{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.18.2?urlpath=lab/tree/hess.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/docs/tutorials).\n", "- **Source files:**\n", "[hess.ipynb](../_static/notebooks/hess.ipynb) |\n", "[hess.py](../_static/notebooks/hess.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# H.E.S.S. data with Gammapy\n", "\n", "[H.E.S.S.](https://www.mpi-hd.mpg.de/hfm/HESS/) is an array of gamma-ray telescopes located in Namibia. Gammapy is regularly used and fully supports H.E.S.S. high-level data analysis, after export to the current [open data level 3 format](https://gamma-astro-data-formats.readthedocs.io/).\n", "\n", "The H.E.S.S. data is private, and H.E.S.S. analysis is mostly documented and discussed at https://hess-confluence.desy.de/ and in H.E.S.S.-internal communication channels. However, in 2018, a small sub-set of archival H.E.S.S. data was publicly released, called the [H.E.S.S. DL3 DR1](https://www.mpi-hd.mpg.de/hfm/HESS/pages/dl3-dr1/), the data level 3, data release number 1. This dataset is 50 MB in size and is used in many Gammapy analysis tutorials, and can be downloaded via [`gammapy download`](https://docs.gammapy.org/dev/scripts/index.html?highlight=download).\n", "\n", "This notebook is a quick introduction to H.E.S.S. data and instrument responses and contains some specifics that are important for H.E.S.S. users:\n", "\n", "- IRF formats and shapes\n", "- How to handle safe energy and max offset\n", "- EVENTS and GTI formats (e.g. how HESS 1, 2, configs, ... are handled)\n", "- Link to HESS Confluence where data and help is available (Slack channel)?\n", "\n", "Then at the end, link to other analysis tutorials that are likely of interest for H.E.S.S. people, and add a few exercises. This can be short, a 5-10 min read. It's just supposed to be the \"landing page\" for someone new in H.E.S.S. that has never used Gammapy.\n", "\n", "## DL3 DR1\n", "\n", "This is how to access data and IRFs from the H.E.S.S. data level 3, data release 1." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from astropy.coordinates import SkyCoord\n", "import astropy.units as u" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from gammapy.data import DataStore\n", "from gammapy.maps import MapAxis\n", "from gammapy.makers.utils import make_theta_squared_table\n", "from gammapy.visualization import plot_theta_squared_table" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data_store = DataStore.from_dir(\"$GAMMAPY_DATA/hess-dl3-dr1\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data store:\n", "HDU index table:\n", "BASE_DIR: /Users/adonath/Desktop/gammapy-tutorials/datasets/hess-dl3-dr1\n", "Rows: 630\n", "OBS_ID: 20136 -- 47829\n", "HDU_TYPE: ['aeff', 'bkg', 'edisp', 'events', 'gti', 'psf']\n", "HDU_CLASS: ['aeff_2d', 'bkg_3d', 'edisp_2d', 'events', 'gti', 'psf_table']\n", "\n", "\n", "Observation table:\n", "Observatory name: 'N/A'\n", "Number of observations: 105\n", "\n" ] } ], "source": [ "data_store.info()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "ObservationTable length=2\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDDATE-OBSRA_PNTDEC_PNTOBJECT
degdeg
int64bytes10float32float32bytes18
201362004-03-26228.6125-58.771667MSH15-52
201372004-03-26228.6125-59.771667MSH15-52
" ], "text/plain": [ "\n", "OBS_ID DATE-OBS RA_PNT DEC_PNT OBJECT \n", " deg deg \n", "int64 bytes10 float32 float32 bytes18 \n", "------ ---------- -------- ---------- --------\n", " 20136 2004-03-26 228.6125 -58.771667 MSH15-52\n", " 20137 2004-03-26 228.6125 -59.771667 MSH15-52" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_store.obs_table[:2][[\"OBS_ID\", \"DATE-OBS\", \"RA_PNT\", \"DEC_PNT\", \"OBJECT\"]]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "obs = data_store.obs(23523)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.events.select_offset([0, 2.5] * u.deg).peek()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: invalid value encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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i0aJFDRq8YIwxxpjmWh6S0vsJ+iAY5H5HP5ihreMgs4jQ5e4PcumghUPRHjCXOrUBiSNFl9X+j2ej1X5MOy21pHeUdgw600ioJVx3PKvZuPZhQ/AABmOMsUb1t68O4OBpz7UirlX8zW3w4qiejbpPAIDLUT2IERQOKA5UVV6BlFYIIaAo1+cARkREBNwjaBhjjDHGWgMewAhAv5VoVe27hHfyaZuPj/6k9ifemlav41lJyBCNwHBHp1GlI5dGdTCMRjf9ERHRGmY6aSlRIoy1aDVhl+VC4rSjCGGm6qgmm9mGKvJ0gjHGGGOMNT8ewGCMMdaomiRSoqnU5IOWKU5UKA5U1BTJDLGEoKKywu+nU1lZiYceegg5OTmIiorCihUrEBMTU2u9WbNm4cMPP8SlS5dQUlJS6/Vly5ZhwYIFAICDBw+iW7duMJvNGDlyJF599VXdugMHDsQLL7yAESNGqMvefPNNHD58GO+++27jvkHGWKMTQowCMOqWW2Ob+1QYY27oA0VvBfdp+jxNG3GRdFaaPl9F0kEk2ZbWwKidQqI9mCl3lan9f17Ral38cEZLG7G3KVf76Tdo+4oK1gp/0wfV3lJGgk2Nl6rKAxgBoqF1L2jUBS22aTF5/hWiOValTu2Xv11QG20/NL8L+g+oWZo8Lyc1H3yJKnCvk3E9FO70FUddMOaDmu8zJxQICNikAmGywGwyQ0oJh8MBq7Vpcjg9ef/99xEZGYlff/0VWVlZeO6557BixYpa640aNQpPPfUUunbt6nE/jz76KB599FEAQExMDDZv3ozo6GiP606YMAFZWVm6AYysrCy8/vrrjfCOGGNNTUr5FYCveqckPdbc58IYY02NKwAyxhi7Lnz00UdITU1FYmIipk6dCperepA0PDwcs2bNwu2334709HScO3cOAFBYWIg/PfAw+tzzIEYMuBt7f96LWxCE5a+9g2eeegaP/fkxPPTQQygsLMSwYcOQnJyMqVOnokuXLjh//jxmz56tRjkA1VERCxcubNB7WLNmDR5++GEAwJgxY7Bp0yaPBYvT09PRsWPHeu//9ddfR58+fZCQkIAXX3xRPc7XX3+NysrqFL8TJ07g9OnT6NevXwPeCWOMMcZY4+MBDFZvFpNFbUVVxWpTpOKxRVjD1KbbjzDrmhkmtbmgqI2uI8gfSf4YEULomi+klGpjjLUOeXl5WLFiBbZv347c3FyYzWZ8/PHHAIDS0lKkp6dj7969GDBgAN577z0AwPTp0zFz2iT8vO5TvPPhu5g9YzZgCYZQXNi3Zx/e+vAtfPjxh/jb3/6GwYMHY/fu3cjMzMTJkycBAJMnT8YHH3wAAFAUBVlZWZg4cWKtc+vfvz8SExNrtY0bN9Zat6CgAJ06VdcmslgsaNu2LS5cuNAo/4+ys7Nx5MgR7Ny5E7m5ucjJycH333+PqKgopKamYv369QCqoy/GjRsXUBFrjDHGWFOg9xW6BuiaIM0lXWpzKk61ORSH2qRU1KZAqo1uW+4s07VSZ4naDly6rLad59qrzd6mXG1pN0i13RTSXm1h1nC1hVrC1OYuyGRVG71/bChOIWGMMdbqbdq0CTk5OejTpw8AoLy8HB06dAAABAUFISMjAwDQu3dvfPvttwCAjRs34uD+XEAqqBQCJcUlKC6tAKSCuzPuhi3EBikltm3bhtWrVwMARo4cicjI6inDYmJiEBUVhT179uDcuXNISkpCVFRUrXPbunWrz+/D08BpYw0kZGdnIzs7G0lJSQCAkpISHDlyBAMGDFDTSO677z5kZWVh6dKljXJMxhhjjLHGxAMYrEHaBEV4XB5sDlb7tMiMWZg9LgcAE6lvoZ/zWKuBQS/kaY0HetHf0Iv9lvLUkWcRYcx3Uko8/PDDeOWVV2q9ZrVa1c+12WyG01ld90JRFOz4JgshISE4JFxoG9wWEdIEQCIsNLR6Hal4jcaaMmUKli9fjrNnz2LSpEke1+nfvz+Ki4trLZ83bx6GDh2qW2a323Hq1CnY7XY4nU5cuXIF7du39+n/QV2klHjhhRcwderUWq/98Y9/xNNPP43du3ejvLwcycnJjXJMxhhjjLHGxAMYzNCx4uNq/5YIrbL1vou/qP2E9r3UvsNgoCLI5LkAnvtyWtTTaBDBaKDCaNpV9xsP3SCJD5pzEIEHLRjz3ZAhQ3Dfffdh5syZ6NChAy5evIji4mJ06dLFcJvhw4fj7fc+xL/P+Fe4lCrk7c9Dx9tvBwCIms++IhX069cPK1euxHPPPYfs7GxcunRJ3UdmZibmzJkDh8OBTz75xONx6hOBMXr0aHzwwQfo27cvVq1ahcGDBzfaoOqIESMwe/ZsTJw4EeHh4SgoKIDVakWHDh0QHh6OgQMHYtKkSZgwYUKjHI8xxhgLREazjXi7R6H3UYpuVhHSJxMp0K3p7CJ0P2XOMlB5l4vU/p7z7dR+lzbaej3baceLDtbWMZPUD5oGYiV993sXet/lbQaW+uIaGIwxxlq9+Ph4vPTSSxg+fDgSEhIwbNgwnDlzxus2CxcuxK7c/bi9/z0Yfedo/PfS/wZq/iGmAxgvvvgisrOzkZycjHXr1qFjx46IiKiOPgsKCsKgQYMwduxYmM1mw2P5avLkybhw4QLi4uIwf/583ZSniYmJav/ZZ5+F3W5HWVkZ7HY75s6dW+e+hw8fjgceeAB9+/bFbbfdhjFjxugiQyZMmIC9e/di/PjxDX4fjDHGGGNNQbTUQoW9U5Lk9p+2NPdpsGtER/8sBiNzDrcUEsrkw3SpdB3d77Gg3fo/uaxv1AWnerAQS7scKWVKc5+Hv6SkpMhdu3bpluXl5aFHjx7NdEbXSFGAs3tRGhaNE44idGnTBeEQwPnDKG/XCcfKzqFTRCcEIxhmsxkWiwU7duzAE088gdzc3JpdKEhOTsZnn31mOKVpIGiVf//suieECIjvZiHEKACjbrk19rED/9zT3KfDWMAzijZwkWhz9zvwhkRgVCmVHvdT4ijRHSPv8hW1TyMw7OHlap9GYHQM1daxWULUPi0VEGwKUvvu90Fmk9nja1G2jg36buYUEsYYY4Gp5h95Z02KBh1sNSnV/4ArUsHJUycxduxYKIqCoKAgdRaTgwcPIiMjA5mZmQE9eMEYa15Syq8AfNU7Jemx5j4XxgKJ0UyIitFyMhhBU+cB/cNYJxmooPty6gZAtOV00KKUDFr888pl3TF+udRW7XcMq1D7t0Vq++oQoq0TbtVqHUpSk9AiPA8huKfq05IC3maNrC8ewAhAsX/dpvaPv9Sv0fZLPzxWUt+CfthMBoU3AQAGed66SAuaOwbP9TB8/YAYRU7UO4qCHq6FBmBwlAhjHtRcIDhrPhK6AYya7y0FCrp27Yo9e2o/1YyPj8exY8ea/jwZY4wxxhgAHsBgjDEWqGoGMByyehBUe1IgdBEYjDHGGGOsZeABjADka9TF2bLf1f5NoR3qXJ9GXehmCyHr6GpbuEVc6G4UDOpbGEYSXEPdi/pGIhhGbLSQaVe94agLxjxw1aSQQIHFZNE+yyYzTLJmqlUewGCMMcZYDW8ziVylKCQ9hNwn0Kh0l1sKicug7gWNcKfHrnJpdS9KHFpB7kNXtP7+i1oNCwC4IUTb5vb22jFuNEgboTUsgkxaDQyzQa1CGsnqztyIc4fwLCSMMcYC09UUEunSDcDCZIFQXBBC8AAGY4wxxlgLwhEYzJAvURdGdS9oVEKFUxvtCzHb1D4t7OK+PS1eI4XnWhdGpS681cCod9SFNDh2A3FNCsZaAMUJCDMcihM2i/bdBJMFUJwwmUw8gMEYY4wx1oJwBAZjjLHr2sKFC9GjRw9MnDgRlZWVGDp0KBITE7Fi1WrAZIFTcerDHk0WwOWECSbdIOaWLVvwww8/NMo5zZo1C506dUJ4eLjX9V555RXExcWhW7du2LBhQ5373bJlCzIyMhrlHBljjDHGWhqOwGA+qSR5VnTuX13YNUFzvGxk/SoSseGO5lPR/bp0s5iQMTddMIZvEQ31jahoqvoWHHXBmP+8++67WLduHWJjY/Hjjz/C4XAgNzcXOH8ELkgo0qGfEuxqBIYIgkKmDduyZQvCw8Nxxx13NPicRo0ahaeeesrr9KsHDx5EVlYWDhw4gNOnT2Po0KE4fPgwzGaz4TaMMcYYa1xG9w/0GoFGbOqmOHU5PK7vUvQ1MOj2dD26r0qXNvXplSqt1sWxYq1/8LJWzyKa1LwAgERS96JDiFbrItQSqvZp3Qt632VU+8OiW19/f2N0n9hQHIERIObsOqg2X+0+v09tweZgtRk5W/672hTFpTazMKuNCjJZdU2QPw7FoTZKSumxGa7j9gcCWjPgyzEYYy3P/Pnz0atXL/Tq1QtvvvkmAGDatGk4duwYRo8ejddeew0PPvggcnNzkZiYiKPHjuH5f/wnRt85GgPTBuKZZ54BABRevII/TZmJ+4fcj4y7MrB9+3acOHECixcvxhtvvIHExERs3bq1Qeeanp6Ojh07el1nzZo1GD9+PIKDgxEbG4u4uDjs3Lmz1nrr169H9+7d0a9fP3zxxRfq8tLSUkyaNAl9+vRBUlIS1qxZAwAoKyvD2LFjkZCQgHHjxiEtLQ27du1q0PthjDUfIcQoIcSSy5evNPepMMZYk+MIDMYYY61eTk4Oli1bhp9++glSSqSlpeGuu+7C4sWLsX79emzevBnR0dFIS0vDvHnz8PXXX+Ni3nas+eZbrPlhLext7EB59b6mP/8iZj42EX8YOBAF+acx5c9TkJeXh2nTpiE8PFwd6KA2b96MmTNn1loeGhp6zWknBQUFSE9PV3+22+0oKCjQrVNRUYHHHnsM3333HeLi4jBu3Dj1tZdffhmDBw/G0qVLcfnyZaSmpmLo0KFYtGgRIiMjsW/fPvzyyy9ITEy8pvNjjLUMUsqvAHzVOyXpseY+F8YYa2o8gBEg/p4S73H57+Xn1X6HkGjda8nRCXXut4KklkQFR6p9o5Ahmk5CtwX0YUd0ulXKRUKqLMIgjNrH7AxdVAWdhrUVTIvKGNPbtm0bMjMzERYWBgC4//77sXXrViQlJRlu0ybMBltwMObMmIP7R9+PsZljAQAbN3+Pgwd+QZVpHgCgqKgIxSQ805NBgwZVp6U0Ik+RX+7fT4cOHUJsbKyaivLggw9iyZIlAIDs7GysXbsW8+ZVv4+KigqcPHkS27Ztw/Tp0wEAvXr1QkJC3d/1jDHGGNOnyUvpOYVEPyWqPlVE3dbtZ3qPoyhan06XWuYsVfvHyXXJ3gvadKk3hWppJr0i9Ue5gaSNhFjC1L6Z1AGjKbU0PYSmv9P7PHrP5n7/1lT3VDyAwRhjrNWrd5qXVGCxmLDlu6+wYtO3+Oarb7D0v5biu+++gyIV7Fi7HOejb0KF4kTXSOM6FVc1RQSG3W7HqVOn1J/z8/Nx880311rP6AJBSonPP/8c3bp1q7WcMcYYY6w14hoYAa5DSLTaroXNHKw2q8mqNkUqaqPocvcaGCaTWWvCpDYJqM0sTGqjfK1bQethCCG0Rv40J129DsaYzwYMGIAvv/wSZWVlKC0txerVq9G/f3/jDRQXSkrLcLm4FAOGDcB//Od/qBEUw4cOwdvLV8Akq7+zri6PiIgwjMS4GoHh3hoya8no0aORlZWFyspKHD9+HEeOHEFqaqpune7du+P48eM4evQoAODTTz9VXxsxYgTeeust9btwz549AIB+/fph5cqVAKoLhe7fv/+az5ExxhhjzJ84AoMxxlirl5ycjEceeUS9wZ8yZYrX9BEoLhSXlOLPU55CcUUpgkQQ3njjDQDAwgVv4l8fewTL7rwblU4Hhg0ahsWLF2PUqFEYM2YM1qxZg7feesv7AEkdnn32WXzyyScoKyuD3W7HlClTMHfuXKxduxa7du3C3//+d/Ts2RNjx45FfHw8LBYL3nnnnVozkNhsNixZsgT33nsvoqOj0a9fP/zyyy8AgNmzZ2PGjBlISEiAlBIxMTH4+uuv8eSTT+Lhhx9GQkICkpKSkJCQgLZt23o6TcYYY+y6YjRzoftDV/oaTQNRyPZ0G6fi9HgM+kjSRdahKSPu+yp1lqj9cmeZ2j9wWVv+zyvav9sdw8rVfkY5c4MAACAASURBVHxb7Yg3hWipJQBgs4SofToxA51owWIwCwlFH/e6P1T2B9FSQ0l7pyTJ7T9tae7TYHWgdSzoh5t+KAxrVbhxGuSIwWDqIvdZTdTVr2FKVboNzd/ydV+NhX55GdUBYS1PiKVdjpQypbnPw19SUlKk+6wVeXl56NGjRzOd0TWoLAEuHMGlNjfhdMVFdI3siiBzUPVrUgHO7MW5kLa4oFQgPspzDaHWyuVyweFwwGaz4ejRoxgyZAgOHz6MoKCga95nq/v7ZwFBCBFQ38187cxY3fw9gKGrh+HrAIbDlwEMrZ5FhxCt7gUdwOgYWv8BDCuph2E0gEHXsZiM4yGM7tUaet3MERiMMcYa17rngbONnJZw023A3a823v5qLkauXi7oBgyFCRAmmKQCKSUUqVxXA4plZWUYNGgQHA4HpJRYtGhRgwYvGGOMMcb8hQcwmKEypxaOFEpG7IyEWUI9Li9xaBVzbRab2qejkIBxFVvFYKSUjoYajfC504260sJ3BoFIDY26qG9EBc+AwpifKF4GMADAZIGo+WK43gYwIiIi4B5BwxhjjAUCX6/t9Wkg5EZB0ugKl8d1XAazkxhFbwBABbnvolEXh4uKSL+N2qdRF71IoMUNIdo6NMoC0Kd+0P8PupkgSdSFUXQFvSai92D+yuzgAQzGGGONqzEjJZpKzQCqAngu4CvMMNX8Q+zPVMvvv/8eM2bMwL59+5CVlYUxY8Z4XC8nJwePPPIIysvLcc8992DBggW6AdBly5ZhwYIFAKoLdXbr1g1msxkjR47Eq6/q/34GDhyIF154ASNGjFCXvfnmmzh8+DDefffdJniXjDHGGGPXhgcwmCpy6ALdz5c2Tq9zGxsZ2TOKNgizapEZ3qI6XG4jkVfR+YjpSCe9WKfHNlrufl7+mOmjvk9t6U2Uv+tvUM15bMb8gkRgXJ2NSMdkhkm64HQ6a32PNKXOnTtj+fLlmDdvntf1nnjiCSxZsgTp6em45557sH79etx9993q648++igeffRRAEBMTAw2b96M6GjPs01NmDABWVlZugGMrKwsvP76643wjhhjjDHGGg8PYAS438vPq31vAxYnin9T+zERXTyuY3SzTi/+g01anrXTLYWErkdDluighdExjG6y3dc3epJKb15069DdSs/re2M0sOLLoEBzDmbwoAVrjT766CMsXLgQVVVVSEtLw7vvvguz2Yzw8HBMnz4dX3/9NUJCQrBmzRrcaHOh8OIVTH5iFk6dPAWbxYY333wTd955J+bOnYvTxw7h15OnEBLVDoveXoTJD03GhQsX0KdPH6xfvx45OTlYsGABoqOjMX169XfnrFmzcOONN+Lf/u3frvk9xMTEAABMJuPBzzNnzqCoqAh9+/YFADz00EP48ssvdQMYRl5//XWsXLkSlZWVyMzMxN/+9jeMGTMGf/3rX1FZWYng4GCcOHECp0+fRr9+/a75fTDGGGMtkTRI4/AWbWmYEkKLeNJCn4rWd+nWcaj9CpeWAgLoU+6PkrSRX4vC1f5NJG2kR1vtWv3GEG1GEptZS9cPJn1Af19E77Xo/xO63OjhtNVkRXO6fpJ6GWOMBay8vDysWLEC27dvR25uLsxmMz7++GMAQGlpKdLT07F3714MGDAA7733HqC4MH3O65j8r5PxxXdf4PPPP8eUKVPU/eXsO4AVyxfgP/7rP/DyP17G4MGDsXv3bmRmZuLkyZMAgMmTJ+ODDz4AACiKgqysLEycOLHWufXv3x+JiYm12saNG6/pvRYUFMBut6s/2+12FBQU1LlddnY2jhw5gp07dyI3Nxc5OTn4/vvvERUVhdTUVKxfvx5AdfTFuHHjuCYPY4wxxlocjsC4jq3P/1Htj7Sne1ynQ4jnkGJ3RlEXx4qOqf1b2tyi9i9WXlb7bYK0aX7o6J3LbdpUXeFOgxE/o+lOddkgtM6O0I+m+nJBbriOD9fy7mkpvqSQ+BJdwRERjHm3adMm5OTkoE+fPgCA8vJydOjQAQAQFBSEjIwMAEDv3r3x7bffAooTG7//Ebm/HgckEGQOQlFREYqLiwEAo+8ejjBbdcTYju078PyXzwMARo4cicjISADV0RJRUVHYs2cPzp07h6SkJERFRdU6t61btzbqe/X0lMiX77bs7GxkZ2cjKSkJAFBSUoIjR45gwIABahrJfffdh6ysLCxdurRRz5kx1nSEEKMAjLrl1tjmPhXGGGtyPIDBGGPXISFEJwAfArgJ1aUelkgpF7itIwAsAHAPgDIAj0gpd/v7XBuDlBIPP/wwXnnllVqvWa1W9QbfbDbD6XQCiguKVPB59uewhdgQ21Z/4R8WHgazogAwe62BMWXKFCxfvhxnz57FpEmTPK7Tv39/dWCEmjdvHoYOHVqPd1nNbrcjPz9f/Tk/Px8333xzndtJKfHCCy9g6tSptV774x//iKeffhq7d+9GeXk5kpOT631ejLHmIaX8CsBXvVOSHmvuc2GspTCsdSc9dmuhKSFVSpXB9p5nJ6GzjVQqldpycj1RRlJGAH3ayNHiMLUfGawdu2c77cFolE1LLaFpI1YzmRbd7dmG2aTNGGIiDz7MpN6ghcwqotCHyDTdxg91BL3hAYzrmFHUxdcnf1D7GZ3vUPufHd+hW+/PsX09bk9rV9CoC4fi8LS67oNQ4dI+xCa3T5XJRKfh8ZyTRp8y0pwys0E2lHvkgjT61hK0e+3RDteybX23aakFNo3+nlizcQL4dynlbiFEBIAcIcS3UsqDZJ27AXStaWkAFtX8t9UZMmQI7rvvPsycORMdOnTAxYsXUVxcjC5dPEePQbowfFB/fLDkAzwx4wkAQG5uLhITE2tWMMFc81lL65uGlStX4rnnnkN2djYuXbqk7iYzMxNz5syBw+HAJ5984vFQjR2B0bFjR0RERODHH39EWloaPvzwQ/zlL3+pc7sRI0Zg9uzZmDhxIsLDw1FQUACr1YoOHTogPDwcAwcOxKRJkzBhwoRGPV/GGGOMscbCNTAYY+w6JKU8czWaQkpZDCAPwB/cVrsPwIey2o8A2gkhOvr5VBtFfHw8XnrpJQwfPhwJCQkYNmwYzpw5Y7yB4sTC1/6OfXv2YeQdIxEfH4/FixdrrwuBq0OqT7/wNLKzs5GcnIx169apAwhAdXrKoEGDMHbsWJjN5trHqaeff/4Zdrsdn332GaZOnYqePXuqr2mDK8CiRYswZcoUxMXF4dZbb/WpgOfw4cPxwAMPoG/fvrjtttswZswYXWTIhAkTsHfvXowfP77B74MxxhhjrCkIf85vXx+9U5Lk9p+2NPdpXDeOkloVeZfPqn0agdFQpc4ytR9CQploxIC33zYadWEUWUAr49LQLjMJcTKavcPbfg3PySDawWimkqaKiGipURcU/fugUTeBIMTSLkdKmdLc52FECBED4HsAvaSURWT51wBelVJuq/l5E4DnpJS7vO0vJSVF7tqlXyUvLw89evRo5DNvIlICZ/YC4Tfgn84ShAeF4w/hbmM7FVeAi8eQF2xDiAiBvY0dFosFO3bswBNPPIHc3FwA1cU7k5OT8dlnn6Fr167N8GZahlb1988ChhCiRX83Nza+dmZMY3StTpfTenwut3RRmu5Bo8xpegjdF13HJbVo9SqXlgJS4tAeGhwmKSMAcPiKVjOwHUkb+T9ttPP4Q5g220ioRUszsZAUEDO5Bqf3TQAQRGYP0d07kT6t36eLltelnNRvVkh3Db1u5hQSxhi7jgkhwgF8DmAGHby4+rKHTTyOMwohHgfwOAB07ty5Uc/R76QCQAKiur6Fx2K7NRcAZiFw6rdTyJyUCUVREBQUVD2LCYCDBw8iIyMDmZmZAT14wRhjjDHmL34dwBBCmAHsAlAgpczw57ED3a2kVgXtUydLTul+7hzeyeN6By5pKfQ9I+PVPh3VKydzG4daQtR+JRmFrHXTYFBDga7ndJu5xBM6Yupei8Ew4sggisJwVhCDGg/eIj6MzsuX0cqWGnVBBVrURWsghLCievDiYynlFx5WyQdAP+h2AKc97UtKuQTAEqA6AqORT9W/ar5HpKlmAMNTNmVNTR4zTOh8a2fs2bOn1irx8fE4duxYreWMMcYYY6xp+DsCYzqq87Db+Pm4jDEWUGpmGHkfQJ6Ucr7BamsBPCWEyEJ18c4rUkovhSOuE0rNAEbNoJvXCAyIWlM+M8YYY6xl8OXhpGIwOQBdTicpAPQPJWnaiEvRrgno9jRtpMJZrvbLXVr/1+IrWr9ISxkB9Gkj3dtqx+sYot02B5uC1b7ZIO2Dpo24P1w0GaWKGKWTGD3IbeYHq34bwBBC2AHcC+BlAE/767jMd+4RF7vP71P7t7aJUfvtgiI9bm8lERj0l59+uGmURq1oChKVQL8oFPKFQj+URjUpDGtVwMsHzmBGEv0qddeh8PaB9niTxFjTuRPAvwDYL4TIrVn2fwF0BgAp5WIA36B6CtVfUT2N6qPNcJ7+V3PxcXV6MI+fTTUCA3AoPIDBGGOMMdYS+DMC400AzwKIqGtF1jyKqop1PydHJ3hcz2yQKkCLeIZZQtV+ids8x9p+9DcNdA5jF2i6hefzVcg6HkPAPfAl9cNoOlCjwQlfpw+lAzm+DGYYFhBtxIKeraE4KLs2NYU5vf6lyupf3n/1zxm1IDWDokrN59VzBIYJQPVMJByBwRhjjDHWMvhlAEMIkQHgdylljhBioJf11CJxnTp7rr/AGGOMNYj0IQJDCMBkhhnVM41IKb0OUDLGGGOsedGHmzQIW5fqQSK7XboUEOOHFQqJxHSSVBEnmXmkgtT/ow91jxdr9dN/LQpX+9G2St0x4iK0a4wbQrT1gskDXptZqyvoSzqI+/WNUb06b9tcpbjN0tKc/BXTfieA0UKIEwCyAAwWQnzkvpKUcomUMkVKmXLDDVF+OjV2VZugCF0rc5arjfqt5ITaqBCzTW1Oxam2YHOQ2iwmi9rcuaCozSLMapOA2hSpqI0uh9CaJH+EELompfTY9DvzjO6X0u3f7Q9lEia1+UKQP0bLvR2vIcdg7HqycOFC9OjRAxMnTkRlZSWG3puJxGHjsXJVdV1Tw8+kMMMsqz9bilSwZcsW/PDDD41yTrNmzUKnTp0QHh7udb1XXnkFcXFx6NatGzZs2FDnfrds2YKMDK6RzRhjjLHrk18iMKSULwB4AQBqIjCekVI+6I9jM8YYC2zvvvsu1q1bh9jYWPz4449wOBzI/TYLJdFd8VvRb8YDGKbqAQyg+snMli1bEB4ejjvuuKPB5zRq1Cg89dRTXqdfPXjwILKysnDgwAGcPn0aQ4cOxeHDh2E284w/jDHGGAtM/p6FhLUAv5HpUruQwp3uNTDaBHkuV9IzsqfH5efKC9X+DSHRap+GK5lI+JHDrdqvg4RhKdBCtWi0hjSY7tQo+MCwMrH79j5ozOlOjaIlmuKcGAsU8+fPx9KlSwEAU6ZMwYwZMzBt2jQcO3YMo0ePxoMPPoj33nsPhYW/I3HYeCz/bAXeXvw2tm/cDqvFiuHDh2PevHkoLCzEtGnTcPLYEbggMfOlZ2HuZsbixYthNpvx0Ucf4a233kL//v2v+VzT09PrXGfNmjUYP348goODERsbi7i4OOzcuRN9+/bVrbd+/XrMmDED0dHRSE5OVpeXlpbiL3/5C/bv3w+n04m5c+fivvvuQ1lZGR555BEcOnQIPXr0wIkTJ/DOO+8gJSXlmt8PY4wx5i9G19G6GUbozCEkPYRuqZtpxC1Fgq5Ha/PRFJQql5YGUuLQ0kZOlGhpI0dJ2kiYRTuPWLfbrBtDtAU2i5YqYjUFaSuRy34ruT+iD2JorUKrW8S72aS95qpnSohRDcTm4PcBDCnlFgBb/H1cxhhj16+cnBwsW7YMP/30E6SUSEtLw1133YXFixdj/fr12Lx5M6Kjo5GWloZ5r/4DXy97A8dlBDZ9swl5h/Jgs9hw+fJlAMD06dMxc+ZM9Iv/Aw6dOIp7xj+Ofb/sw7Rp0xAeHo5nnnmm1vE3b96MmTNn1loeGhp6zWknBQUFuoEOu92OgoIC3ToVFRV47LHH8N133yEuLg7jxo1TX3v55ZcxePBgLF26FJcvX0ZqaiqGDh2KRYsWITIyEvv27cMvv/yCxMTEazo/xhhjjDF/4wiMANQl3HOBVKOIC3dVLm2e4goy8hhta6/2JRnVK3VqRW0sBqOFQP1n6dChkRkkTMO96J5uxFZ6Xk6P7esMI1e5j94avY/6Rk40VsQGY9erbdu2ITMzE2FhYQCA+++/H1u3bkVSUlLtlSUAYUJYRBiCbEF44vEnMCpjlFo7YuPGjTh48CDgckBKF0qLS3Gl6Ert/RCDBg1Cbm6u13Xqy1MEmfv30KFDhxAbG6umojz44INYsmQJACA7Oxtr167FvHnzAFQPdpw8eRLbtm3D9OnTAQC9evVCQoLnGacYY4wxxloaHsBgjDHW6nlLF/NImGAym5C1IQv5e/Lx2crP8Pbbb+O7776DoijYsWMHQhwX4SgtxGGrFSHhIV531xQRGHa7HadOaSl/+fn5uPnmm2u/FaPpoaXE559/jm7dutVazhhjjLVktR7e0VlF6GwjBtvoZx7RUjcUeF7unlJB006cJG2EprwXOUrV/vFiLRX/aLGWNtI2SFs/ro12fjeF6B8c09lGrCar2qcPQ61Cu3Wn6SAm1D2LiDsTeQhqdFXQUh+U+msWEtbM5uw6qLaGOnTlsNpCraFqMwuz2oqqitUWYrGpzaE41OYrl3SpzQidncQbuh6dPYTSzU5CZjfxBZ1pxCRMPs0Q4ss6PFsIY94NGDAAX375JcrKylBaWorVq1cb16iQEhAmFBcXo7ioGBn3ZuDNN99UIyiGDx+Ot99+GxBmmKTEof2HoEgFERERKC4u9rjLqxEY7q0hs5aMHj0aWVlZqKysxPHjx3HkyBGkpqbq1unevTuOHz+Oo0ePAgA+/fRT9bURI0bgrbfeUgcs9uzZAwDo168fVq5cCaC6UOj+/fuv+RwZY4wxxvyJBzAYY4y1esnJyXjkkUeQmpqKtLQ0TJkyxXP6CABAAkKgqLgIT018CrfffjvuuusuvPHGGwCqp13dtWsXEvoOwW0D/4SVH6yES3Fh1KhRWL16NRITE7F169YGne+zzz4Lu92OsrIy2O12zJ07FwCwdu1azJkzBwDQs2dPjB07FvHx8Rg5ciTeeeedWjOQ2Gw2LFmyBPfeey/69euHLl26qK/Nnj0bDocDCQkJ6NWrF2bPng0AePLJJ1FYWIiEhAS89tprSEhIQNu2bRv0fhhjjUsIcYsQ4n0hxKrmPhfGGGtJREsNJe2dkiS3/7SluU+jVYt87Gu1f+m9jEbb74FLB9Q+nZHESSIk6MwjV6q0Sry0BobFrZqtLrrAICTaKCzK1MDIBKP96j4f9BA+fmyMamv4tG0962/4S0s9r+YUYmmXI6UMmCkcUlJS5K5du3TL8vLy0KNHj2Y6o3o6fxiAwGlbGIqqitC9fXfP65VfAi6dwD+DQxAR3AY3h9dO32iNXC4XHA4HbDYbjh49iiFDhuDw4cMICgqqe2MDrervnwUMIUSL+m4WQiwFkAHgdyllL7J8JIAFAMwA/p+U8lXy2iop5Rhf9s/Xzqy183ZfqksPoTOMkPQOujVN+9CljZBobUU3O6I+OtxJfq5wafX8ypzlav83MtvIseJQtR9q0Y7dtY22z44kbYSmjAD62UasZi2FhKaNCEFTRYTHdehsIe7X6UYzidD/n3SLppp5pKHXzVwD4zrmy6DF7+Xn1X4HMvUpANz1vjZQ8cFYLZfLaBpVOiChG8wwef5Quad70A+lhQQH0fWEwcyp+sEPso7bF6HQ5XtJj+sZ3ZTTbekXIV3u7Ya+vjf+dJ1rKXAqdV9GjTfQwIMWrNWTCmCyQpGK989TzfeVWZi8prC1NmVlZRg0aBAcDgeklFi0aFGDBi8YYz5bDuBtAB9eXSCEMAN4B8AwAPkAfhZCrJVSNjznlzHGrkM8gMEYY6xRvbbzNRy6eKhR99m9fXc8l/pc4+yspgZGnQMYNQWyTELoCn21dhEREXCPoGGMNT0p5fdCiBi3xakAfpVSHgMAIUQWgPsA8AAGY4x5wAMYASjy8f9R+7nzjafPe+M+7YI9JqKLx3WcBk8lzSSCItgcrPbpFKzu6G0EfcpvMoja0N14GAQFuBfG1KV0kCMaRhUYLPY1CsIoMsSIUcpKvaeVhf7/lS8hYE0VscFYiyMVHwcwqv+JtEDAcR1FYDDGWpQ/ADhFfs4HkCaEiALwMoAkIcQLUspXPG0shHgcwOMA0Klzp6Y+V8YaxbVcc+pSSHSzitB0EjqrCFlHek4hoWkmTqlPIal0Var9YjLbyKkSrZj3b6Va2kiEVdv+lgjtPd0UokWxB5F7IpoyAujTRuh1O72TMcNz2gi9ljHpZifR/7+l9zv0/zu9Emqp5SUoHsBgjDHWqBotUqKpSAUQAgpcuoHMWmoGMMwAKvwUgfH9999jxowZ2LdvH7KysjBmjJb6/sEHH+Cll14CAPz1r3/Fww8/XGv7yspKPPTQQ8jJyUFUVBRWrFiBmJgY9fULFy5gyJAhAICzZ8/CbDbjhhtuAADs3LlTl0qyfPlybNiwQTezyfnz59GjRw/k5+cjOFi7EGOMXTNPd29SSnkBwLS6NpZSLgGwBKiugdHI58YYYy0OD2AEoEtL7vW4/GTJKd3PydFadAYdhfy16Fe1b1QPw2g6UzpCKN3Woa/pwrUNitQY1bDwVjjTl1FFo1oVhsu9jCIbTY1K90XPsaH1Jejx6lt4h6MuWMAgERi0Rk8twgSn0wWThN9qYHTu3BnLly/HvHnzdMsvXryIv/3tb9i1axeEEOjduzdGjx6NyMhI3Xrvv/8+IiMj8euvvyIrKwvPPfccVqxYob4eFRWlThc7d+5chIeH45lnnvF4Lvfffz+eeeYZlJWVITS0+inTqlWrMHr0aB68YKzx5AOgoRN2AKeb6VwYY6zF42lUGWOMXRc++ugjpKamIjExEVOnToXLVT3oEB4ejlmzZuH2229Heno6zv1eCAgTLhRewLR/mYY+ffqgT58+2L59O4DqG/vHH38cw0eMwEMz5uDS+QuY9KdJSE5OxtSpU9GlSxecP38es2fPxoIFC9Tjz5o1CwsXLmzQe4iJiUFCQgJMJv0/zxs2bMCwYcPQvn17REZGYtiwYVi/fn2t7desWaNGZowZMwabNm3yaeA2JycHd911F3r37o0RI0bgzJkzaNOmDQYMGICvvvpKXS8rKwsTJkxo0HtkjOn8DKCrECJWCBEEYDyAtfXZgRBilBBiyeXLV5rkBBlrbIL8UaSiNheMm1Nxqs0lXVpTtKaQPy6pNXoMp3SqzaFUqa3SValrxY5SteWXlqjtt9JQtYWaXWqLixBquzEkXG02c4jags02tVlMFl0zC7Pa6P+fIJNVbSZhUhtdnzbd/2ch9I38Mfy7Ieu3VDyAEYC+PvmD2qjO4Z10jVp1IldtkcHt1VbhqlRbiaNUbVWKQ22ljlK10S8f9w8c/XKhH1CKfjHR9SX5oyP1zeiDK6VUm9Fyo2P48mXgvi9fvhzo+/Nln1JKn8+FsetNXl4eVqxYge3btyM3Nxdmsxkff/wxAKC0tBTp6enYu3cvBvTvj/c+Xg0IE/7xwj/w+L8+jp9//hmff/45pkyZou4vJycHa9aswSeL5+M//2Mh0vql4eddPyMzMxMnT54EAEyePBkffPABAEBRFGRlZWHixIm1zq1///5ITEys1TZu3Ojz+ysoKECnTtr3st1uR0FBgdf1LBYL2rZtiwsXLnjdt8PhwF/+8hesWrUKOTk5mDRpEmbNmgUAmDBhArKysgAAp0+fxuHDhzFo0CCfz5sxphFCfApgB4BuQoh8IcRkKaUTwFMANgDIA7BSSnnA237cSSm/klI+3q5d28Y/acYYa2E4hYQxxlirt2nTJuTk5KBPnz4AgPLycnTo0AEAEBQUhIyM6mmleycn4duvPgOECTv+dweOHz6Ouaa5AICioiIUF1cX5xo9ejRCQkKAUgt2/piDeR8sgITEyJEj1bSNmJgYREVFYc+ePTh37hySkpIQFRVV69y2bt3a4PfnKYrC0wCor+tR//znP/HLL79g2LBhAACXy4WOHTsCADIyMvDkk0+iqKgIK1euxJgxY2A2N8288Ixd76SUHsOXpJTfAPjGz6fDGGOtEg9gBKCMznfUe5uJt6Z5XF5BamPYLDa17yJVfcOtYR7XN5vcwpxI1ACtCgxdvQnP6La0GrEC4zobdGcusp7ZIDCJHsOXOhk1G3k+NmFUy8OXmUfqiuDwtC+ay6+rv8FRG6wVk1Li4Ycfxiuv1C7Ub7Va1c+K2Vxd1wJCQFEU/M93/4OY6Jha24SF1XxvmSzq59JTNNSUKVOwfPlynD17FpMmTfJ4bv3791cHRqh58+Zh6NChPr0/u92OLVu2qD/n5+dj4MCBHtc7deoU7HY7nE4nrly5gvbt23vdt5QSPXv2xI4dO2q9FhISgpEjR2L16tXIysrCG2+84dP5MsYYY5QuglkaLSfX8G7/5tKf6SyIdFYRadCvUrQZQpxSu8eoVCrUfqmzXHe8U6Xav9v5pdo9ToRF275LhLb+DSHaD6EWbXYSC6nfR/vu1/D0mtxqsJ4uRYRuT2dvDIDreU4hYYwx1uoNGTIEq1atwu+//w6guujlb7/9VnvFq4MRwoQ7Bt6BZf+1TH3panFLHbMFfVOTsGHNBkgpkZ2djUuXLqkvZ2ZmYv369fj5558xYsQIj+e2detW5Obm1mq+Dl4AwIgRI9RjX7p0CdnZ2R6PN3r0aDWtZdWqVRg8eHCdERjdunVDYWGhOoDhcDhw4IAWwT5hwgTMnz8f586dQ3p6us/nzBjzD66BwRgLJDyAsrA5iQAAIABJREFUwertUtUVtdnMwWqTUlFbsDlYbeXOCrUZ1bYAqkdTrza6nglCbfQYtI6EAqk2izCrTbj9Map1YYZJbbr6FAJ1NsP6G/CtPgZdx9v/H0/ca2BQRvsyKhLEWGsWHx+Pl156CcOHD0dCQgKGDRuGM2fO1F6x5nMiAbzw/72AvXv2IiEhAfHx8Vi8eHHt9U0WPP/vU/HDlh+Q1icN69atQ8eOHRERUf2kJSgoCIMGDcLYsWMbJbXi559/ht1ux2effYapU6eiZ8/qmZ7at2+P2bNnqwVH58yZo0ZWzJkzB2vXVtf8mzx5Mi5cuIC4uDjMnz8fr776ap3HDAoKwqpVq/Dcc8/h9ttvR2JiIn74QauRNHz4cJw+fRrjxo1r0UW9GAtUXAODMRZIhC/VyZtD75Qkuf2nLc19GgHFfRpVWshzUd5utX9fl45qPzKondoX5EbZTPpGaQq6NBG39WiYGL1gptvTMCoXPBe6dL/U9uVGXT/Vqw+fDxrB5bZ/ozQOb1OvNoQv09f6oqHnZ5Ric70KsbTLkVKmNPd5+EtKSorctWuXblleXh569OjRTGdUD1WlwPnDcER2weHSM+gY1hHtQ7ykWJQW4kLhceTbghEXFYd9u/bhiSeeUKM1FEVBcnIyPvvsM3Tt2tVPb6LlaTV//yygCCEC6ruZr51ZS+DpgV7NCyrddTu5ZtSnhuinL6fXli6DFBLdckXrO5QqtW+UNnKyRJ/q+VtJiNoPJ2kjncK187gpJFzth1m0lPkgc5DaN5H7FXrvYnGbMYS+ZiVTvNPlunsi3f2V5/14mnigJWjodTPXwGCMMRY4ai50ZM0/4nUO7pksKCg4g/HTnodFWGALtuG9994DABw8eBAZGRnIzMwM6MELxhhjjDF/4QEMprr9j1/ofr60cbraf6JHsto/XaaFZdNRTxsZbXS4tJFOWlTTW3SDmRazJMutwnNYNi3QSccT6ehirZFG+qNBASFd9IFB9IDu3I0KEcG3qAujaBOjgp7eoiOMolXqq6EjtL78fwuEyAzWAl2tgVHzY52/hyYLut7SBas2r0KniE5oE9xGfSk+Ph7Hjh1rohNljDHfCCFGARh1y62xzX0qjDHW5LgGBmOMsUbRUlMSdWoGDK8OYPgSgXF1DfdZjVi1VvH3zth1jGtgMMYCCUdgMBWNuHBXRnLEbg7VamDQXDVa0yLEouWNXakqUvvB5mC17z6NKqWfBslgylKDben0Qe61MUzSc4SCLzUiaKQEjYIwG0SIuK9nFHVB6aJHDJ4M11UQtKnRv3P3/L26cNTF9ctms+HChQuIiopq2X/PV1NIak7RpwGMq4U/+Ua9FiklLly4AJvNVvfKjDHGrku6fx8Nop2N6l7QuhX0+tjbNKou3ZSq2v0HrXvhJFOnViqVar/YUab2T5eVqv0zZdo9CmBc96IjqXsRQqZLNetqXdQ9DarFpL8N19e6ILUEDe6XfJkutaXUvGhsPIDBGGOswex2O/Lz81FYWNjcp+JdZQlQfhEV5xVcrLwMZ4hTV2yrFimhXCnEWYsZ5cHlCLOGGa8boGw2G+x2e3OfBmOMMcYCAA9gBIg5uw6q/b+nxNd7+1ASUWGEPsm8VHlZ7VtNVo/rS7eRVV1EhG5qD4N6EUbrGNTGAIwrI+uiPAxGK40iNgyrLXvZV31nBfEVPRejGVCMzomOgHuLKqlv1AULDFarFbGxrSD/ese7wIYXsOGBZXhmz4v4YvQX6BrpvQBn+at3Y3zHNpiRPAOTe0z204kyxhhjjDF3PIDBGGMscNSkw1XUDPDZLHWnPgSHRQFwoMJVUee6jDHmb1zEk7Uk9KGg7iGfD9OgekshoanqdIIAo+lSHSSFpNihpYoUlJao/dMkbcRi0h/PHkanS9WiL23koW6QSYvgNEobsZDl3h4CmunDRppC4sOD1es0U8QQD2AECF+iLk4U/6b7OSaii8f16CwktB5Gla5GhCaE3CDQL5laOV0+5MOZDGpEmEg9Wt280W65+Pq0PDLLhy/1bMnG+i9k402kIF/iBvnzNDrCqDaGz7OQwHOenS/qu76veOYR1qI4ygEIVNTkzIb4El0WGg0bzqLCyQMYjLGWR0r5FYCveqckPdbc58IYY02NZyFhjDEWOBzlgDUEFa7qgl42sw/FJ0OjYZNAOSlmzBhjjDHG/I8jMJjKvS4DnXnk9/Lf1T6NzLhUdUXth5FKvFQ5eWpJ61PYoK/2axRZ4Msze1rZ2JeZStyPoYvGMIiIENJzqJavERFG0QdGtSoob3U2jPiy34Yyiq6gYX7uVZYZa1Y1AxhXByN8SSFBaHvYyhWOwGCMMRZQ6jubnvtrulQPg+hq6UNqCaC/1lcUrU/TRqpIv6hKSxvJLy1W+4UV2v1HEEkboTONAPrZRmjaSLCJzKhI0kNMJhNZTmcb0fo04tt9NkajenW6+xqD2V6u19lGjPCdRQD6reSU2t9/UetndL7DcJvvz55T+7Rif4eQDmqf5nW1sWof+iqSg2bRfdCNU0iMinXqvzCNimrWn6IrfunyuI7FaGBD0MEW/RdIYw0iGA22uDM6L8rXYp3q8dxSX3Tv1+AYPGjBWixHOWANRYWzAlaT1bff1bBo2ApdPIDBGGOMMdbMOIWEMcZY4HCWAxYbyp3lvkVfAICtHUIUBRWOkrrXZYwxxhhjTYYfkwagLuGdPPa9eahrqtqn6QFljjK1TyMMgkmUBp2ClVYEpvsB9JEBNJrDl6gCs0ERT/doBRPZry5awseICk/0RUZ9GxM0Slmhy43SM7yF8BmF+tU76uKa4lg0Tno80KrKgRXixlogtQZGBULMdRfwBACEtEOwlKggVcwZY6yl4FlIWGMyugY0Sg2p3shzFDVN+5BG6xjMPELvGdxfc5LXKmtqWgFAMbkvOVOu/Zt9vlK7L6GzjfyBZL/TmUYAfY0sq7CqfXovQdNA6PU1nVFEF33uZXYRoUshIct9SEcPNByBwRhjLHCQGhj1icCwSYUHMBhjLZKU8isp5ePt2rVt7lNhjLEmxxEYAe738vNqv8Klr7DfmURnLMrbrfYzOml1L9oGaf9YWkkueQm50De6SXAfebSSEcr6RgwoBkU8vUVQ+LKNNCg+RM/J25SqRvsyKsJTX97qatDj+fL/0Oj9OaGvCWIBec0gasbbPNeMNStHORBUXQPD5wGMkHawKRKXHDwLCWOMMcZYc+IBDMYYY4HDUQ6ERddvAMPWFiFSosLFRTwZY4xd53TP5Ujah+5BnFsKs/S8nkshM4/QWUTozCMkpdypm4VE/wCNppRU+ZA2cq6cpG6Q/dwcqh27Y2iE2g9xm1Y9yKzNNmKhKSQmz2kgugd5Js9pI7oHfG7pIO4Pdq/yNtthoOIBjADXISTa8LUdv+/xuDw8SPuwHyk6pvYT2ser/XISzWE1aR/6EHLDUOnSpjoCjJ/a+xJRoY9ooNMN6b9gdZETBjUmFF3kgsnj+ropn0BrYOjPT1frop61IAxrY3j5IjOa9cQon5FubxSl4S2agr9GWatTU8SzXjUwbO1gkxLl5IKJMcYYY4z5H9fAYIwxFjjINKr1TSGpcBt0ZYwxxhhj/sURGExVVFWs+7lvhyTS15YfuHRA7feOvl3tlzq1EK4OIdoGFU4t7FoXueAWGkbDrcykHoYuUoKEbeln/6Azinie4QOo/+waumPT2T9I1IVRlIY7w+gRg3Py5Vx9fT9NFXLmS20N1nBCiF5Syl+a+zyuC45ywGpDeVU9ingGt4VNSlS4VURnjDHGrge+zDyiSydxi3D2ZVYRet2vSzMxWMfp9m+uQ9EeIhSRWntny7X7j8Jyz7e2ncK1490UEq72adqIlaSMAPq0EaPZRnSzigjPkda6exGy3OweR6C7leG0EW84AoMxxlq+xUKInUKIJ4UQ7Zr7ZFo1Oo2qxccUEpMJNnMQqqDUumhjjLHmJoQYJYRYcvnyleY+FcYYa3IcgRHgvj75g9ofcNNtutfOlv2u9oPN2vzJPSN7qv1dhXvVvj28o9qno4V0NJWO3trcRjrpjYEwmF3DvaaFJ/obDP2oJa3nQEdHdTN2kHE9p3SS9bXlRlEX7rUtfBk11UV2GMyxbTGa9cSNt1lJPG1vNEsKXe50j5QxqCOiI2iXR44bSkrZTwjRFcAkALuEEDsBLJNSftvMp9a6SFlTA6NmGtX/n703j5PtLOt9f89aVdVdPe+9eyd7Zw+ZyAAGJCQy6UWI4AHMVvCqN8EJVHIVPQf16hE9A4jHj3rvRQWR482VQRyCXkVNIKJwgMM8hoCEJBIgw56n7t1jzc/9o6rrfd7V662q7l1d1VX9+34++eStVe9a77tW1a5e63l/z++JO1RgwNWDL1QKGMuOtelNCCG9Q1XvAXDPTTff+Op+z4UQQrYaBjB2OLcefm7wvZe+89Fm+/2vujy1z9Nnb2i2i8bgzgY8rDyrUHN9kg+29pUGghmhB25LZGReSDxg14Jmlg4bcLFj2zSV0IN7cnU2+PDunaxrevKzDow3k3Ri1hkKLoXSQeIWQRFrYOrto1YuF9ydbABV/bqI/GcAXwDwFgA3Sj1i9huq+t7+zm5AWEtny+ZRqGxAgQFgNJMHsIpClQEMQgghg4l3n2iaNjVaA/1tqkdyQdFLGzHHsveJftqISRUxi4WhSiOAX23k9KorFmDTRkTcGJePu32DaSORe17JmpQRwL8nt/fIocXQTtJMWt0Si7/6R1rAFBJCCNnmiMjTROQPADwI4BYAR1T1yY32H/R1coNEuX7DU8vkUawWO/fAAJDP1YMW1tOHEEIIIYT0FiowSJB/+eknNdt2FX6xvNRs2xVMW+u5Kq5dRnpkNWeinoCfqmDVDrENQxoTT+lABbEupSKY8mAUCh2UOA0pQaJETNAey1M7wNaBTh/DLw2bvn2dSakt9eqVgw2pK9K3d1pzulWJVdJV3grg/0VdbdFcdlDV4w1VBumERgCjkKn/6dtIAGM0OwGUzzGAQQghhBDSRxjAIISQ7c97VfXP7QYRea2qvjm5nbRgLYDRqHi0IQ+M3CRQBlarq+07E0IIIduQ0EKX3e5VDrGpJS0qCdr37IJkLZBaYiuMVGpuodOmjSyZ6oYAcHLVVR45U3ALaNnYHffSUbfoti/vckhGjO+erTZi00aSi4J+Skh6tZFO0kast56XwtNivZT+ca1hAGOH89jSE812Mp9tNHbqioK5aX9w/kSz/aKD39Fs23+sSePHNcbMMZN9QmoAq2LwjD5Te4dLqgJ+/p2db6iygJ2Tt29gfq3KqMYB80tP7dCBEqSVQsTbXzdWtjXkk5E8J/vHjAqMnvETAP4wse2VAN7c+6kMMJW1AEb9X/CGPDBGJoFlppAQQgghhPQTBjAIIWSbIiK3A3gFgCtF5G7z1iSAcx3s/w4AtwI4rao3pLz/fAD/COBbjU3vVdU3Xuy8ty2l+mpOId54Ckl+pF69tlBY6P68CCGEEEJIRzCAsQOxpVM/d3qm2f6p68a9fvvGLknd31bmWDGOwBNZt7/1ulipuhXLktk+lpBv25V9q1awzsZeJRCzrxUbRF6J02RVELuTVT6kOwTXPC+IwHYNe2B4krxAxY6Q2sGqQjKR+6eqARfn5LE8xYimb7cKCquIseeaVMZkcHG+GWRDfArACQCzAN5kti8C+EoH+78Ldf+Md7fo83FVvXWzExwoSnX/ntV44ykkI6NrAYzz3Z8XIYQQ0kVC95+dVNGrdZBask6da+4hNZg2Yj3x0tNGbKWRU6t+ColNG7F3mTZtZP9YoNqISRvJiLunjoy3nt0OtKhCYu7J7XNJJ9VGPKU075U3DQMYhBCyTVHVxwA8BuA5m9z/YyJyRTfnNNCU6vmzzRSS7AZSSPK76/uuMoBBCNleiMgRAEeuuvrKfk+FEEK2HAYwdiC3Hn6uaYf7HV9xXhf/+Jhr/9yTn9Fsnyk4FXtUMcqMivPMmMy5aGgucmY5y2U/suqb4qRHMUN+GHGgIrCsq9JRs2+m7tOJN4aNuHbqgSEb3Cc0D6/mdEId4ak2rOeGVV0EzIRCfhZJlUfQq4SR5K4jIp9Q1e8SkUX4oiMBoKo61YVhniMiXwZwHMCvqOoDgbncAeAOADh8uMUPx3amEcBYbfwb2ogCI5/fAwAoFOa7Py9CCLkIVPUeAPfcdPONr+73XAghZKthAIMQQrYpqvpdjf9PbtEQ9wG4XFWXROSlAP4BwDWBudwJ4E4AuPnmm8ORuu1MI4Wk0AhgbMjEc3xvfd/Che7PixBCCLkIWqV02JSQpLl9s38gzcRLLQlUJ2n1nk0bsZVHiia9fKnsFj1DlUYAf0HzsjHX3pd3L+zCRDbKNduhFBBve2KBzi4YdpI24qe5tzfMJ5uHAQzS5HFTkQQAZkdnm+2XHCw12x858flm+9D47mZ7bGx/sz0zMp06xrIpiZSNwl+/kEIh7IdhPSmCh/WXsD0PDHcsOwYCfTyvCU337gB8X4ko4HXh+1aY85OAqqTFj1+oEkxIMSKBa9jqnCzW6yRr1DUauG4hNtp/pyEiVwM4qqrFhvHm0wC8W1UvSg6gqgumfa+IvE1EZlX17MXNeJuypsBofNc3YuI5OlYPYKyWaOJJCCGEENIv0p+QCCGEbCf+DkBVRJ4E4O0ArgTwVxd7UBHZJ42IkYg8E/W/CW2rmwwspWUAgkIjQLchE8/xuqlxoaHiIIQQQgghvYcKjB2IrUJi/TDGMuNp3QEAV0xentr++oVHmu2zBbdoe0neVTApV90qvbfK30IqYdUD1t8i5IfhHym9uggARJ4EI7R/eh+rVrDSPKt6WOcXYWOEnQgLAhMJKSXW7e4pO8z+0n7uEpDEtRrDqi7sca1qw8oHLVaOR9VFW2qqWhGRlwP4Q1X9IxH5UrudROQuAM8HMCsiRwG8HkAWAFT1TwD8EICfE5EKgFUAt2krI5dBp7QM5MZRqNUdzzeiwJD8DPK1GgplBjAIIYT0H3uvnPRs87zTzHavgp+tKmK2VwPHDbXr+5i0EQ2ljbhqIysVl0JyuuDU2eeL4UoeB8xjyqWjLm0kn3Fte1+aMW273feSMykgiXvfOIpT3+tE1exVRGxx3042BwMYOxAbtLCcKZzyXj955snN9l888tlm+7arbmq2r5xyjtePLT7WbNt/3PYhoWBy3pI/FKHyTCrp6Rbec1aHZYlCJqB+HzMvmwcYKNXqPXwnfqNsSohoYI6m6ZePrab2t/Nedw07MuVM3z8YgGgVlLHbrWmouW6ZQKqQDWyE+pAmZRG5HcBPAjjS2JZt0R8AoKq3t3n/raiXWd0ZlBsBjMaN00Y8MBBnMaJAIWE+TAghhBBCegdTSAghZPvzKtRLqf62qn5LRK4E8Bd9ntPgUVoGsmNYKi8hE2W8FZlOGIWgYCosEUIIIYSQ3tKzZU8RGQXwMQAjjXH/VlVf36vxSXus4gIAvuv/+ddm+xP/+7Oa7bmSc+G3q/GX5i9ttn3H43QlQVKpHgWUE8nakW57yAjTbY8SioiqeU+90qQByZqnrkhXfFRr6SkZrebu9bFqE7OHVTQEzTITkg9bItVTtJh+tpRtJyqI5Lyt4iQ0r06g6qJzVPVrAP6Def0tAL/bvxkNKKVlIDeBxdIipnJTG05dGpXYU5ERQgghvcSqYstVZ7CP5N8zT8mcruIN3X/WAqkl9v66mlAxh9JGSjWXNrJoFIw2beT0avp6uq00AgB7TdrIqFFQ2vvPXDTSbEdRenqIbdt77TiZQiLpKSReinYH+eGsPNJ9evkEUQRwS6NcXxbAJ0Tkn1T1Mz2cAyGEDBwi8p0A3gDgctR/twWAqupV/ZzXwFFaAnLjWCotYSI7seHd85LBisnhJYQQQgghvaVnAYyGMdya+1m28R9dTbYRC6VF7/VdP7qr2V4xsumPHH+g2X7BZd/WbOdMveXlsqvjbKOWudjWZPYjnTaqHDKHDOkYNODr0Mo4x+/nqAVKtYb8MzzfikRdbKtQsX4YNU89YuaE9LlL4JySPh4hb46QCWhHJU5bvBdSXdjrEGv7TDWaeLbl7QB+CcAXAVTb9CUhSsvA6AwWy4uYyG08gDEdj+ACTTwJGVpEZHf7XqhdbAlrQgghm6enGm4RiVG/AX8SgD9W1c8m3r8DwB0AcOjwoV5OjRBCtjMXVPWf+j2Jgae0DEwdwFJpCZPZyQ3vviszhmMmhY4QMnQcb/zXKqoeAzjcm+kQ4lfvSBqrr5FMmQ5WG7Hm9HbRzexQCyyU2ZTp5AJaJ2kjZwtuMfRc0VbscOPty4tp+zkkttqIXTS11UZs5RC7wJgJpIN4/RPWkKHKIxYuwPWHngYwVLUK4OkiMgPg70XkBlX9qnn/TgB3AsBNN99IdUaP+erc173XT9/jPDGsCuL7Dz+z2X586fFmO2s8MOyHVzQ5enbFvqx+eU0J+E0E/S0C1UIsya2hUlJRQKHglVoN5Ap6qovEPMowHhPmxzNc4jRduRB1WIUkXKUlvU/oWK3y9bxSrYEf7lAFlNBxSFs+IiL/F4D3op6OBwBQ1fv6N6UBpOGBsVQ+iT35PRvefVduEvOFE0CtBkT0wCZkCHlQVW9s1aGTEtaEEEK2jk0FMETktQBuUNVXi8h/UdXf2sj+qjovIh8F8GIAX23TnRBCdjprLro3m20K4JY+zGVwaXhgLK4sbsoDY2ZkFxajCOWVM8hOXNp+B0LIoPGcLvXpKSJyBMCRq66+sm1fQggZdDarwLgawBONdkc6XBHZC6DcCF7kAbwQwO9tcnzSJd73+Kea7efte2qwn12p/+CxLzTbz7rk+mb75OrJZvvwhFNXLgZyxpOr91YBYCVytlqF7VOrpcvoJKiz6FB1YfsHK5WkKw9qieN0orRAzZfhNceWdMWH9clIzsNWBQlV+bDHyojrk5QDhrDnYauYhLxAQmoMyu46R1Vf0O85DAWl5bqJ54UlTOY2nkKyOz8LAJiffwx7GcAgZBj5v0XkLlX9ZKiDqm67UkSqeg+Ae266+cZX93supDtUA6kiFi+9I1nZL+CdFlLnhvzV/DHcnGzKCOCnjSyVXarImVXTNh7Y1Zob3FYb2T823myPxq7SCOCruGNzjxtKG4kDlUe8FBKkbwfCeWT23psVRvrDZjWwCiAvIjcAuKzDffajLoP+CoDPA/igqr5vk+MTQsiOQUQuFZG3i8g/NV4/RUR+ut/zGiiqZaBaQjU7huXy8qYCGDNjewEAc4tHuz07Qsj24OuoBzEeFZHfE5Gn93tChBBCfDarwHgTgNcA+HEAv9HJDqr6FQAt8wpJ77n18HOD780V0022X3TAqdjnjKGdNdQ5s3q22bYr7SOmT9IDIRRtttu1A5VAKyVBqJJIqGKHxVNjeKYS1ogoERM052jVCn61kHTliT2SP55r2mMCvqLCqjysCsJe92pA6dIq8u+9F1JRBPxCJOApQjVGW94F4J0A/lPj9b8B+GvUq5OQTijVKyMtZeorOJtJIdk1sR8AMLd4rHvzIoRsG1T1zQDeLCKXA7gNwDtFZBTAXQDeo6r/1tcJEkII2VwAQ1UfB/C6Ls+FbDNe9hfuJv1//rQrl/qV8862ZO/o3mZ7teKchmfNdvuQa8uoFqq+CtNKwzpNZ1jDhkJaPQx7IRP7MB3oFZKJeQ/l/uDBsa2szXd4tkGL9g/y1UAJ1+S8rCwu6DptKBmz1VauzHZ/K8+rBlJ6bFqL/fw7DVq0Mi3dQcyq6t+IyK8DgKpWRITlVDfCWgAjrn+3N6PA2DVVr441t3yyTU9CyCCjqo+hnub8eyJyI4B3AHg96hVICNkS7ALRSsWlXtj7T9vH3gOqdLYoaKlpB2kjtfS0kWLNv4e31UY6SRvZP2Yrj6SnjdiFUcC/N7XPDBlJTyHxUkUCKSTevWiL+9LQQiLpD5s18bwL9ae8CQDTqvrdXZ0VIYQQy7KI7EEjuiYizwbAep4bYS2A0bgBmshtQoExVff2mVs526YnIWSQEZEs6kbztwH4HgD/E8Bv9nVShBBCAGxegXH7WltEfrF70yHbib+8babZ/otHPttsXz3lIqIzNbdqb1UXI/FI6jFXTUQ5iY3y2nSGoMGmaW9qZd4zMmpf31kDkWppUSfaS1kJnIcEIsS2uzXFbKXS8IyaAsaf9jxCUeiQyVN9junpKDYyblUiNoJuU2SssiOU2pOc4w7mlwHcDeBqEfkkgL0Afqi/UxowSnUz4cWo/l3bTArJ9NQBAMB8ca578yKEbBtE5EUAbgfwfQA+B+A9AO5Q1eW+TowQQkiTzSowXmr2f0b3pkMIISSJqt4nIt8N4DrUQ0oPq2q5zW7EsqbAaMTKNpNCko1zmKwpzhcpfiFkSPkNAH8F4FdU9Xy/J0OGH8+XzC7kmcWiFZNynTVeZzZFt1X6Q2LAZrMWqDxi51E2C5VFU2nEpowAwKlV9/psIX0ufrURt4gwEo82215qiGkDyQoj6akiwWojgf7wPPB87OKfn0HCHJJ+s1kTz7Wl9iKAX+vSXEif+dSp+7zX0zn3g/KiA1c126dWTzXbHz1xotl+wX5XkMaqCjJmZd7+o0+W+ayoM6QMmXXWNvqbkTAK9X0vrEIhYNzpta3pZLjskj98usoj5Otg/2jY/EWrYvDVGD72B9qqHey1lQ4UDV7J16RnRrqQJLzd62OuYZR+zam4cIjIDwbeulZEoKrv7emEBplGAGMR9X8XmwlgAMBuRJivcDGWkGFkrWS11PkxAFep6htF5DCAfar6uf7OkBBCyIYDGFJ/splW1bdswXwIIYQ4jjT+fwmA5wL4cOP1CwB8FAADGJ2ylkLSCB5uJoUEAGYkh7mEATEhZOh4G4AagFsAvBHAIoC/A/Ad/ZwUIYSQTQQwVFVF5DtE5HY0TORU9d6uz4z0nF0jee/1ZHbS8tXnAAAgAElEQVSq2R7LuPcenF9qtl9w2aFm2/o3WOlb2ZT6tMdJlgD1fBrMdvHapmSprQoSUGwkZV4aUD6o38nsr+l9DJ1WyfC8HQIeEyHpm5UJen4RifFsRRPvulmvC6T7ctjPz/P4SJ6IIVSq1TtXc4CQfwbLqKajqq8CABF5H4CnqOqJxuv9AP64n3MbONZSSBqZN5tVYOyKR3C8vNi1aRFCtiXPUtVniMiXAEBV50Qk124nQjrB3v/aaiP2nsyqcG3aiFXF1kIV8RD2j7P3n96xaq5d1vRqIzZt5OSKn0JyppB+/7svb6uNuBwSmzZiVcZZ07beagCQMdehk/SQUKqIbdtniXWpIUwb2bZsWKstIlcC+BCAHOqpJHtb70EIIeQiuWIteNHgFIBr+zWZgaRx47VUKyEX5bySvhthV3YC82AFW0KGnLKIxHCVn/YCgRrkhBBCespmPDB+VVVf0/WZkL6zUCp6r0diY9xTde3vO/TUZnu54iKwR5ePN9u7ci6iPJFzSo5C1Y2RjGZmo/ZfR09pYSKuoUog6yp/mMhz0J8i4XyRtq+v3kg3QUruYyPJKraL28dqUkI1qzvFKlpslN2OFwdUE/azqSRqieeMqVKwIonZXjLfHet7EgUUH8lzteqTbMLQaQfxURH5ZwBrJaxvA/CR/k5pwFhLIamWNlVCdY2Z7CTORwKtViFx3H4HQsgg8hYAfw/gEhH5bdSrPv3n/k6JEEIIsLkAxg0i4gUwVPVtXZoPIYSQBKr6CyLycgDPa2y6U1X/vp9zGjhKy0CUxVJlZdPpIwCwe3Q3KkuC5aXjmJg+1H4HQsjAICIZVa2o6l+KyBcBfA/qQvKXqeqDfZ4eIYQQbC6AMQfgq2idGk8GhPc9/qlm+9mXXO+9t2rUFe9/4pFm+0eudAqMRxePNduHJvY121NZ94BgFQqrFZdLN5419ZTgr+BrwJvBQzwZQ7O5rmqG3SVUbaQTH4sOfBqS1Uys0sJTOAQ8KezeofJNtRbnV/PUHEZ1YfrYMeyxQhVMktdDQ9fabE9WmAkdqxN2sOrCoxGwYNBis5SWgdw4FsuLmMxuPoAxk58FAMxdeIwBDEKGj88BeAYAqOpDAB7q73TIMHBi5ZT3etfITLNd9e7DjHLW3LgVTSnTkLdF1MIVwO7j3cNpernUgjGqXii5Z4FTBVsq1Vcgqrnh3TdWNW2neBw1PnjW9yITUPZazwsg6W9h7p1N217DkDo75K233gKDj7rblbYBDBH5NlV9wGw6rqof28I5kR5y6+HnBt97ZMGVQH/Z5S64YR9uxzPuKzRtUkXmixea7Wzsfphs3rkmS5wG8B6+bRlUbf+Avv5Y6aacXuAhMC8vVaTDlJWgsaUhZKTZMjUlpQ/gBw6qnmloeoAm9sxWXapGJmAYlfY67Vj2s7WfeShNJXR+yfkSsmlKy0BuAoulxYtKIdk9fikAYG7hKBi+IGTo4BMLIYRsczpRYPw5GtFoEfkZAL+09oaIjKnqSmhHQgghZFtQWgJy41gqLeHSsUs3fZiZyf0AgPml4216EkIGkL0i8suhN1X193s5GUIIIevpJIBho9GvUdU/Na8/DuCm7k6J9IuFkl8acCLjFBUXSk5R4UnAzOr6seWjbns00mznTX/7ZbKSOAAYMyWVvNJQpk9IzmW3BpUV8BULyffSUG8e6fIzPzXEP6ZVNVis1C80D78UaeC8E2IRW7I2VEbVEjo/KytMnlO15t6zn78tC2aVIFaxYxUplqRM0Jsjy61CRG4FcK+G6gWT9jRSSJZKS5jIbl6BsWuqrrs4v3yqTU9CyAASA5gAlRikiyRVpgumFLctkbpUWW62R2J3Hx1Ksbbba9LZ7UHN3JPZ+7ZC1ZnvL5Zd+8Sqm9OZQjil9+CYG//SsfFme8w8A9iUYHufaO8BY08l7N+7hkqkhsqoevftXunU9BRtpowMDp0EMFqp86ntJoSQrec2AG8Wkb8D8E6ayW2CpgfG6YtKIZmaPgwAWCicb9OTEDKAnFDVN/Z7EoQQQsJ0EsDYJyKvBPBlrA9gdGZiQAaCqYQz/1Jlqdn+4DG32vjDV13XbD984Wyzfd30bLNtI50jZpXemnjmYj+SWzJqBbuyb1f8Y1vuVNt7RyS/oKFonPV1CCktQlHvVhFb3xwo3fPBU0cEzslGyW2kOanMyMCaF1lFhS2jmm7g5BunmhK1ifOL4/QSqTbqbVUX9lxL5rO0kXjf28T/1EIqkZ2Eqv6YiEwBuB3AO0VEAbwTwF2quth6bwIAKC2hMnkAq5XVizLxHB+7BACwbHx+CCFDw7b5IyMi4wDeBqAE4KOq+pd9nhIhhGwLOglgvAHAzQBeBeCgiDyAuivzQwBmW+xHCCGkS6jqQkOBkQfwiwBeDuBXReQtqvpH/Z3dAFBawXJuBKjgosqoZuIsRlSxUlpq35kQMmh8z1YeXETeAeBWAKdV9Qaz/cUA3ox6CsufqurvAvhBAH+rqveIyF8DYABjgHh4/uFmeyIRNJ/IuBQLu0Bl00YWSwvNdtZU7LDYhaN1iz82vcRWG1G3WFg01Ubmii5t5HTBtc8U3Jys7H7/mJ8ivW/MnWMwbURcOzILZV7aiEktSZq4+4trSO0XSpkOVRvZqQtjg07bAIaq3mlfi8hBAE8D8FQArEYyRCQ9MKzyoVRzPwjfWPhWs32h5H5MzhbcDf3BcffjZVfpPdVFQh5hf5js2KHVefuD5VXyQPp2IOw3YX/AWlUVSRvbsq53yLsipLqI0quW2B90T72R+INlq6NUqu6PSxTIKbR72+vWqoxqBibX0Mw3DmSU2VJX9vJb1Uu16v6AJ8umVlvMZacgIt+PehD5atSNlZ+pqqdFZAzAgwAYwGhHaQmLmfpN4MWkkADAOCIslZfbdySEDBofQsO4PoSI3KeqLfu04F0A3grg3eZ4MYA/BvAiAEcBfF5E7gZwEMC/NrpVQQghBEBnZVSfA+Az2nhyVNWjqP/A3rvFcyOEEFLnhwD8QbKEtaquiMhP9WlOg0VpGYuZ+krSxaSQAMA4YixXVtt3JIQMGk8Wka+0eF8ATG/24Kr6MRG5IrH5mQAeUdVvAoCIvAfAD6B+r30QwP1o4TknIncAuAMADh1mcWdCyPDTSQrJTwJ4m4g8DOADAD6gqie3dlpkO1AyVUKOHHZlBz956olm+8C4W4GfybkqIlbRsGJu9CfNymenFSVCioiwE7Pd7rsya8id2PbZYKUSq4hopRCw/Ww1DrWqhIDyxOKfk9/H7mLHsGPb87Pb7VGjgBIEAMqa7hdSNQtEfhUTd02s27a9UvZzsfuSJieSwQsR+T1V/TVV/R/9mtTAUKsBpSWcaXytZ8cuLvtxPMpipVzswsQIIduM6zvo0+0/UgcAPGFeHwXwLABvAfBWEfk+APeEdm4ope8EgJtuvpHedD3GpoCcLTpz5z2je5vtf7vwqLePrVCngfva2LuHM75itn8tXHmk6lUbceOtVN3frvNFl0JyetUda77kVNSxuafeN+6eCy4b85WMNm0kZ1JeMl5KiDsnr/KI18fdV8aJynVeFZKAcjp0127vqZk2Mvh0kkLyswAgItcDeAmAd4nINICPoB7Q+KQqnzgIIWQLeRGAX0tse0nKNpJGI93jZOO549KxS1v1bstYPILlIj0wCBk2VPWxPgyb9jSlqrqMeuogIYQQQycKDACAqq4Zd/6BiOQBvADADwP4fdRNPsmAc77olwW0ZkLLpjb19TPOfGjcRFzPFpyHRhytNNvTuZnU8TThGGErZeSMD4LtFarvHCqIkzTzUa9tq1uEjpSuVoitD4TZO6n4CBHy1vCuidclvWpJUq1g56WBaLMdO6QYSaouLCGDJOuB4RktedVQjEojUJGkom41o9W8doIfhoj8HIDXALg6IWueBPDJ/sxqAGkEG05qGbHE2Jvf22aH1kxk8jij1bqyIxr+7yEhZEs5CsDmfhwEcLxPcyGEkG1PxwGMBC8E8OOoP2L9VvemQ/pJ8oFwoeTKBF46tr/Ztg+e/3bBLVaMxOnuwFZKVtOwutErG2oeYiP7YBww6AymWyQCBSHZWLCsqd23w1KtFi/gYs/dtm2gwQvQmO62bQMpCXmdlTKGjhUauxYI6Kwro4r0AIqKBvdpjuGlrLj+9vNed047W+D1VwD+CcDvAHid2b6oqufTdyHraFQMOVUrYDY/65nlbobx7DgejQQoXgDyu7oxQ0LIzuXzAK4RkSsBHANwG4BXbOQAInIEwJGrrr5yC6ZHkvz2/V9ttn/4SnePG5u0iELVpU/vGnGLfQCwYhYFF8suLSM292STWZeWrYGFJ5uKUkmm+1bd66WK6zdfcikkp1fdGItlt2g5Ert9D427NJMDptLIRHbMG8/e69vrEEobsaklcWBxMk7cj3uG+17lkfQFu1CbDD6bXTo6oqo/oqr/G4AXd3NChBBCmqiqPgrg5wEsmv8gIrv7OK/BolhXh52qLGPf+L6LPtxYbhLLEgErjCERQjpHRO4C8GkA14nIURH5aVWtAPgFAP+MelWpv1HVBzZyXFW9R1XvmJnZtL8oIYQMDJtVYORF5HCjPd6yJxkYDk/47tUnV04322dWTzXbVo0xZyK5+/IuGrtrZE+zbcuoRkZuPWpSVAB/dT7rpZCkKwY0YCZpSW5PKjJSj+v1aR+x9VJIWugxgu9ZA9KAgainpvDqfvsRd+98A0qLkGGUp7qwJWqT6SQhM6mAUkJr6efn1f02Efr1ZVsdO7Ck6l8BuBXAF1EX4iSFOVf1Y1IDx5oCo7yIa3ddfdGHG89NYyUSYOUcsOfij0cI2b40ylj/GOq5nHep6j9u9liqentg+71gdT9CCOmIzQYw3gDg3zfab+zOVAghhFhU9dbG/6kLvhiKS1AAJ4vzeF4XFBgT+RmsRhEqy2c2/UeUEDIw3KqqPwIAIvLfAWw6gLFVMIVk6zlXnGu2/9PTb2i2f/KDjzbbzzt8ttk+btIzbtnvl91erbi02bmSW5jZlXOLOWcKbp9cnL5gUzZVSApVfxFpteKOdaHsFgWXyq56SKnmjjuVdXO6YsKNfWjCpY1MZtyaddakjADwUjNtComtiBd5fUxFkcCCVjKl26sMaBbmbKq514VpI0PLZu+9LlXVXwUAEXk2gEe6NyXSLx5fesJ7bf/hTxkjzq/NfaPZtuWOdo9MNdtzxXPN9kTWbc9H7gc96Ydhf5iCK+1qV/DT89jtz1XILDM5nqcy6KR8acAPY13ZVW3vlWH3CJVt9cqStsgPtHilUzXdn0ICJamKpoRuJnGdy9Zk0xw3G7s/ZtaLwxqyhlQTNo8z+ZmFjrUTEJFntHpfVe/r1VwGmtISFqIIhVrpoiuQAMBYvq4wW1k6iak2fQkhA8+2Vx2r6j0A7rnp5htf3e+5EELIVrPZAMbLAXyq0f5+AJ/pznQIIYQY3tTiPQVwS68mMtAUF3EyUw/EdcMDY3xsFgCwsnSKAQxChp83gKpjQgjZNmxagSEiV6N+A31ZF+dDthGHJg4221ad8bkzbhX9pYec10XGro57tgm22kTYw8Arlwrr82A8FIxAweoCwhU7ElVIPC+I9nh6iJD3xAaPmTxu0L/DKkGsmsL0SY7XiVKjZNQOWXMakecI7a5u0gPDViFB1L6EbLHqfFJsaV6/YkrAuwO+V0qr8q7DiKq+oN9zGApKSzjVqJJ06fjFKzDGR+v+qcurZ9v0JIQMAVQdE7zib50v3NtfttJsv+l/cWHsFZO2cd+5x5vtf51z6mMAOL3qhDxXTLiKJCtG4FqpuXsye+ejatXKrk9F/XvJYtVU9jOpIpnIHW1f3lUYucJllmD/mKuulY+dv531p7NpIoDvcWfvIWOvCkl6Col4KSTpFUnq/QJVRZg2suPYbADjP6Puig8Ar+/SXAghhBhE5BZV/bCI/GDa+6r63l7PaSApLuFkpv7nbt9YFxQYufqd3hIDGITsBKg6JoSQbcTFpJDsVtVXi8h/AfBbXZwT6RPJKiTfXPxWs21Xy5+3z0U3T60sNNtP2+MeDB5dfKzZHjOmP3Z1PUp4TdjVdU8BYGLPkbrIbBXtfTIkMYavyEiv0oH0Hn7Vk4AHRlIRIYF2LVD9w9u3g+okSUWCVyPb8xRx/TxPC0n3vfAqoLSo5GKP5ftsOEZit/JQMf4Z1szJjrdS8c2uxnZGtZEQ3w3gwwCOpLynABjA6ITSEk7m8oglxmx+9qIPN56t/6YtF+Yv+liEkG3Ptlcd08STELKT2GwA42oAazkFk606EkII2Ryq+vrG/1/V77kMNMVFnMrlsHdsr+eUvlnWAhgrhYU2PQkhQ8C2Vx3TxHNr+PTpLzXbr3+hW6Qp1Zxp+es/6xZ/YnF9XvmUfLM9lfUrhNS0iDRWKqZ6h0n1sCkgVbXpwZraBoDxjBszH7s57hl1acQHxlzeyEzOtUdiN3c/bcQYvyf+ltqFqKiDCiPeQpmk77suhYRpI6TBZgMYiror8w3YptFosnGSVUgs9gdlbyP/GwBOrx5rtt//xIPN9nde4tQYoR8y64cB+D9sfmWP9Nw476c6UO1jXVUP89KqF8QTY1hPi3SVht03VFkDSFTUCFRQCVVcCZ1Hqyok9pp6fxACFV6yVs3R4R+A2HhlVGvV1D41z/fEqS6q3jW3PiLmj1qLc7JKoLGM+wPb6ecxqIjIHtRvnL8L9a/GJwC8UVXPtdyR1Ckt4VQm05UKJAAw3lCVLZcYwCBkB0DVMSGEbCM2G8B4E4DXAPhxAL/evemQftIqhcQ+Th9dPtNsz4w4g8UrJt0DpX1IXq04syPJunSSZBlUDVhg2u3V0IOqNfaxqReJFAsvMBJKO2mRouGGCwQ5WhAF0k46MQG1AYHYzM8raQo/paNsHvYzAVNOLw3HC2bYYEvCbNXsb/vZ7TZib881a4Ifdn6txqt5x3X7WzPSHVBe9T0APgbgf228/lEAfw3ghX2b0SBRXMKpSHBdFyqQAMB4rv47tlRebtOTEDIEUHVMCCHbiE0FMFT1cQCvAwAR+T64H3ZCCCHdZ7eq2lW//yYiL+vbbAaN0hLORorv7IL/BWBSSKqrQK0GRMOn+iGENKHqeMjZ9cI3N9tzH3pts/1nD6YXyj5y1clm+1ef4Sp2/PMxV9Xj/vOuf7nmL7I8ZcalkMyX3CLNVM4tzNS8aiPp7ZxJM0lqaEdj93dpOudSXvaMuHOayLp4nPUriwNpH6FUj+RrCaWTeHkfVllsjoMWf0+ZNkIabDiAISL/EcDTAbwPwIsBfLbbkyL9IZlCctWkM4N6cN6lh0ReKoXNCXQ/vJbp3EyzPWby6larBa9fRtJz0yWQJyedpHRoWB2hAbPPUCnSTmhleFndoJrD/tD71qPpqSiAn2IRmoefqpPex17PckIXEspztGdnlSHeeWi60qJVaVi7f3b4lRYhPiIitwH4m8brHwLw/j7OZ6AoFxexNKbYNbKrfecOyEU5ZBBhWQAULwD57hyXELIt2faqY5p4EkJ2EptRYDxZVV8hIp8A8EJVLbTdgxBCyIYRkUXUYzoC4JcB/EXjrQjAErapodx2Y768BACYGZlp07MzRARjcQ5LUQQsn2MAg5AhZhBUxzTxJITsJDYTwJgVkZcCOAvgFhGBqt7b5XmRPpD0wHhw/qFmeyLjZGarFae02G9M8e47981m++pJd0Nv5WAXShea7VEjVwP8lXerAMgY3wO7gm+VEraygHqGnp35U4Q8MEKKiPBhkp4bjo2K3UKqEq/cbOKofvnZdNVF0jfDTTa9PGqyFK1VeVihn71W1pPCGn16fhji+tgxygkljz33kDpmGI07AUBVLyrfWkTeAeBWAKdV9YaU9wXAmwG8FMAKgFeq6n0XM+Z2ZL6yAmAUM6PdCWAAwEQmjxWJgJWzAJ7UteMSQrYPVB0PJzZlBPDTRt73+Kea7WljWv8fn+7ud3/9U+7+4/brnZf2cy9x9zUmMwSTWf9xa7ni7oUmjLC0WjMpIZKuXvXTOFx7JFEVZCzj0kbyGec/l7cVRmI3eCZgph5K+0jeE8sm9ml2CVQXadmP7GjaBjBE5NtU9QGz6W8B7AXw943/E0II2WJEZBeAawA0I3+q+rE2u70LwFsBvDvw/ksax7wGwLMA/PfG/4eK+WoBwGjXUkgAYCw7juVIAGNqTAgZOqg6JoSQbUYnCow/B/AMABCRn1HVP117Q0TGVHUluCcZaJ48c32z/ZXzX222941d0mwvlK2iIt1bwfaZyk4328ka0jau2knk2RJUK9R8RYRvMpRO8FgdlERNKgGq1hnC7GP72WoctspGzZZ8hb0G6YqE5Hv2/EJz965H4Fw1USrVV5WkmzBZ1YVVfGQC5WOLVVejPJ9Q5lisz4qdu/0hG0Y1hoj8DIDXAjgI4H4AzwbwaQC3tNpPVT8mIle06PIDAN6t9X9knxGRGRHZr6onujLx7UC1gnmtf2+mR6bbdO6c8dwklqMIWD7btWMSQrYdVB0TQsg2o5MAhn0ueQ2APzWvPw7gpq7OiBBCSJLXAvgOAJ9R1ReIyPUAfrMLxz0AP5/7aGPbugCGiNwB4A4AOHz4cBeG7hGlJcw1gqu7RrunwBgfmcZCJAxgEDJEDKrqmCae7QlVGkny47/2eLN9xy+6FJKH57/VbH/vFa6KyJMmXfr1Qnmh2R7zysz76cxjGff4ZReCat6Cnetv04VtWrVt56IRbwxbVWQ0HkndJ5gqYgimhqzrZxe00tuh3ZkaQjZKJwGMVmn8w7fUSZqcXDndbO8Z2Z3ap2ZW0Q+Nu4eDqll1jwOr7rXEyr7YH1XvB90oIgJfuU4VG/ZVyHMDXp90Dw2/sobbN+ku4fk3GDWGvW72j4lVY1hfD6+aijmnZBUSfwz7x9OMF6hC4l2bwPVI7u/9hQ34k/iqC5vf6a6NrU5Tgz+2VV3ESFef2PmOxP4f8SGhoKoFEYGIjKjqQyJyXReOm3bXkPqlV9U7AdwJADfffHOH5jLbgNIS5htlTrtl4gnUFRgnokzDA4MQMiQMpOqYJp6EkJ1EJwGIfSLyShG5EetvdgfnJpYQQgaXoyIyA+AfAHxQRP4RwPFuHBeAde892KXjbh+KS5iPI4xFOeTiXPv+HTKeHcdyHNMDg5DhIqk6tny8lxMhhBCSTicKjDcAuBnAqwAcFJEHADzU+G9266ZGthNWibBcXmy2Y3FfodWq87aqBTwiPKVEi/HsSn0moTJInZ+nUAhsB1BFujoj5K3hVToJVPiIAj4QgK/sCPlF2KoeFk9W6HlYGJVFwu8hCuyTNVVBvCoiZn/7GVtVSDWhxqiYa2IVMbXAZ5b06XADuvGK6jww4qSHha2OErt5xWa+oWs4LKjqyxvNN4jIRwBMA/hAFw59N4BfEJH3oG7eeWGo/C+AhgIjxq7sePu+G2A8O44VoYknIUMGVcdDRKdpI5a5u25r28f6wlWM4ngm55TIVk1aTdyj2PutUPqEX23E3VPZ+7mRKJe6HfDv4+KA31kIz5Ouw/SO0H20f1ymipDu0DaA0ZANNxGRgwCeBuCpANo54JMBxpp1Pjz/cLM9lXMy7AuluWbbPrSeLi4325Peg4N56EyU84zU5Nl5hpLpKSSd/FgmCT2weykhtr8ZL5SaUuvgD1FyPPvnwQ8WmBQbExAI7bs+DJReuqqUKE3qxkgvS1oLpHoksfOyba/cqTXbDJWDDWwH4K2ar1RWm237Wdr9S8YQtJsr7v1GRJ4B4LtQ/9A/qWqiPuF97gLwfNSN6I4CeD2ALACo6p8AuBf1EqqPoF5G9VVbMvl+UlzEXBxhOntRFWnXMZYZw7IodPksb8kIGR72icgrAXwZVB0TQsi2pBMFhoeqHkVddkwXZkII6QEi8l8B/DCA9zY2vVNE/j9V/W+t9lPV29u8rwB+vjuz3KaUlnAhirCrixVIAGAiNwEFsLpyFmNdPTIhpI+8AVQdE0LItmbDAQyyc/jmonNcnjEmnqsV52F1YtWlk2TNKvglo051caG01GznY3ern419uZunjvBW4U0KStTerFM8NYW/YBIy67QlS5NpJ2mE+oRMP4GEqsRTOKSfU2RVHoHtSMzDV0Q4ckZaaFN9PFNUT7wR+izC0kLv84jS036sEsSabRarztE7mTJkjU29NJdASo8tRTtE3A7gRlUtAICI/C6A+wC0DGAQAMUlzMURDo10rwIJAIxn6r9xy4U5jNVqQER1OSGDDlXHg89m0kY2ytN239C2j73fWZ9C4vDUqIF7J3uvFUoHSVYI6ShdwysQkn7vHDpO8n6X6SGklwzlnT4hhAwZjwIYBbAWfRoB8I2+zWaQKC3hQhRjV35PVw873VB0zAuwtzAPjKVXaiKEDC6DojpmGVVCyE6CAQwS5KpJ94fw9Gp6qcBrpi5rtk+acoLnCk6lMTvqVBflmkvbz6qvwLCEzCgRMJC0eN4WCf+GoK+EpveJJN1zoxOVRpLQcUNeEKER1Gv7vULlZ63JpTUjjQKeGaGyrcnjqjmuVT6EztWOVzarE6F5J/e3hlXWO8R6Y+Si8Pdq0BCRP0L9Iy8CeEBEPth4/SIAn+jn3AaFcuECFuMIM2N7u3rcPY2AyNk4wjXLZxnAIIT0DZZRJYTsJBjAIISQ7csXGv//IoC/N9s/2vupDCYXCucBADP57qavzzaOd3atlOrea7t6fEIIIZ3Ri7SRjeItpgzYwkon6SBMGSH9hAEM0hF2pd9WD6nV3Gr5QtmpK0o1p5RYqbiV9jHzjavW/PKatkSmVV3kQhUqAr4VXoWQpH+DpzJwTVvpxOYgevt7go30/MB1igir4Aj0s3OvBtQjVplhtydLnFpCVVqs2qEaKPMaoYXPRkB9ElJdVAKlaL1jmuGSJVHFHNfeEFQC5VmTqptBRlX/bK0tIjkAa0/JD+52WMcAACAASURBVKtqemkZ4jFfqFdKmsl31wNjb76u6DibiVlKlRBCCCGkRzCAQQgh2xwReT6AP0PdC0MAHBKRn1RVmsq1Ya50AQAwMzLTpufGGM+OYzQeqSswVtJT7AghhBBCSHfpWQBDRA4BeDeAfQBqAO5U1Te33otsF5YrS6nb54oLzfZMzlWVGDVqivmSq3phlQ5JhUDVrKhbf4OgugLp6gF49g3+GCH1QKiaRmjskAIjufof3F/TlRbVgKqg6nl3OFopTCSgtLAKE6uI8NUt6cepvw6oRwL7+9cgfe6dOopUzWdeqTqlhp2jrWhiK50MOG8C8L2q+jAAiMi1AO4CcFNfZzUAXGj8Ru3qchUSEcGe/CzOxueBZQYwCCGkl2zHtBFCSG/opda6AuD/UNUnA3g2gJ8Xkaf0cHxCCBlUsmvBCwBQ1X8DMFhJtX1irlQv9dxtBQZQTyM5lx1hAIMQQgghpEf0TIGhqicAnGi0F0XkQQAHAHytV3Mgm2fPiCtBeK54rtmezk0020eX55pt64exa8Stgreq3uGpF6wKQgL1qO2hAl5CSYWCJai6MONZpYU9lq24UTaeDcnzCykcbDvkVWHVGL6aIuwpYf1J7HshXxA739A5xQlViT2uHc9XzaSfn/U2sW3re2GPAyT8NGrpqovRzGiznay3PiR8UUTeDuDPG69/FHVjT9KG+coykANmRrsfwJjNz+KbmSw9MAghhBBCekRfPDBE5AoANwL4bGL7HQDuAIBDhw/1fF4kTLHqAhKhh82CkfRXA4GKnOk/rhPee94Du2TMdvcwnEG6CaSl0zKqllDqhQ1mWMrmwd3uGyrtCvgpL0ED0oDRZ8h8NGkaGgqY2PKjRVPKNlTO1WvDv2YZ87NhgxsFk7qRjdJ/WqxxayiVJZlGkzHvhVKLbNCiHAhy5GJ3DQaQnwXw8wD+A+rfno8BeFtfZzQgzFcLyCPeknSiPfk9+FwEKjAIIaQHMG2EEAL0IYAhIhMA/g7AL6rqgn1PVe8EcCcA3HTzjZ2mxRNCyNAiIhGAL6rqDQB+v9/zGTTmtYSZqPvqC6CeQrIgitLSaQx0eIwQQgghZEDoaQBDRLKoBy/+UlXf28uxycUxYlavc2Y1v1Rzq+6Hx6ea7Tlj3BkF0hcqiSqQmZpJ6W8vtPDUA0klwhrJ1Xy7Ih9SY7QyGm2O14GxKOArMlqVW00jlDZid22l+LDXp1RrX3GzHEgHWWcU6r1wr6zqImRGaudrr6FVY2jNvzbBz8kak9pytWZO9riDiqrWROTLInJYVR/v93wGimoFC1rFdDzavu8mmM3PAgDOrpzCZVsyAiGEtEdEjgA4ctXVV/Z7KoQQsuX0zMRT6k8VbwfwoKpyFZEQQjpnP4AHROR/iMjda//1e1LbnuICLsQRprJjW3L4ZgCjugoUF7dkDEIIaYeq3qOqd8zMTPd7KoQQsuX0UoHxnQB+HMC/isj9jW2/oar39nAOZJNYDwy7Oi9m5XvOmHtaPwxrhzGZcSqL5Cp9yKwxG7t9rHLB98wIuHgm8ExAAyU9k2VDXR/rrRHwzEBn6gGvj6T3yRofkE4MS5OEDFNDZVszkq66SF5bq9SINBADtSqRgFLGjmF9K0YjX4xfCZTXzYn7XlilxUrZqX/GM1vz4NoHfrPfExhIVuewEEW4KjvRvu8mmB1rBDDiGFg4Aeyd3JJxCCFkp0LfC0JIkl5WIfkEOn70IoQQIiKjqBt4PgnAvwJ4u6oOZZmVLaFwAQtRhKncVPu+m2B21AQwFo8De6/dknEIIYQQQkidvlQhIYOH9cBYra4024XKarO9Z9StPi4uOjVGJnIr8HalPKnAyCJ9Rd2TcASUDx6mey2hiFCkezP4ZUaN0kJthZH0SiDW9yI5nufNEPLfCKgrrPIg6JmR2BxSongqCPXKmLg5deD9UZ+ipPYL+YLYuYcUGLnIKnMSPiIBZU5slBoL5SW33fRfMd/PsUw+9Xy2OX8GoAzg4wBeAuApALgE1SmFeVyIYkyN7tqSw+/O74ZAnAKDEEIIIYRsKQxgEELI9uUpqvpUABCRtwP4XJ/nM1AUls+gFAmm8nu25PjZKItdIzM4Gy8AC8e2ZAxCCNlJ2JQRgGkjhJD1MIBBNsxYZrzZtqvutiLJaGyqSph954puRXzfmF8ZwK68V2tGKeGpMVyfKKBusEQtspY8tUTAL8KbH9KrXniKjcR49voEVRSeLUe6osHum2lR7cPubxUcIZ+OkD9Fq3nbSiKdVBuxfWJxn2VslDnlgOcJABQqztNiJB5ptlerbnveVJlQ8x0ZglrMzfIxqlrp1OuF1LmwfAoAMNUw29wK9ozN4kzuNLBIBQYhhBBCyFbDAAYhhGxfvl1EFhptAZBvvBYAqqpbY+4wJCysnAUATE/s27IxZkdncS47Aiwc37IxCCGEEEJIHQYwSEdMGxO84yvpK42RWV0fMQqMilnNt9VJilWn2AD8KhgWu2ofUjHUOlBQtMKqMayKwm4PqSPsmvi6KiTmdWxUCcHxNN1Pw+7rqVMSC/KK9Hl5fQLqCru6nzHXvJzwjPQrwRhVipmjRO2rtHj7GpWNVVwA/uefDahP7HcpG6VXrRlEVDVu34uEuLBa9+KZyu/dsjFm87N4NI4YwCCEkE3CSiOEkI3AAAbZMPbBs2YeIsu1ktnu+vtBC9ffPowCfjqDX2KzqaL30idCQQBLUnJvH96Thptp6AbHWBdIMa+rEijVmu6p6QcEAqkD68q0Bn1N08/VN9U0aSpizVb9MWx5V9vPYlNColD6SpQelPEMXJH8vqVfQxu08INAJi0pkMpChpeF4jwAYHp0esvGmB2bxVlUoQvHWWaLEEIIIWSLidp3IYQQQgaPhdIFANiyMqpAPYWkDMXC6jmgUmq/AyGEEEII2TRUYJANsys302wfX3Gy6ZJZdc/FLja2VHGr7uMZt1JulRUAkI1GTDtQLjVQUrUWMPfUhCLCP1ZCvbB2LLQfw26PPC9Q/5heCop3WLe/Z4TplR81xwmkrCQJpWt4CgxrGmrKxFqRR0hBUZ9L+rW2agc7Xtmcny2XWjKfv1WbJD8z+16x6h4QJfDZrFOlrB2Hqosdx4VSvbzu9MgWKjAaBqFnY8H00klg5vCWjUUIIcMC00YIIZuFCgxCCCFDyUJlBRGA8ex4276bZe9Y3V/jbBwDC6xEQgghhBCylVCBQTbMueL5ZtsqDqayk8322cJ8s71Scav5Y6NZs92XW8fiSqzalf0Ro8zw+m8i/uYpIjylRnrpTas9CHluJD0ivDmaVf+QMsBTXQQ8OqwvRK1FiVOxSg1J99kISTgipKspksoFex5WPWLHs2Vmg94h9hqa8ZIlbe25ewakapU9Y832Ynmp2bbeGKsV9/3KZ/KpcyLDxYVqAVOZjPd70m325PcAAM7EMbBII09CSO8RkSMAjlx19ZX9ngohhGw5DGAQQggZShZqJUxFW1tpdi2F5FwcsxIJIaQvqOo9AO656eYbX93vubSCaSOEkG7AAAbZMLZ6iJiV70K1YPq4VfOZnFNQnC+6PntGRr3j2pV9u4IfKvXp9Q9UJ0mqHkJqAItfecTNI6Sm8Muo+lSNl0RIBGG3h1aKk74QIaySITL+FvaaaC2g0jB4/a1HB1p7jKxRMVVFbKWSSq2S1t1Tw2QS1WkqifHXsH4aS5WV1P2tz4p1XKECYwegigWtYjre2s96MjuJkXgEZ7M5BjAIIYQQQrYYBjAIIYQMH6UlLESCqexY+74XgYhgNj+LM6slBjAIIYQQQrYYBjDIhrlsbH+z/ejiY+Ydtxo/GpvV8bLzuhjLuK9cpRb2jrAr55FRc1jPBetvkPSCWEOSiouA30SIkDeGV22kw/z6kOoipCrx1RF23raPP7ZVfNir66kaOqh0ogF1y7o5BrxArErHqi5qXh/3+UUBxU3yWPbzD6lgQlVSQkoOMqSszmMhjnAwO7HlQ+3J78HZ7FlgkSaehBBiYdoIIaTbsAoJIYSQ4aNwAReiCFNbWEJ1jb35vTgXR8DCsS0fixBCCCFkJ0MFBtkwS+XlZjsXO3+LUs0pLRbLBaSxWHJ9JnM5771C1akuRmNbjcOsnJvF+VotsKJuFAZJBUbV7OO9E9in1kl1koASoBWeigKhaii2ioitPOJIRiCtWsXi+4WkV/UIVUkp1cre6058RCpqvC481YvbbFU2Sd8LiwaqrhRqxWY76/leuLGtl4o9v1LVr4CTi/3vIhl8aqvnsRBFmBqZ2fKxZvOz+IJWgMWT9S95wFuGEEIIIYRcHAxgEEIIGTqWl06jJoLpRpnTrWRPfg8uaBmlagm5lXPA+OyWj0kIIdsVpo0QQrYSBjDIRVGqulXwyKw6jsTuqzVXtCvlxs+i5nsd1Dw1gFNK2FV7zxci4GfheU0kq5C08FpozsuObfrERu9Q69Bzw6vmEThWtQMFRxRQEiTPIeTrYSuolKrlQB97bdL3TWKvlVVmWG8OT61id5b0KinrxjCKilGj+Iljc04BNYc9p0K5mNofoAJjGFlYqhtqTo1dsuVj7c3vBQCcj2PsWzjGAAYhhBBCyBbBAAbZMBPZ8WZ7obzo3jAZHaOxe1Qdzzq5/pwpo6qJAEbZmHpaw8Ws2rQPZ/xY8VIFzEN2C3POZECjuT3Q3zOpRGBfL8IStpXxUlMCI4aMQhXpAYHkudrj2vKlNghgy49WvGBNZ9QCZp02EBNMqwmk6tjgR3IeNnhTNAEzGyQZMQEI+72w6STjphpFKF2GDA9rAYzpqYNbPtZsvh6wOBvH2LdwAtj/7Vs+JiGEEELIToQBDEIIIUPHheXTAICpHqSQrAUwzmRiGnkSQnYkTBshhPQKBjDIReGlJtRKqX2ms251fNGUVF2tJNM7XNumkFhVgZeyEEwHkcD2sEGndFJe1WavBMZIruzb62P7rSvvmjZf2xT3wqomkukdobKmFmueaVUltqxpqzQVSzVQUtV+flYp4V9be07h0rCe2aekl9QtGGWGVaVkTTlfmzpTS6hppjAJMlycWT0DANg1umvLx3IKjAxLqRJCCCGEbCEMYBBCCBk6Pl88gykIrpi6YsvH2jNaV3mczU8BC8e3fDxCCCGEkJ0KAxjkoshnRpvtSs16Yyyk9s9GbnV9NbEKHjL7zMXOx6Cq1gvCKAYC/hTSopxhSFngKSUkXbERIV39sc7EM6BksEoEz6AT6WNYMuL+2SbPO6Qesf1GImNYaboXK+76WyPM5Bi2FK01yQyVcA3Nw56HvWplW4IVwIgx7gyZhtYC/htRzXxfzGeZFffdIcOHquLTuoJnZaa8ssFbRTbOYvfobpysrjCAQQjZMTBthBDSD8KOg4QQQsgA8ujCozgZKZ6dv6xnYx6cPIhjWaaQEEIIIYRsJVRgkIsiCpYWde2yWRG3lUZysa9WsD4I1lvBrvhbL4gq0r0gQsoFwFcohNQKXh9zHt65Wn+JsMgjqAzx+gSOFfLDsMdMKj6qXsUWW9Y03RvDK+1qVqq9MdQfwypGrF9FzXxOVo3he1hkUrd7x0yek6kk4vtppF8H2y4GfFk8FQr869aqbCwZDD5z7JMAgOdMX9OzMQ9OHMSXz30dWGAAgxBCCCFkq2AAgxBCyFDx6aMfw4FyBYdmrurZmAcnD+IDtQLKxQVki4vACI1hCSHDB9NGCCH9hgEMclFMZJ3vxdnC2WY7Nivto2ZBeyx2288V/dXxrBFOFKpuRXwia5UZtrqFlSu4QSpwK/Yt1Rih6hpeNRTjrWD9KSSgxmhBJ14XVv1Rg/V76KyaifilUlK3h/wiPLWJrQSSUJhUPaWF62eVC1aNkfVUF1ZN4Q6cC1RASWL9MUKqC8/zwCpXjPon6bOxUF5qtnflpoPjk+1PpVbB58/cjxevrgITl/Rs3IMTB1GD4mQmxqGFE8BeBjAIIYQQQroNPTAIIYQMDY8tPIalyipuLJaA8R4GMCYPAgCOZjLA/GM9G5cQMryIyFUi8nYR+dt+z4UQQrYLVGCQi6JQdZUrcqZaRLHmttsV+4xZsa8mvBVis/JeNAqMivFKsKv5NVORpCauv5UMJH0u1POkCPWzPhmmt5muPSdLi6InvtrBKi3Ezil97FCfZAzSqigy5p93yBvDqjwQUDSEvEKAcGWWWuA6h9Qt9nuUVGDYudjqKNZDw5639bfIGmXHam3V9a/552S/Y1RgDDYPnX8IAHB9sQSMz/Zs3IMTjQBGNgMcvx+45kU9G5sQsv0QkXcAuBXAaVW9wWx/MYA3A4gB/Kmq/m7oGKr6TQA/3c8Ahk0ZAZg2QgjpPwxgkIti1AQtrEGjbVfFyfVL1sQz8h9UV6pO+p+N3IO1Nf7MRiY9xKSN+KkQjlYpJGIMQWsBQ0iLmoCLBow0k8/6nrGpVzrVGkW2NxYNzk+S6RbWrDMUtHD72FSfEMlUm7K6h/0YAeNPE8mxgQZ7qKxXqjUcJAmmDRns5+wbwKYHjWzqCwDUOssCIgPAw+cfRhYRriyXe5pCcsnYJchEGRydvAQ49sWejUsI2ba8C8BbAbx7bYOIxAD+GMCLABwF8HkRuRv1YMbvJPb/KVU93ZupEkLI4MAABiGEkKHhofMP4UmZSWQzeSA30bNx4yjGgYkDOBYt1QMYqq0lWYSQoUZVPyYiVyQ2PxPAIw1lBUTkPQB+QFV/B3W1BiGEkDYwgEG6Ri520v2okq58mMw6Sf9S2TfxtLf6VS+9wKkuRuOs6WNW5k06ScgsMzkGPEWFo7bBUqTB4697z75r1R/pppy2ZCg0PSVjXSqLSEovBPUNIXNPSzVheGnTOOy1rmi60iJ0XJvGoZ5Bql/G1I5h1RzWNLRi5mg/v9j8xNkxylX/usWBsq82BYVsf1QVD889jO+WHDCxt+cBhAMTB3C09AiwfBpYOAZMH+zp+ISQbc8BAE+Y10cBPCvUWUT2APhtADeKyK83Ah3JPncAuAMADh0+1JVJstIIIWQ7QxNPQggZUkTkxSLysIg8IiKvS3n/+SJyQUTub/z3X/sxz25xZvUMzhfO47pyracGnmscnDiIo5Xl+gumkRBC1pMWVQ3mUKrqOVX9WVW9Oi140ehzp6rerKo37927p2sTJYSQ7QoVGKRrZMyKeHIVfY0WfpCwvoqrVfc3fqnsVsTzGbv678awVhBqt69bgQ3pEgK+FwEPi6BvhbSKCbp+Vj2igWNZ5UFYQeETBcw3rceE7VOFr65o9jeqCau4SI5aNWVR7RhZccqFUs0pbayiwSo77GdpFRTJ8SqeAsPNy37MYuKyq5UVpDGWGfdeWwXHmcK5ZvuysX2p+w8CoVxrVf1aouvHVXUopMsPn38YAHBdoQBMXtHz8Q9OHsSFyjIW4xwmj30ReMoP9HwOhJBtzVEAViZxEMDxPs2FEEIGEgYwCCFkOEnNtQaQDGAMDQ/PNQIYS+eB/d/R8/HXSqk+vu86fNux+3o+PiFk2/N5ANeIyJUAjgG4DcArLvagInIEwJGrrr5y08dg2gghZFBgAIN0jRHrgREofZmLa6a/r9IoVN17KxX33njGrciXjHdBzlYk8ZQWxgciUao15GmhAZ+GTvCqbyQkJuKpHWz1j/QKKharCghVU0kqM7xqJUbBEUt6lY4MrIeFUYWYPqWq71USm8/TnkdsZmPL6Hr7GtWE9cxoff2NR4jnh1FK3W6VQCPxaGp/266/dnMZz/bO+HGL6TTX+jki8mXUVwF/RVUfSDuYzbM+fPhwl6faHb527ms4MHEAk49+ri8pJE+dfSpG4hHcOTGCP/zWlyDVMhDTR4WQnYiI3AXg+QBmReQogNer6ttF5BcA/DPqlUfeEfrN3Qiqeg+Ae266+cZXX+yxCCFku0MPDEIIGU46ybW+D8DlqvrtAP4IwD+EDubnWe/t4jS7w0PnH8KHH/8wvuuSmwGt9rSE6hr7xvfhNU9/DT5cOo1/yVSBo5/v+RwIIdsDVb1dVferalZVD6rq2xvb71XVaxu+Fr/d73kSQsigQQUG6RrW32Ak41a+V6urzbaGvaoQS/p7i2X3HDaVdSqBkTi9WkjcovCAVSJ41hXhXdqiHb6y7Src3K1qImrpodHoj7BawR4rhlMiWIVDaH/bx35OyTlZ3wv7lud1YTww1HQqGWVGyPsjTvin1Lx+VmFiVD5mH+svYpUV1vdioXzBGyMXOfXQXPF8sz2RGWu285k8Boy2udaqumDa94rI20RkVlXP9miOXaFaq+INn3oDZkZm8O8v/z4AfwRM7u/LXH7iKT+Bf/nmP+H/rFTxvV//EOTy5/ZlHoQQ0g6mjRBCBhEqMAghZDhp5lqLSA71XOu7bQcR2SeNSJCIPBP1vwnn1h1pm3P3N+7GA+cewOue+TpMFxoxmT4FMDJRBkeueRlOZ2LMf/NDfZkDIWRnISJHROTO+fkL7TsTQsiAQwUG2RJGo5Fm266O2/ZYxs8NL1aT1SfqlGumIknFrahbDw0biVPzIrmab30e/CofpmJHsFRKetUS679RXeflkK7t8D0t3HErtUrq9tB4rbQjtsqHPSVP+SDplVGsosUqa5L9tGavm9teNedX8yqu2HnYa2UqjRhvjOR7Gcmkbi9WC812FFBjrFZdRRL/OL5So7quCspgoqqVtFxrEfnZxvt/AuCHAPyciFQArAK4TbVVraDtyUee+AgOTBzAv7vi3wH3/Vl941R/AhhAvZwqADxx7iHsWj4LjM/2bS6EkOGHHhiEkJ0EAxhkS1hfejOlT4t0iZox3yzXbFlMl6awHLsHdJsakkN6isP6MdIfrC1ekCOQYqFoZchpUzFcP8+A0pY+tYaVwdKu5qSSpqGBoEyIUDlXSylhyOkHCNKDJBXYgIBJ+/ACMelBnPVBGfeeTVOx+0demorrY1NDQtcZ8A1T7ffifHG+2T4weCkkUNV7Adyb2PYnpv1WAG/t9by6SaVWwRdOfgHfe8X31tOKFk/W35i4tG9zWqtGcjQT42nf+AjwtB/u21wIIcTCtBFCyKDDFBJCCCEDy9fOfQ2L5UU8e/+z6xsWTwDje/ta/eOyicsAAEfzk8A3Pty3eRBCCCGEDBtUYJAtIWdKquZil05SNivd2aji7WNTIzKRW7VfLbsHkcWy+8pOGEPPFZNaUotdn0xCoWDHiAPqCqtiCJU4RcCAMqlhsOqDWELlUtMVCuH52fKvYQWGxUtzqbnrFntKmU7SaICMSTuxygWblmFTYbIBFUTNM9sMpc74KSz2nWK1aPqkp5ZYA1nbJ3l+9nO213S1ugyyvfnMic8AAJ65/5n1DQsngMl9fZxR3fB1b34vjkZl4Ojn+joXQsjwIyJHABy56uor+z0VQgjZchjAIIQQMrB89sRncf3u67F7dHd9w+IJYPKy/k4K9TSSJ/Q4cO4rwOockN/V7ykRQoaUdh4YTBshhAwTDGCQLcE363TlK1cqbkU7E/lqgXzGfR3jkjGUNCv+hao77oWS8zpAzvheGLWBJOwUClW30p4141u1Q82oAeLImEvW0pUSrbDKh7JRPoRMNe01sf07OT4AiDlwxry3Uk036IzWGWbWqXqlXf0xKuKOZT/nYi3d96KizmDTKh+y5pqvVt01n8g6xU7yWJ5RqDlWZPoUq24e2cj6jrgxqrWk+idduVKouLkvV5wJ6Lgpr0r6x2plFV86/SW84vpXuI2LJ4HLbuzfpBocmjyEz114tP7i+JeAq2/p63wIIYQQQoYBemAQQggZSD557JMo18p47oHn1jdUy8Dymb6VULUcnDiIU8V5lADg2Bf7PR1CCCGEkKGACgyy5WTMKrj1QygnVsH90p1mdd30KZmKJCsVd9wRU5HEHqda830nrDqj5nlXGF8Iq+Cota8QUvO2h7EKjjiyPhvWU0JT+1tlRjVwnCTWyyEbUHZ4ahWzb7WFB0bkXUPjPaLtr4NI+mdjz+98cdXbx/s8zJFzsak8UnZ+GFXvvN13ZL7kjjueKOGbNUqSUs2W2rWeJH5JXtJ/7v7G3ZjNz+KZ+xr+F0unAGjfPTCAegqJQnF879W44th9/Z4OIYQQQshQwAAGIYSQgWOuMIePH/04fvTJP+rKNq+VUN0OCoy1Uqp7n4QrHvtCPW8smdNGCCFdIM3Ek74XhJBhhQEMsuXY6hSRWcWOE74DI7F9r4Q0ilWjwDCr61HJqCmyThVQif1V84wZMwp4ZWQCfgiWZPWPNUI1SwBfSVI0VVP8yhzuuNZ/o1p1260nhNTCI/rKDuNpEdBH2PFKAa8QIKxEsVhFRcH4W+TMZ2aPU6rUUrcDvl+IPQ/rmWIpGr+Ps0bNEQfUJgAwX3VeF3buJ1fd9tH4sWb72ulrU8cmveMDj34AFa3gyNVH3MbFE/X/T22DAMZEPYDxxNQlwPJpYOEYMH2wz7MihAwj7Uw8CSFkmKAHBiGEkIHjfd98H67ddS2u232d27jQCGBsAwXGbH4WI/EIjo6M1jcc/Xx/J0QIIYQQMgRQgUG2nLFMvtkeiV2FiaJZ9QaAfOy+juMZU20kcqvuVXVr50tlo+wwx8kY/4wa/EoesdhKInYfUxFDnWLAqjGs14VdzbcKgaRCvFLT1PdqXrUQ40/hqSvS+1cClUbqYwQ8PmzFjoCMXdQqMFz/1aqv8qhp+v5WNyGep4h7Z94cyl630dgqPvzjFqrG98J8Fx5fsp+Ha09k3dijsa1a445ZqrqKIgCwYqrb2O/YhdJosz07stBsXzsN0keWy8v46tmv4o6n3eG/sXgCkBgYm+3PxAwigsunLsd9y0ehI9OQRz4EfNvL+z0tQsgQ86WHTzdTR5g2QggZVhjAID0lZ0w8bRsASuKMGG1AYTTjHkhHzIPuqjHxXDUPoFIOG1BaMuahN2PKc3qpHjZYYN4o2ICA6V9NPNxX1JpA2sCDa9sx7P72LGpqTT/N9kQyZFnW3QAAIABJREFUhD2uDTTYoI4dwxqh2vl5x4z87ZVa+jmtBoIAoyboYE1Yi6adjWwZVD/tx75nsednx5srue+VnasNkiQ/JxsYsedRNvt/Zc61b9rrB0BIb/nymS+jpjXceEmiXOriybqBZwtz215y+/W34zc//Zv4yJU345aHPwDUqkBEM1hCCCGEkM3Ss7s8EXmHiJwWka/2akxCCCHDx/2n70ckEZ42+zT/jcXj26ICyRove9LLcMXUFXiLzKO6chZ44nP9nhIhhBBCyEDTSwXGuwC8FcC7ezgm2WbkM06Sv1xZ9t7LxjnTz5lcjsZO+5+PnVLCKjBsOolVBSQjdCNm/5JRNeTiQFqFadvUDauIsCQ1DHalPzLvrpjtNqOjalb8rfKgXOss1lg28xJzHeZK7vrY41bMce11qwRSdQAgZ5QMNg3EeIB6yodKbMulGjVG1apKXP9zq74yZ9eo+/ytgsN+NufNPiOZdKWFvf7WDBYAFguurOrucTfeSsl9xwpl1z5x8ARI/7j/9P24ZuYaTOQm/DfOfh24/Dv7M6kUMlEGr33Ga/FLH/0l/MvEJF7y8PuBy5/T72kRQoYMW4XkAaaOEEKGnJ4pMFT1YwDO92o8Qgghw0e1VsVXzn4FT7/k6f4bq/P1Sh+XPqU/Ewtwy+FbsDe/Fx/aewh46F4/6kcIIV1AVe9R1TtmZmjQRAgZfraVB4aI3AHgDgA4dPhQn2dDtoKMKaM6Go9671lTT2voaY0YrYJCAn4P1tchSTngSVHxVuodWaMeKJvjRgG/iKTBpVUcFGtuf+vq4M3DKAys6sL293wyEuPZWdk52n1KlfR/9lb9UWkxRiFwfcuBfQrGELRYSY+ZWjXN5EjFe+/UsvueWNWGVVrYOdn2qlFN2PMrV/1zysZujkfnnelswdvf9Xn/E4zF9ouvz38dy+Xl9QGM0w/W/3/J9gpgRBLheQefhw98426Uz38D2bP/f3t3HidXXeZ7/PPU2ks6aychIWAIRgSaNWEQcRwQFVFRUWZAccENYRRBx7nIXBWcmTt6r+NcZdhEQFxGYEZFCS4IanAAWQIkLAkQQIQQIXtIOp1eqn7zR1VSz6nU6a5Ourqqq7/v1yuvVJ06y3N+Vamc+p3n9/xWwnRNwysiIiKyOxqj0llRCOGqEMLCEMLC6dOn1TscERFpMA+teQhg1wKea5YX/p5x4ChHNLTj9zme7nw/97e0wMpf1zscERERkTGroTIwpPmlE6VaAxn3uPy1rMvAaItkY5Tuzre52UkG+irPbpHIRTMl0qFyjQl/z99nRGz3M2XEZDTEZUcAJN3zuHoTvVVMSxqdUaTyrBwQre2Qj5nRxM/G4WfZ8Ov42V7KM1rKMzJ28L2hfiIYX+Mj4WY08dkNPlukuy96PH80n3Xh62xMainVTNnY4z5j7jx8GZFA9Bi5mBlb+vpKn7HNG3t2Pr7ppehnV0ZHX66P/3ryv9h7wt7Mbp8dfXHNCsh0wKTGy947etbRtCRbWDxtNq9d+Wt47afqHZKIiIjImKQODBERaWg/WfkTJmUnsWzNMlZuXMllJ1yGWVlH2poVheyL8uUNoCXVwmtmv4Y7Vt/Lhc/cjfVugWxHvcMSERERGXNGrQPDzK4HjgM6zWwVcFEI4ZrROr40nmwyW/bc1zoozQTRni7d7Z6UK+VK9AyUHvssAZ/pMFA2e0cqUbqj7mtM+GyMvphMidKW0awLf4zy7Ah/jFRMBoev5eGzG+JmHvG1OHymBERnAvFZDYmYeh/5mMfm8jHKozB3jtvcDCWTs6X3bEt/6T3zbegzKFpTlWeU8csBtvSV9tWWLr3n3W5mFd+eU1pL2Ri+XuKWXpfVk4kew8fo62xMay/Fu2Rjaf0nV6xDRseL3S9y0d0X7Xz+nvnv4fVzXh9dKQRY8xgc+I5Rjq56x+9zPIufX8zjKTjwmTvgwLfXOyQRERGRMWc0ZyF5bwhhVgghHUKYo84LEREZysNrHwbg/CPP5yNdH+Hvj/r7XVfa+hL0bISZB49ydNU7fp/jSVqS2yZOUR0MERlRZnaymV21adPmeociIlJzGkIidZNKRD9+rS4Doz9ZupufCy7TIlV6PDlbmrVkW650B3+rywoony3E35FPJirPJBI3w0h0P6U7/q1uZpTy6hS+h7C8PkaldVJuX5E6GS4bw2ddlNejSMZkXfjHvnpDcCkbuZiaGRMz/cRpK8uWqLRNMqY9/fEmusyKl/ujn4u920u1Jza6bIwpLaXPiM+CaXf72uTWn9fWvfPxup5o9o/f19ptpdf8aIRXzyvta+OGCZHtNyK1smztMrLJLB886IOkkzG1Rxq4gOcOU1qmsHCvhdzGUs5d/jPszf8MLRPrHZaINIEQwiJg0YKFR3y83rGIiNSaOjCkbvyUqlBW4NMNL+nPl35c+h/GffnSj+cZLb0Vj9FXNgwj64Y/WMwPa1+s0w8J8T+SM265/yFe/mM9GVNw03c79Md0TvjII9PHuuXlZ+Bf662iAGnad75UMayl/LVI8cuYDpMe17nk29+fq++02Ld9W+R4/j30x5uWLb3nfujM9lzloUG+DeZP2hI5xstuyMs+HaXj+6EtcyaUlm88eHpk+xVIrSxbu4yDph0U33kBDTuFark3v+LN/NOf7+WpXDfzl1wDr/tMvUMSERERGVMaahpVERGRHfpyfSxfv5zDph82+IprH4e2adDeOTqB7aY37PsGDOPXcw6Guy+Fvu6hNxIRERGRnZSBIQ3DDynJJDM7H/flS9kYraGUMTA547Ig8qXhJAPBF5OMfsQjwzXc3flUzHASL5MoDU3w6w+WgeGzGnxWgl/ui1ZGMhrccp9J4LcdKMuO8FkQE6wUb1ymRFzsaddQ+VB2Tu5xr8uuiIvRDzPx0fpjdKRLmTUD+WjWSqsrn9rZUnnISr/bZkLanV++tN+E+XON9t1OcwVIk+bbt7R8Q29pm6P23hDZ/qaKUcmeWrFhBf35/qE7MNathM4DRieoPdDZ2smRM49kcfcaPvnHdXDXJXD8hfUOS0RERGTMUAaGiIg0pGVrlgFw6PRDB19x7RPQOX8UItpzC2YuYGX3anq63g13fBUe+VG9QxIREREZM5SBIQ0jbaWPYzZRysDoT5QyMPKRApaunkWLr99QKvqYSZTuoJeLy47IuG69AZd94O/M+7v5eR/HLkepnNmRSvjt/dq+9oSvKeHXDxXXL98mnShlR+TdekblfWWTyYrrlB/Dm5wpbdPvapKkEq5uhTtBX7dkcqb0vvb6bcuyI3pzpdfiYmlPleoj+HPKu0yZjrTP6olmcmztL2VqpJOl43e4TKCOdOl9npSJ1umQ2li6dimz2mcxo21G/Erd66BnA0xv/AwMgK5pXeRCjsdfezZHbHkJfnoOzOyCGa+ud2giIiIiDU8ZGCIi0nA2bd/EHc/fwevnvH7wFdc9Wfh7DAwhAejq7ALg0U1Pwt98DywB915R56hERERExgZlYEjDMJdlkHEzkrS4GUnyVM7A8PNd5tzypEWnAPV381ORKUR95kKpX8/fzfdZCX56TauQd7HzGG7F/khcMceI2a/PPMi4zIrtuVKdi/L9+m2SPuvCre97MM0qt0cmEe3n7HP1Jvz5pV0WhN/G72sgX4rdZ5V0pDIV1wdoSVbeJi4mf+y4NpyYaYtsPynj65CU9tUzUGpfn+URQnxWioyMnz71U/ryfZx2wGmDr7j2icLf019V+6BGwPS26cxom8Gj6x6Fgz4Ah/4NLLsR3ngxtE6pd3giIiIiDU0ZGCIi0lDyIc+NT9zIgpkLmD9liNoW656EdBtMnDM6wY2ArmldPLruUbb1b+PbnTO5vjXJY3f/W73DEpExysxONrOrNm3aXO9QRERqThkY0pCS5me3cLUxQulOva+H4flaBeV37P0ddX8P3a+VjNRvyFdc7sXnX0RlKJ2TP3aI1NkoHSMRs2NfM8NnBRS2HzqaXExdD7+8zZ1rebJBa6r0fvj29bUu/HJzbZhNu/fVnavPTmlLRM+pN196z7Lus9CTK2XXTHT1LRJuvz0DpXVaki7usr7bATdbSUe6lJ3RlvIzq7jZVKp902W33PXCXazauorzjjxv6JXXPQnTXgkx/z4bUVdnF799/rd86e4vceuzt0LnVLLP38Rvuj/FpPaZ9Q5PRMaYEMIiYNGChUd8vN6xiIjU2ti54hMRkaaXD3n+/aF/Z1b7LE7Y94ShN1j75Jgp4LnDjjoYtz57Kx866ENce8h59Jrxq998vs6RiYiIiDQ2ZWBIQ/L1GFLurnvK3QXPuGwMn9Pgty2vVOAzHHKR2UMq10pIuPoL+ZhZQeKyEMpf8/v166WSlWOKq2cRdz7l6/nMibg4/IwfkUyQRPxXQyJST8PVJLHKMfqaHX6/OZdZ0e5m+7CyflWfjePf2w63Lz8TjI9iUmZC6Xj+s5Pwn51oXD4boy3VvvPxtoHunY9bktHtZeQsenoRKzas4Kt/+VXSyfTgK/d1w+bnoPODoxPcCDm482AA5k6cy6eO+BTZZJZXPXYVN734B/563Uru2v4ir5n1mqHPX0RERGScUQeGNDz/A9YX9/Q/9v0Paf8DeCARLXLpM//99iGyr8qihSndMBUfa9m4D4t0ELjOidIpRYZxpCJTu1buwBi8o8FNIRrpcElUXCcyVWvCT6Na+RwK+/UtVFozmag8DavvPBlwnRY+pqSbQncglL1nVrkoZyIy3Kby+9+SbCnF7c67N1eaahcg46bq9R0YXsJ9DlODdPDI7uvN9XLJQ5fQNa2Lk/Y7aegNVi8t/D3GpiCdmJnIP772Hzls+mG0pAqf0VO6Psz/ffhyPnHTO7knk+SCBX/H+7vOrG+gIiIiIg1GQ0hERKQhLHlxCWu2reGcw88p63SL8eiPIdUK846vfXAj7JT5pzBv8rydz9924OmkLMk9mSSt+Tx/WHIZdK+vY4QiIiIijUe3EaXhRe/Ul+6CZxN+Wks/pWrpYUuyNbKv4PIrEm4bP7wgGdnC5yL4jIZUxeWDMbeNRaZR9cUhKw9/iU676jMgyo/tMiJiho34ApYWUynUZzFYWcVK/x742KN8locfDlQ5Jd4fI2vZiutA9H2KFF61tHucjFnft038V19rqs2t57Iu3ONdKpvKiLj3xXtJJVIctddRQ6+c64fHboJXvxWyE4Zev8FNaZnCl465iLZ0G/c/dgM3r7mP/quPJ/2hn8PkfeodnoiIiEhDUAaGiIg0hPv+fB+Hdh5Ka6p16JWfWQw9G6Dr1JrHNVpOmX8KJ849kdd0nUFPIsEjA1vge++ErWsKK4SgrAwREREZ15SBIWNKtO5B6bGvSeDvjUezFSDtah305/sqHiNuetXyfZXi8Dkb0WwFn/lgsdkc0ZyPSnvy26YjxSvjMwH8NtEsCh9T5T5MX4cibdGsCV83I+tqTPj6FrExmc+CKJ13ZNuypBBf38RncPj3L+uKcvble0uxu/X956VvIPre+/Wi2Seldfy5xn0WZPe93PcyKzas4BOHfqK6DR75EbRMgldWMVPJGHPUXkdhGPcsfC9H3vkduOK1cOhp8Nwf4IUH4b03wAFvqXeYIiIiIqNOHRgiIlJ3D7z4APmQr274yPaXYcUiOOQ9kIofcjRWTcpO4uBpB7P45afoeMO59D/1W05c8i2yHbPpmTaXfRadB/veU8jISLdBumXonYqIiIg0AXVgyJgSl3Xh74jn3IwU5dMQhsgsHbnIKzsfxSQ1xJSLYJeUAb9NzN18v42/4x93Zz9u28GmUY3G4aZ6jcxOUvkgKffVkCjL0si79vXxRrJgYmZAictu8ZkVibL2zCYq/zjzs4VEMyVKP2j9e+ljSpfV4vDvgZ9NJa7+yubejRVjkt1334v3kU1mOWz6YUOv/PCN0N8NC86seVz18prZr+HqR65mxYYVAPz/ObMo/AvKcebmXj5zxetIvPxCIQPljB+Vf0mIiIiINCV1YIiISF3lQ547X7iTw2ccTiaZGXzlEGDJd2DWYTD7yNEJsA7OOPAMpmSn8Lo5ryObzHL7n24nlUixcuNKrlv5Y9YOpPiXWW8l8cTPC7OxHNI8tUBERERE4qgDQ8asyKwS7u5/2mdT5KMZCT5LIB3SFdfzNRd8zkDS/XPJR2b1qDxzSCFG9zhmJpHobBq+xkfl2hiRzJHyGUKovI3PzEjH7DdyDJdlscssJJHsjNJrvk0is6YQM9uLmwkkETMrC0RrXfj3vMXVpIhmV5R+AA9QytLI5UtxlM9OE5dE05cr1dPwWSJt6bE/60Ujue1Pt/Hsy8/yicOqqH+x6n5Y8xic/M2mzjrobO3kgwd/cOfzDx38IaDwWZ/VPotLl15K5yuP4HNbX4RffR5mdsGMVxdW3vQ8/PyzcNA74Yj3Q24Acr2Qaa/HqYiIiIiMGHVgiIhI3eTyOS5fejn7T9qfk+aeNPjK+Tws/gpkOppq9pHhMDPOOvQs1m9fz3eXf49pXe/lzN9cApcfDbMOxea9AZbdAFtfhJW/hufugWfuKHRgfOw3mpJVpAmZ2cnAyfP236/eoYiI1Jw6MGTMisxI4jIaInUyyrMNzGVauDv1/g7+AEPPppGIqTWxy/Ecf4xk3MwjkZoWvi6H2zbh/9mW34GuHFd0thFfB8S3WymmtM/kKLvLHanT4V6zmLoXaXMZEcFlRLj9BPe4vG3iZlOJqx3iMzYyrh5Gyr335VklfbnSNi2pUmaHn3kkbtYa2TO/fPaXPLP5Gb7+V1+P1B+p6N4r4enfwtu+DtnxmwVjZlxw1AWs61nHvz15PcuP+WteWLecZ3vWcsGya3hnYhJ84vdw1yXw0Pdh1uGw4Rm44X1w2vcLGRnT9m/qDBaR8SSEsAhYtGDhER+vdywiIrWmDgxpCv6Hjx8OkiMXu17KdxD4H/U533GQr7hOeWHLOHE/vn03Q3QISuUpToNV7vwoL9qZC5WHvxATu48pETPEpbyqaeQnT/CdAomKa+Xde5CJmcbWd56UdxSkIgU3K3dC+Kle/ZCVSEFQt/5A2TCVCelSan2fKw7qO47aU0q/H2kD+QGuWHoFB0w5gDe+4o2Dr7zmcbj9IjjgrbDwo6MTYANLJpL861/9K5c+dCnffuTb7NuxL/M6DuULtoz7553MP3TO57eHv4vrEi9xzoLPcELvAPzwNPjmYfQavLTPUWQOfjd7PXMntE2FN14M7Z31Pi0RERGRQakDQ0RE6mLR04t4bstzXHL8JZEOtIpuvwhSrfCOf1fmQFHCEnz6yE9z6qtOZWbbTACufPhKvrXsW9z953tY27OWtlQb5y8+nxP2PYGDjjuHRzcs57+3PMsAL5FccTlff3mAEzatg8d/DgecBFP3gyn7wdrH4b6roGMWHH02DGwvdFgu/DAkM/DU7YUpbDtfVVhH74mIiIiMAnVgSFPwmQ5x03lC2Z13f73tfjv57ANfUDIfycbwqszM8NkO/tB+mtG4OVwjR4tfxw9h8UU1iZ3WtPIwlbjMkfLXItPBusU+o8K3oc+u8MU246YrLZxH5all/TaRmNzqiYQvJhpf3HUgXxo25N9nPyOG/+yUT/Uqw9ef6+fKZVfSNa2L4/Y5bvCV//QHePJXcMKXlCVQwewJs3c+/uThn+TIGUdy8d0X875Xv4/zjjyPqx6+ipufvpnf9Kyls7WT0w98H6/u2Jf/fPxGPpf8E5886rNMe+p3bHjhd3T/6RbetrWbvQZy3L7/MfRtW8vc2y9gwfbewvfWkmsg1QIvPVoKINMBE6ZDfgAOfje84YtgCdj4R1i3svDa7CPVySEiIiJ7TB0YIiIyqvIhz5f/8GVWd6/mS8d8aZdOsoiBXrjtizBhLzj6nNELcgw7ZvYx3HrqrTufn7/gfM5fcD7b+reRTWZ3DqU7fv+3cfZtZ/PNJ68vrDghRcKm8O3Jk2hJZNieWwVZYNZMTtvvZP733m9i+S8+zaZcH0e86wo2Zlq45/k7uGndg5Dv50Kbw0F3fYONT9/Oc70baN26lgP6i0Oypu4Pex0CE2dDx17QOhUSqcKfVBZmHw6T9x3llhIREZGxRh0Y0nTisjEA8vnKmQhpN6Wnz1bojdRpqJwpEVe3YserO/hpQ2OnanXxRupQOP6nXnnGRqQuREwNjWh0lc8jGcnkqBzHjq12SLjCn3GZJBYzvarF1AEpf82/n/79yOWjNS12ja5sClZXqBOiRTxbXeHOnIsx7Y7d4mp5NDIzewvwTSAJXB1C+GrZ61Z8/a3ANuDMEMKDtYypu7+br93/NX729M/428P+lmP3PnaQldfBDWcUpk495SrItNUytKbXlo6238TMRH7w1h+wqXcT3f3dTG2ZSl+ujxueuIH1Pet5+7y3s1f7Xnx/+ff53vLvsWzzSh6fWNx42Vd27mfepHls7dvKGdufp23/+WzJvwytKWzyLL786jN5e2oaDy3/T+aueYQZK28j199NrxmtIURzmTIdQIC2aTB1HvRshG0bChkcHbNKQ1VyfTBhZmGoy+wjCtkem54r1PKYNKeQIZLMFP4M9EB/D6RbId2mLBAREZExTh0YIiJNyMySwGXAm4BVwP1mdnMIYblb7SRgfvHP0cAVxb9H1IbtG3jgpQd48KUHWfTMIjb3bubDXR/m7MPO3nXlEGDzKlhxM/z+a4Ufn6d+B7rePdJhCYWOwKktU5naMhWA9nQ75xwWzXT53MLP0ZvrZdHTizj3iHM5eNrBLF27lOmt0+nq7OLAqQeypX8LVz98NdsGtjF34lz2nbgvP1zxQy56/Lt8s2Uq6/PrsQ5j7pyFrN76Ar25PgyjJZmlI9XCfskJvCIk6LA0W/teZnXvc8xoaWXepFewf28fnRufJKy6izxGPpEi37uZlxPGH9NpHs1mWJlJc+y27ZyydSv9GGkC+/QPECkB3D6dTYecQrJtBh3rn2Hb2uVs27qGqdmJdKfSPB56mT7Qz9yQwPY6FKbNL2zYtxV6t0DnfJgyF7rXkgM2tkykrbebtp4NhfosmfbCH4B8jm3JFNsSCaYmsiTaphayUHpfhu61kExDMlvobEm5v3P9sOnZwpTB7Z2FThgzwCDdAi2TC/VItq6BlkmQ7Sh06OT6CrPLpDKQbodEdYWmR8WODu2dHdu7+TyZbazzEhGRurBqxtzXw4KFR4S77l1c7zBkjBtslo6cq3vQH1MDwWdg9LvZKYjJuhisPkUkqyE2uyJmVpCYbIXy/USnGa28XjXrDBarryvhvz98doSvKRHJmnDH823ub8Mmy7NYYu6YRqbRjTsPN+uMz7LZltse2VfW1ePIuVoXvh18u/mMDYDZ7XMfCCEsrBhonZjZMcDFIYQTi88vBAghfMWt8y1gcQjh+uLzJ4DjQgh/HmzfCxcuDEuWLKk6lgu+cya/SDxAJh84ens/H960jYP6cljx34sRio8DyZAnTeHf2rLMkfxg4sd4Lj1vGGcutRLIYQwx1a2Tp5/V6evI08Ok3GvpsxfpSTxLJswkFTrIWx95esnRTW9iNf22lhw9JGghHaYyYJvI2dYhj9OWb6EtP431ydWRbLNEMNKhEK8BORugv/jPOBkCueK/6WQolM4JxdeyeSMT8uz4ns9bYQ+J4vddgkB3IsFAcftsPk+SQm0jC4XPc8DYkix8R6VCoD2fH9XKOWGEj1Z5Dq3RdcOJ32HvvYfXv2pmDffdXEu6dhaRsaA1NXmPvpuVgSEi0pz2Bp53z1exa3ZFpXX2BnbpwDCzs4CzAPbdd3i1CuZkjubclzYze6CNJAnWJo07Wgs/iYJFuzHyJFiT3Is/pl/J05kDhnUcqa3hdF4AJEgzp//j0YWVR3vtVPjp76Y8Zgu9idXk2Eqhq9IodhWQCC1kw14kmYBhTM6toTvxBMnQRp4+ehMvEugr7jWQIE1bvhXIsy3RTzK0kyBLv20kETK0hrn020Z67QUCOzocbGfPRib0kg3b6LUMHbkMk3OFDIstiTwJciTpJxkGdp7FrIEWsvkEPYlujG7aQjcDpOizLEYgEfIk2LFtnkTIEczosTbyJMiG3p0dewCpMEAm9DFghX0kwwBpBsgV9xLMSIQ8KQZIhMI+d/zbirZxORt0+a7vUdnr5pfHdZzEHWPHtnHHKixvyyRpa58Zs7WIiIwn6sCQpmZlF0VJP1Wju7seYmYhiRPJtBjkhlRcRkZcjYmUVf4n6Wc38ZkAPlsA4jM4fEZEpE0iD0tPfDulkz4Jm0iNkAH3a8QfI50obePj8Fks0ZlH/PlFMzCCez+yyVLtiYFQOp5vH79fn1mxZaC7FF9ZO0dmNLHK2Rz9uVLsPrOjgVX6RVD+gaxmncLCEK4CroJCBsZwAjn3jHMAFeAUERERkT2jwYQiIs1pFbCPez4HWL0b64iIiIiINARlYMi4Es0ycBkYMZkScbNe9LlMgsFm6Yirx+CXp2L+GUamloypVePPoTxGf4xMspSJsEuNiSI/40bkeLvMdFLaPhVTnyLuGFkXR97t18/wUT6jSD4mk8TPJFJek2Lnvtw5+WyM8mk7fSaLzx7x25AqbdPdX8rmaGD3A/PNbD/gBeB04H1l69wMfMrMbqAwvGTzUPUvRERERETqRR0YIiJNKIQwYGafAm6lMI3qtSGEx8zs7OLrVwK/oDCF6lMUplH9cL3iFREREREZijowZNzyd+GTrjidz2KIzFri7tK3+roOwc9gEs1WiM3scJkTAzGzXkS29bN0RLIsovtPxdTW8OJmN0m6QiCWqDxTSbm4ehH+GH6mEp+F4jMt4tYBaHUZET7zJRFT78Nnm/Tmenc+9tk0fjnApMxEKtnu1mtJlOpvtKZaK67faEIIv6DQSeGXXekeB+CTox2XiIiIiMjuUAeGCPE/uIP77R6ZqjOmc2BgkBL7viPAd4bEFrOMTFwXKq5fPoSJD/FsAAAOGUlEQVTDr+c7Q3zRSn/suIKe1Uz5Wjh+ab1+XFHNSLHUyuv7TpIQGWoT/VqKDLeJiSvy2HWMtKfadj7eHtOZMZgWVzTUyyTSFZeLiIiIiEjtqIiniIiIiIiIiDQ8ZWCIlPHDIlJUHpIRLbDphluEaJ+gz9rwQ03SVrqD73Mo/ICQuIKccYVBC9uX9hA39MMXqSyfhrXSsVMWP2Woj6UtWRpWER1WEzO0xO3HYs61XMYX1YwTM81sXDZF+XrJmOE9g7WDiIiIiIjUnjIwRERERERERKThKQNDpEoWUzQyUqvCon2Cvp5GxmVdRDIqXC5CKqZPMTJ1qa/fUD69qj++fy1uutOYoqGJmKlLobxGhct2cBkqkZobxBQpjZkaNlHWhj5jJC6bwxfu7MltLy2PyTbpLzsnn50xWAaIiIjIaDGzdwFvA2YAl4UQfl3nkERE6k4ZGCIiIiIiI8jMrjWzNWb2aNnyt5jZE2b2lJl9frB9hBB+GkL4OHAmcFoNwxURGTOUgSFSJYvJYijPGPB8VoOvoRFX3yJuuc908FFYYrC6DK4ehlmFpVFJ/PSqpbWyZbUjfF0In2nhRadXLe3LZ0H4TJK4bIxd9jvIlK47tCZbdj7uy/XtfOyzNJLJ+Hbz74F6eEVEZDddB1wKfG/HAjNLApcBbwJWAfeb2c1AEvhK2fYfCSGsKT7+QnE7EZFxz6r94TDazGwL8ESNdj8J2FyDbYZaJ+71SsvLlw32vBNYN0Rsu6sebbUn7VRpmdqqumXlr9eqrXannardrlZtNdTzA0IIHUPE1jTMbC3QTe3+LTWKWn5fNAqdY3PQOVb2ihDC9FoEUw0zmwvcEkLoKj4/Brg4hHBi8fmFACGE8s6LHdsb8FXgthDC7THrnAWcVXzaBTxaab0RoGuc6jTjNU4jtVW126itGrut9uy6OYTQkH+AJTXc91W12GaodeJer7S8fNlgz5utrfakndRWu99WFdqtJm21O+1U77aq4nnNPleN+mc8nLPOsTn+6Byb489YPEdgLvCoe34qcLV7/gHg0kG2/zTwAHAlcHY920jXOLVrp3q3Vb2ucWr1mVJbNX5b7Wk7jdchJItqtM1Q68S9Xml5+bKhntdKPdpqT9qp0jK1VXXLGrmdqt2uVm1Vr8+UiIg0j0rjIGNToUMIlwCX1C6cYdE1TnV0jVO9Wn2mhlpPbVX9eg3ZVo08hGRJCGFhveMYC9RW1VNbVU9tVb3x2Fbj4Zx1js1B59gcxuI57ukQkt043phro3pRW1VPbVU9tVV19rSdGrlG3VX1DmAMUVtVT21VPbVV9cZjW42Hc9Y5NgedY3NohnO8H5hvZvuZWQY4Hbh5BPffDG00WtRW1VNbVU9tVZ09aqeGzcAQERERERmLzOx64DgKRf1eAi4KIVxjZm8FvkFh5pFrQwj/p35RioiMPerAEBEREREREZGG18hDSEREREREREREAHVgiIjIMJnZW8zsCTN7ysw+X+94RpqZXWtma8zs0XrHUitmto+Z/c7MVpjZY2Z2Xr1jGmlm1mJm95nZsuI5frneMdWCmSXN7CEzu6XesdSKmT1rZo+Y2VIzW1LveEREpH40hERERKpmZkngSeBNwCoKReneG0JYXtfARpCZvR7YCnxvx+wBzcbMZgGzQggPmlkH8ADwriZ7Hw1oDyFsNbM0cCdwXgjhnjqHNqLM7LPAQmBiCOHt9Y6nFszsWWBhCGFdvWMREZH6GpMZGGb2LjP7tpn9zMzeXO94GpmZzTOza8zsR/WOpRGZWbuZfbf4eTqj3vE0Mn2WqjMOvp/+AngqhPBMCKEPuAF4Z51jGlEhhN8DG+odRy2FEP4cQniw+HgLsALYu75RjaxQsLX4NF3801R3bcxsDvA24Op6xyKNbRz83zRidL0TT9fN1dPnqHrD/X4a9Q6MuNTc4aQkhxB+GkL4OHAmcFoNw62rEWqrZ0IIH61tpI1lmO32buBHxc/TO0Y92DobTluNx8/SDsNsp2b/ftobeN49X0WT/fAdb8xsLnAEcG99Ixl5xeEVS4E1wG0hhGY7x28A/wvI1zuQGgvAr83sATM7q97BjDZdO1dP187Dp+vm6um6uXq1vHauRwbGdcBb/IJiSvJlwEnAQcB7zewgMzvEzG4p+zPDbfqF4nbN6jpGrq3Gk+uost2AOZR+jOVGMcZGcR3Vt9V4dh3Db6dm/X6yCsua6q72eGJmE4AfA+eHEF6udzwjLYSQCyEcTuG7/i/MrGmGBJnZ24E1IYQH6h3LKDg2hHAkhe/bT1phmNd4ch26dq7WdejaebiuQ9fN1boOXTdX6zpqdO2cGrkYqxNC+H3xbo+3MyUZwMxuAN4ZQvgKsMt4TjMz4KvAL3ekwDajkWir8Wg47Ubh7vEcYCljdEjVnhhmWzXN2PjhGk47mdkKmvv7aRWwj3s+B1hdp1hkD1ihLsSPgf8IIfyk3vHUUghhk5ktpnAx1SzFWY8F3mFmbwVagIlm9oMQwvvrHNeICyGsLv69xsxuovD9+/v6RjV6dO1cPV07D5+um6un6+bq1fLauVE+eMNNST4XeCNwqpmdXcvAGtCw2srMppnZlcARZnZhrYNrYHHt9hPgPWZ2BbCoHoE1oIptpc/SLuI+U83+/XQ/MN/M9jOzDHA6cHOdY5JhKv6YuQZYEUL4t3rHUwtmNt3MJhcft1L4d/l4faMaOSGEC0MIc0IIcyn8O/xtM3ZeWGHMfceOx8CbaZ5OqD2ha+fq6dp5+HTdXD1dN1dvRK6dRz0DI8awUpJDCJcAl9QunIY23LZaD4y3/6gqqdhuIYRu4MOjHUyDi2srfZai4tqpqb+fQggDZvYp4FYgCVwbQniszmGNKDO7HjgO6DSzVcBFIYRr6hvViDsW+ADwiBVqRAD8QwjhF3WMaaTNAr5bTFlNAP8ZQmjaqUab2EzgpkKfGynghyGEX9U3pIaga+fq6dp5+HTdXD1dN1dvRK6dG6UDQynJ1VNb7R61W/XUVtUZt+1U/JHbTD90I0II7613DLUWQriTyhcSTSOE8DCF4qRNL4SwGFhc5zBqophqfFi942hA4/b/oN2gtho+tVn11FbVG5G2apQhJEpJrp7aaveo3aqntqqO2klEROpF/wdVT201fGqz6qmtqjcibVWPaVSvB/4AHGBmq8zsoyGEAWBHSvIKCmmeTZWSvDvUVrtH7VY9tVV11E4iIlIv+j+oemqr4VObVU9tVb1atpWFoNnvRERERERERKSxNcoQEhERERERERGRWOrAEBEREREREZGGpw4MEREREREREWl46sAQERERERERkYanDgwREREZkpl9wsz+bGZL3Z9DRnD/3zKzY0fjWCIiIjI2aRYSERERGZKZXQY8GEK4pkb7XwosCCHkan0sERERGZuUgSEiIiLVOARYWosdm9mBwJMhhFytjyUiIiJjlzIwREREZEhmth54AcgXF10eQrhqhPb9WWBTCOHaWh9LRERExi5lYEjDGIXx1XPNrKe432nuGC+a2QvueSZm+8VmdmLZsvPN7HIzay1u22dmnSMVs4hIIzCzfYA1IYRDQwiHF/9cZWZnmtktZvZdM7tgDw5xIvCruGMB3zezK83sZjP77+Lj/Yvr61pGRMYlXTvLeJSqdwAizqHAF2o85vnp4sUwwOEAZnYxsDWE8K9DbHs9cDpwq1t2OvD3IYQe4HAze3ZkwxURaQiHAo/HvHZlCOEWM7sBwMxeAfwdYMDTwE3APwNrio9fBC4GtgOLgNuAySGE1XHHKn7Hnm1mxwFdIYRLi50nXwaWmNkmYN2OOEIIp5fHEUL4xkg0hIhIA9G1s4w7umshjaRhxjyb2fvN7L5iz/C3zCwJ/Ah4u5lli+vMBWYDd9YvUhGRUXEI8R0YHzezu4Fbis//FugB1he3+yTwjyGEvwsh3AmcDXwxhPAx4P3A8cDvqjxWuV8O0jFRHoeISLPRtbOMO+rAkEZyMPAdl452Vj2CKBaTOw04ttjjnAPOCCGsB+4D3lJc9XTgxqBCMiLS/A4BPuC+nx8yswnF174NvJHCMBAoXFv8Rwjh4hDCRylkQOTdvgzY8b0ZgJMoDh+p4ljlNhf/7qWUVdoeE4eISLPRtbOMOxpCIg3Bj3l2y1rN7EoKPbVTgMeAr4UQnjazRAghH7O7PXUCsAC438wAWimkPkMpFe5nxb8/UqMYREQaRgjhjErLi9+RhBC2Fe+8nQxcCvyLmf0Z2AJcDlxcfH4z8C3gn8xsG4Xv1C8CnxnqWEO4A/h/ZrYfMLm4LBJHCOHLu7FfEZGGpGtnGa80C4k0BDN7G/CxEMIpFV47DjfmmcKdviVAZMwzcAGDjHcupq3dEkLoKlt+MW4cn5mdC8wOIVxYIZYJwDMUepKvDyEcUPb6s8DCEMK6YTaBiIiIiEhVdO0s45WGkEijGIkxzyM13vk3wKlmNgPAzKYWi8ERQtgKLAaupdCjLCIiIiIy2nTtLOOShpBIozgE+CszO6n4PAB/WfzSKxc35jkBfD+E8PCeBBJCWG5mXwB+XZyer59CEbo/FVe5HvgJhTQ4EREREZHRpmtnGZfUgSENYYTGPO/WeOcQwsUVlt0I3Biz/k0UUu1EREREREadrp1lvFINDBk3isWO7gbWu/msR2rfrcAfgOnAISGEDSO5fxERERGR0aRrZ2lE6sAQERERERERkYanIp4iIiIiIiIi0vDUgSEiIiIiIiIiDU8dGCIiIiIiIiLS8NSBISIiIiIiIiINTx0YIiIiIiIiItLw1IEhIiIiIiIiIg1PHRgiIiIiIiIi0vD+B08y4zJ7JLyvAAAAAElFTkSuQmCC\n", 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\n", 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T4PmUpA+TLcJ0G9mkhe/LF38qxY+nOui051V4O3ffq7q6Ejy2bmNldY1s3FJZXSk2jZRf0CvVbzZNK11m3eapXbiSxh54dHpldXVSicdTvewDwFzgQOBMYJWkmyXdIunmoidxS6OJAZUPAP+8apSkOLytdLCHu4fLlwGIhCSphDLT5s2pLHlu1tDUyupKWVlw6GnVfVHuOKt8gNphVlrQTfmK3GXmo0l1TRnH0UtiwmSE79OJkxQKGpJ2AHYDNgN3RqR885iZ9adeG3Kbr7z3UWAOsDIiLi5Q7NfRZvoESWp3TNNfiyXNlfR+SbcAPwI+Tza+91eS/l3SEQUu0sysv6nUcq/tTyctlbRW0uq6/Ysk3S5pjaT3tjnNYrJpQLaQTQVSxA2S3iHpt55tS5om6Q8kXQz8WbuTtGppXAFcArw0ItbVVXIw8GZJ+0bEhQUv2Mys7wgYHOjo88+LgLPJvl+zOqRB4ByyEU3DwApJVwODZP0PtU4C9gd+GBGfl3QFcH2BehflZS+VtA+wDpiR1/Et4NMRcVO7kzQNGhFxZIv3bqTNMC1JS8l66tdGxHMbvH84cBXwv/muKyPiI+0u2Mysap18OhURyyXtXbf7EGBNRNyR1afLgMURcSbZ92jd9WgYGOvAKjR7aUQ8CpwLnCtpKjAf2FzfKGinbZ9GPqa33nrgV22Ga11EXTRt4HsR8ZQbYmbWS0rMBDxf0sqa10siYkmBcrsDd9W8HgYObXH8lcDnJL0UWF704sZExBbg3rLloFhH+LnAC4CbyVpqz83/vpOkUyPiW00uqlE0NTPrK6LUSLEtwCrKT43eqIqmkSoiNgEnlzh/xxQZH3oncFBELIyIg4GDyCa9egXwz9tZ/2GSfirpG5Kes53nMjPrPGUtjSLbdhgG9qx5vQfZpII9p0jQeHZE3Dr2IiJ+RhZE7tjOulcBz4yIA4HPAV9tdqCkUyStlLTygQce2M5qu+dvX1Blct8e1dWV4PF1Gyqra9NIbyf3jTzyWGV1pST3PbypuuS++zbPqKyuTpKKbeTTiCQswLQCWCBpn3w1veOAqzv7GXStpNMlPXt7zlPk8dTtks4jSzuHbIbEX0iaTtYUSxIRG2r+vkzSuZLm5wuE1B+7BFgCsHDhwkrSuKaofN7jB3+0jWwgQkkpK/fde3f5MlDZcnXT5s1JKpeyCt+sWVOTku6qkprcl9L5ulNKct/MtIz1lN+sd52VmNw3MH6TV4goM3qq7cp9ki4FDifr/xgGzoiICyWdBlxL9iWytPaX9Q75M7IRVB+StB/wY+CbwPURUXgKhyLfjCcCfwH8Fdlzt+8D7yILGMm5GpJ2Ae6PiJB0CFmr56HU85mZdUuJ+N12wsKIOL7J/mXAslIXVkJE3Ec2QOmiPDnwUOAo4G8lbQa+FRFtuxzaBo2I2CzpXOBrEXF73dtNo1OjaApMzc95PnAs8DZJW8kyzY9rl4loZjYeSrSq+mGNcPJZPX6Ybx+UNB94ZZGyRYbcHg18ApgG7CPp+cBHIuLoNhfVMJrWvH822ZBcM7OeVdNfUUTPT43eSN4t8KUixxZ5UHgGWeLJuvzkNwF7p16cmVm/kaLQRg8vwtQpRfo0tkbE+l6bsMvMrCqDxR9P9WVLo4wiLY3Vkk4ABiUtkPQ54Addvi4zs54gsjXCi2z9StJbih5bJGi8A3gO8BhwKbCBbCSVmdmkMAkeT3246IFFRk9tAv4u3yaNKQPlE54e25o4+Gs0ZWGkCgeaJdSVOhCu2o+V8rm6cCHjLPXJ85SEmV+nJGZNTx3HPA3KtSJ69vFUi9X5BDyj6HmaBg1J19B67pOWo6fMzCYCEaj5V2E/eQbZsNqH6/aLEl0OrVoan8z/PAbYBfi3/PXxZPNRmZlNCiVaY72cp/E1YHajNTMkfafoSVqtp/Hd/GQfjYiX1bx1jaTSU/GamfWrEtOI9OzjqYhoOituRJxQ9DxFHhTuLGnfsRf5ik87F63AzKyfZaOnuj7LbddJmt2JY4rkaZwOfEfS2Ky2ewM9GUnNzLqhj0fT1rpK0k1kK6beGBEjAHmj4AjgDcAFZEt9N1Vk9NQ3JS0AxqbT/XlEVDfXs5nZeCo3jUjPioiXS3oV8OfAiyXtAGwFbge+DvxZPqlhS61GT70kIr6fV/YY8NO69+cAe0XE6vSPYWbW28YeTxXUyx3hHZlJt1Wfxh9L+oGkD0p6taRDJL1M0kmS/pWsJ37m9lQ+0XzqZeUXwEm2y27V1ZVgS4WLMI30+CJMGzdU1zB/KGERppSFm1Ld60WY+l6r0VOn582XY4HXA7uSTWF+G/D5sVbIRDVzsPwP91uvW59WWcoiTGvbtiIbi4REwgSDc+eQsi5S0iJMQ9OS6qrK7DlpizCldKzumLAI0/yhtEWYUhL1dpu1OamuqQmLonVSibmnJryW/xIR8TBZx8gF1VyOmVlvEU9MEWIUG3JrZjZ5FZyssJ8mLJT0krFJCiXtnKdSFDK+bT4zsz7Qay0NSS8F3kj2HX5ARPxeibJnAAuB/YEvkq2o+m/Ai4uUb9vSkPSUB7KN9pmZTUQi+6IsshU6n7RU0lpJq+v2L5J0u6Q1kt7b6hwR8b2IOJVsQNLFpT4Q/BFwNDCSn+se4GlFCxf5nD8suM/MbEIaVBTaCroIWFS7Q9IgcA5wFHAAcLykAyQ9T9LX6ran1xQ9gWzJijIej2zESeR1D5Up3CpPYxdgd2CmpIN4MilyDjCr5EWamfWtEo+n5ktaWfN6SUQsqT0gIpZL2ruu3CHAmoi4I6tPlwGLI+JM4DWNr0l7kQ3xLTu+/XJJnwfmSXorcBLwhaKFW/VpvBI4EdgDOKtm/wbg/SUv0sysL4lS04g8GBELE6rZHbir5vUwcGibMieT9UmUEhGflHQk2Xf5/sAHI+K6ouWbPp6KiIsj4gjgxIg4omZbHBFXlr3QyeCCI+dWV9nTd6murgTb1leX3LdpJC3PoCpVJvelJOo9OFJdct89m/ozH7jEhIWpK/c1ikstmzcRcUZElF56W9LHI+K6iHh3RLwrIq6T9PGi5YuMnvovSRcCu0XEUZIOAA6LiAvLXmw/2WH6vNJljrnqzrTKUpaDu//etLpSJFzf4Ly0ADqaUNfs2WnjMlLqSpGa3JciJVFvp6G0oDZloHyi6O6z0uqaOjiYVK5TKhhNOwzsWfN6D+CeLtV1JPCeun1HNdjXUJGO8C8C1wJj81b8Aq8RbmaThAq2MvKWRuo0IiuABZL2kTQNOA64urOfQ2+TdAuwv6Sba7b/BZotBfsURYLG/Ii4HBgFiIitQMK8F2Zm/alEcl/bx1OSLiUbgbq/pGFJJ+ffq6eR/YJ+G3B5RNza4Y/x/4DXkgWj19ZsB0fEm4qepMjjqRFJO/Hk8KwXAYmTLJmZ9Z9OLrAUEcc32b/dM9C2qXc92Xf38QD50N0ZwGxJsyPi10XOUyRo/DVZZHqWpP8iW7Xv2KSrNjPrMyVHT/Xscq9j8lbQWWRdDmuBZ5K1bp5TpHyRRZhWSfp9sqFZAm6PiN6ei9rMrIN6fSnXkv4BeBHwnxFxkKQjyFsfRRSZRuT1wMz8+drrgC9LekHq1ZqZ9RsV3EgfclulLRHxEDAgaSAibgCeX7RwkcdTH4iIf5f0ErKEv08C59E+8cTMbEIokRHe84+ngHWSZgPLgS9JWku27GshRYLG2EipVwPnRcRVkj5U+jL7zIzB8nkG27YlLnCUsghTqopWK4rEelJSJ1IWbuoHVc20nbrA0IyEPI0pSluNYcY45mlIpe5RTy/3mltMtqDe6WQz5c4FPlK0cJGgcXc+T8krgI/nM9x6HQ4zmzRKfOH1dEsjnxjxqoh4BVkaRdkZcpvfi5pFOd5ANnZ4UUSsA3YE3l3+cs3M+s/Yyn1Ftl4XEduATZKS5zxq1dK4AjiYrJn18ppK7wUqnMPCzGx8TbBHK48Ct0i6jnxNDYCI+MsihVsFjYF8haf9JP11/ZsRcVaDMmZmE06JVkQ/9Gl8Pd+StAoax5ENsZ1CiVWdxkhaSjYP/NqIeG6D9wV8BngVsIlsNt1VZesxM+smUaojvKf7NCCbwXx7yrcKGosi4uOSpkdE4Z71GhcBZwOXNHn/KGBBvh2Kh/GaWY9SVUPZ+kCrR3Vvyf98XcqJI2I58JsWhywGLonMj8hWkdo1pS4zs24aIAptk0GrlsZtku4EdpZUO22ugIiI393OuhutVLU7DTrZJZ0CnAKw1157bWe1ZmbFSW5p1GoaNCLi+Hyd8GuBo7tQd+GVqvI1dpcALFy4sGfD+bZtiZc2AZPTqvxIqcl9KcWqWrgplRJ+200dGTR1sHxy37TB1OS+qUnlOqVEzOjZjnBJ19BiNcCIKPQ93zK5LyLuk3Qo8Dt5Zf8TEY+WudAWqlypyswsWYkJC3u5I/yT+Z/HALsA/5a/Ph64s+hJmgYNSVOAfyLr2/g12S8ke0j6IvB3HZjp9mrgNEmXkXWAr89zQMzMeoaI5KlWeklEfBdA0kcj4mU1b10jaXnR87RqaXyCbKjtvhHxSF7ZHLJo9Ungna1OnK9OdTgwX9IwcAYwNb/488kWG3kVsIZsyO1bGp/JzGx8TbAujZ0l7RsRd8ATs3/sXLRwq6DxGmC/qHlgHBEbJL0N+Dltgkaz1alq3g/g7UUv1MxsvPTaFCGS9iJLaXgQ+EVEfKxE8dOB70i6I3+9N/DnRQu36pWKaNDDmM9d0lt30MysS0T2RVlkK3Q+aamktZJW1+1fJOl2SWskvbfNafYDvh4RJwEHFP80EBHfJMuPe2e+7R8R1xYt3+pz/kzSn9bvlPQmspaGmdmkIKnQVtBFwKK68w8C55AlPR8AHC/pAEnPk/S1uu3pwE+A4yR9G7gh4SMdTLa864HAnzT6rm+m1eOptwNXSjoJuJGsdfFCYCbwRwkXaWbWlzrZpxERyyXtXbf7EGBNTT/DZcDiiDiTrKvgt69HehdwRn6uK4AvFq1f0r8CzwJu4sn1koLms3f8llZ5GncDh0r6A7KIJOAbEXF90YubbEZHRxkYqGg+zJ12hoceqKauBPHIBvS0OZXUNTKyhaGh8R3H38qG9Y8yZ+6MSup6cGQ684ceK1Xm/o3TecbscmVS3bc52GVmf3UrS2KgeCtivqSVNa+X5Hlm7TRKdm41rdI3gQ9JOoESw2VzC4EDGnU/FNF2EaaI+Dbw7ZSTT0ajowmr90VCmd88VL5MqoTPpLnzkqpK+TmePXtaUl1VSQ0YJXIDnrDjrMdLl9l9zubSZQCmJFzfrjOLrPv2VFMHxju5r3DQ2AKsonxyX+FkZ4CIWA0cW+L8tVaT5WkkpTik/QuamU0iJaYRSU3uqzLZeT5Zn/V/A080MTuSEW5mZjBQvKWROo3ICmBBnjNxN9nSFCeUu8rCPrQ9hR00zMxaEJ2dsLBR4nNEXCjpNLK5/gaBpRFxa+dqfdJYZngqBw0zszZKdIS3fTzVLPE5IpaRzZTRVZIe4cn+kmlkM3WMREShkSsOGmZmbZToCO/ZWW7HRMRvrcQq6XVkQ34LcdAwM2ujgo7wcRMRXy2Qgf4EBw0zsxaU/1dQz7c0JB1T83KALG+j8PhpB41+1eOLAaVKSVlJvRUx2tv3MKXzNaVM6rTf0wbK/2NNHRxMqmvqwPSkcp1SImW3H1oar635+1ay5MDFRQs7aJiZtSLKzCvV8yJiu5ahqGjOCzOz/iSy0VNFNvLHU5Je2+a040bSHpL+I59p935JX5G0R9HyDhpmZm2o4Eb+eKpX+zNyXyRbOXU3sjmvrqHEhIcOGmZmbXR4avTxtnNEfDEitubbRZRYuc9Bw8ysjRItjZ5/PAU8KOlNkgbz7U1A4RlQ3RFuZtZGiSG3/TB66iSypWI/TTbU9gf5vkIcNMzMWhBisH8ePbWUrxD4T0VntG3EQcPMrI0JEjOIiG2SdpY0LSLKL76Cg0ZHJefbTdBEvaokLkCWdNtT60qRlKg3UP76piSUycqVLzN9IC25b8ZgNSsfNlPi8VQ/uBP4L0lXAyNjOyPirCKFHTTMzFqQSgXwnp9GhGxxp3vIBkI9rc2xT+GgYWbWxkTqCI+ID29PeQcNM7M2JkqfBoCkaxzZ31oAAA8oSURBVHjqBIXrgZXA5yPi0VblnadhZtaCgEFUaOsTdwAbgQvybQNwP7Bf/roltzTMzNroo2zvIg6KiJfVvL5G0vKIeJmktkvMuqVhZtZS0Xzw6gKLpAMkXS7pPEnHliy+s6S9as61F09OI9J2GK6DhplZG50MGZKW5jPMrq7bv0jS7ZLWFFhJ7yjgcxHxNuBPS3wUgL8Bvi/pBknfAb4HvEvSEHBxu8J+PNVBMRpooKLfNnbcCX5TeLqYysX6dWjuvErqGtm4haHZUyupK8X6dZuZO29mJXU9ODKd+UOPlSrz6w2z2GvOpi5d0W+7e9NGdp81u5K6OqnDj6cuIpvG45Ka8w8C5wBHAsPAijyPYhA4s678ScC/AmdIOhrYqUzlEbFM0gLg2WSx7ufZ7ngM+Jd25R00OixpNbiUMut+U75MlebMTUqESykzNHtaZYl6KfXM26GagAHw9NktB740tHdiwEiZWmOvodJpAQDsNGPHpHKd07mgERHLJe1dt/sQYE1E3AEg6TJgcUScCbymyanengebK8vUL2lpRJwE/DR/PUQ2VfrLi5T34ykzsxYEDKBCGzBf0sqarWjOxu7AXTWvh/N9ja9J2jtPIrwE+ETJj3S3pPPy8+wAXAf8W9HCbmmYmbVTvFW1BVhF+YzwRhU0bddGxJ1AUhJhRHxA0sclnQ8cDHwsIr5StLyDhplZGxX0VA4De9a83oNsqo+OkXRMzcv/Bj6Q/xmSjomIQo+5uho0JC0CPkPWmfOFiPhY3fuHA1cB/5vvujIiPtLNazIzK6fUcNrUaURWAAsk7QPcDRwHnJBwnlbqF4b6CTA13x8U7BvpWtBoNhogIn5Wd+j3IqJZR4+Z2bgrMfdU2wkLJV0KHE7W/zEMnBERF0o6DbiW7JfspRHRNtGujIh4SyfO082WRsPRAEB90DAz610qNeS2bUsjIo5vsn8ZsKzk1ZUm6WLgnRGxLn+9A/CpfERVW90cPVV0NMBhkn4q6RuSntPF6zEzS6KC/9Efa4T/7ljAAIiIh4GDihbuZtAoMhpgFfDMiDgQ+Bzw1YYnkk4ZG8L2wAMPdPgyO6fKBXqYN97j1tvYsL6yqkY2Ji1AVpl1D2+urK61G8svVnTnhllduJLGfj3ySGV1dUrJSUTWR8QpPbyWBsBA3roAQNKOlHjq1M3HU21HA0TEhpq/L5N0rqT5EfFg3XFLgCUACxcu7Oll7ioLHH2Q3FeVodnTkspV9W+Vmtw3oPLX9/TZ5bLBAfadu7F0GYCBhOS+PRKzwX/+8G0ALNz5xUnlt1vxz9oPizB9CviBpCvy168H/rFo4W4GjbajASTtAtwfESHpELKWT+/OjWFmk9ATj56K6IdFmC6RdCNwBFkD6ZgGA5Sa6lrQiIitjUYDSDo1f/984FjgbZK2ApuB46LSZzxmZu1NsDXCyb+LHwBmQDbTbUT8ukjZruZpNBoNkAeLsb+fTTZxl5lZzyoxeqrnH0/lkxx+CtgNWAs8E7gNKDQQyRnhZmZtTZzHU8BHgRcB/xkRB0k6Amg4DLgRT1hoZtZGby3BtN22RMRDZKOoBiLiBuD5RQu7pWFm1kIWECbO4ylgnaTZwHLgS5LWAluLFnbQMDNrSWWG3PbD46nFZAOPTgfeCMwFCs/556DRQR73NT6SFr7qg7pSHnek5HYMJpRJtbVP/yfpo0dPbUXESP7XUUlfBx4qM2rVfRpmZm0UW4Kpt79OJb1I0nckXSnpoHyN8tXA/fmM5IW4pWFm1kqpp1M97Wzg/WSPo74NHBURP5L0bOBS4JtFTtLbodHMrCcUHj/VyxMWTomIb0XEvwP3RcSPACLi56VO0pVLMzObQCbINCKjNX+vn0WzcJ+Gg4aZWQs10573uwMlbSBrEs3M/07+uvD0yA4aZmZtlJhGpGdFxGAnzuOgYWZ94zeP3Tcu9U6QlkZHuCO8g7wIU40KF2HatGlLZXWlePihTZXVdf8j5Rdh+p/1aWtcpLhv80j7g3pRj80jImlfSRfWrImBpCFJF0u6QNIbu1W3WxodlhQ4YrT9MfXWr2t/zHhKXIQp5fYNDU2trK4UO+xU3cp4u8x5tHSZ35mTtghTyv3becZMto6W/3k/YIf9ylfWQZ1saUhaCrwGWBsRz63Zvwj4DNlSEl+IiI81O0dE3AGcXBs0gGOAKyLiGklfBr7UsYuu4aBhZtZGhx9PXUSWM3HJE+eXBoFzgCPJVj1dIelqsgByZl35kyJibYPz7gHckv99WycvuJaDhplZCyWfPM2XtLLm9ZJ8ueonRMRySXvXlTsEWJO3IJB0GbA4Is4ka5UUMUwWOG6ii10PDhpmZi0JqfB38IMRsTChkt2Bu2peDwOHNr0iaSeydb0PkvS+PLhcCZwt6dVA12bYddAwM2ujREsjdWr0RlU07TXK18M4tW7fCPCWEnUmcdAwM2un+3kaw8CeNa/3AO7pdqUpHDTMzNqoYBqRFcACSfsAdwPHAScknKfrnKdhZtZGiTSNthMWSroU+CGwv6RhSSdHxFbgNOBa4Dbg8oi4tWsfaDu4pdFBo9uCgcGKMnzmzuvtXI0N65NzNcoaGdmSnKtRhYcf2lRZrsZ9G2aUztVYs2F2cq5GWQ88upmdZ8yspK5OKbnca9uWRkQc32T/MmBZuaurnoNGh41uqyhjrJcDBlQWMCA9ua8qvZ7ct++cjSSklyaZN306WxKSWTdtrZ+UtUJSmbmn+mGN8O3ioGFm1sYEmRq9I9ynYWbWOb28CFNHuKVhZtZGicdTbmmYmU12KvgfbmmYmU1uwi2NWg4aZmYtTZjlXjvCQcPMrA2HjCc5aHTQaJUr95k1kPIjuC3SvhKrXDZ7a2ytrrIGSrQ0nKdhZjbpuU/jCQ4aZmYtVLz8d89z0DAza6PEIkwTnoOGmVkbbmk8qavhU9IiSbdLWiPpvQ3el6TP5u/fLOkF3bweM7Pyiqb2Oblvu0gaBM4BjiRblWqFpKsj4mc1hx0FLMi3Q4HzaLEurpnZePCEhU/qZkvjEGBNRNwREY8DlwGL645ZDFwSmR8B8yTt2sVrMjMrp+gKTJPkGVY3+zR2B+6qeT3MU1sRjY7ZHbi39iBJpwBj0XujpNs7e6lNzQXWV1S+yLGtjmn2XqP99fvqX88HHmxzLZ3yW3WXXw2CuQ/3xz1utG/c7nOXy7Y7vsp7vH+L6yjkJzfedO2sKTvML3h4Vf+e4yciurIBrwe+UPP6zcDn6o75OvCSmtfXAwd365oSPsOSqsoXObbVMc3ea7S/fl+D1yt9jzt7j/v5Ppct2+74iXqPJ8vWzcdTw8CeNa/3AO5JOGY8bW9GZ5nyRY5tdUyz9xrtr983npmrk+UeF62/W7an7rJl2x0/Ue/xpKA8Gnf+xNIU4BfAy4G7gRXACVGzWLqkV5Mtpv4qskdXn42IQ7pyQVaYpJURsXC8r2Oi833uPt/jzutan0ZEbJV0GnAtMAgsjYhbJZ2av38+2SLqrwLWAJuAt3TreqyUJeN9AZOE73P3+R53WNdaGmZmNvE4N97MzApz0DAzs8IcNMzMrDAHDWtL0pCkiyVdIOmN4309E5GkfSVdKOmK8b6WiUzS6/Kf46sk/eF4X08/ctCYpCQtlbRW0uq6/Y0mmTwGuCIi3gocXfnF9qky9ziy6XZOHp8r7W8l7/NX85/jE4E/GYfL7XsOGpPXRcCi2h01k0weBRwAHC/pALKky7HpXrZVeI397iKK32NLdxHl7/Pf5+9bSQ4ak1RELAd+U7e72SSTw2SBA/wzU1jJe2yJytznfDmGjwPfiIhVVV/rROAvAKvVbALJK4E/lnQenqZhezW8x5J2knQ+cJCk943PpU0ozX6W3wG8Ajh2LNHYyvHKfVar0eTOEREjOFu/U5rd44cAf4l1TrP7/Fngs1VfzETilobV6vUJJCcC3+Nq+D53iYOG1VoBLJC0j6RpwHHA1eN8TRON73E1fJ+7xEFjkpJ0KfBDYH9Jw5JOjoitZLMOXwvcBlxeOyuxleN7XA3f52p5wkIzMyvMLQ0zMyvMQcPMzApz0DAzs8IcNMzMrDAHDTMzK8xBw8zMCnPQsI6StE3STTXbe9uX6r58orpvS3pmzbXdJ+numtfT6sqcmOcA1O6bL+kBSdMlXSZpQbWfxGx8OU/DOkrSxoiY3eFzTsmTtbbnHK8GXhERp9fs+xCwMSI+2aTMHOAOYK+I2JTvOxV4YUScLOn3gTfl6zOYTQpuaVglJN0p6cOSVkm6RdKz8/1D+SI6KyT9RNLifP+Jkv5d0jXAtyTNknS5pJslfVnSjyUtlHSypE/X1PNWSWc1uIQ3Ale1uL6DJX1X0o2SrpW0a0RsAJYDr6059DhgrPXxPeAVkjzxp00aDhrWaTPrHk/Vro72YES8ADgPeFe+7++Ab0fEC4EjgE9IGsrfOwz4s4j4A+AvgIcj4neBjwIH58dcBhwtaWr++i3AFxtc14uBGxtdcF72c8CxEXEwsBT4x/ztS8kCBZJ2A/YDbgCIiFFgDXBggftiNiH4NyTrtM0R8fwm712Z/3kj2RKyAH9I9qU/FkRmAHvlf78uIsYW13kJ8BmAiFgt6eb87yOSvg28RtJtwNSIuKVB3TtGxCNNrmt/4LnAdZIABoF78/e+BpybP6p6A9myt7WrF64FdqNJQDKbaBw0rEqP5X9u48mfPQF/HBG31x4o6VBgpHZXi/N+AXg/8HMatzIAtkoayFsH9QTcGhGH1b8REZslfRP4I7IWx+l1h8wANre4NrMJxY+nbLxdC7xD+a/4kg5qctz3yX7TJ1/r+Xljb0TEj8nWTjiBJ/sb6t0O7NvivZ0lHZaff6qk59S8fynw18AzgB/Vld0P8OypNmk4aFin1fdpfKzN8R8FpgI3S1qdv27kXLIv9puB9wA3A+tr3r8c+K+IeLhJ+a8Dhzd6I19D+ljg45J+CtwE/F7NId8iewT15agZbijpGWSP4+7FbJLwkFvrC5IGyforHpX0LOB6YL/8Cx9JXwM+HRHXNym/K3BJRBzZwWs6HdgQERd26pxmvc59GtYvZgE35COdBLwtIh6XNA/4b+CnzQIGQETcK+kCSXPyobSdsA741w6dy6wvuKVhZmaFuU/DzMwKc9AwM7PCHDTMzKwwBw0zMyvMQcPMzApz0DAzs8L+P4XCfFFSuMyDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.bkg.to_2d().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theta squared event distribution\n", "As a quick look plot it can be helpful to plot the quadratic offset (theta squared) distribution of the events. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "position = SkyCoord(ra=83.63, dec=22.01, unit=\"deg\", frame=\"icrs\")\n", "theta2_axis = MapAxis.from_bounds(0, 0.2, nbin=20, interp=\"lin\", unit=\"deg2\")\n", "\n", "observations = data_store.get_observations([23523, 23526])\n", "theta2_table = make_theta_squared_table(\n", " observations=observations,\n", " position=position,\n", " theta_squared_axis=theta2_axis,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "plot_theta_squared_table(theta2_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "- Find the `OBS_ID` for the runs of the Crab nebula\n", "- Compute the expected number of background events in the whole FOV for `OBS_ID=23523` in the 1 TeV to 3 TeV energy band, from the background IRF." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next steps\n", "\n", "Now you know how to access and work with H.E.S.S. data. All other tutorials and documentation apply to H.E.S.S. and CTA or any other IACT that provides DL3 data and IRFs in the standard format." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }