{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from pyiron import Project" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pyiron_gpl" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data_pr = Project(\"../../datasets\")\n", "if len(data_pr.job_table()) == 0:\n", " data_pr.unpack(\"Cu_training_archive\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id status chemicalformula job \\\n", "0 286 finished None df1_A1_A2_A3_EV_elast_phon \n", "1 287 finished None df3_10k \n", "2 288 finished None df2_1k \n", "\n", " subjob projectpath \\\n", "0 /df1_A1_A2_A3_EV_elast_phon /home/yury/PycharmProjects/pyiron-2021/ \n", "1 /df3_10k /home/yury/PycharmProjects/pyiron-2021/ \n", "2 /df2_1k /home/yury/PycharmProjects/pyiron-2021/ \n", "\n", " project \\\n", "0 pyiron_potentialfit/datasets/imported_datasets/Cu_database/ \n", "1 pyiron_potentialfit/datasets/imported_datasets/Cu_database/ \n", "2 pyiron_potentialfit/datasets/imported_datasets/Cu_database/ \n", "\n", " timestart timestop totalcputime computer \\\n", "0 2021-02-08 10:33:52.341472 None None zora@cmti001#1 \n", "1 2021-02-08 10:33:53.993230 None None zora@cmti001#1 \n", "2 2021-02-08 10:33:54.435308 None None zora@cmti001#1 \n", "\n", " hamilton hamversion parentid masterid \n", "0 TrainingContainer 0.4 None None \n", "1 TrainingContainer 0.4 None None \n", "2 TrainingContainer 0.4 None None " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_pr.job_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use smalles dataset for fitting, as real dataset took much more time, and go outside of the scope of the workshop" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data_job = data_pr.load('df1_A1_A2_A3_EV_elast_phon')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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4A1:FHI-aims/PBE/tight:murnaghan:strain_0_98(Atom('Cu', [0.0, 0.0, 0.0], index=0))-3.697559[[0.0, 0.0, 0.0]]1.0
..................
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101A1:FHI-aims/PBE/tight:elastic:s_01_e_m0_05000(Atom('Cu', [0.0, 0.0, 0.0], index=0))-3.546222[[0.0, 0.0, 0.0]]1.0
102A3:FHI-aims/PBE/tight:elastic:s_01_e_m0_05000(Atom('Cu', [1.2150849, 0.70152958, 0.9998186400000001], index=0), Atom('Cu', [0.0, 1.40305917, 2.99945593], index=1))-7.079448[[-3.5446112180968e-23, -1.13427558979097e-22, 0.0], [3.5446112180968e-23, 1.13427558979097e-22, 0.0]]2.0
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copper \n", " \n", " \"npot\": \"FinnisSinclairShiftedScaled\", # embedding functions\n", " \"ndensity\": 2, # number of densities: rho_1 and rho_2\n", " \"fs_parameters\": [1, 1, 1, 0.5], # parameters of embedding functions (for two densities)\n", " #this embedding function corresponds to rho_1 + sqrt(abs(rho_2)) , with some modifications\n", " \n", " # radial base functions specification\n", " \"radbase\": \"ChebExpCos\",\n", " \"radparameters\": [5.25],\n", " \"rcut\": cutoff,\n", " \"dcut\": 0.01,\n", " \"NameOfCutoffFunction\": \"cos\",\n", " \n", " # MOST IMPORTANT: potential \"shape\" i.e.:\n", " # number of orders (rank), maximum index of radial functions (nradmax) and orbital moments (lmax) for each rank\n", " \"rankmax\": 3,\n", " \"nradmax\": [7,2,1],\n", " \"lmax\": [0,2,1], \n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting settings:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "job.input[\"fit\"]= { \n", " # loss function specification\n", " 'loss': {\n", " 'kappa': 0.5, # relative weight of forces residuals\n", " \n", " # coefficients L1-L2 regularization\n", " 'L1_coeffs': 5e-7, # L1-regularization\n", " 'L2_coeffs': 5e-7, # L2-regularization\n", " 'w1_coeffs': 1,\n", " 'w2_coeffs': 1,\n", " \n", " #radial smoothness regularization\n", " 'w0_rad': 1e-4, # for radial functions values\n", " 'w1_rad': 1e-4, # for radial functions first derivatives\n", " 'w2_rad': 1e-4, # for radial functions second derivatives\n", " },\n", " \n", " # minimization setup:\n", " 'optimizer': 'BFGS', # scipy BFGS algorithm\n", " 'maxiter': 150, # max number of iterations \n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assign the dataset to fit on" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "job.structure_data=data_job" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run fitting job" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2021-03-08 11:13:01,028 - root - INFO - structure_data is TrainingContainer\n", "2021-03-08 11:13:01,036 - root - INFO - Saving training structures dataframe into /home/yury/PycharmProjects/pyiron-2021/pyiron_potentialfit/day_2/03-ace/pacemaker_fit/df1_cut5_pyace_hdf5/df1_cut5_pyace/df_fit.pckl.gzip with pickle protocol = 4, compression = gzip\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The job df1_cut5_pyace was saved and received the ID: 289\n" ] } ], "source": [ "job.run()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id status chemicalformula job subjob \\\n", "0 289 finished None df1_cut5_pyace /df1_cut5_pyace \n", "\n", " projectpath \\\n", "0 /home/yury/PycharmProjects/pyiron-2021/ \n", "\n", " project timestart \\\n", "0 pyiron_potentialfit/day_2/03-ace/pacemaker_fit/ 2021-03-08 11:13:01.402031 \n", "\n", " timestop totalcputime computer \\\n", "0 2021-03-08 11:18:19.154866 317.0 pyiron@dell-inspiron#1 \n", "\n", " hamilton hamversion parentid masterid \n", "0 PaceMakerJob 0.1 None None " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit_pr.job_table(full_table=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyse the fitting results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "loss function" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(job[\"output/log/loss\"])\n", "plt.yscale('log')\n", "plt.xlabel(\"# iter\")\n", "plt.ylabel(\"Loss\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RMSE of energies per atoms " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(job[\"output/log/rmse_energy\"])\n", "plt.yscale('log')\n", "plt.xlabel(\"# iter\")\n", "plt.ylabel(\"Energy RMSE, meV/atom\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RMSE of forces norm" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(job[\"output/log/rmse_forces\"])\n", "plt.yscale('log')\n", "plt.xlabel(\"# iter\")\n", "plt.ylabel(\"Forces RMSE, meV/Ang/structure\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview of the fitted potential internals" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "from pyace import *" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "final_potential = job.get_final_potential()\n", "final_basis_set = ACEBBasisSet(final_potential)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For single-species potential there is only one **species block** for *Cu*:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(final_potential.funcspecs_blocks)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "Cu_block = final_potential.funcspecs_blocks[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basic definitions and notations:\n", "\n", "* Radial functions: $R_{nl}(r) = \\sum_k c_{nlk} g_k(r)$\n", "\n", "\n", "* Spherical harmonics: $ Y_{lm}(\\hat{\\pmb{r}}_{ji}) $\n", "\n", "\n", "* Basis function: $\\phi_{\\mu_j \\mu_i nlm}(\\pmb{r}_{ji}) = R_{nl}^{\\mu_j \\mu_i}(r_{ji}) Y_{lm}(\\hat{\\pmb{r}}_{ji}) $\n", "\n", "\n", "* Atomic base (A-functions): $ A_{i \\mu n l m} = \\sum_j \\delta_{\\mu \\mu_j} \\phi_{\\mu_j\\mu_i nlm}(\\pmb{r}_{ji}) $\n", "\n", "\n", "* Product of atomic base: $ \\pmb{A}_{i\\pmb{\\mu n l m}} = \\prod_{t = 1}^{\\nu} A_{i \\mu_t n_t l_t m_t} $\n", "\n", "\n", "* Equivariant basis (B-functions): $ {B}_{i\\pmb{\\mu n l L}} = \\sum_{\\pmb{m}} \\left(\n", "\\begin{array}{c} \n", "\\pmb{l m} \\\\\n", "\\pmb{L M}\n", "\\end{array}\n", "L_R\n", "\\right) \\pmb{A}_{i\\pmb{\\mu n l m}} $ ,\n", "\n", "where $ \\left(\\begin{array}{c} \\pmb{l m} \\\\ \\pmb{L M}\\end{array} L_R\\right) $ is *generalized Clebsh-Gordan coefficients* \n", "\n", "\n", "* Atomic property (densities) $ \\rho_i^{(p)} = \\sum_{\\pmb{\\mu n l L}} {c}^{(p)}_{\\mu_i\\pmb{\\mu n l L}} {B}_{i\\pmb{\\mu n l L}} $\n", "\n", "\n", "* Atomic energy: $ E_i = F(\\rho_i^{(1)}, \\dots,\\rho_i^{(P)} ) $, where $F$ is embedding function" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "radial coefficients $c_{nlk}$:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 3, 7)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(Cu_block.radcoefficients)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the radial basis functions ($g_k$) and radial functions ($R_{nl}$) and their derivatives:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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1wzwwD68EtEIIcU7ptoD21ltvZcWKFZSWlpKdnc3Pf/5zAoEAAPfffz+zZs3ivffeIz8/H5vNxjPPPNNdQ+s8nR4NHRxbizbybqivnlbd4c9XftxNKKCS3j+BhCQLACf2VZE3Nq3ZpTISLVw7KpNrR4Wz00fK3Hy8u5iP95Tw6X8/xvDCB7xtdmGb83WumzKY4X0Tz6nmL0IIIc4ehw4davj7XXfdxbXXXtvrglkA/7GjmAcMwDQgj+qly1D9fnQmU08PSwghRBx0W0D78ssvt7pfURQef/zxbhpNfCk6BU3Rw7F1qL5Qw/ZQfUBbVhRe6iItJ4GEZAuKAiWFNVED2jP1T7Fz14UDuHVsBv9a/ReCTheG6kr2v/sS16y7giEZCdw6KYcbxmbjtBm75gMKIYQ4J7X1svlcoGkagcIiHBdPw5TbHzSNwNGjmPPze3poQggh4uCsKTnu1RQFTdFB1VHU0hMA6JPMqLXhXwqqSrygQGKqFb1BhyvDRllh+9Zz3LPmU3w11dz6y9+zb90adEveYur8L/PGnlp+9s5OfrN0N9eM7Mttk/sxvn+SZG2FEEK0qa2XzY09++yzXTeQLqS6PWg+H4bUVEy5uQD4Dx+WgFYIIc4REtDGQUUogKLXAyHUYzsAJ4ZUK3UVlWiBENWlXhxJZvSG8LzXlCwHxUeq23WP3as+JTkzm76DhmJNdLL+nTcZ7jvIlx+cy/aiKl5ed5TFm4/z5qYiRmc7WTAtj6sL+mCQTslCCCHOY6GKcgD0yckYs7MBCBQV9eSQhBBCxJFEO/GiKWCwoB0/AIChfq6s6gtRXeLFmWZtODQly0F1qQ9/fTfktgT9fo7v3UXe+EkoikJSn0zSBwzkwPq1AIzIcvKrG0ay7seX88vrR1DtC/LgS5uY/ocVPL3yEO662O4jhBBCnGtCZWUAGJKT0LtcKGYzgZOnenhUQggh4kUC2nhQFECDzHGoxUeBcMkxgOoLUlXqIzH1dEDrTA//vbrUF9PlT+zbTSgQIHvYiIZt/UeN5cS+3fh93oZtNpOBL03pz3+/fQn/+NJ4+jot/GLJTi7+3cc8+ckBPH4JbIUQQpxfguUVQDhDqygKhj4ZBE+d7OFRCSGEiBcJaOOgPpyFnEmolaUA6BPCAW2w1o+32k9iiqXheFe6DYCqEk9M1y/ctQMUhayhwxu29R8xBjUUomjXjmbH63UKMwr68Pr9U3n1qxPJzSrmD6tf4MLH/sBv/vsRHsnYCnHWOnz4MCNGjGj7wDP8+Mc/JicnB4fD0QWj6jkd/T6mT5/OkCFDGDNmDGPGjKG4uLgLRid6g4aS46RkAIx9+kqGVgghziEyhzYeIg2YciajaccA0CeGlwPwltcBYHOaGw5PrC8/rir2EoviwwdJ6pOJxX76F9XMIUNRdDqO793FgLHNF7APhAI8t/M5ntv5HOX6cqyZEASWHn4Hw4aZJPfJ5/Zb52KRZQuEOCdcd911PPjggwwaNKinh3LWePHFF5kwofl/H8X5JVgeDmgNyUkAGPtk4G7nesZCCCHOXpKhjRdNg5xJaFo4cNU5wkvo+CrrA9rE04Gj2WrA4jBSVRpbQFt69DBp/XKbbDOaLaRm9+Pkwf3Nji/xlHDH0jv4y8a/UJBSwF+m/4V3b3iXRTPf5B8nfsmtFZcwY1cWf/zro/xny1Y0TevIJxZCdLGDBw8yduxYvojhl+8pU6bQt2/fbhhVz2nP9yFERKi8AsViQWcLV0cZMvoQLC5BC4XaOFMIIURvIBnaeKjP0Gq2FDRrBriD6Czhr9Zf1TygBXCmWWPK0Pp9XiqLTzL8ksua7csYOIj969eiaVrDMj3FnmLuXHon5b5y/jz9z1zR/4qG46s3HKXabSTlngI2vvcFt566kLs+/zYvrv8yv7lmDkP7JHbs8wtxLlr6Qzi5Lb7X7DMSZv42pkP37NnD/PnzeeaZZ7BarYwZMybqcStWrMDlcsVvjC34+NmFFB85GNdrpvfP49K77ovp2I58H3fffTd6vZ4bb7yRn/zkJ7Kc2XkqVFON3uls+NnYtw8EgwTLyjCmp/fgyIQQQsSDBLRxoAAqQDAIjmwUdx06ix6AQE14LVpbornJOYmpVk4erGrz2mXHjoKmkXpGhhagz8BBbP/4A6pLinGmZ+AJePj6h1+nwlfB0zOeZkTq6Xlnmqrh/vwk5kEurIOTmZwyjRN/WM+82it4MvkvXPfPSu4cezkPXzkYh1n+tRCiJ5WUlDBnzhzeeOMNCgoKANi8eXPPDqoHdeT7ePHFF8nKyqKmpoYbb7yR559/njvvvLMbRivONmqtG53d3vCzPjUVgFBpqQS0QghxDpDIJR4iGVq/H9XaF0XzobiPABBwhwNaa6KxySkJyWYObKxDUzUUXctZg9Jj4euk5eQ225cxILwofPGhAzjTM/jdF79jT/keHr/88SbBLEDdoSpCVXU4Z4WvY0ixYh2cxJyTl/C+83OO6P7Ns+vNLNl6nP93bQGzRvaRbIY4v8WYSe0KTqeTnJwcVq1aRUFBAXv27GHevHlRj+2uDG2smdSu0JHvIysrC4CEhARuu+021q1bJwHteUp1u9E1apZmSEkBIFhW3lNDEkIIEUcS0MaR6vejmdNQlMMoRetQTP1RPQEsdiN6fdPpyo4kC2pIw1Pjx+40t3BFqDx5HJ1eT2Ja87fIydk5AJQVHuVEVpA39r3BPSPu4eLsi5sd69tVDgYFy7CUhm22Men4Xq3gHwV/5Y6tXyFxyMtYS7/N11/ayLTBafxyTgH9U+zNriWE6Fomk4lFixYxY8YMHA4Ht91223mdoW3v9xEMBqmsrCQ1NZVAIMCSJUu44oorWjxenNvU2lp0dlvDz6cD2tKeGpIQQog4kqZQcaAoCiig+QNoOjuKEoRja1HMBlRfCJuzeSdhR/06tbUVda1eu7L4FIlp6ej0+mb7TBYriWkZFB87xK/X/pp8Vz5fH/P1qNepO1CJuV8iOtPp61iGJIEC1qPw+OWPU6d6SM17lUeuHcymIxXM+MunPL3yEKoqTaOE6G52u50lS5bw5z//mcWLF7d5/Pe//32ys7PxeDxkZ2fzs5/9rOsH2Y3a833U1dUxY8YMRo0axZgxY8jKymLBggXdNFJxtlFra9E3ytDqU+pLjiVDK4QQ5wTJ0MZDpOQ4EEALaihmIxxbh850B2pNAGuSpdkpjvpt7oo6yG350lWnTuBM79Pi/pTsHA4e2E5RUhH/vOqfmPTNg+eQO0DghJvEq/o32a6zGTFlJ1C3r4IhV47hZ1N/xvc//T6T+y7lg2/fx/+8tY1fLNnJ0u0n+N1NoxmQKtlaIbpabm4u27dvB8DlcsXc0fd3v/sdv/vd77pyaD2iI9+H3W5nw4YNXT000Uuobje6Rsve6ew2FLOZYFlZD45KCCFEvEiGNi4UNBQ0vx8toKJYbFC8C8UABFUsNmOzMyIZ2poKX6tXrjp1EldGy0txJPTtg7+0kmmZFzOl75Sox/iPVANgznM222ce5MJ/rAbVG2TmgJnckH8D/9r2L455t/HUlyfwh5tHs/tkDTP/+ilPSbZWCCFELxNyN20KpSgKhpQUQlJyLIQQ5wQJaOMg0jtJC/jRAiEUeyKgoahulJCG2dY8EW5xGNEbdK2WHPtqa/G5a3FltJyh3acvQq8q3JUVvUEKgL+oFhQwZjqa7TPnOUED/7EaAH446YfkJOTw09U/pS5Ux03js/ng4UuYOjCVXy7Zya3//JzjlbGtnyuEEEL0tDObQkG407E0hRJCiHODBLTx0KjLsRZQURJcoDOiBCtRVA1zlAytoijYk8zUtpKhrSo+CYCzhYC2LlTH+zWrAHC5m5caRwSO12JIszaZPxthyk4ABfxHw1lcm9HGTy/4KcdqjvHElicA6OO08NSXJ/D7m0axvaiKmX/9jKXbTrR4PyGEEOKsoKoQDDbJ0AIYkpOl5FgIIc4REtDGQ+OANqiG59BmjYO6UvSA2R59qnJCkjk8h7YFDQFtC3No3z34LscM4Qdy1cmWA0x/US2mrISo+3QWA4Z0W0OGFmBS30nMHTSXf+/4N7vKdtV/RIWbJ+Tw7kMX0z/FxgMvbuRHb27F4w+2eF8hhBCiJ2mhEAA6R9OAVp+aQkgCWiGEOCdIQBsHCmdkaA066HcBqq8iHNBGydAC9RnalgPamvqHbUJqWtT9/9n7H/ql52G2O6g8dTLqMaEaP2q1P2q5cYQpJwH/sRo07fT82G+P/zZOs5Pfrvttk+25qXb+c/9UHpg+kFe+OMa1f1vJ9qKqFq8thBBC9Jj6gFbfLEObQrC8HE1Ve2JUQggh4kgC2nhQQKO+y3FARTHqoP9UVC2IQSHqHFoAW6IZT42/ScDYWG1FGXqjEYu9eTC6p3wP20q3ceOgG3Fl9KXyVPQMbeCUBwBjH1vU/RAOaFVPkFD56fJnp9nJg2MfZGPxRj448kHT4w06fnD1UF68dzLuuiBzn1jNa18ca/H6QgghRE+IBKxnzqE1pKZAMIhaXd0TwxJCCBFHEtDGgdKo5JhgfUCbM5mQpqFXiNrlGMDuNBEKqPh9oaj7a8vLcCSnNFy/sTf3vYlRZ+TavGtx9Wk5oA2WhANaQ3orAW199jZwwt1k+9z8uQxOGsyfNvyJulDzTPLUgam899DFTMxN4vtvbOX7/9mCLxD9swghYnP48GFGjBjRrnM8Hg/XXHMNQ4cOpaCggB/+8IddNLru15HvA8Dv93PfffcxePBghg4dyhtvvNEFoxNnu4aS4zMytPrkFACC5dIYSgghejsJaONBUcJZWr8fLaSi6HVgdREyO9EDJlvzZkwAtsRwIydPVfSy49ryMhxJKc22B9QA7x56lyv6XYHL4sKV0ZfqkmJCwebzWYMlXhSTDn1iy02jDBk2UCBwsmlAq9fp+cHEH1BUW8TzO5+Pem6Kw8xz90zmwUvzeW19IXP/vpqjZZ4W7yWE6Brf/e532b17N5s2bWLVqlUsXbq0p4fUo371q1+Rnp7O3r172blzJ5dccklPD0n0hEiG1mptslnvcgEQqqzs5gEJIYSINwlo46E+gxqq84MKij78c9Cagk5RMJuilxSfDmj9UfdHMrRnWntiLVV1VczKmwWAK6MPmqpSXVrc7NhAqRdDqjVqljdCZ9JjSLY0C2gh3CBqevZ0nt7+NNX+6KVZep3Cd2cM4em7JlBY4eHav33Gh7tOtXg/IURsDh48yNixY/niiy9aPc5ms3HppZcCYDKZGDduHIWFhd0xxG4V6/cB8PTTT/OjH/0IAJ1OR2pqalcPT5yN6gNaxWJpslmf5AIgVFHR3SMSQggRZ9End4p2aSg5rqsPTPXh9wQBSwpmwFS+DzInNjvPlmgGwFPdPKDVNI3a8jIGTpzSbN/yw8txGB1MzZwKgKtPXyDc6TipT2aTY4MlHkz9Etv8DMY+dgIno2dWHxz7IDe9cxP/3vFvvjH2Gy1e47KhGbz70MXc/8IG7n1uPd+bMYQHLhnYajAtxNnq0XWPsrt8d1yvOTR5KD+Y9IOYjt2zZw/z58/nmWeewWq1MmbMmKjHrVixAld9tgmgsrKSd955h29+85txGPFple8cwH+8+UuvzjBl2nFdNzCmY9vzfUQ88sgjrFixgoEDB/LYY4+RkZERh1GL3qRhDq3Z3GS7QTK0QghxzpCANh4UJdwUqn4Jm0iGNmBOAryYTqyHEVECWmd9hjZKQOtz1xIM+Ek4I0MbUAN8dPQjpudMx6QPn+/KCAe0Z3Y61gIhQpV1GMc3LbWKxtDHjndnGao/1Gy92iHJQ5iRO4MXdr7A7cNuJ9mS3OJ1cpJtvPHAVL73n638btke9p6s4bc3jsJijF52LYRorqSkhDlz5vDGG29QUFAAwObNm9s8LxgMcuutt/LQQw+Rl5fXxaPsPu39PkpLSyksLOTCCy/kT3/6E3/605/47ne/y/PPR586Ic5hLWVoJaAVQohzhgS08dDQFKp+Dmt9QOvHCHjRCrdGPc1sM6DTK3iqm8+hrS0PL9lzZsnx2hNrqfZXMyN3RsM2e1IyBqOJyuKmAW2g1AcaGNLaDmhNfe2gQfCUB1NO8zVrvzb6a3xw5AOe2f4M35nwnVavZTHq+b/5YxiS4eAP7+/lUJmHf35pPOmJllbPE+JsEmsmtSs4nU5ycnJYtWoVBQUF7Nmzh3nz5kU9tnGG9r777mPQoEF861vfivuYYs2kdoX2fh8pKSnYbDZuuOEGAG6++Waeeuqp7hyyOFtEMrRnBLSKzYZiMknJsRBCnAMkoI2DcEmtglYXCP9cX3IcDIbnzmrHd4Yfqjpds/Nsiaaoc2gjAa09qWk29OOjH2Mz2BrKjSPXSUhNo6a0pMmxoXIvAIaUGDK0GeEuyIGS6AFtniuPa/Ou5eXdL/Plgi+Tam19PpqiKDx42SDy0xP49mubmf3YKv555wRGZjvbHIsQ5zuTycSiRYuYMWMGDoeD2267rc0M7U9+8hOqqqr417/+1T2D7EYd+T6uu+46VqxYwWWXXcaHH37I8OHDu2ew4qyiqSooumYZWkVR0LtcBCVDK4QQvZ40hYqHMzK0kZJjfyj8Zlir80NJ9Ll4tkRT1JLjSEDbuORY0zQ+K/qMyX0nN5QbR0QLaIMV4cyv3tV07lA0hiQL6MJdkVvy1VFfJaAGeG7nc21eL+LqEX1444Gp6HUKNz25mmXbT7Z9khACu93OkiVL+POf/8zixYtbPbawsJBf/epX7Ny5k3HjxjFmzJhzLrBtz/cB8Oijj/Kzn/2MUaNG8fzzz/PHP/6xG0YpzjqRkmNz8+eg3uWSkmMhhDgHSIY2DhqaQgXOKDkO1Ae0mgWOroaM5hkCm9NMTbmv2XZPVWV4vyupYdvBqoOccJ9gwagFzY5PTE3n0KamnT9DFT4Uow6dPfo6uE0+g0GHIdlKsLTlgLZfYj+u6n8Vr+15jXtH3kuiqe1mUwDD+iay+MELWfDceh54cQM/vXY4d104IKZzhTjf5Obmsn37dgBcLldMHX2zs7PRtOjd1Hu7jnwfAP379+fTTz/tyqGJXkBTVRSbOWpzQn1SEqGKyu4flBBCiLiSDG1c1K9DGwgv4B4pOa7z1we0lj5wZE3UM1vK0HqqqzBarBhNp98qryxaCcDFWRc3Oz4xNQ13ZQXBQKBhW7CyDn1S9Ad5NIZUa6sZWoCvjPwK7oCbV3e/GtM1I1IdZl66dwpXDMvgZ+/s5H+X7ERVz81fwIUQQpwlVLVZuXGEZGiFEOLcIAFtPCiEuxwHzig5rs/QqikFcGQ1RMmg2BJN+Gr8zYI7T1UlNmfT+aafFX5GviufPvY+za6TkJoGQG1ZacO2UGUdelfsjZgMqVaCZV60VgLNoclDuSjrIl7Y9QLeYOvB75msJj1P3jGeL1/Qn3+tPMQ3Xt6Er/4lgBBCiO53zz33kJ6ezogRI6Luf/HFFxk1ahSjRo1i6tSpbNmypZtH2Emq2qwhVITe5ZKmUEIIcQ6QgDYOIvlP9YySY19d/c9Jg6HmOFQcbnauLdGEpoG3pmmW1lNdhS3hdEDrCXjYULwhanYWwiXHANWlxQ3bQhU+DEltz5+NMKRZ0QIqoShdlxu7d+S9lPvKeWvfWzFfO0KvU/jZ7AJ+PGsY7247wR3/WkuFu3mGWgghRNe76667WLZsWYv7BwwYwCeffMLWrVt55JFHuO+++7pxdJ2nqSqKJfpzUJ/kIlRVdc6W6wshxPlCAtq4iMyhPaPkuK6+5NhZv9zFkVXNzrQ4wvNbfbWBJtu91VVYG2VoNxVvIqgGmdJ3StQRJNZnaKvrG0OpdSFUTxB9UvsytNB6YyiAcenjGJM2hmd3PEtQDcZ8/QhFUVgwLY/HbhvL1sIqbv7HGk5UtS/bK4QQovOmTZtGcnLLa4tPnTqVpKRwL4cpU6ZQWFjYXUOLD1VFZ245Q0sohFpT071jEkIIEVcS0MZDfYo2FKwvn63P0NbVhX/WLOlgS4VDnzU71ZoQ7lbsPSOg9VRXYUs8HdCuP7Ueg2JgTPqYqENwpISX0Yl0Og5VhhtNGWLocBxhrF+vtrXGUBAOSO8ecTcn3Cf48OiHMV//TNeOyuS5r0ziZJWPm55Yw6FSd4evJYQQoms99dRTzJw5s8X9CxcuZMKECUyYMIGSkpIWj+tWbcyhBaTsWAghejkJaOMikqGtXx7AoCMUUAmE6tehDaqQexEc/qzZPFprfYa2ccmxpml4zwxoT65neOpwbEZb1BEYjEbsrqSGkuOGJXvakaHVJZhQTPo2M7QAl2RfQk5CDi/sfCHm60czJS+FlxdMwRsIcfOTa9h5vLpT1xNCCBF/H3/8MU899RSPPvpoi8fcd999rF+/nvXr15OWltaNo2uZ1socWkN95lkaQwkhRO8mAW0cRJoIa/Xrzio6BX/9/FlNqQ9oB1wM1UVQfrDJuZEMbeOS4zq3GzUUwuZ0AeH5s9vLtjMhY0Kr40hMTW8oOQ5V1Gdo2zGHVlEUDCkWgmVtB7R6nZ7bh93O5pLNbCvZFvM9ohmZ7eS1r16AUa8wb+Ea1h8u79T1hOjNDh8+3GKDntZcffXVjB49moKCAu6//35CIWm4JuJj69at3HvvvSxevJiUlJS2TzibtDaHNpKhlYBWCCF6NQlo46I+Q1ufkUWvEPCdLj/WAirk1jdzOty07NhiDy8F3DhD66muAsBan6HdUrKFoBpsM6BNSE07XXJc7Qcd6Bymdn0SQ7KFYEXzdXGjuT7/ehxGBy/san+WNlRZSeWbb3H8Jz/h6L0LMP/sBzwfWMslFfu485+rWbGnuO2LCCEavPbaa2zZsoXt27dTUlLC66+/3tNDEueAo0ePMnfuXJ5//nkGDx7c08Npv7bm0AJBKTkWQohezdDTAziXaMHTJcf+hoBWF96eOhgcGXB4JYy/q+EcnV6H2W5oMofWU10J0FByvP7UevSKnrHpY1u9f0JKKgc3foGmaYSq/egdJhRdbGvQRuiTLXj3VKBpWpvr19qNdm4YdAMv73qZb4//Nhn2jDavr3q9lD7xJOUvvIDm8aBPSsKYlYXm9xNcuZKv+/3cYXPy0oEr8Pzgq8wam9Ou8QtxLjl48CA33ngjCxcuZOLEia0em5iYCEAwGMTv98e8/rQ4v916662sWLGC0tJSsrOz+fnPf06gfj3z+++/n1/84heUlZXxta99DQCDwcD69et7csjtoqlay3NopeRYCCHOCRLQxkHkF8fI+q2KXiHgq+/+a9CFM7SKEp5He6h+Hm2jXzatDhPemtMBrbcqnKGNlBxvOLWBYcnDcJgcrY7DkZxC0F9HndtNqLoOXWL7srMQztASVFFrAuhjOP+2obfx4q4XeXXPqzw07qFWj63bv5/Cb34L/4EDJF5zDcl33YVlRMHp78/vp/azzzA99TQPbHyD/Q+sZdlP/5erZ05u9+cQorNO/vrX1O3aHddrmocNpc///E9Mx+7Zs4f58+fzzDPPYLVaGTNmTNTjVqxYgas+0zRjxgzWrVvHzJkzuemmm+I0anEue/nll1vd/69//Yt//etf3TSaLqCGWpxDq0tIAL2eUEVl945JCCFEXEnJcTw1Kjn213c4ViIBLYTLjmtPQtn+JqdZE4z4aqOVHCcSVIPsLNvZYnfjxhzJ4blNteWlqDV+9AntD2j1yeEHf6xlx9kJ2Vyacymv7X0Nb7DlubfezZs5fPsdhKqr6Pf0U2T98Q9YR45okkVSTCYSLr+cvBdfIPUPfyTTV0HGdxfwwVNvtPtzCNGblZSUMGfOHF544QXGjBnDkCFD2Lx5c9T/RYJZgOXLl3PixAnq6ur46KOPeu4DCHGWaC1DqygKeqdTMrRCCNHLSYY2HhoytPU/6nUNc2gVo66hFJkB08J/HvoUUgc1nG51mKgs9jT83LjkeF/lfrxBLyNTR7Y5DEdSeC3B2opyTNV+TP0T2/1RDPVdkYPlPswxnn/7sNv58OiHLDu0jBsG3dBsv2/vXo7euwB9cjL9nn4KU3Z2q9dTFIW0a2dhHj2adXfcS9/fP8J/K8u54jsL2v15hOioWDOpXcHpdJKTk8OqVasoKChgz549zJs3L+qxjTO0ABaLhdmzZ7N48WKuvPLKbhqxEGcpVUXXQlMoCM+jlWV7hBCid5OANg4iOcbGJcf++pJjnalRhjY5DxL6hhtDTfxKw/mWBCPeA6cztN7qasw2O3qDka0lWwFiC2iTw2vR1paW4fJY0CfG3uE4IhLQhspjy9ACTMiYQL4rn1f3vNosoA2WlnLs/vvRWa30//ezGPv2jfm6iTlZXLD4NT6efw8D//kn3tcZuOrhu2M+X4jeymQysWjRImbMmIHD4eC2225j8+bNLR5fW1tLTU0Nffv2JRgM8t5773HxxRd334CFOFtpKoqplYA2KUkytEII0ctJyXE8RMpm6+NWGmVodUb96QytooTLjg+vbLIerdVhxOcONgTEvtoaLAkJAGwr3UaSOYnshNazmnA6Q+s9VRkeRgdKjhWjDl2iiWA7AlpFUbh58M3sKNvBjtIdDds1TeP4D39EqLyC7CefaFcwG2F3JXDZf/7N4X7DyVz4B5Y88Wq7ryFEb2S321myZAl//vOfWbx4cavHut1uZs+ezahRoxg9ejTp6encf//93TRSIc5San2jRlPLz0K9yyUBrRBC9HIS0MaRVp+rVfQKwUB9QGvWn87QQng9WncJlOxp2GR1mNBUjTpvOKvrq63BYg83gNpWso0RqSNi6lhqMJmwOBKoK3OH792BplAQztK2J6AFuG7gdVgNVl7dczrgrHjxJdwrV5L+/e9hLSjo0FgAbA4bl7z+LMUZ/en7+G94441POnwtIc52ubm5bN++HQCXy8UXX3zBnDlzWj0nIyODL774gq1bt7Jjxw7+9re/YTBIAY44v2n1L45bD2hlDq0QQvR2EtDGkabVB506haBfRVFAaVxyDFHXo7UmGIHTa9H63LVYHAnU+ms5WHWQkWltlxtHOJJTCFaFmzPF0qU4GkOyhVCMTaEiEkwJzBowi6WHllJVV0Xg+HGK//AH7NMuJunWWzs0jsZszgQmv/gvVLOFpF/9mDdX7Gj7JCGEEOevSEBrNLZ4SCRDqzWqmhJCCNG7SEAbBw3ZU00BnYKiUwj4Q+hNenSGRk2hAJJywZkTbgxVz+oIB56RtWh9tbVY7A62l21HQ2NU6qiYx+JISkarDWd6O1JyDOFOx6GquqbjjsG8IfPwhXwsObiEU7//PWgafX/607ith2nPymTQk4+T7quk8uc/ZfGmwrhcVwghxDmooeS49YBW8/vRvC136RdCCHF2k4A2rnQo+nDwFvSrGE06FOMZJceR9WgPr2x42Foc4YetryYS0NZgcSSwrWQbACNSR8Q8AkdyCvg00IHO3vJDvDWGJAtoEKqsa9d5w1KGMSp1FOvfe5aapctIWbAAY1ZWh8bQEtfE8aQ+/DAXnNjB8t/9g2XbT8T1+kIIIc4RMZUcuwCk7FgIIXoxCWjjIZKB1OlAFwloQxiM+vCyPYEzMp25F4O3HEp2AY1Kjmv9aKoaztA6EthVvotsRzZOszPmoTiSUzAEDOgSTCi6jmVG9UnhjpDByvaVHQPcMvhmpr9biJqeTMq9X2n7hA7I+MrdWKZM4avb3ua3/1jGR7tPdcl9xPlJSg/PH/LP+tymRTK0bZQcgwS0QgjRm0lAGwcNYaOib/hGg/4QBpMOziw5hnBjKICD4eZGDSXHNQH8Pi+apmKx29lTvodhKcPaNRZHUjIWvQPF2vF/tAZXOKANVfrbOLK5i48nMvg4rL4yC10Li9l3lqLTkf3oo5jtVn6w7Q0eeH49n+0r6ZJ7ifOLxWKhrKxMAp3zgKZplJWVYemi/06Js0AMGVqDBLRCCNHrSRvMeKjP0CqKviFZG/SrGEzhDC1BFU3TTs8ldfULr0l7cAVc8DX0Rh1Gix5vrR9fbW34WlYTR8uPMnvg7HYNxZGcgtfgJWRq3/zXxvTOSEDbvgytpmlU/30hnhQ7/8jeyw3eUlKtqR0eR2uMGen0+eEP0X70I24v3siC53T8++5JTM5L6ZL7ifNDdnY2hYWFlJTIC5LzgcViITu77SXRRC8VY1MokIBWCCF6s24NaJctW8Y3v/lNQqEQ9957Lz/84Q+b7K+qquKOO+7g6NGjBINBvvvd73L33Xd35xA7R6drSNdGMrSKMZKyVcGoP31s3qWw5RUIBUBvxOow4q0J4KutAaCMagCGJg9t1xAcSSmounKCukCHP4Zi0KFzGAlVtS9D6/n8c7xbtpD4gwep0z3JkgNLuGvEXR0eR1uc18+h6u3F3LLxbbZcP5Kv/Hs9r9w3hRFZsZdoC9GY0WhkwIABPT0MIUQ81Jcc62KYQxuUgFYIIXqtbis5DoVCfP3rX2fp0qXs3LmTl19+mZ07dzY55vHHH2f48OFs2bKFFStW8J3vfAe/v/1lr92vPopV9A1/DfhVjCY9iiH8FTebRzvwUgi4ofALACwOEz53oCFDezwUzhANSR7SrpHYk5Ix623UqZ3r2Kh3mds9h7b8uefRp6Qw8PYFjE0fyxv73ujS0k1FUej7s59BMMCjRR/gtBr58tPrOFhS22X3FEII0TtosWRoneEXoJKhFUKI3qvbAtp169aRn59PXl4eJpOJ+fPns3jx4ibHKIpCTU0NmqZRW1tLcnIyBsPZXxXdsCqNojQEtKFA6HTJMTSfR5t7MSi6cNkxYLEbqXMH8LnDGdqj/uO4zC4ybBntGovFaEen6PAFOxfUGZxmQlWxdzn2Hz1K7YoVJM27BZ3JxNxBczlcfZjNJZs7NY62mPr3J/WBBwis+Ih/jwl/+V96ah0nqmQJBiGEOK81LNvTcoZWMZnQ2e2EKiq7aVCx0zQN9+rVFP/xTxT/9a94N2/u6SEJIcRZqdsC2qKiInJychp+zs7OpqioqMkxDz74ILt27SIzM5ORI0fy17/+FZ2u+RAXLlzIhAkTmDBhwtk1103RoyjhN8IBvxouOW4pQ2t1QeY4OPAxABaHoT5DGw5o93sPMyR5SLvXcNU8IQDcvqpOfJBwhjZUWRdzhrXixRdBr8c1bz4AV/W/CrvRzht73+jUOGKRfPddGLOy0P39L/z7y+Op8ga486l1VLh7Q3ZfCCFEl4ghQwvhsuOzLUMbqqnh2P33c/Ser1D2zDOULfwnh+ffSuHDDxOqlSokIYRorNsC2miB0ZnB2vLlyxkzZgzHjx9n8+bNPPjgg1RXVzc777777mP9+vWsX7+etLS0LhtzzBov21MvPIe2lQwtQN50KNoAviosdiO+2tMlx7u9Bxia1L75swBqbXjubK2not3nNqZ3mdH8Kpo32PY9vV4q33iTxBkzMGakA2Az2pg5YCbvH3mfWn/XPnx1ZjPp3/sedXv3krX6A/555wSOlHu469kvcNe1PX4hhBDnoBi6HAPok5LOqoBW9fk4eu+9uFevIeN/fsSQDesZsm4tqQ99g5r3P+DYvQtQ3e6eHqYQQpw1ui2gzc7O5tixYw0/FxYWkpmZ2eSYZ555hrlz56IoCvn5+QwYMIDdu3d31xA7TGmYQ6sDwg/QYFsZWgjPo9VCcHglFrsRvy+Et6YGvdGIl7p2z58FCLnDAW2Nu6xDnyVC74qsRdt22XHNf/+LWluLa94tTbbPzZ+LN+hl6eGlnRpLLBJmXIV1wnhK/vpXJqUZeezWsWwrrOT+FzZQFwx1+f2FEEKcXbQYSo7h7MvQnvrVr/Ft2UrWn/5I8p13ojOb0dntpH3ta2T96U94t27l+I9/IsuLCSFEvW4LaCdOnMi+ffs4dOgQfr+fV155hdmzmy5J069fPz788EMATp06xZ49e8jLy+uuIXZcJJ5V9JwOaM/I0EYLaLMngtEGB1dgsYdLotyV1SjW8MN3cNLgdg9FrS+zraw61e5zG2tYuieGebRVb72FMTsb24QJTbaPSB3BoKRBvLn3zU6NJRaKopDxox8Rqqig7KmnuaqgD4/eOIrP9pXy7Ve3EFLlwS+EEOeVXlhy7P78cypff52UBQtIvPLKZvsTZ1xF2sPfombZMir/858eGKEQQpx9ui2gNRgMPPbYY8yYMYNhw4Zxyy23UFBQwJNPPsmTTz4JwCOPPMLq1asZOXIkl19+OY8++iipqV2zjmmXqM/QhkIqakjD2GjZnqglxwYz9L8QDnyMxRF+4HqqqwmaFfSKnjxn+4P5SMlxdXUxoWDHy20NLgsAoTYytIHjx3Gv+Rzn9dejnDHfWVEU5ubPZXvZdvaU7+nwWGJlLSgg8ZprKH/uOYKlpdw8IYcfzxrGu9tO8It3dsjbbCGEOJ/EWnJ8lgS0WijEqV//BmNWFqkPfr3F41K+8hVsU6ZQ/LvfEyzrXDWWEEKcC7otoAWYNWsWe/fu5cCBA/z4xz8G4P777+f+++8HIDMzk/fff59t27axfft27rjjju4cXoc1zAVWdIBKyB8OXg2tLdsTkTcdyvZhoRIAb00NPkOQfon9MOpbf6scTcgdQDVoqFoIb3XHG0PpHEbQK20GtFVvvw2ahvP6OVH3X5t3LUadkbf2v9XhsbRH2jceRPP7Kf3HQgAWTMvj3osG8O81R/jnZwe7ZQxCCCF6XkPJcQwZWrWmBq0TL4Hjofq9pdTt3Uv6d7+Dzmxu8ThFp6PP/3sE1eul+M9/7sYRCiHE2albA9pznaLoQFMJ+MNzNtssOYbwPFrAUr4ZgDp3LTV6HwOdAzs0BtUdAEs4wHZXdrwxlKJT0DvNBFspOdY0jaq3FmGbNAlTdnbUY1wWF1f0u4IlB5dQF4p9GaCOMuXm4po7l8pXXiFQ30X7f2YN45pRffn1e7tZvLmojSsIIYQ4J7QjQwsQqurc6gCdoWkaZc88jSkvj4QZM9o83pyXR/Idd1D1xpvUHZSXtUKI85sEtHERydDq0TSVYEOGtlFTqGglxwDpw8Gejrl4FQB1nlqqcJPn6tjcYbU2gM4WXrvXXdXJTsdOU6sZ2rrdu/EfOULitde0ep0bBt1AVV0VHx39qFPjiVXq1x4ARaHk738HQKdT+OPNo5k0IJnvvr6F1QdKu2UcQgghelA7MrRAj5Yde9aupW7nLpLvvqvZ9J2WpNy3AMViobR+2pYQQpyvJKCNh8jqQ7pwhjYYydAa9ShGPdBKhlZRIG86lqJwMyy/z43PGOpwhjbkDmBIDM9/7UyGFsLzaFsLaKuXLwe9noQrrmj1OpP7TibLkcWb+7q+ORSAsW9fkm69laq3FlF36BAAFqOef35pArkpdr76/Ab2nKzplrEIIYToIZoGioKi17d62NkQ0Fa8/Ar6pCScZzTLbI0hOZmkW2+lesm7Dc86IYQ4H0lAGweRZXsiJcdNMrStNYWKyJuO0VOIoguhhQIEDCoDXR0sOa4NYHRZAfB08uGsd5oJVdehRekQrGkaNcuWY5s0EUNycqvX0Sk65gycw9oTazlRe6JTY4pVyn0LUEwmyv75r4ZtTpuRZ++ZhNWo565n1nGyytctYxFCCNH9tPqAti09HdCGKiup/egjEq+7ttW5s9Gk3HM3isFA+XPPddHohBDi7CcBbTxEnpeKDtRQQ4bW2LgpVBsBraKA2RheKD1g1Oif2L/dw9BUDdUTztCabfZOZ2j1LjOooNb4m+2r27cP/+HDJMYw1wfguoHXoaHxzsF3OjWmWBlSUnDdfDNVb7+Nv/D0vNksl5Vn7p5IjS/IXc+so9oX6JbxCCGE6GaqGq6cakNPB7TVS5eiBQK4rr++3ecaUlNJnDWLqsVvE6qRyiMhxPlJAtq4aDyHNkQwcLrLMYbwvhZLjgGcWZA2FJMWbr/vcLiwGCztHoXqCYAGersRmyup8wFtYriRRqi6eUBbs2w5KEqb5cYR2QnZTOwzkbcPvN1ty+ekfOUeUBTKnvpXk+0FmU6euGMc+4truf/5Dfhbe9kghBCid9K006sQtKIhoK3o3DOzo6oWLcY8eDDmYcM6dH7SHXegeTxUvdk903qEEOJsIwFtHJxetUffJENrMOnCD1OD0nqGFiD/CoyBUwCkujI6NA7VHc426hxG7C5X/ALaKJ2Oaz54H9v48RjasU7wnIFzOFJ9hC0lWzo1rlgZ+/TBdcMNVL3xJoFTxU32XTwojd/dNIrVB8r4yaJtskatEEKca1Stfjm91unsNjAaeyRDGzh5Eu+WLSRec01MwXc01hEFWMeMofyll+RZJoQ4L0lAG0eKcmZAG25EoRh00FqGFiD/CvSElwzokxR9CZy2hGrrA1q7CbszCU+nuxyH5/KEzig59hcWUbdvP47LL2/X9a7sfyVWg5VF+xd1alztkbLgXrRQiPJnnmm2b+64bB66LJ/X1hfyj09l2QMhxPnnnnvuIT09nREjRkTdr2kaDz30EPn5+YwaNYqNGzd28wg7TtNU0LUdJCqKgt7lJNgDAW3NR+Hu/wlXtO95eibX/HkEjhzFu2FDPIYlhBC9igS0cVH/wNTp0NQQgUhTqPqGUIpB13aGtv9UAjovAFmp7Z8/C/Ulx4DObsSelNzpDK3ObgSdQqiqaUBb++knADguuaRd17MZbVzV/yqWH16ON+jt1NhiZcrJwXntNVS8+irB8vJm+x++cjDXjc7kt0t3s2x79zSsEkKIs8Vdd93FsmXLWty/dOlS9u3bx759+1i4cCEPPPBAN46uk2JsCgVgcCX1SIa29sOPMOXmYsrr2FJ9EYlXXYXOZqNy0aL4DEwIIXoRCWjjIFImpCg6CAUJ1Qev+khAa4whoDWY8VnCGd1+KQM6NA7VEwzf12bA7krC7/US8HW8k6+iU9AnmAhVNy05dn/yKcZ+/TANyG33Nefkz6E2UNtta9ICpNx3H5rXS8ULLzbbpygKv79pFGP7ufjWq5vZWljZbeMSQoieNm3aNJJb6VS/ePFi7rzzThRFYcqUKVRWVnLiRC95+aeqMa/pqne5uj2gDVVX4167loQrLu9wuXGEzmYj4eqrqVm6DNXbPS+MhRDibCEBbTwp+nBAGzgjoI0lQwt4TeEHWrbWvrb9EZGAVlcf0AK4qyo7dK0IvdPUpCmU6vPhXrsWx7RpHXoAj88YT5Yji8X7F3dqXO1hHjgQx2WXUfHSSw0PejWkUucJoIZULEY9C780gVSHmXv/vZ7jlfLLgBBCABQVFZGTk9Pwc3Z2NkVFRa2ccRZpR4a2JwLa2s8+g2AQx2WdKzeOcF4/B9Xtpua//43L9YQQorcw9PQAzgmRplCKDq1xhtbQKKBtaw4t4NaF0AP2ou0w4sJ2D0P1BlCMOhSjHrvTFb5mZQWujD7tvlaEPtFE4JSn4WfPunVoPl+7y40jdIqO2QNn8+SWJznpPkkfe8fH1h4pd9/Fzs938NEfPuRUMJWqYg+aBiiQ3NdO9tAk/jqjgLve2sxX/r2e/9x/AXaz/N9DCHF+i9ZkqKWXmQsXLmThwoUAlJSUdOm4YqGp7Q1oq7p4RE25V65C73RiHT0qLtezTZiAMTubqrcW4bzuurhcUwghegPJ0MZFQ5tjtGCQYEBFp1fQ1TejiKnkGPCGagE9wUObOjQK1R1EZw0HYbZIhray+bzR9tAnmptkaGs/+RTFasU2aWKHr9mwJu2B7lmT1lvrZ9U2G2sn/T/2HTOSmGJh/MxcLrwpnwkzc3EkWdj+aRGfP7mD79mTKT1ey0MvbyKkSrdIIcT5LTs7m2PHjjX8XFhYSGZmZtRj77vvPtavX8/69etJS0vrriG2TGt/yXF3dQnWNA33mjXYLrgARa+PyzUVnY7Ea67BvXYtwR5agkgIIXqCBLRxoDTK0Ebm0EbKjSH2DK3HXwWKGV/hfgi0v+xV9QbR2cIBbUPJcWcbQyWa0OpCqHXhcubaTz/FPnkyOnPHyqIBchJymJAxgcUHFnf5Lw8nD1bx8i/WsX9DMQWDgkxd8xOmDy9l8uw8xlzRj8mz87juG6O5+9GLmHJ9Hv6TXu6qsVC1uZxfv7uzS8cmhBBnu9mzZ/Pcc8+haRqff/45TqeTvn379vSwYtPOkmOCQVS3u2vHVM9/6DDBkyexX3BBXK+bePUMCIWo+eCDuF5XCCHOZhLQxkV9JhYFLRggFFAbyo0BiGEOrS/ow+93oygmfAEzHFnV7lGongA6mxEAa2IiiqLD09m1aCNL91T78RcWEjh2DPuF7S+HPtOc/K5fk/bg5hIW/WkTRrOeW/5nIpd88zLs6U7Knm6+hI/FbmT81bnc9rMpDBiZwqU+IyXvH+eFVYe6bHxCCNHTbr31Vi644AL27NlDdnY2Tz31FE8++SRPPvkkALNmzSIvL4/8/HwWLFjA3//+9x4ecex0Nhs6my2mY/UuF0C3zaN1r14NgH1qfANa89ChGPv3o2bZ8rheVwghzmYySTCeFB1aKBzQGhpnaI06aCOgPVZzDL0aCmdolSTY91/Iv6Jdt1c9QYxpVgB0Oj02p7PTGVp9ogmAUJUf35a1ANinTO7UNSG8Ju2v1/6axQcWMyZ9TKevd6ZjO8tZ/q/tpOUkcM3XR2F1hD9H8pfv5NSvf4N382asY5rf15ZoYub9I9n036Nobxxg90sHWJVk48LhGXEfoxBC9LSXX3651f2KovD4449302jiyzQg9hUD9EkuAEIVlZDdsbXg28O9Zg3G7GxMjRpuxYOiKCTOuJqyp54iWFGBISkprtcXQoizkWRo46Bh2R50UD+HtnGGNtzluPXS2qPVR9GHNBTFjC+xAPa3v1xI9QbCa8fWs7mS4hfQVtfhXvM5+tRUTPn5nbomgN1o58r+V7Ls0DJ8wY4vLRRNWVEt7/1jG0kZdq59cHRDMAvgnHsjusREyp55tsXzFUVh3JX9mX7PMDJCOj54YjsHi6rjOkYhhBBnj+7M0GrBIJ61a+NebhzRUHYs3Y6FEOcJCWjjSFF0aEF/h+bQHqk5gjGooDOY8dkHQ9l+KI+93FXTNFTP6aZQEJ5H6+7kw7mh5LiqDvfaz7FPntzp9fIi5gyM/5q0fm+QZQu3YzLrue6h0VgaBfgAeoedpHm3UPPBB/gLW196YsSkvky8YxDJAXjxD+upqqlr9XghhBC9U3cGtL5du1Bra7FfMKVLrm8eNgxjv37ULF3WJdcXQoizjQS08aAokT7H4Tm0wTMytEYdWjDU6iWOVh/FEjRgMFnxmbLCG/fH/nZV86sQ0hrm0ALYnUm4qzrZFMqkR7Ho8R8rIVRSii0O5cYRE/pMINOeyeID8VuT9pOX91BV4mXGggLszuiNq5Juuw0UhYqXX2rzelMuyiH32v4keTUef3Rdw5JMQgghzh0NAW03dAf2btwIgHX8+C65frjs+Crc69YRqqnpknsIIcTZRALauAmHtFogyhxagw4t0HrJ8ZHqI5hCOoxmK76gBVz9YV/sZceqJwDQ0OUYwOZy4a3q/DIE+kQTgcJSgLiWSOkUHbPzZ7Pm+BpOuk92+nqHt5ayd90pJszKJXNQy/OGjH37knD55VT+5w1Ub9vdpGdfm49hbDLO0gB/f2xjp8cphBDi7KJPTAS6J0Pr2bARY1YWxoyu683guPQyCAZxf/ZZl91DCCHOFhLQxkGTCtygPzyH9syAto3M3tGqo+gDYLTY8LmDMPhqOPQJ+D0xjUH1hJfVaRzQ2p0uQsEgdZ7OLUOgTzQTqvBizMrCFOdmGbPzZsdlTVq/N8gnL+8hOdPO+Kv7t3l88pfuQK2qouqd2O5734LRVPc1o9tdzRtL9nVqrEIIIc4uisGALjGxywNaTdPwbNyIdfy4Lr2PdfQo9ElJ1Hz0cZfeRwghzgYS0MaFQkOGNhQk5A81DWiNOlA1tFD0TKkn4KGypgQAk9WGzx2AwTMg6AsHtTFoyNBaGzWFSnSGr19V2d4P1IQ+wYga0Me13DgiJzGHcenjePvA253KJH/x3mFqK+u49EtDmy6Z1ALrhAmYhwyh4oUXY7qvTqfjG9+bRI1F4fC7R9m0u7TDYxVCCHH20Se5ujygDRw7Rqi0FNu4rg1oFb0ex/Tp1H76KVog0KX3EkKIniYBbZw0ZGk1lVAg1KzLMYAWip6lLaotwhgMH2Ox26lzByD3IjA5YG9sTR1Ub32G1t6o5NgZLrvtbECrhdwopgRsEyd16jotuT7/eg5XH2Zr6dYOnV9d6mXrx8cYOqUPfQY4YzpHURSS7ridur178XzxRUznOGxGbv7GGHTA4ie2UlId3+7MQggheo7e1fUBrWdD/fzZLg5oARyXXYpaXY1n46Yuv5cQQvQkCWjjpKEtlBYi2CygjcyvbTmgNQXqA1qHnTpPEFUxwsDLYO9yiCGDGDVD64xPhjZYWoSi02MeNrpT12nJVblXYTVYWby/Y82hPl98EJ2iMHl2XrvOc157LXqnk4rnX4j5nIEDkxgxewBpdfDbv6wj0MJLCiGEEL1LdwS03o0b0SUmYo7D8ndtcUydimI0UvuxlB0LIc5tEtDGSyRFq2nNmkJR//eW5tE2ztDaEhMAqPMGYchMqDkBJza3eftoc2htThcAnqqq9nySZgJH94avbU/p1HVaYjfaubzf5Sw7tIy6UPuWxiktrGHfF6cYdXkOjiRLu87VWa24br6Jmg8/JHD8eMznXXH1ACwDHPQ7HuDXL3csqyyEEOLsYuiODO3GjVjHjkHRdf2vXzq7HdsFU6j56KNON4cUQoizmQS0cdI4QxsKqFFLjmkhQ1tYU4hDDQdj1kQHAL7aAAy6ClBgT9tlx6oniGLSnb4XYE1IBEXB3ckMrW/P5vA9qv2duk5r5uTPoSZQw8dH2/cmecOyIxgtesZe2a9D90269VYAKl5+JeZzFEXh1gfGoDPpCKwp5fUvjnXo3kIIIc4eXZ2hDVVW4j9wANvYri83jki47DICR4/iP3iw2+4phBDdTQLaeKnP0GqqSiikNetyDC1naI/XHidDH85+OpLCSwf43EGwp0L2xJjm0aqeQJM1aAF0ej3WhES81ZXt/jgRgRMnCB7bD0Coun3Z0/aY1GcSfex9WHRgUcznVJ7ysH9DMSMvycJiN7Z9QhTGrCwSLr+MytdeQ/XFPifWlmjiqi8No29Ix39e3sX2os5lwYUQQvQsvcuF6vGg+bvm5a1323YArGO6ZvpONI7p0wGoXbGi2+4phBDdTQLaOGmSoQ1qzbsc03rJcYo+PN/VnlRfcuyu70o45OpwyXH1iVbvr3qD6KyGZtttiU7cnXjj7Nm4Ec1XDQqEujBDq1N0XJd3HWuOr6HYUxzTORvfP4LeoGP05R3LzkYk3X4Hoaoqqt99t13nDZnYh8zhSVzg1fOtZzZQ7u6670cIIUTX0rtcAAS7KEvr274NAEtBQZdcPxpjnz6YBw2iduXKbrunEEJ0Nwlo40zTNFSVJnNoW8vQappGUW0RLiUcyCYkh//0RQLawTPDf7aRpVU9QXRRspR2lwtPdcezh94NG1FsVnQOY5cGtBAuO1Y1lSUHl7R5rKfaz57PTzJsal9siaZO3dc2eRKmgQOpeOXVdp97+W1DMet1FBSH+MbLGwlKkyghhOiVIgFtqKKyS67v3bYdU14e+oSELrl+S+wXX4x3/QZUd+fWpBdCiLOVBLRxokRKjusztU3m0EYytFHm0Fb7q6kN1JKg2AFwuMJ/NgS06cPA1S+GgDYQNUNrTXThqapo56c5zbNxI7Yxo9EnmlFrujag7Z/YnzFpY3h7f9tr0u5ceRw1pDHq0uxO31dRFJLmzcO3bRve7TvadW5iqpWJs3IZ7NdTtKuC3y/f0+nxCCGE6BpV3gCFFZ6ozxh9UjIAoYryuN9X0zS827ZiHTki7tdui+Pii9ACAdzr1nX7vYUQojtIQBs34UA2ErJGXYc2SkBbVFsEgEOzYDRbMNtMKEqjgFZRwlnagyvA72nx7qon2KTDcYTd6epwl+NQTQ11e/diHTcefYKJUBcHtBDO0h6oOsCOspYDSzWksuOzIrKHJpHUxx6X+zqvn4NitVL5auzNoSLGXtkfZ7qVGzQb//zkIO9ubb08XAghRPfSNI3fLdvN+F9+wEWPfsz0P6xg6bam/602pIZ7WQTLyuJ+/+CpU4RKSrGMGBn3a7fFOn48itWK+zMpOxZCnJskoI2TSIZWrf8z1qZQkYDWqpkwWiwoOgWz3RhuChUxeAYEfXDo06j31jQN1RtosgZthM3pwu/1EOxAkwvv5i2gqtjGjQ0HtF1ccgwwI3cGZr2ZRfsXtXjM4a1l1FbUMXJ657OzEfrERBKvmUXVkncJ1dS071yjjotvGYzBE+I6m4Pv/WcLe0627xpCCCG6zr8+O8TfVxxg9uhMfjmnAJvJwAMvbuT/Ld7esJ64PiUc0Ia6IKD1bgvPn+2JDK3OZMI+ebLMoxVCnLMkoI0zrf4rjXUObVFNOKA1qXqMlvDSPRa78XRTKIDci8DkgL1Lo9/Tr4IKOqu+2b6GtWg70OnYu3ULKAqWUaPQJRhR3QG0UNeuZZdgSuCyfpex9NBS/KHoAfS2TwpxJJnJHRnfdXGT5t+K5vVStWhxu8/tV5BMzrAkCioVkowGvvr8eqq8gbZPFEII0aVKa+v483/3csWwdP54y2i+dEEu7zx4IQsuHsBza45w1zPrqPIG0DudoNcTLI1/QOvbth0MBszDhsX92rGwX3xRePmeI0d65P5CCNGVJKCNk4YMbWtzaKMEtIW1hSSYEtD8IUzmSEBrOF1yDGAwQ/7l4fVo1SiNpXzhbK5iidLl2BnunuzpQNdG39ZtmAbmoXc40CeaQAO1Gzr5Xj/weqr91aw4tqLZvupSL4W7Kxh+USY6fXz/9bWOKMAyYgQVr77S7kXoFUVh6o35BHxBvp2VQWGFl2+/uhlVlcXshRCiJ6ghjWBA5YXPj+ANhPjhzGENz2qDXsePrxnO728axdqD5dz0xGoKK30YkpMJlndBQLt9G5bBg9GZzXG/diwcF18MQK2UHQshzkES0MZNpOQ4/JU2LjkmEty2MIc225FNwOfFaLEC4Qxtk4AWYOi1UHsSitY3u4ZaH9Dqoga0LoB2dzrWNA3v9u1YR44Kf56EcCfh7ig7ntx3Mum2dN4+8HazfXvXnQRgyJQ+XXLvpFvn499/AO/65t9zW1KzExh2QV+KN5byk+mD+HB3Mf/30b4uGKUQQoi2lB6robrEy6JNRVyQl0J+uqPZMTdPyOG5eyZxqtrHDX9fjT/BRSjOGVpNVfFu245lZPfPn40w9euHsX8/3J991mNjEEKIriIBbZzUr0IbNaA9naFtnq07XnucLEcWAZ+voeTYHC2gHXQV6Iyw651m11B9IQB0liglx4kuADxVle35OASPHydUVoZ1VPgBrE8Mv1XujsZQep2e6/KuY2XRSkq9pQ3bNU1j9+cnyRriIjHF2iX3Tpw1C11CQoeW8AGYdF0eOp1CnyN1zB2XxV/+u4+Pdp+K8yiFEEK0xWDW468LcrjMw5wxmS0eNzU/lTe/NhWrSccWt46ywpNxHYf/yBHUmpoemT/bmOOii3GvW4daV9ej4xBCiHiTgDZeIsv21Ae0hsYlx/roJceapjUEtH6fF1OTDG2wybFYXTBgWjigPaMcVo2h5NjdzoA20sDCUp+h1XVjhhZgdv5sQlqIdw++27Dt1KFqqoq9DJnct8vuq7NacV5/PdXvv9+hTpeOJDNjrujHgQ3FfHtCLsP7JvLwq1s4Vt5yh2ohhBDxZzTpCQU0DBpMH5Le6rH56Qm89bUL0ZKSqSo6yc/f2UGNLz59EHzbtwP0aIYWwvNoNa8X74YNPToOIYSINwlo40SJlBzrwkFlkwytXgGd0mzZnnJfOb6Qj76OvgTqfE2aQgXrQoTOLFEedh1UHILinU02aw0lx80ztEazBaPFiredTaG8W7ehGI1YBg8Kfx5HuINyV69FG5HnzGNU6igW7V/UMJ919+cnMRh1DByX1qX3Tpo/DwIBKt94s0Pnj7kiB7PNwJalR3jijnGomsbXX9pIXTAU55EKIYRoicEcfiaOSrSRkWhp8/hUh5lLpwwhOeDm2VWHmPa7j/nD8j3sO1XTal8Ff1ClqNLLpqMVLN9xkuc/P8KTnxzgqZWHeHHtEfZ9ug4sFkx5eXH7bB1hnzQJxWiUebRCiHNO85Se6BTNEM5kNm4KBeFOx2dmaE+6w2VNfex92O3zNZpDG/7H4vMEsDsbNZAYeg0seRh2LYGMgobNDSXH1uj/OG1OJ+52NoXybduGefgwFJOpYfw6u6FbSo4j5uTP4Zef/5Jd5bsY4hzK/vWnGDAmDVOUTHQ8mQcOxDZpEpWvvkrKvV9B0bXvvY/ZZmTsVf34fNFBxs/M5Y83j+a+5zfwi3d28qsbevYNvRBCnC8MpvB/u8c5m8+dbYk5LRVDMMDiu8fy2NoTPL5iP499vJ9Uh4ncFDtOqxFFUajxBSh3+ymtraPC03om9w+r1qPZ+/KlRz9hSl4y147K5NKhaZgNzV9CdyWdzYZ13Djca9Z0632FEKKrSUAbL5Eux4ZwJrNJUyjC82hbCmj72vuy3efDWN/90GwPX8PnPiOgdaRDzuRw2fH0HzRsbq3LMYQbQ7WnKZQWCuHdsQPX3LlNtnfXWrQRM3Jn8Oi6R3n7wNvcas+gzhNk8MSMbrl30q3zKXr427hXrsQxbVq7zx85PZstHx5j7dsHmfOtsXz1kjz+8clBJuQmccPY+K2fK4QQIrogoKGRpcQeOEbWoh1qDrDwzgmcqPLy8e4SNh2t4Ei5h1M1PoIhjUSLkYFpDiYNSCY9wUJ6opn0BHPD3xMsBgIhjVpPHVVLf0LpJVdz8aBUPttXwpKtJ0iyGbn7wgF8+YJcnLbma8h3FfvUqZT8+c8Ey8owpMR36TshhOgpEtDGSaTkWDO2kqE9o4T4pCcc0KZb0ggG/E3m0AJN16KNGHYdvP9jqDgMSblAfYZWd7r51JlsiS6qimNvclF34ACax9PQECpCl2Dq1gyt0+zk0n6X8u7Bd5ngvw6jRU/OsORuuXfC5ZejT02l4pVXOxTQmiwGxs3oz6r/7KdoTwXfu2oIm49W8qM3tzG8r5MhfRK6YNRCCCEiPP4QQQXM7uYrDLTEkJIKQLCsDFNuLn2dVm6b3I/bJvfr0BgshYeprvMx+vIpTJszhmBIZeX+Up5fc4Q/fbCXf356kIevHMydF/THEOel6KKxT72Akj//Gfeaz3Fee02X308IIbqDzKGNl/o2x6q+hYC2hQytWW/GQTiQbTyHFsBXe0ZjKIBh14b/3LWkYZPqC6KzGBrW1zuT3elqV5djX0NDqKYBrT7R3G1zaCNmD5xNtbeafZtOMmBUarPMd1dRTCZcN95I7YoVBE6ciPk8NRSi9NgRjm7fgjO1DLPNzedv70evU/jbbWNJsBh54IUNcWs2IoQQIjpPTTVBzYfnpCfmtcUNKeGXph1pChiNb2e454WlIDxNyKDXMX1IOk/dNZH3HrqYsf2T+MWSnVz7t5VsK2zf8nodYRk+HJ3TiXvN6i6/lxBCdBcJaOOkIUNbX3JsOLPk2KBEDWgzbBkE6nwApzO09Q2YfNHm5STlQp+RTZbv0bzBFsuNITyH1ltdjarG1pTIu3UbuoQETP37N9muTzARqgmgqbH9YhAPUzOnMrRuPKpXYeC41rtUxlvSLTeDplH5+n/aPLZw53aW/OVR/nb3Lfz7u1/n9V/+mDd/8whVRf/g8Ibf8eZvHiV08giP3TqWI+UefvDG1ph/wRJCCNF+anUZRq2WOk+QqmJvTOfo6zO0oTgFtN4dO1CsVkwDBjTbNzwzkX/fPZEn7xhPpSfA3CdW8eQnB1C78Bmr6PXYJ0/GvXqNPIOEEOcMKTmOM00f/kp1hjOypdFKjt0n6WPvQ8AXDmgb1qG11TeFqm0hizf0OljxG6gtBkc6qi8UtcNxhM3pQtNUfLW12BKdbX4G3/btWEYUNGuGpE8wgqqhegLoHaY2rxMPBp2BC31XE9DV4ciLnoHuKsasLOzTLqbyP/8h9WsPoBia/9+lurSYD/75OIc3b8CSkMjwiy8la2gBCckpaJpGxYkTfPryxxzZ/gWHt6yk38gxfHfiTB5de5KnVx3mKxc1/yVHCCFE52kGE/pA+Pl68lAVrgxbm+cYkpMACJbGL0NrGToURR/9Ga0oCleP6MOUvGR+9OY2frt0N58fLOP/bh1LoqVr5tbap15Azfvv4z98GHOUQFsIIXobydDGSaTcNxLQ6vXN59ByZobWc2ZAW196bNajMyjUtdQ5cdi1gAa7w2u0RkqOW2JzugDwVFa0+Tm0QIC6vXuxDB/ebJ8usXvXogVQVQ1rYTpHknbwfuGybrtvRNK8eQSLi6ldsaLZvv1ffM5z3/sGRbt3Mu2Oe7jv789w5YIHGX7xpeQUjKLfiNGMvvJqpt3+IKaEBYyddTunDu7D9/rvmG/ex2/e3cn6w+Xd/pmEEKKxZcuWMWTIEPLz8/ntb3/bbH9VVRXXXXcdo0ePpqCggGeeeaYHRtl+yYl2UIMYjCFOHaqO6RzFaETvdBIs73xAq6kqdTt3RX2ensllM/H328fxy+tHsHJfKdc/vopDpe5OjyEa+9SpALhXS9mxEOLcIAFt3ES6HIeDPp2+aTbxzDm0ITVEiackXHIcCWjruxwrioLFZmw5Q5s+HJLzGsqONV+ojZJjF0BMnY7rDh5ECwSwDGv+ANYnhD9bd86jPXmwCn+tSqB/OYsPLO62+0Y4pk3D0KcPFa+82mT7lg+W8vYff42rTyZ3/u5vTLxuLkaTOeo1hl+UiS3Rjrt6GPf8ZSH5E6aQtvu/zC1dxjefX0NpbV13fBQhhGgmFArx9a9/naVLl7Jz505efvlldu5sutb5448/zvDhw9myZQsrVqzgO9/5Dn5/9/ZT6IjIM9WV4efkwdjnp+pTUwmVlnb6/v7Dh1E9nob5s21RFIUvTenPC/dOpsLtZ85jK/miC156GnNyMGZlyfI9QohzhgS0cabpDShaCEV3RkB7RslxibeEkBaij70P/rrw3J7IHFoIz6P1uaM0hYLwEkHDroNDn4CnvD5D20rJcaILAHcMjaF8O3eF7z98WLN9kYC2OzsdH9lWhk6ncMGkkewu382e8j3ddm8AxWDAdfNNuFeuxH/sGABbP1zOf//1OLljxjHvp7/BldGn1WsYzXpGX57D0R3l1FYoXPvwD7n8ngfoU3uEafte5zv//oxQN85LFkKIiHXr1pGfn09eXh4mk4n58+ezeHHTl4eKolBTU4OmadTW1pKcnIwhyhSMs42hPqB1uNyUHqvFG+Ozy5CeRqC4uNP39+1o2hAqVlPyUnj7wYtIdZj50lNr+Xh358fSmKIo2KdOxbN2HVqwhd8zhBCiF5GANk4iJceq3oBOa75EwJkZ2sgatNHm0EK407Ev2rI9EQU3gBqEPe+1XXLscgHgjSWg3bUz3MDijIZQAPoeKDk+sr2UvoOcXDN0JgadoUeytK6bbgK9nsrXXufAhnXhYHb0OOZ898dN/pm1ZuQl2ZhtBjYsO4KiKIyZcQ03/OCnpKk19F/9NH9e9EUXfwohhGiuqKiInJychp+zs7MpKipqcsyDDz7Irl27yMzMZOTIkfz1r39Fp2v+68PChQuZMGECEyZMoKSkpMvH3haDyYyCgsEQLjc+tju2bKcxPYPgqXgEtDtQzGbMA/PafW5Oso3X77+A/HQHC55bz6JNRW2f1A72qReg1tTg2749rtcVQoieIAFtnIUztM3feCqGMwJaz+mA1u9rnqE12wytB7R9x0BSLtr2t9DqQiitZGgtNjs6vT6mDG3dzl1YhgyJ2sBCMepRLIZuy9DWlPsoK3LTf0QqLouLS3PCa9IG1O5d8saYkYHj0ukULV7Ee//3e9Jz87ju2z9Cb4i9YYfJamDk9GwObiqh7HgtAAPGjGf+//sVCfioePNvvL9hfxd9AiGEiC5ap9szl4Bbvnw5Y8aM4fjx42zevJkHH3yQ6urmc1Lvu+8+1q9fz/r160lLS+uyMcdKURQMJhO+2lOYbQaO7Wq7jwSAISODYEkJWii2lQFa4tu5E/PQIVEbCsYixWHm5QVTmJCbxLde3cyrXxzt1Hgas02ZAooiZcdCiHNCtwa0bTWeAFixYgVjxoyhoKCASy65pDuH1ymRZXtUnRGd2kJA26jk+JT7FNBKhtZhpK61gFZRoOAGtINrQaPVDK2i02FLdOKpan0Okaaq+HbvxjxsaIvH6BONqN2UoT2yLTyHKXdkChBek7bcV86qolXdcv/GEm68kfVOM4qqMvs7/9Pk5UOsRl+Wg8GsZ+OyIw3bMgcPZe4PfoozVMOK//sVR0/F9guXEELEQ3Z2Nsfqp1MAFBYWkpmZ2eSYZ555hrlz56IoCvn5+QwYMIDdu3d391A7xGixUHz4INlDkzi6oyymZecMGekQCnVqLVpNVcMdjmNoCNWaBIuRZ++exCWD0/jhm9t47YtjbZ8UA0NSEpZhw3CvksZQQojer9sC2lgaT1RWVvK1r32Nt99+mx07dvD666931/A6r/6FtqbTo7QU0J5Rcmwz2EgwJjTrcgyEm0K5g62vE1dwA6oaniPUWkALYHW68FS1HiwFCgtRa2uxDGs+fzYivBZt9wS0h7eXkZhqaVhq4cKsC0m2JPP2gbe75f6NbSk8SLXNzHjNRGJqx9bDtTiMjJiWxb4vTlFVcnpNxIGjRnPhgodJ8pXy5C/+F39A5jQJIbrHxIkT2bdvH4cOHcLv9/PKK68we/bsJsf069ePDz/8EIBTp06xZ88e8vLaX0bbE0xWK9Ulp8gaYsFT5efEgbabQxkzMgA6VXYcOHoUtbYWazvnz0ZjMer5x5fGc1F+Kj94cyuvr49PUGufegGeLVtQ3V3TTVkIIbpLtwW0sTSeeOmll5g7dy79+vUDID29Y4FDz4hkaPXo1OaBaLQ5tH3sfVAUhUCdD0WnQ9+oLMniMBIKqgT9zefjNugzCi0xnE1treQYwO50tdnluKEhVJQOxxHdFdAG/SGKdlfQf2RqQ/mbUWfkmrxr+PjYx1T6Krt8DBGnDu5nw7uLGdS3H671m6k7eKjD1xpzeQ6KTmHLh01/IbnwsktIv/wmUkr38JffP9bZIQshREwMBgOPPfYYM2bMYNiwYdxyyy0UFBTw5JNP8uSTTwLwyCOPsHr1akaOHMnll1/Oo48+Smpqag+PPDYmS/iFqMVWid6oY/+GtoNUQ32jv2DxqQ7f17ezYw2hWmIx6vnnnRO4KD+V77+xlf9sKOz0Ne1Tp0IggGf9+jiMUAghek63BbSxNJ7Yu3cvFRUVTJ8+nfHjx/Pcc89FvdbZ1ngCGhK0qDoDihpEC5xRLmzQQVBrCHQjAS2A3+fFZLE2mbdksYfnZ7Y6j1ZRUPvPAEBH629YwyXHla0e49u1C/R6zIMHtXiMLjEc0LaaOY6Dwj0VBAMquSNSmmyfM3AOQTXIe4fe69L7R6ihEO8v/BvWxEQu+/YPwGCg8rXXOnw9u8vM4Ml92LX6eLNlme5ccCd1Ayag3/Jf3lz0fmeHLoQQMZk1axZ79+7lwIED/PjHPwbg/vvv5/777wcgMzOT999/n23btrF9+3buuOOOnhxuuxit4ak8ZccOkjsihf0bi1FDrbwopr7kGAic6nhA692xA8VoxDxwYIevcaZIUHvhwFS+958tnW4UZR03DsVkwr1a5tEKIXq3bgtoY2k8EQwG2bBhA++++y7Lly/nl7/8JXv37m123tnWeCKsPkOLHp0WQvN6m+411n/VwfqA1nM6oA34fM265Zrt4WxtqwEtoGZdHL7+idbnldpcSXiqqloNRH27d2EeOBCdOfp6qlC/dE9QQ/N2bVnssZ3lGIw6Mge7mmwfkjyEYcnDuq3seNtH71N86ACX3f1VHP36k3DlFVS99RZqXcfXjh17RT+CfpVtnzR9w64oCg898gNq7Onsfm0h+w51/g28EEKcz3Q6PUmZ2Zw8sJfBk/vgrfZzeFvrc2MNKSmg13eq5Ni3cyfmIUNQTKYOXyOaSFA7eUAy335tM+9uPdHha+ksFmwTxuNeLfNohRC9W7cFtLE0nsjOzubqq6/GbreTmprKtGnT2LJlS3cNMS5CSngOreprGvAohvBXrQVVAmqAMm8ZfWyRDK2vyfxZOJ2hbbUxFKBZwt+h7kjrGT1bopOgv45Ana/FY+p27sLSSkMoaLR0TxeXHR/bXUHfQS4Mxual1LMHzmZH2Q72V3RtV2C/z8vq118ka+hwBk+5CICkefMIVVVRs3x5h6+bnGmn/8gUtq0oJOhv2kXTYbcy9zs/QqeGeP43v6LO370dnYUQ4lyTNWQ4hbu206/AhSPJzPZPW89sKno9hrQ0gh3M0Gqahm/nrk43hGqJ1aTnqS9PZFy/JL75yibe33Gyw9eyXXABdfv2ETxLqt2EEKIjui2gjaXxxJw5c/jss88IBoN4PB7Wrl3LsFYaFJ1V6pPNKrpwhtZ3RoY2EtAGVMq8ZWhopNvqy5p8XkxnZGhPlxy3nglV68IBke74p1Db8ttkm9MFgKeyMur+YGkpwZISzG183/qErl+L1l1VR8UJN9lDk6Lun5U3C4Ni6PIs7fp33sJTVcm02+9pqCawTZ6MKTeXilde7dS1x17ZD29NgN2fN/9FZFTBIPrNvhNn1TH+8scnOnUfIYQ43/UbMYo6t5uyY0cYflEmx3aWU3nK0+o5hoz0Ds+hDRQWolZVxW3+bDR2s4Fn7p5IQZaTr7+0kY93dyybbL9gKgDuzz+P5/CEEKJbdVtAG0vjiWHDhnH11VczatQoJk2axL333suIESO6a4id0rBsj6JDFy1DazydoS32hB88abZwuXS0kuOY5tACqq8+oNVqYVfLAV5DQFtdGXW/b1fbDaEAdAldn6Et3B3uxpwzNDnq/mRLMhdnX8w7B98hGKWjdDx4qqtY/86bDJ58IZmDT2etFUXBdcsteDduxBelHD5WmYNcpPdPYPMHR1GjLCNx22034O8/GmXzf3nnI2nYIYQQHZVTMAqAo9u3MPyiTPQGHRvfP9LqOcb0DAIdLDn27YhvQ6iWJFiMPHf3JAZnJPDVFzbw2b72Z1ktw4ehdzpl+R4hRK/WrevQttV4AuB73/seO3fuZPv27XzrW9/qzuHFharpwk2hzijtbVxyXOIJP3QaMrR1vmbrmsY6h1bzBkGvQFoe7FjU4nGRgNbdQmMoX/2agpahQ1q9X6TkWO3KgHZXORa7kdRsR4vHzMmfQ6m3lDXHu6aZxcb33ibgr2PqvObNT5w3XI9iMlH5asebQymKwtir+lNV4uXQlui/hDzww+8SNFr5/N+PcbS0usP3EkKI85kjKZmU7H4c3roJu9PM8Av7smfNSarLvC2eY8jI6HDJsW/HDjAaW22wGC9Om5EXvjKZvFQ7C55bz+cH27d2rqLTYbvgAtyrV3d5s0chhOgq3RrQntvCGdpQfcmx6m0hoA2oFHvDb31TreFlD/w+HwZz0wytwajHYNLFkKENorPoUUbMhcMrofp41ONsTicA3qroS/fU7d2HoU8f9PXHtURnNqCYdF1WcqxpGsd2V5A1JAlFp7R43LSsaSSZk3hr/1txH0Odx83m5UsYPGkqKVk5zfYbkpJImDGDqsWLUT2tl621Jm9sGompFja9fzTqLxKu5CSm3/0Ayb5S/vC7J/AHW+/MKYQQIrq88ZMo3LkNb20NY2f0BwU2LT/a4vHGzEzU2lpC1e1/mejbsQPzoHx0cW4I1ZIku4kX7p1MdpKNe579gvWHy9t1vn3qBQSLi/EfONBFIxRCiK4lAW2cNCzboynRM7TGphlavaIn2RIuqY02hxbCZcd1tW2XHOssBhh5E6DB9jeiHmdLDAeq7qqKqPvr9u6N+W1yV65FW3nKg7uyjpxh0efPRhj1Rq4beB0fH/uYcl/7Ht5t2bz8Xeo8bibdcEuLxyTNn4daW0v10qUdvo9OpzDmin6cOlTNiQPRXzRMvXw6iQWTyD6yit+/sqLD9xJCiPPZ4ElTUUMhDqxfS0KyhaFT+7Jz9XFqyqM3SjRmZwHh+bDtoWka3u3bsRZ073SpVIeZl+6dTEaihbue+YLNxypjPtc+9UIA6XYshOi1JKCNF0VB01RUCGdofWdmaMMhb2QObao1FZ0S/vqjzaEFMNuN+DytzxHVfEEUiwFSBkLWBNgavVmR3mDEYnfgiZKh1QIB6g4exDJ4cCyfFF2CqcsytJH5s9ktzJ9tbO6guQTVIO8ceCdu9w/469jw3mIGjBlPxoCW1w+0jhuHeVB+p5tDDZ3aF4vDyKb3W84U3P6tb6KYLJR+8ArLt3d8iQYhhDhfZQwcREJqGns/XwnAhJm5AKxfejjq8absbAD8x9oX0PoPH0atrsY6elSHx9pR6YkWXlowmSS7kTufWsv2ougvSs9kys7C2L+fzKMVQvRaEtDGkYpGSCWcoT0joKVRyXGJt6Rh/qymafh93mZzaCGcofXFlKGtX9pm1C1wchsU74p6rNXpwhNlDq3/8GEIBDDHGNDqE01dNof22K5yElMtONOafx9nGugayJi0Mby57824zf3Zs/ozvNVVTLhubqvHhZtDzcO3bRveHTs6fD+jSc+IaVkc3lZKZXH08mVbopPLv3Q32b7jPPHUaxwr73iZsxBCnI8URWHohZdweMtGaspKSUi2UHBhJrtXnaCqpPlcWmN9QNveDK1v2zYALCO7P6AF6Ou08tK9U0iwGLnjqbXsPhlbybR96lTcX3yB5u/aJfmEEKIrSEAbJwqAphEKatEztJH1VIPhgDbNGu5wHAoE0FQVo7mFkmNP23NoFUu4gRQFc0HRw9bozYrsTlfULsd1+/YBYB7UsyXHmqpxfF8lWUNaLzdubO6guRysOsiWks6vV6xpGpuXLyElu19DV8zWOOfMRrFYOtUcCmDEJVnodApbP2r5F6exV8wgOXcQE06t5JvPr5H5tEII0U6jLr8aTVXZ9lF43fbxM3NR9Arr3z3U7Fh9YiK6xEQCRe0LaL1btqLYbJjzW67w6Wo5yTZeWjAZs0HH7f9cy/7imjbPsU+diubx4N3S+WepEEJ0Nwlo40ZBQ0VVNXRRMrSNS45LPCWnl+ypn2trjJqhNbTd5dgXDM+hBXCkwcDLYNt/QG0e8NgSnVHXofXt3Qt6PaaBsT2A9YkmNL+KWhffJXPKjrup8wTJGuSK+ZwZuTOwGWy8sS/63OH2OLl/L6cO7mfMVdc0rDvbGn1iIomzZlG9ZAmhWneH72t3mhk0MYNda060+AJD0emY9dWvY1V9JGz7gN8u3d3h+wkhxPnIldGH3NHj2PbhMkLBAHaXmZGXZLFn7UkqTjb/b7gxOwt/OzO03m3bsBYUoOj18Rp2h/RPsfPSgikoisJt/1zLodLWn1H2yZNBr6dW5tEKIXohCWjjSEMjFAqhaC2vQxuo81NZV3l6yR5fJKA1N7uexW7E5w62Wk7bpOQYwmXHVUfhWPNF0m2u6CXHdXv3YcrNjbkjY8NatHGeR3t8XyUAfdsR0NqMNmYOmMnyw8up9dd26v6bli/BZLUyfNqlMZ+TNH8eqsdD9ZLOzeMdfVkOwboQO1e2PEc2Iy+fsTOuZWTNDt7+6AuWbT/ZqXsKIcT5ZvysOdRWlLPjk48AGDejP3qTni+WNM/SmrKyCRQWxXxt1e+nbtcuLKNGxm28nTEwzcFLCyYTVDVu++fnrU5X0ScmYh05UubRCiF6JQlo40jTNNSQik4NRcnQhr/qGm94Pkuk5NjvC8/diTaH1mw3oqkafl8o+v1UDa0udLrkGGDoNWC0Ry07tjld+Ny1hIJNs4Dt6XAM4ZJj6JqA1pFsJjGl7fmzjd046Ea8QS9LD3e847Cnuoq9az5j+LTLMVltMZ9nGTkS87BhVLzyaqfm8ab1SyBzkIutK46hhlouJ5568+1YHA6u9qzj+69vlvm0QgjRDv1Hj6NP/mDWLXqNUDCINcHE6Euz2be+mNLCpi9FjTk5BAoL0aJUPEVTt3s3WiCAddTorhh6hwzOSOCFr0zG4w8xf+HnFFW2vPaufepUfNu3E2pheT8hhDhbSUAbNwoaGmoohE5PlC7H4a+61ht+YDaUHDdkaKPPoQVabAyl1YUDXV3jgNZkDwe1O96CYNOA0+4Mz01t3OlYdbsJFBbG3OEYwiXHQFwbQ2maxvH9lWTmu9p97ojUEQxKGsSbe9/s8P13fbaCUDDI6Cuubtd5iqKQNG8edbt349u6tcP3Bxh9eQ615XUc3Fza4jEWh4OpN91KUuURsmoP8+DLm2Q+rRBCxEhRFC648Vaqik+x45P/AjDmyn6YrAbWvXOwybHG7Cw0v59gSUlM1/ZuCT8DrGdJhjZieGYiz39lEtXeAPMXruFwC+XH9gungqri/nxtN49QCCE6RwLaOFEADRU0Fb2OFjO0Hk99QHtmhtYcZQ6tIxzQtjSvUvWF57A2KTmGcNmxrxL2f9Bks83pCo+hUdlx3f79QOwNoaBRhjaOAW1VsRdvtZ/MdpQbRyiKwo2DbmR72Xb2lO/p0P13fPohGXn5pPbLbfe5iddei85m6/QSPrmjUklMtbDlw5aX8AEYfeUskvpmMcu7nm1Hy3h0mcynFUKIWA0YO4HMwcNY9eoL+L0eLHYjY67I4dCWUoqPnO4KbM7NBcB/qHk5cjTerVvRp6Vi6NOnK4bdKaOyXbxw72RqfUFufGI12wqbZ2Gto0ahs9tlPVohRK8jAW0chUtONXR6HWrdGcv26BVQwFsXLhFtPoc2SobWFs68tpShVb3hgLZJyTFA3qVgS21WdhwJaN1VFQ3bfHv3AsS8ZA+AYjWAQYlryfHx/ZUAHQpoAa7NuxaTzsSb+9qfpS0+fJCSwwcpuOTyDt1b77CTeN11VC9d2qlSLZ1OYdRlOZw8WM2JfRV4d5dT/d8jVCzaT8Wb+6h6/zCebaVQp3HJl+7BX3aSr6Se4qmVh3h/h8ynFUKIWCiKwvQv34unqpJ1i8MNBUdfloPZbmDt26eDV9PAfADqDhyI6breDRuwjRsfU1PBnjA6x8V/HpiKxahn/sI1rNzXtBpIMRqxTZokAa0QoteRgDZelHBTKNDQGRQ07xkZWkVBMejw+bwYdAZcZhfQRpfj+gxtS52Otfq5tTrrGRlavQFG3Ah7loK3smGz3RW+Z+NOx3V796HYbA1r7sVCURT0iea4ZmiP76vEmmDElRH7/NXGnGYnl/e/nHcOvoMv6Gv7hEZ2fvohOr2BoRde0qF7AyTNuwXN56Nq8dsdvgbA4BHJjHEY8D+znbJnd1D94VG820rw7iyj5uNjlL+4ixP/+znO7Q5GDLsU5+6PGJth5ruvb6GwQubTCiFELPrmD2HYRdPZsOQtqkuLMVkNjLuqP0d3lHHiQPjFpCE9DZ3DgT+GgDZQVETg+HFsEyZ09dA7ZWCagzcemEp2ko27n13H4s1Nm17Zp04lcOwY/mPHemiEQgjRfhLQxk246BhU9AYdal1d8yOMOurqfKRb0xve4LbW5dhsiwS00ZfHOV1ybGi+c/R8CNXBjtMZS1uiCwg3QIqo27cPc34+iq59/yroE0yocczQnthfSd98V6febN846EZq/DV8ePTDmM8JBYPs/GwFA8dPwpqQ2OF7W4YPxzJqFBWvdaw5lKZq1HxWSPnfNtPPqHDcp2K/ZTCZP5tK5iMXkPmTKWT98kLSHhhNwiXZ+I/VUOCbxGTHTL5mKULT4BsvbyLQSkMpIYQQp110650AfPbSvwEYOT0ba4KRtW+H59IqioJ54EDqDhxs8RoRng0bALBNPLsDWoA+Tguv3X8B4/ol8c1XNvP75btR1fBzy37hVADpdiyE6FUkoI0ThfqSY01DZ9CheaN0EjToCPoDDQ2hoPUuxxZ7fclxCxlatb4pVLOSY4DMsZA+HDa90LDJaLFgNFvwNCo5rtu7F/Og/DY/35n0iaa4ZWhryn1Ul/o61BCqsYl9JpLtyG5X2fHhLRvxVlcxvIPlxo0lzZuHf/8BvPW/2MRK9QUpfXYHVe8ewpzvIuErI9nkDbH7SA068+nsu2LQYe6fiPPqAfT94SSc1+SRZsth8OF+/CM/jU1HK/n98o7NIRZCiPNNYmo646+9gd2rPuHkgX0YzXrGX51L0Z4KCveEn5OmgQOpO9h2htbzxXp0iYnt6kfRk5xWI89/ZTK3Tsrh8Y8PcN/z66mtC2IaMABD375SdiyE6FUkoI0jDRUNFb1RHz1Da9ARDAQa5s9CowytufkcWp1eh8lqoK7FkuMWmkIBKAqMuR2KNkDx6aZBNpcLd33JcbC0lFB5ebs6HEfoE0xxm0N7opPzZyN0io65g+ay7uQ6jla33lgpYu+az7DYHQwYM75T9wZInDUTXUJCu5pDhWr8lPxjK3X7K3FdP5CUO4fjyneRNyaNHZ8dJ1AXfckmxaAj4eIsEu/Np9h3lH473DybksKznx7kw12nOv1ZhBDifDBx9o1YE5188sJTaJpGwbRM7C4z698Lz6U1DxxIqKSUUKOpOtF41q/HNm4cij7K8/gsZTLo+PUNI/n57AI+3lPC3L+v4kCJG/vUC3B//jlaKPrzRwghzjYS0MZRZA6t3qhr1uUYwkGIGgiRak1t2Ob3eTEYTehaeAha7IaWM7TeVkqOAUbNA50BNp/O0tqcroYux3X79gHt63AcoUs0odWFGrLEnXHiQBVGi56UbEenrzV74Gx0ii6mLG3Q72f/+rXkT7oAvaGF77AddFYrzjlzqFm+nGBFRZvHq54AJf/aRrDMS+qXh+OYktlQcj368hzqPEH2fH6i1WskD8yhaoSbrRWfkl8W4CljIj9/bUuraw0KIYQIM9tsTL35dgp3bufAhnUYjHpGXZpN0Z5KyopqMQ8ZAoBvd8vd5APFxfgPHeoV5cZnUhSFL0/N5bl7JlFa62f2YyvZ3ncoanU1vu3be3p4QggREwlo40apnzupojcam61DC4ABlNDpJXsgnKGN1uE4wmI3thzQ+kJg0DUsCdSMIw0GzYAtr0IofA1744B2f7iMypTfgZLjOC7dc/JgFRm5ieh0ne8MmWHPYFrWNBbtX0QgFP17izi8dRN+r4chUy7q9H0jkubdghYIUPXmW60epwVUSp/bSbDUS8qdw7EMSW6yv89AJ+n9E9jyUSGa2vqc3Ck3zWefZyOHk/eSqyn8ymfmR89vkPm0QggRg5GXXUVyZjafvvgMoWCQ4Rdmojfq2LaiEOuIAgC8W7e1eL575Sog3FCpt7owP5X3HrqYkVlOvncg/Hwv/3RlD49KCCFiIwFtHGmRplAmfdQMbVAXwqQam2RoA3W+qB2OI8x2Y4tNoTRfMHq5cWNjbwd3MewPLyBvc7pwRwLagwfQJSRgSEtr5QLR6RPDD7zONoYK1IUoK3LTJ8/Zqes0dvOQmynzlfHhsdabQ+1d8xkWRwI5I0bH7d7mQYOwjh9P5WuvoaktB5SV7xzAf7ia5HlDsOQnNduvKAqjL8+h8pSHIzvKWr2nIymZsTOvY+3GRZhmpdJfp2dBUZC/LdnV6c8jhBDnOr3BwLQ77qbieCE7VvwXi8PI4IkZ7Fl7koDRjrFfP3zbWg5oaz/7FENaGuahQ7tx1PHXx2nhpQVTuGvWWPY7s/jiP8uaLe0jhBBnIwlo40gj3BRKbzJEzdD6dUFMmoEUa0rDtoDPh6nDGdpgy+XGEYOuAntaQ3MomzMJb001aiiE/8BBzAMHdqizcCSgDdU0nyvcHsVHqtFUjYwBHe8wfKYLMy8k057J63teb/GYgL+O/evXMihO5caNJc2fh//IETxr10bd7954Cve6kyRMz8Y2quWXCQPHpWN3mtjyYdvLJ0yafRNmq43VK18j4ysjyFH0jFhTwoptsj6tEEK0JW/cJPrmD2HtotcJBYOMvDSboF9l95oTWEeOxNtCQKsFg7hXrcZ+8cVn7fqz7aHXKTx85WD6XTWdgSWHuPcfn/LDN7ZS7Wu94kkIIXqSBLRxpGkqoKI3G6NmaP1KAKNmJMVyOqD1+7xRG0JFWOzGFptCqb4QSlsZWr0xPJd27zJwl2J3ukDT8NZUU3fgAKaBebF8tOaXjZQcV3fuIXfyYHgJoT4D4peh1ev03DzkZtadXMfBqujLLRzespGAz8vgOJYbRyRcdRV6lytqc6hgmZfKt/ZjGuAk8crcVq+jN+gYeWk2hbsrKCuqbfVYi8PBxNk3cnDDOspDp0i6dShD0VPx8m6Oy/q0QgjRKkVRmDx3HtUlp9i1cgVpOQn0zXey7ZMiLCNHEjx5ksCJ5j0NvJs3o1ZX45h2cQ+Muuvkz7wMgxri+33cvLb+GFf88RPe2FDYsLyPEEKcTSSgjZPwKrT1TaFMxqhdjusUPybN2CxD29ocWrPdQJ03GPUhosWSoYVwt2M1CFtfw+ZyAVBz7CihsjLMeQPbPj8KxWoAg9LpDO2pQ9W4MmxYHMZOXedM1+dfj0FnaDFLu+/zVVgSEskpGBXX+wLozGacN9xAzYcfEiwpadiuaRoVb+0HnULyvCEo+rbf5hdclIXeqGPrR21nacfOvA5LQiJr/vMSzlFpqFfkMFHVs+LvGwnKfFohhGhV3riJpOcOZN2i11DVEAUXZ1Fd4qU6ZxwA7lWrmp1T/d57KBYLjovPrYDWOn48itnMLP8xFn39Qvq6rHzn9S3c8MRqNh5tu+mhEEJ0Jwlo40ULh7SgorcYIBhECzTNXno1H2bVSLLldAOggM/b6hxai90IGtR5mmdC1Vjm0AJkDA+vS7v5RWyJ4Uxo1d7weqXm/A4GtIqCPsHUqTm0mqaFG0LFsdw4ItWayhX9rmDxgcX4gk2z5WooxKFN6xk4bmLcy40jXLfcDMEglW+c7rbsWX+Kuv2VOGcOwOAyx3Qdi8PIkCl92LP2FN42GnCZLFYmXjeXQ5s3cGLfHnKvyOXU4ESm1Wi8+fzWTn0eIYQ41ymKwpS586g4cZy9n68ib2waJoueA0f1GNLTqV3ZNKDVAgGqly7Dcel0dHZ7zwy6i+jMZmzjx+NevZpR2S7eemAqf7x5NCcqvcz9+2q++vx6dp2o7ulhCiEEIAFtXGlaeA6twRIOVs7M0nrwYtZMmPSmhm3+urbn0ALURWkMFS45jjEgG3sHnNqOvS5cMlVdv1C8aWDHAloAfaK5U2vRVpf68NYE4toQqrFbhtxCjb+GZYeXNdletGcnPnctA8dP7pL7ApgHDMA2ZQqVr7+OFgqhegJUvncI04BE7JP6tOtaoy/NIRRU2fFZUZvHjplxTUOWFmDcl0dSlKBn/O5q1qyKbW1eIYQ4X+VPnIKrT182vrcYo0nPoIkZHNhYjOmi6bhXrkT1nl4SrebjjwlVVOC89toeHHHXsV94If79BwicPIlOp3Dj+Gw+/u50vnn5IFbvL2PmXz/jgRc2SGArhOhxEtDGkYaGhoreEg5Cz5xH69Y8mDA12RbLsj1A1MZQMZccA4y8GYw2bAcWAVB7vAjFYsGYmRnb+VHoE4ydWrbn1KHw/NmuyNACTMiYwADngGZlxwfWr0VvMNB/9NguuW9E0vx5BIqKcK9aRfWHR9F8QVyz81HauTxRcqadfsOT2baiiFCw9dLhM7O0il7HyK+Nxa0D45JDnCh2d+YjCSHOQcuWLWPIkCHk5+fz29/+NuoxK1asYMyYMRQUFHDJJZd08wi7j6LTMfbq6zixbw8n9u9h2NRMggGV8mFXodbWUr18ORB+gV3+zLMYs7NxTJ/es4PuIvaLwz0maj/77PQ2s4GHrxzMyh9cxkOX5fPZvlJm/vUzbvvn53yw8xQhmWMrhOgBEtDGkYYKNMrQnhHQ1qpuTGrTADQc0LZRckzzgFYLaWh+NbaSYwCLE0bMxbTrLQxGI7WlJZjyBqDoOv6vQGcztCcPVmMw60nJ7JpSLUVRuGXwLWwt3cqusvASNpqmcWDDWnJGjMbUyvceDwmXXYY+JYWK196jds0J7BP7YOrbsc866vIcPNV+9m8obvPYM7O0tiQrjlsGk6YprP3HJplPK4RoEAqF+PrXv87SpUvZuXMnL7/8Mjt37mxyTGVlJV/72td4++232bFjB6+/3nIH+XNBwSVXYLJa2bT0HdJzE0jOtHPguBnTgAGULfwnmt9PzbJleDdtIvmeu1H0MT6HexnzoEEY+vTB/elnzfY5bUa+fdUQVv7gUn5w9VAOlbpZ8Nx6LvvjCv7xyQGKq5s3xhRCiK4iAW0caVp4Dq3BGs7Cao1KkwBq1FoMqqH+ONBUNbwObStdjs32cADcLKCtC5cgx1xyDDD+HpSgG5vVgKe6qsMNoSJ0CSa0uhCqP9Sh808erCKjfwI6fdf9azg7fzYWvYXX9r4GQPnxQipPnmDguEldds8IxWTCdeONBKv7ough8cr+Hb5Wv2HJJPWxseXDYw3//rTkzCwtQN6YPpwsSGKCW+OtF1teT1EIcX5Zt24d+fn55OXlYTKZmD9/PosXL25yzEsvvcTcuXPp168fAOnp6T0x1G5jttkYMf1K9qxZibuygmFT+3LqUDWmr34X/8GDHLnrbo7/+CdYRowg6ZZbenq4XUZRFBzTpuFevRrNH/3ltctm4oHpA/n0+/+fvfMOj6pM//d9zpk+k8mkkl4gAULvIEUEFBQVGyIq9oa6q7iuZfW3fnd1i67uWtdF7GLvHbBRFKSELqEESCeQXifTz++PSUJC2kwySYCc+7q4ksx5z3veSYaZ83mf5/k8M3jhqtFEmLT8c8U+Jv3zR65/fTNf7TyCzdm5ewQFBQUFX1EEbQBp7EOr9wrUEyO0le4qRASoT8lxOrw1tr7U0NpqmgtaT51X0PqccgwQOwaihqP3VGNzODptCNVAQy/azhhDOR1uSvNr6NdN9bMNmDVmzks+j28Of0ONo4bDWzcD0H/s+G69bgPGmfNQx4xB1BU2tjrqDIIoMGJmPMW51RQerOxw/IlRWoAJVw3jiFFieEYlG7Z2XI+roKBw+lNQUEB8fHzjz3FxcRQUNH9/OHDgAOXl5Zx11lmMHTuWt956q9W5li1bxrhx4xg3bhzFTRzeT0VGzTkfj9vFb6u/J3V8PwQBCoRE+j30EM6CAgyjRhH34n8RuslY8GTBdOY0PLW1WLfvaHecWhK5YEQMH98+mZ/unc7tZw1g/9Fqfv/edkY/+j13vLOVL3YUUK30s1VQUOgGFEEbQOR6l2OVyZvK6rEej9Da3XZqZG/9ouz0pnw66wVveynHWr0KQQC7tbkplMfm3fEU9X6kOgkCjL0BnaMah1pC079zPWgbaOxF24k62uKcajweudsMoZqyYNAC6lx1fH34aw5t3UREUn/M4T0TYbDtcSB7HNT8+Cqyq6Wxlz8MmhSF1qBipw8tfFqL0gqSwJBbRyIJUPFJJkcr6zqYRUFB4XSntYwPQWhe5+9yudi6dSvffPMNq1at4rHHHuPAgQMtzrv11ltJT08nPT2diIiIbltzTxASHUv8kOH8tuZ7DEFq4gaHkLnlGCHXLCJ17RoSXnsV9WkeqQYwTDoD1Gpq1q31+Zz+ESbumzOYXx6YyTs3T+SysbFsyS7n7vd3MPaxH7j+9c28vj6LQ8U1HWYcKSgoKPiCImgDiCx7AA8qY72grbM2HiurK8MueHcm5XpjH4fNKyjai9AKooDWoG4ZobV1IuUYYPjlaD0ydpWEtgsOx3A8QtuZOtpjWV5XxH5J3WMI1ZRh4cMYEjaET3a9z5H9+xgwtvvTjQGcR2up212CboCI60gONWt9vyFoDbVGYui0WLJ2FFNV0rEYbYjSbmgSpTX1M6KalcAIj8R7y5T+tAoKfZ24uDjy8o5vkuXn5xNzgllgXFwc5557LkajkfDwcM4880x27tzZ00vtcYbNnE3lsaPkZfxG6vgoqkpsjZ9dfQXJZPS272mljrbDc0WBKSnh/O3i4Wz60yw+uf0MrpucSE6plb9+lcGsf69l6hOr+dOnu1mxu5DKVtoTKigoKPiCImgDiDdCK6MyGbw/N6mhLbWV4hSbC9rjEdq2BS14e5HaTnijlxsitP4KWp0ZjcqCQyWhDgvy79wTELsQoS3KrSIoVIfB3Pk0XH9YMHAB9kOFyLKH5FHjeuSaVavzEDQSoVdOQhUZSfkHH3R5zuFnxSIIArtW53c4VqPTM+6CS8jesZWjhzIbH0+alUhlpI65pW5e/mZfl9ekoKBw6jJ+/HgyMzPJysrC4XDw/vvvM2/evGZjLrroIn7++WdcLhdWq5VNmzaRlpbWSyvuOVInTkZrMPLb6u/oPzoCSSVyYMux3l5Wj2M680zsmZk4Cws7PYcoCoxNDOXh84ew+o9n8fP9M/jbxcMYGmPmq51HuP2dbYx67DvOf+5nHv0qg+/2HKXC2nnTSQUFhb6FImgDhVwvaAUZ0eB1sm2aclxaV4qjIULrR8oxgNagajNC67PLcRNUHiOyIGDb0TWBJRpUIAmditAWZVcRmdg1Qe0Pc/vPJbHMjEcrEpWS2u3Xc1XYqNtdjHFSNJJZj+Xyy6n9+Rcc+V2rXTWF6BgwNpKM9Udw1HWcwjxq9vlojUY2ffZh42OCIDDo+uFoRIHwDUf55cCpXeumoKDQeVQqFS+88AJz5swhLS2NBQsWMHToUJYuXcrSpUsBSEtL49xzz2XEiBFMmDCBm2++mWHDhvXyyrsftUbL4CnTydy0AdljI2lEGAfTj+HpY5ktpjOnAVDTiShtW8SHGlg0KZFl145j+yPn8NHiM7jn7IEE69W8symHW5dvZfRj33Pesz/z16/2sEoRuAoKCu2gCNoAIeBNORYEGdHQkHLcPELrELwCRHbVm0L5kHIM9RHa2gClHAOqCm8tr3XLB9CF+hVBEJCCNHj8jNDaap1UldiI6EFBq5N0JJUFkRtaQ1Fd9wu4ml+9O9mmydEAWC6fD4JARQDaXYycGY/T5mbvrx3vlmsNBkafeyEHt/xKSW524+OqUB3B5yZxBmo+e2c3RdVKiwUFhb7K3LlzOXDgAIcOHeLhhx8GYPHixSxevLhxzH333UdGRga//fYbS5Ys6aWV9jzDZ87G5XSwb/06Bo6Poq7aScH+it5eVo+iGTAAdUwMNevWdcv8aklkfFIod81K5d1bJrHrL7P58LYz+MPZAwk1qnlvcy631Qvcc59Zx1++3MP3GceoUgymFBQU6lEEbUCREUUQ9S1raEvrjqcc01BDa6+P0LbTtge8Tsf22ubRuOMpx/5FaD0OB9Ixby9Ta1Eu5G706/wTkcwa3FV2v84pzqkGILIH6mcbKM3PhRoHR8JtfLC/66m/7eFxuKnddBT9sHBUFu/fVh0Vhemss6j45JM22x/4Sr9kM1H9g9m1Oh+PD03sx5w3D7VWx6bPm4vpkKlxuKMNXG+XeODt7bh9mEtBQUGhLxGZPIDw+ET2/rKGhGGhaPQqDmw52tvL6lEEQcA4/Uysv/6Kp4ufX76gVUlMSA7l97NSeefmSez8v9l8tPgM7j1nIOEmLe9vyeWWt9IZ9dfvuPi/63lq1X42HCrB7lLaAyko9FUUQRtAZGQE0YOg04EgNKuhLakrQVJ7o6lyfU82X1OOdYbWI7SCWkTws4erIzsbrd37gVQrWGDzS36dfyJSkMbvGtqiXK+pRkR8z0Vos3duAyBx+Cg+PvAxNlf3RSSt244h21yYpsQ2ezzkigW4S0qo/umnLl9j5Kx4qorryN5V0uFYfZCZkbPnsn/Dz5QfPdL4uCAKRF8+CAsio3KsPP9TZjuzKCgoKPQ9BEFg8JTpHNmfQW15CQNGR3BoezGuPtZb1TTtTDxWK3Vbt/b4tbUqifFJofxuZipv3zyRnf83m/dvncSdM1IQBfjf2kNc9fImRv71O655dRP/W3OIjCNVioOygkIfQhG0AUSWZQTB+wEo6PXNa2htpeh09WZR9SnHvrgcA+hMKpx2N27X8bod2ebuVLqx4/BhNPW7mNaoSZDxJVR2vq5TNGv8rqEtyq4mOELf2GO3J8jZtZ3QmDgWTrieCnsFK7JWdMt1ZFmmZv0R1HEmNAnNBbtx6lTUMTGUv/tel6/Tf1Q4plAtu3xo4QMw9vyLEVUSW774uNnjmhgTQZNjuBQNK344xIaDHQtkBQUFhb7E4ClnArBvwzpSxkbitLnJyyjr5VX1LMZJExHU6oDW0XYWrUpiUv8w7p09iE/vmMKOR87hlWvHsXB8AseqbDyxch9zn/uZqU+s5s+f/8aa/UVK9FZB4TRHEbSBot4UShC8YlXU65vX0NaVYtSZvENbmEK1L2i1Bq/waxql9dhcnTKEsh86hNojI0oSVstQkD2Q/prf8zQgmTXINjceh+8fFkU5PWsI5XTYyc/4jaSRYxgfNZ4USwrv7nu3W3ZvHVmVuIrrMJ0R06KXoyBJhFx1JdbNm7Htb9nD0R9ESWTEWfEUHKigOK+6w/GmkFCGzZjNnrU/UVXSvIbYPDsR0aTmIZWRJe/voLjavxRyBQUFhdOZ4MgoYgamsW/9WmIHh6A1qDi0rW+Z6YkGA4bx47utjrYrBOnUnD2kH3+ZN5Tv7pnOpodm8filw0mLNvPR1jyuf30Lox/9ntuWp/PJ1nyl9lZB4TREEbQBRMaDIDYVtE1qaG2lmAxeEdfYtsduA0FApdG2O6/O1Jag7USENisbTXQ0hmALtXYZBp0HW98AZ+dScKUg79p9NYayVjmoKbf3aP1swd49uJwOEkeORhAErkq7in1l+9hetD3g16rdcgxBK6EfHt7qccv8+Qg6HeVvL+/ytdKmRKPSSj5HaSfMuwyQSf/602aPizoVlvP7M8AlMK1O5p4Pdij1tAoKCgpNGDx1OiW52ZQV5JI8KoKsncW4nX3M7fis6TgOHcKRm9vbS2mXfmYdCyck8Mp149jxyGxev348l4yOZWdeJfd+tJNxf/uBW99K58udR7A6Ou4WoKCgcPKjCNoA0pByDF5BK58QoTXpTxC0tjo0Ol2LSN6JNKTmNjWG8tjcCPpOCNrsbDTJyRiCLVgrK2DCrWAtgT2f+T0XeCO04Hsv2qIcb/1sT0Zos3dtR1KpiE8bDsD5yedj1ph5Z+87Ab2Op86FdXcJhtGRiJrWo+eSxULwvHlUfvkVrvLyLl1PZ1STNimKA1uOUVvZcVTVHBFJ2tQZ7P7xO+/fvgmGURFokoP5nWhg58ES/rv6YJfWpqCgoHA6MWjSVARRZN/6taSMicRhc5O3r2+lHZtmzgSg+seu+0D0FDq1xIzBkfz9kuH8+qeZfHrHZK6emMCOvAruem87Yx/7gTvf3caPe4/h6mPtmBQUTicUQRtAZGTA+4YoGPR4ar0RWqfbSZWjCrMx2DuuweXYZuvQ4RiOC9qmEVq5EynHsizjyMpCk5SEsUHQ9j8LwgfBpqWdauHTKGh9rKMtyqkGAcJ70BAqZ9d2YgcPaUztNqgNXJp6KT/m/sjR2sC5VVp3FIHLg3F8VLvjQhZdjWy3U/HRx+2O84URM+PxuGT2rPOtDnrCxfNxOR1s/ebzZo8LgkDIRQNQuzz8LTyMZ344wK+HSru8PgUFBYXTAUOwhcQRo71pxwODvWnHW4t6e1k9iiYuDu3AgdQEwNiwNxAEgTEJIfzfhUP59U+zeP/WSVw2NpaNh0q56c10Jj/+E0+s3Mfh4preXqqCgoKfKII2ULSooTU01tCW2rzCINhg8Q5tUkPbUf0sgNbojcR2NeXYVVyMp7a2MUJbW1kBggATb4XCHZC/xa/5AMQg/wRtcU4VIVFGNJ1Il+4M1qpKSnKzSRg2qtnjCwcvREbmw/0fBuxatenHUEcb0cSa2h2nGzgQwxmTKH/3XWRn12p5LP0MJA0P47d1BT65bobGxDFo0lR2fPcNtprmH9rqKCPG8VGMLXNxhsXI3e9vp6RGqadVUFBQABg8+UyqiosozjlE8ohwsnaVNDNr7AuYZs3EunVrlzOMehtJFJjUP4y/XTycjQ/N4qVrxjIiLphl6w4z899ruXzpBj7emo+tj7lZKyicqiiCNpDIrZtCldu8b/whxlDvsMYIbV2HLXugrQitG8HPCK0jOxsATXIShmALdZUVXmOkEQtBG+yN0vqJaFCBJPiUcizLMkU51T2abpyfsRuA+KHDmz0ea4pletx0PjrwUUBa+DgKanAW1GCc0H50toHQa67BdfQo1T/80OVrj5gVT121k8wtx3waP/GSBTjq6ti+8qsWx8yzExHUIn8PtlBZ5+SeD3b41OtWQUFB4XRnwNiJiJKKA5vWM2BMJHari/x9p7aw85egmbPA46Fm7dreXkrAUEsic4ZG8cp14/n1wZk8cO5gSmsc/PGjnUx+/CeeXLWPwsq6jidSUFDoNRRBG0BkPCcIWm/KcYOgDW5IOa6P0Lrstg5b9gCotRKiJGCvF7Syy4Ps9CBq/YtyOrKyAdAmeQWt2+XCbq0FrQlGL4KML6DqSPuTnIAgCEhBGjw+RGhrK+xYqxw9Kmhz9+xGrdXRr39qi2OL0hZRYa/g68Nfd/k61h1FIAkYRkb4NN40fTrq+HjKlr/d5WvHDQohLNbIzh/zfXJujkhMpv/YCWxb8WVj66gGJJMG88x4VNnVPDOxPz9nlvC/tYe6vEYFBQWFUx2dyUTi8JFkblpP3OAQNDqJg9v6VtqxbthQVJGR1JxCdbT+EGnWcftZA/jx3um8e/NExiaG8OKaQ0x9YjV3vruNLdllSn9bBYWTEEXQBhBZlqFB0BoNyPV9aMvt9RFafSioBGhaQ+tDhFYQBHRGNbZ6UyiPzftV9NMUypGVhaDVooqOxhhsAThuDjThFm8Ln83L/JoTvHW0vkRoi3K87WUiE3vO4Thvzy5iBw9BUrX8XY2PGk9aaBpvZbyFR+582pjskanbWYxuYAiiwbfeuoIkEXL1VdRt20bdb3s6fW3wvj5GzIyntKCGggMVPp0z6ZIrsNVUs/P7lv14TVNikUJ1jD5Yw0Ujovn3d/vZdFipp1VQUFBInTSFyqJjlOZnkTQynKwdxbj7kJmQIAiYZs6gZv16PPbTtyRFEAQmp4Tz8rXjWHffDG6amszPB4q5fOmvXPLiBlbtOapkLykonEQogjZAyDLI0BihFVpJOQ7VhiKoxCYuxzY0PphCAWiN6saUY9nmrenoTMqxJjERQRQxBIcAYK2o8B4MTYa0ebDlNbB33Ne0KWKQxqca2qKcKgRRIDyu/RrTQFFbUU5ZQR7xQ0e0elwQBK4dei1ZlVn8UvBLp6/jyK7EXeXAMCrSr/Msl12GYDBQvrzrLXwGTuiHzqRm54++tfCJTh1EwrCRbP36M1yO5n87QSUSfF4yrmNWHkmIJDHMyF3vb6dUqadVUFDo46SMm4QgihzYtJ6U+rTjgr6WdjxrFrLVinXjxt5eSo8QH2rgoblpbHxoFo9dPIzSWju3Ld/KnGfW8cnWfJx9aENDQeFkRRG0AaSpy3GDKZQsy5TZyhAFEbPW3EzQemtofRO0OqMKW41X0DZGaP00VnJkZaFJTgbAYLEAeI2hGph8F9grYZt/Aksy+yZoi3OqCY02omqjpU2gyWujfrYpc5Lm0M/Qjzf2vNHp61h3FCNoRHRpoX6dJwUFYbn4Yqq+/RZXSUmnrw+gUksMOzOW7N0lVBRZOz4BmHjJFdRWlPPb6u9bHNMPC0OTbMa+Oo8XLhtBudXJPR/uVHakFRQU+jT6IDPxQ0dwYOMvxKWFoNZJHOpjaceGiRMRjcZTqn1PIDBoVFwzKZHV957FswtHIYkC9360k7OeXMNbv2ZjdykGUgoKvYUiaAOF7JWzcLyGFrcb2emkwl6BRWtBFEQEtei3yzF4jaHs1gZB633T9Kdtj+x04sjPR5OcBNAk5bjJznLcWEicAhtfBLfvzcYlswbZ5kLuwA2wOL+GiISeic6CN91Yo9fTLzmlzTFqUc2itEVsObqFjNIMv68huzxYd5egHxLWZu/Z9ghZtAjZ6aT8/Q/8PvdEhk2PRRQFdq3O92l8/NDhxAxMY/OXH+N2Nf97C4KA5fz+eGpdxB2o4pELhrDuQDFL1yn1tAoKCn2bgROnUHG0kIrCPJKGh3N4R0mfSjsWNRqM06ZRvfonZE/fed4NqCSRi0bFsuLuabx63TiignU88sUeZjy5hvc35yoRWwWFXkARtIFEAEGoj9AavLWxstVKua2cEK03xbd5yrFvLsfgFbQNEVq5PkIr+BGhdeTlg9uNJinJO19QEIIgHq+hbWDy76EyDzI+93luyYfWPbWVduqqHITH9ZwhVN6e3cSlDUOU2healw28DKPayJt73vT7GrYD5ch1LvR+phs3oO2fjHHaNMrffx/Z4Vvro7YwBmtJHd+PvRsKGzc/2kMQBCZeuoDqkmL2/ry6xXFNXBD6kRHU/FLAwrQoLhgRzb+/O8CW7LIurVNBQUHhVCZl/CQE4Xjasa3WyREf/QtOF4JmzcRdXIJt9+7eXkqvIQgCs9L68fHiM3j7polEmnU8+Oluzv7PWj7bno9byWhSUOgxFEEbQLzGd16xKui9QtVTV0e5vRyLzuJ9XOWN0LpdLtwul881tDqjGpv1BFMofwRtdhYA2vqUY1GU0JvNzVOOAVLnQPhA2PBcwxPqEMmsBWjXGKok39vzNDy+ZyK0NWWllBcWED+k7XTjBoI0QVyWehmrsldRWFPo13WsO4sRDSp0qZZOrhRCr70Gd0kJld982+k5Ghg5Mx6X3c3eDb49j+RR44hMGsDmLz7C42kZYQ+enYjskan+MZd/Xjqc+BA9v393O2W1XRPfCgoKCqcqRksIcWlDydy0gYShoai0fc/t2HTmmaBWU/19y5KVvoYgCExNDeezOybz6nXjMGpU3PPBTuY8s46VvxUqrsgKCj2AImgDiAzI8vEaWqgXtLZyQnXe+kpB7Y3QOu3e3qe+Rmi1RhVupwenw92plOOGlj0NEVrwph23iNCKIpzxOyjcCdk/+zS36EOEtiTPazTVU4ZQx+tnWzeEOpFFaYsAeGfvOz5fQ3Z6sO0tQz80HEHq/H8l49SpaFIGUPb6613+4ItICCIm1cKun/Lx+JD21BClLS88woGN61scV4XpMU2Mpjb9KLoqJy9cNYayWgf3fqj0p1VQUOi7pE6aQml+LpVFBSQNDyNrR7FP77mnC1JwMMYzJlG1cpUi2OppiNh+/fupvHj1GAAWv72NBS/9yo68it5dnILCaU6PCtqVK1cyaNAgUlJSePzxx9sct2XLFiRJ4uOPP+7B1XWRxvfz5inHHqtX0Fq0FuB4yrHT1iBofY/QAthqnJ1LOc7OQgoNRQoObnzMYAk57nLclBFXgDES1j/n09ySuV7QthOhLc2vIShUh9bHtjZdJW/PLrRGIxFJyT6NjzZFMztpNh9nfky1wzeXZ9uhCmSHG92wsK4sFUEQCLvhRuwHDlC7fkOX5gIYOSue6jIbh7YX+zQ+dfwZhMbGs+mzD1uthwqaGY+gkqhalc2w2GD+fEEaq/cX8/LPh7u8VgUFBYVTkdTxZ4AgcGCjN+24rtrJkcyK3l5Wj2KeMwdnfj62Pf77T5zOiKLA3OHRrLx7Gv+8dDhZJVYu/u96fv/edvLKfDNtVFBQ8I8eE7Rut5s777yTFStWkJGRwXvvvUdGRss3QbfbzQMPPMCcOXN6amkBw6tpGyK0XkHrstZQ6agkROetoUUlIrtkHDZvSx+Nr4LWdFzQemxuBI2EIAo+r82Rld3ocNyAIdjSMuUYQK2DibfCwe/hWMcfVKJBBZKAp70IbX5Nj6UbgzdCG5c2DFH0PYp93dDrqHXW8mnmpz6Nr/utBEEroRtg6eQqj2O+8AKkiHDKXnuty3MljwjH0s/A9u9yfdo5F0SRiRdfTkluNoe2bWlxXDJpCJoeR92eUuy5VSyalMjc4VH8a9V+tuYo9bQKCgp9D1NoGDED08jctJ6EYWGoNCIHt/m2iXi6EDRrFqhUVK9a2dtLOSlRSSJXTkhgzX1n8fuZKXyfcZRZ/17LP7/dS2Vdxz4XCgoKvtNjgnbz5s2kpKTQv39/NBoNCxcu5Isvvmgx7vnnn+eyyy4jMrJzJju9SWuCtraqFI/saZZyjNP/CK3e5I2C1tU48NhcfqUbA9izs9EkJTZ7zGgJwVpR3rroGXcTaEzwy386nFsQBKQgTZsRWqfdTfkxa4/2n604Wkjc4KF+nTc0bCjjo8azPGM5Tnf7HzayW8a2txRdmre3cFcRNRpCF11D7YYN2Pbt69Jcgigw+pwEinOryd/vW3/EwVOmExzZj02ffdDq68E0NRbRpKbyW28t9uOXjSDW4q2nLVfqaRUUFPogAydOoTg3m5rSoyQOC+fw9qI+VYohWSwYJylpxx1h0qq4d/YgVv/xLC4cGcOynw8z86k1fLglr0+9XhQUupMeE7QFBQXEx8c3/hwXF0dBQUGLMZ999hmLFy/uqWUFhsb3IwHkBlMobw1tdZW3v2jLlGNvhFat9a2GVh/kjdDWVTuR61x+pRu7q6txl5Q0GkI1YLSE4HI6sFtrW55kCIXxN8Fvn0Bpx61apKC2e9GWHqkBGcLje8bhuGC/N6oc66egBbhx2I0csx7j68NftzvOnl2Jp9aFfmjX0o2bEnLFAgSDgbLXX+/yXAMn9sNg1rDju1yfxouSxISLLufowQPk7t7Z8rhWwnx2Ao7sKmz7yjDr1Pz3qjGU1Dj440c7lZsZBQWFPkfqxDMAOLBpAyljvWnHhX0t7fjcOTjz8pS0Yx+IDtbz7wUj+ep3U0kKN3L/J7u4bOkGdudX9vbSFBROeXpM0LZ2wysIzVNmlyxZwhNPPIHUQZuVZcuWMW7cOMaNG0dx8cmT4tPU5bihhra2uhSgMeW4weXYabcDvqcc6+uNl2w1Tjx2N6Len/rZbO+1mhhCARhDvFHj2vI2onhn/A4kjU9RWtHcdoS2tMHhuIcitAX7MlBptEQm9/f73CkxU0gLTeO1317D3YrrbwO2PaWgEtENDO3KUpshWSxYLruMym++xXn0aJfmUqklRsyMIzejjJJ832qCh0yfhSk0jI2fvd/qceP4KFTheipXZiN7ZIbHBfPQ3MH8uK+IV37O6tJ6FRQUFE41zOGRRA1IJXPTBhKHhaFSi33P7XjWLJAkJe3YD4bFBvPRbWfw1OUjySuzMu+/v/DwZ7upsCrZTgoKnaXHBG1cXBx5eXmNP+fn5xMTE9NsTHp6OgsXLiQpKYmPP/6YO+64g88//7zFXLfeeivp6emkp6cTERHR3Uv3i+Mux15BW1ftFYsnuhw31ND67HKsVyGIAnXV/qccO7K8YuPEGlqTxSuyayvaqIM0RcLY62Hn+1DRfqRPCtLgrmz9zbgkrwaNXkVQmG/ivasU7MsgOmUgksp/AypBELh5+M1kV2XzQ+4PrY6RZZm6PSXoBoYgav1L/e6I0OuuBY+HsuXLuzzXsDNjUWsltvsYpVWp1Yy74FLyM36jYF/L3XZBEjHPScR1zIp12zEArpucxLlDo3hi5T625fqW3qygoKBwupA6cQrHDmdSV1VK4rAwDm8v7lNppKqQECXtuBOIosD8sXH8eO9ZXD85ife35DHjqTW8uym3T71+FBQCRY8J2vHjx5OZmUlWVhYOh4P333+fefPmNRuTlZVFdnY22dnZzJ8/nxdffJGLL764p5bYBbxvPrJ8POW4QdDaarypJF11ORZEAZ1JTV2NE9nm9ivl2J6VBaKIpknKNzSN0LZj7DP5LkCA9c+2ew0pWItsc+FxtIxqluRXEx5nahGR7w4ctjqKsg8RO3hIp+eYlTCLJHMSr+x+pdUPaGd+De5KR0DTjRvQxMURNGc2FR98iLumpktzaQ1qhkyLITO9iKrSOp/OGTFrDnpzMJs++6DV4/ph4ajjTFR9n4vs9CAIAk/MH0G0Rcfv392u7DArKCj0KQZOnALAgU3rGTA2EmuVg6OHKnp3UT1MUEPacStGnwrtE6xX838XDuXr308lNTKIhz7bzfylG9h/1LfMKgUFBS89JmhVKhUvvPACc+bMIS0tjQULFjB06FCWLl3K0qVLe2oZ3YosgCx7BZ1QL2jtNVXACSnHTWpoNT5GaAH0JnXnIrTZ2ajj4hA0mmaPGy1eQVtT0U5kLTgWRl8N25ZDVWGbw6Tg1nvRejwyJQW1PZZuXJi5H9njIXZQ5wWtJErcOOxG9pXt45eCX1ocr8soBQF0gwOXbtyUsBtvxFNTQ8VHXW9bNXJmPAKw68d8n8ardTrGzr2IrB1bOXb4YIvjgiAQfG4y7ko7NRuPAN4P5BeuHENRtY0/frRL2aVXUFDoM1iioolITG5MO5bUfdDt+OyzQaWi6ttve3sppyxp0WY+uG0S/758JFkltZz/3M88tWo/NmfbpU8KCgrH6dE+tHPnzuXAgQMcOnSIhx9+GIDFixe3agL1xhtvMH/+/J5cXudpYgrVkHIsiCKCXo+zthqDyoBW0nofV4vglnHUNURotT5fRh+k9tbQ+mkK5W3Zk9TicY1ej0qrbT9CCzBlCXhc8OsLbQ6RzN7n4a60N3u8qrgOl93dYy17CvZlIAgi0QPTujTPBf0vIMoYxSu7X2lxzLavDE2iGcnYPT119cOHYxg3jrK33kJ2ds3aPyhUR+qEfuxZfwRbrW9zjZpzPlqDkU2ffdjqcV2KBW2qherVeXjqeyKPjLfwp/PS+GHvMV79RamnVVBQ6DsMnDiFIwf2YrdWkDg0jMPbipD7UNqoKiQE09SpVH39Tau9zBV8QxAELhsbxw9/mM68kTG8sPog5z37M78eKu3tpSkonPT0qKA93ZFluTHlGLxpx25r7fEetNDY4sVVZ0OUVH7VeepNGmxVdnDLiD4KWtnjwZGTg/YEQyjwvnmaLKHUthehBQhNhhELIP01qC1pdUhjhPYEQVvSaAjVcw7H4YlJaA2GLs2jltRcP/R6thVtY+uxrY2PuyvtOAtruy0620DojTfiKiykasWKLs81+pwEXHY3v60t6HgwoDUYGX3uBWRu3kBpfuv1t8HnJuOxuqhedzzye8OUJGYP6ccTK/exI6+iy+tWUFBQOBVIrU87Prj5VwaMjaC20kHh4b7lXBs870Jcx45h3dyyl7mCf4SZtPznilEsv2kCbo/MlS9v5IGPdyklPQoK7aAI2gAiC0JjyjGAaDDgsVobDaEABJW3jtRlc/rscNyA3qTGVeuNiPmacuw6dgy5rq6FIVQDxpCQjiO0AFP/AM462PBcq4el4PoI7QkpxyV51YiiQGi00af1dgWP203hgX1dSjduyqWplxKqC20Wpa3b7/1d6btZ0JrOmo42NYWSZcu6vOMdFmsiYWgYu1bn4fIxfWn0efNQa3Vs+vyjVo9rYk3oR4RT83NBo7u1IAg8OX8kkUE6fvfuNiqtSuN4BQWF05+wuHhCY+PJ3LSBpOHhSCqRQ33N7XjGDESjkcqvvuztpZw2TEuNYNWSM1k8fQAfb8vn7P+s5etdR5SyHgWFVlAEbQBofG+RaSY+RJMJrLZGQygA1A0RWrvPDscN6II0jSmevkZoGx2Ok9oQtJbQ9mtoG4gY6I3SbloG1cdaHBY1EoJO1WqENiTagKTu/pdacU4WTrutS4ZQTdGr9Fwz5Bp+KfiFjFKv2YVtXzlSsBZVv65FgDtCEEXCbr0Vx8FD1Pz0U5fnGzM7gbpqJ/s3+tYOyGAOZsQ557Hvl7VUHG29djp4dhKyW6bqx+NR3GCDmheuGs3RShv3faz0p1VQOBVYuXIlgwYNIiUlhccff7zNcVu2bEGSJD7+uOv1/acbAydNIX/vHlz2GhKGhnJoW3GfSjsW9XqCZs+metV3eOpNLxW6jl4j8eB5g/nyd1OIsej53bvbueOdbZTU2Ds+WUGhD6EI2gAic0KE1mhEstpbTTl225w+Oxw3oDepUdc7BQs+RmjtDT1oW6mhBT8itADTHwC3o82+tFJwy9Y9JXnVPZduvG8PQMAitABXDLqCIHUQL+18CdnlwX6wHN3gkB5xbDafdx7q+HhKXlrWZWEYM9BCZGIQ27/zvSXAuAsuQVRJbP6y9ZtXVbge44QoajcfxdXERXl0QggPnjeY7zKO8caG7C6tW0FBoXtxu93ceeedrFixgoyMDN577z0yWnGrdbvdPPDAA8yZM6cXVnnykzphMrLs4eCWjQwYE0lthZ1j2VW9vaweJfiieXhqaqhZvbq3l3LaMTQmmE9vn8z95w7ix71FnPOftXy1U4nWKig0oAjagHLcFAq8Kccqm/OElGPvr9xjd/ifchykQV2vo3yP0GYjGAyoIiNbPW60hOKosza2EWqXsAFex+P016CypWuuFKxtFqGtq3ZQW+noUUMoc0Q/gsLCAzZnkCaIa4Zcw095P5G5czeyw9Pt9bMNCCoVYTffjG33bqy//tq1uQSBMXMSqSyu8zkVzhQSyrAZs9mz5keqS1uvnTbPTECQBCq/y2n2+E1Tkzk7LZJ/fLtX6U+roHASs3nzZlJSUujfvz8ajYaFCxfyxRdftBj3/PPPc9lllxHZxmdJXyciMRlLVDQHNq0naUQ4okrg4Na+lXZsGD8eVb9+VH75VW8v5bREJYnccVYKX981lYRQA79/T4nWKig0oAjaACIjIHuOR2hlgw6t3dMs5VhoSDm2u1Br/Y/QqhoErd73lGNNUmKbEUVTSEPrHh+jtGfe7/267skWhySzBnfV8TfW44ZQ3S9oZVmmYH9GwNKNm7JoyCKCNEFkbEoHlYB2gCXg12iL4EsuRhUZScnSl7o8V/9REYREGUj/NtvnVLgJ8y4DZLZ89UmrxyWzBtPUWOp2FuMoON43VxAE/n35KKKCddypfOAqKJy0FBQUEN+kR3lcXBwFBQUtxnz22WetdiRoyrJlyxg3bhzjxo2juLhvta4RBIHUiVPI27MLj7uOhCFhHOpjbseCJGG+4Hxqfv4ZV5mP9xQKfjOwXxCfKNFaBYVmKII2IBx/E2laQ+vUqdA7aDVCKztc/qccN4nQ+ppy7MjORttG/SyA0eJNh/Y57dgSD2Ovh+1vQ9nhZoekYC2eGieyy/s7KMnrOYfjymNHqa0oD2i6cQNBmiCuHXIt0YUWXPEqRI3vPYC7iqjREHrjDVg3b8a6bXuX5hJEgbHnJVF2pJasXa1HXE/EHBFJ2tQZ7P7xO6yVFa2OCTozDkGvonJVdrPHgw1q/nf1WMpqHdz13nZcbqWdg4LCyUZrN8EnboAuWbKEJ554Aklq/73v1ltvJT09nfT0dCIiIgK6zlOBgRMm43G7OZS+iQFjIqgpt3Msp4+lHc+7CFwuqr7+preXclqjRGsVFJqjCNpAIDd8aR6hdWhFdA5ajdB6nG6/TaH0QcdraH1JOfY4HDiPHEHTSsueBoz1EdoOW/c0Zdq9IKpg7b+aPawK1oJMo+ttSX41phAtOlP39GttSsF+b81Xd0RoARZGXEasM5LVmk3dMn97hFx+OZLFQumyZV2eK3VcJOZwHVtXZPu8mzvh4stxOR1s/ebzVo+LehXmGfHYD5RjO1TR7Niw2GD+dvEwNhwq5d/fH+ji6hUUFAJNXFwceXl5jT/n5+cTExPTbEx6ejoLFy4kKSmJjz/+mDvuuIPPP/+8h1d68tNvQCpB4RFkblpPckPa8Za+lXasGzQQ3bBhVHz8sRIx7AFOjNbOfnodK39r3chRQeF0RhG0AaW5KVSdRkDngBBN8PERjRFat981tFqjN+VYBgQfooTO3FzweNo0hIJORGgBgqJgwi2w6wMo3t/4sNjQi7aqQdDW9Ei6McCRA3vRGoyExcZ3PLgTSIe9z+ld12fsKdnTLddoC9FoJOTaa6hZswbbvn1dm0sSGTMnkaKcavL2+vY3D42JZdCkqez47htsNTWtjjGdEY0UrKFyZUuhfPm4eK6amMD/1hxi5W++uSwrKCj0DOPHjyczM5OsrCwcDgfvv/8+8+bNazYmKyuL7OxssrOzmT9/Pi+++CIXX3xx7yz4JEYQBAZOnEzOru2Ak8ShYWSmH/PZiO90wTJ/PvYDB7Dt3t3bS+kTNI3Wxlh0LH57G/d+uJMqm9I6T6HvoAjaACLj7YXaQJ3W+wsO8mgaH2s0hepEhFYUBfQaCY8oIIgdu+w6crxGPe1FaPVBZkRJ5VvrnqZMuQfURvjx0caHVA29aCvtuJxuyo9aCY/vGYfjwsz9RKUMRBC75yVtP1iBGKqlLsjFiztf7JZrtEfo1VcjGo0BidIOnhSN0aJl64qcjgfXM/GSBTjq6ti2ovUeg4Jawnx2Is68amx7Slsc/78LhzAyLpg/frSTw8Wti2IFBYWeR6VS8cILLzBnzhzS0tJYsGABQ4cOZenSpSxdurS3l3fKkTphCm6Xi8PbNjNoYhTWKgcF+/qWMZ75gvMR9HoqPmq9j7lC9zCwXxCf3j6F389M4bPt+Zz3zM9sPNzy81hB4XREEbSBoGnKcROX41q193uz63jKbWOE1iX7HaEF0KoE3D52jHE0tOxJTGxzjCAIGC1+tO5pwBgGU5fAvq8hZwPgNQgCr6AtO1KL7JF7JELrsNVRkptDzMDB3TK/7PJgP1yBfmAo1w25jnX569hd3LM7z1JwMCFXXUnVipXYDx/u+IT25lKLjJ6dwJHMCo5kVvh0TkRiMinjJ7Ht2y+w1bYuSA1j+qGK0FO5KhvZ3TwioVVJvLhoLGpJYPHbW7E6XF16DgoKCoFj7ty5HDhwgEOHDvHwww8DsHjx4lZNoN544w3mz5/f00s8ZYgZOBhjSCgHNq4ncXgYGr2K/Zv7VmaKZDJhPu88Kr/5FndNbW8vp0+hUYncO3sQHy2ejFoSuPLljfzj273YnO6OT1ZQOIVRBG0gEYRmEdoalfd7o/P4r7mhhlZC9DtCC6BVifgqBRzZ2UihoUhmc7vjjCEh/tXQNjDpDgiKge/+DLKMoFchqEXclY5Gh+OwHhC0xw5lIsseolO7R9A6cqu97XpSLVyVdhUWrYX/7vxvt1yrPUKvvx5Bp6Pkv12PEA+ZGoM+SM3WFdk+n3PG/KuwW2vZ+k3Llh4AgiQQPCcJV3Ed1m3HWhyPteh5/soxHCyq4cFPdiv1VQoKCqcdgiiSOuEMsnduQ3Y7GTAmgsPbi3E6+pagsFw+H9lqpWrFt729lD7J2MQQvrlrGldOSGDZusNc9MJ6Mo70LYMyhb6FImgDiCx7TaEabtSr1N76BcHaxHWuPkIriSrUWq3f11CLAk4fzWId2TntRmcbMFpC/Y/QAmgMMPNhKEiHjM8RBMHbi7bKTkleDWqtRHC4/6LdX45keut4o1IGdsv8tsxyEEE7wIJRbeSGYTewvmA96UfTu+V6baEKCyN00dVUffst9oMHuzSXWiMxclY8uRllHMv27UMuMqk/qRMme6O0bdTS6oaGoYkPouqHHORWdoSnpoZz7+xBfLnzCG9syO7KU1BQUFA4KUmdMAWXw07WjnQGTojCaXeTvdM3Z/nTBf2oUWhSBlDx8ce9vZQ+i1Gr4h+XDOf168dTZnVw0X9/4X9rDuHuYzXdCn0DRdAGFG8ucEPrngrJK2Q9tcdTbhoitKKg6lSEViWA3e3bm5EjO7vd+tkGTCEh/tfQNjDySogcCj/8FVwOby/aSgcl+dWEx5l8qvXtKoWZ+wiJiUNv6p56XdvBCjRxQY3O0lcNvopIfSTPbHumx6OMoTfeiKjXU/Ji16O0w6fHoTWo/IzSXomjzsrWbz5r9bggCJjPTcJd6aDm19adFm+fPoBzhvTj79/sJT1b6VWooKBwehGXNhS9OZgDG9cTm2rBFKLlQB9LOxYEgZDLL8e2c1eXzQwVusaMwZGsWnImZ6f144mV+1i47FdyS629vSwFhYCiCNpAUt9SpyHtuFy0eX+2NhG0Un2EVlB1qoZWJcvYXZ4OXRM9tbW4iot9ErRGSyi26ircrk444okSnPMolGdB+qveCG2lvcccjmVZpjBzPzGpg7plfo/ViTO/Gm1qSONjOpWO20fdzs7inazOW90t120LVUgIIYsWUbViJbYDXWuDo9GrGD4jjqydJZTkV/t0TkRiMgMnTmHbii+pq2n9HN0AC9qBIVStzsNT1zJBXhQF/r1gJHEheu54ZxtF1bYuPQ8FBQWFkwlRkkgZP4nD27bgctpJHdeP3D1l1NU4entpPUrwRRch6HSUv/NOby+lzxNq1PDi1WP4z4KR7Cus5rxn1/HBllyl9EfhtEERtIGg/g2h4X3B4/bexJeJ3h2wZhFaSQABJEHqVIRWdMu4ZBlbTfvis9Hh2JeU45D61j2djdKmzILk6bD2X0gGGXeVA6fN3SMOx1XFx7BWVhDdTYLWdqgSZNClWpo9fnHKxSSZk3hu23O4PT1bGxV6w/WIBkNAamlHzoxHo5PY/FWWz+ecMf9KHDYbW79uPUoLEDwnCbnORfW6/FaPm3Vqll4zliqbk9+9ux2n28c8egUFBYVTgMGTp+O02ziUvomBE6PweGQOpvetnrSSxULwvHlUfvkVrvK+5fR8MiIIApeOiWPFkmkMjwvmgU92c9vyrZTW2Ds+WUHhJEcRtAFErk85dtdHaEsEr5D1nFBvKEveCK3azwitLMsILg9OmQ53ehsFbTs9aBswWkIBqO3sB44gwOzHoK4cqWgteGS0Qs8YQjXUz3aXIZQ9sxxBK6E5QZyrRBV3jbmLQ5WH+OrwV91y7bZQhYQQcu01VK9ahW3//o5PaAedUc3IsxPI2llCUY5vtbThCUkMmjSVbSu+wlpV2eoYTawJ/cgIan4paOxLfCKDo8w8fukINmeV8fgKJSVNQUHh9CF+yDBMoWHs/WUN4XEmQmOM7N/Ut9KOAUIWXY1styu1tCcRcSEG3r15Eg/PTWPN/mLmPPMzP+1raeSooHAqoQjagFJfQ1svaI/hTclsGqEFQPLW0Gr8jNDKTg+CDE4ZbNUdRGgbWvYkJHQ4rynEK2hrKrpQzxg9EkZfjZTzOQB6SSAsxtj5+XykMHMfKq2W8PiOI9GdwXawAm3/4MZU8aacnXA2w8KG8d8d/8Xu7tkdzrDrr0c0mSh5oetuyyNnxaM1qNjytX9RWqe9gyjt7ERkt0zVT7ltjrl4dCzXT07i1V+y+GJHgV/rVlBQUDhZEUSRwVOmk71zG9aqSgafEc2xrCrKjvStNja6gQMxTJpE+bvvIbuUdm0nC6IocMuZ/fnid1MIN2m48Y10Hv5st9JST+GURRG0gaChD63QEKF14fa4KZWrkQUB9wmCVhZkb4TWT5dj2eYVyi4Z6jpKOc7ORhUVhajvWDQbLfUpx11NCZr1f0hq73MND9Wi0khdm88HCjP3EzUgFVEK/LVcpXW4y2zomtTPNkUQBJaMXcLR2qN8sO+DgF+/PaTgYEKvvZbq77/Htndvl+bS6lWMOieB7N2lHMvyLUobFpfA4Mlnsn3l121GaVVheowToqjdfBRXSV2bcz18fhoTkkO5/+Nd/FbQ+lwKCgoKpxppU8/C43ZzYON6Bk2MQhQFMjYc6e1l9Tih1yzCVVhI9Y8/9fZSFE4gLdrM53dO4ZZpyby7OZfzn/uFHXkVvb0sBQW/UQRtIJEbIrQeqh3VyAJ49JoWEdpGQetnhNZj8+6cOWWZuuoOUo59bNkDYAi2IAgiNWWlfq2nBaZIpKmLAAjVdr/Rj8vhoCjrcLelG9syKwDQnlA/25SJ0ROZHDOZl3e/TLXDN2OlQBF6/XWIZjPFzz7X5blGzIhDZ1Sz+evDPp8z6bKFuBwO0r/6tM0x5lkJCJJA5XfZbY5RSyIvXj2GMKNGqedRUFA4bYhITCYsLoG9v6zBYNaQPDKc/RuP4nb1Lc8A01lnoY6NpXz58t5eikIr6NQSD58/hHdunojd6eay/23gmR8O4FK8LRROIRRBG1COR2grHd5Ik6zXtRC0HsGDJEh+uxw3CFoXYG2jLrEBX1v2gNeR0RgS0nVBCzjGXI1HljHXHgJn94raouxDeNyu7jOEyixHsmhRddBLd8mYJVTaK3l518vdso62kMxmwm66iZo1a7Bu3dqluTQ6FaNnJ5C7p4zCQ75FScNi4xk85Uy2r/oaa2VF62sM0mCaFkvdrhIcBa33rgUIN2l56ZpxlNTYueOdbYpJlIKCwimPIAikTT2LI/szqCw6RtqUGGw1TrL6WE9aQZIIuWYR1vR06nbu7O3lKLTB5AHhrFhyJheOiOaZHzKZv/RXskr6Voq8wqmLImgDQIPpuSx4f50et5sKe4X3QaMeT23zfl8e3IiCClUnU44FvQprZdtRLFd5Oe7KSp8FLUBQaDg15V0XtKVHHdhkMHhssLHr9Z3tUVhvCBXTDRFa2SNjP1SJNsWCILTfSzctLI15A+bx9t63yavKC/ha2iP02mtQRURQ9NS/u2y/P/ysOPRBajZ/5U+U9krcTiebPv+ozTFBZ8YhGlRUrmy/Rnd4XDCPXzacTVll/P2brqVRKygoKJwMpE09C4B969cSPyQUU4iWvX0w7Tjk8suRgoMpWdazG78K/hGsV/PMwtE8f+VoDhfXMPfZn3l3k9LeR+HkRxG0AeV4H9pKuzfKJRpNLVyOPXhQSRpE0b+6z4YIrdqoxtqOKZTTj5Y9DZhCw6gu7fqucUleNVaPjNoQBeuegsruM/o5krkfc0S/xhrgQOIsrEW2udANsPg0/q4xd6ESVfxn638Cvpb2EPV6wu+8k7rt26lZ3bWeuGqtxJg5ieTvK+dIpm/11KExsQydfjY7v/uGquLWW1KIOhVBM+KxZ1ZgO1jR7nyXjI7j5qnJvLEhmw/Te3ZzQEFBQSHQmCMiiR08hIyfVyMIMPiMaHIzyqgu61v9t0WjkZBFi6j58UfsmZm9vRyFDrhwZAyr7jmTMYkWHvpsNze/mU5xtVIOpHDyogjaQNBgCtWKoFWZTC1Sjt2yC5Wo9vsyDYJWY9a0G6FtbNnjR4TWFBZGTVkABG1+DU5JRFbFguyBVQ91ec62KMzc123pxvbDFQBo+wf7ND7SEMlNw27ih9wf2HJ0S7esqS0sl12KJimJ4qefbnTY7ixDz4zFYNaw6cssn3dkz5h/JQgCGz5+t80xpkkxSMFaKld2PO+D5w1mako4/++z39ieq/QuVFBQOLVJmzqDsoI8jh3KJG1yNMiwd0Nhby+rxwlZdDWCXk/pK6/09lIUfCA6WM/yGyfyyAVD+PlgCec+s44fMpT2PgonJ4qgDQgNN+gNgtbVKGjVJnPrglbyX9A2pBxrzNp2a2jt2dkgimjiYn2eOyg0HEddHXartePB7VCSX4MQpMFd40ae+kfI+BwOrOrSnK1RU1ZKdUkxMd0laA9VogrXIwX7nhZ+3dDriDJG8eSWJ/HIPVcDKqjVRCxZgj3zIJVffNmludQaibHnJXEks4LcPb61cTKHRzBq9vlkrP2J0vzWW/QIahHzOQk482uo+6391HaVJPL8laPpF6xl8dtbKarqW5EMBQWF04vBU85EpdGye/V3mMP1xA8JJePnAtx9zCtAFRJCyILLqfz6Gxz5Spu2UwFRFLhxajJf/34q/cw6bn4rnT99uotau9LeR+HkQhG0gaQ+hdjj9lDpqERAQBMU3FLQepxIQicitHUuEEBn0WCtdrQZ6XJkZ6OOi0PQaHye2xQaBtAlYyi3y0N5YS2aCD14wD1sMYQPgm/+CI7AGgs01M92h8Ox7JGxZ1X6HJ1tQKfSsWTMEvaW7eXLQ10Tlv4SNGc2uuHDKX7+eTz2rqUFDZ0Wgzlcx6+fHcTj8S1KO+Hiy1HrtKz/4O02xxjG9EMVaaDqu2xkd/vzhhg1LLtmHFV1Lha/vRW7q2uRZwUFBYXeQmswMnDSFPatX4vTZmPEWXHUVjo4vL24t5fW44Refz2IIqWvKLW0pxID+wXx2Z2TWTx9AO9vyWPucz+zNUfJoFI4eVAEbSCovzcXxOMR2gpbBUGaoNZTjj0uJMH/vqkemwtBq8IQrMXjkrFbW98hc+T43rKngaDQcACqu5B2XFZYi8ctY4w1AeCu8cCFz0JlLqx5vNPztsaRzH1IKhURSf0DOi+A80gNst3tt6AFmJs8lxHhI3h227NYnV2LdvuDIAhE3vsHXIWFlL/TduqvL0gqkUkXDaC0oJbMzUd9OsdgDmbcBZeSuXkDhQf3t75GUSB4TiKu4jqsWztOW0qLNvPU5SPZllvBX77M8Os5KCgoKJxMDJ85G0ddHQc2rSdhWBjmcB271+T39rJ6HHV0NJZLL6Xik09x5Pe9538qo1VJPHjeYN6/ZRIut8zlSzfwn+/2K10JFE4KFEEbQATxuMtxpaMSi9aCaArCXVvbLJrq8jgQBZXf88s2N6JBhSHYG3ltLe1YlmVvD1o/6mcBTGFeQVvTBWOokjyv+ZUl2QyAu8IOiWfAmOvg1/9C4a5Oz30ihZn7iUwegErtf6S7I+yHveni2v4Wv88VBIH7J9xPSV0Jy3YtC/DK2sc4aRLGKVMoeekl3BUVXZorZWwk4fEmNn2Zhdvp24fV2PMvQm8O5pf33mpzjG5IGJqEIKp+yEF2dhx1PX9ENHecNYD3NueyfGOOz+tXUFBQOJmIHTyUkOhYdv+0ClEUGH5WHIUHKynO69n+5ScD4bcvRhAESv77Ym8vRaETTOwfxool07h4dCzP/XSQ+f/bwKHittvyKSj0BIqgDSDNBK29kmBtMJI5CJxOZNvxOkCXy4HYiV+9x+ZC1EoYgtoWtK7iYmSrFU2SfxFaU0go0LWU45L8alQakeB6Z2BXeX3q69l/AUMofL0EPF1PHXW7XBw7fLBb0o0B7IcqUEXokcy+p2w3ZWTESOYNmMebGW9yuNL3FjiBIPL++/BUV1P8YtduFARRYPIlKVSX2fhtnW+1Thq9gUmXXkHubzvJ2bWj9XkFgeBzk3FXOajxsXXFvbMHMXNwJH/5cg8bDvat/o0KCgqnB4IgMGzGORTsy6C0II+0ydGoNCK7V/e9KKU6KoqQK6+k8osvsB/u2c9IhcBg1qn5z4JRvHj1GHLKrJz/3M8s35ijtPdR6DUUQRtAhMY+tK5GQSuaggBwVx3fhXW67IhyJ1KO61yIehUGs9eoqK4VQevIzgZAk5jk19wqjQZ9kLlLKcel+TWExZpQ6VSIBhXuinoRbwiFOf+Egq2wpevuhiW52bgc9m5xOJbdMvbsqk6lGzflnrH3oJf0/HPTP3v0DV43aBCW+fMpf/c97Ifb7/vaEfFDQokbHEL6t9nY63wzgBhx9nmYIyL5+b0323ze2v7B6AaFULU6H4+17fZTDUiiwLMLRzEgwsjt72zjsLITrKCgcAoydPosBFHkt9XfozWoGTQxigNbjlFX07bJ4+lK2K23IOh0lLzwQm8vRaELzB0ezaolZzIhOYw/f/4bN7yxhaJqxchRoedRBG0gaKihlRpModxU2CuOR2gBT3VV43Cny46I6LfQkW1uBF37KceNgtbPlGPwph13NkIryzIl+TWEx3ufr2TRelOOGxg+H1LOhh/+AmVdE1oNhlAx3RChPV4/a+nSPOH6cH43+ndsLNzIqpzAuzy3R8TddyFqtRT9619dnuuMSwZgq3Wy4/vW3YtPRKVWM/nyqzl2OJMDG9e3Oc48JwnZ7qJ6nW/RiSCdmlevG48kCtz8ZjqVPghhBQUFhZMJoyWEAWMn8tuaH3A67IyYEY/b6WH3mr7n+KsKCyP02muo+nYFdXv29PZyFLpAP7OON28Yz1/nDeXXQ6XMeXodK3/zzX9DQSFQKII2kDRJOa6yV3lraIPq60mrj0doHa763SuXf4LWY3Mh6iS0BhWiJGCtaulm68jJQVCrUUdH+b38oNAwqjspaKvLbNitLsLjvIZQkkWHq6mgFQS48DkQVfDF78DTeROBwsx9GC0hBIVHdHqOtvC3/2x7XDHoCtJC03hy85PUOgPr8tweqrAwwm9fTM2aNdSsb1tU+kJkopmUcZHs+CGX2nZ6HzclbdpZhCck8fN7b+Byti48NTEmDCMjqFl/BHcrr+PWiA818NI1Y8krt3LHu1sVIwoFBYVTjtHnXoCtuor969cRGmMkaUQ4u1bn4bD1vTYoYTfdhBQayrF/9mwmk0LgEQSB6yYn8c1dU4kN0bP47a3c99FOapT2Pgo9hCJoA4hYL2idTgfVzmqCNU0jtF5B6/G4cTm9N/Cyy78b8oaUY0EQMJg1bURoc1AnJjRGi/3BFBrWaVOoBkOoBkGrsmhxl9ubf0gFx8Kcf0DOL7Cl85b9hQf3E506CEEQOj1HW9gOVaKK1CMFda5+timSKPHQxIcoqiti6c6lAVid74Rcey3q+HiKHn8C2dW1D5SJ8/rjccts+tK3WidRlJi+6EYqjx1lx6qv2xxnPicR2SNT9aNv0V+A8Umh/OOS4aw/WMqjXynOxwoKCqcW8UNHEBaXwLaVXyHLMmPPTcRe62Lv+sLeXlqPIwUFEXHXXdSlb6V6Vc9mMil0DymRQXx6+xR+NyOFT7blc96z60jP9q2nvYJCV1AEbUCoF231IrLW5hWvwdpgxKDmNbQuux237BUY/gha2SMjO7wpx0DbgjYnu1PpxuBt3VNXXYXL4X89T0l+DQgQVt+yRwrRIjvcyCfWXo5eBCnn1Kce+28GUVddRXnhke7pP+v24Miu6nK6cVNGRY7i0tRLeTvjbQ6WHwzYvB0hajRE3vdH7JmZVHz8cZfmskQaGDEjjr0bCinO9c2RM2nkGJJGjWXjp+9T1yTdvimqMD3GCVHUbjmKs8j3FkeXj4vntun9Wb4xh7d+zfb5PAUFBYXeRhAERp97IcXZhynYn0FU/2BiUi3s+CEXt5+b3KcDlsvnox00iKJ/PYnHptReng5oVCJ/nDOID287A4AFL/3Kk6v24eiDr2+FnkMRtIGgXs+Kklds1jQRtFJQ8xpah812XND62A4FQLa7QQaxHUEru904c3L97kHbQGPrnk6kHZfm12CJNKDWekW9ZPEaVzVLO4b61ONnQVTD53f6nXrc0OO0OwyhHAU1yI7O9Z9tjyVjlmDUGHls42N45J57Qw865xwM48dT/OxzuKtaF5W+Mm5uEjqjml8+yvQ5NWz6ohtxWOvY+Mn7bY4xz0pAUEtUfuPf5sb9cwZzdlokf/0qg3UHiv06V0FBQaE3GTJtBlqjke0rvgJg7LmJ1JTb2b+p79UdCpJEvz/9CeeRI5S98UZvL0chgIxLCmXF3Wcyf2wc/119iEv/t56DRX2vTZVCz6AI2gAiil4xZ7XX92PVWhDNDTW03sectrpORWg99ZFOUe+9hsGswVrZXNA6C48iO52djtCaQsOAzgnakvxqwuNNjT+rLDqA5sZQDQTHwrn/hNwNsMm/VNzCzP0IokhU/1S/19gRx/vPBlbQhuhCuHfsvWwr2sZH+z8K6NztIQgC/R76E+7KSoqfebZLc2kNaibO68+RzAoOb/dNQIbHJzJ85mx2fPcNZUdaNz2RTBrMsxKw7S+nbr/vaUmSKPDMwtGkRpq4891tHCxSnI8VFBRODdQ6HcNmzCZz8waqSoqJHxJKREIQW1fm4O6D3gDGSRMJOuccSv63FEeu7yUoCic/Jq2Kf80fydJFYzlSYeP8537hjfVZSs20QsBRBG0Aaahbtdq8BkDB2mBErRZBre5yhNZTbxjREKHVmzXU1TjxeI6/KRxv2dO5CG1QqDdC62/rHrvVSVWJrbF+Fo5HaN3lbaQQjboKBp7rTT0+5rvDYWHmfiISklHrdH6t0RfshypQ9TMgmbpeP3siF6dczKToSTy97WmO1vbcLrwuLY2Qq66i/P33u+wkOWRKNGGxRjZ8ehCX07d+wpMXXI2k1vDzu6+3OcY0OQZVuJ7Krw8j+3EzZ9KqeOW6cWhVIje9uYXy2r7X+kJBQeHUZPScCwDY9u3nCILAhAuSqSquY9+GvldLC9Dv/z2MoFJx9C9/UcTOaci5w6JYuWQaZwwI4y9fZXDta5s5VqWkmCsEDkXQBhCxQdA66gWtxhvpE83mxhpap92GR/aKAb9qaOsF7fEaWi2yR8ZWc9xFtistewCCwrwR2mo/jaFKCxoMoYIaHxNNalAJuNpyxhUEmPcC6ILh45vAWdfhdWSPh8LM/USnDvRrfb5wvH42sNHZBgRB4JEzHsEje/jbxr/16Ad2xN13IYWGcvTRR5G74C4tSiJTLk+lqsTGrp98a7djtIQw8eLLObhlI3kZu1sdI6hEgs9PxlVcR82v/t3MxYV4nY8LK2zctnwrNh+FtoKCgkJvEhzZj8FTprPrh1XUVVeRODyMqP5mtnyTjcvR997H1P36EXHvH6jd8CuVX3zR28tR6AYig3S8fv14/nbxMLZklzHnmXV8s6tvbuAoBB5F0AaCE/rQ2uxegxuz1ptuLAUFNUZonU0jtP6kHNu8H3Ci/ngNLTTvRevIyUE0GFBFdK6djUZvQKPX+51yXNzgcNwk5VgQBFQWHe7ydlqymCLg4v9B8V74/pEOr1N2JB9HnbVbDKEc+TXITk9ADaFOJD4onjtH3cna/LWszF7Zbdc5ESkoiH7334dt564uG0TFDw4laUQ46d9m+9zGZ8z5FxEUFsHa5a+2Kah1g0PRDgyh6occ3DX+RVrHJoby1IKRbM4u476PdzXLWlBQUOiYlStXMmjQIFJSUnj88cdbHH/nnXcYMWIEI0aMYPLkyezcubMXVnn6MeGi+TjtNrav/ApBEJh00QBqK+z8tq7v9aUFCFm4EP3o0RQ9/gSuMsUZ93REEAQWTUrk27umkRhq4M53t3HHO1sprvbtfkJBoS0UQRtABElClCTsDm+00aT2CjzRbG6soXXU1XUu5bihhlZXX0Mb7BW0dU0FbXY26qTELrWzCQqLoLrUP5Od0vwa9EHqRpHdgGTRtl5D25TUs2HSHbB5GRxo37b/SOY+oHsMoQLZf7Y9FqUtYljYMB7f/DgVtopuvVZTzBde6DWI+vd/cJWXd2muKZel4HZ52Pj5IZ/GqzVapl11HccOH2T36u9bHSMIApYL+iM73FR9n+P3muaNjOH+cwfx1c4jPPXdfr/PV1Doq7jdbu68805WrFhBRkYG7733HhkZzVtiJScns3btWnbt2sWf//xnbr311l5a7elFeHwiA8ZNYvuKr3DUWYkdFEJ8WghbV+RgP7FDQB9AEEWiH/0rntpaCv/8iJJ6fBrTP8LEJ7dP5v5zB/FDRhHnPL2Wz7cXKH9zhU6jCNoAIooCkkqNw2EnSB2EVG8SJZlMeKoaIrR1uD3eNGHZj/RIT4uUY694bBolc+TkoO1kunED5vAIqor9E7Ql+TWExwe1ENKSRYurwocaiVn/B/2Gwed3QPWxNocVZu5HZzQREhXj1/p8wX6oEnWUEcmoDvjcTZFEib9M/gtV9ioe39IyEtJdCIJA1CN/xl1bS/F//tOluSz9DIw6O559vx6l8GCFT+cMnjKd2MFD+fm9N6mrad3lUB1pwDQphtrNR3Ec8d/k6fbpA7hyQgIvrjnEu5sUYxEFBV/YvHkzKSkp9O/fH41Gw8KFC/nihJTPyZMnExISAsCkSZPIz/et5EChYyZefDm22hp2/uDN2jnjkhRsVifp32T18sp6B21qKhH33EPNjz9S8VHPmSgq9DwqSeSOs1L49u6pJIcbWfLBDm55K52jlUptrYL/KII2ADTsJwmigKRS4XDaGtONoSFC672Jd9hsuOR6QWv3p4a2PuW4XtCa6k2XauojoLLDgTM/H3UnDaEaMEdEUlVS5PN4t9tD6ZEawmNNLY6pQnV4qp14OqoHUuvgslfBUQOf3Qae1scXZu4nKnUQghjYl63s8uDI6b762RMZFDqIW0bcwjeHv+H7nNYjlt2BNjWV0GuvpeKjj7Fu29alucbNTcYUomXte/vx+GDkJAgCs25cjL2mhg0fvt3mOPPZCYh6ldcgys+dWkEQeOyioUwfGMGfv/iNNft9fx0rKPRVCgoKiI+Pb/w5Li6OgoK2U15fffVVzjvvvJ5YWp8gOnUQiSNGs+WLj3HUWYlICGLI5Gh2/ZRP+dHa3l5erxB6/XUYzpjEsX8+3ugNonD6khIZxMeLJ/P/zk/jl4MlnPP0Wj7ckqdEaxX8QhG0gaD+P50gCogqFS6ngyDNcYMkKSgId/XxCK3L400T9itCW+dC0IgIkjcKqtJIaA0qausFrSO/ADyeLkdog8IjsdVU47B1bNIEUF5oxeOSCU9oXdBCO07HTYkcDOc9AYdXw7onWxx21FkpzcslOiXwhlCO/Gpv/eyAnhG0ALeMuIUhYUN49NdHKanzz4SrK0TceQfqmBgK/9+f8dg7X7Oi1kpMWzCQ0oJadq32LVoTkZjMqDnns/O7FRRlt953VjSoMc9OxH64krrd/v9eVJLIf68ew6B+Qdz5zjb2HKn0ew4Fhb5EazeNbZWtrF69mldffZUnnnii1ePLli1j3LhxjBs3jmI/M336MlOvuIa66irSv/4cgIkXDUCllfj5Q9/7fp9OCKJIzD//iaDRUPDH+/A4FAf70x1JFLh5Wn9W3n0mQ6LN3P/JLq59bTP55dbeXprCKYIiaAOIIIGkUuN0OjBrmkZog/A01NDa6vCI3g8o2Q8nQ4/N1RidbcBo0R4XtF1s2dOAOSISgKpi36JbJfneyHNTh+MGpHpB6yrzMX1kzHUw8kpY8zgc/LHZoaOHDiLLnm4xhLIfqgQBtMk9J2jVopp/Tv0nVqeVv274a4/dtIhGI1F//SuOw4cpWepfD+ATSR4VTuKwMDZ/lUVNe+ZfTZi84Gp0QUH8+NrSNp+zcXw06hgjlV8fxmP3v47MpFXx2vXjMevV3PjGFgorfducUVDoi8TFxZGXl9f4c35+PjExLcs6du3axc0338wXX3xBWL0j/onceuutpKenk56eTkQnzQn7IlEpA0mdMJmt33yGtaoSg1nDhAuSycsoI2tHz214nkyoo6KI+fvfsP32G8f+9vfeXo5CD5EUbuS9Wybx2MXD2JZTzpyn1/HWr9mK2aNChyiCNoAIoojURoRWttnwOBw4bTYkrQoE8Nh9F7SyzdVYP9tAq4K2yzW09YLWx7TjkrwaVGoRSz9Di2MqfwWtIMD5/4bINPjkZqg8HvkrrDeEiuqGCK39cAXqKCOioXvrZ0+kv6U/S8YuYU3+Gj47+FmPXdc0bSrBF11E6cuvYNu3r9PzCILAtCtS8bhl1n+S6dM5OqOJaVddx5H9Gez9ZU3r80oClotTcFc7qPq+c7WwUcE6Xrt+PLV2Nze8voVqm7PjkxQU+iDjx48nMzOTrKwsHA4H77//PvPmzWs2Jjc3l0svvZTly5czcGDg34MVYMoV1+C02dn8ubdudNhZsYTFmlj7/n5stX3z/Svo7LMJu+UWKj78sMsO/QqnDqIocM2kRFbdcyZjEkN45Is9XLZ0A3sLq3p7aQonMYqgDSCCKCCp1bhdruYR2iCvuPVUV+Ooq0Ot0yOoRWSHf217Glr2NGC0aBtraB05OUjBwUgWS5eeg7l+V91XY6iSvGrC4kyIYssUNdGoRtBIuH0VtAAaIyx4C9wO+OgGcHlTjQoP7ickOha9qWUkuCvILg/2nOoeq589kavTrmZC1ASe2PwE+dU9Z7QS+eADSMHBFD78/5BdnXfTDI4wMPa8RA6mF5G317c2C8Omn01UykDWvf0admvr6UTaBDPG8VHUbCjAUdi5OrK0aDP/WzSGg0U13P72Nhx+tMlSUOgrqFQqXnjhBebMmUNaWhoLFixg6NChLF26lKX1WRyPPvoopaWl3HHHHYwaNYpx48b18qpPP8Li4hkyfSY7Vn1N+dEjSJLIrOvSqKt2sv4j3zYMT0ciltyNcfIZHH30Mep27ert5Sj0IHEhBt66cQL/WTCSnFIrFzz/C/9csRero+85gCt0jCJoA0F9JoQogqhS4XG7mkdozV5x666qwmmrQ63TIWgkv2toG1r2NGCyaKmrcuBxexpb9nQVkyUUUVL5FKGVZdnrcBzXsn4W6nvRhup8j9A2EJ4K856H/M3w/Z+RZZnCzP3d0q7HkVsNLg/aAZaAz+0LoiDytyl/QxREHv7lYVyennmjVoWEEPX/Hsa2Zw9lb77VpblGz04gOELP2nf34/QhjV4QRWbdsJjaygrWf7C8zXHB5yYh6lVUfH4QuZPpRtNSI/jnpcP55WAJf/xop5K2pKDQCnPnzuXAgQMcOnSIhx9+GIDFixezePFiAF555RXKy8vZsWMHO3bsID09vTeXe9oydeG1SGo1a958GYCIhCDGzE5g38ajZHfCU+B0QJAkYv79b1SRkeTdfgeOJunxCqc/giBw6Zg4fvzDdOaPieOltYeZ/fQ6ViumjwonoAjaQCKJiJKE7Pa0HaG129Do9V5BG4CUY1kGa5UDR1YW2uT+XX4KgigSFB5OVVHb7XMaqC61Ybe6CI9vO2oqdUbQAgy7FCbeDpuWUrXmJayVFd1TP3u4wls/m2TucGx3EW2K5qGJD7GtaBsv7Xqpx64bdO65mGbNovi557rkJKlSS5y1aDCVxXVs+cq3VhNRKQMZNft8tq/6msKDrfeNFQ1qgs/rjyOnCuvWjl+PbXH5uHgeOHcwX+48wqNfZ/RJkxUFBYWTH1NIKGfMv4rD27ZwaOtmAMafn0xItJHVy/dhreqb5kiqkBDily0Dl4u8m2/pci91hVOPEKOGJ+aP4INbJ6FVidzw+hbufHcbRVVKix8FL4qgDSCiKCBLApJHaNa2RzJ701ndlZU4bXVodDpEjYjHr5RjV6spxwBVRypxFRWhSU4OwLOAYB9b95Tke42uwuNbj9CCt47WXWbrnIiY/TfofxaFXz8N0C0RWvvhStQxph6vnz2RCwdcyLwB83hp50tsLtzcI9f09qZ9BEGr5cgDD3Yp9ThuUAhDpsWw44dcinJ8q3OZuvBaTCGhfP/S87jbuLZhTCSaJDOVK7Jwd6GObPH0/tw0NZk3NmTz4ppDnZ5HQUFBoTsZfe6FhMbGs+bNl3E5HEhqkdk3DcVe5+KH1/d0OlvlVEfbP5m4/72Is7CQ/MW346ntmy2N+joT+4fx7d3TuPecgXyfcYxZ/17L8l+zcffR/xcKx+lRQbty5UoGDRpESkoKjz/+eIvj77zzDiNGjGDEiBFMnjyZnTt39uTyuowgCcgiiB6apxzX17W6KyqO19D6kXIsyzKeOncLl+OGXrSVmd4UHE1yUtefBN7WPVUlHdfQluRVIwgQ1koP2gZUYTpkpwdPTSfEiKSC+a9T6I5GJXqIMEsdn+MHstODPbeqR92N2+PhiQ+TaE7kwZ8fpMzmWz1qV1H3iyTqkUeo27mT0lde6dJcky9NwWDW8NNbe3H7UK+qNRiYdePtFOdms/Wbz1sdI4gCIRen4LG5qFqZ3em1CYLAw3PTuHhUDE+u2s8HWzpnNqWgoKDQnUgqFTNvuI2KY4Vs+PhdAMLjTExbkEre3nK2rsrp5RX2HoYxY4h56knqdu8mb/HteNrwYFA4vdGqJH4/K5VVS85kZLyFP3+xh3kv/EJ6ds/cNymcnPSYoHW73dx5552sWLGCjIwM3nvvPTIyMpqNSU5OZu3atezatYs///nP3HrrrT21vK7R0IdWEvCIIHqEZinHUogFAHd5BU6bDbVW51fKsez0gEdGOKGGtjFCm+sVn9r+XU85Bq/TcW15GS5n+yK0OK8GSz8Dak3bQtPv1j0nYgilUDuUfnor4kfXgCNwH2D23CpwyT3af7Y9DGoDT01/ikp7JQ//8jAeuWdMjIIvOB/z3LkUv/Bf6vbs6fQ8Wr2K6VcNorSglu3f+XbTlTJ+Einjz+DXj96l4mhhq2PUUUZMU2Op3XLUmyLeSURR4F/zR3LmwAj+9Oluvs/ofBqzgoKCQneROHwUw2fOJv3LTzlywOtEP2RqDKnjItn85eE+W08LYJ49m5h//Qvr1q1eUVuntGXrqySHG1l+0wReuGo0ZbUO5i/9lXs+2KGkIfdRekzQbt68mZSUFPr3749Go2HhwoV88cUXzcZMnjyZkJAQACZNmkR+fs+5vgYCURTwiLI35bipoG0whaqsxGGrO15D62PKsWzzpmOemHKsN6kRJYHqY5UgiqgTEgLyPBp60VaXth+lLcmvbrd+FjrRuucEXE4nRfkFRI8+E47uhs9vB09ghJ79cM/3n+2IQaGDuG/8ffxS8Atv7emaWZM/RD3yZ1ShoRy5/wE8ts5/GCSPjCBlXCRbvs2m7IhvKWEzb7wNUSXx/Sv/bTM13Xx2IlKojvJPMvH40b/5RDQqkf9dPYbhcRZ+9+42NmcpO7oKCgonH9OvuRlTaBir/vcMTocdQRCYcU0a4fFBfPfKnsaSn75I8AXnE/PEE1jT08m75VbcVUo7l76KIAhcMCKGH++dzu9mpPDNrkJmPLWGl9YeUjob9DF6TNAWFBQQHx/f+HNcXBwFBQVtjn/11Vc577zzemJpAUOQBNyCB1GmmaAVJAnRbPamHNu8KceiRsTjY8qxx+Ydd2LKsSAKGII11JY7UMfHIWo0AXkejb1oi9uuo7XVOqkps7fpcNyAyqIDAdylndtFLc4+jNvlImbCuXDOo5DxOfzwf52a60TshytQx5pa/F57mysGXcHZCWfz7LZn2Xpsa49cU7JYiP7HP3AcOkTx0093aa5pCwai1kr8+NZePO6OP1CCQsOZduX15O7eQca6n1odI2okQi5LxVVqo+qHrqULG7UqXr9+PLEhem56cwv7jio3QwoKCicXWoOB2YvvouxIPuvefg0AtVZi7u0j0OhVfPPfndSU991IVPCFFxD71JNYd+4k5+qrcR492ttLUuhFDBoVf5wziO//cCZnDAjjnyv2ce6z61h7wLcWlAqnPj0maFuLvAhCy96lAKtXr+bVV1/liSeeaPX4smXLGDduHOPGjaPYx36pPYEgCbgEjzflWNvcNVeyWHCWl+Oy29Ho/Es59tTVR2h1LVN7TRYt1joZbVJgDKHgeIS2PWOokrxqACI6iNAKahHJrOl0hLYw05tuFZU6ECb/HsbfAhueg03LOjVfA7LTjSO39/rPtocgCDw65VHiguK4d829HKvtmdRY09QphFx1FWVvvkXN+vWdnsdg1jD9ykEUZVexdaVvqccjzzmPmEFDWP3mMqrLWk+n0w2wYJwQRc3P+Tjyqzu9PoBQo4a3bpyAQSNxzaubySpRDEYUFBROLpJGjGbs+RexY9U37P/1ZwBMIVrOv2MEjjoXnz+9ndpKey+vsvcwz51LwsvLcBYeJXvhldj27evtJSn0MolhRl65bjyv3zAeWYbrXtvMTW9s4WBR1+4ZFE5+ekzQxsXFkdekf1h+fj4xMTEtxu3atYubb76ZL774grCwsFbnuvXWW0lPTyc9PZ2IiIhuW7PPNPahFXAKbiSP0MwUCryC1lHhtZrX6PxLOfbUpxwL+paRRGOwFptHiyZA9bMAQWFhIAhUtbNZ0JDuFNZBhBa60LoHKDx4AFNYOEGh4SAIcN4TMOh8WHE/7P2qU3MC2HOqwS2j7W/p9BzdSZAmiGdmPIPVZeUPa/+Aw90z7Roi7/sjmpQBHLn/AVxd2CxKHdeP1PH92PJNNseyO46ACqLIubffjdvp4vuXnm8z9Tj4vGTEIA3lHx9A7mI6UVyIgXdunojbI3P1yxvJL1cMRhQUFE4upl11A9EDB/PdS89RdsSb1RaREMQFvx9FbaWDL57e3mfb+QAYJ00i8e3l4PGQvfBKKr/q/H2BwunDjEGRrFwyjT+dN5jN2WXMeeZnHvpsN8XVfXcD6HSnxwTt+PHjyczMJCsrC4fDwfvvv8+8efOajcnNzeXSSy9l+fLlDBw4sKeW1mUabr0FScCJV9BqJW2zMZIlGHtlJUC9y7GI7HT71M6msYa2ldRYvdqFXROMOimpS8+h2VpVakyhYVQVtx0ZLMmrwRiswWDuOM1ZFarHVdr5CG1MSpN2PaIEl70CcePgk5shr3Mtbk6G/rMdMcAygL9N+Ru7infxxObWsxUCjajXE/f003hqaym4735kd+frVc9cOBBjsIYfXs/A6UPda0h0LNOuuo6sHVv5bfX3baxPRcjFKTiPWqle2/Ua+5TIIN66cQLVdheLXtmkmEkoKCicVEgqFRfc/QCiSs0XTz6Grca7mRw9IJgL7hxBdamNT5/cSmVx392Q0w0eTPInH6MfNowj993P0b/9HY+j74p8BS9alcRt0wew9r4ZXDMpkQ+35HHWk6t57sdMrI7OtylUODnpMUGrUql44YUXmDNnDmlpaSxYsIChQ4eydOlSli5dCsCjjz5KaWkpd9xxB6NGjWLcuHE9tbyu0eByLIo4BCei3PLXKlksOOqNCxpSjpHrHYw74HjKcUtBq3VW4pa0iPGBSzkGsPSLouJY2zUpxXnVhCe0n27cgCpMh6fa4beZT21FOZVFx4g6sf+sxgBXvg/mGHj3CijyP83IfrjypKyfPZHZSbO5YdgNfHjgQz7L/KxHrqlNTSXqz/8P68aNlC7rfGq3zqhm5nVpVByz8uunvvV+HT3nAuKHDGfNWy+3WcOtHxKGfmQEVT/l4jza9VThYbHBvHHDBIqq7Sx6dRPltcqNkIKCwsmDOTyCeX/4ExXHjvLlf/6B2+XtQBA7MIR5S0Zjszr55F9bfe4Bfjqiiogg4fXXCL3uOsrffpvsyxdg27+/t5elcBIQatTwl3lD+f4P05mWGsF/vj/AjKfW8OGWPKV/7WlEj/ahnTt3LgcOHODQoUM8/PDDACxevJjFixcD8Morr1BeXs6OHTvYsWMH6enpPbm8LiNKInbZieRpWRssWSw4ar05/F5TKG89rOyDyPNY6wWtoRVBW+tNC3VYoju97taw9Ium4uiRVo+5nG7Kj1o7NIRqQBWh955X4p8xVOHBAwBEnyhoAYzhsOgTkNSw/GIoy/J5Xo/DjSOvGu0Ai1/r6S3uGn0Xk6In8djGx9hetL1Hrhl86aWYL7yQ4udfwLplS6fniR8cysiZ8exek0/untIOxwuiyJzb70aWYdXSZ5HbcLS2XNgfUa+i7IP9XU49BhibGMIr144ju9TKta9tpsrWib7JCgoKCt1E/JDhzLn9bvL27GLV0uca3xujBwRz2X1jUaklPn1qGxnrW//c7gsIajX9/vQgcf97EVdpKdnzL6fk5ZeRXUo0TsHb5mfpNWP5aPEZRAfruf+TXcx5Zh3f7i7EowjbU54eFbSnLQ01tJKAHQdiK/fXksWCw+7N3fe27fH+6n2po/XUuRDUIoKq5Z9LXeJ1fK11aVsc6wqWftFYK72uzCdSdqQW2SMTHudjhDbcAICr2D9Be/TgfkRJol/ygNYHhPaHaz4Hlw3emgeVbbtmN8WRU1VfP3vyGUK1hkpU8eSZTxJjiuHun+4mrzqv45O6iCAIRP3f/6FJSKDg3j/iKu1YjLbFpIv7ExJt5Ic39/pkYBIcGcX0RTeS+9tOdnz/batjJJOGkEtTcRbWdtn1uIHJKeEsXTSGvYVV3Pj6FiUlSUFB4aRiyLQZTFmwiL0/r+b7l19oFLUhUUbmPziO6AHBrF6+jx/fzMBh67vvX0EzZtD/qy8xzZhB8b//Q9Yll3ZpY1bh9GJ8Uiif3TGZ/141BlmWueOdbVzw/C/8uPeYT2WACicniqANAE1raG2yA0EGj6d55FWyWHCL3l+3uiHlGN8jtK1FZwHUBQcBqCkLbKG7Jcob8a1sJe24JM9bwxOR4FuEVh1e34vWzwjtkQP7CE9IQq3VtT2o3xBY9ClYy+Gti6CmYyMj++FKEE/u+tkTsegsvDDzBdyymzt/vJMqR/enlkkmI7HPPI27spKCe/7Q6V1ulUZizs1DcdS5+OH1DJ92QkecfS5Jo8aybvlrlORmtzpGPyQMw7h+VK/Nw55d2am1ncjMwf14duFotuWWc+tbW7H52FpLQUFBoSeYeOkVTLzkCnb/9J23d3e9qDWYNVx41yjGzU1i38ajvPfoJp+yYk5XVCEhxD77DHEvPI+7toaca66l4I/34cj3beNb4fRGEATOHxHNd/dM5z8LRlJjd3HTm+lc8uIGfsksUYTtKYgiaANB/QtfFKFO9gpLj6v5jbDKYsEleVORG1yOAZ/qSj11LkS9utVjwuEMRDxUd9J0qS0s/byCtuJoYYtjxbnVqHUS5jC9T3MJagnJosXlh2mF2+Wi8OB+YgcN6Xhw7Bi4+kOozIfll4C1rN3h9sOVaGKDELUnd/3siSQFJ/HMjGfIq87j3jX34vR0f1qsbvBgoh/9K9bNmyl68slOzxMWa+LMKwaSv6+crSuyOxwvCALn3r4EjcHA18/+C6ej9Q0by4X9kUJ0lH14AI89MBGJ80dE86/5I1l/qIRblyuiVkFB4eRBEASmXLGICRdfzu4fV/H1s//CVW+AJIoCE+f159I/jkWtkfjq+Z2seuU3Kv3MjjpdEASBoLPPZsA33xB2+2Kqv/uOQ+edx9FHH8V5rO22hAp9B0kUuHRMHD/eO51/Xjqcoiobi17dxBXLNirC9hRDEbQBRJBEbPWC1n1CNKt5hFaP2Jhy7IugdbbassddU4O7uAiD1kV1J9vitEVwvygAKo61FLRFudVEJgQhiK33EW4NVYQepx8R2uKcLFx2OzGD0nw7IXEyLHwbSvZ7049rW9+Z9jjcOPJPzv6zvjA+ajyPTHqEjYUb+fvGv/fIm23wRRcRcu01lL35FpVfftnpedKmRHtb+XydRcGB8g7HGy0hnHfHPZTm57J2+WutjhG1KkIXDMRdbqPya9/rqDti/tg4nrh0BD9nFiuiVkFB4aRCEASmLryWM6++gQMbf+Gjxx7GWnU8SyV6QDALHh7P+POTyN5Zwrt/2cjPHx6gprxvtiwR9Xoi776bAd+twnLZpZR/+BGHZs+m8K9/xZ4VuM8NhVMXtSRy5YQEVt93Fn+dN5Sc0loWvbqJi/+7nlV7jio1tqcAiqANBPWvc0EEq+wVlg0uhA1IFguuekHbNELrUw1tGynHjvo3YlOwOuCCVmc0oQsytxC0breH0vwaIhL9S9dVhetxFdf5LMCO7M8A8C1C20DK2bDwPSg+AG9e2Gr6cWP97CliCNUal6Rews3Db+aTzE9Yumtpj1yz3333YRg/nsI/P0Ldnj2dmkMQBM66ehDBkQa+e3WPT70Tk0aNZewFl7Dzu2/I3PJrq2O0ScEETY+jdstR6vaUdGptrbFgfHyjqL3lrXRF1CooKJw0CILA+HmXccGSBzmWdZC3/7SEIwf2Nh5XqSUmXNifRY+dweBJUexenc/yhzfwwxsZFOdV9+LKew91VBTRf/kLA1auwHzhBVR+/AmHz5tL3uLbqd2woU0TQoW+g1Ylcd3kJNbdP4N/XDKccquT25ZvZc4z6/hsez4ut/IaOVlRBG0AccgO3IL3xd6aoHXXRzTVOq1/NbR1LsRWIrQNgtbczxTwlGOob91zQspx2ZFa3C4PkT627GlAHa5Htrvx1PiWJltwYB9B4REEhYX7dR1Sz4arPoCyw/DmBVDdvJeu/VAliAIaPwX5ycbvR/+eeQPm8eKOF/lg3wfdfj1BrSb2maeRQkPJ//3vO20SpdGpmHPLUOy1Lr5/bQ8eHz4cpl15LZHJA/hu6XNUl7YuWM1nJ6KONVH2USau8sD9X1gwPp4nLhvBLwdLFFGroKBw0jHojKks/Ou/EEWRD/7yIFu+/KSZh4fRomXGNWkseuwMhk2P5dC2Ij78+xY++Ptmdv6Y59PG4umGJi6OmL/9jZTVPxF+553U7dpF7o03cejscyh+7nkced1vvKhwcqNVSVw1MYGf7p3OswtHIQhwzwc7mfHvNbyxPouaAJU4KQQORdAGAFn2Bmntsh2P6I1Aek5MOQ4JwSWJiIKIpFL7VUMr17UeobUfPgySRHBcGNYqB64A32xb+kW36EVbnOPd2Y1I9E/QqiJ8dzqWZZkj+zOIGehjuvGJDJgBV38EFXnwxlyoOt7GwH64Ak2cCVErdW7ukwRREPnL5L8wPW46f9/0d1Zlr+r2a6rCwoh77jncZeXk33EnHlvnhGN4XBDTr/LW0/76Wcf9aSWVmvPvuh+308nXzzzRYrMIQFCJhF01GGSZsvf2IQdwF3XBOEXUKigonLxEDUhl0ePPMmDsRNa98zrvP3I/JXk5zcaYw/VMu2Ig1/1zCtOuGIgoCvzyUSavP/ALHz+RTvq3WRTnVvep1EpVeDgRv/8dKat/IubfT6Hp35+S//2PQ+fMJnvhlZS++iqOnJyOJ1I4bVFJIheNimXl3Wfy8rXjCDdp+ctXGZzxjx/529cZ5JX57g2j0L0ogjYgeD8AbJ463PWC1uVsftMt6vW4NRrU9WnHjTW09vZvvGWnG9npadUUypGVjSYuDnOkEegep+PqkuJmAqIopwqNXkVwhG+GUA2own3vRVtdUkxNWSmxvtbPtkbyNG+f2uqj8NocKDmIx+7GkV+Dtr+l8/OeRKhFNU9Of5LRkaN58OcH+fVI6ym5gUQ/fBgx/3qCul27OPLgnzqdopU2OYbhZ8Wx44c8Dmxu6aR9IqExscxefBdHDuxl7dut19OqwvSEXJaKI7eaylWBvQlRRK2CgsLJjM5o4sI//Im5v7uX8qOFLH/gbta9+wa22poTxqkZMSOOy/80noWPTGDCBcnIMmz6MosP/7GFV/+wjq+e30H6t9nk7S2jrvr0j+CKWi3B559Pwisvk7L6JyLuuQfZ6aToyac4NOdcDs+7iKKnn6F202Y8jtP/96HQElEUOGdIPz67Ywqf3jGZswZH8vqGbKY/uZrb397KluwyxUCqlzm1bF5PVupfw00FrdvZMork0etoiAsK9RFCuYO0BU+d93irEdqDB9GkpKAL9ba1qS6zYeln6MwzaBVLv2hk2UNlURGhMbGA1+E4IiEIQfDdEApAsmhBJeAs6Xg3q6C+fjbGn/rZ1kg8A677Ct6ZD6/NxjH1ffDIaAecmoZQraFX6Xlu5nPcsOoGlqxewkvnvMSoyFHdek3z7Nk477uPon/9i+L4OCLvvbdT80y5PIXSghp+Wr6PkCgjER2ksQ+efCZHD+5n6zdfEJ06mLQp01uMMYyIwH6ogpp1+Wj7B6MfHNqptbXGgnHxCMD9n+ziutc28+r14zGdYk7ZCgoKpy+CIJA2bQaJI8ew7u3X2PLlJ+z+cRUTL1nAyNlzUWua96sPizERFmNi/PnJ1Fbayd9XTuHBCgoPVbLpy8ON4wxmDWGxRkJjTVgiDQSH6wmO1GMK0SJKp1dcRB0VRfhttxJ+26048guo+fEHqr7/ntJXXqH0pZcQdDoM48ZhPOMMDGPHoB0yBFGj6e1lK/QgYxJCGJMQwkNzB/PWrzm8tzmXFb8dJS3azJUT4rloVCzBbXQmUeg+lLuxAFLnbhKhbWUXz63VoqpP5xEkEUEt4rG3H+lpFLQn1NDKDgeOnByCzj4bXdhxQRtIGlr3VB4rJDQmFrfTQ0l+DSNnxfs9lyAKqML0PqUcHzmwF7VOT0RCkt/XaUHsGLjxO3j7EmwrPwRx3ilfP3siwdpgXjr7JW5YdQOLf1jMsnOWMSJiRLdeM/SG63Hk5lD68iuo4+MJWbDA7zkkSWTOLcP46J9b+HbpLhb8aTz6oPZvDKZddQNHDx3ku5eeIyI+kfBWXiOWCwbgyKmm/MP9qO8ag8qibTlRJ7l8XDwalcgfPtzJ1a9s4s0bxmMxKDczCgoKJw8GczDn3nEPY+ZexLp3Xmft8lfZ/MXHjD73AkbNPh99UMvPQGOwlkEToxg00dvhwFbrpDivmtL8GkoLaigtqOW3NQW4XcezckRRIChMhzlchzFEh8mixWjRHv8aokVnUvu9AX6yoImLJfS66wi97jrcNTVYN2+mdsOv1P76a2MbO0GjQTdkCPpRo9CPGoVu2DDUsTGn7HNW8J3oYD0PnDuYu2am8tn2At7bnMsjX+zhH9/u5fzhMVw1MZ4xCSHKa6GHUARtAGjIMqjzWHFL7QhatQqpSd2hoJOQOxK01tYFrSMnB1wutCkDMIZoEQQC34s2yitoy48WkgyUHqnB45aJ7KQgVIfrcR7zJUK7l+jUQYhSgOpcw1Pgpu+xP7kGDXsQ9x2DEZcHZu6ThAhDBK/OfpUbVt3Abd/fxsuzX2ZY+LBuu54gCET9v/+Hs+AIR//6KKrwCIJmzvB7HoNZw3mLh/PpU9tYsXQ385aMQqVu++8uqVRceM+DLH/wbr78zz+4+h9PozUYm69NLRJ69WCKnt9B6dsZRN42EkEduCjCRaNiMWhU3PnuNq54aSPLb55AZJAuYPMrKCgoBILIpP7Mf/gx8jJ2s+XLT9jw4Tts/uJjBp0xjWEzziF20JA2b7Z1RjXxg0OJb5LlIntkairsVBXXUVlSR2VxHZVFdVSX2SgrLMNaaefErEtRJWAM1mIM1mAI1mIwa0743vtVH6Q+qaO9kslE0MyZBM2cCYCzqIi6HTuo27GTuh07KH/3XcreeAMAMSgI3aBBaAcPRpc2GO2gwWhTUxC1gdtcVTh50Gu8BlJXTUxgd34l723J5csdR/hkWz6pkSYuHxfHvJGxRAUr9wndiSJoA4jVXdsk5biloHVJEirH8VRkUavCY+sg5bhB0Bqapy/YDx4EQJuSgiSJGC3agEdoDcEWtAYjZUfyAW+6MdBhamhbqPoZqMsoRXZ62hQYjjorJTnZTLrsis4tug3cYhhORyzm8MPw6YNeF+Tp98NptHPWz9iP1+a8xvUrr+fW72/l5dkvMzRsaLddT1CpiH36aXJvuIGCe+4h/uVlGCdM8HueyEQzZ18/hFUv/8aPb+xl9k1D2+1xbLSEcMGSB/jo0Yf4+tl/ccn9j7TY/FBHGAi9YiCly/dS/vlBQuanBnSX9Jwh/Xj9+vHc/GY6V7y0kbdvnkisxb+6cgUFBYWeIH7IcOKHDKckL4dt337Bvg0/s2fND4REx5I27SwGTpxCaGx8h++RgigQFKojKFRH7KCQFsc9bg/WKic1FTZqK+zUVtipKfd+ra10UH7USsH+cuzWVu57BNAHaY4LXvMJojdY0/i9+iQwdVRHRqKePRvz7NmAN2vOtm8ftoy92Pbvw753HxWffopsrd/EFwTUsbFo+iejTU5Gk9y/8XspPFyJ4p0mDI8LZnjccB6em8bXu47w3uY8/vHtPv65Yh+TksO4eHQM5w6LVlKSuwFF0AaC+i1Jq7sWd/37bGsRWpcAersd2eVCUKkQdBIeW0cpx14BfGKE1p55EEQRTf/+AASF6ajywXDJHwRBIDQmjrICr4V9UU41WoMKc3jndpnUUUaQwVlsRRNjanXMkcz9yLKn8w7HbWA/VAGA9rLbYEcerPkHlOyHi/4L6tNHiEQZo3htzmvcuOpGbv3uVpaevZThEcO77XqSyUj8spfIWXQN+bffQcJbb6If6r+IThkbSXVpChs+PUhQmI7Jl6a0Oz5u8FBm3XQH3y97njXLX2Hm9be1GKMfGk7QrASqf8xFE2vCNDnG73W1x5SUcN6+eQLXv76Fy/+3gXdumURyuLHjExUUFE4Lcqpy2FS4iaO1R9FKWvpb+jMhagLB2pPTpyE8PpHZt93FWdfdwoGN6/lt9fds+OhdNnz4DiExcaSOn0TymPFEpwxCUvl/eyhKIqYQb6pxe7idHmqr7FgrHVirHFgr7dRWObw/V9qxVjkoLailrsrRquuyWithCD4e3W0qdhuEsDFYg86obndzNJAIGg36ESPQjzhe7iN7PDjz8rDt3Yc9MxNHVhb27CysW9KR647fr4lBQWgSElDHxaGJj0MdF4c6Lh5NXCzqmBiEHq7RlWUZu9uO3W3H5rJ5v7ptONwObC4bLtmFLMvIeFt8yMh4ZA8yMgICakmNWjzhX5PHDGoDepUeUTh5I/JdxahVccX4BK4Yn0BWSS1f7Cjg8+0FPPDJbv78xR5mDopk7ohoZgyKIEiniNtAoAjaACEDVrcVra7ezdfR0nHYKXsIcntwlZWhjoxE1Kk6TjluwxTKfvAgmvj4xhSW4EgDuXs61xu0PUJj48neuRXwOhxHJvpvCNWAut6wynmsHUG7PwNBEIlOHdy5BbeB/WAFglZCkxAKSS9CxCD44S9Qng0L34WgqIBerzeJMcXw6pxXuXnVzdz83c08P/N5JkT7Hzn1FVVICAmvvkLOVVeTd/MtJL7zNtr6jRZ/GHVOPFWldWz/LhdzuJ5hZ8a2O37ErDmUFeSx9ZvPCY2OY9Sc81uMMc9KwHmkhoqvD6OOMqLtH9gbzbGJobx/6ySufXUzly/9lTduGM+w2JPzZlZBoa9RZa/qlshXRmkG/9n6HzYVbgK8bdQ8sre2VC2qmZM0h9tH3k6COSHg1w4EGp2eYWedzbCzzqamvIyDWzaSuXkDW776lM1ffIxapyd+yDASR4wmYdhIwmLjEcTAiQ9JLWIO02MOa38zWfbI2Gqd1FY6sDYRwLX1otda6aA4rxrrHgfOVoIDoiiggpPXewABAABJREFUN2taSXPWYDAfj/oagjXtlrp0FkEU0SQmoklMhHPnNHleHlxHj2LPysJxOAtHVhaOvDzs+/dT89NPyE1NRQUBVVQUmthY1PHxqKOjUUVHoY7y/lNFRyOZWr+faryeLFPlqKLIWkSxtZiiOu/X4rpiKuwVVDmqqLZXU+mopMpeRZWjCrfc/U7+epUeg8qAUW3EoDZgUBkwqL0/mzVmgrXBjV+DNcGYtce/D9YGo1OdGim8yeFGlpw9kLtnpbIzv5LPtxfw9a5CVu45iloSmDwgnDlDozh7SKRSvtQFFEEbQOrcVvRab4TmxLY9AA6XC5XHg7u01CtotRLODizxPVYXiMddkRuwHzyIJvV4FCs4Qo+10oHT7g5oOk5obBx71v5AbUUlZQW1jDqn8x/QqnA9SAKuo7VtjinYv5fwhES0hsC5NQPYDlagHWBBkOpvbqYugbAU+PQWeHkmXPG210DqNCHWFMub573Jbd/fxu0/3M5T059iRoL/Na6+oo6KIuG1V8m+ehG5N95E4ltvoknw77UiCALTFqRSXWZj3Xv7MQZrSB4Z0e45Zy66gfLCAn564yUs0TEkjRjdfE5RIPSKQRT9dwel7+wl8s5RqEID+4ExNCaYD247g+te28zCZRtZumgsU1PDA3oNBQUF/8mvyUctBi76Icsy7+x9h39v/TdmjZl7xt7DOQnnEBsUi9PjZG/pXlZkreCzg5+xKnsVNw2/idtG3IZKPHlvtUwhoYyaPZdRs+diq6khb88ucnZvJ2f3Dg5v2wJ4WwJFDxxMzMA0YgamEZ0yELWu+2+8BVFAH6SpNwtsX7Q57W6sVd7UZmu9AK5tEgGuLrdzLKfa24aole4qWoPqhDTn5t/rgzToTGr0pq7X+gqiiDomBnVMDEyZ0uyY7PHgKirCmZ+PIy8fZ34+zvw8HPkF1G7YgKuoiBMLlUWjEVVUFK7wYKyhBsqDRY4ZXeTqrRxUl3FALKFMbW9RYhWkDsKis2DWmDFrzMSYYrzfa80Y1UZ0kg6tSotW8v5r+FklqBAEAQGhxVcZGZfHhdPjxOl2er82/HM7cbgd1LnqqHXVYnVaqXXWYnVZqXN6Hyu3lZNfnU+Vo4oqexUuue2yPI2oIVgbTKgu1PtPH3r8+1b+GdSBva/0F0EQGBVvYVS8hT9fMITtueWs2nOUVXuO8dBnu3n4cxgdb2H6wEimDQxnRGwwqpO4rvxk4+R9lz2VqH9vqfXUoNMZAUeLCK3H48blcqJ2e3CVeCOpgk6F3GHKsQtRp2q2y+xpcDiefU7jYw19YSuL6wiPa/+N3x9CY72Oxlk7D+LxyEQmdq5+FrzOzuqIto2h3C4nRw7sZfiM2Z2+Rmu4Sutwl9kImnpCxC/tArhxFbx/lbdX7XlPwNgbTpu62khDJK/PeZ07fryDe9bcw2NTHuPCARd22/U0SUkkvPoKudddT86113VK1IqSyOybhvLF09tZ9fIeLvjdCOLaab0jihLn33Uf7z1yP18//ThX/PWJFu7Yok5F2DVDKHpxJyVv7CHy9pEtUvi7SkqkiU9un8z1r2/m+tc389TlI7l4dPsRZgUFhe5FI2mwuQLjLSHLMi/seIFlu5YxI34Gj015rFlqsVbSMipyFKMiR3Hz8Jv599Z/s3TnUjYVbuJfZ/6LKOPJnwWkM5lInTiZ1ImTAagsOkbenl0cObCXIwf2kbU9HfAKsvCEJPolp9AveQCRyQOISExCre296JJaKxEcYSA4on3R4nF7qKtxYq1sGun1Rn9r678/llVJbaUDt7P1Putag8orcI1q9EFekasL0qA3nfB9vQhWa3wPMgii2Bh9NYwb13L9DgfH8vaTc3ArRVkZVOVn4ThaiKo4m5BcN2G/QXQtRAOjmp6nkvCEBiGEhaKJiMTQLwZtv2hU4eGoLBHerxERqMLCejzFuS1kWcbqslJpr6TSXkmVo8r7vaP+Z3sVFfYKym3llNnLyCvKo8xWhtXV+j2mXqUnVBdKiDakVfEbpg8jTBdGqC4Ui84S0M2wE5FEgXFJoYxLCuWhuWnsP1bNd3uO8ePeYzzz4wGe/uEAZp2KKSnhTEuN4IwBYSSFGZRa63ZQBG0AaNgrq3XVYjCYgLIWNbSO+noJlduDq7QEAFEr4fGhD+2JhlCOrGxwu9GmpDY+Zon0volXFlkDKmjDYuMAyNtzEIigX3LX0ilV/Yw4cqtaPXb00EFcdjvxQwJb82k7WAGANtXS8mD0CLhtHXxyM3x9D+RthvP/A5re3ckLFBadhZdnv8xdP93FQ788RJmtjGuHXNttb4q6wYNJePMNcq+/gZxrrvWK2sREv+bQ6FRc+PtRfPafbXzzv91ctGQUUe287jR6A5c88Ajv/b8/8uk/HuHKx57CHBHZbIw60kDYNWmUvPYbpW9nEH7DMARVYHc+o4J1fLj4DG59K50lH+zgWJWNW8/sr3wAKSj0EhqnnSqPHVmWu/b/UJZ5a/sLLNu9jMtSL+ORMx5pt/4vwhDB49Me58zYM/nrr3/l6m+v5n9n/4+BIQM7v4ZeIDiyH8GR5zBshnfz3FZTQ2HmPo4c2EvhwQMcTN/Ib6u/A0AQREJj44hMHkC/5AFEJCYTHp+IIdjSi8+gJaIk1rsua4mg7Q16WZZx2Nze+t5KB3XVDmw1TupqnNiqHdTVOKmrcVBVUsexrCpsNc5W633Bm2KtNajQGtRo9Sq0RlXznxu+N6jQGVVo9Or6x1Q4RBsZpRnsKtnF7uLd7C7ZTXFdsXdiPUSOiCR1+jBSQ1IxWwagNycSrovCXOXGffQozmPHcJeU4CopwVVU7P16tBjrb/upLitrfb0WC1JYGKqQEKSGf6Eh3p9DQ5Es3sdUod6vor57fEgEQcCoNmJUG4kx+e6BUeeq84pcWxlltjJK60ops5U1e6zYWsy+0n2U2ctweVq/D2+I/jaI3IYocNOfw/Te701qU6ffYwRBYHCUmcFRZu6alUp5rYMNh0r5ObOYdQeKWfHbUQDCTRrGJIQwLimEsYmhDI8NRhPg+5hTGUXQBoL69zCruxaTPohWBW29011DyjEcb9sje+Q2jQs8VifCiS17DjU4HA9ofKxphDaQBEdGIalUFGXnYAqJ69DsoSPU/QzU7SzGY3chaps/r/yM3QDEpgXWmdd+sAIpWONNeW4NQyhc/RGsexLWPA6Fu+CK5RA2oPXxpxhGtZEXz36Rh35+iKfSnyKvOo8HJzzYbWlwrYrapCT/5jCpmXf3KD59citfP7+TS+4dQ1hs2xs15vBILnvoUd7/ywN8/Pc/s/DRf2EwNxfBugEWQi5NpfyjA5R/FnjnYwCzTs2bN07gDx/u5J8r9nG0ysafzx+C2EPGJAoKnWHlypXcfffduN1ubr75Zh588MFmx2VZ5u677+bbb7/FYDDwxhtvMGbMyV+ioXHZcQseqp3VmDWdaDcny7DlFTZsfJr/mEXOsdbxyN4NiFE/Q//pHZ4+t/9cBlgGcMcPd3Ddiut4YdYLjO03thPP5ORAZzKRPHocyaO9kUNZlqkuLaEo6xDHsg5RlH2IvD272Pvz6sZz9OZgwuMSCItPJDw+kbD4BMLjEtF1UPfZ2wiC4BWbehUhUR2b/cmyjN3qahS9xwWwA1utC4fV6T1udVFbYae8sBa71YW9ztVqCnTjvHhwSg6cYigx6mkk6c7CYNBhMhqxmIIwqg1oqiTUDglNpQq1TqJCK2LVaVAHD0AKH4hKI6LTSEhqEbVGQtKISJKI7HTiKiurF7rFuIrrBW9xMe6yctxlZTiys3Bt24a7ogLcrWcUCno9UogFlSUEyRKMGGRGMpkQjVokoxZRp0bSSUhaAVErIGlkRI0HSSshSm5wO/4/e/cdGHV9/3H8+f3eyt6bAGFvCBscgCIKqFDFvbAO1Grr6OJXu2yrUq2r1Vap1uIedeBgiKDiBFEie89ACIEkZCc3vr8/vkkg7MDBJeH1aM+7+973vvfJAfne6z6fz/sDvhrwV4PfC75qe1vAt8/waqvujd7vNvaoOtNZfwl3uAg3nWSYDjBd9naHC0wHmKkQ0xYSPOAMx3K4KTUNCgM17A5UU+ivotBfSaGvnN3eMgprSiisKWFN0RoKqwopqTl4h4zLdB0QeuuD7369wYlhibgch+79jY90c37vdM7vnY5lWawvKGfhxkIWbS7ku81FfLQiHwC306RLajTd02Po0SqG7ukxdEuPIdJzaka7U/OnDjr7H1W5r5y0sExMhwPffsv2VFfagdZlOuqHHJthTrtCnNePcYi/gIFyL46YhiGyel1theN27eq3ucOdhEe72LPzyOu8NobpcBCXlkFJQR6dhh5/sRtXqn1i8OZX4GnT8APG1hVL7W90Y4JXVMcKWFSvLyasW+Lhw4vpgBGTIXOA3Vv7zDAY8xBkX9UihiB7HB4eHv4wmd9n8p9l/2Fb2Tb+NvxvRLpOTFXesC5dGoTa1s8+S1iXxvVORMZ6GH9XX97+2/dMfyKHi+7pe9gPFkltsrjoV3/gf3/5Le9M+SOX/v4B3GENv8SI7J+Kv6iKko+34EwII2Zk8Iu2eJwO/nFFX1Kjw/jPlxvJL6nikUuzCW/EsDORk8Xv93P77bczZ84cMjMzGThwIOPGjaN79+71+8ycOZO1a9eydu1aFixYwG233caCBQtC2Oqj4zZdYPnJK8sjJqGRgTbgh+m3U7j0dSa3aUOHsHj+0nYUZs5r8MI4OOMeGPn7I54fuiR04aWxLzFpziRu+/g2po6aSnZK9rH/UE2IYRjEJCUTk5RMx4FD6reXFxexa+tmdm/dzK7ay4r5c+tHqgFEJSSSmNmG+PRWtZcM4tNbEZOcjGk2v9+VhmEQFukiLNJFXOrRP6+ippIFm7/lu62LWbF9NXmF+bh94UQGYskKa08rT2syHCnEmq0wvA5qqvx4q33UlPsp3F1JfnUZNVX+Qw6PPhTTNHC6TRxuBy63idMdgdPVDqe7I854E2eqw37cZeJwmpj4MKv2YFQU1V5KMCpLoaIEKsqhssK+5JfAlt1Q7QVvAMPnxwz4MAI+TMtn37b8GFYAw/Jj4sfh8uFwWXb2dBn2xW3WXtduc4LpNvbu47b3MxwGhiOAaQYwDD+G6cU0fBjYFwI+CBxY06b+zw2Iqb1kHelNc4bhdYZR5Img0OWh0OVmt9NJoelgt2FSWF1DYXUehXty2WB52R2ooYaD/7lEmB5iXBHEuKKIdUfXzl2OJcYTT2x4AjFh8fb92vnNZ3SLZXSfNkQ4u7KnwmLxlmK+31LMiu0lfLRiB68vslcjMQzIiA2nfXIk7ZL2XtomRpIWE9aiP4co0AZRub+MKFcUTrf7kD20nqjo+iHHdYWerCo/HCbQuvb7EF+9dh3uNm0OWKQ7Njki6D20ALEprSjcvpK09sfwDfd+XGn2UF7ffoHW7/OxffVKeow457hfY1/e7WUEKnyEdYw7uid0PAdu/QLevgWm/wTWfgQXPg7hB66519yYhsnd/e8mMzqT+7+5v77H4ETN7Qrr3Jm2L0xjy403sfnaa2n9r38S0b9xvRMxSeGMuzObdx9bzDuPfM/4u/oetqe2VdfuXHD3ZKb/7S9M/9v9XPSr3+Pcbz5Q9Mg2+AqrKJmzGTPSRdSQ9GP6+Q7HNA1+f2F3MuLCuH/GSnKLvubZ6waQEqMKhtK0LFy4kI4dO9K+tjL5FVdcwfTp0xsE2unTp3PddfZUhSFDhlBcXExeXh7p6cH/txNMHocLfFXklefRJaFL454878/ww6vc3+NMyqq289x5/yYivpMdZGf+Gr54FCoL4fzH4AgVgNOj0vnPef/hx7N/zK0f38rUUVPpndz7sM9pziLj4omMi6dtr+z6bXZvbkFt0N1iX+duYcX8edRU7v0i3uF0EpuSRnxGbdBNyyAmJZWYpBRikpIP+H3eHO0o38H83PnMz53PgrwFVPmrcJtu+qT0YVyvcxicNpheSb0O24u3P78/gLfKj7faT02Vz75d48dfE7CvvQF8NX68NQH8XvvaV+PH5w3gq/LhryzHW1GKr6yKqmovvpoAPq/dKesPmPgtB37LRYBwIBzYZwiwE4iuvRwjgwAGFmZ92A1g1IZf/H5My4dRE8CoDmAE/A1CsWEF9nle3WMWGPa52Ki7OMyG9007ABqGhWlYGPtfLH/tbT8QwDT8gM9+HXxg+EmyfCRaPrpYXrB8YHkxLa/9hZjlxW/5qTINqk2oMgyqTOz7BlTXbq82a6g2dlFp7KbIAV6jrpustjfaqLsNlmFhYuHEwIlBhmHS1jDsLx4CJpZlYBWZ+HebVPsNVliwwjLAMrEwcRgmbqcLl8NJuNON2+HE7XTidDhxOV24XA4cponDNDEMB07DwDRNImPjGHn19cf+B3wSKNAGg2WPfCjzlRLtjsbhch9QFKq60q7sGxYXhy9/J1DbQwsEqnw4Yg8cymtZFv5yH2ZUw19q1evW4dmnwnGduJRwtq4qCsqPtC9XeDJW4BuSMo9/noQjPgzDZeLdr9Jx/oZ1eKuraN2953G/xr6q1hYD4DnaQAsQmwkT34Mvn4BP7ofcb+GiZ6DdmUFtW6hc2vlSMiIz+PlnP+fyDy7nb8P/xsC0gSfktTwdO5L1ystsuelmttxwI60ee4zosxtXbTkhPZKL7unLu48t5t3HFjP+rmySMg995uzQfxDn3Xons/71ONMfuZ/xP7+3wYcgwzCIn9CJQIWP4unrMMMcRGSnHPJ4x+OmM9vTNjGSO19bzLgnv+TZiQO0rI80Kdu2baN169b19zMzMw/ofT3YPtu2bTtsoF29ejUjRowIensbY82mYqoCXn4y4TZSIhrRbVZVDDuWURSZyLrXPiEzOpObn7u54T5FCfDfp+B370Pc0Y30qPHXsLZoLWf+5Uy6JXRrNsuOnGh+nw9fTTW+Grugpq96Cd6aanw19vznfTmcThwuN06XC4fLhdPlxuFy2dudLkyns0nWLaib11lUXUSFt7aDw+EhzhNHrCeWSHckG4wNbGADr/N68BtgBcBbBd4K8FXZF2/tta+ahuOeDXuIrtMDDrd9cbrBYd+3HG4wnFiGg0DArsxsWQECAQsrYNXetwgEAhCoXaM2YNl/lpb92N771j5r2tZuq1vftva2/Vdg/8ctu8X7DkmuXRO3/n6Dx/dua/g36mDjvQ8zBvwUZeAk89//DXUzDkuBNoi8eIlyReF3u/Hvt2xPXQ9tWHIy3jX2HFgjzO6hDRxiLVqrJgC+AI7IvYE2UFFBzaZNxIwde8D+sSnhrPpmB94af6Oq6h2JFYgDLBzOYuDwy6gciWEauNIiqdle1mB77splAGR2C3KgXV2IKyMSR3Qjv9U1HXDmPdB+hD0EedqFMPhWGPk7cJ+YYbon0+mtTueV81/hznl3cvNHN/PzAT/nmm7XnJAPAq5WrWj7ystsnXQLuT/9Kel/+hNxEy5u1DHi0yK56J5+TH+8NtTe2ZfkNocOtT2GjyTg9/PRM3/nvUcfYNzP78Xp2vvvyHCYJF7dlV3PL6fwjdUYbgfh3ROP+Wc8nFHdU/nfradx07RvufTpr3ns8mxG92z6FU/l1LB/YAAO+D1wNPsATJ06lalTpwLgPcjSdSebUVu4qboxlY6tAOxej+UMI9fwEe4MP/golvi29jy/4i3gCofII58b3Q43neM7s3L3StYUraFbYrcTWkm1ubDDqBNPxIHnVr/Xi89bY1/X1NTf91ZVUVlaimUdOKTTdDgaBFyHw4npcBxwMcx9bp+Ac1+Vr6q+CFGlrxIDgyh3FK2jWxPniQvKFxp2OKwNiVYAy+/DqqnE8laCtwrLV43lq8Hye7Gs2j4/y8AyHFimE8uIwDKisQzTvmAChh04q+rCpx/LqsCyympfx4KAtU94DA7DsJf/oXYJIAzqbxuGYS9hyf77GPV/dvXb97tff9u+Vfd/9t4w6q7q/rNvo+q3WPX/oWFQ3v9tOOhj+4Tpfbcd8NyDHXDvQ8bhd9nv9Wtfc5/7dbetfb4A2HubvV8U7N0LLI57qaqTQYE2iAKGn2h3NGVuD95DVDkOT0mjev6XWJZV30N7qKV7AuX2BwJzn0BbvXYtWBZh3boesH9dufqSgsrDDstsrIoyu0epcNsW0veprHysXK2iqFi8s0ExrK0rlpKY2SaoFREDFV5qtpQQPbz1kXc+lFb94NbPYc4fYMG/YPUMGPd3O+g2c+1j2/Pq+a9y7xf38tC3D7Fs1zL+eNofCXcGv2KhMz6etv99ntyf3UnevfdSs3kzyXfdiXGEoXr7ikuN4KKf9+PdR+1QO/a2XrTqfOih4L3OPhfLCjBn6pO8/+gDXHjPbxqGWpeDxIndKfj3Una/spKk63sQ1vHEDC3vnhHDu3eczs0vfMetL33Hr0Z34bbhHZpkT4KcWjIzM9m6dWv9/dzcXDIyMhq9D8CkSZOYNGkSAAMGDODTTz89MY0+SiMG9mBZyUbOv38Efx/z/NE9acEzMPMH3hz5c/604U3+ftbfD72Gt6/Gnk+7Yync8t5RFxJcsXsFP571Y9Kj0/nv6P8S5W7aBZKaKsuyqNhTTOnuXZQXF1FeXERFcRHle4pq7xfX3i/GW3X46Vimw4nL48Hp8eDyeHC5626H4fR4cLrcDQOx6cBwODAdJqZZF5BNyr3lrCtay/qi9RRV+zGtNFIj+tA2ui1tolsT5gyr750M+Lz4fT4Cfj/+uts+HwG/D79v76XBtrqAX+M9oFZLYxmGidPtxuG2e7ydbndtj7fbvu121/eC1912OF0NesTtx131Xx7U9ZwfbL/67U5n/X1n7WOGaep8KEc04CBLWdVRoA2G2q8zAkaAKFcUVe6DDDmusIfYRrTKoKq6Gn9xMabH7jUMVB28ZPjBAm3VqtUAeLoeGGjjauenFuaVBy3QBvwBina4MB0uCjZvAEYe9zHdraIo/yYP3+5KXMkRBPx+tq1aQfdhZx9/g/dRta4YAhB2mHVMj4o7Es7/G/S4CN77KbwwHvpdB+f+BcKa9/DRKHcUj531GM8ufZYnFz/JmqI1PDTsITrFH/8XF/szIyNp/fS/2PGX+9k9dSrVG9bT6q9/xYw8+h7vmKRwLvpFP97/ew7v/T2HUT/uQcf+hx4u3HvkaKyAxcfPPsV7f/sLF97zfw3WSjQ9TpJ+3JOCqUvYPW0Fidd1J6zTiQm1KdFhvD5pCL/83xIemrWaFdtL+OuE3qdsRUJpGgYOHMjatWvZuHEjrVq14rXXXuOVV15psM+4ceN48sknueKKK1iwYAGxsbFNfv4sAA43YZbFxtKtR94X7KGXXzxOZZsh/CvvU7KTsxnResSh93e6YcKz8K/T4a0b4YaP7G1H0D2xO4+OeJQ75t7BPZ/ew1PnPKWe2mNgGEb9fN0j8fu8VJeXU1VeRlVZGdXlZfbt8jKqy8rwVlfZw5yrq/HWXnw11XZPcFkpvpoarICfgD9AIODH8vsJ+P0EAva1z+e179fOeczAINNMwGk6MEzwGptZzxZ77qY9ubO+Z9rhdGI66nqUHfXbXGHhdm+zw4HDX4XDW4JZXYyzuhxnZQEOfwVOI4DTtHBGJ+GIz8SZ0AZnQmuciW3t+2HhB4RUO3S6cTh17pGWQ3+bg8CqH0oQIModRbHLdeCQ48oKDMMkLMNe19W3YwfOdLtKsXWIIcf+gwbalZhRUbhatTpg//i0CAzDDrTBsntbOX4fxCRnsnPTxqAc01Ubtr3bynAlR7Bj/Vq8VZXBnz+7qhAzwom79XFUKthX1ulw25fw6YPw1T9gzUdw3v3Qc0KzroRsGiaTek+iZ1JPfvP5b7jywyv55YBfclmXy4L+janhcpH2xz/g6dCB/ClT2HTNtbT+51O4GvHhODohjIt/2Z8Pn1rC7GeXUVHSmd5nZR5y/z6jxmCYBnP+/RRvPfB7fvSr3xMWufcLH0eki+Sbe7Hr2WXsmracpGu7E9blOL8EOYQwl4O/X5FN17RoHvloNWvyS3nm2gG0S2r+w9ileXI6nTz55JOcd955+P1+brjhBnr06MHTTz8NwK233srYsWOZMWMGHTt2JCIiguefP8rezlBzuAgPWORWFuANeI8cGhe/BKXbeWXARRRsep+Hhz985N+BsZkw/kl4/Rr73HDOH46qaae3Op0/nPYHfvfl7/jz13/mvtPuUw/VCeRwuoiIjQvqKLDlu5bz1tq3mLVxFqXeUtIj0xnXYRzjO4yndcwxjgzzVcPOlZD3A+xYYi8jmL/MnvsK4HJDq+6QPgjS+0BaH0jtAe6IoP1cIs2RAm0Q1Q05dro9BykKVYE7Ihx3hv3B3Zu3A3c7uxfskD20ZXag3XcObfWq1Xi6djnoic/pchCTHE7R9uAF2rz1ewBI69CeTT8sPP4F6rHXosVpUJNbRkR2CpuXLgbDoE3PPsFoMmAv11O1pghPp/hDrvF7TFzhMOpP0P1H8MHd9rfyi56HsQ9DavcjPr0pOy3jNN4a9xb3fnkvf1nwF77a/hX3nXYfcWFxQX0dwzBIuO5a3Flt2Xb3PWy85FJaPfIIkUMGH/UxwiJdjL8rm9nPLufz19dQXlzFkPEdDvln3XvkaDwRUcz4x99444+TmXDvnxt8q++IcpN0cy92PbeUXS+sIPHqbidsTq1hGNx+Vkd6Z8bys1cXM+4fX/DY5dmc070RRWtEgmjs2LGM3a8uw6233lp/2zAMnnrqqZPdrOPncBNmBfARILc0l3ax7Q69r2XBwn+zJ6MPz23/lDNbnXn0a8Z2uxCyr7ELCXYfBxl9j+ppP+r4I7aVbePpH54mMzqTSb0nHd3rSchU+aqYtWkWr696nWW7lxHmCGNU21GM7ziegWkDMY1GzDWsLrWHq+ct2RteC1baS80AuKMhrRf0mwjpvSGtNyR3sQs2iUgDTX+Wb3NQV0ytdsjxoZbtcYdH4Eyzi0v48ndguB1gQKDiEIG2omEPrRUIULV6NWFdux2yKQnpkUHtod2+toioBA+tunSmqqyU0tolh46H4TBxpUdRs80uDLV5yWLS2nckPPr4lwWq491eRqDMS1iXE7TcTqt+cPM8uOAx2Lkcnj4DZv0fVO05Ma93kiSGJ/LPkf/kFwN+wfxt85nw3gTm584/Ia8VNWwYWW+8jiMuji033MCup5/BChz9WnpOt4Mxt/Skx7BWfD97CzOeXkpN5cH/LQF0GXoGF/369xTl5/Ha739F8Y68Bo87Il0k39QLV3oku19aScUPBcf8sx2NMzsl8/5PzyArKZKbXljEIx+txh9QdUWRoDGdhNX+k9q45wgjjHIXQcFK/tOqE2U1ZdzZ787GvdZ590NUCrx7uz239ij9pM9PuLD9hfxj8T/4cMOHjXtNOWm2lmzlb9/+jZFvjuR3X/6OCl8F/zfo/5h32TweOPMBBqcPPnyYLSuAdR/D54/Cm9fD3/vBg5nw/BiY9Wt7icCoFDjtZ3Dpf+Gn38PkLXDDTBgzBbKvgrSeCrMih6Ae2iCx2DuH1uk6MNBWV1TgCY/AmZgITifevB0YpoEZ4awPrvvzl3vBYdSvV+vduhWrooKwrodeTy8hI5JNS3fj9wZwuI7v+wrLsti+tpjW3RNIbmsHw4LNG4lJOr5Kx2DPo61YvJOq8jK2r1nFoPGXHvcx91W1uggMCDtM0aDjZjpgwA12b+3cP8E3/4Ilr8OwX9nbj2IuVVNkGiYTe0xkYNpA7v3iXm6fezvjOozjVwN/RawnuHOGPR060O6N18n73e8pePxxKhZ/T8aUKTjjj+7PzXSYDL+yM4kZkXz+xlreevg7xt7Wq75A2v6y+vTj0t/ezzt/vY+Xf/tzxv/8Nw0qa5sRdqjd9d/lFL66Cn9pDdFnHDi8P1gy4yN489ah/H76Mv4xbx2LtxTz6OV9SInWch4iwRBmuqkC1hWv4+w2h6nT8P008j3RvFyUw9j2Yxu/bm14HFzwOLx6OXz+NzjrN0f1NMMwuO+0+9hRsYPfffk7UiNSGZB26MIncvJYlsXXeV/z4ooX+WLbFzgNJ2e3OZsrul7BgNQBBx+tFghA0Ua7x3XH0r2X0n2+QI1rYw8X7nPl3p7X6LRmPXVJJNTUQxtEAcOeQ+sKC8Nb3XCZgJrKctwRkRgOB66UFLy1vUNmhOvQPbRlXhyRrvpfmlUrVwHgOUIPrRWwKN5Zcch9jlZxfgWVpV5adYonuW0WAAWbNhz3ccEOtFa1n9wFS7ACAbJ6H90QraNVtaoQV6soHFEnIVRGJMCFj8OkT+y5LLN+DU8NhGVv2Se3Zqp7Yndev+B1bul9Cx9u+JCLpl/EJ1s+CfrrmJGRZDzyN1J//zvKv/qajRdPoPybBUd+Yi3DMOg1IpNxP+tD+Z5q3pyyiK0rCw+5f0bnrlx1/yOER8fw5p9/y/LP5jZsT5iT5Bt7Ed4zkT0fbKD4ww1YJ7DnNMzl4K8TejPl4l4s2lzI2Cc+57M1J7Z3WORU4XCGkWU5WLpr6aF3qi6FZW/zdFZ3/FaAO7LvOLYX6zIael8Onz9iDx89Si6Hi8dGPEZmdCZ3fnLnkXuT5YTy+r28t/49Lnn/Em6ZcwurClfxk+yfMPuS2Twy4hEGpg20P5dVl0Lud/Ddf+HDn8Nz58KU1vCPfnYv7BePw55t0G44nHs/THwffr0J7loKl78Ew38Jnc+DmHSFWZHjpEAbDLULNRkGRLoicYeH1y/TU6eyrIywKLsQjTMtDd+OfKAu0B68hzZQ7m1YEGr1KnA48HTqeMimJGTYxWWCMex4+9piADI6xeEOjyAuLZ2dwQq0tYWaCnM24QoLJ71zI78NPwz/nmpqtpaesDmQh5TRF657D65+C9xR8L8b4NmzYf28/Rb3bj7cDjd39L2DV89/lYSwBH72yc+465O7yCvLO/KTG8EwDBKuuoqsV17BdLvZcv315E/5K4Hq6iM/uVZm1wQunTyAyFgP7/09hwXvbSBwiCAan5bBVX/+G5ndejDrn4/x+Sv/JRDYW5zNcJkkXNWNyKHplH2+jcLXV2N5D168LRgMw+CKQW14/44zSIz0MPE/C3lwxkpqfM33CxGRJsHpoXd1DUsLlh50PV0Alr3NRqp5x5vPZZ0vIzP60EXmjmj0FAhPgOk/Af/Rr8Ub64nlnyP/idN08pOPf8Luyt3H3gY5JiU1JTy39DlGvzWae7+4l4AV4M+n/5nZY17ltrhsUlZ8aE8tevEieLSHPWT42bPh/Tvhh9fBcED21TDuSZj0GfxmO/zkK7j4GTjtDmg3DMJP4KgxkVOYAm0QRboiMQ0TV1j4AWueVZWVEh5lhzhXRgbe3FyA2iHHh162p0GgXb4cT/v2mB7PIdsQl1pb6TgIhaG2ry0mIsZNbIq9Lmlah87krVt93McFcKZEYIQ58W+3qxs7nMGbF1K5wv4gEN7jJAdasL9l7XQO3DIffvQ0lO+yT37PnQtrP262wbZbYjdePf9V7ux3J19t/4px747j2aXPUuM/vnXw9hfeqyft3nmb+KuupPC//2XTJZdStWrVUT8/NjmCS349gK5D01k0YxPTH1tMefHBQ3FYVBQX/9999B45moXT/8fbD/6RipK9c6AN0yBuXAdiRmdR+UMBO59Zgn/P0QfsY9EpNZrpd5zO1YPb8Mz8DVz69Fds3h28OfEipxxnGD3L9rC7ajc7ynccfJ/vX+Afaa1xOzzc3Pvm43u9iAS44FF7mOnnjzTqqZnRmTx59pPsqtzFz+b9jCpf1ZGfJMfHsthRuIa/fjaZUa+fzePfP047v8W/XO15e8cufvS/n+F+pAs8Pxo+uMvuja3YDW1Pg7N/Z/e0/mzx3vmuYx+CftdCRja4NHVE5GTRHNogqlsc3R0WXrsgtrc+qFXt00PrbtOGkhkzCNTUYEa48G4vO+jx/GU1eBLtQkmWZVG1ZClRIw+/VqvT5SAuNYJduQc/5tGqmz+b0SmufshzeqeurPryM0p37yI6Mem4jm+YBmaam5g1CXh6H3od0WNRuXw3zqRwnCkhLGNvOiD7Suh5MeS8bBeCeHkCZPSD4b+2hxk1syFGLoeLm3rdxPntzufhRQ/zxPdPMH3ddH458Jec2erMoC05YUZEkPb73xM1YgTb772XjZdcSuKNN5J0262YYUf+gODyOBh5XTcyO8fx6Suree0vCzn7um60633g31mH08k5N99OaoeOzHv+GV6cfCcX3jWZjM72Os+GYRAzojWu5AgKX19N/pOLSbymO562wStgtr8wl4P7L+rFGR2T+PVbSxjzxOf8Zmw3rh7cRst6iDSW00OfavuLqm/zv2Vc1LiGj+cvJ2fXEuZkpHFbj+tJCj++cxtgVz3udRnMfxi6jLHnSx6lXsm9mHLmFO7+9G7+7/P/45ERjzSucm6oVJdBeQFUFUNlEVQW20vN+GvA74OA1+6xNgwwnbUXxz6397k4XGC67MfrbzvB4dzndu21YdjHDfjsa39N7e0au03VJXaxxuoSqCqxr8sLoDSf3IodPOeo5N1I+7wyuryCiXtK6OrPt+e5xmdB5iD7OrkrJHWG2NZgNoM/D5FTjAJtUNi9blGuukBr/3KsqaoiPMqF3+fDW1WJp3btS3fbNhAI4M3ddsgeWsuy8JfUYMbYvbHebdvwFxcT3qv3EVuT1Dq6frjwsSrZVUVZUTUZneLqt2V0socF561dRXTiGcd1fIA97CLWnURE16zjPladQIWX6g3FRA/LbBof/p0eu0BU9jXww6t2sZBXL4fUnjD0dnsNW+ehe9ybovSodB4d8ShfbPuCBxc8yO1zb2dw2mDuHnA3PRJ7BO11ooYNo/1777HzoYfZ/cwzlMyaSfof/0jk0KFH9fwuQ9JJyYph9rPLmfHPJXQdmsYZl3XGE97w155hGPQeOZrUdh15/7EHef2Pv2bY1T+m35hxGLUfXMJ7JJJyex92vbCCgqlLiBvXgchBaSf079iYXun0aR3Hr/63hN++u4zZy3fw1wm9yYgLP2GvKdLiOMPoWuMlyRXN/Nz5jOvQMNBa373AIwkJJIUlcH2P64P3umP+Chvnwzu3waRPG1UkcGTbkfxiwC94eNHDPLroUX4x8BfBa9fxCPihcENtwaNlsGsN7NkKxVvsENvUmS4Ii2FLVCL/jnTyfiyYRDIhtis3ZI4kI7kXxLeFqDSFVpFmRoE2GCw70ka7a4cUh9kfOL2VlYRHRVNdbveWhtUNOW7TBoCaLZsxI9pjeQNYXj+Gy7H3kJU+8Fs4ou2TYNUSu8BEWK+9FVkPJaVtNGu/zad8TzWRsccWluqK6mR23TvfIzmrHQ6Xi+1rV9N5yPEH2k07ltCTIYRXBq8ntXJlIQQgvEcQvmUPJqcb+k+0S+8veQO+fhLevQ0+/iMMuhkG3GgPVWtGzmh1Bu+Of5c31rzBMz88wxUfXMGYdmP4Wd+fHd8ctH044+PJePABYsddSN4f/8iWH99A7PjxJP/8HlwpR+7Zj0+L5NLJA/j2w418P3sLuauKOOvarrQ5yPzq1PYduebBJ5j1r8f49IVn2bB4EaNvu6t+NIIrNZLU27PZ/dpqit9ZR/X6YuIv7oQZduJ+jWbEhfPijYN4acEWHpyxkvMem8/vL+zOJf2byBc2Ik2dOwITODMsnY+3fUW1vxqPo/a86Ktmxtq3yIkL5w99f0qEK4ijeiIS4MIn7C8w5z8EZ/+2UU+/tvu15JblMm3FNDKjM7mi6xXBa9vR8vsgLwc2fQ6bvoAt30BN7egv0wkJ7SGuLbTqb/dcRqdBWJxd8TksDtyRdk+qw723VxXsHtSAv/bat7eH9WD3/d7a3t26x70NH7cCdlB1uPZ5rdrbnijwxIInGsJi2FCex7+X/psZG2fgMi2u6Hw1P+7xY1IjtQa4SHOnQBtE9T204XagramdR1tZVgrsDbTutm0B8G7ZgruL3evpr/DhjN0baP0l9txER4wdaCuXLMVwuwnr3PmI7UipHQ5ZsKWUyF7HFmi3LN9NdEIYcal7T/AOp4vUdh3JW3v882iryspYveZrerQdTM3mkqAVcKpcvhtHrBtXq6igHC/oHC7oe7UdbNfPg6+fgnl/gfmPQJ/Lof+P7bk3zYTL4eLqblczvsN4/rPsP7y44kXmbJ7D+A7juanXTUELtpFDh9J++nR2/fNf7H7+eUrnzCHxlltIuH7iYeeUAzicJkPGd6Bdn2Tm/ncF7//9B7oOSWPoxR2JiGnYaxIWFcX4X/yWJR/P4tMXn2XaL29n5I0/odvpwwG7iFvS9T0onZ9LyUebqMktI+GKLnjanLghyIZhcO2QtgzvlMwv/vcDv/zfEmYu28GfxvcgMz6Ew+pFmgPTCVFpjPW7ecdbyuxNs+t7aXcveY0p0W56R7floo4XBf+1u4y2iwR9/ih0HgOZ/Y/6qYZh8OuBv2Z72XYeXPggGVEZDMscFvw27s9bBRs+hVXvw+qZ9nxRsIfc9r7cDq9pPe37zWR00dqitfz7q0eYtWkWYc4wru12Ldf3DNLwchFpEjSmIojq5tC66oYc11Y6riqzv9EMrx1y7IiPx4yKombLVswI+zuFQHnDaoj+0tpAW9tDW7lsKWHdu2O4jlw8Kal1FBh2oD0Wfn+AbauLaN094YBeoPROXdi5YR1+39FXbzyYjTmL8PlrMJJdVG/Yc+QnHIVApY+qNYWE90jCMJt475VhQMeRcO3bcNvX0OsSu0ri1OEwdYRdeKL6+OZBn0xR7ih+1u9nfHDRB0zoNIH31r/HBe9cwO++/B1bSrYE5TXMsDBS7rmbDu+/R8RpQyl47DE2jBlLycyZh65euo/UrBguu3cg/Ua3Zc23+bzyx29Y9lnuAZWQDcOgz6gxXPfQP0jIyGTG3x/mvUcfoKzQ/mBnmPa82uRb+kDAouDpJZR8vBnrBFckbpMYwWs3D+F3F3Tn6/W7GfXofKbOX4/Xr0rIIoeV0o3BhdvoENuBZ354hipfFZW+Su5Z8g8qTQf3jXgUh+k48nGOxXkPQEwG/O/6Rg/LdZgOHhr2EF3iu/CLz37Bit0rTkwbLQu2fQfv3wV/62T3Kq94DzqMhEueh1+sg9sX2MWu+l5tzwluBmF2VeEq7vn0Hi5+72I+y/2MG3rewKwJs/jFwF8ozIq0MAq0QWIB0a7aHtiwhj20Vfv10BqGgbtNm9ohx3ZA3X8e7b49tJbPR9XyFYT17nVUbXGHOYlPjWDn5mMLtPkbS6ip8tOm+4FDYFt16Y7PW8OOdWuP6dh11i9aQERsHNE906nJLT3k0kWNUblsF/gsIvoGt8jUCZfaHcY/CT9fBWMeBl+1vQzAI13s6y0Lmk115NTIVH475LfMvHgmV3a9kpkbZ3Lhuxfyq/m/YtmuZUF5DXdWFq2ffJI2/30eMzqabXffw6YJl1D66adHDLZOl4OhP+rAFb8bRFLraD57dQ1v/XUReeuKD9g3Pi2DK+57iDOunMjG7xfx/D23snjW+/XL+3jaxpB6Zz/CeydR8vEWdj6VQ822E/slhGka3HhGOz7++XBO75jIAzNWMe7JL1m8pRnMXxMJlbSeGDtXMrn/PWwp3cJ1M6/j8ncvYjFV/CV1OB0Tjjzy6ZiFx8Gl/4WSPHs+bSN/l0e4Inhq5FPEemK5Y+4dwV0yzVsJC/8N/zod/n02/PAadBlrLz33y/Uw4d92YcOo5OC95kmwfNdyfjrvp1z6/qV8vf1rbul9C7MnzOau/neRENa8pvaIyNFRoA2G2nVo9/bQ1s6hPUSgBXC1bUPN5s04IusC7cF7aM0YN1WrV2NVVhLe++grJSa3jWbnppKj6rna39YVhRim0WD+bJ3MHr3AMNi8NKfRx63jq6lhY853tO83iLAuCWBB1UECRWNVLN6JMykcV2YTHW58JOFxMHgS3PYV3DgHuo+3e23/cy480ccemlywJtStPCqpkan8etCvmTVhFtd1v475ufO58sMruW7mdczZPAdf4OBLVTVG5JAhtHv7LdIffBB/SQm5t97GpiuuoOyLL4/49z4+LZLxd2Uz6sbulBVX8/bfvmfm00sp2tFwiRzT4WDwjy5l4t+eIr1TV+Y9/wyv/vYX7Fhn/zmY4U4Sr+hK4nXd8ZfVsPOpHPZ8tOmErlkL0CounH9fN4Cnr+lPUXkNF//rK/7v7aXsKjuxywqJNEttTwd/DUN8Bg8Pe5gafw0R1WU8ubOQ0Wf+/sS/fuYAOPcvsGYmfPFYo5+eHJHMP0f+k0pfJTfPuZn88vzja0/VHntJocd7wYxf2DUeLngMfrHaXjO10zmNKmLVVOTszOG2j2/jig+v4Pv877k9+3ZmXzKbO/reQVxYXKibJyInkAJtENR9dK4rClU/h3a/IceeqL1By9O+A96tueCyP/jWBdg6gZIaDI8D0+2gctEiACIGHP38m/QOcVSU1LCnoPLIO+9n87LdpGbF4Ik4cHhzeFQ0qe06sGXZD40+bp2NOYuoqaygy5DTcWdGY4Q5qFpzfD1Mvj3VVG/cQ0R2cvMvlmMY0HoQ/Oif8Mu19nq2Ce3tDyBPDYRnhsNX/4DCjaFu6RElhSfx8wE/5+NLPubXA3/Nzoqd3PPpPZz/9vk8t/Q5dlXuOq7jGw4HcRf9iA4zZ5D2p/vw7Sxg6003semKKyiZNRvLf+hgaRgGnQemcc2fhjJ4XDu2rizk1T8t5NNXVlNW1DAYxqWlM+E3f2Lsz35Jya4CXr73Hj78+8OUFOwEILx7Iml39yciO5nSeVvZ8eh3VC7bdUxfKB31z24YjO6Zxsc/H86PT2vHm4u2ctbDn/L0Z+up9p3YQC3SrLQZCoYJ6+cxut1o3j3n37y2cR3DOo2DqJM0omfwLdDjYph7Hyx/p9FP7xTfiX+d8y92Ve7ixo9uPLZQW5oPc/4Aj/WEuX+yhw5f/yHc/IldjT8stvHHbAK+y/+OSR9N4tqZ17J813Lu7HcnsyfM5tY+txLjPnH1DUSk6VCgDQoLjH2X7anrobUXRa8qLwPDwBOxt4CLp0tne+mebZvBYRAoaRho/aU19QWhyr/9Flfr1rjS0o66RXXL7TR2+Z7SwioKtpTSrs+h55e06ZVN3trV9UOqG2vVl/MJj4mlTa9sDIdBWMc4qtcWHdeH/8qcnWBBRHYzG258JJ5oez3b696Fe1ba87EAPvot/D0b/nUGfDrFXkKhCQ9LjnJHcU33a/jwog95/KzHyYjK4PHvH+ecN8/hznl3Mj93/nH12houF/GXXUaH2bNI++Mf8BcVs+2uu1g/egyFL79MoKLikM91eRwMGNuOa/48lJ5nZrDyi+28+Luv+PSV1ZTs2vt33DAMup0+nBufmMrgiy5n3cKv+c/dtzD/5eepLCvFjHCRcFkXkm7uhelxsPullez6zzK8Ow/92sEQ5XHy+wu7M/vuYQxql8CUmas459HPmLE074QGapFmIzwO2p8FS163q+V+cj/4q+HMn5+8NhgG/Ohf0HoIvH0LbP6q0YfITsnm6XOebnyoLdwIH9xj98h+9Xe7fsMt8+GatyDrjGa3JjrYSxt+k/cNN8y+getnXc+aojX8YsAvmDVhFjf1uql+xJyInBoUaIPEAiJdkQC4a4NrdYU9fLGypJiwqGjMfYpOhNVWN65ZuwZHtLt+zmwdX3E1jjgPViBA5aLviBg4sFHtiU+LIDzaxfY1xY163oacAgDaZx96zkybnn0I+H1sW7m8UccGqKmsYMN3C+ky9AxMh/1+hHVOwL+nBu+OY/vgb1kW5d/m424bgzOpBa/RGZ1mr117y2fwsxw49357WYJPp8DTp9sBd9b/wdqP7blRTZDDdDCyzUieH/087/3oPa7rcR05BTncPvd2zvvfeTz63aOs3L3ymIOY6XYTf8UVdJg5g1Z/fwJnQgL5f/4La886m/wHH6R6w4ZDPjcixs2wK7tw9Z+G0G1oOiu/2s5Lv/+GudNWULh971Bkd3gEZ1xxLT9+/Bm6DD2Tb997i2fvuIEvXnuBipI9hHWII+Wn/Yi7sD01W8vIf+w7Ct9cg6+w6ph+pqPVITmK564fyIs3DiLC5eQnL3/PRf/8ii/WntieYpFmYdDNULINpl0I3z0PQ34CSZ1ObhtcYXDlqxDXBl6+FDZ92ehD7Btqr591PZtLNh965/zl8NZN8I/+sPhF6HMF3LHIntObfvRTmJoSy7L4PPdzrp15LTd/dDOb92zm1wN/zcwJM5nYY2Jwl14SkWZDy/YEQ+0c2vp1aN0enG5P/XI95cXFRMbGNXiKq3VrjPBwqlavxhHX4YAhx/7CKtw9Eqletw5/cTERAwY0qkmGYZDRKa7RPbQbFheQkBHZYLme/bXq2h2n28OGxd/Srm/j2rVu0QJ83hq6nja8fltY9wR4ByqXFuBOj2zU8QCq1xfj21VJ/NmtG/3cZiuhHZx2h30p2wmrPoRVH8C3z8E3/wRnGLQ9za5S2fEcSO7S5L6Fbxfbjnv638NP+/6U+bnzeXvt27y4/EWeX/Y8WTFZjG43mtFZo+kQ16HRxzYcDmLOPZfoUaOo/P57Cl96icJXXqVw2gtEDBhA3OWXE33uqIMu+ROTFM6Iq7syYGwWi+dsYfnn21n19Q4yu8bT+6xM2vZKwjQNYpKSGXP7PQy44CK+eft1Frz7Jt/PeI/s886n35hxRJ3eivDsFEo/3UrZ19upyNlJ5KA0Ys5qjSPmxFUIPbNTMh/+LJH/fZfL3+eu5ZrnFjC4XQI/P7cLg9qpIIqcojqPhsG3wbfPQq9LYeRJmDt7MBEJMPF9eGE8vDTBDpddRjfqENkp2fx71L+5fe7tXDfzOp4a+RQ9k2rXqLcs2PI1fPE4rJ0N7igY+hMYcjvEpAf9xzlZAlaAT7Z+wtQlU1mxewXpken8dvBv+VGnH+1dV1hETlkKtEHgNSy8gUD9kGOAsOhoqkpLACjfU0RkXMMCS4Zp4uncierVa4ga9aMGwxIDNX4C5V4c8R4qFswHIGJQ43poATI6xbP++wL2FFQSm3zknsvK0hry1hXTf0zWYfdzuT1k9enHum+/4ezrb8Ewj76jf9m8j4hNSSWjc9f6bY4oN572sVQu3UXMqLaNngNbvmAHZoSTiF7NqxJj0ESlwIAf25eaCnso2/q5sO5j+Ohe+xKdbgfctqfblyYUcF2mi5FtRjKyzUiKq4r5eMvHzNo4i2d+eIanf3iaDrEdGN56OCNaj6B3Uu9GLa9hGAYR/fsT0b8/vt272fPOOxS98Sbbf/lLzD9FEz1qFLEXnE/E4MEYjobHjYoP48zLOjNgTBbLv9jO8vnbmPGvpcQkhdHjzFZ0GZJGZKyH5LbtuPDuyezaupkF77zBt++/zXcfvkvnIWfQb+w40s/vQtQZrSidt4XyBTsoX7iDiL4pRJ/ZCldq47/AORpOh8kVg9pwUb9WvLZwK09+so7LnvmaMzslcduIDgxtn9j855qLNIZhwJgpMPrB0P/ui0mHH8+Aly62l8gZPhmG/woa8butV3IvXhjzArd+fCs3zL6Bv535V4aVlcKXT8C2RRCeAGfdCwNvskN0M+UP+JmzZQ5Tl0xlbdFaMqMyue+0+7iw/YW4HEdexlBETg0KtEFQaVpU+r31PbRgF0+qrA20FXuKSe/Y5YDnhXXrRskHHxJzsQv/ur09tP4ie2iiMz6M4lfm487Kwp2Z2eh2te2ZwOevw6alu+hzFL2XaxflY1nQsf+R56F2Gnwa6779mrx1axqE08PZvW0rW1cs5YwrJx4QgsN7JVP87jq8Oyoa1Uvr31NN5fLdRJ2egeHSCHrcEXaFyk7nAA9C8VY72G763B7etuwte7+IRLtQStvTIXMgpPWyh8OFWFxYHJd0voRLOl9CQUUBH23+iE+2fMILy1/gP8v+Q5wnjjNbncnw1sMZnDa4UZUrnYmJJN50Ewk33EDFggXsee99SmfPZs/bb+NITiJmzBhizj2X8OxsDOfeX43h0W4GjMmi37lt2JCzi6Wf5vL1O+v55t31tO6eSNehabTrk0RS67ac/7NfctplV5Mz+0OWffIRq778jPROXeh9zhg6jzmd6GGZlH6xjYpF+VQsyiesawJRp2fg6RB3QtZO9jgdTDwti8sGtOalbzbzzPz1XPXvBfTOjGXSsPaM7pGG06F/N3IKCXWYrROZBDfMhg/uhs+m2L2p5z8CrY6++GNWbBYvnvk3bp97O3fM+xm3FxdzsxGPOfZvkH21fT5opqp8Vby3/j1eWPECm0s2kxWTxQNnPMCYdmNwmvroKiIN6bdCENTNTtu3CEF4dPQ+Q44P7KEFiOjbl+LXXseqKcWq8hOo8WO6HfhqK6yaEQYVCxYQf+UVx9Su2OQI4tMj2bTk6ALtyq/ySG4TTWKrIxdTaN9vIKbDydqFXx11oF06dxamw0nPEecc8Fh4z0SK31tPxff5uM9vf1THAyj9fBtgETU046ifc0qJa72399ayoGij3YO7+SvY9IU9TBnAdEJqD/vDVEY/+zq5S6N6DIItOSKZq7tdzdXdrqakpoSvtn3Fp7mf8lnuZ7y/4X0MDLomdGVQ2iAGpQ+if2r/+nnsh2OYJpFDhxI5dCiBP/yess/mU/LBBxS/+hpFL7yIIy6OqOHDiDrrbCLPOB1HbXVy02HSsX8KHfunULSjnNXf7GD1gh189Oxy3OFO2vdJon3fZFp3S+WsiTdz+mVXs+zTueTM/oDZ/3qcef95ms5DTqfH8JGknz2AigU7KPt6O7ueK8SREEbkoDQi+6fiiA7+chnhbgc3D2vPtUPb8vb32/j35xu445XFtEmI4MenZ3Fxv0xiw9XbIXJSucLtQlEdz4HZv7HXgu0wEvpfbxduch/k95llQeEG+4vK1TNJ3vgZ07D4Y9suPBkPyzOHc3/2FUQ30zBbVFXEa6tf47VVr1FYVUj3xO48PPxhRrUZ1ajROSJyalGgDQLLssCwGg45joqhdPNGaqoq8VVXHzTQhvfrB4C/YAuQiL+wCjMtEn9t8ZjqDcuxamqIHDbsmNvWrncSOXO2UF3hPegyPHV25Zaxa2sZZ15+dEUywiKjaNe3Pys//4QzrrgOh/Pwf5WqK8pZ9snHdBo09KDvhSPKTXiPRCq+yyf23LYYriOfuPzlXsoX5hHRJwVnQuh7F5s8w7CX/0loD32vsbeVbIdt38G27+3rpf+DRf+xH3NFQEo3O+im9LCvU3uEZPhajDvGnlPbbjS+gI9lu5axIG8BC3cs5JVVrzBtxTSchpPuid3pndybPil96JPUh7TItMMOrTXDwog571xizjsXf1kZ5V98Sdkn8yj79DP2TH8PXC4isrOJGDKYyKFDCe/Vy66onBbJkB91YNC49mxbXcTqBTvYuGQXq77ZgdPjoG2PRNpnJ9HtjPPoO/oCtq9ZxfLPPmb1V/NZ/tlcohKT6DRwKJ3GDyHel0rFtzspmbWJko82E9Y5nvA+yYR3S8AMC+6v6DCXg6sGt+Hyga2ZsyKfZ+av5773V/DXWau4sHcGVw9pS5/MWA1HFjlZDAN6XQKdRtnze795Gt64FhxuSOoM8Vl28PVVQVkB7FwJ1Xvs5yZ2gtPvIrzvNUxJaE/vVa/w8LcPc/F7F/OX0//C4PTBIf3RGmPjno28vPJlpq+bTpW/imGZw7i+x/UMSB2g30cickQKtEFgWRYWNAi0dT205cX2+qoR+xWFAnBlZuJMTqZ6wzJwDsdbUIkrLRLvzgoMj4Oyz2ZhRkY2usLxvtpnJ/P97M2s+24nPc5sdcj9ln2Wi8Np0nng0S8N1HvkaNYvWsD67xbQefDph903Z/aHVFeUM3DchEPuEzkkncqlu6hYsovI/qlHfP2yz7dh1QSIHtH44dhSKybDvnS70L4fCEDhejvcbl9sV8lc+QF8/8Le50SnQ0p3uwc3sQMkdrQv0RnQiPnUx8ppOslOySY7JZtb+txCla+KnIIcFuQt4Pv87/nfmv/x0sqXAEgJT6F3cm96JvWkS0IXuiZ0JSn84EtSOaKiiBl9HjGjz8Py+ahcvJjSTz+l4utv2PXkU+z6x5MYERH2nNyBAwnv04fwnj1o3S2B1t0S8PsDbF9dzPqcAjbkFLD+e3uN2uQ20bTuFk/3YVcz7Kqb2JizgDXffMHSubNZPOt9wqNj6DBgMO1G9iOhPAnvyhKqVhVS5DQI65JARK8kPJ3icUQGrwfVYdpr2I7umcaybXt4ecEWpuds483vcumeHsPF/Voxrk8GKTH6okjkpAiLtZcROu1ndlGndXNh5wq7N9ZbCU4PRCRBrwmQ1hvaDbN//9YygKu7XU3vpN785ovfcNNHN3FV16v4ad+fNtklbLwBL59u/ZTXV7/OgrwFuEwXF3a4kOu6X3dMxQBF5NSlQBsM9jK0DYbDhMfEUlVWSnHedgBikg+cl2oYBhFDh1D+5cdEnDkcX+2al978Cpwp4RQ//xHRo0Zhuo99CGJKVjQJGZGs+DLvkIG2oqSGVd/soMvQNMKijv5Dc1Z2P6ITk/nhow8PG2hrqir5bsZ0srL7k9q+4yH387SPxZkaQelnuUT0TTnsnEJfURWlX+QSkZ18wgrrnJJM017KIqmTvcQD2EPcyvLtcJu/3P6Qlb/M/tDl3WepJWf4PgG3A8S1tYc8x7aB2MwTNkc3zBnGkPQhDEkfAtgfktYUrWFJwRJ+KPiBJQVL+HjLx/X7J4Ql0CW+C10SutA5vjPt49qTFZPVYLiy4XQSMXBg/ZdJvqIiKr79lopvFlD+zTcUfP55/fvl6dyZ8N69Ce/Tm+Ru3Wg1oQPDrujMzs0l5K4sZOvKInLmbOX72VtwOE1S2kaT1v4Kug27nury9WxZupC1C75i2SdzwDBIzepI546DSTOzqNlcQtXy3WCAOzMaT+d4wrrE424VjeEITq9Fz1axPHhxL34ztivv5mzn9W+38JcPV3L/jJWc1iGR8X1acV6PNGIPM8JDRILE4bLDartjG5nVK7kXb1z4Bk98/wQvr3yZjzZ/xF397uLCDhdiGk1jvnxuaS7T10/nrTVvUVBZQHpkOnf2u5MfdfzRIb9wFBE5HAXaIAi4vPgCDZfdiUlKAcsid5W9VmtsysF7HKPPHknJe+9jhIFvVyWWZeHLL8cRU0GgrIzYcRceV9sMw6D76Rl88eZaCraUktwm+oB9fpi7Fb83QPbIxi17Y5oO+o65kPkv/YfclcvI7NbzoPstePt1Kkv2cNolVx2xrTEj21D4yip7iZN+B3/PLMtizwcb7P1Ht2tUm+UYGIa9Bm50mj2vq45lQWke7F5Xe1lvX+cvs+fmBnwNjxOZYq+/GNcaYlvbITcqBaLSIDrVvg7CvC+X6aJHYg96JPbgyq5XArCneg9ritawunA1q4tWs7pwNS+vfBlvwFv/vOTwZLJis8iKyaJtTFuyYrLIiMogIyqDyPh4Ys49l5hzzwXsgFu1dCmVOT9QuWQJJbNmUfzGG/aBHA7cWVmEdelMVucudOnbGca2YVdFBNs3lrFjwx5++GQrAZ89+z4m6XTaDxqFJ7yQ6rINFG5fyRdzX8EKBMAwaN+6L1lJvYgvCVAzt5TSuVsw3CbuNjG428bgyYrB3Tr6uIcnR4e5uHZIW64d0pZ1O8t474ftvJezjV+9tYT/e2cpA9rGM7JbCmd3TaVDcqSGAYo0UeHOcCYPmswF7S/gwYUP8tsvf8vLK1/mlt63cFabs0ISbPdU72H2ptl8sOEDFu9cjIHB6a1O5w9d/sAZrc7Q/FgROS4nNdDOmjWLO++8E7/fz0033cTkyZMbPG5ZFnfeeSczZswgIiKC//73v/SrnWfalNVElVPtq2ywra5HduuyJZgOJ1EJiQd9btSZZ2B4PFjVhXjzo/DvqSZQ4cO75RtcmZlEDD7+OTBdh6bx7YcbWfjBRs7/Se8Gj5XsruSHuVvpPCiV+LTG93RmnzuW7z54h/mv/Jcr73vogOrFu7Zs4rsP37UL4XQ6sNLz/sJ7JuFqFcWemZsI75qAeZBeoYrFO6lcvpuY0Vk447T+XMgYxt4hy/v3Jvh9ULrdrrK8ZysUb7Eve7ZC3hJ73Vx/zYHH9MRAVKodnqNS7UtEvL0ERUSiPX9339vOo/vzj/XEMjBtIAPT9g7f9wa8bN6zmU0lm+zLHvt6zuY5FFcXN3h+jDuGjKgM0iPT669TW6eS2HkISRMvIN2TgGd7IdVr1lC9ZjVVq9dQuWQpJTNm7j2IaZKakUHrNm1wtM2iLKEDRWYKuyssCnPL2FMIWO2B9kSn+gmP2g1WPkWVuWxd/ibe6grcZhhpke3JTOhC0uZWhK0rwsAOlo4ED+6MKFzpUbgyInGlROCIDzum6skdU6K4Z1Rn7j6nE0ty9zBnRT5zV+3kgRmreGDGKtokRDCkfQKD2yUyqF0CrROaZwEakZasZ1JPXhzzIh9u+JCnf3iauz69i45xHbmy65WMaTemwcoMJ0J+eT6f5X7GJ1s/YUHeArwBLx1iO3Bnvzs5v935pEc133VxRaRpOWmB1u/3c/vttzNnzhwyMzMZOHAg48aNo3v37vX7zJw5k7Vr17J27VoWLFjAbbfdxoIFC05WE4+Zz/Id8O1ibLLdu5i3bjXxGZmYh/j20YyMJOaC86la8y2QQNVqe85t1dJPSf7p9QesjXksPBEuss9pw4L3NrB5+W7a9rDDdSBgMe+FlRgGDPnRsc1XcXnCOPOq65n1z8f49v23GTT+kvrHqsrLeP/xv+KJjOLMq64/quMZpkH8xZ3Y+VQOhf9bS+I13Rp8IK/eXELxO+twZ8UQPUxzZ5ssh7O2N7bNwR8PBKBitz2UuWwHlB7ketsiuwiKt/zQr+OKrA258fYcNE8MeKIPcomBsH0ec0fhcoXTMSyRjtGtoc3IBst5FFcVs6lkEzvKd7C9fDvby7aTV57H1tKtLNyxkPKDtMltukkKTyKpQxKJPRNJCDudeH8YqTtrSCioJrqgjIi8PdRsz8dY8gOUlRMLxNY+3+eJpDqzO+XJnShzZlJeGkdZoCuV3l6Y4RZuTyGWv4B8azf5u5fir5kH3kqSwloR704jvjyFhIJ0IpfF1rfJMiyIMjETPLhTowhLjcEZ58ER48ER68aMch828BqGQZ/WcfRpHccvzuvCtuJK5q3ayWerC5i9PJ83FuUCkBEbRp/WcfTIiKF7Rgw9MmJJifaoF1ckxEzD5MIOFzKm3Rhmb5rN88ue58/f/JmHv32Ys9uczVmtz+K0VqcR44457tfaU72HxTsX813+dyzIW8DKwpUAtI5uzVVdr+L89ufTNaGrfi+ISNCdtEC7cOFCOnbsSPv29pIsV1xxBdOnT28QaKdPn851112HYRgMGTKE4uJi8vLySE9v2t/i+QP+A9ZFi05Kxun24KupJrXd4cNiwsSJbLn5N7g7nEfxe+uxfBU44hzEXXrJYZ/XGNnntGbtonw+fn4FF9zeh/j0CD5/bQ3bVhdz1rVdiT6OKsHdh53N+u8W8Pmr03A4XfQdfQFFO7Yz88lHKN6Rx4Tf3HfQysaH4m4VRez57djz/gYKX15J3I86YkY4qVhcQPF763DEuA8IutLMmCZEJdsXDj5UvZ63CiqL7ABcWQgVhbXXu6GiaO+26lK7F7h6j327qgQs/9G1xzDtOcCucHBFEOcKJ9sVZld6rt2GMwwcaViRmZSYJruMALvwscuyL7utanYHqtlVWcy2sjyW+SrZ46+kxvJDONCm9gJgWURXOkgqgfRyJ2mlTpLLDBJLVxK/czkJa/1klvlwV/vxmy4qw5OpCE+hIiKZak8CVZ52VIf3ozIynEKjmt3eYgLV+VjFa3AEyoh1uoh2RhHtiieqLJ7o3fFEbYyn2tzV4Me2LIsaqvGZXvwOC8sJlgsMt4kR5sCMcOEId+GM8OCKCscVFcaYcBfnD87AHNaaLWU1LNlRxnfbS1i+bQ8fL9uBHwgAMWFO2iZG0jYxgraJEWTGR5AY6SYxykNSlJu4CDfhLgcuh6EPuCInmNN0cn778xnbbiwrdq/grbVvMWfzHGZsnIHTcNIloQs9k3rSI7EHmdGZZERlkBSehNt0N/j36Qv42F25m50VO8mvyGfDng2sKVrDmqI1bNqzCQsLl+miV1Iv7ux3J2e3Ppt2se30b1xETqiTFmi3bdtG69Z752hmZmYe0Pt6sH22bdt22EC7evVqRowYEfT2NkbF5goMwzigHTs3baC6opyE1Vt5+O0PD3sM7/ZtBF76CZhOrKoi3G2SMM87L6jt9NUE2LWtlCmvWBiGPQUyJjGMN1cdf7Eeywqwe+sW/jnvBgzDwLIsTNNBYmZrpt9x5zEd07+nGt+rVXAvdtUtC8wwB87UCIwPm0ZxC2lqnEBi7QWwAhDw2/N5A36waq8DfvsxK2CHXitg9xpb1WBV7nN///2s2ksAqL22rEO2Jho73PkNAx/gMwz8BvgwKDKgAIPlRu0+GAQMagOhvZ9lgeEDo2o95m5wBMDpt6/NQO21ZWBaTgwcGJYDAwfgwDJMAoZJwDCwDLu31sDudTVrLw5MTMPENAyM2tsGJoZh1g9lboyG5VwsCoACLBbt3bTfHg35LR9RHZMb/boicnQMw6BHUg96JPXg3sH3snTXUubnzueHgh/4YMMHvL769Qb7OwwH4c5wLCyqfdX4LN8Bx8yMyqRTfCfGthtL/9T+9ErqRZhTFdJF5OQ5aYHWOsiHvv2/sTuafQCmTp3K1KlTAfB6vQc8frLt3ztbJyEjk8qSPQddsmd/rlat8O0sJFBZhattCmZk8OekOd0mKW1iqCipIeAPEBblwh2kdS4NwySpTRaVpSVUV1TgcDqJiI074vq0h+OI9WBGuAiUe7ECFmZtj5HIUTNMcJh25dATybKAwEECr4VpBTAtCxeB2gRXu09dnKu/be33+H77WhYWFgHLwiJQe21hWRYB7KXD6rYFsLAsHw6r9vdqoPb5DW6DP2Dgtwwsy6h9CaP+RwEDwzKBunBr7HO997+1b7Q9Ytuifuj2vv89HAODvT/tUfaoi8hxc5iO+iXQAAJWgG2l29hWvo3tZdvZXbmbSl8llb5KDMPA4/DgcXhICEsgNSKVlIgU2sS0aVAhXkQkFE5aoM3MzGTr1q3193Nzc8nIyGj0PgCTJk1i0qRJAAwYMIBPP/30xDT6KNX1zIa6HSIicvwGDBgQ6iacFIWFhVx++eVs2rSJrKws3njjDeLjG04P2bp1K9dddx07duzANE0mTZrEnXce26gbadpMw6R1TGtaxzRuxQMRkVA7aeM2Bw4cyNq1a9m4cSM1NTW89tprjBs3rsE+48aN44UXXsCyLL755htiY2Ob/PxZERGR5mjKlCmMHDmStWvXMnLkSKZMmXLAPk6nk0ceeYSVK1fyzTff8NRTT7FixYoQtFZEROTgTlqgdTqdPPnkk5x33nl069aNyy67jB49evD000/z9NNPAzB27Fjat29Px44dufnmm/nnP/95sponIiJySpk+fToTJ04EYOLEibz77rsH7JOenl6/fF50dDTdunVj27ZtJ7OZIiIih3VS16EdO3YsY8eObbDt1ltvrb9tGAZPPfXUyWySiIjIKSk/P79+FFR6ejo7d+487P6bNm1i8eLFDD7E+uj71rcoKCgIbmNFREQO4aQGWhERETl5zjnnHHbs2HHA9vvvv79RxykrK2PChAk8/vjjxMQcfM3S/etbiIiInAwKtCIiIi3Uxx9/fMjHUlNT69d6z8vLIyUl5aD7eb1eJkyYwNVXX83FF198opoqIiJyTLSYp4iIyClo3LhxTJs2DYBp06Yxfvz4A/axLIsbb7yRbt26cc8995zsJoqIiByRAq2IiMgpaPLkycyZM4dOnToxZ84cJk+eDMD27dvr6118+eWXvPjii8ybN4/s7Gyys7OZMWNGKJstIiLSgIYci4iInIISExOZO3fuAdszMjLqQ+sZZ5yBZVknu2kiIiJHTT20IiIiIiIi0iwp0IqIiIiIiEizpEArIiIiIiIizZICrYiIiIiIiDRLhtXMqz0kJSWRlZUV6mZQUFBAcnJyqJvRZOj92EvvRUN6P/bSe9FQU3k/Nm3axK5du0LdjGZN5+amSe/HXnovGtL7sZfei4aayvtxuHNzsw+0TcWAAQNYtGhRqJvRZOj92EvvRUN6P/bSe9GQ3g8JNv2dakjvx156LxrS+7GX3ouGmsP7oSHHIiIiIiIi0iwp0IqIiIiIiEizpEAbJJMmTQp1E5oUvR976b1oSO/HXnovGtL7IcGmv1MN6f3YS+9FQ3o/9tJ70VBzeD80h1ZERERERESaJfXQioiIiIiISLOkQCsiIiIiIiLNkgLtcZo1axZdunShY8eOTJkyJdTNCakbbriBlJQUevbsGeqmNAlbt27lrLPOolu3bvTo0YMnnngi1E0KmaqqKgYNGkSfPn3o0aMHf/jDH0LdpCbB7/fTt29fLrjgglA3JeSysrLo1asX2dnZDBgwINTNkWZO5+a9dG5uSOfmvXRuPjidm/dqLudmzaE9Dn6/n86dOzNnzhwyMzMZOHAgr776Kt27dw9100Ji/vz5REVFcd1117Fs2bJQNyfk8vLyyMvLo1+/fpSWltK/f3/efffdU/Lvh2VZlJeXExUVhdfr5YwzzuCJJ55gyJAhoW5aSD366KMsWrSIkpISPvjgg1A3J6SysrJYtGgRSUlJoW6KNHM6Nzekc3NDOjfvpXPzwencvFdzOTerh/Y4LFy4kI4dO9K+fXvcbjdXXHEF06dPD3WzQmbYsGEkJCSEuhlNRnp6Ov369QMgOjqabt26sW3bthC3KjQMwyAqKgoAr9eL1+vFMIwQtyq0cnNz+fDDD7nppptC3RSRFkXn5oZ0bm5I5+a9dG4+kM7NzZMC7XHYtm0brVu3rr+fmZl5yv5SlMPbtGkTixcvZvDgwaFuSsj4/X6ys7NJSUlh1KhRp/R7AXDXXXfx0EMPYZr6NQz2B6tzzz2X/v37M3Xq1FA3R5oxnZvlaOncrHPz/nRubqi5nJv1p3UcDjZa+1T/ZksOVFZWxoQJE3j88ceJiYkJdXNCxuFwkJOTQ25uLgsXLjylh7598MEHpKSk0L9//1A3pcn48ssv+f7775k5cyZPPfUU8+fPD3WTpJnSuVmOhs7NNp2b99K5+UDN5dysQHscMjMz2bp1a/393NxcMjIyQtgiaWq8Xi8TJkzg6quv5uKLLw51c5qEuLg4RowYwaxZs0LdlJD58ssvee+998jKyuKKK65g3rx5XHPNNaFuVkjV/e5MSUnhoosuYuHChSFukTRXOjfLkejcfCCdm3VuPpjmcm5WoD0OAwcOZO3atWzcuJGamhpee+01xo0bF+pmSRNhWRY33ngj3bp145577gl1c0KqoKCA4uJiACorK/n444/p2rVraBsVQg8++CC5ubls2rSJ1157jbPPPpuXXnop1M0KmfLyckpLS+tvf/TRR6rIKsdM52Y5HJ2b99K5uSGdmxtqTudmBdrj4HQ6efLJJznvvPPo1q0bl112GT169Ah1s0LmyiuvZOjQoaxevZrMzEyee+65UDcppL788ktefPFF5s2bR3Z2NtnZ2cyYMSPUzQqJvLw8zjrrLHr37s3AgQMZNWqUyuFLvfz8fM444wz69OnDoEGDOP/88xk9enSomyXNlM7NDenc3JDOzXvp3CyH05zOzVq2R0RERERERJol9dCKiIiIiIhIs6RAKyIiIiIiIs2SAq2IiIiIiIg0Swq0IiIiIiIi0iwp0IqIiIiIiEizpEArIiIiIiIizZICrYiIiIiIiDRLCrQiIiIiIiLSLCnQioiIiIiISLOkQCsiIiIiIiLNkgKtiIiIiIiINEsKtCIiIiIiItIsKdCKiIiIiIhIs6RAKyIiIiIiIs2SAq2IiIiIiIg0Swq0IiIiIiIi0iwp0IqIiIiIiEizpEArIiIiIiIizZICrYiIiIiIiDRLCrQiIiIiIiLSLCnQioiIiIiISLOkQCsiIiIiIiLNkgKtiIiIiIiINEsKtCIiIiIiItIsKdCKnELuvfdesrOzsSwr1E0RERE55em8LHL8FGhFTiHPP/88fr8fwzBC3RQREZEW4T//+Q+GYTS4mKZJfHw8Z599Nm+//fYhn6vzssjxc4a6ASJycixbtoy8vDx+97vfhbopIiIiLcb3338PQO/evenbty8A5eXlfPvtt3zyySd88sknPProo9x9990NnqfzskhwKNCKnCLmzJlDdHQ01157baibIiIi0mLUBdo77riDm2++uX57TU0Nl112GdOnT+f3v/89P/nJT/B4PPWP67wsEhwacixyipgzZw7XXXcdUVFRoW6KiIhIixAIBFiyZAkAPXv2bPCY2+3mN7/5DQBlZWWsW7euweM6L4sEhwKtSDP2ww8/cNVVV5GWlkZ4eDh9+/bltddew7IsoqKicDqdVFZWUlNTw/z58/nJT34S6iaLiIi0GKtWraK8vByAHj16HPB4q1at6m/v2zur87JI8GjIsUgz9dxzz3Hrrbfi8/kYNGgQWVlZLFu2jCuvvJKVK1dSXl5Or169CA8P57PPPmPgwIF079491M0WERFpMeqGG7dp04aYmJgDHl+7di0AGRkZdOjQoX77119/rfOySJAo0Io0Q5988gm33HILcXFxvPDCC4wdOxYAy7K4++67+fOf/wzAgAEDAMjJyeGOO+4IWXtFRERaorpAu/9wY7DPyQ8++CAAf/nLXxpUMtZ5WSR4DEsLX4k0Kz6fj65du7J+/Xo++ugjRo0a1eDxsrIy4uLi8Pv9PPXUUxrOJCIicoKMGDGCzz77jF/96lf89a9/BcDr9bJkyRL++Mc/8vnnn/PYY4/x4x//OMQtFWm5NIdWpJl59dVXWb9+PWPHjj0gzAJERUWRnp4O7O2hPZyZM2diGAbbt28PeltFRERaKsuyyMnJAeChhx6qX4PW7XYzYMAAFi5cyGeffXbCwmzd+Xvbtm0n5PgizYWGHIs0M++88w4A11xzzSH3qaiowOVy0adPnyMeLycnh9TUVDIyMoLWRhERkZZu/fr17NmzB4CrrroKl8uF3+9n48aNfPXVV+zcuZOLL76YVatW4XK5gv76OTk5JCcnNyg8JXIqUqAVaWa+++47AAYOHHjQx3fs2EFhYSF9+/ZtUFHxUHJycujXr19Q2ygiItLS1c2fTU1N5eWXX27w2PTp07nooovYsGED7777LpdeemnQXz8nJ4e+ffsG/bgizY2GHIs0MwUFBQBER0cf9PHXX38dOLrhxgCLFy9uEGhXrVpF165dOeeccygsLDzO1oqIiLRMdYH2YF8wjx8/nnPPPReAV155pVHHTU5O5v777+eRRx6hY8eOREZGMnbsWHbv3t1gv8WLF5OdnX1sjRdpQRRoRZqZuiC7/wLtALt27eKBBx4Aji7QlpeXs379+vpA++677zJ48GDOO+88Zs+eTUJCQhBbLiIi0nIcLtAC3HTTTQDMnj2bioqKozrm9u3b2bVrF8899xwrV67kH//4B0888QTz5s3j4Ycfrt+v7vytHloRBVqRZufMM88E4E9/+hOVlZX127du3cqYMWPYuXMncHSB9ocffiAQCJCdnc3vfvc7rrzySh5//HGeeOIJHA7HifkBREREWoDFixcDMGjQoIM+PmbMGMLDw6msrOSjjz46qmMuWbIEgMsvv5xnn32WMWPGcNNNN3H22WezZs2a+v3qzt8KtCIKtCLNzr333ovH4+Gjjz6ic+fOXHLJJZx33nl07NiRuLg4kpOTiYqKolevXkc81uLFiwkLC+OnP/0pzz33HJ988omWFhARETmCLVu2sGvXLuDQXyBHRkYyevRowB4BdTSWLFmC2+1m8uTJDbYXFhaSnJxcf3/x4sVERkbSqVOnY2i9SMuiQCvSzPTt25d58+YxfPhwdu/ezUcffUR5eTn/+te/ePDBBykoKGDkyJFHVVExJyeHyMhIZsyYwQMPPMCQIUNOwk8gIiLSvNX1zrZr146kpKRD7nfJJZcA8MEHH+D3+4943CVLljBw4EBiY2Prt1mWxfLly+nZs2f9tpycHHr37o1p6qO8iKocizRDp512Gp9++mmDbZZlMWHCBABuueWWozpOTk4O1113HQB33XUXQ4YMoWvXrkFtq4iISEszfvx4LMs64n5XXXUVV1111VEf94cffmD48OENtq1bt46ysrIGS/Hl5OQccqizyKlGX+uINDOLFi06YNvOnTu54YYbeOeddzj//PMZM2bMEY/j9/tZtmwZffr04eGHH2bw4MFceOGFFBUVnYhmi4iIyGHU1NSwevXqAyoX5+TkANQH2rrztyoci9jUQyvSjOTm5jJw4ECysrLo2rUrsbGxbN26lcWLF1NZWcnw4cOPenmAlStXUlVVRe/evXE4HLz++usMGjSIyy67jJkzZ+J06teDiIjIybJy5Uq8Xu9BA21WVlb9MOS687cKQonY1EMr0szceOONuFwuvvrqK9566y3WrVvH8OHDefHFF5k3bx4xMTFHdZycnBycTifdu3cHIC4ujvfee49vv/2We+6550T+CCIiIrKfJUuW4HQ6G8yVBXsY8r4ht+78vf9+IqcqwzqaCQAniN/vZ8CAAbRq1YoPPviAwsJCLr/8cjZt2kRWVhZvvPEG8fHxoWqeiIiIiIiINGEh7aF94okn6NatW/39KVOmMHLkSNauXcvIkSOZMmVKCFsnIiIiIiIiTVnIemhzc3OZOHEi9957L48++igffPABXbp04dNPPyU9PZ28vDxGjBjB6tWrD3ucpKQksrKyTk6jD6GujV26dAlpO0RE5Pht2rSpfn1JOTY6N4uISDAd7twcsqovd911Fw899BClpaX12/Lz80lPTwcgPT2dnTt3HvS5U6dOZerUqYC9aPXBqr6eTCNGjAA4YBkVERFpfgYMGBDqJjR7WVlZOjeLiEjQHO7cHJIhxx988AEpKSn079//mJ4/adIkFi1axKJFi0hOTg5y60RERERERKQ5CEkP7Zdffsl7773HjBkzqKqqoqSkhGuuuYbU1FTy8vLqhxynpKSEonkiIiIiIiLSDISkh/bBBx8kNzeXTZs28dprr3H22Wfz0ksvMW7cOKZNmwbAtGnTGD9+fCiaJyIiIiIiIs1Ak1qHdvLkycyZM4dOnToxZ84cJk+eHOomiYiIiIiISBMVsqJQdUaMGFFfuCExMZG5c+eGtkEiIiIiIiLSLDSpHloRERERERGRo6VAKyIiIiIiIs2SAq2IiIiIiIg0Swq0IiIiIiIi0iwp0IqIiIiIiEizpEArIiIiIiIizZICrYiIiIiIiDRLIV+HtiXw7ijHMI1QN0NERERqVa9ejeFyhboZIiJyginQBoPfwrJC3QgRERGpY/l8YOjLZhGRlk5DjoNB50sREZEmxgB92Swi0uIp0AaDYaAuWhERkSbEACVaEZGWT4FWREREWh7DwNKXzSIiLZ4CbTCog1ZERKSJ0clZRORUoEAbLDpnioiINB2qbyEickpQoA0Gw0CJVkREpOkwVN9CROSUoEAbDMqzIiIiTYsCrYjIKUGBNgg0qklERKSp0dlZRORUoEAbDOqhFRERaVoM1EMrInIKUKANCiVaERGRJkXL9oiInBIUaINBeVZERKRpMQydm0VETgEKtEGiL4FFRESaGp2cRURaOgXaYDBUeEJERKQp0bI9IiKnBgXaYFDhCRERkaZFQ45FRE4JCrQiIiLSMunLZhGRFk+BNhhqi0KpmqKIiEgTYahio4jIqUCBNgiMusXbA6Fth4iIiNTSHFoRkVOCAm0w1NWECujEKSIi0jQYyrMiIqcABdpgqA20VkBdtCIiIk2CARpyLCLS8inQBpNfJ04REZEmQUOORUROCQq0wVC7Dq2lIcciItJM3XDDDaSkpNCzZ8/6bX/84x9p1aoV2dnZZGdnM2PGjBC2sHEMtGyPiMipQIE2mBRoRUSkmbr++uuZNWvWAdvvvvtucnJyyMnJYezYsSFo2THSkGMRkVOCAm0w1M+h1YlTRESap2HDhpGQkBDqZgRP7ZBjLaknItKyKdAGk+bQiohIC/Pkk0/Su3dvbrjhBoqKikLdnKNXOx0Ivz+07RARkRNKgTYIDM2hFRGRFui2225j/fr15OTkkJ6ezs9//vND7jt16lQGDBjAgAEDKCgoOImtPDytQCAi0rIp0AaD1qEVEZEWKDU1FYfDgWma3HzzzSxcuPCQ+06aNIlFixaxaNEikpOTT2IrD0E9tCIipwQF2iCyNORYRERakLy8vPrb77zzToMKyE1e3egpBVoRkRbNGeoGtAjqoRURkWbuyiuv5NNPP2XXrl1kZmZy33338emnn5KTk4NhGGRlZfHMM8+EuplHre7UrB5aEZGWLSSBtqqqimHDhlFdXY3P5+OSSy7hvvvuo7CwkMsvv5xNmzaRlZXFG2+8QXx8fCia2Eh13wIr0IqISPP06quvHrDtxhtvDEFLgqS+voXm0IqItGQhGXLs8XiYN28eP/zwAzk5OcyaNYtvvvmGKVOmMHLkSNauXcvIkSOZMmVKKJrXeOqhFRERaVrq5tD6fKFth4iInFAhCbSGYRAVFQWA1+vF6/ViGAbTp09n4sSJAEycOJF33303FM1rPK1DKyIi0sSoh1ZE5FQQsqJQfr+f7OxsUlJSGDVqFIMHDyY/P5/09HQA0tPT2blz50Gf21SXBtA6tCIiIk1E3egpzaEVEWnRQhZoHQ4HOTk55ObmsnDhQpYtW3bUz21qSwNoHVoREZEmRlWORUROCSFfticuLo4RI0Ywa9YsUlNT65cIyMvLIyUlJcStayT10IqIiDQNWodWROSUEJJAW1BQQHFxMQCVlZV8/PHHdO3alXHjxjFt2jQApk2bxvjx40PRvMbTHFoREZEmSXNoRURatpAs25OXl8fEiRPx+/0EAgEuu+wyLrjgAoYOHcpll13Gc889R5s2bXjzzTdD0bzGq/sWWIFWRESkSaifDqQqxyIiLVpIAm3v3r1ZvHjxAdsTExOZO3duCFoUHOqhFRERaSLqv2xWD62ISEsW8jm0LUJ9JUUFWhERkSZBRaFERE4JCrRBpHk6IiIiTYwCrYhIi6ZAGwyaQysiItK0qIdWROSUoEAbTBpyLCIi0jRo2R4RkVOCAm0QGFq2R0REpEmy/JoOJCLSkinQBkNdUSgFWhERkSbBqJ8OpB5aEZGWTIE2KOrm6SjQioiINAn169Aq0IqItGQKtMGgHloREZGmST20IiItmgJtEGkOrYiISBNRX+VYc2hFRFoyBdpgMVCVYxERkaaiPtD6QtwQERE5kRRog8VQD62IiEjTUbdsj3poRURaMgXaoDHUQysiItJU1Ne30BxaEZGWTIE2SAz10IqIiDQd9UOOFWhFRFoyBdpgUqAVERFpEgwFWhGRU4ICbbAYWodWRESkydEcWhGRFk2BNlgMQz20IiIiTYWqHIuInBIUaINIc2hFRESaiNpAS0A9tCIiLZkCbbAYqIdWRESkqdAcWhGRU4ICbdAYmkMrIiLS1CjQioi0aAq0waIeWhERkaajvodWQ45FRFoyBdogMdBJU0REpKkw6ufQqodWRKQlU6ANFgPQkGMREZEmxfIp0IqItGQKtMFiGKpyLCIi0lSoh1ZE5JSgQBssBioKJSIi0lRoDq2IyClBgTaYdNIUERFpQgwsvy/UjRARkRNIgTZYDC3bIyIi0qQY6MtmEZEWToE2WFQUSkREpGkxDM2hFRFp4RRog8QwNE9HRESkSTEMVTkWEWnhFGiDRkOORUREmhpLPbQiIi2aAm2waJ6OiIhIk2IYhs7NIiItnAJtsGjZHhERkabFUJVjEZGWToE2WAxDRaFERESaGvXQioi0aAq0QaSiUCIiIk2IYWgOrYhIC6dAGySGAQTACqiXVkREpEkwDFCVYxGRFk2BNlgMw75WoBUREWkiDKyARk+JiLRkCrTBUptnVRhKRESkiTAAv3poRURaMgXaYNM8WhERkabBMLAUaEVEWrSQBNqtW7dy1lln0a1bN3r06METTzwBQGFhIaNGjaJTp06MGjWKoqKiUDTv2NQOOVYPrYiISNNgYICKQomItGghCbROp5NHHnmElStX8s033/DUU0+xYsUKpkyZwsiRI1m7di0jR45kypQpoWjesdGQYxERkabFMLQCgYhICxeSQJuenk6/fv0AiI6Oplu3bmzbto3p06czceJEACZOnMi7774biuYdH504RUREmgYDLL8v1K0QEZETKORzaDdt2sTixYsZPHgw+fn5pKenA3bo3blzZ4hbd/QMDTkWERFpWrRsj4hIi+cM5YuXlZUxYcIEHn/8cWJiYo76eVOnTmXq1KkAFBQUnKjmNY6GHIuIiDQtKgolItLihayH1uv1MmHCBK6++mouvvhiAFJTU8nLywMgLy+PlJSUgz530qRJLFq0iEWLFpGcnHzS2nxYtYFWQ45FRESaCMMAn4Yci4i0ZCEJtJZlceONN9KtWzfuueee+u3jxo1j2rRpAEybNo3x48eHonnHRkOORUREmhTDMLAUaEVEWrSQDDn+8ssvefHFF+nVqxfZ2dkAPPDAA0yePJnLLruM5557jjZt2vDmm2+GonnHRz20IiIiTYSGHIuItHQhCbRnnHEGlnXwnsy5c+ee5NYEiebQioiINC2GoSrHIiItXMirHLcUqnIsIiLSxBioyrGISAunQBssKgolIiLStGgOrYhIi6dAG2TqoRUREWkiNORYRKTFU6ANltohxyjQiohIM3TDDTeQkpJCz54967cVFhYyatQoOnXqxKhRoygqKgphCxvPMAwNORYRaeEUaIOlviiUhhyLiEjzc/311zNr1qwG26ZMmcLIkSNZu3YtI0eOZMqUKSFq3TEyVOVYRKSlU6ANFlU5FhGRZmzYsGEkJCQ02DZ9+nQmTpwIwMSJE3n33XdD0LLjoDm0IiItngJt0GjIsYiItCz5+fmkp6cDkJ6ezs6dO0PcokYyDFCgFRFp0UKyDm1LZGjIsYiInMKmTp3K1KlTASgoKAhxa2ppyLGISIunHtog05BjERFpKVJTU8nLywMgLy+PlJSUQ+47adIkFi1axKJFi0hOTj5ZTTwCBVoRkZZOgTYICraWsjuv3L6jQCsiIi3EuHHjmDZtGgDTpk1j/PjxIW5R4xgG4PWGuhkiInICKdAGgWEYBAIWGBpyLCIizdOVV17J0KFDWb16NZmZmTz33HNMnjyZOXPm0KlTJ+bMmcPkyZND3czG0ZBjEZEWT3Nog8B0GHirAuAw1EMrIiLN0quvvnrQ7XPnzj3JLQkiw4BAACsQwDD1Hb6ISEuk3+5B4HCYBPwWhsPUHFoREZGmoq5io3ppRURaLAXaIDAdtUOOTUNDjkVERJqK2kCrtWhFRFouBdogMB213wCbGnIsIiLSZNQFWvXQioi0WAq0QWA67LfRMrRsj4iISFNh1A05Vg+tiEiLpUAbBKaz9htgQ0OORUREmgz10IqItHgKtEFQN+TYAg05FhERaTLq5tAq0IqItFQKtEHgqB1yHMDC8qmHVkREpEmoHXGMzxvSZoiIyImjQBsEdT20AQsFWhERkaZCQ45FRFo8BdogMR0Gfgssn4Yci4iINAmGhhyLiLR0CrRB4nAY+AMWqCiUiIhIk1Bf5divKsciIi2VAm2QmA4Dr9/C8irQioiINAn1PbQKtCIiLZUCbZCYDhOfL6Ble0RERJoKDTkWEWnxFGiDxHQYeH2W5tCKiIg0FRpyLCLS4inQBokdaAOqciwiItJUqMqxiEiLp0AbJKbDJGBpDq2IiEjTURtoveqhFRFpqRRog8ThrFu2R4FWRESkKTDMuh5aBVoRkZZKgTZITIdJAMCvObQiIiJNioYci4i0WAq0QeJwGgQsIGBhBRRqRUREQk5VjkVEWjwF2iAxnbU9tABaukdERCT06gOtN8QNERGRE0WBNkhM08Cqm6ujpXtERERCr37ZHvXQioi0VAq0QeQMdwAqDCUiItIkaMixiEiLp0AbRK5wJ6BAKyIi0hQYhqoci4i0dAq0QeSKcAEKtCIiIk1C3ZBjnwKtiEhLpUAbRK4Iu4dWS/eIiIg0ARpyLCLS4inQBpEnyu6h9VWqmqKIiEjIacixiEiLF5JAe8MNN5CSkkLPnj3rtxUWFjJq1Cg6derEqFGjKCoqCkXTjos72g1AZUlNiFsiIiIi9VTlWESkxQpJoL3++uuZNWtWg21Tpkxh5MiRrF27lpEjRzJlypRQNO24eGoDbZUCrYiISOjV9dB61UMrItJShSTQDhs2jISEhAbbpk+fzsSJEwGYOHEi7777bghadnzCY+xAW12qIcciIiKhtrfKsXpoRURaqiYzhzY/P5/09HQA0tPT2blzZ4hb1HhhMR4AakrVQysiIhJydVWONYdWRKTFajKBtjGmTp3KgAEDGDBgAAUFBaFuTr3wWLsoVHWZemhFRERCTlWORURavCYTaFNTU8nLywMgLy+PlJSUQ+47adIkFi1axKJFi0hOTj5ZTTwi020v21NTrkArIiLSJDgcWFqHVkSkxWoygXbcuHFMmzYNgGnTpjF+/PgQt6jxDKf9dtaoh1ZERKRJMJxODTkWEWnBQhJor7zySoYOHcrq1avJzMzkueeeY/LkycyZM4dOnToxZ84cJk+eHIqmHRfDaQ9tqqlQoBUREWkKDIdDQ45FRFowZyhe9NVXXz3o9rlz557klgRZbQ+tt9KHZVn11RVFREQkRJxOVTkWEWnBmsyQ45agbsgxPovqCg1vEhERCTW7h1Yjp0REWioF2iAyTAPLAIcBZUXVoW6OiIjIKc9wOkFDjkVEWiwF2iAzHCYmUFZUFeqmiIiIiIYci4i0aAq0QWY4DUz10IqIiDQJhsOhKsciIi2YAm2QGW4HDsOgrFA9tCIiIqFmOBxYXgVaEZGWSoE2yAynidttUqohxyIiIqGnIcciIi2aAm2QGS4Tj9tBWaGGHIuIiISa4XRiacixiEiLpUAbZIbLxOU0VBRKRESkCTAcDlU5FhFpwRRog8xwOXA5TMqKq7ECVqibIyIicmpzOrF86qEVEWmpFGiDzHCZOE2DgM+irFjDjkVERELJUKAVEWnRFGiDzHSZOAz7dklBZWgbIyIicoozXC4snzfUzRARkRNEgTbIDJdZ/6bu2aVAKyIiEkqG04nlVaAVEWmpFGiDzHA7MPwBDNNQD62IiEiIGU4naB1aEZEWS4E2yAyXieW1iE7wqIdWREQkxAy3Sz20IiItmAJtkNmB1k9scrh6aEVEREJNRaFERFo0BdogM1wO8FvEJIUfsofW5/Wy+usvWPH5J9RUVpzkFoqIiJw67KJQCrQiIi2VM9QNaGkMl/0dQWy8h+pyH9UVXjwRrvrHa6oq+d+ff0veutUARCcmc9HkP5DcJisUzRUREWnRDKeGHIuItGTqoQ2yukAbE+8BoGRXVYPH57/8X/LWr2HsHT/nsj88iBXw89YDv6esqPCkt1VERKSl0zq0IiItmwJtkNUH2lg70Bbv3DukuGRXAUs+nkn2uWPpduZZtO7eiwm/+RPV5eV89PQTWJYVkjaLiIi0VIZLPbQiIi2ZAm2QGS4HANGxbjCgaMfeQPvDRx8CMPDCCfXbktpkMezq69mY8x2rvpp/chsrIiLSwtnL9ijQioi0VAq0QVBaU0qlzy4AVddDa2IQkxhG0Y5yACzLYs03X9K2d19iklMaPD/73PNJzmrPF69Ow1dTc3IbLyIi0oIZbhWFEhFpyRRoj5M/4GdzyWZWFa7im7xv6gOt5fUTnx5JUZ4daHdt2URxfh6dBg094BiGaTLi2hspKdjJ4tkfHPK1AlU+SuZuYeczSyiYuoSSjzfjL9e3ziIiIofkdGrIsYhIC6ZAe5wcpoPO8Z1xmS5um3Mbn+d/AYDlDRCfFklxfiWBgMXGnO8A6NB/8EGP06ZnH9r27sui99/GW1N9wOPeggry/76YkjmbwRcgUOOnZO4Wdjy8iMoVu0/cDygiItKMGS4XWBaW3x/qpoiIyAmgQBsEboebbondGJg2kKeW/xMAf7WPhPQI/L4AJbsq2bZ6BfEZmUTGxR/yOEMuupyKPcUsnftRg+3+shp2PbcMq8ZP8m19SLk9m9Q7+pJ6Zz+ciWHsfmEFZQvzTujPKCIip66srCx69epFdnY2AwYMCHVzGsVw2kvnqZdWRKRlUqANEofh4KlznmJ4u7MAeG7xszgTAgAUbi9l++qVtOrS/bDHyOzek1Zde/Dt+2/h2+fEW/zOOvxlNSRN7IGnbUz9dldaJCm39iGsSzzFb6+jfPHOE/CTiYiIwCeffEJOTg6LFi0KdVMaxXA6ATSPVkSkhVKgDSKX6eKOgT8FILdoKz/LuRWAbas2UlVWSquuhw+0AEMuvpyy3btYMX8eAFVriqhcvpuYkW1wt44+YH/DZZJ4TXc87WMpemsN1VtKgvgTiYiING+GSz20IiItmQJtkJlu+5vgm7vdiOXyUe7eQ84Se15tesfOR3x+2959SWnXgUXvv4Xf72PPR5twJIQRfWbmIZ9juEwSru6GI8bD7hdX4i9TpWQREQkewzA499xz6d+/P1OnTg11cxrFcNX20CrQioi0SAq0QVZX5TjNncrrF7yOkVBNWX4eARNKI45ckMIwDAaNv5SivO1snPkN3twyoodnYjgP/0fliHSReE03AhVeit5ai2VZQfl5REREvvzyS77//ntmzpzJU089xfz5B66bPnXqVAYMGMCAAQMoKCgIQSsPrq6HFg05FhFpkRRog6wueAZq/MR6YjmjzwDCqqspifJz2czLeXnly/gChz+pdho8lLi0dMq/2I4Z5SKyX+pRvbY7I4rY0e2oWllI+cIdx/2ziIiIAGRkZACQkpLCRRddxMKFCw/YZ9KkSSxatIhFixaRnJx8spt4SPVzaNVDKyLSIinQBplhGhguE6vG7o1NbhNDwLeL7lmD6ZfajykLp3Dlh1fyQ8EPhzyGaToYdN4lxFup+Noa9b2+RyPq9Aw8neLY88EGfLsqj/vnERGRU1t5eTmlpaX1tz/66CN69uwZ4lY1gopCiYi0aAq0J4DhcdQH2pgkwCojKrI1/xr5L/42/G8UVhZyzYxr+ONXf6Sg4uDDstpEdMU0TH7YOLdxr20aJFzSGUyDorfXYgU09FhERI5dfn4+Z5xxBn369GHQoEGcf/75jB49OtTNOmoqCiUi0rI5Q92Alsj0OAhU24HWW7kLgEAgAcMwOC/rPM5odQb/zPknr6x8hRkbZ3BNt2v4cc8fE+3eW8W4Kmc3NVFe1iz9ivwN60ht3/GoX98R6yH2/Hb2Uj7f7iBqcHpwf0ARETlltG/fnh9+OPSooqZu7zq06qEVEWmJ1EN7AhhuB1ZtoN2z057LWlEaXv94pCuSXw78JdN/NJ0RmSP499J/M/btsTy79FlKa0rx7a7Eu6Oc+NPa4YmIZOH0/x3xNa2aGrz5O6lavZqK77/HcGzHmWKy54N1VK7ahL+0VIWiRETklFPfQ+tTD62ISEukHtoTwPDsDbTF+TsAg+ICJ35fAMc+1YrbxLThoeEPcX3P6/n793/nie+f4Lmlz/Fb86f0oTXRfdLokz+WhdP/R1HeNuLTWwFgBQJUrVxJxddfU7E4h+p1a/FuzYVAoGE7IpKIPPsP5E/5kMpvnsRwuXBlZODKzMSVmYm7TRs8nTvh6dwFZ0oyhmGctPdIRETkZNCyPSIiLZsC7Qlgehz4y+0T5578PMKj4wj4TAq2lpLWLvaA/bsndufpUU+zYvcK/rPsP/BZBZs9efxzxZ8ZP3Asjg+dfPv+24wYPZ7i/73FnunT8eXnA+Bu146wrt2IPf8CnCkpOOLjMSMjoTabVq2uoWpNbxJu+zOGdxM1udvw5uZStXw5/uLi+jY4YmPxdO6Mp2tXwnv3IqxnT9xt22KYewN4IGCxZ2cFRTsqKC+upqyomoqSarzVfnw1AXy184ZNh4HpMHE4TTwRTsIiXYRF2ZfIOA/RCWFEJ4bhcjtO0J+AiIiITcv2iIi0bAq0J4DhcWAVVgFQvDOfuPQMigogb92egwbaOt0Tu/PQoClsm/01SztsYd7Weby/4X3Gp7Zl2dzZJD/5b8J8fqLOPJOYe+4mYuhQXCkph21L5FCLgqd/wLfLSerd43BEu+sf8xUVUb12LdWr11C9xr4U/+9/FL34IgCBuGQqegynKLknhUYSxWUmfu/eYcumaRAR68blceDyOHC4TAzDoKbKT8Dvw+8LUF3uparcvr2/sCgX0QlhxKaEE5vswe0pI+Dfjd9XQmVJEeVFhVTsKcZbXYW3uhpfdTWBgB/TdGA67IvD5SYsKgpPZBRhkZGERUYRGRdPVEIiUQlJRCUkEhkXj8PpxApYWDV+rGo/gRo/Vk0AApYd/g0DDDAcBkaYE9PjwHA7MEz1WouINGdatkdEpGVToD0BDPfeolB7du4gq08//ISzY/0eGHX451atLcIIwMiRFzA8aSyL/vYbwuZ+yRedWzO3Zyw7Lu7E8L7nc3abs3G5Io/cFtMg/pLO5P99MUVvryXxuu71Q4ud8fE4Bw0ictCgva9fWsXaOStZ910+ebudWJiYhV5iStaRUbqVGLOUhMxoErq1ITa7K+G9uuOMjz9sGyzLwlvtp6rMS3lxNSW7qyjYvI0dG1ZRvH0t21duxl+zG9gn9BpOXJ4YPJExeCIiCI9KJDw9EpfbQSAQIBAIYPn9eGuqqS4vo2RXAdXlZdSUVRLliCXGlUisO4loVwLhjmgi3DGEmZGYjZw2bngcmBFOHNFuzCg3jhg3jigXZowbZ6wHR3wYzngPhku9zSIiTZKW7RERadGaXKCdNWsWd955J36/n5tuuonJkyeHukmNZtbOofVWV1FeVEhcShqu8Fg2L9+NZVmHnatavb4Yw+OAQCH5V99NyurVxFx4AelxJnmrVrGiJpfZX/wGt+lmUPoghmUOY1jmMFpFtTrkMV0pEcSOzmLPBxuo+G4nkQNSD9hnV24pSz7JZc3CfPzeANEJMWSPSqFNz0RSMjz41qVQtTSCyqVLqVr2PaWfvEVp3fFbtSKsZ0/CevYgvFcvwrp3xxETU39swzBwug1Kd21k3aJvWL9oAUV52wBwh0fQuns3kloPIzw6FdOZhLcmkpLdFsX5FRTnV1BeFqC8DNgB4dEu4tMiSUiPJD49gviEMKKqfBgFFdRsLqVmexn47V5ky4BAeIAaRw1VgTJ2V+2gpHQXFRV78Ae8+CwvAcuPOyKSqLgE+xKbQFRUPOHhsYR5InEEHAQqfPhLa/DtrqRm0x4CFQd+KDKjXDjjw3Ak2AHXDrphOOI9OOPDMJyqvyYiEgpatkdEpGVrUoHW7/dz++23M2fOHDIzMxk4cCDjxo2je/fuoW5ao9StQ7tn504AYlNSiU6JZdU3OyjOryA+7dA9q9Ub9uCI8bHpssswHA4yn/4X0SNGcM6mDbz465/x+/AbCTunC7M3zeaz3M94YMEDPLDgATrEdmBoxlAGpA6gb2pfEsISGhw36rQMKpfvpvj99Xg6xuKMCwMgb/0eFr6/gdxVRThdJl0Gp9HttHRS28U0CN7uvn2J6Nu3/r6/rIyq5SuoWraMymVLqVq2nNLZs/fu37YtYT17UpPVmk1VZaxZt4qy4iJMh4PWPXqTfd75tO7ei8TWbTDNQ/duWgGL0sIqinZUUJhXTtGOcipyS6n5Ph+/ZWE5DcoNA79lUe5y4IsLw5keSUTbGOI7xxGTHHHAsOGaqkr25O+gOD+P4h21l/ztbNm8gtLdu2CfatBhUdHEp2UQl5ZOXGYG8WnpxKakExuVgtPrwF9Uja+oCl9hFf7iampyS6lctqs+VNt/IcAR7bZDbkJtyE0I23s/1qOhzSIiJ4iW7RERadmaVKBduHAhHTt2pH379gBcccUVTJ8+vdkFWtPjAAvKCuw1aKMTk4lKtIfl5q4qOmSg9ZdU4yuopGr527jbtCHzH3/H1crueU3Jak+77P4snvk+N40ZT/agbH418FdsKtnE/Nz5fL7tc95c8yYvrXwJgA6xHeiX2o8eiT3oltiNjnEdSbi0M/mPf0/Rm2tgdDsWTN/A5mW7CY92MfTiDnQ/PYOwSNdR/YyOqCgiBw8icvDe4cr+4mIqly+ncslSNi7+lpXrl7MrdxVYFsmlFXSq9NE6vTVRNQ48u0vx5O3E7wnHSElpUHxqX4ZpEJMUTmS4k8RSuwhVzZ5qcBo4kiPwpUVSEu6ioMJH0U479FauL4Ev8gBwuk3i02p7c2t7dmNTwolNbU1y23YHvJ6vpoY9O3dQlLedoh3bKa695K5azsovPzt02E3LIL6rfTshJR13wG2H3cIq/LWB11dURfXGPfhzqmHfFZRMA0ecZ2/PbkJYg8BrRrlUgVpE5BgZ7rplexRoRURaoiYVaLdt20br1q3r72dmZrJgwYLDPmf16tWMGDHiBLfs8L5a+B0ByyK2fTaGAfEBSPMbbHmlnLCq3UxZdCWW6SS20uLhD6Ei3LQLEGEPx62LKgkV5cQQTlVFPruS0mDU+Nr9DLtmkbcKR9F2Hp7TEysqoa6OUf0+YOK1oCZQwXbrG+YG5hGw7Lm8BgYuM4wkXzxJVVGU32dRCTijnLii3Bif1R3LPtK+x63LUg3aW9f+2hv2LhZVJXsoL9yFr6Yah9NFZGwc4W4PhteLVVFJYOUaAh9+0LDapGliejwYYWEYnjDMMA+Gx4PhdoPlwF/mI1DuBcuen+yIctkh7xDDeAN+C1+NH2/N3urL3mo/fl/DdXhNh4HTZVdjdrgMnE4Dh9PA4QSHaWB3HNc+x7KwrAC+Gi8+bw0+r7f2thef14dvvw9KpmHgcDpwOBy112btpfY2JoZlYgUMLL99wW9gBextDRgWhmlhGAEwLQwzUHs7gGHY9zFqt7FPm2vbfcA2rH3uWrX/r/sfe6+tvffZ737D/ajfy6p/JYv9X7nhde3j9W+vVf+g1WBnq8GTrUNsP/DasP9uWgCGPf6c2tv7bK/7227VPmfvPvtcN/hrY1D3zH2PV7/V2Lvd2P9xw9jvEWPvS+131IavtU+TDrdP3X+Nho8d6tbBHHS/gzxl/1Yc6WhH9+rgt3xEdTx8oTuRxtpbFKomxC0REZEToUkFWsuyDth2sJ6pqVOnMnXqVAC8TWBOjMM0MCyICXdiWeDyWeAP4DHsn8fpdGEZBj5nALe3LhzUBoKA/cE+oqqMqGo/lsfD5phkAt4AlhUArNp9wcIk1hGOp7yYXX4PfsNRHzwaiqi9AIYXw6zBMKsxLZNAtYdq0yLShHzPdsqogFIXVsAJln2xLCdYjr3bjuLDa7i/ihhfCU7Lh89wUe6KpcbhwSi3MMqrMLEwcGL+P3t3Hl9leef//3VvZ8meQAIJCWtkCYiIAfdd3Ku1to5Va1tr6dQ6tXud4dvpzHRabTvt1FZ/bZlq61JL64yKdcF9t4qoSFlkDULCFgjZz3rf9++PkwQCAVnO4STh/ezjeM69nk8OlDvvc133dYXyMUN5OJ5LwE3guEls18V2k1htrVjNzakIECzACBVh2CHwXbx4K26yDb8jAa0GmKmyDBMwu5/9nnhi4GPj43QtY/lgGrh+ANe38XwH13dw4w6JWICo7+DvMWCUgY9pJDFJYhlJLJK7Lbs4uJiGi+G4GI6H5/u4PiQ9i6Rv4HomrmuSiBl4vsnef7tJBdKuBz3PYBp218PBwsH0rNTn59pYvoPR5+BWPp7h4eLidj17hotL12s8fMPD8z18/NSy7+GTWsb3uoKij9H1l87wuz5qf/dHKgju+cxuy7uHRWOP8NgTvoyuIGmk/sTofr1bKOxOc8buqc7oHacMo1ec6/lvry97jF1bDLr+zuwRTo2umnYt9b3+yPH3+Dvj79ZBwN/rv72O8Hst9TrHvpd2X/b2Wun33qGPow/kHfbPY+/R0EUOl6FBoUREBrV+FWgrKyvZuHFjz3J9fT0VFRV77Td79mxmz54NQG1tLS+99NKRKrFP3S3E3XVElm1nx/0rqKtaw5J3nuYr98wDYP3ft/PEXUu47KvTqKrZdY9rdMUK1n/6GnLP+XdCk0dT+oWp+3yv1sZt3PP1LzH+pNO4+OZv9qz3PB/X93E9PxWsPB/PA9dNEG1p5d3HNvDhknaKykwmnBSl+B0bEvDI1L+y2t/A1kQzjck2Wv3YXu/p+AaFWBT5BoUeFHlQ6LrkeS7hFhNv3RASrbkEQxFGj9hIeV4zIVpxfFKh0vdxfHD8rpDZ9XrPSOb7YTqSF9KR/ASeMQQjsQGj5VncxjdJdAZIdg7F6zTwI/sOFZ5j4AYNko6J6xgkHJNEwCThmMQCJnHHJOaYxC2DuG0QtwwSpkHMMkhYubhGMZ6RD+Rh+HlYXh6Wn4vt5WF7+TheLgb7vufXI4lrxPCMGJ6RwCP17PtRPK8Dw2sDrxPDi2F4cUw3geElwE9ieEkM34WuVvX9sQ2HkJlL2M4nbOUTtnIJmmECZpiAFdrtOYRjBXHM4CF1W3Z9F99PhWAPH893e1pm92423W3dbkHGMExMDAzDxMDca9k0Mjdgluu7uL6XivR+KsSnAr7f8+wBrtH93PXaMHAN8AwDzwTXMPBMI7VsGXimmVo2TTzLwLcMPMvENw1808K3jNRry8K3TLBNDNvCtywMx8KwTUw7NS2UYZmYZmoarNRrA9MysEwT2zJSrf3mrmfLZLfXBlb39t1f77avZZpYhoFp0rO/uduzbfY+xjT6/iLxaFJbW5vtEiSNeuah7QdfgIuISPr1q0A7Y8YMVq9eTV1dHSNGjGDevHk8+OCD2S7roBnBVOCJtbSTVzKkZ/2ICcXYjsm69xt7Aq3b1kb9LV/DGjIcI1BMcGQQdq6HWBvEOyDeDvHOntcF8Q5qjx3GW6++yOTAB4wa4kO8EzPejhnvwIl3QKKja/8OGjrH8VzzV+nwhjAj9yFOMP4Xa6FLwhvFtvjPuP6dKQwN/AnTSAXZqGGw1bLYEgyzJRBihxOg2bLZaUGzZbDTgjW2T2fMYsLqYsbV5xJzPN6bvINVVe34ZhDYexTl/Ql5QS7ZeTpX7jiPYreAxbkr+fPQB1ics7KrQaz3fb2m55MXgfwIFHRCQadPfgTyO6Eg4pMX8QnFXcJxCMV9wm0QjkNhHMKxVGPtvtXtt1Yfg6QdImnnkLRzSNg5JJ2uZzuHhJODawXxzACu1fUwA3hWLq5Z1LXN6Qo9Jp5t4RsmvmF1NTN3t7jHwY/j+7Gu5zj4sa7n1CNCkojvprpvJzvx/VYg2RWIk+AnU02q+BgY2IaJbVjYpoNt2Fi7vbZNB9t0sAw7Nc+vYWEZqWfTsDBNc9dro6vLvJEKp4ZpYHY9p5Z3vTZNAyyjK7iBYYFpg2EbmLaZmvfXNDBsC9M2Ma1U2DMsC9OxMAN217ODFbCxAnbPa8OxMCwjFRYto+u4XcuYxlEfzERELbQiIoNdvwq0tm1z5513csEFF+C6LjfccAOTJ0/OdlkHxnOhpR5ibZg7mwGIb99KXiAKr/8SYm04sVZGD6lh7RsdnBb9Lma8mc3zt5PYmKT8gjG0A4FXvgCv/32/b3WiZ7IqeALPvLqBzx6/jUA4FwK5ECqAgnII5OHbOby3fhJvNoylIC/OJ87eyvAR54JzCdhhHCdMyYYAO56aSFPVEwy5shwjmEPICTPKCjJqH4M0JeIx3n1iPm89+hBuIsHUiy9iyqWXkgxCZ6KTzmQnHYkOYskYST9Jwk2Q8BIkvSQJb9fruBvHShiMXlXC2A+GEIjbbBvezutT1tFUmuAUzuUUzu15X9uwsUyrK4SlwphlWl1hrPdy936WaeGYDgErQMAM4JhOatkzsF0D2/VxXLCTPkbSxU8k8OPxrucEqRs6Uw/f83u64/as8/2e1knDtsE0MSwbwzKh+9m0MGxrt+dUWMO0MAIOhuNgOAHMgINv2fheqrXd87rek93uidy9q+3utzh27WBaqRY3jZgsIrLLrml7FGhFRAajfhVoAS6++GIuvvjibJdxcDYtTrWk/ncqfBteFfBrkq1t5Jnvw7P/CxgQzOcY8zTWJL5I/c5hFG1po22dS9kl4zHHXwF1PoHzr4f8PAjkQTAPnK6wutvDscNcsOoD5v3bd3k57wvMmn1zr3LikSTP37eCdcsaqT6hjLM/M5FAaO8/6vAYKHI20fzYWnY+10nxlSP2GYZ832fl317l1Qf/QGvjNqpnnMQZ136e4vJ9z3+7L14kSfvrDbS9tgk/miQ0oZj8c0dSObKA6Qd9tsHDALDYT4dmERE5aJqHVkRkUOt3gXZAKigHNwkfmwPBfIxkIcwDj3zyTrsBrrouFVBNk1EJj8B3XuOD8JcY8/JNhKdNo+QnD7Dj/g+wy6KYp88+oLccMbGGGR/7BG8/9n+MmFhDzRnnANC0uYMFv/07zdsinPrJao47t2q/3S7zTqnA7UjQ9vwGfNej5FPjUy2Lu9m8ZiUv3fs7Nq1aQemoMXzqez9i5JR93+e7L15ngrbXGmh/fRN+zCU0qYSCc0cSqMw/6HOJiIgcCMMwwLbV5VhEZJBSoE2HvK57Rk/4HABm3AXewDGD5JWPTnUF7mI5JhNmDmPZyxsYnjAZ9cP/BNMkvrGN0MSSvU69P6ddfT1b1qzi2bl3UjKiio6WQp6/dwV2wOTyW6YxYkLxAZ2ncNYoDMekdcF6trcnKPn0RKxch7Yd23n1T/ey4tUXySks4vwvfZXJZ52LaR5cG6LbkaD9tQba30gF2fCUIeSfM5JARd5BnUdERORQGLatFloRkUFKgTYDDMcEEwJmiNyivUPqMUOb+TsWOy+9heC4cSSbongdCQJVB9dSaVoWl37tu/zxX77Bn/9tDmbok5RXj+XC2VPIKw4d1LkKzqrCynPY+egatv7yXTYN3cDrr8zD9z1mfvxTnPjxTxEI5xzUORNbO2h/fROd723DT3qEjx1KwTkjcYbnHtR5REREDodh2/hJBVoRkcFIgTYDDMPAD6QCbU5hYa9tvucR/e1/MTR0HmvzJnFKJEmyvg3goAMtgGHmUFx1La2L52LzMCde+r2DDrPdQtOGsLPuPQILXYa3DOfs6mupurqW4gkjD/gcXixJZOkOOt/dSmxtC9gmudPLyDu1AmeYgqyIiBx5huOohVZEZJBSoM0Qz/IJWCHCBb0DbevjjxNdupQTbv0MT7+Z5L1nNzDBBGwDZ/jBtYBu+7CVp37zdyJtFmd85laWPP3/8X8/msMZ136eaRdeesBdg+PRCEueW8A7TzxKe9MORk6ayikTrqRk2TA6/vAh7oQ2wscOJTimEKu493ymXtwl2Rghtr6F2JpmYmua8RMeVkmIggtGkTuzHCvX2c+7i4iIZJZh26kpzkREZNBRoM0Q10zimCFydgu0fjJJ46/uJFgziTHXX0p1YjmLn91A1TGFBCry9hqMaV9832fZq5t47S+rySkI8IlvT6dsVAFTzvgZT931c168939Y9soLnPjxTzGu9kQse+9A6SYTNHywghWvvcSqN18lHolQVXMsF3zpq4w6bjqGYeC2xXu6DEc/aALACJiYOQ5YBn7MxetIQNe8rtaQEDm1w8iZVkZgZL7mABURkX4h1UKrQCsiMhgp0GZIgjhBK9zrvtPWJ58ksXEjlXfdiWGanPrJY6hf0URiUzuhk8sP6LyRtjgv3P8B65dsp6qmhFk31BDOCwAQzi/giu9+nw/eeIU3/vwAf/3v23FCYUZMmERh2XAsxyEe6aR5y2a2rF1NMh7DCYYYf9JpTD3vQirGT+z1XlZ+gMILR1Nw/igSmzuI17eR3NaJ15nE93zMoIVVEMAelkNgRD52yaF1dRYREckoR4NCiYgMVgq0GZLwogStnJ5WSt/z2P6b3xIcP568s88GIK84yNmXjsZ65kM+WNPCiUkPy+67ldb3fFb8bTNvPrqWeMTltE8dw9SzK/eaN9YwDCadeiYTTj6N9YvfZe07b7FlzWq2rFmF57k4oTCFpcM49pzzGTnlOEYeexyBUHi/P4thGgRG5BEYoVGJRURk4NE9tCIig5cCbYbEkp3kmrsGeWp75lni69Yx4uc/wzB3hdayPIdmYOXaFjb97F3O/PQESkfuOi4Rc1n33jbee3YjOxraGT62kLOuncCQjwiXpmkxdvoMxk6fke4fTUREZEAxnAB+PJ7tMkREJAMUaDMkGu/AMQL4no9hGjTddx/OyJHkX3BBr/3iG9owc2xO/+R4XnpwJX/50dsUD88hf0iYWGeC7RvbcZMexcNzOO/zNYyfOUz3poqIiBwEI+Ao0IqIDFIKtBnSGWuFAHiRJIkNa4i8+y5lt34Xw+o98nCivg2nMp/q2mFU1ZSw4o3N1H+wk87WOIGwzZQzRjB66hBGjC/eq3uxiIiIfDRTLbQiIoOWAm2GdHS2QAD8SJKdDz6IEQpRdMUVvfbxYi6JrZ3kTx4KQDDHYdp5I5l23oHP+yoiIiL7ZwQCuB3t2S5DREQy4MDmiZGDkkwk6Iw2A5DYtpOWvz5O4cc+hlXYe07aREM7+BCoyu/jLCIiIpIORiCAH9egUCIig5ECbQZE2lqIuh0AtL34N/xolOJrPr3XfvH6NgAClRo9WEREJFNSgVZdjkVEBiMF2gyItLb2BNrIO0sJ1kwiNGnSXvvFN7ZhlYSwuuaRFRERkfRToBURGbwUaDMgFWg7AUjuaKfo8sv73C++oU2tsyIiIhlmBBVoRUQGKw0KlQHRjnZ8PHziGOEiCi65ZK993NY4bkuMQNWILFQoIiIyuH2wpY2AlZodQC20IiKDlwJtBsS6RlJ0O3fiVIzBHjp0r33iG1sBCIzUgFAiIiLp5vk+kYQPgKlAKyIyaKnLcQZEuwKt37EDa0h5n/vEN7aBaRCoyD2SpYmIiBwVApZJPOkBaqEVERnMFGgzINbRjoEB8XYMK6fPfeIb2nAqcjEc6whXJyIiMvgFbJO46+F5PoYTwE8k8H0/22WJiEiaKdBmQLSjHcfzsIfm47Yl8L3eF1Df84nXt2v+WRERkQwJ2ia+77OjI44RSM0m4Cc0F62IyGCje2gzoKOhASeeIDSxilidj9saxy4K9mxPbuvEj7sKtCIiIhkSsFLf2W9piVLRHWjjcQhkdqo83/dpe/oZWh57DLe5mVBNDcXXXkNwzJiMvq+IyNFKLbQZ0NlQj+P55J54LABuU6TX9tiH3QNCFRzx2kRERI4GATv1K87mlsiuFtoM30frJxJs+vZ3aPja14itXIlhmjQ/9BDrPnYZO37/B3V5FhHJALXQppnv+0Samgjm5xOoGgLUkWyKEhy7a5/Y2mbMggD2kFDW6hQRERnMugPtltYoRsABMh9ot952O62PP07pLV9lyOzZGJZFcvt2tvz7v7Ptxz/G3bGd0m9+E8MwMlqHiMjRRC20aRZfv564myBneDlWURBMSO6I9mz3fZ/YuhaCYwt1QRMREckQxzIxDIPNLdEj0kLb/vLL7HzwQUo+9zmGfvnLGFZq0Ed76FBG/PKXFH36anb87m6a7rknYzWIiByN1EKbZh2vvkrCssgbNQrDMrGLQyQbO3u2JxsjeO0JQmOLslekiIjIUSBgmWxpiWLmZzbQ+skkW3/8EwJjxlD2ja/vtd0wDIZ/73u4O5vZ9rOfE5o0idxTTslILSIiRxu10KZZ2yuvkrRMwmXDAHAq8ohv6ujZHl21E4DguMKs1CciInK0CNom9Ts7M95C2zJ/PvF16yj71jd73mtPhmlS8cP/JDhuLA3f+jbJpqaM1CIicrRRoE0jLxql7Z1F+IZBKDcPAGdEHm5TFK8zNVVAZNkO7GE52EPC2SxVRERk0As6Jh/uyGyg9X2fpnvvIzhhAnnnnLPffc3cXCr+62e4bW1s+cEP0l6LiMjRSIE2jTrffpt4MglAsCvQBipTU/PEPmzFbYsTX99CuGZI1moUERE5WoQci21tMWJG6n5WLwOBtvPtt4mtWkXJZ647oLExQhPGU3rzzbQ9tYDWBQvSXo+IyNFGgTaN2l99lWQ4NXJxKC8VaIOjCzCCFpFlO+h4azP4kDO9LJtlioiIHBVCdirIbot6APjxRNrfo+XhRzDz8ym49NIDPmbIF24gVFPD1h/dhtve8dEHiIjIPinQplHHq69h1kwCIJiTC4Bhm4SPHUrnO1tpfWEDoUklOKU52SxTRETkqBByuuai7egOtOltofXicdqef578887DDB34VHyGbTP8X79Hcts2tv/6/0trTSIiRxsF2jTxEwnidXWYE8YD9NxDC1B4/micijycYbkUXV6drRJFRESOKkEn1ULb0Jm6HSjdgbbjtdfx2toouPiigz42PG0ahVd+gqZ77yO2bl1a6xIROZoo0KaJ29oKgFFVBexqoQWwCgIM+6fjGXbLdOyiYFbqExEROdrYpkFxjkN9e1egTfQRaD33kM/fuuAprMJCck866ZCOL/vGNzBzctj6nz/E9/1DrkNE5GimQJsmXlsbZm4ufkkRAIEcdSsWERHJttFDc1nfmgqyvVpoN78Pd86EH5TCvGuhfdtBndf3PDpefY3cM8/AcJxDqs0eMoTSr9xExxtv0PHaa4d0DhGRo50CbZq4bW2Ea08gEYsBEAhpWh4REZFsmzg8n5U7UtfmnkAb2Ql//BTE22HGF2DN8/CHS6BjxwGfN7p8Be7OneSddtph1Vf86U/jjBzJtp/8BL9rpgQRETlwCrRp4CcS+JEIuTNmEI90Ylo21iF+WysiIiLpM3F4Adtjqe68PYH2jTuhfStc/SBc/FO47v9g53p4+MYD7oLc8frrAOSeeuph1WcEApR985vEVq+h+eGHD+tcIiJHIwXaNPDa2gDImTmTWCRCIBw+oLnoREREJLMmDs8nYdpA1zy0bgLe+T1MvBQqpgGwrewY/jjzan7Z9A7zn/sWzdHmjzxvx2uvEayZhD3k8OeWzz9/FuHp02n85a/wOjSNj4jIwVCgTQO3tRUsi1BNDYlIJ4GwuhuLiIj0BxOHF5CwUoHWj8dh3cvQuQOO+zQAD69+mIv+7yJu3/ISvysq5P9tfo7z//c8fvHOL4gkI32e04tE6Fy8mLxTTklLjYZhMOy738Hdvp0dd9+TlnOKiBwtjnigfeihh5g8eTKmabJo0aJe22677Taqq6uZMGECTz/99JEu7ZC5bW1YeXkYtk08GiEQ1oBQIiIi/UFhjsPwohw8w8SPJ2DlkxDIg2Nm8eS6J/n+G9/nhGEn8MQVT7D4Y/OZt3Un5/hh7l56N1f99SqW71i+1zmjS5dCIkG4tjZtdYaPO46Ciy9ixz33kNi6NW3nFREZ7I54oJ0yZQoPP/wwZ5xxRq/1y5cvZ968eSxbtowFCxZw00034bqHPpT+kRSaOBFn5EgA4pFODQglIiLSj0wbWUTCslMttB++ASNPYnuijR+8+QOOLzueO8+9k5EFIzFLxjL51G9z+9ol/M+kL9KZ7OT6p65nQd2CXufrfPc9AHKmTUtrnaXf+Aa4Lo13/DKt5xURGcyOeKCdNGkSEyZM2Gv9/PnzufrqqwkGg4wZM4bq6moWLlx4pMs7JIbjYHZ1M45HIpqyR0REpB+pHVVC3LDoaG6CxhUw6hR+9d6viLtxfnDqDwhYgV07n3QTlE7kpDf+h79ccC81Q2r49ivf5v9b/P/1zBUbee89AuPGYRUVpbXOQGUlxdddR8sjjxBdsSKt5xYRGaz6zT20DQ0NVFVV9SxXVlbS0NDQ575z586ltraW2tpaGhsbj1SJByQeiaiFVkREpB+ZMbqEhGnTtuVDABqH1fDY2sf4xDGfYFTBqN47Ww5c8nNo3sCQt3/P787/HZePu5xfv/9rvvvqd4kmo0Tee4/w8dMyUuvQf/wSVmEhW2+7vSdAi4jIvmUk0J533nlMmTJlr8f8+fP3eUxf/2jva6Tg2bNns2jRIhYtWkRpaWna6k6HeKRT99CKiIj0I5PK80nYDsnmbYDB/7atwvVcPlPzmb4PGH1qatCo1+8g0LSeH5z6A26ZfgtP1T3FrQ98BrelhZzjj89IrVZhIaW3fJXOhQtpe+bZjLyHiMhgYmfipM8999xBH1NZWcnGjRt7luvr66moqEhnWUdEalAotdCKiMjgsWDBAm655RZc1+XGG2/k1ltvzXZJB8W2TKxwGKN9J17JaJ7c8Bwzhs9gZMHIfR806wepAaSe/CbG9Y9x47E3UpVfxYI7vwPA9uqhFGWo3qKrrmLnvD+z7cc/Ju/MMzBDof0f4LnQ2ZQavblzB8TawEvuelgO2GFwQuDkpAbFyhkC4WKwMvKr4EFJekkiyQidiU4iyQgJL9HzSHrJ1Gt3t9deAs/3Dvj8lmFhmRa2YWObNpZpYRkWttm13PV693UBM4BjOQStIEEriGM6mpJRpJ/K/r9iXS677DKuueYavvGNb7Bp0yZWr17NzJkzs13WQfE9L9XlWIFWREQGCdd1+cpXvsKzzz5LZWUlM2bM4LLLLqOmpibbpR2UnPwccqL1vFswgfWt6/bdOtstrxTO/T488Q1Y+n9w7Ce5YPQFjAg8SST4LDcuu5Wfl/2CE8tPTHuthmUx7J//mQ2f+xxNv/89Q7/85V0bWzdD/dvQsAgaV8GONbBzPXiJQ3uzUGEq3OYMgZyhkDsEckt3PXKG9H5tB/o8TcJNsD2ynR3RHTTHmmmONdMSa6El1tKz3BprpS3R1hNcOxOddCY7ibmxQ6v9CAuYgVS43T3oWg5BM0jASm0LWIHer81dr7uP2XOfvrbv+TpgBbANW6FapA9HPNA+8sgj/NM//RONjY1ccsklTJs2jaeffprJkydz1VVXUVNTg23b3HXXXViWdaTLOyyJWBRAXY5FRGTQWLhwIdXV1YwdOxaAq6++mvnz5w+4QFtQkIPTEecPHpi2yXmjzvvog074HLz3ADz9L3DMLAgVEly9heiYCdjE+OIzX2J6zheYlD+LwrBDeWGIcaV5jCvNIxw4vN9hck86kfzzz2f73LkUHj8Up2khrHoamlP3AWMFYMgxUDYJJl0KBSO6QmkJBAvAtLseVqqVNhHZ9Yi1QmTnrhbd7kdLPWxeDB2NqWO6JIAttkW9bdMQzmdrOI9GJ8Q226LR8NnmJ2jy9h1K8518ikJFFAWLyHPyKAuXkePkELbDu57tnJ7XATOAbdo4poNjOTims2u567VlWOD7qSCfjPc8G14ckgnw4pCM47sx3GQMNxkl6UZxkzGSbpxkMobrxVOv3Tium8D1EiTdeFfLcJyYmyDW1SIc85LE/CSJeJKYHyXmd5DwPWL4xPBJ4NOJT7PhEwPiQNyAGH7XM3j7CqM+GIDhg+EbXc+7XnffH2j4EAAcIOiDg0EAgyAGjm8QxMQxTAIYBAyDgGERMCwcwyJgmASwetYFTHvXw7AJmA6OaWMbDo5pYZlOqlXbdLBMO/Xc9WdhGTa25WBbDpbppP6OmWbq75thdT0bGFbXsmGDZaX2M0yM7r+XRtfDsnofa5pgWhiGvWvZMFPP3Z8Fu32Wu7/c6zM2dtu2+2pjj736Pt/+99vHudnjGGMfte6xX+/z6YuLg3HEA+0VV1zBFVdc0ee2OXPmMGfOnCNcUfrEI6kJ2DUolIiIDBZ9Ddr41ltv7feYlStXctZZZ2W4sv1bvHgxQE8dsRXL8aNtfHB7E4FggE/c84kDO1G8HTato/1/JrHOLWPs5jU0hQrY9F4xVnAba81b8d3/xIsPBT/1C7dhGOQELApCDvkhm8Kwg2Ue5C+osVb8nZuJbGzBuvgzBAs9CBdBaBgE8yGQm/oln41dj8MXc106k0GiyaHEklFiiSgJN0nCdbsCl4vht2LQho2B7RvYPli+j+WBhYHpk3oApu9jABEaiQCbDQO/d1rA3+01gN+9xu/5z24vu/f28Xst73bIHqv7GlbL33Ot3+tpj3r6tvf6PWvdYx2A31e9GvhLMiF9gdjAorJmUtrOlwn9psvxYBCLdAJo2h4RERk0DnTQxrlz5zJ37lwAEolD7P6aUakQlDCT5FB8QEckXI/N7SYhSiiNbaOEEKbvUTK0kIqyoVjmUDZ3bGZTxyZCgQTlOVVY5NIRS9IWS7K1NcrmFh/DMMgP2hTmOBTnBMjZV+ut50L7VmjbDIkIhmHhFOWS2BnFHTkBq+jA6t7vp+D5RCKddEY6icfiuIkEnuviu96uVkHA9n1sLMDsCmL+bkHQB7zdXqeWDvyu1mww9vna2HO9sf/9933evZeN3c+/x3mNPo/fs6aP8JF5eM+vDA7WwQbug9l///vu9cXDIfros/jpzH8972kc0Ht3750Z6fixBkJjsQJtGiXUQisiIoPMgQ7aOHv2bGbPng1AbW0tL7300pEqsU/dLbPddTRc/zGaPljJNV8JEtz+j/z1K7PJDzl9HruxqZPfvrKWvyyqB9fjkilF/GfjV4l+0Mqml0YxZv6jhCZM6Nl/SeMS5rw2h/Wt6zm7agbfqv0WVQVVxJMeizc289LKbby0spHlm1vZBgwrCHLGMaWcWj2UU8YNoYwmeOu38M7vIdoCVSfD9M9CzeV4RoC6j1+BH40y9q+PYebmfuTPnozHadywgbV/X876D1awc8tm4q2tEOsAtxPI7+MoA6wAlhXAdkLYgWDPwwmGwHZIYpLAIOoZRD3oTELUg4gLnS50JH0iLriGiY+Bb5h4pFplPaP72cSxLRzHwrZsTMvAMC0sy+x6Tr02LQsMg1TbsInbdZ7uZw8DF0h4BnHXJ+ZCzPOJJSHmQtzzSXhgeh5Doy2URZop7WymLLKToZFmyiLNDIm0UBjvoCDWgeO7+/w8o1aAqBMiGggRC4SJBcO4gSCuE8DvehDoegSDGMEgRiCIGQxiBgM4jo0VcLAdGzvg4Ng2dtAmEHBwAg6O4+AEbAJBh0AwQDBgEwgGsCyzq2suGGZXl1vDSH2h1PUaw/zI7YZppF6bZmpbr+3GgO3e6no+Cdcj7nokkh4Jd7dl1yOR9HteJ/fc1rU95nrEEi6xpNf1cIkldnud9LqW3V3P3fvucVzCPfRgahoQdizCAYugnXoOOSZhxyLU9Ui97r0utd7s2n//+4YDFiHbxLb6zaytB6W2tnaf2xRo0ygeTQXaoO6hFRGRQWLGjBmsXr2auro6RowYwbx583jwwQezXdZBM/woCc/EMix2NlXytXmLueva6YScXa2lyze18rtX1zH//U2YBnzyhEq+dMY4Rg/NhcYHaf7SRRiWTbBiaK9zTy2dyv9d9n/ct/w+5i6Zy8ce/RgXjrmQz0/+PDPHTGDmmBK+c+FEtrVGeXlVIy+tauSZ5VtZ/O6buPZfucz6GxYeW0fMwjzlnyirOa0nZJhA+Q/+gw+vvY7GX/6KYf/ce4Rpz3XZ+uE6lix6nfXvL6WjYRNepG23zrwGmPm4dgg3vwS7oIrcoSWUVpQzdvQ4Ro4aTTyQw464xZa2GFtao2xuibK5OcLmlmjPcjzWu/3VMg2GFQUpzQ9SnBugJCdAZW6AktwAxTkBSnIdinIC5AVtcoM2uQGLnKBN2LEOvvv1AfA6OoiuWkV8XR3x9XXE1tURW7eOxMaNkEz23rmoGK+0DHf0WJIFRUTyCmnJKyCaV0gkN5/OcAGdwRw6nDCdVpCoD7GkRzSxR8DZM9Ts9jqacEnG/NTNs/uumtQOfe9kmwZB2yTopIJI0LFSy7ZJ0LYIOqnXpmFgGgaWaWAYqT+b7nVm17JhGFgmu63fbbnrz8P3e3f57mmP9/2e3tI+7Pba37MXNZ7vk/R8PK/3s+v7uG7Xs5d6eL5Pco91vR5d63sCqOuTSO4KpV6aGzYNg12frW12fb69P/Pi3MB+9tn1ZxJyrD73C9hmr7AZ7AqfjjVwv1joDxRo06i7y7GjUY5FRGSQsG2bO++8kwsuuADXdbnhhhuYPHlytss6aKbXge8ajC8ez8cuPY7vzV/Gpb96jUuOLcf1fN5Yu513NzQTdiw+d8povnj6WIYX7jZdTukEos6xBAuXYTx0LVzzFwgV9GwOWAFuPPZGLht3Gfctu4+/rPoLT6x7gpohNVw69lJOG3EaowtG86naKj41bAs+92CseoqEGeLFnEv4Scs5rFlbCmtbKc55likjChk/LJ9RQ3KoKqmi4vIrabr/fjrOmM6qnA7Wvvs2bUvrsba0YHpdrYtGDoY9nGRRFf7QMMFRJRSPHUVx2ShshrKz02VLS4Q1zVFeaYmw+c0om59eRjzZO6w6lsGwghDlhSGmVhZxweTU6/LCEMMLw5QXhhiaF8xIMD0Qbns70aVLiS5bTnR56hFfv35X0nIcAqNGEqoeR8GsWQRGVuFUVGCXl+MMH455hH5PS3a1CO7e4hdN9NHy1yss9271iyb6bjWMJlzaY0l2tHt4vt/1AK8rKLq+j+fRs831UsE0tb5rX39XsOzp5Gzs6qZqGLs6Pxu91vfuRt1rvZEK4pZpYBkGltX13LXONAzsPdZZpoHjmFimiWWQejbBNk1M08CxDAKWidP9sPdYtgwC9h7LPfuaex0fsI3d9jUJdYVNhcqBS4E2jXq6HCvQiojIIHLxxRdz8cUXZ7uMw2K4bVhJmDx0Mp85eTQjisP87JlV/PKF1QBMqSjkny+ayNUzRlKYs3dXZN/3ia3fSv6Mk2HjE/C78+DqB2Foda/9ynLK+NaMb3HjsTfy+LrHeWztY/zk7Z/wk7d/QplTwOR4guqWLVQZAYbM/AxFx17NqNxS/tt1qWvsZNmWbazctom6pvd5Z+V2XLMJ02liRFEzn68qYcd//4qElQpuAbMQw6mhPbeIzYX5bMwpYotRSGfCojPh4q8D1gE0dD1SrXXD+wyrqaBaXhRiaG6wp9WuP0hu307nonfofOcdOt9ZROyDleClQrhdXk6opoaCSy8hNGkSwXHjcEaMwLCz/yuubaW6d+b0PdORiKRJ9v/fPoh0t9Cqy7GIiEg/4nm0uW04iTCTS1LTDZ0zcRjnTBxGNOFim8ZH3lfmNjXhtrQQnDkLTv8i/OV6+M2pcOrXYObs1PytuykKFXHdpGu5rmQaG5f8kTdXzedtYzMrQzm8UlSEiw+NL8MLL/f9hrmQZ1lMaRjCuPoCQh1hthTlYNpVOPZI2kdMpH34cNoKHWKGj20ZHONYTO3qwpgTsCjJDVCSF2RIV1fgIbkBhmSxZfVAefE4kUWLaH/1NdpffYX4mrUAGKEQ4eOOY+g//iPh448nNLkGu6Qky9WKSLYp0KZR97Q96nIsIiLSj3TuYFsAioHJBRN6bdr9Htr9idfVARAYMwbGnA5ffgMW3Aov3w6v/TeMPAmGHwuhotRUPzvWwKb3oLWBKgyqxp3Dp2pvgPEXksBnS8cWdsZ20hxrJuEmeu5dzLFz8Da30PDCWzS89x6+52LYZQQLaxhXezIVjcuwHvgvKn9yO4UfOymdn1JWJRsbaXv+edpfepmOt97Cj0QwHIecGbUUffzjhE84gfDkyRgBNXeKSG8KtGmUiEYxDBPb0T+2IiIi/UbbZrYGTYqBMaERJONxVr35Glvr6sgpKGDs9FpKR43Z7yli3YF29OjUioIKuOo+2LYC3r0f6l6Bt++GZARMB4qqoHIGjPsujL8Q8of1nMsBqgqqqGLX/L5uMsnqt17nrUf/wvYNa8AIYAWmMmzcaRx/wVSqp5dhByz85HQ+XPYcm7/3rwTHjSNUU5PmD+vISWzdRtuzz9L29NN0LloEvo9TWUnRFR8n9/TTyZ0584BGdRaRo5sCbRolYlGcUFA3lIuIiPQn7VvZGrSYCLQ1bObhu75Le9MWUmMIe7w2716Kyicw68YbGTllUp+niNetxwgEcPacsqhsElz4o9Rr3wcvCVbf0wH1pbO1hcVPP8m7Tz1BrKMZwywikH8Ok047h+POHUdpVe8pdgzbpvKOX1D3qavY+JWbGfPQX7CHDt3H2fsft6WF1qeeouWvjxN5913wfQLV4xh6003kX3A+wWOO0e9RInJQFGjTKBGLpuZqExERkf6jbTObgxYJ0+Ch//4vIh3tDBn9aSafeQqxjlZWv/UyTfWv8dAPvkP5+DO49GtfomBIQa9TxNevJzBqJIa1ny7KhnHAYXbb+nW8+fDDrHn7NXwviWmPorjqQmovOYMJJ1UQDO/7VzS7tJTKu+7kw2uvY+NXvsLIu+/Byuu/LZm+69Lxxhu0PPIIbc89jx+PEzzmGIb+080UnH8+werqjz6JiMg+KNCmUTIWU6AVERHpZxKtDWwJWfx9VDWR9u2MnfklLv/aJZhdA0Gd9qnj2Lzmahb8ei6bV73M7/7pPSafeQ1nX38hga5gGa+rI1g97rDq8FyX1Qv/xt/+92F21K8CbOzQZMYcfw61l0ynvLrogFsnw5MnM+K/fkr9LV+j/qabqJr7W8xQ//odJLZ2LS2PPkrL/MdIbtuGVVRE0T/8A0VXfJzgpElqiRWRtFCgTaNUC20w22WIiIjIbj5sXofrB9hS4BPKm8xlX90VZruVV5fx+Z/9P5a/9g7P330XS1/4DSv/9hIzPn49J8waT3zjRvLPO++Q3r+zpZm3H3uCJS8sIN65E8wCcoecw7QLLmTq2dXkFBza2Bv5551Hxe23s+k736H+ppsY8ctfZb2ltrtLcfMjjxB9fwlYFnlnnknhFR8n/8wzNaiTiKSdAm0aJWIxbAVaERGRfmVdxybKmycA7Zxy5ulYzr6n6Kk57QTGn/hbXrrvjyx59hHemPfvvPtELeOGn0zZRwwctTs3mWTlm4t476mn2bL2XfBdTHsklVMu5sSPn8vIyaVpmeu18GOX4ieTbP5//48PP/MZqn77G5yyssM+78FIdSn+Gy2PPNyrS3HZd79L4ccuHVD3+IrIwKNAm0aJqO6hFRER6W/Wdm6nsDUPxyilenTBR+5vOw7nfeFzTL/oPJ757W9p+OB1lg0JsOrxhVTWwfiZ0xg2dij5JSECYRvf84l1JtiybhPrF7/PxuV/p6n+73huJxhB8kpOoObMC5h+4TRyC9P/xXfRFR/HHlJC/de+zvorP0nFT39C7kmZn9Intm4dLY88Ssv8+akuxYWFFH3qUxR+4gpCNTXqUiwiR4QCbRolYlHCBR99oRQREZEjZ/uWYnK8DspbTPxY7ICPK6mo5Op//wEr//u/efP5F2iyVlK36O/ULTIwzAIwcgADSOC7LUA8daARIH/IREZNO4kTLj6DoSOKMvBT9ZZ3xhmM/tODNHz9G2z4/A2UXP8Zht58M1Z+/kcffBAS21JT7bQ+9lci77+f6lJ8xhkU/r855J11Fqa6FIvIEaZAm0Ya5VhERKSf8X2MzRXANsZsXo0fPfBA262gaScnb9/OmP99kQ3L/876xUtp3FBPpLUZz/Ux7QA5hZMpqRjB6OOmMGbaRGznwKfuSZfQhAmM+d+H2PrTn9J03/20/PVxhn5pNoVXfvKw7q2N1zfQ/uKLtD69gMg7qal21KVYRPoLBdo0So1yrHtoRURE+gs/1k6oxYVgCbmxtXjRyEGfI75+PYExY3BCIcZNn8G46TMyUGl6mDk5lH//+xRd+Um2/fjHbL3tdhrvvIv8C84n/7zzyJk+HWs/vcl81yW+fj3R5SvoXLSIjr/9jcSGDQCpqXZu/goFF1ygqXZEpN9QoE0jDQolIiLSv2xdvRYj2YQ9rBLgkFpoY+vryDvt9HSXllHhKZMZdf99RJYsoemBB2hb8DQt//t/ADgjR+KUl2MPKQHTAs/FbW4msXUbiU2b8COp0G/m5pIzcyYl111H7mmnERx74INiiYgcKQq0aaQuxyIiIv3LO6++A/gUj0u1Svqx6EEd77a34zZuJzBmYIa58NSpjPjJT/DicSKLFhH5+1KiK1aQ3LaN6LLl+L6PYZqYhQUEx44l77RTCU6cRKhmEsGxYzGy0HVaRORgKNCmie/7eK6rQCsiItKPNKxOdZcdd/w4ALzIwQXaeN16AAJjRqezrCPODATIPeUUck85JduliIik1b4nYpOD4nsegAKtiIhIP9Kxo5FEIIfRlVMwQiG8yMHdQxtfXwdAcIC20IqIDHYKtGnSE2hDuodWRESkP3CTHl58O615JsNKqjFzc/E6Ow7qHPG6OjBNnJEjM1SliIgcDnU5ThPf7wq0AQVaERGR/iDWGQe/k858sHOGYubk4HV2Htw56upwRozQ/KoiIv2UWmjTxOtqobVD6nIsIiLSH8Q6UuE1XrQdTDMVaDsOLtDG13844O+fFREZzBRo00T30IqIiPQv8WhqAKicwtRUPakW2gPvcux7XmoO2tGjM1GeiIikgQJtmijQioiI9C/JeAzPtBkSTl2bD7bLcXLrVvxIRANCiYj0Ywq0aeJ7PgBOUPfQioiIZJvv+/hegs5wgNJAHpAKtP5BBNr4+vUAA3YOWhGRo4ECbZr0DAqlQCsiIpJ1ybiH7ydpy3EZFiwESI1yfBD30MbqUlP2KNCKiPRfCrRp4qnLsYiISL+RiCUAl+a8TkoDxcDBdzmO163HyMnBLivLUJUiInK4FGjTZNc8tAq0IiIi2RaPpAaCaixooSynFAAz92ADbR2B0aMwDCMjNYqIyOFToE0TDQolIiLSfyRicQBacmOU5QwDuu6hjcfxE4kDOkd8/XqCo9XdWESkP1OgTRPf97BsG9Oysl2KiIjIUS8ZT7XQJkNxcnOGAqlACxxQK60Xi5FoaNCUPSIi/ZwCbZp4noetAaFERET6BScIGAaFVgIjlBoUyjiIQBv/8EPwfQ0IJSLSzynQponveepuLCIi0l/4STzLZ4jrQqgAOLgWWk3ZIyIyMCjQpkkq0KqFVkREpD9IJhK4lk+x60Fo17Q9cICBtm49AIHRozJWo4iIHD4F2jTxfR/bCWS7DBEREQGGjzuGttxkKtAG92ihPYC5aON1ddilpVh5eRmtU0REDo8CbZr4nocdUAutiIhIf5HAo8Rzd7XQ5nS30HZ85LHxujp1NxYRGQCOeKD99re/zcSJE5k6dSpXXHEFzc3NPdtuu+02qqurmTBhAk8//fSRLu2w+L6PHVALrYiISH+Q9JL4+JTs1kJrFeQD4La2fuTx8fXrFWhFRAaAIx5oZ82axdKlS1myZAnjx4/ntttuA2D58uXMmzePZcuWsWDBAm666SZc1z3S5R2yVAutAq2IiEh/kPSSABQbDlg2AGZ+KtB6rW37P3bnTtyWFk3ZIyIyABzxQHv++edj26kLy0knnUR9fT0A8+fP5+qrryYYDDJmzBiqq6tZuHDhkS7vkKVaaNXlWEREpD9IeAkAiq1wzzor/8BaaON1dQAExozOTHEiIpI2Wb2H9p577uGiiy4CoKGhgaqqqp5tlZWVNDQ09Hnc3Llzqa2tpba2lsbGxiNS60fxfQ/LcbJdhoiIiLCrhbbEye1ZZ9g2Zm4uXttHBdr1AATV5VhEpN+zM3HS8847jy1btuy1/oc//CGXX355z2vbtrn22muBVAvnngzD6PP8s2fPZvbs2QDU1tamq+zD4ntqoRUREekvegJtoKDXerOwALflIwLt+jpwHJwRIzJWn4iIpEdGAu1zzz233+333nsvjz/+OM8//3xPaK2srGTjxo09+9TX11NRUZGJ8jLC93UPrYiISH/R0+U4UNRrvZVfgNu2/3toY3V1BKqqMOyM/JokIiJpdMS7HC9YsIAf//jHPPbYY+R0zQcHcNlllzFv3jxisRh1dXWsXr2amTNnHunyDlmqhVaBVkREpD9IeklswAnl91pvFRTgtbTs99h4nUY4FhEZKI74V48333wzsViMWbNmAamBoX7zm98wefJkrrrqKmpqarBtm7vuugvLso50eYcs1UKrLsciIiL9QcJLpH7JCeT1Wm8WFJDoGpCyL77rEt+wgfyzz8pkeSIikiZHPNCuWbNmn9vmzJnDnDlzjmA16eH7HoBaaEVERPqJpJfE9v29Aq1VUEB0P6McJxoaIJHQlD0iIgNEVkc5Hix8LzWgle0o0IqIiPQHSS+J4/sQyO213irIx9tPoN01ZY+6HIuIDAQKtGmgFloREZH+5ZiicVQlknsFWrOgAK+jAz+Z7PO42LquQDt2bMZrFBGRw6dAmwY9LbQKtCIiIv1CwLAI9tXlOD81jc++RjqOr1uHVVyMXVyc8RpFROTwKdCmwa4WWg0KJSIi0i/4bup5zy7HRYUAuDub+zwstm6dWmdFRAYQBdo0UAutiIhIP+N1BdrgHi20Q4YA4O7Y3udh8XXrCI7V/bMiIgOFAm0a6B5aERGRfmYfLbT20KEAJHfs2OuQ5M6duDt3Ehg7LuPliYhIeijQpoHvdQVajXIsIiLSP3S30O5xD63d1UKb3L53oI2vWwegFloRkQFEgTYNfF9djkVERPqVrt5Te91DW1wMpkmyjy7Hsa5Aq3toRUQGDgXaNOhpodWgUCIiIv2D13eXY8OysEpKcPtqoV27DiMYxKmoOBIViohIGijQpoFaaEVERPqZnnto8/faZA8ZQnJ7Hy20a9cSGD0aw7IyXZ2IiKSJAm0a7GqhVaAVERHpF/bRQgtdgbaPQaFiH3xAaOKETFcmIiJppECbBrtaaNXlWEREpF/obqF1wnttsktLSW7b1mtdcscOko2NBCdOOhLViYhImijQpsGuFlony5WIiIgIkGqhNS0wjL02OSNGkNy6FT8e71kX/eADAEKTJh6xEkVE5PAp0KaB7/sYGJiWne1SREREBFIttEbf98I6VVXg+yQ2bepZF+sKtMEJ6nIsIjKQKNCmge97GKaB0ce3wCIiIpIF3S20fQhUVQIQ31jfsy664gPs8nLs4uIjUp6IiKSHAm0a+J6PYeijFBER6Tc8b/8ttECiYVegjSxeTHjK5CNSmoiIpI9SWBp0t9CKiIgMJv/2b//GiBEjmDZtGtOmTePJJ5/MdkkHzt93C61dWooRDBKvWw9AYutWEvX1hE844QgWKCIi6aCbPtPA9zy10IqIyKD09a9/nW9961vZLuPgeS5YfQ/WaJgmwYkTiC5bBkDk3XcByFGgFREZcJTC0sD3fd0/KyIi0p/klULu0H1uDk85lujy5fiuS/srr2Lm5xOaqBGORUQGGgXaNPA9D8PURykiIoPPnXfeydSpU7nhhhvYuXNntss5cAUjIG/YPjeHj5uK19lJZMkS2l98kbyzzsJwNP2eiMhAoxSWBmqhFRGRgeq8885jypQpez3mz5/Pl7/8ZdauXcvixYspLy/nm9/85j7PM3fuXGpra6mtraWxsfEI/gSHJu+MM8Bx2Dj7S7jNzRR+7NJslyQiIodA99Cmge95mLY+ShERGXiee+65A9rvi1/8Ipdeuu/QN3v2bGbPng1AbW1tWmrLJKuoiOKrrmLnH/9ITm0tuaefnu2SRETkECiFpUHR8ArUQCsiIoPN5s2bKS8vB+CRRx5hypQpWa4ovYb9yz9TcOklhCZOVE8rEZEBSoE2DYI5OdkuQUREJO2+853vsHjxYgzDYPTo0fz2t7/NdklpZVgWOccfn+0yRETkMCjQioiISJ/uv//+bJcgIiKyXxoUSkRERERERAYkBVoREREREREZkBRoRUREREREZEBSoBUREREREZEBSYFWREREREREBiQFWhERERERERmQFGhFRERERERkQFKgFRERERERkQFJgVZEREREREQGJAVaERERERERGZAUaEVERERERGRAMnzf97NdxOEYOnQoo0ePznYZNDY2Ulpamu0y+g19Hrvos+hNn8cu+ix66y+fx/r169m+fXu2yxjQdG3un/R57KLPojd9Hrvos+itv3we+7s2D/hA21/U1tayaNGibJfRb+jz2EWfRW/6PHbRZ9GbPg9JN/2d6k2fxy76LHrT57GLPoveBsLnoS7HIiIiIiIiMiAp0IqIiIiIiMiApECbJrNnz852Cf2KPo9d9Fn0ps9jF30WvenzkHTT36ne9Hnsos+iN30eu+iz6G0gfB66h1ZEREREREQGJLXQioiIiIiIyICkQCsiIiIiIiIDkgLtYVqwYAETJkygurqa22+/PdvlZNUNN9xAWVkZU6ZMyXYp/cLGjRs5++yzmTRpEpMnT+aOO+7IdklZE41GmTlzJscddxyTJ0/m+9//frZL6hdc1+X444/n0ksvzXYpWTd69GiOPfZYpk2bRm1tbbbLkQFO1+ZddG3uTdfmXXRt7puuzbsMlGuz7qE9DK7rMn78eJ599lkqKyuZMWMGf/rTn6ipqcl2aVnxyiuvkJeXx/XXX8/SpUuzXU7Wbd68mc2bNzN9+nTa2to44YQTePTRR4/Kvx++79PR0UFeXh6JRILTTjuNO+64g5NOOinbpWXVz3/+cxYtWkRrayuPP/54tsvJqtGjR7No0SKGDh2a7VJkgNO1uTddm3vTtXkXXZv7pmvzLgPl2qwW2sOwcOFCqqurGTt2LIFAgKuvvpr58+dnu6ysOeOMMygpKcl2Gf1GeXk506dPByA/P59JkybR0NCQ5aqywzAM8vLyAEgkEiQSCQzDyHJV2VVfX88TTzzBjTfemO1SRAYVXZt707W5N12bd9G1eW+6Ng9MCrSHoaGhgaqqqp7lysrKo/YfRdm/9evX895773HiiSdmu5SscV2XadOmUVZWxqxZs47qzwLga1/7Gj/5yU8wTf0zDKlfrM4//3xOOOEE5s6dm+1yZADTtVkOlK7NujbvSdfm3gbKtVl/Woehr97aR/s3W7K39vZ2rrzySn7xi19QUFCQ7XKyxrIsFi9eTH19PQsXLjyqu749/vjjlJWVccIJJ2S7lH7j9ddf59133+Wpp57irrvu4pVXXsl2STJA6dosB0LX5hRdm3fRtXlvA+XarEB7GCorK9m4cWPPcn19PRUVFVmsSPqbRCLBlVdeybXXXssnPvGJbJfTLxQVFXHWWWexYMGCbJeSNa+//jqPPfYYo0eP5uqrr+aFF17guuuuy3ZZWdX9b2dZWRlXXHEFCxcuzHJFMlDp2iwfRdfmvenarGtzXwbKtVmB9jDMmDGD1atXU1dXRzweZ968eVx22WXZLkv6Cd/3+cIXvsCkSZP4xje+ke1ysqqxsZHm5mYAIpEIzz33HBMnTsxuUVl02223UV9fz/r165k3bx7nnHMODzzwQLbLypqOjg7a2tp6Xj/zzDMakVUOma7Nsj+6Nu+ia3Nvujb3NpCuzQq0h8G2be68804uuOACJk2axFVXXcXkyZOzXVbWfPrTn+bkk09m5cqVVFZWcvfdd2e7pKx6/fXXuf/++3nhhReYNm0a06ZN48knn8x2WVmxefNmzj77bKZOncqMGTOYNWuWhsOXHlu3buW0007juOOOY+bMmVxyySVceOGF2S5LBihdm3vTtbk3XZt30bVZ9mcgXZs1bY+IiIiIiIgMSGqhFRERERERkQFJgVZEREREREQGJAVaERERERERGZAUaEVERERERGRAUqAVERERERGRAUmBVkRERERERAYkBVoREREREREZkBRoRUREREREZEBSoBUREREREZEBSYFWREREREREBiQFWhERERERERmQFGhFRERERERkQFKgFRERERERkQFJgVZEREREREQGJAVaERERERERGZAUaEVERERERGRAUqAVERERERGRAUmBVkRERERERAYkBVoREREREREZkBRoRUREREREZEBSoBUREREREZEBSYFWREREREREBiQFWhERERERERmQFGhFRERERI6gOXPmMG3aNHzf3+86EfloCrQiRwFdOEVERNLrnnvuwTCMXg/TNCkuLuacc87h4Ycf3uexv//973FdF8Mw9rtORD6ane0CRCTzfv/73zNkyJC9Lpx7rhMREZED8+677wIwdepUjj/+eAA6Ojp4++23efHFF3nxxRf5+c9/zte//vVexy1dupTNmzfzve99b7/rROTAqIVWZJDrvkjedNNN+10nIiIiB6470N5888384Q9/4A9/+AMPPfQQq1at4vLLLwfgX//1X4nFYr2Oe/bZZ8nPz+czn/nMfteJyIFRoBUZ5HThFBERSS/P81iyZAkAU6ZM6bUtEAjwL//yLwC0t7ezZs2aXtufffZZrr/+evLy8va7TkQOjAKtyCCnC6eIiEh6ffDBB3R0dAAwefLkvbaPGDGi53UwGOx5HY/HeeWVV3r1kOprnYgcOAVakQHo/fff55prrmH48OGEw2GOP/545s2bh+/75OXlYds2kUhEF04REZEM6O5uPHLkSAoKCvbavnr1agAqKioYN25cz/q//e1vzJgxg5qamv2uE5EDp0GhRAaYu+++m3/8x38kmUwyc+ZMRo8ezdKlS/n0pz/NihUr6Ojo4NhjjyUcDvPyyy/rwikiIpJm3YF2z+7GAL7vc9tttwHwn//5n70GX1y8eDE333xzr/37WiciB06BVmQAefHFF/nSl75EUVER9913HxdffDGQunh+/etf5wc/+AEAtbW1gC6cIiIimdBXoE0kEixZsoR/+7d/46233uKee+7h85//fK/jbrnllr3O1dc6ETlwhq9JKEUGhGQyycSJE1m7di3PPPMMs2bN6rW9vb2doqIiXNflrrvuUpdiERGRDPB9n+LiYlpaWvrcXlZWxjPPPMNxxx13ROp56qmnuPjii6mvr+91767I0UL30IoMEH/6059Yu3YtF1988V5hFiAvL4/y8nJgVwvtwXrqqacwDINNmzYdVq0iIiKD1dq1a3vC7DXXXMNnP/tZrrvuOk499VQMw2Dbtm184hOfIJFIHJF6Fi9eTGlpqcKsHLXU5VhkgHjkkUcAuO666/a5T2dnJ47jHPK3wosXL2bYsGFUVFQc0vEiIiKDXXd342HDhvHHP/6x17b58+dzxRVXsG7dOh599FE+9alPZbyexYsXc/zxx2f8fUT6K7XQigwQ77zzDgAzZszoc/uWLVtoampiypQpvaYIOBiLFy9m+vTph1yjiIjIYNcdaPu6Hl9++eWcf/75ADz44IOH/V6lpaX88Ic/5Gc/+xnV1dXk5uZy8cUXs2PHjp593nvvPaZNm3bY7yUyUCnQigwQjY2NAOTn5/e5/c9//jNw6N2NIXVR3D3QfvDBB0ycOJHzzjuPpqamQz6viIjIYLG/QAtw4403AvD000/T2dl5yO+zadMmtm/fzt13382KFSv41a9+xR133MELL7zAT3/6UwA6OjpYu3atWmjlqKZAKzJAdAfZNWvW7LVt+/bt/OhHPwIOPdB2XxS7A+2jjz7KiSeeyAUXXMDTTz9NSUnJIVYuIiIyeLz33nsAzJw5s8/tF110EeFwmEgkwjPPPHPI77NkyRIA/uEf/oHf/e53XHTRRdx4442cc845rFq1CkjNS+95ngKtHNUUaEUGiNNPPx2A//iP/yASifSs37hxIxdddBHbtm0DDj3Qdl8Up02bxve+9z0+/elP84tf/II77rgDy7IO/wcQEREZ4DZs2MD27duBfV9vc3NzufDCC4HUl8OHasmSJQQCAW699dZe65uamigtLQVS4To3N5djjjnmkN9HZKBToBUZIObMmUMwGOSZZ55h/PjxfPKTn+SCCy6gurqaoqIiSktLycvL49hjjz2k87/33nuEQiH+6Z/+ibvvvpsXX3xxr/nzREREjmbdrbNjxoxh6NCh+9zvk5/8JACPP/44ruse0nstWbKEGTNmUFhY2LPO932WLVvWM//t4sWLmTp1KqapX+nl6KW//SIDxPHHH88LL7zAmWeeyY4dO3jmmWfo6Ojg17/+NbfddhuNjY2ce+65OI5zSOdfvHgxubm5PPnkk/zoRz/ipJNOSvNPICIiMrBdfvnl+L7PunXr9rvfNddcg+/7bN++/ZB7Ob3//vt7Dfa0Zs0a2tvbe2Yz0AjHIpq2R2RAOeWUU3jppZd6rfN9nyuvvBKAL33pS4d87sWLF3P99dcD8LWvfY2TTjqJiRMnHvL5RERE5NDE43FWrlzJLbfc0mv94sWLATjuuONwXZelS5cye/bsLFQo0n+ohVZkgFi0aNFe67Zt28YNN9zAI488wiWXXMJFF110SOfuviged9xx/PSnP+XEE0/kYx/7GDt37jzcskVEROQgrVixgkQisVcL7eLFixk9ejSFhYWsWLGCaDSqFlo56qmFVmQAqK+vZ8aMGYwePZqJEydSWFjIxo0bee+994hEIpx55pmHNd9d90Vx6tSpWJbFn//8Z2bOnMlVV13FU089hW3rnwoREZEjZcmSJdi23XOvbLfduyEvXry4z31EjjaG7/t+tosQkf2rr6/n3/7t33jllVfYunUrnZ2dlJSUMH36dK699lquueaawxoQ4oEHHuDzn/887e3tBINBIDUH7UknncT111/PL3/5y3T9KCIiIiIiaaNAKyIiIiIiIgOS7qEVERERERGRAWnA3xg3dOhQRo8endUaVq5cCcCECROyWoeIiBy+9evXs3379myXMaDp2iwiIum0v2vzgA+0o0eP7nP01yPprLPOAthrOhURERl4amtrs13CgKdrs4iIpNP+rs3qciwiIiIiIiIDkgKtiIiIiIiIDEgKtCIiIiIiIjIgKdCKiIiIiIjIgKRAKyIiIiIiIgOSAq2IiIiIiIgMSAq0IiIiIiIiMiAp0IqIiIiIiMiApEArIiIiIiIiA5ICrYiIiIiIiAxICrQiIiIiIiIyINnZLmAwSMbj2S5BREREdpeMZrsCERE5AhRo02BH/QYsWx+liIhIv7FtBdihbFchIiIZpi7HaWBaFp7rZrsMERER6Wba4CayXYWIiGSYAm0aKNCKiIj0M5YDngKtiMhgp0CbBqZl4XkKtCIiIv2GaYOXzHYVIiKSYQq0adDdQuv7frZLEREREQDTSXU59rxsVyIiIhmkQJsGpmXh+z6JmEZUFBER6RcsJ/Ucbc5qGSIiklkKtGlgmhYA0fb2LFciIiIiQKrLMUBkZ3brEBGRjFKgTQPT6g60bVmuRERERIBdLbSdO7Jbh4iIZJQCbRqYVupb4FiHWmhFRKR/u+GGGygrK2PKlCk965qampg1axbHHHMMs2bNYufOXa2at912G9XV1UyYMIGnn346GyUfmu4W2s6m7NYhIiIZpUCbBrtaaBVoRUSkf/vc5z7HggULeq27/fbbOffcc1m9ejXnnnsut99+OwDLly9n3rx5LFu2jAULFnDTTTfhDpRp6tRCKyJyVFCgTYOeQKsWWhER6efOOOMMSkpKeq2bP38+n/3sZwH47Gc/y6OPPtqz/uqrryYYDDJmzBiqq6tZuHDhkS750PTcQ6sWWhGRwSzjgdZ1XY4//nguvfRSYHB2a9I9tCIiMpBt3bqV8vJyAMrLy9m2bRsADQ0NVFVV9exXWVlJQ0NDn+eYO3cutbW11NbW0tjYmPmiP4ppg2Goy7GIyCCX8UB7xx13MGnSpJ7lwdityTBNDMNQC62IiAwqfc2vbhhGn/vOnj2bRYsWsWjRIkpLSzNd2oExbXU5FhEZ5DIaaOvr63niiSe48cYbe9YNym5NpKbuUQutiIgMRMOGDWPz5s0AbN68mbKyMiDVIrtx48ae/err66moqMhKjYfEdNTlWERkkMtooP3a177GT37yE0xz19sMym5NpLodRzs6sl2GiIjIQbvsssu49957Abj33nu5/PLLe9bPmzePWCxGXV0dq1evZubMmdks9eBYjroci4gMchkLtI8//jhlZWWccMIJB7T/QO/WZFpqoRURkf7v05/+NCeffDIrV66ksrKSu+++m1tvvZVnn32WY445hmeffZZbb70VgMmTJ3PVVVdRU1PDhRdeyF133YXVNW7EgKAuxyIig56dqRO//vrrPPbYYzz55JNEo1FaW1u57rrrero1lZeXD6puTaZlaR5aERHp9/70pz/1uf7555/vc/2cOXOYM2dOJkvKHCsA7duyXYWIiGRQxlpob7vtNurr61m/fj3z5s3jnHPO4YEHHhi03ZpSXY4VaEVERPoNq+se2mQ825WIiEiGZKyFdl9uvfVWrrrqKu6++25GjhzJQw89BPTu1mTb9oDr1qQuxyIiIv2MFUg9dzRC4Yjs1iIiIhlxRALtWWedxVlnnQXAkCFDBmW3JsOyiHV24nkupjlwgriIiMig1R1o27cq0IqIDFIZn4f2aGFZFvg+MY10LCIi0j9YTupZ99GKiAxaCrRpYlqpxu5IW2uWKxERERGgdwutiIgMSgq0adIdaDtbW7JciYiIiABqoRUROQoo0KaJaafum40o0IqIiPQPhgmhIrXQiogMYgq0aWJ1dzluVZdjERGRfiNvmAKtiMggpkCbJqatLsciIiL9Tl6ZuhyLiAxiCrRpYhgGTiisLsciIiL9hO/7aqEVERnkjsg8tEeLnIICtdCKiIj0A8t3LCdoBSHv1FSg9X0wjGyXJSIiaaYW2jQKFxRq2h4REZF+wDEdIskIFJRDohOi+sJZRGQwUqBNo5yCQg0KJSIi0g+E7TBRN0oivzy1orUhuwWJiEhGKNCmUTi/kM42fQMsIiKSbWE7jO/7bHQCqRUt9dktSEREMkKBNo3CBQVEWltSg1CIiIhI1oTsEABr/WhqRcvGLFYjIiKZokCbRuH8AtxEgkQ0ku1SREREjmphOwzAmth2MB210IqIDFIKtGmUU1AIQKfuoxUREckq0zAJWkHWtqyDggoFWhGRQUqBNo3CXYFWc9GKiIhkX9gOs7Z5LRRWKdCKiAxSCrRp1N1Cq6l7REREsi9sh1nfup54QQW0aJRjEZHBSIE2jcI9XY7VQisiIpJtOU4OSS/J6py81LQ9npvtkkREJM0UaNMop7Ar0LY0Z7cQERERIdfJBWCZ5YPvQtvmLFckIiLppkCbRoFQGCcUpmNnU7ZLEREROeoFrSCFwUKWe52pFU112S1IRETSToE2zfKKi2lv3pntMkRERASYPGQyyyJbUwtNa7NbjIiIpJ0CbZrlFpWohVZERCTLmho20rx1MzVDaljTtoGYFYQdCrQiIoONAm2a5RYV09GsQCsiIpJNrusSa29n8pDJJP0kHwwdqUArIjIIKdCmWW5xCR071eVYREQkmwKhMIlYjMkFEwF4L79YXY5FRAYhBdo0yysuIRGLEo90ZrsUERGRo5bvO/j4eNvaGFUwikW2nxoUyvOyXZqIiKSRAm2a5RaXANCuVloREZGsiUdTv+JsXbuK2mG1vJtoxnVj0Fr/kcfu/NOfWH3mWXww/QQavvENElu2ZLpcERE5RAq0aZZbVAyg+2hFRESyKJQbxMBi0+rVnDDsBNq8GKsDDjSu2u9xTfc/wJZ//w8Co0ZReOmltL30MnUfv4LIsmVHqHIRETkYCrRpltfVQquRjkVERLInELbBCNDwwQpmDJ8BwNuhEGxdus9jEps2se1nPyPvrLMY+YffU/4f/86Y//tfzJwcNnz+BmJrdQ+uiEh/o0CbZrlFXYFWc9GKiIhkTTBsgxGkvWkreTGHMYVjeDW/aL+Bdsfvfgeex/B//R6GmfoVKThmDCPvuw/Dcai/6Su4ra1H6CcQEZEDoUCbZsHcXCzHoV0ttCIiIlljmAZOMAzAxmVLOLPyTN4OGHTsI9B6HR20zH+MgosuxKmo6LUtUDmCyjt+Qbyhgc1z5uD7fsbrFxGRA6NAm2aGYZBbVKIWWhERkSwL5+eCEaTu/fc5o/IMksDfOjZCMrbXvm0vvIjX0UHRpz7V57lyamsp+/rXaHv2OVoefiTDlYuIyIFSoM2AvOIS2pt2ZLsMERGRo1ooz8G0K/lwyftMK5tGvhXixXAAGlfutW/7yy9jlZQQnj59n+cr+dznyJk5k60//CHxjRszWbqIiBwgBdoMyB9aStuOxmyXISIiclQLhGyCeWPobGmkbctWzi4/mRdyc4jWL+y1n++6dLz6Knmnn95z72xfDMui4vbbwLLY9J3v4rtupn8EERH5CBkNtBs3buTss89m0qRJTJ48mTvuuAOApqYmZs2axTHHHMOsWbPYuducrbfddhvV1dVMmDCBp59+OpPlZUzB0FLadmzH1+TtIiIiWTV2+okArPzb63xs0qdpN01equv9+0V0+XLclhZyzzj9I8/nVFQw/F+/R+S999jxP7/LSM0iInLgMhpobdvmZz/7GStWrODNN9/krrvuYvny5dx+++2ce+65rF69mnPPPZfbb78dgOXLlzNv3jyWLVvGggULuOmmm3AH4Lef+UNLcRMJOltbsl2KiIjIUW3yaRMwrGEsf/U1ZgyfSRk2j7f27nIcWfw+ADknnHBA5yy49FLyL7qQxjvv1Py0IiJZltFAW15ezvSue1Hy8/OZNGkSDQ0NzJ8/n89+9rMAfPazn+XRRx8FYP78+Vx99dUEg0HGjBlDdXU1Cxcu3Nfp+62CoaUAtG7fluVKREREjm4jJhYTLphI8+Y6Opp2cFnRZF61PRq27RrtOPL++9jDhuEMH35A5zQMg/Lvfx+7pIRN3/kuXjSaqfJFROQjHLF7aNevX897773HiSeeyNatWykvLwdSoXfbtlTwa2hooKqqqueYyspKGhoa9jrX3Llzqa2tpba2lsbG/nevav6QVKBt297/ahMRETmamKbBpNPPBOCdJ5/iHyZdgwk88O6dPftE3n+f8NSpB3Veq6iI8tt+RHztWrb97OfpLFlERA7CEQm07e3tXHnllfziF7+goKBgn/v1Na+bYRh7rZs9ezaLFi1i0aJFlJaWprXWdCgYWgZAqwKtiIhI1p1w0VRMZzRLX3iWslFncUFnnIe3vklLrAW3uZnExo2Eph570OfNO/VUij/zGXbefz/tr7+egcpFROSjZDzQJhIJrrzySq699lo+8YlPADBs2DA2b94MwObNmykrSwXAyspKNu42DH59fT0Ve0xuPhAEc3NxQmG10IqIiPQD+SUhRk45nXikmWWvv8UNRVOI+En+Z8lcYmvWABCaMOGQzl32zW8QGDeOzf/8LySbmtJZtoiIHICMBlrf9/nCF77ApEmT+MY3vtGz/rLLLuPee+8F4N577+Xyyy/vWT9v3jxisRh1dXWsXr2amTNnZrLEjDAMg4KhpWqhFRER6SfOuv5iDKuEVx78I8eMv4zL2zt4cMWDbFn2NgDBceMO6bxmKMSIn/4Et7mZhq99HT+RSGfZIiLyETIaaF9//XXuv/9+XnjhBaZNm8a0adN48sknufXWW3n22Wc55phjePbZZ7n11lsBmDx5MldddRU1NTVceOGF3HXXXViWlckSM0Zz0YqIiPQfQyryGXvCJUTbtvC3DwLcvLOVAPD6a3/GyMnBPoweYaGaGsp/8B90LlzI1h//JH1Fi4jIR7IzefLTTjutz/tiAZ5//vk+18+ZM4c5c+ZksqwjomBIKVvXrcl2GSIiIodtwYIF3HLLLbiuy4033tjzRfRAc+E/XsFv33+RN594mIlnnM2t7SuJbdxGS3lZn2N2HIzCyy8nunwFTffeS2DUKEo+c12aqhYRkf3JaKA9mhWUlhFpbSEejRAIhbNdjoiIyCFxXZevfOUrPPvss1RWVjJjxgwuu+wyampqsl3aQQvlBrjwplt4/L//mT8tLOWGEY0s31HGW6O3seTdh3DbprNqSxs7O+MkPZ+CsENJToCRJTmMLc1lXGkelcVhbKvvDm5l3/4WsfqNbLz9NpqTCdzJU2mt30Bn4ybirTuJRyIkYnGS8Ti+7wEmBoBhgmFhWhaWE8AOBHCCIexQGCeUgx3OJZCTj5NXSCC/iEBuLk4oQDAnRCAcxAk4WLaJ5ZiYlnHY4Xx3XjyO19GBH43iRaJ4kc6e17hJfM8Dz0s9ux74Hr7rgQGGZYFlYXQ9MC0Mu+vZMlPbbDu1zbZTr3uWHQwn9dqw7V3bB2jPPRHJHAXaDCkanuq61LxlM2Wjx2a5GhERkUOzcOFCqqurGTs2dS27+uqrmT9//n4D7cqVKznrrLOOUIV9W7x4MUCfdTRv3UHbjlf5hREgv3MDOxtg2zWfx4sPwaEIx0oFTdfzSbg+Sc/rOdYwDEKOSdixCJkQcBMYiTh+Io6XiOG5cXw8+O63PqJCA+i7F9vBM/Z4AEbfr/1eYdfH6CrB8MHoWja6eteZvg9+z1l6jtlz0ehr/QH8bIcau/3dj97zJKlvCHa9+17bjT323W3B6L3os69992TsdzF9xxyYdP2tSotDKObI139k3rFf/bkcINf3CTo2ZWP6d5ZRoM2QouGpeXabtyrQiojIwNXXHPFvvfXWXvvNnTuXuXPnAqkZDvqzomFDwPdoa9pCaziI6YXJ8z06AjvICyYYmT+SkB3q2T8aSdDR1kksEsGNxyAWBy8BuOz6SU1Mw8IybSzDwE+C5Xq4AZPOHIeE5eMaHkkjQZIEHrt/Rt2/6hqYvtEVKk1Mv3t59+fu8Nn17Bs9r+l59tk9rNKzzd8rnPq7vdorBKYxZPVLB5/BRY468aSb7RI+kgJthhQN6wq0WzZnuRIREZFDdzBzxM+ePRuA2tpaXnrppUyXtl/dLbP7quOBNz9k4V2/pTq6ioQZBSOM6ZQTt20808PBwErE8BPN+F4rUNx1pIUTLiWcV0ggEME0NxAr2MrGIUnWhgupNy2aacf3O7jxaY/zFvssr4JfXRpgR24xJIsx3GLMZAmGl49j5BG08gib+eTY+eQ4+eTbueQEna6WYJtwwCQnYBNyLMKORTjQ1ULcs5x6DloGga2bMFd/gLtiKfFlS4l+sAqvvaOrdJNg1XBCYysIjhiKM7QApyQPZ0guVm4AfBff9/F8SCZ9XDf12vVSWc/zDHy/qz3WN/AwwDfwfAMw8XwDn90efqpl2AcwTHwMPB8wjK73MfAg9R6AZ4Dvg0dq2Qdcv+u9fQO3K3Z7GF01+b329XwfFw/PM/CMVO1+V60+Pr6fOr/fFfhTy14f26D7SwE8H8Nzd31R4JH61sD3MX26KqD74FTrtu9j+KkzpX5Cf9cpu1/0tPp37586xW5ty7u3t/cc3KsRuc9G/u4mc6PXotG1vNf/c43uE+3/+4vufwb2ev89TtV7n93XGH2/QdeJ+/o3Ze8G9H3tcwDfvOy2i7nH/n0dved7+Xts3X1L74b9PY409lz+6PfqS/fHs+vP3Nj7z36vTgYf8Znuq6Aunu+zoyNGTmEOl95400fWmGm1tbX73KZAmyHBnBxyCoto3rIp26WIiIgcssEyR/zu3vmwiX+dv5RvFoQ56+1leOeZLDdPZEekAzrb8LwEnmkRsSyi+TatOXnsKOxk29BWNufuwLfW7XXOHDuHirxianLLqciroDy3nIozy0m8upqaO+7lN3+AIV/4FCWf+xxWXu5h/wx+Mkm8ro7IkmVEly8nunw5keUr6OjsBMBwHIITJlBwyaWEamoI1dQQHH8MZjC43/Omoql+QRSRgUP/XmVQ0fAKdirQiojIADZjxgxWr15NXV0dI0aMYN68eTz44IPZLuuQReIuX//z+4woDnNZ2KAzJ4fxH7+cY1/7GdR8HC68AwrK8X2fjW0bWb31XTauf5n2Te8Qa/6QUKtPuHg0hVWnMmzcLIYVVFGWU0ZBoKDvwZjGQvzcK9n2Xz9j+5130vT731P48Y9TcOEFhKdNw3Ccj6zZbe8gtnoVsZWriK78gNjyFURXrsSPRgEwQiFCEydS+PGPE5o8mdDkGoLjxh3QuUVEBjoF2gwqHl7Oh39fnO0yREREDplt29x5551ccMEFuK7LDTfcwOTJk7Nd1iG75/U6NjR18qcvngT/9b84lZUY534PQvnw/A/gg8dh+LEYoUJGtm5m5PZVgA+FI2Hal+C4T0PJmIN6z0BlJZW/+G8iSz5P0wMP0PyXv7Dzj3/EzMkhcEw1wdFjsIqKMHNz8RMJvFgUt2kniS2bSWzaRHLTrtuXzNxcQpMmUfwPV6XCa00NgTFjNPqviBy1FGgzqGhYOctefp5ELIoTDH30ASIiIv3QxRdfzMUXX5ztMg5bc2ec37y0lvMmlXHyuCGsq6/HqapK3Zh22tdTLbTv3Q8N70C8A4YeA1M+AePOgRG1YPY9Xc+BCk+dyoif/AT3X/+VjjfeoPOthcTWrKHjrbfwWlvxOjvBcTCDQazCQpyKCnJqawmOHUtw/HiC4yfgjKhI67Q8IiIDnQJtBnWPdNyydQtDR47ObjEiIiJHuXlvb6QtluSb508AILFpEzknnbRrh5IxcO6/ZrwOKy+PgvPPp+D883ut931fYVVE5CAd3leNsl/F5SMAaNpUn+VKREREjm6u53P/3z7kpLElTCovwG3vwOvowBk+LNul9VCYFRE5eAq0GVRSmerGtH3jhmyXIiIiclR7edU2GpojfPbk0QAkG7cBYJeVZbEqERE5XAq0GeQEghQPL2fHxg+zXYqIiMhR7fH3N1MYdjh3UqpFNrmtEQC7VIFWRGQgU6DNsCGVo9iuQCsiIpI10YTLM8u3csHkYQTs1K8+yW3dLbSl2SxNREQOkwJthg2tGsnOLZtIxuPZLkVEROSo9Orq7bTHklw6taJn3a5AqxZaEZGBTIE2w4ZUjcL3PA0MJSIikiUvr9pGbsDi5HFDetYlt23DyMnBzM3NYmUiInK4FGgzbGjVKADdRysiIpIlr63ezkljh+BYu37tSTY24pSWamRhEZEBToE2w4rLR2DZNts+rMt2KSIiIkedjU2drN/RyWnHDO21Prltm7obi4gMAgq0GWbZNqWjxrB17epslyIiInLUeXX1dgBO3yPQJhq3YZdqQCgRkYFOgfYIGDZuPFvr1uB7XrZLEREROaq8vb6JoXlBxpXm9VqfbNyuQCsiMggo0B4B5dXjiUciNG1q6LU+VtdC81/X0vriBtzWWJaqExERGbwWb2zm+JFFve6V9SIR/M5OrCFD9nOkiIgMBHa2CzgaDB93DABb1q5iSGUVAO1/20Tz/LVgG5D0aXu5npJPTSA8WRdXERGRdEi6PvXbO/hUbWWv9e7OnQDYJcXZKEtERNJILbSHyfd94nV1xDdswE8m+9ynuGIETijMlrWrAEhs6aD5sbWEJpVQ8a8nM+ybJ2APDbPjj8vp/HvjkSxfRERk0GqPpa7Lx1f1Dq7JrkBrFSvQiogMdAq0h8vzwDRJbtnChhu/2HOR3J1pWpRXH0PDyhUAtCxYjxGyKfnUeMyAhVOaQ+kXpxKoKqDpzyuJb2w70j+FiIjIoNMeS2IaMLWysNd6t6k70JZkoywREUkjBdrDZFgWgVGjCIwdS+Tdd1l/5SfpfO+9vfarrDmWxg/raK/fQXRlE3mnVGDmOD3bzaDFkOtrsPIDbL9/OW5b/Ej+GCIiIoNOeyzJMWX55AZ732HlNncH2qIsVCUiIumkQJsm9tChjPrjA/j4fHjtdWz7xS/w47tCadXkqeD7ND6faqXNrR221zmsXIchn6nB60zS9NAqfM8/YvWLiIgMNpF4konl+Xutd5uaALDV5VhEZMBToE2j8LHHMnb+fAovu4wdv/ktdVf9A53vplpry6vHYweDuOs6CYwswC4O9XmOQEUeRZeOIbZqJ+2vN/S5j4iIiOxf0vOJJT0mDN870CZ37gTLwiwoyEJlIiKSTgq0aWbl51Nx+22M+NUvcXfu5MNrrmHTrf+Mv7OZUcdMIxQLExq//2+Ec08sJ1QzhJYF64k3tB+hykVERAaPSNwFYGIfgdZt2olVVIRh6tcgEZGBTv+SZ0jBrFmMe/IJhnzxi7Q88QRrZp1PZUuqVTZZ6u33WMMwKL7yGKxch6Y/fYAXc49EySIiIoNGZzw1wvGE4Xu3wro7d2rKHhGRQUKBNoPM3FzKvvkNxj3+VwouOJ/8hhgJL8aSe35GbF3dfo+1ch2K/2ECyR0Rmh9dg+/rfloREZED1Rl3sUyDisK9b/FJ7mzCKlKgFREZDBRoj4DAqFFU/PjHFNaeR1uikbo1K1h38cVs+MKNtC54Gi8a7fO40LgiCs4bRed72+hYuOUIVy0iIjJwdcZdcgI2hmHstc3d2aw5aEVEBgn7o3eRdPCTHsmdSayqAnZuDpP7j7OJPTKfhq99DTM3l/zzziP/ogvJPfFEzHC457j8s6uIfdhK81/XEqjMJzAiL4s/hYiIyMBQFHawrb3DLKS6HFvqciwiMij0u0C7YMECbrnlFlzX5cYbb+TWW2/NdklpkdjaCUmf0unV+G/5bBlTxYznn6Nz4UJanniCtmeepWX+fIxAgJwZM8g9/TRyZswgNH48Jf8wgW2/fJcdDyyn7KZpGLkO7TujRNsTRNsTxKNuqkuyDz4+tmPhBC2ckEUgaBPMsQnlOVi2GuRFROToMKI43Od63/Nwm5uxioqObEEiIpIR/SrQuq7LV77yFZ599lkqKyuZMWMGl112GTU1Ndku7bAlNqdGKy6eMpLKSVP4+wtPM+OyK8k95RRyTzkF7/vfp3Ph23S8+irtr73Gttt/DIARCuEdeyKRkadT6lax8odv8lqbS8I9+Htqgzk24fwA4Xyn6zlAMAcM2vHcVtx4M26yA8+NkYx3EuvsxE0k8H0P30s9ACwngO042IEgdsDBcgIEwmGC4RyCuXkEQ2GCRi4BM4hjBrGNAJZvY3gGeH5qfl0P8HwwwLAMsE0My8CwTLAMDNvECFqYQavr2cYImhiOhWH2/Y27iIjIR/E6O8HzsAoKs12KiIikQb8KtAsXLqS6upqxY8cCcPXVVzN//vz+H2iTMcCHpnW7rewduhIbW8AC29jClBOPZ8Ef7ufDN55mdM0kAEzDIG9KFXlTrmHYl68hUr+Npc9uYM06g6ZEIeyAEbRxQmE+p7GTbY1vklMUIKckTGhoAU7ZEJyhQ7CLCvHDeSTtEImYTyLmEYu4RDpcOloj7Nj0IS2bNrC5dQvxyFa8ZFMfP5AFRhDTCmJZDqZlph62iWkaQBLDgxxyyTUKyDMLMU0Dx3YIWUlClo9hdODSQSbGZzYCJkbQxAxYqZAbsHZb17UcTK0zu56NkIURsDB79rcgaGA4Zur+qr3useojNBsGPv6+99nXOfx9bO9aTrWu++B5qZB/sA6gdN/3MXyDAxlbzDAOrCV/z/vSun8O3yDVW8D3uso5kC8gDuxLip5z9XFP3O6n6lVbH1+AdJ9nn2cx9v0eu5+7r3vzPlKff7X0JY3v+/oc5IjwWlsBsAr2ns5HREQGnn4VaBsaGqiqqupZrqys5K233trvMStXruSss87KcGX79+47b2P6LmdNH7/PfRL+KHw/QOCPq/GBzZF87n75VcpCHb328zHocIfQ7g3F9W0cI0KO2ULIaMP04rh+MZ5VAW4nfnsDntvV2tkH3wTXMojbFgnDxDWtnmxl4mPgYRoeXQkA37DAsAA79RoLHxt8CwMbx7BxDAPHAHuPXzxdH1x8PN/Dw8P1XXzfwyP17Pc8e6TSjtcVDv2e3+93hYyu/xlm38+YmEbqede6vfc7MF0R1fd7wqq/j3Wp5b2P3/Xf3Zb7Co7GbrsYBxrhdj+wr6Xd1hofsX2fx+8j3Bn7OmbfAbGv9zX2OqSv8yrIHJ5DHwU9u+On935310uSW12apVrkaOF2BVqzYO/pfEREZODpV4G2r6lp+vrGfu7cucydOxeARCKR8bo+imsGcH2fxlDFPvfJi+ThWi47g1VdoS9OrDPOBqsUzzHw8CFp40QLMD2HpB0lGthBwo7i4+Nh42PhE6UguZUR8WHEikfxYXAzCeI4LjhJsF2wXAPbtTB8k+6BrE3fw3aTOK6H7XpYno+5v99kDRPDCYOTg+E4GLZDKnT4+MkYbjKG5ybwPBfP9/ANs/cDM3UODDBsDBx8wwDM1LNpdEXZXSks9cfv7wq9qX7JXS19Xa2Y+EByj+U+Hn7q786usGt0NbqZe6wzu6pIhfru/4HRlee6I7QBprmPKLZ3E+neIa6L3+tp7w37PmSf+/QVs3v29z/6vXaF9j227VVrH+/j7+/9P6q+fW3tj1NUDfzAfSA/gb/f/TL/GXh45Gb8XeRo5/a00CrQiogMBv0q0FZWVrJx48ae5fr6eioq9g6Js2fPZvbs2QDU1tby0ksvHakS+zTztJkk3AT//sC/szO6k53RnTTHmmmKNtEca6a1s4U73v46Dw15lnvLHgPAcuHyVyvwDXjs1E1M2XoOJ264lI5gC+9NeIr24VvIcXIIWSHCdpiQHSJkh8ixcwjZIUZtL+PEN8dgeiYbattonugSX7eZ5oXLaflgHfhQOHYkFccfR9UJ0yksHUbACmCbNgErgGM6OJ6JmUimBsjojJHY0Ebsww7iGztJboulfrs1wS51cIYHCFQEcMoCGI6Zar0zugJpdxfP7i8fDAPMrntdLSsVFE0TTHOP12bqnlmzq9tv1/quXIvvpb7k8Dwf36cnJKbea7flnhroCqW77ScicpBqa2uzXYJkUHeXYzNfXY5FRAaDfhVoZ8yYwerVq6mrq2PEiBHMmzePBx98MNtlfaT1LevpSHQw57U5ANiGTVGoiOJQMcXBYmqD07CwOKa6hm+NH09+IJ/8QD7J0dtY/ts/cfOKq4i1n8qY44dw3mfPJhD65AG9b/KUGI0PLmXsmyZtr+9kRdMGcNo56RNXc+zZ51NQWrbPY73OBLEPW4mvbyVW10K8vj11/6ZpEKjKJ/+sMoJjCwmMKsAMWGn5nA5UTww9sm8rIiJHAbe1DQCrUINCiYgMBv0q0Nq2zZ133skFF1yA67rccMMNTJ48OdtlfaRRBaPw8Xn4iocpDhWT5+T1ah2MLN/BjteWc+EJHyM4clcXJ3eEx5YnPqRp4xtUzxzJRbPPPqBWRd/z2LB0CYufeZy1ixYyIucYjh9+LjNLLwLLINhaiPd2B+0lmzCcVCr0Ikm89jiJbRGS2zpJbo+kTmYZBEbkkX9GZSrAjj7yAVZERORI8dq6uhyrhVZEZFDoV4EW4OKLL+biiy/OdhkHJddJ3fU1smBkn9vd5hgAdnGoZ53v+7z0wAd0tM9k6Mg21ix8iFf+6HLKVdfiBIJ9nqd56xZWvvEKy15+np2bGwjnFzDjsk8w9byLKCgtI17XSmT5DmJrmml/vSE1UtPuTAN7aAhneA45x5cRHFOAU5mvACsiIkcNt6Wry3FeXpYrERGRdOh3gXYwSjZHwTYwc52edYueXM8Hb25h5qVjOeGis3jh979h0V8fZsWrLzLx1DMZNmYcdihEpLWF7Rs/pH75Uho/rAOgYkINJ115NeNPPBU7EOg5Z3BsIcGxqS5UvufjtcfxE15qgKSwjRm2NYeriIgc1dy2Nsy8PAxLX+aKiAwGCrRHgNscwy4K9YTJjR80sfDxOsafOIwZl47BMAxmffFmJp5yBosef4TFTz+Om0z2HG8HglSMn8Dp13yOiaecsd97Y7sZpoFV0HdLr4iIyNHKa23VCMciIoOIAu0R4O6MYRWlwmVna5zn7llO8bAczrpmYq97ZqsmT6Vq8lSSiQQtW7eQjMcI5xeQVzIEU98ki4iIHDa3tVVz0IqIDCIKtEdAsjlGaEIxAK89tJpoZ4KPfXUaTrDvkGo7DkMqq45kiSIiIkcFt61VA0KJiAwiZrYLGOz8pIfXFscuCrJxeROr397KCReOZmilBqMQERE50rzWNsxCtdCKiAwWCrQZ5rakRjg2CgK8/KeVFJaFmX5B36Mhi4iISGa5ra1Y+Qq0IiKDhQJthnUH2voN7bQ0Rjj9qvHYju6HFRERyYbUoFDqciwiMlgo0GaY25YA4O8Lt1BxTBEjJ5dkuSIREZGjk59M4nV2alAoEZFBRIE2w9y2OADNbQlOvHxsr1GNRURE5Mhx29oANCiUiMggokCbYcnWOJ4PwycUUVFdlO1yREREjlpeRycAZm5ulisREZF00bQ9Gda8voWk7zPt/FHZLkVEROSo5nV0AAq0IiKDiVpoM8j3fdoaOkjaJlWTdO+siIhk10MPPcTkyZMxTZNFixb12nbbbbdRXV3NhAkTePrpp3vWv/POOxx77LFUV1fz1a9+Fd/3j3TZaaNAKyIy+CjQZtCmVc2YMZfQ0LDunRURkaybMmUKDz/8MGeccUav9cuXL2fevHksW7aMBQsWcNNNN+G6LgBf/vKXmTt3LqtXr2b16tUsWLAgG6WnhQKtiMjgo0CbQcvf2ETIgoLKvGyXIiIiwqRJk5gwYcJe6+fPn8/VV19NMBhkzJgxVFdXs3DhQjZv3kxraysnn3wyhmFw/fXX8+ijjx75wtNEgVZEZPBRoM2QWCTJ2ncbCRoGdmEw2+WIiIjsU0NDA1VVVT3LlZWVNDQ00NDQQGVl5V7r+zJ37lxqa2upra2lsbEx4zUfCgVaEZHBR4NCZciaRVuxkh4GFlaek+1yRETkKHHeeeexZcuWvdb/8Ic/5PLLL+/zmL7uizUMY5/r+zJ79mxmz54NQG1t7cGUfMQo0IqIDD4KtBmy4o3NlA0LQzSJmR/IdjkiInKUeO655w76mMrKSjZu3NizXF9fT0VFBZWVldTX1++1fqDyOhVoRUQGG3U5zoDW7RG21rUydmJqZGMzVy20IiLSf1122WXMmzePWCxGXV0dq1evZubMmZSXl5Ofn8+bb76J7/vcd999+2zlHQi89nYMx8EM6ItmEZHBQoE2A9a+l7p3qLxrMChLgVZERPqBRx55hMrKSv72t79xySWXcMEFFwAwefJkrrrqKmpqarjwwgu56667sCwLgF//+tfceOONVFdXM27cOC666KJs/giHxe3oUOusiMggoy7HGbD23W0MrcojZJtEATNHH7OIiGTfFVdcwRVXXNHntjlz5jBnzpy91tfW1rJ06dJMl3ZEeAq0IiKDjlpo06ytKcrWulbGTS/DiyQAMMNqoRUREck2r6NTgVZEZJBRoE2zdV3djaunl+F1JDEcE8PRxywiIpJtaqEVERl8lLTS7MOl2ykenkPRsBy8SBIzR62zIiIi/YECrYjI4KNAm0aJmEvD6mZGTh4CgNeZ0P2zIiIi/YQCrYjI4KNAm0YNq3biJX1GTk5N1+N1JhVoRURE+gkFWhGRwUeBNo02LG/CdkwqjikCulto1eVYRESkP1CgFREZfBRo02jDsh2MmFCM7aTm7lMLrYiISP/g+z5eZydmbk62SxERkTRSoE0TN+HRsi1CVU2qu7Hv+3gRtdCKiIj0B34kAp6nFloRkUFGgTZNYpEkAJUTiwHwYy54qIVWRESkH/A6OgAUaEVEBhkF2jSJdSYJ5TmUlKculF5HAgAzrBZaERGRbOsOtJYCrYjIoKJAmybxSJKK6iIMwwDA62qxVQutiIhI9nnRKABGOJzlSkREJJ0UaNPATXokE17P6MagQCsiItKfeJ0RAMywBoUSERlMMhZov/3tbzNx4kSmTp3KFVdcQbKZQm8AACCjSURBVHNzc8+22267jerqaiZMmMDTTz/ds/6dd97h2GOPpbq6mq9+9av4vp+p8tIq3hVeewXaaFegDSnQioiIZJsf7Q60oSxXIiIi6ZSxQDtr1iyWLl3KkiVLGD9+PLfddhsAy5cvZ968eSxbtowFCxZw00034bouAF/+8peZO3cuq1evZvXq1SxYsCBT5aVVrDOJacKQyryedX409TMZIStbZYmIiEgXL5IKtOpyLCIyuGQs0J5//vnYdqp18qSTTqK+vh6A+fPnc/XVVxMMBhkzZgzV1dUsXLiQzZs309raysknn4xhGFx//fU8+uijmSovreKRJIGwjWkaPeu8rkBrBtVCKyIikm1eJHUPralAKyIyqByRe2jvueceLrroIgAaGhqoqqrq2VZZWUlDQwMNDQ1UVlbutX4gGFqVT2FZ73tyurscG0G10IqIiGSbF+kEFGhFRAabw2o+PO+889iyZcte63/4wx9y+eWX97y2bZtrr70WoM/7Yg3D2Of6vsydO5e5c+cC0NjYeMj1p4tpGZhW71r9aBIjYGGYff8MIiIicuT4XS20Rkj30IqIDCaHFWife+65/W6/9957efzxx3n++ed7wmllZSUbN27s2ae+vp6KigoqKyt7uiXvvr4vs2fPZvbs2QDU1tYezo+QMV7MxdT9syIiIv1C9z20Zo5GORYRGUwy1uV4wYIF/PjHP+axxx4jZ7eLx2WXXca8efOIxWLU1dWxevVqZs6cSXl5Ofn5+bz55pv4vs99993X08o7EPnRJIZGOBYREekXvGgEDAMjEMh2KSIikkYZS1w333wzsViMWbNmAamBoX7zm98wefJkrrrqKmpqarBtm7vuugvLSrVk/vrXv+Zzn/sckUiEiy66qOe+24HIi6qFVkREpL/wOyOY4fA+b2cSEZGBKWOBds2aNfvcNmfOHObMmbPX+traWpYuXZqpko4oL5rEzHGyXYaIiIgAXjSqKXtERAahIzLK8dHI1z20IiIi/YYX6dQIxyIig5ACbYZ40aTmoBUREekn/EgUM6wRjkVEBhsF2gzxoy6GWmhFRET6BS8SwQhrhGMRkcFGgTYDfNfDT3iYGuVYRESkX/CiEUzNQSsiMugo0GaAF3UBMIJqoRUREekPukc5FhGRwUWBNgP8aBJALbQiIiL9hEY5FhEZnBRoM8CLpVpoNcqxiIhI/+BF1EIrIjIYKdBmQHcLrQaFEhER6R/8SESjHIuIDEIKtBnQfQ+tuhyLiIj0D6lRjtVCKyIy2CjQZoAf06BQIiIi/YXvefixGGZIgVZEZLBRoM0AL97VQhtQoBUREck2PxIBwMxRoBURGWwUaDPAj6uFVkREpL/wolEADM1DKyIy6CjQZkBPl2NHgVZERCTbvO4WWnU5FhEZdBRoM8BLeGAbGJaR7VJERESOeupyLCIyeCnQZoAfc3X/rIiISD/R3UKrLsciIoOPAm0G+HEXQ4FWRESkX/AiqXtozXBOlisREZF0U6DNAAVaERGR/sOPdnU5DquFVkRksFGgzQAv7mmEYxERkX7Ci8YAdTkWERmMFGgzwI+5mI4+WhERkf7Aj3V1OQ4Gs1yJiIikm1JXBvhxVy20IiIi/YQX62qhVaAVERl0FGgzQPfQioiI9B++uhyLiAxaCrQZ4MVdTLXQioiI9At+PBVozUAgy5WIiEi6KdBmgB/3MHQPrYiI9DPf/va3mThxIlOnTuWKK66gubm5Z9ttt91GdXU1EyZM4Omnn+5Z/84773DsscdSXV3NV7/6VXzfz0Llh8eLpu6hVZdjEZHBR6krzXzf1z20IiLSL836/9u7/5i66vuP468Dl2KWopvpGsFT1253YqFYVq+0JMZNQ1WigdVujM2NETU3abN16+Kcyc1iZoJsjdlsJsHcxSUyk93M/YCm2y4t1sylC8HSNQpN3DVCwr2jky6bOEMvP+7n+wdw+SLUTTnXc+7h+UhMyude9H0/Nnx4nffnfM7evRoaGtIrr7yi66+/Xu3t7ZKk8+fPKxaLaXh4WPF4XAcPHtTc3Jwk6cCBA4pGo0okEkokEorH425+hA/EpKelQEBWIOB2KQAAhxFoHWZmMpIR99ACADznjjvuUGAh1O3Zs0fJZFKS1NPTo+bmZhUXF2vbtm0KBoMaGBjQ+Pi4JicnVVtbK8uy1NLSou7ubhc/wQdj0pc44RgAfIpA6zAzPX9Fu4BACwDwsJ///Oeqr6+XJKVSKW3ZsiX7mm3bSqVSSqVSsm17xfhqotGoQqGQQqGQJiYmclv8+5RJp9luDAA+xd4bh5npjCQ6tAAAd9TV1enChQsrxtva2tTY2Jj9cyAQ0H333SdJq94Xa1nWZcdXEw6HFQ6HJUmhUOgD158L5lJa1hUEWgDwIwKtwxY7tFYxzW8AwIevr6/vPV9/9tlndfz4cb3wwgvZcGrbtsbGxrLvSSaTKisrk23b2W3J/38835jptAo2EGgBwI9IXQ7LLAZaOrQAAI+Jx+P60Y9+pGPHjukjH/lIdryhoUGxWEzpdFojIyNKJBKqqalRaWmpSkpK1N/fL2OMurq6sl3efJK5lOYZtADgU3RoHWbS3EMLAPCmb3zjG0qn09q7d6+k+YOhnn76aVVWVqqpqUkVFRUKBALq6OhQYeH8OtbZ2anW1lZNTU2pvr4+e99tPjHptKxinkELAH5EoHWYoUMLAPCo119//bKvRSIRRSKRFeOhUEhDQ0O5LCvnMulLKiimQwsAfsSWY4ctHQrF1AIA4AUmPc0pxwDgUzlPXU888YQsy9LFixezY+3t7QoGgyovL1dvb292fHBwUFVVVQoGgzp06NCqpyt6XYbH9gAA4Cnm0iUVcMoxAPhSTgPt2NiYTp48qeuuuy47dv78ecViMQ0PDysej+vgwYOam5sPgQcOHFA0GlUikVAikVA8Hs9leTnBY3sAAPCWzHRaFqccA4Av5TTQHj58WEeOHFn2zLqenh41NzeruLhY27ZtUzAY1MDAgMbHxzU5Oana2lpZlqWWlhZ1d3fnsrycMLML99AWseUYAAAv4Dm0AOBfOUtdx44d07XXXqudO3cuG0+lUtqyZUv2a9u2lUqllEqlZNv2ivHVRKNRhUIhhUIhTUxM5OYDfEBmOiNZkgpXf/A8AAD4cJl0WgXcQwsAvrSmU47r6up04cKFFeNtbW16/PHHdeLEiRWvrXZfrGVZlx1fTTgcVjgcljR/+qKXmJmMrKKCy9YOAAA+XJl0WhanHAOAL60p0Pb19a06/uqrr2pkZCTbnU0mk9q1a5cGBgZk27bGxsay700mkyorK5Nt20omkyvG842ZmWO7MQAAHmGM4Tm0AOBjOUleVVVVevPNNzU6OqrR0VHZtq2zZ8/qmmuuUUNDg2KxmNLptEZGRpRIJFRTU6PS0lKVlJSov79fxhh1dXWpsbExF+Xl1HyHlgOhAADwhJkZKZNRwRV0aAHAj9bUof0gKisr1dTUpIqKCgUCAXV0dKiwcD4AdnZ2qrW1VVNTU6qvr1d9ff2HXd6amdkMHVoAADwiMz0tSZxyDAA+9aEE2tHR0WVfRyIRRSKRFe8LhUIaGhr6MErKGTNNoAUAwCvMpUuSxCnHAOBTJC+HzXdo2XIMAIAXmHRakjjlGAB8ikDrsMVTjgEAgPsyC4GWU44BwJ9IXg4z05xyDACAV5hsoOWUYwDwI5KXwzgUCgAA78huOeaUYwDwJZKXw8x0RlaAaQUAwAsylxY6tJxyDAC+RPJymJmdk7WBQ6EAAPACM73YoSXQAoAfEWgdZmbo0AIA4BWZxcf2cMoxAPgSyctBxpj5QLuBaQUAwAtMeloSgRYA/Irk5aQ5IxlxKBQAAB5h0vMdWp5DCwD+RPJykJmekyRZAe6hBQDAC7LPoeWUYwDwJQKtg8xsRpLYcgwAgEeY7CnHPIcWAPyI5OUgM7MQaDkUCgAATzAzC/fQEmgBwJdIXg7KBlo6tAAAeIKZXgi0RUUuVwIAyAWSl4OygbaIe2gBAPACMzMjq6hIlmW5XQoAIAcItA4yM4uHQjGtAAB4gZmeZrsxAPgYyctBGbYcAwDgKRkCLQD4GsnLSRwKBQCAp9ChBQB/I3k5aKlDyz20AAB4gZmeIdACgI8RaB2UvYe2iGkFAMAL6NACgL+RvBzEc2gBAPAWAi0A+BvJy0GLgbaAQ6EAAPCE+UDLM2gBwK9IXg5aDLQqZFoBAPACMz0tq4hACwB+RfJy0mxGKrRkFfDwdgAAvMDMzKiALccA4FsEWgeZ2Qz3zwIA4CHzHVoCLQD4FenLQQRaAAC8xcxwKBQA+Bnpy0Fm1hBoAQDwkAynHAOAr5G+HGRmMzyDFgAADzHTMwRaAPAx0peDzMKhUAAAwBt4Di0A+BuB1kl0aAEA8BQCLQD4G+nLQWY2I4tn0AIA4BnzgZbn0AKAX5G+HGRmDR1aAAA8ZP6xPQRaAPAr0peD5ju03EMLAIAnGCMZw5ZjAPCxnAban/70pyovL1dlZaUefvjh7Hh7e7uCwaDKy8vV29ubHR8cHFRVVZWCwaAOHTokY0wuy3Mcz6EFAMBDFn6PKCDQAoBv5Sx9vfjii+rp6dErr7yi4eFhPfTQQ5Kk8+fPKxaLaXh4WPF4XAcPHtTc3Jwk6cCBA4pGo0okEkokEorH47kqLzdmMxJbjgEAHvX9739fN954o6qrq3XHHXfo73//e/Y1P15sNpmMJNGhBQAfy1n66uzs1COPPKLi4mJJ0ubNmyVJPT09am5uVnFxsbZt26ZgMKiBgQGNj49rcnJStbW1sixLLS0t6u7uzlV5OcGhUAAAL/vud7+rV155RefOndM999yjxx57TJKPLzYvhG8CLQD4V87S19/+9jf9+c9/1u7du/XZz35WL7/8siQplUppy5Yt2ffZtq1UKqVUKiXbtleMryYajSoUCikUCmliYiJXH+F9Mzy2BwDgYVdeeWX2z++8844sa/7cB99ebF7s0BYRaAHArwJr+ea6ujpduHBhxXhbW5tmZ2f1r3/9S/39/Xr55ZfV1NSkN954Y9WtSpZlXXZ8NeFwWOFwWJIUCoXW8hEcZWYNh0IBADwtEomoq6tLV111lV588UVJ8xeb9+zZk33P4kXloqKi93WxORqNSpJnLjYbOrQA4HtrCrR9fX2Xfa2zs1P33nuvLMtSTU2NCgoKdPHiRdm2rbGxsez7ksmkysrKZNu2ksnkivF8QocWAOC297rY3NjYqLa2NrW1tam9vV1PPfWUfvCDH/j3YjP30AKA7+UsfX3+85/XqVOnJM1vP56entamTZvU0NCgWCymdDqtkZERJRIJ1dTUqLS0VCUlJerv75cxRl1dXWpsbMxVebkxZyTuoQUAuKivr09DQ0Mr/nn3mvqVr3xFv/nNbyTJvxebsx1ankMLAH6Vs/R1//3364033tCOHTvU3NysZ599VpZlqbKyUk1NTaqoqNBdd92ljo4OFRYWSprv6j744IMKBoP61Kc+pfr6+lyV57zFRZMOLQDAoxKJRPbPx44d0w033CBJ/r3YTIcWAHxvTVuO38uGDRv03HPPrfpaJBJRJBJZMR4KhTQ0NJSrknJrYVcWz6EFAHjVI488otdee00FBQX6xCc+oaefflqSll1sDgQCKy42t7a2ampqSvX19Xl1sTl7D20RHVoA8KucBdr1xmQDLYdCAQC8aXGL8Wp8ebF5oUNbQIcWAHyLdqJTFq8C06EFAMAbOOUYAHyP9OUUthwDAOAtBFoA8D3Sl1Po0AIA4CmGQ6EAwPdIX05ZfFQfgRYAAG+gQwsAvkf6ckj2JEUOhQIAwBvo0AKA7xFoncI9tAAAeIqhQwsAvkf6cgr30AIA4C10aAHA90hfTqFDCwCAtyxebC4qcrkQAECukL4cYjgUCgAAb8lkpKIiWRbnWwCAX5G+nMKWYwAAPMUYowK6swDga6Qvp2S3HHMVGAAATzCG+2cBwOcItE6hQwsAgLdkMgRaAPA50pdTOBQKAABvMUZWIOB2FQCAHCJ9OWTxWXcqZMsxAABeYIzhhGMA8DkCrVOMpEABJykCAOAVxsjaQKAFAD8j0DrFGLYbAwDgJRkjBQi0AOBnJDCnGE44BgDAU9hyDAC+R6B1Ch1aAAA8xZgMh0IBgM+RwBxiDCccAwDgKXRoAcD3SGBOMeKEYwAAvIRACwC+R6B1CluOAQDwFp5DCwC+RwJzipEsOrQAAHhHJkOHFgB8jkDrFLYcAwDgKYYtxwDgewRaxxhZhUwnAACeYYysIrYcA4CfkcAcwinHAAB4jDESHVoA8DUSmFOMYcsxAABewqFQAOB7BFqncCgUAACeYjJGVtEGt8sAAOQQgdZB3EMLAICHcCgUAPgeCcwpbDkGAMBbTIYtxwDgcwRap3AoFAAA3kKHFgB8L2cJ7Ny5c9qzZ4+qq6sVCoU0MDCQfa29vV3BYFDl5eXq7e3Njg8ODqqqqkrBYFCHDh2SMSZX5TnOcA8tAADesfA7BIEWAPwtZ4H24Ycf1qOPPqpz587pscce08MPPyxJOn/+vGKxmIaHhxWPx3Xw4EHNzc1Jkg4cOKBoNKpEIqFEIqF4PJ6r8pxnjMQ9tAAAeEMmI0k8hxYAfC5nCcyyLE1OTkqS3nrrLZWVlUmSenp61NzcrOLiYm3btk3BYFADAwMaHx/X5OSkamtrZVmWWlpa1N3dnavynEeHFgAAzzB0aAFgXcjZZcsnn3xSd955px566CFlMhn95S9/kSSlUint2bMn+z7btpVKpVRUVCTbtleM5xPuoQUAwCMWb1viUCgA8LU1/ZSvq6vThQsXVoy3tbXphRde0E9+8hPt379fv/rVr/TAAw+or69v1ftiLcu67PhqotGootGoJGliYmItH8EZi7XToQUAwBvo0ALAurCmQNvX13fZ11paWnT06FFJ0he/+EU9+OCDkuY7r2NjY9n3JZNJlZWVybZtJZPJFeOrCYfDCofDkqRQKLSWj+CMhTzLc2gBAPAIAi0ArAs5S2BlZWX605/+JEk6deqUPv3pT0uSGhoaFIvFlE6nNTIyokQioZqaGpWWlqqkpET9/f0yxqirq0uNjY25Ks9Riw1aK0CHFgAAL8jeQxsg0AKAn+XsxpKf/exn+ta3vqXZ2VldccUV2S3ClZWVampqUkVFhQKBgDo6OlRYWChJ6uzsVGtrq6amplRfX6/6+vpclecsthwDAOAt2VOOCbQA4Gc5C7S33HKLBgcHV30tEokoEomsGA+FQhoaGspVSTnHlmMAADyCLccAsC6QwJyQvYeWDi0AAJ6QDbSccgwAfkagdUJ2yzHTCQCAJ9ChBYB1gQTmBDq0AAB4iiHQAsC6QKB1wNIpx0wnAACesHgoVIAtxwDgZyQwJ3DKMQAgjzzxxBOyLEsXL17MjrW3tysYDKq8vFy9vb3Z8cHBQVVVVSkYDOrQoUPZzqfn0aEFgHWBQOsgOrQAAK8bGxvTyZMndd1112XHzp8/r1gspuHhYcXjcR08eFBzc3OSpAMHDigajSqRSCiRSCgej7tV+vuzGLzp0AKAr5HAnLB4FZgOLQDA4w4fPqwjR47IspbWrJ6eHjU3N6u4uFjbtm1TMBjUwMCAxsfHNTk5qdraWlmWpZaWFnV3d7tX/PvAPbQAsD4QaJ2wuPuKU44BAB527NgxXXvttdq5c+ey8VQqpS1btmS/tm1bqVRKqVRKtm2vGF9NNBpVKBRSKBTSxMREbj7A+5ENtBtcLgQAkEvsw3ECpxwDADyirq5OFy5cWDHe1tamxx9/XCdOnFjx2mr3xVqWddnx1YTDYYXDYUlSKBR6v2U7L8NzaAFgPeCnvAMMW44BAB7R19e36virr76qkZGRbHc2mUxq165dGhgYkG3bGhsby743mUyqrKxMtm0rmUyuGM8LZuGUY7YcA4CvsUfWSRwKBQDwqKqqKr355psaHR3V6OiobNvW2bNndc0116ihoUGxWEzpdFojIyNKJBKqqalRaWmpSkpK1N/fL2OMurq61NjY6PZH+Z9wDy0ArA90aJ3AlmMAQB6rrKxUU1OTKioqFAgE1NHRocLCQklSZ2enWltbNTU1pfr6etXX17tc7f9oMdByyjEA+Bo/5Z2QXTTp0AIA8sPo6OiyryORiCKRyIr3hUIhDQ0NfUhVOYgOLQCsCyQwJ9ChBQDAWxYPtFroNAMA/IlA6wQe2wMAgLdkMpJVcNlTmQEA/kACc4BZSLRWAYsmAABeYIyRWJcBwPcItE4wklgzAQDwDmMkurMA4HsEWiewaAIA4C3GsN0YANYBAq0TyLMAAHiLMZLFrzkA4Hf8pHcCW44BAPAUk+FqMwCsBwRaJxgSLQAAnmIyHAoFAOsAgdYBRiLPAgDgJdxDCwDrAoHWCTRoAQDwFg5sBIB1gUDrBBZNAAC8hbUZANYFAq0TWDMBAPAUDoUCgPWBQOsEbqIFAMBbTEZWAb/mAIDf8ZPeEYY8CwCAl7DlGADWBQKtA3hqDwAAHkOgBYB1IeB2AX6w4dqNC9uOAQCAF1yxY8fCFWcAgJ/RoXUKF4EBAPAWOrQA4HsEWgAAAABAXiLQAgAAAADy0poC7fPPP6/KykoVFBTozJkzy15rb29XMBhUeXm5ent7s+ODg4OqqqpSMBjUoUOHZBbub0mn0/rSl76kYDCo3bt3a3R0dC2lAQAAAAB8bk2BdseOHfrtb3+rW2+9ddn4+fPnFYvFNDw8rHg8roMHD2pubk6SdODAAUWjUSUSCSUSCcXjcUnSM888o4997GN6/fXXdfjwYX3ve99bS2kAAAAAAJ9bU6Ddvn27ysvLV4z39PSoublZxcXF2rZtm4LBoAYGBjQ+Pq7JyUnV1tbKsiy1tLSou7s7+z1f//rXJUlf+MIX9MILL2S7twAAAAAAvFtO7qFNpVLasmVL9mvbtpVKpZRKpWTb9orxd39PIBDQVVddpX/+85+r/vuj0ahCoZBCoZAmJiZy8REAAAAAAB73X59DW1dXpwsXLqwYb2trU2Nj46rfs1pn1bKsy46/1/esJhwOKxwOS5JCodDliwcAAAAA+NZ/DbR9fX3v+19q27bGxsayXyeTSZWVlcm2bSWTyRXj//97bNvW7Oys3nrrLV199dXv+78NAAAAAFgfcrLluKGhQbFYTOl0WiMjI0okEqqpqVFpaalKSkrU398vY4y6urqyXd6GhgY9++yzkqRf//rXuv322y/boQUAAAAA4L92aN/L7373O33zm9/UxMSE7r77blVXV6u3t1eVlZVqampSRUWFAoGAOjo6VFhYKEnq7OxUa2urpqamVF9fr/r6eknSAw88oK997WsKBoO6+uqrFYvF1v7pAAAAAAC+taZAu2/fPu3bt2/V1yKRiCKRyIrxUCikoaGhFeNXXHGFnn/++bWUAwAAAABYR3Ky5RgAAAAAgFyzTJ4/7HXTpk3aunWr22VoYmJCH//4x90uwzOYjyXMxXLMxxLmYjmvzMfo6KguXrzodhl5jbXZm5iPJczFcszHEuZiOa/Mx3utzXkfaL0iFArpzJkzbpfhGczHEuZiOeZjCXOxHPMBp/F3ajnmYwlzsRzzsYS5WC4f5oMtxwAAAACAvESgBQAAAADkJQKtQ8LhsNsleArzsYS5WI75WMJcLMd8wGn8nVqO+VjCXCzHfCxhLpbLh/ngHloAAAAAQF6iQwsAAAAAyEsE2jWKx+MqLy9XMBjUD3/4Q7fLcdX999+vzZs3a8eOHW6X4gljY2O67bbbtH37dlVWVuro0aNul+SaS5cuqaamRjt37lRlZaUeffRRt0vyhLm5OX3mM5/RPffc43Yprtu6dauqqqpUXV2tUCjkdjnIc6zNS1ibl2NtXsLavDrW5iX5sjaz5XgN5ubmdP311+vkyZOybVs333yzfvnLX6qiosLt0lzx0ksvaePGjWppadHQ0JDb5bhufHxc4+Pj2rVrl95++23ddNNN6u7uXpd/P4wxeuedd7Rx40bNzMzolltu0dGjR7Vnzx63S3PVj3/8Y505c0aTk5M6fvy42+W4auvWrTpz5ow2bdrkdinIc6zNy7E2L8favIS1eXWszUvyZW2mQ7sGAwMDCgaD+uQnP6kNGzaoublZPT09bpflmltvvVVXX32122V4RmlpqXbt2iVJKikp0fbt25VKpVyuyh2WZWnjxo2SpJmZGc3MzMiyLJerclcymdTvf/97Pfjgg26XAvgKa/NyrM3LsTYvYW1eibU5PxFo1yCVSmnLli3Zr23bXrc/FPHeRkdH9de//lW7d+92uxTXzM3Nqbq6Wps3b9bevXvX9VxI0re//W0dOXJEBQX8GJbmf7G64447dNNNNykajbpdDvIYazP+V6zNrM3vxtq8XL6szfzfWoPVdmuv9ytbWOk///mP9u/fryeffFJXXnml2+W4prCwUOfOnVMymdTAwMC63vp2/Phxbd68WTfddJPbpXjG6dOndfbsWf3xj39UR0eHXnrpJbdLQp5ibcb/grV5HmvzEtbmlfJlbSbQroFt2xobG8t+nUwmVVZW5mJF8JqZmRnt379f9913n+699163y/GEj370o/rc5z6neDzudimuOX36tI4dO6atW7equblZp06d0le/+lW3y3LV4s/OzZs3a9++fRoYGHC5IuQr1mb8N6zNK7E2szavJl/WZgLtGtx8881KJBIaGRnR9PS0YrGYGhoa3C4LHmGM0QMPPKDt27frO9/5jtvluGpiYkL//ve/JUlTU1Pq6+vTDTfc4G5RLmpvb1cymdTo6KhisZhuv/12Pffcc26X5Zp33nlHb7/9dvbPJ06c4ERWfGCszXgvrM1LWJuXY21eLp/WZgLtGgQCAT311FO68847tX37djU1NamystLtslzz5S9/WbW1tXrttddk27aeeeYZt0ty1enTp/WLX/xCp06dUnV1taqrq/WHP/zB7bJcMT4+rttuu0033nijbr75Zu3du5fj8JH1j3/8Q7fccot27typmpoa3X333brrrrvcLgt5irV5Odbm5Vibl7A2473k09rMY3sAAAAAAHmJDi0AAAAAIC8RaAEAAAAAeYlACwAAAADISwRaAAAAAEBeItACAAAAAPISgRYAAAAAkJcItAAAAACAvESgBQAAAADkpf8DP1UzvaHYSCAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RadialFunctionsVisualization(final_basis_set).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Total number of basis functions" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "18" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(Cu_block.funcspecs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "List of B-basis functions $ {B}_{i\\pmb{\\mu n l L}}$: $\\pmb{\\mu} = $ `elements`, $\\pmb{n} = $ `ns`, $\\pmb{l} = $ `ls`, $\\pmb{L} = $ `LS`) and corresponding coefficients $ {c}^{(p)}_{\\mu_i\\pmb{\\mu n l L}} =$ `coeffs` for two densities" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[BBasisFunctionSpecification(elements=[Cu,Cu], ns=[1], ls=[0], coeffs=[-0.947664,-0.20673]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu], ns=[2], ls=[0], coeffs=[0.127744,0.0378252]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu], ns=[3], ls=[0], coeffs=[0.395046,0.128133]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu], ns=[4], ls=[0], coeffs=[0.490821,0.17195]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu], ns=[5], ls=[0], coeffs=[0.192457,0.100866]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu], ns=[6], ls=[0], coeffs=[-0.381239,-0.0435031]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu], ns=[7], ls=[0], coeffs=[-0.717072,-0.124286]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[1,1], ls=[0,0], coeffs=[0.176241,0.135483]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[1,1], ls=[1,1], coeffs=[0.0335965,0.00542081]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[1,1], ls=[2,2], coeffs=[0.361527,0.101027]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[2,1], ls=[0,0], coeffs=[0.953892,0.247374]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[2,1], ls=[1,1], coeffs=[-0.000366411,-0.000581538]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[2,1], ls=[2,2], coeffs=[0.0654394,0.0146316]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[2,2], ls=[0,0], coeffs=[0.142427,0.0350483]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[2,2], ls=[1,1], coeffs=[0.00472481,6.57905e-05]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu], ns=[2,2], ls=[2,2], coeffs=[0.00853967,-0.000426002]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu,Cu], ns=[1,1,1], ls=[0,0,0], LS=[0], coeffs=[-0.0106058,-0.0227657]),\n", " BBasisFunctionSpecification(elements=[Cu,Cu,Cu,Cu], ns=[1,1,1], ls=[1,1,0], LS=[0], coeffs=[0.309698,0.0822887])]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Cu_block.funcspecs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare to potential \"shape\" i.e.:\n", "* \"rankmax\": 3\n", "* \"nradmax\": [7,2,1]\n", "* \"lmax\": [0,2,1]" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trainable parameters number\n", "\n", "B-functions coefficients: 36\n", "Radial functions coefficients: 42\n", "----------------------------------------\n", "Total number of trainable parameters: 78\n" ] } ], "source": [ "print(\"Trainable parameters number\")\n", "print()\n", "print(\"B-functions coefficients: \",Cu_block.ndensityi * len(Cu_block.funcspecs))\n", "print(\"Radial functions coefficients: \",len(np.array(Cu_block.radcoefficients).flatten()))\n", "print(\"-\"*40)\n", "print(\"Total number of trainable parameters: \",len(final_potential.get_all_coeffs()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test fitted potential" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "test_pr = Project(\"test_ace_potential\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "test_pr.remove_jobs_silently()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ConfigFilenameModelNameSpecies
0[pair_style pace\\n, pair_coeff * * /home/yury/PycharmProjects/pyiron-2021/pyiron_potentialfit/day_2/03-ace/pacemaker_fit/df1_cut5_pyace_hdf5/df1_cut5_pyace/df1_cut5_pyace.ace Cu\\n]ACEdf1_cut5_pyace[Cu]
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" ], "text/plain": [ " Config \\\n", "0 [pair_style pace\\n, pair_coeff * * /home/yury/PycharmProjects/pyiron-2021/pyiron_potentialfit/day_2/03-ace/pacemaker_fit/df1_cut5_pyace_hdf5/df1_cut5_pyace/df1_cut5_pyace.ace Cu\\n] \n", "\n", " Filename Model Name Species \n", "0 ACE df1_cut5_pyace [Cu] " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cu_ace_potential\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimization" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "lammps_job = test_pr.create.job.Lammps(\"opt_lammps\", delete_existing_job=True)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "lammps_job.potential = cu_ace_potential" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "lammps_job.structure = test_pr.create.structure.ase_bulk(\"Cu\",\"fcc\",cubic=True)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "lammps_job.calc_minimize(pressure=0.0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lammps_job.run()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "test_pr.job_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Elastic matrix" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "elmat_job = test_pr.create.job.ElasticMatrixJob(\"elmat\", delete_existing_job=True)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "elmat_job.input[\"eps_range\"] = 0.05" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "ref_job = test_pr.create.job.Lammps(\"ref_job\", delete_existing_job=True)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "ref_job.potential = cu_ace_potential" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "ref_job.structure = lammps_job.get_structure()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "elmat_job.ref_job = ref_job" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The job elmat was saved and received the ID: 258\n", "The job s_e_0 was saved and received the ID: 259\n", "The job s_01_e_m0_05000 was saved and received the ID: 260\n", "The job s_01_e_m0_02500 was saved and received the ID: 261\n", "The job s_01_e_0_02500 was saved and received the ID: 262\n", "The job s_01_e_0_05000 was saved and received the ID: 263\n", "The job s_08_e_m0_05000 was saved and received the ID: 264\n", "The job s_08_e_m0_02500 was saved and received the ID: 265\n", "The job s_08_e_0_02500 was saved and received the ID: 266\n", "The job s_08_e_0_05000 was saved and received the ID: 267\n", "The job s_23_e_m0_05000 was saved and received the ID: 268\n", "The job s_23_e_m0_02500 was saved and received the ID: 269\n", "The job s_23_e_0_02500 was saved and received the ID: 270\n", "The job s_23_e_0_05000 was saved and received the ID: 271\n" ] } ], "source": [ "elmat_job.run()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "elast_val=elmat_job[\"output/elasticmatrix\"]" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'E, eV')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ses = np.array(elast_val['strain_energy'])\n", "\n", "for se in ses:\n", " plt.plot(se[:,0], se[:,1])\n", " \n", "plt.xlabel(\"Strain\")\n", "plt.ylabel(\"E, eV\")" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "C=elast_val[\"C\"]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C11 = 210.4 GPa\n", "C12 = 120.1 GPa\n", "C44 = 83.0 GPa\n" ] } ], "source": [ "print(\"C11 = {:.1f} GPa\".format(C[0,0]))\n", "print(\"C12 = {:.1f} GPa\".format(C[0,1]))\n", "print(\"C44 = {:.1f} GPa\".format(C[3,3]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Phonons" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The job phon_job was saved and received the ID: 272\n", "The job ref_job_0 was saved and received the ID: 273\n" ] } ], "source": [ "phon_job = test_pr.create.job.PhonopyJob(\"phon_job\", delete_existing_job=True)\n", "\n", "ref_job = test_pr.create.job.Lammps(\"ref_job\", delete_existing_job=True)\n", "\n", "ref_job.potential = cu_ace_potential\n", "\n", "ref_job.structure = lammps_job.get_structure()\n", "\n", "phon_job.input['dos_mesh']=75\n", "\n", "phon_job.ref_job = ref_job\n", "\n", "phon_job.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparison with some DFT reference data" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "from structdbrest import StructDBLightRester" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "rest = StructDBLightRester(token=\"workshop2021\")" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Querying...done\n", "Response successful, size = 7.20 kB, time = 0.27 s\n", "1 entries received\n" ] } ], "source": [ "fhi_calc = rest.query_calculator_types(\"FHI%aims%\")[0]" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Querying...done\n", "Response successful, size = 37.78 kB, time = 0.45 s\n", "1 entries received\n" ] } ], "source": [ "dft_elast_prop = rest.query_properties(rest.PropertyTypes.ELASTIC_MATRIX, composition=\"Cu-%\", strukturbericht=\"A1\", \n", " calculator_name=fhi_calc.NAME)[0]" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "C_dft=dft_elast_prop.value[\"C\"]" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C11 = 210.4 GPa / DFT C11=176.9 GPa\n", "C12 = 120.1 GPa / DFT C11=131.7 GPa\n", "C44 = 83.0 GPa / DFT C11=82.5 GPa\n" ] } ], "source": [ "print(\"C11 = {:.1f} GPa / DFT C11={:.1f} GPa\".format(C[0,0], C_dft[0][0]))\n", "print(\"C12 = {:.1f} GPa / DFT C11={:.1f} GPa\".format(C[0,1], C_dft[0][1]))\n", "print(\"C44 = {:.1f} GPa / DFT C11={:.1f} GPa\".format(C[3,3], C_dft[3][3]))" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Querying...done\n", "Response successful, size = 22.50 kB, time = 0.24 s\n", "1 entries received\n" ] } ], "source": [ "dft_phon_prop = rest.query_properties(rest.PropertyTypes.PHONONS, composition=\"Cu-%\", strukturbericht=\"A1\", \n", " calculator_name=fhi_calc.NAME)[0]" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(phon_job[\"output/dos_energies\"], phon_job[\"output/dos_total\"]/4, label=\"ACE\")\n", "plt.plot(dft_phon_prop.value[\"dos_energies\"], dft_phon_prop.value[\"dos_total\"], label=\"DFT\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Advanced (already trained) potential" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More advanced Cu potential trained on `df3` and longer range (`cutoff=7.5`)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "advanced_potential = BBasisConfiguration(\"good_potentials/df3_cut75_large_body_order.yaml\")" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "advanced_basis_set = ACEBBasisSet(advanced_potential)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For single-species potential there is only one **species block** for *Cu*:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(advanced_potential.funcspecs_blocks)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "Cu_block = advanced_potential.funcspecs_blocks[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "radial coefficients $c_{nlk}$:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4, 5, 15)" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(Cu_block.radcoefficients)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cutoff: 7.5 Ang\n" ] } ], "source": [ "print(\"Cutoff: \",Cu_block.rcutij, \" Ang\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the radial basis functions ($g_k$) and radial functions ($R_{nl}$) and their derivatives:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RadialFunctionsVisualization(advanced_basis_set).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Total number of basis functions" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "208" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(Cu_block.funcspecs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "List of B-basis functions $ {B}_{i\\pmb{\\mu n l L}}$: $\\pmb{\\mu} = $ `elements`, $\\pmb{n} = $ `ns`, $\\pmb{l} = $ `ls`, $\\pmb{L} = $ `LS`) and corresponding coefficients $ {c}^{(p)}_{\\mu_i\\pmb{\\mu n l L}} =$ `coeffs` for two densities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "first 20 B-functions" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[BBasisFunctionSpecification(elements=[Al,Al], ns=[1], ls=[0], coeffs=[0.778052,-0.641316]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[2], ls=[0], coeffs=[2.23777,0.156201]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[3], ls=[0], coeffs=[4.43693,-0.13343]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[4], ls=[0], coeffs=[1.47578,-1.28301]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[5], ls=[0], coeffs=[-2.59834,-1.53179]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[6], ls=[0], coeffs=[-1.69264,0.330513]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[7], ls=[0], coeffs=[1.43426,2.03646]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[8], ls=[0], coeffs=[0.770394,0.734637]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[9], ls=[0], coeffs=[-1.5626,-1.94086]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[10], ls=[0], coeffs=[-0.302523,-1.69641]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[11], ls=[0], coeffs=[1.56285,1.38751]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[12], ls=[0], coeffs=[-0.55265,2.25767]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[13], ls=[0], coeffs=[-1.30788,-0.708937]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[14], ls=[0], coeffs=[1.63759,-2.00429]),\n", " BBasisFunctionSpecification(elements=[Al,Al], ns=[15], ls=[0], coeffs=[-0.703138,1.26224]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al], ns=[1,1], ls=[0,0], coeffs=[-0.0151471,0.0245058]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al], ns=[1,1], ls=[1,1], coeffs=[0.00809464,0.133587]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al], ns=[1,1], ls=[2,2], coeffs=[-0.00675808,-0.00741527]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al], ns=[1,1], ls=[3,3], coeffs=[0.000552032,-0.0112879]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al], ns=[1,1], ls=[4,4], coeffs=[-0.000231509,-0.00476812])]" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Cu_block.funcspecs[:20]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "last 20 B-functions" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "[BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,2], ls=[2,1,1], LS=[1], coeffs=[-0.0108445,0.0344024]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,2], ls=[2,2,0], LS=[0], coeffs=[0.00323158,0.229271]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,2], ls=[2,2,2], LS=[2], coeffs=[-0.000115442,0.0766528]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,2], ls=[3,2,1], LS=[1], coeffs=[0.00202504,-0.0988705]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,2], ls=[3,3,0], LS=[0], coeffs=[-0.00468792,0.125821]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,2], ls=[3,3,2], LS=[2], coeffs=[0.00633233,-0.0604226]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[0,0,0], LS=[0], coeffs=[-0.00257037,0.0733903]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[1,1,0], LS=[0], coeffs=[0.0269804,0.496832]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[2,1,1], LS=[1], coeffs=[-0.0389079,0.344705]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[2,2,0], LS=[0], coeffs=[-0.01581,0.418819]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[2,2,2], LS=[2], coeffs=[-0.00142522,-0.0231997]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[3,2,1], LS=[1], coeffs=[-0.0292446,0.0184941]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[3,3,0], LS=[0], coeffs=[-0.0162695,-0.0196287]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al], ns=[3,3,3], ls=[3,3,2], LS=[2], coeffs=[0.0182932,-0.65958]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al,Al], ns=[1,1,1,1], ls=[0,0,0,0], LS=[0,0], coeffs=[6.43545e-07,4.05521e-05]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al,Al], ns=[1,1,1,1], ls=[1,1,0,0], LS=[0,0], coeffs=[5.19403e-06,9.87758e-05]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al,Al], ns=[1,1,1,1], ls=[1,1,1,1], LS=[0,0], coeffs=[2.15772e-06,-0.000101061]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al,Al,Al], ns=[1,1,1,1,1], ls=[0,0,0,0,0], LS=[0,0,0], coeffs=[-1.66834e-09,-6.00712e-07]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al,Al,Al], ns=[1,1,1,1,1], ls=[1,1,0,0,0], LS=[0,0,0], coeffs=[-2.1876e-08,-3.14206e-06]),\n", " BBasisFunctionSpecification(elements=[Al,Al,Al,Al,Al,Al], ns=[1,1,1,1,1], ls=[1,1,1,1,0], LS=[0,0,0], coeffs=[3.28251e-08,-4.23939e-06])]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Cu_block.funcspecs[-20:]" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trainable parameters number\n", "\n", "B-functions coefficients: 416\n", "Radial functions coefficients: 300\n", "----------------------------------------\n", "Total number of trainable parameters: 716\n" ] } ], "source": [ "print(\"Trainable parameters number\")\n", "print()\n", "print(\"B-functions coefficients: \",Cu_block.ndensityi * len(Cu_block.funcspecs))\n", "print(\"Radial functions coefficients: \",len(np.array(Cu_block.radcoefficients).flatten()))\n", "print(\"-\"*40)\n", "print(\"Total number of trainable parameters: \",len(advanced_potential.get_all_coeffs()))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (pyiron2021)", "language": "python", "name": "pyiron2021" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }