{ "cells": [ { "cell_type": "markdown", "id": "1573e553", "metadata": {}, "source": [ "# Sample release\n", "This notebook serves as a basic introduction to loading and viewing data\n", "released in associaton with the publication titled Observation of gravitational waves from two neutron star–black hole coalescences.\n", "\n", "The released data file can be read in using the PESummary or h5py libraries. For general instructions on how to manipulate the data file and/or read this data file with h5py, see the [PESummary docs](https://lscsoft.docs.ligo.org/pesummary)" ] }, { "cell_type": "markdown", "id": "28578511", "metadata": {}, "source": [ "First we import the key python modules" ] }, { "cell_type": "code", "execution_count": 1, "id": "78e1a5ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.12.0\n" ] } ], "source": [ "%matplotlib inline\n", "import pesummary\n", "from pesummary.io import read\n", "print(pesummary.__version__)" ] }, { "cell_type": "markdown", "id": "6eb7da30", "metadata": {}, "source": [ "As part of this sample release, we are releasing the posterior samples generated from 22 different analyses. The samples for each analysis is stored in the data file. This data file can be read in using the 'pesummary' read function" ] }, { "cell_type": "code", "execution_count": 2, "id": "a96db6bf", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2021-06-10 21:12:21 PESummary WARNING : Unable to install 'pycbc'. You will not be able to use some of the inbuilt functions.\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Posterior samples for lambda_2 found in the posterior table and either unable to find samples for lambda_1 or all lambda_1 samples are 0. Applying NSBH fits to this system.\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:36 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:37 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:37 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:37 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:37 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Posterior samples for lambda_2 found in the posterior table and either unable to find samples for lambda_1 or all lambda_1 samples are 0. Applying NSBH fits to this system.\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:38 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:39 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:39 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:39 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:39 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-06-10 21:12:40 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:40 PESummary WARNING : Posterior samples for lambda_2 found in the posterior table and either unable to find samples for lambda_1 or all lambda_1 samples are 0. Applying NSBH fits to this system.\n", "2021-06-10 21:12:40 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Posterior samples for lambda_2 found in the posterior table and either unable to find samples for lambda_1 or all lambda_1 samples are 0. Applying NSBH fits to this system.\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:41 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:42 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:42 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:42 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:42 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find f_final in input file and one was not passed from the command line. Using 1024.0Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find delta_f in input file and one was not passed from the command line. Using 0.00390625Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find minimum frequency in input file and one was not passed from the command line. Using 20.0Hz as default\n", "2021-06-10 21:12:43 PESummary WARNING : Could not find reference_frequency in input file. Using 20Hz as default\n" ] } ], "source": [ "file_name = 'GW200115_042309_posterior_samples_v2.h5'\n", "data = read(file_name)" ] }, { "cell_type": "markdown", "id": "cd55dfb3", "metadata": {}, "source": [ "The posterior samples can be extracted through the `samples_dict` property. These posterior samples are stored in a custom table structure" ] }, { "cell_type": "code", "execution_count": 3, "id": "7a845057", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['psi', 'mass_ratio', 'mass_2_source', 'spin_2y', 'chirp_mass', 'luminosity_distance', 'symmetric_mass_ratio', 'tilt_2', 'dec', 'iota', 'mass_1_source', 'phi_jl', 'mass_1', 'a_2', 'total_mass', 'chi_eff', 'radiated_energy', 'cos_iota', 'spin_1z', 'cos_tilt_2', 'ra', 'spin_1x', 'phi_12', 'chirp_mass_source', 'peak_luminosity', 'final_mass', 'a_1', 'spin_2z', 'phase', 'inverted_mass_ratio', 'phi_1', 'final_spin', 'comoving_distance', 'redshift', 'cos_tilt_1', 'cos_theta_jn', 'spin_1y', 'total_mass_source', 'chi_p', 'geocent_time', 'spin_2x', 'final_mass_source', 'phi_2', 'tilt_1', 'log_likelihood', 'theta_jn', 'mass_2']\n" ] } ], "source": [ "samples_dict = data.samples_dict\n", "posterior_samples = samples_dict['C01:Combined_PHM_high_spin']\n", "parameters = list(posterior_samples.keys())\n", "print(parameters)" ] }, { "cell_type": "markdown", "id": "42cf41f3", "metadata": {}, "source": [ "## C01:Combined_PHM_high_spin analysis" ] }, { "cell_type": "markdown", "id": "5f1455b7", "metadata": {}, "source": [ "'pesummary' allows for the user to easily make plots. As an example, we show the posterior distribution for 'mass_2_source' plotted as a KDE." ] }, { "cell_type": "code", "execution_count": 4, "id": "54175fa1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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ae3XvaS2akxkFQW6OT8vOr9JvXzjsdhQAALIGBQHgoPOqinReVVHCnq+vP6Rjde2aPbU4Yc/ptisunKbHXj6svv6Q21GArJLo9glA+mBjMsBB/3f9VQl9vtqTrZpaUSC/z5vQ53XTlLICTaso1PNvnNAHV852Ow6QNRLdPgFIH/QQAGls39FmzajMvE/0rrxwmn7xzEFZyxKkAAAkGwUB4KAX3jipF944mbDne/dwc0Z28S+cU6b2rn69e6TZ7ShA1kh0+wQgfVAQAA76wa/e0g9+9VbCnm/f0WbNnJJ5BYHHGF1+4VT94tmDbkcBskai2ycA6YOCAEhTHV19au7o1ZR0339gBCsWTdVr79azBCkAAElGQQCkqf3HWjSzqkgej3E7SlLk50aWIP3182xUBgBAMlEQAGlq39HMnD8w2FUXT9djLx1Wd2/Q7SgAAGQslh0F0lTNkWadPyvgdoyEaevo1cYHdp5zvLc/pL/4pydUkPdec1VRmq+Nd1zjZDwAADIWPQRAGrLWav+xZs3MkB6C0sIclRTlxrwvN8errt6gBhYgbWjtYV4BAAAJRA8B4KBv/NWqhDxPY2uPwmGrQHHsi+h0s/7GpaPef++je3TL6oV6/7LzdPtdTziUCsguiWqfAKQfR3oIjDEBY8wGY8y6Uc7ZZIxZHv1aN+j4WmPM6uj35U7kBZKlrDhPZcV5k36efUebNWtqsYzJzAnFw129dIa2bN/PRmVAEiWqfQKQfpwaMrQyjnPKJT0sab21drMUKSQkrbHWbrPWbpF0d/IiAsnX3N6j5vaeST/PvqPNml5ZmIBE6WHxnHK1dfVp76Emt6MAGStR7ROA9ONIQWCt3SapZYzTNklaoaEX/bdIGrwzUQu9BEhnf/PtZ/U333520s9Tc6RZM6uKE5AoPXg8RlddPEMPbnvX7ShAxkpU+wQg/aTSHIJqSbWSAsaYu621d0oKaGgh0aRIT8I5osOM1knSbbfdplWrGAuZThoaGlRTU+N2jKRbNKVfkuL6s450rrVWhWpSwJerpvr2xIdMUfMrrOpPNWpBlZHXmDH/DrPlPQXnZPp7ajztExIj099TcN5E31MpUxAMDBOSJGPMvcaY6hFODYzy+M2StHnzZrt48eKEZ0Ty1NTUKBv+m92z5agkxfVnHencUw2d2n/miP7gvHmJD5jiyup92vbqUQWKcsb8O8yW9xSck+nvqfG0T0iMTH9PwXkTfU+lxLKj0QnDGwYdGhgo3KKhBUC5Ir0IQNY6Vt+uqeUFbsdwxeUXTFN/MKxgiMnFAAAkSkoUBIpc5G8bdLvcWlsr6SFJ8wcdD1hrdzuaDEgxx063qyKQ73YMV+T4vcr1e9XZ0+92FAAAMoYjQ4aMMaslrVFkfkBTdMUgGWN2SbreWrs72ktQrchcgpslyVrbYozZGn28xCpDgI6cbtOULC0IpMhGZW2dfTrV0JlVKy0BAJAsjhQE0VWGtsU4vmLQz1tGeGzM40A6+ouPXzTp5zhW167zZ5UlIE16MsYo1+/VQ9v26a/+8FK34wAZIxHtE4D0lDKTioFscPWyGZN6vLVWx+s7NKUse3sIpEgvwUt7TunWNQs1rYJeAiARJts+AUhfqTKHAEAcmtp65Pd5VJDndzuKq4wxuuKiqfrx4+xLAADAZFEQAA76P5te1P/Z9OKEH3+srl1TsnSFoeGuXnqeduw9rRNnOtyOAmSEybZPANIXBQHgoBNnOiZ1AXu0rl1VWTyheLD8XJ/ed/F0/eixd9yOAmSEybZPANIXBQGQRo6eblclBcFZV108Xa/vO6Mjp9vcjgIAQNqiIADSyNHT7ZpSxpChAbk5Pl29bIYe+B29BAAATBQFAZBGjte3Z/0KQ8NdeeF0vXOoSfuPNbsdBQCAtERBAKSJts4+9YfCKi7IcTtKSsnxe3Xtipn6wS/flrXW7TgAAKQd9iEAHHT5hdMm/Nhjde2aWl4gY0wCE2WGlYun6qU9p7T73XqtWDzV7ThAWppM+wQgvVEQAA5af+PSCT/2WF27pgSYPxCL1+vRmsvn6Ae/eluXLJwir4eiCRivybRPANIbBQGQJo7WtauiNM/tGCmhraNXGx/YOfSgldq7+/T//cNjysvxatGUft2z5agkqaI0XxvvuMaFpAAApD4KAsBBD26N7Kx765pF437s0dNtWragKtGR0k5p4QhzKIyUn+NTR1efcv3vTbxuaO1xKBmQ3ibTPgFIbxQEgIOeeOWIpIn9wj1e36E1l89JdKS0M9awhh8/UaNLF07R0plhLV68WLff9YRDyYD0Npn2CUB6Y5UhIA109wbV3tmnQFGu21FS3oeumKOfP31AXT39bkcBACAtUBAAaeB4fbumlBfIw2TZMVWU5mvlBVP1+r4zbkcBACAtUBAAaeBEfYcqA2xIFq8PLJ+puqYu1RxucjsKAAApj4IASAOnGjoZLjQOuX6vqs8r1fd+9qbbUQAASHlMKgYcVJjvn9DjTjZ0qryEJUfHY1p5gcLhNnX3BpWfS1MHjGWi7ROA9MdvScBB//rF6yb0uFONnVowM5DYMJnOGH3s6nn6t0feUG6O1+00QMqbaPsEIP0xZAhIA3WNXSpnU7Jxm1FVpByfV+1drDgEAMBIKAgAB711sEFvHWwY12N6+oLq6O5XyUgbcmFUeble9feH9MZ+Vh0CRjOR9glAZqAgABz0zz/ZrX/+ye5xPaauqUsVpXnyGJYcnQhjjPLz/Pruw6+rrz/kdhwgZU2kfQKQGSgIgBR3mgnFk+b3eVQZyNdPt+5zOwoAACmHggBIcaebulRWzJKjk/Wxq+fpsZcO6cDxFrejAACQUigIgBR38kyHyorpIZisksJcffjKufrWj3epP8jQIQAABlAQACnuZEMnKwwlyCULq1RSmKsfPf6u21EAAEgZFARAiqtr7GIOQYIYY/T711Rr6ytHtO9os9txAABICWxMBjjof99+5bjOt5LOtHSrvIQ5BIlSXJCjj1w1T9/80S59+4vXKi+HZhCQxt8+Acgc9BAADpo7vURzp5fEfX44bFWY75Pfx067ibR0QaWmlhfovl++5XYUIGWMt30CkDn4aAxIYaGwVWVpvtsx0l5bR682PrBzyDFrrd7Yf0Yv7TmlXP/QgquiNF8b77jGyYgAALiGggBw0O13PSFJuu8rN8R1figUVoDhQpNSOsIOz8YYFeT51dbZp/KSPHk9kY3fGlp7nIwHpIzxtk8AMgcFAZDCQmHLkqOTtP7GpaPev33nUdU3demuz14tj8ecvSgCACBbMIcASGGhkFU5BUFSXbt8ljq6+/XIU/vdjgIAgCsoCIAUFgqHWXI0ybweo5s/uFA/f/qAag43uR0HAADHURAAKSwUsmxK5oBAca4+sWq+7r5/h8LW7TQAADiLggBIUWEb2YegMI+pPk5YMq9CC2eXqa2z1+0oAAA4iisNwEE3Xbsg7nNDobC8HiNjTBITYbAPXzlXr7x1Wl29QbejAI4bT/sEILNQEAAO+uj7q+M+NxS28ngoBpzk83pUmO9Xe1efDp1s1bwZpW5HAhwznvYJQGZhyBCQokJhKw+9A47zeIzyc326+793qKePngIAQOajIAAc9M0f79I3f7wrrnNDoTA9BC7J8Xs1tbxQ9/5ij9tRAMeMp30CkFkoCAAH7a1t1N7axrjOZciQuz7+/nl67d0zeuGNk25HARwxnvYJQGZhDgGQosIMGXJNW0evvv3Q6wqFwrr7/h0qfzRP3lGKs4rSfG284xoHEwIAkDgUBEAKstZGewjcTpJ9Sgtzzv7s9XqU6/eqvbNPgeLcmOc3tPY4FQ0AgKSgIABSUEtHr4wRS466YP2NS4fcDoXC+v4v9ujGD8zXh66ce875t9/1hEPJAABIDj5/BFLQmeZuhgulCK/Xo09eu0D/9Zu9qmvqcjsOAAAJR0EAOGjRnHItmlM+5nl1TV1MKE4h0yoK9f5lM/TPP96lcNi6HQdIinjbJwCZx5EhQ8aYgKR1klqstZtHOGetpHJJKyQ9bK3dFj2+SdKm6GkrR3o8kA42/NnKuM4709xFD0GKef/S87S5do+27ziqNVfMcTsOkHDxtk8AMo9TcwhGbWWMMcsl1Vprt0RvN0sqi95dLulhSdusteuTmhJIEafpIUg5Ho/Rx6+p1n/9Zq+uuGi6SgZNPgYAIJ05MmQo+ml/yyinlEsafLHfFC0SpEjvwApJdycnHeCcx18+rMdfPjzmeXWNnaIeSD3nVRXpouoK/eev3nY7CpBw8bZPADJPSqwyFC0Ytg06VG6t3R39uVpSraSAMeZua+2dsZ7DGLNOkWFJuu2227Rq1apkRkaCNTQ0qKamxu0YSffGmwclSXMCoy9VWeJt0cUzw/IYq6b6o05Eyzjdna1J+bu7vNqjV/Ye13MvSVVl+Vo0pV+SsuL9m+0yvZ2Kt31C4mT6ewrOm+h7KiUKgsGMMXdLun7g9uA5A8aYe40x1dba2uGPi563WZI2b95sFy9e7ERcJEhNTY2y4b/ZPVsiF6ij/VmttfrfPzyg3ByfjDH62OrZTsXLKE31R1U+JTl/d7M7C/XT50/pX/96md6N478pMkOmt1PxtE9IrEx/T8F5E31PpdQqQ9GJxQ8O9A4YY9YaYzYMOqXJnWSAczq6+yX2IEhpSxdUKsfn1WMMrwAAZICU6SGIzhnYba2tNcZURw/XRr8GlMfqHQAySX1Tl8qL89TVG3Q7CkZgjNGHrpyjHz1WI7/PI2o3AEA6c2rZ0dWS1igyD6Bp0GpCuxQZHlQtabsik4mlyIV/WfSctdECoVrSzU7kBdxU39ytspJcdZ2hIEhl51UVae6MEu0/2qzCfL/bcQAAmDBHCoIYk4YHjq+I/rhb7y0zOvycLUmMBqSc+uYulRTm6sSZTrejYAyrL5utN/afUX5eynS2AgAwbvwWAxz0/S+tHvOcuqYuBYpyHUiDySovyVOOz6vObnpzkP7iaZ8AZKaUmlQMZDq/zyO/b/R/dnWNnQoUUxCki7wcr3r6gjrdSI8O0ls87ROAzMS/fMBBx+radayufdRz6pu7VUZBkDaMxyjX79WPH3/X7SjApMTTPgHITBQEgIP+4d6X9A/3vjTqOWdauhkylGZyc7x69e3Tqm/ucjsKMGHxtE8AMhMFAZBCunuD6usPsWpNmjHGaMUFU/Szpw64HQUAgHGjIABSSH1zl8pL8tiULA1ddfEMPbXrmFrae92OAgDAuIxZEBhjvmeMuc6JMEC2q2/qYv5AmiopzNHSBZX6xbMH3Y4CAMC4xNNDUClpuzGmMVocLEt2KCBb1Td3q5T5A2nr/cvO02MvHVZnd7/bUQAAiNuYBYG19mZrrUfSekkVkl6LFgdfNcZckuyAQDapb+qiIEhj5SV5WjS7TL9+vtbtKAAAxC3ujcmiOwZvkSRjzNclfUnSncaYWknft9Z+MzkRgcxxxy2XjHr/qcZOzZpS7EwYJMX7l83Qf//2Hd103fms6Y60Mlb7BCBzxV0QGGNukrRG0i2SyhQpDh5UpNdgnTHmVmvt5UlJCWSISxZOGfX+M81dWjq/0qE0SJS2jl5tfGDn2dsd3X267f8+rrwc7znnVpTma+Md1zgZD4jLWO0TgMw1ZkFgjHlC0vWSWiU9JOkWa+32Yec8JKnJGFNirW1LSlIgCzS09LBLcZopLcw551iu36uunuA5BUFDa49TsQAAiFs8PQS1ku601r420gnW2hZjzAqKAWB0f/0vz0iSvvU/P3DOff3BkNq7+lRccO4FJlLX+huXnnMsFLb61o936e9uu1zzZwbOHr/9riccTAaMz2jtE4DMFs8AVztSMWCM+d6gk0YsGABEtHb0qrUj9jr1ja09Ki3KlcfDHgTpzusxumzJNP3yOSYXI32M1j4ByGwj9hAYYz4d/XGdMWanpOFXKQFF5hN8LjnRgOxyprmbPQgyyGUXTNU//3S3Wjt6WTkKAJDSRhsy9Nnod6ORL/q/lNg4QPY609Kl0iKGC2WKwny/lsyt0NZXjmjt9QvdjgMAwIhGLAistSslyRizc+BnAMlzprlbJYV8kpxJrrhomn669V3deN358jIUDACQomLOITDGlAy6+UFjTMlIXw7lBDJeXRM9BJnmvKoiFeT59fq+erejAAAwopF6CFqMMRustd+Q1CLJ6tw5BIoeP3ehbQAxfXDl7BHvq2/u0iXnVzmYBk5YvmiKHnv5iFYsnup2FGBUo7VPADJbzILAWuuJ9TOAyfmTDy8e8b4zLd1MPs1AyxZU6p4f7VJLO6u3ILWN1j4ByGxxXewPHhpkjJlrjPkbY8x1yYsFZBdrrRrZlCwj5eX6tGReuZ7cedTtKAAAxDRmQWCM+aSkZmPMB6OHdiuyAtE2Y8ztyQwHZJr7fvmW7vvlW+cc7+jul8djlJcTz16BSDcrFk/V4y8fcTsGMKqR2icAmS+eHoK7Jd1jrX3SGPMZSY3W2gWSbhXLjgLj8uKbJ/XimyfPOc4eBJltzrRihcJW/cGw21GAEY3UPgHIfPEUBNWSvh/9eY2kLdGfd0XvAzBJZ5q7GC6UwYwxunRRlbp7g25HAQDgHPEUBLWSPhmdR/BJSQ9Gjy+X1JqsYEA2OdPSrZJClhzNZJcunKLevpCsdTsJAABDxVMQfEnSPZKaJe221r5ujPlbSQ9L+moywwHZor6pS6VsSpbRigty5PN51NNHLwEAILWMOYPRWrvFGLNA0jxr7fbo4d2S1gy6DWAS6pq7NLOq2O0YSLIcn0c9fSG3YwAAMERcS5pYa2sVGTo0cJtCAJiAqeWFMY+fae7WRdWVDqeB0/w+r7p6g6pr6tLU8gK34wBDjNQ+Ach8YxYExphLJW3WCBOIrbUViQ4FZKqvfv7qmMcbWroVYFOyzGekHJ9XT+06pj9cs8jtNMAQI7VPADJfPD0E90a/r9OgXgIAiREMhdXW2adiJhVnhRy/R9t3HNWtqxfKGON2HAAA4ioIlkuqttYeTnIWIOO9/NYpSdKVF00/e6yxtUclhTnyerg4zAZej0fhsNW+o81aNKfc7TjAWbHaJwDZIZ6CYJuk0mQHAbLBvb/YI2noL9wzzV1sSpZNjHTJ+VXatuMYBQFSSqz2CUB2iGfZ0Tsl/Ycx5nZjzCXGmLmDv5KcD8h4Z1q6Vcr8gayybGGVnn/9hPqDrDgEAHBfPD0Eu6Lf741xn5XkTVwcIPucaWZTsmxTVpynaRUF2rG3TlctneF2HABAlhuzh8Ba6xnli2IAmKS6pi56CLLQ0gVVenLnMbdjAAAQ3z4EkmSMKVFkcvHryYsDZK4N33lODa09kqTb73ri7PHm9l7l+L169vUTQ85v6+hVCYVCxrqwukK/e+mwOrr7VZTvdzsOACCLjdlDYIwpNcbslNQiaWf02E5jzE+TnA3IKI2t3QqH7TnHw2GrWAsMlRTlqpShRBkrP9enBTNL9eKbJ92OAgDIcvHuQ9AoqVxSU/TYOkkPGWP+3Vr7+WSFAzJNRWmevvGFVaoM5EuSrLW65e9+o//1h8uVlxt3hx0yxMULqrR9x1HdcMUct6MAuvsvr3E7AgCXxLPK0GpJd1prWxSZRCxr7W5Jn5V0a/KiAZnH6zFniwFJ6uwJShLFQJZaNLtMh0+1qaGl2+0ogCoD+UPaJwDZI56CQIoWAsM0JjIIkA3CYauOrr6zt880d6msJM/FRHCT3+fRRdWVemb3cbejAOro6hvSPgHIHvEUBA9L+vLgA9H9BzZLeigJmYCM1dTeq7/61tNnb59p6VaAicNZbemCSj21i9WG4L6/+tbTQ9onANkjnoJgg6TzjTEhScYY0yjpoKQma+3nkpoOyHBnmrtVWsTE4Ww2d0aJWjv7dORUm9tRAABZKp59CFqttSskrZS0XpEJxQustR9Kdjgg09U3d6mkkB6CbOYxhl4CAICr4ll29BJjzE2Srldk3sBBa+2hpCcDskB9U5cC9BBkvWULqvTM7uMxl6UFACDZRiwIjDE3GWP2S9otaYsiqwptkbTbGLPfGHOjQxmBjBUZMkQPQbabVlEgn8+jdw43jX0yAAAJFrMgMMZcr8jF/3ZJ8621HmvtAmutR5H9CH4maYsx5jrnogKZ50xLtwLFFATZzkSHDT29m2FDAADnjbT4+Z2SNsWaNBzdj+BOY0xA0pckPTXWi0TPXSepxVq7eYRz1iqyG3JAUm10r4MRjwPpqCjfpz/7yBJJUigUVltnr0oKGDIEaemCKm36+Ztaf+NS+bzxrggNJM5A2wQg+4xUEKyW9PUxHvuwpMfjfJ2Vo90ZLRjWWGvXR29vlbRmpONxviaQcvJyfLp2+UxJUmNbj4oKcuTl4i+rtHX0auMDO2Pe190b1G3/93Hl+r1nj1WU5mvjHewgi+QbaJsAZJ/RtketHeOxB+N9EWvtNmNM9Sin3DLs+VqMMcsVKSTOOU4vATLBmeZulTFcKKuUFo7eG+T3edXTGzpbEDS09jgRCwCQ5UYrCJxc7iKgyLCgAU2KzFUY6fg5jDHrFBmWpNtuu02rVq1KfEokTUNDg2pqatyOkVSLpvSrpy+oTT/epg8sn6ljp9p0wbSgmuqPuh0tI3V3tqbc3+3NVwdGvb+vP6SX3zqlP/jATPl9Hv3y2YOS+jP+30a6yPR2amDH7A/QU+CYTH9PwXkTfU+NVhBsNMaMtuRFzAvzBAqM53h0bsJmSdq8ebNdvHhxclIhKWpqapTp/83u2XJUDa0hVbaEtf6PF2vPiX3qsB6VT5ntdrSM1FR/NC3/btve6FZjb7GuvWiW7tkSKWgy/d9Gusj0dmrg/bb+jzP3z5hqMv09BedN9D01UkGwXVJZ9Gs028f9irG1aOiFfrkiQ5bKRzgOpL26pi6WHMU5Ll5QqSd3HtO1K2a5HQUAkCViFgTWWqcn7j4k6e5BtwPW2t3GmNpYx52NBiTHmeYuXVhd6XYMpJgl8yr06+cPqbWj1+0oAIAsMdqQoYQxxqxWZHWggDGmyVq7JXp8l6TrrbUtxpit0fOkaBEw0nEgE9Q3d+tqeggwTK7fq0VzyvT86yfcjgIAyBKOFATW2m2StsU4vmLQz1tGeGzM40C6a2ztYVMyxLR0QaW272STMgCAM1gAHXBQjs+j5YunqrO7X2FrlZfjHftByDrnzwzoVEOnQmEnF3tDtlu+eKqWL57qdgwALnCkhwBARElhjv7H2mU6fKpNZcW5Msa4HQkpyOv16KL5FdpzoEGF+X634yBL/I+1y9yOAMAlY/YQGGO+Z4y5zokwQLY409ylAPMHMIplC6rU0xdyOwYAIAvEM2SoUtJ2Y0xjtDjgIwRggjp7+vXIk/t1pqWbJUcxqtnTimWtVX8o7HYUZIlHntyvR57c73YMAC4YsyCw1t5srfVIWi+pQtJr0eLgq8aYS5IdEMgk3b0h/fbFQ6pv6lJJYY7bcZDCjDHy+73q6aWXAM747YuH9NsXD7kdA4AL4p5UbK3dYq29JVoc3CvpS5J2GWP2G2O+mLSEQAaqY8gQ4pDj86qnL8jkYgBAUsVdEBhjbooOGWqUtEHSFkm3SLpH0h8ZY15NUkYg45xp7lYpS45iDF6vkccYvXWgwe0oAIAMNuYqQ8aYJyRdL6lVkR2Fb7HWbh92zkOSmowxJdbatqQkBTJIQ0s3PQSIS47foyd3HdOyhVVuRwEAZKh4lh2tlXSntfa1kU6I7ii8gmIAGJuV1NLeyxwCxMXv8+rlt06ptz+kXD/7VgAAEi+eIUN2pGLAGPO9QSeNWDAAiDCS/F6Pigr88nnZFxBj83iMZk4p0o69p92OggyXm+NTbg7bEwHZaMR/+caYT0d/XGeM2anItcxgAUXmEHwuOdGAzFNRmqe/+sNL9e+PvOF2FKSRi+dXavuOY3r/svPcjoIM9u8bPuh2BAAuGe2jgM9GvxuNfNH/pcTGATJffXO3AkV5bsdAGrmwukK/ffGQ2jr7GGoGAEi4EQsCa+1KSTLG7Bz4GcDk9AfD2lvbqFIu6jAOeTk+LZxdphfeOKHfu2qe23GQoWqONEmSFs8pdzkJAKfFHMRsjCkZdPODxpiSkb4cyglkhNbOPj216xhLjmLcli2o0vadx9yOgQx2z/07dc/9O92OAcAFI81qbDHG/M3Az5Kao9+HfzUnMRuQkUJhqzKWHMU4nT8roBP1HTrd2Ol2FABAholZEFhrPdbabwz62Rv9PvyLNfCAcQqHrQL0EGCcvF6PLl5QqWd2H3c7CgAgw8ScQ2CMmRvn46219kji4gCZL0RBgAlatqBSv3yuVresXihjhi/8BgDAxIw0qbhWkf2TxvqNYyXRSwDEy1oZRSaJAuM1a2qx+oJhHTzeqgWzAm7HAQBkiJhXJdZadkwCksTj4ZNdxK+to1cbH3hvomdPb1B/970XVFzgj3l+RWm+Nt5xjVPxAAAZYKQhQyXW2raBn0d7goHzAIytINenqRWFbsdAmoi1PG2O36v2rj4VFfjP6cJtaO1xJhgy0pc/dbnbEQC4ZKRxCy3GmA3RicUtGnn4EEOGgPEwRlMrCtxOgTSx/salMY9v+vmb+vOPX6gVi6cOOX77XU84EQsZimFoQPYac8gQw4eAxAmFrQIsOYpJWrqgSk/uOHZOQQAAwETEfbFvjLnEGPNpY8xNxphlyQwFZKru3qCeff2E2zGQ5i5eUKkd79SpuzfodhRkkHVf26Z1X9vmdgwALhizIDDGlBpjdkraLelLkjZKes0Y8xg7FQPjx5RiTFZRvl/zZpTopT2n3I6CDBIKhRUKhd2OAcAF8fQQPBz9Pt9au8Bau0DSAkmVkjYnLRmQoTysH48EWLqgUtt3HHU7BgAgA8RTEKyU9Glr7aGBA9baWknrJK1JVjAg01gb+c6GUkiEC+aW68DxFjW2drsdBQCQ5uIpCJoklcU4biU1JzYOkLlC4YGKwN0cyAx+n1cXzqvQM7uPux0FAJDm4ikI7pS0efBEYmPMJZIekrQhSbmAjBMKMzYXibXs/Cpt33HM7RgAgDQ30sZkTYr0AAwok7R70FCHgR/WSPpZ0tIBGSQUtvJ6jK6+eIbbUZAh5s4oUUd3nw6dbNW8GaVux0Ga+/1V892OAMAlI21Mdn2cj29JUA4g44VDVn6fR1cvoyBAYniMiexJsPOYbv99CgJMzicoCICsNdLGZK/F82BjzNckfTmhiYAMFQpbeb1MIEBiXbKwSj/8zV7d9rEL3Y4CAEhTI/UQnBXda+BuSdXD7iqPHqMgAOIQCocVCkuPPLVfn7zufLfjIENMKStQUYFfb+4/43YUpLl/fTDyWeAXbr3U5SQAnBbPpOItklZLek2ROQPbJL0uab7iH1oEZL1Q2CoUtjp4otXtKMgwSxdUaftO9iTA5Lyx/4zeoLAEslK8+xCst9Z+SZFiYKu19k5F9iFYn8xwQKboD4bO7kMAJNqyBZV69e063mMAgAmJpyCQpMbo962K9BYM/HxLwhMBGehMS7c8TB9AkhQV5GjejBL19ofcjgIASEPxFAQ7JX05Opdgt6Rbo8dXJi0VkGHONHXLQ0WAJFp2fpW6e4NuxwAApKExJxVL+qwiRcEt1tr/MMaUG2MGPobamLxoQOaob+6SxxiFxJgOJMfiOeUKBsPv7YgNAECcxiwIrLW1iqwoNHB7vjHmk5JarLXbkxkOyBT1zV3yeIx88mhGZaHbcZCB/D6P/H6PevroJcDEzJ8ZcDsCAJfE00MgSTLGXKLIMKEmSQetta8nKROQcU43RgqCvFyf/vTDF7gdBxkqx+9VV09Q1loN2lkeiMvf3Xa52xEAuCSefQhKJW2XdKmkQ9HD1caYJxQZRtSWxHxARjjd2CkPF2hIMp8nMi3s3aPNWjynfIyzAQCIiGdS8cPR7wustQustQskLZBUKWlz0pIBGaS+OTKpuLc/pF01dW7HQaYyUo7Po+072JMA47ft1aPa9irvHSAbxbsPwaettQO9AwPzCtYpslEZgFH0B0Nq6+yVxxj19Aa1fecxtyMhg+X4vXr+9ZPqYwlSjNNPnqjRT56ocTsGABfEUxA0SSqLcdxKak5sHCDznGnuVmlRrsSIITjA4zGaXlmoV/eedjsKACBNxFMQ3ClpszFm2cCB6ATjhyRtSFIuIGOcbupSeUme2zGQRS5ZWKXHXz7idgwAQJqIOanYGNMkDVkwvUzS7kGrVgz8sEbSz5KWDsgAdU1dKivO1ZmWbrejIEtcOK9Cv3nhkBpbu1VRmu92HABAihtplaHr43x8S4JyABmrrrEzMmQIcEiO36uL5ldq+45jumX1QrfjAABSXMyCwFr7Wqzjxpi50fsPj/eFjDFrFSkgApJqrbW7h90fkPRla+2dMR67SdKm6M2V1lpWN0LaONXYqZlVRW7HQJZZvnCKfv7MAd18/fnsSQAAGFU8cwhkjPmeMSYkqVZSrTEmZIz593hfJHqxv8Zau81au0XS3TFOq5a0zhhzMPrVbIwZmKNQrsjyp+spBpBu6pq6VBadQ1BSmKO/uvVSlxMhG8yaWiQjae+hJrejIE18928/qO/+7QfdjgHABWMWBMaYrysyV+AGa63HWuuR9CFJNxhjvhrn69wi6eCg2y3GmOXDT7LWlllr51tr50v6jLV2Y/SuTZJWKHYhAaS0+qYulRVHCgJjjHL9XpcTIRsYY3TJoiptfYXJxYhPfq5P+blj7lcKIAPF8y//M5JuttY+OXDAWrvNGHOLpK2S/i6O5who6HyDJkU+9T9r8BCi6PCibYPurlakdyJgjLl7hGFF6xTZG0G33XabVq1aFUcspIqGhgbV1GTe+tf9wbAWT+1XsOOUlkwLKmytThyr5ZeuA7o7W9VUn12bLC2ZFpSks3/uhVUhvfL2Ke15K09+X1wdwhhFprZTAzq6+iRJRQU5LifJHpn+noLzJvqeiueqxEhqjHF8snsQBGK+WGR4Ubm1tmXg2OBhQsaYe40x1dHN0TTsnM2StHnzZrt48eJJxoOTampqlIn/zY6catPR1hMqnzpHe7eeUWtHr2rqmrThT1e6HS3jNdUfVfmU2W7HcNTe0/WSpI+tfu/P3b6nR3VdhVp9+Ry3YmWMTG2nBtx+1xOSpPu+coPLSbJHpr+n4LyJvqfi+chou6SNxpjigQPGmBJJ35e0M87XadHQAqBckU/8Y/ny4Oc1xqwdNJdAivQuAGmhjj0I4LIVi6boty8edjsGACCFxVMQfFrSAkXG/e8wxuxQpHegWtLNcb7OQ5LmD7odGL7K0CCrNXR4Ua2GDh8qH947AKSquqYulRbR/Q73LJxTrvrmLh053eZ2FABAihpzyJC1tlXSfGPMaknzoodrrbXb430Ra22LMWZr9DmkQZODjTG7JF0/bIhQ7aCfd0d7Cao1viIEcN3pxk4F2IMALvJ6jJYvmqrHXjqs9TcudTsOACAFjVkQGGO+Julr1tptY507muhyo7GOrxjt9miPBVLdqcZOLZgZcDsGstyKxVO06edv6s8/dqFyWOUKADBMPEOG1khiBiQwAcwhQCooL8nT9MpCvbjnlNtRAAApKN5lRzcbY74vaZeGju+f0K7FQDaw1upMc7fKit8bMlSQ59Mnrpk/yqOAyWnr6NXGB85d76G/P6R/ffA13f/bvUOOV5Tma+Md1zgVDynsc59c5nYEAC6JpyDYFf1+b4z7rCT6n4EYOrr7ZWWH7Dng93m1aE6Zi6mQyUoLR57A7vd51dUbVChk5fUaSVJDa49T0ZAGVl4w1e0IAFwSz6RidrMBJqCusUsVJfkyxrgdBVlirEnDj710WOWlebr99y+S9N668wCA7MbFPpAkdc1dQ4YLSVJ7V582/fxNlxIh2628YKq27ziq/mDI7ShIQRu+85w2fOc5t2MAcMGIBYEx5iZjzIPGmMeNMV90MhSQCeoau1Q6rCAIh61aO/tcSoRsVxnI1/TKQr3wxkm3oyAFNbZ2q7G12+0YAFwQsyAwxvytpC2SyiS1SrrHGPNTJ4MB6e5UY6fK2IMAKeayC6bpV88fcjsGACCFjNRDsF7SBmvtDdbaWyTdIOlmY0yJc9GA9Ha6sVNlLDmKFLN4brnqm7p06GSr21EAAClipIKgWtLZjciim5IZSeVOhAIyQV0jexAg9Xg9RisumKLfvEAvAQAgYrRJxS1OhQAyTShsdaalW+UlDBlC6rnsgql6/vUTstbtJACAVDDasqOxflXw6wOIQ0NLt4oK/PL7hm7TkeP3atmCSpdSARElhbmqPq9Uh0+1DdknA9lt1aUz3Y4AwCWj/SbYaIxpGuuYtfZziY8FpLfTDZ2qLD13uFB+rk8funKu84GAYS5bMk17DzVREOCsT310idsRALhkpN8E2xVZYWjwlqrbYhyjxwCI4WRjJ/MHkNLmn1cqK6kvGHY7CgDAZTELAmvtGqeDAJnk1JkOBYrPLQi6e4N6/OXD9BLAdcYY5fq96urpdzsKUsQPf7NXEj0FQDZip2IgCU6c6VBFjCFDff0hvXGgwYVEwLly/B7194dV39TldhSkgGdfO65nXzvudgwALqAgAJLgdGOXKhgyhBRnjFGO36tfswQpAGQ1CgIgway1Ot3UqfIYPQRAqsnN8Wrbq0fU0xd0OwoAwCUUBECCNbf3KtfvVV4Oq7cg9Xk8RrOmFuuZ3SfcjgIAcAlXLMAEbfjOc2ps7T7neF8wrK7eoDY+sHPI8baOXqeiAeNy5UXT9eizB3XDFbNljHE7DgDAYfQQABPU2Nqthtaec46HQlbeGBdVJUW5yvF5VVqY40Q8IG7zzytVfzCkN/cz4T2bVZTmq6I03+0YAFxADwEwCZWlebrvKzcMOXb/795RY2u3rl8526VUwPgYY/S+i6brkaf3a9nCKrfjwCUb77jG7QgAXEIPAZBgJ850sCkZ0s4lC6fo4PFWHatrdzsKAMBhFARAgp1q6FRFSexu93ePNOvdI80OJwLG5vd5dPmSqfrZUwfcjgKX7HynTjvfqXM7BgAXUBAACVbXOPKSo48+d1CPPnfQ4URAfC6/cLpe3HNSze3nzo1B5vveI2/oe4+84XYMAC6gIAASqL2rTyFrVZjH9Bykn6J8vy6eX6nfPM9GZQCQTbhqARLoVEOnqgL5LN2ItNHW0TtkidxwyOrVvaf15M5jGv42rijNZ+IpAGQgCgIggU41dDKhGGkj1hK4Hq+Rz+tRd19QBbnv/YqItcQuACAzUBAACXSqsVNlxRQESA/rb1wa8/jR02165KkD2vTl1fJ5IyNLb7/rCSejAQAcxBwCIIFO1LPkKNLf7GklKinK0bOvHXc7CgDAAfQQAAl0qqFTC2YFRrz/079/kXNhgEn4wKUz9eDWfbp2+Sx5PMyJyQb/73NXux0BgEvoIQAS6HRTpypG6SEoL8mjBwFpYf55pfJ5PXrprVNuR4FDplUUalpFodsxALiAggBIkK6efnX3BlUcY6LmgN7+kHr7Qw6mAibGGKNVl56nB7e+K2ut23HggO7eoLp7g27HAOACCgIgQU6e6VRVoECeUZYc/faDr+nbD77mYCpg4hbPLVdPb1C73613Owoc8Jf3PKm/vOdJt2MAcAEFAZAgx+vbVVWW73YMIGE8xmjVpTP1wGM1bkcBACQRBQGQIMdZYQgZ6OIFlerq7meoGwBkMAoCIEGO1rWrKkAPATKLxxhdf9lsdXT1ux0FAJAkFARAgpyo71AlBQEy0OI5ZZKRevroJQCATERBACRAOGx1urGTggAZyRij/ByfOrr7FQyF3Y4DAEgwNiYDEuBMS7cK8v3K9XtHPe/6lbMcSgQkls/nkadP2vrqEf3e++a5HQdJ8Ec3LHY7AgCXUBAACXC8vl1T4ugdWLF4qgNpgOTIz/XpJ4+/qw9cOlMFeX634yDBVl8+2+0IAFzCkCEgAU7Ud6iC4ULIcF6vR/PPC+gnj7/rdhQAQAJREAAJcLSuXRWlYy85+sBj7+iBx95xIBGQHGuumK1tO47q6Ok2t6Mgwb76X6/qq//1qtsxALiAggBIgON1HaoKFIx53smGTp1s6HQgEZAcxQU5unbFTH3vkTdlrXU7DhLo4PEWHTze4nYMAC6gIAAS4MSZDvYgQNa44sLpamzr0fNvnHQ7CgAgASgIgEnq6ulXV2+/Sopy3I4COMLrMfrY1fP0H4++pc5uNiwDgHRHQQBM0vH6Dk0pK5DHGLejAI6ZN6NU588K6HuPvOF2FADAJDlWEBhj1hpjVke/Lx/hnE3GmOXRr3XjeSzglhNn2KEY2en33jdX7xxu0tO7j7sdBQAwCY7sQ2CMCUhaY61dH729VdKaGKeWS3pY0rZB58b7WMAVx+vaVV4y9gpDkjT/vNIkpwGck+P36ubrF2rzz9/UBXPLNbV87In1SF3Lzq9yOwIAlzi1Mdktkg4Out1ijFlurd097LxNknYqUhiM97GAK47WtWvOtJK4zv3kdecnOQ3grPOqivT+ZTP0jQd26uv/4/3yehmJmq6+cOulbkcA4BKnCoKApJZBt5s09KJ/QLWkWkkBY8zd1to7431sdIjROkm67bbbtGrVqgTEhlMaGhpUU1PjdoxxWTQlMpnSG25UwGfVVN/tciIM1t3Zqqb6o27HyBhLpgUlKebf6ZLpVv0dXfrpr57L6N2407GdQmrjPYVEm+h7yqmCIJbA8APW2s0DPxtj7jXGVI/zsZslafPmzXbx4sWJSQlH1NTUKN3+m92z5aispJb2Xl171Tzl+L1jPuaF6DKNVy+bkeR0aKo/qvIps92OkTH2nq6XJH1sdey/0/cFztO9j+5RQalPN163wMlojknHdmo8Hn020hn/iVXzXU6SPTL9PQXnTfQ95VRB0KKhF/HlivQEnGWMWSup2lq7MXqoKd7HAm4Jh62K8v1xFQOS9MIeCgKkr7aOXm18YOeI94fDVv/5m7e15an9ysvxqqI0XxvvuMbBhJiMX1IQAFnLqcGeD0ka3MIEYswBqJW0bdDtcmttbZyPBVwRDIVVVcZESmS+0sIclRTljnqOx2NUlO9Xe1efGlq61djKMDoASAeO9BBYa1uMMVuNMaujh+4euM8Ys0vS9dba3dFlRasVmUtw81iPBdwWDFlNKWPJUWS+9Tcujfvc2pOtuu+Xb6mnL5TERACARHFsDoG1dssIx1fEcU7M44DbgsEwSy0Cw1TPKD3bU7Dlyf365HULZNi4DwBSFuvDAZMQDIU1raLQ7RhAyvF6PSouyNETrxzRdx9+Xb399BYAQKqiIAAmyEoKhcc3ZMjrMfJ6+KQU2cHjMfrM71+k+qZufeEbT2nf0Wa3I2EUXq+HfSSALOXmsqNAWguFrDweI78vvhWGJOmLf7xi7JOADJKX69Mtqxfqjf1n9A/3vqSPXDVPt65ZOK5/N3DG5i+vHvskABmJggCYoGAozKf9QJyWnV+leTNK9KvnavX07uP67E1LtfKCzN3EDADSCQUBMEETKQhOnOmQJJ1XVZSMSEBKGWnfgv5gWP/0g1fk8xoVF+Sc/XfEvgXuOnCsRZK0YFbA1RwAnEdBAExQMBiW3ze+8bY/ejyynfiGP12ZjEhAyigtzBnxPr/PI783Rz19QTW19agg16fOnqDqm7t1+11PxP0aFBCJ9bUfvipJuu8rN7icBIDTKAiACQqGwsrL5Z8QEEu8+xY0t/fody8e1rtHm1WY74/7+RtaeyYaDQAwDFczwAR09fQrbCUPa6sDk1JWnKc//tBi1Rxu0qPPHtSqS2fqTz68WL4xVrsZT08CAGB0rC8GTMCRU+2Rcc/UA0BCLJ5brs+vXaY9Bxt053efU11Tl9uRACBrUBAAE3D4dJu8XqoBIJGKC3L0Z793gRbMDOiL336GfQsAwCEUBMAEHD7ZypKjQBJ4jNH7l52n339/tf7h3pf0xr4zbkcCgIzHHAJgAmpPtsnrGX89/YerFyUhDZB5LphXobxcn+6+f4f+x9pLdPWyGW5Hynh/+2esfgZkKwoCYJystTp2um3MSY+xzJ5WnIREQGaaN6NUn/roEv37I2/I7/Po8gunuR0poy2eU+52BAAuYcgQME5NbT3yeIwMQ4aApJtRWaQ/+dBi/ctPdzOnAACShIIAGKfDp9o0raJwQo/9l5/u1r/8dHeCEwGZbdbUYt34gQX6v/e9rJMNHW7HyVif3/ikPr/xSbdjAHABBQEwTkdOtWlKWcGEHtsXDKsvGE5wIiDzLZ5brutWzNL/2fSSWjt63Y6TkXr7gurtC7odA4ALKAiAcXr3aItmVE6shwDAxF2+ZJoWzynTxvt3yrodBgAyCAUBME4HjjXrvClFbscAstLqy+eos6dfnd39bkcBgIxBQQCMQ1tnn9q6+lQZyHc7CpCVvB6jW65fqO7eoHr7Q27HAYCMQEEAjMOBYy2aWVUkj2GFIcAtxQU5Kszzq62zT/VNXW7HAYC0xz4EwDjsO9asGVUTHy50JeuoAwnh83mUl+PVxvt36u6/fL+8E9gXBEN95Kp5bkcA4BIKAmAc9h1p1oJZgQk/ftWlMxMXBshyuX6frKx+unWf/uTDi92Ok/Y++cHz3Y4AwCV8pAKMw4HjkSFDAFKAkW669nz99sVD2nuo0e00AJC2KAiAODW2dqsvGFagOHfCz/GLZw7oF88cSGAqILuVFOboE9dU654HdqqDlYcm5d+2vKF/2/KG2zEAuICCAIjT/mMtmjWlSGYSE4r3HWvRvmMtiQsFQBfMq9D5s8r0bw+/LmvZoWCidtfUaXdNndsxALiAggCI0/6jLZpRxYZkQCr68JVzdOB4i57cecztKACQdigIgDi9e7RJ51UVux0DQAx+n1c3X79Q//HLt3SqodPtOACQVlhlCIiDtVYHjrfq997HsnxAqmjr6NXGB3YOORYKWX1+43aVleRp8OC+itJ8bbzjGmcDAkCaoCAA4lDX1CW/16OSwhy3owCQVDrCv8Vcv1f9wbA6u/tVlO+XJDW09jgZDQDSDgUBEIf9R1s0c+rklxudWl6QgDQA1t+4dMT72rv69O9b3tAdt1yiSxZO0e13PeFgsvQ1e1qJ2xEAuISCAIjDvmPNmlE5+QnFn/rIkgSkATCa4oIcrf3g+frGj3bp2399rdtx0sbff/pKtyMAcAmTioE41BxmQjGQTubPDOjyJdP09R/uEAuRAsDoKAiAMfT2h3ToZJtmT5t8QfD6vjN6fd+ZBKQCMJYPLJ8pK6mjiw3L4vH07uN6evdxt2MAcAEFATCGd480aXploXL93kk/1xOvHtETrx5JQCoAY/EYo7XXna/evqB6+kJux0l59/92r+7/7V63YwBwAQUBMIY9Bxo0ZzqT7YB0VJjvV2G+X+1dfao53OR2HABISRQEwBjePNCgeRQEQNryej0qyPPrrv98Racb2bQMAIajIABG0dcf0sHjrZqTgPkDANzj93n0geUz9febX1JHV5/bcQAgpbDsKDCKfUebNbWiQLk5/FMB0t2VF05Xc1uvvvL9F3XXZ69SUUHqbzS44TvPqbG1e1yPYVdmAOPFVQ4wij0HGjSX4UJAxvjwlXP025cO6+++94Lu+uzVKb/7eGNrtxpae1RZmhfX+fXN3apv7h7XZmwUEAAoCIBRvHmgQcsXT0nY891x8yUJey4A42eM0UfeN1dPvHJEf/fvz+v/fe5qlRbluh1rVJWlebrvKzfEvK+ju19d3f0KhsMKhay+9ePdauvsjfu5G1p7zv7MJm5A9qIgAEbQHwxp/7EW3XTtgoQ9Z34u/+QAtxljdMMVc7R95zH9zb8+q6/8xRWaMy21ewKttapr6tJbBxv1dm2jjtW162RDh/qCYRXk+uT1Gnk9HvX0BdXVE1RVIF8zpxZp5eKpWrF4qqaUF8R83sE9CekwhApAcnB1Aoxg39EWTSnPV14CL+JbOyKf3KX6J5JApjPGaPVls1Vekqcv/dvz+txNS7Xq0pluxxqio6tPPX0h9fWH9Kl/fFxhazVvRqlmTS3WNZeep8rSfBUX+GWMGfK4vv6Qmtt7daqhQy+/dVr3/+4dlRTm6oYrZmvNFXNUPMKFf0NLZK5CZSA/6X82AKmFggAYZPAEvs7ufgVDVhsf2Bnz3LaOXpWM88J+0y/2RF7nT1dOLiiAhFi+aIqmVRToP3/1tvYeatJtH12S0A8BYhltonAwFFZvf0i9fWEFQ2FJkZ7Fv/j4hSovyTvn4j+WHL9XU8sLNLW8QJcsnKKwtTp2ul073qnTg9v26cqLpmvtB8/XrKlDV0+787vPSdKIw5MAZC4KAmCQwRP4+oJh5fhGXpm3pChXpSk+IRFARFtH74jFvRQZkrP1lSP63YuHVFSQo/OqipI20XZwOxMOW/UFw+rrD6m3PyQjI7/Po9wcr4q8fslIpYU5qiid+Kf2HmM0Z3qJ5kwvUUd3v3a+c1p3fvc5rVg8VaGwldczdpEBILNREADDVJbm6Xt3Xq8/+T+/01//8QrG/QNpLp7C3Rijgny/gsGw2jr71N3Tol01dbp04RR5EnjB3NLeq96+kHL9HuX4vWpo7db88wKaf16pFswMqKI0vl6AiSrK9+va5bN05YXT9cKbJ9XU1qO8HJ86u/uT9poAUh9XOkAMbx5o0IzKQooBIAOsv3HpuM7feP9O9QVD+o9H31Jvf0i/9765unrZDFlrY54/0hAgKykYjAz96Q+G1RcMy4atrKS8XK8+/v5qzagqcuUT+rxcn66/bLZ2vlOn7r6gPvv17Qpbq7wcr+NZALjPsasdY8xaSS2SApJqrbW7RzinXNIKSQ9ba7dFj2+StCl62kpr7WYnMiN7vfL2KS2cU+Z2DABuMJFx+J+7aalOnOnQznfq9ctna3XBtH498nKbzp8ZUElRrkoKc1SQ69PJhg61dfapKN+vUMieXQJ0YDjOwApAhXk+eT2es8OAho/hd+WP6jEqyPPrD1cv0r2P7lF3b1CnGzs1raLQ7WgAHORIQWCMCUhaY61dH729VdKaYecsV6RQ2BK93Sxp4IqsXNLDkrYNPAeQTK++Xaf/7yMXuB0DgIuMMZo5pVgzpxTLWqtTxw+pvrtIx+s71HW0Rd29/erpC6mrJyif16Ml8yoi4/0D+aooyVNVWb78vtT/xL2to1c/3fauwtYqFLRa97VtKsr3j9hDykZmQOZxqofgFkkHB91uMcYsH9ZLUC7pZkkDF/xNg87ZJGln9BwgqfpDYfk8HlUlYem9j109L+HPCSDxYk1CXjItqL2nm845NxQKq6QoV59YNd+peAkzeH5FQbQA8HiMunqC6u0LqaQwZ8gcisEbmQHIHE4VBAFFhgsNaNKwi/vo8KBtgw6VDyoYqiXVSgoYY+621t45/AWMMeskrZOk2267TatWrUpYeCRfQ0ODampq3I6hRVP61RcMaXpFoZrPHEv480+L9sI31Xcm/LkxVHdnq5rqj7odA2no0tlWvX1eScEhx6uKwloyLRjjEV7l5ti0fL/dfHUg5nEbtjp0qlWnG7t01dIZmhrd2OyXzx6U1J8S7XUmSJXffcgcE31PuTljMjDSHcaYuyVdP3B78JwBY8y9xphqa23t4MdEz9ksSZs3b7aLFy9OeGAkT01NjVLhv9k9W46qqS2kT104R+VTAm7HwSQ01R9V+ZTZbsdAGlozwvumqf6orsii91TFNGn/sRbd+/h+feR983TrDYv07pZI0ZMK7XUmSJXffcgcE31POVUQtGhoAVCuyCf+54hOLH5woHcgervaWrsxesq5/bVAgoTCVqGQ1dxpJUl5/nsfjWxM9plPXJyU5weAiYrVPp0/K6DP3bRMD2/fp3eONClsJbYtADLPyLsuJdZDkgYPrgyMsMrQckm7rbW7jTHVxpiBoULDhxLFLCaAyerrD8nn88jrTc4/jeb2XjW39ybluQFgMkZqn0oKc3Tbxy5UUb5fTW09CoZiL78KIH050kNgrW0xxmw1xqyOHrp74D5jzC5FhgdVS9quyGRiKXLhXxY9Z220OKhWZOIxkBS9fSH5R9mdGACykddj9JGr5mn3u/Vqbu/RC2+c1NXLZrgdC0CCODaHYGA50RjHV0R/3K33lhmN67FAIvX0BtUXDCs/j83IACCWHL9XXo/Rpl+8qcOn2vRHNyxK6E7OANzBR6FA1I536uTzGkV7qAAAMXi9Hn32xqV6ac9J3f3fO9TTF2vlJQDphIIAiNr66hHl+FN/EyEAcFtxQY7+4uMXqbcvpL/91+d0prnb7UgAJoGCAJDU3NajmsPNSZ8/cFF1hS6qrkjqawDARIy3ffL7PLrpugW6YG65/vpfnlHNYRYBBNIVg6UBSU/tOqYl88p18ERrUl/nI1exUzGA1BRv+xRrF+f+UFgbvvucivL9ys9979KiojRfG++4JqE5ASQePQTIetZabdtxTJcsrHI7CgCktNLCHJUU5Z5z3O/zqCg/R53dQbV39ctKamjtUWMrQ4mAdEAPAbJe7YlWdXb3a96M0qS/1rZXI7t8rr48e3Y7BZAe4mmf1t+4dNTn6O4NasuT+2WtlQ2zXwGQLughQNbbtuOoLllYKY8Dqwvt3lev3fvqk/46ADBeiWif8nN9+pMPL9bMqcVqautRXzCcoHQAkomCAFktGArr2ddO6NKFU9yOAgAZwWOMPrhilvLz/Grt6NWPHqtRiN4CIKVRECCr7XqnThWleaoozXc7CgBkFL/Po+KCHO2qqdOX/+15liYFUhgFAbLao8/VasWiqW7HAICM5PEYfeojSzR7arG+8K2ntO3VI7KW3gIg1VAQIGsdPN6iY6fbtfT8SrejAEDG8niMPrB8pv78oxdqy5MH9A//8TKrDwEphlWGkLV+9vQBXXnxNPm8ztXFRfl+x14LAMYjGe3TOXsWWGlvbaP+/J+eOGfPAol9CwC3UBAgK9U3d2nnO3X6mz9e4ejrfv6Tyxx9PQCIV6Lbp9LCnHMPGikv1ye/z6Ou3qC6e0MqKcyRz2vU0NqT0NcHED8KAmSlR585qOWLpigvl38CAJAMY+1ZELZWr+49rSd3HNMHV87VM7uPO5QMwHDMIUDW6eju1/YdR3XV0hmOv/aB4y06cLzF8dcFgLE43T55jNGVF07XX968TPuPNauxrUe9/SHHXh/AeygIkHUee+mQFs4pU6Ao1/HX/tnTB/Szpw84/roAMBa32qeSwlzdunqR8nN9au/s093/vUMt7b2O5wCyGeMlkNE2fOe5IatZhK3U2Nqtonz/0IluUW0dvSpxoVAAgGzn93nUJWnHO3V64c3HYk46Ho5JyEBiUBAgozW2dquhtUeVpXmSpK6efvl9HnlHWFmopCg39kQ4AEBSDW57c3wedfUE1dMXmXTs9ZhzzmcSMpA4FATIeJWlebrvKzeovrlLX/jm0/pff7hcpfQCAEBKGT4JORS2eva143r5rVP6i49fqOsvmy1j3isMbr/rCacjAhmLggBZ479/u1dXXDiNYgAA0oDXY3TdillaPKdcDz+5Xy+8eUp/deulChTThgOJxqRiZIUDx1v02rtndM0y51cWAgBM3PTKQn32xqUqyvfrjm88pR17T7sdCcg49BAgK9z36Fu6dsVM5ea4+5a/7aNLXH19ABhJKrdPPq9HN1wxR+fPCui7D7+hyy88LWslc+7UAgATQA8BMl53b1BN7T26bPFUt6NoSlmBppQVuB0DAM6RDu3TvBml+su1y1TX1KWmth71B8NuRwIyAgUBMloobNXR3a+brl0w4spCTgqGwgqG+AUGIPWkS/uUl+vTzR9cqNwcr1o6evXQtn0Kha3bsYC05v4VEpAk1lq1d/Yp1+/VjMoit+NIkr71k9361k92ux0DAM6Rbu1Tjt+r4oIcvbTnlP7m28/oyOk2tyMBaYuCABlr+46jCoWt8lyeNwAASA6Px+jPP7ZEF82v1Je++7x++sS7adHLAaQarpSQkeqbu/SDX72tgjyfxKQzAMhYxhhdvmSaFs4q0y+fO6indh3Tpz9xkVZeMHXIvgUARkYPATJOb39I/+8Hr+j9y85LiXkDAIDkCxTn6s9+7wKtvny2vv+zN/WV77+o2hOtbscC0gI9BMgo1lp996HXVVKYq/cvm6GX3jrldiQAQJK0dfRq4wM7z73DSvuPteh//vPT8nk9KsjzKdfvVUVpvjbecY3zQYEUx8enyCi/fr5W+4426w8+MJ+uYgDIYKWFOSoZaed5I+XmeFVamCu/z6OOrn7VN3fr8Kk2vXWwQSHmGQBD0EOAjPHmgTP6yRPvav2NS5Xj97odJ6brls90OwIAxJRu7dP6G5fGfa61Vl//7x3q6OrXV77/osLWyuf1yO/1yOfzyOsx8niMPMZMeLMzeh+QzigIkBFqjjTpaz/coVtXL1R5SZ7bcUZ02ZJpbkcAgJgyuX0yxqi8JO/svLJw2CoUtgqFwuruDSoctrLWamA7A2N0tjgw0e8eEykYPNHiwesx8nk9MkZqaO1x8U8HTB4FAdLKhu88p8bW7iHHgqGwmtt7VZDn1yNPHRhyX1tH78hdygCArBFPj4K1Vr19IfX2R756eqM/9wXV0xdSR3e/Orr71NHVr6a2HtU3d6kwzy+fx6izu197DjTo/NkBlrtG2uEdi7TS2NqthtYeVZZGegGCIRspBnJ98vvOnRJTUpSr0sIcp2OO6Cdb35Uk/dGaRS4nAYChaJ8ivQF5uT7l5cZ3eRS2Vq3tvfr3R95QZ09Q/3vziwqFrPw+j3L9XuX4vfJ5Y49BqijN11+sqUpkfGDCKAiQdipL83TfV25QzZEm3fWDV7T2g+fr0oVT3I4Vl2N17W5HAICYaJ/Gz2OMykryVBnIl7+zT1KklyEYDKsvGFJnT788xig3x6u8HK980SFLDDFCqqEgQFp68c2T+s5Dr+uT1y3QojnlbscBAGSxkYYjha3V8boO7T3UqLcPNcrjMVp1yUxt23HU4YTA6CgIkHa6eoL63iNv6lMfXaLzqorcjgMAQEweYzR7WrFmTyvWh66coxNnOrTnYKNa2ntkjNGeAw0qLGvXrKnFbkdFlqMgQNpo6+xTS0evQiGrL/7xCgWKmSwMAEgPxhjNnFKsmVOKtedAg1o7e/XO4Sbd//STg4YV+Uadc8CypkgWCgKkhTcPnNE3f7RbRkbFBX6KAQBA2iotypGM5PcFVVroUzAUVn8wrJb2HskY5eV4lev3nl0sgzkHSDYKAqS0ts4+/fA3e/XKW6d047UL9ItnD7odaVLmTi9xOwIAxET75JyBOQdN9Uf1sdWzzx631urEmQ69c7hJNYeb1dXbr5UXTNPOvadlrVtpkQ0oCJCSwmGrJ145ovt/944uqq7QF269VPlxLgOXym65fqHbEQAgJton9w0eVrTm8jlqbO1WzZFmdfYE1drZpzu/+5yWL5qiZQurdP7MwNmN1lJZrP2DRsPQKHek/xUW0t6G7zynytw23bMlsupCT19Ind39kpEKcn3ae7hJew83SWKjMQBA9qgozdfVS/P1wpsnZa3VygumqvZEq57cdUxNrT1aMCugJXMrtHhumebNKFVFaZ6MiT0HIVHGe4Ff3xw5d0pZ/pjnMjTKPRQEcF1ja7cKSoPq6fNECgFJebk++b0eaVi7lmobjY3XS2+dkiS976LpLicBgKFon1Jbe2effvlc7dnbuTleHTrZpgPHWvSzp8MKha1kJa/XI6/XyOuJfHk8Rh4T+W6MZGQU/d85bPT/rCLDl6yVrKLfo7fbovst5Of6ZK1V2A66f9DjB57f6zHK8Xs0e1qJigv8qior0LTyAk2tKNCsKcUqK8k7+/q33/VEUv7uMDYKAriqtaM3UgSUSJWBfP3BqvlaNKcs6Z9wuOW5109I4hcugNRD+5S6Yn0QZoyR32fOTjyWJBu2CoWtwtGvYDCs8NmL+YEL/LGZ6P8ZRYsIE3k9IynXH9lk7aqlMyKTn3N8ysuJ7Mrs93nk83rk9ZizhUIoHFZPX0g9vUF19QTV0NKtg8db1Nzeq9ONnfL7PJo3o1QLZ5eprz885M8D51AQwHH9wbB21dRp26tH9eaBBoXCYfn9Hn36Ixe5HQ0AgJQz0sZnE2VtpHB477bO9iY4yVqr1o4+nWro0LH6DnV09ykYsrrjm0/pkvOrdMnCKi2ZV5ERcwhTHX/DSLhY4wutpL7+kHr7QurtD0W6EH1e5fg9au8MymO87oQFACDLGGNG3O/A6RyB4lwFinN1wbwKvb7/jNo6etXQ3K3HXjqsXz9fq2DIyuf1KMfvOdsLMTg5k5ATg4IACdfY2q2G1h6VFeWqLxgpAPr7w/J6I12bxQU5Qz6FKCnKVW4O66kBAJDNBg+N8kWHDllrFQpZ9YfCau/sUyhs5fd65Pd71NMbVJjLh4RwrCAwxqyV1CIpIKnWWrs73nPieSzc1drRq6On27X/WLNaOnolaxUMh7Vwdpnmn1eq+TMDKi4YeTJwU/1RB9MCAIBUE8/QqJ6+oI6ebtfhU216/o0Tamjp1if+9pfyez3yeU1kDkN0YnWsPhB6FGJzpCAwxgQkrbHWro/e3ippTTznxPNYRCRrdr61UnhgJYGwohOWIisahMJWwVA4urKBkdfjUX8wrOKCHG3405UZOzkYAAA4Ly/Hp4Wzy7RwdpkOnWxVa0df9HokrGDYqi8YVCgUmUztMZFVlzzRFZe6eoLq6Qtpz8EGlRTmqKQgRwX5fuX4PFl/veJUD8EtkgZvMdtijFk+7JP+mOdIWhnHY2WMWSdpnSR95CMf6Th16tS7Cf0TjEPIegp6wrkXOP26FU69kJHkjXwZ2X4j22ek4Nn7ox0BP7n/jbifcvfOl3OWr7yyL7FBU8/M6Pcf//frbsbICtnynoJzMv09RfvkvEx/TyVbcfRr8HXJYFbGbyW/lfFLkgojx+//4R7nQkrym/5jOZ5gvROv9cILL1ReffXVDcMOzxnrccY6sBe2MWaDpBZr7ebo7U2SHrbWbhvrHEnLx3os0p8xZqe1dqXbOZA5eE8h0XhPIdF4TyHRJvqecnOx18AkzonnsQAAAADG4FRB0KKhF/HlkmrjPCeexwIAAACYAKcKgockzR90OxBjpaCRzonnsUh/m90OgIzDewqJxnsKicZ7Cok2ofeUI3MIpCFLh0qSBuYAGGN2SbreWtsyyjkxjwMAAACYHMcKAgAAAACpx81JxQAAAABcRkEAAAAAZDGnNiYDBnajXqdB+0rEOGdgvkhAUi0TyDGaON9TmyRtit5cOdJ5wIBoO1QuaYVG2PeGtgrjEed7irYKcTPGrJbUpMgGvor1fhlPO0VBACeNulFG9OJujbV2ffT2VklrHMiF9BXP5ivlimxyuG3gvQWMxBizXJFfnFuit5sllQ07JyDaKsQpnvdUFG0V4hJtg+621q6QtDv6ntoc45y42ymGDMEx0U9EWkY55RZJBwfdbok2pEBMcbynpMgnbisk3Z30QMgE5ZIGX4w1xWiHaKswHvG8pyTaKsTJWtsSLQZkjKmWtDPGaeNqpygIkEoCGnpx16RIQwpMRrUi76OAMYZftBiVtXb4p7PlMbrZA6KtQpzifE9JtFUYp+iwofUaWnAOCGgc7RQFAVJdwO0ASG/W2s3W2oGxk6ujn6YAY4pelF0f5+mBJEZBhhjtPUVbhfGK9pJvVeyCIJbASHdQECCVtGjom7VcUq0rSZARjDFrjTEbBh1qci0M0kp0Mt6DI3yS2yLaKozTaO8p2ipMVLQoWBdjOFCLxtFOURAglTwkaf6g2wFW7sAk1UoavJpHubWWCzeMKvqLdbe1drcxpjrGJ7W0VRiXON5TtFWImzFm3bBhZbEKyHG1U+xUDMcMGusWkLRp0IoLuyRdb61tGbRElqSzlS8Q0zjeU1JkfO4WfsliNNELt+167xdsubW2LHofbRXGbZzvKYm2CmOIriA0sMreckmy1m6M3jehdoqCAAAAAMhiDBkCAAAAshgFAQAAAJDFKAgAAACALEZBAAAAAGQxCgIAAAAgi1EQAAAAAFmMggAA4Kjoxkx3R/eRSNZrrI2+RiBZrwEAmYKCAACymDFmuTFm9cBX9Ni66PF10durjTFboz9vGNghc+B49OJ7w6D7l0ePBaK3Vw88V9RyRTaS2zYsyzpjzEFjzMMjZK02xjRHL/SH7/Q6RHSTuh2KbPIEABgFBQEAZLdbpbM7WNZGL+x3Rre4rzXGrIve1xI9f8vAA6PHq621W6y1G6O7YtZGH3urpC9L2hY9b8VYQay1m6PPP9JF/GpJTdbaO9nFFQASh4IAALLb1yStMcYclBSQtEbvXfzXRm+PZvegn9dEHyNr7c2K9ASUG2OWS9o0VpDop/4PKkZBMGh40bbh9wEAJsfndgAAQGJFh+fMV+QifLmk8uhd2xS52F4uaXf0k/vV1to7jTFfk7ROkQv8akUu7KsVGXYz2GhDcA4OvFZ07P5WSbLW7o5zLP9ya+0WY8zwP08gmme9IgUDACCBKAgAIIMYY1ZbazdHP/E/GB2GI2NMs6TrrbXbjDG1ihQL2yRdNugCfIu1tjY67l+KXKBvjN63I/opfUDS6uhF+kpJy40xy621u6PDhu6OPjYQvb1h0PPH++l+rTGmetCwoJXR3KslfWZCfzEAgBFREABAZtkZ/V4+qBio1ntj+6X3egBkrb1z+BMMKgK2xTgmvTePYJsiPRGDH3vnsNuDHxevgd6J2uhwo53RP0OTtbZlAs8HABgFBQEAZBBrbUv0Inrwp/HDb6+RtEs6OxxnYHz+ZbEKBCcMFC3RmwMFgaSzf6bVGjpfYeBxQ5YuHb5yEQBgbEwqBoDMs1rR8ftRazR0LsBaSQ9Fi4FbFOlN2CKdnX/ghuWDejAOSpofHf40cGyNhv6ZBoZHbRv8lcy9DQAgU1EQAEDmWaP3hg5JkbH+26SzPQIt0aE3q621mweGFinyqbxbn7CXD/q5VpGiZvDSoqs1KFt03gK9AQCQABQEAJCBBn2yLg0aex/9vtMYs3agV0A6O2Snyen1/aObl22SNHjn4lpJD0YnOFdHN0Kr1ntDm4Y/x8ODejZq2Z0YAMbHWGvdzgAAcJkxZsMEJwBP5LXWKrLs6YSLj4GVjQZ+VmTSdMuw44M3SgMAjIAeAgDIctHego3Rn9NiDH50b4PVAz8PWn2ofORHAQBiYZUhAMhi0Yvqu40xX44ecmWVoQnaGc3fFL1dzrwCABg/hgwBABwVna+wXtLWZF3AR4cLXSbpa+xdAACjoyAAAAAAshhzCAAAAIAsRkEAAAAAZDEKAgAAACCLURAAAAAAWYyCAAAAAMhi/z80QNkH0Zk69wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = posterior_samples.plot('mass_2_source', type='hist', kde=True)\n", "fig.set_size_inches(12, 8)\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "3c750179", "metadata": {}, "source": [ "We may also easily generate a spin disk, showing the most probable direction of the spin vectors" ] }, { "cell_type": "code", "execution_count": 5, "id": "b9fcf025", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:2: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = posterior_samples.plot(type='spin_disk', colorbar=True, annotate=False, show_label=True, cmap='Blues')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "b9c3e538", "metadata": {}, "source": [ "Corner plots are very useful for spotting degeneracies between parameters. A corner plot can easily be generated using 'pesummary'" ] }, { "cell_type": "code", "execution_count": 6, "id": "59330d4e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:2: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " \n" ] }, { "data": { "image/png": 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Nax3P95imUzjh0Bu1wGdSE3SnA9HWqIXjaPb1x/jwndt4+UA/5X6Ta0+q49SFJcwv86JU/gOrsZguxQfW1fHF+/fwu43tvPu4GmKWxtGa/qiN4ySDx96IBUDQ66I9bLGjM0LQ66Ku2IujNTDyNHz6NRx4zNA/59vTu3vzPYQpmw3XIIQQIrtmRfCplDoS6AbuBb4IzFdK/UFr3ZTXgU2jzGlmw1AEvS5CMRtHa7a0R3jv7VtI2JqPnVrPRasqhs0WFrqzlpTyz9eL+dIDezh9UQkBj4sij0F/Ipnc7ohYOFoPZCk9+FyKBaVeDJeiwucirhl2Gj4za4zv4FS9TN0LIYQQ02/GB59KqVLgzcBPtdY7lVKfAT4OfFApdYvWum2U514LXAtwzTXXcMYZZ+RiyOPW3t5OY2PjiPdrrUnYGrdLoZTCth1e2B/ivi1dXDHPxbnLyij1h6ArRKHVFVv93URbd435uP9Y43CXGeEPj27gjcvLKPW5sDW4DYXtUhhK4TYUrzsarZPT71prOk0Djzl8EBm3HGKWg9c0cLvUoNdQCCGEENNrxgefWusepdQO4B1KqZ9qrbcppb4D/BdwMfDzUZ57KwM77dx666260Kpvx6oIHlrhfe9rnbzvvldZWVPJTRcspDxQuG/vWNXuKT5gQaSCmx7YS1FtGR89Yg4R26HIdFHiT2Yp28MWcdvGVMagTDCQznBmrv/MXNuZmmofrkq+0NaACiGEELPBbJlf3AVUABcqpUq11juBbwJvUUo15HVk08CyHJp743gU6XZK4bjNtXdupTLg5n8uWlTQgedEnb20jKPnFHHrM80kbE2R6UpPvUdtTdyyiSU0luVwoDeeLE7i4JrO9rBFbzTZbgpIB6eGoQi4jfRrCMmAMxSz04Fn5vNG4jgaR2f/79K8Ui/zSr3ZPmxOzYZrEEIIkV0zOkJRSrm01rbW+imlVD2wBvAppe7SWjcqpW4B2vM8zCkZLvvWHrZo6o0BXip8LnZ2RvnWI/vY2x3jm5csKohimWxSSvHRU+bw8b9s54xbXua2q5axoMzDgb4YlV6TmK2xHE1f3CKacDBcUJIw02s4MzOfQ2VmSWFwEdJ414CGEw4OKusv+q/fWViZ+MmYDdcghBAiu2Zc8KmUOgU4Wmv9I621nWqvpLW+UyllAYuBLyil/gE8p7Xuz++Ip2a4CuyqgaxmVcBkZ2eUbz++j1uebuaKo6o4bl5xzsbWFoqzqSXM1rYI4URyHaXLUFx8RAUrqgNZPdeKmgDfvnQxn793N5f9fDMfPXkOF6wso81jUh30UOozqXUlq/6DXhc+lxoUtAfH+UkfrpALRp+CD7gNDLSd1QsWQgghZqkZFXwqpVYDJcAnlFILtNaf01o7GRnQvww87kigSWvdmc/xZkNm9i6zrVBdSXI7zB1tEW59ppl184v5l5PnZOWcoZjNto4Izb1xWvoSRC0nvW1lZ9hiw/4QvTGbyMB0tFLgcSlcKlm887fNncwr9XD9eQuyGoSurivitquW8e3H9vPdJ5oo9Ru899habAUVPhfdcQcU6d2Qhu6CNB5DM6Epo7VhMpLbf2a9v+wn/7IdgO+8eUm2D50zs+EahBBCZNeMCT6VUrXAEVrrPyilNgJvUkp5tdYxrZNZp4HKd7TWr+ZxqFmV2UapJRQfuM1LwG1woC/ONX/YQlWRm8+ftwDTNfmimITt8PTuPn66vpl9PTEyNg/CpUCT/M9nGhR7XSyr8jGnxMP8Mi91xR5cA9FpzHJ4dk8fT+7s5SN3buNbly1mbX1wCq/AYBUBN194YwP/fvcOvvlIE29YUp5svxS38boUpX53egvOkYxVSDTc/flow7SxKZSzc02X2XANQgghsmvGBJ9AKfBhpdTdwNEkp9dvUErVAV8aKDL6d+BvwHP5G2b2OY7GcTTVAXe6SCaccPjKA3to6UvwvbcsmdI6z23tET79tx10R2z8boN1C4pZWumjPGBS4jMxJ1Dp7TUNTl9cygnzi/neE038YWNbVoNPAJeh+OzZ83nHbxq5b0sXV62tJmZZhGKKOcXejIIi77DB4tC94YcGm8NlOUfKiBaChTetZ3dXjIZyL7uuPzHfwxFCCCFGNWOCT631FqXURVrrmFLqNWA94AXuAb4EvEtrfUNeBzlNwgmHUNwe1A6oPRTnJ+ubOXd5GavriiZ1XNvR/G5jGz97thmvaXDVmipWVPuz0lbI5zZYXuPn+X2hZCP4LPfQnFPiodxvsqsrxoISL7t6wG0k07WhmE3AbQzKgKaq29PV7PpgandosDnTms3v7oqhbz4Ddd1j+R6KEEIIMaYZE3wOiANorfemblBKnQN8RSlVNNOLi0YyXDD0X/fsAuD96+omdcxQzOZDf9hCc1+CheVerlxTRcCT3cxeQ5mXjfv72d0ZY1GlL6vHBqgv9bCpOUxbOMGCYg+p/VRTgSTAgd4YEUuzuMJHid9MVqZrTbE3eb/j6ENe30LOco6modybDkAlCyqEEKJQzajgU+uD6Sql1Ikk+5QGgJtna+BpWQ7tYStd4R6K2fzl1XZ+u6GN9xxXQ12xZ8LHDMVs3vf71+kIW1y6uoK19UXTsrtPxcCY28OJrAefOzoibGmLcPqiEnZ1xjCqFEWeZHazxHewQKs/buN1H7y2gNuAgDuZAY3b6UCzEIPN5dX+CT0+M9gslCzoRK9BCCHE7Dejgs8UpZQfOAfYCdyjte7O74imT3vYYl93lP64m0q/yfP7+/jwH7ZyZF2A9xxfO+Hj9UQtPvD7LXRFLK5aU8XKmuy2RMoUs5K/KxRlOaMaTTh88f49BD0u/u30OVQGTCp9Jh6PK71uMxSz2dMbIxRzKPUn135mdgtISa2nLcQdjG69cnm+hzBls+EahBBCZNeMDD611hGl1De11vGxHz2zVfhcNLsUUcuis1/zr3/ajstQXH/ugnSF+Xg9vauXmx7YQ9Rykus7pzHwhGTlO0CRJ3trJ+OWw5cf3MPurhg/vXIZR88J4nOblBW5AdKFQwG3wcIyH+Eih5pgsv/njs4ofrdiruFLB6DJDgITa8dUCFJFRpCcYhdCCCFmipn1jZthNgeeqeprrTVxDV7DoCti8ZvNbbzeFuGGNy6gdgLT7R39CT5513b29cQp9bl453F11JdMfLp+olpCCRRQE3Rn5XjdEYvr793FpuYwnzprLqcuLsHjclHhcyXXcg5MpTvOwPS736TET/o+v6kocrvS2c5Cd+0ftgDDZw9TRUaFbrRrEEIIcXiascHnTDdar8lwwqE7kqA/7uBzKUr9Jpta+/nGI/s5bVEJZy4uHfd5XmoK8dm/7yLhOJy3vIwTFxRPOGM6WVvaIlQWmfjdU592398T4z/+tpP2/gS/uXo5x80vpqUnjhNMFgg5WhP0uCjxJVsnZRYd9UYtgh4Xc8t8h6z1HKkdUyHY0hbJ9xCmbDZcgxBCiOyS4DNPRtsxJ9kiyMBxNFFbU+Jz8Yk/76AyYPLps+aNuzjooW3d3HT/Hoq9Lt53Qh01kyhOmqxowqG9P8Hb1lZP+Vjb2iN85u87sRzNPR86irOXldHUHaPFiGMY4HMp4GAz+FRg73OpgcD+4HaZqfWdQ7fPFEIIIURuSPCZJ8O1T0r1oITkWs99hsLnUnz14X0c6Ivz7csWU+Ib31u2szPKVx7YQ3XQzfvX1eI1c5vde3JXL46Gs5aMP0s7nBf29fHf9+6myOPid+9awdwSN/G4TU3QjWEU4VHQFk7gdxlEbAfwpDOh4YSDMfAaDtrnXQJOIYQQIm8k+MyTVBCUCjhTuxalttAs9ianj19pDvOVB/Zw5pLSce8UZNmaT/11B26X4t3H1eQ88DzQG+fJnb28cXk5yye5t3vccvj1i638dkMrC8p8fOvShWileK01jOkyWFLlp67Ek65gJyMZnArsU9PvIaUGmsofmmUey1hbceaSFBkJIYSYDST4zLPM6feA26A2mJwaD7gN9ir4t79sw9bw4ZPmjPuYP3+umc5wspVSrrN8zX1xbt/Qhtc0+Nip4x9zpmf39PG/T+xnf0+cNy4v43Nnz6Mq6CHgUnTFbYrNZA/P1G5ExV6TCp+LuGZQdtOyHMIJZ9B9IxkpyBxtecR0G/rLxkwpMsqU7a1VhRBCzHwSfObZcLvrpH7e2hbh8Z0RPnxSHXPGWZ3+xM4efruhjWPnBVlVO72tlIba1NzPn17pwGsafOOSReNeIpDp/i1dfOXBvcwv8/LF8+dz7vJSynxeygNuAm4DKxSnqT9BUcLBMJLZP2egK8DQ4DBq6xHvG2qkIDOfW21+581Lcn7ObJsN1yCEECK7JPjMo6HZtlDMpjuSoDeqaOqO8c8tXayuq+DKNeMr2nm9LcwX79tDZcDkwpXl0zz6wV7YF+JvmzupCbr50RXLKA9M/KO1fncv//PwXtbWF3Hrlcto6Y1hO4pij4uqgDmQkfSk2ySlt8b0DR8cTiRwHGkNbqFMuQshhBCzhQSfeZAKalJtf1JBj+NoDKXoi1p86m87mac1n33D/HG1RtrTFeXf/rIdr6l4z/E1mDkKlrTWPLmrlwe39jC3xMNtVy3HN4ksYWNrmC/ct5vFFT4e/PBRoMFtKNwmRGyHqK0Jmka6GXwoZtMbtdKZ4lShVrJ9UvLaJ1JcNNxj8znlDvCu3zQC8Ot3rpzwcwtln/epXIMQQojZSYLPPEgFNam+lKlio1DcJuhxsbk5zKM7evjayUXMKxu7sKQtlOCjf9qGAt63rnZS092TYdmav7/WycamfhZVePnxW5fhdk088DzQG+dz/9hFmd/kjvesIu4kp9IXlvsG7ViUKTNTmVmoZRjerAWK+ZxyB9jXE5v0cwtln/epXIMQQojZSYLPPMgMalJZutRtOJoP/mEL1UVujqgdO/CMWw7/cudW4pbmfetqqQhkZzehsfRGLX75fCsdYYv3HFfDe0+oxRhn/9Ghx0n38LxmNQvLfAP3JNsjOVpjmodOe2dmKocWamWLtGUSQgghsk+CzzwYGtRkri38yB+3srsrxtcvXoTb1THmsX7+XAudEYurj6ked1HSVO3oiPL7jW04Gr50QQOnLZpcL8+Y5fBf9+yiuTfOn685grllXjoiFl5TYRoGDhrTdWjWc6jUVppCCCGEKHzyjZ1njqNpDSWIWza/aezi1meauWpNFSfMLybaOnrwuam5n99vbOOYuUUsr/bnZLwv7gvxt9c6KfW5+N6bl45rWcBwYpbDTQP7tH/70sWcurAkWZ1u2JiGQVXAJGrrSRX7TLRQSAqLhBBCiNyR4DNPUs3lQzGbuGOzcX8//+/uHayuC/ChE8fujxlNOHzuH7sIeAzOXzH9le1aax7c1sOTO3uZW+Lhx1cuo8gzuSnpTc39bNjcwUv7ffznOfM4Zm6A3rhFicck4E62VEoFnkC6Cf94A8OJFgrlu7BoJCc3lOR7CFM2G65BCCFEdknwmSepIhnHAcvR/L+7duAzDW44bwGma+wg60dPH6A3ZudkB6OY5fDbF9vY0x3jkiMq+LfT546rAn84/3y9i5sf2cc1SxW/eccK5pS6AUV7f4KYpZlT4iVq63QwCIwYGI6UsZxooVC+C4tG8tWLFuV7CFM2G65BCCFEdknwmQeOo3EcTfVAcdBn/76TXV0x/ueiRVQHx163ubEpxF2bOjipoZjFlb4xHz8V7f0Jfv1CK71Rm4+eMoe3Hl2FmkRhkaM1P13fzG83tHHM3CCXHxXkyIaSdLV6wG1gmpnrO80Rfj5opIzlRAuFpLBICCGEyB0JPvMg1VapxGfy4NYufry+mcuPqmTdguIxnxuzHG64dzdBr8HZSydX6DMWrTW7u2I8vzfE5pYwHlPxzUsWc+y8yW2VGIrZfP3hvTy+s5d3HVPNZ86eT1fTDkr8ycbxYcshrqEso0dnZjA4UmBYqBnLbLniF5sB+OM1R+R5JJM3G65BCCFEdknwmQepoKk7nOB9v9tCQ7mXa8e5d/vtG1rT0+2T6ak5mv64zUtN/azf3UdvzMbjUly1poorjq6mOjjxFk5x2+HuVzv49Yut9MVsvvTGBVy1thqPSxEZWCrgURCzNZa2aA1BTdA97rWdsz1j2RFO8Mzu3kHN4meajnAi30MQQghRYCT4zAPDUCjg7B+9QtRyuPmNi8e1bnN/T4xfvdDKogpvVqfb9/fEWL+nj03NYRydDAA/emo9Zy4undRuRc19cR7e1s1dmzpo6Utw3Lwgn3nDXNbWF9MTsyj3u/G4DEJxm7BSeF2KmA2W7RCK2eldi6TyHGKWRt98Rr6HIYQQQmSNBJ85MLQwJp5wuOAnr7C9I8JNFy5kUcXYgaTWmk/9dQcupXjLkZVZGdf2jgj3NnbR3m/hNhSXHVnJJUdUjms8w3lmdy+/frGVTc1hAI6sC/CTK5dz5uJS9vfEsByHuqCHumIPW9sUJT4Tn0sRtXX6/46jC7LyXAghhBDZIcFnDmQWxgTcBhf/7FWe2NnLx0+rH3crmi1tEZr7ElywopziKW6fGY7b/PP1Ll4+ECboNfjEafWcv6KcwCRbJ3WFLb7/5H4e2tbDvFIPnzyjnkuOqOTY+mC6+bvHNOiKJCgPJAuLlDo4ZR4cuJygmQzUU5lPIYQQQsw+EnzmQGZhzJcf3MP9W7p5/7paLj+qatzHeHJXLwo4ak5g0uOwHc2G/SEe2NpN3Na8+7ga3nVsDZ5JtmpqDcW5e1Mnd2/qIJpw+PfT5/LpM+diKegfmD5PTZ03lHnxmwY+l8Jx9IjHnO3rOCfinGVlPLq9J9/DmJJzlpXlewhCCCEKjASfOZAKqP62uYP/vnc3b1xezruOrZnQMf62uZOaoHtS2UlHa15riXDf6130xmxqgm6+9qZFLJrkutHNzf3c8XI7j+9IBkYnN5TwuXPmsba+mJoSD6GYTSThHDy/o4namqDXRShuY2bcJ0b2+fMa+O97d+d7GFPy+fMa8j0EIYQQBUaCzxzZ1x3jnb9uZFmVj38/c+6Ee2X2xizWzR+7FVOm7ojFhv0hnt8bIpxwKPW5+PKFCzm5oXjC59da8+SuXn63oY1NLWGKPAbXHF/DB9fNYUW1nz29MfpiNiUJh6DXhWF401PnqWUHQY+LEt/sbY1UqBrKvYMq5nddf2KeRySEEOJwJsFnDsQth4tue5WEo/nv8xomvCOR1hrHYVw7HwHs7Y7xwJZu9nTHAJhb4uE/3jCH0xaVTGpnoua+ON99fD/P7O5jTrGHb1+6mEtWV+I1FWV+d7pBPJAuqsqcOs9cdiAV7ON34U9eycpxMoPNVBCaK6lruOdDR+X0vEIIIQqXBJ9ZMNI2jykf//M2Xj7Qz/Xnzmde2cR7NdoOaMA1SrZSa8229igPbO2mNZTA41K889gaLl1dQc04dk0ayQNburj50f2A5obzFnD9eQ2YA+s2M685VViU2rM+87WQdZyTE5kFyxNmwzUIIYTILgk+s2CkbR4ty+FHzxzg1meaeccx1ZyzrHxSx3cZUOQx2N4R4cwlg3c1StgOja0RHtneQ2fYoshj8K+n1vOmVRX4pzC93RqK87+PN/Hkrl6OrAvw5Tc2cHR9Ea19cWqC7vRWmEOD7pFeCyGEEEIIkOAzK0ba5vGZPX18+q87OXpOEe9fVzfp4yulOH9FOXe9mqwq74/btPUn2NIW4dXmMAlbU+J18R9vmMe5y8qmtPNRf9zmrlc7+NULrYDmM2+Yx6fPmkfCgabeKOG+OIahqCvxDBtozvYtL4UQQggxNRJ8ZsFw08qRhM17b38dr6m4/tz5k1prmem0RaX86ZUO/ufhfenbTENxzrIyzltextr64JTOEU04/OmVdm7f0EYobnNKQzHfu2wJS2sC6WvzKOiIWFT4Rg40ZYpdCCGEEKOR4HMaOI7mE3/ezo7OKP9z0SKqp7DmMmVNfREfOyW5/3uR10VDmZfFlf5JbX+ZybI1/2js5JfPt9ARtjipoZjrzpjH0mofC8t8OI6muS9OTZEbj8dFkaOJa/AggeZ0u3hVxYzv83nxqop8D0EIIUSBkeBzGtzxUhu3rW/myjVVrFswsfZIIzGU4q1rqrNyLEg2nH9oWze/er6FvT1xjqwL8OO3LuW85RWEYjZ9cYtwwqG5L057f5wj64LUlXiQKfXc+dQb5vPpv+3M9zCm5FNvmJ/vIQghhCgwEnxmiWU5tIctcBz+5c6tLKvy8cETJ7/OczptbYvwtYf3sqMjyqIKH7dcsZTzV5Tid7sJel0EvS5KEubB3YiUHraFkhBCCCHEREnwmSXtYYum3hjffGQffTGbmy9djGcKhT/ToS2U4DcvtvK31zoo9Zl89uy5vG1tDZatcbRBTdCdrlpPBZn1ZV7KityS7cyhhTetZ3dXsker15zZfVHP+uFLADzy0TV5HokQQohCIcFnlpR5DO7Y2cPtG9q4ak0VSyr9+R5SWnfE4lcvtPDXzZ1oDe8+toZ/P2MepX4XAZdBXDMo8ITBvUuHa6kkps/urhj65jPSgZsQQggxm0jwmSU7umPccO9ullb5+EABTbe/3NTPF+7bTU/U4uq11Xz8tLkcU19EXA80hI/blPjN9A5FKZltlADp3SmEEEKIrJDgM0u++uBe+uI23zy7MKbbtdb88ZUOfvR0E3OKPfzorSs5Y3EZjtZ0Rm0crUfda/3QNkpSaCSEEEKIqZPgcxJSW0hCMki7e1MHv36xlXcfV1MQ0+17uqLc/Oh+Xj7QzykLS/ivs+aybkEJZQGTqK3xudSg/w9naHGRZDyFEEIIkQ2jBp9KqU9N8rgK0Frrb07y+QUtnHBoCcVxHGjtj/O+O7awsNzLu46tyffQeGFfHzf8czeGUnzx/AVctKqCUNwm6miidkbVugmhmC3T6QXsqiy21kppKPeirnss/fOu60/M+jkyTcc1CCGEmNnGynyuAz5IMpicqJ9M4jkzQsBtUBv00NYb4yN/3EbC1nzxgoV4zPxOS//jtU6+9dg+FpT5uOu9qygPuLFwBn4VOHTdpmyFWdg+emp91o+ZGWymgtDpNB3XIIQQYmYbK/i8X2vdO54DKaVKMh+rlLp/SiMrcIah+OZj+9nUHObz5y5gfpk3b2PRWnPb+mZ+u6GN4+cH+cFbluBxG7T2J/C7FfUlPqoGptxlK8yZIxwfWNrhmbnv0Wy4BiGEENk1aspLaz2R7OWgx07wuQUttcYzHrdp7o3T3Z9ga1uYnzzbzAUryjl7WVlex/erF1r57YY23ra2ituuXIrlQF/cAqUp9bsPaaMkZoY33fYqb7rt1XwPY0pmwzUIIYTIrjELjpRSDjB8VcphItV2KJJw6IlaFHtdPLe3D9uBN64oz+vY9vfE+L/nWzh/RRmfOWse80t86UAzM7PZGkpg2Q4E3JLtFEIIIUTejKfa/U6t9VWpPyilzgF2aK13Ztx2LJDfKGwapdZGVvmhyOOiwudiw/5+vKZidW0gr2P79YutuAzFx06pJ+Y4xDXUFbkHPSYUs7EcB9NlyPpOIYQQQuTVeILPDw35c2lm4AmgtX5RKXV29oZVWDIziHUDa9f+8VonR88pymuR0UtNIf7Z2MW7jqthdZ0fjUFV4NC31OdSmEbyPpl+F0IIIUQ+jRk5aa17htxUMcJDy6Y8mgKWWvfpOJr9PTH2dMc4fl5x3sYTSdj8z0P7mFPi4e1rquiNOjSUedM7FWWON2prHK1H7OkphBBCCJErk2kyv1QptVZrvTF1g1JqLXAC8KcsjavghBMO3eEEIZfBfY2dABw7L5i38fxkfTPNfXH+9r4jKAuYeE2DqK0JmgfHm2qtJC2VZqZrjq/N9xCmbDZcgxBCiOyacPCptf6sUuo+pdQioBtYDOwAzsny2ApKwG0QchnEbZufrG+mqshkcaUvL2NJ2A73vd7F24+p5o0rKwgnHCA5vR6K2QTcxqCAU1oqzUzXrKvL9xCmbDZcgxBCiOya1PaaWus3KqWOAY4nWXz0YHaHVXgMQ1ETdLO5JcGze/t469HVGCo/6ydfORCmP+5wxuJSwgmHEn/ybRy6Y5EEnDNbeygBQFXQPcYjC9dsuAYhhBDZNem93bXWG4ANSqlSpdTlJIPQjVkbWQEyDMXD27qTLZaWl+VtHOv39OJ2KdbUB3Ccg+s4fS5FSCl8Likqmg3e+svNADzy0TV5HsnkzYZrEEIIkV2TDj6VUiUcLD56EfgwsDELYypYjqP55fMtzC/zsrjSn7dxRBMOftOgIuBOZj4djWGoQYVFwUm/syIfFt60nt1dMSC557oQQggxW004RBno8/kHDjaeH9g5/JCWTLNGqnK8uSfGS039XHZkZV7HU1fioTdmE445eF02zX1xgh4XPpfCkMznjLS7K4a++Yx8D0MIIYSYdpMpfz5Xa12hta4ErtVaV5AsOurO6sjyJLNFUUo44dASivOP1ztJOJoTF+SvxRLAnBIPALu6Ytha0RGO8ezeXpp74+nM53DXIYQQQgiRb5MJPp/P+Lkchu0FOmOlWhSlKsghWeleG/SwfncfRR6DNfVFeRwhrKpJ7qr0zK4e5gRM+qIOPWGLiONQ4ktWuA93HUIIIYQQ+TaplYFKqcu11n8CypVSa7TWLwHHAg9ldXR5MFxPTMNQ+D0Gf2/s4pSFJbhd+e2XWVvsYVGFj/u39XDtKRb1pR6CXpNFZT48Azswjdbb03E04YSTbsMkCtNHTp6T7yFM2Wy4BiGEENk1meBzB/ATpdSLwK3AC0qpcuCOrI5sgpRSJwPPAGitJz3XPFJPzIe3ddMXszljcenkB5lF6xYU88eX26n0uTDdLhaUjT+QzGxAL+2YCtfbjqmZ1uM3lHtR1z2W/nnX9Sdm/RzTfQ1CCCFmnsk0md9Asr9nylKl1DEDt+eFUsoPLNVaPz1d5/j9xjYCboMT5ud3vWfKkXUBfr9Rs6k1wqnDBMSjBZiy49HMsLcrCsD88unZzCAz2EwFodk23dcghBBi5plMtfshPT3zHHieDVwAzFdK3Q2sBjaNZx2qUupa4FqAa665hjPOGL7a2HY0VvtePnmUF925h2j2hj8qq7+baOuuYe9b5bZ5e0OETa+9RkWsFDWk4b3WmoSt6XGpQ+4rBO3t7TQ2NuZ7GAXt3be/DszsHpmz4RqEEEJk12Sm3d8OfGXojUqpEq1179SHNGHnAyeTDCK9JLf5vEkp9e9jNb3XWt9KcukAt956q165cmX6vsx1kQ9s7eKXO9r4yoUL8dWUTNd1HCLaugtfzcJh7/Nqzb33R2k2fVx11lLKig7uIDMT1nQ2NjaS+XoLIYQQ4vAwmXnX35Nc9znUtVMcy4SogXSe1vozwH8AdYBLa/0l4G/AN5RSE5rry2xPFE44dPbH2dkZ5akdySTq0Xmucs+klOLkhSU8uydEe38iPW7H0bSGEnRHElLpLoQQQoiCM5nM53nA15RSOzjY21ORzDh+M0vjGpPWWiulDK21o7V+eqDgqHXgvm8ppYqBFcBL4z1map2k4yTXSMYsTU/M4rGdvcwv81LkGbs4Z09XlGf29NEXtemN2Syq8HLBigp807C+8uylZdzT2MVTu3o5oSGIaRhUB9xYtoPpMmRNpxBCCCEKzmSCz+OBrwOdQ24vm/JoxkkppXRSOrU3EIC+XSnVrLV+BGgB9oz3mI5O7o2Oz0xmQOM21UVuin0mm1vCrK4bO+vZFbb48J3biFoOCjBdioSt+dFTB7j86CquWlNNmT97+14eMzdImc/Fn1/tYGm1H8tOUOR2URZwF/SUuxBCCCEOX5OJhD6jtX5w6I1Kqe6pD2d0SqnlWustA1lPldlSSSlVBMSBsFLqCuBurXXXeI9tOwN7ontdOAN7pftcikTUoiWU4MIx9tvWWvOJv2wjbjt8YF0tc0uTuxDt6Yrx0LYefrehjX+81smv3rGCYm92AlCXoThzSRn3vN7J9968BMNQ1ATdmKZkPGeD686cl+8hTNlsuAYhhBDZNWqUopS6ZehtwwWew92ulPrq1IZ2yFjOAt4/UN2emnZXA/e5tNb9wD+AF4EHtdZNEzm+y1DpaepUr8+orXn1QD8Acwe2tBzJXzd3sq8nznnLy5hX5kWpZJV5Q4WP962r5d3H1dAXs/ngHVuJZnEt5jnLyohZmnu3dFFX4hk28JStNmemS1ZXcsnqynwPY0pmwzUIIYTIrrFScCcopT44ieMqkmtD/3MSzx2JBg4MjElprR9MZT611rZSqhS4Wmv9Iyaxz7yhGDRN7Tgay3J4uSkZfC6p8o/43J6oxfefbGJOsXvEfd8XVfq4/KhK7ny5g/fc3shPrlxOaRam4FfXBagv8fAff9vJmvogJywoHlTtDtAaSmA5DuCWpvIzyOutYQBWDGynOhPNhmsQQgiRXWNFP1dO4dgPTOG5w3kR2EKysOl4pdTQbGsJ8HK2ThZOOLSFE2w80I/XVCwoG3na/Y8vt5OwNW8+qnLUnpqr64owlOLOl9t5z+9e58dvXUZd8egZ1bEYSvHVNy3kur/u4Lwfv8wjH1lDXYkHy3Yg4MZxNF39CQwXBN0uHFkLOmN8+M6twMzukTkbrkEIIUR2jTrtrrXeOZX/sjlQrXWf1voA8HeSGdB1SqmTlVIupVSx1nqv1vqpbJ0v4DaoDXrYuD/E4go/rhECNq01f36lnfoSDzXBsQPJVbUB3nNcDZGEw/t/v4WNTaEpj3VBuY/vXLYEj8vgzB++xANbOzFUcs1qKG4TsRx6ogk2t4bpjVhTPp8QQgghxGTNuMqUgSKivwLbSDaY/wmQ9Tk9w1CU+E0iCQe3a+RM4d7uGKG4w7HzguM+dkOFjw+sq8VQ8P/u2sEV/7eZuzd1EI7bkx7v3FIv33nzYoo8Lt7z2y184b7dtPYncLSmrthDsdekL2oRiiXPIetAhRBCCJEPUw4+lVKLJrkudNIGAtBHgWXAD7XWLdNxHsfRXHREBa8296eDtqFeb4sAMK90YtPntcUe/u30et60shyt4duP7efNP9/M7RtaiduTK0iqL/Hy07ct4/KjqrhtfTNrbn6RxtYIdSUe5gS91JZ40ms+Uz1NpRG9EEIIIXJpwsGnUupypVR6j8mBKfbbBvZ8z6UQ8Gmt9fPZPnAqKxiK2Zy6sARHw0sjTI+/3hrBZUB1xvaW4+V2GZywoJiPnzaHD6yrpa7Eza3PNHPl/73Gfa934eiJZyX9bhf/elo93798KV5TcfFPX+W3G1op8hjUFXvTwafPpdJT80IIIYQQuTKZzOcS4EWl1HNKqa8qpdZmeUzjorUOT7Sd0nilsoIApy4qxe1SbByoeh+qNRSn2OOaUhGPUop5ZV7ev66Odx5bjaHgqw/t5Y6X2nhqVy96EkHoEbUBvv+WpSyt9PPu377OGbe8TEtfjKidPFbU1jhap/8sCs/15y7g+nMX5HsYUzIbrkEIIUR2TTj41Fp/Q2u9FLiK5B7vX1dKdZBsrTQrBNwGJT6ToNdFbbGHY+cGRwwC47YesRhpMpZW+fnE6fVctaYKNPzXPbt4x28a2dkRnfCxyvwm333zEj52yhxe3BfiTbdtYldHJL0HfNDjki04C9i5y8s5d3l5vocxJbPhGoQQQmTXpCOPgen2n2it36i1rtRafySbA8unVJP5VDbzPcfV0NQbZ1dn7JDHJmyNMUp7pclQSrGqNsCJC4p508pyusIWH7hjC999fD9tofiEjuUyFG9dU823L1tCJOFw8vde4hfPNtPcl7wWw1BSfFSgNu4PsXH/1LshjEdDuRd13WOo6x5j4U3rs3bcXF6DEEKImUHSXuNw+dHJqfD7tx66W2eJz0UkMfkq9dEopThhQTGfOL2eY+cFuWtTB2//dSM/eLKJngm2TDqiNsAPL1/KvDIPH/jDVq79wzY6QnEcR9MaStAdSUjxUY4tvGl9OuBrGGb71k/etZ1P3rU9J2PZdf2J6JvPQN98Bru7Dv0la7JyeQ1CCCFmBgk+x6GuxMNJDSX88/Uu7CHZwaVVfkJxJ6tbZg4V8Li4+IgKPnFaPUfXF/HHl9u58pev8esXWiZUGV9X4uH7b1nKtSfV8cSuHtZ97yXubezEsh1Mwxj3FLxkSrNjd1csHfDtuv7EfA9HCCGEyAkJPsfpP94wj86wxZO7egfdvrTSB0BT78SmwyejzG9y2epKPnLKHOpK3Pz02Rbe+n+vDQSQ4wsEXYbi6mNq+MHlS/Gbiot+uolP3LWdvV3RQ4qmRgoyJ9OmSQJWIYQQQoAEn+N2wYpy5pd6uG1986BA7+j6IjwuxSPbu3M2luqgO10Z7zYU//PwPi79+SZ++XwLneHEuI6xojrAj69cztvXVnNvYxfr/ncjJ313Awd6Y4NaTQ0XZKYKsiZSrDQ0YNVaglEhhBDicCTB5zglHPiPN8xnb3eM5/b2pW/3u11ctaaavd1x+kZoRD9dllb5+dfT5vCOY6op95v8/LkWrvzla3z5gT1sbgmP+Xy/2+DDJ8/hjnev4tqT6nipKcQR//M8f3q5LR2EDhdkDi3IGo+hAWvC1tLkXgghhDgMmfkewEwRcBu8fW01n/3HTu7b0sXJC9N99jl3eRm/frGVV5v7ObmhZJSjZJ9SimXVfpZV++noT/Ds3j4e3dHDA1u7KfO5eO8JtVy4sgKvOfLvGUGvi6uPqeGUhSXceN8ervxVI5euruBDJ87hTasqhp2ODyccAm5j3AFoKmBNcbvUhLOnh5uvXLgw30OYstlwDUIIIbJLvvnHyTAUVcUePnH6XB7Z3sPrrQcziw3lPqqLTJ7e1TepXYmypbLIzYUrK7juzLlctKocl6H47uNNvPnnm/jNi61jVuU3lPu45YqlXLWmige2dHPJzzZRf+MzfOGfu2jqSVZAp6vjw8nqeFnLOX1OWVTKKYtK8z2MKZkN1yCEECK7JPicoM+ePZ8yn4tbnj4wqOn8v5xST1/MZuvAXu/55DUNjp9fzMdOncN7j6+hMuDmtvXNXP6L17jr1Y5Ri5O8psFHTqnnj+89guvPnc/8ci833reHBTet522/3MwTO3uwHAfTZeBzqUm3aRpr2l2CWnhqZw9P7ezJ9zCmZDZcgxBCiOyS4HOCSnwmX7loES819XPflu707WcsKiXgNnhoW8+ktsOcDkopFlb4+OBJdXxgXS0lPhffeXw/b/nFJu7fMvre8T63wTnLyvnGxYv59TtWcPlRVfzjtS7O/OHLXPnL13h5fx/hhINlOxio9K5J4zV02n1osDmZivrZ5nP37OJz9+zK9zCmZDZcgxBCiOyS4HMSPnTiHNbUF/Gdx/bTPdDs3XQpPnRSHa2hBNvaJ74V5nSbV+blX06u4+pjqvGYBl95cC9X/vK1ce0+M7fUy0dPqed3717JB9bVsrk5zPm3beLin77K/t44AbdBKD5QHR+x6I1YYwaiSg0uWhoabI63ol4ypEIIIcTMIsHnJJguxe3vWkXUcrh7U0f69otWVRD0Gty35dCdkAqBUorl1X7+9dQ5vOXISmKWw/+7ewc/evrAuPqEFnlcvOu4Wn737pW8f10tz+3t4/QfvMRXH9qbDALjNgf6YrSE4uPOWKaCR9+QTOh4K+olQ5p907XVphBCCAFS7T5pqb3X//hyO5etrqTUb+J2Gbz7uFpueeoALX1xaos94z5eS1+cHz3dDMDCci9FXhdXzo8TK3ZGrVSfDKUUR9cXsarWzz9f7+b3G9u47/UuvnrRQlZUB8Z8vt/t4t3H1XLBinJ+9HQzX39kH99/sonLj6ri2pPqWFMfxOdShGL2mBXxqeARnzmoGn68ksGqVM1nU+ZuS+q6x/I4EiGEELORfGNPwW1XLac/YfOjZw6kbzt/RTkuBc/tHXs6OyVhO+nAE2BXV4xNzWEaWyN87aF93HjfHvb3ZG+/7RS3y+DiIyp4+9oqopbDv9y5jS8/sIcD49ytqTro4fPnLeBHVyzllIUl/G5jG2fd8jLff7KJ/rhNdzhBaygx6pT4ZBrWZ5pMz1EhhBBC5I9kPqfgyDlFfPqs+Xztob2cv7yctXODlPpM3riinPu3dHHOsjL84wiqHtjaPeZjblvfAsB7jqth0cCWntmyoibAJ8p9PLGzl4e3dfPQtm4uOaKSq9ZWUV/iHdfz/+vcBfzLyQm++/h+/uueXTy0rZtvXLQIn0cRcBsEvS5CA034MzOcQ/t/ioO+c9mSfA9hymbDNQghhMguyXxO0efPW8CcYg/fenRfunr88qOqsBx4esg+8MNxtObZPePPkv7yhVZuvG8Pe7qyW9Tkcxucu7yMT5xez9q5Qf66uYN3/uZ13nN7I6+NY7ckSPYZvfH8Bj6wrpaHtnZz9o9e5vYX27AHmtK3hOITWg96uFs7N8jaucF8D2NKZsM1CCGEyC4JPqco4HFx86WL2dsTZ8NA5fjSKj/nLS/jyV29dIWtUZ8/2cninz+XDELHu5f7eJX4TC45ooJPnl7P6YtLaAsl+NiftnHLU03ErLGDRqUU7zqulluuWMqCch9femAv6/53A8/t7qXI7aLSZ+I4Ot2OSqrVR/bAli4eKNDitfGaDdcghBAiuyT4zIK3HFVF0OPiH68d/JK99qQ5GEoNqoYfjlJTW6v4vScO8NDWbhJ2drOJxT6Ts5eW8ckz5nLsvCB3vNTOVb98bVx7xkNyKv47ly3mv89bQG/U5uwfv8In/rKNbV1RDvTGiFsT7+d5uAWqNz2wh5se2JPvYUzJbLgGIYQQ2SXBZxb43AYfPLGOR7Z3s6m5H4CqIjdXHF3F7q5Y1rOTQz2+s5evPLiP1r7xFQpNhNdMFiW9+7gabK351z9v446NbeNqpK+U4g1Ly/i/t6/gXcfWcNemTt70k1d5ZMfBHW9SBUep6vjRAsuRAtXDLSgVQgghZjIJPrPkxgsaqA66+dpDe4kMBEdXHl2FUsngcDRH1I7d3mg8bnm6mRf2haZlh6XFlT7+9dR65pd6ueXpA7zn9tfHHVT73AYfOLGOH16+lKDXxcf+tI3NLf30DjToD3pdRMfYbhNGroyfSb0+F960Pt1Ds6F87GIuIYQQYraR4DNLgh4XP7tqOft64vx0fbJtUmWRm8tWV/JSU396J6ThLM5i9frfNnfyxfv3Eh/H+syJ8rkNrjmhhgtWltPUG+ftv2rk9g2t6WB7LMuq/fzg8qWsri3i7s2dfP2RvekK+OECS8tyaO6NY1kOzkDR0nB9Q6farimXdnfF0Defgb75jEH9NIUQQojDReF/W88Q4YTD2rlB3nN8DX/d3EFfLBlsXn1MNQbw0CjtlJZWZbd1EsBXH9o3asA7WUopTlxQzEdOmUNtsZtbn2nm8l9s5p+vd40r41rkcfE/Fy1ibqmHLz+wl8/9YycxyzmkX6fjaHZ3x9jXE6U9bI2a3ZRen0IIIcTMIcFnlqSyb584bS5xW6d7d1YHPVx9TA2vNIfZ1z18o/hS3/S0W/3u403s6cp+c3pIrmn9wIl1vO+EWoq9Bl97aC/v+E3juFpA+dwGZy8t4y1HVvKDpw5w5Dee5/m9fViWk1672Rux6OpPUOx1URUwB2U3D5c1nj9+6zJ+/NZl+R7GlMyGaxBCCJFdEnxmSSr7dtz8YpZV+fjb5s503893HFuNz1Tcv6V7xOe/fW3VtIzr58+18Hrr+CrUJ2NBuZePnDKHi4+ooDNs8b7fbxk1y5tiKMUnTp/LTRc00BZKcOr3NvK/T+ynsz/Ozs4ovRGLqO1Q7DExTWNQdjOccOiOjLx70mwJTlfUBFhRk531wPkyG65BCCFEdknwOQ0+f14DOzqi3DXQZsnvdnHJ6kr29cToH1jjONSyKv+0jed3G9vZO0LWNRuUUhw3L8jHT6unusjNTQ/uYf3usRvsA5y6qJSfvW05R88p4rq/7uRz/9jFjo5++hM2iyv91ATdhzwn4DYwDQPLdggnnEOCzZlUgDSav27q4K9jtOoqdLPhGoQQQmSXBJ/T4F3H1XD8/CC3Pt1M88A+6RetqsDRsLGpf9jnGIbinGWl0zamnz3bQnv/9LZ8CnpdvG9dLeV+k+vv3TXunqAVATdfu2gRlx9VyW82tPH5e/cSijmU+EwM49AWTIahqAm6KQu4CbiNQ4LNiRQgFXKW9OZH93Hzo/vyOoaGcm+6On/hTesn/PxCuAYhhBCFRYLPaaCU4s73HIFS8KOnDwDQUO6jJuhm/Z4+7BECnWOneRvCHzx5YNyV6ZPlNQ3ed0ItfreLf79rO/t7xpdxdRmKj582l/93xlye29vHh/+0jZbeKE3dMbrDiUOymJnT8AG3QdDjwnE0jqMnVIA0W7Kk02XX9Semq/N3T9P6YSGEEIcXCT6nSUOFj4+dWs/jO3vSGcd/O30ufTGbZ3b3DfucgMfFcfOmNwC97/Xp3+ow6HVxzQk1aODjf942oYD30tWVfPqseWzYH+ITd21nV3cEZ6AHaDxuD5ulNAyVzJDG7Qk3oJ9JbZqEEEKI2UC+cafRv5w8B0fD3zd3AnDKwhLml3l4eHv3iG2QTltUMq1j2tjUz7b2yLSeA5JT6VeuqaIrYvOxP22dUOP7C1ZW8Pa11fzjtW7++Vo3MUfT3Bdnb298xCylR0Ek4eAZkuwcK7MpbZqEEEKI3JLgcxotqfJzwvwgd2/uoD+eLDT65iWLQY+861GZ3+TYuUXTOq7fvNiGlYM1jkur/LxhaSk7O2P8ZYJFJx88sY6TG4r5ysN7eXl/iLqgh3Kvi4BppKfXM7OanVGbrnCCvb3xQVlOyWwKIYQQhUW+kafZ/75lKV1hi1sH1n7WBD2cv6Kcl5tCREfIxp2+ePoKj1I27A9N+zkATl9UwtxSD99/oontHePPuLoMxX+du4BlVX6uvv11XtgfIupowpZDSyhOKGYPympWBUzKA27cLgZlOVNrQlNV8TPJr65ewa+uXpHvYUzJbLgGIYQQ2SXB5zQ7qaGE/3fmXO7e3MmL+5IB32VHVmI5sLFp+ACwzG9yckPxtI7rH6915ST7qZTi6rXVeE2D6+7eQSQxfKup4RR5XHz94kXML/Vy1S8388zuXnwZOyA5jk5nQg1DsajCR0XAM6P3fs80v9zH/PLs7341WanK94lUvRfaNQghhMg/CT5z4EsXLKQm6OaOl9oAWF4doLrI5KldI1e+n754etd+AmxqHr7tU7YVeV1ceXQVPVGb2ze0Tei5JT6Tb1yyiOqgh/fc/jqvtoapDXrSBUZRW6cLjUZavzlTp95/v6GV329ozfcw0lKV7xOpei+0axBCCJF/M+vbeIYKeFy8/ZhqNjaFiNvJ7Fuq8v2lEfp++t0ullROb8ZoZ2fuWucsqvRRVWROqtq+IuDm6xcvwuMyePuvGukIWwS9Lkp8JhU+F4ZSeBSDqtpTW3T2DhR2zcSioluePsAtA8s1ZqrZcA1CCCGyS4LPaTK0xc8bl5cTszSvHEgGm6csLKGqyOShbd1Y9vDZz7klnmkd40iB73RZXOmjI5wYMds7mrpiDzdduJCOcIJLfvYq0YRDwG3QGbWxHIf2iMWB3hihgR2kwgmHA30xdnRG0rcJkW0Lb1o/pSb8QghxOJLgc5oMXWd45pIy3IbiyYEqd6UUnz17Pv1xh1dHmP5WSvGOY6qndZwjFT1Nh7mlXiwHdnVFJ/X8I2oDfO6cBWxqDnPj/bvpjVg09cSS6z9tjaMHV7kXe0z8pmvQMQp5RyMx8+zuiqWb8AMShAohxDhI8DlNhq4zDHpdvOWoSu7b0pUuujl2bpCg1+C5vSNXni+r9k9r4/lcFB2l1A9kcre2Tb7P6JlLSjlzcSk/eLKJzc39tIcT9IQT7OiK4Fg6/XobhqKuxMPcMi9B78EANBvFRxLAiuFMZk2sEEIcjsx8D2C2ShW/ZPr4aXO546V27t/SzaWrK1FKcdnqKn77Yiv9MZuiIY9PuWBFOS/sy01rpOlUETAxDcWW9ghnVUz+OB88sY7n9/Xxrt9t4RsXNVDshu1tUaiC+bYmOMqnOhmcTq34KBXAgnnIe3w4SFW9p37edf2JeR7R9Fh40/oxA8mGcu+wtx0Or48QQkyWBJ85dOqiEpZV+fjjy+1cfEQFhlKcs7SM37zYyoamEKctGr6/p+lS/Oupc/j+k9kv3HDlsAjHUIqKgMkTO3q4dnlg0seZV+blxvMb+NRfd3LnKx187g3zWFbjZ0Gpb1BQGYrZtITi1AY9BL2u9NrPqRYfZSOAHY8733PEtB5/sjKDqVSQNZJCvYbxSE2pT1Tm65NaEwoSiAohRIoEnzmklOIL5zfwzt+8zlO7ejltUSmLKn3MLfHwxM5e1s0vxmMOH9BUFrl5+9oqfrexPatj8ue4/dDyaj9P7uolYTtMpZb/uHnFLK7wsbU9ytxSH4s8LnwuRXigECkVXDo6uS98KG7TF7MwlMIwvCNmLB1HH3KMoYbLak+HqqB72s8x3WbaNWRmO4fLak7URAJ1IYQ4XMiazxx729oaijwGz+7pS9/2n+fMJ2Zpnh9jan1FTYCLj5jCfPUQb1xelrVjjdeiCh9aQ0tfYsrHOnZekFcO9NMTszG1ZmdXlN1dYZr7klts+lyKmKXpiVr0RS2KvSbVATeW5dAbsYZdsxlOOHSHE7SGEnlf0/mLZ5v5xbPNeR3DVM20a8gsIJIspRBCTA/JfOaQ42giCYcjagO82hxO3766rog5JW4e39HD8fOCI2Y/AY6bF6QvZvPo9p4pj2d13eSnvieryJO8tvAEdjoaydFzirjz5XYe2d7NqtoAsYRNzIFITMNA3Bi3HEp9JrXFyan3cMLhQG8yszVcBjTgNgi5DCzHIZxw8rqm8xfPtwBwzbq6vI1hqmbCNWQ72zkSWQsqhBBJEnzmUKpQ5YIVFXzpgT30Ri1KfMm34HPnLODjf97OSwf6OWH+6Ftrnrm4BEdrHt/RO+mxXHl0VfrcufRSUz9KwYKyqTfQTwUKu7tinL6wBDtg4tianniCHZ1hVlYGmFfmoypgYg4E9AG3QW3Qk/45JXO6vSboTv8sRjcbAqrJru2cKJmCF0KIJAk+cyhVqHL2sjK+9MAeXjnQz6kDRUarawNUBkye3NnL8fOCKDVyQYxSirOXlrGsys/Pnm2Z8Djec1wNi6Z596ThxCyHF/eHmF/qxZeFwG5OiQdDQUc4QdDvJuA26I1axGxNb8ImrqG+NBloptojAelsZmaA2RpKYDkO4CbodR2S8Rz6/Jm2W9J0makBVa6ynUIIIQ4lwWcOpQpVTmooochj8OC27nTwqZTiI6fM4aYH9vLc3hDrFoye/QSYX+blv86Zz1O7e3l42/im4f/jDXPxu3M/ldwbtfi/51qJW5rrzpwHTGyP9+G4XQZVRW6ae+PUBN0D2UuDlVV+uuMOVYGDH+9wwqElFAeS0+2pMaX+Cli2g+kyRsx2Dn3+RKfjXznQj7rusVkd6MykLGiusp0jmUmvlRBCZJsEn3ngcxv8y8n1fPuxfbScFKe2OJmdO3tpGT9/toX7t3SxtMpH3TgKhU2X4ozFpZyxuJTeqMX+njgdYYuo5WSsd3RTG3RTnIdpdoC93TF+t6GNuK352kWLOLq+iGjr1INPgKDHRWfYYl9nlH47mZkMuH3UZWxN6jgay3LwKoXhUvhcaiBzmdEuKeAetcJ9pOn68YrbOq/BTi4Ueha0kLKdhf5aCSHEdJLgM08+floy+PzTK+185JR6IJn9/PZli3nnb1/n9xvb+cLxEztmic/MyzrO4ViOZmdHlEd39LC/J07AbXDLFUtZWuXP2jm01pguRWfE4sUDIbTW1BZ7mVsyeA1nOOHQFk7QH7cp8riI2pqgaQzKXo6VyTQMRYk/t6/tPz54ZE7Pl02Zmb35ZZ4xHp19wzWIbyj3zvpfAIQQYiYojEjlMNRQ4eNdx9Xw2xfbeNOqChrKk2swq4MePn3WPL7y4F62ddgUz8nzQMcpmnDY0h5hW3uEvV0xeqI2GvCZig+eWMdbjqwk4MnedL+jNd9/soktbRHed3wN80o8VAXdlPnc6ar21LS6z6Uo8rio9CULj2ZKIVE2X69cy3dmL9/T6hORCtTf3hDh6Tt7ZApeCDHrSfCZR9+4eDF/fLmd7z/ZxNcvWpQuMjpveTnb2yM0de+l1+obs/o9X/rjNlvaIry4L0RTbxxHg880OGZuEUsq/ayo8XPigmLcruwGe3Hb4asP7uWR7T2874RqPnH6XCr8JhVFnnQGM3MXotQ+7h7PoYVE2eA4Gkdnv2fuD59sAuCjp9Zn+9A588Mnm6jwm4cEoBJoHZR6DRobG1n1k9Y8j0YIIaafBJ95VFPs4dNnzecL9+3m4e09nL20LH3fh06awx0PN/H717oo85ksq87edPVUxCyHzS1h1u/uozWUQJPs3Xn5UVWcuaSUI2oDGKNU6k/VtvYI335sP5tbwnz81Dm8/Zhq3AaYhoHPpeiNWACDKtY9CiIJhyr/+HYwmqhwwsFBZT2qveOl5LrYmRx83vFSG0fVF/HIR9cMun0qgdZk91yfCaQQSQhxOJDgM88+feZc7nipja89tJeKgMna+iCQ3HP9oiMquHNvlN9tbOP8FeWcMH/0FkzTqTOc4ImdvbxyoB/LgRKfi/ccX8OpC0tZWuWb9nG1heL83/Ot/OO1Tkp8Lm5761LOWlZO1LJI2IqA26C1P0FzX4wij4u5hi8dfLZHLA70xvC7DUp8Zno6PltZ0IDbwEBPvWv+YSYz0Jro82bKlPpE5Xu5ghBC5IIEn3kW8Jk88pGjOeG7G7j+nl187y1LWVSRXP/pcRn8/O3L+diftnFPYxevtYR5+zHVeEfZASnbOsMJHt/Zy0v7+zEUnL+inDetquCI2kBOAuHWUJzfvtjGP17rxEHz5iMr+NCJczh1USlBryvdexOgL2qBVhR7ktPtqSynz1AEvSaB9HpPM6vrPg1DYSicrB3wMCFZPSGEODxJ8FkAqos9PP6xNaz91ot88b7d/PztK9L3lfhM/u/qFdy+oY3b1jfzo6cO8InT63MS+D2/t4+/v9aFoeDyo6q4+phqKovG0f8pS/70Sjvfe6IJ01C885hqrj93AQGvC1/GdHmqAt1xNHNKklOtqSbwoZhNb9Qi6HGxtMqfnmrP55aZQoxXZmb4CyV5HowQQmSRBJ8FYn65jw+dOIdvPbrvkPsMpXjnsTXs64lxb2NXzsbU0pcA4PfvXkVVDoPOlG3tEQD+8r5VnL6oLB1opoLKzEByuFZImVlO2ZFIzDSZmeEbb3w4jyMRQojsUlrrfI+hINx4441twO58jwPA0RgOyrX+qSfLTj7llA4FTgLDn9Aun6G0rdAOoFzouIXhtbVyK9AOyqXQWqMMUzlRA23ZWnkAErj8BtrSKJeDMk3sqIMyXei4obRlacPnUk7MxIk5KLcC29bKYyidAGW4scM2ym2gHY0CUArtGGjHQRkADiod/WmUYaAtEyemSVaCK3A0GAqcp556surkU07tzLxNJf9g2BhuABdOInW81P0AWkPmcwpEww033FA90p2F9PkqBE8++WTVqaee2p7vcRSSMV6TUT9fQggxk0jwWcCUUs9rrSfYan5mmM3XJsYm7/+h5DURQhwuZka3bSGEEEIIMStI8CmEEEIIIXJGgs/Cdmu+BzCNZvO1ibHJ+38oeU2EEIcFWfMphBBCCCFyRjKfQgghhBAiZ6TP54Cvf/3ruqysLN/DGMTn8xGORLEdjSu5i86s4fP5iEaj+R5G1hw4cKB9tFY4hfj5yqdCev8dTUH8HRvtNRnt8zXZz9Zo59vekbx9SaVvwsedLhMZUyF9vrJpOq5rrH+7hJgOEnwOKCsr49prr833MAZpbGxk+fIVhBPOrGuU3tjYyMqVK/M9jKy58cYbR+3hWYifr3wqpPc/tQ1rvv+OjfaajPb5muxnq5Deg2ybrdc2Hdc11r9dQkwHCT4LnGwHKcT0kr9jQgiRW7LmUwghxCD/+fed/Offd+Z7GIMU4piEEJMjmU8hhBCDPL27N99DOEQhjkkIMTmS+RRCCCGEEDkjwacQQgghhMgZCT6FEEIIIUTOyJpPIYQQg8wr9eZ7CIcoxDEJISZHgk8hhBCD/PqdhdcjsxDHJISYHJl2F0IIIYQQOSPBpxBCiEE++ZftfPIv2/M9jEEKcUxCiMmRaXchhBCDbGwK5XsIhyjEMQkhJkcyn0IIIYQQImck8ymEECKvFt60nt1dMQAayr3suv7EPI9ICDGdJPgUQgiRV7u7YuibzwBAXfdYnkcjhJhuEnwKIYQYZHm1P99DOEQhjkkIMTkSfAohhBjk1iuX53sIhyjEMQkhJmfWFBwppWT7CyGEEEKIAjcrMp9KqQ8C65RS9cCHtdb78z0mIYSYqa79wxagsLKNhTgmIcTkzPjMp1LqNGCf1vpaQAO/zPOQhBBiRtvSFmFLWyTfwxikEMckhJicGZ35VEoZgAI2AmitL1FK3a2UqtZat43j+dcC1wJcc801nHHGGdM53Alrb2+nsbEx38OYFrP52lIK/fOVT4fD+z9RM/01kXZJQojxmtHBJ+Aimb39glLqe1rrTcArgBdAKTVHa31gpCdrrW8FbgW49dZb9cqVK3Mw5PFrbGyk0MaULbP52lIK/fOVT4fD+z9RM/01mWi7pKHBqhDi8DEjg0+l1HKt9RatdUIp1Qh8W2v9+sDdL2mt9ymljiCZdfpk3gYqhBBiWJnBqhDi8DLjgk+l1FnABUqp+7XWD2qtW4CWjIdsUEotBH4K3JT7EQohxMy2tj44rsflMns53jEJIQrfjAs+SRYVHQCOV0oprfUDAEopl9baBuYAvwfeprWWrTKG4TiacMIh4DYwDJXv4Ygck/dfjOU7b14yrseNlL1sKPeOOfU+0WB1vGMSQhS+mRh8vghsAc4BjkvGn/rBgcAToAh4uwSeIwsnHHqjFmAS9LryPRyRY/L+i+kmxUZCiNHMuOBTa90H9Cml/g5cQrK/Zxh4FnBrre/J6wBngIDbAMyB/4vDjbz/Yizv+k2y6v7X7yycAqhCHJMQYnJm7LeP1roL+CuwDTgf+AlQmtdBzRCGoQh6XTLlepiS91+MZV9PjH09sXwPY5BCHJMQYnJmbPAJ6QD0UWAZ8MOB4iMhhBBCCFGgZty0+zBCwKe11k35HogQQgghhBjdjA8+tdZhIJzvcQghhBBCiLHN+OBTCCFEdp3cUJLvIRyiEMckhJgcCT6FEEIM8tWLFuV7CIcoxDEJISZnRhccCSGEEEKImUWCTyGEEINc8YvNXPGLzfkexiCFOCYhxOTItLsQQohBOsKJfA/hEIU4JiHE5EjmUwghhBBC5IwEnwXEcTShmI3j6FlxHpEfh/v7e7hfvxBCFDoJPgtIOOHQG7UIJ5xpOX7qSzkUs7N2HsfR9EYseiPWpL7sxxsoSEAx9mswHe/vTJTtv0fj+exl6zFCCHE4kDWfBSTgNgBz4P+gdfLLKuA2Rt2HO/WlBgzas9txNOGEk35+6ks5YBoYSuFzTX1v73DCoSUUx3Gg1G9SE3RPaM/w1JjAJOh1TflxhWzo+zHSbanbU+9pwG0QtXXytrhN6jMy9Hmp1yjocVHiO/g5OtwM/Xs0VeP57GXrMYXinGVleTt3Q7kXdd1jNJR72XX9iQUxJiFEdknwWUAMQw36UkrYetCX1dBAJfVnx9G0hOIDx/Cmj5H6snOcZEDqcynwmTiOxrEcorYmOMVPQMBtUBv00Bu16IkmCLgNSvzJg6bG53MporYeNogeb6CQ7YAiH4a+H6kAcuhtqV8UUu9psdfE0XpQUBlOOHRHEvRGkp+ZoNc16DUa6xeAkT5L43luoRv692iqxvPZy9ZjCsXnz2vI27lTAae67rFBt+dzTEKI7JLgs4C5XWpQBmto5iQz01Ub9AAM+mJLfdk5zkAQ6zsYxKYCnalIBSypL/qINXiaMzW+kFI4WjNcxme8gUK2A4p8OOT9SAcig29LBZKZ7+nQ4D3gNgjFDLr6E7T2x1lc4afEP/6M2kifpZmQlcu18Xz2svUYIYQ4HBT+r+Az2ETWeKUea1lO+jlKHfyyCsVsTK2JJBwM26G5N45HQclAQJkKPFKZUDj4ZZcKMuNxm+7+xKhT+RMZc+bauqDXxZwS76AvV59LYShFhe/wngYGSL2cqdcg6HGl34PUbQHTwLIceiMWACV+kxK/mc5Mpt6X1M8+l6LY68LvNoa9f7T3MOA2Br0nqfcqG0sxBl33LF3nOJnrmkmvxYU/eYULf/JKvocxSCGOSQgxOZL5nEYTySalHturoT9hp7NemfdFEg5d4QRtoTimoaDMR13JoY/LnMIFaA9b9MUsWhMOoCjyGIOm5zOnXIeOebTp2aHTvEOvMWprHK2Jawoq45OPKWZ74JwAobhNic8ctFYzFLcxlKInYhGx7HQmM3V/5rIKIP3n2qCHMsOdzpw6TvIXEMt2IOAe8XUf+n6l3qtsLMXIVCgZ1cm+5yOt020NJQa9xuNZzxuK2bSE4tQGPen3tlBFxijWWnjTenZ3xWgo9+ZoRGOPSQgxcxT2v4Az3NA1XqN9AaYea1kO/Qn7kPscx4XPSE5fuwyN1gYVPtegLOZwU7gAlu1Q7DGpLTqYebQsh15HHzLl6nMpenXyfmeYYHTon0cLKDKvv5DWFOYjIHINWuYwOAucen8dR2O5DVCDM2NDp+CtgeUN5R5XxvMPrv+1HAfTZUzodZ+u9YiFss5xsu/5cM8LJ5xBr/FIj0sFm9UBN6ZpzIiM53jt7oqhbz5jWs+RKjwaauFN6wcVIgkhZh4JPqfR0OzSaF+Aqcc6bgPTNAYFrKGYTSienK6rDriJ2pqqgEnU1nRHEoRiRrrKPLkW0E5P6wIQcONzqUGtZzIzaZkBQjiRDH774lY6aMk81kQC6szrT7X/yXcGDPITEBmK9Osz3PWHEw5x28Y0DOYUJ9+T1PR7allFSmfUpi+WzJR6UxXwGhw0htukzH/w/XYcTW/MGvQZGXZ8E1iPOJFfJAplneNk3/PhPu+OoynxmoM6S4x2/HDCAcsh6EkuTcl3ID5TDA0wz/rhSwA8ur0nH8MRQmSRBJ85NJ7ALR2EOpr4wPrPllAcR2tKfcngIVWpnio6iVs2rSGoCbrTU7iZ07pBryt9HEhO1VYH3OlK9MwAIV29HrFo7otT5E0GQ5njHBpQZwbAqdsyM0I+l0pm6zR4VDIQ1VoPun7H0bSHLSp8LuKarGRIM4+fOa5CCYhSUtPkCRscbFoSNn6XQV/cImbD4gofJX4zfT0VPhfgpcLnojNq0xNNgFaU+g8GRKlgP+hxYRoGlu2kr39oW66JZqULZSp9qPH+IjQRw33eM/9+DdfmLHNtZ23Qg0fB/lCCKr+JaRpjdoAopFmCQpSZER3ajkkIMTOMGnwqpT41yeMqQGutvznJ589KE8mEhhMOsYHp1dSUa+oxmS15aoJuWkNgOU5GoHVoBiZz6jY1fc4w7ZYMQ6UDndb+OEUDU7sjjTMVAKeCm9RjU2sP47ZNwk6Oz1AKI6qwHIf+uJPO6IJJKGbT1BujP27iH7iGqQY2ma/vaNcwUdkODgJuI52d3t0d40BvlKDXpNjrwjB0+pytoQSW41Dmd6fX+taYRjrLWRUwh83Epd7vVGZ7aFuuiQaThTKVPtR0B8WprGfmTMBIr2fqtjklXrpjNl2R5L7k1UVuQnF71A4QhbA29OJVFXk572hSY/rUG+anbxtuWl4IUfjG+pdtHfBBksHkRP1kEs85rAz3JZ7ZG9NrGsNmp1JBRGYAOjSrl8q+eFRymrYqYA76IhsrgDAMRbHPHDS9ONxjU+dPVepDspIbIG7ZdEdtSrwGfs/BFkLt4YO7IaUqrn2u5DX6XGrQsoPsvr7ZCZgmG+SMFLRm/lLSUObF7zYIDLz3UTv5mrSGEsQtG4/pwudS6bW+jqPpiFi4DdK/SAx3nszMdmbWe+jrNJ7AutAyxynTHRQPN6swdD0uJDsH+E0DdPJnX8CkP+4mNawSnzko81mIMgO8QlGIYxJCTM5Ywef9WuveyRxYKXX/ZJ53OBnuSzwd2PhM3AMZraFV6HAwi5e6z+dS9EaS6zRrgsl1oakK+Z5ocu1gZmX8aFKBYW3QM+4enIahBmV7UuMq84HHdKXXGzpO8gs3M7BOHaPEb9IbtSgZON5UDX19sxUwTTbIGStotaxkCy1UcqymaRA0k5kwy3HSr2PmcXojFvt7oul1osOdZ2hAaZrGoKx3oa7NnajpDoqHC9JTy1Z8GX9Xo7ZO97yN2smivkUVvkN/IRjhX9/k3wtZGyqEmL1GDT611pPOXk7luYeL4dYkpnYhCriNQTscZVZEZ/ZkzGzk3twXG7T+LOhxUeU3KfK4qAoMfquHrtXMDPZSGZ6g52Df0NT0eGZWNdWsfrim6Aczsq5BX7ipY6uMApyUQp3OHWqyQc5Y19cettjcFgataQklKPWbuFTyeWV+96CuBo7jwrKSVdcBj5HMtDHy1PDQBvZgYmrN9vYI80s8eDIq52fCezBdJlpAl5o+z5xGHy4bmvnckdYiD3eefEkV9zzy0TV5HUemQhyTEGJyprygSCl1DqAZWOcJ7NBa75rqcQ8HmX05U0UnZQF3OmtoGgd3OEp9EbaE4hS5XaBIT9tZlkEoYTMv6CFeBLbt8JsX29m4v5+I5WCoZKufy4+q4oKVFem2P71RRU8kcci6wFQAkmrZNHSv8NSatv64TZHHlV7rNnR92tAlAJnH7hmmmXk2vnQLuVhjuNcjc4xVAZMFJV5uuH83d7zUPui5dcVuzltezhmLS3nD0jJqgm7awgkcB4rdJvv7YmxvC/NsUz/VRSZnLilPr911HE1goNVP5i8MW9vCbGrux9FFLKsODBrj4Wq8SypSn+PUEohQwiboPviL1mhrNUeaxRBCiMPFlP7FU0qdrbV+cMhtxyilONwD0PEEQZlBXmbfwNSXkzXQhzNTzHLoC1vs7olhAOVFblxK8dKBELu7Yjy6vYcN+0PEbY0vNbWtoD9u87NnW6gtdvMfZ83nX0+tT/6qMLCctzdisas7ysIyX/qLM9nzU9MbsagKmDT3xQkMrMf0uwy8voPB8WiV5UMLKIJeF0odfE0sy6E9nDyHaY6ecRuu6X1mtnes4CGfe5pn9uLMzCSndEYsLvjpq+zpivG2NVUsqfJjO5reqM2rzf38dVMHv3qhFUgWrqys8dPcl9yxqq0/gTWkj+T8Ug9vPqqK85aXcVRtgH29MeaVeKkoSi6nqPSZ1AQ9VPrMgg7ap8PQ7H1qujxz5iH1uNE+bwAdEYuuSIJ5pT5KYNAvFsNVw0/XWmQhhJgppvrrdtfQG7TWG5RSZwO7pnjsGS0zCBqrvQ2Q8aWU3AazJ5ogEreTP8dt7n61g288so/X2yKjnreh3MvFR1Rw6sJSjpoTwO1KHjNhOzy5q5c/v9LBdX/dwW9ebOXnb19GTTCZtWzujROK2QMV68lAtMJnsq83huVo2sMmraE4FX435UVuLFsDGtNyYGCtqYPGccxklbtlEzKT0/2pNYvd4QS9ESud/Uv1sQzFbJoH1ouOtS516OvaGkrQFYkTszSLK/wDAcHIX+ZjNc2fLo4mXd0/NJMMyeD/5O9tpLkvzjcuWcRx84oHPf8qqtFas6c7xov7Q7zc1E97f4LKIpOFFV6qi9wsqvCxsMJHKGbzWmuYjfv7+eFTTXzviSYWV/q4dFU5R9cVcfyCINXFPqoCJkfXB9Ofz5EqrEdaHpIK1oa2DJoJgWwoZrOjM5LMHPtcFHvN5LS5b/DnYLjPS2ptM3gIJxxcaMr9bqoC5iHLWZLnieJ3K+YavpH7+zqaWMJJ//0o1NdNCCGyYdLBp1JqrdZ6w8DPVwBf01ovS92djcHNJEO/cDOzG+GEw4He+KBtE4fbKch2NPe81smvX2zlpaYQ51b18r77Y+zvidEbs2ko93LN8bXUFLupKnJjGor+uE0oZlNZ5GZVTWDEAMrtMjhrSRlnLSnj3sZOvvXYfs6/9VXuet9q6ko86XWfFT4XOzujNPfFUY6mM2Ixv9hDsceg163wuqErEqfG78EwDZp6o0TjmspAMih1HJ3sO0lym9CeaALHBtOVrHJv7Y9T4nXhjtsc6IsRSTgsKPFSX+I9ZF3qcIa+rpbtYCoDY+CpY00bD8065WqNo52a8lbJz4aZsUYzFLP5t79sZ2dHlK9ddGjgmaKUoqHcR0O5j7ccWTXq+dbODXL1MdAdsXh4ezd/fqWD7z5xgPOWF1NX6qbU7yZqH9yhyrIc2kIJKn2HBp6pSvuQmZxW7o1ZxCyN11SYhnFIy6CJBvTZClYnehy/26DITC4Xycx8Dt01LLXW2nE0HgWO1vgNIz1j4fOY6U0ffC41qK8qgN9UFHsHL1vpDicIuQ6ut06thW4JxQdtfSuEELPRVDKfO5VSCwem1x8A/iXjvtmzj9w4Df3CHdq4vdjrShYmxGyCXhceBf0xGw/JL/54wua/79vDj9c343EpVtcG8LoMirwGJywo5qJVFaytLxo0XT1ZF6ysoKHcx3//czcn/u9GGsq9vHFZOQsrvGxpj/Bqc5imnjit/XFsB85cUso3LlyIgYGpDLriCWJeTbXbTBY+uZMNzss8Bi83h+gIJ1hRFaDXgriVwHIUK6v8VBe5KXIbOBpifYoi00V/3MEwFHUDgWsoZo/agDszU+Q4mhKfSV2xMe62NUOD01ytcXQNVPA7Q3qrhhMO9zZ28IvnW7jiqCrWLRg+8JysMr/JW46s4sIVFXz7sf3ct6WL4+f1smZuCZbl0Bm36Y1b7OgI0xW2mFfmIbPDYzjhEI4l2NUVY2GZj4Dbkww4jeRuTGUeY6CB+sHnTDSgz1awOpHjBL0u5hq+Q6rPh1b7pzo59Eat9BKStlCCoNekrMid3k2qtT9BX9RiTol3UOszgLllB8/jZPwSkrk5RMCd3EmsNugpiCn4q9ZU53sIhyjEMQkhJmfSwafWukcpdTywS2vdA2Su/TzsMp8jfeGmppcdrSn2ubC0Q3NfnP6Yzf7eKLttTUWRh/3dER7b2UNDuZdbrliG320Qbd3FxTULp2W8q2oD3PrWZdz7eicv7gvxyxdbiFmaIo/B/DIvq2oDnF1Sxvo9vTy1q5e2UIxgwI3HANNQGAMBwOJyfzqA294e4bl9fWhHUVvsZXGFn1DCpD9uY5oGJX4znfXd251cj9o+0HwbDgYPozXgznxsqudiqiVRITNUcg1tW8I5JFD73pMHCHpcvG9d7bSd3+c2+OzZ83j5QIhXD0Toi1ns7UjQ3B+nL2bRHbEJek0MffCvruNoLMuhqS9OezhBRZGbhQPV8q2hZJavM6OB+qIKXzpYm0hAn61g1edShAa6QIxlpDGO1E6Jgd6clkuxsMKXLi4KJxyawwkO9MSI2ckdjTJ/QRoaJGfu9x61FXHbprk3ubbbY45eqJRLHz21Pt9DOEQhjkkIMTlT/Zfu+YGio4cAlFKLgGO01n+a+tBmlpG+zHojFs/u7cN2HI6qC+IxXfREklXKZT43bpei1GsyL+imqTfOugXFAzv8TL/ygMnVx9Rw9TE1xG2HSNyhxDe4GOi4eUH+/e4dbG6PcvYyHwf6k4F0v6PxopOB38B1V/pNVtX6iduaskAya1TiPdioPvN1UioZpCSr5Qc3Ox9PA+6Z2BIouRWmRZHHRd1Aa6MN+/p4Ymcv7z2+Jr2b1HRRSrGiOsBz+0K09MXpCicwlcGK6gABt4tijzlozW1qvWIi4VDmczMv6EkXTPVELHZ1JVhe4afcn2ygHk44WdnCciwjvfdRW+NofciuXcMZLjAcurY1c0ep1Ba1YWvwn1tCcXqiCbqiCcoCJmHLoWSgiGm46fWh1+E4mr6YTV/Moj/upAug8i0cT65RD2R8JhfetJ7dXTEguba8EMYkhJiZxgw+lVJf1Vr/53D3DWQ8H1JKHQOUk2yzdNgFniNxHE1bOEHMttLN1cuK3IPWG4YTDlprvvHIPnqiNqtqAnkZq8dl4PEfGsgdPaeIcr/JjfftJZzQfOD4WpRLUeU303uwp760S/wmR9SWpHfiSV1/Khs01NBm2plByFjBw0xsCZRa05r6/+utYS64bRMBt8HlR42+hjNbjqgN8OiOHp7Y2ce1J9QS18lp38wuA5lV+QDFAZO6oJe4hmgkQdDtIuY4xG2HuGZQA/VcGE/WcizDZU+HtkCy7OSWsPG4TdNAx4fMQjGfS1HkduFViiLTxHQdLCRM9VMNuQwsJ7mVbGoN6ZwSb7rjQWq9dyhu06P1pAP4bHvTba8Cg3tq7u6KoW8+I19DGnZMQoiZaTyZzyuVUs8CD46021Gq8EgMFk44eF2K+WV+vEayyGRoD0AnZvOZv+/k1vXNXLCinEtXV+ZxxIdyGYpvXbqYHz9zgBv+uZufPdvMX65ZTV2xh/hAgNIettIZoqqASXuYdOXvUKkvZ631sEHEZIpPZkJ1NYBpGunM4ubmfk77frJp9rcuXUyJLzfTrZcdWcnGphD/dc8uuiIW/3PRImBwe6BUEBb0uFhc4SNsOQRMg1DcxnQlH1PhNyn2mumMXiEETBMZx9A+nZk9aFO/UJmu5Lavu7qjA8FjIL2e0+dSyW1i0ZQVuakY2OUolbGPx2329saZG3RjqeSGAKluAqmsadDjGrQ+vD1jW9mZ8pkWQojJGE+qYifwX0CXUqpDKfV7pdQHlVILMx+klFo7DeOb0QJug4oiD0fWFjG/wnfI7kBaa256cE8y8FxZzqffMA9XAX7RLKzw8dU3LeJ/LlpEX8xm3Xc3cNMDe9jWHk4GnraDaRzsUdoXs9IZnNROL6ksWiqwSdh60GuRkl73GbMPuW84luWwszNKZ3982GA3de6xjjWex0xV6hwvN4U49XsbUQq+fdliVuQw2+01Db50wUIuW13JNx/Zx1k/fIl7GjvZ0RGhN2LR1B0jGrVgIKttmsnK7bZwgqAnub1n0OuiosjDogrfmH1ZC1FmYJfahjaccNJBoGGo9BS+YSgWlvlYXOFP/0LVG7VoD1vELZvIwFT50On7V1v6eWZ3Dzu7oxmfreT5U+uVUz+npto95uCdwFLjEkKI2WbMdIvW+ryBXYw6B246F7gKuFUp1UWy0v1+4DjgI9M10JlouGnkVDWt1i6+dP8ebn50P+evKOfTZ83DyEIl+3Rat6CYn161nG88vJcb/rmbG/65m8UVPi5cVc6JC0pYU19EffHBYDOccLAsh109UWoCHurLvPhcim5HEx3oaRhK2IO2+By6u9JYlcvt4WSD73K/e8Tp1vFUQeei32c44bC9PcK5P34Z06W4+ZLFLCj3Tcu5RuMyFP92ej31JR5+/MwBLv7pJgBqg24uXV3BVWsraSgPEIoZhK3kWuC+hE2x16QsVRmewxZK2Ta0V2xmK6Wh649TYy8beG7A0MkdxWI2cVvz9O5e9vfEqC/14jUNqovcHFEbwLY1LgWOrdnRGcHtAp95cMo+pNSgzQYCboO4dTAQnYlrmoUQYrzGNdentX5QKVUKnAP8WGv9DQCl1LEDt1018H8JPgcM98VrWcmAy28qPn/PLr77RBOXra7kE6fXF3zgmVLmN7npwoVsbY/wwr4QL+wLceszzfzgyQNAss1BwGMQcLuoLDI5a0kpa+oDrKoJpIPx1v44bf1x6qIWMUcTjyfXxNaVJNeG+lyK5nACNOnK5ZECmeT6SR8VPteIgc54vshH61aQrQDKreB9v99Cb9TmB5cvzUvgmaKU4qq11Zy/opxtHRF2dkR5bEcPP1nfwl9e7eT6c+dz/spyeqIWpT6TumJPstp7oFXUaO2wUnLVwH+osd6zzCn3VGYxFLcHVan3Dmyc4FHJtc0eBdvawjy8o5sNTf28sK+fTS1hEvahmfJyv8lpi4p5w9JSjq0vIhLTeA2DuGXT3BfHUArLcXB0sr1SasYgZjnpcYcTDqbW7OyMMn+MjReEEGKmGfdCs4Hioj8ppc5RSmmt9UNa6xeBF4FvKKW+Nm2jLGDDbZ8HB1uqZO4Y09qfYGt7Pz99tpVfvdDKFUdV8bFT52Sld2cuKaVYXh1geXWAq4+pwbI1e3ti7OiIsLc7Rn88Oa24tzvGj59uRgPLqvx86YIFnNpQSpXPTY/bhaEUjnboiduYbkVJIhmktIctdnVF09O+qXV2wwUyqXWUQ/szZhrPWsCRHpPNAOoL9+1mw/4Qnz5rHksz+y3lUanf5Lh5xRw3r5grjq7ixf0hfv5sC/921w7WPFfEDectoKbejWkks6BRO9lYPWZpvC4FAfegtkKZAV3AbQy7VaXPpQZl+UYy2cB/6Hs2dPvW1HvdG7HSbY8yC4nCCYcdXRHa+iwqily8uK+fnz/XwvP7+rCdZNusJZV+3nxkJWvmFDG/zIvtQMJx2NER5fl9IR7f0ctfN3fx+wUdXHNCDacvKqErbNMfdyj2uTANA8PQ6Sb+FT4XHpeRDnzbwgn6YzYtocToFztNrjl++tp+TVYhjkkIMTkTrnJIZUEHdjV6IWMP999ndWQzROZ2e5k7kziOpj9up6fzkpkM+MYj+/n7a11cuaaKj5w88wLP4ZguxaIKH4sqDs3kdfQneGxHD796oZUP3LGV771lCZetqsTrNpLVw9qktsgzaHvRqoCJU+HHQRO3k424qwLmoEBmqOmapszWcTXw3SeaOHNxKW9aVTHm48cSitns742xpyvG3u5k+5uFFT4WV/iYX+ad1NphpRTHzSvm2LlB/tHYxS1PNfG+32/hu5ct5m1HV9Mdd6jwueiMkmwyP1CQE4rZAwU1CQwjuQOQoRRzSgbv1JPZxzWV5RstoB86PT7eQHToe9YetmjqTb5GqYKv9DpMfXDtsUcl2zVZloPfbfBaSz9ffGAvXRGLqiI3bz2qimPnFbO6LjBiW6zl1QEuWFlB3HL486sd/PqFVj7yx+0sLPfywRNreccxNXhNV/J1jNm09MXpS9hA8u9OSyiebrVWP7AUZW7QPZ63L6uuWVeX83OOpRDHJISYnEmV2A5kQf+olDpGKbV4IAt6WFa8B9xGuqjm0ABFpTMbfdEEH7hjK48P9HR87/G1syLwHEtlkZu3HFXFqYtK+Ozfd/GhP2yl+00Wq302nVGb+jLvoNY+qQCjvsyLZTns7o6BtgdtBTlcRmw82c3JZNKyVckdSThEEg6nLSqZ0PN2dER4clcv7aEEnRGL11rChGI2sYzp3tSVpG4p8br45BlzOXNJ6aSWcyiluGhVBUfPKeL6e3bx/ju28mpzmPedUIdlpdoIDe516TcNIpaN16Uo9bnTrYYyZU53t46jsnvoVqqZ2czR3suh71mqtVWFL5ntTLGcZCullv44bf0J5pQke1f2xx02t4T4z3t2U1vs5j/eMI8T5hdPKKD3mAZvW1vNZasreXxnD799sZXr793Dj55u5usXL+LMJWXJX041lPvdVPhc7LUdfFoTdLso8yd3/KpSCisP/060D2Rcq/IQ+I6kEMckhJicqeztXkLy+65cKfVP4DNa643ZGthMMbR1EgxkVRI2jnbot2ye3xfixvv28FJTPx87tZ63Hp2bno6FpCbo4X/fvIQb/rmb6/62k++d6WblyoMBZ3c4Qcw+OJUbcCf3gncb4DEHBzJjTYVnTu9mrk/MLPDIdWugznDyi3N1XdGYj23vT/DQ1m7+9Ep7etrVayr8boPKgJuFFT7K/SYVAZOqIjcVAROtk89r6o3z+I4evnj/HiqeNHn3cTWcML+Y+hLPhH/ZmV/m5ZYrlvLtx/bzzUf3c9+Wbt55bDVvXFHO0qrAoKAv6HGl20VlLj/JlLmmMlPq/XQcV3rNb+p9S01Dp86ROTU+3Gdg6HufWrpRV+KhN2KxozOC33Qxp8SDx3QRSVj0x5LdGip9JkrB0zs7+eift1FVZPKtSxdTEZh8sONzG5y3vJxzlpXxxM5ebn3mAO++/XU++4b5XHvSHKoDybG3hhNEEjZlKjkDkOqhmzkjkEtv/eVmoLB6ahbimIQQkzOeJvNnA4uBJcCxAz8vHrh7B8lWTDuA44GN0zLKGSYUs2npjfOPxi5+8VwLOzqjFHkM/vPs+bxxRXm+h5c3Qa+LL1+4kM/ds4sndrXxvc2v8vnzFnDFkVWYLgNLW8Rs0usGLcfBY7oO2R1maIUycOjONLaD6TJwtE5v15kKkPLxZd7Sl2BeqYe64pEDmddawtz5cjsPb+9G62QG89xlZRwzt2hcu7rUlXioK/Gwdm4RrxwI89DWbr77eBMAQY/BmUvKOHZukLVzi8YdUAU8Lj53znyOnRfkR08f4DN/38Xn793NCfOL+ffT53LpkZXMKfEekoEcLTOZWVxzMEN6sMNB6v0KKZXe+afIk2zOPlw1+tBjd0cSRBIOjtbMKfYO+uXQayocO/mYoNtFbdBNTZHJptYIX390H794voWWvgTzSz18c4qBZyZDKc5YXMqxc4N8/eG9fPnBvXz7sf188YKFXLi8jM5ogkjcoSdssVuD321QNrCeVgghZpvxZD4fAP5AMsi8k2SguUNrvXM6BzZTOY6msTXMx/68jef3hlhS6eO6M+dyzrIy/O7sfpFonczktfdbWLbGZSTb6AQ9Lkp9yR1XCo3PbfDNSxbR2BjjgecSvOu3r/Nx/3beenQVbzmqklXV/nRxSJnfnQ5Eh1ZXG4YayHwlAw7LdiCQnKrsiSYo9phUBcxxV2aPx1Qq3+uKPXzt7EXDZh9tR/OzZ5v57YY23C7FuvnFrFsQnHTgYyjFmvoi1tQX0RlOsL09yvaOKPdt6eLvr3UOjMfNe4+v5cwlpWN+LpVSXLiygjcuL+eV5n4e39HDYzt6uOJXr3H6ohK+/5alLCjzDuqTOVp2OuA28GZMu2dmRIdmPn0uhd9lHzKNP9JyCJ9LEbM08YRDYmA9ZypzGnAblPs9NPXE2Lizh82tEV45EObR7d10R20MBcfPK+Z9J9Rx9tJS3K7s/5IS9Lr44gUL2doW4ZanD/Cpv+7gzwtL+PKFCwh4XERtG79tUJynX5KEECIXxhN83gncAaSqJDok8DxUqmjhR0838YX79qA1/Nvp9Vy6unLKbZTa+xNsau7n1eYw+3tibGuPErUcwgkbe5Qe1B6Xwmsa+EzFsio/S6v8rK4r4ojaQF4zKoZSLK7085t3LmD97j4e3NrNL55v4afPNnPJqgr+69z5BL1BAm7jkCxmKpjJzJZZTvL+gDvZf9FQycDENI10f9Wxtuscj6lUvpf4XMwtPXQ/7D1dUT7z95009yU4dl6QNy4vw5vFxu0VATcVC9ycsKAYR2sO9MbZ1h7lhX0h/ufhfdz86H4uP6qSC1dWsHCYgrFMLkOxtj7I2vogHz55Dn94qZ1fv9DC8d/dwLUn1fGhE2sJuE2qiwYydiMEUEMbqsOhgX3q/TJtDXE7uV/7CJ0lMiV/EdGU+kxK/CahmM3fGzvY0RElYUN3xOKxHd1sbY8CUBkwOX5+McfOC3JyQwll/tzsNLWs2s83L1nEH19u5yfPNHPF/zVy+5sCzCtyU+p1D7sXvBBCzBbj+Zf2q5nFREqpRQOV7hUk13w+r7XeqJS6RWt92Pb53NUZ5epfN/Ls3j6Onx/kujPmpStrJyOScNjWFuHGezbTEU5mblwKSnwmXlPRUJ6sJC7xuij2upL7Suvkl3jEcgjHHfrjNpFE8v+bWsI8vbsvXZRS7ndx+qJSjpxTxPJqP/NKJ1chPRUel8Hpi0s5fXEpPRGL/3uhhbs3dXDf1m6+e9kSrjiykqbeGDUB90CVtZ3u+zk0W5YOWobsF59N2a6of2pXL/997y4Mpbh0dQXHzA1m5bgjMZRibqmXuaVezlhcwr6eOA9t7eYPL7dzx0vtVBeZfOikOZy1ZOysn8dl8M5ja3jj8jJ+8OQBfvDkAe56tYN/O20ub1hWwtxSfzqAGtrqaDgjBfY+lyJmaxxs2sPQF7NwtKY4bg7anjLFshw6wgmeagnznSea2NwSxhpYmuEyoNRnMr/My4dOrOOkhmIWVfjyVvhnKMWVa6pZWx/k/929nb9s6uC6ZSsGbeGZytgLIcRsMp4djjYM+fNOklPwQDoY/TTJRvOzPvgcbur14a1dXPF/r9Eft/m30+u5bHXlpL/QOsMJ7nipnT+90s4V88JYTpBzl5WxsMJLXbFnSgFizHJo6omzpzvGlrYI9zR2cffm5DSsaSiqgybvOraWMxaX5jwzWuo3+cRpc3nLkVXc/Og+rr1zK6829/PWoysh6KYzamM5yT6TqaxYZnFJZkZstKr4qcjmHub3Nnby9Yf3UREwueaE2py/3kop5pd5ee8JtfTHbF4+0M8zu/v4ysBaxKuPqeaSIyrHzARWBz184fwGnt3Tx/ee2M+n/76T6iI3Zy4u4Zzl5Zy4oBiPS9EWijO3zMeSSv+gbSiTjdyhN2IRcCdbN/VGrEE9QL0uhekyqPAlf9mIJixePRBiTtBDdYk3/YtJVcCkK2bz9Yf3ctemThaUeXnr0VUcPz/I8mo/QY+rIDtMLKv28/lzF7Bx02t84I4t/Ok9q4jYyTWvlu0Qchno6dv1dVgfOXlObk84DoU4JiHE5Ex5jmkgGP2GUmpJFsYzaUqpI4AirfVz03meoRmaVw/086bbNlETdHPzJYtZVDm5XWv6Yha/eK6Fu17twNFwRF2AtfWK5cvrs/aF6TUNFlX6WFTp48wlpTha0xZKcKA3TlNvnMbWCN94ZB83P7qPs5aUcfERFaypL8rp7kvzy7x84+JFfOORffzvE030RC2++aZFRO1kW5zMbRAz+0b2xZLZ4cxeq/naYWcsd2/q4NuP7WdOsZv3nlCb1Wn2ySjyujh5YQknNRSzrT3KI9t7+NmzLfziuRYuXlXBO46tobZ49Cz+ugXF/PRty7n/9S6e3xfi/q3d3PlKB5DMOC6u8POOYyt5/7p66orcyU0BIhahuE1nxCJuOcwr82HamgN9MdpCCQIeg8XlfsoGuh+EEw4o6I0lNzHoi9uUOw67u5PN4jdbmmvv3Mr2jihXH1PN+0+oK8h1z8M5saEEV0+QTz/Zw5ce2MMXzl+YDM4dRdy2cVC5WQ8ALLxpPbu7kn1RP/P3ney6/sRcnXpUbzumJt9DEEJkSTb/QftMFo81IUqpk0heyzFKqaO01j+brnNl9irs6k9w5S834zUV37p0MZVFkysQeXZPH1+4bzfRhMOa+iJOW1RCZZGb0kQzkWkM/AylqC32UFvsYe1cuHClpqk3zktN/Tyxs4eHtnVT7HVx9THVXLSqIt1KZ7q5XcnOAF7T4JfPt3LJygrOP6Iy3SoplYHMfC9SU5OZvSMdRw9qz1MIdnZE+e7j+5lb6uGaE2oxC2hdn1KKZdV+llX7aQsleGZ3L397rZN/NHbyLyfX85ajRl+/7HEZXHREJRcdUYmjNXu7Y2zviLKjI8pTu3q58b593La+lWuOr+GUkhhFvbHkulyvQnvclHkMOiMWXkPh2BrbSq7xLDHUoPezospPkcdFqcegL+7w8PYufvx0Cy/uD1HkMfjqmxZyUsPE+qlOVjTh0B2xKPYlP2dT+UVxdW2AC1aYfPvxJupLvbzj2BqCXhfhhEIfbOc67XZ3xdhz/ToAFtz0bK5OO6a9Xcl1uvPzuC2tECI7Ro0mJrKOc6DxfOZzv6q1/s+pDG48lFJLAb/W+mHgCaXUMdN5vlTgE4rZfOuxfTS2RvjcOfMnFXjGLIcfPtnE3Zs7KfW5ePdxdczJ4z7OKmNN4HnLy3itNcJTO3u59ZlmfvpsMxesqODyoypZXDn9W0MqpfjoKXN4YW+IT9y9g8ZVFen1falp9oDbSGc0S0xj0DR7OJHMjpX4zIIp3LAdzaf/tgO3S3H1MdUFFXgOVR10c8nqSk5fXMqdL7Xz/Seb+P3GNr55yaJx7UlvKEVDuY+Gch9nL4X3r6vlyZ29/OqFFr784D4+uirBUUYPb1hSRrHXTVXAZHd3jK5wglK/SW1p8u9BazhOv2VT7DXpj9vUBj0c6E/wqxda+dvmDja1hInbmuoiNx88sY6LVlXkpGjo9bYwf9/cyT2NXek1pUpBVcDNR06ZwxmLSye8REYpxafOmkcobvPpv+0k4HFx7Yl1yc892p6O6xjJu29/PZenG5fUmKTPpxAz31j/Sp+glPrgJI6rgPOAaQ8+gQ7gLKVUA3AKsFQpVQr8E/it1vrVEQep1LXAtQDXXHMNZ5xxxognGbp+sDdisWt7E/9+lJvTSruJtvaM+Nzh9MUs7mnsIpBw+NTRHhZVuDFUJ2Rs5Rx0QtQlmid03GyaXwVvrFL0x13s743T3Lef+9fvJ+gxOGlBCfWlE29cnmL1dxNt3TXqYxTwlZMN/vl6Fz/82zNcurqSuKWJWQ5xx6HYY+IxFXHr4IK4uO3gNQ3cLkXC1vQMTLsmbI3bpXK65i/z8/XO97wX1/w1nFfdx6oaPzWqbdB7XajqTLj+OE1LCLa29XLvMy9x+sISFk3iF5ATgnD8GW52dTr09fTx6POv8vrrbk5tKGF+uQ9HJ/eMNzwuXAP7nPfELKIug019cRrbIuzrjtE10Drp5FKTt8zzMKfYS32pB0OFoS9MtC871661Jhx3BnanSk7zt/cn2N8TJ25rggr+9YjkvvCWo0nYmpa+PrZs6WXHNsXKGj+ragLj6tEKyb8TAJ9dq7m/yOKJF19hjtXM3FIPhmKUvhbTp6Hci7rusfTPhWbo+ApliYAQYnRjBZ9XTuHYD0zhueOmte5SSm0GziK5QfJXgD6S1fjFYzz3VuBWgFtvvVWvXLkyfd/QYLO5N060N0ZFiZeqIjcn/e8GXm7y8/O3L8c/TAud0Ty+I7muS+Hj8qMqKaoJ0DrM4+oSzTS7C2A/YzeUFIG7yuaFfSHu2tXHbVtj1JdovnPZEqonsd1dtHUXvpqFYz5uYQ3QeoDPPt1G9bwyTl9Sih21MZWmOphc39kSiicroD1muuDIGJiqTW3bmcqC5nLtZ+bn6+bv3aKvX+9Q5Clh+fI6mguw8GVU5VAbsPn1C63cvivBO48t5/3raie1HnhVLYSad7LDW8Ttmzr4zqthSn0xzltWzsraAKtq/XgweG5fHy/uC/HUrp5kYZmpWF1Xztr6Is5fUU51MPuzBLs6o/zplXae2tVLT9TCGhLyFXlMGsqDLKrwcmRdEb6BJR3ugf8aajRb2yI8uquX3+yMg+rnnKVlvPf4WuaVjf7vRObfiXPLF/DhO7dy+90hAG4Y9V+y6VPowVzm+FJBqBCi8I0afM6Ufp5a66eAp5RS7wc2aK07lFIB4AKllFdrHZvoMYcWq1QFTBydbHx93d3beWFfiP94w7xhezeOpCdq8YMnm7h/SzeVAZN3HVeTs76C2eB3uzhtUSknN5Twwr4Q92/p4l2//f/snXd8HGed/9/PlO276tWWJfcWJ07iOL33QIDQkhBKaKHewV3ox1EOuDs44Gg/OlwoCSEkBAKEkN677cSOE/cqWb2tVltn5vn9MbvrlSzJK2l3JTnzfr3ywki7M8/sjHY+8y2f7zY+cd58LlpaXrSo4nvX1/NSxzAfuXM3v7pmGRcsKqM/aZI0TCJAlUejN2aQNEyiOR3pmXM4k5ONMgzE7Ek9V66qnJUd1/kQdKvccFo9d7/Sx80bu3h87yA/fctSXFMwY9cUwTUn1vKWE2rY0Brh7lf6uHdnP7dv6RnxusaQi/OXlHPmwhAnzwvgKlJzVnckxa+e7+TuV/pQFUG1X+Pk+UGq/Zr90OJS8np4UYRgea2P5bU++qMGzxwY4uHddv30u0+p55q1NXk1QQXcKt95/WKePRAGQG5k9hQuOzg4OEyTuaN88mMf9qz5FPAa4ImpCE840tNR0xQCLpXbX+zme48f4s3HV3P5isqJN5LDgf44H/7jLqIpi3MWhTh7UdmsrvmbCFURrF8QZEm1h1s39fCfDxzkNxs6+d/XLZ5y09VEaKrgCxc388m/7uHam7fxkzcv5ZLl5QzETMpVQdxUsJCkLIFmHTm2MRO9zgwCKJT10mToiqQo86gsqyl+vWwxURXBa1dVUu3XuXfHAB+8fSe/vHr5tLa3fkGQ9QuCSCnpGTbY3RvDqyssrvKWJFL9Uscw//rnPZhSsn5BkHMWhfJOlU9EhU/jshUVnNkS5I4tvfzi2Q7u3NLD/3vTEuqP4h4Adt3ta1ZVAfDQxmkvx8HBwWHWUHDxKYRYK6V8odDbzZNd2On3EHC3lPLAVDeUMS7PTb1bluTmTV0E3SrvPy3/dHjbYIIP3L4TELxvfR2Nk0zTj0ZKuyu9Z9ggbljEUxa6KrKG8zUBvSA3z6NR6dP54Bn1PLVviId2DfC2m7fxL+fM49LlFQWP7tUEdH74xiV8+m97+dAdu/jl1UtZNz+Agj0H3LIkfo9KyK1lG5I8qhgxXjGasrCQQGFnZluWxJITR6bKvRrvWlE3rc/FsOwJRX3RFH1Rg1jKQlVEeqSqQn3aucBb5AivEILTW0IkTWlH9XYOcMHS8oJstyagT6mMY6q80hnlX/+8B6+u8K5Tags2yz2XoMf2ct3WFeWPW3q54Q87uemaZUXZV6G48dz5M72EI5iNa3JwcJgaUxKfQoi1E/z6A8yQ2XxabP5aCCGknJotcyY6lq0XlJKkptCfMFEtyRP7wly6rCLvVONAzOBDd+xCSnjfaXVUTyMy2DmUZGNbhGcPRPJ6/fIaLyvrvBxX7y/a9CJFCM5cGGJFrZfbXuzh6w+18nJnlI+dPa/g+/S5VP7rioX8y127ef8fdnLT1cs4q6UMS0hSln3uAHqiRnYk51DCYDhpNwp7NZUyb+HT77aoFROqWa+u4PVN7VmvI2yf9+cO5nfeAc5bXMZx9b6iRKIznL0wxEsdw3z9oYOsafCXVDQWgu3dUT725924dcF7T60rupXYilof7zhZ5dfPd/K+23byq2uXEXTnt09BYRqOcj08P7A8yY9z6txzuXJ1VSF2V1Bm45ocHBymxlTvwtdgi8wPjvHfusIsbepMVXiCLSQ6I0n2DcQZShpoqkJ3NMWW9gh/2d5HwpCTivL84tkOhpMm151cOy3hua8vzo+f6shbeAJs747xp5f6+Et6ilExqfLrfPD0es5cGOIvL/dxx6javUIRcKt8/TUL8btUvvlIGwoWKRMCLpEVoIZlZS2Zanw6LeUeWso9NIRc1KYFUuYBoxD4dKVoVjhP7Q/zk6c7JiU8AR7ePcgPnmjnuQMFav0eA0URXLO2BsOS/GZDZ9H2Uyw+//d96IrgvevrS+Zh21Tu5poTaxiMG/zqubHaDMdGTv27egT7+xPIb52D/NY5DMbHv2S3d0XZ3hUtxC4Lxmxck4ODw9SY6jfufwGLRo/eBEjPfZ+z+HSFuoArO0Un4FZxCegNuHhuv30jX1bjy3t7j+4eZGm1l6ajdLpORNdQkl89n/+NajQvHhpmZa2X5bX5r3sqCCG4aGk5O7tj3LyhizcfX12U6UiVPp2zFpbxwM5+9gwkaKnwEjMElrSDQ+VefUSH++jyiUjCzGvyUb7jORVFFMUK55n9Q9y7fWBa27h7Wz8uTeGERn9hFjWKKr9OlU/nuYPFE7nFImlKFlZ5St70t7jKnnv/0O4BPnpWY17vKVTkM1/sMqHZ5ak5G9fk4OAwNab0NC2lHBxLeKZ/d8f0ljSzKIog5NUo9+uEvLZBeblf5/jGAPsHElT5tLxr6vqjBuGEOS3hGY4b/Oip6Xt93vpCD7FUae5fZ7aECCdMNrVNLlo3GZZVexhOWpTpKuU+nRqfPkLoelQBEgzDyorNaPr4fboyovs9t9Qil0y3fLREn1suzx0c4p7t/QXZ1p9e6i1qxKg+ZI/LdMifJdVe+mMGidFeTuMwRw0SHBwcHMbEse/Ig0wEdNOh4UlZK+3ujQEwr2zqfoT37xiY8ntHs61EKatVdT6EYNKp4smQOQ9be+J4VPv8ZOrnwnGDvrjJcMqkO2o7ueeKzcz5zEQzxxOZHlWgCDt9X0oODiS4+5XCCM8Mt77QwzSqUSZEVwQJszjbLia6ImgbTGAV6XOZiNqAjpRwKJzM6/UzsEQHBweHojFt8SmEKBNCvF8I0VKA9cwo40XAwB6FubMnxsra/K1y4umohnuK3oSGZbGlo3CCsWe4NCN1LCmREso8xeu474zYx6Jg8XJXlEjCxMjYLLlsX9a6gIu6gGuE8fxYjI6EZoibEktK4iUUVlJKfvlsceonuyKFP/9SSnZ0x6ibY81GAB8+o5GBmMmLh4ZLvu/Md0MwT9eFQtV8Ojg4OMwGJv2FJoT4pBCiTwixUwjxI2ChlPJnwEmFX15pmSjNurF1iJQpWVmXf+1cZubzFDy4gcMCq1D0FEF8jMVQOgVbVUQrmdaBBIqAxpCHuGESSZokjMPNRpqmTCg4cxkdCc0wnigtJsUUQvv6p2R5OyH9MYNI0uJNx1cXfNvF5vwlZdT4Ne7dPpB3+rtQDKf/RsrzbHQqdc2ng4ODQzGZUqW9lLJSCLEQuAj4efrftwF/LOTiSs1oY/lMw4lHFTy0y57dvrIu/8hnON1NOpUJMIYl2d0TBwpnSr6jJ07SsIo2JSZD5kbudxVvP62DCRpCLlZUe4lbts9nPGVgaWo2TT56StVkyYjSUiGl5M9bi+dMcKA/wakLCjunsTv9QDOZJrzZghCC953awH89eJDuSOqo4y8LiSVBYP+d5zPxqNQ1n5+/aEFpd5gHs3FNDg4OU2Mq4nMjZEdv/iz93zHBaLGRES9hCS8ciuB3KdRMwi5pf38cTRFTSj8/d3CI/Ocn5c/m9mHWNRV3UHRm3vVwsnjBmkPhJC0VblojSWr9LoZSBu1DKeaFBHFTEtCOfJgYi3w72kvBwYH86v+mysud0ayLQ6HIFCToc3Ra17buKKpCXhOHCsn8cjcS+5ycND9Q0n3nw0XLKmZ6CUcwG9fk4OAwNaYSmuo7Fuo78yE37bqjO0ZLhWdSE2qe2hemzKNOeqpNLGVN22JnPP72Sn/RGk8yZNwAwkXsgD40mGRBuQdvOtKpqQoNIZ0yrz5uY9FYzGRH+2iK6Q6Q4eBAYVPvmUtpLnZjSyl5YOcA9QFXXtHHQrKg3I0AXjxU/HM+FV5oi/BCCa7HyTAb1+Tg4DA1ppoXvV0I8SMhxAUFXc0sxacrRJMm/kmMrByMG3RGUiyu9kx6f4/uGZz0eyZDIZuYxsKjKSiieA1OkYRd47mixktZ2g7LqylU+dzUB10j5rgfzUh+Juo6xyJpWLxQgsaXm6bhFzsWmb+JvX3xgm63FNyzvZ9w3JyRyKNHV6jya9y9rfgDIFq++gzixkcRNz5Kc0V+pQUf//NuPv7n3UVe2eSYjWtycHCYGlO5434A22R+D/CZdPPRc0KITxR2aTNPJirWFzdZXuujdTD/qNF92/uxJJw4b3I3toGYwdP7i2vYfeeWXlJm8SJ9QgiCbpW2SXxek6E9bU9TX+bCSB9HZqJRhvEimqNFaT7R0VKwq7d04q0rUrj0flO5i5BH5UdPts+IZdFUaRtM8L+PtFEX0DlxXnEM+I/GmgY/PcMGvUV2ocidarTv86cWdV8ODg4O+TAV8XmflPIOKeX/SCkvkVJWAjcAxQ3XzQAZn8dKj8rSai8dQ0mSeYg2KSW/3dhFtV+bdC3ZI0WOemZ4bE+4qNtvCLnY0l6cSF5b2Ba11X49O7Ho0ECCPX3xrNn5eBHN2ZRmz6VUHqwAP3py+kMLMgghuHBJOf0xgyf3FfeaKhSWlHzsT7sRAq49sWbSZTGFYkWN3Uz45P6jf25zSNc7ODg4HJWC5BqllJvSdkvHFBmfx6SEM1pCWBK2d8WO+r6+qMFg3OTkKaTzXmgrjefgY3uLKxQGY0ZRRmsCPHtgCK+usKbOh2FYdAwniSRTRFN2RHOiJqLZkmYfzZb20s6s7osWLtp2XL0PlyqKOke+kLQOJOiNGly0tJyyEo/WzCVTE51Ps1YxfD7LPGo2Hd/y1WcKvXkHBweHcZnKF9r9Qoh/CCGO+QG7uULlgqXlCGBjHgXvu9Mp1MlGPY+VEYWGKemKpLhwaXnBtx1LWTy8e5ArVlSAIuiJGoAk5NWp8tv1nxNFN2dLmn00i6omXxs8HZ4v4PQpRRGUezWeniPic3u3/QC5IM/6x2IgpeSebf34XUpR/k7y4ePnzM+m4/cXwQPWwcHBYTym8tj/dWAv8Iu0v+fzwH3A7VLKfQVc24yTa71U6dNZWuNlY2uEd62rm/B9mbGadcHJmax3DhXXaqdUHBxMYE6h3jUfHt87SCxl8e51dVR5NAzDAqHiVhRkuu4zbkoCLnXWRTcnotRWRU/tH+KCpeVoBdrv/HI3W4tUZlFodnTHUBUmZZtWaF44NExv1OAT581Hz8MHuNQm8/95eUspd5cXs3FNDg4OU2Mqd+cNwKeklOuklFXAN4BqbFF6THPeojL25dHVm7mhW5O8XQwdI5HP3T1xhIATGgvfyJFpYrp4WQVxS3JwMMFwykQqArcm6IvbnfCKIo4a3cy3I74UVM+AENrfX7gmJ7cqMOdIYaIpJYo4+vVRLHZ0x/jL1j7qgzqXLc/Pu7LUZalnLCzjjIVlpd3pUZiNa3JwcJgak458Sil/JoS4UAixW0q5T0r5APBAEdY261hQ4SacMAnHDUITjMXLpFA7IykWTWJCTsIo3c17dX3xJtK83Bml1q9PypoqXxKGxKXa6XaPKqj2u6j169SHXMRNmY18+nRlwtpPy7JLAwzLAvSSTjIai6U1Hp4occPOju4Yi6sKM0ErZlh5RfBmAzV+nZQpSRgW7iJP+xrN/r44t73QTaVP4xdvXYY6S8o/mivciBsfzf77yb124+NsEnuzcU0ODg5TY6rjNV8VYjNDRsQ0ldk1Yl2R1ITiM3ND7xhKTqqWL1FE+6PRNBRpokskYdIfM3j/qfVF2X7StNBVwVDSwOd30Vjmptqn2bPc06ck87+R9IOCZdk1nrkiNJqyMEwLTVVmRXo+c22VkmcPRLhseUVBur0TKQtXiY3ap0ptwI4yD8QM6ko42WgwZnDzpm4CbpVfvHUZviI8nE2V0RZM5/3wRQAe/vDsKe3/3N/3AbNrTQ4ODlNj5u+6c4BIwqQ9nKAsLTijRxkbWe7VKPOovDTJGjjDLF3ks1hz17vTnoXLaws3kz6XxpCb4aRFIiWzAjI+zueWscqyLHlEA5JPVyj36Vkhkkm/z1QqXlHElNwRpktnpDBd7wlTzhnxubrOLgfZ1VNaY/wHdw1gWZIfvWnpjHbZOzg4OMw0jvicBL60YIuljl6becXKSjoiKeKT8JOcKzVzEzEQMwBbJBaDk9JNTPft6MeQFooiMAyLcMzIiseB4RSHBhJEEiaGadmpd03J/h5Gdr3ndsfPpA/o8Q2lNzt/pbMwFk9DcZOm8tJ27E+V+pCLKp9WknGmGdrDSTa3R3nr2hoaQqWdI/9qIVM6IG58lO882jrTy3FwcJgAR3zmgU9XCLo1vOn6sJhxdGFyRksIKWHPJMYOljDrXrQGhoGYgeBwarPQtFS6CXlUHt0zSMoEn6bQHU3RPpSgI5ykYyjJnv4Ye/piRA07rW4hiZuSSNIcU1TmWmrNpA9oU3npRcmjBRo2YEqJPkcinwBvOr6a3qhRUL/TiXhyXxiXKnjbibUl2d+rkX2fPzVrHTUYPzaaNx0cjlUc8ZkHGbP5jGzJJz1elxZfsUlE0OJ5iNpCUaypLpa0hW0xGykM0xY6qiJRFEFdwIVXUdjTF6M/mqTW52JRpZdav51WL/fqVPu0cUVlbhR0Jn1AhRCcv6T0zRQ9BRjvWBvQeaWEU5qmy0VLKxDCrnstBcNJk3KvNuONbQ4ODg6zAafwKA9swaJR5bVvHPmUA2qKLXLMSdQORpOle1ovlrZSRH6fz1QJJ+zoZX1Ax7QOC8VI0sQ0LVKWSn3IhaYd2e2eaUSaqAt+pjlxXoCHdpV2Uu0rnVHOXjQ90VsfdLGtK0YsZeGdBQ1cR6MmoHPx0goe3NXPOYtCRW/+mW5FTakrcr7z+sWl3WEezMY1OTg4TI3Zf5eYQTLNJwABt8pQutHIyuNOkNE0k7lp7CxhA0SxRl9mIqr5fEZTYWuHHV1bXe+nKeTKisdKt4pbVwl5lGwD0lj1mxmLpYFoatbNdwcIzkBk7MECiN369ECFPb1HHz87W7j2xBoMCx7ZU3yxrwgxrb+JYozXnIi18wKsLcKQiOkwG9fk4OAwNRzxOQGjxYsnXfOZT8o60/Ud9MzONJunSP6GhilRRHHErWFKfvp0O/PKXJyxMGjXcaY70weSFpoikPKwdZJPVwi41BGNRtGUhWHZtaAuAR3hpD0laRZxybLyku9TTvNhITNKttQd5NOhpdLD61dX8eyBCAcHijtesiag0x8zSupoMR3u39HP/Tv6Z3oZI5iNa3JwcJgajvicgNHNJ+70/+aTqT0UtkdlVuRpqZIssQAqVmo0aVpFGxX5p6297O9P8L719fh0+3PNPBxU+zTml3toLndno6GZGs7cRiOfrlDutWtB++Imh8KJ9Hz42cNMTDua7nStkEfFrQp29sydyCfADafV43cp3LG5h1QRO/6ayl2Y1uHRu5Ol1OM1v3r/Ab56/4FS7vKoTGZNZR412/ne8tVnirwyBweHyeKIzwnIbT6xLEnvJERKpomjLM/I5/BRvEMLja9IPp/DSQtdK7z4TBoWv9nQybr5Ad69vpbmctvKyaMIwnH7vGRqPeFwyYRHFSMeIHLPabVPozFkm9TPJmZCfEamef0JIQh61OxD11zB51L54iXNDMZNfrOha1I12pMhYz22a4rivNTjNec6Hz9nfrbzfX9/caPaDg4Ok8cRn3kSSZhEU7bIySdDqabvFvlmMwPu0p6KUBFqC6WU7OuLs74pWPBtP7R7kHDc5PpT6nBrGnFT0hlJ0hs36BhKHhG9zJRMxE05bve6pikjBCvMjnnvygz8VWZqNqdDNGkVzWKrmJzSFOSfz27k4ECyaALUo9vXX6yEI3QdHBwcZiuO+MwTy5LZeq18zOBd6eifkeeNrJRzsU9pChTFamkgZqe31xTYLF1Kye2bu2mucHPp8ooRkcoqz+HoZa5wHKveMx+mYjJvWRJLFu5vqdSdzWe2hKZdo5s0bIP++TMwJrQQXHVcNR85o4H9/Ql+u6Gr4Cl4Lf3wU8zUvoODg8NcwRGfk8Cl2dHCfPw4M6M4C+GhWGiKNfryuYNDwOEpRIUiYUh298S5cnUVi6q82ShmXcBFKO2dOHpS0Vj1nvkwFZP5aMrCQszOzrI8WDtv+g8Lm9rsUbJLq+fGlKOxePMJNXzw9Ab29Sf43mOHeKUzOu1GrAx7++zUr0+fs5eJg4ODQ8FwxGeeKIpgfpkLRUDf8NFrP9fND+BWBS8cyn+++ztOLs30k0WVhRcIh8JJnt4/xGtXVbKgorDb9+gKaxv93LmlByltj85I0kRRBHFTMhBN0RVJHVHfORUhqSgCn67YgjLPiKlPV1CQBTNpLeWgoNevrpx2jWnPcIr7dvQzv8zF+gWFL7koJVevreHbr1uEpgpue7GHnz3dMe0HyEjC5M4tPVR4NS5fWVGglRaXn7x5KT9589KZXsYIZuOaHBwcpoYjPvMk4FaZX+6h0qfndTNyaQoXLi1ne3cs7xqyRVXFjxp9+IyGgqfcDVNyx4s9eHSFD5zWUNBtZ7hoWQVtg0n+uKWHZNIECS4BhmERS1kkTfOI+s6pTiuabOpdUQSKKFw3cjGnQ+VyybLyafsmGqbk1k3daIrgO69fXLTJWaXkxHkBbn/nKv757EZ6owY/erKdh3cNTKkO2JL255MyJd963SJcJSyvmQ7La30sr/XN9DJGMBvX5ODgMDXmxjfhDJOpJTQMu6Gicyi/jt5zFpWRMiUvdeQ/dvD9p9ZNdZlH5fTmIDUFbggxLMlNz3XSFzP43IVNRRsfeMGScvwuhZs3drHxUIT+4RT7BxLs6Y9hWBKXqmYjnNNtGprJ+e5gP7gUm7MWhji9JTStbUSTJj99uoPeqMFnL1xA1Qx06RcLVRFcdVw1v3v7Ci5YUs4je8L8/JkOBmP5O15YluS3G7poCyf5p7PmsbAIGYdi8Zetvfxla+9ML2MEs3FNDg4OU8MRn3kQTVl0RpLsG4izpNqTt53M+gVBKrwaD+4cyHu6SWOZmzccVzmd5Y7LBUvKC7o9KSV3v9JHWzjJJ86dx1kLizeX3E69B3juYIRoKkXbUJx4ygQpKPNoVPu0bKp8Kk1DuYwVMS1lF7xW5Mjn61dXcsE0Z8j3RVP85KkOeqMpvnTJAs5dXPqZ9KWg0qfzbxct4JPnzad7OMUPnmjn6f3ho/49m5bkNxu62NuX4H2n1vP646pKtOLC8K1HWvnWI60zvYwRzMY1OTg4TA1HfOaBT1eoC7hoKfdwXJ2frkgqL1N4IQQfO7uRcMLMjoXMhxMaA9xwWv10lnwEn7twPlqBiwmfb42wqW2Yd5xcy2tWFf/meuK8AIfCSTqGDFRFYEq7frU+5CJuyqzg9KgCRQg8eR7vaGE5ltCcrqCdLKvqipNe/NdzGlk7b3puB73DKX76dAcJ0+I7r1/MuYvLC7fAWcoVKyv5zbUrqAvo/GP7AD94vH3cqUjhuMFNz3Wyrz/BB06r57qTSlPL7eDg4DBXmF3u2rMURRGE0pOKmircSGAwblATcB31vWcvKiPoVnlqf3hSFkQNIRdrPSE6NB8P757e7OnPXTi/4FZOAzGDe7f3My/k4vpTilcqkEsmpV/j05lf5sGrK9kud48qIJ0qj6YsLCntGtBRV3hGWGa2l9slD3bn/Oj/D6RT8KVLxS+v9fJyZ/4PLEfjnSfX0lLpLkhN5tbOKAlDctM1y2gucHPZWFhSsrM7xsudURZXeVld7ytZXWwu9SEXv3nbch7ePci3H2nlpuc6ec3KSk6ab9fNJg2LJ/cP8fjeQaSEfzqrkTeuqS7Ivkttv+Xg4OBQTBzxOUkyzUP5jmhWhODKVZX8blM30aSJz5V/TaQQgnMXl7GqzscPn2yf9FrPWhji3MVlBU/jSim5/cUeQPDt1y8qyhz3sXi5Yxi/S2FxjYegRyOQ/izDcQM8I4WiZR32+MxNn2dKKAAUxU3ArR4hLMcSmplUfKk4vsHPYMzgwV3Te/C47qQallQX1lqrP2rg1ZWiC89YyuL/PXGIx/baAwYyVHg1zmgJcdK8ACc0+ktaayqE4Pwl5Zw8P8CH7tjFX17u4y8v9+HVFWLpqHhzhZv/umIhDaGjP5zmi5xClqrlq8+wvz9Bc8Xc9F51cHA4dnHE5yTJ3AEmMwXl3MVl3LKpm21dsWyUZDLUBHS+cHETzx+McPe2/rze8/7T6mks4M0vl5c6orSFk3zkzEZq84j+ForN7cOsrPPh1bQRKfGASz1CKCrpsZu51kke1R6TWuPTsz/PvD5XWJZaaI7H2YvKMCU8MoXI91VrqlhT7ytK93l7OEmwyJ+PlJLP3b2Xze3DXLK8gkuXlnNKc5CX26P8aWsvD+0a4G+v9AHQUuHmMxc0lbQTOuTR+PW1y7lvRz+/f6GblXU+6gIuTm4KcFx9YYcswNRmu+/vTyC/dU7B1+Lg4OAwXRzxOQksS2Zv5ok8aj4zLK324tEEBwcSUxKfYEdcTlkQZF1TgD19cX67ofuI15zSFGBptZdFVZ6ipSUP9Cf480u91Pg1riphE8XWjmH29Sf4aLprOG7aUc2BeIqUmfbazDnm3OhnJGESSZpEhMCSklBOlHS2c97iMhZVuvm/57ryeu3CSjfzytxFTUsLMbmHr6nQGzV44dAw71lXy+cubqbGr9MZSeJv1jhnSRkgeGrfAPfvGOT+XQP8y117+MplzZw8v3Q+o6oiuGxFJZetKE6D4G83dPHnrT0AfLTEl+tvrl1e2h3mwWxck4ODw9RwxOckiKYs9HQTy1Aif09xIQSVPp0D/WM3KEwGIQSLq7x88ZIF2Z8ZlkQVFN1jsWc4xc0bu/C7VH76lmUlrbv745Ze/C6FG06rt0WmKfGogoGYSSJl4nep1OdEenOjnwGXSsij4VFtU/qZslCaKgsqPHzxkgXs74vTPZwikrTQFYHPpVAfdFET0IveIZ/L/HI3mw8NI6Us2jWX+Vs5pSlIma5kI9Y1PtvbtTducG5LGcfVBfinMxq49nc7+Mzf9vFvFzVx3jHQANUXTfHbjZ2srvPbD6yvlHb/TSWo5Z0ss3FNDg4OU2Nu3YVnGJ+uMC89u3oy4hPs1PtA3CBehG5pTRFFF55DCZNfPdeJIuBHb15Cubd0zy2dQ0ke2TPAlasqMc3DVko9MQNdhXKfPmLee4aMX2emrjMjPCdrOj9baK70sK4pyHmLyzhzYYgT5wVoCLlKKjzBrrlMmpLBeMGGOh1BptlqeZ2Pbb1RdnRH6Ry2a3U3dUT4wj37+PvOfqoCLuZVePjGa1swLMlX7z+QbSiby/zhxR5SpuQnb1oyI1N9fr+pi99vOnq0vZTMxjU5ODhMDSfyOQkURWSL9yeTdgfbY/PWTd3cu6Of162eW55/CcPipuc6iRuSH1y1mMZQaRsYfvRkO5oiOH9xOd3DKZpCLoYTJhqSWFKyqFJHG8OYPbd2Mxwz6IwkqfHZr53LInSm2dI+jE9Xsg1fhWZXT4zfbOjk5PkBGgI6ncNJ+pIpDg0l+OYrbfzq+U5SpuS2zb24tb3MK3OztzcO2CUuLm1un9e+aIo7X+rh0uUVBD0aXZFUybvdf/SU3eB49YmzxyZqNq7JwcFhajjic5JkutWT+ba7p1lS7eXqtTXc+kI3x9X7SzJKsxCYluTXz3fRHzX4rytaSj7ebkPrEI/sGeSjZ9SzbkEAXYO2SCrdsS4JuO1LOJIwjxCUGcP53DR7NGWBYZFro+SQPwcHEnQMpfjIGQ0F940F2NYV5Qv37CfkUfnixU1ETYnfpWIYknfdvpuuSIoLl5bz7lPqaBtM8vT+MPv64rx7fR1nLSyjpaIwdlIzyS0b7XGcX720maBbxbCsKXW7Ozg4OMxWHPE5STL3tdQkxSfA9afU8bdX+vjry33889mNBV5ZcXju4BCHwkk+cd58Tm2e3jjGqfDzZzpoDLn4l/OacCkCTVWo9Kh4NQWPKrIRz3DcwDDs1Hq1T0PT7A73gViKSEKh2qfREHLPWN1nXzTF/rYIJ05zlvpM8/zBIQRw6YqKgm+7L5rin/+0G6+m8JO3LGF1rY9hw+SenWG+/uBBDEvyvTcszvrlzitzs35B6RqMSsFw0uSul3t524m1nLQglH2Amkq3u4ODg8NsxRGfkyRje7N0Ct6Jbk3h1AVBnt4fLvSyikamnvCESRjkF5L2cJI3HV/NgjL3iJrN+rS4zLVLCscMOtIenvUhFz5dIZJQMEzLNpxPRzpHG89nyI2UFjolnzQkj+0ZnPPic3mNj83tUf7v2U7++ex5Bd12mUfjpHkBnjkwxA1/2EV9UCeSsGgfSrK8xssnzptfcM/S2UbXUIqUKTlrUSjrURtwq8zxYK6Dg4PDCI4Z8SmEWAMMSikPFHM/P326nWq/zvLaqd0EI0kT1xj1ibOVTHnAhtYI88tLb1YdN6zsJCJfehpRxrczHDewLDXr2elRbf/OTPNR5t89USOvUZtjTTYqFBU+jcEeE9OSMzKdp1Csqvdx+mCQO1/qZXmtj0uXFy4CqiqCr1zWzCO7B7l/5wCKgLqg4F2n1HHxsvKSDTOYSfpjBgCVHo1oypr0dZgxlgccc3kHB4dZyzEhPoUQPuA9wE4hxF1SytZi7CdpWDx3cIjLV1RO6UY4lDDY0j5MfbB0xuzTpcKr4Xcp3L65m9eX0NcT7HrThCExc2at7xtIsCDkykYmLUsSSZpkJhJlhGqGuCkxTIueqEFtQB/xvtFRzmKO0HSpCpaEjqFk1jFhrnLR0nL29sX5xkMHqQ3oBY3m6qrCRcsquGhZ4dP6c4GhhC0+Qx6VZNIkbMlJCdBCGcvf/s5V095GoZmNa3JwcJgacycENwFSyijwGFADnCmEaCjGfja3D5MwJCc0Tj4FbZiSD/xhJ7GUxdkLS187OVWEEKxp8HMonExHBUtHxjInIwajhkUkYdAbN+iOphhOmiiKIJQz0z0cN+ymojQ+XUFTFQzLGvHzsV6bSXEWows+4FZQFdjYGin4tkuNogjecXItIbfKp/66l60dwzO9pGMGr24LzX39cQ6Ek3RGkiOu0VJRHdCpDpRubGk+THVNzRVuxI2PIm58lJavPlOElTk4OEyWYyLymWYDEAbWAucJIYaB+9PCdEyEEDcANwBcf/31nHOOHTGQUpIyJbo60j/zxb2DXNMcY427l3jXQN4Lk1Ly1P4hzq2MsXy5l/rgAKSO/r6AFaE+1ZH3forFm+abtBBj3+4dLKspTLe7MTxAvGvfhK+JxwyuaY5xgruPtn1JpAR30iQyZJ+TlCUZVgVuXUEIkY1mDoyq2cycz6Gc85n52WD6Z+Od8+mQe31d98538blLj2N3bw/ViWTJvTkLjoAvrxdsaI3x5KaXqFxZSYUvf2GQz/l/tWEMDzCPFNc0x/ANtTLU3ovUVQ72lD5GcNOz9vfO9evrS77v8ZjqmvZ9/tTsv8WNjxZ0TQ4ODlPjWBKfKeAJYDvwVeAgsEkIoUkpx+zwkVL+FPgpwI9/8lO5bNlyFEUQSZiE40bWoDwjav70xCts7Jd8YP7iSS1sd2+Mr2wY4qT5NSyvrCRfOVmf6qBDn/kv/7BpcNsBkyFfiONXzy/INuNd+/DUtkz4mjs3dXHr/iiXn97E8uV1I86NIgSD8RSxlMW8Si8Bt0pXJEXIsij36pOulRt9zgtB7vX1re//SIYWLuUrG3bSrvk4Z1FZQfYxo+hQMc/gu48dos/t4dMXNOX91nzO/6uNeNc+ulPV3Lo/RmNzFQsrq2mo9o2Y3FUqbnq+E5hl4nMWrsnBwWFqHBNp9zTdwHKgGbgH8AM/AvLyYjHTAhMOT8bJpnvTKdp5IRf9MQM5Scdnl2pvZ8EMNOxMl5Rp8evnu1CE4E3HV5dsvy8eivDzZzo4syXE4grXEeem2qfh11Qs63D9pmFaaIoypZrN0ee8GCyt8dJU7uKxPeFjYgoP2NZAAMfNkBvCscatL3RT7lF565oqFlV5x5zc5eDg4DDXOWbEp5QyBay0/yl/B7wEfEVK2ZbP+9V0xzQcWfvnUQWKEBxX7yOWsugeziNnnkON305HDpa4ZnK69EcN/rill96owRcvWcDCytIY43cMJfnyvQeYF3LxmlXluF3qiHOTGZUZcKsEPYe73acjHo9W72nlND1Nh69e1oJpSR5OW3bNdTa3D6MIOPdYiOTOMAMxg2cODHH9KXWcvKCMxjL3mJO7HBwcHOY6x9pj9X1Syp70v38jpUzm+0ZFMK7wiJsSS0qq/Xb660B/gtpA/qkwj64Q8qg8snuQhGFx9sIyPCU2OT8apiXpjKToGkrSGUmxvStGf8xAAB86vYGzFpZGXDx3cIiv3ncAw5L852ULWFTtZVGFd8S5yUSiAy6VhpA727GuKMJOyeeM1cxlOj6ehbJhWlDh4ao1VfxxSy91AZ1T5qhJesq0eGDnIM8eiNBS4XamRRWAjW0RPJrG5y5cMCnRuaV9OFvL6NgrTUym+Sjz79x6UAcHh9JxTInPHOHJZITn0fCogogQnNYUQBH2l/26psmJhp+/ZRm/eLaDf2zvZ2NrhHMXl7FufrAoIwrzJWlYbO+Osb07xo7uWHZqkyqgyq/zoTMaOHthGQ0lqDmTUnLzxm5++WwHCys9/OKtS2kpd6Optn1SOO1/GHCreFRBWNpiMjdaOZ5VUkZ05toyTVYsFdKG6YOnN/DsgSHu3taPhDk1pSdhWLxwaJjH9w4SSVi84bgqbjitKOYSI5BSEo6beF1KtozlWOKp/WEODiT4zPktVPkn19GdNGVB7JVeDeSKzZavPoO48VFHhDo4zADHlPgsFpnIZ2XAxZJqL5vbJ28tUxPQ+cwFTVy1poov/WM//9g+wKN7wpyzKMTaxkBJI6GDcYMn9oZ54dAwKVPi0QQXLy3nlAVBFld5aQy5SmqEvrcvzk+eaueZA0NcsKScH121mMYKD20DcQaSdiRzOGXXFiqKHdkZTpkMp0w0TTmqkMyNlE41NT9eNHUq6KrCL69exntv28Hft/UTTZqcu7hsVs8kH4obPLl/iA2tEVKmpMav8aVLmjl5/tSEczxlccuzHWxuH2YgZjAYM3DrCgvK3TRXeNAUwVDCZChh0h5O0jqYIJau+w25VaoDOqvqfJy6IMj6puCcGtwwmnjK4gePH+LKBpV3rKvNmsvnRupLzd3vO67k+zwahV5TRnA6HfAODqXHEZ95kBv1eu2qSr7/+CEShoV7Cje85TU+fvf2lWxqi/DfDx7kH9sHuG/HACtqfaxp8LGo0lO0G2l3JMWzB4bY1BZBAhcuLec1Kys5rt4/I1N32gYT/Or5Tu7fMYBXV/j0+fN40/FV1Abt0ZhBjwYJI2seD4c9P+vSZQ+5N+ZIwqQzkqQu4CLkPXxp556/Ynh4TgVdVfjFW5fxzYfbuHdHP/0xg9etrpp104+GEyaP7wvz3IEhLOD8xWW86fgaVtVN3nLLkpJdPTHu2daPb7ibW/Z6WVHr46R5AfxulXjS4sX2Yba092JKCLpVgm6Vlgo3pzYFWFbjZTBh0htJ8XJXjId2DfDXl/vwaArrmgKctiDI+gVBaiZREjPTbOuK8vUHD3IonOSM04N4NPWIRseZ+Jr2uWZfGcVsXJODg8PUcMRnHmQaWqIpiwuWlPPtR9rY3D7MKZNMvedy4rwAt759BTu6Y/xjRz93v9LHy51RhLAblFbUerm4JkW/blDuVScVFZNSYliSWMqiK5KiPZzklc4o7UMpFAGXLK/gXevqZmTSkmlJntofZqCtn29vCaOrgg+e3sA7Tq5hXtCNljOlqD7oGhGpjCRMIgmTgFsl4FbzNt8uZNSykOiqwmcumE9TuZtfPNtB77DBdSfXZI3GZ5LBuMGT+8JsOBjBknDp8gresa6WxtDkagoH4wbPHhji6f1DbGgdYjBuoirw2RM93HTqUi5YXEHCkugKhNwa3cMpUoZFrV+ndSiJBhjp7aRMi6ZyL/PK7TrftsEEj+4e5B87+rlnWz+P77Ud1WoDOivrfKyp93Nac3BWTpRKGhb/91wnt73YTZVP59tXtlCpdZM0Dl/jxZy4dTR++MQhAD58ZmPJ9z0es3FNDg4OU8MRn3mSiUKsawqiK4LnDw5NS3yCPT1oea2P5bU+Pnx6Iy+2R9jQGuHe7f08tidMoxnj1v2H0BTw6Sp+l0J5OqJnSTAsyWDcIGnaIyjt/+yfj+7JDrlV3ru+nteuqsxuo9Ts6onxlfsOcGAgwXuWGLz/tEY+cHojfpdC91CKfQNxfC77Rlvr14mbMhutzEQ1wU69W5Y8Isppi1b3jNysp4oQgrefXEu5V+Xbj7Tx7UcOcVpzkLMXhkqeSo6lLDa3D7P50DAdQ0kkcOmyCt52Ui1Nk7QJ29UT4/uPH+KljmEsaY9pPXNhiJPnBVhR66Ey0cHi5jIQ0B9LUeHViSRMdvVGUYUg5NXwuhR6h1OUeVXKPBq6Kgima347hpKEEynWLQhw+fIKxOtg86Fh/rKtj21dUZ5vjfDI7kF+8ATML3NxzqIy3nJCzYxd+7m0DiT4t7/v48BAgsuWl/NvFzXh01Ta9vewoyfGvKSFS1Oo8evZh6xJurtNm9te7AZml9CbjWtycHCYGjP/TTxHyI1CnNwU4L4dA7z7lPqC1WpqquDk+UFOnh/khtMaiKUseg7uprGlkgP9CbqHU7zcMcyhcBIhQCBQFWip9OB3qXg1BZcqcGkKHk3B51Lw6grNFR6WVntnPPJ3cCDBJ/+yB01V+O8rWjjJ10fV/EYWVXhQFIFXVdg3ECOatBhK2CbyhmURSSjUBnR8ukJdwIVlyex/o5mtEU6AoYTJoXBi3Mjha1dVsarOx80bu3hw1yAbWyMsrfZS5deoDeg0V3iKUhdsmJJdvTFe6oiyrTOKKaHMo/LGNdW86fjqKUXH9/XFufEve3CpgutOquHslhBXrqzEUhRcwIGhJMlODb9bpdKtoqkK1T6NcMxAFYJyj0bApRJIX9cKgupyjYGkRbVPI5qy6AgniKYsPJrFcMKiPuRiaZ2Pt3oULAsaQy76YyZ/fbmXu7b2cesL3dz5Ui9vPaGaNx9fM2PXiWlJ/vOBgwzEDL51ZQuXLq0khWR+wEXYrVIdcJGSkt6hBMMpk/qgG0tK5DFkizfbcDrgHRxKjyM+8yRX2Hz50hYu/ekW/vpyL28+oaYo+/PqCjUBnSsXVRVl+6WkO5Lkk3/ZA8DN1y1n/fwg+/dEWJgWxZk6zDrTwq+phLy2yO+JGhimRSRhZj//sWyW5gLt4SS/+Otebrpm+bh1nYuqvPz7xc28fvUwX3/oIDt7YrzYbpcWCKDar7G63s+J8/yEPNP70+0ZTvHcwSE2tdlNZ25N8NpVVbx2VSVLqr1T3m7bYIJP/GUPuiK4+92rKQ/oDMZSDKYsGoJ2F/eSKi/be+zopSLc2Qk+mqbQXOkh6NIIeW2RmYhKQDKQtLCkJJ52ZPC7NGr99rnvGk4xGE8R1DUqvDqqkKQsWF3nY2WNl2tOrKVrMMFn7tnPr57v4uaN3axt9HPmwhDnLCqjMo+xoCnTojdqUOnVshFp05L0DKcYTpqoiu0FXO3X8U5wTf5xSw+vdEX539ct4g1rKnEp6uF6ZpdKdchNpUelJ3q41jluSgSUfsD7q4SxOuBH44hSB4fC4ojPPMk1GV8/P8DaRj+3vtDN64+rQj8GrV8KRdKw+Ne79hBJmjz0weNZWe/Hpyu4dYWQV8t+rj5doSFoRwUzgrQ2oGctkgaiKSLpCBme2dU8lA/NFW5aW5M8sHOAS5ZXTPja4xv93HzdCsCeILSrJ8aG1gj3bOvj4d2DPLJ7kGU1Xq45cfIPPpaU3PRcJwcHkigCzl9SziXLKjh5fmDazU7xlMUn/7KXlCW58/pVLK312Q0zQuDXbIEVSZqEPBp+l0p50IVLQDhmZOt45yme7LnNRLuBbM21ZdmlGPPK3XhUke0G740bWEjqAi4iSZOhhEE0ZRFNWfRGk3g9Kn++fhU7e2LcvKmbP27u5ruPHeIHTxzi4mUVfPr8sUeDxlImX773AC8cipAwbOFb7lHRVYXeaIrRAXhdFZy7qIzPXdh0RJ12dyTFL57t4PTmIP90ViMx43BZiWVJ3Ko9nUvTFBpzyhwCGsxiI4RjivEEZq4odYSog8P0ccRnnkRTFp2RJMNJE79L5S0n1PBvf99H77AxI7OX5wrtQ0laB5P820VNzCs7LBhyxXwkaWK57KimYVkjpg3lWs4YlpWdbDTXqPRpeDTBrt4YlzCx+MzF71I5oTHACY0B3rO+nkPhBN94qJWXO6NTWkc8ZXFwIMkFS8r4yJmNeUX98mV/f5z2oSSfOHceK2p8dEdTDCUMNMWu4cyc04zgCnk02sOJ9LtdI34Hh/1Zq30amqagmHLEEIFIwrR9W6UtqrWcKGJm7Ge1T6MropJImcRNydJqL9efUscXLmxiV1+cz969j3u29Y8rPtsGkzxzYIhLlpVz1sIyeoZTdEVSDMRS1AZ0llb7cOsCIUFRFO5+pY/7dw5w47nz8egjFeP+/jgJQ/LZCxagqgo+MXLogRC2OJ/N5SOvVnLFpmPN5OAwfcRk55Qfq3z5y1/uBvaP93spGVF3JeyeHyX335n/TaF6Dam4BNIChCpkUkEaGlYqheKWCMWUwqUJKxGXWshEcQukpWMNq8JKpaTqkyA2Pfuk/6T1Z0QkCBPFBQgNK24i0opBKAJpSIRqrxAhEULFSqrYJvtJ1ACACzMqAU3IpN0PL5T0cSkSoUhQVCGTlhSqhdA0YcXT+0sAGChuQOiYUQVpmSiahVBNKVwWiqYKK6UikwJpalhJCaqJoilIQ4JiITQBloI0JYinn3yy8rQzzuhTkNkh5xZCFSAVpDE60pP5/AVYszQK1PzFL35x3FDkl7705W4JB3N/ZiFUE0W3EHpKKl4NK26guO3PSAi3MIbscyNUBSslEaqFUAFMKVwpVC/Za1AaGlbCSF9fhlS8qrCvAxPFJSWKImQqfW2kMteQhpUQAktKoarCSqak4jFQvIDUsBIeYQxKhGKgeBRkSsNK2OdSZtPACtLMXPvp9RsqMjX67yX3vD3xxBPVZ5xxZk/uayyEqiBNRdgpZlMKzUTRVayUKqQx+hrI/ZvMvE4RWGO9zkJoCtKwEJqB4tawEqqQ2Xm3mfdkPt/M34dAWplrMnetJoqe/oySEpT034OmYSWF/feRXU9KKu6EVIMKmJow4xpWIh3sVHKP+Yknnqg+/Ywz+8a5xse9vo723TUeTzzxRPWZZ57Zc/RXzj2O1WMr0nFN+N3l4FAMHPE5ixFCPC+lXDfT6ygGx/KxORwd5/wfSak/k2P5HByrx3asHpfDqw+nWNHBwcHBwcHBwaFkOOLTwcHBwcHBwcGhZDjic3bz05leQBE5lo/N4eg45/9ISv2ZHMvn4Fg9tmP1uBxeZTg1nw4ODg4ODg4ODiXDiXw6ODg4ODg4ODiUDEd8Ojg4ODg4ODg4lAzHZD7NN77xDVleXl6SfZk5Y1Haw0k0VVDh0XDrCpa0DbJ3dMdYWl+GMJPT3l80adI6mKSlwk2V/7CpuCXttdijAQ//bCqDbvJ5X+5rPB4P8Xh80tuYrbS3t/dM5JU31vVlSXtsppUufbFnlSvo6tgfQn/UYE9fnPllLnyu4pmQD8VN2oeSrKrzTTgqcizyPYdjnf9jmXw+l4k+k4mur6/999elxx8C7PGmhiU5rt5/1DUdy+fgWD22YhzXRNdWKe+LY7G71z7WxVWeaW2nFNdDodY6FWbr9T7RteWIzzTl5eXccMMN095O7uQeYMS0HoBIwqQ9nCCSMHnHLdvZmp5UI4CmcjeHwkkMS6Iq8N35OqtXrZz2mjrCSb55x06ihyy+dMkCPnleE0lL4hLQFzep9KgkJdlpQ6H0+Mrc6SuZaTOjx1oahsX+gQS6ApV+17iTWSIJk3DcIOSxJ91s27aNFStWjPv7ucaXv/zlCU2+R19fmeNVhKBjKME/37mbx/aFUQSc0hTkX86Zx/lLyqkNuogmTL72wAH+5+FWXKrgpouWU+0v3GSi0ezpjfHV23eyzgjy+AfXoo0jhkczmXM4+vyPdX2Nd82NJt/XFZPcNQAj1hOOGXRGktT4dDRNGXedoz+TXCa6vjz+ECdffi0Ajz/Wxt+39dH5jtMp80789T7R/uY6x+qxFeO4Jrq2CnVfnGmO1eshw2w9vomuLUd8FphoyqI9nKQ3msSjKwTdGorizt6MfbpC0KXyll+/witdUb50yQLqQy6e2hdmW1eMMxeGWFPvZ3W9D1e4tSBrqg+5+L+rl/G9xw7x+Xv286vnO/mvKxZy5sIyLCnpi5v2WEsEHtW+WRqGQtSwAFuIdkVSGJYF6NmRlxkh3TGUpDHkzt54R2NZEsuSBFxq9jVSHp7pnhmrmNnXq4HM8bb2x3nTTa+wrz/Oe9fXETck/9jexzW/3QZAbcAWmV2RFOcvKeNDpzcWVXgCLKry8rGz5/HtR9q48a7dfPeqJXkJvOmcw2jKsufAc1i4jvWzfN87XSYraCMJk85IkrqAPSZ09HosS9IdTaUjyXrRHrAuXV7Bn17q5fcvdHPD6Q1F2YeDg4PDdHHEZ4Hx6QpBt4oldfyafeMyDAsrZ37zG256mc2Hhvm3i5o4d3E5AMtrfEdsKx4u3LoqfTpfurSZR3YP8IMnDvHmX7/CRUvL+b9rllPpVmiLmKhY9EQtkqZFfcCFpip4VEEkYTIYMwi61RGRnc5IkqGkga4KqrzauJGr3Igq2DfqpCFH3KBfbfOsFUUggDN+8CKGJfn6axayrikIwLtPqeOljmG2d8XY3h1jMG7wqfPnc/L8YMnWd+WqKg70J/je44dYVe/j9aurMUwLfOMLp9HncDICbizh6lEFEWE/EE32veNhGBY9USM7L34sLEse8bA1+vcTHdfo9fh0BU1VUIVEU5Tsz0dvZ/QD2VRYXuNlYaWH7z7W5ohPhznPZ/+2F4D/es3CGV7J0ZlLa50NOOJzGox1E1IUQX3IRcirYRgW+wbiDBsmmqbgEvDbTV08c2CID5/RwIVLK0q+5nMXl3PqghC3bOriNxu6+MAfdnBGSxlel6Dco7O61o0UCh5FEDftG7VHFVjSYjhlH3MmUlnl0bAsSVVII25KorEUuTfraMpiIJqyh2artog4HKUim96f6PM8lhh9fBtah+iPGfzHpc1Z4QmgKoITGgOc0BiYwdXCB09vYF9/nH+6cze1AY1Tm8rw6Uo26g2MKCkZzdEikqM/j9GviZsSS0ripiSgjX99HO3BJfd9XcMp9vTGsKq8NJa5x123YVrZcpPMNT/WceWWpzSko/+j1xNJmPTHUgR1lfllWnZboz+flCmnHcEVQnDy/AB/fblvSu93cJhNPLW/gBGYIjOX1jobcMRnnoy+8WWjI+NEgwzDoi0cZzCSIlThJhwzCCdS/O+jbdQGdN5wXNUMHQl4dIX3rK8H4Lcburh7W/+I39cFdN5yfDX/dHYjLmlhWSqKEBwajIOEhZUe4qYkbkmGkiYJU1LuUbP1bS5h31gjSRMkDBsmiimIZ8WmxqAmRqTvMzfxQqdPZxNdkRRJwySiqdQGdDa1RQBYVXdk1Hs2oCqCz12wgPf/YQcfu3MP996whmqfxv6BBP3xJAL7gWVhpWfMKOLRIpJHO9+j3z/69Zm/SY8qiJty3IeW3JS4T1MIuDV8E0Q9LUtmo/ThuEE0ZVHt07L7sAX44Ws3kjTBMzLFnvtdETUseiJJoi6VoFejPugas9REV8URD2RTIehWiRsWKdNCV18dZSwODg5zC0d85kk0ZTEQSxFJKNQGdDs6YlkjUtPZm03Kjnju7Y0BAn04hSthcqg/wUsdUd53av2suCm8Z309bz+5lljSojeaYnP7MI/uCbOpLcIPnmynudLN64+rRhMSv0tFVxWSpsXevjiGtPCrKmUeDV2ApigMJ00G4wYxw2IwnqInkmJVvZ+GoB1hyo0KCXFk9OdYrvu0JBiWRcoCxbKIpiw2tkYIuFQqfbP3z7DCp/H5ixbwL3ft4WsPHuBLl7TQHk4SN0xAEktZBD0a9SHXEaIrI7DGi2bnirjR0UU4MqI5nhiNCJF2DBgpSsfaZ8irsURTxrzGctPt5V4dn67YJSfxlL1GZPbvH8g2EQVcI49htEiu9mrUh9ykUhZDicMNWaOPT4jClJ4E09vojxrUBl3T3p6Dg4NDoZm9d71Zhn0jUjBMK6erVR8zYufTFVrKPVR6NWJJC10RSEVQH3BR5dO4a2svlywrpyYwszeGe7b1cfvmHjqHUnb0Jodqv8aKWh81Pj0b6V1V6yeashiMGfTHDRSfQkPIlf29IS0qFJ2mkAu3IkAKArpKaIKu21xBMVH6dK6n5BUB5V59RJRuZZ2PyIYuNrUNc9L8mU2xT0TPcAqAVTV+mkIuvJqSrcOMm5LqtHge/YA2lhDLJSNQw3Ejr5rf8cRo7meaWUfuPm2hN3ZKPINlSTqGkgzGUpSlhWfmtcMp+8Eybsrs3/9ExzBaJCclVPt1FHJ/Xzx6hlOoCkftdndwcHCYKZxvpzxRFEFtQM/aKGWslGCkgLIsSThmp+oaQ+7sDThja/T3967mvB9v4ca79vC/r188wnezVBim5IdPHuLOl3pZVuPlNSsraCp3s7LWx7y0mFxY5SLgtmtXwzGDfQNxWso91IdsO6UG63Dq8HDK05W9aTeWK1nROVZUK0O+jUbHQko+E5XDtK+dD53ewHcfa+Pf79nHf1zWXNKGotHEUib7+hIsrPTgyRFHfdEU33/8EKvqfNxwWj2aZp/X3PKTSMKEdPo7YUgsxSSSsH/vEqBM0DQ0nWh37rUTyPkmG92oNJHgzDzQRFMWQ3GDhAkB1+E61lzhGsJO4RuGLT7rAq7se3OdHEbvz6MKNEWZsMmpkOzujdNc7sFdgn05OBST+ePUZc9G5tJaZwOO+JwEuVGOaMoakerL3IQsS7JvIE4kYWabjwJulY5wkkPhBJUBF7+4einvvnUnn/rrXn7wxiWTNvKeLr96vpM7X+rln85q5AsXLqA3niLoso+jM5LEsiDg1kZEryIJk2jKotwvRkQyM96OjPJ2nGxU62gcKyn5XBGtqgp/ee9q3vrrbXz6b3v5twsXcP6S8pKvKWlYfOAPOzk4mERXBecuKmNlnY+tHcNsahsmZlh87Ox6DoYTqOkaxsx1n3E9AAi6NdyaLbSArI9pbtPQaIrhcjC6UWksRne0ZxqGgCOu49H/P3O8DSE3cfOwk8N4D1j5rKeQ7O+PZ100HBzmMr+9bvZ5V47HXFrrbMARn5MkN9WXEZuZCMpALIUiBAvSN6XqnFq+zL8rPSpVyyr55VuXct0t2/nOo2185oL52RrIUhBNmXg0wZcuWkDUsKhLm8NHU1Y2zZ654UYSJtU+DUXxjTieDBOJwkIJxrmecs9ldJS8MeTmoQ+s4cr/28pX7z/A71/opqncTUPIRTRpMRA3EMDbTqxlYZEmZ/ztlT4ODib594uaaB9K8btNXdy/c4Bqv8aFS8u59oQa6st04ob9ABLyalk/WMuS2Wsm8wCWOU5FEUekxEtBPtddpqNdUw+bvoe8Wl42SnXpcpnD2z+8r7HeX+oHp7qgi42tkZLsy8HBwWEqOOJzkuQKMyVtjZK58WZqQl0ejcpR0RxNU6gP2TetuClZtyDIp8+fz38/1ErHUJLXrKzkgiXlaKrgQH8cw5I0FukYFlZ6iBuSJw4MUuHVWVLtQ8uJ4GSOLzOZpS7gyq59vKaSsax3ChXVOhZS7hlyP5NoymI4XWt73weP5xsPHeTR3YNsaR/mgZ0D+FwKZR6NwbjBQ7sHeMvxNbxzXV1BI+UJw+KWTV0c3+Dny5e1ICV89fIWwtEUAY9GjV8nbkr6hpOkLNv0XtMUwjGDPX0xvLrCvDLPmH8To1Pio6cAFZLxbJvG8/X06Qr49CNEZjRl0RdN0mlCc7n7iDR5RqTmkntNzoZr9aR5AW56rpO+aIpKX+nLehwcCsXH/7QbgO+8YfEMr+TozKW1zgYc8TkNRjfLVPu0rC/mWOSarluWHc36n0da2dw+zOb2YboiSc5fUs67bt0BwG2v9VGMWNfiKi8Av36+m/+6vAVP2oMTz+GIXCRhpiNbI9+bublaljoi2pVJReZOcyoUx0rKPUOuRVBdwJWtif36FQsZSpr0Rw129cbpTn+m27pifPX+A9z6QjexlMXHz5lXsLU8e2CInmGDC5ZUMBQ3sxHBoFfPpoozNYsh90ih5tVUgq6RDTQTnatcYVZoxhN9PVGDQ+EEQPYBCsZ/MPLpCp0m9EdT+F3qiPfkw1jHX2pBetL8AP/3XCc/eaqdz164oOj7c3AoFi8cmjsR/Lm01tmAIz6nwegb2NFquzI3oYBL5YVDET565y4ATmz0M6/czRUrKyn3arzv1HqaK9wEXMUxil5R6+W6k2q5eWMXLx4a5qZrlnF8Y2BEqr0zksSSkjLvYQ/TTImBT1OIJM10zas+TiqycBxr04+yYsSjEfJqdA4l+eFjbfz8mQ7aw0nkGO9ZUO7mjJYQr1tdWH/YU5qCvGZlJbe92M39O/t5w3FVvHZVFVcsryAlyT5cDKdMhlP2sIRMB/m8cvcRkcOJzlUxHyLG23amVGSskpGxUBRBc7kbv0vN+z2j3z/6+Ev98LS6zse5i8r4t7v3cUJjgCtWVpZkvw4Opablq8+wv99+uGyucLPv86fO8Ioc8sURn1NgrLquseaXj36dS9jee19/4CDfe+IQzRVu/vPyhSyt8Y7Y/nUn1QIQ7xpp/l4ohBC879R6VtX5+O8HD3LxT7bw87cs5dqT6wDQkUhLUuXR0NIeppma0EjStJtILHlEvVzmmKc7IvBYJyNG3Ar85/0H+MZDBxmMm5zY6OfitAVXjV/H51LwaAplHrVotlweXeET583n0uUV3PpCN7/Z0MUvn+2kMeTi929fwdr5QVwC/LqaNViHsUXW0eolJzOJaKJrZ7zJYmNtO7fcJZ9tWZb98JhpthsvbT/eWieztmIhhODTFzTROpjg7TdvY+dnT5kRVw0Hh2Kzvz+B/NY5AIgbH53h1ThMBkd8ToHM2MiIqmQnn1iWXeumqcqImr7cdNuWjihvu2UbO7pjvOG4Kj5wWsMIW5tSc0ZLiJ++ZSlfue8Ab7tlO9974hBtg0m6IkmCbpWLl1VwwZJyTm8J0lzhHdNXcbRImCjFOFHN33iC/lhpNMol04jz3tt28OsNXaxrCnD9ujpW1/tnbE1rGvysafATS5k8tW+Inz3Tznk/3swXL1nAtWtr8egKmnZYoI11XsY79/mex/EmGOW7n6kQSZi0DyUIumx3h56ogWFaWOnu9XDMoCOSxDAsNO2wXdJ4axhv9Obo4y72te3VFT5zQRMfuH0n336kla9d4cybdnBwmD044nMK+HSFiKpgWBZdkRRDCROvJkiYEl1adITlYTNpjwaW5M9benjPbTuIpSy+dnkLZ7SEZvowAKgPuvju6xfz6w2dbGyNsKjSw6kLgnRFUty5pZffbepmSbWHv7/3OFoqPYRjBoZuC+yxmoxGd3OPGDM4Qc3fWDfzsX42VwWpJcl6w4bjJh/4ww5u29zD206s4X2n1pfU7WAivLrKBUvLWb8gyH8+cIAv3HOAbZ0xvnnlomyHeyRhl1xkBFrmYcSjCiyXimFYhC2ZPWdjjaG1LElHODkiojjWBKOMaf3o8Za511judQiMeV2OFeHM1DUPJ02QAgT0x5KkTPBpCnHL3l9jyI1hWiNqRzNeoi7BiEh/7tSmcMygczhJ0GVPgJpIQFuWJGlY2WukENf4kmovJ823m4++ennLrLnGHBzyZdmorOBsZi6tdTbgiM8pkDGcj6YskkmTfdEUqrCIp2Bff4KtHVHah5L0RlO81D5MWziJJaEx5OKbVy5iYWVxLHOmiqYK3rO+nvesH/nzpGHx+N4w3360lfXfe4H/u3oZFT4VTRG0VHqzndqZJqPRN/hIwsxGiGsD+oS1b6ONwWHi5o3chqe5IELNnGazN9y0lUd2D/Le9HjT2UjArfLVy1v42dMd3LKpm8WVHj514YLDtcAeO42bGW+Za1vUGUkRM0xayj3ETUnSNHGp6hHnMT6qEWisCUYZB4meqDHCV3d0fbL9ftunc6zmt8x1YxgKUcPCMiXDhomRssWeVxVoUrKnJ47fpVDp1kgB1V6Ncr8tqC1LMhhLUelRSUqwpKQvbo5YVyZVv60nRmNAJ5ayQJqEUtYRx5Y7WjSaskgYh6cnFSqye/7icv7n4VaePxjhlAUzN8TAwWEq/PQty2Z6CXkzl9Y6G3DE5xTJ3CgHDItI0uBXz3Xyj+0D9EYNAPwuhbqgi5ZKD+ctKael0sP6puCcapxxaQoXLC1nSbWHz/19H9fdso1brltOY9CNRxH4fHq2axtGliPUBuxRkglTYmESTU08VnCsZq2JmjcyZQ5zxX5JTQvlp/eHeWT3IO9aVztrhWcGRQhuOK2e/pjBVx44SH3IxRvWVONRBFp6xGZUCMpdCm0RE0ua6WtBYlj2YAIEuFQ1W0OZwacrVIbcEzb15D7k5ZZ65D7kjNXsNlbzW+a6CccN9vTG8LlU6oMuhoXJob4EX7jnAKcuCHJ6UwCProIKg8OG3fHuUtE0hZS0Hy41VUk/QB452hOgN27QFUlS5ddYVOnN7n8sm7KBaIpoyqLap+FS7df4dAXLNf7M+8lw9qIQ334U/vBityM+HRwcZg2O+JwimRsJwBfuOcCG1ginLghy4dJyTpljIvNoLKjw8D+vXcQHb9/JVTe9wmtXVfKZ85torvTQH0sylDCyRuOKIkgaJl0R+4brVkU2IpabapRSjpuunCj1mBGkmZvyXLFfUoS99j19cQAumIFJRlNBCMEnzp3PYNzgo3fu5ol9YXy6ghRw5YpKTl4QZCBJdrJR5lxpiv2wkZSkhxSMFFCZ6V+jGUugjfYLjSTMETPkc5vdoukI41j7C7jV7IOSLz0m1LIkf325j7+9Yv+3tNrD165oZlWtH5c6suO9Kb3eBp9GVySVLRkY7WzRXOZGEYKmkAuX63BGwLJsL93cqWiZ8p24KRECu6GvgNPBgm6NE+cFuGVTF19/7UIn9e4wp7jhD7bt4FyIKs6ltc4GHPE5RTJCqm0gwTMHhrj+lDreta5uppdVNBpCLn559TL+8GI3f97ax11b+xCAEKApgoWVHk5o9POp8+ZTF3TROhij2qPjSlvWHBaKdrRoOGlHSTN1gKMjQT5dGXGjHs1ctV/a02uLz/pgcbrXi4GmCr50STP/cd8B/ry1l6QpSZmSXz/fxX9f3sJHz2wkKdVsdC/o0ahLNyfFk+aIaHamezzzgJFLduTlqPrQ0WTS8UnDpGPIdpjI1CBnhiKMdl/IPKwE3CqNo2Yw/+jJdpor3Lzz5Dp+9NQh3vrr7fzjfas5raVshIh1uVQWVnrY2xenP5YCPCMEdDJpcjCcpCnkYmGlh2jKQkvXfu4biDM/4AIJ8bhBOGZQG9CzkV2frqCrgpDn8PS0gMsWy5GEiRzLfytPzmop4zuPtfFyZ3RGm9ocHCbLju7YTC8hb+bSWmcDjvicIplI3X07bDuk17wKvPSq/DofPKORa0+q5d7t/Qylb4pxw2J3T4zbN/cQ8mj8+wVN7OqOMRQ0KPPatYH1QVf25h+OGcRSJrGURW26YcOjiqxAsOdtK4Q843sjzsXGo3DMIBI3UIT98OLS5kbUFsCtKXzt8pbs/x+IGbz9lm38emMX7zutIWvFlRGVmqaMiGpn6IkatA7GScaNI1LK0ZSFYR2uHYXxrYtqAzpdERiMpxhOmtl6z1wyTU0dkSQgCbq1EXWgliXpGEqyrz/OZcsrsiUm77p1B4/uDVMbcrGo0jtiolEkYRJNpoinTDR5OC1uWZLN7RFeaB/ihPoA8yq89mfh04kkTDqGklimxO/W6B5OMJyQLKr2sLjKm12PECIrojPTxuLpiVESpnyxnLUwxPcet31k//f1zvQVBweHmccRn3kyVjpQUQQHBxMoAqqmYEg9VynzaLzlhJojfv7O322nI5zEEpJyn0bQpQGCobiRHduZiUQZlsTicMNGRAgsaUex8mkkmg1jDCeDJe1GmJMXBLAkPLhrgDeuqZ7pZU2Z3miK4aTFFSsrDkcsLYuQW5vwoaHSo9IVUTAgmyLPYD/QjYxYZoYZWJY24rrICNDMfg77j7pHdMsPJQ2Qktqgi4A+so4ykjAZjBqsmx/g2QNDSCmzaemagI5bO+xxm3stDiXs9PmBoQSGOFyXOpwyGUpYdEWSqJpCfcBtp/kFBHQVt6bg1xUMr0YkkSBpmkQSZtYxINPtfmSjnYaAUbPG8qfKr3Pp8gq+/3gbHzitgRV1vqluysHBwaEgvHoU0zQZS+z4dIWEISnzaE4tFRDyqBwKJ+gbNjiuPkCtz54LDofFQSRhMpQw8OsqDUF3thbUjpgdtms6mi/iXBu5qQi7Eeb05hDNFW6e2h+e0+Lzvh0DKALef2qjXeebMEhZ4AsoWeuk3NrMSo9KX9yOcFf6NJLp6GauiXvGjsswLaIphaGEHR3NRM/H8gAdLQxzvTV9ukJD0A1BspHZTFlHbcDeZsKyuHx5BV+49wCf/OteUunr1a+rKELQP5wCyFolBdwqK6q9dMc0vKqSXqu9v5VVPlRFUOvTiBi2iIybEgQsqvYSSNd/dg2nqPa5qPC4sscVEYK4YdExlMyWEWSOK+BWme7Xy/tPbeDRPYO843fbeO7jJ01vYw4OJeLp/WEShkTc+Gh2gtHoqUYOcxNHfObJWGJHUQQeXSFpWiOiJq9mLAkpy0JT0qbkcuymIXe64QOAlEV3NIVfV0GMXc+Z6/mY6ZyeCxHPXDINLmsbAzy6Z3CmlzMtLCmxJNy1tYd3n1JvNxsJO1oZT4tJn64QjgsGYymGEgZDCZP6oItyr86Qy74muiKprH+mT1fojyXRFIVmv56tfcwI09wU/ngesJkILNg1o5nPPNMxr6UbfDJeoC3lHi5bUcnj+4Z4an8YTREcV+9jWa2H4aRJPCXRdEEoddg0XtMUgm7tiCi9pSp4dJWoAX49t85Zz74mHDPwuxWCLo1qn0ZP1MgK5T1pK6dMGUEhr+8Kn8bVa2v45bOddA4lqZtDNccOr14ShuRjZ8/jO29YnJ1glDvVaDaxtjEw00uYUzjiM0/GEzvHN/gZTlp0RlJzqomkGHQOJTlrYYhKn4tqn3aE9VKGuoCLNu1Ioe5LT9EZK5qZ6/k4Ol2bYS7UgSqKYGGlmz9vNUgYFu45VPeZyw2nNtARTvLxP+8hmrL4yBmNgF1aMBgzyDTjBFwqw0mTKo9G0K2NMJWPJEwqPSrgzl4vCUOiaJCUdt0oht0J7ht1PsfzgM34jWYadUa4LHi0bIo803ke8tjd4P939TJcwt5vbpQ2I3pdAvb2xRHSwkRQk9Mol6HapzGU0EgaJkGPOuaEI5+uUObRs8KzI5KkPugibkpUAWVefcSI3kJy8rwAv6STJ/aGeePxczfq7vDq4jtvmBt1ynNlnbMFR3xOgVyRc3yD3T26qyf2qhafSdOiZ9ig2q9TF3TZIlKRWSuZjC1V5oafGyW2b+LuCUVjrufjeDfmuVAH6tMVFlTYQwY6h5LZf881NFXw7xcv4Ev/2M/n7t7HyhovaxoDqEJS4dOzFkVjnVvLklm3g3Kfnu0YDyhihC9mek9ZETc68p35eSZCalkyW1s8esxl5n/HsurK1FxuPBShId0Yh4BhU3Lvy71saY/y6J5BuiNJ/C6VMo9KS6WH951azwVLK1Az9lKa7TnaGbFT55lmodzrMeNnm1l3fdCFT1OIpExURck25k2GvX1x/vKP/Xzp0uYJX7e0xotLFTy2d9ARnw5zjuYKdzb97jD3ccTnFIimLPqiSTpNcKXvE5k03qsVXREsq/Hyq+e6OKEhwEfOahxHMB5Zp5lvCv1or5vtdaCWJdnXn+B/H2ml3KNS6dOP/qZZjK4qfPHSZt7y61e46flOPnaWwvwKL4urPGMKqFy/S9OySKRHcmZQFDGisxxs8WoYFuGYAZIRke+MwIwIwVDCHu7QEHIfUROcz/XVGzcIJwyqAzpJw+Sbj9jd4bGUhUcTNFd4WFztJZa0iCRN/vZKH7e92EO1X+cjZzTwgTMaqAu48Ol2Sv6w2B55PeYOSYgkTTRVyUZQe6cYrbcsySN7BhlOmvhd4x+nriosr/Fy3/b+Ke3HwWEmePvN2/jtdSvY9/lTZ3opE/L2m7cB8NvrVszwSuYGjvicAh5VMBAzSaRM9g3Y9WreWSp4SoUQgm9euZCv3X+Qf/rTbm57sZs/vXs1Lk3BJez53naK9TCFTpPP9jrQ4aTJh+7YSVs4ybdft2hWrzVfXKrC6jofLxwaJpKUVHlGGsrnll5kvFsDLhVVsQcQ2Cn1ia+DbHo67d85ssPd9sU8suv98LWQaWrKjMW0SzhsT9Aan46mKTQFXSgiyBO7B3jfHbswLcl5i8u5em01S6q9KKPquROGxZP7wvxjez9fvu8A332sjc+e38T5S8uzNZwh75ER+NzIa8ZaKm7aUdjkBCUlE9Fc6YEItIeTLKmeeL70yjofd77US8qccvO8g0NJaR1MzPQS8mKurHO24IjPKRA3JeVelZRLZThhf4l75mjtXiEJujX+84oW/vBiDz97pp3j/mcDv7xmKYsrvQwlTYaTWlqk25fd6DT5aDE6F2o4J8Mft/Rw/84B3n1KHSccQ8XpK2p9PL1/CK8uiI8aCZk7xceyBIqwhaLfpVDu04+YfJXbPJQ595kUfm69KIwUmKEJ/v4y3qIdQwJvugO+L5riyb1hTCmp8Gn4dJU7tvTw86c7OK7ex6cvaGJe2fjpPbemcP6Scs5fUs4rnVF+/FQ7n/77Pk540c9XL1tA0zjlFLnHlZsVsCy7YTE3Epz72onI1A3nIz5X1PpImT08d2CIY9+Z2MHBYbbiiM8p4NMV8NkptnvTKayJblSvJhQhuHptDWvqfXz+nv1c/Ztt3PGOlRzXGBgReYIj0+SjRchkazhns1g1LMkn79zN6nof151UnJnupiXZ2xdnV0+MvX1xHt8bJpo0iRsWSVNS7tW4bHkFpzQFOaHRXzB3hguXlnPbi9184I7d/OU9q1CEoNqnZWee5zb5WEZmlORh4ThWucToaUVjjeLMlyqvyuZ2g8f3DPLMwQibD0XoGEod8TqXKrhydRUfPqNhUo1gK+t8fOf1i/jH9n7+5+FWvnTvQR75cEX297nX5egmvMxDV0/UwJJyxDSo3Ot/IrT0tT6UR+nPuqYAIbfKO363nT+9/th5AHJwcJhbOOJzCuRGXB7ZM0ilT2Ne2au32WgsVtX7+f5Vi/nkX/Zy5f+9zF3vWc3FyyvI/ZRyP8eM+Xdup+9kazjHE6uzQZRu7YgSTVl84tz52QaVqdIznOKljmEODiQYSpgMJUw2tkbojabIZFPtzmlbtPlcKm5VsKc3zu9e6OaWTd3MC7n47hsWU+Wfft3pvDI3X7qkmU//bS/v+f1Obn37CnqipC2NlKwZfCRhjtvJnTGVz9Q/2k1J5phjOMdirKh5z3CKP7zYzdcfauVgujym2q+xut7P61Z7WVrtxaMrxFIWCcNiTYOfMs/UvhKFEFy2ohIhBF9/8CAX/GgLD35wDX6PdkTzU24TXmai0WAshYARn02+13/mckrmkUoPujU+d2ETn7l7H3/flmTN6ikdroODg8O0cMTnFDEMi+7hFA/tGmBNQ+GiSMcS88rcfP+qxXzqr3t5zS9eYssnTmZ57djTVaIpK9sJnztGcaw07HgCcryb9Wzogvdogs9cMJ+Wyql3t9+3o5/vP35oRIRLU+y6S79LZd38IPPKXDSEXFR6tTE/p4Rh8ULbMPft7Oe6W7bxlctaOKUpOOU1ZVjXFOTj58zj24+0ce3N2/jdtctxudRsgxCQrfeMpmxf3AzRlEVnJAmQ9bdUFJFtnslYJmWOJ9eYPpOGzz3HfpfCz55u5zN/28tA3GRZjZd/OWceJ80LMK/MVdS/1UuXV2BYkm8+3Mp5P97Mgx88Pn0ch5uQxnJtUBSBSz3SDzef6zVzOPFUfnWcpzaHeMfJtWxq289ftvZy5eqqSR2jg0MpOb05NNNLyIu5ss7ZgiM+p0hP1OD51iG6IimuOdFftP1EEiaHwgkqvBoVXh1NnVsit8qv8z9XLuRtN2/jP+7dz2/etgLLkgzFDQaGU/h0hb647feYO5YxEwkDxrTOyf3dWGI1l9nQBd9Y5ubkpRVHf+EYmJbkp0+3p7urNU5vLmdBhZu6gGvS14NbUzi1Ocjiag+3bOziU3/dy1Vrqnjf+np8E3RK58OVq6qQEr77WBuX/Pwl/nT9KhZUerM1jREhMAyL3rhB0jgsPn26bVGU+TcctmgyDIv2cCKbfgf7b+9QOGFbK6UbkDLneDBmcMlPXuap/UOsrvfxpVPrOb7ED4evWVmJIuCbD7dy8v9u5JGPnEBDyI1lSQaGU0QNi2qvlr2GfbpCQ8jNwZ6prVEVgiqfxp6+eN7vede6On5z/wFu39ztiE+HWc1/vWbhpN8zegrSPW8uK/SyjmAq63w1c0yJTyFEQEoZKfR2x4q6Vfs0dvfYX/aFnmyQNC0e2DlAf1sPv9gZJjfzGPKoXHVcFRctrWB++dyoM6306bx2ZRW3vtDNp8+bj9et0jmUQu2PUebR6Y+mGPJqVHk0wjGD2oA9ljMTDSOdrM+kbMeKlE1Ebofx6CjabCeSMPnA7Ts5FE5ySlOAS5dXTDttD1Dt1/ng6Q3cv3OAO7f0cu/2fj5/0QJOm+bT++tWV1EfdPGle/dz7o+2cN8Na1hS48WyJIZlMZS0sJBIOfJcZCYR5T5UBNwqYcv2xcw1jNekJOhW0ZDs6onSUu4h4Fb51bMdfPbv+0gYFh85o4Gr1lQX5LOaCpevqKTKp/Ole/dz4rc28qfrV7Gi1sfLXVEM02I45GY4ZeJWFcq89rQkKY+M8ubLeUvKeXJveNzfm5Yc8VmoiqAx5ObHW/tGNIg5OBwL5E5BykxGcphdHDMt2kKINcDFQoiJ2z2nQCbqFs1Ja2mawrMHh2zD6QKb3n7r4Ta+8VArccPi1AVB3nJCNa9ZWcG5i0L4dIVfPd/FO363ndf/ciuf//s+fvZ0O999rI1rfvMKV/z8Jd5+yzae2hfGzLNerhRcvbYaVQj++a49pEwTlyqo9btoCrmo8OkYlsXLXVFe6hymK5LKRsMyEbFI0hwxYjHzu8lEM8c6j7OZvb1xrrt5Gx1DSa5cVckVKysLKqZcmsIVKyt5z/o6NEXw2bv38beXe6e93fULgnz/Knvax/rvbuJdt2zj6f1hVCFwa4Iyj44Q4ohzkXmo6Iwksz8PuFXKPDqWtJtyOiNJWiN2s9Bg0h6TubMnxvrvvcBH/7SbBRVufvaWpbz5hJoZE54Z1i8I8t3XLyZlSS752Uu82D5MhU+locxNlVfDq6loiu1RmjnmqV6fZ7SEaB9K0p19YDtMLGXxxpte5sdPHhrx88aQi/6YwUsdw1M+RgeHYvOmm16e6SXkxZtuennOrHU2cCxFPhcB7wZiQohnpZR9hdpwrp9gJjIxnDS5c0sPFy2rKGhKb0d3lHt39HNac5AzmnUW6SNTtectKSccN3ipI8rBgQQvdQzz5P4wmhCUe1WWVnvY2RPnc3/fh9+l8KVLmllXgJq+6VITcPHOdXX84tkO/r5tgIuqXDSWudPjJj1EEiZ+PUVPNDUiGgaMmEYDY5uR58NsSL/ny307+vnGQwfRVYV3rquluYiTkJrK3Xz0rEb+79lOvv1oG0trvCyrGbs2N18WV3n54RuX8LtNXdyzvZ8/vtRLXVDn6hNquPbEGkKqIOQZ+Tc1Vvo9t0bSo9pWRF7Vbkzy6QqbDg3z3t/vwLAk/3ruvHTKe/ZE8ZbWePn+VYv56B93c/VvXuGxj57A4ir7+djlUrPTmQBSujKi9GQyXLGikhvv2sPje8NctWbk9KI7NvcQTpjc9mIPlyyvYFF6/3UBHUhx55Zejj+GrL8cji16o0c6U8xG5so6Zwuz/y6cP38D7gOWAScJIUJCiIK2oGcnqiRMfr2hi7ghuXT51Or4xuNL/9iPWxOcu6gMGPsmGvJonNES4uq1NXz8nHl8/sImPnvhfD58ZiNXranmxnPn8Zbjq9EVwaf+tpd7thVMh0+Lt51Uw6kLgnzqr3vZ3RsDIBwzsl3O88s9LKvxHyEsM2nz6aYGC7WdYiKl5KbnOvjPBw5S6dP50BkNRRWeGTRFcN1JNXg0hRvv2pOdGDQdagI6/3z2PG5/10o+ff58Wio8/L8nD3HmD17k2QNDBNyHR1BGU9aIkZm5Xe6Z86ZpCpqmoKgCTVN4YPcgb79lGzUBnZ+/dSlXrqqaVcIzQ2PIzX+/poXBuMnlP3uJh3YN0Bc1stdi7nU51etzRZ2P5go3j+0ZHPHzwbjBrzd0Uh/U0VXB5+/Zl232Cno0zloY4n8ePkifc+N0cHAoIcdM5FNKaQgh/gFUA+cC5wB3AC+O9x4hxA3ADQDXX38955xzzpivSxq2FYuuCAxp29hs2drOh1YIFosu4l2FueHt6olxbmWYxVUe5tNFwIpQn+qY0rbmVcG5pyq8cCjK/j07eTDs5ZSmIPoMNyz920mS+4IGrxxox3pkIw1p/8agW8U1yltRSknKlOiqmHE3gamsJff6uu6d72L1yacf9T1bO4dJdEf4+HE6y6p1hOiGUukCAV88BV5oG+aORzZy0ZIKqgPTt2ISwHmVcF6lILE2wOP7Bmnr7OJndz/DWQtDJA1JN+DSBINxk5fah/G7VFbUelEVMeIzz5yHx7ui/HlrL+9fpnHJMj/uRDvxrmkvtWgsAH5wns6Du/r5+T3PAhBwKVy5qor6kAuPphAe6GPbtm15bW+s765PnWDx+N4ewu125zzAnq4ob5ofZd38AP0xi929YbZt28bCKi/G8AAfWRHgz9Ywtz7wPBdMsSFuNtLT05P3ZzmXOFaPy+HVxzEjPoUQfsArpXxSCHEGsBRoFkKUA49JKY8opJJS/hT4KcBPf/pTuWLF2DNZc2dSR5Imm1oj/GR7L58+fz7eusLMCXnu4BCfeXQvdYEQS5fW06EI6lMddOj109pufbPkod2D3LohTNnWKN963aJs2m8m8ACXVpn846kX+eLdw/z6mvmct7icap+WNaDPmG57VEHUsAh5Zt5kPpIwCceNvNcCI6+vb33/R9JT2zLh6ze2Rvjk42EWVJTzrmW1dM6E4NZBq47zh809/Hp3jLedFOSd62qzYma6eIDLGiQPPreZGx5I8P7TVNY0+KnwaGzZP8xPn2pnIG43HSkiyqo6H5csr+CshWWsrPVx/45+fvjkIbZ1xVjbWM1XLmiZM2NKF9dC7QKD7V0x9vTG+eNLPfzhYIy73r2Ik1pCvLxtG8uWLc/r2h3ru2u31ctHHt7KaWvrOL7WduDYtK+D3+83WLasEcULD2xv545Wg19f20g5UF/bwqHtOp96cohDFy8hNEWf09nGtm3bGO/7fC5zrB5XIWiucGebi5oL3IfhUHjm9DeNEELJiEop5bAQol0I8VrgXmAX8A3gzWMJz8mQ2y2tKIJfbegk6FY5f0n5tI8B4NE9g3z53v2UeTTesa62oMJJVQQXLS1ncaWHP2zu4YY/7ORjZ8/jdTNor+J3qVy0tJz7ekyuv3UHN12zlFOaQlgSGkIuoimL1sE4ZR5tzKai8URmMf08i10v2hdN8bm/7yXkUbn2xJoZjfQuqvLwT2c18o/t/dy8sYu/vdzL1y5vYVV9YSzFVEVwZkuIy6Mav3imI+vmIIDTW0K8cU0VuqLw3MEhnm8d4ruPtfHtR9qy719S7eFDZzTwhuOqCiaKS0XQrbGuKci6piBntIT4pzt38dbfvMLf3nccsYRdgjKVemaAE+fZdZs7e2Ic32ifq+GkmY0cCwHXnljLD588xM+e7uCTJ9jve9uJNTy6Z5CfPNXOJ89vKshxOjgUiguXluf1un2fP7W4CzkK+a7TwWbOiU8hxPHAEinlH8cQlUsApJSbhRBtwOuklDsKtW9FEegK/GlLL69dXTmpEXzj0R1J8h/37qfKp/Hu9fXp2eeFZ2GVh4+c0cDvNnXzv4+20R8zeNe6uqLsKx9cmsLXX7OAj/95Dx/78x7++t5V6IotGKt9GkMJjXjCpFMm8emevERmMQVivobfU+UvW/tIGJL3rq8tyHU1XTy6wuuPq2JlnY+7tvby8T/v4ebrllMTKEwZtSIEnzq/iRvPnU/PcIquSIoavz5ijObxjX7ee2o9ScPKjgxdVednYVXxa2BLwfxyN19/7UI+euduvvNoK+9ZOnLK02RpCLmo8es8d3CINx1vNx1ZMv1f+sG5wqdxanOIB3cN8N6lXhqB5bU+Tmz0873H2hzx6TDr+PeLm2d6CXkxV9Y5W5j5u9wkEEJcBZwFfFkIcbsQYsT6pZRPSin/mv6/fYUUnhm2dcdIWZJl1YVJXf/q+S4kdkSiWMIzg9+t8t5T6zih0c9Nz3Vy88aZLZILeTTeta6OnmGDLe1R6oOubGNJXcDFUMqkfShBT3Rk84tvnK7gudBQNB5/ebmXGr9OTQFqLAvJshov711fj4Xkxr/sKfj2VUVQF3SxpsE/7vx2l6awqt7Pa1ZVHTPCM8OyGh8LKz1s647hyhm7ORWEEFy1popXuqLZn61t9GNYMjteFODMlhAuVfDQ7oHsz05tDtE6mKQ153UODg4OxWLOiE8hxFpgSEr5Q2AtsBj47KjXhIQQZQAyd35fAWlLfznPK5t+TUnbYIK7X+ljXVOACl9pgtBCCF63upJFlW5+/kwHt73QXZL9jscZLUFCHpW/b+vPio++oSTtQwlaQmkxKuWY3c9g12LmO/97ttIznKI3arCmYXr2RsWiwqdx/uJyDg4keXRUN7XD9Jlf5uLgQAJdFbg0dVqR+xW1PsJxk8GY/cC2rimIImB7dyz7Gq+ucN6SMiIJi2cPDAG2T6iqwGfv3ju9g3FwKDCX/2zLTC8hLy7/2ZY5s9bZwJwRn0A3YAghzpRSmsDbgO1gi870az6BbbVUNDrTBtfV/ulHqDa1RZBQkNnak0ERgutOqmVBuZsfP9XOnt7Y0d9UJHRV4ZJlFfx5ay87e2JEUxbbemJs7RhmW2+cSMKkNZIaMxqUa8qdmY4zF4Xow7sGAFheO3ONYEfj1AW2iHnu4NBML+WYY0Wtj86hFBtbI1R61COspibD8Q12reeWtHG836VSF9TZ2hkd8bqM88V3Hm0FbK/Xa9fW8tsNXbzsmM47zCJic2QoSCxlzZm1zgbmkvgMAwuBjB+IAmTCj0sBpJRfkFI+V8xFuNJWRYWYHpSZwKLNQJpYUQRXr63GpdmTbYoUKM6Lt51Yi1tV+ODtO/GoghXVXloqPVSmRywuCI09ycijChQhskbdc2l6UQYpJb/Z2EWNX6O2QPWUxWBffxxL2iLUobC8cU015y4u45E9g3zz0Tbaw4nsmNHJcs7iMkJulYd3H45Qv+X4GsJxk97hw55dmiJoDLloH0rROWRPRXpT2hv4x0+1T++AHBymQctXn0Hc+Cjixkdxa3OvhMohP+aM+JRSDgG/yanpTAEvpq2UHhRCTCvimSnKH/N3OVG1TDNI0py+yMkIWWOGonU+l8rFyyroiqR4YOfAjKwB7LTuG46r4pHdg7zYPkxl0MWSKh9oCn6Xiss1dh1n3LTnfsdNOW4daL7MVOT0xfZhwnGTM1qmN1O9mJiWZENrBJcqWO+Iz4KjKoLPX7iApnI3//b3fdyyoZO+SJJDgwkMY3LfM7qqcPWJNTy5L0w8/SB2evrayk29A9QH7Yed+3YMAFDu1Th3cRm/fLZjyuLXwWG6ZOayy2+dw2nNs/d70WF6TFhoKIT4xBS3K7DLLr85xfePiZTSyPn3DiHEOcAPgKum21xkpu17xupozkTVLEvN1mbu7o1nx9RNlUzqvnMoVZA0/lQ4rt7H317uY1dvnItmZAU2b1xTzS2bunlgRz8nNwXx6Qq1ARc+TRlTUFqWtG/MMh0BnWY3ejFtmibiWw+34lYFq+tnZ71n60CCO7b0MBAzue6kwvl9OoxEU+2pZnd3mnzviXbOW1KGqigoQozbiDUe151Uy8+e7uD+nf28dlUV9UEXlV6NTW2REQ85Hk2hxq9z50s9vP3kWgAuX1HJ/TsHeHDnAK87bubs2BwcHI5tjtblsh54H+PNeZyYn03hPXmTbiz6BfBhKeWD092emjM7fLSPZMbCx7Iky2u81AV17t3Rz8XLpjcR5Lh6Px5NYWvH8IyJj909cSRw2gxHtKr8OhVeja3pTt24KTEsi96YNaKDPdfwvzs9EjBuagS06ZnMz8Tc9/39cVoHk5y7uAx9Foq6rR1R/rilB6+u8JXLmjmzRNHZtsEEfpdK+RT9LucqqiK4bHkF33qkDSEFi6q8VE+hEfGcRWUsq/Fy2wvdXL6iElURvHVtDT9+qp3e4RRVOQ+6axp8PLhrkL5oikqfznH1PnRV8MgeR3w6zDyvXVmYIS6lYC6tdTZwtDvefVLKsJRycLL/Yc9ZLyZDwDlSyoLsRxFkBcvo+sFMVC3gVin36rxvfT0bWyP0DE9v7qGqCC5fWcH27lg2RVZqXu6K4tEEaxoKYyA+HZrK3WxojQB2NHMgZtI3nBxhtXQ4Qgl1AdcIE/rp1H3OhE3THzf3oAg4pSlQsn3mg5SSx/eGuX1zD9V+nVuuW8FZC8uKbnwfT1nc9mI37751B9f+9hW+93gb27qiM1qPXGqW1djZlD39CRrL3GhT8HwVQvCVy1o4OJjk8b1hAC5ID8TY3D6ymWhp2jLumXTXu0tTWFnr468v9031EBwcCsYnzm/iE3PEe3YurXU2MOE3m5RyytHL6bw3z+1bUsqiVMZP5CPp0xVet7oKS8Iz+8PT3tflyyuxJDw7A13ElpTs7I5x3pLybPPTTNJS6WFfXxzTtIibknKvSqXfNSL6kzk3AbdKyKsR8mpZwTjdus9SEktZ/H1bP2sa/Phds2c8ZCRh8otnOnlg5wDNFW5+fe3ygo5c3NEd5W8v99I2kGBvb5zdvTHu29HPj59q5203b+NHT7azqMrDpcsr+OvWPj50xy7++8FWDPPYF6BSymzt9YJpjgd845pqGkMu7traC0BNQGdemYtnDgyRzKkjrQvq+HSF32067Pl7XL2P3b0z90Ds4OBw7DPtu4oQ4kJAkq7zBPZIKfdNd7szyUT1g9GUxbwyF9V+jedaI7xm1fRSU0trvMwvc/HE3jDrm4J4SiicOsJJkqZk3fzZEXlbXOXhrq0W27pjLK/24lJVGoNaNvpjGBY9USNrR1OMGe6l4rE9g6QsyYmNMx9xzrC9K8qdL/VimJJ/PquRNxxXVZBop2FK7tvZz11be9nWZTe9XNMc49YHDhuaa4pg7Tw/715Xx7mLQ3h0ja9cZvDTpzr4wZPthBMGX7y4uaR/H6VmS8cwt704xNtPquGkxgADw6kp1zJrquCqNdX88tkOTEuiKoLPXtDER+/czfOth2s/hbDrjTe2RYilLLy6wknzA9yyqZsfPXmIfzl3fqEP08Ehb8774YsAPPzhEwqyvZavPsP+fvt7p7nCXdCRnIVe67HOtMSnEOICKeUDo352ohCCuS5Ax8OOqulcuqyCv7zchyUlyjRv0F+4uJkbbt/JMweGOHdxWWEWmgf70n+EmZnQM01derrP9s4oVT6dpGnSE4XagI6iCHqiBofCCYaTGm5VEFGV7O9g5pqGpsJNz3UQdKvTjnAVigd2DvD43jCVXo1vvWkRLZWFmyT0H/ft57G9YZor3Hzl0mbeuraGvbt2cPbJNUgLzmgO0lzlRcH20VUE6ArUBNx896olrKr385E/7uKzd+/lW69bNO2/t9nIH7f00N02zJvXzOdzFzWxbyAOCPwuBUWZ2jVyenOQ//fEIXb1xlhe42N1vZ+GkM5jewZHlHqsrPXx3MEIz6a/f06eH+SUpgBfuGc/159SR4Vvdk3dcnCYKplOegBx46MzvJpXN9MNI/SP/oGUchOwaJrbnbVkIhHHNwYIJ0wSk7RCGYulNV7mheyUWCmtflLpVGZwFgi13b0xvvFwKyGPilsXdA3EaR1IEI0bdEVSWJak2qfRGHLTFHKhjTGKcLy0+1g2SjNpSm9akq5IitX1vqLXUeZD22CCx/eGuXhZObe+Y0VBheeunhiP7Q3zT2c0cM/7V/PRMxtpLHNTH3RxRkuINQ1+Qj6dcq/9wFDm1Wgud1Ppd2UfLN6xro4vX9bMC4eGs2nkY4kX2iL84PFDLCh385trV1Dm1lkQctNS7h5R0zxZLllegVsT/HHz4c/s0+c3ETckm9oO1342V7jx6go/f+ZwFdMNpzUQSZr86EnH89PBwaHwTFl8CiHWpoUmQog3CSF25v562iubpViWJBwzsgeYNAojXj50RgOxlHXEJJJikokO9seMo7yyuAzEDD5x1x4UIfjhG5cghGR/OEnStIgYVlZkZoS/ptkRz3KvPuLGPFbTkJUWegOxkVOSZtKU/kB/AlNCQ3DmTeWllNy5pRevrvCxs+cVvOv+Ty/14tYEX7y0mfnlXixLsqsnimlaVHt16oI6umqfj4xva1Iy4jx6VMG71tVy6oIgP3jiEC8cihR0jTPNbzd2UeXXedtJtRgAAlwulXK/PqKmebLUBFx85MxG7t/Zn53ZfnyDn9qAziO7B7HSjVyKIjh5foC2wSTdEdtwfkm1l1MXBPnmw63EUo7np8PcpbnCzZfv3Y+48VGaZ0mmyWF6kc+9QoiW9L/vBz6Y87tjtjsgmrJoDycJJ2zBVqhxWqe3hCjzqDy8q3SzszMRz86h6XXtT5efPN3OcNLi929fwaVLyqkPujml0c+yGj/LKj1oinLEFKN857tHUxaGaaEpI/1CZ7I5aVd6nGl9aObTmTu6Y/RGDf75rMaCNz6ZluSBnf1cfUINVekIXm/MIBw3iJkSRRU0hNxU+lx4VIFlSQIue7Z5bmQ6bkoShuQHVy2mMeTmi//YzyslfEgrJp1DSTa0Rvjg6Q24VFHw6/KT5zWhq4JfPtcB2DWenzp/PtGURUd6shHASfMCSOCurYe73K9ZW0N/zOC3G7pGb9bBYc6w7/On8sVLmpHfOmdEjWdzhTs7Sanlq8/M4ApfnUz5Gy5tp7Q48+9RtZ/HbOTTpyv4dYWWawPOpgAAbwdJREFUSvsJakNbYaIwihBcuaqK/phRslTwvDIXQsCT+6bftT9VhpMmD+4c4A1rqjhnURmGEIAATaWxzI0hxJhTjDLiJJIwJ4xg+nSFcp8+ojYUxo+SliIVnxH7FbPAx7IsvYZ9ffGCb1sRUOnTeeGQneKNpizcmmBemYdyj5p1LQi4VeKmJJI0URR7YEDug4ZPV6gLuKj16Xz/qsX4dZWP3rmLy3/2Epf8ZAtX/mIr33+8jbbBxFFWNPsIuG2x/XLnMClTZh01pjPfPZf6kIvPXrCAh3YNZv/OT5oXoMqncaA/kbWxqvBpNFe4ufWFrqyF3AmNfhZVevjWw62vKrsrh9nDW0+o4a0n1BRl2/s+f2p2klKmCWk6FHOtxyLTfbx+XghxQeb/CCEWCiHeOLoJ6VhCUQQhr8aZLSEaQy4e3j1QsG3Xh1xIYDBemjSX36UyL+Tiz1t7CzKrfio8snuQpCl5//p6FMWe014fOGyvlCs4cwVjrt/nRJGiyfh3lioV3xdLoatiVhjL1wddrJ3n5w+bewou3oQQvG51FZvbh9l4IIxlSUJujRq/fsR5Gf1gkRsFzfzNabpClU/j9net4H2n1nPtiTW899Q6zltSxl1b+3jHLdv5yn0HSBVg9G2p8LtULl9RyZ+39mZHWhb6OvzcRU3UBXX+9ood1RRC8OEzG0mYcsTIzdettm3ffvns4SjpVWuq2N4d45sPtxZkLQ4Ok+HDZzby4TMbZ3oZeTGX1jobOOrdTwjxX+P9Lh3xfDDd4X6B/SP5x4KucBYScKvML/dy7Yk1bGyNFKTpCA7Peo8kS1djdXpziFjK4p7tR/SOlYQn9g7i1gQnzQ8QTVlEDSsbCbMsOa54zPX7nEhcTiaaWapUfE8khXcWWQZdsKQcRQj++c7dDMYLW/972YoKXKrgaw8eJJI0iaYsOiPJI2qlc89zJGHSma49zD2vtX6dJdU+TmoI8OVLW/jhGxbzifOa+MZrWnj4w2v42DnzeHDXAL+ZY2nit66tRkHwwM4BIgkTjyoKeh3qqsKVq6p48VAk6/F57qIye5LR7sNlPpU+nfULgvx9Wz9PpT2MX7OyknMXl/GZv+3lhQJleRwc8iWaNImW8H44HebSWmcD+Xy7vUUIcZUQYtzZelLKTVLKB49Ve6XRZG6UKUviUgW6Ov0qg0jC5LuPtRFyq9QHS1cLuLzWS31Q59uPtM5II8drV1dhWnDGD14kmjBQhMAwLNrDiWwkaCzGEqWGYdERTtoz39NMJopUiilHUkqeb42woHz2FL4H3SpvOaGagbjBe36/Y8LPfbKUeTSuWlPNH7f08tsNXXk5EYA9ACGSPPzz3NGpcVMyGEtxcCiJrkDQpbGwwsvXL2/hzcdXc+umbg4OzJ0UfG3AxTUn1vByV5Q7t3TTEzUK7mF79doahpMWj+yxxaaqCI6r99ExlKI/Z4LYeYvLqPJp/Pvf97G7N4YQgk+cOx+/S+VDd+wcb/MODkXhip+/xBU/f2mml5EXc2mts4F8xOde4N+AfiFErxDi90KI9+U0GwF293sR1jcrydwwH98TprnCM23fQSklH/njLqIpi7eurS5pOlZVBO9cV0fQrfKZv+4d0YRQCk5vDvEflzaztzfOyv/ZwG0vdBGbYiQ54wOaGcc5On07G9jXnyCWslhYQDujQrCsxss1a2sYiBm8+/fbGS7gE/x71tdx9sIQn/7bXr79aCsBl4qebjDqGEpysD9Gx1AyKzQDbpUyjz6yrjdmsKcvTvuQ/VDSGzVIGiYuzZ50hYC+uMlnL5yPSxN87/G2OVWn+PaTaynzqHzyL3vpiyYLXvpxwZJymsrsEpsMiyrt0ZpbOw/bLrk1hXefUodLU7jxrj3EU3Ym4pq1NTy9f4inZrA+3MHB4djhqHdkKeXFwKeBdcBFwPPAW4E9uWIU+EBRVzqLiKYs+qMpdvXGpi0ihpMm7/n9Dg4MJLh4aTnzykofEfPqCu84uRYL+Kc7d5V8lOHpLSG+/8bF1AZ0PvbnPXzyb3sJuVQiCZNk0sw7bZ7xAc3Ui0ZT1ogmltnAxvTs+kVVs0t8gu03+9YTqumNGrzrd9vpixbGBcGlKnzxkmYuW17BV+4/yHk/2szjewfZ3D7MUMKgN2rQMXQ40q0ogtqATsijEUmaDMRS2SioX7fLLKr8GhU+2wvUpysoQlDpUVlW4+ffL1rA8wcj7C1CE1WxcKkKZ7SE6Iyk+PkznXgKkE3JRVEE/3LufLZ2RNmUTp8H3CpVPo0XD42c9+53q7z5+GoG4yY/evIQAFetqabCq/HxP+0u6LocHBxeneQVDko3EO0BFgI/kVJeIqVUgIs5LEZvKNoqZxk+XWFrZ5Rw3OSUBcEpb2dnd4xrf7uN/f0JLlhSxmnNU9/WdKny67x+dRU9wwb/l7ZlKSXLa3z8vzcu4b3r6/jdpm7e+KuX2dYZ5eWuqC0+0tGvcI4bQCYyZhgWkYQtMutDruw4ztk4631z+zB+l0L5LOh0H4vltT6uPqGawbjBO3+3nV09saO/KQ9URfDJ8+dz47nzkBIe2j3Iid/eyAU/2sLXH2zllo3dbGgdQkqJYVh0RVIYhsVgLEUsZeHTFILpDvmQV2NemYf6oAtFEcRNiWFZ9MVNfLqS7eCf7VOuRlMbcHF8g58/bumZcvR/Ij5wegONIRffeqQ1O7f9ipWV9A4bR8xxX1Tl4YyWIHe93MeT+8J4dYU3HV/NsweH+O2GzoKvzcHB4dVF3nfldHPRH4FTMh3uUsqNUsr/kVJeAvxPsRY521AUwd+39aGrgtOmKD7/9kofH7xjJ6Yluf6UOs5eVDbj025W1/s4cZ6fWzbZQqDUKELw9pPr+NjZjTy5f4j/fOggsZRBLG070xlJ0hlJEo4ZHBpIcCicYCCaoidqjFnXmVvDOZMTjTJIKXn2QJjFszDqmcvyWh/vWV+PlPChO3bx+N7CeM8qQvDaVVX89C1LedOaaj56ZiNLqr1saI3wrUfauODHW1j4tWf50r372dQapjuWImHaDxmaptAQch8hKDOlFQqCpGHSFUmxrSuKRxNU+2feR3WyXLKsnP39iWyEPHPdFqKCwOdS+c3bltM2mMx2vp803/b33Nd/ZJT4/CXlVHg1vnLffvqjBtesreH4Bj/vv20nO7qPDZ9VBweHmWHSIaF0FHRDeqpRS86vfl+wVc0B/rSll5PmBfBNwZj7QH+cbz7cSl1A58NnNsya+d4Aly2vIORW+dr9B2dsDW84rpr3nVrPAzsHuHljT7brvS7goi7gIpqy2NMXoyuSRFMVqn3aUSOcmcajTA3hTIjQQ+EkcUOyoGJ2i0+AhpCLD57RQMij8oV/7Kd3uLCDCAJulTcdX82XL23mlrev4E/vXsUnzp1H0K3ytQcO8q9/2YtPUVhU6cmKztxu+ExDWtZyS4CmKBimxb6+BLUB15ycAX/B0gp8usJvNnRlI8ADsRRy+rZ42e3XB3VeTDcXrqrzoSmwu/dI8akpgmtOrCZpSn7+TDuqIvj8RbZp/btv3VGI5Tg4TMj16+q4fl3dTC8jL+bSWmcDU/pCS0dB7wAqcqKgmwq6sllMyrRoCyemHMHKzFV+8wnVBZ8qM11cmsKpzUH6Ywbt4dI2H+XythNrOG9xGT9+up19/fFs7adPt0drLqr00lLmOcL/czwyKXhgxsZqZmoQ6wJzIyIXdKtce2INUsIDOweKuq8yj8ZrVlXx/auW8KVLmtnWFeOTd+/D77K/onIfGCxLMpy0yy0sS6KkBxEE3CoBl4onbdI+F/HqCourPDx7IMz+gQRJw0RTFAQU7ICuWFnJprZhLClxqQqNITcvd0THbNCqDbhY1xTg79v7ORROUBNwccXKSp45EKarxM2JDq8+rl9fz/Xr64u+n8y0o+lMOirVWo8VpjPbPYQ9RrNCCPGPV1O3+76+BKYFTVO0y3mxPYJPV2bFhJuxWFFrd8E+MYOdrUII/vXceQRdKp/66z42HBpiV2+UnqiRNR1XFEFnJDkpa6CZrAPNTNGomSPiE6Dar1Pl07j1he6S7fPcxWVcf0odv3+xm68/1MqunhjbO4bZ2RNlIB2B9bsOT0Xy6Up2fGrclHg0wWDcmFPd7rk0V3rY159AExKXplIb0ClkEPfiZRVEkiZ9w7YrxNtOqs2ODR6Ls1pCCMiO2bx0eQWmBTdvnFt+qg5zj55Iip5I8cc/Z6YdTWfSUanWeqyQj8n8BWlrpf9Ki8ydQggT6Af+gN3lvhe7G/6Yx7Iku9NNGFMVERtbIyyocM94jed4VPp0Krwqv9vYNaM38KBb452n1LG5fZjW/iQhj0alRz3s3TmJpozMe+KmLLqX53js7Inhdym4tdnTAJUPxzf66Y8ZJTVQfsfJtTQEXfz06XYsLPoTBnv7YuwbSKAo9kz4TEc8wFDCjmZX+zSqfDqGKZnB8t5psbTay1DCZHdv4oixsIXgwqXl6IpgS8cwUkpOaw6iCLhvx8CYrw96NE5pCnLPtn5e6YyysNLD6jofX7p3f/a70MGhGLz51y/z5l+/PNPLyIu5tNbZQD53wfuxu9oFcDvwQWCJlFKVUi5Nd75/UEr582IudLYQTVkk0+P7pjrFz7DkrBcgZy0soy9msHGGp5pcuKQcVYFn2iJU+jSS8nD0stavUxdwAYxZw5nbZDQbOt+fPTA06/w98yEjfbQC2/9MxM6eGO1DSd5+Ui2NQQ/r5gU5rj5AS7kbl4DOtC/o6AcJRRF0RFJU+XXUWWKvNVkuXlZO0K3y7//YX5SHpJqAi/+8ooUDAwn+sb2fMo/GO0+uY19/ggNjNB6BbT7v1RU+c/deYimTz1zQhJRw4Y83Mxgr7FQsBweHY5987sS3A7cBGYO3Xinl3uItafZiWbYNjCctHKc6VtOwJNosvzEe3+jHqyt88+FWrBmMfoY8GmsbA9zzSh96OrWaqfHMWCqNl3rPnW5UiulFE5EyJbGUNeVSjZkklRb2egk/u9+/0I3fpfChMxupD7moDLqYX+6h3K/TFkmxqyfGwXSaOOBWaQi58ekKXZEUmw9FaCjhlLBC49VV3rSmmif3hXmxSA9//3LufOoCOt9//BBdkSRXr63Bo4lxx+x6dIU3n1DNUNzkI3/cxbwyF/9xaTOtgwku/slmzLkaZnZwcJgR8hGf/yWlvENK+TMp5c+AwXSn+/vT6fi1AEKIHxV1pbMAey51KjsFaCqRlb19cRKGpMwzuxqNRqMpgnMXl9ExlOL9t+2YUQG6ttHPwcEkwUmKx9kQ7cwwkI4OzcXIpyVBEZS0TOTZA0O8fnUV/pwMgWVJwjGDMt3ugq/zqOzssutAfbpCzLD46v37eakjypoGf8nWWgyuWlOFR1N45++28+5btxd8+6oieOvaGqIpi39s78ejK7xzXR3t4RQd49R+Lqz0cP6SMvb2Jbh/5wBr5wX457Pm8dzBiFP/6eDgMCnymXC0adT/35sjRn+OLUY/iW00f0zj0xWCbpVD6S/nqUSx/uPe/WiK4OT5gUIvr+Csbwpw/pIy9vQl+OET7TNW/+lKjxtNjoo0Z1LtdQHXmIbimWgnMMKMfiZslvpjBjV+fU41G2VQhS1AS3X+4ymL4aSFz6XwUucwHUPJrO1QezhJb8LA71LZNZhgS0eEbT1RNrZFuODHm/l/T7Tz2lWVvGeOd52GPNr/b++8w+Oozr59n9m+Wq16tS1Zci+4YWNjU4PpJZBQQyCE0FPehBS+9EAS8hLeNBJCgBQgITQTWhKaTbcBV2wwuNuS1XvX1jnfH7Mry7LqarVFPvd1+bK02p15ZubszO885yl8YXEute0+XgzV5Iw2mU4Ls3KdrN1vJBaeNzsTsyZ4r3zgGr8rStzkpFi4+40K6jt8nDc7k5m5Dm58ajebDsa+NrBCoUhORu0SConRuzGSj8Y14bZ/la0+zJqgINU6os/vb/RwoNnLsuLUiOqDxhohBCeWuFlWnMrTHzbw903x8W6EnZ11nYfHlg23fWZ4+X2gYvSxIMtp5ovH5cZ8v9Eg7OEPxEi0N4baerZ7gmi6pN1rXLuArpNqM5FqNdPuDYLUaeoK8Nf3a1l2zxY+qe3iaycWcutJE5I23rM3ly/M5fGrZvH4VbPGbB9XL85lZ303Ne0+Um1mzpudyYfVnbR7+o/j1IRR+1NKydee3YuU8LOzJpNmN3H6/R9S0RJ5trBC0Zebjy/g5uML4m3GsEgmWxOBaNb6uS2K20pYPEHJgWYP+amWESdg3P6q4fU8Po5tNEeKEIIzpqfT7dP524ZaLCbBFQtjK6LCrSjr2rwUuq2HSuqYBAywrK7rki6/jtOihf5uxm4yWjHGYxneatbAkvgTjv5wh7zHB5q8TMtxjPn+Um0mCt1WntjawH8+aebi+dmsKE5lRl4KLd0BPqntYsPBdl7Z1UybJ4hJg7NmZHLd0vyEbVuaqFy2IIcfv1zGr96s4K5zS7h4XjbPb29k9e4WLjomu9/PZDotnDsrk+e2N/Hg+zXcdHwB/3tuCTeu2s0XHtvBmpvnx/goFOOVy2L8rBkNyWRrIjDonVoIcZ+U8ubhbEhKeVgPPiHEL6SU3x2NcYmI3STY3+ghxzUyr+e+xm7Kmr2cWOJOCq9nb4QQXDA3k1ZPgAfeq6HQbeXkKekx2//sfCcAa/a24LKbSbWZcFg00p0WnKGC4uFEpDA9nW8w93THAXBqsic5KZ4JSMnEtGxDcK470BYT8em2m3nkihm8s7+N1/a08MQH9Ty04fB+4tkpZpYWpbK0KJXFE1N7+rmPV8Yq4qEky8HvL5rKjat288QH9VyxMJcrFuby6OY6Vkz2kTvA6s6CCS4qWn088UE9s/OcnFSaxuULcnhkUx2v72nh1KnpY2Ow4qjiYKj6wqQk6AqXTLYmAkPdsZcIIa6LYLsCozzTuBOfnqCkrsPPohHGbN7+SjkWTXD85OTxevZGE4IrF+XywHs1/PTVcgrcVqbnOGOy74JUKxkOM1uruvj0XElA6miaqaeUUocvSFhkwqF+3y6r6Qgvp5E0ZsTsaprRtrG3l1SJ0SNJsRmFzp/5qIErFuX0xOCOJaZQwtvJU9II6pLKVi/7mzxkOi1MzrSRahvfYrMv0Wqv2R/XL8vnn1vq+PP7NZxYksYl87J5bEsdGys6OGdW5oCfO2tmBmXNHn72ajkPXjqNyxfmsmZPCxf+dTtbvrmI0qyxn6goxjdXPWYk271xS+J705PJ1kRgqBvaJcCaCP6tDn123KEBDZ1+8kdQymXjwXbKW7ysKHHjSNKlVzDqPH5hSS5Ws8Zt/97fU+90rBFCMK8whXf2t5KbYqXAZcNlNYVEJ0dktA8WC+q0aD094sOf6V2SCQ6vDxqmv9eOJk4qTaPVE+S6J3cdkfg11pg0QVGGnZOnpHNMQcpRJzyBqLbXPGLbQvDolTN72qimOcycPj2DLZUdgzYWMGuCzx+bi0mDrz6zF19A55fnlRCUkov+9rEqv6RIOsJtNkfbalMxNIOKz1AyUcT/YnUQseRAswcJTEgbXqa7N6Bzx6vluG0mVkx2j61xMSDFauKiuVm0eIL8cW11zPZ7fLGbxq4Amyrb6fAFaesO4DRrhy2pD6egfLg1Z7g9JxxZkqmvGB3otaOJOflOzp6ZwcEWH1c/tnNELU0Vo2esq1xNSLMxvzCF1/a0IKXk8gU5BHR4f5DMd4A0u5krF+XS6Qtyw6rdZKdY+OoJE9hW3clv36ocW6MViigTbrM52labiqE5+lwIEdB7WXZ3qJ3ccMXn4x/U0+4NcvWxuTHtEDOWTMtxcHxxKs9tbyTFqvHFJfljfmwrJrvRBPxrWyMZDjNSSgrd9p5ySr1jPEeaUNS7JBPQk6DUezv9vRZrpJQcbPGyv8nLG3tbj/j74oku8t1WpmTZxyTx5riiVBwWjWc+auQLj+3kwUunkelMvtJR0UJKydaqTvY3ezBrArMmmFeQMux7Q6Jx0/ICblq1h23VncwvdFGUbuO9snaOK0olZZA49YnpNi46JountzXyqzcque3UCby1r5Xv/nc/Z83MYE5+ctdcVSgU0SeiJ5QQogS4HzgW2AhcIqVsE0KcBnxHSnlmFG2MO11+nZZuP20ewZYKo+NI0TBqfHb7g/xzcx2T0q2UZEUnCFlKSVWbj1313bR5giCMANv8VCtz8p2DPiSiycrp6XQHdP65pZ5XdjXzuwunUOgeu4funoZudGmc9y5fgGyXlYAuqe3woWm2w8Rh32SjkdJXjA70WqxZvbuFdQcG9kRtrDi8G87F87KZmeuIatmhYwqMzldPfFDPF5/YxV8vnU5WytElQFs9AV78pIl/bjEmlr0xa4I7zizm+CRc5bhiYS4/ebmMn68+yAOXTOMnZxZz3ZO7eGprA9csyTvsvW/sbeXNva188+QJuGwm5uan0NAZ4JVdzUzPcfDNkydw3ZO7Oe2+bWy6dVHSCnKFQjE2ROoeuQ24C0N4LgEeFEJcL6VcI4S4P2rWJQhOi0aHV6O128+Wqg5yUizDEiL/+aQZX1ByxvSMUdvQ0h3g/fJ23isbSHx08uIOozXeF5fkUZQxtjd7TQg+PSeLqVkOnt/eyDWP7+IHK4s4qTRtTPb3yq5mUqwaZ8/KwBeQ5PeK+wwEdLBohzLaE8BLGW1q2n2DCs/+WLWtAYBzZmawcIIrat7pqdkOPn9sLv/YVM+1T+ziz5dOT8ri+SOlwxvkqa31PLalHr8uyXVZWDktnZIsO1Ia7VOf3NrA9148wC3LC7h4XnZMu0KNFrfdzH+vO4Zl92zhp6+Wc/f5JXxhcR5/21BLTZuPfLeR+R7UJW+GPO+/erOSC+ZksqAwhZNL3exr7ObetVUUuq3cdW4JX39uLyf+YSubvrGQjKPYS66IjG+ePDHeJgybZLI1EYj06bxJSrlGStkqpVwtpbwMuDTkER13Uebh4vIFbhuf1HYzOXNoYRfUJQ9tqCHXZWHiKPp5t3kCPPthI797u2oQ4Xk4f9tQy+t7WmLSEnNOvpObji/AbTPx45fLeO6jxjHZz9v72jhlShppDhMT0g3hqWmC7oDR8rSuw9+TDBTvPu5jwf3v1kT82f/uaObnaw6ys64ravYUZ9i56thcuvw6Nzy1i0Bw3H3tD+Od/a1c/MjHPLKpjsI0Kzcdn8/NywuYV5hCqs2E224mL9XKjcvyKUq38cd11XzpyV20e/sv1p6oLJzo4v/OL2VzZQfbqjq56JgszBq8E+qCBFDbfnj7zee3N3HHqweRwOcX5ZLpNPOjl8vQNPjpWZOpaPFy6n3b8McoQVExfjh/Thbnz8mKtxnDIplsTQQidg0JIRb27ucearVZCozLs69pglS7iYMt3mG11dx4sJ1On87JUyL3BHYHgvzmrSq2VneO+LNv7Wvjp68exBODBJkMp5mblxcwIc3KPe9UUhaqdxZNvEGdQreVDIeRqd4VyrjOcVrQBPiCwaglAyVaZntrd3QEzOMfNLBmd0vUjqsow8bF84zksye21kdlm4mGL6hzzzuV/PClMlxWEzcsy+eaJXnkDVD/0mrWuGZJLqdOTeNAs5fL/76DDUnWdvJLS/PJcJh5dEsdqTYznz82j+21XewITV4GivP998dNWEyCLyzJw2ISfP25vUzJtvOtUyaytaqTsx74SGXAK/pl8s/e78kyL+61arezriuqk+axJJlsTQQiEp9SygdDP67u8/oa4LTRGpWI6Lpkb4MHT0Bn4jDil17a2YzNLJgRYVHuhk4/68s7hn7jENz1ekVMRJRJE1yxMAeTJvjBiweivn2HRUMIQX6qUSJJEwKnRcNs1nBYNKwmE3aTiIpoTLTM9g9rondDe2d/Gz9dfZBuf3Sy1afnOCjOsPGX9TXj7sZb3uzhin/s4JkPG1lalMpNywsocA/dXEIIwUmlaVy3NB+LSfCdf+/n4Q21yBisREQDp9XEd0+bxMaDHXxc08mVC3PJdJh57qMmunxB7BaNE0uPjGndUtnJK7tacFk1Prcwhy6fznVP7uLEUjc3LMvntT0tXPfkroSZ1CkSh7Jmb0+W+YEfLO15/cZVu7lx1e44WjZ8ksnWRCBiz6eUcouU8un+Xh+dSYlJl19ne43hgSwc4gHkC+i8ta+V+YUpESV7+AI690axjNFb+47MjB4LUqwmTixxU9Hq48MIvLWD4bKa2FbdiaYZLTJ1KXtaZaY7LeS6LHiCcsh6ncNhsFJN/aHrEl2OTRFwKSVrdrdEfbu/fL0yKmJICMFlC3JwmDW+PwaTjnggpeSZjxq49olddHqDXL4gm7NmZmAe4Xe50G3lyysKmF+YwkMbaw9buk50bl5eSJrdxG/frsKv69x1XgneoBHTCrC8uP+EqvfK2nltTysT021cPC+bxs4A1z+5m0vn53DNkjwe2lDL//vPuKzCp1AoRsCoH5hCiDQhxPVCiMlRsCdhsZsEnSFRM1SyUXmLtyczOxL6Zi2Pljf3tdHY6Y/qNgdiWXEqdrPgF2vKo7rdU6em835ZOx9WdeC0aLisph5RGY7vHE69zqGIpNtRl19HR4xJKnxt+9hdt6FqOA4Xh0VjRYlRh7WmzTf0BxKYpi4/V/1zJ/e8XUV+qpUvn1DIjNzIO3lZTBoXzMnEZha8GaNJYDRw2Uz848qZ7G3s5vZXypmSZefaJfmUNXvZ3+jBbtE4bVp6v599Z38b68vbmZXn5NzZmVS2+bhvXTVXH5vLBXOyuPuNCn77VkVsD0ihUCQUIxafQohvCyGahBC7QzGfJaFl+EXRNy9xCJdbArCZBz9t4ZjHnAhK0EgpeXVXy4g/NxR/WFsdk2U/i0njpNI0qtv9UfV+XjI/G5tZ4yevGKJW0wQdvqDRXjPk3eybaDRSDyZEJlidFg0NOSZV1z+oiq4HuTcv72yhviM64nZmrhFe8s6B5PHu9eXdsjaufHQHNe0+zpmZwZeW5pEahfJamhDMynXy9r7WpErMOm92FnefX8r75e1squjg0vnZpFg1/vNJE1JKlhYN3GL4xR3NfFLbxbETXSwtSuXpDxt4amsDXzuhkJNK0/jGc/u4952qGB6NQqFIJCKN+cwEzgA2A38WQjRi9HIft+i6pLXb0BeWIUrWVLcZD/RICn3XRUkM9Me+pugnAvXH4kmuqHs/0+xmLpiTybMfNfBhdSd2k0ATgkBAp7rNe0THnUj7tUciWDVNoInotz8M6jJq3smB6K9YfSRkOi24bSa2VkXXax8Lgrrkgfeq+d5/D+CwmLjx+AKWFKVGtUzS1Gw7vqBkb1N31LYZC768opCcFAv3vF1Jd0DnaydMoLErwNoDbVhMGufNHrj3+5NbGyhr8nDGjHSKM2zc9241r+9p4QcrJ7F8spuvPLOHh9ZHXsVBoVAkL5GIz83Q03rzQSnlYilllpTy5ijbllBomsBuMR5G3iF6W7tsxmn1RuDlaOwcu9IsH1SOnRetNxaTxooSw/tZHsXM94vn5aAJwb1rqw6L++yPSJOGEqlM0876sRcqH9dGL0lICMPLl0y0eQJc9dgOHttSz7ETXdyyvGBMapaGmz90+RIjiW242MwaT18zm5oOPz948QAnl7qZnGljze5WdtZ1sWjC4N2LHtpYR2t3kKuOzSXPZeEXrx1kR103Pz6jiMUTXXzpyV08uqk2RkejSDZ+sLKIH6wsircZwyKZbE0EIhGfTeM9vjNM74QVl81ESaaxtOgNDC4qw6VIOiPof90UpbI6/fFRTVdMSi8BLChMQQCvRDGEIMdlYeX0dB7ZVEtrpx+X1YTTopHnsh4Rhxv2YA6WAR8I6NS0+Ywi9QnIU6HkjrGm0xediIGALrGZk0d87m/0cOWjO6ht93P+7EzOm505Zm1iw8lKvgQda4NxYmka//jcTD6q6eJXb1Xyp89OI9Np5pmPGun263zrlAmDfv6ed6rwByVfWJKLy2ri2//eR2WrjzvOmsz8ghSufmwn/1ACVNEPK6dnsDIKTVoioTjD1lP+afLP3h/y/fG0NRmJNOFolRDiPiHEp6JqTYLR23umaYI0uyFw/EN4NFOsIc9nBA+a5jEUnwCfxKgcjstmIi/Vwks7mqK63csX5OANSP70XjWaJugK6D1eyt4iM+zBHCwDvqErQFWbl4auxCsEfiBGIRJgdM+KBkF96HjoRMHj1/nqs3sISqMj2KKJA8cvRoPweWn1RCb0412l6dIFOfzw9CJe3dXC5ooO/u+8UvxByT821WE3a3yxT/vNvtz1egUmIfjCklw0Ibjl6d1Utnq585wSQ4D+cyd/fi96FT4U44MPKjv4oDI+oTwHfrC0p/xTWbN3yPfH09ZkJJInxY3AL4B9wP8LJR9tEEJ8K7qmjQwhxCQhRFR7SvaN/wvHYzqtg5+2ppCYSYkgWWFzlDPd+/L89uiKwcHIT7XSHWVPa3GGnZm5Dp7YWo/dJHquT4c3eETsp65Lw2sd8pDCocSxug4/mXYThW4b2c5Iu8yODd6AzsMb62K2P0vUQgzGqN7UGPD4B3V0+nQum589qg5kwyXLacakwa4IQylkFCqTjJbvryxiSpadu9+oIN1h5tunTKS63c+LO5qZlG7lnFmDe31+8VoFqTYTXzouD00IvvyvPexv8nDnOSUcV5TK9U/t5r51KglJcYivP7eXrz+3N95mDItksjURiOSG9qqU8mkp5d1SyjNCyUc3AHGrIyKEWARcAvwmmtvtG/8XzgxOsw8uVsJljaKRKTsWRFsQDoTTquEJ6FHPsj9tWga7Gzy8va+15/oEAjq1bT5aOg+12ezy63T4gkZCUK8MeLOmEQjq+CTku62YE8xbty7GGePWaB5/EsR81rT7+MemOiZn2CjOtMdkn5omyHJaeGNvS0z2NxbYzBrPXTuHDl+Qu984yBkzMvjcwhw2VXTwfnk7SyalsrQoddBt3LmmArfdxPXL8rGaBP/z7F52N3Rzx1nFLC9O5Zan93DP25UxOiKFQhEvovLUCRWcf3Dod0YfIUQ6kCWl/DXwUyHETCHE4HfAERJeqt1e04nVJMhOGVx8/vuTJhwWbcRLkJEs00dCrDKS3XYzuoSGKCdRnT0zA7tZ8MimQ97BrqBOfZePA63dPd7P/jLXNU2Q67KQ7rSMKKM9VlS2enlrX2zFZ7SWyq0mjc0Vid9K8uGNtUjgwrmx7QQ8O89JY1eAB9+rRh/hhEwQ/WoKkTAnP4VfnV/Ku2Xt/Pn9Gr60NJ9J6VZe2dnCrvpuzpyRPuQ27lxTgc0suH5ZPg6Lxjee38vmig5+cmYxJ5S4+Z9n93Lrc3uTpiOUQqEYOZGsN64WQrwMfEdKuTXaBkXAZIyWnq8C6cDFwEIhxAPAy3KQO5gQ4gYMry3XXHMNJ510Ur/v8wV0vAEd2VzDV2abCDaWM1DkVmt3gBPTWykusZHvH1kZkaZuP5cXH1qWm5vm5/LiEW1ieHi6yfN1RrWUTH+cmhkgvbibpoq9pPbxMAU6W/DUHYhouybgllkBOtsP8sknOkIIPL4gKR1+Al2C/V0WbAkgLHuPr8uuvJpTZi4e9P0BXbKzpm1srvkglFAL/tGPhetn+Khq9dFevX/IcmSjuf6jod0TIL27kW8cY2WquQFi03sBgEuLJAudQaqbynnqjUrOm5V1WAe0wc5J36/qcO9dg9HQ0MCOHTtG/LmV2ZK7V5jYVFFOxf527j3FxjMfteNtLsfldHHvKRbeHqKbU/m+PRxfnMpPlwo+qPKydfsnpHa6+e5COxuyYUfZHn71TA3nzsqM6D4V6bElOuP1uBRHH5GIz7uA/cBfhBAlwEYM4bdKSnkgirYNl63AV4UQtwF/klL+VAhxHfA1jLJQAwbPSSkfAB4AeOCBB+TMmTP7fV8goLOtppP7dzZx0/EF2HNzBjTmT29V8kK5g1snT6DGMrJl9zUHWnin7JBWvrwYHi+LrDf8UHhT3cwrHLxMymgJmiRPlh9ET3dz88zCw/7mqTuAPXdyxNvuqHTywIc13HphMfmpVnRdEt6arhslmHJdFiMpya9jN4medpyDlVGKtD5of/QeXz/5vz/IGkv+YO/ljlcPAmNzvQdjxoyCqGyn3urhsbI6ikrTOGvmwPUfYfTXP1J+vaac1w46+HoE389okJov2drdxuM7Wnm20sNDl8/o8TyP5JwM9941GDt27CCSzwFMKg0y9c71rHtf8qeLizhvxUSufmwn/6qQ3LAshwmTc/nVm4Mvnz9eFuB/Tiwkr0jjoQ21PF7m5ysrcrhoUTG7N9Tx7bV1fOTVePDSaVhMI5tMjubYEpnxelyJTjjzPfxz7/7zisiIxD20CcPruVhKmQX8EsjGEKUxRQihhTybzwPLgWsApJR/xhDFUSl83+XXWbvfCGmdP4hg06XkpZ1NzMlzRpRsFMvez8981Djmy1qm0BL3Szuao76vufnGdVi3v5XqNh/1XX7MZg2zWaO8zcu+pm7qOo3EoqZOH2UtXlq6/P3W/eydAR9pfdDRsq8xdtntY8XkDBuZTjP3rq3CF0yIVeLD2FXfxau7WlhalDpki9yxQgjBiaVpXDg3i5p2P09trY+LHaMl3H6zotXL9/97gBSriT9cNBVdSh7ZWIvFJLjx+IEnW2F+93YV9R1+vnScsXz/h7VV3P1mJVctyuGLS/J4eGMtK37/Ad3+MWkgpkhw7jx7MneePTneZgwr8z1RbE0WRiw+Q7GdS8K1PqWUa6SU/09KeVm0jRsIEVqHkVKGn3DrgLeAGSGvJ8B2YHW09rmzvhtNQMkgCQq7G7rxBiRTc0buveqvDuVYEwvBc1xRKm3eIJ/URbdgelEoQ3lnQzepNhN5LitOi4bTojE53U5ppgO7JmjtDuANSiwmMJu0njjPgQRnJB2ORouUkn9sjo8ImZYdvYQbIQTnzMygw6fzQgyrKgwHKSU/fKkMu1lwYklavM1hfmEKRek2Ht5YR1NXDNf+o8jK6Rk8csUMPqjq5M41BynOsHHnOZNp9QR5dHMdeS4Lnz924FWiMH9ZX8v22i6+uCSPk0rdvLSjmase28lnjsnmW6dMZOPBDlb8fmtEdZMVyc3ykjSWJ8D3dTgkk62JQKTtNdfEY4ldCDE9tH8pegUCSSnrgYdC/2YJIb4BvCeljErlYpfNRHmzlwlptkGTMzYeNBJ5SiPIoK0dw7aaAxELwTM7z4lJwItRrvfptptItZmoaPGR67Lgdph7strTUywUptswmzU0DXKcFjKd1p5leGBAwRmPDke7G+Ln9XQPUblhpJRm2clPtfDn96ujVrw+Gqze3UJdh5+V0zOwJ0A8MMAFczIJSslf1ydvgfUrj83j7vNLeWtfa6hLVCpfOaGQgy0+Vu9uYUqWg88cM3Ri17MfNfLqrhZOmZLGJfOzaewK8IXHd7K82M3/+9QktlZ1sPz3H9AQh/ukIn6s29/Kuv1xK6QzIpLJ1kQgMe7Cw0AIcQpwbbiwfW8BKoQwSykbpZTrpZTfBO6XUpZFb9+w9kAb07IH92juru/GbTNFtKRX2Tp0EduxYKz3azNrLJjg4j8fN7E+in3KhRDMK0jh+e2N7G/yEAjodHiDPf+Hu1IVuG24HeYjBKXTouGymno8zvFsqfnYlvgtvTqiLMSEEJw/JwtPQPLQhsQQVbvqu/jl6wfJSTGzcIh2kLEkK8XCsqJU/vNJEx9Wx6b17Vhw68kT+NTUNB58v4ZnPmrgorlZXDAni3UH2nljbyvHFKRw7hA1QAHeLWvnjlcPMi3bzuULcmj1BLjm8Z3MK0jh+yuL+KSuiwW/3sTehrFvO6tIDL734gG+9+KBeJsxLJLJ1kQgacQnIIFqjCX/08AQoKH/A0KINCHEzaHfo9rGZ3dDN01dgUHjPQG2VneQ77ZGtI/qNl9Enxstf35/7AXCGdPTSXeY+cFLBzjYEj2x+7mFObR5g/xlfTUNXQHaPIGe/8NdqQYSlWEvaYcvGPP4zt60e+LbXWksCh4Uuq0cO9HF09sa2BNnobDhYDtffWYvNrPG1YvzEq73/ClT0kixavzwpQME4xB6Ew2EELx0wzGsmOzmnrer+O+OZv7nxELOmpnBm3tbeXNvK4snpXLWzOG1HrxzTQWFaVa+sDgPT0DnS0/uYkqWnd9cUEq7N8ji32xmQxQnsgqFIvYkk/jcDDwJVAKLwwK0F26MzPeo89Zew5W+YIhkozZPkKwIu+Vsroyf56OmfWyFr9WscfXiXDQBX3tmz4hrHA7E7PwUFhSm8Jf1dUZvRyDTburxaA4VRxuP+M6+bKuOTbvTgRgrKXbatHRsZo3v/nf/GO1haN7Z38pt/95PitXEdUvz45ZkNBhWs8an52TR6gkO2vo20UteWkwaa26ex5JJLn79ZgVv72vlWydP5MwZGbwREqBLi1I5Yxh1QAH+741K0uwmrj0uDwncuGo3noDOHy6aisNi4qR7P+DO1eW0xXnyplAoIiNpxKeUsl1KWQ38B8MDepwQ4nghhEkIkSqlPCilXBfNfYaTUtYdaMNtMzFpkDZ87d4guhy6+1EiUtU69l7XdIeZM6Zn0OIJRrVv+WfnZdPQ6eeRLbXUtHvxBOWwPZrxiO/sS33n+Ixhc1g0lhWn0tAZiFlHrd4EdckvXzfaQN50fD7pjsT9Xk7LcZDlNLNjMPGZBPdqm1nj9ZvnMyvPyR2vlvPO/ja+fcpEzph+SIAeX+zmxBL3sLb3m7eqsJk1rluah92s8a0X9vPa7hbuuaiUBRNcfP/FA0y4/X1uf7kMTxxXLxQKxchJ+BtaX6SUzcALwB7gTOBBwDkW+wonpby+p4VZec5Bix23e4zkimjH0MWCWHkPSrOMRKwtUfTyLi1KxW038Z+Pm3piPQfzaPbOck8EOuKcwTuWZyE7xQLEJ5751V3NtHuDnDkjPbrtQ8eIKdl2uv160i69h0mxmXj3qwtCArSMd/a38p1TDxegp05N46TS4QnQ371dhUBwy/IC5hU4eWhjLd98fj8/Or2IP312KvMLU/jJK2Usv2eL8oIqFElE4t+V+yEkQN8EpgF/jFZWe1/sJoHHr1PW7GVm7uDJRu0hERFpJu3UrNj0mO6PthgJoHSHGZdVi2p7T4tJ47Sp6bxb3oGUoieW02nR6PLrR4jMeNXxHIi9ca7vOZbLueEQlIo4iM9HNtWSZjcxPYKyZ/FggtuGLqF8gJjoRGmvORxS7Wbe/eoCZoc8oG/u6yNA97VxypQ0PjV1eGVp7nmniqo2HxfOzeKMGekcbPFyxT92gICfnT2Z7502ia3VnSz41WY2HVSxoOOJ3356Cr/99JR4mzEsksnWRCApxWeIDuDbUsqNY7UDT1DS1O1HcsiLMxAp1lCXkghFTbZr8O2PJf5g7LwtE9NtbItyZu9p09LxByVbKzt6vJ0Dicy+XtFE84TGmvYxnHiEz6g5DmENug52szbmLWSjRU8DnwGGYZIcRg+pdjPrvrqAOXlOfr76kAA9c4aRhPTMR40sLUrl03MG74QV5uGNdbxf3s6yolQ+f2wu/qDklqf38MxHDaycls7/nltCmyfAcb/bwj82JUaVBcXoWTDBxYIJrnibcRjhbkfim28x+Wfv97yeiLYmMkkrPqWUXVLKqrHch90k8AaMp8Fg9T0Bcl1GlntLhEs/RYPEk4410UoAGg65LgttniCBKIq9WXlOcl0WnthaT02Hb9Cl975xnvH2hC6aGN+b1daqsUt0C9f5jEe85dRsR0J2WRqILp9ha5oj8ZKiIiXVbmbd1xYyNz+Fn68u55VdzXzn1Ilce1weH1Z3cd+71UxKt3HTMDohAby8s4U7Xj1IodvKl1cUUOC2cs/bVVz7xC7m5jv52+XTmV+QwlX/3Kmy4ccJq3c1s3pXc7zNOIyBuh0loq2JTNKKz1jgCcqeZAnrEL2F7RYNu1nQ0h2Z+CzOiKf4jN2+8lKtSKClK3rxWZoQnFSaxoaDHeys7aTDGxx06b038c54j7Q6QjIQ9qpmxEF8ptlNdPqSJ4ayO2DcZ1ITMCN/NLhsJtZ+dQGLJrr45esVrNrawFXH5vHL80ro9uvc/14NrZ4g3/3URI4rGt5E7K7XK+jy63zpuDxOm5ZOWbOXq/65E39Q8r/nlrB8spv/7mjilqd34wskzwREcSQ/W13Oz1aXx9uMYZFMtiYCSnz2ou8SrNOikZdqeDSH01s4xWqizRPZMqbTGr+HTizFwcQ043zWdkY3w356jgO/Lun2HxIbw/FqDpbxHosl+Vm5Y5IrlxAcbPFiNQnyUyOrfTsaVpSk4QvKQTPIE4lw/dEkctYOG5fNxNqvLOCUKWnc9241j2ysZfFEFw9dPoNUm4nHttTzXnk7Z83I4JrFucPa5r1rqylr9nJCiZvLFmTT6glw9WM7qWrzcfsZxczJc3LfumqW/W4LzUnavlShGM8o8dmLvmJF00TPcvhwROWsPCeNoyidc97s4cU/RZu8GIoDt91Mqs1EbXt0HwhhgRP2PAcCOoGADtIInxiMgURmLJbkM8ax53Nvg4dclwVTHGI+lxWnkmoz8ebe5Gh3Zw2NUc8AnrpEr/M5FFazxqs3zuPqxbn8bUMtX39uH52+IP+8cialmTZe39PKX9fXkuE0851TJwxrmw9vrGNrVSczcp188bh8dAk3rNrN9tpOFk9K5XunTeKjmi4W/Goz+xtVVySFIpFQ4rMX/S3Buu0mLJqgaRiz5/xUK+2+YMRLPbPz4pOZWxhhV6ZImZBmpTbKhe0zQyKuvjNAhy9IXaefAy0e2n2GeOwtLvuKzYFEpt0k0IQYUryOlquPHZ63J5moaPHS5g1ywZyh+3qPBZoQXLMkj/rOQFJ4P8P63D+A6zMZ6nwOhdkk+NtlM3jwkmkcaPZw89N7WF/ezp8vnc6XVxRS3ebjj+uqqe/w86PTJw2rIP2zHzVS3uyl0G3lhmX5OC0atz6/j/2NHk6fnsEvzy+huTvA/F9t5s29LWN+jAqFYngk/Q0tmoTjBDu8QVo6/bR1B5ASJmfahlUS56TSNII6fFgT2cPOYTHx2WNi+7BeOS2dnBhm2gd1yb5GDxOjnGDVGvJ4Tk63GoJREzjMJlLMJjp8QVq6/D3isq/YHCju0xOU6FLiGaIagK5LdBn5d2lypi1uPcdvXDa8ZI+RIKXk2Y8acVg0zp0VH28+wPmzM8l0mnn2o8a4tzEditbQykqms//vYjKVWhoMTRNct6yAvd89jmnZDn70chl3vV7BaVPT+etl07GZNB7eWMeWyk6WFaVy/dK8Ibf5tw21SClJd5i5YVk+2SkW3trfyj821TG/IIX7PjuVDIeZlX/6kEc2qkx4xdjwXlkbb+5tPSILXtE/Snz2ocuvU9vh40CLh+p2L3Udfubmp7CroRs5xNrX3Hwn6Q4T6w60DfneAbdRkMIl87Ij+uxIuXR+NiuG2W0kWuxu6MYXlJRkRLeuaU2H4Zl2Oy0EdB2PLslzWdBMAl8gSHdoGb6/TPiB4j6Hm4zU5dfREREH7QohOCcOIu2m4/PJHwOv95bKThq7AnzjpAlxjWW2mDR+c0EpAV3yzy31Ua2wEG2augJYTWLAEIXx4PnsTbbLwoavL+S7p01ize4Wrn5sJ5srO3j4iunkuiy88HETf11fi9tu5vsrJw3ZFSncuMJpNXH9snwyHCb+sr6GX75RQZ7Lyh8+M4VjClL4wmM7+fFLB47a0mrJxv0XT+P+i6fF24xh4Q1Idty2+IgseEX/jKsbWjRwWjTyXFYmp9tJtZoJBHVOLU2jzRPkj+uqBy1LJITgi0vyaeoK8MLHTRE/7GbnO8fEI9Wb65bmMSsvtskuu+q7efbDRuxmQUEURY8voPP89kYsJsFEtxUNga7LHs9lUBq/13b4qQuJ1OG01Rxu+02nRUNDjqpgplkT/HDlJBbEyAN6y/KCqMf6dniDPLe9kRc+biLXZWHltPSobj8SijLsfP3ECdS0+/ntW5VsquhIuAz4mnYfuxu645KYFU+cVhN3nlPCh986lmk5Dn73dhX3rq3mb5dN55blBVS3+fjTu9U0dvr51LT0QUsyvfBxU8/PZk0wryCFk0vdvLSjmfvfqybVZuaX55Zw9swM7ni1nKW/2xKXzluKkTEj18mMBE7K7F3zszjD1mPrQLVAFYcYv9kOEaJpArfDjK5LNM3QEzetKGRnQzf3rqumscvP9z5VhHmAOMDzZmfS0Onn75vqqGz1cdWxubgiKJ+S77ZyjM1Nu9PFfz6JXu2w06ens3BCCg5L7DxSgaDk1d3NrC/vINNh5jefLsXkr4nKtoO65M41B9la1cnPzyrGYdV6BKNVQJMHsl0aTZ4gupQEdJ0uvx7RNRkITRNoYvTLopomuGB2JlOy7Dy9rTEaph3BBXMymZPnjGrLSV2XbDjYwZo9LQR1yWULcvj8otyEKfB+3uwscl1W7n7jIP/+uInXdrewtDiVYye6SImjZxZgZ10Xq7Y1YjUJlkxKjast8WJmnpNN31jInWsO8oMXD9DiCXDHmcXML0zh68/t44H3aji+2M1JpW5+dPok9jZ6eHRzPQCTM2zYzBqnHtEtSXDK1HQ8AcmqbQ3MzXdy8pR0vn3KRGbmOrlvXRWz7trII1fM4MJjYrPSpBg5L2w37oPnxyl2fCgO/GBpz88vbG/khe2NnD8n67DXxTffiodpCY8SnwPQ5dfp8AVx281YzBrfX1mEEPCHtdWkWCu59aQJ/T5cNSG49rh8JmfauXNNOfe8XcXxk1M5rih1xA86kyZYPCmVxZNSafcE2FnfTUWrb0SFwefkOZmQbmVSmo0JadaYCoKALtle08XqXc10+HQunpfN9cvysZo0PHWj23a3X+f98jb+ta2BD2u6uO3UiVw+Pwe/HvJEaoK6Dj+BoE6LDxDgtpl74noTFSEEc/NTmJPnpKzZy5bKDrZVR54wc+xEFyWZNiZn2EkZgxqS1W0+Vm1toKk7QIHbwv+eU0JRlEMqosFxRak8edUs1pe3c887Vby+x+gzvmiCi2XFqWQN0cEs2ui65N2ydlbvbiHLaeZPF0/D1VkZUxsSCSEE319ZRJ7Lwo2rdnPz03v49ikT+eeVM7n/vWpe2tHMB1UdnD49nXkFKfz4jKJhbff06ensa+zmZ6sPkp9qZUaukwvmZLFwgoufry7nooc+5s5zJnPbqZOGXOFQxJ5fvVkBJK747E0y2ZoIKPE5AIZAORTvl5Ni4fsri3FaTPzyjQq6fDrfOXXigJ2PPjU1nalZdn70chlv7Wtj7f425hWmsGRSakRLzql2c0iIwoVzs5BS4g0YRfDD5VnMmsCkGfVGrSYRF8+TLiXlzV4+ru3iw+pOPAFJhsPM/51fzLETR+/Z8QV1/rGpjie31uMNSHJdFm4/s4hL5mXTEdBJt5uMBKGg4eU0mzSynWY8QdkjSuNBpzdIe5tv2DGWQggmZ9qZnGnnwrmSTp9OY5efNk+QoC4J6JKgpKcdo0kzEtYcFo00u4kMp7mnduRY0NId4PU9LWyr7sJuFvzkjCJOKk1LGG9nfwghWFrs5tFiN2XNHlZta+A/nzSxsaKDPJeFJUWpzMhxRNUr3hcpJTvqunl5ZzOtniDFGTb+9Nlp2C0anrFrNpU0XLesgKIMG194bCffeH4fPzq9iNtOncQ5MzP5yStlPPtRE++VtXPJ/OwBk7N6Y9IEVy3O47511fxsdTl//9xMACal27jnwinc9fpBvvffAzz1QT3PXTuHSQk4cVIoxiNKfA5AON4vjNmske+2cuc5k0mxmfjxy2VUt/n42dnFA94EizLsPHT5jJ4H3Us7mthS2Ul2ipnlk92jWv4UQmC3COwJ4MXzBXT2NnrY1dDNjtouPAGJScCENBtfXlHI4kmuqAihj2u7+OXrBylr9nLh3CxuOb6AxZNSkbqk0RPAYQWr2dSrb7sxvDVN4IriMnMktHmD/HV9DdcsyWNC2sgy/YUwxuJYiqLhENAlu+q6WVfWRlWrDyHgioU5fG5hZKEl8aQ4w843T57IF5fk8dKOZp74oJ5/f9zEvzFawE7LcVCYaiXfbSHNbh51rVJvQOfj2i7W7m+jsSuA227iJ2cUc1Kpe1iCfTQJbcnGGTMy2f6dxZzw+638+OUyPr8ol/NmZ7Hq6ln855Mm7nmnij+uq+aYghRm5jiYkuUYMAwKjK5Rc/KdfFDZiT+oYwl1q7OaNX6wsohFE5q4d10183+1mZdumMtxRbFNwlQojkaU+Bwh3QHJdUvzmZJl57ond3HTqj3cec5kpmYPXKMz/KC7cVkBL+9s5u+banl+exP//aSZYwqcLJ/sJjvGy36jocsXpKrNx75GD3saumnsCqBLsJgEJ5S4Oak0jaVFqVGLK9Wl5LEt9fx1fQ1ZTgsvXDuH8+ZkGSWxuvx4gxKbSWA1m8h2muny6z1ezjZP4IiJRMR26PKwbY+Ekkw79lqNf2yq47ql+TFf5o0UXUp21XezraqTPQ0e/KFqAVcszOGCOVkRJS1Vtnqpqe3k+S1ltHQHEMIIV3FaNNIdZvJTrUxIs5KXaiU/1ShSH/b2uqyGdzdaHtZMp4XPLcrlioU57G/y8Na+Vl74uClUseLQ++xmDZdNY2KajYnpNiamWclO6b+AvpQSX1BS2+6nss1LRYuXnfXdBHVw20x8+5SJnDkjY0SCVvT4uI8OMp0W1n99Iec8+CGPbKrjH5vrWDIpleuW5vPo52bwl/W1vLanhQ8qOzFrgmnZdpYUpVKS2b/nsiTDzsaDHWyv6WLBhENtPIUQnDs7izn5KXzvvwc48Q9befyqWVyk4kAVijFFic8REl6Ov2JhLnPyUzjj/g/5+nN7uf3MoZeVXTYTn52XzWeOyWJ7bRf//aSJV3Y1s6Wyk+IMG2fOyIhqFvho8QZ06jr81Hf4aeg0/lW2+g51gBKQnWLhkvk5HDcplXkFKYN6ICKhzRPgf187yLtl7XxqahoPXz6DiRl2o7amLtGEwKTp+HVBYUh41nb4yHNZjZqtUSwSH64PCuYRi1mLSfDHz07j+qd28bcNtVy/NJ+0OPQ8Hw5SGpUBPqzuZGtVJ50+HYdF48yZGZxYksaxE10jEk7dfp0ddV28X9bGe+XtlDV7uby4mz3NJqblONB1SVN3gNbuAB/XdtHcPXhNTqtJkOE0U+i2MSndxuQMG8cVpY7Yo9wbIQSlWQ5KsxxcsyQfX0BnX5OHvY0eGjr81Hf62VzRzo66Lj4IxVwLYYhJm1nDH5T4gzp+XeILyMOUYopV49xZWZw5PZ1Zec6IhLOGTOxCpWOAy2bira8sYE9DN39bX8Mf11Zxy9N7uH5ZPt85dSLfPHkCWyo7Wbu/lVd3t/BJXTfpDhOLJrg4NctPhfTS0h2gsSvA+vJ2BMY164/JmXbu/cxUfvDSAS5++GN+cmYx3zhpYtJ59BWKZCExn34JTG8v2oIJLjbfuogT//AB33phPyeVpnHNkrwBZ99hwkklc/NTuH5pAau21fPUtgYeeK8Gl1VjWo6Dkkw7aelBpFnGJI6u269T2+6jotVHZavhrenwHUrg1gSk2U0sn+xmaraDqdl2Zuel4BijZf+W7gCv7GrmX9saaOwK8JvzS/nSsnxSrCZ0XfYkE7ntZrr8gkBQ7ykGr0ujg1H45y6/jhaU2E1iVLGffeOAR8qkdBu/v3AqX35mD/e9W82n52TFvNzVQHgDOpWtPnbVd/NxbRft3iBCwAS3lW+dks+JJWnDFpytngBr97fxfnk7exu7qWr1ITFikucXpnDz8kKOdTbx4MK5uGymno5THV6jIoEnIDnQ7KGq1ceexi66fDqpVhNpdhNt3iANXQEaOv18UNnJ63taaA9d6+IMG8uK3SwsTGFuQcqoMtmtZo2ZuU5m9inzIqWkotXHrvou9jd5KWv20OEN4rQa4R4pViM8wmXVmJhuY3aec1ixiUORwKG0Y87UbAc/P6eEb5w0kQv/tp0/rqtmw8F2PrcolwUTUjiuKJUvryjkmY8aWbWtntf2tJLr7+bxskMF5TOdZn59QemgZXsynGbuPq+Eu16v4EcvlfGbNyu5/cxiblpe0LNUr4gek3/2fk89zOKM/ieOf79iRixNGhXJZGsioMTnKCl0W3n7y/O5d20V97xTxdv7Wlk5PZ2vnzi8AtsZTjPXLyvgioW5rN7dzOaKDt4rb2dLZSfW4m7+VVFBptNs1DvLcZCfahm1GPUFdMpbvOxrNDw7bZ4AnsAhX02qzcSSolRKMx2UZtmZnGkjz2WNSY/uHXVdPP5BPWv3txHQJbNyndxz4RTOmpnZc9xdfr0nmSgcCxleDgdI81sIhNoUuu1G2aw2T4AOIUJ1Wofvuey71D5aT8i0HAd/vmQatz6/jye3NrBgQgpnz8iIaumj4eAN6Oyq72ZXfTdlzd4eAacJKHBbuW5pPieXpo3IO1vZ6uW3b1eyuaIDXUKey8KKEjfzC10snODipBI3JpOGVcC2T9p6PNLhyhLhEll2kyDfbcUqoKErgC4lnf4gmhAUuG24bCY6vEHaPAHcdjMNnX5e2N7IQxtqeXpbA098UI8mDLGf6bRQ6LYyPcfB1Cw7JVmOUU2YhBBMSjc8rmNJUJe8ubeVHfVGpYM5Y7q35CDbZeHtr8zn/ner+fpze9nw3D6sJmMif82SPC5bkMNlC3Lo9AVpqtjL3Fl5FLptFKZZB0wM7YvTauL2M4v5uKaTB9+v4WvP7uXetVX89/q5lGbFp/3xeKWs2Yv81UmDvieZEsCSydZEQInPUdLl1+kO6Fy7NJ+bVhTyx7VV/N8bFexv8nDn2SXDbl3pspm4cG42F87NJqhL9jd56K7dT2eKm3UHjLZdb+5tRROQ7jCT57KQ7jCTZjeT5jDi4GwmDatZGFnvQiAEeAI6nT6dNk+QilYve3vFaGoCspwWPjU1naIMO5MzbMzMdcZ8OVhKyZbKTh7dXMfmyg5cVhOfOSaL82ZlMKcghXyX8aAPL3kbItPSIza7/Dp2k+gRibkuy2GC0ajZKg7zfA6X0Sy1D0RRhp3HPj+ThzfW8ejmOnbUdnFiaRqLJ7rGVIR6QsvfGys6qG7zoUsjlnFpUSpTsu1My3Ywv9AVkTjbXNHBT14pQwDXLc3n7JkZnDolHZNJ67kOYcGoCYEMtS11mQ/3KIc90i6zUbQ+XCLLbTfGZPja9f7M5Ew7Xz1xAl89cQIdngAv7mjmnf2t7G7oprzZy1v7WvnPJ0YRcgHMzHXyqWnpnDolLeFibz1+nRd3NPHk1npq2v3YzAJNCOYo3QMY4v+m5YVcvjCXt/a28vreFh7dVMf/PLuXSxfkcO2SPFKsJkwuK5Ny+9b+HD6z81P49QWlvLWvlV+9WcmCX23miatmcXYc28UejTyxxajJd9nC3DhbMjQD2RouOF+cYTus/udQ9PUMj+SzyYASn6Mk3BEJDAF513mlfGpqOhc99DFf/tcefnpW8Yg7NJg0wdRsBx7dyTFzJnLrydDcFWBTRTuf1HVR0eJjR30Xu+q7GaLt+GGEYzQvnZ/DsRNdzM1PiWu2vJSS9eXt/H1THdtru8h0mrnr3BIunx8K9pfgdphxOw5lrff1QLZ1B6hu96IJERJNlgEzwwfLeh8omWi0S+0DYTFpXLc0n+OLU/n5mnJe3dXC2/tamZufwtRsOyWZ9lEL0aAuqW7zUd7i5ZPaLqpCgtNl1bh4XjYnlKQxO885Ko92UJc8/3Ej966tYmKajVeuP+awclK9hXv4XNpNgjqzdkR70770J0rDDPQZl93MZ+dlc/aszJ7P+f1BttZ0Ud7kYWt1J//cUse9a6v449oqijJslGTaKc2yMzXbwYwcR1SWyUdKbbuPPRXt3PXvT2j3BpmT7+QHp01i6eRUpmY6+d3/rYm5TYlMusPMBXOzuGBuFnecWcy3XjCK0a870MYJJW5OyfCQleIn02mOeKVICMHJU9KZluPgRy+Vce6fP+JPF0/jhuMLonw0ioG4791qIDnE50C2hkXjcIrN9xWcYc/w5J+93+/nk1mUKvE5SsIdkXpz5sxM1n11Aaffv42bnt7DyVPS+PLyAnJckScTZTjNrJyewcrpGT2vSSlp9QSp7fDR7gnS7Te694QTH4K6ITQyHGYynRYmZ9oSJnap2x/kW8/uZXtNF7kuC3efV8ItywvRocc7pkuJ2dzLGzaA57Hbr2PTNMw2rV+ROBzv5UDviVam/EDMyU/hn1fO4qOaTu5+vYIPqjrZWNGBEJBuN1Ga5aDAbSXdYcJpMeq3BnRJUJfo0ogFFELgDxoe7k5fkOo2H/sbPbR5g4Q7SabaTHzmmGw+NTWdmbmOUYdu6FLy+p4WHt5Qy8FWH0uLUnnp+rmk9xJuYY9zfyLTah467nak5773BKL35ywWU0+zhs/Mz+Hbp05iQ3kbL+5oZntNJx9UdfLG3tae9+ekWLhgThaXzM8e9nJtpNR1+Pjz+zWs2d3CZUXdLJqQz0/PKmZajhNfIIjVbDri/qI4nFS7mfsvmc6Fc7P55vP7eGprA3JSF4+/9glpdhNLi9zcsCzyChOFbht/uGgqt79axo2rdpNi1bjy2LwoH4VCMXAowkACM5m7J6m7WpTo6zlbMMHFju8s5nsvHuChDbWsL2/ngjlZrJyWzpQse1SSiIQQpDvMpCfZw6m23cdrO5rZ22DjByuL+OryAnLTbD2JJ05zWKz0Lybh8PNdmmmsSQ7Uh3043sux8nAOl7n5KTx8xQx8QZ0PqzvZXNHBG3tb2VZl/DySOjtWkyDHZeHsWZnMyHFyTEF0kl78QZ3tNV28X97O2gNtHGzxUppl5/cXTeHcmRmY+0xshiseR1rCaqD3d3iDPZUOBhNsTovGrLwUpuU4erpeBYM675W38+6BNl7a2cxf1tfw748b+dLSfE6ekoY1ypO2dm+Ap7c18PgH9egSrlyUy+cmd3PCsYeSsLr8prg2Rkg2zp6VydmzMun2B3ln44ccvzCHLZUdPLq5jjf2tnDGjAwunpdNcQSxeXaLxh1nFvO1Z/fyrRf2cdmC3KhX9lAcPYz3JfXhkFyqJYHp6znTdYnNYuJ355dy0ZxMfvF6Jau21fPEB/VMzrBxytR0TipNY3KGLaG7wkSbsmYPt/17P2fk6jx65QxyXRaQkpo2nxG3GdB7vJ5uu/mIB29YeOi6pM0bQOPIWM6+wqS3COorXAbylkWbylYvr752kGnZDqbnOJiZ6+jXC201aRw7MZVjJ6Zy/bKCnqXz5u4ArZ4A3X4dqykU16sJJCClITjDE5HMUXY3qmnz8XFtFw1dfpq6AlS3+Shr9lDR6iWoG1nrx+Q7+eKSXK5alENVu5+APBSPOVIxOdK42tHG4WqaINNuoqw1gF0EsVpNpFhNHF/s5pj8FK5bls8HlZ184/m93LnmIL97u5ITStI4dUoaiya6Il49kFLycW0XL3zcxOt7WvAFJadMSeOuc0qYmmVnz95dBAI6epSS245WHBYTkzLsnD5zAgA/WFnEXa8f5OENtfz74yZm5jqYnu1gSraD4gwbhW4rWSmWIb8zFpPGlYty+eFLZfzrwwYuXZATi8NRjBPCsZ/hn/tbUh8o6388osRnlOjrOQs/IN12MydMyeCBLCcVrR7eL+/gsS11PLyhloc21FKaZefyBTl8amp6TLLJ44EuJduqOnlueyNv728l1Wri0nnZFGY4aOjyU9XhRwfyQx6rwRKDwufVZTVh1jRauwMc6DJiGcMP7MGESV/hMhYJRf0R0I341pd3NgMwMc3KL84pYeIQWdMmTRhFzcc4uxqgosXLveuqeK+svec1i0mQ57IwOdPOeTMzWV7i7hFgNrMAHdx2yHFaeoTmSM/pSL3OA73f8HzbhrWdJk+Q2nYf9cLwEqfazOjSGHOeoOSsGRmcc9sSnv2okX9squWVXc28vLOZNLuJyxbkcNHc7BHFS39c28Wv36xgb6MHh0XjorlZfHFxHkuL3T3nzR+U1Hf5MZvHdiJ0tDEl28EDl0znzrNLeOC9ap7cWs+aPS08/3FTz3ssmmBeYQqnT8/gpFL3gA0y5uSlYDMLfrGmnAybZEVxBs44xAgrko+BvJtHo9cTlPiMGn09FX0fkAVuKwVuK6dOzeB7K4uobPHy8MZaHnyvmjvXHOShDbVcOj+HJUUuClKtCe0Nbe0OUNnqBSFwmI0Me2/AiDdt9wapa/dT2+Gjus3HwRYvla1ePAFJqs3E5xflcsn8LLI9NRS5raTaTUxIsdDkDRII6Ph8QfTQw3eoJfRwEktOqHd7tjPsKTX+3tsDB4ey4rEfui6RLLdH0ulodl4Ke69czPa6LnbXd3Pr8/v4yjN7uPOcEmbHsdZna3egZ7l53YE2LCbBt06ewGfn5TAj10G6w4yU9HsePaHaqekplsPO30jP6Ui9fNHwCmY7zehZDuyawBxKfvIEjcYFekAPZeJrXDjXCJXxBnTW7m/lf1+v4IH3anhkY11PhYB0h5nW7gAtngACcIVqfYY9+I1dAV7Z2Ux2ioU/fXYqp05NJ6jrpDkMwd7hCxqfsZrIc1mxm4zKAGrJPbpkuyx8b2UR31tZhJSSsmYvu+q7Qp3aPDy6uZb/fe0gv31LMK/AxTEFTubkp5BmN2E1aexr8vDbtyrRdWjs8PLAe1W8s7eWj2qC/PSsCcyeqDyh0WbV1bPjbcKwSSZbEwElPseIvg9It8N8mGiZkG7jKysK+ey8LDYd7OCOV8v57duVgFHMfWauk/MKOuhoaqI0y86ULEdUPaNSSvY0eNhe20ljp1G0269LclIs5LosuO0mTJpR5qWx08/+Jg8HmjyUtXhp8wSH3L5ZE+S6LExIs3LsRBeLJqRw3uxsClwWytu8dHRBQAijaLxJw2yS7GnuQgt5ojTNNnDGep/z2pfw38OlfcLDvM0TAPvoE4oi8ZZqAtKcFhZMSGX55DROnJLOyfdu5dbn9/LDlUWsKIm8LMxw8AV1atv9VLcZTQR21nezo66L8mYvEshymvnicXn8+PRi3I7DM8yF4IiJ1WG1T/tcgngtGY/kupjNGoV9OiK5zP0nSYXH2MoZmSwuSmVTRQerdzXz1r42Xt7ZTLdfx2U1ke4wIYB2b5AOn44ujQ5cZk1wzqwMvnPqJKbnOAnoOt5AuOasUYvWadGwWTTcDjNt3YFhxa4qIkcIweRMO5N7NQS5+/wS1h1o47Et9fzn40b+sr79iM9NybLzuYVpZDs1GjolT21rorxZ55Padr52aieXz8knPU3Ve4wW2cMsVZgIJJOtiYC6s40hfT1kfR+OLpuJCZqdadlOLluQw/qDHWwsa+PN/W1sqezgk9ou/nmgAgC33cSKyW5KMu1kOs1YTBqdviA1bT5q2v00dftp8wRp9wTJSjFTmmmnNMuILZyS5egJjvcFdTZVdPDX9TXsafAAhjDKdFqwaIL6Tj8B/cj0FpfVxORMG5fOz2FKlp3ZeU7MJo3GTj8NnT6cFhM5KRZyXBbyUq0Up9vo9Aap7/aTZTPT7AvS6gngCZopzXSwv8nowx5eXrebBHqmA7vpkCdqtBzpgTvSIxqrTkfhUxoWbqWZdjbfuohT/riVH75UxhULc7hmSV7UqhE0dPrZVtXJ9tpOPq7tYk+D57DrmuEwMyPXwZeW5nPm9AymZzt6RONQ52QkIm+053okDHZdhmtHX+Hc+3NOi0aHV2NhYQpLJqXy87NN2E2Cdl8QkxCHfTY88en0B3FoGg2eAJk2E4GgIVTzXaZRddtSRB8hBCtK0lhRksYfPjOVxk4/Gw+20+4N4gnoWDTBRcdkYzVr+HxBdjd1sWiClbvWVOH1Sv6+vp69ta1UtGr8+PQCZk5Q/eH7MpyuRr15aH0NANcclz+mdkWDZLI1EVDicwzp+5Du+3A8/GGlU5xhI9eVxYopaRS6bTQe3MutqRNZd6CVV3a18Nb+Vl7Z1UzwUNdLBEbtzqwUMxPdVlJzTexv8vLantaemCarSVCcYafVE6C+w4/E6Mz02wtK+fTcLDKcFjp9Qdx2M4GAzkc1XQR0HZtZo90XJMNhZmauk1S7+bDOMsbD2PCC2k2CJk+QbKcZcyhb3RsMeX7MGjlmjRSLiVyXBbPZ8PKYzVqP10zTBIVRjmvsKyT684hGmrAy0s8FQ5n8XX4dXyBIh9k4Fxv+ZyE3rtrNP7fU89z2Ri5fkEteqoVMp5lAUNId0PH4dbwBiS+oE9QlVrOG1SSwmDTMmuFl7vTp1LT7qGn3saO2i4OtPgDsZsGMXCdfXlHAgkIXJZl2CtxWSjJseHV6xE/Y2wZDe9tGIr5jFVMLg1+XSO3o+7lcl4W6Dmj1+On0BSlw28hyWQ8V0A/ZED6H3QEdt8NMZqqVNk+AmnYfZpNGeq+x35eRxK4qxo6sFAtnzuy/qLzVamJOfiqzcl2cMiWXxz+ow6sHefWTVvY0+vAGglxzXAAhBKeWZOAaRZm98cRwuhr15qGNRovUZBB08bA1nMR0eXE3jz9Y1/NaMsSRKvE5hgwmNvt7r66bsGtGHGW200ydlBSkWfnCkny+uLSAbk+A9RUd2E2gI8hOsZCRYsZuNtHuDaDrkOYwk+000x3QKW/28vb+Vt4vb2dXfRfH5DuZnGFnapadE6ekUZRh7wkHMIWXGi0aCya6+s0G73tMXX7dyDgXglpvkFZvALAfVmQcjAc4wlgiN/epmzhcj1Q0PWjxKKsUDpkI6Dp+HTRdD50XwV3nlXBCSRr3raviL6HZcySEO1aVZtm5Zkk+58zKYPEkd78lYUYjwEcivuNxrvsbK5HaEf5e6rrsWZLPdVn6fB+MyVeHED0tQ+FwEalpAqswatJm2gc/dyrTPXnQNEFprpvvneHG5wty3OQq/ra2mUWTLTy1rREpdfY2erngmCyK0hxH3P8UitEQFpk7duzgsZkzgeSp/anE5xgykoeIphnLdh5d9og0i0n0eBjDcWgnT00/QhjaTYdi1MLLpqlmjVl5Jooz7Vx3XH5PMkWHz/BUdvqCh+27Pw9hf3/r/Xt4GbK1248uIcNhIdtpPmw7mmYbVvb6UCIomh60eDzcNXHo2hx5PixcvzSfqxbnIaWkqs1HVasXXUKKVSPTYcFkElg0gTeoGwXagcbOAB5fkK6gzkS3jZxUC93+w0tVDVSLsK8YGytvWzzOdX9jJVI7wt/L3l7N/hpLeIISvVfL0P726ZPgsGj4JCg/2PjDajVx7sxJnD19InWtHtYfbOWT+i6auny8taeVs2ZZjpiYKxRHK0p8JhB9BYEQAwu/vr+7+5lR9/5772QKu0ngsY/eG9XXC9Q3XrDv/vtjuB6peBeBjwYDnY++r82wm/ttydrXozcp48i/W0z6sHrYDzaWkp1oj5VoNSkYD2NYMTSaJsjPcHBBhoOVXX42V3VQmGE9bGKuUIwVfeuJJuoSvPo2JBBjLQCGIwYj2eZoMnKHe8zjSRxFylDnYCyubzIS7bEynO1F6z2K8YXTaeGEqRlDv1GhiBK9xWYiL8EfxY+oo5dYZiArEg91/RWKxEZ9Rw3+e93ceJswbJLJ1kRAic+jkFhmICsSD3X9FYrEZjx9R0daXqk3TmvyHHsy2ZoIveWV+DwKUbFnRzfq+isUic14+o6OtLxSb/64tgqAW1YURtOkMSERbR0o/rP3NenbWz5WQlSJz6MQFXt2dKOuv0KR2KjvqMGTW+uBxBJ0A5GItvYWkn1FZn/viWWMqBKfCoVCoVAoosZoltoVY8NIPZpDLc2PduleiU+FQqFQKBRRYzRL7Yr40XeZPnwN+/OIjnbpXolPhUKhUCgUo0J5O5OfoUTjQNc4kqV7JT4THFVyQ6EYW9R3THG0ousSXTKqrKawIOntKVOML8Ie0eFc497e05+4B36fkFJG08ak5fbbb68HyuJtR2/Wrl2bffzyFU06wqQhg5pAj7dN0WLt2rXZK1asaIi3HVGk+Mc//nHOQH9MxPEVTxLp+usSLRG+Y0OckwHHV6RjK5GuQbQZr8cW7eMKCc/i23/y46z+/j5e7lvjdTyESeDjG/C+pcRnAiOE2CilXBxvO8aC8XxsiqFR1/9IYn1OxvM1GK/HNl6Pa6wZ7+ctGY8v+YuIKRQKhUKhUCiSBiU+FQqFQqFQKBQxQ4nPxOaBeBswhoznY1MMjbr+RxLrczKer8F4PbbxelxjzXg/b0l3fCrmU6FQKBQKhUIRM5TnU6FQKBQKhUIRM5T4TAKEEJZ42zBWjOdjUyhGihBC3ZMVCsWIEUK44m3DSFA3ugRHCLEE+KoQ4odCiH5rsSUr4/nYFIMjhDhehIi3LYmCEGIh8A0hxGeEENYx2scxQoiisdh2vBFCzA7dU8YlQgjVNihChBCTxvP5E0IcA5wuhHDE25bhosRnAhMaUPXA74CJwK2h15Ke8XxsisEJ3SCnyhDxticREELMBVqAl4ArgZuFEIVR3ocTuBY4TwgxMZrbjjdCiGVAJrBMCHFtvO2JNkKI64DfCyH+LYSYEG97kgkhxCLgEuA38bZlDCkFvgicLITIjLcxw0GJzwRFCGEHzgMmSCmDwP8AXuBaIcT0uBo3SsbzsSkGRwjxKeB24BwhRJoQYrkQIi3edsWT0PFfCHiklNuB2zAeJtcJIQbsmjVSpJRdwNtADrBCCFEQrW3HEyHEVMAhpXxHSvl7YEu8bYomQogTgAop5Q2ABB6Js0lJgxAiHciSUv4a+KkQYqYQIjXOZo0F/wFeBaYDi4QQ7rFaPYkWSnwmIEIIl5TSA7wFrBRClIZ+/1/AB1wTT/tGgxBCCx3LWoxjmzJejk0xLM4EjgfuAGzAacAzQogF8TQqnkgpW4F9wOeEEOlSyj3Ab4EijElaNNmE8d2bBJwihLgg5BFNZhqBKUKIa4QQDwC/EkJsEkLcGfIoJy2hGGABfAAgpTwf6IzmpGScMxnjHgOQjuEBfVgIcdZ4CvmRUgaAl4GNwBLgW8CsuBo1BEp8Jhihpedwm6wWwAKcKYQokVL6gO8Ck4QQx8bJxIgRQswGbhJCzASaMGbxp4fEdVIfm2Jwwjd6KeVtwHeAfMAkpfwp8G/g7pBH/GjlAMay8dlCiDQp5X7g/4CLhBDFUdyPH0N8PgGcBRwHZAkh3FHcR0yRUjYDHwOFgB24E7gFw8ub7F4uE8Zz+idCiDmh1z7EmLgxXrzXY8hWIEcIcRtQFbrf/Bf4GsYKwLhACJGC4f1fh/EdnwgUCyFOTtQkxoQ06mgllK12BpACEFqCexLjQf1pIcQCKaUO/AXYFTdDIyDkgQgAzcAvMGaknwBZwAXJfGyKoZFSyvBNUEr5LuAB6kK//xp4B5gRPwvjgxDCBBB6aGwBZgOfEUJkSil3APcBDVHcZT3GeS7GiC9NCe0jqUWalHKdlPJO4A1gi5TyfeBNoCAZE03C4UdSSj+wA/hN6HkAsFVKWRGazN8WLxsTndAqmwSeB5YTWlWTUv4Zw0N4evysGz29RaWUshOoFkKcB7yCccy/BBpDz9WEQ4nPBEEIsRx4Efg8xiA6UQjxF8CFMZhageuFEJ8FPpJStsfP2pERmp2fJaXcJaV8DPgTcA7Gg28bhoc3KY9NMTS9vJ49N8GQAL1ECHFK6KVaoDzmxsWBUJzrTQBSymAvUb4KY1k8A8PTdRawIfRgiQohMTPL+FE+BnwE/FRKWRmtfcSZA0BGyJP7aWCjlNIbX5NGRug7ca0Q4jQAKWWtlHJnr7dsEUJMxpiovxpzAxOcfu436zBC2GaEErcAtgOr42DeqBBCzBNCfAYOv5+GmBp6fRuG1/8CKeVHMTZx2KgORwmEEOJyoA1YgyHMzsPIfP2+lHKjECIX8EkpW+JnZWQIIb6DITAeCXnBPgVcDdwnpXw/mY9N0T9CiOlSyl2hn0XvzPbQMtGZQAVG/OG7Usqq+FgaO0JLp5OAXwPPSim/F3rdFEq+C79vLsYyYdMY2JAtpWwI/WwNhbyMC4RRRuoUwA38V0q5L74WjRwhxMnAAowQgk1SytWh102hycpJGGETl0kp34qfpYnFEPebLGAKcBnGPedfUsqy+FgaGUKIi4AC4GZgJ3DpQF7NvsefiCjxGWeEEPOAmVLKJ0O/nww4pZQvhn6/AvgScG4SzuBPBqqllLuEEOcDS4F3pJQvhf5+MYa4/oKUsi2OpiqiTMh7cxbwipTytdBrIjTxCD9E7RihGK6jYdIhhMgDTpJSPiWEyMfw/j/a+3sdzvwPJSEpIiQZHr4DEcrGdmEkykzA8N6u6fX3s4EuKeWbcTIx4RjifmMOJeSE3+sMVX5IGkIJmdlSytWhUJ2NwCop5c97vceNoemS4t6hlt3jSMh9fgLwQyHE0wBSyjellC+GlyNDS2OPJ5vwDDEXI8YMjJCCAxh1+C6EnmXGv2MESCvGFxKoBpb0Wj6Uof+DIZF1jZQycDQIzxBpwI2hGMR5GOWUfiyE+KsQoiT0nlsxyqUoRkGyCk8AKWW7lLIao3xONXCcMJoymIQQdinli0p4HsFg95uAMMq63Rz6PamEZ4h6ICCEWBFaIfkchvczLDrByHBPmnuH8nzGCWF0M8nqM5P5l5Typ6Fs7xMxEgKmADuklHvjaO6ICMVuXo2RKHU9RuZdHkbs6tkYJWQkRszNJ+ElQMX4YRjem0nApFCizVGDEMImpfSGjr8NI2v5RYzvwefja50i0RBCZAArgTkY983vSilr42tV4jHe7zeh47sYqJdS/jsUvrNASvmoEOJYKeWmOJs4YpT4jBPC6FIxDfBLKdcKIWYBc6SUq0LLcxkYcUsHQ7PgpCHkxfkfjEz9d4FjgJ9iBHn/RErpE0KcCmyTUjbGz1LFWBN6eJ6P8UB4A1iPEVZyVCaV9bccLIxC2HcC345mcpFifBCKh/8NRsb7xnjbk8iM5/tN7/CBUDUEK0b8ahmwJBzvmiwo8RknBpjJLJRS/kMIMV9KuTXOJo6K0PGdC+yTUq4XQpgxxOhWKeXt8bVOEUuU96Z/hBBLMUKfnMCBZFrdUMQOYTQBSD8aEvKiwdFyvwklnt0B3BGOc00mlPiMI+NtJtMXIYRDStkthJgspTwQivNbKaV8Ot62KWKL8t4cjjD6238D2A+8eBTFvSoUY854v9+EnqUbgVuklElZbkuJzwQi2Wcy/RHKzCwFnsaIY92UjOVPFKNDeW+OZLyVOVIoEoXxfr8RRm3gvGQLyeuNEp8JwniYyfRHqL5aEYeCwGvibJJCoVAoFIo4osRngjAeZjKDIYxWZwnZ5kuhUCgUCkXsUOJToVAoFAqFQhEzVJF5hUKhUCgUCkXMUOJToVAoFAqFQhEzlPhUKBQKhUKhUMQMJT4VCoVCoVAoFDFDiU+FQqFQKBQKRcxQ4lOhUCgUCoVCETOU+FQoFAqFQqFQxAwlPhUKhUKhUCgUMUOJT4VCoVAoFApFzFDiU6FQKBQKhUIRM5T4VCgUCoVCoVDEDCU+FQqFQqFQKBQxQ4lPhUKhUCgUCkXMUOJToVAoFAqFQhEzlPhUKBQKhUKhUMQMJT4VCoVCoVAoFDFDiU+FQqFQKBQKRcxQ4vMoRwhRKoTYJIS4P8523CCEeEoI8Z142qGIDrEYV2rMKHoTy3uZGntHH2p8RRclPscZQoh0IcT9QojmEXzsfinljaEv111CiGYhxKuD7OMGIYQMfTlWRsFspJQPANdHY1uKhOF+KeWN0dpYaGw/JYSQoMaMol+OGHNCiEXhcTPY/UoI8aoQYq8Q4q6hdqLG3lGLGl9RwhxvAxTRRUrZIoR4CiiN4LP7gNuEEI3AXUKIdCllyyDvvyRySxWKkREai5eExadCMRyklJuFEE+Efu33vhgSDZnAbVLKVTEzTpH0qPEVGcrzOT45HRjQczkMWoBVwA19/yCEWARsHMW2FQqFItZkAvuAKX3/IIRIB5qARcDq2JqlGCeo8TVClPgcn6xk9IP8fqC/JdPwl0yhUCiSib0YAqAv4aXSlsFWehSKIVDjawSoZfdxQMgbuZJDorBUSrl5NNuUUq4WQmQKIRYNta3QksJdof2/ijHLWwLsDcWu9H5vOvBdYAOGhzVdLUMkN6Gg+H0DXcde42Mjxvi4DHhCSrkqNHbDS1VLgFellKv7fP4ujBt7E8aYUYwDhBA3AMcCt3HoAX06xsQXjInuIgAp5S9HsZ9SjLGXSZ9l0dDYXI2xyqO8UuMINb4SGyU+k5zQw/suKeXpod+/Q59l8dB7nsJYSn9iBML0AQzv542h7awMidL03m8KvfaLkB3hONBVoSBs+gjQNcD1YRtCAdj7RiuWFXHlRoybfL+Exsf9GA+B2zjcc/4g8IuQcF0VSpTLCP8xlPh2W6/xMuJYZkXiEXooP4kxbp7qdf8CY0xcErrmq0Nj4pe9PpuOMYEd7r1sUWiiU0ovcRC+j4Xi5E/HuEcqxgGjHF/hcLNjMZ5pQ630qfEVAWrZPfl5EMOrFGYKfeI9Q1+yTCnlbSMUeffTT9znIPTd9v29bQvdEPp6ZS9RwjN5Cd1wh7Oc1IThHW2RUm7udc0v6esxDd+0w17R3uNjGA8CRXKwLzRmFmNMSMKUAhvD1zk0vpr6fLYUSB/BvjLh0NjpNXle2cvL3m+oUqjCQn9LqYrEJqLxFc5pCDlMnuKQl3Qw1PiKACU+k5jQF2dRn2XKlRgezr7vG3GSUOjLtFkIcXHoCzXSB/8+Dn9IlPbdhhKeSc9I4otb+nmtSQjxnVD5rotDr2WG/l88wGcUSU6vSUTfyWhfD9ER42uU94x9QGnogR/2pi/CmED13JtComAlxqR9c6icTlTKyinGnlGMr1IO5TpsxLgHjQQ1voaJEp/JTc8Ah54ZV6aUcl+f5cmVHOmVHC7hxKPFEXid+orNfURQAkqR0FwCPAERL4lvAlZLKR/o7QHtNdlR42WcEnrY9p0UL+4zmb4RuL9vqM8I9tF34h0eU5m97mf9TaAWSylXh98T8tavPtoEQjITyfiSUq7qVcdzcT+f77sPNb4iRInP5KavGLyBQ1+E3q78kZZeSg//EFp+WMnhHsxM+qfv8sFt9Fp2D33p9/X+goUK2x+Vyw7jhMW9PAsjunGGrntmr3jO9F5/XtlrvCzq8xnF+OCw+1Lo2va9p4U9V5dGuI+L+3i+9gE39hEgR9gR/nvIQ3UximRktOPrRozJ9WCo8RUhSnwmMb0CpsNLlqswHtZ9M+t6x54w0OwqJATvB77bpwvDA+Ht9cpcRhidlHpva19oiX5lKPHp/r7Z7sBpGIXCwzaPOjNfEVeeDF3zi/u51kDPmLkRWBlaYk+HnvH7ZOi1lRiehutD7w0/JE4DLguPK0ITn1AyW/pYHphizCnl8BChxYS86L14MnSfGFGmcOihHr6X9Y7b20QoBjC01HkXxqTp2F4Tm96T68UcHlOvSB4iHl+hZ+j1A8Wyq/E1eoSUqlnIeCb0gN4kpZzS67XvhEtLhJYNVg4kHEawn4uBy0bT9Shk6w2jKXuhSAyiNa6GsZ901Jg56gg98O/vPXGN4r2sFPpPbhOhih+hn9NRY2/cEZrk7guFr/W+3mp8RRHl+RzHhAb5XUBLyHN0gxBiE5HHfw5F+hhtV6FQKICeie5i4MaxCMMIiYIjtjvAsq1iHCEOlSV8VQixl8Mz5aOCGl8Gqs7nOCY0yPt2KYq6J6rXsupiIcQNY+3tUigURy/hmrBjvY9+wpP2qVJf45uQJz1jyDeOfj9H/fhS4lMBhgdhipQyolleaJlgVN0bQjE2p2N0PlKMD0Y1roZCjRlFP0RtzPXttNUbNfaOWtT4ihIq5lOhUCgUCoVCETNUzKdCoVAoFAqFImYo8alQKBQKhUKhiBlKfCoUCoVCoVAoYoYSnwqFQqFQKBSKmKHEp0KhUCgUCoUiZijxqVAoFAqFQqGIGf8f84bNkHFLELUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = posterior_samples.plot(type='corner', parameters=['mass_1', 'mass_2', 'luminosity_distance', 'iota'])\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "ab2fd21c", "metadata": {}, "source": [ "## Comparing multiple analyses" ] }, { "cell_type": "markdown", "id": "9319c1ba", "metadata": {}, "source": [ "As the 'pesummary' file is able to store multiple analyses in a single file, we are able to easily generate a comparison plot showing the posterior distribution for 'mass_2_source' for each analysis" ] }, { "cell_type": "code", "execution_count": 7, "id": "4b949010", "metadata": {}, "outputs": [], "source": [ "samples_dict_downsampled = dict(\n", " (key, samples_dict[key]) for key in\n", " [\"C01:Combined_PHM_high_spin\", \"C01:PhenomXPHM_high_spin\", \"C01:SEOBNRv4PHM_high_spin\"])\n", "samples_dict_downsampled = pesummary.utils.samples_dict.MultiAnalysisSamplesDict(samples_dict_downsampled)" ] }, { "cell_type": "code", "execution_count": 8, "id": "bf207e77", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = samples_dict_downsampled.plot('mass_2_source', type='hist', kde=True)\n", "fig.set_size_inches(12, 8)\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "3a581038", "metadata": {}, "source": [ "A comparison histogram is not the only way to display this data. We may also generate a violin plot showing the posterior distribution for each analysis" ] }, { "cell_type": "code", "execution_count": 9, "id": "64dc4791", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:2: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = samples_dict_downsampled.plot('mass_2_source', type='violin')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "20e17e52", "metadata": {}, "source": [ "'pesummary' also allows for the user to generate a triangle plot with ease" ] }, { "cell_type": "code", "execution_count": 10, "id": "ef471118", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:2: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = samples_dict_downsampled.plot(['mass_1', 'mass_2'], type='reverse_triangle', grid=False)\n", "fig[0].show()" ] }, { "cell_type": "markdown", "id": "a84fec75", "metadata": {}, "source": [ "It is also useful to see how degeneracies between certain parameters change for different analysis. This can be investigated by generating a comparison corner plot" ] }, { "cell_type": "code", "execution_count": 11, "id": "e97289f9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:2: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = samples_dict_downsampled.plot(type='corner', parameters=['mass_1', 'mass_2', 'luminosity_distance', 'iota'])\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "c4ac8976", "metadata": {}, "source": [ "## PSD data" ] }, { "cell_type": "markdown", "id": "746e971d", "metadata": {}, "source": [ "The 'pesummary' file also stores the PSD that was used for each analysis. This can be extracted and plotted" ] }, { "cell_type": "code", "execution_count": 12, "id": "0fce0ca4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/soichiro/envs/for_nsbh_demo/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "psd = data.psd['C01:Combined_PHM_high_spin']\n", "fig = psd.plot(fmin=30)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d30f16f4", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 5 }