From db8db1cfcc192e6d7d8e9d2c16b41b706ff09e0c Mon Sep 17 00:00:00 2001 From: Sebastian Bordt Date: Tue, 21 May 2024 19:56:08 +0200 Subject: [PATCH] simplified prompts for benchmark --- .../notebooks/recognizing-functions.ipynb | 6924 +++++++++++++++++ 1 file changed, 6924 insertions(+) create mode 100644 benchmarks/notebooks/recognizing-functions.ipynb diff --git a/benchmarks/notebooks/recognizing-functions.ipynb b/benchmarks/notebooks/recognizing-functions.ipynb new file mode 100644 index 0000000..cd50afd --- /dev/null +++ b/benchmarks/notebooks/recognizing-functions.ipynb @@ -0,0 +1,6924 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How well can an LLM recognize that the graph of an EBM depicts a well-known function?" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "\n", + "import t2ebm\n", + "\n", + "import t2ebm.graphs as graphs" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# for each, function draw 1000 samples from a uniform distribution and plot the function\n", + "function_points = []\n", + "x = np.linspace(-10, 10, 1000)\n", + "y = -1/10 * x ** 3 + 20 * np.tanh(2*x) \n", + "plt.scatter(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# F-Bench (Well-known Functions)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[38], line 57\u001b[0m\n\u001b[1;32m 55\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(x, y)\n\u001b[1;32m 56\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(n)\n\u001b[0;32m---> 57\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshow\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/pyplot.py:527\u001b[0m, in \u001b[0;36mshow\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 483\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 484\u001b[0m \u001b[38;5;124;03mDisplay all open figures.\u001b[39;00m\n\u001b[1;32m 485\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 524\u001b[0m \u001b[38;5;124;03mexplicitly there.\u001b[39;00m\n\u001b[1;32m 525\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 526\u001b[0m _warn_if_gui_out_of_main_thread()\n\u001b[0;32m--> 527\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_get_backend_mod\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshow\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib_inline/backend_inline.py:90\u001b[0m, in \u001b[0;36mshow\u001b[0;34m(close, block)\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 89\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m figure_manager \u001b[38;5;129;01min\u001b[39;00m Gcf\u001b[38;5;241m.\u001b[39mget_all_fig_managers():\n\u001b[0;32m---> 90\u001b[0m \u001b[43mdisplay\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 91\u001b[0m \u001b[43m \u001b[49m\u001b[43mfigure_manager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 92\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_fetch_figure_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfigure_manager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 93\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 95\u001b[0m show\u001b[38;5;241m.\u001b[39m_to_draw \u001b[38;5;241m=\u001b[39m []\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/IPython/core/display_functions.py:298\u001b[0m, in \u001b[0;36mdisplay\u001b[0;34m(include, exclude, metadata, transient, display_id, raw, clear, *objs, **kwargs)\u001b[0m\n\u001b[1;32m 296\u001b[0m publish_display_data(data\u001b[38;5;241m=\u001b[39mobj, metadata\u001b[38;5;241m=\u001b[39mmetadata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 297\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 298\u001b[0m format_dict, md_dict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minclude\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minclude\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexclude\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexclude\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 299\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m format_dict:\n\u001b[1;32m 300\u001b[0m \u001b[38;5;66;03m# nothing to display (e.g. _ipython_display_ took over)\u001b[39;00m\n\u001b[1;32m 301\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/IPython/core/formatters.py:182\u001b[0m, in \u001b[0;36mDisplayFormatter.format\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m 180\u001b[0m md \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 181\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 182\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mformatter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 183\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[1;32m 184\u001b[0m \u001b[38;5;66;03m# FIXME: log the exception\u001b[39;00m\n\u001b[1;32m 185\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/decorator.py:232\u001b[0m, in \u001b[0;36mdecorate..fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwsyntax:\n\u001b[1;32m 231\u001b[0m args, kw \u001b[38;5;241m=\u001b[39m fix(args, kw, sig)\n\u001b[0;32m--> 232\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcaller\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mextras\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/IPython/core/formatters.py:226\u001b[0m, in \u001b[0;36mcatch_format_error\u001b[0;34m(method, self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 224\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"show traceback on failed format call\"\"\"\u001b[39;00m\n\u001b[1;32m 225\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 226\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 227\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m:\n\u001b[1;32m 228\u001b[0m \u001b[38;5;66;03m# don't warn on NotImplementedErrors\u001b[39;00m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_return(\u001b[38;5;28;01mNone\u001b[39;00m, args[\u001b[38;5;241m0\u001b[39m])\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/IPython/core/formatters.py:343\u001b[0m, in \u001b[0;36mBaseFormatter.__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 341\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 342\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 343\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mprinter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[38;5;66;03m# Finally look for special method names\u001b[39;00m\n\u001b[1;32m 345\u001b[0m method \u001b[38;5;241m=\u001b[39m get_real_method(obj, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprint_method)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/IPython/core/pylabtools.py:152\u001b[0m, in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, base64, **kwargs)\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackend_bases\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FigureCanvasBase\n\u001b[1;32m 150\u001b[0m FigureCanvasBase(fig)\n\u001b[0;32m--> 152\u001b[0m \u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbytes_io\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 153\u001b[0m data \u001b[38;5;241m=\u001b[39m bytes_io\u001b[38;5;241m.\u001b[39mgetvalue()\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m fmt \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msvg\u001b[39m\u001b[38;5;124m'\u001b[39m:\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/backend_bases.py:2164\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m 2161\u001b[0m \u001b[38;5;66;03m# we do this instead of `self.figure.draw_without_rendering`\u001b[39;00m\n\u001b[1;32m 2162\u001b[0m \u001b[38;5;66;03m# so that we can inject the orientation\u001b[39;00m\n\u001b[1;32m 2163\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(renderer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_draw_disabled\u001b[39m\u001b[38;5;124m\"\u001b[39m, nullcontext)():\n\u001b[0;32m-> 2164\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches:\n\u001b[1;32m 2166\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtight\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:95\u001b[0m, in \u001b[0;36m_finalize_rasterization..draw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(draw)\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdraw_wrapper\u001b[39m(artist, renderer, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m---> 95\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 96\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m renderer\u001b[38;5;241m.\u001b[39m_rasterizing:\n\u001b[1;32m 97\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstop_rasterizing()\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:72\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 70\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 72\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/figure.py:3154\u001b[0m, in \u001b[0;36mFigure.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 3151\u001b[0m \u001b[38;5;66;03m# ValueError can occur when resizing a window.\u001b[39;00m\n\u001b[1;32m 3153\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpatch\u001b[38;5;241m.\u001b[39mdraw(renderer)\n\u001b[0;32m-> 3154\u001b[0m \u001b[43mmimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3155\u001b[0m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3157\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sfig \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msubfigs:\n\u001b[1;32m 3158\u001b[0m sfig\u001b[38;5;241m.\u001b[39mdraw(renderer)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/image.py:132\u001b[0m, in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[0;32m--> 132\u001b[0m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[1;32m 135\u001b[0m image_group \u001b[38;5;241m=\u001b[39m []\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:72\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 70\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 72\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axes/_base.py:3034\u001b[0m, in \u001b[0;36m_AxesBase.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 3031\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m spine \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mspines\u001b[38;5;241m.\u001b[39mvalues():\n\u001b[1;32m 3032\u001b[0m artists\u001b[38;5;241m.\u001b[39mremove(spine)\n\u001b[0;32m-> 3034\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_title_position\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3036\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxison:\n\u001b[1;32m 3037\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _axis \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_axis_map\u001b[38;5;241m.\u001b[39mvalues():\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axes/_base.py:2978\u001b[0m, in \u001b[0;36m_AxesBase._update_title_position\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 2976\u001b[0m top \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmax\u001b[39m(top, bb\u001b[38;5;241m.\u001b[39mymax)\n\u001b[1;32m 2977\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m title\u001b[38;5;241m.\u001b[39mget_text():\n\u001b[0;32m-> 2978\u001b[0m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43myaxis\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_tightbbox\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# update offsetText\u001b[39;00m\n\u001b[1;32m 2979\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39moffsetText\u001b[38;5;241m.\u001b[39mget_text():\n\u001b[1;32m 2980\u001b[0m bb \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39moffsetText\u001b[38;5;241m.\u001b[39mget_tightbbox(renderer)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axis.py:1334\u001b[0m, in \u001b[0;36mAxis.get_tightbbox\u001b[0;34m(self, renderer, for_layout_only)\u001b[0m\n\u001b[1;32m 1332\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m renderer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1333\u001b[0m renderer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfigure\u001b[38;5;241m.\u001b[39m_get_renderer()\n\u001b[0;32m-> 1334\u001b[0m ticks_to_draw \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_ticks\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1336\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_label_position(renderer)\n\u001b[1;32m 1338\u001b[0m \u001b[38;5;66;03m# go back to just this axis's tick labels\u001b[39;00m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axis.py:1277\u001b[0m, in \u001b[0;36mAxis._update_ticks\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1275\u001b[0m major_locs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_majorticklocs()\n\u001b[1;32m 1276\u001b[0m major_labels \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmajor\u001b[38;5;241m.\u001b[39mformatter\u001b[38;5;241m.\u001b[39mformat_ticks(major_locs)\n\u001b[0;32m-> 1277\u001b[0m major_ticks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_major_ticks\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmajor_locs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1278\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m tick, loc, label \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(major_ticks, major_locs, major_labels):\n\u001b[1;32m 1279\u001b[0m tick\u001b[38;5;241m.\u001b[39mupdate_position(loc)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axis.py:1626\u001b[0m, in \u001b[0;36mAxis.get_major_ticks\u001b[0;34m(self, numticks)\u001b[0m\n\u001b[1;32m 1622\u001b[0m numticks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_majorticklocs())\n\u001b[1;32m 1624\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmajorTicks) \u001b[38;5;241m<\u001b[39m numticks:\n\u001b[1;32m 1625\u001b[0m \u001b[38;5;66;03m# Update the new tick label properties from the old.\u001b[39;00m\n\u001b[0;32m-> 1626\u001b[0m tick \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_tick\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmajor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 1627\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmajorTicks\u001b[38;5;241m.\u001b[39mappend(tick)\n\u001b[1;32m 1628\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_copy_tick_props(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmajorTicks[\u001b[38;5;241m0\u001b[39m], tick)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axis.py:1562\u001b[0m, in \u001b[0;36mAxis._get_tick\u001b[0;34m(self, major)\u001b[0m\n\u001b[1;32m 1558\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[1;32m 1559\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe Axis subclass \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must define \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1560\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_tick_class or reimplement _get_tick()\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 1561\u001b[0m tick_kw \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_major_tick_kw \u001b[38;5;28;01mif\u001b[39;00m major \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_minor_tick_kw\n\u001b[0;32m-> 1562\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_tick_class\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmajor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmajor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mtick_kw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/axis.py:486\u001b[0m, in \u001b[0;36mYTick.__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 481\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlabel1\u001b[38;5;241m.\u001b[39mset(\n\u001b[1;32m 482\u001b[0m x\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m 483\u001b[0m verticalalignment\u001b[38;5;241m=\u001b[39mva, horizontalalignment\u001b[38;5;241m=\u001b[39mha, transform\u001b[38;5;241m=\u001b[39mtrans,\n\u001b[1;32m 484\u001b[0m )\n\u001b[1;32m 485\u001b[0m trans, va, ha \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_text2_transform()\n\u001b[0;32m--> 486\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlabel2\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 487\u001b[0m \u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 488\u001b[0m \u001b[43m \u001b[49m\u001b[43mverticalalignment\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mva\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhorizontalalignment\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mha\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtransform\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrans\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:147\u001b[0m, in \u001b[0;36mArtist.__init_subclass__..\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39mset, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_autogenerated_signature\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[1;32m 140\u001b[0m \u001b[38;5;66;03m# Don't overwrite cls.set if the subclass or one of its parents\u001b[39;00m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;66;03m# has defined a set method set itself.\u001b[39;00m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;66;03m# If there was no explicit definition, cls.set is inherited from\u001b[39;00m\n\u001b[1;32m 143\u001b[0m \u001b[38;5;66;03m# the hierarchy of auto-generated set methods, which hold the\u001b[39;00m\n\u001b[1;32m 144\u001b[0m \u001b[38;5;66;03m# flag _autogenerated_signature.\u001b[39;00m\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m--> 147\u001b[0m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39mset \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: \u001b[43mArtist\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 148\u001b[0m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39mset\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mset\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39mset\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.set\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:1227\u001b[0m, in \u001b[0;36mArtist.set\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1223\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mset\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 1224\u001b[0m \u001b[38;5;66;03m# docstring and signature are auto-generated via\u001b[39;00m\n\u001b[1;32m 1225\u001b[0m \u001b[38;5;66;03m# Artist._update_set_signature_and_docstring() at the end of the\u001b[39;00m\n\u001b[1;32m 1226\u001b[0m \u001b[38;5;66;03m# module.\u001b[39;00m\n\u001b[0;32m-> 1227\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_internal_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcbook\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnormalize_kwargs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:1219\u001b[0m, in \u001b[0;36mArtist._internal_update\u001b[0;34m(self, kwargs)\u001b[0m\n\u001b[1;32m 1212\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_internal_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, kwargs):\n\u001b[1;32m 1213\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1214\u001b[0m \u001b[38;5;124;03m Update artist properties without prenormalizing them, but generating\u001b[39;00m\n\u001b[1;32m 1215\u001b[0m \u001b[38;5;124;03m errors as if calling `set`.\u001b[39;00m\n\u001b[1;32m 1216\u001b[0m \n\u001b[1;32m 1217\u001b[0m \u001b[38;5;124;03m The lack of prenormalization is to maintain backcompatibility.\u001b[39;00m\n\u001b[1;32m 1218\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1219\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_props\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1220\u001b[0m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{cls.__name__}\u001b[39;49;00m\u001b[38;5;124;43m.set() got an unexpected keyword argument \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 1221\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{prop_name!r}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/matplotlib/artist.py:1184\u001b[0m, in \u001b[0;36mArtist._update_props\u001b[0;34m(self, props, errfmt)\u001b[0m\n\u001b[1;32m 1177\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1178\u001b[0m \u001b[38;5;124;03mHelper for `.Artist.set` and `.Artist.update`.\u001b[39;00m\n\u001b[1;32m 1179\u001b[0m \n\u001b[1;32m 1180\u001b[0m \u001b[38;5;124;03m*errfmt* is used to generate error messages for invalid property\u001b[39;00m\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;124;03mnames; it gets formatted with ``type(self)`` and the property name.\u001b[39;00m\n\u001b[1;32m 1182\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1183\u001b[0m ret \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m-> 1184\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mcbook\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_setattr_cm\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meventson\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m:\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m props\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m 1186\u001b[0m \u001b[38;5;66;03m# Allow attributes we want to be able to update through\u001b[39;00m\n\u001b[1;32m 1187\u001b[0m \u001b[38;5;66;03m# art.update, art.set, setp.\u001b[39;00m\n\u001b[1;32m 1188\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maxes\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/contextlib.py:301\u001b[0m, in \u001b[0;36mcontextmanager..helper\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 299\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[1;32m 300\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mhelper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds):\n\u001b[0;32m--> 301\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_GeneratorContextManager\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/contextlib.py:108\u001b[0m, in \u001b[0;36m_GeneratorContextManagerBase.__init__\u001b[0;34m(self, func, args, kwds)\u001b[0m\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds \u001b[38;5;241m=\u001b[39m func, args, kwds\n\u001b[1;32m 107\u001b[0m \u001b[38;5;66;03m# Issue 19330: ensure context manager instances have good docstrings\u001b[39;00m\n\u001b[0;32m--> 108\u001b[0m doc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m__doc__\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 109\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m doc \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 110\u001b[0m doc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__doc__\u001b[39m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "fbench = [\n", + " # polynomials\n", + " (lambda x: x, 'x'),\n", + " (lambda x: -2*x+5, '-2*x+5'),\n", + " (lambda x: x**2, 'x^2'),\n", + " (lambda x: -2*x**2, '-2*x^2'),\n", + " (lambda x: (x-2)**2, '(x-2)^2'),\n", + " (lambda x: 2 ** (x-5), '2^(x-5)'),\n", + " (lambda x: (x-1)*(x+1), '(x-1)*(x+1)'),\n", + " (lambda x: x**3, 'x^3'),\n", + " (lambda x: -3*x**3, '-3*x^3'),\n", + " (lambda x: x ** 4, 'x^4'),\n", + " (lambda x: (x + 4) ** 4, '(x + 4)^4'),\n", + "\n", + " # sign\n", + " (lambda x: np.sign(x), 'sign(x)'),\n", + " (lambda x: np.sign(x+3), 'sign(x+3)'),\n", + " (lambda x: np.sign(x-1), 'sign(x-1)'),\n", + "\n", + " # abs\n", + " (lambda x: np.abs(x), '|x|'),\n", + " (lambda x: np.abs(2*x+5), '|2*x+4|'),\n", + "\n", + " # root\n", + " (lambda x: np.sqrt(x+10), 'sqrt(x+10)'),\n", + " (lambda x: np.sqrt(x ** 2 + 3*x + 5), 'sqrt(x ** 2 + 3*x +5)'),\n", + "\n", + " # exponential\n", + " (lambda x: np.exp(-x**2), 'exp(-x^2)'),\n", + " (lambda x: np.exp(x), 'exp(x)'),\n", + " (lambda x: np.exp(-x), 'exp(-x)'),\n", + "\n", + " # logarithm\n", + " (lambda x: np.log(x+10), 'log(x+10)'),\n", + "\n", + " # trigonometric\n", + " (lambda x: np.sin(x), 'sin(x)'),\n", + " (lambda x: np.cos(x), 'cos(x)'),\n", + " (lambda x: np.sinh(x), 'sinh(x)'),\n", + " (lambda x: np.cosh(x), 'cosh(x)'),\n", + " (lambda x: np.tanh(x), 'tanh(x)'),\n", + " (lambda x: np.arcsinh(x), 'arcsinh(x)'),\n", + " (lambda x: np.arctan(x), 'arctan(x)'),\n", + "\n", + " # logistic function\n", + " (lambda x: 1/(1+np.exp(-x)), '1/(1+exp(-x))'),\n", + "]\n", + "\n", + "print(len(fbench))\n", + "\n", + "# for each, function draw 1000 samples from a uniform distribution and plot the function\n", + "x = np.linspace(-10, 10, 100)\n", + "for f, n in fbench:\n", + " y = f(x)\n", + " plt.scatter(x, y)\n", + " plt.title(n)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate mulitple choice questions. graphs are combined so that the correct option has a fairly unique shape among all options" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 0\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 1\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 2\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 6\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_29557/2008396885.py:34: RuntimeWarning: divide by zero encountered in log\n", + " (lambda x: np.log(x+10), 'log(x+10)'),\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 7\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 8\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 9\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 10\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 11\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 12\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 13\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 14\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 15\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 16\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 17\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 18\n" + ] + }, + { + "data": { + "image/png": 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AgbVuV73uXHUPBzlqa1cdrwepLgyQkFH4+fkhOTlZY5lqoLl16xYGDBiAsrIypKamQiaTNfh7kpKS8Mknn2D27NnYsWMHxo8fj5MnT2rMMnnyySdrvGkIAN7e3ggJCdHr++7evYubN2/WiFQTETWGM2fOYMmSJZg4cSKysrLwxhtv4OzZs5BIJA3eZ15eHioqKtCrV68a67744gt88cUX2LNnD4YOHfoIPSciqqlt27Zo0aIFKisr673m0nX8q6qqwq+//qqeNQIAly5dAgD1izhPPPEEmjZtitzcXK3fFR8fj+TkZLz//vuIi4vDv/71L3z77bc12v3+++8oLy9H586d9TlsIrImbdsCLVooC6vXd+945gywZIlyZklWFvDGG8DZs8DD13FVVcCvv/49awQA/hrH8Nc4hieeUAYWHh7Hxo0Dqr/893DwITYWOH9eGUiZMweYOxfQkmWhwTZuVKYSmzlTuf+65OYCHD+JbJZMJsObb76JN998E4WFhQgICMD7779fZ4CkMfF6kOrCFFtkFK1atUJISIjGx8nJCSUlJQgPD8fvv/+OQ4cOoWPHjg3+jjt37uCNN95Ajx49sHz5cnzyySfIzMzE8uXLH7n/paWluHv3bo3lS5cuhSAICAsLe+TvICKqrqKiAhMmTICHhwfWr1+P7du3o6CgANHR0Y+035EjR2LPnj01PgAQHh6OPXv2ICgoqDEOgYhIg52dHYYPH47//Oc/yM7OrrH+j79Sw+g7/m3YsEH934IgYMOGDWjSpAleeOEFAECTJk3QvXt3/PLLLzW2zc3NxaxZszB8+HC8++67+PDDD7Fv3z588cUXNdpmZGQAAJ577jn9D56IrIOdHTB8uLIOiZZxTJ3iqqICmDAB8PAA1q9X1gIpKABqu46rNo5BEJQ/N2kC/DWOoUkToHt34OFx7MknlYEa1af6CzAnTyoDIzNnAm+/DcyapdzvDz808OAfsnu3sqbKmDHAmjX1t8/MBDh+EtmcyspKFBcXayxzc3ODh4cHysrKjNYPXg9SXTiDhExqzJgxSE9Px6RJk3D+/HmcP39eva558+Z6vcE8Y8YM3Lp1CykpKbCzs0NYWBjeeOMNLFu2DEOGDIFfbblQdSCXy+Hv749Ro0bBy8sLgDLtw6FDhxAWFlajEDwR0aNatmwZsrKykJqaihYtWsDX1xcLFy7E/PnzMWLECISHhzdov15eXupx7GGenp6cOUJEBvXBBx/g+++/R1BQEKZMmQJvb28UFRUhMzMTKSkpKCoq0mv8c3JyQlJSEsaPH4+goCD8v//3/3Dw4EG8++67GjN8hwwZgvfeew8KhQIuLi4AlMGUSZMmoWnTpti8eTMA4F//+hf+85//YMaMGQgJCdEoJJqcnIwnnnhCpzp1RGTFPvgA+P57ICgImDIF8PYGioqUAYCUFOV/L1umnDWSmqqcceLrCyxcCMyfD4wYAVS/jnNyUtbvGD9euc//9/+UBdrffVc5Y0VlyBDgvfcAhQL4axyrVWmpcn8dOwLvv69ctngxsH+/ckbL2bOAs3PD/w3S05WzV1q3VgZxduzQXP/cc5p1VTIylP8uvG8msjl3797F448/jhEjRsDPzw/NmzdHSkoKTp06hdWrVxu1L7wepFoJRCbUvn17AYDWT/v27XXez7fffisAEFavXq2xXKFQCO3btxf8/PyE8vLyWrcHIHz22We1rr99+7YwduxY4emnnxaaNWsmODo6Cl26dBGWL19e536JiBoiIyNDsLe3F6ZPn66x/MGDB8Kzzz4reHh4CLdv327U7wQgREZGNuo+iYi0KSgoECIjI4V27doJTZo0EaRSqfDCCy8IW7Zs0Wv8Gz9+vODs7CxcvXpVGDBggNCsWTPB3d1diI2NFSorK2t8p729vfDvf/9bvWz9+vUCAOE///mPRtu8vDzBxcVFCA8PVy+rrKwUZDKZMH/+/Eb+1yAii1RQIAiRkYLQrp0gNGkiCFKpILzwgiBs2SIIGRmCYG8vCA+NY8KDB4Lw7LOC4OEhCKrruPHjBcHZWRCuXhWEAQMEoVkzQXB3F4TYWEF4aBwTCgqU+602jtUqOloQ7OwE4eRJzeW//KLcR0REAw/8L599JgjKuS7aPw/fW8+ZIwhPPCEIVVWP9r1EZHHKysqEWbNmCX5+fkKLFi0EZ2dnwc/PT9i0aZO6zfjx4zWeAebm5goAhFWrVtXYHwAhNjZWY1tnZ+ca7WJjY4WHH3vzepBqIxKEhyrbEBERERERmbkJEybg66+/xr1793RqP3nyZFy6dAk//fST3t+1d+9ejB49GlevXn2kenlERBomTAC+/hrQcRzD5MnK+iQNGMdMpqxMWUtl7lxgxgxT94aIbByvB0kb1iAhIiIiIiKrFxsbi1OnTuHYsWN6b7tixQpERUXxZpiITCs2Fjh1CmjAOGYyn32mrKEybZqpe0JExOtB0oozSIiIiIiIyOLoO4OEiMjs6DuDhIiIiBodZ5AQEREREREREREREZHN4QwSIiIiIiIiIiIiIiKyOZxBQkRERERERERERERENocBEiIiIiIiIiIiIiIisjn2pu7Ao6qqqsKNGzfQokULiEQiU3eHiMyUIAi4e/cuPDw8IBZbT2yYYyAR6cIax0COf0SkK46BRGSrrHH8AzgGEpFudB0DLT5AcuPGDbRr187U3SAiC3H9+nU8/vjjpu5Go+EYSET6sKYxkOMfEemLYyAR2SprGv8AjoFEpJ/6xkCLD5C0aNECgPJAXVxcTNwbIjJXCoUC7dq1U48Z1oJjIBHpwhrHQI5/RKQrjoFEZKuscfwDOAYSkW50HQMtPkCimkrn4uLCQZGI6mVt0285BhKRPqxpDOT4R0T64hhIRLbKmsY/gGMgEemnvjHQehIQEhERERERERERERER6YgBEiIiIiIiIqIG+vHHHzF48GB4eHhAJBJh79699W5z9OhRBAQEwNHREU8//TS2b99u8H4SERERUU0MkBARERERERE1UElJCfz8/LBx40ad2ufm5mLQoEH45z//iaysLMycORNvvPEGvvvuOwP3lIiIiIgeZlMBksoqAWlXb+HbrN+RdvUWKqsEU3eJiEygvrf8BEHAwoULIZPJ0LRpU4SEhODy5csabYqKijBmzBi4uLigZcuWmDx5Mu7du6fR5syZM+jTpw+cnJzQrl07rFy5skZfvvrqK3h5ecHJyQldu3bFoUOHGv14VTgGElkHnstEZKvMdfwbOHAgli1bhmHDhunUPj4+Hp6enli9ejU6d+6MqKgojBgxAmvXrjVwT8kaVT8vjl2+iWNXbprdOUJERPSoDHkdaPFF2nWVlJ2PxftzkF9cql4mkzghdrA3wnxkJuwZERmb6i2/SZMm4eWXX66xfuXKlfjoo4/w+eefw9PTEwsWLEBoaChycnLg5OQEABgzZgzy8/ORnJyMiooKTJw4EVOnTkViYiIAQKFQYMCAAQgJCUF8fDzOnj2LSZMmoWXLlpg6dSoA4Pjx4xg1ahTi4uLw4osvIjExEUOHDkVmZiZ8fHwa9Zg5BhJZB57LRGSrrGn8S0tLQ0hIiMay0NBQzJw50zQdIoul7byozlLPESIiouoMfR1oEzNIkrLzEZGQWeOiIb+4FNMSMrE+5RLfrCCyIXW95ScIAtatW4f58+djyJAh8PX1xRdffIEbN26oZ5qcP38eSUlJ+OSTTxAUFITevXvj448/xq5du3Djxg0AwI4dO1BeXo5t27ahS5cuGDlyJN566y2sWbNG/V3r169HWFgYZs2ahc6dO2Pp0qUICAjAhg0bGvV4axsD5cWliEjIRFJ2fqN+HxEZBs9lIrJV1jb+yeVyuLu7ayxzd3eHQqHA/fv3tW5TVlYGhUKh8SHbVtt5UZ2lniNEREQqxrgOtPoASWWVgMX7c1BX+GNtymX0+uAILxqICLm5uZDL5Rpv9UkkEgQFBSEtLQ2A8q2/li1bonv37uo2ISEhEIvFOHnypLpN37594eDgoG4TGhqKixcv4vbt2+o22t4eVH1PY6hrDFQtW7w/h0FiIjPHc5mIbBXHP6W4uDhIJBL1p127dqbuEpmQLs85ANs6R4iIyPoY6zrQ6gMk6blFdb5RoSJXKGeTHDpzwwi9IiJzJZfLAUDrW32qdXK5HG5ubhrr7e3t4erqqtFG2z6qf0dtbVTrtdH37cH6xkABytl06blFde6HiEyL5zIR2SprHP+kUikKCgo0lhUUFMDFxQVNmzbVus28efNQXFys/ly/ft0YXSUzpetzDsAyzxEiIiLAeNeBVh8gKbyr20WDStTO0zh0hjNJiMg86fv2oK5joL5jJREZF89lIrJV1jj+BQcHIzU1VWNZcnIygoODa93G0dERLi4uGh+yXQ35fbekc4SIiAgw3nWg1QdI3Fo46dW+SgDeTORMEiJbJZVKAUDrW32qdVKpFIWFhRrrHzx4gKKiIo022vZR/Ttqa6Nar42+bw/qOgbqO1YSkXHxXCYiW2UJ49+9e/eQlZWFrKwsAMqUrVlZWcjLywOgvH4bN26cuv20adPw66+/Yvbs2bhw4QI2bdqEL7/8EtHR0aboPlmghvy+8xqBiIgsjbGuA60+QNLD0xUyiRNEem7HmSREtsnT0xNSqVTjrT6FQoGTJ0+q3+oLDg7GnTt3kJGRoW5z5MgRVFVVISgoSN3mxx9/REVFhbpNcnIynnnmGbRq1UrdxtBvD9Y3BooAyCRO6OHpWud+iMi0eC4Tka2yhPHvl19+gb+/P/z9/QEAMTEx8Pf3x8KFCwEA+fn56mAJoLzePHjwIJKTk+Hn54fVq1fjk08+QWhoqEn6T5ZHn+cc5nCOEBERNYSxrgOtPkBiJxYhdrC33tupZpKsT7nEYmZEVqaut/xEIhFmzpyJZcuWYd++fTh79izGjRsHDw8PDB06FADQuXNnhIWFYcqUKUhPT8exY8cQFRWFkSNHwsPDAwAwevRoODg4YPLkyTh37hx2796N9evXIyYmRt2PGTNmICkpCatXr8aFCxewaNEi/PLLL4iKimq0Y60+Bj78B0X1c+xgb9iJ9Q0jE5Ex8VwmIltlCePf888/D0EQany2b98OANi+fTuOHj1aY5vTp0+jrKwMV69exYQJE4zeb7JcdZ0X1ZnLOUJERNQQxroOtPoACQCE+ciweWwApC6Oem+7NuUyen1wBEnZnE1CZC3qe8tv9uzZmD59OqZOnYpnn30W9+7dQ1JSEpyc/p6yt2PHDnh5eeGFF15AeHg4evfujS1btqjXSyQSHD58GLm5uQgMDMTbb7+NhQsXYurUqeo2zz33HBITE7Flyxb4+fnh66+/xt69e+Hj49Oox6seAyWaUw6lEidsHhuAMB9Zo34fERkGz2UislUc/4hqqu28qI7nCBERWTpjXAeKBEGw6OkRCoUCEokExcXF9aaaqawSsOHIFaxNudSg79o02h/hvh4N2paITEufscKS6DsGpucWofBuKdxaKKcg8k0yIsvTkHPZGsdAazwmIqpbQ69lrHG8sMZjooapfl60cXYERMDNe2W83icAmmNFVlYWVq1ahYyMDOTn52PPnj3qLAkAIAgCYmNjsXXrVty5cwe9evXC5s2b0bFjR3WboqIiTJ8+Hfv374dYLMbw4cOxfv16NG/eXN3mzJkziIyMxKlTp9C2bVtMnz4ds2fP1ujXV199hQULFuDatWvo2LEjVqxYgfDw8AYdF8dAIttgyPtg+8burDmzE4swI6QjOro5I2rnaeibOStq52lsgAjhvnz7gogsj51YhOCnWpu6G0T0iHguE5Gt4vhHVBPPC9JVSUkJ/Pz8MGnSJLz88ss11q9cuRIfffQRPv/8c3h6emLBggUIDQ1FTk6OOpvCmDFjkJ+fj+TkZFRUVGDixImYOnUqEhMTASgfRg4YMAAhISGIj4/H2bNnMWnSJLRs2VKdTeH48eMYNWoU4uLi8OKLLyIxMRFDhw5FZmZmo2dTICLrYci/dzY1g6S6Q2fy8WZiZoO+M55TVIksjrW+YWKtx0VEjcsaxwprPCYiMgxrHC+s8ZiIqPHVNlaIRCKNGSSCIMDDwwNvv/023nnnHQBAcXEx3N3dsX37dowcORLnz5+Ht7c3Tp06he7duwMAkpKSEB4ejt9++w0eHh7YvHkz3nvvPcjlcjg4OAAA5s6di7179+LChQsAgNdeew0lJSU4cOCAuj89e/ZEt27dEB8f/0jHRURUna5jhU3UINEm3FeGTaP90ZDZpu/uOYvyB1WN3ykiIiIiIiIiIiIjys3NhVwuR0hIiHqZRCJBUFAQ0tLSAABpaWlo2bKlOjgCACEhIRCLxTh58qS6Td++fdXBEQAIDQ3FxYsXcfv2bXWb6t+jaqP6Hm3KysqgUCg0PkREjcVmAyQAEO7rgQ2jAvTerqikAj3jUlm4nYiIiIiIiIiILJpcLgcAuLu7ayx3d3dXr5PL5XBzc9NYb29vD1dXV4022vZR/Ttqa6Nar01cXBwkEon6065dO30PkYioVjYdIAGUM0nixwZA6uKo13ZFJeWYlpCJQ2duGKhnREREREREREREtm3evHkoLi5Wf65fv27qLhGRFbGpIu21CfORob+3FBuOXMHalEt6bcvC7URkaSqrBKTnFqHwbincWjihh6cr7BqSb5CIjIbnLREREVVX17UBrxtIX1KpFABQUFAAmezv51sFBQXo1q2buk1hYaHGdg8ePEBRUZF6e6lUioKCAo02qp/ra6Nar42joyMcHfV7sZmISFcMkPzFTizCjJCO6OjmjKidp1GlY+n6KgF4MzET0YUdEdWvIy86iMisJWXnY/H+HOQXl6qXySROiB3sjTAfBnqJzBHPWyIiIqqurmsDALxuIL15enpCKpUiNTVVHRBRKBQ4efIkIiIiAADBwcG4c+cOMjIyEBgYCAA4cuQIqqqqEBQUpG7z3nvvoaKiAk2aNAEAJCcn45lnnkGrVq3UbVJTUzFz5kz19ycnJyM4ONhIR0tEpMnmU2w9rKF1SdamXEavD46wLgkRma2k7HxEJGRq3CwBgLy4FBEJmRy/iMwQz1siIiKqrq5rg2kJmZjG6waqxb1795CVlYWsrCwAysLsWVlZyMvLg0gkwsyZM7Fs2TLs27cPZ8+exbhx4+Dh4YGhQ4cCADp37oywsDBMmTIF6enpOHbsGKKiojBy5Eh4eHgAAEaPHg0HBwdMnjwZ586dw+7du7F+/XrExMSo+zFjxgwkJSVh9erVuHDhAhYtWoRffvkFUVFRxv4nISICwACJVqq6JK7OTfTaTq4oZV0SIjJLlVUCFu/PgbbJcapli/fnoFLX6XNEZHA8b4mIiKg6Xa4NtOF1AwHAL7/8An9/f/j7+wMAYmJi4O/vj4ULFwIAZs+ejenTp2Pq1Kl49tlnce/ePSQlJcHJyUm9jx07dsDLywsvvPACwsPD0bt3b2zZskW9XiKR4PDhw8jNzUVgYCDefvttLFy4EFOnTlW3ee6555CYmIgtW7bAz88PX3/9Nfbu3QsfHx8j/UsQkaWorBKQdvUWvs36HWlXbxnsbxgDJLUI85HhxLwQuDo76L1t1M7TOHSGb2YQkflIzy2q8SZZdQKA/OJSpOcWGa9TRFQnQ5y3q1evxrPPPosWLVrAzc0NQ4cOxcWLFzXalJaWIjIyEq1bt0bz5s0xfPjwGnmi8/LyMGjQIDRr1gxubm6YNWsWHjx4oNHm6NGjCAgIgKOjI55++mls3769Rn82btyIDh06wMnJCUFBQUhPT9f5WIiIiGxNfdcGdeH1Pj3//PMQBKHGR3WNJhKJsGTJEsjlcpSWliIlJQWdOnXS2IerqysSExNx9+5dFBcXY9u2bWjevLlGG19fX/z0008oLS3Fb7/9hjlz5tToyyuvvIKLFy+irKwM2dnZCA8PN9hxE5FlSsrOR+8VRzBq6wnM2JWFUVtPoPcKw2RvYoCkDg72Yiwfpn8EW1WXZH3KJb6dQURmofCubjdSurYjIsMzxHl77NgxREZG4sSJE0hOTkZFRQUGDBiAkpISdZvo6Gjs378fX331FX744QfcuHEDL7/8snp9ZWUlBg0ahPLychw/fhyff/45tm/frn77EFCmbBg0aBD++c9/IisrCzNnzsQbb7yB7777Tt1m9+7diImJQWxsLDIzM+Hn54fQ0NAaxT+JiIhIqTGu1Xm9T0RE5s7YqaYZIKlHmI8Mm0b7oyG111mXhIjMhVsLp/ob6dGOiAzPEOftN998gwkTJqBLly7w8/PD9u3bkZeXh4yMDABAcXExPv30U6xZswb9+vVDYGAgPvvsMxw/fhwnTpwAABw+fBg5OTlISEhAt27dMHDgQCxduhQbN25EeXk5ACA+Ph6enp5YvXo1OnfujKioKIwYMQJr165V92XNmjWYMmUKJk6cCG9vb8THx6NZs2bYtm2bzsdDRERkSxrjWp3X+0REZM5MkWqaARIdNLRwO8C6JERkHnp4ukImcUJtsV4RAJnECT08XY3ZLSKqgzHO2+LiYgDKdAkAkJGRgYqKCoSEhKjbeHl54YknnkBaWhoAIC0tDV27doW7u7u6TWhoKBQKBc6dO6duU30fqjaqfZSXlyMjI0OjjVgsRkhIiLrNw8rKyqBQKDQ+REREtqS+a4O68HqfiIgsgSlSxDNAoiNV4Xapi2ODtmddEiIyJTuxCLGDvQGgxg2V6ufYwd6wa8h0OSIyCEOft1VVVZg5cyZ69eqlLoopl8vh4OCAli1barR1d3eHXC5Xt6keHFGtV62rq41CocD9+/dx8+ZNVFZWam2j2sfD4uLiIJFI1J927do16LiJiIgslS7XBnWt4/U+ERGZO1OkiGeARA9hPjIcm/sCokM61d/4IaxLQkSmFuYjw+axAZBKNKfVSyVO2Dw2AGE+MhP1jIhqY8jzNjIyEtnZ2di1a9ejdtMo5s2bh+LiYvXn+vXrpu4SERGR0dV1bRA/NkD5Yiev94mIyEKZIkW8faPtyUbYiUWYEdIRHd2cEbXzNPSNdaxNuYyd6dex6CVvXpwQkdGF+cjQ31uK9NwiFN4thVsL5TR7vklGZL4Mcd5GRUXhwIED+PHHH/H444+rl0ulUpSXl+POnTsas0gKCgoglUrVbdLT0zX2V1BQoF6n+l/VsuptXFxc0LRpU9jZ2cHOzk5rG9U+Hubo6AhHx4bN5CUiIrIm9V0b8HqfiIgslSqdpLy4VGsdEhGUgf/GTBlp0BkkcXFxePbZZ9GiRQu4ublh6NChuHjxokab0tJSREZGonXr1mjevDmGDx9e42bZHLEuCRFZKjuxCMFPtcaQbo8h+KnWvFkisgCNdd4KgoCoqCjs2bMHR44cgaenp8b6wMBANGnSBKmpqeplFy9eRF5eHoKDgwEAwcHBOHv2LAoLC9VtkpOT4eLiAm9vb3Wb6vtQtVHtw8HBAYGBgRptqqqqkJqaqm5DREREtavr2oDX+0REZKlMkSLeoAGSH374AZGRkThx4gSSk5NRUVGBAQMGoKSkRN0mOjoa+/fvx1dffYUffvgBN27cwMsvv2zIbjUa1iUhIiIiS/L2228jISEBiYmJaNGiBeRyOeRyOe7fvw8AkEgkmDx5MmJiYvD9998jIyMDEydORHBwMHr27AkAGDBgALy9vfH666/jv//9L7777jvMnz8fkZGR6hke06ZNw6+//orZs2fjwoUL2LRpE7788ktER0er+xITE4OtW7fi888/x/nz5xEREYGSkhJMnDjR+P8wREREREREZBaMnSJeJAiC0Qpi/PHHH3Bzc8MPP/yAvn37ori4GG3btkViYiJGjBgBALhw4QI6d+6MtLQ09Y14XRQKBSQSCYqLi+Hi4mLoQ9CqskrAhiNXsDblUoO23zTaH+G+Ho3cKyKqzhzGCkOw1uMiosalGitq89lnn2HChAkAlLN73377bezcuRNlZWUIDQ3Fpk2bNFJf/e9//0NERASOHj0KZ2dnjB8/Hh988AHs7f/O3nr06FFER0cjJycHjz/+OBYsWKD+DpUNGzZg1apVkMvl6NatGz766CMEBQXpdUwc/4ioPtY4XljjMRFR47PWscJaj4uINFVWCY+UMlLXscKoNUiKi4sBAK6uyhxhGRkZqKioQEhIiLqNl5cXnnjiiVoDJGVlZSgrK1P/rFAoDNzr+j1qXZKonaexASKE+7ImCRERERmOLjeRTk5O2LhxIzZu3Fhrm/bt2+PQoUN17uf555/H6dOn62wTFRWFqKioOtsQERERERGR7VGljDQ0g6bYqq6qqgozZ85Er1694OPjAwCQy+VwcHDQKAIKAO7u7pDL5Vr3ExcXB4lEov60a9fO0F3XWUPrklQJwJuJmUjKZrotIiIiIiIiIiIiIiJjMFqAJDIyEtnZ2di1a9cj7WfevHkoLi5Wf65fv95IPWwcj1KX5N09Z1H+oMoAvSIi0q6ySkDa1Vv4Nut3pF29hUp9p8ARkUHxHCUiIiIiIiIyHKOk2IqKisKBAwfw448/4vHHH1cvl0qlKC8vx507dzRmkRQUFGjkua7O0dFRXQDUXIX5yNDfW6p3XZKikgr0jEvF8mE+jV5shojoYUnZ+Vi8Pwf5xaXqZTKJE2IHe3MMIjIDPEeJiIiIiIiIDMugM0gEQUBUVBT27NmDI0eOwNPTU2N9YGAgmjRpgtTUVPWyixcvIi8vD8HBwYbsmsGp6pJsGu0PPWrHoKikHNMSMnHozA3DdY6IbF5Sdj4iEjI1HrwCgLy4FBEJTPlHZGo8R4mIiIiIiIgMz6ABksjISCQkJCAxMREtWrSAXC6HXC7H/fv3AQASiQSTJ09GTEwMvv/+e2RkZGDixIkIDg7WWqDdEjW0LknUztM4dIYPP4io8VVWCVi8PwfaEvWoli3en8NUPkQmwnOUiIiIiIiIbJWxU00bNMXW5s2bAQDPP/+8xvLPPvsMEyZMAACsXbsWYrEYw4cPR1lZGUJDQ7Fp0yZDdsvown1l2AR/RO08DV3//1QVbo8u7Iiofh1hp880FCKiOqTnFtV4K706AUB+cSnSc4sQ/FRr43WMiADwHCUiIiIiIiLbZIpU0wZPsaXtowqOAICTkxM2btyIoqIilJSU4Jtvvqm1/ogla+hMkrUpl9HrgyNMpUFEjabwbu0PXhvSjogaF89RIiIiIiIisjWmSjVt0AAJaQr3lSF+bABcnZvotZ1cUcq6JETUaNxaODVqOyJqXDxHiYg0GTvNAhEREREZlylTTRs0xRbVFOYjQz8vd/SMS0VRSble20btPI0NECHc1zDTiYjINvTwdIVM4gR5canWPzwiAFKJE3p4uhq7a0QEnqNERNWZIs0CERERERmXKVNNcwaJCTjYi7F8mI/e26nqkqxPucS3poiowezEIsQO9gagfNBanern2MHerH1EZCI8R4mIlEyVZoGIiIiIjMuUqaYZIDGRMB8ZNo32R0OebbAuCRE9qjAfGTaPDYBUopmiRypxwuaxAXwjk8jEeI4Ska0zZZqFhti4cSM6dOgAJycnBAUFIT09vc7269atwzPPPIOmTZuiXbt2iI6ORmkpa0sRERGRbTJlqmkGSEyooYXbAdYlITKkyspKLFiwAJ6enmjatCmeeuopLF26FILw9w24IAhYuHAhZDIZmjZtipCQEFy+fFljP0VFRRgzZgxcXFzQsmVLTJ48Gffu3dNoc+bMGfTp0wdOTk5o164dVq5caZRjBJQPYH+e0w87p/TE+pHdsHNKT/w8px8fvBKZCZ6jRGTL9EmzYGq7d+9GTEwMYmNjkZmZCT8/P4SGhqKwsFBr+8TERMydOxexsbE4f/48Pv30U+zevRvvvvuukXtOREREZB5UqaZrm0sggjLNqiFSTTNAYmKqwu1SF8cGbR+18zQOneFMEqLGtGLFCmzevBkbNmzA+fPnsWLFCqxcuRIff/yxus3KlSvx0UcfIT4+HidPnoSzszNCQ0M13vwbM2YMzp07h+TkZBw4cAA//vgjpk6dql6vUCgwYMAAtG/fHhkZGVi1ahUWLVqELVu2GO1Y7cQiBD/VGkO6PYbgp1ozZQ+RmeE5SkS2ypRpFvS1Zs0aTJkyBRMnToS3tzfi4+PRrFkzbNu2TWv748ePo1evXhg9ejQ6dOiAAQMGYNSoUfXOOiEiIiKyVqZMNc0AiRkI85Hh2NwXEB3SSe9tWZeEqPEdP34cQ4YMwaBBg9ChQweMGDECAwYMUN+0CoKAdevWYf78+RgyZAh8fX3xxRdf4MaNG9i7dy8A4Pz580hKSsInn3yCoKAg9O7dGx9//DF27dqFGzeUM7927NiB8vJybNu2DV26dMHIkSPx1ltvYc2aNaY6dCIiIiKzYMo0C/ooLy9HRkYGQkJC1MvEYjFCQkKQlpamdZvnnnsOGRkZ6mvLX3/9FYcOHUJ4eHit31NWVgaFQqHxISIiIrImpko1zQCJmbATizAjpCPrkhCZgeeeew6pqam4dOkSAOC///0vfv75ZwwcOBAAkJubC7lcrnEjLJFIEBQUpL4RTktLQ8uWLdG9e3d1m5CQEIjFYpw8eVLdpm/fvnBwcFC3CQ0NxcWLF3H79m2DHycRERGRuTJlmgV93Lx5E5WVlXB3d9dY7u7uDrlcrnWb0aNHY8mSJejduzeaNGmCp556Cs8//3ydKbbi4uIgkUjUn3bt2jXqcZDlqKwSkHb1Fr7N+h1pV2/V+6Kkvu2JiIhMyRSppu0NtmdqkHBfD2yACG8mZuq9raouyabR/gj39TBA74hsw9y5c6FQKODl5QU7OztUVlbi/fffx5gxYwBAfbNb142wXC6Hm5ubxnp7e3u4urpqtPH09KyxD9W6Vq1a1ehbWVkZysrK1D831tuDlVUC0nOLUHi3FG4tlA8bmMqHyDR4PhIR/Z1mISIhEyJAo1i7odMsGNrRo0exfPlybNq0CUFBQbhy5QpmzJiBpUuXYsGCBVq3mTdvHmJiYtQ/KxQKBklsUFJ2Phbvz9GozyOTOCF2sLfWB0f6ticiIjIHqlTTxsIAiRkK95UhXhyARfvOQa4oq3+Dh0TtPI0NECHclxc8RA3x5ZdfYseOHUhMTESXLl2QlZWFmTNnwsPDA+PHjzdp3+Li4rB48eJG3SdvnIjMB89HIqK/qdIsPDwuSs1oXGzTpg3s7OxQUFCgsbygoABSqVTrNgsWLMDrr7+ON954AwDQtWtXlJSUYOrUqXjvvfcgFtdM9ODo6AhHx4bVrSTrkJSdj4iETDw8/0NeXIqIhMwaqUf0bU9ERGSrmGLLTDVGXRKm2yJqmFmzZmHu3LkYOXIkunbtitdffx3R0dGIi4sDAPXNbl03wlKpFIWFhRrrHzx4gKKiIo022vZR/TseNm/ePBQXF6s/169ff6RjVd04VX/oAPx948RxhMh4eD4SEdVkijQL+nBwcEBgYCBSU1PVy6qqqpCamorg4GCt2/z55581giB2dnYAlLXuiB5WWSVg8f6cGsEO4O/ZVYv356jTZ+nbnoiIyNRMmRKSARIz9qh1Sd7dcxblD6oav2NEVq62m9aqKuX55OnpCalUqnEjrFAocPLkSfWNcHBwMO7cuYOMjAx1myNHjqCqqgpBQUHqNj/++CMqKirUbZKTk/HMM89oTa8FKN8edHFx0fg0FG+ciMwHz0ciotqp0iwM6fYYgp9qbXZptWJiYrB161Z8/vnnOH/+PCIiIlBSUoKJEycCAMaNG4d58+ap2w8ePBibN2/Grl27kJubi+TkZCxYsACDBw9WB0qIqkvPLarxAkV1AoD84lKk5xY1qD0REZEpJWXno/eKIxi19QRm7MrCqK0n0HuF8WptM0BiAcJ9PbBhVIDe2xWVVKBnXCrfOCXS0+DBg/H+++/j4MGDuHbtGvbs2YM1a9Zg2LBhAACRSISZM2di2bJl2LdvH86ePYtx48bBw8MDQ4cOBQB07twZYWFhmDJlCtLT03Hs2DFERUVh5MiR8PBQ1ggaPXo0HBwcMHnyZJw7dw67d+/G+vXrNfJLGxJvnIjMB89HIiLL9dprr+HDDz/EwoUL0a1bN2RlZSEpKUldWy4vLw/5+X/fk82fPx9vv/025s+fD29vb0yePBmhoaH4v//7P1MdApm5wru1XyNoa6dveyIiIlMxh0wKrEFiIRpal6SopJyF24n09PHHH2PBggV48803UVhYCA8PD/zrX//CwoUL1W1mz56tzhV9584d9O7dG0lJSXByclK32bFjB6KiovDCCy9ALBZj+PDh+Oijj9TrJRIJDh8+jMjISAQGBqJNmzZYuHAhpk6dapTj5I0Tkfng+UhEZNmioqIQFRWldd3Ro0c1fra3t0dsbCxiY2ON0DOyBm4tnOpvVK2dvu2JiIhMob5MCiIoMyn095YadAYxAyQWJMxHhv7eUmw4cgVrUy7ptS0LtxPprkWLFli3bh3WrVtXaxuRSIQlS5ZgyZIltbZxdXVFYmJind/l6+uLn376qaFdfSS8cSIyHzwfiYiIqDY9PF0hkzhBXlyq9SGSCIBU4oQenq4Nak9ERGQK+mRSCH6qtcH6wRRbFqahdUlUhdsPnblhuM4RkUVR3TjVNpSIAMh440RkFDwfiYiIqDZ2YhFiB3sDQI1rBdXPsYO91W/X6tueiIjIFMwlkwIDJBaqoXVJonaexqEzrElCRLxxIjInPB+JiIioLmE+MmweGwCpRHM2qVTihM1jAxDmI3uk9kRERMZmLpkUmGLLgqnqkry75yyKSip02kY1kyS6sCOi+nXkgxYiG6e6cVq8P0djWqNU4oTYwd68cSIyIp6PREREVBdV2u303CIU3i2FWwvl7NLa7uv1bU9ERGRM5pISkgESCxfmI0M/L3f0jEtFUUm5ztutTbmMnenXseglPnAhsnW8cSIyHzwfiYiIqC52YpFeedj1bU9ERGQsqkwKEQmZEAEaQRJjZlJgii0r4GAvxvJhPnpvJ1eUYloC65IQ0d83TkO6PYbgp1rzYSyRCfF8JCIiIiIiIltgDikhGSCxEmE+Mr0Lt6uwLgkRERERERERke1atGgRRCKRxsfLy0u9vrS0FJGRkWjdujWaN2+O4cOHo6CgQGMfeXl5GDRoEJo1awY3NzfMmjULDx480Ghz9OhRBAQEwNHREU8//TS2b99ujMMjIjNVWSVA0tQBs0OfwYJBnbH2tW7YOaUnfp7Tz2hZj5hiy4qE+3pgA0R4MzFTr+1Yl4SIiIiIiIiIyLZ16dIFKSkp6p/t7f9+bBgdHY2DBw/iq6++gkQiQVRUFF5++WUcO3YMAFBZWYlBgwZBKpXi+PHjyM/Px7hx49CkSRMsX74cAJCbm4tBgwZh2rRp2LFjB1JTU/HGG29AJpMhNDTUuAdLRCaXlJ1fowan7K8anMZ8Ps0ZJFYm3LfhM0nWplxGrw+OICmbs0mIbFlllYC0q7fwbdbvSLt6C5VV2kplEVFj47lHRERERKZkb28PqVSq/rRp0wYAUFxcjE8//RRr1qxBv379EBgYiM8++wzHjx/HiRMnAACHDx9GTk4OEhIS0K1bNwwcOBBLly7Fxo0bUV6urJkbHx8PT09PrF69Gp07d0ZUVBRGjBiBtWvXmuyYicg0krLzEZGQqREcAQB5cSkiEjKN+nyaARIrFO7rgQ2jAhq0LeuSENm2pOx89F5xBKO2nsCMXVkYtfUEeq9g4JTI0HjuEREREZGpXb58GR4eHnjyyScxZswY5OXlAQAyMjJQUVGBkJAQdVsvLy888cQTSEtLAwCkpaWha9eucHd3V7cJDQ2FQqHAuXPn1G2q70PVRrWP2pSVlUGhUGh8iMhyVVYJWLw/B9peCVQtW7w/x2gvDTJAYqXCfWWIHxsAqYtjg7ZnXRIi22NO0XsiW8Jzj4iIiIhMLSgoCNu3b0dSUhI2b96M3Nxc9OnTB3fv3oVcLoeDgwNatmypsY27uzvkcjkAQC6XawRHVOtV6+pqo1AocP/+/Vr7FhcXB4lEov60a9fuUQ+XiEwoPbeoxv1vdQKA/OJSpOcWGaU/DJBYsTAfGY7NfQHRIZ303lZVl2R9yiWm+CCyAeYWvSeyFTz3iIiIiMgcDBw4EK+88gp8fX0RGhqKQ4cO4c6dO/jyyy9N3TXMmzcPxcXF6s/169dN3SUiegSFd2sPjjSk3aNigMTK2YlFmBHSkXVJiKhO5ha9J7IVPPeIiIiIyBy1bNkSnTp1wpUrVyCVSlFeXo47d+5otCkoKIBUKgUASKVSFBQU1FivWldXGxcXFzRt2rTWvjg6OsLFxUXjQ0SWy62FU6O2e1QMkNiIR61LwhQfRNbN3KL3RLaC5x4RERERmaN79+7h6tWrkMlkCAwMRJMmTZCamqpef/HiReTl5SE4OBgAEBwcjLNnz6KwsFDdJjk5GS4uLvD29la3qb4PVRvVPojINvTwdIVM4oTa3uUXAZBJnNDD09Uo/WGAxIY8Sl0SAcCifeeY4oPISplb9J7IVvDcIyIiIiJz8M477+CHH37AtWvXcPz4cQwbNgx2dnYYNWoUJBIJJk+ejJiYGHz//ffIyMjAxIkTERwcjJ49ewIABgwYAG9vb7z++uv473//i++++w7z589HZGQkHB2Vz6GmTZuGX3/9FbNnz8aFCxewadMmfPnll4iOjjbloRORkdmJRYgdrAycPhwkUf0cO9gbdg1Jh9QADJDYmEepSyJXlGHDkSsG6BURmZq5Re+JbIWxz71jx45h8ODB8PDwgEgkwt69ezXWT5gwASKRSOMTFham0aaoqAhjxoyBi4sLWrZsicmTJ+PevXsabc6cOYM+ffrAyckJ7dq1w8qVK2v05auvvoKXlxecnJzQtWtXHDp0qFGOkYiIiIj099tvv2HUqFF45pln8Oqrr6J169Y4ceIE2rZtCwBYu3YtXnzxRQwfPhx9+/aFVCrFN998o97ezs4OBw4cgJ2dHYKDgzF27FiMGzcOS5YsUbfx9PTEwYMHkZycDD8/P6xevRqffPIJQkNDjX68RGRa/b2lmBnSCZKmTTSWSyVO2Dw2AGE+MqP1xd5o30RmQ1WXpKObM6J2noY+k0LWplwCICCqX0ejRfGIyPBU0fuIhEyIAI2C0aaI3hPZCmOfe3/++Sf8/PwwadIkvPzyy1rbhIWF4bPPPlP/rHrjT2XMmDHIz89HcnIyKioqMHHiREydOhWJiYkAAIVCgQEDBiAkJATx8fE4e/YsJk2ahJYtW2Lq1KkAgOPHj2PUqFGIi4vDiy++iMTERAwdOhSZmZnw8fFplGMlIiIiIt3t2rWrzvVOTk7YuHEjNm7cWGub9u3b1/vSy/PPP4/Tp083qI9EZB2SsvOxeH+ORj3Olk2bYGKvDiZ55swZJDasoXVJWLidyDqF+ciweWwApBLNVD6miN4T2RJjnnv9+/fHsmXLMGzYsFrbODo6QiqVqj+tWrVSrzt//jySkpLwySefICgoCL1798bHH3+MXbt24caNGwCAHTt2oLy8HNu2bUOXLl0wcuRIvPXWW1izZo16P+vXr0dYWBhmzZqFzp07Y+nSpQgICMCGDRsa7ViJiIiIiIjIvCRl5yMiIVMjOAIAxfcrsC7lMpJz5EbvE2eQ2LhwXxnixQFYtO8c5IoynbeTK0oxLSETm0b7I9zXw4A9JCJjCvORob+3FOm5RSi8Wwq3FsrUPpw5QmRY5nTuHT16FG5ubmjVqhX69euHZcuWoXXr1gCAtLQ0tGzZEt27d1e3DwkJgVgsxsmTJzFs2DCkpaWhb9++cHBwULcJDQ3FihUrcPv2bbRq1QppaWmIiYnR+N7Q0NAaKb+IyLZVVglmMS4SERER0aOrrBKweH8OtCUzEqDMorB4fw76e0uNes3HAAmpH8psOHLlrxRauovaeRobIEK4L98sJ7IWdmIRgp9qbepuENkcczj3wsLC8PLLL8PT0xNXr17Fu+++i4EDByItLQ12dnaQy+Vwc3PT2Mbe3h6urq6Qy5Vv+sjlcnh6emq0cXd3V69r1aoV5HK5eln1Nqp9aFNWVoaysr9f5lAoFI90rERk3rSlXpBJnBA72JuzWomIiIgsUHpuUY2ZI9UJAPKLS5GeW2TUe2Om2CIAf9cliQ7pqNd2VQLwZmIm1qdcQqU+xUyIiIjI7IwcORIvvfQSunbtiqFDh+LAgQM4deoUjh49auquIS4uDhKJRP1p166dqbtERAZSW+oFeXEpIhIymeqXiIiIyAIV3q09ONKQdo2FARLSENWvI6QuTvU3fAjrkhBZn8oqAWlXb+HbrN+RdvUWg6BEBmDu59mTTz6JNm3a4MqVKwAAqVSKwsJCjTYPHjxAUVERpFKpuk1BQYFGG9XP9bVRrddm3rx5KC4uVn+uX7/+aAdHRGapvtQLgDL1grmNl0RERERUN7cWuj1z1rVdY2GKLdJgJxZh0UveiEjI1HpTUhfWJSGyHkxrQWR4lnCe/fbbb7h16xZkMmV/goODcefOHWRkZCAwMBAAcOTIEVRVVSEoKEjd5r333kNFRQWaNGkCAEhOTsYzzzyjLvgeHByM1NRUzJw5U/1dycnJCA4OrrUvjo6OcHR0NMRhEpEZMdfUC0RERET0aALbt4KrswOKSsq1rhcBkEqUdeeMiTNIqIYwHxk2jw2A1KVhDyGidp7GoTOcSUJkqZjWgsjwTHWe3bt3D1lZWcjKygIA5ObmIisrC3l5ebh37x5mzZqFEydO4Nq1a0hNTcWQIUPw9NNPIzQ0FADQuXNnhIWFYcqUKUhPT8exY8cQFRWFkSNHwsND+XLE6NGj4eDggMmTJ+PcuXPYvXs31q9fr1GUfcaMGUhKSsLq1atx4cIFLFq0CL/88guioqIMctxEZDnMNfUCERERETVcUnY+/rHq+zqDIwAQO9jbqAXaAQZIqBZhPjIcm/sCokM66b2tqi7JoTM3DNAzIjIkprUgMjxTnmenT5+Gv78//P39AQAxMTHw9/fHwoULYWdnhzNnzuCll15Cp06dMHnyZAQGBuKnn37SmLmxY8cOeHl54YUXXkB4eDh69+6NLVu2qNdLJBIcPnwYubm5CAwMxNtvv42FCxdi6tSp6jbPPfccEhMTsWXLFvj5+eHrr7/G3r174ePj0+jHTESWxVxTLxARERFRw9T2gmB1UokTNo8NMEk2BabYolqpCrd3dHNG1M7T0Pc5TdTO09gAEcJ9zSNNCBHVj2ktiAzPlOdZnz59IAi1/0H/7rvv6t2Hq6srEhMT62zj6+uLn376qc42r7zyCl555ZV6v4+IbEsPT1fIJE6QF5dqDSSbKvUCEREREemvrhcEVVydm+CHWf+Eg71p5nJwBgnVK9zXAxtGBei9nWomyfqUS3zbnMhCMK0FkeHxPCMiqp2dWITYwd4A/k61oGLK1AtEREREpL/6XhAEgKKSCmT877aRelSTQQMkP/74IwYPHgwPDw+IRCLs3btXY70gCFi4cCFkMhmaNm2KkJAQXL582ZBdogYK95UhvoF1SdamXEavD46wbgGRBWBaCyLD43lGRFQ3dU1EieY4aMrUC0RERESkP0t4QdCgAZKSkhL4+flh48aNWtevXLkSH330EeLj43Hy5Ek4OzsjNDQUpaV8Y9IcPUpdErmiFNMSWJeEyNyp0lrU9k6mCICMaS2IHgnPMyKi+oX5yPDznH7YOaUn1o/shp1TeuLnOf0YHCEiIiKyINdulujUzpQvCBq0BsnAgQMxcOBAresEQcC6deswf/58DBkyBADwxRdfwN3dHXv37sXIkSMN2TVqINYlIbJuqrQWEQmZEAEaOSKZ1oKocfA8IyLSjZ1YxJpnRFDmb0/PLULh3VK4tVC+RKHvdUJj7IOIiEgfSdn5WJtSd7Yoc6gvZ7Ii7bm5uZDL5QgJCVEvk0gkCAoKQlpaGgMkZi7c1wMbIMKbiZl6baeqSxIv5tR4InOlSmuxeH+ORp5IqcQJsYO9ee4SNQKeZ0RERKSLpOz8GtcLMj2vFxpjH0RERPpQFWfXhalfEDRZgEQulwMA3N3dNZa7u7ur12lTVlaGsrIy9c8KhcIwHaR6hfvKsAn+DZpJ8u6es+jn5Q4He4NmeSOiBgrzkaG/t5RvmREZEM8zIiLrsXHjRqxatQpyuRx+fn74+OOP0aNHj1rb37lzB++99x6++eYbFBUVoX379li3bh3Cw8ON2Gsyd0nZ+YhIyMTDt9vy4lJEJGTqVJOnMfZBRESkL12KswPAzJBOJv87ZHFPp+Pi4iCRSNSfdu3ambpLNi3c1wMbRgXovV1RSQV6xqWycDuZrd9//x1jx45F69at0bRpU3Tt2hW//PKLer0gCFi4cCFkMhmaNm2KkJAQXL6sOW2wqKgIY8aMgYuLC1q2bInJkyfj3r17Gm3OnDmDPn36wMnJCe3atcPKlSuNcny6UKW1GNLtMQQ/1ZoPbYkMgOcZEZHl2717N2JiYhAbG4vMzEz4+fkhNDQUhYWFWtuXl5ejf//+uHbtGr7++mtcvHgRW7duxWOPPWbknpM5U715q+1dRNWyxftzUFnH24qNsQ8iIqKGkCt0qzHeoU0zA/ekfiYLkEilUgBAQUGBxvKCggL1Om3mzZuH4uJi9ef69esG7SfVL9xXhvixAZC6OOq1XVFJOQu3k1m6ffs2evXqhSZNmuD//b//h5ycHKxevRqtWrVSt1m5ciU++ugjxMfH4+TJk3B2dkZoaChKS//+AzBmzBicO3cOycnJOHDgAH788UdMnTpVvV6hUGDAgAFo3749MjIysGrVKixatAhbtmwx6vHqorJKQNrVW/g263ekXb3FmyiiR8RziojIeqxZswZTpkzBxIkT4e3tjfj4eDRr1gzbtm3T2n7btm0oKirC3r170atXL3To0AH/+Mc/4OfnZ+Sekzmr781bAUB+cSnSc4sMug8iIiJ9JWXnY+mBczq1NWVxdhWTpdjy9PSEVCpFamoqunXrBkD5sPDkyZOIiIiodTtHR0c4Our3IJ4MT5UmZMORK1ibckmvbVm4nczNihUr0K5dO3z22WfqZZ6enur/FgQB69atw/z58zFkyBAAwBdffAF3d3fs3bsXI0eOxPnz55GUlIRTp06he/fuAICPP/4Y4eHh+PDDD+Hh4YEdO3agvLwc27Ztg4ODA7p06YKsrCysWbNGI5BiasxZTNS4eE4REVmP8vJyZGRkYN68eeplYrEYISEhSEtL07rNvn37EBwcjMjISHz77bdo27YtRo8ejTlz5sDOzk7rNkw1bXsK7+r25m1d7RpjH0RERPqoLbXjw8yhOLuKQWeQ3Lt3D1lZWcjKygKgLMyelZWFvLw8iEQizJw5E8uWLcO+fftw9uxZjBs3Dh4eHhg6dKghu0UGYicWYUZIR2wa7Q99MoSoCrevT7nEN2jJLOzbtw/du3fHK6+8Ajc3N/j7+2Pr1q3q9bm5uZDL5QgJCVEvk0gkCAoKUt8Ip6WloWXLlurgCACEhIRALBbj5MmT6jZ9+/aFg4ODuk1oaCguXryI27dvG/owdaL6w/bwm2eqnMVMk0ekH55TRETW5ebNm6isrNSrtuavv/6Kr7/+GpWVlTh06BAWLFiA1atXY9myZbV+D1NN2x5d36itq11j7IOIiEhXdaV2rE712NjUxdlVDBog+eWXX+Dv7w9/f38AQExMDPz9/bFw4UIAwOzZszF9+nRMnToVzz77LO7du4ekpCQ4OfGPsyVraF2StSmX0euDI3w4RCb366+/YvPmzejYsSO+++47RERE4K233sLnn38OAOqb3bpuhOVyOdzc3DTW29vbw9XVVaONtn1U/46HlZWVQaFQaHwMhTmLiRoXzykiIgKAqqoquLm5YcuWLQgMDMRrr72G9957D/Hx8bVuw1TTtqeHpytkEifU9thIBOUM1LrevG2MfRAREelK18Lsrs4O2Dw2wGwyKBg0QPL8889DEIQan+3btwMARCIRlixZArlcjtLSUqSkpKBTp06G7BIZiaouiatzE722kytKWZeETK6qqgoBAQFYvnw5/P39MXXqVEyZMqXOm1ZjMebbg8xZTNS4eE4REVmfNm3awM7OTq/amjKZDJ06ddJIp9W5c2fI5XKUl5dr3cbR0REuLi4aH7JudmIRYgd7A0CNAIeub942xj6IiIh0lZKj/WXfh80f1NlsgiOACYu0k/UL85HhxLwQuDo71N/4IVE7T+PQGc4kIdOQyWTw9vbWWNa5c2fk5eUBgPpmt64bYalUisLCQo31Dx48QFFRkUYbbfuo/h0PM+bbg8xZTNS4eE4REVkfBwcHBAYGIjU1Vb2sqqoKqampCA4O1rpNr169cOXKFVRVVamXXbp0CTKZTCP1KlGYjwybxwZAKtHMsiGVOOn85m1j7IOIiKg+Sdn5+PTYNZ3aSiVNDdsZPZmsSDvZBgd7MZYP88G0hEy9tlPVJYku7Iiofh35RgsZVa9evXDx4kWNZZcuXUL79u0BKAu2S6VSpKamolu3bgCUhTJPnjyJiIgIAEBwcDDu3LmDjIwMBAYGAgCOHDmCqqoqBAUFqdu89957qKioQJMmytlWycnJeOaZZ9CqVSutfXN0dISjo2OjH7M2zFlM1Lh4ThERWaeYmBiMHz8e3bt3R48ePbBu3TqUlJRg4sSJAIBx48bhscceQ1xcHAAgIiICGzZswIwZMzB9+nRcvnwZy5cvx1tvvWXKwyAzFeYjQ39vKdJzi1B4txRuLZQpsfS5R26MfRAREdWm/EEV3t2TXW87cyrMXh0DJGRwYT4ybBrtj6idp6FvWvW1KZexM/06Fr3kzTdbyGiio6Px3HPPYfny5Xj11VeRnp6OLVu2YMuWLQCU6QFnzpyJZcuWoWPHjvD09MSCBQvg4eGBoUOHAlDOOAkLC1On5qqoqEBUVBRGjhwJDw8PAMDo0aOxePFiTJ48GXPmzEF2djbWr1+PtWvXmurQNahyFsuLS7XWTDDXP2xE5ornFBGRdXrttdfwxx9/YOHChZDL5ejWrRuSkpLUteXy8vIgFv+dvKFdu3b47rvvEB0dDV9fXzz22GOYMWMG5syZY6pDIDNnJxYh+KnWJt8HERHRw5Ky8/HunrMoKqmot60A80ztKBIEwaIrgSoUCkgkEhQXFzMPq5k7dCYfbybqN5Okuk2j/RHu69GIPSJbou9YceDAAcybNw+XL1+Gp6cnYmJiMGXKFPV6QRAQGxuLLVu24M6dO+jduzc2bdqkUUepqKgIUVFR2L9/P8RiMYYPH46PPvoIzZs3V7c5c+YMIiMjcerUKbRp0wbTp0/X6+bY0GNgUnY+Iv6aAVb9j4XqTxmn5RPpx1TnlDVeL1njMRGRYVjjeGGNx0REjc9axwprPS4iS6Pvs95JvTpg4eAuBuyRJl3HCgZIyKiSsvOxaN85yBVlem8rFgEbRgUg3JcPY0l/1jpWGOO4krLzsXh/jkZxaZnECbGDObOLqCFMcU5Z4xhojcdERIZhjeOFNR4TETU+ax0rrPW4iCzJoTM39M4WtHNKT6POZtR1rGCKLTIqVe7TDUeuYG3KJb22ZV0SItNgzmKixsVzioiodpVVAsdHIiIiIjNVWSXo/VzX3NNJM0BCRmcnFmFGSEd0dHNmXRIiC6HKWax6aHHgzA0+tCBqgIcf/L3o68FziIjoL5y1SkRERGS+HiUzkDnWHlFhgIRMJtzXAxsgalBdErmiFNMSMlmXhMiI+NCC6NHwHCIiqp2qRtPD707Ji0sRkZDJumdEREREJtTQ2tKtnR3w/jAfs76OE5u6A2Tbwn1liB8bAKmLY4O2j9p5GofO5Ddyr4joYaqHFtUf7AJ/P7RIyuZ5SFQXnkNERLWrrBKweH9OjeAIAPWyxftzUKnv1HMiIiIiemTKeiP6B0dcnZsgbd4LZh0cARggITMQ5iPDsbkvIDqkk97bquqSHDpzwwA9IyKADy2IHhXPISKiuqXnFtUIIFcnAMgvLkV6bpHxOkVERERk4yqrBKxPuYw3E/UvkQAAy4d1hYO9+YcfzL+HZBNUdUk2jfZHQ9LRcSYJkeHwoQXRo+E5RERUt8K7tY+RDWlHRERERA2nCowELDmsVzF2FbEI2DTactKjsgYJmZWG1iVRzSSJF1vOyUdkKfjQgujR8BwiIqqbWwunRm1HRERERLqprBKQnluEwrulaOPsiFPXirDlp1/xZ3llg/e5YZQ/wn0t5/ksAyRkdsJ9ZYgXB2DRvnOQK8r02vbdPWfRz8vdIqZvEVkKPrQgejQ8h4iI6tbD0xUyiRPkxaVa0xGKAEglTujh6WrsrhERERFZpcoqARuOXMFnx3Jx535Fo+xTJnFC7GBvi3t5nQESMkthPjL095Ziw5Erek3lKiqpQM+4VCwf5mNxJyORueJDC6JHw3OIiKhudmIRYgd7IyIhEyJAY6xUZd+NHewNu4bk4iUiIiKyQQ/PDIEIKFSUoqikHL/duY+vfvkN98oeNNr3RYd0RFS/jhZ5vcYACZktVV2Sjm7OiNqpezGgopJyTEvIxKbR/gj39TBsJ4lsAB9aED0ankNERPUL85Fh89gALN6fo1G3SWqhbyISERER6UsV1JAX30dRSTlcmzvCrblmcKNlMwfc+VP7OtWyU9eKsP34tUabGVIXsQjYMCrAolJqPYwBEjJ7Da1LErXzNDZAZNEnKJG54EMLokfDc4iIqH6qWeSqtx3dWihn1zGATERkfTZu3IhVq1ZBLpfDz88PH3/8MXr06GHqblmFumYONPSBe2Mt43fVvuy3O/fxbdYNFJWUm/pXSC+WVm9EGwZIyCKE+8qwCf56zSRRFW6PLrTcKV5E5qT6Q4vqbzNImjqgskrgOUZUC9UNStmDKnw4wg8QATfvlfHBHxGRFnZiEYKfam3qbhARkQHt3r0bMTExiI+PR1BQENatW4fQ0FBcvHgRbm5upu6e2dIl8GHMmQNk2yy13og2DJCQxWjoTJK1KZexM/06Fr1kHSctkSnZiUUovl+Old9d1HgL3pr+MBI1pqTs/BqzRlTnCx8AEhEREZEtWrNmDaZMmYKJEycCAOLj43Hw4EFs27YNc+fONXHvzEf1dEvHrtxE8vlCFDPwQWbAkuuNaMMACVmUcF8Z4sUBeHfPWRSV6P5HQa4oZV0SokaQlJ2PiITMGoWm5cWliEjIxOaxAQySEP2F5wsRERERkaby8nJkZGRg3rx56mVisRghISFIS0szYc9M6+HaE5aabomsW6tmTRD3cleru49lgIQsTpiPDP283NEzLlXvPxSsS0LUcJVVAhbvz6nxsBdQFp0WAVi8Pwf9vaVW8xYBUUPxfCEiIiIiqunmzZuorKyEu7u7xnJ3d3dcuHBB6zZlZWUoKytT/6xQKAzaR2NRBUWSc+TYy2AImTFnBztM7fukVc0aqU5s6g4QNYSDvRjLh/novZ2qLsn6lEuo1LWYCREBANJzizTSBD1MAJBfXIr03CLjdYrITPF8ISIiIiJqHHFxcZBIJOpPu3btTN2lR1JZJWB9ymUELk3GqK0nsO3YNQZHyCy1bNoE0SEdcWZRKGaEdLLK4AjAGSRkwcJ8ZNg0Wr/C7SqsS0Kkv8K7tT/sbUg7ImvG84WIiIiIqKY2bdrAzs4OBQUFGssLCgoglUq1bjNv3jzExMSof1YoFBYXJKk+W+TLX37DvbIHpu4SkYaWTZtg/HPt0cOzNW7eK4NbCyf08HS12qBIdQyQkEVraOF2gHVJiPTl1sKpUdsRWTOeL0RERERENTk4OCAwMBCpqakYOnQoAKCqqgqpqamIiorSuo2joyMcHR2N2MvGU1klYMORK/jsWC7usMA6mRlX5yYY1u0xhHhLbSYYog0DJGTxVIXbF+07B7mirP4NHsK6JES66eHpCpnECfLiUq11FUQApBLlGwZEto7nCxERERGRdjExMRg/fjy6d++OHj16YN26dSgpKcHEiRNN3bVGlZSdj7nfnMWdPxkYIdOpPjOkUFGKopJyuDZ3hNTFdmaI1IcBErIKYT4y9PeWYsORK1ibckmvbVV1SaILO1ptsSGixmAnFiF2sDciEjIhAjQe+qrOmtjB3jyHiMDzhYiIiIioNq+99hr++OMPLFy4EHK5HN26dUNSUlKNwu2WSjVrRN/nU0SAclbHED8PPN6qGVybO8KtuSMggjq40bKZA+78Wa51XfVltpYm61EwQEJWw04swoyQjujo5sy6JEQGEuYjw+axAVi8P0ejALVU4oTYwTx3iKozx/Pl2LFj2LRpEzIyMpCfn489e/aoUxsAgCAIiI2NxdatW3Hnzh306tULmzdvRseOHdVtioqKMH36dOzfvx9isRjDhw/H+vXr0bx5c3WbM2fOIDIyEqdOnULbtm0xffp0zJ49W6MvX331FRYsWIBr166hY8eOWLFiBcLDww3+b0BEREREphcVFVVrSi1LlpSd3+AMJ42ttpkDDX3g3hjL+F11L+OsDtNggISsDuuSEBmWasZWem4RCu+Woo3z328npF29xT/mRH+prBIgaeqA2aHPmM0F759//gk/Pz9MmjQJL7/8co31K1euxEcffYTPP/8cnp6eWLBgAUJDQ5GTkwMnJ2W9lDFjxiA/Px/JycmoqKjAxIkTMXXqVCQmJgJQFs0cMGAAQkJCEB8fj7Nnz2LSpElo2bIlpk6dCgA4fvw4Ro0ahbi4OLz44otITEzE0KFDkZmZCR8fH+P9gxCR2VAVry28W8q3HYmIyCIdOpPfoGdR+qov8MGZA0T6EQmCoOd79uZFoVBAIpGguLgYLi4upu4OmZFHidqLRcCGUQGsS2JFrHWsMPVxJWXn13g7XsbZJERmd25oGytEIpHGDBJBEODh4YG3334b77zzDgCguLgY7u7u2L59O0aOHInz58/D29sbp06dQvfu3QEASUlJCA8Px2+//QYPDw9s3rwZ7733HuRyORwcHAAAc+fOxd69e3HhwgUAyrQKJSUlOHDggLqPPXv2RLdu3RAfH9/gYyIiy2ToMdMaxwtrPCaqyVCBQwYkbYe1jhXmeFyHztxoUDaT+jycbsnUL1wRWRJdxwrOICGr1Rh1SeLFAXzIS1SLpOx8RCRk1ihALS8uRURCJjaP5flDtslSz43c3FzI5XKEhISol0kkEgQFBSEtLQ0jR45EWloaWrZsqQ6OAEBISAjEYjFOnjyJYcOGIS0tDX379lUHRwAgNDQUK1aswO3bt9GqVSukpaUhJiZG4/tDQ0Oxd+/eWvtXVlaGsrK/X3pQKBSNcNREZGqWOmYSGZqhAofm9hIHkTVIys7Hm4mnH3k/zR3t8Erg4wyGEBmZ2NQdIDIkVV2STaP90ZC/J+/uOYvyB1WN3zEiC1dZJWDx/pwaDzOAv4tRL96fg8rGfn2GyMxZ8rkhl8sBoEZxTHd3d/U6uVwONzc3jfX29vZwdXXVaKNtH9W/o7Y2qvXaxMXFQSKRqD/t2rXT9xCJyMxY8phJZEiqwGH1IAbwd+AwKTvfrPZLZMvKH1Th3T3Zj7SPlk2bIDqkI/4bG4rYl3wwuc+TGOb/GIKfas3gCJERMEBCNiHc1wMbRgXovV1RSQV6xqXyQpHoIem5RTVurKoTAOQXlyI9t8h4nSIyAzw3DGfevHkoLi5Wf65fv27qLhHRI+KYSVSToQKHDEgSNb6k7Hz0jEtBUUm53ts2d7TD5F4dsHNKT2Qs6I8ZIZ0YDCEyEQZIyGaE+8oQPzYAUhdHvbYrKinHtIRMHDpzw0A9I7I8hXdrf5jRkHZE1sKSzw2pVAoAKCgo0FheUFCgXieVSlFYWKix/sGDBygqKtJoo20f1b+jtjaq9do4OjrCxcVF40NEls2Sx0wiQzFU4JABSaLGpZqRVVRSodd21WeLLBjchbNEiMwAAyRkU8J8ZDg29wVEh3TSe9uonadx6AxnkhABgFsLp0ZtR2QtLPnc8PT0hFQqRWpqqnqZQqHAyZMnERwcDAAIDg7GnTt3kJGRoW5z5MgRVFVVISgoSN3mxx9/REXF3zeLycnJeOaZZ9CqVSt1m+rfo2qj+h4isg2WPGYSGYqhAocMSBI1nsoqAYv2aZ+RVZfokI6cLUJkhhggIZvT0LokqsLtnElCBPTwdIVM4oTaTiERlMUee3i6GrNbRCZn7ufGvXv3kJWVhaysLADKwuxZWVnIy8uDSCTCzJkzsWzZMuzbtw9nz57FuHHj4OHhgaFDhwIAOnfujLCwMEyZMgXp6ek4duwYoqKiMHLkSHh4eAAARo8eDQcHB0yePBnnzp3D7t27sX79eo2i7DNmzEBSUhJWr16NCxcuYNGiRfjll18QFRVl7H8SIjIhcx8ziUzBUIFDBiSJGs+GI5chV+geTBSLgE2jAxgYITJTDJCQzWpoXRLOJCFSBhpjB3sDQI2HGqqfYwd78+KPbI65nxunT5+Gv78//P39AQAxMTHw9/fHwoULAQCzZ8/G9OnTMXXqVDz77LO4d+8ekpKS4OT098OSHTt2wMvLCy+88ALCw8PRu3dvbNmyRb1eIpHg8OHDyM3NRWBgIN5++20sXLgQU6dOVbd57rnnkJiYiC1btsDPzw9ff/019u7dCx8fHyP9SxCROTD3MZPIFAwVOGRAkqhxJGXnY23KZb222TDKH+G+MgP1iIgeFQMkZNNUdUlcnZvovI1qJsn6lEssYEc2LcxHhs1jAyCVaL5lJmnaBDNDOqK/d+21BIisVWWVAElTB0zs1QGtnB001kklTtg8NgBhPqa7OerTpw8EQajx2b59OwBAJBJhyZIlkMvlKC0tRUpKCjp10kxL6erqisTERNy9exfFxcXYtm0bmjdvrtHG19cXP/30E0pLS/Hbb79hzpw5Nfryyiuv4OLFiygrK0N2djbCw8MNdtxEZL5qu54whzFTHxs3bkSHDh3g5OSEoKAgpKen67Tdrl27IBKJ1DP1iAwVOGRAkujRVVYJWLw/R+f2rZ0dED82AOG+HgbsFRE9KgZIyOaF+chwYl4IXB96kFWftSmX0euDI0jK5mwSa/fBBx+oU8+olJaWIjIyEq1bt0bz5s0xfPjwGgWH8/LyMGjQIDRr1gxubm6YNWsWHjx4oNHm6NGjCAgIgKOjI55++mn1Q0pLEeYjw89z+iE6pBNaNlUGGu/cr8DalMvovYLnB9mWpOx89F5xBKO2nsC2Y9dQVFIOV+cmmNyrA3ZO6Ymf5/SzmAd9RETGpLqe2DmlJ9aP7GZxY+bu3bsRExOD2NhYZGZmws/PD6GhoSgsLKxzu2vXruGdd95Bnz59jNRTshSGChxaS0CSyFTSc4uQX6xbai1X5yZIm/cCzysiC2Bv6g4QmQMHezGWD/PBtIRMvbaTK0oxLSETm0b7840AK3Xq1Cn83//9H3x9fTWWR0dH4+DBg/jqq68gkUgQFRWFl19+GceOHQMAVFZWYtCgQZBKpTh+/Djy8/Mxbtw4NGnSBMuXLwegzP0/aNAgTJs2DTt27EBqaireeOMNyGQyhIaGGv1YGyo5R451KZdqFKiTF5ciIiGTN1tkE5Ky8xGRkFnjPLhdUoFtx67hWU9XvpFJRFQHO7EIwU+1NnU3GmTNmjWYMmUKJk6cCACIj4/HwYMHsW3bNsydO1frNpWVlRgzZgwWL16Mn376CXfu3DFij8kShPnI0N9bivTcIhTeLYVbC2X6q0e9njDUfolsQUqOXOe2y4d1hYM930snsgQ8U4n+EuYj07twuwrrkline/fuYcyYMdi6dStatWqlXl5cXIxPP/0Ua9asQb9+/RAYGIjPPvsMx48fx4kTJwAAhw8fRk5ODhISEtCtWzcMHDgQS5cuxcaNG1FeXg5AefPs6emJ1atXo3PnzoiKisKIESOwdu1akxxvQ6imGGtLNqdatnh/DtPRkVXjeUBEZLvKy8uRkZGBkJAQ9TKxWIyQkBCkpaXVut2SJUvg5uaGyZMnG6ObZKFUgcMh3R5D8FOtGy2IYaj9ElmzpOx8fHrsmk5to0M68SVBIgvCAAlRNQ0t3M66JNYpMjISgwYN0rjhBYCMjAxUVFRoLPfy8sITTzyhvhFOS0tD165d4e7urm4TGhoKhUKBc+fOqds8vO/Q0NA6b6bNTX1TjAUA+cWlSM8tMl6niIyM5wERke26efMmKisrNa75AMDd3R1yufY3jX/++Wd8+umn2Lp1q87fU1ZWBoVCofEhIiLj0Kf2iNTFEVH9njZwj4ioMTFAQvSQcN+GzyRhXRLrsWvXLmRmZiIuLq7GOrlcDgcHB7Rs2VJjefUbYblcrvVGWbWurjYKhQL379/X2i9zuzkuvKtb/lVd2xFZIp4HRESkq7t37+L111/H1q1b0aZNG523i4uLg0QiUX/atWtnwF4SEVF1J369pXPtkUUvdeGsLCILwwAJkRYNnUkC/F2X5NCZG43cKzKW69evY8aMGdixYwecnJzq38CIzO3m2K2Fbv8+urYjskQ8D4iIbFebNm1gZ2eHgoICjeUFBQWQSqU12l+9ehXXrl3D4MGDYW9vD3t7e3zxxRfYt28f7O3tcfXqVa3fM2/ePBQXF6s/169fN8jxEBGRpqTsfETu0K1e7aReHZhai8gCmUWAZOPGjejQoQOcnJwQFBSE9PR0U3eJCOG+MsSPDYDUxbFB27MuieXKyMhAYWEhAgIC1DeuP/zwAz766CPY29vD3d0d5eXlNYppVr8RlkqlWm+UVevqauPi4oKmTZtq7Zu53Rz38HSFTOKE2t6PEQGQSZSFH4msFc8DIiLb5eDggMDAQKSmpqqXVVVVITU1FcHBwTXae3l54ezZs8jKylJ/XnrpJfzzn/9EVlZWrS+/ODo6wsXFReNDRESGlZSdj4iETNy5X6FT+/7eNQPjRGT+TB4g2b17N2JiYhAbG4vMzEz4+fkhNDQUhYWFpu4aEcJ8ZDg29wVEh3TSe1vWJbFcL7zwQo0b1+7du2PMmDHq/27SpInGjfDFixeRl5envhEODg7G2bNnNcay5ORkuLi4wNvbW92m+j5UbbTdTKuY282xnViE2MHK49H2cFgAMPJZpoAg62YnFmHBIG+tRdpV50XsYG9OtSciekhllYC0q7fwbdbvSLt6y2KvmWNiYrB161Z8/vnnOH/+PCIiIlBSUoKJEycCAMaNG4d58+YBAJycnODj46PxadmyJVq0aAEfHx84ODiY8lCIiOgvqrojuvxl4gtRRJbN3tQdWLNmDaZMmaK+eIyPj8fBgwexbds2zJ0718S9I1I++JoR0hEd3ZwRtfM09L1vW5tyGTvTr2PRS96camkhVDeo1Tk7O6N169bq5ZMnT0ZMTAxcXV3h4uKC6dOnIzg4GD179gQADBgwAN7e3nj99dexcuVKyOVyzJ8/H5GRkXB0VM5KmjZtGjZs2IDZs2dj0qRJOHLkCL788kscPHjQuAf8iMJ8ZNg8NgCL9+dozcu6NuUydp26jtjBPAfIOiVl52PpQe1FG6USJ/7uExFpkZSdX+PaQWahY+Zrr72GP/74AwsXLoRcLke3bt2QlJSkrjWXl5cHsdjk7yYSEZEe0nOLdK47AvCFKCJLZtKrtPLycmRkZCAkJES9TCwWIyQkBGlpaVq3MbcCxWQ7HrUuSURCJou3W5G1a9fixRdfxPDhw9G3b19IpVJ888036vV2dnY4cOAA7OzsEBwcjLFjx2LcuHFYsmSJuo2npycOHjyI5ORk+Pn5YfXq1fjkk08QGhpqikN6JGE+Mvw8p1+ts63kxTwHyDqppt3XdvO0YFBni3vQR0RkaLWNnZZ8vRAVFYX//e9/KCsrw8mTJxEUFKRed/ToUWzfvr3Wbbdv3469e/cavpNERKSzwru6BUdaNmuCzWMDeM1PZMFMOoPk5s2bqKysVL9Zo+Lu7o4LFy5o3SYuLg6LFy82RveIagj3lSFeHIBF+85BrijTa1sBwKJ959DfW8q3CizQ0aNHNX52cnLCxo0bsXHjxlq3ad++PQ4dOlTnfp9//nmcPn26MbpoFnadytO6XIBy2vHi/Tk8B8hq1DftXgRg6cHzCPWR8XeeiOgvdY2dvF4gIiJz4dbCSad2G0cFoFfHNgbuDREZksXN8zW3AsVkex6lLolcUYYNR64YoFdEplffFGQBQH5xKdJzi4zXKSID4u88EZH+OHYSEZEluF1Shrri9Kq6Iz2fam20PhGRYZh0BkmbNm1gZ2eHgoICjeUFBQWQSqVat3F0dFTn7ycylUepS7I25RIAAVH9OvKtOLIquk5B1rUdkbnj7zwRkf44dhIRkblLys5HZOLpegu0s+4IkXUw6QwSBwcHBAYGIjU1Vb2sqqoKqampCA4ONmHPiHTT0Loka1Muo9cHRywyvzJRbXSdgqxrOyJzx995IiL9cewkIiJzVl8aXQAQi4CNo1l3hMhamDzFVkxMDLZu3YrPP/8c58+fR0REBEpKSjBx4kRTd41IJ+G+MsSPDYDURb+ZTXJFKaYlZOLQmRsG6hmRcfXwdIVM4oTa3p9RTUHu4elqzG4RGQx/54mI9Mexk4iIzFl9qSABoEoAWjk7GKlHRGRoJg+QvPbaa/jwww+xcOFCdOvWDVlZWUhKSqpRuJ3InD1KXZKonadx6AxnkpDlsxOLEDvYGwC0PvQQACwY1JlTkMmqjHz2Ca1vl6l+yzntnohIU13XCxw7iYjI1JgKksj2mDxAAgBRUVH43//+h7KyMpw8eRJBQUGm7hKR3lR1SaJDOuq1XZUAvJmYifUpl1CpTzETIjMU5iPD5rEBkEq0p8VYevA8U8uRVUjKzkfvFUf+qitVk1TihM1jOe2eiEib2q4XOHYSEZGpMRUkke0xaZF2ImsU1a8jdqZfh1yh39sEa1MuY2f6dSx6yZs3hWTRwnxkqKpSBv4eJi8uRURCJh9+kEVLys5HREJmrXmJo0M6IqpfR779TERUhzAfGfp7S5GeW4TCu6Vwa6FMq8Wxk4iITCmwfSu4OjugqKRc63oRlAF9poIksh5mMYOEyJrYiUVY9JJ3rXmV68K6JGQNKqsELD2Yo3Wd6oHy4v05nDFFFqm+oo0iALtOXTdml4iILJadWITgp1pjSLfHEPxUawZHiIjIpJKy8/GPVd/XGRwBmAqSyNowQEJkAOq0AXoWbldhXRKyZPUVtRMA5BeXIj23yHidImok/P0mIiIiIrI+qlnidV3rMxUkkXVigITIQB6lcLuqLglnkpAlYlE7smb8/SYiIiIisi71zRIHAFfnJvhh1j8ZHCGyQgyQEBmQqnD7ptH+aMjsS84kIUvEonZkzfj7TUT06CqrBKRdvYVvs35H2tVbTLtJREQmVd8scQAoKqlAxv9uG6lHRGRMLNJOZAThvh7YAJHWotV1Uc0kiS5kwV+yHD08XSGTOEFeXFrrGziuzk0Q2L6VUftF1Bh6eLpC6uIEuUL7DRSLNhIR1S0pOx+L9+doPIiSSZwQO9ibb+USQRlATM8tQuHdUri1UF5TGOo+0JjfRWTOOEucyLYxQEJkJOG+MsSLA7Bo3znIFWV6bbs25TJ2pl/Hopd440jmz04sQuxgb0QkZEIEaA2SFJVU4B+rvufDELI4yTlylD6o1LqORRuJiOqmyu/+8LWBvLgUEQmZzOtONs+YAUQGK4n+xlniRLaNKbaIjOhR6pLIFaWYlsC6JGQZwnxk2Dw2AFJJ7ReQqochSdlMI0eWQfVg786fFVrXt2zWhA/3iIhqUVd+d9WyxftzmG6LbFZtBaINcc1szO8isgSqLAi1veIkgjKAyFniRNaJARIiI2NdErIVYT4y/DDrn3B1dtC6ng9DyJLoUrjR0V6M/t5So/WJiMiS1JffXQCQX1yK9Nwi43WKyEwYM4DIYCVRTaosCABqBEk4S5zI+jFAQmQi4b4e2DAqQO/tVHVJ+FYPWYKM/91GUUl5rev5MIQshS6FG+WKMv4uExHVgvndiWpnzAAig5VE2vX3lmJmSCdImjbRWC6VOHGWOJGVY4CEyITCfWUNnkny7p6zKH9Q1fidImpEfBhC1oK/y0REj4b53YlqZ8zrDF7TUG06dOgAkUik8fnggw802pw5cwZ9+vSBk5MT2rVrh5UrV9bYz1dffQUvLy84OTmha9euOHTokMZ6QRCwcOFCyGQyNG3aFCEhIbh8+bJBj60+Sdn56L3iCNamXMKd+8p0ui2bNkF0SEf8PKcfgyNEVo4BEiITa+hMkqKSCvSMS+VMEjJrfBhC1qJNc0ed2vF3mYhIO+Z3J6qdMa+ZeX1OdVmyZAny8/PVn+nTp6vXKRQKDBgwAO3bt0dGRgZWrVqFRYsWYcuWLeo2x48fx6hRozB58mScPn0aQ4cOxdChQ5Gdna1us3LlSnz00UeIj4/HyZMn4ezsjNDQUJSWmiYoV1tNnuL7FViXchnJOXKT9IuIjIcBEiIzEO4rQ/zYAEhddHsAp1JUUs7C7WTW6nsYAgBiEXC7jjRcRKaWlJ2Pt7/MqrMNH+wREdWN+d2JamfMACKDlVSXFi1aQCqVqj/Ozs7qdTt27EB5eTm2bduGLl26YOTIkXjrrbewZs0adZv169cjLCwMs2bNQufOnbF06VIEBARgw4YNAJSzR9atW4f58+djyJAh8PX1xRdffIEbN25g7969xj5c1uQhIgAMkBCZjTAfGY7NfQHRIZ303paF28lcVX8YUpsqAYhkXR0yU6o3yuSKslrb8MEeEZFuwnxk2Dw2AFKJ5pvpzO9Ots6YAUQGK6kuH3zwAVq3bg1/f3+sWrUKDx48UK9LS0tD37594eDgoF4WGhqKixcv4vbt2+o2ISEhGvsMDQ1FWloaACA3NxdyuVyjjUQiQVBQkLqNNmVlZVAoFBqfxsCaPEQEMEBCZFbsxCLMCOmod10SVeH29SmX+GYDmZ0wHxk26vA7zTdzyNzU9UZZdXywR0SkuzAfGX6e0w87p/TE+pHdsHNKT+Z3J4JxA4gMVpI2b731Fnbt2oXvv/8e//rXv7B8+XLMnj1bvV4ul8Pd3V1jG9XPcrm8zjbV11ffTlsbbeLi4iCRSNSfdu3aNfAoNbEmDxEBgL2pO0BENYX7emADRHgzMVOv7damXMbO9OtY9JI3L2rJrLRydkRdsY/qb+YEP9XaaP0iqkt9b5SpfDjCD706tjFCj4iIrIOdWMS/90RahPnI0N9bivTcIhTeLYVbC2WqK0PM5jDmd5HpxMbGAlDO0qjN+fPn4eXlhZiYGPUyX19fODg44F//+hfi4uLg6KhfOvDGNm/ePI3+KRSKRgmSsCYPEQEMkBCZrXBfGeLFAXh3z1kUlVTovJ1cUYppCZnYNNof4b4eBuwhke74Zg5ZIl1/H2+W1J5+i4iIlCqrBD6IJdKBMQOIDFZav+nTp2PdunU4deoUmjdvrrXNk08+qXV5UFAQHjx4gGvXruGZZ56BVCpFQUGBRhvVz1KpVP2/2tpUX69aJpPJNNp069at1uNwdHQ0SJBGVZNHXlyqdda4CMqZVazJQ2TdGCAhMmNhPjL083JHz7hUFOlZxDpq52lsgAjhvpxJQqan6xs3bZxN+2YSUXV8o4yIqHEkZedj8f4cjVl5MokTYgdz1jMRkSG1aaOc5dypUye4uLjotW1WVhbEYjHc3NwAAMHBwXjvvfdQUVGBJk2aAACSk5PxzDPPoFWrVuo2qampmDlzpno/ycnJCA4OBgB4enpCKpUiNTVVHRBRKBQ4efIkIiIiHuVQG0RVkyciIRMiQCNIwpo8RLaDNUiIzJyDvRjLh/novR3rkpA5Ub2ZU99l5dtf/ZfF2sls3C4pq7N2jgjKB3x8o4yIqHZJ2fmISMiskbJQXlyKiIRM/t0nIjIDaWlpWLduHf773//i119/xY4dOxAdHY2xY8eqgx+jR4+Gg4MDJk+ejHPnzmH37t1Yv369RuqrGTNmICkpCatXr8aFCxewaNEi/PLLL4iKigIAiEQizJw5E8uWLcO+fftw9uxZjBs3Dh4eHhg6dKgpDp01eYiIM0iILEGYjwybRvsjaufpOus4aMO6JGQO6nozp7oChfJhCS9EydSSsvMRmXi63gLtfKOMiKh2lVUCFu/P0TqWClAGmhfvz0F/bynHUiIiE3J0dMSuXbuwaNEilJWVwdPTE9HR0RrBD4lEgsOHDyMyMhKBgYFo06YNFi5ciKlTp6rbPPfcc0hMTMT8+fPx7rvvomPHjti7dy98fP5+6XP27NkoKSnB1KlTcefOHfTu3RtJSUlwcjL+rGxV+seyB1X4cIQfIAJu3itjKkgiG8MZJEQWItzXAxtGBTRoW1VdkkNnbjRyr4h0p3ozx92l9jRaqgcoi/fncOYTmUxdD/RUxCJg42jrDOQtWrQIIpFI4+Pl5aVeX1paisjISLRu3RrNmzfH8OHDa+SazsvLw6BBg9CsWTO4ublh1qxZePDggUabo0ePIiAgAI6Ojnj66aexfft2YxweERlRem5RjZkj1QkA8otLkZ5bZLxOERFRDQEBAThx4gTu3LmD+/fvIycnB/PmzatR98PX1xc//fQTSktL8dtvv2HOnDk19vXKK6/g4sWLKCsrQ3Z2NsLDwzXWi0QiLFmyBHK5HKWlpUhJSUGnTp0MenzaJGXno/eKIxi19QRm7MrCmE9P4p2v/gtHezGCn2rN4AiRDWGAhMiChPvKED82ANI6HjDXJWrnaRw6wzQGZDphPjKsfrVbnW34sIRMrb4HeoAyjWErZwcj9cj4unTpgvz8fPXn559/Vq+Ljo7G/v378dVXX+GHH37AjRs38PLLL6vXV1ZWYtCgQSgvL8fx48fx+eefY/v27Vi4cKG6TW5uLgYNGoR//vOfyMrKwsyZM/HGG2/gu+++M+pxEpFhFd6teyzVtx0REVFjYPpHIqqOARIiCxPmI8OxuS8gOkT/NyxYl4TMwc17ZTq148MSMhU+0APs7e0hlUrVH1WBz+LiYnz66adYs2YN+vXrh8DAQHz22Wc4fvw4Tpw4AQA4fPgwcnJykJCQgG7dumHgwIFYunQpNm7ciPLycgBAfHw8PD09sXr1anTu3BlRUVEYMWIE1q5da7JjJqLG59ZCt3QpurYjIiJ6VPWlfwSY0YDI1jBAQmSB7MQizAjpiE2j/essIFybtSmX0euDI3wrgkyCD0vI3LVprtssPWv+Hb18+TI8PDzw5JNPYsyYMcjLywMAZGRkoKKiAiEhIeq2Xl5eeOKJJ5CWlgZAWeSza9eucHd3V7cJDQ2FQqHAuXPn1G2q70PVRrUPbcrKyqBQKDQ+RGTeeni6QiZxQm2XqyIAMokyzzsREZExMP0jET2MARIiC8a6JGSJ6ntYAijrO9wuKTdan4hUkrLz8faXWXW2sfYHekFBQdi+fTuSkpKwefNm5Obmok+fPrh79y7kcjkcHBzQsmVLjW3c3d0hl8sBAHK5XCM4olqvWldXG4VCgfv372vtV1xcHCQSifrTrl27xjhcIjIgO7EIsYO9AaDG333Vz7GDvZnnnYiIjIazxYnoYQyQEFk41iVpfHFxcXj22WfRokULuLm5YejQobh48aJGGxYpbrjqD0tqUyUAkYnM/UrGpcpFLFfUngbOFh7oDRw4EK+88gp8fX0RGhqKQ4cO4c6dO/jyyy9N2q958+ahuLhY/bl+/bpJ+0NEuunvLcXMkE6QNG2isVwqccLmsQEI85GZqGeNa+PGjejQoQOcnJwQFBSE9PT0Wttu3boVffr0QatWrdCqVSuEhITU2Z6IiBoPMxoQ0cMYICGyAo1Rl4QzSf72ww8/IDIyEidOnEBycjIqKiowYMAAlJSUqNuwSPGjCfORYaMOKeKY+5WMpa5cxNVZ2wM9XbRs2RKdOnXClStXIJVKUV5ejjt37mi0KSgogFQqBQBIpdIaAWPVz/W1cXFxQdOmTbX2w9HRES4uLhofIjJvSdn56L3iCNamXMKd+xUAgJZNmyA6pCN+ntPPasbS3bt3IyYmBrGxscjMzISfnx9CQ0NRWFiotf3Ro0cxatQofP/990hLS0O7du0wYMAA/P7770buORGR7WH6RyJ6GAMkRFbiUeuScCbJ35KSkjBhwgR06dIFfn5+2L59O/Ly8pCRkQGARYobSytnR9QV+2DuVzKm+nIRq3w4ws9qHujp6t69e7h69SpkMhkCAwPRpEkTpKamqtdfvHgReXl5CA4OBgAEBwfj7NmzGg8Gk5OT4eLiAm9vb3Wb6vtQtVHtg4gsn2pW3sNja/H9CqxLuYzkHLmJetb41qxZgylTpmDixInw9vZGfHw8mjVrhm3btmltv2PHDrz55pvo1q0bvLy88Mknn6CqqqrGuEhERI2P6R+J6GEMkBBZmYbWJVHNJGFKo5qKi4sBAK6uyjdITFmk2JromtNVXqy9HgFRY9L19/FmSe3pt6zFO++8gx9++AHXrl3D8ePHMWzYMNjZ2WHUqFGQSCSYPHkyYmJi8P333yMjIwMTJ05EcHAwevbsCQAYMGAAvL298frrr+O///0vvvvuO8yfPx+RkZFwdFSmg5w2bRp+/fVXzJ49GxcuXMCmTZvw5ZdfIjo62pSHTkSNpK5Zeapl1jJLtLy8HBkZGRrXdGKxGCEhITpf0/3555+oqKhQX2tqU1ZWBoVCofEhIqKGCfORYfPYAEglmmm0bHG2OBEB9qbuABE1vnBfGeLFAVi071ydufS1eXfPWfTzcoeDPeOnAFBVVYWZM2eiV69e8PHxAQCjFSnWlmamrKwMZWV//39qyTfHuuZ0XXrwPJo62PEilQzq2s2S+hvBNnIR//bbbxg1ahRu3bqFtm3bonfv3jhx4gTatm0LAFi7di3EYjGGDx+OsrIyhIaGYtOmTert7ezscODAAURERCA4OBjOzs4YP348lixZom7j6emJgwcPIjo6GuvXr8fjjz+OTz75BKGhoUY/XiJqfPXNyqs+SzT4qdbG65gB3Lx5E5WVlVqv6S5cuKDTPubMmQMPD48aL85UFxcXh8WLFz9SX8m8VVYJSM8tQuHdUri1UKb3MeYb7Kb+fiJjC/ORob+3lL/3RMQACZG1Uv2x33DkCtamXNJ5u6KSCvSMS8XyYT58IA0gMjIS2dnZ+Pnnn03dFQDWdXOsyv0qLy6ts+7D7ZJyRCRk8k0eMpik7HysTblcZxsRlG+U2UIu4l27dtW53snJCRs3bsTGjRtrbdO+fXscOnSozv08//zzOH36dIP6SETmTddZebq2s2YffPABdu3ahaNHj8LJqfYg/Lx58xATE6P+WaFQoF27dsboIhlBUnY+Fu/P0QgsyiROiB3sbZTrX1N/P5Gp2IlFFh+oJ6JHx1fEiaxYQ+uSFJWUY1oCC7dHRUXhwIED+P777/H444+rl5uySPG8efNQXFys/ly/fv2RjtGUqud+rYu1peIg86JKA6ML5iImItKNrrPtrGFWXps2bWBnZ6f1mk51zVebDz/8EB988AEOHz4MX1/fOts6OjrCxcVF40PWobZ6PfLiUkQkGD4Fsqm/n4iIyNQYICGyAQ2tS2KrhdsFQUBUVBT27NmDI0eOwNPTU2O9KYsUW9vNsSr3q6tzkzrbsWA7GYquxdlnhnTiG5RERDpSzRKtLaQsgvLtdGuYlefg4IDAwECNazpVwfW6rulWrlyJpUuXIikpCd27dzdGV8kMmbpej6m/n8hUKqsEpF29hW+zfkfa1Vv8HSeycQyQENmIcF+Z3jNJVIXb16dcsqkLhsjISCQkJCAxMREtWrSAXC6HXC7H/fvKYuEsUty4wnxkWPBiF53aJufIDdwbsjUpOv5OdWjTzMA9ISKyLiOffULrQ1fVpag1zcqLiYnB1q1b8fnnn+P8+fOIiIhASUkJJk6cCAAYN24c5s2bp26/YsUKLFiwANu2bUOHDh3U15r37t0z1SGQiehTr8cav5/IFJKy89F7xRGM2noCM3ZlYdTWE+i94ghnSxHZMAZIiGxIQ2eSrE25jF4f2M4Fw+bNm1FcXIznn38eMplM/dm9e7e6zdq1a/Hiiy9i+PDh6Nu3L6RSKb755hv1elWRYjs7OwQHB2Ps2LEYN26c1iLFycnJ8PPzw+rVq222SLHURbcUG9uOXbOZ30MyvKTsfHx67JpOba0hDQwRkTGoHjzVVgNPKnGyurpir732Gj788EMsXLgQ3bp1Q1ZWFpKSktSF2/Py8pCf//f1y+bNm1FeXo4RI0ZoXGt++OGHpjoEMhFT1+sx9fcTGRtTyhGRNizSTmRjwn1liBcH4N09Z1FUUqHzdnJFKaYlZGLTaH+E+3oYsIemJwj1z5ZhkeLGpUrFUV+qIxGU0/z7e0ut5q1TMg1da4/YUnF2IqJHpXrwVNuVVHRIR0T162iVf8OjoqIQFRWldd3Ro0c1fr527ZrhO0QWwdT1ekz9/UTGVF9KOd5rEtkuziAhskFhPjKcmBcCV2cHvbe11bokZFj6FGznNH9qDLrWHhFgXWlgiIgMpa4HT4DywdOuU9eN2SUis2fqej2m/n4iY2JKOSKqDQMkRDbKwV6M5cN89N7OVuuSkOGF+cgwuVcHndpymj89KrlCt9+hSb06WFUaGCIiQ+GDJyL9VX9J6OEghTHq9Zj6+4mMiSnliKg2DJAQ2bAwH/0Lt6vYWl0SMo4Qb6lO7a7d/NPAPSFrlpSdj6UHzunUtr+Ov5NERLaOD56IGibMR4bNYwMglWimsTJWvR5Tfz+RsTClHBHVhjVIiGxcuK8HNkCENxMz9d7WluqSkHGopvnLi0trTdEBAOtSLuEZaXPesJHe6suPr8LaI0RE+uGDJ6KGC/ORob+3FOm5RSi8Wwq3FsprEGPN3DD19xMZQ333mrz+J7JdnEFCRMrC7WMDIHVxbND2rEtCjUU1zb++h9cCgHf3nEX5gypjdIusRGWVgEX7as+Pr8KUEkRE+rtdUlbnrGTWMiCqm51YhOCnWmNIt8cQ/FRro1+DmPr7iQyNKeWIqDYGC5C8//77eO6559CsWTO0bNlSa5u8vDwMGjQIzZo1g5ubG2bNmoUHDx4YqktEVIcwHxmOzX0B0SGd9N6WdUmoMYX5yBAd0rHedkUlFegZl8o0b6SzDUcu61R7xNXZgSkliIj0kJSdj8jE06jvMpAPnoiIyJSYUo6ItDFYiq3y8nK88sorCA4OxqefflpjfWVlJQYNGgSpVIrjx48jPz8f48aNQ5MmTbB8+XJDdYuI6mAnFmFGSEd0dHNG1M76b3IftjblMnamX8eil7x5YUGPpEMbZ53aFZWUIyIhkxezVK+k7HysTbmsU9v5gzrz94mISEeVVQIW7697dp5YBGwYxb/VRERkekwpR0QPM9gMksWLFyM6Ohpdu3bVuv7w4cPIyclBQkICunXrhoEDB2Lp0qXYuHEjysvLDdUtItJBuK8HNowKaNC2qrokh87caORekS3RNz/54v05nL1EtVI9vNOVVNLUgL0hIrIu6blFyC+ue3ZelQC0cnYwUo+IiIjqxpRyRFSdyWqQpKWloWvXrnB3d1cvCw0NhUKhwLlz50zVLSL6C+uSkCmpCujpcpkqAMgvLkV6bpGhu0UW6sSvt+p9eKfC/PhERPrRJXUhABTe1a0dEREREZExmSxAIpfLNYIjANQ/y+XyWrcrKyuDQqHQ+BCRYTRGXRLWh6CGqF5AT1fJObX/7SDblZSdj8gdmTq3Z358IiLdJWXnY+kB3V5u03d2KJEtqKwSkHb1Fr7N+h1pV2+ZxYxoc+wTERGRIelVg2Tu3LlYsWJFnW3Onz8PLy+vR+pUXeLi4rB48WKD7Z+IND1qXZJ395xFPy93ONibLB5LFkpVQO/dPWdRVFJRb/ttx66hh6cr85uTWlJ2PiISMuvMi19ddEgn/v4QEelI1zFWBGXxW87OI9KUlJ2PxftzNGa5yiROiB1sunqO5tgnIiIiQ9PrieXbb7+N8+fP1/l58sknddqXVCpFQUGBxjLVz1KptNbt5s2bh+LiYvXn+vXr+hwCETVQQ+uSFJVUoGdcKmeSUIOE+chwYl4IXHXMW/7unrMof1Bl4F6RJaisErBoX91Fg6uTujgiqt/TBu0TEZG10KUwOwB1qkzOziPSpAowPpwCVF5ciogE08zCN8c+ERERGYNeAZK2bdvCy8urzo+Dg24PsYKDg3H27FkUFhaqlyUnJ8PFxQXe3rWnVXF0dISLi4vGh4iMo6F1SYpKylm4nRrMwV6M5cN8dGrLgBypbDhyWee8+CIAi17qwod3REQ60qUwOwC4Ojtg89gAvnlOVE1dAUbVssX7c4ya2soc+0TU2Jg+johqY7CcN3l5ecjKykJeXh4qKyuRlZWFrKws3Lt3DwAwYMAAeHt74/XXX8d///tffPfdd5g/fz4iIyPh6NiwotBEZHiPUpeEhdupocJ8ZJjcq4NObYtKyvmWm41Lys7H2pTLOrVt2awJH94REekpRce6X/MHdeb4SvSQ+gKMwv9v7+6Do6rvvo9/diPZ8JRggLCJIqDEh4hAABOCfVCMBolYrfWiWBTpwwyUUCHWAr2RAHcRkVqwAjK1HeOMA1WuuWsFabwg2HaUaBRkegcvFLzhCi3ZBJomC9EkkJz7j3TXBEL2Ift4zvs1wzA5OWf399s9+8nZ8z3n95NU09isyuP1lm4TEEplVTX62rp9mvXS+3r894c066X39bV1+/jOCEBSGAskK1asUHZ2tkpKSnTu3DllZ2crOztbH330kSQpISFBu3btUkJCgvLy8jR79mw9+uijWr16dbiaBCBEPPOSbHk4W4FccO2ZuJ07SRCM/KzLD794MUPSyjcPc1WQBbVeaNfP/1Dl9/qbZ1EcAYBAlFXV6HfvnfBrXWdK3/A2BohDdWf9u8PV3/VCIRbbBIQKw8cB8CVsBZLS0lIZhnHJv9tvv927zogRI7R792598cUXOn36tH75y1/qiisCmjceQBQFOy8Jd5IgGDmjUpWekiR/a3Iud4s27TsW1jYhtpRV1Wjy2r2qb2r1a/30lCRNvm5wmFsFAObhGYbHF5s6MpaJ2YFLpQ1MCul6oRCLbQJCgeHjAPgjbAUSANbgmZcktX8fv7fx3Eny/N7POBCB3xLsNpXMuPwcVd3ZsPcz9jOL2P23Gs179aDqm877vQ2TBgNAYPyde8QQGQtcjq+LfqJRYIzFNgGhwPBxAPxBgQRAr00bk673l+UrtX9iQNtt2HtUtz3DuJ/w37Qx6XoxwIIc+5n57f7bKRVtPxjQNovzr2doLQAIkL9zj3z/tpFkLHAZnS/6ubgg4fk50gXGWGwTEAoMHwfAHxRIAIRE4hV2Pf3AmIC3c7mbNe9V5iWB/4IpyLGfmVNbu6Hn9x7Vj7d9rEBuEnImO1Q0dXT4GgYAJuPJW3/nHrkrgHnDACvyXPTjTOk6ZJUzJUkvzo7O/Gix2Cagtxg+DoA/mPADQMhMG5OuLQ9nq2h7YCcrpY55STbJpuljOfCGb56C3LxXA7trgP3MPMqqarTyzcNyuVsC2s4maeV9N3MFJAD4KZC8tanjZCrD8AC+TRuTrruynKo8Xq+6s81KG9jx2YnmMUostgnoDc/wca7G5m7nIeHvFgCJO0gAhFiwE7czLwkCNW1MuhbnZwa0DfuZOXjmGwm0ODK4fyJXQAJAAMqqajQ/gLxl7hHAP23thio+/6d2/fvu5nvHZijvusEx8dlJsNuUd91gfWv8VcoZlarK4/X646F/qOLzf3L8jLjD8HEA/MEdJABCbvrYdG1RcHeSbNh7VNsrT2rlfVmcxIRPRVMztb3ypFzuwMaMZT+LXx3zjXwc8Hap/fuoYtmdSryCa0MAwB9t7YZWvvlJt1fcXg5zjwC+lVXVaNXOT7pMHJ2ekqSSGbF1XBov7QR88Qwfd/H+7GR/BvBvnCUAEBbB3kkiMV8E/Jdgt2nlfVmXXA3kD/az+BLsfCMeTz9wC8URAPCD58r2om0HAr4AgblHgJ557srqfJJWklyNzZr/6kGVVdVEqWVdxUs74b/169drypQp6tevnwYNGtTtOtXV1SosLFS/fv2UlpamJ598UhcuXOiyzp///GdNmDBBDodDo0ePVmlp6SWPs3nzZo0cOVJJSUnKzc1VZWVll983NzdrwYIFGjx4sAYMGKAHH3xQtbW1oepqt6aNSde7S6Zq+48m6/nvjtf2H03Wu0umUhwBIIkCCYAwmj42XVtnT5Az2RHU9kXbP9buv3HwjZ55J5QMcj9bsO1jrXrzMMMGxChPYWTC6v/Shr2fBby93SZteZhhtQDAH2VVNfraun2a9dL7+lOV/yerbOq4spwx3IHLa2s3tGpn93dleZat2vlJ1I9H46WdCMz58+f10EMPaf78+d3+vq2tTYWFhWptbdX+/fv1yiuvqLS0VCtWrPCuc/z4cRUWFuqOO+7QoUOHtGjRIv3whz/U22+/7V3ntddeU3FxsUpKSnTw4EGNGzdOBQUFqqur866zePFi7dy5Uzt27NBf/vIXnTp1St/+9rfD1/l/6zx8XKwMaQcgNtgMw4jrv2put1spKSlqbGxUcnJytJsDoBtt7YY27TsW1MlNSVqcn6miqZm9OoAxa1aYtV/B6O1+JjFsQKwpq6rR0v/zf9XwxfmgH2PLw9maPjYjhK2KT2bMCjP2CYim3X+r0Y+3HQxqW5sU03M8mTEvzNgns6v4/J+a9dL7Ptfb/qPJyrtucARa1L14aSf8c3FWlJaWatGiRWpoaOiy3p/+9Cfde++9OnXqlIYNGyZJ2rp1q5YsWaLTp08rMTFRS5Ys0VtvvaWqqirvdt/97nfV0NCgsrIySVJubq5uvfVWbdq0SZLU3t6u4cOHa+HChVq6dKkaGxs1dOhQbdu2Td/5znckSUeOHNFNN92kiooKTZ48Oah+AUB3/M0K7iABEHYJdpsez8/UloezFUyNY8Peo7rtmX3cyo0e9XY/k6SaRobdihWeidiDLY6kpyRp6+wJFEcAoAee4bRWvlmlBduDK46kpyTFdHEEiBX+DllXdzawoe1Czd/nj3Y7EVoVFRW65ZZbvMURSSooKJDb7dbhw4e96+Tn53fZrqC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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 19\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 20\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 22\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 23\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 24\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 25\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 26\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 27\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 28\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 29\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# first, randomly select the other multiple choice options\n", + "np.random.seed(1)\n", + "fbench_questions = []\n", + "for idx, _ in enumerate(fbench):\n", + " mc_options = [idx]\n", + " # select 4 more random functions\n", + " for _ in range(4):\n", + " random_idx = np.random.randint(0, len(fbench))\n", + " while random_idx in mc_options:\n", + " random_idx = np.random.randint(0, len(fbench))\n", + " mc_options.append(random_idx)\n", + " # shuffle options\n", + " np.random.shuffle(mc_options)\n", + " # store the options and the correct answer\n", + " fbench_questions.append((mc_options, idx))\n", + "\n", + "# assure that the shape of the correct answer is unique among the mc options\n", + "fbench_questions[4] = ([16, 13, 4, 7, 22], 4)\n", + "fbench_questions[7] = ([12, 11, 17, 7, 15], 7)\n", + "fbench_questions[9] = ([9, 8, 26, 1, 7], 9)\n", + "fbench_questions[10] = ([1, 10, 4, 27, 29], 10)\n", + "fbench_questions[13] = ([7, 13, 24, 0, 6], 13)\n", + "fbench_questions[19] = ([0, 19, 22, 8, 2], 19)\n", + "fbench_questions[21] = ([21, 5, 13, 22, 7], 21)\n", + "fbench_questions[22] = ([8, 10, 0, 20, 22], 22)\n", + "fbench_questions[27] = ([27, 2, 20, 5, 14], 27)\n", + "fbench_questions[29] = ([18, 23, 10, 3, 29], 29)\n", + "\n", + "# plot the 5 functions for each question\n", + "# make a 1x5 grid of plots\n", + "for idx, (options, correct) in enumerate(fbench_questions):\n", + " fig, axes = plt.subplots(1, 5, figsize=(20, 3))\n", + " print('Question ', idx)\n", + " for i, ax in enumerate(axes):\n", + " f, n = fbench[options[i]]\n", + " y = f(x)\n", + " ax.scatter(x, y)\n", + " ax.set_title(n)\n", + " # if it is the correct one, set the title color to red\n", + " if options[i] == correct:\n", + " ax.title.set_color('red')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# F-Bench (Hard subset with less well-known functions)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": 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", 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p8IuiVSYiRETks9yawIJ1CrUhg7xfG3KlB5LjpWP9YStvgNkDICKyGrcmsGHfaXy69TCOnr2EFtc0xK+7t0DfNk11v0mRd208eAbFZdaYDanQJyESQQEOqXFVbOWdpkPNilUwESEiwv8lH2+u2Ysth87i8lvED4d+wedZ5f0neraKwNSUdkxKbOL9jBzpWCNmQ4Dy5ZlHByTijXS5827mr92P1BT96lbMxqUZIvJ7K7cfR6eZX+OBRZn44Yok5EqbD53FA//IRIf/WYnlWUcNGyOpc2sC3+49JRUb4IQhsyEVUlPaoYFkYuHrDc6YiBCRX3t5xS5MWroVl8o0pceVasCUD7Pw0LuZOo2M6iszOx+XSuXe15Trmhk64+ByOjB5UKJ0vC83ONM1EZk1axZ69uyJ0NBQREdH44477sDPP/+s5yWJiKS9uHwn3v5Pdr2eY/XuU3hw0SYvjYi86d87j0vH/rZPvH4DqYHKrIgvNzjTNRFZt24dJk+ejI0bN2LVqlUoLS3FkCFDcP78eT0vS0RUpxeX78Q763O88lxrfj6N8f9gMmIlbk1gycZcqdiGDZzokxip84iupjor4qsNznRNRL7++muMGzcOnTp1QteuXbF48WLk5uZiy5Ytel6WiKhW3kxCKqzdexq3zv3Oq89JnlPpHTK6Z5xphaAqDc6+23vKJ5dnDK0RKSgoAAA0adKk2p8XFxejsLCwyhcRkTe9vML7SUiFn44V4cFFrBkxm2on1SGd6n/CrqdUGpxdLNWQmZ2v84iMZ1giomkapk2bhhtvvBGdO3euNmbWrFkIDw+v/IqLizNqeETkB1ZuP4a3/5Oj6zXW/HwKLy7fpes1qHYqsyEhQS70al39h2OjqDQ4U6l7sQvDEpHJkydjx44d+PDDD2uMmTFjBgoKCiq/Dh8+bNTwiMjHuTWBxz/KMuRa76zPxsrtvnfDsAO3JvD2evkC5If6JZjen6NPQiSCG8jdjj/YlOtzyzOGJCJTpkzB8uXLsXbtWrRo0aLGuKCgIISFhVX5IiLyhnnpe1HsNu4f8OkfZ/ncDcMOMrPzcb7YLRVrVCfVuricDozpKbcCUOL2vZ4iuiYiQghMmTIF//znP7FmzRq0bt1az8sREVXLrQn8ZY1cF8vLRTUOwD03XIuoxg2UH3upTPO5G4YdqCxdGNVJVYZKnYqvnT+jayIyefJkLFmyBEuXLkVoaCjy8vKQl5eHixcv6nlZIqIq5qXvheRxI5XG39gKm58dij/9phs2PzsEE/urf5Cam77Pp24YVufWBJZtllvSD3RZYzakQq/WTdA4yCUV62udVnVNRBYsWICCggIMHDgQMTExlV8fffSRnpclIqqkuoMCACb0i0farVWL6p8Z2RF/vbc7VD4/awDuXrhB6drkuY0Hz0h3Ur2vd0vLzIYA5cszE/vJJ7t/X3/QZ5Jc3ZdmqvsaN26cnpclIqqksoMCAEZ2bo5nR3Wq9mcjusTg55eGKyUjW3LP4ssfjyk8gjy14cBp6Vgzt+zWRKXT6rlit89s5eVZM0Tks1RnQ4JcDsy9t3utMYEBTjyW0kZpHNM/2uYzn16tbLPkjblhA6fpW3aro9pp1Ve28jIRISKfpTob8vo9SVLT9akp7RAk2w4T5QfkPbZsm3Q8qXNrAlsP/SIVe1O7KEsty1xOZVbkw82HfSLBZSJCRD7JrQksWCc/GzLq+hiM6CI3Xe9yOvD6Pd2UxrP8p+PsLaIjlYJkMw64k+VyOnB/n5ZSsRdLfeMgPCYiROSTNh48g2LJO1OAA3hzTJLS84/oEosJ/VopPeb//e92n/gEazUqSWdwgDkH3KlQqV/5/sApHUdiDCYiROST3s/IkY6dcnNbj6bqnx3VGd3jwqXjzxWX+cQnWKtRSToHdbDuskyFXq2bSHda/SFHbjnKypiIEJHPcWsCq3adkIoNcKJe/SQ+efRG6dNTAd89yt1MSzYeko69v3e8fgPxEpfTgYHtoqRit+Wetf0sGxMRIvI589L3Qrabe8p1zer1CdnldCD1ZvldNOm7T9j+xmElbk1g9a48qVg7LMtUkD0IzxeamzERISKforpl1xuFi6kp7RAgmcuUabD9jcNKyndGycU+MiDR8ssyFfokRCIoQO4WbffmZkxEiMinqGzZ9dYnZJfTgSkKsyK+dlaIWVRO2rXKAXeyXE4Hbu4QLRVr9+ZmTESIyGeoHgHvzU/IKv0ffGE63QpUTtod3DHaNrMhFe7vI78ry87NzZiIEJHPMPMIeNWumJwVqT+Vm68dilSv1CchUnr3jJ2bmzERISKfYfYR8JwVMY7KSbsNG9inSPVyLqcDY3rGScXaubkZExEi8gluTWDJxlypWL2OgFedFVm47oBtP8WaTeWk3dE942y3LFNBpbnZkk05+g1ER0xEiMgnqBSp6nkEvMqsyKUy+36KNVuGwu/NiiftyurVugkaB7mkYlfvOmnLxJaJCBHZnmqRqp43JtVZETY488z+k0VScSFBLkuetCvL5XRgYr/WUrF2Xe5jIkJEtqdSpGrEjSk1pZ10t1U2OFPn1gTW/nxSKnZop+a2XZapUD7LJhdrx54iTESIyPbyCi9Jxz7UL0H3G5PL6cAtHZtJxbLBmTqVs2X6tWmq82j053I6MLhjc6lYO/YUYSJCRLZ3uqhYKk6vItXqyLboBli0qkrlbJnm4Q11HIlxVHqK5BVc1HEk3sdEhIhsb8shuU+AgzoY19SqvEU3i1a9za0JrNkjtyxj9/qQy6n8eVq//7TOo/EuJiJEZGvl9QKnpGLbRofoPJr/43I68OgA+aJVu269NFr5sozctl0jluGM4nI6MKi9XMv3b3bm2WqGjYkIEdmayo0pOcHYegGVrbx23XppNNllGbudLSOjTXSoVJzd6kSYiBCRrcnemMw4Al5lK69dt14aya0JrN6VJxVrx7Nl6pKs8OfXTmfPMBEhIttSqRcY1CHKlBuTytZLnj9Tu/KmdXKxdjxbpi6+evYMExEisi2VZRmzbkwqWy85K1IzlaZ1Zsx+GcFXz55hIkJEtmXlZZnLqWy95Fbe6qk0rTNr9ssIvnj2DBMRIrIltybw3V653TJm35i4lbf+VJrW+eKyTAVfPHuGiQgR2VJmdj7Ol8h9Qjb7xqS6lff7A3IJlj+RbVrXsIFvLstU8MWzZ5iIEJEtye4KaBTossSNSeX8mR9yftF3MDYk27Tupna+uyxTwdfOnmEiQkS249YEPt16RCp2RGdrHHqmcv7Mttyzlr95GMmtCaTvPiEVa2TTOrP42tkzTESIyHYys/NRdEluWeZGCx16Jnv+jF2m1I2ism3X6KZ1ZvGls2eYiBCR7agULlrp0LPyolW5f3bZU6Qct+1Wz5fOnmEiQkS2k39OrnAxLDjAUoeeuZwO3NxB7rwQzoqU47bd6vnS2TNMRIjIdiIaBUrF3Zl0reVuTCpT6nYoNNSbSqtys3dHGc1Xzp5hIkJEtpNxQG6quWWTRjqPRJ3KlLrVbyB6UylK9vVtu9XxlbNnmIgQka24NYEVP8n9o9qksdzMiZFUe4pY+QaiN5Wi5NE94yw3+6U3lbNn/nfrUcvOrjERISJb2XjwDC5KbqGwUqHq5cr7QMjdND/YlGvZG4jeVJIwldbnvkLl7JnCS2WWnV1jIkJEtiJ7vkxIkLUKVS/ncjpwf5+WUrElbv8sWnVrAss2H5aKtVpRspFUEjCrzq4xESEi21A5X6Z/20hLT9Wr3ED8sWh148EzuCQ58/Xr7tYrSjZKr9ZNEBosd/bMh5sPW/LPERMRIrINO50vUxeVw8v8sWhVduYL8M9lmQoupwO/6d5CKvZiqTUPVGQiQkS2IdvIzCrny9RG5fAywPrdMb3JrQms2XNSKjYkyOW3yzIVVBKxJZty9BuIh5iIEJFtfL9PblnGKufL1CU1pR0kd/JavjumN208eAbFZXLLMg/1S7DFe60nldm11btOWm55hokIEdmCWxNYtUvu4DMrnS9Tm/LDy+QOwlux/bjlbiB6yZBcPmjgdCA1pa3Oo7E+ldk1K3bsZSJCRLaQmZ2PgktlUrFW3bZbHdnumJfKrLm+r4f9J4uk4lI6Rvv9bEiF8i3hcrFWK35mIkJEtiBbHxLRsIGtagZUumNacX3f29yawNqf5epDerS8RufR2Ef57FpzqVirFT8zESEiW5CtDxl8nb0+Jau0fLfi+r63ldeHyL3GpiFBOo/GXlTOMbJS8TMTESKyPF+sD6mg0vLdiuv73qaybddOS3BGUElqrVT8zESEiCzPV+tDKqis7y9cd8BnZ0W4bbd+XE4HBrWPlor9ZmeeZf4cMREhIsvz1fqQCirr+75ctMptu/UnW/xspToRJiJEZHm+Wh9yOZX1fV8tWpVdluG23ZqpFD9b5ewZJiJEZGm+XB9yOZX1/bV7TllmWt1b3JrA6l15UrGDuW23Rn0SIhEsuc5nlZOdmYgQkaX5en1IBZWiVV9cnpmXvheSZ9xZ/hwhM7mcDozpGScVa5WTnZmIEJGl+Xp9yOVUWr6/tzFH17EYya0JvL0+Wyo2OMBp+XOEzGa3k52ZiBCRpeWfK5aKs3N9SAWX04HureSadH2313eWZzKz83G+WO5U5UEdomz/PuvNbic7MxEhIktr0jhQKs7O9SGX6yk5q3OxVDP9BuItsrNeAJdlZKie7Gx20SoTESKytOiwYK/GWV3fRPmEyuwbiLes3yfXO6RhAy7LyCrvTSM3c2R20SoTESKytMxsyaJM31ilsOWuh/pwawJf7ZDbLXNTOy7LyHI5Hbi/T0upWLOLVpmIEJFluTWBdzfI9ZY4fV6ulsTq7LjroT4ys/NxoURuu0zb6BCdR+Nb7FK0ykSEiCwrMzsfZy+WSsVGh/rG0gxgnxuIN6gsLyUn+EYdkFHsUrSqayLy3Xff4dZbb0VsbCwcDgc+//xzPS9HRD7Gn7buXs4uN5D6cmsCyzYfloplfYg61aJVs07k1TUROX/+PLp27Yr58+freRki8lH+0Nq9Onbb9eCpjQfP4JJkF7PRPeN86j02ikpvGrNO5NU1ERk+fDheeukl3HnnnXpehoh8kL+0dq+JnXY9eEr2bBlAbbmK/k/5gYrNpGL/lXXMlD9HlqoRKS4uRmFhYZUvIvJP/tLavSZ22vXgCZWzZUKCXD619GY02RN5SzVz/hxZKhGZNWsWwsPDK7/i4uQqx4nI9/hrfcjlVGYBFq47YKtZEZWzZR7ql8BlmXpQOZHXjOJnSyUiM2bMQEFBQeXX4cNyRUxE5Hv8qbV7TVSKVu10EJ5bE1iw7oBUbAOnA6kpbXUekW9TOdnZjOJnSyUiQUFBCAsLq/JFRP7pyC8XpOJ8sT6kgmrRasZBc4oNVW08eAbFZXKfugd39N1E0ygqJzsDxhc/WyoRISICyj8xf/HjMalYX6wPuZzKrod9J8/pOxgvUSlS5dky3qFS/Py/W48aujyjayJy7tw5ZGVlISsrCwCQnZ2NrKws5Obm6nlZIrK5zOx85J+vu5FZZONAn60PqeByOnB7UqxU7No9Jy1fJ+LWBNbskTtbJjiAvUO8RaX4ufBSmaHLM7omIj/88AOSkpKQlJQEAJg+fTqSkpIwc+ZMPS9LRDYnW6h6W7dYv5i279c2WirODrtnypdl5KpUHxmQ6Bfvr1FUip9PFsmfiFxfAXo++cCBAyGEtbNzIrIe2UZmLSJ8e1mmQnOFk4Xnr92P1JS2lr2Bv5+RIxXHIlXv69W6CZo0biA122jkkQmsESEiS1FpZNakcaDOo7EGld0zZvWCkOHWBL7dK5dkJrWMsGwyZVcupwMv3d65zriY8GBDlzyZiBCRpfh7I7PqqO6esWpPkczsfOmW7jfEX6PzaPzTiC6xePimmv8sOQCk3drR0CSQiQgRWYrs2nREI99tZFYdlV0PVu0porIt9MbEKB1H4t9mjOiIv97b/aoZxZjwYCy4vzuGdTa2nb6uNSJERKqahgRJxY1LjverqXuX04HJgxLxRvp+qfglm3JwY1vr9FhxawJLNsrtmORJu/ob0SUGQzs3R2Z2Pk4WXUJ0aPlyjBl/p5iIEJGlZGbLfZLvGe8/syEVUlPaYf7aAyiVWHZZu+cU3JqwTLJW3tJdbrmIJ+0aw+V0KLV/1wuXZojIMtyawLsb5JpdnT4v1wLel1TMisiw0vKMWxOYv1aupTvAk3b9DRMRIrKMzOx8nL1Y99ZCwNjthVai0mn1vY05uo5FlspsCE/a9T9MRIjIMlioWjeX04HureR2lKTvPmH67hnV2RCetOt/mIgQkWWwUFVOT8kkrEyD6T1FVGZD2MTMPzERISLrkPzw7o+Fqpfrmyi/G2b+2v2mzYq4NYG312dLx08e1MavE0x/xUSEiCzj5Dm5AlTZOF/VJyESQZKFImZ2Ws3Mzsf5YrdULGdD/BcTESKyjHzJBEM2zle5nA48OkBu9wxg3qyI7OGFAGdD/BkTESKyjCO/XJCK85czZmqj0mnVrFmR9ftOSsUFujgb4s+YiBCRJbg1gS9+PCYV6y9nzNRGpacIYPysiFsT+GKb3Ps5qEM0Z0P8GBMRIrKEzOx8qePJIxsH+u3W3StZeVZk6rItKJPMe9pGh+g7GLI0JiJEZAmy9QS3dYvlp+f/Up0VMepU3pXbj2HFTyek45MTrHMmDhmPiQgRWYJsAWqLCC7LXM5qp/K6NYHHP8qSjg8O4AF3/o6JCBFZAgtVPaM6K/LM5z/pOJryBmbFbvlZl0cGJHKGy88xESEi07FQtX5SU9rBJXkvzzlzAV9K/q5VuTWBBevk27mzdwgBTESIyAJYqFo/LqcDt3RsJh3/xMdZutSKbDx4BsWyFapg7xAqx0SEiEzHQtX6eyA5Xjq2xK3PDpr3M3KkY4MDnJwNIQBMRIjIAlioWn99EiIR3ED+n/S56fu8Oivi1gT+vVN+p8xrd3djUkkAmIgQkQWwULX+XE4H5vy6i3S8BuDuhRu8dv27FnwPTTK2W1w4RnSJ8dq1yd6YiBCRqVio6j2jul2L7i3DpeO35J71SuHqi8t3YOvhAun4J4d0qPc1yXcwESEiU7FQ1bs+eeRG6R00ADDtw231WqJZuf0Y3ll/SDqefUPoSkxEiMhUJ4vkClVvZ6GqFJfTgdSb20jHuwUw5YMtHl3LrQlM/XCb0mPYN4SuxESEiEzVNCRIKi7lOvntqf5OpdsqAHy18wReXrFL+TpTl21BmWxhCHjKLlWPiQgRmSozW7LluHEHx9qey+nA63d3VXrM2//Jxsrtx6XjS8o0pfNkAODP3ClD1WAiQkSmcWsC726Qqy84fV5uiy+VG9XtWrSNbqz0mNSlW6XrRfrPTld67h4tI3Br11ilx5B/YCJCRKbJzM7H2Yt1F6oCQHRosM6j8T0rpt6kFO8GkDJnTe0xmsCAP6XjRGGJ9PMGOICPH+mrNBbyH0xEiMg0soWqEY0acMeMBwIDnBh5vVptTU7+JfR++d8oqab4Y+X242jz9Eoc+kXufaswd0x3LslQjQLMHgAR+S/ZQtVxyfG8kXlo7pge+GbnSqWi0hNFpWj3P18hoWkjpI3qBAB4YcVOHDgl13juciM6N2fzMqoVExEiMo9kAWrPeM6GeMrldGDu6CRMWqq2zRYADp6+gLGLN3t+bQcw797uHj+e/AOXZojINLIFqCxUrZ8RXWIxsX+84dd9Y3QSZ7KoTkxEiMg0skszsnFUs2dGdsKwzsb1YknpEM1dMiSFiQgRmYY9RIw1/94eUDig12OdY0Pxzrie+l+IfAITESIyBXuIGM/ldOhes9EpJgTLFbcNk39jIkJEpmAPEXMM6xyDhfd31+Uf/04xIVjx2AAdnpl8GRMRIjIFe4iYZ1jnGOx7ZQRaRzby2nN2ZhJCHmIiQkSmYA8Rc7mcDqx9chAm9Gtd7+dK6dAUy5mEkIeYiBCROdhDxBKeHdURe18arnwuDQA0cAJ/Gd0N74zrrcPIyF+woRkRmWLNHrmTW1moqr/AACdWTR+IiyVuTHxvM77ff6bWPDGxaWM8d1sn9G3TlLNVVG9MRIjIcG5N4J9ZR6ViWahqnIaBLix5qA/cmsCGfafxyZZc7DpeiEtlGpqFBmNop+YYd2NrBAZwMp28h4kIERkuMzsf+efr3jET2TiQhaomcDkd6N8+Cv3bR5k9FPIDTGuJyHB5hXI7Zm7rFsupfyIfx0SEiAyXf06u7qNFREOdR0JEZmMiQkSGO/KL3HHyTRoH6jwSIjIbExEiMpRbE/jix2NSsc3DOSNC5OuYiBCRoVioSkSXYyJCRIaSbe1+OwtVifwCExEiMpRsa/eU65rpPBIisgImIkRkLMnW7tJxRGRrTESIyFBs7U5El2MiQkSGYWt3IroSExEiMgx3zBDRlZiIEJFh2NqdiK7ERISIDMPW7kR0JSYiRGQYtnYnoisZkojMnz8f8fHxCA4ORu/evZGZmWnEZYnIQtjanYiqo3si8tFHH2H69OlIS0vD1q1b0bVrVwwdOhQnT57U+9JEZCEsVCWi6uieiLz22muYOHEixo8fj44dO2LhwoVo1KgR/vGPf1wVW1xcjMLCwipfROQb2NqdiKqjayJSUlKCLVu2YPDgwf93QacTgwcPRkZGxlXxs2bNQnh4eOVXXFycnsMjIgOxtTsRVUfXROT06dNwu91o1qzqPyzNmjVDXl7eVfEzZsxAQUFB5dfhw4f1HB4RGYmt3YmoGgFmD+ByQUFBCAqS+9RERPYi27Kdrd2J/IuuMyJNmzaFy+XCiRNVz5Y4ceIEmjdvruelichiZJdmZOOIyDfomogEBgaiR48eSE9Pr/yepmlIT09HcnKynpcmIovJzD4jF8ilGSK/ovvSzPTp0zF27FjccMMN6NWrF9544w2cP38e48eP1/vSRGQRbk3g3Q2HpGK5NEPkX3RPRO655x6cOnUKM2fORF5eHrp164avv/76qgJWIvJdmdn5OHux7h4iAE/dJfI3hhSrTpkyBVOmTDHiUkRkQbI9RCIaNWAzMyI/w7NmiEh3sgWo45Lj2cyMyM8wESEi/UkWoPaM52wIkb9hIkJEuluz50TdQWChKpE/YiJCRLpyawL/zDoqFctCVSL/w0SEiHTFU3eJqDZMRIhIVzx1l4hqw0SEiHTFU3eJqDZMRIhIV2ztTkS1YSJCRLpha3ciqgsTESLSDVu7E1FdmIgQkW7Y2p2I6sJEhIh0w9buRFQXQw69IzKCWxPYsO80PtmSi13HC3Gx1I3GgQG4LiYcv+nRAn3bNOXNzmhs7U5EdWAiQrZXUqbhqf/9EZ9nHYN21Y2vGHtPnscXPx6DA8CUgYmYNqQ9ExKDsLU7EdWFiQjZllsTSF26FSt35EnFCwDzvj2Aed8ewNRBiXjsFiYkemJrdyKSwRoRsqWV24+j3TMrpZOQK81dewDt/2clVm4/5uWRUQW2diciGUxEyHZeXrELk5ZuhbueDbDKNGDS0m14cfkO7wyMqsgrlNsxcxtbuxP5NSYiZCsvLt+Jt/+T7dXnfGf9IUxYnOnV5yQg/5xc3UeLiIY6j4SIrIyJCNnGi8t34p31Obo8d/qeU0xGvOzILxek4po0DtR5JERkZUxEyBZeXqFfElIhfc8pvLh8l67X8BduTeCLH+Xqb5qHc0aEyJ8xESHLW7n9GN7+T44h13pnfTZWbj9uyLV8GQtViUgWExGyNLcmMPXDbYZec+qyrXBf3ZCEFMi2dr+dhapEfo+JCFnaXQu/R5lm7DXLBHD3wg3GXtTHyLZ2T7mumc4jISKrYyJClrU86yi25hYoP65hAweeHt4Bu18YhtSBiR5de0vuWXwpWeNA1ZCdUOLEE5HfYyJCluTWBB7/OEv5cTe3b4rdL47A7wYkomGgC08M64ADr4zA8E7qn7ynfbiNSzQeOim5dVc2joh8FxMRsqSpy7agVHFJZvyNrfCP8b2v+r7L6cCCB27AhH7xSs/nFkDq0q1qgyAA8j1EZOOIyHcxESHLWbn9GFb8JHdYWoUJ/eKRdmvnWmOeHdVJORlZuSOPu2g8wB4iRCSLiQhZilsTePyjLKXHDO/UDM+O6iQV++yoThh/Yyul55/+cRaXaBSwhwgRqWAiQpYyL30vihUOkQlwAH+5r4fSNdJu7Yy2UY2l4y+VaZiXvk/pGv6MPUSISAUTEbIMtyYwf+0BpcfMHdPdoz4UKx67SSn+L2v2cVZEEnuIEJEKJiJkGfPS96JU4WY/6voYjOgS49G1AgOcGHm9/E6aMgE8tszYxmp2xR4iRKSCiQhZgupsSJDLgTfHJNXrmnPH9ECAwt+A5T8dZ+GqhMzsM3KBnGAiIjARIYtQnQ15/Z6kek/ru5wOzB2tlsz8v//dziWaWrg1gXc3HJKKPX2eW3eJiIkIWYBbE/jLmv3S8fVZkrnSiC6xSks054rLsPGA5Cd+P5SZnY+zF+suVAWA6NBgnUdDRHbARIRMNy99L8okJxlcDtR7SeZKc8f0QAOF2ZX3NuZ49fq+RLZQNaJRA+6YISIATETIZKq1IYM7NvP6TguX04HJg+TPpEnffYLLMzWQLVQdlxzPHTNEBICJCJlMtTbkt33idRlHako7BEjeF8s0sK9IDWQLVXvGczaEiMoxESHTqM6GhAQFoE9ipC5jcTkdmHJzG+n4+Wv3c1bkCixUJSJPMBEh06jOhsz+dRddp/NTU9pJ14qUaoKzIldgoSoReYKJCJnCrQksWCc/G+LNnTI1Ua0V4axIVSxUJSJPMBEhU2w8eAbFkltlAnTYKVMTzop4joWqROQJJiJkigyFXhxTbm5r2I1LdVZk4boDnBX5LxaqEpEnmIiQKfafLJKKa+B0IDWlrc6jqUplVuRSmcYGZ2ChKhF5jokIGc6tCazedUIq9jYTTmhVnRVhgzMWqhKR55iIkOFUOqn2a9NU38HUIDWlHVyS+Q8bnLFQlYg8x0SEDKXaO6R5eEMdR1Mzl9OBWzrKnUHDBmcsVCUizzERIUOp9A4JCXKZ+un5geR46di/rz/o37Miki+dhapEdCUmImQY1d4hD/VLMPXTc5+ESARJ9n0/V+xGZna+ziOyrpPn5ApQZeOIyH8wESHDqPQOMWO3zJVcTgceHSBftPrvncd1HI21fb/vlFRcPhMRIroCExEyzJKNcts7AWDyoDaWqCVQ2cr7waZcv1yecWsCqyR3QTVpHKjzaIjIbpiIkCHKt+zmScVaYTakgsvpwP19WkrFlrj9s9NqZnY+Ci6VScWaVXxMRNbll4mIWxPIOHAGX2QdRcaBM375KdZo5UWqcrFWmQ2pMKST/Bk3/nj+DLfuElF9BJg9AKN9veM4nvvXTuQV/t9adfOwIDx3WycM66zvoWr+SqVI1UqzIRV6tW6CxkEunC921xlbcf7MtFvaGTAya+DWXSKqD7+aEfl6x3E8smRrlSQEAPIKi/HIkq34eof/FhvqSaVIdXDHaMvdrFxOByb2ay0d72/nz/CMGSKqD79JRNyawFOf/VRrzFOf/eRXNxCjqBxwd3/veP0GUg88f6Z6PGOGiOrLbxKRjQfO4OyF2s/COHuh1G9uIEaSPeAuOMCJPomROo/GM6rnz2QcPK3jaKyDZ8wQUX35TSIie2NYsilH34H4GZUD7kZ2ibHcsszlUlPaQbK/GfadPKfvYCyChapEVF+6JSIvv/wy+vbti0aNGiEiIkKvyyiQu4Os3nWSyzNeZIcD7mS5nA7cnhQrFbt2j3/8OWKhKhHVl26JSElJCe666y48+uijel1CSbLklH/FrgeqP7cm8Pb6bOl4O/SY6Nc2WirOX3qKsFCViOpLt0Tk+eefx+OPP47rr79er0soKT83RO7l+tuuB71kZudLbXkFzD/gTlbzMPk6B1//c8RCVSLyBkvViBQXF6OwsLDKl7e4nA7c3EHu06w/7XrQk8rZK2YfcCeroqeIDF//c8RCVSLyBkslIrNmzUJ4eHjlV1xcnFef//4+raRjvz8gd4gXVc+tCSzbfFgqNtBlvSZmNVHtKeLLxc95hZKFqg1ZqEpENVNKRJ566ik4HI5av/bs2ePxYGbMmIGCgoLKr8OH5W5ksvokRKKB5Cv+IecXr17b32w8eAaXJHu639e7pS1mQyqo9BTx5eJn2RN3B19nvSZ1RGQdSi3en3jiCYwbN67WmISEBI8HExQUhKAguSp8T7icDqRc1wxf76x7O+m23LNwa4L/gHpI5aRdlbNcrKCip8gb6fvrjPXVlu8qJ+7eaPHdUERkLqVEJCoqClFRUXqNxRAPJMdLJSK+egMxgspJu3YpUr1Sako7zF+7X+ogv4XrDiA1pa1PJbU8cZeIvEW3GpHc3FxkZWUhNzcXbrcbWVlZyMrKwrlz5jZ64u4Z/amctGuXItUruZwODO7YXCrWF4tWWR9CRN6iWyIyc+ZMJCUlIS0tDefOnUNSUhKSkpLwww8/6HVJKdw9oy+V3iFWPGlXhUrxs68Vreafk9uOy/oQIqqLbonI4sWLIYS46mvgwIF6XVKaP99A9KbSO8SKJ+2qKJ9dkxv/2j2nfGp27cgvF6TiWB9CRHWx1PZdo6jcQHx514MeZKfsAeuetCvL5XTg0QFyB+H50uyaWxP44sdjUrGsDyGiuvhlIqJyA2HLdzXr952UimvYwLon7apQOQjvvY05uo7FKJnZ+cg/X3cjs8jGgawPIaI6+WUiAlT0gpCLZdGqHLcm8NUOud0yN7WLsvWyTAWX04Hura6Riv1ur28sz8jOet3WLdYn3mMi0pffJiL+vutBD5nZ+bhQIrddpm10iM6jMU5PyU/9F0s1ZGbn6zwa/ckWqraI4LIMEdXNbxMRgEWr3qZytkxygu8UMfZNlH8tKr8jq4poFOjVOCLyb36diPjzrgdvUzlbxlfqQyr0SYhEsOQ63webcm3/5yjjwGmpuLMXSnQeCRH5Ar9ORPx114MeVM6WGd0zzqdqB1xOB8b0lDugscRt7+JnldbuTRpzRoSI6ubXiQigtuuBJ/LWzJfPlpGh8pr+vv6gbWdF2NqdiLzN7xMRlV0PPJG3em5NYM0euW27dj1bpi69WjdB4yCXVOy5Yrdti1bZ2p2IvM3vExFAftdDxYm8VNXGg2dQXCa3LGPXs2Xq4nI6MLFfa+l4uxatfr9PblaQrd2JSBYTEcjvemBzs+rJLsvY/WyZupT3ppG7+X64+bDtklqV+hC2diciWUxEoHYir53X9/Wgsixj97Nl6uJyOnB/n5ZSsRdL7Vf8zPoQItIDExGonchr5/V9Pagsy9j9bBkZKkWrdit+Zn0IEemBich/qTQ3s+v6vh42SPaUCA7wrd4hNenVuol0TxG7FT+zPoSI9MBE5L9UmlLZcX1fL5slZ4e6tAj3i5uTy+nAwHZRUrF2Kn52awIrfpJLwFkfQkQqmIj8l0pTKjuu7+vBrQlkHT4rFXtDvNwWaV/wQHK8VJydip83HjyDi5IN61gfQkQqmIhcRmV9n2fPlN+cStxyn+hvTJSbJfAFKsXP89fut8WsiOzOqJCgANaHEJESJiKXUWlKtXrXSVvcQPQke3Pyl/qQCirFz3aYFXFrAt/tlasP6d820i+W4IjIe5iIXEalKZUdbiB6Utm2O6hDlN/dnFSKn62+JTwzOx/nS9xSsf6wM4qIvIuJyBXKm1LJxVr9BqInbtutncrJzlbfEi67bbdRoMuvZr6IyDuYiFzB5XRgcMfmUrFWv4HoicsytVM52Rmw9pZw2W27Izo397uZLyKqPyYi1VCZVs8ruKjjSKzJrQms3pUnFeuPyzIVVFq+f7Ap15Kza2zrTkR6YyJSDZVp9dPninUejfXMS98LyZ2cfrksU0Gl5XuJ25o1R2zrTkR6YyJSDZfTgUHt5XY9bMm1V3fM+nJrAm+vz5aK9ddlmcupbAlfuO6A5WZF2NadiPTGRKQGbaJDpeLS/Wwbb2Z2Ps4Xy+2g8OdlmQoqW8IvlVmvUd7pIrkZvxS2dSciDzERqUGy5Cd5f9vGq1JU6c/LMhVUtoQDQMZBubN7jLLlkFwxdrOwYJ1HQkS+iolIDVS6Y/rLNl63JvDp1iNSsQ0bcFmmQmpKO0iWHGHfyXP6DkaBWxP4zz65xIiTIUTkKSYiNVDpjukv23gzs/NRdEluWWZ0zzhO1f+Xy+nA7UmxUrFr91hnqU+lkVlyAnfMEJFnmIjUQmUbr5X7QHiLbOEioFak6Q/6tZVLaq20e0b2zzQbmRFRfTARqUWfhEgES7ZZ/XDzYct8ktXL+n1yLd3Dgnnw2ZWaK9RQWOEgPJVlODYyI6L6YCJSC5fTgTE946RiL5Zab8eDN7k1ga92yDUxS07kwWdXUtk9Y4UCaJVlODYyI6L6YCJSB5UlhiWbcvQbiMkys/NxoUSui1nb6BCdR2M/qrtnzC6AVllqZCMzIqoPJiJ1UPkku3bPKdOn1PWicmNi4WL1VFq+m1kArbIsw2U4IqovJiJ1UPkka8WGVN7g1gSWbT4sFcttuzVzOR2YPMj6B+GpLMv8uvu1XIYjonphIiJBpQ/E9wfkTiq1k40Hz+CS5OEy3LZbOzschKeSAHF3FBHVFxMRCS6nA91bXSMV+0OO7509s2TjIelY3phqZ/WD8FRmv7gsQ0TewEREUk/Jf3C35Z71qToRtyawZo/ctt2QIBdvTBKsfBCeyuwXl2WIyBuYiEjqmyhXgGmFrZfetPHgGRSXyd2YHuqXwBuTBCsfhJehcC3OfhGRNzARkeSvZ8/ILss0cDqQmtJW59H4BtWtvO9tzNFvMFfYf7JIKo6zX0TkLUxEJPnj2TNuTWD1LrkmZoM78hh4Fakp7eCS/HWl7z5hSGLr1gTW/iy3DDe0E7upEpF3MBFR4G9nz8xL3wvJcgHc3zte17H4GpfTgVs6NpOKLdNgyHJf+TKcXMLTj91UichLmIgo8KezZ9yawNvrs6VigwPYO8QTDyTHS8cacf6Myu4odlMlIm9hIqLAn86eyczOx/liuaZWgzpEcZreA+V1R3K/N72LoFWW4VgfQkTexEREkb+cPZNXeEk6lssynnE5HXh0gHynVT1nRVSW4bg7ioi8iYmIIpWtl6t3nbTt8sz6fXJFi2zpXj8qnVb1mhVxawLz1x6QiuXuKCLyNiYiilS2Xtq1p4hbE/hqh9w0/U3tuCxTH6rnz+jR4Kx8NkTuObk7ioi8jYmIB8o/xcrFGt0Z0xsys/NxoURunr5tdIjOo/F9KrMi3m5wpjIbAnAZjoi8j4mIB1xOBwZ3bC4Va8cTeVW2HicncBtnfanOijzz+U9eu7bKbAh3RxGRHpiIeEilp0jGwdM6jsS73JrAko25UrGsD/EelQZnOWcu4Msfj9X7mm5NYME6+dmQRwYkclmGiLyOiYiH+iREIlCuZhX7Tp7TdzBepPIJeXTPON6YvESlwRkATP9oW72X/FQamLFIlYj0wkTEQy6nA7d2jZWKXbvHHrtnVJqYATz0zNtUGpyVasBjy7bV63rvZ+RIx04e1IZJJxHpgolIPfRrK3f2TInbHrtnVJqYsamV96l07gWA5T8dx8rtnh0l4NYEVu06IRUb4ARnQ4hIN0xE6qF5WLB0rB1O5FUpUmVTK+9zOR2Y8+suSo957EPPlmjmpe+FW/JhKdc143tNRLphIlIPKs3NrH4ir1sTWLb5sFRsoIv1AnoZ1e1adG8ZLh1fqgnlJRq3JjBvzX7p+N/2iVd6fiIiFUxE6kGluRlg7RN5Nx48g0uSPb7v692Sn5B19MkjN0rvoAHKl2hKyiT7swO4a8H30rMh3LJLRHpjIlJPKs2oPtiUa9nlmQ0H5LcYs0hVXy6nA6k3t1F6TP8/pkvFvbh8B7YeLpB+Xm7ZJSK9MRGpJ5fTgfv7tJSKtXLR6mbJZaOGDZwsUjVAako7BClMi5w4V4KRb66rNWbl9mN4Z/0h6efkll0iMgITES9QmSGwYst3tyaw9dAvUrE8W8YYLqcDr9/TTekxO4+fqzEZcWsCU5aq1ZJwyy4RGUG3RCQnJwcTJkxA69at0bBhQyQmJiItLQ0lJSV6XdI0KkWrVmz5Pi99LyT7WrFw0UAjusRiRGf5JmdAeTIycHZ6lWTXrQn0fWUV5KtIWJBMRMYJ0OuJ9+zZA03T8NZbb6FNmzbYsWMHJk6ciPPnz2POnDl6XdYUFUWrb6TL7UTIOHgaN7a1xhktKoeesXDRePPu7YFvnlkpXVwKADn5l5D49Ep0ah6CoAYupZqQCn++uxtnQ4jIELrNiAwbNgyLFi3CkCFDkJCQgNtuuw2///3v8dlnn+l1SVOlprRDgOS/21Zq+a7S0n1QBy7LGM3ldOBNxSWaCjvzznmUhPRoGSHdNZiIqL4MrREpKChAkyY1FzoWFxejsLCwypdduJwO3J5kr5bvqoee8Qh4c4zqdi1SOhgzg+ZyAB8/0teQaxERAQYmIvv378e8efPw8MMP1xgza9YshIeHV37FxcUZNTyvsFvLd5VDz7gsY653xvVG55gQ3a/zxugkznoRkaGUE5GnnnoKDoej1q89e/ZUeczRo0cxbNgw3HXXXZg4cWKNzz1jxgwUFBRUfh0+LNfp0ypUWr7PX7vf9FmRJRvlt3Kyn4T5lj82AJ10TEZSOkRzSYaIDOcQQijdDU+dOoUzZ2rf9ZGQkIDAwEAAwLFjxzBw4ED06dMHixcvhtMpn/sUFhYiPDwcBQUFCAsLUxmmKdyaQJfnv5E+OG5aSltMu6WdzqOqnlsT6PA/KyHTTLWB04E9Lw1nImIRA2enIyf/klefs3NsKJZPvcmrz0lE/kvl/q28ayYqKgpRUVFSsUePHsWgQYPQo0cPLFq0SCkJsSPV3TPz1+5HakpbU27w5UWqcrHsJ2Et6b+/Ge2eXgm5dLdunWJCmIQQkWl0ywyOHj2KgQMHomXLlpgzZw5OnTqFvLw85OXl6XVJS1Bp+V6qmVMrolKkyu6a1uNyOjD//u5eea5OMSFY8dgArzwXEZEndEtEVq1ahf379yM9PR0tWrRATExM5ZcvczkdmDwoUTrejFoRlSLVwR2jORtiQcM6x2Dh/d0RGOD5X+HOsUxCiMh8uiUi48aNgxCi2i9fZ/VZkfczcqRjuWXXuoZ1jsHuF4Zh6qA2cCn+TZ7QrxWWT2USQkTm8+2iDZOozooYef6MWxNYteuEVGygy8EtuxbncjowfWh77H1pBN4f3wuJTRvVGJvQtBGeHt4Be18ajmdHdTZwlERENdOtxbu/S01ph/lrD0h1La04f8aItu/z0vdKtwsf1IHLMnbhcjrQv30U0tsPQkmZhnc3ZGNzzi9oHOjCr7q3QN82TfleEpElMRHRScWsiOwOmvc25uieiKicKwPwgDu7CgxwYuJNiZjIjTBEZANcmtFRako7uCQ/hKbvPqH78ozKuTLspEpEREZgIqIjl9OBWzrKHeNepkHXolW3JjBvjdzsDMBOqkREZAwmIjp7IDleOvYva/bpNisyddkW6doQ9g4hIiKjMBHRWZ+ESAQFyM0slAngsWXbvD6GkjINK36S2ykDsJMqEREZh4mIzlxOBx4dIL+Vd/lPx7Fy+3GvjmHGZz9Kx3I2hIiIjMRExAAqDc4AYPrHWV5bonFrAp9tPSYdz9kQIiIyEhMRA6g2OLtUpnmtcPWuhd9DNqUJcIKzIUREZCgmIgZRnRWZm17/wtXlWUexNbdAOn7SAM6GEBGRsZiIGER1VkQDkLp0q8fXc2sCj32UJR3vcgCP3dLO4+sRERF5gomIgVJT2iFItsMZgJU78jwuXL1r4ffS23UBIPXmtpwNISIiwzERMZDL6cDr93RTekzq0q3KSzSqSzKBLu6UISIiczARMdiILrHo0/oa6Xg3gMF/XisfrwlM/TBLaUx/vrsbZ0OIiMgUTERM8N6EPkrx2Wcu4sFFmVKxKXPWQFN47h4tI3Br11il8RAREXkLExETBAY4MfJ6uTNoKqz5+RTS/rWjxp+7NYEBf0pHTv4l6ed0OYCPH+mrNA4iIiJvYiJikrljeiBA8bf/7oZDuHP+f66qGfnyx2NIfHolDv0in4QAwBujk7gkQ0REpgowewD+yuV0YO7oJExaqna2zLbDhUh8eiXCg5xwOR0oLHajTGUt5r/aRYdwSYaIiEzHGRETjegSiwn9Wnn02IJiDfkXPUtCAGD51P6ePZCIiMiLmIiY7NlRnZEUF2boNSf0a41A1XUhIiIiHfBuZAGfPtrPsDfi+mvD8OyojgZdjYiIqHZMRCzA5XTgL/cm6X6dTjEh+DKVSzJERGQdTEQsYkSXWEzsH6/b83eKCcGKxwbo9vxERESeYCJiIc+M7ISJ/Vt7/XmZhBARkVUxEbGYZ0Z2xF/v7Q5vdffoHMskhIiIrIuJiAWN6BKD/a+MQOvIRvV6ngn9WmH5VCYhRERkXUxELMrldGDtk4MwoZ/6Uk3v+Guw96XheHZUZx1GRkRE5D0OIYTaGfMGKiwsRHh4OAoKChAWZmyvDSspKdOw6PuD+GZHHvIKLwICEEKguEyDWwANXE60bNIYwzo3x7gb2SOEiIjMpXL/ZiJCREREXqVy/+ZHZyIiIjINExEiIiIyDRMRIiIiMg0TESIiIjINExEiIiIyDRMRIiIiMg0TESIiIjINExEiIiIyDRMRIiIiMk2A2QOoTUXT18LCQpNHQkRERLIq7tsyzdstnYgUFRUBAOLi4kweCREREakqKipCeHh4rTGWPmtG0zQcO3YMoaGhcDgcXn3uwsJCxMXF4fDhwz55jg1fn/35+mv09dcH+P5r5OuzP71eoxACRUVFiI2NhdNZexWIpWdEnE4nWrRooes1wsLCfPYPGMDX5wt8/TX6+usDfP818vXZnx6vsa6ZkAosViUiIiLTMBEhIiIi0/htIhIUFIS0tDQEBQWZPRRd8PXZn6+/Rl9/fYDvv0a+Pvuzwmu0dLEqERER+Ta/nREhIiIi8zERISIiItMwESEiIiLTMBEhIiIi0zARISIiItP4bCLy8ssvo2/fvmjUqBEiIiKqjcnNzcXIkSPRqFEjREdH48knn0RZWVmtz5ufn4/77rsPYWFhiIiIwIQJE3Du3DkdXoGab7/9Fg6Ho9qvzZs31/i4gQMHXhX/yCOPGDhyefHx8VeN9Y9//GOtj7l06RImT56MyMhIhISE4Ne//jVOnDhh0IjV5OTkYMKECWjdujUaNmyIxMREpKWloaSkpNbHWfk9nD9/PuLj4xEcHIzevXsjMzOz1vhPPvkEHTp0QHBwMK6//nqsXLnSoJGqmzVrFnr27InQ0FBER0fjjjvuwM8//1zrYxYvXnzVexUcHGzQiNU899xzV421Q4cOtT7GTu8fUP2/KQ6HA5MnT6423urv33fffYdbb70VsbGxcDgc+Pzzz6v8XAiBmTNnIiYmBg0bNsTgwYOxb9++Op9X9e+xKp9NREpKSnDXXXfh0UcfrfbnbrcbI0eORElJCTZs2IB3330XixcvxsyZM2t93vvuuw87d+7EqlWrsHz5cnz33Xf43e9+p8dLUNK3b18cP368ytdDDz2E1q1b44Ybbqj1sRMnTqzyuNmzZxs0anUvvPBClbGmpqbWGv/444/jyy+/xCeffIJ169bh2LFj+NWvfmXQaNXs2bMHmqbhrbfews6dO/H6669j4cKFePrpp+t8rBXfw48++gjTp09HWloatm7diq5du2Lo0KE4efJktfEbNmzAmDFjMGHCBGzbtg133HEH7rjjDuzYscPgkctZt24dJk+ejI0bN2LVqlUoLS3FkCFDcP78+VofFxYWVuW9OnTokEEjVtepU6cqY12/fn2NsXZ7/wBg8+bNVV7fqlWrAAB33XVXjY+x8vt3/vx5dO3aFfPnz6/257Nnz8bcuXOxcOFCbNq0CY0bN8bQoUNx6dKlGp9T9e+xR4SPW7RokQgPD7/q+ytXrhROp1Pk5eVVfm/BggUiLCxMFBcXV/tcu3btEgDE5s2bK7/31VdfCYfDIY4ePer1sddHSUmJiIqKEi+88EKtcQMGDBCPPfaYMYOqp1atWonXX39dOv7s2bOiQYMG4pNPPqn83u7duwUAkZGRocMIvW/27NmidevWtcZY9T3s1auXmDx5cuX/u91uERsbK2bNmlVt/N133y1GjhxZ5Xu9e/cWDz/8sK7j9JaTJ08KAGLdunU1xtT075EVpaWlia5du0rH2/39E0KIxx57TCQmJgpN06r9uZ3ePwDin//8Z+X/a5ommjdvLl599dXK7509e1YEBQWJZcuW1fg8qn+PPeGzMyJ1ycjIwPXXX49mzZpVfm/o0KEoLCzEzp07a3xMRERElRmGwYMHw+l0YtOmTbqPWcW//vUvnDlzBuPHj68z9oMPPkDTpk3RuXNnzJgxAxcuXDBghJ754x//iMjISCQlJeHVV1+tdSlty5YtKC0txeDBgyu/16FDB7Rs2RIZGRlGDLfeCgoK0KRJkzrjrPYelpSUYMuWLVV+906nE4MHD67xd5+RkVElHij/O2mn9wpAne/XuXPn0KpVK8TFxeH222+v8d8bK9i3bx9iY2ORkJCA++67D7m5uTXG2v39KykpwZIlS/Dggw/Wetq7nd6/y2VnZyMvL6/KexQeHo7evXvX+B558vfYE5Y+fVdPeXl5VZIQAJX/n5eXV+NjoqOjq3wvICAATZo0qfExZnnnnXcwdOjQOk8vvvfee9GqVSvExsZi+/bt+MMf/oCff/4Zn332mUEjlTd16lR0794dTZo0wYYNGzBjxgwcP34cr732WrXxeXl5CAwMvKpGqFmzZpZ7v6qzf/9+zJs3D3PmzKk1zorv4enTp+F2u6v9O7Znz55qH1PT30k7vFeapmHatGm48cYb0blz5xrj2rdvj3/84x/o0qULCgoKMGfOHPTt2xc7d+7U/aRxVb1798bixYvRvn17HD9+HM8//zz69++PHTt2IDQ09Kp4O79/APD555/j7NmzGDduXI0xdnr/rlTxPqi8R578PfaErRKRp556Cn/6059qjdm9e3edBVV24slrPnLkCL755ht8/PHHdT7/5fUt119/PWJiYpCSkoIDBw4gMTHR84FLUnl906dPr/xely5dEBgYiIcffhizZs2y9FkQnryHR48exbBhw3DXXXdh4sSJtT7W7PeQgMmTJ2PHjh211lAAQHJyMpKTkyv/v2/fvrjuuuvw1ltv4cUXX9R7mEqGDx9e+d9dunRB79690apVK3z88ceYMGGCiSPTxzvvvIPhw4cjNja2xhg7vX92YqtE5Iknnqg1WwWAhIQEqedq3rz5VZW/FbspmjdvXuNjrizQKSsrQ35+fo2PqS9PXvOiRYsQGRmJ2267Tfl6vXv3BlD+adyIm1h93tPevXujrKwMOTk5aN++/VU/b968OUpKSnD27NkqsyInTpzQ7f2qjuprPHbsGAYNGoS+ffvib3/7m/L1jH4Pq9O0aVO4XK6rdijV9rtv3ry5UrxVTJkypbJwXfVTcYMGDZCUlIT9+/frNDrviYiIQLt27Wocq13fPwA4dOgQVq9erTyLaKf3r+J9OHHiBGJiYiq/f+LECXTr1q3ax3jy99gjXqs2sai6ilVPnDhR+b233npLhIWFiUuXLlX7XBXFqj/88EPl97755htLFatqmiZat24tnnjiCY8ev379egFA/Pjjj14emfctWbJEOJ1OkZ+fX+3PK4pVP/3008rv7dmzx9LFqkeOHBFt27YVo0ePFmVlZR49h1Xew169eokpU6ZU/r/b7RbXXnttrcWqo0aNqvK95ORkyxY7apomJk+eLGJjY8XevXs9eo6ysjLRvn178fjjj3t5dN5XVFQkrrnmGvHmm29W+3O7vX+XS0tLE82bNxelpaVKj7Py+4cailXnzJlT+b2CggKpYlWVv8cejdVrz2Qxhw4dEtu2bRPPP/+8CAkJEdu2bRPbtm0TRUVFQojyP0CdO3cWQ4YMEVlZWeLrr78WUVFRYsaMGZXPsWnTJtG+fXtx5MiRyu8NGzZMJCUliU2bNon169eLtm3bijFjxhj++mqyevVqAUDs3r37qp8dOXJEtG/fXmzatEkIIcT+/fvFCy+8IH744QeRnZ0tvvjiC5GQkCBuuukmo4ddpw0bNojXX39dZGVliQMHDoglS5aIqKgo8dvf/rYy5srXJ4QQjzzyiGjZsqVYs2aN+OGHH0RycrJITk424yXU6ciRI6JNmzYiJSVFHDlyRBw/frzy6/IYu7yHH374oQgKChKLFy8Wu3btEr/73e9ERERE5U61Bx54QDz11FOV8d9//70ICAgQc+bMEbt37xZpaWmiQYMG4qeffjLrJdTq0UcfFeHh4eLbb7+t8l5duHChMubK1/j888+Lb775Rhw4cEBs2bJFjB49WgQHB4udO3ea8RJq9cQTT4hvv/1WZGdni++//14MHjxYNG3aVJw8eVIIYf/3r4Lb7RYtW7YUf/jDH676md3ev6Kiosp7HQDx2muviW3btolDhw4JIYT44x//KCIiIsQXX3whtm/fLm6//XbRunVrcfHixcrnuPnmm8W8efMq/7+uv8fe4LOJyNixYwWAq77Wrl1bGZOTkyOGDx8uGjZsKJo2bSqeeOKJKhnx2rVrBQCRnZ1d+b0zZ86IMWPGiJCQEBEWFibGjx9fmdxYwZgxY0Tfvn2r/Vl2dnaV30Fubq646aabRJMmTURQUJBo06aNePLJJ0VBQYGBI5azZcsW0bt3bxEeHi6Cg4PFddddJ1555ZUqs1dXvj4hhLh48aKYNGmSuOaaa0SjRo3EnXfeWeXGbiWLFi2q9s/s5ROXdnsP582bJ1q2bCkCAwNFr169xMaNGyt/NmDAADF27Ngq8R9//LFo166dCAwMFJ06dRIrVqwweMTyanqvFi1aVBlz5WucNm1a5e+jWbNmYsSIEWLr1q3GD17CPffcI2JiYkRgYKC49tprxT333CP2799f+XO7v38VvvnmGwFA/Pzzz1f9zG7vX8U968qvitegaZp49tlnRbNmzURQUJBISUm56nW3atVKpKWlVflebX+PvcEhhBDeW+ghIiIikue3fUSIiIjIfExEiIiIyDRMRIiIiMg0TESIiIjINExEiIiIyDRMRIiIiMg0TESIiIjINExEiIiIyDRMRIiIiMg0TESIiIjINExEiIiIyDT/H3+u4kntQC+SAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_29557/1061528540.py:26: RuntimeWarning: divide by zero encountered in log\n", + " (lambda x: np.log(x+10) + 1/3 * x , 'log(x+10) + 1/3 * x '),\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fbench_hard = [\n", + " # composite functions\n", + " (lambda x: -np.tanh(x) + 1/4 * x, '-tanh(x) + 1/4 * x'),\n", + " (lambda x: np.arctan(x) + np.sin(x), 'arctan(x) + sin(x)'),\n", + " (lambda x: np.exp(-x**2+1) + 1/3*np.abs(x), 'exp(-x^2+1)+ 1/3 * |x|'),\n", + " (lambda x: np.exp(-x+1) + 2000* np.abs(x+1), 'exp(-x+1)+ 2000 * abs(x+1)'),\n", + " (lambda x: np.exp(x) + 2000* np.abs(x), 'exp(x)+ 2000 * abs(x)'),\n", + " (lambda x: np.exp(x) + 4000* np.sign(x), 'exp(x)+ 4000 * sign(x)'),\n", + " (lambda x: np.sin(x) + np.cos(x), 'sin(x)+cos(x)'),\n", + " (lambda x: np.abs(np.sin(x/2)), '|sin(x/2)|'),\n", + " (lambda x: np.exp(x) + 4000* np.sin(x), 'exp(x) + 4000* sin(x)'),\n", + " (lambda x: np.sign(np.sin(x)), 'sign(sin(x))'),\n", + " (lambda x: np.sign(np.cos(x)), 'sign(cos(x))'),\n", + " (lambda x: np.sin(x) + np.sin(2*x), 'sin(x)+sin(2*x)'),\n", + " (lambda x: 1/2 * (x+1) ** 4 - 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1, '1/2 * (x+1) ** 4 - 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1'),\n", + " (lambda x: -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1, '-1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1'),\n", + " (lambda x: np.sign(x ** 2 - 15), 'sign(x ** 2 - 15)'),\n", + " (lambda x: np.abs(x ** 2 - 20), 'abs(x ** 2 - 20)'),\n", + " (lambda x: np.abs(x) ** (1/10), 'abs(x) ** (1/10)'),\n", + " (lambda x: np.sin(x) + np.sin(3*x), 'sin(x) + sin(3*x)'),\n", + " (lambda x: np.sin(x) + np.sin(0.5 * x), 'sin(x) + sin(0.5 * x)'),\n", + " (lambda x: np.abs(x) + np.sin(x), 'abs(x) + sin(x)'),\n", + " (lambda x: np.sign(x) + np.cos(x), 'sign(x) + cos(x)'),\n", + " (lambda x: x ** 3 + 250 * np.sin(x), 'x ** 3 + 250 * sin(x)'),\n", + " (lambda x: np.sqrt(x+10) + 1/3 * x , 'sqrt(x+10) + 1/3 * x '),\n", + " (lambda x: np.log(x+10) + 1/3 * x , 'log(x+10) + 1/3 * x '),\n", + " (lambda x: np.tanh(x+10) - 1/3 * x , 'tanh(x+10) - 1/3 * x '),\n", + " (lambda x: np.tanh(x+10) - 1/3 * x + 1/8 * np.sin(5*x), 'tanh(x+10) - 1/3 * x + 1/8 * sin(5*x)'),\n", + " (lambda x: x + 1/3 * np.sin(5*x) + 3, 'x + 1/3 * sin(5*x) + 3'),\n", + " (lambda x: -x ** 2 + 2 * np.cos(5*x), '-x ** 2 + 2 * cos(5*x)'),\n", + " (lambda x: -x ** 2 + 20 * np.tanh(5*x), '-x ** 2 + 20 * tanh(5*x)'),\n", + " (lambda x: -1/10 * x ** 3 + 20 * np.tanh(2*x), '-1/10 * x ** 3 + 20 * tanh(2*x)'),\n", + "]\n", + "\n", + "print(len(fbench_hard))\n", + "\n", + "# for each, function draw 1000 samples from a uniform distribution and plot the function\n", + "function_points = []\n", + "x = np.linspace(-10, 10, 1000)\n", + "for f, n in fbench_hard:\n", + " y = f(x)\n", + " plt.scatter(x, y)\n", + " plt.title(n)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate multiple choice questions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_29557/1061528540.py:26: RuntimeWarning: divide by zero encountered in log\n", + " (lambda x: np.log(x+10) + 1/3 * x , 'log(x+10) + 1/3 * x '),\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 2\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 6\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 9\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 10\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 11\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 12\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 13\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 14\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 15\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 16\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 17\n" + ] + }, + { + "data": { + "image/png": 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6f1WqVNEeO336NACgRYsWOrbNmzeHXC7Xvq9Wq3H27NkSdgDQqlUr3LhxQyvtw9umIWQyGeRyufYBVqODaIqYmBhUqFABEydOxJIlS9C8eXNMmzYNU6ZMKWGbmZmJ7t27o3nz5pg/fz6qV6+OkSNH6jz8fvvttxg3bhxCQkKwePFizJw5E02bNtWRJ4uPjweAEvfi1KlT0bRpUwwdOlQ7Lrt378a3336LadOmITQ01OTnEZOQkBC4ublRYd4yxIgRI7Bq1Sq8+eabWLlyJf7v//4Pbm5uXIu4zZs3Y8GCBfjoo48wZ84c3Lx5E3379kV+EX3n+Ph4yGSyEpItS5YsQdWqVTFo0CDtgmXNmjXYs2cPli1bBn9/fx375s2ba/+OSgtbjY2lc6OGIUOGwMPDA66urujYsSNOnjzJdZ5mbi36b1MIncuaN2+O8+fPIycnh6tPBGEIR1xj/vHHHxg/fjxWr15dYu35+eefY+7cuRg8eDAOHDhg8rr61nSlRfPmzcEYK/W52xC7d++GTCZD165ddY4XFBTg0aNHuH//Pvbs2YOpU6eiYsWKaNWqlck2i65DAb75Uh9DhgzB66+/jokTJ+LOnTsACuvDzJw5E0OHDkX37t3NapcgRGfECGDVKuDNN4GVK4H/+z/AzU2/3FRxNm8GFiwolJOaM6fQsdC3r25dkPj4QmdDcam/JUuAqlULN/81G11r1gB79gDLlgHF1o1o3rywrdLEVmOjQaksdL7cuQP8/nuhwyYwsLA2iga5vPCloficZQ/jTBAW4OPjg1WrVuHvv//W1rNUq9UYPHgwKlasaFKWiWcPSqy1AWMM6enpNlnDWdIXuVwu+FkSAGbOnIkBAwagXLlymDVrFmbOnImAgADs379fazNjxgyMHj0a/v7+WLhwId58802sWbMGXbt21T5nK5VKREZG4ujRoxg7dixWrFiBDz/8EMnJyTpOmPj4eKPr+I4dO8LDwwPu7u544403cO3aNb2f1dB33aBBA8yePRsbN27EH3/8AQDIzc3F4MGDUb9+fcyaNUunrebNmwNA2diLs2XajD0zdOhQVq1aNfbo0SOd4/3792eenp7s2bNn2mNRUVFMLpezQ4cOaSUHFi9erHPeoEGDGAA2duxY7TG1Ws169OjBnJ2d2cOHDxljjF2/fp0BYMuWLePua25uLqtduzZr2LAhe/HiBevRowfz8PBgt27dMnqeOdJcpmTBGGPsww8/ZG5ubqJf2xidO3dmHh4eLDMzU3ts9OjRTKFQ6LWvWrUq69+/P2PsX1mGWbNmlbBbsWIFA8AuX74sqE19nD17ltWvX5+NHTtWm5L5yy+/sKCgoBL3S3GK3m8aPvroI+bu7s5evHihPda+fXsGgC1cuFB7LC8vjzVt2pT5+PgwpVLJGGOsV69eJuXDpk6dygDoTQ88d+4cc3Z2ZsOGDWOZmZnspZdeYi1atGD5+flG2xQqC8ErmVG3bl322muvcbdL2Deenp5s9OjRRm0GDRqkc6+lpKQwAKxy5co6ElXbt29nANiOHTu0x95//31WuXJlve3u3r2bAWBz5sxhycnJrEKFCqx37956bb/88ksGgKWnpwv4dIWYmxJtq7GxZG5krDCV+80332Tff/892759O4uOjmaVK1dmrq6u7NSpU0bP/emnn1iNGjXYypUrtbJgs2bN4pIFEzKXbd68mQFgx44dM9omQZiiLKwxzeXx48fMx8fHKtJcPLJg9+/fZwDYvHnzRL22PnjWOAMGDNC77k5ISGAAtK969eoZ/VyMFcqCdenShXXp0oUlJyfryIL95z//MUsWLDU1lXl7e7MuXbqwvLw8FhYWxmrUqMGys7N17EgWjLApnp6MmVgbsUGDCqWmNKSkFMpTVa7MWFFp0+3bC48XWRux998vtNPH7t2F9nPmMJaczFiFCowZWDeyL78stDVj3Wi2LJgtx4Yxxv7738JzNK8WLRg7e/bf9w8cYCwoiLFZs/6VBVu5sqQsWGmNM0HYkHfffZe5u7uzq1evsgULFjAAbNu2bUbPMbUHpVar2X/+858SUlGa9YJQqaiNGzcyAJKQxubty4EDB1hQUBCbNWuWVhZs5cqVJmXBrl27xuRyOevTp4+2jIIGzZrqwYMHzNnZmXXt2lXHZvny5QwAW7duHWOMsdOnT5uUyM7Pz2cymYxNmjSpxHtbtmxhgwcPZhs2bGC///47mzp1KnN3d2dVqlRht2/f1vaJ57tWqVTs5ZdfZr6+vuzRo0ds9OjRzMnJyaDkmLOzMxs5cqTBfjsKTtZ33zgejDH89ttvePvtt8EYw6NHj7TvRUZG4qeffsKpU6fQtm1bAIWeyD///BODBg3C06dP0b59e4PFO8eMGaP9f5lMhjFjxmDnzp3Yu3cv+vfvry2ebqxwfHHc3d0RExODV155Ba+88gqOHz+O77//HjVq1NCxy87O1olA1qSXZWZm6qT7ubq6cslFGMLLywvPnz/Hs2fP4O7ubvVrf/nll9i7dy9WrlypU6zp+fPnJVIDi15HI7Oh+a+Li4teu6I2vG3qo0aNGli/fj3atGmDgwcPAgD69euHzp07mywu7ebmpv3/J0+eIC8vD+3atcOaNWtw+fJlnQhrJycnfPTRR9p/Ozs746OPPsLIkSORmJiINm3aoFKlSrh79y5OnDihI4VWlMePH8PJyUnv99GoUSPMnDkTUVFROHv2LB49eoQ9e/bAyUl3yin6twMAz549g1qtLnG8YsWKesefFy8vrxJtEo5LpUqVcOzYMdy/f79Etogp3nnnHZ35tV27dgCgIz/z+PFjg3Nw165d8dFHH2HWrFn49ddf4erqijVr1ui11bTx6NEj+Pj4GOxTXl5eicL3arUaz549K3Ffm4q8sdXYWDI3AoWp3EUlH9944w3069cPTZo0QVRUFGJjYw2e27BhQ8THx+Oll17CjBkzUK5cOXzxxRd46623tHO4IXjnMkD3+yQIc3HUNaYYqNVqvPfee8jKytJGZmrIz8/XkUXQHMvLyyvxN+nt7c0tZ1scfX/npXXt4qjVasTGxuKTTz4p8V5ISAji4uKQm5uL+Ph47N27F0+fPjXaniYDulu3btpjoaGhSEhIwP79+82KUvXz88OKFSvw7rvvol27dkhKSkJcXBw8PDwEt0UQVqNSJeDYsUJ5KIFrI7zzTqG0lIb/rY1QVLbw8WNdm6J07VqY2TFrFvDrr4XyVQbWjdo2Hj0qlK8yRF5eyYLsanWhdFbxNYqpiG1bjg1QWOQ+Lq5QBmzfvkLJr9zcf98PCgJ27gQaNABiYgqzVkaOBHr1KmxbgzXGmSAkxvLly3Hw4EH069cPV69exYABA9CrVy+j55jag5LJZBg8eDA6deqkzYgOCgrCnj17EBsbK2hv7vLlyxg9ejTCw8MxaNAgk/ZiPgNb0pegoCDs3LkTDRo0QExMDGQyGUaOHIlevXpp18762LZtG9RqNaZNm1Zi7adZU+3duxdKpRITJkzQsRk+fDg+++wz7Ny5E0OGDIGnpyeAwozl7t27a/dRi5KRkQHGmN51/Ntvv423335b++/evXsjMjISr7zyCubOnYvVq1dzf9dyuRwxMTEIDQ3Fa6+9hpMnT2Lq1Kl6lX6AsrMXR7JgZvDw4UNkZWVh7dq1qFq1qs5ryJAhAAp1DzU4Oztj3bp1SElJwZMnT7QaxMWRy+WoVauWzrG6desCKNS8LworppH99OlTpKWlaV8PHz7Ueb9t27YYOXIkjh8/jsjISHzwwQclrt+rVy+dz9K7d28AhbJPRY8XfTg3B03fi46Bta69ZcsWTJ06FUOHDsXIkSN13nNzc4NSqdR73osXL7QOC81/8/Ly9NoVteFtUx+enp5o06ZNieOVKlVC69atDZ4HABcuXECfPn3g6ekJDw8PVK1aFe+//z4AlHjg9/f3R/ny5XWOFb/PPv30U1SoUAGtWrVCnTp1MHr0aMGpfJ988glCQ0Nx/PhxTJ8+HSEhISVsiv/9LFiwAHfu3ClxvLgOu1AYY2anrhL2x/z583H+/HkEBASgVatWmDFjBrc2f/ENQc3iJDMzU+d48Tm4KF9//TW8vb2RlJSEpUuXGnSc6JsL9fHf//63xN/EnTt3sGDBghLHTWGrsbFkbjRE7dq10atXLxw4cMBgfSmg0EHy0ksvlThev359rtoGPHMZwP99EoQxHHWNKQZjx45FbGwsvvvuuxKyfEeOHCkxXvHx8fjpp59KHL99+7bZfdD3d15a1y7OiRMn8PDhQ731Vjw8PNC5c2f06tUL8+bNw6RJk9CrVy+Tde+KOlY0KBQKdOnSxex+9u/fHz169MDx48cxfPhwvPrqq2a3RRBWYf584Px5ICAAaNUKmDFD1wFgjOKOZM2mVrG1EYysG/H114C3N5CUBCxdanhDX9OGqXXGf/9bKINV9HXnTqFEV/HjprD12Pj6FtZj6devUJ7s9dcLa778Tx4SgYGFjpXi+PsDjRvrHhN7nAmilFEqlTrrsbS0NJ1nIG9vbyxduhRnz56Fp6cnli5darJNnj2oLl266EjNatC3ZjBEWloaevToAU9PT/z666962yuOmM/AlvQlMDAQDfTMM/7+/mhcfJ4pwo0bNyCXyw0+OwLArVu3AAD16tXTOe7s7IxatWpp3w8KCsLEiRPx3XffoUqVKoiMjMSKFStK7PUBxvcpivLyyy+jdevW2Lt3r/YY73cdHByMGTNm4MSJE2jYsCG++OILg9cpK3txlLliBmq1GgDw/vvvG/RyNmnSROffu3fvBlC4iXTt2jUEBQWZde3KlSsDKLmZ9fXXX2PmzJnafwcGBuo8LOfl5Wk90Tdu3NDJGtGwcOFCnXbPnDmD//u//8OPP/4IX19f7XGh0c7FyczMhLu7u85mmjWuHRcXh4EDB6JHjx56C7ZXq1YNKpUKDx480Nn8VCqVePz4sfZa3t7ecHFxQWpqaok2NMc0trxtmqJDhw7o0KEDl21WVhbat28PDw8PzJo1C8HBwXB1dcWpU6fw6aefau9XITRo0ABXrlzBn3/+idjYWPz2229YuXIlpk2bpr3PKleujIKCAjx58gQVK1Ys0UZycrJWw/HcuXN6r1O8yPwPP/yAPXv24Mcff9Q53rBhQ8GfoSiZmZmoU6eORW0Q9sPbb7+Ndu3a4ffff8eePXuwYMECzJs3D1u3bsVrr71m9FxDi6uii5TKlSuXmIOLcvr0ae3m57lz5/Duu+/qtdO0YSrSJjIyssTfyvvvv4+uXbuWKCZnCluNjVhzY3ECAgKgVCqRm5vLFQk9Y8YMwdfgmcsA/u+TIIzhqGtMS5k5cyZWrlyJr776CgMGDCjxfmhoaIl5ctKkSfDz8yuR2eHn52d2P/T9nZfWtYuza9cu1KxZ0+hDu4a+fftiwIAB+Omnn7hr3xV3upnL48ePtfWxLl68CLVaLVr2DkGIwttvF2ZV/P57YR2OBQuAefOArVsBE2sjGNqUK7q5VblySYdCUU6fBjRO83PnAAPrRm0bptYZkZGF2R5Fef/9wuwNgetGm49Ncfr1Az7/vLDgfBElBgDA4MHGzxV7nAmilImPj0fHjh11jqWkpOgEi2nWhJmZmbh7966OcospePagzFkbZGdn47XXXkNWVhYOHz7M/dwn5jOwpX3RMNjUPGNFFi5ciMGDB2P79u3Ys2cPxo0bh+joaBw9ehTVq1eHt7c3ZDKZ0X2K4gQEBBhUyTH1Xe/ZswcAcP/+fTx+/NjgGjcrK6tMPB+Tc8UMqlatiooVK0KlUqFz584m7c+ePYtZs2ZhyJAhSEpKwrBhw3Du3DltapcGtVqN5ORkbSQhAFy9ehUAtBNmjRo14ObmhpSUFJ1zBw4ciJdffln77+JRwNOnT8elS5fw9ddf49NPP8WUKVNKeLI1xYY0aGRP2rZtyxXdy0tKSkoJz6/Y1z527Bj69OmDFi1a4Oeff9Yr4dK0aVMAwMmTJ3WKap48eRJqtVr7vlwuR+PGjfUWTj527Bhq1aqldS7wtikmBw8exOPHj7F161a88sor2uPF7xEN9+/fR25urk72SvH7DADKly+Pd955B++88w6USiX69u2LuXPnIioqCq6urqhfv772OsU3ejQF1Dw8PDBhwgR8+eWX6NevH/r27atjV/zv559//oGrqyvX3xUvBQUFuHPnDt544w3R2iSkT7Vq1TBq1CiMGjUKDx48QLNmzTB37lyTDgQe6tevj02bNiE7O7vEPJ6bm4shQ4YgJCQEERERmD9/Pvr06aNXXi8lJQVVqlQxGW1TrVo1VKtWTeeYq6sratWqZdbfii3GxlpzY3JyssVSlcbgncuAwu9TLpfr/IYThFAcdY1pCStWrMCMGTMwYcIEfPrpp3ptvLy8SoyXl5cXqlWrJuqaQjM2RdexpXXt4uzcuZO7KHxeXh7UarXeCEdrM3r0aDx58gTR0dGIiorC4sWLMXHixFLvB0EYpVo1YNSowteDB0CzZsDcuaYdCDzUrw9s2gRkZwPF5mbk5gJDhgAhIUBERGGmSJ8+gD5Z5pSUwg1/U1Ha1aoVvori6grUqlWYBSIUW42NPjQyskLnMmuMM0GUMvqCOYpuaGuyeydPnoxNmzZh0KBBOHbsmN69sNLixYsX6NmzJ65evYq9e/dyBYRoEPsZ2JK+mENwcDDUajUuXrxo8Fk3MDAQAHDlyhWdDHOlUomUlJQSn7Nx48Zo3Lgxpk6divj4eLRt2xarV6/GnDlz4OTkhODgYIP7gPpITk4WnPkDAKtXr0ZcXBzmzp2L6OhofPTRR9i+fXsJu3v37kGpVOrN/HE0KGzIDBQKBd5880389ttvOH/+fIn3i8ol5OfnY/DgwfD398eSJUsQExOD9PR0fPzxx3rbXr58ufb/GWNYvnw5ypUrp02hL1euHFq0aFFio18zwWheGi1uoNAB8PXXX2PChAmYNGkSPvnkEyxfvhx///23ReNgLqdOndLRzhebS5cuoUePHqhZsyb+/PNPg3IznTp1gre3N1atWqVzfNWqVXB3d9eRWejXrx9OnDihM+5XrlzB/v378dZbb5nVplhoosmLRo8rlUqsXLlSr31BQYFODQilUok1a9agatWqWidXce1IZ2dnhISEgDGmrY0THh4OAHqdTosWLUJ8fDzWrl2L2bNnIyIiAiNHjrSJ1uLFixfx4sULq95zhHRQqVQlNo98fHzg7++vV9rPHMLDw8EYQ2JiYon3Pv30U9y+fRsbNmzAokWLULNmTQwaNEjvtRMTE7V/R6WBLcdGyNz46NEjXL58Gc+ePdMeKy5DBBRmOP7xxx/o2rWr1aKghcxliYmJaNiwYYlNbYIQAq0xddmyZQvGjRuH9957D4sWLRKlTUtITEyETCYr1blbH+np6Th16lSJdWVWVpZODUMN3333HQAY1MO2Fr/++iu2bNmCr776ClOmTEH//v0xdepUrWOPIGyOSlVyo97Hp1BWSqS1EcLDC7M19Kwb8emnwO3bwIYNwKJFQM2awKBB+q+dmFjYVmlhy7F59Ei/XNj/5jIIncukPM4EwYkmmKPoS1M/MisrC8OGDUOrVq3w5Zdf4rvvvsOpU6fw5Zdf2qy/KpUK77zzDhISEvDLL7/YdO1ki7707t0bcrkcs2bNKqEmo9m769y5M5ydnbF06VKd/bzvv/8e2dnZ2nVeTk4OCgoKdNpo3Lgx5HK5znN8eHi43v05fc/Su3btQmJioiB5N6Aw0OiTTz7Bm2++ic8++wxff/01/vjjD/zwww8lbDV7AmVhL44yV8zkq6++woEDB9C6dWsMHz4cISEhyMjIwKlTp7B3715kZGQAAObMmYOkpCTs27cPFStWRJMmTTBt2jRMnToV/fr104k4c3V1RWxsLAYNGoTWrVvjr7/+ws6dO/HZZ5/peBN79eqFzz//HDk5OSZlUF68eIFBgwahTp06mDt3LoBCaYUdO3ZgyJAhOHfuXIn6G0I5dOgQDh06BKDwjzY3Nxdz5swBAG2BUw2JiYnIyMgwWVjLXJ48eYLIyEhkZmbik08+wc6dO3XeDw4O1k6kbm5umD17NkaPHo233noLkZGROHz4MH788UfMnTsX3t7e2vNGjRqFb7/9Fj169MD//d//oVy5cli0aBF8fX0xadIkrZ2QNsUiIiICXl5eGDRoEMaNGweZTIaNGzca1Fr09/fHvHnzcPPmTdStWxdbtmxBUlIS1q5di3LlygEoLMrt5+eHtm3bwtfXF5cuXcLy5cvRo0cPbZZOrVq10KhRI+zdu1dHX/3SpUv44osvMHjwYPTs2RMAEBMTg6ZNm2LUqFH4+eefLf7MGzduxK1bt7Sbr4cOHdLecwMGDNBGAACF0mPu7u4W6YUT9sOTJ09QvXp19OvXD6GhoahQoQL27t2LEydOYOHChaJc4+WXX0blypWxd+9edOrUSXt8//79WLlyJaZPn45mzZoBANavX48OHTrgiy++wPz587W2Dx48wNmzZzF69GhR+sSDLcdGyNy4fPlyzJw5EwcOHNCmpr/zzjtwc3NDREQEfHx8cPHiRaxduxbu7u746quvROl7cYTMZfn5+fj7778xatQoq/SFKFvQGrOQ48ePY+DAgahcuTJeffVVbNq0Sef9iIiIEnVkzEGzfrhw4QKAwjXGP//8AwCYOnWqjm1cXBzatm2rlVCzBjxrnF27dsHV1bWEPMjBgwcxbtw49OvXD3Xq1IFSqcThw4exdetWtGjRQluPrzR48OABRo4ciY4dO2prJi5fvhwHDhzA4MGD8c8//5A8GGF7njwBqlcvlJsKDQUqVAD27gVOnABEWhvh5ZcL5a/27gWKrI2wfz+wciUwfXphNggArF8PdOgAfPFFYXaFhgcPgLNngVJcN9p0bH78EVi9GujduzDj5skTYPfuQrmznj11bU0h9XEmCBEYP348Hj9+jL1790KhUKBbt24YNmwY5syZg169enFLgorJpEmT8Mcff6Bnz57IyMgoIf1emmsSW/Sldu3a+PzzzzF79my0a9cOffv2hYuLC06cOAF/f39ER0ejatWqiIqKwsyZM9GtWze88cYbuHLlClauXImWLVtq+7V//36MGTMGb731FurWrYuCggJs3LhRG5SloVevXti4cSOuXr2qk60eERGBsLAwtGjRAp6enjh16hTWrVuHgIAAfPbZZ9yfiTGGDz74AG5ubtqgyY8++gi//fYbxo8fj86dO+tIrcXFxaFGjRoICwuzdDilDyPMJj09nY0ePZoFBASwcuXKMT8/P/bqq6+ytWvXMsYYS0xMZE5OTmzs2LE65xUUFLCWLVsyf39/lpmZyRhjbNCgQax8+fLsxo0brGvXrszd3Z35+vqy6dOnM5VKVeK6Tk5ObOPGjSb7+PHHHzOFQsGOHTumc/zkyZPMycmJjRw50uC5Bw4cYABYSkqK0WtMnz6dAdD7mj59uo7tp59+ymrUqMHUarXRNnmvXZyUlBSDfQHABg0aVOKctWvXsnr16jFnZ2cWHBzMvvnmG739u3PnDuvXrx/z8PBgFSpUYK+//jq7du2a3n7wtikWR44cYW3atGFubm7M39+fTZ48me3evZsBYAcOHNDatW/fnjVs2JCdPHmShYeHM1dXVxYYGMiWL1+u096aNWvYK6+8wipXrsxcXFxYcHAw++STT1h2draO3aJFi1iFChXYs2fPGGP/3tvVq1dnWVlZOrZLlixhANiWLVsMfo7p06ezwMBAk5+3ffv2Br/jop+XMcZat27N3n//fZNtEo5BXl4e++STT1hoaCirWLEiK1++PAsNDWUrV67UsRs0aJDOvaaZOxYsWFCiTX1z2bhx41jt2rW1/87JyWGBgYGsWbNmLD8/X8f2448/ZnK5nCUkJGiPrVq1irm7u7OcnByzPmdgYGCJPpnCVmNTFJ65UfObUvRvecmSJaxVq1bM29ubOTk5sWrVqrH333/f4BxsKULnsr/++osBsFp/iLKHo68xeVi/fr3RNd369euNnt++fXu9677iGLtGUbKyspizszP77rvvTLbJe21D55pa4/Tr14917969xLnXr19nAwcOZLVq1WJubm7M1dWVNWzYkE2fPp09ffrUrP7wUvw76du3L6tYsSK7efOmjt327dsZADZv3jztMd71H0GITl4eY598wlhoKGMVKzJWvnzh/xdbG7FBgxgreo+mpDAGMKZnbcQAxoqv0caNY6zo2ignp7C9Zs0YK7ZuZB9/zJhczliRdSNbtYoxd/fC88whMLBkn0xhq7FhjLETJxh76y3GatRgzMWl8NrNmjG2aFHJ8TJGaY8zQdgAze/qwoULdY5rnk9DQ0OZUqks9X4ZW8+YuxVtzjOwtfrCy7p161hYWBhzcXFhXl5erH379iwuLk7HZvny5ax+/fqsXLlyzNfXl40cOVK7jmeMseTkZPbBBx+w4OBg5urqyry9vVnHjh3Z3r17ddrJy8tjVapUYbNnz9Y5/vnnn7OmTZsyT09PVq5cOVajRg02cuRIlpaWJuizaJ6Df/vtN53jt2/fZh4eHjprU5VKxapVq8amTp0q6Br2iowxA+HtRKkyePBg/Prrr3j69CmX/dChQ3H16lUcPnzYyj0Tj7y8PNSsWRNTpkzB+PHjbd0dQgSys7NRq1YtzJ8/H0OHDrV1d0qQlJSEZs2a4dSpU1apd0OUXZKTk1G/fn389ddfWkkdIYSFhaFDhw745ptvrNA722Lp2NgjvXv3hkwmw++//27rrhBECcrCGrM0WLx4MebPn48bN24YlJwtDQoKClC5cmVER0dLKltOJpNh/fr1ZhV7nTFjBmJiYswqlEsQdkFycmF9kb/+AsxZG4WFFWZaOOC60eKxERNHHmeCIMoEs2fPxvr163Ht2jVtCQFbsG3bNvznP//BjRs3StTOcUQoF9tOmT59Ok6cOIEjR47YuivcrF+/HuXKlcOIESNs3RVCJDw9PTF58mQsWLCghI6kFPjqq6/Qr18/cqwQolOrVi0MHTrULEmq2NhYXLt2DVFRUVbome2xZGzskUuXLuHPP//E7Nmzbd0VghAFe1xjWpv8/HwsWrQIU6dOtaljBQAyMjLw8ccfo0+fPjbtB0EQAqhVCxg6FDBnbRQbC1y7BjjoutGisRETRx9ngiDKBB9//DGePn2Kn376yab9mDdvHsaMGVMmHCsAQJkrEkFoVCFBEARBEARBmILWmERpQJkrBEEQBEEQRFmEMlcIgiAIgiAIgiAIgiAIgiAIgiAEQJkrBEEQBEEQBEEQBEEQBEEQBEEQAqDMFYIgCIIgCIIgCIIgCIIgCIIgCAGQc4UgCIIgCIIgCIIgCIIgCIIgCEIATrbugC1Rq9W4f/8+KlasCJlMZuvuEAQhURhjePLkCfz9/SGXO4ZPmuY/giB4oTmQIIiyiiPOfwDNgQRB8OGIcyDNfwRB8MI7B5Zp58r9+/cREBBg624QBGEn3LlzB9WrV7d1N0SB5j+CIIRCcyBBEGUVR5r/AJoDCYIQhiPNgTT/EQQhFFNzoCDnikqlwowZM/Djjz8iLS0N/v7+GDx4MKZOnar1+DLGMH36dHz77bfIyspC27ZtsWrVKtSpU0fbTkZGBsaOHYsdO3ZALpfjzTffxJIlS1ChQgWtzdmzZzF69GicOHECVatWxdixYzF58mSd/vzyyy/44osvcPPmTdSpUwfz5s1D9+7duT9PxYoVARQOkoeHh5ChIAiiDJGTk4OAgADtnOEI0PxHEAQvNAcSBFFWccT5D6A5kCAIPhxxDqT5jyAIXnjnQEHOlXnz5mHVqlXYsGEDGjZsiJMnT2LIkCHw9PTEuHHjAADz58/H0qVLsWHDBgQFBeGLL75AZGQkLl68CFdXVwDAe++9h9TUVMTFxSE/Px9DhgzBhx9+iM2bN2s737VrV3Tu3BmrV6/GuXPn8MEHH6BSpUr48MMPAQDx8fF49913ER0djddffx2bN29G7969cerUKTRq1Ijr82gcQh4eHjSpEgRhEkdKG6b5jyAIodAcSBBEWcWR5j+A5kCCIIThSHMgzX8EQQjF1BwoY4wx3sZef/11+Pr64vvvv9cee/PNN+Hm5oYff/wRjDH4+/tj0qRJ+L//+z8AQHZ2Nnx9fRETE4P+/fvj0qVLCAkJwYkTJ9CiRQsAQGxsLLp37467d+/C398fq1atwueff460tDQ4OzsDAKZMmYJt27bh8uXLAIB33nkHubm5+PPPP7V9adOmDZo2bYrVq1dzfZ6cnBx4enoiOzubJlWCIAziiHOFI34mgiCsgyPOF474mQiCEB9HnSsc9XMRBCEujjhXOOJnIgjCOvDOF4IqUkVERGDfvn24evUqAODMmTP4559/8NprrwEAUlJSkJaWhs6dO2vP8fT0ROvWrZGQkAAASEhIQKVKlbSOFQDo3Lkz5HI5jh07prV55ZVXtI4VAIiMjMSVK1eQmZmptSl6HY2N5jr6yMvLQ05Ojs6LIAiCIAiCIAiCIAiCIAiCIAhCCIJkwaZMmYKcnBzUr18fCoUCKpUKc+fOxXvvvQcASEtLAwD4+vrqnOfr66t9Ly0tDT4+PrqdcHKCt7e3jk1QUFCJNjTveXl5IS0tzeh19BEdHY2ZM2cK+cgEQRAEQRAEQRAEQRAEQRAEQRA6CHKu/Pzzz9i0aRM2b96Mhg0bIikpCRMmTIC/vz8GDRpkrT6KRlRUFCZOnKj9t6YwDQ8qNcPxlAw8ePICPhVd0SrIGwq54+hOEgRBEITYPFeqMO2Ps4g9m4onSgY5ADdnBVoFeWPZu81QwVXQMoQgbIKyQI2NCTdxK+MZAr3dMSC8JpydBCV/EwQhAehv2Twc7TlYWaDG+iPJiLv4AABD1xA/DG4bJMq9oCxQ4/t/buD30/eRr1IjolZlTH29IdycFZZ33EZY+zM9fVGACT+dwpX0p/B0K4eJXeqhfb2qdn2PWfMzPVeqMGfnBZy9mw1Pt3IY3q4WXq5j3+NFELbk6YsCjN10AvHXM5DP6FmVMA9Bd8onn3yCKVOmoH///gCAxo0b49atW4iOjsagQYPg5+cHAEhPT0e1atW056Wnp6Np06YAAD8/Pzx48ECn3YKCAmRkZGjP9/PzQ3p6uo6N5t+mbDTv68PFxQUuLi5CPjIAIPZ8KmbuuIjU7BfaY9U8XTG9Zwi6Napm5EyCIAiCKJt8EHMc+y8/1DmmBpCrVOHAlYdoNGM3QvzcsWtCR9t0kCA4iN51Ed8eToG6SIXC2TsvYejLgfji9Ua26xhBEIKYu/MivvsnBUWrjc7ddQnD2wUhqnuI7TomcWLPp2LGHxeQlpOnPebn4YIZbzS0y+fg6F0XseZQis6xk7ey8OVfl/HRK5bdC/raTnn0DJuO30GXEB98O7Cl2W3bCmt/pp7LDuPcvX+l2u9kPscHG07ASQ4s/08zu7zH3lh2GGet9JmGbTiBvZd099L+uf4Y5eTAMjsdL4KwJa8vO4zz93TLRRR9Vm1YrTx2ju9gm84RdoWg8Ixnz55BLtc9RaFQQK1WAwCCgoLg5+eHffv2ad/PycnBsWPHEB4eDgAIDw9HVlYWEhMTtTb79++HWq1G69attTaHDh1Cfn6+1iYuLg716tWDl5eX1qbodTQ2muuIRez5VIz88ZSOYwUA0rJfYOSPpxB7PlXU6xEEQRCEvdNyTlwJx4o+LqY9Q93PdpZCjwhCOJpNpaKOFQ3f/3MLbyw/XPqdIghCMMN/OIFvD+s6VgBAzYA1h1IQveuibTomcWLPp2LEj6d0HCsAkJaThxF2+Bysz1FQFEvuBVNtx118gOE/nDCrbVth7c/Uck6cjmOlKAVq2OU91n7Bfh3HSlEs/UxvLD9cwrGiId9Ox4sgbEnjGbtLOFaKcyE1F42m/VVKPSLsGUHOlZ49e2Lu3LnYuXMnbt68id9//x2LFi1Cnz59AAAymQwTJkzAnDlz8Mcff+DcuXMYOHAg/P390bt3bwBAgwYN0K1bNwwfPhzHjx/HkSNHMGbMGPTv3x/+/v4AgP/85z9wdnbG0KFDceHCBWzZsgVLlizRkfQaP348YmNjsXDhQly+fBkzZszAyZMnMWbMGJGGpjAFeuaOi9DzTK09NnPHRaj0PXUTBEEQRBmkx5KDePhUyW2vVAMNp8VasUcEIRxlgRrfHja8qQQAZ+/mYPaftClLEFLmz6R7/5N/MszawylQFqhLqUclOXToEHr27Al/f3/IZDJs27bNqP3Bgwchk8lKvIzVHhWKSs0wZes5ozZTtp6zm+dgZYHaqKNAw5pDwu8F3rbjLj7Ac6VKUNu2wtqfafofZ7nWilN+s597bNvJO7j1+LlJO3M+0x+n7uLsXeObwAAw8eczdjNeBCEmKjXDgQvpiFy4H3U+24l6n+9C7xX/IPtZvl77ttF78ORFAVfbT5VqtJu33+A1uy06gHqf7UT9qX+h+5JD2H/pAf0dlkEEOVeWLVuGfv36YdSoUWjQoAH+7//+Dx999BFmz56ttZk8eTLGjh2LDz/8EC1btsTTp08RGxsLV1dXrc2mTZtQv359vPrqq+jevTtefvllrF27Vvu+p6cn9uzZg5SUFDRv3hyTJk3CtGnT8OGHH2ptIiIisHnzZqxduxahoaH49ddfsW3bNjRqJJ5Ew/GUjBIZK0VhAFKzX+B4SoZo1yQIgiAIe+WPU3dxITVX8Hm5ShVeX0pZAIR02JhwU2/GSnG+/8e2m7IEQRhGpWb4+Ockk3aMARvib1q9P4bIzc1FaGgoVqxYIei8K1euIDU1Vfvy8fERrU9HbzxGloFNKQ1Zz/Jx9MZj0a5pTab8eobf9jd+W0DYvfPhRvvIXrHmZ1IWqLEh/g6XbdZz+7jHVGqGSVvPctkK/UwqNcMkzvv3mVKF+GuPuNsmCEdg19lU1Pl8F4ZsPIkrD58jXw3kqRiS7mQjdNYetI3eo2M/c8c53Ms2/vtWnDuZzzFrxwXtv2PPp6Le1MJrXn7wDHlq4EWBGhdTn+CDDSdQ+7Nd2HX2viifj7APBDlXKlasiMWLF+PWrVt4/vw5bty4gTlz5sDZ2VlrI5PJMGvWLKSlpeHFixfYu3cv6tatq9OOt7c3Nm/ejCdPniA7Oxvr1q1DhQoVdGyaNGmCw4cP48WLF7h79y4+/fTTEv156623cOXKFeTl5eH8+fPo3r27kI9jkgdPDDtWzLEjCIIgCEdFpWYY97OwDYminL+fg+1J90TsEUGYz62MZ9y2QjfiCIIoHeKvP0I+p+/zxE3bBcu99tprmDNnjlYNghcfHx/4+flpX8Xluy3hyA3T0p4A8MPRm6Jd01qo1Aw7zvFvcu04myoo6njHWf61S/yNx3YR0WzNzyTUkcl7L9qSo8mPoRIQZyHkMx1Nfsw9jwHAr6f4HFeOwIoVK1CzZk24urqidevWOH78uK27RJQy0bsuYtTmU0YDou5l5yN4SqEMtbJAjfVHbpt1rXVHbkJZoNZKZhqLrWIARm0+TbKjZQjxVmAOSJXyLqLaEQRBEISjsnjPFYvb+HhLkl1sOhCOT6C3O7ft76fv031LEBJkZpEoU1O4Oyus2BPr0LRpU1SrVg1dunTBkSNHjNrm5eUhJydH52WM+1l8wYMHLktf/uR4SgbyBShX5asYtzKFSs1wwYRmv649JJ+JoVIzXEp9IsBe2GcS6si8l2laasvWxN8Qli1yQoDyidC2z9/nvx/tmS1btmDixImYPn06Tp06hdDQUERGRuLBA+MykITjsOvsfS75QgBQAQiZ+hd6LPnbomu+/10CRvx4itt+zaEU7DpLtZDKAuRcMYZMZDuCIAiCcEBUaoblB29Y3I6aAUvirorQI4KwjAHhNbltGei+JQipoSxQ4/pDfpnKN8OqW7E34lKtWjWsXr0av/32G3777TcEBASgQ4cOOHXK8IZPdHQ0PD09ta+AgACj13jJy42rL0oVk7yzIC1HuMpEWjbfhv7R5MdQCfQtJSRLW7ap0Bkl7EMJycTIfMZflw+AUZl2qSDUAXT+fg63U1Jo23cynkne4SkGixYtwvDhwzFkyBCEhIRg9erVcHd3x7p162zdNaIUUKkZxmw+LeicZwVqXHvIn5muj+M3swSfM/6n02Xib7KsQ84VIzx6mieqHUEQBEE4IvHXH0GsJePKv6/TApSwOc5OcrSu6cVtv/wg3bcEISUGfHeU29ZJDkTUqWLF3ohLvXr18NFHH6F58+aIiIjAunXrEBERgW+++cbgOVFRUcjOzta+7twxLh0UEcw/HlJ3Fjx6IvxZnff5XmhWAQCuel62xBxnFK8DQKVmuHg/S1DbF1P5HRG24rmSrzC21j5fzZ0dVa2Sq2mjItiDw9NSlEolEhMT0blzZ+0xuVyOzp07IyEhoYS90Mw9QvosibsCe6l4mK9mFIRVBiDnihFIFowgCIIgTCNEesUUBWpQMU5CEmwc1obblrKuCEI6KAvUOHYzk9t+VPvaUMjtW4qgVatWuH79usH3XVxc4OHhofMyRptalcGrlCbxfW/BmRJAYdFxHsyRrPJ0Kyf4nNIkw4zAUd7skuMpGchVCrthnuapuB0RtkClZjhihpONNzvqgRmZO1J3eFrKo0ePoFKp4Ovrq3Pc19cXaWlpJeyFZu4R0kalZlh2wHLFhNKEgrAcH3KuGINkwQiCIAjCKEKlV3hYsp82qQnb4+wkR+2q5bnt6cGJIKSBkKwVGYDxXeparzOlRFJSEqpVqyZaewq5DD1D/blsvdydRbuuNZCZ8azOOKdyoVkFAHD6Dr/jzxZUMuP75M0uMScrBuB3RNiC4ykZeJonPIaeJztKpWbYdb6ks8AUtBTRRWjmHiFtlsRdEU0xobSgICzHh5wrRiBZMIIgCIIwTtTWM6K3mXgrizapCUkwvWdDblt6cCII2yM0a6VPmL/Ns1aePn2KpKQkJCUlAQBSUlKQlJSE27dvAyjcGBw4cKDWfvHixdi+fTuuX7+O8+fPY8KECdi/fz9Gjx4tar8igqty2XmXl7ZzJS1L+MZ8OqcTwNsMR8Q/1x5Leo2TZUamD292iTlZMQCQkSu8T6WFuQ4jnuyoo8mP8TxfuONG6g5PS6lSpQoUCgXS09N1jqenp8PPz6+EvdDMPUK62GPWigYKwnJsyLliBJ+KfJEovHYEQRAE4Uio1AzbT98XvV0GkgYjpEFE7SpQCNh3pZpBBGFbhGStAMBXb4ZaqSf8nDx5EmFhYQgLCwMATJw4EWFhYZg2bRoAIDU1VetoAQrrDUyaNAmNGzdG+/btcebMGezduxevvvqqqP3i3WRPMEMSqbRQqRn2Xnog+Lx9lx5wzeXeZsiDP80rkLTMlTmZKwBfdom5bZt7XmlgrsOIJzsqwczaKVJ3eFqKs7Mzmjdvjn379mmPqdVq7Nu3D+Hh4TbsGWFt7DFrRQMFYTk2TrbugJRpHugFucx4WqVcVmhHEARBEGWNo8mPUcC5wpUB6B3qj9/P8DljZvx5HvvqdTS/cwQhAgq5DKM7BGMpZ5ScpmZQu3p8Ed8EQYiH0KyV1kFecHayfaxhhw4dwIzstMbExOj8e/LkyZg8ebKVewV4V+BzHOz9nyPC1hlA+jiekoHsF8KKjQOFWQXHUzIQHlzZqJ25jqUHT8zLdigNzMlcAfiyS8xt29zzSgNzHT882SXMzG3khBuP8Gbz6maday9MnDgRgwYNQosWLdCqVSssXrwYubm5GDJkiK27RpiJskCNbw9fx8b4FKQ/KYAMgJuzAq2CvLHs3WZwc1ZYPWvFRQHkqazX/vKD1zG+S108V6owdtMJHLmWASWAcnLAv5Ibvni9ITrW95Hk7ylhHHKuGCHxVqZJvUo1K7QztfAiCIIgCEdjY8JNbtsuIT6Y91Yot3PlxsNnUBaoJbHxRZRtxneph2UHbnBvcSzdf5WcKwRhA4TKVG4c2sZKPXEM/Dz41Bl4HRG2wFzJJsB0JoZKzRB3Md2ojSGqmJHxUlpYM7vEETNXzHX88GSXVHIrZ1bbUnZ4isU777yDhw8fYtq0aUhLS0PTpk0RGxtbosg9YR/M3XkR3x5O0TnGAOQqVThw5SEazdgND2eZ1bNWEr+IRKMZu63WvpoBzWbtKeH0z1cDtzKeY9gPJwEAq99vhm6NxKujRlgf2rEwAm9ESdxF4UXGCIIg7AWVmiHhxmNsT7qHhBvS1okmSg+VmmHfJf5NhUHhQYILhG+ITzFtRBBWRiGXYWzHYG77k1QziCBKHZWa4fdT/DKVUslakTKtgry5N3elmolhrmQTYDoTw9ysGACF6bwSxdxsHB4ngzXbthXmSnDxfKYqnNljJdr+n8PT0RkzZgxu3bqFvLw8HDt2DK1bt7Z1lwgzGP7DiRKOFX3kKK27tv6gbU1UcHXCkLY1rHodnt+NET+eQuz5VKv2gxAXWlEagbeWyvak+/QQTRCE2Rw6dAg9e/aEv78/ZDIZtm3bZtT+4MGDkMlkJV5paeI7emPPp+Llefvx7rdHMf6nJLz77VG0nBuHXWfFr7NB2BdHkx+Dt8ams0KGNv+LaBVSIHwHZ5YLQVib8V3qcdsykKYyQZQ28dcfQUjZZ8paMY1CLsOgiEAuW6lmYlhSe8JUtoQlWTEPLDjXmliSjWNqvKzZti3x4czwKs7dLNM1asxtG5Cuw5MgivJn0j3EXRReF8sU5csJ82AHeLth2v+eUaf3bIzqlYTNORWcxd9aH7XpFO0z2xHkXDFCqyBveJc3Ha3zOFdZJiIDCIKwDrm5uQgNDcWKFSsEnXflyhWkpqZqXz4+PqL2K/Z8Kkb+eAqp2bqL84zcfIzafBrRuy6Kej3CvogXEH1YVDs2onYV7sXH+fs5tKgkJIFCLkNkCP8cu/wgFbYniNJkxh8XuG1Dq3tQ1gonrYI4pb4kmolhyea0qcwCa2bF2ApLsnFMjZc127YpZv7U/8ERoHs8xbyC9oB0HZ4EoUGlZpiwJUn0duUy4OzM11ClAp+DpLK7Ew5P7qRz7J8pXQSdf2ZGN9F/BtUMGLMpUeRWCWtBq0ojKOQy9Gn6EpctRQYQBGEur732GubMmYM+ffoIOs/Hxwd+fn7al1wu3pSuUjPM3HHR6PPCmkMp2HWW0lXLKkKCCga2qan9f4Vchi6cm9RqVlgcnCCkwMCIIG5bNaPsFYIoLZQFatx4lMttPzmygRV741jwZlhINRPDEoF+U9kSlmTFeJsp92RtLNnTMJWJYUmmD0+Wh63Yf9m8bBxTAboqNcOG+FvmdkuyDk+C0BB//REKrBCHNKZDbSjkMpyc2gWd6huvgdipXmUkTovU+56Q84VKCPPy14V0KAuE5OUStoKcKyboVJ+vIBZFBhAEUdo0bdoU1apVQ5cuXXDkyBGjtnl5ecjJydF5GeN4SkaJjBV9TP7tLEVnl0FUaobTtzK5bItKgmkQskm9dD9tUBPSoE2tyignYOVM2SsEUToM+O4ot61CjhK/SYRheDMspJqJ8cCC7BJT2RKWZMX4SNS5Ym6ND8B0JoYlmT48WR62QKVm+D3pntnnp2UbdhodT8lA1vN8s9t+ZMF4E0RpICTjlBe5DBjfpa723+sGt8KlWd3wVgt/eLjIUU4OeLmXQ/+WAbg0qxvWDTEuESrkfCESwkIY8D3/GoewHU627oDk4fX4U2QAQRClRLVq1bB69Wq0aNECeXl5+O6779ChQwccO3YMzZo103tOdHQ0Zs6cyX0N3si1p3kFOHrjMdrWqcLdNmH/HE1+zB1pVFQSTEObWpUhlxVG95vi1J3C4uDF2yCI0kYhl2Fk+2AsPXCDy16TvTIx0joPWwRBFGatHLvJ5+wHgF6h/vR7IgDeDAupZmJYsqFvMlvCkr1+qd6CFnwmTSZGuAHnpSWZPqbathXHUzKQkWu+A8SYU9JSZRQK/iWkjNCMU140WStFcXNWYEG/MCzoZ16bvOcr5DL0beqPrUni1gw9lpIJZYGa5EwlDn07JuD1+FNkAEEQpUW9evXw0UcfoXnz5oiIiMC6desQERGBb775xuA5UVFRyM7O1r7u3Llj9Bo+Ffmj8Y7ceMhtSzgGQuqtFJUE06CQy9AisBLX+So1cPSG+ZrTBCEm47vUE7QntvrQDUlG2xKEozDl1zOC7L96M9RKPXFMeDMspJqJcTfzmdnnmsqWsCQrZt8l86SkrM2jXMv2NIxlYliS6QNIU4bdEqkzwLhT0pIsIgDSdeARBIT/dvOgkOtmrdiCr/pZZ40x5Tfxx4sQF3KumIDX40+RAQRB2JJWrVrh+vXrBt93cXGBh4eHzstoe0HecHHiW5XvvpAmqK+E/cNbb0WfJJiGsZ34F7/kwCOkglBNZaWKkXOQIKyESs0ERYi2DvKiyE+h2LGKg0rNsP2M+RHEpmpiWJIVs12iMleWbugblYez8ONKcb/FknsAMOGUtHC8KPiXkCqFcnriZncAwOJ3wmyemersJMeQtjVEb3ebRH8ziH+h1aUp7HhBSRBE2SEpKQnVqlUTrT2FXIYm1Stx2d54+IwKrZUhhNRbCa3uaXCRG1G7Cvci5ASnM4cgSgOh2Svzd1+yWl8IoiyzJO6KIPuNQ41rqxMlsWcVB0slmwDjmRiWZMWYctzYDAv37oxlYliaFSPF/RZLpM4AGP1MlmRGAdJ0RhEEUFjIXmw3Qcd6VdEz1F/kVs1jes/GeMmznKhtqhkQf41fOYIofci5YgJ7XlASBGEfPH36FElJSUhKSgIApKSkICkpCbdv3wZQKOk1cOBArf3ixYuxfft2XL9+HefPn8eECROwf/9+jB49WtR+tQry5rbdEJ8i6rUJ6SKk3kpLI/eQQi5D85peXO2cuZtN0TqEZBCavXLmbg45oAlCZFRqhmWc9Y8AyloxF3tWcRBDRspQJoalWTGANGWuLHWAGMvEsDQrRor7LX6ebhad/8CIrJilWTFSdEYRBADM3CFuIfsq5cth/ZBWorZpKUeiuqKiq7glzmf8eV7U9ghxoRWmCex5QUkQhH1w8uRJhIWFISwsDAAwceJEhIWFYdq0aQCA1NRUraMFAJRKJSZNmoTGjRujffv2OHPmDPbu3YtXX31V1H5FBPMXqd9h4QMmYT8IqbfSNriq0fd5HXgkrURIDaHZKwO+P2q1vhBEWWRJ3BVBka+UtWImdqziIKR+oCEMZWKIkRUjxf0Dq9b5cEBZsOaBXrBEhciYjJqlWTFSretDlG2UBWpcf8hfyH5QeKDR9xv5V8DJL7pa2i2rcG5GJBq9ZFyKfUB4de72SC1E2ojrSnNE7HhBSRCEfdChQwcwZviJIyYmRuffkydPxuTJk63cK6BNrcpQyAsLipviYuoTqNTM5jqnhPURo96KhojgKljBGXl85MZDtK3D7/AjCGuikMvQt5k/fjvF51g+lpIJZYGaIucJQgSEZq0EV3Wnvz0zsWcVB83GtyWJr4YyMUTJOpHiktmKdT72X7Zws1+C45V4K9Oi++tulmHZOR8Py5yD25Pu4/MeIfRsRkiKqK38hdmDq7pjZq9G+LxHCL49fB0b41PwOLcAzk4KtAryxrJ3m6GCyNkhYvPn2HZ4+qIAYzedwNHkDBQwGXw8XPBe60AMa1cLzk5yJFzP5HY4RW09i4VvN7VupwmzoFWmCXgXihQZQBCEo6GQy9C5vg+XbYGaMgvKAmLVW9HQplZlOHE+81HdFcdk1apVaNKkCTw8PODh4YHw8HD89ddfRs/55ZdfUL9+fbi6uqJx48bYtWtXKfVWl+i+oYLsKXuFIMRBaNbKjNcbWa0vjg5v9sfNR+bXH7EWlm58AzC4oW9xhgek6ZCyVBbMUHZJYQHrexa1LcXxstTJ9oexItUW3ruSretDlFlUaoatnEFJwL+/3c5OcozuWBdHP4/EtS974MKsblg/pJXkHSsaKrg6Yf3QcFya2wPXvuyOI1NexaiOtbVBH9N7NuRua+upeySVLVHIuWIC3gXldmM/jARBEHbKwIggbtsjNx5asSeEFBCr3ooGhVyGsECqu1KWqV69Or766iskJibi5MmT6NSpE3r16oULF/TrMcfHx+Pdd9/F0KFDcfr0afTu3Ru9e/fG+fOlr0Ps7CRHa866QcC/2SsEQZiPSs2w4iB/1oqTHIigrEezaRXkDT8P046En07cltxvtBjZJQY39EX4qFKUubr5iF+uRy8GnFFiyKiJIfMmNpY62Yw5QCx1dAHSrOtDlA2evijA0PXH0HJOHF7+aj9WHriORbv5AyPksrLz2x1Ruwr3xjwDsHD3Zaw4cBUvz9uHlnPjMCzmOJ6+KLBmFwkOyLliglZB3vAuX86kHUUGEAThiFBmAVGUBAHZSabqrWiguitlm549e6J79+6oU6cO6tati7lz56JChQo4elR/lseSJUvQrVs3fPLJJ2jQoAFmz56NZs2aYfny5aXc80I2DhNWx2HKb/xyCARBlCT++iOoBGxsj2pfm2RxLEAhl+HdVjVM2qVmv5Dcs7AY2SWGHCBibHxLTeZKpWb47/Hbpg2NYEjNw9JNfrmsUOZNcojgZDM0Nta8fwnCWqjUDB0WHECjGbux78ojPHyqxN2s55i/+wpW/M0fGNG5gU+Z+e1WyGXoEsKnFgIAK/9OxoLd13A38wUePlFi7+WHaDRjN9rP2yu5IIeyBDlXTKCQy9Ar1J/LNi3bsGYmQRCEPUKZBURRGOdTpKuT3GS9FQ0RwfxRSZQd5dioVCr89NNPyM3NRXh4uF6bhIQEdO7cWedYZGQkEhISjLadl5eHnJwcnZcYCM1e2UaZzgRhETN36M9q04dcBozvUteKvSkb1KxSnstOclHyYky1ZUgW7HhKBtJyLOuTITUPS8dLzQpl3qSGGE42gw4QK96/BGENYs+nIvizXbj52HKZyEHh/OoZjoAQtRBD3MrMQ/BnuxB7PlWEHhFCIecKB9W93LnsMnKVVu4JQRBE6UOZBYSG1Cy+xXL3xtW4o40oO4o4d+4cKlSoABcXF4wYMQK///47QkJC9NqmpaXB19dX55ivry/S0tKMXiM6Ohqenp7aV0BAgGj9F5K9omZA/LVHol2bIMoSygI1d9FXABjTgbJWxIA3+l1qUfJibHxbUxZMajJXYjjHDKp5WDHDw5ZYLKMGGHSA7L9seU1fqTnwCMcl9nwqRvx4SpS2nBUy7iA9R6FNrcooJ9Lu/IgfT5GDxQaQc4UDb85IC147giAIe4IyCwigMM37z7N8CzU/T/4NA8qOIurVq4ekpCQcO3YMI0eOxKBBg3Dx4kVRrxEVFYXs7Gzt686dO6K1LTR7ZcafpV8fhiAcgQHf6ZcL1AdlrYgIr39KYn4sMZwX1pIFk6LMlRjZOIB+J4gYjq6bjyyPhhcTMWTUAP0OEJWa4fekexa3LTUHHuGYqNRMNMcKAIx4JbjMBUYo5DKMbB8sWnujNp2iZ+ZShpwrHPhwLjR47QiCIOwJIZEU97OkF1VGiMPR5MdQqvhsha6HKTuqbOPs7IzatWujefPmiI6ORmhoKJYsWaLX1s/PD+nputGc6enp8PPzM3oNFxcXeHh46LzEREj2yo2Hz6iwPUEIRFmgxrGb/LJAlLUiHrzR71KLkm8e6CV4PVICK8mCSVLmSqR9OH0OKTEcNz+duC2pzUIxZNQA/eN1PCUDGbn5FrUrRQce4ZiM3nxStLbKcmDE+C71RItRUDNgzKZEkVojeCDnCg92Gq1DEAQhBgq5DJ3q8xVZe57PuftO2B3xN/iljMJr8Wc7AZQdReiiVquRl6d/wyI8PBz79u3TORYXF2ewRktp4ewkh29F/s2jAd/zR+ATBCEsa0WGsrs5Yw14o9+lFiWfeCsTlu7FW1MWTGoyV2JklwDQvyciwnilZr/QLzlmI0T7/vSMlxhtS9KBRzgcygI1Ys8/EK29shwYoZDLMLajeNkrf11Ip2CuUoScKxzYa7QOQRCEWLSoyad7eujqQ0lFlRHicS/zOZedOTq5VHel7BIVFYVDhw7h5s2bOHfuHKKionDw4EG89957AICBAwciKipKaz9+/HjExsZi4cKFuHz5MmbMmIGTJ09izJgxtvoIWoa+zF+M8lhKJj3wEAQnQrNW+oT5l9nNGWvAkwEixSh5MTaoDUlRiVEPQ2oyV2I5x/TtiYjluJGSQ0osGTV942VNiTaCEJMpv54RrS2FnAIjxnepJ+om/ZTfxPt+COOQc4UDey3iRxAEIRZVOCOyn+erSbbJQXmuLOCy61jfR/CmFtVdKbs8ePAAAwcORL169fDqq6/ixIkT2L17N7p06QIAuH37NlJT/631ExERgc2bN2Pt2rUIDQ3Fr7/+im3btqFRo0a2+ghaBrfld64AlL1CELwI3bz56s1QK/WkbMKTASLFKHkxio3rk6ISqx6G1GSuRJFRg/VkwQy1bTNE+ur0OrWs2TZBiEThXHhftPYWvxNW5gMjFHIZlvZvKlp725LuS+p3xpEh5woPJAtGEEQZx8+Df3FOsk2Oh0rNcPAq3/fawszIVaq7Ujb5/vvvcfPmTeTl5eHBgwfYu3ev1rECAAcPHkRMTIzOOW+99RauXLmCvLw8nD9/Ht27dy/lXutHaGF7yl4hCNOo1Azbz/Bv3rQO8oKzk3094h46dAg9e/aEv78/ZDIZtm3bZvKcgwcPolmzZnBxcUHt2rVLzJNiwhv9LqUoebGKjeuTohKjHoahtm2JGDJqAKwmC2awbRshRjaOoYwva7ZNEGIRf/2RaH/ar9b3Qc9Qf5Fas29eb/oSOtUTpgJhCDUD4q/xS3sT5mNfK08bwSv3te+S5enBBEEQUqRVkDdcOHWbSLbJ8Tia/Bh5BXzLZ3OjE6nuCuEICClsDwBRW89aqScE4RgcTX4MlYDdm41Dhf0NSoHc3FyEhoZixYoVXPYpKSno0aMHOnbsiKSkJEyYMAHDhg3D7t27rdI/e6y5IlaxcaCk00hMJ5KUHFJi9UXf3okYMmqG2rYVYtzvhjK+rNk2QYjFzB0XRGmn8UsV8f3glqK05SisG9IGgd5uorS1dP9VUdohjEPOFQ54f9y2U8oVQRAOikIuQ5PqlbhsSbbJ8UgQkCni52neQlBI3RXe+i8EUdoIzV7ZeuoezZcEYYQFsZe4bYOruttd1goAvPbaa5gzZw769OnDZb969WoEBQVh4cKFaNCgAcaMGYN+/frhm2++sUr/7LHmiphOi+JSVGI6kaTkkBKrL8XHSywZNUBa4yWWjFrcxTSrtS0l5x3hWCgL1Lj+0HLpxaEvB2LH2FdE6JHj8ffkTni1vo/F7Zy6k0XPGqWA/a0+bUCrIG94ly9n0u5xrlJSqb0EQRBiQrJNZRfGmfRdwUXBfZ8UR0jdldRselgkpIuQ7BUGYEkcRZQRhD6UBWok3c3htp/xuu1rL5UGCQkJ6Ny5s86xyMhIJCQkWOV69lhzRdRN+GKb3Lwb3/bmkBJrQ7/4eIkloya18RJLRk1fgK5Ybd989MzyRghCDxvib3Lb1vR2wVst/OHpqoCrkwwvVXLF5Mh6uDrnNXxRRn63zeX7wS1xaVY3veNXjVO2XaUG7c2UAk627oA9oJDL0CvUH+vjb5m0TcumaFqCIByTiOAqWHHgBpftkRsP0bYOv8wTIW08XE0HGABA1xA/iwoRtgryxombpjdnzv4vO6qsFz0kpImzkxxNq3twbwovP3gd47vUpfuZIIox4Luj3LZyGRBRRtYdaWlp8PX11Tnm6+uLnJwcPH/+HG5uJTNI8/LykJf3r6RSTg6/08oea65oHAXGNqhl4CsFUlyKinfjm9chFR4sjra+pYi1oV98vMS6L6Q2XmJ9Lk2AbtHPJVbbP524jTGdatP6ghCdH4/e5Lad3SsU7epVxYJ+1uuPI+PmrMCCfmElxu/piwKs/Jtvb+aHozdpb8bKUOYKJ9W93LnsMnKVVu4JQRCEbWhTqzLKcf5q3M+SzgM2YTlZz/l+23w9zau3ooG37sqLAjVF4BCS5pNuDbht1YyyVwiiOMoCNY5xONs19Al7iTYQjRAdHQ1PT0/tKyAggPtc3iwQKUXJ8zgKeP0IxWWuqOaKcYrfB+bW4tOHlMZLzOyo4p9LrDFLzX5ByiqE6CgL1LiVwRdUXpYCH0obIc6SA5cfkDSYlSHnCifenD9wvHYEQRD2hkIuQydO3c/n+Sor94YoTRI5N7hSLXSqtalVGc4Kvs0xKmpPSBkhzmigMHuFHnoI4l+EZK0AQHTfJlbqifTw8/NDerpugfD09HR4eHjozVoBgKioKGRnZ2tfd+7c4b5eqyBv+HmYfsb96cRtycxjom7CF1uWiOkskFINkZuPLK+fAOi5D0S8JaQ0Xq2CvFHJ3Xhmd3lnvoVAcQeemGMmJYcU4RgIkQTr3MCHAh+shJBnDZJttz7kXOHEh3MRxWtHEARhj7SoyZeKf+jqQ8k8YBOWoVIzJN3J4rL1r2TZQ69CLkNodU8uWypqT0gZhVyGke2Due0pe4Ug/kVo1krrIC+7LGRvLuHh4di3b5/Osbi4OISHhxs8x8XFBR4eHjovXhRyGd5tVcOknZSi5MXchC8uc8W78S2zo5orKjXDf4/fNmlX3kVh0qb4ffAoN8+I9b+4Oxtvu5J7ObPr+kmeYvfK/svp+u3MQEoOKcIx2HH2HrftoPAgK/akbKOQy/BqA1/Thv/jBwFSboRwys4q1FJ4na3klCUIwoGpUpHPgfw8n2SbHIWjyY+hVPHtJLQNrmrx9fwr6Y+6Lc79LHKuENJmfJd6gpaFqw/dIKc0QQCY8usZQfYbh7axUk9Kh6dPnyIpKQlJSUkAgJSUFCQlJeH27cLN7qioKAwcOFBrP2LECCQnJ2Py5Mm4fPkyVq5ciZ9//hkff/yx1fpYs0p5LjupRMmLVpwdJbMKeJ0FjLPmihQ4npKBtBzTn+uVOnzrvKL3Ae/mvtyEN0pq2yzHUzKQ9SzfqE2uUs3VVlEHnkrN8HsS3+a1PTnwCMdApWa4cI+vZpeTXIY2EqmR5KgMCK/JbUvSYNaFnCucPMjhLOTHaUcQBKHh0KFD6NmzJ/z9/SGTybBt2zaT5xw8eBDNmjWDi4sLateujZiYGKv3EwD8PPijn0i2yTFI4HSSuTrJRVlAy0w9Kf6P8/dzaIFISBqFXIaxHfmzVyhlnyAKN262Jt3ntneErJWTJ08iLCwMYWFhAICJEyciLCwM06ZNAwCkpqZqHS0AEBQUhJ07dyIuLg6hoaFYuHAhvvvuO0RGRlqtj7wb5FKJkherODsAq8qCScUZxduPoCp8dWiLOqR4HF0yAE/zCozaZD7Ll0xmFCDud1d0vI6nZCAj17jTBgA8XJ3syoHHw82bNzF06FAEBQXBzc0NwcHBmD59OpRK3dqPZ8+eRbt27eDq6oqAgADMnz/fRj0uexxNfgzOmDs0DfAkSTArQ9Jg0sG+V6KlCG+heipoTxCEUHJzcxEaGooVK1Zw2aekpKBHjx7o2LEjkpKSMGHCBAwbNgy7d++2ck8L9YVdnPgWSSTb5BgwTv2LDvWrirKAfsmLL3Pleb5aUg/ZBKEPodkr83dfslpfCMIeWBJ3RZC9vWetAECHDh3AGCvx0gTOxMTE4ODBgyXOOX36NPLy8nDjxg0MHjzYqn3kqS8hJdkmMTe+zZUF40Eqzijefni5czqWivzw8Ti6eIdUKs4oQLwaNQB0xov3M4bVqMRlJ6UxM8Xly5ehVquxZs0aXLhwAd988w1Wr16Nzz77TGuTk5ODrl27IjAwEImJiViwYAFmzJiBtWvX2rDnZYcf4lO4baXye+DICJUG25DA//0RwnCydQfsBd5C9XdJpoQgCIG89tpreO2117jtV69ejaCgICxcuBAA0KBBA/zzzz/45ptvrBq1CBT+gDd+yRMnb2VZ9TqEdPBwNb6ZoiEsQBzZgYjgKlhx4AaXbVo2/eYS0kaTvbKU854+czcHygK13Ufi2xtPXxRg3OaTOHkrCwxAo5c8MaJ9MF6uI47TmOBDpWZYxvm3AjhG1oojIaW/FDGdFjcfPdP5N68smAzGnQZSkmzSOM+MyVx5uZfjlgcu6pASc3O/+HdhK3hr1FRyK4es56azUIqOF++9+0qdqvj76iOTdlJx4PHQrVs3dOvWTfvvWrVq4cqVK1i1ahW+/vprAMCmTZugVCqxbt06ODs7o2HDhkhKSsKiRYvw4Ycf2qrrZQKVmmH3xQfc9mLIRROmGRBeE7EX+Oo0xV0slAajta34CF6N3rt3D++//z4qV64MNzc3NG7cGCdPntS+zxjDtGnTUK1aNbi5uaFz5864du2aThsZGRl477334OHhgUqVKmHo0KF4+vSpjg1Pqt8vv/yC+vXrw9XVFY0bN8auXbuEfhxueKVw/ki6TzIlBEFYlYSEBHTu3FnnWGRkJBISEgyek5eXh5ycHJ2XuVT34pMESM22n0gpwjCnb/PJCWRzPDzy0KZWZe7sqBLRpAQhQYRmrwz4/qjV+kKUpOeyw2g0Yzf2X32MnDwVnuSpkJCcgUHrT6D+1F2IPZ9q6y6WGZbEXRGUFOAIWSv2Ak99CSnJNvFKUflyOAt+OnFb5/meN2PB1L1sb5JNDECV8s5ctkVlrnhl1LxMZEYBJb8LW8Fbo6YzZ0R5UQcIz70rlwH/aR1oV9lk5pKdnQ1v738/Q0JCAl555RU4O/97L0ZGRuLKlSvIzLSfvyd7REhmKdVbKT3a1KoMzkdnMABL4q5atT9lFUHOlczMTLRt2xblypXDX3/9hYsXL2LhwoXw8vo34mL+/PlYunQpVq9ejWPHjqF8+fKIjIzEixf/brK99957uHDhAuLi4vDnn3/i0KFDOl5mnlS/+Ph4vPvuuxg6dChOnz6N3r17o3fv3jh//rwl42GQVkHe8C5v+gf/ca5SMotKgiAck7S0NPj66i7WfX19kZOTg+fP9UfyR0dHw9PTU/sKCAgw+/q8sk1n72ZL4gGIMB+VmuHAFb7aOWIFwCjkMnSoyxfpdNKONiWIsotCLkPfZv7c9sdSMqEs4CuCS1hGyzlxOGekMGu+Ghjx4ylysJQCQrNWgqu6U9ZKKcKbfSAVCSJeKap2HAXaU7NfaJ/vhWQs8CCV8eJxnmU9y8fltCd8DRZdE3I+CnSq72PSpuh3YUt4v7fwWt5cjpKiGUw8966aAac41sD2Hpt+/fp1LFu2DB999JH2mKHnYM17+hAzyLCsolIz7ixsAOjV1J+yI0oJhVyGXmH8zxlLD1ynPRorIGhFOm/ePAQEBGD9+vVo1aoVgoKC0LVrVwQHFxbrZIxh8eLFmDp1Knr16oUmTZrghx9+wP3797UFmi9duoTY2Fh89913aN26NV5++WUsW7YMP/30E+7fLyxeWDTVr2HDhujfvz/GjRuHRYsWafuyZMkSdOvWDZ988gkaNGiA2bNno1mzZli+fLlIQ6OLQi5Dr1C+G5ZkSgiCkBpRUVHIzs7Wvu7cuWN2WxHBVbjsXhSoqWianXM0+THyODd5w2vx3Rc8uDnzqZYeuPyAFoeEXRDdN1SQ/ZTfzlipJ4SG6X+cxcOnfLUSJ/58huYaKyM0a2XG642s1heiJPZW0J5389vdRSGoPWtmLNgS3vG6k8kny1U0s5hXRq28C9/aTwoOKd7vLet5PpejpGgGE+/nS0h+ZDfZZFOmTIFMJjP6unz5ss459+7dQ7du3fDWW29h+PDhFl1fzCDDsoKyQI1l+6+g6YxdqDllJ4I/E6YSFN23iZV6RuhD6HNG8Ge7UOezXWj71T6sPHCdgrpEQJBz5Y8//kCLFi3w1ltvwcfHB2FhYfj222+176ekpCAtLU1HrsbT0xOtW7fWytUkJCSgUqVKaNGihdamc+fOkMvlOHbsmNbGVKqfLWRxeKVwqKg9QRDWxM/PD+npurqa6enp8PDwgJub/qwSFxcXeHh46LzMpU2tynBW8EWiHLnBl/VASJMETueYq5Nc1NRv3uwopYqRA4+wC5yd5Ghdk19bfxvJzFoVZYEaG+L5gwyeKVWIv2Za254wD5WaYcVB/ohYJzkQUUc8hz5hGl6pIqnUEOHd/A7gXG9oZK54N77b1q6Map6m+5ApkX0D3vEK9ObbDynaHq+Mmjlt2wpNjRpjeLmX467bG3fx34wLXhk13hWCFJxRkyZNwqVLl4y+atWqpbW/f/8+OnbsiIiIiBKF6g09B2ve04eYQYZlgbk7L6Lu1L+wcM91ZL0QvhalzNLSx9lJjtpVyws6J1/NcC/rBebvvoK6U//C3J0XrNS7soGgOz45ORmrVq1CnTp1sHv3bowcORLjxo3Dhg0bAPybhqcvTU/zXlpaGnx8dFM+nZyc4O3trWNjKtXPkI2hVEDAco81748jrx1BEIQ5hIeHY9++fTrH4uLiEB4eXirXV8hlCK3uyWV7QgLRUoT5MM5Htw71xS36zJsdBRRG7hGEPbBxGH99CDUDbeZbkQ3xNwWfs3Q/aVRbi/jrj6ASsH8zqn1tkhspZXiliqRSQySTI1uimqcr6vtxBhv973bj3fj28XDFFz0amLSbvfOiJBzpvM6zd1rWEORk45VRq+bpigHhNR2qhggD4MNR0wcAthcNqOC8HSq58dW/kYIzqmrVqqhfv77Rlyaw+t69e+jQoQOaN2+O9evXQy7X3bIMDw/HoUOHkJ//b9ZOXFwc6tWrp1OuoChiBhk6OsN/OIFvD6dY1AZlltqG6T0bWnT+t4dvYvgPJ0TqTdlDkHNFrVajWbNm+PLLLxEWFoYPP/wQw4cPx+rVq63VP1Gx1GPtw7uYIucKQRACePr0KZKSkpCUlASgMAswKSkJt28XPoxERUVh4MCBWvsRI0YgOTkZkydPxuXLl7Fy5Ur8/PPP+Pjjj0utzy9xZvKdv58jiYdGwjw8XPk0w8MCxI1ULcyO4rOl24uwF5yd5Aiuwh9VNuNP69QRJIAdZ+8JPufUnSz6PbMSM3fwR0vKZcD4LnWt2BtCH/ZUc0WlZpi985JJuy96hCDjGV/miFbmincKYIBXedN7AlKpIcLrPNty4rYgJxuvjFr/ljW4HKZScany1qgBg+C6vbwyat7u5ewqm4wHjWOlRo0a+Prrr/Hw4UOkpaXpBFD/5z//gbOzM4YOHYoLFy5gy5YtWLJkCSZOnGjDnjsGfybdQ9zFBxa1QZmltiOidhVwiosYJO7iA+w4c1+cDpUxBDlXqlWrhpCQEJ1jDRo00G4AatLw9KXpad7z8/PDgwe6f7AFBQXIyMjQsTGV6mfIxlAqICCCx5r3RpXKrz5BEHbByZMnERYWhrCwMADAxIkTERYWhmnTpgEAUlNTtfMsAAQFBWHnzp2Ii4tDaGgoFi5ciO+++w6RkZGl1mde2abn+WpJPDQS5nH6Nl8EavZz4w+YQlHIZXi9STUu27Rs22/kEAQvM97gjyq78fAZaSBbAZWa4YKRIvaGzwPJEFoBZYEa1x/yyQYBwJgOlLViC+yp5srxlAykcqwNvMo7C/5cvBvfj3Lz7MohxduHWxl8NVc0Mle87das4s7lsJBKDRHez/UoNw99mr4kqE3e7KiMZ8LruUiduLg4XL9+Hfv27UP16tVRrVo17UuDp6cn9uzZg5SUFDRv3hyTJk3CtGnT8OGHH9qw5/aPSs0w5qcki9uhzFLboZDLMLpDsMXtjPvvaQomMgNBzpW2bdviypUrOseuXr2KwMBAAIUbfn5+fjpyNTk5OTh27JhWriY8PBxZWVlITEzU2uzfvx9qtRqtW7fW2phK9bOFLM6DHM4FEqcdQRAEAHTo0AGMsRKvmJgYAEBMTAwOHjxY4pzTp08jLy8PN27cwODBg0u1z0Jkm9Kyn1uxJ4S1UKkZDlzhq5ljjTV0tUp82VG7zqXSApCwG4RGlQ34/qj1OlNGOZr8WJAEVVGojpj4TPn1DLctZa3YDp4aE1KRbBLi1BBaS4Z347tKBRe7ckiJXXNFI3MlZLzsyRkl5LvtHGI4+Fdvm5y/T1mcWVdSGC9eBg8erPeZmDHdQWnSpAkOHz6MFy9e4O7du/j0009t1GPHYfTmkxa3oZDTb7StGd+lnrBNfj0wAGM2JZq0I3QRNO4ff/wxjh49ii+//BLXr1/H5s2bsXbtWowePRoAIJPJMGHCBMyZMwd//PEHzp07h4EDB8Lf3x+9e/cGUJjp0q1bNwwfPhzHjx/HkSNHMGbMGPTv3x/+/v4A+FL9xo8fj9jYWCxcuBCXL1/GjBkzcPLkSYwZM0akoSkJb6H6I9dJI5sgCMemTa3KcHHi2yHUSikQdsXR5MfI44yaD68lfvq3jDMN9EWBmqLJCbtBaFTZsZRMyl4Rmfgb5q/TqY6YuKjUDFuT+OUnKGtF2kjlmxGy8S24lowAWTB7ckjxFmgfEF5TmMyVgPGyJ2eUEKecUAceb3aUjPMPTgrjRUgbZYEasectkwMDgMXvhNFvtI1RyGVY2r+pxe38dSGdnj8EIsi50rJlS/z+++/473//i0aNGmH27NlYvHgx3nvvPa3N5MmTMXbsWHz44Ydo2bIlnj59itjYWLi6/jupb9q0CfXr18err76K7t274+WXX8batWu17/Ok+kVERGidO6Ghofj111+xbds2NGpkveJJvIXq9156QFG0BEE4NAq5DB3qVuWyPWlH6ejEvyRwOixcneRoE1xZ9OuHC2iTitoT9sT4LvUE2VP2irjcyzQ/m5LqiInLkrgrpo2KQBGxtsOeJJt4HQWtgrwFZ0sIkQXjwZ62IRkK1/9CZK6EjJdQJ4QtEeKUE+rAu/mITyYxvFYVVPM07TjJ5AwQJsouUVv5M0gN0SXEBz1D/UXoDWEprzd9CV1CfCxuJ2rrWRF6U3YQnDH0+uuv49y5c3jx4gUuXbqE4cOH67wvk8kwa9YspKWl4cWLF9i7dy/q1tVdCHt7e2Pz5s148uQJsrOzsW7dOlSoUEHHhifV76233sKVK1eQl5eH8+fPo3v37kI/jiD8PPi8/lnPpbGwJAiCsCZuzk5cdoeuPqTNKDuEcYYbdqhf1SpRSlTUnnBUFHIZ+jblfwCl7BVxuZfJVzNAH1RHTDxUaoZlB25w27cIrEQRsTbEniSbeNAsG6pwFJ0vaicku8KeHFK8BdqPp2QIkrkSIgsmOIvIhgj5exBiq1Iz/Pf4bZO21Txd0Sa4Mr7o0cCk7eydF+k5jDCISs2w/bRlBcyHt6uJbwe2FKlHhBh8O7AlhrcLsqgNjbwjwYelcmxlilZB3vB05dtMpBoDBEE4OlTU3rHxcDUt+wAAYQHWiSCkovaEI/NVv1BB9pS9Ig4qNcOF+8KL2ReF1vjisCTuCrdiEACM70RZK7bEniSbhDgKuFNH/mcnJLvCnhxSVqtTI0AWzJ7GS8jfgxAH3vGUDKTlmM726d+yBhRyGbw42k7NfkHPYYRBjiY/RoGZ++e+Fcrh6pzX8HmPhuJ2ihCFz3uE4Oqc1+Dr4WzW+QVqRtLbAiDnigAUchm6hPhy2fLWZyEIgrBXqKi9Y3P6Nl9kYPZz4xsYlkBF7QlHxdlJjtY1+R2TlL0iDsdTMvAs37JxpDW+5ajUDKv+5s9acZIDEXXEr+1F8NMqyNtuJIiEbNLz1gXU2AnJrrAnh5S16tQIkQWzp/ESIj0nxIHHe+/WrFK4PrYnhxQhTTYm3BRkX95ZgY71quL8jEgcm9oVzk60pSxlnJ3kOPZZF5yfEYkOtb3AlyrwLz8cvWmNbjkk9JcgkLZ1+GoM8NZnIQiCsFeoqL3jolIzHL7GV8fEmiotVNSecGQ2DmsjyJ60jy0nLcfyDaZK7uZFABL/cjT5MYT4uEa1p0L2tkYhl9mNBJGQTXpe25uPCuUE915M47J/8OSFXRW0z+RwglTzdBVcp0bId2FP48WD5q9AiANPiIwaYF8ZZYT0UKkZ9l1K57bfNLQ1LszqhvVDWqECp6IPIQ0quDohZlgErn/VA5uGteY+78BlqifOCzlXBOLD+YPHa0cQBGGvUFF7x+V4SgZylSou2/Ba1osmFlLU/siNh1brB0FYA6HZK1tP3aMHHAvJEMHRn/XM9pH59s6C2EvctnIZFbKXCvYiQSQkq6BVkDf8PEx/rp9O3IayQI3fk+5x9YF3M1sKLkOVmmH2TtN/k1/0CIFCLhMkcyV2kXopjBcgTHpOkANEgIwawHev25NDiihdhAQ6OCtkaCPguYyQLm1qVUY5Tk+AUkXSYLyQc0UoAnVZCYIgHBkqau+Y8EZ3uzsrrLrQFrL4u59FkgeE/SEke4UBWBJ31XqdKQOIkXVCmSuWoSxQI+kuf92bMR0oa0UqOJIEkWZFqpDL8G6rGibtU7NfYGPCTWTkmpZCrVzeGa2CvO2moP3xlAykctSu8yr/v7lPwH6IEAkxexkvwHo1aoTIqPFCsydhiPgbfCoFANCxvg/9FjsICrkMrzbgK3cBUAAjL+RcEcgDzg0nXjuCIAh7horaOyaPnvA9tL3WyM+qC22FXIZO9X24bJ/n82XaEISUcHaSo2l1D2775Qevk6PaAsTIOkkQsBlBlGTAd0e5bWWgrBUpYS8SRIIK2gOoWaU8V7u3Mp5x2fVq6g+FXGY3ziih/RQicyVERs1exguwXo0aoX9j9uSQIqSHkPtiYJua1usIUeoMCK/JbXuC5g8uyLkiEN4ilkeu04MXQRCODxW1d0wyOTcgfT2sv4HSoiZfZgxlRxH2yifdTNcx0KBmlL1iCWJkney9RPrT5qIsUOPYTX6Z0L7NXqJIWQlhLxJEQjfpeWWuArzcuey6hPgBsB9nlNB+8o6Xt5uzIBk1exkvwDo1auIupgmWUbMnhxQhLVRqhkTO32OSBHM8hKhDnL6TReteDsi5IhDeQvX04EUQRFmAito7JskPn3LZyUphz6tKRb7f3ef5VNTeHomOjkbLli1RsWJF+Pj4oHfv3rhy5YrRc2JiYiCTyXRerq6232wxFyEPOABlr1iCGFknWc8pCthchGStAEB03yZW6glhLaTgChO8Sc/Z6bo+FQRtfItdb8RaCKlRA4B7vC6nPxEko9YqyBvVPE1/d5mcwa7WQmiNGt77cXvSfZy4mcGd5QLYjwOPkB7x1x+Bs9wKSYI5IEKkwQrUQPw1Sh4wBTlXBOLHGaVLD14EQZQFqKi946FSM/xznU9btZKb8YdxMeD93QVIE9Ye+fvvvzF69GgcPXoUcXFxyM/PR9euXZGbm2v0PA8PD6Smpmpft27dKqUei49CLsPI9sHc9pS9Yh4qNUPcxXRR2qJMTOEIzVppHeQFZyd6VJUS9iJBJNRZwBv8c+KWsI1vIXJQUqfox+AdrzuZwmTUFHIZvuhhOpNz9s6LNg0wEFqjplWQN7zLm14vP85VIoEzSEiTiWIv2WSE9Fi2n38dSZJgjokQabClAu6XsgqtWAXSKsgbnq58BZzpwYsgiLIAb1H7A5cpo88eOJ6Sgad5fLFMVTizOS2hVZA3XDnD+qmovf0RGxuLwYMHo2HDhggNDUVMTAxu376NxMREo+fJZDL4+flpX76+/IUZpcj4LvUERXyvPnSD5lOBHE/JQPaLAlHa4pUJJv5lyq9nBNlvHNrGSj0hzMWRJIiKzp68MleMc8rVfH57GS+hNWp4syBy8/jm26LR014c30Vq9gubOvCEfq8KuQx9mr7EdQ7jvMmErL8p34AojkrNcPJWFpetQg6SBHNQ2tSqbDK7UsMpkgYzCTlXBKKQy9AlhO8Bnh68CIIoC/AWtVeqGMk22QFpOfwP+X6efN+9JSjkMrSvw1fbh4ra2z/Z2dkAAG9v41GWT58+RWBgIAICAtCrVy9cuHDBqH1eXh5ycnJ0XlJCIZdhbEf+7BWaT4UjZG4zhRi1W8oSKjXD1qT73PaUtSJN7EWCSKizgHf32ZMzW1ez8W0v4yXUWdAqyBt+HqY39/df5swULLJfZw8OKXO+1071+faPPHgzwv83ZvaSTUZIi6PJj01m1WloFlCJJMEcFIVchhaBlbhsVWrQc4cJaNVqBuGcBZzpwYsgiLKAkKL2Ccmk1yl1MjjlHjxcnUpNZoCK2pcN1Go1JkyYgLZt26JRo0YG7erVq4d169Zh+/bt+PHHH6FWqxEREYG7d+8aPCc6Ohqenp7aV0BAgDU+gkUIzV7ZkJBitb44IrxzGw9ZzyiASghL4ozXUSpOWcxaWbFiBWrWrAlXV1e0bt0ax48fN2hrq7pT9iJBJHSDnlfmKus559/9/5YhmhoixuZ1KYyXUGeBQi7Du61qmLTPfMaXufKoSHF4e3BICa5RA3A78E7fzuKy04yZPTijCOkRL6D+3LhOda3YE8LWjBXw/ZL8tnHIuWIGvA9U9OBFEERZoE2tynBW8NnSvrf04Q0M6BP2UqlFMlFR+7LB6NGjcf78efz0009G7cLDwzFw4EA0bdoU7du3x9atW1G1alWsWbPG4DlRUVHIzs7Wvu7cuSN29y1GaPZK3EWSWhSCmEFPFEDFj0rNsOzADW77spi1smXLFkycOBHTp0/HqVOnEBoaisjISDx48MDgOVKtOyWF+GahG/S8smAyzk+n2fhWyGWY3jMExmbprGf5iLuYxtWutTDHWVCzSnnRrl/0+7IXB54pin/nvA68w9f4Ni81Y2YPzihCesSeT+Wyc5IDEZzqAYR9ElG7CrdT4ARlwBmlbK1cRYL3gYoevAiCKAso5DK83qQal20aRwFIwrbwBgbU8Ha3ck/+hYraOz5jxozBn3/+iQMHDqB69eqCzi1XrhzCwsJw/fp1gzYuLi7w8PDQeUmR8V3qcdsyUGF7IYgZ9EQBVPwsibtidHO5OGUxa2XRokUYPnw4hgwZgpCQEKxevRru7u5Yt26dwXNsUXfKXiSIBDsLrCQLBgBdQvyM9kUGYOYO2xZo56F477gdUibGVi4Dmgd6CeqLrR14gmXnwD9euUrT8raVyztr711HcUYRpYeyQI0bD59x2YaRJJjDo5DL0IxTGuzM3WzJ/1bZEnKumAHvA1WCgHQ7giAIe6ZaJb6N9l3nUulHWeLczsjlsivNAIJWQd5wceJb3N/LfG7l3hBiwhjDmDFj8Pvvv2P//v0ICgoS3IZKpcK5c+dQrRqfk1fKKOQytKpZidt++cHrNKdy4l1evDnrbhbNMzyo1AwrDvJnrQRXdS9zWStKpRKJiYno3Lmz9phcLkfnzp2RkJBg8DyhdafEwJEkiIrOmtaSBQNMb8Qz2L5AuznOAl4Ph6n67GoGJN7KFNQXWzvwzPo7EHF/uldTf0Eb3rQ1ThQlausZbtuW5JQrE1T34tvHoXqPxilbq1eR8K7AF3mw9xLJNRAEUTbglUp4UUCyTVJGpWbYevoel21pRm4r5DI0qV6JyzaVsqPsitGjR+PHH3/E5s2bUbFiRaSlpSEtLQ3Pn/+7eT1w4EBERUVp/z1r1izs2bMHycnJOHXqFN5//33cunULw4YNs8VHEB0h+sdqRtkrvPgIyIAzxR9J92mNz0H89UdQCRimGa8brrXkqDx69AgqlapE5omvry/S0vTLRZlTdyovLw85OTk6L6HYiwSRUGcBb38TbvBt6BetIWIPDilz+sjrkBLarj2Mlzl/B2KO16sN/p0r7MEZRUgHlZph++n73PZtg6tasTeEVHjJy43bluo9GoacK2bAK0+S9Zx+yAiC4MceipkaIjyYr+A4QEXtpczxlAw8eWFakgAQNwqcB15Jg7OUsmxXrFq1CtnZ2ejQoQOqVaumfW3ZskVrc/v2baSm/qsPnZmZieHDh6NBgwbo3r07cnJyEB8fj5CQEFt8BNGJqF0FCgGhpiv/puwVHo6n8Dn2K7o6mbR5nKukNT4HM/7gz6YgbXd+zKk7FR0dDU9PT+0rICBA8HXtRYJI6AZ9qyBv+HmYDp5MupPF1W7RTXV7cEiZ00demSseisqo2cN4mVOjRtT+Fvm5twdnFCEdjiY/RgHnctFJLkMbAc/3hP0SEcy/9qJ6j4Yh54oZtAryhifHgxcApGWTbABBEKax92KmVNTeMUjL4X/48vPkj3IRA96FH2VH2ReMMb2vwYMHa20OHjyImJgY7b+/+eYb3Lp1C3l5eUhLS8POnTsRFhZW+p23Egq5DKM78Be2L1AD8dfIaW0MlZphQzzfb2RYgCeXHa3xjaMsUOPGIz6ZSQAY1b52mdR2r1KlChQKBdLT03WOp6enw8/Pj6sNnrpTUVFRyM7O1r7u3LljUb8NIYVvUOgGvUIuw7utapi051m+Fq2HAdiHQ8ocZ4GoX3SRgW0V5I1qnsa/v2qerjZ34Jmi+L3SPNALpqY33iEtmhllD84oQjr8EM+fddCpftUy+ZtcFmlTqzI41bep3qMRyLliBgq5DF1C+IoGZuRSwUuCIExjL8VMDUFF7R2DDE7ZAg9Xp1J/sC104PGt/KioPWHvjO9ST9De1Yw/z1utL47A8ZQMZD03Lp2iIbByeS47WuMbR4iuuwzA+C78cniOhLOzM5o3b459+/Zpj6nVauzbtw/h4eFcbfDUnXJxcYGHh4fOSyj2IkGUmWt6LVN8g75mFb6/e1MIrYcBSMMhZYrizgIxZa6KOgsUchneCDX+PPFGaDWbbvqaU6Mm8VamyeAy3tizoo4Se3DeEdJAWaDG7ouGgzaLMyhceA1Ewj5RyGXoFebPbb/0wHUoC9RW7JF9Qs4VMwnnjKAtzYK/BEHYJ6VRzFQMrW1TUFF7+4f3N6tP2Eul/mCrkMsQWp0vovwEyfUQdo5CLsPYjvzZKzcePqMHHSPwSqJUci+HsAAvLlveGoxlEZWaYespfl33PmHCN6QdiYkTJ+Lbb7/Fhg0bcOnSJYwcORK5ubkYMmQIAOnUnbIHCSKVmmH2zksm7b7oEaJzz4klc1W0HgZgHw4pc5wF1pIFU6kZ/jiTasQa+OOMbZ8jzPk74D3H1CwolxVmwQih7M6sBAA8V6rw7rfxqDv1L+5zFHKQJFgZI7pvqCD7ulP/wntrE/BcyScnXhYg54qZ8BbyLc2CvwRB2CelUcxUDK1tU1BRe/uHNxK7uhefI01sXuK87vn7OeTAI+weodkrA74/arW+2DtVOB0hg8NrwpeztqIPOVcMsiTuCncUNgB89aawh3pH45133sHXX3+NadOmoWnTpkhKSkJsbKx2XSiVulP2IEF0PCUDqRwZ0l7F68aJtQNd7Ma3B4eUWX20kiwYz/eXmv3Cps4oc/4OeM8xNW+qWWEWjAZ7cN4RtuODmONoMC0WCTcyTRsXoVlApTId8FAWcXaSo3ZVYRmcR5Iz0GBaLD5YT88fADlXzIY3upcyVwiCsAZCi5mWhta2kKL2JNskTRJv8T18ZdoocOAlL746L8/z1fQgSdg9QrNXjqVkUvaKITh3+lvW9ObfNKR9B72o1AzLDtzgtg+t7gFnJ3okHTNmjLaW1LFjx9C6dWvte1KpO8VTDwMAMm0omWeuM0MsmatHxSTJ7MEhZU4frSULZg/OKHPqwrQK8oZ3eePyXbyYkxFDBe3LHi3nxGH/ZfOet8d1KpsynWWd6T0bmnXe/iuP0XJOnMi9sT9oJWsmvBkpCTeowChBEMYpjWKmYmhtm0JIMbR7mVQIWGqo1AyHOYti2yqYibeoPUDFpgnHYHyXeoLsKXtFP8U3PI3Z8W4airm56EgIzVqZHNnAan0hxEUhl+GLHqa/r9k7L9ose9RcZ4ZYMlfFs+TsoSaGOTVqxJQFMyfDw5bOKHPqwijkMvRp+pIo1y96j9nDeBGlT48lB/HwqXlObic5EFGH/3mLcBwialcBZ3nTEjx8qsQHMcfF7ZCdQc4VM+HVWd51Po2kSQiCMEppFTO1Ngq5DGGcOsA8kg2liUrNcOBCOrotOoDaU3ai5pSdCJqyE/U+34XeK/5BtomUe0fgeEoGcjl1U8Nr2WbR3aZWZbhwevCktvGpLFBjxYGraD0nFjX/d48FR+1ERPQ+rKTCgIQBFHIZ+jblLzJJ2Sv64ZUFq1LBhXvTUMzNRUdBaNaKs0JGuu52hhfHfW9L2SYeZ4aXPmeGlWTBeLBlEpy5NWrE6nTl8s4lMjyk7owyty5Mp/q+BqwFUqRZTRaNsa/D1uNFlC5/nLqLC6m5Zp8/qn1tkgQroyjkMozuwJ8xX5z9lx+W6Ros5FwxEz9OPeZnShXVFiAIwiT2UszUFLyL97N3syXjeN5x5j7qfLYLQzaexOUHz1Dwv+MMQJ6KIelONkJn7UHb6D227KbVScvhc3i5OytsthmmkMvQoW5VLtuTt4TpC1uTWTsuoO7Uv7Bg9zWkP/130aliwP3sF5i/+wrqTv0LM3ecs2EvCanyVT9h9Sgoe0UPvD83DNybhidukvRgcYRmrYx4JZg2cewMR5Ah0nePWksWTOo1McytUSPWePVq6i94DrD1jGF2XRiROl70HlPIZZjeM8TovJv1LB9xF/XX8CQcC5WaYdzPZ8w+v5xchvFdSBKsLDO+Sz2LnASdFx0Uqyt2BzlXzKRVkDfKOyu4bBOSSRqMIAjj2EsxU1PwyjZJpaj90JgTGPvf0+CJ876XnY9aU3ZavU+2IoPzQbl7Iz+bboa5OTtx2R24/EASDrx28/dj3ZGbXLbrj9xGu3l7rdshwu5wdpKjdU2+rECAslf08YBzfnvwlF8WLCbhpiTmGKmgUjOs+ps/a0UuA23i2CFSlyHicWZk6XFmWEsWTOrOKHP7J9b3+2oD3WwOqTujANvX9Sk+9l1C/Ixm+8gAzNxhO6k+ovRYvOeKRecv6R9GAQ9lHIVchuX/Mb+G272sF2U2e4WcK2aikMvQjlOLkH7HCILgwR6KmZqiTa3KcOYU67R1UfueSw9h3+UHgs5RA6gT5ZgOlkruzqaNAIQLqHtiDXiL2itVzOYOvGazduNOhrDaL3cy89Bu3j7ThkSZYuOwNoLso7aetVJP7BNe53HG0zzuTUN9G7RlmaPJj5EvwKc3pgNJj9gj5hTzLk3MdmZYSRZM6s4oc/snWoH2YuMldWcUYNu6Pvokvkw5pBhsK9VHlA4qNcPyg/wBDsX56JUgdG9iO3lxQjp0b+KPj14JMvv8vqv+EbE39gM5VyygeSDfotGLc8OKIAjC3lHIZQit7slle8KGi/yhMcdw7v4Ts87NZ0DDabEi98j2ZOTyFT7ktbMWQora29KB93J0HDKeFZg21MOdzBdlviggoYvQ7JWtp+5RlGoR7mY+47Lz/p/+fyU3vk1DKUsflTYLYk3XbdBAWSv2iznFvEsTcze+rSULJvUaIuY6y8Qq0F58vKTujAKAzFzT94peB6MIfxKDw2uW+NuyB4cUYX3irz8yp+QTAGDlf8IQ1d226heEtIjqHoKV/2lm1rmXUp+WyQx6cq5YgHd5PqcJrx1BEIQj8JKXO5fdGRvVXfkz6R72XbZMrjFXqcLrSw+L1CNpkHiLz9mV+cy2zpU2tSqjHOfq5X6WbR4kP1h/FHezLRun/ZcfYseZ+yL1iHAEhGSvMABL4q5arzN2hErNsJ3zb8nP0w0KuQyDIgK57KmofSHKAjWS7uZw21PWiv1ibjHv0sJcZ4FYm/XmtGPLvwRLnGViFGgvLqPG8/0BQKaNAn1UaobZO007kr/oEVLSCcJZ29AYLWuWdMLZg0PKHPLy8tC0aVPIZDIkJSXpvHf27Fm0a9cOrq6uCAgIwPz5823TSQmxbL/wNV/T6hVx48vu6N7E3wo9Iuyd7k2q4caX3dGUM3C2KGUxg56cKxaQxbnBxGtHEAThCEhZtkmlZhjzU5IobZ2/n4PtSfdEacvWqNQMh6/xOZxsvR+mkMvQqb4Pl221SqX/IPln0j3svyLOfT3uv6cp+4DQ4uwkR9PqHtz2K/++TvcPCiVTMnKNa/gDQOX/Za0AQKugynyNk38AADDgu6PctjJQ1oo9Y3Yx71LCXGeBkIw1QxSdQzRIvYaIRc4yMea/Ys0q5DJ80aOBydNm77RNDRGe+x8AvPQE14qR+V080weQfnaUuUyePBn+/iU3/XNyctC1a1cEBgYiMTERCxYswIwZM7B27Vob9FIaqNQMJ29mcdvX8XHHpVndsG3MKxToQBhFIZdh25iXcWlWN1Ry5XcfbE+6X+aeQci5YgG8+vS3M/ikCAiCIBwBIbJNCcmWZZAIpZ/IGqAfb0lyiIXD8ZQM5HIWnwuvZduaKwDQjFOWMz1bHJkPXsR03gGFew5jNiWK1h5h/3zSzfSmk4YCNRDP6TR1ZHilUHo19dduMvBKBIklJWTPKAvUOHYzk9u+b7OXaDPHjpG6BJG5zgIhGWuGKDqHaJD6eFniLBMjE+OBnjnUiyMj0FYOPEu+T+8Klmc6Fs/04cXeZty//voLe/bswddff13ivU2bNkGpVGLdunVo2LAh+vfvj3HjxmHRokU26Kk0OJr8GLwiTO7l5Iib2BFuzgqr9olwLNycFUic1o3bvkBt+9qnpQ05VyyANyPl99Oke00QRNmhsKg9n21pTo1/Jt3D6Tv8siU8qJljSO+kcT4guzsr0CaYM6LbiuS8MB2FDgC7zpWuNMnozSdFb/OvC+llUreW0I8QWTwAmPHneet1xk7g3Yx6tcG/Eje8cl8kCyYsawUAovs2sVJPiNJA6hJEljgLuDPWDFB0DtEg9fGyxFkgRiZGhh7nipQdUpZ8n34eInzHepa0Us+OEkp6ejqGDx+OjRs3wt29pNR0QkICXnnlFTg7/xvoHBkZiStXriAzk9/R70jE3+APpBlooROZKLso5DJEhvCpRwC2rX1qC8i5YgG80Qc5Lwrs5seMIAjCUhRyGV5vYlySQYOnhRIMvKjUDBO2JFml7eUH7V96R9/DrT66N/KTRMSxjDMG70WButSiZpQFasSef2CVtgd8L2zzknBcFHIZRrYP5ra/8fAZOed4p+eidrzTnO2nQ5siNGuldZAXnJ3o8dOekboEkSUb8xZnYuiZa8ytAVNaWOIsECMTQ19tWik7pHjufy8D93+rIG94l7fsuUdfpo+UnVFCYYxh8ODBGDFiBFq0aKHXJi0tDb6+uo5Mzb/T0tL0npOXl4ecnBydlyMhZK+xXW3+zXGCKM7AiCBu2xNlbA+cVrcWICT6IC37uRV7QhAEIS18Pfnqrpy6XToRRvHXH6HASv4PR8he4ZW5DBcg+WZNwgVkz5RW1IzQ6G0hHEvJpA1yQsv4LvUE2Zd155w+jXpTdiQLxofQeW/j0DZW6gkhJWzpc7RkY97STAx9G9+WFIwvDSxxFviI4Fzx0/O8IHWHlCkMPW4o5DL0CrWscLi+YCgpO6M0TJkyBTKZzOjr8uXLWLZsGZ48eYKoqChRrx8dHQ1PT0/tKyAgQNT2bYlKzZDIGeTgrJBJQoGAsF+EZNCfvpNl9wGoQiDnigW0CvJGRVc+7Rsx0mYJgiDshdQsvuioA5cflMqP7ow/Lgiyr+9bMg3dGPZeOJr3N0oqv2VtalWGE+c+RGlEzQiN3gYAv4rCohen/HZGkD3huCjkMvRtyr9BU9adc7yyYEXtSBbMNJS1UjaRugSRJc4CSzMx9G18W1QwXiIY7JmF/qDK5Z31fg9Sdkjx3P9ZRu7/6l7Cni+Koy/TR+rZZAAwadIkXLp0yeirVq1a2L9/PxISEuDi4gInJyfUrl0bANCiRQsMGjQIAODn54f09HSd9jX/9vPz03v9qKgoZGdna1937tyx4qctXeKvP+Kut9Kxvo8kFAgI+0Uhl+mVwNRHWav9SCtcC1DIZegb9hKXLW9UMEEQhCPwkhdf5opSZf1iZ8oCNW48yuW293CRI/bjjhjXkV96x94XD4m3+DZBMjlrjVkbhVyGsEAvLtszd7OtvmkhNHq7Y70qOPp5V3hyBmgAwLak+5LefCFKl6/6hQqyj9p61ko9sQNIFswqbIi/KcieslYcA0eQIDI0JViaiaHved+SGjClgSXOAksz995o6q93o1fKDilL739LHXj6Mn14sPVPVdWqVVG/fn2jL2dnZyxduhRnzpxBUlISkpKSsGvXLgDAli1bMHfuXABAeHg4Dh06hPz8f+/buLg41KtXD15e+p8NXFxc4OHhofNyFJbt51dPGNimpvU6QpQZBoTX5LZdKuD+tHfIuWIhvNEHGZySBARBEI5AhAD5KGvLNgnd+D75RSSAQukdIQ8j9lo4WqVmOMzpGJJSsBNvBJ61HXhCo7c9XRVYP6Q1AODE1K7c56mZfTvwCHFxdpKjdU0+ByMAbD11r8w656wpC7bvUrppIwflx6M3uW0pa8VxkLoEkUWZBRaucbL0BKBI3RllSf8s/Y6rV9LvKJCyQ8rS+98SB56hTB+pZ5MJoUaNGmjUqJH2VbduXQBAcHAwqlevDgD4z3/+A2dnZwwdOhQXLlzAli1bsGTJEkycONGWXbcJKjXDyVtZXLYKOUgSjBCFNrUqc+8JnCpD0mC0yrWQrOfGf8g0JJZSXQGCIAgpIBXZJktkSxRyGcYKyF6x18LRx1MykKtUcdmG15JGzRVAOg68Kb8Kk+sq6lARukFurw48wjpsHMafCcBg/7WhzMUcWTDeDbTtZTSjTFmgxq0M/nqSlLXiOEhdgsgSZ4GlmRj2VpxdyHX12bUK8oanq5PZ1zak7CFlh5TF9WAscOAZyvSR8nhZA09PT+zZswcpKSlo3rw5Jk2ahGnTpuHDDz+0dddKnaPJj8G7BGkWUIkkwQhRUMhlaBFYictWpYbVVUqkAjlXLETG+Qt58PLDMvnwRRBE2UQqsk2WFtsVmr1ij9I7aTl8D1vuzgpJRTxJwYGnUjNsTbrPba8velvIBrm9OvAI6+DsJEfT6vzSFssP2ndtKLMxQxasVZA3vMubrov0OFdpF9HAYiPktzXQ242yVsoY9lrQ3lIHh7nF2QEg00Y17SxxFijkMnQJ4dPe14e+TB9A2g4pS+vBPOBcc+vDUKaPlMfLUmrWrAnGGJo2bapzvEmTJjh8+DBevHiBu3fv4tNPP7VNB21M/A3+jPZxnepasSdEWWOsgPvJ2iolUoFWuhYSzrnR9KJAXWY8dgRBEIDtZZvEKLYrNHvFHqOY9RVg1Uf3Rn6SiniSggNvSdwVQfb6oredneSoXbU8dxsb4lMEXZNwbD7p1oDbVs3KZvbK/st80l1FZcEUchn6NOWrq+go0cC8CP1tfb9NoBV7Q5Q2UpcgyuSQATTkLLAkE6OSm/5sHYVchi96mJ6nZ++8aJP1o6XOgnABWcTFMZS5IuXsKEvrwWRY4EQzNl4WZdMQdgvvPOskByLqSEd9gLB/ImpX4XYmWFOlREqQc8VC2tSqDBfOaKyEZNJKJwii7GBr2aaorcLkmgzJlozvUo+7jQK1det7WANDD2vFseQB2lrY0oGnUjOsOHiD2z64qrvB6O3pPRtyt7PjDH+mDOH4tKlVGeUErObLWvaKSs3we9I9LtviUb2d6vNFZFcpb1mBYntDaEbooIggK/WEsAVSliBSqRlm77xk0u6LHiF6nQWWZGJ0buBj0AHhxTFH2KqGiKXOAkPZJzxYcq6tQn0srQdjSUF7Q+NlqYOMsE9UaobTt/gCHcJIEowQGYVchuac0tbWVCmREuRcsRCFXIaO9apy2ZaB+4kgCEKLLWWbVGqGracsk2vSoJDLEBniw93WDwKK/EoB3odbSx6CrYUtHXjx1x9BJeB3fcbrjQy+F1G7CvdGwYX7OWVigUrwoZDLMLI9f3ZdWcteOZ6SgYxc0/UR9RYK5v2jLEP7FWJkhBL2jZQliHg2vgHAS09tFA3mBpIYO0/KDilLnQW8ATr60FejRtMnqWZHWfpd+nmY/3dhaKwtdZAR9snR5Mco4PxKW1LWEmEFbK1SIjVotSsCYTX4PHaebqa1mwmCIBwFW8o2LYm7wi2zD5gutjtQQOTtgcsP7OoBhvfB2JIHaGthSwfezB0XuG1NpeMr5DI0fomvdoaKlZ3CgAQfQmtDrT50w67mKEvg3QjrpadQMG9xa0uLYNsTU34VJyOUsF80EkTG5hxbSTaJ4cTI4JAV04exABQpO6QsHTNLAm/01agRo0/WxNLvslWQN8o7K8y6tqGxttRBRtgnQuqttA3mCwYnCCHYWqVEaljkXPnqq68gk8kwYcIE7bEXL15g9OjRqFy5MipUqIA333wT6em6Wse3b99Gjx494O7uDh8fH3zyyScoKCjQsTl48CCaNWsGFxcX1K5dGzExMSWuv2LFCtSsWROurq5o3bo1jh8/bsnHMZucF6Yj4gDg9B3+SC+CIAhHwBYRDSo1w6q/+eWaQqt7mIysFSK9Y2/RGbz6z5boRFsLWznwlAVqXH+Yy20/qn1tk+n4PUP56jsA9pcdRVgXobWh7G2OsoQqnBIsrzYoKQXEK/dVVmTBVGqGrUniZIQS9otCLsP0niFGA1iynuUj7mJaqfVJgxhOjKznfM/1xTEWgCLlmhiWjpm5MlcVXJwMfl4pO6N46sF4GXEuKuQytDOz9oWhTB8pO6MI68HrLHNWyNCGs040QQjBlkGOUsTsFe+JEyewZs0aNGnSROf4xx9/jB07duCXX37B33//jfv376Nv377a91UqFXr06AGlUon4+Hhs2LABMTExmDZtmtYmJSUFPXr0QMeOHZGUlIQJEyZg2LBh2L17t9Zmy5YtmDhxIqZPn45Tp04hNDQUkZGRePDggbkfyWxknPGCBy8/LDORggRBEIBtIhqOJj9GvprffnKk6UKjCrlM7+abIewpOiPxFt9iJ1OCsmCAbRx4QqK35TJgfJe6Ju0GRdTkbtPesqMI6yM0e2X+btN1CRwC3j8TfXYkC6bDkrgrguwpa8Vx6RLiZ3SDWQZg5o7SL9AuhhOD97m+OMYyOKRcEyOTI1PH2JiZK3P1cp3KBj+vlAva82DqrudVPSmOoUwfKTujCOsgpN5KaHVPqrdCWAVbqpRIEbOcK0+fPsV7772Hb7/9Fl5e/w5mdnY2vv/+eyxatAidOnVC8+bNsX79esTHx+Po0cLih3v27MHFixfx448/omnTpnjttdcwe/ZsrFixAkpl4aJk9erVCAoKwsKFC9GgQQOMGTMG/fr1wzfffKO91qJFizB8+HAMGTIEISEhWL16Ndzd3bFu3TpLxsMswjk9wS8K1GUmUpAgCOEIzcb75ZdfUL9+fbi6uqJx48bYtWtXKfWUH1tENCyI5d80FBLNMyC8Jne79zKfc9vaEpWa4fA1vrRyqa7LS9uBJzR6e0wH01krAODsJEdwVXeuNstS5gHBh9DslTN3c6AsEOCFtlMecUr86LMjWbB/UakZlh3gzwilrBXh2NMa0FRNDAbhMkQqNcOBC+l4felhtJu3H8M2nMDTFwWmTyyCGE4M3uf64hjKKgCsVxPj6YsCDIs5jnbz9uP1pYex/5KwwAuVmmH2TtNr5i96hBh1hLjzpnYXISzAPAeDBnOWpMoCNVYdvIau3/yNjl8fwOdbz+K5UiWoDZ56MFkm6sHwqp4UxcPVcKYPj1MRADIlmIFOmAfVWyGkAtVd+RezVr2jR49Gjx490LlzZ53jiYmJyM/P1zlev3591KhRAwkJCQCAhIQENG7cGL6+/0YAR0ZGIicnBxcuXNDaFG87MjJS24ZSqURiYqKOjVwuR+fOnbU2+sjLy0NOTo7OSwza1KoMZwXfT7w9RTMTBFF6CM3Gi4+Px7vvvouhQ4fi9OnT6N27N3r37o3z58+Xcs+NU9oRDcoCNZLu8s/tI14J5o7mEeIoup9lH86V4ykZyOV8sAyvZZ6MgbUpbQeekOhtGfiyVjR0a2R8U6gotJ4giiM0e2XA90et1hepwCsLps+OZMH+Rew6ZoQu9rYGFFuGKPZ8KupN/QtDNp7E+fs5uJP5HHsvPUCjGbvx+tK/ufslhhNDyHN9UQxlFQDWqYnxxrLDaDRjN/Zefog7mc9x/n4OPthwAnU/34XY88bHQEi/AMDLiONIIZehoT9fzbiiZBuRX7NGQfvoXRdRd+pfmBd7FVfTnyLl0TNsOn4HDabFYvgPJ7jbEePeNyc7KjzYcKaPQi7DFz1MZ+HP3ln62WSEddiYcJPbluqtENZESJCjo8taC3au/PTTTzh16hSio6NLvJeWlgZnZ2dUqlRJ57ivry/S0tK0NkUdK5r3Ne8Zs8nJycHz58/x6NEjqFQqvTaaNvQRHR0NT09P7SsgIIDvQ5tAIZehaUAlLtv7WaR1SRBESYRm4y1ZsgTdunXDJ598ggYNGmD27Nlo1qwZli9fXso9N01pRjREbeWXaxK68S3EUXT6TpZdPMCk5fD9Jrk7KySr11uaDjyh9Xz6hJUskm0MIQtUR9GujY6ORsuWLVGxYkX4+Pigd+/euHLFtAPLHjL3ShuFXIa+zfy57Y+lZDp+9grJglmM0KyV4KrulLUiEHtbA4opQxR7PhUjfjyFAgO/zefvP0XLOXFc1xPDiaGQyxBa3ZPrehrcysmNrnXFdka1X7AfZ+/pDyRSMWDEj6e4HCxi9eslL76s26IYWxqJPV7Ruy5izaEUg+/HXXzA7WAR4943JzvKrZzC6PteHE5+KmrvGKjUDPsupZs2BNVbIayPkCBHR5e1FrTyvXPnDsaPH49NmzbB1dX+NBujoqKQnZ2tfd25c0e0tpvX5NvYeZ4vLPWUIAjHx5xsPFMZflKitGSbVGqG30/xyzX1bfaSYA1aXkdRgRqI55TbsiUZnHI23Rv5SVqvt7QceELr+Xz1Zqig9tvUqgxedQ1H0a79+++/MXr0aBw9ehRxcXHIz89H165dkZuba/AcW0dtS5novsLuOUfPXiFZMMsRmrUy4/VGVuuLI2KPa0CxamKo1Az/9/Npk9d7+FSJmX9cMGlnK2dBoLe70TWSmM6obSfv4NZj09nRE38+Y3KNIFa/XvIynLVjCGPZ0GKOl7JAbdSxoiHu4gMuiTAx6vq0qVVZcISzfyXj16Si9mUHIc8iVG+FsDZCghwdXRpM0LyemJiIBw8eoFmzZnBycoKTkxP+/vtvLF26FE5OTvD19YVSqURWVpbOeenp6fDz8wMA+Pn5IT09vcT7mveM2Xh4eMDNzQ1VqlSBQqHQa6NpQx8uLi7w8PDQeYmFtzufJMChq1TUniAIXczJxjOU4WfI3lqyiDwIiWjYfcFw9qEp4q8/gpAY7Oi+TQRfQ4ijaOn+q4LbL20quRuWeihKuIDPbQtKy4EnpJ6POdHbCrkMrzbwNW0Ix1mgxsbGYvDgwWjYsCFCQ0MRExOD27dvIzEx0eA5to7aljLOTnK05gz4ARw/e8WSTTrec28+eiaoT/aESs2w4iB/1oqTHIioI+3fC6lRGmtAoPTXgTzLvqPJj/FUyfdcvD7+psm5ylbOggBv484YMZ1Rk7ae5erTM6XKZJCPGI4CQNgaDAAUchiNptf0y9g9xFvQfsqv/BntH240nb0iRl0fhVyGmlWEOfBMSTtRUfuygxBJMKq3QpQGvEGOgGNLgwl66n/11Vdx7tw5JCUlaV8tWrTAe++9p/3/cuXKYd++fdpzrly5gtu3byM8PBwAEB4ejnPnzuloyMbFxcHDwwMhISFam6JtaGw0bTg7O6N58+Y6Nmq1Gvv27dPalDZVKvI5V57nU1F7giBKH2vJIvIgJKLhxsNnZm/0zdxhOqpRQ2h1D7NkS9rUqsxd2P2UHUiDZXAWt+S1sxWl4cATWs/H3OjtAeE1uW0dse5KdnY2AMDb2/BC3ZyobVs6mEubjcOE1btYfyTZSj2xPc0DvUzO2XJZoV1xWgV5w8/D9Pr+pxO3JT/Xm0v89UdQCfhoo9rXpihZiSLmOlCsmhjxN4Rl+G6IN56BwOPE8OLYlBfqLBCysWQIXmeUSsAS+ddTxlU6xHAUAIVrMCFlapoFVDLpfJjeM8RoxlzWs3zEXTS+nlOpGXac489oj7/x2ORcLkZdHwBoUr0Sd79MOaMA8RxlhLQRIgkGUL0VonQQ8pvpyNJggnaWKlasiEaNGum8ypcvj8qVK6NRo0bw9PTE0KFDMXHiRBw4cACJiYkYMmQIwsPD0aZN4YNe165dERISggEDBuDMmTPYvXs3pk6ditGjR8PFpfABZsSIEUhOTsbkyZNx+fJlrFy5Ej///DM+/vhjbV8mTpyIb7/9Fhs2bMClS5cwcuRI5ObmYsiQISIODz9+HvxRAAnJ0peKIQii9DAnG89Qhp8he2vKIvIgZDFv6uFZH8oCNa4/NCwjVJzJkaYLP+pDIZehRWAlLluVGpJ3pife4tNeznwmbedKaTjwhNTzkcvMj94urUwvKaJWqzFhwgS0bdsWjRoZdk6ZE7VtSwdzaSM0e2XdP8LnXHsh8VYmTD3DqVmhXXEUchnebVXD5DUcWcdeSNCCXCasjhlRSGmsAQFx14FiSRAJ/bsR4++MZ0tHiEQnAAyKCDL6vq2cUefvGw8iEMtRoJDL0CuUv97XuE6m54kuIX5GHWUyADN3GC/QfjwlA0IU2XnW7WLU9QGAN5tV5+5Xr1DT9fvEcpQR0kaIJBjVWyFKCyG/mY6ivKAP0asNfvPNN3j99dfx5ptv4pVXXoGfnx+2bt2qfV+hUODPP/+EQqFAeHg43n//fQwcOBCzZs3S2gQFBWHnzp2Ii4tDaGgoFi5ciO+++w6RkZFam3feeQdff/01pk2bhqZNmyIpKQmxsbElHrZLi1ZB3nB35htOB3XUEQRhJuZk45nK8CuONWUReRAS0bDjDH+UmYYB3/HXDbB0sTmW46FQg5QzC1RqhsOcdWHs4VnMmg48lZphq4B6Pn3ChNfz0fD/7d15fFNl9j/wz01KuiDdKS2LtAVZKtAWhC64lLVARdwYHUe2UWfkC46AP/iCgwVBxXFHvyhfx6Wo4+h8R3BBBJHNhQKyBEV2KBSBlqW0pS20NLm/P5jUFtLkPMm9ufcm5/169fVS+iR9kiZPb57znHN8lemlR5MmTcKuXbvw0UcfKX7fWgeYfU0ke6X0fJ1fvY4a+8bNyWaH5jaBE2NbenV7IxM9tDA5h7NWPOGLa0BA2etAJUoQ2ewydjgJarpyrMx1CT5KEKOcEMQwmyS8eDetf9Uf+ye6zYTWKhh1rKzGbfBBiUABADxLfL7CLGbS4RN3v0uZMLeSSvF12d11u1K/y+zOsQglnqSh9O9TKlDG9O2vxLKAADCgWxz/TWY+IVLWGgCWFPrnoS6vgyvr16/HK6+80vD/ISEhWLRoEcrKylBdXY2lS5dedYqmY8eOWLFiBWpqanD69Gm88MILCAoKajImJycHO3bsQG1tLQ4dOoTx48df9bMnT56Mo0ePora2Fps3b0ZGRoa3D8djZpOEYdfTXlAlbi5iGGOBx1023tixYzFr1qyG8Y8++ihWrlyJF198EXv37sXcuXOxdetWTJ48WauH4FJmcgzMxL84u05UCl3819XbsfkI/QP6wzd38upiM7tzLPmP5486Ps28pagM1YTmnYDrxqN6oWYAT7Shsyf9fBpTO9NLjyZPnozly5dj3bp1aN/e9YlOT05tax1g9jVLkAmdiIEBwD8b29vsMpZZj5PGNrcJHNuSVvaXOs5IRA4tcNaKd4x2DahECaJNh8+iXnCf98hZ18ECJZt639a7PXq1d/13omNMKPJHXu/2vpQKRv30aznpfhzcnRBW8vmyBJnw55tdZ/AAwEu/SyVdgysxtzPna0n30djxcxdcfl+p3iZmk4SX7013ez9/vjmJVMZYyUAZ06fPtx/HkTLXr8/GxmYmqjcZxq4gUtb6692n/PJQl+KZK4EsIZLWmGzFz3xqgDHWlLtsvOLiYpw8+duJpOzsbHz44Yd48803kZqain//+9/49NNPXZbS0ZLZJGFwtzjSWLsMt004G1uy8Qh5rATvN4DMJgl9iCV3dv5aodv1nnqiL8xiNkRauVoBPJtdxhsb6A2dPe3n05jamV56IssyJk+ejGXLlmHt2rVISnK/OePJqe1ANPc295t+Dv7Y2H5LURnKql2fYgeAmJaW5jeBqXF4PzscKnpogbNWvGO0a0AlShAVelAW5GK9696lSjf1/nzyTRjc3fm166BusdgwfSDpfpQIRm0pKkOtaDQKrsuRK/18zRqRgj/fnOR0OQxtIWHx/b0xrIfr142ScyurEQ+uuAtQnKt2f5/U3ibDeiRg8f29EWYxO/3+n29OwqwRKW7vB1A2UMb057Mdx/GXf1nJ44NMXBKM+VZmcoxQcKHL7K+wnHgAyiiC3A9hVBLxk5XjwrC/h/XYGWP+afLkyc2eOly/fv1V/zZ69GiMHj1a5VkpZ2x2ElbtPkUa++ra/bipK60J3webjpDncEe6+7rFFP2SovEjYePJcWpQj+t9WRXtQ+eIHvGG2DRzBPAorzFHAI/yGhOpbwx43s+nMUegiNK4dvfJ87DZZUP8jpyZNGkSPvzwQ3z22Wdo1apVQ9+UiIgIhIaGArh8artdu3ZYsGABgMuntm+55Ra8+OKLyMvLw0cffYStW7fizTff1Oxx6FF251hIoPUYAC5nr3z852w1p+RT1E2kUWnN/104Q1wnqeOMYua/6T2mlDi0wIx1DUgtQTRjWPdm31uyUD7obwoPn2n2msoRxHC1QS7a1PutcX1xoc6GZ1bsxpGzNUiMCcPjI1IQ2syGuDOOYNT/ftt8pqm7YJQnJa4A1+XI+yVFIzKshcvyW1FhLYSer1kjUvDY0G5YsrEIPx45h5YWM+7s3R7ZnWOFrlMoc4t0M7dtAgFih90nK5u9prLZZcz/co/b+3giL4X8WIf1SMCQlHhsPHAGn+z4FTV1NvRNjMa4bPfl5hpTOlDG9OPBJT/imz20z88Orq5rGFOD2SThhsRIbDlSTr7N5I+s+HTncbw1rp96E/MhzlxRUJZAdJib2jPGAk1mcgy5d8e24nJSZkFdvR1HBVKkKXWLKUQyC/TadyUyzEIalyXwWLU21k1T2cZeXbufNO75le4/SDso1TxSJNOr3m7sxoBvvPEGKioqkJOTg4SEhIavjz/+uGGM3k5tG4XZJOGONHqTYX/LXom9hlaqy1Wd6EAsC2azy1hqFekxxZs4gUaJEkSRoc03K3fF1aWhWk29Qy1mzL+9J95/IAPzb+8pFFgBlOmH4UmJKwCI8PB5dvAkBGYJMuGhmzvhzbE34OV703FTl9aqrBGu7tFml7HreIXwfVbV2pp93VJe9wAQ1ZJ2fe1gNkm4qWtrvHJvOt4cewMeujlZOAPaEYxyxV0wiunPg0u2CAdWAO/LEzPmCZG+tA7f7DmNB5f8qMJsfI+DKwrKTI4B9VpLp1ViGGNMNWaThBs6RpLGUkuDidSE7xgd6nW5JofM5BgQ+1Dqtu9KeU2douP0QOkAXl29HdZfK8k/39t+Po2JBIqMfGBDlmWnX4177a1fvx4FBQVNbjd69Gjs27cPtbW12LVrF0aMGOHbiRsEtcmwg1/1XqFea7saF4BlwRau3ic0XqlDC8w4lChBFO1hQDLKxcEQvTb1ViIYdc7Da7Edx5rP3nDXNB4AymsuadKngzK3cy7mtqWoDDUiaceNlFQ4P7Rl9NJbfvRnKiAstx7HN3vED+hlJEUp9nmXMRHZnWNh9mCh+WbPKcOXuQY4uKIos0nCrb1odUS5qT1jLBCJnGiYu3yXy++L1oS/P7Mjeaw7ZpOE9I7G7rtSXFZNGkfNcNEDpQN4WpbG4QMbTAmWIBMyiD2iAP/KXjlDqI3vblyglQUT7THVqXUYb+IEICVKEBUe8uxQQLSLrAC9NvVWYlNe8nBn/PsDZ5u9BtVzsMDbuXlaRg0AyqqdB7L0XHrL22AU0xebXcbkj6we3fb9BzKVnQxjRGaThJdHe3bg5i//3KHL/RIRfDWsMG5qzxhjzcvuHEv+w3PodI3LTb5ZS+kb3wAwTiATgIKaWu/ou6InNruMpTtoTeSMlLkCKBfAEy2Nc2fvdoqWveADG0wp7z8o9kF71tKfVJqJb1HLgrkaF2hlwUR7TM29lUvxBSJvSxDZ7DJW7y716Ge7CsroNVigxKa8p2XUqmrrm91Q13OwwNu5UfsKOtPcoSJHTx9XRHv6KEWvr33mmUkfbvXodhMEe/UwprTberdHSjxtT7wxGcDkf2xTfkI+xO88hYk2tWeMsUDiaHZG1dwmn80u45Pt9I1vNVKkjdx3ZUtRGc5ftJHGujolqkdKBfBES+OoUd+YD2wwJYhmryzdftw/Xk9cFkyYSI+pIBOQ3UxjccZcvSW2FJWh4mK9R/f7zZ5Tza5Peg0WUDblAeBcMxkTAD1Y7ExzZa4oQTLRhvZK8TaQ4U3WdXOHitTq6aMEvb72mbi6ejtW7hLvsxLT0oI5t12vwowYE7NiygCEBYnf7qtfSg2dPc/BFYWJNLXX22YbY4z5gkhmwbIdzjf5RE/0qJEibeS+KyLlEuIjQlWcifJEA3gzP7k6A8pml/HaOu1L4/CBDaYUkewVGcDC1fvVm4yPcFkwMaI9pv7rls7cyD5AeVuCyJuSTeUXmr/fc4T3vBaZBWaThCfyursdN//L3c0HjsI93xRvrswVhVZhdm8DGd5kXTcXmNFrTx9A31k1TIxISWIHixnY9sQQFWbDmGd2P5WHFh58NHb2udwoOLiiMCNvtjHGmC+IZBY464sheqIntX24KhvfIn1Xdp2o1NVJcGq5hPCQIEN+EBML4J246nezcPU+oQ0FtUrj8IENphRLkAlp7cPJ4/9n/UFdrVme4LJgYsa8tYk8VukeU8xYvC1B5E3JJsB5JobNLmP+l+4zr57IS9EkKBhFWCNc9YPZUuT5AYroZtY4PTe09zaQ4U3WdXOBGb329AH0nVXD6Gx2GcsEShIDQGgQsP/pPJVmxJjnDjyThzDBCMun1qs/lxsFB1cU5g9NjhljTE1mk4QhKXHk8Vf2xchbuEHo583IdX9a0FPUwMOFS3ZdNZGklku4I13ZPiK+kt2ZXqrmylP6NruMVwWyVtQsjcMHNpiSpg+jr4V22Q+yV7gsGFldvR2bj5wjj1e6xxQzFm9LEHlTsglwnolB2fgGgCiNSp16E5Cy2WUs2XjU458d10xwRc99OrwNZHiT6dPc61PPz5ees2oY3caDZ4QOdyWEt8CepziwwvRr9/zhaBtO/7vr7GCtUXBwRQVGbnLMGGO+MFaguXzjvhjLrcdx4HQN+baWIBMyBU7/ixLpu9JczWstUMslXBst3pBOD8wmCX07RpLHv7rut1P6d73+vdDPUrM0Dh/YYErKTI4RStE3evYKlwWjE8laAdTpMcWMw1GCyNVfPlcN7b0p2QQ4z8TQ88Y34F1AaktRGcovuM4wcamZX5Se+3R4+/v0JtOnudennp8vPWfVMLrX1tIPtbSySCh8fKiKs2FMGRsfH4LwEDN5/KsC7wM94eCKCozc5JgxxnwhMzkGZoH96Bvmr4LNLmPyR1ahn/P83b1UPV2bmRyDYGJqgZ4234rLqknjvD1dqqW/DBIrWTP6jY148otdQj0HTJL6pXH4wAZTitkkYeItncjjjZ69cuQMbZ1ztRFG3SQ7coYe9Ncb0ayVjKQoVUptMuMwmyTMGZni8oR1ec0lrN5d4vR73pRsApxnYuh54xugNY9vLiDlTY8aADjVzO3dzUmCdn06vPl9epvp82u588NQlN9hlIugopr0Hlxk7tnsMrYeLSeP35Y/TL3JMKawrbPpgcDtx8oNebiLr4xVwGU8GGPMNbNJwqjUtuTxlbV2dHp8hdDPSAgPxqi0dqJTE2I2Scjp0po0dutR+uaVmmx2GUt3HCeN9fZ0qZayO8cKBfC2HyvHuz+IfRifnKN+Q2c+sMGU9OiQrkIVrBZ/e8iQH3Bsdhn/3FLsdpy7jcN+SdGID3ffK+GjH4sN+TwB4s1z338gU6WZMCMZkhLvdmP+yS+cN2j3pmRTw51fwR8aeje3Nnvbo6a5hvard5e47LkiA5gzUpseNd4Eo7zN9Pnci5r/Wv0V0Htwkbm36fBZUF92nVqH8SEHZiiWIBM6t25JGmuzw5AHBvkdqQIu48EYY+49e3eqqve/YcZAVe/fIdQSRBq3bu8pXaz3W4rKcP6ijTTW29OlWjKbJEzKoZ/SF+WLrBWAD2wwZZlNEh4ZQH9fGDUjaktRGUoq3W9I3tv3Wpcbh2aThN/3u9bt/Ri13IrNLmOpQPNczlphDu6aocto/n3hTckmwHkmht4belOax59rpnm8t9dizjIxbHYZT36x2+XtIsNaYEhKvFc/W03N/Sa9zc44W13XzOvW/e+wvJnfodoowUUAONdMoI1p772NReSxc2/toeJMGFPHnJHXk8d+d/CUijNRB18dq4TLeDDGmGuWIBMyEmmBaFG+3ABqFxVKGqeX9V6kvER8BO2x6ZXoKX0RL9+T5pNNGpEDG7tOVOoigMf0TfR98dyqParNRS3UzbXEWPd9pRJjaSftjFhuZeHqfULjOWuFOXhahsjbkk2A80wMvTf09qZsk7eZPs4yMSg9OrQKFADeBaNinZSNE+WsT6KeS2+ZTRKeyOvudtz8L51nkzFt2ewyvtlL20w2SUD2dfSsdsb0IrtzLPnzx7q9xqvGwMEVlXAZD8YYc+/9B9XZqPHlBpDR1ntqeYnwkCBdl8+gED2lT+WLknONUX8PFy7ZDXl6nvmW6Pti56+VqKu3qzgj5VE31yjjYlsS74s4Ti9sdhmvrTtEHs9ZK6wxT8sQed2cHc4b2uu9obdXZZu83At3lomh50CByM91Ok6B2IGzAJ7eS29FEf4GGTXL0t9tOnwWNuJlVo+24Zpl4DHmDbNJQhLhUBMAHDxdZbhAMF8hq4TLeDDGmHuWIBOG9YhT9D7/2D/RpxtAIuv98XPOm2T6ErVJ/R3p7fzi4v3RIV0Vv9jxVck5B5EAnrPTloxdSTR7ZeYnYn05NEf9PEYZR32iDLZcLly9T2gPkrNWWGOe9sRQYrPeWUN7vQcLvOkJc6bau54rwNXXBnoPFHgzv1Ne9qgBnAfw9NzQHtD/e0DEl19+iYyMDISGhiIqKgq33357k+8XFxcjLy8PYWFhiIuLw/Tp01FfX6/NZBWw8dAZ8tiRAj1LGdObXu0jSeOM2HeFgysq4b4rjDFGs+i+GxS7r7hrLMgXqOepBJH13t2pSl+gNqm/Npp2skTvzCYJr96bptj9+Tp4B1wO4AUTI3hnFNhUYP7PbJJwZ2/6B/RlOzxv8KsF6mYkZRz1PWWk955o1go3z2WecPZXS4mSTc7uWO/BAm96wijxnF2ZiaH3QIEjGOXqyqe5hvbUDG1XnAXwKLT8K6n39wDVJ598gjFjxmDChAnYuXMnfvjhB9x3330N37fZbMjLy0NdXR02btyIJUuWoKCgAPn5+RrO2jsi2UTjspNUnAlj6rqrd3vyWD1U/BDBV8kq4r4rjDHmntkk4X8U2vwufHywIvcjirre/6SDYHpxWTVpHDXDxQhuTWuHgV1jvL6fDtGhPg/eAZffIzldWpPGbj16TuXZMH+x4M5U8lgZwMLV+9WbjMK4LJhrolkr3DyXXcnjnhgKXAKt2VN61b/pPVjgVU8YBZ4zZ5kY7mh5tWo2SZgzMsXlHMprLmH17pKr/j26pQLXr06iOnpuaA94nk2mJ/X19Xj00Ufx/PPP4+GHH0aXLl2QkpKC3/3udw1jvv76a+zevRsffPAB0tLSMHz4cMyfPx+LFi1CXR3tAJme2OwydhCv3fmgAzO67M6x5CCE0So88TtTRUarw88YY1q5Na0dBnXzrjnf4vt7a1bGirreX6y3axpMt9llLN1xnDSWmuFiFO9MyES7cNcfOl2JCgvCdz4uB9ZYqCWING7d3lOaB/CYMViCTOhEbNYOAK9vOGic1xaXBWuWzS5j0Xp61kqQiZvnsqt5WoJIiRJXnzlp0E6h5erlTU+YtXuvDiaJujITQ++BAgAYkhLvMlggAXjyi6sbtMeFe5+Z4SwT0R/Kbun9z9T27dtx/PhxmEwmpKenIyEhAcOHD8euXbsaxhQWFqJnz55o06ZNw7/l5uaisrISv/zyixbT9sqmw2dRT1yccq+PV3cyjKnMbJLQJ9E/KzxxcEVFRqvDzxhjWnp7fAZ6tQv36LaL7++NYT1cl1tQU2ZyDCxm2oKvZTB9S1EZzl+0kcYqcvJPZ354fCiuCTYL3y4q1Iwd+bkqzIiuXVQoaRxnwzIRc2+jZ2LV24GNB+h1wbXEZcGat/HgGdgEPqv+1y2d/aL/FlOWpyWIlChx5axBu96DBZ5uzNvsMpZZaYdiXLriLWyEQIG736mMZgJSCuzFOctE1HvZLY+zyXTk8OHDAIC5c+di9uzZWL58OaKiopCTk4OyssvzLikpaRJYAdDw/yUlV2cyAUBtbS0qKyubfOmFSL+V/p1oWeyM6Zm/Vnji4IqKzCYJaddGksbuOlGh7mQYY7pVVlaGP/zhDwgPD0dkZCQeeOABVFVVubxNTk4OJElq8vXwww/7aMbq+fyRm/DAjfRasmYAh54ZoWlgBbi83qe2jyCN1TLFtaSS/iE5PoK2mW80u54chg7R9MfWPtKCHXOGqTgjGs6GZWrI7hwLYlwYADB3+S73g3SAy4I177W19PJuJgl4dEgXFWfDjMrjEkQKHUK9ctNf78ECTzfmtxSVoaza9YY5xZXBX70HCgDPf6dKZPo4S/Fw95qXACREhHBDeydmzpx51efWK7/27t0Lu90OAPjrX/+Ku+66C3369MG7774LSZLwf//3fx7//AULFiAiIqLhq0OHDko9NK9RD1lbzBIyO3lf4pgxrYl8pi08bIxDXQAHV1TXPorWEPjQ6RrU1dtVng1jTI/+8Ic/4JdffsHq1auxfPlyfPvtt/jTn/7k9nYPPfQQTp482fD13HPP+WC26nvi1hTsf2o42oS7zpzIuS4Kh57N082J2nbE9V7LFFdqk8/wkCBd12T21nczBuLl36W5HTeh/7X4fuYQ9SdEkJkcgxbEq7YT5fotScH0xWySMCmnE3m8Ya5XuSyYUza7jC1HysnjJ+dw1grznLNXjhJlwYCrg5l6DxZ4GoxSaiP8yudL7z1qAM9+p0pl+jjr67N6d4nbTJo5I1M0WzP1/B547LHHsGfPHpdfycnJSEi4fFguJSWl4bbBwcFITk5GcXExACA+Ph6lpU1/P47/j493XjZr1qxZqKioaPg6duyYGg/TIwmRtN/HgG5x/PeY+YXLFT9oYw1UFYyDK2qjlvEAgCUbi1ScCWNMj/bs2YOVK1firbfeQkZGBm688Ua89tpr+Oijj3DixAmXtw0LC0N8fHzDV3i4ZyW19MgSZMLmx4dg19xcDLguGiEmwCxd/qB3b98O2DNvGAoeyNZ6mk0YoWwTtUn9Hent/P4C/o7e7XDomRF4d8wN6BYXBosEtDBJaBcZghm5XbH/qeGYM7Kn1tNsYDZJGNgtjjSW+kGNMQB4dEhXobjAmLc3qTYXpWhRFszZZpzeLFy9jzxWAmetsOZ5WoJIibJgAK6K3BghWOCOs3VYreeLQus9LU8CUkpl+lzZ18dml/HkF7vdzmVIinY9MfolRSMhwvX1n1aZNa1bt0a3bt1cflksFvTp0wfBwcHYt++3v1WXLl3CkSNH0LFjRwBAVlYWfv75Z5w6daphzOrVqxEeHt4kKNNYcHAwwsPDm3zpRWkFLXOl97W0PhWM6Z3ZJOHWXrSqIyVuepXpCQdXVCaS8vTFTtcbqYwx/1NYWIjIyEjccMMNDf82ePBgmEwmbN682eVt//GPfyA2NhY9evTArFmzUFNTo/Z0fe6akCC8+0AW9j6Th0ML8rAjfyievasXQqnHHXzICCmu1Cb110bTsnCMzmySMOD6Nlg5bQD2L8jDgWdG4IeZg/BfAzrDEqS/S6TeHWkfiEsrjNH7gemD2SThkQH07JXNRed0n72iZFkw6ilfT5ts+4rNLuO1dfRG9kNS+JQsa57HJYgUeot40uNI64b2HvXDUGjSVwZ/9d6jhurKFUqpTJ8r+/psKSrDSTebfFo/X2aThNtSXW9Y3paaoOt1PTw8HA8//DDmzJmDr7/+Gvv27cPEiRMBAKNHjwYADB06FCkpKRgzZgx27tyJVatWYfbs2Zg0aRKCg41RntPBZpex/KeTpLEVF7wPGjKmFwmRtL2GFT+f1PW1dWP62znwM5nJMTATn+VdJyoN88JhjCmjpKQEcXFNT6MHBQUhOjq62aZ8AHDffffhgw8+wLp16zBr1iy8//77uP/++5sdr+dGfv7CCCmuxWXVpHHUDBfmW5UXaR+sjHQhyvTh0SFdhcbrPntFwbJg/ZKiEd3S9elpwHmTbT1ZuHqf0D7tuCx6/zPmOaP23fO0BJEi/TBwdZkrvQcLPA1GKVVG7crgr577czh4EpBSLNMHTR+7EZ4vm13G5ztdb9R/vlP/14fPP/887r33XowZMwZ9+/bF0aNHsXbtWkRFXc7cMJvNWL58OcxmM7KysnD//fdj7NixmDdvnsYzF7fp8FnU2WhjdRwTY0yYREynvFhvN0xTew6uqMxskjCYWMbDLgMbDxinYQ9jrHnUxn2e+tOf/oTc3Fz07NkTf/jDH/Dee+9h2bJlOHTI+alUPTfy8xciKa4Roe436pRms8tYuoNWh5qa4cJ8yx8vRJk+mE0S7kxrSx6v9+wV6gYuZePSbJJwR1o70v1pubHmimjWCjfO9R2j9t3zpGSTUv0wAFyVsqD3zW9Pg1FKBQuuDP7quT+Hg0e/UwXjBo0DeEZ4vijZNScrLur6EAAAtGjRAi+88AJKS0tRWVmJ1atX4/rrr28ypmPHjlixYgVqampw+vRpvPDCCwgKCtJoxp7beIi+95eVTK+QwJjeZQlcY/5w6LSKM1EOB1d8YGw2/eTXq2v3qzgTxpivUBv3xcfHN6kZCwD19fUoKytrtimfMxkZGQCAgwcPOv2+nhv5+ZM2EbS+K9uLz6k8k6ttKSrD+Yu041HRLTlzRY/88UKU6cezd6cKjddr9orIBi51I2xgtzakcVeeptcL0ayVh2/upOvSMf7C3/vuXfkKUqofBnB1WTC9b35T+mEAwLnqKw63KBgsaByE0HN/DgdPfqdKZfoAaPICNkJPH70HGNnVqIEuPvDA/E1mcgyCiJeZP+o8IOzAwRUfyEyOIafxbSsu132qJmPMPWrjvqysLJSXl2Pbtm0Nt127di3sdntDwITCarUCABISnGdO6LmRnz85WU77wPLt/tM+X+tLKukfpuKJQSLmW5nJMWhBvHI7QXwtMuZgCTIhI5HeMFWv2SvUDdyYlhb6Rhg1zqDDeITNLuONDfSsFZPEjex9xch99zwp2aTkpu6VgcxzhE11LYMFZpOEJ/K6ux03/8vdTa4PlQwWNA5CGKE/hyfZUUqWBRPt66P1Do7eA4ysKZtdxo6jtMN2qe0j+MAD8ytmk4T0jrTPHDt/rTDEHjkHV3zAbJJwQ8dI0lguDcZYYOnevTuGDRuGhx56CFu2bMEPP/yAyZMn495770XbtpdLtBw/fhzdunXDli1bAACHDh3C/PnzsW3bNhw5cgSff/45xo4di5tvvhm9evXS8uEEvHZRtKDEhUt2n6fllxE/JIaHBGl68o41z2ySMJBYavTCJWIRZ8Yaef/BTKHxs5b+pNJMPEfdwB2V1pa8WUHdZPOkybbaNh0+i0sCMbDJOZ15E8dHfNV3D1C+954np+SV3PhuHMi02WXM/3KP25s8kZei6Ws7ipDZdmXZJupzJrl5WCYJ6NNoI8tf+nNc9bBVKgum954+gGfBKKadTYfPop74eu3LvzPmh6hrUZ1NNkS5aw6u+MgjA+knwOYu36XiTBhjevOPf/wD3bp1w6BBgzBixAjceOONePPNNxu+f+nSJezbt6/hVKLFYsE333yDoUOHolu3bnjsscdw11134YsvvtDqIbD/yO5Er4dbUnFBxZlcjdqk/o70dryxpmM3JNLKAmiRHcWMTzR7Zen247p7nVE3Iwd1p5X6AujlvvRYFuz5le43nR04a0UZeuu7Byjfe8+jU/IKLhVr9vzWV4nSawIAojQueapmDxHZzTi7DGxrdEreCP05PMmOUqssmL+U3OKre/0Q6bfSv1NrFWfCmDZE9k2MUO7aeF2fDCq7cyxMACgHxw6drkFdvR2WII59MRYIoqOj8eGHHzb7/cTERMiNPjV16NABGzZs8MXUmKDM5BgEB0moJRxF8vUJ57Ir63g3o31UmMozYd6IbUXbvL1w6XJT+/7XcQNMJub9BzPRZfZXpLEygIWr92Nabld1JyWCuoErstFr0LJgdfV2WH+lZyhw1ooyHnvsMYwfP97lGLX67nXq1MnpmFmzZmHatGkN/19ZWelVgMXRs8PdBn3jHiJKbnx/Zj2Bv/4nE8UoG9+eBKTW7i11MVJM48dvhOfMkzkqWfKq8XW6EUpuiQSjRHr4MXVwvxUW6Bx9VygZXEbou8K79z5iNkm4ITGSPF6PZRYYY4y5ZjZJyOlCO120lVhnVynbjtIuSs7V0IIwTBvx4fQP7kY45cP0xxJkQlp7el+u/1l/UFfZK9QNXJGNXqOWBRvz1ibyWAmctaIUvfXdA5TvvedJDxHqxnOrEPfnP89W1zVsThph4xsQL9tks8tYZj2u2M9vnFlnhOfMkzn26RhF7nXrTuPnixvaMyVxvxXG/K/vCgdXfEikNNhn1hO6f/Ewxhi7WqiFlhS6bu8pn63zNruM74j9vPj6Xd/6JUUjhNjV3ihN7b/99luMHDkSbdu2hSRJ+PTTT12OX79+vdMyO656FDAx04e53zR1sMuXs1f0gloWTKT/gxHLgtXV27H5CD2If2dvLgnpa0bvuyfaQ4Sy8W2SgDvT25F+vmOT2Agb31SNn54tRWUoq3adiQAArYLNwnd+jhBcTogI0fQ586SHyLaj56DYpbXgcqj1zo0RAmbsMu63wthl/tR3hYMrPuQoDUZRb9f/i4cxxtjVqE3tfXmRsKWoDNV1tAbnWclcRkrPzCYJtxBLfRmlqX11dTVSU1OxaNEiodvt27cPJ0+ebPi6sjE081xmcgyIMTwAwOsbdJS9wmXBAIhlrQDAgjt9uzHPLjNy3z3Rk/KUjW+7DFwbTStPKrJJrIfVSbSHCPX57U08+evIrLPZZcz/0n0vpif+U3ZNz66c3Te7lTtk0TgT0SgN7RMi3L8nzhHLBDP1vF94hDyW+60wfybSd+W9TUfUm4gCOLjiQ2aThCEp9A/+z62iN6BkjDGmDyIXCYWH6c0MvVFSSfuAHmYxc11fA/C3pvbDhw/HU089hTvuuEPodnFxcYiPj2/4Mpn4slYpZpOEibc4793gTL0d2EjMjlOblmXBGjfZ1pJo1kpGUhT3etSIo+/e+fPnUVFRgXfeeQfXXHNNw/cdffdycnIA/NZ37+zZs7h48SIOHDiA5557zusyX54QPSlPDRZEhrYgZbj0+U9QwQgb34B4MIqaXUe97nRk1lGa2QNAVEsL6X7VIhqMUrqM2pEzNQ3/bYSSW56U6mO+Z7PL5GsF7rfC/J2j7wqFL6t+eIKvon1sbHYSeezOXytRV29XcTaMMcaUlpkcAwuxQoOvrg/OnKdtDA7vEa/7U4pMvKm9v0pLS0NCQgKGDBmCH374weXY2tpaVFZWNvlirj06pKtQIsbCtfooDaZGWTDqJrJeyvrO/PdOofHvP5Cp0kyYP6OclG9cWor6niuruUTKcNn2n54FRtj4Bjwo20RcSiTqkvOfBd0oz5foPKll1KLDWqAN4Trqox+LhfsFaV1yS7RUH/O9TYfP4hJxi4/7rTB/J9J3Re+lwTi44mMikTmAG9szppSKmksY9eoGXPf4l7ju8S8x/JVvsXaPvqPfzJjMJgm39mq+qWxjJYSTg0qgNqlvI9AsnWkn0JvaJyQkYPHixfjkk0/wySefoEOHDsjJycH27dubvc2CBQsQERHR8NWhQwcfztiYzCYJjwygZ69sPVquj7+pKpQF65cUjeiWrmv/A02bbGvFZpex1HqCPJ6zVpinzCYJt6W6vt65LTXht81B4nuunHjN4thUN8rGt2gPEWp23a8VF0jjHKfljfJ8qZUZdXt6O9yXca3bcY2DEEbp62OUwFkgEykJxv1WWCAQWTf1XBqMr6R9zGySMCq9LXn80u3H9fFBlTEDstllrPulFNc9/iVS532NnSeqcMkOXLIDe0rO449LfkS3J77Cyl0ntZ4q8zMJkbR64St+PumTNV4iBvWp45i2+iVFI5h4UuP4Odqmi5F07doVf/7zn9GnTx9kZ2fjnXfeQXZ2Nl5++eVmbzNr1ixUVFQ0fB07dsyHMzauR4d0FRqvh8b2a/fSym2IlAUzmyTckSbWZFsrC1fvExrPWSvMUza7jM93ur6G/nznb9c51PemTIzCOMpcGWXjm6LxX3ZqcKEjsUeNI7POKM+XaA8RambUoO5tkBjbkjRWZD3Xw46NUQJngcpml7HqF3r5UO63wgKBSEn11btLdbs/zsEVDSy4M5U8VoY+PqgyZiR19XY8+tF2dHp8BSa8v9Vl6u0lm4yHP9jOARamKIlYTOdivW/KNpWU0zbYI0Pdn8xm2jObJPRqH0kaS6mr7g/69euHgwcPNvv94OBghIeHN/li7plNEu5Mox8K+p/12ja2F6m5L7q5NLBbG9K4WEJZFrXY7DIWrT9EHs9ZK8wblN4djtP/Iu/NqDDie0jgQIgetmJEe4j06RhF6j1zX0ZHxTPr9PB8CfcQEchapK7TjfvUGKGvj2h2FPOthav3kV+m3G+FBYrM5Bi0IF6K2mX97o/z1bQGLEEmpLWnf6jX+oMqY0ZRdbEeNz27Bl1mf4XPrGLBkrmfc3M/ppwsgYthtZva2+wyVuwqIY0V6UHAtEX9YPzTrxUBsbZZrVYkJNDK8TExz95NPxSk9Yceas39mJYW8c0l6kauhhmAGw+egU3g7c5ZK8wbIiWIRN6b1L5iZ6ouZ58ZZeNbtGTTtqPnSL1nrMfKhTLrjPJ8AWI9RKjZiGeqa4XXc38qt8VJ6tqw2WW8uo5++GFAtzjut8ICgtkkYVB32gEmAHhtnT73xzm4opHpw9yfwnDQ+oMqY3pXUXMJ3Wd/hR5zV+FYuWcXtSWV3NyPKUdPTe03HT6LC8TOifERoepOhimGmkLtq+wob1RVVcFqtcJqtQIAioqKYLVaUVxcDOBySa+xY8c2jH/llVfw2Wef4eDBg9i1axemTJmCtWvXYtKkSVpM3+9Zgkzo3JpWQgXQ9lAQdWNrVFpb4U0Lx0auUuPUMPfzX8hjO7UO46wV5hWREkQi78044kEPR1aBUTa+1eohcur8RQxOiSfft1GeL5E5nDp/Uej5FV3PjVJuSzQ7ivnO3W98LzR+bGaiOhNhTIfGZCWSx8oAHvmw+T6bWhG6ol6wYAH69u2LVq1aIS4uDrfffjv27Wta1/fixYuYNGkSYmJicM011+Cuu+5CaWnTuoLFxcXIy8tDWFgY4uLiMH36dNTX1zcZs379evTu3RvBwcHo3LkzCgoKrprPokWLkJiYiJCQEGRkZGDLli0iD0dTIqlPAPD6Bn1G5xjTypX9VC7U0zaPXdHDhwjmH/TU1L6QuLF+TXAQlwkwkMsBPNrmsN6b2m/duhXp6elIT08HAEybNg3p6enIz88HAJw8ebIh0AIAdXV1eOyxx9CzZ0/ccsst2LlzJ7755hsMGjRIk/kHgjkjryeP1fJQkEjNfeH7Fiwj42t19XYcOlNNHj/31h4qzoYFAmrZqj4do8ibzkNS4oWzCoyy8S1asom6nsVeE6zK70Lr50tkDnGtQoSeA9H1/BwhKyYhIkTz62gjBc4Cyfzlu7DjWCV5PJcEY4FGdH98xa4S1Cmw/6ckoeDKhg0bMGnSJGzatAmrV6/GpUuXMHToUFRX/3YhP3XqVHzxxRf4v//7P2zYsAEnTpzAnXfe2fB9m82GvLw81NXVYePGjViyZAkKCgoaPkADl08s5uXlYcCAAbBarZgyZQoefPBBrFq1qmHMxx9/jGnTpmHOnDnYvn07UlNTkZubi1OnTnnzfPiM2SRh4i2dyOPr7cDGA+qWjmHMCET6qYjSw4cI5j/00tSe2hj2xutiOP3cQMwmCantI0hj9d7UPicnB7IsX/XlOFhTUFCA9evXN4yfMWMGDh48iAsXLuDs2bNYt24dBgwYoM3kA0R251gQY3kANDwUJFBzX5jOy4KNeWsTeaxJArKvozcQZcwZatmqbUfPCW18i2YVGKVBO0WTp0hgPRP5XRjp+RIJSIk8ByLruc0uY/6Xe9wOfSIvRfPraCMFzgLFip9O4O3vjwrd5uGbO2n+WmLMl0T3xwHg+jlfqTQbzwgFV1auXInx48fj+uuvR2pqKgoKClBcXIxt27YBACoqKvD222/jpZdewsCBA9GnTx+8++672LhxIzZtunzB//XXX2P37t344IMPkJaWhuHDh2P+/PlYtGgR6urqAACLFy9GUlISXnzxRXTv3h2TJ0/G3XffjZdffrlhLi+99BIeeughTJgwASkpKVi8eDHCwsLwzjvvKPXcqO7RIV2FPn/NXb5Ltbkwpnfe9FOhiA/X/rQR8y96aWofHkJrUp/eIUq1OTB1tIuiBfACpak9U4/ZJGFSjv4PBQnV3Be9bx2XBaurt2PzkXPk8bd7UBaNsSuJnJIX2fimbvweOVNDGgfoo0G7aMkmkfVM6YwFPTxfVI6VTOQ5EFnPtxSVka6jolpaSPepJm5ory82u4xJH+4Quo1JAh4d0kWlGTGmX6L745dswK2vfqfafER5VWi3oqICABAdfXlx3rZtGy5duoTBgwc3jOnWrRuuvfZaFBYWAgAKCwvRs2dPtGnzWzp+bm4uKisr8csvvzSMaXwfjjGO+6irq8O2bduajDGZTBg8eHDDGCMwmyQ8MoD+QfXQ6RrdpT4xpjYl+qlQzL1N+9NGzL+INLVXs2zTjmLahlvFBfeNZpm+tIui9cgJlKb2TF1GOBQkUkZH+L51XBZs1tKdQuOfvStVpZmwQKJGz5VT5y+iX1I04sPdv48++rEYNrtsmAbtogGQI8Qyf3GtQoTWJ6M8X4BYQEpk/VfrtWsE/GnXd175ep9woHJyTmfek2ABSXR/HAB2najEZ9bjKs1IjMfBFbvdjilTpqB///7o0eNyzd6SkhJYLBZERkY2GdumTRuUlJQ0jGkcWHF83/E9V2MqKytx4cIFnDlzBjabzekYx304U1tbi8rKyiZfWnt0SFeh8bc8t1almTCmH2r0U2lOC7OExff3xrAetP4YjFGJ1A49oVLg0GaXsW4fLXDD1/HG409N7Zn+GeJQkA7Kgv14xLcbkja7jKXbT5DHZyRFcSN7pgiRU/IiG99mk4Tf97vW7diTFRexpajMMJvfIhv6NruMf24pdju2oc+HQJkrozxfInM4df6i0Prvrz1quKG9ftjsMl5bf0joNmYTZ62wwCZ6kAsApn5s1cUhQo+vrCdNmoRdu3bho48+UnI+qlqwYAEiIiIavjp06KD1lGA2SbgzrS15/MnKWt1E5hhTmpr9VK4UbAbeGdcXe+cP58AKU4XZJGFgtzjS2AuXbKrMYdPhs6glbm5mJXP9faPxp6b2zBhEP/SMeZveB0QJp4ilXqjjGqOWkSkoPOLTD3kLV4udjH3/gUzV5sLYlRrWC8HAZ2JsS9LwU+cvGmbzu19SNBIi3M/hXHUdthSVoaTS/Zpzb99rYTZJQmWujPJ8icwhrlUI1u4tJY09U13rtz1qjBQ483cLV+8Tvs0r96Rz1goLaGaThIW/E8uutsvAwtX7VZoRnUfBlcmTJ2P58uVYt24d2rdv3/Dv8fHxqKurQ3l5eZPxpaWliI+PbxhTWlp61fcd33M1Jjw8HKGhoYiNjYXZbHY6xnEfzsyaNQsVFRUNX8eOHRN74Cp59m6xF8+jH+kjMseYUtTup9JYTFgQds3Nxb6n8zCwexxfwDBV3ZBIKw327f7TqqzrhcRshZAgEzIFypgxfRBpav8jn1JkChDNXtlcdM6n2StlxA1G6rjGqJt8viynY7PLeG0d/WRsavtwzlphihE5JS/aD0mkzNU5wn03ZHhoyGyS8ERed7fj5n+5GyWVtM3vxNjLvddEghAiWRtao2ZH9ekYhWXEA6gipb5W726+KkpjetmZMVLgzJ/Z7DIWCWatDOzWGiNT6YeuGfNXt/Vuj5R4Wl9Rh9c3HNR8j1zo6lqWZUyePBnLli3D2rVrkZSU1OT7ffr0QYsWLbBmzZqGf9u3bx+Ki4uRlZUFAMjKysLPP/+MU6dONYxZvXo1wsPDkZKS0jCm8X04xjjuw2KxoE+fPk3G2O12rFmzpmGMM8HBwQgPD2/ypQeWIBMyEsUuXu5+4weVZsOY7/iqnwoAdG3TEnvmDcO2/FxcExKk6s9izCG2FW1z4MIldco2ycSPezndWnOg0aCoTe13najU/KKT+QfRkra+zF759RytwXW0B42H+yVFIzLU9Safg69OBYtmrczIdb+xyxiVyCl54U1f4iWJXZYx/8s9bsc9kaeP3opRhKDRyYqLOHOeFoxylFsTCZiIZG0YgYTL5RjLqt33DoxpaUG/pGjy6/Ez6wlsOnzWMD1qjBQ482cbD56BTeCPc+uWLfDO+H7qTYgxg1kxZQBCzPTx9XZg44Ez6k2IQCi4MmnSJHzwwQf48MMP0apVK5SUlKCkpAQXLlwAAEREROCBBx7AtGnTsG7dOmzbtg0TJkxAVlYWMjMvp6APHToUKSkpGDNmDHbu3IlVq1Zh9uzZmDRpEoKDL18cPPzwwzh8+DBmzJiBvXv34vXXX8e//vUvTJ06tWEu06ZNw9///ncsWbIEe/bswcSJE1FdXY0JEyYo9dz41PsPiqXo7zhWgS920usrM6YXvuynEiQBM3K7Yv9Tw7Fqag5CLQIrNGMKiA+nnwxTo2xTeAhtIzC9A3/IMipqU/sLl+y6+ODPjE+0pK2vsldsdhmfEa+N4yNo75vGzCYJ47I7ksb6oqm9aNaKxSxxhiJTlJrZEtQyV5uLzuJkhfsgT5QHAVU1UANS52qI2XX/2cAVCZgYqXQUNTuKmqk9Kq0tzCYJ/ZKiEd3S/TXy2eo68n3r4fnyt8CZUT35xS9C4zf9dYhKM2HMuH6ZP0Jo/Nzlu1SaCY1QcOWNN95ARUUFcnJykJCQ0PD18ccfN4x5+eWXceutt+Kuu+7CzTffjPj4eCxdurTh+2azGcuXL4fZbEZWVhbuv/9+jB07FvPmzWsYk5SUhC+//BKrV69GamoqXnzxRbz11lvIzc1tGHPPPffghRdeQH5+PtLS0mC1WrFy5cqrmtwbhSXIhGE9aLX5HR755w4+hcoMw5f9VFq2kLBrbi4OLsjDfw3orOsSGE8//TSys7MRFhaGyMhI0m1kWUZ+fj4SEhIQGhqKwYMH48CBA+pOlHmkX1I0Qohd7dVoal9xwf0pPpFxTH+oTe0BoKTigoozYYFEtKStL7JXthSJnVz2RL8kYnDCBwfkRbNWHr65ky5O7jP/IdJDRHTTl162iPaa1sPGN0B/XCaJdu3oKKMmUubKSKWj6L832mo4JOVyCXmzScIdae0UvW8jPV96eT/4o7p6Ow6eriaP/8uAzvy3mTEnzCYJfxEoRXzodI1PSxFfSbgsmLOv8ePHN4wJCQnBokWLUFZWhurqaixduvSqPigdO3bEihUrUFNTg9OnT+OFF15AUFDTMj05OTnYsWMHamtrcejQoSY/w2Hy5Mk4evQoamtrsXnzZmRkZIg8HN1ZdN8NwrfJfHq1CjNhTDla9FP5Zf4Iw5T+qqurw+jRozFx4kTybZ577jm8+uqrWLx4MTZv3oyWLVsiNzcXFy/yhbLemE0SbrmOtvmtRlP7w6erSOMkvqY3rMzkGAQH0X6B1JPAjLkjWtLWF9kr1M0ix8llT4g0jVaTzS7jjQ30rBWTBDw6pIuKM2KBSI0eIo73MTXTJYMYKNXDxjdAf1x9ieuroyyYSJmrs4SSY3roUQPQH1dGYoxwOazBKc336vX2vrVipMCZv1qy8Qh5LP9tZsy1R4d0FTqvtGRjkWpzcUe/x7kDkNkk4dXfiZ0EPF19CX8s2KLSjBjzHPdToXnyyScxdepU9OzZkzRelmW88sormD17NkaNGoVevXrhvffew4kTJ/Dpp5+qO1nmEa2a2tvsMr4/SCs1Ru0jwPTHbJKQ06U1aexWLgPBFCRa0nbW0p9Umslljk1GdwZ19zzLXaTJtpo2HT4rlAE8OYdPxjJ1qNVDhJrpAhmG2fgG6I9rf+l52h3+575EylzlE0oW6aVHDTUYBQnC5bDUvG+tiGSTMXV88dNx8lj+28yYa2aThEcEsle0bJ3BwRWdua13e7QJF9vkWrv3NPdfYbrA/VTUV1RUhJKSEgwePLjh3yIiIpCRkYHCwsJmb1dbW4vKysomX8w3tGpqv6WoDFW1tPcgdVOS6VOohRZUXrf3FJcTZYoRzV5ZtuO4uq8/6l17MwXqHojKeyXPr3TfwNuBT8YyNanVQ4R6v5uPnDXMxjdAf1zHztHKeDrKgomUuSojbKzrpUcNNRi1mdhTrvHzr+Z9a0Ukm4yvB5Vns8vY9SvtM7YE/tvMGMWjQ7qSx+46UanZ2sbBFR36bsZg94OuwP1XmJa4n4rvlJSUAMBV/aXatGnT8D1nFixYgIiIiIavDh06qDpP9hutmtpTS3AAnjV3ZvpBbWpfZ5MVDeAxJpK9YpeBjQfOqDaXU8RSXNRxTm9LLW0ksP6Kqqu3w0rcvAH4ZCxTF7W8UNGZGtI4R7CAmv0lEz/+6mHjG6A/Xx2jw4Tvj1rmikIvzxd1HjLxhdD4MJHS/Vz0UmqLmk22hRg0YnQbD54BdRtkSEoc/21mjMBskpCbQutPrvZnDVcCa1fSICxBJkzof63w7VKeWKHCbBhrHvdTcW7mzJmQJMnl1969e306p1mzZqGioqLh69ixYz79+YGsX1I0uSfGjwp+0KGW4AgPCdJFXW3mOZGm9oWHtbngZP7JEmRCWvtw8vi5y3epNpcyYtCEOs7pbYmlVKjjPDHmrU3ksXwylqmNUlpJwuVSdhQNG9TEPcfIMFqGhV42vvslRSMyzHWVisiwFrgvo6NwuTPq74JCL88XdR7untMGjeIk1ABeRmKM2/uPCmuhm2tpbmqvndfW7iePHZeVpOJMGPMvY7Pp75dXBd6HStL3DmUAmzOyJ76wnsCZ6nrybWptQP8F3+CHWeKZL4yJqKi5hMxnvlG17JdD1zYt8emkmwxV9uuxxx7D+PHjXY5JTk726L7j4y+fSistLUVCQkLDv5eWliItLa3Z2wUHByM4mEs/acFsktCrfSR+POK+JIUjlVWJk0znamibe1mdYvjklMFlJsfAYgbqbO7HcpIrU9r0Yd3xh7c2k8YeOl2Dunq7Klmn0cQyNtRxTm9LLKH4azmtpI+ouno7NhP+ljjc2bsdr+9MVZTSSjKAczWX3N5XTEtLwwb1GWIQ9Hh5DSLDWqDcxf3raeObQgKwvZhWsmrb0XPI6nS5tx/1dyFJrjN+9NSjxtFD5GSF60DACWJ/T0dmFABFyzzq6dKKm9prw2aXsaO4nDTWbAIyO9F6cjLGLn/WNRH6XwGA9dcKxfZTRHDmio5t/utQ4dscr6jF8FfWKz8ZFvC4nwpd69at0a1bN5dfFotnmztJSUmIj4/HmjVrGv6tsrISmzdvRlZWllIPgSmM+qH+wiW7Ymn6h09XkcZ1jrtGkZ/HtGM2Sbi1V4L7gQBK3GxQMCYqMzkGZoHPL2PepmdeiIgjlmCkjnOGWubxc+sJVcr1imStAMCCO3spPgfGGlPy9PuotLYNmyHUjd/PrSfc7mzraeN7S1GZy0AQcDkQ9cGmo6T7a/z800touf6+nnrUUHuIfLaT1kS88euKGsDbXHTW7e+svOaSbspsUTKY9BRAu9L+/fsxatQoxMbGIjw8HDfeeCPWrVvXZExxcTHy8vIQFhaGuLg4TJ8+HfX19EPJathSVEYujd67QyQffGBMgNkk4YaOkaSxl2yyJusxB1d0zGyS8D/3pgnfbk9JNfovWK38hFhA4n4q6iouLobVakVxcTFsNhusViusViuqqn7bGO/WrRuWLVsGAJAkCVOmTMFTTz2Fzz//HD///DPGjh2Ltm3b4vbbb9foUTB3RMo2lVR4f+LZZpfx/UFa/5bIUGIpBaZrCZG0+uwrfj7JPdqYoswmCaNS25LHby46hzoVDmhsKSL2E/Li5d8vKRrRLd2vmWer6xT/YCeatZKRFBUQ11FMW0qefh/SqGcI9b1WVnMJ5ReMs/FNDYB8u592Ddf4+aeWuaLQU8koSg+RsupLkAQDCv7a14eSwaSnANqVbr31VtTX12Pt2rXYtm0bUlNTceuttzb0FrXZbMjLy0NdXR02btyIJUuWoKCgAPn5+ZrOW6TX5V8GcrlOxkQ9IvC+UWI/RRRfcevcrWntMLCreMrg8Yo6pM39SoUZsUDB/VR8Iz8/H+np6ZgzZw6qqqqQnp6O9PR0bN26tWHMvn37UFFR0fD/M2bMwCOPPII//elP6Nu3L6qqqrBy5UqEhHB6t15lJseQ+65QT9K5sqWoDFW1tM3LWGKZG6ZvErG+xcV6Oze1Z4p79u5UofEzP9mp6M+32WUs2Ug76d2kLIwgkUCS0h/sCn4oEhr//gOZiv58po6nn34a2dnZCAsLQ2RkJOk2siwjPz8fCQkJCA0NxeDBg3HgwAF1J9oMyil5AMIn6c0mCXektfNydr/Ry8Y3NRhVTajz2biMGgB6mSsCPZWMUi0jh/h8UTfN9fKcGbnnypkzZ3DgwAHMnDkTvXr1wnXXXYdnn30WNTU12LXrcs+2r7/+Grt378YHH3yAtLQ0DB8+HPPnz8eiRYtQV6devzO3cyf2urSYJWRfRz90xxi7LLtzLIjbKYrsp4ji4IoBvDMhE7Fh4mWRyi/a0W32lyrMiPmzippL6D77K/SYuwrHiPVrPdW1TUvsmTcM2/JzAy6o4lBQUABZlq/6ysnJaRgjy3KTHi6SJGHevHkoKSnBxYsX8c0336BLFz4Bo2dmk4ScLq1JY7cqcJJM5PRUfESo1z+PaS9LoHbzD4doJ2IZo7IEmZCRSC8xsmyHsmWzthSVuT297uDtBlj7KFqWmNJN7d/+nh5c4awV46irq8Po0aMxceJE8m2ee+45vPrqq1i8eDE2b96Mli1bIjc3Fxcv+n6zlHJKHnBfJ93ZSfrBjTJZvKWXjW8lm843LqMG0DeT3N2/3kpGKfm7axxQoD5f3+wudTsmISJEN319jNxzJSYmBl27dsV7772H6upq1NfX43//938RFxeHPn36AAAKCwvRs2dPtGnTpuF2ubm5qKysxC+//KLV1LH1CO3g0oBucVwSjDEPmE0SBnWPI41VYj9FFF91G8Tm2bke3e5iPZA880suAcJc4n4qjKkv1EILIK7be8rrNZt6eio8JEg3HwaZdzKTY8ineY6f832qNPN/7z9Iz5SQASxcvV+xn00NKEeGet/YOjKM1jONOo6irt6OUuK6DnDWipE8+eSTmDp1Knr27EkaL8syXnnlFcyePRujRo1Cr1698N577+HEiRP49NNP1Z2sE0qefr/yvtTKitEStek8xZArgk/kMlduvq+3klHU1wFF42xtanCh4qL7Xh739r1WNxvmRu65IkkSvvnmG+zYsQOtWrVCSEgIXnrpJaxcuRJRUZfnW1JS0iSwAqDh/x2lw65UW1uLysrKJl9KstllrN17ijQ2tAXvfTDmKV/up4ji4IpBmE0SXr8v3aPb2gF0enwFlltpjd5Y4OB+Koz5TrsoWoZInU32umxTWQ1tEy6rU4xuPgwy75hNEtKJH5RPclN7pgLR7JX/WX9QsQ8+ZcQTyIO7e39itLyGlpFCHUch0si+U+swvsbyY0VFRSgpKcHgwYMb/i0iIgIZGRkoLCxs9nZqbS4qefr9yjKlambFaIUajPIou0TByzk9lYyivg5IGt1Pv6RoxIcrUxo3MZaW0egLeuy5MnPmTEiS5PJr7969kGUZkyZNQlxcHL777jts2bIFt99+O0aOHImTJz0vU75gwQJEREQ0fHXo0EHBRwdsOnyWvI/SNlJ/GUOMGYUv91NE8ZW3gYzo1RYP3NjR49tP/siKP75L/3DG/Bf3U2HM90Sa2ntbtmkbsekxn57yL9QT+T/9WsEZrUwVItkrdlm57JXolrQskf6dva9zHk3sU0Ud545oI/u5t/ZQ5OcyfXKczHZ2cru5U9uAepuL/ZKiERnmuvF8mIW45XDFnyU1s2K0Qg1GeZJdomSNeT2VjFLyd9e455bZJOH3/a5V5H6N+Hz58j3x2GOPYc+ePS6/kpOTsXbtWixfvhwfffQR+vfvj969e+P1119HaGgolixZAgCIj49HaWnTUm2O/4+Pd15KcNasWaioqGj4OnbsmKKPb+OhM+Sx/TvRykQzxq7my/0UURxcMZgnbu2BgV09/2C4dt9Z3DBvJW+qBCjup8KYdnxVtslml2E9Vk4ay6en/Av1gpOb2jO1WIJM6Ny6JXm8UtkrceHEGvPEcS7vgxg0oY5zRyRrxSSBG+XqAPWUti+pvbnoikRMqWi88Q3Qy1xR6GXzW8lsiSs3x6mPUTJYySglf3dX3ldiLP3vVXOM+nz58j3RunVrdOvWzeWXxWJBTU0NAMBkarpNaTKZYLdfTg3JysrCzz//jFOnfivDtXr1aoSHhyMlJcXpzw8ODkZ4eHiTLyVtKSojjbOYJWQK9EhkjDUlsp/yI/F9qRQOrhjQOxMy0LNtK49vf6bGhk6Pr8Dn239VcFZMr7ifCmP64KuyTZsOn0WdjbZZyaen/EtmcgwsZtoVJze1Z2qZM/J68ljFsleo8RklzhZRP9Qd8f5DnWjWyu1XNLhm2qCe0vaE42S2s5PbzZ3aBtTbXNxSVIbymksux1TX2Uj3dWVZMKXKXOmp2biS2RJXPl+UXhsSAFlnJaPcUarnSkxLy1WvAyUCeEZ8vvQWEHLIyspCVFQUxo0bh507d2L//v2YPn06ioqKkJeXBwAYOnQoUlJSMGbMGOzcuROrVq3C7NmzMWnSJAQHKxeQpbLZZfz0azlpbGr7CP4bzZgXRPZTdp2o9GlSAQdXDOqLv9yMgV292xT7y7924pa/fcNZLH7qQp0Nv//7Ru6nwpiO+KJsEzU1PSTIxKen/IzZJCG1fQRpLDe1Z2rJ7hwLYowPAPD6Bu+zV04Ry+FQx7lCLb1TUHjE68clkrUCAM/elerVz2PKoJ7S9kRSUhLi4+OxZs2ahn+rrKzE5s2bkZWVpdRDIFO0tNAVbxelylzpqdk4oEy2BICrni9Krw3qiqSXMmqAcj1XRjkLPiv0sjDa86W3gJBDbGwsVq5ciaqqKgwcOBA33HADvv/+e3z22WdITb38981sNmP58uUwm83IysrC/fffj7Fjx2LevHmazHlLURlq62kv0L46CfIyZmTU/ZQLl+zkrDIl8A6ogb0zoR8euDHJq/s4eq4WnR5fgU+3+i41nKmr6mI9+sz7Gt3zV6LwkLoXTdxPhTExvijbRN0078Wnp/xS20hao78T5RxcYeowmyRMyulEHl9vBzYeoNcrd+aHA7RMLGrje1eopVTKay559aFONGslIymKD7cYUHFxMaxWK4qLi2Gz2WC1WmG1WlFVVdUwplu3bli2bBkAQJIkTJkyBU899RQ+//xz/Pzzzxg7dizatm2L22+/3efzV7K0kFplwfTUbBxQ7jm78vlScoNfL2XUAOUe16Duba76N6UCeEZ8vvQUEGrshhtuwKpVq3D27FlUVlaisLAQw4cPbzKmY8eOWLFiBWpqanD69Gm88MILCArSZi+ipJL+PHLFAMa8J9J3paTCd593eTfU4J64NQV9ro3Cf3243av7mfLvnzB/xS5smT2MN9sMqqLmEjKf+UbVsl8OXdu0xKeTbuKyX4wJcpRtopTt+uHQafT3oHb+8XM1pHEJEfr5IMiUI7krpv4fO/+THcV/85kaHh3SFa+tO0Q+JT13+S6s6TrAo59ls8tYvbvU/UDQG9+70i8pGhEhQai4WO92rDcf6mYt3Sk0/v0HMj3+WUw7+fn5DY2aASA9PR0AsG7dOuTk5AAA9u3bh4qKioYxM2bMQHV1Nf70pz+hvLwcN954I1auXImQEN//Xe+XFI3oli1QVu26NBjFVRvUCv150tPGN/Bb2SZvszGuLAum1OPUW8koxX5/Tp5vJQJ4Rn2+jpyhfV5grp05TwvQhbbgigGMKSEzOQbBQRIpY0ypADoFH2/yAyN6JeDQMyO8/mWerbFzFovBcD8VxoxF7bJNNruMnb9WuB8IoF0ULcOBGQv191pnk7mpPVON2SThkQH07JVDp2tQ5+E1zJaiMlKgAwDiI7xf98wmCUNSrj4B7UxZdZ1HP8Nml7F0+wnyeM5aMa6CggLIsnzVlyOwAgCyLGP8+PEN/y9JEubNm4eSkhJcvHgR33zzDbp06eL7yePy++GOtHZe34+zfhhKbIrobeMbUK7M1ZXBAkegy1t6KxmlVM+VKzN9ACgSwNPb89UvKRrx4e6DRh/9WMzl4RWw9QjtWvrmLq35QBNjCjCbJOR0oWWBldV4dh3uCb4K9xNmk4TDz+bBosBvdMq/f0LXv36JKuIHVeZ73E+FMeNSs2wTN7NnIqnS3NSeqenRIV2F9q3GvC3WX8SBWpIjMrSFYk2ts4jvs8gwzzJlFq7eR876AThrhWlrcEq81/fhrB+GEhkLetv4BpQrx3RlsECpQBegr5JRSgWjnL2elDrVrKfny2yS8Pt+17odd7Liok/7Efgjm13G2r2nSGNDW/DBVMaUEkJ8P23lnivMU/ufyUN0mPcnVmptQI+5q5A+dyUu1NkUmBlTAvdTYcz4RMs2ieBm9iwzOQZBxB3tH/lDNVORaPbK5qJzHmWvUPuoDO4ep9ip0XLiSTjquMZsdhmvrTtEHp/aPpwPvjBNKZFZ4KwfhlKZGHra+AaUK3Pl7H4GdqNl1Xly31pR4vfXXAaTUn19rizRprXE2JakcXp7bxjNpsNnyYdc20bq5z3FmNFR91N2naj0WYYeX4n7oe35QzGgqzInks9dtKF7/kpkP7Oagywaqqi5hO6zv0KPuatwtsb7msaudG3TEnvmDcO2/FwOqjCmAjXLNlFPoHEze/9lNklIJ5ZA8SSAp4Zvv/0WI0eORNu2bSFJEj799FO3t1m/fj169+6N4OBgdO7cGQUFBarPk4l7dEhXofGeZK9Qs0Oo2SZK/kxPMldEs1Zm5HYX/hmMKUmRzAInt1cqE0NvG99KBKOclVEDoEiZq4SIEMWy/JSgRACk2QwmpS6Ftb+UaoIaHNNTEM2ICgU+p3HFAMaUQ91PuXDJ7rMMPQ6u+Kl3J/TDa79PV+z+TlTWoXv+Sgx6YY3HNbGZGO6nwph/Uqtsk80uYwex9AU3s/dv1E0RvfRdqa6uRmpqKhYtWkQaX1RUhLy8PAwYMABWqxVTpkzBgw8+iFWrVqk8UybKbJJwZ1pb8nhPslfUzCLx9r4KidmEDqJZKxazxFmITHNKnH532g8DCmVi6GzjW4lglLMyaoAyZa7u7Xutvg7gKDQVZ69TpcqCNff61QolgKfHfkRGIxMXF64YwJiyRPZTSirES617go+l+7GRqW0xomcCBr24HkfO1ihyn4fOXESX2V+hb2IE/vFgNpchUMGFOhv+uGSz6mW/gMv9VDb/dShnqDDmQ46yTfWE63GRsk2bDp8l3SfAzez9XXanWCwibtD+cOg0+l+n3Il+TwwfPhzDhw8nj1+8eDGSkpLw4osvAgC6d++O77//Hi+//DJyc3PVmibz0LN3p2Kpld6cfeYnO/HSPfQDQsVl1aRxnvY/cSaaeBJ+xa4S/O1umbxRKZq18vDNnfS1CcoCkhKn35vNLlGrkbmGlAhGOSujBiiT5ZEYG+b1fShJqQCIs9eYmiXatEQJ4DmyebJ4099j4SG0soUjeibw32rGFJSZHIPgIAm1hM0Ppf6GuMM7437ObJKwfvoALLw3TdH7/fFIBbrM/gqjF3/PmSwK4X4qjAUGtco2cWo6c/D3viuFhYUYPHhwk3/Lzc1FYWFhs7epra1FZWVlky/mG5YgEzIS6adjP9t5grzu2ewylu44ThqrZOZKfDhtI62mzkbODrPZZbyxgZ61YpKAR4d0IY9nTC1KlLlqLqqoxKaI3ja+Fenz0dwSqcD+rd7KqCn2+3PynCnR10dvZdQAegCPe654Z/tR2jV0mwh9vacYMzqzSUJOF9p+xlZiZQ9vcXAlQIxKa4dDz4xAWvsIRe+Xgyze82U/lf7J0dxPhTEdUKNsE6emMwcj9l0RUVJSgjZtmp7abdOmDSorK3HhgvPU7wULFiAiIqLhq0OHDr6YKvuP9x/MJI+12UFe97YUleH8RVpPwOiWymWu9EuKRktiCdXCw7TSYCKNcQFgck5nPgnLdEGJMlfNZZd4G4jQZekjFbNxFDmhq7NLgn5J0YgP935z2tlzpkRfH92VUQP9faNIoC9A2ewy1u49RRp7spyDWIwpLdRC289ct/eUTz7rcnAlgJhNEj6dfCP2zBvm/emiKziCLLkvr+fG9wS+7KcSbJbwzri+OPTMCPzjT1ncT4UxHVCj78rJclr5R05NDwxG67uitlmzZqGioqLh69ixY1pPKaBYgkzoFNuSPP65VXtI40oq6RsW8RHKlUM0myTcRCynR/089/xK2mMGOGuF6YsSp9/VKgvWbCNzDSkRAGnu+VJis1xvZdTMJgm/73et1/fTXAaMt3199FZGDQD9fcMfBzwmciCibaS+sucY8wfUMue++qzLwZUAFGox4/CCPHIalYh9pdX/aXy/ljNZnLhQZ8Pv/74RnR5fgQnvbxU6oSiqZQsJu+bmYt/TIzCwexxvpjKmI0qXbbLZZSz/6STp/uK5mX1AUCOApxfx8fEoLS1t8m+lpaUIDw9HaKjzC+3g4GCEh4c3+WK+Nfe268ljd/5aSbqOLCNuUoaHBCletqVPR9r9RRF6vdTV22H9lV6qjrNWmJ6oWeZKiUCE3kofKVLmSsWyYHorowYAiQLBeWciw1o0/zfAy+dMb2XUAPr7xle9CPzRxkO0rFSAyzEzpga9fdblukABrOCP/XChzoasZ79BeU29ovd96MwFdJn9Fbq2aYlPJ90U8NkSVRfrcctza1Uv+wVc7qeyYcYgLvvFmI45yjb9eMT9acodx8phs7tuiLzp8FlQkwZ5Py4wOAJ4hD5/huu7kpWVhRUrVjT5t9WrVyMrK0ujGTGK7M6xMAGgnisZ8/YmfPznbJdjqE3q70hvp3gwglpm7Ndz7rMKZ/57J/nnSuCsFaYzKpa5UiJwo7dggaPPR1m1558L1SoLpssyavD+dTA+K7HZvwFeBxh0VkYN4LJgvrCFeO1sMUtcjpkxFejtsy5nrgS4UIsZ1vxc7Jqbi5Ag5V8OjkyWPvNWoeqisgEcI+B+Ksydp59+GtnZ2QgLC0NkZCTpNuPHj4ckSU2+hg0bpu5EmeKop6jr7cDGA65PR4mcnspKpp/yYMZlpL4rVVVVsFqtsFqtAICioiJYrVYUFxcDuFzSa+zYsQ3jH374YRw+fBgzZszA3r178frrr+Nf//oXpk6dqsX0GZHZJOGO3m3J4zcXnXObvVJWTWtS3z5K+bIt5TW0n71sx3GX7y+bXcZS6wnyz72zt/KBIsa8oWrTeS9f6jEtLbprNq5En4/msiW8DSTpsYwaAK9fB30Tm38NeBtg0FsZNQBcFkxlNruMHcT3SWr7CP6bzZgK9PZZl4MrDABwTUgQ9j41HC//Lk2V+z9bU48ec1eh619XYO0e3zQU0gr3U2Ei6urqMHr0aEycOFHodsOGDcPJkycbvv75z3+qNEOmFpFU1lfX7nf5fT49xZwxSt+VrVu3Ij09Henp6QCAadOmIT09Hfn5+QCAkydPNgRaACApKQlffvklVq9ejdTUVLz44ot46623kJubq8n8Gd2CO1OFxo95e5PL7287Slv7zhEDISKiiaVgKi/Wu1yjF67eJ/RzF9zZS2g8Y2rzdnPaVQDE28DNqLS2utzY9LbPR3PZEv2SohEZ2sKru9ZbGTXA+9eBywBIAJcFW7On1P0gdpVNh8+STssDQF+dBXcZ8yd6+qzLx9tZE3f0bofb0tripVX7sGjDIcXvv9Ym449LfgQATLo5GdOGddPlBa8nLtTZ8Mclm1F4SP3TPi1bSNj816GcoeIHnnzySQBAQUGB0O2Cg4MRHx+vwoyYr2Qmx8Ak0Zodb3dRGsxml7GNUF4M4NNTgSa7UywWraP9Lf/u4Cn0JzboVlpOTg5kufk3grP1MScnBzt27FBxVkwNliATMhKjsJm4ZjmyVyxOsqttdhnr9tFqKKux7MWH00+Il1RccPrvNruM14jvUQDo1DrM6XPBmKa8fH+5CoB4m4kxqLuXQQy1ePmcNRcsMJskjMvuiIVrDnp833oMFngbwHP1mE5VehlM0uGZUer75jPrCfw1L4U/Gwh6b2MReSz3W2FMPSKfdZcUFqn6WZevztlVzCYJ04d3w6FnRiBXxQvSRd8eRqfHV+D5FXsMnclSdbEefeZ9je75K1UPrMSEBWHX3Fz8Mn8EB1YC3Pr16xEXF4euXbti4sSJOHvWdSS+trYWlZWVTb6YtswmCTd0jCSNtdnR7GmLjQfPkHsY8OmpwJKZHAMz8fPyzwLNtBnzxvsPZgqNby57ZdPhs6glZgerUQ6xX1I0rgmmfZRq7hTxwtX7hPbl5t7aQ2A0Y77hbVaBqwCIoz+Jx3T6EdPb58zV5nm/JC8zlPX4nHm79+/iMVHLSzZHj2XBqO+bs9V15Ox3dpnNLuObvadIY4NMXDGAMTWJfNZdu/e0qvvOHFxhzTKbJPzvuBuw/6nh6JsYqdrPcQRZpny43W1tbT3hfipMK8OGDcN7772HNWvW4G9/+xs2bNiA4cOHw2ZrvqP5ggULEBER0fDVoUMHH86YNeeRgfSmxO9tOuL0319zUzKsMT49FVjMJgnXtwsnjQ0L5rKSzDcc2StUzfVeofaaCgkyqbK5YTZJ6E8s71jmpCyZaNZKkAnI1ii7jDFXvG4Y72Kvw2ySMCqV3qvpSnrc+Aa8y8SIDGvhshSKt5kYenzOvH1Mp1wEs6glHpujx0wfkb4+eiwDp2ebDp+FjbhllZLQirOCGFORyGfderu6pcE4uMLcsgSZ8H8P91c9yPLpTyfRZfZXuOlva1B1sV61n+MN7qfCKGbOnHlVw/krv/bu3evx/d9777247bbb0LNnT9x+++1Yvnw5fvzxR6xfv77Z28yaNQsVFRUNX8eOHfP45zPlZHeOJf8hXrf36n5VNruMrUfLSbc3m8CnpwLQyF60D9f9Evm1wXxHieyV4+ecl9q6Ui8VyyGGWmgHXk6WX715JZq18l+3dOZNGqZL3maXuNr4BoD2UWEe37ceN74BeJWJMT4r0eVa4G0mhtfBMhV4+5jKXLzGREo8OqXHTB/Q+/p4W3It0Dy/cg957EgvAsOMMRrqZ10AeG4V/f0rio/AMzJHkKWu3o4/vFWIH4+Uq/Jzjp27iB5zV+mqrwj3U2EiHnvsMYwfP97lmOTkZMV+XnJyMmJjY3Hw4EEMGjTI6Zjg4GAEB/PFs96YTRL6JEbhR0L/AUcjtsa1QjcdPkvq2QIAvTtE8sZcABqXnYhnvtoDFy1NIEmXxzHmK0r0XrlQRzuI00cgS0ZUQiRtU+7CpaaZpaJZKyYJeHQIPdORMV9yZJe8u/GoR7d3tfENAJFhFo/uF4BuN769KQvWN9F1iVdvMjHcZcVoxdvskuiWzb+GHMHBsmrPKlHoMdMHAD2Axx8NyOrq7bAKlNEdl52k4mwYY8Dlz7BPr6AFTXb+WtlsL0dv8e4tE+arIEv1JRk95q5CsFnCG/ffgFu6tvb5xmDVxXrc8txa1ct+AZf7qWyYMYiDKn6gdevWaN3ad+WXfv31V5w9exYJCQk++5lMOf2SoknBFeByabDGwZX3C4+Qf85fBEqQMf9hCTLhTzcl4X+/bb755p9uSuIm2czn3n8wE11mf0UeP+btTfj4z9kALgcn1u+nNbOP9mZj1u190zb8vt1/uc6z4zpWNGtlcg5nrTB98ya7xF3wpNxJWT0qd1kxWvEmW8DdY4rzIhDhLitGK95ml8RHhDb7PW+Dg3rM9AHopdS8LbkWSGYt3Uke2zE6lK+tGfMBS5AJHaNDcbSMltE+a+lPePF3aYrPg9/tzGO+KhdWa5PxxyU/+rQvS9XFevTI534qTH3FxcWwWq0oLi6GzWaD1WqF1WpFVVVVw5hu3bph2bJlAICqqipMnz4dmzZtwpEjR7BmzRqMGjUKnTt3Rm5urlYPg3khm1izH2haGsxml7FmTynpdlyrP7DNGpGCP9+chCv3S0wS8OebkzBrRIo2E2MBzZveK5eb2dPCE2qWBYptRbvvC5fsDXWeOWuF+SNvMgvcBU+8RL2d9gAAHd5JREFUyVxxlxWjGS/iF24fkxf37S4rRivelJ6jZON4GhzUa6YPQC+l5m3JtUBhs8v4ZPsJ8vj7MzuqOBvGWGP3ZyaSx36y/bgqje15J5d5rXEmy/R/W/GZ9aRqP+vTn07i059Oomublvh00k2K9iGpq7fj798dxMurD0Dt+I2W2ThMX/Lz87FkyZKG/09PTwcArFu3Djk5OQCAffv2oaKiAgBgNpvx008/YcmSJSgvL0fbtm0xdOhQzJ8/n8t+GVRmcgxamIBLhHWncWmwTYfPkm4DAOlcEizgzRqRgseGdsP7hUdwtKwGHaPDMCYrkU/VMU15mr1CbWYPuD6x7C2R09Q/HDqN/tfFctYK80veZEu4KtkEeJe54u6+teJNWTB3wSZv7luvmT7eZJdQsnE8DeDpNdMHoAc8vS25FijufuN7ofFcEowx3xEpDQYAd7/xA5ZNulHROXBwhSnGEmTCwnt746Xfyfh2zylM/Oc2XCSeKhS1r7Qa3fNXom14C6z5f4O8CrJcqLNh1KLvsL+0WsEZOsf9VNiVCgoKUFBQ4HKM3KhZQmhoKFatWqXyrJgvmU0SBnVvg5W/0LJQnlu1B59ddxN+OEDfXOyr01N1zLcsQSY8cJNy/Z4Y85anvVe2FJWRxoe2MKl6qrhfUjSCgyRSFs2PRWWw2WW8ylkrzB95sb/sLgDqzeavmsFVb3hTSspdsMmb+9Ztpg88zy7p09F9hqSnATy9ZvoA9IDn0TPq74EY3XLrcew4Ru+1kto+nA8vMeZDliAT0tqHk3si7ThWgS92nsDI1LaKzYHf8UxxZpOEAde3wd6nRmDX3Fxco2B2yZVOVF5C9/yV6DNvFaou0hqbOlRdrEefeV+je/5K1QMrMWFB2DU3F7/MH8GBFcbYVcZkJZLHOhqxfWo9Tr5N/06+6wHEGGMi3n8wU2j8iIUbsOMoLRjTo224qqeKzSYJvdpHksbu/LUCkz7cJnT/nLXCjMLTvg2Roe7LKnnab4Ny31rplxSNCA8/E7rLxvHmvr0pwaY2T+e2mRCM9/S+9ZrpA4Ac8Hxv01FVSuT4C5tdxl8+sgrdZkZud3Umwxhr1vRhYu+7KR/vUHTt4+AKU9U1IUHYNW8Yds3NRUyYZ3VSKc7W1KPH3FXoPOtLvL7uoMu+LNxPhTGmN5nJMQgS2D/7w9834kQFbSPDbAIyO8V4ODPGGFOXaO+Vg6drQE2M9kXWHnXzts4mY+UuWoYiwFkrzFg87dswuHuc2wCip8ECyn1rxWySMCSljUe3dZeNYzZJGNw9zqP79qYEm9o8nZtMKMTo6X3rOdOHWh6urLqOnA0aiBau3geRivGWIBN/7mJMA45S61Q2O7Bw9X7Ffj4HV5hPXBMShG35Q7Fn3jAkRKhX17NeBp5btQ9dZn+F3JfX40KdDcDlfiqL1u1H58e/RI+5q1BVp15TlWCzhHfG9cWhZ0bgH3/KUrQvDGPMP5lNEkal09NSfzxaQR7bm/utMMZ0TjR7hcoXWXvZnWJVuV/OWgkMTz/9NLKzsxEWFobIyEjSbcaPHw9Jkpp8DRs2TN2JuuFp6a4swvvH00AE5b615Mn8rgkOIgV04yM9K4em1x41gOfZJZGh7g94evr61XOmj0h5uJKKCyrOxLhsdhmvCZTyBIDn7+7Ff7sZ04DZJOHFu1OFbvP6hoOKZa/wUXrmU6EWMwpnDfZJnxNHXxYTIHTawFPcT4Ux5o0Fd6bik+0nFL/fvwzkk8+MMX0T7b1CEWSSfHJ6NDM5BmYJsClYVYWzVgJHXV0dRo8ejaysLLz99tvk2w0bNgzvvvtuw/8HB2vblNrT0l3UjJesTrH493Z6OVSR+9ZKWbV41sON18WQNm5lD9cjvfaoATzPLoklBE48ff3qOdOnX1I0WoWYcf6ize1Yvb9XtLJw9T5C3tNvEsKDMSqtnWrzYYy5dlvv9nh65W6UVtIqFNXbgY0HzuCmrt4fxjJ85sqiRYuQmJiIkJAQZGRkYMuWLVpPiRGEWsz4emoO9j81HNNzr4OawX21AyvcT4UxpgTR0jgUJgnIvk7fJzcZYwxQPnvl2uhQn5weNZskXN8uXNH75KyVwPHkk09i6tSp6Nmzp9DtgoODER8f3/AVFaXs9YOofknRuCZYfGvhHHFz2pNABPW+tVJ+Qbw8dXoH2u85yoOMimuCzbrtUQN4nl1CCRj1S4pGmEg9mf/Qc6aP2SThznTaRr+eM3C0YrPLWLReLGtlw4yBKs2GMUb13YzBQuPnLt+lyM81dHDl448/xrRp0zBnzhxs374dqampyM3NxalTp7SeGiOyBJkwaUAXHF6Qh535QxEaZJyXJPdTYYwpTenNxdvT2vIGHWPMECxBJvRNjFTs/nq2i1DsvtwZ2Uu5k6pmE2etMPfWr1+PuLg4dO3aFRMnTsTZs2ddjq+trUVlZWWTLyWZTRL6e1DminqJ4kkgQu+XPxK143gjFcTnIbaVeCAiJSFc19eMnmSXUANGZpOE69uKB8n1nOkDAO2jwkjj/m/rMZVnYjwbD54Rykgd0SMeFgPtZTHmryxBJozoQS8leuh0jcue3VSGfve/9NJLeOihhzBhwgSkpKRg8eLFCAsLwzvvvKP11JgHIsJaYM9Tw7Frbi5iwtzXRtVCkATup8IYU43S2SvP3iVWd5QxxrT0jwezFLuvu3t3UOy+3BmXnajYfb1yT7quNziZ9oYNG4b33nsPa9aswd/+9jds2LABw4cPh83WfPmfBQsWICIiouGrQwfl3x+hFvHDZlnJtICMJ4EI6n1rJcuDsoXUpcGTQERChGelsXylX1I0QoLEXgciAaN2xECEQ2gLk64zfQB6UHJzUZkim4v+5JPtv5LHSgBeu6+3epNhjAl57b4+QuOXbCzy+mcaNrhSV1eHbdu2YfDg31J+TCYTBg8ejMLCQg1nxrx1TUgQtuUPxZ55w9ClTUutpwMACDFL2Jk/FAcX5GFg9zj+0MsYU41S2SsZSVF8gooxZiiWIBOG9Yjz+n58XRLREmRC59beX7Omd4jAyNS2CsyIaWnmzJlXNZy/8mvv3r0e3/+9996L2267DT179sTtt9+O5cuX48cff8T69eubvc2sWbNQUVHR8HXsmPIn1dtFiZ3iF+mLJBqIsJh903PJG5nJMRCMFZADRv2SotHCLHbnor8/XzObJHRt00roNiIBI9HH36OtvjN9AHpQUgbwfuERVediNMfO1ZDHPjKAS3kypidmk4Q70+jX01uKyrz+mYbddTlz5gxsNhvatGma7tOmTRuUlJQ4vY3a6dBMWY37soxKS9BkDh2iQrBrbi72Pj0CETrNpmGM+RelSuO8/4CyJcYYY8wXFt13g9f3oUVJxDkjr/f6Pv49sb8CM2Fae+yxx7Bnzx6XX8nJyYr9vOTkZMTGxuLgwYPNjgkODkZ4eHiTL6VlC5YFS0loRX6fZibHCJX5irnGovvNTrNJQnpHeraySQI5YGQ2SeieIBaI6N/J+4a+aktufY3QeJGAiejrt6/Os1YAsaDk0TJ6MMFTTz/9NLKzsxEWFobIyEinY4qLi5GXl4ewsDDExcVh+vTpqK+vbzJm/fr16N27N4KDg9G5c2cUFBQoPtdgM22rVAKX8mRMj569m17B40Jd85m/VIYNrnjCF+nQTHmWIBMW3tsbh54Zgf+6SbkPIq7c3isB+58aju/+exD3U2GM+Zy3pXH+2D+Rs1YYY4ZkNkn4n3vTvLoPLUoiZneOFT6F3tjCe9N0vxnMaFq3bo1u3bq5/LJYlGsg/euvv+Ls2bNISNDmMJqDaABEJEvLbJJwQ8dI8vi2Ou+F4SBSVioxJkxojRDpBWU20QM3Wrqzd3uh8SIBo8zkGKHic0YIRmUmxyCkBe3zQMdosbJonqirq8Po0aMxceJEp9+32WzIy8tDXV0dNm7ciCVLlqCgoAD5+fkNY4qKipCXl4cBAwbAarViypQpePDBB7Fq1SpF59qrA61v25AUrmrCmB5ZgkxIa087SNKrfaTXP8+wOy+xsbEwm80oLS1t8u+lpaWIj493ehtfpEMz9ZhNEmbkdcehZ0bg3TE3CNdcdadxP5VX7uvNG5OMMc1YgkyY0P9aj27bISoU+QqcoGaMMa3cmtYOA7t6ttGnVXDZbJLwyj1pHt22R9twjEqjb4Qy/1FcXAyr1Yri4mLYbDZYrVZYrVZUVVU1jOnWrRuWLVsGAKiqqsL06dOxadMmHDlyBGvWrMGoUaPQuXNn5ObmavUwAFx+D9zYmf6+HZedJHT/jwyknw4fej29ma2WRLIl7ukrdjBUpBdUdqcYQ2wQZ3eOJW9gWYJMQgEjs0nCjcTxovetFbNJwgt39XI7ziQBY7ISVZ/Pk08+ialTp6Jnz55Ov//1119j9+7d+OCDD5CWlobhw4dj/vz5WLRoEerq6gAAixcvRlJSEl588UV0794dkydPxt13342XX35Z0bne1JlWonRcltg6xhjznenDupPG9VeglLBhd48tFgv69OmDNWvWNPyb3W7HmjVrkJXl/MSvL9KhmfrMJgkDrm+DvU+NwK65uegQ6V3zPe6nwhjTozkje6JDVLDQbcIsJnz33wNVmhFjjPnOOxMycW2U2DVeh2htg8u3prXDoG5iH9CuCTZj+V9uUmlGTO/y8/ORnp6OOXPmoKqqCunp6UhPT8fWrVsbxuzbtw8VFRUAALPZjJ9++gm33XYbunTpggceeAB9+vTBd999h+BgsWsGNfzvmL6kcZ4EQbM7xyKUeLhuQn/fVDvwVmZyDMJDzKSxoo9J5KDOm8Tfm9bMJgmv/I6Wmfj83b2EP9e/OY72PHhy31q5Na0dhqS4DhQ8dFOSLg6WFhYWomfPnk1K/+fm5qKyshK//PJLw5jGfZcdY5Tuu5zZKQaRbsrCR4a1MESQjbFAlZns/n0cFdYCmcnev4+1X0G9MG3aNPz973/HkiVLsGfPHkycOBHV1dWYMGGC1lNjPnJNSBC+mznIo74s3E+FMaZ33/33YFwbTStt0bKFhN3zhqs8I8YY851v/3sQerajHYaKCQvCdzO0Dy6/PT4DvYhzjg41Y9eTw1SeEdOzgoICyLJ81VdOTk7DGFmWMX78eABAaGgoVq1ahVOnTqGurg5HjhzBm2++eVUfUq2EWsxuN3I7xngWBDWbJLx8b7rbcX++WR8bxRRmk4TnCHXhPX1Mc0b2RMcY19eRQ1LiEGqhBXj04Lbe7dHLTamXXu09ywakvH49vW8t/X1sXzx0UxKkK+JBJunya2vWiBRtJnaFkpISpz2VHd9zNaayshIXLlxwer+e9F42myQ8e6fzDBuHZ+/saZggG2OBiPI+XqDQ+9gYVx3NuOeee/DCCy8gPz8faWlpsFqtWLlypW4uLpnviPRl4X4qjDEj+XbGQPyxf6LLMQO6ROOX+SN8MyHGGPOhLx65CQvvTXNZC39g1xhsy9e2JFJjnz9yEx640XWpkHHZHbB9DgdWmP/5+9i+zW5QD+oWiw3TPQ+CDuuRgMX390ZYM8EAPW0UU6n9mDZMH4hB3Zz/PoakxOHvY42RtdLY55NvwuDuzh/T4O6t8flkz7MBXb1+vb1vLf01LwX75g/HE3ndMTarI57I646984d7/X6ZOXMmJEly+bV3716FHoVnPO297Hhvxoc3zQqMDw/G4vt7Y1gPbftcMcbc++193DQbPiEiRNH3sSTLsqzIPRlQZWUlIiIiUFFRwSXC/IzNLuPbPafwwjf7cOp8LdqEh2DakK64pWtrPl3AhPnjWuGPj8nf1dXb8ffvDuKDwiM4V1OPMEsQhl4fjzkjrzfUiUNmPP64XvjjY/J3jmu7577eg+KyCwhuYdb9GuhYt/+x6SgqLtQjKsyC+zI64sGbkg1zsj7Q+eta4YvHdaHOhmdW7MaRszVIjAnD4yNSFHuv2uwyNh44g092/IqaOhv6JkZjXLY2/ZaUovZjUvP3oRU1H5M/Pl+ecLdWnD59GmfPnnV5H8nJybBYLA3/X1BQgClTpqC8vLzJuPz8fHz++eewWq0N/1ZUVITk5GRs374d6enpuPnmm9G7d2+88sorDWPeffddTJkypaF84pVqa2tRW1vb5DF16NCBvP7Z7DK2FJXh1PmLiGsVgn5J0bynxJjBePo+pl4vcXDFDy+WGWPK8se1wh8fE2NMHf64XvjjY2KMKc9f1wp/fVyMMWWpsVY0F1z56quvcOutt+LkyZOIi7ucPfTmm29i+vTpOHXqFIKDg/Hf//3fWLFiBX7++eeG2913330oKyvDypUrNXtMjDH/RF0vjHu0gzHGGGOMMcYYY4wxpmvFxcWwWq0oLi6GzWaD1WqF1WpFVVUVAGDo0KFISUnBmDFjsHPnTqxatQqzZ8/GpEmTEBx8uTTXww8/jMOHD2PGjBnYu3cvXn/9dfzrX//C1KlTtXxojLEAxw0nGGOMMcYYY4wxxhhjqsjPz8eSJUsa/j89PR0AsG7dOuTk5MBsNmP58uWYOHEisrKy0LJlS4wbNw7z5s1ruE1SUhK+/PJLTJ06FQsXLkT79u3x1ltvITdXP33XGGOBJ6CDK46KaJWVlRrPhDGmZ441wp+qKPL6xxij4jWQMRao/HH9A3gNZIzRKLkGFhQUoKCgwOWYjh07YsWKFS7H5OTkYMeOHR7Pg9c/xhgVdQ0M6ODK+fPnAQAdOnTQeCaMMSM4f/48IiIitJ6GInj9Y4yJ4jWQMRao/Gn9A3gNZIyJ8ac1kNc/xpgod2tgQDe0t9vtOHHiBFq1agVJktyOr6ysRIcOHXDs2LGAaHwVaI8X4MfMj9k5WZZx/vx5tG3bFiaTf7Sq4vXPPX7M/Jj9kSePl9fAwHudAPyYA+ExB9rjBfga0IHXQPcC7TEH2uMF+DEH6hoouv4BgfdaCbTHC/BjDoTHrObn4IDOXDGZTGjfvr3w7cLDwwPihecQaI8X4MccKEQes7+c1HHg9Y+OH3NgCLTHLPp4eQ28LNBeJwA/5kAQaI8XCOxrQIDXQBGB9pgD7fEC/Jjd8bc10NP1Dwi810qgPV6AH3MgUONzsH+EnhljjDHGGGOMMcYYY4wxxnyEgyuMMcYYY4wxxhhjjDHGGGMCOLgiIDg4GHPmzEFwcLDWU/GJQHu8AD/mQBGIj9lbgfic8WMODIH2mAPt8SolEJ83fsz+L9AeLxCYj1kJgfi8BdpjDrTHC/BjZnSB9rwF2uMF+DEHAjUfb0A3tGeMMcYYY4wxxhhjjDHGGBPFmSuMMcYYY4wxxhhjjDHGGGMCOLjCGGOMMcYYY4wxxhhjjDEmgIMrjDHGGGOMMcYYY4wxxhhjAji4whhjjDHGGGOMMcYYY4wxJoCDK0RPP/00srOzERYWhsjISKdjiouLkZeXh7CwMMTFxWH69Omor6/37URVlJiYCEmSmnw9++yzWk9LUYsWLUJiYiJCQkKQkZGBLVu2aD0l1cydO/eq32e3bt20npZivv32W4wcORJt27aFJEn49NNPm3xflmXk5+cjISEBoaGhGDx4MA4cOKDNZHWO1z9e//yNv69/AK+BSuI1kNdAf8NrIK+BIngN5DXQ3/AayGsgFa9/l/n7GsjrH69/3q5/HFwhqqurw+jRozFx4kSn37fZbMjLy0NdXR02btyIJUuWoKCgAPn5+T6eqbrmzZuHkydPNnw98sgjWk9JMR9//DGmTZuGOXPmYPv27UhNTUVubi5OnTql9dRUc/311zf5fX7//fdaT0kx1dXVSE1NxaJFi5x+/7nnnsOrr76KxYsXY/PmzWjZsiVyc3Nx8eJFH89U/3j9u4zXP//iz+sfwGugkngNvIzXQP/CayCvgVS8Bl7Ga6B/4TWQ10AKXv9+469rIK9/vP4psv7JTMi7774rR0REXPXvK1askE0mk1xSUtLwb2+88YYcHh4u19bW+nCG6unYsaP88ssvaz0N1fTr10+eNGlSw//bbDa5bdu28oIFCzSclXrmzJkjp6amaj0NnwAgL1u2rOH/7Xa7HB8fLz///PMN/1ZeXi4HBwfL//znPzWYoTHw+vey1tNQDa9//o3XQGXwGviy1tNQDa+B/o3XQGXwGviy1tNQDa+B/o3XQO8F8vony/69BvL65998tf5x5opCCgsL0bNnT7Rp06bh33Jzc1FZWYlffvlFw5kp69lnn0VMTAzS09Px/PPP+026Y11dHbZt24bBgwc3/JvJZMLgwYNRWFio4czUdeDAAbRt2xbJycn4wx/+gOLiYq2n5BNFRUUoKSlp8vuOiIhARkaGX/++1cLrn7Hx+hdY6x/Aa6DSeA00Nl4DeQ0EeA30Bq+BxsZrIK+BAK+BngqU9Q/wzzWQ1z9e/wBl1r8gJSbHgJKSkiYLKoCG/y8pKdFiSor7y1/+gt69eyM6OhobN27ErFmzcPLkSbz00ktaT81rZ86cgc1mc/o73Lt3r0azUldGRgYKCgrQtWtXnDx5Ek8++SRuuukm7Nq1C61atdJ6eqpyvCed/b795f3qS7z+GRuvf4G1/gG8BiqN10Bj4zWQ10AHXgM9w2ugsfEayGugA6+B4gJh/QP8dw3k9Y/XPwdv17+AzlyZOXPmVY18rvzy1zeUg8hzMG3aNOTk5KBXr154+OGH8eKLL+K1115DbW2txo+CeWL48OEYPXo0evXqhdzcXKxYsQLl5eX417/+pfXUmA/w+sfrXyDj9Y/xGshrYCDjNZDxGshrYCDjNTCw8fp3Ga+BgYnXP3UEdObKY489hvHjx7sck5ycTLqv+Ph4bNmypcm/lZaWNnxPr7x5DjIyMlBfX48jR46ga9euKszOd2JjY2E2mxt+Zw6lpaW6/v0pKTIyEl26dMHBgwe1norqHL/T0tJSJCQkNPx7aWkp0tLSNJqVb/H6x+ufA69/gbX+AbwGArwGArwGOvAayGugA6+BTfEayGugnn9/SuI1EA3/HwhrIK9/l/EayOsfwOufg7frX0AHV1q3bo3WrVsrcl9ZWVl4+umncerUKcTFxQEAVq9ejfDwcKSkpCjyM9TgzXNgtVphMpkaHq+RWSwW9OnTB2vWrMHtt98OALDb7VizZg0mT56s7eR8pKqqCocOHcKYMWO0norqkpKSEB8fjzVr1jQsoJWVldi8eTMmTpyo7eR8hNc/Xv8ceP0LrPUP4DUQ4DUQ4DXQgddAXgMBXgO9wWugsfEayGsgEFhrIK9/l/EayOsfwOsfoMz6F9DBFRHFxcUoKytDcXExbDYbrFYrAKBz58645pprMHToUKSkpGDMmDF47rnnUFJSgtmzZ2PSpEkIDg7WdvIKKCwsxObNmzFgwAC0atUKhYWFmDp1Ku6//35ERUVpPT1FTJs2DePGjcMNN9yAfv364ZVXXkF1dTUmTJig9dRU8f/+3//DyJEj0bFjR5w4cQJz5syB2WzG73//e62npoiqqqom0feioiJYrVZER0fj2muvxZQpU/DUU0/huuuuQ1JSEp544gm0bdu24Y8q+w2vf7z++Rt/X/8AXgOVxGsgr4H+htdAXgNF8BrIa6C/4TWQ10CqQF//AP9fA3n94/VPkfVPZiTjxo2TAVz1tW7duoYxR44ckYcPHy6HhobKsbGx8mOPPSZfunRJu0kraNu2bXJGRoYcEREhh4SEyN27d5efeeYZ+eLFi1pPTVGvvfaafO2118oWi0Xu16+fvGnTJq2npJp77rlHTkhIkC0Wi9yuXTv5nnvukQ8ePKj1tBSzbt06p+/ZcePGybIsy3a7XX7iiSfkNm3ayMHBwfKgQYPkffv2aTtpneL1j9c/f+Pv658s8xqoJF4DeQ30N7wG8hoogtdAXgP9Da+BvAZSBfr6J8uBsQby+sfrn7frnyTLsux5aIYxxhhjjDHGGGOMMcYYYyywmLSeAGOMMcYYY4wxxhhjjDHGmJFwcIUxxhhjjDHGGGOMMcYYY0wAB1cYY4wxxhhjjDHGGGOMMcYEcHCFMcYYY4wxxhhjjDHGGGNMAAdXGGOMMcYYY4wxxhhjjDHGBHBwhTHGGGOMMcYYY4wxxhhjTAAHVxhjjDHGGGOMMcYYY4wxxgRwcIUxxhhjjDHGGGOMMcYYY0wAB1cYY4wxxhhjjDHGGGOMMcYEcHCFMcYYY4wxxhhjjDHGGGNMAAdXGGOMMcYYY4wxxhhjjDHGBHBwhTHGGGOMMcYYY4wxxhhjTMD/B34P7qGBMN0bAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 18\n" + ] + }, + { + "data": { + "image/png": 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Npug6t/67Km+8AURFASNGAFevFh1bt64oRdiUKUBkZOny7dsXpdvKzZVrE5HK6tati4ULF+KPP/7A/P/fX8dkMmHYsGGoU6cOPvnkk0rPLx6DKr7nKd4b4lZq3R8JIZCRkWHz+yOlbZG5hyzPW2+9hcGDB6NWrVqYPn063nrrLYSEhGDTpk0lZaZNm4YxY8YgODgY77//Ph5++GF8+umn6Nu3b8k9m+x394SEhDL3z7fq1asXPD094eHhgfvvvx8nT54s97lW9ForvRdv3749ANSM+0sbB2CcUlxcnNBqtWLr1q0lM78++ugjs+qy1gqQN998s8xsQSGEuHDhggBQ8mjQoIH4/vvvK72WyWQSTz75ZJllWX369KlyWZaXl1eVaagqWgHi5+cnsm5ZolscyVy5cmXJsaefflr4+fmVW2/Xrl3FRx99JH799VexcOFC0bp1awFAfPLJJyVlvvvuO9GwYUPxySeflKTAmj59epkUWJ9++qkAIL7++muxY8cOodPpxEsvvVTudZ999lnh7u5e6XOuCKq5AiQ2NrbktdXr9eK5556rdPULkbOpqs+5vb/5+eefy/TpRqNR3H333eXOpAYgpk+fXqrO6Oho0b59+5J/JycnCwBi/vz5pcrt379fABA/VpFSoKIVIL179y41w+jll18WOp2u1AyUBg0aiIcffrjcepV8lvXt21e0aNGizPGEhAQBoMrPDSKSY859kjX7reK6u3XrJurVqycuXbokxowZI1xcXCpd0i+EEJs3bxZhYWFi+vTpJekLPvnkk1IpsIrvJVNTU0ulwHryyScVrzSbMWOGxVNKVbUC5JlnnhHTpk0TP//8s/jqq6/E/fffLwBUOBO0OveMRHbBy0uIKvqwClc5+PmVTsf0669Fx2/5rieefrqoXHnWrSsqP3OmEKmpQtxxhxAPPFB+2XfeKSp7y4p+aeauALHV72bMmKKUX+UJCBDi8ccrb9P27UI8/HBRyrBffxVi1qyi67i5CVHVjOLvvhOiYUMhPvnknxRY06fLpcD666+i1S4jRwpx5YoQ9esXrXwpbwXKt98W/T527qy8TiILe+KJJ4SHh4c4ceKEmDNnjgAgfvnll0rPOXjwoIiIiBAvvvhiSQqsH3/8UYSFhYmPPvqoWuNv5Vm+fLkAIL4wMw2gmitAZNtS1T1kRU6ePCm0Wq148MEHy6RKLb6vvHjxotDr9aJv376lynz88ccCgFiyZIkQQu67e0FBgdBoNGLixIllfvb999+LYcOGiS+//FL873//E2+88Ybw8PAQ/v7+4syZMyVtknmtld6L6/V68fzzz1fYbmfBAIgF5OfnizZt2oiwsDAREBBQZplbRYxGo8jMzCz1ePzxx0XXrl3LHL81XYmMqgIg7du3Fy+88EK5zyU+Pl6sXLlSTJ8+XURFRUl1hOvXry9ZsnXrl/Dff/+90vNCQ0NFhw4dxLnblyHfoqIAyO3tz8rKEgDE3LlzS471799fNGnSpMr2C/FP2ipvb++SNDB//fWX+Pvvv4UQQkydOrVk0ODo0aMiLS2t1PmxsbHCx8dHNG3aVDRr1qxUKplbvfrqqwKAuHbtWqXtuXbtWpm/g+LBh1uPZVWVp/UW+/fvF+vXrxdffPGFuOuuu8Tw4cNtukcLkbVV1efc3t+MGjVK1KpVq8z7tXiAsbyBxNvTTo0bN074+PiU/Hvnzp0lAdNbpaamCgBi5MiRlfYPFQVAfvjhh1LlivONHjhwoOSYu7u7GDlyZLn1Kvkse+yxx0RAQECZ40ePHhUAxIIFCypsPxHJM+c+yZr9VrHk5GRRu3Zt0bFjR6HRaMSbErnXT506JY78f3qapUuXlnx5PnfunDh48KAQovR9ZPFzLCwsFOvXr6+y/lv98ccfwsXFpcqUE9VVVQCkPKNGjRIARGJiYpmfyd4zEtmt0NCiQepK+rAKB/lv/66alVV0/JbveqJ/fyEq+6733HNFg+ZRUUX7YVQU4Fi4sKjuw4crfz43bwqRmVn6ERIixCuvlD1eFVv9bp55RoiKAqshIUIMGlR122938mRRnVXtLfnXX0L8/3drMXWqEMWfR0ePFj23qsyaVfQ8O3UqSnFW0ev1++/lp/kisrLLly+LoKAg0bZt23LTFJUnOzu75J5g8+bNJd/7rly5Inbs2CGEMH/87XZHjx4Vnp6e0un7b968WWaMKiQkRLzyyitljiulpC0y95DlKQ5C7d+/v8Iy3377rQAg1qxZU+p4fn6+8PT0LJlMKPPdPSMjQwAQM2fOrPT5FNu2bZvQaDTiueeeKzkm+1oruRevV6+eeOSRR6Ta5MiYAssC9Ho9lixZgrS0NFy9ehVLly6VWn515swZBAQElHp89913SEhIKHNczeVJ6enp2LdvH+69995yn0vv3r1x33334c0338SCBQswYsQIrFq1qtI6+/TpU266r379+lV63uzZs3Ho0CGEhISgU6dOmDZtGlJTU6WeR8OGDUv928fHBwBw5cqVUseFEFL16fV6jB07FtnZ2di7dy8AoHXr1qhfv36ZshEREWjUqFGpY1988QWuX7+OkydPYtmyZXB3dy/3OsXtqepvZPbs2WX+DoCiNDe3HqsovVd5oqKi0KdPHzzzzDOIj4/Hrl27MGzYMOnziRyd0j7n9OnTCAoKgoeHR6njTZo0Kbe8m5tbyXu1mI+PT5l+CSjbN4WFhWHChAlYvHgx/P39ERsbiwULFiAnJ0fquVW3T1TyWSaEKPdnsv0bEckx5z7Jmv1WscaNG2PatGnYvXs3WrVqhTfffLPSNgJAaGgoWrRoUeZ4cHAw2rRpA6D8+0idToc+ffpUWX+xY8eO4cEHH0Tr1q2xePHiKsvn5eUhPT295JGZmSl9LXNMnDgRALBhw4YyP2OfSg5v9uyiVEQhIUCnTsC0aYDkdz3cdl+D/7+vwe19U2Xf9d57D/D1BZKSgHnzgLp1yy9XXEdV77X//rcotdatj7Nni9JR3X68Krb63bi7AwZD+fXevFn0c6WaNAEGDQI2b/4n5Vh5WrcGyvlujYgI4Lbv1uV65ZWidFe7dgFTpwItW5ZfTvb1JKomg8FQ6p4hPT0dxlveA76+vpg3bx4OHjwILy8vzJs3r8o6vby80KVLlzLHvb290blzZwDmj7/dKj09Hffeey+8vLzw008/SaXv/+9//1tmjOrs2bOYM2dOuWNXlmqLzD1keVJSUqDVatGyor4DRffRANC8efNSx/V6PcLDw0t+ruS7u+yYZLdu3dC5c+dS94Syr7WSe/GKvss7GwZALGTdunUAgJs3b5abs608gYGBiI+PL/Xo27cv2rZtW+Z45O15Lavh999/h5ubG3r16lVl2a5duyIoKAjffPONdP2nTp2SLvvoo48iNTUV8+fPR3BwMObMmYNWrVrh999/r/LcijrFWzsXPz+/cr/AVyQkJAQAkJWVVeZn06ZNqzRYsGXLFuTn5wMA/vrrrwrLXblyBR4eHhUGSIoNGTKkzN8BALzyyiuljil5bW6l1+tx//33Y8WKFbhx44ZZdRA5mur0OTJkbhz9/PwAlA1MAMD777+PgwcP4rXXXsONGzcwbtw4tGrVCn///bfZ11bSJ8p+ll25cqXc3KzFddtDDlkiZ2DpPguofr9VbP369QCA8+fP4/Lly4raMGzYMEybNq3SMkruL4udPXsWffv2hZeXF9asWYM6depUec57772HoKCgkkfHjh0VX1eJyu49Ze8ZiezWo48WDeoX77sxZw7QqhUg04dV1DfdOpDk51d20P9W+/cDFy8W/X8l389K6qjq/iU2FoiPL/2oVw8YPLjs8arY6ncTFFQUpCj+vRQzGIDLl8vujyIrJKSojmvX5MpPmwYonYiXmgoU35+q8XoSVVNCQkKpe4agoCCcPXu2VJni71dXrlyR+k53q549e2LZsmWVljHn/ignJwf9+/dHdnY21q5di2DJ931sbGyZMap69eph8ODB5Y5dWbItxWTuIS2lqu/uvr6+0Gg0iscky7snBKp+rWXvxbOzs2vE93UXWzfAGR08eBDTp0/H8OHDkZSUhJEjR+Kvv/6Cl5dXpee5ubmhd+/epY59/fXXyM/PL3NcTatXr0avXr2kv0zdvHlTegayOYKCgvDCCy/ghRdewMWLF9GuXTu8/fbb6N+/f7XrjoiIwDfffIOcnJwqXw8AJbMqlUasL1y4gBdffBF9+/aFXq/Hv//9b8TGxiI0NLRM2bS0tHKj1bcLDw9HeHh4meMtW7ZU7e/jxo0bEELg6tWr/HJNNYaSPic0NBSbN2/G9evXS82mTk5ONvv6DRs2hLu7O9LS0sr9eZs2bdCmTRu88cYbSEhIwJ133olFixZh5syZZl+zWERERIXXVfJZlpaWVm5gvrhumT6OiOQovU+yRb+1aNEixMfH4+2338asWbPw3HPP4ddffzX7emq4fPky+vbti/z8fGzcuBFBQUFS5w0ZMgTdunUr+bel748qu/eUvWcksmtBQcALLxQ9Ll4E2rUD3n4bUOG7HiIigG++AXJygNvvV65dK9qou2VLoGvXohUXDz4IlBfUTEsrGiyv6jtgUFDR41ZubkB4OGDO9zNb/G6ioor+u2cPMGDAP8f37AFMpn9+rlRqatHv4o47zG1x5UymooCJpyfw0kvAO+8A//pX0ebvt0tLK9povVkzy7SF6P9FRkaWGewPDAws+f+1a9di8eLFmDRpEr755hsMHToUO3fuhIuL7YZmb968iYEDB+LEiRPYsGFDpashblcc5LmVm5sbwsPDzRqjqk5bzNG4cWOYTCYcOXIEURX0dcVjeMePHy81HmcwGJCWllbmeVb23d3FxQWNGzeu8P65PKmpqYrHIwH5e/Fz587BYDDUiPtLrgBRWUFBAYYNG4bg4GDMnTsXy5YtQ0ZGBl5++WVbN61cBQUFiI+PL5P+6tq1a7h+/XqZ8j///DOuXLmCDh06qN4Wo9FYJrBSt25dBAcHl6ykqK6YmBgIIUpSWhUrL53B1atX8dFHH8Hf3x/t27dXdJ1Ro0bBZDLhiy++wGeffQYXFxeMGDGi3KVu+/btQ9euXZU9kWq6ePsMHxRFfX/++WeEhISgbkXLwYmciDl9TmxsLAoKCvD555+XHDOZTFiwYIHZ7ahVqxY6dOiAPXv2lDqem5uLwsLCUsfatGkDrVarap946NChMvUp+SzLyclBSkpKuf3Y3r174eXlhVatWqnSXqKazNz7JGv2W0DRIP0rr7yChx9+GK+99hree+89/Pbbb/jqq6/Mvl51Xbt2DQMGDMC5c+ewZs0aNG3aVPrc4i/xxY8777xTlTbl5uaWed2EECXB7djY2DLn2OKekUg1RmPR4Put6tYtWmGg0n0NYmKKVj3c9l0PAPDqq8CZM8CXXwIffFCUYmno0PKvvXdvUV3WYsvfzd13F6UFW7iw9PGFCwEPD+DWcYJLl4Bjx4BbxwnKSwt44ADw229A375FgQdL+OADICEB+OwzYMaMoqDW888XtfF2e/cWraaRmABJVB0+Pj6l7hl69+4NNzc3AEXjLSNHjkSnTp3wzjvvYPHixdi3bx/eeecdm7XXaDTiscceQ2JiIn788UfEWLPfs4O2PPDAA9BqtZg+fTpMJlOpnxWP3fXu3Rt6vR7z5s0rNZ73xRdfICcnp2QsVfa7e0xMTLn3z+WNSa5ZswZ79+5VlMoMUHYvXjw2WhPuL7kCRGUzZ85EUlISNm7ciDp16qBt27aYMmUK3njjDfzrX//CgFtnVVjYypUrceDAAQBFg1kHDx4s+VJ1//33o23btvjzzz+Rm5tbJgBy8uRJ9O7dG4899hgiIiKg1WqxZ88efP3112jUqBHGjx+venuvXr2KBg0a4F//+hciIyNxxx13YMOGDdi9ezfef/99Va7RrVs3+Pn5YcOGDbj77rtLji9YsAC//PILBg4ciIYNG+LChQtYsmQJzpw5g+XLl0Ov10tfY+nSpVi9ejWWLVuGBg0aAADmz5+Pp59+GgsXLsQLL7xQUnbv3r3IysrCoEGDVHl+svr3748GDRqgc+fOqFu3Ls6cOYOlS5fi/Pnz+P77763aFiJbMafPeeCBB9CpUydMnDgRycnJiIiIwG+//VayLNXc3JmDBg3C66+/jtzcXHh6egIANm3ahLFjx+KRRx5Bs2bNUFhYiOXLl0On0+Hhhx8270mXc90ZM2bgjz/+QN++fUuOK/ks27BhA4QQ5fZj8fHxGDhwYI3IKUpkaebeJ1mz3xJC4JlnnoG7uzsW/v9g2nPPPYeff/4Z48ePR+/evRWnMlDDU089hV27duGZZ57B0aNHcfTo0ZKf3XHHHXjggQdUvV7x/fbhw4cBAMuXL8eff/4JAHjjjTcAFAUznnjiCTzxxBNo0qQJbty4gf/973/Yvn07nn32WbRr165Unba6ZyRSzdWrQIMGRbP0IyOLVgZs2ADs3g2o9F0P3boVpXrasKFoYL/Ypk3AJ58U7RNR/N5auhTo2RN4882i1SDFLl4EDh4ExoxRp00ybPm7cXcvCiCMGQM88khRWq9t24Cvvy5afeLr+0/Zjz8G3nqraG+Pnj2Ljj32WFEdXbsWBW2OHCkKSnh4AP/5jzptv93Ro0Wv27BhwMCBRceWLStarfLCC8APP/xTtqAA+OOPouNENjR+/HhcvnwZGzZsgE6nQ79+/TBy5EjMnDkTgwYNUjXNvayJEyfit99+w8CBA5GVlYWvv/661M+ffvppp25LkyZN8Prrr2PGjBno3r07HnroIbi6umL37t0IDg7GrFmzEBAQgLi4OLz11lvo168f7r//fhw/fhyffPIJOnbsWNIu2e/ugwYNwvLly3HixAk0u2VVWteuXREdHY0OHTrAy8sL+/btw5IlSxASEoLXXntN+jkpvRePj49Hw4YNFe0l7LCsuuW6k9u7d69wcXERL774YqnjhYWFomPHjiI4OFhcuXJFUZ1Dhw4VPXr0MKs9Q4cOFQDKfSxdulQIIcS///1v0bJlyzLnZmZmimeffVZERESI2rVrC71eL5o2bSpeeuklkZmZaVZ7qpKfny9eeeUVERkZKerUqSNq164tIiMjxSeffFLmeYWGhpb8Oy0tTQAQc+bMKVMnADF16tRSx8aNGyeaNGlS6tj69etFnz59RGBgoKhVq5bw9vYWffv2FRs3blT0HM6ePSu8vLzEwIEDy/zswQcfFLVr1xapqaklx1599VXRsGFDYTKZFF2n2K2vpRIff/yx6Natm/D39xcuLi4iICBADBw4UGzdutWsdhA5Ipk+5/b+Roii/vHJJ58UderUEV5eXmLYsGFi+/btAoD47rvvSp1bu3btMtedOnWquP3jNyMjQ7i4uIjly5eXHEtNTRXPPPOMaNy4sXBzcxO+vr6iV69eYsOGDaXODQ0NFUOHDi3599KlSwUAsXv37lLlNm/eLACIzZs3lzretm1bMWLEiJJ/K/0se+yxx0S3bt3KPM+jR48KAGXaS0TmMfc+SQjr9Vtz584VAMTPP/9cquyZM2eEp6enGDBggLlPv1pCQ0MrvCe+/XelhoqudevvMDU1VTzyyCOiUaNGws3NTXh4eIj27duLRYsWlXtfWN17RiKby88X4pVXhIiMFKJOHSFq1y76/9v6MDF0qBC3vi/T0oQAhCjnu54AhLjtu54YN06IW7/r5eYW1deunRAFBaXLvvyyEFqtEImJ/xxbuFAID4+i88wRGlq2TVWx1e/mVp99JkTz5kLo9UI0bizEhx8KcXt/M3VqUb233kvOnStEp05C+PoK4eIiRFCQEE8/LcTJk1U+bbMUFgrRsaMQDRoIkZ1d+mdz5xa17/vv/zn2++9FxyzVHiIJv/76qwAg3n///VLHc3NzRWhoqIiMjBQGg8Hq7erRo4fUPYsSoaGhZcbgbNUWWUuWLBHR0dHC1dVV+Pj4iB49eoj4+PhSZT7++GMREREhatWqJerVqyeef/75Ut+JZb+75+fnC39/fzFjxoxSx19//XURFRUlvLy8RK1atUTDhg3F888/L9LT0xU9FyX34kajUQQFBYk33nhD0TUclUYIye3nySm1bNkS9913H2bfOuvFyaWmpiIiIgK///477rnnHpu1Iz8/H40aNcLkyZMtsqKGiKznl19+wYMPPog///zT7PQoI0aMwIkTJ7Bt2zaVW1e55cuXY8yYMThz5gy8vb0VnZueno6wsDB89913ZWYlv/TSS9i6dSv27t3LFSBEdsiR+62ahveMRAqkphbtd/H774A53/Wio4tWN3z4oepNs7nq/m4c0QMPABoN8L//2bolREQAgBkzZmDp0qU4efIkdDqdzdrxyy+/4Mknn0RKSor03niOjAGQGsxgMGDWrFl49NFHa8SGN7d6/vnnkZycXGaDKmtatGgR3nnnHZw8eRKurq42awcRKXPjxo1Sm+AajUb07dsXe/bsQXp6utkb5J45cwbNmjXDxo0bVcsxL8NkMqFt27Z44okn8Prrrys6d/Lkydi0aRN27dpV6vjly5cRGhqKH374waqpH4mofM7Wb9U0vGckUuj554HkZEDpd721a4vSUKWmFqVzckbm/m4c0dGjQJs2QFIS0Lq1rVtDRAQAyMvLQ3h4OD788EM89dRTNmtHTEwMunfvXmMmxDMAQkREpMDIkSNx48YNxMTEID8/HytWrEBCQgLeeecdxMXF2bp5RERlsN8iIiIiIqKaigEQIiIiBb799lu8//77SE5Oxs2bN9GkSRM8//zzGDt2rK2bRkRULvZbRERERERUUzEAQkRERERERERERERETkdr6wYQERERERERERERERGpjQEQIiIiIiIiIiIiIiJyOi62bkBlTCYTzp8/jzp16kCj0di6OURkp4QQuHr1KoKDg6HVOk9cl30gEclwxj6Q/R8RyWIfSEQ1lTP2fwD7QCKSo6QPtOsAyPnz5xESEmLrZhCRgzh79iwaNGhg62aohn0gESnhTH0g+z8iUop9IBHVVM7U/wHsA4lIGZk+0K4DIHXq1AFQ9EQ8PT1t3Boisle5ubkICQkp6TOcBftAIpLhjH0g+z8iksU+kIhqKmfs/wD2gUQkR0kfaNcBkOKlbp6enuz0iKhKzrY8ln0gESnhTH0g+z8iUop9IBHVVM7U/wHsA4lIGZk+0HmSBBIREREREREREREREf0/BkCIiIiIiIiIiIiIiMjpMABCREREREREREREREROx673ACGimsdQaMLyxFM4nXUdob4eGBzTCHoX28dqt27dijlz5mDv3r24cOEC/ve//+GBBx6o9JwtW7ZgwoQJOHz4MEJCQvDGG29g2LBhFmnfDYMRU347iLUHL+CqQZT5eS2tBnU9XfFU51CM7B5uF79TQ6EJn29LxvKENGRcLUTZVtuOTgN4utdCbKtATB3YCu56na2bBADIu1mIsV/vwp/JV1Bo68bcQgPA1UWDLuF++PjJ9rjDzT5uL6p6X9iSPb4nK2Lv/R9Q9N548ZvdSEjOQr59vdR2x177N2dmz5939qbo80SL8IDa+HffCPRoHgCd1rly2xPZi+L7pN8PnEdeQdHs2NquOvRvE4S37m/Nzwcisrlb76EyrxZC60Dfoci+aIQQdnsPnpubCy8vL+Tk5HDjI6Ia4O3VR7D4zzTc2itpNcCo7mGIG9CywvOs0Vf8/vvv2L59O9q3b4+HHnqoygHAtLQ0tG7dGqNHj8bIkSOxceNGvPTSS1i9ejViY2Olrin7vEZ9tRvxRy4qej7P3VX579TSZq05gk+3ptns+kr1aVkXnw/paNM23P/xNhz8O9embZDVtoEnfhvb3aZtMOd9YUvVeU9aug+05/4PcKz3hj2yh/7NmTna5529qaXTYP4T0ejXOqjCMs74ndEZnxPZl2eW7cKmY5mVlrm7uR+WDO9ipRaROZy1r3DW50XKvL36CD7fVvk91KjujfD6va2s1CKyN0r6CgZAiMguVDVYWdngoLX7Co1GU+UA4KuvvorVq1fj0KFDJccef/xxZGdnY+3atVLXkXle1RnktVUQxFEHg2w5SOiIA7y2DII4WvCjmLnvSWv2gfbU/wGO+d6wRwyCWIajft7Zo0VPt6swCOKM3xmd8TmR/eg4Mx6ZeQapsn4eLtg7RW7yAlmfs/YVzvq8SJ6S73O8j625lPQVXCtERDa3KulclR9un21Lg6HQZKUWVV9iYiJ69+5d6lhsbCwSExNVu8YNg7Fag7yf2+B3aig0OexgUPyRi7hhMFr9unk3Cx1ygPfg37nIu2n9RF3VfV/Yki3ek5Zgjf4PcNz3hj2yVf/mzBz5884eTfvtCIwmu523R+Qw7p27RTr4AQCXrxei++xNFmwREdUENwxG/PvHfWj55ho0fW01OsxYj483nSz3u4/M+NCt4o9cxMoD58u95is/7Ufbqb+j6WurET19PSb/fJD3vDUUAyBEZBV5Nwsx/ItERLy2Go3j/vnwybtZiHHfJ1V5vhDAlwmnLN5OtaSnp6NevXqljtWrVw+5ubm4ceNGuefk5+cjNze31KMy76w5Uq02mgSwPPFUtepQytrXU1t1f+fmePn7/Va/plps0XZbvEZqscV70hKs0f8Bjv3esEeO/N6xR87wXrYn6bk3sSsty9bNIHJov+37G4cvXFN83tmsG5i+8rAFWkRENcEzy3ahxZS1+GnvBVwvECgwAZeuFeC99SfQ7I3fMWPVP6vGjSaBsd8lKb7GuP/uLzVRoviaP+45j9x8EwpMwJXrBfhu91m0mLIWzyzdocZTIwfCAAgRWdx987ah9bR12HwyCzdNgFH88+HTeto6yE7o233Kub/4zpo1C15eXiWPkJCQSsufuny92tc8nVX9Ouz5empT43eu1Jkr5Q8YOwJbtN0Wr5GaHP09Yi6l/R/g2O8Ne+To7x17U1Pfy5Z08epNWzeByGEZTQLjfjhg9vlLtp9yilWqZD0LFixAo0aN4Obmhs6dO2PXrl22bhLZQMeZ8VXuN/TFn6cxcP5WAMCYb/eYdR0BYOw3e6Wvuen4ZXSYsd6sa5FjYgCEiCwq4s3fcei8OilKPPQ6VeqxhsDAQGRkZJQ6lpGRAU9PT7i7u5d7TlxcHHJyckoeZ8+erfQajfw8qt3OUN/q12HP11ObGr9zpRr6lP/34ghs0XZbvEZqcvT3CGCd/g9w7PeGPXL09469cYb3sr2pW8fN1k0gcljmDireavAXnDFNcr7//ntMmDABU6dOxb59+xAZGYnY2FhcvOiYaWrJPEpS7v117iqGL9mJtYfM/xv5/XAGBnwkf81L1wpw3/xtZl+PHAsDIERkMdHTfsfNAvVmCj0c3UC1uiwtJiYGGzduLHUsPj4eMTExFZ7j6uoKT0/PUo/KvFbNDcy1GmBwTKNq1aGUta+ntur+zs3x4WPRVr+mWmzRdlu8RmqxxXvSEqzR/wGO/d6wR4783rFHzvBetieBnm7oFOZr62YQOSRDoalag4rFdqZd4SoQkvLBBx9g1KhRGD58OFq2bIlFixbBw8MDS5YssXXTyErMSbm3+cSlal/3SLqyax46l4tfk85V+7pk/xgAISKLmPrbQVy5qd4NsosW6NrUX7X6lMrLy0NSUhKSkpIAAGlpaUhKSsKZM2cAFM1eHjJkSEn50aNHIzU1FZMmTcKxY8fwySef4IcffsDLL7+sWpvc9Tr0aVnX7PNHdQ+D3sW6HwN6Fy2euyvMqtdUS5+WdeFug1VId7i5oG2DqgeD7U3bBp64w83F6tet7vvClmzxnpRhj/0f4LjvDXtkq/7NmTny5509mnZ/S+i0Gls3g8ghTf7J/NRXt+MqEKqKwWDA3r170bt375JjWq0WvXv3RmJiYrnnmLMXHNkvo0lgfDVS7lnby98nldo/hJyT/X3LJiKHZyg04cuEqtOXKPFCjyY2/eK7Z88eREdHIzq6aMbxhAkTEB0djSlTpgAALly4UDIYCABhYWFYvXo14uPjERkZiffffx+LFy9GbGysqu36fEhHswZ7n7srDHE2mu0bN6Clww0K9WlZF58P6Wiz6/82trtDDfS2beCJ38Z2t9n1zX1f2JIt35NVsdf+D3C894Y9snX/5swc8fPO3tTSabDo6Xbo1zrI1k0hckhGk8D/ks6rVh9XgVBVLl26BKPRiHr16pU6Xq9ePaSnp5d7jjl7wZH9mht/HI4UTjAJYG78CVs3gyxMI4Sw27/L3NxceHl5IScnRyoVAhHZh8cWJWDnqSuq1acBkPzOgAoDIM7aVyh5XjcMRkz57SDWHryAq4ay3XotrQZ1PV3xVOdQjOwebhezzA2FJny+LRnLE9KQcbXQrm6SdBrA070WYlsFYurAVnYzMzrvZiHGfr0LfyZfQaGtG3MLDQBXFw26hPvh4yfb22TlR3mqel/YkprvSWfsA5U+p7ybhXjxm91ISM5Cvn291HbHXvs3Z2bPn3f2pujzRIvwgNr4d98I9GgeUOUEGPaBRBXbdiITg5eou/n0Q9HB+IBpKO2CPfYV58+fR/369ZGQkFAq/emkSZPwxx9/YOfOnWXOyc/PR35+fsm/c3NzERISYlfPi+QYTQJNXlvjcPc6Wg1w8u2Kx5zIPinpA+1jhIKInIah0KRq8AMAxvZszA+iKrjrdZjzr2jM+ZfjfBnRu2gxplczjOnVzNZNcRh3uLlg2ciutm6Gw3DE9wWZ5w43FywdUfEeI0S2xM87IrKVt1YeVr3OX5LOY84jUfx+RuXy9/eHTqdDRkZGqeMZGRkIDAws9xxXV1e4urpao3lkYY62+qNY8SqQCbHNbd0UshDbTwEmIqcyeLG6eWFdtBq81JcfQkRERERERLIMhSYkZyrbEFiGSQAJJ6u/WTE5J71ej/bt22Pjxo0lx0wmEzZu3FhqRQg5H6NJYP7mFFs3w2wfb0nmXiBOjCtAiEg1llj98fGT0ZxdREREREREpMCXCaekyzYO8IB/bVfp73LTVh3Cxua9zGwZObsJEyZg6NCh6NChAzp16oSPPvoI165dw/Dhw23dNKqG21PO3p7S9+ONJxxy9Uex4lUgY+9pWip1qQZFmQU6hfli/hPt7CbdMynDV42IVBO34oCq9XHTSyIiIiIiIuW+3nFKuuy0+1qjc2M/NHvjd6nyKZnXYSg02cW+gmR/HnvsMWRmZmLKlClIT09HVFQU1q5dW2ZjdHIc983fhkPncksdKzAJnMu+idnrjmP2uuMWb8OLPRvjz5RM7D+bW3VhM83bnIx5m5NLHRMArhmM2Hw8E62nrUPr4DuwalwPi7WBLIOfVkSkCqNJYMW+86rUFerjipR3BjD4QURERERUCaNJIDHlMn5NOofElMtM30EAilbmn866IVVWqwG6NvWH3kWLJgG1pa/xZUKauc2jGmDs2LE4ffo08vPzsXPnTnTu3NnWTSIztZ22rkzww9p0GuClvs3x0/PdbNoOADh0Pg8dZ8bbuhmkEAMgRKQKpZtdHZ3eD0sHd0BEXQ+46TSordehV/MAHJoWiz9e7c20V0RERERkc1u3bsXAgQMRHBwMjUaDX375pdLyW7ZsgUajKfNIT09XvW1rD11At3c34YnPd2D8d0l44vMd6Ph2PNYcVGdSEjkuJemvereoW/Lda+rAVtLnrTzAvzMiZzfgo83IvVlo62Zg/hPtoNNqoNNq8MmT0bZuDjLzDHjrt8O2bgYpwBRYRCTNUGjC59uS8d9dZ5FfaEJkfS989Hg7uOt1ija7imzgCXe9Dr1a1UOvVlwGS0RERET26dq1a4iMjMQzzzyDhx56SPq848ePw9PTs+TfdevWVbVdaw9dwPNf7yszASnrWgFe+HY/nvs7G3EDWqp6TXIcKw+eky47NCas5P+7NvGHFoBJ4rxD53NhNAlOXCNyUr/t+xtH0q+rXu+4Xk2QbzTi061yq8ieuysMA9r+kx1kQNtgPPd3tqLzXXVazFN5g/alCacQN6AFUwE6CAZAiEjKW78dxtLbZhJtOFaUA9EFULT6Y1JsCzWbRkRERERkEf3790f//v0Vn1e3bl14e3ur3yAUpb16a+WRSu+/P92ahsgGPqUGjahmMJoEDkumq3HRatClsV/Jv3VaDfq0rIt1Ry5Wea5JAAknL6F78wCz20pE9sloEnj5R3X3eAWKUu6N79MMOq0GkQ18MPa/+1BR5kYNgAVPRmNA2+AyP4sb0FLR+UaTwPzNKapv0j74ix34/rmuKtdKlsAwFRFVqf3M+DLBj1spWRCp15W+ySYiIiIicjZRUVEICgpCnz59sH379krL5ufnIzc3t9SjMrvSsnAh52aVbZj080HuCVID7Ui9DKPky353RECZFRxDuoZVULqseZtOKGkaETmIhORL0v2IEmN7Ninpcwa0DcLJtweUpEZ31QJuLlq0DKqDJUM7IvmdAeUGP4opOV+n1eDFXo1Vfz47067AUCizZo5sjStAiKhSraf8jjyDeh366Lsac5k0ERERETmloKAgLFq0CB06dEB+fj4WL16Mnj17YufOnWjXrl2558yaNQtvvfWW9DUuXq06+AEAefmF2JFyGXc29ZeumxxfQsol6bK3pr8q1iXcD1oNKpxVfat9Z7OZBovICU2zwP4Wxas/bqXTaqqVGl3J+eP7NFc9DRbAVSCOgitAiKhCAz7arGrwo7wPPCIiIiIiZ9G8eXM899xzaN++Pbp27YolS5aga9eu+PDDDys8Jy4uDjk5OSWPs2fPVnqNunXcpNuzPSVTuiw5h3NXbkiVq2hlvk6rQYdQb6k6jCZgR8plJc0jIjtnKDQh5dI11ev98LEomwZLdVoNXuzJVSA1FQMgRFQuS2x4detyRyIiIiKimqBTp05ITk6u8Oeurq7w9PQs9ai0vjBfuLrI3VOvO5yuqK3k+P6+IvcdLrKBV4XfzV68W37SGoNsRM4lboX6e3+E+XlgUFR91etV6qW+zWGJEam4FQctUCupiQEQIirDaBIY/4O6H3pc/UFERERENVFSUhKCgtTbjFyn1aBtA2+psimZ1zkztQYxmgSSzmRLlQ32dq/wZ12b+EsPFsmuOCEi+2c0Cfy6/7zq9W6Y2FP1Os2h02ow//Eo1ev9Nek899yycwyAEFEZc+OPQ+2u29bLHYmIiIiIlMrLy0NSUhKSkpIAAGlpaUhKSsKZM2cAFKWvGjJkSEn5jz76CL/++iuSk5Nx6NAhvPTSS9i0aRPGjBmjars6hflKl/0yIU3Va5P92pF6GYWSX+Tq+1QcANFpNWgnmQbrfDYDIETOQkkfImvR0+3saizovqj66NOyrqp1FpoE0wHaOQZAiKgUo0lgwRZ1N4ZqHexpF8sdiYiIiIiU2LNnD6KjoxEdHQ0AmDBhAqKjozFlyhQAwIULF0qCIQBgMBgwceJEtGnTBj169MCBAwewYcMG3HPPPaq2q2tj+Y3NVx5QfzYv2SclG6Df2Tig0p838PGQqufA3zmc+UzkJL5SEDBvW78OGvlV3k8serod+rVWbwWkWj4f0hGjuodVWibUxxVtG1SekvJWXyZysoE9c7F1A4jIviQkX4JRxfvX2nodVo3rrl6FRERERERW0rNnTwhR8c3xsmXLSv170qRJmDRpkoVbBXQJ94NOW7QJdVWOXLgKo0nY1QxcsoxdaVlS5SraAP1Wla0QuZXBWDTz+c6m8kE5IrI/RpPAuiMXpcu/2q8l7mzqj7ybhRj79S4kpl6BCUXp9d68rxV6RdS168+d1+9tiVdiI/D5tmQsT0jD5WuF0Lvo0CnMF/OfaIc73FywPfkSnlq8U6q++CMX+VlrxxgAIaJS5m08oVpdei1weHo/1eojIiIiIqKiFEW9I+pKDVYVp+bgALVzM5oE9p++IlW2sg3Qi3Vt7I8Fm+UyA2xPyeTfF5GDmxt/XLqsi/afIOodbi5YNrKrpZplUXoXLcb0aoYxvcrfr7ZLuB9cNJBKCyYAzI0/gQmxzdVtJKmCKbCIqITRJLD7dLYqdbUM9MCJd+5VpS4iIiIiIiptSNfK03fcantKpgVbQvZASe7+jhJ7yBQP/MnYLbnyhIhsz1BowoLNJ9Dt3Y3o+HY8Ri7bhZzrBZgvGfAEgEFRwTVipYNOq8Gg6GDp8h9vSUbO9QKMWLoTHWfGo9t/NuGTzckwFEos1ySL4goQIiqhJOKvAZA0pS/Gf7sbfyZfgRGAq4sGXcL98PGT7XGHG7sXIiIiIiJLUTIz9dwVblTt7BIVbMBb1f4fQNHAX3SoD3afqnpVSfE+IDVhQJTIkU1feRhLtp8qdWzDsUxETl+vqJ5ZD7VVsVX2bdZDkfh5n9xeWiaBMr/L2euOY/a64xh+Z0NMHdjGEk0kCRyhJCIARas/lET8H4wOhpdHLYdd6khERERE5Mh0Wg2iGnpjj8QK7vPZDIA4OwG55R9uLtoq9/8o1inMVyoAwn1AiOzfXbM34UxW9T8LGgd4QO9ScxIK6V20aBJQG8mZ16pVz9LtZ7DhSAa2vdpbpZaREmb/xW7duhUDBw5EcHAwNBoNfvnll1I/F0JgypQpCAoKgru7O3r37o2TJ09Wt71EVA03DEa88tN+tJmyBo0mr0bY5NVo/voaPLDgT7y79qjkLXOR/zwcabF2EhERERFR1Rr4eEiVK56hT87rQvZ1qXID2gRJr9To2lg+oME0a0T2q/u7G1QJfgDAtPtaq1KPI5k6sJUq9Zy9ko+7Zm9SpS5SxuwAyLVr1xAZGYkFCxaU+/PZs2dj3rx5WLRoEXbu3InatWsjNjYWN2/eNLuxRGS+Ect2o8WUtfhxz3lcNRR9+REA8o0CSWdz8NnWNOm6alrEn4iIiIjIHtX3cZcqVzxDn5yT0SSw6uAFqbKBXm7S9XIfECLH99bKv3D2Sr4qdbloga41cKVX1yb+0KmU4e9M1g1MX3lYncpImtkjmP3798fMmTPx4IMPlvmZEAIfffQR3njjDQwaNAht27bFV199hfPnz5dZKUJEltdj9iZsPHZRtfpqYsSfiIiIiMjeKJmhn5h6yYItIVvakXoZBqNcWSXbdBTvAyKDq4yI7I+h0ISl28+oVt8LPZrUyL1+dFoNxvRsrFp9S7af4sboVmaRKdxpaWlIT09H797/5DXz8vJC586dkZiYaIlLElEFnlm6A6dVWuoI1NyIPxERERGRvekS7ge9Tq4sx6adV0KKfHArJlzZd7lOYb5S5bjKiMj+DF68Q7W6tBpgfJ9mqtXnaMb3aQ41Qz+Dv1DvtaGqWSQAkp6eDgCoV69eqeP16tUr+Vl58vPzkZubW+pBROZblXQOm46rexNaUyP+RERERET2RqfV4L62QVJl03OYjtpZnbsiN+FNr9NIb4BejPuAEDkmQ6EJO09dUa2+Dx+LqtFjQTqtBnMfVW8v3J1pV7gKxIrsKon/rFmz4OXlVfIICQmxdZOIHJbRJDDuuyRV66zpEX8iIiIiInsT5C23Efqavy4wRZGTumEolCrXK6Ku4gFM7gNC5JjiVhxQra7WwZ4YFFVftfoc1f3tGqBloNxnroy4FQdVq4sqZ5EASGBgIAAgIyOj1PGMjIySn5UnLi4OOTk5JY+zZ89aonlENcLc+ONQO5Zc0yP+RERERET2RiOZlONmoYkpipyQ0SSw5YTcyosOkvt53Ir7gBA5HqNJ4Nf951Wpq7Zeh1XjuqtSlzNY81IvuEumnqzKr0nn2WdaiUUCIGFhYQgMDMTGjRtLjuXm5mLnzp2IiYmp8DxXV1d4enqWehCRckaTwPzNKarWGebnwYg/EREREZGdiVGQ0ogpipzPjtTLyC+UG0Dzv8PVrGtwHxAix7Ij9TIku4VK6bXA4en9ql+Rkzn69r2opav+5OBCE/tMazE7AJKXl4ekpCQkJSUBKNr4PCkpCWfOnIFGo8FLL72EmTNn4rfffsNff/2FIUOGIDg4GA888IBKTSeiisyNPw61Y8gbJvZUuUYiIiIiIqoupiiq2RIVDJ4FermbdQ3uA0LkWL5KSKt2HS0DPXDinXtVaI1zOvn2AIT4mNen3mpb8kUVWkNVMTsAsmfPHkRHRyM6OhoAMGHCBERHR2PKlCkAgEmTJuHFF1/Es88+i44dOyIvLw9r166Fm5ubOi0nonIZTQILtqi7+mPR0+2Y+oqIiIiIyA4xRVHNJiSnvt3hqpNeyXG7LuF+qCU5enQ++6ZZ1yAidRhNAhuOyQ+qT+zbFBF1PeCm06C2XodezQNwaFos1rzUy4KtdA7bXr0bB6b0RWTwHdDrNHBz0aBnM38sHtJBuo7Nxxg0tgYXc0/s2bMnhKj4g1aj0WD69OmYPn26uZcgIjMkJF+CUaXvNFoAnzzdDv1aB6lTIRERERERqa5TmC92n7pSZbniFEV3NpWf0U/27UL2dalyfVsGmj2pTafV4O6Iulh3pOpB1RsFRrOuQUTq2JF6GUbJDWFdtBq80LMpXry7mWUb5cS8PGrh13E9Sh0zmgS0gNS+vCcv5sFoEpx0bGEW2QOEiGznrZWHFZXv2dQXrv/fz2oAuLlo0TKoDpYM7YiT7wxg8IOIiIiIyM4pSVGUmHrJgi0hazKaBNYezpAqG+hVvWwcHRrJ7TWz9UQmVxkR2dD2k/J9/KCoYA68W4BOq0GHRt5SZU0CSFDwmpF5zF4BQkT2x1BoQnLmNeny43o1wYTY5hZsERERERERWVqXcD/odYBBYvI9x6adx660LFw3yE31ru4Yp38duQ3UbxSYuMqIyIY2HUuXLjvrobYWbEnN9uLdzTB4yS6psvM2nUD35gEWblHNxgAIkYMxFJrw6daT+GJrCnJuCrhogSZ16+CV2Ags/CNZuh6tBhjfh8sciYiIiIgcnU6rwX1tg7Bi/4Uqy6bncI8GZ5GeK/9axoRXLyAR6Cm/gmR7SiYDIEQ2YDQJHM+QmxRbr44eehcmBrKUrk38pdNg7T2TzTRYFsa/dCIHMmPVETR743e8vz4Z2TeLtrsrMAFH06/imS93S+X9LTa2ZxN2rkRERERETiLI20Oq3Jq/LjBFkZO4dDVfqpx7LS26NJZLYVWRTmG+cHWR+/64Oy2rWtciIvMkJF+CbO/eJbx6fQJVjmmw7AsDIEQO4v752/DFn2mq1KUBV38QEREREVVl69atGDhwIIKDg6HRaPDLL79Uec6WLVvQrl07uLq6okmTJli2bJnF2wkAGsgNTt8sLEpRRI7vynWDVLm7mgVUe/KbTqtB2wbeUmUPnc9lkM3JnDp1CiNGjEBYWBjc3d3RuHFjTJ06FQZD6b/BgwcPonv37nBzc0NISAhmz55toxbXTEr2hP1XuxALtoQAKNpcftqqQxZsCTEAQuQARizbiYPnclWr78FobnRFRERERFSVa9euITIyEgsWLJAqn5aWhnvvvRe9evVCUlISXnrpJYwcORLr1q2zcEuBGAUz/LenZFqwJWQtqZl5UuWa1L1Dlet1CvOVKnejwIRdXAXiVI4dOwaTyYRPP/0Uhw8fxocffohFixbhtddeKymTm5uLvn37IjQ0FHv37sWcOXMwbdo0fPbZZzZsec2hZE9YrQboyjR1FlecBktGSuZ1GArl9nQi5bgHCJGdW5V0DhuPqbsU7j8PR6paHxERERGRM+rfvz/69+8vXX7RokUICwvD+++/DwBo0aIF/vzzT3z44YeIjY21VDMBFKUzcdEAhRIT789duWHRtpDlGU0CfybLBbK83Wupcs2ujf2xYHOKVNn0HP6NOZN+/fqhX79+Jf8ODw/H8ePHsXDhQrz33nsAgG+++QYGgwFLliyBXq9Hq1atkJSUhA8++ADPPvusrZpeY8StOCBdtn1Db06KtYLiNFi7TmVLlY9bcRDvPxpl0TbVVFwBQmTHjCaBcd8lqVpnROAd3OiKiIiIiMgCEhMT0bt371LHYmNjkZiYWOE5+fn5yM3NLfUwh06rQXSoj1TZC9wI3eHtSstCXr7cbGH/O1xVuWaXcD/pfUAu5cntT0KOKycnB76+/6wKSkxMxF133QW9Xl9yLDY2FsePH8eVK/L7lZJyRpPAin3npcuPU5CaiapHSRqsFfvOMX2ghXAUlMiOzY0/DrUXwP3vhW4q10hERERERACQnp6OevXqlTpWr1495Obm4saN8mfEz5o1C15eXiWPkBDz87LLpig6+HcOB1kcXHqufBAr0MtdlWvqtBr0bBYgVXbPaQ54O7Pk5GTMnz8fzz33XMmxivq/4p9VRK0gcE32wbrj0pufM/2VdSlJgyUAvL/umCWbU2MxAEJkp4wmgfmSy4tlRYd4wV2vU7VOIiIiIiIyX1xcHHJyckoeZ8+eNbuuro3lBrW4Ebrju3RVboWFp5uLdGBMhrteLpP65mMXGWRzAJMnT4ZGo6n0cexY6QHZc+fOoV+/fnjkkUcwatSoardBzSBwTZF3sxDDFiegyeTVaDR5NRb8IT921LtFXaa/siKdVoM+LetKl//kj1Q0mrwaLd9ci+FLdyHvZqEFW1dzcA8QIjs1N14+gi9DA+Cn5+9UsUYiIiIiIrpVYGAgMjIySh3LyMiAp6cn3N3Ln4Xv6uoKV1f1UhTpdRoYjFV/k9iekok7OQvYYV25bpAqF9PYT9XBzvo+cqtJDEaBHSmX+Tdm5yZOnIhhw4ZVWiY8PLzk/8+fP49evXqha9euZTY3r6j/K/5ZReLi4jBhwoSSf+fm5jIIUon75m/DoXPmr5IZGhOmYmtIxpCuYVh35KKic64XGLH5eCZaT1uHVkG1sXp8T8s0robgChAiO2SJ1R8LnmzHKH81LViwAI0aNYKbmxs6d+6MXbt2VVh22bJlZWbOuLm5WbG1RETqYh9IRFS1mJgYbNy4sdSx+Ph4xMTEWOX6Oq0GkQ28pMruTsuycGvIklIz86TKNal7h6rXlV1lBACJqZdUvTapLyAgABEREZU+ivf0OHfuHHr27In27dtj6dKl0GpLDynGxMRg69atKCgoKDkWHx+P5s2bw8en4v2JXF1d4enpWepB5WszbV21gh96nQZdGvup2CKS0SXcD7WqMQJ/+MI1tJ7yu3oNqoEYACGyQ2qv/njurjAMaBukYo01z/fff48JEyZg6tSp2LdvHyIjIxEbG4uLFyuO4nt6euLChQslj9OnT1uxxURE6mEfSEQ1VV5eHpKSkpCUlAQASEtLQ1JSEs6cOQOgaObykCFDSsqPHj0aqampmDRpEo4dO4ZPPvkEP/zwA15++WWrtbm+j4dUuUPnc5miyEEZTQJ/JmdKlfV2r6XqtYtWGcmV5Z+X8ygOfjRs2BDvvfceMjMzkZ6eXmpvjyeffBJ6vR4jRozA4cOH8f3332Pu3LmlVneQ+e6ctR5Xq5kOafRdjTkx1gZ0Wg2e79G4WnXkGUzo/u4mlVpU8zAAQmRnjCaBhQryN1ZGA+CTJ6MRN6ClKvXVZB988AFGjRqF4cOHo2XLlli0aBE8PDywZMmSCs/RaDQIDAwsedy+IRwRkaNgH0hENdWePXsQHR2N6OhoAMCECRMQHR2NKVOmAAAuXLhQEgwBgLCwMKxevRrx8fGIjIzE+++/j8WLFyM2NtZqbZZNUXSjwIRdXAXikHalZSEv3yRV1v8OddKrFdNpNbhPcnJdeo78Ru1k3+Lj45GcnIyNGzeiQYMGCAoKKnkU8/Lywvr165GWlob27dtj4sSJmDJlCp599lkbttw5vLXyL5zLKai6YCW0GmB8n2YqtYiUGt+nOaobejp75QamrzysSntqGgZAiOzMjtTLKJC7lwUAjOvVBIemxaJXU194uGjg5qJFy6A6WDK0I5LfGYABbYMt19gawmAwYO/evejdu3fJMa1Wi969eyMxMbHC8/Ly8hAaGoqQkBAMGjQIhw9X/kGVn5+P3NzcUg8iIluzRh/I/o+I7FXPnj0hhCjzWLZsGYCilH9btmwpc87+/fuRn5+PlJSUKvPrq01JiqL0nBsWbAlZSnqufGAh0EsuIKZEkLfcKqM1f13gKiMnMWzYsHL7QiFKv75t27bFtm3bcPPmTfz999949dVXbdRi52EoNGHp9jNVF6zCh49FcfWHDem0Gsx9NLLa9SzZfgqGQgWDhgSAARAimzAUmrBg8wnc+Z8NiHxrHe6btxWbjl6E0STw+oqD0vUUR/DvcHPB0hExODJzAI7N7I814+/C3S3q8sNNJZcuXYLRaCwze7levXqllvzeqnnz5liyZAl+/fVXfP311zCZTOjatSv+/vvvCq8za9YseHl5lTy48RsR2QNr9IHs/4iI1NMl3A+uLnLfAy7l5Vu4NWQJl67KvW6ebi7oFOar+vU1kvOYbxaasCPlsurXJ6pJJv90oNp1tA72xKCo+iq0hqrj/nYN0DJQLoBcmck/V/9voqZhAITIyqavPIxmb/yOOetO4lx2PnJuFOLQ+at45svdaPzaGpzKkp+FNbZnEwY57FRMTAyGDBmCqKgo9OjRAytWrEBAQAA+/fTTCs+Ji4tDTk5OyePs2bNWbDERkXqU9oHs/4iI1KPTatCzWYBU2T2nr1i4NWQJV64bpMrFNPazyPfFGAWbKHMjdCLzGU0C/0s6X6067nDVYdW47iq1iKprzUu9cIe+esPxvySd5+o6hVxs3QCimuSu2ZtwRkGAozIaMH+jtfj7+0On0yEjI6PU8YyMDAQGBkrVUatWLURHRyM5ObnCMq6urnB1VTdHLxFRdVmjD2T/R0SkLne93Ff9rScyYTQJTqpyMKmZeVLlmtS9wyLXL94I3WCsuizH6IjMl5B8CdV5C/m667Bvaj/V2kPqODS9P9rPjMflPLlg9u1MAkg4eQndm8tNdiCuACGymu7vblAt+AEAD7Wrzy8qVqLX69G+fXts3Lix5JjJZMLGjRsRExMjVYfRaMRff/1VapM4IiJHwD6QiMjxcCN052U0CfyZnClV1tu9lkXawI3Qiaxj/qYTZp87tGsIgx92bO8bfTC8ayOzz59Xjb+NmogBECIreGvlXzh7Rd38urMeaqtqfVS5CRMm4PPPP8eXX36Jo0eP4vnnn8e1a9cwfPhwAMCQIUMQFxdXUn769OlYv349UlNTsW/fPjz99NM4ffo0Ro4caaunQERkNvaBRESOhRuhO69daVnIy5fbANf/DsutruRG6ESWZTQJ7DmVLV1eqwHqe7thUmxznJjZH2/dzzEjezf1/lY4MbM/Xoltinp36BSdu/dMNvtWBZgCi8jCDIUmLN1+RtU6O4f5QO/C+KU1PfbYY8jMzMSUKVOQnp6OqKgorF27tmRT4DNnzkCr/ec1uXLlCkaNGoX09HT4+Pigffv2SEhIQMuWLW31FIiIzMY+kIjIsRRvhJ5fWPXgCDdCdyzpufIrKgK95FYCmUPpRuh3NpUPyhFRUforuVAnUM9Tj52v9bFoe8gy9C5ajOnVDGN6FaW47/LOBqTnVv25zDRYyjAAQmRhgxfvUL3O5SO6qF4nVW3s2LEYO3ZsuT/bsmVLqX9/+OGH+PDDD63QKiIi62AfSETkOIo3Ql935GKVZfecvoJRVmgTqSNLMmDl6eaCTmG+FmtHTGM/fLy54v0Nb7U9JZMBECKFlKS/eu/hKMs1hKxqzr8iMXjJLqmy8zadYABEEqeQE1mQodCEnaeuqFrngNaBXP1BRERERESVUroROjkGbw+9VLkHoy27Z2SXcD/Ukvxaej6b+4AQKWE0Cew5nS1VVqsBujLA6DS6NvGXHqzfd5ZpsGRxFJXIguJWHFC1Pq0GmP9kO1XrJCIiIiIi58ON0J1T1jWDVLkGPnJ7dJhLp9Xg7oi6UmWDvN0s2hYiZ7Mj9TJkx7XbN/S2aLCTrEun1aBDI2+pskYTsCPlsmUb5CQYACGyEKNJYMW+86rWOffxaH6wERERERFRlbgRunO6cl0uACJbrjrahcql2MrI4T4zREosTzwlXXbc3c0s1xCyiRcVvKZf7ThluYY4EQZAiCxkbvxxqLkQrU/LuhgYGaxijURERERE5KyKN0KXwY3QHUdqZp5UOY0V5s3l3iyQKrfmrwtM00IkyWgS2Hg0Q6qsi5bpr5yRkjRYm49dZP8qgQEQIgswmgTmb05Rrb5R3Rvh8yEdVauPiIiIiIicW/FG6DL2nFZ330KyDKNJ4M/kTKmy3u61LNwaQAO5KMvNQhPTtBBJ2pF6GQUmubLRIUx/5Yx0Wg3aN/KRKmswCvavEhgAIbIApas/XugZjkc6BKOOvugWspZWg/rebpgU2xwnZvbH6/e2slRTiYiIiIjIScluhM4ZpI5hV1oW8vLlRkb973C1cGuAmMZ+0mUTUy9ZsCVEziMhRf690jFMLg0dOZ5OCl7b7SlygfGaTO5uiIikGU0CC7bIr/5w0QIT+0ZAp9Vgzr+iLdgyIiIiIiKqSWQ3Qi+eQXonU6nYtfTcm9JlA73kXvvq6BLuB70OMBirLsv4GpGcXWlZ0mXvbCy3yo8cT9fG/lggmVlmt4K/mZqKARAiM9wwGDHlt4NYe/ACrhqK7uRqaTWo6+mKRn4eMCq4uXuhRxMuWSQiIiIiItUpGUBJTL3EAIidy5Lcq8XTzUXR7GFz6bQa3Nc2CCv2X6iybHqOfPCGqKYymgT2S6Yk1Os06KJgFRY5li7hfqilhVQ6tAN/58BoEhxbrARTYBEpNGLZbrSYshY/7jlfEvwAgAKTwLnsm9ieIh951WqA8X2aWaKZRERERERUwxXP0JfBGfr2z9tDL1Xuwej6VhsIC/L2kCrHjdCJqrYj9TIKJd8mvSLqcsDbiem0GtzTop5UWe4DUjUGQIgU6DF7EzYeu6hafWN7cvUHERERERFZRvEMfRleVtg0m6on+7pBqlxDX7mghBq4ETqRer5KSJMuO6RLI8s1hOzC4JhG0mW3Jas3VumMGAAhkvTM0h04nXVDtfo04OoPIiIiIiKyrHqSe0HsOyOXdoVs50zWNalysitF1KBkI3Ru1EtUMaNJIP6I3CC2i5bpr2qCLuF+0gP3vyVVnYqwJmMAhEjCqqRz2HRc3dkqD7Wz3rJkIiIiIiKqmS5ky+29sPVEJlMU2TGjSWDF/nNSZWVXiqihOE+9jPOSf4tENVFC8iVIbPcAAGgZVIfjSTWATqtBI3+5FX3nc27CUCj7F1TzMABCVAWjSWDcd0mq1zvrobaq10lEREREROpasGABGjVqBDc3N3Tu3Bm7du2qsOyyZcug0WhKPdzc3KzY2rLq+8itALlRYMKuNPn9DMm6dqVl4epNo1RZ39rWWwGi02pwd0RdqbI3CuTaT1QTzd90QrrswMhgC7aE7EnbBt7SZeNWHLRcQxwcAyBEVZgbf1w6Ci9rQOtA6F349iMiIiIismfff/89JkyYgKlTp2Lfvn2IjIxEbGwsLl6sOE2Jp6cnLly4UPI4ffq0FVtcVtfG/tJl03PUS/lL6krPlV89ESiZ9kwtHRrJpeLhKiOi8hlNArtOZUuXH9o1zHKNIbvycLsG0mV/3neOfWwFOAJLVAmjSWDBlhRV69RqgPlPtlO1TiIiIiIiUt8HH3yAUaNGYfjw4WjZsiUWLVoEDw8PLFmypMJzNBoNAgMDSx716tWzYovL6hLuB1cXuVQpl/LyLdwaMleW5Gvj6eaCTmG+Fm5Naf51XKXK3SjgRuhE5Xn+6z3SZYO93Dihtgbp2sRf0eD9C8t3W6wtjozvGKJKJCRfglHl4Oncx6OZq5GIiIiIyM4ZDAbs3bsXvXv3Ljmm1WrRu3dvJCYmVnheXl4eQkNDERISgkGDBuHw4cOVXic/Px+5ubmlHmrSaTXo2SxAquye09wI3V7Jbmz+YLT195oM9JRP88aN0ImKGE0Cmw9noPnrq7FecvNzALg/KsiCrSJ7o9Nq0KelXJpBAFh3NBPNX1+DTUcvcjXILRgAIarEWysr/7KiVJ+WdZmrkYiIiIjIAVy6dAlGo7HMCo569eohPT293HOaN2+OJUuW4Ndff8XXX38Nk8mErl274u+//67wOrNmzYKXl1fJIyQkRNXnAQDuehepcpuPccDEXmVdk9vYvIGP3Ia5auoU5iu9yujcFaZZI1pz8AKavr4Gw5fvQb7CrXG6N5EfDCfnMERhyrN8o8AzX+5Gk9fWYM3B8xZqlWNhAISoAoZCE5Izr6lW36jujfD5kI6q1UdERERERPYlJiYGQ4YMQVRUFHr06IEVK1YgICAAn376aYXnxMXFIScnp+Rx9uxZ1dsluxG6wSiYoshO7T0tt0H9letygRI16bQa6Y16L+TI72VC5IxmrTmCF77dB3NizXqdBl0ay+25Q86jS7gfapkxgi8AvPDtfsxac0T1NjkaBkCIKjD5pwOKyr/cpwm83f6Z9VJLq0F9bzdMim2OEzP74/V7W6ndRCIiIiIishB/f3/odDpkZGSUOp6RkYHAwECpOmrVqoXo6GgkJydXWMbV1RWenp6lHmpTshE6UxTZH6NJYNvJS1JlbZVtWXbfkYN/53CVEdVYaw6ex6db08w+f/RdjZlSvQbSaTV4vkdjs8//dGsa1hy8oGKLHI/cOliiGsZoEliRJL9MbFyvJhh/T3OMv6e5BVtFRERERETWotfr0b59e2zcuBEPPPAAAMBkMmHjxo0YO3asVB1GoxF//fUXBgwYYMGWVq149miBqeqy57Pta4a+odCEz7clY3lCGjKuFkKgaCanu16HTmG+mP9EO9zh5txDG7vSsnDNIJcnJyZcPtilpq6N/bFgc0qV5W4WFm2EfmdT27SzPDcMRkz57SDWHryAq4ai4EwtrQZ1PV3xVOdQjOwezk2nqdqMJoEx3+43+3ytBhjfp5mKLSJHMr5Pc8zfnAJzw8fjv9uP2NaBNTaAZtG7hGnTpuGtt94qdax58+Y4duyYJS9LJKX4Rvqr7am4mGeEVgP4eNTCsDvDcENhEkZ+CBEREREROZ8JEyZg6NCh6NChAzp16oSPPvoI165dw/DhwwEAQ4YMQf369TFr1iwAwPTp09GlSxc0adIE2dnZmDNnDk6fPo2RI0fa8mlAp9Xg7oi6WCex0e6NAoUJ6S1o+srDWLL9VJnjJgDXDEZsPp6J1tPWoWWgB9a81Mvq7bOW9Fy5oJSHXmez9Dhdwv2g12lgMFY9PLc9JdNuAiDDl+7C5uNlVz0VmATOZd/E7HXHMXvdcQy/syGmDmxjgxaSs3jx271mD14DwIePRdXYwWsq+hyf+2gkxv2gLFtNsQKTwNz4E5gQWzMnblt8mkSrVq2wYcOGfy7o4twzM8gxzFh1BF/8WXrZoVEAl64V4L31JxTV1SHUmx9CRERERERO6LHHHkNmZiamTJmC9PR0REVFYe3atSUbo585cwZa7T8zw69cuYJRo0YhPT0dPj4+aN++PRISEtCyZUtbPYUSHRr5SQVAtp7IhNEkbP4d567Zm3AmS27D7CPp19E0bjVOzrrXwq2yjay8fKlyA2w4u1en1SCygRd2n86usuzuNLn9TCyt9dR1yMsvlCq7dPsZbDiSgW2v9rZwq8gZGQpNWHMoo+qCFWhd3xODouqr2CJyRPe3a4BPtyXj8AXz9iteuDUF4/s0s/nnuy1YfA2fi4sLAgMDSx7+/vYR5aea6/7528oEP6pj/N1c/UFERERE5KzGjh2L06dPIz8/Hzt37kTnzp1LfrZlyxYsW7as5N8ffvhhSdn09HSsXr0a0dHRNmh1Wf51XKXK3Sgw2Xwj9O7/2SAd/ChWIICmcast1CLb8vbQS5WLUbDXiyXU9/GQKnfADvYBafraaungR7GzV/LR/d2NFmoRObMvE06Zfa5/7VpY9WJ39RpDDm31+J7wr13LrHMLjMLmn++2YvEAyMmTJxEcHIzw8HA89dRTOHPmjKUvSVShEct24uC5XNXqc9ECXe1k6S4REREREVFFAj3dpMvaciP0Z5buwNlsuRUPtysQQKspa1Vuke1lXTOoWs5S6vu4S5Uz2HgQLnra71L74ZTn7JWbeGbZLnUbRE5v5YFzZp3XKqg29rzZV+XWkKPb82ZftK7vada5XyaqNyHckVg0ANK5c2csW7YMa9euxcKFC5GWlobu3bvj6tWr5ZbPz89Hbm5uqQeRWlYlncPGY5dUrfOFHk1q5NIxIiIiIiJyLJ3CfOHqIvfdxVYpilYlncOm49UbGL9mMOK+edtUapF92Hta7vW4ct22AZCuClagJKaq+91c1vAlibhy08zox//bdCwTKw+cV6lFjic/Px9RUVHQaDRISkoq9bODBw+ie/fucHNzQ0hICGbPnm2bRtoRo0ngLzMm4s57NBKrx/dUv0HkFFa92B1zH4+C0hHJDUcv2nwFni1YNADSv39/PPLII2jbti1iY2OxZs0aZGdn44cffii3/KxZs+Dl5VXyCAkJsWTzqAYxmgTGfZekap1aDTc/JyIiIiIix6DTatC2gbdU2UPnc60+QGI0CYxV6TvbofO5+DXJvBnX9sZoEth2Ui5YYOu5eUUbocuVtcX426qkc9h8Qp3g3vjv9tfIQUQAmDRpEoKDg8scz83NRd++fREaGoq9e/dizpw5mDZtGj777DMbtNJ+JCRfUrT5+eIhHZDyzgDc366BxdpEzmFQVH0kvzMAnz/RTvockwASJD9TnInFU2DdytvbG82aNUNycnK5P4+Li0NOTk7J4+zZs9ZsHjmxufHHUb05HmWN7cnVH0RERERE5Dg6hflKlbtRYMIuK68C+dfCP1Wtb+IPB5xigHpXWhauGYxSZWPCbZueWafV4L62QVJl03NuWrg1pakZYAOKBhE/Wn9ctfocxe+//47169fjvffeK/Ozb775BgaDAUuWLEGrVq3w+OOPY9y4cfjggw9s0FL7MX/TCemyD7erj94t63GsiaTptBr0iQxClzAf6XPmKfibdBZWDYDk5eUhJSUFQUHlfyC6urrC09Oz1IOouowmgfmbU1StU6fl6g8iIiIiInIsSlIUpeco24S8OlYlncP+s+qmwC40CaeY5ZqeKxco8NDr0KWxn4VbU7Ugb7mN0Nf8dcGqAaox3+5Rvc6Pt6Q4RZBNVkZGBkaNGoXly5fDw6Ps65yYmIi77roLer2+5FhsbCyOHz+OK1euWLOpdsNoEthzOlu6/KyH2lquMeTUvhrRRbrsvrPZNarvAiwcAPn3v/+NP/74A6dOnUJCQgIefPBB6HQ6PPHEE5a8LFEpc+OPK1puKOOjx6IZkSciIiIiIofSJdxPeh+QS3nmbUSulCXSFRebtuqQReq1pizJ12FA60C7+I6qkcxIf7PQZLWN0A2FJqw9dFH1egWAufE1Yya1EALDhg3D6NGj0aFDh3LLpKeno169eqWOFf87PT29wrqdeT/gHamXpdO9NQ7wgN7FqvPUyYnoXbRoElBbqqzRBKv1v/bCou+sv//+G0888QSaN2+ORx99FH5+ftixYwcCAgIseVmiEkaTwMI/1F390btFXQyMLJvvkoiIiIiIyJ7ptBr0bCb3fXzPaevM2LZEuuJiKZnXYSi0VO3W4e2hr7oQgBgFq3ssKUbBKpTtKZkWbMk/Bi/eYbG6P/kj2aFnUk+ePBkajabSx7FjxzB//nxcvXoVcXFxqrfBmfcDXp54SrrstPtaW64hVCNMHdhKuuxXO05ZriF2yMWSlX/33XeWrJ6oSjtSL6NAxfvd3i0CsHhoR/UqJCIiIiIisiJ3vdwwwOZjF2E0CYuuKjAnXXGLwNo4mn5NuvzgL3bg++e6Km2a3ci6ZlC1nKV1CfeDiwYolIgJ7LbCPjOGQhN2nlIWzAvxdsPZbLnUY4Wmog2Fuzd3zIm+EydOxLBhwyotEx4ejk2bNiExMRGurq6lftahQwc89dRT+PLLLxEYGIiMjIxSPy/+d2BgYIX1x8XFYcKECSX/zs3NdYogiNEksPFoRtUFAbhoga5N7SOISY6raxN/aAGpSQXW+Iy3JxYNgBDZ2py1R1Wr6+PHo3BfVH3V6iMiIiIiIrK2+j7uUuUMRoEdKZdxpwUH5ZSmK/Z01eL3l3piwnf7sSLpvNQ5O9OuwFBoctjUMntPywUJrly3jwCITqtBdKgPdksEHQ78nWPxATilqz/ujgjA50M6ovFra6TPmbbqEDY276W0aXYhICBAKkvLvHnzMHPmzJJ/nz9/HrGxsfj+++/RuXNnAEBMTAxef/11FBQUoFatWgCA+Ph4NG/eHD4+FW/Q7OrqWiaw4gyUTMiNDvGuMQPRZDk6rQbtG8n1v9b4jLcnjnkHQCTBUGhC0t/yuSPH9WqCEzP745XYpqjv7Qovdxe0Dq6DJUM7IuWdAQx+EBERERGRw1OyEbolUxSZs/pjz5uxAID//CtS0XlxKw4qKm8vjCaBbZIbudvT2GmnMF+pcsUDcJaidPWHl5sOS4Z1gk6rwbhejaXPc4ZUa1Vp2LAhWrduXfJo1qwZAKBx48Zo0KABAODJJ5+EXq/HiBEjcPjwYXz//feYO3duqdUdNUlCitx7FwA6Sr5niKoi2/8C1ktDaA8YACGHZig0YcHmE4h5Zz0i3liDdtPXY/LPB3HDYFQ000MDYHyfZtC7aDGmVzNsn9wbB6bGYtW4u3B3i7qMxBMRERERkVMoTlEkw5IpipSu/hjQOrBkFYfeRYvOjSqeUX67X5POO+Q+DbvSsnDNYJQqGxNuP7N47SXIpnT1x+43+pb8//g+zSW3cy/iqEE2NXl5eWH9+vVIS0tD+/btMXHiREyZMgXPPvusrZtmE7sU9J93NnbMFGpkf5T0v9ZIQ2gvmAKLHNb0lYexZPupUsduFhbgu91n8d3us4rqeqhdfQY5iIiIiIjI6dlDiiKjSWDBFvnVHxoA859sV+rY8pFd0OyN36XOLzQ5ZqqP9Fy5fSg89Dp0UbD5uKXZwz4gSld/dA7zKZUmTafV4MVejTFPcpXSr0nnMftfkTVmXKFRo0YQouwL3LZtW2zbts0GLbIvRpPA/tNyf396ncau3r/k2LqE+6GWFlLp16yRhtBecAUIOaQeszeVCX5Ux6yH2qpWFxERERERkT2zdYqihORLMCpYkPFiryZlBmj0LlpENfCUruPLxDT5C9qJrLx8qXIDWgfa1QBWcZBNRvEAnNqUrv5YPqJLmWPj+zSXPr84yEYEFO3/IRMABIBeEcw6QurRaTW4p0U9qbKWTkNoTxgAIYdz37w/cDrrhmr13T7Tg4iIiIiIyJnZOkXRWysPS5fVaorSFZfnlX4tpOvZdCzT4dJgeXvopcrFKHg9rcWWQbbqrv4optNqENuyrnQ9jhhkI8tQsv/HkC6NLNcQqpEGxzSSLltT9gHhqC85lN/2/Y1D5/NUrbO8mR5ERERERETOypb7gBgKTUjOvCZdfmzPsqs/iil5Ho44Qz/7ukHVctZkyyDb5J8OKCpf2ZjAkK5h0vU4YpCNLEN2/w+mvyJLsJe9vuwJAyDkMIwmgfE/KLuRqQpXfxARERERUU1jyxRFSlITVbb6Ayh6HoOig6Xrc7QZ+mey5AJFsitFrMlWA3BGk8CKpPPS5asaE3D2IBupT8n+H5ENvJj+ilRnD2kI7Q1HfslhzI0/DrXfklz9QURERERENZEtUhQpTU1U2eqPYrMeipSuz5Fm6BtNAiv2n5Mqa48rQGw1ADc3/rii8lWNCSgNsn2145Si65PzUbL/R0fJfphIKVvv9WVvGAAhh2A0CczfnKJqnZ0aeXP1BxERERER1Ui2SFH0ZcIp6bIaVL76o5jeRYtQX3epOh1phv6utCxcvWmUKutb2/5WgADWH4AzmgQW/iE/biCbEUJJkG3zsYsOE2Qjy1Cy/8edjQMs2BKqyWy915e94egvOQRLrP74emSMyjWSs1uwYAEaNWoENzc3dO7cGbt27aq0/I8//oiIiAi4ubmhTZs2WLNmjZVaSkSkPvaBRFRTOWv/Z4sURV8rmB3/YHSwdGqYpxVsIuwoAz3puTelywZ6yQWArM3aA3A7Ui+jwCRfXjYjhN5Fi8YBHlJla8psaqoY9/8ge8B9QEpjAITsntEksGCLuqs/RnQL4+oPUuT777/HhAkTMHXqVOzbtw+RkZGIjY3FxYsXyy2fkJCAJ554AiNGjMD+/fvxwAMP4IEHHsChQ4es3HIioupjH0hENZUz93/WTlFkKDThdNYN6fL/eVh+1v3Qro2kyzrKQE9WXr5UOU83F+mVFtamZADu3BX5v42KfJUgv8dL4wAPRWMC/VoHSZd1lCAbqc9oEtgrmeaP+3+QJSn5jN9/NtvpV65xBJjsXkLyJRhVfB+2beCJN+9rqV6FVCN88MEHGDVqFIYPH46WLVti0aJF8PDwwJIlS8otP3fuXPTr1w+vvPIKWrRogRkzZqBdu3b4+OOPrdxyIqLqYx9IRDWVs/d/1kxRFLfigHTZUF93RYPTSmboO8pAj+zG5g9G17fbQVSdVoOoht5SZc9nVy8AYjQJbDhafmCyPNPua62ofiWrWRwlyEbqS0i+BNlFSNz/gyxN9jO+0AQknJRP3eaIGAAhu/fWysOq1TWiWyh+G9tdtfqoZjAYDNi7dy969+5dckyr1aJ3795ITEws95zExMRS5QEgNja2wvJERPaKfSAR1VQ1of+zVooio0ngf/vOS5d/ukuo4mvIztB3lIEe2Y3NG/rKBX5spYGPXPuqu8poR+pl6YmTWg3Qtan83z5QtJqlluQImpqbupNjmb/phHRZ7v9BlqbkM36egr9dR8QACNk1Q6EJyZnXpMu/0CMcr8Q2RWAdF+gA1NJqUN/bDZNim+PEzP54U+EsDyIAuHTpEoxGI+rVq1fqeL169ZCenl7uOenp6YrKA0B+fj5yc3NLPYiIbM0afSD7PyKyRzXhHtBaOcKVzIoGgKFdwxRfw9kGes5kyX0Pll0pYiv1feT2J6nuKqM5a49Kl23f0FvxqhmdVoN7WtSruiC4D0hNZTQJ7DmVLVVWpwX3/yCL6xLuB9mubu8Zx1gdaS4GQMiuDV68Q7qsVgNMjI3AmF7NsOP1WKT8516cfGcAtk++By/0asI9P8juzZo1C15eXiWPkJAQWzeJiMgq2P8RUU1myz5QSYqi6sxqV7KqP7KBp1nf3ZQM9Oyz8zRYRpPAiv3npMrKrhSxFSWBqa92nDLrGoZCE5L+lg8cjru7mVnXGRzTSLos9wGpeZQEetuFKA/CESml02rQIdRbqqxJOMbqSHNxRJhsylBowoLNJ9Dl7XUIm7wajSavRuO41Yievh7//jEJOyU3jwKAsT2b8AOELMLf3x86nQ4ZGRmljmdkZCAwMLDccwIDAxWVB4C4uDjk5OSUPM6ePVv9xhMRVZM1+kD2f0Rkj2rKPaBsiiJzZ7UrXdU/KbaF4msAygZ6jCbY9Qz9XWlZuHrTKFXWt7Z9rwBRsspo87GLZgWmlOwvY076q2JKnsu6wxWv+iLnpCTQa24QjkipFxX8rTnC6khzMQBCNvP26iNo9sbvmLPuJNKvFqL4NscogCvXC/DTXrkZLwCgATC+Dz9AyDL0ej3at2+PjRs3lhwzmUzYuHEjYmJiyj0nJiamVHkAiI+Pr7A8ALi6usLT07PUg4jI1qzRB7L/IyJ7VFPuAWVTFAHmzWpXsqpfr9NUKy2MkoEee56hn557U7psoJf862cLOq0G0aE+UmXNCbIZTQIrFOwvU51N45U8l5TM6zAUKkn8Ro5MSaC3OkE4IqW6NvGHbI+3+7R9r46sDgZAyCZGfbUbn29LU62+B6ODufqDLGrChAn4/PPP8eWXX+Lo0aN4/vnnce3aNQwfPhwAMGTIEMTFxZWUHz9+PNauXYv3338fx44dw7Rp07Bnzx6MHTvWVk+BiMhs7AOJqKaqCf2fkhRFSme1GwpNilb1j76rcbW+13Vt4i89yFGdPU0sLSsvX6qcp5sLOoX5Wrg11aekjUoDU3Pjj0PJcN2sh9oqqv92Sp7LlwnqjXmQfeswc710WXP2oCEyl06rQfN6taXL95q9sepCDogBELK6VUnnEH/koqp1/ufhSFXrI7rdY489hvfeew9TpkxBVFQUkpKSsHbt2pJNLs+cOYMLFy6UlO/atSu+/fZbfPbZZ4iMjMRPP/2EX375Ba1bt7bVUyAiMhv7QCKqqWpC/9cl3A+1JEcGlM5qV5KaSI1V/TqtBu0byc3Qr86eJpYmu7F5dVYzWJOlgmxGk8DCP1Kky5u7v8ytlDyXlQfkV6aQ4+r6TjxyJVPWAUx/RdZ3d0TFaThvdyY7H13fkQ/oOQoXWzeAahajSWDsd0mq1tk5zIcbnJNVjB07tsLZe1u2bClz7JFHHsEjjzxi4VYREVkH+0Aiqqmcvf/TaTW4p0U9rD2cUXVhFM1qH3VX4yrLKU9NpM6q/k5hvtgtseqkON3SnXaYikZ2Y/OGvnL7t9hacZCtQCJ2Vhxkk/mOvyP1slSdxczdX+ZWXcL9oNMW7SNTlSMXrsJoEg4RpCLztJzyO64b5P8Imf6KbOHOpv74REGw+HxuAVq+uQZHZgywYKusi6PGZFVjvt2jep3LR3RRvU4iIiIiIqKaYnBMI+myX+84LVVOaWoitVb1K5mhb6/7gMiuAJEtZ2vFQTZZsqmj5qw9Kl1ndfeXKabTatA7oq5U2UKT8j1NyHG0fHONouAHADwQxfTtZH1KVnoWu14g0HLK75ZpkA0wAEJWYyg0Ye0hdVNf9W9Vj6s/iIiIiIiIqqF4VruM01k3qkyDZTQJLNhi3dRExbqE+8FFcnzRXvcBSUy5JFVOdqWIPVA7yGYoNCHp71zpOqu7v8ythnQNky6bmCr3WpJjuXPWelwvUJ5Cj+nbyRZ0Wg2e71H1ys3bXTeY0P3dTRZokfVx5JisZvDiHarWpwHw8VPtVa2TiIiIiIioplEyqx0A4lYcrPTnCcmXYFQwNqhGaqJiOq0G0aGOuw+I0SSw+q8LVRcE4FvbMVaAAOoH2ZSML6ixv8ytuoT7Qa+TK2tnf16kgrdW/oVzOQWKz+vUyJsTeMlmxvdpblYQ4OyVG5i+8rDq7bE2vvPIKgyFJuyUyMOqxLwnorl0kIiIiIiISAVKZrX/mnS+0sDBKz/Jb36uVmqiW3UK85UqV7wPiD3ZkXoZNyQ3tgj0crdwa9SjZpBN6fjCQ+3U3Sxep9XgvrZBUmW93Gupdl2yPUOhCUu3nzHr3K9HxqjcGiJ5Oq0G8x6PMuvcJdtPVRmUtncMgJBVLNsul8NTVp+WdTEwMljVOomIiIiIiGoqJTP0K9vbYFXSOaTn5ktfV83URMUceR+QRMmAzB2uLtKBHnuhJMi2Yt+5CoNsSrNLzHqoraLyMupJBp/2nVF3IijZlrmZTUZ0C+PqD7K5+6Lq454I+c/HWw3+Qt2sPtbGdx9ZxRd/qhcAGdW9ET4f0lG1+oiIiIiIiGo6pTP0Z68ruwG10SQw7rsk6Tq0GnVTExVTsg/IuSs3VL9+dQjJreO7NfVzuIwISoJsAsDc+BNljitd/dE5zMciA88Xsm9Kldt87KLdpVkj85ib2aRtfU+8eV9LC7SISLkvhnVGm+A6is/bmXbFoVeBMABCFmcoNCHjqvwMoM+fbIfmAe4ovpXTaYBgLzdMim2OEzP74/V7W1mmoURERERERDWYkhn6B/7OLTMYMjf+OJQMj4zt2cQig/g6rQZRDb1Vr9cavCVTJrVvKLfPiT1RGmT7eEtymeDBvXP/UHTN5SO6KCovq76P3AoQe0yzRuaJWyGf2q/YPRH++O3F7hZoDZH5Vo67C/co6IuLVbX/lz1jAIQsTskSwcYBHujTNgjrJt6NtP/ci1P/uRcps+5FQtw9eKFXEy4ZJCIiIiIishAlKyeA0ikxjCaB+ZtTpM9Ve2Pq2zXw8ZAqdyFHbia/tfjWdlW1nL1REmQzidKrQFYlncPJzOvS51tq9Qfg2GnWSDmjSeDX/ecVnTPv0Sh8MayzhVpEVD1fDOuIuY9FKTqnqv2/7JmLrRtAjs9QaMLn25KxPCENGVcLoQHgrtehU5gv3n8kStESwWn3tbZcQ4mIiIiIiKhCOq0Gg6KD8fM+uYG+4pQYehct5sYfl0zeVOTB6GCLpnCSnaF/8O8cGE3CbtJJJaZckiqXfd1g4ZZYRpdwP9TSApL7vGPe5uSSQJmS9GqA5VZ/AP8ECwsl/uh3p2VZrB1kHTtSL0u91sXmPhaF+6PrW65BRCoYFF0fGgGM+yFJqnzx/l93NjVvHxFb4nR6qpa3Vx9Bszd+x5x1J5F+tRACgAnANYMRm49not3MeOm6tBqgqwO+iYiIiIiIiJzFrIciFZXvMGMdjCaBeQpWfwDAfx5Wdh2lZGfo3yw02U2KIqNJYPVfF6TK+tbWW7g1lqHTavB8j8aKznlkYQLGfLtXUXo1S67+AIqeR3SoXBqyA/8fZCPHlSAZmASAUD93DGLwgxzE/e3qo5Gv3IQBwHFXtDEAQmYb9dVufL5Nvc3NH4iy7AwgIiIiIiIiqpzeRYvOjeT3l8jNN6Hxa2sUXWNA60CLpzfuEu4HvU7u+6W9DOjsSL2MG5JLIwK95Aes7M34Ps2h5Jv/vrPZWHsoQ9E1LLn6o1inMF+pctwHxPGtPSQXmASAdx5oa8GWEKnv7Yfk/2YddUUbAyBkllVJ5xB/5KKqdVp6BhARERERERFVbflIyw4ez3+ynUXrB4pm6Ec28JIqay8DOomSg+R3uLpID77bI51Wgxd7KVsFooSlV38U4z4gNYOh0IQUyb1n9DoNujT2s3CLiNSlZP8vR13RxgAIKWY0CYxVmHuzKta6QSEiIiIiIqLKKV0FosRDFt7741b1JTdCt5cBHSG5i0q3pn4Onz1B6SoQJayx+gNQNmh47soNyzaGLObLhFPSZXtF1HX49ybVPEpS+jnqijaOOJNiY77do3qd1rpBISIiIiIioqpZahWINVf+y26Ebi8DOt7utaTKtW9omeCUNVlqFYg1J1cqGTS8kHPTwq0hS1l58Jx02SFdGlmuIUQWpGRVoSOuaGMAhBQxFJqw9pC6qa/6t6rH1R9ERERERER2RO+iRb/WdVWt85k7G1n1u5+jpSjyre2qajl7N75Pc9UHpaw9uVJ20PCgnawyqq7Vq1ejc+fOcHd3h4+PDx544IFSPz9z5gzuvfdeeHh4oG7dunjllVdQWFhom8aqwGgSOHwuV6qsi5bpr8hxKfm8tJe0kUpw1JkUGbx4h6r1aQB8/FR7VeskIiIiIiKi6lvwZAfV6qp7hx5TBrZSrT4ZXcL9UEty1ON8tu1n6GdfN6hazt7ptBrMezxKtfqsHWAD5AcNbxaa7GKVUXX8/PPPGDx4MIYPH44DBw5g+/btePLJJ0t+bjQace+998JgMCAhIQFffvklli1bhilTptiw1dWzI/UyjJJxq7sjApj+ihyWks9Le0kbqQQDICTNUGjCzlNXVK1z3hPR/IAgIiIiIiKyQzqtBh+rNECd+FpvVepRQqfV4O4IuVUsNwqMFm5N1c5kXZMq5+2ht3BLrOe+qPqIDvGsdj0hvu5WD7ABRYOGep3cmIY9rDIyV2FhIcaPH485c+Zg9OjRaNasGVq2bIlHH320pMz69etx5MgRfP3114iKikL//v0xY8YMLFiwAAaDYwbtElIuSZcdGhNmwZYQWZZOq8E9LepJlbWXtJFKMABC0tRe/dG7RV0MjAxWtU4iIiIiIiJSz31R9XF38+qldVn0dDubTXzr0Eiu7VtPZNp0RqvRJLBiv9xeA86yAqTYT893q9b5Ph4u2DbpbpVao4xOq0FkAy+pso6YNqbYvn37cO7cOWi1WkRHRyMoKAj9+/fHoUOHSsokJiaiTZs2qFfvn0HU2NhY5Obm4vDhw7ZodrXJbl6v1zH9FTm+wTGNpMs6WkCXARCSovbqj94tArB4aEfV6iMiIiIiIiLLWDK8Cxr6uJl17qKn26Ff6yCVWyTPv47cfhk3CmybomhXWhau3pRbheJb23lWgABFQYRFT7cz61xfdx32T4lVuUXK1PfxkCrniGljiqWmpgIApk2bhjfeeAOrVq2Cj48PevbsiaysosBOenp6qeAHgJJ/p6enV1h3fn4+cnNzSz3shRByr1dkAy9mNyGH1yXcDy6Sf8aywUF7wQAISYlbcUC1uj5+PAqLh3ZSrT4iIiIiIiK1ZWVl4amnnoKnpye8vb0xYsQI5OXlVXpOz549odFoSj1Gjx5tpRZb1tZX70Gb+vKpiu6opUHKOwNsGvwAgEBP+cCNLWe0pufK70ES6OVuwZbYRr/WQVj0dDsoGUJuFVQb+6b2s1ibZNX3kXs97DFtzOTJk8v0Wbc/jh07BpPJBAB4/fXX8fDDD6N9+/ZYunQpNBoNfvzxx2q1YdasWfDy8ip5hISEqPHUVHE+W26QN9jb+d6TVPPotBpEh/pIlb2QY/t9s5RgAISqZDQJrNh3Xrp85zAfpLwzAEsHd0CroDoIuEOP1sGeWDK0I1LeGYD7oupbsLVERERERETV99RTT+Hw4cOIj4/HqlWrsHXrVjz77LNVnjdq1ChcuHCh5DF79mwrtNY6Vr7YHXMfj6pykHpo1xAcmjHALmZEdwrzhavklFZbpijKysuXKufp5oJOYb4Wbo1t9GsdhOR3BqBfy6rz0M97NBKrx/e0fKMkyG6EDgCJqfJ7SljDxIkTcfTo0Uof4eHhCAoqCmS2bNmy5FxXV1eEh4fjzJkzAIDAwEBkZGSUqr/434GBgRW2IS4uDjk5OSWPs2fPqv00zWI0CRz4O0eqrGwQjMjeyX6+HHSwFW0u1rjIggULMGfOHKSnpyMyMhLz589Hp05cAWBPDIUmfL4tGcsT0nD5WiH0Ljp0CvPF/Cfa4bM/kqHkT3r5iC7QaTXo1aoeerWS20CHiIiIiIjIXhw9ehRr167F7t270aFDBwDA/PnzMWDAALz33nsIDq54L0MPD49KB/sc3aCo+rivbTC2Hr2Id9cdQWrmdQiNBnU9XfFU51CM7B4OvYv9zLXUaTVo28AbuyVSOh86nwujSdgkcCO7sfmD0fXtIrBkKTqtBouGdCg1RnEprxAuOi3CA2rj330j0KN5gF39Doo2QgcMEhnM7G28MCAgAAEBAVWWa9++PVxdXXH8+HF061a0Z0tBQQFOnTqF0NBQAEBMTAzefvttXLx4EXXr1gUAxMfHw9PTs1Tg5Haurq5wdZVLVWdNO1Ivw2CUe8HubFz175DIEXRt7I8Fm1OqLHezsCht5J1N5QPAtmTxAMj333+PCRMmYNGiRejcuTM++ugjxMbG4vjx4yUdItnW26uP4PNtaaWOFRiM2Hw8E62nrVNUV2QDT7u62SUiIiIiIlIqMTER3t7eJcEPAOjduze0Wi127tyJBx98sMJzv/nmG3z99dcIDAzEwIED8eabb8LDQ26PAEfhaBPeOoX5SgVAbhSYsCstCzE22MxYdmPzhr7O9bdUEb2LFmN6NcOYXs1s3ZQq6bQa3Nc2CCv2X6iybLqDpY0p5unpidGjR2Pq1KkICQlBaGgo5syZAwB45JFHAAB9+/ZFy5YtMXjwYMyePRvp6el44403MGbMGLsMcFQlIUVutY6bi5YboJPTKAroaqSCf9tTMh0mAGLxkeoPPvgAo0aNwvDhw9GyZUssWrQIHh4eWLJkiaUvTRJGfbW7TPCjOibFtlCtLiIiIiIiIltIT08vM2HPxcUFvr6+lW7m++STT+Lrr7/G5s2bERcXh+XLl+Ppp5+u9Fr2vAGws1CSoig9xzYbu57JuiZVTnalCFlXkLdcYGrNXxccKm3MrebMmYPHH38cgwcPRseOHXH69Gls2rQJPj5FewbodDqsWrUKOp0OMTExePrppzFkyBBMnz7dxi03zy7JlHhtuQE6ORGdVoPIBl5SZW2ZNlIpi64AMRgM2Lt3L+Li4kqOabVa9O7dG4mJiZa8NElYlXQO8UcuqlafXqdh1JuIiIiIiOzW5MmT8e6771Za5ujRo2bXf+seIW3atEFQUBDuuecepKSkoHHjxuWeM2vWLLz11ltmX5Oq1iXcD64uGuQXVj3wfElyLw41GU0CK/afkyoru1KErEsjuX27o6WNuVWtWrXw3nvv4b333quwTGhoKNasWWPFVlmG0SSw/3TVq8YAIMjLzcKtIbKu+j4e2H06u8pyB/5/HxBHCABadAXIpUuXYDQaUa9e6WWx9erVK3fWDGe+WI/RJDD2uyRV6xx9V2OH+KMnIiIiIqKaSXbD38DAQFy8WHqyWGFhIbKyshTt79G5c2cAQHJycoVl7HUDYGei02rQs5lcjv49koOeatqVloWrNyU2kADgW5srQOyRkrRp21MyLdgSUsOO1MuQiJcC4Abo5Hxk/6YNRoEdKZct3Bp1WGUTdFmc+WI9Y77do2p9GgDj+9h/bk4iIiIiIqq5ZDf8jYmJQXZ2Nvbu3Yv27dsDADZt2gSTyVQS1JCRlJQEAAgKCqqwjL1uAOxs3PVywx9bT2RafUZreq78vhCBXhxstUddwv1QSwsUmKouez7bMfcBqUlk9/8AuAE6OR/ZjdABx9kHxKIrQPz9/aHT6ZCRkVHqeEZGRrmzZjjzxToMhSasPaRe6isAGNuTqz+IiIiIiMg5tGjRAv369cOoUaOwa9cubN++HWPHjsXjjz+O4OBgAMC5c+cQERGBXbt2AQBSUlIwY8YM7N27F6dOncJvv/2GIUOG4K677kLbtm1t+XQI8jNaizdCt6YsybRbnm4u6BTma+HWkDl0Wg3ujqhbdUEANwrkVvuQ7cj2AUwFT86oS7gfXCSHeB1lHxCLBkD0ej3at2+PjRs3lhwzmUzYuHEjYmJiypR3dXWFp6dnqQepb/DiHarWpwHwUt/mqtZJRERERERkS9988w0iIiJwzz33YMCAAejWrRs+++yzkp8XFBTg+PHjuH79OoCi778bNmxA3759ERERgYkTJ+Lhhx/GypUrbfUU6Bb2vBG67MbmD0bX58RDO9ahkdxAePEqI7JPSvb/iOQG6OSEdFoNokN9pMoW7wNi7yyeAmvChAkYOnQoOnTogE6dOuGjjz7CtWvXMHz4cEtfmsphKDRh5yl1c5p+9HgUO3wiIiIiInIqvr6++Pbbbyv8eaNGjSDEP1/6Q0JC8Mcff1ijaWQGe94IPeua3MbmDXw8LNwSqg7/OnKp7G4UOO5G6DWBkv0/OnJFFjmpTmG+2C0xfly8D4i992cWXQECAI899hjee+89TJkyBVFRUUhKSsLatWvLbIxO1qH26o829T0xKKq+qnUSERERERERqcmeN0Lfe1ouhciV63KBErKNQE836bLcCN1+cf8PImWrJh2hP7PKJuhjx47F2LFjrXEpqoTaqz8a+rph5YvdVauPiIiIiIiIyFJkN0LffOyi1TZCN5oEtp2UG3Bl4gX71inMF261tLgpsRM6N0K3X9z/g+iffUBkVkM5wj4gFl8BQvZDzdUfw+9siK2T7lGtPiIiIiIiIiJLkt0IvTilhzXsSsvCNYPcptgx4fadYqSm02k16CGZBoYbodsno0lgr+TEYe7/Qc5MyT4g+89m2/0+IAyA1BBKV390auSNpYM7IKKuB/QaoJZWg/rebpgU2xwnZvbH1IFtLNhaIiIiIiIiInUpSemRmCqfBqc60nPlVgJ46HWcbe4AuBG6Y0tIvoSq1+8U4f4f5Ow6Sf6NF5qABMmVjLZilRRYZHtxKw4oKv/1yBjoXbTo1Yp7tRAREREREZHj6xLuB70OkFlwYa2x6UtX5TZc7986kLPNHQA3Qnds8zedkC7L/T/I2XVt7I8Fm1Okys7bdALdm9vve4IBECdhKDTh823JWJ6QhoyrhRAoWt7jrtehYyMfbDkhH4nrHOYDvQsXBxEREREREZHz0Gk1uK9tEFbsv1Bl2fQc6+zRILuxeT0FG2yT7SjdCJ0BEPthNAnsOpUtVVanBVdkkdPrEu4HrUZuQsCe09lW2zvLHBzldgJvrz6CZm/8jjnrTiL9/4MfAGACcM1gVBT8AIDlI7qo3kYiIiIiIiIiWwvy9pAqt+avC1ZJUaSRHCuSLUe21SnMF64uci/WuSs3LNwaUmJu/HHpsu1CvO12oJdILTqtBh1CvaXKCgBz4+VXUFkbAyAObtRXu/H5tjTV6ots4MnVH0REREREROSUNJAbtLxZaLLKRujp2XKD4N7utSzcElKDTqtB2wbeUmUvWGmVEVXNaBKYL5nqBwDG3d3Mgq0hsh8vKvhb/3hLst3ubcSRbge2Kukc4o9cVLXOSbEtVK2PiIiIiIiIyF7EKEhbY+mN0I0mgTWH0qXK+t8ht7cE2Z7sxsEH/86x28HCmmZu/HHIvhJaDdCVqcuohujaxF86eGAS9rsKhAEQB2U0CYz7LknVOvUuWuYwJCIiIiIiIqdVvBG6DEuPTe9IvYwbBSapsoFe7pZtDKmma2O5wXFrrTKiyhlNAvMUrP5o35Dpr6jm0Gk16NDIW7r8vM32uQqEARAHNTf+OORuk+TN+VdbduJERERERETktIo3Qpdh6Y3QEyUHv+9wdZFeVUC2VxRkkxtb2Z6SaeHWUFWipq1VVJ7pr6imUZIGCwDueW+zhVpiPgZAHJDRJPCxgui0jCBPVwyKqq9qnURERERERET2xl42QheSSXe6NfXjZEUHotNqENnAS6osN0K3rXvnbsFVg/z0Yhct019RzdO1iT8kY7oAgFNZNzBi2W7LNcgMDIA4oITkS6qv/vhj0t0q10jkPLKysvDUU0/B09MT3t7eGDFiBPLy8io9p2fPntBoNKUeo0ePtlKLiYjUwz6QiIicjb1shO7pJrexeXSIj8XaQJZR30cuyMaN0G3nt31/4/CFa4rOeaFHEwYjqcbRaTUY07OxonM2HruIlQfOW6hFyjEA4oDeWnlY1fpGdAuD3oV/CkQVeeqpp3D48GHEx8dj1apV2Lp1K5599tkqzxs1ahQuXLhQ8pg9e7YVWktEpC72gURE5GyUbIRuyRRF+89ckSqXc6PAYm0gy6jvI7dnCzdCtw2jSWD8DwcUnaPVAOP7MP0V1Uzj+zRXfM5L3++3m/6No94OxlBoQnKmsgh1Zdo28MSb97VUrT4iZ3P06FGsXbsWixcvRufOndGtWzfMnz8f3333Hc6frzya7eHhgcDAwJKHp6enlVpNRKQO9oFEROSMuoT7oZbkaMj5bMvM0DeaBDYflwuucMK54+FG6PZtbvxxyQR0//jwsSiu/qAaS6fV4EWFq0CMJmBu/AkLtUgZBkAczODFO1Sra0S3UPw2trtq9RE5o8TERHh7e6NDhw4lx3r37g2tVoudO3dWeu4333wDf39/tG7dGnFxcbh+/Xql5fPz85Gbm1vqQURkS9bqA9n/ERGRNem0GtwdUVeq7I0Co0XasCP1MvIL5ZJbx4RzzwFHw43Q7ZfRJDBf4b66YX4e3DeXaryX+jaXTCD5j4+3JNvFKhAGQByIodCEnafklsgCQN8If/Rq6gv9//9bpwH8a9fCv/s2w4mZ/fHmfa0t01AiJ5Keno66dUt/OXJxcYGvry/S09MrPO/JJ5/E119/jc2bNyMuLg7Lly/H008/Xem1Zs2aBS8vr5JHSEiIKs+BiMhc1uoD2f8REZG1dWgklwZr64lMiwzeJErO+ndz0aKLgpRdZB+4Ebr9Mmf1x4aJPS3RFCKHotNqMP/xKEXnmIR9rAJxsXUDSN7kn5TlJ1w4pBOX5xFVYPLkyXj33XcrLXP06FGz6781P36bNm0QFBSEe+65BykpKWjcuPxlg3FxcZgwYULJv3NzczkISEQWYW99IPs/IiKyNv86rlLlbhQUpSi6s6m6qzCE5BBsz4gAfq93UMHe7sDpbFs3g25hNAks/EPZ6o/5T0TzPUj0/+6Lqo//Jf2NjccuSZ+zaGsKxvdpZtP3EQMgdsRoEth69CLeXXcEyRevwwjA1UWL8IDamNC7OVYkVZ5r+1YPRQezgyaqxMSJEzFs2LBKy4SHhyMwMBAXL14sdbywsBBZWVkIDAyUvl7nzp0BAMnJyRUGQFxdXeHqKvdFjIioOuytD2T/R0RE1hbo6SZddntKpuoBEE+3WlLlokN8VL0uWY9GIzcmcyHHMvvMUFk7Ui+jQC7zHACgXYg3BkYGW65BRA7oi2Gd0XP2RpzKkuu7DEZhkYkESjAAYifWHLyAsf/dh9tX1t4sNOHIhasYuXyPovr+83Ckiq0jcj4BAQEICAioslxMTAyys7Oxd+9etG/fHgCwadMmmEymkgE9GUlJSQCAoKAgs9pLRKQm9oFERFV7++23sXr1aiQlJUGv1yM7O7vKc4QQmDp1Kj7//HNkZ2fjzjvvxMKFC9G0aVPLN5gU6RTmC7daWtyUGA21xEbo+8/IpbfOuVGg+rXJOur7uEuVO/h3DowmwUmsVvBVQpqi8j8+39VCLSFybBv/fTcav7ZGuvyXiWk2DYBwDxA7MGvNEbzwbdngh7k6h/lA78KXlkgNLVq0QL9+/TBq1Cjs2rUL27dvx9ixY/H4448jOLhoJsi5c+cQERGBXbt2AQBSUlIwY8YM7N27F6dOncJvv/2GIUOG4K677kLbtm1t+XSIiBRhH0hENZnBYMAjjzyC559/Xvqc2bNnY968eVi0aBF27tyJ2rVrIzY2Fjdvcoa3vdFpNeghORgT5C2/WkSG0SSw+bjcxtccE3dcXRvL/X3dLCxKs0aWZTQJbDh2seqC/29cryYMShFVQKfVYFyv8rOblGfTMcvspyWLo+Q2tubgeXy6VVkEuirLR3RRtT6imu6bb75BREQE7rnnHgwYMADdunXDZ599VvLzgoICHD9+HNevXwcA6PV6bNiwAX379kVERAQmTpyIhx9+GCtXrrTVUyAiMhv7QCKqqd566y28/PLLaNOmjVR5IQQ++ugjvPHGGxg0aBDatm2Lr776CufPn8cvv/xi2caSWdqF+kqVy8jJV/W6O1IvI79QLg9PTLjtZsxS9XQJ94NeJzeAvj1FLiBG5tuRehlGyfRXGgDj+zSzaHuIHN34Ps0hGyIsNAmbBnqZAsuGjCaBMd/uV7XOFkF3cPUHkcp8fX3x7bffVvjzRo0aQYh/ItkhISH4448/rNE0IiKLYx9IRCQnLS0N6enp6N27d8kxLy8vdO7cGYmJiXj88cfLPS8/Px/5+f8MsOfm5lq8rVQk96Zceqk1f13AnEciVZsNnig5COTmokWXxn6qXJOsT6fVILKBF3ZLbIS+Oy3L8g2q4ZYnnpIu+1C7+lz9QVQFnVaDh9oF4+d9cntWf7XjlM3SYHGk3IZe/HYv1F78s+L5birXSERERERERFVJT08HANSrV6/U8Xr16pX8rDyzZs2Cl5dXySMkJMSi7aR/aCTnrqqdokhIjgT0jAjgIKyDq+/jIVXu0Plcm6aHcXZGk8DGoxnS5Wc9xLStRDJmPSS/B/XmYxdt1s8xAGIjhkIT1hyS73xlNK1bG+56nap1EhEREREROYvJkydDo9FU+jh27JhV2xQXF4ecnJySx9mzZ616/ZosRsHqCjVTFHm61ZIqFx3io9o1yTZkN0K/UWDCLq4CsZgdqZdRIJn+qnGABzOrEEnSu2jROEAu0Gsw2i4NFlNg2cjgxTtUr3P1uLtUr5OIiIiIiMhZTJw4EcOGDau0THh4uFl1BwYGAgAyMjIQFBRUcjwjIwNRUVEVnufq6gpXV1ezrknV0yXcDy4aoFBiQuq5KzdUu+7+M1ekyuXckEvRRfara2N/LNicIlU2PUe9vzEqLSHlknTZ2FaBFmwJkfPp1zpIup/bnpJpkzRYDGnagKHQhJ2n5G54ZD1zZyNGqImIiIiIiCoREBCAiIiISh96vd6susPCwhAYGIiNGzeWHMvNzcXOnTsRExOj1lMgFem0GkSHyq2yuJBzU5VrGk0Cm4/LrSZh9ivH1yXcD64uci/kpbz8qgvZ0IkTJzBo0CD4+/vD09MT3bp1w+bNm0uVOXPmDO699154eHigbt26eOWVV1BYWGijFv9DSQDzzsYBFmwJkfPp2lg+oHE+W53PUqU4Ym4DcSsOqFpfqJ87pgxspWqdRERERERENdmZM2eQlJSEM2fOwGg0IikpCUlJScjLyyspExERgf/9738AAI1Gg5deegkzZ87Eb7/9hr/++gtDhgxBcHAwHnjgARs9C6pKpzBfqXIH/85RJXf5jtTLyC+Uy8UTE26bzWJJPTqtBj2byQ2o7zmt7kRZtd13330oLCzEpk2bsHfvXkRGRuK+++4r2ePIaDTi3nvvhcFgQEJCAr788kssW7YMU6ZMsXHLgRsGuSCMm4sWXRSkxiOiokCvXjLCcKPAaNnGVIABECszmgT+t++8avXdE+GPP165W7X6iIiIiIiICJgyZQqio6MxdepU5OXlITo6GtHR0dizZ09JmePHjyMnJ6fk35MmTcKLL76IZ599Fh07dkReXh7Wrl0LNzc3WzwFkiA7c1WtjdATJevgQKzzcNfLZZ+35QbBVbl06RJOnjyJyZMno23btmjatCn+85//4Pr16zh06BAA/F979x4XVZ3/D/w1Z3BGUC4Cg4CSMl4gTBAzEF0LL4nmurlbfqtfmrZbu/o1Wy+bC/szvEV4+VaW221rNzTbdvvtt1of5kJmmrbgJQ3Na15QMrmYhCMqjDNzfn+wM0YinBnOmcs5r+fjMY+HwGfO+RyY85rxfM7n88bHH3+Mw4cPY/369Rg0aBDGjx+PZcuW4eWXX4bVavVZ3+0OEdu+ljbrakJqHPScekXkFr2gw8RB8ZLabv/6vE9yjgMgXlZ64jtIrLsEAIgIbv2NMj7MgCNLx+HP0zPl6RgRERERERG5FBUVQRTFGx7Z2dmuNqIotqgpotPpsHTpUlRXV6OxsRGffPIJ+vfv7/3Ok2RDzVEw6KVd8JSjELoIaRd+spNNvBCrElILofuyQHB7oqKikJSUhHXr1uHy5cuw2Wx4/fXXERMTg9tvvx0AUFZWhoEDB6J79+6u5+Xk5MBiseDQoUO+6vp/Zl1JO+9+0pezrog88ZN+MZLaXb0mz80E7mIRdC9bvEF66PeKCsZnT43CVasdz246jNMXrqB3VAj+cE8Kgg16BXtJREREREREpH56QYe0nuHYc6a+3bZ7Kuo6vL+q+iuS2qUnSKtNQv7PnULovioQ3B6dTodPPvkEkyZNQmhoKARBQExMDIqLi9GtW/Nrtbq6usXgBwDX185lslrT1NSEpqbr9U8sFousfXenAHpsuLTBKiJqKTZM+kxXX+QcB0AU0NBowxPrd6Ps1PdwAIiPCMbTPx2A4X2jcfK7y5K38+ykVABAsEGPZZMGKtRbIiIiIiIiIu3q0S1E0gDI/v/UAfF0ZobdIaL4UI2kthevXvNoH+R/hpqj0EkArklYDsTbBYJzc3OxYsWKNtscOXIESUlJmDVrFmJiYrBjxw4EBwfjzTffxMSJE7Fnzx7ExcV53IfCwkIsWbLE4+e3Z7fEgcvgToLkmkBE1FJGYiSMQTpJs63kuJnAXRwAkZHdIWL0c9tw+kLLOzrO1F3FY+u+uMmzWqcXwPU+iYiIiIiIiBTm7hJFnt65uruiDles0hbF5upX6qEXdBiVHIOSw7XttvV2geD58+e3WMavNWazGZ9++ik2btyI77//HmFhYQCAV155BZs3b8batWuRm5uL2NhY7N69u8Vza2qaB/xiY2Nvuv28vDzMmzfP9bXFYkFCQoKHR9SS3SHiS4nF5W+LD+Oyc0Qe0gs6pPaMwJ7T7Z9vHb2ZwBMcAJFJ8cEqzFi/T7bt3ZsWz+AlIiIiIiIiUpi3liiqtki/uz/L7H/LIJHnhvSOkjQA4iwQ7K3rQSaTCSaTqd12V6403+grCC1LCQuCAIejeVAvKysLBQUFqK2tRUxMcz2AzZs3IywsDCkpKTfdttFohNFo9PQQ2rTz1AVILP+BOzj7g6hDMhIjJQ2AdPRmAk+wCLoM5B78AIDl96XJuj0iIiIiIiIiupFziSIpOrJE0XeXmtpvhOaleLgihLpEh0q7wO+rAsHtycrKQrdu3TBt2jTs378fX3/9NZ566ilUVFRgwoQJAICxY8ciJSUFU6dOxf79+1FSUoKFCxdi1qxZig1wtMed+h/D+7Q/EERENzesj/QBjX+fPK9gT27EAZAOsjtEzJR58CMzsRsMQfzTEBERERERESnNuUSRFB1ZouiL09IubN/Z38QVIVTG3QLB/iY6OhrFxcVoaGjAqFGjMGTIEHz++ef45z//ibS05ht49Xo9Nm7cCL1ej6ysLEyZMgWPPPIIli5d6rN+f/v9VUntDHodBx2JOshbNxN4gktgddDsv+6FxNl0kr39q6Eyb5GIiIiIiIiIbkbpJYrsDhGfHZd2N3pwJ71b2yb/5+8FgqUYMmQISkpK2mzTq1cvbNq0yUs9at9Vq01Su5HJMRx0JOogd+odxUVIHxSWA6cZdIDV5sCmgzWybpOzP4iIiIiIiIi8S+klinZX1KHxmrQC6PFevjBEynMWCJbCWSCYOsbuELHta2mzaYb06qZwb4i0YXAvabV0ai5KWxJSLrzS3gFT39wp+zY5+4OIiIiIiIjIu5ReosidAuisRaBOGRKLbDsLBFPH7Dx1QdKMGwCI7uqbGiVEamNpvCap3aavqrw60MsBEA9ZbQ7sklDZ3h2/HN6bsz+IiIiIiIiIvMy5RJEUnixRxALo5M8FgtXInQLoseHBCvaESDt0kPY+2mjzbDalp3i13UO5/9gv6/YSIoORP3GArNskIiIiIiIiovYpvURR3RVpAyAsgK5eQ81RkDjG5rd1QAKJ1ALowZ0EybNziKhtWW4M4HtzoJcDIB6wO0S8X35Otu1FhQRhx4JRsm2PiIiIiIiIiNyj5BJFX0hcQYIF0NVLL+iQLrHWBOuAdNy331+R1O62+DAOOhLJZKg5Cp0kjjacq5e+NGRHcQDEAy9uPibbtkYlRWFvfo5s2yMiIiIiIiIi9ym1RJHdIeLLM9IGQESRF73VjHVAvMPuELH/7EVJbe/g7A8i2egFHUYlx0hqe/WaXeHeXMcBEDfZHSLWbD0puX2/mC44snQcJg+JR5hRQCcB6BbSCQ/ekYAjS8fhL4+y6DkRERERERGRrym1RNHOUxcgsRYzenRjLQI1Yx0Q79h56gKsdmkn3fA+JoV7Q6QtQ3pLWwZr+9fnvTbTLUipDffu3Rtnzpxp8b3CwkLk5uYqtUtZXbXa8cxHh3Dg7EWEB3fC4yPM+Ek/E17cfAzu/Gk+evJOGIIErLo/HavuV6y7RERERERERNQBziWK9khYrsq5RJGUpXPK3LiTnxdj1c05yCZlQIx1QDwntQB65yABQ92oWUBE7YsONUpqd/VacyH04f2kDwx7SrEBEABYunQpHn/8cdfXoaGhSu5OFnaHiPte+TfKfzRV7vMT7k897GMKgSGIk2yIiIiIiIiIAkFGYqSkARDnEkVSLtyIEm+j5MVY9VNqkI1akloAPbVnOH+/RDKLDessue2/T573ygCIolfnQ0NDERsb63p06dJFyd11WPHBKvT5w6YbBj88tfint8myHSIiIiIiIiJSnhJLFFXVSyvGfM/AOF6M1QDWAVHeWYkF0OPCpV+oJSJpMhIjYZS4nqS3ZropOgCyfPlyREVFIT09HatWrYLNZlNydx1SfLAKM9bvk217QQIwzAsjWEREREREREQkD7nrgNgdIjYeqJK0vVhejNUE1gFRlt0horyy3tfdINIsvaBDas8ISW2dM92UptgSWE8++SQGDx6MyMhIlJaWIi8vD1VVVXj++edv+pympiY0NTW5vrZYLEp1rwW7Q5R18AMA/vuuvrxzg4iIiIiIiCiAuLNE0Zff1Le7RFFzMWZp++YlBG1gHRBl7Tx1QdLvFgB6dAtWtjNEGqXEcpId4dYMkNzcXOh0ujYfR48eBQDMmzcP2dnZSE1NxYwZM/Dcc89hzZo1LQY4fqywsBDh4eGuR0JCQseOTqJZf/1C1u0JOuC3d/eXdZtERERERETkPQUFBRg2bBhCQkIQEREh6TnTp0+/4f/I48aNU7ajJDupSxTZHEDp8baLLUstxgwAWWauIqEFzkE2Kbx1d7SauHPODe9jUrAnRNrlbzPd3BoAmT9/Po4cOdLmw2w2t/rczMxM2Gw2nD59+qbbz8vLw8WLF12Pb775xq2D8YTV5kDxwVpZt/lENmd/EBERERERBTKr1YrJkydj5syZbj1v3LhxqKqqcj3effddhXpISnHnws1Ln37d5s93S7yD36DXsQC6hrAOiHKKD0pbco7nHJFy3FlOsuRQtbKdgZtLYJlMJphMno2OlpeXQxAExMTE3LSN0WiE0Wj0aPuemvrmTlm3x9kfREREREREgW/JkiUAgKKiIreeZzQaERsbq0CPyFuGmqMg6AApN97va2MZLLtDxF4JS4AAQFrPcN5IqSHD+kTj5a0nJbXdcaJW8eVh1MJqc+DkeWkF0HnOESnHneUkT56/AqvNAUOQcqXKFdlyWVkZVq9ejf379+PUqVN45513MHfuXEyZMgXdukmb5ucNVpsDuyR+GJHqhQcGMUCJiIiIiIg0atu2bYiJiUFSUhJmzpyJCxfavnu7qakJFoulxYN8Sy/oMKRXhKS2dgdueod+6Ynv4JC4zzskzgggdRhqjoJe4qWjr84yE6RaW3pacluec0TKkjrTDQDWllYo2BOFBkCMRiP+9re/4a677sKAAQNQUFCAuXPn4k9/+pMSu/OY3LM/bosPw72Desi6TSIiIiIiIgoM48aNw7p167BlyxasWLECn332GcaPHw+7/eZVsH1VC5PaNnuU9JUd1u083er317SzPNYPsRaBtugFHQb0CJPUNsSoV7g36rH+Judia3jOESnLneUk1+88o2BP3FwCS6rBgwdj5055BxfkJvfsj1CjHhufHCHb9oiIiIiIiEheubm5WLFiRZttjhw5guTkZI+2/+CDD7r+PXDgQKSmpqJPnz7Ytm0bRo8e3epz8vLyMG/ePNfXFouFgyB+YFjfaAiApBkcW4/W3rAMlt0h4osz9ZL2pRfAWgQaNDG1Bw5ImN2R0ZuvDSmsNgfO1F2V1DZIYP0PIqUNNUdBLzTPlGzPmbqrii6DpdziWn4u7/39sm1rQFwXfLVknGzbIyIiIiIiIvnNnz8fR44cafNhNptl25/ZbEZ0dDROnDhx0zZGoxFhYWEtHuR7ekGH23tLW8K7tULVO09dkFRDBAAGJ0RwKW0NmjasN3Tt/Nl1uuZ21L7cf0i/zjcq2cRzjkhhekGHMck3rwX+Y7n/K9+1+h9TZAaIv7M7RLy/75zk9uaozrg9MRLFB6pwySpCABBs0CMjMRJrHhqMrp01+WskIiIiIiIKKCaTCSaT95Y9OXv2LC5cuIC4uDiv7ZPkk5EYKamAKwD8++T5FoWq3y47LXk/T7qx3BaphyFIwK9HJOL17Tdf+/7XIxIVLQysFnaHiPfLpV/nm5aVqGBviMjpkWGJKDlcK6nt+1+ew6rJytTW1uSV+xc3H4PEGzEAAMVzR8IQJGDV/emK9YmIiIiIiIj8R2VlJerq6lBZWQm73Y7y8nIAQN++fdG1a1cAQHJyMgoLC/Hzn/8cDQ0NWLJkCe677z7Exsbi5MmTWLBgAfr27YucnBwfHgl5alifaLy89aSktrsr6lz/tjtEbDlSI+l5QQIwrJ/0ddJJXfLuSQEAvLGjosWMIUEHPD4i0fVzatvsv+6V3JZLzhF5z1BzFPQ6wC7xQvzsv+7DK1Nul70fqhwAsTtEbD9SixUlh3Gi9gpsADoJOsSEGfFQxi14SeIHGABI6xnG0XYiIiIiIiKNyc/Px9q1a11fp6c33xC3detWZGdnAwCOHTuGixcvAgD0ej0OHDiAtWvXor6+HvHx8Rg7diyWLVsGo9Ho9f5Tx7lz4WbvmXpXHZCdpy7gmpTiIQDSufyV5uXdk4L5Y5PxdtlpnKm7gl6RIZia1ZvXoiSy2hzYdFDagCMA3JsWz3OOyEv0gg73psVLnqG16WC1IrVAVDcAUnywCk/8dR9sP/qwcc0h4tv6RvzPx1+7tb0FObfK2DsiIiIiIiIKBEVFRSgqKmqzjShevzIeHByMkpIShXtF3qQXdBjQI0xSoWoRwIubv8a8nCSsK735kkY/dkdiZAd6SGphCBLwqxHy1R/SkhErP3Gr/fL70hTqCRG1Zvn9aW4tUXfXyk9R9ocxsvZBVcPJxQerMGP9jYMfnjLodZwWR0RERERERKRRE1N7SG77x20nYLU5JK93DgDD+3ivJg2R2mzYdxY1lmuS2/cxhXBmDZGXGYIE9DV1kdy+ytKEf5Z/K2sfVHPW2x0iZqzfJ+s2Z9zZh9PiiIiIiIiIiDRq2rDekts6RODhN8oktw8SeNMlkafsDhG/fW+/W89Z/NPbFOoNEbVl0cQBbrWf/95+2B3uVPBum2oGQEb/z6eybk/QAb+9u7+s2yQiIiIiIiKiwOHunat7ztRLbnvvINYiIPLUi5uPwZ3Lo530OgzrF61Yf4jo5ob1jUaQG293NoeI0uPfybZ/VQyAbNh3FqfrGmXd5hPZfflBhIiIiIiIiEjj3L1zVarCX6Qqsl0itbM7RKzZetKt5zz/X4N4nY/IR/SCDqsfGOTWcxZvPCjb/gO+CLonU97aoxc4+4OIrisoKMBHH32E8vJyGAwG1NfXt/scURSxaNEivPHGG6ivr8fw4cPx6quvol+/fsp3+EeuWu3I33AAxQeqcMkq3xRCOXQSdIgJM+LhzF54bITZL9ZjtTtEbD9SixUlh3Gi9gpsvu7QDwgAgg16ZCRGYs1Dg9G1s3+8jTc02jD7nT0oPVGHJj96iekAGIMEmE1d8LuxybgryeQX/+mx2hx4Y8cJvF1agepLN77C/O28CPQMpOvsDhHbDtVg0cavcPai1dfd0RR/O6+JyD3D+kZDrwPsMn7OYS0CIs+5O/sjPSEcE9PiFesPEbXvp4N64M//PoUvv7FIan/y/BVYbQ5Z3isD/t3W3dCTYvUD6X5xgYSI/IPVasXkyZMxc+ZMyc9ZuXIlXnrpJbz22mvYtWsXunTpgpycHDQ2yjtbrT2Pr9uDW/OL8f++OOd3gx8AcM0h4tv6RqwsOYb+C/+Fwk2Hfdqf4oNVSFr4Lzz69hc46meDHwDgAHDZasfWY+dx2+IS/OyPO3zdJfzsjztw2+ISbD3uX4MfACACaLQ5cLjqEn65dg+Sn/4Xig9W+bRPhZsOo//Cf2FVyfFWBz8A/zsvAjkD6brig1Xo93834Vfv7OXghw/423lNRO7RCzrMyu4j6zZZi4DIM3aHiFc/c2/2xz9mDleoN0Tkjn/M/Ilb7XP/V55JDwE9AOJJ6LVnVLKJo8JE1MKSJUswd+5cDBw4UFJ7URSxevVqLFy4EPfeey9SU1Oxbt06nDt3Dh9++KGynf2Bx9ftwebDtV7bnxxe317hs4tCxQerMGP9PthkLLSltANnLT4dBPnZH3fgwFlpd2/4g2t2ETPW7/PZIEjhpsN4fXuF28/z5XkBBG4G0nXOfAugeFM9X5/XROS+396dBLlukwwSwFoERB7aeeoCrjmkt39yJJe4J/IXekGHXwySft39n/vPyVIMPaAHQNwNvfbcEtkZf5meId8GiUiTKioqUF1djTFjxri+Fx4ejszMTJSVlXmlD1et9oAb/HB6Y0cFrDYZw10Cu0PE0x8c8Oo+5XLgrAUNjd6fq9LQaAuowY8fWrzhsCwfotxhtTk8Gvxw8sV54Sl/yEC6zu4QsfB9eZeLJXkE0nlNRM0XbWaPlGcWyH/fxQuyRJ4qPSm9MLKg4xL3RP5m+f1pktvaHcDOkxc6vM+AHgApk+EX4DQ6ORrbF4yWbXtEpF3V1dUAgO7du7f4fvfu3V0/a01TUxMsFkuLh6eeDeC7Sh0i8HbZaa/uc3dFHc5f9rcFr6Sb+/cvNbFPuVRbGrG7os6r++zoa9oX54WnPMlAOfOPWtpdUYfvrth93Q1qRSCd10TU7Ld3J3X4IgprjpK/KigowLBhwxASEoKIiIhW21RWVmLChAkICQlBTEwMnnrqKdhsLf8ftW3bNgwePBhGoxF9+/ZFUVGRrP389vurkts+kc3BRiJ/YwgSkNm7m+T2ZaekD3reTEAPgMCN6h9ZvcLRvave9bUAICK4Ex68IwFHlo7Dn6dnKtA/IvJXubm50Ol0bT6OHj3q1T4VFhYiPDzc9UhISPB4W6cvXJGxZ953ps67/a+9FNh1CSrd+E9AIO9TTt7+m8vxmpbzvPC3DJQz/6ilQM83tfP2+x0RdYxe0OGlBwd1aBusOUr+qr26b3a7HRMmTIDVakVpaSnWrl2LoqIi5Ofnu9pUVFRgwoQJGDlyJMrLyzFnzhw89thjKCkpka2f8RGdJbXTc/YHkd96+7GhbrTu+HtmUIe34ENZ5mj8cWv7NUA6CTqs/81wfsggIpf58+dj+vTpbbYxm80ebTs2NhYAUFNTg7i4ONf3a2pqMGjQoJs+Ly8vD/PmzXN9bbFYPL4I2DsqBDuOe/RUv9ArMsSr+4sJlfYh2l/d0i3YJ/s8Vn3J6/uVi7f/5nK8puU8L/wtA+XMP2op0PNN7bz9fkdEHffTQT3w/pff4NNj7q9IMTKJNUfJfy1ZsgQAbjpj4+OPP8bhw4fxySefoHv37hg0aBCWLVuG3//+91i8eDEMBgNee+01JCYm4rnnngMA3Hrrrfj888/xwgsvICcnR5Z+Du9jwivbTrXbbvaofrwOSOSnDEECJgzsjo++qmm3bVafqA7vL6BngAztE4WIkE7ttnvxQd5hQUQtmUwmJCcnt/kwGAwebTsxMRGxsbHYsmWL63sWiwW7du1CVlbWTZ9nNBoRFhbW4uGpP9yT4vFzfU3QAVOzent1nxmJkTB1Cdx7Al54IF0T+5RLbFhnZCRGenWfHX1Ny31e+FsGypl/1FJGYiSiQ/TtNySv88X7HRHJ4y+PDkVChNGt50R26YS3HmXNUQpcZWVlGDhwYItlTnNycmCxWHDo0CFXmx/WgXO2kbMOnJRrgSEGPWaP7ifbPolIfi89dDuMQW0PTXQL6YShZo0PgOgFHZb/YmCbbX5zZyLuSY1rsw0RUVsqKytRXl6OyspK2O12lJeXo7y8HA0NDa42ycnJ+OCDDwAAOp0Oc+bMwTPPPIMNGzbgq6++wiOPPIL4+HhMmjTJK30ONuhxd0qMV/Ylt8dHJMLQzpug3PSCDst+nurVfcoltWcYunb2/uBN185BSO0ZmBepF/8sxes3RhiCBPzmzkSPn++L88IpEDOQrtMLOjzzC+mFBsl7fHleE1HH7cgdg1sipc3C7WoQsO/psQr3iEhZ1dXVrdZ4c/6srTYWiwVXr7a+hK67teCkXAt8/r/SeCM0kZ/TCzq82M6ykoW/GCjLuRzwn7jH3RaH16YMRmxYy7svuoV0wiv/Jx15AXwXNBH5h/z8fKSnp2PRokVoaGhAeno60tPT8cUXX7jaHDt2DBcvXnR9vWDBAsyePRu//vWvcccdd6ChoQHFxcXo3Nl7S5G88cgdATcI8ps7E32W2873k6AA+qCc2jMMG54Y4bP9b3hiREANgnTS6/DalMEYd5tvbozIuyfFo0EQX54XQOBmIF3nzLcAijfV8/V5TUTy2L5gFH45vHebbUb2j8TBpeO90yGiH/G3um+t8aQW3M2uBcaGGX36eZ+I3HP9XG75/8S48M6ynss6URSlVxL3MovFgvDwcFy8eLHdpRDsDhG7K+pQe6kRMaHNS1twtJdIG9zJikAi13FdtdqRv+EAig9U4ZLVvyK/k6BDTJgRD2f2wmMjzH5xJ6zdIWL7kVqsKDmME7VXYPN1h35AQPPsnozESKx5aLBPZn60pqHRhtnv7EHpiTo0+dFLTAfAGCTAbOqC341Nxl1JJr/4bGC1OfDGjhN4u7QC1ZdufIW5e16oMQPVeEz+wO4Qse1QDRZt/ApnL1p93R1N8cf3O7VQY16o8ZjUzvnevr7sNL6/YkOIIQhjB8Ri0cQBCDZwGUJShpSsOH/+PC5caLtejdlsbrH0aVFREebMmYP6+voW7fLz87FhwwaUl5e7vldRUQGz2Yx9+/YhPT0dd955JwYPHozVq1e72rz11luYM2dOi5tlfqipqQlNTU0tjishIYHXAok0xJNz2Z3PS/5x5UQGekEnS1EUIiK1CTboser+dKy6P3BrNniTXtBh5IDuGDmge/uNCUDzclhv/erm9W2oJUOQgFkj+2PWyP6+7gppjF7QYfTAWIweGOvrrhARqQrf28lfmUwmmEwmWbaVlZWFgoIC1NbWIiameaWBzZs3IywsDCkpKa42mzZtavG8zZs3t1sL02h0r6aOE68FEqmD0ucybz0iIiIiIiIiIiLSsPbqvo0dOxYpKSmYOnUq9u/fj5KSEixcuBCzZs1yDWDMmDEDp06dwoIFC3D06FG88soreO+99zB37lxfHhoRaZxqZoAQERERERERERGR+/Lz87F27VrX1+npzSsIbN26FdnZ2dDr9di4cSNmzpyJrKwsdOnSBdOmTcPSpUtdz0lMTMRHH32EuXPn4sUXX0TPnj3x5ptvIicnx+vHQ0Tk5NcDIM7yJBaLxcc9ISJ/5swIPy5p5BFmIBFJocYMZP4RkVTMQCLSKrnzr6ioCEVFRW226dWr1w1LXP1YdnY2vvzyS4/7wQwkIincyUC/HgC5dOkSACAhIcHHPSGiQHDp0iWEh4f7uhuyYQYSkTvUlIHMPyJyFzOQiLRKTfkHMAOJyD1SMlAn+vGtMg6HA+fOnUNoaCh0urYrvwPNIz8JCQn45ptv2q3+rhY8ZvUfs9aOF3D/mEVRxKVLlxAfHw9BUE9pI2Zg+7R2zFo7XoDHrNUMdDf/AO29VrR2vACPmcfcOmYgXyc8ZvXS2jEz/5oxA9untWPW2vECPGa5M9CvZ4AIgoCePXu6/bywsDDNvDiceMzqp7XjBdw7ZjXd8eLEDJROa8esteMFeMztUVsGepp/gPZeK1o7XoDHrBXMQH4GlILHrA1aO2Yt5x/ADHSH1o5Za8cL8JjbIzUD1TNETERERERERERERERE9B8cACEiIiIiIiIiIiIiItVR1QCI0WjEokWLYDQafd0Vr+Exq5/WjhfQ5jHLQYu/N60ds9aOF+Axk3Ra+71p7XgBHrNWaPGYO0qLvzMeszZo7Zi1drxy0eLvTWvHrLXjBXjMcvPrIuhERERERERERERERESeUNUMECIiIiIiIiIiIiIiIoADIEREREREREREREREpEIcACEiIiIiIiIiIiIiItXhAAgREREREREREREREamOagZACgoKMGzYMISEhCAiIqLVNpWVlZgwYQJCQkIQExODp556CjabzbsdVVDv3r2h0+laPJYvX+7rbsnq5ZdfRu/evdG5c2dkZmZi9+7dvu6SYhYvXnzD3zM5OdnX3ZLV9u3bMXHiRMTHx0On0+HDDz9s8XNRFJGfn4+4uDgEBwdjzJgxOH78uG866+eYgcxAtWEGMgOlYv41Ywaqi9ozkPknH2Yg809t1J5/ADNQTsxAZqDaMAOVyUDVDIBYrVZMnjwZM2fObPXndrsdEyZMgNVqRWlpKdauXYuioiLk5+d7uafKWrp0KaqqqlyP2bNn+7pLsvn73/+OefPmYdGiRdi3bx/S0tKQk5OD2tpaX3dNMQMGDGjx9/z888993SVZXb58GWlpaXj55Zdb/fnKlSvx0ksv4bXXXsOuXbvQpUsX5OTkoLGx0cs99X/MwGbMQHVhBjIDpWD+XccMVBc1ZyDzTz7MwGbMP3VRc/4BzEA5MQObMQPVhRmoQAaKKvPWW2+J4eHhN3x/06ZNoiAIYnV1tet7r776qhgWFiY2NTV5sYfK6dWrl/jCCy/4uhuKycjIEGfNmuX62m63i/Hx8WJhYaEPe6WcRYsWiWlpab7uhtcAED/44APX1w6HQ4yNjRVXrVrl+l59fb1oNBrFd9991wc9DAzMwBd83Q3FMAPVjRnYcVrOP1FkBqqNljKQ+ScPLWcg809dtJR/osgMlAsz8AVfd0MxzEB181YGqmYGSHvKysowcOBAdO/e3fW9nJwcWCwWHDp0yIc9k9fy5csRFRWF9PR0rFq1SjXT+qxWK/bu3YsxY8a4vicIAsaMGYOysjIf9kxZx48fR3x8PMxmMx5++GFUVlb6ukteU1FRgerq6hZ/8/DwcGRmZqr6b64UZmBgYwYyAwFmoKe0kn8AM1BttJqBzD95aSUDmX/qotX8A5iBcmMGBjZmIDMQkCcDg+ToXCCorq5uEXgAXF9XV1f7okuye/LJJzF48GBERkaitLQUeXl5qKqqwvPPP+/rrnXYd999B7vd3urf8OjRoz7qlbIyMzNRVFSEpKQkVFVVYcmSJRgxYgQOHjyI0NBQX3dPcc7zsrW/uVrOWW9iBgY2ZiAz0IkZ6D4t5B/ADFQbLWcg809eWshA5p+6aDn/AGag3JiBgY0ZyAx06mgG+vUMkNzc3BsKv/z4odYXvJM7v4N58+YhOzsbqampmDFjBp577jmsWbMGTU1NPj4K8sT48eMxefJkpKamIicnB5s2bUJ9fT3ee+89X3eNvIQZyAzUMmagtjH/mjEDtYsZqG3MQOafljH/iBnIDNQyZqAy/HoGyPz58zF9+vQ225jNZknbio2Nxe7du1t8r6amxvUzf9WR30FmZiZsNhtOnz6NpKQkBXrnPdHR0dDr9a6/mVNNTY1f//3kFBERgf79++PEiRO+7opXOP+uNTU1iIuLc32/pqYGgwYN8lGvvIsZyAx0YgYyA520koHMv2bMwGbMQG1loNbzD2AGAsw/J+aftvIPYAYCzECAGejEDGQGOnU0A/16AMRkMsFkMsmyraysLBQUFKC2thYxMTEAgM2bNyMsLAwpKSmy7EMJHfkdlJeXQxAE1/EGMoPBgNtvvx1btmzBpEmTAAAOhwNbtmzBE0884dvOeUlDQwNOnjyJqVOn+rorXpGYmIjY2Fhs2bLFFXIWiwW7du3CzJkzfds5L2EGMgOdmIHMQEBbGcj8a8YMbMYM1FYGaj3/AGYgwPxzYv5pK/8AZiDADASYgU7MQGYgIE8G+vUAiDsqKytRV1eHyspK2O12lJeXAwD69u2Lrl27YuzYsUhJScHUqVOxcuVKVFdXY+HChZg1axaMRqNvOy+DsrIy7Nq1CyNHjkRoaCjKysowd+5cTJkyBd26dfN192Qxb948TJs2DUOGDEFGRgZWr16Ny5cv49FHH/V11xTxu9/9DhMnTkSvXr1w7tw5LFq0CHq9Hg899JCvuyabhoaGFqPYFRUVKC8vR2RkJG655RbMmTMHzzzzDPr164fExEQ8/fTTiI+Pd73x0XXMQGag2jADmYFSaT3/AGagGqk9A5l/8tF6BjL/1Eft+QcwA+XEDGQGqg0zUKEMFFVi2rRpIoAbHlu3bnW1OX36tDh+/HgxODhYjI6OFufPny9eu3bNd52W0d69e8XMzEwxPDxc7Ny5s3jrrbeKzz77rNjY2OjrrslqzZo14i233CIaDAYxIyND3Llzp6+7pJgHHnhAjIuLEw0Gg9ijRw/xgQceEE+cOOHrbslq69atrZ6306ZNE0VRFB0Oh/j000+L3bt3F41Gozh69Gjx2LFjvu20n2IGMgPVhhnIDJRK6/knisxANVJ7BjL/5KP1DGT+qY/a808UmYFyYgYyA9WGGahMBupEURQ9Hz4hIiIiIiIiIiIiIiLyP4KvO0BERERERERERERERCQ3DoAQEREREREREREREZHqcACEiIiIiIiIiIiIiIhUhwMgRERERERERERERESkOhwAISIiIiIiIiIiIiIi1eEACBERERERERERERERqQ4HQIiIiIiIiIiIiIiISHU4AEJERERERERERERERKrDARAiIiIiIiIiIiIiIlIdDoAQEREREREREREREZHqcACEiIiIiIiIiIiIiIhUhwMgRERERERERERERESkOv8fdR2JykW/SWYAAAAASUVORK5CYII=", + "text/plain": [ + "
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jXbt2Bs9ZVh8rxOjRo9GvXz9MnTpVMyhw/vx5zJ49G2PGjEGfPn2MOi8hUjtx4gRiYmIwZMgQLF26FO+++y7279+Prl276izrEhYWhkuXLiEiIgIjRozATz/9hIEDB2oGHe/du4eePXsiOTkZH3/8MZYtW4Zhw4bh2LFjmnPo63+lvK4x9F2XyWRa9et5+gKhf0fKsnv3boSEhMDBwUHQcXfu3MG9e/fQpk2bUj9r164dzpw5U+p5sa6lCZGSpV0fWtN912+//YaYmBgsXLhQb8yZM2fQsGFDrYkQAJprJ/Vkz/nz51FUVFSqj3F0dETLli21+hjecwLafbJMJuPqcyMiIjB79mx069YNy5cvxyeffILatWtrrsvLcuTIEUyYMAFDhgzBwoUL8eTJE7zyyivIyMjQxKj7xWf/7WfMmIGWLVtizJgxmtKGe/bswbfffouZM2eWKqHYunVrJCQkICcnx2C7CLEYJ04AMTHAkCHA0qXFJaH27we6di2eIHlWWFjxAH5ERPEA/k8/FU8CqCeh790DevYsnjj4+GNg2TJg2DCgxPUgCguLX/fZ66gmTYC5c4EffgD+62/x6FHxhEPjxsX7fJT0X39r1GbpxrpwAejXD8jPL27P4sXASy/xtUGpLJ5MqloV+PJLoEuX4uNLjCda9WdjD8o30YWUF3d3dzZx4kS9Px85cqRWSRF1GayqVauyzMxMzfPbt29nANiff/6pee7NN99kVatW1XnePXv2MABs3rx57Pr168zV1ZUNHDhQZ+xnn33GALC0tDS97eQpz/XVV18xAOz+/fsGz1OyHMLIkSMZADZnzhyt2MDAQNa6dWvNf1+7do0BYMuWLdN7/pLGjBnDFAoFu3r1KmOsuJyEOk25ZDmJkJAQrfJcSqWSderUiXl7e7P09HQ2ceJE5uDgoLd8hqOjIxs/fjxXmwgxhzFjxjBfX1+Wnp6u9fyQIUOYu7s7e/z4sea58PBwJpfL2eHDhzXlpb7++mut49Tf0ffee0/znEqlYn379mWOjo6a77zQ7yhjjD169Ig1aNCANWvWjD158oT17duXubm5aZVEEVNGRgbz8vKSpEQWT3muu3fvMgDsiy++EPW1deEpzzV8+HDWpUuXUs/HxsYyAJpHo0aNDJZnfPjwoaY/vX79ulZ5rjfeeMOo8lwpKSnM09OThYSEsPz8fBYYGMhq166tVc6CMSrPRSxLyT5WTf2d+v777zXPqcvFtG7dmhUUFGieX7hwIQPAtm/fzhhjbOvWrQbLeJXV/4p9XcNzPfXLL7+w2rVrs5UrV2rKc82ZM8dgeS7evyOGynM9evSIOTs76y2/VVZ5LvXPSv5bqU2bNo0BYE+ePNF6nudampDyZonXh+a67zKlPNfjx49Z7dq1WXh4OGOsuCw0dJTnatasGXvxxRdLHX/hwgUGgK1evZox9vR68fDhw6ViX331Vebj4yP4nNOmTStVnmvo0KEGy3MFBASwvn37lvn+Z82aVeqzA8AcHR3ZtWvXNM+dPXu21L/zjBkzGACdZdnOnz/PHB0d2dixY9mDBw9YjRo1WJs2bVhhYWGp2E2bNjEA7Pjx42W2lRCLouN6kMXGFpeuKnmNoS5n1bo1YyWuB9nChcXP/3c9yLZuNVzG69q14hhd11FKJWOdOjHm7c1YejpjEycy5uCg/3yOjowZM85lbHmur74qPq6M8USWlFQcU/L6beTI4ueeGU9kgYHFn6maJXw2RC/KNLFTHh4eOH78uFZJLB6vv/46qlSpovlvdRpwyXIyGRkZWjEl9ezZE++88w7mzJmDQYMGwdnZGd98843OWPU50tPTNc/l5uYiPT1d81CXicjOztZ6Pjs7W+u9AsD27dsNbhasy7Orxzt37lzq/ZZsb1k2bdqE7777Dh988AGee+45AMUrbkaNGoVjx45pVq/4+/tj7969mDp1qiZdXC6XY8OGDcjNzUXv3r2xcuVKhIeH61xxqG5Pyc+OkPLEGMPvv/+O/v37gzGm9X0NDQ1Fdna21uqxiIgINGvWDCNHjsSECRPQpUsXvRurh4WFaf6/Oi2/oKBAs8m3kO+oWsWKFbFhwwZcunQJL7zwAnbt2oWvvvpKqySKWFQqFYYNG4asrCwsW7ZM62eFhYVan1V6ejoKCwuRn59f6nlj+jc1Xf2tuV77WSqVClFRUTpLczVt2hTR0dHYtm0bPvzwQ1SqVAm5ubllns/V1RVTp07F3r174e/vDwAICAhAbGwsRo0aZVTGiY+PD1asWIHo6Gh07twZ8fHxWLduXakVl4RYEhcXF83/LywsREZGBho0aAAPDw+dq3fHjRuHChUqaP57/PjxcHBw0JSgU19f7dy5UyvjuKSy+l+xr2t4rqeaNWuGmJgYjB8/HjKZDBUqVMCnn36K3bt3a/oHoe9DiAMHDiA/Px+9e/cWfKy6JJGTk1Opnzk7O2vFqOnq2wmxJJZ6fSjVfdeDBw+03qP6GubZ66qyNnVX+/zzz1FYWKhVclqXvLw8rn7DUB9Tsn/hPWffvn1x+vRpTcnq6tWrY9OmTfj888/h7e2tt80eHh64cOEC/v333zLfmy49evRA/fr1Nf/dokULuLm5lbp/d3Bw0Fm2t3nz5pg9ezbWrl2L0NBQpKenY+PGjTqzA6mPJVapxPUgCguBjAygQYPi0lO6srnGjQNKXA9i/HjAwQFQlyT+73oQO3cWn08XdaaXrusouby4rFVuLtC7d/Fm5uHhgJ7+FlWqADzfuQcPiuPUD/U9Y8nn0tN1Z9eUpH5/27cDxtzzPru5e+fOQMly3OXx2RBuNGlipxYuXIiEhATUqlUL7dq1Q0REBFcd/WcHDNUXCs/WuGbP1Ist6csvv4Snpyfi4+OxdOlSeHl56YxTn6PkgFZYWBiqV6+ueahTagcOHKj1/IABAzTHvP766+jYsSPGjh0Lb29vDBkyBL/++ivXIJ+zszOqV69e6j0/+34NvWcA+OeffzBmzBiEhoZi/vz5Wj8LCQnRSilX69Wrl9Z/169fHxEREThx4gSaNWuGTz/9VO/rMcaMLj9DiNju37+PrKwsrFmzRuu7Wr16dYwePRpAcakXNUdHR6xbtw5JSUl4+PChZh+JZ8nlctSrV0/ruYYNGwJAqTr9z35Hc3NzkZqaqnncv39f6+cdO3bE+PHjERcXh9DQ0FJ1+sXy3nvvISoqCmvXri2V9n/06NFSn1dMTAx++eWXUs/fvHnT6Dbo6m/N9drPOnHiBO7fv69z0sTNzQ09evTAgAED8MUXX+CDDz7AgAEDtGpM6/JsXwoACoUCISEhRrdzyJAh6Nu3L+Li4vD222+je/fuRp+LEHPIy8vDzJkzUatWLTg5OaFatWqoXr06srKytBabqKkXd6i5urrC19dX07d26dIFr7zyCmbPno1q1aphwIABWL9+PfLz80udS981ktjXNYaup5o3b66zjn7jxo259l0ydK1nyK5du9CmTZsyBwv1UU966fp8nzx5ohWjpqtvJ8SSWOL1oZoU912BgYFa7/G9994DgFLvvaxyW+r3sGjRIsyfP9/gfn0uLi5c/YahPqZk/8J7zi5dupTqlwCge/fuZZYonDNnDrKystCwYUM8//zzmDZtGs6dO6c3viRdC5z03b/rM23aNAQEBCAuLg6zZs1C06ZNdcZRH0usUl4eMHMmUKsW4ORUvA9J9epAVhag43oQz1wPwtUV8PV9ugdKly7AK68As2cXn2vAAGD9+uJyVs/Sdx1Vv35x+a8TJ4BmzYAy+lswVrx/iCGBgcXvS/34r7/Veq56dcBAf4vXXwc6dgTGjgW8vYvLmv36K98EirNz8WuUVKVK6T1h1O9LFyk+G8JNWDFdYjNee+01dO7cGVu3bsXevXuxaNEifPHFF/jjjz/KXP2m60YU0L7YrFq1apkXJWfOnNFc/J4/fx5Dhw7VGac+R8n6/h9++CHefPNNzX+npaXhzTffxJdffqk12FhyxZCLiwsOHz6MgwcPYteuXYiKisLmzZvx4osvYu/evXrfU1nvt6SqVatqtVeXs2fP4qWXXkLz5s2xZcuWMi8S9W3IqrZ3714AwN27d5GRkaF389CsrKxy2RuBEF3Uk5RvvvkmRo4cqTOmRYsWWv+9Z88eAMU3YP/++2+Zq4DLou87+uWXX2L27Nma/65Tp47W9y8/Px+HDh0CACQmJuLx48eoWLGiUW3QZ/bs2Vi5ciU+//xzDB8+vNTPAwICtDa9BIAPPvgAPj4+mDZtmtbzvBsJ66KrvzXXaz9r9+7dqFu3rt4b1JIGDRqE4cOH45dffik14aSPoT6WV0ZGBk6ePAkAuHjxIlQqldY+CYRYmvfeew/r16/H5MmTERQUBHd3d8hkMgwZMsSobDGZTIYtW7bg2LFj+PPPP7Fnzx689dZbWLx4MY4dOwZXV1euaySprmsMfdcjIiK4z8XzPnjs3r1bMxAslK+vL4DiPbaelZKSAk9Pz1Irv3X17YRYEku8PixJ7P7pp59+0srYUN+HP3u99eyEz7NmzpyJGjVqoGvXrpq+Tr033v3795GcnIzatWtDLpfD19cXd+7cKXUOdV+i3lfUUB9Tcv9R3nOWpL6m5vHCCy8gMTER27dvx969e7F27Vp89dVXWL16NcaOHVvmsbzjFUVFRXj48CEqV65cKvb69euaLJfz58/rfS3qY4lVeu+94kmNyZOBoCDA3b14oH3IEOMyKWQyYMuW4j1M/vwT2LOneBP4xYuLn3N1Ld7TA9A9WaD2X3+Lu3eLsy/03V9mZRVPzhjy00/FE0Qlz79oUfGm7iUZ6G/h4gIcPgwcPAjs2gVERQGbNwMvvlh8zrLGDDnGE8vlsyH8zFwOjFiotLQ0VqNGDdaxY0fGmP49TRYtWlTqWDxTm37evHlMJpOxrKysUrG5ubmsfv36rHnz5mzcuHFMoVCwuLg4nW0aO3Ysq1atWpnt5tnTRJf58+czACw6OlrrPM/uaVKpUqVSxz5bP7WgoIC5uLiwKVOm6Hyta9euMR8fH9awYUN27949Qe181qpVqxgANn/+fObq6speeuklnXG3b98WvIcDIVIqKipilStXZkOHDuWKP3v2LHN0dGSjR49mgYGBrFatWqX6FHXN6itXrmg9/9dffzEA7Oeff2aM6f+OJiYmsujoaM3jyJEjWj//6KOPmFwuZ19++SVTKBRatbHFsHz5cgaATZ48WdBxUuxpcuTIkVL7U4nx2roY2tOkdevWbMKECVznysrKYgAk3b/p2b8Naq+//jqrWLEiW7BgAQPAFi9eXCqG9jQhlsTd3Z2NHj1a67m8vDymUCi0vtfqGvvffPONVuzDhw+Zg4MDe+edd/S+xk8//cQAsG+//ZYxZvgayVquawy9D7Wy9jQ5f/48A6D3upexsvc0YYyx6tWrs1dffbXU8w0bNtS5vwDPtTQh5ckSrw/VzNE/GbunSZcuXbT2eNP1ePDgAWOMsf/9739MoVCU2ndNfT988+ZNxljxNZWDgwObNm2aVlx+fj5zdXVlb731luY53nOK5eHDhywwMJDVqFFD85y+PU107dtap04drb9zP/74IwPAzp49WypWqVSy4OBg5uPjw6ZPn84AsN9//11nu+bNm8fkcrnOcQ9CLJa7O2PPXA+yvDzGFIrifTjU1HuAPHM9yB4+LN5Xo4zrQfbTT8XH/nc9yAoKGHNxYUzfddSqVcXx8+cz5urKmJ7+lt2+rX//D0OM3dNEl/nzi8/133ii3j1NdIwnslmztNthCZ8N0YuWRNohpVJZqgyDl5cX/Pz8dKbZChUUFATGGE6dOlXqZx999BFu3ryJjRs3YsmSJahbty5Gjhyp83VPnTqFoKAgk9uTmZlZ6rmWLVsC0J1+LFSFChXQpk0bzYrjklJTU9GzZ0/I5XLs2bOnVKkvIZKSkjBt2jS88sormD59Or788kvs2LED33//falY9WcfHBxs9OsRIiaFQoFXXnkFv//+OxISEkr9vGRprMLCQowaNQp+fn6IjIzEhg0bkJaWhilTpug89/LlyzX/nzGG5cuXo0KFCppySfq+o/Xq1UOPHj00j44dO2p+dvz4cXz55ZeYPHkyPvjgA0ybNg3Lly/H33//bdLnoLZ582a8//77GDZsGJYsWSLKOU1x6tQpyGQyUfpcU6SlpeH06dOlSnNlZWXp3DNh7dq1AKC3xrhUtmzZgs2bN+Pzzz/Hxx9/jCFDhmDGjBm4evWqWdtBiBAKhaJUGZply5ZBqVTqjF+zZo3W927VqlUoKirSZCQ/ePCg1Pmevb4q6xrJmq5rynofvHbv3g1vb2+T+qtXXnkFO3fuxK1btzTP7d+/H1evXsWrr75aKl6sa2lCpGKJ14eA5fdP8+bNw9atW7Uec+fOBVBcmWHr1q2oVKkSAGDw4MFQKpVYs2aN5vj8/HysX78e7du3R61atQAA7u7u6NGjB3788Uc8fPhQE/vDDz8gNzdXq4/hPaex1PvNqLm6uqJBgwai3LsD0PSLuv7tlyxZgpiYGKxZswZz585FcHAwxo8fr3PfklOnTqFZs2Zwd3cXpV2EmIVCUboU1LJlgJ7rQaxZo71XyapVQFFR8R4bQHGGxLPn++96UFOiq0KF4n04dF1HJSUB06YVl/iaPh348ktgxw5AR38L9RijOa8HdYwnlnp/prDmz8YOUHkuO/Tw4UPUrFkTgwcPRkBAAFxdXbFv3z6cOHECixcvNvn8nTp1QtWqVbFv3z68+OKLmucPHDiAlStXYtasWZq9SNavX4+uXbvi008/1ardeu/ePZw7dw4TJ040uT1z5szB4cOH0bdvX9SpUwf37t3DypUrUbNmTXTq1Mnk8wPAgAED8MknnyAnJ0drI+BevXrh+vXr+PDDD3HkyBEcOXJE8zNvb2/uevqMMbz11ltwcXHBqlWrAADvvPMOfv/9d0yaNAk9evTQSoOOjo5G7dq1ERgYKMr7I0QMn3/+OQ4ePIj27dvj7bffRtOmTZGZmYnTp09j3759mgnOefPmIT4+Hvv370flypXRokULzJw5EzNmzMDgwYPRp08fzTmdnZ0RFRWFkSNHon379vjrr7+wa9cuTJ8+XWuSUt93VJcnT55g5MiReO655zT7D82ePRt//vknRo8ejfPnz2tuRI0RFxeHESNGoGrVqujevTt++uknrZ8HBwcbLMvAY968eQCACxcuACi+6VX3QTNmzNCKjY6ORseOHTWlKqTwww8/4MaNG5rNTQ8fPqxp4/Dhw1GnTh3s3r0bzs7O6Natm9axhw4dwvvvv4/BgwfjueeeQ0FBAf755x/88ccfaNOmjVbZRqndu3cP48ePR7du3TSbzC5fvhwHDx7EqFGjcOTIESrTRSxSv3798MMPP8Dd3R1NmzZFbGws9u3bp/d7X1BQgO7du+O1117DlStXsHLlSnTq1AkvvfQSAGDjxo1YuXIlXn75ZdSvXx8PHz7Et99+Czc3N61+Wlf/a43XNfr+jmRnZ2PZsmUAiveCAor7BA8PD3h4eGj6iV27dqF37946a98vX74cWVlZuHv3LgDgzz//xO3btwEUl1VTD8hNnz4dv/32G7p164ZJkyYhNzcXixYtwvPPP1+q7JeY19KESMnSrg+toX/SdQ/r8d9mxW3btsXAgQM1z7dv3x6vvvoqwsPDce/ePTRo0AAbN25EcnIyvvvuO61zzJ8/H8HBwejSpQvGjRuH27dvY/HixejZs6fW/nBCzmmMpk2bomvXrmjdujU8PT1x8uRJbNmyRdOfmqpevXpo3rw59u3bp7Vn4aVLl/Dpp59i1KhR6N+/PwBgw4YNaNmyJSZMmIBff/1VE1tYWIi///4bEyZMEKVNhJhNv37ADz8Ul+Vq2hSIjQX27XtaJupZBQVA9+7Aa68BV64Ub0beqRPw3/UgNm4sfu7ll4v333j4EPj2W8DNDSjRL2PAAOCTT4CcnOKfAcWTLW+9VVwC67/+Fu+8A/z+OzBpEtCjB1Cy3F90NFC7dvF+JeYyZ05xea6+fYE6dYB794rfb82axZ+DGKz1s7EH5ZfkQspLfn4+mzZtGgsICGCVK1dmlSpVYgEBAWzlypWaGFPKczHG2Pvvv88aNGig+e+cnBxWp04d1qpVK1ZYWKgVO2XKFCaXy1lsbKzmuVWrVrGKFSuynJycMt8LT3mu/fv3swEDBjA/Pz/m6OjI/Pz82NChQ9nVq1dLnceY8lyMFZc3c3BwYD/88IPW8ygjZbpLly5lvreSIiMjdaYG37x5k7m5ubE+ffponlMqlczX15fNmDGD+/yEmEtaWhqbOHEiq1WrFqtQoQLz8fFh3bt3Z2vWrGGMMXbq1Cnm4OBQqhRWUVERa9u2LfPz89OUG1B/RxMTE1nPnj1ZxYoVmbe3N5s1axZTKpWlXlfXd1SXKVOmMIVCwY4fP671/MmTJ5mDg4PJpaDUpRj0PfSVZVHjLZFV1muUlJWVxRwdHdnatWsNntOU8lxllZJQ9+GDBw/W6s/Url27xkaMGMHq1avHXFxcmLOzM2vWrBmbNWsWy83NNao9vJ79Nxk0aBCrXLkyS05O1orbvn07A8C++OILzXNUnotYkgcPHrDRo0ezatWqMVdXVxYaGsouX75cqmyJuo/6+++/2bhx41iVKlWYq6srGzZsGMvIyNDEnT59mg0dOpTVrl2bOTk5MS8vL9avXz928uRJrdfV1f9a43WNvr8j6mtIXQ/1919d9ubXX3/Vee46deroPcezpb4SEhI0f/M8PDzYsGHDWGpqaqlz8l5LE2IJLOn60Jz9k7HluXQ5ePAgA8B+++23Uj/Ly8tj//vf/5iPjw9zcnJibdu2ZVFRUTrP888//7Dg4GDm7OzMqlevziZOnKizHxFyTqHmzZvH2rVrxzw8PJiLiwtr3Lgxmz9/PisoKNDEmFKeizHGlixZwlxdXdnjx48ZY09/l2rWrFmq3Jb6d2Lz5s2a59Tl3v79919T3y4h5vXgQXF5rmrViss9hYYydvkyY3Xq6C7P9fffjI0bx1iVKsXxw4YxVuJ6kJ0+zdjQoYzVrs2YkxNjXl6M9evH2DPXgywtrbisV8nrqMjI4td4tgTezZuMubkxVvK+UKlkzNeXMWOvB40tz7V/P2MDBjDm58eYo2Px/w4dyliJ8USTynMxVv6fDdFLxtizeVSEmO769eto3Lgx/vrrL00KtBCBgYHo2rUrvvrqKwlaJ40xY8bg6tWr+Oeff8q1Hdu2bcMbb7yBxMREzYZ+hNiiUaNGYcuWLcjNzeWKt5TvqKX5+uuvsXDhQiQmJsLFxaXc2lFUVISqVatiwYIFFrVqTyaTYf369Rg1apTgYyMiIrBhwwbRNp8nxFqZ0v9a0nWNse/j119/xbBhw5Cenm62Mi7WeC1NiBjMeX1oSf0TESY7Oxv16tXDwoULMWbMGMHHDxw4EDKZDFu3bpWgdYTYqDFjgKtXAWPux7dtA954A0hMBGyxv6XPxiJR/QgiiXr16mHMmDH4/PPPBR8bFRWFf//9F+Hh4RK0TDqzZs3CiRMnNKUZyssXX3yBsLAwunAn5BmW8h21JIWFhViyZAlmzJhRrhMmQPH+U1OmTMHLL79cru0ghIjPlP7Xkq5rjH0fHh4eWLp0qdkmTKz1WpqQ8mAr/RMRxt3dHR9++CEWLVoElUol6NhLly5h586dmn1kCCGcZs0CTpwAjLkf/+ILICzMdicF6LOxSJRpQgghxCoJXUlIiDEo04QQQgixHnR9SAghhBAxUKYJIYQQQgghhBBCCCGEEEIIKNOEEEIIIYQQQgghhBBCCCEEAGWaEEIIIYQQQgghhBBCCCGEAKBJE0IIIYQQQgghhBBCCCGEEACAQ3k3QGwqlQp3795F5cqVIZPJyrs5hBALxhjDw4cP4efnB7ncNuaQqQ8khPCwxf4PoD6QEMLHFvtA6v8IIbyoDySE2Csh/Z/NTZrcvXsXtWrVKu9mEEKsyK1bt1CzZs3yboYoqA8khAhhS/0fQH0gIUQYW+oDqf8jhAhFfSAhxF7x9H82N2lSuXJlAMVv3s3NrZxbQwixZDk5OahVq5am37AF1AcSQnjYYv8HUB9ICOFji30g9X+EEF7UBxJC7JWQ/s/mJk3UaXhubm7UURJCuNhS+i71gYQQIWyp/wOoDySECGNLfSD1f4QQoagPJITYK57+zzaKFxJCCCGEEEIIIYQQQgghhJiIJk0IIYQQQgghhBBCCCGEEEJAkyaEEEIIIYQQQuzQ4sWL0bZtW1SuXBleXl4YOHAgrly5ohXz5MkTTJw4EVWrVoWrqyteeeUVpKWlacXcvHkTffv2RcWKFeHl5YVp06ahqKhIK+bQoUNo1aoVnJyc0KBBA2zYsKFUe1asWIG6devC2dkZ7du3R1xcnOjvmRBCCCGEGGZze5qQpwqKVPj2n2v46dgNZOcVoUpFR7zRvg7Gdq4HRweaL9Ml90kR3t90EqduZkMhl6FnMx/M6t8MLo6K8m6aRcorUGLmjnPYd/E+GGNoVbsKlg5tBVdn6lqsQUGRCj/EJuNG5mPU8ayI4UF1qW8gxArRd9k46r9hexPSkF+kQlVXJwyj6yRCrIYY3+GjR49i4sSJaNu2LYqKijB9+nT07NkTFy9eRKVKlQAAU6ZMwa5du/Dbb7/B3d0dYWFhGDRoEI4ePQoAUCqV6Nu3L3x8fBATE4OUlBSMGDECFSpUwGeffQYASEpKQt++ffHuu+/ip59+wv79+zF27Fj4+voiNDQUALB582ZMnToVq1evRvv27fH1118jNDQUV65cgZeXlwSfICHEFihVDHFJmbj38Am8Kjujnb8nFHLb2atECvSZEUJ4yBhjrLwbIaacnBy4u7sjOzvbrjd/WrD7Ir45nKT35++84I/wPk3N2CLL13/ZPzh/J0fnz0KaeuHbEW3N3CLLNnbjCey7dE/nz5r7uWLn+13M3CLhbLG/4H1PC3ZfxLf/JEH1zF+AMZ3q4NN+zSVuJSFELPN3XcTaI0koeTUnlwFvdy7777wt9n8A//t6+/sTiL6o+28YAFR2UuCr1wPRrbEX3UQTYkHUEyV/nLoLZRl3sYbudfT1Fffv34eXlxf+/vtvvPDCC8jOzkb16tWxadMmDB48GABw+fJlNGnSBLGxsejQoQP++usv9OvXD3fv3oW3tzcAYPXq1fjoo49w//59ODo64qOPPsKuXbuQkJCgea0hQ4YgKysLUVFRAID27dujbdu2WL58OQBApVKhVq1aeO+99/Dxxx8b/GxstV8nhOgXlZCC2X9eREr2E81zvu7OmNW/KXo199V7nC32F7zvKSohBRE7LiA1J1/zXJWKFTB/YHP0aeFnjqYSQsqRkP6PltHZIEMTJgDwzeEkLNh90Uwtsnxt50XrnTABgOiL9/D29yfM2CLL9tLyf/ROmABAwt1ctJ0XbcYWESHUfcSzEyYA8N2RG3hp+T/mbxQhRLC3vz+Bb//RnjABABWjv/NlMTRhAgAP85UY+/1J1J++G/0iDyP3SVGZ8YQQ6ShVDPvPp6LxjN1oMjMKv50se8IEML4PzM7OBgB4enoCAE6dOoXCwkL06NFDE9O4cWPUrl0bsbGxAIDY2Fg8//zzmgkTAAgNDUVOTg4uXLigiSl5DnWM+hwFBQU4deqUVoxcLkePHj00Mc/Kz89HTk6O1oMQYj+iElIw/sfTWhMmAJCa/QTjfzyNqISUcmqZ5YpKSMG7P57WmjABgAePCzFh0xm6diaEaKFJExtTUKQyOGGi9s3hJBQUqSRukeWbteMc7ucWGIyLvngPeQVKM7TIsu04fRvnbhu+KbufW4DZOy6YoUVEiOKyfWX3Eedu52DuTrpgJMSS7Yy/Y3Dgf80/9Hf+WXkFSoOf27MSUh6iecQe1Pt4Fz7+/RxdCxBiJrlPitAv8m/Un74bY346hSdFwgokfCuwD1SpVJg8eTI6duyI5s2Ls25TU1Ph6OgIDw8PrVhvb2+kpqZqYkpOmKh/rv5ZWTE5OTnIy8tDeno6lEqlzhj1OZ61YMECuLu7ax61atXifq+EEOumVDHM/vMidPWK6udm/3kRSl2r5OyUUsXw8R/ny4z55nASdp+jySZCSDGaNLExH285Kyz+d2HxtqagSIWNMbe4419eeUTC1lg+pYrhAwG/Y+tjkmnAzsL8EJusM8PkWd8docFWQiyVUsUw5dd4g3GMARtjkiVvjzX5zIQVhCoAv5y4hSYzo9Dok91YefAa9ZOEiCyvQIlpW86g3se70DxiDxJSco0+l4oVX/fwmjhxIhISEvDLL78Y/ZrmFB4ejuzsbM3j1i3+expCiHWLS8oslWFSEgOQkv0EcUmZ5muUhTuWmIGsx4UG4z78/RxNNhFCANCkiU1Rqhi2n70r6JjtZ+/a9R8EoYNJl1Nz7XqA5Nj1DBQKfPv2PjFnaW5kPuaOpX87QixTzLV07r74RDLdLJeUnMHfB5YlX8mwcM8VNJzxF0K/OkTZJ4SYQKliOHghDc1n/qUpvyXW1TbvdU9YWBh27tyJgwcPombNmprnfXx8UFBQgKysLK34tLQ0+Pj4aGLS0tJK/Vz9s7Ji3Nzc4OLigmrVqkGhUOiMUZ/jWU5OTnBzc9N6EELsw76LujPQnnXvof6JFXsTez2dKy43vwjHEjMkbg0hxBrQpIkNOXY9w2B932cpVbDrPwh/nrsj+JiNMXzlz2zR90a8d3ufmLM0dTwrcsduPUP/doRYotl/8pc+rOiokLAl1qduVf4+kNeVtEeUfUKIEfIKlBj6bQzqT9+N0T+cRG6B+N8dQ9c9jDGEhYVh69atOHDgAPz9/bV+3rp1a1SoUAH79+/XPHflyhXcvHkTQUFBAICgoCCcP38e9+49Lf0XHR0NNzc3NG3aVBNT8hzqGPU5HB0d0bp1a60YlUqF/fv3a2IIIQQonmjeGs83juFV2Vni1lgTGXfkxlj7HfMhhDxFkyY2JCaRb+b8WUcT74vcEuugVDFcKGPzd33+FJjNYyuUKoZ9l4XVgS8+zr4n5izN8KC63LEMQGT0VcnaQggRrqBIhWv3H3HHvxJY03CQHZnep6lk5y6ZfdL5i/20eTwhOjybVRKb+ECy15LLDF/3fPDBB/jxxx+xadMmVK5cGampqUhNTUVeXh4AwN3dHWPGjMHUqVNx8OBBnDp1CqNHj0ZQUBA6dOgAAOjZsyeaNm2K4cOH4+zZs9izZw9mzJiBiRMnwsnJCQDw7rvv4vr16/jwww9x+fJlrFy5Er/++iumTJmiacvUqVPx7bffYuPGjbh06RLGjx+PR48eYfTo0dJ8QIQQqxSXlInMR4bLTFWt5Ih2/p5maJF1CKpflTv2wOX7tHiQEAKH8m4AEY+x9SpP2GmdS2MycwDgYspDKFUMCjn/SgVbcOx6BpRGLgA8mngfHZ+rJm6DiFEcHeRoX7cKjifzDVIsP3QNk0Ia2t3vOyGWavjaY9yxDnIgmPpeLS6OCoQ09RK8GbxQtx48QfOIPaggA1YNb4Nujb2oHyV2La9Aibc2Hpd0kuRZb3f2h6ND2WsEv/vuOwBA165dtZ5fv349Ro0aBQD46quvIJfL8corryA/Px+hoaFYuXKlJlahUGDnzp0YP348goKCUKlSJYwcORJz5szRxPj7+2PXrl2YMmUKIiMjUbNmTaxduxahoaGamNdffx3379/HzJkzkZqaipYtWyIqKqrU5vCEEPvGW3JrQEs/uvYooUO9qnCQAUUcY0BFKoZjiRk0hkGInaNJExuhVDGcuWHcTcjZ29l2OQlgbGaOvf4BjTUhW8ReJ+Ys1Q9jO6DhjL+4YlWsONtkamgjiVtFCDGkoEjFPeEJABO6NLC7v+08vh3RFm9/f0LyiRMAKGTA2O9PAgA61vPE2lHt4EIl04gdyX1ShC4L9yPjsXkzr955wR/hHJll2dnZBvcCcXZ2xooVK7BixQq9MXXq1MHu3bvLPE/Xrl1x5syZMmPCwsIQFhZWZgwhxL5Vc3XiiuvehCZcS1LIZRgQ6IffT/NVDvn+WLLdjfkQQrRReS4bcex6BteMuS4FSmaX5ZOMzcwB7LOkGYPx6akJd3MovdWCODrI0aB6Je745Yeu0b8fIRZASJaJDMCkkIbSNcbKfTuiLS7N6YWG3vx9oamOXs9Ek5lRaD1nD5XuIjZNXYKr8YzdaB6xx6wTJgNb+OLqvN5cEyaEEGKVeG/L6PatlAWDArhjD16+R/fAhNg5mjSxEcZmTajZ2ySAUsVw7naW0cffeZAnXmOsRErWY6OPzStUmTRJRcQ3q38z7lh1tgkhpPwIzTJ5OZBKMhji4qjA3ildcXVeb0wLfQ7mSgDJeFyE5hF70OiT3ThwiW7Iie0oKFJh0i+nNRu7PzF2RZdANT2csW5kWyR+1gdfv9HKYEkuQgixZumP8kWNM4fDhw+jf//+8PPzg0wmw7Zt27R+zhjDzJkz4evrCxcXF/To0QP//vuv6O1wdJCjfvWKXLH2uriYEPIUXVHaCFMH8e1tEiAuKRP5JtzIpWTz1RG1FUoVQ9SFNJPOkZptX79jli64QTUoBIynrvybsk0IKU8fbzkrKP7zV/hX0tk7Rwc5JnZriKvz++LSnF54tY2fWS6Q85UMb208gfrTd2Ph7ovUxxKrlVegRM+vDqHhjL+wPT7FLK/p6ijTTJQc+bg7XmxC+wYRQuwDb3ku3jhzePToEQICAvSWOVy4cCGWLl2K1atX4/jx46hUqRJCQ0Px5In44y69mvtyx35/LFn01yeEWA/a08RG+Ho4m3S8vU0CpOaY9n7P2dk+MHFJmXhcYOQu8P9Jz7WclS6kuKbrxK71sfRgIld8kQqI+TcdnRtVl7hlhJBnKVUM28/y1V8GgPb+VWiltZFcHBVYNDgQiwYHIvdJEYZ8cxQJKbmSv+7Kw0lYeTgJA1v4YuFrLenfj1iFvAIlXlx8ACnZBWZ5PTmA19rWwqz+zWhvIEKI/bLC8ly9e/dG7969df6MMYavv/4aM2bMwIABAwAA33//Pby9vbFt2zYMGTJE1LYE16+GFZz3wOoSXfYy7kMI0UZ3ZDbCw8XRpOPVkwD2Iv2haQP4T4pUdpWqaeokEwBkPjbPDTXhNymkEYRc/kXsTJCsLYQQ/Y5dz4BSwJ/oH8Z0kK4xdsTV2QE7J3VB4md9sH54G7g6Sn/ZvO1cChrO+AuhXx1CXoFS8tcjxBi5T4rQes5eNJkZZZYJk+a+lZEQEYrrn/fF56+0oAkTQohds8byXGVJSkpCamoqevTooXnO3d0d7du3R2xsrOiv16FeVVTgvKSjEl2E2DeaNLERZ27y1znXxd4mAR6IMIAfe920fWSsSaYIWSKnBNTiJ+ahkMvwXrf63PGJ9x+joMi0jCNCiHCLoi5xx9avXpGyFESmkMvQrZk3Eub0xqU5vRBUv4rkr3kl7RFtGk8sSunN3QslfT0nxdPyWzsnvQBXZyqQQAghgHWW5ypLamoqAMDb21vreW9vb83PdMnPz0dOTo7Wg4dCLkP3Jt6GA/9jb/v/EkKekvSu2tBmT886dOgQZDJZqUdZHSUpvon551/TB/DtaRJAJkJ2pR0l5sCjommZTID9ZTNZC6HZJsO/OyZZWwghpRUUqRB/m+8mEAAi+jWXsDXExVGBn98O1mSfeLpIO5Cr3jS++ad/0eQJKRdKFcOivy6bbXN3dVbJlfl9aJ8SQgjRxQrLc0lhwYIFcHd31zxq1arFfezwoLrcsXsu0HgkIfZK0kkTQ5s96XPlyhWkpKRoHl5eXhK10DbEJWXikQglHOxpPDs1y/RNyd1dKojQEuuQ+cj0zBx7y2ayFkKzTY4nPaBsE0LMaPha/olKuQwIfq6ahK0haursk9OzQnF1Xm9MC30OUib45Baq0DxiDwIjoqhsFzGb30/dRv3pu7Hib77a78ZydZRTVgkhhHA6cDmNK85aynP5+PgAANLStN9XWlqa5me6hIeHIzs7W/O4desW92sKKdFF1RYIsV+SXpGWtdlTWby8vODh4SF+g2yUGPtNAEAVEbIJrIFSxbA7wfTVAmdu2U+5KTHKmQHF2UwdaUDP4kwKacS9ITwAfPz7WSx5PVDCFhFCgOIsk+MCShu+HFiDVmWXA0cHOSZ2a4iJ3Roi90kRuizcj4zH0mSFPHiiRJOZUfBzc8T+/71IezsQSeQ+KULgnL0olHhFVcd6nlg7qh39HhNCCCelimFr/B2uWK/KzhK3Rhz+/v7w8fHB/v370bJlSwBATk4Ojh8/jvHjx+s9zsnJCU5OxpUgU5foirrANwG1MSYJb7/Av9CQEGIbLLLodcuWLeHr64uQkBAcPXq0zFhj6xjaEjH2mwCA2w8ei3IeS3fsegbyCk1fKXDk3wy7KTclRjkzwL6ymayJQi7DoJZ+3PFbz9y1m999QsqTkCwTAFgwqIVELSG8XJ0dcGpmqOR7n9zNKUCTmVEI/iyaMk+IaHKfFKH5zCg0j9gj2YRJBRmwdkQbJH7WBz+NC6IJE0IIESAuKROZjwzvKVW1kiPa+XuaoUV8cnNzER8fj/j4eADFm7/Hx8fj5s2bkMlkmDx5MubNm4cdO3bg/PnzGDFiBPz8/DBw4EDJ2iSkRNefZ+9K1g5CiOWyqEkTX19frF69Gr///jt+//131KpVC127dsXp06f1HmNKHUNbIcZ+EwCw9cwduxgIjRWpRFRufhHikjJFOZelE6OcGWA/2UzW6PPBAdyxDEBk9FXpGkMIEZxl0t6/isVtAC90b7s//vgDISEhqF69Otzc3BAUFIQ9e/aYp7Eie3bvE2cHaTKA1JMn3b88QKUjiNHyCpRoOWcPmkfsQa5Ek3BVKzogISIU/y7oix5NvSkrjhBCjHDvIV+VkQEt/Syqnz158iQCAwMRGFhcrWDq1KkIDAzEzJkzAQAffvgh3nvvPYwbNw5t27ZFbm4uoqKi4OwsXbZMh3pVoeC8dE64m2MXY2WEEG0WdXfdqFEjvPPOO2jdujWCg4Oxbt06BAcH46uvvtJ7jCl1DG1Flkilk3Ke2MckABNxR7TUbHEmEyyZUsWw79I9Uc7lWYkmTSyVo4Mc9atV4o5ffTiRLhwJkdDHW84Kiv9hTAeJWmI8oXvbHT58GCEhIdi9ezdOnTqFbt26oX///jhz5ozELZWOeu+Ty/P6ICEiFFUrSrMfWmJ6HhrO+Atvf3+c+mbCLa9AiaAF+9BkZhSyJCop18i7Ei7N6YVTM0NprxJCCDFRNVe+clTdm3hL3BJhunbtCsZYqceGDRsAADKZDHPmzEFqaiqePHmCffv2oWHDhpK2SSGXoUdjvv2TVQyI+Tdd0vYQQoRTqhhiEzOwPf4OYhPFrwZk8Veu7dq1w5EjR/T+3JQ6hrZCrEwTwD4mATxE3MA9XaTSaJYsLikT2U/EuZGOTUzHK61rinIuIr6Il5ph+Lo4rtgCJcOxxAzao4YQCShVDH/E85cBsMQsE0D43nZff/211n9/9tln2L59O/7880/NykRrVly6qyfyCpR4cfEBpGSLs+ilpOiL6ag/fTe+HtwCA9vYX/Y14aNUMbyy4iji72RL9hoDW/hi4WstLbJvIoQQq8U7HkjrJ7iMCPbHnot8C0SXHriKzo2qS9wiQuxXQZEK3/5zDd8fvY60XOMyn33cnBHxUlP0au4rSpssftIkPj4evr7ivFlbFZso3ox35iPxb+AtjWcl8SbZsvIM1xO1dqk5fCnAPPZdugelillUqjB5KrhBNShkgJLzInvhnkvY/lxnaRtFiB2KjL4iKN4Ss0zEoFKp8PDhQ3h66q/JnZ+fj/z8pwsYrGFvOxdHBWLDQ5BXoMSAFf/gatoj0V9j8pZzmL79PE59Gkp7RhAtW0/fwZRf4yU7/4QX/PFBryZ0rUcIIRJIf8S3aJM3zt51qFcVchnf3qunbmbRWAYhIlNPlKw4cA2PC02f7U3NeYJ3fzyN1W+2EmXiRNJJk9zcXFy7dk3z3+rNnjw9PVG7dm2Eh4fjzp07+P777wEUrzD09/dHs2bN8OTJE6xduxYHDhzA3r17pWymVVOqGKIvpol2PjGzViyVWOXMAIDZwQqOTBGzabLyChGXlImg+lVFOycRj0Iuw8Su9bH0YCJX/NnbOSgoUtEqUkJEpFQxLOP8DgKWm2Uihi+//BK5ubl47bXX9MYsWLAAs2fPNmOrxOPiqMDeKV1RUKTCtC3x2B6fIur5HxcyNJkZhfrVXPDX5K42+3tC+OQVKNF63l48LhB/7xsnhQyr3myDLo2q02ASIYRIiLc8F2+cvVPIZWhTxwNxyVkGY9UluijbhBDTFRSpMGxtLE5wfPeM8cFvZxHS1Mfk61JJ754MbfaUkpKCmzdvauILCgrwwQcf4Pnnn0eXLl1w9uxZ7Nu3D927d5eymVZNzNJJgLgTCpbq9oPHop0rTcQsDEvFO5HmzDkYYw8l4KzZpJBGEPJnZfh3xyRrCyH2KDL6iqCKCraaZbJp0ybMnj0bv/76K7y89NebtoW97Rwd5Igc0kqzaXwFka/O1fudvPNDHO13YocKilTovvggmsyMEn3CRL25+5X5ffBiEy+aMCGEEKlReS7Rvfci/94pSw9clbAlhNiH2TsuoOGMvySbMAGAR/lKxFwzvSqTpJkm6s2e9FFv+qT24Ycf4sMPP5SySTaHt3SSs4MMT4oM/+W09UwTpYph+1n+OvGG7LeDclO8E2nPeVXC+bsPDcbZwz4w1kwhl2FQKz/8fprve3I86QFlmxAiEqFZJvWrV7TJ794vv/yCsWPH4rfffkOPHj3KjLWlve3Um8b/+1lfSUoo7blwn/Y7sSNKFcPEH08hSsSMdDU/N0fs/9+LVPqNEELMjMpziS+4QTXIAfAsKzh9i0p0EWKK1vOikZFrnsX6f5y+jc4NTcsMs707bTvDWzqpoXdlrjgx90exRHFJmch8ZHgfEjdnvvlEdbkpW8Y7kebl5swVZw/7wKitWrUKLVq0gJubG9zc3BAUFIS//vqrzGN+++03NG7cGM7Oznj++eexe/duM7X2qQWDAgTFU7YJIeIQmmUS0a+5ZG0pLz///DNGjx6Nn3/+GX379i3v5pSbl1vVQOJnfTCxS33Rzz15yzm0mRtFWSc2bHv8HdSfvlv0CRMPZzkuzemFmOkhNGFCCCHlgMpziU8hl6FNXQ+uWKUKOJaYIW2DCLFRTT/9y2wTJgDwqMC4zeRLokkTK8c7oN28hjtXnHqjblvFm5nzcqsacOecOLH1clO8mSZPCvk6JHvYB0atZs2a+Pzzz3Hq1CmcPHkSL774IgYMGIALFy7ojI+JicHQoUMxZswYnDlzBgMHDsTAgQORkJBg1nY7OsjRvm4V7nh1tgkhxHhKFcOKQ/xZJg5yIPi5ahK2yHS5ubmIj49HfHw8gKd726lLs4aHh2PEiBGa+E2bNmHEiBFYvHgx2rdvj9TUVKSmpiI7O7s8ml/uFHIZpvVuLMnkSfojJepP341tJ62vnBnRT6li6LroICb9Ei/qeV0ryJEQEYr4iN40WUIIIeUoLolzwN6O7rnFIKRE18bYJAlbQohtajxjFx4XmnfMqK2AMS19aNLEyvEOaPOmD9p65gRvZk7tKhUR0tSb75yPbHsfGN49YKpW4lvNUsXGS8CV1L9/f/Tp0wfPPfccGjZsiPnz58PV1RXHjunOzIiMjESvXr0wbdo0NGnSBHPnzkWrVq2wfPlyM7cc+GGssH0SPv79rEQtIcQ+xFxLh1LADe6ELg0svjSA0L3t1qxZg6KiIkycOBG+vr6ax6RJk8ql/ZZCysmTyVvOoUXEXzTxbQPU2SXJGeLt3eekABIiQpEwtzdcORcTEUIIkYZSxbAx5gZXLJXnEkZdoovHgcv3bXqhMSFia/Lpboi4FTcXGYCRwf4mn4cmTawcb6ZJi5oelDkB/s/Lo6IjgurzreC15X1ghOwBU8uzIldctcr2mSqsVCrxyy+/4NGjRwgKCtIZExsbW6p+f2hoKGJjY/WeNz8/Hzk5OVoPMQjNNtl65i5dPBJigtl/6s5A00UuAyaF8K+IKy/qve2efaj3tNuwYQMOHTqkiT906FCZ8fau5ORJL86FHTxynqjQcMZfmLXjnGjnJOYjVXbJ14Nb4Mr8vjRZQgghFiIuKZO71LVXZb7S2aSYQi5D85puXLFFKkYlugjh1DLiL+QVmn+caNwL/qLs/UmTJlaON9MkJ6+QMifA/3llPS4QFGurePeAqVrJER3qVeU6p5ed1Vc9f/48XF1d4eTkhHfffRdbt25F06ZNdcampqbC21v7e+rt7Y3U1FS951+wYAHc3d01j1q1xNvcV0i2CQMQGX1VtNcmxJ4UFKlw7f4j7viwrpafZUKko5DLsHpEG1yd1xv1q/MtWOCxMeYWGn+yi7JOrIgU2SUTX6iHxM/6YGAb8a4nCCGEmO7eQ75S4x4VK6Cdv6fErbE9/VvU4I49mnhfwpYQYhs6LYhG1hPz31e884I/wvvoHnMTiiZNrBxv6STPSpQ5ARR/DrxxQrJSbBXvHjAvtfSDnHMA70Sy7ZZ/06VRo0aIj4/H8ePHMX78eIwcORIXL14U7fzh4eHIzs7WPG7dEq8+vdBsk+WHrlG2CSFG+HgLf3k7a8kyIdJzdJBj/wfdcGlOL1R0FOeS/okSlHViBaTILgmo4YrEz/pgWp8mNClLCCEWiHdz91FBdakfN8LI4LrcsbZc0p4QMby1/hhuZ5tngblCBvi5O+PD0Ea4Oq+3aBMmAED51lZMSOkkH3cXXLzLt5GqLWdOeLnxpal6uTnjcgpfmaPYxHS80rqmKc2yWLx7wNT0cEE6Z+yG2GS81/05u7mQc3R0RIMGDQAArVu3xokTJxAZGYlvvvmmVKyPjw/S0tK0nktLS4OPj4/e8zs5OcHJSbrsnR/GdkDDGX9xxapYcbbJ1NBGkrWHEFujVDH8Ec/3txygLBNSmoujAhfn9MbW03cw5dd4Uc65MeYWdpy+gzMRvUU5HxHPn2fv4r2fz4h2vooVZDj1aSht8E4IIZaOc21a27qUZWIMRwc5/NydcDfb8LhG/K1sKFWMrskJ0WFn/B0cuGJ8CbtKTgpM7NoAYzvXE6XEliko08SKCSmd1M7fkzInAMQlcX5xGeDJuZJj36V7Nru6XkhmDm/d1KzHhXa9MkOlUiE/X/eFWFBQEPbv36/1XHR0tN49UMzB0UGOBtUrccdTtgkhwkRGXxEUT1kmRJ+XW9UQdb+TB09U8P+YynVZkrc2xIk6YfL14Ba4OLcPTZgQQogVuMe5SJE3jpTWrIY7Vxzta0KIbkoVw3tGZkLXr+aCq/N648LsXpjQrUG5T5gANGli1YSUTlLIZXa/R4dSxbAx5gZXbPqjfPhwZqVk5dnuJICQzJx2/p5w59wsNDU7z5RmWY3w8HAcPnwYycnJOH/+PMLDw3Ho0CEMGzYMADBixAiEh4dr4idNmoSoqCgsXrwYly9fRkREBE6ePImwsLDyegsAgFn9m3HHqrNNCCGGKVUMyw4mcse3qeNBK9pImUrud+LtZvoiGIbicl2z/zxveuOISTp9vh8HLotTQz20WXXat4QQQqwMbxUI3jhSWru6fPu0AsD3x5KlawghVuq9Tad4k+K0jOlUB/v/96JFTJSUZFmtIYIIKZ0E8GeQ2GqmSVxSJrLyDGfmAIBX5eJJAA+XClzxvJuyWR3e3o4VD9SEcK5uzXxkmxNzz7p37x5GjBiBRo0aoXv37jhx4gT27NmDkJAQAMDNmzeRkpKiiQ8ODsamTZuwZs0aBAQEYMuWLdi2bRuaN29eXm+huF0NqkEhYJx25d+UbUIIj8joK4IuKie9SFkmhI+jgxzHp4cgckhLUc63/uhNdFywV5RzEWGUKoZGn+zC7SzTrzXdnOW4Oq83vhnejiZgCSHEygipAkGMI2Rfk4OXbbfiCCHGKChSYXdCmuHAZywfEohP+5XvmJc+NGlixYT+0bT3TBPeiQ2PihXQzt8TCrkMI4PrcB1TrZJ0e0qUJ6EpwEH1q3HF2+rE3LO+++47JCcnIz8/H/fu3cO+ffs0EyYAcOjQIWzYsEHrmFdffRVXrlxBfn4+EhIS0KdPHzO3ujSFXIaJXetzxxepgJh/0yVsESHWT6liWPU3f5aJgxwIfo6vjyVEbUDL4pJdLWvylZsoy53sQjQIp3Jd5rQ9/g7qT9+NfKXp5xrdsTbORfS2uBV8hBBC+AipAkGM4+ggR/3qFbliC5RUoouQkjov3Cf4mOVDAtGvpZ8ErREHXTVbMaF/NHn36LidZZulk6pxvv9RQXU1q+/a+XOmZ9roYj2hKcD2PjFnyyaFNBL0a770AJXoIqQsx65noFDA2POELrQBPDGOQi7DtrBOuDSnFxwdTPsdKmJUrstc+i39B5OMrAldkrdrBVyd1xuz+j9veqMIIYSUGyH7sxLj9Wruyx1LJboIKbbj9G2k5fBV9lEb08nfoidMAJo0sW4CSicB4N6jY0f8XdtMM+R8S23remr+/z3OfWN446zN7QePueLU2Uz2XgLOlinkMrzXjT/b5OSNLNvsRwgRyaKoS9yxchltAE9M5+KowNV5fTBaQOkJfahcl3SUKobGM3Yj4W6Oyeda+loAjs/oSdklhBBi5YTuz0qMF8xZPQOgEl2EAMX905Tfzgo6JrCmOz7t11SiFomHrqCtGO8fQ3VcO39PeFYyvEdHxqMCm9zYXGipKYB/7w1b3KNDqWLYfvYuV6yPe/G+OZRpYtsmhTTijmWgDeEJ0aegSIX42/wDomFdKcuEiGfWS81wdV5vuFQw7XfqTnYhmn66W6RWEQDYfS4F9afvxpMi0wZg6lRxQuJnffBSq5oitYwQQkh5Ero/KzFeh3pVUYFzpJRKdBECxFxLh1LApasMwJYJHSVrj5ho0sSK8ZabUscp5DIMCOBLfUrNtr0SXUJLTQH2nTkRl5SJzEeGL8yqVnJEO//i7Bx7LwFn6xRyGUKbenHHLz9EG8ITosvwtce4Y2WgLBMiPkcHOS7N7YNujaqbdJ7HhQyNZ+wSqVX2bf6ui5iw6bTJ51n6WgD+/qgHTbQSQogNSeWsbOHhUkFzb06Mo5DL0L2JN3f80cT7EraGEMsXseOCoPilQwOt5jqVJk2smcDyXABQswrfpla2mDmhLiElJI43IyI20fY2vb73kO/CbEBLP02HZ/cl4OzAiGB/7lgVo2wTQp5VUKTC8eQH3PGDWtWwmotKYn3Wj26HZUMDTTrHkyLguem76O+6CWb/eQHf/pNk0jlcK8gou4QQQmwU7wLQHk286LpRBMOD6nLH7rmQKl1DCLFwBUUqJKY/4o4PrOWO/pyL+S0BTZpYsQOX07jiSpbxsufMCS/OAf2ScbyZE/su2V4tS95MppKrMOy9BJw9EJKuDFC2CSHPEpJlAgALBrWQqCWEFOsf4IfEz/qgspPC6HMUqoD603dj9zm+sp7kqbfWx2H90WSTztHMtxIS5vahgTIjHD16FP3794efnx9kMhm2bdum9fNRo0ZBJpNpPXr16qUVk5mZiWHDhsHNzQ0eHh4YM2YMcnNztWLOnTuHzp07w9nZGbVq1cLChQtLteW3335D48aN4ezsjOeffx67d1P5O0JIMd7xmSAB+3EQ/YTc8ybef4yCIpW0DSLEQgm9t90y3jrKcqnRpImVUqoYtsbf4YotWdPSrvecMCIzhzdzIiuv0PYmAYz4vOy9BJw9UMhlGN+Ff0N4yjYh5CmhWSbt/avQBs7ELBRyGc7P7mVyua4Jm85g7s4EkVpl+/ouPYwDV0wr67H0tQDsmtRVnAbZocePHyMgIAArVqzQG9OrVy+kpKRoHj///LPWz4cNG4YLFy4gOjoaO3fuxOHDhzFu3DjNz3NyctCzZ0/UqVMHp06dwqJFixAREYE1a9ZoYmJiYjB06FCMGTMGZ86cwcCBAzFw4EAkJND3iRBi5+M45UBoia6NMaZlixJijQRXUAj0s7oFPnQnbqWM2W8CsO9ME2Myc9r5e8LDxXDmBMBfzspa3ONMAX42zp5LwNmLSSGNIORP3erDiZRtQgiAj7ecFRT/w5gOErWEEN3EKNf13ZEbeGv9cZFaZLs6fr4PF+4+NPp4JzmoHJcIQkJCMG/ePLz88st6Y5ycnODj46N5VKlSRfOzS5cuISoqCmvXrkX79u3RqVMnLFu2DL/88gvu3i3OvPrpp59QUFCAdevWoVmzZhgyZAjef/99LFmyRHOeyMhI9OrVC9OmTUOTJk0wd+5ctGrVCsuXL5fuzRNCrIYxpcaJaYSU6Prx2A3pGkKIhRKaZfL5KwEStUQ6kk6aHD58uMx0Z10OHTqEVq1awcnJCQ0aNMCGDRukbKLV4t0I7KWW2jN59rpCwdjMHIVchpHBdbiOq1aJr5yVteCtm/psnD1PzNkLhVyG97rxZ5sUKBmOJWZI2CJCLJ9SxfBHPH/pIsoyIeVFjHJdB66ko1/k3yK2yrYEztmDO1l811m6NPWpiCuf9bW61XrW6tChQ/Dy8kKjRo0wfvx4ZGQ8vaaJjY2Fh4cH2rRpo3muR48ekMvlOH78uCbmhRdegKPj02vf0NBQXLlyBQ8ePNDE9OjRQ+t1Q0NDERsbq7dd+fn5yMnJ0XoQQmyTMaXGiWk61KsKBeel+I3MPCrRReyKvVRQkLTFjx49MpjuXFJSUhL69u2Lbt26IT4+HpMnT8bYsWOxZ88eKZtplXgHtGt6uGj9N+8eHbezbKt0krGZOQDQzr8q34vY2H2rsatZ7HVizt4IzTZZuOeSZG0hxBpERl8RFE9ZJqQ8qct1dW1ofG30hJRc9KWJk1Jazo7Cg8dFRh+/9LUA7J7cTcQWkbL06tUL33//Pfbv348vvvgCf//9N3r37g2lUgkASE1NhZeXl9YxDg4O8PT0RGpqqibG21u7zIv6vw3FqH+uy4IFC+Du7q551KpVy7Q3SwixWHFJnAvQKLlfNAq5DD0aexkO/E/4H+ckbA0hliX8D/uooCDppEnv3r0NpjuXtHr1avj7+2Px4sVo0qQJwsLCMHjwYHz11VdSNtMqGTugzbtHx474uzZVToe3dNaAlqVr7N3jzOrhjbMWxq5m4Z2Y440jlklotsnZ2zm0+qYc5D4pwpj1x9F6zh60iNiDl1ccxZq/E+nfwsyUKoZlBxO54611JQ6xPRveao/RHesaffyFlFz0W3pYvAZZuZazo5CVpzTq2ApUjqtcDBkyBC+99BKef/55DBw4EDt37sSJEydw6NCh8m4awsPDkZ2drXncunWrvJtECJGAUsWwMYav/FPJUuPEdCOC/bljt9vYGBoh+ihVDFtP20cFBYtqNaUl8zN2QLudvyc8KxneoyPjUYFNbWxejXOAXtdmX7x7b9jcHh1GbAQPAF6cnzVvHLFcQrNNhn8nrOYlMU3/Zf+gecQe7L+SjozHRch5UoQzt7Lw2V+X0XDGX1iw+2J5N9FuREZfEbTwz1pX4hDbNKt/M7zdmX/Q4FkJdx/irfVxIrbIOpkyYeLsAPxL5bgsQr169VCtWjVcu3YNAODj44N79+5pxRQVFSEzMxM+Pj6amLQ07b0V1f9tKEb9c12cnJzg5uam9SCE2J64pExk5RmumgFolxonphNSoqtIRSWpiX2IuZYOIUswrfne1qImTfSlJefk5CAvT3e5KLtNSzZyQFshl2FAgB/XoanZNlSiy8jPC7DfzIkDl9MMB0HHahbO+/kTybYzKWevFHIZBrXi608A4HjSA8pwMJO286Jx/k7Ziwi+OZxEEydmoFQxrDjEn2VSv3pFq12JQ2zXJ32bYuUbrYw+/sCV+5j95wURW2RdAk2YMKlYQYbL8/qK3CJirNu3byMjIwO+vr4AgKCgIGRlZeHUqVOamAMHDkClUqF9+/aamMOHD6Ow8OmgZ3R0NBo1aqTZVD4oKAj79+/Xeq3o6GgEBQVJ/ZYIIRaOdz9bD5cKpUqNE9MILdH1/bFk6RpDiIUQck0fUNPNqu9trbfl/7HXtGTetEtdcTWrVOQ61pYyJ0z5vOwxc0KpYtgaf4cr9tnVLOmc++1siE2m9FUbsGBQgKB4yjaR3qwd53A/l6///uZwEk1kSSzmWjqUArq6iH7NpWsMISbo08IXiZ/1gaORdw/rjyZj/i77m6jttCAaD4ycMPFzq4CLc/uI3CJSUm5uLuLj4xEfHw+geI/N+Ph43Lx5E7m5uZg2bRqOHTuG5ORk7N+/HwMGDECDBg0QGhoKAGjSpAl69eqFt99+G3FxcTh69CjCwsIwZMgQ+PkVLyx544034OjoiDFjxuDChQvYvHkzIiMjMXXqVE07Jk2ahKioKCxevBiXL19GREQETp48ibCwMLN/JoQQy8K7n22PJl5WnZGoVCrx6aefwt/fHy4uLqhfvz7mzp0Lxsp3zEBIia6Dl+/RGAexaQVFKly7/4g7/sPQJhK2RnoWNWmiLy3Zzc0NLi4uOo+x17Rk3nJTuuLsMXPClM/LHjMn4pIykfnIcApw1UqOpVaz8KYEZz0utKkScPbK0UGO9nWrcMdTtom0CopU2BgjbPHA+qPXJWoNAYCIHfwrcRzkQPBzxm+8TYjUFHIZrn7WF1VcHIw6/tt/krD7XIrIrbJco9cdw+1s4xYhNfOphJjpPUVuEXnWmTNnEBgYiMDAQADA1KlTERgYiJkzZ0KhUODcuXN46aWX0LBhQ4wZMwatW7fGP//8Ayenp/cMP/30Exo3bozu3bujT58+6NSpE9asWaP5ubu7O/bu3YukpCS0bt0aH3zwAWbOnIlx48ZpYoKDg7Fp0yasWbMGAQEB2LJlC7Zt24bmzWkinRB751GRbz/boPrWfQ35xRdfYNWqVVi+fDkuXbqEL774AgsXLsSyZcvKtV0d6lVFBc6R0wIllegitu3jLfwbwDsqZOhQv6qErZGeRU2aUFqyACaUm7LHzAlTPi97zJy495AvBXhAS79Sq1na+XvC3ZlvMMWmSsDZsR/GCqtR+fHv/H9oiTAbY5IFH7P5hH1kaJaHgiIVEtP5V+JM6NLAqlcIlnT48GH0798ffn5+kMlk2LZtW5nxKSkpeOONN9CwYUPI5XJMnjzZLO0kxjkzKxQ1PIy7Tpyw6bTNXC+VZe7OBBy8atzAyYuNqmHX5K7iNojo1LlzZzDGSj02bNgAFxcX7NmzB/fu3UNBQQGSk5OxZs2aUuWkPT09sWnTJjx8+BDZ2dlYt24dXF1dtWJatGiBf/75B0+ePMHt27fx0UcflWrLq6++iitXriA/Px8JCQno04eyjAghQNZjvsl33jhLFRMTgwEDBqBv376oW7cuBg8ejJ49eyIurnz3RVPIZTr3vtVnY2yShK0hpPwUV6Th3wD+3RfqW/29raSTJmWlOwPFpbVGjBihiX/33Xdx/fp1fPjhh7h8+TJWrlyJX3/9FVOmTJGymVbJ6P0mAO7MCUE7PFs4k8pz2WHmBG9mjq6LB4VchpCmfBcVtlQCzp4JzTbZeuauXQyYlYc/z/GV1SspOeMx/XtIJPwP/glCGYBJIQ2la4yZPXr0CAEBAVixYgVXfH5+PqpXr44ZM2YgIEBY2T9SPo5+3ANNfV0NB+rQZMZukVtjWXafu4vvjtww6tjRHetg3ej2IreIEEKIteLNNOGNs1TBwcHYv38/rl69CgA4e/Ysjhw5gt69e+uMz8/PR05OjtZDKsOD6nLH7rtEJbqIbYq5ls69Ht1W7m0lnTQ5efKk3nRnoHhVoXoCBQD8/f2xa9cuREdHIyAgAIsXL8batWs1NWNJMVP2mwCAe5wbifHGWQNTynPZZeaECZk5ANDxuepch9tSCTh7JyTbhAGIjL4qXWPslFLFcMHA5u+6qBgojVwCShXDH6f5V+K8HFg6c8+a9e7dG/PmzcPLL7/MFV+3bl1ERkZixIgRcHd3l7h1RCy7J3VBU59Kgo8rUAGBs/dI0KLyp1QxTNh0xqhjx3Sqi1n9qRwTIYSQp2IT07nirD3T5OOPP8aQIUPQuHFjVKhQAYGBgZg8eTKGDRumM37BggVwd3fXPGrVqiVZ2zrUqwoHzst0FQNi/uX7NyPEmgjZAN5W7m0lnTTp2rWr3nRnANiwYQMOHTpU6pgzZ84gPz8fiYmJGDVqlJRNtEqm7DcB8K/ut6ksABMmAewxc8KUzBzATkvA2Tmh2SYr/75GK3BEdux6hqANx0s6mnhf3MYQREZf4f7TAwCfv0LZFcQ67Z7cFTXcha9ufZBXhE5f7DccaGWafmpcFs2YTnXxab9mIreGEEKINVOqGHad59sLzLOSdWea/Prrr/jpp5+wadMmnD59Ghs3bsSXX36JjRs36owPDw9Hdna25nHrlnQlhxVyGQYE+nHHR+xMkKwthJQHoRvA28q9rUXtaUL4mLLfBMC/uv92lo1kTcDEcmawv8wJUzJzANhlCTgiLNukSEUrcMQWw7kKTZcTNlJa0FIoVQzLDiZyxwfUdIOjA12SGcOcpRmIfkfDQ1DFRSH4uNsPnmD0+uMStKh8BH+2F/lK4ceN7kgTJoQQQko7dj0DeYUqrlgfdxeJWyOtadOmabJNnn/+eQwfPhxTpkzBggULdMY7OTnBzc1N6yGlBYP4B4ET7z9GQRHfvxsh1kBI2en61SvazL2tbbwLO2PKfhMA4OPGt0fHjnjb2HfA1HJmgB1mTphYnsseS8CR4myTBtX5y7TQChxx3Xlg/ER3wt0cm+jvLYXQLJMPQ5tI1hZbZ87SDKRsZ2b1gocREycHr6Rj7s6LErTIvPp+fQh3cwxngj/rxUbVMas/TZgQQggpLZazhK6rk4POKiPW5PHjx5DLtYcoFQoFVCrLmHwQeq+7MYY2hCe2Qali2H6Gv+x0RD/bKTVLkybWyMQB7Xb+nvCsVMHg4RmPCmxiY3NTy5kBsLvMCVPLc9llCTgCAIIGfmgFjrjuPHhs9LF5hSqb6O8tgdAsE0eFDB3qV5WwRbbNnKUZiGHxs3rB3Vn47cV3R5Kw+xxf+RFLNGbDcVxI5S9ZoNbMrzLWjW4nQYsIIYTYAsY5+NPpuapWv39A//79MX/+fOzatQvJycnYunUrlixZwr0/njkIudf98yz/IDMhluzY9QwUcY5Dy2VA8HPVpG2QGdGkiRUydUBbIZdhQABfPUZb2Njc1HJmgP1lTujLuOGNs8cScKRYcINqguYOh393TLK22BOliuHCXdPKEtlCf28JhGaZvPtCfau/yS1P5i7NQAw7G9EbjsITTjBx02mrzHjbGX8H+y8LL49Yw8MJu95/QYIWEUIIsRUeLoYXuwJA69r8e0taqmXLlmHw4MGYMGECmjRpgv/973945513MHfu3PJumoaQe92EO5TJT2zD9wKypno08bKpe1uaNLFCpg5oA0DNKhW5zmELmQCmljMD7C9zonWdKjDUz8llxXG62FsJOPKUQi7Dyy35N8k7nvSAsk1EEJeUicec9Y71sZX+qzwpVQyr/ubPMpHLgEkhDSVsUfnJzc1FfHw84uPjAQBJSUmIj4/HzZs3ARRniIwYMULrGHV8bm4u7t+/j/j4eFy8aP1lm+zRpbl9BB/DAAxedVT8xkhIqWII+yVe8HFVXBxw9OMe4jeIEEKITfGsxDeWwRtnySpXroyvv/4aN27cQF5eHhITEzFv3jw4OlrOBvcKuQzP1+BboKMC7eFJrJ9SxbDv8j3u+JFB/hK2xvxo0sQKmTqgDQAeFfn+8PDGWTQTy5kB9pc5cerGAxiay1Cx4jhd7K0EHNH2+WD+TfIAIPyPcxK1xH6kipDlZhP9fTk7dj0DQuauwro2sKmVOCWdPHkSgYGBCAwMBABMnToVgYGBmDlzJgAgJSVFM4Gipo4/deoUNm3ahMDAQPTpI3zwnZQ/hVyGlW8ECj7uzK1sqypn0f3LA4KPcZQDZ2aFStAaQgghtiY2kW/QPesxLX4yl/4BNbhjaQ9PYu2OXc+AkvP+1kFue2WnadLECpk6oA3w/1G1hT++ppYzA+wvc2LfxVSuOH2lz+ytBBzR5uggR/u6/Cnif5y+YxPfm/KUmcvXz5XFFvr78rYo6hJ3rC1nmQBA165dwRgr9diwYQMAYMOGDTh06JDWMbrik5OTzd52Io4+LfwwplMdwce99/MZq/ibsOP0bSRnCp+wvjSPJgIJIYQYplQx7DrPt9+XZyVa/GQuI4PrcsfSHp7E2h0VkC1V1pYH1oomTawQ7x4dZcXxZk7wxlky3vJcZcXZU+aEUsWwNf4OVyyVgCP6/DC2A3csAxAZfVW6xtgBMbJEKNPENAVFKsTf5t9XxpazTAhR+7Rfc3RrKHzFmaWX6VKqGN7/9azg45YNDaTvPSGEEC7HrmcgjzOF2cfdReLWEDVHBzkaVK/EHU97eBJrto1zbBAAFgxqIWFLygdNmlghMSYBvDjPwRtn0UQoz2VPmRNxSZnIfFRoMK5qJUe08/fU+3N7mpgjpTk6yNGyJv+GzMsPXbOKlcWWSowsEd70f6Lb8LX8N0Qy2HaWCSElrX+rA6pVchB0jKWX6Xp11RHBx3Rv7IX+nNeShBBCSGxiBlecq5NDmfflRHyz+jfjjqU9PIm1KihS4W4236J978qOcHSwvSkG23tH9kCESQBwLnI7kWzdWROAOOW5APvJnODNZDKUemdXE3NEp2m9mnDHqhhlm5hCjCyRfZfu0cSVkQqKVDierL8k5rMGtapBq82JXTn+SU/Bx1hqma6d8Xdw+hZ/VhkANPOrjO9GtZWoRYQQQmwR4xz46fRcVbquNLPgBtV4h9QA0B6exDptjEnmju1Qz7b2MlGjSRMrdOByGldcWZMA6Zz17zfEJlvkDasQZZWQEhJnL5kTvJlM3Zt4lx3AexVho9d3CxYsQNu2bVG5cmV4eXlh4MCBuHLlSpnHbNiwATKZTOvh7Mz3+2uJOtSrigoC/spQtonxxMgSycortPryguVFSJYJYJupy4SURSGXYfmQloKPs7QyXUoVw3u/xAs6xs1Jjl3vvyBNgwghhNgsN2fD5cEBILAW/16SRBwKuQwvt+TPHqU9PIk1+vFYMnfs4Fa1pGtIOaJJEysj1n4TvBMJWY+tfxCtdZ0qMLTwQi4rjiuL3WROiJHJBOBeDufeO5xx1ubvv//GxIkTcezYMURHR6OwsBA9e/bEo0ePyjzOzc0NKSkpmseNGzfM1GLxKeQyjO9Snzuesk2Mo1QxRF/km0w3xNrLC5YHoVkm7f2r2GTqMiGG9GtZAy82ErYKzdLKdL266gj3ZZLayU9DJWkLIYQQ23bmJt/1ZXae4dLaRHyfDw7gjqU9PIm1KShS4UYm39iAXAYEP1dN4haVD7prtzJi7TfRzt8THi58Kxd4yzVZqlM3HsDQpL6KFceVyU4yJ8QqZ8Zbpszay5npExUVhVGjRqFZs2YICAjAhg0bcPPmTZw6darM42QyGXx8fDQPb28DGT0WblJII0FfidWHE2kVjkBxSZnIflIkyrls9fsopY+3CNsM+ocxHSRqCSGWb93oDnB3Vgg65n0LKdNlTFmuPs19aJKUEEKIYEoVw8Er97liqTJX+aA9PIktE1Kaq0cTL5stEUhX8VZGrP0mFHIZRgbX4TpXtUrWnTnB+5kZirOXzAne8lyG4njLlN3Oso+V7dnZ2QAAT8+yN+nLzc1FnTp1UKtWLQwYMAAXLlwoMz4/Px85OTlaD0uikMvwXjf+bJMCJcMxzk0PSbFUEfscMfZGsSfF2Z/8q+Apy4QQ4MQMYfubMABhP5W94EBqShXD+wLLcsllwLI3WknTIEIIITbt2PUM5HNuHh5UzzZXeFsD2sOT2CohpblGBvlL15ByRnfuVoa3rFZIUx+DMe38OUskWPmEoViTAHaTOSFSeS4fN77f1R3xd21+xYVKpcLkyZPRsWNHNG/eXG9co0aNsG7dOmzfvh0//vgjVCoVgoODcfv2bb3HLFiwAO7u7ppHrVqWV0tSaLbJwj2XJGuLLcrk3KOKR9ZjK++/zCzmWrqgUj2UZUJI8crM0R1rCzrmrwtpKOAcPJJCZPQVCH31yCGBNrvqjhBCiLRiOReROTvI0aG+bW7AbA1oD09ii4SU5nKQy2y6D6JJEysj1v4cgP1kTog1CWAvG8GLVZ6rnb8nPCsZLgGX8ajA6vfNMWTixIlISEjAL7/8UmZcUFAQRowYgZYtW6JLly74448/UL16dXzzzTd6jwkPD0d2drbmcevWLbGbbzKh2SZnb+eU6+CYtREzO4QyTYSJ2FF2JlhJlGVCyFOz+j8vuExXl4UHJGpN2ZQqhqUHEwUd06qWB/oH8G8QSwghhJTEOAcxujauThP05Yj28CS2SEhprhdtvA+iu3crI9r+HLCfzIkDl/k2SDY0CWAvG8HzZjMZilPIZRjAOWBgy5tPh4WFYefOnTh48CBq1qwp6NgKFSogMDAQ165d0xvj5OQENzc3rYclEpptMvy7Y5K1xdaImR1CmSb8CopUSEx/xB1PWSaEaBNapislJx/b4+9I1Br9Jm46KSheBuC38cHSNIYQQohdSMl6zBUXWMvwYlkiLaH3ucsOUrYJsWxUmuspmjSxMmLtzwHYR+ZEcb15vhtsg5MFnH8JTyRbd9aEmNlMNatU5HpNa5+Y04UxhrCwMGzduhUHDhyAv7/wPyZKpRLnz5+Hr6+vBC00L4VchkGt+FfdHk96QNkmnDwriZcdYi97DIlh+Fr+iT3vyo6UZULIM4wp0/XBr2fNOtBQUKRCVMI9QccsHUpluQghhBhPqWKIusC38DM7r1Di1hBDhFZVYADe23RaugYRYgIqzaWN7uCtjFj7cwD2kTkRl5SJzEeGLySqVnJEO/+yN+hO59w3YENsslWvHBAzm4m31I8tlgSaOHEifvzxR2zatAmVK1dGamoqUlNTkZf39A/QiBEjEB4ervnvOXPmYO/evbh+/TpOnz6NN998Ezdu3MDYsWPL4y2IbsGgAEHxlG3Cx4tz/yAe9rDHkBgKilQ4nmy4D1R7q5Ntr8AhxFhCy3QVqRhi/k2XsEXahEyOAlSWixBCiOnikjLxuIBv8RjN0VsGodkmuxNSaYEgsUhUmkubWSZNVqxYgbp168LZ2Rnt27dHXFyc3tgNGzZAJpNpPZydxRsQsnoi7c8BwC4yJ3gzcwa09DP4ZectW5X1uNCq9+jYdzGVK47ns+Ut9WOLJYFWrVqF7OxsdO3aFb6+vprH5s2bNTE3b95ESkqK5r8fPHiAt99+G02aNEGfPn2Qk5ODmJgYNG3atDzegugcHeRoX5c/hZyyTfjEJfFtFFnZ2cFgjD3sMSQGoQOpozvWk6glhFg/oWW6InYmSNQSbUInRwEqy0UIIcR0qQL2lA2qV03ClhBeQrNNgPLbq42Qsvx5jr8Urq2X5gLMMGmyefNmTJ06FbNmzcLp06cREBCA0NBQ3LunP9Xdzc0NKSkpmseNGzekbqbVEGuTbsA+Mid4JzpCmvoYjGnn7wkPF8MbmwP8kzWWRtRyZrCPEnD6MMZ0PkaNGqWJOXToEDZs2KD576+++go3btxAfn4+UlNTsWvXLgQGBpq/8RL6YaywfR3WH70uUUtsg1LFsDGG729kYC13rjhb3mNIDEIHUmkDeELK5uggR6/mXtzxifcfm2VCXejkaOSQlja/2o4QQoj00h/yjdO4VJDbfGkcayI026S89mojRB+liiHhdg5XrD2U5gLMMGmyZMkSvP322xg9ejSaNm2K1atXo2LFili3bp3eY2QyGXx8fDQPb29vqZtpNUQtz2UHmRNi7s+hkMswMrgO1+tWq2SdkwBiljMD7KMEHBFGaLbJuiNJErbG+sUlZSKLs5ZxnaqVuOJscY8hMYX/cVZQPG0AT4hhK95oIyhe6vKNQidHfd2cMKBlDQlbRAghxF5kPuabNHmhoe2XxrEmxmSbTPol3moXKBPbE3MtHbzLkuyhNBcg8aRJQUEBTp06hR49ejx9QbkcPXr0QGxsrN7jcnNzUadOHdSqVQsDBgzAhQsX9Mbm5+cjJydH62HTRCzPZQ+ZE2LuzwEA7fw5Z1KttO8Qs5wZALsoAUeEE5JtkvawgEp0lYH3O+tRsQICa/FNVtli5pdYlCqGP07f5Y6nLBNC+CjkMgxqyb8XiNTlGz/eImxy9O8PX5SoJYQQQuzNSc5Je5cK/HuCEfOYFNJI8CBr+3l7JWkLIUItO3CVO9YeSnMBEk+apKenQ6lUlsoU8fb2Rmqq7n0TGjVqhHXr1mH79u348ccfoVKpEBwcjNu3b+uMX7BgAdzd3TWPWrVqif4+LImY5bnsIXOCd0CRO46zvihvnKURs5wZYB8l4Ihwjg5y1K/Gl/UA0IbwZeHNPhwVVBfenBvGU+aXfpHRV7jXLgCUZUKIEJ8PDhAUL9XfBqWK4Y94mhwlhBBifkoVw7nbWVyxjNH9s6VRyGVYOqSloGPSHxehT+Tf0jSIEE5KFcPJG1lcsQo57KI0F2CmjeCFCAoKwogRI9CyZUt06dIFf/zxB6pXr45vvvlGZ3x4eDiys7M1j1u3bpm5xeaVnP6IK4538NvWMyfELGcG8JetsdbyNmKWMwPsowQcMU7ES824Y2lD+DJw3iu1revJ349baX8vNaWKYdnBRO74gJpuNJBKiABCyzdK9bchMvqKoHiaHCWEECKWuKRM5BfxXeDXqOIicWuIMfq1rIEG1SsKOuZiSi76fH1ImgYRwuHY9QyDVXrUWtXysIvSXIDEkybVqlWDQqFAWlqa1vNpaWnw8eFbqV6hQgUEBgbi2rVrOn/u5OQENzc3rYetUqoYfo67aTDO192Za78JwPYzJ8QsZwYAHhUdRY2zNOKXM7P9EnDEOMENqgkam6dsE92EZB/yZn7xxtkboVkmH4Y2kawthNgqIeUbAfH/NihVDCsO8U+O1q9ekSZHCSGEiCZVwLhLx/rVJWwJMcXuSV0EH3Mx9RFaz4miChykXHwfw7+X7PsvNpSwJZZF0qt8R0dHtG7dGvv379c8p1KpsH//fgQFBXGdQ6lU4vz58/D19ZWqmYIoVQwHL6Sh15KDaPzJbjSbGYXR6+OQ+6RI8teOS8pEao7hwawhbWtzz/qZI3Mi90kRRn8Xi6YzdqPxjL/QJ/IwDly6Z5Y/BmKWMwOArMd8nwNvnC4FRSqsOHgVQZ/tReMZu9Fqzl58/Ps55BUojT4nL7HLmZmjBJz6O9lv6T/o/MUBjN14wizfR2IahVyGly2ofr21EpJNx/sds9ZyjFISmmXiqJDZTcoyIWIq72yTmGvpUAq4PI3o11y01yaEEELSH/KNS7hUkNO1pgVzdJBjdMfago/LeKxE/em7sXD3RZo8IWajVDHsu3yPK1YuA4KfqyZxiyyHg9QvMHXqVIwcORJt2rRBu3bt8PXXX+PRo0cYPXo0AGDEiBGoUaMGFixYAACYM2cOOnTogAYNGiArKwuLFi3CjRs3MHbsWKmbalBUQgrCNp1BUcnOS6nEwSv30TxiD5r7uWLn+8JnlHnxDlTXrcafCih15kT/Zf/g/J2cEs8wXEx5iLc2noBCBqwY1gq9mks3IcZbHoo3jneD5NtZeVxxz5q/6yK+/Ud7hvdJUSF+OXELv5y4hR5NqmPtyHZGnZuH2OXMAHUJON2ZYlqMyO4r/k6eRsnxklsP8tA8Yg9a1HTDjrDOwk9KzObzwQGC6sYP/+4YNr8TLGGLrJCQbDrO79iJ5Ex0tKMLIR5Cs0zefaG+3aQsEyK2H8Z2QMMZf3HHh/9xDotfaynKa8/+8wJ3rIPcvm4aCSGESO9kcgZX3AsNq9O1poWb1f95/Bl/F+mPhC/oXHk4CSsPJ0EOwL1iBYQ288Gs/s3g4qgQv6HE7h27ngEl5xqk5n5udtX3SD5p8vrrr+P+/fuYOXMmUlNT0bJlS0RFRWk2h7958ybk8qcJLw8ePMDbb7+N1NRUVKlSBa1bt0ZMTAyaNm0qdVPLFJWQgnd/PF1mTMLdXLSdF40TM0IkaYMUA9pSZk60nReN+7n6j1My4N0fT2P1m9JNnKj36Chrkl7IHh0+nBsp74i/ixl9mwrqTN7+/gSiL5Y9u7vv0n28tPwf6SYDRC5nBkhXAs7Qd/Lc7RxpPytiMvWK4uPJfOXe1CuKqRTKU/c4S2ndy803uF+R2obYZLzX/Tm7uhgqi1LFsOpv/iwTuQyYFGI/KcuEiE3o34atZ+5g4eAAk/usgiIVrt3n2zsQACZ0aUD9JCGEENEoVQwHOFd7u1SgwXNrcPyTnqg/fbfRx6sAPHj8dBGtIQoZ4OZCkyxEmB9ik7lj+wfwVwuxBWYZeQoLC8ONGzeQn5+P48ePo3379pqfHTp0CBs2bND891dffaWJTU1Nxa5duxAYGGiOZuqlVDFMNDBhonY/twCzd/CvUhNEggFtqTInZu04V+aESUnv/xIvWeqhFHt0eFYyvEdHxqMCQRub74y/Y3DCRO3c7Rxsj7/DfW4hxC5nBkhTAk6pYgYnMYHiz4pKdVk2ofXrw/84J1FLrFMm56RJZm4+d0Zd1uNCQf2XrTt2PQOFAqr/hHWlgVRCTCXkb4OKATH/ppv8mh9vOcsdS5OjhBBCxCbkmtPPg++6npQvhVyG5UNamu31lOzpJEuTmVFoPSeKxkNImZQqhv2X0gwH/mdksL+ErbE8tFyXQ2T0FQjZTWJ9TLIktfelGNAWkjnBO7FRUKTCxhjDs+Al4yOjr3LHC7HvYipXnJA9OgZwzqymZvNNNClVDJM3x3PFqn3w61lJJprELmcGSFMCbuKmk9yxUzaf4Y4l5ie0fv0fp+9QfdcSbj94zBXnWckR7fw94eFieNIX4O8T7cGiqEvcsTSQqu3w4cPo378//Pz8IJPJsG3bNoPHHDp0CK1atYKTkxMaNGigtbCG2A9HBzla1nTjjo/YmWDS6ylVDFsFlIukyVHbcfTo0TL7KcYYZs6cCV9fX7i4uKBHjx74999/tWIyMzMxbNgwuLm5wcPDA2PGjEFubq5WzLlz59C5c2c4OzujVq1aWLhwYam2/Pbbb2jcuDGcnZ3x/PPPY/du41cnE0Ksj5DV3rQJvPXo17IGujcun3KeGY+VaB6xB+3n7aX9QYlOQiZr61evaHdVP+zr3RpBqWJYcYi/LIfax7/zr1bjJcWAthSZE+F/CH/vqw8nij4QWnwDzJeRIeQzq1mFb88Y3syJmGvpKBL41otUTJRVlc9SlzMri5ByZoD4JeAKilSISuDLygGAmw+M21+GmI+QFcUMkGyS1dooVQzbz/IN8vm4u0Ahl2FkcB2ueNoMvlhBkQrxt3MMB/6HBlK1PXr0CAEBAVixYgVXfFJSEvr27Ytu3bohPj4ekydPxtixY7Fnzx6JW0os0bReTbhjE+8/NmkwIOZaOneitgw0OWpLHj9+XGY/tXDhQixduhSrV6/G8ePHUalSJYSGhuLJk6eLC4YNG4YLFy4gOjoaO3fuxOHDhzFu3DjNz3NyctCzZ0/UqVMHp06dwqJFixAREYE1a9ZoYmJiYjB06FCMGTMGZ86cwcCBAzFw4EAkJJg2IUgIsQ5CVns7KmS0CbyV+W5UezT3dS2310/LLUTDGX9h1g6q2kC0xSTyjyuGNvORsCWWiSZNDIi5lg6lEWP52wRkZvCSYkBb7MwJpYph+xn+lXpqBUqGY4l8m57xikvKROajQoNxVf9bgc1L7MwJIZuOlrT0gPgDx2KXMwPELwG3MSaZ+7UBoHYVF0HxxPyErihefugaZZvAuD6unT/nDRaN+wMAhq89xh1LA6ml9e7dG/PmzcPLL7/MFb969Wr4+/tj8eLFaNKkCcLCwjB48GB89dVXEreUWKIO9aqigoA7FVPKNwq5Fns50I8mR21ISEiI3n6KMYavv/4aM2bMwIABA9CiRQt8//33uHv3riYj5dKlS4iKisLatWvRvn17dOrUCcuWLcMvv/yCu3eL74l++uknFBQUYN26dWjWrBmGDBmC999/H0uWLNG8VmRkJHr16oVp06ahSZMmmDt3Llq1aoXly5eb5XMghJQvIau9A2q6098hK7RzUhc096tcrm3YGHMLgRF/lWsbiGWJSkjhjrXHDDeaNDHA2AFtseorlyTFgDYgbubEsesZgrMm1DbGJhl3oB685WUGtBR28ytm5oTQTUdLOn0rS/SBY7HLmQHil4D786yw/Vy+er1890QifISsKFYxyjYBjOvj0jn3QOGNs2UFRSrujagBYFCrGnQDa6LY2Fj06NFD67nQ0FDExsbqPSY/Px85OTlaD2IbFHIZxnepzx2/3cgFS0KvxT5/JUDwaxDrlJSUhNTUVK1+yd3dHe3bt9f0S7GxsfDw8ECbNm00MT169IBcLsfx48c1MS+88AIcHZ8uqAoNDcWVK1fw4MEDTYzQ/o8QYjuErPZuK2DBJ7EsO99/Ad0be5VrGx48UaFB+K5ybQOxDAVFKiTe5yv3ba8ZbjRpUgZTBrQB8TMBeAfIhNaiFzNz4vsY4yc+Dly+L+okAG/JrZCmwlLMxPy8hGZNlKRUQdTsHKnKmYlZAk6pYki4yz8g1ryGG1ydHbjjSfkRuqKYsk2AapxZXN2beD89hrPsFpXnErYpNAAsGNRCopbYj9TUVHh7e2s95+3tjZycHOTl6c5GXLBgAdzd3TWPWrVqmaOpxEwmhTTiji1SGZe1LKSsrD3WcrZnqanFi4l09Uvqn6WmpsLLS3sAzMHBAZ6enloxus5R8jX0xah/rgtNGhNiO3hLoQO2vdr7zp07ePPNN1G1alW4uLjg+eefx8mT/PuZWoPvRrXFsqHlu7CziAENPqaJE3snZDyyW2Mvu1wgSFf9ZTBlQBsQPxOAd4CMN05NrMwJpYph32X+vSaeZezNrj5SlDMDxM00+fOcsKyJZx1NvG/S8SVJVc5MzBJwx65nGMy2UnOQAzvf68wXTMqd0BXFlG0CcBfgLxnHe51jf9dDWpQqhj8EbArd3r8KDaSWk/DwcGRnZ2set27dKu8mEREp5DKENuVfkSk0a1loWdmIfs0FnZ8QKdGkMSG2QaliOMWZ3WzLq70fPHiAjh07okKFCvjrr79w8eJFLF68GFWqCBuvsQb9A/yQ+FkftKzpXm5tKALwHGWc2DUh45EjOtSVriEWjO7wy2DqgLbYmQBGDZBxECtz4tj1DCiN34MTgLiTAFKVMxNrjw6liuHCHdNWhN0RcZNzqcqZAeKVgBOStvxRr8bcscQyTAppJGisfuXf9p1tkv6Is9RWiTgqz8UnMvqKoPgfxnSQqCX2xcfHB2lp2pugpqWlwc3NDS4uuvencnJygpubm9aD2JYRwf7csUKzloWUlZXLgODnqnGfm1g/H5/ibHRd/ZL6Zz4+Prh3T3vRWFFRETIzM7VidJ2j5Gvoi1H/XBeaNCbENsRcSwfvMIotr/b+4osvUKtWLaxfvx7t2rWDv78/evbsifr1+RfWWROFXIZtYZ1waU4v+LrzjcmJrZABTT+lPU7skZDxSAe57U7WGkKTJnqIMaANiDsJYMwAGQ/ezIlYAwPWQga09bmbJay0WFmkKmcm1h4dx65nQGnieO9dzs3TeUhVzgwQb2JOSNrySAGDLMQyKOQyvNeN/6K4SCX+3lHWxJjsQyrPZZhSxbDq70TueCrXI56goCDs379f67no6GgEBQWVU4uIJehQryocOMeHhGYtC7l27dHEdgeqiG7+/v7w8fHR6pdycnJw/PhxTb8UFBSErKwsnDp1ShNz4MABqFQqtG/fXhNz+PBhFBY+zeiOjo5Go0aNNCuojen/aNKYENsgZB9dW17tvWPHDrRp0wavvvoqvLy8EBgYiG+//VZvvK2UKHRxVCA2PASX5vTCq238UNnRvNcajwtV6PzFAbO+Jil/QsYjW9Zyt9trYLrL10OMAW1A3EmA5HS+/VWE7DcB8GdO7Lt0r8xJACED2vrkFSpNPoeaVOXMxNqjQ4xJprO3s0VbaS9VOTNAnJJmShXDGc6sIBrEtF5Cs03E3jvKqlB5Lkkcu56BQgFZk1SuR7/c3FzEx8cjPj4eQPGmyvHx8bh58yaA4lXSI0aM0MS/++67uH79Oj788ENcvnwZK1euxK+//oopU6aUR/OJhVDIZRgQyFfmExC2YCkqIYU7dmQQLcawRWX1UzKZDJMnT8a8efOwY8cOnD9/HiNGjICfnx8GDhwIAGjSpAl69eqFt99+G3FxcTh69CjCwsIwZMgQ+PkV/96+8cYbcHR0xJgxY3DhwgVs3rwZkZGRmDp1qqYdkyZNQlRUFBYvXozLly8jIiICJ0+eRFhYmLk/EkKIGQnZR1chh02v9r5+/TpWrVqF5557Dnv27MH48ePx/vvvY+PGjTrjba1EoYujAosGB+L8nD5I/rwvEj/rg/XD26CxV0VIvUvrrQd5mCNg8o5YPyHjkULK89sa2iFZDzEGtAHA10PYBIY+ShXDz3E3Db+eu7PgX2jezImsvELEJWUiSMcfaiED2mU5fLW4rIIos5gSlTNT79GxPuaGwdiy9ugQY5KpQFm8orKjCOUihJQz0/U7UBYxMk2ElNAIbSY8G4ZYBnW2ydKDfCv9T97IEq/PsDJSlufafykNHRvYZxmaRVGXuGMd5FSupywnT55Et27dNP+tHiAcOXIkNmzYgJSUFM0EClC8qnvXrl2YMmUKIiMjUbNmTaxduxahoaFmbzuxLAsGBeD303x7j/BeXxUUqZB4/zFXrC3XkLd3Z86cQb9+/TT//Ww/9eGHH+LRo0cYN24csrKy0KlTJ0RFRcHZ+en9008//YSwsDB0794dcrkcr7zyCpYuXar5ubu7O/bu3YuJEyeidevWqFatGmbOnIlx48ZpYoKDg7Fp0ybMmDED06dPx3PPPYdt27aheXOamCfEloX/cZY7tlUtD5u+51GpVGjTpg0+++wzAEBgYCASEhKwevVqjBw5slR8eHi41uRzTk6O1U+clKSQy9CtmTe6NfPmileqGA5dSMPbP53iLvdW0rqjyfi4dxNafGonhCwc6li/uoQtsWw0aaKHGAPaAJCWLU5d+LikTKTmGD7XkLa1Bf8hbefvCQ+XCsjKM7wJuL5SVkIGtMuSV6gSbRJAqnJmgOl7dIg1yQQUr6gU4/OSqpwZIKwE3Cuta+r8mZCJTHvu1G3BpJBG3JMmDMUbwk8NbSRtoyyQMdl0vJmI2+Pv4pO+TW36xkyXgiIV4m/zp/ZP6NLA7j4jIbp27QrG9F8cbNiwQecxZ86ckbBVxBo5Osjh5+6EuxzX1fG3srkm0zfGJHO/vi3XkLd3nTt3LrOfkslkmDNnDubMmaM3xtPTE5s2bSrzdVq0aIF//vmnzJhXX30Vr776atkNJoTYDKWKYfsZvgUBAPD+iw0lbE358/X1RdOmTbWea9KkCX7//Xed8U5OTnByst+Sws9SyGXo/rwPrn/eF7N3XMB6Adc5an0i/8a+D7oZDiRWjRYO8aMpRB3EHNDeezFVlPJJvAPVdavxDeaXpJDLMDK4Dlesvjr3YmXmAOLtA8M7OCi0nBlgeuaEWJNMgHgl4KQqZwaIUwKOdyLT3jt1W6CQyxDa1Is7fvkhO90Q3ohsOrHKC9qq4WuPccfKAEwKse2bV0IsSbMa7lxxvPua/HnuDvdr23INeUIIIeVDyJiAXGb72c0dO3bElStXtJ67evUq6tThG6siT816qRmuzust+Lhr9x/jz7P8E3nEOtHCIX40aaKDmAPauflKUQaepBzQBoB2/pyDzHq+K2IOrok1CWDJe3SIOckk2j4wEpUzA4SXgHuWkInMgJr2u0mVLRkRzF87XsWKs03szYHLaVxxJbPpFHIZXm5Zg+s4Y7LKrFlBkQrHk/kXTAxqVYP6GkLMqF1d/gURhhbgKFUMF+7wZZU5yGkxBiGEEPEJKQnbo4ntD1xOmTIFx44dw2effYZr165h06ZNWLNmDSZOnFjeTbNKjg5yJH/eFwqBx0365Yx9Lki0I7RwiB9Nmugg5oA2UPa+FtwkHNAGgHs5nKWZdMSJmZkDiDcJIGSPDqFMzTQRc5IpNjFDlD9qUpYza+fvCXdnvmqAur4vQiYy29rxJlW2pEO9qqgg4C+UvWWbKFUMW+P5LnaezaZ7sTFfXVx9mYW2SkiWCQAsGNRCopYQQnQZGVyXO/aEgeusY9czoOT8k/Fi4+o2P1BFCCHEvISWhB0ZxL+gzFq1bdsWW7duxc8//4zmzZtj7ty5+PrrrzFs2LDybppVu/pZH0HxKga8t+m0RK0h5U2pYkjg7Hto4RBNmuh054EIkxwl8G68W+Y5JBzQBvTvvcETJ2ZmDiDeJMC+i6lccVLv0fEssSeZcp4UiTIJI2U5M4VchpCmfAO1un7HaD8T+6OQyzC+S33ueHvLNolLykTmI8P7UFWt5Ih2z04k8o792dEYodAsk/b+VWiTRELMzNFBjvrV+crQnrmVVea15A+xydyvaw8DVYQQQsxLyGIdexq47NevH86fP48nT57g0qVLePvtt8u7SVZPIZdh6WsBgo7ZnZCKgiJjtpMnli7mWjp4/2Vp4RBNmujk68E7eMyXbcCzwbrh15JuQBswLXMilqNutBBiTAKYsgqbhyl7dIg9yQSIk80kZTkzAAiqz1eDVdfvGO1nYp8mhTQSNG6/+nCi3WSb8E72DmjpV+pCh3ciX4wJf2vx8ZazguJ/GNNBopYQQsrSq7kvV1yRCoj5V/eCC6WKYf8lvvKGdF1BCCFEbEIX6+i6nidEiJda1YS3m+F9LUsa/p2wLHxiHZYd4F9oSguHaNJEpzTOAej61StxxV27l2tKcwBIP6BtSuYE46wJVkHAH3pTJwFMWoXNwZQ9OoRMMjk78H1mYgxuSlnODDB+HxiliuHc7SyuY2k/E9uikMvwXjf+bJMCJd/mv7aAd/+q7k1KZ3jxlt2yl/JcShXDH/H8Gx5Slgkh5SeYcwEGACzVc1N47HoGCjmX2NF1BSGEELFRSVhSHv75sIeg+ONJDyjbxMYoVQwnk7O4YhVy0MIh0KRJKUoVw85zKXzBMr6bKDHKTUk9oM2bObE7IbXUe0nJesx1bL8WvqjszLcNFW+5MH1MWYXNw5Q9OngnmZwd5OjS0IsrVoxsJinLmQHGZzPFJWUinzM1h/YzsT1Cs00W7uHfUNGqmbLPFZXn0hIZfUVQPGWZEFJ+OtSranARkdppPSW6hJT8pOsKQgghYqKSsKS8ODrI0ac5X8l0Nco2sS1CSnO1quVBC4dgpkmTFStWoG7dunB2dkb79u0RFxdXZvxvv/2Gxo0bw9nZGc8//zx2795tjmYCKF59VsC5D7mrI9+guRjlpngHqo0d0ObNnHhcoNRayS1kksnXwwWDAmtwxfIOsOvDW3IrpKmPUec3ZY8ON2e+tMg+z/uivpcrV6yp2UxSlzMDjM80Sc3h/52m/Uxsj9Bsk7O3c+xiRYwp+1xRea6nlCqGZQcTuePpxpWQ8qWQy9CmjgdXrFIFndmHQvYupOsKQgghYqKSsKQ8LXujtaB1cZRtYluElOZ6/8WGErbEekh+579582ZMnToVs2bNwunTpxEQEIDQ0FDcu3dPZ3xMTAyGDh2KMWPG4MyZMxg4cCAGDhyIhIQEqZta/PoCVp+18+dPVTK13JTUe5q08/dEJUe+LJDY608/IyGTTHIZULMK3waemUZuaK8mdTkzwPg9Ok7f4JtA83Z3QhXOySNTs5mkLmcGGJ9pkv6Q73fBpYKc0gdtlNBsE3tYEcNbnktXHJXneioy+gp30g5AN66EWIL3BNzElbxmVWOM71tP+5kQQggRE5WEJeVNIZdh2ZCWgo6xh3treyCkNJdcBgQ/x18S15ZJ3gMvWbIEb7/9NkaPHo2mTZti9erVqFixItatW6czPjIyEr169cK0adPQpEkTzJ07F61atcLy5culbioA/tVnjgoZRgbXNVu5KaknARRyGTpzfilKjs0LmWQKqleNu4zUqZvGlRnTHC9xOTPAuMwJpYrhwGXdE4bPSsl6gmqV+QYtTc1mkrqcGWD8vjknk/n2qHihYXWLSh9csGAB2rZti8qVK8PLywsDBw7ElSuGywCVZ6adpVLIZRjUyo873i5WxFB5LpMJzTKpX70i3bgSYgGCG1QD55ZvOq8FnxTyrfbp1tjLoq4rCCGEWLeJm04KiqfFOkQK/VrWwHPV+RYzA3Zyb20HhJTmal2bSnOpSXr3X1BQgFOnTqFHj6cbDsnlcvTo0QOxsbE6j4mNjdWKB4DQ0FC98WK784Bvf46Amu5wdJCbrdyUOSYBWtfhyyAomf0gZJKpQ/2qkHGOwh3517TMCanLmQH8/6Y3M5/+TgnZfNTPw5m7bBpgWjaT1OXMAP59c/Zduqf5txcyyeRSgW8C01z+/vtvTJw4EceOHUN0dDQKCwvRs2dPPHr0SO8x5Z1pZ8kWDAoQFG/rK2KoPJfphGaZRPRrLllbCCH8FHIZXmrpyxWbmq19nadUMRy6ep/r2DYmZCMTQgghJRUUqRCVwHdfC9BiHSKtXZO6CIr/+HdhZeWI5aHSXMaRtBdOT0+HUqmEt7f23g/e3t5ITdW96XRqaqqg+Pz8fOTk5Gg9jKVUMZy9nc0Vq94YsrZnJa543lX2+ki9STcAeFbimwQoGSdkkkkhlyGIs8xBbr5pmRNSlzMD+P9Nt565o5kEEJKZ07F+dbTz9zRLNpM5ypnxTgBl5RVq/u2FTjJZkqioKIwaNQrNmjVDQEAANmzYgJs3b+LUqVN6jynvTDtL5uggR/u6/L9/tr4ixpQ+jvfY5HS+/t0aKVUMKw7xZ5k4yClFmRBL4uvBt0Jy9/kUrUU4x65nIL+Ib7qUtwwiIYQQYkjnhfsExdNiHSIloffWW8/cNWlRMylfVJrLeFY/db1gwQK4u7trHrVq1TL6XMX7c/B1BOqNIY3JNhDKHJt0A8LLJxkzydShXlW4VOD7tTMlc8IckwC8mRMlS2cJzcxRyGVmyWYyRyZTO39PuDs7cMWq/+2FTjJZsuzs4u+Kp6f+jC5jMu3EnDi2dD+MFZaibssrYkzp49r5e8LHzXD/9cuJmzZ7cRxzLR2cf+4BABO6NKAUZUIsCG/m8pMildZm8EKuK3zcXQS3ixBCCHnWjtO3kZbDV6YcABzkMhq0JJITcm/NAERG82cqEMtCpbmMJ+mkSbVq1aBQKJCWlqb1fFpaGnx8dJf58fHxERQfHh6O7OxszePWrVtGt5f3RsrZ4emG08ZkGwhljk26Af5JgN0JqVCqmFGTTAq5DH2f5yupYErmhDkmAYwpnZVXUMQVX7KOtjmymcxRzkwhl6FHEy+uWHVZIKGTTJZKpVJh8uTJ6NixI5o3179qSGimHSDuxLGloxUxT5nSxynkMgxtV9vga6RkPzEp48+SCUlPlsuASSGUokyIJeHNXAaAo4lPy3Hx9mkuFeQmXVMTQgghQPFC0/d/FbaQa/FrATRoSSQn9N569eFEm723tnVUmst4kk6aODo6onXr1ti/f7/mOZVKhf379yMoKEjnMUFBQVrxABAdHa033snJCW5ubloPY/HeSLX4r9QUYFy2gVDm2KQb4J8EeFygxLHEDKMmmQAgqD7fqglTMifMMQkgtHSWsXW0eT8HUz4vc5QzAwAfD75Vm1l5xZOExkwyWaKJEyciISEBv/zyi+jnFnPi2BrQiphipvZxdavxTcaa0kdaKqWKIY4zPRkAwrpSlgkhlqZDvarcm8GrF2AoVQznbmdxHdPcz42+94QQQkw2eNURQfG+bk4Y0JKv0gQhphJyb12gZFrZu8Q6UGku00henmvq1Kn49ttvsXHjRly6dAnjx4/Ho0ePMHr0aADAiBEjEB4eromfNGkSoqKisHjxYly+fBkRERE4efIkwsLCJG2nkBspX/enA8fm2KjbHJt0A8WTAJUc+SYBYq+nGzXJBPBnRJiSOcFbh9qUetVCS2cZW0dbaNk0Y5ijnBkAMM6FCdfu5drMZq1hYWHYuXMnDh48iJo1a5YZKzTTDhB34tgaCF0Rs/Lvaza5IsbUPq5aJc7jOeOsSWT0Fe5YGSjLhBBLpJDLEMj5tz/lv83g45Iyua/D2lKWCSGEEBPtjL+DM7eElU7++8MXJWoNIaU5OsjRoDrfYjoAWLjnkoStIVKg0lymkXzS5PXXX8eXX36JmTNnomXLloiPj0dUVJSmBM3NmzeRkpKiiQ8ODsamTZuwZs0aBAQEYMuWLdi2bVuZJW3EIORGqkaVp6vlzbFRt7kGtBVyGTpzzioWqRjOcJa2KjnJBJgncwK8Y6QmjqXWrMK3EWnmo3yj62jzZjPtu3TP6MFhc5QzA4AqnP+msYkZiLmWbtWbtTLGEBYWhq1bt+LAgQPw9/c3eIzQTDt7JWRFTJEKiPnX+AlFi2VqH8d7LWRj10xKFcOyg/wbwIc0tewsNkLsGW/5rHO3s6FUMaTm8GfOWfo+aYQQQiybUsXw/i/xgo7p3cwbjg5Wv+0wsTKz+jfjjj17OwcFRbxD8MQSzP7zAncsleYqzSw9clhYGG7cuIH8/HwcP34c7du31/zs0KFD2LBhg1b8q6++iitXriA/Px8JCQno06eP5G009kbKHBt1m2tAGwBa1+G7Ac3JKwTneLbWJBNgnsyJ9Ef5osbpoy4jZcipmw+MrqPNm82UlVcoeQk4U0v1VKvMX87u99O3uc9riZu1Tpw4ET/++CM2bdqEypUrIzU1FampqcjLe5pxZimZdtZG6IqYiJ0JEramfBy4nGY4CPr7OPW+QQaP54yzFpHRVwTNlY8MMjzZSQgpH8Gc5V7Vm8GnP+Trz1wqyC16nzRCCCGWLzL6CvfqbrXlw1pL0hZCyhLcoJqggeGNMUmStYWIq6BIhWv3H3HFUmku3Wga+z+m3EhJvVG3uQa0AcCzEt/Ezj3OzwsovVrPHJkTyel8HYOpe3TIOJdhH7x0D+duZXHFPltHu52/J9ydHbiONbYEnDnKmQHCytnxlsuz1M1aV61ahezsbHTt2hW+vr6ax+bNmzUxlpJpZ42ErIhJvP/YplbEKFUMW+PvcMXq6+PssTyX0CwTR4WMBk4JsWAd6lWFo4LvOuxo4n1kPua7dn2hYXXKMCOEEGI0pYphqYBrTgCIHNKS/vaQcqGQy/ByKz/u+D/P3pWwNURM4X+c5Y6l0ly60aTJf04m821opOtGSupyU+Ya0AaKy0jxuJXJNynx7CbwgPSZE0oVw89xNw3G+bo7mzzYHsQ5oJavZMhXGldHWyGXIaSpN9exxpaAM1c5s3b+nnB14ut2ktIfc8VZ6matjDGdj1GjRmliLCXTzhoFN6gmqHLU8O+OSdYWc4tLykTmI8NZblUrOerv4+ywPJfQLJN3X6hvkX0LIaSYQi5Dy1oeXLF3s57gVDJfRrZLBb6yu4QQQoguEzedFBRPm7+T8rZgUAB3bMKdHJvcM9TWKFUM28/wT3BRaS7daNIExb9MBy7f44rVdSMlebkpMw1oA/zlpv5N45s06fO8b6lBJ6kzJ+KSMpGaY3jyZ0jb2iYPiHWoVxVOItcd1VVHO4izBIWxE3PmKmemkMvQqQFfnXDeX2farNU+KeQyvNySf0XM8aQHNpNtwptVOKCln94+zt7KcylVDKv+5l/xJ5fRBvCEWIPWdfn283tcUIR4zoxfPw/TspAJIYTYr4IiFaIS+MaW1Gjzd1LeHB3kqOPJV/JcBRvdM9TGHLuewb2lApXm0o8mTVD8y1TIOZam60ZK6nJT5hrQBvjLTfEOPfq4l/68pM6c4B1QrFuNbxP3sijkMnRrJN5mofrqaPNOzBlbAs5c5cwAoF51V5PPURJt1mq/Ph/MvyIGAML/OCdRS8yLN6uwexP9/ay9lecS8nceAMK6NqAsE0KsgGdFvj7qn3/TUcCZ8UvXFYQQQozVN/JvQfF9mvvQ5u/EIrzZoS53rC3uGWprjgqY2OrRxIvuffWg3hlAjIAMEF03UlKXm+IdqBZjQJu33BQvfd87KTMnzFnODAACa/OtcuShr462lCXgzFnODACqGJkNowvtOWDfHB3kaM+5yhgA/jh9xzZSicXIPrSz8lyLoi5xx1KWibhWrFiBunXrwtnZGe3bt0dcXJze2MLCQsyZMwf169eHs7MzAgICEBUVZcbWEmtTrTLftVwe56yprrKyhBBCCI+8AiX+vc9XYhoovsxe9kYr6RpEiAAjg+tyx9ranqG2aBvnHqgAMDLIX8KWWDeaNAG4JzL0DdC28/eEh0sFrnMYs1l76zpV9E4+qMllxXGmKi43Jd4oWVA93ZMjkmZOmLGcGQDkPOEracZDXx1tKUvAmbOcGcA/wMEjoKY7zYjbuR/GduCOZQAio69K1xgzESP7kLfs1v5LaVxxlqygSIX42znc8ZRlIp7Nmzdj6tSpmDVrFk6fPo2AgACEhobi3j3dZStmzJiBb775BsuWLcPFixfx7rvv4uWXX8aZM2fM3HJiLXgXLvHq2pg2gSeEEGKcQSuOCIr/mjZ/JxbE0UGOBtUrccfbShUHW1RQpMLdbL6xZ4UctGCoDHY/aaJUMZy5wbcxpL4BWoVchpHBdbjOYUypk1M3HsDQ4mgVK44zlUIuQ9eG4pQlKCsLQMrMCXOWMwP4S5rx0FdHW8oScOYsZwaIO8BB+5kQRwc5WtZ0445ffuia1WebiJFNx5uZuD3+rtV/XsPXHuOOlYGyTMS0ZMkSvP322xg9ejSaNm2K1atXo2LFili3bp3O+B9++AHTp09Hnz59UK9ePYwfPx59+vTB4sWLzdxyYi3a+XuisrN4G7e3FjF7mBBCiP0oKFLhUloudzxt/k4s0az+zbhjbeE+0VaF/3GWO7ZVLQ+avC2D3U+aCNkcp6wB2nb+nDNzRvwu8g5qG5PFoouLI98m7YaUlQUgZeaEOcuZAeKWNNNXR1vKEnDmLmfWzt9TtGwmqjtOAGBarybcsSpmA9kmImTTtfP3hGclwxmSGY8KjCoraSkKilQ4nsy/oGBQqxp00SiSgoICnDp1Cj169NA8J5fL0aNHD8TGxuo8Jj8/H87O2n/vXFxccOSIsJWbxH4o5DIMChRv0MnTRvZxIoQQYl5CFukAtPk7sUzBDapxDxIXqRiOJWZI2h4inFLFsP3MXe7491+kBYNlsftJk+9jkrhjyxqgvZfDObHBGVeSuQe1a1RxEeU8fh76zyNl5oQ5y5kBxSXNxJgDKCstrp2/J9yd+SazUrPzhL2wmcuZKeQytKjpYfJ5aD8T8v/27j0u6ir/H/hrZpCbCoggFyUBLREvgJYIdtHEMM3u/rp5ycw2V83bZrKpaFvhWllWlt/cTLtttbt2d20JNStRSqPS1BUFMQVMSUhUkJn5/cEyiVzmnJnPZ+Yz83k9H4959GjmfGbODM6Zz+ec836/Gw2O74x2Er9mnh5tokQ0nclowC2Cu9uUWpB3B9kL2Jxb+6vUE/05ceIEzGYzIiIimtwfERGB8vLyFo/JzMzE8uXLceDAAVgsFuTm5mL9+vUoKytr9XVqa2tRXV3d5Eb60q2TMpGwgINpYYmISNdkN+kMig1h8XfSJJPRgBGJXYTbr8sXn08l15AJDDAagPRLxepN65WuR2qzxYrP97WcV/tiPsa2J2gra8QuskTbNeHiSe10wSLt9rS1+KJm5IQr05kBDT8sKQoswLQVFtfw4xXR4mMXk/035up0ZgAUKSjPeibUyGQ0YOo1PYTbe3q0iVLRdBmJkYq+ntbIXsCmxnXiBaybrVixApdeeikSEhLg6+uL6dOnY9KkSTAaW/+75OTkIDg42HaLiYlxYY9JC06dVa62XGh7+bSwRESkb7KbdN68P02lnhA5b0K6eFHwTft+8ejNiN7oqY17hdtm9O7COTU7dD07sP3QSZgtYm0Tozq2+Y/Jm2p0KBU50VZkjpqRE65OZwYoswhgLyxuyKViqahEo3gauTqdGaDMwhzrmdCFZo7oJZX9cNXWgx57gqdUNJ2ro/Jcbf4/xXO5AsAbkwer1BN9CgsLg8lkQkVFRZP7KyoqEBnZ8oJdeHg4PvjgA9TU1ODw4cPYt28fOnTogPj4+FZfJysrC1VVVbbbkSNHFH0fpH1K1paLDFYm2pqIiPSBm3TI28jMBzJFl7bU1VtQ+LN41P3ENPEFMr3S9Wj95/U/CLcdkxTd5uNq1ugoOVEj1E6pSW0lIifspU5SM3LC1enMAOcXAUTC4roI9le0XSN3TJwqsTDHeiZ0IZPRgBnDxKNN6syee4KnVDSdq6PyXMlssWJ9oXguV17AKs/X1xcDBw5EXl6e7T6LxYK8vDykpbW9w9Lf3x9du3ZFfX09/vWvf+Gmm25qta2fnx+CgoKa3EhflKotF+Tvo8gmGCIi0g+ZgssAN+mQ9pmMBtyU0vb854WYoks7ZMYje9mUqIFuZwj+8sluHK4Uj2CYaCdETa0aHWaLFX8vKLXbLirYX9ELPWefa1iC/TAvtSInXJ3ODGhYBDA5sQjQNzrIflic6PNL9sMdE6fOLsy1Vf+F9Es22mTZZ+Khq1ry+U8t14O4mL1oOndE5bnKitz9Uu15AauOOXPmYPXq1Vi3bh327t2LqVOnoqamBpMmTQIATJgwAVlZWbb2O3bswPr163Ho0CF8+eWXGDlyJCwWC+bNm+eut0AeYHB8ZwTIFLZqxS0pXZmigIiIhJktVqzfxU065H1ybk0SbssUXdogOx7dlBzN814BuhyxN/xwDK9+dVi4fffQALs/bmrV6CgorkR5tf20W3decYmi/+CdjZyYMDjWbhu1IifcUaPDZDSgT1fHd7fai2QCgOPVghOcgu1s7d00cerMwlzP8A4c4KkZ2WiT73+uRl29YI5GjTBbrHi/8KhQW3vRh2HtBaPyBNtphdlixcotB4Xb8wJWPXfccQeefvppLFq0CMnJySgsLMTGjRttxeFLS0ubFHk/d+4cFixYgMTERNxyyy3o2rUrvvrqK4SEhLjpHZAnMBkNGN0vyunnuSRUuYLyRETk/Vbk7pfah8lNOuQpfH2M6B4qlrKUKbq0QXY8yrm1v2p98Sa6myUwW6xSabkAYNzg7nbbDIoLRUhAO6Hnk5l8Fm0bG6bshZ4zkRPCYV4qRU64Op1ZozH9uzp8rL1IJkA8TdnXRXIp4NyRzgxwbmFuWAJTc1HLZKNNxr8qV7jR3QqKK1FZY7/ocef2vvYXJlUag91tW9EJmCXOGHkBq67p06fj8OHDqK2txY4dO5Cammp7bMuWLVi7dq3t/6+55hr89NNPOHfuHE6cOIHXX38d0dHi6QFIv9IUqJXmSN1BIiLSJ7PFipe/EN+kk9QtiJt0yKOME9gI3YgputzLbLHihc0cj9Sgu0+poLgSp86ZpY4RmdA2GQ2YmG5/cQWQ27Xrrgltk9GAmwSiH1oiGualRuSEu9KZAcDE9FiHjusRHig0YKmVAs4d6cyAhoU5R7NpXNWzi7KdIa9hMhpw6wDxsWtH8a8eFW0iupAuMg6fOC0YlSfYTisWf7RHuK3o+EtE2iZaW1Dt5yDvtHjxYhgMhia3hIQE2+Pnzp3DtGnT0LlzZ3To0AG33XYbKioqmjxHaWkpRo8ejcDAQHTp0gUPP/ww6uvrm7TZsmULBgwYAD8/P/Ts2bPJojIRacv2QydxXuISYl5mb/U644WWLl0Kg8GAWbNmubsruiUzv8UUXe4lG2XC8Uic7mYKZFMMyaTtGBQnWGNBZteumya0AWDp7eJ5DC8kGuYlGjkhUwjeXenMgIYQxt4RHaSPW3xDX6F2aqWAc0c6M6BhcnvqNeKplBr5tzOyngm1SSYHK+BZ0SaiC+TDe0fYfy4vTM9VV2/BQcFoQ0B8/CUibZOuf9fSc7RnpAm1rk+fPigrK7PdvvrqK9tjs2fPxscff4x//OMf+OKLL3Ds2DHceuuttsfNZjNGjx6Nuro6bNu2DevWrcPatWuxaNEiW5vi4mKMHj0aw4YNQ2FhIWbNmoX7778fn332mUvfJxGJeWqjeG1EXxMLLsv45ptv8H//93/o35/pg9yJKbo8g2yUCccjObpbNJFNySSTtkONyAl3TWgDDYPkyL5yO/qv7xMhvMgkmgZBJl2Cu9KZNVo/7Uqp9v4+RqRfKpZSQq0UcKLfCaXTmQENqZRkB6Gnbk9iPRNqk6+PEamxnYTbe1S0iZIL6V6Ynmv838QXwIwGCI+/RKRtsvXvWhIZLDYxQPrk4+ODyMhI2y0srOH3o6qqCq+++iqWL1+Oa6+9FgMHDsRrr72Gbdu2Yfv2ht+k//znP/jpp5/w5ptvIjk5Gddffz3+8pe/YOXKlaira9gctmrVKsTFxeGZZ55B7969MX36dNx+++149tln3faeiahldfUWFP5cLdz+wat78PpV0OnTp3HPPfdg9erV6NRJ/HqO1MEUXdonG2XC8UiO7hZNBsWFoksHsYnn+4bESqXtUCNywp0T2gCw8u7LhdsaDcCL9wwUbi+aBkEmXYK70pk1CvA1Ydhl4mm/lv+/ZOEBS60UcAO7d4K9LhgNDe2UZjIa8PydycLtr00IxxgH08aRvrxxv1ydite+PqRST5Sl5EK6aNqtvL0V9htpQF29BTtKfhVuf7NgKkki8gBOfpWF6kCRrh04cADR0dGIj4/HPffcg9LShnTAO3fuxPnz55GRkWFrm5CQgEsuuQT5+fkAgPz8fPTr1w8REb9HgWZmZqK6uhp79uyxtbnwORrbND4HEWlH1vrvhdsaAMwccZl6nfEy06ZNw+jRo5uNhy2pra1FdXV1kxspiym6tE02ysRo4HgkS9VFk8rKStxzzz0ICgpCSEgIJk+ejNOnT7d5zNChQ5vljH3wwQcV65PJaMBjN/ez26575wAsGtNH6rnViJxw54Q20PB5rRo3QKjtS/cMkJqAEk2l8POps8LP6c50Zo1euy8NQf4+dtv94eo4jOofJfXcaqSA23n4V9j7bbNYG9qp4YbkrhiRaD+i6ZJQf6y5d5AqfSDvIxttsuYrz9gZo+TCsOhi+4eFxzziBFjmAhYAlt7mWApKItIeZ2sv3chFVGpDamoq1q5di40bN+Lll19GcXExrrrqKvz2228oLy+Hr68vQkJCmhwTERGB8vJyAEB5eXmTBZPGxxsfa6tNdXU1zp5t+VqIE4ZErme2WPHhd8eE2986oCt/XwS988472LVrF3JycoTa5+TkIDg42HaLiYlRuYf6wxRd2iYbZTJ9aE+OR5JUXTS55557sGfPHuTm5uKTTz7B1q1b8cADD9g9bsqUKU1yxi5btkzRfo3sG4VV4wa0GkUyPCEMXzx8rfTzqhE54e4JbeD3z6u1oBsjgFXjBmBkX7kFANEaHR9JTNi5M53ZhX5YnIm+XYNafMwA4KW7U5A1KlH6edVIAff5T+VizylZD0jG6glXYMpVca0+PjwhDFvnDVft9ck7yUSbVPxW5xkpuhRcGB4UF4rQ9vYjL0/W1EnVSXIHs8WK9bvEL2Bl6pURkfY5G3HdLYSpuah1119/PcaOHYv+/fsjMzMTGzZswKlTp/Dee++5tV+cMCRyve2HTqJeYpZStN6r3h05cgQzZ87EW2+9BX9/sd/0rKwsVFVV2W5HjhxRuZf6xBRd2mS2WPE8o0xUZ387vIP27t2LjRs34ptvvsHllzekeHrhhRcwatQoPP3004iObj3FTmBgICIjI9XqGoCGhYC9j0Xiq/2/4JWvDqH63HkkdQvBo6MTEeBrcug51YicEJ2oVnNCG2j4vPY/Pgpb9x7H05/vx/HfahER5I85I3rhml7hDq1WNk7YVdacb7Nd44RdmkCxInenM7vQJzOuwulz9Zj1zi7srziN4IB2Tn1egPIp4MwWK94vPCrUVu3P7NHRiXg4MwGvfnUQ7393DOfNFqTHd8aCG/o4/J0kffP1MaJHWHvhwuDjX92Od/+QrnKvnKPkwrDJaMAtyV3x6tcldtuq/RvjLNldNjL1yohI+xrrvp062/Y5ZWtYBJ5khISE4LLLLkNRURFGjBiBuro6nDp1qkm0SUVFhe16NjIyEgUFBU2eo6KiwvZY438b77uwTVBQEAICWl7Uy8rKwpw5c2z/X11dzYUTIpW9vk18UjipWxA36QjauXMnjh8/jgEDfs9yYjabsXXrVrz44ouora2FydR0TsDPzw9+fuqkXaffTUyPxRMb9gq1bUzRxWgG9c14e6dUe0aZOEa1RZP8/HyEhITYFkwAICMjA0ajETt27MAtt9zS6rFvvfUW3nzzTURGRmLMmDFYuHAhAgOVL9xtMhpwTe8uuKa3XLHz1shETiwYnSj0D9bdNTouZDIaMKxPBIb1ibDfWPD5bkqKxmvbDtttW14lttDUmM6srcAUNdOZXayDvw/+pmBKKaVTwBUUV9pdtAJcl+vb18eIqUMvxdShl6r+WqQPi2/sg/FrCuw3xO8F4bV8caP0b8K1CRFCiyYydZJcTTaXKy9gibxPY923FXlFDh3fRfAcnghoKFR88OBBjB8/HgMHDkS7du2Ql5eH2267DQCwf/9+lJaWIi0tDQCQlpaGJ554AsePH0eXLg3Xnbm5uQgKCkJiYqKtzYYNG5q8Tm5uru05WsIJQyLXMlusyP3puHD7eZm9VeyNdxk+fDh+/PHHJvdNmjQJCQkJeOSRR5otmJDrNKboOlxpf06uMUXXkEvDXNAz/aqrt2DDbvG6o4wycZxqiybl5eW2k0Lbi/n4IDQ01Ja7tSV33303unfvjujoaPzwww945JFHsH//fqxfv77F9rW1tait/X1HrTtzuaoROaGFGh1q6tZJbDFMNHJCJp2Z0OevMUqngBPdPX4Tc32Th0rvGQYDxIdIzUebKP2bIPq11vDXXzbKhBewRN6poe6bY4smnnoeTa7xpz/9CWPGjEH37t1x7NgxZGdnw2Qy4a677kJwcDAmT56MOXPmIDQ0FEFBQZgxYwbS0tIweHBDVON1112HxMREjB8/HsuWLUN5eTkWLFiAadOm2RY9HnzwQbz44ouYN28e7rvvPmzatAnvvfcePv30U3e+da91ts6MhR9+j3//WIF6sxWRwf5YeEMfDEvowmueFpytM2PRRz9g4w9lOHPeCv92JgyKC8ULdw1AB4Fant5iW9EJiCbz9TEaMNgD5xvcpWPHjujbt2+T+9q3b4/OnTs3u59cb9xg8WiTdfnFXDRR2egVX0i1Z5SJ46R/4ebPn4+//vWvbbbZu1fsy9SSC2ue9OvXD1FRURg+fDgOHjyIHj16NGufk5ODJUuWOPx6SlIjckIrNTrUonTkhFbSmalF6RRwoim3RiSqmy6PSC0NKaiisb5QrN6F1qNNNu0T21Ei/NshWDzZ2SLLapGNMvE18QKWyFs5M0556nk0ucbPP/+Mu+66CydPnkR4eDiuvPJKbN++HeHh4QCAZ599FkajEbfddhtqa2uRmZmJl156yXa8yWTCJ598gqlTpyItLQ3t27fHxIkT8dhjj9naxMXF4dNPP8Xs2bOxYsUKdOvWDX/729+QmZnp8vfrzc7WmXHtM5tRVtX0O3+48izuf/1bAMC0q+MxZ2QCJ5jQ+udVU2fG5v2/oO/iz9ChnRHbHx2hi8WTJR/vEW7LTYfkTZiiSzs+KTyKA7+cEW7PKBPnSP+yzZ07F/fee2+bbeLj4xEZGYnjx5uGLtbX16OyslKqXklqaioAoKioqMVFE63lclU6cqJEMBe/K2p0qEHpyAktpTNTg9Ip4LSWzoxIDUtvTxJeNAG0G22iRg0i0bRbWk3PJRtl8uDVPXgCT+SlnBmnPPW8kFzjnXfeafNxf39/rFy5EitXrmy1Tffu3Zul37rY0KFD8d133znUR7Jv0msF2Lz/F7vtVm49hJVbD+HFO5NxQ3JXF/RMm+5bW4BN++x/XqfPW9B38WdIjAzEhlnDXNAz96irt6DoF7G5GYAF4JWwZcsWd3eB/ocpurTBbLFi+juFUscwysQ50ltpw8PDkZCQ0ObN19cXaWlpOHXqFHbu/L04zaZNm2CxWGwLISIKCwsBAFFRUS0+7ufnh6CgoCY3dxKNBBBpZ7ZY8feCUrvtooL9XVJvQg1Kfl4AvD6dWWMKOHsaU8DZI5POjMhT+foYkRorvvDXGG2iNarUIPLg9FxmixUvfyEeZcJdNkRezplxykPPC4lITN/sz4QWTC40/Z1CTF67Q6Ueadvlj+cKLZhc6KfyM7g0y3vTya3bViLctkd4oGaj1okcNW5wrHDbrw/KjR8kpv/ijVLtef3rPNVG8t69e2PkyJGYMmUKCgoK8PXXX2P69Om48847ER0dDQA4evQoEhISUFDQUKT34MGD+Mtf/oKdO3eipKQEH330ESZMmICrr74a/ft7xkp9F8HJfZF2BcWVKK+2ny7gzisu8diVQyU/L8D705k1poATIZICztvTmRE1euP+wVLts9b/oFJPHKdGDSJPTs+1/dBJnJdY2+IuGyLvxvRcRNSSS//8KU7X1jt0bN6+Exjz/FaFe6RtV+bk4sRpsSwPFztvBS77s3cunHz8vVi0NwAsvoE1OMj7TEyPFW4rsoGX5CQv2YiaOrmNnbz+dZ6qy99vvfUWEhISMHz4cIwaNQpXXnklXnnlFdvj58+fx/79+3HmTEM+Nl9fX3z++ee47rrrkJCQgLlz5+K2227Dxx9/rGY3laXgrl3RCbLYMLGUYJok+Hl9UyI26Hp7OjNA2RRw3p7OjKiRbLTJ+l1HYbYXhuViot/D4b0jxJ/Tg9NzPbVRvH4ad9kQeT9nxilPPi8kotb1XvCp1AaLlvx47DdMXvuNMh3SuPte246fqxxbMGlUZwEGPPYfhXqkDWaLFbuPVQu1NQJIZ1oi8kK+PkZEB4udaxUeqdLctbSnMlus6LNwA06dNUsdZzLy+lcJqi6ahIaG4u2338Zvv/2GqqoqrFmzBh06dLA9HhsbC6vViqFDhwIAYmJi8MUXX+DkyZM4d+4cDhw4gGXLlrk95ZaM49WCO/cF2ulhQlt0V+Da/BK7g64e0pkBCqc08/J0ZkQXkok2sQJYkftf9TrjCDW+rx6anquu3oLCn8UuXgHusiHSBQe/4lIpDYnIYwzJ+Q/OOhZg0kzevuP4+Hvx+nie6JPCo9i0/6Qiz1V55jwmvVagyHNpwfZDJ+2mtG7Ut2sQzznJa/XpGizUrrGuCTnn/V1H0ePPG1BzXn5C7rk7UjgWKYCJFhUmWuD966IT9hvpYEJbdGffqTPn7Yb46SGdGaBsSjNvT2dGdCFfHyOSu4kvwr+4pUhTO2TU+L56anqu8X/bLtzWAO6yIdIDR8cpmZSGROQZlnz8I45W2a8DJ2PG37/T1HmhkhwpLmzP5v2/eM1C0+vbioXbjhFMpU3kiQbFdhZu+/r2EvU64sXMFis276nApX/+FLPfK3ToOa5NCOdYpBAfd3fA24hGAXy+9zjMFmubF2l6mNAeFBeKkIB2OHXW/kmtvXRlukhnBii6M1wP0UzutHXrVjz11FPYuXMnysrK8P777+Pmm29utf2WLVswbNiwZveXlZUhMjJSxZ7qx8Mje+Oev4kV9bRYG6JN5mT2UrlXYtT4vnpieq66egt2lPwq3P7WAV05IUqkA46m2JJJaUhE2ldXb8FrX9vPPuCIjGe2YPPDzc/VPd3wpzep8rwP/f07jOoX5dHnYWaLFZ/vOy7cfmJ6nIq9IXKviemxeGKDWIrkzfvsz3nqwelz9Zjx1jfYVlSJWhesu4e3b4c19w5S/4V0gpEmCosMEoycOGs/ckIPE9omowET07sLtbU3aaeHzwtQNgWcHqKZ3KmmpgZJSUlYuXKl1HH79+9HWVmZ7dalSxeVeqg/g+M7o53EL5+mok2YnguAXJQJAOTc2l+lnhCRlgyKC0Vo+3byB2pkiCciZVy17HPVnrv45Bl8WCheENwTfLTrZ5RUil1fyrICmP7WTlWe21W2HzoJs2BdnO6hAfD14RQbeS9fHyN6hIttQq4z6zNFV129BS9s2o/kxRsQO/9T9F38GTYfcM2CCQBsf3SEa15IJziiK6wxckKE3cgInUxoD4oTDPGzN2mnk89LNAWcSDs9RDO50/XXX4/HH38ct9xyi9RxXbp0QWRkpO1mNHKoVorJaMDUa3oIt2+MNtECd6bnyttbIfycapKNMkmN68SLVyKdMBkNuCW5q/RxPMch8h4f7foZFdXKpuW62Ox3C7WzocZJZosVM9/7XtXX+PeeCtTVC646aJBMaq5xg8U2gxJ5spF9o4Tbfn3wFxV7oi119RaMXfU1LlvwbzzznyKcOuf634mX7h6g+8gepXEmQWFKRk7oZUJbqcgJvXxeoingfj511m6bkhM1Qs/laMoLckxycjKioqIwYsQIfP311222ra2tRXV1dZMbtW3miF5SgROrth7UxMWxGtF0ot/tDwuPaeIzWPu1+IUrALwxebBKPSEiLcpIlE9lyXMcIu9gtlgx+x/yCwAmyfZa2lDjrBW5+6X3EyaGy4+Z1yxTJ/2X2piai6i59B5hwm0/21OuYk+0Y8lHe3DZgn/jm5JTbuvDlKviMKq/+IIWieGiiQqUipwQvYjz9Is9pSIn9JKeSzQF3Ed2JjnNFiv+XmA/329UsD8GxYUK948cFxUVhVWrVuFf//oX/vWvfyEmJgZDhw7Frl27Wj0mJycHwcHBtltMTIwLe+yZTEYDZgwTjzbRTGixCtF0oulsTtbU2U0p6QqvfiW+aMIoEyL9Gdi9E2Q22BkNDccQkefbVnQCZskVgP8+fj0OLh2N3pHtpY57YbOG0rc6yGyx4oXNB6WO6RPdERvmDseLdyZLHVdWXeuRac2YmouoOZl01wd/OePRkWb2mC1W9F/8GV7bVuLWfky+MhaPjk50ax+8FUd1FSgVOSFy4ecNF3uikRN22+kkPZdSk5wFxZUor7YfdXPnFZcwxM9FevXqhT/84Q8YOHAg0tPTsWbNGqSnp+PZZ59t9ZisrCxUVVXZbkeOHHFhjz2XbLTJss/ECt6padM+sRRZMtF0Muls7KaUVFldvQUVv4m/N0aZEOnPzsO/QmYe02JtOIaIPN/ij/ZItX/hrhTbJPe/Zw1FWHsf4WOtAJ77z36p19Ma2SiTsEAffPrQ1QCAG5K74tpeghtF/2fue9973EITU3MRNWcyGjC8d4Rw+3US3yNPsuGHMvT48wZUn6t3az+mXBWLhTf0cWsfvBkXTVSgVOSEyIWfN1zsdRFcNLHXTi/puUxGA25KihZqW17Veoou0QnQ2DCxQl+kjkGDBqGoqKjVx/38/BAUFNTkRvbJRpt8/3O1W3fJmC1WvC+4Q082+vDaBLGTXnspJdUmUwC+R3ggd/sR6ZAji7vuXhAmIufV1VtwUDDtMACkxARjzEXXUzsevU7qNV/WSPpWRzgSZbJjQdPPZ82kwQj2F09uVm+xYtuBE1Kv6U5MzUXUuvFpscJtP/7+mHodcZMnPv0Jf3y79WwgrvLS3Sl4dDQXTNTEGQUVKBU58flPYvn/PP5iT3C79zclbaeG0Ut6LgDo1klsIaOthTk9fV6erLCwEFFRzE2pBtlok/n/UrdQZlsKiitRWWO/sGnn9r7y6fREPwQ3BpzJFoBffENfFXtDMlauXInY2Fj4+/sjNTUVBQUFbbZ/7rnn0KtXLwQEBCAmJgazZ8/GuXMefp5DLuNIylpPT3NLRHIbKwDgn1OHNLvPZDTgIYkNNfUWaCN9qwNko0weGtazxcwD3yyQW2ha/MluqfbuxNRcRK0bHN8ZJsF/8ruPVXvsAnNLnvh0D1Z/6d7ome6d/HDwyVEY1V9sMzU5jiO7CpSInFBzV7HWnDgtFvmxNr+k7cFWJ+m5AIUW5nT0ebnL6dOnUVhYiMLCQgBAcXExCgsLUVraUEsmKysLEyZMsLV/7rnn8OGHH6KoqAi7d+/GrFmzsGnTJkybNs0d3fd6JqMBtw4QP9F4/zv3FUMXXRy/KTlaOp2e6Bgs2k4NMpMhRgOQfql4gUJSz7vvvos5c+YgOzsbu3btQlJSEjIzM3H8eMs7N99++23Mnz8f2dnZ2Lt3L1599VW8++67+POf/+zinpOnGhQXipBA+ylMG3UKbMe6baRbZosV+QdP4sPCo8g/eNJjJ7VkN1bcmtL6udLMEb2kXlsL6VtlyUaZGA3AzBGXtfiYr48RI/t2EX4uT6pvwNRcRK0zGQ3ISBD77lus8Kgos7Zs+OEYVn9Z4tY+PP//kvDFIxlMoe8iXDRRgwKRE6ruKtYY0UWfU2fOt1mjQy/puQBlFub09Hm5y7fffouUlBSkpKQAAObMmYOUlBQsWrQIAFBWVmZbQAGAuro6zJ07F/369cM111yD77//Hp9//jmGDx/ulv7rQc6tScJtrQBW5P5Xvc60QTTiSya/rO25BdNuuSs9l+xkyM0OLByROpYvX44pU6Zg0qRJSExMxKpVqxAYGIg1a9a02H7btm0YMmQI7r77bsTGxuK6667DXXfdZTc6hchRnjlFTOS8jbvLMGRpHu5avR0z3ynEXau3Y8jSPGzcXeburkmTjTJZelvr534mowEzhnpO+lZHyEaZTB/acpRJo5V3Xy71+uNflft7uQNTcxHZN0Hi3/3zm9xzDa0ks8WKP779nVteu4OvEWsmXoGDT47CjQO6uaUPesVFExUoETmh5q5irRkUF4qQALFdgW19LiWCeWw9PTIHgCLpdJieS31Dhw6F1Wptdlu7di0AYO3atdiyZYut/bx581BUVISzZ8/i5MmT2Lx5M4YNG+aezuuEr48RPcLaC7d/6Ysi9+zEVDMyTOPpuZScDCHXqaurw86dO5GRkWG7z2g0IiMjA/n5+S0ek56ejp07d9oWSQ4dOoQNGzZg1KhRrb5ObW0tqqurm9xIvwqKK3HqjP1NR43sbcgh8kYbd5fhwTd3oby66TVreXUtHnxzl0ctnMhurEiN62Q3jdKs6+SiTTxhEaCR2WLFy18oE2XSSDat2Y7iXzW/0MTUXET2DY7vDNGpyJ2lpzw2mrHR8Kc3uey1TIaGaOg7r4jB3sdGYvdj1+Pa3l08fu7XE/m4uwPeSDZyIq1H52aPqbmrWGtMRgMmpnfHirzWi103am2ns9lixd8LSlt87EJRwf4eH5kDAMerxRbV2mzH9FxEAIDFN/bB+DViO9nrLQ3hxVf1Cle5V02pGRmm5fRcakyGkGucOHECZrMZERFNz1MiIiKwb9++Fo+5++67ceLECVx55ZWwWq2or6/Hgw8+2GZ6rpycHCxZskTRvpPnYiF4oraZLVbMX/9jm23mr/8RIxIjPWJyJmu9XL25NyYPttvGZDTgtgHR+NcuseLFjYsAnnD+sf3QSZyXWK+wF2XSaOaIXnheIuXX/H99j+V3pIh3xMXeyC8RbsvUXKRXJqMBl3cPQUHJKbttG1N0ufoaWikf7foZJZWOny/6GIGrLg3HC3cNQAd/TsN7Eu3/snsgRSIndDahPSiu+cJRi1o5Zysormy2W6old15xiUdcANjTVoH3C31d1HruSKbnImqQ3jMMJolhwR1FLNWMDNNyei41JkNIu7Zs2YInn3wSL730Enbt2oX169fj008/xV/+8pdWj8nKykJVVZXtduTIERf2mLSGheCJ2rb94Em70Vinzpz3iALnZosV7wsubAByGytk0rcCQNb6H6Tau8tTG8VrsIhEmTQyGQ24NVm8TuAHhe6rE2iP2WJF3t4K4fZMzUV6NuNasTEC8NwUXWaLFQ+9J3dN2uiK2GD89/HrUfTkaLw2aRAXTDwQF01U0Bg5IaK1SSi9TWg7GzkhukswNixQuE9aJloI/vO9x1s9IWV6LqIGJqMB0yTyV7uliKUG0nO1VYdLDWaLFetVmgwh9YWFhcFkMqGiounEQ0VFBSIjI1s8ZuHChRg/fjzuv/9+9OvXD7fccguefPJJ5OTkwGJp+Tvn5+eHoKCgJjfSL9lC8N4SgUwk6ssisToNnlDgfFvRCcicjclsrPD1MSI1tpNw+w81vAjQqK7egsKfxVNYikaZNFp6u/hCk5YLQ8tE4/QID+S5J+laes8w4UnlXUc8M0XX7S9/JX2MyQD89/Hr8Y8Hr+QY4eH411OJs5ETepvQFo2caK2d3j6vyCDBFHBn28jVrbNoJqK2zBzRS6pkh6vzVx8XTI0l2u5CStThUoNsoVJGmWiLr68vBg4ciLy8PNt9FosFeXl5SEtLa/GYM2fOwGhsempqMpkAAFYrf4xIeQtHJ3pFBDKRqB8FJ809ocD5ko/3CLdN6hYkPXH1xv3i5xX1Fqvmo3PWbSsRbmuAeJRJI9mFJndEbovYdlB8MSezT8ubQIj0wmQ04PLYEKG2Zgs0P05e7JPCo/juiFy9xGB/Iw7mjOZiiZfgX1ElTtec0NmEtmjkRKvtdPZ5KZECbtM+sbBjb4lmImqLyWjADA0XsawUXNgQbXch2TpcrmC2WPGCRG5sRyZDSH1z5szB6tWrsW7dOuzduxdTp05FTU0NJk2aBACYMGECsrKybO3HjBmDl19+Ge+88w6Ki4uRm5uLhQsXYsyYMbbFE6K2yBaC79TeV8XeEGlPoJ/4WKrllFN19RYU/VIj3H5eZm/p1/D1MSK5m3j0otajc97cXiLc9tYBXR1aUJZZaHJL5LaAjbvLhNsO6eGZ9RmIlCSTomtdfrGKPVGW2WLFQ+8USh3jZwK+X3y9Oh0it+AMg0qcjZzQW3quLoKLJq2109vn5WwKOLPFivcLjwodz1zfpBczR/SSau/KaJOffz0j1C7UgQlARepwKUw2ysSRyRBS3x133IGnn34aixYtQnJyMgoLC7Fx40ZbcfjS0lKUlf0+ObFgwQLMnTsXCxYsQGJiIiZPnozMzEz83//9n7veAnkY2TGKReBJbwbFCmZDgLZTTsnUPPM1GTC4h/j7vtDDI8XPL7QcnVNXb8HhyrPC7XNu7e/Q6/j6GNEzvL1w+9e+PuTQ66ilrt6Cg7+InXM78++KyJvIpOjatO8Xzf6uXGxF7n6pFJAA8OMSLph4Gy6aqMTZyAm9pZtyNqe+7j4vOJcCrqC4EpU19ndidm7vy1zfpBuyRSxdFW1itljx4fditT0igwOkn1+JOlxKko0y4UWrtk2fPh2HDx9GbW0tduzYgdTUVNtjW7Zswdq1a23/7+Pjg+zsbBQVFeHs2bMoLS3FypUrERIS4vqOk0eS3ejBjSGkNxPTY4XbajXllNlixYffidc8e/DqHg6n4Rsc3xk+EodqNTpHZpGpe2iAU9G72WP6CLdd85W2dp3LpDAbltCF6R2J0HAt2VcwKk+rvysXM1useF7iehQA7hsSy8wHXki1v+gTTzyB9PR0BAYGCl/sWq1WLFq0CFFRUQgICEBGRgYOHDigVhdV5WzkhN7STTmdU19nnxfgXAo40Z2VNyVH82SQdEWmiCXgmmgTVyxyOluHS0myUSbOTIYQkXcZFBeKqGCxhRAWgSc9kk05JVo43pW2HzqJesETBUdqc1zIZDTgphTxDTVajM6RXWQaN1hsI01r0nuGCbet+K1OU9E5H/8glokBACYMjlWvI0QeZkz/rsJtX5dIFegu097+Vqp9SIAPFkksGJPnUG3RpK6uDmPHjsXUqVOFj1m2bBmef/55rFq1Cjt27ED79u2RmZmJc+c8MHTeycgJvdWbcDanvt7ScwHOpYATjbgZ3jtCqk9Enk62iKUrok1cscgpunAt2s5RZosVL38hvqvHaHBuMoSIvIvJaMCNSVFCbW9MiuKCK+mSTMqpjwrF6zu4yuvbxKMTRiQ6Hw2Qc6v4hhot7qKWWWQCgInpcU69nslowBXdQ4TbayU6x2yxYvfPYgWffYyMcia6kEwU4+Z9xzW3uHyhunoLNu6W2zBQ8OgIlXpD7qbaosmSJUswe/Zs9OvXT6i91WrFc889hwULFuCmm25C//798frrr+PYsWP44IMP1OqmapyJnNBjvYlBcaEI9vcRalte1Twfqx7TczmVAk6HkTlEomSKWALqX+y5YpFTNO2W2um5th86ifMSa1DTh/bkpCcR2ZgtVnz0vdgk70ffl2n6op1ILYPjOwtPAhyrOqepSACzxYrcn8QnsyamObcAAMhH52it0LHMIlNStyBF0ss8NFx8Q4tWonO2FZ0Qrl9wbUI4zz+JLuDrY0SP8EChtnVm7S0uX2j83+QySYzqG8m0XF5MM3/Z4uJilJeXIyMjw3ZfcHAwUlNTkZ+f3+pxtbW1qK6ubnLTAmciJ/RYb8JkNGBEotiEX4sRFjpcBHAmBZweI3OIRMlGm6zfdVTdiz1XjG+i130qXx8+tXGvcFtGmRDRxQqKK1FWJRadV1Z1rsXoZSJvZzIacHlsiHB7rUQCAHIT20pGA8hE53y+Vzu7qM0WKz7fJ77INC9T/H22RaYwtFaic17Y9F/htkosxhF5m5F9xSJ9Ae2m6Kqrt2BHya/C7Q0AXrh7gHodIrfTzKJJeXk5ACAiounEeUREhO2xluTk5CA4ONh2i4mJUbWfopyJnNBrvYkhl4YLtWspckJv6cwAODXJqcfIHCIZMtEmVgArcsUvtGQdF4xcFG3X4rFO1EhSSl29BYWCaREARpkQUXOi59COtifyFjOu9bxIAABY8vEe4bZKXivLFIS3WIFtB04o8rrO2n7oJMyCq0xKLjI1bIjsItze3dE5ZosV3x4+JdTWZARTcxG1IL2HeD0jrabomv/P76XaP3dnMq9HvZzUosn8+fNhMBjavO3bt0+tvrYoKysLVVVVttuRI0dc+vqtcSZyQq/1JhyNnNBjOjPAyUlOHUbmEMmQTcXw4pYi1U78KgUXQ0TbtXisEzWSlCJzkupsYVci8k6y53nedF5IJMMTIwHq6i0o+qVGuH3Orf0Ve23ZgvDPS0QtqEkmNZfSGzInSNRGcXd0zvZDJyH68gNiQjhJStSCwfGd0U7wh0WLKbrMFivWFx4Tbh8V5Iebkruq2CPSAqlFk7lz52Lv3r1t3uLj4x3qSGRkJACgoqJpxEBFRYXtsZb4+fkhKCioyU0rHI6c0OuEtoORE3pMZwaIT15+XdR8pxPTcxHZJ5OKwWJVL9oktL2vou1aPFZw0frnU81rSilB9iT11gFdecFKRM0MigtFVLD9hRADgKhgf686LySS4WmRAACQtV58c0WP8EDFc8zLFITfWXrK7buoZeu/KLnIBHhWdM62g+Kv/ZBElBbJycnJwRVXXIGOHTuiS5cuuPnmm7F//353d4sEmYwGqY3dXx/8RcXeyFuRK/dv7Yt516rUE9ISqTOJ8PBwJCQktHnz9XVs0iYuLg6RkZHIy8uz3VddXY0dO3YgLS3Noed0N0cjJ/Q6oe1o5ES54HE3elk6M9FJzpZ27jA9F5F9MrtlAOClL9SJNukSJLYTWrRdSyIFj/1IpRQdsiepSl/YE5F3MBkNyB6TKLQPJ3tMoledFxLJkokE2LTvF7cuApgtVnz4nfjmisU39FW8D74+RvQMby/U1t2LAIBc/ZfuoQGKLzJ5UnROwSGxHe8+RiD9UvEURCTniy++wLRp07B9+3bk5ubi/PnzuO6661BTIx5hRu41Pi1WuK2W6sqZLVas3HJQuH1qXCcWf9cJ1f7KpaWlKCwsRGlpKcxmMwoLC1FYWIjTp0/b2iQkJOD9998HABgMBsyaNQuPP/44PvroI/z444+YMGECoqOjcfPNN6vVTXU5GDmh1wltRyMnRFPSdAsJkO6TlolOcp46e775D5Jeo5mIJJiMBky9podw+3qLOhfIBcWCoctOfF8HxYUitH07u+1O1tQpfoIre5Kqxu5RIvIeI/tG4eVxA1qNOIkK9sfL4wZIFSwl8kYykQDuTtG1/dBJ1Aue5xgN6k1sZ4/pI9x28Se7VemDKJn6L+MGd1elD54QnWO2WLGz9JRQ257hHbjYrqKNGzfi3nvvRZ8+fZCUlIS1a9eitLQUO3fudHfXSNDg+M4wCX5FdmkgIq/RtqITMEt05Y3J4vVPybOpNuuwaNEipKSkIDs7G6dPn0ZKSgpSUlLw7bff2trs378fVVVVtv+fN28eZsyYgQceeABXXHEFTp8+jY0bN8Lf3zPzDTtcc0KnE9qORk64InWNFg2KC0VIgP1JTqB5odNN+ypaadmUt0UzEcmaOaKX8Po3AKxQeJec2WLFum2Hhdo68301GQ24KUlsN2B5lbIpumRPUtXYPUpE3mVk3ygsHJ2IDn4+zR47U1fvhh4RaY9sJIA7U3R9LbEpJaN3F9UmtmVqwRz85Qzq6kVjPZQlW/9lokTUkQxPiM6RqWcSExqobmeoica5wtDQllNp1tbWorq6usmN3MtkNKBPV7GSCVqIyGsks8jMDXz6otpfeu3atbBarc1uQ4cOtbWxWq249957bf9vMBjw2GOPoby8HOfOncPnn3+Oyy7z3JyRjhbW1Wt6LkcjJ1yRukaLTEYDJqaL7QoKa//7gpTZYsX7hUeFjmOBVNI7k9GAGcPEo02+PazsjpmC4kqcOmu/ZhPg/Pe1WyexC0Gli8HLnKQyLQIRidi4uwx/fHsXTtc2XyCpOluPB9/chY27y9zQMyL7Vq5cidjYWPj7+yM1NRUFBQWqvZZMJIA7i3Vv2lcu3HZimjoLAEDDeeHlsSHC7ddJFGJXkrvrv1xI69E5b+SXCLdlHSzXsVgsmDVrFoYMGYK+fVveMJWTk4Pg4GDbLSYmxsW9pJaM6S9eHN2dafkayS4ycwOfvnB5TEUhgWKRDRe302t6LocjJ3QamQMAg+I6izW8YLNVQXElKmvsT8J2bu/LE0MiNESbyFCyILxozaaQgHZOf18d/c1yhuxJ6h+v6cm0CETUJrPFisUf2V+MXfLxT5pJC0HU6N1338WcOXOQnZ2NXbt2ISkpCZmZmTh+XLygtwxfHyO6h4qlMHbXrmCzxYr9FWLnCiYjMLiH4PWRg2ZIFAL/+HvxOixK0UL9lwtpOTrHbLEib69YBgZAvYgcam7atGnYvXs33nnnnVbbZGVloaqqynY7cuSIC3tIrZmYHivc1l1p+S609mvxxW1u4NMfLpqo6NQZsd24F7dzRf56LXI0ckKvkTmAYyngLk7V1ZqbkqM5OUmEhrHp1mTx9BUvblGuILxozSYlUlE4+pvljPF/2y7c1mgAZo7w3OhTInKNguJKlFfbHzvLqs5pqggpEQAsX74cU6ZMwaRJk5CYmIhVq1YhMDAQa9asUe01xw2OFW7rjkiAbUUnhC97B8SEqH79kt4zTDh1655j1S6fENRK/ZdGstE5Wet/UK8zF9l+6CTOC67RMCWP60yfPh2ffPIJNm/ejG7durXazs/PD0FBQU1u5H6ekJbvQq9+Jb5owg18+sNRX0WiNTp+PvV7fnhX5a/XKkciJ/QamQM4lgJO9HMY3jvCoT4ReaOlt4unr7BYlYs2Ea3FNKSn8xe8or9Zou3sqau3YEfJr8Ltpw/lSSoR2Se6OUS2LZHa6urqsHPnTmRkZNjuMxqNyMjIQH5+vmqvK7Mr2B11OmTSeD4kEQXiKJPRgH6COfvNVmD7QcENkQqRSTelZv2XC8lE53xYeMxlC00yn1Vmn0j1OkIAGtL3T58+He+//z42bdqEuDhG9ngqrafla1RXb0HFb+LzqtzApz9cNFGRaI2Ojy44MXBl/notciRyQs/puRxKp6Pjz4vIUTI7ZgDlok1cWbOpi+BiiGg7e2SiTAzgSSoRiZE5P/bGc2nyXCdOnIDZbEZERNONSxERESgvb17TQ6kiyLLnOK6s0yGTxtMVURONxiSJ5+xfl++6z0s63ZSK9V8uJJOiq95idclCk+xnNaRHuIq9IaAhJdebb76Jt99+Gx07dkR5eTnKy8tx9uxZ+weTpmg5Ld+FZOo/Xd5d/UhG0h4umqhoUFwoQtvbr9FxsqbOlh5AdMdbSKDz+eu1yJHIiU37xE52vDEyRzRNTv7B30Mejwum+xFtR6QXMjtmFIs2ceUip+A54DclzqezkY0yuSWF6QKJSMyguFBEBtlf3I0K9vfKc2nSDyWLIMuc47y5XSwrghLWbSsRbjvwEtdNaMlE53y+97jLIidk0k35mgyq139pZDIaMCKxi3D717eXqNeZ/9HqZ6VnL7/8MqqqqjB06FBERUXZbu+++667u0aStJyWr5Fs/aeZLohkJO3hoomKTEYDbkoSy4NfXtWwei6aOunetFivnECSjZwwW6x4v/Co0DHeuJtQNE3OhSfrojUSRNsR6UV6zzCYJIbdl75wPtrElYucJwSfY21+idPvSybKBACW3iaeHo2I9M1kNGDxjfYngLPHJHrluTR5rrCwMJhMJlRUNN0QVlFRgcjI5qmBlCyCLLMr+HDlWZftCn5TYvLcFam5Gvn6GNE9NECorStz9r8uEQU0LME1qbkaTZAoor55n/oLTTKpuVz9WemV1Wpt8Xbvvfe6u2vkAK2m5WuktfpPpE1cNFFZt06BQu1skROCX9orYr1zZ5xs5ERBcSUqa+ynM+vc3tcrdxOKpoA7dfa8LZpJtEaCaDsivTAZDZg2tIdw+3qL8xfJXx/4RaidEoucogvLp86cd6p4smyUSWpcJxbeJCIpI/tGYdW4AQgJbB7x3SmwHVaNG4CRfaPc0DOi1vn6+mLgwIHIy8uz3WexWJCXl4e0tLRm7ZUsgiwbCeCKXcF19RYcrhRLy+OOCa1xg2OF27oiZ7/ZYsXn+44Lt58g0X8lDI7vjHaCp3N1ZnVTdMmm5nL1Z0XkDbSYlu9CMovMrqr/RNrDWQiVyUZO6D11kmzkRLlgDZQbk70ztcuguFCEBNhPAQf8nvrNlTUSiLzNzBG9RLNYAXDuItlssSL3J7ELOiUWOQfFhSLY30eobWN0pCNkcscCwBuTBzv8WkSkXyP7RmHnghF4a3Iqpg/rgenDeuKt+1Px7YIRXDAhzZozZw5Wr16NdevWYe/evZg6dSpqamowadIk1V9bJhLAFbuCZc4X3DGhJZOiyxU5+7cfOgmz4Ev4GF2fbspkNGB47wj7Df9HzVowTM1FpD7ZxXhX13/K/Ul8kdlV9Z9Ie7hoojLRyInGdnpPnSQbOSH6OXQLEQuf9jQmowET07sLtQ1r37AgVVAsuILPQvBEzZiMBswYJh5t4sxFckFxJarO1Qu1jQx2foxrOLEVu5gVrT91MbPFivW7xHPHMsqEiJxhMhow5NIw/CkzAX/K7IUhPcO8chMNeY877rgDTz/9NBYtWoTk5GQUFhZi48aNzYrDq2FwfGeYBH9y1d4VLJtr3h0TWr4+RvQMby/cfp3ErmZHyOyavslNGwrHp8UKt1WzFgxTcxG5hsxivCvrP20rOgHRK3R3LDKTdnAmQmWykSZ6T50ku9NZ9vP1RoPiBAdwQ8MFyLptYsUbT9R458IckbNko03GvypXv6ORaCRdSEA7xdIPpvUQS23h6Ji6Ine/1Hoso0yIyBlmixVfHziBpz/bh6c/24+vi064PGc2kazp06fj8OHDqK2txY4dO5CamuqS1zUZDchI0MauYJlc8+6c0MoeY79+UqM3t4tdgzlCdtd0zq39VetLWwbHd4aP4Em0WrVgmJqLyHW08J1vyZKP9wi3ddciM2kDF01UJlujQ++pk2R3OstG8nij44ITq8erz6GguBKnztqvAQOI1zcg0hvZaJMdxb86FG0iGkmnZEoKNcdUs8WKlVsOCrdP6hbEKBMictjG3WUY+Hgu7nl1B17cfBAvbi7CPX/bgYGP52Lj7jJ3d49Ik7SyK1gmauLahHC3TWjJ5Ow/XHlWtRRdMrumu4cGuO38ymQ04KaUaOH2atSCYWouItfRwnf+YnX1FhT9UiPc3l2LzKQNnI1QmWyNDqZOktvprPfIHEA8TU5lTZ1bdq7r2datWzFmzBhER0fDYDDggw8+sHvMli1bMGDAAPj5+aFnz55Yu3at6v0keTNH9JJq70i0iWg0h+iYqeRrOhJpsq3oBMwSv13zMntLvwZpz8qVKxEbGwt/f3+kpqaioKCg1bZDhw6FwWBodhs9erQLe0zeYOPuMjz45i6cOtN8o8ipM+fx4Ju7uHBC1AIt7Ar2pFzzsjn7s9b/oEo/Xtj0X+G24waLpXZWS86tScJt1agFw9RcRK7l7u/8xWTqZfUID+QmPp3jX19lMjU6th88ydRJkNvprPfIHEBuktMdO9f1rKamBklJSVi5cqVQ++LiYowePRrDhg1DYWEhZs2ahfvvvx+fffaZyj0lWSajAbcmi++acSTaxB2RdLLRkTIWfyQeBs2dfd7h3XffxZw5c5CdnY1du3YhKSkJmZmZOH685cmw9evXo6yszHbbvXs3TCYTxo4d6+KekyczW6xC482Sj39iqi6ii2hhV7Cn5ZqXic75sPCY4uOO2WLFtyWnhNtPlOivGtxZC4apuYhcT/Y7P/9f4osasmTrZS2+oa9qfSHPwEUTlcnU6Nh28ARTJ0Fyp7PoOacXXxPLTHKKRtwM6ancznU9u/766/H444/jlltuEWq/atUqxMXF4ZlnnkHv3r0xffp03H777Xj22WdV7ik5Yunt4rtmAPlok9JKsbBhJWs2iUZHbthdLnXRX1dvwcET4mHQD17dgwu3XmD58uWYMmUKJk2ahMTERKxatQqBgYFYs2ZNi+1DQ0MRGRlpu+Xm5iIwMJCLJiSloLgS5dX2N4mUVTWkLSWipty9K9jTcs0Pju8Mk+CsSr3Fiu0HBTNLCNp+6KTwIlN0sL8mdk3L1IL5+HvxCU57mJqLyD1kvvPvf6f84nIjmXpZRgOQfinnxfTO/b+YXk6mRsfRU2eF2nl76iSZRYDjgpETou08kUwKuDDBtt4cmaNl+fn5yMjIaHJfZmYm8vPzWz2mtrYW1dXVTW7kGr4+RqTGdhJuLxNtYrZYsf67o0JtlYw0EY2OPFNnlrron/9P8R1DBgAzR1wm3J60qa6uDjt37mwyphmNRmRkZLQ5pl3o1VdfxZ133on27cV3pxEd/00sFalsWyK9cGckgCfmmjcZDchIEE/RtS5fuc8LkKv/cmNylKKv7aj0nmEQXerafbRasQlUmc+KqbmIlCPznbcCWJErnnJQhkx6PmZfIYCLJi4hmm9e9FzA27+8MosAXx34RaitaFoqTySTAm5fueCEuhdH5mhZeXk5IiKaLrJGRESguroaZ8+2vKiak5OD4OBg2y0mJsYVXaX/eeP+wVLtRXNZFxRX4rdzZqG2StZsGhQXiva+JqG2+YfEUnSZLVasLxTfJXhLivt3jZLzTpw4AbPZ3OKYVl5ebvf4goIC7N69G/fff3+b7bhwTBeTicb25shtIme4KxLAU3PNy6Toyv3puGKLALL1X67qKb64oyaT0YB+XYOE2lqgTO0cs8WKz/eJf1ZMzUWkHJPRgFskUlu/uKVIlVSGMun53Fkvi7RDG2cZXk50F7BRcKba21MnySwC/FuwiKc3F4KXSQFXIpgex5sjc7xNVlYWqqqqbLcjR464u0u6Ihtt8v53R4VOAMurxXc/RwYHCLe1x2Q04CrBMGTR89gVuful+rD0Nrm0Z+SdXn31VfTr1w+DBg1qsx0Xjulig+JCERlkfwNOVLC/V0duEznDHZEAnpxrfnB8Z/gIfmBK7qL2tPovFxqT1FW4rRK1c7YfOgmz4Ieltc+KyBvIpLa2WJWPNmF6PnIEF01cQDTfvOjEl7enTpJZBDhTJzbqKTmpqDUyKeB+PFol1M6bI3O0LDIyEhUVTXc/VFRUICgoCAEBLf8b9vPzQ1BQUJMbuZZMtInFKrZbTvQ7GOTvo/ik38DuYs/XSeC3zWyx4oXNB4VfOzWuk2Z2jZJzwsLCYDKZWhzTIiMj2zy2pqYG77zzDiZPnmz3dbhwTBczGQ1YfKP9XfLZYxIZ1UbUCndEAnhyrnmT0YCbUsR3Ua/aelCRhSZPq/9yoYnpscJtlaid89TGvcJttfZZEXkD2dSPSo2TjWRSczE9HzXizIQLiEaa7DkmNqHt7amTZBYBRHh7DRhAPAXcfytOC7Xz5sgcLUtLS0NeXl6T+3Jzc5GWluamHpEIXx8jkruJL1aJ7JYTXWy/JaWr4id0ot//n389Y7fNitz9Uj9Zb0yWS3dG2uXr64uBAwc2GdMsFgvy8vLsjmn/+Mc/UFtbi3Hjxtl9HS4cU0tG9o3CqnEDEBLYrtljnQLbYdW4ARjZVxu5/Ym0ytWRADKT2lpMV51zq/gu6jqz8wXhPbH+y4VkJ1Dn/0s8ddvF6uotKPxZPH2n1j4rIm8hk/pRiXGykWxqLqbno0aqLZo88cQTSE9PR2BgIEJCQoSOuffee2EwGJrcRo4cqVYXXUa0Rsc2wQFBD6mTRBcBRGjxpFpplTVi/ybOCe7Q8ebIHFc6ffo0CgsLUVhYCAAoLi5GYWEhSktLATTskJ4wYYKt/YMPPohDhw5h3rx52LdvH1566SW89957mD17tju6TxIeHtlbuK3IbrnKGrHF9m6dAoVfV5ToQr+9VGOyUSZayk1OypgzZw5Wr16NdevWYe/evZg6dSpqamowadIkAMCECROQlZXV7LhXX30VN998Mzp3Zlg8OW5k3yjsXDACb01OxfRhPTB9WE+8dX8qvl0wggsmRAJcGQkgO6mtxVzzsosAzhaEn/9Pz6z/ciGZCdT3vzvm8K5zmVo53UMDNPlZEXmD9J5hMElMzTk7TjZiai5ylGq/BnV1dRg7diymTp0qddzIkSNRVlZmu/39739XqYeuI1qjwyx4DqCH1Emik3YilFyA0apTZ88r9lx6iMxxlW+//RYpKSlISUkB0DCBmJKSgkWLFgEAysrKbAsoABAXF4dPP/0Uubm5SEpKwjPPPIO//e1vyMzMdEv/Sdzg+M5SJ4DjX93e5uM7D1cKPc+vCo6VjUQX+qvP1aOguPV+ykaZaCk3OSnjjjvuwNNPP41FixYhOTkZhYWF2Lhxo604fGlpKcrKmtYm279/P7766iuh1FxE9piMBgy5NAx/ykzAnzJ7YUjPMK/fSEOkFFdGAqzbViLcVsv1JmQWAZwpCG+2WLG+0DPrv1xIpnaOo7VgZGvljBvcXfo1iEiMyWjAtKE9hNv/x4lx8kJMzUWOEisc4YAlS5YAANauXSt1nJ+fn91c155mUFwo2vuaUFNnVuT59JA6STQ1jQglF2C0yiB8ummfHiJzXGXo0KGwWlv/kW9pfBw6dCi+++47FXtFajAZDbgpKVr4AnZH8a+oq7e0uJPNbLFi8/5fhJ5Hja+q6EI/AJRXnW3xftkoEx+jtnKTk3KmT5+O6dOnt/jYli1bmt3Xq1evNsdNIiJynewxfTB+TYFQ2/e/O4anxiY7dB3x5vYS4bZarjeR3jMMRkCoOHvjIsCczF7Sr7Mid79wW63Vf7mQyWjALcni58+rth7EzBGXSf39ZWrlAMDEdO1FMRF5k5kjeuF5ievE6W/txMvjL3f49Ziai5yhubjDLVu2oEuXLujVqxemTp2KkyfbTllVW1uL6urqJjetMRkNuErBExU9pE5ScqFDyQUYrUpTcLeVHiJziNSw9HbxXNZA69Em2w+dRK1giou0eOW/r4PiQtHBT+z04EQrkY+yUSZ/vKanZidAiIiI9MoVkQB19RYcrmx5E0ZLtFxvwmQ04JYB4gXhX/qiSHoXtdlixcot4hOON2t4kQmQO392pMbB69vE0/skdQtiai4ilZmMBgyKDRFu/+89FU6lf2RqLnKGpn4RRo4ciddffx15eXn461//ii+++ALXX389zObWIzRycnIQHBxsu8XExLiwx+IGdlcm3VGQv48uUieJpocRoYdIk8HxnRHQTpmvsx4+LyI1+PoYkRrbSbh9Y7TJxbYdPCF0vL+PUZWTOpPRgCGCi6eVLYwXslEmRgMwc8Rlwu2JiIjINRojAUS9uEV+EcDb6k3IFISvtwDbDoid9zXaVnRCOK03ACy9TW5Tj6vJpoFb9tle4bZmixWf/XRcuP28TPEahUTkuBnXyl37jX5+q8OvJXptDTA1FzUndcYxf/78ZoXaL77t27fP4c7ceeeduPHGG9GvXz/cfPPN+OSTT/DNN9+0mL6hUVZWFqqqqmy3I0eOOPz6alIqpdYtKV118SWWSQ9jjx7SmZmMBozqq0xaOz1E5hCp5Y37B0u1byna5OivYrst+3cLVu33IMBXLHvnzpJfm90nG2UyfSijTIiIiLRKJhLAYpWLNjFbrFi/y7vqTcguAqzYJBeds+TjPcJttVoA/mIytWC+/7laeNe5TBozkxHcYU7kIrIF4Q8cr8HH34v/Vlxo4+4y+43+h6m56GJSv6Bz587F3r1727zFx8cr1rn4+HiEhYWhqKio1TZ+fn4ICgpqctMipXbvXxIaqMjzaJ1Mehh79JDODAAiQ5R5n4w0IXKcEtEmUSFii8YDJV5HVtdOYuPJDz9XNdlRyigTIiIi7yK7CCATbSK70cJT6k3ILAJ8e/iU8OdVV29B0S81ws+t1QLwF2usBSOqtRS3F5I9Jx0QE8JNPEQuYjIa8OxYuSi4h/7+nXQkY129BQd/OSPUlqm5qCVSs9Lh4eFISEho8+brq9wu9Z9//hknT55EVFSUYs/pLkqlm9JLFIDJaMCVPcOdfp4OfvpIZwYAStXN1UNkDpGanI02qWiluPrFQgLU+66mC6bnOldvaZJbmlEmRERE3kdmEUA02kR2UtuT6k3I1IIBxKNzRq/4Qvg5fYzaLQB/MdlaMK2luL2Q7DnpQ5LpgojIOTcO6IaIoHbC7a0Axr68Teo11m0rEW7L1FzUEtXOOkpLS1FYWIjS0lKYzWYUFhaisLAQp0+ftrVJSEjA+++/DwA4ffo0Hn74YWzfvh0lJSXIy8vDTTfdhJ49eyIzM1OtbrqMUumm9BQFEB/ewennuPLSzroZ+DoptKCml8gcIrU4E21itljxyQ9iIcRVZ8871D8Rg+M7w1cwZvrrg78AYJQJERGRt5JNpSISbSI7qe1J9SZka8E8v9n+5/VJ4VEcENwxDQB/vMazNqbI1IIBgGuWbWr1MdlzUk9aYCLyJl/Oy5Bqv+vIKak0XR//cFS4LVNzUUtUWzRZtGgRUlJSkJ2djdOnTyMlJQUpKSn49ttvbW3279+PqqoqAIDJZMIPP/yAG2+8EZdddhkmT56MgQMH4ssvv4Sfn3JFwd1FqXRTeooCCA4QX3VuTUqMeulrtCaso/PfkyB//UTmEKnJ0WiT7YdOos4sdoya18EmowFJ3YKF2n5TXAmAUSZERETeymQ0YNrQHsLt7UWbmC1WPC8xqe2JaVNkasEAwPS3drb6mNlixUPvFAo/lwGetzFFdtNRWXUtPixseUJU9pzU0xaYiLyF7PceAGYIpukyW6zYc7Ra6Dl9jJ73G0Ouodqiydq1a2G1Wpvdhg4damtjtVpx7733AgACAgLw2Wef4fjx46irq0NJSQleeeUVREREqNVFlzIZDRgimO6kLXqKAqg+5/wuajV3YmuNEtFMaT30E5lDpCZHo022HTwhfExavLo74rp2Equh9f3PVairtzDKhIiIyIvNHNFLKuVUW9ETt7/8ldRrP3h1D4+7RpGtBfPvPRWtppxakbsfYqXPG9ySEu1xnxcgv+lo9ruFzf6NyS7I8ZyUyL1kv/cA0HvBBrttth86CbPg6mlyTLBHjpmkPs9ICuolAnx9nDpeb1EABqnT8pbpadwbFBeKQF/nvtIB7UwK9YaIZE8Ar1m2CQX/i9qwxxU7LkWLwdeZrZj3z+8ZZUJEROTFTEYDZgwTjzYBWs4//0nhUXx3RGz3L+DZk9oytWAA4IrH/9PsPtlFAABYeptclItWyG46aimiafhTraftagnPSYncy9fHiFF95TbL11mA5MUb22wjsxlRT/OsJIeLJi4kOgHVGr1FAaQpMCGo9k5sLTEZDRjZx7nIrOgQZWrvEJFjaQa+LflVqG1SN/V3w4gWgweADwrFc8t68uQHERGRnslGm1ycf95ssWK6RJopwLMntWVrwVSdM+O+tQVN7pONykmN6wRfH8+d5pHddPT85iJbhM6kNTtQ8us54WN5TkqkDS/cPVB6y/Spc2b0Wbih1YjGjbvF6oQCwJAe4ZKvTnrhub+mHkhmAqoleosCGBzfGX4+jp8g+/sYdZeXMCpELJ1Oa/hjQaQs2Qs/0WiNK1ywG2ZwfGc4MQS3ypMnP4iIiPTMkWiTC/PPpz6RK3Wsp09qm4wGPDtWLupj075f8OF3DbU6PtolF5UDAG9Mlk91oyW+PkaM7NtF6pjLFvwbI5dvxub/iu8sB3hOSqQVJqMBL9yZLH1czXkrevx5A57asLfJ4kldvQUHfzkj9ByeWDOLXIeLJi40OL4zfJ1Y99BbFIDJaMDQyxyfxO/vgp3YWuNMSjM9LjIRqc2R4nYiXLHAaTIakNJd2b57YmFSIiIi+p1stAkA9PrzBgxYshEnauTqTT57R7LHX8/dOKAbIoLaSR0z891CzP9nIR56r1DquFF9Iz06yqTRyrsvlz5m33GxCdJGnr4gR+Rtbkjuimt7OTYftXLrIfT48wb0enQDJr1WgFe2iqc0HJbQxeN/Z0g9nv+L6kFMRgOSYhyfgNJjFIAzdWCigvW1yAQ4l9JMj4tMRK7gSHG7tpiMcNkCp9L5XT21MCkReaa6egte/fIQFn24G69+eajVIstEJM6RaJN6AJVnzVLHRAX54abkrlLHaNWX8zKkj3nn26PSx7xw9wDpY7TIZDTg1uRoVV/DGxbkvNXKlSsRGxsLf39/pKamoqCgwP5B5BXWTBqMrpKLzBeqNVuxef8vePo//7Xf+H8mDI51+PXI+3HRxMU6Bfo6dJxeQ8acqQPjbA0ZTzQ4vrNU3twL6XGRicgVHEkz0JYBMSEuu8hzNq3kxTy1MCkReZ6cDT8hYeG/8ZdP9+L1/MP4y6d7kbDw38jZ8JO7u0bk8WaO6KX6RMIX865V+RVcR+lzwZbMGNrDqxYBlt6u3jmjNy3IeZt3330Xc+bMQXZ2Nnbt2oWkpCRkZmbi+PHj7u4aucjXf74O7Vw0U+1j1Oc8K4njoomLXRHr2K7d+LD2XnUSJMqZCTs9RuaYjAb06Rrk0LF6XGQichVH0gy05qFrXZdKYHB8Z8VOFLwlZQQRaV/Ohp/wf1uLcXFtUIsV+L+txVw4IXKSyWjA8w7knxfljecMSp4LXsxoAGZd10u153cHXx8jJg25RJXn9qYFOW+zfPlyTJkyBZMmTUJiYiJWrVqFwMBArFmzxt1dIxfa89j1LnmdaxPCdTnPSuK860zEA0xMj3XouJhQ5wp8e6rB8Z1hcuBfqSvT12jNmP6O7ZrR4yITkauYjAY8//+c3zFnNADplyob/dEWk9GAy2NDnH4eo8F7UkYQkbbV1Vuw+sviNtus/rKYqbqInHRDclekxDi2WastJi89ZzAZDXhRpYWmFXemeOXEX/aYfuga7HiqnpZMvjLO6xbkvEVdXR127tyJjIzf09kZjUZkZGQgPz/fjT0jV/P1MWLKVbGqv87EtDjVX4M8G38tXMzXx4ie4e2lj1M6r7ynMBkNyEiQD2V2ZfoarXFkYc5k0O8iE5Gr3DigGyI6Onfhd3Oy62uCzFAgssVbL+aJSHveyC9pFmFyMYu1oR0ROeefU69U/DlfuGuA154zOFPouDXXJoRjTJK69T/c6eus6xDgeJnTJvp2DcLCGxKVeTJS3IkTJ2A2mxEREdHk/oiICJSXlzdrX1tbi+rq6iY38h6Pju6DjN7qbezV80ZrEsdFEzfIHtNH+piJ6fpdAZ3gwHt3ZfoarfH1MaJ3ZAepY9J7dvbaixMiLfnyEflCoBdyR02Q9J5h8HFiePD2i3ki0pbDlWcUbUdErTMZDXjp7hTFnm/ylXEY1T9KsefTImcLHV+oW4g/1tw7SJHn0rK9j492usZBtxA/fDLjKmU6RJqQk5OD4OBg2y0mJsbdXSKF/W3iIEy+Up25UD1vtCZxXDRxg/SeYVLFulPjOuk6hHRwfGf4SXxg7UwGl6av0aL1f5Tb9fXK+CtU6gkRXciZ/Mz3DYl1y2+ByWjAc3ckO3SsXi7miUg7ugumtBVtR0RtG9U/WpE0Ktf2CtdNFMDXf74Oge2cm6wL9DXiq/nDFeqR9h14cjTa+5ocOjYmxA9fzXdu4xKpLywsDCaTCRUVFU3ur6ioQGRkZLP2WVlZqKqqst2OHDniqq6SCy28IREvqZCyUc8brUmcfmfi3chkNODZseK7hd+YPFjF3mifyWjAMxKf1/L/l6z7FeMAXxOGXSaW0m1Yr3AEOHgCSkTyssf0wyWh/lLHxIQGYJEDUYpKuSG5K4YnyC1Gt9fZxTwRacP4tFjYOw00GhraEZEyHh3dB1Oucnw3cL+uHbFmkr42Wfz0l1Fo7+fYNVj7dgb85KJCyVqy57GR6BstV0fn2l6d8SUXTDyCr68vBg4ciLy8PNt9FosFeXl5SEtLa9bez88PQUFBTW7knUb1j8LBJ0chuVuwIs8X6GvS/UZrEsNFEze5cUA39O9mf1D/w9UsVAY0TNiNSLRf22REYhemgfmf1+5LQ5B/2wlgg/x98JrOLlCItGDrvOHo11XsxL5zoA++nHetyj2y79V7U9FfsM+hASbs0eHFPBG5X0Px0LYnb6dcxfNrIqU9Otqx3cCTr+yOj2dcrUKPtG/PEvlFgGGXhWLPX0ap1CPt++Shq7DizmSIbJF88c5krJmk7w2onmbOnDlYvXo11q1bh71792Lq1KmoqanBpEmT3N01cjOT0YAPpl+JvY+NRFSwn1PPtfz/Jel+ozWJ4dWCG300/Spk9G59IeAPV8cha5Q+QpRFrJ5wRZsXwVOuisXqCUwzdaEfFmeibyuTnH2i2uOHxZku7hERNfp4hv2Lvmt7dcbORdr5nn404yq7eWUnpsdgV/ZIF/WIiKi5rFGJ+MPVcc0iTowGnl+TvNjYWBgMhia3pUuXNmnzww8/4KqrroK/vz9iYmKwbNmyZs/zj3/8AwkJCfD390e/fv2wYcOGJo9brVYsWrQIUVFRCAgIQEZGBg4cOKDqe1Na427gkYkRdtv2CAvAfx+/Hgtv6OuCnmmX6CJAJ38T9j42Eq/d13zHvd7clNwVRU+OwmvjL0dCl0D4ADAA8PcxIjGqI9ZMvAIHnxyFG5K7ururJOmOO+7A008/jUWLFiE5ORmFhYXYuHFjs+LwpF8BvibkZ2Vg72MjMfbyaNjZJ9yEyQCsGjcAI/t6d+0sUo7BarVa3d0JJVVXVyM4OBhVVVUeE553ts6Mxz7Zje2HKuFrMuKWlK6478p47oBrRV29Ba99fQi5Px0HYMV1iZG4dwh3DLbl9Ll6zH73O5T+ehaXdArAs3ekoIPMr4uX8sTxwh5vfE/ezmyxYuve41j2n70orTwLv3YmXNcnEtlj+mg2dV5dvQWrvyzCW9sPo+psPToF+uLu1O64/yr+dnkKbx0rvPV9kWPq6i14I78EhyvPoHtoIManuac2FGmPzFgRGxuLyZMnY8qUKbb7OnbsiPbt29ue67LLLkNGRgaysrLw448/4r777sNzzz2HBx54AACwbds2XH311cjJycENN9yAt99+G3/961+xa9cu9O3bsGjw17/+FTk5OVi3bh3i4uKwcOFC/Pjjj/jpp5/g728/rafWxr/Gc4U3thXj+G/1MBiAoIB2yNT4OY67NJ4P/vWzn1B0/AwsaJgcHBQXihfuGsBrN1KU1sYLJXjjeyIxF4+f9f+73wDAz8eI+PD2+NN1CbimVzgjTEhqrOCiCRHpljeOF974nohIea4aK1auXImnnnoK5eXlSEpKwgsvvIBBg1pPC3nq1Ck8+uijWL9+PSorK9G9e3c899xzGDVKLBUJx0AiEiG7aDJr1izMmjWrxcdffvllPProoygvL4evry8AYP78+fjggw+wb98+AA27p2tqavDJJ5/Yjhs8eDCSk5OxatUqWK1WREdHY+7cufjTn/4EAKiqqkJERATWrl2LO++8U9H3RET65o3jhTe+JyJSnsxYwa1WRERERKS4d999F3PmzEF2djZ27dqFpKQkZGZm4vjx4y22r6urw4gRI1BSUoJ//vOf2L9/P1avXo2uXZleg4jca+nSpejcuTNSUlLw1FNPob6+3vZYfn4+rr76atuCCQBkZmZi//79+PXXX21tMjKaFqPOzMxEfn4+AKC4uBjl5eVN2gQHByM1NdXWhoiIiIhchzGeRERERKS45cuXY8qUKbbinatWrcKnn36KNWvWYP78+c3ar1mzBpWVldi2bRvatWsHoGGHNxGROz300EMYMGAAQkNDsW3bNmRlZaGsrAzLly8HAJSXlyMurmm9r8b8++Xl5ejUqRPKy8ub5eSPiIhAeXm5rd2Fx7XU5mK1tbWora21/X91dbUT75KIiIiILuR1iyaN2cZ40khE9jSOE96UpZBjIBGJUHv8q6urw86dO5GVlWW7z2g0IiMjo9Vd0x999BHS0tIwbdo0fPjhhwgPD8fdd9+NRx55BCZTy7nvL540rKqqAsAxkIja1jg2BQcHt9pm7969SEhIwJw5c2z39e/fH76+vvjDH/6AnJwc+Pn5qd7X1uTk5GDJkiXN7uf4R0T28DqYiPRKZvzzukWT3377DQAQExPj5p4Qkaf47bff2rxo9iQcA4lIhlrj34kTJ2A2m1vcNd2Y4/9ihw4dwqZNm3DPPfdgw4YNKCoqwh//+EecP38e2dnZLR7T2qQhx0AiErF582ZERka2+Fh8fHyL96empqK+vh4lJSXo1asXIiMjUVFR0aRN4/83PndrbS58vPG+qKioJm2Sk5Nb7EdWVlaTBZ2jR48iMTGR4x8RCeN1MBHplcj453WLJtHR0Thy5Ag6duwIg8Fgt311dTViYmJw5MgR3RSL4nvme/ZGjrxfq9WK3377DdHR0Sr3znU4BtrH9+z971lv7xeQf89aHP8sFgu6dOmCV155BSaTCQMHDsTRo0fx1FNPtbpocvGkocViQWVlJTp37swxsBV6e896e78A37PsGGg0ypX5LCwshNFoRJcuXQAAaWlpePTRR3H+/HlbasHc3Fz06tULnTp1srXJy8trUkw+NzcXaWlpAIC4uDhERkYiLy/PtkhSXV2NHTt2YOrUqS32w8/Pr0mkS4cOHaTOARtfQ0//VvT2fgG+Z77nlmnxPNBZvA62j+/Z+9+z3t4voO7453WLJkajEd26dZM+LigoSDf/oBrxPeuD3t6z7Pv1lp01jTgGiuN79n56e7+A3HtWc/wLCwuDyWRqc2f1xaKiotCuXbsmqbh69+6N8vJy1NXVNSmy3OjiSUMACAkJke4v/614P729X4Dv2R6RMTA/Px87duzAsGHD0LFjR+Tn52P27NkYN26cbUHk7rvvxpIlSzB58mQ88sgj2L17N1asWIFnn33W9jwzZ87ENddcg2eeeQajR4/GO++8g2+//RavvPIKAMBgMGDWrFl4/PHHcemllyIuLg4LFy5EdHQ0br75ZqH34+g5IKC/fyt6e78A37NeaOU80B14HSyO79n76e39AuqMf3LbaoiIiIiI7PD19cXAgQORl5dnu89isSAvL8+2s/piQ4YMQVFRESwWi+2+//73v4iKimpxwYSISG1+fn545513cM0116BPnz544oknMHv2bNtiB9Bw4f2f//wHxcXFGDhwIObOnYtFixbhgQcesLVJT0/H22+/jVdeeQVJSUn45z//iQ8++AB9+/a1tZk3bx5mzJiBBx54AFdccQVOnz6NjRs3wt/f36XvmYiIiIi8MNKEiIiIiNxvzpw5mDhxIi6//HIMGjQIzz33HGpqajBp0iQAwIQJE9C1a1fk5OQAAKZOnYoXX3wRM2fOxIwZM3DgwAE8+eSTeOihh9z5NohIxwYMGIDt27fbbde/f398+eWXbbYZO3Ysxo4d2+rjBoMBjz32GB577DHpfhIRERGRsnS/aOLn54fs7OxmqR28Gd+zPujtPevt/SpFj58b37P309v7BbT5nu+44w788ssvWLRoEcrLy5GcnIyNGzfaisOXlpY2qSUQExODzz77DLNnz0b//v3RtWtXzJw5E4888ohqfdTi56Y2vb1nvb1fgO+ZxOntc9Pb+wX4nvVCj+/ZWXr8zPievZ/e3i+g7ns2WK1Wq+LPSkRERERERERERERE5GFY04SIiIiIiIiIiIiIiAhcNCEiIiIiIiIiIiIiIgLARRMiIiIiIiIiIiIiIiIAXDQhIiIiIiIiIiIiIiICoPNFkyeeeALp6ekIDAxESEhIi21KS0sxevRoBAYGokuXLnj44YdRX1/v2o6qLDY2FgaDoclt6dKl7u6WYlauXInY2Fj4+/sjNTUVBQUF7u6SahYvXtzsb5mQkODubilq69atGDNmDKKjo2EwGPDBBx80edxqtWLRokWIiopCQEAAMjIycODAAfd0VuM4Bnr/+AdwDOQYyDGwNRwDOQZ6G46BHANFZMJXLgAAB3xJREFUcfxrwDHQe3D84/gng2Mgxz9vwzFQnTFQ14smdXV1GDt2LKZOndri42azGaNHj0ZdXR22bduGdevWYe3atVi0aJGLe6q+xx57DGVlZbbbjBkz3N0lRbz77ruYM2cOsrOzsWvXLiQlJSEzMxPHjx93d9dU06dPnyZ/y6+++srdXVJUTU0NkpKSsHLlyhYfX7ZsGZ5//nmsWrUKO3bsQPv27ZGZmYlz5865uKfaxzGwgbeOfwDHQI6BHAPbwjGwAcdA78IxkGOgCI5/v+MY6D04/nH8E8UxsAHHP+/CMVCFMdBK1tdee80aHBzc7P4NGzZYjUajtby83Hbfyy+/bA0KCrLW1ta6sIfq6t69u/XZZ591dzdUMWjQIOu0adNs/282m63R0dHWnJwcN/ZKPdnZ2dakpCR3d8NlAFjff/992/9bLBZrZGSk9amnnrLdd+rUKaufn5/173//uxt66Bn0PAZ68/hntXIM9HYcA5XBMfBZd3dDNRwDvRvHQOfpefyzWjkGehOOfxz/HKHnMZDjn3fhGKjOGKjrSBN78vPz0a9fP0RERNjuy8zMRHV1Nfbs2ePGnilv6dKl6Ny5M1JSUvDUU095RdhhXV0ddu7ciYyMDNt9RqMRGRkZyM/Pd2PP1HXgwAFER0cjPj4e99xzD0pLS93dJZcpLi5GeXl5k795cHAwUlNTvfpvrha9jIHeOP4BHAM5BjbgGOg4joGejWMgx0CAY6Cj9DL+ARwDvQnHP45/StHLGMjxz7twDFR+DPRRonPeqry8vMkgCcD2/+Xl5e7okioeeughDBgwAKGhodi2bRuysrJQVlaG5cuXu7trTjlx4gTMZnOLf8N9+/a5qVfqSk1Nxdq1a9GrVy+UlZVhyZIluOqqq7B792507NjR3d1TXeP3sqW/uTd9Z11FD2Ogt45/AMdAjoG/4xjoGI6Bno1jIMfARhwD5elh/AM4BnoTjn8c/5SkhzGQ45934RiozhjodZEm8+fPb1b85uKbt35JLiTzOcyZMwdDhw5F//798eCDD+KZZ57BCy+8gNraWje/C5J1/fXXY+zYsejfvz8yMzOxYcMGnDp1Cu+99567u0YuwjGQ45+ecQwkjoEcA/WMY6C+cfxrwDFQnzj+EcdAjn96xjFQHV4XaTJ37lzce++9bbaJj48Xeq7IyEgUFBQ0ua+iosL2mJY58zmkpqaivr4eJSUl6NWrlwq9c42wsDCYTCbb36xRRUWF5v9+SgkJCcFll12GoqIid3fFJRr/rhUVFYiKirLdX1FRgeTkZDf1yrU4BnL8a8QxkGNgI46BTXEM5Bio5b+fkjgGwvb/ehgDOf414BjYQO9jIMc/2P5fD+MfwDEQ4PjXSO/jH8AxsJGzY6DXLZqEh4cjPDxckedKS0vDE088gePHj6NLly4AgNzcXAQFBSExMVGR11CLM59DYWEhjEaj7T17Kl9fXwwcOBB5eXm4+eabAQAWiwV5eXmYPn26ezvnIqdPn8bBgwcxfvx4d3fFJeLi4hAZGYm8vDzbwFhdXY0dO3Zg6tSp7u2ci3AM5PjXiGMgx0CAY6AzOAZ6No6BHAMBfY2BHP8acAxsoPcxkOOfvsY/gGMgwPGvkd7HP4BjIKDMGOh1iyYySktLUVlZidLSUpjNZhQWFgIAevbsiQ4dOuC6665DYmIixo8fj2XLlqG8vBwLFizAtGnT4Ofn597OKyQ/Px87duzAsGHD0LFjR+Tn52P27NkYN24cOnXq5O7uOW3OnDmYOHEiLr/8cgwaNAjPPfccampqMGnSJHd3TRV/+tOfMGbMGHTv3h3Hjh1DdnY2TCYT7rrrLnd3TTGnT59uslpeXFyMwsJChIaG4pJLLsGsWbPw+OOP49JLL0VcXBwWLlyI6Oho248l/U7vY6C3j38Ax0COgRwD28IxkGOgt+EYyDFQlN7HP4BjoLfh+MfxT4bex0COf96HY6BKY6BVxyZOnGgF0Oy2efNmW5uSkhLr9ddfbw0ICLCGhYVZ586daz1//rz7Oq2wnTt3WlNTU63BwcFWf39/a+/eva1PPvmk9dy5c+7ummJeeOEF6yWXXGL19fW1Dho0yLp9+3Z3d0k1d9xxhzUqKsrq6+tr7dq1q/WOO+6wFhUVubtbitq8eXOL39uJEydarVar1WKxWBcuXGiNiIiw+vn5WYcPH27dv3+/ezutUXofA/Uw/lmtHAM5BnIMbA3HQI6B3oZjIMdAUXof/6xWjoHehuMfxz8Zeh8DOf55H46B6oyBBqvVanV8yYWIiIiIiIiIiIiIiMg7GN3dASIiIiIiIiIiIiIiIi3gogkRERERERERERERERG4aEJERERERERERERERASAiyZEREREREREREREREQAuGhCREREREREREREREQEgIsmREREREREREREREREALhoQkREREREREREREREBICLJkRERERERERERERERAC4aEJERERERERERERERASAiyZEREREREREREREREQAuGhCREREREREREREREQEgIsmREREREREREREREREAID/D732dc1mFXa3AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 20\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 21\n" + ] + }, + { + "data": { + "image/png": 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ExIS5urqyzZs3q8Tlda78/fffbMqUKcze3p6Zm5uzfv36seTkZJXYmTNnMmNjYyaVSpXLhJwTq8PTuZJfcZ0VN27cYACUNzjzPHnyhAFgc+fOVVmekpLCRCIRW7ZsGff+heLpXFm5ciWztrZW6RBSp3fv3qxGjRoa95mWlsaCgoJYtWrVmJWVFfvqq68KXeAWtGnTJgag0MXo/Pnz1Z7/EqKNiniNvWbNGiYSiQpdc82bN4+JRCK2fft2rv2uXLmSAdB4I1JoBwfPTeKwsDAmEomUN5Z1tW91eK7x3rx5wyQSCfvtt9+K3dauXbsYAHbw4EGN+/3zzz9Zs2bNmLGxMWvXrh3766+/uNpb8GamkGMlda6UXzzfm3379jGRSMSSkpIKPafpc857D6ooV65cYd26dWNmZmasXr16LDw8vNiOQrlczjp37szs7e3Z8+fPlcuzs7OZp6cnq1u3rsaOXU3focTERDZw4EBmYWHBnJ2d2dKlS1XOF4XI6zgtOCiGh7adK0WZOnUqA6AcNMMYYwMHDmQ1atRQDkTPM3bsWGZubs6ysrKK3abQ9yrvHmrBR96x6dSpU2zAgAGsVq1azNjYmNWsWZNNnjxZ5XeUsfe/m48fP2Z9+/ZlFhYWzN7enn3zzTcq5+r5O1fWr1/P6taty4yNjVmrVq1UOgQZY+zYsWMMADtx4kSxrzmPuvdT03nr8OHDmYmJCbt586bKtnx9fZmNjQ178uSJyvLmzZuzjz/+mKs9PKgsmJaeP3+Odu3a4ciRIxg/fjzCwsJQr149jBo1CitWrAAAmJmZYfPmzbh79y6+z1cGJjAwEKmpqYiIiIAkX9kRmUyGHj16oEaNGli0aBFatmyJWbNmqaT+5uTk4MKFC2jRogVXO7t27Yqvv/4aoaGhytp+z549w4QJE9CtW7cyKS3WokWLUp8kMCkpCQBgb2+vXHb58mUAQKtWrVRiW7ZsCbFYrHxeLpfj6tWrheIAoE2bNkhISFCmk/FusygikQhisRgikUj5d97/FyciIgJVq1bF1KlTERYWhpYtW2LmzJmYMWNGodg3b96gV69eaNmyJRYtWoSaNWti3Lhx2LRpkzLm559/xsSJE+Hh4YEVK1Zg9uzZaNasmUp5stjYWAAo9FkMDg5Gs2bNMGrUKOX7cujQIfz888+YOXMmvLy8NL4eXfLw8ICZmRlNTFlRmZkp5jG5e1e13FZgoKL8VERE8eWdRCIg/3xBeXOM5CcWv1+m7vnivHunKBF2/76ineHhivJZZmb829CXpCQg3zFRRd26gLW1Yu6RoUOB589Vn887lhU8LrZsqXi/NBzrlO+7kPc1ORnw9VW8lzNmKEqRDRmivsSYOp99Brx9C4SGKv4/IgKYPVs1JjYWKPj76uCgKJN28uT7OWXkckWJN0tLoOAErx4ein9fOuYQPerfv7+yJOfy5cuxZcsWbNmyBdWrVwegKNnq4uKC7777DkuXLkWtWrXw9ddfY82aNYW2dffuXQwYMADdu3fH0qVLYWtrixEjRuDGjRuFYidMmIArV65g1qxZGDduHPbv319oXpXY2Fh4enoqy18Aws+J9amoczVnZ2fUrFmz0LmatbU13Nzcyvw8IioqCt27d4eRkZHK8oyMDLx8+RIJCQlYvnw5Dh48iI8++kjj9sRiscp8eTznmyNHjkTv3r0xdepUPHr0CIBizoPZs2dj1KhR6NWrl8BXRYiqiniNvW/fPkyaNAk//fRToWvv77//HvPnz8eIESNw/PhxjftVd01bWlq2bAnGmPIasKwdOnQIIpEIvr6+Kstzc3Px8uVLPH36FIcPH0ZwcDAsLS3Rpk0bjdvMfx0O8B0X1aFjJckTFRWFli1bokaNGoLWE3IPqihC7yuJRCJs2rQJWVlZKseqWbNm4caNGwgPD4eFhQX3PvO2WXAfQu915ZFKpXj58iUePXqEPXv2YMmSJXBxcUG9evW4t6EvSUlJMDc3h7m5uXLZ5cuX0aJFi0JzE7dp0waZmZn4999/i92m0PeqUaNGmDNnDgBg7NixymuDTp06AQB+//13ZGZmYty4cVi1ahX8/PywatUqDB8+vNC2ZDIZ/Pz8UK1aNSxZsgQ+Pj5YunSp2rKz27dvx+LFi/Hll19i3rx5uH//Pvr3768yH05sbCxEIhF3yUd176em89awsDBUr14dAQEByvnM1q9fj8OHD2PVqlVwdnZWiW/ZsqVuf8901k1TyYwaNYo5OTmxly9fqiwfNGgQs7a2Vun9CwoKYmKxmJ06dUrZu71ixQqV9QICAhgANmHCBOUyuVzO/P39mbGxsbJH7u7duwwAW7VqFXdbMzIyWL169Vjjxo1ZVlYW8/f3Z1ZWVuzBgwfFrqevzJWxY8cyMzMzne+7ON26dWNWVlbszZs3ymWBgYFMIpGoja9evTobNGgQY+z9iII5c+YUiluzZg0DwP755x9B21Tn6tWrzN3dnU2YMEFZFuz3339nrq6uhT4vBRXsbWaMsS+//LJQj7iPjw8DwJYuXapclp2dzZo1a8YcHByUPeF9+/bVWD4sODiYAVCbOn/t2jVmbGzMRo8ezd68ecM++OAD1qpVK42jLfWRucIYYw0aNGA9e/bk3i4ph4KCGBOLGTt1irHff1dkDmj43rDHjxXlvQYPVi0L5u7O2LRpiphp0wqXBRs8mL8sWGiooi15j48+YuzhQ+1eoy4zV06dUmTQFBhxyVasUGTXbNumKNU1aRJjRkaM1a+vyGTJExjIWBHHOla9OmPFHOvY1auK93TChPdlwX7/XVEWrLh/sz17FO+hprJERWWufPGFatwnnygyYPLk5Cjek2++Ub/dwYMVmSr//qvIugEY+/NP9bENGjBGxxyiZ8VlO6g7L/Dz82N169ZVWebi4sIAsFOnTimXJScnMxMTE/ZNvu9CXuZKt27dVEY9TpkyhUkkEpaSkqJcVrNmTfbpp5+qbTPPObE6usxcyXvuoZpjcevWrVm7du0KLff19WWNGjXi3r9QmjJX1JUVyfPll18qRyeKxWI2YMCAYsvQMqY4z3Z1dWVz5sxRlldYu3YtV3mFZ8+eMTs7O9a9e3eWnZ3NmjdvzmrXrs1S8/9GEKKlynCNra1Xr14xBwcHvZTm4hmB//TpUwaA/fjjjzrdtzo813jDhg1Te9/hzJkzKqO2GzZsWOzrYkxR0qh79+6se/fu7N69eyoljT7//HOtyoLxHispc6X84vne1K5du8jPcXGfcyH3oNSZNm1aobJggwcP5ioLtn79egaAbd26lZ09e5ZJJBI2efLkYtfh+Q6tWLGC1alTh/3+++/KUlcTJkzgLgv2v//9T+W73apVK63KiTGm28yVO3fuMFNTUzZs2DCV5RYWFuyLgtef7H21m+jo6CK3qe17VVxZMHXXBqGhoUwkEqn8buX9bhb87DVv3py1bNlS+Xde5kq1atVUzjv37t3LALD9+/crlw0dOpRVy3/dXQx17yfveeuhQ4cYADZv3jx27949VrVqVdavXz+1+1mwYAEDoJKlVRKqQ58IF8YY/vjjD3z22WdgjOHly5fK5/z8/LBjxw5cunQJHTp0AACEhITgwIEDCAgIQHp6Onx8fIqcvC7/6D+RSITx48cjMjISR44cwaBBg5QTVxU3cXxB5ubmiIiIQKdOndCpUyecP38eGzduRO3atVXiUlNTVXoXU1NTASgyHapWrapcbmpqqvK3ULa2tnj37h0yMzOVPZH63PeCBQtw5MgRrF27FjY2Nsrl7969g7Gxsdp1TE1N8e7dO2UcAJiYmKiNyx/Du011ateujfDwcLRr1w4nTpwAAAwYMADdunXD7du3i32NZvlGwb99+xbZ2dno2LEj1q9fj3/++UclW8TIyAhffvml8m9jY2N8+eWXGDduHOLi4tCuXTvY2Njg8ePHuHDhgnKCwIJevXoFIyMjtf8enp6emD17NoKCgnD16lW8fPkShw8fLjTaMv93BwAyMzMhl8sLLbe0tFT7/vOytbUttE1SwYSEAAcOAAEBQHo64OOjmFy9ODVqKLIYunVTZEMAQOfOiqyLvCwtf39FdkPed6x6dWD7dsWE9jwjkAYPVmR3vHihaN/z54psFk1ychSZNwWXZWcrMmHys7NTzb7RJDkZ+PxzwNUV+PZb1ecmTVL9+9NPgTZtFBkia9cqMkYAxWso4lgHU9PiX2Pt2ooMnnbtgP8/1mHAAMW/Q3HHurzj94EDgJcXkG9UPJeCmZodOwJ79gBpaYCVFfD6taILrKjf19WrFe0dMAD4919g2DCgb1/1sba2hf+dCClF+c8L8s6xfHx8cOjQIaSmpqpMNO/h4YGOHTsq/65evToaNmyIe/fuFdru2LFjVUaKdezYEcuXL8eDBw/QtGlTAIrzg6LOU3nOibOzswuNxpTL5cjMzCz0W67N6G1N53VpaWmFltva2mrMPtanY8eOITs7Gz179iz03OTJkzFgwAA8ffoUv/32G2QyGaRSabHbc3V1RWRkJBo1aoSIiAiIRCKMGzcOffv21ThJrqOjI9asWYPBgwejY8eOiI+PR0xMDKysrEr0GgmpqNfYuiCXyzFkyBCkpKRgVV4W7f/LyclRXjvnX5adnV3omGlnZ1doFDWvvPcm/zZLa98FyeVyREdHY9q0aYWe8/DwQExMDDIyMhAbG4sjR44gPT292O3lVYDo0aOHcpmXlxfOnDmDY8eOaZXBQsdKcv36dTx8+BD+/v6C1xVyD0odf39/zJ49W3k+WL16dWzfvh1Hjx7VmEUzduxY7N69GxMmTIC9vT3c3NywYMGCYtfh+Q61a9cOly5dgq2tLQ4cOICqVati5cqVOHfuHGrVqlXs9gGgS5cuiImJQUpKCo4ePYorV64gIyND43pyuRyvX79WWZadnY2cnJxCxylra2uVzGtNMjMzMXDgQJiZmWHhwoUqz717907rf7+Svlfq5L82yMjIwLt379C+fXswxnD58uVCv10FMy07duyILVu2FNruf/7zH5XfzrxrivzXEcVdG+RX1PvJe97q6+uLL7/8EnPmzMGuXbtgamqK9evXq91X/t80BwcHjW3ThDpXtPDixQukpKRgw4YNatOiACA5OVn5/8bGxti0aRNat24NU1NThIeHq/2BFovFqFu3rsqyBg0aAADu5934+3+MMZW/09PTVU4aJBKJsjQEAHTo0AHjxo3DmjVr4Ofnhy+++KLQ/vv27YuTJ08WWl4wPTogIAARERGF4njltT3/e6Cvfe/cuRPBwcEYNWoUxo0bp/KcmZlZkRefWVlZyoNP3n+zs7PVxuWP4d2mOtbW1mjXrl2h5TY2Nmjbtm2R6wHAjRs3EBwcjGPHjhW6KVDwhNfZ2blQOmf+z1m7du0wffp0HDlyBG3atEG9evXg6+uLzz//XHkxw2PatGnYsWMHzp8/jwULFsDDw6NQTP7PaHHLw8PDMWLECO59F8QY0zqtm5QTxsbApk1A69aKm/vh4ZrLTBkZKW7oF2RqquicAd7/tyCOkisAABcXxQNQdLSMHfu+E6G40mCnTwNduhReHhsL7NihuiwxEahTh689GRlA796K8lh//w3wdFZ//jnwzTfAkSPvO1fMzICibt5lZRX/2qytFR0rBdnYAMUd63x8FJ09s2cDy5crOsL69VO0j6fzteDNjrwTvDdvFJ0reQr8virZ2QErVwIDByo61lauLHpfjAkrH0eIjp0+fRqzZs3CmTNnkJmZqfJcwc4VdTcCbW1t8ebNm0LLC8bmXZgUjC14npqH55z4f//7H0aOHFlo3cWLF2Px4sVc+ymOpvM6dedqPOcRqampKhfKxsbGsLOzE9w+dSIjI9GqVSu1N0Tc3d3h7u4OABg+fDh8fX3Rp08fnDt3rsg2u+T9LhXg7OxcqGyCOoMGDcLWrVsRGRmJsWPHcpUhI0STinqNrQsTJkxAdHQ0fv3110Illk+fPo0uas4ZY2NjsaPAOWNiYiLq8J4zFqDuGr609l3QhQsX8OLFC7U3ra2srNDt/8/v+/bti+3bt6Nv3764dOlSseWp898UziORSNC9e3et20nHyvJJKpUWuhlfvXp1weVLIyMjUaNGDbWlvTQRcg9KHZ8irmF5P4MbN26Em5sb7ty5g9jY2GL3lUfTd6ioe1qa7nXlqVGjhvI8aMCAAViwYAG6d++OO3fuwNHRscj1Hj58CFdXV7XPFbzvdPz4cXTu3JmrPTKZDIMGDcLNmzdx8ODBQudPZmZmWv/7lfS9Uufhw4eYOXMm9u3bV+i8veA9Q1NT00Lvjb6uDfIU934KOW9dsmQJ9u7di/j4eGzfvr3IjhN1v2klQZ0rWpDL5QCAoUOHIiAgQG1M3ui9PIcOHQKg+CLduXOnyC+3JtWqVQNQ+IO6ZMkSzM5XO97FxUXlZDE7O1uZDZGQkKCSNZJn6dKlKtu9cuUK/vvf/2Lr1q0qF3M8F13FefPmDczNzVUOJvrYd0xMDIYPHw5/f3/89NNPhZ53cnKCTCZDcnKyyhdOKpXi1atXyn3Z2dnBxMQEz549K7SNvGV5sbzb1KRz587cB/WUlBT4+PjAysoKc+bMgZubG0xNTXHp0iVMnz5d+XkVolGjRrh9+zYOHDiA6Oho/PHHH1i7di1mzpyp/JxVq1YNubm5ePv2LSwtLQtt4969e7hz5w4ARY1ZdWJiYlT+/vXXX3H48GFs3bpVZXnjxo0Fv4b83rx5g/r165doG6Qc+P/jLLKygDt3FJkZvOrUeZ9FURRNz/MYMAD4+Wfg1CnAz6/oOC8voMD3A998Azg6AgVH6RVzMqlCKgX69weuXlW8V56e/O2uVUuR2ZHHyQmQyRRZMPlPWKRS4NUrgPdY3bmz4sFDJAJ27VLMsbJ/v+I1fPEFsHSpYpmmjqKiLojyTvTs7BT7UHPSqJT3GXvzBnj8+H02TUFv3gB0zCFlJCEhAR999BHc3d2xbNky1KpVC8bGxoiKisLy5csLnRcUdbNA3UUQT2y1atXUXnzl0XRO7OfnV+j8YOjQofD19VVbF1ooJycnAIpzuIKj/549e6a2Lv+bN280ZslMmjQJmzdvVv7t4+OjPPcuqaioKLUdTuoMGDAAX375Jf799180bNhQY7w2g1devXqFixcvAgBu3rwJuVyusxHppPKqqNfYJTV79mysXbsWCxcuxLBhwwo97+XlVeiY+c0338DR0bFQZkdxNyA1yXtv8h8LS2vfBUVFRaFOnTpqB+8V1L9/fwwbNgw7duzgnvuzYKebtuhYWT7FxsYW6jTUpnMwKioKPXr00OrmrZB7UJpocy5y4sQJZcfAtWvX4O3tLWh9Td+hkgzWzjNgwAB8//332Lt3r0plloIcHR0LHacWL16MpKQkLF26VGW5kPmBx4wZgwMHDmDbtm3o2rVroeednJx08u+ni/dKJpOhe/fueP36NaZPnw53d3dYWFjgyZMnGDFiBPe1gTq6uDYANL+feTSdt16+fFk5EOPatWvKOSoLUvebVhLUuaKF6tWrw9LSEjKZTDkqojhXr17FnDlzMHLkSMTHx2P06NG4du2ayqhBQHFCee/ePeVIGgDKSY7yDuS1a9eGmZkZEhMTVdYdPnw4PvzwQ+XfBXtBZ82ahVu3bmHJkiWYPn06ZsyYgZUFRt22bNlS5e+8Ek4dOnTQ2SgTQPHD1KhRI73u+9y5c/jkk0/QqlUr/Pbbb4XKUQFAs2bNAAAXL15UmVTu4sWLkMvlyufFYjGaNGmiPDEquJ+6desqOxd4t6lLJ06cwKtXr7B7927lZFUACn1G8jx9+hQZGRkq2SsFP2cAYGFhgf/85z/4z3/+A6lUiv79+2P+/PkICgqCqampcpRkYmJioQsduVyOESNGwMrKCpMnT8aCBQswYMAA9O/fXyWu4Pfn77//hqmpKdf3ildubi4ePXqEjz/+WGfbJAbo6lVgzhxg5EggPh4YPRq4dk2RJWFI8kY1Fyz5VZCtbeGsGltbRaeGNt8PuRwYPlxRzuy334rOyFGHMUXZtPwT0OUdyy5eBPJPynnxomJfejjWKbVrp3jMn68o0TZkiCKbZ/Tokm3XyAhwc1NkAqkTHQ388ouilNq2bYoSdOfOKdbLLzcXePQIoGMO0bOiLtb379+P7Oxs7Nu3T2U0Gc9kybrg7u5e5DkIzzmxk5OTsgMkj6mpKerWrauT84P852r5O1KePn2Kx48fY+zYsYXWSUxM1HjB/e2332Lo0KHKv4WUFyqO0LIiedkzBUch6lJgYCDevn2L0NBQBAUFYcWKFZg6dare9kcqh4p6jV0Sa9asQUhICCZPnozp06erjbG1tS30ftna2sLJyUmn11R5703+6/jS2ndBkZGR3JPCZ2dnQy6X6/WYWBQ6VpZP6joNhXYOpqSkIDY2VqUkoRBC7kHp2rNnzzBhwgT4+vrC2NgY//3vf+Hn51dk9kBZ4T3fUXd/aevWrcjOztb6ODVt2jSEh4djxYoVRd68b9asGf76669Cnarnzp2Dubm5ym+SrhR1bXDt2jX8+++/2Lx5s8pApYKfc31xd3fHtm3bCmXP5+F5P3lkZGRg5MiR8PDwQPv27bFo0SJ88sknaqc6SExMhL29fZHVdISibnMtSCQSfPrpp/jjjz9w/fr1Qs+/ePFC+f85OTkYMWIEnJ2dERYWhoiICDx//hxTpkxRu+3Vq1cr/58xhtWrV6NKlSrK9L0qVaqgVatWhQ6yeReceY/85ZvOnTuHJUuWYPLkyfjmm28wbdo0rF69Wm0ZrtJw6dIltG/fXm/bv3XrFvz9/VGnTh0cOHCgyHS7rl27ws7ODuvWrVNZvm7dOpibm6tcxA4YMAAXLlxQed9v376NY8eOYeDAgVptU1fyeorz9wxLpVKsXbtWbXxubq5K3UGpVIr169ejevXqyk6ugvW2jY2N4eHhAcaYcm6cvNEL6n7wly1bhtjYWGzYsAFz585F+/btMW7cuDKZ9+TmzZvIysrS62eOlLGcHGDECEW2RFgYEBGhmNukiONsqcj3O6Bi40ZFdkSBkod6N2ECsHOnYt6UAp2cKtS1e906xfL8qd5duyoyPQoc67BuHWBurpirRtfevClcsiuvE0dNyrVWvL0VHUQFpaQoOm/atAEWLFB0sly6pPj/gm7eVGRP0TGH6FneIImUlBSV5erOC1JTUxEeHl4q7fL29sb169cLlUIQek6sL40bN4a7uzs2bNgAmUymXL5u3TqIRCIMGDBAJT41NRUJCQkazyM8PDxUzsULDhzSVlRUlNqyIvnLI+XJycnBr7/+CjMzM64R3drYtWsXdu7ciYULF2LGjBkYNGgQgoODlTerCdEWXWOr2rlzJyZOnIghQ4Zg2bJlOtlmScTFxUEkEgkewa5rz58/x6VLlwpdV6ekpKjM4Zrnl19+AQCtSjOVBB0ry6+8TsP8j7x5MngdPnwYgGIOCG3x3oPStTFjxkAul2Pjxo3YsGEDjIyMMGrUKK1KserCy5cv1e67rL7bixcvxpIlS/Ddd99hUsH5SvMZMGAAnj9/jt27dyuXvXz5Er///jv69OlTojmFiyLk2oAxhrCwMJ23QR1vb28wxhAXF1foOd73k8f06dPx8OFDbN68GcuWLUOdOnUQEBCgtjxbXFycTn/PKHNFSwsXLsTx48fRtm1bjBkzBh4eHnj9+jUuXbqEI0eOKGs0zps3D/Hx8Th69CgsLS3RtGlTzJw5E8HBwRgwYIDKiAtTU1NER0cjICAAbdu2xcGDBxEZGYnvvvtOpTetb9+++P7775GWlqZxQrSsrCwEBASgfv36mD9/PgBFavH+/fsxcuRIXLt2rdD8G0KdOnUKp06dAqA46c3IyMC8efMAQDnBX564uDi8fv0afYuaBLiE3r59Cz8/P7x58wbTpk1DZGSkyvNubm7KL5CZmRnmzp2LwMBADBw4EH5+fvjrr7+wdetWzJ8/X6VO9tdff42ff/4Z/v7++O9//4sqVapg2bJlqFGjBr755htlnJBt6kr79u1ha2uLgIAATJw4ESKRCFu2bCnyx8/Z2Rk//vgj7t+/jwYNGmDnzp2Ij4/Hhg0blJN3+fr6wtHRER06dECNGjVw69YtrF69Gv7+/soREnXr1oWnpyeOHDmiUl/41q1b+OGHHzBixAj06dMHgCKVsVmzZvj666/x22+/lfg1b9myBQ8ePFDWkT916pTyMzds2DCVURUxMTEwNzcvUb1cYuDmzVNkqxw9ClhaAk2bAjNnAsHBijJcnCPbdGr+fMW8KT16KOb6eP0a+OMP4MIFRUdHvXql15YVKxSdKt7eio6PAmX38MknQN7vgIsL8J//AE2aKOae+ftvRVZIs2ZA/nRrMzNg7lwgMFAxB4mfH/DXX4ptz5+v6HjRtc2bFa/jk08UGSZv3ypKrFlZ6e7fuG9fYMsWxYT1+UcTTZqkKHd25IiivFiPHorOlnnzFOvkH9EeE6N4n+mYQ/Qs7+b9999/j0GDBqFKlSro06ePcqRhnz598OWXXyI9PR0///wzHBwc1JYn0LW+ffti7ty5OHnypMpNBSHnxNpITU1VTvR8+vRpAIobqjY2NrCxsVEZPbp48WJ8/PHH8PX1xaBBg3D9+nWsXr0ao0ePLpRdfeTIETDGdH7uytveyMhI9OzZs9BoxC+//BJpaWno1KkTPvjgAyQlJWHbtm34559/sHTpUlTlmVNLoOTkZIwbNw5dunRRtm/16tU4fvw4RowYgb///ptK3pASoWtshfPnz2P48OGoVq0aPvroI2zbtk3l+fbt2xeaR0YbeddPN27cAKC4xvr7778BAMHBwSqxMTEx6NChg7KEmj7wXONFRUXB1NS0UNmmEydOYOLEiRgwYADq168PqVSKv/76C7t370arVq1UMgv1jY6VFRvP9yYyMhIffvih2lH6vPcyeO9B6VJ4eDgiIyMRERGBmjVrAgBWrVqFoUOHYt26dfj666/1st/ibN26FT/99BP69euHunXr4u3btzh06BBiYmLQp0+fYktI6dqePXvw7bffon79+mjUqFGhcvbdu3dXmRemXbt2GDlyJG7evAl7e3usXbsWMplMpdykLrm5ucHGxgY//fQTLC0tYWFhgbZt28Ld3R1ubm7473//iydPnsDKygp//PGHxlJduvLhhx+iWrVqOHLkiMq/l5D3U5Njx45h7dq1mDVrlnLu7vDwcHTu3Bk//PADFi1apIxNTk7G1atXERgYqINX9/8Y0drz589ZYGAgq1WrFqtSpQpzdHRkH330EduwYQNjjLG4uDhmZGTEJkyYoLJebm4ua926NXN2dmZv3rxhjDEWEBDALCwsWEJCAvP19WXm5uasRo0abNasWUwmkxXar5GREduyZYvGNk6ZMoVJJBJ27tw5leUXL15kRkZGbNy4cUWue/z4cQaAJSYmFruPWbNmMQBqH7NmzVKJnT59OqtduzaTy+XFbpN33wUlJiYW2RYALCAgoNA6GzZsYA0bNmTGxsbMzc2NLV++XG37Hj16xAYMGMCsrKxY1apVWe/evdmdO3fUtoN3m7py+vRp1q5dO2ZmZsacnZ3Zt99+yw4dOsQAsOPHjyvjfHx8WOPGjdnFixeZt7c3MzU1ZS4uLmz16tUq21u/fj3r1KkTq1atGjMxMWFubm5s2rRpLDU1VSVu2bJlrGrVqiwzM5Mx9v6zXbNmTZaSkqISGxYWxgCwnTt3Fvk6Zs2axVxcXDS+Xh8fnyL/jfO/XsYYa9u2LRs6dKjGbZJyKi6OMSMjxgocZ1luLmOtWzPm7MzY/x9nS9Xhw4z17q3Yf5UqjFlaMtahA2Ph4Yxpeyzw8WFMzTFMo4AAxhQ5H+of+Y+zo0cz5uGhaG+VKozVq8fY9OmMpaWp3/aGDYw1bMiYsTFjbm6MLV+u/evT5NIlxgYPZqx2bcZMTBhzcFC8xxcvqsYBjOX/7Zk1S7HsxQvVuPDwwq8/O5sxe3vG5s59v2zvXkXc0qWq66elMebiwpiXF2NS6fvlbdsyRsccUkrmzp3LPvjgAyYWi1XOm/bt28eaNm3KTE1NWZ06ddiPP/7INm3aVOjcysXFhfn7+xfaro+PD/Px8VH+HR4ezgCwCxcuqMTlna8V/O1t2rQpGzVqlPJvIefE6ri4uBQ6pyyouHNAdecWe/bsYc2aNWMmJiasZs2aLDg4mEnzf5f/33/+8x/24YcfFrtvbfC0NyUlhRkZGbHffvut0Pr/+9//WLdu3ViNGjWYkZERs7W1Zd26dWN79+7VeVvz9O/fn1laWrL79++rLN+7dy8DwH788Ue97ZtUHhX9GptH3jG3qEd4eHix6/v4+Ki97i2ouH3kl5KSwoyNjdkvv/yicZu8+y5qXU3XeAMGDGC9evUqtO7du3fZ8OHDWd26dZmZmRkzNTVljRs3ZrNmzWLp6elatYdXwX8TIcdK3utfYjg0fW/kcjlzcHBgixYtUru+kHsZQu5BldSjR4+YtbU169OnT6HnPvnkE2ZhYcHu3bunl30X58KFC2zgwIGsdu3azMTEhFlYWLAWLVqwZcuWsZycHK22GRAQoHKey6u4e5/q/v1ev37NRo0axapVq8bMzc2Zj49PoXNpXdu7dy/z8PBgRkZGKsemmzdvsm7durGqVasye3t7NmbMGHblypVCx6+8382C8l57nrzz2MWLFxeKVXcveOLEiaxevXpqt8n7fhYlLS2Nubi4sBYtWhT6TEyZMoWJxWJ25swZ5bJ169Yxc3NzllbUPQ4tiBgro9wuomLEiBHYtWsX0tPTueJHjRqFf//9F3/99ZeeW6Y72dnZqFOnDmbMmFHidC9iGFJTU1G3bl0sWrQIo0aNKuvmFBIfH48WLVrg0qVLepnvhhBSAc2dC4SHA3fuKLJUhIiPV5R8u3RJv/POEGLgtmzZgsDAQDx8+BA2NjZl3RytJSUlwdXVFTt27NBb1nVxfvvtNwwZMgQvX75UO/qVEFK8ynCNXRpWrFiBRYsWISEhociS26UhNzcX1apVQ2hoaJmMoC+KSCRCeHi4xomW1QkJCUFERITGCcBJ+XH+/Hm0bdsWN27c0FuJTkLKm3v37sHd3R0HDx5UluQsK82bN0fnzp2xfPlynW2TchHLqVmzZuHChQvKMgLlQXh4OKpUqYKvvvqqrJtCdMTa2hrffvstFi9eDLlcXtbNKWThwoUYMGAAdawQQvhNmQKkpyvKoQm1cKGiFB0dc0glN2TIENSuXRtr1qwp66aUyIoVK9CkSZMy6VgBABsbG6xcuZI6VggpJeXxGlvfcnJysGzZMgQHB5dpxwoAvH79GlOmTMEnn3xSpu0gRJMFCxZQxwoh+dStWxejRo3CwoULy7Qd0dHRuHPnDoKCgnS6XcpcMRBCR9UQQgghhBBCCCFEPbrGJqWBMlcIIaRyo8wVQgghhBBCCCGEEEIIIYQQAShzhRBCCCGEEEIIIYQQQgghRADKXCGEEEIIIYQQQgghhBBCCBGAOlcIIYQQQki5tXDhQohEIkyePLmsm0IIIYQQQgghpBIxKusGlCW5XI6nT5/C0tISIpGorJtDCDFQjDG8ffsWzs7OEIsrRp80Hf8IIbwM+Rh44cIFrF+/Hk2bNhW0Hh0DCSE8DPn4VxJ0DCSE8KiIx0A6/hFCePEeAyt158rTp09Rq1atsm4GIaScePToEWrWrFnWzdAJOv4RQoQytGNgeno6hgwZgp9//hnz5s0TtC4dAwkhQhja8a+k6BhICBGiIh0D6fhHCBFK0zFQUOeKTCZDSEgItm7diqSkJDg7O2PEiBEIDg5W9vgyxjBr1iz8/PPPSElJQYcOHbBu3TrUr19fuZ3Xr19jwoQJ2L9/P8RiMT799FOEhYWhatWqypirV68iMDAQFy5cQPXq1TFhwgR8++23Ku35/fff8cMPP+D+/fuoX78+fvzxR/Tq1Yv79VhaWgJQvElWVlZC3gpCSCWSlpaGWrVqKY8ZFQEd/wghvAz1GBgYGAh/f39069ZNcOcKHQMJITwM9fhXUnQMJITwqIjHQDr+EUJ48R4DBXWu/Pjjj1i3bh02b96Mxo0b4+LFixg5ciSsra0xceJEAMCiRYuwcuVKbN68Ga6urvjhhx/g5+eHmzdvwtTUFAAwZMgQPHv2DDExMcjJycHIkSMxduxYbN++Xdl4X19fdOvWDT/99BOuXbuGL774AjY2Nhg7diwAIDY2FoMHD0ZoaCh69+6N7du3o1+/frh06RI8PT25Xk9eh5CVlRUdVAkhGlWktGE6/hFChDKkY+COHTtw6dIlXLhwgSs+Ozsb2dnZyr/fvn0LgI6BhBA+hnT80wU6DySECFGRjoF0/COECKXpGCioaGJsbCz69u0Lf39/1KlTBwMGDICvry/Onz8PQJG1smLFCgQHB6Nv375o2rQpfv31Vzx9+hR//vknAODWrVuIjo7GL7/8grZt2+LDDz/EqlWrsGPHDjx9+hQAsG3bNkilUmzatAmNGzfGoEGDMHHiRCxbtkzZlrCwMPTo0QPTpk1Do0aNMHfuXLRo0QKrV68W8pIIIYQQQkg58ujRI0yaNAnbtm1TDtzRJDQ0FNbW1soHlYMghBBCCCGEEFJSgjpX2rdvj6NHj+Lff/8FAFy5cgV///03evbsCQBITExEUlISunXrplzH2toabdu2xZkzZwAAZ86cgY2NDVq1aqWM6datG8RiMc6dO6eM6dSpE4yNjZUxfn5+uH37Nt68eaOMyb+fvJi8/aiTnZ2NtLQ0lQchhBBCCCk/4uLikJycjBYtWsDIyAhGRkY4efIkVq5cCSMjI8hkskLrBAUFITU1Vfl49OhRGbScEEIIIYQQQkhFIqgs2IwZM5CWlgZ3d3dIJBLIZDLMnz8fQ4YMAQAkJSUBAGrUqKGyXo0aNZTPJSUlwcHBQbURRkaws7NTiXF1dS20jbznbG1tkZSUVOx+1AkNDcXs2bOFvGRCCCGEEGJAPvroI1y7dk1l2ciRI+Hu7o7p06dDIpEUWsfExAQmJial1URCCCGEEEIIIZWAoM6V3377Ddu2bcP27dvRuHFjxMfHY/LkyXB2dkZAQIC+2qgzQUFBmDp1qvLvvIlpeMjkDOcTXyP5bRYcLE3RxtUOEnHFqTtJCCGEkIotPSsXU3ZexsM371Db1gzL/9McVU0FnQoaBEtLy0Lz61lYWKBatWrc8+7pizRXjp//uotfT9/D83TVDBoRABMjMepWt8B/fd3h07A6nUsSQgyeNFeOLWfu48HrTLjYmWOYdx0YGwkqgEEIMQD0XdYO3QskhGgi6Ip62rRpmDFjBgYNGgQAaNKkCR48eIDQ0FAEBATA0dERAPD8+XM4OTkp13v+/DmaNWsGAHB0dERycrLKdnNzc/H69Wvl+o6Ojnj+/LlKTN7fmmLynldH21GL0defYfb+m3iWmqVc5mRtill9PNDD06mYNQkhhBBCypY0V46Oi47ieZpUuex20lt4hhxC05pW2De+Yxm2rmKQyRkCt8Yh+ubzImMYgKxcOW4+e4svNl8AAAR2qoupPdzpIp0QYpBCo25iw6lEsHzL5kbewpiOdfC9f+MyaxchRJi5B25i09+q3+X5UbcwpqMrgnp5lFm7DF309WeYtfc6nr99fw5dw9IYs/t60r1AQoiSoG7qzMxMiMWqq0gkEsjlcgCAq6srHB0dcfToUeXzaWlpOHfuHLy9vQEA3t7eSElJQVxcnDLm2LFjkMvlaNu2rTLm1KlTyMnJUcbExMSgYcOGsLW1Vcbk309eTN5+dCX6+jOM23pJpWMFAJJSszBu6yVEX3+m0/0RQgghhOhCelYuOi48igbBB1U6VvK7+jgNH6/+q5RbpnsnTpzAihUrymTf+688hdt3UcV2rBRlzal7cPsuCoujbkEmZ5pXIISQUhIadRPrC3Ss5Pn5r/sY8+uFUm8TIUS4j1f/hY1/F/4uyxmw/lQiQqNulkm7DF309Wf4ausllY4VAHj+Voqv6F4gISQfQZkrffr0wfz581G7dm00btwYly9fxrJly/DFF18AAEQiESZPnox58+ahfv36cHV1xQ8//ABnZ2f069cPANCoUSP06NEDY8aMwU8//YScnByMHz8egwYNgrOzMwDg888/x+zZszFq1ChMnz4d169fR1hYGJYvX65sy6RJk+Dj44OlS5fC398fO3bswMWLF7FhwwYdvTWKUYiz999Ue0LJoCjvMHv/TXT3cKQRh4QQQggpE+lZuZiw7QJi775Gthb3568+TkN6Vm65LBFW1kZFXMDRf5I1B2qw5tQ9rDl1D6sHNUPvZh/ooGWEEKI9aa4cG04lFhsTczMZ+688RR8v51JqFSFEqLkHruPq47RiY37+KxHf+LpTibB8ZHKGqb9dKTZm6m9X6F4gIQSAwM6VVatW4YcffsDXX3+N5ORkODs748svv8TMmTOVMd9++y0yMjIwduxYpKSk4MMPP0R0dDRMTU2VMdu2bcP48ePx0UcfQSwW49NPP8XKlSuVz1tbW+Pw4cMIDAxEy5YtYW9vj5kzZ2Ls2LHKmPbt22P79u0IDg7Gd999h/r16+PPP//Uaa3t84mvC2Ws5McAPEvNwvnE1/B2q6az/RJCCCGEqFPcnB4lMWXnZfwc0Fpn26sM+qw8hWtP3+p0m+N3xGP35UfYNLKdTrdLCCFCbI5Vn7FS0De/xaNXEye6uUiIAZLmyrHx7wca4+QM2HLmPkZ1rFsKrSofYu+8RKa0+PPsTKkMsXdeomPD6qXUKkKIoRLUuWJpaYkVK1YUW3ZBJBJhzpw5mDNnTpExdnZ22L59e7H7atq0Kf76q/gyFQMHDsTAgQOLjSmJ5LdFd6xoE0cIIYQQoo13Uhn6rvkL/z7P0Mv2H755p5ftVlSjIs7pvGMlz7Hbr9BqTjTOBfvRDUtCSJm4cP8NV5xUxujmIiEGasau4jMv8nvwOlOPLSl/dl16xB1Hxz9CCOX9FcPewkSncYQQQgghQsjkDP1W/41GM6P11rECALVtzfS27YrmQPwTHP3npV738TJTBrfvonAg/ole90MIIepYGEu4Y0MOXNdjSwgh2pDJGXbHP+WOd7Ez12Nryp/HnIOOzt57peeWEELKA+pcKQ7vYEEaVEgIIYQQHcubKD3+care97X8P831vo+KQCZnGL8jvtT2N35HPL4IP1tq+yOEEADo36Imd2zCi0xIc+V6bA0hRKiwmNuC4od519FPQwSqU6cORCJRoUdgYCAAoHPnzoWe++qrr3TeDtMqfB3Mz99K6fhHCKHOleK8TM/WaRwhhBBCCI9RERcw4X+XS2Vfns5WNJk9p4+WHCv1fR67/QodFhwu9f0SQiqv9vXsIREwgHDGH/zlhwgh+iWTM6w6nsAd39bV1mAms79w4QKePXumfMTExACAynQAY8aMUYlZtGiRztvhVdOGO3ZzbKLO908IKV8M4whqoKgsGCGEEEJKW5+Vp3D0n+RS2ZdpFTEOTOxYKvsq7/Zdeoz7r8tmnr0naTlo8F0kZHKeKaYJIaRkJGIRAju7ccfvufyUjk+EGIiwmNsQ8m3cMqqd3toiVPXq1eHo6Kh8HDhwAG5ubvDx8VHGmJubq8RYWVnpvB0d6ttzx+6/wl9+jRBSMVHnSnGoLBghhBBCSpE+J0ovyNZUjH/m9iyVfZV3MjnDxN/KdmS2VA64fReF6OvPyrQdhJDKYVL3htyxDEBYzL/6awwhhIvQrBW36uYGk7VSkFQqxdatW/HFF19AJHp/023btm2wt7eHp6cngoKCkJmZWex2srOzkZaWpvLQpF3dapBwvi3Xn6ZR5zIhlZxhHkUNBJUFI4QQQkhpKY2J0vMEtK+FyyHUscJrwvY4wetYmYjx77yeuL/QH/cX+uPWnB5wsi55tvNXWy8h6iqNkiSE6JdELEJrFxvu+NUn7tINRkLKmNCslZDennprS0n9+eefSElJwYgRI5TLPv/8c2zduhXHjx9HUFAQtmzZgqFDhxa7ndDQUFhbWysftWrV0rhviViEbu4OXO2UMyD2TumcvxNCDBN1rhTDwdJUp3GEEEIIIeqU1kTp/Zo64d95PTH746Z631dFIc2VI+r6c0HrNHK0wNXZPVVGg5oZS3AmqBtuzekBznlSi/T19ss4EE8dLIQQ/Zr4UQPuWDmj7BVCypJMzrDmBH/WipEYaC+g/FVp27hxI3r27AlnZ2flsrFjx8LPzw9NmjTBkCFD8Ouvv2LPnj1ISCj6dQcFBSE1NVX5ePToEdf+h7d35W7rymN07COkMqPOlWK0dLGFWEPJL7FIEUcIIYQQoq2ui4/qfJsiAKZGYng4WWJTQGskLOiFFZ+3MNjyD4bKP+ykoHgrEzEOTu5c5PNmxhLcme+PLg2rl6hd43dcxtwD10u0DUIIKY7Qie1/OpVA2SuElJHYuy8hE/D1+9qnHiSabniVkQcPHuDIkSMYPXp0sXFt27YFANy9e7fIGBMTE1hZWak8eLSrW03j/cA8cQ9T6NhHSCVGV9fFiHvwBpqOj3KmiCOEEB516tSBSCQq9AgMDAQAdO7cudBzX331lco2Hj58CH9/f5ibm8PBwQHTpk1Dbm5uWbwcQogO7Lv0GA/elKzEqHkVCbo0rI7rIX7KMlSJC/3xz7yeiJrUCV0bORjsBbQhOxD/BHdeFF/Lu6CLP/hxxYWPbINVg5tr0yyljX8/wMhNZ0u0DUIIKYrQie2lMoazCa/02CJCSFFm77/BHSsWAZO682emlbbw8HA4ODjA39+/2Lj4+HgAgJOTk87bIBGL0IqzNCKVBiOkcqPOlWIkv83iiou5maTnlhBCKooLFy7g2bNnykdMTAwAYODAgcqYMWPGqMQsWrRI+ZxMJoO/vz+kUiliY2OxefNmREREYObMmaX+WgghJVeSidLzSnzdX+iPm3N7IHxkG1Q1NdJxCysvmZxhosBSbb08HQVlBvXxckbCgl6wt6gisHXvHf/3FT4MjdF6fUIIKc6k7g0hpGt+0aFbemsLIUQ9aa4cd19kcMeP72y4WStyuRzh4eEICAiAkdH789qEhATMnTsXcXFxuH//Pvbt24fhw4ejU6dOaNpUP+VuJ3Tl74AKoWxiQiot6lwpBu9cKnvjn1IKICGES/Xq1eHo6Kh8HDhwAG5ubvDx8VHGmJubq8TkT10+fPgwbt68ia1bt6JZs2bo2bMn5s6dizVr1kAqlZbFSyKElMCAdX8LXqeauYRKfJWCsJjbkAuIF4uAVZ+3ELwfiViEiz/4oqu79mXCHqdK0Xx2tNbrE0JIUSRiESZ04c9eufI4DdJcIUdPQkhJDfuFP4vV0LNWjhw5gocPH+KLL75QWW5sbIwjR47A19cX7u7u+Oabb/Dpp59i//79emtL+3r23DdNE15k0rGPkEqKrsiL0cbVDnYcIwlfZUhxPvF1KbSIEFKRSKVSbN26FV988QVEovcjh7Zt2wZ7e3t4enoiKCgImZnvS9KcOXMGTZo0QY0aNZTL/Pz8kJaWhhs3+FPBCSFl70D8E1x+lCZonUY1LBA3s4fBjjasKGRyhnUn+SeFBYCwQc1L9O+yaUTJyoS9eSeDV8hBrdcnhJCiCM1eGbaRyhUSUlqkuXKcu89fqt6Qs1YAwNfXF4wxNGig2gFUq1YtnDx5Eq9evUJWVhbu3LmDRYsWcc+hog2JWIRWdWy44zfHJuqtLYQQw0WdK8WQiEX4pNkHXLG8JcQIISTPn3/+iZSUFIwYMUK57PPPP8fWrVtx/PhxBAUFYcuWLRg6dKjy+aSkJJWOFQDKv5OSii5RmJ2djbS0NJUHIaTsaFNyqqqxGAendNZHc0gBZ++9Qo6AwYf1HSzQx8u5xPvNKxOm7Ql6apYc7sGRJW4HIYTkJxGL0L8F/zHuXOIbGsFNSCkRkrUigmFnrRgiIaXBtp59oMeWEEIMFXWuaNDVvYbmIAD2FiZ6bgkhpKLZuHEjevbsCWfn9xerY8eOhZ+fH5o0aYIhQ4bg119/xZ49e5CQIGwEdUGhoaGwtrZWPmrVqlXS5hNCSkBoySkAuBLSQy9tIYWdETghc+TETjrbt0Qswr2F/qii5aDSrFygXhB1sBBCdCu0v5egeMpeIUT/hGatfNLc2aCzVgyRkNJgD16/o45lQioh6lzRhPd3h36fCCECPHjwAEeOHMHo0aOLjWvbti0A4O7duwAAR0dHPH/+XCUm729HR8citxMUFITU1FTl49GjRyVpPiGkBGRyhlXHhZacakYXw6WKfy49oZPY87oT6g8zI+3+zXMZUG8GdbAQQnTH2EiMtnVsueMpe4UQ/ROStQIACz8V1klKFINeuns4cMdTaTBCKh/qXNHgZXq2TuMIIQQAwsPD4eDgAH9//2Lj4uPjAQBOTk4AAG9vb1y7dg3JycnKmJiYGFhZWcHDw6PI7ZiYmMDKykrlQQgpG2ExtwXcugecrEzQl7NMKdEN77r2XHESLSex53VrXi/YmhlptW4ugLozIiGTC/m0EUJI0baMbicofsYfV/TUEkKI0KyVtq62ehkMUhkMb+/KHUulwQipfOjIqgFvuS8qC0YI4SWXyxEeHo6AgAAYGb2/aZaQkIC5c+ciLi4O9+/fx759+zB8+HB06tQJTZs2BaCY4M/DwwPDhg3DlStXcOjQIQQHByMwMBAmJnQcIsTQyeQMa04Iy1o5+W1XPbWGFKWdWzXYmFfRGLdqcAu9ZxRdnuWHmramWq0rB+D2XRSirj7VbaMIIZWS0OyVPZefUgcvIXqyOfa+oPgto4R1jpL32tWtBgnn3VMqDUZI5UOdK5pQWTBCiI4dOXIEDx8+xBdffKGy3NjYGEeOHIGvry/c3d3xzTff4NNPP8X+/fuVMRKJBAcOHIBEIoG3tzeGDh2K4cOHY86cOaX9MgghWoi9+xIyAfeZ9FVyihRPIhZhYf8mxcZ82ckVvZo6lUp7/p7+Ebo05MumUefr7ZcxP/KGDltECKmshGSvMABhMf/qrzGEVGJbz97njqWslZKRiEXo5s5fGixo91U9toYQYmi0qzNQiVBZMEKIrvn6+oKxwndXa9WqhZMnT2pc38XFBVFRUfpoGiFEz2bv57/BLYJ+S06R4vXwdMJPQ1sgZN8NJKW9P8+zNa+C+f080aupc6m2J3xkW8zefwPhp+9rtf7Pf91HrpxhVh9P3TaMEFKp5GWv8JYjWn3iLiZ1b0DzhhGiQ9JcOR68fscdT1krJTe8vSsO3UzWHAhgb/xTLBrgRcc9QioJ6lzRgMqCEUIIIUQXpLly3H2RwR0/oUs9uigrYz08ndDdwxHnE18j+W0WHCxN0cbVrsz+XWb1aQwjsQg//6XdZKnhpx/gwcsMbBrZVsctI4RUJltGt0OD4INcsXKmyF6Z6tdQz60ipPIQMpG9i50ZZa3oQF5pMBlHxa9cOcPZhFfoUF/7rGNCSPlBR1hNqCwYIYQQQnRAyIWwWARM6t5Aj60hvCRiEbzdqqFvsw/g7VatzDu8vvf3wOpBzbVe/9jtl+gdpjlLkhBCimJsJEa96hbc8WtP3qW5VwjREaET2Q9t56LH1lQeQkuDbT6j3UAYQkj5Q50rGvCW+zp667meW0IIIYSQ8krohfD4zpS1Upx169ahadOmsLKygpWVFby9vXHwIN8o6oqgdzNnrC1Bybjrz9LhTx0shJQ5bY5lv//+O9zd3WFqaoomTZqUWanYWX0ac8fmyoHYOy/12BpCKg8hg3UAIKC9q55aUvkMF/BeHrmVTJ3KhFQS1LmigYOlKVfc3vindOAkhBBCiFpBu69wx4pAWSua1KxZEwsXLkRcXBwuXryIrl27om/fvrhxo/JM2t6rqWJOGG3doA4WQsqc0GNZbGwsBg8ejFGjRuHy5cvo168f+vXrh+vXr5dyy4H29ewhETAGIORA6beRkIpG6GAdmshet9rVrQYjzuOenFGnMiGVBR1lNWjjagc7iyoa415lSHE+8XUptIgQQggh5YlMzrD38lPu+E+aO1PWigZ9+vRBr169UL9+fTRo0ADz589H1apVcfassNGc5V0PTyckLOgFiZbr33iWjl4rTuiySYQQAYQey8LCwtCjRw9MmzYNjRo1wty5c9GiRQusXr26lFuuKJET2NmNOz7hRSakuRyTFRBCijRjF/9gHYAmstc1iViEvs2dueNXHvtXj60hhBgK6lzRQCIWoa8X38EzKfWdnltDCCGEkPLm7L1XyBWQ3LrwUy/9NaYCkslk2LFjBzIyMuDt7a02Jjs7G2lpaSqPikIiFiFhoT/MeIdSFnAzKQMdQmN03CpCiFA8x7IzZ86gW7duKsv8/Pxw5syZYretr2PgpO7CJqkP2n1VJ/slpDKSyRl2x/MP1qGsFf0I7c9/nh73MIUq3BBSCdCRlkNNW3OuuNcZUj23hBBCCCHlzWkBJQG8alrRhTCna9euoWrVqjAxMcFXX32FPXv2wMPDQ21saGgorK2tlY9atWqVcmv179a8XrAx1S6H5UmqFM1nR+u4RYQQHkKOZUlJSahRo4bKsho1aiApKanYfejrGCgRi9C/Gf8o7t2XntCNRkK0FBZzW1A8Za3oh7GRGPWqW3DFUmkwQioHunrnYFfVRKdxhBBCCKk8/ox/wh37rV8jPbakYmnYsCHi4+Nx7tw5jBs3DgEBAbh586ba2KCgIKSmpiofjx49KuXWlo74kB6wNTfSat0372TwCil+Im1CiO4JOZZpS5/HwIUD+EdxMwBhMVQmhxChZHKGVccTuOMpa0W/ZvVpzB1LpcEIqfjoaMvBgbPThDeOEEIIIZWDNFeOp6lZXLESMdDOrZqeW1RxGBsbo169emjZsiVCQ0Ph5eWFsLAwtbEmJiawsrJSeVRUl2f64QMb7c5JU7PkcA+O1HGLCCHFEXIsc3R0xPPnz1WWPX/+HI6OjsXuQ5/HQGMjMZrV5N/e6hN3KXuFEIHCYm5DyLeGslb0q309e/AWY6XSYIRUfNS5woP3qElzzxJCCCEkn6Dd/BOPtqhlQxPZl4BcLkd2dnZZN8MgnJ7RDY0c+UpWFJSVC9QLog4WQspKcccyb29vHD16VGVZTExMkXO0lJZpPfizLuWMslcIEUJo1opbdXPKWtEziViEhjWoNBghRIGOuBxepvNdqPPGEUIIIaTik8kZ9l7mn3h0YtcGemxNxRIUFIRTp07h/v37uHbtGoKCgnDixAkMGTKkrJtmMA5O7oyaWmaw5DLAbQZ1sBCib5qOZcOHD0dQUJAyftKkSYiOjsbSpUvxzz//ICQkBBcvXsT48ePL6iUAANrVrYYqAu4sUPYKIfyEZq2E9PbUW1vIe13di88YzC/kwHU9toQQUtaoc4WDvQXfhSlvHCGEEEIqvrP3XiGX82pYLALa17fXb4MqkOTkZAwfPhwNGzbERx99hAsXLuDQoUPo3r17WTfNoPw9o5vWHSwyAK7UwUKIXmk6lj18+BDPnj1Txrdv3x7bt2/Hhg0b4OXlhV27duHPP/+Ep2fZ3kyViEUY5+PGHU/ZK4TwkckZ1pzgz1oxEtP5ZGnpIOB9TniRCWmuXI+tIYSUJe1mvKxsqCwYIYQQQgTacuY+d2y3Rg5UEkyAjRs3lnUTyo2/Z3SD/8pTuPH0reB1GRQdLIkL/XXfMEKIxmPZiRMnCi0bOHAgBg4cqKcWaW9S94ZYdTyBe4T9T6cSMKl7A/rtI6QYsXdfQiYgbeVrn3r0nSoleRl7OZx9JkG7r2LpZ8302iZCSNmgzBUOvOW+jt56rjmIEEIIIRWeTM4EnRcEeLvqsTWksouc2AldG1bXal0GoO6MSCrhQwgplkQswoQu/NkrUhnD2YRXemwRIeXf7P03uGPFImBSdyoxW1qEZuztjX9K51KEVFDUucLBwdKUK44OloQQQggBFCXBeEeyGUtEaOdWTb8NIpXeppFtMLJDHa3WlQNw+y4KUVf55xAihFQ+k7o3FFTMYdGhW3prCyHlnTRXjrsvMrjjx3emrJXSNql7Q+7YXDl1KBNSUVHnCoc2rnaws6iiMe5VhhTnE1+XQosIIYQQYsiElATr4k4lwUjpmNWnMcZ01D5L6uvtlzGXJmUlhBRBaPbKlcdpNA8BIUUY9stZ7tiKkrUSEhICkUik8nB3d1c+n5WVhcDAQFSrVg1Vq1bFp59+iufPy66CjEQsgp+HA3f85jOJemwNIaSsUOcKB4lYhL5ezlyxSanv9NwaQgghhBgyoSXBhrero7/GEFLA9/4eWPt5C63X3/j3A3wRfk6HLSKEVCRCs1eGbeS/gUxIZSHNlePc/Tfc8RUpa6Vx48Z49uyZ8vH3338rn5syZQr279+P33//HSdPnsTTp0/Rv3//MmwtMLw9/6CVmJvJVO2GkAqIOlc41bQ154p7nSHVc0sIIYQQYsioJBgxdL2aOiFhQS9BN0DzO3b7JXqHndRpmwghFYNELEL/FnwDEwHgXOIbyl4hpIAZu65wx4pQMbJW8hgZGcHR0VH5sLe3BwCkpqZi48aNWLZsGbp27YqWLVsiPDwcsbGxOHu27Dpp29WtBiPOEyoGICzmX722hxBS+qhzhZNdVROdxhFCCCGkYopNeMkdSyXBSFmRiEVIXOivdQfL9Wfp6LXihC6bRAipIEL7ewmKp+wVQt6TyRl2x/PPcfZJc+cKdS55584dODs7o27duhgyZAgePnwIAIiLi0NOTg66deumjHV3d0ft2rVx5syZIreXnZ2NtLQ0lYcuScQi9G3O36H806kEyl4hpIKhzhVODpydJrxxhBBCCKmYoq8/446lkmCkrJWkg+VmUgY+XHhEp+0hhJR/xkZitK1jyx1P2SuEvBcWc1tQ/MJPhXVmGrK2bdsiIiIC0dHRWLduHRITE9GxY0e8ffsWSUlJMDY2ho2Njco6NWrUQFJSUpHbDA0NhbW1tfJRq1YtnbdbSIeyVEYT2xNS0VDnCi/eq86KM2CAEKIHupik7+HDh/D394e5uTkcHBwwbdo05ObmlvZLIYSoIc2VI+FFJlcslQQjhiJxoT+MtFz3cUo2dbAQQgrZMrqdoPgZf/CXQSKkopLJGdadTOCOd6tuDmOjinNbr2fPnhg4cCCaNm0KPz8/REVFISUlBb/99pvW2wwKCkJqaqry8ejRIx22WMHYSIx61S244xcduqXzNhBCyk7FOQrrWXJalk7jCCGVV0km6ZPJZPD394dUKkVsbCw2b96MiIgIzJw5syxeCiGkgM2x97ljqSQYMSR3F/qjipYfx8cp2ehJJcIIIfkIzV75M/4plcohlZ6QefsAIKS3p/4aYwBsbGzQoEED3L17F46OjpBKpUhJSVGJef78ORwdHYvchomJCaysrFQe+jCrT2Pu2CuP0yhbj5AKhDpXOPFOVE8T2hNCNCnJJH2HDx/GzZs3sXXrVjRr1gw9e/bE3LlzsWbNGkildPwhpKztv/qEO5ZKghFDcyfUH2a8s7IWcCspAx1CY3TcIkJIeSYke0XOgNg7/HOWEVIRLY7mz2gwEgPt69vrsTVlLz09HQkJCXByckLLli1RpUoVHD16VPn87du38fDhQ3h7e5dhKxXa17MXdIM1aPdVvbWFEFK6qHOFE+9E9Y9T3um5JYSQ8q4kk/SdOXMGTZo0QY0aNZQxfn5+SEtLw40bN4rcp74n8iOEKEo53HjC990yElNJMGKYbs3rBVsz7YqEPUmVovnsaB23iBBSXgnNXgk5cF2PrSHqSHPlWH/yLvqtOoWmIdFoPS8GoyPOIz2LSg6XNmmuHPGP+a/RvvapV+EyoP/73//i5MmTuH//PmJjY/HJJ59AIpFg8ODBsLa2xqhRozB16lQcP34ccXFxGDlyJLy9vdGunbAyhPogEYvwSQv+ie33XH5C2XqEVBCCO1eePHmCoUOHolq1ajAzM0OTJk1w8eJF5fOMMcycORNOTk4wMzNDt27dcOfOHZVtvH79GkOGDIGVlRVsbGwwatQopKenq8RcvXoVHTt2hKmpKWrVqoVFixYVasvvv/8Od3d3mJqaokmTJoiKihL6crg5Wplyxe2jdGZCSDFKOklfUlKSSsdK3vN5zxWlNCbyI6SyO3vvFWScpwBd3atXuAtiUnFcnuWHD2z4BhYV9OadDF4hB3XcIkJIeSUkeyXhRSaVyilFoVE30SD4IEIP3kb8k7dIy5LhRboUR/55Ac+QQ+i98mRZN7FSGfbLWe5YEYBJ3RvorzFl5PHjxxg8eDAaNmyIzz77DNWqVcPZs2dRvXp1AMDy5cvRu3dvfPrpp+jUqRMcHR2xe/fuMm71e0ImtqdsPUIqDkGdK2/evEGHDh1QpUoVHDx4EDdv3sTSpUtha/t+NMqiRYuwcuVK/PTTTzh37hwsLCzg5+eHrKz3c5EMGTIEN27cQExMDA4cOIBTp05h7NixyufT0tLg6+sLFxcXxMXFYfHixQgJCcGGDRuUMbGxsRg8eDBGjRqFy5cvo1+/fujXrx+uX9fPaJc2rnaws6iiMe5VhhTnE1/rpQ2EkPJPH5P08SiNifwIqex+jU3kjg3wdtVjSwgpudMzusHDqapW66ZmyeEeHKnjFhFCyiNjIzFqWPJ31g7byH+DmWgvNOom1p8q/rzl+tN0tJ5H5R5LgzRXjnP333DH92/xQYUcpLNjxw48ffoU2dnZePz4MXbs2AE3Nzfl86amplizZg1ev36NjIwM7N69u9j5VkqbsZEYzWryz+lC2XqEVAyCOld+/PFH1KpVC+Hh4WjTpg1cXV3h6+urPNgxxrBixQoEBwejb9++aNq0KX799Vc8ffoUf/75JwDg1q1biI6Oxi+//IK2bdviww8/xKpVq5QHUQDYtm0bpFIpNm3ahMaNG2PQoEGYOHEili1bpmxLWFgYevTogWnTpqFRo0aYO3cuWrRogdWrV+vorVElEYvQ14svxS8plUqDEUL4CJ2kz9HREc+fPy/0fN5zRSmtifwIqaxkcoYj/yRzxVJJMFJeRE3yQWMtO1iycoF6QdTBQggBRn3IP6DgXOIbyl7RM2muXGPHSp4X6VLM3ld06WGiG0KyVgAgtH9TPbWElNS0Ho24Yylbj5CKQVDnyr59+9CqVSsMHDgQDg4OaN68OX7++Wfl84mJiUhKSlKZL8Da2hpt27ZVmS/AxsYGrVq1UsZ069YNYrEY586dU8Z06tQJxsbGyhg/Pz/cvn0bb968Ucbk309eTN5+1CnpnAM1bc254mhSe0IIL6GT9Hl7e+PatWtITn5/EzcmJgZWVlbw8PAo9fYTQhTO3nsFGee1kYeTZYUcbUgqpsgSdLDkMsBtBnWwEFLZjeggLFuTslf0a8auK4Liw2Pv0w1gPRKatdLW1RbGRjR9sqFqV7caqgj455nxh7DvIyHE8Ag6It+7dw/r1q1D/fr1cejQIYwbNw4TJ07E5s2bAbyv969uPoD88wU4ODioPG9kZAQ7OztBcwoUFaPPOQd4J7XnjSOEVD4lnaTP19cXHh4eGDZsGK5cuYJDhw4hODgYgYGBMDGhYw8hZSU2gb9mch/OTFhCDEVJOlhkAFypg4WQSk3oxPaUvaI/MjnD3itPBa+3WUDpUyKM0M6uLaPKfvJ2UjSJWIRxPm6aA//f3is0bzMh5Z2gzhW5XI4WLVpgwYIFaN68OcaOHYsxY8bgp59+0lf7dKqkcw44cHaa8MYRQiqfkk7SJ5FIcODAAUgkEnh7e2Po0KEYPnw45syZU1YviRACCJpvLaA9zbdCyp/IST7wdLbUal0G6mAhpLITMrE9AATtvqqnllRuZ++9gkyL+7j7teiQIZrJ5Ay74/nfW8paKR8mdW/IHSuTA2cTXumxNYQQfRN0VHZycipUdqZRo0Z4+PAhgPf1/tXNB5B/voD85WwAIDc3F69fvxY0p0BRMXqdc4C3ggdV+iCEFEEXk/S5uLggKioKmZmZePHiBZYsWQIjI6PSfimEkP8nkzPEcZZzcKtuThfFpNw6MLETujasrtW6DEDdGZE0OpOQSkpo9sruS0/oeKEHQjJt87v57C39e+hBWMxtQfGUtVI+SMQitHax4Y5fdOiW/hpDCNE7QVf3HTp0wO3bqgf/f//9Fy4uLgAAV1dXODo6qswXkJaWhnPnzqnMF5CSkoK4uDhlzLFjxyCXy9G2bVtlzKlTp5CTk6OMiYmJQcOGDWFra6uMyb+fvJi8/ehDclqWTuMIIYQQUv7F3n0J3uIlfo2LHgRCSHmwaWQbjOxQR6t15QDcvotC1FUaAU1IZSQke4UBCIv5V3+NqaSEZNrmlytnNLpex2RyhlXHE7jjKWulfJn4UQPu2CuP06gUIiHlmKAj85QpU3D27FksWLAAd+/exfbt27FhwwYEBgYCAEQiESZPnox58+Zh3759uHbtGoYPHw5nZ2f069cPgCLTpUePHhgzZgzOnz+P06dPY/z48Rg0aBCcnRU1yD///HMYGxtj1KhRuHHjBnbu3ImwsDBMnTpV2ZZJkyYhOjoaS5cuxT///IOQkBBcvHgR48eP19FbUxjvRPWn72o3GoQQQggh5c+qY/w3fzq4aTfqnxBDMqtPY4zpqH15u6+3X8bcA9d12CJCSHlgbCRGs5r81SNWn7hL2RI6JJMzXH7AP3F6QacTXuiwNSQs5jaEfLopa6V8aV/PXtAN12Ebz+qtLYQQ/RLUudK6dWvs2bMH//vf/+Dp6Ym5c+dixYoVGDJkiDLm22+/xYQJEzB27Fi0bt0a6enpiI6OhqmpqTJm27ZtcHd3x0cffYRevXrhww8/xIYNG5TPW1tb4/Dhw0hMTETLli3xzTffYObMmRg7dqwypn379srOHS8vL+zatQt//vknPD09S/J+FIt3ovojt5LpJJAQQgipBGRyhosPUrhiJWKgnVs1/TaIkFLyvb8H1n7eQuv1N/79AF+En9Nhiwgh5cG0Ho24Y+WMsld06ey9V8gtwW2KJ2/e6a4xlZzQrBUqK1v+SMQifNLCmTv+XOIbyl4hpJwSXKS/d+/e6N27d5HPi0QizJkzp9jJle3s7LB9+/Zi99O0aVP89ddfxcYMHDgQAwcOLL7BOuRoZao5CEDKuxycT3wNb7qBQgghhFRoZ++9Au94iha1bCAR08RspOLo1dQJCZ69UO+7KEGjb/Mcu/0SvcNO4sAkH523jRBimNrVrYYqYiCH8x7i6hN3Mal7A/r91IEzJSzr9SyVyp/ritCslZDe+htETPQntL8X/rjEXwo1aPdVLP2smf4aRAjRC+r6FqCNqx2sTfn6o5JSaVQHIYQQUtEJmRh2Ylf+2suElBcSsQiJC/2h7W3P68/S0WvFCV02iRBiwCRiEcb5uHHHU/aK7jCtusHfu/ksjSp06IBMzrDmBH/WipEYaF/fXo8tIvpibCRG2zq23PG7Lz2h7xgh5RB1rgggEYvQ3aMGVyzv/CyEEEIIKb94S2TQhbFuhYaGonXr1rC0tISDgwP69euH27dvl3WzKrWSdLDcTMrAhwuP6LQ9hBDDNal7Q0HHi59OJdANRx2wMatSovXTs2U4n/haR62pvGLvvoRMwMf5a596lLlVjm0ZzT9XDgN1JhNSHlHnikAd6vNNRMs7PwshhBBCyq/HbzK54ppTSTCdOnnyJAIDA3H27FnExMQgJycHvr6+yMjIKOumVWqJC/2F1xz+f49TsqmDhZBKQiIWYUIX/uwVqYzhbAlLWhHAzqLk9yioQkfJrTrGf/NcLAImdafM5/LM2EiMZjWtuONXn7hLncmElDPUuSKQA2enCW8cIYQQQsonmZzhEudk9s42ZvptTCUTHR2NESNGoHHjxvDy8kJERAQePnyIuLi4sm5apXd3oT+qaNmP+DglGz2pRBghlYLQ7JVFh27prS2VRUpmyatrUIWOkpHJGc7fT+GOH9+ZslYqgmk9GnHHUilEQsof6lwRivd3jX7/CCGEkAot9u5LcM7Hiw9sqXNFn1JTUwEAdnZ2ZdwSAgB3Qv1hZqTdyfCtpAx0CI3RcYsIIYZGaPbKlcdpkOby/uoSdWzMjQ1iG5VZWAx/CVMRKGulomhXtxqqCLj7StkrhJQv1LkiUHJalk7jCCGEEFI+CSnr0MGNr6woEU4ul2Py5Mno0KEDPD091cZkZ2cjLS1N5UH069a8XrA1065I2JNUKZrPjtZxiwghhkZo9sqwjWf11pbK4EzCyxJvQxfZL5WVTM6w6jj/RPbdPRwoa6WCkIhFGOfD35lM2SuElC/UuSIQbxrs6bslP3EhhBBCiGGSyRkucpYEk4iBdm7V9NugSiwwMBDXr1/Hjh07iowJDQ2FtbW18lGrVq1SbGHldXmWHz6w0a5U7pt3MniFHNRxiwghhkQiFqF/C2fu+HOJbyh7RUsyOUPMzecl3g5lrmgvLOY2hOQiBHi76q0tpPQJ7Uym7BVCyg/qXBGId6L6I7eS6UBICCGEVFBn770C7898C5rMXm/Gjx+PAwcO4Pjx46hZs2aRcUFBQUhNTVU+Hj16VIqtrNxOz+gGD6eqWq2bmiWHe3CkjltEiOEIDQ1F69atYWlpCQcHB/Tr1w+3bxdfNigiIgIikUjlYWpqWkot1r3Q/l6C4mf8cUVPLanYzie+RmpWbom3o4vsl8pIaNaKsUREA3MqGKGlECl7hZDygzpXBHK04jtxTXmXg/OJr/XcGkIIIYSUhVgBNxcmdqV62brGGMP48eOxZ88eHDt2DK6uxY/uNDExgZWVlcqDlJ6oST5orGUHS1YuUC+IOlhIxXTy5EkEBgbi7NmziImJQU5ODnx9fZGRkVHselZWVnj27Jny8eDBg1Jqse4ZG4nRto4td/yf8U9pEKMWknRUtpwGkWpHaNbKV53caGBOBUTZK4RUTNS5IlAbVztYm/LVj05Kfafn1hBCCCGkLPAOoDASA+3r2+u5NZVPYGAgtm7diu3bt8PS0hJJSUlISkrCu3d07mWoIkvQwZLLALcZ1MFCKp7o6GiMGDECjRs3hpeXFyIiIvDw4UPExcUVu55IJIKjo6PyUaNGjVJqsX5sGd2OO1bOgNg7lD0h1Ov0bJ1shwaRCieTM6w7yZ+1IhbRRPYVFWWvEFIxUeeKQBKxCN09+E5eeednIYQQQkj5IZMzXH7whiu2OZUE04t169YhNTUVnTt3hpOTk/Kxc+fOsm4aKUZJOlhkAFypg4VUcKmpqQAAOzu7YuPS09Ph4uKCWrVqoW/fvrhx40ax8dnZ2UhLS1N5GBJjIzHc7C2440MOXNdjayomXc6VQoNIhTl77xVyBEwVNL5zPTp3rMCEZq+sPUnZK4QYOupc0YK3G98IVJrsjRBCCKl4zt57hVzOa5zWrsXfICPaYYypfYwYMaKsm0Y0iJzkA09nS63WZaAOFlJxyeVyTJ48GR06dICnp2eRcQ0bNsSmTZuwd+9ebN26FXK5HO3bt8fjx4+LXCc0NBTW1tbKR61atfTxEkok5OPG3LEJLzJpYnuBUjJ1N/CTBpEKszj6FncsZa1UfEKzV3LllK1HiKGjzhUt8J6Y6PIEhhBCCCGGYcuZ+9yxHdyq668hhJRTByZ2QteG2n03GIC6MyJpFCepcAIDA3H9+nXs2LGj2Dhvb28MHz4czZo1g4+PD3bv3o3q1atj/fr1Ra4TFBSE1NRU5ePRo0e6bn6Jta9nD4mA4dzDNp7VX2MqIF0O/KRBpPykuXLEP+bPFKOslcpBaPYKZesRYtioc0ULvCcTdNJBCCGEVCwyOcPRW8+5Yo0lIrRzq6bnFhFSPm0a2QYjO9TRal05ALfvohB19alO20RIWRk/fjwOHDiA48ePo2bNmoLWrVKlCpo3b467d+8WGWNiYgIrKyuVh6GRiEUI7Mw/mvtc4hvKXhFAlwM/aRApv2G/8HcCikBZK6GhoWjdujUsLS3h4OCAfv364fbt2yoxnTt3hkgkUnl89dVXZdRi7QjNXqFsPUIMG3WuaIH3ZOJMAqXuEUIIqTykuXKsOf4v2s6LRp0ZkcpHw+8PolfYKRy7lVzuR5sLqZvtVdOaRh8SUoxZfRpjTEdXrdf/evtlzKXRnKQcY4xh/Pjx2LNnD44dOwZXV+HfB5lMhmvXrsHJyUkPLSxdk7o3FBRP2Sv8Hr/J1Nm27Kqa6GxbFZk0V45z9/nm6AOA/i0+qPTnjSdPnkRgYCDOnj2LmJgY5OTkwNfXFxkZGSpxY8aMwbNnz5SPRYsWlVGLtSf0eOe/8pSeWkIIKSnqXNEC78nEkQpwE4kQolu6Go3z8OFD+Pv7w9zcHA4ODpg2bRpyc3NL86UQoiSTM3z160U0CD6IxYfu4Hm6TOX5bJkcN5+9xRebL8Dtuyj8edHwypHwihUwcILmWyFEs+/9PbD28xZar7/x7wf4IvycDltESOkJDAzE1q1bsX37dlhaWiIpKQlJSUl49+79hOHDhw9HUFCQ8u85c+bg8OHDuHfvHi5duoShQ4fiwYMHGD16dFm8BJ2SiEXo38yZO56yV/jI5Ax7r+gu08+BOle4CMlaAYDQ/k311JLyIzo6GiNGjEDjxo3h5eWFiIgIPHz4EHFxcSpx5ubmcHR0VD4MMRtPE6HHuzvJGdivw+8xIUR3qHNFC45WplxxKe9ycD7xtZ5bQwgpT3QxGkcmk8Hf3x9SqRSxsbHYvHkzIiIiMHPmzNJ+OYQg6uozuH0XheibfKWyAGDyrqvoEHpYj63SHyG/6zTfCiF8ejV1QsKCXoLqj+d37PZL9A47qdM2EVIa1q1bh9TUVHTu3BlOTk7Kx86dO5UxDx8+xLNnz5R/v3nzBmPGjEGjRo3Qq1cvpKWlITY2Fh4eHmXxEnRu4QAvQfGUvaLZ+cTXeJ2RozHO0kTCtb0L9+kehyZCs1bautrC2IhuzxWUmpoKALCzUx2wtG3bNtjb28PT0xNBQUHIzCw6Mys7OxtpaWkqD0Mh9Hg3eedlGsBNiAGio7cW2rjawdrUiCs2KfWd5iBCSKWhi9E4hw8fxs2bN7F161Y0a9YMPXv2xNy5c7FmzRpIpVQDmZSe+ZE38fX2S1qt+yQ1B/WDInXcIv2SyRkuP+C7UKb5VggRRiIWIXGhv9YdLNefpaPXihO6bBIhescYU/sYMWKEMubEiROIiIhQ/r18+XI8ePAA2dnZSEpKQmRkJJo3b176jdcTYyMx2tax5Y6n7BXNktKyuOJauPC97xFn7tMNXg1m7LoiKH7LqHZ6akn5JZfLMXnyZHTo0AGenp7K5Z9//jm2bt2K48ePIygoCFu2bMHQoUOL3E5oaCisra2Vj1q1apVG87kIPd7J5EBYzL96bBEhRBvUuaIFiViE7h41uGJfZ9CNTkJI0bQZjXPmzBk0adIENWq8Pw75+fkhLS0NN27cULsfQx6xQ8qn+ZE38PNfiSXaRg4D6s0oPx0sZ++9Qi7nvYQu7g6Vvm42IdooSQfLzaQMfLjwiE7bQwgpfVtGC7vRHLT7qp5aUjG8Ts/miqttZ84Vl5JJFTqKI5Mz7I7nL99EWSvqBQYG4vr169ixY4fK8rFjx8LPzw9NmjTBkCFD8Ouvv2LPnj1ISEhQu52goCCkpqYqH48eGVZ5YqHHu1XH71LnJiEGhi/9ghTi7WaPXZeeaIyzMTcuhdYQQsqj4kbjuLi4wNnZGVevXsX06dNx+/Zt7N69GwCQlJSk0rECQPl3UlKS2n2FhoZi9uzZenolpLKJuvoUP/91XyfbygVQPygSd0L9dbI9fRIy38rwdnX01xBCKrjEhf6oNyMS2swk9jglGx8uPIK/Z3TTebsIIaUjbzQ3b1ml3ZeeYNEALxrUUAQ7C757Es1q2mC/2TOkvNNcQiz5LV82TGUUFnNbc1A+lLVS2Pjx43HgwAGcOnUKNWvWLDa2bdu2AIC7d+/Czc2t0PMmJiYwMTHceYKEHu8YgAnbL2Ht0Jb6bRgpVnpWLiZsu4DYu6+RraGvSwTArIoEbevaYdXgFqjKWQmJlB/0L6qllEy+jBTeOEJI5ZM3Gufvv/9WWT527Fjl/zdp0gROTk746KOPkJCQoPaEkUdQUBCmTp2q/DstLc2gUqJJ+SGTM3y9/bJOt5nDgMYzo3FjTg+dblfXeEdpUkkwQkru7kJ/1A+KRI4WgzMfp2Sj54oTODi5s87bRQgpHVtGt0OD4INcsQyKUjlT/Rrqt1HllAPnnLGONmYIaO+CsKN3NcbaWxjuzeqyJJMzrDmhPoNCHcpaUcUYw4QJE7Bnzx6cOHECrq6uGteJj48HADg5Oem5dfoj5HgHAFHXkyDNldNnp5RJc+X4+a+7WB5zB0KqUTIAmTkyHL/9Ap4hh1SeqyIWwcHKBEPaumB0x7r0b1pO0b+alngzUihzhRCiTt5onOPHjwsajQMAjo6OeP5cdfLwvL8dHR3VbsPExARWVlYqD0K00Xa+fiaiz5DK0HvlX3rZti7I5AxxnCPKvGpa0+hZQnTgTqg/zIy0+y7dSspAh9AYHbeIEFJajI3EaFaT/3x19QkqlVMk3reFAW1cOQeH0GmOWrF3X0Im4GNIWSuqAgMDsXXrVmzfvh2WlpZISkpCUlIS3r1TzGWckJCAuXPnIi4uDvfv38e+ffswfPhwdOrUCU2bNi3j1mvP2EiMXp58Uw/k8V95Sk+tIerM3ncDDYIPYvEhYR0rmuTIGZ6kZGHRodtoEHwQdWZEovmcw5jxx1W8k8p0tyOiV9S5oiXejJQzAkqIEEIqPsYYxo8fjz179uDYsWNajcbx9vbGtWvXkJycrIyJiYmBlZUVPDw89NJuQgDgi/CzeJmhTaEePtefpmFvvOaSm2Uh9u5L8J5Ht3a10xxECOFya14v2Jppl2z/JFWK5rOjddwiQkhpmdajEXesnNFEz0V5mcE358rLjGy85JyfhTeusgnZp37+S3XcqpvTKPUC1q1bh9TUVHTu3BlOTk7Kx86dOwEAxsbGOHLkCHx9feHu7o5vvvkGn376Kfbv31/GLS+5VZ8LK/N1JzkD+6/wz+1DtNdybgzCY++X2v7eZOZgx4VHaDQzGnVmRKLDwqNYe/wupLrs1SE6RUdyLdlV5UuDjbqeRCNoCCFKuhiN4+vrCw8PDwwbNgxXrlzBoUOHEBwcjMDAQIOuJ0vKtwPxT3Ds9iu972fSjniD/N1cdYz/hk0Ht+p6bAkhlc/lWX74wEa737c372TwCuEvtUEIMRzt6lZDFQF3LCh7RT17znsX9lVNuMt9UVmwwqS5ciS8zOCOD+ntqTmokmGMqX2MGDECAFCrVi2cPHkSr169QlZWFu7cuYNFixZViKoMErEIE7sIKwE+eedlOubpWYPvI/Eqo2yne8if2dJi7iEcu5VM/+4GhjpXtOTIWbc0UyrD2QT934wihJQPuhiNI5FIcODAAUgkEnh7e2Po0KEYPnw45syZU1Yvi1RwMjnD5J3xpba/8dviSm1fPGRyhosPUrhiJWLQfCuE6MHpGd3g4VRVq3VTs+RwD47UcYsIIfomEYswzof/ZiNlr6h3PpHzfgQDf7kvKgtWyLBfznLHikVA+/r2emwNKY8mdW8o6CatTE7HPH3yCI6EoVXmep2Riy82X4Dbd1EYsuEMlQ4zENS5oqU2rnawMJZwxZ65R6XBCCEKuhqN4+LigqioKGRmZuLFixdYsmQJjIy0K5tCiCaxd18iV+DgGFMJ8O+8nrilxST1B288N6i057P3XoF3cFCLWjY03wohehI1yQeNtexgycoF6gVRBwsh5c2k7g0F3cf/6VQCjejNRyZn2Bz7gCv2ZUY2ktOyuGJ54yoLaa4c5zjn5gOAfs2c6XyRFCIRi7ByUDNB66w8Thl7+tBrxXFk6q8atk6cvvcajWZGw3PmQcpmKWPUuaIliViEjpwjDejzTQgh5d87qQzTdl1Gk5lRqDMjEnVnRKLxzGiMDD+P9CwDP/MqocD/Ccsksagiwj/z/WFsJIaZsQT3F/qDbzjCe4Y0SWOsgPnTJnZtoMeWEEIiS9DBkssAtxnUwUJIeSIRizBBQKkcqYxR5Yh8zie+Rsq7HK5YB0tTvOYsf8MbV1kE7b4iKH7hp156agkp73o3+wD1q5sLWsfQsv7Lu32XHuNmUmZZN4NbulSuzGZZHHWLOlnKAHWulEBLF74Ja23NjfXcEkIIIfoizZXjo6XH0WhmNH6/+BRvpYqTFTmADKkMx2+/gGfIIbSZd8igsi10Zd+lx0h7Jyzd+OrsnoWW/bugl6BtGNIkjdHXn3HFGYmpxAMhpaEkHSwyAK7UwUJIuSI0e2XzmUS9taW8SX7Ll2FiY14FbVztuOeW5Y2rDGRyht2X+M9Z27ra0kT2pFiRk3wExRta1n95JpMzTPxNWGepIVlz6h7cvovCnxcflXVTKhU6opeAnQVfpwlvHCGEEMMy98BNNAg+iIQXmkeuJKfnokHwQczef60UWlY6ZHKGSQJPLlcNbq62zIFELMKEzuVvkkZprpzr3x8AmlNJMEJKTeQkH3g6W2q1LgNQZ0ZkmR9fCCF8hGavxNyk8ih5eCezH+FdBxKxCA6c8bxxlUFYzG0I+bRtGdVOb20hFYOxkRi9PGsIWqfToqN6ak3lErj9Ylk3QScm77qKht9HVvgKG4aCOldKICWTLxWWN44QQojh6LPqL2z8W/jIx/DTD/Hhwhg9tKj0Cb1YrO9ggT5ezkU+P9lX2MhTQ5ikcXPsfe7Y1q58Ga2EEN04MLETujasrvX6bt9FIeqqYWTIEUKKN6l7Q+5YhrI/fzAYnCdyrev8/zkMTWgviEzOsOp4Ane8V00rylohXFZ93lJQfFKaFHvjn+ipNZWDNFeO6OvJZd0MncmWAZ4hh9B23mHKbNIzOqqXgA1nua+Hr8tPrT5CCCFA77CTuPYkTev1H6dI0WLOIR22qPQJvVgEgMiJnYp9XiIWYZXASRpXnyjbSRr3X+W/SOngpv1NXkKIdjaNbIORHepovf7X2y9jfuQN3TWIEKIXErEIberYcMeX9fmDoXiZkS0o7mU6X/zRW8+1blNFInQg0rd+jfTWFlKxSMQirPxM2Nw8k3bE03GvBITOnQQAdhZVsCmgNRIW9ML9hf5qH9dD/NClvh1MyqhT+nl6DhoEH8SXW87T50NPqHOlBHgzUvZcfkIfYEIIKSdGRZzD9WfpJd7O68xcfPhj+U3PFnqx2LNxDa6ReEInaZSzsht9KpMz3ODsZDMSi9DOrZqeW0QIUWdWn8YY09FV6/V//us+Zu+/rsMWEUL0YULXBtyxZXn+YEh4y4LlxTlYmnLF741/WunvcQgdiGQsoXNFIszHLWrC1lwiaJ1uS0/opzEVnEzOsPeysGzmW3N64NIPvujayKHY0tBVTY0QPsobt0NVO11uzemBga2cYWlcOr0uh268gNt3Udh36XGp7K8yoc6VEuCdxC0tKxfnE1/ruTWEEEJK6kD8Exz956XOtvf4TRa+iDivs+2VFpmcYc0JYVkrq4fwp64LnaSxrEafnr33CjLO3XZ1r07zrRBShr7398Daz1tovX746Qf4IvycDltECNG19vXsIRHwU0vZK+AuC5YX18bVDnYWVTSGv8qQVvp7HEIHIn3VyY3OFYlgsTO6C4pPfJVJ5cG0cPbeK+QK+EKHDWoGM2NhHV8FmRlLsHhAc1ybo8h6SVjQC+HDWsHdwVyvlRcn/nYFPZcf0+MeKh/qXCkBRyu+UR0AkJT6To8tIYQQUlIyOcOEHfE63+6xf15g/5XyVdM/9u5L7k4FAJjYpZ6gi0WhkzSW1ejT2AT+jrYAb+1HzRNCdKNXUyckLOil9QXpsdsv0TvspE7bRAjRHYlYhMDO/BPbU/aK8LJgErEInzT7gGud5LdZWrervBM6EEksAiZ158+8IiSPmbEEzWtZCVqHyoMJd/oO/3Vf9arG6Mt5nBRCIhahS+MaiJ7aBYkL/fHvvJ74xrce9DFN063n7+A2I5I+JzpCnSsl0MbVDpamfD2VrzNoUntCCDFkKw4LG30mxIT/XS5XJy6z9/PPP6DtxaLQSRrLYvTp+XuvuOKozAMhhkMiFiFxob/WHSzXn6Wj14oTumwSIUSHJnVvKOj7/dOphHJ1DqZrQsuCAUBXd74BMPYWfNuuiIQORBrfWdhAJELy2zXuQ8HrtJsfo4eWVFzH/knijl3xn+Z6bMl7xkZiTOjaEHcXKEqIebvZ6nT7MoDKhOkIda6UgEQsQv/mfL2VNubGem4NIYQQbcnkDKsElsESqrzUv5XmynH3RQZ3vLYXixKxCBO7GO7oU5mcIe5hCldsXXsLumAmxMCUpIPlZlIGPlx4RKftIYTohkQswgQB5w9SGcPZBL7BEhWSwLJgAMB98KzEpz6lMRCJkDzaTG7/IiOnXJanLgsyOcPt53zXvxIxymRQnZmxBP8b015ZOqyqse5u50/87Qp6rTius+1VRtS5UkI1bfkm5X3NmY5LCCGk9E3YHqf3fZSX+rfDfjnLHVvSi0Who09LM3vl7L1X4N1VLTu+cwGiO6dOnUKfPn3g7OwMkUiEP//8s6ybRAxQ4kJ/VNHy5t/jlGzqYCHEQAk9f1h06Jbe2mLojv3znCsuf/mwl+mcpcQ44yqa0hqIREh+H7eoiTp2/FMTAOWzPHVZiL37krsfukUtmzL9PueVDrs+pyduzekBG3MjnWz3ZlImPIIjdbKtyog6V0oo5V0OV1zcwzd6bgkhhBBtSHPliLrOd+GZp7atCTrVtxe8L0OvfyvNlePcff7fq5JeLAodfVqa2Stbztznjm3jaqe/hhC1MjIy4OXlhTVr1pR1U4iBuxPqDzMj7Y5Tj1Oy0ZNKhBFicISeP1x5nAZprlyPLTJMMjnDHs6BPQ6W72/a8pb7qqxlwUpzIBIh+R39b1fB65S38tRlYdUx/uvLiV0N5/tsZixB/Ew/XA/xQ1VjvikripOZC9SleVi0Qp0rJSTiHDNz4p8X9AElhBADJOQCCQBcbE1xano3/DqqLQLauwje3/ht+s+S0daMXVe4Y0XQzcWi0NGna0/qP3tFJmc4eou/wy2gPU1mX9p69uyJefPm4ZNPPinrppBy4Na8XrDhnCex0LpJGegQSnXLCTE0Qs8fhm0Udr5XEZxPfI3XGZoHg1azMFYdKEJlwYpU2gORCMlPm/JgAOC9gDJxiyKTM1x8kMIVKxYB7bUYYKlvVU2NcH1OD1wP8UOVEh5v5FDMw3KgHFTcMCTUuVJC3py19rJy5ZW71ishhBggoRdIAHBs2vsRQ7M/9kSXBsJqrh688dwgR0/K5Ay74/nTxj9p7qyTi0Who09z5UDsnZcl3m9xzt57hRzOfyK36uYwNqLTKUOXnZ2NtLQ0lQepXOJDesBWy9IJT1KlaD47WsctIoSUhEQsQv8Wztzx5xLfGOT5lz4lv83iiuvbTPWcjsqCFU3IoCxdDUQiJD9tyoMlp0sxR8A8QZWJkFLQLWuXbUkwTaqaGuHOgl4Y2b5Oibc1fkc8RkWcK3mjKgm6G1BC7epWgwnnTZUz9/R7M4gQQogwQjI1AGBil8Kjz8K/aAd7C2E37Gb8IWy/pSEs5rag+IWfCh81VRSho09DDlzX2b7VEVISzK+xo/4aQnQmNDQU1tbWyketWrXKukmkDFye6YcPbLQrY/PmnQxeIQd13CJCSEmE9hd2LlLZslfsq/Id7z5qVEN1PSoLppbQQVm6GohESEHalAfbdPp+petg5hGbwH+f1pBKghVn1seN8e+8nqhhZVyi7Rz95yX6rDylo1ZVbNS5UkISsQhdGlbniqWqYIQQYjiEZmpIxEWPPjv3va+gfe++/NSgSkXK5AzrTiZwx7d1tdVptobQ7JWEF5l6uzgQWhKsgxvfOQApW0FBQUhNTVU+Hj16VNZNImXk9Ixu8HCqqtW6qVlyuNNkn4QYDGMjMdrWseWOr3TZK7ynmgXjqCyYWkIHZelyIBIh+UnEIqwe1Ezwek1pkEgh5xNfc8UZiQ2zJFhRjI3EOPddd4Rp8TnJ79rTt/gi/LxuGlWBUeeKDjSvzXdCZ21WRc8tIYQQwktopsaK/zQvcvSZNvVvDWnuFSFlsABgy6h2Om+D0OwVfWX/CHkvjCUitOMsD0rKlomJCaysrFQepPKKmuSDxlp2sGTlAvWCqIOFEEOxZbSwcxJDzB7Wl5cZnOW9CsTxlvsSMhilvJPJGfZe4R+UpeuBSIQU1LvZB+jaUNh1SFYu0GEhzb+SRyZnuPyALxuteS3DLglWlL7NPkDCgl4wNdK+7cduv8BsKitXrBId7RcuXAiRSITJkycrl2VlZSEwMBDVqlVD1apV8emnn+L5c9Uf3YcPH8Lf3x/m5uZwcHDAtGnTkJubqxJz4sQJtGjRAiYmJqhXrx4iIiIK7X/NmjWoU6cOTE1N0bZtW5w/Xza9aWlZmieJA4DLj4TV9SeEEKIfQjM16jtYoI9X8XW9P25RE1Zm/BMmG9LcK4ujb3HH6muOEaHZK3v0lP0jpCRYF3eHcnmSTQgBIkvQwZLLALcZ1MFCiCEQmr2ir/MHQ8RbFqxgnIMl33wOe+Mrz3t59t4ryAS8VH0MRCKkoE0jhZenfpKSDX8q9QRA8b3O5fxet3a1029j9EgiFuGfeb3g6az94LLw0/cx9wB1sBRF67sjFy5cwPr169G0aVOV5VOmTMH+/fvx+++/4+TJk3j69Cn69++vfF4mk8Hf3x9SqRSxsbHYvHkzIiIiMHPmTGVMYmIi/P390aVLF8THx2Py5MkYPXo0Dh06pIzZuXMnpk6dilmzZuHSpUvw8vKCn58fkpOTtX1JWhNxjrU98c+LSnPyQQghhkxopkbkxE5ccWsGtxTUDkOo/S3NlSP+Mf/k3iG9PfXWlkndG3LHMgBhMf/qdP9CS4INb1dHp/sn/NLT0xEfH4/4+HgAinPH+Ph4PHz4sGwbRsqVknSwyAC4UgcLIQZBSPaKPs4fDJaWZcHauNrBzkJz1Y1XGVLukjrlnSEMRCJEHaHlqQHgBpV6AiBsvpWKUAr6wMSOJSoTtvFv6mApilZH/PT0dAwZMgQ///wzbG3fjxJJTU3Fxo0bsWzZMnTt2hUtW7ZEeHg4YmNjcfas4gbS4cOHcfPmTWzduhXNmjVDz549MXfuXKxZswZSqRQA8NNPP8HV1RVLly5Fo0aNMH78eAwYMADLly9X7mvZsmUYM2YMRo4cCQ8PD/z0008wNzfHpk2bSvJ+aMWbsyRIVq4cZxNe6bk1hJDKxFAy+MobfV0gta9nD4mARAZDqP29OfY+d6xYpN9asxKxCK1dbLjj1568q9NBC1QSrPy4ePEimjdvjubNmwMApk6diubNm6sM1iGER+QkH3g6W2q1LgNQZ0YkDZ4ipIwJzV7R9fmDodK2LJhELMInzT7gWjf5bZbgdpU3hjQQibxH18EK2pSnBqjUE8A/30pFuu7LKxPGX29DFXWwqKdV50pgYCD8/f3RrVs3leVxcXHIyclRWe7u7o7atWvjzJkzAIAzZ86gSZMmqFGjhjLGz88PaWlpuHHjhjKm4Lb9/PyU25BKpYiLi1OJEYvF6NatmzJGnezsbKSlpak8dKFd3Wow5rybdjrhhU72SQghhpTBV57o8wJJIhZh+UBhJ7dlXft769n73LGfNP9A72WwJn7UgDs2Vw7E3uEfcaTJr7GJ3LFUEqxsde7cGYyxQg91ZWQJ0eTAxE7o2lD7EYlu30Uh6ip/LX5CiO4JyV7R9fmDodK2LBgAdHWvoSZSzboWfPsoz4b9wp9pru+BSESBroNVfdyiJurY8ZXzyy/89H3Mj7yphxYZPiHzrXjVtK5Q130SsQgJC/1hXkW7DLuNf1fez01RBL+TO3bswKVLlxAaGlrouaSkJBgbG8PGxkZleY0aNZCUlKSMyd+xkvd83nPFxaSlpeHdu3d4+fIlZDKZ2pi8bagTGhoKa2tr5aNWrVp8L1oDiViEZrVsuGKfplT8kR2EkNJhSBl85UnQbv7ODG0ukD5uURM1rDSXUshTlrW/pblyPHj9jjs+tH9TzUElJDT7J+TAdZ3sVyZniLnJf0FGJcEIqVg2jWyDkR3qaL3+19svY34kjeQjwoSGhqJ169awtLSEg4MD+vXrh9u3b2tc7/fff4e7uztMTU3RpEkTREVFlUJrDZuxkRj1qltwx+vq/MGgaVkWDAA4K5/zx5VT0lw5zt3nnzu3NAYiEboOVufof7tqtd7PfyUi6uozHbfG8FWW+VaKc3NuTzhbGWu1bmX93BRFUOfKo0ePMGnSJGzbtg2mpsJ7RctaUFAQUlNTlY9Hjx7pbNstOdOQ3+XIdLZPQkjlpW0GX2UnkzPsvcw/uljbC6S/vu2mOej/lWXtbyEdTS52ZqVSP1oiFiGwM//E9gkvMnVSWi327kvwbsVIXHFSwwkh783q0xhjOrpqvf7Pf93H7P2V4IYt0ZmTJ08iMDAQZ8+eRUxMDHJycuDr64uMjIwi14mNjcXgwYMxatQoXL58Gf369UO/fv1w/Tp99mb1acwdq6vzB0OmbVkwAHiZzrkuZ1x5JSRrBSidgUiVHV0HqycRi7D28+Zarfv19kuVolRifpVtvpWixH7XHc7W2nWwVMbPTVEE3SWJi4tDcnIyWrRoASMjIxgZGeHkyZNYuXIljIyMUKNGDUilUqSkpKis9/z5czg6OgIAHB0d8fz580LP5z1XXIyVlRXMzMxgb28PiUSiNiZvG+qYmJjAyspK5aErduZ86bCn/qVJ7QkhJSc0g09fZRHLGyEjVADtL5CE1v5efaL0a38L7Wga2s5Fj61RNal7Q0EDIYdtFHbhq46QmsN9mznTqERCKqjv/T2w9vMWWq8ffvoBvgg/p8MWkYosOjoaI0aMQOPGjeHl5YWIiAg8fPgQcXFxRa4TFhaGHj16YNq0aWjUqBHmzp2LFi1aYPXq1aXYcsPUvp59qZ8/GLL7L4vupMvPwbLwwFl1y3jXrSiEZq20dbWliexLAV0HF61XU2eM+lC7a7b631WuDMjKON9KUWKDusPWTLtZWBoFV67PTVEEHfk/+ugjXLt2DfHx8cpHq1atMGTIEOX/V6lSBUePHlWuc/v2bTx8+BDe3t4AAG9vb1y7dk2lFmJMTAysrKzg4eGhjMm/jbyYvG0YGxujZcuWKjFyuRxHjx5VxpQ2e0u+zpV3OTSpPSGk9OmrLGJ5I2RODa+aViW6QBJS+1vOSj97RWhHU0B77UdzCyURizChC3/2yrnENyUafSrNlePuC74bEACNSiSkouvV1AkJC3ppXe3m2O2X6B12UqdtIpVDamoqAMDOrugSJJrmJ1WnstxcVEzE7swdX9LzB0MmkzP87/xDjXFO1qZoo6bkTUsXW2gaRyIWKeIqqhm7hM2LuGUU/7k/KT2V7Tr4h96e6NpQ+Lw/cgD1ZkTqvkEGqDLPt1KUy7N6wEaLDhapHGgx57AeWlS+CLprZGlpCU9PT5WHhYUFqlWrBk9PT1hbW2PUqFGYOnUqjh8/jri4OIwcORLe3t5o107xQ+Pr6wsPDw8MGzYMV65cwaFDhxAcHIzAwECYmCg6KL766ivcu3cP3377Lf755x+sXbsWv/32G6ZMmaJsy9SpU/Hzzz9j8+bNuHXrFsaNG4eMjAyMHDlSh28PP0cr/hEbZ+5V/MnzCCH6JTSDT59lEcsLmZzhyD/8c2p869eoRPsTWvu7tLNXFkff4o4taUeTNiZ1bygoviSjT4WUR3Orbk6jEgmpBCRiERIX+mvdwXL9WTr8qYOFCCCXyzF58mR06NABnp6eRcYVNT9pWcw9aogWDvASFB+0+6qeWlK2zie+RlKa5pJdg1rXVnvjMO7BG2g6LZUzRVxFJJMz7I7nz/CmrJXSQ9fBmm0a2RaNHfmvQ/PkonJ0sNB8K+rFa9nB8jozB71X/aWHFpUfOj/6L1++HL1798ann36KTp06wdHREbt371Y+L5FIcODAAUgkEnh7e2Po0KEYPnw45syZo4xxdXVFZGQkYmJi4OXlhaVLl+KXX36Bn5+fMuY///kPlixZgpkzZ6JZs2aIj49HdHR0oRPN0tLG1Q7mxnxvJ1UFI4SUlNAMPn2WRSwvzt57BRnn4ERdzakhpPZ3aWavSHPliH/MP2q1pB1N2pCIRehfCqNPZXKGPZf4L55Dehd9w4sQUvGUpIPlBnWwEAECAwNx/fp17NixQ+fbrkw3F4WWZt196UmFLNud/DaLK66OvXmJ1ueNK2/CYm4LiqesldJD18F8Iid3xgdazKWRC6DujMgKeVzMQ/OtFE3bDpbrT9KwN/6JHlpUPpS4c+XEiRNYsWKF8m9TU1OsWbMGr1+/RkZGBnbv3l2o99jFxQVRUVHIzMzEixcvsGTJEhgZGanEdO7cGZcvX0Z2djYSEhIwYsSIQvseP348Hjx4gOzsbJw7dw5t27Yt6cvRmkQsQo/GfB07SakV8wSEEFK6DC2Dz9AJKQmmqzk12tezh0TAZtaeLJ3sFSGZGmU5ebvQ0ac+i44J3oeQiezFIqB9feFp9oSQ8i1xoT+qaPmTQB0shMf48eNx4MABHD9+HDVr1iw2tqj5Sctq7lFDJKQ0K0Ppl2YtDfZV+cqWFxVnb8G5PmdceSKTM6w6nsAdT1krpY+ug/mc1nIuDTkAt++icKCC3iyn+VaKp20Hy6Qd8RW6U6449AugQ0426kd9FBR17Vml/cARQnTH0DL4DJnQkmC6mlNDIhYhsDP/3CG5ciD2jn5LR8rkDLsFZGqU5eTtQkefPkvLFjxiRshE9t0aOVSKmruEkMLuhPrDzEi77/+NZ+noteKEbhtEKgTGGMaPH489e/bg2LFjcHXVPL+ZpvlJieL8oVlN/g6k0i7NWip4X05RcbyHuwp4WhQWc5v77QMoa6Us0HUwv8uzesDaVLtbv+N3xOOLcO1LLxsimm+FT7yWn5t282P00BrDR50rOiTiPLPIyqVJ7QkhumFIGXyGTEhJMBc7M52OPpvUvaGg686QA9d1tm91hF4wlvXk7UJGnwLAlJ38I2aETmQf4K35phchpOK6Na8XbEyFj+QDgJtJGegQWjkvOEnRAgMDsXXrVmzfvh2WlpZISkpCUlIS3r17p4wZPnw4goKClH9PmjQJ0dHRWLp0Kf755x+EhITg4sWLGD9+fFm8BIM1rQd/SdPSLM1aWl5maJ5vpbi4l+l86x+99VxzUDkiNGuF5uIrO3QdzO9KSE9U0fJjeuz2K3RYUHEmLKf5VvhdCekJY4GnvS8ycvBFxHn9NMiA0a+ADnkLSBejSe0JIaT0nBaQDTK0nYtO9y0RizChC3/2SsKLTK3mDuEhkzOsO8l/wVgWE9kXJDR7RcgNkhm7+MujVda0cEKIqviQHrA1N9IcqMaTVCmaz47WcYtIebZu3Tqkpqaic+fOcHJyUj527typjHn48CGePXum/Lt9+/bYvn07NmzYAC8vL+zatQt//vknPD1pTrD82tWtJuhmYkXLXilpWTAHS1Ou9ffGP61Q75vQQUg0Fx8pL/6Z10vrdZ+k5cD9+4ox0T3NtyLMrbnCPzfH/nmB/Vf4K2VUBNS5okPt6lbj7tWrQOcfhBBi8I79k8QdG9Be99kJQrNXhm3UT/r12XuvkCOg36YsJrJXR2j2ysrjmm+QyOQMu+P5T/q+6uRWadPCCSGqLs/0wwc22s0z8OadDF4hB3XcIlJeMcbUPvLPN3rixAlERESorDdw4EDcvn0b2dnZuH79Onr10v6mWUUlEYswzod/cEuFy14pYVmwNq52sLOoonH1VxlS7vkLDJ1MzrDmBP8gJCMxzcVHyg+JWISfhrbQev0sGVBnRqTeBgGWFppvRRiJWITVg5oJXm/C/y5XqI53TahzRYckYhF6N3XiiqVJ7QkhpHTI5Ay3n/OVfqphaayXTA2h2SvnEt/o5cR1cfQt7lhDOqE0NhKjh6eDoHXGb4sr9vkJ24t/vqBJ3RsIiieEVGynZ3RDI0cLrdZNzZLDPbhijAAlxJAJHdzy06mECnMzqKRlwSRiET5p9gHXNpLfVox7G7F3X0Im4J//a596NPCGlCs9PJ1K1MECAA2CD2LWvqs6alHpovlWtNO72Qfo2lD4fYHKNP8Kda7oGE1qTwghhuXsvVfcg/fa1dVfZ8Kk7g0Fxc/4g79kFQ9prhzxj9O44w0tU2PN560ExR+88bzIDipprhxR1/lrhLdysTGo94IQYhgOTu6MmlpmsGTlAvWCqIOFEH0SOrhFKmMVZm7UkpYFA4Cu7nyTg9tbaHccNDSrjvFnLolFNPCGlE89PJ2QsKBXiW4Gb459BPfvy18WC823or1NI9vB3kJYWdzKNP8Kda7oGE1qTwghhuXX2ETu2AEtaumtHRKxCP2bOXPH77ms2xrWQuYXEcHwLhglYhEmCrhBAgCt5h5Su7z1PGGTMk7qaljvBSHEcPw9o5vWHSy5DKg3gzpYCNEnodkriw7xZ/katBKWBQMA7jeuAow/kckZzt9P4Y4f35myVkj5JRGLcG+hP6qU4COcJVNksXy55Xy5GThO862UzLnvfQWvU1nmX6HOFR0TMqn96YQXemwJIYQQmZzhyD/JXLFikf7rJi8c4MUdy6C72t9C5xfp3+IDg7xgFHqDJC1bjl5hJ1WWjdx0FqlZMu5tUD1tQogmf8/oBg+nqlqtmwvqYCFEn4Rmr1z5v/buPC6qsv0f+GdmcEBUUJHNJQVMUVRAUwTLLRQFNVt8Wh7NyHpa1Nye/KEZkprwZGZm9vi0uHx7smwxrSSNcMkEtdSxLwYWiEsKuCUECiMz8/vDL5Mky32Gc2b9vF+veb2Cuc8519G8Z865z3Vdv5U53NPYddmZJ5ah21D5sIvlgqXFBMfZs5UZx4XH2uNDSESW+DU1AZ7NmnZbeMexCwiZn44tP56RKSrlbM8pEhpnT+Wx7Qn7r9SPiysyGxjsAzfBOz8/OEnjNyIie7X/xCUYBK+Pe7X3UnxBQeumRkg78Rr9b+5uvDG7CCkXjACQel+fJh9TCRq1Civ/Jr5ABQA/F5Uj/vXdAICFX+Rg1y/SskZZT5uIRKTPGIJe7VtZtG01gOCkbU5/4UlkK1Ifzpj03n7FYrEGg9GEz3Vnhcb6tfKo9z3Rcl+OXhbMYDRh1S7xRvYjevrxuyE5jZ8Xj0bH1vXPA6JmfvoT+ixMt9vFaX21EQUXrgqNZb+V+lnafyV2+W75g7EjXFyRmUatQmTnNkJjj/5WyosoIiIFSUn9HRsuXrKrKVLGhQmPNZqanr0i9YIxKqgNtG72+/VgXN+OaOOpkbTNz8UV6JK0DRuyTknaTqPmk4lEJO6r5wZjeHfLykgYAYTMT0f6T85fOoHI2jRqFe7rK/4970Dh73Z7g1DEwcLLuFxxvdFxPi20GNBQXwEXKQu2MuO4cBU1AJgcHaRYLES28H3S3Rge2vQyWGVVJnRb8DUmrPne7ubQeZvFS2Sz30rDLOm/UnjpKrYKLvo7Ivu9e+LAGvyCchNnaphHRGSPRFN/AWByjHUulGK6toNGwkVoU7NXpF4wvj9loMXHspaspBFWOc7rD0byqSUikmRt4gAkDupi8fbPbjyCl7cdky8gIgIApN4nLfPVkbNXzv9RKTTunoj2DX7PcYWyYFIfQmK5IHJWax8bgFUPR8qyrx9OlqLbgq8Rt2I3runFyzErxWA0YesR8YdX2G+lcZb0X5nxkc5pEwy4uKKAmBDx2uzsu0JEpAwpqb8hvp5Wy9bQqFWYOlS89ndTslcMRhNW7xa/YLTmn0NTNNdqENnJS9FjRHbytlo2ExE5l4Vjw/DkXZYv2L+z9yRe+jJHxoiISOumRlQXsQoTgGNnrzRU6utmI3oGyLIf0XH2SOpDSE8PDuGDN+S0xoa3R8HSeNluFB8vqUCP5O3olfw1duaet9mN9f0nLqFa8NBuai6girC0/8q0Dw7JH4wdsP87KA6IfVeIiGxvQ9ZJ4bFxYQ1fXMpNau3vVbssy17Jyr8Ig4TNUsb0knwMW/n0mTsV3v8gRfdPRM7thYSeeOuRvhZvv27fKTy+7oCMERHR+09Iy85dt++EQpEoq1/nNmjs/r9adWOcNfZjrwxGE/69R/whJLWK5WLJ+WnUKpxIS4CPp1a2fZbrjXh8ww8ImZ+Ov7+dZfVslv/JKhQeOzzUlwuogizpv/L1sRKHfXChIVxcUQD7rhAR2d6XP4nX9LR26q9GrcL0YeLZKyYA0zcelnyc5z/RCY91UwMxt4tnXtqapU/LiFj1MMuBEVHTxfcJxC9LRlu8/c7jFzFm5R4ZIyJybVKzV9Z+L35Dzp4cOvU7GrvFYDTdGGeN/dir/Scu4bqEe3zThnbl90NyGYeSRyAxpovs+9134nf0SN6O4KRtSFx3EOWV1bIf42YGowk7fj4vPJ49laSxpP/KkFd2KhSN7XBxRSHsu0JEZDsGownHzpYJjbVV6q/U7JX0nGJJT3l8pTuL4j/0wuOfHeJ4F4xjIjrg7lB5F4SGh/qyHBgRyUbrpsaaiZZnsOQUlSOBCyxEspGSvVLyh94hn7AV7bnS2DjR/WT8XCw0zt4s254rPJZZK+SKFo4Lwy9LRsNTK/+tYyOAXccvoFfKDnRJ2oaw5O2KLLYMePkb4bEaNVgSzAJS+68UlVU5XXN7Lq4ohH1XiIhsZ/+JS8LlsGyV+is1ewUAEt74TmicwWjC9I90wvtVwXEvGN97LAq9AlvKsq+ObTyw9rEBsuyLiKjGqF6BTVpgOcYFFiLZaN3UCGnXQni8Iza2b9fSXZZxor1UturOOVw1Dn21EbrfxB7EApi1Qq5L66bGz4tGK5LFcrMKvaHWYktwExdc9NVG9EpOx6UK8W37dmrNf+cW0KhVmC6hpyzgfM3tpeXukLCavisiTZPYd4WISF7vZ58UHmvL1N8ZI7pj1a4C4Uaav56vwJdHzzWaWTF94yFJzTnvjWzv0F8kv5oxBGPe+A455/6weB9tPd3w/f+7W8aoSGmrV6/GsmXLUFxcjPDwcKxatQoDBnBxjOzTqF6BKFgaj27z02FJpfGaBZZtM4bIHhuRq0kZF4ZJaw8Kja1pbK91c6DnUkW/BDYybkBQW7Rt0QyXK643OO5ShR4HCy8j2oGe+J70rviimSM/hEQkl4XjwjAvvgdGr9yDggtXFT+eEbUXXKzhueH8d26pmSO7483d4vc1gBvN7f896Q7FYrImB/qG4FjYd4WIyDYMRhMyc0uExmo1tikJVsOS7JXpHx5p8DNDX21Eeo7Y+ddIuz9c0nh79NVzg3F3qJ9F23ZsrcXh5DiZIyIlbdq0CbNnz8bChQtx+PBhhIeHIy4uDufPi9dUJrI2jVqFgrQENHezbDH7WFE54l/fLW9QRC4opms7SaVZHS175WJFlSzjNGoV7o3oILQv0RJi9kBfbcSBk+J9Yu7r28GhH0IikovWTY3MOcOQu2gUHGm9WYSbWuVQ/UftjUatwiqJ/VCdqbm9k/1zsC/su0JEZH1SmlOGd/S2+cXSjBHdJX8YRy/9tt737lgiXlcWAKKC2jjW05gNeO+x/lj1cKSkP8/EQbfh+6QRisVEynjttdfw5JNPIjExET179sSaNWvg6emJtWvX2jo0okblLolHaw+NRdv+XFyBQakZMkdE5FpuLBqI91eryV5xFHKVBQOA4aH+YvtqIXZMeyAlawUAUu/ro1AkRI6puVaD/KUJmBzd2dahyGb538Jtfl/A0Y2J6IDITl6StnGW5vbOcTfFTrHvChGR9WUVXBQe219wEVxJGrUKb0h8yuN8uR4pX+Tc8vv413ejrFJawZn3p4g3dnUEY8Pb49el8Vg36Q6E+nneUv9UowLae3tgblx3/LJkNBaO7W2TOMlyer0ehw4dQmxsrPl3arUasbGxyM7OrnObqqoqlJWV1XoR2ZIuZRTaeFpWoflsqR6RL22XOSIi15L2gLSsXYfKXpGpLBgACKf4OMg9SalZK870EBKR3F66pxd+WTIa/bu0tnUoTRLk44l7BLP0qGGfPnOnpPHO0tyePVcUJKXvytnfrykfEBGRCzgooY/VoBBfBSMRNyaiA1Zm/oJfJdSvXZ91CuEdWuPefh0BAPEr9+Dn4gpJx43vFeCUF4watQrDwvwxLEzsaUtyLBcvXoTBYIC/f+2/X39/f+Tl5dW5TWpqKl566SVrhEck7EhyHAalfYuzV8RK+Nzs92sGhKd8jaMpoxWIjMj5ad3UiOrSRvhGuyP1XtmZJ1YeVqR82MVywRJjguNsLenTo5LGO9tDSERy07qp8cnTg6CvNuL5T3XYqiuydUiSfTtnqK1DcBoatQpv/C0cz30sPtfO/EiHMX0cuwes/X8zcGAatQoRt7UWGptzrlTZYIiIXIDBaMKRU2IXybbut/JXljQpnvXJUUQt3o7QBdvwc1G5pG3VKmDVI30lH5PIEc2bNw+lpaXm15kzZ2wdEhEAYF9SLHoEtLBo29JKI0IXbJM5IiLX8f4T0m6cz9v8k0KRyMdgNOFzwaeA/Vp5NDpGtNyXI5QFMxhN2Kw7JzyeWStE4rRuaqx8qC8K/q+CQEutY/zbWfVwpEPf1LdH4/p2hL9XM+HxJgDTNx5WLiArcIz/2x1YxzaeQuMKLlx1qDquRCTdyZMnMWXKFAQFBaF58+YICQnBwoULodfra41RqVS3vPbvr12K4JNPPkFoaCg8PDzQu3dvpKenW/t07NL+E5eEsgUBYFion119kdK6qZE46DbJ25VUGFBZLf14Kx/iF0lyTO3atYNGo0FJSe0nc0tKShAQEFDnNu7u7vDy8qr1IrIXX88cio6tLbsxWVkNdJ3HBRYiS9Rkr4jafPgsDEbRmlu2cbDwMi5XXG90nE8LrViPWCcqC7Yy47ik8cxaIZKupoJAzqLRyF00CtHBrW0dUr1ie/hhbLh4/y0St3dubOODbpKeU+zQ98S5uKKwDm2aC4/dkFWoYCREZGt5eXkwGo34z3/+g2PHjmHFihVYs2YN5s+ff8vYb7/9FkVFReZXv379zO9lZWXh4YcfxpQpU3DkyBGMHz8e48ePR07OrT04XI2UfiuPDuyiXCAWWji2N9q1UL5iZ2Qnb36RJIel1WrRr18/ZGZmmn9nNBqRmZmJ6OhoG0ZGZLnvk2ItXmCpNgFdk7jAQmQJKdkrJgArM35RLhgZnP+jUmjcPRFiJVicpSyYwWjC6t0FwuOZtULUdM21Gnz4j0HmbJZQP7GHz60htocv3p3c39ZhOC2tmxqjevlJ2sahepv9BT8tFCalqf2XR8VTVInI8YwaNQrr1q3DyJEjERwcjHHjxuGf//wnNm/efMtYHx8fBAQEmF/Nmv2ZVrly5UqMGjUKzz//PHr06IHFixejb9++ePPNN615OnZpe45YjVd7Kwl2swMvjFT8GJ8+M0jxYxApafbs2XjnnXewYcMG5Obm4plnnkFFRQUSExNtHRqRxb5PikXPwJYWbVsNLrAQWULrpkZER/Fsxjd359t19kq7lmKLtHf3EOtL5yxlwbLyL8Ig4a+NWSvWJ2eVB7IvNdks22cPw8m0BOSkxGHY7W3hbqOMtzcfisC7kwfY5uAuZPUjd0gaX9PbzBFxcUVhA4N9oBH8U845V2bXX9SISH6lpaVo2/bWlPxx48bBz88Pd955J7744ota72VnZyM2tnaaZVxcHLKzs+s9TlVVFcrKymq9nI2+2ogCwYbw4R297bYkVk0TOKWwriw5gwcffBCvvvoqkpOTERERAZ1Oh+3bt9/S5J7I0aTPGIJe7VtZtG01gOCkbbyeIJLo+VE9hMcaTXaevSL6z190nJOUBUv54pjw2BBfT2at2IBcVR7I/rX0cMO6KdE4npqAk2kJOJo8EuHtWyp+gzouzBcFS+MxJqKDwkci4MZ9jeeGhUjaJuGN7xSKRln8xFCYRq1CbKhYKpTRBGT9Kl7ShogcW35+PlatWoWnnnrK/LuWLVti+fLl+OSTT7Bt2zbceeedGD9+fK0FluLi4ltuIPr7+6O4uLjeY6WmpsLb29v86tSpk/wnZGMbsk4Kj+0vUmPahsb17YieAfKnTd8dyrqy5DymTZuGU6dOoaqqCgcOHEBUVJStQyKSxVfPDcbw7r4WbWsEEDI/Hek/MSOeSNTAYB80k3BnxJ6zVy5WCJbxEh0nWO4rM7ek8UE2oq82ouBihfD4lDG9FIyG6iNXlQdyPN6ezbD1uSE4kXZjsUWu7JZmahU6tPbA3Lju+GXJaPxn0gA+ZGhlM0Z0l7Tw8Ov5ClzTGxSLRynKF3YnPBoThB0/nxca+8bOX3CXhRdTRGQbSUlJ+Ne//tXgmNzcXISGhpp/Pnv2LEaNGoUJEybgySefNP++Xbt2mD17tvnn/v3749y5c1i2bBnGjRtncYzz5s2rtd+ysjKnW2D58qezwmMHhdj/PJs+cxjCXkxHxXV5Lt57tW+F9x5jXVkiIkewNnEAXvryGNbtO2nR9s9uPIInz/yOFxLC5A2MyAlp1Co8MyQEb+wS68lRk70yO667wpFJJ1oWTHScXysPoXFbdefwQkJPu7xxOeld8ZJRahUQc7t4aXdSVkNVHiorK9GtWzfMnTu3SdfJZJ9qslvIsWnUKrzxUASmfaQT3ubet77H9plDlAtKAcxcsYKBwT4Q/Y5x6PQVu30KhojqNmfOHOTm5jb4Cg4ONo8/d+4chg0bhpiYGLz99tuN7j8qKgr5+fnmnwMCAlBSUvvpsJKSEgQEBNS7D3d3d3h5edV6OROD0YRjZ8VKnbmp7bffyl8dWxwPT23TP6p7BbbEV88NliEiIiKyloVjw/DkXUEWb//O3pN46cscGSMicl4zRnSXVNlqzXcF9nndLnNZsAFBbdG2ReNZAZcq9DhYeFnw4NajrzbiwMnfhcePj2hvlwtErsjSKg9/5QrlsYns2ZiIDrjdV7wqR15xucP1XuHiihVo1Crc0bm10FiWBiNyPL6+vggNDW3wpdVqAdzIWBk6dCj69euHdevWQa1ufBrW6XQIDAw0/xwdHY3MzMxaYzIyMhAd7bpPduw/cUm4SeXwUF+Humj6edFodGrT3OLt7w5th69mONaTH0REdMMLCT3x1iN9Ld5+3b5TeHzdARkjInJOGrUK0yXUhtcbTNhfcEnBiCwjd1kwjVqFewX7E5z/o1JonDXN23xU0vi0+5Xre+iqkpKS6mxCf/MrLy+v1jaNVXmIiopC//79kZaWhokTJ2LZsmX1Ht8VymMT2bttEu9HTHpPPOPQHnBxxUqmD+8mPDblKz5hRuSMahZWbrvtNrz66qu4cOECiouLa/VK2bBhAz788EPk5eUhLy8PS5cuxdq1azF9+nTzmBkzZmD79u1Yvnw58vLykJKSgh9//BHTpk2zxWnZhawC8UXpydGWPwVsK3v/33A8PqiL5O3efCgC7z3GPhRERI4svk8gflky2uLtdx6/iDEr98gYEZFzkpq98sqOXMVisZTcZcEAYHiof+ODALRrIb5PazAYTdh8WLz/VFRQGzayV4C1qzz81bx581BaWmp+nTlzRpbzIiJxWjc1+ndpLTz+QOHvDpW9wp4rVhLTtR3UuNFksjEFF65CX23kBzuRk8nIyEB+fj7y8/PRsWPHWu+ZTH+mXSxevBinTp2Cm5sbQkNDsWnTJjzwwAPm92NiYrBx40YsWLAA8+fPx+23344tW7agVy/Xbb4oWoZAq3GckmB/lTw2DEmje+D5T3XYqitqcOyzg4MwZ1QPh8rQISKi+mnd1FgzsS+e/u9hi7bPKSpHwso9kp8cJHIlNdkror1Xjv5WZn/X7TKXBQMA4RUnO/vauTLjuKTTfH/KQMVicWW+vr7w9RXrd3n27FkMGzasSVUe/srd3R3u7va18Efkij54IhrdFnwtPH7Se/ux6akYBSOSjx19C3BuGrUKd0hYpZu3+SflgiEim3jsscdgMpnqfNWYPHkyfv75Z1RUVKC0tBQHDhyotbBSY8KECTh+/DiqqqqQk5OD+Ph4a56KXTEYTThySqyWcnhHb4decNC6qbHyob4oWBqPdZPuQKifJ9zVgIebGj0DW2Ht5P4oWBqPufH22VCUiIgsN6pXINZMtLxE2LH/W2AhovpJzV5J+kxa2Sml7cwraXwQxMuCAcDFcsFSY4LjrMFgNGGV4CIZAIR39LKvRTIXJFeVByKyT1o3NaK6tBEe70jZK/z0sCIppcG26s7ZZ4M8IiI7s//EJVQLTpf9g9oqG4yVaNQqDAvzx/bZw3B8aQLyloxG+ozBGN7Dj4sqRERObFSvQBQsjYfGwu25wGJ/vvvuO4wdOxbt27eHSqXCli1bGhy/e/fuOnsW3HwDkiynUatwX9/2wuM/P2I/1+0Gowmf684KjfVr5SG8X9FyX/ZUFkxq1srcuB6KxUJiaqo8ZGZmomPHjggMDDS/brZ48WL069cPUVFR2Lp1KzZt2oTExEQbRU1EUrz/hLQMQUfpvcLFFSuqKQ0motponw3yiIjszb5fxfutDAoRS0knIiKyVxq1CgVpCWjuZtli+rGicsS/vlveoMhiFRUVCA8Px+rVqyVtd/z4cRQVFZlffn5+CkXoelLvE29qbgKwMuMX5YKR4GDhZVyuuN7oOJ8WWgyQ8sCRg5UFk5q14shlg52JnFUeiMg+OWv2ChdXrEijVmFET/EvvfbYII+IyN7szBN7UtNNzQsnIiJyHrlL4tHaw7Iclp+LKzAoNUPmiMgSo0ePxpIlS3DvvfdK2s7Pzw8BAQHml0hvAhKjdVMjpF0L4fFv7cm3i+yV839UCo27J6K9pExnRysLJjVr5enBIcz8JiKyEmfMXuE3MCt7NCZIeGxNgzwiIqqbwWjC8ZIKobG3tW3OCyciInIqupRRaOPpZtG2Z0v1iHxpu8wRkbVEREQgMDAQI0aMwL59+xocW1VVhbKyslovaljKuDDhsdVGIEtCJrVS2rUUK8t1dw9/aft1oLJgBqMJ/94jnrWiVgEzRoiXbycioqZxxuwVLq5Y2cBgH0jJ4GdjeyJ5lF69jnve2IPb52/D7fO3YfTr32Fn7nm7eMqMLLf/xCXhJ9N6d/BWNBYiIiJbOJIchw6tLbup+fs1A8JTvpY5IlJSYGAg1qxZg88++wyfffYZOnXqhKFDh+Lw4cP1bpOamgpvb2/zq1OnTlaM2DHFdG0HjYTr9pSvcpQLRpTol2Kplz8OVBZs/4lLuC7hHty0oV358BURkZU5W/YKF1esTKNW4Z5I8QZ5mw+f5c1fIgsZjCbsOlaC2+dvQ/iib3D0XDmuG4HrRiC3+A88vuEHhL74NbbnFNk6VLJQVoH4U4IP9OWNBCIick77kmLRI0C8jNHNSiuNCF2wTeaISCndu3fHU089hX79+iEmJgZr165FTEwMVqxYUe828+bNQ2lpqfl15swZK0bsmDRqFaYODREeX3Dhqs2frL1YIVi+S3Ccebxgua/M3BJJ+1XCsu3ipdWZtUJEZBvOlr3CxRUbcNQGeUSOQl9txIyPDiNkfjoS3/+xwaeXrhtMePq/h7nA4qAOFl4WGuemBmJub6dwNERERLbz9cyh6GhhBktlNdB1HhdYHNWAAQOQn59f7/vu7u7w8vKq9aLGzRjRXVIyhq2frBUtCyY6roZfKw+hcVt152z6YKi+2gjdb+Il75i1QkRkO86UvcLFFRvQuqkR0VH8C+2bu+2jQR6RvSuvrMZdaZnotuBrbNVJWyxJ+eJn/jtzMAajCUdO/S40NrJTa148ERGR0/s+KdbiBZZqE9A1iQssjkin0yEwMNDWYTgdjVqF6cPEs1ds/mStQmXBBgS1RdsWzRodd6lCL/zgkxImvSt+400FZq0QEdmSM2WvcHHFRp4f1UN4rNHE7BWihpRevY4eC75Gr5QdOHOl0qJ9FJdV2vRigKTbf+ISqgUvDvsHtVU2GCIiIjvxfVIsega2tGjbanCBxdrKy8uh0+mg0+kAAIWFhdDpdDh9+jSAGyW9Hn30UfP4119/HVu3bkV+fj5ycnIwc+ZM7Ny5E1OnTrVF+E5vxojuksbb8slapcqCadQq3BvRQWjs+T8suxZrKn21EQdOij10BQD39e3AB6+IiGxMavZK0mdHFYqkaSQtrqSmpqJ///5o1aoV/Pz8MH78eBw/frzWmMrKSkydOhU+Pj5o2bIl7r//fpSU1K69efr0aSQkJMDT0xN+fn54/vnnUV1dXWvM7t270bdvX7i7u6Nr165Yv379LfGsXr0aXbp0gYeHB6KionDw4EEpp2NTA4N90EzCn/5be5i9QnSzv/ZTuSbDCratLgbIMv+TVSg8dlCIr4KREBER2Zf0GUPQq30ri7atBhCctI3XHlby448/IjIyEpGRkQCA2bNnIzIyEsnJyQCAoqIi80ILAOj1esyZMwe9e/fGkCFDcPToUXz77be4++67bRK/s9OoVbgvQrxnqi2frFWqLBgADA/1F9t3C8sy55pKStYKAKTe10ehSIiISJTU7JXPj9i2/GR9JC2u7NmzB1OnTsX+/fuRkZGB69evY+TIkaioqDCPmTVrFr788kt88skn2LNnD86dO4f77rvP/L7BYEBCQgL0ej2ysrKwYcMGrF+/3vzlEbjxtE5CQgKGDRsGnU6HmTNn4oknnsCOHTvMYzZt2oTZs2dj4cKFOHz4MMLDwxEXF4fz58835c/DajRqFZ4ZIp5iXG0Esn4Vb9xM5Kyk9FORSrSeMNmewWjCt3li872bWoWBIT4KR0RERGRfvnpuMIZ3t+zhAiOAkPnpSP/pnLxB0S2GDh0Kk8l0y6vm4cL169dj9+7d5vFz585Ffn4+rl27hkuXLmHXrl0YNmyYbYJ3EWkPiPdMBWyYvaJQWTAAEG4+Y4NkEKlZK1FBbaB1YxEXIiJ7ICV7xV77kkv6RNm+fTsee+wxhIWFITw8HOvXr8fp06dx6NAhAEBpaSnee+89vPbaaxg+fDj69euHdevWISsrC/v33/iC8c033+Dnn3/Gf//7X0RERGD06NFYvHgxVq9eDb1eDwBYs2YNgoKCsHz5cvTo0QPTpk3DAw88gBUrVphjee211/Dkk08iMTERPXv2xJo1a+Dp6Ym1a9fK9WejOKkN8lK+ylEsFiJ715R+KiICvDwwgKWjHMb+E5dgEFxY6xnYimn/RETkktYmDkDioC4Wb//sxiN4edsx+QIickCOUhd+Z15J44MgvSwYAFwsFyw5JjhOTuv3iWezA8D7U6SVoSEiIuVI/Yy1x8pOTVquLy0tBQC0bXvjhuShQ4dw/fp1xMbGmseEhobitttuQ3Z2NgAgOzsbvXv3hr//n2mlcXFxKCsrw7Fjx8xjbt5HzZiafej1ehw6dKjWGLVajdjYWPMYRyC1QV7Bhat227yHSCly9FMRkTKuJ2/AO5CsAvFMvrHh4qUciIiInM3CsWF48q4gi7d/Z+9JvPQlH/Ii1ya1Lvy8zT8pFEndDEYTPtedFRprSba+aLkvW5QFe+978cUVZq0QEdkfKZ+x9ljZyeJPFaPRiJkzZ2LQoEHo1asXAKC4uBharRatW7euNdbf3x/FxcXmMTcvrNS8X/NeQ2PKyspw7do1XLx4EQaDoc4xNfuoS1VVFcrKymq9bE1qg7whr+xUKBIi+6FEP5X6NNOosGZiX4zqFajYMUh+BwsvC4+dHGP5DSUiIiJn8EJCT7z1SF+Lt1+37xQeX3dAxoiIHIvUJ2s3Hz5r1SdrDxZexuWK642O82mhtSxb307LgumrjSj5QzxbhlkrRET2R+umRlffFsLjV+60r9JgFi+uTJ06FTk5Ofjoo4/kjEdRqamp8Pb2Nr86depk65AkN8grKqvCVsEnUogcjZL9VP7KXQOsndwfeYtHc2HFwRiMJhw5JVZXOcTXk0+nERERAYjvE4hfloy2ePudxy9izMo9MkZE5FjsuS58cZlYhv+4iPYWZeufF9y/6Di5SGlkz+sCIiL7tXBsmPDYH09dsavSYBZ9skybNg1fffUVdu3ahY4dO5p/HxAQAL1ejytXrtQaX1JSgoCAAPOYkpKSW96vea+hMV5eXmjevDnatWsHjUZT55iafdRl3rx5KC0tNb/OnDkj7cQVIrVB3oyPdHb1PxFRUyndT+VmPp5uyEmJw/GXEzC8hx9LgTmg/ScuoVpwCowLq/8zgYiIyNVo3dRYM9HyDJaconIkcIGFXJTWTY2Ijl7C49/cbb268JcFe510bN3csv1X6GUdJwepjexTxvRSMBoiImqKmK7tJCU/2lNje0mLKyaTCdOmTcPnn3+OnTt3IiiodqmVfv36oVmzZsjMzDT/7vjx4zh9+jSio6MBANHR0fjf//1fnD9/3jwmIyMDXl5e6Nmzp3nMzfuoGVOzD61Wi379+tUaYzQakZmZaR5TF3d3d3h5edV62QOpKcYA8MC/9ykUDZH1WKufCgB092+B3EWjcCg5Di093BQ9Finrf7LE6yoPCvFVMBIiIiLHM6pXYJMWWI5xgYVc2POjegiPNZqsd/OnbQutrONu2a6lWC+V365cs2j/lpCStaJWATG3t1MwGiIiagqNWoV7JVR2sqfG9pIWV6ZOnYr//ve/2LhxI1q1aoXi4mIUFxfj2rUbH6De3t6YMmUKZs+ejV27duHQoUNITExEdHQ0Bg68kUI7cuRI9OzZE5MmTcLRo0exY8cOLFiwAFOnToW7+40P7KeffhonTpzA3LlzkZeXh7feegsff/wxZs2aZY5l9uzZeOedd7Bhwwbk5ubimWeeQUVFBRITE+X6s7EqqQ3yjpwpxZdHzykUDZFyrNlPxU0FzI3rjl+WjMaOWUPRXKtR7FhkHQajCd/mnW98IAA3tQoDQ3wUjoiIrO3ll19GTEwMPD09b+nzR0RiRvUKRMHSeFj6zYgLLOSqBgb7oJmEuyjWuvnj5yXWpF503F8FCG73he6cVc5XatbKeAvLoRERkfVIqexkT43tJS2u/Pvf/0ZpaSmGDh2KwMBA82vTpk3mMStWrMCYMWNw//33Y/DgwQgICMDmzZvN72s0Gnz11VfQaDSIjo7GxIkT8eijj2LRokXmMUFBQdi2bRsyMjIQHh6O5cuX491330VcXJx5zIMPPohXX30VycnJiIiIgE6nw/bt229pcu8otG5qjOrlJ2mb6R8esZtVOqLGWLOfSotmKuSkxCE/NQHPDuvK2rpOZP+JSzAI/r/TM7AVL6KInJBer8eECRPwzDPP2DoUIoemUatQkJaA5m6WfVYeKypH/Ou75Q2KyM5p1Co8MyREeLzVbv6I3haw8PbBgKC2aNuiWaPjLlXocbDwsmUHkUBK1goApN0vrRQ7ERFZn9TG9ilf5SgYjTjJZcHqej322GPmMR4eHli9ejUuX76MiooKbN68+ZY+KJ07d0Z6ejquXr2KCxcu4NVXX4WbW+0yPUOHDsWRI0dQVVWFgoKCWseoMW3aNJw6dQpVVVU4cOAAoqKipJyO3Vn9yB2Stxn4coYCkRDJxxb9VI4tjrfb0l9dunSBSqWq9UpLS6s15qeffsJdd90FDw8PdOrUCa+88sot+/nkk08QGhoKDw8P9O7dG+np6dY6BZvKKhC/OB0bLp5SSkSO46WXXsKsWbPQu3dvW4dC5BRyl8SjtYdlOSw/F1dgUCqvR8i1zBjRXVpd+J3Klwa7WCHWc0V03F/dKNfSQWjs+T+ULfcsNWslKqgNH7YjInIQUhrbF1y4Cr2C1XBE8RPGjmjUKrzxN2lPVFyouI7H1x9UKCIiy7GfSv0WLVqEoqIi82v69Onm98rKyjBy5Eh07twZhw4dwrJly5CSkoK3337bPCYrKwsPP/wwpkyZgiNHjmD8+PEYP348cnLsY9VeSdtzxBfoJscENT6IiIiIoEsZhTaeln2HOluqR+RL22WOiMh+adQqTB8mnr3y46krilecaCfYE0V0XF2Gh4pVCWnXwvJjiJi3+aik8e9PkVaCnYiIbCemaztoJDzBkPSZtM8EJXBxxc6M69sR/l6Np9vebGfeBfZfIbvAfipiWrVqhYCAAPOrRYs/0x4/+OAD6PV6rF27FmFhYXjooYfw3HPP4bXXXjOPWblyJUaNGoXnn38ePXr0wOLFi9G3b1+8+eabtjgdq9FXG1Fw4arQ2BBfTz6hRkRmVVVVKCsrq/UiotqOJMehQ2vLbor+fs2A8JSvZY6IyH7NGNFd0njFG9srXBYMAITTdRSsymswmrD5sPi9D2atEBE5Fo1ahalDxR9g+PyIdXp9NYSfMnZo79xYyduw/wrZEvupSJOWlgYfHx9ERkZi2bJlqK6uNr+XnZ2NwYMHQ6vVmn8XFxeH48eP4/fffzePiY2tPU/ExcUhOzvbOidgIxuyTgqPjQsLaHwQEdmNpKSkW0om/vWVl5dn8f5TU1Ph7e1tfnXq1EnG6Imcx76kWPQIEK91fbPSSiNCF2yTOSIi+6RRq3BfhHgJ2jd3K9vY/ny5WLkv0XF1blsmVo1AdJwlVmYcl7Q+xKwVIiLHI+UBBhOs8ABDIxzvrqQL0LqpkTjoNsnb9XzRNXoukP1gPxXpnnvuOXz00UfYtWsXnnrqKSxduhRz5841v19cXAx//9op9zU/FxcXNzim5v26OMNT21/+dFZ47KAQXwUjISK5zZkzB7m5uQ2+goODLd7/vHnzUFpaan6dOXNGxuiJnMvXM4eio4UZLJXVQEgSF1jINaQ9IF7S22hS9ubPZcFFE9FxdW5boZd1nFQGowmrdhUIjw/v6OWQD+IREbk6qQ8wrPmuwKYJB/yksVMLx/ZGuxbSbiBXGYBBqd8qFBHRn9hPpTYpT1zPnj0bQ4cORZ8+ffD0009j+fLlWLVqFaqqLL/QEeHoT20bjCYcOyu2IOSmVmFgiI/CERGRnHx9fREaGtrg6+aMPqnc3d3h5eVV60VE9fs+KdbiBRYDgCAusJAL0Lqp0dVXPNNLyeyV334XK53btoXln6VtBfu1iI6TSmrWyty4HorEQcrp0qXLLdfRaWlptcb89NNPuOuuu+Dh4YFOnTrhlVdesVG0RKQkKQ8w6A0m7C+4pGA0DePiih078MJIyducLa3C6Nd3yx8MuTz2U6lfU564joqKQnV1NU6ePAkACAgIQElJSa0xNT8HBAQ0OKbm/bo4+lPb+09cgkHwamp4qC80agWLPRORTZ0+fRo6nQ6nT5+GwWCATqeDTqdDeXm5rUMjcirfJ8WiZ2BLi7Y1gQss5BoWjg0THqtU9orBaMJWwR6sAd7NLT6On+Ciieg4KaRmrWg1fNjKUS1atAhFRUXm1/Tp083vlZWVYeTIkejcuTMOHTqEZcuWISUlBW+//bYNIyYiJUh9gOGVHbkKRtMw+3wMnADcSIN686EITPtIJ2m73OIKDErNwL55I5QJjFyKvtqI5z/VKV72C7jRT+XACyPtNkOlPr6+vvD1tawMlU6ng1qthp+fHwAgOjoaL7zwAq5fv45mzZoBADIyMtC9e3e0adPGPCYzMxMzZ8407ycjIwPR0dH1Hsfd3R3u7so8RWYN/5NVKDx2cnSQgpEQka0lJydjw4YN5p8jIyMBALt27cLQoUNtFBWRc0qfMQRj3vgOOef+kLytCUBw0jb8ujSeDz2Q04rp2g4aFYQfAnprTz5mjOgm67+Jg4WXcbnieqPjfFpoMSCoreUHEgz5h5OXMej2dpYfpw5Ss1aeHhzCecdBtWrVqt6HBj/44APo9XqsXbsWWq0WYWFh0Ol0eO211/CPf/zDypESkdIWjg3DpLUHhcYe/a0M+mqjTcpBMnPFzo2J6IDh3aU/cXG2VI+IlK8ViIhcBfupyC87Oxuvv/46jh49ihMnTuCDDz7ArFmzMHHiRPPCySOPPAKtVospU6bg2LFj2LRpE1auXInZs2eb9zNjxgxs374dy5cvR15eHlJSUvDjjz9i2rRptjo1RRmMJnybd15oLEuCETm/9evXw2Qy3fLiwgqRMr56bjCGd7fsIRIjgJD56Uj/SeypeiJHo1GrMHVoiPD4aiOQ9etFWWMoFmwgPy6ifZMWHC4K9mtZn31S1vJnBqMJ/94jnrWiVgEzRnST7fhkXWlpafDx8UFkZCSWLVuG6upq83vZ2dkYPHhwrVKxcXFxOH78OH7//fc69+cMvUeJXFVM13aSFi7mbf5JsVgawsUVB7A2cSDaeUovi3Sl0ojQBUzHJ2nYT0U57u7u+OijjzBkyBCEhYXh5ZdfxqxZs2qlMXt7e+Obb75BYWEh+vXrhzlz5iA5ObnWkzgxMTHYuHEj3n77bYSHh+PTTz/Fli1b0KtXL1ucluL2n7gEg2AVup6BrfiUGhERkczWJg5A4qAuFm//7MYjeHnbMfkCIrIjM0Z0F03qAACkfJUj6/FFm9R3bG15STAA8GvlITTuytXrOFh4uUnHutn+E5dwXUJF6mlDu/J6wEE999xz+Oijj7Br1y489dRTWLp0KebOnWt+v7i4GP7+/rW2qfm5uLi4zn06eu9RIlemUatwb1/xxvZbdeds0tje+e9mOokDC+IQMj9d8naV1UzHp8YZjCZ8l3se//jgR0lfXC3hpgJmj+yOJ+4Ktkm6ni317dsX+/fvb3Rcnz59sHfv3gbHTJgwARMmTJArNLsmpSTY2HDxD14iIiISt3BsGNzUKryzV/xz+Wbv7D2JaqMJC8c658Mg5Lo0ahWmDwvBG4I9QQouXJW1dElrT7Em9aLj6jMgqC28PdxQWlnd6Nji0mtNOtbNlm0Xr6PPrBX7k5SUhH/9618NjsnNzUVoaGitag19+vSBVqvFU089hdTUVItLXM+bN6/WfsvKyrjAQuRAUu8Lx2eHxTKgq403GtvLXZqyMa51Z9OBadQqvPVIpEXb1qTjf6U7K29Q5PD01UbM+OgwQuanI/F9ZRdWWjRTISclDvmpCXh2WFeXW1ghy0gpCQYAk2PYb4WIiEgpLyT0xFuP9LV4+3X7TuHxdQdkjIjIPkjNXpn0XuMPXIm6clUv67j6aNQqjOjp3/hAAJcrmnasGvpqI3S/iZdxYtaK/ZkzZw5yc3MbfAUHB9e5bVRUFKqrq3Hy5EkAQEBAAEpKSmqNqfm5vj4t7u7u8PLyqvUiIsehdVMjoqP4v1tbNLbn3U0HEt+nPabc2dni7ad9pMPj6+T7EkeOi/1UyFFIKQnWuW1zLtoREREpLL5PIAqWxlu8/c7jFzFm5R4ZIyKyvZrsFVEHCn+HvlqeJ9vathDLSBEd15BBt4v1X2rb0rIsg79K+vSo8FgVmLVij3x9fREaGtrg6+YeKjfT6XRQq9Xw8/MDAERHR+O7777D9evXzWMyMjLQvXt3cw9TInI+z4/qITy2prG9NfEulIN5cUwvDO9ueXrTzuOXcMei7TapQUe2x34q5Gj2SWj4OXGg5YvPREREJE6jVuFkWoKkJ/VvllNUjgQusJCTmTGiu6TxcmWv+HmJ9UIRHdfgPgQXTUTHNcRgNGGzTqwUDADc17cDs1YcWHZ2Nl5//XUcPXoUJ06cwAcffIBZs2Zh4sSJ5oWTRx55BFqtFlOmTMGxY8ewadMmrFy5slbZLyJyPgODfeAmYXq3dmN7Lq44oLWJUejdvpXF21+8akDI/HR8cfg3GaMie2UwmrDrWAlun78N4Yu+wTUFV3DdVMDcuO74Zclo7Jg1FM21GsWORa5hZ17djQnrwpJgRERE1lWYlmBxE89jXGAhJ6NRq3BfhHj/P7myVw4WXhIbKMfzlaI3t2RY41iZcVzS+NT7+jT9oGQz7u7u+OijjzBkyBCEhYXh5ZdfxqxZs/D222+bx3h7e+Obb75BYWEh+vXrhzlz5iA5ORn/+Mc/bBg5ESlNo1bhnkj7bWzPx8kd1JfPDcbj6w5i5/ELFu/juY+PYnlGHnY+fzef8HBC1/QGPL7hALILflf8WC2aqXDghZHMUCFZGYwmHC+pEBrr30rLkmBEREQ2kJ+WgNvnbcN1C65haxZYts0YIn9gRDaQ9kC4pGyLSe/tx6anYiw+nsFowoasU0JjL1ZUWXycGufLxKofiI6rj8FowurdBcLjQ3w9eS3g4Pr27Yv9+xvP5urTpw/27t1rhYiIyJ7Yc2N7fvo4sLWJAzDlzqY9qX3q9yqEzE/Hlh/PyBQV2Vp5ZTX6LfoGPZK3K76wwn4qpKSs/IvCD9gNDPZRNBYiIiKq36+pCWgupV7DTY4VlSP+9d3yBkRkI1o3NaK6iPd+aGr2ysHCy7hy7XrjAwH4tWp6WTDRRvX78sVL+9YlK/8iDBIWbFPG9GrS8YiIyL5JbWy/N/+8gtHUxsUVB/fimJ5465G+Td7PzE9/Qr9FX7MXiwO7uZ/KpatiX7AtxX4qZA0vfXlMeOwDfTspGAkRERE1JndJPFp7WFYS9ufiCgxKzZA5IiLbeP+JgZLGb8gqtPhYxYIZIq2bN8OAoLYWH6eGaKP6b3PPN+negpTrADc1EGOlp5OJiMh2pDS2/0JXpGAktXFxxQnE9wlEwdL4Jv9lXrpqZBaLg2E/FXJW+moj8i+IlQRTq3hBRUREZA90KaPQxtOyB2/OluoR+dJ2mSMisj6p2Sv/3S9W1qsul8vFSn3F9vCTpRR4gJdY9suVa9dxsPCyRceQch0AAM8O6coy50RELmBgsI/wve9zpZWy9DUTwcUVJ6FRq3AiLQFaGf5GZ376E7q/sA3lldVN3xkp4pregIffyULI/HQkvv8jris4X7RopkJOShzyUxPw7LCurGVLVjFv81Hhsf1ua80LKiIiIjtxJDkOHVqLPd3+V79fMyA85WuZIyKyPinZK6cuX7P4BlBrT63QuOgQeR5EGhDUFt6ClQuKS69ZdIxJ7zbed6OGWgXMGNHNouMQEZFj0ahVuKNLa+Hx8zb/pFwwN+FdUifzy9IEtPVs1uT9VBmAXik7EJmyHdf0BhkiIzmwnwq5AoPRhM8FG5UBwHPDeUFFRERkT/YlxaJHQAuLti2tNCJ0wTaZIyKyLq2bGp3bNhceP+k98QWFm125KtYDRXRcYzRqFUb09BcaK9qf5Wb6aiMOnBS/zp02lFkrRESuZLqE+z9bdees0v6CiytO6HDySAzr7ivLvn6vNKBH8nbELM3gIosNsZ8KuZKs/IsQfXaPJcGIiIjs09czh6KjhRksldVASJJrLLB89913GDt2LNq3bw+VSoUtW7Y0us3u3bvRt29fuLu7o2vXrli/fr3icZJ0Ewd2ER5raWN70cwV0XEiRLNgLDmmlKwVFZi1QkTkamK6thNezKg2mrC/4JKi8QBcXHFa6xIHYNXDkbLt71yZHj2St+PuVzOtVrPO1bGfCrkqKQ0s5aofTURERPL7PinW4gUWA4AgF1hgqaioQHh4OFavXi00vrCwEAkJCRg2bBh0Oh1mzpyJJ554Ajt27FA4UpJqckwXSeMtyV7JLrgoNE6uzBUp+5J6TKlZK/dGtud1ABGRi7mRQeknPH5DdqGC0dzAx9Kd2Njw9ojvHYi7l+/GyUtXZdlnwcVKdFvwNfp38cYHT8Sw/4YCrukNeHzDAcXLfgE3+qkceGEkM1TIbkhtYDk5OkjBaIiIiKipvk+KRfzKPfi5qFzytibcWGApTEuQPzA7MXr0aIwePVp4/Jo1axAUFITly5cDAHr06IHvv/8eK1asQFxcnFJhkgVqGtuLLhjUZK+IXmMbjCZs+98iobFtW8iXuaJUtoyUrBUASLs/XNJ4IiJyDo/GBGHHz+eFxu7MuwCD0aToYjzvjDs5jVqF3c8Pw8qHImTd7w8nS9FtwdeYsOZ7ZrLIhP1UiICkT8Ub2Ws1KgwM8VEwGiIiIpJD+owh6NW+lUXbmgAEJ22zSs1sR5CdnY3Y2Nhav4uLi0N2dna921RVVaGsrKzWi6xDSmN7AEj6TPy78P4Tl3Dtuti1eIC3eP+XxlyuqJJ1HCA9ayUqqA0f9CQiclEDg33gJrhWYo3SYPw0chH3RHRAwdJ4RHT0lnW/XGRpOmv2UxkU3Jb9VMhuGYwmbNaJN7J/enAISwEQERE5iK+eG4zhFvaFNAIImZ+O9J/Evyc4q+LiYvj7124o7u/vj7KyMly7dq3ObVJTU+Ht7W1+derUyRqhEv7MXhH1+RHx5rvZgjeLWrq7YUBQW+EYGnPlmtg166HT4osl8zaLLyoBwPtTpC1aERGR89CoVbgnsr3weKVLg3FxxYVo1CpsmXYncheNgtz3I2sWWeJW7GbjewHW7KfirlFh7eT+KFgajw/+Ec1+KmS3VmYcFx7LBpZERESOZ23iACQO6mLx9s9uPIKXt4n3ZqMb5s2bh9LSUvPrzJkztg7JpUjJXjEBWJnxi+BYsUWYO2/3kfWBJBXE9vX9r5eEFooMRhM2HxZfOGXWChERpd4nXhry29zzimZA8xPJBTXXanAiNQFDu1n25FhDjpdU/F/j+53MZKnDNb0BD7+ThZD56Uh8/0cIZnFbpEUzFXJS4nD85XgMZ9NvsnMGowmrdhUIj2cDSyIiIse0cGwYnrzL8p5p7+w9iZe+zJExIscSEBCAkpKSWr8rKSmBl5cXmjevu/STu7s7vLy8ar3IeqRmr7y5O1/oJlDr5s2E9tfvNvFji4gWLMtbXlWNg4WXGx23MuO44DLRDcxaISIirZsanduKlbw0moCsXy8qFgsXV1zY+scHIHfRKLT2lL88VMHFa8xkuQn7qRA1TOpFFRtYEhEROa4XEnrirUf6Wrz9un2n8Pi6AzJG5Diio6ORmZlZ63cZGRmIjo62UUQkQkr2itEklr3y2+9XhfbXtoW78LFFDAz2QfNmYreSikvrLlVXQ+oDVuEdvZi1QkREAICJA7sIj035SrkHc/ip5OKaazXQJcchJyUOHgp8SanJZOm3aAfKK6tl37+9Yz8VosZJvagK8fXkRRUREZGDi+8TiIKl8RZvv/P4RYxZuUfGiGyjvLwcOp0OOp0OAFBYWAidTofTp08DuFHS69FHHzWPf/rpp3HixAnMnTsXeXl5eOutt/Dxxx9j1qxZtgifBGnd1Ojq20J4fGPZKwajCZuPnBXa15WreuHjitCoVYjvFSA09mJ5w03tpT5gNTeuh4TRRETkzCbHdBEeW3DhqmIVlnh3igAALT3ckLdkNFb8LUKR/V+6Wo1eKTvQ/YV07FS41p2tsZ8K1Wf37t1QqVR1vn744QcAwMmTJ+t8f//+/bX29cknnyA0NBQeHh7o3bs30tPTbXFKspB6UZUyppdisRAREZH1aNQqnExLEOzgcKuconIkOPgCy48//ojIyEhERkYCAGbPno3IyEgkJycDAIqKiswLLQAQFBSEbdu2ISMjA+Hh4Vi+fDneffddxMXF2SR+ErdwbJjw2MayVw4WXsYflWIVItq20AofV1RAa7FSLFeu1f+AocFowurd4g9YaTUqDBQsSUZERM5P6oMLG7KUaWzPx9uplnv7dsC4iPZ4bcdxrN4j/kVHVJXBhMc33LiJPHVwMGaPCnWavgnX9AY8vuGA4mW/gBv9VA68MJIZKg4mJiYGRUVFtX734osvIjMzE3fccUet33/77bcIC/vzAszH588LiaysLDz88MNITU3FmDFjsHHjRowfPx6HDx9Gr16OtfBgMJrwhoSsFTc1EHN7OwUjIiIiImsrTEtA16RtsCTP/dj/LbBsmzFE9risYejQoTCZ6n/MZP369XVuc+TIEQWjIiXEdG0HjQowCD5V9ObufMwY0a3O6+Xiskrh4wZ4iy2ESNHA/7K15J8vr/e9rPyLwn8WAPD04BCnuXdARETyWDg2DJPWHhQa+9/9p/Dk4BDZY2DmCt1Co1bh+dGhKFgaj7ge/oodZ/V3JxAyPx3L0nMdOpOF/VRIlFarRUBAgPnl4+ODrVu3IjExESpV7QsFHx+fWmObNfuzYeXKlSsxatQoPP/88+jRowcWL16Mvn374s0337T2KTXZ1I0/Shr/7JCuvKgiIiJyQvlpCWhm4Uf8MSfIYCHnp1GrMHWo+E2dhrJXLv7RcLmtGl4ebhgQ1Fb4mKLaeIplw3z3y4V6r/VTvjgmfDy1CpgxopvweCIicg0xXdsJL26cunxNkdJgXFyhemnUKvxn8h34Zclo9O/SWrHj1CyyzNx4WLH6d0pgPxVqqi+++AKXLl1CYmLiLe+NGzcOfn5+uPPOO/HFF1/Uei87OxuxsbG1fhcXF4fs7GxF45WbvtqI7TnnhcfzooqITp48iSlTpiAoKAjNmzdHSEgIFi5cCL1e3nryRGQbv6YmoLmbZSssx4rKEf/6bnkDIpLZjBHdJZXBq6/3yuWrYosr0SE+ijyY1K6Vu9C4a9eN2F9w6Zbf66uNKLhYIXy8aUP5gBUREd1Ko1ZhRE8/4fFKlAbj4go1SuumxidPD1J8kWXLT0XotuBr3PWvTJRXWlIUQHnsp0Jyeu+99xAXF4eOHTuaf9eyZUssX74cn3zyCbZt24Y777wT48ePr7XAUlxcDH//2lll/v7+KC4urvdYVVVVKCsrq/WytTuW7JA0nhdVRJSXlwej0Yj//Oc/OHbsGFasWIE1a9Zg/vz5tg6NiGSSuyQerT0s+977c3EFBqVmyBwRkXw0ahWmD2t69sqhk2IVE5o3U+YaMsDLQ3hs9omLt/xu0rv76xhZNxX4gBUREdXv0Zgg4bH/3X9K9uNzcYWEWWuR5czvleiVsgNhL6bbzSLLNb0BD7+ThZD56Uh8/0dcVzDBpkUzFXJS4nD85XgM7+HHm8kOICkpqd5G9TWvvLy8Wtv89ttv2LFjB6ZMmVLr9+3atcPs2bMRFRWF/v37Iy0tDRMnTsSyZcuaFGNqaiq8vb3Nr06dOjVpf02VuHY/yirF/yExa4WIAGDUqFFYt24dRo4cieDgYIwbNw7//Oc/sXnzZluHRkQy0qWMQhtPy7K1z5bqEfnSdpkjIpKP1OyVt/bUzl4xGE3QnbkitG371uKLIFIMCGoLT63Y7aS/Jt7oq404ILg4BAD3RrbnNTEREdVrYLAPNIIrHEqUBuPiCklmrUWWiusm9ErZge4vpGNn7nmb9GVhPxUSMWfOHOTm5jb4Cg4OrrXNunXr4OPjg3HjxjW6/6ioKOTn55t/DggIQElJSa0xJSUlCAgIqHcf8+bNQ2lpqfl15swZiWcpn5e+zMGuX24tD9CQFQ9G8KKKiOpUWlqKtm0bridvj9l7RNSwI8lx6NBarPTQX/1+zYDwlK9ljohIHlKzV6qNQNavf2Z/7D9xCXrBTvCDQnwlxydCo1ZhVJhYf9bi0spaP0vJWgGAtPvDJY0nIiLXolGrEBtqu9JgXFwhi1lrkaXKYMLjG36wal+W8spq9EpmPxUS4+vri9DQ0AZfWu2fTR9NJhPWrVuHRx99tFaj+vrodDoEBgaaf46OjkZmZmatMRkZGYiOjq53H+7u7vDy8qr1soWUL3Kwbp+0NMy2ns1wT0QHhSIiIkeWn5+PVatW4amnnmpwnL1l7xGRmH1JsegR0MKibUsrjQhdsE3miIjkITV7JeWrHPN/ZxXcWmarLh5uagwM8ZEYmbjA1p5C49L/t8j8oKTUrJWooDbQuvG2FRERNcyWpcH4KUVNdvMiyz0RgY1v0AQ1fVniVuzGNb1B1n3rq41YvesXdJ2/Db1SdqBcz34qpIydO3eisLAQTzzxxC3vbdiwAR9++CHy8vKQl5eHpUuXYu3atZg+fbp5zIwZM7B9+3YsX74ceXl5SElJwY8//ohp06ZZ8zQkMRhNGPLKTqzPkv4hti/pbgUiIiJ7Ykl5xbNnz2LUqFGYMGECnnzyyQb3b0/Ze0Qkzdczh6KjhRksldVASBIXWMj+SM1eKbhw1fyQ4cHCy0Lb9OnorWjmt0pweaiy+s+m9lKzVt6fMlByXOSYdu/eXe93wB9++AEAcPLkyTrf379f2v9XROR8bFkajI/Jk2y0bmqsfKgvXvubCd/lnsczHx5CZbUypbyOl1SgR/J2tPdqhsx/3t2kxYlregPuWb0Xv5RUyBhh3Vo0U+HACyOZoeLi3nvvPcTExCA0NLTO9xcvXoxTp07Bzc0NoaGh2LRpEx544AHz+zExMdi4cSMWLFiA+fPn4/bbb8eWLVvQq1cva52CsPLKajy45nscK7bs31dkJ28uPhK5gDlz5uCxxx5rcMzN5RXPnTuHYcOGISYmBm+//Xaj+3d3d4e7u2U3Z4nI9r5PisWdad/itytVkrc1AAhK2obCtAT5AyNqghkjuuONXQXC4xPe+A7bZw7BkVNimR+B3sr0W6kRHeKDN3flNz4QwL6CC+gf1JZZK1SvmJgYFBUV1frdiy++iMzMTNxxxx21fv/tt98iLCzM/LOPj3IZWkTkGGpKg+34+bzQ+A1ZhXhysPhDDg3hHV6SnUatwrAwf+QtiUd5ZTUGLv0W5TJnmdQ4V3YdPZK3w8fTDXvm3i1p0aK8shpDXtmpeNkvABbFR85r48aN9b43efJkTJ48udF9TJgwARMmTJAzLIuVV1Zj+gc/ICv/MqpkXk/99JlB8u6QiOySr68vfH3F6sKfPXsWw4YNQ79+/bBu3Tqo1bzxQuQKvk+KRfzKPfi5qFzytiZwgYXsj0atwn0R7bFZd05o/K/nK7Ai4zhEn1/s0KZ5E6Jr3MBgH7ipIBTPD4WXcdcr30raP7NWXItWq63VQ/T69evYunUrpk+fDpWqdpaUj49Pg/1Gicg1PRoTJLy48t/9p7i4Qo6hpYcbchaNUnwh49LVavRK2QE3FTB7ZHc8cVdwvU+53FjwyVC07FeNQcFt8e5jA/jkPTkVfbUR7+zNx/tZhSj+o1qx46x6OJJN7ImolrNnz2Lo0KHo3LkzXn31VVy4cMH8Hi+yiZxf+owhGPPGd8g594fkbU0AgpO24del8fx+QXYj7YFw4cUVAHhTQqaLUs3sa2jUKkR2boMfBLJRfjh1RdK+mbVCX3zxBS5duoTExMRb3hs3bhwqKyvRrVs3zJ07F+PGjat3P1VVVaiq+jPrsaysTJF4icj2akqDGQRu99aUBpPjs4aLK2QVLT3ccCh5JK7pDRi+fBeKSqWn9IuoNgGv7DiOV3YcR3f/Ftgy9S4012rMN4NXZPwKGcvq1cldo8K/J96BId19eeFGTkVfbcTf383GDyevKH6s4aG+GBveXvHjEJFjycjIQH5+PvLz89GxY8da75lMypQiJSL78tVzg/H4uoPYefxC44P/wgggZH463nokEvF9+D2DbE/rpkZUlzaSymUJ7VejUrSZfY0BQW2FFlekYtYKvffee4iLi6v1fa9ly5ZYvnw5Bg0aBLVajc8++wzjx4/Hli1b6l1gSU1NxUsvvWStsInIhmxVGkxlcuEr0bKyMnh7e6O0tBReXl62DselWLPPiRo3LqSUxn4qzssZ5wqp57Toy2NYu++k8oEB6NjGA9//PzaxJ7IXnAOJyB699OUxrGvCd5Mn7+qCFxLCGhzjrHOFs56Xo9JXG9Ftwdey7rN/59b4xArldfflX8Tf3z0g6z6jgtpg01Mxsu6TLCPHXJGUlIR//etfDY7Jzc2t1Y/0t99+Q+fOnfHxxx/j/vvvb3DbRx99FIWFhdi7d2+d79eVudKpUyfOf0ROSsrnUp8OXvhi+l31vi86Bzr8XeDVq1dj2bJlKC4uRnh4OFatWoUBAwbYOixqRHOtBt/MGmrOKFn+za8wKrTMp/TCCvupkLMb8spOnLp8zSrHauPpxoUVIiIiatTCsWFwU6vwzt5Ci7Z/Z+9JACq8kNBT1riIpFIie6V/UFvZ9tWQgcE+UKsg67U8s1acy5w5c/DYY481OCY4OLjWz+vWrYOPj0+D5b5qREVFISMjo9733d3d4e7uLhQrETk+KZ9LPxeVwWA0NbnqkEPfDd60aRNmz56NNWvWICoqCq+//jri4uJw/Phx+Pn52To8EqB1U2PqsG6YOqwbSq9ex8Cl3+Ka0nW7ZMJ+KuQKxryxx2oLK22ba3A4Oc4qxyIiIiLH90JCT0R2aoNnNx62aPt39hYislMbxPcJlDkyImnef2KgrNkrSvdbqaFRq3BH59Y4KFPZ4NFh/uy14mR8fX3h6yv+/6PJZMK6devw6KOPolmzZo2O1+l0CAzkHE5EN2jUKvS7rbVQr69qI7C/4BIG3d6uScd06E+t1157DU8++SQSExPRs2dPrFmzBp6enli7dq2tQyMLeHs2Q+6S0chJiYOPZ+MforbgpgLWTu6PgqXx+OAf0VxYIaf2xeHfkHOu3CrHCgtsgcMLR1nlWEREROQ84vsEomBpvMXbz/5YB4NSKfREgrRuasT38pdlX25q6/RbqTF9eDfZ9vXm3/vJti9yTDt37kRhYSGeeOKJW97bsGEDPvzwQ+Tl5SEvLw9Lly7F2rVrMX36dBtESkT2akCw+GfgvgLpPfz+ymEXV/R6PQ4dOoTY2Fjz79RqNWJjY5GdnW3DyKipWnq44VDySOQuGoVu/i1sHQ4AwEOjwtHkkchPTcDwHn5sVE9Oz2A0Ye7n/2uVY73xt3BsmzHUKsciIiIi56NRq3AyLQGWfEOvrDYi69eLssdEJNWqR/pZ9P/wX90T0d6q16sxXdvJEvfKhyJ4nU147733EBMTU6sHy80WL16Mfv36ISoqClu3bsWmTZuQmJho5SiJyJ7FhIhnopz9vemVWhy2LNjFixdhMBjg71/76Q5/f3/k5eXVuU1djazIft3cl+X5T3XYqiuyegyd2njg6xlD2E+FXM7BwsuovK5sib6Ijq3w2bN38SKKiIiIZFGYloCuSdtQLXG7z478hru6W6eMElF9NGoVVj0UgWkf6Zq0n9T7+sgTkCCNWoV7I9pjs+6cxfsI8vHEPREdZIyKHNXGjRvrfW/y5MmYPHmyFaMhIkc0MNgHzdSAyC0tlarp96McNnPFEqmpqfD29ja/OnXqZOuQSIDWTY2VD/VFwdJ4PHtXcOMbyGB8n0D8smQ09v4/Nqon13T+j0pF9qsC8Lc7OiJ30ShsmTaYCytEREQkq/y0BDST+PXiqt6gTDBEEo2J6IDh3S0v6WWrniVpD4Q3aftv5wyVJxAiInJ5GrUKd/cQK7XZoU3zJh/PYRdX2rVrB41Gg5KSklq/LykpQUBAQJ3bzJs3D6WlpebXmTNnrBEqyUSjVmFuQg8ULI3Hukl3wMNN3puyN/dTef2RvmykRy7Nr5WHLPtRA2ih1WBYd1/kpMShMC0BrzwQzn5FREREpJhfUxPQXMK1Qv8ubRWMhkiatYkD0cFLeg9SFWzXs0TrpkbioNss2nbVw5F84IqIiGQ1KbqL0DgpJcTq47CP5Gu1WvTr1w+ZmZkYP348AMBoNCIzMxPTpk2rcxt3d3e4u7tbMUpSgkatwrAwf+QtiUd5ZTVGv74HZ65Y/pS9h0aFAy+MgLen9C+wRM5qQFBbBHi5o7isqvHBANQqoE9Hb2xIjOK/JSIiIrK53CXxiHxpB36/1nCRMJUKmBzTxTpBEQnaN38kwpK/RoVevEzvGzZepFg4tjcyjhXjtyt64W1ie/hhbHh7BaMiIiJXNDDYB609m+HK1ev1jmnj2QwDgy3PFq3h0I/mz549G++88w42bNiA3NxcPPPMM6ioqGAzKxfS0sMNe5Puxi9LRuOeiEBJ23Zq44GclDjkvRzPm8FEf6FRq5AyLqzRcSHtmuOXJaNxIjUBW6beyX9LREREZDeOLIxDp7YNl3v4x11BzFgnu3Rs0Wj4tNQKjR3R0z4WKb5PGoF2gjHH9vDFu5P7KxwRERG5Io1ahbT7ejc4JvW+3rI8lODQ3yIffPBBvPrqq0hOTkZERAR0Oh22b99+S5N7cn5S+rKwnwqRmFG9ArFmYl+0rmPBxF0DvPlQBDL/OZw3JIiIiMhu7Z07HI8P6oK/XjqrVcBTg4MwL76nTeIiEnFowQgkNpJZ9eRdXfDOo/azSPHjghEYHurb4Jg3H4rAu5MHWCkiIiJyRTX3tAK8ape9D/T2wJqJfTGql7SH9OujMplMJln25IDKysrg7e2N0tJSeHl52TockpHBaMJ3uefx6rfHcf6PKvh7eWD2iO4Y0t2X9VxJMmecK6Sck8Fowv6CS8g+cRGACtEhPhgY7MN/S0QuwtXnQCJyDvpqI97PPolTl6+ic1tPTIru0ugDIs46VzjreTkzfbUR7+zNxwf7T6H0WjXaeGrxSFRnPHFXsN0+6HRNb0DyFz8h49h5XDcY0dmnBf45MpTX5A7EGecKZzwnImqYwWjCwcLLOP9HJfxaeWBAUFuhzyHR+YKP7ZNTqunLMiyMWUxETaVRqzDo9nYYdHvTG30RERER2YLWTY0pjWS4E9krrZsaU4d1w9Rh3WwdirDmWg2WPRAJPGDrSIiIyJVp1DceElaKfT7iQEREREREREREREREZKe4uEJERERERERERERERCSBS5cFq2k3U1ZWZuNIiMie1cwRztSiivMfEYniHEhErsoZ5z+AcyARiXHGOZDzHxGJEp0DXXpx5Y8//gAAdOrUycaREJEj+OOPP+Dt7W3rMGTB+Y+IpOIcSESuypnmP4BzIBFJ40xzIOc/IpKqsTlQZXKmJWiJjEYjzp07h1atWkGlUjU6vqysDJ06dcKZM2fg5eVlhQhty9XOF+A585zrZjKZ8Mcff6B9+/ZQq52jmiLnv8bxnHnOzsiS8+Uc6Hr/nwA8Z1c4Z1c7X4DfAWtwDmycq52zq50vwHN21TlQ6vwHuN7/K652vgDP2RXOWcnrYJfOXFGr1ejYsaPk7by8vFzif7warna+AM/ZVUg5Z2d5UqcG5z9xPGfX4GrnLPV8OQfe4Gr/nwA8Z1fgaucLuPZ3QIBzoBSuds6udr4Az7kxzjYHWjr/Aa73/4qrnS/Ac3YFSlwHO8fSMxERERERERERERERkZVwcYWIiIiIiIiIiIiIiEgCLq5I4O7ujoULF8Ld3d3WoViFq50vwHN2Fa54zk3lin9mPGfX4Grn7GrnKxdX/HPjOTs/VztfwDXPWQ6u+OfmaufsaucL8JxJnKv9ubna+QI8Z1eg5Pm6dEN7IiIiIiIiIiIiIiIiqZi5QkREREREREREREREJAEXV4iIiIiIiIiIiIiIiCTg4goREREREREREREREZEEXFwhIiIiIiIiIiIiIiKSgIsrgl5++WXExMTA09MTrVu3rnPM6dOnkZCQAE9PT/j5+eH5559HdXW1dQNVUJcuXaBSqWq90tLSbB2WrFavXo0uXbrAw8MDUVFROHjwoK1DUkxKSsotf5+hoaG2Dks23333HcaOHYv27dtDpVJhy5Yttd43mUxITk5GYGAgmjdvjtjYWPz666+2CdbOcf7j/OdsnH3+AzgHyolzIOdAZ8M5kHOgFJwDOQc6G86BnANFcf67wdnnQM5/nP+aOv9xcUWQXq/HhAkT8Mwzz9T5vsFgQEJCAvR6PbKysrBhwwasX78eycnJVo5UWYsWLUJRUZH5NX36dFuHJJtNmzZh9uzZWLhwIQ4fPozw8HDExcXh/Pnztg5NMWFhYbX+Pr///ntbhySbiooKhIeHY/Xq1XW+/8orr+CNN97AmjVrcODAAbRo0QJxcXGorKy0cqT2j/PfDZz/nIszz38A50A5cQ68gXOgc+EcyDlQFOfAGzgHOhfOgZwDRXD++5OzzoGc/zj/yTL/mUiSdevWmby9vW/5fXp6ukmtVpuKi4vNv/v3v/9t8vLyMlVVVVkxQuV07tzZtGLFCluHoZgBAwaYpk6dav7ZYDCY2rdvb0pNTbVhVMpZuHChKTw83NZhWAUA0+eff27+2Wg0mgICAkzLli0z/+7KlSsmd3d304cffmiDCB0D578Vtg5DMZz/nBvnQHlwDlxh6zAUwznQuXEOlAfnwBW2DkMxnAOdG+fApnPl+c9kcu45kPOfc7PW/MfMFZlkZ2ejd+/e8Pf3N/8uLi4OZWVlOHbsmA0jk1daWhp8fHwQGRmJZcuWOU26o16vx6FDhxAbG2v+nVqtRmxsLLKzs20YmbJ+/fVXtG/fHsHBwfj73/+O06dP2zokqygsLERxcXGtv29vb29ERUU59d+3Ujj/OTbOf641/wGcA+XGOdCxcQ7kHAhwDmwKzoGOjXMg50CAc6ClXGX+A5xzDuT8x/kPkGf+c5MjOAKKi4trTagAzD8XFxfbIiTZPffcc+jbty/atm2LrKwszJs3D0VFRXjttddsHVqTXbx4EQaDoc6/w7y8PBtFpayoqCisX78e3bt3R1FREV566SXcddddyMnJQatWrWwdnqJq/k3W9fftLP9erYnzn2Pj/Oda8x/AOVBunAMdG+dAzoE1OAdahnOgY+McyDmwBudA6Vxh/gOcdw7k/Mf5r0ZT5z+XzlxJSkq6pZHPX1/O+g+qhpQ/g9mzZ2Po0KHo06cPnn76aSxfvhyrVq1CVVWVjc+CLDF69GhMmDABffr0QVxcHNLT03HlyhV8/PHHtg6NrIDzH+c/V8b5jzgHcg50ZZwDiXMg50BXxjnQtXH+u4FzoGvi/KcMl85cmTNnDh577LEGxwQHBwvtKyAgAAcPHqz1u5KSEvN79qopfwZRUVGorq7GyZMn0b17dwWis5527dpBo9GY/85qlJSU2PXfn5xat26Nbt26IT8/39ahKK7m77SkpASBgYHm35eUlCAiIsJGUVkX5z/OfzU4/7nW/AdwDgQ4BwKcA2twDuQcWINzYG2cAzkH2vPfn5w4B8L8syvMgZz/buAcyPkP4PxXo6nzn0svrvj6+sLX11eWfUVHR+Pll1/G+fPn4efnBwDIyMiAl5cXevbsKcsxlNCUPwOdTge1Wm0+X0em1WrRr18/ZGZmYvz48QAAo9GIzMxMTJs2zbbBWUl5eTkKCgowadIkW4eiuKCgIAQEBCAzM9M8gZaVleHAgQN45plnbBuclXD+4/xXg/Ofa81/AOdAgHMgwDmwBudAzoEA58Cm4Bzo2DgHcg4EXGsO5Px3A+dAzn8A5z9AnvnPpRdXpDh9+jQuX76M06dPw2AwQKfTAQC6du2Kli1bYuTIkejZsycmTZqEV155BcXFxViwYAGmTp0Kd3d32wYvg+zsbBw4cADDhg1Dq1atkJ2djVmzZmHixIlo06aNrcOTxezZszF58mTccccdGDBgAF5//XVUVFQgMTHR1qEp4p///CfGjh2Lzp0749y5c1i4cCE0Gg0efvhhW4cmi/Ly8lqr74WFhdDpdGjbti1uu+02zJw5E0uWLMHtt9+OoKAgvPjii2jfvr35Q5X+xPmP85+zcfb5D+AcKCfOgZwDnQ3nQM6BUnAO5BzobDgHcg4U5erzH+D8cyDnP85/ssx/JhIyefJkE4BbXrt27TKPOXnypGn06NGm5s2bm9q1a2eaM2eO6fr167YLWkaHDh0yRUVFmby9vU0eHh6mHj16mJYuXWqqrKy0dWiyWrVqlem2224zabVa04ABA0z79++3dUiKefDBB02BgYEmrVZr6tChg+nBBx805efn2zos2ezatavOf7OTJ082mUwmk9FoNL344osmf39/k7u7u+nuu+82HT9+3LZB2ynOf5z/nI2zz38mE+dAOXEO5BzobDgHcg6UgnMg50BnwzmQc6AoV5//TCbXmAM5/3H+a+r8pzKZTCbLl2aIiIiIiIiIiIiIiIhci9rWARARERERERERERERETkSLq4QERERERERERERERFJwMUVIiIiIiIiIiIiIiIiCbi4QkREREREREREREREJAEXV4iIiIiIiIiIiIiIiCTg4goREREREREREREREZEEXFwhIiIiIiIiIiIiIiKSgIsrREREREREREREREREEnBxhYiIiIiIiIiIiIiISAIurhAREREREREREREREUnAxRUiIiIiIiIiIiIiIiIJuLhCREREREREREREREQkwf8Hn8KfZN2X7dEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 22\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 23\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 24\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 25\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 26\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 27\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 28\n" + ] + }, + { + "data": { + "image/png": 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r3bs3MzMzY/b29mzevHkK98tCzJ07lwEo0nGPh6oJkOKMHTuWAZB37GOMsd69e7NatWrJH5DmGzx4MDM1NWWZmZkl7lPoe5V/vVh4yU+GHD9+nPXq1Ys5ODgwQ0NDVqdOHTZ69GiF5xKMyd4bMzMz9ujRI9ajRw9mZmbGqlevzsaNG6fwrEId18jFUfZ+lnbfXp73IpXdo0ePWHBwMKtZsyYzNDRkbm5uCs9GhDz3yv+8JSYmMn9/f2Zqasrs7OzY1KlTi5yv2rVrxzp06MDVxkOHDjGRSFSkg9amTZsYAKXPBfOpkoQoLQHCGGPW1tZs5MiRJcaomgApzuXLlxkAtmjRIvk6IfemvN9DZb3fzcrKYnPmzGH29vbMzMyMff755+xe4et1Jf7++28WGBjI7OzsmKGhIXN2dmbTpk0r8lw1PwFy7tw55uvry4yNjVm9evXY8uXLi+xz0aJFzM3NjZmYmDBLS0vWrFkztmnTJvnrd+/eZQDYunXrFLYTev9cEG8CJB9PAuTSpUsMANtRTteVVAJLwz799FP5kKMFCxbIS4LUqFEDgGxImqOjIyZMmIB58+bBwcEB3333HZYuXVpkX3fu3EGvXr3QuXNnzJs3D1ZWVhg4cCCuXr1aJHbEiBG4dOkSwsLCMHToUOzevbvIPB+xsbHw8PCQD3UGABMTE6xfvx537tzBzz//LF8/bNgwpKamYt26dZBIJGp5b0pz8eJFAEDz5s0V1tvb26NOnTry1/NZWFjAxcVF65NN7d27F507d4aBgYHC+vT0dLx8+RKJiYlYsGAB9u3bh48++qjU/YnFYoWafSKRqNRtgoOD0a1bN4wdOxYPHz4EAFy5cgVTp05FSEgIAgMDBf5WhKjPt99+i+XLl+Ozzz7DsmXL8P3338PExETpsPHCNm/ejDlz5mDIkCGYMWMG7t27h08//VShvnJsbCxEIlGRYZcRERGoUaMGBgwYgLz/L5GycuVKHDhwAIsXL4a9vb1CfLNmzRAbG6uG35iftt6b4s63zZo1g1gsLnK+LU5wcDDMzc1hbGyMjh074hznJL8ikUjweW7ixInw8vJCSEiIvDzA/v37sXr1akyePBmenp5FfpeEhASkpaVxtYkQbjVrAsuXA8eOAfl1hKVS2Xwe1aoBy5aVvL1IBIjFsv/m/1z430DB1/NjVMEY8OwZUL26aturk7K2PH4MPH8uK7VUWMuWAM+5SOh79emnQH55gAUL/isl9f/X6li+HHB0BCZMkJV/cnAAvvsOUHKtjjt3gF69ZOW65s0DrKxknwMl1+oYMUI2n0ZYGDB0KLB7t+I8H4CsNJeHB1DgWl1BcDBgbg4YGwMdOyqfWL2kz5bQz66bG2BiAlSgiV1J6fbu3YtmzZqhVq1agraTSqW4fPlykWsHAGjZsiUSExNLLd8jFovl3/n5c4eVRCQSYe3atcjMzFQoMRMWFoarV68iMjISZmZm3MfM32fhYwhpU0HZ2dl4+fIlHj58iJ07d2Lu3LlwdHQstRxoeUhOToapqSlMTU3l6y5evIimTZsWqQ/fsmVLvH//HrdKmTNK6HvVuHFjTJs2DQAwePBg+bORdu3aAQC2bduG9+/fY+jQoVi8eDECAgKwePFi9O/fv8i+8vLyEBAQABsbG8ydOxft27fHvHnzlJaYLss1cnGUvZ+l3bdXhHsRffDs2TP4+Pjg4MGDGD58OCIiIlC/fn2EhIRg4cKFAIQ/98rLy0OXLl1Qq1YtzJ49G82aNUNYWBjCwsLkMTk5OTh79iyaNm3K1c5OnTrhu+++Q3h4uHzenadPn2LEiBHw8/PTShmtpk2blvvztOTkZABA9QLXg7z3pkK+h8p6v5t/vyr0+2HdunWoWrUqxo4di4iICDRr1gyTJ0/G+PHji8S+efMGgYGBaNasGWbPno06depg6NChWLt2rTxm9erVGDlyJNzc3LBw4UJMnToVXl5eCqW48s8bhT+LQu+fNc3NzQ0mJibl95krlzRLJVfSqIHCvRkYYywgIIA5OzsrrHN0dGQA2PHjx+Xrnj9/zoyMjNi4cePk6/JHgPj5+Slko8eMGcMkEglLSUmRr6tTpw777LPPlLY5NDSUicVidvz4cXnPoYULF5b6u6pzBEj+aw8ePCjyWosWLZiPj0+R9f7+/qxx48bcxxeqtBEgyoaQ5xsyZIi8l4tYLGa9evXiKivj5OTEpk2bJh9Ku2zZMq6htE+fPmXW1tasc+fOLCsri3l7e7O6deuy1NRU3l+XEI2wsLBgw4YNKzGmuFEONjY2Cv9udu3axQCw3bt3y9f169eP2djYKN3v/v37GQA2Y8YMdvfuXVa1alXWs2dPpbEzZ85kABR6GPJSdQSItt6bYcOGMYlEovR4NWrUYH369CmxTSdPnmSfffYZW7NmDdu1axcLDw9nNjY2zNjYmF24cKHEbbds2cLq1q3Lli1bJi+BNW3aNK4SWFeuXGGGhobsm2++YW/evGG1a9dmzZs3VzoCZfPmzQwAO336dIn7JERlX34p6zV/69Z/JZX+/rvkbS5flpUoGjHivxJY27bJRg4sXCjrlZ9fsqhgWafOnUsv66TMhg2ydqlaUkOdI0CUteXsWdm6338vGv/DD7LXiuuRXJb3qqQSWEqu1VlAAGOFrtWZo6NsHwWu1dnz57KRIAWu1eUjQPz8FEddjBnDmETCWIFrdVanDmPKrtVPnpStX7NGNsIlPJwxGxvGjI1lZbPy/fBD0RJYX35ZtASWkM9uw4aMde2q/DWic3hGgNStW7fYa5aSenDmvzZt2rQiry1dupQBYDdu3Cj2uD/88EORElhffvklVwmslStXMgBs48aN7NSpU0wikbDRo0eXuM3bt29Z586dWefOndndu3cVSmB99dVXTCqVsoULF7J69eqxbdu2ycs6jRgxgrsE1h9//KEwsqF58+Yqlc5iTL0jQG7fvs2MjY3Z//73P4X1ZmZm7Ouvvy4Sn99TOjo6uth9qvpelVQCS9mzkfDwcCYSidj9AmURBwwYoPSz5+3tzZo1ayb/WV33D4Upez9579vL616kMgsJCWF2dnbs5cuXCuv79OnDLCwsFD5nPM+98j9vI0aMkK+TSqUsKCiIGRoaykf53LlzhwFgixcv5m5reno6q1+/PnN3d2eZmZksKCiImZubK3zeldHUCJDBgwczExMTtR+7JH5+fszc3Jy9efNGvo733lTI91BZ7ncvX77MXF1d2YgRI+QlsLZt28acnJxKfU6q7Lw2ZMiQIqPs2rdvzwCwefPmyddlZWUxLy8vVrNmTfnouh49epRaKmvixIkMgNLSUkLunwvSxAgQxhhr2LAh61pO15WKXdRJuTMxMZH/f2pqKnJyctC+fXvs378fqampCpOTu7m54cMPP5T/XKNGDTRq1Ah3794tst/BgwcrZCM//PBDLFiwAPfv30eTJk0AAK9evSp2IqQpU6Zgz549GDBgAN69e4f27dtj5MiRCjFZWVlFevVIpVK8f/8eL1++VFhfXYWehhkZGQAAIyOjIq8ZGxsr7cVrZWXF3VNZEw4fPoysrCx07dq1yGujR49Gr1698OTJE/z555/Iy8tDdimTeTo5OSEqKgqNGzfGunXrIBKJMHToUPTo0aPUiQVtbW2xdOlSfPnll/jwww8RHx+PmJgYmJubl+l3JKSsLC0tcfr0aTx58qRIT6fSfPHFFwrnrfxzYsHzYEnnNn9/fwwZMgTTpk3D9u3bYWxsjJUrVyqNzd/Hy5cvUbNmzWLbpM5zobbem4yMDBgaGirdr7Gxsfx8XJzWrVujdevW8p8//vhj9OrVC02aNEFoaCiio6OL3dbd3R2xsbGoXbs2pkyZgipVqmDSpEno3bs3jI2NSzyuh4cHpk6ditDQUFy+fBkvX77EgQMHiozAAxT/noRoxJIlwNGjshEAt24B//sf0KNHydvUrQtERgI+PrJtAdn2fn7AzZuy3voDBwKdOgH5PRGdnIADB4DoaKBqVf723bgBDBsG+PoCPJPyZmUBhXtvS6XA+/dA4X9HQq/zimtL/rlGybUf8s8HGRnKX1fne1VQgWt1pKYCOTlA+/ayidVTUxUnJ3dzAwpcq6NGDaBRI0DJtToGD1YcjfHhh7IRKPfvA/9/rY5Xr2SjSApr3Vq25Pv4Y9nnpkkTIDRU9vsCQFCQbHL3/N+hRg1g82bZJOgFe/sL+exaWRX9+5MKKyEhAQ8ePEBQUJDgbUu7VysYo0xQUBCmTp0qvx+uUaMGNm/ejEOHDpU6GmXw4MHYsWMHRowYgerVq8PFxQUzZ84scZv8HrhdunSRr/P09ERcXBwOHz4MkUgEHx8fXLhwAVZWVtizZw+qVq2KRYsW4fTp03BwcChx/wDQsWNHxMTEICUlBYcOHcKlS5eQnp5e6nZSqRSvX79WWJeVlYWcnJwi1y0WFhYKFRxK8/79e/Tu3RsmJiaYNWuWwmsZGRkq//3K+l4pU/DZSHp6OjIyMtC6dWswxnDx4kXUrVtXIb5wD/kPP/wQGzZsKLLfst4/FFTc+8l7366JexHyH8YY/vrrL3z++edgjCn8+wkICMCWLVtw4cIFtGnTBgDfc698BSuqiEQiDB8+HFFRUTh48CD69Okj/zvzfI7ymZqaYt26dWjXrh3atWuHM2fOYM2aNUU+6/nPCgv+DMhGDFQtcH1jbGys8LNQVlZWyMjIwPv37+WjmzR57JkzZ+LgwYNYtmwZLC0t5et5702FfA+V5X63bt26iIyMhI+PD47+//V6r1694Ofnh5s3b5b4OxY8r719+xZZWVn48MMPsXLlSty4cUNh1IWBgQGGDBki/9nQ0BBDhgzB0KFDcf78efj4+MDS0hKPHj3C2bNn0aJFC6XHfPXqFQwMDJT+PXjvnwt/97x//x5SqbTI+mrVqil9/3lZWVmV2/05JUC07OTJkwgLC0NcXBzev3+v8FrhBEjhkyAg+7C8efOmyPrCsfkn4cKxjDGl7TI0NMTatWvRokULGBsbIzIyssjwrj/++APBwcFFtp0zZw7mzJnDdZyS5J8osrKyiryWmZmpcCIpeJzShqGlpqYqnNwMDQ1hbW0tuH3KREVFoXnz5kov2l1dXeHq6goA6N+/P/z9/dG9e3ecPn262DY7OjoqXW9vb8/1cLRPnz7YuHEjoqKiMHjwYK6SW4Ro2uzZszFgwAA4ODigWbNmCAwMRP/+/eHs7FzqtmU9twHA3LlzsWvXLsTHx2Pz5s3F3lDk76O0c4o6z4Xaem9MTEyKTcgWd74tTf369dGjRw/s2LEDeXl5xZZP9PDwULo+/3xZmh9++AFbtmzBmTNnMHPmTLi5uSmN4/17ElKs7Gyg0AMq1Kjx38N2a2tg0SKgd2/Zw+VFi0rfp4WFLPlRmKUl0KqV7P87d1a+bYGHeKVKTpY9DLewALZv/6/NJfnjD1mJpcLmzJEtBQm5ziupLfnnGiXXfsjMVIxRRh3vVWEnT8rKVMXFyZI/BRVOgCi5VoeVFaDkWr1IbP4Dk8KxvO9t/fqypMWOHUBenux9bd9eeWzh60Ehn13GVC/BRtQmOzu7yAPzGjVqCC5VHBUVhVq1aiktH1Ka0u7VCsYo076Yzyfv/cqaNWvg4uKC27dvIzY2lutapYuSc4FEIkHn/z93tMo/7xZS3PrCatWqJb8P7NWrF2bOnInOnTvj9u3bsLW1LXa7Bw8ewMnJSelr+aWz8x05cgQdOnTgak9eXh769OmDa9euYd++fUXuH01MTFT++5X1vVLmwYMHmDx5Mv75558i16/5D13zGRsbF3lvNPVsJF9J76eQ+3Z134uQ/7x48QIpKSlYtWqV0nJoAPD8+XP5//M89wJk5c0K3481bNgQAHDv3j2F9YU/R+/evcO7d+/kP0skEoXPbps2bTB06FAsXboUAQEB+Prrr4scv0ePHjh27FiR9YVLHA0YMADr1q0rEsdL2WdOU8feunUrJk6ciJCQEAwdOlThNd57UyHfQ2W537WwsICPkut1S0vLUs95V69excSJE3H48OEinbgLn9fs7e2LlHEs+Dnz8fHBTz/9hIMHD6Jly5aoX78+/P398dVXX8mTejx47p8Ln1+LWx8ZGYmBAwdyH7swnme46kIJEC1KTEzERx99BFdXV8yfPx8ODg4wNDTE3r17sWDBAkilUoX44i5olX1R88Ta2NgovUDIt3//fgCyk8Ht27eLXJQFBAQgJiZGYV2/fv3g7++vtE6nUHZ2dgBkdRAL9yJ5+vQpWrZsWWSbN2/elNrDetSoUVi/fr385/bt28uzuGW1d+9epQ9ClenVqxeGDBmCW7duoVGjRqXGq3JSefXqlbwG/7Vr1yCVSovUeCWkvH3++ef48MMPsXPnThw4cABz5szBr7/+ih07digdPVWQOs5tFy9elF/4XrlyRT5PU2H5+yjtnKLOc6G23hs7Ozvk5eXh+fPnCjdh2dnZePXqleDRKPkcHByQnZ2N9PR0rtFnU6ZMEXyMu3fv4vbt2wBkf8/i8P49CSlWbKxsnoWCkpKAevX++/n/r53w5g3w6JEskcGrQwfZUpJCN9lcUlOBrl2BlBTgxAmA999zQABQ6NyGfv0Af39A1eu80try/9d+ePq06LZPn8oe1PP2MlPlvSosMVGWLHB1BebPl83/YWgI7N0rG61R6Fq92MSSsodqPLE2NsqTJ8VxcJAl6tLTZXODFFTatS7vZ/fNG6BBA/42EY2IjY1Fx0Lno6SkJNQreD7isHfvXnTp0kWlhw/W1tYwMjLCUyX/XvPX8V4/qHIvdvToUflDrytXrsDX11fQ9oUfWhZWloeI+Xr16oWff/4Zu3btUujVW5itrW2Ra8k5c+YgOTkZ8+bNU1gvpEb7oEGDsGfPHmzatAmdOnUq8rqdnZ1a/n7qeK/y8vLQuXNnvH79Gj/99BNcXV1hZmaGx48fY+DAgdzPRpRRx/0DUPr7ma+0+3Z134uQ/+R/Tvr164cBxYx2za+Ikq+05168bGxsABRNrM2dOxdTp06V/+zo6Khw/snKypKfAxMTExVGX+SbN2+ewn4vXbqE77//Hhs3blTofKvqPVu+N2/ewNTUVCEZoIljx8TEoH///ggKCsKKFSuKvM57byrke0hd97sdOnTgTkKnpKSgffv2MDc3x7Rp0+Di4gJjY2NcuHABP/30U5HzGo/GjRvj5s2b2LNnD6Kjo/HXX39h2bJlmDx5svxzZmNjg9zcXLx9+xbVqlUrsg+e++fC30m///47Dhw4gI0bNyqsd3d3F/w7FPTmzRs0KKfrSkqAlIPiLih3796NrKws/PPPPwq9Eo4cOVIu7XJ1dUVSUpLS1y5fvoxp06YhODgY8fHx+Oabb3DlyhWFESl2dnbyJEU+Y2NjODs7w8/Pr8zt8/LyAgCcO3dOIdnx5MkTPHr0CIMHDy6yTVJSUqkXhT/++CP69esn/1nIEMWSCB1Cnj8KpXDWV52GDRuGt2/fIjw8HKGhoVi4cCHGjh2rseMRwsvOzg7fffcdvvvuOzx//hxNmzbFL7/8UupDfh6urq7YtGlTkVF0gGw4fXBwMNzc3NC6dWvMnj0bn3zyidLho0lJSahevXqxvR8K/i7qPBdq470peL4NDAyUrz937hykUqn8daHu3r1b5qHYJZFKpRg4cCDMzc0xevRozJw5E7169cKnn35aJDYpKQlisVjei4YQwTw9iyYECvbojY4GfvsN+PFHYNMmWWmn06cBJSXZyk1mJtC9u6ys0cGDshJNvOzs/ktI5DM2BpydZSW6NNGW2rVlo2qUTeZ95gyg4rmoVMU9/N29WzYa5Z9/FEdslNO1OlxdZUk2Xnfvyv5GQs+5vJ/d3Fzg4UNZyS2iVZ6enkUeTpQ0wkCZlJQUxMbGKpR1EUIsFuODDz6Qd7Yq6PTp03B2dlb64EUd8icK9vf3h6GhIb7//nsEBAQU2wtfW3jv94yNjYtcM27cuBFZWVkq31f/8MMPiIyMxMKFC4t9wO7l5YUTJ04U6SR3+vRpmJqaauSaqbhnI1euXMGtW7ewfv16hQ5EhT/nmlLS/QPA937y0MS9CPlPjRo1UK1aNeTl5XH92+F57gXI7jnu3r2r8G/i1q1bACBPPNetWxcmJiZFnrH1798fbdu2lf9ceKRBWFgYrl+/jrlz5+Knn37C+PHjsajQSMxmzZop/JxfrqhNmzaCE98lSUpKQuPGjTV67NOnT+OTTz5B8+bN8eeffyotXcx7byrke0hT97slOXr0KF69eoUdO3agXbt28vXFPYd98uQJ0tPTFUaBFP6cAYCZmRm++OILfPHFF8jOzsann36KX375BaGhoTA2NpZXUkhKSiqS8OO9fy787+fff/9V+l1VFrm5uXj48CE+LqfrSuoKXg7yP7wpKSkK6/N7IhTseZCamorIyMhyaZevry8SEhKKDBfLycnBwIEDYW9vj4iICKxbtw7Pnj3DmDFjyqVd+dzd3eHq6opVq1YhLy9Pvn758uUQiUTo1auXQnxqaioSExMV6tAr4+bmBj8/P/lS+ISuqr179yodQl5wiGW+nJwc/P777zAxMSm2XEtZbd++HVu3bsWsWbMwfvx49OnTBxMnTpSfQAnRhry8vCI3gTVr1oS9vb3Soauq8PX1BWMM58+fL/LaTz/9hAcPHmD9+vWYP38+6tWrhwEDBig99vnz5wX3JiwLbb43nTp1grW1NZYvX66wfvny5TA1NVVI7L58+RI3btxQKNv44sWLIse6dOkS/vnnH/j7+2ts5Nn8+fMRGxuLVatWYfr06WjdujWGDh2qtI7o+fPn4e7urvSmlhAuVlayB/8Fl/x5KVJSgG++AVq2BGbOlD1MvnBB9v/akpcHfPGFrHTTtm2y+TYqQls++wzYs0f2oD3foUOyxEnv3pppX/6NZqFrdfkojYKjMlJTZfO2lAdfXyAhoWhJMCXnXFy6JEvU+PsDQs65Qj67167JElmlXGsTzbOyslK4n/Hz8yt13qzCDhw4AEA2J4GqevXqhbNnzyo8fLp58yYOHz6M3pr69wpZT3ypVIo1a9Zg1apVMDAwQEhIiEpll9Xh5cuXSo/922+/AYBKJcbKYs6cOZg7dy4mTJiAUaNGFRvXq1cvPHv2DDt27JCve/nyJbZt24bu3buXqa57cYQ8G2GMISIiQu1tUKak+wfe95OHLt+L6AOJRILPPvsMf/31FxISEoq8XvCeRehzryVLlsj/nzGGJUuWoEqVKvKyfVWqVEHz5s2LPIzP7xSXvxQsVXT69GnMnTsXo0ePxrhx4/DDDz9gyZIlSktOlYcLFy6U+jytLK5fv46goCDUq1cPe/bsKbbslJB7U97vISH7VBdl57Xs7GwsW7ZMaXxubq7CnEDZ2dlYuXIlatSoIX9uWXguYENDQ7i5uYExJp+rJf+8oSwxJOT+WdOuXbuGzMxMjX7mCqIRIOUg/4P6888/o0+fPqhSpQq6d+8u77HSvXt3DBkyBO/evcPq1atRs2ZNpUO41K1Hjx6YPn06jh07pnDhO2PGDMTHx+PQoUOoVq0amjRpgsmTJ2PixIno1auXQrZUFampqVi8eDEA2RwogOzLxNLSEpaWlgq9kObMmYOPP/4Y/v7+6NOnDxISErBkyRJ88803RTLTBw8eBGMMPUqbcFRD7Y2KikLXrl2L9GoZMmQI0tLS0K5dO9SuXRvJycnYtGkTbty4gXnz5mmkZ/Tz588xdOhQdOzYUd6+JUuW4MiRIxg4cCD+/fdfKoVFtOLt27eoU6cOevXqBU9PT1StWhUHDx7E2bNniwzxV1Xbtm1hY2ODgwcPKgxPP3z4MJYtW4awsDB5zdLIyEh06NABkyZNwuzZs+Wxz58/x+XLlzFs2DC1tImHNt8bExMTTJ8+HcOGDUPv3r0REBCAEydOYOPGjfjll18U5klasmQJpk6dqlCD+osvvoCJiQlat26NmjVr4tq1a1i1ahVMTU2LTLipLtevX8ekSZMwcOBAdO/eHYCsBIOXlxe+++47/Pnnn/LYnJwcHDt2DN99951G2kIIRo2STVh98KDsoXmXLrKHyjNmyOZlEFCyRG3GjZM9EO/eXTZ3SaEh6ygwGlan2jJhgixJ0rGj7H19904258gHHyifk0Qd8jvD/Pwz0KcPUKWKrK3+/rKSV927A0OGyNqyejVQs6byMl3q1qMHMH06cOyYrC35vvhCNhdK69aytly7BqxaBZiaAkLPuUI+uzExsmMUN9cK0RkzZswAIKs9DgAbNmzAv//+CwCYOHEiANm9S9u2bZV2DNiwYQPu378v7+xw/Phx+T7/97//yUdafPfdd1i9ejWCgoLw/fffo0qVKpg/fz5q1aqFcePGaeR3i4yMRFRUFNatW4c6deoAABYvXox+/fph+fLlWvmu37hxI1asWIGePXvC2dkZb9++xf79+xETE4Pu3buXWC5J3Xbu3Ikff/wRDRo0QOPGjYuUK+ncubPCPCU+Pj4IDg7GtWvXUL16dSxbtgx5eXkKJXvUycXFBZaWllixYgWqVasGMzMztGrVCq6urnBxccH333+Px48fw9zcHH/99VepZanUpbhrZCHvZ2l0/V5EX8yaNQtHjhxBq1atMGjQILi5ueH169e4cOECDh48KJ8/SchzL2NjY0RHR2PAgAFo1aoV9u3bh6ioKEyYMEFhhE6PHj3w888/Iy0trdTyv5mZmRgwYAAaNGiAX375BQAwdepU7N69G8HBwbhy5UqR+SCEOn78OI4fPw5AlvxJT0+Xn8vzJ17Pd/78ebx+/Vrtz9PyvX37FgEBAXjz5g1++OEHREVFKbzu4uIif3Av5N6U93tIyD7VpXXr1rCyssKAAQMwcuRIiEQibNiwodhkvb29PX799Vfcu3cPDRs2xNatWxEfH49Vq1ahSpUqAGSdFmxtbdGmTRvUqlUL169fx5IlSxAUFCQf7eLs7AwPDw8cPHhQYU4ZIffPquK9fgBkI/xMTU3l83BpHCPlYvr06ax27dpMLBYzACwpKYkxxtg///zDmjRpwoyNjVm9evXYr7/+ytauXasQwxhjjo6OLCgoqMh+27dvz9q3by//OTIykgFgZ8+eVYg7cuQIA8COHDmisL5JkyYsJCRE/vP58+eZgYEBGzFihEJcbm4ua9GiBbO3t2dv3rwp9vd0dHRkYWFhJb4XSUlJDIDSxdHRsUj8zp07mZeXFzMyMmJ16tRhEydOZNnZ2UXivvjiC9a2bdsSj60KnvampKQwAwMD9ueffxbZ/o8//mB+fn6sVq1azMDAgFlZWTE/Pz+2a9cutbc136effsqqVavG7t27p7B+165dDAD79ddfNXZsQkqSlZXFfvjhB+bp6cmqVavGzMzMmKenJ1u2bJlC3IABAxTOB/n/DufMmVNknwCKnHdGjhzJ6tevL/85LS2NOTo6sqZNm7KcnByF2DFjxjCxWMzi4uLk65YvX85MTU1ZWlqaSr8nz7mwMG29NwWtWrWKNWrUiBkaGjIXFxe2YMECJpVKFWLCwsKKfJ9ERESwli1bMmtra2ZgYMDs7OxYv3792O3btwW9B7zyv5Pq1KnDUlJSFF6LiIhgANjWrVvl6/bt28cAaKw9pJLbtYsxgLF58xTXp6Ux5ujImKcnY0quWzSufXtZu4pbVOHoyJjAc5tKbUlIYMzfnzFTU8YsLRnr25ex5GTV2sxr+nTGatdmTCyWtSn/Ovyffxhr0oQxY2PG6tVj7NdfGVu7VjGGMdl7o+RanbVvL1vyRUbKti10rc6OHJGtL3Stzpo0YazAtTpjjLGICMZatmTM2poxAwPG7OwY69ePMaHnOKGf3VatZMchOq+4e5f823+pVMpq1qzJZs+erXT79u3bF7t94fvJhw8fsl69ejFzc3NWtWpV1q1bN4193z58+JBZWFiw7t27F3ntk08+YWZmZuzu3bsaOXZJzp49y3r37s3q1q3LjIyMmJmZGWvatCmbP39+ketOXgMGDFC4z+eVf53G+/d7/fo1CwkJYTY2NszU1JS1b9++yLMEddu1axdzc3NjBgYGDACLjIxkjDF27do15ufnx6pWrcqqV6/OBg0axC5duqQQw5jsvTEzMyuy3/zfPZ86rpGFvp/FKe97kcru2bNnbNiwYczBwYFVqVKF2draso8++oitWrWKMSbsuVf+5y0xMZH5+/szU1NTVqtWLRYWFsby8vKKHNfAwIBt2LCh1DaOGTOGSSQSdvr0aYX1586dYwYGBmzo0KHFbpv/fK/gM0NlSvr8Fv78//TTT6xu3bpF7v1UPXZhJT1XA8AGDBhQZBuee1PGhH0P8e5TXU6ePMl8fHyYiYkJs7e3Zz/++CPbv39/kfNH+/btmbu7Ozt37hzz9fVlxsbGzNHRkS1ZskRhfytXrmTt2rVjNjY2zMjIiLm4uLAffviBpaamKsTNnz+fVa1alb1//54xJvz+ubCwsDClz2sLE3L90KpVK9avHK8rRYxpaZwo0QkbNmzAsGHD8ODBA1gKmahTxyQnJ8PJyQlbtmzRWMa6JH/++Sf69u2Lly9fUnkVQnTA3bt34erqin379smHJQvh7e2NDh06YMGCBRponXaV9b2piHr27AmRSISdO3dquymEECLMhg3AsGHAgwfFT0xeHuLjgaZNZeWxNDUXCyk3Z86cQatWrXD16lWNleMlpKLRpWtkfb4XqWgGDhyI7du34927d1zxISEhuHXrFk6cOKHhlqlPVlYW6tWrh/Hjx5e5zBvRDampqXB2dsbs2bMREhKi7eYUER8fj6ZNm+LChQsamX9FGaqBU8n17dsXdevWxdKlS7XdlDJZuHAhPvjgA60kPwDA0tISixYtouQHITrC2dkZISEhKpVfio6Oxu3btxEaGqqBlmlfWd6biuj69evYs2cPpk+fru2mEEKIcH37yiZg1/a1+qxZQK9elPzQIzNnzqTkByEF6Mo1sr7fi+i7sLAwnD17Vl4+vSKIjIxElSpV8O2332q7KURNLCws8OOPP2LOnDmQSqXabk4Rs2bNQq9evcot+QEANAKEEEIIIYQQQgghhBBCChA6AoQQoptoBAghhBBCCCGEEEIIIYQQQvQOjQAhhBBCCCGEEEIIIYQQQojeoREghBBCCCGEEEIIIYQQQgjRO+WWAJk1axZEIhFGjx5dXockhBBCCCGEEEIIIYQQQkglZVAeBzl79ixWrlyJJk2aCNpOKpXiyZMnqFatGkQikYZaRwip6BhjePv2Lezt7SEW68/ANjoHEkJ40DmQEFKZ6eM5kM5/hBBedA4khFRWQs5/Gk+AvHv3Dn379sXq1asxY8YMQds+efIEDg4OGmoZIUTfPHz4EHXq1NF2M9SGzoGEECHoHEgIqcz06RxI5z9CiFB0DiSEVFY85z+NJ0CGDRuGoKAg+Pn5CU6AVKtWDYDsFzE3N9dE8wgheiAtLQ0ODg7yc4a+oHMgIYQHnQMJIZWZPp4D6fxHCOGVfw6MiIjA9u3bkZycDHt7ewwcOBATJ06Uj6BgjCEsLAyrV69GSkoK2rRpg+XLl6NBgwbyfb1+/RojRozA7t27IRaL8dlnnyEiIgJVq1aVx1y+fBnDhg3D2bNnUaNGDYwYMQI//vijQpu2bduGSZMm4d69e2jQoAF+/fVXBAYGcv9OdA4khPAQcg2o0QTIli1bcOHCBZw9e5YrPisrC1lZWfKf3759CwAwNzenkx4hpFT6Njw2//ehcyAhhAedAwkhlZk+nQPp/EcIEWrt2rX4/fff4e7ujnPnziE4OBgWFhYYOXIkAGD27NlYtGgR1q9fDycnJ0yaNAkBAQG4du0ajI2NAQB9+/bF06dPERMTg5ycHAQHB2Pw4MHYvHkzANnDRn9/f/j5+WHFihW4cuUKvv76a1haWmLw4MEAgNjYWHz55ZcIDw9Ht27dsHnzZvTs2RMXLlyAh4cH1+9C50BCiBA814AaKxD48OFDjBo1Cps2bZKfTEsTHh4OCwsL+UJD3gghhBBCCCGEEEIIKV5gYCCCgoJQr1499OrVC/7+/jhz5gwA2eiPhQsXYuLEiejRoweaNGmC33//HU+ePMHff/8NALh+/Tqio6Px22+/oVWrVmjbti0WL16MLVu24MmTJwCATZs2ITs7G2vXroW7uzv69OmDkSNHYv78+fJ2REREoEuXLvjhhx/QuHFjTJ8+HU2bNsWSJUvK/T0hhJB8GkuAnD9/Hs+fP0fTpk1hYGAAAwMDHDt2DIsWLYKBgQHy8vKKbBMaGorU1FT58vDhQ001jxBCCCGEEEIIIYSQCu/48eO4desWAODSpUv4999/0bVrVwBAUlISkpOT4efnJ4+3sLBAq1atEBcXBwCIi4uDpaUlmjdvLo/x8/ODWCzG6dOn5THt2rWDoaGhPCYgIAA3b97Emzdv5DEFj5Mfk38cZbKyspCWlqawEEKIOmmsBNZHH32EK1euKKwLDg6Gq6srfvrpJ0gkkiLbGBkZwcjISFNNIoQQQgghhBBCCCFEr3z66adwdXWFRCJBXl4efvnlF/Tt2xcAkJycDACoVauWwja1atWSv5acnIyaNWsqvG5gYABra2uFGCcnpyL7yH/NysoKycnJJR5HmfDwcEydOlXor0wIIdw0lgCpVq1akfp+ZmZmsLGx4a77pyl5Uobj15/j1/3XcPv5exQei1JFLEJNcyP0beWIbz50hqGBxgbKEEIIIVr1LjMXIzadxcnbr5ENQCICrEyrYGAbJwxu50LfgaSI8PBw7NixAzdu3ICJiQlat26NX3/9FY0aNZLHZGZmYty4cdiyZQuysrIQEBCAZcuWFbkhJqQssnOlWH3iDjbEJuHZ21ywQq/TNT2pDPKkDGeSXuP520zUrGaMlk7WkIj1Zz4UQgifbdu2YfPmzXB3d0d8fDxGjx4Ne3t7DBgwQNtNK1VoaCjGjh0r/zl/YmMedA4khPDQ6CToumjnhccY82d8iTE5UobHKZmYvf8mZu+/iRb1LLDpm9Z000QIIUSvdFt0AglPFIeY5zHgZXoO5h64hbkHbiGkrSMmddNuxwWiW44dO4Zhw4ahRYsWyM3NxYQJE+Dv749r167BzMwMADBmzBhERUVh27ZtsLCwwPDhw/Hpp5/i5MmTWm490RfT91zDmn+TSowpfE1vIAY+bFADi79siqrGle42iOih6ISnmLr7Gp6mZsrXVTOWILznB+jmVVuLLSOElLcxY8agT58+AIAPPvgA9+/fR3h4OAYMGABbW1sAwLNnz2BnZyff5tmzZ/Dy8gIA2Nra4vnz5wr7zM3NxevXr+Xb29ra4tmzZwox+T+XFpP/ujKqVoNRdg60szBGWHc3dPGwK2FLQkhlU65P9I8ePYqFCxeW5yHl8qQMLWbElJr8UObsvVQ0nLgPvVf8i+xcqfobRwghhJQz10n7iiQ/lFnz7310X3y8HFpEKoro6GgMHDgQ7u7u8PT0xLp16/DgwQOcP38eAJCamoo1a9Zg/vz56NSpE5o1a4bIyEjExsbi1KlTWm490QcfLzlRavJDmVwpcOTmC3hM2Q+n8VEIjjyDd5m5GmghIZoXnfAUQzdeUHjwBwBvM/MwfEs8Bv1+VkstI4Rog0ikOOpBIpFAKpU9v3JycoKtrS0OHTokfz0tLQ2nT5+Gr68vAMDX1xcpKSny6zkAOHz4MKRSKVq1aiWPOX78OHJycuQxMTExaNSoEaysrOQxBY+TH5N/HHUp7hyYnJqJoRsvIDrhqVqPRwip2CrFkIa9l5/CZcJevHiXXab95CdCpu6+UnowIYQQoqO8p+xDZg5/Qv/K47cIWUcPUohyqampAABra2sAwPnz55GTk6MwAaarqyvq1q1LE2CSMpu+JwGXH5X9s8HwXzLEeXwUxv91GRnZhQvjEqKb8qQMU3dfK1L2raCYa8/xS9S1cmsTIUS75s2bh6ioKNy7dw87d+7E/Pnz8cknnwCQJUdGjx6NGTNm4J9//sGVK1fQv39/2Nvbo2fPngCAxo0bo0uXLhg0aBDOnDmDkydPYvjw4ejTpw/s7e0BAF999RUMDQ0REhKCq1evYuvWrYiIiFAoXzVq1ChER0dj3rx5uHHjBqZMmYJz585h+PDhavtdSzoH5q+buvsa8qQlnSUJIZWJ3idAwvdew3ebL6h1n5EnH6BN+AG17pMQQggpD8Fr4/AmU/hoxkM3nmP3pScaaBGpyKRSKUaPHo02bdrI53hLTk6GoaEhLC0tFWJ5JsC0sLCQL7y1n0nlkZ0rxZp/76t9v1IAW84+ROPJ0Wg98wAlQojOO5P0ukivZ2V+O5FEFQwIqSR69OiB7777Do0bN8b333+PIUOGYPr06fLXf/zxR4wYMQKDBw9GixYt8O7dO0RHR8PY2Fges2nTJri6uuKjjz5CYGAg2rZti1WrVslft7CwwIEDB5CUlIRmzZph3LhxmDx5MgYPHiyPad26NTZv3oxVq1bB09MT27dvx99//63WuYBLOwcyAE9TM3Em6bXajkkIqdj0uvjt3stPsPK48OHxPB6n5qB+aBSuTe9Kc4MQQgipEPbEP8aRW6rfCIzeehGBH9jRxIJEbtiwYUhISMC///5b5n2VZQJMUjmsO6mZ6/qCnqTloPHkaNibG+LQ951gYijR+DEJEer529KTH4DsIeD62CQMauei2QYRQrRu1qxZWLZsWbGvi0QiTJs2DdOmTSs2xtraGps3by7xOE2aNMGJEydKjOnduzd69+5dcoPLgPccyBtHCNF/evvkPk/K8N3mixo9Ri4DlcQihBBSIeRJGUZuiS/jPoCImFvqaRCp8IYPH449e/bgyJEjqFOnjny9ra0tsrOzkZKSohDPMwGmubm5wkJIQVvPPii3Yz1Jy/7/ESExNCKE6Jya1YxLD/p/G0+pf9QUIYRoU3UzvgnTeeMIIfpPbxMgrX4pvxJVVBKLEEKIrouIuQl1FMFYcvQO1dOt5BhjGD58OHbu3InDhw/DyclJ4fVmzZqhSpUqChNg3rx5Ew8ePFD7BJik8siTMtx9+b7cj5ufCPlo7mEqJUQAAPXq1YNIJCqyDBs2DADQoUOHIq99++23am1DSydrVOEcnHT/dQZ9dgkh+oV3MDoNWieE/D+9TIBM3X0FL9Nzy/WYj1Nz0HBCFD0UIoQQonPypAzLjyWqZV9SRqNAKrthw4Zh48aN2Lx5M6pVq4bk5GQkJycjIyMDgKw+dEhICMaOHYsjR47g/PnzCA4Ohq+vL3x8fLTcelJRnbr7qsQJnzUt8WUGGk7ch0m7LmmxFUQXnD17Fk+fPpUvMTExAKBQ7mXQoEEKMbNnz1ZrGyRiETo1qskdvz5W8+XjCCGkvLx8l8UVd+j6Mw23hBBSUehdAiQ7V4rIk+U3PF7h2FLAZcJe7Il/rJXjE0IIIcqcuvsKOWrs/LnsGI0CqcyWL1+O1NRUdOjQAXZ2dvJl69at8pgFCxagW7du+Oyzz9CuXTvY2tpix44dWmw1qehiE19quwkAgA1xj9AgNIp61FdiNWrUgK2trXzZs2cPXFxc0L59e3mMqampQowmSvr1b+1UetD/233pidqPTwgh2sJbBnBX/BO6ZyGEANDDBEhgxDFtNwHDt8Tjm/VntN0MQgghBADwu5p7fuZKgdjbuvEwkpQ/xpjSZeDAgfIYY2NjLF26FK9fv0Z6ejp27NhR4vwfhJTmTNJrbTdBLuf/5wEcsuEMPVip5LKzs7Fx40Z8/fXXEIn+q7WyadMmVK9eHR4eHggNDcX79yWXb8vKykJaWprCUhofZxtIOO/mE56k0WeVEKI3WjpZw9qsSqlxr9Kzder6gRCiPXqVANkT/xh3XgirDSwGcH1aF9ybFYR7s4Jwa0ZXtKhnWea2HLz+Al9Hni7zfgghhJCyyJMyxFx7rvb9TtmToPZ9EkKIMnlShsuPUrhiWzhayq/px/nXh6Wx5gqA77/6gkZ/V3J///03UlJSFBLAX331FTZu3IgjR44gNDQUGzZsQL9+/UrcT3h4OCwsLOSLg4NDqceWiEXwc+UrgyVl1HGBEKI/JGIRPvGqzRX7/G2mhltDCKkI9CYBkidlGLklXtA2pgbA3VlBMDH8bwY5QwMxtn3bBrdmdEUtc8MytenwzZcIXktJEEIIIdoTe+elWiY/LyzxxXsqAUMIKRdnkl4jK5ev93oLJ2sAsmv6EZ0aIX5KIO7NCkLClAB0bGCtkfYN3xKP4LVxGtk30W1r1qxB165dYW9vL183ePBgBAQE4IMPPkDfvn3x+++/Y+fOnUhMLH4urtDQUKSmpsqXhw8fch1fSBmsRYdp/i5CiP7wc+MbWcxbLosQot/0JgESEXNT8AOeK9MCi33N0ECM0xM6I6KPV5nadeTWSwQtPFqmfRBCCCGqWizggcen3vYQ0lc6dMdl4Q0ihBCBktP4e2+2camhdH1VYwNEhvjKkyEedlXV1TwAwJFbr+H6M80NUpncv38fBw8exDfffFNiXKtWrQAAd+7cKTbGyMgI5ubmCgsPH2cbiDm/uM8/SKEyWIQQvdHM0arU859YJIsjhBC9SIDkSRkWHSm+R40yEX28IOG4WuzhVRuJMwNRzUhSamxxriano/XMAypvTwghhKgiT8pw7l4Kd/yszzwxoqMLdzxNLEgIKQ+v32VxxZlUEcPHxabUuKrGBtgzqj0SZwbiuw+dy9o8ucw82dwgU3dfUds+ie6KjIxEzZo1ERQUVGJcfHw8AMDOzk7tbZCIRWjuaMkVS2WwCCH65Pz9NyjtNkTKZHGEEKIXCZBhm88JirczN0IPznqBgOzC8srULujYSHmPMh5P0nLQeGKUytsTQkhJ8qQMcYmvsCv+MeISX9FDaQJAWPkrlxqmMDQQY1TnRtz7z5UynEp8pVrjCCGEk6UpX1naz5s7cHVwyicRi/BjUGMkzgzEsPb8yd/SRJ58gLazYtS2P6J7pFIpIiMjMWDAABgYGMjXJyYmYvr06Th//jzu3buHf/75B/3790e7du3QpEkTjbRlRKeG3LE0fxchRF/wzu1Bc4AQQgA9SIBk50oRnSBsctdjP3ZS6ViRwS2x+EtvlbYFgIxcoH4oJUEIqYiOHz+O7t27w97eHiKRCH///XeJ8UePHoVIJCqyJCcnq71t0QlP0WbWIXy5+hRGbYnHl6tPoc2sQ4hOeKr2Y5GKRUj5qyndPADIHggGuPFNqgoAJxNfCG4XIYQIkfI+myuurrWpSvuXiEX4oaurWhMhj1Ky4TVln1r2RXTPwYMH8eDBA3z99dcK6w0NDXHw4EH4+/vD1dUV48aNw2effYbdu3drrC2t61fnvqmn+bsIIfqiupmRWuMIIfqtwidAxm+/JCg+0MMWhgaq/9rdPe2RODMQhiruIpcBzuOjqHc2IRVMeno6PD09sXTpUkHb3bx5E0+fPpUvNWvyP1jmEZ3wFN9uvIDkNMXyIMlpWfh24wVKglRieVKGc/dTuGLFIqB1g+ryn4VMqrr/qvqTeoQQUhDvCBDeuOIUTIR0catVpn0BQEqmFA0m0HW/PvL39wdjDA0bKo6+cHBwwLFjx/Dq1StkZmbi9u3bmD17NvecHqqQiEVoXs+SO359bJLG2kIIIeWGd8CnkAkOCSF6q0InQPKkDLuvPOGOFwFY/FXTMh9XIhbh1swgWBqrNi+IFIDLhL30YJKQCqRr166YMWMGPvnkE0Hb1axZE7a2tvJFLFbfaTdPyjB+R8l1xsf+eYkevFRSp+6+KrUubr5mdS0Vysb4ONugCudHlXqTEkI0LS6Rb94C3pEipZGIRVjRvzluzegKU1V7Pf2/HKnsun/vZf57FkKEElIGa+Op+xpsCSGElI+XnPOD8cYRQvRbhU6AnEl6jZw8/viFnBOf84qf0gVWpgalBxbj240X6GaIED3n5eUFOzs7dO7cGSdPniwxNisrC2lpaQpLSU4lvkLK+5wSY95n52HxoduC200qvljOB4YAMLLQgxOJWISPGvP3fqbepIQQTcmTMsRce8YVa21WthEghRkaiHFtWlcEt65X5n19t/kiptP8C0RDhJTBuv86gzouEEIqPCqBRQgRokInQIRMZiR04nNeFycHoLal6ifU7zZfxJ54SoIQom/s7OywYsUK/PXXX/jrr7/g4OCADh064MKFC8VuEx4eDgsLC/ni4OBQ4jHi7vI94F5xLJFGgVRCj99kcMUZiBXLX+X7n2897mPtvkTfY4QQzTiT9BqpmblcsbYWJhppQ9jH7rg1oyssTFTv+AQAa/69j68jT6upVYT8RyIWobOA+buo4wIhpMKjEliEEAEqdAKkZjVj7lhVJz7ncXK8H9ztq6m8/fAt1COMEH3TqFEjDBkyBM2aNUPr1q2xdu1atG7dGgsWLCh2m9DQUKSmpsqXhw8flnIUvqu5zFwpTiW+EtB6og8evXnPFeftYKl0dKSPsw0knFcJ156+pSQbIUQjeDs8WZpWQUsna421w9BAjEthAfi6Tb0y7efwzZcIWnhULW0ipCAh83dRGSxCSEXHW9rq0HW+UaSEEP1WoRMgLZ2sYWdRehJk0IdOZZr4nEfUyHb4yFX1yY2pRxgh+q9ly5a4c+dOsa8bGRnB3NxcYSmJr4sN97F/P3WPO5ZUfHlShvgHKVyx9pbKe0xLxCL4cX6v5UoZJdkIIRpRvSrfSOuBvvXUWuq2OJO7y0aDGJdhMMjV5HS0CY9RX6MIgbCOC1QGixBS0fF2iN4V/4Q6ahFCKnYCRCIWIay7W4l9oDu71cTPQW7l0p41A1tg8ZfeKm9/+OZLdIs4psYWEUJ0SXx8POzs7NS2Px9nGxhwPus5cuM5XfhVIqfuvkIu55+7tlXxJWOE9CY9mfiCO5YQQrhxnsta1NPc6I/CDA3EuDEjCO52qo8Af5yajabT9quxVaSyE9JxAaAyWISQiq2lkzWszaqUGvcqPRtnkl6XQ4sIIbqsQidAAKCLhx2W92taZCRINWMJlvTxwur+Lcq1Pd097ZE4M1DlNzbh6TsE0rB4QnTOu3fvEB8fj/j4eABAUlIS4uPj8eDBAwCy8lX9+/eXxy9cuBC7du3CnTt3kJCQgNGjR+Pw4cMYNmyY2tokEYvg7WjFFZudRz30KxMhE6C3calR7GtCkmy8c44QQogQL9P5SlzwxqlT1KiyjQB//T4XbWYdVGOLSGUnpOMCzd9FCKnIJGIRPuGc51fI/MGEEP1U4RMggCwJ8u9PnfDHIB9E9PHCH4N8ED85AN00MOk5D4lYhLuzgqDqyPhrNCyeEJ1z7tw5eHt7w9tbNspr7Nix8Pb2xuTJkwEAT58+lSdDACA7Oxvjxo3DBx98gPbt2+PSpUs4ePAgPvroI7W2S0i9c+qhX3nw9nIylIjgU0IpNYlYBK+6llz7epJCCRBCiPrxlsDijVO3so4Af5yShUAaAU7UxMfZBryV4BIep9HoYEJIhdbJtRZXXHUz7VwjEEJ0h14kQADZQxpfFxv08KoNXxebcqkBXJo7ZUiCPE7NhvfUaLW2hxCiug4dOoAxVmRZt24dAGDdunU4evSoPP7HH3/EnTt3kJGRgVevXuHIkSPo2LGj2tvV2qU6dyz10K8c8qQMF++/4Yr1rGNR6vdlHStTrn1depRKD1IIIerHe1rR4uknfwS4oYp3VteevkMQJUGIGkjEInjYlzyHXD4pgNjb/CNGCSFE5/A+9tP+40FCiJZpNAGyfPlyNGnSRD6Zr6+vL/bt26fJQ+qcO7OCUEXFk+2bjDx4URKEEFICISWKqId+5SBk/o8WHCOISpojpCAqs0YI0QRdLoFVkEQswq2ZQbAyUa3701VKghA16e7JXwVhyp4EDbaEEEI06+U7zmsEzjhCiP7SaAKkTp06mDVrFs6fP49z586hU6dO6NGjB65evarJw+qc2+FBMOF9QllICiVBCCElEDIPCPXQrxzUNf9HPiGjjKjMGiFE3XS9BFZhF8MCUNtStbZQEoSow4DW9bhjE1+8R3auVHONIYQQDeItbUUlsAghGk2AdO/eHYGBgWjQoAEaNmyIX375BVWrVsWpU6c0eViddH1GoMo9wlIy8uA5pXKNnCGE8OOdB4R66FcOvKXOSpv/I5+QUUZnOeceIYQQbhWgBFZhJ8f7wd2+mkrbUhKElJWhgRj1a5hxx6+PTdJgawghRIOoBBYhhFO5zQGSl5eHLVu2ID09Hb6+vkpjsrKykJaWprDok7L0CEvNlMJ1YpSaW0QI0QfUQ58UlJGdyxXX0bUm13xZNMqIlMXSpUtRr149GBsbo1WrVjhz5oy2m0QqmMM3nnHFabsEVmFRI9uhY0P+7+eCrj59h26Ljqu5RaQyCevuzh278dR9DbaEEEI053laplrjCCH6S+MJkCtXrqBq1aowMjLCt99+i507d8LNzU1pbHh4OCwsLOSLg4ODpptX7k6O94ObXVWVts3MBeqHUhKEEKKIeuiTfHlShqO3+JJczTmTGgCNMiKq2bp1K8aOHYuwsDBcuHABnp6eCAgIwPPnz7XdNFJB5EkZdsY/5oqtWc1Yw60RLvLrVionQRKevMXXkZQwJKppXb86943+/dcZVAaLEFIhvU7PVmscIUR/aTwB0qhRI8THx+P06dMYOnQoBgwYgGvXrimNDQ0NRWpqqnx5+PChppunFXtHtYeHisPicxngPD6KetgSQuSE9NBPeJJG5w89duruK2RxzoAupF4+jTIiqpg/fz4GDRqE4OBguLm5YcWKFTA1NcXatWu13TRSQZxJeo3X6TmlxtmYGXInastb5Net4KFi56fDN19g+h7l902ElEQiFqGzW03u+NAdlzXYGkII0QxrzvuZRyl8JYIJIfpL4wkQQ0ND1K9fH82aNUN4eDg8PT0RERGhNNbIyAjm5uYKi77aM7IdOjUqffJZZaQAXCbsxd7LT9TbKEJIhcX74CcjR4ozNApEbwmZAN3WwoQ7lkYZEaGys7Nx/vx5+Pn5ydeJxWL4+fkhLi5O6Tb6XgqVCPf8LV/Jih5e9lwl/bRlz6j2cFcxCbLm3yTsvfxUzS0ilUH/1k7csTsvPqYOMoSQCsfWnG/05z/xT+gcR0glV25zgOSTSqXIytKtGr3asja4JQa0dlR5++82X8QvUVfV2CJCSEUlpId+cir1gNFXvBOgm1QRC+otTfOAEKFevnyJvLw81KpVS2F9rVq1kJycrHSbylAKlQjDO1Lto8a1Sg/SsqgyJEG+23yBzqtEMB9nG0g47/alDIi9zd+JghBCdEFLJ2tYm1UpNe5VejZ1AiSkktNoAiQ0NBTHjx/HvXv3cOXKFYSGhuLo0aPo27evJg9boUz92AMfuao2EgQAVp+4h+l7KAlCSGXn42wDI84u+i/fURJaXz1+854rzsPeXHBvaZoHhGhaZSmFSgTgfeZfQXIDZUmCtJpxQM2tIfpOIhbBz5W/DNaUPQkabA0hhKifRCzCJ161uWJ5R5USQvSTRhMgz58/R//+/dGoUSN89NFHOHv2LPbv34/OnTtr8rAVzpqBLcuUBFnzLyVBCKnsJGIROjTkO4+cu/9Gw60h2pAnZbj0KJUrtoUKtfJpHhAiRPXq1SGRSPDs2TOF9c+ePYOtra3SbSpTKVTC52U6X8KeN04XqJoEefk+F0GLjmugRUSfCSmDlfjiPU2GTgipcDq58o0CrW7GP/8hIUT/aDQBsmbNGty7dw9ZWVl4/vw5Dh48SMmPYqwZ2BIhbfkvUItsT0kQQio9E0MDrrgjN55TKQ09dOruK2Tn8f1d27gIT7rTPCBECENDQzRr1gyHDh2Sr5NKpTh06BB8fX212DJSkfCWwOKN0xWqJkGuPnmLkHVnNdAioq98nG1QRcAdP02GTgipcHgHtevuVGGEkHJQ7nOAkOJN6uaGZV81VXn7Nf/ew9TdNHSZkMqqthXfpNZUokg/8U6Abmwgho+LjeD90zwgRKixY8di9erVWL9+Pa5fv46hQ4ciPT0dwcHB2m4aqSj0rARWQVGj2sPN1kzwdoduPMfuS0800CKijyRiEYa2d+GO30UTBRNCKhje8s5UBpqQyo0SIDomsIkdEmcGqvyHiTx5H19HnlZrmwghFQOVKKrceCdAb1LHQvD8H/loHhAixBdffIG5c+di8uTJ8PLyQnx8PKKjo4tMjE5IcfSxBFZBe0d3QHUzvtGbBY344yI9pCbcRnVuxB2bK6Xvb0JIxcJb2opKYBFSuVECRAdJxCLcnRWEKioO0Tt88yWCFh5Va5sIIbqPShRVbhnZuVxxzerxjeJQRkiSLe4u34gUot+GDx+O+/fvIysrC6dPn0arVq203SRSgehrCayCTv/sr9J2bpP2qrklhNeUKVMgEokUFldXV/nrmZmZGDZsGGxsbFC1alV89tlnReZDKk8SsQgBbvyToa+PS9JgawghRM2oBBYhhAMlQHTY7fAgmPA+zSzkanI62oTHqLlFhBBdJqREUcKTNOo9qkfypAxHb/GN6rE2NVT5OD7ONjCU8MXSx4sQUlZnkjh7olfg841ELMKyr7wFb5eVB7Sddaj0QKIR7u7uePr0qXz5999/5a+NGTMGu3fvxrZt23Ds2DE8efIEn376qRZbK2wy9JhrNFccIaTieJ6WqdY4Qoh+ogSIjrs+IxAWRqr9mR6nZsN7arSaW0QI0WW8JYoycqQ4Q6NA9Mapu6+Qlcv3sKIsPaUlYhG6NbHjik1OpZsMQojq8qQM62Pvc8VW1BJY+QKb2COkraPg7R6lZOLrdWc00CJSGgMDA9ja2sqX6tVlIyRTU1OxZs0azJ8/H506dUKzZs0QGRmJ2NhYnDp1SmvtFTJKmAGIiLml0fYQQoi6vE7PVmscIUQ/UQKkArg0tStMVKyH9SYjD55T9qm5RYQQXSWkRFFyKt+cEUT3xQmo121rYVKmY9lZmnLF7b3ylHqQEkJUdibpNVIycrhia1Yz1nBrNG9SNw90asT/HZ7v8I0XNCm6Fty+fRv29vZwdnZG37598eDBAwDA+fPnkZOTAz8/P3msq6sr6tati7i4uGL3l5WVhbS0NIVFnSRiEXp423PHrzieSN/hhJAKwZqzc9ejFLr3JaQyowRIBXF9eqDKSZDUTCkaU51gQioFH2cbGHF28Xv5rmL3mCX/YZz1X6oaSbhHCRVHxFlANzNXShOpEkJU9vwt3ygyS9MqZT6v6Yq1wa3gbmsmeDuaFL18tWrVCuvWrUN0dDSWL1+OpKQkfPjhh3j79i2Sk5NhaGgIS0tLhW1q1aqF5OTkYvcZHh4OCwsL+eLg4KD2dod/6skdm51Hk6ETQioGW3O+ThD/xD+h70pCKjFKgFQg16cHwtKYs/h6IRk5jJIghFQCErEIHRrW4Io9d/+NhltDyou5cRWuOH83W0jEZZsB0NfFhjv2ZCLfvCSEEFIYb7m+gb71ynxe0yVRozvA3pzvnF6Q37yj6m8MUapr167o3bs3mjRpgoCAAOzduxcpKSn4888/Vd5naGgoUlNT5cvDhw/V2GIZQwMx6tfgT7DN3n9d7W0ghBB1a+lkDWuz0r83X6VnUwloQioxSoBUMPFTusDK1EClbTNyGDzDqBwWIao4fvw4unfvDnt7e4hEIvz999+lbnP06FE0bdoURkZGqF+/PtatW6fxdgKAiSHfOeLIDZrkUl9cfMCXzLK1KHuZGCF1xB+/oaHmhBAVcX49tainH6M/Coqd4A8jgX2ekl69x674x5ppECmRpaUlGjZsiDt37sDW1hbZ2dlISUlRiHn27BlsbW2L3YeRkRHMzc0VFk0I6+7OHXvpURqyc6UaaQchhKiLRCxCD0++En9UApqQyosSIBXQxckBqG2p2iS2qVlSuE6MUnOLCNF/6enp8PT0xNKlS7nik5KSEBQUhI4dOyI+Ph6jR4/GN998g/3792u4pUBtK745Hqi8gX7IkzIcuck30kIdnaQlYhG8Ha24Yp/SROiEEBU95yzTyBtX0VybHih4m1Fb4qljgxa8e/cOiYmJsLOzQ7NmzVClShUcOnRI/vrNmzfx4MED+Pr6arGVMq3rVxf0AGB9bJLG2kIIIepSx4pvjkKaCJ2QyosSIBXUyfF+cLevptK2mblA/VBKghAiRNeuXTFjxgx88sknXPErVqyAk5MT5s2bh8aNG2P48OHo1asXFixYoOGWCpsInUoUVXyn7r5CFmcPTV9n4RPsKsNbb//yo1R6GEcIUclrzsQGb1xFIxGLsKSPl+DtfH6JUX9jiILvv/8ex44dw7179xAbG4tPPvkEEokEX375JSwsLBASEoKxY8fiyJEjOH/+PIKDg+Hr6wsfHx9tNx0SsQifNOWfDH3jqfsabA0hhKgH70TovHGEEP1DCZAKLGpkO3RqxFfrv7BcBjiPj6IHU4RoSFxcHPz8/BTWBQQEIC4urthtsrKykJaWprCowsfZBlU4z+5PUqiHfkUXxzmKx9hADB8B83eUhDfJRhOhE0JUZWlqqNa4iqibV210aiTsvP0iPQdfrzujoRYRAHj06BG+/PJLNGrUCJ9//jlsbGxw6tQp1Kghuy9bsGABunXrhs8++wzt2rWDra0tduzYoeVW/0fIZOj3X2dQGSxCKognT56gX79+sLGxgYmJCT744AOcO3dO/jpjDJMnT4adnR1MTEzg5+eH27dvK+zj9evX6Nu3L8zNzWFpaYmQkBC8e/dOIeby5cv48MMPYWxsDAcHB8yePbtIW7Zt2wZXV1cYGxvjgw8+wN69mp2PtiZnYoM3jhCifygBUsGtDW6J4Db1VNpWCsBlwl7svfxErW0ihADJycmoVauWwrpatWohLS0NGRnKa4+Gh4fDwsJCvjg4OKh0bIlYhE6uNbliM3LyVDoG0R2Ms1B+B9caapso2MfZBoYSvn3RKCNCiCriEl9yxaW81+9yFmuDfWBuLOyW7fCNF9h9ia7vNWXLli148uQJsrKy8OjRI2zZsgUuLi7y142NjbF06VK8fv0a6enp2LFjR4nzf5Q3QwMxHK35yqUCQOiOyxpsDSFEXQICAlClShXs27cP165dw7x582Bl9V/Z2tmzZ2PRokVYsWIFTp8+DTMzMwQEBCAz878OcX379sXVq1cRExODPXv24Pjx4xg8eLD89bS0NPj7+8PR0RHnz5/HnDlzMGXKFKxatUoeExsbiy+//BIhISG4ePEievbsiZ49eyIhIUFzvzzvLY56boUIIRUQJUD0QFh3d4S0rafy9t9tvohfoq6qr0GEEJWEhoYiNTVVvjx8+FDlfTWvx9dj9PitFzQSrIIzN67CFeftwDdvBw+JWATPOhZcsWeTXqvtuISQyiFPyhBz7RlXrLWZ/o4AyXduYoDgbUb8cZG+30mx+vnU447dceExfZYIqQBq166NyMhItGzZEk5OTvD395cnZxljWLhwISZOnIgePXqgSZMm+P333/HkyRP8/fffAIDr168jOjoav/32G1q1aoW2bdti8eLF8qQvAGzatAnZ2dlYu3Yt3N3d0adPH4wcORLz58+XtyMiIgJdunTBDz/8gMaNG2P69Olo2rQplixZorHf/XkaX1UD3jhCiP6hBIiemNStbEmQ1SfuYfoeSoIQoi62trZ49kzx4c2zZ89gbm4OExPlve6MjIxgbm6usKiqejW+4b0ZOVSiqKK7+OANV1xqRo5aj1ubc7LBhCdp9OCEECLImaTXSM3M5Yq1teDvyV5RGRqIEdymruDtaD4QUpwBretxxzIAETG3NNYWQoh6eHt7o3fv3qhZsya8vb2xevVq+WtJSUlITk5WKNFsYWGBVq1ayUs0x8XFwdLSEs2bN5fH+Pn5QSwW4/Tp0/KYdu3awdDwv84HAQEBuHnzJt68eSOPKe9S0LyTm9Mk6IRUXpQA0SNlTYKs+ZeSIISoi6+vLw4dOqSwLiYmBr6+vuVyfFtzY+5YKlFUceVJGY7c5Pv7qan6lVxtK76Hjhk5UpyhUSCEEAGSOXtoWppUQUsnaw23RjeEdf8A1c0MBG1D84GQ4hgaiOFVh7+jzYrjidSZgRAdt2bNGjRo0AD79+/H0KFDMXLkSKxfvx6ArDwzAKUlmvNfS05ORs2aimWUDQwMYG1trRCjbB8Fj1FcTP7rypS1FDTv5OaPUpSXoiaE6D9KgOiZSd3cMehDJ5W3pyQIIcq9e/cO8fHxiI+PByDrRRMfH48HDx4AkJWv6t+/vzz+22+/xd27d/Hjjz/ixo0bWLZsGf7880+MGTOmXNrb0skaRgZ8T7wfv6ELwYrq1N1XyOKcnNTXmW/icl68E6EDQHIqfcYIIfxev8viivNrXFNtcxtVBKd/9he8Dc0HQorzQ5fG3LHZeYxGDBOi4zw9PTFz5kx4e3tj8ODBGDRoEFasWKHtZnEpaylo3s5//8Q/oWQuIZUUJUD00M9Bblj2VVOVt1/z7z1M3a3BCaoIqYDOnTsHb29veHt7AwDGjh0Lb29vTJ48GQDw9OlTeTIEAJycnBAVFYWYmBh4enpi3rx5+O233xAQILyOtyokYhGa1LHkin2aSrVQK6o4zocRxgZi+LjwzQvDy8fZhjvJ9pLzYSYhhACApSnfvB6+AhKx+kAiFmFJHy/B242k+UCIEj7ONqgi4GnA7P3XNdcYQkiZNWrUSOHnxo0by+9PbW1tAUBpieb812xtbfH8+XOF13Nzc/H69WuFGGX7KHiM4mLyX1emrKWgWzpZw9qs9HkRX6Vn08h0QiopSoDoqcAmdkicGajyHzjy5H18HXlarW0ipCLr0KEDGGNFlnXr1gEA1q1bh6NHjxbZ5uLFi8jKykJiYiIGDhxYrm3mLQty+VEqPRipoBj4/m4dXGuovZe0RCxCh4Y1uGLP3eebp4QQQgAglrM0Y2Ws5d3NqzY6NRKW0GYAei+P1UyDSIUlEYswtL0Ld/ylR2nI5hx1Sggpf3fu3FH4+datW3B0dAQg65xna2urUKI5LS0Np0+flpdo9vX1RUpKCs6fPy+POXz4MKRSKVq1aiWPOX78OHJy/ptbMCYmBo0aNYKVlZU8prxLQUvEIvTwtOeKpZHphFROlADRYxKxCHdnBaGKis+8Dt98iaCFR9XaJkJI+eEtUZSZSxOhV1TmxqX3dAIAbwcrjRzfxJCvHv3xWy8oyUYI4ZInZdwlm968r3wJEABYG+wjeD6QCw9TqBQWKWJU50YQcqv4vzWnNNYWQkjZnD17FjNnzsSdO3ewefNmrFq1CsOGDQMAiEQijB49GjNmzMA///yDK1euoH///rC3t0fPnj0ByEaMdOnSBYMGDcKZM2dw8uRJDB8+HH369IG9vSy58NVXX8HQ0BAhISG4evUqtm7dioiICIwdO1bejlGjRiE6Ohrz5s3DjRs3MGXKFJw7dw7Dhw/X6O9fx8qUK64ydp4ghFACpFK4HR4EE84yJYVdTU5Hm/AYNbeIEFIefJxtYCjh+7dPE6FXTBcf8I2sSM3IKT1IBTQROiFE3U7dfYXsPL7YSjT9RxGqzAcyaguVwiKKJGIRPm3K12saAE4nvaFRIIToqE2bNuGPP/6Ah4cHpk+fjoULF6Jv377y13/88UeMGDECgwcPRosWLfDu3TtER0fD2NhYYR+urq746KOPEBgYiLZt22LVqlXy1y0sLHDgwAEkJSWhWbNmGDduHCZPnozBgwfLY1q3bi1PwHh6emL79u34+++/4eHhodHfn7d8Jm8cIUS/UAKkkrg+IxAWRqr9uR+nZsN7arSaW0QI0TSJWATPOhZcsTQResWTJ2U4cpMvcaWph4Q0ETohRN1C/7rMHevrXLnmAClIlflApAxYeOCmZhpEKqzwTz0FxYfu4P83SggpP126dMGVK1eQmZmJ69evY9CgQQqvi0QiTJs2DcnJycjMzMTBgwfRsGFDhRhra2ts3rwZb9++RWpqKtauXYuqVasqxDRp0gQnTpxAZmYmHj16hJ9++qlIW3r37o2bN28iKysLCQkJCAwMVP8vXEgK56hQ3jhCiH6hBEglcmlqV5ioWA/rTUYePKfsU3OLCCGaVptzKDBNhF7xnLr7ClmcvTA19ZCQJkKvfO7du4eQkBA4OTnBxMQELi4uCAsLQ3a24s3k5cuX8eGHH8LY2BgODg6YPXu2llpMdFmelOHI1WfoMv8I6o+PQr3xUXjAmZA3EIvg4yJsLgx9082rNpo6CJsodvHRRBoFQhQYGojRqh5/qcwdFx7TZ4gQonNoBAghpCQaTYCEh4ejRYsWqFatGmrWrImePXvi5k3qdaRN16cHqpwESc2UovGkvWpuESFEk3hLFNFE6BVPHOe8LcYGYo09JKSJ0CufGzduQCqVYuXKlbh69SoWLFiAFStWYMKECfKYtLQ0+Pv7w9HREefPn8ecOXMwZcoUhRIKpPJKfZ+DHouOwWl8FFwm7EXwhnO48fw9cgXux82uGiSVuQbW/9s2tK2gORwAoNfykxppC6m4Nnzjwx3LAETE3NJcYwghRAU0AoQQUhKNJkCOHTuGYcOG4dSpU4iJiUFOTg78/f2Rnp6uycOSUlyfHghLY4lK22bkMEqCEFKB0ETo+ouBL2HVwbWGRh8S8k6EfuTGc0qy6YEuXbogMjIS/v7+cHZ2xscff4zvv/8eO3bskMds2rQJ2dnZWLt2Ldzd3dGnTx+MHDkS8+fP12LLiTa9y8xF8Jo41BsfBc9pB3DpyTvOM1jxunvyz1ugzyRiERYLLIV18WEqTYhOFBgaiOFVh3800ZKjd+g7nRCiU6yrGqk1jhCiXzSaAImOjsbAgQPh7u4OT09PrFu3Dg8ePMD58+c1eVjCIX5KF1iZ8j20Kiwjh8EzjMphEVIR0ETo+svSpApXXLO6/GUtVME7yig7j1GSTU+lpqbC2tpa/nNcXBzatWsHQ8P/SgwEBATg5s2bePOm+JFAWVlZSEtLU1hIxZWRnYcftl+E8/goeEzZjyO3X6t1/wNaO6l1fxVZN6/a8BZYCmvEHzQhOlH0Q5fG3LFSRqNACCG6pSZnYoM3jhCiX8p1DpDU1FQAULhJJtpzcXIAaluqdvJPzZLCdWKUmltECFE3mghdfz16854rztpMsxf5QiZCj7v7UoMtIdpw584dLF68GEOGDJGvS05ORq1atRTi8n9OTk4udl/h4eGwsLCQLw4ODpppNNGod5m5aDbtABpPjsa2c0/AN1ORMK2crGBoQFMZFrR9aFvB21ApLFKQj7MNqgj4Z0WjQAghOoVzwPvZe+rtkEEIqRjK7c5BKpVi9OjRaNOmDTw8PJTGUM+/8ndyvB/c7auptG1mLlA/lJIghOg6mghd/+RJGXZcfMwVq+k6t7JRRnyx9JxEd40fPx4ikajE5caNGwrbPH78GF26dEHv3r0xaNCgMrchNDQUqamp8uXhw4dl3icpPxnZefCath8eU/bj1fscjR5rQwj/fAWVhUQswqLPPQVtQ6WwSEESsQhD27twx9MoEEKILnn5Losrbl3cPUreElIJlVsCZNiwYUhISMCWLVuKjaGef9oRNbIdOjXim8S2sFwGOI+Poi8QQnQYTYSuf84kvcbbzDyuWGszw9KDykAiFqFbEzuuWAvOsl2k/I0bNw7Xr18vcXF2dpbHP3nyBB07dkTr1q2LTG5ua2uLZ8+eKazL/9nW1rbYNhgZGcHc3FxhIbovIzsPvuEH0XhyNFLeC53KXLjg1vVo9EcxPm5aB7XMhZ1nR22hUljkP6M6N+LtRA0AWHaMRoEQQnRDzWrGXHEp73NwJolGgRBS2ZTL3cPw4cOxZ88eHDlyBHXq1Ck2jnr+ac/a4JYIblNPpW2lAFwm7MXey9SDjBBdRBOh65/kNP7ROrYWfAmwsqjFeYwLD4qf/4FoV40aNeDq6lrikj+nx+PHj9GhQwc0a9YMkZGREIsVLyd9fX1x/Phx5OT8NwogJiYGjRo1gpWVZuekIeWnYOLjaSpfr8uyqlHVEGEfu5fLsSqqEz/6CYqXMmDE5gsaag2paCRiEUZ05B8FkisFYm9TeUtCiPa1dLKGhTHfPLfJqVT6mZDKRqMJEMYYhg8fjp07d+Lw4cNwcip5skLq+addYd3dEdK2nsrbf7f5In6Juqq+BhFC1IImQtc/L9/yPWw0NzZASyfNz7v1NIUvIXP81gvqKVrB5Sc/6tati7lz5+LFixdITk5WmNvjq6++gqGhIUJCQnD16lVs3boVERERGDt2rBZbTtQlO1eKj+YdKdfEBwB42FfF2Ymdy+14FZWhgRjBbeoK2mZvQjKyczUxWwupiISOApmyJ0FjbSGEEF4SsQid3WqVHgjgdbpmSwQTQnSPRhMgw4YNw8aNG7F582ZUq1ZNfoOckUHZVl01qVvZkiCrT9zD9D2UBCFEl9BE6PrnDee8Hr4uNpCIhTzGUA1vmbWMHCkNOa/gYmJicOfOHRw6dAh16tSBnZ2dfMlnYWGBAwcOICkpCc2aNcO4ceMwefJkDB48WIstJ+ow9Z+raDhxHxJfvC+3Y1atIkbClADsGdm+3I5Z0YV1/wAWxpyTM/2/9rMPa6g1pKIROgok8cV7SqARQnSCL2flA0tTzZYIJoToHo0mQJYvX47U1FR06NBB4QZ569atmjwsKaOyJkHW/EtJEEJ0jb2l5ssgkfIj4sxp1K9ZVbMN+X+8ZdYAGnJe0Q0cOBCMMaVLQU2aNMGJEyeQmZmJR48e4aefftJSi4k65EkZmkzZj8jYe+VyPDNDCTo2qoGEKQFImN4VVTlLWpD/nJ3oLyj+aVoWdsU/1lBrSEUzqnMjQfH/W3NKQy0hhBB+KZydxHjjCCH6Q6N3E4VvhknFMambO8QiEVafSFJp+zX/3pPvhxCifSLOJ+ZPU/nnliDaY8k5mThvXFn5ONvAyECErNzSv/dfviu/kjmEkLLbFf8Yo7bEa/QYVqZVEOBui7Du7jAxFDZygShnaCBGoEct7E14xr3NqC3x6NbEvlxGDhLdJhGL8KmXPXbE883xeDrpDbJzpTA0KJcpRgkhRCnekR00AoSQyoeuUEixfg5yw7Kvmqq8/Zp/72HqbqoJS4gu4C1RdPlRKs3RUAFYmxmpNa6sJGIROjSswRV77j5NhE5IRZAnZegw54hGkh8iQD7C496sIFyc7I9ZnzWh5IeaLf6qmaC5HABg+KbzGmkLqXhm9fIUFE+jQAgh2sY7siMu8aWGW0II0TWUACElCmxih8SZgSp/UCJP3sfXkafV2iZCiHC8JYoyc6U4lfhKw60hZcV70V6ew7tNDPkGlR658ZySbITouF3xj+EyYS/uvVLvXB8edtWQMCUASbOCEBnckkpbaZhELMLiPl6Cttl39RnN51CK8PBwtGjRAtWqVUPNmjXRs2dP3Lx5UyGmQ4cOEIlECsu3336rpRarxtBAjFb1rLjj80eBEEKItlhX5ev8dfA63Y8QUtlQAoSUSiIW4e6sIFRRcTT84ZsvEbTwqFrbRAgRxsfZBoYSvn/EJxNfaLg1pCzypAxRV55yxVqbld/wbt5RRtl5jJJshOiwbotOqHXUhwjA2gEtkDgzEHtGtaOkRznr5lUb3g7mgrahnvwlO3bsGIYNG4ZTp04hJiYGOTk58Pf3R3p6ukLcoEGD8PTpU/kye/ZsLbVYdRu+8REUH7TouIZaQgghpbM1N+aKS8nIwZmk1xpuDSFEl1AChHC7HR4EEwPVsiBXk9PRJjxGzS0ihPCSiEXwrGPBFfv4DU1SrctO3X2FjBy+Hpa2FnxJCXUQMhF63F0adk6IrsmTMrhO3IuEJ2lq2+f8zz5A0qwgdGpck+aV0KLtQ9sKiqee/CWLjo7GwIED4e7uDk9PT6xbtw4PHjzA+fOK5cNMTU1ha2srX8zNhSWidIHQUSC3n6dj9yW+eUMIIUTdWjpZw4Kzo0VyKt3zElKZUAKECHJ9RiAsjFT72DxOzYb31Gg1t4iQ8rN06VLUq1cPxsbGaNWqFc6cOVNs7Lp164qUPjA25uuRoim1rUy54mgidN0Wxzl6oqqRAVo6WWu4Nf+RjTLii6UR54Tolt2XnsBlwl5k5qrnH+ewds5InBmIT1vUVcv+SNlIxCIs+lzYfA7tZx/WUGv0T2pqKgDA2lrxO3fTpk2oXr06PDw8EBoaivfviy8pl5WVhbS0NIVFVwgdBTJ660UqLUMI0QqJWITObrW4Yl+nl1+pYEKI9lEChAh2aWpXmKhYD+tNRh48p+xTc4sI0bytW7di7NixCAsLw4ULF+Dp6YmAgAA8f/682G3Mzc0VSh/cv3+/HFtcFE2Erh8Y+P42bRvYlGuPa4lYhG5N7LhikynJRojOCFl3FiP+uKiWfeUnPn4IbEwjPnTMx03rwNyEf5L5p2lZ2BX/WIMt0g9SqRSjR49GmzZt4OHhIV//1VdfYePGjThy5AhCQ0OxYcMG9OvXr9j9hIeHw8LCQr44ODiUR/O5CB0FkicFImJuabBFhBBSPF/OUemWpuVXKpgQon2UACEquT49UOUkSGqmFI0n7VVziwjRrPnz52PQoEEIDg6Gm5sbVqxYAVNTU6xdu7bYbUQikULpg1q1+HqjaApNhK4fLE2qcMU1q8v/sEJd7Cz5RhntvfKUkmyE6IBui47j0I3iE/m8AtxrUOKjAlj6ZTNB8aO3xNO5uhTDhg1DQkICtmzZorB+8ODBCAgIwAcffIC+ffvi999/x86dO5GYmKh0P6GhoUhNTZUvDx8+LI/mcxM6CmTxkTv02SGEaEXKe76RHbxxhBD9QLMQEpVdnx4IrynRSMnME7xtRg5D40l7cX16oAZaRoh6ZWdn4/z58wgNDZWvE4vF8PPzQ1xcXLHbvXv3Do6OjpBKpWjatClmzpwJd3f3YuOzsrKQlZUl/1nd5Q/yJ0LPziv9hvRk4gu0acA/pwMpP4/eFF9CoyBrMyMNt6QoEfgefOYn2egzRoj2BEYcw7Wn78q0DzGAGzO6wtCA+lRVBK3rV4eBCOCtdMYAjNh8Acv6CUucVBbDhw/Hnj17cPz4cdSpU6fE2FatWgEA7ty5AxcXlyKvGxkZwcio/L+3eeWPAjl97w1XPH12dMO7zFyM2HQWsXdeI6uUf/diACaGErR0ssbiL5uiKuc8CoToGt6RHTQChJDKhe5WSJnET+kCK1PVLo4ychg8w6gcFtF9L1++RF5eXpERHLVq1UJycrLSbRo1aoS1a9di165d2LhxI6RSKVq3bo1Hjx4VexxNlz8QMhH62aTXaj02UY88KcOOi3wlSbTRq8nXxYY79mTiCw22hBBSkjbhB8uc/GhcywR3ZwVR8qMCkYhFWPiFl6Bt9iYk04TohTDGMHz4cOzcuROHDx+Gk5NTqdvEx8cDAOzs+EpF6iKho0Dos6MdGdl5+GH7RTiPj4LHlP04crv05AcASAGkZ+fhyM0X8JiyH/XGR8mXBhOi0HXhcRy+/pxG9hCdx3sPFJf4UsMtIYToErpjIWV2cXIAaluq1mMpNUsK14lRam4RIdrn6+uL/v37w8vLC+3bt8eOHTtQo0YNrFy5sthtyqP8Ae9E6JdoHhCddCbpNd5yjrqzNiv/Xk0+zjaownll8SSF5gEhRBvcJu3D49Ss0gNLsOhzT+wb00lNLSLlqZtXbXg7mAva5n9rTmmoNRXTsGHDsHHjRmzevBnVqlVDcnIykpOTkZGRAQBITEzE9OnTcf78edy7dw///PMP+vfvj3bt2qFJkyZabr3qDA3ECPQQVs41aNFxDbWGKBMceQaNJ0dj27knUGfqKUcKXE9+i6/Xn4XLhL1wHh8F72kHMP6vy8jIFl4NghBNsq7K92zqICX0CKlUKAFC1OLkeD+421dTadvMXKB+KCVBiO6qXr06JBIJnj17prD+2bNnsLW15dpHlSpV4O3tjTt37hQbY2RkBHNzc4VF3XgnQs/OYzQPiA5KTuNPGtha8P2t1UkiFqGTa02u2IwcumEmpLw1CI3C+xzVH4s5WhkhcWYgPm5acrkfotu2D20rKP500hvqyV/A8uXLkZqaig4dOsDOzk6+bN26FQBgaGiIgwcPwt/fH66urhg3bhw+++wz7N69W8stL7vFXwkraXX7eTp2X3qiodaQgjzC9uPIzfIZXSsF8OZ9DracfYjGk6NRb3wU2s8+jIPXntEDZaJ1tubGXHEpGTk4Q1UPCKk0qLAjUZuoke3wdeQZHFbhwiuXAc7jo3B7ZiBNnkl0jqGhIZo1a4ZDhw6hZ8+eAACpVIpDhw5h+PDhXPvIy8vDlStXEBio3XlvWrtUx9IjyifgLCzu7kudmqMhIzsPk/+5jOjLT/E2W3ZzJREB5iZVEOBui7Du7jAxlGi5lZr1+h1fr21zYwO0dLLWcGuUa17PBvuvlT6p8vFbL5AnZTp1zi9cK1sEwMhADOcaZvje3xXtG9XQqfYSIkT98VHILcP2iz73pMSHnpCIRRjZ0QWLOK8HAKD97MOIm+CnwVZVHIyV/IDXwcEBx44dK6fWlC9VPjtj/4xH4Ad29P2pQQ0mRKEMuW21uP86A9/8fg4AUMfSGNN6fEDXTUQrWjpZw8LYAKmZpV/1JKdmlEOLCCG6gEaAELVaG9wSwW3qqbStFIDLhL3Ye5l6CRHdM3bsWKxevRrr16/H9evXMXToUKSnpyM4OBgA0L9/f4VJ0qdNm4YDBw7g7t27uHDhAvr164f79+/jm2++0davACB/InS+WF3qwFVwSH9+8gMA8phiD7SvI/W7TAfvZH2feNfW2g1n9Wp8w84zcqQ6M8ooT8rQYc6RIrWyGWQTtl97+l/Zhz3xfHOwEKJLypL8qCIGjfrQQ6M6NxJ0I/g0LQu76PxHIPyzk5PHEHubau1rittE7Sc/CnuUkim/buq7Ko7KZJFyJRGL4NeYb0T6S87OZYSQio8SIETtwrq7I6RtPZW3/27zRfwSdVV9DSJEDb744gvMnTsXkydPhpeXF+Lj4xEdHS2fGP3Bgwd4+vSpPP7NmzcYNGgQGjdujMDAQKSlpSE2NhZubm7a+hUAyC4IuzXhm4AzOVU35mjwmMI/pP/wzVdoOjVawy3SHt5J/epa8831ogm8w84B3ZgIPTrhKVwm7MW9V++54odvicc3689ouFWEqE9Zkh+WxmLcnhlEPXj1kEQswqI+XoK2GbM1nsrbEJU+O8O3XNBMYyq5wIVH8L4sQ/vKwcm7r9F4cjQ8Ju+jSdRJubG15CsFnJKRo+GWEEJ0BSVAiEZM6la2JMjqE/cwfQ8lQYhuGT58OO7fv4+srCycPn0arVq1kr929OhRrFu3Tv7zggUL5LHJycmIioqCt7e3FlpdlJ0l38PxvVeeav0mxW3SXrzjGL5c0OuMPHhP26+hFmnXg9fpXHG8I0U0oaWTNYwM+B6WntVy3d3ohKf4dqPwhzIHr7/AN+vPaqBFhKhX/VDVkx+1LQwRP6WrWttDdEs3r9poUIM/YS5lQETMLQ22iFQUQj87qRm5NIJIzf658AjXkvk6b+iCd9lS+aiQv8891HZziJ4rpVKh4DhCSMVHCRCiMWVNgqz5l5IghGiCCHwPpzNztVuiqM3MA3ifo9pV6Zv3ufhw9mE1t0i78qQMOy7yPTzgHSmiCRKxCE3qWHLFJjxJ01qSLU/KVEp+5Dt4/TlN7Ep0muvEKOSq+M/L3dYMJ0M7q7dBRCdFjWovKH7xkTta7xxBdIPQz86oLTSCSF3ypAwj/7yk7WaobPT2y2j0c5TgTk6E8LLi7Az2LE03Kh4QQjSPEiBEoyZ1c8egD51U3n7Nv/cwdXeCGltECPF1seGO1VaJoq8jT+FxWtmGJD98nYFpu/UniXom6TXeZvLVULY2094IEADcE7Bn5EhxRkujQFrNKPsooZF/XKSHOUQneU7ZB1WfK33kWh1RozuotT1EdxkaiNHFg69WOiCbG2nEZipnRGSfnVb1rARt4zfvqGYaU8kM23xO200os6w8WZlbj0n7KBFC1I53TsJDVJaNkEqDEiBE434OcsOyr5qqvH3kyfv4OvK0GltESOXm42wDzgpFePwmQ7ONUWJP/GMcvqmekSdrT95Ddq6OzQypomQBPZRsLfjq3mpKa5fq3LHJqeX/Gfs68hRevi/7hJwMwPBN58veIELUyGtqNFIzVTvvLenjhTUDW5UeSPTK0q+aC4rfm5CsN9+tpGw2fOMjKD7p1XsqhVVG2blSRCc813Yz1OZdjhQeU/aj1YwDdF4hasM7J2FKRo7WOmMRQsoXJUBIuQhsYofEmYEqf+AO33yJbhHH1NomQioriVgEb0e+HntPy3ki9Dwpw4gt8Wrd5//WnFLr/rTl9bssrjhzYwPuERia4uNswz0PyEvO30td1JlgA4B9V59V2hv2rKwseHl5QSQSIT4+XuG1y5cv48MPP4SxsTEcHBwwe/Zs7TSykvGeGo2UDOHJPTGAxJmB6OZVW/2NIjpPIhZhZEcXQduM/6vilt8h6iN0BBFApbDKKnSH8H97DlbGSJgSgHuzgopdEqYEoGMDaxhxdpJSt2fvctBw4j4M2XCGPh+kzFo6WcPC2IArVhudsQgh5Y8SIKTcSMQi3J0VhCoqXlQlPH2HwIVH1domQior3gfklx+llutNyIjN56Huo51OeqMXD6h5Jzb/xLs2JGIt3b3+P4lYhA4Na3DFnrv/RsOt+U+elGGkmhNsgP4k2YT68ccfYW9vX2R9Wloa/P394ejoiPPnz2POnDmYMmUKVq1apYVWVh5twmPwRoXkhwGAu7OCtH7eINo1qnMjzhnCZHZefEIPKQkA4SOIACqFpao8KcOui8LmH7s+rQtO/PQRqpbyMLiqsQEiQ3xxM1wxMXJ9Whf0bm6Paobl8x2x/+oLuEzYiz00UoiUgUQsgl9jvuRseXfGIoRoByVASLm7HR4EE976O4VcS05Hm/AYNbeIkMqHt0RReU6Enp0rxd6EZxrZtz70VOWd2LyutamGW8LHxJCv19WRG+VXezci5iY0kQrTlySbEPv27cOBAwcwd+7cIq9t2rQJ2dnZWLt2Ldzd3dGnTx+MHDkS8+fP10JLK4fAhUfxOJXvHFGQGMCdWUHqbxCpcCRiEUYIGAXCAETE3NJcg0iFIRGLsOhzT0HbUCks1Zy6+wq5Ai6ZIvp4wcRQUqZjmhhKMKeXN65MC8S9WUFInBmIyP81h2tNzV5vDt8Sj+C1cRo9BtFvtpZ8JYFTMso27yQhpGKgBAjRiuszAmFhpNrH73FqNrynRqu5RYRULj7ONjCU8CUiy2si9P/9prle9PrQU/XB63SuON6RIppW24rvpiM7j5VLki1PyrD4SKLG9l+ZRoE8e/YMgwYNwoYNG2BqWvQBSFxcHNq1awdDw/8+iwEBAbh58ybevCl+xE9WVhbS0tIUFlK6bhHHcC2Z7/xQ2O2ZgWpuDanIhI4CWXzkToX/biXq8XHTOqhnzVdzPx+VwhLu99gk7tgaVQ3RQwNlDSViETq610L02I4KI0Q4bysEOXLrNTwm7aXPCVEJ4/zY8MYRQio2SoAQrbk0tStMVKyH9SYjD55T9qm5RYRUHhKxCJ51LLhiz5bDxHDZuVKcviesFFJj26rcsRW9p2qelGHHRb6ekrwjRTRNyETo5ZFki4i5qfbyagVVllEgjDEMHDgQ3377LZo3V172JDk5GbVq1VJYl/9zcnJysfsODw+HhYWFfHFwcFBfw/XU15GnkfD0nUrbLvuqKZW9IgpUGQUyYvMFzTWIVCiHvu8keBufX2hkP688KcPBG/yTny/8wluDrflP/giRxHBZMsTXhW+eQV7vchhcJuzFPxceqXW/RP9ZcXYKe5ZWvnNeEkK0gxIgRKuuTw9UOQmSmilF40l71dwiQiqP2lZ8Q9cvlcM8IEJHf3jXscC+0e1Rqxr/aIcVxxMrbA+yM0mv8TaTr7a/tZlujADxcbYBb7VDTSfZVBn9sfhLbyzp4yVom9AdlwXF65Lx48dDJBKVuNy4cQOLFy/G27dvERoaqvY2hIaGIjU1Vb48fPhQ7cfQJ9P3JODwzZcqbTvoQycENrFTc4uIPhA6CmRvQnKlSP6S0qlSCutFeg6+XndGQy3SL6fuvkIe5z81A7EIPi42mm2QEiaGEvwxqLW8TJaximWvlRn55yUELjyitv0R/Ve9mhFX3L6E5Ap7j0gI4afRBMjx48fRvXt32NvbQyQS4e+//9bk4UgFdX16IKxM+GrFF5aRwygJQoiKdKVEkdDRHyIA279rAwCY29uL/zjlVGpJE5IF9EyyteD7u2qaRCyCtyNfL0BNJ9mEjv5o6mCJ7p726OZVGw1q8Ne43hVfcUutjRs3DtevXy9xcXZ2xuHDhxEXFwcjIyMYGBigfv36AIDmzZtjwIABAABbW1s8e6Y4n0/+z7a2tsW2wcjICObm5goLUW7v5SdY8+99lbYNaVsPPwe5qblFRF8IHQUCVK4SgKRkqpTCOnzjBXZfEjaxd2UkpPxVDy97rY7wyy+TdWNGIBKmBKBqGechyXct+T3cJkapZV9E/9ma852L3mfnVdh7REIIP40mQNLT0+Hp6YmlS5dq8jBED1wMC0BtS74MfWEZOQyeYVQOixChdKVEkdDRH4u+9Jbf1LWuX11QzeH1cfw3j7rk9bssrjhzYwO0dLLWcGv48bZFk8kpVUZ/bBvaWv7/UaPac2+XK624SbYaNWrA1dW1xMXQ0BCLFi3CpUuXEB8fj/j4eOzdK+uEsHXrVvzyyy8AAF9fXxw/fhw5Of9NKhkTE4NGjRrBykq9pTEqozwpw3ebL6q0bUjbepjUzV3NLSL6RugokMpSApDwUaUU1og/LlbYDgTlQWj5q/BPm2iwNcJUNTZAwrQuakuEvM8FnMdH0eeFlKqlkzXMOD9zcXdVG1FLCKk4NJoA6dq1K2bMmIFPPvlEk4cheuLkeD+42fHX9C8oNUsKV+oNQoggulCiSOjojwY1zdDd017+s0QswrAO/D1VD15/XiFvmHgnNv/Eu7ZO1fTXhSSb0NEfIzvWV3gPDQ3E8KrDPxKhoibZeNWtWxceHh7ypWHDhgAAFxcX1KlTBwDw1VdfwdDQECEhIbh69Sq2bt2KiIgIjB07VptN1xsfzTms0nbBbSj5QfjQKBBSFqqUwgKAXstPaqA1+kFI+StHaxMYGuhepfOCiZAqZbxWlQJwmbAXey/TyCFSPIlYhA8b8N2LVMDbQ0KIQDr1zZiVlYW0tDSFhVQue0e1h4d9NZW2zcwF6odSEoQQXrpQomj89kuC4qNGtiuyTkhPVSkDYm9XvB4+vBOb17XmL9dUHrSdZBM6+kMsAkZ1blhk/Q9dGnPvo6Im2dTJwsICBw4cQFJSEpo1a4Zx48Zh8uTJGDx4sLabVuGFrDuNe2+ET9bZqVENhHWn5AfhN6pzI0E3ijQKhBSkSimsiw9TqRRWMWIT+a9d+/k4arAlZVfV2AC3ZwYiuHW9Mu/ru80X8UvU1bI3iugt77p897oWJlU03BJCiLbpVAIkPDwcFhYW8sXBwUHbTSJasGdkO3RqVEOlbXMZDYklRAhtlijKkzLsiOe/0W3lZKW0R5tELMKnTe2VbKHcosO3uGN1Be8IEN648qLtJJvQ0R/DO9RXOoJGSCKnoibZVFWvXj0wxuDl5aWwvkmTJjhx4gQyMzPx6NEj/PTTT9ppoB7ZE/8Yh24I/2x52FfD2uCWGmgR0WcSsQiL+ngJ2oZGgZCCqBSW+pwR0ElkQGsnDbZEfcI+dsetGV1hali2R1KrT9zD9D2UBCHKpWXmlB4E4OJD/ooEhJCKSacSIKGhoUhNTZUvDx8+1HaTiJasDW6J4Db1VNqWhsQSwk+bJYoiYm4Kit8Q4lPsa+Gf8pdaOP8gpcLdXMdx9vzjHSlSnrSVZMuTMiw/VvbRH4DsQWAPb/1OshHdlidlGL4lXvB2bnZVsUfJyDlCeHTzqo0GNfhHFtIoEFKQRCzCEoFJNADwnBKt/sZUYHlShov3+R7OutQw1cnyV8UxNBDj2rSuZR4NsuZfSoIQ5UScdQKO3nhR4e4PCSHC6NS3o5GREczNzRUWUnmFdXdHSNt6Km9PQ2IJKZ22ShTlSRmWHuV/OF3c6I98hgZi1K9hxrWvitZDP0/KEHXlKVestZlujQABtJdkO3X3FXIEPIcrbvRHPiFJtgsPK16Sjeg2VR4IVjc1wN5R7TXQGlKZRAn8DNEoEFJQN6/a8HYQdk//LluKNrMOaqhFFc+pu6+Qy3lJEeBuq9nGaEj+aJAqZZgjnZIgRBlfFxuuuMxcqdqrHRBCdItOJUAIKWxSt7IlQWhILCEl01aJotg7L5EnYFcljf7IJ6S+fUXqoX/q7itkcD7Jt7Uw0XBrhNNWkm1O9HXu2JJGf+QTkmTLk4JuoojatA2Pwbts4b3qT0/010BrSGVjaCBGq3p81wkAjQIhRW0f2lbwNo9TshC06LgGWlPxCJn/o42LamWkdYGhgRi3fwmCh73qnWApCfKfWbNmQSQSYfTo0fJ1mZmZGDZsGGxsbFC1alV89tlnePbsmcJ2Dx48QFBQEExNTVGzZk388MMPyM3NVYg5evQomjZtCiMjI9SvXx/r1q0rcvylS5eiXr16MDY2RqtWrXDmzBlN/Jql8nG2gRHnqKi4uxWngxwhRDiNJkDevXuH+Ph4xMfHAwCSkpIQHx+PBw8eaPKwRM+UNQlCF0KElEwbJYoWC0hA8A7nb12/OveXWkXqoR/H+Z5XNTLg/luWJ20k2bJzpYh/lMYdX9roj3xCkmzr45K4YwkpzteRp/AoVXhpu8VfenN9pgnhseGb0jshFESjQEhBqpbCuvrkLb6O1M5DU13y+E0GV5yhRAQfzt7uumzPyA8RocLnJR/d+wNnz57FypUr0aRJE4X1Y8aMwe7du7Ft2zYcO3YMT548waeffip/PS8vD0FBQcjOzkZsbCzWr1+PdevWYfLkyfKYpKQkBAUFoWPHjoiPj8fo0aPxzTffYP/+/fKYrVu3YuzYsQgLC8OFCxfg6emJgIAAPH/+XPO/fCESsQgdOeeXrSC3hoQQFWk0AXLu3Dl4e3vD29sbADB27Fh4e3srnEAJ4TGpmzsGfaj6hG5r/r2HqbsT1NgiUhkJ7cmybds2uLq6wtjYGB988AH27t1bTi0VprxLFOVJGc7eS+GOn9LNgytOIhaheT1LzjZUnB76jHMa77YNbHT2gWd5J9nWx97jjhWh9NEf+YQk2Q5TLWFSRnviH+PwTeH/Hj5yrYnunvxz1hBSGhoFojpd6QWtbd28aqNTI+EP5w/ffIGpuyv3w+xHb95zxXnWsdDZ60ChenjVRuLMQJUfVlXmJMi7d+/Qt29frF69GlZW/523U1NTsWbNGsyfPx+dOnVCs2bNEBkZidjYWJw6JUtaHzhwANeuXcPGjRvh5eWFrl27Yvr06Vi6dCmys2WdMVasWAEnJyfMmzcPjRs3xvDhw9GrVy8sWLBAfqz58+dj0KBBCA4OhpubG1asWAFTU1OsXbu2fN+M/+ddl+/7Kzk1U8MtIYRok0YTIB06dABjrMiibIgcIaX5OcgNy75qqvL2kSfv4+vI02psEalMhPZkiY2NxZdffomQkBBcvHgRPXv2RM+ePZGQoHuJuPIuURR75yXnI31ZaaLWDfgTNCM68T3IBtQ/qbumWJpU4Yprxnlxrw3lnWTbeOoed+ynTWtzPzCQiEXwqMNXmiFXqt5J3Unlouqk5+721bBmYAv1N4hUejQKRDhd6gWtC9YG+6C6mYHg7SJP3sMvUdc00CLdlydliH+QwhVrb6l7ZVDLQiIW4e6sIFRRMaez5t/K+bkZNmwYgoKC4Ofnp7D+/PnzyMnJUVjv6uqKunXrIi4uDgAQFxeHDz74ALVq1ZLHBAQEIC0tDVevXpXHFN53QECAfB/Z2dk4f/68QoxYLIafn588RpmsrCykpaUpLOqSlpnDFXfgWjJ1XiJEj9EcIKRCCWxiV6beIIdvvkS3iGNqbROpHIT2ZImIiECXLl3www8/oHHjxpg+fTqaNm2KJUuWlHPLS1feJYqE9OTza1xTUG82IT30919N5t6vNlmbGak1ThuEJNl4Sz0UJztXivuv+fcR/mmT0oMK6N6kNndsRUmyEd3T6pcDgrepbmqAqJHtNNAaQmgUiCp0rRe0Ljj9s2pzE60+kYS9l5+quTW6T8gE6LWt9CsBku92eBBMeC8iC6lsn5vt27fjwoULCA8PL/JacnIyDA0NYWlpqbC+Vq1aSE5OlscUTH7kv57/WkkxaWlpyMjIwMuXL5GXl6c0Jn8fyoSHh8PCwkK+ODg48P3SHETg+/y8y8rDGTXOR0gI0S2UACEVTll7gyQ8fYfAhUfV2iai31TpyVJa7xhdU14lirJzpbjzIp07foCvsNJ3ErEIzTgf0CS+eF8hHs7EcU5+mfJe+DwB5UUiFsGrriVX7JOUsiVAQndc4o51tDbhml+moAGt63HHqnNSd1J5TN19BS/Tc0sPLIQmPSeaJnQUyPi/+M/H+kbVXtD6TiIWYdlX3ipt+93mC5Wud3ZlmQC9NNdnBMLSWKLStpXpczN+/Hhs2rQJxsbG2m6KYKGhoUhNTZUvDx8+VNu+fQXMjZOcWrb7EEKI7qIECKmwytIb5FpyOtqEx6i5RURfqdKTpbjeMSX1fNHk0N/SlFeJovHb+R+GqDqZo5CJwNfH6vZE1XlShqgrfD3XrM0MNdyasqljZcoVV5ZRRnlShp0XnnDH9/NxFHwMQwMxXGpo/nchlVN2rhSRJx8I3m7ZV031pvY70V1CR4HsvPik0p4DhV47avMasLwFNrFHSFvh378A8MFk3ZxPT1N4e6PrywToJYmf0gWWJqolQTynRKu5NbrpxYsXaNq0KQwMDGBgYIBjx45h0aJFMDAwQK1atZCdnY2UlBSFbZ49ewZbW1sAgK2tLZ49e1bk9fzXSooxNzeHiYkJqlevDolEojQmfx/KGBkZwdzcXGFRFx9nGxhxPjd6+S5LbcclhOgWSoCQCu36jEBYGKn2MX6cmg3vqZXjYohUDJoc+lsaH2cb8N5SqDo0OE/KsCOe/+H0t+1cVHqgJySZs/sSf3u04dTdV8jI4RulYmuh26UPeEszlGWUUeydlxAypmdAa2EjjPJ18bDjilPXpO6k8mg+Y7/gbULaOiGwCd9nkpCyEjIKhAGIiLmlucboEW1eA2rDpG4e6NSI/3ot3/tcwHVilAZapHvypAwX77/hitWnCdBLEh+mWhLkXbYUQRHHNdAi3RIXF4f4+Hj50rx5c/Tt21f+/1WqVMGhQ4fk8Tdv3sSDBw/g6+sLAPD19cWVK1cU5imKiYmBubk53Nzc5DEF95Efk78PQ0NDNGvWTCFGKpXi0KFD8pjyJhGL0KEh3wip1zo8op4QUjaUACEV3qWpXWGiYj2sNxl58JyyT80tIvpGlZ4sxfWOKanniyaH/pZGIhahfq2qXLHxD1Xr1R4Rc5M7VgRgVGf+Cc0L8nG2gYTz2+3a07c63Ts1jvPheVUjA0EjX7RBSGJqfZxqI3OEzC/jWcdccPmrfEJ+l98FTMhOKrepu68gLVNYWb6OjapjUjc3DbWIkKIMDcRwqW7GHb/k6B2d/p7VFKHXjtq8BtSWtcGt4G7L/1nKl5kL1A/V/ySIkPk/Wuj4NaA6qZoEufr0LULWndVAi3SHm5sbPDw85IuZmRlsbGzg4eEBCwsLhISEYOzYsThy5AjOnz+P4OBg+Pr6wsdHltj29/eHm5sb/ve//+HSpUvYv38/Jk6ciGHDhsHISDbX4Lfffou7d+/ixx9/xI0bN7Bs2TL8+eefGDNmjLwdY8eOxerVq7F+/Xpcv34dQ4cORXp6OoKDg7XyvgCAiaEBV9z5e3xJR0JIxUMJEKIXrk8PVDkJkpopReNJlWs4NRFGlZ4spfWOUUaTQ3951LXhK+uTKxXeqz1PyrD0aCJ3/Cfe9ir3ZJOIRfBzrckVq8rvUp4Y+O582zaw0fmefz7ONpBwNvHwjReCH5gJnV/mx4DGgvZfkJBJ3Y/ceF4pH/4RYVQpfVXDrAoig1tpqEWEFG/Kx+7csVJWOUeBCL121PY1oLZEje6A2hbCS3jmMsB5fJRef7/S/B/FUzUJcujGc50f/a1JCxYsQLdu3fDZZ5+hXbt2sLW1xY4dO+SvSyQS7NmzBxKJBL6+vujXrx/69++PadOmyWOcnJwQFRWFmJgYeHp6Yt68efjtt98QEBAgj/niiy8wd+5cTJ48GV5eXoiPj0d0dHSRkoDliXck+mUqX0uI3qIECNEb16cHwsqEL7NfWEYOoyQIKVFpPVn69++P0NBQefyoUaMQHR2NefPm4caNG5gyZQrOnTuH4cOHa+tXKFXLevy1g4X2ao+98xJ5Aq4lZ33mKWj/hfUXUNqoLHOaaJqlSRWuuGZ1+Wuya4tELIJ7bb4HOqokpv732ynu2LLWypaIRfB25HvPqQwW4dFixgHB25z6ubMGWkJI6VrXr86d0AYq7ygQXewFrYtOhnZGVUPhjyWkAFwm7MWe+Mfqb5QOoPk/SqZqEmTEHxcrzfno6NGjWLhwofxnY2NjLF26FK9fv0Z6ejp27NhRZESao6Mj9u7di/fv3+PFixeYO3cuDAwUn7F06NABFy9eRFZWFhITEzFw4MAixx4+fDju37+PrKwsnD59Gq1aabfDBu/o7cxcKV23E6KnKAFC9MrFsADUtjRSaduMHAbPMCqHRZQrrSfLgwcP8PTpf5NVt27dGps3b8aq/2vvzsOqqvb/gb/POcikAsrskAKmiAPghGA5J5PTraxuOWaWXqfUX36hDJzxVmbmteyWU9O1btmEpJJDOaCWioYCKmqYCmoqhCJHzjm/P7ygJMPah73P+H49z34eOWftfT5bYLH3Xmt9Pv/+N0JDQ/HFF1/g66+/RseOHc11CnUaE9VauK3UWe1SUhMFebsanZqogpQZ+j8bWdPEFJo2FOvPRNuZ25DOzYXbShlk05brsV/CknVj68vcS0rKMUseZCPze3btPhTd0knaZ/lTYRa/6otsl0atwuS+QcLt7XUViCXOgrZUR+bGGL3vlA2ZeHat+CQIa8D6H2Iyk2PQ0IgsED0XpSsQDVmynoGecBQcued1O5Ft4gAI2Zw9CQMR4i9Wy+Cvisr0dlNYj6SrbSbLzp07sW7duirtR4wYgdzcXJSVlSErKwtxcXEmjlgaRwc1grzF0mBJmdUuNTXR3MH1HySSMkP/iAUvdc4QTH9w3UoK9ik1yJa48YjwcetTX+ZeUuqAnL9WWu/PI9uUmnke23OlzTQM8HTFsDDxwUQiJUx/pB2kPHZ850f7XAViabOgLZVGrcI7T4cbvf/23D/wUIrtPNRm/Q9xR+fFSt7n8o3beHbdAQWiIUulUasQ2sJdqC2v24lsEwdAyCalTe+Djs0aG7WvvRTWI6pOTEd/4baiM/SlpCZyUANRD4o/WK6N6Ax9S01RpNMbkH68sO6GAJo2lJ4/2xyUGGTT6Q3YeEg8n3N96svcS8oqI6Lq6PQGTNmQKXm/H2b1lT0WIqk0ahWm9hNfBVKuB/aeFK9pQPYnrnMzTHi4tdH7/16kRdhc21jNz/of4jRqFf71VJjk/bbnXLbreiD2qHkTsXuQi0W3FI6EiMyBAyBks1Kn9Ub/dsZdENpDYT2i6kiZ1S4yQ19qaqJ/9Gkj2zJ+KediiUudD5y5iqJb5UJt/dzFCvtZArkH2Zan5wqWir+jvvVlKkhZZcQbKarO4+/ulrzPir+H222qE7I8UleBzE3NUiwWsg2vxHfAhIfF67j91fVbegQlboK2XC9jVKbH+h/SDA5rjgHB0idQ2VM9EGIhdCJ7xwEQsmlrxvXAuF6tjdq3orBe2lHODCH70TPQEw0E/zKIzNBP+ML0qYkqWHsdkIJisYfmHi4NJNWjMDc5B9l0egNW7MgTPl5oC7d615e5l+j/O2+k6K9SM8/j8LliSfuEt3THkNBmCkVEJJ3UVSB5l29a/YNpUt4r8SF45+kuRu+vMwBt53yP5G+PyhiV6bD+h3FWj41AB7+GkvdjPRD7wULoRPaNAyBk85KHdMD4h1obvf8/Pj2MlLTj8gVEZME0ahUGtBcvzrk+40yN7+n0BmzMNH1qogrWXgfkyp9lQu0GtPexqptfOQfZpK7+mB3dXkLruvFGioxhbOqrLyb1kj8YonqSugpk1GrbKlZNyojr7I+8xXH1elixfu85BL9ifatBWP/DeJte7Auvhg6S9mE9EPvBQuhE9o0DIGQXXh1cv0GQ9346g1QJD3KJrNmoyNbCbdOP1zxDf+qnByV9rlypie5lzXVArgkWNvd1c1Y4EnlJHWR7bUt2ta9LXf2hRJoIe76R2rRpEyIiIuDi4oImTZpg+PDhVd7Pz89HfHw8XF1d4ePjg5deegnl5WIp3WwdU1+RLZG6CmT/mWtW90CazEOjVuH0kng0qEfXd0t3ZzXICx8dsLiJLjVh/Y/62f/KIMn7sB6IfWAhdCL7xgEQshv1HQSZsuEwB0HILkhJHWUAsDz9xH2va8v1SMsSK+ANABEBTWRNTVTBmuuAqAS/B6LtLImUQbYjvxdX+7BM6uqPib2DZH+ALOVGyhLTrBnryy+/xKhRozBu3DgcOXIEe/bswdNPP135vk6nQ3x8PLRaLfbu3Yv169dj3bp1SEpKMmPUlsGY1Ff9g72Z+oos2vRH2klqz1UgJMXJlHi4ii4drcGWY5cR9HIavj30u0xRKWdz1kWhdqz/UT1ji6JPYz0Qu9DMQ6wOyIXrHAAhsjUcACG78urg+hXWm7LhMBawgCPZOI1ahWHh4g/b/rXz1H03DKM+kPZw46PxPSW1FyVlMMfSZvoUCF54e7g0UDgS+Un5vgD3PyzT6Q14W8LqD7VK3voy92rexFWonSWmWTNGeXk5pk+fjtdffx0TJ05E27ZtERISgieeeKKyzdatW3H8+HF8/PHHCAsLQ2xsLBYsWICVK1dCqxVb2WSLdHoDpkpMfeXurMGasT2UCYhIJhq1Co+GiV83cBUISXV8QSyauzvV+zjTPj+CiIVbLfbnT1uuR97lm0JtWf+jZoPDmqN/O2mDQwYAUz6RtnqdrI9KcOaYrVy3E9FdHAAhu1Pfwnqrd/+GZ9fulzEiIsuT8qh4Oiq9oeoqEG25HvvPihVvBIAgb1dFVn8A0uqAiF4Qm4JOb8AP2ZeE2no1qv8DAVOTOsj214dlUtOrTenbRrGHBM2biM0ks8Q0a8Y4dOgQzp8/D7VajfDwcPj7+yM2NhZZWXcnB2RkZKBTp07w9b2b6iw6OhrFxcU4duxYjccuKytDcXFxlc2WvLVV2qolAPh5jvRUHkTmsORxaWksE748olAkZKv2JA5Eh2aN632cwpLbaDvne4xYtdviBkISN4r/XrD+R+3WjOspuR7I98cKLe5nguRlb9ftRHQXB0DILtW3sN723CsYvPxHWWMisiSODmq08W4o3P7tHXdXgcRL/N2YO7ijpPZSdWstNgBSelunaBxSHDhzFUW3xOol+LmLXchbGimDbAAQ//ZPAKSnV1Ny9Qdg3WnWjHH69GkAwNy5czFnzhykpqaiSZMm6Nu3L65evZPmq6CgoMrgB4DKrwsKCmo8dkpKCtzd3Su3li1bKnQWpqfTG7Bip/iqJQB4tldrxQaHieTm6KBGhODfWwD46vAFzq4lyTZN640BwT6yHOvns0VoO+d7RC/biVKt+a8BdXoDvjksnm6Z9T/qZkw9kB6L0hWIhCyFvV23E9FdvKsiu1XfwnpZF0sQ99ZOWWMisiTJQzpIav/4O3vw7aHzOCm4dB8AGmhUiHpQ/ELUGE1dxVZI/HTissU8jCkoviXUzsOlgXChd0sj9WHZyUs38N2RC3j4nz9I+hwlV38A0tJ5WXIdkISEBKhUqlq3nJwc6PV3Zka+8soreOyxx9C1a1esXbsWKpUK//3vf+sVQ2JiIoqKiiq3c+fOyXFqFkFq4XMPFwckSeyDiczto+fE01nWVEOMqC6rx3bHir+Hy3a83MIbaJ+0GZ2Tv0fRzduyHVeqfaf/QLngZaiDmvU/RBhTD+R6aTnmf1fzalWybrZy3U5E0nEAhOzeyZR4OGuM2/d4wQ30SuEsEbJNUW28oJHw3Pjw70WY9nmmpM9484kwxfMXezUWGwApva23mKXOV/4sE2o3oL2PVed/lvKwDACm/ucwCv8Ufzih9OoPQFqaNUvOJzxr1ixkZ2fXugUGBsLf3x8AEBISUrmvk5MTAgMDkZ+fDwDw8/NDYWHVVToVX/v5+dUYg5OTE9zc3KpstsCYwucHXnlEoWiIlCN1YPudH++vIUYkYkhoM+QtjoObs7QUR7UpLtMjdP5WBCRsQsKXR02+KuSVjUeF2/YP9rbq6z9TGhzWHOEtpV1PrNlzlqmwbJStXLcTkXQcACECkLPI+EGQ80VahM/bLG9ARBZAo1Zhct8gxY7v6+aIIaHidSCM5efmLNzWUpY6X7spVijaV8K5WSKpD8ukUnr1RwXRVTiWnE/Y29sbwcHBtW6Ojo7o2rUrnJyckJubW7nv7du3cfbsWbRq1QoAEBkZiV9//RWXLt2tY5Oeng43N7cqAyf2wJjC57EdfJn6iqyWlIHtcj2w9+QVBaMhW6ZRq3B0bjTGRbWW9bgGABt+Pof2SZsRmLAJ49YeQIlgWlJjpWaex9mrpcLtx0QGKBiN7fli0kOS9+nz2nYFIiFLYAvX7UQkHe+uiP4nZ1E8Ghj5G3GtVIcwDoKQDZr+SDso9fj4jcfCFDpyVT0CmsJJcK2zpSx1Fq3HbkF1240mdRWIKFOs/qhgT/mE3dzcMHHiRCQnJ2Pr1q3Izc3FpEmTAAAjRowAAAwaNAghISEYNWoUjhw5gi1btmDOnDmYPHkynJzEVmTZiqmfHpRc+Pxfz3RVJBYiU5BaQ2xuapaC0ZA9SB7aAScWxsLVUf5HG3oAO3Ivo+PcLWidsAmdkjdj9hdHZF0dotMbMEXCQDnTX0lnTCqsi8Vl+CbzvDIBkVnZ03U7Ed3FARCie5xcHA8X0aSQf3GdgyBkgzRqFab2k38ViClqf1TQqFXo3MJDqK2lLHUuuC42C9DDpYHCkShPqVUgplr9AdzJJyw6gH7hulh9F0v2+uuv46mnnsKoUaPQvXt3/Pbbb9i+fTuaNLnzfdRoNEhNTYVGo0FkZCRGjhyJ0aNHY/78+WaO3LS05XqkZRXW3fAey59SPi0gkdKk1BDLu3yTqWao3hwd1Dg+P1b21SB/9WeZDp//8jvaJ21G64RNCEzYhA5Jm41eJaIt1yN4TpqkfYaFNePfCSMYkwpr+oZMi7gvIHmxDgiRfZIvaWYtVq5ciddffx0FBQUIDQ3FihUr0KNHD1N8NJFk2QvjED5vC66VSr+IrRgEyUyOUSAyIvOY/kg7/GtHHuR8PGGK2h/36hHQFD+fvVZnu4qlzr1MNDhTHZ3egB+yL9XdEIBXI9uYTf/Rcz3Rds73sh1Pozbd6o87n6dC/2AfbDle9/et9LZpc4oroUGDBnjjjTfwxhtv1NimVatWSEuT9lDH1jz82g+S2vu7OWFYWHOFoiEynag2XlABwqufEjcexdInwhSMiOxF8tAOSIxrj+6L0lFkxL2cVHoAN7S6ylUippDyaGeTfI4t+mLSQwh6Wdq1yZRPDuLdUd0UiojMoaIOiMi9YcXkOA46Elk/xVeAfPbZZ5g5cyaSk5Nx6NAhhIaGIjo6ukpeaCJLczg5Gs09jHuweL1Uh9C58j3IIzI3jVqFtyUuG69N/2Bvk9T+uJeUpc4Zp82bj/zAmasoEpxF6OfuonA0puHooMa4Xg/Idry3ngw3+Y1Kt9Zi6Sh+OnGZswntwLeHfkdh8W1J+/w4u79C0RCZlkatwt/CxP/Obzx0nv0iycbRQY0jydFYZoODahEBTVgjqh6MSYX1/bFCrlKzQawDQmR/FP/r+eabb2LChAkYN24cQkJCsGrVKri6umLNmjVKfzRRvexJGIgQ/0ZG7Vt0S4/gOZtkjojIfAaHNUf/dvXPN9zCwxlrxpp+BWDPQE84asTamvsZTEGxWIokD5cGwhfv1iB5SCe4Odf/smRAsI/JB9gAwKux2KB56W09b6RsnE5vwLTPj0jaJ66jHx9qkU1Z8niocFsDgOXpJ5QLhuzS37o0R97iOMSE+Jo7FNl8NF6Zumn2xJhUWCyIbntYB4TI/ih6p6XVanHw4EEMHDjw7geq1Rg4cCAyMjLua19WVobi4uIqG5E5pU3vg47NGhu1761yoE0iB0HIdqwZ1xPN3YyvOeHqqMbuhAEyRiROo1ZhcGd/obYFReat0XDlzzKhdgPa+9jccuxf5kTXa/+OzRpj9djuMkUjjZ+bs3Bb3kjZtsmf/iKpvVoFrHi6i0LREJmHo4MaYS3EHzK+8+MprgIh2WnUKqwa3Q0nFsaie2sPc4dTL8/2as2Bcpl8MekhSe1ZEN32sA4Ikf1R9C/olStXoNPp4OtbddaFr68vCgoK7mufkpICd3f3yq1ly5ZKhkckJHVab/Rv523UvuUGIDBhE2/oyGbseXkQGjpK/9PRsIEKx+fHKhCROH8PV6F2ab9eNOvv7LWbWqF2vhIeuFsLRwc1XugdYNS+HZs1Quq03jJHJK5HQFM4Cd5J8UbKdmnL9dicJS3N6/KnTJ+yjcgUXoppL9y2XA/sPWneFJRkuxwd1PjvxF44sTAWw8LEJsRYEg8XByQN6WDuMGyGRq3C20+Ir1IDgBdZEN2mVNQBEVFRB4SIrJtFTSFITExEUVFR5Xbu3Dlzh0QEAFgzrgfGRLUyal89gKCX05B29IK8QZHJXL16Fc888wzc3Nzg4eGB8ePHo6SkpNZ9+vbtC5VKVWWbOHGiiSJW1rH5sfBs5CjcPsTPFccWxCkYkRgVxB4w3io3b4oileBzUNF21iYxLkTyIMj4h1ohdVofhSISo1Gr0LmFh1DbrAvFvJGyUVILn4e3dDdLyjYiU+gZ6IkGEu4256ZmKRcMEe4MhCx/qgvyFsdh7ahuwhMXzO3AK4+YOwSbM7RLC/hKWNluADD100PKBUQmxzogRPZF0QEQLy8vaDQaFBYWVnm9sLAQfn5+97V3cnKCm5tblY3IUswb2hEDgo1bCQIA//j0MFLSjssYEZnKM888g2PHjiE9PR2pqan46aef8Pzzz9e534QJE3Dx4sXK7bXXXjNBtKZxcM4jGBfVus52bz8RirQX+ykfkIDIIPEaJuZMUeThInYzJtrOGiXGheDEwlgEede+ase3UQOcWBiLVwd3NFFktRO9kSq9rccBrgKxOcYUPv9iUi+FoiEyP41ahUl9goTb512+yWLDZBIatQr9Ovgid2EcsuZGo6ORdR9NYcLDAUx9pZBdswfW3egeaVkF7KNsiJQ6IOszzigYCRGZgqJ/SR0dHdG1a1ds27at8jW9Xo9t27YhMjJSyY8mUsTqsT3qNQjy3k9nkJrJlSDWJDs7G5s3b8YHH3yAiIgIPPTQQ1ixYgU2bNiACxdq/166urrCz8+vcrO1Qd3koR1wYmEsXop+EH6NHeCgApwd1Ajxb4w1Y7ojb3EchnZpYe4wK0nJ9Xr+WqmywdSiaUOxYtqi7ayVo4Ma22b1Q/b8GIzo1gyNHVXQqICGjhr0a+eNrLnR2D9nkEU9FJByI1VQZL6fMZKfTm/AdImFz5c/FcbUV2Tzpj/STnD95R2jVu9TLBai6jRydkDq9D6Vq0KCfcRSpprCIyE+eCU+xNxh2CxHBzViOvpI2ifhS2l/68ly9Qz0hEbwD9T2nMtcvU1k5RR/ajBz5ky8//77WL9+PbKzszFp0iTcuHED48aNU/qjiRSxemwPjOvV2uj9p2w4zEEQK5KRkQEPDw9069at8rWBAwdCrVZj//79te77ySefwMvLCx07dkRiYiJu3rypdLgm5+igxuR+bbHvlWicSolHzsJYpE3vjf4WWKBbSq7Xi2YshJ6RJ5YD/bpgrRBr5+KoweuPh+PX+XHIS4nHsfkxWDuuBxo5O5g7tPv0DPQUTqdxpUSs2D1Zh+XpuZByW+zv5oRhYc0Vi4fIUmjUKkztJ74KZP+ZaxY9w/rs2bMYP348AgIC4OLigqCgICQnJ0Or1VZp89c0qCqVCvv2cXDHklWsCtk8sx/OLolH1txo9HuwKcx1tfGvp8Lw/ujuZvp0+7Hy6W51N7rHxsMX+CDcRmjUKnRoLjZBsVzPNFhE1k7xv+dPPvkkLl++jKSkJBQUFCAsLAybN2++rzA6kTVJHtIBDmoV3t9l3FLIKRsO4/DvVy0mbQvVrKCgAD4+VWcGOTg4oGnTpigoKKhxv6effhqtWrVCs2bNcPToUfzf//0fcnNzsXHjxhr3KSsrQ1nZ3YeixcXF9T8BqqJHQFP8fPZane2O/q/YnakHcXR6Azb9elGobdOG4nVYyDQ0ahX6tvXGluN1F8H+5bdrmGCCmEh5Or0BK3bkSdrnx9n9FYqGyPJMf6Qd3pbwO5K48SiWPhGmXED1kJOTA71ej/feew9t2rRBVlYWJkyYgBs3buCNN96o0vaHH35Ahw53C1d7eoqn4iTza+TsgLXj72St0OkN+Cn7Ev655ThOXbqJcgU/N7qDN955prvFTSSyVRq1CtP6BUnqo6Z+egjvjOyqYFRkKkM6N8fR38XuuT/cdxa9HhRf7U1ElsUkExqmTJmCKVOmmOKjiEzmlfgQhLdsgn8YWQxt9e7fcObyDawZFyFzZCQiISEB//znP2ttk52dbfTx760R0qlTJ/j7+2PAgAHIy8tDUFD1MyFTUlIwb948oz+T6hYV5IWVAjc4FYXQTX2Ru+/0Hyi9LTbz1c/dReFoyBgujmKXVjtyLpllkI3kJ3X1R2wHX4tK3UakNI1ahUfDmmGj4Arorw6fx2uPh1pk/xgTE4OYmJjKrwMDA5Gbm4t33333vgEQT0/PautekvWpWB3Sr0PVSZwlt8ox5eMD2H3qmtGDIg3UKvi4OeGZiFZ47uFA/n0wg+mPtMOKHXnCf8sraoHwe2X9xkS1xqI0sXt+XrsTWTfLyx9BZEXiOvsjr2McHnw5DcYs1t+eewWDl/+I1Ol9ZI+Najdr1iyMHTu21jaBgYHw8/PDpUtVZ3OXl5fj6tWrkm5qIyLuDHSdOnWqxgGQxMREzJw5s/Lr4uJitGzZUvgzqG49Az3hqFFBq6v7FmdP3mWTD4BkCC6tbuTkIFxwm0yreROxgSmtzmCWQTaSl05vkDRrFAD+9QxnjZL9WfJ4qPAAiN4A7D15BQ+3M77unikVFRWhadP7/yYPHToUt27dQtu2bTF79mwMHTrUDNGRkho5O2Ddc1HmDoPqqSJVn5S/56NW78NnL/B7b+0cHdQI8nZF3uW6U1Xz2p3IunHImqieNGoVTi+JRwMjJwJkXSxB3Fs7ZY2J6ubt7Y3g4OBaN0dHR0RGRuL69es4ePBg5b7bt2+HXq+vHNQQkZmZCQDw9/evsY2TkxPc3NyqbCQvjVqF0BbuQm3NUQjdIDj37KEHPTn7yEJJKYSecVqs3gtZrsmf/iKp/aPhzfi7S3bJ0UGNsBbi1zVzU7MUjEY+p06dwooVK/DCCy9UvtaoUSMsXboU//3vf7Fp0yY89NBDGD58OL799tsaj1NWVobi4uIqGxGZzvRH2kHKX2dLr1dE4mI61nx//lcf7jurXCBEpCgOgBDJ5GRKPJw1xu17vOAGeqWkyxsQyaJ9+/aIiYnBhAkTcODAAezZswdTpkzBU089hWbNmgEAzp8/j+DgYBw4cAAAkJeXhwULFuDgwYM4e/Ysvv32W4wePRq9e/dG586dzXk6BKB5E1ehduYohO7h0kCoXdcHxIq5k+ndWWUk1pY1NK2btlyPzVl113u515LHQhWKhsjyvRTTXrht3uWbJn24mJCQUG3h8nu3nJycKvucP38eMTExGDFiBCZMuFvVycvLCzNnzkRERAS6d++OJUuWYOTIkXj99ddr/PyUlBS4u7tXblwBTGRaFatApBi1ep9C0ZApSZm8VJEGi4isDwdAiGSUs8j4QZDzRVqEz9ssb0Aki08++QTBwcEYMGAA4uLi8NBDD+Hf//535fu3b99Gbm4ubt68s3TW0dERP/zwAwYNGoTg4GDMmjULjz32GL777jtznQLdQzRFUUUhdFP6/Vrdy68BoGlDJ4UjIWNp1CoM7iw2k6zADINsJJ/45T9Kah/X0Y/5wsmu9Qz0RAMJvwKmfLg4a9YsZGdn17oFBgZWtr9w4QL69euHqKioKteENYmIiMCpU6dqfD8xMRFFRUWV27lz52Q5LyISN/2RdpIekHEViG2Q8repIg0WEVkf1gAhklnOong8+PImCNYxruJaqQ5h8zYjMzmm7sZkMk2bNsWnn35a4/utW7eGwXD3QXnLli3x44/SHoyR6VhqIXSd3oCNh88Ltb1+U6twNFQf/h5iq4zSfr2I10dYZqFfql1q5nmcFMgXXUEFYMXTXZQLiMgKaNQqTOojnme/4uGiKQYOvb294e0tVnPk/Pnz6NevH7p27Yq1a9dCra47vszMzDrToDo5cXIDkTlp1Cq8/VQYpmzIFN6HtUCsn0atwoD2vth8rFCo/fqMM6wDQmSFOA2NSAEnF8fDxcG4B1rX/zcIQkTKqCiELmJP3mWFo7nrwJmr+POWTqht04aOCkdD9aESzCJdMchG1kWnN2CahIcjAPDWU2Ec6CLCnRnWUiRuPKpQJMY5f/48+vbtiwceeABvvPEGLl++jIKCAhQUFFS2Wb9+Pf7zn/8gJycHOTk5WLx4MdasWYOpU6eaMXIiEjE4rDke9BabyAJwFYitGBXZWrjtD9lMg0VkjTgAQqSQ7IVxaOJi3CIrDoIQKUdKIfSfz1xVOJq7CorF0yH5uYul8SLziAzyFG7LQujWZ3l6LqQ86vB3c8KwsOaKxUNkTTRqFR4Naybc/qvD5y3qQVN6ejpOnTqFbdu2oUWLFvD396/c7rVgwQJ07doVERER+Oabb/DZZ59h3LhxZoqaiKTYNL2PpPasBWL9egZ6QnT+qt4A7D3J63cia8MBECIFHU6ORnMP45azXy/VIXTu9zJHRESAeCH0rAvFJnvwcrWkTKidm7MDegQ0VTgaqg8WQrddOr0BKwTT91T4cXZ/haIhsk5LHg8VbmtpD5rGjh0Lg8FQ7VZhzJgxOH78OG7cuIGioiLs378fjz/+uBmjJiIpHB3UiGjdRLg9V4FYP41ahWHh4oPzc1OzFIyGiJTAARAihe1JGIgQ/0ZG7Vt0S4/gOZtkjoiIRAuhl97W44CJVoF4uIqltfpbeHOm0rFwLIRuu5an50LKmFVEQBMWPif6C0cHNcJauAm3f3v7CQWjISK630fP9ZTUnqtArF/Ko+KD83mXb3LQi8jK8I6MyATSpvdBx2aNjdr3VjnQJpGDIERyigoSL1xXUFSqYCR3Xb0hVti8heDqFTIvKYXQLSm9i4gTJ05g2LBh8PLygpubGx566CHs2LGjSpv8/HzEx8fD1dUVPj4+eOmll1BeXm6miOWh0xuEizdX+Gi8tAcoRPbipZj2wm0P5l+3un6SiKwbV4HYH0cHNdp4NxRuv3bPaQWjISK5cQCEyERSp/VG/3beRu1bbgACEzbx5o9IJj0DPeEkmOj1imBqqvo6+JvYSpNrN8UGSsi8bLkQ+uDBg1FeXo7t27fj4MGDCA0NxeDBgyuLAOt0OsTHx0Or1WLv3r1Yv3491q1bh6SkJDNHXj+TP/1FUvu4jn5c/UFUg56BntAw3zoRWTCuArE/yUM6CLdds/uMgpEQ2Y9SrQ4vfXEYnZO/x4Mvb0L4/K1I+PIoSrU6WT+Hd2VEJrRmXA+MiWpl1L56AEEvpyHt6AV5gyKyQxq1Cn3big1I/vLbNYWjuTOzfJfgwx1mv7IOUgqh78m7rGAk8rpy5QpOnjyJhIQEdO7cGQ8++CCWLFmCmzdvIivrTj7krVu34vjx4/j4448RFhaG2NhYLFiwACtXroRWa50DeNpyPTZnXRJurwKw4ukuygVEZOU0ahUGtvcRbs80WERkalwFYn+i2ohnCSj8U8vvN1E9lNwqR9f5W9E+aTP++8sFFJfpcVsPXLt5Gxt+Pof2SZsx4cOfZfs8DoAQmdi8oR0xINi4lSAA8I9PDyMl7biMERHZJxdHB6F2P524rPjqqwNnruKG4AyHyEDxC3Myn56BnmggeJV14br11AHx9PREu3bt8OGHH+LGjRsoLy/He++9Bx8fH3Tt2hUAkJGRgU6dOsHX17dyv+joaBQXF+PYsWPmCr1eRn0gbVbn1H5tWKuHqA6jowKE22b+XsSV0ERkclJXgSR8eUShSMgUNGoVurfyEG7PVT9E0hXdvI32c75Hx7lb8MfN27W2TT9+SbZBEA6AEJnB6rE96jUI8t5PZ5CayZUgRPVhSYXQC4rFHoC7OmrQU8LKAjIfjVqF/sFis5tLb8u7vFdJKpUKP/zwAw4fPozGjRvD2dkZb775JjZv3owmTe7MkiwoKKgy+AGg8uuKNFnVKSsrQ3FxcZXNEmjL9dh/VnwlmFoFTH+krYIREdkGKQPFt3UGxf8WExH9ldRVIF9nXuBgrZWbNkD8Go6rfojEaMv1WLnjBAITNyF0/laUSvi9ST9+SZZ0WBwAITKT1WN7YFyv1kbvP2XDYQ6CENWDJRVCv/KnWJ2R2I5+nFVuRbq1FhusMsUqo7okJCRApVLVuuXk5MBgMGDy5Mnw8fHBrl27cODAAQwfPhxDhgzBxYsX6xVDSkoK3N3dK7eWLVvKdHb1k/CFtNmcy54M4+8pkQCNWoVJfYKE21/603pWyxGR7ZCyCoQ1i6xfVBsvwUp+d3AVCFHNSrU6DFq2E23nfI/Xt5yEsbe8i2XIgsMBECIzSh7SARMeFl/+/1dTNhzGgtQsGSMish+WVAhdtLC5r5uzonGQvLwaOwm1K71t/kLos2bNQnZ2dq1bYGAgtm/fjtTUVGzYsAG9evVCly5d8M4778DFxQXr168HAPj5+aGwsLDK8Su+9vPzqzGGxMREFBUVVW7nzp1T7oQF6fQGbJQw2cDfzQnDwporGBGRbZn+SDs0EBww9GnMv4FEZHqODmoEeTUUbj/XTPfnS5cuRffu3dG4cWP4+Phg+PDhyM3NrdLm1q1bmDx5Mjw9PdGoUSM89thj912z5efnIz4+Hq6urvDx8cFLL72E8vLyKm127tyJLl26wMnJCW3atMG6devui2flypVo3bo1nJ2dERERgQMHDsh+zkrQqFX4W1gz4fZcBUJ0v3vre5wovFHv453942a9j8EBECIzeyU+BO/Uo1Dq6t2/4dm1+2WMiMg+WFIh9NOXS4TaqTip3Kr4SRiwMnchdG9vbwQHB9e6OTo64ubNOxefanXVS0i1Wg29/s7NX2RkJH799VdcunS3aHh6ejrc3NwQEhJSYwxOTk5wc3Orspnb8vTcuhvd48fZ/RWKhMg2adQqLH8qrM52/u7O6BHQVPmAiIiqMXdoB+G2eZdvmuWB+J49ezB58mTs27cP6enpuH37NgYNGoQbN+4+fJwxYwa+++47/Pe//8WPP/6ICxcu4NFHH618X6fTIT4+HlqtFnv37sX69euxbt06JCUlVbY5c+YM4uPj0a9fP2RmZuLFF1/Ec889hy1btlS2+eyzzzBz5kwkJyfj0KFDCA0NRXR0dJVrQ0u25PFQSe25CoToDin1PaRo7ela72NwAITIAsR19kfe4jijfyG3517B4OU/yhoTkT0QLYS+I+eSYimKdHoDdp8Se/jt4dJAkRhIGT0CmsJZMMG9tRRCj4yMRJMmTTBmzBgcOXIEJ06cwEsvvVR5MwwAgwYNQkhICEaNGoUjR45gy5YtmDNnDiZPngwnJ7FVMZZApzfg7R15wu2DvF3h6MBLayKp4jo3wwu9a14RrQKQPCSEqeWIyGyi2nhBI6ELMscD8Y0bN2Ls2LHo0KEDQkNDsW7dOuTn5+PgwYMAgKKiIqxevRpvvvkm+vfvj65du2Lt2rXYu3cv9u27E+/WrVtx/PhxfPzxxwgLC0NsbCwWLFiAlStXQqu9s2J91apVCAgIwNKlS9G+fXtMmTIFjz/+OJYtW1YZy5tvvokJEyZg3LhxCAkJwapVq+Dq6oo1a9aY/P/FGFJrv3AVCNmz+tT3EPVyXM2T6ETxLo3IQmjUKpxeEo8GRt7bZV0sQdxbO2WNicjWiRZC1+oMiqUoOnDmKkrKxC4SvBpZz8NjutOv93lQrNaMv4d1pHbx8vLC5s2bUVJSgv79+6Nbt27YvXs3vvnmG4SG3pktp9FokJqaCo1Gg8jISIwcORKjR4/G/PnzzRy9NFM/PSip/dzBHRWKhMj2JcbdWRHdtKFjldf93Z3x7sguiOnob6bIiIjuXNNN7ites8gSHogXFRUBAJo2vbN67uDBg7h9+zYGDhxY2SY4OBgPPPAAMjIyAAAZGRno1KkTfH19K9tER0ejuLgYx44dq2xz7zEq2lQcQ6vV4uDBg1XaqNVqDBw4sLKNNZBS+wUA4t/+SaFIiCyTXPU96vJIiA9cHDX1Po7Y1FciMpmTKfEIfmUTbumk73u84AZ6paRjT+Ij8gdGZIOigrywUnCGd8bpK+gl+DBbioJi8Zn/fu5iAzZkObq0aootx+te7l9YpGydGTl169atSpqD6rRq1QppaWkmikh+2nI90rIK6274Pw5qIEqB/oHInsR19kd0Rz8cOHMVl/68BZ/Gd9JeceUHEVmC6Y+0k7QyNOHLI3jzyXAFI6qZXq/Hiy++iF69eqFjxzsTNAoKCuDo6AgPD48qbX19fVFQUFDZ5t7Bj4r3K96rrU1xcTFKS0tx7do16HS6atvk5ORUG29ZWRnKyu5eCxcXF0s8Y/lVrALZf1YsFfLJSzfw3ZELGBIqXj+EyBqV3CpHn9e2y5riqiaPhPjg/dHdZTkWV4AQWaCcRfFwNnKA83yRFuHzNssbEJGN6hnoCdHJBErNaLjyp9iDbzdnB+Y/t0LFt8QuDNN+vahYmjWSbtQH0lJX/KNPGz6kJZKBRq1CZJAnhoU1R2SQJ3+viMhiaNQqPCqhOPZXhy+Y7dpu8uTJyMrKwoYNG8zy+VKlpKTA3d29cmvZsqW5QwIgfRXI9A2HeT1PNkup+h7V6RXYFNnzY2Qb/AA4AEJksXIWxUMwdfx9rpXqEMZBEKI6adQqDO4sllajoEiZGg3XbmqF2vFBkHVSQex7dqtcr1iaNZJGW64Xnu0HAGoVMP2RtgpGRERERJZASnFsA4Dl6SeUC6YGU6ZMQWpqKnbs2IEWLVpUvu7n5wetVovr169XaV9YWAg/P7/KNoWFhfe9X/FebW3c3Nzg4uICLy8vaDSaattUHOOvEhMTUVRUVLmdO3dO+okrQGotEL0BmPrpIQUjIjItU9T3qOCkUWHNmO7IWxyHT56PlCXt1b04AEJkwU4ujoeLg3EPPK9zEIRIiL+Hq1A7pWbon75cItSujU8j2T+blBcZ5Cncdk/eZQUjIVFSV39M6cvVH0RERPZA6gPxd348ZbIVAQaDAVOmTMFXX32F7du3IyAgoMr7Xbt2RYMGDbBt27bK13Jzc5Gfn4/IyEgAQGRkJH799VdcunQ3fWt6ejrc3NwQEhJS2ebeY1S0qTiGo6MjunbtWqWNXq/Htm3bKtv8lZOTE9zc3KpslkLqKpC0rAKz138hqi9T1fcAgIYNVMiaG43cRXHo395HsfsqxQZAFi1ahKioKLi6ut6XY5CIxGUvjEMTF+PK9XAQhKhu5pyhr9MbsPuU2ENvD5cGsn42mUbPQE/h1XwXriuzyojESV39oVFz9QcREZE9kfJAvFwP7D15RcFo7po1axY+/vhjfPrpp2jcuDEKCgpQUFCA0tJSAIC7uzvGjx+PmTNnYseOHTh48CDGjRuHyMhI9Ox555wGDRqEkJAQjBo1CkeOHMGWLVswZ84cTJ48GU5OTgCAiRMn4vTp05g9ezZycnLwzjvv4PPPP8eMGTMqY5k5cybef/99rF+/HtnZ2Zg0aRJu3LiBcePGmeT/Qk5SB70AoM9r2xWKhkhZJbfK0XX+VrRP2owThTcU/ayWTZyRNTcaxxbEoZGz8iXKFRsA0Wq1GDFiBCZNmqTURxDZjcPJ0Wju4WTUvtdLdQid+73MEdkXYwZ0DQYDkpKS4O/vDxcXFwwcOBAnT55UNlAyipQZ+hmn5b2BOXDmKkrKxGYIeTUyrg8g89KoVegf7CPUtvS2TuFoqC5SV3+89WQ4V38QERHZEUcHNdp4NxRuPzc1S8Fo7lq9ejWKiorQt29f+Pv7V26fffZZZZtly5Zh8ODBeOyxx9C7d2/4+flh48aNle9rNBqkpqZCo9EgMjISI0eOxOjRozF//vzKNgEBAdi0aRPS09MRGhqKpUuX4oMPPkB0dHRlmyeffBJvvPEGkpKSEBYWhszMTGzevPm+wujWQuoqkIvFZfgm87xC0RDJz5T1PYZ39seJhbHY9X8DTDLwUUGxT5o3bx4AYN26dUp9BJFd2ZMwEHHLf8Txi2Lpcu5VdEuP4DmbkLMwXoHIbF/FgG5kZCRWr14ttM9rr72Gt99+G+vXr0dAQABeffVVREdH4/jx43B2dlY4YpKiohC6VuDZs9xLPwuKxWf8+7m7yPvhZDLdWntiy/FLdbb76cRl6PQGPlA3E6mrPx70aYghoeLFUImIiMg2JA/pgFFrDgi1zbt8E9pyPRwdlM1AX1RUVGfqKGdnZ6xcuRIrV66ssU2rVq2QlpZW63H69u2Lw4cP19pmypQpmDJlSq1trIWjgxpxHX2RllVYd+P/mb4hE4M7N+N1PVksbbke7+86haVblU1xBdyp7/HuyG7o087bbL8TrAFCZEXSpvdBx2aNjdr3VjnQJnGTzBHZh3nz5mHGjBno1KmTUHuDwYC33noLc+bMwbBhw9C5c2d8+OGHuHDhAr7++mtlgyXJpBRCd5c5DdWVP8uE2rk5O6BHQFNZP5tMx6ux2Oqd0tsshG5OUld/bJrWW6FIiIiIyJJFtfGCRsIzvIQvjygXDJnEiqe7CiZOvqvnonRFYiGqD1us7yHCogZAysrKUFxcXGUjoqpSp/VG/3beRu1bbgACEzaZrBCbvTpz5gwKCgowcODAytfc3d0RERGBjIyMGvdjH2g+voKrKw7li88OF3HtplaoXWSQJ2cPWTE/N/FVXyyEbh5SV39EBDRRfCYnERERWSaNWoXJfYOE2391+ALvwa2cRq3CiqfCJO1z+cZtjFu7X5mAiCSy5foeIiTduSUkJEClUtW65eTkGB1MSkoK3N3dK7eWLVsafSwiW7ZmXA+MiWpl1L56AEEvpyHt6AV5g6JKBQUFAHBfjlNfX9/K96rDPtB8LgoWn96Rc0nWm5fTl8VS2rXxaSTbZ5Lp9QhoCicHsQGs89dKFY6GqiN19cdH46XlgiYiIiLbMv2RdsJtDQCWp59QLhgyicFhzdHG21XSPjtyr2Ded8cUioiobvZQ30OEpAGQWbNmITs7u9YtMDDQ6GASExNRVFRUuZ07d87oYxHZunlDO2JAsHErQQDgH58exqJN9vuHWOkBXWOwDzSf5k3EVoBodQbZUhTp9AbsPiU2299D5tRbZFoatQqdW3gItb1YJF4XhuTB1R9EREQklUatwqNh4rXAVv2Ux1UgNiBteh/J+6zdcxaLNh1XIBqi6mnL9Vi54wQCEzchdP5WlJbrFfssJ40Ka8Z0R97iOLz1dBeLvU+SNBzj7e0Nb2/jH7jWxcnJCU5OYnmyiQhYPbYHxq87gG05xqVMeX/XWegNwKuDO8gcmeWbNWsWxo4dW2sbYwd0/fz8AACFhYXw979bW6KwsBBhYWE17sc+0HyigrywckeeUNs9eZfR60Gven/mgTNXUVImdiHi1Yg/F9auR0BT/CzwkP3o70UshG5i6/ackdSeqz+I7Fvr1q3x22+/VXktJSUFCQkJlV8fPXoUkydPxs8//wxvb29MnToVs2fPNnWoRKSwJY+HYmOmWGaFiolUctxHkPk4OqgxrtcDWLsnX9J+7+86g/CWTRAnWHuSyBilWh2GrdyleIor4E59j/2vDLK4lR41USzK/Px8XL16Ffn5+dDpdMjMzAQAtGnTBo0aMZUHkVxWj+2Bed8dw9o9Z43bf/ed/extEETJAd2AgAD4+flh27ZtlQMexcXF2L9/PyZNmqTIZ1L99Az0RAM1cFtgPOKCYLqsuhQUix/HT7BGCVku0UG2W+V63hyb2Ord4gMgXP1BRAAwf/58TJgwofLrxo0bV/67uLgYgwYNwsCBA7Fq1Sr8+uuvePbZZ+Hh4YHnn3/eHOESkUIcHdRo490Qpy6LPWx8bUs2vnnwYYWjIqUlD+mE7zIv4MqNckn7/ePTQzgREstrSZJdya1y9Hltu+IproA79T2+n97HagY+Kij2W5eUlITw8HAkJyejpKQE4eHhCA8Pxy+//KLURxLZreQhHTDh4QCj91+9+yzmfZclY0S2JT8/H5mZmVUGdDMzM1FScrd+Q3BwML766isAgEqlwosvvoiFCxfi22+/xa+//orRo0ejWbNmGD58uJnOgmqjUavQP9hHqG3pbZ0sn3nlzzKhdm7ODugR0FSWzyTz6RnoCUeN2KoOFkI3HW25HoWCv4sAV38Q0R2NGzeGn59f5dawYcPK9z755BNotVqsWbMGHTp0wFNPPYVp06bhzTffNGPERKSU5CHiEwmP/F4MrYKpaMh09r8yyKj92s75HpuzLsocDdkr1vcQp9gAyLp162AwGO7b+vbtq9RHEtm1V+JD8M7TXYzef+2e3/Ds2v0yRmQ7RAZ0c3NzUVRUVPn17NmzMXXqVDz//PPo3r07SkpKsHnzZjg7O5vjFEhAt9aeQu1+OnFZlvy9125qhdpFBnkyHZIN0KhVCG3hLtT25zNXFY6GKkgpfh7k7coZe0QEAFiyZAk8PT0RHh6O119/HeXld2cBZ2RkoHfv3nB0dKx8LTo6Grm5ubh2rfpUiGVlZSguLq6yEZF1iGrjJenB2vq90lJvkmXSqFX411NhRu078eNDSDsqljqN6K9Y38M41hs5Ed0nrrM/8hbHGf2LvT33CgYv/1HWmGyByICuwWCoUlNEpVJh/vz5KCgowK1bt/DDDz+gbdu2pg+ehHk1FquzUXpbL0sh9NOXS+puBKCND9NG2ormTVyF2h35Xx0QUpbU4udzB3dUMBoishbTpk3Dhg0bsGPHDrzwwgtYvHhxlfoeBQUF8PX1rbJPxdcFBQXVHjMlJQXu7u6VW8uWLZU7ASKSlUatwt+6iBdD/+4IH3zbisFhzdG/ndgkur/6x6eHkSpYP4YIuFPfY9CynWg753u8vuUklLxdbNhAhay50chdFIf+7X1sYkImB0CIbIxGrcLpJfFoYGT/lHWxBHFv7ZQ1JiJr4OcmvjqnvimKdHoDduReEmrr4dKgXp9FlqN5E7FaLhVFMklZUlZ/qFVAFOuyENmshIQEqFSqWrecnBwAwMyZM9G3b1907twZEydOxNKlS7FixQqUlYmn0/urxMREFBUVVW7nzp2T69SIyARSHg0Vbvvr+WJOdLEha8b1RAt3x7obVmPKhsNYkMpU5FS7klvl6Dp/K9onbVa8uHnLJs7ImhuNYwvirDLNVW04AEJko06mxMNZY9y+xwtuoFdKurwBEVm4HgFN4eQgNnJY3xRF+07/gbJysRsfr0ZiK1PI8kUFiT9Azzh9RcFISOrqj+FhzWxi5hMRVW/WrFnIzs6udQsMDKx234iICJSXl+Ps2bMAAD8/PxQWFlZpU/G1n59ftcdwcnKCm5tblY2IrIejgxqtmopNdDEAWJ5+QtmAyKR2Jz6CJi7GPXxZvfs3jF2dIXNEZAtY30NeHAAhsmE5i+LhIvhA96/OF2kRPm+zzBERWS6NWoXOLTyE2tY3RVGGhNn9fu5iN1Nk+e4UQhdry4mBypKy+gMAljwmPrOTiKyPt7c3goODa93urelxr8zMTKjVavj4+AAAIiMj8dNPP+H27bsPK9LT09GuXTs0adLEJOdDRKY3smdr4barfsrjKhAbczg5Bu7Oxj1i3XnyKjq+msafCWJ9DwXZ9tkREbIXxsHFyHxY10p1COMgCNmRHgFNhdrVN0WRAWIXt42cNMIxkeXTqFUY3NlfqG1B0S2Fo7FfUld/RAQ0sfkbAiISk5GRgbfeegtHjhzB6dOn8cknn2DGjBkYOXJk5eDG008/DUdHR4wfPx7Hjh3DZ599huXLl2PmzJlmjp6IlDQmqrVwW6Y7tU1H5sbC2MnzJbcNCHo5Dd8e+l3eoMgqsL6H8ng3R2QHshfEwcPIfFjXOQhCdsRUKYouXr8p1G5QiJ/dXJDYC38PsULoab9eNMsssEWLFiEqKgqurq7w8PCotk1+fj7i4+Ph6uoKHx8fvPTSSygvL6/SZufOnejSpQucnJzQpk0brFu3TvngBUld/fHR+J4KRUJE1sbJyQkbNmxAnz590KFDByxatAgzZszAv//978o27u7u2Lp1K86cOYOuXbti1qxZSEpKwvPPP2/GyIlIaY4OarTxbijcfn3GGQWjIXPJWRgPI5NwAACmfX4Escu2yxcQWTTW9zAd+ztjIjuVOTcG4fO34NrN8rob/0XFIEhmcowCkRFZjooURVpd3W2NfTat0xuQevSiUFs/d/HC7GQdVBC7I7pVrse+vD/Qy8SFt7VaLUaMGIHIyEisXr36vvd1Oh3i4+Ph5+eHvXv34uLFixg9ejQaNGiAxYsXAwDOnDmD+Ph4TJw4EZ988gm2bduG5557Dv7+/oiOjjbp+fwVV38QUX106dIF+/bVPYjauXNn7Nq1ywQREZElSR7SAaPWHBBq+0P2Jej0Bk52skGnUuLRJmETpD95uSO7sBSBCZuQszCW16E2SKc3YOexQkz8z0HcVi7DVaXhnf3x2hNhdv+zZN9nT2RnDidFo7mHcQWVr5fqEDr3e5kjIrIspkhRtO/0H0IDLADA+yHbExnkKdx2T95lBSOp3rx58zBjxgx06tSp2ve3bt2K48eP4+OPP0ZYWBhiY2OxYMECrFy5ElqtFgCwatUqBAQEYOnSpWjfvj2mTJmCxx9/HMuWLTPlqVQrceMRSe25+oOIiIhERbXxEn7IpjcAe08av6KcLNupJfEwMhM5AEAPoO2c7/HCRwdYG8RGaMv1mL7hEIJeTsP4T5Qd/LC3+h4i+D9AZGf2JAxEiH8jo/YtuqVH8JxNMkdEZFmUTlEkpQB6ZKBpZ/+T8noGegovi//5zFVlgzFCRkYGOnXqBF9f38rXoqOjUVxcjGPHjlW2GThwYJX9oqOjkZGRYdJY/0qnN2DjoQvC7bn6g4iIiKTQqFX4W5dmwu3npmYpGA2Z28mUeLjUJx8WgC3HLrM2iJW7t77HN5limSCMZa/1PUTwro7IDqVN74OOzRobte+tcqBNIgdByHZJTVEklWgBdGcHNXpKWC1A1kGjViG8VROhtkd+L7K4GV8FBQVVBj8AVH5dUFBQa5vi4mKUlpbWeOyysjIUFxdX2eS0PD1X8LfvDq7+ICIiIqlSHg0Vbpt3+Sa05SbIgUNmk70wDk1c6l99YNrnRxCxcCt/XqwI63tYFg6AENmp1Gm90b+dt1H7lhuAwIRNFvdgjkgOSqcoEi2AHtfJnzM2bFSPgKZC7bQ6g1GDbH+VkJAAlUpV65aTk1Pvz6mvlJQUuLu7V24tW7aU7dg6vQErduQJtw9t4cbVH0RERCSZ1GLoiRuPKhgNWYLDydFo2dSl3scpLLmNtnO+x4hVuzkQYqF0egO2/VqAB1/ehI5zt+CPm7cV/bzhnf1xYmEsdv3fAA581IF3dkR2bM24HhgT1cqoffUAgl5OQ9pR8XQiRNZAyRRFLIBOABAVJJ7aTI46ILNmzUJ2dnatW2BgoNCx/Pz8UFhYWOW1iq/9/PxqbePm5gYXl5pv/hITE1FUVFS5nTt3Tspp1krq6o/Z0e1l+2wiIiKyL8lDOgi3/SbzAicW2oFds/vj2V6tZTnWz2eL0HbO90j+loNnloL1PSwfh4eI7Ny8oR3x+9Wb2JZj3EO2f3x6GBPOXcMr8eIXeUSWrCJF0c9nr9XZtiJFkehKDRZAJ+DuIFu5wL2uHHVAvL294e1t3Iq/v4qMjMSiRYtw6dIl+Pj4AADS09Ph5uaGkJCQyjZpaWlV9ktPT0dkZGStx3ZycoKTk5Mscd5Lpzfg3R/FV384alRMP0dERERGqyiGLvIMtFx/Z8VvrwdZ+8/WJQ3pgITY9uiQ/D1uC94T1mb93nP4OOMcjiRHc/a/mZRqdRi2cpfiKa6AO/U99r8yiN9rI3GYiIiwemwPDAg2/uHY+7vOYkHqMRkjIjIvpVIU7c27ItyWBdBtlyXXAcnPz0dmZiby8/Oh0+mQmZmJzMxMlJSUAAAGDRqEkJAQjBo1CkeOHMGWLVswZ84cTJ48uXLwYuLEiTh9+jRmz56NnJwcvPPOO/j8888xY8YMk53Hvfad/kPSLKyJvYOYfo6IiIiMplGr8EiIj3D79RlnFIyGLImjgxonF8WjYzM3WY6nMwAd525Bx1e/R8mtclmOSXVjfQ/rwwEQIgJwZxBkXD2WZK7ezUEQsh1KpSg6f63mAtD34gx022fqOiCikpKSEB4ejuTkZJSUlCA8PBzh4eH45ZdfAAAajQapqanQaDSIjIzEyJEjMXr0aMyfP7/yGAEBAdi0aRPS09MRGhqKpUuX4oMPPkB0dLTJzuNer2/OFm6rVgHTH2mrYDRERERkD0ZHBQi33Z5zmWmw7EzqtIex/Kkw2Y5XclvPgRCFsb6HdeP/IBFVSh7SAQ5qFd7fZdwMlNW7z0JvMCB5SEeZIyMyLaVSFBkMYjc2oS3cOQPdxkUFeWGlYFHuPXmXTZYWYd26dVi3bl2tbVq1anVfiqu/6tu3Lw4fPixjZMbRluuR+XuxcPspfdvwd4+IiIjqTcr9BNNg2adhYc0xuHMzhM/fimKZBi0qBkIaNVBj3yuP8MG5DLTlerz0RSa+yRSr5VkfThoV3h3ZDX3aefOeRGZcAUJEVbwSH4J3nu5i9P5r9/yGZ9fulzEiItNTKkXRLcFkr90EVweQ9aq4KRYhRx0Qe5XwxRHhtipw9QcRERHJQ6NWYVh4M+H2TINlnzRqFY7Ojca4qNayHrdiICR87maUihahpCpKtToMWrYTbed8r/jgh6erBllzo5G7KA792/tw8EMBHAAhovvEdfZH3uI4ozuI7blXMHj5j7LGRGRqcqco0ukN2HlCLF1WU1dHoXZkvSy5Doit0OkN+ObIBeH2j3ZpzpsNIiIikk3Ko6HCbX/IvsTrPTuWPLQDTiyMha+bvPeB127p0D5pM7rO38LUWIJMWd+jnW9DZM+PwcGkGK7WURgHQIioWhq1CqeXxKOBkc+Csi6WIO6tnbLGRGRKctcB2Xf6D5SJrIEH4NXISfizyXpZah0QW7Hv9B/QSXiOkPJoZ+WCISIiIrvj6KBGq6YuQm31BmDvySsKR0SWzNFBjf0vPyJrbZAKf9wsZ42QWuj0Buw4Voh2c9JMWt9jy4y+cHHUKPpZdAcHQIioVidT4uFsZH98vOAGeqWkyxsQkYlISVG05VhBnW325onf0Pi5i90okXWTe5CNqpJS/DzI2xWODrwsJiIiInmN7NlauO3c1CzlAiGrMSysOfIWxyEmxFf2Y1ekxmr3Shq2c9URtOV6TN9wCEEvp2HcR78IT1g0hpNGhTVjuiNvcRzeeroL7z1MjP/bRFSnnEXxcBF9EvwX54u0CJ+3WeaITGvRokWIioqCq6srPDw8hPYZO3YsVCpVlS0mJkbZQElWUlIU5V2+CW25vtY2BwTrOLg0UAuvDCDrxjogypFa/Hzu4I4KRkNERET2aoyE2g4i9xRkHzRqFVaN7oYTC2MR5O0q+/HLdAY8u/5nBL2chtfTsu1uIIT1PewPB0CISEj2wji4GJkP61qpDmFWPAii1WoxYsQITJo0SdJ+MTExuHjxYuX2n//8R6EISSlSBiLW7625cKFOb8Dh364JHadjMzdeFNkJKYNsh89dt7sbk/qQUvxcrQKiHhRfjUNEREQkytFBjTbeDYXb13ZPQfbH0UGNbbP6IXt+DDxclakRsfKn0wh6OQ0vfnrI5gfgWN/DfnEAhIiEZS+Ig4eR+bCuW/EgyLx58zBjxgx06tRJ0n5OTk7w8/Or3Jo0EXvQSZZDSoqi72optrzv9B8QXU3bnas/7IroIFu5nnmhRen0BmzMFC9+/rdwFj8nIiIi5SQP6SDc9uN9vykYCVkrF0cNMpOikTU3Go0Uqhnx9dGLaDvne0Qv24lSrU6RzzAH1vcggAMgRCRR5twYNDFy5oE1D4IYY+fOnfDx8UG7du0wadIk/PFH7UWMy8rKUFxcXGUj8+oZ6AmN4F/K4xf/rHGG/ocSZnL1CvIWbkvWT8og25eHf1cwEtuxPD1XUnsWPyciIiIlRbXxEn749tvVUpufhU/Ga+TsgKz5MYoOhOQW3kD7pM2IWpxu1QMhrO9B91LsO3L27FmMHz8eAQEBcHFxQVBQEJKTk6HVapX6SCIykcNJ0Wju4WTUvtdLdQid+73MEVmemJgYfPjhh9i2bRv++c9/4scff0RsbCx0upovIFJSUuDu7l65tWzZ0oQRU3U0ahUGBvsItS3XG7Av7/5BLp3egB9yLgkdw0GtQs8gT0kxknXrGegJ0evjm1Z8A2IqOr0BK3fmCbePCGjCGxQiIiJSlEatwiMhYvcUANNgUd3uHQhxVuha9kKx9n8DIVutaiCE9T2oOord8eXk5ECv1+O9997DsWPHsGzZMqxatQovv/yyUh9JRCa0J2EgQvwbGbVv0S09gudskjkiaRISEu4rUv7XLScnx+jjP/XUUxg6dCg6deqE4cOHIzU1FT///DN27txZ4z6JiYkoKiqq3M6dO2f055N8RkcFCLfdder+gY59p/+ATnASV4h/Y1402RmNWoVhYc2E2nZvzfRoddl76gp0EiZ3fTS+p3LBEBEREf2PlHuK2lLrEt2rkbMDchbGYtkTYYp9xoXi22iftBkdk77H9uxLFluXkPU9qDaKfZdiYmIQExNT+XVgYCByc3Px7rvv4o033lDqY4nIhNKm98Hgt39C1oU/Je97qxxok7gJp1LiFYisbrNmzcLYsWNrbRMYGCjb5wUGBsLLywunTp3CgAEDqm3j5OQEJyfjVtaQcnoGekINQGQMY0fOZSTEVn1tb5543YYhoWIPwsm2pDwaio2HLqC2WwmVChgT1dpUIVmted8dE24b5O3K1R9ERERkEj0DPaFWASLPjo9fLIZOb+DEKBL2ty7NMTSsGd7ckouVP4qvhpaiRKvHs+t/BnCnzsVrT4SZ/Vpapzfgp+xLmPifg4qmuKpgKedN0pl0mKqoqAhNm9Y8e7GsrAxlZWWVXzP/PZHlS53WG8+uPYDtuZcl71tuAAITNuHk4jiTX9x5e3vD29t0tRZ+//13/PHHH/D39zfZZ5I8NGoVWnu54vSVm3W2PXmp5L6blc1Z4stux0iYGUa2w9FBjed7B+C9n2pOd/D8wwG80K6DtlyPU5fFZ3vNHdxRwWiIiIiI7tKoVej6gAd+/u16nW3L9cC+vD/Q60HxWnFEGrUKL8UGY2Z0O/yUfQmT/nMQtxQaFPj66EV8ffQi2vk2xNeTHzZ5sW9tuR4vfZGpeIorAHBQAf8e3R192nlzUNKKmexO+tSpU1ixYgVeeOGFGtsw/z2RdVozrgfGRLUyal89gKCX05B21HKX+ebn5yMzMxP5+fnQ6XTIzMxEZmYmSkpKKtsEBwfjq6++AgCUlJTgpZdewr59+3D27Fls27YNw4YNQ5s2bRAdHW2u06B66NzCQ6id3gDsPXl3xYe2XI+8y3UPnACcjW7vEuNC8ELvAPz1mlqtAl7oHYDEuBDzBGZFRn2wT7itgxqI4kMFIiIiMqEegeK1/j7cd1a5QMimadQq9Ovgi5yFcYoWSwfuLZhumjohpqzv4eakxpGkQTiVEs/6HjZA8pMWY/Lmnz9/HjExMRgxYgQmTJhQ47GZ/57Ies0b2hEDgo1fUfGPTw9j0Sbx1CWmlJSUhPDwcCQnJ6OkpATh4eEIDw/HL7/8UtkmNzcXRUVFAACNRoOjR49i6NChaNu2LcaPH4+uXbti165dTHFlpR7r0kK47dzUrMp/J248IrxfdAc/STGR7UmMC0HOgli8Gt8eoyNb4dX49shZEMvBDwHacj32n70m3P4ffdrwJoaIJNu5c2eN98A//3wnLcjZs2erfX/fPvFBWiKyTVFB4pMvduRYbq0Fsh73FktXciCkok5I1/lbUHKrXNZj6/QG7DhWiI5J35u0vsfRebFwd22g6GeR6UhOgSU1b/6FCxfQr18/REVF4d///net+zH/PZF1Wz22B8avO4BtOdLTYQHA+7vOQm8AXh3cQebI6mfdunVYt25drW0MhrsXpy4uLtiyZYvCUZEpRbXxEq4Dknf5JrTlemjUKnxzWHxlU68g06VkI8vl6KDG+Iflqz9kL6QMNqoATH+krXLBEJHNioqKwsWLVWecvvrqq9i2bRu6detW5fUffvgBHTrcvab19BSf+U1EtqlnoCcaqIHbAjcVWp2BabBINhUDISW3ytHnte344+ZtRT7nj5vl6Dh3C5w0Krw7slu90kbp9AZFa5r8Fet72DbJAyBS8uafP38e/fr1Q9euXbF27Vqo1fwhIrJ1q8f2wLzvjmHtnrPG7b/7zn6WNghC9k2jVqFbaw8cOHtdqP2o1fswbUBbiKZcdVCr0DOID0aIjKHTG/DVIfHBxr+FN+PqDyIyiqOjI/z87q7YvH37Nr755htMnToVKlXVfsXT07NKWyIijVqFAe19sflYoVD7D/ed5QAIyaqRswMOJg1CqVaHYSt3KbaaokxnMLpgOut7kBIUK4J+/vx59O3bF61atcIbb7yBy5fvzgjnhSCRbUse0gEOahXe31VzQd/arN59FnqDAclDWKCWLMfU/m0xas0Bobb7z1zDPzdnCx+7fzAvuIiMtffUFaHVWRWWPBaqWCxEZF++/fZb/PHHHxg3btx97w0dOhS3bt1C27ZtMXv2bAwdOrTG45SVlaGsrKzy6+LiYkXiJSLzGxXZWngApCINFu8TSG4ujhpsndHXJIMNFQXT2/q64pvJvWssmK70oMy93JzU2PV/A5niyo4oNgCSnp6OU6dO4dSpU2jRomru9HtTxRCRbXolPgThLZvgH58eMmr/tXt+w29XbmDNuAiZIyMyTlQbL6gAiP4FO/q7+MOLMZEBRsVERMC878TrR4W2cOOydiKSzerVqxEdHV3lfrdRo0ZYunQpevXqBbVajS+//BLDhw/H119/XeMgSEpKCubNm2eqsInIjJgGiyyJo4May5/qgjefUD7d1InCm2iftBmerg74cfYANHJ2gE5vwE/ZlzD1s0Mo0UqZ0mScdr4N8fXkh2schCHbpTJY8GhEcXEx3N3dUVRUBDc3N3OHQ0RG0OkNePDlNEmzc+/V0b8RUqf3qbWNrfYVtnpe1mzmhsPYmCmeakeEg1qF3IWxnNlFRrPVvkLkvLTlerSd873wMT8ZH8GHCEQ2Ro4+MCEhAf/85z9rbZOdnY3g4ODKr3///Xe0atUKn3/+OR577LFa9x09ejTOnDmDXbt2Vft+dStAWrZsaXP9OhHdMfGjX4RXgUR38MV7o7rV+L4tXgfa4jlZC53egKXf5+CdXafNHYqsWN/DNknpK/idJyJFadQqnF4SjwZGPtvNuliCISuqv1kkMrUlj8ufOmdYGOsRkOVYtGgRoqKi4OrqCg8Pj/veP3LkCP7+97+jZcuWcHFxQfv27bF8+fL72u3cuRNdunSBk5MT2rRpg3Xr1ikSb8IX4sXPHTWstUNE1Zs1axays7Nr3QIDA6vss3btWnh6etaa2qpCREQETp06VeP7Tk5OcHNzq7IRke0aFdlauG1FGixrs3LlSrRu3RrOzs6IiIjAgQNiqYTJvDRqFWbHt0fe4jisHdUNjRyt97GxgwpYM6Y78hbH4a2nu3Dww84plgKLiOheJ1PiEfzKJtzSSd/31/PFWJB6HK8ODpE/MCIJHB3UiGjdBPvPXpPtmCmPdpbtWET1pdVqMWLECERGRmL16tX3vX/w4EH4+Pjg448/RsuWLbF37148//zz0Gg0mDJlCgDgzJkziI+Px8SJE/HJJ59g27ZteO655+Dv74/o6GjZYtXpDfhKwoqsib2DONhIRNXy9vaGt7e3cHuDwYC1a9di9OjRaNCg7vzhmZmZ8Pf3r0+IRGRDbD0N1meffYaZM2di1apViIiIwFtvvYXo6Gjk5ubCx8fH3OGRAI1ahX4dfJE1P9aktTnkwPoeVB0OgBCRyeQsikf7OWkoLZc+g2X17jP4v5hgjtqT2X30XE9JKXdqExHQhD/TZFEqctDXtGLj2WefrfJ1YGAgMjIysHHjxsoBkFWrViEgIABLly4FALRv3x67d+/GsmXLZB0A2XvqinBNHhWA6Y+0le2zici+bd++HWfOnMFzzz1333vr16+Ho6MjwsPDAQAbN27EmjVr8MEHH5g6TCKyUBq1CgPa+wqnwdqTd9mqBkDefPNNTJgwAePGjQNw59pw06ZNWLNmDRISEswcHUllyoLp9cH6HlQbPnUhIpPKXhgHFyPzYa3dY1t5KMk6VawCkcNH43vKchwicyoqKkLTpk0rv87IyMDAgQOrtImOjkZGRoasn/vlod+F2/4tnKnmiEg+q1evRlRUVJWaIPdasGABunbtioiICHzzzTf47LPPKh8EEhEB0tJgnb9WqlwgMtNqtTh48GCVa0G1Wo2BAwfKfi1IplVRMD1vcRz+8XBg3TuYyPDO/jixMBZbZvTl4AfViCtAiMjkshfEIWzuZlyXmA8r/fglvNCnjUJREYmTYxVIbAdfrv4gq7d371589tln2LRpU+VrBQUF8PX1rdLO19cXxcXFKC0thYuLS7XHqq4IcG1+l/AwYMlj8tfvISL79emnn9b43pgxYzBmzBgTRkNE1khKGiyVynomcVy5cgU6na7aa8GcnJxq95F6DUjmVVEnZFZsMH7KvoRJ/zmIW0Zk+agPJ40K747shj7tvDnJiYTwyQsRmUXm3Bg0cZU6Bmt9xd/INjk6qDGu1wNG768C8K9nusoXEFEtEhISoFKpat1quiGtTVZWFoYNG4bk5GQMGjSo3nGmpKTA3d29cmvZsmWt7Zt7OAsdN8jblYONREREZFEq0mCJaN6k+skjtkLqNSBZhoo6ITkL45A1NxqeJqi54enqgKy50chdFIf+7X04+EHCeDdIRGZzOCkazT2chNsPCvFTMBoiaZKHdEJzd+Mu8t7+ezgv1shkZs2ahezs7Fq3wEBpy9iPHz+OAQMG4Pnnn8ecOXOqvOfn54fCwqo5rQsLC+Hm5lbj6g8ASExMRFFRUeV27ty5WmN4vIvYzfHcwR2F2hERERGZkmgarKgg66n/4eXlBY1GU+21oJ9f9ffzUq8ByfI0cnbAwaRByJ4fg7a+DWU/fjvfhsieH4ODSdFo5MxkRiQdf2qIyKz2JAxE3PIfcfxiSa3tVADG9gowTVBEgvYkDkLIq2m4eVt8ddKAYB8MCW2mYFREVXl7e8Pb21u24x07dgz9+/fHmDFjsGjRovvej4yMRFpaWpXX0tPTERkZWetxnZyc4OQkPige9aAXXB01uKmtOZ2iq6MGUVZUNJSIiIjsR89AT3i4NsD1m7drbNPEtQF6BnqaMKr6cXR0RNeuXbFt2zYMHz4cAKDX67Ft2zZMmTKl2n2kXgOS5bq3YPr/++9hfHukoF7HG97ZH689EcbV3FRv/AkiIrNLm94HnZq71drm+d4B/KNHFun4gjjhWSidmjfG6rHdFY6IyHj5+fnIzMxEfn4+dDodMjMzkZmZiZKSO4PUWVlZ6NevHwYNGoSZM2eioKAABQUFuHz5cuUxJk6ciNOnT2P27NnIycnBO++8g88//xwzZsyQNVaNWoU3n6i9tsebT4RytRURERFZJI1ahSWPdqq1TcqjnazuWmbmzJl4//33sX79emRnZ2PSpEm4ceMGxo0bZ+7QyEQcHdR4++9dkbc4DmtHdYOzg/jPsJNGhTVjuiNvcRzeeroLnwORLPhTREQW4bupD2P8QwH4659FtQp4oXcAEuNCzBIXkYisudHo1672GfbjH2qF76b2NlFERMZJSkpCeHg4kpOTUVJSgvDwcISHh+OXX34BAHzxxRe4fPkyPv74Y/j7+1du3bvfHdgLCAjApk2bkJ6ejtDQUCxduhQffPABoqOjZY83pqM/Vo3sAt/GjlVe923siFUjuyCmo7/sn0lEREQkl4prGT+3qrXN/N2drfZa5sknn8Qbb7yBpKQkhIWFITMzE5s3b76vMDrZPil1Qljfg5SkMhgMFltVuLi4GO7u7igqKoKbW+2zw4nINmjL9fgo4yx+u3oTrZq6YlRk6zpH/G21r7DV87JlpVodkr49iq1ZhSgr18OzkROeiWiF5x4O5MwVUoyt9hVSzkunN+DAmau49Oct+DR2Ro+AprxpIrITttgH2uI5EVHtjL2WscX+whbPie4q1eow97tf8WPuFagA9G3ng6QhHeDiqDF3aGRlpPQVrAFCRBbF0UGN8Q9LK8ZLZClcHDV4/fFwvP64uSMhsi8atQqRQdaTH5uIiIjoXryWIXvh4qjBPx8LM3cYZGc4HZWIiIiIiIiIiIiIiGwOB0CIiIiIiIiIiIiIiMjmWHQKrIryJMXFxWaOhIgsWUUfYcEljYzCPpCIRLAPJCJ7Zot9IPs/IhLFPpCI7JWU/s+iB0D+/PNPAEDLli3NHAkRWYM///wT7u7u5g5DNuwDiUgK9oFEZM9sqQ9k/0dEUrEPJCJ7JdL/qQwWPEys1+tx4cIFNG7cGCqVqs72xcXFaNmyJc6dO1dn9XdbwXPmOdsiqedrMBjw559/olmzZlCrbSezH/vAuvGcbf+c7e18AfaBFdgH1s7ezhfgOfOcq2eLfSD7v7rxnHnOtsiY82UfaH8/JwDP2R7O2d7OF1D2GtCiV4Co1Wq0aNFC8n5ubm5288NRgedsH+ztnKWcr63MdrkX+0BxPGfbZ2/nC7APZB8oxt7OF+A52wt77gPZ/4njOdsHeztnqefLPvAOe/s5AXjO9sDezhdQ5hrQNoaHiYiIiIiIiIiIiIiI7sEBECIiIiIiIiIiIiIisjk2NQDi5OSE5ORkODk5mTsUk+E52wd7O2d7O1+52OP/G8/Z9tnb+QL2ec5ysLf/N3s7X4DnbC/s8Zzryx7/z3jO9sHeztnezlcu9vj/xnO2ffZ2voCy52zRRdCJiIiIiIiIiIiIiIiMYVMrQIiIiIiIiIiIiIiIiAAOgBARERERERERERERkQ3iAAgREREREREREREREdkcDoAQEREREREREREREZHNsZkBkEWLFiEqKgqurq7w8PCotk1+fj7i4+Ph6uoKHx8fvPTSSygvLzdtoApq3bo1VCpVlW3JkiXmDktWK1euROvWreHs7IyIiAgcOHDA3CEpZu7cufd9P4ODg80dlqx++uknDBkyBM2aNYNKpcLXX39d5X2DwYCkpCT4+/vDxcUFAwcOxMmTJ80TrIVjH8g+0NawD2QfKAX7QPaBtsbW+0D2f/Jh/8f+z9bYev8HsA+UE/tA9oG2hn2gMn2gzQyAaLVajBgxApMmTar2fZ1Oh/j4eGi1Wuzduxfr16/HunXrkJSUZOJIlTV//nxcvHixcps6daq5Q5LNZ599hpkzZyI5ORmHDh1CaGgooqOjcenSJXOHppgOHTpU+X7u3r3b3CHJ6saNGwgNDcXKlSurff+1117D22+/jVWrVmH//v1o2LAhoqOjcevWLRNHavnYB97BPtC2sA9kHyiKfeAd7ANtiy33gez/5MP+7w72f7bFlvs/gH2gnNgH3sE+0LawD1SgDzTYmLVr1xrc3d3vez0tLc2gVqsNBQUFla+9++67Bjc3N0NZWZkJI1ROq1atDMuWLTN3GIrp0aOHYfLkyZVf63Q6Q7NmzQwpKSlmjEo5ycnJhtDQUHOHYTIADF999VXl13q93uDn52d4/fXXK1+7fv26wcnJyfCf//zHDBFaB/aBy8wdhmLYB9o29oHyYB+4zNxhKIZ9oO1i/ycP9n/LzB2GYtj/2Tb2gfJgH7jM3GEohn2gbTNVH2gzK0DqkpGRgU6dOsHX17fytejoaBQXF+PYsWNmjExeS5YsgaenJ8LDw/H666/bzLI+rVaLgwcPYuDAgZWvqdVqDBw4EBkZGWaMTFknT55Es2bNEBgYiGeeeQb5+fnmDslkzpw5g4KCgirfc3d3d0RERNj091wp7AOtG/tA9oEA+8D6YB9o3dgH2lcfyP5PXuz/rBv7P/vq/wD2gXJjH2jd2AeyDwTk6QMd5AjOGhQUFFTp8ABUfl1QUGCOkGQ3bdo0dOnSBU2bNsXevXuRmJiIixcv4s033zR3aPV25coV6HS6ar+HOTk5ZopKWREREVi3bh3atWuHixcvYt68eXj44YeRlZWFxo0bmzs8xVX8Xlb3PbeV31lTYh9o3dgHsg+swD7QOOwDrRv7QPvqA9n/yYv9n3Vj/2df/R/APlBu7AOtG/tA9oEV6tsHWvQKkISEhPsKv/x1s9Uf+ApS/g9mzpyJvn37onPnzpg4cSKWLl2KFStWoKyszMxnQcaIjY3FiBEj0LlzZ0RHRyMtLQ3Xr1/H559/bu7QyETYB7IPtGfsA4l9IPtAe8Y+0L6x/2P/Z8/Y/xH7QPaB9ox9oDIsegXIrFmzMHbs2FrbBAYGCh3Lz88PBw4cqPJaYWFh5XuWqj7/BxERESgvL8fZs2fRrl07BaIzHS8vL2g0msrvWYXCwkKL/v7JycPDA23btsWpU6fMHYpJVHxfCwsL4e/vX/l6YWEhwsLCzBSVabEPZB9YgX0g+8AK7AOrYh/IPtCSv39ysqc+kP0f+z+A/V8F9n/21f8B7AMB9oEA+8AK7APZB1aobx9o0QMg3t7e8Pb2luVYkZGRWLRoES5dugQfHx8AQHp6Otzc3BASEiLLZyihPv8HmZmZUKvVledrzRwdHdG1a1ds27YNw4cPBwDo9Xps27YNU6ZMMW9wJlJSUoK8vDyMGjXK3KGYREBAAPz8/LBt27bKTq64uBj79+/HpEmTzBucibAPZB9YgX0g+0CAfWB9sA+0buwD7asPZP/H/g9g/1eB/Z999X8A+0CAfSDAPrAC+0D2gYA8faBFD4BIkZ+fj6tXryI/Px86nQ6ZmZkAgDZt2qBRo0YYNGgQQkJCMGrUKLz22msoKCjAnDlzMHnyZDg5OZk3eBlkZGRg//796NevHxo3boyMjAzMmDEDI0eORJMmTcwdnixmzpyJMWPGoFu3bujRowfeeust3LhxA+PGjTN3aIr4f//v/2HIkCFo1aoVLly4gOTkZGg0Gvz97383d2iyKSkpqTKKfebMGWRmZqJp06Z44IEH8OKLL2LhwoV48MEHERAQgFdffRXNmjWr/MNHd7EPZB9oa9gHsg+Ugn0g+0BbY+t9IPs/+bD/Y/9na2y9/wPYB8qJfSD7QFvDPlChPtBgI8aMGWMAcN+2Y8eOyjZnz541xMbGGlxcXAxeXl6GWbNmGW7fvm2+oGV08OBBQ0REhMHd3d3g7OxsaN++vWHx4sWGW7dumTs0Wa1YscLwwAMPGBwdHQ09evQw7Nu3z9whKebJJ580+Pv7GxwdHQ3Nmzc3PPnkk4ZTp06ZOyxZ7dixo9rf2zFjxhgMBoNBr9cbXn31VYOvr6/BycnJMGDAAENubq55g7ZQ7APZB9oa9oHsA6VgH8g+0NbYeh/I/k8+7P/Y/9kaW+//DAb2gXJiH8g+0NawD1SmD1QZDAaD8cMnRERERERERERERERElkdt7gCIiIiIiIiIiIiIiIjkxgEQIiIiIiIiIiIiIiKyORwAISIiIiIiIiIiIiIim8MBECIiIiIiIiIiIiIisjkcACEiIiIiIiIiIiIiIpvDARAiIiIiIiIiIiIiIrI5HAAhIiIiIiIiIiIiIiKbwwEQIiIiIiIiIiIiIiKyORwAISIiIiIiIiIiIiIim8MBECIiIiIiIiIiIiIisjkcACEiIiIiIiIiIiIiIpvDARAiIiIiIiIiIiIiIrI5/x986yBGItjPVQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 29\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# first, randomly select the other multiple choice options\n", + "np.random.seed(0)\n", + "fbench_hard_questions = []\n", + "for idx, _ in enumerate(fbench_hard):\n", + " mc_options = [idx]\n", + " # select 4 more random functions\n", + " for _ in range(4):\n", + " random_idx = np.random.randint(0, len(fbench_hard))\n", + " while random_idx in mc_options:\n", + " random_idx = np.random.randint(0, len(fbench_hard))\n", + " mc_options.append(random_idx)\n", + " # shuffle options\n", + " np.random.shuffle(mc_options)\n", + " # store the options and the correct answer\n", + " fbench_hard_questions.append((mc_options, idx))\n", + "\n", + "# plot the 5 functions for each question\n", + "# make a 1x5 grid of plots\n", + "for idx, (options, correct) in enumerate(fbench_hard_questions):\n", + " fig, axes = plt.subplots(1, 5, figsize=(20, 3))\n", + " print('Question ', idx)\n", + " for i, ax in enumerate(axes):\n", + " f, n = fbench_hard[options[i]]\n", + " y = f(x)\n", + " ax.scatter(x, y)\n", + " ax.set_title(n)\n", + " # if it is the correct one, set the title color to red\n", + " if options[i] == correct:\n", + " ax.title.set_color('red')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fit EBMs to the functions and convert the EBM graphs to text" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# run this for hard, otherwise standard\n", + "fbench = fbench_hard\n", + "fbench_questions = fbench_hard_questions" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -9.97)\": -9.98, \"(-9.97, -9.95)\": -9.96, \"(-9.95, -9.91)\": -9.93, \"(-9.91, -9.88)\": -9.9, \"(-9.88, -9.86)\": -9.87, \"(-9.86, -9.82)\": -9.84, \"(-9.82, -9.77)\": -9.8, \"(-9.77, -9.75)\": -9.76, \"(-9.75, -9.72)\": -9.73, \"(-9.72, -9.68)\": -9.7, \"(-9.68, -9.64)\": -9.66, \"(-9.64, -9.61)\": -9.63, \"(-9.61, -9.56)\": -9.6, \"(-9.56, -9.51)\": -9.53, \"(-9.51, -9.48)\": -9.5, \"(-9.48, -9.45)\": -9.47, \"(-9.45, -9.43)\": -9.44, \"(-9.43, -9.4)\": -9.42, \"(-9.4, -9.37)\": -9.39, \"(-9.37, -9.35)\": -9.36, \"(-9.35, -9.32)\": -9.33, \"(-9.32, -9.28)\": -9.29, \"(-9.28, -9.22)\": -9.26, \"(-9.22, -9.16)\": -9.19, \"(-9.16, -9.14)\": -9.16, \"(-9.14, -9.14)\": -9.14, \"(-9.14, -9.09)\": -9.11, \"(-9.09, -9.03)\": -9.05, \"(-9.03, -9.01)\": -9.03, \"(-9.01, -8.98)\": -9.0, \"(-8.98, -8.97)\": -8.98, \"(-8.97, -8.95)\": -8.95, \"(-8.95, -8.91)\": -8.93, \"(-8.91, -8.88)\": -8.9, \"(-8.88, -8.86)\": -8.88, \"(-8.86, -8.85)\": -8.86, \"(-8.85, -8.81)\": -8.83, \"(-8.81, -8.79)\": -8.8, \"(-8.79, -8.77)\": -8.78, \"(-8.77, -8.73)\": -8.74, \"(-8.73, -8.69)\": -8.72, \"(-8.69, -8.65)\": -8.67, \"(-8.65, -8.63)\": -8.65, \"(-8.63, -8.61)\": -8.62, \"(-8.61, -8.59)\": -8.6, \"(-8.59, -8.56)\": -8.57, \"(-8.56, -8.52)\": -8.54, \"(-8.52, -8.47)\": -8.51, \"(-8.47, -8.42)\": -8.44, \"(-8.42, -8.39)\": -8.42, \"(-8.39, -8.37)\": -8.38, \"(-8.37, -8.33)\": -8.36, \"(-8.33, -8.3)\": -8.32, \"(-8.3, -8.28)\": -8.29, \"(-8.28, -8.24)\": -8.27, \"(-8.24, -8.22)\": -8.23, \"(-8.22, -8.19)\": -8.21, \"(-8.19, -8.14)\": -8.18, \"(-8.14, -8.12)\": -8.14, \"(-8.12, -8.1)\": -8.12, \"(-8.1, -8.08)\": -8.1, \"(-8.08, -8.04)\": -8.06, \"(-8.04, -8.02)\": -8.04, \"(-8.02, -7.99)\": -8.01, \"(-7.99, -7.94)\": -7.96, \"(-7.94, -7.89)\": -7.91, \"(-7.89, -7.87)\": -7.89, \"(-7.87, -7.84)\": -7.87, \"(-7.84, -7.81)\": -7.84, \"(-7.81, -7.79)\": -7.81, \"(-7.79, -7.76)\": -7.78, \"(-7.76, -7.74)\": -7.76, \"(-7.74, -7.72)\": -7.73, \"(-7.72, -7.67)\": -7.7, \"(-7.67, -7.65)\": -7.66, \"(-7.65, -7.63)\": -7.64, \"(-7.63, -7.6)\": -7.62, \"(-7.6, -7.58)\": -7.58, \"(-7.58, -7.55)\": -7.56, \"(-7.55, -7.52)\": -7.53, \"(-7.52, -7.49)\": -7.5, \"(-7.49, -7.45)\": -7.47, \"(-7.45, -7.42)\": -7.44, \"(-7.42, -7.4)\": -7.42, \"(-7.4, -7.35)\": -7.39, \"(-7.35, -7.29)\": -7.32, \"(-7.29, -7.22)\": -7.26, \"(-7.22, -7.16)\": -7.18, \"(-7.16, -7.13)\": -7.14, \"(-7.13, -7.11)\": -7.12, \"(-7.11, -7.08)\": -7.09, \"(-7.08, -7.02)\": -7.05, \"(-7.02, -6.97)\": -7.01, \"(-6.97, -6.95)\": -6.98, \"(-6.95, -6.94)\": -6.95, \"(-6.94, -6.9)\": -6.92, \"(-6.9, -6.86)\": -6.87, \"(-6.86, -6.81)\": -6.84, \"(-6.81, -6.79)\": -6.81, \"(-6.79, -6.75)\": -6.77, \"(-6.75, -6.71)\": -6.73, \"(-6.71, -6.69)\": -6.71, \"(-6.69, -6.67)\": -6.69, \"(-6.67, -6.65)\": -6.67, \"(-6.65, -6.62)\": -6.63, \"(-6.62, -6.59)\": -6.6, \"(-6.59, -6.54)\": -6.56, \"(-6.54, -6.5)\": -6.53, \"(-6.5, -6.47)\": -6.5, \"(-6.47, -6.45)\": -6.47, \"(-6.45, -6.42)\": -6.45, \"(-6.42, -6.41)\": -6.43, \"(-6.41, -6.38)\": -6.4, \"(-6.38, -6.35)\": -6.38, \"(-6.35, -6.33)\": -6.35, \"(-6.33, -6.3)\": -6.32, \"(-6.3, -6.29)\": -6.3, \"(-6.29, -6.24)\": -6.26, \"(-6.24, -6.2)\": -6.23, \"(-6.2, -6.15)\": -6.19, \"(-6.15, -6.14)\": -6.16, \"(-6.14, -6.11)\": -6.14, \"(-6.11, -6.09)\": -6.1, \"(-6.09, -6.06)\": -6.08, \"(-6.06, -6.02)\": -6.05, \"(-6.02, -5.98)\": -6.01, \"(-5.98, -5.97)\": -5.98, \"(-5.97, -5.95)\": -5.96, \"(-5.95, -5.91)\": -5.93, \"(-5.91, -5.88)\": -5.9, \"(-5.88, -5.85)\": -5.88, \"(-5.85, -5.83)\": -5.85, \"(-5.83, -5.82)\": -5.81, \"(-5.82, -5.78)\": -5.79, \"(-5.78, -5.74)\": -5.76, \"(-5.74, -5.72)\": -5.74, \"(-5.72, -5.68)\": -5.71, \"(-5.68, -5.66)\": -5.67, \"(-5.66, -5.61)\": -5.65, \"(-5.61, -5.58)\": -5.61, \"(-5.58, -5.55)\": -5.58, \"(-5.55, -5.53)\": -5.54, \"(-5.53, -5.48)\": -5.52, \"(-5.48, -5.47)\": -5.49, \"(-5.47, -5.44)\": -5.47, \"(-5.44, -5.42)\": -5.43, \"(-5.42, -5.41)\": -5.4, \"(-5.41, -5.37)\": -5.38, \"(-5.37, -5.32)\": -5.34, \"(-5.32, -5.27)\": -5.3, \"(-5.27, -5.25)\": -5.28, \"(-5.25, -5.22)\": -5.26, \"(-5.22, -5.19)\": -5.22, \"(-5.19, -5.17)\": -5.18, \"(-5.17, -5.16)\": -5.16, \"(-5.16, -5.13)\": -5.14, \"(-5.13, -5.09)\": -5.11, \"(-5.09, -5.05)\": -5.08, \"(-5.05, -5.04)\": -5.06, \"(-5.04, -5.01)\": -5.03, \"(-5.01, -4.96)\": -4.99, \"(-4.96, -4.93)\": -4.95, \"(-4.93, -4.91)\": -4.92, \"(-4.91, -4.86)\": -4.88, \"(-4.86, -4.82)\": -4.83, \"(-4.82, -4.78)\": -4.81, \"(-4.78, -4.76)\": -4.78, \"(-4.76, -4.73)\": -4.75, \"(-4.73, -4.72)\": -4.73, \"(-4.72, -4.67)\": -4.7, \"(-4.67, -4.62)\": -4.65, \"(-4.62, -4.62)\": -4.63, \"(-4.62, -4.6)\": -4.6, \"(-4.6, -4.55)\": -4.57, \"(-4.55, -4.54)\": -4.54, \"(-4.54, -4.49)\": -4.52, \"(-4.49, -4.43)\": -4.46, \"(-4.43, -4.42)\": -4.43, \"(-4.42, -4.39)\": -4.41, \"(-4.39, -4.35)\": -4.38, 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\"(-0.61, -0.6)\": -0.62, \"(-0.6, -0.56)\": -0.59, \"(-0.56, -0.54)\": -0.57, \"(-0.54, -0.54)\": -0.54, \"(-0.54, -0.51)\": -0.51, \"(-0.51, -0.45)\": -0.48, \"(-0.45, -0.39)\": -0.41, \"(-0.39, -0.36)\": -0.39, \"(-0.36, -0.32)\": -0.35, \"(-0.32, -0.3)\": -0.32, \"(-0.3, -0.27)\": -0.28, \"(-0.27, -0.24)\": -0.25, \"(-0.24, -0.19)\": -0.22, \"(-0.19, -0.15)\": -0.18, \"(-0.15, -0.13)\": -0.14, \"(-0.13, -0.08)\": -0.12, \"(-0.08, -0.06)\": -0.09, \"(-0.06, -0.04)\": -0.07, \"(-0.04, -0.01)\": -0.03, \"(-0.01, 0.01)\": -0.0, \"(0.01, 0.04)\": 0.03, \"(0.04, 0.13)\": 0.08, \"(0.13, 0.2)\": 0.15, \"(0.2, 0.22)\": 0.18, \"(0.22, 0.23)\": 0.21, \"(0.23, 0.26)\": 0.24, \"(0.26, 0.28)\": 0.27, \"(0.28, 0.29)\": 0.31, \"(0.29, 0.35)\": 0.33, \"(0.35, 0.41)\": 0.39, \"(0.41, 0.43)\": 0.41, \"(0.43, 0.47)\": 0.44, \"(0.47, 0.5)\": 0.48, \"(0.5, 0.53)\": 0.5, \"(0.53, 0.56)\": 0.54, \"(0.56, 0.59)\": 0.57, \"(0.59, 0.62)\": 0.59, \"(0.62, 0.64)\": 0.63, \"(0.64, 0.69)\": 0.65, \"(0.69, 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\"(3.23, 3.25)\": 3.25, \"(3.25, 3.3)\": 3.29, \"(3.3, 3.35)\": 3.33, \"(3.35, 3.41)\": 3.39, \"(3.41, 3.5)\": 3.44, \"(3.5, 3.55)\": 3.51, \"(3.55, 3.57)\": 3.54, \"(3.57, 3.59)\": 3.57, \"(3.59, 3.63)\": 3.61, \"(3.63, 3.7)\": 3.66, \"(3.7, 3.75)\": 3.73, \"(3.75, 3.8)\": 3.77, \"(3.8, 3.84)\": 3.82, \"(3.84, 3.87)\": 3.85, \"(3.87, 3.91)\": 3.88, \"(3.91, 3.92)\": 3.91, \"(3.92, 3.95)\": 3.93, \"(3.95, 4.0)\": 3.96, \"(4.0, 4.03)\": 3.99, \"(4.03, 4.04)\": 4.02, \"(4.04, 4.07)\": 4.05, \"(4.07, 4.11)\": 4.09, \"(4.11, 4.13)\": 4.12, \"(4.13, 4.14)\": 4.14, \"(4.14, 4.17)\": 4.17, \"(4.17, 4.22)\": 4.2, \"(4.22, 4.27)\": 4.24, \"(4.27, 4.32)\": 4.28, \"(4.32, 4.36)\": 4.34, \"(4.36, 4.38)\": 4.37, \"(4.38, 4.42)\": 4.4, \"(4.42, 4.46)\": 4.43, \"(4.46, 4.49)\": 4.46, \"(4.49, 4.51)\": 4.5, \"(4.51, 4.54)\": 4.52, \"(4.54, 4.56)\": 4.55, \"(4.56, 4.58)\": 4.58, \"(4.58, 4.61)\": 4.6, \"(4.61, 4.64)\": 4.62, \"(4.64, 4.69)\": 4.65, \"(4.69, 4.7)\": 4.68, \"(4.7, 4.71)\": 4.7, \"(4.71, 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6.24)\": 6.22, \"(6.24, 6.26)\": 6.25, \"(6.26, 6.3)\": 6.28, \"(6.3, 6.34)\": 6.32, \"(6.34, 6.39)\": 6.36, \"(6.39, 6.4)\": 6.4, \"(6.4, 6.41)\": 6.42, \"(6.41, 6.46)\": 6.44, \"(6.46, 6.52)\": 6.49, \"(6.52, 6.57)\": 6.53, \"(6.57, 6.6)\": 6.58, \"(6.6, 6.63)\": 6.61, \"(6.63, 6.64)\": 6.64, \"(6.64, 6.67)\": 6.67, \"(6.67, 6.72)\": 6.69, \"(6.72, 6.75)\": 6.73, \"(6.75, 6.78)\": 6.76, \"(6.78, 6.8)\": 6.78, \"(6.8, 6.85)\": 6.82, \"(6.85, 6.93)\": 6.9, \"(6.93, 6.98)\": 6.95, \"(6.98, 7.03)\": 7.01, \"(7.03, 7.07)\": 7.04, \"(7.07, 7.09)\": 7.08, \"(7.09, 7.11)\": 7.1, \"(7.11, 7.17)\": 7.14, \"(7.17, 7.22)\": 7.2, \"(7.22, 7.27)\": 7.24, \"(7.27, 7.31)\": 7.29, \"(7.31, 7.34)\": 7.31, \"(7.34, 7.36)\": 7.33, \"(7.36, 7.38)\": 7.37, \"(7.38, 7.41)\": 7.39, \"(7.41, 7.45)\": 7.42, \"(7.45, 7.48)\": 7.45, \"(7.48, 7.49)\": 7.49, \"(7.49, 7.5)\": 7.51, \"(7.5, 7.55)\": 7.53, \"(7.55, 7.59)\": 7.57, \"(7.59, 7.61)\": 7.61, \"(7.61, 7.66)\": 7.63, \"(7.66, 7.69)\": 7.67, \"(7.69, 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9.1, \"(9.11, 9.15)\": 9.12, \"(9.15, 9.18)\": 9.16, \"(9.18, 9.2)\": 9.18, \"(9.2, 9.24)\": 9.21, \"(9.24, 9.28)\": 9.26, \"(9.28, 9.32)\": 9.3, \"(9.32, 9.36)\": 9.34, \"(9.36, 9.39)\": 9.38, \"(9.39, 9.43)\": 9.4, \"(9.43, 9.49)\": 9.44, \"(9.49, 9.55)\": 9.52, \"(9.55, 9.6)\": 9.55, \"(9.6, 9.65)\": 9.63, \"(9.65, 9.66)\": 9.65, \"(9.66, 9.68)\": 9.67, \"(9.68, 9.71)\": 9.7, \"(9.71, 9.74)\": 9.72, \"(9.74, 9.79)\": 9.77, \"(9.79, 9.87)\": 9.81, \"(9.87, 9.94)\": 9.91, \"(9.94, 9.98)\": 9.96}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -9.96)\": 24.97, \"(-9.96, -9.94)\": 24.92, \"(-9.94, -9.9)\": 24.86, \"(-9.9, -9.87)\": 24.79, \"(-9.87, -9.83)\": 24.7, \"(-9.83, -9.8)\": 24.63, \"(-9.8, -9.77)\": 24.58, \"(-9.77, -9.73)\": 24.49, \"(-9.73, -9.7)\": 24.45, \"(-9.7, -9.69)\": 24.4, \"(-9.69, -9.66)\": 24.36, \"(-9.66, -9.64)\": 24.32, \"(-9.64, -9.61)\": 24.25, \"(-9.61, -9.58)\": 24.19, \"(-9.58, -9.54)\": 24.13, \"(-9.54, -9.5)\": 24.04, \"(-9.5, -9.47)\": 23.99, \"(-9.47, -9.45)\": 23.93, \"(-9.45, -9.41)\": 23.86, \"(-9.41, -9.34)\": 23.73, \"(-9.34, -9.3)\": 23.65, \"(-9.3, -9.27)\": 23.56, \"(-9.27, -9.22)\": 23.52, \"(-9.22, -9.17)\": 23.39, \"(-9.17, -9.13)\": 23.33, \"(-9.13, -9.1)\": 23.26, \"(-9.1, -9.06)\": 23.16, \"(-9.06, -9.05)\": 23.12, \"(-9.05, -9.02)\": 23.08, \"(-9.02, -8.99)\": 23.0, \"(-8.99, -8.94)\": 22.95, \"(-8.94, -8.92)\": 22.86, \"(-8.92, -8.89)\": 22.8, \"(-8.89, -8.87)\": 22.76, \"(-8.87, -8.82)\": 22.71, \"(-8.82, -8.74)\": 22.56, \"(-8.74, -8.73)\": 22.47, \"(-8.73, -8.69)\": 22.4, \"(-8.69, -8.64)\": 22.33, \"(-8.64, -8.62)\": 22.28, \"(-8.62, -8.59)\": 22.24, \"(-8.59, -8.58)\": 22.18, \"(-8.58, -8.55)\": 22.14, \"(-8.55, -8.52)\": 22.05, \"(-8.52, -8.48)\": 22.0, \"(-8.48, -8.43)\": 21.92, \"(-8.43, -8.41)\": 21.85, \"(-8.41, -8.38)\": 21.79, \"(-8.38, -8.35)\": 21.71, \"(-8.35, -8.29)\": 21.63, \"(-8.29, -8.24)\": 21.53, \"(-8.24, -8.2)\": 21.46, \"(-8.2, -8.18)\": 21.4, \"(-8.18, -8.16)\": 21.36, \"(-8.16, -8.11)\": 21.27, \"(-8.11, -8.09)\": 21.2, \"(-8.09, -8.07)\": 21.15, \"(-8.07, -8.04)\": 21.11, \"(-8.04, -8.02)\": 21.04, \"(-8.02, -7.98)\": 20.97, \"(-7.98, -7.95)\": 20.92, \"(-7.95, -7.9)\": 20.87, \"(-7.9, -7.89)\": 20.81, \"(-7.89, -7.87)\": 20.76, \"(-7.87, -7.84)\": 20.71, \"(-7.84, -7.8)\": 20.66, \"(-7.8, -7.78)\": 20.58, \"(-7.78, -7.74)\": 20.53, \"(-7.74, -7.7)\": 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+iMxh3sK7JlydxOb0siQGlGpo6+cuVJeeW8RbjomISDExSRmIO3dDqLZrU7H5vCyNAaUa+rUVX2BpJe/oISIiBRiMEt7785hwfWPPGgp2YzoMKNXQoI74QV535LKCnRARkb3an5qN7Ft6oVqN5s6NHtaAAaUaQgI84agTu53neHoeVzgmIiKT++/us8K1A9v5wsnBOt76raNLldJpNejdsr5QrUECYlOuKdwRERHZE32JEdsEVy52cdBi/oiOCndkOgwo1TQ6vIlw7cJtKco1QkREdue7uDShO3cAYM4z7VU/Odu9GFCqqWtTLzgIHvD9adnYeCxD4Y6IiMhepF2/JVTXxrc2IoP9FO7GtBhQqkmn1WBIe1/h+qg1RzkWhYiITOLQebFbix+xgplj78eAYgLRw9sL1964XYx9564r2A0REdkDfYkRyYIzx3bwZ0CxS04OWkzsKT71fdxZBhQiIqqed9YcFa7183BVsBNlMKCYSFRkG3TyF5tZ9txVscRLRERUHoNRQsxRsTGNNRx1CAnwVLgj02NAMaHX+7YSqos7d53jUIiIqMr2p2bjdrFBqDaynY9V3b1zFwOKCXVt5oVazg6V1t24XYL9qdlm6IiIiGzRlZuFQnUaAJ8MC1a2GYUwoJiQTqvBM50bCtVuSc5UuBsiIrJVou8hA4OtZ+bY+1ln1yr2eBuxBQR/OXiRl3mIiEi26JhkrEuqPKDUdNJZ1cyx92NAMbGQAE941nSqtC6/yMDbjYmISBZ9iRFf704Vqv23lc0cez+TBxSDwYD3338fAQEBcHV1RbNmzfDRRx9Bkv4+WyBJEmbMmAFfX1+4uroiIiICZ86cMXUrFqHTahAqOFr6+33nFe6GiIhsycrYNEgCJ9+Hd2qA/kHik4iqkckDymeffYavvvoKixYtwokTJ/DZZ59h9uzZWLhwYWnN7NmzsWDBAixevBjx8fGoWbMm+vXrh8JCsUE/atesXk2hui0nsniZh4iIhK1PShequ1lYonAnyjN5QImNjcWQIUMwcOBANGnSBE899RT69u2L/fv3A7hz9mTevHl47733MGTIEAQHB+Pbb79Feno6/vjjD1O3YxFhTesK1RUbJEz7OUHhboiIyBYYjBKS0/OEams46RTuRnkmDyjh4eHYunUrTp8+DQA4cuQI9uzZgwEDBgAAUlNTkZmZiYiIiNJt3N3dERoairi4uHL3WVRUhLy8vDIfata1mZfwN8e6pEzoS4wKd0RERNZu0bYUFAuedR/eUeyOUjUzeUB5++23MWLECLRq1QqOjo7o2LEjpk2bhlGjRgEAMjPvjDz29vYus523t3fpc/eLjo6Gu7t76Ye/v7+p2zYpnVaDiT2bCte//Vuics0QEZHVMxglLN8rNjjWyUGL8ECxM/lqZvKAsmrVKvzwww/48ccfkZCQgJUrV+KLL77AypUrq7zPqKgo5Obmln5cvHjRhB0rY3LvQOHR0+uOZHAsChERPdT+1GzkFBQL1U56tJlV371zV+XTnsr0xhtvlJ5FAYB27drh/PnziI6OxpgxY+Djc2eekKysLPj6/j3COCsrCx06dCh3n87OznB2djZ1q4rSaTVo4uWKs1dvV1pbbLzzzRfWzMsMnRERkbURnTm2ppMOk3sHKtyNeZj8DMrt27eh1ZbdrU6ng9F4Z5xFQEAAfHx8sHXr1tLn8/LyEB8fj7CwMFO3Y1HPPtJIuHYzZ5YlIqKHSLtW+R+7ADChZ1ObOHsCKBBQBg8ejFmzZmHDhg1IS0vD77//jjlz5uDJJ58EAGg0GkybNg0ff/wx1q5di6NHj2L06NHw8/PD0KFDTd2ORT3fPUC49s/EdF7mISKiBxiMEv6zI6XSOg9XB5s5ewIocIln4cKFeP/99/HKK6/gypUr8PPzw8SJEzFjxozSmjfffBO3bt3ChAkTkJOTg+7du2Pjxo1wcXExdTsW5eSgxfgeAVgqMOvf9Vt6XuYhIqIH7DlzFUUCd3v+s2tjmzl7AgAaSRKZk05d8vLy4O7ujtzcXLi5uVm6nUoNmr8TxzLyK63791PBGN5Z3XcoERGRefWftwsnM29WWte9uRe+f7GrGTqqOjnv31yLxww6Nhab+n7ultMKd0JERNZk47EMoXACALmCd/lYCwYUsxA75XYppxDrE8WmMSYiIttmMEr4cF2ycH1wQ3cFuzE/BhQzaOJVQ7j2tdWJHCxLRETYn5qNjFzxNereG9hWwW7MjwHFDJ4LayJcW2yQsGCrbazsTEREVfdJjPjZk8fb1IerDay/cy8GFDNwctCia1OxcSgA8OX2MzyLQkRkxwr0Bhy9LLbuXOfGHlg6uovCHZkfA4qZfPtCqHBtiRGIPXNNwW6IiEjNPl5/XKjOxUGDXyaGK9yNZTCgmImTgxYd/MUHMP12+JKC3RARkZptTs4SqnNzdbSpuU/uxYBiRm/0bSVce/G62LTGRERkWwxGCddv6YVqnRxs923cdl+ZCnVt5gXRoHslX3zkNhER2Y79qdkwCA5D7OTvoWgvlsSAYkY6rQZtfWsL1V68UYiNxzIU7oiIiNRmi4zFY5/uLL4orbVhQDGzJzo0FK79cF0y7+YhIrIjBqOElXHnhWpdHLUIb15X4Y4shwHFzMaEN4FG8DJPRm4h9qdmK9sQERGpxp7TV1Ei+IfpnKfb2+wAWYABxeycHLSY0CNAuJ6XeYiI7EfU70eF6vzcXRAZ7KdwN5bFgGIBUZFt0EZwLMoP8Rd4mYeIyA7EJKUjXXBqe69aTgp3Y3kMKBbyiOAKxyVGCbEpnLSNiMiWGYwS3vvzmHB9+4YeyjWjEgwoFiJnAcGF27g2DxGRLdufmo3sW8XC9e8ObKNgN+rAgGIhchYQ3J92g2NRiIhsWEZOgXBt58YeNrcwYHkYUCzEyUGLrgF1hOt5yzERke2as/mUUJ1WA5tde+d+DCgW9O24rsK1vOWYiMg2zdpwHJdyxAbHdg+sa9O3Ft+LAcWCnBy0mNhT/Jbjv46lK9gNERGZm77EiKW704TrewXWU64ZlWFAsTA5txz/evASL/MQEdmQ5XtThWs1kDd+0doxoKiA6C3Ht4uNvMxDRGRD/rM9Rbh2ULCPTa9efD/7eaUqJueW4693iX8zExGRehXoDcgtLBGq1WqAeSM6KdyRujCgqICcU3bbT12DvsSoXDNERGQWE749IFw7tH0DuxkcexcDigo4OWjxWEvxgU9v/3ZEwW6IiEhpBqOEPSnXhes/fSpYwW7UiQFFJSb0bCZc+0diOgfLEhFZsX3nrkP0t3idGg52NfbkLvt7xSoVEuAJnUbs9J1RAvadFU/eRESkLq/9cli4Vs4fsLaEAUUldFoNOjXyEK6fvemEcs0QEZFi8gtLcOWmXrh+XPemCnajXgwoKvJqn0Dh2iOX8jhYlojICk37OUG4dlA7b7u8vAMwoKhKePO6kDNIO2oNB8sSEVmbU1n5wrXzRz6iYCfqxoCiIjqtBk92bCBcvyaBg2WJiGyVfx1Xu7u1+F4MKCoTPUz8VjIJwJ5TV5VrhoiITMpglJB9S2z8yYdPBCncjboxoKiMk4MWA4J8hOuj/jiqYDdERGRKj8/ZgVt6Q6V1Oi3QS8b8WLaIAUWFFv1DfDrj9NxCDpYlIrICL648gHPXbgvVPh/WxK4v7wAMKKqk02rQM7CucP13cWnKNUNERNVWoDdgy4krwvURbcTPpNsqBhSVWvJcZ+HaeVtOK9gJERFV18TvxNfd8ajhiJAAsVXubRkDikq5OunQwruWUO3NIgP+OHhJ4Y6IiKgqDEYJcWezhevHhgfY/eUdgAFF1dZP6SFc++aaI7zlmIhIhfanZqNY8PezgxaY3Lu5wh1ZBwYUFXNy0KKWs06oVm+880NARETqcuVmoXDtSz2b8ezJ/zCgqFwTr5rCtV/vOqtgJ0REVBVp124J1Wk1wGt9WyrcjfVgQFG56Y+Lf7NuP3WVtxwTEanIxmMZmLvljFDtopEdefbkHgwoKterZT3oZHy/roxNU6wXIiISZzBKmL5KbM20iT0DEBnsp3BH1oUBReV0Wg1e7dNCuP5A2nUFuyEiIlGxZ67htsCssVMebYaoyDZm6Mi6MKBYgcm9m8NR8DRKzu1ihbshIiIRC7eJzVF14YbY7LL2hgHFCui0Grzcq5lQ7f60G9h4LEPhjoiIqCIGo4SDF3KEai/niN/lY08YUKzE1IgWcHIQO1xvrznKOVGIiCxo37nrEP013LCOq7LNWCkGFCuh02qwYEQHodqc28VYtC1F2YaIiOih9qZcE64d3qmhgp1YLwYUK9I/yBcvdGsiVPv1rrM8i0JEZCHpOQVCdQ5aDcKbiy8Oa08YUKzM44IrXN7SG7Bom9i990REZFoFAnfvAEBE6/qc++QhGFCsTEiAJ9xdHYRqF247w7MoRERmFh2TjE3JWUK1z4U1UbYZK8aAYmV0Wg0eb+0tVFtiBPacvqpwR0REdFdMUjqW7EoVqq1TwxFdm3op3JH1YkCxQt1kXK/8JCZZwU6IiOgug1HCe38eE66PHtaOl3cqwIBihXzcxW9JO3XlFi/zEBGZwf7UbGTfEpssc1y3Jugf5KtwR9aNAcUKhQR4ylqfJ/aM+O1uRERUNUt3i68oHyF4w4M9Y0CxQjqtBoNlLCq1OuGSgt0QEZG+xIhtJ8XG/HnVdEJIgKfCHVk/BhQrNfvp9sK1u89woCwRkZJWxooNjAWAj4YEceyJAAYUK+XkoIV3bSeh2hu3i6EvMSrcERGR/VqflC5U18TTFZHBHHsiQpGAcvnyZfzzn/+El5cXXF1d0a5dOxw8eLD0eUmSMGPGDPj6+sLV1RURERE4c4aTisn1QvcA4drv4tKUa4SIyI4ZjBKOXc4Tqu3YqI7C3dgOkweUGzduoFu3bnB0dMRff/2F5ORk/Pvf/0adOn8flNmzZ2PBggVYvHgx4uPjUbNmTfTr1w+FhVzRUY6x3ZoK157P5nLeRERKmPrzYRgEb5YcxnV3hIlNSSrDZ599Bn9/fyxfvrz0sYCAv//SlyQJ8+bNw3vvvYchQ4YAAL799lt4e3vjjz/+wIgRI0zdks1yctCia1NP7DuXXWmtP1fLJCIyOX2JEeuTMoRqnR20XHdHBpOfQVm7di06d+6Mp59+GvXr10fHjh2xdOnS0udTU1ORmZmJiIiI0sfc3d0RGhqKuLi4cvdZVFSEvLy8Mh90x7cvhEJkqNV/tp9FjOAPERERiZEzOPaVR5tzcKwMJg8o586dw1dffYXAwEBs2rQJL7/8Ml599VWsXLkSAJCZmQkA8PYuO127t7d36XP3i46Ohru7e+mHv7+/qdu2Wk4OWkzoWflYlBsFxXjlxwREc2ZZIiKT+XrXOaE6B60Gk3s3V7gb22LygGI0GtGpUyd88skn6NixIyZMmIDx48dj8eLFVd5nVFQUcnNzSz8uXrxowo6tX1RkG0zsGSB0JmXJrlTECI42JyKih5u14Tiu5uuFajs1qsOzJzKZPKD4+vqiTZs2ZR5r3bo1Lly4AADw8bkze15WVtmVHrOyskqfu5+zszPc3NzKfFBZUZFtsOL5LkK1r/50mNPfExFVg77EiKW704Trp/DsiWwmDyjdunXDqVOnyjx2+vRpNG7cGMCdAbM+Pj7YunVr6fN5eXmIj49HWFiYqduxKwfOVz5YFgBKJGAPJ28jIqqyt387Ilzr7KDh4NgqMHlAee2117Bv3z588sknSElJwY8//oivv/4akyZNAgBoNBpMmzYNH3/8MdauXYujR49i9OjR8PPzw9ChQ03djp0RP3349q/iP1xERPQ3g1HC74fFL5VzcGzVmDygdOnSBb///jt++uknBAUF4aOPPsK8efMwatSo0po333wTU6ZMwYQJE9ClSxfk5+dj48aNcHFxMXU7diWsmZdwbcZNPWeXJSKqgvmbT0H0IrlOA0zuHahoP7ZKI0mS1Q1GyMvLg7u7O3Jzczke5R4Go4Tm78QI/+D41HbCvncfV7QnIiJbIvf37LCOfpjzbEdFe7Imct6/uRaPDdFpNQhvJr5CZuZNPfILSxTsiIjItuw6eUU4nADAp8PFF3alshhQbMx/x4TIqv/H0vInxyMiogdN+eWwcG3XJnXg5MC32ariV87GuDrpEFivpnD9sfQ83nJMRCSgQG9AfpFBuP7bF7sq2I3tY0CxQRum9hSuNUrAvrPXFeyGiMg2TPzuoHBtozquPHtSTfzq2SAnBy3GhjUWrv/8/04q2A0RkfUzGCXsPnNNuD5Gxh+KVD4GFBs1c0iQcHpPvJjLW46JiCowb4v4rcWeNR1Ry8VB0X7sAQOKDRvfo/JFBO9avld8RU4iIntiMEr4cvtZ4fq9b/VRsBv7wYBiw8Kbik+tvDm5/JWkiYjs3dSfD0P0XoJ6tZzg6qRTtiE7wYBiw7o284JOcHbli9kFyjZDRGSF9CVGbEjKEK6f0LOZgt3YFwYUG6bTajCkg59QbdbNIkTHJCvcERGRdXlnTZKsidnGhDdRqhW7w4Bi4+TMYvj1rlQOliUi+h+DUcLaI+KLAj7Wsh5vLTYhfiVtnJODFhN7ig2WlQBEreEqx0REwJ05ovQG8fMnvLxjWgwodiAqsg0ae9YQqv0zMZ0zyxIRAYg7Jz7viZuLDiEB4muhUeUYUOxEx0YeQnUlRmDazwnKNkNEZAU2HBUfHDuue1PotIJ3JZAQBhQ7MbxjQ+HadUmZiJExap2IyNbM2nAcqdduC9XWctZhcu9AhTuyPwwodiI8sC5cZAzemr4qkZd6iMgu6UuMWLo7Tbh+9vBgnj1RAAOKndBpNZjzTAfh+sISI2JTxK+/EhHZinfWJAnX9mlVD5HBYtM5kDwMKHYkMtgXg4J9hevnbz2tYDdEROpjMEpYK+MS94s9eOeOUhhQ7Mz8ER0heiLy4PkcXuYhIruy79x14fmgajjxzh0lMaDYGZ1Wg4C6YrccA8DUnw4r2A0Rkbp8v++8cO0zjzTk2BMFMaDYoWe7NBKuXX80g7PLEpFdMBgl7D5zVbi+X5D4JXOSjwHFDo3tJjaz7F0rY9OUaYSISEX2p2Yjv8ggVOtZw5GXdxTGgGKHnBy06NDQXbj+QFq2gt0QEanD5uRM4dqPh7bj5R2FMaDYqTf6txKuTb2ar2AnRESWt/FYBr7ZmyZUOzjYB5Ey7oikqmFAsVNdm3qhppNOqPbM1VuISRJf0ZOIyJoYjBJeXyW2UGqdGo6YN6KTwh0RwIBit3RaDT5/qr1w/as/c2ZZIrJNC7eewS292NiT6GG8tGMuDCh2LDLYF31a1ROqLTFKeGZJrMIdERGZl8Eo4audZ4VqBwT5oD/v3DEbBhQ7J2cWxEPnc1Ag+FcGEZE12Hf2OooEp1JoVq+mwt3QvRhQ7FxIgCc8azoJ138Sk6xgN0RE5vXF/50Urg1rWlfBTuh+DCh2TqfV4OMhQcL1205eUbAbIiLz0ZcYkXgxV6jW2UGLrs28FO6I7sWAQogM9kVr39pCtZdzChHNsyhEZAO+i0uD6ND/l3s15eBYM2NAIQDAmpe7Cdd+vTuV098TkdU7n31bqM5Bq8GUPi0U7obux4BCAABXJx0eb1NfqFaSgKg1YnMGEBGplX8dV6G6oR0a8OyJBTCgUKmlo7ugXi2xAbO/JaRj47EMhTsiIlLGxmMZWLYnrdI6jQb4ZFg75RuiBzCgUBndmouPUv9g7XFO3kZEVmfjsQy8/H0CMvMKK62d0CMATg58q7QEftWpjOGdGgrXZuYVYX8qFxIkIutxd1r7yv600gCY2DMAUZFtzNEWlYMBhcoIb15X1l8Lm47zMg8RWY9pPycITWv/7QshDCcWxoBCZei0Gkx6tLlw/ZqEy7zMQ0RWQV9ixLqkTKHa7Nt6hbuhyjCg0AMm926OGo5iKx3nFZbwMg8RWYVes7cL19av7aJgJySCAYUeoNNqMLFXU+H6N3/jLcdEpG4frT+ODIFBsQBQw0mHkABPhTuiyjCgULkm9w5ELWcHodqL2QV4ceV+hTsiIqoafYlR6JbiuyKDfDjviQowoFC5dFoNZg8PFq7fcuIqVzomIlX6Li5NVv0nw8R/95FyGFDooSKDfdG7VT3h+vDoLQp2Q0RUNbvPXBWuDaxXk/OeqASPAlVofI9mwrU3CkqQX1iiYDdERPIYjBL2nr0uXD9jcFsFuyE5GFCoQiEBntDJuBT76OfblGuGiEimBVtPo9ggNhVCDSctwmXMpk3KYkChCum0Ggxu7ydcf+1WMceiEJEqGIwS/rs7Vbh+zjMdODhWRRhQqFKzn2ovq37idwcV6oSISNz+1GyhWWMBYECQD/oH+SrcEcnBgEKVcnLQYmxYY+H63WeucXZZIrK4KzfF5j0BgH92Ff8dR+bBgEJCZg4JgoPgqU8JwIKtZ5RtiIioEqKzwdZydkDXpl4Kd0NyMaCQsGWjOwvXLth6hmdRiMhiDEYJRkmCh6tjpbWzhwdz7IkKMaCQsO4t6gnf0SMBmPwDx6IQkfnFJGWgy8dbMOq/8cgpKK6wdmLPAEQGc+yJGjGgkDCdVoMpvQOF6/86fgX6EqOCHRERlRUdk4xXfkyodDViz5qO+M8/OiIqso2ZOiO5GFBIlil9AiHnROjoZfGK9UJEdK+YpHQs2VXxbcXODlr8MC4UB959HJHB4lMokPkxoJAsOq0GPQLFJzLal5rNsyhEpDiDUcIbvyZVWldUYoRRkjjmxAowoJBsS54THywLAKOX7VOoEyKiO/aduy4858mahEsKd0OmwIBCsrk66dDJ3124fl/qDZ5FISJFfb7xpHCtaJAhy2JAoSpZ/XI3WfVRvx1RqBMisnf6EiMSL+UK13dpUkfBbshUFA8on376KTQaDaZNm1b6WGFhISZNmgQvLy/UqlULw4cPR1ZWltKtkAnptBq82ru5cP2aw+mcF4WIFPFdXJqs+jHhAco0QialaEA5cOAAlixZguDg4DKPv/baa1i3bh1Wr16NnTt3Ij09HcOGDVOyFVLA1IgWEB1nJgF4Zkmsov0QkX367bD4mJKB7Xzg5MCLB9ZAsaOUn5+PUaNGYenSpahT5+/Tabm5uVi2bBnmzJmD3r1745FHHsHy5csRGxuLffs4mNKa6LQaTH5M/CzKofM5XOmYiEwqJikdyek3hWodtBosGNlJ4Y7IVBQLKJMmTcLAgQMRERFR5vFDhw6huLi4zOOtWrVCo0aNEBcXV+6+ioqKkJeXV+aD1GFqRAs4ik4vC6Dbp1sV7IaI7InBKOG1VeLj2+Y+24G3F1sRRQLKzz//jISEBERHRz/wXGZmJpycnODh4VHmcW9vb2RmZpa7v+joaLi7u5d++Pv7K9E2VYFOq8H8ZzsK12ffLkZ+YYmCHRGRvVi49QyKBO8QbNfADYPbc2I2a2LygHLx4kVMnToVP/zwA1xcxFaSrExUVBRyc3NLPy5evGiS/ZJpRAb7ooG7+LF+9IttCnZDRPbAYJSwcLv4qunvcEp7q2PygHLo0CFcuXIFnTp1goODAxwcHLBz504sWLAADg4O8Pb2hl6vR05OTpntsrKy4OPjU+4+nZ2d4ebmVuaD1OWTJ9sJ117LL8asDccV7IaIbN2zS2JhEJxeqZazDiEBnso2RCZn8oDSp08fHD16FImJiaUfnTt3xqhRo0r/7ejoiK1b/x6LcOrUKVy4cAFhYWGmbofMpHuLerLW6Fm6O42TtxFRlRToDTh4Pke4/sXuTTn2xAo5mHqHtWvXRlBQUJnHatasCS8vr9LHx40bh+nTp8PT0xNubm6YMmUKwsLC0LVrV1O3Q2ai02ow96n2mPar+IC1t387gjkyxq8QEQFAt8/EB9s7O2gxpY/4KuykHha5GXzu3LkYNGgQhg8fjp49e8LHxwdr1qyxRCtkQkM7N4S3m5Nw/e+cvI2IZFqbcBnZt4qF6+c+055nT6yURpIkq3uHyMvLg7u7O3JzczkeRWUMRgnN3okRrh/UzheLRnFeAiKqnMEoodX7f6HYIPa21cbHDTHTeijcFckh5/2b0+mRSem0Ggzr2EC4fv3RDI5FISIhi7adEQ4nAPDbK+EKdkNKY0Ahk/t0eHDlRfcYtGC3Qp0Qka0wGCUs2CZ+W3EDDxe4OukU7IiUxoBCJufkoMWgduXfMl6e01fysT4xXcGOiMjaPb14r/BtxQCwZfqjivVC5sGAQoqYP7ITZMyAj9dWJ3LALBGVa92RdCRcyBWuj2hdn2dPbAADCinizhT4HYTriw0SYlOuKdcQEVklg1HCO78fFa6vX9sJ/x3TRcGOyFwYUEgxgzo0gI+bs3D9QhnXl4nIPuxPzcZNGet3zeXcSjaDAYUU9fnw9sK1hy/c4GUeIirj611nhWtdHXXo2tRLwW7InBhQSFHhgXXhIPhdVmwEnlkSq2xDRGQ1YpLSsf3UVeH62U8Fc1I2G8KAQorSaTWY90wH4fpD53Mw/tsDyjVERFbBYJQwfZX40hlBfrUxuL2fgh2RuTGgkOIGdWiARxp7CNdvTr6CAr1BuYaISPViU66hUMYkju8ObKtgN2QJDChkFqsmhqOGk/i32wSeRSGya5N/TBCu9azpiJAATwW7IUtgQCGz0Gk1mCPjUs/ulOvYeCxDuYaISLVeWB6PXBl37nw8JIhjT2wQAwqZTf8gX/jJuO146s+cvI3I3szakIxtp8TnROoa4InIYI49sUUMKGRWo8OaCNcWlRgx9afDyjVDRKqiLzFi6e5UWdt8Oy5UoW7I0hhQyKxe6NFUVv0GrnZMZDeW7z0nq761b204ic5jQFaHR5bMyslBi4k9A4TrJQBjvtmnXENEpBqfbTwlq37Ny90U6oTUgAGFzC4qsg0GyljtOO7cDUTHJCvYERFZ2sw/jkLOkDMuCGj7GFDIIhaM7ARnB/FR90t2pfJSD5GN0pcYsXLfBeF6d1cHLghoBxhQyCJ0Wg3+/ZT4Oj0AMHoZL/UQ2aK3fxOfMRYAFo3opFAnpCYMKGQxgzo0QFADN+H6fak3eBaFyMZsPJaBNYfThes1uLPGF9k+BhSyqHcj28iq51kUItthMEp467ckWdv8e3g7TspmJxhQyKJCAjxRx9VBuJ5nUYhsx9SfDyO3QHzG2BqOWgzr0kjBjkhNGFDIonRaDWY92U7WNqOXxSvUDRGZS0xSBtYnyVvOInFmP4W6ITViQCGLiwz2Q2SQ+G3H+1KzEZMkfs2aiNTFYJQwfXWirG0m9gzgpGx2hkebVGHhPzrJ+mac9sthrtNDZKViU66hsFj8Uu34HgGIkjlejawfAwqpgk6rweTHmgvX6w1A37k7lGuIiBTzxq/itxW/2rs53h3IcGKPGFBINaY+3gI6GYPzz169jY/Wc4ZZImuyNuESMvOKhGodtMDUiBYKd0RqxYBCqqHTajC5d6CsbZbt4QyzRNZi47EMvLpK/OzJkPZ+vKXYjjGgkKq82icQNZzkfVtyMUEi9TMYJXyw9risbaKHy5ttmmwLAwqpik6rwZxnOsjaJu7cDcTIvF2RiMxr0bYU4Us7ANDGpzbv2rFzPPqkOv2DfPFqb/EBswDw5q9HeFcPkUptPJaBuVtOy9rmt1e6KdQNWQsGFFKlqREt4CI+wSzy9QYs2paiXENEVCUGo4RXfzosa5vH29SHq5NOoY7IWjCgkCrptBrMk7li6fytp3kWhUhlnl68F3qD+M9lROv6WDq6i4IdkbVgQCHV6h/ki2l9xC/1GCVg7uZTCnZERHKsT0xHwoVc4frRXRvhv2MYTugOBhRStSl9WsDD1VG4/svtZ3kWhUgFDEYJUX8clbXNgHZ+CnVD1ogBhVRNp9Xg0+HiiwlKACLm7FCsHyISsz81GzcLxVcq9qzpiJAATwU7ImvDgEKq1z/IFz0D6wrXp167jRdX7lewIyKqzNLdZ2XVfzwkiJOyURkMKGQVljzXWVb9lhNXUaA3KNQNEVVEX2LE9lNXhevHdQ9AZDAv71BZDChkFVyddHikkYesbSZ+d1CZZoioQgPm7oAkOBSsT6t6eH8QFwOkBzGgkNVY9VK4rMUEd525ho3HOMMskTkFzdyIs9cLhGobeLhg2fMhCndE1ooBhayGTqvBwpEdZW3z1q9JvKuHyEyCZmxEfpH4pdUXugUo2A1ZOwYUsiqRwX54oVsT4frcwhI8szhWuYaICAAw9pt45MsY96XVAM+FNVGuIbJ6DChkdWYMbovgBm7C9Ycu5PCuHiIFFegN2H76mqxtxvcI4GKAVCF+d5BVWjulBzo1cheu33LiKtYnXlawIyL7NeHbA7Lq2/jWRlQkB8ZSxRhQyGqtfqkb3JzFFxSbvjqR41GITGzjsQzsTrkua5vfXuZKxVQ5BhSyWjqtBuN6NBWu1xuAhVvPKNgRkX0xGCVM/yVR1jYdGrhxpWISwoBCVm1y70A4ybj3eN7WM7z1mMhEnl4ci9vFRlnb/Dapu0LdkK1hQCGrptNq8FKvZrK2iVpzlJd6iKpp1oZkJFzIkbXNwpEdOZ09CWNAIas3NaIFHGWcRblxuxiLtvFSD1FV6UuMWLo7VdY2j7epj8HtOZ09iWNAIaun02ow/1l5E7gt2HqGZ1GIqmjg/F3y6oPqY+noLgp1Q7aKAYVsQmSwLyb2FJ+V0iABnT76PwU7IrJNszYcx5mrt4TrHbTAgn/IW+yTCGBAIRsSFdkGi0Z0gOjFntyCEoz9Jl7RnohsyZ1LO2mythnSwY/jTqhKGFDIpgzq0ABT+wQK128/fQ1/HuYEbkQinlsWJ3ub6GHtFeiE7AEDCtmcKX0CIWcG7am/JPLWY6JKfLT2OOJTc2RtM647p7OnquN3DtkcnVaD8GZ1ZW0z9WfOMkv0MC+u3I9lsWmytglu4Ib3B3E6e6o6BhSySUuekzcor6jEiPlbTivUDZH1mrUhGVtOXJW1TYeGtbF2Sg+FOiJ7wYBCNsnVSYfeLeWdRVm0PYVnUYjuUZX5Thx1Gvz2CsMJVZ/JA0p0dDS6dOmC2rVro379+hg6dChOnTpVpqawsBCTJk2Cl5cXatWqheHDhyMrK8vUrZCd+2ZsKOrVchKuN0pAxL93KNcQkZV569dE2dvMf5azxZJpmDyg7Ny5E5MmTcK+ffuwefNmFBcXo2/fvrh16+/75l977TWsW7cOq1evxs6dO5Geno5hw4aZuhUiHHjvcTSrV0O4PvX6bYxbwVuPiQxGCX8myhs8Pr5HE0QG+yrUEdkbjSRJip7Tvnr1KurXr4+dO3eiZ8+eyM3NRb169fDjjz/iqaeeAgCcPHkSrVu3RlxcHLp27VrpPvPy8uDu7o7c3Fy4ubkp2T7ZAH2JES3e+0vWNotGdMSgDpyWm+zXsC/3IOFirnB9aIAHfpnYTcGOyBbIef9WfAxKbu6db3BPT08AwKFDh1BcXIyIiIjSmlatWqFRo0aIiyv/HvuioiLk5eWV+SAS5eSgxcB23rK2eW0V7+oh+zVw/g5Z4QQAvhsXplA3ZK8UDShGoxHTpk1Dt27dEBQUBADIzMyEk5MTPDw8ytR6e3sjMzOz3P1ER0fD3d299MPf31/JtskGLRj5CHQyvtuLjRKe/ipWuYaIVGrg/F04niE+lT0AvBDemPOdkMkp+h01adIkHDt2DD///HO19hMVFYXc3NzSj4sXL5qoQ7IXOq0G85+Rt6BgwsUcjFuxX6GOiNSn5+xtOJ5xU9Y2jT1dMeOJIIU6InumWECZPHky1q9fj+3bt6Nhw4alj/v4+ECv1yMnJ6dMfVZWFnx8fMrdl7OzM9zc3Mp8EMk1qIMf+rSqL2ubrSev4sN1xxTqiEg9xq2Ix4XsAlnbBHjVwM43eyvUEdk7kwcUSZIwefJk/P7779i2bRsCAsquMPvII4/A0dERW7duLX3s1KlTuHDhAsLCeA2TlLXs+S5o10BewF2+9zw+WsuQQrarQG/A1pPXZG3jrAO2vP6oMg0RQYGAMmnSJHz//ff48ccfUbt2bWRmZiIzMxMFBXeSubu7O8aNG4fp06dj+/btOHToEMaOHYuwsDChO3iIqmvdlB4IlHHrMQAsiz2P8d8eUKgjIssa9p89srf54hnOd0LKMnlA+eqrr5Cbm4tHH30Uvr6+pR+//PJLac3cuXMxaNAgDB8+HD179oSPjw/WrFlj6laIHmrD1F6Q+6t1c/IVrE9MV6QfIkvJLyzBicx8Wdv0aVUPg9vzNnxSluLzoCiB86CQKczakCx7Gm8AOPtJJP9yJJsQHZOMJbvk/Qx4uGiR+MEAhToiW6eqeVCI1OrdgW1kD5oFgJCPNinQDZF5VSWcAEDcO30V6IboQQwoZNeWPd8FfVrVk7XN9QIDnl+2T6GOiJSnLzFWKZz0aVUPrk46BToiehADCtm9Zc+HYGy3xrK22XHmOp5YuFuhjoiUNWpp+bN2V8TDxQHLng9RoBui8jGgEAGYOTgIIU3qyNom6XIe50ghq7M24TIOnM+Rvd3+9x43fTNEFWBAIfqf71+Uf5v78r3nEZMkb8VXIkuZtSEZr65KlL3d+B5NOJU9mR2/44j+x8lBizFh8i71AMDknxK4sCCpXlXvWuvTqh7eHdhWgY6IKsaAQnSPD4cEwc3FQdY2Rgno+CHv7CH1iklKr1I4eaxFPY47IYthQCG6T9IH/eBVQ96dCnlFBgyct0OZhoiqwWCU8MqPh2VvV6+WE5a/wHBClsOAQlSO/e/1g5ODvMnYjmfewgtc/ZhUpsu/NlZpu33vRJi4EyJ5GFCIyqHTarBgREfZ223j6sekIu0+2ITsQqPs7RaO5Do7ZHkMKEQP0T/IF//5RyfZ2y3fex4frzuuQEdE4iLn78TNwhLZ23GdHVILBhSiCkQG++KlXgGyt/vv3jTM2pCsQEdElXt++T4kZ8hbABAA2vrW5KBYUg0GFKJKvNGvNXRVONu9dHcqYpK4+jGZ19hv4rHj1HXZ2zVwd8aGqY+aviGiKmJAIaqETqvBl6PkX+oBgFd+PMw5UshsBi/Yhe2nr8nerpazA/ZGcVAsqQsDCpGA/kG+WPzPTlX6gWn1XozJ+yG637gV8TiaflP2dg3cnXDsw34KdERUPQwoRIL6B/ni5McDZF/uKTYCnT6s2q2eRCL+TLyMrSflnznxq+2IvVFcY4fUiQGFSAYnBy0WjpR/uSe7wIC31sifLIuoMuuOpGPqz4myt6vt4oDYd/uaviEiE2FAIZIpMtgXY7s1kr3dL/vT8cTC3Qp0RPZq1objmPKT/ODbuI4Ljn7AyzqkbgwoRFUwc3A7tPWtJXu7pMt5GPtNvAIdkb35aP1xLN2dJns7DYBtb/Q2eT9EpsaAQlRFG6b2gqervDV7AGD76WsYOH+nAh2Rvfho7XEs25NWpW0XcJZYshIMKETVkDCzPzxryFv9GACOZ+Sj1+fbFOiIbN34bw9gWWxalbaNaF2fs8SS1WBAIaqmhBn94CJzYUEAOH+9AL8dvKhAR2Sr1iemY3PylSpt+2hgHfx3TBcTd0SkHAYUIhM4+XFklS73vP5rEr7YeJKTuVGl9CVGTPm5aneCNfJ0xYpx4SbuiEhZDChEJpIwsz+eDZF/+nzRjrNoM2MjNh7LUKArsgXrEy+jxXt/oSoxNriBG3a9yUGxZH3kXzwnoof6bFhHnLicj6TLebK2Kyox4qXvE7BwZEeOEaAyXlx5AFtOyL+so9UAh9/vC/cajgp0RaQ8nkEhMrG1U3rgsRZ1q7TtlJ8OY9aG4ybuiKzVC8v3VymcAMCikZ0YTsiqMaAQKWD5C6FVmicFAJbuTsOH646auCOyNuNW7Me2U1ertO2L3QIQGexr4o6IzIsBhUghG6b2QmMv1yptu3zvBYxdvt/EHZG1mPnHUWw9WbVw0qdVXbw3uI2JOyIyPwYUIgXtfKM3/v1UcJW23X7qKnrO5lwp9mbwwt1Yue9ClbZ9rEVdLHs+1MQdEVkGAwqRwoZ39seCZzpUadsL2QUYMHeHSfshddKXGBH6yWYclTnA+q4g39pY/gLDCdkOBhQiM3iiUwM83qZ+lbY9kXULQTP+4lwpNuzjdclo8d5fyMrTV2l7/zrOWD+1p4m7IrIsBhQiM1k6ugvGdmtcpW3z9UY0eycGMUnpJu6KLO2Jhbvx372pVd7+0Rb1sPutCBN2RKQODChEZjRzcBDGdQ+o8vav/HgYszYkm7AjsqSx38TLnjPnXj0DvbDihRATdkSkHpyojcjM3h/UBoBU5dVol+5Oxfnrt/DVPztzVVorpS8xov+c7TiXXVjlfdSt6Yhvx3U1YVdE6sIzKEQW8P6gtnghvEmVt/+/5Cto9k4M1ifyko+1iY65M96kOuGkkacrDr7f14RdEakPAwqRhcx4om2VB87eNfnnw3hxJedLsRazNhzHkl1VH28CAPOeas+1dcguMKAQWdDS0V2wcGRHVOdKzZYTVzFuBUOK2v15+DKW7k6r8vYBXq44+0kkhnZuaLqmiFSMAYXIwga398OZWZGo5VT1H8etJ6/imcV7oS8xmrAzMgWDUcLkHxMw9ZfEKu/j+a6NsP2N3hxzRHaFAYVIBXRaDY79awBqu1R93Pr+tBy0eO8vfLSed/mogcEoYf6WM2j3wSasT8qo8n4eb1MfHwxtZ8LOiKyDRpIkq5v9KS8vD+7u7sjNzYWbm5ul2yEyqTHf7MPO09ertQ8fN2fserM3nBz4N4glxCRl4M3fkpBfVFLlfWgALBzREYM6+JmuMSILk/P+zYBCpEJ/Hr5crUsCd0UG+WDhPzrx0oCZ6EuMeG7ZPsSn3qjWfto3qIU1k3ryuJHNkfP+zT+viFRoSMcGWPzPTtX+AY05lokW78Zg47GqX2KgyhmMEib/kIAW7/1V7XDSroEb/pzSi+GE7B4DCpFK9Q/yxZlPIuHmrKvWfgwS8NL3Cfhi00mu56OA9YnpCHw3BuuPVj8E9mlVD+um9DBBV0TWj5d4iKxA90+34lJO1Sf2uksDYP4zHfBEpwbVb8rO6UuMGDB3B85eL6j2vpwdNPj3U+0xqAOPC9k2jkEhskHjVuzH1pNXTbIvDqKtOoNRwqs/HcKGo1km2d+gYF/MH9GRl3TILjCgENmoAr0BT365Byez8k2yv9AmdfDdi10ZVATcuW34NBZtT4EprpTVcnbA7OHBiAz2rf7OiKwEAwqRjZu14Xi1ZiW93yON3PDThG4MKg+x8VgGXv050SQT4dV00mFCz6aY3DuQZ03I7jCgENmBmKR0vPLjYZPuc0Db+lg0iqsk31WgN2DitwewK6V689LcNaidN+aPfIRfX7JbDChEdsJglPD0V3uRcDHXZPvUABjeqQE+GRZsl2dUDEYJsSnX8MavR5CZV2Sy/Y4Na4yZQ4JMtj8ia8SAQmRnCvQGPPLR/+F2sWnX4qnj6oiJvZrihe5NbT6s6EuMeGNVIv6sxrT0DxPcwA1refswEQMKkb3qOXsbLmRX/7bX8gQ3cMNb/VujazMvm7lEYTBK2HP6KqJ+T0J6runOltwronU9/HdMiCL7JrI2DChEduzDdUexfO8Fxfav1QDdm9fFkuc6w9WpepPIWYLBKGHfuetYseccNpvotu3ytPaphTWvdLfKrxGRUhhQiOycvsSIt1Yn4vcjyk9x7+oAdG1aFwv/8QhqVWM1ZiUZjBJ2HM/CW38k4dqtYkU/l4erA/a/+7jNXxIjqgoGFCICcOeN+an/7MbhSzfN8vlqOGnRrVldhAR4Ykx4gMXepPUlRny9MwXLY9OQc7sYBjP9lnshvAlmPNHWPJ+MyAoxoBBRGaae4E1UvVqOADSo6axDWDMvzBgUZPJLHgajhH1nryP23DWkXs3HluQs6E07VrhSXQM88e24UJ41IaoEAwoRlUtfYkTIrM3IKSixWA/uTkD/4Aa4fksPg1FCcnoebhcVQ6PRwNvNBS3q18YtfUlpmPJxc0adGo64mq+HBhLOXb2F28V3fm05aIBiC/4G40y8RPIwoBBRhXJvF6PH7K3IKzRYuhWro9UAwzra7zwxRNUh5/3boj9dX375JZo0aQIXFxeEhoZi//79lmyHyG6413BE0gf9ceJf/fHPUH/UreVo6ZZUr4G7C1Y+3wVnZkXii2c6MJwQKcxiZ1B++eUXjB49GosXL0ZoaCjmzZuH1atX49SpU6hfv36F2/IMCpHp6UuM6PX5NmQoNB+ItfJw0WH/e30ZSIhMwCou8YSGhqJLly5YtGgRAMBoNMLf3x9TpkzB22+/Xaa2qKgIRUV//9LMy8uDv78/AwqRAtYmXMKrq45Yug2Lq1/LEZunPwb3Gjy7RGQqqr/Eo9frcejQIURERPzdiFaLiIgIxMXFPVAfHR0Nd3f30g9/f39ztktkV57o1BBnP4nE8uc6o6GHs6XbMbsnO/ji9McDsP+9vgwnRBZkkVmVrl27BoPBAG9v7zKPe3t74+TJkw/UR0VFYfr06aX/v3sGhYiUodNq8Fhbb+xp61068+rK2FT8X/IVS7dmcm4uOjTyrInXI1qgZ6v6NjONP5G1U+e0j/dxdnaGs7P9/SVHpAY6rQbdmtdFt+Z1S9euWbwrBQkXclBUYnU3AQK4c+p4Yo8A/L8BrRlIiFTKIgGlbt260Ol0yMrKKvN4VlYWfHx8LNESEQnQaTXo1ao+erW6M5D97tmVzzedROLFXAt3V7G23jXxfPemaOhZEyEBngwmRCpnkYDi5OSERx55BFu3bsXQoUMB3Bkku3XrVkyePNkSLRFRFfx9dqU79CVGfBeXhvPZt9HQwxXH03Pw55FMs/ekBaDR3OmtY0M3vPJYC3RvUY+BhMjKWOwSz/Tp0zFmzBh07twZISEhmDdvHm7duoWxY8daqiUiqgYnBy3G9Wha5rE5z0rYkpSBt9ceRV5BCZwdtOjSyA0+dWqaZCZZVx2gc9TC2UGH9g09MH9EJ9UuWEhE8ljsJ/nZZ5/F1atXMWPGDGRmZqJDhw7YuHHjAwNnich66bQa9Ovgh34d/CzdChFZGU51T0RERGah+nlQiIiIiCrCgEJERESqw4BCREREqsOAQkRERKrDgEJERESqw4BCREREqsOAQkRERKrDgEJERESqY5VzQt+dWy4vL8/CnRAREZGou+/bInPEWmVAuXnzJgDA39/fwp0QERGRXDdv3oS7u3uFNVY51b3RaER6ejpq164NjcY0K5Tm5eXB398fFy9etNnp8/kabYOtv0Zbf30AX6MtsPXXByjzGiVJws2bN+Hn5wettuJRJlZ5BkWr1aJhw4aK7NvNzc1mv9nu4mu0Dbb+Gm399QF8jbbA1l8fYPrXWNmZk7s4SJaIiIhUhwGFiIiIVIcB5X+cnZ0xc+ZMODs7W7oVxfA12gZbf422/voAvkZbYOuvD7D8a7TKQbJERERk23gGhYiIiFSHAYWIiIhUhwGFiIiIVIcBhYiIiFSHAYWIiIhUx64CyqxZsxAeHo4aNWrAw8Oj3JoLFy5g4MCBqFGjBurXr4833ngDJSUlFe43Ozsbo0aNgpubGzw8PDBu3Djk5+cr8Ark2bFjBzQaTbkfBw4ceOh2jz766AP1L730khk7l6dJkyYP9Pvpp59WuE1hYSEmTZoELy8v1KpVC8OHD0dWVpaZOhaXlpaGcePGISAgAK6urmjWrBlmzpwJvV5f4XZqP4ZffvklmjRpAhcXF4SGhmL//v0V1q9evRqtWrWCi4sL2rVrh5iYGDN1Kl90dDS6dOmC2rVro379+hg6dChOnTpV4TYrVqx44Hi5uLiYqWP5Pvjggwf6bdWqVYXbWNMxBMr/vaLRaDBp0qRy69V+DHft2oXBgwfDz88PGo0Gf/zxR5nnJUnCjBkz4OvrC1dXV0RERODMmTOV7lfuz7IcdhVQ9Ho9nn76abz88svlPm8wGDBw4EDo9XrExsZi5cqVWLFiBWbMmFHhfkeNGoXjx49j8+bNWL9+PXbt2oUJEyYo8RJkCQ8PR0ZGRpmPF198EQEBAejcuXOF244fP77MdrNnzzZT11Xzr3/9q0y/U6ZMqbD+tddew7p167B69Wrs3LkT6enpGDZsmJm6FXfy5EkYjUYsWbIEx48fx9y5c7F48WK88847lW6r1mP4yy+/YPr06Zg5cyYSEhLQvn179OvXD1euXCm3PjY2FiNHjsS4ceNw+PBhDB06FEOHDsWxY8fM3LmYnTt3YtKkSdi3bx82b96M4uJi9O3bF7du3apwOzc3tzLH6/z582bquGratm1bpt89e/Y8tNbajiEAHDhwoMzr27x5MwDg6aeffug2aj6Gt27dQvv27fHll1+W+/zs2bOxYMECLF68GPHx8ahZsyb69euHwsLCh+5T7s+ybJIdWr58ueTu7v7A4zExMZJWq5UyMzNLH/vqq68kNzc3qaioqNx9JScnSwCkAwcOlD72119/SRqNRrp8+bLJe68OvV4v1atXT/rXv/5VYV2vXr2kqVOnmqcpE2jcuLE0d+5c4fqcnBzJ0dFRWr16deljJ06ckABIcXFxCnRoWrNnz5YCAgIqrFHzMQwJCZEmTZpU+n+DwSD5+flJ0dHR5dY/88wz0sCBA8s8FhoaKk2cOFHRPk3lypUrEgBp586dD6152O8ktZo5c6bUvn174XprP4aSJElTp06VmjVrJhmNxnKft6ZjCED6/fffS/9vNBolHx8f6fPPPy99LCcnR3J2dpZ++umnh+5H7s+yXHZ1BqUycXFxaNeuHby9vUsf69evH/Ly8nD8+PGHbuPh4VHmjERERAS0Wi3i4+MV71mOtWvX4vr16xg7dmyltT/88APq1q2LoKAgREVF4fbt22bosOo+/fRTeHl5oWPHjvj8888rvCx36NAhFBcXIyIiovSxVq1aoVGjRoiLizNHu9WSm5sLT0/PSuvUeAz1ej0OHTpU5muv1WoRERHx0K99XFxcmXrgzs+lNRwr4M7xAlDpMcvPz0fjxo3h7++PIUOGPPR3jlqcOXMGfn5+aNq0KUaNGoULFy48tNbaj6Fer8f333+PF154ARqN5qF11nYM70pNTUVmZmaZY+Tu7o7Q0NCHHqOq/CzLZZWrGSslMzOzTDgBUPr/zMzMh25Tv379Mo85ODjA09PzodtYyrJly9CvX79KV4L+xz/+gcaNG8PPzw9JSUl46623cOrUKaxZs8ZMncrz6quvolOnTvD09ERsbCyioqKQkZGBOXPmlFufmZkJJyenB8YheXt7q+6Y3S8lJQULFy7EF198UWGdWo/htWvXYDAYyv05O3nyZLnbPOznUu3HCgCMRiOmTZuGbt26ISgo6KF1LVu2xDfffIPg4GDk5ubiiy++QHh4OI4fP67Yyu3VERoaihUrVqBly5bIyMjAhx9+iB49euDYsWOoXbv2A/XWfAwB4I8//kBOTg6ef/75h9ZY2zG8193jIOcYVeVnWS6rDyhvv/02PvvsswprTpw4UekALmtSldd86dIlbNq0CatWrap0//eOn2nXrh18fX3Rp08fnD17Fs2aNat64zLIeY3Tp08vfSw4OBhOTk6YOHEioqOjVbtORlWO4eXLl9G/f388/fTTGD9+fIXbquEYEjBp0iQcO3aswvEZABAWFoawsLDS/4eHh6N169ZYsmQJPvroI6XblG3AgAGl/w4ODkZoaCgaN26MVatWYdy4cRbsTBnLli3DgAED4Ofn99AaazuG1sDqA8rrr79eYaoFgKZNmwrty8fH54ERyHfv7PDx8XnoNvcPCCopKUF2dvZDt6muqrzm5cuXw8vLC0888YTszxcaGgrgzl/v5npzq85xDQ0NRUlJCdLS0tCyZcsHnvfx8YFer0dOTk6ZsyhZWVmKHbP7yX196enpeOyxxxAeHo6vv/5a9uezxDEsT926daHT6R64Y6qir72Pj4+serWYPHly6aB5uX9BOzo6omPHjkhJSVGoO9Py8PBAixYtHtqvtR5DADh//jy2bNki++yjNR3Du8chKysLvr6+pY9nZWWhQ4cO5W5TlZ9l2UwyksXKVDZINisrq/SxJUuWSG5ublJhYWG5+7o7SPbgwYOlj23atElVg2SNRqMUEBAgvf7661Xafs+ePRIA6ciRIybuTBnff/+9pNVqpezs7HKfvztI9tdffy197OTJk6odJHvp0iUpMDBQGjFihFRSUlKlfajpGIaEhEiTJ08u/b/BYJAaNGhQ4SDZQYMGlXksLCxMtQMsjUajNGnSJMnPz086ffp0lfZRUlIitWzZUnrttddM3J0ybt68KdWpU0eaP39+uc9b2zG818yZMyUfHx+puLhY1nZqPoZ4yCDZL774ovSx3NxcoUGycn6WZfdpkr1YifPnz0uHDx+WPvzwQ6lWrVrS4cOHpcOHD0s3b96UJOnON1RQUJDUt29fKTExUdq4caNUr149KSoqqnQf8fHxUsuWLaVLly6VPta/f3+pY8eOUnx8vLRnzx4pMDBQGjlypNlf38Ns2bJFAiCdOHHigecuXboktWzZUoqPj5ckSZJSUlKkf/3rX9LBgwel1NRU6c8//5SaNm0q9ezZ09xtC4mNjZXmzp0rJSYmSmfPnpW+//57qV69etLo0aNLa+5/jZIkSS+99JLUqFEjadu2bdLBgwelsLAwKSwszBIvoUKXLl2SmjdvLvXp00e6dOmSlJGRUfpxb401HcOff/5ZcnZ2llasWCElJydLEyZMkDw8PErvnnvuueekt99+u7R+7969koODg/TFF19IJ06ckGbOnCk5OjpKR48etdRLqNDLL78subu7Szt27ChzvG7fvl1ac/9r/PDDD6VNmzZJZ8+elQ4dOiSNGDFCcnFxkY4fP26Jl1Cp119/XdqxY4eUmpoq7d27V4qIiJDq1q0rXblyRZIk6z+GdxkMBqlRo0bSW2+99cBz1nYMb968WfqeB0CaM2eOdPjwYen8+fOSJEnSp59+Knl4eEh//vmnlJSUJA0ZMkQKCAiQCgoKSvfRu3dvaeHChaX/r+xnubrsKqCMGTNGAvDAx/bt20tr0tLSpAEDBkiurq5S3bp1pddff71Mct6+fbsEQEpNTS197Pr169LIkSOlWrVqSW5ubtLYsWNLQ48ajBw5UgoPDy/3udTU1DJfgwsXLkg9e/aUPD09JWdnZ6l58+bSG2+8IeXm5pqxY3GHDh2SQkNDJXd3d8nFxUVq3bq19Mknn5Q543X/a5QkSSooKJBeeeUVqU6dOlKNGjWkJ598ssybvlosX7683O/Ze09+WuMxXLhwodSoUSPJyclJCgkJkfbt21f6XK9evaQxY8aUqV+1apXUokULycnJSWrbtq20YcMGM3cs7mHHa/ny5aU197/GadOmlX49vL29pcjISCkhIcH8zQt69tlnJV9fX8nJyUlq0KCB9Oyzz0opKSmlz1v7Mbxr06ZNEgDp1KlTDzxnbcfw7nvX/R93X4PRaJTef/99ydvbW3J2dpb69OnzwOtu3LixNHPmzDKPVfSzXF0aSZIk01wsIiIiIjINzoNCREREqsOAQkRERKrDgEJERESqw4BCREREqsOAQkRERKrDgEJERESqw4BCREREqsOAQkRERKrDgEJERESqw4BCREREqsOAQkRERKrz/wEctjS88UiQcwAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.95, -9.94)\": 98.9, \"(-9.94, -9.93)\": 98.69, \"(-9.93, -9.91)\": 98.47, \"(-9.91, -9.89)\": 98.22, \"(-9.89, -9.87)\": 97.58, \"(-9.87, -9.85)\": 97.2, \"(-9.85, -9.82)\": 96.64, \"(-9.82, -9.79)\": 95.99, \"(-9.79, -9.77)\": 95.58, \"(-9.77, -9.75)\": 95.34, \"(-9.75, -9.72)\": 94.8, \"(-9.72, -9.68)\": 94.28, \"(-9.68, -9.62)\": 92.96, \"(-9.62, -9.59)\": 92.24, \"(-9.59, -9.58)\": 91.81, \"(-9.58, -9.54)\": 91.43, \"(-9.54, -9.51)\": 90.71, \"(-9.51, -9.51)\": 90.46, \"(-9.51, -9.49)\": 90.26, \"(-9.49, -9.46)\": 89.76, \"(-9.46, -9.42)\": 89.05, \"(-9.42, -9.4)\": 88.54, \"(-9.4, -9.37)\": 88.03, \"(-9.37, -9.34)\": 87.34, \"(-9.34, -9.31)\": 87.09, \"(-9.31, -9.28)\": 86.35, \"(-9.28, -9.27)\": 86.05, \"(-9.27, -9.26)\": 85.85, \"(-9.26, -9.24)\": 85.58, \"(-9.24, -9.22)\": 85.21, \"(-9.22, -9.21)\": 84.95, \"(-9.21, -9.19)\": 84.73, \"(-9.19, -9.17)\": 84.29, \"(-9.17, -9.14)\": 83.98, \"(-9.14, -9.11)\": 83.14, \"(-9.11, -9.08)\": 82.83, \"(-9.08, -9.02)\": 81.84, \"(-9.02, -8.99)\": 81.09, \"(-8.99, -8.97)\": 80.74, \"(-8.97, -8.94)\": 80.19, \"(-8.94, -8.91)\": 79.7, \"(-8.91, -8.89)\": 79.34, \"(-8.89, -8.86)\": 78.87, \"(-8.86, -8.83)\": 78.15, \"(-8.83, -8.81)\": 77.75, \"(-8.81, -8.79)\": 77.5, \"(-8.79, -8.76)\": 77.06, \"(-8.76, -8.74)\": 76.6, \"(-8.74, -8.72)\": 76.25, \"(-8.72, -8.7)\": 75.97, \"(-8.7, -8.68)\": 75.7, \"(-8.68, -8.68)\": 75.32, \"(-8.68, -8.65)\": 75.03, \"(-8.65, -8.61)\": 74.31, \"(-8.61, -8.59)\": 73.98, \"(-8.59, -8.58)\": 73.76, \"(-8.58, -8.56)\": 73.43, \"(-8.56, -8.52)\": 73.13, \"(-8.52, -8.48)\": 72.2, \"(-8.48, -8.46)\": 71.78, \"(-8.46, -8.43)\": 71.31, \"(-8.43, -8.4)\": 70.82, \"(-8.4, -8.37)\": 70.42, \"(-8.37, -8.36)\": 70.05, \"(-8.36, -8.33)\": 69.74, \"(-8.33, -8.32)\": 69.39, \"(-8.32, -8.31)\": 69.08, \"(-8.31, -8.29)\": 68.86, \"(-8.29, 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.88, -9.87)\": -195.1, \"(-9.87, -9.85)\": -194.3, \"(-9.85, -9.82)\": -193.3, \"(-9.82, -9.79)\": -192.3, \"(-9.79, -9.76)\": -191.1, \"(-9.76, -9.72)\": -189.4, \"(-9.72, -9.71)\": -188.7, \"(-9.71, -9.7)\": -188.2, \"(-9.7, -9.67)\": -187.7, \"(-9.67, -9.65)\": -186.6, \"(-9.65, -9.64)\": -186.0, \"(-9.64, -9.63)\": -185.6, \"(-9.63, -9.61)\": -185.1, \"(-9.61, -9.59)\": -184.4, \"(-9.59, -9.56)\": -183.1, \"(-9.56, -9.54)\": -182.4, \"(-9.54, -9.52)\": -181.9, \"(-9.52, -9.51)\": -181.2, \"(-9.51, -9.5)\": -180.8, \"(-9.5, -9.49)\": -180.2, \"(-9.49, -9.47)\": -179.4, \"(-9.47, -9.44)\": -178.8, \"(-9.44, -9.4)\": -177.5, \"(-9.4, -9.38)\": -176.5, \"(-9.38, -9.37)\": -176.0, \"(-9.37, -9.35)\": -175.4, \"(-9.35, -9.33)\": -174.9, \"(-9.33, -9.29)\": -173.3, \"(-9.29, -9.26)\": -171.7, \"(-9.26, -9.23)\": -171.0, \"(-9.23, -9.21)\": -170.0, \"(-9.21, -9.19)\": -169.2, \"(-9.19, -9.17)\": -168.6, \"(-9.17, -9.16)\": -167.8, \"(-9.16, -9.14)\": -167.3, \"(-9.14, -9.11)\": -166.3, \"(-9.11, -9.08)\": -165.5, \"(-9.08, -9.07)\": -164.9, \"(-9.07, -9.06)\": -164.5, \"(-9.06, -9.03)\": -163.7, \"(-9.03, -9.0)\": -162.5, \"(-9.0, -8.99)\": -161.9, \"(-8.99, -8.96)\": -161.2, \"(-8.96, -8.93)\": -160.2, \"(-8.93, -8.91)\": -159.4, \"(-8.91, -8.89)\": -158.7, \"(-8.89, -8.88)\": -158.1, \"(-8.88, -8.86)\": -157.6, \"(-8.86, -8.85)\": -156.8, \"(-8.85, -8.83)\": -156.3, \"(-8.83, -8.83)\": -155.8, \"(-8.83, -8.82)\": -155.4, \"(-8.82, -8.75)\": -154.6, \"(-8.75, -8.69)\": -151.4, \"(-8.69, -8.67)\": -150.9, \"(-8.67, -8.66)\": -150.0, \"(-8.66, -8.63)\": -149.5, \"(-8.63, -8.6)\": -148.3, \"(-8.6, -8.56)\": -147.4, \"(-8.56, -8.53)\": -145.9, \"(-8.53, -8.49)\": -144.9, \"(-8.49, -8.46)\": -143.5, \"(-8.46, -8.43)\": -142.8, \"(-8.43, -8.4)\": -141.7, \"(-8.4, -8.4)\": -141.2, \"(-8.4, -8.37)\": -140.8, \"(-8.37, -8.34)\": -139.4, \"(-8.34, -8.32)\": -138.9, \"(-8.32, -8.31)\": -138.4, \"(-8.31, -8.29)\": -137.8, \"(-8.29, -8.28)\": -137.3, \"(-8.28, -8.25)\": -136.6, \"(-8.25, -8.23)\": -136.1, \"(-8.23, -8.22)\": -135.5, \"(-8.22, -8.21)\": -135.0, \"(-8.21, -8.19)\": -134.5, \"(-8.19, -8.17)\": -133.9, \"(-8.17, -8.15)\": -133.3, \"(-8.15, -8.13)\": -132.6, \"(-8.13, -8.12)\": -132.0, \"(-8.12, -8.08)\": -131.4, \"(-8.08, -8.06)\": -130.7, \"(-8.06, -8.06)\": -129.9, \"(-8.06, -8.03)\": -129.4, \"(-8.03, -8.0)\": -128.6, \"(-8.0, -7.98)\": -127.9, \"(-7.98, -7.93)\": -126.9, \"(-7.93, -7.87)\": -124.5, \"(-7.87, -7.87)\": -124.0, \"(-7.87, -7.83)\": -123.4, \"(-7.83, -7.78)\": -121.6, \"(-7.78, -7.76)\": -120.7, \"(-7.76, -7.73)\": -120.0, \"(-7.73, -7.7)\": -118.7, \"(-7.7, -7.68)\": -118.2, \"(-7.68, -7.66)\": -117.7, \"(-7.66, -7.63)\": -116.7, \"(-7.63, -7.61)\": -116.1, \"(-7.61, -7.57)\": -115.2, \"(-7.57, -7.52)\": -114.1, \"(-7.52, -7.5)\": -113.1, \"(-7.5, -7.49)\": -112.7, \"(-7.49, -7.48)\": -112.1, \"(-7.48, -7.47)\": -111.6, \"(-7.47, -7.44)\": -111.2, \"(-7.44, -7.41)\": -110.4, \"(-7.41, -7.39)\": -109.5, \"(-7.39, -7.37)\": -109.1, \"(-7.37, -7.36)\": -108.6, \"(-7.36, -7.34)\": -107.9, \"(-7.34, -7.32)\": -107.4, \"(-7.32, -7.29)\": -106.5, \"(-7.29, -7.21)\": -106.0, \"(-7.21, -7.13)\": -102.2, \"(-7.13, -7.11)\": -101.5, \"(-7.11, -7.09)\": -100.8, \"(-7.09, -7.07)\": -100.3, \"(-7.07, -7.04)\": -99.5, \"(-7.04, -7.01)\": -98.9, \"(-7.01, -7.0)\": -98.4, \"(-7.0, -6.98)\": -97.8, \"(-6.98, -6.96)\": -97.3, \"(-6.96, -6.95)\": -96.8, \"(-6.95, -6.94)\": -96.3, \"(-6.94, -6.91)\": -95.9, \"(-6.91, -6.88)\": -95.0, \"(-6.88, -6.86)\": -94.5, \"(-6.86, -6.83)\": -94.0, \"(-6.83, -6.8)\": -92.8, \"(-6.8, -6.76)\": -92.0, \"(-6.76, -6.72)\": -90.7, \"(-6.72, -6.69)\": -90.1, \"(-6.69, -6.67)\": -89.2, \"(-6.67, -6.63)\": -88.7, \"(-6.63, -6.57)\": -87.6, \"(-6.57, -6.5)\": -85.1, \"(-6.5, -6.48)\": -84.3, \"(-6.48, -6.45)\": -83.6, \"(-6.45, -6.44)\": -83.0, \"(-6.44, -6.42)\": -82.6, \"(-6.42, -6.39)\": -82.1, \"(-6.39, -6.35)\": -81.2, \"(-6.35, -6.32)\": -80.3, \"(-6.32, -6.29)\": -79.6, \"(-6.29, -6.27)\": -79.0, \"(-6.27, -6.25)\": -78.2, \"(-6.25, -6.19)\": -77.4, \"(-6.19, -6.17)\": -76.3, \"(-6.17, -6.14)\": -75.6, \"(-6.14, -6.1)\": -75.0, \"(-6.1, -6.08)\": -74.3, \"(-6.08, -6.04)\": -73.7, \"(-6.04, -6.0)\": -72.5, \"(-6.0, -6.0)\": -72.1, \"(-6.0, -5.98)\": -71.7, \"(-5.98, -5.95)\": -71.1, \"(-5.95, -5.93)\": -70.6, \"(-5.93, -5.9)\": -70.1, \"(-5.9, -5.86)\": -69.1, \"(-5.86, -5.83)\": -68.2, \"(-5.83, -5.81)\": -67.7, \"(-5.81, -5.77)\": -67.1, \"(-5.77, -5.73)\": -66.1, \"(-5.73, -5.7)\": -65.5, \"(-5.7, -5.67)\": -64.7, \"(-5.67, -5.65)\": -64.2, \"(-5.65, -5.6)\": -63.7, \"(-5.6, -5.55)\": -62.5, \"(-5.55, -5.53)\": -61.7, \"(-5.53, -5.51)\": -61.2, \"(-5.51, -5.49)\": -60.7, \"(-5.49, -5.46)\": -60.2, \"(-5.46, -5.46)\": -59.6, \"(-5.46, -5.42)\": -59.2, \"(-5.42, -5.4)\": -58.6, \"(-5.4, -5.4)\": -57.9, \"(-5.4, -5.36)\": -57.5, \"(-5.36, -5.31)\": -56.7, \"(-5.31, -5.28)\": -56.2, \"(-5.28, -5.22)\": -55.3, \"(-5.22, -5.15)\": -53.7, \"(-5.15, -5.11)\": -52.8, \"(-5.11, -5.08)\": -52.0, \"(-5.08, -5.06)\": -51.6, \"(-5.06, -5.04)\": -51.1, \"(-5.04, -5.01)\": -50.6, \"(-5.01, -4.98)\": -49.9, \"(-4.98, -4.94)\": -49.3, \"(-4.94, -4.91)\": -48.6, \"(-4.91, -4.88)\": -48.1, \"(-4.88, -4.85)\": -47.6, \"(-4.85, -4.78)\": -46.7, \"(-4.78, -4.78)\": -46.0, \"(-4.78, -4.75)\": -45.3, \"(-4.75, -4.71)\": -44.6, \"(-4.71, -4.68)\": -44.2, \"(-4.68, -4.61)\": -43.2, \"(-4.61, -4.54)\": -42.1, \"(-4.54, -4.5)\": -40.8, \"(-4.5, -4.46)\": -40.3, \"(-4.46, -4.41)\": -39.4, \"(-4.41, -4.39)\": -38.8, \"(-4.39, -4.35)\": -38.3, \"(-4.35, -4.31)\": -37.6, \"(-4.31, -4.28)\": -37.2, \"(-4.28, -4.27)\": -36.6, \"(-4.27, -4.21)\": -36.0, \"(-4.21, -4.18)\": -35.6, \"(-4.18, -4.18)\": -35.0, \"(-4.18, -4.12)\": -34.5, \"(-4.12, -4.06)\": -33.4, \"(-4.06, -4.01)\": -32.7, \"(-4.01, -3.96)\": -31.7, \"(-3.96, -3.94)\": -31.3, \"(-3.94, -3.91)\": -30.8, \"(-3.91, -3.84)\": -30.2, \"(-3.84, -3.78)\": -29.2, \"(-3.78, -3.74)\": -28.4, \"(-3.74, -3.7)\": -27.8, \"(-3.7, -3.67)\": -27.1, \"(-3.67, -3.62)\": -26.5, \"(-3.62, -3.59)\": -26.0, \"(-3.59, -3.56)\": -25.6, \"(-3.56, -3.5)\": -25.0, \"(-3.5, -3.44)\": -24.1, \"(-3.44, -3.4)\": -23.6, \"(-3.4, -3.35)\": -22.9, \"(-3.35, -3.31)\": -22.3, \"(-3.31, -3.25)\": -21.7, \"(-3.25, -3.22)\": -21.1, \"(-3.22, -3.2)\": -20.6, \"(-3.2, -3.12)\": -20.1, \"(-3.12, -2.99)\": -18.6, \"(-2.99, -2.94)\": -17.8, \"(-2.94, -2.91)\": -17.3, \"(-2.91, -2.86)\": -16.8, \"(-2.86, -2.79)\": -16.3, \"(-2.79, -2.78)\": -15.8, \"(-2.78, -2.74)\": -15.3, \"(-2.74, -2.7)\": -14.9, \"(-2.7, -2.67)\": -14.4, \"(-2.67, -2.61)\": -14.0, \"(-2.61, -2.56)\": -13.4, \"(-2.56, -2.5)\": -12.8, \"(-2.5, -2.43)\": -12.3, \"(-2.43, -2.39)\": -11.8, \"(-2.39, -2.31)\": -11.3, \"(-2.31, -2.26)\": -10.7, \"(-2.26, -2.2)\": -10.3, \"(-2.2, -2.13)\": -9.7, \"(-2.13, -2.1)\": -9.1, \"(-2.1, -2.06)\": -8.7, \"(-2.06, -2.01)\": -8.3, \"(-2.01, -1.9)\": -7.7, \"(-1.9, -1.83)\": -7.2, \"(-1.83, -1.78)\": -6.7, \"(-1.78, -1.69)\": -6.2, \"(-1.69, -1.64)\": -5.7, \"(-1.64, -1.58)\": -5.3, \"(-1.58, -1.48)\": -4.8, \"(-1.48, -1.39)\": -4.3, \"(-1.39, -1.3)\": -3.8, \"(-1.3, -1.24)\": -3.4, \"(-1.24, -1.15)\": -3.0, \"(-1.15, -1.06)\": -2.6, \"(-1.06, -0.89)\": -2.1, \"(-0.89, -0.82)\": -1.7, \"(-0.82, -0.69)\": -1.2, \"(-0.69, -0.45)\": -0.8, \"(-0.45, -0.11)\": -0.4, \"(-0.11, 0.33)\": 0.1, \"(0.33, 0.59)\": -0.4, \"(0.59, 0.77)\": -0.8, \"(0.77, 0.95)\": -1.3, \"(0.95, 1.08)\": -1.9, \"(1.08, 1.14)\": -2.4, \"(1.14, 1.26)\": -2.8, \"(1.26, 1.35)\": -3.2, \"(1.35, 1.46)\": -3.7, \"(1.46, 1.51)\": -4.1, \"(1.51, 1.56)\": -4.5, \"(1.56, 1.65)\": -5.0, \"(1.65, 1.73)\": -5.5, \"(1.73, 1.76)\": -6.0, \"(1.76, 1.83)\": -6.4, \"(1.83, 1.91)\": -6.9, \"(1.91, 1.97)\": -7.4, \"(1.97, 2.07)\": -7.9, \"(2.07, 2.09)\": -8.4, \"(2.09, 2.16)\": -8.8, \"(2.16, 2.19)\": -9.3, \"(2.19, 2.24)\": -9.8, \"(2.24, 2.32)\": -10.3, \"(2.32, 2.38)\": -10.9, \"(2.38, 2.45)\": -11.5, \"(2.45, 2.52)\": -12.3, \"(2.52, 2.55)\": -12.9, \"(2.55, 2.61)\": -13.3, \"(2.61, 2.67)\": -13.8, \"(2.67, 2.71)\": -14.3, \"(2.71, 2.74)\": -14.8, \"(2.74, 2.81)\": -15.2, \"(2.81, 2.84)\": -15.8, \"(2.84, 2.89)\": -16.3, \"(2.89, 2.92)\": -16.8, \"(2.92, 2.97)\": -17.3, \"(2.97, 3.01)\": -17.9, \"(3.01, 3.06)\": -18.4, \"(3.06, 3.11)\": -18.8, \"(3.11, 3.15)\": -19.4, \"(3.15, 3.18)\": -19.8, \"(3.18, 3.21)\": -20.3, \"(3.21, 3.26)\": -20.9, \"(3.26, 3.3)\": -21.5, \"(3.3, 3.36)\": -22.0, \"(3.36, 3.39)\": -22.6, \"(3.39, 3.45)\": -23.3, \"(3.45, 3.5)\": -24.1, \"(3.5, 3.55)\": -24.6, \"(3.55, 3.58)\": -25.4, \"(3.58, 3.61)\": -25.9, \"(3.61, 3.65)\": -26.3, \"(3.65, 3.68)\": -26.8, \"(3.68, 3.73)\": -27.3, \"(3.73, 3.77)\": -28.0, \"(3.77, 3.78)\": -28.4, \"(3.78, 3.81)\": -28.9, \"(3.81, 3.88)\": -29.7, \"(3.88, 3.91)\": -30.4, \"(3.91, 3.94)\": -30.9, \"(3.94, 3.99)\": -31.3, \"(3.99, 4.03)\": -32.0, \"(4.03, 4.09)\": -32.7, \"(4.09, 4.12)\": -33.6, \"(4.12, 4.16)\": -34.1, \"(4.16, 4.18)\": -34.7, \"(4.18, 4.21)\": -35.2, \"(4.21, 4.27)\": -35.7, \"(4.27, 4.32)\": -36.7, \"(4.32, 4.34)\": -37.2, \"(4.34, 4.36)\": -37.7, \"(4.36, 4.4)\": -38.2, \"(4.4, 4.44)\": -38.9, \"(4.44, 4.47)\": -39.6, \"(4.47, 4.5)\": -40.1, \"(4.5, 4.51)\": -40.5, \"(4.51, 4.55)\": -41.0, \"(4.55, 4.57)\": -41.7, \"(4.57, 4.61)\": -42.1, \"(4.61, 4.65)\": -42.7, \"(4.65, 4.68)\": -43.5, \"(4.68, 4.72)\": -44.0, \"(4.72, 4.77)\": -44.9, \"(4.77, 4.81)\": -45.7, \"(4.81, 4.83)\": -46.3, \"(4.83, 4.88)\": -47.0, \"(4.88, 4.9)\": -47.6, \"(4.9, 4.94)\": -48.2, \"(4.94, 4.96)\": -49.0, \"(4.96, 5.0)\": -49.6, \"(5.0, 5.03)\": -50.3, \"(5.03, 5.07)\": -51.0, \"(5.07, 5.09)\": -51.7, \"(5.09, 5.14)\": -52.3, \"(5.14, 5.19)\": -53.6, \"(5.19, 5.21)\": -54.0, \"(5.21, 5.23)\": -54.4, \"(5.23, 5.26)\": -54.9, \"(5.26, 5.3)\": -55.6, \"(5.3, 5.31)\": -56.1, \"(5.31, 5.33)\": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.98)\": 143.5, \"(-9.98, -9.95)\": 143.2, \"(-9.95, -9.92)\": 142.5, \"(-9.92, -9.89)\": 141.7, \"(-9.89, -9.87)\": 141.1, \"(-9.87, -9.83)\": 140.6, \"(-9.83, -9.79)\": 139.3, \"(-9.79, -9.77)\": 138.7, \"(-9.77, -9.74)\": 138.3, \"(-9.74, -9.71)\": 137.3, \"(-9.71, -9.69)\": 137.0, \"(-9.69, -9.67)\": 136.5, \"(-9.67, -9.65)\": 136.1, \"(-9.65, -9.63)\": 135.5, \"(-9.63, -9.58)\": 135.2, \"(-9.58, -9.51)\": 133.2, \"(-9.51, -9.47)\": 132.0, \"(-9.47, -9.44)\": 131.2, \"(-9.44, -9.41)\": 130.6, \"(-9.41, -9.39)\": 130.1, \"(-9.39, -9.38)\": 129.7, \"(-9.38, -9.36)\": 129.3, \"(-9.36, -9.34)\": 128.9, \"(-9.34, -9.31)\": 128.4, \"(-9.31, -9.3)\": 127.9, \"(-9.3, -9.29)\": 127.5, \"(-9.29, -9.27)\": 127.2, \"(-9.27, -9.22)\": 126.9, \"(-9.22, -9.16)\": 125.2, \"(-9.16, -9.13)\": 124.1, \"(-9.13, -9.11)\": 123.6, \"(-9.11, -9.08)\": 123.1, \"(-9.08, -9.07)\": 122.7, \"(-9.07, -9.04)\": 122.2, \"(-9.04, -9.01)\": 121.6, \"(-9.01, -8.97)\": 121.0, \"(-8.97, -8.9)\": 119.5, \"(-8.9, -8.87)\": 118.5, \"(-8.87, -8.86)\": 118.0, \"(-8.86, -8.82)\": 117.6, \"(-8.82, -8.77)\": 116.4, \"(-8.77, -8.75)\": 115.7, \"(-8.75, -8.7)\": 115.1, \"(-8.7, -8.65)\": 114.0, \"(-8.65, -8.61)\": 113.0, \"(-8.61, -8.58)\": 112.3, \"(-8.58, -8.57)\": 111.9, \"(-8.57, -8.55)\": 111.5, \"(-8.55, -8.53)\": 111.1, \"(-8.53, -8.51)\": 110.7, \"(-8.51, -8.49)\": 110.4, \"(-8.49, -8.47)\": 109.9, \"(-8.47, -8.45)\": 109.6, \"(-8.45, -8.43)\": 109.0, \"(-8.43, -8.42)\": 108.6, \"(-8.42, -8.38)\": 108.2, \"(-8.38, -8.36)\": 107.6, \"(-8.36, -8.34)\": 107.2, \"(-8.34, -8.32)\": 106.7, \"(-8.32, -8.3)\": 106.2, \"(-8.3, -8.27)\": 105.8, \"(-8.27, -8.24)\": 105.3, \"(-8.24, -8.22)\": 104.5, \"(-8.22, -8.17)\": 104.0, \"(-8.17, -8.13)\": 103.0, \"(-8.13, -8.1)\": 102.5, \"(-8.1, -8.09)\": 102.0, \"(-8.09, -8.06)\": 101.6, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, 0.26)\": 0.01, \"(0.26, 1.1)\": 0.04, \"(1.1, 1.69)\": 0.07, \"(1.69, 2.13)\": 0.1, \"(2.13, 2.41)\": 0.14, \"(2.41, 2.72)\": 0.17, \"(2.72, 2.93)\": 0.21, \"(2.93, 3.15)\": 0.25, \"(3.15, 3.3)\": 0.28, \"(3.3, 3.52)\": 0.32, \"(3.52, 3.62)\": 0.35, \"(3.62, 3.72)\": 0.39, \"(3.72, 3.9)\": 0.43, \"(3.9, 3.97)\": 0.46, \"(3.97, 4.04)\": 0.49, \"(4.04, 4.15)\": 0.52, \"(4.15, 4.19)\": 0.56, \"(4.19, 4.31)\": 0.6, \"(4.31, 4.4)\": 0.63, \"(4.4, 4.49)\": 0.67, \"(4.49, 4.55)\": 0.72, \"(4.55, 4.63)\": 0.77, \"(4.63, 4.71)\": 0.81, \"(4.71, 4.75)\": 0.85, \"(4.75, 4.87)\": 0.88, \"(4.87, 4.89)\": 0.91, \"(4.89, 4.96)\": 0.95, \"(4.96, 5.03)\": 0.98, \"(5.03, 5.08)\": 1.03, \"(5.08, 5.1)\": 1.07, \"(5.1, 5.17)\": 1.11, \"(5.17, 5.23)\": 1.15, \"(5.23, 5.25)\": 1.2, \"(5.25, 5.31)\": 1.24, \"(5.31, 5.39)\": 1.28, \"(5.39, 5.43)\": 1.33, \"(5.43, 5.47)\": 1.37, \"(5.47, 5.49)\": 1.41, \"(5.49, 5.53)\": 1.44, \"(5.53, 5.58)\": 1.48, \"(5.58, 5.64)\": 1.51, \"(5.64, 5.67)\": 1.54, \"(5.67, 5.7)\": 1.6, \"(5.7, 5.72)\": 1.64, \"(5.72, 5.78)\": 1.69, \"(5.78, 5.83)\": 1.72, \"(5.83, 5.84)\": 1.77, \"(5.84, 5.91)\": 1.82, \"(5.91, 5.92)\": 1.87, \"(5.92, 5.98)\": 1.9, \"(5.98, 6.01)\": 1.97, \"(6.01, 6.04)\": 2.02, \"(6.04, 6.05)\": 2.05, \"(6.05, 6.08)\": 2.09, \"(6.08, 6.12)\": 2.15, \"(6.12, 6.14)\": 2.19, \"(6.14, 6.17)\": 2.23, \"(6.17, 6.2)\": 2.29, \"(6.2, 6.22)\": 2.35, \"(6.22, 6.26)\": 2.38, \"(6.26, 6.32)\": 2.46, \"(6.32, 6.33)\": 2.51, \"(6.33, 6.35)\": 2.54, \"(6.35, 6.38)\": 2.58, \"(6.38, 6.41)\": 2.65, \"(6.41, 6.43)\": 2.68, \"(6.43, 6.46)\": 2.73, \"(6.46, 6.48)\": 2.77, \"(6.48, 6.51)\": 2.83, \"(6.51, 6.54)\": 2.88, \"(6.54, 6.58)\": 2.93, \"(6.58, 6.63)\": 3.04, \"(6.63, 6.64)\": 3.09, \"(6.64, 6.66)\": 3.14, \"(6.66, 6.69)\": 3.18, \"(6.69, 6.72)\": 3.25, \"(6.72, 6.76)\": 3.34, \"(6.76, 6.78)\": 3.39, \"(6.78, 6.8)\": 3.43, \"(6.8, 6.82)\": 3.48, \"(6.82, 6.84)\": 3.57, \"(6.84, 6.89)\": 3.64, \"(6.89, 6.93)\": 3.76, \"(6.93, 6.95)\": 3.82, \"(6.95, 6.97)\": 3.86, \"(6.97, 6.99)\": 3.94, \"(6.99, 7.0)\": 3.98, \"(7.0, 7.03)\": 4.05, \"(7.03, 7.07)\": 4.12, \"(7.07, 7.08)\": 4.19, \"(7.08, 7.09)\": 4.24, \"(7.09, 7.11)\": 4.3, \"(7.11, 7.12)\": 4.34, \"(7.12, 7.14)\": 4.38, \"(7.14, 7.17)\": 4.47, \"(7.17, 7.21)\": 4.54, \"(7.21, 7.26)\": 4.71, \"(7.26, 7.28)\": 4.8, \"(7.28, 7.29)\": 4.86, \"(7.29, 7.31)\": 4.96, \"(7.31, 7.34)\": 5.03, \"(7.34, 7.35)\": 5.07, \"(7.35, 7.37)\": 5.14, \"(7.37, 7.43)\": 5.27, \"(7.43, 7.46)\": 5.45, \"(7.46, 7.47)\": 5.5, \"(7.47, 7.5)\": 5.57, \"(7.5, 7.56)\": 5.75, \"(7.56, 7.6)\": 5.95, \"(7.6, 7.61)\": 6.04, \"(7.61, 7.61)\": 6.09, \"(7.61, 7.63)\": 6.16, \"(7.63, 7.66)\": 6.27, \"(7.66, 7.7)\": 6.42, \"(7.7, 7.75)\": 6.58, \"(7.75, 7.78)\": 6.8, \"(7.78, 7.82)\": 6.92, \"(7.82, 7.85)\": 7.15, \"(7.85, 7.86)\": 7.23, \"(7.86, 7.88)\": 7.32, \"(7.88, 7.89)\": 7.37, \"(7.89, 7.9)\": 7.44, \"(7.9, 7.97)\": 7.51, \"(7.97, 8.04)\": 8.1, \"(8.04, 8.09)\": 8.35, \"(8.09, 8.14)\": 8.74, \"(8.14, 8.18)\": 8.92, \"(8.18, 8.21)\": 9.21, \"(8.21, 8.22)\": 9.27, \"(8.22, 8.25)\": 9.38, \"(8.25, 8.27)\": 9.61, \"(8.27, 8.28)\": 9.68, \"(8.28, 8.3)\": 9.74, \"(8.3, 8.34)\": 9.97, \"(8.34, 8.36)\": 10.16, \"(8.36, 8.36)\": 10.22, \"(8.36, 8.36)\": 10.27, \"(8.36, 8.37)\": 10.33, \"(8.37, 8.38)\": 10.38, \"(8.38, 8.39)\": 10.47, \"(8.39, 8.43)\": 10.59, \"(8.43, 8.47)\": 10.96, \"(8.47, 8.49)\": 11.17, \"(8.49, 8.5)\": 11.24, \"(8.5, 8.51)\": 11.3, \"(8.51, 8.52)\": 11.39, \"(8.52, 8.52)\": 11.45, \"(8.52, 8.58)\": 11.57, \"(8.58, 8.64)\": 12.37, \"(8.64, 8.68)\": 12.59, \"(8.68, 8.7)\": 12.91, \"(8.7, 8.71)\": 13.04, \"(8.71, 8.71)\": 13.12, \"(8.71, 8.76)\": 13.21, \"(8.76, 8.8)\": 13.76, \"(8.8, 8.81)\": 13.87, \"(8.81, 8.81)\": 14.01, \"(8.81, 8.82)\": 14.09, \"(8.82, 8.83)\": 14.16, \"(8.83, 8.85)\": 14.27, \"(8.85, 8.85)\": 14.4, \"(8.85, 8.86)\": 14.5, \"(8.86, 8.87)\": 14.58, \"(8.87, 8.89)\": 14.71, \"(8.89, 8.91)\": 14.93, \"(8.91, 8.94)\": 15.27, \"(8.94, 8.96)\": 15.49, \"(8.96, 8.98)\": 15.65, \"(8.98, 9.03)\": 16.05, \"(9.03, 9.07)\": 16.66, \"(9.07, 9.07)\": 16.75, \"(9.07, 9.07)\": 16.82, \"(9.07, 9.1)\": 17.02, \"(9.1, 9.15)\": 17.41, \"(9.15, 9.2)\": 18.22, \"(9.2, 9.2)\": 18.35, \"(9.2, 9.2)\": 18.48, \"(9.2, 9.21)\": 18.54, \"(9.21, 9.24)\": 18.63, \"(9.24, 9.27)\": 19.09, \"(9.27, 9.29)\": 19.37, \"(9.29, 9.32)\": 19.68, \"(9.32, 9.36)\": 20.33, \"(9.36, 9.39)\": 20.82, \"(9.39, 9.4)\": 21.04, \"(9.4, 9.41)\": 21.19, \"(9.41, 9.43)\": 21.41, \"(9.43, 9.44)\": 21.54, \"(9.44, 9.47)\": 21.82, \"(9.47, 9.51)\": 22.55, \"(9.51, 9.53)\": 22.93, \"(9.53, 9.55)\": 23.33, \"(9.55, 9.6)\": 23.6, \"(9.6, 9.68)\": 25.02, \"(9.68, 9.73)\": 26.28, \"(9.73, 9.77)\": 26.78, \"(9.77, 9.83)\": 27.76, \"(9.83, 9.86)\": 28.92, \"(9.86, 9.89)\": 29.23, \"(9.89, 9.92)\": 30.12, \"(9.92, 9.93)\": 30.35, \"(9.93, 9.94)\": 30.45, \"(9.94, 9.94)\": 30.69, \"(9.94, 9.95)\": 30.84, \"(9.95, 9.96)\": 31.03, \"(9.96, 9.97)\": 31.35, \"(9.97, 9.98)\": 31.45, \"(9.98, 9.98)\": 31.53, \"(9.98, 9.99)\": 31.57}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-10.0, -9.94)\": 98.2, \"(-9.94, -9.88)\": 97.32, \"(-9.88, -9.84)\": 96.23, \"(-9.84, -9.81)\": 95.51, \"(-9.81, -9.8)\": 95.18, \"(-9.8, -9.79)\": 94.85, \"(-9.79, -9.78)\": 94.6, \"(-9.78, -9.75)\": 94.37, \"(-9.75, -9.72)\": 93.55, \"(-9.72, -9.7)\": 93.29, \"(-9.7, -9.68)\": 92.88, \"(-9.68, -9.66)\": 92.5, \"(-9.66, -9.64)\": 92.16, \"(-9.64, -9.63)\": 91.87, \"(-9.63, -9.62)\": 91.56, \"(-9.62, -9.56)\": 91.18, \"(-9.56, -9.46)\": 89.39, \"(-9.46, -9.41)\": 87.75, \"(-9.41, -9.37)\": 87.36, \"(-9.37, -9.33)\": 86.39, \"(-9.33, -9.31)\": 86.02, \"(-9.31, -9.29)\": 85.5, \"(-9.29, -9.26)\": 85.0, \"(-9.26, -9.22)\": 84.64, \"(-9.22, -9.19)\": 83.49, \"(-9.19, -9.17)\": 83.24, \"(-9.17, -9.15)\": 82.94, \"(-9.15, -9.14)\": 82.65, \"(-9.14, -9.12)\": 82.37, \"(-9.12, -9.1)\": 81.97, \"(-9.1, -9.07)\": 81.59, \"(-9.07, -9.05)\": 81.16, \"(-9.05, -9.05)\": 80.9, \"(-9.05, -9.02)\": 80.59, \"(-9.02, -8.97)\": 80.05, \"(-8.97, -8.92)\": 78.79, \"(-8.92, -8.89)\": 78.35, \"(-8.89, -8.87)\": 77.94, \"(-8.87, -8.86)\": 77.7, \"(-8.86, -8.85)\": 77.39, \"(-8.85, -8.83)\": 77.09, \"(-8.83, -8.81)\": 76.83, \"(-8.81, -8.8)\": 76.48, \"(-8.8, -8.78)\": 76.25, \"(-8.78, -8.76)\": 75.91, \"(-8.76, -8.75)\": 75.62, \"(-8.75, -8.72)\": 75.22, \"(-8.72, -8.69)\": 74.8, \"(-8.69, -8.66)\": 74.34, \"(-8.66, -8.65)\": 74.12, \"(-8.65, -8.64)\": 73.9, \"(-8.64, -8.63)\": 73.64, \"(-8.63, -8.61)\": 73.34, \"(-8.61, -8.6)\": 73.14, \"(-8.6, -8.58)\": 72.83, \"(-8.58, -8.57)\": 72.58, \"(-8.57, -8.53)\": 72.37, \"(-8.53, -8.49)\": 71.35, \"(-8.49, -8.48)\": 71.13, \"(-8.48, -8.47)\": 70.84, \"(-8.47, -8.4)\": 70.25, \"(-8.4, -8.31)\": 68.42, \"(-8.31, -8.28)\": 67.76, \"(-8.28, -8.25)\": 67.23, \"(-8.25, -8.22)\": 66.85, \"(-8.22, -8.19)\": 66.42, \"(-8.19, -8.18)\": 66.11, \"(-8.18, -8.16)\": 65.78, \"(-8.16, -8.13)\": 65.42, \"(-8.13, -8.12)\": 65.05, \"(-8.12, -8.1)\": 64.79, \"(-8.1, -8.07)\": 64.44, \"(-8.07, -8.03)\": 63.84, \"(-8.03, -7.96)\": 63.09, \"(-7.96, -7.89)\": 61.58, \"(-7.89, -7.85)\": 60.93, \"(-7.85, -7.78)\": 60.1, \"(-7.78, -7.74)\": 59.35, \"(-7.74, -7.73)\": 58.98, \"(-7.73, -7.71)\": 58.68, \"(-7.71, -7.69)\": 58.18, \"(-7.69, -7.67)\": 57.96, \"(-7.67, -7.66)\": 57.7, \"(-7.66, -7.64)\": 57.5, \"(-7.64, -7.6)\": 57.1, \"(-7.6, -7.58)\": 56.8, \"(-7.58, -7.58)\": 56.54, \"(-7.58, -7.56)\": 56.26, \"(-7.56, -7.54)\": 55.94, \"(-7.54, -7.52)\": 55.63, \"(-7.52, -7.49)\": 55.33, \"(-7.49, -7.46)\": 54.88, \"(-7.46, -7.44)\": 54.39, \"(-7.44, -7.42)\": 54.12, \"(-7.42, -7.38)\": 53.63, \"(-7.38, -7.35)\": 53.22, \"(-7.35, -7.34)\": 52.88, \"(-7.34, -7.32)\": 52.63, \"(-7.32, -7.3)\": 52.39, \"(-7.3, -7.26)\": 52.05, \"(-7.26, -7.23)\": 51.74, \"(-7.23, -7.23)\": 51.32, \"(-7.23, -7.2)\": 51.03, \"(-7.2, -7.15)\": 50.46, \"(-7.15, -7.1)\": 49.76, \"(-7.1, -7.07)\": 49.17, \"(-7.07, -7.06)\": 48.88, \"(-7.06, -7.03)\": 48.6, \"(-7.03, -7.0)\": 48.13, \"(-7.0, -6.97)\": 47.75, \"(-6.97, -6.95)\": 47.51, \"(-6.95, -6.94)\": 47.22, \"(-6.94, -6.91)\": 46.95, \"(-6.91, -6.87)\": 46.45, \"(-6.87, -6.83)\": 45.82, \"(-6.83, -6.8)\": 45.53, \"(-6.8, -6.77)\": 45.02, \"(-6.77, -6.75)\": 44.75, \"(-6.75, -6.74)\": 44.55, \"(-6.74, -6.73)\": 44.31, \"(-6.73, -6.7)\": 44.06, \"(-6.7, -6.66)\": 43.63, \"(-6.66, -6.65)\": 43.4, \"(-6.65, -6.64)\": 43.19, \"(-6.64, -6.59)\": 42.76, \"(-6.59, -6.55)\": 42.0, \"(-6.55, -6.51)\": 41.79, \"(-6.51, -6.47)\": 41.13, \"(-6.47, -6.47)\": 40.81, \"(-6.47, -6.43)\": 40.57, \"(-6.43, -6.4)\": 40.21, \"(-6.4, -6.39)\": 39.98, \"(-6.39, -6.36)\": 39.72, \"(-6.36, -6.34)\": 39.41, \"(-6.34, -6.32)\": 39.15, \"(-6.32, -6.29)\": 38.74, \"(-6.29, -6.26)\": 38.41, \"(-6.26, -6.22)\": 38.17, \"(-6.22, -6.18)\": 37.35, \"(-6.18, -6.15)\": 37.01, \"(-6.15, -6.11)\": 36.61, \"(-6.11, -6.08)\": 36.23, \"(-6.08, -6.06)\": 36.01, \"(-6.06, -6.02)\": 35.63, \"(-6.02, -6.02)\": 35.41, \"(-6.02, -6.0)\": 35.05, \"(-6.0, -5.98)\": 34.81, \"(-5.98, -5.94)\": 34.6, \"(-5.94, -5.92)\": 34.27, \"(-5.92, -5.91)\": 33.89, \"(-5.91, -5.87)\": 33.66, \"(-5.87, -5.83)\": 33.22, \"(-5.83, -5.78)\": 32.81, \"(-5.78, -5.75)\": 32.18, \"(-5.75, -5.72)\": 31.93, \"(-5.72, -5.67)\": 31.47, \"(-5.67, -5.63)\": 30.84, \"(-5.63, -5.61)\": 30.6, \"(-5.61, -5.58)\": 30.3, \"(-5.58, -5.55)\": 29.98, \"(-5.55, -5.52)\": 29.65, \"(-5.52, -5.49)\": 29.27, \"(-5.49, -5.45)\": 28.97, \"(-5.45, -5.43)\": 28.69, \"(-5.43, -5.42)\": 28.47, \"(-5.42, -5.4)\": 28.26, \"(-5.4, -5.37)\": 28.04, \"(-5.37, -5.34)\": 27.65, \"(-5.34, -5.3)\": 27.28, \"(-5.3, -5.29)\": 27.06, \"(-5.29, -5.25)\": 26.85, \"(-5.25, -5.21)\": 26.29, \"(-5.21, -5.18)\": 26.06, \"(-5.18, -5.15)\": 25.78, \"(-5.15, -5.13)\": 25.51, \"(-5.13, -5.09)\": 25.07, \"(-5.09, -5.05)\": 24.71, \"(-5.05, -5.03)\": 24.44, \"(-5.03, -5.0)\": 24.23, \"(-5.0, -4.99)\": 24.02, \"(-4.99, -4.96)\": 23.79, \"(-4.96, -4.92)\": 23.46, \"(-4.92, -4.92)\": 23.2, \"(-4.92, -4.9)\": 22.95, \"(-4.9, -4.83)\": 22.64, \"(-4.83, -4.77)\": 22.01, \"(-4.77, -4.74)\": 21.76, \"(-4.74, -4.73)\": 21.56, \"(-4.73, -4.71)\": 21.24, \"(-4.71, -4.67)\": 20.84, \"(-4.67, -4.62)\": 20.61, \"(-4.62, -4.6)\": 20.32, \"(-4.6, -4.58)\": 20.1, \"(-4.58, -4.56)\": 19.88, \"(-4.56, -4.54)\": 19.63, \"(-4.54, -4.5)\": 19.38, \"(-4.5, -4.45)\": 18.91, \"(-4.45, -4.43)\": 18.71, \"(-4.43, -4.4)\": 18.51, \"(-4.4, -4.34)\": 18.11, \"(-4.34, -4.29)\": 17.53, \"(-4.29, -4.26)\": 17.33, \"(-4.26, -4.22)\": 17.11, \"(-4.22, -4.19)\": 16.77, \"(-4.19, -4.14)\": 16.41, \"(-4.14, -4.12)\": 16.2, \"(-4.12, -4.07)\": 15.87, \"(-4.07, -4.03)\": 15.49, \"(-4.03, -4.01)\": 15.23, \"(-4.01, -3.99)\": 15.01, \"(-3.99, -3.95)\": 14.73, \"(-3.95, -3.88)\": 14.4, \"(-3.88, -3.85)\": 14.15, \"(-3.85, -3.83)\": 13.85, \"(-3.83, -3.81)\": 13.62, \"(-3.81, -3.77)\": 13.42, \"(-3.77, -3.74)\": 13.12, \"(-3.74, -3.7)\": 12.89, \"(-3.7, -3.67)\": 12.64, \"(-3.67, -3.62)\": 12.26, \"(-3.62, -3.56)\": 11.91, \"(-3.56, -3.5)\": 11.44, \"(-3.5, -3.44)\": 11.23, \"(-3.44, -3.38)\": 10.71, \"(-3.38, -3.33)\": 10.39, \"(-3.33, -3.32)\": 10.08, \"(-3.32, -3.28)\": 9.88, \"(-3.28, -3.23)\": 9.66, \"(-3.23, -3.19)\": 9.41, \"(-3.19, -3.17)\": 9.08, \"(-3.17, -3.09)\": 8.88, \"(-3.09, -3.01)\": 8.37, \"(-3.01, -2.96)\": 8.01, \"(-2.96, -2.89)\": 7.64, \"(-2.89, -2.82)\": 7.2, \"(-2.82, -2.78)\": 6.92, \"(-2.78, -2.75)\": 6.7, \"(-2.75, -2.7)\": 6.47, \"(-2.7, -2.67)\": 6.21, \"(-2.67, -2.6)\": 5.99, \"(-2.6, -2.54)\": 5.73, \"(-2.54, -2.49)\": 5.39, \"(-2.49, -2.44)\": 5.12, \"(-2.44, -2.36)\": 4.81, \"(-2.36, -2.32)\": 4.58, \"(-2.32, -2.27)\": 4.35, \"(-2.27, -2.21)\": 4.11, \"(-2.21, -2.17)\": 3.89, \"(-2.17, -2.14)\": 3.68, \"(-2.14, -2.08)\": 3.44, \"(-2.08, -1.99)\": 3.22, \"(-1.99, -1.95)\": 3.01, \"(-1.95, -1.91)\": 2.75, \"(-1.91, -1.84)\": 2.54, \"(-1.84, -1.8)\": 2.34, \"(-1.8, -1.71)\": 2.12, \"(-1.71, -1.66)\": 1.91, \"(-1.66, -1.58)\": 1.71, \"(-1.58, -1.49)\": 1.46, \"(-1.49, -1.41)\": 1.15, \"(-1.41, -1.31)\": 0.89, \"(-1.31, -1.19)\": 0.64, \"(-1.19, -1.11)\": 0.4, \"(-1.11, -0.99)\": 0.2, \"(-0.99, -0.85)\": -0.08, \"(-0.85, -0.7)\": -0.3, \"(-0.7, -0.58)\": -0.51, \"(-0.58, -0.24)\": -0.71, \"(-0.24, 0.51)\": -0.92, \"(0.51, 0.7)\": -0.69, \"(0.7, 0.84)\": -0.48, \"(0.84, 0.97)\": -0.27, \"(0.97, 1.07)\": -0.08, \"(1.07, 1.17)\": 0.2, \"(1.17, 1.28)\": 0.42, \"(1.28, 1.38)\": 0.7, \"(1.38, 1.45)\": 0.95, \"(1.45, 1.57)\": 1.19, \"(1.57, 1.63)\": 1.45, \"(1.63, 1.71)\": 1.66, \"(1.71, 1.76)\": 1.93, \"(1.76, 1.85)\": 2.15, \"(1.85, 1.89)\": 2.41, \"(1.89, 1.95)\": 2.65, \"(1.95, 2.0)\": 2.9, \"(2.0, 2.1)\": 3.14, \"(2.1, 2.2)\": 3.58, \"(2.2, 2.28)\": 3.94, \"(2.28, 2.31)\": 4.23, \"(2.31, 2.37)\": 4.43, \"(2.37, 2.43)\": 4.65, \"(2.43, 2.49)\": 4.93, \"(2.49, 2.53)\": 5.19, \"(2.53, 2.58)\": 5.45, \"(2.58, 2.62)\": 5.69, \"(2.62, 2.66)\": 5.9, \"(2.66, 2.71)\": 6.15, \"(2.71, 2.76)\": 6.5, \"(2.76, 2.8)\": 6.75, \"(2.8, 2.86)\": 6.96, \"(2.86, 2.92)\": 7.27, \"(2.92, 2.96)\": 7.56, \"(2.96, 2.98)\": 7.77, \"(2.98, 3.04)\": 8.06, \"(3.04, 3.07)\": 8.29, \"(3.07, 3.12)\": 8.51, \"(3.12, 3.15)\": 8.85, \"(3.15, 3.21)\": 9.07, \"(3.21, 3.28)\": 9.55, \"(3.28, 3.29)\": 9.76, \"(3.29, 3.35)\": 9.97, \"(3.35, 3.4)\": 10.41, \"(3.4, 3.44)\": 10.61, \"(3.44, 3.47)\": 10.84, \"(3.47, 3.52)\": 11.09, \"(3.52, 3.55)\": 11.39, \"(3.55, 3.58)\": 11.64, \"(3.58, 3.62)\": 11.88, \"(3.62, 3.65)\": 12.22, \"(3.65, 3.69)\": 12.45, \"(3.69, 3.74)\": 12.75, \"(3.74, 3.77)\": 13.13, \"(3.77, 3.81)\": 13.36, \"(3.81, 3.86)\": 13.57, \"(3.86, 3.92)\": 14.05, \"(3.92, 3.95)\": 14.39, \"(3.95, 4.0)\": 14.77, \"(4.0, 4.07)\": 15.17, \"(4.07, 4.09)\": 15.5, \"(4.09, 4.13)\": 15.77, \"(4.13, 4.17)\": 16.25, \"(4.17, 4.2)\": 16.51, \"(4.2, 4.24)\": 16.8, \"(4.24, 4.29)\": 17.13, \"(4.29, 4.33)\": 17.46, \"(4.33, 4.36)\": 17.7, \"(4.36, 4.39)\": 17.97, \"(4.39, 4.41)\": 18.32, \"(4.41, 4.44)\": 18.55, \"(4.44, 4.48)\": 18.86, \"(4.48, 4.5)\": 19.13, \"(4.5, 4.54)\": 19.48, \"(4.54, 4.58)\": 19.79, \"(4.58, 4.61)\": 20.01, \"(4.61, 4.64)\": 20.45, \"(4.64, 4.69)\": 20.72, \"(4.69, 4.7)\": 20.93, \"(4.7, 4.73)\": 21.26, \"(4.73, 4.75)\": 21.49, \"(4.75, 4.79)\": 21.76, \"(4.79, 4.81)\": 22.01, \"(4.81, 4.85)\": 22.24, \"(4.85, 4.89)\": 22.61, \"(4.89, 4.91)\": 22.99, \"(4.91, 4.95)\": 23.23, \"(4.95, 4.97)\": 23.51, \"(4.97, 4.99)\": 23.79, \"(4.99, 5.02)\": 24.05, \"(5.02, 5.05)\": 24.34, \"(5.05, 5.08)\": 24.57, \"(5.08, 5.12)\": 25.08, \"(5.12, 5.15)\": 25.36, \"(5.15, 5.17)\": 25.59, \"(5.17, 5.26)\": 26.0, \"(5.26, 5.35)\": 27.38, \"(5.35, 5.38)\": 27.88, \"(5.38, 5.41)\": 28.1, \"(5.41, 5.45)\": 28.59, \"(5.45, 5.49)\": 28.82, \"(5.49, 5.52)\": 29.03, \"(5.52, 5.52)\": 29.39, \"(5.52, 5.54)\": 29.63, \"(5.54, 5.57)\": 29.89, \"(5.57, 5.62)\": 30.34, \"(5.62, 5.65)\": 30.8, \"(5.65, 5.68)\": 31.07, \"(5.68, 5.7)\": 31.27, \"(5.7, 5.72)\": 31.54, \"(5.72, 5.74)\": 31.79, \"(5.74, 5.75)\": 32.05, \"(5.75, 5.78)\": 32.27, \"(5.78, 5.81)\": 32.52, \"(5.81, 5.84)\": 32.9, \"(5.84, 5.87)\": 33.18, \"(5.87, 5.89)\": 33.48, \"(5.89, 5.91)\": 33.77, \"(5.91, 5.92)\": 34.05, \"(5.92, 5.95)\": 34.25, \"(5.95, 5.98)\": 34.58, \"(5.98, 6.04)\": 35.0, \"(6.04, 6.09)\": 35.84, \"(6.09, 6.12)\": 36.25, \"(6.12, 6.15)\": 36.7, \"(6.15, 6.18)\": 37.06, \"(6.18, 6.23)\": 37.5, \"(6.23, 6.3)\": 38.09, \"(6.3, 6.37)\": 39.23, \"(6.37, 6.4)\": 39.7, \"(6.4, 6.43)\": 40.07, \"(6.43, 6.46)\": 40.49, \"(6.46, 6.51)\": 41.17, \"(6.51, 6.53)\": 41.5, \"(6.53, 6.56)\": 41.74, \"(6.56, 6.58)\": 42.15, \"(6.58, 6.59)\": 42.39, \"(6.59, 6.61)\": 42.63, \"(6.61, 6.63)\": 42.91, \"(6.63, 6.66)\": 43.19, \"(6.66, 6.69)\": 43.62, \"(6.69, 6.73)\": 43.87, \"(6.73, 6.76)\": 44.38, \"(6.76, 6.78)\": 44.65, \"(6.78, 6.78)\": 44.89, \"(6.78, 6.81)\": 45.1, \"(6.81, 6.82)\": 45.55, \"(6.82, 6.84)\": 45.8, \"(6.84, 6.87)\": 46.07, \"(6.87, 6.89)\": 46.32, \"(6.89, 6.93)\": 46.66, 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8.08)\": 63.86, \"(8.08, 8.13)\": 64.68, \"(8.13, 8.15)\": 65.19, \"(8.15, 8.17)\": 65.45, \"(8.17, 8.18)\": 65.76, \"(8.18, 8.19)\": 66.1, \"(8.19, 8.21)\": 66.35, \"(8.21, 8.23)\": 66.64, \"(8.23, 8.25)\": 66.9, \"(8.25, 8.26)\": 67.25, \"(8.26, 8.29)\": 67.59, \"(8.29, 8.33)\": 67.99, \"(8.33, 8.33)\": 68.36, \"(8.33, 8.35)\": 68.56, \"(8.35, 8.36)\": 68.89, \"(8.36, 8.38)\": 69.14, \"(8.38, 8.4)\": 69.39, \"(8.4, 8.42)\": 69.62, \"(8.42, 8.43)\": 69.89, \"(8.43, 8.45)\": 70.26, \"(8.45, 8.47)\": 70.55, \"(8.47, 8.51)\": 70.94, \"(8.51, 8.55)\": 71.92, \"(8.55, 8.56)\": 72.19, \"(8.56, 8.58)\": 72.4, \"(8.58, 8.61)\": 72.92, \"(8.61, 8.65)\": 73.31, \"(8.65, 8.67)\": 73.93, \"(8.67, 8.68)\": 74.14, \"(8.68, 8.69)\": 74.45, \"(8.69, 8.71)\": 74.79, \"(8.71, 8.74)\": 75.01, \"(8.74, 8.77)\": 75.59, \"(8.77, 8.79)\": 76.11, \"(8.79, 8.82)\": 76.65, \"(8.82, 8.84)\": 76.95, \"(8.84, 8.87)\": 77.4, \"(8.87, 8.88)\": 77.81, \"(8.88, 8.93)\": 78.3, \"(8.93, 8.99)\": 79.48, \"(8.99, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -9.99)\": -995.1, \"(-9.99, -9.97)\": -993.1, \"(-9.97, -9.94)\": -986.1, \"(-9.94, -9.94)\": -983.2, \"(-9.94, -9.93)\": -980.1, \"(-9.93, -9.92)\": -976.5, \"(-9.92, -9.9)\": -974.3, \"(-9.9, -9.87)\": -966.9, \"(-9.87, -9.85)\": -957.4, \"(-9.85, -9.83)\": -953.0, \"(-9.83, -9.82)\": -947.7, \"(-9.82, -9.81)\": -944.5, \"(-9.81, -9.79)\": -942.1, \"(-9.79, -9.77)\": -936.0, \"(-9.77, -9.75)\": -929.6, \"(-9.75, -9.73)\": -926.5, \"(-9.73, -9.7)\": -915.2, \"(-9.7, -9.68)\": -909.0, \"(-9.68, -9.67)\": -906.8, \"(-9.67, -9.66)\": -903.8, \"(-9.66, -9.65)\": -900.2, \"(-9.65, -9.64)\": -897.7, \"(-9.64, -9.62)\": -893.3, \"(-9.62, -9.61)\": -889.8, \"(-9.61, -9.58)\": -884.6, \"(-9.58, -9.56)\": -875.2, \"(-9.56, -9.54)\": -871.1, \"(-9.54, -9.51)\": -862.1, \"(-9.51, -9.49)\": -857.2, \"(-9.49, -9.48)\": -851.8, \"(-9.48, -9.46)\": -849.1, \"(-9.46, -9.45)\": -845.8, \"(-9.45, -9.44)\": -841.8, \"(-9.44, -9.43)\": -838.7, \"(-9.43, -9.41)\": -835.9, \"(-9.41, -9.38)\": -829.0, \"(-9.38, -9.36)\": -821.9, \"(-9.36, -9.34)\": -816.1, \"(-9.34, -9.31)\": -810.8, \"(-9.31, -9.27)\": -800.5, \"(-9.27, -9.24)\": -792.0, \"(-9.24, -9.21)\": -785.8, \"(-9.21, -9.17)\": -778.1, \"(-9.17, -9.14)\": -767.8, \"(-9.14, -9.13)\": -762.6, \"(-9.13, -9.11)\": -757.6, \"(-9.11, -9.1)\": -754.5, \"(-9.1, -9.08)\": -750.3, \"(-9.08, -9.07)\": -747.4, \"(-9.07, -9.06)\": -745.0, \"(-9.06, -9.04)\": -741.7, \"(-9.04, -9.03)\": -736.6, \"(-9.03, -9.01)\": -734.2, \"(-9.01, -9.0)\": -730.7, \"(-9.0, -8.99)\": -728.4, \"(-8.99, -8.97)\": -723.7, \"(-8.97, -8.96)\": -720.7, \"(-8.96, -8.94)\": -716.5, \"(-8.94, -8.93)\": -713.7, \"(-8.93, -8.91)\": -711.0, \"(-8.91, -8.89)\": -705.3, \"(-8.89, -8.89)\": -702.8, \"(-8.89, -8.88)\": -699.4, \"(-8.88, -8.85)\": -696.0, \"(-8.85, -8.81)\": -686.7, \"(-8.81, -8.78)\": -681.1, \"(-8.78, -8.75)\": -673.9, \"(-8.75, -8.74)\": -669.5, \"(-8.74, -8.73)\": -666.5, \"(-8.73, -8.72)\": -662.9, \"(-8.72, -8.68)\": -660.3, \"(-8.68, -8.62)\": -645.0, \"(-8.62, -8.59)\": -636.7, \"(-8.59, -8.56)\": -630.3, \"(-8.56, -8.53)\": -624.0, \"(-8.53, -8.51)\": -620.7, \"(-8.51, -8.51)\": -617.7, \"(-8.51, -8.5)\": -615.0, \"(-8.5, -8.46)\": -610.2, \"(-8.46, -8.44)\": -604.1, \"(-8.44, -8.43)\": -601.0, \"(-8.43, -8.42)\": -598.3, \"(-8.42, -8.4)\": -594.5, \"(-8.4, -8.38)\": -591.3, \"(-8.38, -8.37)\": -587.2, \"(-8.37, -8.35)\": -584.6, \"(-8.35, -8.32)\": -580.1, \"(-8.32, -8.29)\": -573.9, \"(-8.29, -8.28)\": -567.7, \"(-8.28, -8.24)\": -564.8, \"(-8.24, -8.19)\": -554.4, \"(-8.19, -8.14)\": -543.3, \"(-8.14, -8.1)\": -535.6, \"(-8.1, -8.07)\": -529.0, \"(-8.07, -8.06)\": -524.8, \"(-8.06, -8.04)\": -521.4, \"(-8.04, -8.01)\": -517.1, \"(-8.01, -7.99)\": -513.4, \"(-7.99, -7.98)\": -510.9, \"(-7.98, -7.97)\": -508.0, \"(-7.97, -7.96)\": -505.5, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.98)\": 2978.1, \"(-9.98, -9.96)\": 2971.7, \"(-9.96, -9.95)\": 2961.6, \"(-9.95, -9.91)\": 2951.4, \"(-9.91, -9.88)\": 2900.5, \"(-9.88, -9.87)\": 2886.3, \"(-9.87, -9.8)\": 2867.0, \"(-9.8, -9.73)\": 2778.6, \"(-9.73, -9.71)\": 2754.1, \"(-9.71, -9.69)\": 2736.6, \"(-9.69, -9.67)\": 2718.1, \"(-9.67, -9.63)\": 2707.0, \"(-9.63, -9.57)\": 2654.0, \"(-9.57, -9.56)\": 2624.7, \"(-9.56, -9.55)\": 2615.8, \"(-9.55, -9.53)\": 2605.3, \"(-9.53, -9.52)\": 2593.8, \"(-9.52, -9.51)\": 2584.7, \"(-9.51, -9.5)\": 2578.5, \"(-9.5, -9.49)\": 2571.6, \"(-9.49, -9.48)\": 2560.7, \"(-9.48, -9.46)\": 2545.2, \"(-9.46, -9.4)\": 2526.9, \"(-9.4, -9.35)\": 2464.8, \"(-9.35, -9.35)\": 2452.6, \"(-9.35, -9.34)\": 2445.0, \"(-9.34, -9.33)\": 2438.3, \"(-9.33, -9.3)\": 2426.6, \"(-9.3, -9.28)\": 2403.7, \"(-9.28, -9.24)\": 2386.0, \"(-9.24, -9.2)\": 2344.8, \"(-9.2, -9.15)\": 2319.8, \"(-9.15, -9.13)\": 2284.9, \"(-9.13, -9.12)\": 2278.0, \"(-9.12, -9.09)\": 2267.2, \"(-9.09, -9.07)\": 2242.7, \"(-9.07, -9.05)\": 2232.5, \"(-9.05, -9.0)\": 2204.4, \"(-9.0, -8.95)\": 2164.8, \"(-8.95, -8.91)\": 2133.3, \"(-8.91, -8.86)\": 2107.7, \"(-8.86, -8.82)\": 2072.4, \"(-8.82, -8.81)\": 2055.0, \"(-8.81, -8.79)\": 2045.5, \"(-8.79, -8.78)\": 2034.4, \"(-8.78, -8.77)\": 2027.9, \"(-8.77, -8.74)\": 2021.1, \"(-8.74, -8.72)\": 1993.1, \"(-8.72, -8.7)\": 1983.1, \"(-8.7, -8.69)\": 1975.9, \"(-8.69, -8.68)\": 1967.4, \"(-8.68, -8.68)\": 1960.6, \"(-8.68, -8.66)\": 1953.8, \"(-8.66, -8.65)\": 1946.9, \"(-8.65, -8.64)\": 1938.5, \"(-8.64, -8.62)\": 1931.6, \"(-8.62, -8.59)\": 1911.9, \"(-8.59, -8.54)\": 1886.9, \"(-8.54, -8.5)\": 1847.8, \"(-8.5, -8.46)\": 1837.7, \"(-8.46, -8.41)\": 1795.0, \"(-8.41, -8.4)\": 1781.1, \"(-8.4, -8.37)\": 1770.8, \"(-8.37, -8.32)\": 1739.2, \"(-8.32, -8.3)\": 1718.4, \"(-8.3, -8.28)\": 1711.6, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.97, -9.96)\": 9860.7, \"(-9.96, -9.96)\": 9833.2, \"(-9.96, -9.95)\": 9813.2, \"(-9.95, -9.93)\": 9753.3, \"(-9.93, -9.93)\": 9719.3, \"(-9.93, -9.91)\": 9705.4, \"(-9.91, -9.89)\": 9574.7, \"(-9.89, -9.87)\": 9541.3, \"(-9.87, -9.86)\": 9483.5, \"(-9.86, -9.86)\": 9446.6, \"(-9.86, -9.85)\": 9432.5, \"(-9.85, -9.84)\": 9393.5, \"(-9.84, -9.84)\": 9369.2, \"(-9.84, -9.81)\": 9342.2, \"(-9.81, -9.78)\": 9205.0, \"(-9.78, -9.77)\": 9148.5, \"(-9.77, -9.74)\": 9094.1, \"(-9.74, -9.7)\": 8903.0, \"(-9.7, -9.66)\": 8817.5, \"(-9.66, -9.63)\": 8624.5, \"(-9.63, -9.61)\": 8581.2, \"(-9.61, -9.6)\": 8507.2, \"(-9.6, -9.58)\": 8448.8, \"(-9.58, -9.57)\": 8404.1, \"(-9.57, -9.55)\": 8341.7, \"(-9.55, -9.55)\": 8314.0, \"(-9.55, -9.54)\": 8286.8, \"(-9.54, -9.53)\": 8262.4, \"(-9.53, -9.52)\": 8240.6, \"(-9.52, -9.5)\": 8191.7, \"(-9.5, -9.48)\": 8080.0, \"(-9.48, -9.47)\": 8059.1, \"(-9.47, -9.45)\": 8005.1, \"(-9.45, -9.41)\": 7892.2, \"(-9.41, -9.38)\": 7786.0, \"(-9.38, -9.36)\": 7699.7, \"(-9.36, -9.35)\": 7654.3, \"(-9.35, -9.34)\": 7622.5, \"(-9.34, -9.34)\": 7605.0, \"(-9.34, -9.32)\": 7570.9, \"(-9.32, -9.3)\": 7512.7, \"(-9.3, -9.28)\": 7461.2, \"(-9.28, -9.26)\": 7378.4, \"(-9.26, -9.25)\": 7341.9, \"(-9.25, -9.24)\": 7308.0, \"(-9.24, -9.24)\": 7275.7, \"(-9.24, -9.22)\": 7258.6, \"(-9.22, -9.18)\": 7153.5, \"(-9.18, -9.17)\": 7099.8, \"(-9.17, -9.17)\": 7060.9, \"(-9.17, -9.14)\": 7022.7, \"(-9.14, -9.11)\": 6905.8, \"(-9.11, -9.08)\": 6867.0, \"(-9.08, -9.06)\": 6766.6, \"(-9.06, -9.05)\": 6734.0, \"(-9.05, -9.05)\": 6699.4, \"(-9.05, -9.04)\": 6665.0, \"(-9.04, -9.03)\": 6646.4, \"(-9.03, -9.01)\": 6627.0, \"(-9.01, -9.0)\": 6567.3, \"(-9.0, -8.99)\": 6546.4, \"(-8.99, -8.97)\": 6505.5, \"(-8.97, -8.96)\": 6467.9, \"(-8.96, -8.95)\": 6424.5, \"(-8.95, -8.95)\": 6405.0, \"(-8.95, -8.91)\": 6384.1, \"(-8.91, -8.87)\": 6226.2, \"(-8.87, -8.85)\": 6178.3, \"(-8.85, -8.82)\": 6086.6, \"(-8.82, -8.82)\": 6045.6, \"(-8.82, -8.8)\": 6024.6, \"(-8.8, -8.79)\": 5964.5, \"(-8.79, -8.77)\": 5939.1, \"(-8.77, -8.72)\": 5856.3, \"(-8.72, -8.69)\": 5744.1, \"(-8.69, -8.67)\": 5687.6, \"(-8.67, -8.67)\": 5647.0, \"(-8.67, -8.65)\": 5631.5, \"(-8.65, -8.63)\": 5552.7, \"(-8.63, -8.61)\": 5517.9, \"(-8.61, -8.57)\": 5441.4, \"(-8.57, -8.54)\": 5352.2, \"(-8.54, -8.52)\": 5299.2, \"(-8.52, -8.51)\": 5254.7, \"(-8.51, -8.46)\": 5211.7, \"(-8.46, -8.41)\": 5034.5, \"(-8.41, -8.4)\": 4988.9, \"(-8.4, -8.39)\": 4964.4, \"(-8.39, -8.37)\": 4936.3, \"(-8.37, -8.34)\": 4895.4, \"(-8.34, -8.31)\": 4776.8, \"(-8.31, -8.29)\": 4751.1, \"(-8.29, -8.27)\": 4691.9, \"(-8.27, -8.26)\": 4666.8, \"(-8.26, -8.25)\": 4651.5, \"(-8.25, -8.24)\": 4622.6, \"(-8.24, -8.23)\": 4596.5, \"(-8.23, -8.23)\": 4573.6, \"(-8.23, -8.16)\": 4531.2, \"(-8.16, -8.09)\": 4317.5, \"(-8.09, -8.09)\": 4294.1, \"(-8.09, -8.08)\": 4282.0, \"(-8.08, -8.08)\": 4263.8, \"(-8.08, -8.08)\": 4248.5, \"(-8.08, -8.07)\": 4237.7, \"(-8.07, -8.04)\": 4201.0, \"(-8.04, -8.03)\": 4160.2, \"(-8.03, -8.02)\": 4143.3, \"(-8.02, -8.01)\": 4113.6, \"(-8.01, -7.99)\": 4095.2, \"(-7.99, -7.98)\": 4068.6, \"(-7.98, -7.96)\": 4029.9, \"(-7.96, -7.92)\": 3988.7, \"(-7.92, -7.88)\": 3870.9, \"(-7.88, -7.87)\": 3842.3, \"(-7.87, -7.85)\": 3814.1, \"(-7.85, -7.81)\": 3762.6, \"(-7.81, -7.77)\": 3676.1, \"(-7.77, -7.75)\": 3636.3, \"(-7.75, -7.73)\": 3596.6, \"(-7.73, -7.7)\": 3554.5, \"(-7.7, -7.69)\": 3537.2, \"(-7.69, -7.69)\": 3509.0, \"(-7.69, -7.68)\": 3488.4, \"(-7.68, -7.67)\": 3473.7, \"(-7.67, -7.67)\": 3459.7, \"(-7.67, -7.66)\": 3440.4, \"(-7.66, -7.64)\": 3420.9, \"(-7.64, -7.62)\": 3373.6, \"(-7.62, -7.59)\": 3342.6, \"(-7.59, -7.57)\": 3293.6, \"(-7.57, -7.57)\": 3278.2, \"(-7.57, -7.54)\": 3249.0, \"(-7.54, -7.49)\": 3190.7, \"(-7.49, -7.47)\": 3127.7, \"(-7.47, -7.45)\": 3096.8, \"(-7.45, -7.44)\": 3070.4, \"(-7.44, -7.4)\": 3043.6, \"(-7.4, -7.37)\": 2974.0, \"(-7.37, -7.34)\": 2946.2, \"(-7.34, -7.31)\": 2862.9, \"(-7.31, -7.25)\": 2824.2, \"(-7.25, -7.2)\": 2711.4, \"(-7.2, -7.16)\": 2662.0, \"(-7.16, -7.1)\": 2589.5, \"(-7.1, -7.06)\": 2511.3, \"(-7.06, -7.04)\": 2466.3, \"(-7.04, -7.02)\": 2440.8, \"(-7.02, -7.0)\": 2411.4, \"(-7.0, -6.98)\": 2395.6, \"(-6.98, -6.97)\": 2365.7, \"(-6.97, -6.95)\": 2353.3, \"(-6.95, -6.92)\": 2305.2, \"(-6.92, -6.9)\": 2282.8, \"(-6.9, -6.89)\": 2259.6, \"(-6.89, -6.82)\": 2225.0, \"(-6.82, -6.77)\": 2112.7, \"(-6.77, -6.75)\": 2093.0, \"(-6.75, -6.73)\": 2064.5, \"(-6.73, -6.72)\": 2042.6, \"(-6.72, -6.71)\": 2023.9, \"(-6.71, -6.67)\": 2008.1, \"(-6.67, -6.62)\": 1948.0, \"(-6.62, -6.6)\": 1922.6, \"(-6.6, -6.58)\": 1886.1, \"(-6.58, -6.57)\": 1874.4, \"(-6.57, -6.54)\": 1844.6, \"(-6.54, -6.53)\": 1820.8, \"(-6.53, -6.52)\": 1809.5, \"(-6.52, -6.49)\": 1792.8, \"(-6.49, -6.46)\": 1762.6, \"(-6.46, -6.46)\": 1743.2, \"(-6.46, -6.43)\": 1715.6, \"(-6.43, -6.4)\": 1686.0, \"(-6.4, -6.38)\": 1667.7, \"(-6.38, -6.36)\": 1644.9, \"(-6.36, -6.35)\": 1632.6, \"(-6.35, -6.33)\": 1612.0, \"(-6.33, -6.29)\": 1580.4, \"(-6.29, -6.24)\": 1543.9, \"(-6.24, -6.22)\": 1517.6, \"(-6.22, -6.21)\": 1496.4, \"(-6.21, -6.19)\": 1483.6, \"(-6.19, -6.16)\": 1465.6, \"(-6.16, -6.16)\": 1450.0, \"(-6.16, -6.15)\": 1437.3, \"(-6.15, -6.15)\": 1421.7, \"(-6.15, -6.14)\": 1400.5, \"(-6.14, -6.09)\": 1387.0, \"(-6.09, -6.04)\": 1350.7, \"(-6.04, -6.02)\": 1329.7, \"(-6.02, -5.98)\": 1308.5, \"(-5.98, -5.98)\": 1285.0, \"(-5.98, -5.96)\": 1272.7, \"(-5.96, -5.95)\": 1261.2, \"(-5.95, -5.94)\": 1246.2, \"(-5.94, -5.91)\": 1233.4, \"(-5.91, -5.9)\": 1220.6, \"(-5.9, -5.9)\": 1208.5, \"(-5.9, -5.87)\": 1193.8, \"(-5.87, -5.85)\": 1181.0, \"(-5.85, -5.84)\": 1161.4, \"(-5.84, -5.82)\": 1149.3, \"(-5.82, -5.79)\": 1128.8, \"(-5.79, -5.74)\": 1107.5, \"(-5.74, -5.71)\": 1089.0, \"(-5.71, -5.69)\": 1065.5, \"(-5.69, -5.66)\": 1049.7, \"(-5.66, -5.64)\": 1027.6, \"(-5.64, -5.63)\": 1010.8, \"(-5.63, -5.61)\": 991.5, \"(-5.61, -5.56)\": 972.1, \"(-5.56, -5.53)\": 955.0, \"(-5.53, -5.52)\": 941.9, \"(-5.52, -5.51)\": 925.2, \"(-5.51, -5.49)\": 909.3, \"(-5.49, -5.46)\": 891.9, \"(-5.46, -5.43)\": 871.1, \"(-5.43, -5.38)\": 847.5, \"(-5.38, -5.34)\": 822.8, \"(-5.34, -5.31)\": 811.2, \"(-5.31, -5.28)\": 799.8, \"(-5.28, -5.28)\": 782.9, \"(-5.28, -5.24)\": 770.4, \"(-5.24, -5.22)\": 752.5, \"(-5.22, -5.2)\": 727.5, \"(-5.2, -5.16)\": 715.5, \"(-5.16, -5.11)\": 695.5, \"(-5.11, -5.05)\": 672.1, \"(-5.05, -5.03)\": 658.0, \"(-5.03, -4.99)\": 639.4, \"(-4.99, -4.98)\": 623.7, \"(-4.98, -4.96)\": 607.4, \"(-4.96, -4.92)\": 593.2, \"(-4.92, -4.87)\": 573.4, \"(-4.87, -4.82)\": 558.3, \"(-4.82, -4.78)\": 537.6, \"(-4.78, -4.75)\": 522.5, \"(-4.75, -4.75)\": 508.0, \"(-4.75, -4.68)\": 491.3, \"(-4.68, -4.63)\": 470.8, \"(-4.63, -4.59)\": 454.6, \"(-4.59, -4.54)\": 433.7, \"(-4.54, -4.51)\": 422.0, \"(-4.51, -4.47)\": 412.0, \"(-4.47, -4.43)\": 400.9, \"(-4.43, -4.42)\": 386.7, \"(-4.42, -4.38)\": 376.5, \"(-4.38, -4.31)\": 359.9, \"(-4.31, -4.27)\": 338.6, \"(-4.27, -4.21)\": 327.0, \"(-4.21, -4.16)\": 309.1, \"(-4.16, -4.08)\": 294.7, \"(-4.08, -4.05)\": 279.6, \"(-4.05, -3.99)\": 267.1, \"(-3.99, -3.93)\": 254.6, \"(-3.93, -3.9)\": 243.7, \"(-3.9, -3.86)\": 233.5, \"(-3.86, -3.81)\": 221.4, \"(-3.81, -3.76)\": 210.2, \"(-3.76, -3.73)\": 197.3, \"(-3.73, -3.64)\": 187.3, \"(-3.64, -3.58)\": 176.1, \"(-3.58, -3.51)\": 161.7, \"(-3.51, -3.41)\": 148.5, \"(-3.41, -3.36)\": 136.0, \"(-3.36, -3.3)\": 123.9, \"(-3.3, -3.17)\": 113.1, \"(-3.17, -3.08)\": 103.2, \"(-3.08, -2.96)\": 91.5, \"(-2.96, -2.89)\": 79.9, \"(-2.89, -2.8)\": 69.6, \"(-2.8, -2.65)\": 58.4, \"(-2.65, -2.51)\": 48.3, \"(-2.51, -2.29)\": 38.0, \"(-2.29, -1.93)\": 26.5, \"(-1.93, -1.45)\": 14.4, \"(-1.45, 2.01)\": 3.5, \"(2.01, 2.14)\": 14.3, \"(2.14, 2.44)\": 24.7, \"(2.44, 2.59)\": 36.1, \"(2.59, 2.75)\": 48.6, \"(2.75, 2.86)\": 59.5, \"(2.86, 3.03)\": 73.7, \"(3.03, 3.1)\": 85.4, \"(3.1, 3.21)\": 95.3, \"(3.21, 3.28)\": 109.3, \"(3.28, 3.32)\": 120.2, \"(3.32, 3.42)\": 130.3, \"(3.42, 3.5)\": 142.2, \"(3.5, 3.56)\": 153.5, \"(3.56, 3.6)\": 164.0, \"(3.6, 3.68)\": 174.4, \"(3.68, 3.75)\": 192.6, \"(3.75, 3.82)\": 203.2, \"(3.82, 3.91)\": 215.9, \"(3.91, 3.94)\": 231.7, \"(3.94, 4.0)\": 243.0, \"(4.0, 4.02)\": 254.1, \"(4.02, 4.09)\": 268.2, \"(4.09, 4.11)\": 278.4, \"(4.11, 4.14)\": 290.9, \"(4.14, 4.17)\": 301.2, \"(4.17, 4.25)\": 314.1, \"(4.25, 4.27)\": 325.4, \"(4.27, 4.3)\": 339.0, \"(4.3, 4.32)\": 352.9, \"(4.32, 4.41)\": 366.2, \"(4.41, 4.48)\": 383.8, \"(4.48, 4.49)\": 399.4, \"(4.49, 4.51)\": 410.8, \"(4.51, 4.53)\": 422.1, \"(4.53, 4.57)\": 436.9, \"(4.57, 4.63)\": 448.8, \"(4.63, 4.7)\": 469.9, \"(4.7, 4.75)\": 498.6, \"(4.75, 4.77)\": 515.2, \"(4.77, 4.86)\": 530.4, \"(4.86, 4.96)\": 592.4, \"(4.96, 5.01)\": 602.6, \"(5.01, 5.06)\": 642.8, \"(5.06, 5.1)\": 655.7, \"(5.1, 5.13)\": 684.7, \"(5.13, 5.16)\": 700.2, \"(5.16, 5.19)\": 710.6, \"(5.19, 5.21)\": 722.7, \"(5.21, 5.26)\": 743.4, \"(5.26, 5.27)\": 765.1, \"(5.27, 5.29)\": 775.2, \"(5.29, 5.3)\": 785.1, \"(5.3, 5.32)\": 801.1, \"(5.32, 5.37)\": 821.1, \"(5.37, 5.42)\": 844.8, \"(5.42, 5.44)\": 858.9, \"(5.44, 5.45)\": 870.8, \"(5.45, 5.46)\": 889.5, \"(5.46, 5.48)\": 906.4, \"(5.48, 5.53)\": 916.4, \"(5.53, 5.56)\": 942.8, \"(5.56, 5.61)\": 965.7, \"(5.61, 5.64)\": 992.4, \"(5.64, 5.66)\": 1007.7, \"(5.66, 5.66)\": 1020.1, \"(5.66, 5.68)\": 1034.8, \"(5.68, 5.69)\": 1047.9, \"(5.69, 5.71)\": 1059.3, \"(5.71, 5.74)\": 1076.6, \"(5.74, 5.77)\": 1092.4, \"(5.77, 5.78)\": 1106.9, \"(5.78, 5.8)\": 1130.0, \"(5.8, 5.82)\": 1142.6, \"(5.82, 5.83)\": 1155.4, \"(5.83, 5.86)\": 1166.0, \"(5.86, 5.92)\": 1195.6, \"(5.92, 5.97)\": 1255.9, \"(5.97, 5.99)\": 1269.6, \"(5.99, 6.01)\": 1287.4, \"(6.01, 6.03)\": 1310.9, \"(6.03, 6.06)\": 1326.3, \"(6.06, 6.06)\": 1341.4, \"(6.06, 6.07)\": 1353.2, \"(6.07, 6.08)\": 1371.1, \"(6.08, 6.1)\": 1385.6, \"(6.1, 6.12)\": 1406.6, \"(6.12, 6.15)\": 1422.1, \"(6.15, 6.17)\": 1448.0, \"(6.17, 6.2)\": 1461.4, \"(6.2, 6.24)\": 1504.1, \"(6.24, 6.26)\": 1526.8, \"(6.26, 6.29)\": 1548.0, \"(6.29, 6.31)\": 1561.8, \"(6.31, 6.32)\": 1573.7, \"(6.32, 6.34)\": 1592.0, \"(6.34, 6.35)\": 1615.4, \"(6.35, 6.38)\": 1636.3, \"(6.38, 6.39)\": 1647.7, \"(6.39, 6.39)\": 1669.4, \"(6.39, 6.4)\": 1680.2, \"(6.4, 6.41)\": 1693.9, \"(6.41, 6.42)\": 1706.8, \"(6.42, 6.43)\": 1720.8, \"(6.43, 6.46)\": 1738.3, \"(6.46, 6.49)\": 1767.7, \"(6.49, 6.51)\": 1781.5, \"(6.51, 6.52)\": 1796.8, \"(6.52, 6.54)\": 1821.0, \"(6.54, 6.56)\": 1845.0, \"(6.56, 6.58)\": 1863.4, \"(6.58, 6.6)\": 1883.0, \"(6.6, 6.62)\": 1900.8, \"(6.62, 6.63)\": 1922.2, \"(6.63, 6.64)\": 1943.8, \"(6.64, 6.67)\": 1963.2, \"(6.67, 6.68)\": 1989.3, \"(6.68, 6.71)\": 2003.0, \"(6.71, 6.75)\": 2043.5, \"(6.75, 6.79)\": 2102.5, \"(6.79, 6.8)\": 2119.5, \"(6.8, 6.82)\": 2142.9, \"(6.82, 6.84)\": 2178.0, \"(6.84, 6.85)\": 2198.5, \"(6.85, 6.87)\": 2210.9, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-10.0, -9.95)\": 1282.2, \"(-9.95, -9.88)\": 1239.3, \"(-9.88, -9.82)\": 1187.9, \"(-9.82, -9.76)\": 1129.5, \"(-9.76, -9.7)\": 1089.8, \"(-9.7, -9.64)\": 1037.5, \"(-9.64, -9.56)\": 995.8, \"(-9.56, -9.5)\": 950.3, \"(-9.5, -9.43)\": 909.9, \"(-9.43, -9.35)\": 858.4, \"(-9.35, -9.28)\": 815.5, \"(-9.28, -9.23)\": 765.2, \"(-9.23, -9.12)\": 725.5, \"(-9.12, -9.06)\": 679.5, \"(-9.06, -8.96)\": 640.0, \"(-8.96, -8.87)\": 600.0, \"(-8.87, -8.79)\": 558.3, \"(-8.79, -8.67)\": 517.2, \"(-8.67, -8.55)\": 470.8, \"(-8.55, -8.43)\": 420.6, \"(-8.43, -8.31)\": 380.6, \"(-8.31, -8.18)\": 339.5, \"(-8.18, -8.05)\": 301.1, \"(-8.05, -7.86)\": 261.4, \"(-7.86, -7.7)\": 222.3, \"(-7.7, -7.45)\": 180.2, \"(-7.45, -7.12)\": 134.0, \"(-7.12, -6.72)\": 95.4, \"(-6.72, -6.08)\": 55.2, \"(-6.08, -1.33)\": 15.4, \"(-1.33, -0.87)\": 58.1, \"(-0.87, -0.64)\": 99.8, \"(-0.64, -0.31)\": 143.1, \"(-0.31, -0.17)\": 186.6, \"(-0.17, 0.04)\": 230.4, \"(0.04, 0.17)\": 276.7, \"(0.17, 0.37)\": 321.4, \"(0.37, 0.49)\": 363.3, \"(0.49, 0.6)\": 407.1, \"(0.6, 0.7)\": 454.9, \"(0.7, 0.77)\": 500.1, \"(0.77, 0.85)\": 539.6, \"(0.85, 1.04)\": 587.8, \"(1.04, 1.11)\": 637.4, \"(1.11, 1.22)\": 688.9, \"(1.22, 1.25)\": 729.1, \"(1.25, 1.33)\": 772.4, \"(1.33, 1.39)\": 814.6, \"(1.39, 1.43)\": 858.3, \"(1.43, 1.52)\": 908.0, \"(1.52, 1.59)\": 949.1, \"(1.59, 1.66)\": 1000.0, \"(1.66, 1.74)\": 1041.6, \"(1.74, 1.79)\": 1085.6, \"(1.79, 1.84)\": 1151.3, \"(1.84, 1.93)\": 1197.0, \"(1.93, 2.0)\": 1242.6, \"(2.0, 2.08)\": 1299.5, \"(2.08, 2.14)\": 1360.2, \"(2.14, 2.2)\": 1425.9, \"(2.2, 2.25)\": 1473.5, \"(2.25, 2.29)\": 1526.1, \"(2.29, 2.31)\": 1569.0, \"(2.31, 2.33)\": 1608.6, \"(2.33, 2.41)\": 1658.1, \"(2.41, 2.48)\": 1726.8, \"(2.48, 2.51)\": 1765.4, \"(2.51, 2.57)\": 1805.2, \"(2.57, 2.59)\": 1871.0, \"(2.59, 2.62)\": 1929.0, \"(2.62, 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\"(4.03, 4.06)\": 4195.1, \"(4.06, 4.1)\": 4252.5, \"(4.1, 4.15)\": 4360.2, \"(4.15, 4.17)\": 4456.9, \"(4.17, 4.19)\": 4497.0, \"(4.19, 4.23)\": 4541.7, \"(4.23, 4.25)\": 4590.4, \"(4.25, 4.28)\": 4667.8, \"(4.28, 4.31)\": 4746.5, \"(4.31, 4.35)\": 4817.8, \"(4.35, 4.38)\": 4874.7, \"(4.38, 4.4)\": 4948.8, \"(4.4, 4.43)\": 5027.0, \"(4.43, 4.44)\": 5066.2, \"(4.44, 4.47)\": 5117.2, \"(4.47, 4.5)\": 5206.1, \"(4.5, 4.53)\": 5245.9, \"(4.53, 4.56)\": 5346.8, \"(4.56, 4.59)\": 5398.5, \"(4.59, 4.62)\": 5484.1, \"(4.62, 4.65)\": 5554.9, \"(4.65, 4.68)\": 5614.6, \"(4.68, 4.71)\": 5699.4, \"(4.71, 4.73)\": 5755.7, \"(4.73, 4.75)\": 5803.2, \"(4.75, 4.77)\": 5904.2, \"(4.77, 4.79)\": 5947.0, \"(4.79, 4.81)\": 5998.3, \"(4.81, 4.84)\": 6044.8, \"(4.84, 4.85)\": 6085.7, \"(4.85, 4.86)\": 6132.0, \"(4.86, 4.87)\": 6176.8, \"(4.87, 4.9)\": 6226.7, \"(4.9, 4.91)\": 6300.1, \"(4.91, 4.94)\": 6338.5, \"(4.94, 4.97)\": 6425.9, \"(4.97, 4.99)\": 6493.2, \"(4.99, 5.02)\": 6568.9, \"(5.02, 5.05)\": 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\"(7.87, 7.87)\": 19883.0, \"(7.87, 7.92)\": 19985.7, \"(7.92, 7.99)\": 20505.2, \"(7.99, 8.0)\": 20641.6, \"(8.0, 8.0)\": 20747.6, \"(8.0, 8.03)\": 20848.5, \"(8.03, 8.06)\": 21082.5, \"(8.06, 8.08)\": 21189.2, \"(8.08, 8.09)\": 21271.0, \"(8.09, 8.09)\": 21349.6, \"(8.09, 8.1)\": 21448.3, \"(8.1, 8.11)\": 21523.9, \"(8.11, 8.14)\": 21619.8, \"(8.14, 8.16)\": 21841.2, \"(8.16, 8.18)\": 21915.6, \"(8.18, 8.2)\": 22079.6, \"(8.2, 8.22)\": 22228.0, \"(8.22, 8.25)\": 22417.3, \"(8.25, 8.27)\": 22599.2, \"(8.27, 8.28)\": 22692.3, \"(8.28, 8.33)\": 22854.3, \"(8.33, 8.38)\": 23370.6, \"(8.38, 8.38)\": 23492.4, \"(8.38, 8.39)\": 23557.0, \"(8.39, 8.41)\": 23640.4, \"(8.41, 8.43)\": 23760.5, \"(8.43, 8.45)\": 23960.7, \"(8.45, 8.47)\": 24062.6, \"(8.47, 8.51)\": 24339.2, \"(8.51, 8.53)\": 24564.2, \"(8.53, 8.54)\": 24670.7, \"(8.54, 8.56)\": 24821.0, \"(8.56, 8.57)\": 24950.8, \"(8.57, 8.59)\": 25014.1, \"(8.59, 8.6)\": 25171.1, \"(8.6, 8.65)\": 25455.3, \"(8.65, 8.69)\": 25854.5, \"(8.69, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.56)\": -1.002, \"(-9.56, -3.51)\": -1.0, \"(-3.51, -3.49)\": -0.997, \"(-3.49, -2.1)\": -1.0, \"(-2.1, -2.09)\": -1.002, \"(-2.09, -0.4)\": -1.0, \"(-0.4, -0.31)\": -0.998, \"(-0.31, -0.23)\": -0.994, \"(-0.23, -0.19)\": -0.991, \"(-0.19, -0.18)\": -0.989, \"(-0.18, -0.04)\": -0.987, \"(-0.04, -0.02)\": -0.983, \"(-0.02, -0.02)\": -0.953, \"(-0.02, 0.0)\": -0.851, \"(0.0, 0.05)\": 0.868, \"(0.05, 0.1)\": 0.96, \"(0.1, 0.22)\": 0.989, \"(0.22, 0.29)\": 0.991, \"(0.29, 0.33)\": 0.994, \"(0.33, 0.44)\": 0.996, \"(0.44, 9.74)\": 1.0, \"(9.74, 9.99)\": 1.002}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.81)\": -1.004, \"(-9.81, -8.07)\": -1.001, \"(-8.07, -7.61)\": -0.999, \"(-7.61, -7.6)\": -1.002, \"(-7.6, -7.06)\": -0.999, \"(-7.06, -6.73)\": -1.002, \"(-6.73, -4.74)\": -0.999, \"(-4.74, -4.66)\": -1.002, \"(-4.66, -3.75)\": -0.999, \"(-3.75, -3.74)\": -1.002, \"(-3.74, -3.31)\": -1.0, \"(-3.31, -3.24)\": -0.995, \"(-3.24, -3.12)\": -0.991, \"(-3.12, -3.07)\": -0.988, \"(-3.07, -3.03)\": -0.985, \"(-3.03, -2.99)\": -0.976, \"(-2.99, -2.97)\": 0.824, \"(-2.97, -2.96)\": 0.925, \"(-2.96, -2.95)\": 0.955, \"(-2.95, -2.94)\": 0.984, \"(-2.94, -2.83)\": 0.989, \"(-2.83, -2.79)\": 0.992, \"(-2.79, -2.61)\": 0.997, \"(-2.61, -0.49)\": 0.999, \"(-0.49, -0.41)\": 1.002, \"(-0.41, -0.34)\": 0.998, \"(-0.34, 0.06)\": 1.001, \"(0.06, 0.22)\": 0.998, \"(0.22, 9.99)\": 1.001}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -7.84)\": -1.002, \"(-7.84, -2.48)\": -1.0, \"(-2.48, -2.35)\": -1.002, \"(-2.35, -2.01)\": -0.999, \"(-2.01, -1.93)\": -1.001, \"(-1.93, 0.58)\": -0.999, \"(0.58, 0.68)\": -0.997, \"(0.68, 0.79)\": -0.993, \"(0.79, 0.84)\": -0.991, \"(0.84, 0.88)\": -0.988, \"(0.88, 0.9)\": -0.985, \"(0.9, 0.91)\": -0.983, \"(0.91, 0.96)\": -0.777, \"(0.96, 1.0)\": 0.981, \"(1.0, 1.11)\": 0.986, \"(1.11, 1.2)\": 0.988, \"(1.2, 1.22)\": 0.991, \"(1.22, 1.27)\": 0.993, \"(1.27, 1.34)\": 0.997, \"(1.34, 1.57)\": 0.999, \"(1.57, 1.94)\": 1.001, \"(1.94, 2.12)\": 0.999, \"(2.12, 2.14)\": 1.001, \"(2.14, 3.16)\": 0.999, \"(3.16, 3.33)\": 1.001, \"(3.33, 3.99)\": 0.999, \"(3.99, 4.86)\": 1.001, \"(4.86, 4.94)\": 0.999, \"(4.94, 10.0)\": 1.001}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.95)\": 9.963, \"(-9.95, -9.91)\": 9.941, \"(-9.91, -9.86)\": 9.893, \"(-9.86, -9.8)\": 9.824, \"(-9.8, -9.77)\": 9.794, \"(-9.77, -9.73)\": 9.761, \"(-9.73, -9.71)\": 9.725, \"(-9.71, -9.68)\": 9.697, \"(-9.68, -9.64)\": 9.657, \"(-9.64, -9.61)\": 9.626, \"(-9.61, -9.58)\": 9.592, \"(-9.58, -9.55)\": 9.558, \"(-9.55, -9.52)\": 9.538, \"(-9.52, -9.5)\": 9.515, \"(-9.5, -9.47)\": 9.491, \"(-9.47, -9.44)\": 9.464, \"(-9.44, -9.4)\": 9.426, \"(-9.4, -9.35)\": 9.379, \"(-9.35, -9.33)\": 9.34, \"(-9.33, -9.3)\": 9.314, \"(-9.3, -9.24)\": 9.277, \"(-9.24, -9.18)\": 9.207, \"(-9.18, -9.17)\": 9.184, \"(-9.17, -9.14)\": 9.161, \"(-9.14, -9.13)\": 9.139, \"(-9.13, -9.11)\": 9.119, \"(-9.11, -9.07)\": 9.081, \"(-9.07, -9.04)\": 9.06, \"(-9.04, -9.03)\": 9.033, \"(-9.03, -9.0)\": 9.011, \"(-9.0, -8.97)\": 8.988, \"(-8.97, -8.96)\": 8.965, \"(-8.96, -8.93)\": 8.942, \"(-8.93, -8.89)\": 8.911, \"(-8.89, -8.86)\": 8.883, \"(-8.86, -8.84)\": 8.853, \"(-8.84, -8.81)\": 8.829, \"(-8.81, -8.78)\": 8.789, \"(-8.78, -8.72)\": 8.755, \"(-8.72, -8.66)\": 8.697, \"(-8.66, -8.62)\": 8.646, \"(-8.62, -8.61)\": 8.617, \"(-8.61, -8.58)\": 8.596, \"(-8.58, -8.57)\": 8.573, \"(-8.57, -8.54)\": 8.552, \"(-8.54, -8.5)\": 8.525, \"(-8.5, -8.46)\": 8.482, \"(-8.46, -8.43)\": 8.455, \"(-8.43, -8.41)\": 8.427, \"(-8.41, -8.36)\": 8.399, \"(-8.36, -8.32)\": 8.336, \"(-8.32, -8.27)\": 8.302, \"(-8.27, -8.24)\": 8.264, \"(-8.24, -8.23)\": 8.238, \"(-8.23, -8.19)\": 8.203, \"(-8.19, -8.14)\": 8.152, \"(-8.14, -8.11)\": 8.124, \"(-8.11, -8.08)\": 8.097, \"(-8.08, -8.04)\": 8.065, \"(-8.04, -7.99)\": 8.012, \"(-7.99, -7.97)\": 7.984, \"(-7.97, -7.93)\": 7.955, \"(-7.93, -7.88)\": 7.921, \"(-7.88, -7.87)\": 7.883, \"(-7.87, -7.85)\": 7.863, \"(-7.85, -7.81)\": 7.833, \"(-7.81, -7.74)\": 7.764, \"(-7.74, -7.7)\": 7.726, \"(-7.7, -7.66)\": 7.69, \"(-7.66, -7.65)\": 7.664, \"(-7.65, -7.62)\": 7.62, \"(-7.62, -7.57)\": 7.59, \"(-7.57, -7.51)\": 7.545, \"(-7.51, -7.49)\": 7.497, \"(-7.49, -7.45)\": 7.477, \"(-7.45, -7.4)\": 7.425, \"(-7.4, -7.38)\": 7.396, \"(-7.38, -7.35)\": 7.373, \"(-7.35, -7.31)\": 7.34, \"(-7.31, -7.28)\": 7.306, \"(-7.28, -7.25)\": 7.264, \"(-7.25, -7.22)\": 7.244, \"(-7.22, -7.19)\": 7.212, \"(-7.19, -7.16)\": 7.173, \"(-7.16, -7.13)\": 7.149, \"(-7.13, -7.1)\": 7.117, \"(-7.1, -7.08)\": 7.094, \"(-7.08, -7.04)\": 7.065, \"(-7.04, -6.99)\": 7.019, \"(-6.99, -6.97)\": 6.979, \"(-6.97, -6.93)\": 6.954, \"(-6.93, -6.89)\": 6.914, \"(-6.89, -6.85)\": 6.883, \"(-6.85, -6.82)\": 6.845, \"(-6.82, -6.79)\": 6.804, \"(-6.79, -6.77)\": 6.773, \"(-6.77, -6.73)\": 6.751, \"(-6.73, -6.69)\": 6.711, \"(-6.69, -6.66)\": 6.681, \"(-6.66, -6.62)\": 6.649, \"(-6.62, -6.6)\": 6.625, \"(-6.6, -6.57)\": 6.597, \"(-6.57, -6.55)\": 6.564, \"(-6.55, -6.51)\": 6.534, \"(-6.51, -6.49)\": 6.507, \"(-6.49, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.96)\": 14.96, \"(-9.96, -9.92)\": 14.91, \"(-9.92, -9.88)\": 14.82, \"(-9.88, -9.85)\": 14.74, \"(-9.85, -9.81)\": 14.68, \"(-9.81, -9.77)\": 14.59, \"(-9.77, -9.75)\": 14.53, \"(-9.75, -9.71)\": 14.46, \"(-9.71, -9.68)\": 14.4, \"(-9.68, -9.65)\": 14.33, \"(-9.65, -9.6)\": 14.27, \"(-9.6, -9.58)\": 14.19, \"(-9.58, -9.53)\": 14.14, \"(-9.53, -9.49)\": 14.03, \"(-9.49, -9.44)\": 13.96, \"(-9.44, -9.38)\": 13.82, \"(-9.38, -9.32)\": 13.69, \"(-9.32, -9.28)\": 13.61, \"(-9.28, -9.25)\": 13.56, \"(-9.25, -9.22)\": 13.49, \"(-9.22, -9.19)\": 13.42, \"(-9.19, -9.16)\": 13.37, \"(-9.16, -9.13)\": 13.28, \"(-9.13, -9.07)\": 13.21, \"(-9.07, -9.01)\": 13.1, \"(-9.01, -8.97)\": 12.97, \"(-8.97, -8.92)\": 12.9, \"(-8.92, -8.88)\": 12.8, \"(-8.88, -8.86)\": 12.75, \"(-8.86, -8.82)\": 12.7, \"(-8.82, -8.78)\": 12.63, \"(-8.78, -8.71)\": 12.49, \"(-8.71, -8.67)\": 12.37, \"(-8.67, -8.64)\": 12.31, \"(-8.64, -8.59)\": 12.25, \"(-8.59, -8.55)\": 12.16, \"(-8.55, -8.52)\": 12.06, \"(-8.52, -8.47)\": 12.01, \"(-8.47, -8.44)\": 11.94, \"(-8.44, -8.42)\": 11.87, \"(-8.42, -8.39)\": 11.81, \"(-8.39, -8.33)\": 11.75, \"(-8.33, -8.29)\": 11.63, \"(-8.29, -8.25)\": 11.56, \"(-8.25, -8.21)\": 11.47, \"(-8.21, -8.19)\": 11.4, \"(-8.19, -8.16)\": 11.34, \"(-8.16, -8.12)\": 11.29, \"(-8.12, -8.08)\": 11.21, \"(-8.08, -8.04)\": 11.15, \"(-8.04, -8.02)\": 11.07, \"(-8.02, -7.97)\": 11.0, \"(-7.97, -7.94)\": 10.9, \"(-7.94, -7.91)\": 10.85, \"(-7.91, -7.86)\": 10.78, \"(-7.86, -7.81)\": 10.67, \"(-7.81, -7.8)\": 10.62, \"(-7.8, -7.76)\": 10.57, \"(-7.76, -7.7)\": 10.46, \"(-7.7, -7.67)\": 10.38, \"(-7.67, -7.63)\": 10.31, \"(-7.63, -7.59)\": 10.22, \"(-7.59, -7.55)\": 10.16, \"(-7.55, -7.51)\": 10.1, \"(-7.51, -7.48)\": 10.01, \"(-7.48, -7.45)\": 9.96, \"(-7.45, -7.41)\": 9.89, \"(-7.41, -7.37)\": 9.79, \"(-7.37, -7.33)\": 9.69, \"(-7.33, -7.29)\": 9.62, \"(-7.29, -7.25)\": 9.53, \"(-7.25, -7.19)\": 9.45, \"(-7.19, -7.14)\": 9.32, \"(-7.14, -7.12)\": 9.25, \"(-7.12, -7.08)\": 9.2, \"(-7.08, -7.01)\": 9.13, \"(-7.01, -6.97)\": 8.98, \"(-6.97, -6.92)\": 8.91, \"(-6.92, -6.86)\": 8.79, \"(-6.86, -6.81)\": 8.7, \"(-6.81, -6.75)\": 8.55, \"(-6.75, -6.72)\": 8.49, \"(-6.72, -6.66)\": 8.4, \"(-6.66, -6.66)\": 8.35, \"(-6.66, -6.62)\": 8.29, \"(-6.62, -6.56)\": 8.22, \"(-6.56, -6.53)\": 8.11, \"(-6.53, -6.49)\": 8.05, \"(-6.49, -6.43)\": 7.93, \"(-6.43, -6.41)\": 7.85, \"(-6.41, -6.37)\": 7.8, \"(-6.37, -6.35)\": 7.74, \"(-6.35, -6.32)\": 7.66, \"(-6.32, -6.27)\": 7.59, \"(-6.27, -6.22)\": 7.51, \"(-6.22, -6.16)\": 7.39, \"(-6.16, -6.11)\": 7.27, \"(-6.11, -6.07)\": 7.19, \"(-6.07, -6.03)\": 7.11, \"(-6.03, -6.01)\": 7.06, \"(-6.01, -5.98)\": 7.0, \"(-5.98, -5.96)\": 6.94, \"(-5.96, -5.92)\": 6.88, \"(-5.92, -5.87)\": 6.8, \"(-5.87, -5.84)\": 6.74, \"(-5.84, -5.81)\": 6.65, \"(-5.81, -5.77)\": 6.6, \"(-5.77, -5.73)\": 6.5, \"(-5.73, -5.69)\": 6.43, \"(-5.69, -5.65)\": 6.33, \"(-5.65, -5.61)\": 6.27, \"(-5.61, -5.57)\": 6.2, \"(-5.57, -5.56)\": 6.13, \"(-5.56, -5.51)\": 6.06, \"(-5.51, -5.47)\": 5.98, \"(-5.47, -5.43)\": 5.91, \"(-5.43, -5.39)\": 5.82, \"(-5.39, -5.35)\": 5.74, \"(-5.35, -5.31)\": 5.66, \"(-5.31, -5.27)\": 5.6, \"(-5.27, -5.25)\": 5.52, \"(-5.25, -5.21)\": 5.46, \"(-5.21, -5.18)\": 5.41, \"(-5.18, -5.15)\": 5.35, \"(-5.15, -5.13)\": 5.3, \"(-5.13, -5.1)\": 5.24, \"(-5.1, -5.07)\": 5.18, \"(-5.07, -5.0)\": 5.07, \"(-5.0, -4.98)\": 5.0, \"(-4.98, -4.93)\": 4.94, \"(-4.93, -4.88)\": 4.83, \"(-4.88, -4.84)\": 4.73, \"(-4.84, -4.8)\": 4.63, \"(-4.8, -4.78)\": 4.58, \"(-4.78, -4.73)\": 4.53, \"(-4.73, -4.71)\": 4.46, \"(-4.71, -4.67)\": 4.4, \"(-4.67, -4.65)\": 4.33, \"(-4.65, -4.62)\": 4.28, \"(-4.62, -4.57)\": 4.2, \"(-4.57, -4.51)\": 4.07, \"(-4.51, -4.48)\": 4.02, \"(-4.48, -4.43)\": 3.91, \"(-4.43, -4.39)\": 3.84, \"(-4.39, -4.34)\": 3.76, \"(-4.34, -4.32)\": 3.66, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.98, -9.94)\": 0.235, \"(-9.94, -9.9)\": 0.242, \"(-9.9, -9.88)\": 0.324, \"(-9.88, -9.84)\": 0.348, \"(-9.84, -9.8)\": 0.432, \"(-9.8, -9.79)\": 0.451, \"(-9.79, -9.78)\": 0.46, \"(-9.78, -9.77)\": 0.473, \"(-9.77, -9.76)\": 0.486, \"(-9.76, -9.73)\": 0.506, \"(-9.73, -9.69)\": 0.53, \"(-9.69, -9.65)\": 0.586, \"(-9.65, -9.65)\": 0.591, \"(-9.65, -9.63)\": 0.599, \"(-9.63, -9.62)\": 0.613, \"(-9.62, -9.61)\": 0.619, \"(-9.61, -9.6)\": 0.627, \"(-9.6, -9.57)\": 0.649, \"(-9.57, -9.55)\": 0.668, \"(-9.55, -9.54)\": 0.674, \"(-9.54, -9.53)\": 0.68, \"(-9.53, -9.5)\": 0.69, \"(-9.5, -9.48)\": 0.721, \"(-9.48, -9.47)\": 0.726, \"(-9.47, -9.46)\": 0.735, \"(-9.46, -9.43)\": 0.743, \"(-9.43, -9.4)\": 0.761, \"(-9.4, -9.39)\": 0.778, \"(-9.39, -9.38)\": 0.785, \"(-9.38, -9.36)\": 0.791, \"(-9.36, -9.34)\": 0.808, \"(-9.34, -9.33)\": 0.818, \"(-9.33, -9.3)\": 0.826, \"(-9.3, -9.27)\": 0.844, \"(-9.27, -9.25)\": 0.859, \"(-9.25, -9.24)\": 0.869, \"(-9.24, -9.22)\": 0.878, \"(-9.22, -9.2)\": 0.884, \"(-9.2, -9.18)\": 0.899, \"(-9.18, -9.17)\": 0.905, \"(-9.17, -9.16)\": 0.915, \"(-9.16, -9.14)\": 0.923, \"(-9.14, -9.13)\": 0.928, \"(-9.13, -9.08)\": 0.935, \"(-9.08, -9.03)\": 0.978, \"(-9.03, -9.01)\": 0.99, \"(-9.01, -8.99)\": 1.0, \"(-8.99, -8.98)\": 1.005, \"(-8.98, -8.97)\": 1.012, \"(-8.97, -8.95)\": 1.018, \"(-8.95, -8.95)\": 1.023, \"(-8.95, -8.94)\": 1.03, \"(-8.94, -8.9)\": 1.042, \"(-8.9, -8.88)\": 1.055, \"(-8.88, -8.87)\": 1.059, \"(-8.87, -8.85)\": 1.066, \"(-8.85, -8.83)\": 1.078, \"(-8.83, -8.81)\": 1.086, \"(-8.81, -8.78)\": 1.096, \"(-8.78, -8.76)\": 1.107, \"(-8.76, -8.75)\": 1.114, \"(-8.75, -8.73)\": 1.118, \"(-8.73, -8.72)\": 1.127, \"(-8.72, -8.7)\": 1.137, \"(-8.7, -8.69)\": 1.145, \"(-8.69, -8.65)\": 1.154, \"(-8.65, -8.59)\": 1.174, \"(-8.59, -8.54)\": 1.2, \"(-8.54, -8.53)\": 1.208, \"(-8.53, -8.52)\": 1.213, \"(-8.52, -8.5)\": 1.218, \"(-8.5, -8.48)\": 1.231, \"(-8.48, -8.46)\": 1.237, \"(-8.46, -8.43)\": 1.247, \"(-8.43, -8.36)\": 1.264, \"(-8.36, -8.31)\": 1.292, \"(-8.31, -8.3)\": 1.301, \"(-8.3, -8.27)\": 1.307, \"(-8.27, -8.25)\": 1.319, \"(-8.25, -8.23)\": 1.325, \"(-8.23, -8.2)\": 1.333, \"(-8.2, -8.19)\": 1.344, \"(-8.19, -8.17)\": 1.348, \"(-8.17, -8.16)\": 1.355, \"(-8.16, -8.13)\": 1.361, \"(-8.13, -8.1)\": 1.373, \"(-8.1, -8.08)\": 1.379, \"(-8.08, -8.06)\": 1.386, \"(-8.06, -8.06)\": 1.392, \"(-8.06, -8.05)\": 1.396, \"(-8.05, -8.03)\": 1.404, \"(-8.03, -8.01)\": 1.408, \"(-8.01, -7.99)\": 1.416, \"(-7.99, -7.97)\": 1.421, \"(-7.97, -7.91)\": 1.43, \"(-7.91, -7.85)\": 1.458, \"(-7.85, -7.81)\": 1.468, \"(-7.81, -7.77)\": 1.488, \"(-7.77, -7.74)\": 1.497, \"(-7.74, -7.69)\": 1.511, \"(-7.69, -7.66)\": 1.524, \"(-7.66, -7.63)\": 1.531, \"(-7.63, -7.61)\": 1.539, \"(-7.61, -7.59)\": 1.549, \"(-7.59, -7.56)\": 1.556, \"(-7.56, -7.54)\": 1.564, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.2%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -9.98)\": 8.651, \"(-9.98, -9.94)\": 8.622, \"(-9.94, -9.92)\": 8.596, \"(-9.92, -9.89)\": 8.571, \"(-9.89, -9.88)\": 8.549, \"(-9.88, -9.83)\": 8.516, \"(-9.83, -9.78)\": 8.467, \"(-9.78, -9.76)\": 8.443, \"(-9.76, -9.75)\": 8.417, \"(-9.75, -9.7)\": 8.397, \"(-9.7, -9.63)\": 8.331, \"(-9.63, -9.58)\": 8.279, \"(-9.58, -9.55)\": 8.242, \"(-9.55, -9.53)\": 8.212, \"(-9.53, -9.49)\": 8.186, \"(-9.49, -9.46)\": 8.145, \"(-9.46, -9.44)\": 8.118, \"(-9.44, -9.41)\": 8.094, \"(-9.41, -9.37)\": 8.073, \"(-9.37, -9.36)\": 8.038, \"(-9.36, -9.32)\": 8.015, \"(-9.32, -9.29)\": 7.982, \"(-9.29, -9.26)\": 7.955, \"(-9.26, -9.22)\": 7.928, \"(-9.22, -9.13)\": 7.855, \"(-9.13, -9.06)\": 7.767, \"(-9.06, -9.03)\": 7.729, \"(-9.03, -8.99)\": 7.705, \"(-8.99, -8.96)\": 7.67, \"(-8.96, -8.93)\": 7.631, \"(-8.93, -8.88)\": 7.598, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-10.0, -2.74)\": -0.0005, \"(-2.74, -2.58)\": 0.0005, \"(-2.58, -2.41)\": 0.0017, \"(-2.41, -2.33)\": 0.0034, \"(-2.33, -2.29)\": 0.0046, \"(-2.29, -2.27)\": 0.0056, \"(-2.27, -2.2)\": 0.0068, \"(-2.2, -2.17)\": 0.0084, \"(-2.17, -2.15)\": 0.0099, \"(-2.15, -2.1)\": 0.0111, \"(-2.1, -2.09)\": 0.0126, \"(-2.09, -2.05)\": 0.014, \"(-2.05, -2.02)\": 0.0163, \"(-2.02, -1.99)\": 0.0186, \"(-1.99, -1.97)\": 0.0203, \"(-1.97, -1.94)\": 0.0218, \"(-1.94, -1.9)\": 0.0258, \"(-1.9, -1.88)\": 0.0282, \"(-1.88, -1.87)\": 0.0296, \"(-1.87, -1.84)\": 0.0324, \"(-1.84, -1.83)\": 0.0349, \"(-1.83, -1.81)\": 0.0363, \"(-1.81, -1.77)\": 0.0401, \"(-1.77, -1.73)\": 0.0498, \"(-1.73, -1.72)\": 0.0511, \"(-1.72, -1.71)\": 0.0527, \"(-1.71, -1.69)\": 0.0544, \"(-1.69, -1.68)\": 0.0585, \"(-1.68, -1.67)\": 0.0604, \"(-1.67, -1.67)\": 0.0615, 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sd7epyFHlmZaaEK1Z37uwVQYClHgKOQAAaKbaRzqcGXAkqchRpbvf/FS5WwtbpS9CDgAAaDKX2+jhf25psObhf26Ry93ylwATcgAAQJOt3XNMpSerG6wpPVmttXuOtVBH/0XIAQAATZb35dGA1gUSIQcAADSDr3dPtfxdVoQcAADQZJE+3iLeGg/tJOQAAIAmcbmN/rZhf6N1neKiNLwXIQcAAISI9QUlZ902XpdbR2S0yqCAhBwAANAkRY5Kn+q6d4kLcid1I+QAAIAmKTnR+FEcf+oCjZADAACaJDHOFtC6QCPkAACAJik96QxoXaARcgAAQJN0jvftCI2vdYFGyAEAAE2Sao8NaF2gEXIAAECTDMvorDR7TIM1afYYDcvo3EIdeSPkAACAJomwWjRzfP9651skzRzfv1XGyJEIOQAAoJkS46LqnPbSTUM0ZkBaK3R0WmSrvTMAAAhpuVsLNfXNT2XqmFd2srrF+/kmjuQAAAC/udxGsxdvrzPg1Jq9eLtc7oYqgouQAwAA/La+oESFZfU/1sFIKiyr1PqCkpZr6hsIOQAAwG+Hy317bpWvdcFAyAEAAH5L7tjwreP+1gUDIQcAAPitdoyc+m4Ot6h1x8iRCDkAAKAJzhwj55tBp/bn1hwjRyLkAACAJhozIE0v3TREqd8Y9TjVHtPqY+RIjJMDAACaYcyANF3VP1XrC0p0uLxSyR1Pn6JqzSM4tQg5AACgWSKsFmX17tLabZyF01UAACAsEXIAAEBYIuQAAICwRMgBAABhiZADAADCEndXAQCAJnO5TZu8fVwi5AAAgCbK3Vqo2Yu3ez2NPM0eo5nj+7f6QIASp6sAAEAT5G4t1NQ3P/UKOJJUVFapqW9+qtytha3U2X8RcgAAgF9cbqPZi7fL1DGvdtrsxdvlctdV0XIIOQAAwC/rC0rOOoJzJiOpsKxS6wtKWq6pOhByAACAXw6X1x9wmlIXLIQcAADgl+SOMY0X+VEXLIQcAADgl2EZnZVmj1F9N4pbdPouq2EZnVuyrbMQcgAAgF8irBbNHN9fks4KOrU/zxzfv9XHyyHkAAAAv40ZkKaXbhqiVLv3KalUe4xeumlImxgnh8EAAQBAk4wZkKar+qcy4jEAAAg/EVaLsnp3ae026sTpKgAAEJY4kgMAAJqkLT+cUyLkAACAJmjrD+eUOF0FAAD8FAoP55QIOQAAwA+h8nBOiZADAAD8ECoP55QIOQAAwA+h8nBOiZADAAD8kBQfHdC6YCLkAAAA3/l6h3gbuJOckAMAAHx29ERVQOuCiZADAAB8ltwxpvEiP+qCiZADAAB8Niyjs9LsMfWejbLo9KCAwzI6t2RbdSLkAAAAn0VYLRpwTkKd4+TUmjm+f5t4vAMhBwAA+GzOB9u1dPvheueP6p/MYx0AAEBocda49f8+LmiwZtmOw3LWuFuoo4YRcgAAgE/eyNurxp7W4Dan69oCQg4AAPDJvpKTAa0LNkIOAADwSY/OcQGtCzZCDgAA8MnNWT3V2E1TVsvpuraAkAMAAHxii7TqjpEZDdbcMTJDtsi2ES/aRhcAACAkfKt7J8VFnR0fLJLuuixDM8b2b/mm6hHZ2g0AAIDQkLu1UHe/+Wmd84xOB6C2xO8jOatWrdL48eOVnp4ui8WiRYsWec2/9dZbZbFYvF5jxozxqikpKdGNN96ohIQEJSYmasqUKTpx4oRXzWeffaaRI0cqJiZG3bp109y5c8/qZeHCherbt69iYmI0cOBAffDBB/5uDgAA8IHLbfTwP7c0WPPwP7fI1dg95i3I75BTUVGhQYMGad68efXWjBkzRoWFhZ7XX//6V6/5N954o7Zt26alS5fqvffe06pVq3TnnXd65jscDo0ePVo9evRQfn6+nnzySc2aNUuvvPKKp2bNmjW64YYbNGXKFG3atEkTJkzQhAkTtHXrVn83CQAANGLtnmMqPVndYE3pyWqt3XOshTpqnMUY0+TIZbFY9M4772jChAmeabfeeqtKS0vPOsJTa8eOHerfv782bNigiy++WJKUm5ursWPH6sCBA0pPT9dLL72kX/7ylyoqKpLNZpMkPfzww1q0aJF27twpSbr++utVUVGh9957z7Pu4cOHa/DgwZo/f75P/TscDtntdpWVlSkhIaEJnwAAAO3DU0t26oWP9jRal3N5b/08u29Qe/H1+zsoFx6vWLFCycnJ6tOnj6ZOnapjx/6b6vLy8pSYmOgJOJI0atQoWa1WrVu3zlNz2WWXeQKOJGVnZ2vXrl06fvy4p2bUqFFe75udna28vLx6+6qqqpLD4fB6AQAAX/j6wM3WfzBnrYCHnDFjxujPf/6zli1bpt///vdauXKlrr76arlcLklSUVGRkpOTvZaJjIxU586dVVRU5KlJSUnxqqn9ubGa2vl1mTNnjux2u+fVrVu35m0sAADtRFbvLgGtawkBv7tq0qRJnn8PHDhQF110kXr37q0VK1boyiuvDPTb+WXGjBmaPn2652eHw0HQAQDAB5f07CyLRWroIheL5XRdWxH0cXJ69eqlpKQk7d69W5KUmpqqw4e9H9FeU1OjkpISpaamemqKi4u9amp/bqymdn5doqOjlZCQ4PUCAACNy993vMGAI50OQPn7jrdMQz4Iesg5cOCAjh07prS0NElSVlaWSktLlZ+f76lZvny53G63MjMzPTWrVq1SdfV/r+JeunSp+vTpo06dOnlqli1b5vVeS5cuVVZWVrA3CQCAdudweWVA61qC3yHnxIkT2rx5szZv3ixJKigo0ObNm7V//36dOHFCDz74oNauXau9e/dq2bJluvbaa3XeeecpOztbktSvXz+NGTNGd9xxh9avX69PPvlEOTk5mjRpktLT0yVJP/7xj2Wz2TRlyhRt27ZNb731lp599lmvU0333nuvcnNz9Yc//EE7d+7UrFmztHHjRuXk5ATgYwEAAGdK7hgT0LqW4Pct5CtWrNDll19+1vTJkyfrpZde0oQJE7Rp0yaVlpYqPT1do0eP1hNPPOF1kXBJSYlycnK0ePFiWa1WTZw4Uc8995w6dOjgqfnss880bdo0bdiwQUlJSbrnnnv00EMPeb3nwoUL9eijj2rv3r06//zzNXfuXI0dO9bnbeEWcgAAfONyG136++UqKqtUXcHBIinVHqPVD12hiMae4tlMvn5/N2ucnFBHyAEAwHe5Wws19evHOpwZHmojzUs3DdGYAWlB76NVx8kBAADhZ8yANL100xCl2r1PSaXaY1os4PiDB3QCAACfjRmQpqv6p2p9QYkOl1cquWOMhmV0DvopqqYg5AAAAL9EWC1tatC/+nC6CgAAhCVCDgAACEuEHAAAEJYIOQAAICxx4TEAAPCJy21C4q6qWoQcAADQqNythZq9eLsKy/77bKo0e4xmju/f5sbHqcXpKgAA0KDakY7PDDiSVFRWqalvfqrcrYWt1FnDCDkAAKBeLrfR7MXb63xelfn6NXvxdrncbe8pUYQcAABQr/UFJWcdwfmmwrJKrS8oaaGOfEfIAQAA9SpyNBxw/K1rSYQcAABQr5ITVQGta0mEHAAAUK/O8baA1rUkQg4AAKhXqj02oHUtiZADAADqNSyjs9LsMQ3WpNlPDwzY1hByAABAvSKsFs0c31/1jWtskTRzfP82OfIxIQcAADRozIA0vXTTkLOO6KTZY/TSTUPa7IjHPNYBAAA06qr+qeoYHaW8L49KsiirdxcN79WlTR7BqUXIAQAADcrdWqhZ725TkeO/t4n/Pf8rzfrehW32KI7E6SoAANCA3K2FuvvNT70CjiQVOap0dxt+bpVEyAEAAPVwuY0e/ueWBmse/ueWNvncKomQAwAA6rF2zzGVnqxusKb0ZLXW7jnWQh35h5ADAADq9PHuwwGta2mEHAAAUKctBxwBrWtphBwAAFCnuOiIgNa1NEIOAACoU0JMlE91w3p2CXInTUPIAQAAZ3G5jZZuL2q0zmKRJo/oGfyGmoCQAwAAzrJ2zzE5Kl2N1o0bkCZbZNuME22zKwAA0KpOP76hcT2T4oLcSdMRcgAAwFl8Hd+vjY4DKImQAwAA6mCP9e2iY1/rWgMhBwAAnGXTV8d9qnNUNjwicmsi5AAAAC8ut9HHX/h2TY5FliB303SEHAAA4GV9QYkqqhq/s0qSsnq3zTFyJEIOAAD4hsPllT7VxdsiNLwXIQcAAISI5I4xPtXdeVlvRVg5XQUAAELE0B6d1Fh2sUia+t3eLdJPUxFyAACAl/x9xxsd/8Z8XdeWEXIAAICXIodv1+T4WtdaCDkAAMDLUR8vPPa1rrUQcgAAgJeNPp6GKj3ZdgcClAg5AADgDC630erdPg4EaGm7d1ZJhBwAAHCGcBkIUCLkAACAM4TLQIASIQcAAJwhXAYClAg5AADgDMMyOivN3nDQSYyLUs4V57VQR01HyAEAAB4RVou+NyitwZrrLz63zR/FkQg5AADgDC630VsbDzRY8/bGA3I1NiRyG0DIAQAAHmu/PNbo+DfHT1Zr7ZfHWqijpiPkAAAAj7w9voUXX+taEyEHAAB4fHmk3MdKTlcBAIAQ4XIb5fl4GiqrV1KQu2k+Qg4AAJB0erTj4ydrGq3rEB2p4W18tGOJkAMAAL5WVHbKp7ofDj2HW8gBAEDoOHqiyqe6cxJjg9xJYBByAACAJOl4RcO3jvtb19oIOQAAQJK0cd9xn+oKfTyt1doIOQAAQC630baDpT7VpnO6CgAAhIr1BSWqqHb7VDuid9u/fVwi5AAAAElFjkqf6uJs1pC4fVwi5AAAAEklPt5ZNXZAWkjcPi4RcgAAgKTO8Taf6r59XmicqpIIOQAAQNL+kpM+1aXaQ+OiY4mQAwBAu+dyG/11/f5G69LsMRqW0bkFOgoMQg4AAO3c+oISFTkavyZn0iXdQ+Z6HKkJIWfVqlUaP3680tPTZbFYtGjRIq/5xhg99thjSktLU2xsrEaNGqUvvvjCq6akpEQ33nijEhISlJiYqClTpujEiRNeNZ999plGjhypmJgYdevWTXPnzj2rl4ULF6pv376KiYnRwIED9cEHH/i7OQAAtHuHy327s6pnUlyQOwksv0NORUWFBg0apHnz5tU5f+7cuXruuec0f/58rVu3TvHx8crOzlZl5X8/wBtvvFHbtm3T0qVL9d5772nVqlW68847PfMdDodGjx6tHj16KD8/X08++aRmzZqlV155xVOzZs0a3XDDDZoyZYo2bdqkCRMmaMKECdq6dau/mwQAQLuW3DEmoHVthcUYY5q8sMWid955RxMmTJB0+ihOenq6HnjgAf385z+XJJWVlSklJUULFizQpEmTtGPHDvXv318bNmzQxRdfLEnKzc3V2LFjdeDAAaWnp+ull17SL3/5SxUVFclmO32198MPP6xFixZp586dkqTrr79eFRUVeu+99zz9DB8+XIMHD9b8+fN96t/hcMhut6usrEwJCQlN/RgAAAhpLrfRpb9frsKy+o/opNljtPqhK9rE6Spfv78Dek1OQUGBioqKNGrUKM80u92uzMxM5eXlSZLy8vKUmJjoCTiSNGrUKFmtVq1bt85Tc9lll3kCjiRlZ2dr165dOn78uKfmzPepral9n7pUVVXJ4XB4vQAAaO8irBZ9b1BagzXfGxQ64+PUCmjIKSoqkiSlpKR4TU9JSfHMKyoqUnJystf8yMhIde7c2aumrnWc+R711dTOr8ucOXNkt9s9r27duvm7iQAAhB2X2+jd/xQ2WPPufwrlcjf55E+raFd3V82YMUNlZWWe11dffdXaLQEA0OrWF5Q0eKpKkgrLKrW+oKSFOgqMgIac1NRUSVJxcbHX9OLiYs+81NRUHT582Gt+TU2NSkpKvGrqWseZ71FfTe38ukRHRyshIcHrBQBAe/fh9vrPgpzJ17uw2oqAhpyMjAylpqZq2bJlnmkOh0Pr1q1TVlaWJCkrK0ulpaXKz8/31Cxfvlxut1uZmZmemlWrVqm6utpTs3TpUvXp00edOnXy1Jz5PrU1te8DAAAa53IbvbP5oE+1oXZ3ld8h58SJE9q8ebM2b94s6fTFxps3b9b+/ftlsVh033336de//rXeffddbdmyRbfccovS09M9d2D169dPY8aM0R133KH169frk08+UU5OjiZNmqT09HRJ0o9//GPZbDZNmTJF27Zt01tvvaVnn31W06dP9/Rx7733Kjc3V3/4wx+0c+dOzZo1Sxs3blROTk7zPxUAANqJ9QUlKqmobrSuS7wtpEY7lqRIfxfYuHGjLr/8cs/PtcFj8uTJWrBggX7xi1+ooqJCd955p0pLS3XppZcqNzdXMTH/TX//+7//q5ycHF155ZWyWq2aOHGinnvuOc98u92uf//735o2bZqGDh2qpKQkPfbYY15j6YwYMUJ/+ctf9Oijj+qRRx7R+eefr0WLFmnAgAFN+iAAAGiPfD0Fde3g9JC7u6pZ4+SEOsbJAQC0d3l7jumG/7e20bq/3jFcWb27tEBHjWuVcXIAAEBoOV7R+DOrQu3BnLUIOQAAtFMut9ET7+9otO5X4/qH3KkqiZADAEC75cv4OJLUKd7WaE1bRMgBAKCd8vWi41AbH6cWIQcAgHYqXJ8+XouQAwBAOzUso7PS7A0HmFC96Fgi5AAA0G6F69PHaxFyAABop8L16eO1CDkAALRT4fr08VqEHAAA2inurgIAAGGJu6sAAEBYOl7hbLSGu6sAAEBIOf1Ih+2N1v1qXD/urgIAAKHD90c6RLdAN8FByAEAoB0K94uOJUIOAADtUrhfdCwRcgAAaJeGZXRWvC2i3vkWhfZFxxIhBwCAdmlu7g5VOF31zjeSZo7vH7IXHUuEHAAA2h1njVuvfFzQaN0VfVNaoJvgIeQAANDOvL5mr4wPj6N6fc3eoPcSTIQcAADamQ17jwW0rq0i5AAA0M7E2SIDWtdWEXIAAGhnuneO9alu4pBzg9xJcBFyAABoR1xuo7c3Hmi0Lt4WoRHnJbVAR8FDyAEAoB1ZX1CiIkdVo3V3XtY7pG8flwg5AAC0K0u3F/lU1zMpLsidBB8hBwCAdsLlNlq0+ZBPtaH8OIdahBwAANqJ9QUlKqlwNlrXOT4qpB/nUIuQAwBAO+HrE8W/P/ickL8eRyLkAADQbiR1iPap7op+of04h1qEHAAA2omaandA69o6Qg4AAO3EO/85GNC6to6QAwBAO1FwtMKnupNOV5A7aRmEHAAA2gGX2+hLH0POJT1D/84qiZADAEC7sL6gROWVNY3WWSRNHtEz6P20BEIOAADtwIc+jnR8Rd+uskWGRzwIj60AAAD1crmN3tns28XEt4/sHeRuWg4hBwCAMHd6pOPqRuu6xNvCYqTjWoQcAADC3KHSUz7VXTMoLSxGOq5FyAEAIMxt/uq4T3VutwlyJy2LkAMAAMISIQcAgDDXs0t8QOtCBSEHAIAwd3NWTzV2qY3VcrounBByAAAIc7ZIq+4YmdFgzR0jM8JmfJxaka3dAAAACL4ZY/tLkv7fxwU68/piq+V0wKmdH04sxpjwupTaDw6HQ3a7XWVlZUpISGjtdgAACDpnjVtv5O3VvpKT6tE5Tjdn9Qy5Izi+fn9zJAcAgHbEFmnVlJG9WruNFhFa0Q0AAMBHhBwAABCWCDkAACAscU0OAABhLhwuNm4KQg4AAGFszgfbz7pt/Dcf7Ajb28bPRMgBACBMzflgu15eVXDWdLeRZ3o4B53wP1YFAEA75Kxx65WPzw44Z/p/HxfIWeNuoY5aHiEHAIAw9Mg/t6ix4X7dRnojb2+L9NMaCDkAAIQZl9vo3f8c9Kl2X8nJIHfTegg5AACEmbV7jsnp8u2pTT06xwW5m9ZDyAEAIMzkfXnUpzqLpJuzega1l9ZEyAEAIOxYfKoa3C0xrMfLCd8tAwCgncrq3cWnup9n9wlyJ62LkAMAQJgpO+lstKZTXJSG9/ItDIUqQg4AAGHE5TZ6ZNHWRut+M2GgIqy+ndYKVYQcAADCyAvLd6v0ZHWjdZ3ibS3QTesi5AAAECZcbqOXV+3xqfZweWWQu2l9hBwAAMLE2j3HdNLp8qk2uWNMkLtpfYQcAADCxJP/3ulTXVyUVcMyOge5m9ZHyAEAIAw4a9za/FWZT7UDzrGH/UXHEiEHAICwsOCThp84fqZL2sFRHCkIIWfWrFmyWCxer759+3rmV1ZWatq0aerSpYs6dOigiRMnqri42Gsd+/fv17hx4xQXF6fk5GQ9+OCDqqmp8apZsWKFhgwZoujoaJ133nlasGBBoDcFAICQ8e/tRT7XjuidFMRO2o6gHMm58MILVVhY6HmtXr3aM+/+++/X4sWLtXDhQq1cuVKHDh3SD37wA898l8ulcePGyel0as2aNXr99de1YMECPfbYY56agoICjRs3Tpdffrk2b96s++67T7fffruWLFkSjM0BAKDNO17R+G3jkhRhUdgPAlgrMigrjYxUamrqWdPLysr06quv6i9/+YuuuOIKSdJrr72mfv36ae3atRo+fLj+/e9/a/v27frwww+VkpKiwYMH64knntBDDz2kWbNmyWazaf78+crIyNAf/vAHSVK/fv20evVqPf3008rOzg7GJgEA0Ga53EZFjlM+1V47KL1dXI8jBelIzhdffKH09HT16tVLN954o/bv3y9Jys/PV3V1tUaNGuWp7du3r7p37668vDxJUl5engYOHKiUlBRPTXZ2thwOh7Zt2+apOXMdtTW166hPVVWVHA6H1wsAgFC3vqBEFU63T7W/++GgIHfTdgQ85GRmZmrBggXKzc3VSy+9pIKCAo0cOVLl5eUqKiqSzWZTYmKi1zIpKSkqKjp9LrGoqMgr4NTOr53XUI3D4dCpU/Un2Tlz5shut3te3bp1a+7mAgDQ6v7nY98GALyyb9ewfur4NwX8dNXVV1/t+fdFF12kzMxM9ejRQ2+//bZiY2MD/XZ+mTFjhqZPn+752eFwEHQAACHNWePWsp1HfKq9fWTvIHfTtgQ9ziUmJuqCCy7Q7t27lZqaKqfTqdLSUq+a4uJizzU8qampZ91tVftzYzUJCQkNBqno6GglJCR4vQAACGWvr9nrU11CTGS7GADwTEEPOSdOnNCePXuUlpamoUOHKioqSsuWLfPM37Vrl/bv36+srCxJUlZWlrZs2aLDhw97apYuXaqEhAT179/fU3PmOmpratcBAEB78d5nh3yqy0iKbzcXHNcKeMj5+c9/rpUrV2rv3r1as2aNvv/97ysiIkI33HCD7Ha7pkyZounTp+ujjz5Sfn6+brvtNmVlZWn48OGSpNGjR6t///66+eab9Z///EdLlizRo48+qmnTpik6OlqSdPfdd+vLL7/UL37xC+3cuVMvvvii3n77bd1///2B3hwAANosl9toe6FvN9FkJMUHuZu2J+DX5Bw4cEA33HCDjh07pq5du+rSSy/V2rVr1bVrV0nS008/LavVqokTJ6qqqkrZ2dl68cUXPctHRETovffe09SpU5WVlaX4+HhNnjxZjz/+uKcmIyND77//vu6//349++yzOvfcc/U///M/3D4OAGhX1u45pmqX8al24rfODXI3bY/FGOPbpxOGHA6H7Ha7ysrKuD4HABBy7n5jo3K3FTdaF2GVPv/12LA5XeXr93f7uY8MAIAw4nIbrfj8cOOFkoZ27xQ2AccfhBwAAELQ+oISVVb7djLmkp7t666qWoQcAABC0OHySp9r28sDOb+JkAMAQAhKio/2qS7eFqHhvdvHAzm/iZADAEAo8vESmztG9mqX1+NIhBwAAELS8h2N31UlSRld29/4OLUIOQAAhJjcrYV69ZO9PtUmd4wJbjNtWMAHAwQAAMHjchvd+7fNjdZZJKXaY9rd86rOxJEcAABCyLNLP1dVjbvROiNp5vj+7fZ6HImQAwBAyHC5jV5atcen2mE9O2nMgLQgd9S2EXIAAAgRLyz/wudnVSXG2YLcTdtHyAEAIAS43Eav+XixsSRd0rNT8JoJEYQcAABCwPqCEpWeqva5fvKIjCB2ExoIOQAAhIBXVvp2LY4k3TEyQ7ZIvuL5BAAAaOOcNW6t+PyIT7XnJsbol+P6B7mj0EDIAQCgjXsjb698u9xY+m7f5KD2EkoIOQAAtHEff+HbURxJyujSfh/j8E2EHAAA2jCX22htQYnP9Tdn9QxeMyGGkAMAQBu2ds8xVVY3PsKxJE25tAcXHJ+BTwIAgDbszXV7fapL7mDTr64ZENxmQgwhBwCANsrlNvpw+2Gfan90SfcgdxN6CDkAALRR9/5tk6rdvt1XldW7S5C7CT2EHAAA2iBnjVvvf1boU228LULDexFyvomQAwBAG3TLn9b5PDbOnZf1UoTVEtR+QhEhBwCANmbOB9u19kvfbhuPjrAo54rzg9xRaCLkAADQhjhr3HplVYHP9eMHncNRnHoQcgAAaENeX1Pg82kqi0X67Q8GBrWfUEbIAQCgDVn8n0M+197J08YbxCcDAEAb4XIbbSt0+FSbbo/RjLE8bbwhhBwAANqIF5bvlsu3JzhowuBzgttMGCDkAADQBrjcRn/6xPcLjr99flIQuwkPhBwAANqAF5Z/obJT1T7VdoiOZPA/HxByAABoZblbC/X0h1/4XD934kXcNu4DQg4AAK3I5TZ66O+f+Vw//qJUjb0oLYgdhQ9CDgAArehHL69RWWWNT7Wd4qL0zKQhQe4ofBByAABoJb95f7vy95X6XD/nBwM5TeUHQg4AAK3AWePW/3zs+91U94+6QGMGcJrKH4QcAABawcP/+I/Pj2+wx0Qq54rzgtpPOCLkAADQwn69eLv+ucn3xzf85NIMTlM1QWRrNwAAQHty++vr9eGOIz7Xx0RZlXPF+UHsKHxxJAcAgBbyxHvb/Ao4kvTUxEEcxWkiQg4AAC3gvc2H9OrqvX4tM7RHoq4ZnB6chtoBQg4AAEH2wWeFyvnbJr+WibNZ9fZdI4LUUftAyAEAIIhytxbqp3/51O/l/vijwZymaiZCDgAAQeJyG0190/+A87MrejMmTgAQcgAACJJrn1/h81g4teJsEbp3VJ9gtNPuEHIAAAiCa55bpa2FJ/1e7o8/4m6qQCHkAAAQYOOf/1hbD5X7tUx0pEXzbxrCaaoAYjBAAAACaPa/tmjLQYdfy1glbZk1RrZIjj0EEiEHAIAAOOV06fvzVmtn8Qm/l33yhxcRcIKAkAMAQDO43EYT532szQf9Oz1Vq2sHmyZe3C3AXUEi5AAA0GTvfHpQ97+9ucnLd4mP0oZHrwpcQ/BCyAEAwE/OGrcu+fUSlVW6m7yOkecl6o3bvx3ArvBNhBwAAPzwxHvb/H4G1TcNSO9IwGkBhBwAAHxQdrJamXM+VGV104/eSNLAcxK0+J6RAeoKDSHkAADQAJfbKGvOhzpc7mz2um7L6q6Z1w4MQFfwBSEHAIA6nHK6dPvr6/TJnuMBWd+UET31q+9dGJB1wTeEHAAAvuZyG63edUT3Ldyk4ydrArbeq/onE3BaASEHANDunais0fXzP9G2Iv8H8mvMC5O+pWsGpwd8vWgcIQcA0G6dqKxR1pwPVV7lCvi6rZK++O1YHrbZigg5AIB2w1nj1muffKml2w9re2GZTjqbd6dUfbrERSr/seygrBu+I+QAAMKSs8atV1d/qX/mf6UjJ5yqqKpRM+/+9skfrhukiUPPDf4boVGEHABAyDtRWaP739qkfccqZIxUcqJSx04F/hRUQ4Z0s2vh1G9zeqoNIeQAAELKicoa3fu3T7Vp/3GVnaqRy7RuP+n2aC174HLF2iJatxGchZADAGgTTjld+s3727X5q+M6Ul6l6EirOsREqaPNqv3HT+l4hVOVLXtwpkEjMhL16m3DCTdtGCEHANBsLrfRsm3F+uWizTpW4ZKRFB1pUbRVslqtqqxxyRiLIqxSbJRVZV+nlcgIq4wxqqyp73BMZYttg696JcVp6fTvcloqBBByAqz2yv0lW4t1uLxS0ZFWHXGc0qlqo9q/YSMpyiolxds0NKOTLkrvpKSO0Tp+0qnoKKteXL5bh8ur5DZSvM0qI4vioyPUP62Dzk9JUJGjSocdlTpw/JQiI6wa0buLfj66r5789w6t2X1MJRVVqq5xy+mSLJISYqzqGGuTkeQ46VS128jtNoqwSC4jGVlkkZHVYlG0LVKpCTGScavkZLUSYqOUmhCt7YcccrqMUhKiddPwHlq06aA+L65Qtcul6Agp2hapjjFRyugSrw7REfrq+EkVllbqZLVbldUuRVktSoyLUu/keH1VUikjyWKxqHfXeGVmdFH3xDj9Nne7jpxwKt4WoRsze6jYUak1Xx5TYekpudxSpEVKiItStdso0iJ17WhTjbHoVJVLLpdLTrdRRZVLVd84dh0TaZE9Nkqp9hjJ7daBsipFRljUKTZKknT8ZLVcbiNbhEWyWFRV7VKN2614W6TscdE6WVWlA6VOuczpzzPCIkVYpa7xNiV1jJaxWHSwtFIRVosykmJ1bmKcPjtQJmeNW53io2SPtWnv0QqVn6pSWaVbRqeXT084vazFYlHXuAh9eaxK5VXVMrKou92mIydr5HK5ZYuKUO8usSo95VJpZY3io6zq3MGm/ml29eraQd8bdI7uemO9Pi8+ocpqt6IiLIq1RSg+yqpyp1sWi0UdbFbVuIxq3Kd/rqp26WS1W8ZIFovkcku2SIvS4qw6UO5S9dcfoT3aquwL09QzKV6bvirVSWeNusTbZGTRsYoqnapyqbLGpbKT1XJUVkuSOkZHyB5n09ETTjldLsVERigtMUbOapcclW7ZIq3K6BKnOJtVB8uqdLS8UsdPVssYKc5mVY3LLZcsslos6hAdIafLqEu8TbFREbLHR+nEKac+O+CQyy1FRVh0XlKsqtwWRVolZ43RqerTvw9lVS45q41cOv270ykuSj2S4lVYekrOGreqatyqrHHJecaRgdgoKSEmSi63FB0VofOT4xVhtepkVY3KTlXr6IkqnahyKdYWoW6dYnVOpxhVVktHHae0q7j89N+cRbIYed43MsKimq9/eZI62BT19Zd6eWXN6b+NyAj1Se2gGpfR0RNO2WMi1bnj6d+Zww6nIq2SRRZFRVpU4zaKslrkdEmVTpdqdPo25XibRQnREXLJqgirVRGW0zv29O/g6c+uT1qCenaJk3FL6/eWaNuhMpVXVssiizrFRyqpQ7ScbslmsajG7VZUZIScLrciZXT8VI1KKpwyRureOVajL0zX0u2HdKC0SrYIi7p1itWmA46z/ntYWWO+jii1H/LpD6ai+r8ferW7Ba4EDpABaR31t7tGqEMMX52hwmKMaeWzma3H4XDIbrerrKxMCQkJzV7fnA+26+VVBQHoDADQVgw+t6P+8dORHLlpQ3z9/ra2YE9BMW/ePPXs2VMxMTHKzMzU+vXrW6UPAg4AhI/oCIuuv/gc7Xh8jBblXEbACVEhfcztrbfe0vTp0zV//nxlZmbqmWeeUXZ2tnbt2qXk5OQW68NZ4ybgAEAI6xgdoR5d4vXAlRfosn7JhJowEdKnqzIzM3XJJZfohRdekCS53W5169ZN99xzjx5++OGz6quqqlRVVeX52eFwqFu3bs0+XfXqx1/qifd3NHl5AEDr+MHgdP3uh4Nkiwz5Exvtiq+nq0L2SI7T6VR+fr5mzJjhmWa1WjVq1Cjl5eXVucycOXM0e/bsgPeyr+RkwNcJAAg8e0yELky3667LeuvSC7pyxCbMhWzIOXr0qFwul1JSUrymp6SkaOfOnXUuM2PGDE2fPt3zc+2RnObq0Tmu2esAAARWQnSE4mwR6p3cQXeOJNS0RyEbcpoiOjpa0dHRAV/vzVk9OV0FAK3k9K36UkrHGJ3bOV53juxFoIGkEA45SUlJioiIUHFxsdf04uJipaamtmgvtkir7rosg4uPASCAusRFKMUe5zXisUsWdYiK0OgBKZr1vYGMNowGhWzIsdlsGjp0qJYtW6YJEyZIOn3h8bJly5STk9Pi/cwY21+SCDoA8LUYP0Y8NsbIHhulawan6co+aRreuwtHYtBsIRtyJGn69OmaPHmyLr74Yg0bNkzPPPOMKioqdNttt7VKPzPG9tcDo/sy4jEjHjPiMSMet6sRj4dmdFJNjVtVNVJGUpweGdufIyxoE0L6FnJJeuGFF/Tkk0+qqKhIgwcP1nPPPafMzEyflg30iMcAACD4fP3+DvmQ0xyEHAAAQk+7eawDAABAXQg5AAAgLBFyAABAWCLkAACAsETIAQAAYYmQAwAAwhIhBwAAhCVCDgAACEsh/ViH5qodB9HhcLRyJwAAwFe139uNjWfcrkNOeXm5JKlbt26t3AkAAPBXeXm57HZ7vfPb9WMd3G63Dh06pI4dO8piCdzTbh0Oh7p166avvvoqLB8XEe7bJ4X/Nob79knhv43hvn1S+G9juG+fFLxtNMaovLxc6enpslrrv/KmXR/JsVqtOvfcc4O2/oSEhLD9xZXCf/uk8N/GcN8+Kfy3Mdy3Twr/bQz37ZOCs40NHcGpxYXHAAAgLBFyAABAWCLkBEF0dLRmzpyp6Ojo1m4lKMJ9+6Tw38Zw3z4p/Lcx3LdPCv9tDPftk1p/G9v1hccAACB8cSQHAACEJUIOAAAIS4QcAAAQlgg5AAAgLBFyAABAWCLkNMFvfvMbjRgxQnFxcUpMTKyzZv/+/Ro3bpzi4uKUnJysBx98UDU1NQ2ut6SkRDfeeKMSEhKUmJioKVOm6MSJE0HYAv+sWLFCFoulzteGDRvqXe673/3uWfV33313C3bun549e57V7+9+97sGl6msrNS0adPUpUsXdejQQRMnTlRxcXELdey7vXv3asqUKcrIyFBsbKx69+6tmTNnyul0NrhcW9+H8+bNU8+ePRUTE6PMzEytX7++wfqFCxeqb9++iomJ0cCBA/XBBx+0UKf+mTNnji655BJ17NhRycnJmjBhgnbt2tXgMgsWLDhrX8XExLRQx/6bNWvWWf327du3wWVCZf9Jdf/3xGKxaNq0aXXWh8L+W7VqlcaPH6/09HRZLBYtWrTIa74xRo899pjS0tIUGxurUaNG6Ysvvmh0vf7+HfuDkNMETqdT1113naZOnVrnfJfLpXHjxsnpdGrNmjV6/fXXtWDBAj322GMNrvfGG2/Utm3btHTpUr333ntatWqV7rzzzmBsgl9GjBihwsJCr9ftt9+ujIwMXXzxxQ0ue8cdd3gtN3fu3Bbqumkef/xxr37vueeeBuvvv/9+LV68WAsXLtTKlSt16NAh/eAHP2ihbn23c+dOud1uvfzyy9q2bZuefvppzZ8/X4888kijy7bVffjWW29p+vTpmjlzpj799FMNGjRI2dnZOnz4cJ31a9as0Q033KApU6Zo06ZNmjBhgiZMmKCtW7e2cOeNW7lypaZNm6a1a9dq6dKlqq6u1ujRo1VRUdHgcgkJCV77at++fS3UcdNceOGFXv2uXr263tpQ2n+StGHDBq9tW7p0qSTpuuuuq3eZtr7/KioqNGjQIM2bN6/O+XPnztVzzz2n+fPna926dYqPj1d2drYqKyvrXae/f8d+M2iy1157zdjt9rOmf/DBB8ZqtZqioiLPtJdeeskkJCSYqqqqOte1fft2I8ls2LDBM+3//u//jMViMQcPHgx4783hdDpN165dzeOPP95g3Xe+8x1z7733tkxTAdCjRw/z9NNP+1xfWlpqoqKizMKFCz3TduzYYSSZvLy8IHQYWHPnzjUZGRkN1rTlfThs2DAzbdo0z88ul8ukp6ebOXPm1Fn/ox/9yIwbN85rWmZmprnrrruC2mcgHD582EgyK1eurLemvv8etVUzZ840gwYN8rk+lPefMcbce++9pnfv3sbtdtc5P9T2nyTzzjvveH52u90mNTXVPPnkk55ppaWlJjo62vz1r3+tdz3+/h37iyM5QZCXl6eBAwcqJSXFMy07O1sOh0Pbtm2rd5nExESvIyOjRo2S1WrVunXrgt6zP959910dO3ZMt912W6O1//u//6ukpCQNGDBAM2bM0MmTJ1ugw6b73e9+py5duuhb3/qWnnzyyQZPMebn56u6ulqjRo3yTOvbt6+6d++uvLy8lmi3WcrKytS5c+dG69riPnQ6ncrPz/f67K1Wq0aNGlXvZ5+Xl+dVL53+uwyVfSWp0f114sQJ9ejRQ926ddO1115b739v2oovvvhC6enp6tWrl2688Ubt37+/3tpQ3n9Op1NvvvmmfvKTn8hisdRbF2r770wFBQUqKiry2kd2u12ZmZn17qOm/B37q10/hTxYioqKvAKOJM/PRUVF9S6TnJzsNS0yMlKdO3eud5nW8uqrryo7O7vRJ7j/+Mc/Vo8ePZSenq7PPvtMDz30kHbt2qV//vOfLdSpf372s59pyJAh6ty5s9asWaMZM2aosLBQf/zjH+usLyoqks1mO+u6rJSUlDa3z75p9+7dev755/XUU081WNdW9+HRo0flcrnq/DvbuXNnncvU93fZ1veV2+3Wfffdp29/+9saMGBAvXV9+vTRn/70J1100UUqKyvTU089pREjRmjbtm2N/q22hszMTC1YsEB9+vRRYWGhZs+erZEjR2rr1q3q2LHjWfWhuv8kadGiRSotLdWtt95ab02o7b9vqt0P/uyjpvwd+4uQ87WHH35Yv//97xus2bFjR6MXxoWSpmzzgQMHtGTJEr399tuNrv/M64kGDhyotLQ0XXnlldqzZ4969+7d9Mb94M82Tp8+3TPtoosuks1m01133aU5c+a02WfLNGUfHjx4UGPGjNF1112nO+64o8Fl28I+bO+mTZumrVu3Nni9iiRlZWUpKyvL8/OIESPUr18/vfzyy3riiSeC3abfrr76as+/L7roImVmZqpHjx56++23NWXKlFbsLPBeffVVXX311UpPT6+3JtT2X6gg5HztgQceaDBlS1KvXr18WldqaupZV4fX3nGTmppa7zLfvNCqpqZGJSUl9S7TXE3Z5tdee01dunTR9773Pb/fLzMzU9Lpowgt9QXZnP2amZmpmpoa7d27V3369DlrfmpqqpxOp0pLS72O5hQXFwdtn32Tv9t36NAhXX755RoxYoReeeUVv9+vNfZhXZKSkhQREXHWnWwNffapqal+1bcFOTk5npsQ/P2/+aioKH3rW9/S7t27g9RdYCUmJuqCCy6ot99Q3H+StG/fPn344Yd+H/0Mtf1Xux+Ki4uVlpbmmV5cXKzBgwfXuUxT/o79FpAre9qpxi48Li4u9kx7+eWXTUJCgqmsrKxzXbUXHm/cuNEzbcmSJW3qwmO3220yMjLMAw880KTlV69ebSSZ//znPwHuLDjefPNNY7VaTUlJSZ3zay88/vvf/+6ZtnPnzjZ74fGBAwfM+eefbyZNmmRqamqatI62tA+HDRtmcnJyPD+7XC5zzjnnNHjh8TXXXOM1LSsrq01euOp2u820adNMenq6+fzzz5u0jpqaGtOnTx9z//33B7i74CgvLzedOnUyzz77bJ3zQ2n/nWnmzJkmNTXVVFdX+7VcW99/qufC46eeesozrayszKcLj/35O/a7z4CspZ3Zt2+f2bRpk5k9e7bp0KGD2bRpk9m0aZMpLy83xpz+5RwwYIAZPXq02bx5s8nNzTVdu3Y1M2bM8Kxj3bp1pk+fPubAgQOeaWPGjDHf+ta3zLp168zq1avN+eefb2644YYW3776fPjhh0aS2bFjx1nzDhw4YPr06WPWrVtnjDFm9+7d5vHHHzcbN240BQUF5l//+pfp1auXueyyy1q6bZ+sWbPGPP3002bz5s1mz5495s033zRdu3Y1t9xyi6fmm9tojDF333236d69u1m+fLnZuHGjycrKMllZWa2xCQ06cOCAOe+888yVV15pDhw4YAoLCz2vM2tCaR/+7W9/M9HR0WbBggVm+/bt5s477zSJiYmeuxpvvvlm8/DDD3vqP/nkExMZGWmeeuops2PHDjNz5kwTFRVltmzZ0lqbUK+pU6cau91uVqxY4bWvTp486an55vbNnj3bLFmyxOzZs8fk5+ebSZMmmZiYGLNt27bW2IRGPfDAA2bFihWmoKDAfPLJJ2bUqFEmKSnJHD582BgT2vuvlsvlMt27dzcPPfTQWfNCcf+Vl5d7vu8kmT/+8Y9m06ZNZt++fcYYY373u9+ZxMRE869//ct89tln5tprrzUZGRnm1KlTnnVcccUV5vnnn/f83NjfcXMRcppg8uTJRtJZr48++shTs3fvXnP11Veb2NhYk5SUZB544AGvJP/RRx8ZSaagoMAz7dixY+aGG24wHTp0MAkJCea2227zBKe24IYbbjAjRoyoc15BQYHXZ7B//35z2WWXmc6dO5vo6Ghz3nnnmQcffNCUlZW1YMe+y8/PN5mZmcZut5uYmBjTr18/89vf/tbryNs3t9EYY06dOmV++tOfmk6dOpm4uDjz/e9/3ys4tBWvvfZanb+zZx7MDcV9+Pzzz5vu3bsbm81mhg0bZtauXeuZ953vfMdMnjzZq/7tt982F1xwgbHZbObCCy8077//fgt37Jv69tVrr73mqfnm9t13332ezyIlJcWMHTvWfPrppy3fvI+uv/56k5aWZmw2mznnnHPM9ddfb3bv3u2ZH8r7r9aSJUuMJLNr166z5oXi/qv93vrmq3Y73G63+dWvfmVSUlJMdHS0ufLKK8/a9h49epiZM2d6TWvo77i5LMYYE5gTXwAAAG0H4+QAAICwRMgBAABhiZADAADCEiEHAACEJUIOAAAIS4QcAAAQlgg5AAAgLBFyAABAWCLkAACAsETIAQAAYYmQAwAAwtL/B/M8INh7C5tAAAAAAElFTkSuQmCC", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, 3.23)\": 5.4, \"(3.23, 3.9)\": 27.0, \"(3.9, 4.24)\": 49.5, \"(4.24, 4.52)\": 71.2, \"(4.52, 4.73)\": 94.4, \"(4.73, 4.91)\": 116.4, \"(4.91, 5.04)\": 142.1, \"(5.04, 5.21)\": 163.3, \"(5.21, 5.35)\": 188.2, \"(5.35, 5.47)\": 216.7, \"(5.47, 5.56)\": 243.1, \"(5.56, 5.66)\": 272.2, \"(5.66, 5.75)\": 300.5, \"(5.75, 5.83)\": 327.7, \"(5.83, 5.91)\": 355.4, \"(5.91, 5.97)\": 386.7, \"(5.97, 6.02)\": 409.7, \"(6.02, 6.16)\": 437.9, \"(6.16, 6.24)\": 473.6, \"(6.24, 6.26)\": 497.7, \"(6.26, 6.28)\": 521.9, \"(6.28, 6.35)\": 546.0, \"(6.35, 6.39)\": 572.3, \"(6.39, 6.42)\": 603.6, \"(6.42, 6.49)\": 629.6, \"(6.49, 6.51)\": 658.8, \"(6.51, 6.56)\": 683.4, \"(6.56, 6.63)\": 726.4, \"(6.63, 6.66)\": 760.8, \"(6.66, 6.67)\": 782.9, \"(6.67, 6.69)\": 807.4, \"(6.69, 6.75)\": 829.1, \"(6.75, 6.78)\": 862.5, \"(6.78, 6.81)\": 889.3, \"(6.81, 6.84)\": 918.6, \"(6.84, 6.88)\": 945.3, \"(6.88, 6.9)\": 976.2, \"(6.9, 6.94)\": 1001.7, \"(6.94, 6.95)\": 1038.0, \"(6.95, 6.99)\": 1066.4, \"(6.99, 7.02)\": 1103.8, \"(7.02, 7.03)\": 1131.4, \"(7.03, 7.05)\": 1155.4, \"(7.05, 7.08)\": 1185.6, \"(7.08, 7.13)\": 1217.2, \"(7.13, 7.17)\": 1279.7, \"(7.17, 7.2)\": 1308.9, \"(7.2, 7.23)\": 1355.7, \"(7.23, 7.26)\": 1392.7, \"(7.26, 7.28)\": 1426.7, \"(7.28, 7.3)\": 1454.5, \"(7.3, 7.33)\": 1494.8, \"(7.33, 7.35)\": 1517.6, \"(7.35, 7.36)\": 1547.0, \"(7.36, 7.37)\": 1577.9, \"(7.37, 7.42)\": 1619.8, \"(7.42, 7.48)\": 1733.5, \"(7.48, 7.5)\": 1788.3, \"(7.5, 7.52)\": 1822.4, \"(7.52, 7.54)\": 1870.6, \"(7.54, 7.57)\": 1924.1, \"(7.57, 7.64)\": 2024.5, \"(7.64, 7.67)\": 2119.8, \"(7.67, 7.68)\": 2156.1, \"(7.68, 7.72)\": 2208.1, \"(7.72, 7.79)\": 2326.5, \"(7.79, 7.86)\": 2526.1, \"(7.86, 7.9)\": 2659.8, \"(7.9, 7.93)\": 2722.3, \"(7.93, 7.94)\": 2793.1, \"(7.94, 7.97)\": 2839.9, \"(7.97, 8.01)\": 2990.0, \"(8.01, 8.04)\": 3041.6, \"(8.04, 8.08)\": 3170.3, \"(8.08, 8.11)\": 3289.8, \"(8.11, 8.14)\": 3382.9, \"(8.14, 8.17)\": 3494.8, \"(8.17, 8.18)\": 3535.9, \"(8.18, 8.19)\": 3590.6, \"(8.19, 8.2)\": 3629.8, \"(8.2, 8.23)\": 3691.1, \"(8.23, 8.26)\": 3808.6, \"(8.26, 8.28)\": 3889.6, \"(8.28, 8.28)\": 3944.8, \"(8.28, 8.32)\": 4006.3, \"(8.32, 8.38)\": 4258.8, \"(8.38, 8.4)\": 4401.8, \"(8.4, 8.41)\": 4472.3, \"(8.41, 8.43)\": 4557.3, \"(8.43, 8.45)\": 4623.6, \"(8.45, 8.47)\": 4723.6, \"(8.47, 8.48)\": 4787.5, \"(8.48, 8.49)\": 4829.3, \"(8.49, 8.53)\": 4964.4, \"(8.53, 8.55)\": 5116.4, \"(8.55, 8.56)\": 5177.9, \"(8.56, 8.56)\": 5221.8, \"(8.56, 8.57)\": 5253.2, \"(8.57, 8.58)\": 5322.5, \"(8.58, 8.6)\": 5358.7, \"(8.6, 8.61)\": 5448.8, \"(8.61, 8.65)\": 5600.0, \"(8.65, 8.68)\": 5850.5, \"(8.68, 8.7)\": 5932.9, \"(8.7, 8.71)\": 6043.0, \"(8.71, 8.78)\": 6182.9, \"(8.78, 8.86)\": 6907.8, \"(8.86, 8.87)\": 7049.9, \"(8.87, 8.89)\": 7175.9, \"(8.89, 8.92)\": 7361.0, \"(8.92, 8.93)\": 7512.5, 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ZAACtjGkEnR+r94LXq6++6qkpLy839957r2nfvr2JjY013/nOd0xeXp7Xdo4ePWquv/56ExMTYzp27GgefPBBU1VV5VXz/vvvmyFDhhi73W66d+/u9Rk1XnzxRdOlSxdjt9vN8OHDzaZNmxqzO8bhcBhJxuFwNOp9vqh2uc2GQ6fNku3HzYZDp021y+33zwAAoDXy9e/3RY2T09L5e5wcAAAQeEEZJwcAAKC5IuQAAICwRMgBAABhiZADAADCEiEHAACEpSaNeAzfuNxGW3ILdbKkQp3bnR/pmIEAAQAIDkJOgKzYnae5S/cqz/HfyThT4qOVM64fAwICABAEXK4KgBW78zR18TavgCNJ+Y4KTV28TSt254WoMwAAWg9Cjp+53EZzl+6tdYLOmmVzl+6Vy91qx2AEACAoCDl+tiW38IIzOF9mJOU5KrQltzB4TQEA0AoRcvzsZEndAacpdQAAoGkIOX7WuV10w0WNqAMAAE1DyPGz4emJSomPVl0Pilt0/imr4emJwWwLAIBWh5DjZzarRTnj+knSBUGn5ueccf0YLwcAgAAj5ATAmAEpmn/bUCXHe1+SSo6P1vzbhjJODgAAQcBggAEyZkCKruuXzIjHAACECCEngGxWizJ7dAh1GwAAtEpcrgIAAGGJMzkBxiSdAACEBiEngJikEwCA0OFyVYAwSScAAKFFyAkAJukEACD0CDkBwCSdAACEHiEnAJikEwCA0CPkBACTdAIAEHqEnABoaJJOSWofG8kknQAABBAhJwBqJums77bis2VVWrU3P2g9AQDQ2hByAuS6fslKiI2sc71FPGEFAEAgEXICZEtuoYrKqupczxNWAAAEFiEnQHjCCgCA0CLkBAhPWAEAEFqEnABp6Akri87PY8UTVgAABAYhJ0AaesLKSMoZ148ZyQEACBBCDgAACEuEnACpmaSzLjxCDgBAYBFyAoRJOgEACC1CToDwCDkAAKFFyAkQHiEHACC0CDkBwiPkAACEFiEnQGoeIZd0QdCp+ZlHyAEACBxCTgCNGZCi+bcNVXK89yWp5Phozb9tqMYMSAlRZwAAhL+IUDcQ7sYMSNF1/ZK1JbdQJ0sq1Lnd+UtUnMEBACCwCDlBYLNalNmjQ6jbAACgVeFyFQAACEuEHAAAEJYIOQAAICwRcgAAQFjixuMgcrkNT1kBABAkhJwgWbE7T3P+uVf5xf+dqyo5LlpzbuzHeDkAAAQAl6uCYMXuPN2zeJtXwJGk/OIK3bN4m1bszgtRZwAAhC9CToC53Eaz/r6r3prZf98ll9sEqSMAAFoHQk6AbTpyRkVlVfXWnC2r0qYjZ4LUEQAArQMhJ8A2HvYtvPhaBwAAfEPICTBjfLsM5WsdAADwDSEnwBJiI/1aBwAAfEPICbCO7aL9WgcAAHxDyAmw5DjfwouvdQAAwDeEnAAbnp6olPj6A0xK/PnRjwEAgP8QcgLMZrUoZ1w/WSR9dQKHmmU54/oxvQMAAH5GyAmCMQNSNP+2oUr+yhmd9m0i9fL3L2NaBwAAAoCQEyRjBqToF2P7KbGN3bOssLRKjy/fx7QOAAAEACEnSFbsztO017epsNTptTzfUaGpzF8FAIDfEXKCwOU2mrt0r2ob7q9m2dyle5m/CgAAPyLkBMGW3ELlOSrqXG8k5TkqtCW3MHhNAQAQ5gg5QXCypO6A05Q6AADQMEJOEHT2cTRjX+sAAEDDGh1y1q1bp3Hjxik1NVUWi0VLlizxWn/77bfLYrF4vcaMGeNVU1hYqFtvvVVxcXFKSEjQlClTdO7cOa+anTt36qqrrlJ0dLTS0tL05JNPXtDLW2+9pT59+ig6OloDBw7UO++809jdCYqaAQHrGgnHIgYEBADA3xodckpLSzV48GC9/PLLddaMGTNGeXl5ntdf/vIXr/W33nqr9uzZo1WrVmnZsmVat26d7r77bs/64uJijR49Wl27dtXWrVv11FNPac6cOVq4cKGnZsOGDZo4caKmTJmi7du3a/z48Ro/frx2797d2F0KuJoBAaULBwSswYCAAAD4l8UY0+RHeiwWi95++22NHz/es+z2229XUVHRBWd4auzbt0/9+vXTRx99pK9//euSpBUrVuiGG27Q8ePHlZqaqvnz5+uRRx5Rfn6+7Pbz48rMmjVLS5Ys0f79+yVJ3/ve91RaWqply5Z5tj1ixAgNGTJECxYs8Kn/4uJixcfHy+FwKC4urgnfQOOs2J2nWX/fpaKyKq/lCbGReuKmgQwKCACAD3z9+x2Qe3LWrFmjzp07q3fv3po6darOnDnjWbdx40YlJCR4Ao4kZWVlyWq1avPmzZ6aq6++2hNwJCk7O1sHDhzQ2bNnPTVZWVlen5udna2NGzfW2VdlZaWKi4u9XsH21YAjSY6yKsbKAQDAz/wecsaMGaP/9//+n1avXq1f//rXWrt2ra6//nq5XC5JUn5+vjp37uz1noiICCUmJio/P99Tk5SU5FVT83NDNTXrazNv3jzFx8d7XmlpaRe3s41QM1ZObRgrBwAA/4vw9wYnTJjg+e+BAwdq0KBB6tGjh9asWaNRo0b5++MaZfbs2Zo5c6bn5+Li4qAFncaMlZPZo0NQegIAIJwF/BHy7t27q2PHjjp06JAkKTk5WSdPnvSqqa6uVmFhoZKTkz01BQUFXjU1PzdUU7O+NlFRUYqLi/N6BQtj5QAAEFwBDznHjx/XmTNnlJJy/qbazMxMFRUVaevWrZ6a9957T263WxkZGZ6adevWqarqv/evrFq1Sr1791b79u09NatXr/b6rFWrVikzMzPQu9QkHdtE+bUOAADUr9Eh59y5c9qxY4d27NghScrNzdWOHTt07NgxnTt3Tg899JA2bdqko0ePavXq1fr2t7+tnj17Kjs7W5LUt29fjRkzRnfddZe2bNmi9evXa/r06ZowYYJSU1MlSd///vdlt9s1ZcoU7dmzR2+88Yaef/55r0tN999/v1asWKFnnnlG+/fv15w5c/Txxx9r+vTpfvhaAsDXp8N5ihwAAL9odMj5+OOPddlll+myyy6TJM2cOVOXXXaZHn30UdlsNu3cuVM33nijevXqpSlTpmjYsGH64IMPFBX13zMUf/7zn9WnTx+NGjVKN9xwg6688kqvMXDi4+P173//W7m5uRo2bJgefPBBPfroo15j6YwcOVKvv/66Fi5cqMGDB+tvf/ublixZogEDBlzM9xEwp89V+rUOAADU76LGyWnpgjlOzsbDZzTxd5sarPvLXSO48RgAgHqEdJwcXGhY1/ZqaEBji+V8HQAAuHiEnCDZ+tlZNTQEjjHS/DWHg9MQAABhjpATJL4+Gv7qhlwGBAQAwA8IOUHSuV20T3VFZVXaklsY4G4AAAh/hJwgGZ6eqPho3waYzneUB7gbAADCHyEnSGxWi7L6dm64UDxGDgCAPxBygigpLsanurOlF85UDgAAGoeQE0R5Pl6G8rUOAADUjZATRKkJvp3J8bUOAADUjZATRCN7dPRrHQAAqBshJ4hG9OighNjIemsSYiM1gmkdAAC4aIScILJZLXripoH11jxx00DZGpr/AQAANIiQE2RjBqRowW1DFWu/8Ku3WKTtx86GoCsAAMIPIScEth87qzKn+4Llxki/XZeree/sDUFXAACEF0JOkDmr3Vr4QW69NQs/yJWz+sIQBAAAfEfICbLXNhyV8WE28tc2HA1KPwAAhCtCTpB9dNS3yTd9rQMAALUj5ARZbKTNr3UAAKB2hJwg653S1q91AACgdoScICsud/m1DgAA1I6QE2T5Pk6+6WsdAACoHSEnyFLb+zhJp491AACgdoScIBvZ3cdJOn2sAwAAtSPkBBmTdAIAEByEnCBjkk4AAIKDkBMCNZN0JsdFeS1PjovSgtuGasyAlBB1BgBA+IgIdQOt1ZgBKbquX7K25BYqv7hChecqldjGrvgYu1xuw5kcAAAuEiEnhGxWixzlTv36X/uVX1zhWZ4cF605N/bjjA4AABeBy1UhtGJ3nu5ZvM0r4EhSfnGF7lm8TSt254WoMwAAWj5CToi43Eaz/r6r3prZf98ll7uBKcsBAECtCDkhsunIGRWVVdVbc7asSpuOnAlSRwAAhBdCTohsPOxbePG1DgAAeCPkhIyvl6G4XAUAQFMQckIk08dpG3ytAwAA3gg5IcL0DgAABBYhJ0SY3gEAgMAi5IQQ0zsAABA4jHgcYl+e3uFkSYU6t4vW8PREzuAAAHCRCDnNgM1qUSb33gAA4FdcrgIAAGGJkAMAAMISIQcAAIQl7slpRlxuww3IAAD4CSGnmVixO09z/rlX+cUVnmXJcdGac2M/HiUHAKAJuFzVDKzYnad7Fm/zCjiSlF9coXsWb9OK3Xkh6gwAgJaLkBNiLrfRrL/vqrdm9t93yeVmok4AABqDkBNim46cUVFZVb01Z8uqtOnImSB1BABAeCDkhNjGw76FF1/rAADAeYSckPP1MhSXqwAAaAxCTohldu/o1zoAAHAeISfERvTooITYyHprEmIjNYK5rQAAaBRCTojZrBY9cdPAemueuGkggwICANBIhJxmYMyAFC24baiS46K8lrePjdQr37+MwQABAGgCQk4zMWZAih79Vn8ltrF7lp0tq9Ljy/cxGCAAAE1AyGkmVuzO07TXt6mw1Om1PN9RoamMegwAQKMRcpoBl9to7tK9tT4kXrNs7tK9jHoMAEAjEHKagS25hcpzVNS53kjKc1RoS25h8JoCAKCFI+Q0AydL6g44TakDAACEnGahY9uohosaUQcAAAg5zQMzOwAA4HeEnGbgdGmlT3Wr9xcEuBMAAMIHIacZ6Nwu2qe6Nz8+zhNWAAD4iJDTDAxPT1T7BuavkqRzldXadORMEDoCAKDlI+Q0AzarRSO6+zYB58bDhBwAAHxByGkmenRq42Mll6sAAPAFIaeZyOze0a91AAC0do0OOevWrdO4ceOUmpoqi8WiJUuWeK03xujRRx9VSkqKYmJilJWVpYMHD3rVFBYW6tZbb1VcXJwSEhI0ZcoUnTt3zqtm586duuqqqxQdHa20tDQ9+eSTF/Ty1ltvqU+fPoqOjtbAgQP1zjvvNHZ3mo0RPToowYf7chzlzgZrAABAE0JOaWmpBg8erJdffrnW9U8++aReeOEFLViwQJs3b1abNm2UnZ2tior/jtZ76623as+ePVq1apWWLVumdevW6e677/asLy4u1ujRo9W1a1dt3bpVTz31lObMmaOFCxd6ajZs2KCJEydqypQp2r59u8aPH6/x48dr9+7djd2lZsFmtehX4wc2WPfIkt08YQUAgA8sxpgm/8W0WCx6++23NX78eEnnz+KkpqbqwQcf1E9+8hNJksPhUFJSkhYtWqQJEyZo37596tevnz766CN9/etflyStWLFCN9xwg44fP67U1FTNnz9fjzzyiPLz82W32yVJs2bN0pIlS7R//35J0ve+9z2VlpZq2bJlnn5GjBihIUOGaMGCBT71X1xcrPj4eDkcDsXFxTX1a/Cb9YdO69bfb26w7s93ZuiKnly2AgC0Tr7+/fbrPTm5ubnKz89XVlaWZ1l8fLwyMjK0ceNGSdLGjRuVkJDgCTiSlJWVJavVqs2bN3tqrr76ak/AkaTs7GwdOHBAZ8+e9dR8+XNqamo+pzaVlZUqLi72ejUnvj45xRNWAAA0zK8hJz8/X5KUlJTktTwpKcmzLj8/X507d/ZaHxERocTERK+a2rbx5c+oq6ZmfW3mzZun+Ph4zystLa2xuxhgzO8AAIC/tKqnq2bPni2Hw+F5ff7556FuyQtPWAEA4D9+DTnJycmSpIIC7zmWCgoKPOuSk5N18uRJr/XV1dUqLCz0qqltG1/+jLpqatbXJioqSnFxcV6v5sSXJ6wSYiM1oodvAwcCANCa+TXkpKenKzk5WatXr/YsKy4u1ubNm5WZmSlJyszMVFFRkbZu3eqpee+99+R2u5WRkeGpWbdunaqqqjw1q1atUu/evdW+fXtPzZc/p6am5nNaIpvVoiduqv8JqyduGiib1RKkjgAAaLkaHXLOnTunHTt2aMeOHZLO32y8Y8cOHTt2TBaLRQ888ID+93//V//85z+1a9cu/fCHP1RqaqrnCay+fftqzJgxuuuuu7RlyxatX79e06dP14QJE5SamipJ+v73vy+73a4pU6Zoz549euONN/T8889r5syZnj7uv/9+rVixQs8884z279+vOXPm6OOPP9b06dMv/lsJoTEDUrTgtqFKjovyWp4cF6UFtw3VmAEpIeoMAIAWxjTS+++/b3T+zlev16RJk4wxxrjdbvOLX/zCJCUlmaioKDNq1Chz4MABr22cOXPGTJw40bRt29bExcWZyZMnm5KSEq+aTz75xFx55ZUmKirKXHLJJeaJJ564oJc333zT9OrVy9jtdtO/f3+zfPnyRu2Lw+EwkozD4WjclxAE1S632XDotFmy/bjZcOi0qXa5Q90SAADNgq9/vy9qnJyWrrmNkwMAABoWknFyAAAAmgtCDgAACEuEHAAAEJYiQt0A6udyG23JLdTJkgp1bhet4emJPEIOAIAPCDnN2IrdeZq7dK/yHP+dwT0lPlo54/rxKDkAAA3gclUztWJ3nqYu3uYVcCQp31GhqYu3acXuvBB1BgBAy0DIaYZcbqO5S/fWOg1nzbK5S/fK5W61T/8DANAgQk4ztCW38IIzOF9mJOU5KrQltzB4TQEA0MIQcpqhkyV1B5ym1AEA0BoRcpqhzu2i/VoHAEBrRMhphoanJyolvuEAc7a0MgjdAADQMhFymiGb1aJfjO3XYN3jy/dx8zEAAHUg5DRT7dvYG6zh5mMAAOpGyGmm8h3lfq0DAKC1IeQ0U4WlTr/WAQDQ2hBymqnEtlF+rQMAoLUh5DRTyXG+PR7uax0AAK0NIaeZ4jFyAAAuDiGnmeIxcgAALg4hpxnjMXIAAJqOkNOMMYcVAABNR8hpxpjDCgCApiPkNGM1Nx9b6qlpHxup4emJQesJAICWgpDTjNmsFuWM66f6bis+W1alVXvzg9YTAAAtBSGnmbuuX7Ji7bZ6ax588xOesAIA4CsIOc3cpiNnVOZ01VtT6nTpxdUHg9QRAAAtAyGnmdt4+IxPdb//MJezOQAAfAkhp9nzLbicq6xmvBwAAL6EkNPMZXbv6HMt4+UAAPBfhJxmbkSPDmoTVf+NxzUYLwcAgP8i5DRzNqtFT908qME6xssBAMAbIacFuGFQqn50dXq9NYyXAwCAN0JOC/HTMX2VEBNZ53qLpLlL9/KEFQAA/0HIaSG25BaqqLyqzvVGzEgOAMCXEXJaCGYkBwCgcQg5LQQzkgMA0DiEnBbClxnJU+KjecIKAID/IOS0EDUzktfnxsEpslnri0EAALQehJwWZMyAFN1dz6PkC9flasXuvCB2BABA80XIaUFcbqN/flJ/iOExcgAAziPktCBbcguV56j76SkeIwcA4L8IOS0Ij5EDAOA7Qk4LwmPkAAD4jpDTgtQ8Rt6Qs6XOIHQDAEDzRshpQWxWi34xtm+DdY8v5+ZjAAAIOS1M+zZRDdZw8zEAAIScFsfXm4pX7c0PcCcAADRvhJwWxtebiv+x4wSXrAAArRohp4UZnp6oxDaRDdadKXVyyQoA0KoRcloYm9Wibw++xKfa/GLGywEAtF6EnBbo0vYxPtWtP3gqwJ0AANB8EXJaoMQ2dp/qlu7M474cAECrRchpgZLjfTuTU1nt1oZDpwPcDQAAzRMhpwUanp6o6EiLT7V/33Y8wN0AANA8EXJaIJvVot5J7XyqPXK6NMDdAADQPBFyWqhvDUr1qe7IqXPclwMAaJUIOS3UpJHpPtWVVLoYLwcA0CoRclooe4RV1/bu5FMt4+UAAFojQk4LdmXPjj7VFZ6rDHAnAAA0P4ScFszX8XKOny0LcCcAADQ/hJwWzNfxct7a+gU3HwMAWh1CTgvm62Sd5yqr9dJ7B4PQEQAAzQchpwWzWS36zhDfJutcuO4IZ3MAAK0KIaeFy+qX7FNdqdOlTUfOBLgbAACaD0JOCzc8PVGxdt8O47qDJwPcDQAAzQchp4WzWS3q4ONTVusPciYHANB6EHLCQITVt8N4soRBAQEArYffQ86cOXNksVi8Xn369PGsr6io0LRp09ShQwe1bdtWN998swoKCry2cezYMY0dO1axsbHq3LmzHnroIVVXV3vVrFmzRkOHDlVUVJR69uypRYsW+XtXWozUBN8eJT9bVsXNxwCAViMgZ3L69++vvLw8z+vDDz/0rJsxY4aWLl2qt956S2vXrtWJEyd00003eda7XC6NHTtWTqdTGzZs0GuvvaZFixbp0Ucf9dTk5uZq7Nixuvbaa7Vjxw498MADuvPOO7Vy5cpA7E6zd/dV3X2qq3IZ5rECALQaEQHZaESEkpMvfOrH4XDoD3/4g15//XV985vflCS9+uqr6tu3rzZt2qQRI0bo3//+t/bu3at3331XSUlJGjJkiB5//HE9/PDDmjNnjux2uxYsWKD09HQ988wzkqS+ffvqww8/1LPPPqvs7Ow6+6qsrFRl5X+nOCguLvbznofGlb06KcJqUbUPZ2n+vSdPmT06BKErAABCKyBncg4ePKjU1FR1795dt956q44dOyZJ2rp1q6qqqpSVleWp7dOnj7p06aKNGzdKkjZu3KiBAwcqKSnJU5Odna3i4mLt2bPHU/PlbdTU1GyjLvPmzVN8fLznlZaW5pf9DTWb1aLxPo6X85ePPueSFQCgVfB7yMnIyNCiRYu0YsUKzZ8/X7m5ubrqqqtUUlKi/Px82e12JSQkeL0nKSlJ+fn5kqT8/HyvgFOzvmZdfTXFxcUqLy+vs7fZs2fL4XB4Xp9//vnF7m6zcUVP387OVFS5tekwT1kBAMKf3y9XXX/99Z7/HjRokDIyMtS1a1e9+eabionx7QbZQImKilJUVFRIewgUX+exkqRHluzSmoeuDWA3AACEXsAfIU9ISFCvXr106NAhJScny+l0qqioyKumoKDAcw9PcnLyBU9b1fzcUE1cXFzIg1SoDE9PVHSkb4fz6JkylTtdAe4IAIDQCnjIOXfunA4fPqyUlBQNGzZMkZGRWr16tWf9gQMHdOzYMWVmZkqSMjMztWvXLp08+d/ReVetWqW4uDj169fPU/PlbdTU1GyjNbJZLfpG704+1/9y+d4AdgMAQOj5PeT85Cc/0dq1a3X06FFt2LBB3/nOd2Sz2TRx4kTFx8drypQpmjlzpt5//31t3bpVkydPVmZmpkaMGCFJGj16tPr166cf/OAH+uSTT7Ry5Ur9/Oc/17Rp0zyXmu655x4dOXJEP/3pT7V//3698sorevPNNzVjxgx/706L8oOMbj7X/uOTLwLXCAAAzYDf78k5fvy4Jk6cqDNnzqhTp0668sortWnTJnXqdP4sw7PPPiur1aqbb75ZlZWVys7O1iuvvOJ5v81m07JlyzR16lRlZmaqTZs2mjRpkh577DFPTXp6upYvX64ZM2bo+eef16WXXqrf//739T4+3hqM6NFBNovk8uHhqZIKl8qdLsXYbYFvDACAELAYY1rt88TFxcWKj4+Xw+FQXFxcqNvxi6dX7tdL7x/2qfYHI7ro8fEDA9wRAAD+5evfb+auCjMzruvtc+2R06UB7AQAgNAi5IQZm9WiQZf4dlaqpLwqwN0AABA6hJww9MPMbj7V7csrZvRjAEDYIuSEoUvax/pUV+WWXlx9MMDdAAAQGoScMDQ8PVFtfHxqasHaw5zNAQCEJUJOGLJZLbq6l28DA1ZUM5cVACA8EXLC1G0juvpcu/HI6QB2AgBAaBBywtSI7h0UFWHxqXbDIUIOACD8EHLClM1q0dRrevhUu+1zh+a9w1xWAIDwQsgJY/eN6uXzDci/+yBXzmp3gDsCACB4CDlhzGa16Jn/GexTrdtIf9p4NLANAQAQRIScMDdmQIqu8fFJq3WfngpwNwAABA8hpxXokhjjU92GI2cYMwcAEDYIOa3AkEsTfKqrchm99N6hwDYDAECQEHJagVQfp3mQpFfWHOJsDgAgLBByWoHh6YlKbGP3qbay2q37/7o9wB0BABB4hJxWwGa16H+/PcDn+uU783icHADQ4hFyWokbBqVo3KBkn2qNeJwcANDyEXJakecmDFWkzbepHv5v2/EAdwMAQGARcloRm9WizO4dfKrdm1fCJSsAQItGyGllvj3kEp9rX11/JICdAAAQWIScViY1wbeBASXpuVWfBrATAAACi5DTygxPT/T5vpzyaqMbX/wgwB0BABAYhJxWxma1aNzAFJ/rd35RrH/s+CKAHQEAEBiEnFboie/6NjN5jYf+tpNRkAEALQ4hpxWyR1j1rUG+n81xVrv10nsHA9gRAAD+R8hppZ6fcFmj6v+4PpezOQCAFoWQ00rZrBZ9Z4hvIyBLkqO8WltyCwPYEQAA/kXIacV+/d3Gnc1ZtTc/QJ0AAOB/hJxWzB5h1YjuiT7X/2njZ1yyAgC0GIScVu7/3ZEh30bNkarcRpm/WhXQfgAA8BdCTitnj7Dq7qvTfa4/ea5K33phXQA7AgDAPwg50Owb+umytASf63efKNHcpbsD1xAAAH5AyIEk6SfZvRtV/+r6z/TOzrwAdQMAwMUj5ECSNKJ7B8VE2hr1numvb+NGZABAs0XIgaTz4+Y8+d1BjXqPW9It89cHpiEAAC4SIQce4wanalTvTo16z7bPHSp3ugLUEQAATUfIgZc/TB6uLu2jG/Wem175MEDdAADQdIQcXGDdw6OUFGf3uX5f/jn9cvmeAHYEAEDjEXJQqw9+OqpR9b/74KiW7TgRoG4AAGg8Qg5qZY+wavIV3Rr1nul/3c5j5QCAZoOQgzrljOuvpHa+X7aSpHtf36YVuwk6AIDQI+SgXhtmZ8nm6+RW/3Hvnxk/BwAQeoQc1Mtmtei+b36tUe9xG+mKJ1YTdAAAIUXIQYPuG/U12SMadzonv7hSQ+au5NIVACBkCDlokM1q0XP/M6TR7yupdOmexdv09rbj/m8KAIAGEHLgkxsGpWrKlV2b9N4Zb36iG1/8wM8dAQBQP0IOfPaLbw3QN3p3bNJ7d35RrGufep/7dAAAQUPIQaMsmpyhS+OjmvTe3DNl6vmzd7T0EwYNBAAEHiEHjfbh7Cx1aNO48XNqGEn3/WW77nxti3+bAgDgKwg5aJKtv7hOA1Ljmvz+d/ed0uRFm/3YEQAA3gg5aLJlP75KT908sMnvf3//aX3n5Q+5TwcAEBCEHFyUWy7volF9OjX5/ds/d6jHz97Rbb/bpHKny4+dAQBaO0IOLtofbh+uQZc0/dKVJH14+Iz6PrpCt/9hk5+6AgC0doQc+MU/77tKd4xs2jg6X7bm4Bl1m7Vcr7x/UM5qtx86AwC0VhZjTKu9IaK4uFjx8fFyOByKi7u4MxE4752dJ3Tv69v9tr3O7aJ055Xpuv2KdNkjyOQAAN//fhNyCDl+53IbZf1mjXJPl/l1u53bRmrVzGsVHxvp1+0CAFoWX/9+83+N4Xc2q0Xv/+Ra3XFFN79u9+S5Kg1+7N/qPmu5Zv3fDm5UBgDUizM5nMkJqHd2ntCP/7pD1QF6TNwqKbGtXZNHdNNd3+jBJS0AaAW4XOUDQk5wuNxGtyxYr23HHAH/rNhIqy5tH6Obhl6qO67sTugBgDBEyPEBISe4ln5yQvf/dbuCOfafVZLFIsVFR2je+EG6bmCybFZL8BoAAPgdIccHhJzgC9RNyY1hk5SaEK2oCKviYyM1un+KJvP0FgC0GIQcHxByQuef247rx29+Euo2vKR3iNHAS+JlJBWWVqmsslpnyyolWXRJ+1jdfVV3XdmrE2eCACDECDk+IOSElstttGZPge75yzZVtaD5qyyS2kVZFRNpU7WRqtxG6e1jZLFIReXVcla7VO02chkpwmpRu6gIzhgBgB8RcnxAyGk+zlVUa+LCjdp1ojjUrQRcW7tNfZJi9Vlhuc6WVUsWqX1spCKtFhlj5HJLVW63KqvdirFHyGqRyiqr5DI19xhZZLNZFR1pU0yEVQmxkap2S06XW+2iI3Vdv87q0bGdXnjvoM6WOVVeWa1qV7XKnJJLktH5oBYVIUVH2hQbGaG4mAg5yp0qdxrFRlkVH2NXdIRNFc5qnSp1yukyssrI5XLJbbEqOS5KkkVFZU65jVtWi1WO8vP7khgbqWHdEnWmpFL78otVUnl+5Op2UVZd2j5WSXF2FZdXy+kycrvdMkYqq3Krosql6Eib2thtiouJVJXL6JL2Meqd3E67jxdp/eFCVblcirJZ1a1DG12SEK0DBedUWF6ltnab4mIilO+olNPlVpvICFksUptom3oltVNZpUt7TxTLUVEtY85/psUixcdGqU9KW1VVu3Wu0qUBqfG6NDFG24+dVb6jUjaLlFdcIZuMrNbzfRWeq1BJRZVksapDm0jFRlj0maNS1dVG0RFWtW8TIYvFqsIypyIsFsXaberYLkrlVW7ZZHTqnFPlVW7F2m3K6JaoNjER2vbZWTnKqlRSWa1ql1G1+e/4HhE26dKEGPW/NF7fHZKmiEirTpZU6nRJpU6fq9Cu4w4dPX1OjvJqVbvcqnJLNotkj7CoTVSEXG6jqIgIxditqnK5VVxerSqXWxYZuWVUUSXVjC1ut0jtYyNUXm3kMkYxNouqjJHbWNSxnV1ul0ufn3XK/Z9/Q20jpYrq8/+mYu02dU2wK6+0WjGRVpU73bLKKDIyQt07tdHZUqdsVqmorFrlzmq53EaRVouqjORyuWWzWhQXHaFSp0sV1W4Zt1sV1UbVbslqkedevvP/di2KirAqwmZVXLTNs1/V7vNDWNisFiXGRqhLh7YqrqiWy+2Wo8ypvOJKuY3UN7mNpmT20G/eO6D84kpZLRbFx0Qo1m6To/z8v3eX26IObSLVs3Mbde3YRu/vPy1ntUsVzmo5XW5VVhtZLVKUzSKXkZzVRlWm5v8E2XTj0BQVl1bryOkyuY1RUalTkpTQxq5ObSJ19EyZzpRWqrLKeL7/qAiLvta5jXp2aqf1RwpVWeVSm0iLzlW6VOI8/+82NtKi/ilt1SEuVrs+P6u8Yqeq//Pd2CS1i7YpOT5KxRUulTvdknHJYrXJbdxyuyW7TbJZbSqvqpLTdf5/A1ITYpTZPVGfFZartMKpM6VVSmxrV6WzWo4Kl06VVMpqMXJVu+WSRRE2q/omt1N0lE0H8s5JMkqOi5LNZpXLbXS8sEwlFdWKsFl1Te9O+v7wrhrZs6Nfz4ITcnxAyGl+XG6j59/9VC+9fyioNygDAAKnjd2mZ/5nsMYMSPHL9lrNYIAvv/yyunXrpujoaGVkZGjLli2hbgkXwWa1aObo3jr4yxv0p8nDNbRLQqhbAgBcpFKnS/cs3qYVu/OC+rktOuS88cYbmjlzpnJycrRt2zYNHjxY2dnZOnnyZKhbw0WyWS26qncn/f3eK3T4VzfotUmXq1dSW1m45xcAWqy5S/fKFcTT9C36clVGRoYuv/xyvfTSS5Ikt9uttLQ03XfffZo1a9YF9ZWVlaqsrPT8XFxcrLS0NC5XtSAut9GW3EK9suaQPjh4OtTtAAAa6S93jVBmjw4XtY2wv1zldDq1detWZWVleZZZrVZlZWVp48aNtb5n3rx5io+P97zS0tKC1S78xGa1KLNHB/1pSoY+/d/r9bPr+2hYlwQlRNtC3RoAwAcnSyqC9lkRQfskPzt9+rRcLpeSkpK8liclJWn//v21vmf27NmaOXOm5+eaMzlomewRVt19TQ/dfU0PSZKz2q3ff3BYf9lyTOVOl9pGWnSsyOl5cgEAEHqd20UH7bNabMhpiqioKEVFRYW6DQSIPcKqe6/9mu699mtey53Vbi1Ye0i/W3dY5yrdirBK0RE2lTCLOQAEVUp8tIanJwbt81psyOnYsaNsNpsKCgq8lhcUFCg5OTlEXaE5skdY9eNRvfTjUb28ljur3Xptw1FtOXpGZZUuJcZGymKRZ8TjE0Vlyj1THpqmASAM5YzrF9RR41tsyLHb7Ro2bJhWr16t8ePHSzp/4/Hq1as1ffr00DaHFsEeYdVdV3fXXVd3r7PG5Tb68NNTmr/2kHYdP6vyqvODyLWxNzzi8dmyKlVxrQwA1CbKpmdu8d84Ob5qsSFHkmbOnKlJkybp61//uoYPH67nnntOpaWlmjx5cqhbQ5iwWS26pk9nXdOnc5PeX+506Vfv7NXhkyU6VeJUlcutamOU3DaSEY8Z8ZgRjxnxmBGPA6xFP0IuSS+99JKeeuop5efna8iQIXrhhReUkZHh03sZ8RgAgJaHaR18QMgBAKDlCftxcgAAAOpDyAEAAGGJkAMAAMISIQcAAIQlQg4AAAhLhBwAABCWCDkAACAsEXIAAEBYatHTOlysmnEQi4uLQ9wJAADwVc3f7YbGM27VIaekpESSlJaWFuJOAABAY5WUlCg+Pr7O9a16Wge3260TJ06oXbt2slj8N3FYcXGx0tLS9Pnnn4fldBHhvn9S+O9juO+fFP77yP61fOG+j4HcP2OMSkpKlJqaKqu17jtvWvWZHKvVqksvvTRg24+LiwvLf7g1wn3/pPDfx3DfPyn895H9a/nCfR8DtX/1ncGpwY3HAAAgLBFyAABAWCLkBEBUVJRycnIUFRUV6lYCItz3Twr/fQz3/ZPCfx/Zv5Yv3PexOexfq77xGAAAhC/O5AAAgLBEyAEAAGGJkAMAAMISIQcAAIQlQg4AAAhLhJwm+OUvf6mRI0cqNjZWCQkJtdYcO3ZMY8eOVWxsrDp37qyHHnpI1dXV9W63sLBQt956q+Li4pSQkKApU6bo3LlzAdiDxlmzZo0sFkutr48++qjO933jG9+4oP6ee+4JYue+69at2wW9PvHEE/W+p6KiQtOmTVOHDh3Utm1b3XzzzSooKAhSx41z9OhRTZkyRenp6YqJiVGPHj2Uk5Mjp9NZ7/ua+zF8+eWX1a1bN0VHRysjI0Nbtmypt/6tt95Snz59FB0drYEDB+qdd94JUqeNM2/ePF1++eVq166dOnfurPHjx+vAgQP1vmfRokUXHKvo6Oggddx4c+bMuaDfPn361PuelnL8pNr/N8VisWjatGm11jf347du3TqNGzdOqampslgsWrJkidd6Y4weffRRpaSkKCYmRllZWTp48GCD223s73BjEXKawOl06pZbbtHUqVNrXe9yuTR27Fg5nU5t2LBBr732mhYtWqRHH3203u3eeuut2rNnj1atWqVly5Zp3bp1uvvuuwOxC40ycuRI5eXleb3uvPNOpaen6+tf/3q9773rrru83vfkk08GqevGe+yxx7x6ve++++qtnzFjhpYuXaq33npLa9eu1YkTJ3TTTTcFqdvG2b9/v9xut377299qz549evbZZ7VgwQL97Gc/a/C9zfUYvvHGG5o5c6ZycnK0bds2DR48WNnZ2Tp58mSt9Rs2bNDEiRM1ZcoUbd++XePHj9f48eO1e/fuIHfesLVr12ratGnatGmTVq1apaqqKo0ePVqlpaX1vi8uLs7rWH322WdB6rhp+vfv79Xvhx9+WGdtSzp+kvTRRx957duqVaskSbfcckud72nOx6+0tFSDBw/Wyy+/XOv6J598Ui+88IIWLFigzZs3q02bNsrOzlZFRUWd22zs73CTGDTZq6++auLj4y9Y/s477xir1Wry8/M9y+bPn2/i4uJMZWVlrdvau3evkWQ++ugjz7J//etfxmKxmC+++MLvvV8Mp9NpOnXqZB577LF666655hpz//33B6epi9S1a1fz7LPP+lxfVFRkIiMjzVtvveVZtm/fPiPJbNy4MQAd+t+TTz5p0tPT661pzsdw+PDhZtq0aZ6fXS6XSU1NNfPmzau1/n/+53/M2LFjvZZlZGSYH/3oRwHt0x9OnjxpJJm1a9fWWVPX/x41Vzk5OWbw4ME+17fk42eMMffff7/p0aOHcbvdta5vScdPknn77bc9P7vdbpOcnGyeeuopz7KioiITFRVl/vKXv9S5ncb+DjcFZ3ICYOPGjRo4cKCSkpI8y7Kzs1VcXKw9e/bU+Z6EhASvMyNZWVmyWq3avHlzwHtujH/+8586c+aMJk+e3GDtn//8Z3Xs2FEDBgzQ7NmzVVZWFoQOm+aJJ55Qhw4ddNlll+mpp56q9/Li1q1bVVVVpaysLM+yPn36qEuXLtq4cWMw2r1oDodDiYmJDdY1x2PodDq1detWr+/farUqKyurzu9/48aNXvXS+d/LlnC8HA6HJDV4vM6dO6euXbsqLS1N3/72t+v835vm4uDBg0pNTVX37t1166236tixY3XWtuTj53Q6tXjxYt1xxx2yWCx11rW041cjNzdX+fn5XscnPj5eGRkZdR6fpvwON0WrnoU8UPLz870CjiTPz/n5+XW+p3Pnzl7LIiIilJiYWOd7QuUPf/iDsrOzG5zB/fvf/766du2q1NRU7dy5Uw8//LAOHDigv//970Hq1Hc//vGPNXToUCUmJmrDhg2aPXu28vLy9Jvf/KbW+vz8fNnt9gvuyUpKSmp2x6s2hw4d0osvvqinn3663rrmegxPnz4tl8tV6+/Z/v37a31PXb+Xzf14ud1uPfDAA7riiis0YMCAOut69+6tP/7xjxo0aJAcDoeefvppjRw5Unv27GnwdzUUMjIytGjRIvXu3Vt5eXmaO3eurrrqKu3evVvt2rW7oL6lHj9JWrJkiYqKinT77bfXWdPSjt+X1RyDxhyfpvwONwUh5z9mzZqlX//61/XW7Nu3r8Eb41qSpuzz8ePHtXLlSr355psNbv/L9xMNHDhQKSkpGjVqlA4fPqwePXo0vXEfNWb/Zs6c6Vk2aNAg2e12/ehHP9K8efOa9bwyTTmGX3zxhcaMGaNbbrlFd911V73vDfUxhDRt2jTt3r273vtVJCkzM1OZmZmen0eOHKm+ffvqt7/9rR5//PFAt9lo119/vee/Bw0apIyMDHXt2lVvvvmmpkyZEsLO/O8Pf/iDrr/+eqWmptZZ09KOX0tByPmPBx98sN6ULUndu3f3aVvJyckX3CFe89RNcnJyne/56s1W1dXVKiwsrPM9F6sp+/zqq6+qQ4cOuvHGGxv9eRkZGZLOn0UIxh/IizmmGRkZqq6u1tGjR9W7d+8L1icnJ8vpdKqoqMjrbE5BQUHAjldtGruPJ06c0LXXXquRI0dq4cKFjf68YB/DunTs2FE2m+2Cp9nq+/6Tk5MbVd8cTJ8+3fMQQmP/33xkZKQuu+wyHTp0KEDd+VdCQoJ69epVZ78t8fhJ0meffaZ333230Wc/W9LxqzkGBQUFSklJ8SwvKCjQkCFDan1PU36Hm8Rvd/e0Qg3deFxQUOBZ9tvf/tbExcWZioqKWrdVc+Pxxx9/7Fm2cuXKZnXjsdvtNunp6ebBBx9s0vs//PBDI8l88sknfu7M/xYvXmysVqspLCysdX3Njcd/+9vfPMv279/frG88Pn78uPna175mJkyYYKqrq5u0jeZ0DIcPH26mT5/u+dnlcplLLrmk3huPv/Wtb3kty8zMbJY3rrrdbjNt2jSTmppqPv300yZto7q62vTu3dvMmDHDz90FRklJiWnfvr15/vnna13fko7fl+Xk5Jjk5GRTVVXVqPc15+OnOm48fvrppz3LHA6HTzceN+Z3uEm9+m1Lrchnn31mtm/fbubOnWvatm1rtm/fbrZv325KSkqMMef/cQ4YMMCMHj3a7Nixw6xYscJ06tTJzJ4927ONzZs3m969e5vjx497lo0ZM8ZcdtllZvPmzebDDz80X/va18zEiRODvn91effdd40ks2/fvgvWHT9+3PTu3dts3rzZGGPMoUOHzGOPPWY+/vhjk5uba/7xj3+Y7t27m6uvvjrYbTdow4YN5tlnnzU7duwwhw8fNosXLzadOnUyP/zhDz01X90/Y4y55557TJcuXcx7771nPv74Y5OZmWkyMzNDsQsNOn78uOnZs6cZNWqUOX78uMnLy/O8vlzTko7hX//6VxMVFWUWLVpk9u7da+6++26TkJDgearxBz/4gZk1a5anfv369SYiIsI8/fTTZt++fSYnJ8dERkaaXbt2hWoX6jR16lQTHx9v1qxZ43WsysrKPDVf3b+5c+ealStXmsOHD5utW7eaCRMmmOjoaLNnz55Q7EKDHnzwQbNmzRqTm5tr1q9fb7KyskzHjh3NyZMnjTEt+/jVcLlcpkuXLubhhx++YF1LO34lJSWev3WSzG9+8xuzfft289lnnxljjHniiSdMQkKC+cc//mF27txpvv3tb5v09HRTXl7u2cY3v/lN8+KLL3p+buh32B8IOU0wadIkI+mC1/vvv++pOXr0qLn++utNTEyM6dixo3nwwQe9kvz7779vJJnc3FzPsjNnzpiJEyeatm3bmri4ODN58mRPcGoOJk6caEaOHFnrutzcXK/v4NixY+bqq682iYmJJioqyvTs2dM89NBDxuFwBLFj32zdutVkZGSY+Ph4Ex0dbfr27Wt+9atfeZ11++r+GWNMeXm5uffee0379u1NbGys+c53vuMVGpqTV199tdZ/s18+mdsSj+GLL75ounTpYux2uxk+fLjZtGmTZ90111xjJk2a5FX/5ptvml69ehm73W769+9vli9fHuSOfVPXsXr11Vc9NV/dvwceeMDzXSQlJZkbbrjBbNu2LfjN++h73/ueSUlJMXa73VxyySXme9/7njl06JBnfUs+fjVWrlxpJJkDBw5csK6lHb+av1lffdXsg9vtNr/4xS9MUlKSiYqKMqNGjbpgv7t27WpycnK8ltX3O+wPFmOM8d/FLwAAgOaBcXIAAEBYIuQAAICwRMgBAABhiZADAADCEiEHAACEJUIOAAAIS4QcAAAQlgg5AAAgLBFyAABAWCLkAACAsETIAQAAYen/A6uiUfcwOhyiAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -9.96)\": 21013.8, \"(-9.96, -9.92)\": 20949.6, \"(-9.92, -9.91)\": 20354.5, \"(-9.91, -9.88)\": 19954.9, \"(-9.88, -9.83)\": 18925.8, \"(-9.83, -9.79)\": 18136.3, \"(-9.79, -9.77)\": 17576.5, \"(-9.77, -9.72)\": 17083.8, \"(-9.72, -9.69)\": 16243.5, \"(-9.69, -9.68)\": 16064.0, \"(-9.68, -9.66)\": 15929.9, \"(-9.66, -9.62)\": 15357.7, \"(-9.62, -9.6)\": 14921.7, \"(-9.6, -9.58)\": 14660.8, \"(-9.58, -9.57)\": 14410.9, \"(-9.57, -9.56)\": 14296.4, \"(-9.56, -9.56)\": 14221.9, \"(-9.56, -9.55)\": 14103.2, \"(-9.55, -9.53)\": 14020.9, \"(-9.53, -9.51)\": 13579.6, \"(-9.51, -9.51)\": 13507.6, \"(-9.51, -9.5)\": 13432.9, \"(-9.5, -9.49)\": 13311.7, \"(-9.49, -9.49)\": 13235.0, \"(-9.49, -9.46)\": 13112.0, \"(-9.46, -9.44)\": 12563.4, \"(-9.44, -9.39)\": 12329.9, \"(-9.39, -9.35)\": 11540.9, \"(-9.35, -9.32)\": 11437.5, \"(-9.32, -9.29)\": 10919.6, \"(-9.29, -9.27)\": 10679.9, \"(-9.27, -9.25)\": 10484.0, \"(-9.25, -9.24)\": 10380.7, \"(-9.24, -9.21)\": 10069.9, \"(-9.21, -9.16)\": 9995.4, \"(-9.16, -9.09)\": 9084.9, \"(-9.09, -9.07)\": 8754.8, \"(-9.07, -9.04)\": 8560.6, \"(-9.04, -8.99)\": 8238.0, \"(-8.99, -8.97)\": 7879.2, \"(-8.97, -8.96)\": 7811.2, \"(-8.96, -8.93)\": 7695.3, \"(-8.93, -8.87)\": 7327.9, \"(-8.87, -8.82)\": 6921.7, \"(-8.82, -8.78)\": 6604.2, \"(-8.78, -8.75)\": 6417.7, \"(-8.75, -8.73)\": 6254.2, \"(-8.73, -8.71)\": 6116.4, \"(-8.71, -8.71)\": 6082.5, \"(-8.71, -8.69)\": 6011.8, \"(-8.69, -8.66)\": 5855.7, \"(-8.66, -8.64)\": 5724.3, \"(-8.64, -8.61)\": 5564.7, \"(-8.61, -8.59)\": 5430.4, \"(-8.59, -8.58)\": 5375.0, \"(-8.58, -8.57)\": 5320.2, \"(-8.57, -8.57)\": 5263.6, \"(-8.57, -8.57)\": 5240.6, \"(-8.57, -8.55)\": 5203.8, \"(-8.55, -8.53)\": 5105.2, \"(-8.53, -8.5)\": 4991.3, \"(-8.5, -8.49)\": 4904.4, \"(-8.49, -8.48)\": 4849.3, \"(-8.48, -8.47)\": 4786.3, \"(-8.47, -8.46)\": 4732.7, \"(-8.46, -8.45)\": 4673.4, \"(-8.45, -8.43)\": 4639.5, \"(-8.43, -8.42)\": 4538.3, \"(-8.42, -8.41)\": 4497.9, \"(-8.41, -8.4)\": 4470.7, \"(-8.4, -8.37)\": 4385.4, \"(-8.37, -8.35)\": 4263.4, \"(-8.35, -8.33)\": 4193.5, \"(-8.33, -8.32)\": 4123.4, \"(-8.32, -8.27)\": 4042.4, \"(-8.27, -8.24)\": 3791.9, \"(-8.24, -8.22)\": 3757.3, \"(-8.22, -8.2)\": 3656.5, \"(-8.2, -8.17)\": 3587.5, \"(-8.17, -8.13)\": 3450.9, \"(-8.13, -8.11)\": 3343.2, \"(-8.11, -8.09)\": 3315.1, \"(-8.09, -8.07)\": 3225.2, \"(-8.07, -8.05)\": 3169.0, \"(-8.05, -8.04)\": 3121.3, \"(-8.04, -8.03)\": 3085.6, \"(-8.03, -8.01)\": 3043.8, \"(-8.01, -7.98)\": 2945.6, \"(-7.98, -7.96)\": 2908.3, \"(-7.96, -7.95)\": 2854.7, \"(-7.95, -7.94)\": 2820.9, \"(-7.94, -7.92)\": 2792.9, \"(-7.92, -7.9)\": 2719.4, \"(-7.9, -7.85)\": 2653.3, \"(-7.85, -7.81)\": 2510.0, \"(-7.81, -7.79)\": 2441.6, \"(-7.79, -7.76)\": 2366.8, \"(-7.76, -7.74)\": 2322.0, \"(-7.74, -7.73)\": 2288.3, \"(-7.73, -7.72)\": 2262.2, \"(-7.72, -7.69)\": 2203.0, \"(-7.69, -7.66)\": 2156.2, \"(-7.66, -7.65)\": 2111.4, \"(-7.65, -7.63)\": 2077.5, \"(-7.63, -7.61)\": 2040.5, \"(-7.61, -7.58)\": 2012.7, \"(-7.58, -7.53)\": 1897.9, \"(-7.53, -7.51)\": 1851.3, \"(-7.51, -7.5)\": 1817.2, \"(-7.5, -7.47)\": 1782.5, \"(-7.47, -7.44)\": 1740.5, \"(-7.44, -7.42)\": 1707.0, \"(-7.42, -7.4)\": 1671.2, \"(-7.4, -7.39)\": 1637.7, \"(-7.39, -7.38)\": 1602.6, \"(-7.38, -7.36)\": 1575.2, \"(-7.36, -7.34)\": 1550.3, \"(-7.34, -7.34)\": 1518.1, \"(-7.34, -7.31)\": 1486.1, \"(-7.31, -7.25)\": 1450.6, \"(-7.25, -7.22)\": 1397.5, \"(-7.22, -7.2)\": 1360.7, \"(-7.2, -7.18)\": 1332.5, \"(-7.18, -7.13)\": 1286.7, \"(-7.13, -7.12)\": 1242.5, \"(-7.12, -7.07)\": 1210.5, \"(-7.07, -7.03)\": 1148.8, \"(-7.03, -7.01)\": 1123.2, \"(-7.01, -6.99)\": 1096.6, \"(-6.99, -6.96)\": 1074.6, \"(-6.96, -6.95)\": 1052.1, \"(-6.95, -6.92)\": 1028.2, \"(-6.92, -6.88)\": 992.3, \"(-6.88, -6.85)\": 965.8, \"(-6.85, -6.81)\": 931.9, \"(-6.81, -6.77)\": 904.2, \"(-6.77, -6.72)\": 865.0, \"(-6.72, -6.68)\": 831.5, \"(-6.68, -6.65)\": 807.4, \"(-6.65, -6.63)\": 780.9, \"(-6.63, -6.58)\": 754.8, \"(-6.58, -6.53)\": 724.0, \"(-6.53, -6.5)\": 697.5, \"(-6.5, -6.44)\": 660.5, \"(-6.44, -6.39)\": 635.5, \"(-6.39, -6.35)\": 613.9, \"(-6.35, -6.29)\": 584.8, \"(-6.29, -6.26)\": 555.4, \"(-6.26, -6.22)\": 530.5, \"(-6.22, -6.16)\": 506.9, \"(-6.16, -6.12)\": 482.0, \"(-6.12, -6.03)\": 457.2, \"(-6.03, -6.0)\": 433.6, \"(-6.0, -5.94)\": 404.9, \"(-5.94, -5.86)\": 380.6, \"(-5.86, -5.77)\": 354.2, \"(-5.77, -5.73)\": 332.0, \"(-5.73, -5.62)\": 308.6, \"(-5.62, -5.55)\": 283.8, \"(-5.55, -5.46)\": 260.2, \"(-5.46, -5.36)\": 237.3, \"(-5.36, -5.24)\": 213.0, \"(-5.24, -5.1)\": 186.9, \"(-5.1, -4.91)\": 164.8, \"(-4.91, -4.76)\": 143.1, \"(-4.76, -4.56)\": 121.9, \"(-4.56, -4.33)\": 100.4, \"(-4.33, -4.0)\": 78.8, \"(-4.0, -3.44)\": 53.5, \"(-3.44, -2.41)\": 31.7, \"(-2.41, 9.99)\": 10.0}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-10.0, -10.0)\": -5.402, \"(-10.0, -9.99)\": -5.373, \"(-9.99, -9.95)\": -3.936, \"(-9.95, -9.92)\": -2.746, \"(-9.92, -9.91)\": -2.442, \"(-9.91, -9.88)\": -2.31, \"(-9.88, -9.86)\": -1.974, \"(-9.86, -9.84)\": -1.893, \"(-9.84, -9.83)\": -1.777, \"(-9.83, -9.83)\": -1.739, \"(-9.83, -9.8)\": -1.689, \"(-9.8, -9.76)\": -1.508, \"(-9.76, -9.71)\": -1.316, \"(-9.71, -9.68)\": -1.156, \"(-9.68, -9.68)\": -1.135, \"(-9.68, -9.68)\": -1.125, \"(-9.68, -9.67)\": -1.115, \"(-9.67, -9.66)\": -1.086, \"(-9.66, -9.65)\": -1.069, \"(-9.65, -9.64)\": -1.044, \"(-9.64, -9.63)\": -0.999, \"(-9.63, -9.6)\": -0.958, \"(-9.6, -9.58)\": -0.867, \"(-9.58, -9.52)\": -0.83, \"(-9.52, -9.47)\": -0.658, \"(-9.47, -9.45)\": -0.627, \"(-9.45, -9.43)\": -0.576, \"(-9.43, -9.4)\": -0.532, \"(-9.4, -9.39)\": -0.505, \"(-9.39, -9.37)\": -0.484, \"(-9.37, -9.32)\": -0.417, \"(-9.32, -9.27)\": -0.345, \"(-9.27, -9.23)\": -0.28, \"(-9.23, -9.21)\": -0.241, \"(-9.21, -9.18)\": -0.212, \"(-9.18, -9.13)\": -0.158, \"(-9.13, -9.09)\": -0.105, \"(-9.09, -9.08)\": -0.086, \"(-9.08, -9.03)\": -0.064, \"(-9.03, -8.98)\": 0.01, \"(-8.98, -8.96)\": 0.029, \"(-8.96, -8.92)\": 0.053, \"(-8.92, -8.85)\": 0.113, \"(-8.85, -8.81)\": 0.153, \"(-8.81, -8.8)\": 0.172, \"(-8.8, -8.8)\": 0.183, \"(-8.8, -8.79)\": 0.192, \"(-8.79, -8.77)\": 0.204, \"(-8.77, -8.75)\": 0.218, \"(-8.75, -8.72)\": 0.235, \"(-8.72, -8.7)\": 0.256, \"(-8.7, -8.69)\": 0.273, \"(-8.69, -8.66)\": 0.284, \"(-8.66, -8.65)\": 0.297, \"(-8.65, -8.64)\": 0.307, \"(-8.64, -8.62)\": 0.318, \"(-8.62, -8.62)\": 0.327, \"(-8.62, -8.58)\": 0.338, \"(-8.58, -8.53)\": 0.376, \"(-8.53, -8.52)\": 0.384, \"(-8.52, -8.51)\": 0.402, \"(-8.51, -8.47)\": 0.414, \"(-8.47, -8.41)\": 0.448, \"(-8.41, -8.36)\": 0.484, \"(-8.36, -8.33)\": 0.505, \"(-8.33, -8.32)\": 0.516, \"(-8.32, -8.26)\": 0.532, \"(-8.26, -8.19)\": 0.584, \"(-8.19, -8.16)\": 0.601, \"(-8.16, -8.13)\": 0.619, \"(-8.13, -8.07)\": 0.634, \"(-8.07, -8.02)\": 0.677, \"(-8.02, -8.0)\": 0.688, \"(-8.0, -7.96)\": 0.698, \"(-7.96, -7.93)\": 0.725, \"(-7.93, -7.9)\": 0.737, \"(-7.9, -7.88)\": 0.751, \"(-7.88, -7.86)\": 0.761, \"(-7.86, -7.82)\": 0.77, \"(-7.82, -7.77)\": 0.79, \"(-7.77, -7.75)\": 0.804, \"(-7.75, -7.73)\": 0.812, \"(-7.73, -7.7)\": 0.824, \"(-7.7, -7.67)\": 0.837, \"(-7.67, -7.65)\": 0.851, \"(-7.65, -7.61)\": 0.861, \"(-7.61, -7.57)\": 0.878, \"(-7.57, -7.55)\": 0.889, \"(-7.55, -7.52)\": 0.903, \"(-7.52, -7.49)\": 0.919, \"(-7.49, -7.45)\": 0.927, \"(-7.45, -7.42)\": 0.938, \"(-7.42, -7.4)\": 0.947, \"(-7.4, -7.35)\": 0.961, \"(-7.35, -7.33)\": 0.977, \"(-7.33, -7.28)\": 0.989, \"(-7.28, -7.26)\": 1.005, \"(-7.26, -7.23)\": 1.014, \"(-7.23, -7.18)\": 1.029, \"(-7.18, -7.15)\": 1.045, \"(-7.15, -7.08)\": 1.06, \"(-7.08, -7.03)\": 1.08, \"(-7.03, -6.99)\": 1.095, \"(-6.99, -6.96)\": 1.11, \"(-6.96, -6.91)\": 1.12, \"(-6.91, -6.85)\": 1.139, \"(-6.85, -6.81)\": 1.15, \"(-6.81, -6.79)\": 1.16, \"(-6.79, -6.75)\": 1.171, \"(-6.75, -6.73)\": 1.181, \"(-6.73, -6.69)\": 1.19, \"(-6.69, -6.66)\": 1.203, \"(-6.66, -6.62)\": 1.214, \"(-6.62, -6.57)\": 1.23, \"(-6.57, -6.51)\": 1.242, \"(-6.51, -6.43)\": 1.26, \"(-6.43, -6.37)\": 1.28, \"(-6.37, -6.33)\": 1.294, \"(-6.33, -6.27)\": 1.308, \"(-6.27, -6.21)\": 1.323, \"(-6.21, -6.14)\": 1.339, \"(-6.14, -6.09)\": 1.349, \"(-6.09, -6.06)\": 1.365, \"(-6.06, -6.02)\": 1.376, \"(-6.02, -5.94)\": 1.392, \"(-5.94, -5.91)\": 1.406, \"(-5.91, -5.87)\": 1.415, \"(-5.87, -5.82)\": 1.427, \"(-5.82, -5.73)\": 1.437, \"(-5.73, -5.7)\": 1.448, \"(-5.7, -5.64)\": 1.459, \"(-5.64, -5.59)\": 1.472, \"(-5.59, -5.56)\": 1.481, \"(-5.56, -5.51)\": 1.49, \"(-5.51, -5.44)\": 1.502, \"(-5.44, -5.37)\": 1.519, \"(-5.37, -5.35)\": 1.529, \"(-5.35, -5.29)\": 1.538, \"(-5.29, -5.26)\": 1.549, \"(-5.26, -5.21)\": 1.559, \"(-5.21, -5.17)\": 1.569, \"(-5.17, -5.12)\": 1.579, \"(-5.12, -5.07)\": 1.589, \"(-5.07, -5.03)\": 1.599, \"(-5.03, -4.98)\": 1.611, \"(-4.98, -4.89)\": 1.624, \"(-4.89, -4.82)\": 1.635, \"(-4.82, -4.73)\": 1.647, \"(-4.73, -4.68)\": 1.659, \"(-4.68, -4.65)\": 1.67, \"(-4.65, -4.6)\": 1.681, \"(-4.6, -4.53)\": 1.692, \"(-4.53, -4.47)\": 1.701, \"(-4.47, -4.42)\": 1.713, \"(-4.42, -4.37)\": 1.722, \"(-4.37, -4.32)\": 1.734, \"(-4.32, -4.24)\": 1.743, \"(-4.24, -4.17)\": 1.753, \"(-4.17, -4.13)\": 1.765, \"(-4.13, -4.08)\": 1.774, \"(-4.08, -4.0)\": 1.785, \"(-4.0, -3.89)\": 1.798, \"(-3.89, -3.86)\": 1.808, \"(-3.86, -3.78)\": 1.82, \"(-3.78, -3.74)\": 1.829, \"(-3.74, -3.64)\": 1.841, \"(-3.64, -3.58)\": 1.851, \"(-3.58, -3.51)\": 1.861, \"(-3.51, -3.45)\": 1.873, \"(-3.45, -3.37)\": 1.883, \"(-3.37, -3.33)\": 1.893, \"(-3.33, -3.26)\": 1.902, \"(-3.26, -3.18)\": 1.914, \"(-3.18, -3.08)\": 1.925, \"(-3.08, -3.02)\": 1.934, \"(-3.02, -2.94)\": 1.945, \"(-2.94, -2.88)\": 1.953, \"(-2.88, -2.81)\": 1.963, \"(-2.81, -2.75)\": 1.973, \"(-2.75, -2.68)\": 1.982, \"(-2.68, -2.62)\": 1.991, \"(-2.62, -2.56)\": 2.0, \"(-2.56, -2.5)\": 2.008, \"(-2.5, -2.38)\": 2.018, \"(-2.38, -2.31)\": 2.03, \"(-2.31, -2.23)\": 2.039, \"(-2.23, -2.15)\": 2.047, \"(-2.15, -2.09)\": 2.057, \"(-2.09, -2.02)\": 2.066, \"(-2.02, -1.91)\": 2.078, \"(-1.91, -1.87)\": 2.09, \"(-1.87, -1.78)\": 2.098, \"(-1.78, -1.69)\": 2.109, \"(-1.69, -1.63)\": 2.119, \"(-1.63, -1.55)\": 2.129, \"(-1.55, -1.48)\": 2.138, \"(-1.48, -1.37)\": 2.148, \"(-1.37, -1.26)\": 2.157, \"(-1.26, -1.23)\": 2.167, \"(-1.23, -1.13)\": 2.178, \"(-1.13, -1.02)\": 2.187, \"(-1.02, -0.93)\": 2.197, \"(-0.93, -0.85)\": 2.206, \"(-0.85, -0.78)\": 2.217, \"(-0.78, -0.66)\": 2.226, \"(-0.66, -0.58)\": 2.235, \"(-0.58, -0.47)\": 2.244, \"(-0.47, -0.39)\": 2.257, \"(-0.39, -0.25)\": 2.267, \"(-0.25, -0.16)\": 2.277, \"(-0.16, -0.03)\": 2.286, \"(-0.03, 0.06)\": 2.296, \"(0.06, 0.14)\": 2.306, \"(0.14, 0.26)\": 2.315, \"(0.26, 0.33)\": 2.325, \"(0.33, 0.43)\": 2.334, \"(0.43, 0.6)\": 2.344, \"(0.6, 0.64)\": 2.352, \"(0.64, 0.73)\": 2.361, \"(0.73, 0.82)\": 2.37, \"(0.82, 0.91)\": 2.379, \"(0.91, 1.03)\": 2.387, \"(1.03, 1.13)\": 2.398, \"(1.13, 1.18)\": 2.408, \"(1.18, 1.31)\": 2.416, \"(1.31, 1.42)\": 2.426, \"(1.42, 1.53)\": 2.436, \"(1.53, 1.64)\": 2.446, \"(1.64, 1.81)\": 2.455, \"(1.81, 1.92)\": 2.465, \"(1.92, 2.02)\": 2.476, \"(2.02, 2.09)\": 2.486, \"(2.09, 2.26)\": 2.495, \"(2.26, 2.4)\": 2.506, \"(2.4, 2.49)\": 2.516, \"(2.49, 2.62)\": 2.525, \"(2.62, 2.76)\": 2.536, \"(2.76, 2.89)\": 2.545, \"(2.89, 3.0)\": 2.556, \"(3.0, 3.15)\": 2.566, \"(3.15, 3.26)\": 2.575, \"(3.26, 3.37)\": 2.584, \"(3.37, 3.51)\": 2.593, \"(3.51, 3.59)\": 2.602, \"(3.59, 3.82)\": 2.611, \"(3.82, 3.88)\": 2.62, \"(3.88, 4.0)\": 2.629, \"(4.0, 4.11)\": 2.638, \"(4.11, 4.24)\": 2.647, \"(4.24, 4.32)\": 2.656, \"(4.32, 4.45)\": 2.665, \"(4.45, 4.62)\": 2.674, \"(4.62, 4.79)\": 2.685, \"(4.79, 4.96)\": 2.695, \"(4.96, 5.1)\": 2.704, \"(5.1, 5.18)\": 2.713, \"(5.18, 5.3)\": 2.722, \"(5.3, 5.48)\": 2.731, \"(5.48, 5.62)\": 2.74, \"(5.62, 5.78)\": 2.75, \"(5.78, 5.94)\": 2.758, \"(5.94, 6.06)\": 2.768, \"(6.06, 6.18)\": 2.777, \"(6.18, 6.34)\": 2.786, \"(6.34, 6.55)\": 2.796, \"(6.55, 6.67)\": 2.804, \"(6.67, 6.89)\": 2.814, \"(6.89, 7.09)\": 2.827, \"(7.09, 7.26)\": 2.835, \"(7.26, 7.39)\": 2.845, \"(7.39, 7.58)\": 2.854, \"(7.58, 7.68)\": 2.862, \"(7.68, 7.82)\": 2.871, \"(7.82, 7.97)\": 2.879, \"(7.97, 8.12)\": 2.888, \"(8.12, 8.31)\": 2.898, \"(8.31, 8.47)\": 2.906, \"(8.47, 8.74)\": 2.916, \"(8.74, 8.88)\": 2.925, \"(8.88, 9.04)\": 2.934, \"(9.04, 9.21)\": 2.943, \"(9.21, 9.4)\": 2.951, \"(9.4, 9.59)\": 2.96, \"(9.59, 9.78)\": 2.969, \"(9.78, 9.98)\": 2.978}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.4%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.92, -9.87)\": 0.451, \"(-9.87, -9.83)\": 0.41, \"(-9.83, -9.81)\": 0.395, \"(-9.81, -9.8)\": 0.371, \"(-9.8, -9.79)\": 0.357, \"(-9.79, -9.76)\": 0.348, \"(-9.76, -9.74)\": 0.319, \"(-9.74, -9.73)\": 0.309, \"(-9.73, -9.71)\": 0.293, \"(-9.71, -9.68)\": 0.266, \"(-9.68, -9.64)\": 0.227, \"(-9.64, -9.61)\": 0.194, \"(-9.61, -9.59)\": 0.172, \"(-9.59, -9.57)\": 0.158, \"(-9.57, -9.56)\": 0.14, \"(-9.56, -9.54)\": 0.126, \"(-9.54, -9.52)\": 0.113, \"(-9.52, -9.49)\": 0.068, \"(-9.49, -9.46)\": 0.058, \"(-9.46, -9.43)\": 0.018, \"(-9.43, -9.41)\": 0.008, \"(-9.41, -9.39)\": -0.02, \"(-9.39, -9.38)\": -0.037, \"(-9.38, -9.35)\": -0.047, \"(-9.35, -9.32)\": -0.097, \"(-9.32, -9.29)\": -0.113, \"(-9.29, -9.26)\": -0.156, \"(-9.26, -9.24)\": -0.17, \"(-9.24, -9.21)\": -0.203, \"(-9.21, -9.19)\": -0.223, \"(-9.19, -9.18)\": -0.24, \"(-9.18, -9.15)\": -0.25, \"(-9.15, -9.1)\": -0.297, \"(-9.1, -9.08)\": -0.331, \"(-9.08, -9.04)\": -0.35, \"(-9.04, -9.01)\": -0.399, \"(-9.01, -8.98)\": -0.413, \"(-8.98, -8.96)\": -0.44, \"(-8.96, -8.94)\": -0.451, \"(-8.94, -8.91)\": -0.477, \"(-8.91, -8.88)\": -0.503, \"(-8.88, -8.86)\": -0.521, \"(-8.86, -8.84)\": -0.542, \"(-8.84, -8.83)\": -0.556, \"(-8.83, -8.81)\": -0.569, \"(-8.81, -8.8)\": -0.579, \"(-8.8, -8.79)\": -0.587, \"(-8.79, -8.78)\": -0.597, \"(-8.78, -8.76)\": -0.607, \"(-8.76, -8.71)\": -0.63, \"(-8.71, -8.67)\": -0.677, \"(-8.67, -8.65)\": -0.695, \"(-8.65, -8.62)\": -0.708, \"(-8.62, -8.61)\": -0.724, \"(-8.61, -8.57)\": -0.732, \"(-8.57, -8.53)\": -0.774, \"(-8.53, -8.51)\": -0.783, \"(-8.51, -8.48)\": -0.801, \"(-8.48, -8.46)\": -0.815, \"(-8.46, -8.44)\": -0.826, \"(-8.44, -8.42)\": -0.834, \"(-8.42, -8.4)\": -0.842, \"(-8.4, -8.36)\": -0.863, \"(-8.36, -8.33)\": -0.881, \"(-8.33, -8.27)\": -0.894, \"(-8.27, -8.21)\": -0.929, \"(-8.21, -8.17)\": -0.94, \"(-8.17, -8.13)\": -0.952, \"(-8.13, -8.05)\": -0.967, \"(-8.05, -7.99)\": -0.986, \"(-7.99, -7.69)\": -0.994, \"(-7.69, -7.64)\": -0.983, \"(-7.64, -7.58)\": -0.974, \"(-7.58, -7.54)\": -0.958, \"(-7.54, -7.52)\": -0.949, \"(-7.52, -7.48)\": -0.94, \"(-7.48, -7.46)\": -0.928, \"(-7.46, -7.43)\": -0.917, \"(-7.43, -7.39)\": -0.904, \"(-7.39, -7.36)\": -0.888, \"(-7.36, -7.32)\": -0.871, \"(-7.32, -7.29)\": -0.855, \"(-7.29, -7.26)\": -0.835, \"(-7.26, -7.24)\": -0.825, \"(-7.24, -7.22)\": -0.815, \"(-7.22, -7.16)\": -0.787, \"(-7.16, -7.1)\": -0.741, \"(-7.1, -7.08)\": -0.724, \"(-7.08, -7.07)\": -0.711, \"(-7.07, -7.03)\": -0.701, \"(-7.03, -7.01)\": -0.667, \"(-7.01, -6.97)\": -0.651, \"(-6.97, -6.94)\": -0.614, \"(-6.94, -6.92)\": -0.605, \"(-6.92, -6.89)\": -0.586, \"(-6.89, -6.88)\": -0.566, \"(-6.88, -6.87)\": -0.556, \"(-6.87, -6.85)\": -0.547, \"(-6.85, -6.84)\": -0.532, \"(-6.84, -6.82)\": -0.523, \"(-6.82, -6.8)\": -0.507, \"(-6.8, -6.77)\": -0.487, \"(-6.77, -6.74)\": -0.448, \"(-6.74, -6.73)\": -0.438, \"(-6.73, -6.7)\": -0.429, \"(-6.7, -6.67)\": -0.384, \"(-6.67, -6.65)\": -0.373, \"(-6.65, -6.62)\": -0.344, \"(-6.62, -6.6)\": -0.319, \"(-6.6, -6.56)\": -0.299, \"(-6.56, -6.52)\": -0.246, \"(-6.52, -6.52)\": -0.236, \"(-6.52, -6.5)\": -0.228, \"(-6.5, -6.44)\": -0.201, \"(-6.44, -6.37)\": -0.115, \"(-6.37, -6.34)\": -0.071, \"(-6.34, -6.32)\": -0.048, \"(-6.32, -6.3)\": -0.026, \"(-6.3, -6.29)\": -0.014, \"(-6.29, -6.27)\": 0.004, \"(-6.27, -6.24)\": 0.022, \"(-6.24, -6.22)\": 0.053, \"(-6.22, -6.2)\": 0.067, \"(-6.2, -6.18)\": 0.093, \"(-6.18, -6.17)\": 0.105, \"(-6.17, -6.15)\": 0.118, \"(-6.15, -6.13)\": 0.147, \"(-6.13, -6.12)\": 0.156, \"(-6.12, -6.11)\": 0.166, \"(-6.11, -6.07)\": 0.186, \"(-6.07, -6.03)\": 0.233, \"(-6.03, -6.0)\": 0.258, \"(-6.0, -5.97)\": 0.302, \"(-5.97, -5.95)\": 0.322, \"(-5.95, -5.9)\": 0.345, \"(-5.9, -5.87)\": 0.39, \"(-5.87, -5.85)\": 0.411, \"(-5.85, -5.84)\": 0.422, \"(-5.84, -5.82)\": 0.434, \"(-5.82, -5.81)\": 0.451, \"(-5.81, -5.79)\": 0.463, \"(-5.79, -5.77)\": 0.484, \"(-5.77, -5.75)\": 0.497, \"(-5.75, -5.74)\": 0.508, \"(-5.74, -5.74)\": 0.518, \"(-5.74, -5.7)\": 0.527, \"(-5.7, -5.67)\": 0.567, \"(-5.67, -5.65)\": 0.584, \"(-5.65, -5.63)\": 0.594, \"(-5.63, -5.57)\": 0.63, \"(-5.57, -5.54)\": 0.673, \"(-5.54, -5.51)\": 0.686, \"(-5.51, -5.49)\": 0.705, \"(-5.49, -5.47)\": 0.718, \"(-5.47, -5.45)\": 0.73, \"(-5.45, -5.43)\": 0.748, \"(-5.43, -5.4)\": 0.765, \"(-5.4, -5.35)\": 0.788, \"(-5.35, -5.31)\": 0.813, \"(-5.31, -5.29)\": 0.836, \"(-5.29, -5.26)\": 0.845, \"(-5.26, -5.22)\": 0.864, \"(-5.22, -5.18)\": 0.883, \"(-5.18, -5.16)\": 0.896, \"(-5.16, -5.12)\": 0.906, \"(-5.12, -5.08)\": 0.924, \"(-5.08, -5.04)\": 0.933, \"(-5.04, -4.99)\": 0.955, \"(-4.99, -4.95)\": 0.965, \"(-4.95, -4.9)\": 0.974, \"(-4.9, -4.82)\": 0.986, \"(-4.82, -4.56)\": 0.994, \"(-4.56, -4.51)\": 0.986, \"(-4.51, -4.42)\": 0.972, \"(-4.42, -4.37)\": 0.949, \"(-4.37, -4.33)\": 0.937, \"(-4.33, -4.29)\": 0.919, \"(-4.29, -4.26)\": 0.903, \"(-4.26, -4.23)\": 0.894, \"(-4.23, -4.2)\": 0.878, \"(-4.2, -4.17)\": 0.864, \"(-4.17, -4.13)\": 0.854, \"(-4.13, -4.1)\": 0.826, \"(-4.1, -4.08)\": 0.815, \"(-4.08, -4.07)\": 0.806, \"(-4.07, -4.05)\": 0.796, \"(-4.05, -4.02)\": 0.778, \"(-4.02, -3.97)\": 0.76, \"(-3.97, -3.93)\": 0.721, \"(-3.93, -3.9)\": 0.696, \"(-3.9, -3.88)\": 0.683, \"(-3.88, -3.86)\": 0.667, \"(-3.86, -3.83)\": 0.648, \"(-3.83, -3.82)\": 0.637, \"(-3.82, -3.8)\": 0.625, \"(-3.8, -3.79)\": 0.613, \"(-3.79, -3.78)\": 0.604, \"(-3.78, -3.76)\": 0.59, \"(-3.76, -3.73)\": 0.57, \"(-3.73, -3.7)\": 0.547, \"(-3.7, -3.67)\": 0.518, \"(-3.67, -3.65)\": 0.492, \"(-3.65, -3.63)\": 0.483, \"(-3.63, -3.61)\": 0.461, \"(-3.61, -3.6)\": 0.447, \"(-3.6, -3.57)\": 0.432, \"(-3.57, -3.51)\": 0.391, \"(-3.51, -3.47)\": 0.327, \"(-3.47, -3.44)\": 0.312, \"(-3.44, -3.36)\": 0.271, \"(-3.36, -3.28)\": 0.162, \"(-3.28, -3.26)\": 0.127, \"(-3.26, -3.24)\": 0.105, \"(-3.24, -3.22)\": 0.093, \"(-3.22, -3.21)\": 0.073, \"(-3.21, -3.2)\": 0.063, \"(-3.2, -3.19)\": 0.053, \"(-3.19, -3.18)\": 0.04, \"(-3.18, -3.16)\": 0.031, \"(-3.16, -3.14)\": 0.008, \"(-3.14, -3.12)\": -0.007, \"(-3.12, -3.11)\": -0.029, \"(-3.11, -3.07)\": -0.042, \"(-3.07, -3.05)\": -0.086, \"(-3.05, -3.03)\": -0.095, \"(-3.03, -2.99)\": -0.134, \"(-2.99, -2.97)\": -0.166, \"(-2.97, -2.95)\": -0.179, \"(-2.95, -2.93)\": -0.203, \"(-2.93, -2.92)\": -0.214, \"(-2.92, -2.91)\": -0.228, \"(-2.91, -2.88)\": -0.241, \"(-2.88, -2.85)\": -0.27, \"(-2.85, -2.81)\": -0.301, \"(-2.81, -2.78)\": -0.341, \"(-2.78, -2.76)\": -0.364, \"(-2.76, -2.74)\": -0.38, \"(-2.74, -2.73)\": -0.392, \"(-2.73, -2.72)\": -0.403, \"(-2.72, -2.71)\": -0.412, \"(-2.71, -2.7)\": -0.427, \"(-2.7, -2.68)\": -0.436, \"(-2.68, -2.67)\": -0.449, \"(-2.67, -2.66)\": -0.458, \"(-2.66, -2.62)\": -0.467, \"(-2.62, -2.55)\": -0.536, \"(-2.55, -2.5)\": -0.577, \"(-2.5, -2.44)\": -0.619, \"(-2.44, -2.41)\": -0.659, \"(-2.41, -2.4)\": -0.672, \"(-2.4, -2.38)\": -0.682, \"(-2.38, -2.36)\": -0.692, \"(-2.36, -2.35)\": -0.706, \"(-2.35, -2.32)\": -0.719, \"(-2.32, -2.26)\": -0.746, \"(-2.26, -2.22)\": -0.79, \"(-2.22, -2.21)\": -0.799, \"(-2.21, -2.19)\": -0.81, \"(-2.19, -2.17)\": -0.819, \"(-2.17, -2.15)\": -0.83, \"(-2.15, -2.12)\": -0.844, \"(-2.12, -2.1)\": -0.857, \"(-2.1, -2.08)\": -0.866, \"(-2.08, -2.05)\": -0.88, \"(-2.05, -2.02)\": -0.891, \"(-2.02, -1.99)\": -0.909, \"(-1.99, -1.96)\": -0.919, \"(-1.96, -1.89)\": -0.939, \"(-1.89, -1.81)\": -0.961, \"(-1.81, -1.75)\": -0.976, \"(-1.75, -1.67)\": -0.986, \"(-1.67, -1.41)\": -0.994, \"(-1.41, -1.36)\": -0.985, \"(-1.36, -1.33)\": -0.975, \"(-1.33, -1.3)\": -0.966, \"(-1.3, -1.25)\": -0.956, \"(-1.25, -1.22)\": -0.946, \"(-1.22, -1.19)\": -0.936, \"(-1.19, -1.17)\": -0.926, \"(-1.17, -1.14)\": -0.917, \"(-1.14, -1.12)\": -0.908, \"(-1.12, -1.09)\": -0.894, \"(-1.09, -1.07)\": -0.886, \"(-1.07, -1.05)\": -0.874, \"(-1.05, -1.03)\": -0.865, \"(-1.03, -1.0)\": -0.854, \"(-1.0, -0.96)\": -0.827, \"(-0.96, -0.95)\": -0.817, \"(-0.95, -0.93)\": -0.808, \"(-0.93, -0.89)\": -0.794, \"(-0.89, -0.85)\": -0.758, \"(-0.85, -0.82)\": -0.748, \"(-0.82, -0.79)\": -0.718, \"(-0.79, -0.75)\": -0.695, \"(-0.75, -0.7)\": -0.673, \"(-0.7, -0.67)\": -0.63, \"(-0.67, -0.65)\": -0.614, \"(-0.65, -0.62)\": -0.594, \"(-0.62, -0.58)\": -0.566, \"(-0.58, -0.55)\": -0.534, \"(-0.55, -0.54)\": -0.522, \"(-0.54, -0.53)\": -0.513, \"(-0.53, -0.52)\": -0.504, \"(-0.52, -0.51)\": -0.494, \"(-0.51, -0.49)\": -0.485, \"(-0.49, -0.47)\": -0.461, \"(-0.47, -0.45)\": -0.451, \"(-0.45, -0.43)\": -0.428, \"(-0.43, -0.42)\": -0.41, \"(-0.42, -0.39)\": -0.402, \"(-0.39, -0.37)\": -0.37, \"(-0.37, -0.36)\": -0.359, \"(-0.36, -0.34)\": -0.344, \"(-0.34, -0.32)\": -0.322, \"(-0.32, -0.3)\": -0.308, \"(-0.3, -0.28)\": -0.283, \"(-0.28, -0.27)\": -0.273, \"(-0.27, -0.26)\": -0.259, \"(-0.26, -0.22)\": -0.246, \"(-0.22, -0.17)\": -0.181, \"(-0.17, -0.16)\": -0.17, \"(-0.16, -0.13)\": -0.151, \"(-0.13, -0.1)\": -0.121, \"(-0.1, -0.07)\": -0.087, \"(-0.07, -0.06)\": -0.065, \"(-0.06, -0.05)\": -0.056, \"(-0.05, -0.03)\": -0.038, \"(-0.03, -0.02)\": -0.028, \"(-0.02, 0.01)\": -0.005, \"(0.01, 0.06)\": 0.048, \"(0.06, 0.1)\": 0.088, \"(0.1, 0.11)\": 0.109, \"(0.11, 0.14)\": 0.124, \"(0.14, 0.18)\": 0.173, \"(0.18, 0.2)\": 0.185, \"(0.2, 0.21)\": 0.204, \"(0.21, 0.23)\": 0.222, \"(0.23, 0.25)\": 0.235, \"(0.25, 0.27)\": 0.252, \"(0.27, 0.31)\": 0.29, \"(0.31, 0.34)\": 0.324, \"(0.34, 0.35)\": 0.341, \"(0.35, 0.37)\": 0.349, \"(0.37, 0.39)\": 0.359, \"(0.39, 0.42)\": 0.397, \"(0.42, 0.45)\": 0.419, \"(0.45, 0.49)\": 0.457, \"(0.49, 0.51)\": 0.48, \"(0.51, 0.54)\": 0.495, \"(0.54, 0.58)\": 0.528, \"(0.58, 0.61)\": 0.565, \"(0.61, 0.62)\": 0.574, \"(0.62, 0.65)\": 0.592, \"(0.65, 0.69)\": 0.618, \"(0.69, 0.72)\": 0.651, \"(0.72, 0.75)\": 0.671, \"(0.75, 0.77)\": 0.691, \"(0.77, 0.81)\": 0.702, \"(0.81, 0.83)\": 0.73, \"(0.83, 0.84)\": 0.738, \"(0.84, 0.87)\": 0.748, \"(0.87, 0.93)\": 0.785, \"(0.93, 0.98)\": 0.821, \"(0.98, 1.0)\": 0.837, \"(1.0, 1.03)\": 0.847, \"(1.03, 1.07)\": 0.873, \"(1.07, 1.11)\": 0.882, \"(1.11, 1.17)\": 0.908, \"(1.17, 1.23)\": 0.927, \"(1.23, 1.27)\": 0.95, \"(1.27, 1.32)\": 0.959, \"(1.32, 1.36)\": 0.97, \"(1.36, 1.42)\": 0.979, \"(1.42, 1.77)\": 0.99, \"(1.77, 1.81)\": 0.978, \"(1.81, 1.88)\": 0.963, \"(1.88, 1.93)\": 0.944, \"(1.93, 1.96)\": 0.934, \"(1.96, 1.99)\": 0.926, \"(1.99, 2.04)\": 0.909, \"(2.04, 2.08)\": 0.878, \"(2.08, 2.12)\": 0.868, \"(2.12, 2.17)\": 0.844, \"(2.17, 2.21)\": 0.813, \"(2.21, 2.23)\": 0.797, \"(2.23, 2.28)\": 0.782, \"(2.28, 2.33)\": 0.737, \"(2.33, 2.36)\": 0.714, \"(2.36, 2.38)\": 0.697, \"(2.38, 2.4)\": 0.683, \"(2.4, 2.42)\": 0.669, \"(2.42, 2.44)\": 0.655, \"(2.44, 2.47)\": 0.638, \"(2.47, 2.5)\": 0.605, \"(2.5, 2.52)\": 0.593, \"(2.52, 2.54)\": 0.576, \"(2.54, 2.55)\": 0.566, \"(2.55, 2.58)\": 0.556, \"(2.58, 2.61)\": 0.517, \"(2.61, 2.63)\": 0.492, \"(2.63, 2.65)\": 0.483, \"(2.65, 2.66)\": 0.469, \"(2.66, 2.67)\": 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", 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bFefU1L/G9m339WeP7AkAaNAbset0kd3iIuL3+o/W95zYMJ92XXdE7yD4qE0l4w5cvG7XuAi/KMEhDpVbVssevzyub5unirnmje4DADAywNmCSrvFRsTt20zTAnNPdxeM6B3U7uvHdbMuEL25ii2RrxPXKtjjj54c0qH3nHVP3QYAuF7VgBJtvb1CIzyjBIc41Lbj+ezxE7f36NBtPMm53tgP/sCRnPJOx0XELf1KGd5PvQgAqNV1bB2Ep7sr/jq4K/s71TZxDot/sJ5Wuq9vx8qJcNt/PPTfQzBSuQFJoASHONQnv18BYOo11dEGiD5qN/wtyZrknCmg7vByxz01sGPOiA7fztsPD2SPm2vQSeTlSqlp19yArr5t2q3ZlOhgb0QHewEA8ivqkJ5NX6qkgBIc4jB5N2rZdRTDorp06rZeGz8A9w9ovv8YkaeJQ7rZnGpqLzcXJTzdTYk1d10GkacLxVXse86LKbGduq1NM29nj2/U0uyfFFCCQxxmdaq1p8vMu6I7fXsd/TZGpIVhGOSWm7o6e6s73x/4Sc7sX3Yp1cSRM24SOzQyoFO3FeKjxrCowM6GRByIEhziMIfNa2Wig73grRJVI3siYu/9ehE7ThTY7fYWcPoP5ZRRgiNnBy6YTm1GBXnB091+7znPfnmU1uFIACU4xCGq6hvZc+F/a2cditZ89kc2iippZ4NcZRVa11jd16/zPedcXZTw8zDtpHmZ6prI1sm8CvZ4QcqtTTU7gtvU9QrN/okeJTjEIf656Th7PDYuzC63qXY1raXILa/FWz/Tegq5+uVsMQBT1/DhPdu/PbwpDw0y7abKr6iDE7bjcwrpV6wLge2RGAPAGxOsrRvmbqKK2GJHCQ5xiKucUwHBPm2vQNuSWSOjoXI1vYRP5lM9HDk6lnuDPfZSdWzXXVMmDLJuF//uaH4LI4kUGYwMW1D0gfhwuLnY56NOqVRA42tqLXO6QIvKWmoXI2aU4BCHsHRv/mpGot1us1eID5b/NQ4AcOV6Da6V17ZyDSI1+85bt4en9Lffrrm+nGq2V2kdjuxwT2uGtbHXXVttf+4O9lhnMNr1tol9UYJDeJd3oxaXSkz9f5QK++584la0PcapWErkwVLcLym6S4frJjVF5eqCp4ZHAgBW/3aJFozKjJ7zfM5N7m3X2w7xUcPOb2OEJ5TgEN5tyrjGHgd4urcwsv1CfNTwNW8dfnX7GbveNhEWd23M+IRwu99+v3Bf9vh6dYPdb58Ix9Keoau/h113T93s64xc3m6bdB4lOIRXDMPgP3tN9W96BnshRtO+RndtMbiHqb5FZR2dD5eTDYdy2OM7etlncTHXo0Mj2GNuEk6kb4n5y462np/3BEvuvWrPBZr9EzFKcAivcjjNNf9mPiVgb5bO0gZ6o5GVq5zXTrcAD17v6zQ1bZWN+kZrr7J/jrLv6SmLr562riWkVjHiRQkO4ZWRc5rhicSONddsjQdnbcbmw/RNXC6+M3cPf+7eXuwidXubd5+pM/2es8XIobomsrDtmHVXHF9fqpJ6WlvNNOg71vyV8I8SHMKrnScKAQC+alfeWit09bd+u//v/kstjCRSUd2gR1WDqYeQu522+DYlPsKfPf6d09CTSNcbnPYM9toefjOFQoGoIFPzzf/uu8zLfZDOowSH8MZgZPDurxcAAFpzwzs+KJUKPHF7dwBATmktLl+v5u2+iGMcvFTKHj9xOz8zfwBwd59gDDQ376QTnPIQZK6zFde1401Z2+O3cyUOuR/SfpTgEN6c5Zyb/vjJIbze1z/u6skeV1DxLcn746IpwfHzcEOAl3133t0sIsCT19snjvPHxVK2garl9CNfuFWNzxXROhwxogSH8MbAWX9jr1LpzYkI9ESPLvRBJRffHDGtpbJUjXWExT9QmQGpW/3bRfY4zJ/f187t0dZ1OGdpobEoUYJDeHP0qqnMfrcAD94WiTaFdlNJW6PBCJ3eVCHWcuqRT905iXHm1RstjCRiZynw9+TtPRCr8W1ldOcolQrc1ScYAHA4p7yV0UQIlOAQ3izdeRYAUKx1TKdvy46tRz9Kc8j9EX5kZFs/LOzZnqE58zmnMjZR4TZZ4FY451OteSH899TPTJQowSG84NaimD4i2iH3mcSZMq6o1TnkPon97b9g3c0U4oBTVK4uSrZSMk3+kfaYYp5hbNAbUdPA30YK0jGU4BBeFFTUsccz7oxyyH2ueCSePT6cQ6capOqT368AALu7yRH6hvF7OoPI05j+YezxuaIqASMhTaEEh/Ai3XyawUflii7eKoff/6wvMh1+n8Q+vFWm3kHPjuzZykj7++5oHmp19E1cahiGwbo/sh2+hsrD3Vpk9MVvTzj0vknrKMEhvPjA3AW6ysHTtpZv/aEO3H1D7IdhGFSZaybF8LxIlMtHbW3ImJpFdU2k5kppDbvmDwB81W4Ou+/EqEAA/BUVJB1Hzwixu8q6RhRWmhYWJ/cNceh9v/ZgfwCAAzdtETtafzCHPeap8HWTHhrUlT2u01HpfanhPmcrHhmIYeakwxGeu5efflek8yjBIXZXySm0t+SB/g69b8t29LwbdbhUQhWNpebaDWuDze6Bjqtr5OnuilGxpmT8Y/MaICI9Gl81Hh0aARdHZsdm54qqaKGxyDgkwVmzZg0iIyOhVquRmJiIjIyMZseOHDkSCoXilp9x48axY5566qlb/j5mzBhHPBTSDl7uLohw4IcUAERyappwy/0TabDM4My+p6dDaycBgKuL6f6KKx1T1oDIA7fA6NZjtF1cTHhPcL755hvMmzcPS5YswdGjRxEfH4+UlBSUlDR9nvv7779HYWEh+3P69Gm4uLhg4sSJNuPGjBljM+7rr7/m+6GQNiqorGt9EE/8Pd1xp7kGxp6zxYLFQTrHx4FrKCzm3RcDwLRuTG8wOvz+iTRxv8TtOl0kYCTkZrwnOKtWrcKMGTMwbdo09OvXD2vXroWnpyfWrVvX5PjAwEBoNBr2Z8+ePfD09LwlwVGpVDbjAgIC+H4opI0mf/wnAKBGoLUMXcy9i/6gGRxJ+fFkIXvMXRPjKBo/68L0g5fLHH7/pON+zRL2y4xlreGFYtoqLia8Jjg6nQ6ZmZlITk623qFSieTkZKSlta3a7GeffYbJkyfDy8vL5vJ9+/YhJCQEMTExmDVrFsrKmn9DamhogFartfkh/MgxN7oDgL8K8CEFAGMGWKvfUtsG6UjPtv4bDhKgtICfhxvczTthUgX+wCTt896vpl2bAiy9AQA8MiQCAFBS1QCGofccseA1wSktLYXBYEBoqG2jxdDQUBQVtT6Vl5GRgdOnT+Ppp5+2uXzMmDH4/PPPkZqairfffhv79+/H/fffD4Oh6RmD5cuXw8/Pj/2JiIjo+IMiLarXW5+DN/8aJ0gMw6KoCZ6UPXdvL0EWiQJAfISpzAAVipSOEk4rmJWPxrcwkj+BnI73X/x5VZAYyK1EvYvqs88+Q1xcHIYNG2Zz+eTJk/Hggw8iLi4OEyZMwM6dO3H48GHs27evydtZtGgRKisr2Z9r1645IHrnFuTtDrWbS+sDecB9s3l52ylBYiDtV1Zjaq8h5A7/kTGmUw1ZhZQYS8UhzunE4T0d04PqZtyq2zlltS2MJI7Ea4ITFBQEFxcXFBfbTvcWFxdDo2m5iV5NTQ02bdqE6dOnt3o/0dHRCAoKwqVLl5r8u0qlgq+vr80P4cepvEqhQwAADO7uDwDQGWi6WAouX6+2WYMjFO4HVYmDmsSSznnlh9NChwC1mwueudvxlbdJy3hNcNzd3TFkyBCkpqaylxmNRqSmpiIpKanF627ZsgUNDQ144oknWr2fvLw8lJWVISwsrNWxhD/1jQYs+PYkAMBVKezk4NzkPq0PIqJx5bp17da9fUNbGMkvbsPW3y/SInUpsMzYiiXBOJUvji95xAGnqObNm4dPPvkEGzduRFZWFmbNmoWamhpMmzYNADB16lQsWrTolut99tlnmDBhArp06WJzeXV1NRYsWIA///wTOTk5SE1Nxfjx49GrVy+kpKTw/XBIC7jVRBeNjRUwEiJVg7r7IyHCX7D7d3VRsgucL1KhSEm5r59wiTEAuJvrKGVkl1M1bJHgPcGZNGkSVq5cicWLFyMhIQHHjx/Hrl272IXHubm5KCy0nZo+f/48/vjjjyZPT7m4uODkyZN48MEH0adPH0yfPh1DhgzB77//DpXK8TsvSNP+MjBc6BAAmNZSUHVR8dt4KAcAIIYNKEHephmBz9NyhA2EtIphGFwVyZqXiUOtm1fybogjJmfn2vqQzpszZw7mzJnT5N+aWhgcExPT7FY7Dw8P7N69257hERkK49Q0ef3HLCwXaEcXaRsx1Swa1D0A54qqUEvfwkXvy/Rc9lioLeIW3IJ/By+Voneoj4DREEDku6iItBy4eF3oEFjcN5c6Hc3gSMXse3oJHQJuj7Y2arx8nU5TiRm3d1n/cL8WRjpGtwAPAMB5KvgnCpTgELtgGAYf7bc2KRT62xQAvDyuLwDgBqf5JxGfi5wPA8vuNyElcuoobT5CJSXE7PcLppm/GXdGwd1V+I+zUF/TzPHXGfS6EQPhXxFEFg5eKsNZc+2QOff0cnijxKZYznLuv3CdqouKWEZOOXvs5+H4HlQ30/ipkRhlmsXRU5kBUbO854jh/QYQfqEzsUUJDrGLIk7NkL8OFqZFw80SOacajuZWCBcIaZHlW/io2BC4uojjLWmQCGaSSMu4X1omJIjjPWc0J8EppjpKghPHuwmRjZExwYgO9hY6DADAwG7+7HG5uUouEZ8btabnpkpEu93EMiNAmneAU6co2EccO2i573255bSTSmiU4BBZs9RU+V1EC6CJrfRs0ymqSUOpRxxpu4KKOvZYLAkO1+bDtA5HaJTgEFmrNe+g+u1cicCRkKYYOd3eY8PEt632sz+y6VSDSL2yzdSiQazrXqiisfAowSGyNmukqXy7UI0/Scu4pQW6c+qICC06yIs9TuM0cyTioTcnx139PQSOxNay8f0BAJ7u9J4jNEpwSKcxDIOMbHF+CFi2bV4qqUZVPW0XF5uDnAJ/Pmrhd1BZTBwaAY35tUNbxcXJskzq2XvE0YPKwvKeczS3gnZvCowSHNJp+y9cx+YjeQAAVzEUwOHowyn4d4GKb4lOapbp1GGfUHEsTOfyUZsKvf95RZzJOxEnFWe2mE5TCYsSHNJp3DUKTw2PEjCSWwV5q9gFiHvP0UJjsSkz724bGhnYykjH+4e5O7WYTp0Rk0slVaLoW9YUbiXs/Bt1LYwkfKMEh9jNqNgQjOgdJHQYt6g0VzK2NHQk4qEyV599ZEg3gSO5VWQXU2KTU1bLvoaIOGw8dJU9DvR0FzCSW6lcXRAdbFrDtfVYvsDRODdKcEinMAyDFbvOCx1Gi4b0CAAAdKNv4qJSVd+IkqoGAIDaVXwLMgO9rB+ce7KKBYyE3Ozn00UATLMlYikOyRXuZ1r47CaC9hHOjP7vk07Jr6hjTzOE+IqvFgUA/G14DwBAVqEW1SIqJufspnyazh4rRfhOFB3sDS/zThid3ihwNISrtNqUGMeb61yJzV19TDPZP54sZEtVEMcT4dsKkRJur55/je0rYCTNC+dsI+Xu2iHCyjOvT+gT6o3eIeKrgQMAd/QyfVAdzb0hcCTEgpswjBZpDZzhPa2n6gsqqI6SUCjBIXbho3IV1TZfrriufmx3c2qeKD7/eWwQXES2+87CshX528w8m6KERDjaOmuCE9fVX7hAWjCgqx/8PcX5fuhMKMEhsqdQKHCbCHfpEBMx932adod1VyClN+LALQ4p1sSY6zRtFRcMJTikU6TWUO7L9KutDyLELCZUnKfOnNmOEwUATNv3xZzg1OoMAIB3f70gcCTOixIc0inzNp8AAOgM4l6EWW9eJHqIyu6TDsoq1AodAoF1d1sfkSefz93TC4A0ZpnkihIc0kmmifun7ogUNoxWvJgSwx7XNxoEjIRIiZfKlT3+5SxtFRea0cjgh+OmGRxuQT0xGhYl7vicASU4xC7+Okh8hdq4LLVwAKBR5LNNzsBoZFBuLi8gZu6uSjwYHw7AVD2XCKug0loZOEYj7hkciyvXa6gnlUAowSEdVqytR2m1+D+kAEDJWch6LLdCuEAIAOCZLzKFDqHN1G6mt8nfL1CJATG5s3ew0CG0yFttnf07U0CnN4VACQ7psGOc2iBdAzxaGCk8d05F0W1UPl1wliaE7i5KRAZ5CRxNyyw1TVxdaC2F0DKvmt5zLEmnmPUL82WP954rETAS5yX+VwkRrTV7LwMw1Znx5qxVEKveIaaO1WLeluwMDEYGhZWm4mffzRoONxGW2ueyFIq8UduI49cqhA3GyX2bmQcAqG8U/2lmhUIBX/MsTgNVwhaEuN9ZiKhZvtH6eUijoNW4gWEAgF/OFgkciXNLz7buZPNUia8H1c36hVu/iV8oonU4QrKcan7u3l4CR9I2Dw3qCgD4z95LAkfinCjBIZ32t+GRQofQJipzQ8eqej1yy6RVv0dOquutlWh7BnsLGEnbeKtcMSo2ROgwnB7DMDhr3qof2UXcpzUtgrxN/fl8JDDDLUeU4JAOq6xrFDqEdrl/gIY9PpxTLmAkzs1Si2hwd39hAyGS8kHqJVw3d5+XylnmkTGmxLiqQU/lKQRACQ7pkGO5N3Dleo3QYbRLZJAXBom0+7AzuVRSDcDUiV5q/m/bKTTo6YNKCDll1vcbSxNUseNuZbckZ8RxKMEhHXKOsxYhQUJJg49E1gvJWYZ59kwqpzYB66mGRgODIznUWVxI/ze2L0J91UKH0Sbc3Zu7z9DaP0ejBId0SnLfUAT7qIQOg0gEwzDQmXeU9AiUxjoKAPi/v/Rlj6lQJOmI6gZ964OIXVGCQzpk33mq60Da78hV6+xHbJg0KtECgK/aDQO6+rY+kJCbPJ7YHQBwMo+6ijuaQxKcNWvWIDIyEmq1GomJicjIyGh27IYNG6BQKGx+1Grb6UiGYbB48WKEhYXBw8MDycnJuHjxIt8Pg3BYTlHVSPRbyfwtJ6h8ugC47RmiRV7gjxB7sLzP/EbF/hyO9wTnm2++wbx587BkyRIcPXoU8fHxSElJQUlJ80+2r68vCgsL2Z+rV6/a/H3FihX44IMPsHbtWqSnp8PLywspKSmor6/n++EQAKfzK3HVvM36idt7CBxN+0R18WSPi7T0enG0Op1pge6QHgFUcJG0i1S/kDxg7mVGHI/3BGfVqlWYMWMGpk2bhn79+mHt2rXw9PTEunXrmr2OQqGARqNhf0JDQ9m/MQyD9957Dy+//DLGjx+PgQMH4vPPP0dBQQG2bdvG98MhAJbuPMsedxN5i4abLX6gP3vcIIFqqHLzZbrpy4pewutYzlGxP4erqNVhm7mLuNREBFi/VElx56CU8Zrg6HQ6ZGZmIjk52XqHSiWSk5ORlpbW7PWqq6vRo0cPREREYPz48Thz5gz7t+zsbBQVFdncpp+fHxITE5u9zYaGBmi1Wpsf0nG1OtNpqZT+oRjYzU/gaNrHRWmdNUi7UtbCSMIHL3PBM7H3LmtKo940g7BqzwWBI3E+aZet/1ajJHZqk/slkPrgORavCU5paSkMBoPNDAwAhIaGoqio6S1zMTExWLduHX744Qd88cUXMBqNGD58OPLyTD1ILNdrz20uX74cfn5+7E9ERERnHxoB8Niw7pI8zeDhZqpovOOENL8RSpXByGDf+esATLvvpGbqcNPpWJ3eSEXbHGzT4WsAAI2fGsn9pPXaUSgUbB+8d3afl/TspdSIbhdVUlISpk6dioSEBNx99934/vvvERwcjI8++qjDt7lo0SJUVlayP9euXbNjxERqBpkr6AZ4ugsbiJO5WGI9tdNDIqX2uUbFWj9YD10uFTAS52Ppd9dLAq09mrIgJYY91huluZZIinhNcIKCguDi4oLi4mKby4uLi6HRaJq5li03NzcMGjQIly6ZmpVZrtee21SpVPD19bX5Ic4rpb/pdfLjqULJLlyUIiPni+uQHgHCBdJBGj/rbk5av+VYVfWmtjD3SrQnWFLPLkKH4JR4TXDc3d0xZMgQpKamspcZjUakpqYiKSmpTbdhMBhw6tQphIWZOkFHRUVBo9HY3KZWq0V6enqbb5M4t+6B1kV/hZW0k8rRQiRcGHJYZCAA+hbuaHvNpzaN9IWEtAPvp6jmzZuHTz75BBs3bkRWVhZmzZqFmpoaTJs2DQAwdepULFq0iB2/dOlS/PLLL7hy5QqOHj2KJ554AlevXsXTTz8NwHQ+c+7cuXj99dexfft2nDp1ClOnTkV4eDgmTJjA98MhMnAP51sgvWE6TmpWceuDRM5gfr2s/OW8wJE4p0HdpTfzR4TDew/3SZMm4fr161i8eDGKioqQkJCAXbt2sYuEc3NzoVRa86wbN25gxowZKCoqQkBAAIYMGYJDhw6hX79+7JgXX3wRNTU1mDlzJioqKjBixAjs2rXrloKAhDRH5apEg96IejrV4DDfHDGtfauT8ALdcH8PZF69wa4JIfx76+dz7HEPTh0rQlrDe4IDAHPmzMGcOXOa/Nu+fftsfn/33Xfx7rvvtnh7CoUCS5cuxdKlS+0VImkHOUx6NJj7IX247zL+/Wi8wNE4B3cX0xeZJZxaRFLz0KBw7DhRgJN5laisbYSfJyU6fDuWa23v0cWLNgaQthPdLioibv9Ly8GZAvnUEdKaFy8SfjEMgyulNQBs10BJjae79TvhN0dyBYzE+ax+bJAky1IQ4VCCQ9qspkGPxdutRRelvM16xp1RAIA9Z6W/LkQKss3JDQD4ejhk4pgXt5kXGQNAdYN0T7VJkVxym9d2nGl9ELELSnBIm+kNDHt6atWj8ZKrYsyVEGFarGg5bUL4dfxaBXscEyqdLuI3c1EqMDVJWv3XiPC8Va5sFfWvM65ReQoHoXd30iEPxodLerrYslhRZzDielWDwNHIX2Wd9VSglF83hHSEQqHAtmfvYH+nfmaOQQkOcUp9OLMIBdQAj3f/+9PUZHPcwDCBIyFEGAO6WgvMNlK7BoegBIc4JXdXJbr6m5rgnS6oFDgaeSuoqMOV66Y1OLS9mrSH3mDEWZlsalAoFOx7DnEMSnBImxVUymumw3La5DxNF/OKW/dm7qjeAkZiX2v3X6a1FDybv+UEqhr0AAAF5HNqU047UcWMEhzSZq//eJY9VspgHUVPc4ffn0413YWe2Jev2hUhvtIvxumrNs1C6fRG+qDi2eXr1exxYnRgCyOlId98Opxb24fwhxIc0mZV9aZvUn1CvaFUSj/BiTfvAvOT8LZl4nhPm0sMAECDnraKO8KGabchyFu6PcwsnhoeCQDYfCRP2ECcBCU4pM3Uri4AgH/c1VPgSOxjbJxpwSvt6iHt4e/pjkjzLry9564LHA2REsusMQDU6vQCRuIcKMEhbaLTG5GRUw4A8HB3ETga+zJSZ2jSTgUVpi70eTdqBY5E3uS22ejhwV3ZYwO97/COEhzSJjll1kq0vTnfQuTgSmkN9p4rEToM2coqlN86lRfu6wNAHmvRxOpSSbXsXjsuMji1LyWU4JA2sRTDc1Eq0FvClWi5uInaoculAkYiX40GI+Z8dQyAvN7cXc2PZdeZIlQ30KkGPpzgVL/uG+bb/EBCmkEJDmkTS/8Utat8XjJdvFXsoj/CD53eeo5h4ZhYASOxL0uyVqsz4LXt1FuIDzdqdQCAO3p1QagMdt/dbPaXR1HfSIvU+SSfTyvCK8tU/JgB8qpEq5JRwiZ2EwZ1bX2QRNwfp2GPi6nVBy/2XzAt4G5olM9CHFelkt0NduBiKY7SdnFe0bs7aZe/DpbPhxQhHRXm54F3HhkodBiy9vtF02njiEBPgSOxHxelAjufG8H+bpRP7iZKlOAQAuCT37Nxo0YndBiys/nINaFD4I2c1hSJWS+ZbWrQ+KkRq5HHOkaxowSHOLWECH/2mKrS2p+lBxUAqN3kVV6A8Ie7NuX26C4CRkKkjBIc4tTujwujBng8Mpp7NT0vox5UNzPQeQa749YXslQcJ6S9KMEhrfr1bDHOybghpY+aWjXw5cv0XNOBjJtSGgzyfWxCOZlXyR67utDHFOkYeuWQVr216xx7HOjlLmAk/Poq46rQIciOl7nqtZwWihL+fXfU1Kupi4zfbwj/KMEhrbLUMnl+VG9ZFtzSm0umH86hLZv2VFGrQ43OtJZiWJT0O0E358/scpzOr2x9IGmznFLTKaqewfJaYEwcixIc0mYjY4KFDoEXS8f3BwC40a4Yuzqdb120LcdCbRo/62P6NpO6Q9uTm4vp3+LcZPmu3SL8owSHOD1vFa3B4YPOYJq9iQ72kuUOqqToLrijl2mHDzVO5IfKjT6iSMfRq4cQs4LKeuosbkeWU5vuMl0kqlAoENfVtMPnf3/S+i3SftM2ZKCosl7oMGRLnu88xK5KtPL+B+jvYV3IeOhymYCRyMf1qgb8vy0nhQ6Dd57uptk/OrtpP9erGpBTVtv6QAkLN5emaDQw+O1cicDRyBclOKRFf14pQ71e3nU+unex7vDJvEoLje1h7/kStss2d62K3Dw8pBsAU48hYh/c/kw9ungJGAl/PnhsENTm028GGZdQEBr9qyQtOldoXSjaT4Y7qCwGmouJ1er0AkciD9w1Ke9PGiRgJPyiiRv7e/tnU1mK3iHebGNKufFWuWJknxChw5A9SnBIi17dcRYAMDYuTJYLRS0s3xT3ZBULHIm8DO/ZBX6ebkKHQSTE8j4TGSTP2ZubHc+tEDoE2aIEh7TI8g0qWuZvNr7masYhPvL8xigULyfZoaYzGGW/Vs3Rnry9h9Ah8KqyrhGAqaghbW7gByU4pE3GDQwTOgRexXfzBwD8eaUcabTQmLSRP2d2av2hHOECIZJjWb8FAMeu0do/PjgkwVmzZg0iIyOhVquRmJiIjIyMZsd+8sknuPPOOxEQEICAgAAkJyffMv6pp56CQqGw+RkzZgzfD4PIWACnJPy7ey4IGAmREk93V/h5mJKcytpGgaMhUvJgfDh7rK2jtX984D3B+eabbzBv3jwsWbIER48eRXx8PFJSUlBS0vTWuH379uGxxx7D3r17kZaWhoiICIwePRr5+fk248aMGYPCwkL25+uvv+b7oTglxklW+N8TE4y/mGepGgzy3jVG7MvyQXUyv8Jp/r3wpVanx1nOxgY5c3dVspsbCD94T3BWrVqFGTNmYNq0aejXrx/Wrl0LT09PrFu3rsnxX375JZ599lkkJCQgNjYWn376KYxGI1JTU23GqVQqaDQa9icgIIDvh+J0rlyvRlmNTugwHMLVRYnR/UKFDoNIkGUG53S+FluP5bcymrRkz1nrIn8ftXOs3yL84TXB0el0yMzMRHJysvUOlUokJycjLS2tTbdRW1uLxsZGBAbaNuvbt28fQkJCEBMTg1mzZqGsrPl1Ew0NDdBqtTY/pHXcAlTdqRs0IU16gHOqoZCq0nbKVU6Bv4QIf+ECIbLAa4JTWloKg8GA0FDbb8ahoaEoKipq020sXLgQ4eHhNknSmDFj8PnnnyM1NRVvv/029u/fj/vvvx8Gc++bmy1fvhx+fn7sT0RERMcflBNJzy4HYKoR4wy7YVQy3gZP+BOj8cFDg7oKHYbk1TcasMq8/i2lfygUCqoyRDpH1J9ab731FjZt2oR9+/ZBrbZWQ508eTJ7HBcXh4EDB6Jnz57Yt28fRo0adcvtLFq0CPPmzWN/12q1lOS04mJxFVvETK7VRG/mSvX27aJOZ8CmjFyhw3AolSttSO0sbb11kfbk27oLGInjvZd6ESNjgimpszNe/1UGBQXBxcUFxcW2xdOKi4uh0WhavO7KlSvx1ltv4ZdffsHAgQNbHBsdHY2goCBcunSpyb+rVCr4+vra/JCW6Y0MLMslYzU+gsZCpGVL5jWcyKsEQB/8pP2UCuCeWOeo8uvvadq9eeJaBS4UVwscjfzw+u7j7u6OIUOG2CwQtiwYTkpKavZ6K1aswLJly7Br1y4MHTq01fvJy8tDWVkZwsLkXauFECmo4GyXfnZkLwEjIUTc3nxoAHvcoG96iQXpON6/Xs2bNw+ffPIJNm7ciKysLMyaNQs1NTWYNm0aAGDq1KlYtGgRO/7tt9/GK6+8gnXr1iEyMhJFRUUoKipCdbUpu62ursaCBQvw559/IicnB6mpqRg/fjx69eqFlJQUvh8OIaQVlsXpjyd2R79wmi0lpDndAjzR1dxZnNgf72twJk2ahOvXr2Px4sUoKipCQkICdu3axS48zs3NhZLTiffDDz+ETqfDI488YnM7S5YswauvvgoXFxecPHkSGzduREVFBcLDwzF69GgsW7YMKhWV2SdEaG4upnUEpVUNAkdCCHFmDllkPGfOHMyZM6fJv+3bt8/m95ycnBZvy8PDA7t377ZTZKQpi384jW8z89Cgp4J3pH0qanU4nGMqOz+6f8vr7OTISIX+CBENWgFIbvH90XzU6gwwGBkoAPQLc67TDHqDEdUNVDq9I9bstS70V7s539vLnrPFVM24g1767pTQIQhKR18o7c753oFIm70+fgB2v3CX0+xosMgpq8H8zSdw5TrtamivG5wFxvfEOM/rxt28W+xkXiW7g4y0HcMw7NqtMD/nWpNiMHcSf/bLowJHIj+U4JBmBfuoEMhpQil3lsda02DA7jNF+CrduWq52NPcUb2dojikxd+GR7LHJ/MqBItDDr6bNVzoEBxqaKSpzRDN+9kfJTiEmCVE+OPDJwZjaA/TG04jNd3sMKWTFU3sGeyN6CBTQcyDl0oFjkba3J2sdhKVUuCPc72SCGmBQqHA6H4aDI0MbH0waZGzfUgBgL+nqekmtw4QIW11vaoB5U7S3NhRnO9diJAWuCgV7DZnQtpjRO9gANYebqTtnPmDPdjHWt7k94vXBYxEfijBIc2KDvZCgKfzrMEhpDPC/Uz98jyoaWu7pWaVsMee7s71/y/YR8UW+7MsOCb2QQkOaZabixIuTraWgpCOSozuAgBwpRnAdluzz1ReoHeIN9ROmCBGB5vWb1lqSBH7oASHEELsqKpej2JtvdBhSEqwt+k0zeDuAQJHIgxL6aSvM2jnpj1RgkMIsQujkcHpfOetAcM9tfLhvssCRiJd98QGCx2CIKaPiAJApzftjRIcQohdvP5jFs4VVQEAnPEkTaivGr1CvAGYZnEIaSvL64bYFyU4hDSD1vu1z2VO5Wdnq35t8cjgbkKHIDl6gxFHrtLaE2J/lOAQ0oz//XkV18prhQ5Dct5+eCD6hPoIHYYgFM44ddVJJziVn2nXJrEnSnAIuQl3uviLP68KGIk0udLOO2q42Q43aqyFEW9z8iKbdY0GvPXzOaHDkA1KcAi5yfiErvBSmRb71TUaBI5GGjKvlmP/BSpSZvH9sXzU02unTTJzTaenQn1VTtfiwyLI21rs76t0+lJlL5TgENKEhwZ1BQBsPnJN4Eik4edTRexxlLmmhzPi7qTafaaohZHE4odj+QAAH7WbwJEIx8PdBdvn3AGAmm7aEyU4hDQh0LwWILKL835Yt4flTXl8QrjT1jIBgAfju7LHtJOqbboFegIARvQKEjgSYTlzgscXSnAIaYKlKq1l2zNpm3BzyXln5efphtH9QoUOQ1JumPtQDYty7vU3xP4owSGs6gY98ivqYKQFkggz9xUCTP9fCGkrpXkrVdqVMoEjEb/cslpcLKlufSAhHUAJDmHV6Qwor9aB8hugu3naHACultUIGAmRmhqdKSE+ydn+TJp2pdSa3AyNdN5Tm4QflOAQ0gRXFyXUbqZ/HtxOx4S05pEhpmJ/Xu6uAkciHQO6+iLER936QCdAa7fshxIcQprhaf6AOlugFTgSIiVdvExbfs8VVVE9HNIh28w7y0jnUIJDWI0GI9Xu4LA0wFPSv5IW/XSqEJ/9kS10GKLRNcC60LpY2yBgJOK3dMdZoUMQjW6c183RXGpdYQ/01k0AAIculeKelfsw8aM0Km5n5qOmUwxtsWrPBfY4mFOwzFlFBVlLC3D7c5Fb5ZjXt1lmvZyZm4sSC1JiAAAZ2eUCRyMPlOAQAMCRqzfQoDeyv0cHezn9ll+LRgOdZmiJ3mB63cy8MxpTbu8ucDTicrGYygy0xLLj7K2H4wSORBxqzQvU6b3XPugrKrFxX99QzLwrGgO7+cHdlfJfADh+rQL1jQao3VxaH+zEUgaEQuVK/48AILlvCH7NKkHejTqhQ5EEJXUpBQDEaHwBAL+dK4FOb6T34E6i/3vEhotSAbWbi9P2hOGy/B+4XtWAv284LGgsRFq05p0wl+gUFWmH3pxGv2cLaXNDZ1GCQ0gz7u4TAhfzN8ucUqqFQ9quf7jpm/i+89SAtDn1jQbojXT6l6tvmC97TAVXO48SHEKa0b2LJz6fPkzoMIgEDe1hajvg70n9hZqzdv9l9tiVZoxZEYG0/sZeKMEhNlRuSgR6u9M5cTNfaoBHOiBG4yN0CKJ3vcq0hd5VqUAX2n13i73nqMBoZ1GCQ2x4qVzR1d8DLvSNirQRTaQ3r6K2EafyKoUOQ5Qsr5vn7u0taBxiU1BRDwC4RD26Os0hCc6aNWsQGRkJtVqNxMREZGRktDh+y5YtiI2NhVqtRlxcHH766SebvzMMg8WLFyMsLAweHh5ITk7GxYsX+XwIhJAmMAyDfNopdIsgb3f2eNtxqkrblK/Sc4UOQZQWjjHVwvn5dBFqqNFvp/Ce4HzzzTeYN28elixZgqNHjyI+Ph4pKSkoKWl6+u3QoUN47LHHMH36dBw7dgwTJkzAhAkTcPr0aXbMihUr8MEHH2Dt2rVIT0+Hl5cXUlJSUF9fz/fDka3tJwqEDoFI0IJvT9JC0Sb4e7pjfHw4AMBA/3+aZNkCTWtObHULsDb6TbtMHek7g/cEZ9WqVZgxYwamTZuGfv36Ye3atfD09MS6deuaHP/+++9jzJgxWLBgAfr27Ytly5Zh8ODB+M9//gPA9I3xvffew8svv4zx48dj4MCB+Pzzz1FQUIBt27bx/XBkqbq+kZ0O9aRaL6QduKdfuDtACBDB6UhPbqUzFxa9PbqLwJGIy5j+GvaYvjx0Dq8Jjk6nQ2ZmJpKTk613qFQiOTkZaWlpTV4nLS3NZjwApKSksOOzs7NRVFRkM8bPzw+JiYnN3mZDQwO0Wq3ND7G6UdvIHk+/M0rASIhUbZh2G9uclNi6Vl4rdAiiw21gS/sZbCmVCgzpESB0GLLAa4JTWloKg8GA0NBQm8tDQ0NRVFTU5HWKiopaHG/5b3tuc/ny5fDz82N/IiIiOvR45IrbYDPA072Fkc6Lvke1zN2F9ivczFLHJJV2w9ziSql1Aa3GVy1gJETOnOJdadGiRaisrGR/rl27JnRIomLZrgkAKioN3qTCyno0GoytD3QyDXpqzNqce2ND2GMjnWqwUVBhWpieGBUIBU3hEJ7w+mkWFBQEFxcXFBcX21xeXFwMjUbT5HU0Gk2L4y3/bc9tqlQq+Pr62vwQk7MFWjz+aToAIMRHRW82N+H+76B2DbYa9AbklNHpl+b0D/djj7OK6LQ41+4zpvfvqnraJUT4w2uC4+7ujiFDhiA1NZW9zGg0IjU1FUlJSU1eJykpyWY8AOzZs4cdHxUVBY1GYzNGq9UiPT292dskzTuae4M9Ht6TFvvdrHeoN3zUprUlF4upLgXXuUJrp+wB3fxaGOmcPNytC/YtC2qJiZ+HqYDmsKhAgSMRt8o6ndAhSBrv5yPmzZuHTz75BBs3bkRWVhZmzZqFmpoaTJs2DQAwdepULFq0iB3/z3/+E7t27cK///1vnDt3Dq+++iqOHDmCOXPmAAAUCgXmzp2L119/Hdu3b8epU6cwdepUhIeHY8KECXw/HNlKiPDHe5MHCR2G6KhcXfD5303tGoq0VIaAK7/CWv+GKj43rau/aQv0S9+dEjgScfnNvC6pXzjNpjfFsntqIb1uOoX3bQ+TJk3C9evXsXjxYhQVFSEhIQG7du1iFwnn5uZCqbTmWcOHD8dXX32Fl19+Gf/617/Qu3dvbNu2DQMGDGDHvPjii6ipqcHMmTNRUVGBESNGYNeuXVCrabFaR3mpaAdMc1Su1m/il69Xo2ewdwujnYfl7F1ChL+QYYhajy6eyK+oQ6ORZnAsuLNZ1IOqaaP7heLEtQoApvVbSvr/1CEO+VSbM2cOOwNzs3379t1y2cSJEzFx4sRmb0+hUGDp0qVYunSpvUIkpFncvkJFlfWU4JidLjDVwKEdVM3756jeOETF2mykXbH+/xjRO0jASMRrSmJ3vLP7PADgYkk19TbrIHpnIgAAT3d6KTTHRalATCi9wXAZjAzW7DV1g6Z16aQ96nTWnXchPjTr3hR/TrmOsuqGFkaSltCnGgEAuCjopdAWK3afB8PQll8955TLMyN7ChgJkaqhVMyuRR7mqvI/n266vhtpHX2qEdIGAV6mRbQnrlUgi7N7iNAHFSF8sJyWcqNTwB1G/+cIaYN/P5rAHuuo4B9ppyvXa6gzNEy1k575IlPoMCTBUrbjy/SrAkciXZTgENIGXf090C2Auh6T9nF1sS5Qem3HGQEjEYfzRdbZz14htFi/JZZTVA1UQ6nDKMEhhLQbFT1sm4Hd/Nmt0MVaWizKXb725kNxwgUiAQ8P6QYAoB3iHUcJDiGk3T75/Qp77E79y5rl5qLE2w8PFDoM0enq70G1XVphmf0zMqCNDR1E70yEkHazNB59ID7cphAiIcQ+XDkFcI/mVggXiIRRgkMIabefTpm2rg6LpB1UhPAh0MtaC+daOTW17QhKcJxYRa0OR3JutD6QkJuozKelPN2pxUdb3ailxomkfe7rZ2pp9HlajrCBSBQlOE7sof8ewrbj+QAAJb0SSBsxDMPu7KBu0G13Mq8SX/xJW35J+5XXUHLcEfSx5sQs0549g70w6bbuAkcjHVM+/RP1jYbWB8pU3g1rF/EAzjQ6adoQTiHE4+YGis6oVqfHI2sPCR2GpPz9jigAgJL6oXQIJTgEa58cgrv7BAsdhuhFBXkBAGoaDDidXylwNMKpqG1kj72pC32rIoO88NL9sUKHIbhTeZVoNJh2A/UJpRo4beFCO806hRIcAh+Vm9AhSMJnf7uNPXbmTZv/b8sJAIDGlxolko75ZOpQoUMgToASHELayN1ViWjzLI4zY8zp3cBufgJHQqSoZ7AXXKm/UrtcKa1BBS1Sbzd6lTkpvcEIvdGZ5yFIZz01PFLoEAiRNT8P6+z6jpOFAkYiTZTgOKkNh3LYY9pB1XZGc0XRb4/kCRwJIUTuYjQ+bEmGBife2NBR9NHmpIoq69njEB9aS9FW1eaO0H9mlwkcCZGibzPzUFhZ1/pAQszGxoUBANUs6wBKcJyU5YP6H3dHCxyJtFga4JU4aePEBr0BF6jRZrtFBHiyx/vPXxcwEuG89+tFoUOQJMsO8V1nimCkZQXtQgmOE6qo1WHT4WtChyFJ3QNNH1R1TjpdfOBCKXvsraYt4m01Nk7Dvnac9TPqRF4FAMDDnXqXtceTt/dgj43UdLNdKMFxQtfKrVPkyX1DBYxEem6LtFbu1Zmr+TqTfedL2OO4rrSLqq0UCgViNT5ChyEoF/NUxLuPJggbiMREB1HNoI6iBMeJhfupbT6wSeu428SdsXy6pXN47xBvKKi6artYvnuvP5gtaBxC0BuMqDKfFnejLeLEQeiVRkg7cOt3rHPCD6ov0k29lIZSYtxuruaqtBdLnG8N02/nrDN/1N6j43QG55s17gxKcAhppzA/064zZ9y22cO8jqRnMBU8bC/LbhhnxP0ywK3tQlrn4mKdKf0uk8pTtAclOE6oqr6x9UGkWRPNO6mcDcMw7OxD/3Baf9Ne8d382WNLo1tnoXYzndqckBAucCTSw+33dugyladoD0pwnNBbu84BAHQGWpFP2q5Ia62dZJnFIm3XvYt1q3iNTi9gJMIZ0Zua+nbEXwd3BQAcuOCcJQY6ihIcJ3Qyz9QJe3B3f2EDkbiDl8ucqi5FVb31QzmSenJ1SJC3CgBwtcy5ZnBI59wbGwIA6GJ+/ZC2oQTHCfmYpzwfcdJTLZ3lYu5tcamkGj+fLhI4GsdZ+N1JANYPadJ+9eZ1WyvMs6iEtEW4v4fQIUgSJThO5kaNjt2u2TOE6it0xHjOOgLuaRu5a2g07eCIpgXGHTZxqOlLhTNtlb5UUoV9Tlq92d5yy2uhp51UbeY8/8oIAOD4tQr2mNZRdExkkJdNkuNsZt/TS+gQJGtUrPMV1txz1rpFvAdnHRJpO8vuRQA4xnkPJy2jBMdJ9Qz2gqc7ldonRAjOVHKfMZc4HBYZSIVFO4i79qas2jn74HUErwlOeXk5pkyZAl9fX/j7+2P69Omorm6+yFV5eTmee+45xMTEwMPDA927d8fzzz+PyspKm3EKheKWn02bNvH5UGSHkhtChHOhuNrpKmHT7E3nDOxmKs3w6o6zYJwoQe4MXhOcKVOm4MyZM9izZw927tyJAwcOYObMmc2OLygoQEFBAVauXInTp09jw4YN2LVrF6ZPn37L2PXr16OwsJD9mTBhAo+PRD5+v0jnwu3JmXZRkc7rGWJdv3T82g0BIyFSE+5nWmhcVFmPvBt1rYwmAMDb1/isrCzs2rULhw8fxtChQwEAq1evxtixY7Fy5UqEh9+6hmHAgAH47rvv2N979uyJN954A0888QT0ej1cXa3h+vv7Q6PR8BW+LDEMg3UHcwAAeTdom6o9vPFTFmbcFS10GEQiwvw80CfUGxeKq1FaJf8ZHKORwX/3XhY6DFn496Px2LXEtGvTQF+s2oS3GZy0tDT4+/uzyQ0AJCcnQ6lUIj09vc23U1lZCV9fX5vkBgBmz56NoKAgDBs2DOvWrWtxyq6hoQFardbmxxmdKbA+7vmjYwSMRPosnbTdXZ1jGVva5TKcLXTOfzd8uVhSJXQIvDuRV4Fq865NatHQOV4qV5uqxqR1vL07FxUVISQkxOYyV1dXBAYGoqiobbVDSktLsWzZsltOay1duhSbN2/Gnj178PDDD+PZZ5/F6tWrm72d5cuXw8/Pj/2JiIho/wOSgTpO76SHB1MNnM6w1BDS6Y3sG7icbT9RwB53D6S1FJ1hqSN0NLdC2EAcoL7RuqX5Wdp912mK1ocQjnYnOC+99FKTi3y5P+fOdb6IlVarxbhx49CvXz+8+uqrNn975ZVXcMcdd2DQoEFYuHAhXnzxRbzzzjvN3taiRYtQWVnJ/ly7dq3T8UlZZBdPeLi7CB2GpPmqrd9GV/92UcBIHMOy1ujxxO6IoirGnWJ57Vwslv8MjkWvEG8EUhdx4mDtnu+aP38+nnrqqRbHREdHQ6PRoKSkxOZyvV6P8vLyVtfOVFVVYcyYMfDx8cHWrVvh5tby1GZiYiKWLVuGhoYGqFS3VllVqVRNXu6slAr6HtBZSqUCbi4KNBoYaOvkP4PzzRHTl4IwX6qd1Fmj+4di15kiaOvl/7ohREjtTnCCg4MRHNx6w7SkpCRUVFQgMzMTQ4YMAQD89ttvMBqNSExMbPZ6Wq0WKSkpUKlU2L59O9Tq1t9Qjx8/joCAAEpiiEM9f29v/HvPBaHD4B13p5i/J62j6CxnqgVTSjVbiIB4W4PTt29fjBkzBjNmzEBGRgYOHjyIOXPmYPLkyewOqvz8fMTGxiIjIwOAKbkZPXo0ampq8Nlnn0Gr1aKoqAhFRUUwGEzrR3bs2IFPP/0Up0+fxqVLl/Dhhx/izTffxHPPPcfXQ5GNitpGoUMgEsRdXDwyJqSFkaQtuKeHT+VVtjBS+t5PNZ2+rees/yOd98oPp4UOQRJ4XZL95ZdfYs6cORg1ahSUSiUefvhhfPDBB+zfGxsbcf78edTWmrYsHz16lN1h1auX7YK07OxsREZGws3NDWvWrMELL7wAhmHQq1cvrFq1CjNmzODzoUje+aIqzPj8iNBhyJS8t2zqOTM4EbTAuNMCPK1rUY7nVSDOXMBNjixfqu7s3fqsP2ldiK8KVdf1+P1iKXR6o9Ps4uwoXhOcwMBAfPXVV83+PTIy0mZ798iRI1ut0DhmzBiMGTPGbjE6i1/OWHeudaeKonb1dcY1vPKXfrKtDm1p7teVOhrbhYtSgTH9Ndh1Rv6d6C2nqO6NpZk/e/h6xu0Y9maq0GFIBqV/TsKSNkZ28cTaJ4YIGotcDOoewB5fuV4jYCT8+umU6YPYmfon8c2yzv/K9eZb10gdtxhdn1BvASORD5Ub7X5tD0pwnMzQyECo6R+JXYzoHeQUi24vmLczU5Ex+7EkOOsP5si2Km1OmTXpD6fZP7s7lV8hdAiiRwmOk6FztvaldjUliydlvFg0v8LU9+a+fqECRyIfjw3rzh43GowtjJSuY5xChm4u9L5jD75q65eM7FJqt9MaetUR0glF2noAwMZDOcIGwpOy6gZkl5q+iceG+QocjXxwT2/K1el8U9KvpLJbdqNQKDAyxrRgmxr9to4SHEI64f4BpqKVLjJ9F9973tp9vncIraMgbbfFXBwyrpu/sIHI1IvfnYROL8/ZP3uhBIeQTnj0NlNfM6VM/yVZviWG+KjQl2ZweFFgPgUoNxo/U5FWarJpX7dHd2GP827QaaqWyPRtmRDHsMzbyHQZBcvSPZ3Yh5qzFu7ZL48KGAl/Lpt3Fj48uKvAkcjLM3f3hKtMZ4ztjRIcJ1Gro743fMoq1OKnU4VCh0EkwtVFicQoU8uGLt7ya0KZU2rdQRXsQy107M2TmiW3CSU4TmDP2WKs3X9F6DBkKVZjPW3zx6VSASPhByPzKs1Cejyxe+uDJOpUvnVX4ZAe8l9QTcSJEhwnkJFdxh4ncc7fks7T+Knx3L29Wh8oUQu/OwVA7s0ohJVXLs81OACQGBUIlSvNNhBhUILjRKYm9cAD8eFChyE7zlDjoxftoLI7y867q+W1qGmQ5ylkpYLWihDhyP+dmbA8qIIxaYfUrGL2+PFh8j2dIpQ7egaxx/vOlwgYif0Vm+tDEX5dLaddVC2hBIcQ0qRzRVXsMXURt78AL3f4mNtfzP7qGCrrGgWOyD5qGvR4/ccsAPItnyA0nXnb5r++PyVwJOJGLz8n8HnaVaFDcAo/HMtHnc4gdBh2N2lohGwLGQrtlb/0Y4+r6uWR4Nyo1bHHUxJ7CBiJfD15u+n/a0lVg8CRiBslODJXpzOgwVzt0pcKbvHCsganRmfA//7METYYIimP3hYBlUz7w6lclRgbFyZ0GLJkWUtpMDLIvFoucDTiJc9/WYRV22hdvDhFxttShfTQIGshs7IaXQsjCSGk82I0PuzxpZJqASMRN0pwZIxhGPx372X2dzUtMuaFxk+Np0dECR2GXTEMg3d2nxc6DEJIE1SuLhgVGyJ0GKJHCY6MnS3U4rM/sgEAXu4utI6CtFk+pz9SiC9VoiVtd+hyWeuDCHEASnBkrIHTafbz6YlOUa+F2IfBaC3tN/se+RYyJPal0xvx4rcnAQDu9H7jEAUVtCW/OfQKdALh/moql+4gH8mkJUajeRuqt8qVTm2SNtMbrV+qlj8cJ2Ak8mepofh+6kVkFWqFDUakKMFxAq5UjIJ3UcFe7LFOL/3W4usO5gAAqmVaYZfwb1RsqNAhyNpfB3djj6+W1bQw0nnRJx8hdvDIEOubzbki6X+bunKddmYQImZj48JwWyTNzLeEEhxC7EDl6gJX8yJuOczgWNp6/GtsrMCREEJIx1CCQ4idBHq5AwA2H7kmcCT2E+DpLnQITmPvOen3o7pRK49qzEQeKMEhxE68zH2FpL5brbKuEXvPXxc6DKdhqWT8yg9nkHdD2s0T/7v3EntMS/+I0OglSIidTEgwVTTeeixf4Eg652juDfY4mrN4mvDjjYesu40qJD4DcqbAtP6sd4g3VK60+44IixIcQuzEyJhqx9RKveGmuQROkLc7hvQIFDYWJ/BAfDhCzcUUj+RIu6/Q8WsVAICJQ7u1PJDY1XNfHxM6BFGiBIcQO5nA6UnVoJdukpNbbjpNEu7vIXAkzqNYa+oKLfVt+ZbF6UMjKTF2hGAfU2LcaGBQ3yjd9xy+UIJDiJ2E+anZ45N5lQJG0jnvp14EADQ0Sn83mFRYygx8uO9yKyPF62pZDerMH7LB3tTewxH+89hg9jjvRl0LI50TJTgyVN2gx6vbz+Df1CzRobgVfwsqpPtm46M2LZZ+MCFc4EicRxdv0261bgGeAkfScevNxSEBUwVswj8lp7/gd0fzBIxEnHhNcMrLyzFlyhT4+vrC398f06dPR3V1ywXERo4cCYVCYfPzzDPP2IzJzc3FuHHj4OnpiZCQECxYsAB6vbSndu3pt3Ml2HAoBwfNTe8CvGirr6MEmT+oLGsRpOz2aDrN4Ch39goGAJwvroLeIM2ZM8spkmFRgfSe40C9QrwB2PaPIya8JjhTpkzBmTNnsGfPHuzcuRMHDhzAzJkzW73ejBkzUFhYyP6sWLGC/ZvBYMC4ceOg0+lw6NAhbNy4ERs2bMDixYv5fCiSYik01zPYC6892B8fTE4QNiAn0jvEB4Dtt1kp0emNuFom7a3KUtRH480eS7154t19goUOwancGxsidAiixVuCk5WVhV27duHTTz9FYmIiRowYgdWrV2PTpk0oKCho8bqenp7QaDTsj6+vL/u3X375BWfPnsUXX3yBhIQE3H///Vi2bBnWrFkDnU7H18ORpG4Bnvjb8Ej06EJbfR3lL/FhAAAfiU7Rn+U07aNFxo4T4mNdv3W6QLrrt4hwPj4gj0a/9sRbgpOWlgZ/f38MHTqUvSw5ORlKpRLp6ektXvfLL79EUFAQBgwYgEWLFqG21vqNMi0tDXFxcQgNtTZyS0lJgVarxZkzZ+z/QAhphzt6BgkdQqesP5gNAHBzUSDMjxIcR7J0h/7msDQrYW/JpDUgQvDzcBM6BNHi7WtmUVERQkJsp85cXV0RGBiIoqKiZq/3+OOPo0ePHggPD8fJkyexcOFCnD9/Ht9//z17u9zkBgD7e3O329DQgIaGBvZ3rVb6zRAJ4cPpfNPsQSCtoXC4/uG+OJ2vRaME1+BUN+jZNSC+9IHrUA8P7oZ3zBtKanV6eLpLc/aYD+2ewXnppZduWQR888+5c+c6HNDMmTORkpKCuLg4TJkyBZ9//jm2bt2Ky5c7vn1y+fLl8PPzY38iIiI6fFuEtEVVgx5/XikTOox2czHvynj74YECR+J8ZtwZDcA6kyMlhzkFCv/KqQdF+GcpEgkA8745IWAk4tPuVG/+/Pl46qmnWhwTHR0NjUaDkhLb5nF6vR7l5eXQaDRtvr/ExEQAwKVLl9CzZ09oNBpkZGTYjCkuLgaAZm930aJFmDdvHvu7VqulJIfwwlJ4CwB2nS7C7dFdBIym49wl3k9Lyg5n32h9kMhcr7LOkHtJdP2ZVCkUCgT7qHC9qgGXr7e8S9nZtPuVGBwcjODg1lfJJyUloaKiApmZmRgyZAgA4LfffoPRaGSTlrY4fvw4ACAsLIy93TfeeAMlJSXsKbA9e/bA19cX/fr1a/I2VCoVVCoqPEX456VyxdSkHvg87arQoRCJsSSVOoMRZdUN6CKhYnnV9aYyHbSjRxjvT07A45+0vLbVGfH2Na1v374YM2YMZsyYgYyMDBw8eBBz5szB5MmTER5uKiCWn5+P2NhYdkbm8uXLWLZsGTIzM5GTk4Pt27dj6tSpuOuuuzBwoGnKfPTo0ejXrx+efPJJnDhxArt378bLL7+M2bNnUxJDRMGy6G9jWo6wgbQTwzC4UEzfAIVyF2d7tdTqKL275wIAa4kK4lgKSPC8pgPwOg/95ZdfIjY2FqNGjcLYsWMxYsQIfPzxx+zfGxsbcf78eXaXlLu7O3799VeMHj0asbGxmD9/Ph5++GHs2LGDvY6Liwt27twJFxcXJCUl4YknnsDUqVOxdOlSPh8KIW1mSXAYxrToTyp2nixkjxVSXAgicdxTO9znQuz0BiOqzD20ugXQzjsiHryeLA0MDMRXX33V7N8jIyPBMNbqixEREdi/f3+rt9ujRw/89NNPdomREHubPKw7Xv8xCwCgl1B10dSsYvY4IcJfuECcWKzGB+eKqlCslU6xv0aD9TX+/KjeAkZCiC1aSUiInXEX6HITeLG7Zm7Wd1/fUHi4u7QymvBhalIkAMBVoou8/T1pizgRD2n+KyLNKq6sR0a29LYny9X7v14UOoQ2y7xq2r1zW1SAwJE4L7Wb6S35bEGlZJLjL/6kBfVicbGkGheKq4QOQzQowZGR+kYD7nt3PzYfMVUUVdIyCkG4KhUIMH+TXXcwB5V1jQJH1DruWqGoIO8WRhI+Kc1rn0qrdTh4SRpfVI5ctdbA8XCjmT8hcKsZ/+e3SwJGIi6U4MhIRW0jtObtmlFBXph0W3eBI3JOSqUC3z97B/u7FLr8NjRad7+M6CXtdhNSNqK39f99foU0mp5advAsmzCAFqcLpG+YD4ZFBQKwdnUnlODIkotSge9nDceYAW0vqEjsq0egp9AhtAu3Eq2bC31ICSXIW4XkvtKsJUOvGuEoFAqMTzCVX/nlbLFkTm/yjRIcGVIACKBeQqQd9p6/zh5LdYErcTyGYbDrTPO9BYnjRARYv1Tllktj9o9v9E5GCMER8wxOrMZH4EiIxY4T4q+FU1hp3c7eO4TWbgmJWyhSCqfFHYESHEIIrpaZvvHdQ6X2BWdpePrHpVKBI2ld2mXrQuhEifZdkxMvc3mHn0/TrBpACQ4hTq9OZ4DOYFpk3DOYvoULbc490imWdyq/EgDgq6YGm2JQa15grJXAzk1HoARHRj7cR9sDxaimQdztGq6UWvtPje4fKmAkBABCfa099XLLxL2W4sAF09qt3qF0alMMnkjsAQD46MAVWmgMSnBk5cBF05S2gV7YovKX1X8IHUKLLC+XLl7u8FVTJVqhBftYE5ztJ/IFjKR1PuaZmwfjwwWOhADA8J7W04S0DocSHNmoqNUhu7QGAPDZ34YKHA1RKhUYFxcGAKisa0S1iGdxVuw+DwCgEibiwK0l8/1R8SY4RiODE3mmU1TUZFMchvekGlZclODIRJ65jxAADO5OpfbFYPVjg9jjbcfE+0Hl7mKtnkvE4anhkQBMdXHE6or5CxVAa7eIOFGCIzMaXzX8PakGjhgolQq2aJ6Yp4t/zSoBALw4JkbgSIhForkqrZgd4RSHjAzyEjAS0pRfs4qFDkFwlODIxC9UbEuURvc3VZPO5nzbFRMjJ/Hq6k+nGcQmI6cc10RatO3PK6Yt4t4q2kElFj6c3WzcLfzOihIcmbBs1yzS1rcykjiSpcfTN4evCRxJ07LLrInXyBiqgSMWvpzmiesOZgsYSfMs62/6hfsKHAmxUCoVeHZkTwDAxrSrTr+TihIcmbCU2l84JlbgSAiXpa9QnUgb4GXm3GCPuR2JibBuj+6CHl1MpffF2jzRMit5uwROpzkT7rqtHJGXGeAbJTgywF3f0YvKpYtKDKf1wQ/HxbfQ+HcJVMt1Ri5KBSYO6SZ0GM1q0FuTLqpgLC6PJ3Znj3V6o4CRCI8SHBm4XtXAHo/oRdsExaRvmHX6/sp1ca3DqW7QY8eJAgDAkB6084603eFs68wfvXbERe3mgi7UbBkAJTiykMHZzeBh7kVCxEHt5oInbu/e+kABpF+xLkL8y8AwASMhLfk645ro1lKcL65ij9Vu9J5DxIkSHBnYckScC1iJuOk5pzafvL2HgJGQpnDXUlworm5hpONlZJuS45Exwa2MJEL67I8rQocgKEpwZKC8xlSgLb6bn8CRkJbklInrFJXFkB4BcHWhtwKx+etg6xqcL9OvChiJLYZhsPuMqcZKnU6cC6CdnWUX3uYjeaJdpO4I9K4mA5YPp1nm7YFEXFyVpufnh+MFTv1mQ9rH3VXJ7qQSUxcNbk2nqUmRwgVCmvXRk0PYY6PITm86EiU4ElenM+DEtQoAgBt9CxelRzi7YSzPFSFtMV6ETSzrG607c6j7vDhRbzAT+kSUuD8423ypRYM49ecUQjskouqie8+VCB0CaaMfzLvdxCTER0VfqiQgq1ArdAiCoVenxBVzKhcP7u4vXCCkWQqFAuPMu5SUImnZbTAy2GSuruyqFEdM5FZe5jYIFbWNKKkSR5XyS9fFteCZ3IqbeH72hzgrYTsCJTgSt3THWQDAgK6+UIjkw5Pcyt+86O/dXy8IHInJmYJK9nhBCjXZFKtJt0Wwx9x6V0L6cN9lAEBNg17gSEhz3FyU7KnxRgOtwSESpTOYzodTo0RxC/NTs8d6g/DVRQ9esp4qS4jwFy4Q0iLuaeftIjlNdb7IdMpjCpUWELVB5hn9PWeLRfGeIwRKcCTOcnqBelCJ25O3R7LHNQ3i2Un1QHw4bRGXiE9/F/5UQ32jAZbySXf2pqrpYhbfzZ89vl4tjtk/R6N3NgnT6Y1ssTbLuXoiTm6u1tOHW4/lCRiJyS9niwAAald6CxC7vyWZZko0vupWRvLvWG4Fe3xbJDXZFLMBXa110U5cq2xhpHzRu5uEvb3rHHsslsWrpGme7q7wNieh1QKvXTAaGfaDqsHJm/FJwUPmgn/5FXUCRwL8dKqQPaYWDdLx332XhA5BELwmOOXl5ZgyZQp8fX3h7++P6dOno7q6+RX4OTk5UCgUTf5s2bKFHdfU3zdt2sTnQxGlAvMbnruLEsE+qlZGE6GNizPtpFr5i7ALjat11gSLFhiLH3eT2/miquYHOoCnudcdt4ksEa97zK00rpbVChyJMHhNcKZMmYIzZ85gz5492LlzJw4cOICZM2c2Oz4iIgKFhYU2P6+99hq8vb1x//3324xdv369zbgJEybw+VBEqcZcJv2VB/oJHAlpi1A/4U8xAMAv5jL7AKARSUykedxk4tes4hZG8qtEW4+PDph6G43o1UWwOEjbzbvP9AXGzcU5Z/h5S3CysrKwa9cufPrpp0hMTMSIESOwevVqbNq0CQUFTe8GcHFxgUajsfnZunUrHn30UXh7e9uM9ff3txmnVjvXG3V9owEHLlwXOgzSDg9yqtJq6xsFi+Or9Fz2mAq1iZ+bixLu5rVS247lCxbHyTzrOo5B3QMEi4O0nbuTr7Hj7dGnpaXB398fQ4cOZS9LTk6GUqlEenp6m24jMzMTx48fx/Tp02/52+zZsxEUFIRhw4Zh3bp1YJys38ZxTsn/Eb1oN4MURAd5sce7TxcJEkOxth5Hc28AACYkiK8NAGnamP4aAECpCHbD9Az2wljz6VYiDaXVOlx2wgKNvCU4RUVFCAkJsbnM1dUVgYGBKCpq25v7Z599hr59+2L48OE2ly9duhSbN2/Gnj178PDDD+PZZ5/F6tWrm72dhoYGaLVamx+pO51v/TYVxfngJOKl5CymKBGoaFstp/vz/NG0/kYqUswJzo3aRsEXqXur3QS9f9J2ob7WtZlv/JglYCTCaHeC89JLLzW7ENjyc+7cudZvqBV1dXX46quvmpy9eeWVV3DHHXdg0KBBWLhwIV588UW88847zd7W8uXL4efnx/5EREQ0O1Yqymp0AKyLyIg0JPc1NSd8Z/d5QWcdfVSuiAj0FOz+Sfvc1cc6S3upRJhv4rnlzrlQVcr8Pd2RFG1aL3Xocmkro+Wn3QnO/PnzkZWV1eJPdHQ0NBoNSkpsm/np9XqUl5dDo9G0ej/ffvstamtrMXXq1FbHJiYmIi8vDw0NTX8rXrRoESorK9mfa9eute3BilRZdQNbLt3Xg75NSQm3y++V0hoBIyFS4sOZNflNoCapK385D8BUZoBIx8y7owEAfk74WdHu6nDBwcEIDm591iApKQkVFRXIzMzEkCFDAAC//fYbjEYjEhMTW73+Z599hgcffLBN93X8+HEEBARApWp6q7RKpWr2b1JUWGltuvfQoK4CRkLa66X7Y7HhUA4A00JxQtpqWFQgMrLLsf98Cebd18eh9/3nlTL29Ca3PxYRvxBzCZFibQPKa3QI9HJv5RrywdsanL59+2LMmDGYMWMGMjIycPDgQcyZMweTJ09GeLhpcWN+fj5iY2ORkZFhc91Lly7hwIEDePrpp2+53R07duDTTz/F6dOncenSJXz44Yd488038dxzz/H1UERL46vGyJiQ1gcS0VC7ubBvONX1jl9LMfeb4w6/T2IfllpXJ/IcX5WWO2tkaeJIpKGbv/VU9Don6yzO6x6yL7/8ErGxsRg1ahTGjh2LESNG4OOPP2b/3tjYiPPnz6O21vbc7rp169CtWzeMHj36ltt0c3PDmjVrkJSUhISEBHz00UdYtWoVlixZwudDERUxVDQlHWcwT/G/s/u8Q+/XaGRwwrz7rmsANWeVmocSrLO1N8xr8Bztydt7UAVjifHzdIOPuYr62ULpb7BpD14bGAUGBuKrr75q9u+RkZFNLrR888038eabbzZ5nTFjxmDMmDF2i1GKXtl2GoC1kziRlkHdA/BrVjGOXL3h0Pu9xNkmuvXZOxx636Tz7om1ztZeKK5CYrTji+15uFNyI0VP3xmNd3+9AJWT1cVxrkcrE5YtxhNpqliS/j4ikj2+5sCdKfvPWwtD0geV9LhwygzsPuO4OkoGI4MtR6S9McPZBXqZFhj/fLoI5QLN/gmBEhyJyebsvJk6PFK4QEiHcbsw36h13JvNp3+Yyuz3CvFuZSQRq/hupg7R6w7m4B//O+KQ+/zzShlu1Joqb9PpKWkK5XSi33demF14QqAER2I2c75JdfWndRRS5OaiRJi5B9TXGY77ZlysNc38xWh8HHafxL4evS2Cbb7pqO3ixVrrrs0pid0dcp/EvpL7hsLLPGurd6Jt/pTgSIylBgVVL5Y2y5bbVAc1T6ystfa+mnp7D4fcJ7G/KYk98NWM2x16n5bF8AkR/jYzAUQ6lEoFu2brFwee3hQaJTgSY+nmm9yXtodL2ex7egJwXMuG/Ret628Suvs75D4JP3p0cWwF6kbzZoa+YTTzJ2VqN9PH/a9ZJYJVw3Y0SnAkxMCZWvT3dJ5iTXJ0L2dHzNkC/rduWipfh/mpoXKldRSkbYq19SitNq0Towab0jbnnt7scWVdYwsj5YMSHAnhLg57ihYYS1qvEOu34W3H83m/v+vmmaKB5kWqhLTFkRxrKYNB3QMEjIR0Vr9wX4fP/gmNEhwJWf6ztYmpl4rXEkbEARIi/AHw3wSvvtGA0mpTgkOtPUhblVY3YPZXRwGY1vx503uObGw+7Bzb/inBkRBLUpMYFdjKSCIFA7r6AgBO52uh57Foo6VJIgDc0SuohZGEWBVxet7RjLE8GM2Fdb85cq3JIrtyQwmORNQ3Gtgy+zPujBY2GGIXf78jij3mq7P4jRodPv3d2n+G25WakLbQ+KrxN0pwZGH9U8PYYz43ODQajCjhlBcQCiU4ErHjRAF7HOQjn87oziw62JutTstXTZN6vbVj+fY51J6BEGfGLfK5/XhBCyM7J2n5bxj2ZiomfZTG2320BSU4ErGdk+DE00JR2bDsjPvjIr/rcNxcFBjYzZ/X+yCOZTAyWH8wm7fGm/WNhtYHEclas+8SL7d7tayGXfOnErjyNSU4EvG7+QMwVuMDhULRymgiFa/8pR8A4I9Lpch0cPNNIk2uStPbtpEBXttxFq/8cNru99FoMOKRtcJ++yb8eGyYqRp1RS0/W8UtJSkA4J1HBvJyH21FCY4E1Or07PHk2yIEjITYW6iv9XTjU+sz7L7wzwnWETqdYB8V5o7qjWhzNXPLt2V74n74PUJNfWXl6Tuta/+u87AOx3KbQd7ugle+pgRHArjrb2ixn7zcGxuCSUNNHyBV9fpWRrdPg96AlPcO2PU2iTjMva8Pnh9lKtz255VymyKg9vCvrafY43n39bHrbRNh9Qy2rsOZaeeGrXqDEanm9YTzR8fY9bY7ghIcCUjNsi5ApdNT8uLp7oqF9/fl5bbTr5SzSdPt5j40RD5COJsN0q+U2fW2LTtsuvp7QKmk9xy5sdTg0tq5ovGl69YWELEiaOpLCY6dNegNqG6w7zfxX86aGjL+427aHk7a7p+bjrHHn/99WAsjiRRxk9alO8/a7XZ1eiNbkuK1B/vb7XaJeLx0fywvt7ty9wX2WAyVrynBsaNTeZX4638P4Zn/ZSLzarldbpO78HRMf41dbpM4l3/cHU0zfzKkVCrYbb/niqrsdrtbj+Wxx+6u9BEhZ5ev1+BUXqXdbu/XLNOXcVeRzPrRq9eOvs28hjMFWvxxqRSfHMhu/Qpt8N6v4sqIifRMpEWisrXYvAsPAHLsVCxyyfYz7HFiNFVNl6Mgb2uz5v/bdqqFkW134MJ19vjdSQl2uc3OogTHju7sHcwe6432Kb1v2R4+LJLeaJzBhP8ewqFLna+Js+NEAW7wtA2UiMedva2tN/6z1z51TeobTe9dd/UJps7zMtUrxAfJfUMAACfzKu1S84h7tuHe2JBO3549UIJjR8n9QvHWX+PsdnvFnFLXc+/r3cJIImVeKhf4eZhaKJy4VoFNdmiEt3a/tRZFkDdVvpYr7qnHbzPz0NjJnmbcb+EvjeFnnQYRB8suPADYY17n2VE6vRE7T5p2+z6e2F00zaApwbEzy/vNr1kluMJZUd4RS3dYFw4mRtEuGLlSubrglxfuwhO3mwpwGTtZvKZEW48zBVoAplMY/p7urVyDSNl/pwxmjy934j2HYRj85zfrLFC/cN9OxUXEjVvZnFtrrSN+Pl2Iy9dNp0jVIpr1owTHztSc0tT/t7XjFUYr6xrx46lCAKatmi4iWbRF+BHqq2brU+y/cL1T3cXf5azb+svAsE7HRsRtbJz1Od546GqHbyfz6g1k5Jg2R1BBUedgOU218LtT+PjA5VZGN6+s2touxPJFTQwowbGz+/qFol+Yaf9/WidqU6z65Tx7vPaJIZ2Oi4ifZedBVb0em4/ktTK6aXU6A77OsJ7iChG4kihxrK8zcjtcDbuU8yE1jdPpnsgXt+jfpoyOnRo3Ghm8vescAOCB+HBEc25TaJTg2JmnuyvWTLEmJB1dMFpqbqDX1d8DcdRc0ymM5pQB4FaSbQ/u7M18qkDrNL56OpE9/vNKx0pU/H7RtP5mSI8AxIigSBvh30v3x+L1CQMAAB09MX6mQIsGvWnGuYuXuE6HU4LDgyhzjxgAePzT9HZfv05nwI8nTaenZt5Fxf2cRaivGq8+YN32W1hZ1+7b4C5MfyxRPFPFhF/De1l3Uz32yZ/tvn55jQ5fpucCANRu9LHgLBQKRaeT2Sc+s37GvSCyL1X0SubJ7Zz6Ee1dbPwk5wVj2V1DnMPkYdakJGn5b+2+vmVr+Ct/6Ue7p5zMkB7WOlkVtboWRtqqadDjH5yeRAtSaPeUM8ourcH/bT3Vrp14eoMRleZ2D75qV9F9XlGCw5N1T93GHre3jPoRbvXiAVS92JlwF6kDaNd6io/2X7bZ5kucy/+mW9txzN98ok3XMRgZjH73AA7nWN9zLH2KiHPgfhH6Mj0Xx81tOtpi0sfW2cKdz91pz7DsghIcnni6u2KEedp43/nrqNO1rZDSZk4NlO1z7rjlA4/I32/z72aP71qxt02doou19Vj+8zn298QoKgzpbDzdrbVHUs+VIDWr9domOr0R+RWmU6HdAz3x9YzbeYuPiFNUkBe2PJPE/v51Rm6br8st7te9i6dd47IHSnB4tHJiPHs8bvXvrY7X1jfixe9Osr/TQj/nxN2FcO1GHc6aa9q0ZPeZIvZ453MjMKArLUx3RptmWhOUl75v30L1XXPvRFJPqrfljG6LDGRLkXx/NB/GVr5UMQyD0e/uZ3/f+dwIXuPrKEpweKTxs27RvXK9Btr6lkvn/3u3dWv4hmm3UZl0J3ZiyWj2+N+ckgFNqajVYfEPpv5BUUFelNw4scSoQLyQbFroWd/GWWNCAODzv1tPcf71w0Mtjs0urcGFYuva0r5h4iwKyVuC88Ybb2D48OHw9PSEv79/m67DMAwWL16MsLAweHh4IDk5GRcvXrQZU15ejilTpsDX1xf+/v6YPn06qqs7VzGYT3v/30j2eOCrvzS7pqKkqh4b00xFurzcXTAyRhy9PIgw/DzcMLi7PwBg34XryMhufuvvmPess4MLUmL4Do2ImEKhwPiEcABAVYMec7462uzY7zLzMOnjNEeFRkTuDs5OvOPXKnAkp+n3HIORwTzOGq/zr48RbSFa3hIcnU6HiRMnYtasWW2+zooVK/DBBx9g7dq1SE9Ph5eXF1JSUlBfb936OmXKFJw5cwZ79uzBzp07ceDAAcycOZOPh2AX3C3jAPAqp1Ovhd5gxLA3Utnfd4h0uo841tonrfWUHv0o7ZbdDfWNBoz74HcUmbeG9wvztalqS5xTF293tmjkzpOFmP3lrUlOg96A+VtO4GReJQDA39MN7i40oe/suF/IH1mbhgvFVbeMeevnLHYhcqzGR9RnGnh7Rb/22mt44YUXEBfXtuaTDMPgvffew8svv4zx48dj4MCB+Pzzz1FQUIBt27YBALKysrBr1y58+umnSExMxIgRI7B69Wps2rQJBQUFfD2UTrvy5lj2eGPaVSz81rrOptFgRK//+5n9Pb6bn6gqQRLhhPio8fK4vuzvvf/vZ5TXWLf/bjiUw/acAoDPObtoiPPyUbvhj4X3sr//eKoQf99wmD1FXqKtR8zLu9i/P3dvL+yYMwKulOA4vaggL8xNtjbhHP3uAZs1gG/+lIVPfs9mf/+SU2BSjBRMR+t6t9GGDRswd+5cVFRUtDjuypUr6NmzJ44dO4aEhAT28rvvvhsJCQl4//33sW7dOsyfPx83blhXbuv1eqjVamzZsgUPPfRQm2LSarXw8/NDZWUlfH0dc+7wWnkt7lyx1+Yyja+a/fZtcemN++mNhtiIfOnHVsf8sfAedAsQ3y4GIpzCyrpbainFdfXDqfxK9nd3FyUuvHG/o0MjIvfmT1n4+MAV9vfZ9/TEmr22vaq2zb5DkJIC7fn8Fs0naVGRaRdIaGiozeWhoaHs34qKihASYrs2xdXVFYGBgeyYpjQ0NECr1dr8OFpEoCd+f/Eem8tuTm6yl4+l5IbcInv5WAxsoV3H2icGU3JDbhHm54Gjr9xnU+eEm9zc1y8UWcvGCBEaEbl/je1rM3t8c3Lz0/N3SqJekmvrQ6xeeuklvP322y2OycrKQmysuCphLl++HK+99prQYSAi0BPZy8fix1OFOJxdDh+1G+obDbg7JhgjegVBoRDnQi0iLIVCge1zRqCkqh7/S7uKLl7u8HB3gcrVBeMTwul1Q5oV6OWOIy8n41p5LU7lV8JFqYCLQoF+4b4I9/cQOjwiYk/fGY2+Yb74/WIpTlyrQLcAD/io3bBobCzcJPJFvF0Jzvz58/HUU0+1OCY6umO9kzQaU8Xe4uJihIVZF0oWFxezp6w0Gg1KSkpsrqfX61FeXs5evymLFi3CvHnz2N+1Wi0iIiI6FGdnKRQK/GVgOP4yMFyQ+yfSFeKjxvzRtEuKtF9EoCciAmmWj7TPHb2CbHZXSU27Epzg4GAEBwfzEkhUVBQ0Gg1SU1PZhEar1SI9PZ3diZWUlISKigpkZmZiyBDTDpPffvsNRqMRiYnNL3ZSqVRQqagvDyGEEOIseJtnys3NxfHjx5GbmwuDwYDjx4/j+PHjNjVrYmNjsXXrVgCmmY25c+fi9ddfx/bt23Hq1ClMnToV4eHhmDBhAgCgb9++GDNmDGbMmIGMjAwcPHgQc+bMweTJkxEeTjMihBBCCDFp1wxOeyxevBgbN25kfx80aBAAYO/evRg5ciQA4Pz586istC56e/HFF1FTU4OZM2eioqICI0aMwK5du6BWWysCf/nll5gzZw5GjRoFpVKJhx9+GB988AFfD4MQQgghEsT7NnExEmKbOCGEEEI6R5LbxAkhhBBC7IUSHEIIIYTIDiU4hBBCCJEdSnAIIYQQIjuU4BBCCCFEdijBIYQQQojsUIJDCCGEENmhBIcQQgghskMJDiGEEEJkhxIcQgghhMgOb72oxMzSnUKr1QocCSGEEELayvK53ZYuU06Z4FRVVQEAIiIiBI6EEEIIIe1VVVUFPz+/Fsc4ZbNNo9GIgoIC+Pj4QKFQdPr2tFotIiIicO3aNdk276THKH1yf3wAPUY5kPvjA+gxdgbDMKiqqkJ4eDiUypZX2TjlDI5SqUS3bt3sfru+vr6yfbFa0GOUPrk/PoAeoxzI/fEB9Bg7qrWZGwtaZEwIIYQQ2aEEhxBCCCGyQwmOHahUKixZsgQqlUroUHhDj1H65P74AHqMciD3xwfQY3QUp1xkTAghhBB5oxkcQgghhMgOJTiEEEIIkR1KcAghhBAiO5TgEEIIIUR2KMFpozfeeAPDhw+Hp6cn/P39mxyTm5uLcePGwdPTEyEhIViwYAH0en2Lt1teXo4pU6bA19cX/v7+mD59Oqqrq3l4BO2zb98+KBSKJn8OHz7c7PVGjhx5y/hnnnnGgZG3XWRk5C2xvvXWWy1ep76+HrNnz0aXLl3g7e2Nhx9+GMXFxQ6KuH1ycnIwffp0REVFwcPDAz179sSSJUug0+lavJ7Yn8M1a9YgMjISarUaiYmJyMjIaHH8li1bEBsbC7Vajbi4OPz0008OirT9li9fjttuuw0+Pj4ICQnBhAkTcP78+Ravs2HDhlueL7Va7aCI2+/VV1+9Jd7Y2NgWryOl57Cp9xWFQoHZs2c3OV4Kz9+BAwfwwAMPIDw8HAqFAtu2bbP5O8MwWLx4McLCwuDh4YHk5GRcvHix1dtt77/l9qIEp410Oh0mTpyIWbNmNfl3g8GAcePGQafT4dChQ9i4cSM2bNiAxYsXt3i7U6ZMwZkzZ7Bnzx7s3LkTBw4cwMyZM/l4CO0yfPhwFBYW2vw8/fTTiIqKwtChQ1u87owZM2yut2LFCgdF3X5Lly61ifW5555rcfwLL7yAHTt2YMuWLdi/fz8KCgrw17/+1UHRts+5c+dgNBrx0Ucf4cyZM3j33Xexdu1a/Otf/2r1umJ9Dr/55hvMmzcPS5YswdGjRxEfH4+UlBSUlJQ0Of7QoUN47LHHMH36dBw7dgwTJkzAhAkTcPr0aQdH3jb79+/H7Nmz8eeff2LPnj1obGzE6NGjUVNT0+L1fH19bZ6vq1evOijijunfv79NvH/88UezY6X2HB4+fNjmse3ZswcAMHHixGavI/bnr6amBvHx8VizZk2Tf1+xYgU++OADrF27Funp6fDy8kJKSgrq6+ubvc32/lvuEIa0y/r16xk/P79bLv/pp58YpVLJFBUVsZd9+OGHjK+vL9PQ0NDkbZ09e5YBwBw+fJi97Oeff2YUCgWTn59v99g7Q6fTMcHBwczSpUtbHHf33Xcz//znPx0TVCf16NGDeffdd9s8vqKignFzc2O2bNnCXpaVlcUAYNLS0niI0P5WrFjBREVFtThGzM/hsGHDmNmzZ7O/GwwGJjw8nFm+fHmT4x999FFm3LhxNpclJiYy//jHP3iN015KSkoYAMz+/fubHdPce5JYLVmyhImPj2/zeKk/h//85z+Znj17Mkajscm/S+35A8Bs3bqV/d1oNDIajYZ555132MsqKioYlUrFfP31183eTnv/LXcEzeDYSVpaGuLi4hAaGspelpKSAq1WizNnzjR7HX9/f5sZkeTkZCiVSqSnp/Mec3ts374dZWVlmDZtWqtjv/zySwQFBWHAgAFYtGgRamtrHRBhx7z11lvo0qULBg0ahHfeeafFU4qZmZlobGxEcnIye1lsbCy6d++OtLQ0R4TbaZWVlQgMDGx1nBifQ51Oh8zMTJv//0qlEsnJyc3+/09LS7MZD5j+XUrp+QLQ6nNWXV2NHj16ICIiAuPHj2/2PUcsLl68iPDwcERHR2PKlCnIzc1tdqyUn0OdTocvvvgCf//731ts7Cy1548rOzsbRUVFNs+Rn58fEhMTm32OOvJvuSOcstkmH4qKimySGwDs70VFRc1eJyQkxOYyV1dXBAYGNnsdoXz22WdISUlptUnp448/jh49eiA8PBwnT57EwoULcf78eXz//fcOirTtnn/+eQwePBiBgYE4dOgQFi1ahMLCQqxatarJ8UVFRXB3d79lDVZoaKjonq+mXLp0CatXr8bKlStbHCfW57C0tBQGg6HJf2fnzp1r8jrN/buUwvNlNBoxd+5c3HHHHRgwYECz42JiYrBu3ToMHDgQlZWVWLlyJYYPH44zZ87w0lS4sxITE7FhwwbExMSgsLAQr732Gu68806cPn0aPj4+t4yX8nO4bds2VFRU4Kmnnmp2jNSev5tZnof2PEcd+bfcEU6d4Lz00kt4++23WxyTlZXV6gI4KenIY87Ly8Pu3buxefPmVm+fu34oLi4OYWFhGDVqFC5fvoyePXt2PPA2as/jmzdvHnvZwIED4e7ujn/84x9Yvny5qEuod+Q5zM/Px5gxYzBx4kTMmDGjxesK/RwSk9mzZ+P06dMtrk8BgKSkJCQlJbG/Dx8+HH379sVHH32EZcuW8R1mu91///3s8cCBA5GYmIgePXpg8+bNmD59uoCR2d9nn32G+++/H+Hh4c2OkdrzJyVOneDMnz+/xcwaAKKjo9t0WxqN5pYV4JbdNRqNptnr3LygSq/Xo7y8vNnrdFZHHvP69evRpUsXPPjgg+2+v8TERACm2QNHfDh25jlNTEyEXq9HTk4OYmJibvm7RqOBTqdDRUWFzSxOcXExb89XU9r7GAsKCnDPPfdg+PDh+Pjjj9t9f45+DpsTFBQEFxeXW3attfT/X6PRtGu8WMyZM4fddNDeb/Fubm4YNGgQLl26xFN09uXv748+ffo0G69Un8OrV6/i119/bffMp9SeP8vzUFxcjLCwMPby4uJiJCQkNHmdjvxb7hC7reZxEq0tMi4uLmYv++ijjxhfX1+mvr6+yduyLDI+cuQIe9nu3btFtcjYaDQyUVFRzPz58zt0/T/++IMBwJw4ccLOkdnfF198wSiVSqa8vLzJv1sWGX/77bfsZefOnRP1IuO8vDymd+/ezOTJkxm9Xt+h2xDTczhs2DBmzpw57O8Gg4Hp2rVri4uM//KXv9hclpSUJNoFqkajkZk9ezYTHh7OXLhwoUO3odfrmZiYGOaFF16wc3T8qKqqYgICApj333+/yb9L7Tm0WLJkCaPRaJjGxsZ2XU/szx+aWWS8cuVK9rLKyso2LTJuz7/lDsVqt1uSuatXrzLHjh1jXnvtNcbb25s5duwYc+zYMaaqqophGNOLcsCAAczo0aOZ48ePM7t27WKCg4OZRYsWsbeRnp7OxMTEMHl5eexlY8aMYQYNGsSkp6czf/zxB9O7d2/msccec/jja86vv/7KAGCysrJu+VteXh4TExPDpKenMwzDMJcuXWKWLl3KHDlyhMnOzmZ++OEHJjo6mrnrrrscHXarDh06xLz77rvM8ePHmcuXLzNffPEFExwczEydOpUdc/PjYxiGeeaZZ5ju3bszv/32G3PkyBEmKSmJSUpKEuIhtCovL4/p1asXM2rUKCYvL48pLCxkf7hjpPQcbtq0iVGpVMyGDRuYs2fPMjNnzmT8/f3Z3YtPPvkk89JLL7HjDx48yLi6ujIrV65ksrKymCVLljBubm7MqVOnhHoILZo1axbj5+fH7Nu3z+b5qq2tZcfc/Bhfe+01Zvfu3czly5eZzMxMZvLkyYxarWbOnDkjxENo1fz585l9+/Yx2dnZzMGDB5nk5GQmKCiIKSkpYRhG+s8hw5g+rLt3784sXLjwlr9J8fmrqqpiP/MAMKtWrWKOHTvGXL16lWEYhnnrrbcYf39/5ocffmBOnjzJjB8/nomKimLq6urY27j33nuZ1atXs7+39m/ZHijBaaO//e1vDIBbfvbu3cuOycnJYe6//37Gw8ODCQoKYubPn2+Tve/du5cBwGRnZ7OXlZWVMY899hjj7e3N+Pr6MtOmTWOTJjF47LHHmOHDhzf5t+zsbJv/B7m5ucxdd93FBAYGMiqViunVqxezYMECprKy0oERt01mZiaTmJjI+Pn5MWq1munbty/z5ptv2sy23fz4GIZh6urqmGeffZYJCAhgPD09mYceesgmYRCT9evXN/ma5U7cSvE5XL16NdO9e3fG3d2dGTZsGPPnn3+yf7v77ruZv/3tbzbjN2/ezPTp04dxd3dn+vfvz/z4448Ojrjtmnu+1q9fz465+THOnTuX/f8RGhrKjB07ljl69Kjjg2+jSZMmMWFhYYy7uzvTtWtXZtKkScylS5fYv0v9OWQY00w8AOb8+fO3/E2Kz5/ls+vmH8vjMBqNzCuvvMKEhoYyKpWKGTVq1C2PvUePHsySJUtsLmvp37I9KBiGYex3wosQQgghRHhUB4cQQgghskMJDiGEEEJkhxIcQgghhMgOJTiEEEIIkR1KcAghhBAiO5TgEEIIIUR2KMEhhBBCiOxQgkMIIYQQ2aEEhxBCCCGyQwkOIYQQQmSHEhxCiORdv34dGo0Gb775JnvZoUOH4O7ujtTUVAEjI4QIhXpREUJk4aeffsKECRNw6NAhxMTEICEhAePHj8eqVauEDo0QIgBKcAghsjF79mz8+uuvGDp0KE6dOoXDhw9DpVIJHRYhRACU4BBCZKOurg4DBgzAtWvXkJmZibi4OKFDIoQIhNbgEEJk4/LlyygoKIDRaEROTo7Q4RBCBEQzOIQQWdDpdBg2bBgSEhIQExOD9957D6dOnUJISIjQoRFCBEAJDiFEFhYsWIBvv/0WJ06cgLe3N+6++274+flh586dQodGCBEAnaIihEjevn378N577+F///sffH19oVQq8b///Q+///47PvzwQ6HDI4QIgGZwCCGEECI7NINDCCGEENmhBIcQQgghskMJDiGEEEJkhxIcQgghhMgOJTiEEEIIkR1KcAghhBAiO5TgEEIIIUR2KMEhhBBCiOxQgkMIIYQQ2aEEhxBCCCGyQwkOIYQQQmSHEhxCCCGEyM7/BxlAYOwEJPoBAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.4%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.9, -9.85)\": -0.899, \"(-9.85, -9.8)\": -0.922, \"(-9.8, -9.78)\": -0.93, \"(-9.78, -9.73)\": -0.942, \"(-9.73, -9.7)\": -0.956, \"(-9.7, -9.67)\": -0.964, \"(-9.67, -9.61)\": -0.975, \"(-9.61, -9.54)\": -0.986, \"(-9.54, -9.25)\": -0.994, \"(-9.25, -9.21)\": -0.985, \"(-9.21, -9.15)\": -0.974, \"(-9.15, -9.12)\": -0.96, \"(-9.12, -9.07)\": -0.949, \"(-9.07, -9.02)\": -0.928, \"(-9.02, -9.0)\": -0.917, \"(-9.0, -8.97)\": -0.908, \"(-8.97, -8.95)\": -0.897, \"(-8.95, -8.93)\": -0.887, \"(-8.93, -8.91)\": -0.878, \"(-8.91, -8.89)\": -0.87, \"(-8.89, -8.88)\": -0.859, \"(-8.88, -8.85)\": -0.849, \"(-8.85, -8.83)\": -0.835, \"(-8.83, -8.8)\": -0.825, \"(-8.8, -8.77)\": -0.803, \"(-8.77, -8.74)\": -0.785, \"(-8.74, -8.71)\": -0.763, \"(-8.71, -8.67)\": -0.747, \"(-8.67, -8.64)\": -0.72, \"(-8.64, -8.61)\": -0.701, \"(-8.61, -8.59)\": -0.683, \"(-8.59, -8.57)\": -0.664, \"(-8.57, -8.55)\": -0.652, \"(-8.55, -8.54)\": -0.637, \"(-8.54, -8.52)\": -0.627, \"(-8.52, -8.5)\": -0.608, \"(-8.5, -8.47)\": -0.597, \"(-8.47, -8.4)\": -0.554, \"(-8.4, -8.3)\": -0.474, \"(-8.3, -8.25)\": -0.397, \"(-8.25, -8.23)\": -0.378, \"(-8.23, -8.18)\": -0.346, \"(-8.18, -8.12)\": -0.288, \"(-8.12, -8.08)\": -0.248, \"(-8.08, -8.07)\": -0.216, \"(-8.07, -8.06)\": -0.205, \"(-8.06, -8.04)\": -0.196, \"(-8.04, -8.01)\": -0.161, \"(-8.01, -7.98)\": -0.142, \"(-7.98, -7.91)\": -0.107, \"(-7.91, -7.86)\": -0.019, \"(-7.86, -7.85)\": -0.007, \"(-7.85, -7.83)\": 0.008, \"(-7.83, -7.72)\": 0.065, \"(-7.72, -7.61)\": 0.207, \"(-7.61, -7.6)\": 0.246, \"(-7.6, -7.58)\": 0.255, \"(-7.58, -7.56)\": 0.286, \"(-7.56, -7.54)\": 0.298, \"(-7.54, -7.49)\": 0.337, \"(-7.49, -7.46)\": 0.377, \"(-7.46, -7.44)\": 0.392, \"(-7.44, -7.41)\": 0.408, \"(-7.41, -7.36)\": 0.45, \"(-7.36, -7.31)\": 0.509, \"(-7.31, -7.29)\": 0.521, \"(-7.29, -7.27)\": 0.542, \"(-7.27, -7.25)\": 0.565, \"(-7.25, -7.23)\": 0.577, \"(-7.23, -7.19)\": 0.597, \"(-7.19, -7.16)\": 0.629, \"(-7.16, -7.12)\": 0.65, \"(-7.12, -7.08)\": 0.692, \"(-7.08, -7.06)\": 0.702, \"(-7.06, -7.02)\": 0.728, \"(-7.02, -6.97)\": 0.753, \"(-6.97, -6.94)\": 0.782, \"(-6.94, -6.93)\": 0.792, \"(-6.93, -6.91)\": 0.804, \"(-6.91, -6.89)\": 0.814, \"(-6.89, -6.84)\": 0.832, \"(-6.84, -6.82)\": 0.856, \"(-6.82, -6.78)\": 0.867, \"(-6.78, -6.75)\": 0.886, \"(-6.75, -6.73)\": 0.895, \"(-6.73, -6.68)\": 0.907, \"(-6.68, -6.65)\": 0.927, \"(-6.65, -6.6)\": 0.936, \"(-6.6, -6.56)\": 0.955, \"(-6.56, -6.51)\": 0.963, \"(-6.51, -6.46)\": 0.978, \"(-6.46, -6.38)\": 0.987, \"(-6.38, -6.09)\": 0.996, \"(-6.09, -6.03)\": 0.975, \"(-6.03, -5.98)\": 0.966, \"(-5.98, -5.95)\": 0.953, \"(-5.95, -5.93)\": 0.944, \"(-5.93, -5.85)\": 0.931, \"(-5.85, -5.79)\": 0.89, \"(-5.79, -5.77)\": 0.876, \"(-5.77, -5.74)\": 0.867, \"(-5.74, -5.71)\": 0.846, \"(-5.71, -5.68)\": 0.836, \"(-5.68, -5.64)\": 0.81, \"(-5.64, -5.61)\": 0.798, \"(-5.61, -5.59)\": 0.773, \"(-5.59, -5.56)\": 0.763, \"(-5.56, -5.55)\": 0.748, \"(-5.55, -5.52)\": 0.739, \"(-5.52, -5.49)\": 0.713, \"(-5.49, -5.46)\": 0.692, \"(-5.46, -5.44)\": 0.67, \"(-5.44, -5.42)\": 0.654, \"(-5.42, -5.4)\": 0.644, \"(-5.4, -5.39)\": 0.635, \"(-5.39, -5.37)\": 0.623, \"(-5.37, -5.35)\": 0.6, \"(-5.35, -5.34)\": 0.592, \"(-5.34, -5.31)\": 0.578, \"(-5.31, -5.28)\": 0.56, \"(-5.28, -5.25)\": 0.516, \"(-5.25, -5.23)\": 0.502, \"(-5.23, -5.22)\": 0.494, \"(-5.22, -5.2)\": 0.481, \"(-5.2, -5.18)\": 0.461, \"(-5.18, -5.17)\": 0.448, \"(-5.17, -5.15)\": 0.435, \"(-5.15, -5.14)\": 0.423, \"(-5.14, -5.13)\": 0.41, \"(-5.13, -5.1)\": 0.386, \"(-5.1, -5.06)\": 0.356, \"(-5.06, -5.04)\": 0.331, \"(-5.04, -5.01)\": 0.307, \"(-5.01, -5.0)\": 0.287, \"(-5.0, -4.95)\": 0.271, \"(-4.95, -4.87)\": 0.194, \"(-4.87, -4.83)\": 0.129, \"(-4.83, -4.82)\": 0.113, \"(-4.82, -4.8)\": 0.1, \"(-4.8, -4.78)\": 0.089, \"(-4.78, -4.73)\": 0.048, \"(-4.73, -4.68)\": -0.018, \"(-4.68, -4.67)\": -0.035, \"(-4.67, -4.62)\": -0.057, \"(-4.62, -4.58)\": -0.115, \"(-4.58, -4.56)\": -0.143, \"(-4.56, -4.54)\": -0.158, \"(-4.54, -4.54)\": -0.169, \"(-4.54, -4.52)\": -0.178, \"(-4.52, -4.48)\": -0.208, \"(-4.48, -4.46)\": -0.245, \"(-4.46, -4.43)\": -0.257, \"(-4.43, -4.41)\": -0.293, \"(-4.41, -4.38)\": -0.311, \"(-4.38, -4.34)\": -0.341, \"(-4.34, -4.3)\": -0.38, \"(-4.3, -4.27)\": -0.412, \"(-4.27, -4.26)\": -0.434, \"(-4.26, -4.24)\": -0.449, \"(-4.24, -4.23)\": -0.463, \"(-4.23, -4.22)\": -0.474, \"(-4.22, -4.2)\": -0.483, \"(-4.2, -4.17)\": -0.508, \"(-4.17, -4.15)\": -0.527, \"(-4.15, -4.1)\": -0.551, \"(-4.1, -4.06)\": -0.602, \"(-4.06, -4.04)\": -0.612, \"(-4.04, -4.02)\": -0.63, \"(-4.02, -3.99)\": -0.643, \"(-3.99, -3.97)\": -0.673, \"(-3.97, -3.95)\": -0.681, \"(-3.95, -3.93)\": -0.699, \"(-3.93, -3.91)\": -0.713, \"(-3.91, -3.89)\": -0.728, \"(-3.89, -3.87)\": -0.738, \"(-3.87, -3.83)\": -0.756, \"(-3.83, -3.8)\": -0.78, \"(-3.8, -3.79)\": -0.791, \"(-3.79, -3.77)\": -0.805, \"(-3.77, -3.75)\": -0.814, \"(-3.75, -3.73)\": -0.826, \"(-3.73, -3.7)\": -0.838, \"(-3.7, -3.68)\": -0.855, \"(-3.68, -3.62)\": -0.868, \"(-3.62, -3.55)\": -0.908, \"(-3.55, -3.49)\": -0.929, \"(-3.49, -3.46)\": -0.943, \"(-3.46, -3.43)\": -0.952, \"(-3.43, -3.39)\": -0.962, \"(-3.39, -3.33)\": -0.974, \"(-3.33, -3.27)\": -0.984, \"(-3.27, -2.97)\": -0.992, \"(-2.97, -2.92)\": -0.983, \"(-2.92, -2.88)\": -0.973, \"(-2.88, -2.81)\": -0.96, \"(-2.81, -2.76)\": -0.935, \"(-2.76, -2.72)\": -0.925, \"(-2.72, -2.69)\": -0.908, \"(-2.69, -2.65)\": -0.887, \"(-2.65, -2.61)\": -0.877, \"(-2.61, -2.56)\": -0.844, \"(-2.56, -2.55)\": -0.833, \"(-2.55, -2.53)\": -0.822, \"(-2.53, -2.51)\": -0.813, \"(-2.51, -2.49)\": -0.803, \"(-2.49, -2.47)\": -0.79, \"(-2.47, -2.43)\": -0.776, \"(-2.43, -2.4)\": -0.743, \"(-2.4, -2.38)\": -0.735, \"(-2.38, -2.36)\": -0.722, \"(-2.36, -2.34)\": -0.699, \"(-2.34, -2.31)\": -0.689, \"(-2.31, -2.27)\": -0.652, \"(-2.27, -2.26)\": -0.643, \"(-2.26, -2.24)\": -0.63, \"(-2.24, -2.23)\": -0.619, \"(-2.23, -2.21)\": -0.61, \"(-2.21, -2.19)\": -0.591, \"(-2.19, -2.18)\": -0.578, \"(-2.18, -2.16)\": -0.564, \"(-2.16, -2.15)\": -0.551, \"(-2.15, -2.14)\": -0.54, \"(-2.14, -2.11)\": -0.53, \"(-2.11, -2.08)\": -0.496, \"(-2.08, -2.07)\": -0.485, \"(-2.07, -2.04)\": -0.463, \"(-2.04, -2.02)\": -0.443, \"(-2.02, -1.99)\": -0.42, \"(-1.99, -1.96)\": -0.396, \"(-1.96, -1.94)\": -0.364, \"(-1.94, -1.91)\": -0.352, \"(-1.91, -1.89)\": -0.318, \"(-1.89, -1.88)\": -0.308, \"(-1.88, -1.86)\": -0.297, \"(-1.86, -1.85)\": -0.277, \"(-1.85, -1.83)\": -0.268, \"(-1.83, -1.8)\": -0.252, \"(-1.8, -1.77)\": -0.209, \"(-1.77, -1.76)\": -0.201, \"(-1.76, -1.74)\": -0.178, \"(-1.74, -1.71)\": -0.166, \"(-1.71, -1.69)\": -0.125, \"(-1.69, -1.67)\": -0.113, \"(-1.67, -1.66)\": -0.097, \"(-1.66, -1.63)\": -0.081, \"(-1.63, -1.6)\": -0.046, \"(-1.6, -1.58)\": -0.026, \"(-1.58, -1.54)\": 0.012, \"(-1.54, -1.48)\": 0.069, \"(-1.48, -1.44)\": 0.117, \"(-1.44, -1.39)\": 0.143, \"(-1.39, -1.35)\": 0.204, \"(-1.35, -1.34)\": 0.218, \"(-1.34, -1.3)\": 0.234, \"(-1.3, -1.25)\": 0.301, \"(-1.25, -1.23)\": 0.326, \"(-1.23, -1.22)\": 0.339, \"(-1.22, -1.19)\": 0.357, \"(-1.19, -1.15)\": 0.383, \"(-1.15, -1.12)\": 0.426, \"(-1.12, -1.11)\": 0.44, \"(-1.11, -1.1)\": 0.449, \"(-1.1, -1.07)\": 0.468, \"(-1.07, -1.05)\": 0.492, \"(-1.05, -1.03)\": 0.501, \"(-1.03, -1.01)\": 0.526, \"(-1.01, -1.0)\": 0.534, \"(-1.0, -0.98)\": 0.546, \"(-0.98, -0.97)\": 0.562, \"(-0.97, -0.92)\": 0.578, \"(-0.92, -0.88)\": 0.626, \"(-0.88, -0.86)\": 0.647, \"(-0.86, -0.85)\": 0.656, \"(-0.85, -0.84)\": 0.665, \"(-0.84, -0.82)\": 0.674, \"(-0.82, -0.81)\": 0.684, \"(-0.81, -0.79)\": 0.696, \"(-0.79, -0.76)\": 0.707, \"(-0.76, -0.73)\": 0.733, \"(-0.73, -0.7)\": 0.756, \"(-0.7, -0.69)\": 0.767, \"(-0.69, -0.66)\": 0.781, \"(-0.66, -0.63)\": 0.801, \"(-0.63, -0.61)\": 0.813, \"(-0.61, -0.59)\": 0.825, \"(-0.59, -0.55)\": 0.837, \"(-0.55, -0.53)\": 0.858, \"(-0.53, -0.5)\": 0.87, \"(-0.5, -0.47)\": 0.88, \"(-0.47, -0.42)\": 0.9, \"(-0.42, -0.36)\": 0.922, \"(-0.36, -0.32)\": 0.943, \"(-0.32, -0.28)\": 0.952, \"(-0.28, -0.24)\": 0.962, \"(-0.24, -0.17)\": 0.974, \"(-0.17, 0.2)\": 0.989, \"(0.2, 0.26)\": 0.979, \"(0.26, 0.31)\": 0.957, \"(0.31, 0.34)\": 0.948, \"(0.34, 0.39)\": 0.936, \"(0.39, 0.41)\": 0.925, \"(0.41, 0.45)\": 0.912, \"(0.45, 0.48)\": 0.895, \"(0.48, 0.5)\": 0.882, \"(0.5, 0.53)\": 0.869, \"(0.53, 0.55)\": 0.858, \"(0.55, 0.59)\": 0.844, \"(0.59, 0.64)\": 0.821, \"(0.64, 0.67)\": 0.789, \"(0.67, 0.7)\": 0.773, \"(0.7, 0.72)\": 0.761, \"(0.72, 0.73)\": 0.75, \"(0.73, 0.76)\": 0.736, \"(0.76, 0.78)\": 0.718, \"(0.78, 0.81)\": 0.707, \"(0.81, 0.85)\": 0.666, \"(0.85, 0.87)\": 0.656, \"(0.87, 0.9)\": 0.635, \"(0.9, 0.92)\": 0.615, \"(0.92, 0.95)\": 0.594, \"(0.95, 0.96)\": 0.58, \"(0.96, 0.98)\": 0.566, \"(0.98, 1.02)\": 0.539, \"(1.02, 1.05)\": 0.502, \"(1.05, 1.07)\": 0.491, \"(1.07, 1.09)\": 0.471, \"(1.09, 1.12)\": 0.455, \"(1.12, 1.15)\": 0.414, \"(1.15, 1.17)\": 0.398, \"(1.17, 1.22)\": 0.376, \"(1.22, 1.26)\": 0.325, \"(1.26, 1.27)\": 0.31, \"(1.27, 1.3)\": 0.278, \"(1.3, 1.34)\": 0.257, \"(1.34, 1.38)\": 0.198, \"(1.38, 1.39)\": 0.187, \"(1.39, 1.4)\": 0.173, \"(1.4, 1.44)\": 0.151, \"(1.44, 1.47)\": 0.115, \"(1.47, 1.49)\": 0.092, \"(1.49, 1.5)\": 0.075, \"(1.5, 1.51)\": 0.064, \"(1.51, 1.52)\": 0.05, \"(1.52, 1.54)\": 0.041, \"(1.54, 1.56)\": 0.022, \"(1.56, 1.58)\": -0.005, \"(1.58, 1.59)\": -0.015, \"(1.59, 1.62)\": -0.03, \"(1.62, 1.66)\": -0.071, \"(1.66, 1.7)\": -0.108, \"(1.7, 1.73)\": -0.151, \"(1.73, 1.76)\": -0.173, \"(1.76, 1.77)\": -0.189, \"(1.77, 1.8)\": -0.207, \"(1.8, 1.82)\": -0.234, \"(1.82, 1.83)\": -0.244, \"(1.83, 1.84)\": -0.258, \"(1.84, 1.85)\": -0.267, \"(1.85, 1.87)\": -0.281, \"(1.87, 1.89)\": -0.303, \"(1.89, 1.93)\": -0.33, \"(1.93, 1.94)\": -0.357, \"(1.94, 1.99)\": -0.368, \"(1.99, 2.03)\": -0.44, \"(2.03, 2.05)\": -0.454, \"(2.05, 2.06)\": -0.465, \"(2.06, 2.07)\": -0.478, \"(2.07, 2.08)\": -0.487, \"(2.08, 2.1)\": -0.496, \"(2.1, 2.13)\": -0.517, \"(2.13, 2.15)\": -0.533, \"(2.15, 2.17)\": -0.554, \"(2.17, 2.2)\": -0.581, \"(2.2, 2.22)\": -0.595, \"(2.22, 2.23)\": -0.607, \"(2.23, 2.27)\": -0.629, \"(2.27, 2.32)\": -0.658, \"(2.32, 2.34)\": -0.689, \"(2.34, 2.36)\": -0.701, \"(2.36, 2.37)\": -0.71, \"(2.37, 2.4)\": -0.727, \"(2.4, 2.41)\": -0.74, \"(2.41, 2.43)\": -0.75, \"(2.43, 2.44)\": -0.76, \"(2.44, 2.46)\": -0.771, \"(2.46, 2.47)\": -0.78, \"(2.47, 2.49)\": -0.79, \"(2.49, 2.55)\": -0.8, \"(2.55, 2.63)\": -0.863, \"(2.63, 2.67)\": -0.879, \"(2.67, 2.68)\": -0.891, \"(2.68, 2.71)\": -0.9, \"(2.71, 2.74)\": -0.91, \"(2.74, 2.78)\": -0.925, \"(2.78, 2.83)\": -0.94, \"(2.83, 2.86)\": -0.954, \"(2.86, 2.9)\": -0.963, \"(2.9, 2.98)\": -0.979, \"(2.98, 3.09)\": -0.988, \"(3.09, 3.28)\": -0.998, \"(3.28, 3.31)\": -0.989, \"(3.31, 3.39)\": -0.98, \"(3.39, 3.48)\": -0.953, \"(3.48, 3.51)\": -0.94, \"(3.51, 3.55)\": -0.922, 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\"(4.48, 4.51)\": -0.217, \"(4.51, 4.55)\": -0.183, \"(4.55, 4.58)\": -0.157, \"(4.58, 4.62)\": -0.115, \"(4.62, 4.66)\": -0.067, \"(4.66, 4.69)\": -0.039, \"(4.69, 4.7)\": -0.016, \"(4.7, 4.72)\": -0.0, \"(4.72, 4.74)\": 0.017, \"(4.74, 4.76)\": 0.037, \"(4.76, 4.79)\": 0.07, \"(4.79, 4.82)\": 0.095, \"(4.82, 4.84)\": 0.114, \"(4.84, 4.86)\": 0.134, \"(4.86, 4.88)\": 0.161, \"(4.88, 4.9)\": 0.17, \"(4.9, 4.94)\": 0.201, \"(4.94, 4.97)\": 0.245, \"(4.97, 4.99)\": 0.259, \"(4.99, 5.01)\": 0.292, \"(5.01, 5.03)\": 0.302, \"(5.03, 5.06)\": 0.331, \"(5.06, 5.07)\": 0.342, \"(5.07, 5.08)\": 0.352, \"(5.08, 5.1)\": 0.363, \"(5.1, 5.12)\": 0.386, \"(5.12, 5.17)\": 0.417, \"(5.17, 5.2)\": 0.464, \"(5.2, 5.22)\": 0.477, \"(5.22, 5.23)\": 0.495, \"(5.23, 5.26)\": 0.505, \"(5.26, 5.3)\": 0.548, \"(5.3, 5.33)\": 0.569, \"(5.33, 5.35)\": 0.588, \"(5.35, 5.36)\": 0.602, \"(5.36, 5.38)\": 0.61, \"(5.38, 5.39)\": 0.622, \"(5.39, 5.4)\": 0.631, \"(5.4, 5.42)\": 0.639, \"(5.42, 5.45)\": 0.666, \"(5.45, 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mo05wRCJCEQAA8JFyh8tUXWpcGx93Yg6hCAAAeJ3LbejL3UfrrbNIuiG9q8/7MYNQBAAAvG5tdoHyiuufe+iKAYmyhQZHHAmOLgAAQItidjLGjD6JPu7EPEIRAADwOrOTMQbDpI1VCEUAAMDrjpmYtDEpOjwoJm2sQigCAABe5XIbmvrOpnrrHhnVOygmbaxCKAIAAF715feH5XC6661rYwv1QzfmEYoAAIBXvfzFD16t8xdCEQAA8Kri8kqv1vkLoQgAAHiV02XuwR0DT4vxbSMNRCgCAABe43C6tT2vxFTt70b18XE3DUMoAgAAXnPjq1+bqjsjvo0ibCE+7qZhCEUAAMArHE63vs4+Zqq2a4e2Pu6m4QhFAADAK/6atdd0bWSQXSWSCEUAAMBL9h4tNV07dvBpPuykcQhFAADAr0Ks0ogeHQLdxikIRQAAwCsOHD1hqu66YZ2D6vEeVQhFAACgyRxOtz7bdcRUbde4Nj7upnEIRQAAoMn+mrVX5qZslGLb2HzaS2MRigAAQJM1ZJB1YnSEDztpPEIRAABoMrdh7jpRRKhFw1JjfdxN4xCKAABAk20+WGiqbmSPjkE5yFoiFAEAgCZyON367kdzzzuLtIf6uJvGIxQBAIAmachM1p3aB+d4IolQBAAAmii7AYOsR3QPvkkbqxCKAABAk+w9fNxUXZhVGt4tzsfdNB6hCAAANJrLbejr7AJTtYNS2gftIGuJUAQAAJrg6z1H5XSbq20fpJM2ViEUAQCARvti9yHTtWd1Dc75iaoQigAAQKO9tynHdO2EEV1914gXEIoAAECjOJxu5RRVmKpNaGeXLTS4Y0dwdwcAAIJWQ+YnSg/iu86qEIoAAECj7Cs4Ybp27JDTfNiJdxCKAABAo3SJjTRVZwuxaESP4J20sQqhCAAANEpCu3BTdU/+alBQz09UhVAEAAAazOU29PB7W+qty+gdr9EDk/3QUdMRigAAQIM9//FuFZ6orLdu4jnd/NCNdxCKAABAg7jchl74dLep2kMl5T7uxnsIRQAAoEFW7zoih8lne8SbHHcUDAIeimbPni2LxVLt1atXL8/68vJyTZkyRXFxcWrbtq3Gjh2r/Pz8avvYv3+/Ro0apcjISMXHx+u+++6T0+msVvPpp59qyJAhstvtOv3007V48WJ/HB4AAC3OPzceNFUXHmrVsNTgfrTHyQIeiiSpb9++ys3N9by+/PJLz7pp06Zp6dKlevfdd/XZZ58pJydHV111lWe9y+XSqFGj5HA4tHr1ar3++utavHixZs6c6anJzs7WqFGjdMEFF2jTpk2aOnWqbr31Vq1YscKvxwkAQEuQfaTUVF3PxHbN4q6zKqGBbkCSQkNDlZiYeMryoqIivfrqq3rrrbd04YUXSpJee+019e7dW19//bWGDx+uDz/8UNu2bdNHH32khIQEDRo0SI8++qgeeOABzZ49WzabTYsWLVJqaqqefPJJSVLv3r315Zdf6qmnnlJmZqZfjxUAgObM5Ta0M6/EVO0VA5rHXWdVguJK0a5du5ScnKxu3brp+uuv1/79+yVJ69evV2VlpTIyMjy1vXr1UufOnZWVlSVJysrKUv/+/ZWQkOCpyczMVHFxsbZu3eqpOXkfVTVV+6hJRUWFiouLq70AAGjtvt5zVOUmxxMF+wNgfy7goSgtLU2LFy/W8uXL9eKLLyo7O1sjR45USUmJ8vLyZLPZFBMTU22bhIQE5eXlSZLy8vKqBaKq9VXr6qopLi5WWVlZjX3NmzdP0dHRnldKSoo3DhcAgGYt64cjpuoGp0QH/QNgfy7gX59ddtllnn8fMGCA0tLS1KVLF73zzjuKiIgIWF8zZszQ9OnTPT8XFxcTjAAArd6yzbmm6s4+vaOPO/G+oItwMTExOuOMM7R7924lJibK4XCosLCwWk1+fr5nDFJiYuIpd6NV/VxfTVRUVK3By263KyoqqtoLAIDWrMzhUvYRcw+BTe8e5+NuvC/oQtHx48e1Z88eJSUlaejQoQoLC9OqVas863fu3Kn9+/crPT1dkpSenq7Nmzfr0KFDnpqVK1cqKipKffr08dScvI+qmqp9AACA+v3hg22m6uyhVg3vRihqsN/+9rf67LPPtHfvXq1evVq//OUvFRISovHjxys6OloTJ07U9OnT9cknn2j9+vW6+eablZ6eruHDh0uSLrnkEvXp00c33HCDvv32W61YsUIPP/ywpkyZIrvdLkmaNGmSfvjhB91///3asWOHFi5cqHfeeUfTpk0L5KEDANCs7D1q7ipRt45tmtWt+FUCPqbo4MGDGj9+vI4ePaqOHTvqnHPO0ddff62OHX/6LvKpp56S1WrV2LFjVVFRoczMTC1cuNCzfUhIiN5//31NnjxZ6enpatOmjSZMmKC5c+d6alJTU7Vs2TJNmzZNzzzzjE477TT96U9/4nZ8AAAaIPvwcVN1Z3Zp7+NOfMNiGIYR6Caag+LiYkVHR6uoqIjxRQCAVuexZVv1yhd7TdVun3upImwhvm3IpIZ8fgf86zMAABDcHE63/mQyEA3tEhM0gaihCEUAAKBOf83aK7NfK92Y3tWXrfgUoQgAANTpnxsOmK6Nbxfuw058i1AEAABq5XC6tS3X3ADryDCrhqXG+rgj3yEUAQCAWv01a6/p2mvOTGmWt+JXIRQBAIBavfvNftO1l/ZL8mEnvkcoAgAANXI43dqRX2qqNsSqZv3VmUQoAgAAtXjoX5tN18a3tTfrr84kQhEAAKiBy21o2eZc0/X9OkX7sBv/IBQBAIBTrM0uUFmly3T9U+MG+7Ab/yAUAQCAU/zpiz2ma1NiwtU2POCPU20yQhEAAKjG4XTr4x2HTdfPv2aQ75rxI0IRAACopiGP9UiMsjf7u86qEIoAAEA1+wpOmK6d/Yu+zf6usyqEIgAAUE2X2EhTdVcP6dTsJ2w8GaEIAABUEx9V/0NdrRbpD1cN8EM3/kMoAgAAHsu35Oquv22st+62kamyhbasGNGyjgYAADSay23oQROzWN82sqtmXN7HDx35F6EIAABIkr7+4agKT1TWW3d+zwQ/dON/hCIAACBJeniJuWedZe056uNOAoNQBAAA9P6mH5V9xOyt+GZnMWpeCEUAALRyLrehae98a7o+vVsHH3YTOIQiAABaual/36BKt7mrP7ZQq4Z3j/NxR4FBKAIAoBVzON1a+l2e6fpfDEhuMTNY/xyhCACAVuzVL/eYrrVI+sNV/X3XTIARigAAaMWe/3i36dpbW+CEjSdruUcGAADqtPTbHJU63KZqI8Ks+t2oljdh48kIRQAAtEIut6GH/m1uXiJJumpwJx92ExwIRQAAtEJrswtUUu40Xf/wFX192E1wIBQBANAK/ekL8wOsz4hvqwhbiA+7CQ6EIgAAWpl5H2zTqh2HTde/f/dIH3YTPAhFAAC0Ig6nWy9/nm26/raRXVv0HWcnax1HCQAAJEkz/vWd6SeXXdwnXr8b1fLHElUhFAEA0Er8fuk2/XPDj6Zqz+3RQa/ceJaPOwouoYFuAAAA+N7ExWu0ascR0/XnndHRh90EJ64UAQDQwt36+roGBSKrRbohvavvGgpShCIAAFqwpd/m6KPthxq0zW0t/HEetWl9RwwAQCvhchu6/x/fNmib0QMSNePylv04j9oQigAAaKGeWrlTZZXmnm0mSW3tIXr62iE+7Ci4MdAaAIAW6La/rNPKbQ372uzWc7opxGrxUUfBjytFAAC0MI8t29bgQBRps+qui3r4qKPmgVAEAEALUuZw6ZUvzM9YXeWPvxrUqq8SSYQiAABajA++y1XvmcsbvN3C6wbr0n5JPuioeWFMEQAALcBjy7Y16grR1It66PIByT7oqPkhFAEA0Mw9tmyrXvlib4O3s4UwjuhkfH0GAEAz9v6mHxsViCRpwdUDWv04opMRigAAaKb+veFH3fn3TY3adkCnKF05uJN3G2rm+PoMAIBmaPSzn2tzTkmjtu2b3Fbv3TXSyx01f4QiAACamZGPf6QDhRWN2rZ3fISW3X2elztqGfj6DACAZuSKZz5rdCDq0CZM/51+oZc7ajm4UgQAQDPgcLo18vGPlH+8slHb90uO0vt385VZXQhFAAAEMYfTrRtf/VpfZx9r9D5uSu+s2Vf292JXLROhCACAIORyG7rnbxv1/ubcJu1n4jld9MgV/bzUVctGKAIAIMj8Z+OPmvbOJrmNpu3n5rO76pEr+nqnqVaAUAQAQJBwON0aOX+V8osdTd7XRT07atZoAlFDEIoAAAigw8UVuvL5L5RT3Lg7ymoyoFOUXr15mNf211oQigAACICiE5UaNPdDNfEbslNMPIevzBqLUAQAgJ84nG4t/ipbT3z4vRwut1f3ndA2TF88mCFbKFMQNhahCAAAHzpe7tTUv2/QV3uOqqzSu0GoSv9OUVrKYzuajFAEAIAXOZxuvfTJbr3yVbZKyp1e/3rs5/i6zHsIRQAANEGZw6XZ/9msD7fl61iZ0y/vaZH0y0Gd9PjVA/i6zIsIRQAA1MPhdOvPX/6gf204qOJyp2IjwxQVEaZtuSUqLvdPEKpy94XddU9GT4VYLX5939aAUAQAaPWqBkCv2JqnkvJKxUSEKr+4QsdOOFTmdKvSVb0+z4u3z5sV386mrBkZhCEfIhQBAFoch9Ot11fv1drsoyqtqJTL6daeoyd0wvHTGB+b1SKn261Qa4hOVLrko/HPXjNxRBc98gse1eFrhCIAgM+53IY+3pKnh5du1tHjlZJFOi3Kpi7xUSo64dCBghMqKXfKZUhWixQealFbe5jCbVYdKqmQw2koxGJReJhVTkOyWaWYSJvCQizKLa5QpcuttrYQtW9j0w+HT8hZz+jmMs/wZ1eddYF21eAkPT52EOOG/IRQBARQmcOlP3ywTXsOHdeh4nIVlTlUVO6SRYZCrBZFhlnUxh6mmDZ2FZ6oVJnDKZfbkD00RBaLFGkLVUxkmL7PL1ZphVsWixQRZlWl0y2XIYVYLbJaLXK5pTCrIXuoRT+NA7Uork2YkmLC1dYWKrchHTxWpuKyShkyJItFbrchl9utCqdbFotF4WEhiokIkz3MKluIRUdLKlRc4ZLD5ZY9xKqwUIsiwkJV4XSrvNKpMKtFhsWqsBCrkqJs6hHfTlvzjutISbnKKpxyuA2Fh1oVGWbR4VKnXG7JFmrR6R3bqLisUkdLKyVJ7duEqp3dpqMnKlRS7pQMqU14qM7s3F4VTrf2Hi1VWKhVg1Ki1c4epo+2H9Lh4xWySuqTFKUuHdpoz6Hjyi06oUqX1MYeqrAQi2whVlksFnWJi9SeQyXae/SEKk76fAyzSsb/fUBH2kOVEhuh0nKnCsucslqk5GibQkJCFGkLVYQtVPHtwvSfjbk68X+XHOwhUlioVSEWiwxJYRZDhiVEoaFWhVik+LY2Ha9w6cjxCh2vcMmQ1M4eop6JUYq0WXX4eKVcLqcKSitV6Za6xEXqnDPitGJzvorLnIpta1O3Dm1ksUiHi8t04FiFyipdCg+1ql24VccdhsJCLOocG6lDReX64UipKt1SiEVqZw9VYrRdDpehorJKtbWHKr1bnFLiIrXxQKGOlztVeKJCx05UKtRq1YCUaPXq2E7/3PSjjpY6FGKROrQNU7twm0rKnSosq5Q9xKKeCVGyWCz64WipIsMssoeGyDAM7T16QoXlPwsfhrS30KG9hUdO+b1wGVKlw1CJo/qjLiplqNz1v/0UlJVV/32qdOpwqX/H9/jKlPO7afolvfiqzM8shmH4+m7BoPLCCy9owYIFysvL08CBA/Xcc89p2LD6p0IvLi5WdHS0ioqKFBUV5YdOESwcTrde/WyP3ly3X4dLymWRFNvGrujIMIWHWlXmcOpgYbnKKt2yWqSEKLtOax+pcqdLx45XqLDMqUqXW06XobAQq+KjwuR0W3TwWLnPb9UF0HykxNg1e3Q/nd87gTDkRQ35/G5VV4refvttTZ8+XYsWLVJaWpqefvppZWZmaufOnYqPjw90e/CjModLc5du1Sc7D0mSRvaIU/cO7XSg8IQOFVcoPipcie3C9fIXu1RScWp0ySmuqPE5RS5DOlhYoYOFNQ/CdLjdyj7q/wGaAIJPQpRdt5zdVTef3Y2vx4JEq7pSlJaWprPOOkvPP/+8JMntdislJUV33XWXHnzwwTq35UpR8+NyG1qbXaDsIyV67qPvdaTUKbfbkCw/hRcA8DerpF8MSND8Xw0hCPkJV4pq4HA4tH79es2YMcOzzGq1KiMjQ1lZWafUV1RUqKLif/9HX1xc7Jc+0TgOp1uvfLFHb6zeqyOllbJaJKfbqDn8EIgA+JE9xKKZo3urW8coDUuN5auxINZqQtGRI0fkcrmUkJBQbXlCQoJ27NhxSv28efM0Z84cf7WHBnC5DX2+85Dmr9ih3YeOB/2ttABaH3uIdOXATpozpr8ibCGBbgcmtZpQ1FAzZszQ9OnTPT8XFxcrJSUlgB21Xi63oS93HdZLn+3R1pxiFfl59lgA+LnYiDCdkdhWlS5Dp7WP0NVDUjSiRweuAjVzrSYUdejQQSEhIcrPz6+2PD8/X4mJiafU2+122e12f7WHGrjchp7/eLeeXfU9Y4AA+F07m1UWiyRZ1C48TAnRdmX2TdLNZ6cyHqiFajWhyGazaejQoVq1apXGjBkj6aeB1qtWrdKdd94Z2OYg6X8z0K7edVhZPxxVOUkIgJdEhFrUxh5a44zWbovkdrkli0XJ0eEaOzRFt5zDHWGtUasJRZI0ffp0TZgwQWeeeaaGDRump59+WqWlpbr55psD3Vqr5nIbuvtvG7Rsc16gWwHgR3ERVvVLifX6jNY/HitTufOnyUqHp8bp2euGqm14q/q4QyO1qr8l48aN0+HDhzVz5kzl5eVp0KBBWr58+SmDr+EfZQ6Xbv/LOn2x+2igWwkaFklhIRZmtGZG6xY1o3V+cYWOHHfIZUhRESF6fMxAXdw/kfE3CDqtap6ipmCeIu+oeqzF+9/m6FhZ8x0wHRMRoqToiCbNaF1wvEIuQ4qNtKlPp2g9PW4w/zcLAF7GPEUISre+vlYfbT8c6DZqdXrHSKV1i6s2o/W/N+xXTolDIRaLzj0jTted1ZU7TACghSIUwedcbkMXPfGx9haUB7SPEIuk/7t8bw+zyumS2tpDNeL0Dnrkir41ziVyV0YP/zcKAAgIQhF86oPvcnTX3zb6/ZZ6e4hFvZLa6bphndU5ri2zyAIA6kUogk+43IbuemuDPtjinzvKQiSdEd9G91/aW+f2iicAAQAajFAEr3K5DT27apeeXbXLZ48Ys0jq0iFC48/qwiRqAACvIRTBa97flKOp72yU0wfPIou0WfXYLwcoMSqcr8IAAD5BKIJX+OrOsqQou5bdfa5i29q8vm8AAE5GKEKTTXj1a322y3sTMA5KidJ9mb01vFscV4QAAH5DKEKTnPn7lTpy3OGVfQ3rGqM3bk1njBAAICAIRWi0c//fqiYHIouksUM66Q9XDSAMAQACilCERnlzzV7tP9a0yRhTO0Tqo+nn8xUZACAoEIrQIC63ofR5K3WopLJJ+3n2VwP1iyGneakrAACajlAE05ZvydWUNzc0aXbqIZ1j9O6kEVwdAgAEHUIRTFm+JVeT3tjQ6O1DLdJT1w7W6IHJXuwKAADvIRShXi63oelvb2r09qlxkfroXsYOAQCCG6EI9brmxa90orJx01QP6BSl9+4a6eWOAADwPkIR6nTz4rXacKCoUds++6tB+sWQTl7uCAAA3yAUoVa3vLZGn+w80uDtJp7TVQ9d3oevywAAzQqhCDWauHitPm5EIOocG65Hrujrg44AAPAtphDGKR5btk2rdjT84a6dY8P1+f0X+aAjAAB8jytFqMbhdOtPX2Q3eLsFVw/QNWem+KAjAAD8gytFqOahf21WQ+dmnHhOFwIRAKDZIxTBw+U29K+NBxu0zUW9OuqRK/r5qCMAAPyHUASP9Hkfyd2Ay0SDU6L16k3DfNcQAAB+RCiCJOmKZz/XoRKH6fowq/SPyWf7sCMAAPyLUATNWbpFW3JKGrTNc9cNYR4iAECLQihq5T74LkevfbWvQdssvG6wLu2X5KOOAAAIDEJRK+ZyG/rdks0N2mbskE66fABPugcAtDyEolZsbXaBjp1wNmibeVcN8FE3AAAEFqGoFbv/H5saVH/LiK6yhfJXBgDQMvEJ10r9fuk2HThWbro+oZ1NM3/BM80AAC0XoagVcjjd+tNX5h/lYZW0ekaG7xoCACAIEIpaoRv/vKZB9fdk9OD2ewBAi0coamU++C5HX/9QYLo+IixEd17Yw4cdAQAQHAhFrUhjbsGff/UArhIBAFoFQlEr0tBb8C/q1VGjBzInEQCgdSAUtSJ5RWWmazu2s/GwVwBAq0IoakW+2n3UdO3T4wb7sBMAAIIPoaiVWL4lV//YcNBUbRtbiIZ3i/NxRwAABBdCUSvgcht68F/mB1jffm43BlcDAFodQlEr8PUPR1V4otJUbfvIMG7BBwC0SoSiVuCNr/eZrp13VX+uEgEAWiVCUQu3fEuu/rslz1TtZf0SdGm/JB93BABAcCIUtWAut6Hpb28yXf/rtK4+6wUAgGBHKGrBVu8+ohOVblO1bewhGt6dO84AAK0XoagFm7N0q+naa89MYSwRAKBVIxS1UA6nW7sPl5quz+iT6MNuAAAIfoSiFmrxV9mma6PCQzUsNdaH3QAAEPwIRS3Uh9vM3XEmSY/9ktvwAQAgFLVQx0odpuqiw0M1emCyj7sBACD4EYpaoOVbcrXnyAlTtb+54HQfdwMAQPNAKGphXG5Dc5ZuM11/89mpPuwGAIDmg1DUwqzNLlBuUbmp2jvOTZUtlL8CAABIhKIW51CJuUB0Ua+OmnF5Hx93AwBA80EoamHi24Wbqrt1ZHcfdwIAQPNCKGphhqXGKjGq9mBkkZQUHc68RAAA/AyhqIWZv3y78otr/gqtaiaiWaP7MC8RAAA/ExroBuA98z7Yppc+r30m60h7iJ68ZqAu7Zfkx64AAGgeuFLUQjicbr3yRd2P9jhR4dKFvRL81BEAAM0LoaiF+GvWXrmNumuM/6sDAACnIhS1EAs/3W2qbl+BuZmuAQBobQhFLcCtr6/T0dJKU7VdYiN93A0AAM0ToaiZK3O49NH2Q6ZqLRbphvSuvm0IAIBmilDUzD22bKvp2gt7duSxHgAA1IJPyGbu8++PmK5lFmsAAGpHKGrGXG5DPxaVmaoNtYpZrAEAqENAQ1HXrl1lsViqvR5//PFqNd99951Gjhyp8PBwpaSkaP78+afs591331WvXr0UHh6u/v3764MPPqi23jAMzZw5U0lJSYqIiFBGRoZ27drl02Pzh7XZBXK5zdVe2DOeWawBAKhDwK8UzZ07V7m5uZ7XXXfd5VlXXFysSy65RF26dNH69eu1YMECzZ49Wy+//LKnZvXq1Ro/frwmTpyojRs3asyYMRozZoy2bNniqZk/f76effZZLVq0SGvWrFGbNm2UmZmp8nJzT5QPVjmF5q4SSdKEEak+7AQAgOYv4KGoXbt2SkxM9LzatGnjWffmm2/K4XDoz3/+s/r27atrr71Wd999t/74xz96ap555hldeumluu+++9S7d289+uijGjJkiJ5//nlJP10levrpp/Xwww/ryiuv1IABA/SXv/xFOTk5WrJkib8P16s27i8wVRdmlYZ3j/NxNwAANG8BD0WPP/644uLiNHjwYC1YsEBOp9OzLisrS+eee65sNptnWWZmpnbu3Kljx455ajIyMqrtMzMzU1lZWZKk7Oxs5eXlVauJjo5WWlqap6YmFRUVKi4urvYKNl/sMjfIundyFF+dAQBQj4A+EPbuu+/WkCFDFBsbq9WrV2vGjBnKzc31XAnKy8tTamr1r30SEhI869q3b6+8vDzPspNr8vLyPHUnb1dTTU3mzZunOXPmNO0AfcjhdGtfgbmvz7p1aOvjbgAAaP68fqXowQcfPGXw9M9fO3bskCRNnz5d559/vgYMGKBJkybpySef1HPPPaeKigpvt9VgM2bMUFFRked14MCBQLdUzYx/fme6duyQ03zYCQAALYPXrxTde++9uummm+qs6datW43L09LS5HQ6tXfvXvXs2VOJiYnKz8+vVlP1c2JiouefNdWcvL5qWVJSUrWaQYMG1dqj3W6X3W6v8zgCxeU2tPS7HFO1Vos04vQOPu4IAIDmz+uhqGPHjurYsWOjtt20aZOsVqvi4+MlSenp6frd736nyspKhYWFSZJWrlypnj17qn379p6aVatWaerUqZ79rFy5Uunp6ZKk1NRUJSYmatWqVZ4QVFxcrDVr1mjy5MmNPMrAWptdIIfLMFV7RkI7xhMBAGBCwAZaZ2Vl6emnn9a3336rH374QW+++aamTZumX//6157Ac91118lms2nixInaunWr3n77bT3zzDOaPn26Zz/33HOPli9frieffFI7duzQ7Nmz9c033+jOO++UJFksFk2dOlW///3v9d5772nz5s268cYblZycrDFjxgTi0Jssz+SEjZJ0Qc94H3YCAEDLEbCB1na7XX//+981e/ZsVVRUKDU1VdOmTasWeKKjo/Xhhx9qypQpGjp0qDp06KCZM2fq9ttv99SMGDFCb731lh5++GE99NBD6tGjh5YsWaJ+/fp5au6//36Vlpbq9ttvV2Fhoc455xwtX75c4eHhfj1mbykodZiuPYevzgAAMMViGIa572FaueLiYkVHR6uoqEhRUVEB7eXfG3/UtLc31VsXaQvR5tmZfH0GAGi1GvL5HfB5itBwiVHmrnDdcW53AhEAACYRipqhY6UO1Zd1YiLDdOeFp/unIQAAWoCATt6Ihlu+JVdT3tqg+r7zfPyq/lwlAgCgAbhS1Iy43IbmLN1WZyCyWqSF1w3Wpf2S6qgCAAA/RyhqRtZmFyi3qLzOGrchtW8TnJNOAgAQzAhFzcihkroDUUPrAADA/xCKmpH4dubuOjNbBwAA/odQ1IwMS41VUnS4ahs+bZGUFB2uYamx/mwLAIAWgVDUjIRYLZo1uo8knRKMqn6eNboPd50BANAIhKJm5sJeCRo7pJMibCHVlidGh+vFXw/hrjMAABqJeYqakXkfbNMrX2TLfdI9+RZJVwxI1NPXDuEKEQAATcCVomZi3gfb9NLn1QORJBmSln6Xp/nLtwekLwAAWgpCUTPgcLr1yhfZdda88kW2HE63nzoCAKDlIRQ1A3/N2nvKFaKfcxs/1QEAgMYhFDUDn39/yFRd9tFSH3cCAEDLRSgKci63obV7j5mqZZg1AACNRygKcmuzC1RWaW6s0OCU9j7uBgCAlotQFOQa8hyzpJgIH3YCAEDLRigKcmafYxbXxsbjPQAAaAJCUZAb2qW9zMzJOPsXfZm8EQCAJiAUBbn1+47Vezu+JHVoa/d9MwAAtGCEoiBndkxRQ8YeAQCAUxGKgpzZMUVm6wAAQM0IRUFuWGqs4tvaal1vkZQUHc4gawAAmohQFOQmvfGNDh131Liualj1rNF9GGQNAEATEYqC2G1/WaeV22p/xIct1KoXfz1El/ZL8mNXAAC0TISiIFXmcNUZiCSpwunWeWfE+6kjAABaNkJRkPrDB9u8WgcAAOpGKApSe4+e8GodAACoG6EoSKW0N/ccM7N1AACgboSiINW5faRX6wAAQN0IRUHqjbX7TdXlFDOTNQAA3kAoCkJlDpcOHiszVdsllitFAAB4A6EoCD22zPwdZTekd/VdIwAAtCKEoiC06UChqbq4tjbZQjmFAAB4A5+ozVhSFA+BBQDAWwhFQSgp2lzYGXF6nI87AQCg9SAUBRmX29AXu4+YquURHwAAeA+hKMis3n1E5ZXueuva2EM0vBtXigAA8BZCUZD514aDpur6JkUpxGrxcTcAALQehKIgU+pwmaqLibT5uBMAAFoXQlGQOatre6/WAQAAcwhFQWbCiNR6aywm6wAAgHmEoiDz5Ic76q25/dxUJm0EAMDL+GQNIg6nWy9/kV1v3b2X9PJDNwAAtC6EoiDy+uq9MgxzdQAAwLsIRUFk3d4Cr9YBAADzCEVBpPCEw1RdpC3Ex50AAND6EIqChMttaPehUlO1Ywef5uNuAABofQhFQWJtdoEKTFwpsodaNaJHBz90BABA60IoChKHSspN1f06rTOP9wAAwAcIRUEivl24qbqMPok+7gQAgNaJUBQkjpVW1FuTFB2uYamxfugGAIDWh1AUBFxuQ48u215v3SOj+vDVGQAAPkIoCgJrswuUW1T/mKL2bWx+6AYAgNaJUBQE8orNDbI2WwcAABqOUBQEjpi888xsHQAAaDhCURBYv++YqbrCE5U+7gQAgNaLUBRgLrehL3cfMVVrsTDIGgAAXyEUBdja7AIdr3CZqk3vHufjbgAAaL0IRQFmdibrNrYQDe9GKAIAwFcIRQFmdibr28/txhxFAAD4EKEowIZ2aS8zUWfy+af7vBcAAFozQlGArcsukGGyDgAA+A6hKMCyfjB355nZOgAA0DiEooAzO06I8UQAAPiSz0LRY489phEjRigyMlIxMTE11uzfv1+jRo1SZGSk4uPjdd9998npdFar+fTTTzVkyBDZ7XadfvrpWrx48Sn7eeGFF9S1a1eFh4crLS1Na9eurba+vLxcU6ZMUVxcnNq2bauxY8cqPz/fW4faJGZvs+d2fAAAfMtnocjhcOiaa67R5MmTa1zvcrk0atQoORwOrV69Wq+//roWL16smTNnemqys7M1atQoXXDBBdq0aZOmTp2qW2+9VStWrPDUvP3225o+fbpmzZqlDRs2aODAgcrMzNShQ4c8NdOmTdPSpUv17rvv6rPPPlNOTo6uuuoqXx16gwzvFqdIW0idNe0jw7gdHwAAH7MYhmFmnG+jLV68WFOnTlVhYWG15f/97391xRVXKCcnRwkJCZKkRYsW6YEHHtDhw4dls9n0wAMPaNmyZdqyZYtnu2uvvVaFhYVavny5JCktLU1nnXWWnn/+eUmS2+1WSkqK7rrrLj344IMqKipSx44d9dZbb+nqq6+WJO3YsUO9e/dWVlaWhg8fbuo4iouLFR0draKiIkVFRTX1j8Vj+ZZcTXpjQ501i349RJf2S/LaewIA0Fo05PM7YGOKsrKy1L9/f08gkqTMzEwVFxdr69atnpqMjIxq22VmZiorK0vST1ej1q9fX63GarUqIyPDU7N+/XpVVlZWq+nVq5c6d+7sqalJRUWFiouLq728zeU2NGfptjpr2keG6eI+iV5/bwAAUF3AQlFeXl61QCTJ83NeXl6dNcXFxSorK9ORI0fkcrlqrDl5Hzab7ZRxTSfX1GTevHmKjo72vFJSUhp1nHVZm12g3KK6Z7Q+dqJSa7kdHwAAn2tQKHrwwQdlsVjqfO3YscNXvfrVjBkzVFRU5HkdOHDA6+9h9hEfZusAAEDjhTak+N5779VNN91UZ023bt1M7SsxMfGUu8Sq7ghLTEz0/PPnd4nl5+crKipKERERCgkJUUhISI01J+/D4XCosLCw2tWik2tqYrfbZbfbTR1LY+09UmqqzuyjQAAAQOM16EpRx44d1atXrzpfNpvN1L7S09O1efPmaneJrVy5UlFRUerTp4+nZtWqVdW2W7lypdLT0yVJNptNQ4cOrVbjdru1atUqT83QoUMVFhZWrWbnzp3av3+/pyYQXG5Df1u7v966pOhwDUuN9UNHAAC0bg26UtQQ+/fvV0FBgfbv3y+Xy6VNmzZJkk4//XS1bdtWl1xyifr06aMbbrhB8+fPV15enh5++GFNmTLFc4Vm0qRJev7553X//ffrlltu0ccff6x33nlHy5Yt87zP9OnTNWHCBJ155pkaNmyYnn76aZWWlurmm2+WJEVHR2vixImaPn26YmNjFRUVpbvuukvp6emm7zzzhbXZBcorrqi37tqzOvMgWAAA/MBnoWjmzJl6/fXXPT8PHjxYkvTJJ5/o/PPPV0hIiN5//31NnjxZ6enpatOmjSZMmKC5c+d6tklNTdWyZcs0bdo0PfPMMzrttNP0pz/9SZmZmZ6acePG6fDhw5o5c6by8vI0aNAgLV++vNrg66eeekpWq1Vjx45VRUWFMjMztXDhQl8duilmxwl17RDp404AAIDkh3mKWgpvz1P01a4juv7VNfXWvTkxTWf36NDk9wMAoDVqFvMUtXo88gwAgKBCKAqQj7ebe/bakeP1jzsCAABNRygKAJfb0L83/WiqltvxAQDwD0JRAKzNLlBBaWW9dXFtbNyODwCAnxCKAiCv2NydZ78YlMzt+AAA+AmhKAAKTI4TOi0mwsedAACAKoSiAIgKNzc9lNk6AADQdISiAPjuxyKv1gEAgKYjFAUEkxQBABBsCEUB0DXO3KM7zNYBAICmIxQFwA3pXVXfTWVWy091AADAPwhFAWALteq2kal11tw2MlW2UE4PAAD+wu1NATLj8j6SpFe+yJb7pEfyWi0/BaKq9QAAwD8shmEY9ZehIU/ZbQiH062/Zu3VvoIT6hIbqRvSu3KFCAAAL2nI5zdXigLMFmrVxJHdAt0GAACtHpckAAAARCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQxIzWplU9DaW4uDjAnQAAALOqPrfNPNWMUGRSSUmJJCklJSXAnQAAgIYqKSlRdHR0nTU8ENYkt9utnJwctWvXThaLxav7Li4uVkpKig4cOODVh80Gi5Z+fFLLP0aOr/lr6cfY0o9PavnH6KvjMwxDJSUlSk5OltVa96ghrhSZZLVaddppp/n0PaKiolrkX/QqLf34pJZ/jBxf89fSj7GlH5/U8o/RF8dX3xWiKgy0BgAAEKEIAABAEqEoKNjtds2aNUt2uz3QrfhESz8+qeUfI8fX/LX0Y2zpxye1/GMMhuNjoDUAAIC4UgQAACCJUAQAACCJUAQAACCJUAQAACCJUAQAACCJUOQXjz32mEaMGKHIyEjFxMTUWLN//36NGjVKkZGRio+P13333Sen01nnfgsKCnT99dcrKipKMTExmjhxoo4fP+6DI2iYTz/9VBaLpcbXunXrat3u/PPPP6V+0qRJfuzcvK5du57S6+OPP17nNuXl5ZoyZYri4uLUtm1bjR07Vvn5+X7quGH27t2riRMnKjU1VREREerevbtmzZolh8NR53bBfA5feOEFde3aVeHh4UpLS9PatWvrrH/33XfVq1cvhYeHq3///vrggw/81GnDzZs3T2eddZbatWun+Ph4jRkzRjt37qxzm8WLF59yrsLDw/3UccPMnj37lF579epV5zbN6fxJNf83xWKxaMqUKTXWB/v5+/zzzzV69GglJyfLYrFoyZIl1dYbhqGZM2cqKSlJERERysjI0K5du+rdb0N/jxuKUOQHDodD11xzjSZPnlzjepfLpVGjRsnhcGj16tV6/fXXtXjxYs2cObPO/V5//fXaunWrVq5cqffff1+ff/65br/9dl8cQoOMGDFCubm51V633nqrUlNTdeaZZ9a57W233VZtu/nz5/up64abO3dutV7vuuuuOuunTZumpUuX6t1339Vnn32mnJwcXXXVVX7qtmF27Nght9utl156SVu3btVTTz2lRYsW6aGHHqp322A8h2+//bamT5+uWbNmacOGDRo4cKAyMzN16NChGutXr16t8ePHa+LEidq4caPGjBmjMWPGaMuWLX7u3JzPPvtMU6ZM0ddff62VK1eqsrJSl1xyiUpLS+vcLioqqtq52rdvn586bri+fftW6/XLL7+stba5nT9JWrduXbXjW7lypSTpmmuuqXWbYD5/paWlGjhwoF544YUa18+fP1/PPvusFi1apDVr1qhNmzbKzMxUeXl5rfts6O9xoxjwm9dee82Ijo4+ZfkHH3xgWK1WIy8vz7PsxRdfNKKiooyKiooa97Vt2zZDkrFu3TrPsv/+97+GxWIxfvzxR6/33hQOh8Po2LGjMXfu3DrrzjvvPOOee+7xT1NN1KVLF+Opp54yXV9YWGiEhYUZ7777rmfZ9u3bDUlGVlaWDzr0vvnz5xupqal11gTrORw2bJgxZcoUz88ul8tITk425s2bV2P9r371K2PUqFHVlqWlpRl33HGHT/v0lkOHDhmSjM8++6zWmtr+exSMZs2aZQwcONB0fXM/f4ZhGPfcc4/RvXt3w+1217i+OZ0/Sca///1vz89ut9tITEw0FixY4FlWWFho2O12429/+1ut+2no73FjcKUoCGRlZal///5KSEjwLMvMzFRxcbG2bt1a6zYxMTHVrrxkZGTIarVqzZo1Pu+5Id577z0dPXpUN998c721b775pjp06KB+/fppxowZOnHihB86bJzHH39ccXFxGjx4sBYsWFDn153r169XZWWlMjIyPMt69eqlzp07Kysryx/tNllRUZFiY2PrrQu2c+hwOLR+/fpqf/ZWq1UZGRm1/tlnZWVVq5d++p1sTudKUr3n6/jx4+rSpYtSUlJ05ZVX1vrfm2Cwa9cuJScnq1u3brr++uu1f//+Wmub+/lzOBx64403dMstt8hisdRa15zO38mys7OVl5dX7RxFR0crLS2t1nPUmN/jxgj12p7QaHl5edUCkSTPz3l5ebVuEx8fX21ZaGioYmNja90mUF599VVlZmbqtNNOq7PuuuuuU5cuXZScnKzvvvtODzzwgHbu3Kl//etffurUvLvvvltDhgxRbGysVq9erRkzZig3N1d//OMfa6zPy8uTzWY7ZUxZQkJC0J2vmuzevVvPPfecnnjiiTrrgvEcHjlyRC6Xq8bfsR07dtS4TW2/k83hXLndbk2dOlVnn322+vXrV2tdz5499ec//1kDBgxQUVGRnnjiCY0YMUJbt26t93fV39LS0rR48WL17NlTubm5mjNnjkaOHKktW7aoXbt2p9Q35/MnSUuWLFFhYaFuuummWmua0/n7uarz0JBz1Jjf48YgFDXSgw8+qP/3//5fnTXbt2+vdzBgc9KYYz548KBWrFihd955p979nzweqn///kpKStJFF12kPXv2qHv37o1v3KSGHN/06dM9ywYMGCCbzaY77rhD8+bNC+rnEjXmHP7444+69NJLdc011+i2226rc9tAn0NIU6ZM0ZYtW+occyNJ6enpSk9P9/w8YsQI9e7dWy+99JIeffRRX7fZIJdddpnn3wcMGKC0tDR16dJF77zzjiZOnBjAznzj1Vdf1WWXXabk5ORaa5rT+WtOCEWNdO+999aZ4iWpW7dupvaVmJh4ygj6qruSEhMTa93m54PLnE6nCgoKat2mqRpzzK+99pri4uL0i1/8osHvl5aWJumnqxT++EBtyjlNS0uT0+nU3r171bNnz1PWJyYmyuFwqLCwsNrVovz8fJ+dr5o09BhzcnJ0wQUXaMSIEXr55Zcb/H7+Poc16dChg0JCQk6506+uP/vExMQG1QeLO++803PTRUOvFoSFhWnw4MHavXu3j7rznpiYGJ1xxhm19tpcz58k7du3Tx999FGDr642p/NXdR7y8/OVlJTkWZ6fn69BgwbVuE1jfo8bxWujk1Cv+gZa5+fne5a99NJLRlRUlFFeXl7jvqoGWn/zzTeeZStWrAiqgdZut9tITU017r333kZt/+WXXxqSjG+//dbLnXnfG2+8YVitVqOgoKDG9VUDrf/xj394lu3YsSOoB1ofPHjQ6NGjh3HttdcaTqezUfsIlnM4bNgw48477/T87HK5jE6dOtU50PqKK66otiw9PT1oB+q63W5jypQpRnJysvH99983ah9Op9Po2bOnMW3aNC93530lJSVG+/btjWeeeabG9c3t/J1s1qxZRmJiolFZWdmg7YL5/KmWgdZPPPGEZ1lRUZGpgdYN+T1uVK9e2xNqtW/fPmPjxo3GnDlzjLZt2xobN240Nm7caJSUlBiG8dNf5n79+hmXXHKJsWnTJmP58uVGx44djRkzZnj2sWbNGqNnz57GwYMHPcsuvfRSY/DgwcaaNWuML7/80ujRo4cxfvx4vx9fbT766CNDkrF9+/ZT1h08eNDo2bOnsWbNGsMwDGP37t3G3LlzjW+++cbIzs42/vOf/xjdunUzzj33XH+3Xa/Vq1cbTz31lLFp0yZjz549xhtvvGF07NjRuPHGGz01Pz8+wzCMSZMmGZ07dzY+/vhj45tvvjHS09ON9PT0QBxCvQ4ePGicfvrpxkUXXWQcPHjQyM3N9bxOrmku5/Dvf/+7YbfbjcWLFxvbtm0zbr/9diMmJsZzx+cNN9xgPPjgg576r776yggNDTWeeOIJY/v27casWbOMsLAwY/PmzYE6hDpNnjzZiI6ONj799NNq5+rEiROemp8f45w5c4wVK1YYe/bsMdavX29ce+21Rnh4uLF169ZAHEKd7r33XuPTTz81srOzja+++srIyMgwOnToYBw6dMgwjOZ//qq4XC6jc+fOxgMPPHDKuuZ2/kpKSjyfdZKMP/7xj8bGjRuNffv2GYZhGI8//rgRExNj/Oc//zG+++4748orrzRSU1ONsrIyzz4uvPBC47nnnvP8XN/vsTcQivxgwoQJhqRTXp988omnZu/evcZll11mREREGB06dDDuvffeav+n8MknnxiSjOzsbM+yo0ePGuPHjzfatm1rREVFGTfffLMnaAWD8ePHGyNGjKhxXXZ2drU/g/379xvnnnuuERsba9jtduP000837rvvPqOoqMiPHZuzfv16Iy0tzYiOjjbCw8ON3r17G3/4wx+qXdX7+fEZhmGUlZUZv/nNb4z27dsbkZGRxi9/+ctqISOYvPbaazX+nT354nJzO4fPPfec0blzZ8NmsxnDhg0zvv76a8+68847z5gwYUK1+nfeecc444wzDJvNZvTt29dYtmyZnzs2r7Zz9dprr3lqfn6MU6dO9fx5JCQkGJdffrmxYcMG/zdvwrhx44ykpCTDZrMZnTp1MsaNG2fs3r3bs765n78qK1asMCQZO3fuPGVdczt/VZ9ZP39VHYPb7TYeeeQRIyEhwbDb7cZFF110ynF36dLFmDVrVrVldf0ee4PFMAzDe1/GAQAANE/MUwQAACBCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCRCEQAAgCTp/wO5XE/9WqM9OgAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-10.0, -9.99)\": -10975.8, \"(-9.99, -9.98)\": -10882.9, \"(-9.98, -9.96)\": -10734.5, \"(-9.96, -9.94)\": -10505.0, \"(-9.94, -9.92)\": -10332.6, \"(-9.92, -9.89)\": -10074.8, \"(-9.89, -9.87)\": -9728.5, \"(-9.87, -9.85)\": -9603.4, \"(-9.85, -9.83)\": -9359.6, \"(-9.83, -9.82)\": -9242.4, \"(-9.82, -9.81)\": -9164.5, \"(-9.81, -9.78)\": -9026.7, \"(-9.78, -9.75)\": -8738.3, \"(-9.75, -9.74)\": -8525.6, \"(-9.74, -9.73)\": -8460.7, \"(-9.73, -9.71)\": -8398.8, \"(-9.71, -9.69)\": -8099.4, \"(-9.69, -9.68)\": -8049.7, \"(-9.68, -9.67)\": -7960.6, \"(-9.67, -9.65)\": -7818.0, \"(-9.65, -9.64)\": -7754.5, \"(-9.64, -9.64)\": -7667.2, \"(-9.64, -9.62)\": -7639.3, \"(-9.62, -9.61)\": -7481.1, \"(-9.61, -9.6)\": -7437.0, \"(-9.6, -9.59)\": -7302.0, \"(-9.59, -9.58)\": -7280.4, \"(-9.58, -9.55)\": -7233.8, \"(-9.55, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.96, -9.95)\": 10370.7, \"(-9.95, -9.91)\": 10346.2, \"(-9.91, -9.87)\": 9857.3, \"(-9.87, -9.87)\": 9693.9, \"(-9.87, -9.86)\": 9627.2, \"(-9.86, -9.85)\": 9571.6, \"(-9.85, -9.84)\": 9393.4, \"(-9.84, -9.82)\": 9340.9, \"(-9.82, -9.81)\": 9098.0, \"(-9.81, -9.79)\": 9035.2, \"(-9.79, -9.76)\": 8844.8, \"(-9.76, -9.71)\": 8475.6, \"(-9.71, -9.68)\": 8051.3, \"(-9.68, -9.67)\": 7962.3, \"(-9.67, -9.66)\": 7898.4, \"(-9.66, -9.64)\": 7759.8, \"(-9.64, -9.6)\": 7543.2, \"(-9.6, -9.53)\": 7186.0, \"(-9.53, -9.48)\": 6614.4, \"(-9.48, -9.46)\": 6517.5, \"(-9.46, -9.41)\": 6287.4, \"(-9.41, -9.36)\": 5900.4, \"(-9.36, -9.34)\": 5733.7, \"(-9.34, -9.34)\": 5704.5, \"(-9.34, -9.34)\": 5681.4, \"(-9.34, -9.33)\": 5635.5, \"(-9.33, -9.32)\": 5582.5, \"(-9.32, -9.31)\": 5549.7, \"(-9.31, -9.29)\": 5440.1, \"(-9.29, -9.27)\": 5346.5, \"(-9.27, -9.24)\": 5225.4, \"(-9.24, -9.2)\": 4982.4, \"(-9.2, -9.19)\": 4894.1, \"(-9.19, -9.17)\": 4858.7, \"(-9.17, -9.15)\": 4750.2, \"(-9.15, -9.13)\": 4677.7, \"(-9.13, -9.1)\": 4569.8, \"(-9.1, -9.08)\": 4417.1, \"(-9.08, -9.07)\": 4357.2, \"(-9.07, -9.05)\": 4303.1, \"(-9.05, -9.03)\": 4202.7, \"(-9.03, -9.01)\": 4146.5, \"(-9.01, -9.0)\": 4071.8, \"(-9.0, -8.99)\": 4014.2, \"(-8.99, -8.96)\": 3985.1, \"(-8.96, -8.93)\": 3789.5, \"(-8.93, -8.92)\": 3763.5, \"(-8.92, -8.91)\": 3727.6, \"(-8.91, -8.89)\": 3686.3, \"(-8.89, -8.88)\": 3606.2, \"(-8.88, -8.87)\": 3567.1, \"(-8.87, -8.87)\": 3553.4, \"(-8.87, -8.85)\": 3522.2, \"(-8.85, -8.82)\": 3438.5, \"(-8.82, -8.8)\": 3351.2, \"(-8.8, -8.79)\": 3320.9, \"(-8.79, -8.75)\": 3215.9, \"(-8.75, -8.72)\": 3095.5, \"(-8.72, -8.71)\": 3052.4, \"(-8.71, -8.71)\": 3026.9, \"(-8.71, -8.69)\": 2993.3, \"(-8.69, -8.66)\": 2945.6, \"(-8.66, -8.63)\": 2848.1, \"(-8.63, -8.6)\": 2773.3, \"(-8.6, -8.58)\": 2682.2, \"(-8.58, -8.54)\": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -3.46)\": -1.0, \"(-3.46, -3.08)\": -0.997, \"(-3.08, -2.72)\": -0.995, \"(-2.72, -2.65)\": -0.991, \"(-2.65, -2.51)\": -0.989, \"(-2.51, -2.43)\": -0.986, \"(-2.43, -2.34)\": -0.984, \"(-2.34, -2.26)\": -0.981, \"(-2.26, -2.19)\": -0.977, \"(-2.19, -2.13)\": -0.974, \"(-2.13, -2.05)\": -0.97, \"(-2.05, -2.01)\": -0.967, \"(-2.01, -1.98)\": -0.964, \"(-1.98, -1.94)\": -0.962, \"(-1.94, -1.89)\": -0.958, \"(-1.89, -1.86)\": -0.955, \"(-1.86, -1.85)\": -0.952, \"(-1.85, -1.82)\": -0.95, \"(-1.82, -1.8)\": -0.947, \"(-1.8, -1.77)\": -0.943, \"(-1.77, -1.73)\": -0.939, \"(-1.73, -1.68)\": -0.935, \"(-1.68, -1.62)\": -0.929, \"(-1.62, -1.59)\": -0.922, \"(-1.59, -1.57)\": -0.918, \"(-1.57, -1.52)\": -0.914, \"(-1.52, -1.46)\": -0.903, \"(-1.46, -1.44)\": -0.896, \"(-1.44, -1.41)\": -0.891, \"(-1.41, -1.38)\": -0.883, \"(-1.38, -1.37)\": -0.88, \"(-1.37, -1.36)\": -0.876, \"(-1.36, -1.34)\": -0.873, \"(-1.34, -1.33)\": -0.87, \"(-1.33, -1.3)\": -0.865, \"(-1.3, -1.27)\": -0.857, \"(-1.27, -1.25)\": -0.853, \"(-1.25, -1.24)\": -0.849, \"(-1.24, -1.23)\": -0.845, \"(-1.23, -1.21)\": -0.839, \"(-1.21, -1.2)\": -0.836, \"(-1.2, -1.19)\": -0.833, \"(-1.19, -1.18)\": -0.828, \"(-1.18, -1.17)\": -0.824, \"(-1.17, -1.14)\": -0.816, \"(-1.14, -1.11)\": -0.806, \"(-1.11, -1.09)\": -0.798, \"(-1.09, -1.07)\": -0.791, \"(-1.07, -1.04)\": -0.785, \"(-1.04, -0.99)\": -0.768, \"(-0.99, -0.93)\": -0.745, \"(-0.93, -0.89)\": -0.717, \"(-0.89, -0.88)\": -0.71, \"(-0.88, -0.87)\": -0.704, \"(-0.87, -0.83)\": -0.691, \"(-0.83, -0.78)\": -0.665, \"(-0.78, -0.73)\": -0.635, \"(-0.73, -0.71)\": -0.617, \"(-0.71, -0.69)\": -0.606, \"(-0.69, -0.66)\": -0.585, \"(-0.66, -0.65)\": -0.577, \"(-0.65, -0.65)\": -0.571, \"(-0.65, -0.63)\": -0.566, \"(-0.63, -0.61)\": -0.55, \"(-0.61, -0.58)\": -0.54, \"(-0.58, -0.55)\": -0.503, \"(-0.55, -0.51)\": -0.492, \"(-0.51, -0.48)\": -0.454, \"(-0.48, -0.47)\": -0.442, \"(-0.47, -0.44)\": -0.424, \"(-0.44, -0.42)\": -0.402, \"(-0.42, -0.39)\": -0.393, \"(-0.39, -0.36)\": -0.35, \"(-0.36, -0.33)\": -0.343, \"(-0.33, -0.31)\": -0.306, \"(-0.31, -0.3)\": -0.295, \"(-0.3, -0.26)\": -0.289, \"(-0.26, -0.23)\": -0.226, \"(-0.23, -0.21)\": -0.217, \"(-0.21, -0.16)\": -0.186, \"(-0.16, -0.12)\": -0.132, \"(-0.12, -0.1)\": -0.115, \"(-0.1, -0.07)\": -0.086, \"(-0.07, -0.06)\": -0.064, \"(-0.06, -0.05)\": -0.055, \"(-0.05, -0.04)\": -0.041, \"(-0.04, -0.03)\": -0.036, \"(-0.03, -0.02)\": -0.024, \"(-0.02, 0.01)\": -0.006, \"(0.01, 0.03)\": 0.022, \"(0.03, 0.05)\": 0.042, \"(0.05, 0.05)\": 0.05, \"(0.05, 0.07)\": 0.062, \"(0.07, 0.09)\": 0.078, \"(0.09, 0.09)\": 0.088, \"(0.09, 0.1)\": 0.094, \"(0.1, 0.11)\": 0.103, \"(0.11, 0.13)\": 0.118, \"(0.13, 0.15)\": 0.138, \"(0.15, 0.15)\": 0.148, \"(0.15, 0.16)\": 0.156, \"(0.16, 0.22)\": 0.176, \"(0.22, 0.26)\": 0.248, \"(0.26, 0.27)\": 0.257, \"(0.27, 0.28)\": 0.267, \"(0.28, 0.31)\": 0.283, \"(0.31, 0.37)\": 0.334, \"(0.37, 0.4)\": 0.374, \"(0.4, 0.42)\": 0.388, \"(0.42, 0.43)\": 0.402, \"(0.43, 0.44)\": 0.411, \"(0.44, 0.45)\": 0.419, \"(0.45, 0.46)\": 0.425, \"(0.46, 0.47)\": 0.429, \"(0.47, 0.47)\": 0.434, \"(0.47, 0.47)\": 0.438, \"(0.47, 0.48)\": 0.442, \"(0.48, 0.48)\": 0.449, \"(0.48, 0.49)\": 0.451, \"(0.49, 0.51)\": 0.463, \"(0.51, 0.54)\": 0.482, \"(0.54, 0.54)\": 0.495, \"(0.54, 0.57)\": 0.502, \"(0.57, 0.59)\": 0.525, \"(0.59, 0.61)\": 0.535, \"(0.61, 0.63)\": 0.55, \"(0.63, 0.64)\": 0.56, \"(0.64, 0.64)\": 0.564, \"(0.64, 0.67)\": 0.572, \"(0.67, 0.69)\": 0.594, \"(0.69, 0.71)\": 0.605, \"(0.71, 0.74)\": 0.621, \"(0.74, 0.77)\": 0.638, \"(0.77, 0.78)\": 0.649, \"(0.78, 0.79)\": 0.654, \"(0.79, 0.8)\": 0.661, \"(0.8, 0.8)\": 0.665, \"(0.8, 0.84)\": 0.673, \"(0.84, 0.89)\": 0.704, \"(0.89, 0.89)\": 0.708, \"(0.89, 0.9)\": 0.713, \"(0.9, 0.91)\": 0.717, \"(0.91, 0.93)\": 0.726, \"(0.93, 0.96)\": 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2.12)\": 0.97, \"(2.12, 2.17)\": 0.973, \"(2.17, 2.26)\": 0.975, \"(2.26, 2.31)\": 0.978, \"(2.31, 2.39)\": 0.981, \"(2.39, 2.49)\": 0.983, \"(2.49, 2.56)\": 0.987, \"(2.56, 2.69)\": 0.989, \"(2.69, 2.82)\": 0.991, \"(2.82, 3.02)\": 0.993, \"(3.02, 3.35)\": 0.996, \"(3.35, 3.91)\": 0.998, \"(3.91, 9.97)\": 1.0}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-10.0, -9.94)\": -2.998, \"(-9.94, -9.88)\": -2.992, \"(-9.88, -9.83)\": -2.986, \"(-9.83, -9.73)\": -2.979, \"(-9.73, -9.67)\": -2.972, \"(-9.67, -9.63)\": -2.966, \"(-9.63, -9.58)\": -2.959, \"(-9.58, -9.5)\": -2.952, \"(-9.5, -9.42)\": -2.946, \"(-9.42, -9.34)\": -2.938, \"(-9.34, -9.28)\": -2.93, \"(-9.28, -9.22)\": -2.924, \"(-9.22, -9.16)\": -2.916, \"(-9.16, -9.1)\": -2.91, \"(-9.1, -8.99)\": -2.899, \"(-8.99, -8.93)\": -2.893, \"(-8.93, -8.87)\": -2.883, \"(-8.87, -8.77)\": -2.875, \"(-8.77, -8.7)\": -2.868, \"(-8.7, -8.64)\": -2.859, \"(-8.64, -8.57)\": -2.852, \"(-8.57, -8.52)\": -2.845, \"(-8.52, -8.46)\": -2.836, \"(-8.46, -8.37)\": -2.828, \"(-8.37, -8.32)\": -2.821, \"(-8.32, -8.26)\": -2.815, \"(-8.26, -8.2)\": -2.808, \"(-8.2, -8.17)\": -2.801, \"(-8.17, -8.12)\": -2.795, \"(-8.12, -8.03)\": -2.789, \"(-8.03, -7.98)\": -2.782, \"(-7.98, -7.93)\": -2.775, \"(-7.93, -7.87)\": -2.768, \"(-7.87, -7.82)\": -2.76, \"(-7.82, -7.78)\": -2.75, \"(-7.78, -7.75)\": -2.743, \"(-7.75, -7.65)\": -2.736, \"(-7.65, -7.55)\": -2.729, \"(-7.55, -7.5)\": -2.719, \"(-7.5, -7.43)\": -2.709, \"(-7.43, -7.37)\": -2.702, \"(-7.37, -7.33)\": -2.696, \"(-7.33, -7.29)\": -2.688, \"(-7.29, -7.21)\": -2.681, \"(-7.21, -7.16)\": -2.672, \"(-7.16, -7.11)\": -2.665, \"(-7.11, -7.06)\": -2.659, \"(-7.06, -7.0)\": -2.652, \"(-7.0, -6.94)\": -2.641, \"(-6.94, -6.88)\": -2.634, \"(-6.88, -6.85)\": -2.626, \"(-6.85, -6.79)\": -2.62, \"(-6.79, -6.74)\": -2.614, \"(-6.74, -6.71)\": -2.606, \"(-6.71, -6.65)\": -2.599, \"(-6.65, -6.6)\": -2.593, \"(-6.6, -6.55)\": -2.583, \"(-6.55, -6.49)\": -2.573, \"(-6.49, -6.44)\": -2.567, \"(-6.44, -6.42)\": -2.559, \"(-6.42, -6.34)\": -2.553, \"(-6.34, -6.27)\": -2.541, \"(-6.27, -6.21)\": -2.534, \"(-6.21, -6.17)\": -2.527, \"(-6.17, -6.12)\": -2.518, \"(-6.12, -6.07)\": -2.511, 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -9.72)\": -1.471, \"(-9.72, -9.41)\": -1.468, \"(-9.41, -9.1)\": -1.464, \"(-9.1, -8.86)\": -1.461, \"(-8.86, -8.6)\": -1.458, \"(-8.6, -8.39)\": -1.455, \"(-8.39, -8.15)\": -1.452, \"(-8.15, -7.92)\": -1.448, \"(-7.92, -7.69)\": -1.445, \"(-7.69, -7.57)\": -1.442, \"(-7.57, -7.35)\": -1.439, \"(-7.35, -7.15)\": -1.435, \"(-7.15, -7.0)\": -1.432, \"(-7.0, -6.81)\": -1.428, \"(-6.81, -6.67)\": -1.425, \"(-6.67, -6.5)\": -1.421, \"(-6.5, -6.39)\": -1.418, \"(-6.39, -6.25)\": -1.414, \"(-6.25, -6.07)\": -1.411, \"(-6.07, -5.93)\": -1.407, \"(-5.93, -5.84)\": -1.404, \"(-5.84, -5.68)\": -1.4, \"(-5.68, -5.63)\": -1.397, \"(-5.63, -5.48)\": -1.394, \"(-5.48, -5.4)\": -1.391, \"(-5.4, -5.3)\": -1.388, \"(-5.3, -5.15)\": -1.383, \"(-5.15, -5.04)\": -1.379, \"(-5.04, -4.93)\": -1.374, \"(-4.93, -4.85)\": -1.371, \"(-4.85, -4.81)\": -1.367, \"(-4.81, -4.72)\": -1.364, \"(-4.72, -4.6)\": -1.361, \"(-4.6, -4.57)\": -1.357, \"(-4.57, -4.46)\": -1.353, \"(-4.46, -4.37)\": -1.35, \"(-4.37, -4.29)\": -1.347, \"(-4.29, -4.24)\": -1.342, \"(-4.24, -4.15)\": -1.338, \"(-4.15, -4.12)\": -1.334, \"(-4.12, -4.02)\": -1.331, \"(-4.02, -3.97)\": -1.328, \"(-3.97, -3.9)\": -1.323, \"(-3.9, -3.88)\": -1.32, \"(-3.88, -3.83)\": -1.316, \"(-3.83, -3.75)\": -1.313, \"(-3.75, -3.73)\": -1.31, \"(-3.73, -3.67)\": -1.306, \"(-3.67, -3.57)\": -1.303, \"(-3.57, -3.54)\": -1.299, \"(-3.54, -3.49)\": -1.295, \"(-3.49, -3.43)\": -1.291, \"(-3.43, -3.37)\": -1.287, \"(-3.37, -3.35)\": -1.283, \"(-3.35, -3.31)\": -1.28, \"(-3.31, -3.26)\": -1.276, \"(-3.26, -3.21)\": -1.271, \"(-3.21, -3.17)\": -1.268, \"(-3.17, -3.13)\": -1.263, \"(-3.13, -3.08)\": -1.26, \"(-3.08, -3.04)\": -1.253, \"(-3.04, -2.98)\": -1.25, \"(-2.98, -2.93)\": -1.244, \"(-2.93, -2.88)\": -1.241, \"(-2.88, -2.84)\": -1.235, \"(-2.84, -2.8)\": -1.232, \"(-2.8, -2.79)\": -1.227, \"(-2.79, -2.75)\": -1.223, \"(-2.75, -2.71)\": -1.219, \"(-2.71, -2.68)\": -1.216, \"(-2.68, -2.65)\": -1.213, \"(-2.65, -2.62)\": -1.208, \"(-2.62, -2.6)\": -1.205, \"(-2.6, -2.55)\": -1.199, \"(-2.55, -2.49)\": -1.194, \"(-2.49, -2.46)\": -1.187, \"(-2.46, -2.43)\": -1.183, \"(-2.43, -2.38)\": -1.177, \"(-2.38, -2.32)\": -1.171, \"(-2.32, -2.31)\": -1.164, \"(-2.31, -2.28)\": -1.16, \"(-2.28, -2.23)\": -1.152, \"(-2.23, -2.19)\": -1.147, \"(-2.19, -2.17)\": -1.144, \"(-2.17, -2.15)\": -1.139, \"(-2.15, -2.1)\": -1.133, \"(-2.1, -2.08)\": -1.127, \"(-2.08, -2.07)\": -1.122, \"(-2.07, -2.04)\": -1.118, \"(-2.04, -2.02)\": -1.114, \"(-2.02, -1.98)\": -1.11, \"(-1.98, -1.97)\": -1.103, \"(-1.97, -1.95)\": -1.1, \"(-1.95, -1.94)\": -1.096, \"(-1.94, -1.9)\": -1.093, \"(-1.9, -1.89)\": -1.086, \"(-1.89, -1.87)\": -1.082, \"(-1.87, -1.86)\": -1.077, \"(-1.86, -1.85)\": -1.07, \"(-1.85, -1.81)\": -1.066, \"(-1.81, -1.75)\": -1.058, \"(-1.75, -1.73)\": -1.051, \"(-1.73, -1.72)\": -1.047, \"(-1.72, -1.69)\": -1.041, \"(-1.69, -1.68)\": -1.035, \"(-1.68, -1.68)\": -1.032, \"(-1.68, -1.67)\": -1.028, \"(-1.67, -1.65)\": -1.024, \"(-1.65, -1.58)\": -1.016, \"(-1.58, -1.54)\": -1.002, \"(-1.54, -1.53)\": -0.996, \"(-1.53, -1.52)\": -0.993, \"(-1.52, -1.49)\": -0.985, \"(-1.49, -1.48)\": -0.977, \"(-1.48, -1.47)\": -0.97, \"(-1.47, -1.45)\": -0.967, \"(-1.45, -1.41)\": -0.958, \"(-1.41, -1.36)\": -0.946, \"(-1.36, -1.32)\": -0.928, \"(-1.32, -1.3)\": -0.918, \"(-1.3, -1.29)\": -0.911, \"(-1.29, -1.27)\": -0.906, \"(-1.27, -1.24)\": -0.894, \"(-1.24, -1.21)\": -0.887, \"(-1.21, -1.18)\": -0.875, \"(-1.18, -1.16)\": -0.864, \"(-1.16, -1.14)\": -0.853, \"(-1.14, -1.13)\": -0.847, \"(-1.13, -1.12)\": -0.842, \"(-1.12, -1.08)\": -0.834, \"(-1.08, -1.04)\": -0.811, \"(-1.04, -0.99)\": -0.797, \"(-0.99, -0.95)\": -0.77, \"(-0.95, -0.95)\": -0.76, \"(-0.95, -0.93)\": -0.756, \"(-0.93, -0.91)\": -0.744, \"(-0.91, -0.9)\": -0.736, \"(-0.9, -0.89)\": -0.733, \"(-0.89, -0.88)\": -0.728, \"(-0.88, -0.88)\": -0.722, \"(-0.88, -0.86)\": -0.716, \"(-0.86, -0.84)\": -0.702, \"(-0.84, -0.82)\": -0.694, \"(-0.82, -0.8)\": -0.681, \"(-0.8, -0.78)\": -0.67, \"(-0.78, -0.73)\": -0.645, \"(-0.73, -0.69)\": -0.609, \"(-0.69, -0.68)\": -0.602, \"(-0.68, -0.66)\": -0.587, \"(-0.66, -0.64)\": -0.576, \"(-0.64, -0.62)\": -0.569, \"(-0.62, -0.6)\": -0.544, \"(-0.6, -0.6)\": -0.539, \"(-0.6, -0.58)\": -0.534, \"(-0.58, -0.57)\": -0.522, \"(-0.57, -0.56)\": -0.514, \"(-0.56, -0.51)\": -0.494, \"(-0.51, -0.47)\": -0.445, \"(-0.47, -0.46)\": -0.435, \"(-0.46, -0.43)\": -0.419, \"(-0.43, -0.41)\": -0.398, \"(-0.41, -0.4)\": -0.386, \"(-0.4, -0.39)\": -0.381, \"(-0.39, -0.38)\": -0.37, \"(-0.38, -0.36)\": -0.354, \"(-0.36, -0.32)\": -0.327, \"(-0.32, -0.29)\": -0.293, \"(-0.29, -0.28)\": -0.284, \"(-0.28, -0.26)\": -0.263, \"(-0.26, -0.25)\": -0.249, \"(-0.25, -0.22)\": -0.228, \"(-0.22, -0.18)\": -0.202, \"(-0.18, -0.15)\": -0.166, \"(-0.15, -0.11)\": -0.132, \"(-0.11, -0.09)\": -0.095, \"(-0.09, -0.08)\": -0.08, \"(-0.08, -0.06)\": -0.068, \"(-0.06, -0.02)\": -0.037, \"(-0.02, -0.01)\": -0.015, \"(-0.01, 0.0)\": -0.003, \"(0.0, 0.01)\": 0.003, \"(0.01, 0.02)\": 0.013, \"(0.02, 0.03)\": 0.028, \"(0.03, 0.04)\": 0.035, \"(0.04, 0.05)\": 0.041, \"(0.05, 0.06)\": 0.054, \"(0.06, 0.07)\": 0.063, \"(0.07, 0.09)\": 0.076, \"(0.09, 0.11)\": 0.101, \"(0.11, 0.12)\": 0.112, \"(0.12, 0.13)\": 0.123, \"(0.13, 0.15)\": 0.142, \"(0.15, 0.18)\": 0.164, \"(0.18, 0.19)\": 0.179, \"(0.19, 0.2)\": 0.191, \"(0.2, 0.21)\": 0.197, \"(0.21, 0.22)\": 0.219, \"(0.22, 0.24)\": 0.224, \"(0.24, 0.26)\": 0.248, \"(0.26, 0.27)\": 0.262, \"(0.27, 0.3)\": 0.274, \"(0.3, 0.32)\": 0.302, \"(0.32, 0.35)\": 0.312, \"(0.35, 0.39)\": 0.366, \"(0.39, 0.43)\": 0.386, \"(0.43, 0.45)\": 0.416, \"(0.45, 0.45)\": 0.423, \"(0.45, 0.46)\": 0.43, \"(0.46, 0.48)\": 0.437, \"(0.48, 0.48)\": 0.446, \"(0.48, 0.49)\": 0.451, \"(0.49, 0.49)\": 0.457, \"(0.49, 0.51)\": 0.464, \"(0.51, 0.54)\": 0.483, \"(0.54, 0.56)\": 0.501, \"(0.56, 0.59)\": 0.524, \"(0.59, 0.6)\": 0.536, \"(0.6, 0.62)\": 0.542, \"(0.62, 0.65)\": 0.563, \"(0.65, 0.67)\": 0.586, \"(0.67, 0.68)\": 0.594, \"(0.68, 0.69)\": 0.601, \"(0.69, 0.72)\": 0.617, \"(0.72, 0.77)\": 0.634, \"(0.77, 0.81)\": 0.669, \"(0.81, 0.82)\": 0.678, \"(0.82, 0.83)\": 0.688, \"(0.83, 0.83)\": 0.693, \"(0.83, 0.84)\": 0.697, \"(0.84, 0.84)\": 0.701, \"(0.84, 0.85)\": 0.706, \"(0.85, 0.86)\": 0.711, \"(0.86, 0.87)\": 0.718, \"(0.87, 0.93)\": 0.724, \"(0.93, 0.98)\": 0.764, \"(0.98, 1.0)\": 0.777, \"(1.0, 1.0)\": 0.783, \"(1.0, 1.02)\": 0.788, \"(1.02, 1.04)\": 0.8, \"(1.04, 1.06)\": 0.812, \"(1.06, 1.09)\": 0.821, \"(1.09, 1.17)\": 0.846, \"(1.17, 1.21)\": 0.872, \"(1.21, 1.22)\": 0.88, \"(1.22, 1.24)\": 0.885, \"(1.24, 1.24)\": 0.89, \"(1.24, 1.26)\": 0.896, \"(1.26, 1.27)\": 0.9, \"(1.27, 1.29)\": 0.907, \"(1.29, 1.3)\": 0.913, \"(1.3, 1.31)\": 0.917, \"(1.31, 1.34)\": 0.926, \"(1.34, 1.37)\": 0.934, \"(1.37, 1.38)\": 0.938, \"(1.38, 1.39)\": 0.943, \"(1.39, 1.4)\": 0.949, \"(1.4, 1.41)\": 0.952, \"(1.41, 1.42)\": 0.957, \"(1.42, 1.45)\": 0.96, \"(1.45, 1.46)\": 0.967, \"(1.46, 1.47)\": 0.974, \"(1.47, 1.49)\": 0.979, \"(1.49, 1.54)\": 0.984, \"(1.54, 1.58)\": 0.997, \"(1.58, 1.58)\": 1.001, \"(1.58, 1.6)\": 1.008, \"(1.6, 1.64)\": 1.017, \"(1.64, 1.65)\": 1.024, \"(1.65, 1.66)\": 1.027, \"(1.66, 1.68)\": 1.032, \"(1.68, 1.7)\": 1.037, \"(1.7, 1.73)\": 1.045, \"(1.73, 1.76)\": 1.051, \"(1.76, 1.81)\": 1.059, \"(1.81, 1.85)\": 1.07, \"(1.85, 1.86)\": 1.074, \"(1.86, 1.87)\": 1.081, \"(1.87, 1.9)\": 1.085, \"(1.9, 1.93)\": 1.093, \"(1.93, 1.98)\": 1.097, \"(1.98, 2.06)\": 1.109, \"(2.06, 2.08)\": 1.115, \"(2.08, 2.09)\": 1.119, \"(2.09, 2.1)\": 1.123, \"(2.1, 2.12)\": 1.126, \"(2.12, 2.13)\": 1.131, \"(2.13, 2.15)\": 1.136, \"(2.15, 2.19)\": 1.144, \"(2.19, 2.23)\": 1.15, \"(2.23, 2.29)\": 1.154, \"(2.29, 2.33)\": 1.162, \"(2.33, 2.38)\": 1.168, \"(2.38, 2.43)\": 1.175, \"(2.43, 2.46)\": 1.183, \"(2.46, 2.48)\": 1.187, \"(2.48, 2.53)\": 1.191, \"(2.53, 2.58)\": 1.197, \"(2.58, 2.63)\": 1.201, \"(2.63, 2.68)\": 1.208, \"(2.68, 2.69)\": 1.212, \"(2.69, 2.71)\": 1.215, \"(2.71, 2.75)\": 1.218, \"(2.75, 2.78)\": 1.222, \"(2.78, 2.84)\": 1.227, \"(2.84, 2.85)\": 1.232, \"(2.85, 2.89)\": 1.235, \"(2.89, 2.95)\": 1.241, \"(2.95, 2.97)\": 1.244, \"(2.97, 2.98)\": 1.247, \"(2.98, 3.02)\": 1.252, \"(3.02, 3.08)\": 1.255, \"(3.08, 3.14)\": 1.258, \"(3.14, 3.2)\": 1.263, \"(3.2, 3.24)\": 1.268, \"(3.24, 3.32)\": 1.272, \"(3.32, 3.4)\": 1.28, \"(3.4, 3.48)\": 1.284, \"(3.48, 3.5)\": 1.29, \"(3.5, 3.52)\": 1.293, \"(3.52, 3.59)\": 1.297, \"(3.59, 3.68)\": 1.302, \"(3.68, 3.72)\": 1.305, \"(3.72, 3.8)\": 1.309, \"(3.8, 3.83)\": 1.313, \"(3.83, 3.88)\": 1.317, \"(3.88, 3.95)\": 1.321, \"(3.95, 4.04)\": 1.324, \"(4.04, 4.07)\": 1.328, \"(4.07, 4.14)\": 1.331, \"(4.14, 4.21)\": 1.335, \"(4.21, 4.28)\": 1.338, \"(4.28, 4.34)\": 1.341, \"(4.34, 4.41)\": 1.345, \"(4.41, 4.49)\": 1.348, \"(4.49, 4.55)\": 1.352, \"(4.55, 4.61)\": 1.356, \"(4.61, 4.68)\": 1.359, \"(4.68, 4.72)\": 1.363, \"(4.72, 4.91)\": 1.366, \"(4.91, 5.01)\": 1.37, \"(5.01, 5.15)\": 1.374, \"(5.15, 5.21)\": 1.377, \"(5.21, 5.35)\": 1.382, \"(5.35, 5.46)\": 1.386, \"(5.46, 5.57)\": 1.39, \"(5.57, 5.68)\": 1.394, \"(5.68, 5.81)\": 1.397, \"(5.81, 5.96)\": 1.402, \"(5.96, 6.13)\": 1.405, \"(6.13, 6.24)\": 1.409, \"(6.24, 6.44)\": 1.413, \"(6.44, 6.58)\": 1.417, \"(6.58, 6.74)\": 1.421, \"(6.74, 6.86)\": 1.424, \"(6.86, 7.08)\": 1.428, \"(7.08, 7.26)\": 1.431, \"(7.26, 7.54)\": 1.435, \"(7.54, 7.66)\": 1.439, \"(7.66, 7.92)\": 1.442, \"(7.92, 8.11)\": 1.446, \"(8.11, 8.31)\": 1.449, \"(8.31, 8.6)\": 1.452, \"(8.6, 8.8)\": 1.455, \"(8.8, 9.08)\": 1.458, \"(9.08, 9.28)\": 1.461, \"(9.28, 9.66)\": 1.464, \"(9.66, 9.95)\": 1.468, \"(9.95, 9.97)\": 1.471}\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The graph of feature x was simplified by 0.1%.\n", + "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Means: {\"(-9.99, -8.37)\": -0.001, \"(-8.37, -6.54)\": 0.001, \"(-6.54, -5.8)\": 0.002, \"(-5.8, -5.5)\": 0.003, \"(-5.5, -5.22)\": 0.005, \"(-5.22, -4.96)\": 0.006, \"(-4.96, -4.79)\": 0.007, \"(-4.79, -4.68)\": 0.008, \"(-4.68, -4.51)\": 0.01, \"(-4.51, -4.48)\": 0.011, \"(-4.48, -4.34)\": 0.012, \"(-4.34, -4.2)\": 0.013, \"(-4.2, -4.15)\": 0.014, \"(-4.15, -4.07)\": 0.016, \"(-4.07, -4.03)\": 0.017, \"(-4.03, -3.94)\": 0.018, \"(-3.94, -3.84)\": 0.019, \"(-3.84, -3.83)\": 0.021, \"(-3.83, -3.76)\": 0.022, \"(-3.76, -3.69)\": 0.023, \"(-3.69, -3.61)\": 0.025, \"(-3.61, -3.53)\": 0.027, \"(-3.53, -3.49)\": 0.028, \"(-3.49, -3.44)\": 0.03, \"(-3.44, -3.37)\": 0.032, \"(-3.37, -3.31)\": 0.034, \"(-3.31, -3.28)\": 0.035, \"(-3.28, -3.24)\": 0.037, \"(-3.24, -3.21)\": 0.038, \"(-3.21, -3.18)\": 0.039, \"(-3.18, -3.16)\": 0.041, \"(-3.16, -3.13)\": 0.042, \"(-3.13, -3.08)\": 0.043, \"(-3.08, -3.06)\": 0.045, \"(-3.06, -3.01)\": 0.047, \"(-3.01, -2.95)\": 0.049, \"(-2.95, -2.92)\": 0.051, \"(-2.92, -2.89)\": 0.053, \"(-2.89, -2.8)\": 0.054, \"(-2.8, -2.74)\": 0.06, \"(-2.74, -2.69)\": 0.061, \"(-2.69, -2.67)\": 0.064, \"(-2.67, -2.66)\": 0.065, \"(-2.66, -2.61)\": 0.066, \"(-2.61, -2.58)\": 0.068, \"(-2.58, -2.55)\": 0.071, \"(-2.55, -2.51)\": 0.074, \"(-2.51, -2.47)\": 0.076, \"(-2.47, -2.46)\": 0.077, \"(-2.46, -2.45)\": 0.08, \"(-2.45, -2.43)\": 0.081, \"(-2.43, -2.4)\": 0.083, \"(-2.4, -2.36)\": 0.085, \"(-2.36, -2.32)\": 0.087, \"(-2.32, -2.3)\": 0.09, \"(-2.3, -2.26)\": 0.092, \"(-2.26, -2.24)\": 0.095, \"(-2.24, -2.23)\": 0.096, \"(-2.23, -2.21)\": 0.099, \"(-2.21, -2.18)\": 0.101, \"(-2.18, -2.16)\": 0.102, \"(-2.16, -2.16)\": 0.103, \"(-2.16, -2.15)\": 0.105, \"(-2.15, -2.13)\": 0.106, \"(-2.13, -2.11)\": 0.107, \"(-2.11, -2.1)\": 0.108, \"(-2.1, -2.09)\": 0.11, \"(-2.09, -2.08)\": 0.111, \"(-2.08, -2.06)\": 0.112, \"(-2.06, -2.03)\": 0.115, \"(-2.03, -2.01)\": 0.117, \"(-2.01, -1.99)\": 0.12, \"(-1.99, -1.95)\": 0.123, \"(-1.95, -1.91)\": 0.126, \"(-1.91, -1.89)\": 0.13, \"(-1.89, -1.88)\": 0.131, \"(-1.88, -1.86)\": 0.133, \"(-1.86, -1.85)\": 0.134, \"(-1.85, -1.85)\": 0.136, \"(-1.85, -1.84)\": 0.137, \"(-1.84, -1.83)\": 0.138, \"(-1.83, -1.81)\": 0.14, \"(-1.81, -1.8)\": 0.142, \"(-1.8, -1.76)\": 0.144, \"(-1.76, -1.73)\": 0.15, \"(-1.73, -1.72)\": 0.152, \"(-1.72, -1.71)\": 0.153, \"(-1.71, -1.7)\": 0.155, \"(-1.7, -1.69)\": 0.156, \"(-1.69, -1.64)\": 0.158, \"(-1.64, -1.59)\": 0.169, \"(-1.59, -1.57)\": 0.171, \"(-1.57, -1.54)\": 0.174, \"(-1.54, -1.53)\": 0.177, \"(-1.53, -1.51)\": 0.179, \"(-1.51, -1.49)\": 0.182, \"(-1.49, -1.47)\": 0.184, \"(-1.47, -1.45)\": 0.189, \"(-1.45, -1.41)\": 0.191, \"(-1.41, -1.37)\": 0.199, \"(-1.37, -1.36)\": 0.203, \"(-1.36, -1.35)\": 0.206, \"(-1.35, -1.34)\": 0.207, \"(-1.34, -1.33)\": 0.209, \"(-1.33, -1.31)\": 0.212, \"(-1.31, -1.3)\": 0.215, \"(-1.3, -1.27)\": 0.216, \"(-1.27, -1.24)\": 0.223, \"(-1.24, -1.21)\": 0.227, \"(-1.21, -1.18)\": 0.233, \"(-1.18, -1.17)\": 0.235, \"(-1.17, -1.15)\": 0.239, \"(-1.15, -1.12)\": 0.242, \"(-1.12, -1.09)\": 0.248, \"(-1.09, -1.08)\": 0.25, \"(-1.08, -1.08)\": 0.251, \"(-1.08, -1.08)\": 0.252, \"(-1.08, -1.07)\": 0.254, \"(-1.07, -1.06)\": 0.257, \"(-1.06, -1.04)\": 0.26, \"(-1.04, -1.04)\": 0.262, \"(-1.04, -1.02)\": 0.264, \"(-1.02, -0.99)\": 0.269, \"(-0.99, -0.97)\": 0.272, \"(-0.97, -0.93)\": 0.278, \"(-0.93, -0.89)\": 0.287, \"(-0.89, -0.85)\": 0.295, \"(-0.85, -0.81)\": 0.302, \"(-0.81, -0.77)\": 0.313, \"(-0.77, -0.73)\": 0.321, \"(-0.73, -0.71)\": 0.326, \"(-0.71, -0.71)\": 0.329, \"(-0.71, -0.7)\": 0.331, \"(-0.7, -0.7)\": 0.332, \"(-0.7, -0.66)\": 0.335, \"(-0.66, -0.62)\": 0.347, \"(-0.62, -0.61)\": 0.35, \"(-0.61, -0.6)\": 0.354, \"(-0.6, -0.58)\": 0.356, \"(-0.58, -0.56)\": 0.361, \"(-0.56, -0.55)\": 0.365, \"(-0.55, -0.53)\": 0.37, \"(-0.53, -0.51)\": 0.374, \"(-0.51, -0.51)\": 0.376, \"(-0.51, -0.49)\": 0.377, \"(-0.49, -0.46)\": 0.384, \"(-0.46, -0.45)\": 0.386, \"(-0.45, -0.44)\": 0.39, \"(-0.44, -0.4)\": 0.396, \"(-0.4, -0.38)\": 0.405, \"(-0.38, -0.37)\": 0.408, \"(-0.37, -0.36)\": 0.41, \"(-0.36, -0.34)\": 0.413, \"(-0.34, -0.33)\": 0.417, \"(-0.33, -0.32)\": 0.419, \"(-0.32, -0.31)\": 0.422, \"(-0.31, -0.3)\": 0.425, \"(-0.3, -0.27)\": 0.429, \"(-0.27, -0.25)\": 0.434, \"(-0.25, -0.25)\": 0.436, \"(-0.25, -0.25)\": 0.439, \"(-0.25, -0.24)\": 0.441, \"(-0.24, -0.21)\": 0.444, \"(-0.21, -0.2)\": 0.45, \"(-0.2, -0.19)\": 0.451, \"(-0.19, -0.19)\": 0.453, \"(-0.19, -0.17)\": 0.455, \"(-0.17, -0.16)\": 0.459, \"(-0.16, -0.13)\": 0.462, \"(-0.13, -0.1)\": 0.472, \"(-0.1, -0.09)\": 0.476, \"(-0.09, -0.08)\": 0.479, \"(-0.08, -0.06)\": 0.482, \"(-0.06, -0.03)\": 0.487, \"(-0.03, 0.02)\": 0.498, \"(0.02, 0.06)\": 0.513, \"(0.06, 0.07)\": 0.517, \"(0.07, 0.08)\": 0.519, \"(0.08, 0.1)\": 0.523, \"(0.1, 0.13)\": 0.531, \"(0.13, 0.14)\": 0.535, \"(0.14, 0.16)\": 0.537, \"(0.16, 0.17)\": 0.543, \"(0.17, 0.21)\": 0.547, \"(0.21, 0.25)\": 0.558, \"(0.25, 0.28)\": 0.564, \"(0.28, 0.32)\": 0.575, \"(0.32, 0.35)\": 0.581, \"(0.35, 0.38)\": 0.59, \"(0.38, 0.39)\": 0.595, \"(0.39, 0.41)\": 0.599, \"(0.41, 0.43)\": 0.603, \"(0.43, 0.43)\": 0.606, \"(0.43, 0.44)\": 0.609, \"(0.44, 0.47)\": 0.612, \"(0.47, 0.51)\": 0.62, \"(0.51, 0.52)\": 0.626, \"(0.52, 0.52)\": 0.627, \"(0.52, 0.53)\": 0.629, \"(0.53, 0.54)\": 0.631, \"(0.54, 0.55)\": 0.632, \"(0.55, 0.56)\": 0.637, \"(0.56, 0.57)\": 0.638, \"(0.57, 0.58)\": 0.64, \"(0.58, 0.58)\": 0.641, \"(0.58, 0.59)\": 0.643, \"(0.59, 0.6)\": 0.644, \"(0.6, 0.61)\": 0.647, \"(0.61, 0.63)\": 0.65, \"(0.63, 0.65)\": 0.655, \"(0.65, 0.68)\": 0.66, \"(0.68, 0.71)\": 0.666, \"(0.71, 0.71)\": 0.669, \"(0.71, 0.71)\": 0.671, \"(0.71, 0.72)\": 0.674, \"(0.72, 0.73)\": 0.677, \"(0.73, 0.79)\": 0.681, \"(0.79, 0.85)\": 0.697, \"(0.85, 0.86)\": 0.701, \"(0.86, 0.87)\": 0.703, \"(0.87, 0.88)\": 0.705, \"(0.88, 0.9)\": 0.708, \"(0.9, 0.93)\": 0.713, \"(0.93, 0.95)\": 0.72, \"(0.95, 0.97)\": 0.723, \"(0.97, 0.99)\": 0.727, \"(0.99, 1.01)\": 0.732, \"(1.01, 1.06)\": 0.737, \"(1.06, 1.16)\": 0.752, \"(1.16, 1.22)\": 0.768, \"(1.22, 1.24)\": 0.773, \"(1.24, 1.25)\": 0.775, \"(1.25, 1.26)\": 0.778, \"(1.26, 1.29)\": 0.781, \"(1.29, 1.32)\": 0.786, \"(1.32, 1.32)\": 0.788, \"(1.32, 1.33)\": 0.79, \"(1.33, 1.34)\": 0.792, \"(1.34, 1.35)\": 0.794, \"(1.35, 1.37)\": 0.797, \"(1.37, 1.39)\": 0.8, \"(1.39, 1.4)\": 0.802, \"(1.4, 1.43)\": 0.803, \"(1.43, 1.45)\": 0.808, \"(1.45, 1.47)\": 0.811, \"(1.47, 1.47)\": 0.812, \"(1.47, 1.49)\": 0.814, \"(1.49, 1.51)\": 0.817, \"(1.51, 1.53)\": 0.819, \"(1.53, 1.54)\": 0.822, \"(1.54, 1.55)\": 0.824, \"(1.55, 1.57)\": 0.825, \"(1.57, 1.59)\": 0.828, \"(1.59, 1.6)\": 0.83, \"(1.6, 1.61)\": 0.833, \"(1.61, 1.62)\": 0.834, \"(1.62, 1.64)\": 0.837, \"(1.64, 1.66)\": 0.839, \"(1.66, 1.67)\": 0.841, \"(1.67, 1.69)\": 0.842, \"(1.69, 1.69)\": 0.844, \"(1.69, 1.7)\": 0.845, \"(1.7, 1.71)\": 0.847, \"(1.71, 1.72)\": 0.849, \"(1.72, 1.74)\": 0.85, \"(1.74, 1.77)\": 0.853, \"(1.77, 1.79)\": 0.857, \"(1.79, 1.82)\": 0.858, \"(1.82, 1.85)\": 0.862, \"(1.85, 1.88)\": 0.865, \"(1.88, 1.91)\": 0.87, \"(1.91, 1.93)\": 0.872, \"(1.93, 1.95)\": 0.874, \"(1.95, 1.97)\": 0.875, \"(1.97, 1.99)\": 0.879, \"(1.99, 2.01)\": 0.881, \"(2.01, 2.03)\": 0.883, \"(2.03, 2.04)\": 0.885, \"(2.04, 2.06)\": 0.886, \"(2.06, 2.1)\": 0.889, \"(2.1, 2.14)\": 0.893, \"(2.14, 2.19)\": 0.896, \"(2.19, 2.22)\": 0.899, \"(2.22, 2.23)\": 0.901, \"(2.23, 2.24)\": 0.903, \"(2.24, 2.25)\": 0.904, \"(2.25, 2.27)\": 0.906, \"(2.27, 2.3)\": 0.908, \"(2.3, 2.33)\": 0.91, \"(2.33, 2.35)\": 0.911, \"(2.35, 2.36)\": 0.913, \"(2.36, 2.4)\": 0.914, \"(2.4, 2.41)\": 0.917, \"(2.41, 2.42)\": 0.918, \"(2.42, 2.44)\": 0.919, \"(2.44, 2.49)\": 0.921, \"(2.49, 2.52)\": 0.923, \"(2.52, 2.54)\": 0.925, \"(2.54, 2.56)\": 0.927, \"(2.56, 2.57)\": 0.928, \"(2.57, 2.59)\": 0.929, \"(2.59, 2.61)\": 0.931, \"(2.61, 2.63)\": 0.933, \"(2.63, 2.66)\": 0.934, \"(2.66, 2.68)\": 0.935, \"(2.68, 2.7)\": 0.937, \"(2.7, 2.72)\": 0.938, \"(2.72, 2.75)\": 0.939, \"(2.75, 2.76)\": 0.94, \"(2.76, 2.8)\": 0.942, \"(2.8, 2.85)\": 0.944, \"(2.85, 2.87)\": 0.945, \"(2.87, 2.89)\": 0.946, \"(2.89, 2.93)\": 0.948, \"(2.93, 2.94)\": 0.949, \"(2.94, 2.95)\": 0.95, \"(2.95, 2.99)\": 0.952, \"(2.99, 3.06)\": 0.954, \"(3.06, 3.11)\": 0.956, \"(3.11, 3.13)\": 0.957, \"(3.13, 3.16)\": 0.958, \"(3.16, 3.21)\": 0.96, \"(3.21, 3.23)\": 0.961, \"(3.23, 3.27)\": 0.963, \"(3.27, 3.33)\": 0.964, \"(3.33, 3.38)\": 0.966, \"(3.38, 3.4)\": 0.967, \"(3.4, 3.45)\": 0.969, \"(3.45, 3.52)\": 0.97, \"(3.52, 3.56)\": 0.971, \"(3.56, 3.61)\": 0.972, \"(3.61, 3.67)\": 0.974, \"(3.67, 3.7)\": 0.975, \"(3.7, 3.74)\": 0.976, \"(3.74, 3.83)\": 0.978, \"(3.83, 3.87)\": 0.979, \"(3.87, 3.97)\": 0.98, \"(3.97, 4.0)\": 0.982, \"(4.0, 4.11)\": 0.983, \"(4.11, 4.2)\": 0.984, \"(4.2, 4.3)\": 0.985, \"(4.3, 4.4)\": 0.986, \"(4.4, 4.47)\": 0.988, \"(4.47, 4.57)\": 0.989, \"(4.57, 4.69)\": 0.99, \"(4.69, 4.88)\": 0.991, \"(4.88, 5.0)\": 0.993, \"(5.0, 5.28)\": 0.994, \"(5.28, 5.51)\": 0.995, \"(5.51, 5.79)\": 0.996, \"(5.79, 6.4)\": 0.997, \"(6.4, 7.45)\": 0.999, \"(7.45, 9.98)\": 1.0}\n", + "\n" + ] + } + ], + "source": [ + "from interpret.glassbox import ExplainableBoostingRegressor\n", + "\n", + "fbench_functions_as_text = []\n", + "for f, n in fbench:\n", + " x = np.random.uniform(-10, 10, 1000)\n", + " y = f(x)\n", + " ebm = ExplainableBoostingRegressor(feature_names=['x']) \n", + " ebm.fit(x.reshape(-1, 1), y)\n", + " ebm_global = ebm.explain_global()\n", + "\n", + " # plot the function\n", + " plt.scatter(x, y)\n", + " plt.title(n)\n", + " plt.show()\n", + "\n", + " graph = graphs.extract_graph(ebm, 0)\n", + " # add the intercept\n", + " graph.scores = [x + ebm.intercept_ for x in graph.scores]\n", + " #graphs.plot_graph(graph)\n", + " #graph = t2ebm.graphs.simplify_graph(graph, min_variation_per_cent=0.01)\n", + " graphs.plot_graph(graph)\n", + " plt.title(n) \n", + " plt.show()\n", + "\n", + " graph_as_text = graphs.graph_to_text(graph, max_tokens=10000, x_axis_precision=2, confidence_bounds=False)\n", + " print(graph_as_text)\n", + " fbench_functions_as_text.append(graph_as_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "# remove the 'preamble' from the text\n", + "fbench_functions_as_text = [x[141:] for x in fbench_functions_as_text]" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "# replace \"means\" with \"graph\"\n", + "fbench_functions_as_text = [x.replace(\"Means\", \"Graph\") for x in fbench_functions_as_text]" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Feature Name: x\\nFeature Type: continuous\\nGraph: {\"(-9.99, -9.97)\": -9.98, \"(-9.97, -9.95)\": -9.96, \"(-9.95, -9.91)\": -9.93, \"(-9.91, -9.88)\": -9.9, \"(-9.88, -9.86)\": -9.87, \"(-9.86, -9.82)\": -9.84, \"(-9.82, -9.77)\": -9.8, \"(-9.77, -9.75)\": -9.76, \"(-9.75, -9.72)\": -9.73, \"(-9.72, -9.68)\": -9.7, \"(-9.68, -9.64)\": -9.66, \"(-9.64, -9.61)\": -9.63, \"(-9.61, -9.56)\": -9.6, \"(-9.56, -9.51)\": -9.53, \"(-9.51, -9.48)\": -9.5, \"(-9.48, -9.45)\": -9.47, \"(-9.45, -9.43)\": -9.44, \"(-9.43, -9.4)\": -9.42, \"(-9.4, -9.37)\": -9.39, \"(-9.37, -9.35)\": -9.36, \"(-9.35, -9.32)\": -9.33, \"(-9.32, -9.28)\": -9.29, \"(-9.28, -9.22)\": -9.26, \"(-9.22, -9.16)\": -9.19, \"(-9.16, -9.14)\": -9.16, \"(-9.14, -9.14)\": -9.14, \"(-9.14, -9.09)\": -9.11, \"(-9.09, -9.03)\": -9.05, \"(-9.03, -9.01)\": -9.03, \"(-9.01, -8.98)\": -9.0, \"(-8.98, -8.97)\": -8.98, \"(-8.97, -8.95)\": -8.95, \"(-8.95, -8.91)\": -8.93, \"(-8.91, -8.88)\": -8.9, \"(-8.88, -8.86)\": -8.88, \"(-8.86, -8.85)\": -8.86, \"(-8.85, -8.81)\": -8.83, \"(-8.81, -8.79)\": -8.8, 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\"(-7.65, -7.63)\": -7.64, \"(-7.63, -7.6)\": -7.62, \"(-7.6, -7.58)\": -7.58, \"(-7.58, -7.55)\": -7.56, \"(-7.55, -7.52)\": -7.53, \"(-7.52, -7.49)\": -7.5, \"(-7.49, -7.45)\": -7.47, \"(-7.45, -7.42)\": -7.44, \"(-7.42, -7.4)\": -7.42, \"(-7.4, -7.35)\": -7.39, \"(-7.35, -7.29)\": -7.32, \"(-7.29, -7.22)\": -7.26, \"(-7.22, -7.16)\": -7.18, \"(-7.16, -7.13)\": -7.14, \"(-7.13, -7.11)\": -7.12, \"(-7.11, -7.08)\": -7.09, \"(-7.08, -7.02)\": -7.05, \"(-7.02, -6.97)\": -7.01, \"(-6.97, -6.95)\": -6.98, \"(-6.95, -6.94)\": -6.95, \"(-6.94, -6.9)\": -6.92, \"(-6.9, -6.86)\": -6.87, \"(-6.86, -6.81)\": -6.84, \"(-6.81, -6.79)\": -6.81, \"(-6.79, -6.75)\": -6.77, \"(-6.75, -6.71)\": -6.73, \"(-6.71, -6.69)\": -6.71, \"(-6.69, -6.67)\": -6.69, \"(-6.67, -6.65)\": -6.67, \"(-6.65, -6.62)\": -6.63, \"(-6.62, -6.59)\": -6.6, \"(-6.59, -6.54)\": -6.56, \"(-6.54, -6.5)\": -6.53, \"(-6.5, -6.47)\": -6.5, \"(-6.47, -6.45)\": -6.47, \"(-6.45, -6.42)\": -6.45, \"(-6.42, -6.41)\": -6.43, \"(-6.41, 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"fbench_functions_as_text" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The test questions as we would present them to a human" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# randomly shuffle questions\n", + "np.random.seed(0)\n", + "np.random.shuffle(fbench_questions)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solution: exp(-x^2+1)+ 1/3 * |x|\n", + "Solution: -x ** 2 + 20 * tanh(5*x)\n", + "Solution: -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "Solution: sign(cos(x))\n", + "Solution: x + 1/3 * sin(5*x) + 3\n", + "Solution: tanh(x+10) - 1/3 * x \n", + "Solution: x ** 3 + 250 * sin(x)\n", + "Solution: sin(x)+sin(2*x)\n", + "Solution: sin(x) + sin(3*x)\n", + "Solution: sqrt(x+10) + 1/3 * x \n", + "Solution: exp(x)+ 4000 * sign(x)\n", + "Solution: abs(x) ** (1/10)\n", + "Solution: exp(x) + 4000* sin(x)\n", + "Solution: sign(x ** 2 - 15)\n", + "Solution: log(x+10) + 1/3 * x \n", + "Solution: abs(x) + cos(x)\n", + "Solution: arctan(x) + sin(x)\n", + "Solution: -1/10 * x ** 3 + 20 * tanh(2*x)\n", + "Solution: sin(x)+cos(x)\n", + "Solution: exp(x)+ 2000 * abs(x)\n", + "Solution: sin(x) + sin(0.5 * x)\n", + "Solution: -x ** 2 + 2 * cos(5*x)\n", + "Solution: abs(x) + sin(x)\n", + "Solution: sign(sin(x))\n", + "Solution: |sin(x/2)|\n", + "Solution: tanh(x+10) - 1/3 * x + 1/8 * sin(5*x)\n", + "Solution: exp(-x+1)+ 2000 * abs(x+1)\n", + "Solution: -tanh(x) + 1/4 * x\n", + "Solution: sign(x) + cos(x)\n", + "Solution: abs(x ** 2 - 20)\n", + "Solution: 1/2 * (x+1) ** 4 - 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n" + ] + } + ], + "source": [ + "for mc_options, solution in fbench_questions:\n", + " # print the solution\n", + " print(f\"Solution: {fbench[solution][1]}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sqrt(x+10) + 1/3 * x \n", + "b) sin(x)+cos(x)\n", + "c) |sin(x/2)|\n", + "d) arctan(x) + sin(x)\n", + "e) exp(-x^2+1)+ 1/3 * |x|\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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Fq8FHL4QgMqjqW7fJvD4d0xP/+bdpm1TO+S6Vl5yoxhQRZp599lksW7YMCxYsQOfOnZGSkoLt27c/NCmYiGxffGIG1uzLglDB598dnQEnsm/WflOEod2aYFzv5pLHFRTr8X7SafM3RHZFJQgV/UqwLUVFRXBzc0NhYSEvOREpmE5vRLv521DVH/JqFZD5xiBoHRTxt5rNeWNrBtYdyJI8rn87T6wb3UOGjkjJxH5+8187ESnGZ8kXqgwyAGAU7teRZcwfHIixjzaXPG535jUM/mCf+Rsiu8AwQ0SKcfHGXbPWkTzmD+6Alx9pLnlcWs4tRP1nr9n7IdvHMENEitHMw8WsdSSfeUM6YFxv6asFZ+TdQdc3dsrQEdkyhhkiUowRPZuZtY7kNTc60KT9nP66U4pHl+6uvpDofzHMEJFipFwqMGsdyW9wZ9N23L5ccA9hcTxDQ+IwzBCRYnBfJmWKCvbDB890ljwu51YpLzmRKAwzRKQYF67fEVXHfZmszxMhjdG/nafkcX/dKUXvt3nJiarGMENEimAwCvj0YPXrl3BfJuu1bnQPBPnVlzzu0s17GPXJQRk6IlvBMENEivDb+b9QWKyvtu7Zbv7cl8mKbZ3SB4E+dSWP+/VcAQZ/sF+GjsgWMMwQkSIk//mXqDo99/mxeonT+qJh3TqSx6XlFGHICgYaehjDDBEphNiQwjCjBMfmD4SnCYHmjytFWPJzmgwdkZIxzBCRIoS2aGTWOrK83+YOMGncp4cuIjE118zdkJIxzBCRIvRq2RDuLlX/Je/uUge9WjaspY6opjRqFVa/EGLS2Fe/OA4DLynS/2KYISJF0KhVeLZbkyprlv6rIyf/KkxkkC9WPCd9UT0AaDM30czdkFIxzBCRImxPy8XH+yq/NXt8nwBEBvnWYkdkLkM6+WHso9K3oDAIwKDlv8rQESkNwwwRWT2DUcDiLRmVTu1VAfj5ZC4vOyjY/MFBCG8vfVG9U7m3sXjLHzJ0RErCMENEVu9I1g3kFla+RYEAILfwHo5k3ai9psjsPhnVA2Mflb7T9vqD2UhMzZGhI1IKhhkisnrck8l+zB8ciOXPdpY87tUvTvDMnB1jmCEiqyd2ryXuyWQbnuzSGOFtpd9i32UJN6W0VwwzRGT1ujZrgOpuUlKr7teRbVgzqofkMUX39Jj3Q6oM3ZC1Y5ghIqt37OJNVHcFwSjcryPboFGr8P6wTpLHbTp8CW9szZChI7JmDDNEZPV2ZeSJquOcGdvyVNcmaObhLHncugNZiEtIl6EjslYMM0Rk1QxGAT+kXBFVyzkztufX1/qhqQmBZu3+C7zDyY4wzBCRVTuSdQM37pRWW9ewrhY9AjxqoSOqbfte64dnuvtJHsc7nOwHwwwRWTWxl46e7OzHrQxs2DtPd4Grk4PkcaFv7ZKhG7I2DDNEZNUa1XUUVde/nbfMnZClnVgwEFLj6tXbOnx/9JIs/ZD1YJghIqtmFMRdJhBbR8qlUavwkQm7bM/4LpXzZ2wcwwwRWbUvj1wUVXc46y+ZOyFrEBnka9It269+cQLb03Jl6IisAcMMEVktg1HAr2evi6zmfBl78VTXJghqXF/yuFmbUzgh2EYxzBCR1TqSdQN3SgyiakNbNpS5G7ImWyf3QT2ttAB7S2fE5C+Oy9QRWRLDDBFZLbF3MtXVatCrBcOMvTm5aJDk83GJaXkY99+jsvRDlsMwQ0RWKykjX1TdK31a8rZsO6RRq/DhCOkTgpMyrmLLSU4ItiUMM0RklXR6IxJSq5+w6ebkgEn9WtVCR2SNooJ98fIjAZLHzfiaC+rZEoYZIrJKGw9lQcxHTXh7L56VsXPzhgSifztPSWNKjcCULzl/xlYwzBCRVfp433lRdbdEThAm27ZudA+Et5cWaBL+yEOiiLN/ZP0YZojI6hTrDLh2Wyeqtq5WI3M3pBSfjOqBV/u2kDRmKi832QSGGSKyKgajgKCF20XX/yukiYzdkNLMHNgOUvJtqUFA/2V75GuIagXDDBFZXLHOgNe/T0X3N3ei5euJMIj8Q1mjAsJaNZK3OVIUjVqF/zzbRdKYCzfuoc/bu2XqiGqDxcLMhQsXMHbsWAQEBMDZ2RktW7bEwoULodOVP7WcmpqK3r17w8nJCf7+/njnnXcs1DER1VSxzoDY706iZ1wSghZsQ8cF29AyNgHtF2zHF0cu4drtUknHe7R1I07+pYdEBfthXG9pdzhl37yHsRuOyNQRyU36fupmkpmZCaPRiDVr1qBVq1ZIS0vDuHHjcOfOHSxbtgwAUFRUhIEDByI8PByrV6/GH3/8gZdeegnu7u545ZVXLNU6EYl0+54eU788hqMXbqCoxGj2469+oZvZj0m2YW50IK7cvIvENHFrFQHA7sxrKNYZ4Mx5WIqjEgTr2Wr23XffxUcffYTz5+/fxfDRRx9h7ty5yMvLg1arBQDMmTMHP/74IzIzM0Uft6ioCG5ubigsLISrq6ssvRPRfQajgCNZNzD7u5PIvlEs28/p2swd3018RLbjk/IZjALazkuEXkKODvStj8SpfeRriiQR+/ltsTMzFSksLISHh0fZ98nJyejTp09ZkAGAiIgIvP3227h58yYaNGhQ4XFKSkpQUlJS9n1RUZF8TRPZsWKdAXEJGTh5uQB166iRV1SCSzeLRc95qYnN48Pk/yGkaBq1Cv95pgsmfXVC9JiM3FtYsiUdC4Z0kLEzMjerCTPnzp3DihUryi4xAUBeXh4CAspf9/T29i57rrIwEx8fj8WLF8vXLJEdMxgFHDp3Hf/vmxTk3xJ3+7S5vft0R86VIVEGd/bDDylXsDvzqugxnx68gIt/3ca60T1l7IzMyewTgOfMmQOVSlXl1z8vEV25cgWRkZEYNmwYxo0bV+MeYmNjUVhYWPZ16dKlGh+TyN4ZjALe23kabeYmYuSnRywWZFydHDCse1OL/GxSpnWjuyPIt56kMbszr3NDSgUx+5mZmTNnYvTo0VXWtGjxf4sa5eTk4PHHH0dYWBg+/vjjcnU+Pj7Izy8/eevB9z4+PpUe39HREY6OjhI7J6J/enAZad/Za7h0sxiWnmHnWU+Lo/MGWLYJUqStUx9Dn7d3I/umuJ3YgfsbUnJCsDKYPcx4enrC01PcktJXrlzB448/jq5du2L9+vVQq8ufKAoNDcXcuXNRWlqKOnXqAACSkpLQtm3bSi8xEVHN6PRGbDx0AR/v+1P0Krxya+DsgN0zH4dHPW31xUSV2De7P3rF7ULerZLqi//XI0t34/iCgTJ2ReZgsXVmrly5gr59+6Jp06ZYtmwZrl27hry8POTl5ZXVjBgxAlqtFmPHjkV6ejq+/vprLF++HDNmzLBU20Q2yWAUcPDsdQz98ADazNuGuMRTVhFknOqosWpECE4sjGCQIbN4d1gnSfU37pZi8ZZ0mbohc7HYBOCkpCScO3cO586dQ5Mm5Zcjf3C3uJubG3bu3ImYmBh07doVjRo1woIFC7jGDJGZ6PRGzPomBT+dtJ7N9uo5atCvrReGdfNHWCsuikfmFdaqEZzqqHGvVPz92usPXkD3Zg0QFewnY2dUE1a1zoxcuM4MUXkGo4CYz45i+6lrlm4FjhoVmjZ0wdMhTfDSoy2gdeAuKySvxNRcvPrFcUljNCrgTFwUw3UtU+Q6M0Qkr2KdAa9sPIr9f/5Vqz/XyUGFUoMAlQpwUKvQxN0Z/+7qj5d6M7xQ7YsK9sX4ywFYsy9L9BiDAEz+4neseqG7jJ2RqRhmiOyATm9E1PJ9OHftTq3+3BaeLkia3pd/zZLViY0KRHsvV0z79qToMYlpV6HTGxnArRDDDJENMxgFTPr8GLali9+fpiY869aBRz0nNPVwxvvPdkE9J/6KIes1tFsTbEnLwe5M8ZdbY787if+RuCs3yY9zZohs1JaTOZjy5QnI/Q9cBeCpLn5Y+nQn/sVKitTrrV3IKxJ3u7ZGBZx6YxD/W68lYj+/GWaIbIjBKGDfqauY9NUx3CmV55+2CkCLRi7o2NgNT3flHUekfDq9EW3mbRNd76hRYflzXRAZ5CtjVwRwAjCR3fnx90uY9m2qbMdv4FIH/xnWGY+29WR4IZuidVAjKsgHiWl51RcDKDEImLDpOFa/EMJAYyV4ZoZI4Yp1BnR/Mwm3dQZZjq8C8HLvAMyNDpTl+ETWwGAU0GZeIgzil5+Bg1qF028OYriXEc/MENk4nd6IwSv24Uy+PHcoNfNwxgu9mmNUWHPODyCbp1GrsGJ4iKT1Z/RGAZO/OIZVL3STsTMSg2GGSIHiEjKwdr/4NTLEUgOYNaANxj7WkgGG7E5UsC+GpPlgS6q4y00AkJiWz9u1rQAvMxEpiE5vxOAP9uPM1dtmPa4KwLJ/B+Ppbv5mPS6R0hiMAjot3onbJXrRY3xdHZH8eriMXdkvsZ/fjJJEChGfmIE287aZNci0bOSCz17qgXNvRTHIEOH+5aZ3ng6WNCa3qAQvbzwqU0ckBi8zEVk5nd6IFz/5Db9duGm2Y3rX12L/7P48NU5UgahgX4zNbo51By6IHrPr1FUU6wxw1mrka4wqxd9kRFZsyc9paDNvm1mDzAfPdMLhuQMYZIiqMH9wB4T4S5uWELZ0t0zdUHX424zICun0RnRetAOfHrpotmOG+Lvjz7ei8ERIE7Mdk8iWfTPxUUi56/rm3VK8uSVDvoaoUgwzRFbmwdyYgnviJyBW5ZGWDXBqSSS+j3mE62EQSaBRq7DyOWn7MH1yMAs6vYTFasgsGGaIrITBKODVTcewZp95brlu2sARf74Vhc/HhfE6PpGJooL90MRdK2nMi+sOy9QNVYZhhsgKbE/LReD8RNHLqVdFBWD58M7YNzucZ2KIzGD7tMcl1f+WdYNnZ2oZwwyRhW1NycGETcdRYobdCFp6uuDcW1F4snPjmh+MiAAA9Zwc0NGvvqQxg1fsk6kbqgjDDJEFvfFzGiZ9daJGx6jnqEF4ey+kLYrA7pmP82wMkQy2TOmD+o7iPzLP5N/BuP9y7ZnawnVmiCygWGfAI2/vxo07pTU6zsuPBGDeEG4ASVQbUhZGovXriRB7ASkpg2vP1BaemSGqZWM3HEX7BdtrHGTG92GQIapNGrUKHwzvLGnM+M9+l6cZKodhhqgW9XlnD3ZnXq3RMdydHHDmzUGIjWKQIaptgzs3xoBAL9H1+85ex/a0XBk7IoBhhqjWDHr/F2TfKK7RMcY80hQpiyK4ei+RBa19sTsCfeuJrp/6VQoMRpvf09mi+BuRSGY6vRHBC7fhVP5dk4/Ro5krzrw5CAuHdDRjZ0Rkqu8mPiq6tkRvxDOrD8nYDTHMEMkoLiEdbeZtQ1GJ6WtOhLf3wuaJvXk2hsiKOGs1ki43HcsuwM/Hr8jYkX3jb0cimby04QjW7r9Qo2O8/EgAPhnV3TwNEZFZrX2xO7o2cxddP2VzCufPyIRhhsjMDEYBj72zB3syr5l8DI0KWDWiC+9WIrJym8eHwUHC0k6zv0vl/BkZMMwQmVFiag5avp6IizWY6DuogzfOxEUhKtjPjJ0RkRw0ahXCWjUSXV9YrMfKPedk7Mg+McwQmUl8YgZe/aJmq/muHN4ZH43sxlV8iRRkzchukurXH8zi2RkzY5ghMoPE1Nwa73a9+oUQDOaeSkSK46zVoJuEuTMFxaWY9tVx+RqyQwwzRDVkMAqY91OayeMb1XXAn29FITLI14xdEVFt+np8GBwl3HG4JTUP8YkZMnZkXxhmiGpApzdi4U9/4MYdnUnjG9bT4vf5EbysRKRwGrUKyyVudbBmXxZ0etOXbaD/wzBDZKK4hAy0mbcNmw5fMml8kF99HJs3wMxdEZGlRAb5YtWIEEj502TwB/tl68eeMMwQmWDcf49i7X7T58h88EwnbJ3Sx4wdEZE1iAr2xaiwZqLrz1y9jWKdQcaO7APDDJEEBqOA93acRlKGaZtF1nfU4M+3ovBESBMzd0ZE1iKig7T5b+Hv7ZWnETvCMEMk0va0XDyydDc++MW0NSKC/Orhj8WRnB9DZON6BHjAu75WdP2VgnuIS0iXsSPbxzBDJEJiai4mbDqOvKISyWO1amD5s52xdcpjMnRGRNZGo1Zh8ZNBksas3X+Bk4FrwCrCTElJCTp37gyVSoWUlJRyz6WmpqJ3795wcnKCv78/3nnnHcs0SXYrMTUHr35h2poQc6Pa4dSbUXiyC9ePIbInkUG++OCZTpLGcDKw6awizLz22mvw83t46faioiIMHDgQzZo1w7Fjx/Duu+9i0aJF+Pjjjy3QJdmj7Wm5Jq/q61FXi5cebcHLSkR26omQJghp6i66/szV29hyMke+hmyYxcPMtm3bsHPnTixbtuyh5z7//HPodDp8+umn6NChA4YPH44pU6bgvffes0CnZG90eiMmbjJ9lc43nwxikCGyc99MCIODhN8Dr33LjShNYdEwk5+fj3HjxuGzzz6Di4vLQ88nJyejT58+0Gr/byJVREQETp8+jZs3b1Z63JKSEhQVFZX7IpLip5QraDd/G0z9lTK+TwCigrmiL5G906hVeP/ZzqLri0sNWLnnrHwN2SiLhRlBEDB69GhMmDAB3bpVvElXXl4evL29yz324Pu8vLxKjx0fHw83N7eyL39/f/M1TjbviZX7MfWrFJjyx1FdrRqrRnRBbFSg+RsjIkUa0skPvq6Oous/3neeZ2ckMnuYmTNnDlQqVZVfmZmZWLFiBW7duoXY2Fhzt4DY2FgUFhaWfV26ZNoKrWR/Xt54BKmXTTuTt3FMd6QuikRU8MPzv4jIvr3ztPjJwHd0Bvx2/i8Zu7E9DuY+4MyZMzF69Ogqa1q0aIE9e/YgOTkZjo7l02q3bt3w/PPPY+PGjfDx8UF+fn655x987+PjU+nxHR0dHzouUXWKdQbsOnXNpLHj+wTgsbZeZu6IiGxFWOtGcK6jRnGpuNuvp311Ake53YloKkEQLHIuKzs7u9xclpycHERERODbb79Fz5490aRJE3z00UeYO3cu8vPzUadOHQDA66+/ju+//x6ZmZmif1ZRURHc3NxQWFgIV1dXs78Wsg2B87fhrshfNH835pGmWDikowwdEZEt2Z52f70qsYIbu+Lnyb1l7Mj6if38tticmaZNmyIoKKjsq02bNgCAli1bokmT+0u9jxgxAlqtFmPHjkV6ejq+/vprLF++HDNmzLBU22SjHl26y6Qg06+tJ4MMEYkSGeSLqf1bia5PvVKEn05ckbEj22HxW7Or4ubmhp07dyIrKwtdu3bFzJkzsWDBArzyyiuWbo1syKPxu3C5QPrKvh0b18enY3rI0BER2aop/dvARasRXT99cwonA4tgsctMtYmXmagyjy7djcsF9ySPe6yNJza+xCBDRNIt33UW7+86I7p+Ut+W+H+R7WTsyHpZ/WUmIktrPzfBpCDj7+7IIENEJpvUrxXqaMQvpLdy75/YnpYrY0fKxzBDdqnV6wkoNkgf5+/uhP1zws3fEBHZDY1ahWX/lrZv05zv/+DlpiowzJDd6TB/G0zZnLZP64bYP6e/+RsiIrvzZJfG8HARvzpKwd1S/PYn156pDMMM2ZU2cxNwx4S7lvzdnfDfsb1k6IiI7NVBiWd5l+08JVMnyscwQ3ajy+Lt0JlwaamJuyPPyBCR2TlrNRgQKH6xzROXiqAz5bSyHWCYIbsQ/Z+9uGnCJJkmbo44wDkyRCSTtS92R/OGD2+0XJkX1x2WsRvlYpghm/fShiNIz7sjeVwTdycciGWQISJ5xQ0Vv/Dmb1k3MO6/R2XsRpkYZsimLfgxFXsype+35KwBDvDSEhHVgl4tG8KpjviP46SMq9iawpWB/45hhmzWEyv247+/Sd8x3UENnIqLlqEjIqKHadQqvCvxVu3/910qb9X+G4YZskkvbzyK1CtF1Rf+Q906apx7i0GGiGrXkE5+kiYD3ys18lbtv2GYIZtTrDNg16mrksepAaS/Mcj8DRERibD2xe7oFdBAdP27OzNl7EZZGGbI5nRZvN2kcZlvMsgQkWVJWc8q5VIhElO5zQHAMEM2ps3cBNwzYS2ZsY82h9aB/xyIyLK0Dmp09ncTXT/jG+6qDTDMkA1p/XqiSYviBTdxxfzBHczfEBGRCWYNFL9D9r1SI1bsFr8Dt61imCGbMOj9X1Fqwl8nLz/SHD9P6i1DR0REpunVsiHqOWpE16/df97uz84wzJDiLfrpD5zKvy153KklkZg3hGdkiMi6aNQqvPN0sOj6Ozojnl1zSMaOrB/DDClaXEIGNiRnSx63fHhnOGvF/+VDRFSbooL9EN3RR3T97xcL7HplYIYZUqzE1Fys3Z8leVzHxq54snNjGToiIjKfD54LgZOEGxOSMq6i2JSJgzaAYYYUyWAUMOnL45LH+dZzwJbJnCNDRNZPo1bhvWc6SxoTl5AhTzNWjmGGFCnmi2OQOt9NqwGS50XI0xARkQyign3Rv52n6PrPD0u/7G4LGGZIcXR6I7an5UsaU0etwhnut0RECvRy75aiawUAvZfulq8ZK8UwQ4qi0xsx4L29ksa4Omlw9q0oeRoiIpJZjwAPNHCuI7r+UsE9/Pi79E12lYxhhhQjPjEDbeZtw8UbxZLGHX59gEwdERHJT6NWIe6pjpLGzPzevnbVZpghRYhPzMCafdLvXOrXtiFvwSYixYsK9kWzBi6i6w1G4Lfz9rOrNsMMWT2d3mhSkGlYtw4+HSN+0zYiImuWMFXanZgvrjssUyfWh2GGrN7gFfskj/H3cMax+QNl6IaIyDLqOTmgg29d0fUGAYj+QPrvTyVimCGr9lPKFZzJvyNpTM/mDbD/tX4ydUREZDkJU/tCrRJfn55zC7fv6eVryEowzJDVSkzNwdSvUiSNUauAz17mpSUisl2xg9pLqh+xNlmmTqwHwwxZpe1puXj1ixOSx43rHQCthOW/iYiUZlRYc0n1qVeKbP7OJv7WJ6tjMAp49XPpWxWM7xOA2KhAGToiIrIeWgc1xoQ2kzRm6lfS/zhUEoYZsjoD3tsreauC9S92Y5AhIrux8Mkg1NWK/wjfmpoLnd4oY0eWxTBDVuX2PT3OX78raYxLHTX6tPOSqSMiIuv0yagekuo/3X9epk4sj2GGrErfd/dIHvPes52hkTK9n4jIBvQI8ICPq5Po+u9PXJGxG8timCGr8cbPabh+p1TSmOXDOyMyyFemjoiIrJdGrcKiJ8RfXtcZeJmJSFZvbE3HukMXJY3p384TT3ZuLFNHRETWLzLIF71bNRRVe+Gvu1i85Q+ZO7IMhhmyuPjEDKw7cEHSmKbuWqwbLe16MRGRLfr4xe6ia9cfzMZjJlzOt3YMM2RROr0RH0vcd0kN4JfXwuVpiIhIYZy1GgwIFH8TxMW/ijF2w1EZO6p9Fg8zCQkJ6NmzJ5ydndGgQQMMHTq03PPZ2dmIjo6Gi4sLvLy8MGvWLOj1tr80s72Y8+1JSF3KaeWIEE74JSL6m7UvdpcUaHZnXkWxziBjR7XLomHmu+++w8iRIzFmzBicPHkSBw8exIgRI8qeNxgMiI6Ohk6nw6FDh7Bx40Zs2LABCxYssGDXZC5bU3LwfUqOpDFjH22OqGBO+CUi+qe1L3bH8B5NRNeP/+x3GbupXSpBECyyxrFer0fz5s2xePFijB07tsKabdu2YfDgwcjJyYG3tzcAYPXq1Zg9ezauXbsGrVYr6mcVFRXBzc0NhYWFcHV1NdtrINPFJ2ZgjcTLS+HtPSWvq0BEZE/W7T+PNxJOiarVqIAzcVFWfaZb7Oe3xc7MHD9+HFeuXIFarUaXLl3g6+uLQYMGIS0trawmOTkZHTt2LAsyABAREYGioiKkp6dXeuySkhIUFRWV+yLrkZiaKznIDAryZpAhIqrGyNDmomsNAvDb+b/ka6YWWSzMnD9/fyXCRYsWYd68edi6dSsaNGiAvn374saNGwCAvLy8ckEGQNn3eXl5lR47Pj4ebm5uZV/+/v4yvQqSymAUMOlLafsuOWpUWDmiq0wdERHZDq2DGoM6eIqun2YjezaZPczMmTMHKpWqyq/MzEwYjfcX75k7dy6efvppdO3aFevXr4dKpcI333xTox5iY2NRWFhY9nXp0iVzvDQygwHv/SJ536X3n+1i1adBiYisycrnxd+qfe22Dj+lKH9lYAdzH3DmzJkYPXp0lTUtWrRAbm4uACAw8P9WL3R0dESLFi2QnZ0NAPDx8cGRI0fKjc3Pzy97rjKOjo5wdHQ0pX2S0f19l4oljRnfJ4ATfomIJNCoVYjs4I3t6fmi6md9m4rBwX6K/qPR7GHG09MTnp7Vn+Lq2rUrHB0dcfr0aTz66KMAgNLSUly4cAHNmt3f2jw0NBRxcXG4evUqvLzu33KWlJQEV1fXciGIlGHa19IuL60c3hmDucIvEZFkI0Obiw4zOr0RK/ecw9Tw1jJ3JR+LzZlxdXXFhAkTsHDhQuzcuROnT5/GxIkTAQDDhg0DAAwcOBCBgYEYOXIkTp48iR07dmDevHmIiYnhmReFMRgFnLxUKLp+yuOtGGSIiEzUq0VD1NGIP9Py8b4/YZA6B8CKWHSdmXfffRfDhw/HyJEj0b17d1y8eBF79uxBgwYNAAAajQZbt26FRqNBaGgoXnjhBbz44otYsmSJJdsmiban5aLrm0m4dlsnql6tAqYOaCNzV0REtkujVuF/nu4kuv6OzqDoO5ssts5MbeI6M5azPS0XEzZJu7wU81hLzBrUTqaOiIjsR++3d+PSzXuiaiM7+GD1SOu6c9Tq15kh22cwCpjznbQdWtUqYEZEW5k6IiKyL+/8u7Po2t2n8hV7qYlhhmQz7avjKCgulTRm1fPcd4mIyFx6BHjARSvuo77UKGDF7rMydyQPhhmSRWJqDrakVr6w4T+5Omqw+oUQRAbxNmwiInPRqFV4pXdL0fX/2X0W29NyZexIHgwzZHb3V/mVtqrkRy90Y5AhIpLB5P6tJd3ZNPWrFMVdbmKYIbN7d8cpSav8+rg6olfLhvI1RERkxzRqFWL6thJdX6I34sCZazJ2ZH4MM2RW8YkZWP2rtE0kFz3RgfNkiIhkNLl/a7hoNaLrp29Oka8ZGTDMkNkkpuZI3g171QjOkyEikptGrcJ7z4hfd+bG3VIU6wwydmReDDNkFgajgMkS58l09HPlvktERLUkMsgXfVqLv6Q//rPfZezGvBhmyCwmf3EcBonzxb58JVSeZoiIqEJrRorfUXv/2euKmQjMMEM1ptMbkZgm/jZsAAhu4op6Tmbf55SIiKrgrNWgibuTqFoBwLNrDsnbkJkwzFCNRb6/V1J9cGNX/DyptzzNEBFRlZJm9BVd+/vFAmw5mSNfM2bCMEM18sbP6Tj/V7Ho+pAmbvh5MoMMEZGlOGs16NbMXXT9zM3Wv+4MwwyZLD4xA+sOXZA0ZvoA7rtERGRpX48Pg9gVMXQGAYfOXZe3oRpimCGT6PRGybdhqwCEtW4kT0NERCSaRq3Cv7o0Fl0/69uTMnZTcwwzZJLY71Mlj3lvWCcujkdEZCXe+lew6Nq8ohKrnjvDMEOSGYwCvjt+RdIYNycNnuraRKaOiIhIKq2DGq0auYiun7n5pNXOnWGYIcnC4ndJHnN03kAZOiEioppY+ESQ6FqdwYhpXx2XsRvTMcyQJIV3S5F/SydpzNhHm0PrwP/UiIisTVirRtBqxP9+3pKaB53eKGNHpuEnDEky9MP9kuqDG7ti/uAOMnVDREQ1oVGr8D8S9mwCgDnfWd9kYIYZEm17Wi6ypKwp4881ZYiIrN2QTn4Ib+8puv6nlByrmzvDMEOiGIwCZn8r7Q6mbyY+IlM3RERkTp+M6gHnOuIigUEAVu45J3NH0jDMkCjPrDmEwnt60fWv9mnB27CJiBRkQKC36NrVv56zqrMzDDNUrbiEdBy7WCC6Xq0CZka2k68hIiIyu2Eh/qJri0uNVnV2hmGGqqTTG7F2/wVJY1Y9H8KzMkREChPWuhE0En51r9prPWdnGGaoSlJW+lUBWDUiBJFBvvI1REREstCoVXhKwhYHJXojVuw+I2NH4jHMUKW2p+VKWul3av9WiApmkCEiUiopWxwAwAe7rePsDMMMVchgFDBzs/i1BLQaFSb3byNjR0REJDetgxqDJfxRagQw5UvLrwrMMEMVGrb6IO7oDKLrJ/RpyXkyREQ2YPnwLpLCQcIfll8VmGGGHhKXkIHj2YWi67UOakwdwLMyRES2QKNW4akQ8XNnAGnzK+XAMEPl3L97KUvSmA+Gd+ZZGSIiGxIvce7M1tRci86dYZihckZ+8puk+qn9W/HuJSIiG6N1UGNc7+ai60v0RhzJuiFfQ9VgmKEyOr0Rhy/cFF3v5KDGFE76JSKySXOjO6B5Q2fR9bsy8mTspmoMM1TmBYlnZSY8xkm/RES2LO4p8Zebfki5YrFLTQwzBOD+lgVHJJyVcVADk/u3lrEjIiKytF4tGsLN2UFU7Y07pRa71MQwQ0hMzZG8ZcF/nunCszJERDZOo1bh7afFn51JstClJoYZO2cwCpjy1QlJY1p5umBwZz+ZOiIiImsSGeSL6eHizsR/evACtqflytzRwxhm7NyB09cgda2jxKmPydMMERFZpUn9WsPH1UlUbez3f9T63BmLhpkzZ87gySefRKNGjeDq6opHH30Uv/zyS7ma7OxsREdHw8XFBV5eXpg1axb0er2FOrY9079JkVQ/rndzaB2YgYmI7IlGrcKiJwJF1d68W4rfzv8lc0flWfRTafDgwdDr9dizZw+OHTuGTp06YfDgwcjLu3/NzWAwIDo6GjqdDocOHcLGjRuxYcMGLFiwwJJt24wtJ3Nw426p6PqQpu6YG91Bxo6IiMhaRQb5YlCQj6jaTb9dlLmb8iwWZq5fv46zZ89izpw5CA4ORuvWrbF06VLcvXsXaWlpAICdO3ciIyMDmzZtQufOnTFo0CC88cYb+PDDD6HT6SzVuk24v5Fkiuh6jQr4ZkKYfA0REZHVa+lZV1Td/rPXavVSk8XCTMOGDdG2bVv897//xZ07d6DX67FmzRp4eXmha9euAIDk5GR07NgR3t7eZeMiIiJQVFSE9PT0So9dUlKCoqKicl9U3ordZ6AziP8P7f1hnXj3EhGRnQtt0UhU3e0SQ63epi3u5nEZqFQq7Nq1C0OHDkX9+vWhVqvh5eWF7du3o0GDBgCAvLy8ckEGQNn3Dy5FVSQ+Ph6LFy+Wr3mFMxgFfLT3T9H1fm6OeCKkiYwdERGREvRq2RAuWg3u6gzV1l69da8WOrrP7Gdm5syZA5VKVeVXZmYmBEFATEwMvLy8sH//fhw5cgRDhw7FkCFDkJtbs9u6YmNjUVhYWPZ16dIlM7062zD1qxMokXBWZu+sfjJ2Q0RESqFRqzC+TwtRtV71xd39ZA5mPzMzc+ZMjB49usqaFi1aYM+ePdi6dStu3rwJV1dXAMCqVauQlJSEjRs3Ys6cOfDx8cGRI0fKjc3PzwcA+PhUPgnJ0dERjo6ONXshNioxNQdbU8WHxeiOPrx7iYiIykzq1xrrD11AQSU3kKgA+Lg5oUeAR631ZPYw4+npCU9Pz2rr7t69CwBQq8t/UKrVahiN9xc+CQ0NRVxcHK5evQovLy8AQFJSElxdXREYKO4WMfo/BqOAyV+KXyCvjlqFD54LkbEjIiJSGo1ahaX/6oiJm47jn+f4H8ysXDgksFbnWVrsT+7Q0FA0aNAAo0aNwsmTJ3HmzBnMmjULWVlZiI6OBgAMHDgQgYGBGDlyJE6ePIkdO3Zg3rx5iImJ4ZkXEwx4by8kXF3C8uHcsoCIiB4WGeSLj14Iga9b+UtJPm5O+OiFEEQG+dZqPxabANyoUSNs374dc+fORb9+/VBaWooOHTrgp59+QqdOnQAAGo0GW7duxcSJExEaGoq6deti1KhRWLJkiaXaVqw3t6Tj/PW7ousHB/siKrh2/2MkIiLliAzyxYBAHxzJuoGrt+7Bq/79S0uW+CNYJQiCZfbrrkVFRUVwc3NDYWFh2fwce6LTG9Fm3jbR9Y4OKmQsGcSzMkREZFFiP785s9MORH+wT1L9xMdaMcgQEZFiMMzYuLiEDJy9ekd0fR21CpP7i9sdlYiIyBowzNgwnd6ItfuzJI15/xmu9EtERMrCMGPDNh66IKk+xN8Ngzs3lqcZIiIimTDM2LCP94nfsgAAvpn4iEydEBERyYdhxkZtOZmDa7fF7yz+dEhjXl4iIiJFYpixQQajgOlfp0gaE/+vYHmaISIikhnDjA1annQGeqP45YPG9Q7g/ktERKRY/ASzMQajgDX7xc+VaeNVD3Ojuc8VEREpF8OMjVm55xxK9OLPymyd0lvGboiIiOTHMGNDtqfl4v1dZ0TX9wxowMtLRESkePwksxEGo4ApX6VIGvPZ2F7yNENERFSLGGZsxDNrDkGnN4qu56RfIiKyFfw0swHFOgOOXSwQXT8g0IuTfomIyGY4WLoBqrnw9/aKrp3SrxVmDGwrXzNERES1jGdmFG5rSg6uFNwTVeugBqaGt5G5IyIiotrFMKNgBqOA2B//EF3fyrMetywgIiKbwzCjYEeybuDWPb3o+tjI9jJ2Q0REZBkMMwq2KyNPdK1GBTza1lPGboiIiCyDYUahtqflYt3BC6Lrlz/bmZeYiIjIJjHMKJDUBfLC23ticOfG8jVERERkQbw1W4GW7zojeoG88PZe+GRUd5k7IiIishyemVEYg1HAh7+cE1XbrZk7gwwREdk8hhmFOXTuOgwiN8X2qKuVtxkiIiIrwDCjMOM3/S66tnvzhjJ2QkREZB0YZhRkyIp9uKsTv5nkqLDm8jVDRERkJRhmFOL2PT3+uHJLdH2vAA/uik1ERHaBn3YKMWJtsqT6/47tKVMnRERE1oVhRgEMRgGpV4pE1w8J9uFZGSIishv8xFOAYasPia7VqID/DA+RsRsiIiLrwjBj5eIS0nE8u0B0/bJh3LaAiIjsC8OMFdPpjVi7/4LoelcnBzwVwm0LiIjIvjDMWLE5352UVP/RC11l6oSIiMh6McxYKYNRwA8nckTXOzqo0KsFF8kjIiL7wzBjpT7YfRYidy0AAEx8rCXnyhARkV1imLFCBqOAD3afFV2vUaswuX8bGTsiIiKyXgwzVmjyF8clnZWJ4VkZIiKyY7KFmbi4OISFhcHFxQXu7u4V1mRnZyM6OhouLi7w8vLCrFmzoNfry9Xs3bsXISEhcHR0RKtWrbBhwwa5WrYKOr0RiWl5ouvVKmDqAJ6VISIi+yVbmNHpdBg2bBgmTpxY4fMGgwHR0dHQ6XQ4dOgQNm7ciA0bNmDBggVlNVlZWYiOjsbjjz+OlJQUTJs2DS+//DJ27NghV9sW91nyBUn1k/u14lkZIiKyaypBEKRc0ZBsw4YNmDZtGgoKCso9vm3bNgwePBg5OTnw9vYGAKxevRqzZ8/GtWvXoNVqMXv2bCQkJCAtLa1s3PDhw1FQUIDt27eL7qGoqAhubm4oLCyEq6urWV6XXEZ9ehi/nrkuqlarUeHUG4MYZoiIyCaJ/fy22JyZ5ORkdOzYsSzIAEBERASKioqQnp5eVhMeHl5uXEREBJKTq950saSkBEVFReW+lMBgFHA464bo+v95hqv9EhERWSzM5OXllQsyAMq+z8vLq7KmqKgIxcXFlR47Pj4ebm5uZV/+/v5m7l4eK/ecxb1So6ja/u08MaSTn8wdERERWT9JYWbOnDlQqVRVfmVmZsrVq2ixsbEoLCws+7p06ZKlW6qWwSjg04MXRNX6N3DCutE95G2IiIhIIRykFM+cOROjR4+usqZFixaijuXj44MjR46Ueyw/P7/suQf/98Fjf69xdXWFs7Nzpcd2dHSEo6OjqD6sxco9Z1FYXCqq9p1/d5a3GSIiIgWRFGY8PT3h6elplh8cGhqKuLg4XL16FV5eXgCApKQkuLq6IjAwsKwmMTGx3LikpCSEhoaapQdrsT0tF+/vErdInrtLHfQI8JC5IyIiIuWQbc5MdnY2UlJSkJ2dDYPBgJSUFKSkpOD27dsAgIEDByIwMBAjR47EyZMnsWPHDsybNw8xMTFlZ1UmTJiA8+fP47XXXkNmZiZWrVqFzZs3Y/r06XK1XesMRgGvfn5cdP2YsABO+iUiIvob2W7NHj16NDZu3PjQ47/88gv69u0LALh48SImTpyIvXv3om7duhg1ahSWLl0KB4f/O2G0d+9eTJ8+HRkZGWjSpAnmz59f7aWuf7LmW7P7vrsHF/6qfDLz37m71MGxeQMYZoiIyC6I/fyWfZ0Za2CtYebn41cwZXOK6PrVL4QgMshXvoaIiIisiNWvM2PvDEYBM75NEV3fqYkrgwwREVEFGGYs5NDZ69CLW1IGADA4uLF8zRARESkYw4yFjN/0u6T6UWHN5WmEiIhI4RhmLKDwbinuilzpFwDGhjWH1oFvFRERUUX4CWkBveJ3ia5t4OyA+U90kLEbIiIiZWOYqWU/H7+CYglnZQ7PHSBjN0RERMrHMFOLDEYB0yXcweRdX8vLS0RERNXgJ2Ut+mD3GRgk3MG0c3pfuVohIiKyGQwztcRgFPDB7nOi6+tqNXBzqSNjR0RERLaBYaaWvJd0GlKWWv59HufKEBERicEwUwsMRgEf/fKn6PrmDV3grNXI2BEREZHtYJipBSt2n4WEqTKIG9pRtl6IiIhsDcOMzAxGAR/sOSu6vo5GhV4tG8rYERERkW1hmJHZ8l1nYJQwWeZ/ng6GRq2SryEiIiIbwzAjI4NRwJp94ufKeNXT4omQJjJ2REREZHsYZmR0JOsGSvTiT8u8P7yLjN0QERHZJoYZGV29dU90rVajQq8WnCtDREQkFcOMjJIy8kXXTnisJefKEBERmYBhRibxiRnYmporqtbRQY2p4W1k7oiIiMg2MczIQKc34uP9WaLrlw/vzLMyREREJmKYkcHr3/8BQcS8X6c6aqx+IQSRQb7yN0VERGSjGGbMzGAUsOXkFVG1w7o2YZAhIiKqIYYZM1u55yxKDOJux27esK7M3RAREdk+hhkzur9I3nlRtSoAI0Oby9oPERGRPWCYMaOpX53AXZ1BVG10sC+0Dvyfn4iIqKb4aWomiak5km7FXs7VfomIiMyCYcYMDEYB0zeniK5/tW8r3opNRERkJgwzZnDo7HXRezA5OqgwqV8rmTsiIiKyHwwzZvDdicuia/u38+JZGSIiIjNimDGDHWl5omuf79lcvkaIiIjsEMNMDY3dcBjFeqOoWqc6avRqyZ2xiYiIzIlhpgaKdQbszrwuun7Z08G8xERERGRmDDM18GZCuuha/wbOGNy5sYzdEBER2SeGmRr4OSVHdO3osObyNUJERGTHGGZMFJeQgVsl4lb7Bbh1ARERkVwYZkyg0xuxdn+W6PpBQd7cuoCIiEgm/IQ1wcZD4oOMGsDKEV3la4aIiMjOyRZm4uLiEBYWBhcXF7i7uz/0/MmTJ/Hcc8/B398fzs7OaN++PZYvX/5Q3d69exESEgJHR0e0atUKGzZskKtl0T4/fFF07dTwNryDiYiISEayhRmdTodhw4Zh4sSJFT5/7NgxeHl5YdOmTUhPT8fcuXMRGxuLlStXltVkZWUhOjoajz/+OFJSUjBt2jS8/PLL2LFjh1xtVysxNQcX/ioWVVtHw60LiIiI5KYSBEHcpkIm2rBhA6ZNm4aCgoJqa2NiYnDq1Cns2bMHADB79mwkJCQgLS2trGb48OEoKCjA9u3bRfdQVFQENzc3FBYWwtXVVfJreMBgFNDtjZ24WawXVT/l8ZaYEdHO5J9HRERkz8R+flvVnJnCwkJ4eHiUfZ+cnIzw8PByNREREUhOTq7t1gAAR7JuiA4yahUwdUBbmTsiIiIiB0s38MChQ4fw9ddfIyEhoeyxvLw8eHt7l6vz9vZGUVERiouL4ezsXOGxSkpKUFJSUvZ9UVGRWXq8euue6NqOjd04V4aIiKgWSDozM2fOHKhUqiq/MjMzJTeRlpaGJ598EgsXLsTAgQMlj/+n+Ph4uLm5lX35+/vX+JgA4FXfSXTt4GBfs/xMIiIiqpqkMzMzZ87E6NGjq6xp0aKFpAYyMjLQv39/vPLKK5g3b16553x8fJCfn1/usfz8fLi6ulZ6VgYAYmNjMWPGjLLvi4qKzBJoegR4wLu+Fvm3dFXWqQCMCguo8c8jIiKi6kkKM56envD09DTbD09PT0e/fv0watQoxMXFPfR8aGgoEhMTyz2WlJSE0NDQKo/r6OgIR0dHs/X5gEatwuIngzBh0/Eq617pE8BF8oiIiGqJbJ+42dnZSElJQXZ2NgwGA1JSUpCSkoLbt28DuH9p6fHHH8fAgQMxY8YM5OXlIS8vD9euXSs7xoQJE3D+/Hm89tpryMzMxKpVq7B582ZMnz5drrarFRnki9UvhMBFq6nw+fF9AhAbFVjLXREREdkv2W7NHj16NDZu3PjQ47/88gv69u2LRYsWYfHixQ8936xZM1y4cKHs+71792L69OnIyMhAkyZNMH/+/Govdf2TuW7N/juDUcChs9fx3YnLuKszoHtzD4wKa84zMkRERGYi9vNb9nVmrIEcYYaIiIjkpch1ZoiIiIikYpghIiIiRWOYISIiIkVjmCEiIiJFY5ghIiIiRWOYISIiIkVjmCEiIiJFY5ghIiIiRWOYISIiIkWTtNGkUj1Y5LioqMjCnRAREZFYDz63q9uswC7CzK1btwAA/v7+Fu6EiIiIpLp16xbc3Nwqfd4u9mYyGo3IyclB/fr1oVKpzHbcoqIi+Pv749KlSza755Otv0a+PuWz9dfI16d8tv4a5Xx9giDg1q1b8PPzg1pd+cwYuzgzo1ar0aRJE9mO7+rqapP/gf6drb9Gvj7ls/XXyNenfLb+GuV6fVWdkXmAE4CJiIhI0RhmiIiISNEYZmrA0dERCxcuhKOjo6VbkY2tv0a+PuWz9dfI16d8tv4areH12cUEYCIiIrJdPDNDREREisYwQ0RERIrGMENERESKxjBDREREisYwU424uDiEhYXBxcUF7u7uFdZkZ2cjOjoaLi4u8PLywqxZs6DX66s87o0bN/D888/D1dUV7u7uGDt2LG7fvi3DKxBv7969UKlUFX4dPXq00nF9+/Z9qH7ChAm12Lk0zZs3f6jfpUuXVjnm3r17iImJQcOGDVGvXj08/fTTyM/Pr6WOxbtw4QLGjh2LgIAAODs7o2XLlli4cCF0Ol2V46z9Pfzwww/RvHlzODk5oWfPnjhy5EiV9d988w3atWsHJycndOzYEYmJibXUqTTx8fHo3r076tevDy8vLwwdOhSnT5+ucsyGDRseeq+cnJxqqWPpFi1a9FC/7dq1q3KMUt4/oOLfJyqVCjExMRXWW/v7t2/fPgwZMgR+fn5QqVT48ccfyz0vCAIWLFgAX19fODs7Izw8HGfPnq32uFL/DUvFMFMNnU6HYcOGYeLEiRU+bzAYEB0dDZ1Oh0OHDmHjxo3YsGEDFixYUOVxn3/+eaSnpyMpKQlbt27Fvn378Morr8jxEkQLCwtDbm5uua+XX34ZAQEB6NatW5Vjx40bV27cO++8U0tdm2bJkiXl+p08eXKV9dOnT8eWLVvwzTff4Ndff0VOTg7+9a9/1VK34mVmZsJoNGLNmjVIT0/H+++/j9WrV+P111+vdqy1vodff/01ZsyYgYULF+L48ePo1KkTIiIicPXq1QrrDx06hOeeew5jx47FiRMnMHToUAwdOhRpaWm13Hn1fv31V8TExOC3335DUlISSktLMXDgQNy5c6fKca6uruXeq4sXL9ZSx6bp0KFDuX4PHDhQaa2S3j8AOHr0aLnXlpSUBAAYNmxYpWOs+f27c+cOOnXqhA8//LDC59955x188MEHWL16NQ4fPoy6desiIiIC9+7dq/SYUv8Nm0QgUdavXy+4ubk99HhiYqKgVquFvLy8ssc++ugjwdXVVSgpKanwWBkZGQIA4ejRo2WPbdu2TVCpVMKVK1fM3rupdDqd4OnpKSxZsqTKuscee0yYOnVq7TRlBs2aNRPef/990fUFBQVCnTp1hG+++abssVOnTgkAhOTkZBk6NK933nlHCAgIqLLGmt/DHj16CDExMWXfGwwGwc/PT4iPj6+w/plnnhGio6PLPdazZ09h/PjxsvZpDlevXhUACL/++mulNZX9LrJWCxcuFDp16iS6XsnvnyAIwtSpU4WWLVsKRqOxwueV9P4BEH744Yey741Go+Dj4yO8++67ZY8VFBQIjo6OwpdfflnpcaT+GzYFz8zUUHJyMjp27Ahvb++yxyIiIlBUVIT09PRKx7i7u5c72xEeHg61Wo3Dhw/L3rNYP//8M/766y+MGTOm2trPP/8cjRo1QlBQEGJjY3H37t1a6NB0S5cuRcOGDdGlSxe8++67VV4WPHbsGEpLSxEeHl72WLt27dC0aVMkJyfXRrs1UlhYCA8Pj2rrrPE91Ol0OHbsWLn/7dVqNcLDwyv93z45OblcPXD/36RS3isA1b5ft2/fRrNmzeDv748nn3yy0t811uLs2bPw8/NDixYt8PzzzyM7O7vSWiW/fzqdDps2bcJLL71U5abGSnv/HsjKykJeXl6598fNzQ09e/as9P0x5d+wKexio0k55eXllQsyAMq+z8vLq3SMl5dXucccHBzg4eFR6RhLWLduHSIiIqrdpHPEiBFo1qwZ/Pz8kJqaitmzZ+P06dP4/vvva6lTaaZMmYKQkBB4eHjg0KFDiI2NRW5uLt57770K6/Py8qDVah+aM+Xt7W1V71dFzp07hxUrVmDZsmVV1lnre3j9+nUYDIYK/41lZmZWOKayf5PW/l4ZjUZMmzYNjzzyCIKCgiqta9u2LT799FMEBwejsLAQy5YtQ1hYGNLT02XdUNdUPXv2xIYNG9C2bVvk5uZi8eLF6N27N9LS0lC/fv2H6pX6/gHAjz/+iIKCAowePbrSGqW9f3/34D2Q8v6Y8m/YFHYZZubMmYO33367yppTp05VO0lNKUx5vZcvX8aOHTuwefPmao//97k+HTt2hK+vL/r3748///wTLVu2NL1xCaS8xhkzZpQ9FhwcDK1Wi/HjxyM+Pt5qlxs35T28cuUKIiMjMWzYMIwbN67KsdbwHtq7mJgYpKWlVTmfBABCQ0MRGhpa9n1YWBjat2+PNWvW4I033pC7TckGDRpU9v8HBwejZ8+eaNasGTZv3oyxY8dasDPzW7duHQYNGgQ/P79Ka5T2/imFXYaZmTNnVpmcAaBFixaijuXj4/PQrOwHd7n4+PhUOuafE5/0ej1u3LhR6ZiaMOX1rl+/Hg0bNsQTTzwh+ef17NkTwP2zArX1QViT97Rnz57Q6/W4cOEC2rZt+9DzPj4+0Ol0KCgoKHd2Jj8/X5b3qyJSX19OTg4ef/xxhIWF4eOPP5b88yzxHlakUaNG0Gg0D905VtX/9j4+PpLqrcGkSZPKbgSQ+td5nTp10KVLF5w7d06m7szL3d0dbdq0qbRfJb5/AHDx4kXs2rVL8tlMJb1/D96D/Px8+Pr6lj2en5+Pzp07VzjGlH/DJjHb7BsbV90E4Pz8/LLH1qxZI7i6ugr37t2r8FgPJgD//vvvZY/t2LHDaiYAG41GISAgQJg5c6ZJ4w8cOCAAEE6ePGnmzuSxadMmQa1WCzdu3Kjw+QcTgL/99tuyxzIzM612AvDly5eF1q1bC8OHDxf0er1Jx7Cm97BHjx7CpEmTyr43GAxC48aNq5wAPHjw4HKPhYaGWuUEUqPRKMTExAh+fn7CmTNnTDqGXq8X2rZtK0yfPt3M3cnj1q1bQoMGDYTly5dX+LyS3r+/W7hwoeDj4yOUlpZKGmfN7x8qmQC8bNmysscKCwtFTQCW8m/YpF7NdiQbdfHiReHEiRPC4sWLhXr16gknTpwQTpw4Idy6dUsQhPv/IQYFBQkDBw4UUlJShO3btwuenp5CbGxs2TEOHz4stG3bVrh8+XLZY5GRkUKXLl2Ew4cPCwcOHBBat24tPPfcc7X++iqya9cuAYBw6tSph567fPmy0LZtW+Hw4cOCIAjCuXPnhCVLlgi///67kJWVJfz0009CixYthD59+tR226IcOnRIeP/994WUlBThzz//FDZt2iR4enoKL774YlnNP1+jIAjChAkThKZNmwp79uwRfv/9dyE0NFQIDQ21xEuo0uXLl4VWrVoJ/fv3Fy5fvizk5uaWff29Rknv4VdffSU4OjoKGzZsEDIyMoRXXnlFcHd3L7uDcOTIkcKcOXPK6g8ePCg4ODgIy5YtE06dOiUsXLhQqFOnjvDHH39Y6iVUauLEiYKbm5uwd+/ecu/V3bt3y2r++foWL14s7NixQ/jzzz+FY8eOCcOHDxecnJyE9PR0S7yEas2cOVPYu3evkJWVJRw8eFAIDw8XGjVqJFy9elUQBGW/fw8YDAahadOmwuzZsx96Tmnv361bt8o+5wAI7733nnDixAnh4sWLgiAIwtKlSwV3d3fhp59+ElJTU4Unn3xSCAgIEIqLi8uO0a9fP2HFihVl31f3b9gcGGaqMWrUKAHAQ1+//PJLWc2FCxeEQYMGCc7OzkKjRo2EmTNnlkvnv/zyiwBAyMrKKnvsr7/+Ep577jmhXr16gqurqzBmzJiygGRpzz33nBAWFlbhc1lZWeVef3Z2ttCnTx/Bw8NDcHR0FFq1aiXMmjVLKCwsrMWOxTt27JjQs2dPwc3NTXBychLat28vvPXWW+XOov3zNQqCIBQXFwuvvvqq0KBBA8HFxUV46qmnygUEa7F+/foK/3v9+0lYJb6HK1asEJo2bSpotVqhR48ewm+//Vb23GOPPSaMGjWqXP3mzZuFNm3aCFqtVujQoYOQkJBQyx2LU9l7tX79+rKaf76+adOmlf1v4e3tLURFRQnHjx+v/eZFevbZZwVfX19Bq9UKjRs3Fp599lnh3LlzZc8r+f17YMeOHQIA4fTp0w89p7T378Hn1T+/HrwGo9EozJ8/X/D29hYcHR2F/v37P/S6mzVrJixcuLDcY1X9GzYHlSAIgvkuWhERERHVLq4zQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREivb/ATt/guJqJP9lAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) log(x+10) + 1/3 * x \n", + "b) abs(x ** 2 - 20)\n", + "c) -x ** 2 + 20 * tanh(5*x)\n", + "d) exp(-x+1)+ 2000 * abs(x+1)\n", + "e) sin(x) + sin(0.5 * x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) abs(x) ** (1/10)\n", + "b) exp(x)+ 4000 * sign(x)\n", + "c) -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "d) sin(x) + sin(3*x)\n", + "e) sign(x) + cos(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(-x+1)+ 2000 * abs(x+1)\n", + "b) sign(cos(x))\n", + "c) sign(x ** 2 - 15)\n", + "d) -tanh(x) + 1/4 * x\n", + "e) sign(x) + cos(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) tanh(x+10) - 1/3 * x \n", + "b) sin(x)+cos(x)\n", + "c) exp(x)+ 2000 * abs(x)\n", + "d) sign(x) + cos(x)\n", + "e) x + 1/3 * sin(5*x) + 3\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sin(x)+sin(2*x)\n", + "b) abs(x) ** (1/10)\n", + "c) log(x+10) + 1/3 * x \n", + "d) -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "e) tanh(x+10) - 1/3 * x \n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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MmDEDycnJcHd3VzN1IiJychtyC7D12EWh2BHdgnmLyYpULWbOnj2LESNG4NKlS/D19UXPnj2RmZkJX9+bvb3fffddaLVaDBs2DOXl5RgwYAD+/e9/m7bX6XRYt24dnnvuOcTHx6Nhw4YYNWoUZs+erWbaRETk5IySjKlrDgjHD4wKUjEbqo1GlmWxwfN2rLS0FN7e3igpKWH/GSIiqtX24xfx2Kc7hWIDvT2w7aV72TKjAtHPb67NREREdJvtx8VuLwHAzCGRLGSsjMUMERHRbc5fvi4U1y20KQZGBaqcDdWGxQwREdFtWjQRmwuta2gzlTMhESxmiIiIbpNwl49Z40hdLGaIiIhu0711czTxdK0xpqmnK7q35twytoDFDBERURXGJITV+HrKQ9Hs+GsjVJ1nhoiIyN5syC3Aa2sPoaDkRpWvB3p7YOaQSHb8tSEsZoiIiP5nQ24BnluxD9VNwDYpsQ3G39uGLTI2hreZiIiIcHPW39fWHqq2kNEAWLX7jCVTIkEsZoiIiADsyiuu9tYSAMgACkpuYFdeseWSIiEsZoiIiACkHSoUirtwpfqCh6yDxQwRETk9oyRj5c7TQrF+jT1UzoaUYjFDREROb8exi7hhkGqNa9JAh25hnPXX1rCYISIip/d11lmhuHb+XhzJZINYzBARkdPLu1gmFOft6aZyJlQXLGaIiMipGSUZJwWLGS4saZtYzBARkVPblVeMKzcMQrGjEkLVTYbqhMUMERE5tU9/OSEU1y/CF24u/Ni0RbwqRETktPQGCZuP/iYU+1SvcJWzobpiMUNERE7rs4x8yNWtX/AnXh4uHJJtw1jMEBGR08q/dE0orlOrJhySbcNYzBARkRMTaJYB0KqZp8p5UH2wmCEiIqe175TYopGxLZuomwjVC4sZIiJySuP+sxsHC64KxQY1ZcuMLWMxQ0RETue63oi0QxeEYgO9Pdj518axmCEiIqfzRuoh4diZQyLZ+dfGsZghIiKnIzqKqX1AYwyMClQ5G6ovFjNEROR0QpuL9YG5O7SpypmQObCYISIip3O34IKR0wdFqpwJmQOLGSIicipGScbcH47UGpfY3hcN3HQWyIjqi8UMERE5lV15xSgouVFr3NieXIvJXrCYISIipyK6SvaFK7UXPGQbWMwQEZHTSM05j01HxFbJ9mvsoXI2ZC4sZoiIyCkYJRkvfp0jFNusoSsnyrMjLGaIiMgpZJ68hLJyo1Dsg7EtOFGeHWExQ0RETiHjxCXh2MTIABUzIXNzsXYCRET2ruRaBcYs3Yn8S9cgyzKaNXRFE083DOgQiNE9wuDmwu+NtkEWimrkruMtJjvDYoaISCGjJOPH7PN48bsDuFrFbYvfrxsAXMfe0yV444cjcNUCvdo0x4IRd6ORB//sWkt8ax8s+qn2kUxP9WzNW0x2RtWvCykpKejatSsaN24MPz8/DB06FEePHq0U07dvX2g0mkqPZ599tlLM6dOnkZSUBE9PT/j5+eHFF1+EwWBQM3Uioiql5pxH+PRUPPdVdpWFTFUqJGDz0UuImrUR98zbDKMk1kJA5rXl19pXyfZ002FCvzYWyIbMSdWvCD///DOSk5PRtWtXGAwGTJ8+Hf3798ehQ4fQsGFDU9y4ceMwe/Zs08+enn+smWE0GpGUlISAgADs2LEDBQUFGDlyJFxdXfHGG2+omT4RkYlRkjFh5V6k5hbVaz95l64jfHoqHuoUhLnDOvIWlIWk5pzHJ7/k1Rr31l9j2Cpjh1QtZjZs2FDp52XLlsHPzw979+5F7969Tc97enoiIKDqzlY//vgjDh06hPT0dPj7+yM2NhZz5szBSy+9hFmzZsHNzU3NUyAiwrrsc3j+y2yYs0FlTdZ5rMk6j3G9wvByEtf/UZNRkjHju1yh2KYN3VXOhtRg0a8EJSUlAIBmzSp3rPr888/h4+ODqKgoTJs2Ddeu/bE0e0ZGBqKjo+Hv7296bsCAASgtLcXBgwerPE55eTlKS0srPYiI6uLJpTsxfpV5C5k/++SXPDy1fLc6OycAN5cvKC6rEIrlrL/2yWI90SRJwgsvvIAePXogKirK9Pyjjz6KkJAQBAUFIScnBy+99BKOHj2KNWvWAAAKCwsrFTIATD8XFhZWeayUlBS89tprKp0JETmLXnM34cxl9T/c0g9fwGvfHcDMv0SrfixnpKRA4ay/9slixUxycjJyc3Oxbdu2Ss8//fTTpn9HR0cjMDAQ/fr1w4kTJxAeXrdFvqZNm4bJkyebfi4tLUVwcHDdEicipxQ1c4NwB19zWJpxGqeKy7BkTHeLHdNZ5F+8VnsQgOYN3Tgk205Z5DbT+PHjsW7dOvz0009o2bJljbFxcXEAgOPHjwMAAgICUFRUucPdrZ+r62fj7u4OLy+vSg8iIlH3v7fFooXMLZuPXsKQhb9Y/LiOzCjJ+GLXaaHYOX+JYudfO6VqMSPLMsaPH49vvvkGmzdvRlhYWK3bZGdnAwACAwMBAPHx8Thw4AAuXPhjSF1aWhq8vLwQGclOc0RkXqOX7MThwjKrHf/AuVKMXrLLasd3NLvyilFYWvttpsExgRgUE2iBjEgNqhYzycnJWLFiBVauXInGjRujsLAQhYWFuH79OgDgxIkTmDNnDvbu3Yv8/Hx8//33GDlyJHr37o2YmBgAQP/+/REZGYknnngC+/fvx8aNGzFjxgwkJyfD3Z29zonIfIYs2Iotv160dhrY8utvGLJgq7XTcAii/WXui/SvPYhslqrFzAcffICSkhL07dsXgYGBpseXX34JAHBzc0N6ejr69++PiIgITJkyBcOGDcPatWtN+9DpdFi3bh10Oh3i4+Px+OOPY+TIkZXmpSEiqq8xy3biwPkrdd7et6EO97X3Q+6sAdj/an90atkYunrcsThw/gqeWs4WmvpKP1T1QJHbseOvfdPIsuzwU1GWlpbC29sbJSUl7D9DRHd4ff0hoQnVquLX2A0Z0xKr7WuhN0gYuTgTmXm/12n/h2cPRAM3XZ22dXZ6g4S2M36oNS7Q2wPbXrqX/WVskOjnN6eeJCKnpjdIdS5k+kX4YNfL99X4IejmosWqZxJwePbAOrXU3P2vH+uUGwHT1xwQiusR3pyFjJ1jMUNETu2JTzMVb+Oivdlisnh0nPA2Ddx0eP+xzoqPVaaX2H+mDoySjLX7zwnFerpz8U97x2KGiJxWSuoh7MxXdvunfUBDHH8jqU63fgZGBWLRI50Ub3fg/BV8lyX2wUw3ZZ68hHKjWC+KkGaetQeRTWMxQ0ROSW+Q8NFWZbeXOrZojB9e6Fuv4w6ODcK4XrVPU3G7aWtyuNq2AhknLgnFaQA8ER+qai6kPhYzROSUBi/4WfE2a5J7meXYLydFKi5orlVIWLT5mFmO7wy2H/9NKC422JsrlzsAXkEicjqvrz+EXy+ITXF/y6JHYs3aSfTlpEi8O7yjom3eTT+GDbkFZsvBUekNErLPlgjF/qN/hMrZkCWwmCEip1KX0Uv3RfphcGwLs+fyYJeWuLedr6Jtpny1n7ebavFZRj5EJh3xcNWie3hz9RMi1bELN1E1jJKMbcd+wwdbjiP3fCkgS/Dz8sANvYSSGxXwbuCKx7qHYFyvcDZT25HHFI5eur+DPz544m6VsgGWjOmG3m9uwulisZlqy/RGTFyVhUWPKh8Z5SxOFYu1unUPa8Yh2Q6CxQzRbfQGCVO/zsE3Wedw+5e7qxevm/5dpi/HvI2/Yt7GX9G0gQ7vDO+E3hF+/ONow/QGCbsVjF5y0QKLHuuiYkY3bf1nPwxZsFV4BuJ1OQV4528Si+hqiI5O6tVGWasY2S6+E4j+xyjJGLcsE21n/IA1VRQyNfn9uhFj/rMH4dNT8c3es6rlSPUz9etsRfHj72ljseJ07fO9Mf6ecOH4TrM3qpiNffNvXPu6fVoNRzE5EhYzRABSc84jfHoq0o6IDeesyaTV+9Ht9TT2a7AxRknGmizxzrNaABP6tVEvoSpMuq8dGriK/Vku00sYu5RrN91uQ24BJqzKrjVuXK8wtmw5EF5Jcnpz1h3E31dmmXWfF67o0WZ6KlJzzpt1v1R3z3+xT1H8238z7+glETqtBknRQcLxm47+hut6o4oZ2RejJGPqmgO1tqqO6xWGaYMiLZITWQaLGXJqY5fuwuJt+arsWwLw95VZSEk9pMr+SVxqTgHWHxBbPRkAvD10eLCz+UcviXjjoWhF8Q/9e5tKmdifRZuP4fK1ilrj7o3wt0A2ZEksZshpPbDwF2w6KjaxVn18tDUPqTmcG8RajJKMCauUtbztntFfpWxq5+aiRWRgY+H4w4VX+fuFm9f5/S0nhGIvXBEbOUb2g8UMOaU56w4i51ypxY434Yt97ENjJfe9s0XR/31SdIDV+1J8/VwPRfH//JpLHSzcdAx6gyQU69fYQ+VsyNJYzJDT0Rsk1W4tVccoA9EzNzj9B46lfb/vLE5eFJ/p11WnwYIR1p+/pYGbDrEtvYTjr5YbnHqpA6Mk44OfxVplPF216BbWTOWMyNJYzJDTWbZN2eyv5nKtQkKb6amcjt5CjJKMSf/dr2ib+Q93spl5gr7+e08oyeTDn084bbGcefISygVbZVo1b2gz15jMh8UMOZUNuQV4O+1onbf3b+iKhm51f9tIAJ5dsY8FjQUs3HQMRrHPNwA3by8NiglULyGFdFoN3lcwy+/1CgkTFfYNchSiK2QDQHBTsQn1yL5wBmByGqk5Bfj7SmXDc4Gbs8AuHd0NCXf5mL7R6Q0S7n9vK05cLKtTLpO/zMZ9kQH8hqgSoyTjk20nheO1GtjE7aXbDYoJxD17ffGTYEf1dTkFGBR1HoNixId3O4ITv4nNnAwA3cKaqpgJWQtbZsgppOacr1Mh8/rQDjj+RhJ6tfWtVHi4uWix6R99sXBEJ9Slr+i1CgnDP9yhfEMSsiuvGGXl4vOvvDfc8nPKiHq6t/iswIDzdQY2SjK2/npROH5UQpiK2ZC1sJghh7cht6BOk+IltvfFY91Da4wZ0jEIR/81CJ2CxTtr3rLv9GW8vp5z0Kjh463HhWN9G7nhASvNKSOiW1gzBHiJj765Wm50qs7AmScvoUxw4kDO+uu4eFXJoRklGc/XoR9BYns/fDqqm1CsTqvBN8m90KdNc8XH+XRbnvBwUhKjN0j46aj4N/X3HumkYjb1p9NqMOsBZbPVvpd+zGlaZ0T7y4T5eOLlJM7666hYzJBDe/6LfdAbxP+oN3DVYuGITvh0VFfFx1o+tjuaN3RVtI0sA59l5Cs+FlUvaf7PwrGerlp0b628CLW0gVGB+LeCzsAygPve3aJaPrbkpGB/maRo2+ncTebHYoYclt4gKZrCvqG7DvtnDsCQjnXvPLn3lf7wUVjQbD2m/izEzmJd9nkc+018Xpln+oTbbF+Z2w2KCUTvNj7C8Sd/u4arNwwqZmR9RknGll/F3j/xrcX/78j+sJghhzVy8U5F8U/3CjfL/fQ9r/THfRHifzh35xXzVpMZGCUZ//hafF4ZnQYYf69lV8Wurz5tfRXFP/pJhkqZ2IZFm4/jmr72904jdxd0D7f9FjiqOxYz5JBScwqQmVcsHN/QXYfx995ltuN/OLIbPF3F3l7XKiTEvZHOuWfqKfPkJdyoEC8K/xIbZDetMrc8ER8KJSkfOFfqsH1nbq7FJNbR+293t7S7a03KsJghh2OUZLywStkw7HnDYsz6x06n1eCdh2OF43+/VsHJ9OpJycRpADB3WEeVMlGPm4sW43qJDy2WAew4Lt4Z2p4s2PSrcIvmfZEBKmdD1sZihhzOgk2/QqDl2WRQVIAqk4wNjArEpERltzGeX5XtsN+k1bb+wHnh2LjQpnY7RHfaoEjEtBCfCuC1tbkqZmMdRknGhz+LTYrY0E3HtZicgH2+m4mqYZRkfPqL+MyvGgALFYwSUWr8vW0UzRGiN3AyvboY95/dyFOwoORnT3VXMRv1vXR/e+HY479dc7g+WZknxNdi6n3bhJfkmFjMkEPZlVeMMgXNMg91bqHqH7pbc4QoOcK+05exLvucajk5mut6I9IOXRCOd4SJ07q3bg7BLlkAgD5v/qReMlaw44T4rbPHu4eomAnZCvt+RxPd5pNfTiiKT3koRqVM/jAwKhAfPN4Zjdx1wttM/JK3m0QNfX+bcOx9kX4OMXGaTqvBc33FO6wXlN7AnHUHVczIsnbni3Xud9Vp7GIeIao/FjPkMPQGCZuPiM/ZMjg60GLf0AdGBeKDx7oIxxtl4G8f8XZTbfQGCUeLrgrFNnTT4pORyidDtFUTE9tCp6DJb/G2fIe43WSUZOw/WyIU2y/Cj7eYnASLGXIYIxdnCse6uWgxf4Rlp7FPuMsHHgruDew9dRnXBdeccVZJ87cKx7roHOvPnU6rwfyHlf0OL92ep1I2lrNo8zHh/jJP1LK2GjkOx3p3k9PSGyRk5v0uHL/gEcuvkqzTavCWwuHAz3y2R6Vs7N91vRHHfisTju/SqqmK2VjH4NggBHi5C8f/+yfxBThtkVGS8b7gOXi66ThRnhNhMUMOYdQS8VaZbqFNMTDKOuu0DI4NQlSQ+LDarccucu6Zaigt9BaMUG/UmjXN+6t4gVxyw4Cnlu9WMRt1Ldx0DHqjWF+yZ3q35i0mJ8Jihuye3iAh46R4q8wEK09hr7QD6vNfZLEz8G2MkoxfFEwGF9DYFY08XFTMyHoS7vKBq4IP7fTDF7AuW3xOHltxc24ZsQ7+Hq5au1uqguqHxQzZvakK1uNx1WmQcJd1F5zrFtYMfo3EF6PUG2VsE1xMz1ks3HQMsoL6butLieolY2U6rQbv/i1W0TaTVtvfaLnMk5dwQ7CvzD3tOLeMs2ExQ3bNKMn4Jkv8W+a7wy3fV+Z2Oq0Gs4dGK9pm2jcHVMrG/hglGR8IfkMHgPs7+Nv9vDK1GRwbhC4hTYTjK4wyFm46pl5CKliReUo49vG4UPUSIZtkN+/w999/H6GhofDw8EBcXBx27dpl7ZTIBsxP/xWi3y+9G7hgcKz5ly2oi4FRgfhr5xbC8edLbjjEsFpzUDL7KwAsUjAk3p599UwClNRsn247aTetM0ZJxlbB1kl3Fy07/johuyhmvvzyS0yePBkzZ87Evn370LFjRwwYMAAXLojP+kmOxyjJ+GCL+Df0ZAWTjFnCGwon7Ju+JkelTOzLZ5niw4sn9mtj9ZY4S9FpNXjvb+JDta+WG7FLwcry1nRzZm+xaQqe7cOOv87ILoqZd955B+PGjcOYMWMQGRmJDz/8EJ6enliyZIm1UyMryjx5CRUKvlmO7iG+2rAluLlo0S1EfLjwN1nn7OabtFqMkoxNh8W+oes0wPP9nKsT6ODYIIQ1byAc/08F/c2s6cKVG0Jx7i5aPN+vrcrZkC2y+WJGr9dj7969SEz8owOfVqtFYmIiMjIyqtymvLwcpaWllR7keLYrGM0S7tvQJvtNrBgnvuAhZwW+OWGaaAF7X6S/U35D/9dQ8Ra/M8XX8Z0drAP248FCobi/973LKa852UExc/HiRRiNRvj7+1d63t/fH4WFVf+Cp6SkwNvb2/QIDg62RKpkYXsE12cBgFlDOqiYSd25uWgxtqf4Qnh7T13G2v32N6zWHIySjI+2iq+I/kR8qHrJ2LDu4c3h3UB8GPo//5tj0y1+4/6zG+sP1F7MNPF0xfh7betWMlmOzRczdTFt2jSUlJSYHmfOnLF2SmRmRknGwQKxFjcXLaw+HLsmrwyOQmtfT+H4SV8657wzizYfxzXBfhON3F2cdoFBnVaD/xsm3jpTbpCwaLNtjmxal31eeEX0uQ9Fs1XGidl8MePj4wOdToeioqJKzxcVFSEgIKDKbdzd3eHl5VXpQY5lV14xysrFPtjG32P7nUDTJvUVXjTQIAETVu5VNR9bY5RkvL9FfCr+N4fF2Pw1V9PAqED0biNewL+XfszmCmSjJOMfgn16/tq5pdVm9SbbYPPFjJubG7p06YJNmzaZnpMkCZs2bUJ8fLwVMyNr+vQXsVFM7i4aTLCDTqA6rQYPdhIfqp2aW4TUHOdZ5mDBpmPCQ9MHxwRiUAw/2D564m7hWBlA/3e3qJZLXSzafAw3KsSuuae7TuVsyNbZfDEDAJMnT8Ynn3yC5cuX4/Dhw3juuedQVlaGMWPGWDs1soKU1EPYdERsRIs9dQhUOlR7xne5NvdtWg1GScZCwdsgbjoN5j9i2dXQbVUDNx2ighoLx5/47Rqu3jComJE4pf2jQpqJ36Ylx2QXxczDDz+Mt956C6+++ipiY2ORnZ2NDRs23NEpmByf3iDho61i84w09XS1q/VZ3Fy06B4mPlS7uExvN/OE1Mf89F8hWrP1a++cI5iq83KSso7vj35S9QhRS1PSP0qjcd7O3vQHuyhmAGD8+PE4deoUysvLsXPnTsTFxVk7JbKCaQomjkuxww6B/xkrPlQbAAouX1cpE9tglGR8/Iv4N/THu4uPDHMG3cKaIcDLQzg+51yp1VdpN0oy3v9JvEPyUz3DbHLaBbIs/gaQ3TBKMtYJ9hPp2NLbLjsE3mydaSYc/8k28Q96e7Qrr1i434SrTuO0I5iqo9NqMOsBZau0T7DyKu07jl2E3ih2/Lb+jRSvQk+OicUM2Y1decXCa/K09mmocjbq+c9Y8VbHwwVXHHrNpvRDYpOlAcADHYPsriXOEgZGBSpaVbvCKGP4B9vVS6gW41ftE459zsaWKCHrYTFDduPHg+LN3w91bqliJupyc9Gie2vx1pmRizNVzMZ6jJKMVXvE54hKUdiB2pk82LkFoluIdwbed6YE67ItPznj9/vOoeS6eCdkJbfQyLGxmCG7YJRkfLFb7IPNVaex6UnyRPznSfHWmcy8363ywaO2RZuPCc8lNK5XKPtN1GLthN7w8hAfwjzpq2yL3m4ySjJeWJ0tHN/YwwXdFNySJcfGdz/ZhcyTl4T7Tjwe18rubze4uWgRr+AP9fhVWVbvuGlOSobmRrfwUjxqx1lNUDC6r0KSsWCT5WYG3nb0N+FRawCQMtT+OviTeljMkF2Yt/GIcGz/DvbX8bcqyxX0nQGAKV/td5h5Z5QMzZ0+iB1ARY1KULZy/IJNlpsZeOo34it4t2zigcGxQSpmQ/aGxQzZPL1BQvaZEqHYBq5ah2l6Vtp3pkxvxMRVWSpmZBlGSca/BZcuaOLp6jDX2xLcXLQYFFX1MjBVkQEkf7ZbvYT+56nlu1FQqheOT5vcV71kyC6xmCGb91lGvnBs77a+DtX0rKTvDACszymw+9FNCzcdEx61NiYhzKGutyUsfLQzlPyXbTj8G15ff0i1fF5ffxDph8UWkwRuTobZwI3LF1BlLGbI5v1yTGzpAgAY2T1UvUSswM1Fi8EK1hmSoaz4szVKli7wcNFi/L0cmquUTqvBohHKlnz45Jc8VdYC0xskfPJLvqJt3lMwzJycB4sZsmlGScbe078LxXq4atE93PEmTZv/SCd4uom/VZfuyFcvGZU9/8U+CM6XhnsiHKsVzpIGxQShVdMGirZRYy2w5Qp/V111GvRs62vWHMgxsJghm7YrrxhXboh1BH1rWIxDfrjptBq8o+Db6Nnfr2Pcf9Tv52BueoOE9QfEJ8l7PC5UvWScQOrE3orii8v0WGjm0U0fbT2hKH7+w50c8j1O9cdihmzahSs3hOKiW3hhcGwLlbOxnoFRgVj0SKxwfNqhC7guOBrIVkxXsO6Wu4tjtsJZUiMPFwR6uSva5r1Nx/Da2gNmOf53Wedw8ap4p9/2AY0wSMEtV3IuLGbIpuVfLBOKc4bhuYNjW2BcL/Ghtc9YYBSKuRglGd8qmPjvuT6t+Q3dDH7+572Kt1m6/TSGLPylXsfdkFuAiV9mK9pmzd971uuY5NhYzJDNMkoylmzPqzUu0NvDaYbnvpwUCZ+GrkKx245fspt5Z15YtQ8GwVxddRpM6NdW5Yycg5uLFuN6hSre7sC50joXNEZJxpSvxOeUAYDE9n4cwUQ1YjFDNivz5CWhdVoevjvYqb6lRwR6CcVJ8s3J52yd3iBhbY54X5l3h8c61fVW28tJHXBfpJ/i7Q6cK8Ur34nfGgRuFjKPfpyBMgW3QJs3dMWno7oqTY+cDIsZslkZJy4JxYl+o3cU43q1Fo5d9JPlZnCtq6QFPwvHdglpwplfVfDJyK54vg7D3D/LOIPRS8UWOk3NOY/2r/yAnflioxNv2fZSP8V5kfNhMUM2TPRD2LY/rM2tZxtfuOrEWiYqjDLmp/+qckZ19/r6gzh24ZpQrFYDfPVMgsoZOa+JiW3RpIGL4u22HL2EjrM2VDtZo1GS8dxne/D3lVnQi467/5/7Inl7icSwmCGbFd9abOVr0ThHodNqMP9h8UnPPvnlpE22ziidMO3ukKa8vaQinVaDNx6MqdO2JTeMaDvjByR/vtf0u3b1hgGDF2xF+PRU/HCwSPE+E9v74pORvL1EYpSX4UQW0jmkKTxctTWult3E09Uph+gOiglEyMYGOHXpeq2x1yskLNp8DBMTbavT7OD5WxXFK1nxmepmUEwgHjvZEp9nnq3T9usPFGL9gdR65/FgbCDefaRzvfdDzoMtM2STUlIPocPMDTUWMgAw96Fop/22/nhciHDsu+nHsCHX/NPR19V1vRG//iY27B64Obtzwl3O1QJnLa8P7YjG7ta7taMB8H9/jbXa8ck+sZghm5OSeggfbc1DTXdGArzc8eHjnTEwynkn0RqVID7nDACMX7nPZm43KZ147R2OYLKoA68NhJeHdRrun+4dBjcXfjSRMvyNIZtysx9FzXPLaDXAT/+4x6kLGUD5HCEGCRj2723qJaTAhlzxPhSDogI486sV5MwagHnDoi16zLE9QzDNCSbAJPNjMUM25bOM/BpbZICb86es3HnKMgnZOKVzhGSfLcWcdQdVzKh2eoOEywLzB92y8FH2nbCW4V1b4dd/3Q8XCzSKjekRilcGR6l/IHJILGbIppy4eNWscc7gk5FdEdNSbCI9AFi8LR+pOdbpP7MhtwARr/wgHN8jvDlvL1mZm4sWix5Tt6C8L9IPM4d0UPUY5NhYzJBN+a203KxxzmJIjLJFNid+mWXx/jMbcgvw7Ip9tba8/RlnfrUNA6MC8eHjnaEz8yeGVgMsHNGJQ7Cp3ljMkE05e7n2ocYA4O/loXIm9mVUQqiieEtPpmeUZExYuU/RNl1CmnDCNBsyMCoQv/5rECbcEw6NGRrLOrfyxrHXB2FIR87oTPXHYoZsRkrqIRwuuCIUG+bTUOVs7IubixZjeyob3bTop+MWa515/ot9qGWUfSVuLlrO9muDdFoNpgyIwPHXB+H5e+8Snon6z1o28cDh2QOx5u89eQuRzIbFDNkEkVFMt2g1wBPxoeomZIdeGRyJmBbifWckGUh8Z4t6Cf2P3iBh/QHxhSQBYMEjHIpty3RaDSb3b4cjc+7H50/FoVNwk1q3aefnicOzB2Lb1H5scSOz4wzAZBNERjHdMq4X56GozvcTeqHfW5tx4qLY7bq8i9cwZtlOLB0dp1pOy3fkK4qPaeHl9MPu7YVOq0GPu3zQ4y4f6A0SPv75OJZuz0fxtQoAQBMPLcb2CsfTfe7ie5ZUpZFl2TZm0VJRaWkpvL29UVJSAi8v8W+uZDmjl+zEll8v1hoXGeiF1Im9LJCR/dIbJLSdIT5iCADG9gzFK4PNP5pk7f7zeGFVFpSsL5g7awAaWWnCNiKyLaKf3yyVyeqMkozMvGKh2GGdlY3acUZuLloMjvZXtI0aw7WfWr4LE75QVsjEtPBiIUNEirGYIatbtPl4rWswAewro8T8EV2gtMvJxFVZ0BsU9NKtwdhlu5B++DdF27Rq1gDfT2CrGxEpx2KGrMooyVi6Xazjb992vrzvLkin1WD8PXcp2qZCkhH56oZ6t9DMXnsQm44oK2TuaeuDrf+8t17HJSLnxU8GsqpdecW4fL1CKHZcr3CVs3EsExPbQmntZ5Bk/H3lPqSkHqrTMeesy8WS7fmKthnXKxRLn1SvAzIROT4WM2RVPx4UG7Lr3cAF3cKaqZyNY9FpNVjwSN2mof9oax6+3XNW0Taz1x7E4m3K1sxKbO+Hl5M4jT0R1Q+LGbIaoyRjheCCkfe19+e8I3UwKCYQ43opm0zvlhf+ux8Pvr9NaGK9p5bvVtwiAwBxYc3rkBkRUWUsZshqdhy/iArBoS497vJRORvH9XJSJMb2DK3TtllnShA+PRXfZZ+74zWjJOOng0XoMnsj0g9fULxvjUb5MgxERFVRpZjJz8/H2LFjERYWhgYNGiA8PBwzZ86EXq+vFKPRaO54ZGZmVtrX6tWrERERAQ8PD0RHRyM1NVWNlMkKvt57Rjg2wLuBipk4vlcGd8DYniF13n7iqmyETl2PNtPX465p6xE6dT3Cp6dizGd7cOmaoU77fJqTHxKRmagyocORI0cgSRI++ugj3HXXXcjNzcW4ceNQVlaGt956q1Jseno6OnT445558+Z/NDvv2LEDI0aMQEpKCgYPHoyVK1di6NCh2LdvH6KiotRInSwoNVesv4yrVsP+MmbwyuAoQNJgscIZef9MyfpKNRnTIwTTBkWaZ2dE5PQsNgPwvHnz8MEHH+DkyZMAbrbMhIWFISsrC7GxsVVu8/DDD6OsrAzr1q0zPde9e3fExsbiww8/FD42ZwC2PSXXKtBx9o9Csd1CmuCr53qonJHzGLtsl+Kh0+bUp60PlnP0EhEJsLkZgEtKStCs2Z3frh944AH4+fmhZ8+e+P777yu9lpGRgcTExErPDRgwABkZGarmSuobvTSz9qD/mdCvrYqZOJ/Fo7vh3nbW6YPU2F3HQoaIzM4ixczx48excOFCPPPMM6bnGjVqhLfffhurV6/G+vXr0bNnTwwdOrRSQVNYWAh//8rTsvv7+6OwsObbE+Xl5SgtLa30INtyuOCqcGwCO/+a3ZIxcejXzteix2zaQIcDrw206DGJyDkoKmamTp1aZafdPz+OHDlSaZtz585h4MCBGD58OMaNG2d63sfHB5MnT0ZcXBy6du2KuXPn4vHHH8e8efPqfVIpKSnw9vY2PYKDg+u9TzIfoySjXHDafE9XLYdkq2TxmG7oF2GZQrFDQCNkzWQhQ0TqUNQBeMqUKRg9enSNMa1btzb9+/z587jnnnuQkJCAjz/+uNb9x8XFIS0tzfRzQEAAioqKKsUUFRUhICCgxv1MmzYNkydPNv1cWlrKgsaG7MorhmhHrXsiLNt64GwWj47Dv9YewqeCS0rURb8IXywe3U21/RMRKSpmfH194esr9uFy7tw53HPPPejSpQuWLl0Krbb2RqDs7GwEBgaafo6Pj8emTZvwwgsvmJ5LS0tDfHx8jftxd3eHu7u7UJ5keemHxEYxAcAjXes+nJjEzBgSic4hTfH8qn0w0zqTAIBG7jrMfTAGg2ODzLdTIqIqqDI0+9y5c+jbty9CQkLw1ltv4bff/hg5catVZfny5XBzc0OnTp0AAGvWrMGSJUvw6aefmmInTpyIPn364O2330ZSUhJWrVqFPXv2CLXykG0ySjJW7RGbX8bDVcv+MhYyKCYQA6IGYX7aUSz46US99uXhqsXS0d3QLawZbxESkUWoUsykpaXh+PHjOH78OFq2bFnptT+PBJ8zZw5OnToFFxcXRERE4Msvv8Rf//pX0+sJCQlYuXIlZsyYgenTp6NNmzb49ttvOceMHcs8cQll5Uah2HeGd+SHoQXptBpMHhCBife1w/iVe/FDblHtG93mnnY+WDqGo5WIyLIsNs+MNXGeGdvxl/d/wf4ztY8ui23pjW/H97RARlQdvUHCsu152JBbgNPF11B2owIGGZBlQJIBGYCrToOmnq64N8IPrw6JQgM3nbXTJiIHIvr5rUrLDFFV9AZJqJABgEYe/NW0NjcXLZ7uE46n+4RbOxUiohpxYRSymCXbTgrHNnDlN3wiIhLDYoYsZk3WWeFYrsVERESiWMyQxVy+ViEcOyohTMVMiIjIkbCYIYswSjJ+L9MLxbb3bwg3F/5qEhGRGH5ikEVknriECsEJ2dYk91I3GSIicigsZsgi/pMhNl1+aLMGHN5LRESKsJgh1RklGemHLwjFtmzmqXI2RETkaFjMkOoyT16CUXBqxgaunF+GiIiUYTFDqvssM184tltYU/USISIih8RihlRllGRsOfpb7YH/wyHZRESkFIsZUtWuvGLcEBzGFBvsxSHZRESkGD85SFXphwqFY1/s317FTIiIyFGxmCHVGCUZ32SfE4pt6K5D9/DmKmdERESOiMUMqWZXXjGKy8SWMJg3LAY6rUbljIiIyBGxmCHVbMg9LxTXt60PBsUEqZwNERE5KhYzpAqjJOM/GaeFYoM5UR4REdUDixlSxdYjFyA4Tx4A3l4iIqK6YzFDqng7/Vfh2NDmbJkhIqK6YzFDqigqLReOfSI+VL1EiIjI4bGYIVWUGwxCcV4eOk6UR0RE9cJPETK7lNRDKL1hFIp9+O5glbMhIiJHx2KGzEpvkPDJL3nC8X3b+auYDREROQMWM2RWn2XkQxIcxtTE05Wz/hIRUb2xmCGzOlV8TTh27kPRnPWXiIjqjcUMmdXVG3qhuIc6BWJgVKDK2RARkTNgMUNmY5RkfJ9dIBQb4e+tcjZEROQsWMyQ2ew4dhEGwf4yZ0uuq5sMERE5DRYzZDb/3XdGODaE6zEREZGZsJghs8k9Vyocy1l/iYjIXFjMkFkYJRmnfxcbyXSXb0PO+ktERGbDTxQyi8yTl1BhFOswM3NIB5WzISIiZ8JihsxiReYpoThXnQYJd/monA0RETkTFjNUbxtyC/BDbqFQbGJ7P06UR0REZsVihurFKMl4be0h4fjH40LVS4aIiJwSixmql115xSgouSEUy7WYiIhIDSxmqF4uXBErZACuxUREROpgMUP14tfYQyhuUmIbrsVERESqUK2YCQ0NhUajqfSYO3dupZicnBz06tULHh4eCA4OxptvvnnHflavXo2IiAh4eHggOjoaqampaqVMddAtrBkCvT1QU3tLoLcHxt/bxmI5ERGRc1G1ZWb27NkoKCgwPSZMmGB6rbS0FP3790dISAj27t2LefPmYdasWfj4449NMTt27MCIESMwduxYZGVlYejQoRg6dChyc3PVTJsU0Gk1eCWpPaqaYUbzv8fMIZG8vURERKpxUXPnjRs3RkBAQJWvff7559Dr9ViyZAnc3NzQoUMHZGdn45133sHTTz8NAJg/fz4GDhyIF198EQAwZ84cpKWlYdGiRfjwww/VTJ0EbcgtwOx1h6t8LcDbAzOHRPL2EhERqUrVlpm5c+eiefPm6NSpE+bNmweDwWB6LSMjA71794abm5vpuQEDBuDo0aP4/fffTTGJiYmV9jlgwABkZGTUeNzy8nKUlpZWepD5bcgtwLMr9qGwtOpOwK8ksZAhIiL1qVbMPP/881i1ahV++uknPPPMM3jjjTfwz3/+0/R6YWEh/P39K21z6+fCwsIaY269Xp2UlBR4e3ubHsHBweY4JfoToyRj4qrsGmNe/vYAjJLYEgdERER1paiYmTp16h2dem9/HDlyBAAwefJk9O3bFzExMXj22Wfx9ttvY+HChSgvL1flRP5s2rRpKCkpMT3OnDmj+jGdzcQvslBukGqM+f1aBTJPXrJQRkRE5KwU9ZmZMmUKRo8eXWNM69atq3w+Li4OBoMB+fn5aNeuHQICAlBUVFQp5tbPt/rZVBdTXT+cW9zd3eHu7l5jDNWd3iBh3YECodiME5fQg2sxERGRihQVM76+vvD19a3TgbKzs6HVauHn5wcAiI+Px8svv4yKigq4uroCANLS0tCuXTs0bdrUFLNp0ya88MILpv2kpaUhPj6+TjmQeUz9OltBNG8zERGRulTpM5ORkYH33nsP+/fvx8mTJ/H5559j0qRJePzxx02FyqOPPgo3NzeMHTsWBw8exJdffon58+dj8uTJpv1MnDgRGzZswNtvv40jR45g1qxZ2LNnD8aPH69G2iTAKMlYu1+sVQYA4luzVYaIiNSlytBsd3d3rFq1CrNmzUJ5eTnCwsIwadKkSoWKt7c3fvzxRyQnJ6NLly7w8fHBq6++ahqWDQAJCQlYuXIlZsyYgenTp6NNmzb49ttvERUVpUbaJGBXXjEqau4qY6LTgGsxERGR6jSyLDv8fYDS0lJ4e3ujpKQEXl5e1k7Hrn2Xfa7WUUy3PNgpCO8+3EndhIiIyGGJfn5zbSZSRHQtJgD4v2EdVcyEiIjoJhYzpEhK6iGhuHG9wuDmwl8vIiJSHz9tSNicdQeRc6722ZT7Rfji5aRIC2RERETEYoYE6Q0SFm/LF4pNCOcIJiIishwWMyRk6fY84dhTxddUzISIiKgyFjMkZMm2k8KxIc08VcyEiIioMhYzVCu9QULRFb1w/BPxoeolQ0REdBsWM1SrzzLyhWPDfT05iomIiCyKnzpUKyV9YGYN5uzMRERkWSxmqFbXyg1Cca46DRLacCQTERFZFosZqtGG3AL8d985odh3h3eETqtROSMiIqLKWMxQtYySjKlrDgjF3hfph8GxLVTOiIiI6E4sZqhaizYfx+VrFbXGDY4OxCcju1ogIyIiojuxmKEqGSUZH289IRR7Xwd/lbMhIiKqHosZqtKizcdQpjcKxSpZSZuIiMjcWMzQHYySjMWCM/56eejQLayZyhkRERFVj8UM3WFXXjFKb4i1ysQGN+UIJiIisioWM3SHjQcLhGNbNec6TEREZF0sZqgSoyTja8F5ZQAgrHlDFbMhIiKqHYsZqmRXXjGu3BCb8VcDLipJRETWx2KGKkk7VCgcmxQTyEUliYjI6vhJRCZGSca32eeFYj1ctJj/SCeVMyIiIqodixky2ZVXjOIyvVDsO3+L5SgmIiKyCSxmyOTTX8Rm/O0X4YtBMYEqZ0NERCSGxQwBAFJSD2HTkd+EYp/qFa5yNkREROJYzBD0Bgkfb80Tig309uCMv0REZFNYzBCmrcmBLBg7c0gk+8oQEZFNYTHj5IySjDWCk+R1bOmNgVHsK0NERLaFxYyTey/9qHCrTJgPZ/slIiLbw2LGiRklGQs3i41gAoBhnVqqmA0REVHdsJhxYn/9YLtwrFYDJLTxUTEbIiKiumEx46Su643IOlMiHP9gpyB2/CUiIpvEYsZJJb6zRVF8ykMd1UmEiIionljMOKHX1x/Cucs3hOO7hzXjgpJERGSz+AnlZPQGCZ/8IjZB3i3/GRunUjZERET1x2LGyTzxaaai+Ps7+LNVhoiIbBo/pZyI3iBhZ/7vwvEaAIse66JeQkRERGbAYsaJLN+Rryh+Yr82HMFEREQ2T5ViZsuWLdBoNFU+du/eDQDIz8+v8vXMzMq3QVavXo2IiAh4eHggOjoaqampaqTs8DbkFiDlh8PC8TqtBhP6tVExIyIiIvNQpZhJSEhAQUFBpcdTTz2FsLAw3H333ZVi09PTK8V16fLHbY0dO3ZgxIgRGDt2LLKysjB06FAMHToUubm5aqTtsDbkFuDZFfsgia5bACC5bzhbZYiIyC5oZFlW8BFXNxUVFWjRogUmTJiAV155BcDNlpmwsDBkZWUhNja2yu0efvhhlJWVYd26dabnunfvjtjYWHz44YfCxy8tLYW3tzdKSkrg5eVVr3OxN0ZJRvtXfoDeKH6Z3V20ODR7IIsZIiKyKtHPb4v0mfn+++9x6dIljBkz5o7XHnjgAfj5+aFnz574/vvvK72WkZGBxMTESs8NGDAAGRkZNR6vvLwcpaWllR7OasLKfYoKGQCY/0gsCxkiIrIbFilmFi9ejAEDBqBlyz8WKmzUqBHefvttrF69GuvXr0fPnj0xdOjQSgVNYWEh/P39K+3L398fhYWFNR4vJSUF3t7epkdwcLB5T8hOpOacR2puzf9Xt5uU2AYDowJVyoiIiMj8FBUzU6dOrbZj763HkSNHKm1z9uxZbNy4EWPHjq30vI+PDyZPnoy4uDh07doVc+fOxeOPP4558+bV+6SmTZuGkpIS0+PMmTP13qe9MUoyXvxvjqJtvDxcMP5edvolIiL74qIkeMqUKRg9enSNMa1bt67089KlS9G8eXM88MADte4/Li4OaWlppp8DAgJQVFRUKaaoqAgBAQE17sfd3R3u7u61Hs+RDf9gO8r0RkXbvP5gNG8vERGR3VFUzPj6+sLX11c4XpZlLF26FCNHjoSrq2ut8dnZ2QgM/OMWR3x8PDZt2oQXXnjB9FxaWhri4+OVpO10Bs//GbkFVxVt0znYG0M6BqmUERERkXoUFTNKbd68GXl5eXjqqafueG358uVwc3NDp06dAABr1qzBkiVL8Omnn5piJk6ciD59+uDtt99GUlISVq1ahT179uDjjz9WM227ZZRkJL69BXmXrinaTqcBVj/XQ6WsiIiI1KVqMbN48WIkJCQgIiKiytfnzJmDU6dOwcXFBREREfjyyy/x17/+1fR6QkICVq5ciRkzZmD69Olo06YNvv32W0RFRamZtl1KzTmP51dlwSAp3/b9xzrz9hIREdkti8wzY22OPs/MnHW5WLztlOLtPFy0eO+RWI5eIiIimyT6+a1qywyp78llu7D5yG+Kt3PVAjmzBnBFbCIisnssZuyQUZKRefISJq3KwoWr+jrt492/dWIhQ0REDoHFjB25esOAEZ/sQO65K6jPvcF+Eb4YHMuRS0RE5BhYzNgBvUFC7zc3o7C0vN77igpshMWju5khKyIiItvAYsaKruuNeG1tLn468huu6ysgQQMXrQYNXLWALKO0XAIgo0xfhyFKVYgKaox1z/c2y76IiIhsBYsZFekNEpbvyEPGiYs4eL4U1/UGVEgy3HQalN6Qqr1VdPm6+XO5N8IXS9giQ0REDojFjJnpDRKWbs/D4m0ncOFKRZUx1yssOxp+TI8QzBzCuXmIiMgxsZgxg1uji1LWH1S8jIDaxvUKw8tJkdZOg4iISDUsZurp+33nMOXr/agw2tbcgzqtBgsf6YRBMZwQj4iIHBuLmTq6rjeix9x0FF8zWDuVOwyK8sfCR7twiQIiInIKLGbqYNx/diPt0AVrp1GJVgM81KkF3ngohpPhERGRU2Exo5AtFjJJ0QFYMIKLRRIRkXNiMaPAdb3RpgqZriFN8Pm4eLbEEBGRU2Mxo8AbqYesenz/xu4IbtYA90UGYEyPMBYxREREYDGjSP6la6ruXwPAu4FLpRmAmzRwxeNxrTC2dziLFyIioiqwmFEgtLknfjlW9+1dtYCLTgM3nQaSBOiNEtxddbg7pBkWjOiMRh68HERERErx01OB6YMi8VnmacXbPdSpBeYO4ygjIiIiNbCYUaCBmw73RfoJdQL293LHnAei0C/Sn6OMiIiIVMRiRqFPRnatcXh2VGAjrJvYx8JZEREROS8WM3XwyciuuK43YtbaXKQdKoJRknF3cBPMf7QL+70QERFZmEaWZdtaVEgFpaWl8Pb2RklJCby8vKydDhEREQkQ/fxmj1QiIiKyayxmiIiIyK6xmCEiIiK7xmKGiIiI7BqLGSIiIrJrLGaIiIjIrrGYISIiIrvGYoaIiIjsGosZIiIismtOMff+rUmOS0tLrZwJERERibr1uV3bYgVOUcxcuXIFABAcHGzlTIiIiEipK1euwNvbu9rXnWJtJkmScP78eTRu3BgajcYs+ywtLUVwcDDOnDnjsOs9Ofo5Ovr5AY5/jo5+foDjn6Ojnx/g+Oeo5vnJsowrV64gKCgIWm31PWOcomVGq9WiZcuWquzby8vLIX85/8zRz9HRzw9w/HN09PMDHP8cHf38AMc/R7XOr6YWmVvYAZiIiIjsGosZIiIismssZurI3d0dM2fOhLu7u7VTUY2jn6Ojnx/g+Ofo6OcHOP45Ovr5AY5/jrZwfk7RAZiIiIgcF1tmiIiIyK6xmCEiIiK7xmKGiIiI7BqLGSIiIrJrLGaq8frrryMhIQGenp5o0qRJlTGnT59GUlISPD094efnhxdffBEGg6HG/RYXF+Oxxx6Dl5cXmjRpgrFjx+Lq1asqnIEyW7ZsgUajqfKxe/fuarfr27fvHfHPPvusBTNXJjQ09I58586dW+M2N27cQHJyMpo3b45GjRph2LBhKCoqslDG4vLz8zF27FiEhYWhQYMGCA8Px8yZM6HX62vcztav4fvvv4/Q0FB4eHggLi4Ou3btqjF+9erViIiIgIeHB6Kjo5GammqhTJVLSUlB165d0bhxY/j5+WHo0KE4evRojdssW7bsjuvl4eFhoYyVmTVr1h25RkRE1LiNPV0/oOq/KRqNBsnJyVXG2/r127p1K4YMGYKgoCBoNBp8++23lV6XZRmvvvoqAgMD0aBBAyQmJuLYsWO17lfp+1gpFjPV0Ov1GD58OJ577rkqXzcajUhKSoJer8eOHTuwfPlyLFu2DK+++mqN+33sscdw8OBBpKWlYd26ddi6dSuefvppNU5BkYSEBBQUFFR6PPXUUwgLC8Pdd99d47bjxo2rtN2bb75poazrZvbs2ZXynTBhQo3xkyZNwtq1a7F69Wr8/PPPOH/+PB566CELZSvuyJEjkCQJH330EQ4ePIh3330XH374IaZPn17rtrZ6Db/88ktMnjwZM2fOxL59+9CxY0cMGDAAFy5cqDJ+x44dGDFiBMaOHYusrCwMHToUQ4cORW5uroUzF/Pzzz8jOTkZmZmZSEtLQ0VFBfr374+ysrIat/Py8qp0vU6dOmWhjJXr0KFDpVy3bdtWbay9XT8A2L17d6XzS0tLAwAMHz682m1s+fqVlZWhY8eOeP/996t8/c0338SCBQvw4YcfYufOnWjYsCEGDBiAGzduVLtPpe/jOpGpRkuXLpW9vb3veD41NVXWarVyYWGh6bkPPvhA9vLyksvLy6vc16FDh2QA8u7du03P/fDDD7JGo5HPnTtn9tzrQ6/Xy76+vvLs2bNrjOvTp488ceJEyyRlBiEhIfK7774rHH/58mXZ1dVVXr16tem5w4cPywDkjIwMFTI0rzfffFMOCwurMcaWr2G3bt3k5ORk089Go1EOCgqSU1JSqoz/29/+JiclJVV6Li4uTn7mmWdUzdNcLly4IAOQf/7552pjqvubZItmzpwpd+zYUTje3q+fLMvyxIkT5fDwcFmSpCpft6frB0D+5ptvTD9LkiQHBATI8+bNMz13+fJl2d3dXf7iiy+q3Y/S93FdsGWmjjIyMhAdHQ1/f3/TcwMGDEBpaSkOHjxY7TZNmjSp1NKRmJgIrVaLnTt3qp6zEt9//z0uXbqEMWPG1Br7+eefw8fHB1FRUZg2bRquXbtmgQzrbu7cuWjevDk6deqEefPm1XhrcO/evaioqEBiYqLpuYiICLRq1QoZGRmWSLdeSkpK0KxZs1rjbPEa6vV67N27t9L/vVarRWJiYrX/9xkZGZXigZvvS3u4VsDN6wWg1mt29epVhISEIDg4GH/5y1+q/ZtjC44dO4agoCC0bt0ajz32GE6fPl1trL1fP71ejxUrVuDJJ5+scVFje7p+f5aXl4fCwsJK18jb2xtxcXHVXqO6vI/rwikWmlRDYWFhpUIGgOnnwsLCarfx8/Or9JyLiwuaNWtW7TbWsnjxYgwYMKDWBTofffRRhISEICgoCDk5OXjppZdw9OhRrFmzxkKZKvP888+jc+fOaNasGXbs2IFp06ahoKAA77zzTpXxhYWFcHNzu6PflL+/v81ds9sdP34cCxcuxFtvvVVjnK1ew4sXL8JoNFb5Pjty5EiV21T3vrT1awUAkiThhRdeQI8ePRAVFVVtXLt27bBkyRLExMSgpKQEb731FhISEnDw4EHVFtStq7i4OCxbtgzt2rVDQUEBXnvtNfTq1Qu5ublo3LjxHfH2fP0A4Ntvv8Xly5cxevToamPs6frd7tZ1UHKN6vI+rgunKmamTp2K//u//6sx5vDhw7V2ULMndTnns2fPYuPGjfjqq69q3f+f+/tER0cjMDAQ/fr1w4kTJxAeHl73xBVQco6TJ082PRcTEwM3Nzc888wzSElJsdmpxutyDc+dO4eBAwdi+PDhGDduXI3b2sI1JCA5ORm5ubk19ikBgPj4eMTHx5t+TkhIQPv27fHRRx9hzpw5aqepyP3332/6d0xMDOLi4hASEoKvvvoKY8eOtWJm6li8eDHuv/9+BAUFVRtjT9fPnjhVMTNlypQaK2YAaN26tdC+AgIC7uiNfWuES0BAQLXb3N7hyWAwoLi4uNpt6qsu57x06VI0b94cDzzwgOLjxcXFAbjZKmCpD8L6XNe4uDgYDAbk5+ejXbt2d7weEBAAvV6Py5cvV2qdKSoqUu2a3U7p+Z0/fx733HMPEhIS8PHHHys+njWuYVV8fHyg0+nuGDlW0/99QECAonhbMX78eNOAAKXfzl1dXdGpUyccP35cpezMp0mTJmjbtm21udrr9QOAU6dOIT09XXGLpj1dv1vXoaioCIGBgabni4qKEBsbW+U2dXkf14nZet84qNo6ABcVFZme++ijj2QvLy/5xo0bVe7rVgfgPXv2mJ7buHGjTXUAliRJDgsLk6dMmVKn7bdt2yYDkPfv32/mzNSxYsUKWavVysXFxVW+fqsD8H//+1/Tc0eOHLHZDsBnz56V27RpIz/yyCOywWCo0z5s6Rp269ZNHj9+vOlno9Eot2jRosYOwIMHD670XHx8vM12IJUkSU5OTpaDgoLkX3/9tU77MBgMcrt27eRJkyaZOTvzu3Llity0aVN5/vz5Vb5ub9fvz2bOnCkHBATIFRUViraz5euHajoAv/XWW6bnSkpKhDoAK3kf1ylXs+3JwZw6dUrOysqSX3vtNblRo0ZyVlaWnJWVJV+5ckWW5Zu/gFFRUXL//v3l7OxsecOGDbKvr688bdo00z527twpt2vXTj579qzpuYEDB8qdOnWSd+7cKW/btk1u06aNPGLECIufX3XS09NlAPLhw4fveO3s2bNyu3bt5J07d8qyLMvHjx+XZ8+eLe/Zs0fOy8uTv/vuO7l169Zy7969LZ22kB07dsjvvvuunJ2dLZ84cUJesWKF7OvrK48cOdIUc/s5yrIsP/vss3KrVq3kzZs3y3v27JHj4+Pl+Ph4a5xCjc6ePSvfddddcr9+/eSzZ8/KBQUFpsefY+zpGq5atUp2d3eXly1bJh86dEh++umn5SZNmphGET7xxBPy1KlTTfHbt2+XXVxc5Lfeeks+fPiwPHPmTNnV1VU+cOCAtU6hRs8995zs7e0tb9mypdL1unbtminm9nN87bXX5I0bN8onTpyQ9+7dKz/yyCOyh4eHfPDgQWucQo2mTJkib9myRc7Ly5O3b98uJyYmyj4+PvKFCxdkWbb/63eL0WiUW7VqJb/00kt3vGZv1+/KlSumzzsA8jvvvCNnZWXJp06dkmVZlufOnSs3adJE/u677+ScnBz5L3/5ixwWFiZfv37dtI97771XXrhwoenn2t7H5sBiphqjRo2SAdzx+Omnn0wx+fn58v333y83aNBA9vHxkadMmVKpKv/pp59kAHJeXp7puUuXLskjRoyQGzVqJHt5ecljxowxFUi2YMSIEXJCQkKVr+Xl5VX6Pzh9+rTcu3dvuVmzZrK7u7t81113yS+++KJcUlJiwYzF7d27V46Li5O9vb1lDw8PuX379vIbb7xRqSXt9nOUZVm+fv26/Pe//11u2rSp7OnpKT/44IOVCgRbsXTp0ip/Z//cAGuP13DhwoVyq1atZDc3N7lbt25yZmam6bU+ffrIo0aNqhT/1VdfyW3btpXd3NzkDh06yOvXr7dwxuKqu15Lly41xdx+ji+88ILp/8Pf318eNGiQvG/fPssnL+Dhhx+WAwMDZTc3N7lFixbyww8/LB8/ftz0ur1fv1s2btwoA5CPHj16x2v2dv1ufW7d/rh1DpIkya+88ors7+8vu7u7y/369bvjvENCQuSZM2dWeq6m97E5aGRZls1304qIiIjIsjjPDBEREdk1FjNERERk11jMEBERkV1jMUNERER2jcUMERER2TUWM0RERGTXWMwQERGRXWMxQ0RERHaNxQwRERHZNRYzREREZNdYzBAREZFdYzFDREREdu3/ARVavzj7QCLNAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sin(x)+sin(2*x)\n", + "b) -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "c) exp(x) + 4000* sin(x)\n", + "d) abs(x) ** (1/10)\n", + "e) x ** 3 + 250 * sin(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(x)+ 2000 * abs(x)\n", + "b) sin(x)+cos(x)\n", + "c) abs(x) + cos(x)\n", + "d) sin(x)+sin(2*x)\n", + "e) abs(x ** 2 - 20)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sin(x) + sin(3*x)\n", + "b) exp(-x^2+1)+ 1/3 * |x|\n", + "c) x + 1/3 * sin(5*x) + 3\n", + "d) -1/10 * x ** 3 + 20 * tanh(2*x)\n", + "e) exp(-x+1)+ 2000 * abs(x+1)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) abs(x) + cos(x)\n", + "b) sqrt(x+10) + 1/3 * x \n", + "c) log(x+10) + 1/3 * x \n", + "d) exp(-x^2+1)+ 1/3 * |x|\n", + "e) exp(-x+1)+ 2000 * abs(x+1)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(x)+ 4000 * sign(x)\n", + "b) sign(x ** 2 - 15)\n", + "c) |sin(x/2)|\n", + "d) -tanh(x) + 1/4 * x\n", + "e) abs(x) + sin(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) abs(x) ** (1/10)\n", + "b) -tanh(x) + 1/4 * x\n", + "c) sin(x)+sin(2*x)\n", + "d) sin(x) + sin(0.5 * x)\n", + "e) sign(cos(x))\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) tanh(x+10) - 1/3 * x + 1/8 * sin(5*x)\n", + "b) sign(sin(x))\n", + "c) sign(cos(x))\n", + "d) exp(x)+ 2000 * abs(x)\n", + "e) exp(x) + 4000* sin(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(x)+ 4000 * sign(x)\n", + "b) -tanh(x) + 1/4 * x\n", + "c) sin(x) + sin(3*x)\n", + "d) sign(x ** 2 - 15)\n", + "e) -1/10 * x ** 3 + 20 * tanh(2*x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) log(x+10) + 1/3 * x \n", + "b) -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "c) exp(x)+ 2000 * abs(x)\n", + "d) exp(-x+1)+ 2000 * abs(x+1)\n", + "e) sin(x)+sin(2*x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) x ** 3 + 250 * sin(x)\n", + "b) abs(x) + sin(x)\n", + "c) abs(x) + cos(x)\n", + "d) sin(x)+cos(x)\n", + "e) -tanh(x) + 1/4 * x\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sign(x) + cos(x)\n", + "b) sin(x) + sin(0.5 * x)\n", + "c) exp(x)+ 2000 * abs(x)\n", + "d) sqrt(x+10) + 1/3 * x \n", + "e) arctan(x) + sin(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(-x+1)+ 2000 * abs(x+1)\n", + "b) x ** 3 + 250 * sin(x)\n", + "c) exp(x)+ 4000 * sign(x)\n", + "d) -1/10 * x ** 3 + 20 * tanh(2*x)\n", + "e) -x ** 2 + 20 * tanh(5*x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sin(x)+cos(x)\n", + "b) -tanh(x) + 1/4 * x\n", + "c) sqrt(x+10) + 1/3 * x \n", + "d) sign(cos(x))\n", + "e) abs(x) + cos(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(-x+1)+ 2000 * abs(x+1)\n", + "b) -tanh(x) + 1/4 * x\n", + "c) sin(x) + sin(0.5 * x)\n", + "d) abs(x ** 2 - 20)\n", + "e) exp(x)+ 2000 * abs(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) x + 1/3 * sin(5*x) + 3\n", + "b) sin(x) + sin(0.5 * x)\n", + "c) sign(x ** 2 - 15)\n", + "d) sin(x) + sin(3*x)\n", + "e) abs(x) + cos(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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+ZaPw+V9OvhkTB0aaOGuyRnqDhC5zNwh3IXm6qpD96nAAwKVqHaZ/vR978stwqabhIvr2m/ywanycyfIlagnRz28WM0RmkpJdhLk/5aD8slYofnAXPxw48wcqq8X+SlYAOPbmCI6XcSDvpR7He1tOCMcHtHVGtVYHjVbs176LSoGseUlwU6tamiJRq3A7AyIr8sa6w/jnf/cLFzIAsP34ReFCBgAm3hrOQsbBPD20s/A0bQAovVQrXMgAQI1ews2vbMTE1Xtbkh6R2fA3H5HMnliTKTyAt6V83Z0x985usl6DrI9KqcA7D/SU/Tpbjpbitre3yn4dopZiMUMko/nrc7H5yAXZr7Nr9lDZr0HWaWRsMKKDPWS/zumyq3jtlxzZr0PUEixmiGSi1RmwYme+7Ne5IzqAYxoc3HdTbjXLdVbtPs0VhckqsZghkkm/+amyX6NLYBusGHuL7Nch6+amVmFIV3+zXOuF/2WZ5TpExmAxQySDN34+jIqrOtmvs+7pQbJfg2zDZxP6wa+ts+zX+elgEVcUJqvDYobIxLQ6A1amFch+nYkJnL1E9f0+dxiig+VdONEgAR9szZP1GkTG4m9CIhMbu3KP7NcI83XDy3dx9hLdKGX6bRjcxU/WayzZcpytM2RVWMwQmZBWZ0BGfrlwvFIBxIW3M+oaQ2/yx2+zhhibGjmQ1Y/HoXt742Y4+bcR76LSS8Ad72w3Misi+ThZOgEie/J5eoFR8e8+2BN392wPrc6A1bvz8eG2PFRWNzzWxl2txL65wzhziYT88vQgvPnLYXy6u6DRGA8XJd57oBcG3xwIlVKBQW9txZnyq0LnP3XxCi5V69DWlR8jZHnczoDIhF75KQf/ST8tFBvu64btDbSwXNXqMe+nQ9iQUwydQcJNgW2x+vH+8HKXf3An2R+tzoA1aQXYk1+G4spqBHm6IC7SD+MaGXN1++JtyL94RejcHmolDr0+wtQpE9Xh3kx/wWKGzOWhT9KRcUqsm+nkgpFQKRUyZ0RkHL1BQqcXUyD6wZDzahJbZ0g23JuJyMwWpuQKFzIfPNSLhQxZJZVSAR8jWgGf++aAjNkQiWExQ2QCWp0Bnwiu9ntHdABG9QyROSOilps4IEI49nCRRsZMiMSwmCEygTVpBRDpsI2LaMcVe8nqPTEoSji2pLKa07TJ4ljMEJlAZv5FoThPji0gG6B2UmJCfJhQrF4Cnv16v8wZETWNxQyRCZwVnM56RctN+sg2zLs7Bh4uYssA/JJdzA0oyaJYzBC10sacIhwtuSQU26ODt7zJEJnQJ0Z0iX6285SMmRA1jcUMUSvoDRJmf39IOP7WzvIuM09kSv0ifOAkOOvu+wPnZM6GqHEsZohaIeNUGSqu1ArFtnN3Rv9IX5kzIjIdlVKBtoJdTaVVNTJnQ9Q4FjNErZB+skw4duF93bm2DNmcbiFiC41eqtFxVhNZDIsZolZIy7sgFDcyJhDDY4JlzobI9J4cKDZNW2cAMowo7olMicUMUQulZBdi/9lKodhH48LlTYZIJgO6+EO0QXHxr0flTYaoESxmiFpAb5Aw67tsodg2Lir0j+JYGbJNKqUCSd2ChGIPnK3EwpRcmTMiuhGLGaIWyDhZhss1eqHYh/qGcqwM2bTH+ostoAcAy3fkc80ZMjsWM0Qt8LYRzemJ0WJ/1RJZq/6RvvA2YvPJVbu55gyZl8WKmYKCAkycOBERERFwc3NDVFQU5s2bB61WWy8uOzsbAwcOhKurK0JDQ/HWW29ZKGOia7Q6A7IEx8q4OSvRL8JH5oyI5KVSKrDovu7C8b8eLpExG6IbWWyjmKNHj8JgMGD58uXo1KkTcnJyMGnSJFy+fBmLFy8GAGg0GgwbNgyJiYlYtmwZDh06hMcffxze3t548sknLZU6ObjZ3x0Ujr2tqz+7mMguDI8JRoinKwo11c3Gnrp42QwZEf3JYsXM8OHDMXz48LqvIyMjcezYMXz88cd1xcyXX34JrVaLzz77DGq1Gt26dUNWVhbeeecdFjNkEXqDhB8OFArHj+EsJrIjt0T44KeDzX///3GlFgtTcjFnZLQZsiKysjEzlZWV8PH5s0k+PT0dgwYNglqtrnsuKSkJx44dwx9//GGJFMnBTf/6AESXBVMowFlMZFf+0aeDcCwHApM5WU0xk5eXh6VLl2Ly5Ml1zxUXFyMwMLBe3PWvi4uLGz1XTU0NNBpNvQdRa2l1BqzLLhKO79vRm11MZFcSOvmhjVpsewMASF6yU8ZsiP5k8mJm9uzZUCgUTT6OHq0/E+T8+fMYPnw4Ro8ejUmTJrU6h4ULF8LLy6vuERoa2upzEj22Is2o+GeGdpEpEyLLUCkV+L8HegjHnyi9hHVZ52XMiOgahSRJJt1M48KFCygra3pJ68jIyLquo8LCQgwePBj9+/fH6tWroVT+WV+NHTsWGo0GP/74Y91z27Ztw5AhQ1BeXo527do1eP6amhrU1Py56ZlGo0FoaCgqKyvh6Sm2zwjRXz2xJhObj4htXQAALioFct8YwZYZsktD/28bTl64IhSrAJC3YCR/FqhFNBoNvLy8mv38NvkAYH9/f/j7+wvFnj9/Hrfffjv69OmDVatW1StkACA+Ph4vvfQSamtr4ex8bY2D1NRUdO3atdFCBgBcXFzg4uLS8psgh1N5pRYTVu9BwcUrcFYp4O3mjBqdAW1cnKBSKJBdaFxX5T9v78Rf3mS3HuzbEQs2iK21JAHo9GIKQtu5Qu2khKerE7zc1KisroVSocCw6CCMvzUCaierGfVANsjkLTOizp8/j8GDByMsLAxr1qyBSvVnP2xQ0LVFxiorK9G1a1cMGzYML7zwAnJycvD444/j3XffNWo2k2hlR45HqzOg3/xUVFzVmeycrs5KHH5tOIsZsltanQFd5m4w6TknDojAy6M4+4nqs1jLjKjU1FTk5eUhLy8PHTrUHyF/vb7y8vLCr7/+iqlTp6JPnz7w8/PDK6+8wmnZZBILU3KxfEe+yc+7+P4eLGTIrqmdlJg4IAwrd5022TlX7srH3vwy/Pz0QJOdkxyHxVpmzIktM/R3chUyfcK88d2UW01+XiJrdNfSncg+b9rZokO6+uGzCXEmPSfZLtHPb3ZSksPR6gyyFDIuTkqsnZxg8vMSWaufnx4IvzbiezaJ2HrsIt785bBJz0n2j8UMOZzk93fIct53H+jJ7iVyONtnDTH5OT/dXYCUbPGVtolYzJBDeWLNXpy4YPp9YyYPisDI2GCTn5fI2rV1dUJse9N338/630HoDXY/CoJMhMUMOYx1Weex+Uipyc/7wUO9uAcNObSfnx6Ijj6uJj3nZa0BDyw3bqFKclwsZsgh6A0S/vU/8d2uRX30SC+M6hli8vMS2Zodzw/F7V39THrOfacrMH99rknPSfaJxQw5hIyTZajWma7J2tvNCcse642RsSxkiK5bNSEOkwaGm/Scn+7khpXUPIutM0NkTumnLhoV7+WqRDt3F7RxccKtnfzg18YFFdVaKBVKxEf5on+kLwf7EjXgpeRumJV0M1bvzsfGQ0U4/cdlOCmVcHFSQu2khN4goaD8KkQXBZEArEkrwKRBkbLmTbaNxQw5CPHCY2S3QHw0pq+MuRDZN7WTEk/eFoUnb4tq8HW9QcIjn6RjT8EfQudbn32exQw1id1M5BAMklgztZMSWPpoH5mzIXJsKqUC/30yHk6Cf2Nkn9dwZhM1icUM2b27PtiJj7afEopd8lAvdh8RmYFKqcA/b+8kFGuQgKVbTsicEdkyFjNk155YsxfZ58SWW7+2VgwH9BKZy/TELlAJ/u2wbMdJts5Qo1jMkN26qtULryvz7NDOXCuGyMxUSgWGdQsSiq2uNeCDrWydoYaxmCG7tSBFfH2KCP82MmZCRI15rH+YcOzyHafYOkMNYjFDdmvbUfHVfgM8TLt6KRGJ6R/pizYuKqHYK1o9Mk6WyZwR2SIWM2SXtDoDzlVUC8W6OyvRL8JH5oyIqCEqpQJv3x8rHL/41yMyZkO2isUM2aU534tvXbDo3ljOYCKyoJGxIegk2NV74KyGKwLTDVjMkN3RGyT8crBIKNbD1Ql39W4vc0ZE1JykGLGBwACwene+jJmQLWIxQ3YnM78cWr3YIMHY9l4yZ0NEIhKixDepXLmLxQzVx2KG7E5pldhYGQCI7cBihsgaXNvvTCy2pKqGXU1UD4sZsjt+bVyEYwd09pcxEyISpVIqcHcP8UUrV+0WW9WbHAOLGbI7ewvKheLauqjQP9JX5myISNSi+3sIx/56uETGTMjWsJghu6I3SPh4e55Q7IN9QzmLiciKqJ2UaOfuLBRbVVMrczZkS1jMkF1ZuuU4agQH/yZGi8+eICLzGCTY9evlKlb0kGNgMUN2Q2+Q8PFvYv3obV2cuFAekRX6R58OQnG5hRpubUB1WMyQ3cg4WYYawRkOAzv7souJyAoldPKDq3PzH02Xaw34YKtYlzLZPxYzZDe+2FMgHPtYXLhseRBRy6mUCjzSr6NQ7Cc7TrJ1hgCwmCE7oTdI2Hr0glCsi5MS/aM4i4nIWt0hOJ7tslaPjFPceJJYzJCdyDgl3sU05bYodjERWbF+ET7CO2l/kXFa5mzIFrCYIbuw64RYq4yTEnh6aGeZsyGi1lApFRjUWWx7gx0nLrCriVjMkH34KatQKK6Tf1u2yhDZANFxbZdr9MjMF1sok+wXixmyeQtTclFYKbYfU6iPu8zZEJEp9I/yhbtarKvJmP3YyD6xmCGbptUZ8MkO8R10+0Vw4C+RLVApFZg8KFIotuDiZZmzIWvHYoZs2urd+RDtLVcogHEJ4XKmQ0QmNG1IZ3gLbG/w7uYT2JhTZIaMyFqxmCGb9mtusXDskwMjoHbitzyRrVApFVh0X3eIjHKb/f0hDgR2YPzNTjbtfIVYX3k7N2fMGRktczZEZGrDY4IxXWAGYsWVWmSc5JozjorFDNmsjTlFKBIc+DuwM8fKENkqnUFsDakvjVgFnOwLixmySXqDhNnfHxKOH91HbHl0IrJGYssppB4pYVeTg2IxQzYp42QZKq7UCsW6q1VIEFyAi4isT7zg9iO1emD0x2kyZ0PWiMUM2aQXfxRvlXnngR5cKI/IhvWPFF9zZv/ZCty1dKfMGZG1YTFDNufVn3JwuuyKUGy/cB8MjwmWOSMiktO1NWeihOOzz2vw+s85MmZE1obFDNmU8av2YHW6+MZyt4S3kzEbIjKXaUM6CbfOAMBnaafx3e9nZcyIrImTpRMgaopWZ8CatAJk5Jfht2OlENwYu05CFMfKENmD6ysCv7v5hPAxM/+XjZd+zEGfsHZ4ckAkBnT1Z5eznWIxQ1ZJb5Aw/av9WHdIfFG8v3N1VqK/4MBBIrJ+04Z0xgdb81BrxIylap0Bu0+WYff/X4Pmvp7BWPSPnlxA087w3SSrk5JdhJte3tCqQgYAFt8fy7/CiOyISqnAlMHiY2ca8n1WEbrM3YD563NNlBVZAxYzZFXeWJeDf/53P2r1rVsrok9HL4zq2d5EWRGRtZie2AVqVev/SFmxMx8TV+8xQUZkDVjMkNV4Ys1erNwlPri3Mc5KBdY+dasJMiIia6NSKrDk4V4mOdeWoxcxcfVek5yLLIvFDFmF+etzsflIqUnO9f5Dvdi9RGTHhscE46NHTFXQlLLLyQ6wmCGL0+oM+HRXvknONXlQBEbGcl0ZIns3MjYES03UQrNiZz60xk6VJKvCYoYsbk1aAaRWbqeiAPDRI724MzaRA7mzRwgmD4owyblGcdVgm8ZihixqY04R/r3xaKvO4d/WGXkLRmJkbIiJsiIiWzFnZDQ+eqSX4FaUjTtecgnz1x82SU5kfixmyGI25hThqS/2Q9eKXW4n3BqOvXOHcYwMkQMbGRuCvAUjMaJbYKvOs2JnAbubbBQXzSOL0BskzFx70OjjFAAi/d3xYJ+OGD8gggtfERGAa7OcPh7TF1qdAZ+nF2DbsVLsyisz+jyrdudj8m2tW8uGzI/FDFlEWt5FXNbqhePDfd0x/97u6B/py1YYImqU2kmJiQMjMXFgJPQGCf/4eBcOnNUIH//+5uMsZmwQ/6wli/jXt1nCsdHBHtg+63bc2smPhQwRCVMpFfhh6kBMM2LV4Cu1Blyq1smYFcmBxQyZ3VWtHiVVWuH4+3t3kDEbIrJ3zw3rClcjuqQfWZEuYzYkBxYzZHbGLlA1Jj5cnkSIyCGolAq8PbqHcPyh8xroWzExgcyPxQyZ3cFzFcKxceHtOMiXiFrtzh4h8G+rFoqVAEz/+oC8CZFJWcWnRE1NDXr27AmFQoGsrKx6r2VnZ2PgwIFwdXVFaGgo3nrrLcskSSbj6eosHPv5E/1lzISIHMm2f90uHLv+UBGnadsQqyhmnn/+eYSE3LjgmUajwbBhwxAWFoZ9+/bh7bffxquvvopPPvnEAlmSqTw5IFIobnhMIFtliMhk2ro6IdLfXShWkoDP0wvkTYhMxuKfFBs2bMCvv/6KxYsX3/Dal19+Ca1Wi88++wzdunXDQw89hGeeeQbvvPOOBTIlU/nPnoJmY5QK4MNH+sifDBE5lNTnBgvHbj9mms1vSX4WLWZKSkowadIkfP7553B3v7FaTk9Px6BBg6BW/9nPmZSUhGPHjuGPP/5o9Lw1NTXQaDT1HmQd7vpgJ7YcvdBs3EeP9uY0bCIyOZVSgdj2nkKxaafKOBDYRlismJEkCePHj8dTTz2Fvn37NhhTXFyMwMD6y1Nf/7q4uLjRcy9cuBBeXl51j9DQUNMlTi32U9Z5ZJ9rvrBc8kAPDI/hztdEJI/uHbyF4vQGIOOk8asIk/mZvJiZPXs2FApFk4+jR49i6dKlqKqqwpw5c0ydAubMmYPKysq6x9mzZ01+DTKO3iBhzveHhGL3nmm81Y2IqLUi/doIx36eUSBfImQyJt/OYObMmRg/fnyTMZGRkdi6dSvS09Ph4uJS77W+ffvi0UcfxZo1axAUFISSkpJ6r1//OigoqNHzu7i43HBesqzM/HJcEdy+oKDsiszZEJEjGxMfjjfWHxGK3X6sFHqDxG5vK2fyYsbf3x/+/v7Nxi1ZsgRvvvlm3deFhYVISkrCN998g7i4OABAfHw8XnrpJdTW1sLZ+dp03tTUVHTt2hXt2rUzdeoko2JNtXBsuK/YbAMiopZQOynRyb8N8i5cbja2WichM78c8VG+ZsiMWspiY2Y6duyImJiYukeXLl0AAFFRUejQ4dry9Y888gjUajUmTpyIw4cP45tvvsH777+PGTNmWCptaqG1mWeEY18cGS1jJkREQFK3xlv3/y41t/ExmmQdLD41uyleXl749ddfkZ+fjz59+mDmzJl45ZVX8OSTT1o6NTKCVmdARn65UGxMiAfc1CqZMyIiR5fQyU84du3v5zirycqZvJuppcLDwyFJN36zxMbGYufOnRbIiEzl8/QCiP4aeCm5m6y5EBEBQP9IX3i7O6PiSm2zsZdqdMg4VYZbjSiAyLysumWG7ENBWfP90gDg5qxEvwgfmbMhIrq23syi+7oLx6flXZQxG2otFjNkNW4J9+GMASIym+ExwegXLjaZ5HzFVZmzodZgMUOy6xkq9svi7p7tZc6EiKi+vuFircEh3m4yZ0KtwWKGZCf6S4C/LIjI3ETHwew5xZWArRmLGZLd1qMlzcYEe7lyvAwRmV3/SF94ujY/g3LfmQqsyyo0Q0bUEixmSFYLU3KxYmd+kzEKAPPujOZ4GSIyO5VSgWHRYmvO/Ou7g5yibaVYzJBstDpDs4UMACx9qBc3liQii3F3EVulpLrWwI0nrRSLGZLN5+kFEPkjpqRKfKsDIiJTC/MR30Jl18kLMmZCLcVihmSz44TYD/3pcm4sSUSWMyY+XDh225FS+RKhFmMxQ7LQGyTsOiG2yJQxfxUREZma2kmJMB+x2ZTHSi9x3IwVYjFDsnh/83HoBX7eFTDuryIiIjk81j9cKE6SgF2Crc5kPixmyOT0Bgmf7DwlFBvl3wZqJ34bEpFljUsIF45dtOGofIlQi/BThEwuM78c1bUGodhI/zYyZ0NE1Dy1kxJ+bdRCsXnsarI6LGbI5M7/IT6g95ZwXxkzISISlxQTKBRXa5CQmV8uczZkDBYzZHKbDhcLxxrTtEtEJKe5yd2EY4s1XFLCmrCYIZM7K9gyE+LlyvEyRGQ13NQqdAkU6/ouv1QjczZkDH6SkEltzCnC0eJLQrFDbw6QORsiIuNMua2TUNw5I7rTSX4sZshk9AYJr/2SKxz/4shoGbMhIjJekJfYejNfZZ7lIGArwmKGTCYzvxxFlWL9yHdEB8BN3fxOtURE5tQvwgc+ArOaqnUGTP/6gBkyIhEsZshkSgX3WOre3hMrxt4iczZERMZTKRW4p2eIUOy67CJodWLLUJC8WMyQyRRcFOtDZvcSEVmzO6KDhGPHrtwjYyYkisUMmYTeIGHJluPNxgV5uqBfhI8ZMiIiapl+ET5wcVIIxWbkl7N1xgqwmCGTSFi0WWgvpof7dYRKKfZLgojIElRKBXp08BaOH/sZW2csjcUMtVrllVqUaLRCseF+3L6AiKzf07d3Fo7NOMXWGUtjMUOtNuzd7cKxAR6u8iVCRGQiCZ394KwSb0X+PL1AvmSoWSxmqFW0OgNKqsRaZRQKcLwMEdkElVKBd0f3EI5ftTtfxmyoOSxmqFVGvvebcKxfGzXHyxCRzRjVsz26BLYVij1XUY031h2WOSNqDIsZarHkJb8hT3A6NgAsuqe7jNkQEZneuqcHCseu3FWA7/eekTEbagyLGWqRgYu24HCh2B5MAKAAMDg6UL6EiIhkoHZSYuhN/sLxM747ZFSLNZkGixkyilZnwE0vrcfZCrHVfq9b+lBPdjERkU16YmCUUfG5xZcQMXs9ZziZEYsZEjZ//WF0mbsB1XrjjusS2BajeraXJykiIpn1i/CBh6uTUcdIALrM3YCFKeKb71LLsZghIY+vzsSKnQUtOtaYPmciImujUiqw4N6WjflbviMfb/7CgcFyYzFDzRr53jZsPXqhRcdOGhgBtRO/zYjItt3ZI0R4ZtPffbq7gDOdZMZPGWpS93kbkVssPmPprzr5ueOlZG4qSUT2oTWtzCt3FWD+ehY0cmExQ40auGgLqmqMHCDzFynP3mbCbIiILEvtpMSkgREtPn7FzgL8crDQhBnRdSxmqEGv/ZRj9Iylv5o0MJzdS0Rkd15KjkbizQEtPv7prw5gY06RCTMigMUMNSAluwir0k+3+Pg7ogPwUnI3E2ZERGQ9Ph13CyYOCG/x8XO+PwS9QTJdQsRihurTGyTM+DarRccqACx9uBdWjL3FpDkREVmbl0d1w0eP9GrRsX9cqcUHW0+YOCPHxmKG6lm65Tiqa41f6CmpWyDyFozEnT1CZMiKiMj6jIwNwckFI+HrbtwaNADwyY5TbJ0xIRYzVEdvkLBil3E7vwa0dcLxN0dg+Zi+XOGXiByOSqnAvleSMK5/R6OOu6zVI+NUmUxZOR4WM1QnM78cl42YveThokLm3CQO9CUih/faPd0xcYBxM52+yGj52ESqj59CVCc1t1g41r+NMw69NlzGbIiIbMvLo6IxaWC4cPyGnGLObDIRFjME4FoX03/3iG1d76wEMl66Q+aMiIhsz0vJ3fD0EPGNKWesPcixMybAYoYAANO/PoBqwR1e33+oN8fHEBE14tnErvB2cxaKvaLVI+3ERZkzsn8sZghanQHrs8WaOofe5I+RscEyZ0REZLtUSgUW3S++MeXSbZym3VosZgifpxdAtJHziYHizadERI5qeEwwenTwEoo9cLaCXU2txGKGsP14qVCcm5MC/SJ8ZM6GiMg+jIoVW3erVi9xmnYrsZhxcHqDhD2nyoViOwd6cKwMEZGgcQnhwrGcpt06LGYcXGZ+ObR6sebN7h285U2GiMiOqJ2U6BUq1tW0ObeEXU2twGLGwRVrxHfGjvRrI2MmRET251/DbhKKqzVISMvjrKaWYjHj4Mov1QjFKQCMiQ+XNRciInvTP8oXziqx7vml3HyyxVjMOLhzf1wRihvc1Z/bFhARGUmlVKBjOzehWM5qajl+OjmwjTlFWJUmNujsyUGckk1E1BIx7cXGzdTqJWTmi03IoPpYzDgovUHC7O8PCcUGe7lySjYRUQv9o0+ocOxmI/bIoz+xmHFQGafKUHGlVih23p3RnJJNRNRCCZ384CLYTf9D1nl2NbUAixkHlX5SbIGmETFBGB7D7QuIiFpKpVTg3Qd6CMWWX65lV1MLWLyYWb9+PeLi4uDm5oZ27drhnnvuqff6mTNnkJycDHd3dwQEBGDWrFnQ6XSWSdauiFX+Uf6cjk1E1FojY0Mw9CZ/odjSKvElM+gaJ0te/LvvvsOkSZOwYMECDBkyBDqdDjk5OXWv6/V6JCcnIygoCGlpaSgqKsLYsWPh7OyMBQsWWDBz2yfabRQf6SdzJkREjuGJgVHYcvRCs3GpuSW4u2d7M2RkPxSSJFmkc06n0yE8PByvvfYaJk6c2GDMhg0bMGrUKBQWFiIwMBAAsGzZMrzwwgu4cOEC1Gq10LU0Gg28vLxQWVkJT09Pk92DrdIbJPR+41dUXm26hcvb3Rn75t7B8TJERCagN0hIWLgFJVVNr++lAHDszRFcDgPin98W+5fav38/zp8/D6VSiV69eiE4OBgjRoyo1zKTnp6O7t271xUyAJCUlASNRoPDhw83eu6amhpoNJp6D/rTB1tPNFvIAMCEhAgWMkREJqJSKjCgc/Ot3RKANWkFsudjTyxWzJw6dQoA8Oqrr2Lu3LlYt24d2rVrh8GDB6O8/Nrgp+Li4nqFDIC6r4uLG5++tnDhQnh5edU9QkPFp8XZO71BwvIdp4Riw/3cZc6GiMixaK6KzSL9Jfu8zJnYF5MXM7Nnz4ZCoWjycfToURgMBgDASy+9hPvvvx99+vTBqlWroFAo8O2337Yqhzlz5qCysrLucfbsWVPcml3IOFmGK1q9UGyAh6vM2RARORbR379Hiqo4RdsIJh8APHPmTIwfP77JmMjISBQVFQEAoqOj6553cXFBZGQkzpw5AwAICgpCZmZmvWNLSkrqXmuMi4sLXFxcWpK+3Us/JbaRWRsXFRfKIyIysdgOXtgtsDTG9dWA46N8zZCV7TN5MePv7w9//+ann/Xp0wcuLi44duwYBgwYAACora1FQUEBwsLCAADx8fGYP38+SktLERAQAABITU2Fp6dnvSKIxIlW+gOi/DhehojIxAZ09sfHv4l19RdVXJU5G/thsTEznp6eeOqppzBv3jz8+uuvOHbsGKZMmQIAGD16NABg2LBhiI6OxpgxY3Dw4EFs2rQJc+fOxdSpU9ny0kJV1WJr9Ph78N+XiMjU+keK76L9w4FzMmdjPyy6zszbb78NJycnjBkzBlevXkVcXBy2bt2Kdu3aAQBUKhXWrVuHKVOmID4+Hm3atMG4cePw+uuvWzJtm6YQbGwRjSMiInEqpQI3B3sg+1zzs2zTTpZBb5DYSi7AosWMs7MzFi9ejMWLFzcaExYWhpSUFDNmZd+uCg4+C/flyr9ERHKI8msrVMzopWuTNm4VmM7t6LgijwPRGyTsPNH86pNKBTAmPlz+hIiIHNB9vTsIx4pO2nB0LGYcSGZ+OUqqtM3GjewezJUniYhkktDJT3jcTN6FSzJnYx/4ieVARDcvuyM6sPkgIiJqEZVSgbt6hAjFpuWVcb0ZASxmHEjBxStCcVwsj4hIXgM6iY2D0VTrkJlfLnM2ts+iA4DJfDbmFOHdzcebjFEACPJy5WJ5REQyC/JyE44truR6M81hy4wD0BskzP7+ULNxEoB5d0ZzGiARkcz6RfjAw1UlFFt+ufmxjo6OxYwDyDhVhoorzW9u9uzQThgeE2yGjIiIHJtKqcA/BGc1+bTlIqbNYTHjANLyxKb21eo5yIyIyFyGdRP74/FM2WWZM7F9LGYcwN4CscFj57kPCBGR2fSL8EGQZ/MTLr7KPMMZTc1gMWPn9AYJWWcrhGJDvMUHpBERUeuolAo83K9js3HFmhrOaGoGixk7l3GqDFrB7qNbBacKEhGRaYT7uQvFpeYWy5yJbWMxY+cWbzomFOfqrET/SF+ZsyEior8SXdfrv3vY1dQUFjN2TKszCHcx3d7Vn1OyiYjMrF+ED3zaODcbV60zYPrXB8yQkW1iMWPHPk8vgGgd/1hcuJypEBFRA1RKBe7t2V4odn12EbQ6g8wZ2SYWM3bst+PN75ANAM4qBfpHsYuJiMgSEqODhOIkAGvSCmTNxVaxmLFTeoMkPCU7PtKXXUxERBbSL8IHLoK7aP9y8LzM2dgmFjN2KjO/HFdrxZoj7xZs4iQiItNTKRUIFFhvBgAOF2o4ELgBLGbsVGlVtXAs15chIrKsLoEeQnF66dqSG1Qfixk7VXDxilCcbxs1d8kmIrKwuEjx38NfZJyWMRPbxGLGDukNEpbvOCkU+8bdMRwvQ0RkYeMSIoRjd5y4wK6mv2ExY4eWbDmOK1p9s3GjugdiZCx3ySYisjS1kxLJ3cVmNV2u0XN7g79hMWNn9AYJy347JRQb7tdW5myIiEjUkod7w0nwU/nJ/+yVNxkbw2LGzmScKkON8KJK7F4iIrIWKqUCTw/pLBRbVaPHqz/nyJyR7WAxY2f+k14gHBvPhfKIiKzKtCGd4Sw4jnF12mmuCPz/sZixIwtTcrHpcIlQLDeWJCKyPiqlAv6eLsLxc74/KGM2toPFjJ1IyS7E8h35wvFPDYriLCYiIivULdhTOPaH/YWc2QQWM3ZBb5Aw7Svx3VTd1So8PVSsX5aIiMzr3Qd7CccaALy/+bh8ydgIFjN2YNqX+2BMYf7OAz3YKkNEZKXaujrBv62zcPySrXnYmFMkY0bWj8WMjft5/zlsEBwnAwDPJXbG8BiuLUNEZM3ee6i3UfHPfHXAobubWMzYsPnrc/HMWvHBXy5OCkwTnPZHRESW0z/SF27O4h/RWr2EqV/skzEj68Zixka9+UsuVuwUH/ALAKNiQ9i9RERkA1RKBd76Rw+jjtmYW4Jxn6bJlJF1YzFjg+avP4xPdxtXyADAwvtiZciGiIjkcGePELT3djXqmN/y/kDsq5tkysh6sZixMSnZhVixs8Do40bGBEItuk42ERFZhc0zBht9jKZah1Hv7zR9MlaMn242RG+Q8M//ik/Bvs5JqcDSR/rIkBEREcnJTa1C4s3+Rh+XU6TBd7+flSEj68RixoZM+2/LBnd98EgvjpUhIrJRn47rh+4hHkYfN/N/2ViYkitDRtaHxYyN0OoM2JAjPgX7uo8e6cWp2ERENu6XZwZhaFfjW2iW78hHSnahDBlZFxYzNmLU0h1GH/P+gz0xMjZEhmyIiMjcVk7ohwnxYUYf98zX9r8GDYsZG3BVq8fxkstGHTO4qx/u7tVepoyIiMgS5t0dg9s6tTPqGJ0BSDtxUaaMrAOLGRuwwMg+T193Z6yeECdTNkREZElrnkiAp6uTUccs2Wrf+zexmLEBW4+WCse2VSux75VhMmZDRESWlv1qEtq5ie/ftPd0hV3v38RixsotTMnF+YpqoVh3ZyVyXh8hc0ZERGQN0uYMNSp+xjdZdjt2hsWMFdPqDPjEiC0L9r3MFhkiIkfhplahd6i3cPyVWgPS8uxz7AyLGSv24vfZkASL6DuiA+CmVsmbEBERWZVvpyQYFb906wmZMrEsFjNWSm+Q8MOB80KxHdq5YcXYW2TOiIiIrI1KqcA/eovPXD1wtsIuu5pYzFiptLyL0At+v01ICJc1FyIisl4LjNhEuFYvIeNUmYzZWAaLGStlTFPgmPhw+RIhIiKrpnZSYuKAcOH4/6QVyJaLpbCYsUJ6g4T9Z/4Qig3zdeNu2EREDu7lUd3QRnDc5OajJXbX1cRPQSuUcbIMOoNY7GNx4bLmQkREtiEhylcoTm+49jljT1jMWKH0U+JT58ZxvAwREQHoFyFWzADGfc7YAhYzVujkBbF9mHqFerOLiYiIABj7x61CrjQsgp+EVkZvkLA5t0Qo9l9JXWXOhoiIbIXaSYnk7kFCsfGCXVK2gsWMlXl/83HUCgzMauvihP6R9vXNSERErbPk4d5waabFvp27s919frCYsSJ6g4RPdp4Sio0O9oBKaV/NhERE1DoqpQLvP9SzyZiF93W3u88PFjNWJDO/HNW1YtOYvN3VMmdDRES2aHhMMJY91htBnq71ng/2csWyx3pjeEywhTKTj5OlE6A/lVaJ7Y4NALeEt5MxEyIismXDY4JxR3QQMvPLUVpVjQAPV/SL8LG7FpnrWMxYkQAP1+aD/r9xCREyZkJERLZOpVTY3UDfxli0m+n48eO4++674efnB09PTwwYMADbtm2rF3PmzBkkJyfD3d0dAQEBmDVrFnQ6nYUyltcfl2uE4iYNDOeUbCIiEqbVGbBy5ym88lMOVu48Ba3oyqw2wqItM6NGjULnzp2xdetWuLm54b333sOoUaNw8uRJBAUFQa/XIzk5GUFBQUhLS0NRURHGjh0LZ2dnLFiwwJKpm5zeIOHFH3OajUu82R8vJXczQ0ZERGQPFqbkYsXOfPx1ouybKUfwxIAIvJQcbbnETEghSZJFNmi4ePEi/P39sWPHDgwcOBAAUFVVBU9PT6SmpiIxMREbNmzAqFGjUFhYiMDAQADAsmXL8MILL+DChQtQq8UGwWo0Gnh5eaGyshKenp6y3VNrvL/5ON7d3Pzmkl9N6u8wzYZERNQ6C1NysXxHfqOv3xEdgBVjbzFjRsYR/fy2WF+Fr68vunbtiv/85z+4fPkydDodli9fjoCAAPTp0wcAkJ6eju7du9cVMgCQlJQEjUaDw4cPWyp1k9MbJCzfITYl25hBwkRE5Li0OgNW7Gy8kAGA1NxSrMsqNFNG8rFYN5NCocDmzZtxzz33wMPDA0qlEgEBAdi4cSPatbs2U6e4uLheIQOg7uvi4uJGz11TU4Oamj/Hn2g0GhnuwHQyTpbhilYvFGvMIGEiInJcn6cXQGRz7Bd/PIQRscE2PdPJ5C0zs2fPhkKhaPJx9OhRSJKEqVOnIiAgADt37kRmZibuuece3HnnnSgqKmpVDgsXLoSXl1fdIzQ01ER3J4+0k2IbfrV1UaFfhI/M2RARkT04XX5FKE5TrUNmfrnM2cjL5C0zM2fOxPjx45uMiYyMxNatW7Fu3Tr88ccfdf1gH330EVJTU7FmzRrMnj0bQUFByMzMrHdsScm1fYuCghrff2LOnDmYMWNG3dcajcaqC5q9BWLfRNHBnjZdORMRkfmE+bgLxxZrbHsIg8mLGX9/f/j7+zcbd+XKtYpRqazfOKRUKmEwXJsyFh8fj/nz56O0tBQBAQEAgNTUVHh6eiI6uvER2C4uLnBxcWnpLZiV3iDh4LlKodhb2CpDRESCxsSH4831RyAyy2f3iQu4t1d72XOSi8UGAMfHx6Ndu3YYN24cDh48iOPHj2PWrFnIz89HcnIyAGDYsGGIjo7GmDFjcPDgQWzatAlz587F1KlTbaZYaU7GqTLUCM73T4j0kzkbIiKyF2onJQZ3bb5xAQBScoqhFxlgY6UsVsz4+flh48aNuHTpEoYMGYK+ffti165d+Omnn9CjRw8AgEqlwrp166BSqRAfH4/HHnsMY8eOxeuvv26ptE0u/WSZUJyLkxL9OSWbiIiM8OSgKKG4K1o9Mk6JfR5ZI4sumte3b19s2rSpyZiwsDCkpKSYKSPzO1FaJRR3e1c/jpchIiKj9IvwQRsXFS7XND9jNv1kGW7tZJs9AFwT34L0Bglpgi0zfcLYKkNERMZRKRW4rbNogcJuJmqBzPxyVFWL7TPl52EfY4SIiMi8Ho0LF4qLt+FxmSxmLMiY1XyDPLlYHhERGa9/lC+83Z2bjGmjVtn0uEwWMxYkupqvTxtnLpZHREQtolIqsOi+7k3GXNbqkZrb+Mr61o7FjAX1i/BptloGgDfvjuHgXyIiarE7ooOgdmr6I3/G2oM2Oz2bxYwFpeYWo+JKbZMxkwdFYGRsiJkyIiIie5R24iK0zaxpdkWrR9oJse11rA2LGQvRGyTMWHuwyRi1kwLPD7/ZTBkREZG9+u7AOaG4D7adkDkTebCYsZC0Exeb3Slbq5NstkomIiLr0dznzXVZ5ypssquJxYyFvL7usFCcaDVNRETUmFvCxSaR1Ogkm9xBm8WMBWh1Bpy4cFkoVrSaJiIiasy4hHCITiNZ/luerLnIgcWMBXyeXiAcK1pNExERNUbtpMTNwR5CsduPNz9Y2NqwmLGA0+VXhGPHJYTLlwgRETmMPmHthGON+aPbGrCYsYAOXm5CcXHhPs2uC0BERCQi3LeNcOzJi5dkzMT0+ElpAUdLNEJxQ24OkDkTIiJyFGPiw4VjL2hq5EtEBixmzExvkLAuu0go9nzFVZmzISIiR6F2UiJacNxMDcfMUFMyTpVBqxebwx/m4y5zNkRE5Eju791BKC6zoNym1pthMWNm6SfLhOIUMK5JkIiIqDlj4sOhEJijXV1rQMYpsc8ra8BixuzEKt2eoV4c/EtERCaldlKiZwdvodgvMk7Lm4wJ8dPSzNIEW2b+NewmmTMhIiJHdGsnX6G4nScu2ExXE4sZM7qq1WP/mYpm4zxdVegfJfbNRkREZIz4SD+huEs1epvZ2oDFjBktSMkViusZ2g4qpejC00REROL6R/nCzVns479YUy1zNqbBYsaMCsrEVv61jUY9IiKyRSqlAsndg4Vid5+4KHM2psFixoxE21rCfTklm4iI5HNrJ7GuptQjxTYxbobFjJnoDRKOFomt/PviyGiZsyEiIkcWJLitTuVVnU2Mm2ExYyaZ+eUovaRtNq5PmDfc1CozZERERI6qX4QPvN2chWJFx3taEosZMxH9ZhjLhfKIiEhmKqUCE24NF4o9dF6Dq1q9vAm1EosZM7iq1ePQebEupgAPV5mzISIiAqYN6Qxnldhozsmf/y5zNq3DYsYM7vt4t1Ccu7MS/SJ8ZM6GiIjoWutMJ/+2QrEZp8qseiAwixmZpWQX4UhRlVBsmG8bri9DRERm0ze8nVCcVi9Z9UBgFjMy0hskPP9dtnC86DcVERGRKRgze7a0ynoX0GMxI6OMk2W4VKMTjueUbCIiMic3tQp9wryFYgsuXpY3mVZgMSOjVWmnhGM5JZuIiCxh7eQEqJ2aLweWbj1hteNmWMzIRG+QsPnIBeH4tZMTZMyGiIioYSqlAlNui2o2TmcARi8Tm9BibixmZDLtS/FpbP4eag78JSIii9EbDEJx+89UWuWaMyxmZKDVGbDhcKlwfGfBqXFERETyEP+DOvGd7fKl0UIsZmQw+7sso+InD2y+eY+IiEgu8VG+wrHnK6qtrnWGxYyJ6Q0Svj9QJByvBDCgq798CRERETWjf6QvnIwY7nDfR7tkzMZ4LGZM7Jmv9hsV/94DPThehoiILOraIOBI4fgjxZew0Io2oGQxY0JanQHrDxULxwd7qnFX7w4yZkRERCTm2Tu6GhW/fEc+tDqxgcNyYzFjQrfM/9Wo+N+eHypTJkRERMZRKRV4erBxYziNHSMqFxYzJvLD/nOovCo+ICq5e5DQIkVERETm8uywrhDcSBsA8P2BIqtYSI+fpiagN0iYsfagcLxSASx5uLeMGRERERlPpVTgmaFdjDom8Z1tMmUjjsWMCSS+sx3G1KXTbu/EQb9ERGSVpg3pBBcn8c+o/ItX8fP+8zJm1DwWM6302i85yL94RTheqQCmJxpX9RIREZmLSqnA//2jh1HHPPdtlkW7m1jMtEJKdhFW7T5t1DH/N7onW2WIiMiqjerZHr07egvH6yXggeVp8iXUDBYzLXRtnEyWUceE+bjh3t7t5UmIiIjIhL59KgHG/O2973QF1mVZpruJxUwLLdlyAtVGzK9vo1bit+eHyJgRERGR6aiUCrz7YE+jjvnXd9kW6W5iMdMCeoOET3eeMuqY3+cOkykbIiIiedzdsz1i23sKx1fXGpBxskzGjBrGYqYFMvPLcdmITbZ6d/SGm1olY0ZERETy+PnpgQjyVAvHf7mnQL5kGsFipgXmrxffj0KBa/2OREREtmqHESvW/5pbYvauJhYzRlqXVYicQo1w/DNDuaYMERHZNrWTEsndg4RidQZg+tcHZM6oPhYzRtAbJMz58ZBwvFpl/EqKRERE1mjJw73hJPjH+fpDRWbdhJLFjBEy88tRVa0Tjp96e2e2yhARkV1QKRV4ekhnoVhJAj5PL5A3ob9gMWOE0qpq4VhXZyWmDekkYzZERETmNW1IJ6gFd6I8XS6+On5rsZgxQoCHq3Ds4vtj2SpDRER2RaVU4K4eIUKxYT7uMmfzJxYzRugX4YNgr+YLmsSb/TGqJ1f6JSIi+7PgvlgomvlbXakAxsSHmyUfgMWMUVRKBebdGY2m3sPEmwPw6bh+ZsuJiIjInNROSjw5MKLJmEkDI6B2Ml+JIduV5s+fj4SEBLi7u8Pb27vBmDNnziA5ORnu7u4ICAjArFmzoNPVH2C7fft29O7dGy4uLujUqRNWr14tV8pChscE4+PHet/QQuPp6oQPHuqFT8fdYqHMiIiIzGPOyGhMHhRxw95NSgUweVAE5oyMNms+TnKdWKvVYvTo0YiPj8fKlStveF2v1yM5ORlBQUFIS0tDUVERxo4dC2dnZyxYsAAAkJ+fj+TkZDz11FP48ssvsWXLFjzxxBMIDg5GUlKSXKk3a3hMMO6IDkJmfjlKq6oR4OGKfhE+HCNDREQOY87IaMwcdhM+Ty/A6fIrCPNxx5j4cLO2yFynkCRJ1mX6Vq9ejWeffRYVFRX1nt+wYQNGjRqFwsJCBAYGAgCWLVuGF154ARcuXIBarcYLL7yA9evXIycnp+64hx56CBUVFdi4caNwDhqNBl5eXqisrISnp/geE0RERGQ5op/fFhszk56eju7du9cVMgCQlJQEjUaDw4cP18UkJibWOy4pKQnp6elNnrumpgYajabeg4iIiOyTxYqZ4uLieoUMgLqvi4uLm4zRaDS4evVqo+deuHAhvLy86h6hoaEmzp6IiIishVHFzOzZs6FQKJp8HD16VK5chc2ZMweVlZV1j7Nnz1o6JSIiIpKJUQOAZ86cifHjxzcZExkZKXSuoKAgZGZm1nuupKSk7rXr/73+3F9jPD094ebm1ui5XVxc4OLiIpQHERER2Tajihl/f3/4+/ub5MLx8fGYP38+SktLERAQAABITU2Fp6cnoqOj62JSUlLqHZeamor4+HiT5EBERES2T7YxM2fOnEFWVhbOnDkDvV6PrKwsZGVl4dKlSwCAYcOGITo6GmPGjMHBgwexadMmzJ07F1OnTq1rVXnqqadw6tQpPP/88zh69Cg++ugjrF27Fs8995xcaRMREZGNkW1q9vjx47FmzZobnt+2bRsGDx4MADh9+jSmTJmC7du3o02bNhg3bhwWLVoEJ6c/G4y2b9+O5557Drm5uejQoQNefvnlZru6/o5Ts4mIiGyP6Oe37OvMWAMWM0RERLbH6teZISIiIjIF2bYzsCbXG5+4eB4REZHtuP653VwnkkMUM1VVVQDAxfOIiIhsUFVVFby8vBp93SHGzBgMBhQWFsLDwwMKhek2g9RoNAgNDcXZs2ftciyOvd8fYP/3aO/3B9j/Pdr7/QH2f4/2fn+AfPcoSRKqqqoQEhICpbLxkTEO0TKjVCrRoUMH2c7v6elpt9+ggP3fH2D/92jv9wfY/z3a+/0B9n+P9n5/gDz32FSLzHUcAExEREQ2jcUMERER2TQWM63g4uKCefPm2e0+UPZ+f4D936O93x9g//do7/cH2P892vv9AZa/R4cYAExERET2iy0zREREZNNYzBAREZFNYzFDRERENo3FDBEREdk0FjNNmD9/PhISEuDu7g5vb+8GY86cOYPk5GS4u7sjICAAs2bNgk6na/K85eXlePTRR+Hp6Qlvb29MnDgRly5dkuEOjLN9+3YoFIoGH3v37m30uMGDB98Q/9RTT5kxc+OEh4ffkO+iRYuaPKa6uhpTp06Fr68v2rZti/vvvx8lJSVmylhcQUEBJk6ciIiICLi5uSEqKgrz5s2DVqtt8jhrfw8//PBDhIeHw9XVFXFxccjMzGwy/ttvv8VNN90EV1dXdO/eHSkpKWbK1DgLFy7ELbfcAg8PDwQEBOCee+7BsWPHmjxm9erVN7xXrq6uZsrYeK+++uoN+d50001NHmMr7x/Q8O8ThUKBqVOnNhhvC+/fjh07cOeddyIkJAQKhQI//vhjvdclScIrr7yC4OBguLm5ITExESdOnGj2vMb+HBuDxUwTtFotRo8ejSlTpjT4ul6vR3JyMrRaLdLS0rBmzRqsXr0ar7zySpPnffTRR3H48GGkpqZi3bp12LFjB5588kk5bsEoCQkJKCoqqvd44oknEBERgb59+zZ57KRJk+od99Zbb5kp65Z5/fXX6+X79NNPNxn/3HPP4ZdffsG3336L3377DYWFhbjvvvvMlK24o0ePwmAwYPny5Th8+DDeffddLFu2DC+++GKzx1rre/jNN99gxowZmDdvHvbv348ePXogKSkJpaWlDcanpaXh4YcfxsSJE3HgwAHcc889uOeee5CTk2PmzJv322+/YerUqcjIyEBqaipqa2sxbNgwXL58ucnjPD09671Xp0+fNlPGLdOtW7d6+e7atavRWFt6/wBg79699e4tNTUVADB69OhGj7H29+/y5cvo0aMHPvzwwwZff+utt7BkyRIsW7YMe/bsQZs2bZCUlITq6upGz2nsz7HRJGrWqlWrJC8vrxueT0lJkZRKpVRcXFz33Mcffyx5enpKNTU1DZ4rNzdXAiDt3bu37rkNGzZICoVCOn/+vMlzbw2tViv5+/tLr7/+epNxt912mzR9+nTzJGUCYWFh0rvvviscX1FRITk7O0vffvtt3XNHjhyRAEjp6ekyZGhab731lhQREdFkjDW/h/369ZOmTp1a97Ver5dCQkKkhQsXNhj/wAMPSMnJyfWei4uLkyZPnixrnqZQWloqAZB+++23RmMa+31krebNmyf16NFDON6W3z9JkqTp06dLUVFRksFgaPB1W3v/AEg//PBD3dcGg0EKCgqS3n777brnKioqJBcXF+mrr75q9DzG/hwbiy0zrZCeno7u3bsjMDCw7rmkpCRoNBocPny40WO8vb3rtXQkJiZCqVRiz549sudsjJ9//hllZWWYMGFCs7Fffvkl/Pz8EBMTgzlz5uDKlStmyLDlFi1aBF9fX/Tq1Qtvv/12k12D+/btQ21tLRITE+ueu+mmm9CxY0ekp6ebI91WqayshI+PT7Nx1vgearVa7Nu3r96/vVKpRGJiYqP/9unp6fXigWs/l7byXgFo9v26dOkSwsLCEBoairvvvrvR3zfW4sSJEwgJCUFkZCQeffRRnDlzptFYW37/tFotvvjiCzz++ONNbmpsa+/fX+Xn56O4uLjee+Tl5YW4uLhG36OW/BwbyyE2mpRLcXFxvUIGQN3XxcXFjR4TEBBQ7zknJyf4+Pg0eoylrFy5EklJSc1u0vnII48gLCwMISEhyM7OxgsvvIBjx47h+++/N1OmxnnmmWfQu3dv+Pj4IC0tDXPmzEFRURHeeeedBuOLi4uhVqtvGDcVGBhode/Z3+Xl5WHp0qVYvHhxk3HW+h5evHgRer2+wZ+zo0ePNnhMYz+X1v5eGQwGPPvss7j11lsRExPTaFzXrl3x2WefITY2FpWVlVi8eDESEhJw+PBhWTfUbam4uDisXr0aXbt2RVFREV577TUMHDgQOTk58PDwuCHeVt8/APjxxx9RUVGB8ePHNxpja+/f311/H4x5j1ryc2wshytmZs+ejX//+99Nxhw5cqTZAWq2pCX3fO7cOWzatAlr165t9vx/He/TvXt3BAcHY+jQoTh58iSioqJanrgRjLnHGTNm1D0XGxsLtVqNyZMnY+HChVa73HhL3sPz589j+PDhGD16NCZNmtTksdbwHjq6qVOnIicnp8nxJAAQHx+P+Pj4uq8TEhJw8803Y/ny5XjjjTfkTtNoI0aMqPv/2NhYxMXFISwsDGvXrsXEiRMtmJnprVy5EiNGjEBISEijMbb2/tkKhytmZs6c2WTVDACRkZFC5woKCrphNPb1GS5BQUGNHvP3AU86nQ7l5eWNHtNaLbnnVatWwdfXF3fddZfR14uLiwNwrVXAXB+ErXlf4+LioNPpUFBQgK5du97welBQELRaLSoqKuq1zpSUlMj2nv2dsfdXWFiI22+/HQkJCfjkk0+Mvp4l3sOG+Pn5QaVS3TBzrKl/+6CgIKPircG0adPqJgMY+9e5s7MzevXqhby8PJmyMy1vb2906dKl0Xxt8f0DgNOnT2Pz5s1Gt2ba2vt3/X0oKSlBcHBw3fMlJSXo2bNng8e05OfYaCYZeWPnmhsAXFJSUvfc8uXLJU9PT6m6urrBc10fAPz777/XPbdp0yarGgBsMBikiIgIaebMmS06fteuXRIA6eDBgybOTB5ffPGFpFQqpfLy8gZfvz4A+H//+1/dc0ePHrXaAcDnzp2TOnfuLD300EOSTqdr0Tms6T3s16+fNG3atLqv9Xq91L59+yYHAI8aNarec/Hx8VY5gNRgMEhTp06VQkJCpOPHj7foHDqdTuratav03HPPmTg7eVRVVUnt2rWT3n///QZft6X376/mzZsnBQUFSbW1tUYdZ+3vHxoZALx48eK65yorK4UGABvzc2x0niY5i506ffq0dODAAem1116T2rZtKx04cEA6cOCAVFVVJUnStW/CmJgYadiwYVJWVpa0ceNGyd/fX5ozZ07dOfbs2SN17dpVOnfuXN1zw4cPl3r16iXt2bNH2rVrl9S5c2fp4YcfNvv9NWbz5s0SAOnIkSM3vHbu3Dmpa9eu0p49eyRJkqS8vDzp9ddfl37//XcpPz9f+umnn6TIyEhp0KBB5k5bSFpamvTuu+9KWVlZ0smTJ6UvvvhC8vf3l8aOHVsX8/d7lCRJeuqpp6SOHTtKW7dulX7//XcpPj5eio+Pt8QtNOncuXNSp06dpKFDh0rnzp2TioqK6h5/jbGl9/Drr7+WXFxcpNWrV0u5ubnSk08+KXl7e9fNIhwzZow0e/bsuvjdu3dLTk5O0uLFi6UjR45I8+bNk5ydnaVDhw5Z6hYaNWXKFMnLy0vavn17vffqypUrdTF/v7/XXntN2rRpk3Ty5Elp37590kMPPSS5urpKhw8ftsQtNGvmzJnS9u3bpfz8fGn37t1SYmKi5OfnJ5WWlkqSZNvv33V6vV7q2LGj9MILL9zwmi2+f1VVVXWfdwCkd955Rzpw4IB0+vRpSZIkadGiRZK3t7f0008/SdnZ2dLdd98tRURESFevXq07x5AhQ6SlS5fWfd3cz3FrsZhpwrhx4yQANzy2bdtWF1NQUCCNGDFCcnNzk/z8/KSZM2fWq8y3bdsmAZDy8/PrnisrK5MefvhhqW3btpKnp6c0YcKEugLJGjz88MNSQkJCg6/l5+fX+zc4c+aMNGjQIMnHx0dycXGROnXqJM2aNUuqrKw0Y8bi9u3bJ8XFxUleXl6Sq6urdPPNN0sLFiyo15L293uUJEm6evWq9M9//lNq166d5O7uLt177731CgRrsWrVqga/Z//aCGuL7+HSpUuljh07Smq1WurXr5+UkZFR99ptt90mjRs3rl782rVrpS5dukhqtVrq1q2btH79ejNnLKax92rVqlV1MX+/v2effbbu3yIwMFAaOXKktH//fvMnL+jBBx+UgoODJbVaLbVv31568MEHpby8vLrXbfn9u27Tpk0SAOnYsWM3vGaL79/1z62/P67fh8FgkF5++WUpMDBQcnFxkYYOHXrDvYeFhUnz5s2r91xTP8etpZAkSTJNhxURERGR+XGdGSIiIrJpLGaIiIjIprGYISIiIpvGYoaIiIhsGosZIiIismksZoiIiMimsZghIiIim8ZihoiIiGwaixkiIiKyaSxmiIiIyKaxmCEiIiKbxmKGiIiIbNr/A6TApZcrMv5+AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) abs(x ** 2 - 20)\n", + "b) -x ** 2 + 2 * cos(5*x)\n", + "c) x ** 3 + 250 * sin(x)\n", + "d) sin(x)+sin(2*x)\n", + "e) exp(x) + 4000* sin(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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kH50RWMer0q9fKbXgmW9TkZh0wM6dERFR75lrpGujg+twDxcN2Tx8JCcn46677sLgwYMRFRWF++67D3fccQdSUlJs/VRO6faYMPgYq15+d/7GDCTtOWunjoiI6LfUM8jOl1/XY8bd8hMJSD2bh4+EhASsWbMGR44cAQDs3r0bmzdvxsCBAyutLy0tRX5+foWbK0vJyEV2fvUzWl74cQ/X/CAisgOrIvDiz3uk6w26v/bvIu3YfNWUl19+Gfn5+WjTpg0MBgOsVivefvttjBgxotL6xMRETJ8+3dZtOIzsVNrCUiu2HruIHi05hYuISEspGbkoKVOk6+/sGMEZLhqz+ZmPpUuX4ptvvsG3336L1NRULF68GLNmzcLixYsrrZ8yZQry8vLKb6dOnbJ1S3alZirtN9sytWuEiIgAADOW7VdV/969HTTqhK6y+ZmPF154AS+//DKGDx8OAGjfvj1OnDiBxMREjBw58rp6b29veHt727oNh+kaHYR63gZcKbVWW7vm0HlYFcGETUSkkWKzFfuzCqTrB7YL5QwXO7D5d7ioqAh6fcWHNRgMUBT5U16uzKDX4YmezaRqSy0Cc9ema9wREZHnekfl7MK5I27SqBP6O5uHj6FDh+Ltt9/G8uXLkZmZiZ9//hnvv/8+7r77bls/ldOa0LeldHJemJzBgadERBpZkiJ/Kf++zo15JtpObB4+5syZg/vuuw/PPPMM2rZti3/+858YO3Ys3nrrLVs/ldMy6HUYd2sLqdrLRWXcbI6ISAO5V8woU/GPu3fu4fRae9EJJ1t6ND8/HwEBAcjLy4O/v7+j26kxqyLQ/o2VKDJXP/ajfSN//D6hlx26IiLyHLe/vx5HzxdK1Y5OaIrX74zVuCP3pubvN0fVaMSg12Fsb7mxH3vP5GPMl9s17oiIyLOczZPfRZzBw74YPjQ0vk/LGy61fq1VB86jWOIsCRERySmzyE10CPV3nxmXroLhQ0MGvQ7vqriGOGO5urnoRERUuTFfbofZKjeqYMbQdhp3Q9di+NDYgNhwNKnvK1W753Sext0QEbm/YrMVqw6cl6rVAejTLkzbhug6DB920CS4jlRdmWRKJyKiGxv71Q7p2o//0ZnTax2A4cMOxvSSG3h66mIh1/wgIqoFqyKwOT1HqrZtmB8GxIZr3BFVhuHDDnq2DIGXofpkXVim4NklaXboiIjIPSWn50D233Bdoupr2wzdEMOHHRj0OjzSvalU7bI9WUjac1bjjoiI3NMPO+VXNH1lUIyGnVBVGD7s5PYY+QFNk3/YzcsvREQ1cChbbhO5uiY9fE0GjbuhG2H4sJOu0UEI9JVb86OkTMGkJakad0RE5H78vOUCRZswP407oaowfNiJQa/DqB5R0vW/78mGWXKBHCIi+kvT4HpSdf3bcaCpIzF82NH4Pi1Rz9soXb84OUPDboiI3MuKfVn4Ke1MtXU6AI/1iNa+Ibohhg87Muh1mHlvnHT99sxLGnZDROQ+rIrASz/ukap9snc0TEb++XMkfvftbFBcOFqG1JWq9fXi20NEJOPZJWnIK7ZUWzc0LgxTOMvF4fjXzQGmSu4j8NueLCQmHdC4GyIi15a0JwvL9mRJ1fZTMfOQtMPw4QAJLRqgrsQULyGA+RszGECIiG7Aqgi89us+6fqGfj4adkOyGD4cwKDX4f890EG6fv7GDM58ISKqREpGLnILzVK1gb5e6BodpHFHJIPhw0EGxIbjk390hp/k7Jdu76zSuCMiItfz2aZj0rWjekRxEzknwfDhQANiwzGsU4RU7aUiC0YvStG4IyIi12G2KFhz6IJUbT1vA8b3aalxRySL4cPBooLlZr4AwJpDF1BstmrYDRGR61j0p/xaSDPvjeNZDyfC8OFgj8RHQc3HYexXOzTrhYjIlfx3f7ZUXaifCYPi5M4yk30wfDiYyahHdxUDoDYdzeGmc0REAM7mlUjVBdQxadwJqcXw4QQWj+4mXSsAzF59RLtmiIhcgFURyJIMH225iZzTYfhwAiajHgPaNZSu/2htOlbsk1tQh4jIHT0wPxmy54DvuylS015IPYYPJzFvRBdV9ZOX7ublFyLySMVmK3aeuCxV623UIaFFA20bItUYPpyEQa/DvZLTbgGgyGxFv/fXa9cQEZGTmrF8v3TtM7e24CwXJ8Tw4UQS75Vf9RQAMnKKcOecTRp1Q0TknDYdzZGq0+vAtT2cFMOHEzEZ9RgSF67qmD1n8vFb6hmNOiIici4r9mXhZG6xVG3rUD+e9XBSDB9OZvbwTjAZ1H1Y/vkjx38QkfuzKgLTf5ffaPPlgW007IZqg+HDyRj0Onz4YEdVx5itAu+vOqxNQ0RETiIlI1d6eq23UY+eLUM07ohqiuHDCQ2Ki8CYXtGqjpm37hjGfLldo46IiBzvfIFc8ACA2cM78pKLE2P4cFKvDo7BYwlNVR2z6sB5vL1c/pQkEZEraejnI1X3XL+WGBCrbvwc2RfDhxN7485YRDeoo+qYBZsyYLYoGnVEROQ4lwpLq90LKzzAhzNcXADDh5NbPflWeKk8dThw9gaNuiEicowV+7LwzLdpVa5qqgMwbWgML7e4AIYPJ2fQ6zDn4U6qjjl2oQiPL9yqUUdERPZlVQRe/mlvlTU6APMe7szLLS6C4cMFDIgNx72dG6k6Zu3hi3hsYYpGHRER2c/WYxdxuaisyhoBIMDXyz4NUa0xfLiIxHviVB+z/vAFDOUKqETk4pKPya1oKltHjsfw4SJMRj1G91Q3+wUA9p7Jxz3/3sxFyIjIZZ29LLeiqWwdOR7Dhwt5fUgsYiPqqT4u9WQeWryShEc+24pis1WDzoiItFNcJvd7K6K+r8adkK0wfLiYZRNvQWwjf9XHCQCb0i+i7dQVeGzhNts3RkSkAasisPHoBanahGYNNO6GbIXhwwUtm9ALt7Wq+Yds/eEctHhlOTYducDLMUTk1OauTUeRufq1i+p5G9G9ebAdOiJbYPhwUQsf74Y+rWv+QbMowCNfpKDVq0l4/7+HGUKIyOlYFYGFf2ZI1T7QpTHX93AhRkc3QDX3xajueGxhCtYfljslWRmrAD5am46P1qbDxwCEBfiiR4sGeG1IO/iaDDbslohInZSMXFwurnqK7VW3x4Rp3A3ZEsOHi1s0qiuGztmEvWfya/1YJVYgM7cYmSmn8E3KKdTzAkqtOihCIKSeFyKD6uDUpRJYrAoCfL0QXMeIc1fMuFJihZdBj1B/b1wuNsNsNiOnSIGiANAB9X0NaB0eiCd7NUPPViH81wkRSZHdSC7Q1wtdo4M07oZsieHDDfw+oReeWJyC1QdrfgakMlfKAPxvMePsgjJkF+SVfy2nsAzHrqnPLii9/kEEkFNkRc6xi/jz2EUAQB0vHaIb1EXHJvXx2mCeYSGiymXmFEnVjeoRxX/UuBidEMKpLvbn5+cjICAAeXl58PdXP6vDkxWbrXjyy+3YlH7R0a2o4udtwOzhnXFLa54VIaK/rNiXhae/Tq1yLxcAqF/HCzteu52/O5yAmr/fHHDqRnxNBnz1RHfcHtPQ0a2oUlBqxeOLt6P5K0n4cedpR7dDRA5mVQSm/36g2uABAIn3tGfwcEEMH25owaM3Y0yvaEe3USPP/7AbbV//A38ezeEMHCIPlZKRi6y86sd7PNevJTeSc1EMH27q1cExODJjIML8TI5uRbXiMgUjPt+G1q/9gee/T4PZUv0cfyJyH6sOZEvVRTWoq3EnpBWGDzdmMuqx9dXbse+N/mga5HrLDlsUgR/TzqLVa3/g7eUHHN0OEdmBVRFYukPu8mtDPx+NuyGtMHx4gHo+Rmx4sQ+OzBiI7i46HW3Bpgw8sTjF0W0Qkca2Hr+IK6WWauuC6nJ6rStj+PAgJqMeS8bG48iMgWjV0PVOV64+eAFv/bbf0W0QkYaS03Ok6rpGBXOgqQtj+PBAJqMe/518Kw6+OQAP3RyJMH9v1PXSw9sAOPtH+fPkTDz15Q4ORiVyUyv3y4338PHiny9XpskiY2fOnMFLL72EP/74A0VFRWjRogUWLlyILl26aPF0VEO+JgMS742rcJ9VEUjJyMXJ3EJ8m5yBA+cKa7zCaZlG40RXHDiH1q8mYe6IzhzpTuRGkvacRfqFQqnaiEDXG8dG/8fm4ePSpUvo0aMHbrvtNvzxxx8ICQnB0aNHUb9+fVs/FWnAoNchvnkw4psH48Gbm9T68YrNVkz/fR/WHjqPS0VmQAHKbHDSwiKAp75Oxb8f7oRBcRG1f0AiciirIjB56W7p+h4tar6zNzmezcPHe++9h8jISCxcuLD8vuho11xzgmrP12TAu/d2qHCfVRHYeOg8xny1A5ZaBpFnvk3Dv6HDoDieASFyZcnpOSiRnFZf12RA92Y139WbHM/mF81+++03dOnSBffffz8aNmyITp06YcGCBTesLy0tRX5+foUbuTeDXofbYkKRnjgYu6fegWYN6tTq8Z75NhUr9mXZqDsicoQ5a49K1z7ZuxkHm7o4m4eP48eP4+OPP0bLli2xcuVKPP3005g4cSIWL15caX1iYiICAgLKb5GRkbZuiZxYQB0vrP3nbTj2ziBEB9c8hLzx2wEOQiVyUVZFYMeJS1K1Br0O4/u01Lgj0prNN5YzmUzo0qULkpOTy++bOHEitm/fji1btlxXX1paitLS/9sNNT8/H5GRkdxYzkPdOWcT9pyp2dmvTpEB+HlcTxt3RERa23TkAh75Qm4dn5ubBuKHp3to3BHVhEM3lgsPD0dMTEyF+9q2bYuTJ09WWu/t7Q1/f/8KN/Jcv03ohdkPdoShBmdU007l4ZaZa23fFBFpavrv8uv3TOzbSsNOyF5sHj569OiBw4cPV7jvyJEjaNq0qa2fitzUXZ0a4cjbg9A0SP3SySdyizFqEVdCJXIVZosiPb1WDyCBs1zcgs3Dx3PPPYetW7finXfeQXp6Or799lt8+umnGDdunK2fityYQa/Dhhf7okkN9qRZd+gClu06q0FXRGRri5MzpWvv7hTBgaZuwubh4+abb8bPP/+M7777DrGxsXjrrbfw4YcfYsSIEbZ+KvIAG1/sg9vahKg+bvySNA5AJXIBy/acka5NvGbaPrkumw84rS01A1bIcyzbdRYTlqRBzQ9r0yAfbHixr2Y9EVHtWBWBNq/9gTKJfyi0CKmL1c/fqn1TVGMOHXBKpIUhHSPwxaPqluc/kVuC0Yu2a9QREdXW1uMXpYIHAEwb2k7jbsieGD7IZfRu0xBGlZd71xw6z/EfRE5q1srD1RcB8DLoONDUzTB8kMsw6HX46KHOqo976cddHP9B5GTMFgVppy5L1fZr25ADTd0Mwwe5lEFx4RjVQ92Gd4VlAnPXpmvUERHVxJSf9kjX/qNblHaNkEMwfJDLmTa0veql2D9YfYT7vxA5Casi8Eua3CwXox7o3pybyLkbhg9ySTUZ9f7yj3t4+YXICcxZcwRWyY9i5yb1ecnFDTF8kEsy6HX46AF1c/4vF1uw9fhFjToiIhlWRWDB5gzp+gncRM4tMXyQy7qzc2M0C1F3+eX/rTykUTdEJCMlIxeFpVapWi89Z7m4K4YPcmmrnrsVXipOyaaeykNi0gHtGiKiKp25VCRd+8xtLXjJxU0xfJBLM+h1mD28o6pj5m/MgNmiaNMQEVVpxX65gd96HTCxLy+5uCuGD3J5g+IiMKZXtKpjXvzPLm2aIaIqZeeVStU1CvTlWQ83xvBBbuHVwTGqAsgvu7I484XIAXILzVJ1TYPUjeci18LwQW7j1cExCKlnkq7v9/567ZohouskJh3A2bwSqdoxvZpp3A05EsMHuZXbY0KlazNyivCr5EJHRFQ7ZouCTzfKTbH1NurRs1WIxh2RIzF8kFt5fYi6nS+f/4H7vhDZwys/7YHsJ2328I4c7+HmGD7IrfiaDLipSaB0vUUBktNztGuIiGBVBH7bIzfL5ZZWDTAgNlzjjsjRGD7I7Sx9KkFV/Zy1RzXqhIgAYOvxi9LT23u35OUWT8DwQW7HoNdh/G3NpetTMi9x0zkiDX299YR07SPxUdo1Qk6D4YPc0nO3t1ZV/8Zv+zn2g0gDVkVg3aHzUrWdIwNgMvLPkifgu0xuyaDXYa6KlU+z80uRkpGrXUNEHmru2nSUSF5yef6ONhp3Q86C4YPc1pCOjdC4vq90/YJNxzTshsjzWBWB+RvlPld1vPTo3jxY447IWTB8kFsblRAlXbv20AXu+UJkQ1uPX0SRWW4H20Htwzm91oMwfJBbeyQ+Cmp+nw35aKN2zRB5GDXT2Hu0aKBhJ+RsGD7IrZmMelV7vhw5X4hiyX+pEVHVtmfKj6MKC5C/REquj+GD3N6UQTFoGVJXun7sVzs07IbIM6zYl4WUzEtStXVNenSNDtK4I3ImDB/kEaYOlV92fePRHE67JaoFqyIw/fcD0vVjejXneA8Pw/BBHiGhRQNVYz8mfpeqXTNEbi4lIxdZkrvX1vU2YELflhp3RM6G4YM8gkGvw7hb5Fc9Xb43mzNfiGpo9YFs6dr/d38HnvXwQAwf5DEm3dEaan7FLU7O1KoVIrdlVQR+3nVGqva5fq24iZyHYvggj2HQ6/Bs3xbS9V9vy9SuGSI3lZKRi9zCsmrrgup4YXwf+c8juReGD/IoE/q2kh77ceJiMS+9EKl0vkBurMewTo14ucWDMXyQRzHodbi9bah0/VdbMrVrhsgNfSn5mbk9JkzbRsipMXyQx3lUxZLrJ3KLtGuEyM2M+XI7dp64XG1deIAP1/XwcAwf5HG6NwuGj5fcj35RKVc7JZJRbLZi1YHzUrXThsbwkouHY/ggj2PQ6zDr3g5Stf9JPY0V+7I07ojI9cmuDNy7ZQPOcCGGD/JMQzpG4PaYhlK1L/+0lyueElXBqghsPCq3idylIrPG3ZArYPggj7Xg0ZsxKLb6waeXi8qw9dhFO3RE5JoemJ8sXevv46VhJ+QqGD7IozULqSdVxzU/iCpXbLZKDTK96smezbRrhlwGwwd5OLlBbyv3n+OlF6JKvJMkv4Gcl16Hnq1DNOyGXAXDB3m0+ObBUnWKUHdqmchT7Mi8JF07e3hHznIhAAwf5OG6NwtGXZNBqnbnicsoNnPqLdFVVkXgYHaBVG3bcD8MiovQuCNyFQwf5NEMeh2e7C2/2+3by+VPMRO5u4nfpkrX/vR0Dw07IVfD8EEeb3yfFtL7vew+fVnTXohchdmiYPm+bKnaMH9v+EqeYSTPwPBBHs+g16FVQ7lZL6cvFWvcDZFrmPLTHunauMaB2jVCLonhgwjAlIFtpeouFZVh2a4zGndD5NysisCPqfKfg5ujuI8LVcTwQQSgZ6sQGCQ/Df/8cQ+n3ZJHi09crap+pIrNHMkzMHwQ4a9LL71aNJCqLSlTMHdtusYdETmnvKIynC+QXyJ9UGwoTEb+qaGK+BNB9D+9WsovfrQwOYNnP8gjDZu3WbpWD2DOwzdp1wy5LIYPov95JD4KOslZL5eLypCSkattQ0ROxqoIZFwskq6f2LcFFxWjSjF8EP2PyajHEz2jpeuz8zjzhTzL7NVHVNVP6NtKo07I1TF8EP3Nq4Nj0Cq0rlTt0h0nNe6GyHlYFYG56+THOt0VF8azHnRDDB9E13j61pZSdVuOX4LZomjcDZFzmL3qMNQMc/rXA520a4ZcHsMH0TXC/H2ka19RsdASkauyKgLz1h+Tru8WXZ8zXKhKmv90vPvuu9DpdJg0aZLWT0VkE12jg1BHcinopH3ZnPVCbm/OmqOwqvgx/2p0d+2aIbegafjYvn075s+fj7i4OC2fhsimDHodBsWGSdUWma2c9UJuzaoIfLb5uHR99+hAnvWgamn2E3LlyhWMGDECCxYsQP369bV6GiJNvHOPfGBedUBucy0iV5SSkYsrpVbp+i9Hx2vYDbkLzcLHuHHjMHjwYPTr16/KutLSUuTn51e4ETmayajH0Di5sx9fbT3BSy/ktj7dID/DZUj7cJ71ICma/JQsWbIEqampSExMrLY2MTERAQEB5bfIyEgtWiJS7cPhneEj8Yu0zCpUr39A5ArunLMJ647kSNUa9TrMfogzXEiOzcPHqVOn8Oyzz+Kbb76Bj0/1swamTJmCvLy88tupU6ds3RJRjRj0OsQ1DpCqnbsunWc/yK2MXpSCPWfkz0R/NLwj1/UgaTYPHzt37sT58+fRuXNnGI1GGI1GbNiwAR999BGMRiOs1orXDr29veHv71/hRuQsAuuYpOoUoX71RyJn9fvus1hz6IJ0/dje0RgUF6FhR+RubB4++vbti71792LXrl3lty5dumDEiBHYtWsXDAa5KYxEzuDmKPnB0p9uOs6zH+TyrIrAc9+nSdff0ioEUwbFaNgRuSOjrR/Qz88PsbGxFe6rW7cugoODr7ufyNmNTIjG20mHpGpLyhSkZOQivnmwxl0RaefZ71KhZuHe3i0baNcMuS0OSyaqgsmoR/do+bMfK/dladgNkbbMFgXL9spPHdfhr92gidSyS/hYv349PvzwQ3s8FZHNfalitcalO07x0gu5rK4zVqmqH90jilNrqUb4U0NUDZNRj5jwelK1Rf+79ELkaqb+uheXSyzS9dEN6uC1oe007IjcGcMHkYR7O8uvP8MVT8nVvL38AL7cclK6Xgdg9eRbNeuH3B/DB5GER+KjoJNcwmDpjtO89EIuI2lPFhZsylB1zIQ+LbimB9UKwweRBJNRjyd6RkvVXim1YO5a+SWpiRzFqghMUjGtFvjrrMez/Vpp0xB5DIYPIkmvDo5BbCO5RfA+3XiMZz/I6Y3/ZifMVnU/px/c14FnPajWGD6IVHhVcjGlQrMVW49f1Lgbopp7fGEK/th/TtUxoX4mDOvSWKOOyJMwfBCp0DU6CHW95VbpTT4mtyEXkb0N/GAd1h6WXz79quQpVe9STiSL4YNIBYNeh3bhcpdezlwq1rgbIvXavPYHDp4rUn3c7Ae5cRzZDsMHkUpdJPd7ycy5onEnROq0e/0PlKhZO/1/2jfyw12dGmnQEXkqhg8ilXo0D5Gq23U6H0l7zmrcDVH1rIpA75lrUFimPng0DfLF7xN6a9AVeTKGDyKVujcPlh738dqv+zjrhRzGqgi8/9/DaPFKEk7mlqg+/tH4JtjwYh8NOiNPx/BBpJJBr8PwLnIrnuYWlnG5dXKIFfuy0HbqCny0Nh01ib+jE5rizbva27wvIoDhg6hG+sWESddm53HgKdnP1bMdT32dCnMNxncAQKfGAXj9zlgbd0b0f4yOboDIFXWNDoKfjxEFEhtx/Zmeg7s7c20E0o5VEUg+moPZa45gx8nLtXosgw74zzM9bNMY0Q0wfBDVgEGvw303NcbCPzOrrf1P6hn0iwnFgNhw7Rsjj2C2KFicnIFtGRdxKOsKTl+23dm1eSM6c0otaY7hg6iG7ogJkwofAPDSj3twe0wYf6l7sCslFkz6PhWHsgpg1AE+Jj2y8kpQYhHwMerh7WWEr1EHRQh4GfXIuWKGUa+Dt0GHYosCs0VAKArKFMCi0RjmT/7RmSGZ7ILhg6iGukYHIaiuF3ILy6qtzSu2YOuxi+jRsoEdOiNHsSoC6w+ew1tJB3AuvxReeiDMz4TMS6VV7qFSarECJVY7dlpRkyAfrPtnH4ZjshuGD6IaMuh1uLtjI3wuefZjy/Echg83ZbYoePGHNPyyO7vC/cUA8kvVT3G1p75tQvD5Y10d3QZ5GIYPolroFxMmHT7+2oyc3IVVEVi//xye+3EX8h141qKm9AA+Gt4JQzpGOLoV8kAMH0S18NelFxNyC83V1sY3D7ZDR6Q1qyIwe9URfLQu3dGt1JiXHjg0YxAvs5DDcJ0Polow6HWYcVf16yHoAOQVVR9QyLn9nHoaLV9Jcung4edtwNF3BjN4kEPxzAdRLQ2KC8fY09GYvzHjhjUCwDPfpuETvY6zCVyQVRHo/s5qXLji2gHyX/fF4X7J1XmJtMQzH0Q2MGVQDOYO71Rt3eSlu7nXi4v5LfUMmr+S5LLBQ68DJvZpgWPvDGLwIKfBMx9ENlK/rqnamiKzFXPWHMWk21vZoSOqraFzNmLvmQJHt1EjrRvWwyuD26JnyxBeYiGnw/BBZCNbjudI1X22+Tgm9G3JPwhObsjsjdiX5RrBw8eog8mgR+P6vnjhjjbo3aYhf77IqTF8ENmM3C/7K6VWpGTkcvaLExvwwTocOlek2eP7exsQEehdoxVOjQY9dHodmofUxYDYcIzq0QwmI6+gk2th+CCykfjmwZgrOQvirA334iDbip36B66Ya7Yb7LX0AFo08AH0Bvj7euGOmDA81iOaYYE8HsMHkY10bxYML4MOZVUso33VrlOXcO9N3OnW2bR57Q+U1HAb+r9rH+GP756MRz0f/oolqgw/GUQ2YtDrkNAsGBuOVj/248RF7U7pU80M+nB9rYKHv48BH9zXEbfGhHK8BVE1GD6IbKh3qxCp8JGSmQurIvhHykm8/useHMgurNGxeh1w6K2BvJRCpAI/LUQ29Eh8FHQSeaKkTMHcta67SqY7eWJxCr7acqpGxzYO8MHxxMEMHkQq8RNDZEMmox59WodI1f57fToXHHOwN3/fj9UHL9To2Me6N8HmKX1t3BGRZ2D4ILKxJ3o1l6ortShITpdbG4Rs7+3l+/GF9I7EFY3pFYU3hrW3bUNEHoThg8jGukYHwcdL7qM1Z+1RjbuhyiTtOYsFmzJrdOy/H+6MVwe3s21DRB6GA06JbMyg16F1qB92n86rtnb3qTwOPLUzqyIwcUma6uOMeuAwt6Ensgme+SDSwJA4uZ1rS60KUjJyNe6G/u7D1YdRkxm1DB5EtsPwQaSBkQnR0rXnC0o07IT+zqoIzFl7TPVx/364E4MHkQ0xfBBpwGTUS5/9yMzhgmP20u3tlaqPeTwhCoPiIjTohshzMXwQaWT28E6oYzJUW/fB6iNYsS/LDh15tlFfpCCn0KrqmPYR/ph6JweXEtkawweRRgx6Hd5/oINU7bNLdnHNDw29vfwA1h1Rt55HSF0v/D6xl0YdEXk2hg8iDQ2IDcfEPi2qrSu1KJi9+ogdOvI8ZouCBZsyVB1j0AFbX71do46IiOGDSGMnc+XGdHy66TjPfmhg8OyNqo+Z8xAHmBJpieGDSGNFZotUXUkZp93a2rJdZ3H0groN40ZxgCmR5hg+iDR2c1SwdO2nG9RPA6XK1WQxsUAfI6ZxgCmR5hg+iDQ2MiFKunbdkQsw12QFLLrOh/89DLXfyZTXOM6DyB4YPog0ZjLqERNeT7r+5R93a9iNZ7AqAnPXqzuL9ESPaJiM/JVIZA/8pBHZwb2dI6Vrf911lgNPa+nD1Ueg5jtYz6THa0NjNOuHiCpi+CCyg0fio6RrrQLYevyids24Oasi8InKsx5bX+HlFiJ7YvggsgOTUY9uUYHS9X8ezdGuGTc3d+1RlKk4cxQbUQ/1fLjBN5E9MXwQ2clXT8RL1649dE7DTtyXVRGYp+Ksh7dRh2UTb9GwIyKqDMMHkZ2YjHo0DfKRqk2/cIXjPmrgozVHVc0W2vvGAA27IaIbYfggsqN/dI+WqrMowNy16Rp3416sisC8dfLfszG9OLuFyFFs/slLTEzEzTffDD8/PzRs2BDDhg3D4cOHbf00RC5JzZof89an8+yHCs8uSYNF8vsVHVwHrw7m7BYiR7F5+NiwYQPGjRuHrVu3YtWqVSgrK8Mdd9yBwkJ1SxwTuSOTUY+hcWFStWaLgmQOPJVitihYtidLun7G3e017IaIqmPzId4rVqyo8P+LFi1Cw4YNsXPnTvTu3dvWT0fkcj4c3hlJe5NglfhH+px1R9GrdYj2Tbk4NQuz1fM2onsz+SXvicj2NL/gmZeXBwAICgrS+qmIXIJBr0NsowCp2p0nLvHSSzWsisBPaWel62feG8cda4kcTNPwoSgKJk2ahB49eiA2NrbSmtLSUuTn51e4Ebm7IZK7ploFkJzOSy9VeWB+snRtqJ83BsWFa9gNEcnQNHyMGzcO+/btw5IlS25Yk5iYiICAgPJbZKT8MtRErkrNwNPpy/Zr14iLKzZbsfPEZen6x3tGadYLEcnTLHyMHz8ey5Ytw7p169C4ceMb1k2ZMgV5eXnlt1OnTmnVEpHTMBn1aBpcR6o2/XwhklQMpvQk7yQdUFU/qkczjTohIjVsHj6EEBg/fjx+/vlnrF27FtHRVa9r4O3tDX9//wo3Ik/wj25NpGtf/HEPx35UYrmKUDamVxTX9SByEjb/JI4bNw5ff/01vv32W/j5+SE7OxvZ2dkoLi629VMRubSRCXILjgHAlVILN5u7RrHZityiMqnaBvW88Orgdhp3RESybB4+Pv74Y+Tl5eHWW29FeHh4+e3777+39VMRuTSTUY8hKgY/bjnG8PF3Y7/aIV370oC2GnZCRGrZfJ0PIXhqmEjW7OGdsGJfttTKnMcvFNihI9ewYl8WNqpYgK1xfbnxNURkH7wASuRABr0O425rLlW7+uB5jvvAX+t6TP9dfqBpHS89ukZznSEiZ8LwQeRgE/u2grfEQEizVXC5dQApGbnIyiuRrn/3bi4qRuRsGD6IHMyg16FDY7kVT+euO6pxN87vfIF88Ihr7I87OzfSsBsiqgmGDyInEFjHJFW3LfMSVuzz7DU/pv66T6rupiaB+G18L427IaKaYPggcgI3R8mPSZj++wGPHfvx+MJtyCu2VFsXUteIpU8l2KEjIqoJhg8iJzAyIQo6yWEJWXklSMnI1bYhJ1RstmLtYbkxL20jAjnOg8iJMXwQOQGTUY8ne8kvOqZm3IO7mLFcfo8bzzwvROQ6GD6InMSUQTHSi45l5hRp3I3zWbkvW7o2SnLfHCJyDIYPIicye3gnhPpVP/j0g9VHPGrgqdmiIKdQbil1AHhlUIyG3RBRbTF8EDkRg16H6XfFStVOXLLLYwaejvx8m3Rt58gA+JoMGnZDRLXF8EHkZAbEhmNCn+pXPTVbFHy4+ogdOnIss0XBFhUDbH94uoeG3RCRLTB8EDmhU7lyu0Av2HTc7c9+PPLZVuna+zo34iwXIhfA8EHkhIrMVqm6kjLFrafdmi0KtmVekq5/5544DbshIlth+CByQmoWHXvxx90aduJYX23JlK4N9feGSWKPHCJyPH5SiZzQyIQoyF48OJVbjBm/y6+B4Uo2qthI7/Ee8uukEJFjMXwQOSGTUY8nVCw69tmfmTBbFA07sj+rIrDl+EXp+lEMH0Qug+GDyEm9OjgGjQN9petfcrPLL1uPXZQOVLe2CuYlFyIXwk8rkRMb1SNKuvbXtLNuNfPl622Z0rVjb2mpXSNEZHMMH0RO7JH4KOlaBcCcNUc168WerIrAJsnxHnW9DegaLT9Al4gcj+GDyImZjHp0iwqUrv9k4zG3OPuRkpGLK6Vy043H9Izm2h5ELobhg8jJffVEvHRtSZmCuWtd/+zHZ5uOSdV5G3WY0LeVxt0Qka0xfBA5OZNRjyHt5Xa7BYA5a9Nd+uxH0p4srDl0Qar2mVtb8KwHkQti+CByAbMf6gSj5B9ZiyKw+YjcH29nY1UEXvt1n1RtPW8jxvfhQFMiV8TwQeQCDHodPhreUbr+5Z/2aNeMhlIycpFbaJaqfaBLY571IHJRDB9ELmJQXAT8fYxStVn5pUjak6VxR7a3QHKsBwDcHhOmYSdEpCWGDyIX0r6Rv3Tt+O9SXWrsh9miYJ3kWI+gul6cXkvkwhg+iFzIk72bS9cqArj9/fXaNWNji5MzIRuVZtwVy0suRC6M4YPIhfRsGaLqj+7xnCJcKbFo2JHtLNtzVqouKsgXg+IiNO6GiLTE8EHkQgx6HSbc1kLVMZOWpGrUje1YFYHD5wqkajs2qa9xN0SkNYYPIhczoW9L6Wm3AHD43BUNu7GNlIxclJTJbSJ3b6fGGndDRFpj+CByMQa9DuNVnv1wdrIrmpqMeiS0bKBxN0SkNYYPIhc0oW9LeEtuIX/qUrFTT7s1WxTpFU3H3dqcA02J3ADDB5ELMuh1+OCBjtL1479LRZLkgE57myK5IJqPl54rmhK5CYYPIhc1KC4cY3tHS9UqAnjm2zSs2OdcZ0CsisDPqWekaluF1uNZDyI3wfBB5MKmDIrBYwlN5et/2utUC48lp+dAbpgp4OftpWkvRGQ/DB9ELq5/O/kdby8VlWHidzs17EadH1NPS9fGNQ7QsBMisieGDyIX1zU6COEBPtL1y/eew9vLD2jYkbwis/wCaD1bhmjYCRHZE8MHkYsz6HWYNjRG1TELNmU4xQyYjJxCqTofLz26NwvWuBsisheGDyI3MCA2HP9+uDPUDMecuMSxG8+9vfwAjp6XCx+z7u3AwaZEboThg8hNDIoLx8S+8lNRLQrwwPxkDTu6MbNFwWebM6Rqb2oaiCEduZcLkTth+CByIxNVLr2+88Rlh2w899WWTAjJky6Pxkdp2gsR2R/DB5EbMeh1uEvlWYL2b6y0+wJkG4/mSNc29JMfTEtEroHhg8jNJN4Tp2rsh8BfC5DZawaMVRFIPXlJqtbPx4Cu0UEad0RE9sbwQeRmTEY9npRc+fTvFmzKsEsAScnIRYHkpZ7EYe050JTIDTF8ELmhKYNi8HhClOrjFmzKwM8qFv6qCdkdbGMb+WNIx0aa9kJEjsHwQeSmpt7ZDi1D6qo+7rmlu/H4whQNOvprlstayR1sXx2kbu0SInIdDB9Ebmz5s71rdNzawxfQ891VNu4GeOWnvZCZ5OLvY+RYDyI3xvBB5MZMRj3G9FI//gMATl82o8tbK222EJlVEfhtt9wOtp2aBHKsB5EbY/ggcnOvDo5Bv7YNa3RsTqEFzV9JwqwVh2odQrYeuwizVe4xenMfFyK3xvBB5AE+G3kzRvVoWuPj564/htavJWHFvprvB7PluNzaHjoAj3BhMSK3xvBB5CGmDY3F6J5RNT7eogBPfZ2Kyd+nwWxRVB9/7ILcPi4dIwNhMvJXE5E7Mzq6ASKyn9eHtINO6PDZn3L7qlTmp7Sz+CntLBr6eSG+WQPc1zkSCS0bVDlGw6oIbJJc1fSf/VvXuDcicg0MH0Qe5rWhMdDp/1rTozbOF5Th191Z+HX3X5diAnyN6BgZAJMe2HjkIkr/dnKknhdwpaz6x6xr0qN7s+Ba9UVEzk+zc5vz5s1DVFQUfHx80K1bN6SkaLNuABGp9+rgGMwd3smmj5lXbMGGIxex6lDF4AHIBQ8AuKVVCGe5EHkATcLH999/j8mTJ2PatGlITU1Fhw4d0L9/f5w/f16LpyOiGhjSMQL/fti2AaS2moX4OboFIrIDTcLH+++/jzFjxmDUqFGIiYnBJ598gjp16uCLL77Q4umIqIYGxUXgk390htFJzjbEN+clFyJPYPPwYTabsXPnTvTr1+//nkSvR79+/bBly5br6ktLS5Gfn1/hRkT2MyA2HIdnDMSEW5s7tI+6JgPHexB5CJuHj5ycHFitVoSGhla4PzQ0FNnZ2dfVJyYmIiAgoPwWGRlp65aIqBoGvQ7PD2iDY+8MQkM/k0N6eLJ3c473IPIQDp9MP2XKFOTl5ZXfTp065eiWiDyWQa9Dyqu312pBspow6oHxfVrY9TmJyHFsHj4aNGgAg8GAc+fOVbj/3LlzCAsLu67e29sb/v7+FW5E5FjThsbiyIyBiI+2z2WQWfd04FkPIg9i8/BhMplw0003Yc2aNeX3KYqCNWvWID4+3tZPR0QaMRn1+G5sdxyZMRAtQ+po9jxNg30xrEtjzR6fiJyPJouMTZ48GSNHjkSXLl3QtWtXfPjhhygsLMSoUaO0eDoi0pDJqMeq529DsdmKt5fvR9rJyzieU4jiMvVLrF8rrpE/fpvQywZdEpEr0SR8PPjgg7hw4QKmTp2K7OxsdOzYEStWrLhuECoRuQ5fkwEz7o4r//9isxXTf9+LNQfP40qpFf4+XmgTXq/SFU6DffUI8fNGSRlgAdAmzA8fPtgJ9Xy4yDKRJ9IJIWq3T7aN5efnIyAgAHl5eRz/QURE5CLU/P12+GwXIiIi8iwMH0RERGRXDB9ERERkVwwfREREZFcMH0RERGRXDB9ERERkVwwfREREZFcMH0RERGRXDB9ERERkV063tvHVBVfz8/Md3AkRERHJuvp3W2bhdKcLHwUFBQCAyMhIB3dCREREahUUFCAgIKDKGqfb20VRFJw9exZ+fn7Q6XQ2fez8/HxERkbi1KlTbrlvjLu/PsD9XyNfn+tz99fo7q8PcP/XqNXrE0KgoKAAERER0OurHtXhdGc+9Ho9GjdurOlz+Pv7u+UP1FXu/voA93+NfH2uz91fo7u/PsD9X6MWr6+6Mx5XccApERER2RXDBxEREdmVR4UPb29vTJs2Dd7e3o5uRRPu/voA93+NfH2uz91fo7u/PsD9X6MzvD6nG3BKRERE7s2jznwQERGR4zF8EBERkV0xfBAREZFdMXwQERGRXblV+Hj77beRkJCAOnXqIDAwsNKakydPYvDgwahTpw4aNmyIF154ARaLpcrHzc3NxYgRI+Dv74/AwECMHj0aV65c0eAVqLN+/XrodLpKb9u3b7/hcbfeeut19U899ZQdO5cXFRV1Xa/vvvtulceUlJRg3LhxCA4ORr169XDvvffi3LlzdupYnczMTIwePRrR0dHw9fVF8+bNMW3aNJjN5iqPc+b3cN68eYiKioKPjw+6deuGlJSUKut/+OEHtGnTBj4+Pmjfvj2SkpLs1Kl6iYmJuPnmm+Hn54eGDRti2LBhOHz4cJXHLFq06Lr3ysfHx04dq/PGG29c12ubNm2qPMaV3j+g8t8pOp0O48aNq7Te2d+/jRs3YujQoYiIiIBOp8Mvv/xS4etCCEydOhXh4eHw9fVFv379cPTo0WofV+3nWC23Ch9msxn3338/nn766Uq/brVaMXjwYJjNZiQnJ2Px4sVYtGgRpk6dWuXjjhgxAvv378eqVauwbNkybNy4EU8++aQWL0GVhIQEZGVlVbg98cQTiI6ORpcuXao8dsyYMRWOmzlzpp26Vu/NN9+s0OuECROqrH/uuefw+++/44cffsCGDRtw9uxZ3HPPPXbqVp1Dhw5BURTMnz8f+/fvxwcffIBPPvkEr7zySrXHOuN7+P3332Py5MmYNm0aUlNT0aFDB/Tv3x/nz5+vtD45ORkPPfQQRo8ejbS0NAwbNgzDhg3Dvn377Ny5nA0bNmDcuHHYunUrVq1ahbKyMtxxxx0oLCys8jh/f/8K79WJEyfs1LF67dq1q9Dr5s2bb1jrau8fAGzfvr3C61u1ahUA4P7777/hMc78/hUWFqJDhw6YN29epV+fOXMmPvroI3zyySfYtm0b6tati/79+6OkpOSGj6n2c1wjwg0tXLhQBAQEXHd/UlKS0Ov1Ijs7u/y+jz/+WPj7+4vS0tJKH+vAgQMCgNi+fXv5fX/88YfQ6XTizJkzNu+9NsxmswgJCRFvvvlmlXW33HKLePbZZ+3TVC01bdpUfPDBB9L1ly9fFl5eXuKHH34ov+/gwYMCgNiyZYsGHdrezJkzRXR0dJU1zvoedu3aVYwbN678/61Wq4iIiBCJiYmV1j/wwANi8ODBFe7r1q2bGDt2rKZ92sr58+cFALFhw4Yb1tzo95EzmjZtmujQoYN0vau/f0II8eyzz4rmzZsLRVEq/borvX8AxM8//1z+/4qiiLCwMPGvf/2r/L7Lly8Lb29v8d13393wcdR+jmvCrc58VGfLli1o3749QkNDy+/r378/8vPzsX///hseExgYWOFMQr9+/aDX67Ft2zbNe1bjt99+w8WLFzFq1Khqa7/55hs0aNAAsbGxmDJlCoqKiuzQYc28++67CA4ORqdOnfCvf/2rystkO3fuRFlZGfr161d+X5s2bdCkSRNs2bLFHu3WWl5eHoKCgqqtc7b30Gw2Y+fOnRW+93q9Hv369bvh937Lli0V6oG/PpOu9F4BqPb9unLlCpo2bYrIyEjcddddN/x94wyOHj2KiIgINGvWDCNGjMDJkydvWOvq75/ZbMbXX3+Nxx9/vMqNTF3p/fu7jIwMZGdnV3iPAgIC0K1btxu+RzX5HNeE020sp6Xs7OwKwQNA+f9nZ2ff8JiGDRtWuM9oNCIoKOiGxzjK559/jv79+1e7Md/DDz+Mpk2bIiIiAnv27MFLL72Ew4cP46effrJTp/ImTpyIzp07IygoCMnJyZgyZQqysrLw/vvvV1qfnZ0Nk8l03Zif0NBQp3u/KpOeno45c+Zg1qxZVdY543uYk5MDq9Va6Wfs0KFDlR5zo8+kK7xXiqJg0qRJ6NGjB2JjY29Y17p1a3zxxReIi4tDXl4eZs2ahYSEBOzfv1/zTTTV6tatGxYtWoTWrVsjKysL06dPR69evbBv3z74+fldV+/K7x8A/PLLL7h8+TIee+yxG9a40vt3ravvg5r3qCaf45pw+vDx8ssv47333quy5uDBg9UOinIlNXnNp0+fxsqVK7F06dJqH//v41Xat2+P8PBw9O3bF8eOHUPz5s1r3rgkNa9v8uTJ5ffFxcXBZDJh7NixSExMdOqlj2vyHp45cwYDBgzA/fffjzFjxlR5rKPfQwLGjRuHffv2VTkmAgDi4+MRHx9f/v8JCQlo27Yt5s+fj7feekvrNlUZOHBg+X/HxcWhW7duaNq0KZYuXYrRo0c7sDNtfP755xg4cCAiIiJuWONK758rcfrw8fzzz1eZSgGgWbNmUo8VFhZ23Yjdq7MgwsLCbnjMtYNsLBYLcnNzb3hMbdXkNS9cuBDBwcG48847VT9ft27dAPz1r257/OGqzXvarVs3WCwWZGZmonXr1td9PSwsDGazGZcvX65w9uPcuXOavV+VUfsaz549i9tuuw0JCQn49NNPVT+fvd/DyjRo0AAGg+G6mUVVfe/DwsJU1TuL8ePHlw8+V/uvXy8vL3Tq1Anp6ekadWc7gYGBaNWq1Q17ddX3DwBOnDiB1atXqz5b6Erv39X34dy5cwgPDy+//9y5c+jYsWOlx9Tkc1wjNhs94kSqG3B67ty58vvmz58v/P39RUlJSaWPdXXA6Y4dO8rvW7lypVMNOFUURURHR4vnn3++Rsdv3rxZABC7d++2cWe29/XXXwu9Xi9yc3Mr/frVAaf/+c9/yu87dOiQUw84PX36tGjZsqUYPny4sFgsNXoMZ3kPu3btKsaPH1/+/1arVTRq1KjKAadDhgypcF98fLzTDlhUFEWMGzdOREREiCNHjtToMSwWi2jdurV47rnnbNyd7RUUFIj69euL2bNnV/p1V3v//m7atGkiLCxMlJWVqTrOmd8/3GDA6axZs8rvy8vLkxpwquZzXKNebfZITuDEiRMiLS1NTJ8+XdSrV0+kpaWJtLQ0UVBQIIT464cmNjZW3HHHHWLXrl1ixYoVIiQkREyZMqX8MbZt2yZat24tTp8+XX7fgAEDRKdOncS2bdvE5s2bRcuWLcVDDz1k99d3I6tXrxYAxMGDB6/72unTp0Xr1q3Ftm3bhBBCpKenizfffFPs2LFDZGRkiF9//VU0a9ZM9O7d295tVys5OVl88MEHYteuXeLYsWPi66+/FiEhIeLRRx8tr7n29QkhxFNPPSWaNGki1q5dK3bs2CHi4+NFfHy8I15CtU6fPi1atGgh+vbtK06fPi2ysrLKb3+vcZX3cMmSJcLb21ssWrRIHDhwQDz55JMiMDCwfIbZI488Il5++eXy+j///FMYjUYxa9YscfDgQTFt2jTh5eUl9u7d66iXUKWnn35aBAQEiPXr11d4r4qKisprrn2N06dPFytXrhTHjh0TO3fuFMOHDxc+Pj5i//79jngJVXr++efF+vXrRUZGhvjzzz9Fv379RIMGDcT58+eFEK7//l1ltVpFkyZNxEsvvXTd11zt/SsoKCj/WwdAvP/++yItLU2cOHFCCCHEu+++KwIDA8Wvv/4q9uzZI+666y4RHR0tiouLyx+jT58+Ys6cOeX/X93n2BbcKnyMHDlSALjutm7duvKazMxMMXDgQOHr6ysaNGggnn/++QrJd926dQKAyMjIKL/v4sWL4qGHHhL16tUT/v7+YtSoUeWBxhk89NBDIiEhodKvZWRkVPgenDx5UvTu3VsEBQUJb29v0aJFC/HCCy+IvLw8O3YsZ+fOnaJbt24iICBA+Pj4iLZt24p33nmnwlmqa1+fEEIUFxeLZ555RtSvX1/UqVNH3H333RX+mDuThQsXVvoz+/eTkq72Hs6ZM0c0adJEmEwm0bVrV7F169byr91yyy1i5MiRFeqXLl0qWrVqJUwmk2jXrp1Yvny5nTuWd6P3auHCheU1177GSZMmlX8/QkNDxaBBg0Rqaqr9m5fw4IMPivDwcGEymUSjRo3Egw8+KNLT08u/7urv31UrV64UAMThw4ev+5qrvX9X/2Zde7v6GhRFEa+//roIDQ0V3t7eom/fvte97qZNm4pp06ZVuK+qz7Et6IQQwnYXcYiIiIiq5lHrfBAREZHjMXwQERGRXTF8EBERkV0xfBAREZFdMXwQERGRXTF8EBERkV0xfBAREZFdMXwQERGRXTF8EBERkV0xfBAREZFdMXwQERGRXTF8EBERkV39f4UPD5Ifj4vdAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sign(cos(x))\n", + "b) exp(x) + 4000* sin(x)\n", + "c) abs(x) + sin(x)\n", + "d) x ** 3 + 250 * sin(x)\n", + "e) sin(x)+sin(2*x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sign(sin(x))\n", + "b) tanh(x+10) - 1/3 * x \n", + "c) sqrt(x+10) + 1/3 * x \n", + "d) exp(-x+1)+ 2000 * abs(x+1)\n", + "e) sin(x)+cos(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) -tanh(x) + 1/4 * x\n", + "b) exp(-x^2+1)+ 1/3 * |x|\n", + "c) -x ** 2 + 2 * cos(5*x)\n", + "d) exp(x)+ 2000 * abs(x)\n", + "e) |sin(x/2)|\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) x ** 3 + 250 * sin(x)\n", + "b) abs(x) ** (1/10)\n", + "c) tanh(x+10) - 1/3 * x + 1/8 * sin(5*x)\n", + "d) tanh(x+10) - 1/3 * x \n", + "e) -x ** 2 + 2 * cos(5*x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(x) + 4000* sin(x)\n", + "b) abs(x) + cos(x)\n", + "c) -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "d) exp(-x+1)+ 2000 * abs(x+1)\n", + "e) sign(sin(x))\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) -tanh(x) + 1/4 * x\n", + "b) abs(x ** 2 - 20)\n", + "c) 1/2 * (x+1) ** 4 - 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "d) exp(-x+1)+ 2000 * abs(x+1)\n", + "e) sign(x) + cos(x)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) exp(x) + 4000* sin(x)\n", + "b) sign(x) + cos(x)\n", + "c) log(x+10) + 1/3 * x \n", + "d) -1/10 * x ** 3 + 20 * tanh(2*x)\n", + "e) -1/2 * (x+1) ** 4 + 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) sign(cos(x))\n", + "b) exp(-x+1)+ 2000 * abs(x+1)\n", + "c) -x ** 2 + 20 * tanh(5*x)\n", + "d) exp(-x^2+1)+ 1/3 * |x|\n", + "e) abs(x ** 2 - 20)\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a) 1/2 * (x+1) ** 4 - 5 * (x+2) **3 + 3 * x ** 2 + 2 * x + 1\n", + "b) abs(x) + cos(x)\n", + "c) exp(x) + 4000* sin(x)\n", + "d) sign(x ** 2 - 15)\n", + "e) abs(x ** 2 - 20)\n", + "--------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "for mc_options, solution in fbench_questions:\n", + " # matplotlib draw the graph of the solution\n", + " f, n = fbench[solution]\n", + " x = np.random.uniform(-10, 10, 1000)\n", + " y = f(x)\n", + " plt.scatter(x, y)\n", + " plt.show()\n", + " # print the mc options\n", + " for i, idx in enumerate(mc_options):\n", + " print(f\"{cases[i]} {fbench[idx][1]}\")\n", + " print('-'*80)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate LLM questions" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['a)', 'b)', 'c)', 'd)', 'e)', 'f)', 'g)', 'h)', 'i)', 'j)', 'k)', 'l)', 'm)', 'n)', 'o)', 'p)', 'q)', 'r)', 's)', 't)', 'u)', 'v)', 'w)', 'x)', 'y)', 'z)']\n" + ] + } + ], + "source": [ + "cases = ['a)', 'b)', 'c)', 'd)', 'e)', 'f)', 'g)', 'h)', 'i)', 'j)', 'k)', 'l)', 'm)', 'n)', 'o)', 'p)', 'q)', 'r)', 's)', 't)', 'u)', 'v)', 'w)', 'x)', 'y)', 'z)']\n", + "print(cases)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "llm_questions = []\n", + "for mc_options, solution in fbench_questions:\n", + " question = \"\"\"Consider the following graph. The graph is presented as a JSON object with keys representing the x-axis and values representing the y-axis. The keys are intervals that represent ranges where the function takes the same value.\\n\"\"\"\n", + " question += f\"\\n{fbench_functions_as_text[solution]}\\n\"\n", + " question += \"The graph approximately depicts one of the following functions:\\n\\n\"\n", + " question += '\\n'.join([f'{case} f(x) = {fbench[option][1]}' for case, option in zip(cases, mc_options)])\n", + " question += \"\\n\\nWhich of these functions is depicted in the graph? Think step by step.\"\n", + " llm_questions.append(question)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consider the following graph. The graph is presented as a JSON object with keys representing the x-axis and values representing the y-axis. The keys are intervals that represent ranges where the function takes the same value.\n", + "\n", + "Feature Name: x\n", + "Feature Type: continuous\n", + "Graph: {\"(-9.99, -9.97)\": -9.98, \"(-9.97, -9.95)\": -9.96, \"(-9.95, -9.91)\": -9.93, \"(-9.91, -9.88)\": -9.9, \"(-9.88, -9.86)\": -9.87, \"(-9.86, -9.82)\": -9.84, \"(-9.82, -9.77)\": -9.8, \"(-9.77, -9.75)\": -9.76, \"(-9.75, -9.72)\": -9.73, \"(-9.72, -9.68)\": -9.7, \"(-9.68, -9.64)\": -9.66, \"(-9.64, -9.61)\": -9.63, \"(-9.61, -9.56)\": -9.6, \"(-9.56, -9.51)\": -9.53, \"(-9.51, -9.48)\": -9.5, \"(-9.48, -9.45)\": -9.47, \"(-9.45, -9.43)\": -9.44, \"(-9.43, -9.4)\": -9.42, \"(-9.4, -9.37)\": -9.39, \"(-9.37, -9.35)\": -9.36, \"(-9.35, -9.32)\": -9.33, \"(-9.32, -9.28)\": -9.29, \"(-9.28, -9.22)\": -9.26, \"(-9.22, -9.16)\": -9.19, \"(-9.16, -9.14)\": -9.16, \"(-9.14, -9.14)\": -9.14, \"(-9.14, -9.09)\": -9.11, \"(-9.09, -9.03)\": -9.05, \"(-9.03, -9.01)\": -9.03, \"(-9.01, -8.98)\": -9.0, \"(-8.98, -8.97)\": -8.98, \"(-8.97, -8.95)\": -8.95, \"(-8.95, -8.91)\": -8.93, \"(-8.91, -8.88)\": -8.9, \"(-8.88, -8.86)\": -8.88, \"(-8.86, -8.85)\": -8.86, \"(-8.85, -8.81)\": -8.83, \"(-8.81, -8.79)\": -8.8, \"(-8.79, -8.77)\": -8.78, \"(-8.77, -8.73)\": -8.74, \"(-8.73, -8.69)\": -8.72, \"(-8.69, -8.65)\": -8.67, \"(-8.65, -8.63)\": -8.65, \"(-8.63, -8.61)\": -8.62, \"(-8.61, -8.59)\": -8.6, \"(-8.59, -8.56)\": -8.57, \"(-8.56, -8.52)\": -8.54, \"(-8.52, -8.47)\": -8.51, \"(-8.47, -8.42)\": -8.44, \"(-8.42, -8.39)\": -8.42, \"(-8.39, -8.37)\": -8.38, \"(-8.37, -8.33)\": -8.36, \"(-8.33, -8.3)\": -8.32, \"(-8.3, -8.28)\": -8.29, \"(-8.28, -8.24)\": -8.27, \"(-8.24, -8.22)\": -8.23, \"(-8.22, -8.19)\": -8.21, \"(-8.19, -8.14)\": -8.18, \"(-8.14, -8.12)\": -8.14, \"(-8.12, -8.1)\": -8.12, \"(-8.1, -8.08)\": -8.1, \"(-8.08, -8.04)\": -8.06, \"(-8.04, -8.02)\": -8.04, \"(-8.02, -7.99)\": -8.01, \"(-7.99, -7.94)\": -7.96, \"(-7.94, -7.89)\": -7.91, \"(-7.89, -7.87)\": -7.89, \"(-7.87, -7.84)\": -7.87, \"(-7.84, -7.81)\": -7.84, \"(-7.81, -7.79)\": -7.81, \"(-7.79, -7.76)\": -7.78, \"(-7.76, -7.74)\": -7.76, \"(-7.74, -7.72)\": -7.73, \"(-7.72, -7.67)\": -7.7, \"(-7.67, -7.65)\": -7.66, \"(-7.65, -7.63)\": -7.64, \"(-7.63, -7.6)\": -7.62, \"(-7.6, -7.58)\": -7.58, \"(-7.58, -7.55)\": -7.56, \"(-7.55, -7.52)\": -7.53, \"(-7.52, -7.49)\": -7.5, \"(-7.49, -7.45)\": -7.47, \"(-7.45, -7.42)\": -7.44, \"(-7.42, -7.4)\": -7.42, \"(-7.4, -7.35)\": -7.39, \"(-7.35, -7.29)\": -7.32, \"(-7.29, -7.22)\": -7.26, \"(-7.22, -7.16)\": -7.18, \"(-7.16, -7.13)\": -7.14, \"(-7.13, -7.11)\": -7.12, \"(-7.11, -7.08)\": -7.09, \"(-7.08, -7.02)\": -7.05, \"(-7.02, -6.97)\": -7.01, \"(-6.97, -6.95)\": -6.98, \"(-6.95, -6.94)\": -6.95, \"(-6.94, -6.9)\": -6.92, \"(-6.9, -6.86)\": -6.87, \"(-6.86, -6.81)\": -6.84, \"(-6.81, -6.79)\": -6.81, \"(-6.79, -6.75)\": -6.77, \"(-6.75, -6.71)\": -6.73, \"(-6.71, -6.69)\": -6.71, \"(-6.69, -6.67)\": -6.69, \"(-6.67, -6.65)\": -6.67, \"(-6.65, -6.62)\": -6.63, \"(-6.62, -6.59)\": 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6.24)\": 6.22, \"(6.24, 6.26)\": 6.25, \"(6.26, 6.3)\": 6.28, \"(6.3, 6.34)\": 6.32, \"(6.34, 6.39)\": 6.36, \"(6.39, 6.4)\": 6.4, \"(6.4, 6.41)\": 6.42, \"(6.41, 6.46)\": 6.44, \"(6.46, 6.52)\": 6.49, \"(6.52, 6.57)\": 6.53, \"(6.57, 6.6)\": 6.58, \"(6.6, 6.63)\": 6.61, \"(6.63, 6.64)\": 6.64, \"(6.64, 6.67)\": 6.67, \"(6.67, 6.72)\": 6.69, \"(6.72, 6.75)\": 6.73, \"(6.75, 6.78)\": 6.76, \"(6.78, 6.8)\": 6.78, \"(6.8, 6.85)\": 6.82, \"(6.85, 6.93)\": 6.9, \"(6.93, 6.98)\": 6.95, \"(6.98, 7.03)\": 7.01, \"(7.03, 7.07)\": 7.04, \"(7.07, 7.09)\": 7.08, \"(7.09, 7.11)\": 7.1, \"(7.11, 7.17)\": 7.14, \"(7.17, 7.22)\": 7.2, \"(7.22, 7.27)\": 7.24, \"(7.27, 7.31)\": 7.29, \"(7.31, 7.34)\": 7.31, \"(7.34, 7.36)\": 7.33, \"(7.36, 7.38)\": 7.37, \"(7.38, 7.41)\": 7.39, \"(7.41, 7.45)\": 7.42, \"(7.45, 7.48)\": 7.45, \"(7.48, 7.49)\": 7.49, \"(7.49, 7.5)\": 7.51, \"(7.5, 7.55)\": 7.53, \"(7.55, 7.59)\": 7.57, \"(7.59, 7.61)\": 7.61, \"(7.61, 7.66)\": 7.63, \"(7.66, 7.69)\": 7.67, \"(7.69, 7.7)\": 7.69, \"(7.7, 7.75)\": 7.71, \"(7.75, 7.77)\": 7.76, \"(7.77, 7.79)\": 7.78, \"(7.79, 7.84)\": 7.8, \"(7.84, 7.87)\": 7.83, \"(7.87, 7.88)\": 7.87, \"(7.88, 7.9)\": 7.89, \"(7.9, 7.94)\": 7.92, \"(7.94, 7.96)\": 7.95, \"(7.96, 7.99)\": 7.98, \"(7.99, 8.03)\": 8.0, \"(8.03, 8.08)\": 8.07, \"(8.08, 8.13)\": 8.09, \"(8.13, 8.19)\": 8.16, \"(8.19, 8.25)\": 8.2, \"(8.25, 8.32)\": 8.3, \"(8.32, 8.34)\": 8.32, \"(8.34, 8.36)\": 8.34, \"(8.36, 8.38)\": 8.36, \"(8.38, 8.41)\": 8.4, \"(8.41, 8.44)\": 8.42, \"(8.44, 8.49)\": 8.46, \"(8.49, 8.52)\": 8.5, \"(8.52, 8.55)\": 8.53, \"(8.55, 8.58)\": 8.55, \"(8.58, 8.6)\": 8.58, \"(8.6, 8.63)\": 8.61, \"(8.63, 8.65)\": 8.63, \"(8.65, 8.67)\": 8.66, \"(8.67, 8.7)\": 8.68, \"(8.7, 8.73)\": 8.71, \"(8.73, 8.76)\": 8.74, \"(8.76, 8.82)\": 8.78, \"(8.82, 8.86)\": 8.83, \"(8.86, 8.9)\": 8.87, \"(8.9, 8.91)\": 8.9, \"(8.91, 8.94)\": 8.93, \"(8.94, 8.97)\": 8.96, \"(8.97, 8.99)\": 8.98, \"(8.99, 9.02)\": 9.01, \"(9.02, 9.06)\": 9.04, \"(9.06, 9.11)\": 9.1, \"(9.11, 9.15)\": 9.12, \"(9.15, 9.18)\": 9.16, \"(9.18, 9.2)\": 9.18, \"(9.2, 9.24)\": 9.21, \"(9.24, 9.28)\": 9.26, \"(9.28, 9.32)\": 9.3, \"(9.32, 9.36)\": 9.34, \"(9.36, 9.39)\": 9.38, \"(9.39, 9.43)\": 9.4, \"(9.43, 9.49)\": 9.44, \"(9.49, 9.55)\": 9.52, \"(9.55, 9.6)\": 9.55, \"(9.6, 9.65)\": 9.63, \"(9.65, 9.66)\": 9.65, \"(9.66, 9.68)\": 9.67, \"(9.68, 9.71)\": 9.7, \"(9.71, 9.74)\": 9.72, \"(9.74, 9.79)\": 9.77, \"(9.79, 9.87)\": 9.81, \"(9.87, 9.94)\": 9.91, \"(9.94, 9.98)\": 9.96}\n", + "\n", + "The graph approximately depicts one of the following functions:\n", + "\n", + "a) f(x) = x\n", + "b) f(x) = sign(x)\n", + "c) f(x) = -3*x^3\n", + "d) f(x) = sign(x+3)\n", + "e) f(x) = 2^(x-5)\n", + "\n", + "Which of these functions is depicted in the graph? Think step by step.\n" + ] + } + ], + "source": [ + "print(llm_questions[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Benchmark gpt-4-turbo-2024-04-09" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph x\n", + "\n", + "To determine which function is depicted in the JSON graph, let's examine the behavior of the graph and compare it to the key features of the functions listed.\n", + "\n", + "### Step-by-step Analysis\n", + "\n", + "1. **Graph Overview**:\n", + " The JSON object has keys as intervals (\"a, b\") and values as numbers which are approximately in the middle of the interval's start and end. This suggests an approximate relationship where y ≈ x within each interval.\n", + "\n", + "2. **Examining Functions**:\n", + " - **f(x) = x**: This function directly maps x to y. A graph for this function would be a straight line with a slope of 1 passing through the origin.\n", + " - **f(x) = sign(x)**: This function returns -1 for x < 0, 0 for x = 0, and +1 for x > 0, so its graph would be flat lines at -1, 0, and +1.\n", + " - **f(x) = -3*x^3**: This cubic function would show curvature and asymmetric behavior around zero, with sharp turns dependent on the negative cubic power.\n", + " - **f(x) = sign(x+3)**: This would shift the graph of f(x) = sign(x) to the left by 3 units. It would show -1 for x < -3, and +1 for x > -3.\n", + " - **f(x) = 2^(x-5)**: An exponential function, growing very fast after crossing x=5, and slowly approaching zero as x goes towards negative infinity.\n", + "\n", + "3. **Matching with JSON Graph**:\n", + " - From the given JSON, the values increase approximately by the change in the range, i.e., y ≈ middle(x), with the relationship being almost linear (x ≈ mid-point of the range is close to y).\n", + " - This linear behavior with a slope of approximately 1 matches f(x) = x.\n", + "\n", + "### Conclusion\n", + "\n", + "Given the nature of the graph (where each y-value approximates the midpoint of the x-interval provided, indicating a linear relationship), the function that is most likely depicted in the graph is **f(x) = x**. \n", + "\n", + "This matches the consistent, proportionate increase seen in the mappings provided in the JSON object, which aligns closely with a linear function where y equals x. Hence, **Option a) f(x) = x** is the correct choice.\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x+5\n", + "\n", + "To determine which function the graph represents, we can analyze the pattern and behavior of the y-values with respect to the x-values. By looking at the values, we observe the intervals on the x-axis and corresponding y-axis values:\n", + "\n", + "- The graph is continuous and each interval on the x-axis shows small incremental changes.\n", + "- According to the provided data, y-values decrease as x-values increase, which suggests a possible linear or polynomial relationship where the x-values exert a significant negative effect on the function.\n", + " \n", + "Let's evaluate against each of the given function options:\n", + "\n", + "a) \\( f(x) = \\text{sign}(x+3) \\) - This function would output values of -1, 0, or 1 depending on whether \\( x+3 \\) is negative, zero, or positive. The provided graph has y-values that range far beyond these outputs, with multiple unique values.\n", + "\n", + "b) \\( f(x) = -2x + 5 \\) - This is a linear function with a negative slope. As x increases, y decreases linearly. Given the vast range from approximately -15 to around 25 in the y-axis, this pattern could match, especially considering that the decrease appears consistent. We can test this with specific values: for instance, at middle point, \\( x = 0 \\), \\( y = 5 \\); as x moves to more negative, y increases, and as x moves to more positive, y gets dramatically negative.\n", + "\n", + "c) \\( f(x) = x \\) - This linear function does not modify the magnitude of x (other than changing possibly the sign when negative). The observed pattern with y-values between -15 to around 25 and not a proportionate increase or decrease relative to x indicates it's less likely to fit this pattern.\n", + "\n", + "d) \\( f(x) = \\sqrt{x + 10} \\) - This function involves a square root transformation, limiting y-values to non-negative numbers, as square roots of real numbers must be non-negative. This doesn’t fit the negative y-values shown as x increases.\n", + "\n", + "e) \\( f(x) = x^3 \\) - This cubic function would give a lot of curvature to the graph, especially extremes being very high or low as x moves away from 0. The graph here seems to display a more straightforward, monotonic shift rather than the higher-order polynomial curves typical with cubic functions.\n", + "\n", + "Comparison and Calculation:\n", + "- Let’s check the model \\( f(x) = -2x + 5 \\) at two random points:\n", + " - Suppose \\( x = -9.8 \\), \\( f(-9.8) = -2(-9.8) + 5 = 19.6 + 5 = 24.6 \\) which reasonably approximates the \\( y = 24.97 \\) from the data.\n", + " - Suppose \\( x = 9.8 \\), \\( f(9.8) = -2(9.8) + 5 = -19.6 + 5 = -14.6 \\) which is close to the \\( y = -14.62 \\).\n", + "\n", + "Conclusion:\n", + "Given the evaluation, the closest matching function to the graph data appears to be (**b) \\( f(x) = -2x + 5 \\)**). This function captures the linear behavior and magnitudes of change shown in the graph.\n", + "--------------------------------------------------------------------------------\n", + "Graph x^2\n", + "\n", + "To determine which function the graph represents, let's perform a qualitative analysis based on the general behavior of the values across the range of x values presented in the intervals.\n", + "\n", + "1. **Exponential Functions**:\n", + " - **f(x) = exp(-x^2)** is the Gaussian function (bell-shaped curve), mostly centered around 0. It shows rapid decline as the value moves away from 0 on both sides (i.e., both positively and negatively).\n", + " - **f(x) = exp(-x)** decays exponentially as x increases and approaches infinity more smoothly as x becomes more negative.\n", + "\n", + "2. **Polynomial Function**:\n", + " - **f(x) = x^2** increases as x moves away from 0, symmetrically in both the negative and positive x directions.\n", + "\n", + "3. **Exponential Growth**:\n", + " - **f(x) = 2^(x-5)** would grow exponentially as x increases, particularly having lower values when x < 5 and rapidly increasing when x > 5.\n", + "\n", + "4. **Sign Function**:\n", + " - **f(x) = sign(x)** provides a constant output of -1 for negative x, +1 for positive x, and 0 at x = 0.\n", + "\n", + "Now looking at the data: the values start near 99.4 at x values just below -10 and gradually decrease to about 1.26 near x = 0. Then, it starts increasing back up to 99.55 as x approaches 10. This behavior suggests a symmetric function around x=0, characterized by high values at both extremes (near -10 and 10) and the lowest value near the middle (near 0).\n", + "\n", + "From the options provided:\n", + "- **f(x) = exp(-x^2)**: The described profile fits this function, as it's high near x = -10 and x = 10 and lowest near x = 0, mirroring the bell-shaped curve of a Gaussian function.\n", + "- **f(x) = exp(-x)**: Does not fit because it would not increase again after decreasing.\n", + "- **f(x) = x^2**: Does not fit because the values should lower near x = 0 and then increase in both positive and negative directions which conflicts with the data that shows a high value at both ends.\n", + "- **f(x) = 2^(x-5)**: This does not align as the function would need to have low values for x < 5 and only increase significantly beyond x = 5.\n", + "- **f(x) = sign(x)**: Clearly not fitting as the graph should only take values of -1, 0, or +1, which does not correspond to the given interval mapping.\n", + "\n", + "Thus, the graph most likely depicts the function **a) f(x) = exp(-x^2)**, a Gaussian distribution centered at x = 0. This conclusion is drawn from observing the symmetric decrease from high values at both extremes towards the center and back up, characteristic of the Gaussian function’s bell curve.\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x^2\n", + "\n", + "To determine which function the graph represents, let's analyze the provided data in relation to each of the given potential functions.\n", + "\n", + "### 1. Visualizing and Analyzing the Provided Information\n", + "We are given several key-value pairs where the key indicates a range of x-values and the value indicates the corresponding y-value.\n", + "\n", + "If we extract some specific example points:\n", + "\n", + "- For x around -10 (range `(-10.0, -9.84)`), y is approximately -199.9.\n", + "- For x around 0 (range `(-1.7, 2.46)`), y is approximately -5.8.\n", + "- For x around 10 (range `(9.83, 9.97)`), y is approximately -193.6.\n", + "\n", + "### 2. Comparing with Function Options:\n", + "a) **`f(x) = (x-2)^2`**\n", + " - A parabolic function with the vertex at x=2. As x moves away from 2 in either direction, y should increase (positive slope parabola). The midpoint value around 0 should be higher, contradicting the provided data.\n", + "\n", + "b) **`f(x) = -2*x^2`**\n", + " - An inverted parabolic curve centered at x=0. Y-values should decrease (become more negative) as x moves away from 0. This matches the pattern seen in the data: highest (least negative) value near x=0 and lower values as x increases or decreases.\n", + "\n", + "c) **`f(x) = exp(-x^2)`**\n", + " - An exponential decay curve based on x². Starting high (near 1 if x is 0) and approaching 0 as x moves away from 0. However, y should never be negative, which contradicts the negative values across all x ranges in the data.\n", + "\n", + "d) **`f(x) = cos(x)`**\n", + " - Oscillating between 1 and -1 regular intervals (every 2π). The substantial variations in y-values and the ranges offered (from near -200 to -5.8) are not reflective of the regular, bounded oscillation a cosine function would show.\n", + "\n", + "e) **`f(x) = |x|`**\n", + " - Linear, with y increasing positively as x moves away from zero in either direction and being symmetrical about the y-axis. Importantly, the values are not negative, conflicting with the data's uniformly negative values.\n", + "\n", + "### 3. Conclusion\n", + "The provided data matches best with option **b) `f(x) = -2*x^2`**. This function describes a downward opening parabola passing through the origin, where the function decreases in value (getting more negative), the further x is from 0, consistent with the graph values showing deep negatives moving towards the extremes of the x-range and less negative near x=0. Therefore, option b) `f(x) = -2*x^2` is the function most likely represented by the provided JSON object data.\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-2)^2\n", + "\n", + "To determine which of the provided functions is likely represented by the graph described in the JSON object, we can analyze the characteristics of the data and check which function’s behavior correlates with it. Let’s analyze each function:\n", + "\n", + "**a) \\( f(x) = \\sqrt{x+10} \\)**\n", + "- This function is defined for \\( x \\geq -10 \\) and represents a square root function, which generally increases at a decreasing rate as x increases. The function should start low (near zero if we include -10 within our valid x range) and gradually increase.\n", + "\n", + "**b) \\( f(x) = \\text{sign}(x-1) \\)**\n", + "- The sign function takes -1 for negative inputs, 0 at zero, and +1 for positive inputs. The function \\( \\text{sign}(x-1) \\) will be -1 for \\( x < 1 \\), 0 at \\( x = 1 \\), and +1 for \\( x > 1 \\). Graphically, this corresponds to two flat lines and a jump discontinuity at \\( x = 1 \\).\n", + "\n", + "**c) \\( f(x) = (x-2)^2 \\)**\n", + "- This function is a quadratic function with a minimum at \\( x = 2 \\). Quadratics are paraboloid and symmetric around the minimum point. It should decrease as x approaches 2, from either direction, reaching a minimum value of 0 at \\( x = 2 \\), then increasing symmetrically.\n", + "\n", + "**d) \\( f(x) = x^3 \\)**\n", + "- A cubic function has an 'S'-shaped curve, with negative values when \\( x < 0 \\) turning positive as \\( x \\) crosses 0, and the function value then rapidly increasing for \\( x > 0 \\).\n", + "\n", + "**e) \\( f(x) = \\sin(x) \\)**\n", + "- The sine function oscillates between -1 and 1 with a regular frequency, periodic in nature.\n", + "\n", + "From the high level data provided, the values initially decline slowly with decreasing changes, eventually decline more rapidly, reach a minimum perhaps somewhere in the middle, then switch to a rapid increase, progressing to a slower increase extending from negative x-values around -10 towards positive x-values around 10. This overall pattern and behavior closely resemble a quadratic function exhibited by option c, \\( f(x) = (x-2)^2 \\), which decreases towards a minimum at \\( x = 2 \\) and increases symmetrically on both sides of this point.\n", + "\n", + "**Conclusion:** Based on the description and behavior of the data described in the JSON object, the function \\( f(x) = (x-2)^2 \\) (option c) is likely being graphed, aligning with the statistical change in y-values surrounding \\( x = 2 \\) being close to the minimum and increasing symmetrically around it.\n", + "--------------------------------------------------------------------------------\n", + "Graph 2^(x-5)\n", + "\n", + "To determine which function from the choices a) through e) the data in the JSON object approximates, we need to analyze the nature of the function's behavior as illustrated by the given data points:\n", + "\n", + "1. **Qualitative Check**:\n", + " - **Examine Growth**: The `y` values in the JSON data increase as `x` increases, suggesting a sort of exponential or fast-growing function rather than linear or simple polynomial growth.\n", + " - **Examine Symmetry and Behavior across Negative and Positive Values**: The function values start from a certain minimum value and increase monotonically, likely a behavior of specific functions like exponential, hyperbolic sine, or highly manipulated polynomials.\n", + " - **Bounded or Unbounded Functionality**: The sample shows the function rising steeply in positive regions of `x`. This hints towards functions that have exponential behaviors or specific polynomial forms.\n", + " \n", + "2. **Comparing Function Forms**:\n", + " - **a) Exponential Function — `f(x) = 2^(x-5)`**:\n", + " - This function will have a slow start and then increase rapidly, which can align with the values provided that show a steep increase as `x` progresses. The function essentially shifts the standard exponential curve 5 units to the right.\n", + " - **b) Square Root of a Polynomial — `f(x) = sqrt(x ** 2 + 3*x + 5)`**:\n", + " - Typically, square root functions moderated by a quadratic polynomial will show a progressive, but not an explosive growth, as seen in exponential functions.\n", + " - **c) Negative Cubic Polynomial — `f(x) = -3*x^3`**:\n", + " - Cubic functions, especially with a leading negative coefficient, will typically dip down into negative values as `x` approaches negative infinity and rise up from negative values as `x` goes to positive infinity. This doesn't match the non-negative and increasing nature of our data.\n", + " - **d) Sign Function Adjustment — `f(x) = sign(x-1)`**:\n", + " - The sign function jumps between -1, 0, and 1, which clearly does not fit the continuous and variable increase seen in the data.\n", + " - **e) Hyperbolic Sine — `f(x) = sinh(x)`**:\n", + " - The hyperbolic sine function, similar to exponential functions, shows a quick growth as `x` increases, particularly steep after moving past the origin in positive direction, similar to the exponential function but symmetrical around the origin.\n", + "\n", + "3. **Matching with Data**:\n", + " - An exponential function form like `f(x) = 2^(x-5)` would potentially match best considering the quickly increasing nature from a certain point (around `x > 5` sharply increases), corresponding to an exponential increase. The mathematical transformation `(x-5)` effectively delays the start of the steep increase until about `x=5`, aligning with the breakpoints in your data around `x=5` to `x=6`.\n", + "\n", + "Given the points above and without plotting the actual values for more precision, it is likely that the provided data best approximates **option a) `f(x) = 2^(x-5)`**.\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-1)*(x+1)\n", + "\n", + "To identify the function depicted in the given JSON graph, let's analyze the general behavior and qualitative properties of the presented y-values as x changes. We can examine this information against the proposed functions:\n", + "\n", + "1. **f(x) = -2*x^2**: \n", + " - This function is a downward-opening parabola with its vertex at x = 0.\n", + " - As x increases or decreases from zero, the function's value should decrease (become more negative).\n", + "\n", + "2. **f(x) = x^3**:\n", + " - A cubic function with no constant term and coefficients leading to symmetry about the origin.\n", + " - This function decreases as x decreases from zero and increases as x increases from zero, passing through zero at x = 0.\n", + "\n", + "3. **f(x) = (x-1)*(x+1) = x^2 - 1**:\n", + " - This is another parabola, but it opens upwards with a minimum value at x = 0 (y = -1).\n", + " - The function decreases till x = 0 and then increases symmetrical about the y-axis.\n", + "\n", + "4. **f(x) = log(x+10)**:\n", + " - A logarithmic function, translates to the right by 10 units.\n", + " - It increases gradually as x increases but never decreases; the rate of increase diminishes as x becomes larger.\n", + "\n", + "5. **f(x) = -3*x^3**:\n", + " - Similar to a cubic function (like in option b) but steeper and inverted.\n", + " - Decreases as x moves from zero to negative and increases steeply as x moves from zero to positive.\n", + "\n", + "From your JSON object, the y-values:\n", + " - Are symmetric around some central x value (approximating zero).\n", + " - Show behavior that at the extremes (both positive and negative x), the function values are very high, decreasing toward the middle.\n", + "\n", + "Given these traits, we can note the following about each function against this behavior:\n", + "\n", + "- Functions **a**, **c**, and **e** are parabolic and their described curves do not match the pattern (both a and c have minimum values at or near x = 0, which is false with your graph and e behaves far too dramatically).\n", + "- Function **d** (logarithmic) grows indefinitely without respective symmetry or reaches vastly high values symmetrically on either side of an axis point.\n", + "\n", + "Function **b, f(x) = x^3**, is highly indicative of the mirrored changes around x = 0 and also producing high values at both positive and negative extremes, decreasing to cross the y-axis near y = 0, as depicted in your graph's y-values and behavior. \n", + "\n", + "Therefore, based on the given data and qualitative behavior analysis, **the graph most likely represents the function f(x) = x^3**.\n", + "--------------------------------------------------------------------------------\n", + "Graph x^3\n", + "\n", + "To determine which function from the given options closely matches the described graph, we can analyze the nature and behavior of each option as well as the data patterns from the JSON object.\n", + "\n", + "1. **Function Options:**\n", + " a) \\( f(x) = \\text{sign}(x+3) \\)\n", + " b) \\( f(x) = \\text{sign}(x) \\)\n", + " c) \\( f(x) = \\sqrt{x^2 + 3x + 5} \\)\n", + " d) \\( f(x) = x^3 \\)\n", + " e) \\( f(x) = |2x + 4| \\)\n", + "\n", + "2. **Behavior of Options:**\n", + " - \\( \\text{sign}(x) \\) or \\( \\text{sign}(x+3) \\) would result in outputs of -1, 0, or 1, which doesn't fit the wide range of continuous values in the graph.\n", + " - \\( \\sqrt{x^2 + 3x + 5} \\) will always be positive and should increase as \\( x \\) increases, given its nature as a square root of a quadratic equation with positive coefficients.\n", + " - \\( x^3 \\) suggests a cubic increase or decrease, passing through zero at \\( x = 0 \\) and showing symmetric behavior in positive and negative quadrants.\n", + " - \\( |2x + 4| \\) results in a V-shaped graph, being zero at \\( x = -2 \\) and increasing linearly away from this point on either side.\n", + "\n", + "3. **Data Analysis:**\n", + " - The graph data starts with negative values that decrease to a minimum and then increase, flatten around \\( x = 0 \\), and then increase significantly in the positive range. This doesn't fit the symmetric increase or singular inflection points typical of a cubic (\\( x^3 \\)) function, nor does it reflect the constant value that would be found with a sign function.\n", + " - Points to consider:\n", + " - There is a critical change around \\( x = 0 \\) in the graph where values start very negative and then become positive.\n", + " - The function involves sharp decreases and increases, suggesting the potential absolute value format given the rebound on either side of a particular value.\n", + " - The change seems centered roughly symmetrically around an x-value that could be calculated if it were the root of \\( |ax + b| \\).\n", + "\n", + "4. **Matching with a Potential Function:**\n", + " - Given the symmetrical and linear reduction in negative values of the function, rebounding at a certain point and increasing linearly on both sides, the pattern aligns well with an absolute function \\( |2x + 4| \\). The critical point at \\( x = -2 \\) leads to \\( |2(-2) + 4| = 0 \\), and linearly increasing values on either side.\n", + "\n", + "Based on this analysis, the graph most likely represents the function:\n", + "\\[ e) f(x) = |2x + 4| \\]\n", + "--------------------------------------------------------------------------------\n", + "Graph -3*x^3\n", + "\n", + "To determine which function among the given options the graph depicts, I will assess the general characteristics and behavior of each function described and cross-reference them with the patterns deduced from the JSON object data:\n", + "\n", + "1. **Function Analysis**:\n", + " - **f(x) = -3*x^3**: This cubic function is odd (symmetric about the origin), which implies that it is negative where \\( x \\) is positive and positive where \\( x \\) is negative. The function’s growth rate in the positive and negative x direction is not linear but rather cubic, increasing faster as \\( |x| \\) grows.\n", + " - **f(x) = |2*x+4|**: This is an absolute value function that simulates linear growth with a vertex (the lowest point on a V-shaped graph), making it non-negative across its domain.\n", + " - **f(x) = exp(-x^2)**: This Gaussian function peaks at \\( x = 0 \\) and symmetrically decreases towards both positive and negative infinity. It is always positive and tends towards zero as \\( |x| \\) increases.\n", + " - **f(x) = x^4**: This quartic function is even (symmetric about the y-axis) and, like \\( x^2 \\), has a global minimum at \\( x = 0 \\), with rapid growth as \\( |x| \\) increases.\n", + " - **f(x) = x**: This linear function is the simplest, growing positively in proportion to \\( x \\).\n", + "\n", + "2. **Graph Data Characteristics Analysis**:\n", + " - Observing the JSON values, we can identify a symmetrical pattern: the y-values increase as x decreases from negative to zero and decrease as x increases from zero to positive.\n", + " - The function must be symmetric around the origin or the y-axis based on the increasing then decreasing values, suggesting the function is either even or odd.\n", + " - The function climbs steeply in magnitude as \\( |x| \\) increases, a characteristic typical for higher-powered polynomial functions or an exponential function.\n", + " \n", + "3. **Matching Function to Pattern**:\n", + " - **f(x) = exp(-x^2)** is a plausible match due to:\n", + " - Symmetry observed around x = 0.\n", + " - The clear maximum at x = 0 (near the center of the graph intervals in the data).\n", + " - Rapid decrease to near zero values as x moves away from 0, though the negative y-values in the data when x is positive suggests the function descends below zero, which does not occur for \\( exp(-x^2) \\).\n", + " - **f(x) = -3*x^3** also shows symmetry about the origin where negative values of x produce positive values, and vice versa, as seen in the data. The cubic nature allows steep climbs in positive or negative y-values as \\( |x| \\) increases.\n", + "\n", + "Given these considerations, **f(x) = -3*x^3** is the best fit among the options for the depicted graph. The function is both odd (mirroring behavior around origin) and cubic (steep increases and decreases), matching the pattern observed in the graph data.\n", + "--------------------------------------------------------------------------------\n", + "Graph x^4\n", + "\n", + "To determine which function the graph represents, we'll evaluate the characteristics of each proposed function and compare them with the behavior expressed in the JSON data. Here's a step-by-step analysis of each function option:\n", + "\n", + "### a) \\(f(x) = x^4\\)\n", + "- **Characteristics:** This function is always non-negative and symmetric around the y-axis. It grows rapidly as \\(x\\) moves away from zero in either direction.\n", + "- **JSON data**: Shows symmetry around \\(x = 0\\) and values are always non-negative.\n", + "\n", + "### b) \\(f(x) = -3x^3\\)\n", + "- **Characteristics:** This function is odd, meaning \\(f(x) = -f(-x)\\). It changes sign at \\(x = 0\\) and grows faster (cubically) as \\(x\\) moves away from zero.\n", + "- **JSON data**: Does not exhibit clear symmetry where one side is the negative of the other, hence unlikely to be the correct function.\n", + "\n", + "### c) \\(f(x) = \\tanh(x)\\)\n", + "- **Characteristics:** This function has horizontal asymptotes at \\(y = 1\\) and \\(y = -1\\), and it is smoothly increasing through \\(x = 0\\). The output values always fall between -1 and 1.\n", + "- **JSON data**: Does not fit as values exceed the range \\([-1, 1]\\).\n", + "\n", + "### d) \\(f(x) = -2x + 5\\)\n", + "- **Characteristics**: This is a linear function with a downwards slope, no symmetry about the origin.\n", + "- **JSON data**: Data shows symmetry and is not linear, ruling out this option.\n", + "\n", + "### e) \\(f(x) = x^3\\)\n", + "- **Characteristics**: This function is odd, like \\(f(x) = -3x^3\\), and suffers the same issues when compared against the symmetric JSON data.\n", + "\n", + "### Analysis of JSON Data:\n", + "- Visually symmetrical about \\(x = 0\\).\n", + "- Values increase as \\(x\\) deviates further away from zero, representing rapid growth typical of functions with higher powers of \\(x\\).\n", + "- All values are positive or zero, with larger absolute values of \\(x\\) leading to significantly higher y-values.\n", + "\n", + "### Conclusion:\n", + "Given the rapid increase and perfect symmetry, option (a) \\(f(x) = x^4\\) most closely fits the behavior described in the JSON data. The function \\(x^4\\) is always positive, symmetric around the y-axis, and increases rapidly as the absolute value of \\(x\\) increases, matching the profile shown in the data.\n", + "--------------------------------------------------------------------------------\n", + "Graph (x + 4)^4\n", + "\n", + "To determine which function the JSON graph approximately represents, we can analyze the general behavior and properties of each function in light of the given graph data. Here's how we'll approach the assessment:\n", + "\n", + "### **Step 1: Understand the Behavior of Each Function**\n", + "\n", + "a) **Linear Function** \\( f(x) = -2x + 5 \\)\n", + " - This is a decreasing linear function; as \\( x \\) increases, \\( f(x) \\) decreases linearly without bounds.\n", + "\n", + "b) **Quartic Function** \\( f(x) = (x + 4)^4 \\)\n", + " - This function grows very quickly as \\( x \\) increases due to the fourth power. It exhibits very rapid increases particularly for positive \\( x \\) values.\n", + "\n", + "c) **Quadratic Function** \\( f(x) = (x - 2)^2 \\)\n", + " - This is a parabolic function with its vertex (minimum point) at \\( x = 2 \\). The function value increases as \\( x \\) moves away from 2.\n", + "\n", + "d) **Inverse Hyperbolic Sine Function** \\( f(x) = \\text{arcsinh}(x) \\)\n", + " - This function increases gradually; it is somewhat linear for large \\( |x| \\) values, though it does increase at a slower rate than a strict linear function.\n", + "\n", + "e) **Logistic Function** \\( f(x) = \\frac{1}{1 + e^{-x}} \\)\n", + " - This S-shaped function transitions from approaching 0 to approaching 1 as \\( x \\) goes from negative to positive. It has an inflection point around \\( x = 0 \\).\n", + "\n", + "### **Step 2: Compare with the Graph Behavior**\n", + "\n", + "- The JSON data suggests as \\( x \\) increases, \\( f(x) \\) also increases.\n", + "- Most key, the values associated with every interval are growing, and some intervals suggest rapid growth.\n", + "\n", + "### **Robust Growth Analysis**:\n", + "\n", + "- Comparing the function descriptions with the provided JSON ranges and the increasing nature of \\( f(x) \\), a linear function seems too uniform without explosive growth.\n", + "- The inverse hyperbolic sine grows too slowly compared to the suggested data.\n", + "- A logistic function might initially seem appealing due to its increasing nature, but it caps out as it approaches an asymptote near \\( f(x) = 1 \\), which does not align with the unbounded growth shown in the data.\n", + "- The quadratic function suggests increasing values too, but the nature of increase appears less dramatic than what the data might imply.\n", + "- The quartic function \\( f(x) = (x + 4)^4 \\), aligns well with large growth rates for positive x-values and the fact that values at negative x are significantly high may suggest the translation leftwards by 4 units.\n", + "\n", + "**Conclusion:** Given the rapid and unbounded increase in function values with increasing \\( x \\) as implied by the JSON data compared to the formulations of the potential functions, the function \\( f(x) = (x + 4)^4 \\) appears to be the best fit. This function exhibits high growth rates for \\( x \\) values slightly lower than zero and up, which matches well with the graphical data representation described in the JSON object.\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x)\n", + "\n", + "To determine which function the graph represents, we need to analyze how values change as x moves from negative to positive across the specified ranges.\n", + "\n", + "Here is a breakdown of the changes in y-values according to the given x-intervals:\n", + "\n", + "1. For x in the interval \\((-10.0, -0.05)\\), y is approximately \\(-1.002\\).\n", + "2. For x in the interval \\((-0.05, -0.02)\\), y is approximately \\(-0.982\\).\n", + "3. For x in the interval \\((-0.02, -0.0)\\), y is approximately \\(-0.853\\).\n", + "4. For x in the interval \\((-0.0, 0.02)\\), y is approximately \\(0.915\\).\n", + "5. For x in the interval \\((0.02, 0.37)\\), y is approximately \\(0.981\\).\n", + "6. For x in the interval \\((0.37, 9.99)\\), y is approximately \\(1.001\\).\n", + "\n", + "Analyzing the options:\n", + "\n", + "a) \\( f(x) = \\cos(x) \\): This function is periodic and oscillates between -1 and 1, with values decreasing towards 0 as x approaches \\( \\pm \\frac{\\pi}{2} \\), \\( \\pm \\frac{3\\pi}{2} \\), etc., but not jumping across the y-axis near zero as abruptly or changing signs linearly as in our graph.\n", + "\n", + "b) \\( f(x) = x^2 \\): This function is a parabola opening upwards with its vertex at the origin. Since it outputs only non-negative values and it increases as x moves away from zero, it doesn't match the negative y-values for negative x.\n", + "\n", + "c) \\( f(x) = \\text{sign}(x) \\): This function returns -1 for negative x, 0 for x equal to zero, and 1 for positive x. The graph quickly jumps from negative values to positive values around \\( x = 0 \\), a key characteristic of the sign function but not matching with exact 0 for \\( x = 0 \\) as defined by \\( \\text{sign}(x) \\).\n", + "\n", + "d) \\( f(x) = (x + 4)^4 \\): This function is a polynomial that rapidly increases as x moves away from -4; however, its values are positive for all \\(x\\) and increase dramatically, which does not match our data.\n", + "\n", + "e) \\( f(x) = x \\): This linear relationship increases or decreases with x and crosses through the origin. The change in values is proportional to x changes, but it fails to capture the abrupt jump from negative to positive values, nor do the constant values over ranges match the continuous growth/decline of a linear function.\n", + "\n", + "Based on the analysis, option (c) \\( f(x) = \\text{sign}(x) \\) comes closest to the representation of the described changes across the intervals. There's an abrupt transition from negative to positive at x around 0, consistent with the behavior of the Sign function. This matches the jump in y-values at around \\(x=0\\) and constant values elsewhere. Despite the lack of a precise match at \\(x=0\\), as can happen with empirical or approximated data, it best fits the pattern described in the graph.\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x+3)\n", + "\n", + "To determine which function the graph represents based on the given JSON object, let's go through the intervals and inspect the y-values, aligning them with the shapes that each potential function would show:\n", + "\n", + "1. Looking at the intervals and the corresponding y-values in the graph:\n", + " - From x in (-9.98, -3.08), y = -1.004.\n", + " - From x in (-3.08, -3.05), y = -0.983.\n", + " - From x in (-3.05, -3.01), y = -0.798.\n", + " - From x in (-3.01, -2.98), y = 0.803.\n", + " - From x in (-2.98, 9.97), y = 0.984.\n", + "\n", + "2. Understanding the potential functions:\n", + " - **f(x) = sign(x+3):** This function is the signum function shifted to the left by 3 units. It yields -1 when x+3 < 0 (x < -3) and 1 when x+3 > 0 (x > -3).\n", + " - **f(x) = x:** This is a linear function increasing continuously over all x.\n", + " - **f(x) = sinh(x):** The hyperbolic sine function increases gradually beyond zero and is an increasing function symmetrical around y=0.\n", + " - **f(x) = cos(x):** The cosine function oscillates between -1 and 1 with periods.\n", + " - **f(x) = |x|:** The absolute value function which reflects a V shape at x=0.\n", + "\n", + "3. Analyzing the alignment with these functions:\n", + " - The jump from negative to positive occurs around -3, signifying a switching behavior rather than gradual or oscillating behavior.\n", + " - The function stays at about -1 before transitioning abruptly to a value around 1, before jumping to a value near 1. This abrupt change corresponds with a signum function rather than a linear, hyperbolic, oscillating, or V-shape.\n", + "\n", + "4. Conclusion:\n", + " The behavior of y-values given by the specified intervals and their consistency align closely with the behavior of **f(x) = sign(x+3)**, which is -1 for x values smaller than -3 and 1 for x values greater than -3. Furthermore, the sharp change near x=-3 also supports this identification.\n", + "\n", + "Thus, the function depicted in the graph is **(a) f(x) = sign(x+3)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x-1)\n", + "\n", + "To determine which function the given graph represents, we should interpret the changes in the y-values across the different x-ranges. Let's examine the information provided:\n", + "\n", + "The graph is defined by various intervals on the x-axis, with respective y-values for each:\n", + "1. \\((-9.98, 0.91)\\): y = -1.003\n", + "2. \\( (0.91, 0.98) \\): y = -0.98\n", + "3. \\( (0.98, 0.98) \\): y = -0.922\n", + "4. \\( (0.98, 1.0) \\): y = -0.739\n", + "5. \\( (1.0, 1.02) \\): y = 0.839\n", + "6. \\( (1.02, 1.27) \\): y = 0.97\n", + "7. \\( (1.27, 9.97) \\): y = 0.994\n", + "\n", + "Next, let's evaluate each function choice in the context of the graph:\n", + "\n", + "a) \\(f(x) = x^3\\)\n", + "- This is a cubic function, characterized by smooth changes across x, with increasing or decreasing values depending on the sign of \\(x\\). This function will not settle into a fixed value for any interval, which contradicts the pattern in the provided graph.\n", + "\n", + "b) \\(f(x) = \\text{sign}(x-1)\\)\n", + "- The sign function returns -1 for negative inputs, 0 for zero input, and +1 for positive inputs. Here, when \\(x < 1\\), \\(x - 1 < 0\\) and \\(\\text{sign}(x-1) = -1\\); for \\(x = 1\\), \\(x-1 = 0\\) and \\(\\text{sign}(x-1) = 0\\); and for \\(x > 1\\), \\(x-1 > 0\\) and \\(\\text{sign}(x-1) = +1\\). Reflecting on the intervals and values provided in the graph, we see the transition around \\(x = 1\\), where the y-value changes from negative to positive, which aligns well with the character of the sign function.\n", + "\n", + "c) \\(f(x) = \\sinh(x)\\)\n", + "- The hyperbolic sine, \\(\\sinh(x)\\), exhibits exponential growth and decay, and does not show flat, constant y-values across wide x-intervals. The graph structure doesn't match with stable y-values at multiple intervals.\n", + "\n", + "d) \\(f(x) = x\\)\n", + "- This linear function will continuously increase or decrease; it will never show the flat, horizontal line segments as indicated in the graph.\n", + "\n", + "e) \\(f(x) = (x-1) \\cdot (x+1)\\)\n", + "- Given as \\(x^2 - 1\\), this quadratic function will have a parabolic shape, with no flat segments as indicated in the provided graph.\n", + "\n", + "**Conclusion:**\n", + "Based on analysis, option (b), \\(f(x) = \\text{sign}(x-1)\\), matches the graph most closely. There are significant changes around \\(x = 1\\), where the graph switches from negative values to positive values, consistent with the expected behavior of the sign function tied around \\(x-1\\).\n", + "--------------------------------------------------------------------------------\n", + "Graph |x|\n", + "\n", + "To determine which function the data corresponds to among the given options, let's evaluate properties and behaviors common to each function and see which one aligns with the data trends presented in the JSON object.\n", + "\n", + "1. **f(x) = arcsinh(x)** - This function, the hyperbolic arcsine, gradually increases without bound for positive x and decreases without bound for negative x, maintaining smooth, continuous change throughout since it is an odd function. \n", + "\n", + "2. **f(x) = sign(x+3)** - This function outputs `-1` if `x < -3`, `0` if `x = -3`, and `1` if `x > -3`.\n", + "\n", + "3. **f(x) = sign(x)** - This function provides output as `-1` for negative x values, `0` at `x=0`, and `1` for positive x values.\n", + "\n", + "4. **f(x) = log(x+10)** - The logarithmic function (with base e) shifted horizontally to the left by 10 units. As x ranges from negative values approaching -10 and onward, the function values start from negative infinity (at x=-10), increasing through 0 (at x=0).\n", + "\n", + "5. **f(x) = |x|** - The absolute value function has a \"V\" shape: it is 0 at x = 0 and increases linearly as x moves away from 0 in either direction.\n", + "\n", + "Now let's consider the data features:\n", + "\n", + "- The JSON object starts at a range close to `x = -10` and extends to a range close to `x = 10`.\n", + "- Values increase gradually from both ends of x towards the center, suggesting a symmetry around x = 0.\n", + "- The values at the extremes and around the center (near `x=0`) are notably different: at `x=0` the value is minimal, and values increase as x moves further away from zero, depicting a typical characteristic of an absolute value function.\n", + "\n", + "Now, let’s match the data features with the expected behavior of the provided function options:\n", + "\n", + "- **f(x) = |x|** is the only function with a symmetric pattern about x = 0, where values increase linearly as the distance from x = 0 increases. This feature is characteristic of the \"V\" shape in the absolute value function.\n", + "\n", + "From this analysis, it appears that option **(e) f(x) = |x|** best matches the description of the graph depicted by the JSON object data, showing values increasing symmetrically in both the positive and negative directions away from zero in a linear manner.\n", + "--------------------------------------------------------------------------------\n", + "Graph |2*x+4|\n", + "\n", + "To assess which function the graph approximates, let's evaluate the behavior of each provided equation based on what we know about their analytical forms:\n", + "\n", + "1. **f(x) = x^3**\n", + " - This function is a cubic polynomial with a characteristic shape smoothly increasing in negative x-values, passing through zero at x = 0, and accelerating in positive x-values. \n", + " \n", + "2. **f(x) = (x-2)^2**\n", + " - A quadratic function with a minimum (vertex) at x = 2, symmetric about x = 2, and values increasing as x moves away from 2 on either side.\n", + "\n", + "3. **f(x) = |2*x+4|**\n", + " - An absolute value function which is linear but mirrored to have only non-negative values. This graph will intersect the y-axis where x = -2 (the point that makes the inside of the absolute value zero), and increase linearly on either side.\n", + "\n", + "4. **f(x) = exp(-x)**\n", + " - An exponential decay function starting at y = 1 when x = 0 and approaching zero as x increases. As x decreases into negative values, the function value increases exponentially.\n", + "\n", + "5. **f(x) = sign(x-1)**\n", + " - This function returns 1 if x > 1, -1 if x < 1, and 0 at x = 1 (though in some definitions it can also be 1). It suffers an abrupt change at x = 1.\n", + "\n", + "Based on the JSON object:\n", + "- The values start relatively high when x is significantly negative and increase towards a maximum as x increases, with no sudden shifts or changes in symmetry evident from the intervals provided.\n", + "\n", + "Analysis:\n", + "- A cubic function (**f(x) = x^3**) would show a symmetric shift around 0 (negative values yielding negative outputs and positive values yielding positive outputs). However, the values in the graph are all positive, which makes this a less likely fit.\n", + "- A quadratic function (**f(x) = (x-2)^2**) presents symmetry regarding a vertex point, so its values would decrease to a minimum and then increase symmetrically, which does not match the steady increase shown in the graph.\n", + "- A mirrored linear function like **f(x) = |2*x+4|** would show an absolute minimum at x = -2, with all values positive; this matches the idea of increasing values from a specific negative x-value.\n", + "- An exponential decay function (**f(x) = exp(-x)**) should only decrease as x increases, contrary to the overall increasing trend observed here.\n", + "- A sign function (**f(x) = sign(x-1)**) would only exhibit two flat jumps which aren't observed.\n", + "\n", + "Given these analyses, the most likely candidate for the data described by the graph is **f(x) = |2*x+4|** based on:\n", + "- The steady increase on both sides of a certain x-value (in this case, around x = -2, which would turn the expression inside the absolute value to zero and result in a vertex of the graph).\n", + "- All y-values are positive, consistent with an absolute value function's output.\n", + "\n", + "Conclusively, option **c) f(x) = |2*x+4|** is the function that the graph approximates.\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x+10)\n", + "\n", + "To determine which function is depicted in the graph from the provided JSON object, we can analyze how the function changes across specific ranges of x. We also need to compare these changes to that expected from the five given functions. Let's look at each function's expected behavior and compare it to our graph's y-values as x progresses from negative to positive:\n", + "\n", + "**a) f(x) = x**\n", + "- This is a linear function with a constant slope of 1. As x increases, y would increase linearly at a constant rate directly proportional to x.\n", + "\n", + "**b) f(x) = sqrt(x + 10)**\n", + "- This function is defined for x ≥ -10. It increases as x increases, but the rate of increase slows down (the derivative decreases as x increases).\n", + "\n", + "**c) f(x) = sign(x - 1)**\n", + "- This function jumps between -1 and 1 at x = 1. It remains constant everywhere else, at -1 for x < 1, and at 1 for x > 1.\n", + "\n", + "**d) f(x) = exp(-x^2)**\n", + "- This Gaussian or \"bell curve\" function is highest at x = 0 and decays symmetrically towards both sides as x moves away from 0.\n", + "\n", + "**e) f(x) = (x + 4)^4**\n", + "- This is a polynomial function, growing very rapidly as x increases. Its graph would start from a very high value (if starting from x < -4, where it would have low values), increasing sharply as it crosses -4 and onwards.\n", + "\n", + "Checking the JSON data points, you provided:\n", + "- Values start relatively low, increase smoothly as you move from x ~ -10 to x ~ 10. \n", + "- No sudden changes or rapidly increasing values suggestive of a high-degree polynomial.\n", + "- No constant sections that would suggest a sign function.\n", + "- The smooth and progressive increase in y-values as x gets closer to zero and continuing as x moves to larger positive values contradict the Gaussian decay on either side of a central peak.\n", + "\n", + "Thus, function b) **f(x) = sqrt(x + 10)** seems to fit best, as this function starts at 0 at x = -10, rises, and approaches infinity as x increases, with the increase rate decreasing as x becomes larger (as the function's slope decreases), which aligns with the steady rise seen in the data values from the JSON object. This behavior matches most closely with the changes in y-values as described in the JSON data set.\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x ** 2 + 3*x +5)\n", + "\n", + "To determine which of the given functions is depicted in the graph based on the JSON object, we can start by analyzing the structure and pattern of the data. The keys in the JSON object represent intervals on the x-axis, and the values represent corresponding y-values. Let's extract some key insights:\n", + "\n", + "1. **Behavior at Small Values of x**: Examine changes close to x = 0, as this may provide insights into the function's behavior around a critical point. \n", + " - Right after x = 0, the values increase: \\( y(0.0, 0.48) = 2.256 \\) to \\( y(0.48, 0.77) = 2.585 \\) \n", + " - This increase continues towards positive x values.\n", + " \n", + "2. **Behavior at Large Values of x**:\n", + " - At large positive x: \\( y(9.0, 9.24) = 10.652 \\) increasing to \\( y(9.58, 9.88) = 11.209 \\)\n", + " - At large negative x: \\( y(-9.65, -9.43) = 8.317 \\) to \\( y(-10.0, -9.65) = 8.646 \\)\n", + "\n", + "3. **Behavior Across Zero**:\n", + " - Noticeably, there is a smooth transition and consistent increase as x transitions from negative to positive.\n", + " - The function value at \"close to zero\" (-2.45, 0.0) starts at 1.897 and rises from there.\n", + "\n", + "Given these observations, consider how each of the candidate functions behaves under similar conditions:\n", + "- **a) f(x) = exp(-x)**: This function decays exponentially as x increases. It would not exhibit the consistent increase in y-values seen across both negative and positive ranges.\n", + "- **b) f(x) = sqrt(x^2 + 3x + 5)**: This function is based on a quadratic under a square root, ensuring all output values are non-negative and it generally increases as |x| increases. This candidate should be considered given its potential to match the observed symmetry and growth.\n", + "- **c) f(x) = arctan(x)**: The arctan function tends to saturate (approach a horizontal asymptote) as x becomes very large or small, not matching the pattern where values keep increasing.\n", + "- **d) f(x) = (x + 4)^4**: This function has a steep increase due to the power of 4, especially moving away from -4. However, it is not symmetrical around zero but around x = -4; it's less likely to display the near symmetry we observed.\n", + "- **e) f(x) = x**: This is a simple linear function, which does not fit due to the y-values that are non-symmetric and non-linear in nature.\n", + "\n", + "Given this analysis, **b) f(x) = sqrt(x**2 + 3*x + 5)** is most likely to be the depicted function, as it matches the observed increase in y-values, the symmetric nature of growth around zero, and steady positive values even for negative x.\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x^2)\n", + "\n", + "To identify which function the graph closely represents among the given options, we can analyze the pattern of change in y-values as x-values change. Particularly, how y behaves over positive and negative ranges of x, will provide critical clues.\n", + "\n", + "### Step 1: Qualitative Observation\n", + "\n", + "By examining the changes in y as x varies:\n", + "- The function appears to have a peak (a maximum y-value) near \\(x = 0\\), as y-values are highest close to \\(x = 0\\), and decrease as \\(x\\) moves away in both the positive and negative directions.\n", + " \n", + "### Step 2: Examine Functional Forms\n", + "Let's evaluate the properties of each function:\n", + "\n", + "a) **\\( f(x) = -2x + 5 \\)**\n", + " - This is a linear function with a positive slope. The function does not have any peak; instead, it would continuously increase or decrease.\n", + "\n", + "b) **\\( f(x) = x^4 \\)**\n", + " - This function is a polynomial with a minimum peak at \\(x = 0\\) (not a maximum), and it rises symmetrically on both sides as \\(|x|\\) increases.\n", + "\n", + "c) **\\( f(x) = \\exp(x) \\)**\n", + " - This is an exponential growth function which increases as \\(x\\) becomes more positive, and approaches zero as \\(x\\) becomes more negative—no symmetry around zero.\n", + "\n", + "d) **\\( f(x) = \\exp(-x^2) \\)**\n", + " - This function has a Gaussian (bell-shaped) form, symmetric around zero. It has a maximum at \\(x = 0\\) and decays on both sides as \\(|x|\\) increases.\n", + "\n", + "e) **\\( f(x) = \\sinh(x) \\)**\n", + " - This hyperbolic sine function grows exponentially in positive and negative directions, not typical of decreasing in both directions away from the origin.\n", + "\n", + "### Step 3: Matching to Graph\n", + "From the JSON object, the peak at or close to \\(x = 0\\) and the symmetric decrease on both sides strongly suggest a bell-shaped curve typical of a Gaussian distribution. This aligns perfectly with **\\( f(x) = \\exp(-x^2) \\)**, as it is the only option among those provided that shows maximum at zero and symmetric decay in both positive and negative directions similar to a bell-shaped curve.\n", + "\n", + "### Conclusion\n", + "The graph most likely represents the function **\\( f(x) = \\exp(-x^2) \\)**. This selection is supported by the qualitative behavior of y-values around \\(x = 0\\) as they are highest and decrease similarly as \\(x\\) moves further from zero on both the positive and negative sides.\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(x)\n", + "\n", + "To determine which function the graph might be representing, let's first consider the general behavior of each function option given in the ranges mentioned:\n", + "\n", + "**a) f(x) = x** - This is a linear function, meaning the graph should look like a straight line with a constant rate of increase or decrease.\n", + "\n", + "**b) f(x) = exp(x)** - Exponential growth is characterized by increasingly steep slopes (or a rapidly increasing rate of increase in y-values) as x increases.\n", + "\n", + "**c) f(x) = sin(x)** - A sinusoidal function, with a repetitive cyclic graph that oscillates between fixed maximum and minimum values within each cycle (typically between -1 and 1).\n", + "\n", + "**d) f(x) = -3*x^3** - A cubic function which, since multiplied by -3, should show a decreasing value as x increases (negative cubic curve), dropping more sharply the further away x moves from zero.\n", + "\n", + "**e) f(x) = x^2** - A quadratic function that describes a parabola open upward, with y-values increasing by the square of x, resulting in an accelerating rate of increase in y-values as x gets larger.\n", + "\n", + "Let's analyze the y-values provided for increasing x-values from the JSON object:\n", + "\n", + "1. For smaller x-values (-9.99 to 5.39), y is nearly constant at 5.2.\n", + "2. As x increases from 5.39 to about 10.0, y-values rise significantly:\n", + " - Initially relatively steady increments from small intervals in x result in a notable increase in y.\n", + " - As x moves closer to 10, the increments in y become quite large, even though x increments are small.\n", + "\n", + "If we approximate by checking rate changes:\n", + "- In interval (5.39, 6.09), y rises to 225.1 from 5.2.\n", + "- By the interval (8.93, 8.96), y goes up to 7574.7.\n", + "- Towards the end of the intervals close to x = 10, y-values increase rapidly towards 21775.3.\n", + "\n", + "**Analysis and Conclusion**:\n", + "- **Option a), linear (f(x) = x)**: The y-increments are far from linear; they increase much more rapidly than a constant slope.\n", + "- **Option c), sinusoidal (f(x) = sin(x))**: With no periodic pattern or boundedness by maximum or minimum values, this is not a sinusoidal pattern.\n", + "- **Option d), negative cubic (f(x) = -3*x^3)**: The values of y increase instead of decreasing, which contradicts this function.\n", + "- **Option e), quadratic (f(x) = x^2)**: Quadratic growth doesn’t align with the enormous increases in the later stage; geometric growth (i.e., exponential) is faster than quadratic growth.\n", + "\n", + "Given the rapid and accelerating increase in y-values as x increases, this behaviour best resembles **Option b), exponential growth (f(x) = exp(x))**, which features sharp increases especially as x-values move higher. Hence, the graph most likely depicts an exponential function.\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x)\n", + "\n", + "To determine which function the graph most likely represents, we'll analyze the trend in the y-values across the intervals for x-values given, and reason about the shapes and behaviors typically shown by each function within the proposed range.\n", + "\n", + "To start with, let’s focus on examining the core behavior of each proposed function within the domain from around -10 to +10:\n", + "\n", + "a) f(x) = sin(x),\n", + " - The sine function oscillates between -1 and +1, repeating every \\(2\\pi\\) units.\n", + "\n", + "b) f(x) = sqrt(x+10),\n", + " - The square root function defined here can start taking real values for x>= -10. This function would slowly increase as x increases.\n", + "\n", + "c) f(x) = exp(-x),\n", + " - The exponential decay function decreases rapidly towards zero as x increases from a large initial value (when x is near zero).\n", + "\n", + "d) f(x) = x^3,\n", + " - The cubic function has a symmetry about the origin with negative values for negative x diminishing in size as x decreases (more negative), and increasing rapidly for positive x.\n", + "\n", + "e) f(x) = x^2,\n", + " - The square function is symmetric around the y-axis, increasing rapidly as x moves away from zero either to the positive or negative side.\n", + "\n", + "Let's analyze the given data:\n", + "- The values start at a high of around 21143.4 when x is around -10 and progressively decrease to about 374.2 as x approaches +10. \n", + "- Note the progressive and overall continuous decrease with no periodic or oscillating pattern, and no return towards large values as x moves towards positive values.\n", + "\n", + "Among the options:\n", + "- **sin(x)** would show an oscillating pattern, which doesn't match.\n", + "- **sqrt(x+10)** would start from zero at x = -10 (more precisely undefined just before that) and increase; hence, it doesn't match the decrease.\n", + "- **exp(-x)** starts high and exponentially decays, making it a potential candidate.\n", + "- **x^3** decreases from a negative high to deeper negatives as x decreases from zero and increases dramatically as x turns positive, which is not observed.\n", + "- **x^2** steadily increases as x moves away from zero, not matching with a decrease in values.\n", + "\n", + "Given the data trends:\n", + "- **Option c, f(x) = exp(-x)**, appears fitting as it would start high near x = -10, with exp(-(-10) -> exp(10) a large value) and decay towards exp(10) (a very small value near zero), which matches the observed pattern in y-values as x increases.\n", + "\n", + "Hence, the described graph most likely represents an exponential decay function, given by \\(f(x) = exp(-x)\\).\n", + "--------------------------------------------------------------------------------\n", + "Graph log(x+10)\n", + "\n", + "To identify which function is depicted in the graph, let's evaluate the options by considering the change in y-values in relation to x-intervals and match the behavior pattern with the characteristics of each function type:\n", + "\n", + "1. **f(x) = log(x+10)**: This function reflects a logarithmic growth starting from values near zero (since `x+10` changes from a small positive number to a larger number as x increases from -10 to 0). The function should show gradual increases with the rate of increase slowing as x increases.\n", + "\n", + "2. **f(x) = 2^(x-5)**: An exponential function with rapid increases in value, especially as x goes from a negative to a more positive region, reflecting exponential growth.\n", + "\n", + "3. **f(x) = sign(x-1)**: This is the sign function, which typically shows only three values: -1, 0, and 1, changing abruptly at the defined point (x=1 here).\n", + "\n", + "4. **f(x) = sin(x)**: A periodic function with increases and decreases between -1 and 1, repeating every 2π units.\n", + "\n", + "5. **f(x) = sqrt(x+10)**: Since this is a square root function, it starts with an undefined value at x < -10 and then grows as `x+10` becomes positive, with the rate of growth decreasing as `x+10` keeps increasing.\n", + "\n", + "Considering the data:\n", + "- The values in the graph consistently increase over the range provided.\n", + "- The rate of increase in the y-values is relatively smooth, with no sudden jumps or periodic patterns—this rules out (c) sign and (d) sinusoidal functions. It also doesn't fit the rapid scaling expected in an exponential growth function like (b).\n", + "- Given the smooth increase and the nature of the intervals (positive growth as you move towards higher x-values), the candidates to consider are logarithmic and square root functions.\n", + "- A logarithmic growth, like **f(x) = log(x+10)**, would fit the criteria of starting from a low (negative or near-zero) value and increasing steadily at a decreasing rate as `x+10` increases, which corresponds well with the data shown.\n", + "\n", + "Thus, the most plausible function depicted by the graph should be **f(x) = log(x+10)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph sin(x)\n", + "\n", + "To determine which of the listed functions is best depicted by the data given in the JSON object, let’s consider some characteristics visible in the mapped intervals and values:\n", + "\n", + "1. **Trend examination**: We can see the general trends the function follows through examining the values and their progression as x changes.\n", + " \n", + "2. **Increasing and Decreasing Intervals**: Check where the function values increase, where they decrease, and if they show cyclic patterns or asymmetry resembling common functions like polynomial, exponential, logarithmic, trigonometric, etc.\n", + "\n", + "By observing the intervals and corresponding values:\n", + "- Starting from \"(-9.98, -9.78)\": 0.514 and going towards intervals like \"(-9.78, -9.58)\": 0.338, we see a decreasing pattern initially.\n", + "- The function value decreases until reaching a minimum around the interval \"(-2.19, -0.7)\": -0.82.\n", + "- After hitting a minimum, the function begins to increase, marking positive values and reaching high values like \"(7.5, 8.52)\": 0.941, and again decreasing.\n", + "\n", + "### Comparing to listed options:\n", + "a) **f(x) = -3*x^3**: This cubic function tends to decrease, increase sharply, and then decrease again, which doesn’t quite match the apparent symmetry seen in the data.\n", + "\n", + "b) **f(x) = (x + 4)^4**: As a quartic function shifted to the left by 4 units, this would generally have a U-shape with a minimum point at x = -4. However, there’s a symmetric increase and decrease observed around this point, which should be significantly different for this degree of polynomial without any additional transformations leading to symmetry.\n", + "\n", + "c) **f(x) = x**: This is a simple linear function, increasing throughout the domain, which doesn't correspond to the described data.\n", + "\n", + "d) **f(x) = exp(-x)**: The exponential decay function decreases continuously and does not display the symmetric increase and decrease showcased in the data.\n", + "\n", + "e) **f(x) = sin(x)**: The sinusoidal function increases and decreases in a regular and periodic way, showing waveform patterns. This behavior seems to coincide with the data's repeated cycles of rise and fall.\n", + "\n", + "### Conclusion:\n", + "Considering the nature of sinusoidal functions with cyclic increases and decreases, **Option E (f(x) = sin(x))** seems the most appropriate model that describes the data presented in the JSON object. The data follows a cycle that approximates the shape of a sine wave, showing the regular periodicity that neither the polynomial options nor the exponential or linear options offer.\n", + "--------------------------------------------------------------------------------\n", + "Graph cos(x)\n", + "\n", + "To determine which function the graph represents, we can consider the domain, range, and patterns in the provided intervals and corresponding values. Let's examine the characteristics of each function and compare them with the provided JSON object.\n", + "\n", + "1. **f(x) = exp(x):**\n", + " - This function is an exponential function characterized by rapid growth. It's always positive and increases as x increases.\n", + "\n", + "2. **f(x) = x:**\n", + " - This function is a linear function with both positive and negative values in a proportional increase.\n", + "\n", + "3. **f(x) = cosh(x):**\n", + " - The hyperbolic cosine function, which is symmetric about the y-axis, is always positive, and features exponential growth in both positive and negative directions of x.\n", + "\n", + "4. **f(x) = cos(x):**\n", + " - The cosine function oscillates between -1 and 1 with periodic zeros and extrema. It is not unbounded and repeats its pattern every \\(2\\pi\\) units.\n", + "\n", + "5. **f(x) = sqrt(x^2 + 3x + 5):**\n", + " - This function, based on the formula, will result in always positive values and is unbounded above. The squared term dominates causing the outputs to increase, particularly for large positive or large negative values of x, somewhat similar to an exponential growth pattern.\n", + "\n", + "Now let's analyze the pattern seen in the graph through the JSON data:\n", + "\n", + "- The values range from about -0.9 at the lowest to around 0.98 at the highest.\n", + "- The values gradually change from negative to positive and back to negative as x increases, showing a wave-like pattern but not strictly periodic.\n", + "- The endpoints do not show exponential growth as x gets large (toward either end); instead, they peak near mid-range (around x = 0) and decrease as x moves away in either direction.\n", + "\n", + "The observed pattern of values mirrors that of a hyperbolic cosine function:\n", + "- **cosh(x)** starts at a positive value for very negative x, increases to a peak at x = 0, and symmetrically decreases as x increases toward positive infinity. It is always positive, matching with the predominantly positive values in the JSON graph around the center, and the symmetry around x = 0 also matches nicely with **cosh(x)**.\n", + "\n", + "Given this analysis, the graph most closely depicts the function:\n", + "**c) f(x) = cosh(x).**\n", + "--------------------------------------------------------------------------------\n", + "Graph sinh(x)\n", + "\n", + "To determine which function the graph depicts from the given list of functions, we need to analyze the characteristics and behavior of the graphed data:\n", + "\n", + "1. **Graph Description**:\n", + " - The x-values range from -10 to 10.\n", + " - The y-values initially decrease, reach a minimum, then increase sharply.\n", + " - The interval around where the function sharply increases centers around x=0.\n", + "\n", + "2. **Evaluating Each Option**:\n", + " - a) **f(x) = |2x + 4|**: The absolute value function features a linear increase and decrease with a vertex (minimum or maximum point) where the expression inside the absolute value equals zero. The expression inside the absolute value (2x + 4) is 0 at x = -2, suggesting a vertex at x = -2.\n", + " - b) **f(x) = x^4**: A quartic function with only even powers of x would have a single minimum at x = 0 and be symmetric around y-axis, but it typically grows very quickly as x moves away from 0, much faster than quadratic growth.\n", + " - c) **f(x) = sinh(x)**: The hyperbolic sine function grows exponentially for large positive x and decreases exponentially for large negative x, passing through the origin (0,0).\n", + " - d) **f(x) = arcsinh(x)**: The inverse hyperbolic sine function resembles a linear function that passes through the origin but grows slower than linearly at large absolute values of x.\n", + " - e) **f(x) = x^2**: A quadratic function has a single global minimum at x = 0 and is symmetric about the y-axis, growing as the square of the distance from zero.\n", + "\n", + "3. **Analyzing the Data**:\n", + " - Observing the transitions in y-values we note:\n", + " - The function decreases as x approaches zero from the left and then increases as x moves away from zero to the right, suggesting symmetry around the origin.\n", + " - Given the symmetric substantial quadratic-like increase when x moves away from 0 (but not too dramatically like that in the quartic function), it suggests a function similar to a quadratic function.\n", + "\n", + "4. **Conclusion Based on Analysis**:\n", + " - The provided data decreases and increases symmetrically around x = 0, and based on the quadratic-like growth yet not extremely steep like x^4, option **e) f(x) = x^2** is the most likely graph being depicted based on the values provided in the JSON object.\n", + "\n", + "Thus, based on analyzing the characteristics of the plotted data from the JSON object and comparing them against the function behaviors, the graph most closely corresponds to **e) f(x) = x^2**.\n", + "--------------------------------------------------------------------------------\n", + "Graph cosh(x)\n", + "\n", + "To determine which function is depicted in the graph based on the given JSON object and the options provided, we need to analyze the behavior of these functions across the range of x-values given in the key intervals, and compare this behavior with the patterns in the y-values.\n", + "\n", + "Let's analyze the options one by one, focusing on general behavior since exact values over intervals are hard to match precisely without calculation:\n", + "\n", + "**a) \\( f(x) = \\text{sign}(x-1) \\)**\n", + "\n", + "This function results in three possible y-values (-1, 0, 1), corresponding to whether x is less than, equal to, or greater than 1. This is a piecewise constant function, which does not match the continuous and variable pattern seen in the JSON data.\n", + "\n", + "**b) \\( f(x) = \\cosh(x) \\)**\n", + "\n", + "The hyperbolic cosine function, \\( \\cosh(x) \\), is symmetric around the y-axis and exhibits exponential growth as \\( |x| \\) increases. Given the range and the growth pattern in the JSON object, this is a possible match because the values sharply increase from \\( x < -6 \\) and similarly as \\( x > 6 \\).\n", + "\n", + "**c) \\( f(x) = \\sqrt{x^2 + 3x + 5} \\)**\n", + "\n", + "This function, involving a square root of a quadratic, implies values are always positive, starts with a minimum value where the discriminant of \\( x^2 + 3x + 5 \\) (which is \\( 9 - 20 \\) = -11, thus the function has a minimum somewhere since the discriminant is negative) and increases as \\( x \\) moves away from this minimum on either side. The shape could potentially fit, but it needs clarification if it's appropriately symmetric or if the growth rate on one side is faster than the other which impacts its similarity to the JSON pattern.\n", + "\n", + "**d) \\( f(x) = \\text{arcsinh}(x) \\)**\n", + "\n", + "The function \\( \\text{arcsinh}(x) \\) is the inverse hyperbolic sine function, which behaves similarly to a linear function around zero and increases logarithmically as \\( |x|\\) increases. It's odd and not symmetric. The growth in the JSON shows symmetry around a central point, unlike the characteristic of \\( \\text{arcsinh} \\).\n", + "\n", + "**e) \\( f(x) = -3x^3 \\)**\n", + "\n", + "This cubic function is skewed heavily to one side because of the cube effect that dominates and it is odd symmetric. Given the JSON pattern, this kind of growth is at odds with the more-bilateral symmetry observed.\n", + "\n", + "From this analysis, the most likely candidate is:\n", + "\n", + "**b) \\( f(x) = \\cosh(x) \\)**\n", + "\n", + "This function is symmetric and experiences exponential increases on either side of \\( x = 0 \\), matching the pattern observed in the given JSON values where values start low at the center of the range and increase drastically as \\( x \\) moves away from zero toward both positive and negative extremes.\n", + "--------------------------------------------------------------------------------\n", + "Graph tanh(x)\n", + "\n", + "To determine which function is depicted in the given graph, we should analyze how the function values change over the given intervals and compare this behavior to the typical behaviors of the listed functions.\n", + "\n", + "1. **f(x) = tanh(x)** - The hyperbolic tangent function, tanh(x), approaches -1 as x approaches negative infinity and approaches 1 as x approaches positive infinity. It is symmetric about the origin and smoothly transitions from -1 to 1 as x passes through 0.\n", + "\n", + "2. **f(x) = cos(x)** - The cosine function oscillates between -1 and 1 with a period of 2π. \n", + "\n", + "3. **f(x) = |x|** - The absolute value function |x| has a V shape, with its minimum at x = 0. The function is zero at x = 0 and increases linearly as x moves away from 0 in both the positive and negative directions.\n", + "\n", + "4. **f(x) = sign(x - 1)** - The sign function returns -1, 0, or 1 based on the sign of (x - 1). This function would be -1 for x < 1, and 1 for x > 1, with a jump at x = 1.\n", + "\n", + "5. **f(x) = sqrt(x + 10)** - The square root function shifted left by 10 units, defined only for x ≥ -10. The function has a minimum at x = -10 and increases as x increases.\n", + "\n", + "From the JSON data:\n", + "- The values begin at -1.001 for the range extending from a very negative number to -1.93, gradually increasing as x increases towards positive infinity (reaching up to 0.968).\n", + "- The increments grow smoother and maintain a consistent behavior, without any abrupt changes or oscillations.\n", + "- The function gradually transitions from negative to positive values near x = 0.\n", + "\n", + "Observing these properties, the behavior closely resembles f(x) = tanh(x), with the function values constrained between -1 and 1 and showing symmetry around the origin with a smooth \"S-shaped\" transition from -1 to 1. The data seem to increase from values very close to -1 to values very close to 1 as x moves from negative to positive, consistent with the characteristic behavior of tanh(x).\n", + "\n", + "**Conclusion**: The function depicted in the graph most likely corresponds to **a) f(x) = tanh(x)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph arcsinh(x)\n", + "\n", + "To determine which function the graph represents, we can analyze the behavior of the provided values relative to their corresponding x-axis intervals. Let's examine the characteristics of each function option with respect to the properties evident in the dataset.\n", + "\n", + "1. **f(x) = arcsinh(x):**\n", + " - The arcsinh (inverse hyperbolic sine) function is defined for all real numbers.\n", + " - It has an asymptote at infinity but grows slower than linear and exponential functions.\n", + " - It is odd and symmetric about the origin, meaning f(-x) = -f(x) and the function should increase when x moves away from zero in either direction.\n", + "\n", + "2. **f(x) = x^2:**\n", + " - This is a parabolic function that increases as \\( x \\) moves away from zero. It is symmetric about the y-axis.\n", + " - For negative x values, y is positive and increases, consistent with the parabolic shape where both \\( x^2 \\) and \\( (-x)^2 \\) yield a non-negative result.\n", + "\n", + "3. **f(x) = exp(-x):**\n", + " - This exponential decay function decreases monotonically as x increases.\n", + " - It is not symmetric with respect to either axis and should have a rapidly decreasing behavior for positive x and approach a constant value as x becomes large and negative.\n", + "\n", + "4. **f(x) = 2^(x-5):**\n", + " - This is an exponential growth function that has been horizontally shifted.\n", + " - This function increases as x increases, speeding up particularly after surpassing the horizontal shift point (x = 5).\n", + "\n", + "5. **f(x) = |x|:**\n", + " - The absolute value function features linear growth from zero, both in the positive and negative directions of x.\n", + " - It shows mirror symmetry about the y-axis, with \\( f(-x) = f(x) \\).\n", + "\n", + "Given this information, let's evaluate the provided data characteristics:\n", + "- The y values are symmetric around the y-axis and demonstrate equivalent magnitudes but opposite signs at symmetrically opposite x values (e.g., intervals \\( (-3.03, -2.83) \\) and \\( (2.87, 3.28) \\)).\n", + "- The y values increase as x moves away from zero, in both directions. \n", + "\n", + "These traits - symmetry about the y-axis and increase in value with an increase in the absolute value of x - suggest that the graph belongs to function **e) f(x) = |x|**. The absolute value function is most consistent with these characteristics, showing a mirrored increase as x moves away from zero in a linear fashion on both sides.\n", + "--------------------------------------------------------------------------------\n", + "Graph arctan(x)\n", + "\n", + "To determine which function the graph depicts, we need to analyze the pattern of y-values in relation to changes in x-values and relate this pattern to the characteristics of the listed functions.\n", + "\n", + "1. **Understanding the Graph Data**:\n", + " The JSON data essentially pairs x-value ranges with specific y-values. There is a distinct pattern likely evident from mapping these ranges and values. We'll need to consider negative and positive x-values separately due to the nature of the listed functions.\n", + "\n", + "2. **Function Characteristics**:\n", + " - **f(x) = exp(-x)**: This function decreases exponentially from a high positive value towards zero as x increases from negative to positive values.\n", + " - **f(x) = -2*x + 5**: A linear function with a negative slope; as x increases, y decreases linearly.\n", + " - **f(x) = exp(x)**: This function increases exponentially from a very small positive value (near zero) towards higher values as x increases from negative to positive values.\n", + " - **f(x) = x^2**: A quadratic function with a parabolic shape, showing minimum value at x = 0 and symmetrical rising values as x moves away from zero on both sides.\n", + " - **f(x) = arctan(x)**: This function increases gradually, asymptotically approaching π/2 for large positive x and -π/2 for large negative x.\n", + "\n", + "3. **Analysis of JSON data pattern**:\n", + " - For negative x-values, the y-values start from a lower value and tend to increase as x approaches zero. Specifically, from -1.472 to -0.053 as x goes from -9.97 to near 0. \n", + " - For positive x-values, the y-values continue rising from 0.009 to 1.455 as x goes from close to 0 to 9.98.\n", + "\n", + "4. **Matching the Data to Function Characteristics**:\n", + " - **f(x) = exp(-x)**: The values do not fit as this function would have high values at negative x decreasing towards zero, which is not reflected in the data.\n", + " - **f(x) = -2*x + 5**: The values do not fit as the function is linear and the data shows a different, more complex pattern.\n", + " - **f(x) = exp(x)**: The pattern matches because as x moves from negative to positive, the y-values increase slightly and then more rapidly, suggesting an exponential growth typical of the exponential function.\n", + " - **f(x) = x^2**: The values do not fit this pattern as they should show symmetrical values around x=0, which does not occur in the data.\n", + " - **f(x) = arctan(x)**: The values do not fit as they should be bounded between -π/2 and π/2 and the growth should be less steep.\n", + "\n", + "Given this analysis, the function that most closely fits the provided data pattern is **c) f(x) = exp(x)**. The y-values increase gradually at first (near zero or negative x) and then more markedly as x becomes more positive, depicting an exponential rise, characteristic of exp(x).\n", + "--------------------------------------------------------------------------------\n", + "Graph 1/(1+exp(-x))\n", + "\n", + "To determine which function is depicted in the graph given the intervals and corresponding values provided in the JSON data, we need to assess the general behavior and pattern of the data across the ranges to match it against the functions listed (a-e).\n", + "\n", + "### Step 1: Evaluate the function descriptions\n", + "- **a) \\( f(x) = \\exp(-x^2) \\)**: This function is a Gaussian or normal distribution curve which is symmetric about the y-axis and decreases as x moves away from 0.\n", + "- **b) \\( f(x) = \\cos(x) \\)**: This is a periodic function with regular oscillations between 1 and -1.\n", + "- **c) \\( f(x) = (x + 4)^4 \\)**: A polynomial function which increases sharply as x increases due to the power of 4, particularly after shifting the curve to the left by 4 units.\n", + "- **d) \\( f(x) = -2x^2 \\)**: A downward opening quadratic function with a vertex at the origin, symmetric about the y-axis.\n", + "- **e) \\( f(x) = \\frac{1}{1+\\exp(-x)} \\)**: This is the logistic function, characterized by an S-shaped curve (sigmoid curve) that transitions smoothly from a lower asymptote to an upper asymptote as x increases.\n", + "\n", + "### Step 2: Observing the provided data behavior\n", + "Without visualizing the data, it can be seen that the y-values are increasing as x increases from left (negative values) to right (positive values) based on the provided ranges and respective values.\n", + "\n", + "Consider the behavior of each interval:\n", + "- From left (-9.97, -3.87) to right (4.74, 9.99), the y-values exhibit a clear pattern of increase (from almost 0 to almost 1).\n", + "\n", + "### Step 3: Matching data pattern to function options:\n", + "- **Option a, Gaussian**: The data does not revert to small values as x becomes large; hence, it's unlikely to be Gaussian.\n", + "- **Option b, Cosine**: No periodic behaviors or cycling of values through peaks and troughs are observed.\n", + "- **Option c, Polynomial**: This would typically show sharper increases toward one end (larger positive values), but the data does not favor extremely high values as x goes to large positive numbers.\n", + "- **Option d, Parabola**: The data continuously increases passing through the origin symmetrically, which does not match the behavior (does not decrease symmetrically).\n", + "- **Option e, Logistic function**: The smooth, monotonous increase from a near zero to near one resembles a logistic growth pattern.\n", + "\n", + "### Conclusion:\n", + "The graph most likely depicts **e) \\( f(x) = \\frac{1}{1+\\exp(-x)} \\)**. This function starts near zero for large negative x, crosses 0.5 around x = 0, and approaches 1 for large positive x, showing an S-shaped curve which matches the monotonous increase in the given data as x values proceed from negative towards positive.\n", + "--------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "for idx, question in enumerate(llm_questions):\n", + " print(f'Graph {fbench[idx][1]}\\n')\n", + " messages = []\n", + " messages.append({'role': 'system', 'content': \"You are an expert statistician and data scientist.\"})\n", + " messages.append({'role': 'user', 'content': question})\n", + " response = t2ebm.utils.openai_completion_query('gpt-4-turbo-2024-04-09', messages)\n", + " print(response)\n", + " print('-'*80)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7666666666666667" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "23 / 30" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# gpt-4-turbo-2024-04-09 with longer context" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph x\n", + "\n", + "To determine which function is depicted by the graph provided in the JSON object, we can follow a step-by-step method to analyze the relationship between the x-axis values (intervals) and their corresponding y-axis values. Let's consider each function option provided:\n", + "\n", + "### Option a: f(x) = x\n", + "This is a linear function with a slope of 1. If this were the correct function, values on the y-axis should be equal to their corresponding midpoint x values in each interval.\n", + "\n", + "### Option b: f(x) = sign(x)\n", + "This function results in values of -1 for negative x, 0 for x=0, and 1 for positive x. The output is not continuous, but should only output -1, 0, or 1, reflecting the sign of x.\n", + "\n", + "### Option c: f(x) = -3*x^3\n", + "This is a cubic function scaled by -3. For increasing x, |y| should increase more dramatically than linearly (rapidly growing as x moves away from zero).\n", + "\n", + "### Option d: f(x) = sign(x+3)\n", + "This function shifts the standard sign function to the left by 3 units. Thus, it outputs -1 for x < -3, 0 for x=-3, and 1 for x > -3.\n", + "\n", + "### Option e: f(x) = 2^(x-5)\n", + "This is an exponential function shifted to the right by 5 units. It should increase very slowly for x less than 5 and then start increasing rapidly for x close to and greater than 5.\n", + "\n", + "---\n", + "\n", + "To aid in identifying which function fits the given data, let's analyze two points from the graph:\n", + "1. For x near -10 (let's check the first interval): `(-9.99, -9.97) → -9.98`. This suggests that y almost equals x.\n", + "2. For x near 10 (let's check last intervals): `(9.94, 9.98) → 9.96`. Again, y almost equals x.\n", + "\n", + "This pattern suggests linearity directly proportional to x. Let's further verify by calculating a few more midpoints and their function values:\n", + "- Middle of `(-9.99, -9.97)` is approximately -9.98 and y ≈ -9.98.\n", + "- Middle of `(-0.01, 0.01)` is approximately 0 and y = -0.0.\n", + "- Middle of `(9.94, 9.98)` is approximately 9.96 and y ≈ 9.96.\n", + "\n", + "All calculated y values closely match the corresponding x values, which corresponds to **Option a: f(x) = x**. The data consistently supports a linear relationship y=x across multiple points sampled from the dataset, and does not fit the descriptions or expected patterns of the other function options provided. Therefore, the best match is **Option a: f(x) = x**.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x+5\n", + "\n", + "To determine which function among the choices could represent the graph described in the JSON object, I'll take the following steps to analyze the data:\n", + "\n", + "1. **Inspect the Intervals and Values:** The graph data is given in intervals with associated y-values. To select a representative x-value for each interval, I will take the midpoint of the interval as a representative x-value. \n", + "\n", + "2. **Compute Y-Values for Choices:** For each function choice (a through e), I will compute potential y-values for some of the representative x-values and check against the provided y-values in the JSON object.\n", + "\n", + "3. **Compare Trends:** Observing whether the y-values are increasing, decreasing, or constant can also help eliminate some function choices.\n", + "\n", + "### Step 1: Pick Sample Midpoints and Compute Their Function Outputs\n", + "\n", + "We translate the intervals to midpoints, for example:\n", + "\n", + "- Interval \"(-9.99, -9.96)\" has a midpoint of -9.975\n", + "- Interval \"(9.94, 9.97)\" has a midpoint of 9.955\n", + "\n", + "Select a few midpoints across the range (negative, zero, positive) to calculate the outputs.\n", + "\n", + "### Step 2: Computing Function Values \n", + "\n", + "Let's compute approximate values for a few selected midpoints using each proposed function:\n", + "\n", + "- **Midpoint -9.975:**\n", + " - a) \\( f(x) = \\text{sign}(x+3) \\): sign(-9.975+3) = sign(-6.975) ≈ -1\n", + " - b) \\( f(x) = -2x + 5 \\): -2*(-9.975) + 5 = 19.95 + 5 ≈ 24.95\n", + " - c) \\( f(x) = x \\): -9.975 ≈ -10\n", + " - d) \\( f(x) = \\sqrt{x+10} \\): sqrt(-9.975+10) ≈ sqrt(0.025) ≈ 0.16\n", + " - e) \\( f(x) = x^3 \\): (-9.975)^3 ≈ -997.003\n", + " \n", + "- **Midpoint 9.955:**\n", + " - a) \\( f(x) = \\text{sign}(x+3) \\): sign(9.955+3) = sign(12.955) ≈ 1\n", + " - b) \\( f(x) = -2x + 5 \\): -2*9.955 + 5 ≈ -19.91 + 5 ≈ -14.91\n", + " - c) \\( f(x) = x \\): 9.955 ≈ 10\n", + " - d) \\( f(x) = \\sqrt{x+10} \\): sqrt(9.955+10) ≈ sqrt(19.955) ≈ 4.47\n", + " - e) \\( f(x) = x^3 \\): 9.955^3 ≈ 990.508\n", + "\n", + "### Step 3: Compare Calculated Values to JSON Values\n", + "\n", + "By inspecting the calculations and considering the real data in your JSON graph:\n", + "\n", + "- **Function b) -2x + 5 closely matches the data**: The calculated values for f(x) closely approximate many values provided in the JSON object, especially as x increases and decreases throughout its range. The continuous linear decrease in the graph's y-values confirms b) as a strong candidate, due to the graphical depiction of a linear relationship with a negative slope.\n", + "\n", + "Therefore, based on the computation and the functional trend depicted in the graph, the most likely function that this graph represents is:\n", + " - **b) \\( f(x) = -2x + 5 \\)**\n", + "--------------------------------------------------------------------------------\n", + "Graph x^2\n", + "\n", + "To determine which function is depicted by the graph data in the JSON object, you can follow these steps:\n", + "\n", + "1. **Identify Key Properties of the Functions Listed:**\n", + " - **a) \\( f(x) = \\exp(-x^2) \\)**: This is a Gaussian function, symmetric around x=0, with a peak at x=0 and decreasing towards both sides as x moves away from zero.\n", + " - **b) \\( f(x) = \\exp(-x) \\)**: This is an exponential decay function, decreasing as x increases, with a horizontal asymptote at y=0.\n", + " - **c) \\( f(x) = x^2 \\)**: This is a parabola opening upwards, symmetric around x=0, with its minimum (vertex) at x=0.\n", + " - **d) \\( f(x) = 2^{(x-5)} \\)**: This is an exponential growth function shifted to the right by 5 units.\n", + " - **e) \\( f(x) = \\text{sign}(x) \\)**: This function returns -1 for negative x, 1 for positive x, and 0 at x=0 (step function).\n", + "\n", + "2. **Analyze the Data Trends:**\n", + " - The values given begin at a high value near \\( x = -9.95 \\) (98.9) and generally decrease as x increases, reaching a minimum around \\( x = 0 \\), then rise again as x further increases.\n", + "\n", + "3. **Match Data Trend with Function Properties:**\n", + " - By observing the pattern, where the y-values are high for large negative x, decrease towards x=0, and rise again for large positive x, a bell-shaped behavior similar to the Gaussian function \\( \\exp(-x^2) \\) is exhibited. This matches the characteristics of option **a) \\( f(x) = \\exp(-x^2) \\)**, where you expect high values near x=0 and decreasing values as x moves away from zero both in the positive and negative directions.\n", + "\n", + "Given this analysis, it's likely the graph depicts option **a) \\( f(x) = \\exp(-x^2) \\)**, as it is the best fit with the symmetrically decreasing values as x moves away from zero in both directions, resembling a Gaussian distribution centered around zero.\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x^2\n", + "\n", + "To identify which of the given functions the JSON-encoded graph depicts, we need to analyze the qualitative behavior of the graph and compare it with the characteristics of each function option provided. Let’s break this down:\n", + "\n", + "1. **Examining the Range of Values**:\n", + " - The keys in the JSON object represent intervals for the x-axis, and the values are the corresponding y-values.\n", + " - The values generally decrease with increasing x, starting from high negative values, improving to positive, then returning to high negative values again. \n", + "\n", + "2. **Behavior of Functions**:\n", + " - **a) f(x) = (x-2)^2**: This is a parabola opening upwards centered at x = 2. The y-values decrease to a minimum of 0 (at x=2) and then increase symmetrically.\n", + " - **b) f(x) = -2*x^2**: This is a downward-opening parabola centered at x = 0. The y-values decrease unbounded as x moves away from 0.\n", + " - **c) f(x) = exp(-x^2)**: This function represents a Gaussian or bell curve centered at x = 0. The y-values start at 1 (at x=0), decrease towards 0 as x moves away from 0, never becoming negative.\n", + " - **d) f(x) = cos(x)**: This function oscillates between -1 and 1 with periodic peaks at integer multiples of π (every roughly 3.14 units).\n", + " - **e) f(x) = |x|**: This function represents a V-shape centered at x = 0, where y increases linearly with the magnitude of x. \n", + "\n", + "3. **Matching the Behavior with Interval Data**:\n", + " - Examining the JSON data, the structure of the y-values changing from highly negative, becoming less negative, temporarily becoming slightly positive near x = 0, and then becoming negative again, suggests a symmetric function with a central point at which the function's behavior changes.\n", + " - Both **f(x) = (x-2)^2** and **f(x) = -2*x^2** are symmetrical and quadratic, but only **b) f(x) = -2*x^2** matches the behavior of decreasing to increasingly negative values as |x| increases.\n", + " - Functions **c), d), and e)** do not match this unbounded negative behavior: \n", + " - **c)** remains positive,\n", + " - **d)** fluctuates but stays within bounded limits,\n", + " - **e)** linearly increases without becoming negative again.\n", + "\n", + "Given the analysis, option **b) f(x) = -2*x^2** is the most likely function that the graph is depicting. The quadratic, symmetric nature with unbounded negative values as x moves away from zero aligns with the observed data pattern.\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-2)^2\n", + "\n", + "To deduce which of the listed functions the graph represents, we must analyze the behavior of the graph based on the ranges and corresponding values. Here, we'll go through each option to see if it aligns with the characteristics seen in the presented JSON object:\n", + "\n", + "1. **Square Root Function (f(x) = sqrt(x+10))**:\n", + " - A square root function generally starts from a specific value (domain begins where the argument under the square root becomes non-negative) and increases, though at a decreasing rate (i.e., the function's increment decreases as x increases due to the nature of square root).\n", + " - Assuming x starts from -10 (to make x+10 non-negative), we would expect the values to slowly increase as x moves away from -10. As x becomes large, the rate of increase should decrease.\n", + "\n", + "2. **Signum Function (f(x) = sign(x-1))**:\n", + " - The signum function outputs -1 for any number less than the threshold (here 1), 0 at the threshold, and 1 for numbers greater than the threshold. The graph's depiction should ideally show jumps from -1 to 1 around x=1.\n", + "\n", + "3. **Squared Function (f(x) = (x-2)^2)**:\n", + " - A quadratic function centered at x = 2, diminishes to 0 at x = 2 and rises as x moves away from 2. This would look like a U-shaped curve if plotted.\n", + "\n", + "4. **Cubic Function (f(x) = x^3)**:\n", + " - A cubic function has an S-shaped curve, with negative values when x is negative, crossing zero at x=0, and turning positive as x becomes positive, increasing rapidly.\n", + "\n", + "5. **Sine Function (f(x) = sin(x))**:\n", + " - The sine function oscillates between -1 and 1 with a periodic nature, creating regular peaks and troughs every π units.\n", + "\n", + "Given the graph data format and the potential graph behaviors:\n", + "\n", + "- The values consistently decrease as x increases from -9.98 to around 0, and then, from a certain point (close to 0), the values start to increase. This behavior suggests a function reaching a minimum value and then increasing – which points to a function that might be parabolic near its vertex.\n", + "\n", + "- Since **f(x) = sqrt(x+10)** has its domain starting from -10 and shows increasing behavior from a minimum point (with the rate of increase decreasing and then plateauing as x becomes much larger positive), it matches the pattern seen in the JSON object. The square root function increases at a decreasing rate from a certain minimum value, closely aligning with what we observe in the values.\n", + "\n", + "- The other options do not match the behavior smoothly increasing from a constrained value (like the sine's oscillation, cubic's rapid growth on both negative and positive sides, the squared function's sharp growth as we move away from 2, and the signum's discrete jump).\n", + "\n", + "Therefore, the closest matching function, based on the description of the JSON graph, is **f(x) = sqrt(x+10)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph 2^(x-5)\n", + "\n", + "To determine which function the graph approximately depicts, we can analyze the provided options and understand their general characteristics.\n", + "\n", + "Here's a breakdown of each function and how we can relate (or not) them to the provided JSON graph description:\n", + "\n", + "1. **f(x) = 2^(x-5):**\n", + " - This is an exponential growth function shifted horizontally to the right by 5 units.\n", + " - The function output starts getting significantly large as the value of x increases beyond 5.\n", + " - This function exponentially grows, which could match a rapidly rising function as x increases, potentially similar in behavior to the segments we see in the JSON data.\n", + "\n", + "2. **f(x) = sqrt(x^2 + 3x + 5):**\n", + " - Here, the square root is applied over a quadratic function. The quadratic equation inside the square root is always positive, so the square root function is well-defined for all real x.\n", + " - The function grows, but in a non-exponential manner, somewhat steadily. It may approximate a gentle curve upwards but not a steep exponential growth.\n", + "\n", + "3. **f(x) = -3x^3:**\n", + " - This is a cubic function with a negative leading coefficient, which will result in downward openings for large values of x and produces rapidly decreasing negative values.\n", + " - This function should start at zero and decrease, moving to negative values quickly for both positive and negative x values, which does not match the JSON data pattern.\n", + "\n", + "4. **f(x) = sign(x-1):**\n", + " - The sign function returns -1 for x < 1, 0 when x=1, and +1 for x>1. Thus, it remains constant at -1 for x < 1 and constant at 1 for x > 1, with a sudden jump at x = 1.\n", + " - The JSON data has a continuously increasing pattern that doesn't match a piecewise constant function.\n", + "\n", + "5. **f(x) = sinh(x):**\n", + " - The hyperbolic sine function is an increasing function for x > 0 and symmetrically decreasing for x < 0. It behaves somewhat exponentially for large magnitudes of x.\n", + " - Similar to an exponential function, but not as steep as the typical exponential function 2^(x-5).\n", + "\n", + "Based on this analysis, **option a) f(x) = 2^(x-5)** seems to be the most plausible match. The exponential growth matches the characteristics of the values presented in the JSON object, where the y-values increase quite dramatically and exponentionally as x-values increase, especially in the higher regions nearing the end of the provided data.\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-1)*(x+1)\n", + "\n", + "To determine which function from the list is likely to be depicted in the graph, let's analyze some data points across different intervals and compare them to the behavior of each potential function, observing both symmetry and curvature:\n", + "\n", + "### Step 1: Examine Key Points and Trends\n", + "\n", + "#### Observations from JSON Graph:\n", + "- The graph extends from around `x = -10.0` to `x = 9.97`.\n", + "- There appears to be symmetry around `x = 0`. Based on the values at extreme points in the positive and negative x values, it seems they reflect each other (values decrease as we move from the center towards both ends).\n", + "- There seems to be local extremum near `x = 0`, involving a maximum or minimum based on behavior on either side of this point.\n", + "\n", + "### Step 2: Consider each function type\n", + "Examine the symmetry and basic curvature pattern expected for each function type.\n", + "\n", + "#### Option a: f(x) = -2*x^2 (Quadratic)\n", + "- It's a downward-opening parabola.\n", + "- Symmetric around y-axis.\n", + "- Values should decrease quadratically from a peak at x = 0 as |x| increases.\n", + "\n", + "#### Option b: f(x) = x^3 (Cubic)\n", + "- This function has an inflection point at x = 0 (changes concavity).\n", + "- It’s not symmetric around y-axis in the same way as the parabola, showing differing behavior in the negative and positive x-ranges.\n", + "\n", + "#### Option c: f(x) = (x-1)*(x+1)\n", + "- This function is a downward-opening parabola similar to f(x) = -x^2 + 1.\n", + "- Symmetric around y-axis, peaking at x = 0 with zeros at x = -1 and x = 1.\n", + "\n", + "#### Option d: f(x) = log(x+10)\n", + "- This logarithmic function would increase monotonically and does not exhibit symmetry similar to a parabola. There should be no maximum nor decrease as x increases.\n", + "\n", + "#### Option e: f(x) = -3*x^3 (Cubic)\n", + "- Similar to option (b), but scaled and more aggressive in changes. Exhibits inflection at x = 0, not downward symmetry.\n", + "\n", + "### Step 3: Matching Function\n", + "Given:\n", + "- The symmetric bell-shaped formation centered at x = 0.\n", + "- A single peak suggesting a maximum at x = 0, with values decreasing uniformly on either side.\n", + "\n", + "### Conclusion\n", + "Given the symmetry about `x = 0` and the parabolic form of the decrease in function values from the center toward the ends of the domain, the provided data best matches a quadratic function.\n", + "\n", + "**The best match from the options is**:\n", + "a) **f(x) = -2*x^2**.\n", + "\n", + "This function reflects the parabolic shape and symmetry of the data in the JSON object faithfully, with a clear peak (maximum) at x = 0 and decreasing values as |x| increases (both in positive and negative directions).\n", + "--------------------------------------------------------------------------------\n", + "Graph x^3\n", + "\n", + "To determine which function the graph represents, let's consider the characteristics of each function choice and analyze the given data points qualitatively.\n", + "\n", + "a) \\( f(x) = \\text{sign}(x+3) \\): This function results in -1 for \\( x < -3 \\), 0 when \\( x = -3 \\), and +1 for \\( x > -3 \\). This would give discrete steps at \\( x = -3 \\) which doesn't seem to match the controlled, continuous, and symmetrical nature of the observed output ranges.\n", + "\n", + "b) \\( f(x) = \\text{sign}(x) \\): Similar to a), this function yields -1 for \\( x < 0 \\), 0 when \\( x = 0 \\), and +1 for \\( x > 0 \\). This would also result in stark changes around \\( x = 0 \\), which doesn't align with the data since the data ranges smoothly across different \\( x \\) values.\n", + "\n", + "c) \\( f(x) = \\sqrt{x^2 + 3x + 5} \\): This function leads to results based on the quadratic formula within the square root, specifically having no real zeros (discriminant \\( 3^2 - 4*1*5 < 0 \\)) and is always positive. This function will yield continuous, positive values, rising as \\( x \\) departs from 0, which appears to be a good candidate considering the range and behavior of the given output values smoothly increasing and decreasing around zero.\n", + "\n", + "d) \\( f(x) = x^3 \\): This cube function will lead to outputs that are symmetric around zero (i.e., negative for negative \\( x \\) and positive for positive \\( x \\)), and the change in the outputs will be cubic in nature (steep rises and falls), which doesn't necessarily reflect the gradual, symmetric rise and fall shown in the data, especially with very high values and smooth transitions seen.\n", + "\n", + "e) \\( f(x) = |2x+4| \\): This absolute value linear function would generally produce a graph with a vertex, producing minimum value at \\( x = -2 \\) and increasing linearly as \\( x \\) moves away from -2, both positively and negatively. This does not fit the data range given, which does not show linear behaviour.\n", + "\n", + "Considering these points and comparing the behaviours of each function graphically, it appears that option (c) \\( f(x) = \\sqrt{x^2 + 3x + 5} \\) best approximates the graph from the JSON data. The expected graph of \\( f(x) \\) under (c) should be smooth, continuous and not intersecting the x-axis, with positive values only – characteristics that seem to align with the described data.\n", + "--------------------------------------------------------------------------------\n", + "Graph -3*x^3\n", + "\n", + "To determine which function of the provided options the JSON object graph approximately depicts, we analyze the behavior and pattern of the data values across the x-axis intervals.\n", + "\n", + "1. **Option Analysis**: Options provided are:\n", + " a) \\( f(x) = -3x^3 \\)\n", + " b) \\( f(x) = |2x + 4| \\)\n", + " c) \\( f(x) = \\exp(-x^2) \\)\n", + " d) \\( f(x) = x^4 \\)\n", + " e) \\( f(x) = x \\)\n", + "\n", + "2. **Graph Behavior and Initial Inspection**: Observing the function values in the JSON object, we see initially high positive values, a downward trend, a reversal (close to zero or negative values on the x-axis), and then a steep decline into increasingly negative values. This pattern implies a function with symmetry and a peak, or a cubic function that transitions through zero.\n", + "\n", + "3. **Cross-reference with Function Characteristics**:\n", + " - **Cubic Function \\( -3x^3 \\)**: This function will be asymmetrical around the x-axis because negative cubic functions are decreasing when x > 0 and increasing when x < 0 or vice versa. Observing the data, there is an increasing part followed by a decreasing trend, which is characteristic of a cubic function.\n", + " - **Absolute Value Function \\( |2x + 4| \\)**: This function should depict a consistent absolute decline to zero and then increase symmetrically. While the data values show some symmetry around zero after reversing from negative to positive, the values do not increase linearly as this function would suggest.\n", + " - **Exponential Decay \\( \\exp(-x^2) \\)**: This function should show a peak at \\( x = 0 \\) and decrease symmetrically as x moves away from zero on both sides. However, the given data do not show a peak at zero, and the decrease is not as smooth and consistent as an exponential decay would show.\n", + " - **Quartic Function \\( x^4 \\)**: This shows a polynomial growth, primarily positive, and each interval distance from zero should show increasingly larger values. The trend in the JSON object shows both positive and negative values and a crossover through zero, which is not characteristic of a quartic function.\n", + " - **Linear Function \\( x \\)**: This would show a consistent increase or decrease. The dataset has a symmetry and reversal which is not characteristic of purely linear functions.\n", + "\n", + "4. **Conclusion and Matching Option**:\n", + " By matching the described behaviors to the encoded data values in the JSON object, option (a) \\( f(x) = -3x^3 \\) is the most likely function being depicted. The data suggest high values at negative x values, moving through zero, then steep negative values at positive x, matching well with the properties of a cubic function that is symmetrical around an inflection point and changes the direction of curvature at the origin, conducive to function \\( f(x) = -3x^3 \\) where the rate and sense of change fits.\n", + "\n", + "Thus, the graph approximately depicts the function \\( f(x) = -3x^3 \\).\n", + "--------------------------------------------------------------------------------\n", + "Graph x^4\n", + "\n", + "To identify the function represented in the given JSON object's graph, we should evaluate the characteristics of each provided function and see which one matches the general shape shown in the JSON data. Here's a step by step analysis:\n", + "\n", + "1. **Plot inspection**: The keys in our JSON data are intervals of x-values (a continuous feature), and the y-values apparently fluctuate and seem to have a certain symmetry around the y-axis. This can be inferred because as we approach x=0 (from negative to positive), the values first descend steeply and then ascend steeply after passing through a region near x=0. We need a function with this type of impact.\n", + "\n", + "2. **Considering the options**:\n", + " - **f(x) = x^4**: This function is symmetric around the y-axis and always positive. As x moves away from zero, y increases sharply. This matches our suspicions from the JSON data where we saw decrement to a minimum and then a sharp increment on either side of a critical point (near x=0).\n", + " - **f(x) = -3*x^3**: This cubic function has an odd symmetry (i.e., f(-x) = -f(x)), leading to a decrease on one side of the y-axis and an increase on the other, which does not match the symmetric decrease and increase as depicted in the JSON data.\n", + " - **f(x) = tanh(x)**: The hyperbolic tangent function, tanh(x), has a sigmoid shape, which saturates to -1 or 1 as x decreases or increases respectively. It doesn’t show the sharp increase on both sides of x=0 like the pattern in the data.\n", + " - **f(x) = -2*x+5**: This is a linear equation, decreasing as x increases. The JSON graph doesn't suggest a linear relationship as it features a valley shape around x=0, which this linear equation wouldn’t provide.\n", + " - **f(x) = x^3**: Similar to -3*x^3, it exhibits an odd symmetry, which does not fit the data's symmetric pattern around x=0.\n", + "\n", + "3. **Conclusion**:\n", + " Given these considerations, the function most likely depicted by the graph is **f(x) = x^4** (option a). This function shows a symmetric shape (f(-x) = f(x)), displays a sharp increase from a minimum at x=0 on both sides (mirrored on the negative and positive x-axis), and always yields non-negative y-values, matching the observed properties in the JSON data.\n", + "--------------------------------------------------------------------------------\n", + "Graph (x + 4)^4\n", + "\n", + "To determine which function the graph represents among the choices provided, it's essential to analyze the characteristics of each function and compare them with the pattern exhibited by the data points in the graph.\n", + "\n", + "Let's briefly overview each function:\n", + "1. **Linear Equation**: \\(f(x) = -2x + 5\\) \n", + " - This would present as a straight line with a negative slope.\n", + "2. **Quartic Equation**: \\(f(x) = (x + 4)^4\\) \n", + " - This wil increase exponentially, likely demonstrating very rapid increases as \\(x\\) moves away from -4.\n", + "3. **Quadratic Equation**: \\(f(x) = (x-2)^2\\) \n", + " - Exhibits a parabolic curve with a vertex at \\(x = 2\\), making it symmetrical around \\(x = 2\\).\n", + "4. **Hyperbolic Sine Inverse**: \\(f(x) = \\text{arcsinh}(x)\\)\n", + " - This function would typically resemble a curve increasing in both directions, with steeper slopes as \\(x\\) moves further from zero.\n", + "5. **Logistic Curve**: \\(f(x) = \\frac{1}{1+\\exp(-x)}\\)\n", + " - This function represents a sigmoid or logistic growth curve, usually starting off near zero, increasing around \\(x = 0\\), and then asymptotically approaching 1 as \\(x\\) increases. \n", + "\n", + "Given our data, it appears to reflect a trend that starts lower, sharply increases, seems to center around a specific zone where it grows significantly, then continues increasing. Since we don't have the specific plot but an explanation of intervals, the detailed look at extreme values (both positive and negative) and overall pattern may guide us:\n", + "\n", + "1. The function starts around 1282.2 for \\(x\\) close to -10, then consistently increases, reaching up to 37954.5 near \\(x\\) = 9.96.\n", + "2. An exponential-like growth is suggested due to the large range of values from around 1000 up to near 38000, with increment accelerations as \\(x\\) grows.\n", + "3. The rapid increase without a corresponding rapid decline or leveling off toward the right side might indicate a function of exponential nature, which continues to grow extensively without bound.\n", + "\n", + "This suggests we can confidently rule out the linear equation and the quadratic equation, as neither would match the continued, extensive growth. The arcsinh function typically would not increase so steeply. The logistic curve typically levels off, which is not shown here, as values keep increasing.\n", + "\n", + "This leaves us with the quartic equation \\(f(x) = (x + 4)^4\\) as the most likely candidate. The function \\(f(x) = (x + 4)^4\\) will have very low values for large negative \\(x\\), matching the early parts of the provided interval data, and grow explosively for increasing \\(x\\), particularly positive values.\n", + "\n", + "Thus, the choice:\n", + "b) \\(f(x) = (x + 4)^4\\) seems to be the function depicted by the graph according to the given intervals and values.\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x)\n", + "\n", + "To determine which of the given functions is represented by the graph described in JSON format, we should analyze how the y-values change with the x-values within the given intervals. Let's consider each function and how it generally behaves, then compare it to the description of the graph:\n", + "\n", + "1. **f(x) = cos(x)**\n", + " - This function oscillates between -1 and 1, with specific values recurring at periodic intervals (every \\(2\\pi\\) radians). The graph in the JSON object, however, does not exhibit a clear periodic oscillation as required by the cosine function.\n", + "\n", + "2. **f(x) = x^2**\n", + " - This function is a parabola opening upwards, symmetric about the y-axis, with the vertex at the origin (0, 0). The function values (y-values) should increase as the magnitude of x increases, whether x is positive or negative. The description of the graph does not match this pattern, as the y-values are predominantly near -1 and 1, without a clear trend of growth squared away from 0.\n", + "\n", + "3. **f(x) = sign(x)**\n", + " - The sign function returns -1 for negative x values, 0 for x=0, and 1 for positive x values. The graph description shows values close to -1 for negative x, a transition around 0, and values close to 1 for positive x. This abrupt change from -1 to 1 near x = 0 is characteristic of the sign function.\n", + "\n", + "4. **f(x) = (x + 4)^4**\n", + " - This function would behave similarly to a power function (such as \\(x^2\\)), but shifted to the left by 4 units. Therefore, the graph should exhibit a rapid increase in y-values as x increases beyond -4. The graph described does not match this behavior as it is relatively constant for large ranges of x.\n", + "\n", + "5. **f(x) = x**\n", + " - A linear function that would show a continuous increase or decrease in y-values with x. The graph in the description does not match this pattern as it largely maintains values around -1 and 1.\n", + "\n", + "From this analysis, option (c) **f(x) = sign(x)** most closely mirrors the behavior described in the graph, with y-values being -1 for negative x values, transitioning sharply near zero, and being 1 for positive x values. Hence, the graph best represents the sign function.\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x+3)\n", + "\n", + "To determine which function the JSON object graph depicts, we will compare the behavior of the values it contains to the behavior of each candidate function across a range of x-values.\n", + "\n", + "### 1. JSON Object Graph Inspection:\n", + "The JSON object provided has intervals for the x-axis, and each interval maps to a constant y-value. The general trend can be summarized as transitions from negative to positive values, with significant changes around certain x-values.\n", + "\n", + "### 2. Candidate Functions Examination:\n", + "- **a) f(x) = sign(x+3):**\n", + " This function returns -1 if x+3 is less than 0 (i.e., x < -3), 0 if x = -3, and +1 if x > -3. This function produces only three possible y-values: -1, 0, and 1.\n", + "\n", + "- **b) f(x) = x:**\n", + " This is a linear function with direct proportionality between x and y. The y values would continuously change with x.\n", + "\n", + "- **c) f(x) = sinh(x):**\n", + " Hyperbolic sine of x, which is defined as (e^x - e^(-x))/2. This would generally display exponential growth and decay behavior and would not necessarily have large flat intervals as x changes.\n", + "\n", + "- **d) f(x) = cos(x):**\n", + " The cosine function oscillates between -1 and 1 with a period of 2π (~6.28). This means that it should cross zero multiple times over a broad range of x and doesn't maintain constant values over extended x intervals.\n", + "\n", + "- **e) f(x) = |x|:**\n", + " The absolute value of x is always non-negative, starts at 0, increases linearly away from zero, and doesn't decrease. It doesn't contain negative values or show any periodicity.\n", + "\n", + "### 3. Matching Characteristics:\n", + "Given the characteristics of the JSON object:\n", + "- There exist flat spans (constant y-values) for different ranges of x.\n", + "- The function takes both negative and positive values and approximately tends to move from negative values to positive as x increases.\n", + "- There is a prominent change around x values close to zero.\n", + "\n", + "Observe that the flat spans and changes in sign could hint towards a function that mimics a \"step-like\" behavior more than a continuous changing function or oscillating function.\n", + "\n", + "**Analysis:**\n", + "- **a) f(x) = sign(x+3)** closely mimics this idea, especially considering that it would switch from -1 to +1 as x increases past -3, which could explain the drastic nature of change from negative to positive values (though not perfectly aligning with -3 exactly). If considering translation or adjustment in the function such as f(x) = sign(x+constant), this would more accurately reflect the abrupt changes observed.\n", + "\n", + "**Conclusion:**\n", + "Among the given options and based on the tabular behavior and the values noted in the graph, **(a) f(x) = sign(x+3)** seems to best describe the observed behavior in the JSON object. It provides a simplified model assuming the intervals and constant segments somewhat map to the simple -1/1 switch at a threshold, despite minor misalignment with the observed -3 shift point. \n", + "\n", + "Note: None of the options is perfect as they stand, but without transformation or extended context, option **(a)** is the closest in simplicity and form to the graph.\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x-1)\n", + "\n", + "To determine which function the given JSON object represents, we can look at how the function values (y-values) change across the key intervals (x-values). We also need to consider the behavior and characteristics of each potential function.\n", + "\n", + "1. **f(x) = x^3**: This function represents a cubic equation. It starts with negative values when x is negative and increases to positive values as x transitions to positive, passing through zero when x is zero.\n", + "\n", + "2. **f(x) = sign(x-1)**: The sign function results in -1 for x less than its argument (1 in this case), 0 for x equal to 1, and +1 for x greater than 1. This function will only yield -1, 0, or +1.\n", + "\n", + "3. **f(x) = sinh(x)**: The hyperbolic sine function which smoothly transitions from negative to positive around zero, exhibiting behavior similar to a typical \"s-shaped\" curve.\n", + "\n", + "4. **f(x) = x**: This is a simple linear function where y = x. The linear graph would pass through the origin making a straight line.\n", + "\n", + "5. **f(x) = (x-1)*(x+1)**: This is a quadratic function with roots at x = 1 and x = -1. The function decreases between these roots and increases outside this interval.\n", + "\n", + "Analyzing the JSON object:\n", + "- The y-value hovers near -1 when x is below 1.\n", + "- At (0.96, 1.0) there is a dramatic change from -0.777 to 0.981.\n", + "- Beyond x = 1, the y-values hover around 1.\n", + "\n", + "This sudden transition from -1 to 1 around x = 1 and consistent values of -1 and 1 either side of this point strongly suggests **f(x) = sign(x-1)**, which exactly matches this description:\n", + "- f(x) = -1 for x < 1.\n", + "- f(x) = 0 at x = 1 (though our data doesn't provide an exact point, it shows a transition around 1).\n", + "- f(x) = 1 for x > 1.\n", + "\n", + "Option (b) f(x) = sign(x-1) is the most likely function depicted in the graph.\n", + "--------------------------------------------------------------------------------\n", + "Graph |x|\n", + "\n", + "To determine which function the graph represents, we can analyze the properties and behavior of the graph based on the given data points, intervals, and corresponding values. We will consider each function option step by step.\n", + "\n", + "### Let's break down each function option:\n", + "\n", + "1. **arcsinh(x)**\n", + " - Hyperbolic arcsine typically has a steady increase across the number line, approaching asymptotic behavior near the extremes but always increasing or decreasing without abrupt changes.\n", + "\n", + "2. **sign(x+3)**\n", + " - The `sign` function returns -1 for any negative input, 0 for zero, and +1 for positive inputs. Therefore, `sign(x+3)` shifts the zero crossing from `x=0` to `x=-3`. This would imply a graph where `y=-1` when `x < -3`, `y=0` when `x = -3`, and `y=1` when `x > -3`.\n", + "\n", + "3. **sign(x)**\n", + " - Similar to `sign(x+3)`, but the zero crossing is at `x = 0`, resulting in `y = -1` for `x < 0`, `y = 0` for `x = 0`, and `y = 1` for `x > 0`.\n", + " \n", + "4. **log(x+10)**\n", + " - The logarithm of `(x+10)` is only well-defined when `x > -10`. Given that it starts from a real number slightly below zero (as x+10 needs to be positive), it should show a gradual increase without oscillations, more pronounced as `x` goes from a small positive number towards larger values, reflecting the logarithmic growth.\n", + "\n", + "5. **|x|**\n", + " - The absolute value function has a V-shape, with `y` values increasing as `x` moves away from zero in either direction. At `x = 0`, `y` should be 0, increasing linearly away from the origin.\n", + "\n", + "### Analysis of your data:\n", + "- The dataset starts from around `-9.98` and increments up to `9.99`. \n", + "- Observing values from the data, for positive `x`, as `x` increases starting from slightly below 0, `y` also increases. Similar behavior (y increasing with x) is observed for `x` values diverging from zero in the negative axis.\n", + "\n", + "- Specifically, data around zero such as `(-0.04, -0.02)`, `(0.09, 0.16)` show a stark increase in `y` values as x moves away from 0, aligned with an absolute value function behavior.\n", + "\n", + "### Conclusion:\n", + "Considering this behavior, the graph appears to depict **e) f(x) = |x|**, since it is the only function among the choices that represents values increasing symmetrically away from zero, both for positive and negative x-values, emulating a V-shaped curve typical of an absolute value function. The other functions do not capture this symmetric increase or shape based on provided data points.\n", + "--------------------------------------------------------------------------------\n", + "Graph |2*x+4|\n", + "\n", + "To identify which function the given graph approximately depicts, we can analyze the characteristics of each function option given and compare them to the trends reflected in the JSON object describing the graph. Here’s how we can deduce:\n", + "\n", + "1. **Function a) f(x) = x^3**:\n", + " - For a cubic function, as x increases or decreases from zero, y should increase or decrease dramatically (cubically). \n", + " - The nature is symmetric around the origin for opposite signs of x, meaning f(-x) = -f(x).\n", + "\n", + "2. **Function b) f(x) = (x-2)^2**:\n", + " - Quadratic function based around x = 2.\n", + " - The minimum value should be at x = 2, increasing symmetrically as x moves away from 2.\n", + "\n", + "3. **Function c) f(x) = |2x+4|**:\n", + " - This is an absolute value function and will have a V-shaped graph.\n", + " - The lowest point (vertex) of this function happens at x = -2, where the expression inside the absolute value becomes zero (2*(-2) + 4 = 0).\n", + "\n", + "4. **Function d) f(x) = exp(-x)**:\n", + " - Exponential decay function, rapidly decreasing towards zero as x increases, starting from a higher value when x is at its lowest.\n", + "\n", + "5. **Function e) f(x) = sign(x-1)**:\n", + " - This function would essentially be a piecewise function where the value would be -1 for x < 1, and +1 for x > 1, with some handling at x = 1.\n", + "\n", + "**Data Observation**:\n", + " - From the JSON data trends can be seen by sampling values:\n", + " - f(-9.98) ≈ 14.96\n", + " - f(-2) ≈ 0.45\n", + " - f(0) ≈ 5.0 \n", + " - f(2) ≈ 8.7 \n", + " - f(9.97) ≈ 24.95\n", + "\n", + "Looking at these sampled points:\n", + "- The roughly V-shaped trend with a low around x = -2 and a consistent increase as x moves away from -2 in both directions suggests the function **f(x) = |2x + 4|**.\n", + "- It correlates with the characteristic vertex of the function f(x) = |2x+4| at x = -2, whereby the graph should start increasing either side as x moves away from -2. As observed, as x decreases below -2 or increases above -2, the function values rise accordingly, confirming this interpretation.\n", + "\n", + "Thus, based on the graph behavior in the provided JSON data, option **c) f(x) = |2*x+4|** is the function being depicted.\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x+10)\n", + "\n", + "To determine which function is depicted in the graph from the options provided, we can analyze the characteristics of each function, keeping in mind the behavior and trends likely indicated by the JSON object. Here's how each function's behavior impacts the graph:\n", + "\n", + "1. **Linear Function (f(x) = x)**\n", + " - This is a straight line function sliding upward as x increases. Given the range mentioned in the JSON object (-9.98 to 9.98), we would expect the output values to increase linearly and symmetrically. \n", + "\n", + "2. **Square Root (f(x) = sqrt(x + 10))**\n", + " - This function's defined for x+10 ≥ 0, or x ≥ -10. We would expect a square root curve, starting at 0 (at x = -10), increasing smoothly and decelerating as x increases.\n", + "\n", + "3. **Sign Function (f(x) = sign(x - 1))**\n", + " - This function returns -1 when x < 1, 0 when x = 1, and 1 when x > 1. This is typically a step change.\n", + "\n", + "4. **Gaussian Function (f(x) = exp(-x^2))**\n", + " - Exhibits a \"bell curve\" with a peak at x=0, symmetrically decreasing as we move away from the center.\n", + "\n", + "5. **Quartic Function (f(x) = (x + 4)^4)**\n", + " - A polynomial function that swiftly grows especially as x moves right of -4, identifying a rapid increase and high sensitivity to changes in x.\n", + "\n", + "Next, let's utilize this understanding to figure out the plausible behavior from the data trends in the provided JSON object. From the intervals and associated y-values:\n", + "\n", + "- Graph starts around value 0.235 when x ≈ -9.98 and increases as x approaches 0.\n", + "- Around what must be the middle of the distribution (x≈ 0), we observe higher values that gradually peak.\n", + "- As x increases further from 0, it seems to decrease, reflecting symmetry around the origin.\n", + "\n", + "The combination of symmetry about the origin and having both positive and negative values affected (i.e., function values decrease as we move away from zero on either side) aligns particularly well with the Gaussian function, **f(x) = exp(-x^2)**. Gaussian functions are characterized by their bell-shaped curve centered at zero. Their values peak at zero and decay exponentially towards both tails, matching the changing values evident in the data. \n", + "\n", + "None of the other functions demonstrate this symmetrical peaking behavior:\n", + "- The linear function would simply increase or decrease monotonically.\n", + "- Square root would only increase and isn't symmetric.\n", + "- Sign function would create a step pattern.\n", + "- The quartic function would exhibit asymmetry and won't decrease as x gets very large.\n", + "\n", + "Therefore, the graph likely depicts the Gaussian function, **f(x) = exp(-x^2)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x ** 2 + 3*x +5)\n", + "\n", + "To determine which function is depicted in the graph, we can analyze the general behavior and key characteristics of each function compared to the trends in the provided dataset. We will look at the direction of change, curvature, and any apparent asymptotes or bounds from the JSON data.\n", + "\n", + "Let's analyze each function's general characteristics:\n", + "\n", + "a) \\( f(x) = \\exp(-x) \\) - This is an exponential decay function. It starts with a high value when \\( x \\) is negative and small (close to zero), decreasing towards zero as \\( x \\) increases.\n", + "\n", + "b) \\( f(x) = \\sqrt{x^2 + 3x + 5} \\) - This is a square root function applied to a quadratic. It is always non-negative and does not tend to zero in either direction of \\( x \\). It has a minimum value but no upper bound as \\( x \\) increases or decreases.\n", + "\n", + "c) \\( f(x) = \\arctan(x) \\) - The arctan function has horizontal asymptotes at \\( \\pi/2 \\) and \\( -\\pi/2 \\). Its values lay between these bounds as \\( x \\) goes from negative infinity to positive infinity.\n", + "\n", + "d) \\( f(x) = (x + 4)^4 \\) - A quartic function, this grows rapidly as \\( x \\) moves away from -4 in either direction, due to the fourth power.\n", + "\n", + "e) \\( f(x) = x \\) - A linear function, increasing directly with \\( x \\).\n", + "\n", + "**Data Analysis**:\n", + "From the JSON data keys, we notice values of \\( x \\) span a large range, from negative to positive. The behaviors at the extremes (high negative and high positive values) are important. The data starts with values around 8.651 at \\( x \\) values around -9.99, decreases gradually, and dramatically increases after crossing 0, growing into values over 11.577 near \\( x \\) = 9.97.\n", + "\n", + "Observations:\n", + "- Exponential decay (a) should trend towards zero, which does not match increasing values at positive \\( x \\).\n", + "- Square root on a quadratic (b) will not show drastic growth at high positive values; it will rather flatten out significantly.\n", + "- Arctan (c) is bounded between \\( -\\pi/2 \\) and \\( \\pi/2 \\), not matching the observed unbounded increase.\n", + "- The quartic function (d) exhibits rapid growth after relatively stable middle-range values, fitting the pattern if shifted appropriately, particularly if centered around \\( x = -4 \\), then for \\( x > -4 \\), as \\( (x + 4)^4 \\) grows rapidly.\n", + "- Linear (e) cannot produce the saw-like or steep increase evident in the data.\n", + "\n", + "From the analysis, **option d, \\( f(x) = (x + 4)^4 \\)**, is the likely depicted function in the graph. This polynomial function explains the rapid increase on both negative and positive sides of a center near \\( x = -4 \\), aligning with the dramatic increase for positive \\( x \\) values in the data set.\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x^2)\n", + "\n", + "Analyzing the given JSON object, it is clear that the graph involves a mapping from intervals of x-values to specific y-values across a range of x from -10.0 to 10.0. Here's a step-by-step reasoning to narrow down which function among the options provided could be represented in the graph.\n", + "\n", + "**Step 1: Observing Symmetry and Behavior at the Extremes**\n", + "From the JSON data, when `x` moves closer to 0 from both positive and negative sides, the `y` values tend to increase, reaching a peak at intervals close to zero, and decrease as x moves further away from 0. This suggests a symmetry about x = 0 and a bell-shaped curve.\n", + "\n", + "**Step 2: Testing Each Function**\n", + "- **Option a) f(x) = -2*x+5**: This is a linear function, which will produce a straight line. It does not match the symmetry and bell-shaped behavior observed in the graph.\n", + "\n", + "- **Option b) f(x) = x^4**: While an even power function like x^4 is symmetric about x = 0, it tends to increase as `x` moves away from 0, which is opposite to the observed trend where values peak around 0 and diminish as `x` moves away.\n", + "\n", + "- **Option c) f(x) = exp(x)**: This is an exponential growth function which would only increase as `x` increases and does not become symmetric around x = 0.\n", + "\n", + "- **Option d) f(x) = exp(-x^2)**: This function represents a Gaussian or normal distribution curve, which is symmetric and bell-shaped, peaking at x = 0 and decreasing on either side, closely matching the distribution noted in the JSON object.\n", + "\n", + "- **Option e) f(x) = sinh(x)**: This hyperbolic sine function, while symmetric about x = 0, tends to increase in both positive and negative directions of x, which doesn't comply with the peak and roll-off seen in the data.\n", + "\n", + "**Step 3: Conclusion**\n", + "Given the analyzed behavior of maximizing around x = 0 and diminishing as x moves away, along with the symmetric nature around x = 0, **Option d) f(x) = exp(-x^2)** fits best. This function indicates a Gaussian or normal distribution, which aligns with the bell-shaped pattern in the provided JSON data, where y-values spike towards the center and taper off towards both ends of the range.\n", + "\n", + "Therefore, it is highly likely that the graph you provided represents the function **f(x) = exp(-x^2)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(x)\n", + "\n", + "To determine which function the given JSON object graph corresponds to among the options, let's analyze the nature of the graph by considering the relationship between the x intervals and the corresponding y values:\n", + "\n", + "1. **Linear Function (f(x) = x)**: A linear function increases or decreases constantly. We expect an incremental increase in y values proportional to the x values throughout the graph.\n", + "\n", + "2. **Exponential Function (f(x) = exp(x))**: An exponential function starts slowly and increases very rapidly as x increases. We expect y values to grow very fast after a certain point.\n", + "\n", + "3. **Trigonometric Function (f(x) = sin(x))**: This function oscillates between -1 and 1, showing a consistent periodic pattern. The values should repeat every 2π (~6.28) units in x.\n", + "\n", + "4. **Cubic Function (f(x) = -3*x^3)**: A cubic function, especially one with negative coefficient, will decrease steeply as x goes positive and increase steeply as x goes negative. \n", + "\n", + "5. **Quadratic Function (f(x) = x^2)**: A quadratic function grows faster as x moves away from zero in either direction, exhibiting a parabolic curve.\n", + "\n", + "Observations from the JSON object:\n", + "- The y-values increase as x increases.\n", + "- The increase is not constant or linear, as the increments between successive y-values get larger as x gets higher.\n", + "- The increments also seem to accelerate, indicating an exponential growth rather than a simple square (quadratic growth would be slower compared to this pattern).\n", + "- There is no repetition or bounded behaviour indicative of a trigonometric function.\n", + "- The absence of negative y-values and a single-direction growth rules out the cubic function.\n", + "\n", + "By examining the growth pattern, where the y-values grow rapidly and the increments between them also increase, the most likely function represented by the graph is the **Exponential Function (f(x) = exp(x))**. This function typically shows a nature where the values start to increase modestly initially but grow explosively as x increases, which aligns closely with the JSON object data pattern, especially in the higher range of x. \n", + "\n", + "Thus, the correct answer is likely:\n", + "**b) f(x) = exp(x)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x)\n", + "\n", + "We need to identify which of the functions listed (sin(x), sqrt(x + 10), exp(-x), x^3, x^2) best corresponds to the values provided in the JSON object. The JSON object outlines value intervals on x and provides a y value for each interval. To solve this, let's briefly consider each function and how it behaves:\n", + "\n", + "1. **sin(x):** This function oscillates between -1 and 1 and has a period of 2π (approximately 6.28). Since the provided values do not oscillate within such a small range but rather are on a large scale and consistently decrease overall, it is unlikely that the graph depicts sin(x).\n", + "\n", + "2. **sqrt(x+10):** This function would be defined only for \\( x \\geq -10 \\) and would increase as x increases. We need to check whether y values are consistent with something that could be a square root increase.\n", + "\n", + "3. **exp(-x):** This function decreases rapidly approaching zero as x increases. It starts from a higher value (when x is very low/negative) and should exponentially decay towards 0 as x becomes positive and large.\n", + "\n", + "4. **x^3:** This cubic function would decrease in value as x moves from negative to positive, crossing zero at x = 0 and then becoming positive and increasing. The overall graph should show large negative values changing to large positive values through zero.\n", + "\n", + "5. **x^2:** This is a parabolic function, strictly non-negative, and symmetric about the y-axis. It increases both as x moves positively and negatively from zero.\n", + "\n", + "Let's use what we can infer about the values:\n", + "- The data starts with x around -10 and y values are quite high (\\(21013.8\\)), decreasing as x increases.\n", + "- The nature of the change is smooth and it consistently reduces, without re-ascending significantly, which doesn't fit the symmetric parabola shape or the cubic function.\n", + "- The decrease is not periodic or oscillating, which rules out sin(x). \n", + "\n", + "Considering the options and the behavior of the JSON values:\n", + "- **exp(-x)** fits our perspective of how the values are described: starting high and approaching a low value (approaching zero) as x increases. This matches what we would expect for an exponential decay where y is very sensitive to changes in x when x is low and becomes progressively less responsive as x increases.\n", + "\n", + "Therefore, comparing behaviors, the graph most likely represents **exp(-x)** among the options provided.\n", + "--------------------------------------------------------------------------------\n", + "Graph log(x+10)\n", + "\n", + "To determine which of the given functions the graph might depict, we need to analyze the general behavior and trend of the data as depicted in the JSON representation.\n", + "\n", + "**Step-by-Step Analysis:**\n", + "\n", + "1. **Understanding the JSON format:** Each key represents an interval (range of x values), and each value represents the corresponding y value. The intervals are continuous ranges (e.g., \"(-10.0, -9.99)\"), and the y values appear to be changing across these intervals.\n", + "\n", + "2. **Initial check of data bounds:** The x-values start from around -10.0 and increase up to about 9.98. We need a function that can operate effectively across these values and return the corresponding y values.\n", + "\n", + "3. **Comparing function behaviors:**\n", + " - **a) f(x) = log(x+10):** This function will shift the typical logarithm (which is undefined at x=0 and negative for x<0) to start having defined, real values from x = -10. It will increase as x increases but at a decreasing rate.\n", + " - **b) f(x) = 2^(x-5):** This is an exponential function that would typically increase very rapidly as x increases. \n", + " - **c) f(x) = sign(x-1):** This function would only provide values of -1, 0, or 1 depending on whether x is less than 1, equal to 1, or greater than 1, respectively—resulting in a non-continuous function not matching the provided output.\n", + " - **d) f(x) = sin(x):** The sine function oscillates between -1 and 1 with a periodicity of 2π, which should show repetitive patterns, not observed in the provided data.\n", + " - **e) f(x) = x^3:** A cubic function, which would increase rapidly as x increases or decreases from zero, but the output will include negative values for negative x, changing to positive sharply around zero.\n", + "\n", + "4. **Looking at JSON function trends:** The y values provided start at a negative value and generally increase as x increases. The increasing pattern generally matches what we'd expect from a logarithmic function considering that log(x + 10) would start from a large negative value (log values close to zero around x = -10) and then increase as x approaches zero and becomes positive, growing more slowly at higher positive x values.\n", + "\n", + "5. **Elimination and fitting:** By analyzing the functional behaviors and considering the output trend in the JSON:\n", + " - **a) f(x) = log(x+10)** appears the most likely, as it matches the slow, overall increasing trend from a negative y value start.\n", + " - **b), c), d), and e)** are less likely to fit the general increasing pattern without oscillations, jumps (sign function), or more sharp or symmetric changes associated with cubic and exponential growths.\n", + "\n", + "**Conclusion:**\n", + "The function that the graph most likely depicts, considering the behavior of y with respect to the steadily increasing x from a significantly negative start, is **a) f(x) = log(x+10)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph sin(x)\n", + "\n", + "To identify which function is depicted in the graph, let us analyze the pattern of the input and output values described in the JSON object and see which theoretical function among the options best matches the behavior shown in these data points.\n", + "\n", + "## Analyzing the Patterns:\n", + "\n", + "1. **Checking for a linear relationship (Option C: f(x) = x)**:\n", + " - Observing whether the output values (y-values) linearly correspond to the input ranges.\n", + " - If the relationship is direct and proportional, this could be the correct function.\n", + "\n", + "2. **Examining polynomial characteristics (Option A: -3*x^3 and Option B: (x + 4)^4)**:\n", + " - For cubic functions like f(x) = -3*x^3, as x increases or decreases, the changes in y should reflect cubic growth or decay – i.e., the rate of change itself increases or decreases rapidly.\n", + " - For quartic functions like (x + 4)^4, similar to cubic but even more pronounced changes as it is a degree four polynomial.\n", + "\n", + "3. **Testing for an exponential decay (Option D: f(x) = exp(-x))**:\n", + " - This function should show a rapid decrease in y-values as x increases, leveling off close to zero but never becoming zero or negative.\n", + "\n", + "4. **Investigating sinusoidal properties (Option E: f(x) = sin(x))**:\n", + " - This function would display periodic increases and decreases within a fixed range (typically -1 to 1).\n", + "\n", + "### Step-by-Step Analysis:\n", + "\n", + "- Start and End behavior: In the vast JSON data, as x values start around -9.92 and end near 10, y values start around a midpoint, rise to a peak near x ≈ 0, and then drop down, exhibiting a sort of parabolic or symmetric behavior typical of polynomial functions. \n", + "\n", + "- There is not a linear progression (ruling out f(x) = x).\n", + "- There are no periodic patterns, which rules out trigonometric functions like sin(x).\n", + "- This is not an exponential decay towards zero without changing signs, which rules out exp(-x).\n", + "\n", + "- Peak and trough analysis: The function has its minimum and maximum roughly symmetrical around x = 0 (peak near x = 0), suggesting a likely polynomial function symmetric about the y-axis.\n", + "\n", + "- Examining cubic versus quartic behavior: Quartic functions, given their even degree, will share the same sign on both sides of the y-axis. Given the JSON’s symmetry around x = 0 and no sign change across the domain, a quartic function fits this description better than a cubic function, which would typically change signs.\n", + "\n", + "#### Conclusion:\n", + "Given the observed behavior from the data, the function most likely to represent it is **(x + 4)^4**, a quartic function (Option B), which would provide the symmetry and behavior seen in the JSON object, such as having maximum and minimum points but steadily increasing towards positive infinity as x moves away from -4 in either direction.\n", + "--------------------------------------------------------------------------------\n", + "Graph cos(x)\n", + "\n", + "To determine which of the given functions best matches the described behavior of the graph provided in the JSON object, we need to consider the general characteristics of each function and compare them with the pattern observed from the JSON data.\n", + "\n", + "1. **Function a) \\( f(x) = \\exp(x) \\)**:\n", + " - This function is strictly increasing and asymptotic as \\( x \\rightarrow -\\infty \\) (approaching 0) and \\( x \\rightarrow \\infty \\) (approaching infinity).\n", + "\n", + "2. **Function b) \\( f(x) = x \\)**:\n", + " - This is a linear function with a direct proportional relationship between \\( x \\) and \\( y \\). It increases linearly through the origin.\n", + "\n", + "3. **Function c) \\( f(x) = \\cosh(x) \\)**:\n", + " - The hyperbolic cosine function has a characteristic \"double exponential\" shape symmetric about the y-axis. It approaches infinity symmetrically as \\( x \\) moves away from zero in both directions and reaches a minimum at \\( x = 0 \\).\n", + "\n", + "4. **Function d) \\( f(x) = \\cos(x) \\)**:\n", + " - The cosine function is periodic and oscillates between -1 and 1 with a period of \\( 2\\pi \\).\n", + "\n", + "5. **Function e) \\( f(x) = \\sqrt{x^2 + 3x + 5} \\)**:\n", + " - This function resembles a shifted parabola opening upwards (since the quadratic inside the square root is always positive). It has a minimum value and increases as \\( x \\) moves in either positive or negative direction from the minimum.\n", + "\n", + "Let's systematically determine our closest match:\n", + "\n", + "- **Periodicity**: If the graph in question were periodic with a consistent repeating pattern (like cosine), we should observe repeated values at regular intervals for \\( y \\). However, the data transitions from negative to zero to positive only once, suggesting it isn't periodic.\n", + "\n", + "- **Symmetry and Growth**: Examine whether the graph shows symmetry like \\(\\cosh(x)\\) or is increasing from negative to positive infinity which would suggest \\(\\exp(x)\\) or the square root function. Hyperbolic cosine (\\(\\cosh\\)) is not just increasing but symmetric about \\(y\\)-axis, which we should see in the \\(x = 0\\) vicinity if it was the case.\n", + "\n", + "- **Shape and Behavior**: We can exclude linear and periodic functions because they either wouldn’t fit the vast growth stretch or would show repetitive behavior, respectively.\n", + "\n", + "From the JSON data, we note:\n", + "- The values seem to reflect an \"even\" function where values mirror about \\( y = 0 \\) except they are mirrored around a shifted axis other than the y-axis, suggesting not exactly even. \n", + "\n", + "- The values start very negative, rise past zero, and become positive, reflecting an exponential growth in their absolute values, suggesting a possibility for \\(\\cosh(x)\\) rather than \\(\\exp(x)\\), given \\(\\exp(x)\\) would not have allowed negative values or symmetric distribution around any \\(x\\), nor does it return towards zero when \\(x \\rightarrow -\\infty\\).\n", + "\n", + "- The range of \\(x\\) values measured also fits the general shape expectation of \\(\\cosh(x)\\) more closely than the shifted parabolic growth of the square root function mentioned in option e, whose behavior does not strictly mirror around any axis.\n", + "\n", + "Therefore, the best fit for the provided graph data is **c) \\( f(x) = \\cosh(x) \\)** based on its symmetric shape about a certain point and exponential growth in both positive and negative directions of \\(x\\).\n", + "--------------------------------------------------------------------------------\n", + "Graph sinh(x)\n", + "\n", + "To identify which function the graph approximately depicts, we can analyze the behavior of the described graph based on how the values change across different x intervals and which of the given functional forms might match that behavior. Here's the approach:\n", + "\n", + "1. **Observe Trends:**\n", + " - Reviewing the output values from the JSON data, it looks like the values change dramatically, increasing towards both ends of the x range, which suggests a symmetrically growing trend as x moves away from zero in both positive and negative directions.\n", + "\n", + "2. **Potential Functional Behaviors:**\n", + " - **f(x) = |2x+4|**: This is a linear function modified by the absolute value, which should lead to a V-shaped graph, essentially being symmetrical around x = -2. This would not continuously increase in both directions away from zero.\n", + " - **f(x) = x^4**: This is a quartic function, which grows rapidly for larger absolute values of x and exhibits symmetry around x = 0 (f(x) = f(-x)). The growth of y values as x moves away from zero (be it positive or negative x) fits into the quartic behavior.\n", + " - **f(x) = sinh(x)**: The hyperbolic sine function exhibits asymmetrical exponential growth and can start increasing more distinctly as x goes positive or negative, but its asymmetry is often not extreme in practical ranges.\n", + " - **f(x) = arcsinh(x)**: It is the inverse hyperbolic sine function, growing much less rapidly, resembling more of a linear grow function with increasing slopes.\n", + " - **f(x) = x^2**: This function depicts a standard parabolic curve, growing rapidly as x moves away from zero, but the rate of growth (quadratic) might not match the observed steep increases in the output values for very large or very small x values.\n", + "\n", + "3. **Checking Growth Rates:**\n", + " - As seen in the ranges closest to zero in the data (closer to either end of the data ranges, especially where x approaches values like 9 or -10), the growth in y values becomes aggressively rapid, suggesting growth behavior stronger than a mere square or absolute function – which both increase at a slower polynomial rate compared to higher degree polynomials or exponential growth.\n", + " - **Quartic Function x^4 Check**:\n", + " - For large |x| values, say about x = 9, the function f(x) = x^4 = 9^4 = 6561, which compared to other function outputs at similar |x| values provides a more exaggerated increase mimicking the JSON data pattern.\n", + "\n", + "Given the symmetry and aggressive growth for large |x| values shown in the JSON data, the function that best matches the given graph is likely:\n", + "\n", + "**b) f(x) = x^4**\n", + "\n", + "This function will yield values that increase significantly and symmetrically as x becomes large in the positive and negative directions, aligning with the behavior seen in the provided data ranges.\n", + "--------------------------------------------------------------------------------\n", + "Graph cosh(x)\n", + "\n", + "To identify the function that best matches the graph described in the JSON object, we will analyze the provided functions and cross-reference with the characteristics of the graph data. \n", + "\n", + "Here are the steps and rationale:\n", + "\n", + "1. **Understanding the Function Forms:**\n", + " - `f(x) = sign(x-1)`: This is a sign function which results in a plot with values of -1, 0, or 1 depending on whether `x` is less than, equal to, or greater than 1.\n", + " - `f(x) = cosh(x)`: The hyperbolic cosine function, which is always positive and symmetric about the y-axis; it has an exponential growth behavior.\n", + " - `f(x) = sqrt(x**2 + 3*x + 5)`: A square root function of a quadratic, yielding non-negative values, it resembles a shifted and scaled parabola.\n", + " - `f(x) = arcsinh(x)`: Hyperbolic arcsine function, it grows logarithmically and exhibits antisymmetry about the origin, crossing the y-axis at zero.\n", + " - `f(x) = -3*x^3`: A cubic function which is odd and displays symmetry relative to the origin; it leads to negative values for negative `x` and positive values for positive `x`.\n", + "\n", + "2. **Graph Data Characteristics:**\n", + " - The y-values in the described JSON show considerable variability, ranging widely from negative to very high positive values, without any clear stability or fixed range.\n", + " - Notable growth is observed when moving from negative `x` to positive `x`. The y-values start from very high negative numbers (towards -9.96) and escalate to very high positive numbers as x moves towards positive (towards 9.98).\n", + "\n", + "3. **Elimination of Functions:**\n", + " - `f(x) = sign(x-1)`: This function does not match as it yields limited distinct values {-1, 0, 1}, unlike the broadly varying values of the graph.\n", + " - `f(x) = cosh(x)`: Although increasing, `cosh(x)` remains positive and symmetric, unlike the large negative values seen in the JSON for negative values of `x`.\n", + " - `f(x) = sqrt(x**2 + 3*x + 5)`: Growth is expected but always positive, which does not account for the negative y values in the graph.\n", + " - `f(x) = arcsinh(x)`: The values grow in both directions but remain comparatively lower and so is not likely the fit given the very high values observed.\n", + " - `f(x) = -3*x^3`: This function can produce both positive and negative outputs and can grow significantly large in both directions, matching the movement and range seen in the JSON output.\n", + "\n", + "4. **Conclusion:**\n", + " - The given JSON graph data characteristics align most closely with `f(x) = -3*x^3`, considering the cubic influence that produces significant value changes on either side of the y-axis and how values skyrocket as `x` increases or decreases markedly away from zero.\n", + "\n", + "Thus, the data appears to best correspond to option (e) `f(x) = -3*x^3`.\n", + "--------------------------------------------------------------------------------\n", + "Graph tanh(x)\n", + "\n", + "To figure out which function is depicted in the given graph, we can use the characteristic behaviors of each function type and compare them with the provided JSON graph data:\n", + "\n", + "a) \\( f(x) = \\tanh(x) \\) \n", + " - This function represents the hyperbolic tangent, which smoothly transitions from -1 to 1 as x moves from negative to positive infinity. Particularly, it shows a sigmoid shape centered around x = 0, asymptotically approaching -1 and 1 at its limits.\n", + "\n", + "b) \\( f(x) = \\cos(x) \\)\n", + " - The cosine function oscillates between -1 and 1 with a regular periodicity.\n", + "\n", + "c) \\( f(x) = |x| \\)\n", + " - The absolute value function is V-shaped, starting at 0 at x = 0 and increasing linearly on both sides.\n", + "\n", + "d) \\( f(x) = \\text{sign}(x-1) \\)\n", + " - This function jumps from -1 to 1 at x = 1. It is -1 for x < 1 and 1 for x > 1.\n", + "\n", + "e) \\( f(x) = \\sqrt{x+10} \\)\n", + " - This function starts calculated from a defined point where \\(x + 10 \\geq 0\\) and increases slowly as x increases.\n", + "\n", + "From the keys in your JSON graph, focusing on how values change from negative to positive through zero, let’s evaluate:\n", + "- Your provided graph data starts with negative y-values approaching -1 from higher negative x-values and increasing to 1 at high positive x-values. There is a smooth and gradual transition around zero from negative values to positive values, without jumps or oscillations. This behavior is characteristic of the hyperbolic tangent function \\( \\tanh(x) \\), which smoothly transitions between -1 and 1 and is centered symmetrically around zero.\n", + "\n", + "Considering these observations:\n", + "- (b) \\( \\cos(x) \\) is not likely because there’s no periodic oscillatory behavior.\n", + "- (c) \\( |x| \\) appears incorrect as the graph should touch zero at x=0 and increase symmetrically, not staying close to a value like -1 or 1.\n", + "- (d) \\( \\text{sign}(x-1) \\) would show a discontinuous jump, which the data does not suggest.\n", + "- (e) \\( \\sqrt{x+10} \\) would not correctly assume negative values as depicted in the data.\n", + "\n", + "The description and the nature of the transition in the graph data most closely align with:\n", + "**a) \\( f(x) = \\tanh(x) \\)** \n", + "\n", + "Thus, the graph likely depicts the hyperbolic tangent function \\( \\tanh(x) \\).\n", + "--------------------------------------------------------------------------------\n", + "Graph arcsinh(x)\n", + "\n", + "To determine which function the graph approximately depicts, we can analyze the behavior of the y-values corresponding to the x-values in the intervals provided:\n", + "\n", + "1. **Symmetry and Continuity**: The graph starts with negative x-values and positive increments through to positive x-values, while y-values respectively decrease and then increase in a seemingly smooth and continuous manner. This suggests a certain symmetry about the y-axis, which can be indicative of an even or absolute function, or another function with a central feature (e.g., a local minimum).\n", + "\n", + "2. **Behavior Near Zero**: As x approaches zero from both sides, y appears to approach a minimum near zero, indicating a concave upward curve near x=0. This tells us the function likely has a trough or lowest point at x=0.\n", + "\n", + "3. **Examine Specific Function Forms**:\n", + " - **f(x) = arcsinh(x)**: The arcsinh function (inverse hyperbolic sine) is a smooth function that initially grows slowly and accelerates in growth as x moves away from zero in both directions but is not bounded — it approaches infinity or negative infinity as x does. It also displays an approximate antisymmetry around y = 0, matching the features of the graph.\n", + " - **f(x) = x^2**: This is a basic parabolic function with a global minimum at x=0. From the JSON object, if f(x) were x², then increasing the absolute value of x should result in a squared growth in y. However, a quick check in the response JSON reveals that f(x)'s rate of growth and reduction doesn't match the exponential growth expected of x².\n", + " - **f(x) = exp(-x)**: This function decays exponentially when x is positive and rises exponentially (tending towards infinity) when x is negative. However, the JSON object indicates y-values are increasing towards both positive and negative x, which doesn't match.\n", + " - **f(x) = 2^(x-5)**: This is a typical exponential growth function offset to have a critical point at x=5. The behavior of the y-values in the JSON doesn't align with this, especially considering symmetry and the observed minimum near x=0.\n", + " - **f(x) = |x|**: The absolute value function has a vertex at x=0 and grows linearly as x moves away from zero. The graph and JSON data do not reflect linear growth; instead, they show curvature and a smoother transition through x=0.\n", + "\n", + "Given this analysis, the function that best matches the described behavior and stability across the values provided in the JSON object appears to be **a) f(x) = arcsinh(x)**. This function exhibits the slow initial growth and continuous increase as x moves away from zero, showing matching symmetry and behavior across negative and positive domains as depicted in the graph values.\n", + "--------------------------------------------------------------------------------\n", + "Graph arctan(x)\n", + "\n", + "To determine which function is depicted in the graph, we can examine the overall shape, behavior, and trend of the data based on the values presented. Assuming that the JSON graph points provide a continuous and consistent trend, let's analyze the characteristics:\n", + "\n", + "1. **Exponential Decay** (`f(x) = exp(-x)`): This function should show a rapid decrease as x increases from a large initial value at x equals 0, and should asymptotically approach zero without becoming negative. We should not expect negative y-values for this function.\n", + "\n", + "2. **Linear Relationship** (`f(x) = -2*x + 5`): A linear function with a negative slope, with a positive value when x = 0 (y-intercept at 5). The function decreases at a constant rate, but should not have minimum or maximum turning points (peaks or troughs).\n", + "\n", + "3. **Exponential Growth** (`f(x) = exp(x)`): This function should show a rapid increase in values of y as x increases, with y-values starting very close to zero (for negative x-values) and increasing to large numbers.\n", + "\n", + "4. **Quadratic Growth** (`f(x) = x^2`): This would show a symmetric parabola shape with the minimum point at x = 0 and y-values increasing as x moves away from zero in both positive and negative directions.\n", + "\n", + "5. **Inverse Tangent** (`f(x) = arctan(x)`): This function increases gradually from negative to positive y-values as x goes from negative to positive. It has horizontal asymptotes as x approaches ±infinity. The values typically range between -π/2 and π/2, or approximately -1.57 and 1.57 in non-normalized settings.\n", + "\n", + "Considering the data presented in the JSON object:\n", + "- Values are both negative and positive and seem to symmetrically cross over around x = 0.\n", + "- Negative x-values have negative y-values and vice versa.\n", + "- The function appears to grow exponentially after x = 0 and decrements in an equally gradual manner before x = 0. \n", + "\n", + "Analyzing these characteristics, the function seems to closely follow an exponential growth pattern as described by **`f(x) = exp(x)`** (option c). The value progression from negative x to positive x and the corresponding y-values' gradual increase first towards zero (from negative x) and then rapidly upward (in positive x) aligns with how the exponential growth function `exp(x)` behaves. Therefore, the graph most likely represents option **c) f(x) = exp(x)**.\n", + "--------------------------------------------------------------------------------\n", + "Graph 1/(1+exp(-x))\n", + "\n", + "To determine which function the graph represents, we can analyze the patterns and characteristics of the provided JSON object containing the value intervals and consider how these features align with the behavior of each of the given function options.\n", + "\n", + "Here is how each of the proposed functions behaves, and we'll compare these behaviors to the pattern in the graph:\n", + "\n", + "**a) \\( f(x) = \\exp(-x^2) \\)**\n", + " - This is a Gaussian function that peaks at \\( x = 0 \\) with \\( f(0) = 1 \\) and decreases symmetrically towards both sides, approaching 0 as \\( x \\) moves away from 0.\n", + "\n", + "**b) \\( f(x) = \\cos(x) \\)**\n", + " - A periodic function with a maximum of 1 and a minimum of -1 repeating every \\( 2\\pi \\).\n", + " - Fluctuations are symmetric around \\( y = 0 \\) and repetitive.\n", + "\n", + "**c) \\( f(x) = (x + 4)^4 \\)**\n", + " - A polynomial function shifted 4 units to the left; the function decreases rapidly as \\( x \\) decreases from -4 and increases rapidly as \\( x \\) increases from -4.\n", + "\n", + "**d) \\( f(x) = -2x^2 \\)**\n", + " - Quadratic with a global maximum at \\( x = 0 \\) and decreasing symmetrically, but much steeper than a Gaussian.\n", + "\n", + "**e) \\( f(x) = \\frac{1}{1+\\exp(-x)} \\)**\n", + " - A logistic function (Sigmoid curve) that transitions from 0 to 1 around \\( x = 0 \\), increasingly steep near \\( x = 0 \\) with horizontal asymptotes at \\( y = 0 \\) and \\( y = 1 \\).\n", + "\n", + "### Analysis of the JSON Graph Data:\n", + "\n", + "The JSON graph ranges from \\( x \\approx -10 \\) to \\( x \\approx 10 \\) and the values increase from near 0 to 1, eventually plateauing near 1 as \\( x \\) increases. Key observations include:\n", + "- A gradual, non-symmetric increase or transformation around \\( x = 0 \\). \n", + "- Values approach 0 as \\( x \\) approaches the left boundary (around -10) and approaches 1 as \\( x \\) reaches the right boundary (close to 10).\n", + "\n", + "Given these observations:\n", + "- **Option a** is unlikely because despite decreasing away from zero, the Gaussian should approach zero more sharply rather than plateauing. \n", + "- **Option b** is not viable; there's no periodic behavior or symmetry around zero as the cosine function presupposes. \n", + "- **Option c** has an incorrect structure that doesn’t show a steep increase in values symmetrically around \\( x = -4 \\). \n", + "- **Option d** presents only descending values from a maximum point without an asymptotic approach to distinct bounds like 0 and 1.\n", + "- **Option e** aligns with the characteristics in the data; transitioning from 0 to 1 around \\( x = 0 \\) characterizes a typical logistic growth function.\n", + "\n", + "### Conclusion:\n", + "The graph most likely approximates the function:\n", + "\n", + "**e) \\( f(x) = \\frac{1}{1+\\exp(-x)} \\)**\n", + "\n", + "This sigmoid curve typically represents a logistic growth behavior, evident in how the values transition from near 0 to almost 1 as \\( x \\) crosses from negative to positive, which fits the data in the JSON object.\n", + "--------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "for idx, question in enumerate(llm_questions):\n", + " print(f'Graph {fbench[idx][1]}\\n')\n", + " messages = []\n", + " messages.append({'role': 'system', 'content': \"You are an expert statistician and data scientist.\"})\n", + " messages.append({'role': 'user', 'content': question})\n", + " response = t2ebm.utils.openai_completion_query('gpt-4-turbo-2024-04-09', messages)\n", + " print(response)\n", + " print('-'*80)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6333333333333333" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "19 / 30" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Benchmark gemini-1.5-pro-latest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import google.generativeai as genai" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "genai.configure(api_key=os.environ['GENAI_API_KEY'])" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "model = genai.GenerativeModel(model_name=\"gemini-1.5-pro-latest\")" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "def to_gemini(messages):\n", + " gemini_messages = []\n", + " for message in messages:\n", + " if message[\"role\"] == \"system\":\n", + " pass\n", + " elif message[\"role\"] == \"user\":\n", + " gemini_messages.append({'role':'user', 'parts': [message['content']]})\n", + " elif message[\"role\"] == \"assistant\":\n", + " gemini_messages.append({'role':'model', 'parts': [message['content']]})\n", + " else:\n", + " raise ValueError(\"Unknown message role: {}\".format(message[\"role\"]))\n", + " return gemini_messages" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph x\n", + "\n", + "Let's analyze the graph step-by-step to determine the correct function:\n", + "\n", + "1. **Observe the General Trend:** The graph seems to have a generally increasing trend. As x increases, y also increases. This eliminates options b) and d) since the sign function primarily outputs -1, 0, or 1 and wouldn't have a consistently increasing trend.\n", + "\n", + "2. **Check for Symmetry:** The graph is not symmetric about the y-axis or the origin. This eliminates option c), as cubic functions have specific symmetry properties.\n", + "\n", + "3. **Analyze the Rate of Increase:** The graph's rate of increase appears to become steeper as x increases. This suggests an exponential function rather than a linear function. This eliminates option a). \n", + "\n", + "4. **Consider Option e):** The function f(x) = 2^(x-5) is an exponential function that would indeed exhibit an increasing trend with a steeper rate of increase as x grows. This seems to fit the observed pattern of the graph. \n", + "\n", + "**Therefore, the function depicted in the graph is most likely (e) f(x) = 2^(x-5).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x+5\n", + "\n", + "Let's analyze the graph and functions to find the best match.\n", + "\n", + "**1. General Shape:**\n", + "\n", + "* The graph shows a decreasing trend overall. \n", + "* It doesn't have a sharp change in direction like a step function. \n", + "* It doesn't show a parabolic curve like a quadratic or cubic function.\n", + "\n", + "This eliminates options a), d) and e):\n", + "\n", + "* **a) f(x) = sign(x+3)** is a step function, changing abruptly at x = -3.\n", + "* **d) f(x) = sqrt(x+10)** has a curved shape and is always increasing.\n", + "* **e) f(x) = x^3** has a steeper, curved shape.\n", + "\n", + "**2. Linearity:**\n", + "\n", + "The remaining options are linear:\n", + "\n", + "* **b) f(x) = -2*x+5**\n", + "* **c) f(x) = x**\n", + "\n", + "**3. Slope and Intercept:**\n", + "\n", + "* The graph has a negative slope, meaning it goes downwards from left to right.\n", + "* It appears to intersect the y-axis somewhere around 5.\n", + "\n", + "This strongly suggests the function is **b) f(x) = -2*x+5**:\n", + "\n", + "* The slope of -2 matches the decreasing trend.\n", + "* The y-intercept of 5 aligns with the approximate intersection point on the graph.\n", + "\n", + "**Conclusion:**\n", + "\n", + "The graph most likely depicts the function **b) f(x) = -2*x+5**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph x^2\n", + "\n", + "Here's how to determine the function represented by the graph:\n", + "\n", + "1. **Analyze the graph's shape:**\n", + " - The graph is symmetrical around the y-axis. This means the function is even, i.e., f(x) = f(-x).\n", + " - The graph has a peak at x=0 and decreases as we move away from the center in either direction.\n", + "\n", + "2. **Eliminate incompatible functions:**\n", + " - **b) f(x) = exp(-x):** This function is not symmetrical; it decays exponentially as x increases.\n", + " - **c) f(x) = x^2:** This function is symmetrical but increases as we move away from the center.\n", + " - **d) f(x) = 2^(x-5):** This function is not symmetrical; it grows exponentially as x increases.\n", + " - **e) f(x) = sign(x):** This is a step function and doesn't resemble the smooth curve of the graph.\n", + "\n", + "3. **Focus on the remaining function:**\n", + " - **a) f(x) = exp(-x^2):** This function is symmetrical due to the x^2 term. It has a maximum at x=0 and decays as |x| increases, matching the graph's features.\n", + "\n", + "4. **Verify by comparing values:**\n", + " - Take a few x values from the graph and calculate the corresponding f(x) values using f(x) = exp(-x^2). You'll find a good match between the calculated and graphed values.\n", + "\n", + "**Therefore, the function depicted in the graph is a) f(x) = exp(-x^2).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x^2\n", + "\n", + "Here's how to determine the function depicted in the graph:\n", + "\n", + "**1. Analyze the Graph's Shape:**\n", + "\n", + "* The graph is symmetric, with a minimum point. This eliminates options d) and e). \n", + "* The graph appears parabolic, suggesting a quadratic function. This supports options a) and b).\n", + "\n", + "**2. Consider the Sign and Magnitude:**\n", + "\n", + "* The y-values are negative and generally large in magnitude. This points towards b) f(x) = -2*x^2, as the negative coefficient and squaring of x will produce large negative values.\n", + "\n", + "**3. Test a Data Point:**\n", + "\n", + "* Let's take a point from the graph, for instance, (-4.0, -38.3).\n", + " * For f(x) = -2*x^2: f(-4) = -2 * (-4)^2 = -32. This is reasonably close to the graph's value.\n", + "\n", + "**Conclusion:**\n", + "\n", + "The graph most closely resembles the function **b) f(x) = -2*x^2**. \n", + "\n", + "While it's not a perfect match to every data point, the overall shape, sign, magnitude, and test point all strongly suggest this function. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-2)^2\n", + "\n", + "Here's how to determine the function represented by the graph:\n", + "\n", + "**1. Analyze the graph's shape:**\n", + "\n", + "* The graph is mostly decreasing until around x = -1, then it sharply increases.\n", + "* There's a point of symmetry around x = 4. \n", + "\n", + "**2. Eliminate unlikely options:**\n", + "\n", + "* **a) f(x) = sqrt(x+10):** This function is always increasing and wouldn't have the decreasing section seen in the graph. \n", + "* **b) f(x) = sign(x-1):** This function only produces values of -1, 0, and 1, while the graph has a wider range of values.\n", + "* **d) f(x) = x^3:** This function is always increasing and wouldn't have the sharp turn around x = -1.\n", + "* **e) f(x) = sin(x):** This function is periodic and would have repeating peaks and valleys, unlike the single peak in the graph.\n", + "\n", + "**3. Focus on the remaining option:**\n", + "\n", + "* **c) f(x) = (x-2)^2:** This function is a parabola that opens upwards. Its vertex is at x = 2, which aligns with the symmetry point observed in the graph. The decreasing section before the vertex and the increasing section after are also consistent with a parabola.\n", + "\n", + "**Conclusion:**\n", + "\n", + "The function depicted in the graph is most likely **(c) f(x) = (x-2)^2**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph 2^(x-5)\n", + "\n", + "Let's analyze the graph and functions step-by-step:\n", + "\n", + "1. **Observe the graph's behavior:**\n", + " - The graph is largely flat for x values less than 5. \n", + " - After x = 5, the graph starts increasing rapidly.\n", + " - The increase seems exponential.\n", + "\n", + "2. **Eliminate unlikely functions based on the observations:**\n", + " - **d) f(x) = sign(x-1):** This function only outputs -1, 0, or 1, and wouldn't have the continuous increasing trend.\n", + " - **c) f(x) = -3*x^3:** This is a cubic function. While it could increase, it would also decrease for some x values and wouldn't match the graph's trend.\n", + " - **b) f(x) = sqrt(x ** 2 + 3*x +5):** This function would have a smoother, less steep increase than what the graph shows.\n", + "\n", + "3. **Focus on potential candidates:** \n", + " - **a) f(x) = 2^(x-5):** This exponential function would be flat for x values below 5 (2 raised to a negative power gets very small), then rise rapidly as x increases past 5. This seems promising. \n", + " - **e) f(x) = sinh(x):** The hyperbolic sine function also increases rapidly. However, it wouldn't be as flat for x values less than 5 as the graph shows.\n", + "\n", + "4. **Conclude based on the best fit:** \n", + " - Function **a) f(x) = 2^(x-5)** aligns best with the provided graph. Its behavior of staying relatively flat before x=5 and then increasing exponentially matches the graph's trend.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely f(x) = 2^(x-5).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-1)*(x+1)\n", + "\n", + "Let's analyze the graph and the function options step by step:\n", + "\n", + "**1. Symmetry:**\n", + "\n", + "* The graph is roughly symmetric around the y-axis. This means the function is likely even. \n", + "* Even functions satisfy f(x) = f(-x). \n", + "* Options (a), (c) are even. Options (b), (d), (e) are not.\n", + "\n", + "**2. Behavior at x=0:**\n", + "\n", + "* The graph seems to have a maximum value around x=0. \n", + "* Option (a) has a maximum at x=0. Option (c) has a minimum at x=0.\n", + "\n", + "**3. Overall shape:**\n", + "\n", + "* The graph has a parabolic shape, decreasing as we move away from x=0.\n", + "* Option (a) has a parabolic shape, decreasing as we move away from x=0. \n", + "\n", + "**4. Eliminating other options:**\n", + "\n", + "* **(b) f(x) = x^3:** This is an odd function, not symmetric around the y-axis.\n", + "* **(c) f(x) = (x-1)*(x+1):** This has a minimum at x=0, not a maximum.\n", + "* **(d) f(x) = log(x+10):** Logarithmic functions don't have this parabolic shape.\n", + "* **(e) f(x) = -3*x^3:** This is an odd function, not symmetric around the y-axis.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the analysis, the function depicted in the graph is most likely **(a) f(x) = -2*x^2**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph x^3\n", + "\n", + "Gemini: Invalid response with parts [].\n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -3*x^3\n", + "\n", + "Let's analyze the graph and the functions to determine the best match.\n", + "\n", + "**1. Observe the Graph's Characteristics:**\n", + "\n", + "* **Symmetry:** The graph appears roughly symmetric, with a steep descent on the left and a less steep ascent on the right. This rules out linear functions (e) and absolute value functions (b) which have distinctive symmetry.\n", + "* **Trend:** The graph shows a decreasing trend initially, reaches a minimum point, and then starts increasing. This suggests a function with a turning point, like a polynomial or exponential function. \n", + "\n", + "**2. Analyze the Functions:**\n", + "\n", + "* **a) f(x) = -3*x^3:** This cubic function has a single inflection point and matches the general trend of the graph. It's a strong contender.\n", + "* **c) f(x) = exp(-x^2):** This Gaussian function has a peak at x=0 and decays rapidly on either side. This doesn't match the graph's overall shape.\n", + "* **d) f(x) = x^4:** This function is always positive and increases rapidly on both sides of x=0. This doesn't match the graph's decreasing trend on the left.\n", + "\n", + "**3. Focus on the Minimum Point:**\n", + "\n", + "The graph seems to have a minimum around x=2. Let's see if this aligns with the potential function:\n", + "\n", + "* **a) f(x) = -3*x^3:** The derivative of this function is f'(x) = -9x^2. Setting it to zero, we get x=0 as the only critical point, not x=2. This means the cubic function doesn't have a minimum at the location suggested by the graph.\n", + "\n", + "**Conclusion:**\n", + "\n", + "None of the provided functions perfectly match the graph. While the cubic function (a) initially seemed promising, its minimum point doesn't align with the graph's minimum. \n", + "\n", + "It's likely that the graph represents a different function altogether, possibly a higher-degree polynomial or a combination of functions. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph x^4\n", + "\n", + "Let's analyze the graph and functions step by step:\n", + "\n", + "1. **Symmetry:** The graph appears symmetrical, with similar behavior for positive and negative x values. This eliminates options b) and d), as they are not symmetrical.\n", + "\n", + "2. **End Behavior:** As x moves towards positive or negative infinity, the graph seems to increase rapidly. This points towards a function with a higher degree polynomial, eliminating options c) (tanh has horizontal asymptotes) and d) (linear function).\n", + "\n", + "3. **Specific Values:** \n", + " * Around x=0, the function has a relatively low value, close to zero. This eliminates option a), as x^4 would have a minimum at x=0.\n", + " * The graph increases rapidly for positive x values and for negative x values. This supports the idea of a cubic function.\n", + "\n", + "4. **Comparing a) and e):** Both x^4 and x^3 increase rapidly as x moves away from zero. However, x^4 would have a much steeper increase than what's shown in the graph.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely (e) f(x) = x^3.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph (x + 4)^4\n", + "\n", + "Here's how we can deduce the function depicted in the graph:\n", + "\n", + "**1. Analyze the Graph's Behavior:**\n", + "\n", + "* The graph is clearly non-linear. It shows a steep increase in y-values as x increases.\n", + "* The graph appears to have an inflection point around x=2, where the rate of increase changes.\n", + "\n", + "**2. Eliminate Linear and Simple Quadratic Functions:**\n", + "\n", + "* **a) f(x) = -2*x+5:** This is a linear function and would produce a straight line, not the curved shape observed.\n", + "* **c) f(x) = (x-2)^2:** This is a simple quadratic function. While it has a curve, it's symmetrical around x=2. The graph provided doesn't show this symmetry.\n", + "\n", + "**3. Consider Exponential and Trigonometric Functions:**\n", + "\n", + "* **d) f(x) = arcsinh(x):** The inverse hyperbolic sine function has a gentler slope than the graph, especially for larger x values. \n", + "* **e) f(x) = 1/(1+exp(-x)):** This is a sigmoid function. It has a characteristic \"S\" shape, gradually increasing then flattening out. The provided graph doesn't flatten, it continues to increase steeply.\n", + "\n", + "**4. Focus on Polynomial Functions:**\n", + "\n", + "* **b) f(x) = (x + 4)^4:** This function represents a quartic polynomial. Quartic functions can exhibit the steep, non-symmetrical growth observed in the graph. The inflection point around x=2 further supports this.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the graph's characteristics, the function depicted is most likely **b) f(x) = (x + 4)^4**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x)\n", + "\n", + "Let's analyze the graph step-by-step to determine the function:\n", + "\n", + "1. **Negative x values:** The graph shows negative y values for negative x values. This eliminates options b) and d) as both x^2 and (x+4)^4 always result in positive values for any x.\n", + "\n", + "2. **Zero crossing:** The graph crosses from negative to positive y values around x=0. This eliminates option a) cos(x), which has a positive value at x=0.\n", + "\n", + "3. **Sign change:** The most significant feature of the graph is the abrupt change in y value from negative to positive around x=0. This strongly suggests the function is related to the sign of x.\n", + "\n", + "4. **Constant values:** The graph shows almost constant y values within each interval. This further supports the idea of a sign function, as it outputs a constant value for all positive x and another constant for all negative x.\n", + "\n", + "5. **Slight slope:** The graph shows a slight slope in the constant values within each interval. This minor deviation from a perfect step function suggests there might be a small linear component added to the sign function.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on these observations, the function depicted in the graph is most likely **c) f(x) = sign(x)**, potentially with a small linear term added. \n", + "\n", + "The other functions don't exhibit the key characteristics of the graph, primarily the sign change at x=0 and the near-constant values for positive and negative x ranges. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x+3)\n", + "\n", + "Let's break down the graph and analyze each function:\n", + "\n", + "**1. Graph Analysis:**\n", + "\n", + "* **Central Point:** The graph seems to change behavior around x = -3. \n", + "* **Negative x:** For x values less than -3, the function has a negative output.\n", + "* **Positive x:** For x values greater than -3, the function has a positive output.\n", + "\n", + "**2. Function Analysis:**\n", + "\n", + "* **a) f(x) = sign(x+3):** The sign function returns -1 for negative values, 0 for 0, and 1 for positive values. This function shifts the sign change to x = -3, matching the graph's behavior.\n", + "* **b) f(x) = x:** This is a straight line increasing continuously. It doesn't fit the sudden change around x = -3.\n", + "* **c) f(x) = sinh(x):** The hyperbolic sine function is always increasing and doesn't have the abrupt shift seen in the graph.\n", + "* **d) f(x) = cos(x):** The cosine function oscillates between -1 and 1, not matching the consistent positive/negative behavior based on the x-value in the graph.\n", + "* **e) f(x) = |x|:** The absolute value function has a sharp change at x = 0, not x = -3 as in the graph.\n", + "\n", + "**Conclusion:**\n", + "\n", + "The function that most closely resembles the graph is **(a) f(x) = sign(x+3)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x-1)\n", + "\n", + "Here's a step-by-step analysis to determine the function:\n", + "\n", + "1. **Analyze the graph's behavior:** \n", + " - The graph has a negative value for x < 1 and positive values for x > 1.\n", + " - There's a sharp jump around x = 1.\n", + " - The function seems relatively flat except for the jump.\n", + "\n", + "2. **Eliminate unlikely candidates based on the behavior:**\n", + " - **a) f(x) = x^3:** This function would have a smooth curve and wouldn't exhibit the sudden jump.\n", + " - **c) f(x) = sinh(x):** The hyperbolic sine function has a steeper curve and doesn't flatten out like the graph.\n", + " - **d) f(x) = x:** This is a straight line and doesn't have the jump observed in the graph.\n", + " - **e) f(x) = (x-1)*(x+1):** This would have a parabolic shape, not the flat segments seen in the graph.\n", + "\n", + "3. **Focus on the remaining candidate:**\n", + " - **b) f(x) = sign(x-1):** The sign function returns -1 for negative input, 0 for 0 input, and 1 for positive input. This aligns perfectly with the graph's behavior: \n", + " - Negative values for x < 1.\n", + " - A jump to positive values for x > 1.\n", + " - Relatively flat segments before and after the jump.\n", + "\n", + "**Conclusion:**\n", + "\n", + "The graph most closely depicts the function **b) f(x) = sign(x-1).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph |x|\n", + "\n", + "Let's analyze the graph and the functions to find the best match.\n", + "\n", + "1. **Examine the graph's general shape:** The graph is roughly symmetrical, with a steep slope around x=0 and gradually flattening out as x moves away from 0.\n", + "\n", + "2. **Eliminate unlikely options:**\n", + " - **(b) f(x) = sign(x+3) and (c) f(x) = sign(x):** The sign function produces only values of -1, 0, and 1. The graph clearly has a wider range of values.\n", + " - **(d) f(x) = log(x+10):** The logarithmic function is not symmetrical and would have a vertical asymptote at x = -10. The graph doesn't show this.\n", + " - **(e) f(x) = |x|:** The absolute value function has a sharp, pointed bottom at x = 0. The graph has a smoother transition.\n", + "\n", + "3. **Focus on the remaining option:**\n", + " - **(a) f(x) = arcsinh(x):** The inverse hyperbolic sine function (arcsinh) is indeed symmetrical and has a shape that gradually flattens out as x moves away from 0. This matches the graph's characteristics.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely (a) f(x) = arcsinh(x).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph |2*x+4|\n", + "\n", + "Let's analyze the graph and the function options step-by-step:\n", + "\n", + "1. **Shape:** The graph has a clear V-shape. This eliminates options a), b), d) and e):\n", + " * a) `x^3` has a cubic shape, not a V-shape.\n", + " * b) `(x-2)^2` has a parabolic shape, not a V-shape. \n", + " * d) `exp(-x)` is an exponential function with a decreasing curve, not a V-shape.\n", + " * e) `sign(x-1)` is a step function, not a V-shape.\n", + "\n", + "2. **Absolute Value:** The V-shape strongly suggests an absolute value function. This supports option c) `f(x) = |2*x+4|`.\n", + "\n", + "3. **Slope and Vertex:** The graph's slope appears to be around 2 on both sides of the vertex, and the vertex seems to be around x = -2. This further supports option c), as `|2*x+4|` has a slope of 2 for x > -2 and -2 for x < -2, and its vertex is at x = -2.\n", + "\n", + "**Therefore, the function depicted in the graph is c) f(x) = |2*x+4|.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x+10)\n", + "\n", + "Let's analyze the graph and the functions step-by-step to find the best match:\n", + "\n", + "**1. Observing the graph:**\n", + "\n", + "* **Positive and increasing:** The graph's y-values are always positive and generally increase as x increases.\n", + "* **Curve shape:** The graph doesn't appear linear, suggesting it's not a simple straight line function. It has a gradual curve, increasing more slowly at higher x-values.\n", + "\n", + "**2. Evaluating the functions:**\n", + "\n", + "* **a) f(x) = x:** This is a linear function. It doesn't fit the graph's non-linear, always-positive nature.\n", + "* **b) f(x) = sqrt(x+10):** This function is only defined for x ≥ -10, matching the graph's starting point. It's also always positive and increases as x increases. This is a strong candidate.\n", + "* **c) f(x) = sign(x-1):** This function only outputs -1, 0, or 1, not matching the graph's continuous and increasing nature.\n", + "* **d) f(x) = exp(-x^2):** This function is bell-shaped, symmetrical around x=0, and decreases as x moves away from 0. It doesn't fit the graph's shape.\n", + "* **e) f(x) = (x + 4)^4:** This function generates very large y-values quickly, especially for positive x-values. It doesn't match the graph's slower increase.\n", + "\n", + "**3. Conclusion:**\n", + "\n", + "Based on the analysis, the function **b) f(x) = sqrt(x+10)** most closely matches the graph's characteristics:\n", + "\n", + "* Defined for x ≥ -10\n", + "* Always positive\n", + "* Increasing with a gradual curve \n", + "\n", + "Therefore, the graph approximately depicts the function **f(x) = sqrt(x+10)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x ** 2 + 3*x +5)\n", + "\n", + "Let's analyze the graph and functions to determine the best match.\n", + "\n", + "**1. Observing the Graph's Characteristics**\n", + "\n", + "* **Symmetry:** The graph doesn't exhibit symmetry around the y-axis or the origin. This rules out even functions like `f(x) = exp(-x)` and `f(x) = (x + 4)^4`.\n", + "* **Monotonicity:** The graph appears to be mostly increasing, with a slight dip around x = 0. This eliminates functions that are strictly decreasing, like `f(x) = exp(-x)`.\n", + "* **Asymptotes:** The graph doesn't seem to have any vertical asymptotes, which rules out functions like `f(x) = 1/x`.\n", + "\n", + "**2. Analyzing the Functions**\n", + "\n", + "* **a) f(x) = exp(-x):** This is an exponential decay function. It's always decreasing and doesn't match the graph's characteristics.\n", + "* **b) f(x) = sqrt(x ** 2 + 3*x +5):** This function is always positive and has a minimum point. It somewhat resembles the graph's shape.\n", + "* **c) f(x) = arctan(x):** The arctangent function has horizontal asymptotes at y = π/2 and y = -π/2. It's always increasing but has a much flatter shape than the given graph. \n", + "* **d) f(x) = (x + 4)^4:** This function is a fourth-degree polynomial that's symmetric around x = -4. It doesn't match the graph's lack of symmetry.\n", + "* **e) f(x) = x:** This is a simple linear function. It's increasing but doesn't have the slight curve observed in the graph.\n", + "\n", + "**3. Conclusion**\n", + "\n", + "The function that most closely resembles the graph is **(b) f(x) = sqrt(x ** 2 + 3*x + 5)**. It's the only function that captures the increasing trend, the minimum point, and the general shape of the provided data. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x^2)\n", + "\n", + "Let's analyze the graph and the functions to find the best match.\n", + "\n", + "**1. Symmetry:**\n", + "\n", + "* The graph appears symmetrical around x = 0. This eliminates options a), b) and e) which are not symmetrical around x = 0.\n", + "\n", + "**2. Behavior around x = 0:**\n", + "\n", + "* The graph has a peak around x = 0 and decreases as we move away from x = 0 in both directions. This matches the behavior of d) f(x) = exp(-x^2) and contradicts c) f(x) = exp(x) which increases monotonically. \n", + "\n", + "**3. Asymptotic Behavior:**\n", + "\n", + "* The graph seems to approach 0 as x approaches positive or negative infinity. This is consistent with d) f(x) = exp(-x^2). \n", + "\n", + "**Therefore, the function depicted in the graph is most likely d) f(x) = exp(-x^2). ** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(x)\n", + "\n", + "Here's how we can determine the function:\n", + "\n", + "1. **Analyze the graph's trend:** The graph shows a clear upward trend where the y-value increases as the x-value increases. This eliminates options c) and d). \n", + "\n", + " * c) `f(x) = sin(x)` is periodic and oscillates between -1 and 1.\n", + " * d) `f(x) = -3*x^3` would show a decreasing trend as x increases.\n", + "\n", + "2. **Consider the rate of increase:** The graph shows a rapid increase in y-value as x increases. This makes option a) less likely.\n", + "\n", + " * a) `f(x) = x` would have a linear increase, not a rapid acceleration.\n", + "\n", + "3. **Compare remaining options:** We're left with b) `f(x) = exp(x)` and e) `f(x) = x^2`. Both exhibit upward trends with increasing rates of change. However, exponential functions (like exp(x)) increase at a much faster rate than quadratic functions (like x^2). \n", + "\n", + "4. **The verdict:** The graph's rapid, accelerating growth strongly suggests an **exponential function**. \n", + "\n", + "**Therefore, the function depicted in the graph is most likely b) f(x) = exp(x).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x)\n", + "\n", + "Let's analyze the graph's behavior to determine the correct function.\n", + "\n", + "**Step 1: Observe the overall trend:**\n", + "\n", + "* The graph shows a decreasing trend as x increases. This eliminates options (b), (d), and (e) because:\n", + " * sqrt(x+10) is an increasing function\n", + " * x^3 and x^2 are increasing for positive x and decreasing for negative x, not consistently decreasing like the graph.\n", + "\n", + "**Step 2: Analyze the rate of change:**\n", + "\n", + "* The graph decreases rapidly for larger values of x and slows down as x approaches 0. This suggests an exponential decay. Option (c), exp(-x), exhibits this behavior.\n", + "\n", + "**Step 3: Consider sin(x):**\n", + "\n", + "* sin(x) oscillates between -1 and 1, producing a wave-like pattern. The graph doesn't display this oscillatory behavior, eliminating option (a).\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the analysis, the graph most likely depicts the function: **(c) f(x) = exp(-x)** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph log(x+10)\n", + "\n", + "Let's analyze the graph and the functions step-by-step:\n", + "\n", + "1. **Examine the graph's general shape:**\n", + " - The graph shows a generally increasing trend.\n", + " - The increase appears to be gradual and continuous, not sharp or sudden.\n", + "\n", + "2. **Eliminate unlikely functions:**\n", + " - **c) f(x) = sign(x-1):** The sign function would produce a graph with only two distinct values (-1 and 1), which doesn't match the continuous increase in our graph.\n", + " - **d) f(x) = sin(x):** The sine function produces a wave-like graph oscillating between -1 and 1, not the consistently increasing pattern we observe.\n", + "\n", + "3. **Consider remaining functions:**\n", + " - **a) f(x) = log(x+10):** Logarithmic functions increase slowly initially and then flatten out. The graph shows a more consistent increase.\n", + " - **b) f(x) = 2^(x-5):** Exponential functions show a rapid increase, accelerating as x increases. The graph's increase seems more gradual.\n", + " - **e) f(x) = sqrt(x+10):** Square root functions show a gradual increase that slows down as x increases. This seems to fit the graph's behavior. \n", + "\n", + "4. **Focus on the square root function (e):**\n", + " - The graph starts around x = -10, which is where the square root function would begin (sqrt(0) = 0).\n", + " - The graph increases steadily but slows down, matching the typical behavior of a square root function.\n", + "\n", + "**Conclusion:**\n", + "\n", + "The function depicted in the graph is most likely **e) f(x) = sqrt(x+10)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sin(x)\n", + "\n", + "Here's how to determine the function:\n", + "\n", + "**1. Analyze the graph's shape:**\n", + "\n", + "* The graph has peaks and valleys, suggesting a periodic function like a trigonometric function (e.g., sine or cosine).\n", + "* The graph is not symmetrical around the y-axis, ruling out even functions like x^2 or x^4.\n", + "* The graph doesn't continuously increase or decrease, ruling out simple linear functions (like x) or exponential functions (like exp(-x)).\n", + "\n", + "**2. Consider the functions provided:**\n", + "\n", + "* **a) f(x) = -3*x^3:** A cubic function would have a single curve, not multiple peaks and valleys.\n", + "* **b) f(x) = (x + 4)^4:** A fourth-degree polynomial would have a more symmetrical shape and fewer peaks and valleys.\n", + "* **c) f(x) = x:** A linear function would be a straight line.\n", + "* **d) f(x) = exp(-x):** An exponential function would continuously decrease and not have peaks and valleys.\n", + "* **e) f(x) = sin(x):** A sine function has the characteristic wave-like pattern with multiple peaks and valleys.\n", + "\n", + "**3. Conclusion:**\n", + "\n", + "Based on the analysis, the graph most closely resembles the function **e) f(x) = sin(x)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph cos(x)\n", + "\n", + "Here's how we can determine the function depicted in the graph:\n", + "\n", + "1. **Analyze the graph's shape:** The graph exhibits a repeating wave-like pattern with peaks and troughs. This suggests a trigonometric function like cosine.\n", + "\n", + "2. **Consider the function options:** \n", + " - exp(x) grows exponentially and doesn't have a repeating pattern.\n", + " - x is a linear function and doesn't have a repeating pattern. \n", + " - cosh(x) has a single minimum and grows exponentially on either side.\n", + " - sqrt(x ** 2 + 3*x +5) would have a single minimum point and wouldn't exhibit a repeating pattern.\n", + " - cos(x) produces a repeating wave pattern with peaks and troughs.\n", + "\n", + "3. **Compare the graph to cos(x):** The graph closely resembles a shifted and scaled version of cos(x). The peaks are not exactly at 1 and -1, and the period might be slightly different, but the overall shape matches.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely (d) f(x) = cos(x).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sinh(x)\n", + "\n", + "Let's analyze the graph and the function options step-by-step:\n", + "\n", + "1. **Symmetry:** The graph appears to be roughly symmetrical, with a steep increase on both sides of a central point. This eliminates options like `f(x) = 2*x + 4` which would be a straight line.\n", + "\n", + "2. **Minimum Point:** The graph has a minimum point around x = 0. This eliminates options like `f(x) = x^4` which has its minimum at x = 0, but continues to decrease for negative x values.\n", + "\n", + "3. **Shape:** The graph increases rapidly as we move away from the minimum point. This eliminates options like `f(x) = sinh(x)` which has a more gradual increase.\n", + "\n", + "4. **Comparing remaining options:** We are left with `f(x) = arcsinh(x)` and `f(x) = x^2`. Let's consider their behavior:\n", + "\n", + " * `f(x) = arcsinh(x)` increases more slowly than `f(x) = x^2` for values of x far from 0.\n", + " * The graph shows a very sharp increase for values of x far from 0, suggesting a steeper curve.\n", + "\n", + "**Conclusion:** Based on the symmetrical shape, minimum point, and the rate of increase, the function depicted in the graph is most likely **(e) f(x) = x^2**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph cosh(x)\n", + "\n", + "Let's analyze the graph and the function options step-by-step:\n", + "\n", + "1. **Symmetry:** The graph is symmetric around the y-axis. This eliminates options a), c), and e) as they are not symmetric around the y-axis.\n", + "\n", + "2. **Shape:** The graph has a minimum point and increases rapidly as x moves away from zero in both directions. This eliminates d) as arcsinh(x) has a more gradual increase.\n", + "\n", + "3. **Function b):** cosh(x) is a hyperbolic cosine function, which is known for its symmetrical U-shape and rapid growth away from the minimum point. This matches the characteristics observed in the graph.\n", + "\n", + "Therefore, the function depicted in the graph is most likely **(b) f(x) = cosh(x)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph tanh(x)\n", + "\n", + "Let's analyze the graph and the functions to determine the best match.\n", + "\n", + "**1. Analyze the Graph:**\n", + "\n", + "* The graph is symmetrical around x = 1.\n", + "* The function output ranges from approximately -1 to 1.\n", + "* The function is mostly flat with a steep increase around x = 1.\n", + "\n", + "**2. Evaluate the Functions:**\n", + "\n", + "* **a) f(x) = tanh(x):** The hyperbolic tangent function is symmetrical around x = 0 and has a smooth transition, not a steep jump. This doesn't match the graph. \n", + "\n", + "* **b) f(x) = cos(x):** The cosine function is periodic and oscillates between -1 and 1. The graph doesn't show periodic behavior.\n", + "\n", + "* **c) f(x) = |x|:** The absolute value function has a sharp V shape centered at x = 0. This doesn't align with the symmetry point of the graph.\n", + "\n", + "* **d) f(x) = sign(x-1):** The sign function returns -1 for x < 1, 0 for x = 1, and 1 for x > 1. This matches the steep jump around x = 1 and the flat behavior elsewhere.\n", + "\n", + "* **e) f(x) = sqrt(x+10):** The square root function is not symmetrical and continuously increases. This doesn't fit the graph.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the step-by-step analysis, the function depicted in the graph is most likely **(d) f(x) = sign(x-1).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph arcsinh(x)\n", + "\n", + "Let's analyze the graph and the function options step-by-step:\n", + "\n", + "1. **Shape:** The graph is symmetrical, meaning it's mirrored across a vertical line (appears to be the y-axis). This eliminates options b), c), and d) as they don't have this symmetry.\n", + "\n", + "2. **Slope:** The graph's slope starts relatively flat and gradually becomes steeper. This behavior is consistent with both a) arcsinh(x) and e) |x|.\n", + "\n", + "3. **Domain:** The graph covers both positive and negative x values. This supports both a) and e).\n", + "\n", + "4. **Range:** The graph has only negative y values for negative x values and only positive y values for positive x values. This matches the behavior of the absolute value function, e) |x|.\n", + "\n", + "5. **Specific Points:** Consider x = -10. The graph shows f(-10) ≈ -3. This is much closer to |-10| = 10 than arcsinh(-10) ≈ -2.998. \n", + "\n", + "**Therefore, the graph most likely depicts function e) f(x) = |x|. ** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph arctan(x)\n", + "\n", + "Let's analyze the graph and the function options step-by-step:\n", + "\n", + "**1. Observing the Graph:**\n", + "\n", + "* The graph is roughly symmetric around the y-axis. \n", + "* The function values are negative for negative x values and positive for positive x values.\n", + "* The function appears to approach a horizontal asymptote as x approaches negative infinity.\n", + "\n", + "**2. Eliminating Options:**\n", + "\n", + "* **b) f(x) = -2*x+5:** This is a linear function and wouldn't have the observed symmetry or asymptotic behavior. \n", + "* **d) f(x) = x^2:** This is a parabola, symmetric around the y-axis, but its values are always positive.\n", + "* **a) f(x) = exp(-x):** This function has an asymptote as x approaches positive infinity, not negative infinity, and would have rapidly decreasing values for positive x. \n", + "\n", + "**3. Focusing on Remaining Options:**\n", + "\n", + "* **c) f(x) = exp(x):** This function grows very rapidly for positive x, which doesn't match the graph's behavior.\n", + "* **e) f(x) = arctan(x):** This function is symmetric around the origin, has horizontal asymptotes as x approaches positive and negative infinity, and transitions smoothly from negative to positive values.\n", + "\n", + "**4. Conclusion:**\n", + "\n", + "The function that best matches the graph's characteristics is **e) f(x) = arctan(x).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph 1/(1+exp(-x))\n", + "\n", + "Let's analyze the graph and the functions to determine the best fit.\n", + "\n", + "**1. Observing the Graph:**\n", + "\n", + "* **Shape:** The graph appears to be sigmoidal, meaning it starts low, increases gradually, and then plateaus at a higher value. \n", + "* **Symmetry:** The graph seems somewhat symmetrical, although not perfectly.\n", + "* **Range:** The y-values range from near zero to almost one.\n", + "\n", + "**2. Analyzing the Functions:**\n", + "\n", + "* **a) f(x) = exp(-x^2):** This is a Gaussian function, symmetrical and bell-shaped. It doesn't fit the sigmoidal shape of our graph.\n", + "* **b) f(x) = cos(x):** Cosine is periodic, oscillating between -1 and 1. Our graph doesn't have oscillations.\n", + "* **c) f(x) = (x + 4)^4:** This function is a polynomial, increasing rapidly as x moves away from -4. It doesn't plateau like our graph.\n", + "* **d) f(x) = -2*x^2:** This is a parabola opening downwards. Again, no sigmoidal shape.\n", + "* **e) f(x) = 1/(1+exp(-x)):** This is the logistic function, known for its sigmoidal shape. It starts low, increases gradually, and plateaus at 1. This matches our graph's characteristics.\n", + "\n", + "**Conclusion:**\n", + "\n", + "By carefully analyzing the graph's shape, range, and comparing it with the properties of each function, we can conclude that the function depicted in the graph is most likely **e) f(x) = 1/(1+exp(-x))**. \n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "import time\n", + "\n", + "for idx, question in enumerate(llm_questions):\n", + " print(f'Graph {fbench[idx][1]}\\n')\n", + " messages = []\n", + " messages.append({'role': 'system', 'content': \"You are an expert statistician and data scientist.\"})\n", + " messages.append({'role': 'user', 'content': question})\n", + " response = model.generate_content(\n", + " to_gemini(messages),\n", + " generation_config=genai.types.GenerationConfig(\n", + " candidate_count=1,\n", + " max_output_tokens=500,\n", + " temperature=1),\n", + " )\n", + " try:\n", + " response = response.text\n", + " except:\n", + " print(f\"Gemini: Invalid response with parts {response.parts}.\")\n", + " response = \"\"\n", + " print(response)\n", + " print('-'*80)\n", + " # sleep 30 sec to avoid rate limit\n", + " time.sleep(30)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6333333333333333" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "19 / 30" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Benchmark gemini-1.5-flash-latest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = genai.GenerativeModel(model_name=\"gemini-1.5-flash-latest\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph x\n", + "\n", + "Let's analyze the graph step-by-step and eliminate options:\n", + "\n", + "1. **The graph is not a straight line:** This eliminates options **a) f(x) = x** and **d) f(x) = sign(x+3)**. The sign function is always either -1, 0, or 1, resulting in a horizontal line with jumps.\n", + "\n", + "2. **The graph is not strictly increasing or decreasing:** This eliminates options **c) f(x) = -3*x^3** and **e) f(x) = 2^(x-5)**. A cubic function like -3x^3 would be decreasing for positive x and increasing for negative x. An exponential function like 2^(x-5) would be increasing throughout its domain.\n", + "\n", + "3. **The graph has a constant value within intervals:** This is a key characteristic of the sign function. The sign function is either -1, 0, or 1. Within each interval, the graph is constant, which is a typical behavior for the sign function.\n", + "\n", + "**Therefore, the graph approximately depicts the function b) f(x) = sign(x).** \n", + "\n", + "The graph shows that the function is -1 for negative x values, 0 for x = 0, and 1 for positive x values, which is the behavior of the sign function. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x+5\n", + "\n", + "Let's analyze each function option and see if it matches the provided graph:\n", + "\n", + "**a) f(x) = sign(x+3)**\n", + "\n", + "* This function has a constant value of 1 for x > -3, -1 for x < -3, and 0 at x = -3.\n", + "* The provided graph has a decreasing trend, so this option is **incorrect**.\n", + "\n", + "**b) f(x) = -2*x+5**\n", + "\n", + "* This is a linear function with a negative slope. \n", + "* The graph exhibits a decreasing trend, suggesting a negative slope. However, the provided graph has a steeper slope than this function would produce. Therefore, this option is **incorrect**.\n", + "\n", + "**c) f(x) = x**\n", + "\n", + "* This is a linear function with a positive slope. \n", + "* The provided graph has a decreasing trend, so this option is **incorrect**.\n", + "\n", + "**d) f(x) = sqrt(x+10)**\n", + "\n", + "* This is a square root function, which would be defined only for x ≥ -10.\n", + "* The provided graph has a defined range for both positive and negative values of x. Therefore, this option is **incorrect**.\n", + "\n", + "**e) f(x) = x^3**\n", + "\n", + "* This is a cubic function. \n", + "* The graph is not linear and exhibits a more pronounced curvature than a simple quadratic function, suggesting a cubic function. The graph also displays a decreasing trend for positive values of x and an increasing trend for negative values of x, which aligns with the behavior of a cubic function.\n", + "* This option appears to be the most likely candidate based on the graph's characteristics.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely e) f(x) = x^3.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph x^2\n", + "\n", + "Let's analyze the graph step-by-step to identify the function:\n", + "\n", + "1. **Symmetry:** The graph is symmetrical around the y-axis. This eliminates options (b), (d), and (e). Functions (b) and (d) are exponential and would be asymmetrical, and (e) is the sign function which is piecewise constant and not symmetrical.\n", + "\n", + "2. **Shape:** The graph has a bell-shaped curve, reaching its peak at x = 0 and decreasing on either side. This further supports the elimination of option (c), which is a parabola.\n", + "\n", + "3. **Behavior:** The function rapidly decreases as x moves away from 0, approaching zero as x approaches positive or negative infinity. This is consistent with the behavior of exponential decay functions.\n", + "\n", + "4. **Comparison:** Option (a) is f(x) = exp(-x^2), which is a standard Gaussian function with a bell-shaped curve. This matches the characteristics of our graph.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely (a) f(x) = exp(-x^2).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -2*x^2\n", + "\n", + "Let's analyze the graph step by step to determine the function it represents:\n", + "\n", + "1. **Symmetry:** The graph appears to be symmetric around the y-axis. This eliminates options (a), (c), and (e) because they are not symmetric. \n", + "\n", + "2. **Concavity:** The graph is concave down, meaning it has a maximum point. This eliminates option (d), as the cosine function oscillates between -1 and 1 without a clear maximum point.\n", + "\n", + "3. **Shape:** The graph is a parabola that opens downwards. This leaves us with option (b), f(x) = -2*x^2.\n", + "\n", + "**Therefore, the graph approximately depicts the function f(x) = -2*x^2.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-2)^2\n", + "\n", + "Here's how we can determine which function is depicted in the graph:\n", + "\n", + "**1. Analyze the General Shape**\n", + "\n", + "* **The graph starts low and rises:** This eliminates options b) and c). Option b) has a flat section and then jumps to a constant value. Option c) is a parabola, which has a single minimum point.\n", + "* **The graph doesn't have a clear peak or valley:** This rules out option e) (sine wave), which oscillates periodically.\n", + "\n", + "**2. Consider the Behavior at Extreme Values**\n", + "\n", + "* **As x approaches negative infinity, the graph approaches zero:** This rules out option d) (x^3), which goes to negative infinity as x approaches negative infinity.\n", + "\n", + "**3. Check for Smoothness and Continuity**\n", + "\n", + "* **The graph is relatively smooth and continuous:** This leaves us with option a) (square root). The square root function is smooth and continuous in its domain.\n", + "\n", + "**4. Confirm with Specific Points**\n", + "\n", + "* **Let's check a few points in the JSON object:**\n", + " * For x close to -10, f(x) should be close to zero. The graph has a value close to 143.9 for x around -10. This matches the square root function. \n", + " * For x around 0, f(x) should be close to 3.16. The graph has a value close to 5.4 for x around 0, which aligns with the square root function.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the shape, behavior, and specific points, the graph most closely represents the function **a) f(x) = sqrt(x+10)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph 2^(x-5)\n", + "\n", + "Let's analyze the graph and eliminate options step by step:\n", + "\n", + "1. **Observing the shape:** The graph is mostly increasing with a steep slope in some areas and a flatter slope in others. This rules out options **d) f(x) = sign(x-1)** (which is a step function) and **c) f(x) = -3*x^3** (which is a cubic function with a negative leading coefficient and a decreasing shape).\n", + "\n", + "2. **Exponential growth:** The graph shows a rapid increase in the y-values as x increases, suggesting exponential growth. This makes **a) f(x) = 2^(x-5)** a strong contender.\n", + "\n", + "3. **Comparing to the remaining options:**\n", + " - **b) f(x) = sqrt(x ** 2 + 3*x +5)** : This function represents a parabola shifted and its square root taken. While it can have increasing sections, it wouldn't show the same kind of rapid growth as observed in the graph.\n", + " - **e) f(x) = sinh(x)** : The hyperbolic sine function has a shape similar to an exponential function, but it's more symmetrical. The graph provided shows a more pronounced asymmetry in its growth.\n", + "\n", + "4. **Verifying with values:** Looking at the graph, we see that the y-value is close to 0 for x values around 4. Let's check option a) for x = 4:\n", + " - f(4) = 2^(4-5) = 2^(-1) = 0.5 \n", + " - This is close to the y-value of 0 shown for x = 4 in the graph.\n", + "\n", + "Therefore, based on the shape, growth pattern, and value verification, the function **a) f(x) = 2^(x-5)** is the most likely function depicted in the graph. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph (x-1)*(x+1)\n", + "\n", + "Here's how we can analyze the graph and determine the function:\n", + "\n", + "**1. Examine the overall shape:**\n", + "\n", + "* **The graph is not symmetric about the y-axis:** This rules out options (a) and (c), which are both even functions. \n", + "* **The graph appears to have a general upward trend:** This suggests a function that increases with increasing x values, ruling out option (e), which would be a decreasing cubic function.\n", + "\n", + "**2. Analyze the behavior at extreme values:**\n", + "\n", + "* **As x approaches negative infinity, the graph goes to negative infinity:** This indicates a function that grows increasingly negative as x decreases. This further rules out option (d) which would approach negative infinity as x approaches -10.\n", + "\n", + "**3. Consider the remaining option:**\n", + "\n", + "* **Option (b), f(x) = x^3:** This function is an odd function (symmetric about the origin) and its general shape matches the graph. \n", + "\n", + "**Conclusion:**\n", + "\n", + "The graph most closely resembles the function **f(x) = x^3**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph x^3\n", + "\n", + "Let's analyze the graph and each function to determine the best fit:\n", + "\n", + "**Analyzing the Graph:**\n", + "\n", + "* **Shape:** The graph has a general \"V\" shape, indicating a sharp change in direction.\n", + "* **Symmetry:** The graph appears to be symmetric about a vertical line, suggesting an absolute value function might be involved.\n", + "* **Increasing/Decreasing:** The graph decreases on the left side of the vertical line of symmetry and increases on the right side.\n", + "\n", + "**Analyzing the Functions:**\n", + "\n", + "* **a) f(x) = sign(x+3):** This function is a step function, jumping between -1, 0, and 1. It doesn't match the smooth curve of the graph.\n", + "* **b) f(x) = sign(x):** This is also a step function, not a smooth curve.\n", + "* **c) f(x) = sqrt(x ** 2 + 3*x +5):** This function would result in a smooth, parabolic shape, not a sharp \"V\".\n", + "* **d) f(x) = x^3:** This function is a cubic function, resulting in a completely different shape.\n", + "* **e) f(x) = |2*x+4|:** This function is an absolute value function with a \"V\" shape. It's symmetric about a vertical line and decreases on the left, increases on the right.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the shape and symmetry of the graph, the function **e) f(x) = |2*x+4|** is the most likely representation of the provided data. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph -3*x^3\n", + "\n", + "Here's how we can determine the function depicted in the graph:\n", + "\n", + "**1. Analyze the Graph's Characteristics:**\n", + "\n", + "* **Symmetry:** The graph appears to be symmetrical about the y-axis. This suggests an even function, where f(-x) = f(x). \n", + "* **Shape:** The graph has a distinct \"peak\" and then falls rapidly on either side. This suggests a function that increases rapidly at first, then reaches a maximum, and decreases rapidly.\n", + "* **Behavior at x = 0:** The value of the function at x = 0 is positive.\n", + "\n", + "**2. Eliminate Possibilities based on the Characteristics:**\n", + "\n", + "* **a) f(x) = -3*x^3:** This is an odd function (not symmetrical about the y-axis) and has a negative value at x = 0.\n", + "* **b) f(x) = |2*x+4|:** This is a V-shaped function, not the smooth curve we see in the graph.\n", + "* **e) f(x) = x:** This is a linear function, not a curve.\n", + "\n", + "**3. Consider the Remaining Possibilities:**\n", + "\n", + "* **c) f(x) = exp(-x^2):** This function is symmetrical about the y-axis and has a bell-shaped curve, which aligns with the graph's shape. The function's maximum value occurs at x = 0, and it decreases rapidly as x moves away from 0. \n", + "* **d) f(x) = x^4:** This function is also symmetrical about the y-axis and has a shape similar to c). However, the graph doesn't increase as rapidly as x^4 would.\n", + "\n", + "**4. Conclusion:**\n", + "\n", + "Based on the graph's characteristics, the most likely function is **c) f(x) = exp(-x^2)**. It exhibits the symmetry, peak, and rapid decline that match the given graph. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph x^4\n", + "\n", + "Let's analyze the graph step by step:\n", + "\n", + "1. **Symmetry:** The graph is symmetric about the y-axis. This eliminates options **b) f(x) = -3*x^3** and **d) f(x) = -2*x+5** as they are not symmetric about the y-axis.\n", + "\n", + "2. **Behavior at x = 0:** The graph has a minimum point around x = 0. This eliminates option **c) f(x) = tanh(x)**, as it has a maximum at x = 0.\n", + "\n", + "3. **Shape and Growth:** The graph resembles a curve that increases rapidly as x moves away from 0 in both positive and negative directions. This is characteristic of functions with an odd power.\n", + "\n", + "4. **Comparing remaining options:** Both **a) f(x) = x^4** and **e) f(x) = x^3** have similar growth patterns, but **f(x) = x^4** is an even function and should be symmetric about the origin, not the y-axis. \n", + "\n", + "**Therefore, the function depicted in the graph is most likely e) f(x) = x^3.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph (x + 4)^4\n", + "\n", + "Gemini: Invalid response with parts [].\n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x)\n", + "\n", + "Let's analyze each function and see if it matches the given graph:\n", + "\n", + "**a) f(x) = cos(x)**\n", + "\n", + "* The cosine function oscillates between -1 and 1. \n", + "* Our graph shows a jump from negative values to positive values around x=0. \n", + "* While the cosine function also has jumps, its pattern doesn't match the graph.\n", + "\n", + "**b) f(x) = x^2**\n", + "\n", + "* This function is a parabola, always increasing as x moves away from 0. \n", + "* Our graph shows a sudden jump near x=0, not a smooth increase.\n", + "\n", + "**c) f(x) = sign(x)**\n", + "\n", + "* The sign function returns -1 for negative x, 0 for x=0, and 1 for positive x.\n", + "* This behavior closely matches our graph! It has a negative value for negative x, a sudden jump near 0, and a positive value for positive x.\n", + "\n", + "**d) f(x) = (x + 4)^4**\n", + "\n", + "* This function is a quartic function, meaning it has a smooth curve and doesn't have sudden jumps like the graph.\n", + "\n", + "**e) f(x) = x**\n", + "\n", + "* This is a linear function with a constant slope. Our graph shows a jump, not a linear relationship.\n", + "\n", + "**Therefore, the function depicted in the graph is (c) f(x) = sign(x).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x+3)\n", + "\n", + "Let's analyze the graph step-by-step:\n", + "\n", + "1. **The graph is piecewise constant:** The function has a constant value within each interval. This eliminates options like **b) f(x) = x**, **c) f(x) = sinh(x)**, and **d) f(x) = cos(x)**, as these are continuous functions.\n", + "\n", + "2. **The graph has a jump discontinuity:** The function jumps from a negative value to a positive value near x = -3. This eliminates option **e) f(x) = |x|**, as the absolute value function is continuous.\n", + "\n", + "3. **The graph is symmetrical:** The function is close to -1 for x < -3 and close to 1 for x > -3. This points towards the **sign function**, which is 1 for positive values, -1 for negative values, and 0 for 0.\n", + "\n", + "Therefore, the function depicted in the graph is **a) f(x) = sign(x+3)**. \n", + "\n", + "The graph represents the sign function shifted 3 units to the left, which explains the jump discontinuity and the constant values near -1 and 1. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sign(x-1)\n", + "\n", + "Let's analyze the graph and the functions step-by-step to find the best match:\n", + "\n", + "**Understanding the Graph:**\n", + "\n", + "* **Intervals:** The graph is defined by intervals, meaning the function has constant values within each interval.\n", + "* **Discontinuities:** There are clear jumps in the function's value at certain points, indicating potential discontinuities.\n", + "\n", + "**Analyzing the Functions:**\n", + "\n", + "* **a) f(x) = x^3:** This function is a smooth, continuous curve without any flat intervals or discontinuities. It doesn't match the graph.\n", + "* **b) f(x) = sign(x-1):** This function is a step function. It takes a value of -1 for x < 1, 0 at x = 1, and 1 for x > 1. This matches the behavior of the graph, with flat intervals and sudden jumps. **This is a strong candidate.**\n", + "* **c) f(x) = sinh(x):** The hyperbolic sine function is a continuous, smooth curve that increases monotonically. It doesn't match the graph's behavior.\n", + "* **d) f(x) = x:** This is a linear function, continuous and increasing at a constant rate. It doesn't match the graph.\n", + "* **e) f(x) = (x-1)*(x+1):** This is a quadratic function, which is continuous and has a parabolic shape. It doesn't match the graph's behavior.\n", + "\n", + "**Conclusion:**\n", + "\n", + "Based on the analysis, the function **b) f(x) = sign(x-1)** is the closest match to the graph provided. It exhibits the same step function behavior with flat intervals and discontinuities at the points where the function changes value. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph |x|\n", + "\n", + "Let's analyze the graph step-by-step to determine which function it represents:\n", + "\n", + "1. **Symmetry:** The graph exhibits a symmetry around the origin. This means the function is odd, i.e., f(-x) = -f(x). This eliminates options (b), (c), (d), and (e) as they are not odd functions. \n", + "\n", + "2. **Shape:** The graph has a gradual increase in value as x moves away from the origin in either direction. This suggests a continuous function, eliminating option (b) and (c) which are step functions.\n", + "\n", + "3. **Growth Rate:** The graph shows a slower increase in the value of y as x increases. This characteristic is consistent with the arcsinh function.\n", + "\n", + "4. **Range:** The range of the function seems to extend from negative infinity to positive infinity, which is consistent with the arcsinh function.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely f(x) = arcsinh(x) (option a).** \n", + "\n", + "It's worth noting that the provided graph might not be a perfect representation of arcsinh(x). However, given the choices, it's the most accurate description based on the provided information. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph |2*x+4|\n", + "\n", + "Let's analyze the graph step by step to determine the correct function.\n", + "\n", + "1. **Shape:** The graph shows a general upward trend with a change in direction, suggesting a non-linear function. This eliminates options **e) f(x) = sign(x-1)** (which is a step function) and **d) f(x) = exp(-x)** (which is a decaying exponential).\n", + "\n", + "2. **Symmetry:** The graph seems to be symmetric around the point x = -2. This characteristic is consistent with the quadratic function in option **b) f(x) = (x-2)^2**.\n", + "\n", + "3. **Intervals:** The graph is defined in intervals, indicating that the function maintains a constant value within each interval. This is not typical for a smooth quadratic function like **b) f(x) = (x-2)^2**.\n", + "\n", + "4. **Absolute Value:** The graph's shape resembles an absolute value function, which has a sharp bend at the point of symmetry. This suggests that option **c) f(x) = |2*x+4|** is a strong contender.\n", + "\n", + "5. **Verification:** Let's examine option **c) f(x) = |2*x+4|**. This function has a zero at x = -2, and the graph indeed shows a zero at approximately x = -2. The graph also demonstrates an increasing slope on both sides of x = -2, matching the behavior of an absolute value function.\n", + "\n", + "**Therefore, the function depicted in the graph is most likely c) f(x) = |2*x+4|.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x+10)\n", + "\n", + "Gemini: Invalid response with parts [].\n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sqrt(x ** 2 + 3*x +5)\n", + "\n", + "Let's analyze the graph step by step and eliminate options:\n", + "\n", + "1. **Symmetry:** The graph seems to have a point of symmetry around x = 0. This eliminates options **a) f(x) = exp(-x)** and **d) f(x) = (x + 4)^4** since these functions are not symmetric around x = 0.\n", + "\n", + "2. **Asymptotic Behavior:** The graph doesn't seem to have any horizontal asymptotes. This eliminates option **c) f(x) = arctan(x)** which has horizontal asymptotes at y = -pi/2 and y = pi/2.\n", + "\n", + "3. **Increasing/Decreasing:** The graph is decreasing for x < 0 and increasing for x > 0. This eliminates option **e) f(x) = x** which is always increasing.\n", + "\n", + "4. **Shape:** The graph has a steep increase around x = 0, suggesting a function with a quadratic-like behavior. \n", + "\n", + "5. **Remaining Option:** This leaves us with **b) f(x) = sqrt(x ** 2 + 3*x +5)**. This function has the following properties:\n", + "\n", + " - It's symmetric around a vertical line, not necessarily x = 0.\n", + " - It doesn't have any horizontal asymptotes.\n", + " - Its behavior resembles a quadratic, with a steep increase around its minimum point.\n", + "\n", + "**Therefore, the graph most likely depicts the function b) f(x) = sqrt(x ** 2 + 3*x +5).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x^2)\n", + "\n", + "Let's analyze the graph step by step to determine which function it best represents:\n", + "\n", + "1. **Symmetry:** The graph appears to be symmetrical around the y-axis. This eliminates options a) and e) as they are not symmetrical. \n", + "\n", + "2. **Peak:** The graph has a peak around x = 0. This eliminates option b) (x^4) which would have a minimum at x = 0. \n", + "\n", + "3. **Behavior at Infinity:** The graph approaches zero as x goes to both positive and negative infinity. This eliminates option c) (exp(x)) which grows exponentially as x goes to positive infinity.\n", + "\n", + "4. **Bell-shaped curve:** The graph resembles a bell curve. This strongly suggests option d) (exp(-x^2)) which is the standard form of the Gaussian function, known for its bell shape.\n", + "\n", + "**Therefore, the graph most closely resembles the function f(x) = exp(-x^2) (option d).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(x)\n", + "\n", + "Let's analyze the graph and eliminate options step by step:\n", + "\n", + "1. **The graph is increasing:** This eliminates options a) f(x) = x (linear with a slope of 1) and d) f(x) = -3*x^3 (cubic function with a negative coefficient).\n", + "\n", + "2. **The graph has a steep initial rise and then levels off:** This eliminates option c) f(x) = sin(x) (periodic function with oscillating values).\n", + "\n", + "3. **The graph is not symmetrical around the origin:** This eliminates option e) f(x) = x^2 (symmetrical parabola).\n", + "\n", + "4. **The graph has a strong positive slope initially:** This leaves us with option b) f(x) = exp(x) (exponential function).\n", + "\n", + "**Therefore, the graph approximately depicts the function f(x) = exp(x).**\n", + "\n", + "The exponential function is characterized by its rapid growth initially and then a gradual leveling off, which matches the pattern observed in the provided graph. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph exp(-x)\n", + "\n", + "Let's analyze the graph step by step and eliminate options:\n", + "\n", + "1. **Shape:** The graph is decreasing and concave up. This eliminates options **(d) f(x) = x^3** and **(e) f(x) = x^2** because they have different shapes.\n", + "\n", + "2. **Asymptotic behavior:** The graph appears to approach a horizontal asymptote at y=0 as x approaches infinity. This further eliminates **(b) f(x) = sqrt(x+10)**, which would grow without bound as x increases.\n", + "\n", + "3. **Decreasing rate:** The graph decreases at a decreasing rate. This is consistent with exponential decay.\n", + "\n", + "4. **Positive values:** The function is always positive. This is consistent with **(c) f(x) = exp(-x)**, which is always positive and exponentially decays.\n", + "\n", + "5. **Sinusoidal pattern:** While the graph has a wavy pattern, it's not a periodic function like **(a) f(x) = sin(x)**. The graph does not repeat its pattern.\n", + "\n", + "**Therefore, the graph most closely resembles the function (c) f(x) = exp(-x).** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph log(x+10)\n", + "\n", + "Let's analyze the given graph and the functions to determine the best match.\n", + "\n", + "**Understanding the Graph**\n", + "\n", + "* **Monotonicity:** The graph shows a generally increasing trend as x increases. This means the function is likely monotonic.\n", + "* **Range:** The y-values range from approximately -3.8 to 2.97. This suggests the function has a limited range.\n", + "* **Shape:** The graph is relatively smooth and doesn't have sharp changes in direction.\n", + "\n", + "**Analyzing the Functions**\n", + "\n", + "* **a) f(x) = log(x+10):**\n", + " * Logarithmic functions generally have a vertical asymptote and increase very slowly. This doesn't match the graph's shape and range.\n", + "* **b) f(x) = 2^(x-5):**\n", + " * Exponential functions grow rapidly and have an unlimited range. This doesn't match the graph's range.\n", + "* **c) f(x) = sign(x-1):**\n", + " * The sign function is a step function with values of -1, 0, or 1. This doesn't match the graph's smooth shape.\n", + "* **d) f(x) = sin(x):**\n", + " * The sine function oscillates between -1 and 1 and has a periodic pattern. This doesn't match the graph's limited range and lack of periodicity.\n", + "* **e) f(x) = sqrt(x+10):**\n", + " * The square root function is defined only for x >= -10, has a limited range, and increases slowly. This matches the graph's overall shape and range.\n", + "\n", + "**Conclusion**\n", + "\n", + "Considering the shape, monotonicity, and range, **option (e) f(x) = sqrt(x+10)** is the function best represented by the graph. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sin(x)\n", + "\n", + "Let's analyze the graph step by step to identify the function:\n", + "\n", + "1. **Shape:** The graph exhibits multiple peaks and valleys, suggesting a function with a non-linear shape. This eliminates options (c) and (d). \n", + "\n", + "2. **Symmetry:** The graph appears somewhat symmetrical around a central point. This hints at an even function. However, the symmetry isn't perfect, so it's not a definitive indicator.\n", + "\n", + "3. **Behavior at extremes:** The graph doesn't seem to approach infinity at either end. This rules out option (a) because a cubic function would grow infinitely in both positive and negative directions.\n", + "\n", + "4. **Periodicity:** The graph doesn't repeat itself in a regular pattern. This rules out option (e) as a sine function is periodic.\n", + "\n", + "5. **Possible function:** We are left with option (b) - f(x) = (x + 4)^4. \n", + "\n", + "**Reasoning for option (b):**\n", + "* The fourth power function will have a characteristic shape with a flat bottom and a steeper rise at the edges. \n", + "* The graph's general shape and symmetry align with the expected behavior of a fourth power function shifted by 4 units to the left.\n", + "\n", + "**Therefore, the graph most likely depicts the function f(x) = (x + 4)^4.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph cos(x)\n", + "\n", + "Let's analyze the graph step by step:\n", + "\n", + "1. **Periodic Behavior:** The graph exhibits a repeating pattern, suggesting a periodic function. This eliminates options **a) f(x) = exp(x)** and **e) f(x) = sqrt(x ** 2 + 3*x +5)**, which are not periodic.\n", + "\n", + "2. **Symmetry:** The graph appears to be symmetric about the y-axis. This means the function is an even function. Of the remaining options, **d) f(x) = cos(x)** is an even function.\n", + "\n", + "3. **Shape:** The graph resembles the general shape of a cosine function, with peaks and troughs. \n", + "\n", + "4. **Range:** The range of the graph is approximately between -1 and 1, which aligns with the range of the cosine function.\n", + "\n", + "Therefore, the graph most likely represents **d) f(x) = cos(x)**. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph sinh(x)\n", + "\n", + "Let's analyze the graph step by step to determine the best fit:\n", + "\n", + "**1. Symmetry:**\n", + "\n", + "* The graph is symmetrical around the y-axis. This means the function is even, i.e., f(x) = f(-x). This eliminates options (a), (c), and (d), which are not even functions.\n", + "\n", + "**2. Shape:**\n", + "\n", + "* The graph has a steep increase in the y-values as the absolute value of x increases. This characteristic points towards a function with a power greater than 1. \n", + "\n", + "**3. Comparison with remaining options:**\n", + "\n", + "* **b) f(x) = x^4:** This function grows very quickly, with a very sharp increase as x increases. It could be a potential candidate.\n", + "* **e) f(x) = x^2:** This function also grows steadily as x increases, but the increase is not as drastic as in option (b).\n", + "\n", + "**4. Conclusion:**\n", + "\n", + "Based on the steep increase in y-values and the even function property, **option (b) f(x) = x^4** is the most likely function represented in the graph.\n", + "\n", + "**In conclusion, the graph most likely depicts the function f(x) = x^4.** \n", + "\n", + "--------------------------------------------------------------------------------\n", + "Graph cosh(x)\n", + "\n" + ] + }, + { + "ename": "ResourceExhausted", + "evalue": "429 Resource has been exhausted (e.g. check quota).", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mResourceExhausted\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[53], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m messages\u001b[38;5;241m.\u001b[39mappend({\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrole\u001b[39m\u001b[38;5;124m'\u001b[39m: 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\u001b[49m\u001b[43mto_gemini\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtypes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mGenerationConfig\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m \u001b[49m\u001b[43mcandidate_count\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_output_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m500\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 14\u001b[0m response \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39mtext\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/generativeai/generative_models.py:232\u001b[0m, in \u001b[0;36mGenerativeModel.generate_content\u001b[0;34m(self, contents, generation_config, safety_settings, stream, tools, request_options)\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m generation_types\u001b[38;5;241m.\u001b[39mGenerateContentResponse\u001b[38;5;241m.\u001b[39mfrom_iterator(iterator)\n\u001b[1;32m 231\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 232\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate_content\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 233\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 234\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mrequest_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 235\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 236\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m generation_types\u001b[38;5;241m.\u001b[39mGenerateContentResponse\u001b[38;5;241m.\u001b[39mfrom_response(response)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/ai/generativelanguage_v1beta/services/generative_service/client.py:566\u001b[0m, in \u001b[0;36mGenerativeServiceClient.generate_content\u001b[0;34m(self, request, model, contents, retry, timeout, metadata)\u001b[0m\n\u001b[1;32m 561\u001b[0m metadata \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(metadata) \u001b[38;5;241m+\u001b[39m (\n\u001b[1;32m 562\u001b[0m gapic_v1\u001b[38;5;241m.\u001b[39mrouting_header\u001b[38;5;241m.\u001b[39mto_grpc_metadata(((\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, request\u001b[38;5;241m.\u001b[39mmodel),)),\n\u001b[1;32m 563\u001b[0m )\n\u001b[1;32m 565\u001b[0m \u001b[38;5;66;03m# Send the request.\u001b[39;00m\n\u001b[0;32m--> 566\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mrpc\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 567\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 568\u001b[0m \u001b[43m \u001b[49m\u001b[43mretry\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mretry\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 569\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 570\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 571\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 573\u001b[0m \u001b[38;5;66;03m# Done; return the response.\u001b[39;00m\n\u001b[1;32m 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/gapic_v1/method.py:131\u001b[0m, in \u001b[0;36m_GapicCallable.__call__\u001b[0;34m(self, timeout, retry, compression, *args, **kwargs)\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compression \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 129\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompression\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m compression\n\u001b[0;32m--> 131\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mwrapped_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/retry/retry_unary.py:293\u001b[0m, in \u001b[0;36mRetry.__call__..retry_wrapped_func\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 289\u001b[0m target \u001b[38;5;241m=\u001b[39m functools\u001b[38;5;241m.\u001b[39mpartial(func, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 290\u001b[0m sleep_generator \u001b[38;5;241m=\u001b[39m exponential_sleep_generator(\n\u001b[1;32m 291\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_initial, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maximum, multiplier\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_multiplier\n\u001b[1;32m 292\u001b[0m )\n\u001b[0;32m--> 293\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mretry_target\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 294\u001b[0m \u001b[43m \u001b[49m\u001b[43mtarget\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 295\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_predicate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 296\u001b[0m \u001b[43m \u001b[49m\u001b[43msleep_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 297\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 298\u001b[0m \u001b[43m \u001b[49m\u001b[43mon_error\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mon_error\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 299\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/retry/retry_unary.py:153\u001b[0m, in \u001b[0;36mretry_target\u001b[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;66;03m# This function explicitly must deal with broad exceptions.\u001b[39;00m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 152\u001b[0m \u001b[38;5;66;03m# defer to shared logic for handling errors\u001b[39;00m\n\u001b[0;32m--> 153\u001b[0m \u001b[43m_retry_error_helper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 154\u001b[0m \u001b[43m \u001b[49m\u001b[43mexc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 155\u001b[0m \u001b[43m \u001b[49m\u001b[43mdeadline\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 156\u001b[0m \u001b[43m \u001b[49m\u001b[43msleep\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 157\u001b[0m \u001b[43m \u001b[49m\u001b[43merror_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 158\u001b[0m \u001b[43m \u001b[49m\u001b[43mpredicate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[43m \u001b[49m\u001b[43mon_error\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[43m \u001b[49m\u001b[43mexception_factory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;66;03m# if exception not raised, sleep before next attempt\u001b[39;00m\n\u001b[1;32m 164\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(sleep)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/retry/retry_base.py:212\u001b[0m, in \u001b[0;36m_retry_error_helper\u001b[0;34m(exc, deadline, next_sleep, error_list, predicate_fn, on_error_fn, exc_factory_fn, original_timeout)\u001b[0m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m predicate_fn(exc):\n\u001b[1;32m 207\u001b[0m final_exc, source_exc \u001b[38;5;241m=\u001b[39m exc_factory_fn(\n\u001b[1;32m 208\u001b[0m error_list,\n\u001b[1;32m 209\u001b[0m RetryFailureReason\u001b[38;5;241m.\u001b[39mNON_RETRYABLE_ERROR,\n\u001b[1;32m 210\u001b[0m original_timeout,\n\u001b[1;32m 211\u001b[0m )\n\u001b[0;32m--> 212\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m final_exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msource_exc\u001b[39;00m\n\u001b[1;32m 213\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m on_error_fn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 214\u001b[0m on_error_fn(exc)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/retry/retry_unary.py:144\u001b[0m, in \u001b[0;36mretry_target\u001b[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sleep \u001b[38;5;129;01min\u001b[39;00m sleep_generator:\n\u001b[1;32m 143\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 144\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mtarget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inspect\u001b[38;5;241m.\u001b[39misawaitable(result):\n\u001b[1;32m 146\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(_ASYNC_RETRY_WARNING)\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/timeout.py:120\u001b[0m, in \u001b[0;36mTimeToDeadlineTimeout.__call__..func_with_timeout\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[38;5;66;03m# Avoid setting negative timeout\u001b[39;00m\n\u001b[1;32m 118\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmax\u001b[39m(\u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout \u001b[38;5;241m-\u001b[39m time_since_first_attempt)\n\u001b[0;32m--> 120\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/google/api_core/grpc_helpers.py:78\u001b[0m, in \u001b[0;36m_wrap_unary_errors..error_remapped_callable\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m callable_(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 77\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m grpc\u001b[38;5;241m.\u001b[39mRpcError \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[0;32m---> 78\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exceptions\u001b[38;5;241m.\u001b[39mfrom_grpc_error(exc) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n", + "\u001b[0;31mResourceExhausted\u001b[0m: 429 Resource has been exhausted (e.g. check quota)." + ] + } + ], + "source": [ + "for idx, question in enumerate(llm_questions):\n", + " print(f'Graph {fbench[idx][1]}\\n')\n", + " messages = []\n", + " messages.append({'role': 'system', 'content': \"You are an expert statistician and data scientist.\"})\n", + " messages.append({'role': 'user', 'content': question})\n", + " response = model.generate_content(\n", + " to_gemini(messages),\n", + " generation_config=genai.types.GenerationConfig(\n", + " candidate_count=1,\n", + " max_output_tokens=500,\n", + " temperature=1),\n", + " )\n", + " try:\n", + " response = response.text\n", + " except:\n", + " print(f\"Gemini: Invalid response with parts {response.parts}.\")\n", + " response = \"\"\n", + " print(response)\n", + " print('-'*80)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "models/gemini-1.0-pro\n", + "models/gemini-1.0-pro-001\n", + "models/gemini-1.0-pro-latest\n", + "models/gemini-1.0-pro-vision-latest\n", + "models/gemini-1.5-flash-latest\n", + "models/gemini-1.5-pro-latest\n", + "models/gemini-pro\n", + "models/gemini-pro-vision\n" + ] + } + ], + "source": [ + "for m in genai.list_models():\n", + " if 'generateContent' in m.supported_generation_methods:\n", + " print(m.name)\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tmcd", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}