh66bX/7OSaq95B141YtRBDEgqFsFgsqCYVQ5cIRXDpZWO55Y8/Shr7u99+jMNhwmo1EY1GqaysJCMjA4fDga4beD0Rzlw6hN693bz6yi569nJhMinU19ezZ893mNU8tKjAZjPh8YTp29cCSilz5szBYrGgaTqlB+s5Y9Fgpp/Qu8X1+IHi/3euFkI8BiwAKqWUIxvangcaLVcZQJ2UcmzDtV8DlwI6cK2UcvWxzKEbx4ROz9W6bvDcM1vZsb2K3n3cCCE4fPgwX321mYC/N7U1EVwuC4FAFJstghatZezYsUDMC6qmOshNv5jGHbevZ//eWtIzbAghqK2tIxIJk5+fj5SS+voIVqvKU88tSZBDQ6EoC09/lh3bqxBKLEmeFtHQdR2b3YaUkqgmcbksvPPB+S0q9vv313HS9Nb51WYzMXJ0Hm+/++NWT9pffGEbV1/xdoucD2B3mLj5l9O56RfTU16XUvKzy99i1ZvFSCSKIohqUTRNw263I5FEowYWs4mnn1/MCSf2iY81DMmN163mww/2kZ5uQ1EEPp8Pr9dLQUEBiqIQDGpEIjp/+fscVr1RzMGDXgoK0hBCUFpaSmVlLarIRYnvEVH6D4zgcsK06dOAWPUwX32Ey6+YQM9erXsn/wDR5bm6U2k5x4o3X9+N2aQkZG+UUrJ9ewSTWcFmM2G2qCiKoM7T9GILISjo4aSkpI6rfvoWFovSotumoggyMm18uuYA/3l5Z7w9HI5y4fmvEo5EMVvUlKcQiiJASD54by/PPr0l5f2/2VzOrb9vXaEHCAaj/Pz6d9m7t7bFPn//67pWFXqIEYTXG+asM19sMZ7msotfx+sNxw0VR0MIgVBgz54a/njLmni7lJJf/Pw9AgENtzt19upY5mQbJSV1XHf1OwkKPUA0CjXVGg6nBUVVSE+3UlUV5EilknCP3n3c7NpZzY7tR1qca1eDlO37141u/JDg80VY9UYxvRoU+kYEg7BzRz3udCuqquBIMxMIaIRCTWNVVaFXoYsXntvGE49/izvd0qIRz2JVcaaZ+fOtayk96I23f/F5KffdsxEpZYvZgk0mBcMwuPnG9xLGNsc//vZ5qwo9xPi13htm2ZkvtMivUkqWL32pVYETYpy/5dtK/vTHNSmvV5T7uO7qdzAMo8U1UVSBlJLHHt3M2jUl8fbKCj9/uOUT0tLMLQq0qqqQnmHlxee388Tj39Kr0JXwnGAQfP4ojrQmri7e7SUQaOJ9s1mlsLeLd97ag8cTSvWYLonvkasfB05LvLdcLqUc2yAcvgy8AiCEGA6cA4xoGHOfEOL4LBfTjWPC7l3VbN1yJK7QN+JIpaCyIoA73YqiKqSlmamp0Yg2o0KHw0xmlo0brlvNd3uaFPqjIYTA7bYSCunceN27CTz5l9s+TVDoU401WxTqfRFWnPdqSo5tL7+GQlG2bank1j+k5leAgwc8bSr0AMFAlH/8dR0bvjyc8vorL+1k1apiEDLl4Z4QArNZRdN0Vpz/Gn5/k7fum6/v5sMP9pORYWvxYNBuj/H4tT97mz3FNfTo4UxYP68XEDFvMqvNhM1qYvvWMEaz9XO7rdjsJl5/bVerc+1q6Cxc3eWV+soKP3v31ZGdkxivV1drEA7JhNgQq1UlEoZIxEjoG40aeLzhNuNhhBBYbSYeffjrOImseqOYcFhvMw5TCIEWNbj7zi9TEtBdK78kEtFbvUfzz/vAvRtTXtM0nfvv2dgm+UDsB1pe7uPzz0qTrm3dUsmundWoptYNX7EyI/D8c9vi4QI7tlexe1c1bnfrMZwQE6IPH/IlnUAFgzGTW5y8hCAtzUxlpYi7TzUiM8vG2jUH2nxWV4GUol3/2gMhxGlCiF1CiD1CiF+luH6jEGK7EOJbIcQHQoi+De19hRCbhBCbhRDbhBBXfM/T7EYXw9YtlRhSJr3rVUdiHNJc0bZaVfw+kXDkpaoKFRV+/P5ImyV8Yl4ABi+/tCPedu89G4hoepvxiqqqEI1K/v34N0nXNE3nvns2tJtfKyv8fPbpwZTXN24o40CJp1WBsxHBYJRHH/qacDj5uU89+S263rKhohGKIgiHde65c0O87eWXdqBHk7+TVGMDAY3yMl/Cc6SU+P2xUlXxvqoCQlBVmbjOjXvk1i2VrT6rK+H74mop5RqgJtU1EZPazwaebWhaBDwnpQxLKfcBe4DJ38+MunE8YO0nB8jMTFTGDUNSWaHgcJji7UKJcXcwmDjeYlE5fKgetQWlvDncbgsl++v4ZnMFEMvt8eS/v0XS9liTSVBSUsdXm8qTrm3aWEbJ/vbz62MPbyYUSs3rDz/4VZLc2dq97rxjfcprd/7zC6JRve15mRU0Tee1/8QUaykljz78NRZL2yWhLRYVrzdMREvUJyIRg3AIrLYmrrfaTWgRSW1Nok6UlWWn9KCXssP1rT6rK6GzcHWXV+qLi2tQlOT6leVlGkKAHo1i6DqGrseUaQGBQMP/N/w7WOJFEHMbagt2u4nyMh87tlcB8NADm4ikELRSwWQSlJf72fJtolATCGi88dqudpOGphk8+e9vU5LVe6v3tovEmj/7gfuSDQRPPP4NWtRoV/yjogiQxOJkgVf/szMWctCOsY2GgPIyHzRk4ZRSEgyA2SKQuo7e8E8oEiMK1VXhhHukp9soO+yjpiaY6hFdDO0jnvaQT4NF8F5gHjAcOLfBctgcXwMTpZSjgZeAvzW0lwHTGyyPU4BfCSF6fk+T7EYXxKaNZWRmJtbClVJSXaVgswn0qB7nalUR6DqEgtE4V4fDUeq9YaJRo11cmZZm4flntwFQVxfiow/3t1l7PQ4heeJfyUr9++/tazdPQ8v8CrG9oyUhMhUkTRzbHP96dHO7sxdbLAqfrztI1ZEAAM8/uxW7o+1YUsOQaJqBzxeJfeYGng6HdPRobA8wGrk6GsVqFdTUiKS9KCvLzoYNqU+xuh46xNU5QoiNzf5d3oEHzQAqpJTFDX/3Appbkkob2rrRjTbh8YQ4eNBDekZinqSamjDRKKgq6I0ytWFgNguCARGX3WgIawWBz9+2TC2EQEr4z8sxA2xjDixVbZcMQySi8+8UXP3wA191iF8hNb82eji199BNSlj9znd4vYly6s4dVZSU1LU7TFTTdB5+8CsA9uyppaTE02YCWIgZRQAOHvDGdRwpJcGgHv+AzblaCEl5WfI6qarC7t0pddMuiM7D1Z0ue1hH4feFMad4ScJhMKRGWXmiBU8aUFfr5ZtvmkigukZBj0LVkWrqjzJM+Xz1+P2+hLZIBO6793EGFKls3xZB00DXG8irGQ9Fo1GieuLLogh48IFnGT6y6eWsqTYwjPYRRiNCIY2VK+/H4Uic+9pPQgSCkRZGJUNKWL++mHvvvbdZm+TDD4MNSUWO7i/RdZ1Qo29sg8wWjcIzT7/JwUPv8PZbGvX1kkjEkzDWMAyi0ShlZU3ul14vaBoU79lPTa1s1lfg8/vxB/xJn1nTjKQ2ISAS7tgadlZ8j1k6JwN7pJR7AYQQzxGzHG5vepb8qFn/9cD5De3Nf2RWjgMDYjf+O/j9kSShJBo1kBJ8fh++o3gWoOTAQcrKY3teOAyRSOxnVlZWjnrU4XJVVVWCIVHK2AnS3/72D2prBZqmIZtThyDOX+FwOIG7pYRQMMLKlXcnGAI+Wxsh1EF+/WL9Hh544IGka5+tre+YAdYf4Zln3uJQ2QfxNl03KCvzo6ogmm81DbfVNA0tqiVE+SoK/PWv95FfAHu/i2Kzx/iz+WcG8Hg8eDyehudApEFG3bx5K7YG20ykYSmqqqtSzl3TjHhfiIVG1B4XxtcYOsDVVf9F/pNzaTr5gdRxpd0BWd1oFyJhvcEDM/FnpEVih2JHqpLfdcOAbzZ/E//l1dYIIhGB4Y1QVtYkwzUaH8uPkssjEXjv3S9xZ37F+nUG9fV6E7+LZmMlTbJnA3QdPvnkW+65Z0/CZ1671t/BA64Izz33DhVHPk6ad/1RCnrb0Ln9Hw+Sl9+0Se3aqRGJpAgFaPgzFE6UqaWEXbvKuOOOOyjZr+Px6EkeEY3rWVFREW8LhWIydW2NxuZmek59PUgEhw4nGlV1A8LhZK9as0XBV9/ReXdedBau7vJKvc1uRteTlTxHmo3a2hAZ6U0lz6SU1Nb6MJklPQpy4yt3sKSWsKFjs1twONQGoUYSCARQVRWr1Rpvi8GgT9+eFBU5MFuKiUR0xFEqjS51EKAoiRcUAdnZmeTnp8VfSEXRQATo6L6bmZmZpNSnpXlQRIiOqLdms4m8vLz430II7LbDCBFMclXV9RjhN5+XQGAYBnn5ORQV5ZCVVUZ5mQ+bTaXpNxtbT7PZjMViiY0SMUHV0HUy0tMoKIiFUGiaRmV5DXabDZutMSZfEI6EiYQCpKe7U86jkyXKOybIjtXTzBFCND8mfEhK+VCzv1NZCae0cr9Lgbcb/xBC9AZWAUXAzVLK4+UIrhvHAItFjSUBaubqbTabUFUVkwoutzvBW6e6ykuaw0FOjhsJBPxRDpV6QEJamrWBmyS6YRAKBmNJ4dTGLS92j2jUYPDgIiorIqjKfqQA2YxnpZTIhiRyiQaBWBLQHj0KUBvi0QHcbg+Ijgk6ZpNKZmZyFnyTOQAdYGohwO12kZeX0fB37HMpYi/K0W6uUqKnmJdAoCjQr18fCntbsVj3YLUqDWsZ66frOuFwCKvV1uBqH3tOo4CXm5tFWpoJAVTX1FNT7cftdqPEFQGBz1ePpsh49ZdGRKMG1s5XqeSY0EGuPiYIIUzAEmBCs+ZSoHk2wkKgm5u70S6YzGpKSTQ93Q0SHHY7VquNRo6NRCJ4tSBZ2VkNsh0YepDqKj9ms0JaWpP8HIloaFosMWlz2VBKg8xMO4MG9WLfnhoUpQJVVRK42jCMGN8dJVNLQ2K3WSkoKEjwWLJYSoH2c7UQkOawk5mZmHRP0yTgST2olZvl5GSTl2dp+FNQdSSAqpRztB5nGAbIZF1BGmAxKxQVFSEIYrEcwmZr7BOTn8PhMNGojsPhiLcpik4wGMFsVsjPz4wZaIBw6AghBTLSXbFP0LAvHDlSh8OR6EEH3Vz9feP74uou/4307Zee0h2yqCiXAyV1qKqK3eGItweDOqpaT1Z2NmZz7NQoP1/n4EEvmZlurNYmgTMa1dH1KOnpTaUdYla2MCtWLCC/wMmzT73MRx/uT4pJDIfCCCHiJAeNlkbBxZcmluEIh6P84Xd3Egm37arUCJfbxkUXnZNkTc3L3c+br72CprXvNElVBTNnDuGss+YntBfv+pT9+zagNHeBkhCMBjGZTZhMiT8tq1WwZOlJzD1tIDVVm9m/bz0ZGU1EEYlECAQCOJ1O7Pam/AeaFqCyMkDv3nnxeqEVFRVY7RK73UWas8kFLFAZQFFVCgsTs0kHAhout5XMrGRi6oow9HYbL9qyKLbbSiiEOB+YCJwU7yjlQWB0g9v9q0KIl6SUFanGd6MbI0flsXbNgYTTelVVyMtLo7LSS36+HdEg2Bi6QX19CNUkyS+I1SPWdYOtW/yxpKUZ6fHTZSklZcEQJpM5weDn90UYPcbNmWcuIhjU+L9b7yOqGwmGSikloWAIk2pCNTXnfoNevZwsX35Wwhzycvfz+n9ewdcBfp0xcwjLly9Iuvb5p+/wxOPfEI22z5hrd1g46+zZzD1tYEL7HX97lJIST4JHgR7V0fUIFrMF0Wy+hiFRhOCCCxfhdlt59qmXKd5VjdPVtE95vV7CYcjIzEBpbhCvqSOqS/r27Rk3oHo8HqxWC2lpznisvTQMqqpqyc5xYTYl7os1NUGmTk0u1dRV0QGuPlbMAXZKKZsnxnkdeEYIcQfQExgEfPn/9gfpRtdAerqVzEw7Pl8kIXlxz54ZmEwmdF0nzdlU2z3gjxCJxIyqBQ1cbVID7N9XQnq6Hbe7qW8oFKKmpga73YHV2szgJ0MsPHMiCxdOxOXcz6o3XktI3gYxz1ctomE2mxPkXl2RzJ03hmXLfpTQf92nqzlQ8k1D1au2YXdYOGv5ycw7vSjp2u9/exeVlYF23QdAESqXXnZ2wl43dYqXRx98FEVNNMBGwhEMxUjQFWLtOuMmFLJw4UKqq4P8+7EncDrNCTlNKiuPYLVaEnQUu02nprqG3FwXPXr0AGJrd+BAOTarE6erKaN9MBBA16FoUG7SHKKawYB2lGTtKugsXN3ljy779EknJ9dB/VFuImPG9EZRFPd6ElgAACAASURBVPz+Jn+VqKbjctmxmKG+mZ99Tp4Di1XFYklcLovFTDQaq7HbCK83zIwZfcgvcAJwxc8mYLOakmIahRAYMpFMNM1g9Ji8pPIbVquJH58/st3xnlabyhVXTkgZs37Sj/qS5mw77qYRFovKlVcn630XXDgaBAnzapyPctRz9aiBzWbi5Dn9AThj0RCEEAkeFJGI1vC8ROKyWkyYTUpCosP6+nqysmwgm07IpGHg84UpLHQmCKAAVUcCzJjZp81EUV0D319MPe20Egoh5gC/BRZKKZNM3w0n9NuIxQt1oxspMW5cAbpuJLkfTphUiB5NdKsMhaLk56cRCgWJRhtrwCvk5DiwWtUEd/FYxmBzkiEzqhtccmmsZrDdbmbZ2cPRo8k8jSCJq02qwpVXJfPijJl9cXaEX62p+RXgip9NbDPBanNYrSpzTumf1P6zqycm7R2yYT4iydNKsujMIbjdMWPpxZeORT/q+9C0mODcnOdFQ8bk7Gx7XKHXdZ1AMEhefhqhZokDQ6EQ0ShMmNAzwWzYGJc/fkKPds+5c+N7zX/yLPA5MEQIUSqEuLTh0jkkunMipdwGvEAsjOod4Cop5fERm9aN/xqKIph5Um9qqhN9vR1pZvr0dVFfH0E2ysRSIiVkZdsSZOrMLBtmi5qUfNpsjsluzbk6ln8JliwdBsDMk/rgdFmSlHFFNBoNEz2tFEVw0SVjk+ZxxZUT2p9DhZgsfOrcASmvXXn1ROz29p2RmkwKS88enhRqVtjbzeQpvdCOStQd87ZK/pw2mym+B2Vn2zn55P7UexPXLRrV4msaf75ZwWo1kZfbdJhZX1+PyQzudHtCboBgMIQiFMaOSywz6vNFyMyy069f6lKBXQ+dh6u7vJYjhGD+gkFUVwUTkmI40swUDXLh9YaRhoGhG4RCOv37Z2Eym+IEFApFMZsURo/Ow1OXqK80viyNCmkkoiME/OSK8fE+M2b2pVehK1lYVJoUUoi9gBazys9bqF951TWTMbWTgEyqwiWXjUt5TVEEN/1iOo52JD8ymxWGj8hl9Jj8pGuFvd2cOncg0mhS7BvJVDQjICkliqpw9XWT4sJedradpcuG4vVG4mM1LYKiqKjNAmF13UDTdE6bX0TZYR9SSgzDwO/3k53lIivbjt+nxVw/fUGkAVOmJpJPZaWf7BxHyjl0ScjvNfv9BmCQEKK/EMJCjHReb95BCDEOeJCYQl/ZrL1QCGFv+P9M4ATg+KqB0o0OITvHwdRphRw4kJiRePjwnjicCjU1sdjLSDiKyaTSq1fslMDni8XaV1cFGDosh/QMW1JSU4vFHIuZb+AbrzdMdraDU5oJaT/92QSsVhX9KGFRCJEgKGqajs1m4qzlR+eMbODXX05vV8Iik0lh2LAcxo4rSHl96LAcxo0vSDImp4LDYeLGn09NabhcvHQYDrsZrZmwZkiZQqE3sJgVfnbNpHjbrNn9KChIw+OJ7X1Sxva7Ri+2RgSDUdzpNkaOzKWqKvY9NX4vvXplYrEo8f23tjaA3a4wanTTibxhSA4e8DB5Ss+4R1aXx/fI1VLKc6WUPaSUZilloZTy0Yb2i6SUSQkbpJS3SSkHSimHSCnfTr5jN7rRMkaOyicvP42KisScRlOmxuqm13sDICV+v0ZGpo3sbBd+vx+9ISF12WEf804biK4bCYc7qqqgqmpcppZS4vGEWLBwMLl5afE+N/x8KqqiJMjQzcNoG/9rGHDizD4p69QPGZrD+Ak92qXYOxxmrr9xSosHQxddPLbdh0Zms8K116VOYH7jTdOwWNSE/c+QyQmpo5pBTq6D2Sc3GXEv++m4hgomMZ7VtMaDskSu9noiDB+Riz3NHE+aV19fj8mk0n9ANpGwjq4bSMOgri5E/4FpuFxNHrHhsE7VkQCnzy9qs1JMl0En4uour9QDDBqczdnnjuDIET9lh31xC98JJ/YlPUPn8CEvdZ4Q/fqn40634XI68Xq8VFb4qKkOctMvpvHkM4sp7O2mpjqI1lAKovFliUTCeL1hAgGNW2+bxZixTUKaogiee3EpWdl2tEjTKZQiFJANyeG02Ev7819MY9bsfinnMHBgJg8+sqBNa6DdYeKp55ZQ0MPZYp/LrxjPgoWDWxU8zWaF3Lw0nn9pWYt97rznNAYPzcYwYkJZI5k2ElBMOBacPn8QV141KWHsL39zItNPKKS2NkQ4FCUS0eLrKaUkENDwesKcv2I09z1wOlOm9uLgAS8VFXUYhsTpctG7j5v0dAtHKvzU1gQYOEhhYFHslMfvj3CgxEOa08KKi8e0S8juCpB8r+QTBa4GVgM7gBeklNuEEH8UQixs6PZ3wAm82FC+rlHpHwZ8IYT4BvgE+IeUcsv3PN1udDHMO72ISZN6UrLfQ3VVAMOQmM0q00/IRcpYybRoVDJoUBbudCeqqlJT4+FQqRe73czf7ziF+x6cj2FI6mpDcb41my1IKQmHI9RUB3G5LDzy+MKEkqZFRVnc+8DpqKpCJKLH+UwRMeFRSkkkrGO3mXn2xaWkp6cO5/nJT8ez6MwhbfJrXp6DF14+q8U+AE8/t4SCAmerir3DYWbuaQO56trUgqLTaeGFV5bhcFiIhGPzkg1u9kBD3KuOIhT+efdpDB2WEx9rsag89OgZZGTYqKkJEg5HkLLJFdQwJHV1IaJRg7vvO43bV87F6bRSWuqlpsaDoii43U6KBmVjGJLyw/UYRoRp07OxWGIebDU1QUr2exg7vgfzFwxudT26Er5Pru5GN/6/hM1m4sKLxpCebuVAiQd/Q5Wi/v3zGTRYweMNUlHhx+Wy0LdvOm63GymhoqKO0oNeJkzswd0PzOOSn4zD643g9zcd8FgsFjQtQjgcpbY2xMRJvfjd72cmPP/iS8eyZOlQkCIuzzcaKaWMydmGAQMGZPLAw4mho83x1HNL6NnT1Qa/mjhl7gCuvb7ldELZOQ6ee2lpm4dldruJu++bl8CxzTH9xN789n9nIBBoWqx6ALL53CRaxCAjw8aL/zkrIU/UsOG5/N/fTiYUiuL1hIk0ZC5t8n4wqKkJUtAjjSefWczNvzyB2toQFeU+vN56nE4nbreN/gPS8XrCHD7kxeXSOXFGXyAWclZW5qOyws+ys4cxbHiyS35XRWfiatFGqZsulRG1ssLPl18cYuOGwxiGRDd0vlj/Bf3798Iwsqg6EkBRBPX1XioqKlm0eCIXrpjI4CHZQOx05/57N/LyC9uJ6hJdN/B6PSiKyvQTBnLt9VOYNDl11a7KCj+//fWHrH7nOwSxshK6HsWRZqWgwMVv/3cGZy4e2uYcPvl4Pzde9y6HSusJhTQMI5at2Go1MWBgJivvPo0pU9uuTiOl5I5/rGfl7evRdRkvHWezmZBITjutiJX3nEZ2tr3V+wQCGn/6wxqefXor4XCYcNjAYjVjs5mwWU1cc/1krvjZxJQWvWg0VnrvsUe+oqSkHLvdgd1uRwjo1cvFFVdNZP6CQQgRI+6PP9zPnSvfZ//+KgYOGICixFz4hw7LYfv2r7Db0xk6dAgSyMiwMfOkPowclZcguHciHBM7DHH2kg+O/lm7+s76/H82/RdZOrvxw0KX4WopJXuKa1j36UH2fFeDQFBVVc3u4p2MHTOaAyXhhuSjgrKycvRomKuvPZUFC4fE+WrXziruWvkln609gFAEmhal3ushzelkydKRXHXNJHr0dKV8/vp1pfzutx+xe1c10ahBOKwhFAO7zcbkKb247S+zGTI0tVDWfA4rb1/PHf9I5NfGnCynnjaQu+45jewcR2u3AaC2NsQN17zDqjeLEQJCoZhR2ek0oygK11w/iZt/eUKbpyZ79tTw219+yLp1BwmFwkhDYLWaMZkUBgzM5NY/z+LEGX1Sjj1S6eeeuzbw0otbqK+vx+1Kx2Q2gZRMnV7ItddPYfiI3PjnXfXGbu66czUCEz179QQZM2T07Wdn8+bNDCwaTF5eLlLCgAEZnHBiH4oGZXXWk59uru5GR9BluDoUirJ1SwVrPjlIbW0QAezeXUy9r4ZRIyeyc2dVPGHn3r376N07i+uun8PsOf3jCunqt/dw790bOHDAC0AwFCQYCFBYmMfFl45nxcVjknJSQYxjH3noa1bevp5AUCMUihIJa1itCharlbOXD+d//3BSQtx/KtTWhrjx2tWsenM3QgiCDaFCTqcFocA1103mF79qm18BvtpUxrVXvUPx7moikSi6Hss3Z7ebKejh5PaVp8bDUFvD26uK+cMtn3D4kBe/P4yimrDbYnLsyXP6c9tfZtOzV+r966tNZdy98gvWrNmDruukp6ejKgLVpLB46VCuvGpSvHTsnj01PP3EJl568Uty83JJd6djSEl2tgOz2cN335UwefIUTGYzioDxE3sweXKvVg8Nf+Do8lx9XCn1jQiFovjqY0LW62+8RCjk48orr6SkxENtTYhg0M9rrz/F4sVzmTp1atL4QEBj/eel1NaE+HrzRqQs50+33dSuuuvVVQHeWlXMwQM1rP/iM5Yum8aFK2a3a2xzbNpYxnurv2P16jUMHlzI1dfOZdTojruYa5rOqjeKeejB13C5Mpk1ezzLzhpOTm7bwmZz+P0RfvWLR6mt1Zk6ZTKDhmRzcjPibg27dhVz+z+eZfy4k+jRI59+/TMYPSY/5Zo88MAD+OrNnHzyfEwmQWHvdAKBah555BFOPWUBRUVDUU0KGRm2ziogNuIYyadQ3j/yqnb1PfmL33QLil0HXZKr6+vDhIJRdCPKgw/exfTpUznppNns/a6WQEBjz56dbNm6hhtuuIasrKyk8eVlPr7aVEYgqPHu6jeYPWcw55yzuF3P3ra1krVrDrBz53ccOLCb2/58KcOGpzbatgRN03nrzWI++nAn33yzlblzp3LpT6bFXUk7guqqAI89up63Vq1j1Kjh/GjWMBYsHJxS4G0Ne4or+cXND9K7cBBDhxVx4oze7d47XnrpDd55aytz5y7E4TAzbnyPlMKlx+PhH/9YyfBhJzBkyAjsdhMDi7L47LM1fPLJWn7yk6uxmK3Y7KYE185Oim6u7kZH0OW4utFjR48a7N1XzDvvvMbFF1+M253HwQMeNM3gk09WY7b4uPrqq5PGSynZtvUIe7+rpaLiCF9++SHX3bCMkSOTQ5yORjRq8NGH+9m1s4ovvtiA0yn5++2Xt6nMH43q6iAvv7idjz78mtraKn5y+SLOWNRxfgXYvu0I99z1Ltu37+PUuScx55QBTJrcs0NyvpSSZ5/5hOee/ZRJE6fSt18u804vavfeccv/3oEWyWLChClkZNqYNr0wpffYhg0bePnlt5g//1ycaW4yMm3065fOQw89hCLMLF58DgBOlwVb58923+W5utN/Q8cCm80U/3EOHz6Y1atXU1dXR79+mfTrF+vz1dfZ7N27N6VS73CY47EsvfvW8/bbe/F4PGRktJ00IjvHwQUrxmAYBrfd9im9CmWHFXqACRN7MGFiDxTzOkaOzDkmhR7AbFY5c8lQduz6D+PH92Xu3GP7LaalWeg3IMCcoiIWLUrtBtoSyssP06tQcvGlU7FaWxbw/H4/FRUVzJ49m3Hjm0IcNm+OWVjHjB3WULrjOIYEaXRqY0Y3uhGHy2WNK339+/eluLiYU045Je6+2LefhR0717B3796USn1BDyenLxgEQDjyNbW15Ul9WsKIkXmMGJlHcXE6zzyzE6er47nEzGaVRYuHMn5iGo899g3Llvc7JoUeYnvHWcsHEAit5cILx9G/f9snPqngSIsyZpzB2WePYdiwYR0aW1tbzoyTenLW8hGt9tu7dy8mE8w+eRT5+U17U3FxMX379qZXr+Tv6rhDN1d3o4tAUQRZWTEvKZd7KO+++wa7d+9mzpw+8SpHofBg3nvvPbxeL253YtlhIQQjR+UxclQemjaA8sqPqKgoa5dSbzIpnHLqAE45dQD93qxk+/btHVboIZbr6fIrJjBwUB3r1pWx9KyOcWNzDB+Ry5lLcynsW8JvfnNs+YGFEPTsBRMm6fz6tz9KqijVGnw+H4pazxmLpjFtWuvz2Lt3LwUF6Zx44qC4LuL1eikvL2fOnDkdPuDrkuhEXH1cxNS3hsGDYzF8u3fvTmgfMGAA+/fvR9dbF+QKC2PJfg4dOtSh5yqKQkZGBrW1tR0adzQsFguRSPvKJ7WExlqiR2ee7wgikQg+ny9lveW2cOjQIXJzc1tV6AH27dsHxL6b5iguLv5/2Hvv8Liqq+37d9p0aWZULMkqrjI2xt2A6T3ENqG3EAgJNZBACEl40wh50h+SOLQQIJRAQjfFmN4NBvfeLcuW1dtI08up3x9HGmksGxuS93uxpfu6dPnS8ex99j6S7rPW2mvdi4qKiiGHnoOr9mcIQ/g8GDduHB0dHTmcWVBQgN/vZ+fOnfsdX15eTkdHx+fmy15O6+rq+nwL7odebv1Pubp3/H/C1b372FsQ5LOg6zqtra2Ul++/vGvXrl14vV6GDRuWvRaNRmlpaaG6uvrzLfgQxRBXD+FQhMvlYsSIEQNs6jFj7Fab++NqRVEoKSn53DY12JyWSqVIpVL7//A+4HA4ME1zv7b//vCf2tRgc3V+fv7ncuihzx/ZH1ebpsmuXbsYPXp0zuFiTU0N0OcfDXYcTFw9KE/q+yMQCCIKBTz39Do2bXAgSQIjRwUoLCynvX0Fzz27gsLCYvz5TiZNKRmQvlJSUoJlSaxauRNZKiEYdB+wem9BQQGdnSG7N/AXTBX/bzj1fSqZX5yAOjtDWNaBG4q6btLUFCWV1NiypZEZM/ZOHs1NMbZvD6GqBqtXr8cynWQybl5+aStdoRSqlmHFilYuvOjEvY4fjPjsipohDOHgxIgRY2hvE/jbPYsoK6vC7VaYOGkYJSVVfLJ4O4H8HUiyREmJl8MnFg/g1PLyclIpi08+2UpFRQWlpd4DSv3uzcDq6AhhWV8ss+rL4tRblkVnp+3UH2gANpFQaWmJ09LcQjJp7tVQNE2LrVs6aWmJYxomH39Uy8wjR7JxQzsb1reTSmq0tTfR3iYwomrvbaEGI4a4egiHIsrKRvHsMx/wwN+W4HC6CARdTJ1Wiii4eeO1jbS35aEoEtXVBVRU5u9lfBlLl25i65YOXG6F8vK8A2rv2ctpnZ0hKisr9vPpvaM/V7vdn60p9Vn4T51607QIhbo+V/C1syNJV1eKlStrMQwh24e+P1IpjfXr2olE0oS7u2hpUTnxxAo+/mg3u3aG0XWTTZvW4MvLp6Cg8Auv/1DDwcLVg9qpb2uN8/xzm9mx3Ud7RzPDy5NIksSyJZtYv76V1laFtSvXUFhUiCgKKIrIGWeO4aKLD8fnc9DWGmf+85t5/mkXhrGNgoIODMNk8uRhXH7lZE44ccRenfVwOM1LL2xh3p87aG9P87+/u4eyMh9XXzuNCy46PCtisS9YlsXyZc38/W8r+OC9OIYRZ96dj3DFlZP5+jeOyKZB7Q8b1rfx4N9X8cF7uwh1OXjuqVVc+W345pVTDkgIY9PGdh57ZB2vLtxOPJ5G1xxsWLuem2/xcfwJe+8LHw6nWfDyNp781wZiPe0E29p1VizpxCHXcMaZo1EUiZqaLp58Yj0bN7b3tJOw2FFbTzols3LZW0ybUUpRkZuGhiZ27xZ5/90kamYrs+dUf6EaqEMJ5pcgWjiEIfw3sXZtK68vrKG+zksk3Ex+fhldXSkWvrqdzRtbyGQMard/itPlQhQECovcXHDR4Zx+xigEQWDD+jYee2QHL7+k8MbCRXg9XizL4qtzxvL1yydRXb13w6m2tpsnHlvLY484eeC+lbhdG5kytYTrb5zBaaeP2q+hmcnovPpKDffft5zNmx08/vAHHD5xM9+5cSZnzh5zQIaqrpu881Ytf//bSjZubCWVcvDBO69y4/eO4uxzD9tvnaOum7z/3i4eemA1a1a1kEylkWUnWvoTrrxqymfu/eknN/D6qzsAi2QySSSikIjWctU1QaZOK8WyLD54v47nn91MZ0cC0wI1k6GmRuW9t1o5/IiPmT6jDJdTZuvWJkIhN0/8cwdfnQMzZn4+fYJDEUNcPYRDCZpm8PabtXz8UYLdu0T8eY1Ujahkd12Yx/6xlpodEg5nIyuXr0QQRcBiwuHFXH7FJA4bX4SmGbz37i4euK+DzZtN3n3zJURRwutzcNk3juDc88fv1b41TYtPP2ng3rvXsehDB/+4/1m8Pidz5lZz1TVTOWLSsP0GY9vbEvzriXU89sgqOjsdPPvvRzjplFFcf8OMfbYd3RPd3WmefXojjz+2joaGEIJgsWLpS9xw40yOOa5iv2sIh9O8OH8Lj/xjDc1NMZKpFEVFTrTM6n36BpZl7/2Jf65n7epWJFmku7sLQXBTGFzNxZccTtnwPJJJjfnPb+bN12vRNAPTsAiFQjQ2SqxcuprJk0sZN74IyzLZsrmdwsIS7r9vBRdedPg+RWUHEw4Wrh6UQnlgO/SPPLwGp1PCNJMsWbKEGTNmEuoUWfxxPW6XTFt7Bx6PyAknHoEoCqiqQVtrnKoqPxddejg/ve09kkkdw0iQziSpqqoCyyIazaCpJmfOHssdvz4pRyxu2ZJGrv72QjJpHU3X0LQMfn8+hm7ZveodEg8+ctY+VYi7ulJc/vUX2bShg0zGFpASAFlWkCQRQRC4c97pXPr1I/a591RK47qrXmXRh7vt9nwCaKqKJMsosoQg2L2Wb77lqL2SkGGY/PIXH/Lc05swDAuXS0LVMqRSGRwOD4oiccSkYh59/JxsPRXA7t1hbrz+dTraE/i8DlxumUQiQXt7J35/EYYhMH1GGd/81iTu/usKnE6JwkI3giDQ3R3nk8Xb8Pv9yIoLl1Pm7HPGUbNjI9FohJNPPpXmpihjqwu55OsTD0ig70uOL8Qg4zwV1j3jv39An5295rYh8aVDB4csV69c0cwrL2+jbLiP2trt1NXVcdppp/P+e/Xs3hXG5ZZoamplzNgiJk602+8k4iqdnUnOnD0Wl0vi/vtWIggQT4RwuZwMKy5G100ikQyCIHD7r07IaadmWRb33LWc++5ejmFa6FoaQbTI8+WRTutIkkhFZb7dcm4fAdDVq1q47OIXSKV1MhkdXdOQZQkQcblk8v0unnvhwn22NwJbnfii856nuyvV0+fdQtd1ZNmB0ynhdEr86+nz99nxpKM9wRWXvcyund3ouonLJRNPxLEsC1l2I0kC131nBj+67Zgcrn/nrVp++YsPMU0Lv9+JLIt0dHaSSqbw+YoxTYtre/oiv7qwhqIiT7aOdcvmempq2hk+vJRMxqSyys/pZ4zk/fffpbKykurq8Xaf6rljOebYys/52/ClxBBXD+Hz4JDkal03ef65zWzd0kllZT6LFi3C43EzfvxUFi7YRiqpoRsq3eEwxxxTTVFRfralZTKpc9P3j+T5ZzazbFkTsmwRDndSXFyIz+ezxa3jKsECN39/aC6jR/dlGcViGa759kLWrG5FUw1ULYnb5cThcJJK68iyyLnnjecPd562T7vwgftX8rtff4xl2WVGuq7bafgWOBSJWcdW8NgTZ+P17vvk/aUXt3DL997CtCwM3UQ3NCwTJEnG6ZQZd1ghTz93wT5r1Jd+2sg1V9m+gSAIKIpAOBJFURwoisP2DR7O9Q0Mw+R3v/mYVxdsR1ZE8vOdiKJAfX0DTqcbSfLidsv87o+nsuClbeza2U1JqQ+HQ8I0LRZ/vIl43KC0tJhkSufYYyspGy6wfPlyjj76aBQlj2RS56qrp+5Tbf8gwyHP1Qe95/NFYJoW85/fjNMhEQy6CQaDKIrC1i2NfLK4gXy/C7fXQSDoJRJRaW2NAXbP3soqPzU1XXzzspcxTYuiIjc+nxvLtNBUFUEQ8PtdFBS6eeP1Hfz5ziXZ+65b28qVl7+MmtGzLd8EgZ6+vxIul4ymmVx95SusXNE8YN2JhMo5c59h3Zo2TNMeI4m2Iy/LIoIAhmHw41vf4blnNu1175pmcNklL/LB+3VYlomiiEiigCCALImIot1+5C93LuHuecv2Osevbl/Es09vwuGQ8HrtYIJl2SUEPq8DhyKybk0b37zspR5D1I5g3nDd63SFUhQVeXC57dOlTEZFFAWCQS9FRW6WLW3kuqtew+93UFTkybZD2balDUGAQMBLMODCMExee3U77e0dlJSUIEkClVV+tm0L7fXZDRZYCJimeEBfQxjClx2dHUlee3U7w8vzcDplSkpKME2TD96vob4uQrDQjcfrxOtVaGyIkkzapURen4PKKj9P/HMdf/zdJ/jznRQUuHG7XKgZu3+vLIsUFrrxemX+55eLWPJpQ/a+99+3knvvXo6iiHg9CooiYZl26r3braAoInW7wlx0/vOEw+kB696wvo0Lzn2OSCSDZVooioQg2uJHvQZVR0eCr81+mtraveuq1O+OMOcrT9kp7T0BX3sOUBw258ZiKpdcMJ/Vq1oGjI/FMlxy4XxqakIoiojHo/Twu4ksy/a+ZIkH/76SeX9emh23Ynkzv/jZB7jdMoWF7qwhrGYyuFwuCgpcBAJO5v1pKY/8Yw2VlflZhz6V0qhviOL2yPh8LgoK3DQ2RHn/3e0YhsGwYSU4nTLlFXm89WYt7W2JL/ibcfBjiKuHcChh3dpWNm/qoKoqH1EUKCkZRkdHiNdfrUFVDfxBN4GAF1Gw2LatPVvKVFjooaDAxXe/8zqLFzdQVOQmEPQiSQKZTF+r5aIiD/Goyg3XvkaoMwmAqhp864oFrFzRjEMR8fkcSKKAaVlIkthjj0q89MIWfnrbe+ztEPP++1bwu9983GPD0nM4Zov/ORQRyzL5dHEDF58/n0xG3+veF7y0le9/90103eg5ZBMREBClXr432bSxg7NmP000mhkwfu2aVr51RZ9v4HRKPc/HblftcspoqsHVV77CqpV9XH/PXctZKJ1zSAAAIABJREFUuGA7BYXubMcnTdMwTROv10VRkRuw+PYVC9iyuYPKKn82k7W9LU44nMHvd+HxOAgGXCz5tIFNmxqRJInCwkICARcej8zzz23GNA/JWNQB4WDi6v/3K/h/gIaGCO3tSYI9aTyiKFJcPIyNG0IoipQ1YtwuF4pisXt3KOcXurs7RTyuZtPLHT0Cb70EZM8pUFjo4qX5W2husoMCP/nxe2iaidMpZ+8LYBpmdpzTKWEYJj++9Z0BBHT/fSvYubMbscc47IXVL/ArSSJmz/hIZKCx+fxzm1m5ohlB6F8b2jNe6Fu7aZr85U9LqKsL54zfvKmDZ57aiNMh5ZQWmIaJ1LMf2/CV2by5g5de2ALYpNfZkRiQPpRRMzicDgTBHif0PN/eXqEA8ZhKNJbC6ZSygiE+n4OurgRdXSbDhvWpK5eUePh0cQNGv2c62HCwCHoMYQj7w7p1rUiimDVEgsEgWAqbNnaQH3BmOcztdqFpKu3t8ZzxzU0xUikNqYfTnU4Hum7kiCA5nfZJyl/uXIJlWbS1xrlr3lIcipjleFESMS0ry8mCIODxKDQ3xXjkodU597Qsixuvf51UUkNRejgREPY4JFBkkVhc5dab39rr3n/8w3eIRTM4lH6vacuerHcmRRHJZDSuv+bVAe+Lxx9bx+66CG6XnH1OFlaPhos9pyQJOBSJB+5fSWNDFMuymPfnJSiKmJPWb5gmmqbjdDqy49JpjabGWE6tYUdHAk3N4O0RLe0Ncm/e3IFpShQVFfasW0KWJVavHhiMGEwY4uohHAqwT30bGDbMk+WakpISImGLjo4ovh7tEkmWcbkU4rE00WifvZxJG3SFUllHX8C2qzNqrgPsDzjp7k4z/3nbrly4YDvr17blcJwoiZhmn/0nigJOp8zLL21l/bq2nPmam2L84beLsfrrWvX802tXC4KAIFisX9fGU//eMGDviYTKLTe9hWGYOSWnFlaW8wVBQJKgoT7CXfOWDpjjJ7fl+gZgc669fvvd53TKOb5Be1uCZ5/eSEFBbvvmXj+k1y+RJJF4T+Zadm2Wxe76EIpCVmBakkRcTpkN6zopLi7OviMCARfdXakBvsBgw8HC1YPSqV+3pm1AHaLHEyQcNlGU/g62E0kSSSbSxOP2H0omo9NQH8XhEOnuthU2FVlGlMQBBCRJIhbw0otb2bihnR07unC7++4r9hCAYeY6oC6XTFNjjDWr+9ovaZrBww+ugT2FmgQGJHPZJ+cw/7ktOdcty+Leu5aja2ZuUCDr0/ddsx17i8ceWZszxz8fXYthmAO0AgzTzJIA2CQmCgIP3L8KTTN48t8bBrQZsSxQMypOh00+hmESDqeRZZEd2/uUpjs6E2iahsvtzlm3aap0totZQxHA7VaIRjM0NkYZlOhpvXEgX0MYwpcZpmmxfGlTTrqiKIqYZj7pdCYbRARwu93IskVzUzgbgG1pjmGaFpZFlr+d2QBsLlf7fAoNDVE2rG/nmac3gUWOgdZrWJl7cLWiSDz+z/Woal+QYO2aNnbvjmQd+v6w9iBrRRZYvaqFXbtyDaamxiifLm5Algf+ne4ZHJBlkfa2BMuX9WUo6brJow+vQVHEPTjTXn//ZydJIpZp8eS/N7Bta4idtd3k5eVydW92Q+/zSyQ0TNN+9TQ320Fry7Joagwjy7YCdi9E0X7ehu7PeUcMK/awamULuj5IA7BDXD2EQwTNTTHC3amc9PRgMEhnh4xhaDmfdbnd6LpKR0dfAHbHji5kWSQSTmMYNkc6HQ40VR0QrMzLU3j26Y1kMjoP3L8SyD3kEkUJ08xVrhdFIcuJ/fH4Y+uyWaa9EPq8+r5rgoBhmPzt3hUD1vPi/C2YpjVQQ6onANt/DoAnHluXc+K/cUM7tXv4BkB2D/252uWSaWyIsGZ1Kwtf2Y5pMuC+mUymRwPMFvXu7k6jOERamuOkew7LEgmNeDyFKIKzH1fLikUkYuB25YqoejwKq1cO4gDsQcTVg1IoryuUwrPHH5Ai+xAEaG9rR5IlRFFE7EltT6XS1Nc3kp+vEO7W0XUNURIIh5P4fPSkrkukUykSiSRZfhEEJFHn9dc209rSQSaj0deZwqYOURAwDAPDNOhlAAHIqDovzt/I2GovgiCwbEkzGVVHFMWckxEBAQtrgDKjrhv889G1XHFlXz/h2tpumhqjSJKQ8/n+hmbOdcvimSc38KPbZmS/X/jKNhwOcY9AhIVlmgiyjGEYPbNZiJJFY0OYF+evIBSK489XSKY0sOw76pqGZVlYlkksFiOTMVA13Y5oNnRT3gCWadLQEEcQTDRVpbW1FdM0sy1HLMuJIOSSmiAKJBO5L5LBhC9DtHAIQ/hPkcnoaJo5QPjSND1ANw2NDciShCAKiILN1ZFIlF27dqMoIrU7UqiahiAIhMMxLHoMTsHu42tZ9HC1XX6USqV5+60NzH+uFtM00I2e/wN6LTxd13to2r4qSZDJaCz+eAczjyxDEASeenItmYyOQ5FyebknAJvL1QK6YfLSC5v53s19ZXgLXt6S7YqyJyfb/+bOkU7r/Ovx1Rw+0a5TXb+unXhcRZH7c7Vdj9+L/lwNFs89vR63RyWVypBO997DfrckknaavKpqqJpGJJxB022OrdneAkTQdZNwOIIoQjQWIxKJYlpGTyaaiWnkClzJioihm6TT+hfqK30oYIirh3AoIJnUBugviaKIoTswjCRNjY1Zm9o+jTdpamhFUeIIokj97rCt7aRDV1cEl0vKBmQjkSiKQ+mhXZuPo1GNBS+vonZHCIdTRDd0erlaEOyAsGEY0G9NLqfEa6/W8JvfH5dd65P/Xo9p7r2jyZ52tSgKdLQn2bC+JUcH5fHH1pHJGHsN4gID5tANk3ff2c6JJ1ViWRYvv7QRVdVxKHY2WO/dDd1AEOys2T6ehnRG46knV1JbE0YQdJKpVPYmlgWpVApJkonH7CyqcDiJZZropsXWbfUUFMjEYhqpZBqnU6S9vR2rn00tCKAoufXzLrecPcQcrDhYuHpQOvWSJLBneYgkyzidTkzSOGX7NMK0bGPIskyi0SiqCpGIiaaBaAjoAnR15aa4d3R05Hyv6xCNWySSDaTTEqY5sJ7G1LRsW7leaBp8+OEyFNenANRsE0klZcx9HGqk07nrsCzYubOVP/zhD9lrzU0CGVXB3Ef7zT1PrywLOjtV5s2bl/0+FHKgKDlc2TdeVcns0bLJMmHBgneIhCXS++CEWMyO2Oo6aCqYkoCuQ0d7B6IokEnbmzYtE0mQkGQZS9ewdHC79qL0LwyMXg4WWHw5UoCGMIT/FL1aHXvC5/XZJ+cWyLKMZVmYpp19pOs64XA3gmARjYLR48PGYir92w4nkymSyVxCSiZh0aIlNDdL6LpAZi/d55KpFOzBY6YJTzz+HB8vtnnqg/dlNFXENAYGFg2MAf2PDQNeefl9Yol3stcWL5JIJiX21Z54T743DPhk8XrmzbNLAerrBOJxeZ+tUhPJZM73lgnpdJIP3l9MJCKh7710NNvjPpkETRUQRIjFdDo7k1iWgK6ZOF2CHeQVBBRJIW1kEEQRr3egoKBl8YXbuR7sGOLqIRwqEERhr+p/bo+HWDzVo/sk2w6qZR9hpzNpurrsk/hMBkQJTAMiEZVEP6mNcHhg2ncmAy+/9DbpjIy6j/ObaCw24Jqqwp///FeknjhxW6ujX3A3F5qqoZE7uSjB3Xc/TNWIvt1u366gaQJ7a2tv6AaGnvsfggD/euIFVq6y3xfvvyuRSkkYxsBy2b3tQ1Nh6ZJ1RCMC6bTAXrYJQChkc3U6BaZp+zzdXd2YpmgHbU0TELF6smxFUbQFAp0OZDm3dbdl7SUTYRDhYOLqQenUjxgVoK4ujN/f16PY61HIy8snkdAwTJOy0lJ6VOyoq2vG6YQpUycR6kjRHapHFAU8XoWKyjyw7BOQ1tY2PB43fn+A3hOOZEKlrNzH2Op8arfX4PXJ9mlNz301VUXVNDz9UsstIJnUmTBhOGedNQ7Lslga7GTRB5sw9Fzq7I2uybKcE200DIv8PIUzzjgpe21HTZzXX9mAIebOYZj2aYqiyPTPF7IsC0EUmDv3jOzcjz/yEZIkIIp9SaCarqGqPXsQxb4ZBNB1i3PPncXWzasJBBzZ/7csi7a2dhxOB0WFRT0ifxaZdDeSLIAlMGPGYYTDYcLhHTic+ZSW2K2XMpkMra2tuFweCgp9OYRsWRamYR1wW79DEQcL+QxhCJ8Fh0OieJiXWCyT00++oNBDni+fVKYbxeHI9pFPpzK0tLZSUBBg1KhRiEIrO3Z0IQoCZWU+8vOdWFgkEgm6u7opLCzA6XTaXGxZdIbSfOUrE2hu3EoknMlqq/SyZSqVQqAvtbz3umGYnHjSJKZMDWJZFpvWb2L3rrYBJze6oWcDEf1hWSbjxldxxhmjstc62+tZs6p+4Bw9mQKytOer26SqqpS5cychCAKbN0X48P11WUOslxHS6TQWFm63J+e6bph4PApnnjmJXbUbKSx0ZU/FMqpKqDNEIBjA5/MhIBCLqXaJkwUVFQGmTx9OXd1u2to6KSwchtdrP6NwOEwqlcLn9VNQmKv6HI+rBIKuAWmngwlDXD2EQwFFRR6wrGx2US8KC31oeoZMJk5hUVG2fKe9vRvDiDBy5EiCwSDNjdsxTBNDt6iqCmazSUOhEJlMmmElJYiCHTiwTJNIROXc86azbImt/9FLxhY2nyaTKRyKkk1Bt69bCILBOed8xb5mWTz64EdkMsaAwKKmaYiSiCTmZolJksCxx05jwuH52WsvPLuSTDqDJOXqXOmajiRJOSVHAKIkcNTRUzjxJLvNXmd7LbXbG/B4bB4UesYnkykURcn2uu9NEEskdKbPGE17W4pdO6P4fI5sxlk0GiGRSFBSWooiyyAIiFKMeFTFAsZPqKCkxMu6dRuRZIHh5cORerInWltbEUSRfI8frzfXqY9GMkyeXMJgxsHC1YPybTppcgnvv7srh4CKij0EAi4EwU801kU0GiXf7yeTMRheXoSmtdDa0kJJSRmSJKJpBgUF7my9iyRJ+Hxe4vEEBQUFSD2hwHjM4JJLp1Bekc+CF3cjS7k1jqIoomoaCEL2jxdAQOKSrx/NjBmjAaisiPO/v9+CJFl7OO92+r5NHv1JxeQrXx3Psccem702bZrGHT/fgmXlkpilWViCNcDYVFWDWUdXMnNmX1roKac28uH7dbhdfWvNqLZoYC9h90LTDPLyFM67YCbPPbOb9vZENs0yGo1imibBQKCnzZOdypqf7yQUSjHusAJM06ShoYFAwIGm2X2lLWyilyQJRfEyeUou0XR3pxkzJrjPtiGHPCwwvgQKnEMYwn8Dxx1fxUsvbslx6seMLWDlimZEyUs0EsHr8aA4HOg6VFUVEAqFKB42jPKKfGp3dIEA+fmurNGVn5dPLBolkUiQl2enGZqmhdNhcva502hvhyf/tSFrEPbCMAzS6TSyoiD2cLBhmAiCxYUXnUB+vr3G8y90sWzJuwOyDEzLxDTMLN/1wuFUuPCiWRx77JjsNU0dzsKXW3vm7+NqXdcRBXHAHIoic8FF05k5cwoAEyZo/OE3W7AsssEJ07IwkklcLieOPfamaipnfnUcZ58zjcce2Y6iOLLviK7ubiRJwp+fn11LXp6tMm0YFpVVfhKJBJ2dHVRVBUkle9TyVZVIJNKjd+Ckurog555dXSnOPmfcfns3H7IY4uohHCIIBl2MO6yQhoao7eD3YNLkYXR/mMLQ04Q6Oxk+fDgAHrcHxZGhoaGBfL+fqpF+tmzuJBh04XD02aGBYICW5hYyabv1M0AyoVFeEeC882fy5/9dTyScGVCilcmomJaZY1MnkxonnFjFjBkzsteOOW43H7y/awCf6rrek13Qd900LQRR5OJLTsl5H505O8GTT6zPaZdnmhY6tlOfI55n2fJ5F198PBWVvfsp4u032nP0T1S1V/XfOSCA63GLnHPuFKLRDH/83eKseKlhmiSSSbxeL65+tnhB0G0HqSWRoiIvbW1tGIZKeUUJmmoiuURisRiqqpKXFyQvz8mwkr6sKtO00A2LyVNLGbQ4iLj64FjlfxnBoIvpM8tyxNQEQWDqtFJMU8btchMOh8lkVFTNYNSoIgoKCmhtbcUwNMrKfFiWNaAOMN/vx8IiGrXnVVUDSRb46pyxHHtcJcECV46gEpB1xvV+6feqauD1OTjl1JHZayWlPk46ZQSalpt/nz3d72dAWpaFIktc953pOZ91uxW+/o0jBqTwW5Y1oHujZVk4XTLfvfnInOvXXjcdWZay9zN7shT2NIDBFmu66pppKIrEFd+aQiql99TQ2069y+UcEAgIBJxYlsWIEQHa2trIZDKMHj2CYcVeEnGVaCSCpmnk5QVQFIkxY/sEPVTVIBrNcOLJIwasZbDAjkgfHCqdQxjC/nDY+EICQRehUF/Ou9/vpLLKjyL7EEWRzlCITFrH4ZCorq5AVhTqd++msNCFJNmt3PqfoggC5Of7SaczpHtKjiLhDNOmlzJiRIBvfmsKUk9rz/7o5bj+pVKptM5554/POvQA55x7GKIkZAWf+u4rZAOTvdB1+4T8tNNH5Xz2hBNH4A+4cuawK98H1n+aps3f5184IXvN41G46JLDyWT63je975g9ubo3tfLbPb2Ij5pVnm3Tl1FV0qk0+f0ceiD7XAVBoKjITUNDA7IsUz22EqdTIpXSCIVCCKKIovgoL8/LdpsBu8NJfr6TCYcXM1gxxNVDOJRwwokjSCS0HBG40WOCOBwSvrwAmq4RjkRIJDQKizyMHj0CVVVpa22lqsqPZVoEArn2oNPhwO12EY1Ge2xHi0RC48pvTUFRJK69fvoAngWb43TdyNaoW5aFJItcf0OuTXzj92bicskDuF7oydLtD8O0uODCCTkOPcB1108fUCrW1yUld12aZnLMsRVZhx7swHUg6EJV+wxzTdcQBQFJGnjQ5stzcPIpIzjjK6N7up/YzzsWjWKZFvl+f84Yr1fBsqCk1ItparS0tBAIBBgzpgRNNUhnVMLhMC6XC9OUmTK1NGfdTY1RpkwtobBwEGe/cvBw9aB06gG+Onssh40rZNeucLa38bjDChk3rhBB9GIYIq0tIUaNCpCf76SiogIQ2LKljvLKPCYeMWyAcIQiy3g9HmKxOJmMRiSS4dYfHYPfb7ecuOPXJ2NZ5Kj9CoAiK2i6hoWFYZgYpsXtd5wwoIbltp8ch9Mp547fw6m3iU/g2OMrmHjEsAH7vuG7M3F75JzgQG8bkf7fGwaMGhXMCSwAHH1MBdNnlpJK2w76vgzFZEojWODmG1dM6nneY5g8pYRQKE08HkfXDfx7kI9hmCRTOmfOHkN3d4KGBpt8/H4/lVX5uDwi7e0RRNGFaUicfsZo3G4Fy7Lo6krR3BzjvPPHM3JkYMC+BxMs88C+hjCELztcLpnLL5+MKAo0NcbQe3jrxJOq8OY5UZQ84rEMsViMceMKcToVKisqSCSSbN3azMmnjCA/35nl+F748nyIkkg0EiEWy6AoIj/+iZ3VVF1dwJyzqrMc14veAGyvU59O63i9Dm78Xm7g0+1W+P4Pju5JIe0b36eq3BMQ7VFM/tkvjh/A9aIocPsdJyLJYl87VdurH8DVoihw4/dmDggyX3/DTPLyHaRS9nr3ZihalkUqrXPa6aM4fKLtYP/wx8fgcslEoxmikQiiKGYzGnqRSml4fQ5OO2MU27Y1E4vFKS8vx+lyUD2ugEQyQSym4pB9eDwOTj5lJGC/+5qbYhiGxeVXTMbtHhgMHkwY4uohHCqoqMznggsn0NoSJ9SZtLOfnDKnfWU0likhS2462iM4XTBihJ/8/DyCwSCNjS10dsSYPWcsmYwxoBtGvt+PYRjEYnFCoTQTJhYx92vjALj40okUD/PYAsz90D8Aa1kWqZTOEZOKOf6EqpzPHX9CFePHF9mdPPpztZArUKrrJi6XzE23HDVg39XjCjnt9FE9Tl2vpF1vS6n+WbUmDqfMT39+fM542zc4qeeAzBbF0zQdWVFyztr6fIMTkSQRn8/B//npcUSjKumMTjQWw+NxD8jCCoczjB9fyIiRAbZuqcc0LSorK/H5HIwaHaC1JYSdLOxhzJggEw63RQBTKY26ujBjxgQ5q+d5D2YcLFw9aJ16h0Pioksn8rWzx6GqBg31EZqaYlSPK2DUqCAejw9RzBDuDtPdnSIUyiDLBeh6jO/dfBhPPHkuVSP8hEIpIuF0j1KnhdvlI5Ew6WiP8sMfH8MFF/WdnsyeM5Zf/s+JGIZJIqFmjTVFUTBNiEXT6LrJT352HOddMGHAmidPKeHBh89CcUiompk9oUGwa+ttMhSYNHkYj/zz7L3uu7LKz9PPXYDHo6D1zNHfqTcME9OCESP9PP/ihXs1Nv/x6NeYOrWUTMYgmVQR6DMUNc0gldIoLHTzzPwLs7XtTqfMX+85k2kzSmltjaBrMg6HfSqvaQahzhThcIZvXDGJR/55NpOn6aTTFpIYpLMzSTSSIREP4XCI5OXlM31GGaIk0NgQpaEhSkmJj6uvnca06WX/6a/GQY4DiyZ+GSKKQxjCgaCo2MM1103jyKOH096eoLEhSiiUZubMUoqK8vF43GhqlHAkQVdXilRKQdfduD2d/Pmu07j73q9imhDqTJFM2kYeFiiyl1DIbuvzwMNnMXZsX3r4n+adwSmnjiSTsfnMsqxsAFbNaCSSGm63zL+fPo+qEf4Ba/7+D47mkq8fgSAIaJqRw7GmaaGqBqIo8t2bj+Tyb07e674vvPhwbv3RMXaJlmpk29H1nvhrmokgiJx3wQR+/H+OGzB+eHkeTz17Pr48O6iRTvcZir2GbkY1OO74Ku6696vZcSNHBnjw4bNwOAQ6O5PIsp1Oa1kWqaRGZ2cKXbf4y11f4a/3nI4vL4SmushkHHR1pYhGk6iZKG6Xk4KifI48qpyu7jQN9RHaWhNMm1HKtdfPYFiJ94v+ShwiGOLqIRxamDylhGuum87w8nwaG6M0NkQRBIGZM8vIy8vH6RSJx0NEIxk6O5MIQoB0GiZO0vjHY1/j21dPJRLJ0NmZQlVt3nQoDgxdprU1wqTJxdzzt9nZltR+v4tn5l9AcbGXVErLZsJKkoQgCCSTKumMwcRJw3j08XP2as8+9dwFjB4TxLRs+xcAoUefybRQNROnS+bJp89n9OjcVm+9+Ps/5jJ9Rilgt87bk6vtrF2Je++fzfQZA23UOXOruaPHN4hFbX+iNzBhmhbxhIqum/z058dz7vnjs+O+ds5h/ORnx9HZESURM3G5fNl1RyIZQqEUZcPzeOLJ87jl1gnoRhhZDhLqUunuThGOhBHEDF5PHiNGBDlsQhFNTTEa6iOkUjqz54zlksuOGFDeMPhw8HC1sDd14X74zP88VGCaFg0NEZIJDUkSKSx0I8kiv//tv9i8qZNp02ZSWVXAccdX8O57zyDLMt/5zncwTfj0kwb+/fh61q9vxzAs/AEnI0YmqKiK88tf/mBAnTrAhvVt/OPB1bz5Rm1WECQSiTLzyAJ+/dtzmDb9s2tXNm1sZ96flvL2W7UoDolkMokoSBQPy+OG787k21dPxen8bLmEnTu7uWfeMl58YSsZ1RbkUGQFp1Pimuunc/0NMwakGfWHqhq89OIWfnX7q8TjEj6fB9Ow8PocXHPdNL7+jUkEg64B47Zs2crddz1HMj6Wmu0ptJ5Sg6/OGcuFFx9OdXUB9fX1PPbYYxx11HF43GNZubyF7TW7aG6q5ZvfOoWzz5lFa2s85+dVWHTI1dB/IXYY4xxh/b7iJwf02Ut33rjKsqyZ+//kEA4CDAquTqU0mppiqBkDxSFRXp5HfX0nv77jcTTdy/Tp0xg7Nsj4CW5efOlfzJo1izPPPJPu7jRvvbGDJ/+9gdYWu9tGZWUeef6dzJ5zGJd+/YIB9zIMk7feqOWB+1eyZXMnsiKiqTrpTIJvXHEEt/7wVEpKByq698KyLBYu2M5d85ayo6YbUbLF9mTJwdRpZfzgR7M4/YzR+93zhx/UMe9PS1m1sgndUHG7XJimwOgxAb7/g1mce/5hn1mX3t6W4J67P+Txx9bhcHhwOBR0zeSw8YVcf8MM5pxVvVdl4+eff5mFr2wiERtD/W5bYrmkxMullx3BnLOqKShw8+677/LJJ59w7rnfoGa7Ss32LtasWYsgxLj9l5czekwJzc3xnJ+Xx3PInc4PcfUQPg8GBVeHQilCnUkMw8TjVSgr8/Haqyt47NF3KS0dzbjqUcyYWYZm1LFkyUdcccUVjB49mp07u3nh+S28tnA78Zhql1lWu/H4dnDTzeczadIRA+4VDqd55qmNPPzQGmIxu097IpHC7db41a/ncv6Fh3+mTZxIqDz0wGoeemAV6ZTdtlrVNJwOF2efexi3/HBWTtB3b1BVg8cfW8v9962krTWKaRp4vB401eC000fxgx/NYsp+6tI3rG/jl7e/wtJPO/H78xAQMAyT078ymmuvn7FX38AwDH7727up2+mksSGf7q40kiQwcWIxl185mRNOrEKSBB566CFSqRRnnnkZn3zcREN9iNVrVjFuXIDb77iyJ/Dd9/OqqMg/FBXvD3muHnLqPwPhcJj777+fqqoqzjvvYnbUdLNm9TY+/PBDTjl1FudfcBKppE4ypaHIIsXDvDgcErt27eKJJ55g7ty5OSJzeyISSdPSHMeyLJYufYdwpI1bbrnlgIWDOjuSbNzYziuvvE5BgZOf/fyqz90eqKmpk1/+4n6mTjuSo46azPQZpSjKgUXldu3axeOPP8HJJ32NoqIKXG6ZUaMC+yQCy7J49NFHicfj3HTTTYiiSDSaIRJOY1kQLHARi2a4664niEbTXHDBOVSPK8bnM3jwwQcYPXo0l1566WARVvpCmxztHGH9bviRzFpqAAAgAElEQVTPDuizl9V9Z8hQPHQwqLl67dq1LFiwgNmzZzNm9BHU1HTx9tsfUVe3k+uvv4RJk0fQ3ZVG0008boWiYjeiKPLWW2+xbNkybr755qyK/t7Q0hyjqyuFJMHz8x9m+vQpzJ0794DXV7M9xNatbbz44nzOPvtEzjv/5M+9x1cXLuaFF97nnHPOY8KEMg4bX7T/QT146623WLp0BRdddC2WKRAMuhlenrfPz0ejUe6++26mT5/O3LlzMU2TUGeKRNJ+1wUL3GzaVM8Df3+aqsoRfOXMk6muLqS+YSsLFy7c77vvEMMQVw/h82BQc/Vzzz3H9u3bue6660mlFGprQsyf/zIer8L3b/kmgYCbcLdtE/oDTvx+F6Zpcv/99+NwOLj22mv3aQMahkldXYR0SiMUaub9DxbwjW9cRnV19QGtTddNVq9qYcWKjaxetYzb77iekSM/n+q7ZVn87x8fp6UlxnnnfY2JE4spHnZgWUmWZXHvvfficQc5/vjZWJZF2fA8AoGBB2S96H33XXaZvU9NM2hvS2TfdR6vzIKXP+adtz/lhBNOZMbM8YytDrJw4Yvs3LmTG264gYKCzw5YHEI45Ll6UKrfHygCgQAnn3wq/3jwbVYtf4Vhw0pxuhR0vYiHHljFE48143AolJb5EEUBn8/BnLljOea4CkpLh/P0Ux/z/DPd1NdHEQVbtfmc88YzdVoJkiTi97vw++0/1njiMB64fwd3/OJtBMFJ8TAPp50+ivETivZJYEXFHqZNL+WN113UbI/y9JMbmHB4MdOml+7X8U0mNRZ9UMe2bU1EowLFxfkcedTwzwwKZDI6iz7czepVraRTGl3dDSgOiWOPOyJHZRQgGs2w6IM6Xnu1hu7uNE6nxLjDPHR1N/L1y+ZQXx/l3bd3sXRJA9B7AhdHllV0rZtZx0xi3doOVixrZdv29RSXSMydO3ewOPT/Eb4MKUBDGML/n5gyZQrLl63nrnnvMnZsBI/HjVOpoKW5ntt++CoIQQoL3AQL3FimxcjRAebMGctRRx3Nxx8t5655b9Dakkd3dxqXU+boY8qZ+7VqRoywHf2y4XmUDbed4IqKUcx/fjNrVuZhmhajxwT56uyxn9lxo3pcIbIi8tSTIp9+0oKmbuK44yspr8jf55hetDTHWPxxA6tWNZFMCEycWEb1uM926EOdSd58o5adtd0IAuzctZFZx47g8MMHGqgN9RFef62GTz9pJJ3WCQRclJUnUDWLWbOOYfWqFt54fQe1NV2IkkBXV4quUApLCON2SVSPreSjRfW8+cZ2ampWcPwJuQrTQ9g3hrh6CIMNc+bMYeWKnfz41mc47LCpKA4Jv7+aJUvW8e0rnkXXnZSX5+H22AJvR88q5/SvjObYY4/lyX8v5He/eYuabWnSGZurZs8ZyymnjcTvt4VRx4yxU+R1vYBXX32de+/+lIKCJpxOmWnTSzn5lJHZ9P09IcsiM48cTkNDI9GowIvzNzF+fJSTThmB1+vY65heWJbFurVtbNrUwfZtUQoK3EydVvqZDjnAtq2dvPfuLtrbElioNDSGufa6oxk/IZfjTdOef8FLW6mp6cI0LSoq8rCELYwaPYzS0irefnMHb7xeSzSawTQtWlviZFQNVW2lakQB4bCDN17fQUd7G6HuGq66+tTB5ND/RzhYuHrIqf8MaJpB/S4v8ViAVGoHE4+oQhQVMukg7W1hgoEIgWAB0WiG8ROKUDMGzzy9kRee38LueonddUnKyuoYNiyICaxa2cLSpU1UVOTx29+fmj0peeXlbcz783p218m43Vvw5XkxDIvHH1vHmDFB7vj1SQNUgsPhNH+581NeWbCdRCJBKqWxctliREmgvDyfH/zwaM6cPXbAnpJJjXvvXs6zT2/C0E2SqQzJhMTmDWt48P4dfPemI7ngogkDxJie+vcGHvz7KtJpo6cVIHR2diHLLro63+COX5+UFah75+1a7vrLMjTNxOu1U/pTSZ0Xnt9EJuMkFm5G1ZpwuSRKSnykkhoN9VGcDoH6hhCy5EYQ8ygt9VFXV0ck0oXPO45du5JMmbJ/I3hwQ8A8SMhnCEP4b6ErlCIUqiIea6Kzs5ZjjjmG7u40sYif9vYuyst9RGMi/oCLysp8OjuS3Hv3cvLynSxflk8stovqcSPxuB0kkxovv7SNl1/cyqmn2WmTTqdMOq3z178s5ZmnQkQiGmuDm1BkGdOCe/66jFNPH8VPf3F8NlDbi40b2rnzj5+wZnUrkYiMIDTxxmthBAFmHVPBbT89bkC7N4Bdu8L87+8X88niBrAgGktgmgrnnf08U6aWcNtPjh2QzhmPq/zxd4t5+81aTAtEAXTDoCuUYcWyMG0tH/Gj247B7VZQVYN7/rqMt96sRRAF/PlOJEmgrSXGxx/V4fHkE+1eQiyq4ve7qKjMp6kxRjSiIggazU1JiooCuFwuCgvdLF26iWjUpLtrBKHO1OBtK3rAGOLqIQw+1O1KkkqMIRzZim6EqCobTSScoqvTg6Z1UzWinM7OFIdP9OH1Kqxa2cLij+pxuSU+WexCcWymemwlkiTQ0Z7g/vtW8NADq/jezUcx5yz7RL6hPsL/3LGIjxY50bQWiotUTAtenL8Fl0vm6uum8c0rp+S2drYsFry8jXvvWk5ra5Rwt8SaVevxerYjySIXXDSeW26dtVfn/r13dzLvT0tpqI9imCaRSBKnU+Odt/7J3LOq+eFtxw5Qj6/ZHuJXv1zE9m2hHtFUgUQ8STIps2PbJr5/ax7nX2Db4q0tcX758w+o2x1BloRsaeyqVfU0N8WpqCxh3eq30TSDoiIvZWU+tm4NYegm8ViE7m6TYcMKegIMBuvX16Brfhp356GqxlDN/H5x8HD1UPr9Z2DRB3V88kkDwaDEhx9+wLBhJUTDhdTXRzHNOOFwmIrKSjRNoKTEx+jRQSKRNG+8tgNBgEAwhayIjB49uk/5GOjsTOD1Orjv73N4/bUa7r17OT6fg3CkEywoLbUNNcuyiEbt+qC/PzQ3a8B1diS57OIXaGqK4ctzkE6niMdjlJTYpzCplI6mGtz8g6O57jt9JybxuMq3Ln+ZLVs68XoVFMWux49GoxQXF6NpFpm0zqXfOIKf335CVuTjz3cu4ZmnNpKX58jWJWma3RojGAyi6wput8wjj5/Nztpu7vzDpxQWunOioel0mtqdtbhcARrrNSqr8jn5lFGYpsWa1S3Iskg43EUkEmH48AqSSZMTTypnR+0qAgE/M2ceTXt7gquvmT5YBJa+EIOMcoy0fl368wP67DcbrhtK6Tx0MGi52jQtHn5oNamUTiTSwoYNGxg/fhIrlyewLItQVyumYVBZNYJEXGPCxGKCARe1O7pY/HE9xcPcWFYnxcXFDBs2LGfelpYYs46p4Ge3H8/3b3qLNStb8OUrtLW24Pf7sx08DMMkHM4wYoSfR584O+vYL/mkgRuufx3DMMnLc9DV1YUgCBQUFGCaFrFYBpfT5s7+Dvqmje1864oFpFIaeXlORFGgu7sb0zQpKCggHlMRBIF7/z6bE0+yW3jGYhmu+dZCamu7CQSc2TKoaDRKOBymtKSMWFzjiEnD+NsDc/jLnUv4aNFuysrycozbjo4O2jvaEYUi2tpSHHtcBePGFRGJpNm0oQNvnkJjQwOCAIVFZVgmHDUrn61b1zFx4kQKC8uz7aYOwZrMvWGIq4fweTBoubqzI8nDD62mqNjNmjUrCYVCjB07k8UfNePxSDQ1N5Cfl08wWIimmUybXookiXz80W7qdoWprHKSSncxetRo3O4+JzmT0ensTPL9W49m0uQSrvrmAuIxFdmh093VTWlpaTabtLf18QUXTuCnvzg+x859/NG1OJwyDodAR0cHeXl5eL1edN0kHlcZW13AE0+emxO4ffyxtfzpj5+iKBJuj23ztrW14fP5cLs9xKIqpWU+nnr2/KwGy+ZNHVx79UJ0zcTvd2YP0dra2rAsi0CgiHhc5brvzODCiybwvRveIBLNUNxPO8rCYteuXaiqTjRir3HO3GoCARd1dWGam2M4HVDfUE/AH0CS7NaihcVhWlqaOfnkkwl3Wxw1q/yAtF0OERzyXD0o3rhfBJmMzorlzZSV+cjL83HYYeOp3dHCtm1tFBS4KCgsRJJkOjo68Hkddg2LZrB8WTOSJCCIApKURzqdJpFI5MxdVOQlEs1w+88/4G/3rsDvd+FyyXjcHlRVxTBsBU9BEPD7XQiCwPdveotEQsWyLL57w+u0tMQJBF3Ispg1nAzDRBAEPB4Fr8/BvXct5+OPdmfv+7P/8x5bt3Ti9zuzdfO9ap+iKOFyyeTlO3nmqY28OH8LAO+/V8czT20kGHTlCI2kUnY7P4/HQzDoQs3o3Hjd68z789IBDj1AZ6gTQRCJRSXy8520tSXZXRemuytlq4VaOpFIBL/fj9frIi/PwZtvbMQwTKZMtYX/FEVi9eqW/+aP+ZCEZQoH9DWEIRwKqK+P0NGRpLDQzahRoygoLOTjRVtJJjP4fA6Ki4vRdZ1IuBunU6K5KUYqpbFqZQt+v4t4XMfp8tHV1ZVVLQZbGXn48DyWfNrIj37wDqtXtlBQ6MbpUHA4HVkOBLKCnbt3R/jNrz4C7LT57934BqIokJ9vG26SJGXvIYo2v+uGxfXXvJbtDR+LZbj2qoVoqpFthwq2IJIoigiCQF6+E1kRueV7b9JQHwHgj7/7hNrabgoKXDnOdCqVwuFw4HAqFBS42bC+nR/+4B0+WrSb4cNzHXrTMgl1deFweInF7PTWtavbSCRUmpvjOJwS0UgEVVMpKi7G53WQyWgs+nAzwWCQ0aPHEAy66Qql2L078n/pJ37o4L/F1YIgPCoIQrsgCBv3uH6TIAjbBEHYJAjCnT3XRgqCkBIEYW3P1wP/l7Y3hCHkYO3aViRZwOVSmDJlKiDw9psb8XodeDxOAv4A0WgE09QwDJOurhQNDRGam+Pk+51EIrat2tnZmTOv0ylTVOTlvrtXcON1r5FM2i2VPR7bCe7P1Q6HREGBmxfmb+GtN2oBeHVhDY8/uhZfngO3W0YSJQSELFfLsojf76R2Rzc/vvWd7FxLP23kT/+7BK/PgcerIAhCP363bfNA0EVbW4LvXPcalmWRTuvc9N03sEyLQMDVryuKyf/H3psHSZre9Z2f573fvCqzsrLuqu7q6eme7p5pjebuGQkBQljgNUiAJA4hYDGsvWFgwxiDdx37x8baXq8dsSyL8ZoFljAgtFiWxA0GIy5pdIxmNDM9M3133VlVeVTe7/08+8ebld01rdHZI2mm8xNREV1vZ+b7Zr2R3/zdvyAIcN3Ufi4WHX7lPzzN//zP/5Jm0zvk0AMMBoN08KqRVvxaps4nntwkihJ2dnrkcha1Wg1d1ymXy0xOuly5ssfFi9ucOHGCQqHA/EKep5+qjtaejnllXitaPXbqX4HV6y3CMBk5v8ePH6fXy9LptJBSomsaU5UpAt+n2+uiFKyttWg2PBzXwLYNul0wdIN6rX7L609XsvzFn18nSSSmmd6Gg8jjzQIEkMtZ9Hshf/5frvHcs7u89GKNfOFGCZCmpdcoZTI6Zhgami74d//XUwBsbnT46F+ski/Yh0rrpUzQNH20TlPTBLZl8Eu/+BRSKn7tV57BtvRbMi4HhqKup+cuTDisr6VO+ssd+jAKabfbOM7EaAqybem89FKdre0utmNQr9XQdI3JclqGGkUe7bbHdGWFXDbNzFcqGZ777C6+H3/B+3cn81pZvTFmzO3g6c/skM2mE9WFENx75iy7uxI/6ACQcV1y+Tz7+y10XdHp+Fy62EAphWFqaEKgZIZEJjT39w+9dhokNfiD37t0KKPy8gDsAaWSw1/95Ro71R7/3wdeIAgSXPeGHmqadstzslmTfj/k9z5yEYA//P3LdLsh2ZftnU+/d26USTqOQRhKfvu3zlOvDfiz/3KNYvHl+n7DUDx4P8Wiwx/9/mVsR79lRkmr1SJJYiCDQGAYGkopLl9q0Nr30HVFs9kkl82RHRrMQdBhb1dy+vTZUYAgl7d46lPbX+jW3fHcRq3+deDtNx8QQnwT8J3AWaXUGeDf3vTfV5VS9w9//sHtej9jxrwSYZjwzNNVpobOaSbjMjtzF62WTxQNAJgsT46SZa5jsLXZ4cJL6Spj09SJIoljF+h0OwRhcOj1bVun0/G5emV/lEnXNf2WACykdq7jGPzq//MMUkp+8Rc+hXWznStA0w9rtRCCQsHiyY9vcu1a+j3x73/pKTSR2tsHHCTKDmxjgELB4tqVfZ76dJWP/sUq3U54y3apg2s80GrD0JBK8Sd/fIXK52hlqtfr6JpOr5sGKhzHoN3yWVtroRJFv9/D8z2mpsrouoaUkm6vRbfjcOLEidE54kRy9cr+La8/5jCvFa0e99S/As1mWjp/gKYJNDGBbuyytraG47oYuo5hpA5pNlfi8uUucRyRJAKBIAxiKtMTtNsNBoMBbsYdleFHUVoClC/c+GCbpolhGHieRy53eFWSZen85m88z8pKESnVIWPs5kz9zWSzJi+er3H16j6/++ELKMUtg/BkIm9x2G1Hp14f8JEPX+DypcYtgz4ODMWD0tMDut3wlroyhaJeryOEQBM2Ug2I4xihKZqNHkLE2HbCwPPIZrI06nWiKML3A2zbRNdvTKTW9VTk+v3oFQed3OkoBck4Cz/mDqK21x859QBxrJPLFfC9Nqtrazi2jSY0FIpqdQfLzrGxHiA0QRzHaDp0uxGlUoZGo8HkZAlN3NDEwE8IgnSWyAGu69JqtW7Rak1LSzl/93cv8P7fPH/IoYfU0DvYI3yzFluWzq/9ymf5wR86y//7q58dBXoPSJ8j0V6m1Zmswe984AUq0xmUUp8z+HpwvQdImWaLfO9wcFQqSb1ex3Fcuu0YTVfEcYyuKy68tEdlxqXV7qJIz7Ozs0sQ+ARhSD4/QRLfeK/ZrEmtNniFOzYGbq9WK6X+Wghx9GWH/yHwvymlguFj9m7LycaM+TIYDCKSRB3arqTrE1i2xd5ejXang2Wa2I7NoN+nud8gDA3qdZ9MxiCOY5SSQAYhBPVanfmF+UOtrZ12SLd72NnPuJlhsDI55GhnsyZray1+7yOXqA5bWW/m5qqqA4QQKKn4wPvP84PvO8vTn6mSuyX4mgYCNE079LxESv7jrz/L/r6HYdz6ufc8D13XDw2dFkLQ7YRE0Q07XaHwfZ9er8fExCTtVozj6sSJJE4SLl/cw3IE/V4LwzAI/JDtfjV9fU2iMXHIf7AsnWZjrNWfj9eSVo89o1fg5RkMpRRCGFSmyjQadQb9wbDUJv0ANxsNPE8QBBDF6QckjqFeV5gmXF+9PnpdIQRBIIhiaDabRFHrRgmOkniex87uTvpYDo4rnn9un2tXNwmCZFSqeTODQZ/wZdHLIJD85m/8IX/zV2183wcOPy+MIjRN0Gq1bnqv4A0SPvD+j9LpDIiidEexQoFiFL0cDAYMBoPR8SCUxPshFy5cQCmV/tzk5lerO/R7An94CVGY7jLNZBVCQH/QR9dSIRVCUC6XiaPDoooCMfZZPy/jLPyYO5k4VuTzBfr9AN/3SeIkNQaVIgh8Ot2ATgsMEwaDVO+kBNtJteqll9LWo1SrNfabEEVQre5iWWKk1UKkutnv90Ew0urBQPKRD3+cRj3EdjQGN9lLB9rZbrcOGX0AzWaH9//Wh7h4cYdsViMMDw9xAgiCgDiObzqeavx//uDHaHd84viwVkdRWlbZaDRGx6NAEceKtbUq3V4VpeTo9SF9TnPfRwAHsY0gEAi9x4G92e12EUIjkQmObZPL5UmSl4V0xzL0BfkStHpKCPHUTb//slLql7/Ac04AbxZC/AvSL/5/opT69PD/VoQQzwAd4J8rpf7mS7nuMWNuB1EkKZcn6bR38X2fMAhHNnWn06bXF3heaksDJDEkSZeJoqLVbtFqtxCIkV3daKSP3d7ePqTJkPar67p+i1a//7f+gm6vT5zoh2zLJEmQUtJuH24jCkLJn/7JsyjW8f0BSh22qQ/0+eVtt1Gk+Ou/eokkVmgGeF56MkVqK4dBiKZp7OzsjOznblcSx/DShSs4jhodP6Beb9LtCTz/4NywF/dxXJVqtUy1WimJVIpyuYwi3Spw83sV2rho+wvxWtHqsVP/CpTL7iGHUgiB6xqYZgHTNEYCsbi4iB/4bG7s4Tg6um7jusawdyZhbjZHGPl0Om0cxyGbzYFS9HsxmuhjmWmp/sGHVUhBmKRlnYZupB94FDJJszthJJFSEsfDa1OMHOc4jm+JLEaRYndnj14vJo7lIUMRSD/sUiOK4lTmhv+dJAo/SNdiSCkPCWGSJGl/qKGPAg9CCHTNR9cFE8X8aPhIq9UGUjGxzAQpfVw37T3q9QJM00PXTZaW5vA9n71aDcsymZ+fp9tNcG/KwEVRgm6IWyKjY27mtTOlc8yY28H8Qp7Llxq4bqoVtp0aZ4uLi+zVanTabbK5HNOVCvV6naDew7JNslkXTUt3EwsBszNZ9lstgsCnkC9gWhZKKbyBjxABtm1hmkNDbKjXafZIIRA3tFpKoiBGKnmoekqpG855FEW3BI6TWLG6tk4SJ0TR4RL9g+elhqY6ZJBJmbY4KSmR8kZA+iC7bxgGhmHcCEagECLAcZxRT2cURXQ6bWzLplQq4Xl9kjjNqqWnHgCSXC7HdGWaWr1Gt9ulUCgwPT1Naz/AvGmCcrcbsrx8uJJrzMv5krS6/mUMXzKAEvAY8DDwO0KIY0AVWFZKNYQQDwIfEUKcUUp1vsTXHzPmi+ZgOPPN09YzGQNN6CwfOcL29jZhGFKpVMhksmxubmOaEcpxyOXsVIu9mKkpm2LJoNlooFAUJ4qIYYWUbvSQUmLb9iipdKDTo0y9AolMbWclCYIQKeWNoGQaD0XKobMdhofeRxwr+v2EnWr4OXX8wAaPoii1mcXBcUUUDZ3nhMNJu+Sgd99A1/Wbkn8xQovJ5bLkcwYIwaDfx/M9CvkCtu3S7/ZwHB2hCXw/RhM+IJmeruC6LjvVKmEkmZmZIZvJMRhEh6rEojBhaurwZP4xL+e1o9Vjp/4VOLpSHPYs3hCgEyfLPP/sLqXJPIZhUK1W2dzcZGZ2lunpafqDGtVtn3y+SBJDsegwPVNGINjds6jXa0wUJpiamiIMEy5fvk55qkihcLi3pl6v43keUzNTo3KhXjdk6UyBbM7i05/auqUfp9lsooaRuAPUsFT9x378HXzogy/yof984VApfRzH1Ot1CoX8ofJMgH4v5F3vOscv/PynKJVuDPPodrsEQUClUrnlOc1GA10XzM3OIZVk9foqKMXRlaO4jks+F7Hf3MM0DXw/IAgCjhx10UWZTqfL/v4+2UyW2dlZNE1DqZjlpRuGYa3u8eCD8+P1G58HBXz+hRZjxry+uP/+GZ5/dnf0e7HokM2aBEHC9PQ0lmlSr9epxjGlUgXbNtncbNLrwdTUBEkcsbQ0QbmcozRZYnV1lW6vy8rKCq7jEkcdant7zMxM3TJUbntrGyHEaPMIpNVH73rPA/zSL346Hbp0U0m8Uord3V0ymcyhsv0oSpB5xT/7Zz/G733oV5FSHdK5fr9Pt9tlamrqUIZfylTj3/3uR/gP//4pJidv9F7u7e2hadpIT29+zt7uLlNTReZmi/i+z/XV6ziOw8rRFTRNI45t1lbbWKZJo9nBtmMW5icxjCzVajXt1SyXKU1OEgYJmYxxaGXToB/x4MNzX8ltfd3zVdDqTeBDKo0IfUoIIYEppVQNOCjz/IwQ4ipppuipV36pMWO+MkxT56GH5/nEk5ssDNc5Ly5N8MlPbGPoOkuLi1R3dqjVahSLEZOT0xRVk4sXPCxLJ5t1iWPB4tIUGdekUMhz/fp1BoMBR1eOoms6a9c3CAx5yA6GdPvS3t4erutSKKRrkdOkk8+73/Moq9c+fkv5ve/5tNotisUipnkjudRu+3zjNx7nR370fv7qox8ilzMPOfapLQ7l8uE1pb1eyL33TaPrgiuXmqPW20QmbG9t47oulcrh1dWWFdJqNVlcmMF1TRrNBp7vUS6XmZ1Jt6U06grPjzEMgTfoMTMnyWUrmIbF5uYmKFhYWCDjuuzv+5w6MzV6/ShK54Ydu6v05dzSO4bXklaPay5eAdPUOffEItXt7ihLcveJMlKlveuu67K0tIRu6KytblOaNHj88VNoAprNFn4QMTeXG0XipqcrFAoT7O7t0ul2iKKE6ZnsjYz7TRSLRZRSh8p+wijhve87y/e/9z4+V12jaZrDrNGNY76fMDWV4Q33z/A97z6NrmkvK7NMy4QMwzz0WlGUYJg673rPGU6fqdDtppHKg1Ik27FvcegBcnmb8lQWqSRbm1t4vsfi4iKukz7WdU0KEzbdjker1WNuzubhh0/T7jap1fYpThSZn59H1zV6vZDpmSylSWf4XmJkIrn//plbzjvmMONBeWPuJBaX0im+tb203FHTBGffMJPqllKUSiXm5ubw/JCNjSp3n5jj3nvniMKI1n6qsZNDh1QTGstLyxiGwfr6OtGwPalYckleptWa0JgoThAEwah3XUqFJuCd33UPb/+24yPtPEAIgaEbI+09YNCPeff3nUHTBN/3A/feMo04iiJ0Xb+lZL/bDfnmtx7lnd99Ki2HH2Z8fN/H930KE4VbnpMkiomig25oRHHE+vo6mqazvLw8euzkpIvQoNVuEwYRp8/McOLkHJtbVTzPZ252jsnJSVDptP77zs6MAh71+oCZ2RxLS+NM/RfiVdbqjwDfDCCEOAFYQF0IURFC6MPjx4C7gWu34e2MGfN5OfuGg7XLqb4Viw7z83m63bT0fH5unmKxSL3Rot1u8uBDp1hYcGl3+nQ6fXI5azSnxLEdlhaX0krZzS2kkkxOZSgUrEN2LoDjOD67NPsAACAASURBVDiuQ6fTGWXSe72IY3dN8j3vPo3rpgm8mzHM9DyH250Umqbxnu+7l9NnKszP5/Bunk0ybHkyzc+RL1Xw3ved5b3vO0t8UwVXu90mXWNXvOUpUZQwM/QTur0uOzs75POFQ0Hk2bk8QRDRbKYttOfOnWJqymL1+haa0FhaWiLjuiTDat+TJ8qj97K93ePRc4uHNluN+dy8VrR67NR/Hh55dIEz906zttomCGImJmweeHCWZtMnSSSaZlCcmKY06dLpbNLutHjgoQV8D5Kkj6Yn1OsDqtUuu9U+jl1EKZsrlzfZ2NznJ37qYSD94N7cK2MYBvl8nl6vRxRFdLsBhYLNW9+2wje8ZZmJok2/f9hYNIy0hD+dXJx+YIMg5kd//I0jI3flriK9m4zMOI6GE45vZIQOsvvf/957cRyD//bv308YJiSJHAliqVgaPfbgp90OOHKkwKPnFnj+uU1qtQ6ZTBnP09je7rJT7dFqe2QyEb3+AF03eOyxu7l48QKu22eyWCKbLQKKwSBCSsUTTywhhKDd9tnb7fPO77qH8tStU0DH3ISCJBFf1M+YMa8HhBC887vvwXENtre7JInk+N2TzM/n2d/3UUphWS6l4jSlSbh27SXmF4rMzBTo9iJMa0AQROzu9tje7tJo+ORz03gDyfnzqxgG/OAP3Ue7ExzSPIBcNodhGrRaLZRS7O/7vPVtx5ieyfK+H06nwb88cGuYBnF8w2mPwgRdF7zn+84A8O73nEHXtUNGZhzFtwRfk2HbwA/9yP2Uyy7f/neP02r5w+vYT79HcmlG7LBW+/zAe+/FtjSef36Vfj8hn6/QbARsb3fZ3e0R+DG27dHtRkxVsiwtT3Lt2gVKJUWxOINtuygF+/s+leksJ05OIqWiWu1iGBrf9T2nbhnKOuZl3EatFkL8NvAkcFIIsSmE+FHg14Bjw9VJHwB+aJgJ+gbgOSHEs8AHgX+glGq+au9zzJghpZLDd3/PPdRqA1r7aSP4uccXQQj6/VQTs9kipWIZNzPg4oWXePTR45iGSa/rkclGtNs+OzupVg8GkM2Uqde6PP/cBg88MMvxE2Xa7Vu1ulQsjRJTSSIJgpi//+NvxLYN3vtDZxkMokPBAEM3Rq1JB/R6IQsLeR58aA4hBD/23z1AGN4YohonaTvWzZl9SIcEZnMm3/zWo7zlG49QKrl0OgFRHNHr9sjlcqPnHFxzFEmUgp/4qUfY3m5z+dImStm4Tondap9qtUu9PkDTYpJkgOfB/Q/M0+932W9vUCq7FCem0XWdJFE0mx5vuH+G0qRLGCasr3W459QUjz+x+Ord8NcLryGtFi+PaN36Vu5skkTy6U9t8/GPbeB76aTkSxebnD9fw9AFx45NsnQkz9Wr11hf3SOTLZDLTfLsZzdRCirTExi6Sa8b0u+nUyzjOGRmDt75zgepNyL+4HcvIlU63V3XBaWiQy5vsru3SxzpWFaWN795mWzOYnLSYeVYiX/zrz+OTBTZYemPNwjY2d3HMh0Mw0BKxVu/ZYX/+1f+m1H55+pqi+/6jt+h2RhgGBqe72EYMDd3sPJC0e2GnDg5ybvefZrnn98j8BOuXmly4UKNJOlRKLhkMhO09n16/RAlFVEsmSjY/PCP3s/556/zlx9dJ/DTKZ6WpZHPO2SyBu12h3ZrQC7vcN/ZWba2NjF0yZn77ibj5rl0ocnuXh/H0Xn8TUtMTDhIqZify/HWtx1j+cgdlfn5siziZWNF/Wz+f/miHvuPWu/7zJfR+zPm65M7Xqu73YCP/sUqL5yvcTBh/pNPbrG328fNGNxzaopCweC5516k0fSYqczSakWsrjaxbYPKdIk4UnTaAX6QEIUxUoWcuTfHd3znQ/zhH1zlpRfr6Fo62diydUolB92Q1PbqQIbJUo5zTyxiGDpHV4q0Wz6/9RvPkclaWFY6+X6/2aXVHpBxsyhS3f9f/9U3857vPTN6Lx/+0AX+6U//2dBxFwwGPSYmXCbLhaGhmdDvR3zPu04zM5vj+rV94jjhk5/YolHvoehTqZSRic7+vo8fJCipSKTixIlJvvMdJ/mD3/80zz/XRQgT0zRwXIN8zsayNWq1Jp4Xs3ykyFTZYXevSqnkcPYNp+l1Ey5eaNLrh1SmMpx7fBFNT3tAT5+u8E1vPXpLS9nrnLFWj/lSuOO1enOjw5//2TW2t7poGnS6IR/7mw08P6IyleXkPWWCoM/zz18kijTm5xd46YU9Ol2PQiFDsVRg0I/odgLCUBKGEbYd8+a3LPLGB+7m13/tGfb3fUxDQwhBNmdRKjoM/Dbt1gDDyHP33VPcfWIS2za472yFj3z4Ii+er5Ev2GiaQErF9naDOFK4rkscS4ollw9+5F0cP56W1kup+Il/+Ef88R9fQRPpNpUw8pmeLpLNOiilGAyDFT/9s4+zsdam0fAY9EP+5q/XCYIBhhkxPT1Lvx+xv++nGfVhJv/bvv0u5hayfORDn2ZrK63INQ2dbNYkX7BJkpjaXpqhv+8NC3hem16vxfKRCsfvuovNzS7XrjSJYsWp02VOnaogpcJxDB49t8Bj5xZv2ZjyOud1r9Vjp/6LJIoSVlfb7De90QCNjfUOH//YBr1eiG3rTEwMaHdfZNAvkcks87d/fZF6XQLWsHQSSiWXYtHEG+zR7WnoWg7bMWm3fQI/HpbIpP2amlBIFXPiZIXlpUk0XSMMYjw/RklFrTag3fZp7fvEsSSKYzShoesaU5UMK8dKvPO77+GHf+R+ant9/u2/eZKnn6py5UoT34+JowRNE+i6huua5HImy8tFTEtD0wS5vIWmafh+xPnnN6jtBTiORRwPV/zpAk0TTJbS0tUwCjGtDplMBtMssrvTJ/AT4lgiZYRhxJy8p8jJUzP0B5coFHQs8wztVipg8/N5Hn/TIsViKqC2bTA/n2d2Lvd57szrli9TfI6pn8l9ceLzk+0fHBuKrx/GWj2k2w1Yvd6i1wvRdYHvxZw/X+P8c3uEUUIuZ2LaW3S7WyTxEcLA5mN/ex3f0wAL3dAwdI2Z2SyGEeH5dXrdLKbl4FgGtVqfJEkdZDVcLxrHIbYNb3jjMsWiiwD6/ZA4UaAUa6ttBoOITicgjtPVQ6aho+s6y0cmuOt4iX/0kw/zxJuW+eQnNvmFn/8UVy43WVtrp4Pz4gTD0DF0jXzBIpOxOHJkAiFANzSy2bQftN32+Owz6/geWJY1Wp13oNfTlUwasIh8cvk+rjNFEpvs7PZJ4nQAqyLEcSWPnzuKm40Q+hoT+TnCcJFeN8I0dU6fmeLsG9I+zySRZLMWR1dunQ9zhzDW6jFfCmOtHrK702Nrq0sQxOi6Rrvt8+THt9jaTNuiChM6UfwinU5I1j3J5cs1XnqxSRQZ6JqJrmvYjs7sbJYoajHwBkRhAdM0EZqgWfeQ6sagacMQ+H7AVMXmvrNLOI6JlJJeL0ImiihKWF9v0e9FwxV86WBqczjQ+q7jk7zxgVl++mfOMTef4zf/43N88Hde4tq1fWp7/dHjDdPAMDRKJZeJCZvp6QwIgWMb2I6BlJLNzX0uvLSHQCetsBZDezxdM1csOfh+Qhx3yE8kZNwZOu2Y/aafDstOJBBSLmu86c0n8fwN3GyTYv4U7XaWIEjIZi0ee3yB5eUiup7K1OSky9GV4p06m+p1r9Vjp/428wv/55/x0Y9+mslJmxPHz/Lb7/8sURyxsDDDdKWEmzEJgphPPLlOGPYplx1cp8jcQp583mJ3p08Yxuzu9Gm1fcpTAZOTFidPnjw0jKPXC9nd6dHrhTQaHigYeH3yeY377z+GZRtEUcLebp/775/h+moLbxAzVckgBDTqfZ59dhVDd7EsC00TzC/msSyDxcX8oeid53m89NIFOu0s3Y5i+cgEmYxJNmsxN5flwoUGURTRaNRpt2FlpcKp0xWUSoeKbG1W2W/2OHpsim94yxzPPfccUub42Z97Bw88ePRrcJdeE3x54qMfU//kixSfn+qMDcXXEWOt/hLodHz+x5/7HXZ311haniOJy/zpn1zAdQRLy0tMTmYxzXR/76c/tYHlhExPlxDYnD4zRa8bsr/vE0WStdVW2s9Z7rO8PMvc3I0BcUopansD+v2AnZ0+nhcPW5w6LC+XuPvEHJqm0e+HtPZ9vuVbj/Ff/+wahQmHXC51yq9cqbK+2iSTzSPQcF2d2bk8mYzJ9Ez20PfCzs4O6+tV9htZpBSsHCthmhrFokNhwuaF83soFVGrNfA9i4ceXmKqkiGOJc3mgI31DQaDhLe+7SRups3a2haV8hL/8l+/h2JxPCH5FRhr9ZgvhbFWfwk8++wG/+pffBhEm/vuvZcnP1bnypU9SqUsC0vzTBQcNE1w8UKNa9dqFCYk5XIFQzc5dWqK6k6Pfi/E9yJWV9vk8oKJYp+TJ0+QzWZH50kSydZmlzBM2N5K27jCKCKOB9x33zKV6TxKQaM+wLR0Tp4s85mntpmeyaVT/YOYZ5+9TqcTk3HTRNTkZKq7lensoeHWSikuX75MvebTbNgUCjZz83lMU2d6Jku/H7K12cX308y+aWY5d24Z29HxBjG1eoutzR00zeR7v/8NXL9+nnrD402PP8g//pm/c8tE/jEjXvdafUfVXbza1GsDVJLn7377W5BS8od/+BnmF6aYmc7Qbu/g+ekO4Wq1h64ZuG4Wz/OJ4h7V7S6Tky5vfGCWpaUJ4kRRqWTwvQz9vsf+/v6hc2WzJttbXbY2Ozz8yDznnlji1Kk8+XyMZacRONPUmZvL8Z/+04tsrHeoTB8YgALLkkzPKB56ZJbHHl9i+egEL56vgVK3TGve2toiDHSUMilPZeh2Q9744Bxn7q3Q70f4QUS7k078nCjmaTZ9+r1o2Nu5Q5L0OHHPLN1uxMc/9hzz83P8nW99My++0LlloMmYrwwFSCW+qJ8xY+5Url1tceLESR56+H62Nnd48uNXuffeRdwMNBqbJEmqX9evtcjlXSzTptXaB2LW1zscOz7JQw/PYxjasGzdIQoz7O3tHerBFEKQL1i8+EIdFJx7fInHn1hmadkgm5OjwXTZrEU2a/IL/8cncV1jtLZT0wTZrGRhSePxJ5Y598QSmq5z/nyNfN4+ZLzFcczu7i5h4OJmbLLZNFj70MPzHL97ko31DpDQbjcxDItCIcP1a22UgiSOaDQ2cFzFffct8+lPrbK+tsUDD5zlnlOnuHzp8PfPmK+csVaPGfOFeemFNm/7lsdZWlzkE588z37L59SpeaTqs9+sgkrnMNXrPhMTOZQUtFsNgjCi1ws5c6bCAw/OpfNBpjIIYRIGOltbW4fsz7T9FV44v8fiUoHHHl/ikUfmmJ5RWLaC4ermqUqW3WqP3/6t88zNpY44gGUb5PMx99yT59wTSzzy6ALb1R7r651b1jC3Wi263T6+5zJVyZJImJvP88YHZpkqu2xvdYmTPoPBANfJYOg6W1up/+D7PVqtKpWKw9LyFH/8R08TRRHf9vZvQDeK7O32v2r35k7htaTVY6f+NnLxYh3T1CmVJnnskTczGBjU69tMTEyQy+fY3NxkZ2ePne0emYyJaVq4bo5ut8dgMGB3p49SikuXGliWhmnq6LqJlA7VavXQDvp2O2DgRei6Rr02AMBxHRKZHDIqO92QJFHsN71DAub56bRmx0n7frY2uziuwdpa+9Djut0unU6XOM5i2zq2rZPEkup2FykV6xttet0WSRyTyUxgmTqaEFSrHa5fv06302V+YZ5+v0e/10bTpjl37jEmihmaDW907WNuH+k+7C/8M2bMncpTT1UplzMcv+s4x1bOEvgRO9VtFhcWEMDVq1fZ3U0HpGYyFoaRwTRN2u0Grf0B3U6A78dsbXXIZEwc1yCKLKJIUa1WD51rc7OLYeh0u2m2CMB1ndHE/AMaQ41uNA4f9z0fx3GBdA9xq+VjmRobG4dX1Var1XRmS2SRcQ0yWZNqtctgENHthuzv94cOvYFp5nBckzCK2d1pc+XqVdRw9VF1ZwvfDzhy5D5O3H2CqakMTz9dHQdgXwXGWj1mzCvTaHjs7fYolrI8+tijmPos/X6HTrfDwvwCvV6Pa9evUd3uIARYlkEmM0EiJf1ei/X1NlIqdqpdoijBsnVs2yCOs/R6/UMbppRSXLvWwnFNtjY7gMJ2bAQC/yatViodOieVot0JRsfjOCJOYhwn3dhUrw/QdY0gSEZDAQ+ev729TZJY6IaFaWrYts6liw0UsLfXx/MGdDsdXDeLYdpksmkV7+5unY2NDXK5HMVSiXq9yqCv88gjb6JcnsK2DC5cqL/q9+VO5LWi1WOn/jbSbHg4w3UbQShYXFigUMizXd1m0PfQdZ319R06nS5+4BEEIYZhYts2/X6H1bVdms0ezcYA00zXz5mGAJUlDENqtdroXJsbHQQC07oRwTtYHXezsVjdTqcRR5Gk3bohLL7nY1k2mqYzGEQM+hGua+J7qdEIN7L0um6SJDqmqaOkQjcEly81aLd77O02iOOAwsQEQRgThiFJEnDlyi69Xh/TMtjd2aXb7XF0ZR5dm4CD7JKA/uDw6qYxXzmJFF/Uz5gxdyJxLBn0QhznYGWRy8rKEgjB+sbGcCet5NLFDTxvgO97hGFILptHINjfb7K312J9rTkaaARpVt2xJ2g0GiMNVkqxsdbGdtJsTu0gAOs4BEGAGgZqlVRsb3bJZC22t3ujacpKKfzAx3VTQ7FRH4ACxzHZ2GiPHuf7PvV6HccpIjQNhEiHBSaKtbUmtVqLZjMdmpvNFgjCkCDw8X2Pixc3RgHjjY0NAI4dO0Icpee0bQPfi4miW9evjvnKGGv1mDGvzKAfwnCLhkCga0VWVhbo93pUd3YwDYPBYMCVKzskSUAYBummqkKBKAqp1Rq0Wj0uX26g6elgO9PUSBIDw7DZ3t4eBSs7nQBvEOM6Op4X0+tFCKFhO/YoCXbwON+PMXTB9tD2BvC81G52huuet4e2tyY4FICt1WqEYYiuFdB1gZIK00y3PNXrXdbW9uj2Oti2jWk56XvyPbq9DqurVXRDx/M8tre2yeWyLC0tEobp94ubMWjUDweFx9weXitaPV5OeBvRNDHqlpIShKZx9OhRqtvbNBoNJKBkuvai349JYlCqjzG8C/V6k88+U6fT1RgMIEkgikAqyOehXt/GtnYxLajtQRyBboBM4Lnnuuh6Gina3NgCsYtSUN2OSZL0tS5dXiObTUUmSUJA4/z5i3gDSa+n8HyIQnjm6cvYDkShJIoUYSjo91qYJhgGCA3298EwdwgCDcuCdqvFoJ+WqGhaek0AURijGzrHjq2Qy+XSFgWpEEOh1sa9P7eVr5do4ZgxX6+8XHLiWOK4Dncfv5vV1VUGXup4J4kgjCJkLyKJAdFHE6m2Xb16Dd+DdlvQ70McQxhBqwW2DfvNC5iWjq5Bowm2lT7m2rUB+60dNCFBwIULl5BKI0kU3V6CZQnCUHH++UvohkAIiVKKer1Fvdah2Uzo9SAIIQjgE08+TyLTtXhRBL7fIggE1lCrkwQuXmiRySqSRCAlNJsNBj3QDUESp38PJRWxjHEzDkePrhAEkiS5ISTic/zdxnxljLV6zJjPjxACcVMbdJJIyuVJHMdmfW2NKI7T9qFEHkpmHRS1BkHAc88/z9amhlLQUqkORxF0u2BZir3dZzFNjTCATgc8P33Miy9eJZPRQCUofF568RJSwaAv8TyJbgi2tz0QrVQbVXot169vIiXs7iQILb2WwfU+/cEuUQhhmBDH0O81ADBN0PX0nJ99pkW3m+ptEAT0ewGel2p1HKWvlcQJCJgsT7KwsECj4d0UBGY0EG/M7eO1pNVjp/42Mjef4+rVfSaKDratg0pFaX5hgZnZWfab+6yv7wHJsBdSoeuCXC4DmICPVAOSWAMESqZr5nQdokjQ6cQoKTEtnShMp+SrIA1ktlupweb7qWfvuGq46i4VAqWg0wLfS43YIADTEFi2IIoEvq9S405BqyVIYkWSpH35jqujVIKUAil1VCIRIsYwddyMSyFv4Xkevu8joxtTYAqFHFNTFfL5dGhIFEocx0DTtNEuzsLEHTkt+VXl66GvZ8yYr1d0XaM85dLrhuTyFtmcSRxKjLzN8buPEwQBjXqd/ebBOliBEArT1Mllc3iexHF8BoOQJNHQdG34pa8QQiPwE9qtdIe8bWtEoSSO04CuQqDrgijUCEKBrktsW0NJCAOIIzV0vEHTIPAliRTYloZpCXrd1JkPo/T19vY0wkCilMBx9PRaZEIiNTQpiOMEKRMcxyKfd3AzOr1eD6HFI6HW9NRArFQq2Hba+9nr+mRz6d7kfj+kWHJGvaNjbh9jrR4z5pUpTNjIRI62eGQyJlEkyeVynDpzmn6vT61WY1v0gFQTDRMc2yaTzdDpBJiGR5wopNTQhD7MzCs0odPpxMSRxDDSpFwYKqIotYO7bY3AAz9IA7yWJTEMjSBINViECqFBoz6sqPIAdBw3tcmDYJjcE6mW71QFgZ+gaRqZjAFCIhNIZFowHccJSiXksi5K2QgR0+0OUMhRWMOyDObmKkyWJw/NvrLt1JXr9ULO3Dv11btBdxCvFa0el9/fRu4+UUaptMRnaiqD6xqEYZqy1nWdqcoU996XTtwUQkPTQWiKXq9Ps9lmZjbH5OQCUkLgJ0RRgq5rZDI2mjDJ5zNYlkYcJelQBpkKkWmZCOGgpInAIIwUAoticQLDMNMVeRJs26VQyBOFgiQBoVkILHTNRtO04W5OiEIFSDIZAzfjIoSF6x6st4sJghjbsZibPYLrSPb29gmCANMcRgqFxZEjFVZWVkYOPaRlSyfvSQWnte9z9GiRYtH5Wtyq1zWvld6fMWO+Vjz8yDytVprZOXKkSHzTvBLbtplfWOD0mRVs20FKgWWDTBJarTaeN2B5eZZMpkgiwfNipATT0LEsG8N0yRdcdF0SBBKl0tJRTROYhgnYKCyU1Al8cJws+UIeEEgpUEqQz+dw3SxhSBpIVQYoG9OyhxVhqVaHoUTTJbm8g2E6mKaFZZkIwPPT68pkJlhcnMX3PVrNFjJJsExQSsOyHE7dc5TFxYWRQw9p5uvo0RIArX2Phx6e/yrenTuHsVaPGfPKFAo2d909yf6wJ/3EPWW6nRBINTWXy7GyssKRI9MYuoVCYJoQhAF7e/tYtmRubhnXtQkCSRCk9rhtmwhhknFdMlkTpSRRrFAKND1dC63pFko4aJpDEguiUFAo5IdzqFL91TWdYnECgUUYSRAGMrFAOFiWmVatDu3vKEywbY18PoMQFpmMg66nM6r8IEIpKJXmmJ3Ps9/q0Ov10LQ0qSc0nUw2w333nqAyPTVy6KNQYls6lUoGKRVJIjlxcuzUvxq8VrR67NTfRvJ5m3vvm2Z7u4umCU6dqRzqY4eDSNsEup5hcbFCNpMhSUDTFHt7e2xuVMnmdCDNigRBhOcFGKaGYWi4rouUGkql4qQkZFyTVitdr5TJ2pimYOAFbG91sGwNIdKhe0EQs1PtDTM3JpZp0OmGBGGC4+jpTmWRGnSapuNkXExTA6UIw5AgiFKBEQbZrOK5564jdA8pBUJolMtFZmbL6IbN0nLx0PtO9x/DyrESUZjQ7QVjQ/FV4naKjxDi7UKIi0KIK0KIn/sc//+PhRAvCiGeE0L8VyHEkeHx+4UQTwohXhj+33tu77scM+bL5+hKicKETavlMznpMjWVpXPT0COAcjmL6zoUCgVmZ8uYlkUUgZuJefGFdcKwi65p6JpGksREUUwYRlimhmkaWLZNHDPU1LTlSDcErX0fISCTsdF1yX6zT22vTyZjolS62aRWG9Bo9BGaJJNJA6r7LR9DPwi+ppVVcQS2nRqQpqURhek1RFGMrqXaH8c9XnxhA8eNCSMwTZOZuSnyEwVsx2aqkj30vnvdkNJkhvKUS7vtk8nZHLur9FW8O3cOrxVDccyYrxUPPjjHoB8ShgkrR0sIAVGUHHrM0lIRXbeZnp6kPFVE0zSSBHTd47lnV3Fdia4ZafVTGBNGIVJJTEvDdR003SCO5VBTFZatE4WSbjvAsnQcx0DKmJ2dHr6fYJipttq2wdZWh4EXYhqQzdjEsaTTDnBd88ZnGImUGk7GxTA1TFPge6lNrZRCoJPNGmxt7bBb3UXXJHEiyGRSP8HQM8zOFkabrQ5otXxOn0md/Gq1y6nTlXGi7FXitaLVY6f+NvMNb1lm+cgEGxttjhyZYHYuR6M+GA3jCIKEQsGiULCxLIuJiUnK5WlOn5nC93WEUMRRSJLINPtjakgZMxgMiKOYOJaYpoGuaSiVliXFcYKui9RxlmAYBnGcEEUSXUsrAixLQyoIwxiFxDRNoihBEwKZqFEfvCZkOhAPnSSS+H6A76c9poahE8cgREwQpNFS27K4+8QMhXyFfGECXdepTN+IGgLEkaTZ8HnkkXmkVFR3unzLt97FwmLha3OTXscobt/qDSGEDvw74NuA08D3CSFOv+xhzwAPKaXOAh8E/vfh8QHwPqXUGeDtwM8LIYqMGfN1gGXpfMc77iFJJDs7PR47t4BSil4v1TUlFZ4XMTeXw7YNMpkMhcIUCwvTzM8XCKM0cy+0aOi4pzobhQGDwYAkToYOd9pXn7Y8KsIgLeGMwgTdSFuRoigmjhWGqSOEQDc0ZKIIwxhNaBhGWvFlGBp+ECNEmvnR9PT1o0ghE4k38IiiAF0HTdOJYoWmR8RJQhwr5hcKLC7NUChMkctmsS2D+fk8vheNvp/6vZA4kZw7t0Btd0AUJbzjHSdHQwXH3D5up1aPGfN6ZW4+z7e+/S52dnpEccKjjy2w3/RHjn2SSJJEUpnJYhg6hXyefL7C8btncBwbBEN7NSaOwdA1UBD4Hr4fkMQSlIZl6jCcYaIJQZKkTn4USkzTQqEIgxglFZapITQwDI04ksRRgmGkTvwos/fmfwAAGgJJREFUOBAnw9bX1A43TIM4lERRRH8wIJERpplm/ONEEscBmlD4gc49p6aYKk9TKJSwbZt8wWJiwiEI4vSPoqDR8JmeznL0WInNjTYLC3m+6ZuPfs3u0+uZ15JWj7+pbzOmqfP3vuMEzzy9w9Of2eau45P0+xFrq22EBuWyy+l7p7nr+CR/+9frIOD+B2bJ5yziKEur3aHVauM4aTlQkoDjpH1Ag4FHHGsYho4QOpYtSJKEXi+NCkoFUSSHTn2Epkn6/YgjR4q0Wz7tdoBUaW+Rrun4UYSmCeJE0u3FOI4kkTqgoaSk1/PQdYluGKg4FS5dB9OGOLa4664pbCfDqVNlzj9fY3W1TaWS4Yk3LdFsDtjc6NLvp+e4975pMlkT1zX4pree4ujRsX/3qqAguX3RwkeAK0qpawBCiA8A3wm8ODqdUh+96fGfAN47PH7ppsdsCyH2gArQum1XN2bMV0C57PKe7zvDpz65xUsv1jl73zRPfaZKvTbAsjRmZvKce3yRK5f3eeGFGoWCzYOPLNHtBAjabGw0MIwBUsp0kJ4mMCydJFH0egMSqWMaBkIoMq4kCCWhinFckySWyGFFVBxH6LoijhLuOVVmfa1NkqSOuu6YyESRJApd1/D9kERKXFeQJBpCCKIwppsE6Z5lwyAJJFImmAYYhkDgsnykwuxMnomTDp/59DY7Oz1OnZrixMky21sdqts9glCSzZg8+NAcAy/m5D1lHn1skVJpnPl5Vbi9Wj1mzOuW02cq5PMWT358k24n4MSJSZ5/fo9EKjKuyeJSnlNnKjz58U2q232WjhS47+w0ly7myWUHXLhQw7IjwlCms6IMDd3QicIQ34tRSkPXdXRNYFkxvX6IbRmYZhp0tWxrWCGr0sTchM38fJ719c4wuSYxTGcUaNANjW43QNMllqWhSAdUDwYBpinRNA3TMPD9GAQ4FoBOvlCgWJxgZaXMzEzEM5+pIhU88aZlMhmD9bUOu9U2UilmZ3OcuKdMvxfy2OOLPPDg3HjuyavFa0irx079q4BhaDz8yDxvfGCWra0Of+87TlCv9bl6ZZ96fUAcS0qTLu/+3jPs7vb48z+9xtZWN90pH5msrMwwN2+ytrrD9etpeXyKlmbwlcSxddysgUyg20nwgwhB6uTrOiipoYTCcQWlUjpIoz8IiD1JEmt0ex5hMMzQK4WuSSrTFt2uwvfSLH860lMjTmI0AY4LDzxYwnVKXL3awfM1en2Pzc0uDzw0x//w04+RJIrz5/fIZE2O313m6NEJlo9MkMvZlEoOlens5/vTjfkKUQgUX3S0cEoI8dRNv/+yUuqXb/p9Adi46fdN4NHP83o/Cvzxyw8KIR4BLODqF3thY8Z8NZiYcHjbt97F408ssb3d4x3ffQ/b2z2uXW3SaYdomuAd33UP//1PPsxLL9T4+Mc22d3rpdOPdZf731ghmwl55pldWvtpz6YgHX6UJAmoBMcxKExYtPZDgiDG99SwVE8iVfpvISTFkk0mmzA5abCzE6azVQJJFKWtVUIIFAmOrTE5adJqJwR+mFYKkFZuqViiaTBZ0njjAzN4ns36WgfPj9mudkmk4gd+8Cyn76tQ3e6xvtoil5viwYcWOHa8yMJCAdsxmJvLkctZX+CvN+Yr4UvU6jFj7miWlidYWp6gXhvQbHr0eyHrGx1Wr7fwvAjbNviZf3oO09L527/Z4MqlJrVaH0MTFIsF7jo+QRC0ePqpJmGYDosWaOlgPGKE0MhmdfIFm51qQBxHSKmNsu1JDFKmTvr0tEE2C25do9uNkVLDG0RptaxSqAg0TZIvaBiGyaAf4fvpdHyEhhASkJgmLB+xWDk2y+5OjOfFdLshW9sdpspZfu5/ejOzczleerFGoz5gaipDuZLl+F0lpioZ3IzJwkJ+7My/yryWtHrs1L+KGIbGkf+/vXuNkeu87zv+/c+5zX1mr9wll5fVktTFlC1blO3Yji07iiw3qYwEQau0Dpw0QNqg7pu+SpAiKRykKJIUfZOiDYoKqRMggY20gdE6NhyjiYvEluxEQioppS1RMrmiyF3uLndmd+d2zjx9cUb0liKlVTLkzpn9fYQBds+cnTkzEH48//M85/8cH4xI3zvNhz58/Kb7/f3H7+aF51f5k6+ep9uN+d4rm0xMFKhWauS8yyRJl8Zmi6QPzUZM4AM44rgHOIIQonyfbiddCiMcNJRPmzt1WL3aptdNl7ooVyCJ+0T5dKp+GKbL4m1vD6bmOygWGYRZjlo9vYdzaqpC3wXcc88Cvp+jPlHi7EOH2drq8umfeYCJifygoz/88KN33e6vVt5Ef+9XFK86586+yfM3S7GbvrqZfQo4C3zkhu3zwO8Cn3bOaaFrGUmlUsipU5MAnLn/ELD0hn0+9KFj/OOfeidf++p5Ll5scO5v1gijtF9Jq5Pn2voWzeZ22ky03afVhiCEftKn2+2C9SkUwfMSOh2IwmSwBBH4fkKrtcXqapOdFkSR4fvgB0l6bdXSpfL6CcT9Pp1uj5xBuZyelEaRR77oE4U+tVqZarXE0tIscdzn2PE6Z87MMneozKOfWKJYDO7slyu39DayWkSA6Zki0zNFAN794PxN9/noxxa5dq3Nf33yWUrlgKefvsT0VJEkmWJjI8TLJVy92iBJHI3NBLMcng9JktDtJuRyUCo5kn5CtwP5QrqMXDpzP2Zzc4OdVtoVv1xmsE+fbjftcxVF0G6nFwHiXg8/gEqYZnWl7OP5jkq1gO9F3HvvIWYPlZic7HBkoUIh7/NDjyxy35mZ68X6Bz909I59v3JzWclqFfUjwPdzLJ2c4OmnInAh51/aACAIcwRBwNRkmdmZtDnIK69sEkUeca9PuRLS7SS02jH1Wp52J6ZWj6jXI777nXV8P0fOjBN31ei0Y773vQa+lyOMfI4dq3L+/AZB6OEcBH6bmZkizWZvsLamIwhyLAzue0+S9H4iz0vXVM6ZEUU+x09MMDlZ2M+vT24wxOxZBnb/a7IAXLpxJzN7BPgl4CPOuc6u7VXgfwL/yjn3zeEdlsj+KBYD3nH/LFeubDM9U+DK5W2CmkepENL0QxYW0tU+ms0Oly9vk8+n98NPThRY32jh5YxSKaTV6rFwtEK32+fV5QZmxtR0nsmpAuvrLa6utsDB4SMVorzHxQtNCkWfne2YOE6YnCywsdEmCNIl9A4dKl1fHnR7p0uxlBbuO60eU1NF/CDHmXfOqqAfMRk5TxTJnHo9z/3vmmX5QnreG8dpP5N8GOAHEYuLaVZferVJuxPjezn6zlGt5oEtatU8nmd0Ogl3nayzfKHBTrtHP3EcO14jn/fwcumtUnGvz8lTkzQaHTY2OuQLXtpkL+8ThR7NZpcw9Gi3Yo4v1tL794FGs0swaH4XxwnTUwV8P8ddJyc0+j5ispLVapQ3IkqlkKWTk4POmGknzkolIgw84jgd4AwCj0Le//9+DyOPQjEgTtJpP/VanigMKBVDOu0+k1NFfM+nWIyIovQEc2qqgO97TEwU6HX69DoJc4fLxImjWEpfP4771Grfv5ey1eoxf7iCGTQabRaXJuh2Y86cmdmX70tuLm3osbfHHnwLOGVmi2YWAk8AX9y9g5m9G/ht4HHn3Mqu7SHw34HPOee+MKSPJ7Lvjh6tEoQeRxYq15csnZ4p0t91012hkC4rl8QJQeCRuD5TU4W0E37f4QU5iqWQcjlKp9U7R7VWwPd86rUiYGBGuRJRLIQEgUc/STvezw7eKwjS27EwrhfxAEkMM4OO9p1OwvFjNQI/x7HjtTv5NclbGHJWi8gN7rtvlm43YWlpgmYzHW+YP1Km1Yqv71OtRSSxI477FIsBcS9hbr5Ct5fQ6SbUJvL4nsfkVDHtjB/6lIohvuczNVmk00koFEPy+YBaLY9zjn7sCPMe+cgjCDyMdFAuKvjXC/okcQR+jlo17ZjveznyeZ/ji3UqlWg/vi65hSxltYr6EfKuBw7R78OxYxU21luYweHDFXZ2vt+deGIyT6sVky/49LoJU9NFDs0W2drqUigERFE6+aI+USDp96lU0vsizYxqNSLpO8rl9ASwWs2nTZ76adONMPSuT6HHOUqD/eLByer0bIluN6Hfd5RKIfPzVebmy8hoSdzeHm/FORcDnwG+AvwN8Hnn3PNm9lkze3yw228AZeALZvasmb1e9P8D4MPATw+2P2tmDwz7s4rcaUHgcfahebrdhHo9orHZplwOqVQidlo9IJ19Va6EtFoJxYJPEqcZWyqFNJsdpiaLGEYQpCdynp8jP8juMPTSE7woPQE0M6amCmxt9chHHrNzZRLXp1gIaLcTSqUA30//KW+1YsrlgEolpNHsUKuGdHsJ73lwnjDUyM+oGVZWi8gbHZorsXCsRlTwwUG3kzA9XRx0p08Hx4rFADNwOHI5Iwg85udKOJd21q8PBrfK5ZB+4qhWw+vnyeVKuq1eT4vwKPIplQKazS6HZstMTRfpdNPz9VYrvr4fwPZ2l8NHypgZGxttjp2oEcd9Hnhg7g5/S7IXWclqTb8fIZOTBT7+2BJf/uMXWVlpsbKyzdR0gUajw/p6i0LexznHzHSR7e0u9bkSkxN5ms0u5VJ4fbSm10u7cd577zTNZpeJiTxx3CeXM+65d5pmo0utnsf3jWIxwPPT++aPHKnw8svXyJkxOVui1YoJ/BztdsLpuydJ4j7rjTanTk9x9GiVjz1yglwuG80jDpJh5opz7kvAl27Y9su7fn7kFn/3e8DvDfFQREbGfffN0NqJ6XYSXnjhKuvrLZZOTvDC86tsb/fwvPRkMYn77Oz0OH6iThR5VKoh3W5ClE+L8O3tLtMzRZxL14cvV0K2trocmivheTm2trqUyyFR5FEs+tRqecLQY36uzCuvbFIuBZTLIe12TD/pY7kcSycnWVvbAYyTJyd5z4PznLl/dn+/MLmpETgHFBlbZsbDHz1BEvdpbLZ58TvrlCsRJ09N8J1z60SRR9J3TM+WuLbeIk76HDtWI5czarWQuNfH8wyHY7PR4e57Jtna6qVLjAY5ms0ud98zRbsd0+uls7KKxSDN+MinUg1ot2Muv7bF1FSenBmdTkynmzbLnpkpsbKyRa2WZ2q6wKOfWLreL0BGS1ayWkX9iDmyUOXHf+I+Tt99ha999TznX7qGH6RF9/p6i2I5YP5wBQdsbrS4eLHB3FyZT/zISZ5/bpULFzcJ/BxnHzrMoUMlnv2ry5x/eQPf93jv+w4zd6jMX/+fFV5+aQPzjPecnaNUDHnu+VW2m10q5ZDFxTrNZofNzS7NXofZ2RKNRgfLGe973xEe/ugJlk5OauRnBDlA3ehEbi8z4+xDh5mbK7Pw1Kv8xZ9f4NKlLaqVkEuXt3H99PappVMTbG/1uHatxdZWl6WTEzz03iM89Y1lrq62qNfzvP8HFjAzvvHnF7lw4RrVWp4PfOAouZzx9DeXuXBhk2Ix4NGP38XaWpsXX1wn7vWZny9TrUZsXGvTbHSxHMzPVVhZ3WZ+rswHPrjA+96/wMLR6vdnYMnIUFaL3H75vM+jjy2xdHKCr//pBZ555rV0IKwSsLrSIgxyVGsR8/Nl1td2eO21LUqlgPf/wFHa7R7P/NVlksRxYrHOux6YZXVlh6e+8SpxnHDsRJ33PDjP1ZVtvv2t1+h0E+bmy3zgg0f57nfXWV5ugoOTpyfxLD2Hv7bRplgOCUOPK1e2WVys88iji5y5/5D6U42oLGW1vT6t+xaycnFiLLXbMRvrLZaXG3Q6CbmcceXKNnEv7ZocRjmSGC5datBpJ5QrAUeP1Vlb2+Hl89eIe33qE3nuuTddy/Lc/12j00moVCLuvneKJO6zvNyk103/dmGhRrebpGttGtTrBeq1kF7cZ3KiwKH5ChMTeY3O3xl/qy95zpbcT9m/2dO+v+me+Mu36H4v2aGs3keNRof1tR0uXdrCLJ3mubqarmHv5Yww8tnc7LC6unN9ttX0bImXXtpg5fIWljMOz5c5sVjnwoVNlpebuL5jarrI6dOTXF3bYXUlHX2fnilQr+fpdROSxGE5mJkuEeU9nHPMz1eYmi5Sreq+zDtEWS1vh7J6n/T7jo2NNitXtlhba+H70Gj0uLbRxjmH73sUCj7Lyw0am53rvVMCP8e5c2s0NjtEkcfJ05NUq3nOnbvKxlob3zdOLNaZmS2xfPHGv/XodGIMhx94zM2XieM+UeRz9FiViYkC+bzGV++Qsc9q/Z80wvJ5n/nDFeYPV/b7UCRDsnJFUWRcVKsR1WrEicWJ/T4UyRBltcidky7PXEiblg7Bj/zoqaG8joy+rGS1inqRMeKAN598IyIi+01ZLSIy+rKU1SrqRcZMst8HICIib0lZLSIy+rKS1SrqRcZIlhp6iIgcVMpqEZHRl6Ws1jr1ImOmv8eHiIjsn2FltZk9aWYrZvbcDdv/hZmdM7PnzezXd23/RTN7cfDcx4f1eURExlFWsloj9SJjJiO3/oiIHGhDzOrfAX4L+NzrG8zso8AngXc65zpmNjvYfh/wBPAO4DDwJ2Z22jmXlRmmIiJ3VFayWiP1ImPk9WlCGqkXERldw8xq59zXgfUbNv888G+dc53BPiuD7Z8E/sA513HOvQy8CLz37/ZpRETGU5ayWkW9yFhxe/5PRET2y9vK6mkz+/aux8/t4Q1OAz9oZk+Z2Z+Z2UOD7UeAi7v2Wx5sExGRN8hOVmv6vciY0RxKEZHR9zay+qpz7uzbfHkfmADeDzwEfN7M7gLsJvvqKq+IyC1kJatV1IuMkSx16RQROajuQFYvA//NOeeAp82sD0wPth/dtd8CcOn2HoqISDZlKas1/V5kzDhze3qIiMj+uc1Z/UfAxwDM7DQQAleBLwJPmFlkZovAKeDpIXwcEZGxlJWs1ki9yJjRSL2IyOgbVlab2e8DD5Pez7kM/ArwJPDkYOmkLvDpwUjQ82b2eeAFIAb+uTrfi4jcWlayWkW9yBjR9HsRkdE3zKx2zv3kLZ761C32/zXg14b09iIiYytLWa2iXmTMJOp5JCIy8pTVIiKjLytZraJeZIw40HJ1IiIjTlktIjL6spTVKupFxoym34uIjD5ltYjI6MtKVquoFxkz7mYrW950x9t6GCIi8iaU1SIioy8rWa2iXmSMpA09dAYoIjLKlNUiIqMvS1mtol5kzGRlmpCIyEGmrBYRGX1ZyWoV9SJjxOEy06VTROSgUlaLiIy+LGW1inqRMZOVaUIiIgeZslpEZPRlJatV1IuMmT039BARkX2jrBYRGX1ZyWoV9SJjJEsNPUREDipltYjI6MtSVquoFxkzLiPhIyJykCmrRURGX1ayWkW9yJjJSpdOEZGDTFktIjL6spLVKupFxkiWunSKiBxUymoRkdGXpaxWUS8yZvqWjfARETnIlNUiIqMvK1mtol5kjGSpoYeIyEGlrBYRGX1ZymoV9SJjJhvRIyJysCmrRURGX1ayWkW9yJjJyhVFEZGDTFktIjL6spLVKupFxogD4oyEj4jIQaWsFhEZfVnKahX1ImPFZWY9TRGRg0tZLSIy+rKT1SrqRcZIlhp6iIgcVMpqEZHRl6WsVlEvMk4sO0tviIgcWMpqEZHRl6GsVlEvMkbSK4oiIjLKlNUiIqMvS1mtol5kzGRlmpCIyEGmrBYRGX1Zyercfh+AiAyPw5HQ39NjL8zsMTM7Z2Yvmtkv3OT5f2lmL5jZX5vZ18zs+K7nvmxm18zsfwzxI4qIZN4ws9rMnjSzFTN7bte2f21mr5rZs4PH3xtsP2FmrV3b/9Nt/JgiIpmWpazWSL3ImBnWFUUz84D/APwwsAx8y8y+6Jx7YdduzwBnnXM7ZvbzwK8D/3Dw3G8AReCfDuWARETGyBBHf34H+C3gczds//fOud+8yf4vOeceGNabi4iMs6xktUbqRcZMH7enxx68F3jROXfeOdcF/gD45O4dnHP/yzm3M/j1m8DCrue+BjSH86lERMbLsLLaOfd1YP32H7GIyMGTlaxWUS8yRl5femOP4TNtZt/e9fi5G17uCHBx1+/Lg2238rPAHw/1A4mIjKEhZ/WtfGZwa9STZjaxa/uimT1jZn9mZj849A8nIjImspTVmn4vMmb6tuddrzrnzr7J8zd7pZteijSzTwFngY/s+d1FRA6wIWb1zfxH4FdJM/tXgX8H/BPgNeCYc27NzB4E/sjM3uGca7zN1xcRORCyktUaqRcZI2/ziuJbWQaO7vp9Abh0405m9gjwS8DjzrnOMD6HiMg4G3JWv/H1nbvinEucc33gP5PeToVzruOcWxv8/JfAS8Dp4XwqEZHxkqWs1ki9yBhxOHrDW1HzW8ApM1sEXgWeAP7R7h3M7N3AbwOPOedWhvXGIiLjbMhZ/QZmNu+ce23w648Bzw22zwDrzrnEzO4CTgHnb9uBiIhkWJayWkW9yJgZVpdO51xsZp8BvgJ4wJPOuefN7LPAt51zXyTtcF8GvmBmABecc48DmNn/Bu4Byma2DPysc+4rQzk4EZGMG+JKJb8PPEx6P+cy8CvAw2b2AOlA0yt8fxWSDwOfNbMYSIB/5pxTkz0RkVvISlarqBcZM0NcegPn3JeAL92w7Zd3/fzIm/ytGjCJiNzCEC/A/uRNNv+XW+z7h8AfDuWNRUQOgKxktYp6kTHicCR2+6YJiYjI352yWkRk9GUpq1XUi4wRByRDHKkXEZHhU1aLiIy+LGW1inqRMeKAbkauKIqIHFTKahGR0ZelrDbnsnH1QUTempl9GZje4+5XnXOP3c7jERGRN1JWi4iMvixltYp6ERERERERkYzK7fcBiIiIiIiIiMjfjop6ERERERERkYxSUS8iIiIiIiKSUSrqRURERERERDJKRb2IiIiIiIhIRv0/8XyffCXE6uEAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#This is not a terribly interesting case since the lat/lon variation in abundance is relatively small \n", "#and we never gave it a specific cloud opacity...\n", "#BUT, the functionality exists for cases that are more interest :) \n", "jpi.taumap(out['full_output'], wavelength=1.4, at_tau=1)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }