From 9cd877d03b381f9723cd98640a987a4d3b5983da Mon Sep 17 00:00:00 2001 From: Yury Lysogorskiy <yura.lysogorskii@gmail.com> Date: Mon, 30 May 2022 17:50:08 +0200 Subject: [PATCH] update pacemaker_example.ipynb notebook --- potentials/03-ACE/pacemaker_example.ipynb | 1147 +++++++++++++++++++++ potentials/pacemaker_example.ipynb | 809 --------------- 2 files changed, 1147 insertions(+), 809 deletions(-) create mode 100644 potentials/03-ACE/pacemaker_example.ipynb delete mode 100644 potentials/pacemaker_example.ipynb diff --git a/potentials/03-ACE/pacemaker_example.ipynb b/potentials/03-ACE/pacemaker_example.ipynb new file mode 100644 index 0000000..b8e6628 --- /dev/null +++ b/potentials/03-ACE/pacemaker_example.ipynb @@ -0,0 +1,1147 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f4eaae76", + "metadata": {}, + "source": [ + "# Pre-requisites\n", + "\n", + "1. Install [`python-ace`](https://github.com/ICAMS/python-ace) and [`tensorpotential`](https://github.com/ICAMS/TensorPotential), check more instructions [here](https://pacemaker.readthedocs.io/en/latest/pacemaker/install/) into pyiron conda environment\n", + "\n", + "2. Add following files into `~/pyiron/resources/pacemaker/bin`:\n", + "\n", + "**~/pyiron/resources/pacemaker/bin/run_pacemaker_tf.sh**:\n", + "```bash\n", + "#!/bin/bash\n", + "\n", + "source $HOME/.bashrc\n", + "conda activate PYIRON_AND_PACEMAKER_CONDA_ENVIRONMENT\n", + "TF_FORCE_GPU_ALLOW_GROWTH=true pacemaker input.yaml -l log.txt\n", + "pace_yaml2yace output_potential.yaml\n", + "```\n", + "\n", + "**~/pyiron/resources/pacemaker/bin/run_pacemaker_tf_cpu.sh**:\n", + "```bash\n", + "#!/bin/bash\n", + "\n", + "source $HOME/.bashrc\n", + "conda activate PYIRON_AND_PACEMAKER_CONDA_ENVIRONMENT\n", + "CUDA_VISIBLE_DEVICES=-1 pacemaker input.yaml -l log.txt\n", + "pace_yaml2yace output_potential.yaml\n", + "\n", + "```\n", + "\n", + "or get it from https://github.com/pyiron/pyiron-resources" + ] + }, + { + "cell_type": "markdown", + "id": "1a385f10", + "metadata": {}, + "source": [ + "# Import and load" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "dded85d1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d19586ef", + "metadata": {}, + "outputs": [], + "source": [ + "from pyiron import Project" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "78425c8c", + "metadata": {}, + "outputs": [], + "source": [ + "pr = Project('fit_pace')" + ] + }, + { + "cell_type": "markdown", + "id": "38943882", + "metadata": {}, + "source": [ + "# Loading training containers" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e8588cf3", + "metadata": {}, + "outputs": [], + "source": [ + "training_container_1 = pr['initial/initial']" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "05ea947a", + "metadata": {}, + "outputs": [], + "source": [ + "training_container_2 = pr['initial/offstoichiometry']" + ] + }, + { + "cell_type": "markdown", + "id": "71f51a61", + "metadata": {}, + "source": [ + "# Create PacemakerJob" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "932a7b46", + "metadata": {}, + "outputs": [], + "source": [ + "job = pr.create_job(pr.job_type.PacemakerJob, \"pacemaker_job\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6bd31372", + "metadata": {}, + "outputs": [], + "source": [ + "job.add_training_data(training_container_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6b8edcef", + "metadata": {}, + "outputs": [], + "source": [ + "job.add_training_data(training_container_2)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "180d92d9", + "metadata": {}, + "outputs": [], + "source": [ + "# set cutoff\n", + "job.cutoff=7.0" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a8621896", + "metadata": {}, + "outputs": [], + "source": [ + "# set number of iterations\n", + "job.input[\"fit\"][\"maxiter\"]=1000" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9093e5c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Parameter</th>\n", + " <th>Value</th>\n", + " <th>Comment</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>cutoff</td>\n", + " <td>7.0</td>\n", + " <td></td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>metadata</td>\n", + " <td>{'comment': 'pyiron-generated fitting job'}</td>\n", + " <td></td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>data</td>\n", + " <td>{}</td>\n", + " <td></td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>potential</td>\n", + " <td>{'elements': [], 'bonds': {'ALL': {'radbase': 'SBessel', 'rcut': 7.0, 'dcut': 0.01, 'radparameters': [5.25]}}, 'embeddings': {'ALL': {'fs_parameters': [1, 1, 1, 0.5], 'ndensity': 2, 'npot': 'Finni...</td>\n", + " <td></td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>fit</td>\n", + " <td>{'loss': {'L1_coeffs': 1e-08, 'L2_coeffs': 1e-08, 'kappa': 0.3, 'w0_rad': 0, 'w1_rad': 0, 'w2_rad': 0}, 'maxiter': 1000, 'optimizer': 'BFGS', 'fit_cycles': 1}</td>\n", + " <td></td>\n", + " </tr>\n", + " <tr>\n", + " <th>5</th>\n", + " <td>backend</td>\n", + " <td>{'batch_size': 100, 'display_step': 50, 'evaluator': 'tensorpot'}</td>\n", + " <td></td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Parameter \\\n", + "0 cutoff \n", + "1 metadata \n", + "2 data \n", + "3 potential \n", + "4 fit \n", + "5 backend \n", + "\n", + " Value \\\n", + "0 7.0 \n", + "1 {'comment': 'pyiron-generated fitting job'} \n", + "2 {} \n", + "3 {'elements': [], 'bonds': {'ALL': {'radbase': 'SBessel', 'rcut': 7.0, 'dcut': 0.01, 'radparameters': [5.25]}}, 'embeddings': {'ALL': {'fs_parameters': [1, 1, 1, 0.5], 'ndensity': 2, 'npot': 'Finni... \n", + "4 {'loss': {'L1_coeffs': 1e-08, 'L2_coeffs': 1e-08, 'kappa': 0.3, 'w0_rad': 0, 'w1_rad': 0, 'w2_rad': 0}, 'maxiter': 1000, 'optimizer': 'BFGS', 'fit_cycles': 1} \n", + "5 {'batch_size': 100, 'display_step': 50, 'evaluator': 'tensorpot'} \n", + "\n", + " Comment \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input" + ] + }, + { + "cell_type": "markdown", + "id": "bb1d1fe7", + "metadata": {}, + "source": [ + "## Specification of ACE potential" + ] + }, + { + "cell_type": "markdown", + "id": "bffbe393", + "metadata": {}, + "source": [ + "### Embeddings" + ] + }, + { + "cell_type": "markdown", + "id": "dfa74db8", + "metadata": {}, + "source": [ + "Embeddings for `ALL` species (i.e. Al and Li): \n", + "- non-linear `FinnisSinclairShiftedScaled`\n", + "- 2 densities\n", + "- fs_parameters': [1, 1, 1, 0.5]:\n", + "$$E_i = 1.0 * \\varphi(1)^1 + 1.0 * \\varphi(2)^{0.5} = \\varphi^{(1)} + \\sqrt{\\varphi^{(2)}} $$" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "02a50c25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'ALL': {'fs_parameters': [1, 1, 1, 0.5],\n", + " 'ndensity': 2,\n", + " 'npot': 'FinnisSinclairShiftedScaled'}}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"potential\"][\"embeddings\"]" + ] + }, + { + "cell_type": "markdown", + "id": "3329da96", + "metadata": {}, + "source": [ + "### Radial functions" + ] + }, + { + "cell_type": "markdown", + "id": "65bd9074", + "metadata": {}, + "source": [ + "Radial functions are orthogonal polynoms example:\n", + "* (a) Exponentially-scaled Chebyshev polynomials (λ = 5.25)\n", + "* (b) Power-law scaled Chebyshev polynomials (λ = 2.0)\n", + "* (c) Simplified spherical Bessel functions" + ] + }, + { + "attachments": { + "radfunc.png": { + "image/png": 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apR2xpvu4NBzAI+WNS3QqPSMI3WUUYLnK0wErW7EDVlQFfeMKTwS636G+f81MIPtAuS4VQiA6Sa0LVtYR38Vu5aWn+9W1La+FEMKwXIio6gi3huPlc19GqKXsx6lOO924f44bmlE1LUIg8bHHkPLySzBFRBgUlKqCkC5d0PibbxD/4AMQVuMLqs3SjTs3z8Gjq2YhpOTMVmzbjuTi5pmrcO3by7Fmf5bh5xMREREREREREVH1sX37dhQWFpa51rx5c46RIwwaNAi//fYbMjMzsWPHDnzyyScYMWIEevfujdBQtXu7VLVVSAGWECIKwHgfl90mpfzOn7hSynwAgwFs9nLZ2UKI6/yJWwmuRukYQU9OFqctVQkupXSitMPWJz4uHSaECFI5g2o3k2aCNHIEYTk6YOWrFmBVxAjCk3o9CFjD1fa6S4CFk8t9eXSy2pO4TIMKsLKKs/Dz3vJMhz1TiDkEgxsPNiQPIqqaGkc2xqTek854f7u9boz8xg2z2reQMwibDXVffQUxN93Ios4aSlitiLvrLjT+fg5Ce/pqHqumz+GNeHnhy2jgYRzwyr2ZuPKNZbj9w9XYeSwvIDkQERERERERERFR1cbxg+RL165dMWDAAERFRVV2KlRBKqoD1t0AYrysfyyl/FAlsJSyAMC1KC1S8sRXd6nKdoWP9XeklH/oOUCWzkoZDuCEl8siAQzQcw7VTno6YEmtjBGE+eUZQVgNCrBCYoCzhqvvX/8JcGJ3uS6NSVbsgHW07Mp8f83dOxcOt9pYyMFNBiPMGmZIHkRUdfWr1w/3pN7zz59bHpR4+Es3LAaNHTRFRaH+zBkIH8CnMrWBtUED1HvvPSRPnAgtAK8UqpufgZcWvoJzDq7xeM1vW4/hgpcWYfQXG5CWbdxIXyIiIiIiIiIiIqr6WIBFRP8V8AIsIYQVpd2XPMkHMFrPGVLKrQBe9XJJOyHERXrOCLDeXtZcACYYccjfowun+bisrxFnUe2iCQ1u5Q5YZRRglaMDVkG2WrFPhY0gPKnHcCAoSm2vdAELzuwYU5Zo1QIsgzpgzdk9R3nvtS2uNSQHIqr67mh/B/rX748mhyUe+dwFm9OYuJa6ddHg008Qwh9qaxUhBKKuvAKNvvsWwZ06GR4/yFWCh9d8invXfwmLq+zXergl8MWaQzjnhQWY8MNWZBWoPT8hIiIiIiIiIiKi6mXt2rUe11iARVQ7VUQHrIEAkrysvyOlLHu+h38mA/DWEudWA84wnBAiEUC0l0tWG/TxOcnXmMdWBp5FtYSuDlhljSDMz/e5T3kEYUUXYAVHAb281aD6sOkLIH2bz8tUO2BlHi2EdEulvSftzt6NrSe2Ku3tnNgZzaKb6TqfiKoPTWh4Mu4mjJstEWJQnUpQmzZo+NmnsDVqZExAqnasdeuiwawPET9iBGA2Gx5/0L7leGHxa0goyPR4jcPpxrtL9qLP5PmY/sdOFDoMqi4kIiIiIiIiIiKiKmn9+vUe11JTUyssDyKqOiqiAOsGL2sS3jtXlZuU8hiA2V4uuVgIEWnEWQar42N9sZGHSSm3APB89whIMfI8qh1Mmp4CLLUOWOojCK1K+3TpdicQEqe4WQLzn/V5VVi0DWbbmR9LX5x2F/KyilUS+8f3u79X3ntdy+t0nU1E1Yt91y5k3HEvgovVuib+14E28aj/wUyY41QfY6mmECYT4u68Aw1nfwZrkyaGx2+efQjTF7yIrke9F0Xn2Z144dcd6DN5AWb9uQ8lLmO+1omIiIiIiIiIiKjq2L9/PzIzy77lXrduXcQZ+Dvr+fPnIzk5GUIIj2/dunXD/v37DTuTiNQEtABLCBEEYJCXS/6UUu418MhPvKzZAAw28Cyj+GpbcywAZx71shYWgPOohtMzgtBdRgGWq8B3B6wC1Q5YkRXcAQsAbGFA74fU92+bAxxe7/USIQRikkKUwmcdLVTaBwBu6cYPe35Q2hsXHIf+9fsrn01E1Ytj/34cuPkWuLKyDIn3R3uBMYMy8eG+LwyJRzVDcJs2aPTVl4geOtTw2OElRXhq+fu4aud8QHrvHnk8344nvtuCAdMW4rv1aXDr7DZJREREREREREREVce6des8rhk1ftDtdmP8+PEYMGAAjh71fHv/rrvuwpIlS9CgQQNDziUidYHugHU2gGAv698YfN48ALle1s8z+Dwj+Kp8yAnAmdle1ooCcB7VcPpGEPrfActR7ISj2P/zgsIsMFkqovFfGbrcAoQnq+8vRxesaMUxhFlHfHcc82TV0VU4VqhWJ3pJk0tg0SzKZxNR9VGSlob9N98MZ0aGIfE+P1vDmwM1uEwCL619CSuOrDAkLtUMWlAQksY+jnrvvANzfLyxsSFx65Yf8dDa2bC4fI8Z3H+iEA98th6Dpy/Bwh0ZkD4Kt4iIiIiIiIiIiKjq81aAZcT4wYyMDFx44YUYN24c3O6ym2CEhobio48+whtvvAGrtRImABHRGQJdiTDAx/rvRh4mpXQCWOjlkqpYgHXCx3ogxiZGeVnzlQ/RGUoLsNQ6YEmtjAKsfO8FQYU5DqWzKqX71UmWYKDPKPX9O38BDq70ekmMYgFWpo4CrDm75yjvHdy4KjYlJCKjlRxLx/6bb4Hz8BHdsVwCeGOghi97a4AQAEo78Y1eOBpH8vXHp5olrPfZaDTnO4RfcIHhsc87uBrPLX0Tkfa8cl2/5XAu/vf+Sgx5ZwXWHTCmCxwRERERERERERFVjkB2wFq8eDFSU1Px22+/ebymRYsWWLFiBW644QZdZxGRsQJdgNXDy1ougA0BOHOxl7VkIUT9AJypx2F474KVGIAzk7ysGTkSkmoJk2aCW1PtgHXmw5CvDljK4wejKrn6u+NNQKSOh6A/xntdjlYdQahYgFVYUojf9nt+8udNq5hWaBrdVGkvEVUfzqwsHLjlFpQcOKA7lhvAaxdrmN/hzO8bWfYsPLTgIdhdat8fqOYyR0cj5aUXkfT00xAWY7sutsnch5cXvIKGOYfLvefPPSdw+evLcNesNdiV7nvkMhEREREREREREVU9gSjAklJi0qRJOOecc3D4sOffOV599dVYtWoV2rRpo3QOEQVOwAqwhBACQKqXS9bLwMzgWONj3ZihqwaRUpYA8DY3p7eR5wkh2gKI8XLJEiPPo9pBExok1Aqw3B5GEHp7eCjIVS3AqsQOWABgtgL9xqjv37sI2OO5yZ/yCMKjhUojkf44+AeKnGpTSy9pconSPiKqPqTDgbT77odj925D4r01UMOStp6fum4+sRnPrXjOkLOoZhFCIPraa9Dg009hSUkxNHZiURamLZqO7ke2+LXv5y1Hcf6LC/Ho15uQnltsaE5EREREREREREQUOMePH8ehQ4fKXIuKikLDhg39jnnixAkMGjQIjz76KFyusu+5WiwWvPjii/j8888RHh7u9xlEFHiB7IDVCN7H520M0Lm+4qYG6Fw9fvSy1lUIUcfAsy71suYGoNbOhmo1kzDBrSmOICyjAAtuN2SR58Iee4FT6axKHUF4UvvrgJgm6vvnTwQ8FEtFxAXDZPb/Yd1e6ERxfonf+77f/b3fe4DSr5eLGl2ktJeIqgcpJY488wwKV682JN7755Xd+eq/vtr5Fb7e+bUhZ1LNE9y2DRp99SXC+vY1Nq7LgXErZuLqHX94/B5dFrcEPl15AH2nLMC033Yg3672/IaIiIiIiIiIiIgqjrfuV6mpqX7HW7ZsGVJTU/HTTz95vCYlJQULFizAgw8+6Hd8Iqo4gSzAauZjfWcgDpVSHgeQ4+USX3lVhvcAeJoBpgF43IhDhBCRAB7ycsl3UsqDRpxFtYtJmOAWqiMIyyjAAuDK9zyWx16odoPSFmJW2mcokxk45zH1/QdXADvLrpPUNIGoRLUxhNnHvE1CPVN6YTqWH1mudFavlF6IDY5V2ktE1UPmBx8g58uvDIn10Tkafu5S/qesE5dPxObjmw05m2oeU1QU6r7xOuJHjAA0434U0iBxy9a5GLn2M1hc/j1PKSpx4ZV5O9FvygJ8tHw/SlxqRe1EREREREREREQUeEaOH5w6dSr69u3rsaMWAPTv3x9r165Fz549/YpthP79+8NsNlfbt6ZNm1b4x4xqt0BWIzT0sW7MPJqy7YHnUYONAniuEillthDiJXgutLpdCPGVlPIP1TP+Hgn5BjyPH3QBeFY1PtVumtDUC7C0sguw3AWeahIBe5FqAZZFaZ/h2lwBLJ4KpG9V2z/vGaDpgDJvHEclhuBEmufiNU+y0wuR3DSq3NfP3TMXbql2g3hwk8FK+4ioeshftAjpk6cYEuuLswXm9PCvSMbhdmDEghGYffFsxAR5m7pMtZXQNMTdeQeCO7RH2shRcJ04YVjsAQfXoE7BcYzvNgzZQf61AT+eb8fYbzfj/aV7MebClji/dSJKn8ITERERERERUa0wtSVg9//3+0QVxhYGjPyrsrOodEZ0wMrKysKwYcMwZ84cj9cIIfDoo49i/Pjx0Ax8Mak/XC6Xx5GI1YHTyakDVLEqswDrSADPPoJqVID1t2dQOh6wbRlrFgBfCyEGSSmX+htYCGEG8CKA671cNkVKacycIKp1SjtgqY4gLPsJgzvfSwFWof/j8oAq0gELKC2cOucxYPZQtf3HNgFbvgbaXXXGUlRisFLI7HTPIx//S0qJ73Z/p3ROuCUc/er2U9pLRFWffdcupD00EnDr7+DzXXeBL85W+6HyaMFRPLzoYbw14C2YPBT6EoX26IFGX3+FtBEPoWjtWsPits7cj5cWvoxxZ92GAxFJfu/fk1GAO2etQZcG0Xh0YCt0bhBtWG5EREREREREVIXZ8wFHXmVnQUQ+6O2AtXLlSlx77bXYt2+fx2uio6Mxa9YsDBo0SCVFIqokgSyVTPSxfjSAZ3sr7ooP4LnKpJQOAJcBOOzhkkgAC4UQzwghosobVwjRFcASAPd6uewXAE+WNybRf5k09RGEbg8jCL11wHJU5xGEJ7W8GEjuoL5//kTAdWYhWlSC2gjCHD9GEG7P2o5d2buUzjm/4fkIMgcp7SWiqs2ZlYWDdw+H28sI2XK7ciC+Pi8U0NH9Z8WRFXht/Wv6c6EazZKYiAYfzETMsGGGxk0sysYLi19Dm+N7lGOs3p+FK99Yhrs/WoO9xz0/LyIiIiIiIiIiIqKKUVBQgJ07d5a5ZrPZ0KpVK6/7X375ZfTu3dtr8VXnzp2xdu1aFl8RVUOBLMDyNfPFuFkf/sU2CyEiAni2MinlbgDnAtjr4RITgCcAHBJCvCeE+J8Qoo0QIl4IYRFChAoh6gkh+gghHhFCLAWwEkB3L8f+CuDyvwvAiJSUdsBSHEHosQDL8w189RGEVagASwjg3CfU92fuAdbNOuPdUYlqBVjZ6eUvwPp+9/dKZwAcP0hUU0mHA2n3P4CSgwd1x4q84gq0HD8FT/V8Wnesdza9g0WHFumOQzWbsFiQ+MgYpLz8MrQQte+jZQkvKcKzy95Gr7SNuuL8tPkozpu2EOO+24zj+XaDsiMiIiIiIiIiIiJ/bdiwAW4PEyDatWsHs7nse5E5OTm48sor8eCDD8Lh8Hxb/vbbb8fSpUvRsGFDI9IlogoWyGqEWC9rDillIO8e+OrPGQsgN4DnK5NSbhdCpAJ4HcANHi4LBXDL32+qXCgdezhBSql/TpAiIcRZOkOUNbKRKpgmNONHEHrpgGVX7IBlDa5CBVgA0HQAUK87cHCF2v6Fk4EO1wOWf8cOqnbAyk4vgnRLCM17txmn24kf9/yodEZKWAo6JvhuvUpE1YuUEkfHj0fhqlW6Y0UMHIjk8c9AaBoGNh6ITcc34aNtH+mK+cjiR/D5xZ+jbnhd3flRzRZxwfmwNmyIQ3ffjZLDnprS+sfqduKxVbPwpv1SfN/4bOU4TrfEh3/ux1drDuGuvk1wa+9GCLFWsec1RERERERERERENZy38YOpqallvn/t2rW4+uqrsWeP5275ISEheOONN3DTTTfpTZGIKlEgO2CFelkzYDaNV76Kq8ICfL4uUspcKeVQAN0AfA/AyAIpF4CPAbSRUj5TmcVXf1um8+3tik+Z/kvPCEJPHbBcXkZY2QvPHL1XHkEhFqV9ASMEcO5Y9f15R4CVp/8TCAqzwBbq/w1ZV4kb+dm+62L/PPwnThSrNTAc3GQwNA8Fd0RUfWV9+CGyv/hSd5ywAf1R5/lJEKZ/vy881OUhdEropCtuniMPDy14CHYXOweRb0EtmqPhF58juJO+r7tTaZAYvvFb3LzlRwidT70LHC5M/W0H+k1ZgM9WHoDTVdlP5YmIiIiIiIiIiGqPtWvXelzr2PHMJgSvv/46evbs6bX4qlmzZli+fHmVLL5asGABpJTV9s3bqEeiQAjknXCbl7VAj7vzVZ1hDfD5hpBSrpJSXgIgGcAr0FeIdRTAfQDqSSmHSim3G5EjEaBvBKFb8zSC0NgOWEIAFlvZZ1WqRn2Axueo71/yIlCcc9q71Ltg+R5D+P0e9fGDFze+WHkvEVVN+YsW4djzk3XHCe7QASlTp0JYTi+UtWgWTO03FfHB8brib8vchudWPKcrBtUe5thY1J85A5GXXWZo3Gt2zsfINZ/B7Fbr5Hmq9Dw7Hvl6Ewa+shh//HUMUkoDMiQiIiIiIiIiIiJvvHXAOrUAKy8vD9dddx3uuece2O2eXxx8xRVXYPXq1WjXrp2heRJR5QhkAZa3Iif9dx288xW/WhRgCSGShBDPAfgTwP3Q9/lKAjAOwLNCiL5G5Ed0kiY0SKNHEOaXXYAl3RKOIv8fQqwhZp/j9SpN/3Hqe4uygGWvnvYu1QKsnGPeC7DyHfn448AfSrE7xHdAg4gGSnuJqGqy796NtIdGAh7m3ZeXOTkZdae/Cs1Wdu1+XHAcpvWbBrOmb9zaVzu/wre7vtUVg2oPzWpF8nPPImH0qNIqboP0P7QWT//5PoJLig2Jt+NYPm6ZuRrXv7McGw5mGxKTiIiIiIiIiIiIzlRSUoItW7aUuaZpGtq3bw8A2LBhAzp37ozZs2d7jGU2m/HCCy/gq6++QkREREDyJaKKF8gCLG93ydRa5ZSfr+qMKjaH7HRCiAghxKsA9gJ4BEBjg0LHAxgGYIEQYqkQ4lyD4lItZxZmw0cQeuqA5bC7oNLkwRas78Z9QKV0Alpdor7/z9eB/PR//hiVGKwUJvtYkdf13/b/pjzC65ImOv5+RFTlOLOycPDu4XB7GRdbHiI4GPVefw3meO8drlITUvFw14d1nQUAE5ZPwPZMNgGl8hFCIPbWW1H3tdeghagVN5elU8YOTF7yBqKLfU1NL7/lezJx6WtLcf+n63Aoy3dHSyIiIiIiIiIiIvLPli1b4HCUPeirWbNmCA0NxTvvvIMePXpg586dHuMkJydj/vz5GDlyZKBSJaJKEsgCLG9FUIGeA+ar0iLQHbiUCSHOBrABwL0AggJ4VE8AvwshXhZCBPKc8uSh5+2Oik+Z/ksTmvEFWB5u6tsLfU0YLZstpErXXQLnjgU8dAPzqaQAWDz1nz9GBmgEoer4QYtmwQUNL1DaS0RVj3S7cXjUaJQcOKA7Vp3JzyOoVatyXXtdi+t0F3PaXXaMWDACuQ7jCl+o5gs/9xw0+PRTWFJSDIvZNCcN0xa9ipS8dN8X+2HOhsM4d+pCPP/zX8grVnvORERERERERERERGfyNn6wWbNmGDp0KO644w4UF3vuft+vXz+sW7cOZ599diBSJKJKFsgCrLLLP0sFuhWNr/jecqs0QogrAMwH0NDHpccAvA1gKIDWABJQ+ncOBlAXQBcA9wH4AoC3djUCpaMN5wshKqW3oZTyTz1vADZXRt50OpNmgtvoEYSeOmApjB8EAFtIFe6ABQDxLYAOQ9T3r34fyC4thohKVCzA8jKC8HD+Yaw6ukopbt+6fRFpi1TaS0RVz4n33kPB0qW648Q/+CAizjuv3NcLITC2x1g0j26u69yDeQfxxJInIFXaKVKtFdSiORp+8TmCO3c2LGZSYRamLZqOFpn7DYsJAA6nG28s2I1+Uxbgo+X74XTpGxNKRERERERERERE3guwfvjhB3z88cce14UQGDNmDH7//XckJiYGIj0iqgIqqwDLGsBzAd8jBqtcAZYQYjCAz+C9eOwogLsANJRS3iml/FhKuU1KmSGldEkpi6WUaVLKNVLK6VLKawA0ADAJgLeXwPcA8LMQIsyovw/VLgHpgFXgoQNWgWIBVlUeQXhSv0cAk+LDo8sBLJgEAIiMVxtBmHuiGC4PN2l/2PODWl4ABjcZrLyXiKqWovXrkfHyK7rjRAwejNg7/W9iGWwOxrR+0xBm0feU5Y+Df2Dmlpm6YlDtY46JQf0Z7yPyiisMixlRUohnl72Ndhm7DIt50okCB8Z+uxkXvbwY8/9KZ9EhERERERERERGRDt4KsLyJiorCt99+i0mTJsFkCvSgMCKqTIEswCq7eqJUoAt9fHVzygvw+X4RQtQF8CG8F479ASBVSvmWlNJz38L/kFIek1I+CqA3AG+zgs4C8FJ54xKdyiRMygVYbq3sJxouDx2w7DW1AxYARNUDut6mvn/Dp0D6X7AGmREa6X8hl3RL5B0/8+FFSonvd6uNH4yyRaF3Sm+lvURUtbhyc5E2chTg1DfJOahDeyRPGA8hhNL+BhENMKHXBF05AMBLa19S7uxHtZdmtSJ54gTE3XevYTFDnHaM//NddD261bCYp9qZno+bZ67Cje+txLYjHL9JRERERERERETkLyklNmzY4Pc+i8WCZcuW4ZJLLglAVkRU1QSyIiHTy5pVCGGTUnobj6dHuI91b7lVhvcARHlZXwDgQimlty5WXkkpVwgh+gJYgdKRhWW5VQjxjZTyR9VzqHYqLcAyeARhvocCrEK1fwbWEF+N8aqI3iOBtR8CDm81rB5INzB/AnDtR4hKDEFBjv/N/rKPFZ4xwnDz8c3Yl7vP/3wAXNjwQlhM1eRjT0QeSSlxZNyTKElL0xXHnJSEetOnQ7PZdMXp36A/bm5zM2ZsmaEcwy3dGL1wNL4Y/AXiQ+J15UO1ixAC8ffcA0tiIo48+RTgUitCP5XN7cS4FTMxpfMQLKqbqjteWZbsOo6BryzGNZ3rYeT5zZEQERSQc4iIiIiIiIhIkY2DaqiKq8Vfo7t27UJenv89XkpKSjBx4kR89NFHAciKiKqayirAAoBYAIcDdHaMlzUXgCrz0m8hRC8A53u55CCAK/UUX50kpdwnhLgcwBIAntpOTADAAizyS2BGEHoqwKrBHbAAIDQOOOseYOHzavu3fQ+krUFkYijSdmT7vT07vfCM983ZPUctFwCXNGFFP1FNkP3FF8j7+WddMURwMOq9/hrM8cYUO93f6X5sPL4Ra46tUY5xovgERi0chfcueA9mrZp8n6AqI+qqq2CKi0PaiIcgi4p0xzNLN8as/hjBTjt+adjdgAzPJCUwe/VBfL/xMO7q2wS3926MYCvbnhMRERERERFVCSP/quwMiMgDb+MHL730Uhw9ehQrVqwoc/3jjz9Go0aNMH78+EClR0RVRCBHEB7zsZ4YwLOTvaxlSCllAM/21wgf609JKQ3r2CWlXAbgMy+XpAohzjXqPKodzJrZ+AKs/LI7QCkXYAVXoxvrZ90LBHurI/Vh3jOISgjxfV0Zso+dXoBV4irBz/vUii4aRjRE27i2SnuJqOqw79yJYxOf1R2nzvOTENS6tQEZlTJrZkzpMwVxwXG64qxNX4vp66YblBXVNuH9+qHBBzNhio42JJ4GiQfXf4HLdi0yJJ4nhQ4Xpv22A+e8sABfrjkEt7sq/XhERERERERERERUtXgrwOrVqxfmzJmDRo0aebxmwoQJeP/99wORWkD1798fZrO52r41bdq0sj+EVMsEsgBrn491b0VSenmLvTeA5/pFCGEDMMjLJWkAPgjA0RN8rF8bgDOpBtOEBqk8gtBzB6yyaiXtRYoFWKHVqAArKALo/ZD6/j0LECX3KG3NTj+9g8eStCXItmcrxRrcZDCE8NRsj4iqA3dxMdIeegjSrm9qdPyDDyDifG8NPxXjhsRjSp8pMHn4XlJe721+D4sOBbbghWqu4Pbt0fCzT2GpX9+wmHdunoObdvxW2rIqgI7mFmPUFxswePoSLNt9PKBnERERERERERERVVfeCrA6duyIhIQEzJ07F1FRUR6vu/POO/Hrr78GILvAcblc1frN6VS7r0ykqjILsJoE8OzGXtaqTAEWgG4Agrys/yKlVGsr5IWUciu8f376GH0m1WwmYVLugOUWHh6GpIQsPHMcnr1QbRqnLdiitK/SdL0NCK+jvD1q+2tK+3L+M4Lwl/2/KOdwceOLlfcSUdVw7LlJsO/cpStGxMCBiL3zToMyOlOXpC54sNODuuM8tuQxHMk/oj8hqpWsDRqg4aefIKitcZ0fr9/6C6YcXwCBwHen2nI4F0PeWYHbPliN3RlldyElIiIiIiIiIiKqrXwVYAFAy5Yt8c0338BqtZZ5ndPpxNVXX42NGzcGJEciqnyBLMDa6WO9WSAOFULEAojycomvvCpSZx/rfwTwbG+xWwohwgN4NtUwJs0El6Y4glDz3LXEVVBwxvscqiMIQ6pRBywAsAQD/cYob484/geE8P+GbX6WHSX20s+lw+XAwoMLlc7vmtQVdcLUC8iIqPLl/vwLsmfP1hXD2qABksc/E/BueP9r8z/0r99fV4wcew5GLxqNErdaoS+ROTYWDT6YidA+vQ2L2Xbpj5hbsgTnNos1LKY3v287hgteXISn5mxBZoGjQs4kIiIiIiIiIiKqyg4fPoz09PQy1+rVq4fY2H9/d9evXz+88847HmPl5uZi0KBBSEtLMzxPIqp8gSzA2gMg18t6+wCd6yvu+gCdqyLex/rBAJ7tK3ZCAM+mGkYTGiSMHUEIAO78MwuwlEcQVrcCLABIHQrEqDULNAknwi0nlPbmZJR2wVp+ZDnyS9S6YAxuPFhpHxFVDY5DaTjyxBO6YgiLBSkvToMWGmpQVl7OEgLje41H/XB9I+A2ZGzAy2teNigrqo200FDUe+01RF55hXFBf/wO47d8jk+GdUbblAjj4nrgdEvMXLYPfafMx7uL98DhVHuOR0REREREREREVBOUp/vVqW666SY8+eSTHvccOnQIgwYNQl5eniH5EVHVEbACLCmlhPdip1QRmHYIvrpKeX6ErHi+Xsp+PIBnZ/hYr5iX2VONYBImuFU7YHkrwCqjA5ZdsQOWNbgaFmCZzMC5jytvj8J+pX3Zx4oAAL/v/11pv81kw3kNzlPaS0SVT5aU4PDIkXDr/OEvYfRoBLVubVBWvoVbwzGt3zQEmbxNd/btg60f4I8DgWxCSjWdsFiQPGEC4obfbVjM3Lk/od6rE/Dd7d3w0rWpqBOp7+u8PPKKnZjw4zac/+JC/Lb1GEp/vCMiIiIiIiIiIqpd1q5d63GtrAIsAHjqqadw4403ety3YcMGXHPNNXA61e57ElHVFMgOWACw3MtaJALTBcvbzI+jUkq1ioTA8Fx5UiqQdzl8xa6G1SpUWTShwS3UCrDcXguwzuy+pFqAVS07YAFA68uBJLWHyijzYaV92emFcLqdmH9wvtL+vnX7IswaprSXiCpfxqvTUbRhg64YYeecg+gbhxqUUfm1iGmBJ87S17kLAMYuHYtDeYcMyIhqKyEE4u+/Hwlj1McJ/1f+vHk4PGIELmkTjz9G9cPoC1og1Orrxwn99p0oxO0frsaN763EX0e9NTgmIiIiIiIiIiKqefztgHXSu+++i379+nlc//nnnzF8+HA9qQXcggULIKWstm/79u2r7A8h1TKBLsCa52N9gJGHCSFMAPp6ueQ3I88zwJntfU7na0ShHr5i+8qN6B9mYYZbqI4g9PwwVHYHrBK/zzBZNJgtgb9BGRCaBvT33KbUG9UCrJxjhVh9bDWy7dlK+9n9iqj6Kli2DCe8zKcvD3NiIpKfnYjANDr17ZIml+Cq5lfpipHnyMPohaNR4vL/ew7RqWJvHoakZ54GDPr3kD9/PtLufwBW6cI95zTFgtHnYEj3+tAq4J/bkl3HMfDlxRj77SacyLcH/kAiIiIiIiIiIqIqwFsBVqdOnTyuWa1WfP3112jZsqXHa9555x08++yzuvIjoqoj0AVYiwEUe1m/3ODz+qO0s5YnVa0AK93Het0Anl3Px7qvEYVE/9A09Q5Y3kYQuv4z/srldMPp8L/Qq9p2vzqpaX+gQS+/t0WZjigdl51eqDx+0KpZ0buut0aERFRVuXJycHjMI4CeMWOahjpTJsMcHW1cYgoe6fYIWsW00hVj84nNmLpmqkEZUW0Wfc01qPPCFMBszPOR/AULkHbf/XA7HIgPt+HZy9vh5wf7oF+LQL52o5RbAh8tP4B+LyzAu4v3wOFUK8AnIiIiIiIiIiKqDrKysjx2UYqNjUW9et5vuUdHR2Pu3LlISEjweM3YsWPxySef6EmTiKqIgBZgSSmLAMz1cklPIUQDA4+83suaHcD3Bp5lhL0+1s8J4NnnelmzA1Cr3KBaySRM6gVYmpcRhHmnjyBUHj8YXM0LsIRQ6oIVqTqC8Fgh5h3w1cCwbD1TeiLUEqq0l4gq17FJz8OZoa/+Om74cIR262ZQRupsJhte6PuC7sejj7d9jF/3/WpQVlSbRQ4ahLqvvgJhtRoSL3/hQhy67z647aWdqJonhmPmzd3w4S3d0DIp3JAzvMkrdmLCj9twwUuL8PvWY5B6CjeJiIiIiIiIiIiqqPXr13tc8zZ+8FSNGjXCnDlzEBwcXOa6lBI333wzFi1apJIiEVUhge6ABQAfe1kTAO4z4hAhRDyA67xcMldKmW3EWQZa72P9wr/HKhpKCNEaQCMvl2yQvItCfigtwDJ+BKErL/e0PzuKFAuwQixK+6qU+t2BFoP82hKuHYcJDr+PKi5wIi+30O99AMcPElVX+YuXIOebb3TFCOnSBXF332VQRvrVj6iPZ3o+ozvOk8uexMHcgwZkRLVd+DnnoN7bb0OEhBgSr2DhIhy6998iLADo0zweP97fG5OuaIe4MJsh53iz93gBbvtwNW58byW2H83zvYGIiIiIiIiIiKga8TZ+sLwFWADQvXt3zJo1C0KIMtcdDgcuu+wy/PXXX37nSERVR0UUYP0I4JiX9TuEEIkGnDMaQJCX9fcMOMNofwE47mW9LoAbA3DuEz7WlwbgTKrBNBGYEYTu3NNv5Cl3wKruIwhP6j8O8FKw9l9CSESa1ZrZRRb7P8bILMzoW7ev0nlEVHlc+QU48uQ4XTFMkZGo88IUCJPhdeO6nN/wfAxpOURXjPySfIxcOBJ2l933xUQ+hPbojgbvvwctIsKQeAWLF+PQPfeeVoRl0gSu61YfC0b3w33nNkWQJfA/8i3ZdRwXvbwIY7/dhMwC/4u/iYiIiIiIiIiIqiKjCrAA4Morr8TkyZM9rmdlZWHgwIFIT0/3Ky4RVR0B/228lNIO4FUvl4QD8PxIUw5CiJYAHvByyRZ4H4XoK34/IYT08rZAJe7fXaa+83HZU0KIKJX4ZRFC9AJwrY/L9LXAoFpHzwhCt5cCrP92wLIXliidYa3uIwhPSmgJpN7g15Yok9oYQpUCrO7J3RFpi1Q6j4gqT8a0aXAe1jd5OPm5Z2FJSjIoI2ON7DISbWPb6oqxLXMbJq/U9XSV6B/BqaloMOtDmGJjDYlXsGQJDg2/B+7i4tPeH2YzY+T5LTB/VD9c0SnFkLO8cUvgo+UH0HfKfLy7eA8cTrXuqERERERERERERFWFkQVYADBq1CjcfffdHtf37t2Liy++GIWFapNqiKhyVUQHLAB4HUCWl/WbhBD+VRX8TQgRAmA2AKuXy56rwiP1ZvhYbwDgSyGE7goSIURjlBZXld3bsNRusAMW+cmkmSADMILwjA5YiiMIg2pKBywA6PcoYPbW7O90UYodsKKKEvzeM6DBAKWziKjyFK5ahaxPPtEVI/rGGxF+7rkGZWQ8q8mKKX2nINwarivO5zs+x9w9yvX8RKcJatECDT6aBXNysiHxCpYuLbMICwCSI4Mx7ZpUfH/v2ejeKMaQ87zJK3Ziwo/bcMFLi/D71mOouj+GEREREREREREReVZUVORxJGBoaCiaN2+uFPfVV1/FRRdd5HF91apVGDJkCNxuvsCRqLqpkAIsKWUWAF+zbd4XQgz2J64QIhTAHADtvVz2JwB9dxYDSEq5FMAyH5f1B/CjEML/ljR/E0L0BLAQgK8YU6SUfDQnv5iECVJISPj/peNtBKErz5gRhNaaVIAVmQL08FwZf8blFdQBSxMazq1fdQswiOhM7uJiHBnrayqxd7ZWrZAwepRBGQVO3fC6mNBrgu44T//5NPbm7DUgIyLA1qgRGn78ESwN6hsSr2DZMhwaPhzuoqIy19vVjcRnd/TA2zd2RqO4UEPO9Gbv8QLc9uFq3PT+Smw/mud7AxERERERERERURWyadMmuFxlTwDq0KEDNE2t1MJkMuHzzz9Hamqqx2u+++47jBgxQik+VS0ffvghzGazX2/79+/3GG/hwoV+x1u4cGEF/o1rt4rqgAUAbwBY7WXdCuBbIcR4IUSwr2BCiK4AVqK0OMkTB4DhVbj71UkPAD4rV84HsF4IcasQwlbewEKIJCHE8ygtvqrr4/INAN4tb2yik7S/u1i5FbpgSc1zAZY715gRhLYQi9K+KqvXg0BQVLkujTKrFWD52wGrc2JnxAQFvqsGERkn49VX4fDyJN4XERKClKlToVm9NSGtOs6tfy5uan2TrhiFzkKMXDgSxc4zuwwRqbDUqYMGs2bB2rixIfEKlv2Jg8OHw223l7kuhMD5bZLwy4N98OTg1oiqgOdIi3cex0UvL8LYbzchs8AR8POIiIiIiIiIiIiMYPT4wVOFhYXhhx9+QEpKisdrXnnlFbz00ku6zqHK53a74XK5/Hrzxd94Vb9cpuaosAIsKaULwHUAcr1cpgEYC2Dn34VYZwshokWpICFEUyHEUCHEjwBWAGjt49iHpZTrDfkLBJCUcjWAZ8txaR2UFkjtE0K8IYS4XgjRUggRJ4QwCSFsQohkIUQnIcQ9QogvAOwD8DAAXy2AigAM+/vzROQX099drNzC/y8fdwV0wLLVpA5YABAcBfQpX8eZKD0dsPz4XjygPscPElUnRZs2IXPGTF0xEh9+GLbGjYxJqII82PlBtI/31jjVt51ZO/HcyucMyogIsCQkoMEHMw0rwir8cznS7n8A0uG52Mlq1nBzr0ZYOOoc3HZ2I5g1bxPK9XNL4KPlB9BvynzMXLoXThcb7hIRERERERERUdUWyAIsAEhJScGPP/6I8PBwj9eMHDkS33zzje6ziKhiVGQHLEgpdwO4HoCvNjYpKC3EWgwgE6XdoYoA7AQwC8BAAL7uEsyUUr6sK+GK9SSAr8p5bRKAu1A6WnEbgAwATgDFAA4DWANgOoCrAJSnW5YLwP+qQ7EaVU0mTb0ASwrPD0Ou/3bAKmIB1j+63g5E1vN5WbCWA6so8Du8xW1DSElEua/vX99bM0Iiqkqkw4Ejj48FdMyPD+neHVHXXmNgVhXDolnwQp8XEGmL1BXn651f4/vd3xuUFRFgjo9Hgw8/gLVpE0Pi5S9ciLSRoyCd3p87RYZYMPbi1vh1RB8MaJVoyNne5BY78dT3WzHwlcVYuut4wM8jIiIiIiIiIiJSFegCLKB0lOHs2bNhMpXdsMLtduOGG27AihUrDDmPiAKrQguwAEBKORfAEPguwtLjMwC3BTC+4aSUbpQWp31awUfbAdwgpfyigs+lGkTXCEIvHbDceXmQpxQI2AsUC7CCa2ABliUIOOdxn5cJod4Fq7xjCDvEd0BiaOBv2hKRMY6//Q7sO3Yo7xdBQUge/wyECGzHnEBJDkvGs2eXp/God+OXj8fu7N0GZERUyhwXhwYzZ8LWrKkh8fJ++w2HxzwCWY6W1Y3jw/Du/7pg1q3d0CLR8yvujLLjWD5ueHcF7pq1BgczCwN+HhERERERERERkT9cLhc2bdpU5prFYkHbtm0NO+uiiy7C9OnTPa4XFRVh8ODB2LNnj2FnElFgVHgBFgBIKb8E0B9AutGhAYwHMKQ6jtKTUpZIKYcAeAil3awCbQeAXlLK2RVwFtVwJmFS64ClmT1PunO74S7896aco0itbtMWYlHaV+W1vwZIaOPzskizjjGE5cDxg0TVR/GOHTj+1lu6YsQ/+ACs9esblFHl6FO3D25pe4uuGEXOIoxcMBKFJSweIeOY4+JQf+ZM2Jo1MyRe7o8/4sgT404raPemd7N4/Hj/2Rh/WVtEV8Dzp5+3HEX/aQsx9dftKHSoFdoTEREREREREREZ7a+//kJRUVGZa61bt4bVajX0vLvuugujRo3yuJ6RkYGLLroImZmZhp5LRMaqlAIsAJBSLgbQHqUjBY2wFcC5UspxUkqP9RzVgZTyRQBtAHyJ0vGLRssE8DiA9lLKNQGIT7VQaQGW6per5y4q7lPGENoLOYLwNJoJGPCUz8uiVAuwytkBa0ADFmARVQfS6SwdPVii3oQ0uEMHxNx4o4FZVZ77Ot6HTgmddMXYnbMbE1dMRDV/6klVjDk2FvU/mAlb8+aGxMv5+mscHT++3F+nZpOGG3s0wILR5+C2sxvBrAW2253D6carf+xC/6kLMWfDYf57IiIiIiIiIiKiStemTRtIKct8W79+fUDOnDJlisczpZTYvn07YmJiAnI2Bc6wYcO8fl4r4q1fv36V/WGoNSqtAAsApJTHpJQ3AegC4BOojSVcC+B/AFKllAsMTK9SSSn3SCmvBtAKwGQAB3SGdANYDOAuAPWllM9KKe06YxL9w6SpdcACALfmeQyhKy/vn/9WLcCy1sQRhCc1Ow9ocLbXS1RHEJanA1armFaoG15XKT4RVazMDz5AsYeWyeUhLBYkT5wA4WEWfXVj1syY3GcyYoL0/cA6Z/ccfLvrW2OSIvqbOSamtAirRQtD4mV/+hnSn5/sV3FTZLAFYy9ujV9H9MGAVuUrytbjSE4x7v90Ha59azk2p+UE/DwiIiIiIiIiIiIiIiNVagHWSVLKNVLKGwDEAbgawHQA8wEcBJALwAWgEMAxlBZcfQzgAQDNpJSdpZQfSinV2zn4zm+BlFJ4eesXwLN3SCnHSCkbAGgJ4A6Ufnx+R2nXrxMAilBaYOUEUAAgDcAaAF8DmADgcgBxUso+Usq3pJQFgcqXai9NaMoFWFJ4vpl/WgesIoUCLAHYanIBlhDAeU97vUS1A1ZUOQqw2P2KqHqw792LjFde1RUjbvjdsDVtalBGVUNiaCKeO/s5CC+dGMtj4oqJ2J653aCsiEqZo6NRf+YM2Fq1MiRe5syZyHj5Zb/3NY4Pw7v/64pZt3ZD88QwQ3LxZuW+TAyevgSPfbMJmQWOgJ9HRERERERERERERGSEKlWVIKXMRenYvS8rO5eqSEq5HQDv7lGVZBImSMURhFJ4rgU92QFLSqnUAcsaZIYI8OicSle3C9D6UmDrd2UuR5mOKIWNKI6DkJrXzysLsIiqPul24+gT4yDt6o0vba1aIfa22wzMquromdITd7S/A29tfEs5ht1lx6iFo/DZxZ8h1BJqYHZU25mjo1H//fdw4NZbYd+6TXe8E2++BS0oCHF33eX33t7N4jH3/t74dNVBTPt1O7IKA/b6F0gJfLLiAH7YcBgjzmuOoT0awGKqEq8dIiIiIiIiIiIiIiIqE3+LTUSGMAn1EYTeOmC5/u6AVWJ3QbrLPzbnJFtIlaozDZxzxwEePo5WrQjBWpbfIU3SjHB7tMf1JpFN0Diysd9xiahi5Xz7HQpXr1YPYDKhzsQJEBaLcUlVMXd3uBvdkrrpirEvdx+e/vNpv0a8EZWHOToaDd5/H0GtWxsSL+Oll3Fixky1XEwabuzRAAtGnYNbz24Ec4CL3HOLnXj6+60Y+PJiLNl5PKBnERERERERERERERHpwQIsIjJEoEcQqnS/AmpRAVZcU6Dz/zwuR5nUxhBGFiV4XGP3K6Kqz5WXh/SpU3XFiL31VsMKP6oqk2bC832eR2xQrK44P+39CV/s+MKgrIj+ZYqKQv3334OtRQtD4qU//zwyP/lEeX9kiAVPXNwav47og/4tPT9XMMrO9HwMfW8F7py1GgczCwN+HhERERERERERERGRv1iARUSGKO2ApTaC0O21A1bpCEJHEQuwfOo7BrCElLkUZVYrwIoq9nxT9bwG5ynFJKKKc/y11+E6cUJ5v7VxY8TdM9zAjKquuOA4PN/neWhexuKWx/Mrn8dfmX8ZlBXRv04WYVkbG9N98tgz45Hz/fe6YjSOD8N7w7riw1u6oXlimCF5efPLlmPoP20hpv66HYUOteeGRERERERERERERESBwAIsIjKESdMxglDz0gErT2cHrOCaOzLrDOFJwFn3lLmk3gErrsz31wuvh+bRzZViElHFsO/ejcyPPlIPIASSJ0yAZrMZl1QV1z25O+7ucLeuGA63A6MXjkZBSYFBWRH9yxwbi/ozZsBSv74h8Q4/8ijy5s/XHadP83jMvb83xl/aBtEhgX3u5XC68eofu9B/6kLM2XCYYz+JiIiIiIiIiIiIqEpgARYRGUITGtya6ghCzw9FJztg2QtLlGJba1MHLADoeT8QcmbRlGoHrEgPHbAGNBgAIYRSTCIKPCkljk2cCDjVO8REDx2KkE4dDcyqeri93e04K/ksXTH25e7DhOUTWBhCAWFJTECDGe/DXCdZfzCXC2kPjkDhqlW6Q5lNGm48qyHmj+qHYT0bwqQF9nnCkZxi3P/pOlz39nL8dTQ3oGcREREREREREREREfnCAiwiMoRJmOCG2ghC6W0E4ckOWBxBWD5BEUC/R854d6TpiFK4qOL4Mt9/Xn2OHySqyvJ+/x0Fy/5U3m9JSUHCgw8YmFH1YdJMeK73c0gI9jyCtTx+2PMDvtv9nUFZEZ3OkpKCBjNnwpyg7+sUAKTdjoN3D0fRli0GZAZEhVjx1CVtMPf+3ujZJNaQmN6s2JuJQa8swdPfb0FOkVrBPhERERERERERERGRXizAIiJDmDSTjg5YXkYQnuyAVaA6grCWFWABQOdhQGzT094VaT4KKBTIhdmjYXKdPkooKTQJbePa6kiQiALJXVyM9EnP64qRPP4ZaKGhBmVU/cQGx+L5Ps/D5OX7U3k8u+JZ7M7ebVBWRKez1q+P+jNnwBQTozuWOz8fB2+/A/Y9ew3IrFSLpHB8fFt3vDm0E+pGBxsWtywut8SMpfvQf+oCfLH6INxudp8jIiIiIiIiIiIioorFAiwiMoRJmOAWagVYbq8dsP4uwFLugGXxfVFNY7IAA54+7V1mUYJwU4bfoQQ0RNhPH2k4oD7HDxJVZSfeew8laWnK+yMvuwyhPXsamFH11CWpC+7teK+uGEXOIoxaOArFzmKDsiI6na1xY9Sf8T5MkZG6Y7kyM3Hg1ltRckSta2ZZhBC4sG0yfn+oLx46rzmCLIH98fN4vgOjv9yIK99chk2HcgJ6FhERERERERERERHRqViARUSG0IQGKVRHEHp+KHLn/j2CsFBtpEytG0F4UstBQP3TCyiiTIeVQkUWnT6GcECDAcppEVFglaSl4cTb7yjv10JDkTDyIQMzqt5uaXsLeqf01hVjV/YuPL9KX0cyIm+CWrRAvffegxYWpjuW88gRHLj1NjgzMw3I7F9BFhPu798Mf4zsh8Ed6hgauyzrDmTjkteW4LFvNiGrwBHw84iIiIiIiIiIiIiIWIBFRIbQ0wFLal46YP1dgOUoVO2AVUsLsIQAzp9w2ruizGoFWFHF/xZgxQbFIjU+VU9mRBRAxyZPgbTblffH3XsvzPHxvi+sJTSh4dmzn0VSaJKuOF/u+BI/7f3JoKyIzhTctg3qvf02REiI7liOPXtw8PY74MrPNyCz09WJCsar13fE7Dt6oFVyhOHxTyUl8MmKAzhn6gJ8tHw/XBxLSEREREREREREREQBxAIsIjKErgIsLyMI3fn5kG43ilULsIJraQEWANTtDLS98p8/RprURgpFFiX889/96/eHyUvBHBFVnoLly5H3yy/K+62NGyPmhiEGZlQzRAVFYUqfKTB5+V5VHk//+TQO5B4wKCuiM4V06oh6b7wBYbPpjlW8ZQsO3T0c7uLAjM/s3jgWP9x3NiZe3hbRAR4XnV1YgrHfbsYl05dgzf6sgJ5FRERERERERERERLUXC7CIyBCapsEdgBGEkBLu/Hw4itQKsKy1tQPWSf3HASYrAGM6YHH8IFHVJEtKcGziRF0xEh9/DMJqNSijmiU1IRX3d7pfV4yCkgKMXjQaDhfHoVHghHbvhrrTXwUs+ouaCletQtqIhyBL1MZA+2LSBG7o3gALRp2DYT0bwqSJgJxz0pbDubjyjWUY+fkGZOSpdwokIiIiIiIiIiIiIioLC7CIyBB6OmC5fXQVceXmwa7YASsowF0VqrzohkC3OwAAUSa1AqzI4tIOWJG2SHRJ6mJUZkRkoKxPP4N95y7l/WED+iOsVy8DM6p5hrUZhl519H2Mtp7YihfXvGhQRkRlC+vdGynPTyodR6xT/vz5ODJ2LKRbrci+PCJDLHjqkjaYe39v9GoaG7BzTvpq7SGc+8ICvLdkL0pcgft7EREREREREREREVHtUstbwxCRUQI1ghAA3Hm5sBeqdV+o9R2wAKD3SGDdRwgvyoCGErjhX1FaSEk4rM4g9G7cGxatlhe0EVVBzhMnkPHqq8r7hdWKxEceMTCjmkkTGiaePRFXf381MooylON8tO0jdEvqhnPqn2NgdkSnixg4EK7cPBx96indsXK+mwNTXBwSR48uc11KCUexCwXZ9tK3nL//P9uBonwHpEuWXvhPPZj4tzZM/Pt/ZqsJ98XF45LQCHy97Sj2FxYjX5MoEIA0uDlWnt2J8T9sxeerDuKpS9rgrCaBL/wiIiIiIiIiIiIiopqNlQlEZIjSAqwAjCDE3x2wFEYQamYBs4WN/hASA/QZDe3XxxFqPoo8Zz2/Q0QWx6NP3T4BSI6I9Mp46SW48/KU98fediusdesamFHNFRsci+f7PI/bfr0NbqneOWfs0rH4MuZLJIclG5gd0emir7sWrtxcZEybpjtW5nvvoyQyEY5uFyHjQB5yMopQmGNHfrYdBTkOOO1qRfielD7jCAIAuCFRKIA8TSJfSORrEpkmN46ZJNJNbpToKM7afiwP17+zHIM71MFjA1siOTLYiPSJiIiIiIiIiIiIqBZiARYRGUITmnoHLM17ByxnTi5Kiv0vpLIFmyEMGL9TI3S7HVj5Nux56YBCAVZUUTx6RrcJQGJEpEfRps3I/vIr5f3m5GTE3n67gRnVfF2TuuLO9nfijQ1vKMfIdeTi4UUP4/0L32dnQQqo2NtvgysnG5nvve/XPpdmRW54feRGNERueAPkRjSEfW0MsHZTgDL1TINAmATCXGc+p5OQOKFJHDO5cczkxlGzWlHW9xsOY962Y7jv3Ga49exGsJpZwE9ERERERERERERE/mEBFhEZwqSZ4FQswHL7GEFYnJkPIMLvuLYQ3tT+h9kGDHgSRz5bidgC/7e3yI9B5Mq3gfMnGJ8bESmRbjeOTZgASKkcI3HMw9CC2fHFX3e2vxOrj63GqqOrlGOsz1iP19e/jgc6PWBgZkSnE0IgYdQouHJykOOlWLMoKAZZUS1KC64iGqIgNNnniOiqQEAgzi0Q59bQ5u9p1acWZR01u7HP7EamJk8ZgVi2QocLz//8F75YcxDjL22LXk3jAv8XICIiIiIiIiIiIqIagwVYRGQIkzBBBmgEYVG2agEWH+JO5Wh5MbaH/4Kex/3fW78gDljxEtDlFiCmseG5EZH/cn/8EUUbNijvD+neHeEXXGBgRrWHSTNhUu9JuGrOVciyZynHeXfTu+iS2AW9UnoZmB3R6YQQSH76abjz8pH3yy//vL8wOB7p8R2REd8ReeH1KzFDY5VVlJWtubHH7MYeiwsHzW44vRRj7ckowA3vrsDF7ZMxdlBrJEUGVUziRERERERERERERFStsTqBiAyhawShjw4L9pwipbi2YD7EnWp1+hpkBKcr7Q21xwMuB/Dbk8C1swzOjIj85XY4kPHSy+oBTCYkPvYYx7TqkBCSgIlnT8TwecN1xXlsyWP4cvCXiA+JNygzojMJkwl1pkzGtjyB/WlARnxH5IfVrey0KkyUW0Mnh4ZODjNKIHHg72KsPWY3ck1ldxH8YeMRzP8rHSPOa47/9WwIi4ljCYmIiIiIiIiIiIjIM/4WmYgMYdbMASvAKs63K8VlB6zTLT60GDnBGUp77SXJpVPOts0B9i01NjEi8lv2Z7NRkpamvD/6+usR1KK5gRnVTr3r9sbNbW/WFSOzOBOPLn4ULrfa91AiX04czsfKH/Zi9qR1WGAdjL2NBteq4qv/skCgidOE84qsuDMvCDfn2tC3yIwUpwb8pxarwOHChB+34eJXlmDFnhOVkzARERERERERERERVQusTiAiQ5R2wCpR2uurAMtRoBbXGmJR2ldTLUlbgkJLLhxaMaxu/8bpOGQoityRCDHlAL88Btw+H9BYw0tUGVz5BTj+5pvK+03R0Yi/714DM6rd7ut4H9YcW4ONGRuVY6w4ugLvbHoHd3W4y8DMqDZzFDmxdelhbF16BFlHCio7nSotzq0hzq6hmx3I0tzYbHVhi9WFPO3faqztx/Jw7dvLcXnHFDw6sCUSwjmWkIiIiIiIiIiIiIhOx7vnRGQIPSMI3T4KeexFTqW47ID1rwO5B7Avdx8goNwFK9tVp/Q/jqwHNs42LDci8k/mzJlwZWYq748f8SBMkZEGZlS7WTQLJveZjHBruK44b2x4A6uPrjYoK6qt8jKLsfTLnfjg0aVY+uUuFl/5KdqtoXexBXfm2nB1vhWtHCaYT+mK9c26NPR/YSFmLt0Lp8tdeYkSERERERERERERUZXDAiwiMoRJmOAWajeifHXAsherxbUFswDrpMVpi//575wgxQIsZ51//zDvacDBm7pEFc154gQy339feX9QmzaIuvJKAzMiAEgJS8EzPZ/RFcMt3RizaAwyi9WL66j2St+fi1/f24JZY//E+t8PwlHMkZZ6CAg0dJpwcaEVw3OCcH6hBclOAUggz+7EU99vxSXTl2LN/qzKTpWIiIiIiIiIiIiIqggWYBGRIUoLsNRu9vkcQag2gZAdsE5xagFWdlC6Uowc1ykFWHlHgKWv6E2LiPx0/M234C4sVN6fOPZxCJP3x1xSM6DBAFzf8npdMdKL0jF2yVi4JTvrkG/SLbF3Qwa+mboWXzy3GjtXHYN0S98byS82CHRwmDE0Pwi35NnQrdiMYDew9UgurnxjGR7+cgNO5NsrO00iIiIiIiIiIiIiqmQswCIiQ5i0ABZgOdUeqmwhFqV9NU2Rswirjqz658/KIwhP7YAFAEtfBnLS9KRGRH5wHDqErM8+U94fMXAgQjp2NDAj+q+RXUaiVUwrXTEWpy3GrK2zDMqIaqIShwubF6Xhk6dXYO4bm3B4Z3Zlp1RrxLo19C224M7cIPQvtCDSJfD56kM4d+pCfLR8P1wsgCMiIiIiIiIiIiKqtViARUSG0IQWsBGEJS61bi3sgFVq1dFVcLgd//w5R7EDVrbrPwVYziJgnr6RW0RUfsdffRUoUWwJaDYj/oH7jU2IzmAz2TCl7xSEmEN0xXlpzUvYmLHRoKyopnC7JTYvSsOssX9i4SfbkX1MvRse6WOBQCeHGbfl2TC4wIKgPCfGfrsZl7++FBsOZld2ekRERERERERERERUCViARUSGMAkTpGIHLLfm/aGoRFiV4rIAq9SiQ4tO+3O2YgesHGcS3PI/n6uNnwFpa1VTI6JyKt6+HTlzvlfeH33N1bA2aGBgRuRJg4gGGHfWOF0xnNKJhxc9jFxHrkFZUXV36K9MfD5xJRZ+sh1FuQ7fG6hCaBBoWWLGTflBuDbfiry9ebjstaV47JtNyC7k54mIiIiIiIiIiIioNmF1AhEZwiRMcAWoA5bTHKwU1xrMhzgpJZakLTntfQ5zEYrM+Qh2hvkVywUrCtwxCDcdP33hl8eAm38ChNCbLhF5kDHtRUCqjbYSwcGIu/tugzMibwY1HoQVR1bgm13fKMdIy0/DU8uewtS+UyH4+FprZacXYtlXu7B3w3HfF1cW6Ya1JB82ezas9hzYHNkI0hxIufV6RDZKPq0gXkr881gm//mf0u5eRbkO5GfbUZBjR0H2KW85DrhK1J5jVqT6ThPqO03I0NxYtTgN/TcewcMDW+LqzvWgafw3TERERERERERERFTTsTqBiAyhCQ1uTa0DVqAKsIJCLEr7apK9OXuRlp92xvtzgtMRnOdfARYAZDuTzyzAOvAnsPU7oM1lilkSkTeFq1cjf+FC5f0xw/4Hc3y8gRlReTzS7RFszNiI3Tm7lWP8tv83zN4+G9e1vM7AzKg6sBc5sXruPmz84yDcLrXiy0Cw2rMRmbsPEbn7EJG3D8FFGbA6cqHJMwukrK+tRcqnn8AcHanrTCkl7IVOFGTbkXmkABkH8v55sxc6dcUOhHi3hoGFVuQVSXz+8VZ8ufIgxl/ZDi2TIio7NSIiIiIiIiIiIiIKIBZgEZEhzJoZEoEpwCoxhyjFtQZ7j1sbLE5bXOb7c4IykJTX2O94Oa5k1MOmMxd+Gwc0vxCwBPkdk4g8k1Iifeo05f2mqCjE3nKLgRlReYVYQvBC3xdw/Y/Xo9hVrBxnyqopSE1IRcuYlgZmR1WV2y2xbelhrJizB0V5JZWai8llR3je/tJiq9x9iMjbjyB7drn3O/btw6F77kX999+DFqT+/EAIgaBQC4JCLYhNCUOzLokASh8fc48X/12MlYv0/VWrKCtcCpxbbEXO5iKM3vMnepxTFw+e1wKhNv4ITkRERERERERERFQT8be/RGSI0g5YqiMINc9rUOuAZQkyQTN5jltbLD7kqQBLbZRRjjO57IXs/cDKt4BeDyjFJaKy5c+fj6J165T3x955J0zh4QZmRP5oGt0Uj3R7BE/9+ZRyDIfbgdELR2P2xbMRYlErSKbq4dD2LCz5fCdOpOVXWg7RSSFo0jkBDZqFoeCx4XBs3aIrXtHatTg85hGkvDgNQjP2eZkQApHxwYiMD0bTzgkASouyctKLsH/zCezfcgJpO7LgdlZuB7FIqeHCAg0Zc49g2IqjuOWa1riwbRJHixIRERERERERERHVMCzAIiJDmIQJbqHWAcvtpQOWW7NAav6PErQF8+Et35GPNelrylzLCcpQipnjSvK8uOgFoMMQIIyjzoiMIF0uZLz4ovJ+c3Iyoodcb2BGpOKKZldgxdEV+GnvT8ox9uXuw8QVEzHx7IkGZkZVRXFBCRbP3oEdK49VyvmxKaFo0ikBTTomIKZO6D/vd779JvZdPwQlBw/qip/3yy9In/ICEsc8rDdVn4QQiEoMQVRiCDr0rwdHsRNp27NKC7I2n0B+lj3gOXgS79bQLwNY/OZm/NRiH0YP7YB6MSyqJCIiIiIiIiIiIqopWKFARIbQhKZcgCU1zwVYTsXxg7YQ/4u2apoVR1bA6S57DE+uagcsVx3Pi/ZcYMGzwMXqBSNE9K+c7+bAvnOX8v74++6DZrMZmBGpEEJgXI9x2Hx8Mw7mqReyzNk9Bz2Se2Bwk8EGZkeV7eBfmZg3cxsKsiu2MCiuXhiadExAk07xiE4KLfMac1wc6r/zNvYNuQGuzExd52XOmAFLnTqIuXGorjj+sgaZ0ahDPBp1iIeUEpmHC7B/8wns23QcR3bnlLZarWApLhOwtQgvP7UUjc5Jwe2DW8JqZtdWIiIiIiIiIiIiouqOBVhEZAiTZoJbGD+CsES5AIsPb4vTyh4/COgZQZgIKQWE8HDHcs1MoOvtQGJrpfhEVMpttyNj+qvK+61NmyDy0ksMzIj0CLOG4YW+L2Do3KEocZcoxxm/fDzaxbVDw8iGxiVHlcJZ4sLyb/Zgwx/6ukv5wxpkQpveKWh9dh1EJZbv+ZW1YUPUe+tN7L/pf5BFRbrOP/bss7DUSUZ4//664qgSQiA2JQyxKWHodEED5GUWY/uKo/hr2RHkZOj7u6lo5DBB/nIETyw7iouua4l+nb0UuRMRERERERERERFRlceX2hKRIfSMIJReRhA6zcFKMa21fAShlBKLD3kuwHKYi1Bkzvc7rgs2FLhjvBzsBn5+BJCV0FKCqAbJ+vRTOA8fUd6fMGIEhMnzYytVvNaxrTGyy0hdMYqcRXh40cNwuBwGZUWVIeNgHr54bnWFFV+FxwTh7Kub4X+TeqHnlU3LXXx1UnC7dkiZOhXQdP7oKCXSRo5C0YYN+uIYJDwmCF0uaogbnumBK0Z1QqteybDYKvZxU0Cgfh6w4Z1tmPDcMhzNLKzQ84mIiIiIiIiIiIjIOCzAIiJD6BlB6A5AAVZQLe+AtSNrB9KL0r1ekxOUoRQ7x5nk/YK9C4Htc5ViExHgysvDiTffUt4f3LEjws4918CMyChDWg7BufX0fW62ZW7DtDXTDMqIKpLbLbH2l/34ctJqZB4uCPh5CQ0jcP5tbTB0fA906F8P1iD150bh556DxLGP685JFhfj4N3D4ThYcZ2/fBFCILlpFM69sRVunnw2BgxrhZQW0RWagxkC0fuLMeOJPzHj861wu1nITkRERERERERERFTdsACLiAxhFuaAjCB0WtRGEFpreQGWt/GDJ+UqjiHMdpVjRM4vjwElxUrxiWq7zBkz4crOVt6fMPIhCCGMS4gMI4TAM72eQXJosq44H2/7GPMPzDcoK6oIuceL8N2L6/DnN7vhdgWwuEYAjVPjccWoTrhqTGc065IIzWTMj3wxQ4Yg9rZbdcdxZWbi4J13wZWTY0BWxrLYTGjRIxmXjeiIGyechS4DGyIozFJh50e4BAr/OIpnxizEqs3eC+mJiIiIiIiIiIiIqGphARYRGUJPByzvIwjVCrBsIRV3s6wq8jZ+8CTlDlguHx2wACBrH7D8daX4RLWZKy8PmbNmKe8P69sXIV26GJgRGS3SFonJfSbD5OV7X3k8sewJHC04alBWFChSSvy1/Ag+m7ASh3dmB+4gAbTulYwbnu6Bi+5qh+SmUQEpxIx/6CFEDLxIdxzHnj049MCDkI6qO04zIi4Y3S9pjJue7Yk+1zVHRFxQhZ0dn+fG0umbMHnqCmTn2SvsXCIiIiIiIiIiIiJSxwIsIjKESTOpF2Bpnm9ClyiOILQF194OWDn2HKzPWO/7OsUOWDnOcnZuWfQCkHtE6Qyi2irro4/gzstT2ywE4h8aYWxCFBCpCam4t+O9umLk2HMwZtEYON1Og7IiozmKnPjlnS2YN3MbSorVniOVR0rzKFz7eFecc2MrRCWoFa6Xl9A0JD/3HIK7dNYdq3D5chx5+mlIWbXH7VmsJrTrVxc3PHMWLri9LRIahFfMuRAI3VmANx5dgi9+2FHlP05EREREREREREREtR0LsIjIECZhggzECELVDlihtbcA68/Df8ItfX8ucgPZAQsASgqAec8onUFUG7nyC5A58wPl/RGDL0ZQixYGZkSBdEvbW9AjuYeuGGvT1+KtjW8ZlBEZKSejCF9NWYPdawM3Ri4iPhgX3dUOl47oiLi6FVMUBACazYZ606fD2qiR7lg5X32NE+++a0BWgadpAk07J+CqR7rgsoc6okG72Ao5N8IpkP7DIYx/bBG27cqskDOJiIiIiIiIiIiIyH8swCIiQ1S5EYS1uAPW4jTf4wcBHR2wXMkodxOGDZ8Ah9YonUNU22R9+glcOTlqmy0WxN9/v7EJUUBpQsNzvZ9DTFCMrjhvbXgLK4+sNCgrMkLajix8OWk1Mg8XBCS+JciEs65ogiHjuqNxanxARg36YoqKQr133oYpVn8RUsbUacj9+RcDsqoYQgikNI/Gxfd0wPXjuqNlz2QILfCfg9gsF355YR1efWMtih3sfEdERERERERERERU1bAAi4gMYRLqIwjdXguwFEcQhtTOAiy3dGNJ2pJyXWu3FKLY7P/NYacMQqE7uvwbfnoYcKt1RyOqLdyFhcicMVN5f/R118Fat65xCVGFiAuOw3O9n9MVQ0LikcWPILOYnXGqgi2L0zDnpfUoLigxPrgAWp9dB0OfOQudzm8Ak6Vyf5Sz1q2Lem++CRGs9lztVIfHjEHRhg0GZFWxYuqEov9NrTD0mR5o2jUx4OdZIKBtyMbzDy/CwjWHA34eEREREREREREREZUfC7CIyBClHbCMH0FYotoBK8SitK+623piq1834XOUxxAml//itNXAps+VziGqLbI+/xyuTLUCGhESgri77jQ4I6ooPev0xK1tb9UVI6MoA48vebxc42cpMNwuNxbP3oEFH2+H213eNpHll9I8Ctc81hXnDG2JkAir4fFVBbdri5SpUwFN34+V0m7HweH3wHEozaDMKlZEXDAuuLUNrh3bDYktogJ+XlwxsO6dbRg/bTky8+wBP4+IiIiIiIiIiIiIfGMBFhEZwqyZAzSCUK2rgrWWjiBcfKh84wdPylUcQ5jt9KMACwB+exKw5yudRVTTuYuLceK995T3x9wwBGYDxoBR5bmn4z1oH99eV4wlaUswa+ssgzIif9gLS/DDaxuxcf4hw2ObrRr6DmmBS0d0RHy9cMPjGyH83HOQOPZx3XFcJ07g4F13wpWXZ0BWlSOubhiuGtEJl4/shKAk/Z3BvLFAIGZHIaY9vgSfL9gDWe750EREREREREREREQUCCzAIiJD6OqApXEEoVGWHV7m1/U5igVYfnXAAoD8o8CSaUpnEdV02V9+BVeG2r9FERSEmGHDjE2IKpxFs2Byn8kIt+grsHlp7UvYfHyzQVlReWQfK8SXz6/Bwa3Gj4BMaBiBax/vhrZ9UiCEMDy+kWKGDEHsbfo6uQGAY9dupD3wIGRJAEY4VqA6zaJwy5M90P/2NnCFB/Y5abJDIO2zvRj53BLsSWexOxEREREREREREVFlYQEWERnCJEyAkHDD/yIsrx2wLP6PIBSagMXmOWZNVVBS4PeNd+URhP52wAKAZdOBzL1K5xHVVG6HAyfefVd5f/S117L7VQ2REpaCp3s9rSuG0+3E6IWjkeeovh2EqpOD2zLx5fOrkX2s0NC4QhPoenEjXDG6E6IS1UYxV4b4hx5C+Pnn645TsGwZjk6YWO07Ogkh0LJzIu59vjfaXN4IxZbAFdFZIdDkQAneGr8cr8zZBrtTrSstEREREREREREREaljARYRGcL0dxcrlTGEblH2Q5GEgNMU5Hc8W4i5yneKCIS1x9bCKZ1+7VEuwHIl+b/JZQd+e0LpPKKaKuebb+E8elRpr7BaEXPrLQZnRJXpvAbn4doW1+qKcSj/EJ7585lqX7xSlUkpsWnBIXz/6gbYC/37vutLZHwwrhjdCd0ubgSTqXr9qCY0DXWen4Sg9vrGaQJA9uzZyJwxU39SVYCmCfS7oBHun9oboZ1j4UTg/m3WL9HgmnsYw59ZhOW71TorEhEREREREREREZGa6vVbfSKqsrS/i6hUCrA8dcBymoMAD8VZ3tiCa+f4wRVHVvi9J1dxBGG2KxlK9/a3fQ/sWah0JlFNI0tKcOLtt5X3R119NSwJCQZmRFXBqC6j0Cy6ma4YP+/7Gd/s+sagjOhUUkos/WIXFn22A9JtbCFNm951cO3YbkhqFGlo3IqkBQej3mvTYa6j0CnzP9KnTEHe778bkFXVYLGaMez2Drjy8a4oircG7BwrBDqlS3zx4jo88sk6ZBU4AnYWEREREREREREREf2LBVhEZAjT30VUUhg3gtBpVhu7YwupnQVYK4+u9HtPsbkA0up/9w6nDEahO8rvfQCAnx8BXMZ2DCGqjnLmfI+StDS1zRYLYm+71diEqEoIMgfhhT4vINgcrCvOcyuew+7s3QZlRQAg3RILPt6ODX8cNDRucLgFg4a3R78bWtaIEcrm+HjUe/NNaGFh+gJJibTRD6N42zZjEqsi6taLwKjxZ6PFVY1RaAncOY2dJkQvzsSNzy7E12sPsSseERERERERERERUYCxAIuIDHGyAMvYDlgswCqv7OJs/JX5l/8bBRASq3b3L8el2N0ifSuwZobaXqIaQjqdOP72W8r7oy6/HJZk/R1mqGpqHNUYj3Z7VFeMYlcxRi0chWJnsUFZ1W5ulxvzPtiGrUsOGxq3QdtYXPdEdzRsH2do3MoW1Lw5Ul56CTDpKyiTRUU4ePdwODPURiZXZQMGNMS9k3vD1DYSrgCNJQyTAhee0PDNB1sw9J3l2Hu8ICDnEBERERERERERERELsIjIILoKsDRTmbedShS7f1iDA9hOoIpadWwVpMLNO7MwIyk5RunMHDRQ2gcAmD8RKMxU309UzeXOnYuS/QfUNpvNiL3jDmMToirnsqaXYWCjgbpi7MrehcmrJhuUUe3lcrrx63tbsH3FUUPjdrqgPgYOb4+QiMCNo6tMYWf3QtITT+iO4zx6FAfvuRfu4ppXTBgcbMFd93bGRaM7Ii86MC8gEBDoYbeg4YYCXDV1EV6ZtxN2p//P14mIiIiIiIiIyLMmTZpACFHm2/79+ys7PSKqICzAIiJDaFrpw4lbYQQhAEhx5sORU7EAyxZa+zpgrTiyQmlf27i2iE0KV9qbk3yJ0j4AQFEWMP9Z9f1E1Zh0uXD8TfXuV5GXXAJr3RQDM6KqSAiBJ3o8gXrh9XTF+WLHF/hl3y8GZVX7OEtc+PmtTdi91rgOTJpZYMCwVjjr8qbQNGFY3Koo+rprEXPzzbrjFG/ciCOPPV5jx+g1axKDMc/2Rt2L66EwQFMo67g0DMmy4ocfd2Hgy4uxYs+JwBxERERERERERFTL5OTkYO/evWWuRUdHo0EDHQ0NiKhaqX1VCkQUEHo6YAF/jyGUpxdvKY8gDK59D20rj65U2tc9uTsi7WqFbjnWtkBUfSBbsYvP6veATjcBye3V9hNVU3m//grHnj1qmzUNcXey+1VtEWYNw5Q+UzD0p6Fwup3KcZ5e9jTaxLZB3fC6BmZX85XYXZj7xkYc+ivLsJjBEVYMvKsdkhpHGhazqksYNRKOgweQ//s8XXFy586FtUljxN9zj0GZVS1CCFx6cTPk9q2PGa+vh3mv8eMCgyBwaaEN6/c7cMNby3FF17p49KJWiA6tmV3YiIiIiIiIiIgqwvr16z2+cLBjx44VnA1VBzk5OdiwYQO2bNmCzZs3Y+vWrUhPT0d2djays7Nht9sRFBSEsLAw1KlTB/Xr10f79u3RpUsX9O3bF5GRtef3y9VN7atSIKKA+KcAS9NRgIWS096nXIAVUrse2tIL07E3p+zKel+6J3dHZIHaxznnhAO4bCLw+Y1K+yHdwNzRwC0/A6JmdwAhOkm63Tj+xpvK+yMuHgQrXy1Tq7SJa4MRnUZgyuopyjHySvIwZtEYzLxoJixa7RvTq8JR7MQP0zfgyK4cw2LG1QvDwLvbIzwmyLCY1YEwmZAyeTL233gTirds0RXr+KvTYWvcGBEXXWRQdlVPRLgND4zpjj+XHcKyT3cgqMT3Hn+lOsxIcWr4fkUaft+WjrGDWuHyjikQfD5GREREREREROS3devWeVxLTU2tuESoyiouLsbSpUsxb948zJs3D2vWrIHL5f2eekFBAQoKCnDs2DGsW7cO3333HQDAZDKhX79+GDZsGK655hpYrXxxZVXCEYREZAjt7xGCbhg3grDEojiCMKR23VxWHT9oM9nQPr49IuMVO2ClF0K2vBho2FtpPwDg4HJg4+fq+4mqmbx582DfsUNtsxCIu+suYxOiauHG1jeiT90+umJsPL4Rr6571aCMarbighLMeXm9ocVXTTrG44pRnWtd8dVJWkgI6r7+OsxJSbpjHX7kURRt2mRAVlXbWT3r4p5JvWFrHhGQ+PFuDTfm2VA304WHZm/A0PdWYO9x47tuERERERERERHVdN4KsNgBq/YqLi7GN998g+uuuw5xcXEYMGAAnnvuOaxcudJn8ZU3LpcL8+bNw4033ojGjRvjjTfegNutdn+ejMcCLCIyhDEdsE7HDljlozp+sGNCR9hMNgSHW2AJOvPj74uj2IWifCdw4SSgjAK6cvvtCaA4V30/UTUhpcTxN95Q3h9+4QWwNW5sYEZUXQghMKHXBCQEJ+iKM2PzDCxNW2pQVjVTUZ4D3720Dsf2Gvd9qcughrjg9raw2Pz/XluTWBITUO+tN6GFqD2/O0na7Tg0/B6UHD1qUGZVV1CoBbc91AV9bmuNEqvx3aksELigyIoLiyxYsfMELnhpEV6ZtxN2p/ovgIiIiIiIiIiIahsWYNF/3XvvvUhISMAVV1yB2bNno6AgMC98TEtLw/Dhw9GtWzds3749IGeQf1iARUSGMGl/F2AJtRs2bs3AAqzg2lOAJaVU7oDVPbk7gNIb+1EJimMIM4qApLZA55uV9gMA8o8Biyar7yeqJvIXLoR96zbl/XF33W1gNlTdRAdFY1KfSf90nFT12JLHkFGYYVBWNUtBjh3fTFuH4wfzDYlnsmg4/7Y26D64MYTG0W4AENSiBVJenAZo+r6OnRkZODh8ONyFhQZlVrW165KEuyedjeg20YGJ7zDj+nwbghwS037bgUGvLMGKPScCchYRERERERERUU1it9uxbVvZv/cPCgpCy5YtKzgjqgp++OEH5OXlVdh5a9asQdeuXfH9999X2JlUNhZgEZEhTnbAkkJ1BGFZBVhqo/GstagD1qG8QzhScERpb7ekbv/8t/IYwoy/b3yeOxYIilKKAQBY/gaQwcpsqtlOvPW28t7w8wYgqEVzA7Oh6qhrUlfc2f5OXTEyizPx6JJH4ZZsSXyqwlwHvp22DllHjHklUnCEFVeM6oRmXRINiVeThPXti8QxD+uOY9+6DYfHPAJZS9pr20IsGHJfR5x/V1u4g4z/MT7JVTqSsEGJhl3p+bj27eUY8+VGZBc6DD+LiIiIiIiIiKim2LRpE5xOZ5lr7dq1g8lUu7vikxoh/H9Bb15e3j8dt6jysACLiAxxsiOHagcsWUZHjxLFDlhBIRalfdXRiqNq3a/CLGFoHdv6nz8rF2ClF5X+R0hMaRGWKrcT+OlhQEr1GERVWOHadSjy0obYl9i77jIwG6rO7mh/BzondtYVY8WRFXh/8/sGZVT9OYqc+GH6BmQfM6abUli0DVeM7ISEBhGGxKuJom+6CVFXX607Tt5vvyHj5VcMyKj6aJaagNsn9kJS+xjDY4dIgasKrOhWbAYkMHv1QfSfuhDfrDsEyedoRERERERERERn4PhBUmUymdCrVy+MGjUKs2fPxtq1a3H8+HE4HA44nU4cP34c27Ztw6xZs3DrrbciKirKZ0yn04mbbroJixcvDvxfgMrEAiwiMsS/IwirQAesWjSCcOWRlUr7uiR2gVn79+MUmaBagHXKzerONwOJbZXiAAD2LAC2sTUm1UyZM2Yo7w3r2xfBbdoYmA1VZ2bNjEm9JyHKFqUrzvR107EuXb0osKZwlbgx981NyDhgTDvoiLggXD6yE6IS1YrIawshBJLGPYGQ7t11xzrx1lvImTPHgKyqj6BQC64cnopzb2oFmI0db6lBoG+xBZcUWmGRwIkCB0bM3oAb31uJ/SeM6RBHRERERERERFRTeCvASk1NrbhEqFowm80YOHAgPv74Yxw/fhxLlizBlClTcM0116Bjx46IjY2FxWKBpmmIjY1Fy5YtMXToULz77rs4cOAAJk+ejLCwMK9nOBwODBkyBDk5ORX0t6JTsQCLiAxxcgShagcst4EFWLZaMoJQSqncAatbcrfT/hyZoHajOCej6N8/mMzAwClKcf7xy2OAw5gOJERVhePAAeT9/rvy/rjhdxuYDdUESaFJmNBrgq4YLunCmEVjkGOvvT+Eud0Sv83YgrTtWYbEi0oMweUjOyEiTu35S20jLBbUffklWBrU1x3ryNgnULRxowFZVS+teibjhie6I6pOqOGxW5SYcGOeDTGu0gKvJbuO44KXFuHNhbvhdNWOsY9ERERERERERL6wAxaVR506dfDUU0/h4MGD+PHHHzFkyJBydbQ6VXh4OEaPHo01a9agffv2Xq89dOgQxo7VMbmIlLEAi4gMEYgRhE6FEYRmqwaTuXY8tO3K3oXM4kylvd2S/lOApTiCMDu96PSRNA16Au2uUYoFAMg5CCx5UX0/URWUOfMD5fGaob16IbhDB4Mzopqgb72+GNpqqK4YRwqO4MllT9bK0WJSSiz+bAd2r80wJF5MnVBcPrITwqKDDIlXW5iiolDvjTehRegb1ygdDhy6516UHEs3KLPqIyoxBNc92hXtz6lreOxYt4aheTY0c5Q+ty4ucWPST3/h0teWYtOh2lu8SUREREREREQEAG63Gxs9vChQ0zSfRTJU8zVs2BBvvvkm9u7diyeffBJJSUm6YzZv3hwLFy5E69atvV739ttv49ChQ7rPI//UjioFIgq4fztgKY4g1E7vgOXSzHCbrH7HsYVYlM6vjlYeVRs/GBMUg2bRzU57X0iEFWbbmV3IfHEUOWEvcJ7+zvOeAaze2196tfRlIHOv+n6iKsSZlYXsr79W3s/uV+TNiM4j0Cqmla4Y8w7Mw+ztsw3KqPpY9eM+bF6UZkis+PrhuPyhTgiJ8P95CwG2xo1Q96UXAZP/z0NO5czIwKH77oPbbjcos+rDZNHQ+9rmGHh3O8M7wdogcFmhDb2LzBB/12puOZyLS19bgok/bkWhw+k9ABERERERERFRDbV9+3YUFpY91aV58+YICVGbPkPVX0JCAl555RXs2LEDd955J6xWY393HBUVhZ9++gkRXl7Y6nA4MGPGDEPPJd9YgEVEhtA7glD+ZwShSvcroPaMHwSAFUfUxg92Ter6T8eyk4QQOrpg/efJZUQy0PdhpVgAAJe9dBQhUQ2Q/dlnkMXFSnuDO3dGSOfOBmdENYnVZMWUvlMQovg986Qpq6Zge+Z2g7Kq+jYvPIRVPxhT6JvUOAKXPpiKoLDaUwAeCKE9eyJp7OO64xRv3Iij48bVyq5uANCoQzyue6Ib6jSLMjx2D7sFlxVYYfn7Q+uWwDuL9+KClxZh0Q5jOskREREREREREVUnHD9InixZsgT33XcfLJbA/d64fv36eOwx7/dTP//884CdT2VjARYRGcKk6eyA9Z+CIKdZrRjIFlw7CrCcbidWH12ttPe/4wdPikpQ+5jnZBSd+c7udwOxzc58f3ltnwvs+FV9P1EV4LbbkfnxJ8r7Y2+9xcBsqKZqENEA484apyuGw+3AqIWjUFhS9qu1apJda9Kx8LMdhsRKaR6Fwfen1qrum4EUff31iB6qb6wmAOR8NweZ79feV3aFRQfh0hEd0fXiRhDC2NhNnSYMybMhwv1v4IOZRbjp/ZV4aPZ6ZBY4jD2QiIiIiIiIiKgKYwEWeWJ0xytPHnjgAYSHh3tc37JlCzIy+OLJisQCLCIyxMmOSqodsNzsgOWXvzL/Ql5JntLe7sndy3x/ZLzaxzznvx2wAMBsBS56XineP34eAzhr3xghqjlyv/8eruPHlfZaGzZEWL9+xiZENdagxoNwWdPLdMXYl7sPz6541piEqqiDf2XitxlbAAOaI9VvHYNB93aANah2PO+oKImPjEHo2WfrjpP+wgvIX7TIgIyqJ00T6HZxI1z2UEeERtkMjZ3g1jA0z4Zk5+nVXV+vS8OAaQvxzbpDtbYDGRERERERERHVLmvXrvW4xgIsqghBQUE477zzPK5LKbFx48YKzIhYgEVEhjg5glAaNoJQrRuTtZYUYKmOH0wKTUL98PplrkUa2QELAJr2B1oNVooJAMjcA/z5mvp+okok3W6cmDFTeX/MsGEQGp+mUfk92u1RNIxoqCvGd7u/w/e7vzcmoSomfX8ufnpjE9xO/YUhjTrEYeDd7WGxmnxfTH4RZjNSXpwGa5Mm+gJJibSHRsK+Z48xiVVTdZpF45rHuiKleZShcUOlwHX5NrR0nP5vILPAgRGzN+B/M1bhYGbN76hHRERERERERLXb+vXrPa6lpqZWWB5Uu/Xp08fr+p5a/jvSisY7e0RkiJMFWOojCE+/gVOiOoKwlowBWnl0pdK+bkndIDzMo4mMV/uYZ6d7KMACgPMnAuYgpbgAgEVTgJxD6vuJKknB4sVw7N6ttNcUHY3Iyy41OCOq6UIsIXih7wuwavpaG09YPgH7c/cblFXVkH2sED9M34ASu1qR+Knqt47BBbe3hcnCH6MCxRQejnpvvA5TVJSuOO78fBwafg9cOTnGJFZNhURYcckDqUgdUM/QuGYIDC60oleR+Yyucot2ZOD8Fxfh3cV74HSp/WxARERERERERFSV7d+/H5mZmWWu1a1bF3FxcYadNX/+fCQnJ0MI4fGtW7du2L+/Zv1el8onOTnZ63p2dnbFJEIAWIBFRAbRO4JQagaNIAyu+R2wHC4H1h7z3NbUG0/jBwEgKkFxBGGGlw4H0Q2Asx9SigsAKCkEfnlcfT9RJTnx/gzlvdFDhkAL0lG4SLVWi5gWGN11tK4Yhc5CjF44Gg6Xw6CsKldBjh1zXlmPorwS3bESGkbggjvawmTmj1CBZq1fHymvvAyY9T2vc+zbh7SRoyBd+ovvqjPNpKHXVc1w/m1tYLYa+/Xb027B4EILzP8pwioqcWHCj9tw+evLsOVw7S6CIyIiIiIiIqKaZ926dR7XjBo/6Ha7MX78eAwYMABHjx71eN1dd92FJUuWoEGDBoacS9VLTEyM13W73V5BmRDAAiwiMohZK71B5lIswHKL0x+OlAuwasEIwo0ZG1HsKlba2y2pm8e1kEgrzAodPewFThQXeLmx3et+IErHk76t3wK75qnvJ6pgRVu2oHCF2phQYbMhesj1BmdEtcm1La7FgPoDdMXYlrkNL6550aCMKo+rxI2f39qMvBNq3zNPFZUYgovvbQ9rUM1/nlFVhHbrhqSx+ouwC5YsQfoLUw3IqPpr1iURV43potz11JOWJWZcm29DaBnNrjal5eCS6Uvx3E/bUOSo3YVwRERERERERFRzeCvAMmL8YEZGBi688EKMGzcObnfZHcZDQ0Px0Ucf4Y033oDVqm8yAlVfeXl5XtdDQtTuuZMaFmARkSFOdsCSBo0gZAGWZ6rjBxtGNERSaJLHdSEEIhPUbsjlZHgZQ2gJBi6cpBT3H3NHA05WaFP1kDljpvLeyEsvhTk21rhkqNYRQuCpnk8hOdR722FfPtr2EeYfmG9QVhVPSolFn23H0T36O++ERtlwyQOpCA7jLzEqWvR11yHq+ut0x8mcMQPZ33yrP6EaIDYlDFc/2gUN2xn7vaaOS8PQPBsSnGeOuna5Jd5auAcXvLQIS3cdN/RcIiIiIiIiIqLKEMgOWIsXL0Zqaip+++03j9e0aNECK1aswA033KDrLKr+du3a5XU9Pj6+gjIhgAVYRGQQ098FVMojCP9TgFViVisEsoVYlPZVJyuOqHXW8db96qTIeMUxhOlexhACQIuLgKY6OrJk7gaWvqK+n6iClBw+jNyfflLeHzNsmHHJUK0VaYvE5D6T//nerOqJZU/gaIHn1tZV2eaFadi69IjuOLYQMwbf3wHhMRwLWlmSHnsMIV276o5zdNw4FK1frz+hGsAWYsHAu9uj2+BGwJn1UsoipIbr821oXFL2rxkOZBbihndXYOTnG5BVUDPGnBIRERERERFR7RSIAiwpJSZNmoRzzjkHhw8f9njd1VdfjVWrVqFNmzZK51DNsnz5cq/rzZo1q6BMCGABFhEZRAgBAWFYAZbTotgBK7hmd8AqLCnExoyNSnu7J3f3eU1AOmABgBDAhc8Dmo4CucUvAFn71PcTVYDMD2cBLrXHwbBzz4WtcSODM6LaKjUhFfd2vFdXjBx7DsYsGgOn22lQVhUjbUcWlny+U3ccs0XDxfd2QGydMAOyIlXCYkHKyy/BkpKiK44sKcHB++5DybFjBmVWvQlNoOugRhg0vL2hHWStELi8wIr2ds8FoF+tPYQB0xbiu/VpkFIadjYRERERERERUUU4fvw4Dh06VOZaVFQUGjZs6HfMEydOYNCgQXj00Ufh8nCPwWKx4MUXX8Tnn3+O8PBwv8+gmqe4uBi//vqrx3Wr1YoOHTpUYEbEAiwiMoxJM8GtPILw9Icjp2IHLGsNH0G4Ln0dnFLtRnjXJN/dIyLjFQuw0n0UYAFAXFOgp45iAGcx8NMY9f1EAebKy0P2F18o74+9eZhxyRABuKXtLeiR3ENXjLXpa/HWxrcMyijwck8U4ee3N8Pt1lfUITSBC+5oi6TGkQZlRnqYY2JQ9/XXIELUCvRPcmUcx6F77oW7uNigzKq/hu3icPWjXRBTJ9SwmBoELiiyoleRGfDwT/FEgQMPfLYeN89chUNZPjqpEhERERERERFVId66X6Wmpvodb9myZUhNTcVPXqZrpKSkYMGCBXjwwQf9jk8118cff4z8/HyP6z169EBwsNq9X1LDAiwiMoxJmNQ7YGn/6YBlVuyAVcMLsFTHD7aIboHooGif10UmqH3cs32NIDyp9yggvI7SGQCAHT8Df81V308UQNmffwF3QYHS3qB27RDcpYvBGVFtpwkNz/V+DjFBMbrivLXhLaw8stKgrAKnxOHCT29uQnF+ie5Y597UEg3bxRmQFRklqEUL1Hl+ku44xZs348jYJ9h56RSR8SG4cnRnNGgba2jcnnYLLiyyQPPyoV6wPQPnv7gI7y3ZC5fOwkkiIiIiIiIioopg5PjBqVOnom/fvh47agFA//79sXbtWvTs2dOv2Ebo378/zGZztX1r2rRphX/MKorL5cLUqVO9XnPddddVUDZ0EguwiMgwmtDg1tQKsNz/GUFYotgByxaiY8RdNbDiqFoBVrfkbuW6TrkDlq8RhCfZwoALJiqd8Y+fxgAOdkqgqkU6HMj88EPl/bG33AwhhIEZEZWKC47Dc2c/pyuGhMSjix9FZnGmQVkZT0qJPz7chuMHPb/ap7x6XtkULXskG5AVGS3ivPMQd5++0ZoAkPvDD8h87z0DMqo5rMFmDBzeHh3OrWdo3HYOMy4vsMLipbaq0OHC+B+24orXl2LbkVxDzyciIiIiIiIiMpoRHbCysrJw6aWXYtSoUXA6y558I4TAY489hl9//RUJCQkqqermcrmq9Zunj21N8M4772Dbtm0e18PDw3H99ddXYEYEADW7VQwRVSizMMONyhtBKARgtZl8X1hN5dhzsO2E52+k3pR3BFVYlA0miwZXiX+fx+L8EtgLS8pXANfmcmDtB8CeBX6d8Y+cA8DiF4D+49T2EwVA7s8/w3nsmNJeS506CD/vPIMzIvpXz5SeuKXtLXh/8/vKMdKL0jF2yVi81v+1KlksuPaX/di1Ol13nI7n1UfH8+obkBEFStzdd8O+YyfyfvlFV5z0qdNgbdoU4f36GZNYDaBpAmdf0wzRySFY9OkO3aM8T2rsNOG6fBu+CrWj0MtLwDYcysHgV5fgjj6NcX//Zgiy1Nzn9URERERERGXp/3l/FDjVOuwTVYRQcyjmXTOvstOodHo7YK1cuRLXXnst9u3b5/Ga6OhozJo1C4MGDVJJkWq4w4cP49FHH/V6zfDhwxEVFVUxCdE/WIBFRIbRNPUOWPKUDlgSQmkEoTXYDKFVvZvCRll9bDUk/L8RZhImdEroVK5rhSYQGR+MzMP+/5CXk1GEhAblKMASAhg4FXjjLMDl8PscAMDSV4D21wHxzdX2ExlISokTM2Yq748Z9j8IM5+SUWDd2/FerD62GhszNirHWJy2GLO2zsJNbW4yMDP99m06juXf7dEdp0WPJJx1RRMDMqJAEpqGOs89i33798P+11/qgaTE4ZGj0PDz2bA14ef9VG16pyAyPhg/v70Z9kJjXiWY5NJwQ74NX4Y6kGXy/HzW6ZZ4fcFuzN10BM9e0Q49m3AUKBERERER1R4FzgIUlLAAi6gqKygowM6dO8tcs9lsaNWqldf9L7/8Mh5++GE4HJ7vj3Xu3BlffvklGjZsqCdVqqGklLjtttuQnZ3t8Zr4+Hg88sgjFZcU/YMjCInIMCZhglvoL8BymWyA8P/hyRZSswsYVhxRGz/YJq4Nwqxh5b5eeQxhejnHEAJAXFOg5/1K5wAA3CXA3FGANKYzA5EehcuXw+6lzas3WkQEIq+40uCMiM5k0SyY3Gcywi3huuK8uPZFbDm+xaCs9Ms6WoDf3tsChfrk0yQ1jsQ5N7Sskt296ExaSAjqvTYdppgYXXHcBQU4OHw4XDk5BmVWc9RtGYOrxnRBZILa88KyRLk1DMm3Idnp+9/ZvhOFGPLOCoz5ciNyikoMy4GIiIiIiIiISI8NGzbA7S57iky7du1g9vBi65ycHFx55ZV48MEHvRZf3X777Vi6dCmLr8ijKVOm4KeffvJ6zaRJk9j9qpKwAIuIDGMSJkihfwRhiUL3KwDlG39Xja08slJpX/ek7n5dH5mg9vHPySj0b0PvkUCUjjFPexcCW75W309kkBMzZijvjb72GpjCQg3MhsizlLAUPNXzKV0xnG4nRi0chXxHvjFJ6WAvcmLuG5vgKFYr/j4pNMqGC+9sC5OFPxpVJ5aUFNR95WVAZwfBkv0HkDbiIUinMZ2eapKoxBBcNaYLUlpEGRYzRApcm29Dk5Ly/Xubvfogzpu2EL9sOWpYDkREREREREREqryNH0xNTS3z/WvXrkWnTp3w9dee72mFhITggw8+wNtvvw2bzaY3TaqhFi5ciMcff9zrNRdddBFuueWWCsqI/ot3GYjIMJrQlDtgubV/O2A5zWqvtLcG19wOWMeLjmN3zm6lvd2T/SzAqogOWABgDQEumqx01j9+fgwoztUXg0gHx759KFi0WG2zxYLooUONTYjIh/Mbno9rml+jK8ah/EN45s9nICuxC6HbLfHb+1uQfczP4t//MJk1XHRXO4RG8pca1VFIly5IeuIJ3XEKli1D+pQpBmRU8wSFWjD4/lS0PruOYTEtELiswIr2dpPviwGk59lx56w1uOfjtcjIsxuWBxERERERERGRv9auXetxrWPHjme87/XXX0fPnj2xZ88ej/uaNWuG5cuX46abbjIkRyMtWLAAUspq+7Zv377K/hAaZs+ePbjyyivh9PJC0tjYWLz77rsVmBX9FwuwiMgwRo0gdFrUOjAF1eARhKrjB62aFR3iO/i1R3XUTE6GnwVYANDiIqDFQKXzAAD5R4EFk9T3E+mU9emnynsjBw2CJTHRwGyIymd019FoGtVUV4yf9v2Eb3d9a0xCClb9uBf7N53QHeecoS2Q2DDCgIyoskRfew2ihwzRHSfzgw+R/RU7a5bFZNLQ74YW6HVVU8CgKZ0aBC4osqJbcfmfv/+46QgGTFuIL9ccqtQCUCIiIiIiIiKqvbx1wDq1ACsvLw/XXXcd7rnnHtjtnl9QdsUVV2D16tVo166doXlSzZKTk4PBgwfjxAnPvxPXNA0ff/wx6tQx7oWU5D8WYBGRYUo7YOkfQajcAasGF2CtPKo2fjA1IRVB5iC/9qh2wMpOV+xCcuEkQPFzDgBY8SZwdLP6fiJF7sJCZH/9jfL+mJuHGZcMkR+CzEF4oe8LCDL59/3hv55d8Sz2ZHt+5VagpG3Pwuq5+3TH6TCgHlr0SNafEFW6xEcfQUh3/zp+luXoU0+hcK3nX6LVZkIIpA6oj4vuaGfouM6+xRb0KTID5aynyikqwagvNuCm91fiYKa+DnhERERERERERP4oKSnBli1bylzTNA3t27cHAGzYsAGdO3fG7NmzPcYym8144YUX8NVXXyEigi8QJc/sdjsuu+wybN261et1Tz75JC644IIKyoo8YQEWERnGrJmN6YBlVuuAZQuxKO2rDlYfXa20z9/xgwAQHh0Ek9n/bw9FeSVwFHlue+lRdAOgz0j/950kXcCPIwG3WvEfkaqc73+AOy9PaW9or14IatHC4IyIyq9JVBM81v0xXTGKXcUYuXAkip3FBmXlW1G+A7+9v6XcxRqe1GsVjZ6XNzEmKap0wmJByksvwlK3rq44sqQEh+6/HyVHjhiUWc3TuGM8Ln2wI2yhxr3wobvdgvOLLBB+/LtevPM4LnhpEWYu3Qu3m92wiIiIiIiIiCjwtmzZAofDUeZas2bNEBoainfeeQc9evTAzp07PcZJTk7G/PnzMXKkjntjVCu4XC5cf/31WLBggdfrhg0bhnHjxlVMUuQVC7CIyDClHbDUCrDcpxRglSh2Q7IF18wOWMeLjuNA3gGlvd2Suvm9R2gCEXFqXVGUxhACQM/7gVgd47AOLgc2fKK+n8hPUkpkffyx8v6YW242MBsiNZc1vQwXNbpIV4xd2bswZdUUgzLyTkqJPz78CwU5Zf+So7wi4oNx/m1toZn4o1BNYo6ORt3XX4MWolbIf5Lr+HEcuvc+uIsrrrCwukluEokrR3dGeIy+Lnqn6uAw4+JCCzQ/aqkKHS489f1WXP3Wn9iVrlYQTURENmtPsgABAABJREFURERERERUXt7GDzZr1gxDhw7FHXfcgWIvv1fq168f1q1bh7PPPjsQKVINIqXE7bffjm++8T6J5dJLL8U777xTQVmRL7zrQESG0TeC0IgOWDWzAGtdutoonBBzCNrEtVHaG5mg9jlQLsAy24CBL6jtPenXJ4ACz7OPiYxUtGYN7Dt2KO21NWuK0J49Dc6IyH9CCIzrMQ51w/R1Dfp8x+f4dd+vBmXl2cb5h7Bv43FdMSw2Ewbe3Q5BoTW3a2ZtFtS8OepMmaw7TvGWLTj65FOQkp2VPIlOCsWVYzojrl6YYTFblphxeYEVZj8/7Gv2Z2Hgy0vw6rydKHGxIyoRERERERERBYa3AqwffvgBH3t50bYQAmPGjMHvv/+OxMTEQKRHNcyIESMwY8YMr9f0798fs2fPhtlcM++RV0cswCIiw+gaQaj9+3DEAqzTqRZgdUrsBIumdoM5Ml6tC1l2eqHSPgBAk3OANleo7y/KBH57Qn0/kR8ydXS/ih4yBEIIA7MhUhdmDcMLfV+AWdP3PfSpZU8hLT/NoKzOlHEwD8u+3qU7zoCbWyO2jnEFI1T1hPfvj/gH7tcdJ+e775A16yMDMqq5QiNtuHxkJ9RrHWNYzMZOE67Ot8LmZx2Vw+XG1N92YPCrS7DxULZh+RARERERERERneStAMubqKgofPvtt5g0aRJMJpPvDVTrPfHEE3j55Ze9XnPWWWfhu+++g81mq6CsqDxYgEVEhtEzgvD0DlhqxT/WGjqCcN0xtSd0nRM7K58ZlaD2OVDugHXSBRMBq44b4+s/BvYt0ZcDkQ8lx9KR99vvSnu1sDBEXnKJwRkR6dMmrg0e7PSgrhh5JXl4eNHDKHGXGJPUKUrsLvz67ha4nfq6EXUb3AiNU+MNyoqqsti77kL4hRfqjnPs+edRsGKlARnVXNYgMwYNb48WPZIMi1nXZcJ1+TaEKDSz+utoHi57bSmem7sNRQ61n0uIiIiIiIiIiP5LSokNGzb4vc9isWDZsmW4hPcFqJwmT56MCRMmeL2mY8eO+OmnnxAaGlpBWVF5sQCLiAxjEiZIA0YQlih2wKqJ44QKSwqxLXOb0t7U+FTlcyPjFUcQ6umABQARdYB+j+qL8cMIwGnXF4PIi+zPPwecTqW9kZddBo1PiKkKuqn1TehTt4+uGBszNmL6uukGZfSvRbN3IPuYvu8vjVPj0eWihsYkRFWeEAJ1np0IW6tW+gK5XEh78EGUHD5sTGI1lMmsof//WqHzhQ0Mi5ng1jAk34YIl/8dI90SeGvRHlz08iL8uZvjqYmIiIiIiIhIv127diEvL8/vfSUlJZg4cWIAMqKa6LXXXsOYMWO8XtO6dWv8+uuviIyMrKCsyB81s10MEVUKkzCxA5bBNh/fDJf0/2Nq1sxoG9dW+dzIyuqABQDd7wTWfwKkb1Hbf3wHsPQVoO9o/bkQ/Yd0OJD1+Wzl/dFDrjcwGyLjCCEwvtd4XD3naqQXpSvHeX/z++ie1B09U3oakteOVUfx17IjumLE1AlF/2GtIDSO/qxNtJAQ1HttOvZedTVcmZnKcVxZWTh0731o8MnH0IKCDMywZhFCoMdlTRAWE4RFn26H1NewDgAQ/XcR1hdhdpww+R9w34lCXP/OcgzpXh+PXNQSEUE178UaRERERERUs4Sa+cJNqtpq89eot/GDl156KY4ePYoVK1aUuf7xxx+jUaNGGD9+fKDSoxpgxowZuO+++7xe07RpU/z++++Ii4uroKzIXzWvWoGIKo2eEYRu8W9DPtUCLFtIzXtIW5u+Vmlfm9g2CDKr3yQMi7ZBMwm4Xf7d7CrMccBR7IQ1SMfnwmQBBk0FZugYHbRoCtD2CiC2iXoMojLk/f47XBnHlfaG9jwLtsaNDc6IyDgxQTGY1GcSbv3lVkioV088uuRRfHXJV4gL1vdDYE5GIRZ8vF1XDLNVwwW3t9X3fYmqLUudOqj76ivYP+xmoER9PGbx1q04Mm4c6jz/PIRgIZ83bfukICTCil/f2wJXiVpn3FOFS4Hr8m34ItSOdLPa49InKw7gj23pmHBZWwxonag7JyIiIiIiokCZd828yk6BiDzwVoDVq1cv/O9//0OPHj2wd+/eMq+ZMGECGjVqhFtuuSVQKQZE//79sXDhwspOQ1nDhg2xa9euyk7Dp08//RS33XYbpJdXNdavXx/z5s1DcnJyBWZG/uIIQiIyjEkzwa06glA7pQOWRW38XU0swFqX7vkJnTcdEzrqOlczaYiIUyuEyz1uQBesBmcBqTeo73fZgR8fgiHtF4hOkfnJJ8p7o2/Q8TVNVEG6JnXFnR3u1BUjszgTjy5+FG6pXnzhcrrx67tbUFKsVth9Uu9rmyMmufa+Mo+AkM6dkTTuCd1xcud8j6wPPzQgo5qvcWo8Lrm/A6xBJt8Xl0OIFLimwIYkp3rx29HcYtz24Wrc/+k6nMjnqGoiIiIiIiIi8o+3AqyOHTsiISEBc+fORVRUlMfr7rzzTvz6668ByC5wXC5XtX5zOp2V/SH06dtvv8VNN90Et9vz79OTk5Mxb9481K9fvwIzIxUswCIiwxg3gtD/AiyTRYPZYsxNnqrC5XZhQ8YGpb16C7AAHWMI0w0owAKA88YDwdHq+/csADZ9aUwuRACKt29H0eo1SnvNdZIR1q+fsQkRBcid7e9E58TOumIsP7Ic729+X3n/ijl7kL4/T1cOTTsnoFVPvhqIgOirrzakCPbY5CkoWF52K3k6XZ1m0bjsoU4IDjdm7F+wFLgm34Y6Tn2/wpiz4TAGTFuIb9eleX1FIRERERERERHRqXwVYAFAy5Yt8c0338BqtZZ5ndPpxNVXX42NGzcGJEeqfn766Sdce+21XgvF4uPj8fvvv6Np06YVmBmpYgEWERnGiAIst9DgMtn83m8Lrnndr3Zm70RBSYHS3tSEVN3nR8YrFmBlGFSAFRpbWoSlxy+PAkVZxuRDtV7Wxzq6X113PYSpZhWJUs1l1syY1HsSIm2RuuJMXzcd69PX+73vwNYTWPfrAV1nh8cGod/QlhwXR/9IfGQMQrp21RfE5ULaiBEoSUszJqkaLr5+OC4f2Qlh0f4/ty+LDQJX51tRV2cRVlZhCR6cvR63zFyFw9kGPW8lIiIiIiIiohrr8OHDSE9PL3OtXr16iI2N/efP/fr1wzvvvOMxVm5uLgYNGoQ0/n6p1ps/fz6uuOIKOBwOj9dER0fj119/RevWrSswM9KDBVhEZBhNaMojCN2i9OFIpfsVUDPHD649tlZpX6PIRogJitF9fmS82uciO71Q99n/6DgUqN9TfX9BBvD708blQ7WWKzcXOd9/r7RXWK2IuupKgzMiCqyk0CRM6DVBVwyXdOHhRQ8jx55T7j2FuQ78PnObrnOFJnD+rW1qZHE2qRMWC1JeehHmZH1d0VxZWTh4331wF7Fwpzyik0JxxejOiEpUe175X1YIXJVvRYMS/b/KmL89A+e/uAizlu+H281uWERERERERERUtvJ0vzrVTTfdhCeffNLjnkOHDmHQoEHIy9M3AYCqr2XLlmHw4MEoLi72eE14eDh+/vlnpKamVlxipBsLsIjIMEZ0wGIB1r/WpXt+QueNEeMHASCqskcQAoAQwMUvApqO8TVrZgAHVxqXE9VKOd98A6l4sz3iootgjtFfFElU0frV64ehrYbqinGk4AieWvZUuUZ9SSkx74NtKMr1/Iqf8uh+SSMkNdbXvYtqJnNsLOq++iqETV9HJvvWbTgy7kmOsCun8JggXD6yE+LqhRkSzwKBKwqsaPR/9u47vKoqawP4u29J7xVI6L2ErjQpCtKbYhvroI4NQUAsKLaxiwgCtrGMjuVTRBSko9KRDiH0XkJJ7/WW8/2BKGpyk+yzz829yft7njzPjOfstRch5N57zjprKSjCyi+x45kf9uKW/2zG8bR8BdkRERERERERUU2zc2f5DRPKKsACgOeffx533HFHuesSExNx0003uRw9RzXTjh07MHToUBQUlD8FKSAgAEuWLMGVV17pxsxIBRZgEZEyZpOKAiy5oh8ffx0FOh5I0zTsTJXrgKWqACtUtgBL1QjCS2JaAb0e0Rfjx4mAw6YkHap9NKcTmV/pGD94+20KsyFyr0ldJqF1RGtdMX46/RPmHZpX4XkHNp3H6X0ZuvaKbxWOzgMb6opBNZt/u7ao+2/93TFzf/wRmZ99piCj2iEgxAejJ3dG3WZqiiMtELiuwAfNStVc0th6MhOD316P99Ycg90h19GXiIiIiIiIiGqmqnbAuuSjjz5Cv379yj2+fPlyPPTQQ3pSM9yaNWugaZrXfp08ebK6v4V/snfvXgwaNAg5OeVPjfDz88OiRYvQu3dvN2ZGqrAAi4iUMQkTNMkRhJrpYgGWjR2wAFzsGJJaWPY86Yp0jumsJIfgCD+YTKLK6wqyS2ArlSvEK1efKUB4Y/n1qfuAze+qy4dqlYKNm2A7dVpqrV9CAvwTEhRnROQ+PmYfTO87HQGSr8+XvLHtDRzKPFTu8fysYmycf1TXHv7BVgwY2wZC4rWLapfQUaMQfmf5TyBWVuob01Hw668KMqodfP0tGDGhIxq2i1QSzwyBUYU+aFlqVhKv1O7E68sPYvS7G7HvXOVHpxIRERERERFRzeaqAKtz5/Lvyfn4+GDBggVo1apVued8+OGHeOWVV3TlR97h8OHDGDBgADIyyn8I2Wq1Yv78+ejfv78bMyOVWIBFRMroG0F48deRbAesmlaAJdv9KsIvAvWD6yvJwWQ2ITjST2ptruouWFZ/YNgMfTFWvwpknVKTD9UqWV9+Kb02/LZbFWZCVD0ahjTEMz2e0RWj1FmKKWunoNBW+LdjmqZhzZeHUFqkr932NXe2RmCovtFyVHvEPvYYArp10xfE6cTZSZNRmnxWTVK1gNXHjCEPJqD5FbFK4pkgMLzQijaKirAAYO/ZXIycuxFvrjiEErvihwqIiIiIiIiIyKtkZWWV20UpMjIS9eu7vicXHh6OpUuXIiYmptxzpk2bhq90TOEgz3fq1CkMGDAAKSkp5Z5jsVjw9ddfY9iwYW7MjFRjARYRKXNxBKFcByzn7yMI2QELAHan7pZa1zmmM4RQ1/kjNEbu7yMnVXEBFgA06w+0GyO/3l4ELH0M0DR1OVGNV5qcjPy1a6XWmsPDETJkiOKMiKrH8CbDMarpKF0xTuaexKtbX/3bfz+0+QJO7dU3erBD//polBClKwbVLsJqRdzMt2CpV1dXHEd2NpLHj4ezyID3PjWU2WzCtWPboF2fOCXxTBAYWmhFQom6IiyHU8Pc1UcxfPYG7DqdpSwuEREREREREXmX3bt3l3vM1fjByzVu3BiLFi2Cv3/ZTSg0TcPYsWOxbt06mRTJw507dw79+/fHmTNnyj3HZDLhs88+w/XXX+/GzMgILMAiImXMwgwIwImqPymu/VaAZbNKdsDyt0qt81SyHbA6xVTuzV5lhcbI/X1kp/29w4kSg14FfEPl1x9ZAexfqC4fqvGy/u//pIv2wm64ASZfduOhmuOpbk+hUUgjXTF+OPoDFh9f/Pv/L8guwYZvj+iKGd0gGD1GN9UVg2onS0QE4ufMgdD5u7rkwAGcn/YMNBZ5V5owCfT5Rwt0GthATTwIDC7yQXuFRVgAcCQ1H2Pe24RXlh5AsY3dsIiIiIiIiIhqG1fjBytbgAUA3bp1w+eff15uE4XS0lKMHj0aBw8erHKO5LnS09Nx7bXX4tixY+WeI4TAhx9+iFtv5USVmoAFWESkjOm3MYIyYwj/GEEo2QErsOZ0wMopycHRrKNSazvHlj9rWkZotFwBliEdsAAgOBYY8Ky+GMseB4qylaRDNZuzuBg587+TW2wyIfyWm9UmRFTNAqwBeLPvm/Ax+eiK8+KvL+J07unfRg8eREmh/OhBi68ZA+9pC7OVH2tIjn/btqj70ou64+QuWYLM/36qP6FaRAiBHtc1RdehjZTFHFTko7QTFgA4NeA/645jyNvrsfVEptLYREREREREROTZVBVgAcCYMWPwxhtvlHs8KysLQ4cORWpqapXikmfKycnBwIEDsX//fpfnzZ07F3fffbebsiKj8U4FESlj/q2LldNU9TGEmt4RhP41pwArMS0RGqreQcHf4o+WES2V5hImO4LQqA5YANDlbiCuq/z6/BTgp+fU5UM1Vu6SpXDk5EitDbr6aljj1IxWIvIkLSNa4rErHtMVo9BeiClrp2D/5rM4maRv9GDff7RAWKzcaxXRJaEjRiDirrt0x0l9800UbNqkIKPaQwiBbiOboNvIJspiDi7yQTvFRVgAcCK9ADf/51c8v2gfCkrkC0eJiIiIiIiIyHuoLMACgClTpuDBBx8s9/iJEycwfPhwFBYaeJ+NDFdQUIChQ4e6/PkBgBkzZuChhx5yU1bkDizAIiJlfi/AkumAZbpUgCXXccknoOYUYO1O3S21LiEqAVaT2lGMHtcBCwBMJmDELEDouLG241Pg5EZVGVENlfXVV9Jrw2/9h8JMiDzLzS1vRv8G/XXFOHXhLFb/n+snfyrSvGsMWnWvqysG0SUxj01BQPfu+oI4nTg7aTJKk5PVJFWLdB3aCD3HNFMWb3CR1ZAiLE0DPt10EoNmrcPGo+nK4xMRERERERGR5ygqKip3JGBgYCBatGghFXfOnDkYMmRIuce3bduGW2+9FU5n1RteUPUrKSnBqFGjsKmCBzVfeuklTJ482U1ZkbuwAIuIlPljBKFMB6yLa22SHbD8AtQWHlWnnak7pdZ1iql6pX1FgiP9IExlz6N2JT+rBPbSqhfiVVqdBKCHzorwHx8BbMVq8qEap2jvPhTv2ye11qdxYwT26KE4IyLPIYTACz1fQN1AyeInDeh9/EaIUvniaf9gK/rcorbrI9VuwmJB3My3YK1XT1ccR04Oksc9DCefUqyyTtc2QO+b5S5c/pWAwOAiH7Q1oAgLAJKzinDbR1swdUEScotthuxBRERERERERNUrKSkJDkfZ97o6dOgAk0mu1MJsNmPevHno2LFjuecsXLgQkyZNkopP1Wvz5s34+eefKzzvueeeg8ViMfyrf399D1NT1bAAi4iUMZt0dMASZmjQ0QGrhowgtDls2Ju+V2qtEQVYZosJwRG+Umtz0g3sggUA/aYCofXl12ccAdbPUJcP1SjZ87+VXhv+j39ASH7wIvIWob6heKPPG793v6yKZhmd0Tirva79+97aEn5BNaf4mjyDJTwc8e/MhfDz0xWn5NAhnJ82DZpW9ZHStV37q+PR77aWQNXr//9GABha5IMeJrn3spXxf1tPY9DMdVh9KNWwPYiIiIiIiIioeqgeP3i5oKAgLF68GHFxceWeM3v2bMyaNUvXPuR+lb0m6HA43PZF7sO7g0SkjJ4RhMDFIizZAizfGjKCcH/mfpQ4Sqq8ziRM6BDdwYCMgLAYua5kho4hBACfQGDodH0xNswEUg+oyYdqDGdhIXJ/XCy1VgQEIPS60WoTIvJQHWM64uFOD1dpjX9pMK46cYOufZt1jUHTTjG6YhCVx691a9R96SXdcXKXLkPmJ58oyKj2ads7Dv3vbA2hoAgLAK7KMuGe+Gg1wcpwPqcYY/+7DZPn7UZ2Yalh+xARERERERGRexlZgAUAcXFxWLJkCYKDg8s959FHH8X333+vey8icg8WYBGRMpcKsDSJEYQX15lglxxBWFM6YO1KKf/NnCstwlsgyCdIcTYXhUbLFcXlpBlcgAUALYcArYbLr3fagEUTAM7RpsvkLlsOZ0GB1NrQkSNgdvFhiaimubvd3ehet3vlTtaA3iduhJ89UHo//2Ar+igaUUZUntDhwxAxdqzuOKkz3kL+xo0KMqp9WvWoi2vvbis1CvtvNCBiXz7m9miBBhFynzUqY8HOs7h25jqs2HfBsD2IiIiIiIiIyH2MLsACLo4y/Oabb2A2lz1pwOl04rbbbsOWLVuU7EdExmIBFhEpYxIXf6U4dHXAqvpNER9/C0wqbs54gJ2pO6XWGTF+8JJQ2Q5Y7ijAAi52wfLRUfCSvBXY/rG6fMjrZc+fL702/NZbFWZC5PlMwoRXe7+KCL+ICs9tmtERTTL1dWvsc0tL+Af76IpBVBkxj05GQI9KFheWx+nE2cmPovTMGTVJ1TLNr4jF4H+1g8mspgjr1PIzeKdXS/yrd2MY9dEhLa8E93++Aw9/tRMZ+VXvaktEREREREREnsHhcCApKanMY1arFe3atVO215AhQzB37txyjxcVFWHEiBE4fvy4sj2JyBgswCIiZcwmfSMIbZYAaKayK7xd8a0h3a80TcPu1N1Saw0twJLtgJVaqDiTcoTUAwY8py/GTy8AOWfV5ENereTIERS5eKrFFf8uXeDXgp15qPaJ8o/CK1e94vIcP1sQrjpxo659mnaORrMuHD1I7iEsFsS99RascXG64jhzcpA87mE4C930vqiGadIpGkMeSIDJoqYIa/0XB3FDVAQWPNQLLWON61i5eM95XDtzHX5MPAdN0wzbh4iIiIiIiIiMcfDgQRQVld1ooE2bNvDxUfuQ6AMPPIApU6aUezwtLQ1DhgxBZmam0n2JSC0WYBGRMnpHENokR+j5BNSMAqyTuSeRVZIltdbYDliyBVhu6oAFAF3vAep3k19fmgcsnQLwBlmtlz3/O+m1YTfeoDATIu/SK64XxrYrf2Rb7xM3wN8uPyrXL9CKPre0lF5PJMMSHo74d+ZC+PnpilNy+DDOP/MsC3EkNUqIwpD71RRhaRrw86f7EZhSgkXje2FC/+awGNQOK7OgFOP/bxfu/3wHUnOLDdmDiIiIiIiIiIzRtm1baJpW5tfu3bsN2XP69Onl7qlpGg4dOoSIiIonEVD16tevn8u/R3d/rVmzprq/JbUKC7CISJlLIwilO2BZ5W7M+tWQAqxdqXJdd+oF1kOdwDqKs/lDSKQ/hMR9qbysYjhscsV4VWYyASNmAyarfIxDS4H9C9XlRF7HWVqKnIVyPwOm4GCEDBqkOCMi7zK+03i0j2r/t//eIKsNmmboKxTu848WCAjh6EFyP79WrVD35Zd0x8ldsgRZ//ufgoxqJ9VFWKs+2Y+zezMx+doWWPhwL7StF6Igy7Kt3J+Ca2euw3c7klmER0REREREREREVIOxAIuIlLGYLhZCyRZglVrlxoD41JARhDtTdkqt6xjTUW0if2G2mhAUIdH5QQNyM9zYBSumFdB7sr4Yyx4HiuS6kJH3y1u1Co7sbKm1oSOGw+Qv1y2OqKawmqx4vc/rCL7s9dzssOKqE2N0xW3SiaMHqXqFDhuGiHvu1h0n5Y3pKNiyVUFGtVOjhCgMuS8BJrOCIiynhhUf7cWpfRloWy8UP4zrhccGtYSP2ZhLJDlFNjz6bSLGfroN57Ld+P6YiIiIiIiIiIiI3IYFWESkzB8dsNw7gtA3UEfXIw+yO2231LrOMZ3VJlKG0Gi5wpJsd44hBIDejwJRLeTX56cAq55Tlw95lez586XXht3A8YNEABAfHI/nev7xe7TT2QEIKYmSjucbaEHff7SEkGnFSKRQzOTJCOzZU18QhwNnJ02C7cIFNUnVQo3aR2Hw/WqKsJx2DcveT0LywUxYzSaMu7oZlky4Ch3rh+lPtBxrDqVh4Mx1+GrLaXbDIiIiIiIiIiIiqmE8qgBLCBEshLhOCDFbCPGTEOKkECJLCGETQuQLIc4LIbYJIf4nhBgvhGhS3TlXNyFEQyHEvUKId4UQPwshTgghMoQQJb99ZQghTgshfhVCfCGEeEEIMVoIYdy8Mqq1zMIMQE8HLMkCrBrQASu9KB2nck9Jre0Uq2+sU2WExQRIrctJLVScSQUsvhdHEeqx8zPg5EY1+ZDXKD19GoW/bpZa69e2LfzatFGcEZH3GtRoEG5scSNCi6LR6dwAXbF638TRg+QZhNmMuLdmwBofryuOIzMTyRMegbO0VFFmtU/j9lEYfF87JUVYDpsTS97dg/NHswEAzWOD8d2DPfH00NbwtRhzuSS/xI6nvk/CbR9twZlMN79XJiIiIiIiIiIiIsN4RAGWEKKzEOJzAOkAFgAYD6A/gIYAwgBYAAQCqAOgK4A7AMwGcOy3gqzbhRDeX4FRSUKIKCHEFCHEfgAnAXwI4EEA1wBoBCACgM9vXxEA6gPoDuA2AM8C+B7AeSHEcSHEB0KIkUKIQLf/QajG+aMDllwBlk22ACvA+//5707dLbUu2BqMZmHN1CZThtAYuQ5YOWnVMGKlYQ+gy1h9MX58BLAVq8mHvEL2dwuk14bdyO5XRH/1WNfHMDD5Dpg1+dfoE+F7sC/8V4VZEeljDgtD/DtzIXSOnC3eswcpL76kKKvaqXGHaAz6l5oiLHupEz/OTUTKiVwAgNkk8K8+TbB8Yh9c2ShCd/zybDqWgYEz1+HTjSfgdLIbFhERERERERERkber1gIsIUS0EOJTANsB3I6LBUNV1RXA5wB2CyF6K0zP4wghwoQQrwM4A2A6gNY6QzYGcB+AhQCO6IxFdFkHLLkRhHaLXJclHz/vL8DalbpLal2HmA6/F74ZSXYEYbUUYAHAtS8AQToa/WUcAdZNV5cPeTTNbkfOArkCLOHvj5DhwxVnROT9zu7JQ2R6Q+n1xeYCrG/yLV7b9iqOZx9XmBmRPn4tW6LeKy/rjpP97bfImjdPQUa1V5OOvxVhmfQXYdmKHfhxzm6kncn7/b81jgrE1/d1xwsj2yLAx6x7j7IU2Rx4/sf9uPk/v+J4Wr4hexAREREREREREZF7VFsBlhCiJ4A9AO4CoP+KKdAWwFohxLNCCBXxPIoQYjQuFkk9DsDPgC0424V00zuC0G6RK/Kx+hlzQ8SdZAuwOsd0VpxJ2UKjvWQE4SV+ocBQnQVUG2cBF5KUpEOeLX/dOtjT0qTWhgwZAnOQXPc+opqqtNiODd/qq+3f2HgBCn1yUWQvwpR1U1BsZ1dC8hwhQ4Yg8l/36o6T8uJLKEpMVJBR7dWkYzQG3aemCKuk0I5Fb+9Gxrk/CqFMJoG7ejbCiol90KtZpO49yrPtZBaGvL0e/1l3DA52wyIiIiIiIiIiIvJK1VKAJYS4DsBqXBwpqDQ0gBcAfC6EG1rCuIEQwiKEeBcXxwZGVXc+RK6YTPpGEEoXYBn0RLq7FNmLcCDjgNTaTjGdFGdTtpBoP6lS2byMYjjsch3RdGszEmilozOR0w4sHAc47OpyIo+UPe9b6bVhN3D8INFfbVt8AgXZJdLrT4ftx5Go7b///yNZR/Dm9jdVpEakTPTEiQjs2VNXDM1mQ/KER2BPT1eUVe2kshNWcb4Ni2btRnbKnx8iqB8RgC/u6YbXrk9AsK8x3XdL7E68svQgxry3CUdT8ypeQERERERERERERB7F7UVKQohBAL6GsR2XbgPwgYHx3UIIEYCL4wEfrO5ciCrDIi7ejNAkRxDaJAuwLL7eXYC1N30v7FrVi3wsJgvaRbUzIKMy9rKaERTuW+V1mnaxCKvaDJ0O+IbIrz+fCGyarS4f8ji2CxeQv26d1FqfZk3h36mj2oSIvFzG2Xwk/pIsvd4ubNjQeP7fin6/OfQNVp1apTM7InWE2Yx6M96EtV49XXHsKSk4O2kyNJtNUWa1U5NO0Rh4b1sIBUVYhbmlWDhrF3LT/zxKWwiBW65sgBWT+qBfy2jd+5Rn95lsDJ29Ae+vPQa7o5oeZCAiIiIiIiIiIqIqc2sBlhCiMSpXfHUewCsA+gKIBGAGEACgBYA7ASyvxHb3CiHGyWdbvYQQPgAWAxhaidOPApgN4EYA7QGEAbD89hUJoCmAfgAmAvgUwDHF6RIBAExCXwcsh3QHLO9ueLczZafUujaRbeBnMWIiadlkxxBmV9cYQgAIqQcMeE5fjDWvAen6RmmR58r5/nvAKXdzM+yGG1ADpx4TSdM0DWv/7xA0HeOzdsWtQq5fRpnHntv4HM7mn5WOTaSaJTwc8XPnQPhWvUj9coXbtiH1TXZ506tp5xhcO7YNVLw052eV4IeZu5Cf9fcHCeqF+eO//7wCb93UAaH+Vv2blaHU7sRryw5izPu/4kgKu2ERERERERERERF5A7dVLQghzLhYfBXm4jQnLhZeNdU07WlN09ZpmpapaZpT07QiTdOOaJr2uaZpQwB0A1DRzK4ZQoj2Sv4AbiQu3s39FMDVFZz6E4A+mqY11zTtEU3T5mualqRpWo6maY7fvjI1TTuuadpaTdPe1jRtrKZpzQC0AzAVwD5j/zRUm+gtwJIeQWjQGBB32ZW6S2pd55jOijNxLTRG7u8nJ7Wo4pOM1OVuoH53+fWOEmDhw9JFOuS5NKcT2fO/k1orrFaEjhqlOCMi73Zo8wWcP5ojvT7HNw27434u93ieLQ+Pr3scNic7BZHn8GvTBnX//YLuOJmf/Q85Py5WkFHt1vyKWFxzZ2slsfIyirHo7d0oyiv92zEhBK7vHI9Vk/pgYJtYJfuVJfFMNobN3oB31xxlNywiIiIiIiIiIiIP5862MfcDuNLFcRuA638rvKrwbr2maVt/i7faxWm+AN6pUpae4TEA/3BxPAPADZqmXatp2nqZDTRN26dp2muaprXDxUIvuTvQRJexmC4WQjklRxBqQm6UoMXXeztgOZwO7E7bLbW2U0wntclUIEyyA1ZOWjUXYJlMwIi3AZOODgVnNgPbPlSXE3mEgl9/he2sXDed4GsHwBIerjgjIu9VXGDDpgVHdcXY0Hg+HCbXI3n3pO3BO7u88e091WSho0Yh/LbbdMc5/8wzKD54UEFGtVurHnXR99aWSmJlXSjEotm7UVJU9u+mmBA/fHBHF8y9tRMiAitq9C2n1OHEG8sPYcx7m9gNi4iIiIiIiIiIyIO5pWpBCBEG4MUKTrtX07SFVYmraVo+gBEA9ro47SohxC1ViVudhBBdALzk4pQjAK7UNE1ZwZSmaWs0TbtfVTyqvfR2wJJl9ZEr3PIER7OPosBWILW2Y0xHtclUQLoDVlo1jiC8JKYV0PtRfTF+egHIOqUmH/II2d/Ol14bduONCjMh8n5bFh5HUZ58Z6pjEbtxJrxyhScf7/0Ym85ukt6LyAixTzwO/y5ddMXQiouR/PB4OLKz1SRVi7XrE4erbmyuJFb6mXwseScRttKyP+MIITC8fT2smtQHIzrUU7JnWRKTc9gNi4iIiIiIiIiIyIO5q23MgwAiXBz/UtO0/8kE1jStAMDNuNhBqzxPycR2t9/GNP4XQHltWpIBXKNp2nH3ZUVUeebfOli5vQDL13sLsHam7pRa1yikESL8XP1aVS802ktHEF7SezIQ3Up+va0A+HECoGnqcqJqY8/MRN7P5Y86c8UaH4+Abt0UZ0TkvVJO5mLverlucgBgM5VgU6Pvq7Rm6oapSC9Kl96TSDXh44P4WTNhiY7WFceWnIyzjz0OzeHe99M1UYf+9dF9dBMlsc4fzcHy95PgsJVf+BQZ5Is5/+iED+7oguhgXyX7/tWlbljXv7cJh9kNi4iIiIiIiIiIyKMYXoAlhPABMMHFKfm4OHJPmqZp+wHMcXFKghBiiJ493OQ+AAnlHLMDuE7TtGQ35kNUJX90wHLvE9kWLy7A2pWyS2pd59jOijOpWIhkAVZuRjEcnvCUvsUXGPUOIHS89B1fA+z6QllKVH1yflgI2OS69YTdcAOEyXtHnxKp5HRqWPd/hwAdtanb6y9DgW92ldZkFmdi6vqpcDhZpEKewxIdjbjZbwNWHWOPARSsX4+0uXMVZVW7dRncCF2HNVIS6/T+TKz6ZB+cFbyvHdS2Dn6a1BdjOscr2bcse5JzMHz2Bryzmt2wiIiIiIiIiIiIPIU77h4OBVDHxfEPNU07r2CfNwCUuDh+j4I9DCOECADwgotTXtU0bbu78iGSYTFZALi/A5bF6r2FELvTdkut6xTTSW0ilWD1MSMovOpP82tODXkZxQZkJCG+K9D9IX0xVjwN5Kp42aLqomkasr/9Vm6x2YzQ665TmxCRF9u//ixST8l3Ycn0P4+kOmul1m4+vxkfJX0kvTeREQI6dUKdp6bqjpPx3vvI++knBRnRlcMbo9O1DZTEOrYrDau/OAjN6brqNDTAihk3dcB/x16BuqF+Svb+q1KHE9NXHMJ1727CoQvshkVERERERERERFTd3FG1cJuLYxpcd66qNE3TUgB84+KU4UKIUBV7GeRuAOXNq0gB8LobcyGS8nsHLJP7CrAsZg1CCLftp1JaYRrOF8gV8lRHARagYwxhmoeMIQSAq58GwhvLry/JAZY8ylGEXqxo506UnjghtTaob19YY2MUZ0TknYrySrF5ob7J2DtbLoXTJN+95d3Ed7HtwjZdORCpFnbLLQi9/nrdcc498SRKjsu9XtEfhBDocX1TJFytpiPVwV8vYMP8I9Aq8V7w6pYxWDmpD27tpqYArCxJZ3MwfM56zP3lCGzshkVERERERERERFRtDC3AEkL4ARjm4pRfNU1TeUX5KxfHfAGMULiXMkIIE4CJLk55W9O0AjelQyTtUgGW5sYRhBYdN22r2970vVLrIvwi0CDYuJs4rkgXYKV6UAGWTwAwUmft76ElwL4FavIht8ueJ9n9CkDYjTcozITIu2398QRKCu3S61t2q4MJQ+/VlYNTc+LxdY8jvShdVxwilYQQqPPcs/Br21ZXHGdBAZLHj4cjnx8F9RJCoPeNzdGmV10l8fb8koytiyt3KSPYz4pXrkvAl/d2Q3y43HvpitgcGt5ceRjXvbsRBy/kGrIHERERERERERERuWZ0B6yrALi6wvi94v1+BuDqauO1ivdTpQ+ApuUcswH4xI25EEmzCPePIDTDveMOVUpKT5Ja1zG6Y7V1/QqNCZBal5NaqDgTnRr3BrqM1Rdj6eNAQYaafMhtHHl5yF2xQmqtJSYGQb17K86IyDtlnivAvvVnpdf7+FvQc0wzXN3gatzW2lXD3IqlF6Vj6vqpcDi99z0B1TwmX1/Ez5kNc3i4rjilx47h/NSpleq2RK4Jk0Df21qhRbdYJfG2LzmJ3T+drvT5vZpFYcXEPvhnz0ZK9i/L3rO5GDFnA+b8zG5YRERERERERERE7mZ0AdaACo7/pHIzTdPsANa6OMVTC7BucXFs3W/jFYk83u8jCN3ZAQs2t+2lmmwHrIToBMWZVF5oTA0YQXjJtf8GQuLk1xemA8ufUJcPuUXusmXQioul1oaOuR7CYlGcEZF32rTgqK5JrN1HNUFAiA8AYHKXyWgd0VpXPpvPb8ZHSR/pikGkmrVePcTNfAsw6fvYnbdqFTI+5M+3CiaTQP87W6Npp2gl8TbOP4r9G85V+vxAXwueH9kWX9/XHQ0i5B5sqIjNoWHGqovdsA6cZzcsIiIiIiIiIiIidzG6AKu7i2O5ABIN2HO9i2N1hRDVM7erHOJiG5vrXZzyo7tyIdLLbDIDcHMHLKd3FmA5NSf2ZkgWYEVVYwFWtGQHLE8swPILAYbP0hcj6Vvg0HIl6ZB75CxcJL02bMwYhZkQea/T+zNwaq98B8DoBsFo2+ePAlgfsw+m952OAIu+YoR3E9/FtgvbdMUgUi2we3fEPPqo7jhps2Yhf8NGBRmRyWzCtXe3Rf02EUrirf7yII5sr9ozU92bRGL5xN6Gd8MaOXcDZrMbFhERERERERERkVsYVoD1W2FRRxen7NaMmaOwo4LjnQzYU4/2AFw9frvBXYkQ6WUW7i/AMjlL3LaXSqdzTyOvNK/K6wQE2kS2MSCjygmNluuAlZtWBKcn3vhpMRBof7O+GD8+AhRlqcmHDFV6+jSKdlT0NqFsgT17wic+XnFGRN7H6dSwcf5R+QAC6PuPljCZ/jxKt2FIQ0zrPk1fbpoTj697HOlF6briEKkWcfdYBA8ZrC+I04lzjz6K0uRkNUnVcmarCUPuT0DdpqH6g2nAT//djzP7M6u0LMDnYjesb+7rjoaRxnXDemvVYYx+ZyP2n2M3LCIiIiIiIiIiIiMZ2QGrMQBXVzP3GLRvRXE7GrSvrH4ujhXDmC5hRIb4owDLfYU2Zpt3FmAlpSdJrWsc2hjBPsGKs6k8q68ZgaE+VV7ndGrIy/TQv6vBrwGBOsbQ5F8Alk9Vlw8ZJueHhdJrw268QWEmRN7rwMZzyDxXIL2+be84xDYOKfPYiKYjMLLpSOnYAJBelI6p66fC4XRfMThRRYQQqPfSS/Bt3kxXHEdODpLHT4CzyAM7i3ohq68Zwx7ugKj6QbpjOR0aln6QhAsncqq8tluTSCx/pA/u7tUYQlR8vox95y52w3r7J3bDIiIiIiIiIiIiMoqRBVjNKzh+xIhNNU1LB+DqqmdFeblbDxfHjmiaZi/rgBDCIoS4WgjxuhBihRDipBAiWwhRLITIEkKcEkKsE0J8LIT4lxCiqUH5E/3OJC7+SnHrCEKbd96A2psuN36wXVQ7xZlUXWiM7BjCQsWZKBIQAQydri9G4v8Bh5apyYcMoTmdyFkoV4BlDgtDUP/+ijMi8j6lxXZs+fGE9Hq/QCu6j2ri8pynuz2NJqGuz6nI5vOb8VHSR7piEKlmCgxE/Jw5MAXrK6QvOXAAF55/HsY0k659fP0tGDmhI8Lr6O9AZS9xYPHcRGSer3qRqr+PGc+OaIN59/dAI4O6YdmdGmb+dBij5m7EvnNVLxQjIiIiIiIiIiIi14wswGpUwfFjBu593MWxxgbuK8NVNcXf5rsIIUKFENMAnAHwC4DHAQwE0BAXO475AggD0ABAbwB3A/gPgKNCiJ1CiPuFEH5K/wREv6mOAixTqYcW9VRAtgArISpBcSZVJzuGMCfVg4vl2owGWg3XF+PHiRxF6MGKduyA7exZqbUhw4fD5FP1zm9ENc3OFadQlFsqvf7KEY3hF2h1eU6ANQAz+s6An1nf29V3E9/FtgvbdMUgUs2nUSPUe+N13XFyFi5C1pdfKciIAMA/2AcjH+mI4Aj9H5NLCuxY9PZu5GbIve+9olEElhncDWv/+VyMmrsRM1cdRqmd3bCIiIiIiIiIiIhUqc4CrPMG7u0qtscUYAkhrABauDjlT3eKhRC3ATgE4EUAdSS27ATgfQDHhBC3SqwncslisgBw7whCU3G+2/ZSxeaw4UDmAam1HlGAFVMDC7CEAIbNAPxcTc6tQP4FYNmT6nIipbJ/+EF6beioUeoSIfJSeZnF2P3TGen14XUC0LZ3vUqd2yy8GZ7u/rT0XgDg1Jx4fN3jSC9K1xWHSLXgq69G1LhxuuOkvPYaCrdvV5ARAUBQuB9GTuyIgBD9BdcF2SX4cXYiivLkClYv74bVOCpQdz5lsTs1vP3zEYx6h92wiIiIiIiIiIiIVDGyACu2guMXDNzbVQFWtIH7VlUDAK7aAKQDgBDCRwjxIYAvUPH3tTLqAfhSCDFfCBGiIB4RgD86YGnu7IBVnA/N6V1Pbh/OOgyb01bldVaTFS3CXdVsukdodA0bQXhJcB1g0Kv6Yuz5Gji4VE0+pIyzqAh5y1dIrfVp1hR+7doqzojI+2z+4RgcNvnX255jmsFkrvxHj9HNRmNk05HS+wFAelE6pq6fCofTfe9LiCojatxDCOrXT18Qux3JEyfBlpKqJCcCwmICMPKRjvANsOiOlZ1SiB/nJKK02C4d44pGEVg6oTfuvcq4blgHfuuG9Ra7YREREREREREREelmZAFWRAXHMwzc21VsiwcVHdWt4HiWEMIHwHcA7jVg/zEANgghVBR1EcEszADc3AHLUQJnvnd1wUpKT5Ja1zqiNaxm16Ob3EG6A1aaB3fAuqTjrUDT/vpiLJ4IFGYqSYfUyPvpZzgLCqTWho0eDWHUXU8iL5FyIheHt6ZIr49vFY6G7SKrvO7pbk+jSWgT6X0BYPP5zfgo6SNdMYhUEyYT6r3xOqwNG+iK40hPx9lHHoFWKj8alP4sMi4II8Z3hNXXrDtW2uk8LH0vCXabfBGov48Z04a3wfwHeqCJgd2wZv98BCPnbmA3LCIiIiIiIiIiIh2MLMBydZelVNO0EgP3zqvgeNXvABmjogKsEgAfAxhuYA4JAFYLIcIM3KNcQogeer4AtKuOvKlsZtOlAiz3dZqwOErhyK3on7xn2Zu+V2pduyjP+HEPjZYswEovgtOpKc5GMSGAEbMAnyD5GPkpwLInlKVE+uXIjh80mRAyQl8HHiJvp2kaNn53RD6AAHrd0FyqkDHAGoAZfWfAz+wnvz+AdxPfxbYL23TFIFLNHBKC+DlzIPzl3lddUrR7Ny68qrODJ/1JbOMQDHuoPcwW/ZdLzh7KwqqP98Pp0PeASpeGEVj6SG/8q7dx3bAOXsjDqLkbMfvnI7DpzJeIiIiIiIiIiKg2MrIAy9XjmUa3q8mt4LiOO+tKVVQIdheA210c3wjgcQBX4uI4Qz9cHLHYDsA/AHyNiovRAKA1gG+FEEb+PJRnk86v/7g/ZSrPHx2w3DiC0FECZ15F/+Q9i7cXYPn4WeAf4lPldU67hvzMYgMyUiysATDwJX0xkuYBB5eoyYd0saWkoODXX6XWBvboAWtsjOKMiLzL8V1pOH9UviNKm551ERUv/9a7WXgzPN39aen1AODUnHh83eNIL0rXFYdINb8WLVDvlZd1x8n+v6+R/d0CBRnRJXEtwzH4vnYQJv3VTsd3p2HNV4egafoeRPCzmvH0MOO7Yb216jCue3cjDl3wrodciIiIiIiIiIiIqpuRBTe+Lo4ZPSPBVsHxqlcOGKOix517lPPfEwH00TTtKk3Tpmuatk3TtDOappVompauado+TdO+1jTtHwCa4mIXrYqu9g4AMLFK2RP9hem3Gj53jiA0e1kHrPzSfBzPOS61NiEqQXE28sJq8hhCAOjyT6DJ1fpi/DiRowg9QO6PPwJOud9JoaNHq02GyMs4bE5sWnBUer3F14wrR+obIQgAo5uNxsim+rrRpRelY+r6qXA43VckTlQZIUOGIOLuu3XHufDCCyhKkivyp7I1ah+F/ne1VhLrwMbz2PyD3GeAv7rUDeu+Pk0M64a192wuhs9Zj3dWH4Wd3bCIiIiIiIiIiIgqxcgCLFdFTnYD961MfE8pwJKZp/I1gK6apq2vzMmapqVpmnYvgBtQceHbi0KIisYiEpWrOjpgmb2sA9b+jP3QKqyH/Ltgn2A0CGlgQEZypMcQeksBlhDAyDmAT7B8jIJUYNnj6nKiKtM0DdmS4wdNgYEIHtBfbUJEXmbPmmTkpst3LuwyqAECQ109k1F5T3d7Gk1C9RVzbT6/GR8lfaQkHyKVYiZPQkD37rpiaKWlSJ4wAfZMFn+r1LJbHVx1U3MlsXauOIVdq04rieVnNeOpoa0x/4GeaBJtTDcsm0PD9BWHMOa9TTia6j0PvBAREREREREREVUXIwuwLC6OGV2dUVEBltXg/Surqnl8BeA2TdOqXMCmadoCANcDcPX4agCAaVWNTXRJdRVgeVMHrKT0JKl17SLb/d5hzBOERgdIrctJLVSciYHC6gOD9I4i/BY4sFhNPlRlxfv2o/ToMam1wYMHweQvV2hIVBMU5Zdi+9KT0uuDwn3RYYC6wuEAawBm9J0BP7PM8wt/eDfxXWy7sE1RVkRqCIsFcW/NgKWuvmdh7OfP4+zkR6HZjX7eqXbpcE19dB3aSEmsTd8dxaEtF5TEAoAuDcOxdEJv3N+nCRRMSyxTYnIOhs7egA/WHoPDqW+MIhERERERERERUU1m5N18V1d9zQbuC7gu/gKM78BVWVWpUjkJ4H5N06T7/2uatgTAzApOu0sIESK7h4SeOr/uc2OuVAGTqRpGEDpL4cjJcdt+eu1NlxsN0y6qneJM9AmVHEGYneolHbAu6XwX0PQafTEWT+IowmqSI9n9CgDCOH6QarltS06itEj+LXP30U1h9VH7lr9ZeDM83f1pXTGcmhOPr3sc6UXpirIiUsMSEYH42bMhfPQ1ay7cvBmpMyv6yEdVdeWIxmjbJ05JrF8+O4DT+zKUxAIudsOaOrQ15j/YE00N6oZVanfi1WUHceP7m3AsLd+QPYiIiIiIiIiIiLydkQVYrsbdVVQgpVdF8SsaxecuVcnjAU3TVFzpnAbghIvjgQBuUbBPpWia9queLwBy1SxkiGrrgJWT7bb99JLtgJUQlaA4E33CYiQ7YHnLCMJLhABGzNY/inDpY+pyokrRSkuRu1iu+5g1Ph7+XboozojIe2RdKMDetWel18c0DEaLK2IVZvSH0c1GY2TTkbpipBelY+r6qXA43fd+hagy/BPaoc5zz+mOk/nxJ8hdtkxBRnSJEAJ9bmmBZl1idMdyOjUs+89epJxUO0a9c4NwLJnQG/f3Na4b1s7T2Rj69np8tP44nOyGRURERERERERE9CfVVYCl77HeilU02s/bCrD2apq2QsWGmqYVA3ingtNGqNiLap/qKcAqhSMr22376ZFamIqUwhSptZ7WASskWq4DVm5aETRvu1kTVh8Y9LK+GHvnA/sXqcmHKiV/3To4srOl1oaOGgVh8pyRn0TutmXRCV2/q3vd0BzCqLv/AJ7u9jSahDbRFWPz+c34KOkjRRkRqRM25nqE3XKz7jjnnp6G4sOHFWREl5hMAgPGtkH9NhG6Y9lLHFg8NxHZKWrHc/tZzZg6pDW+M7AbVondiZeWHMAt/9mMk+kFhuxBRERERERERETkjYy8u+iqW1OQgfsCQEUj9PIM3r+yKpvHB4r3/S+AYhfHrxZCGD0mkmqgSwVYmjtHEDpKpIss3E12/GCdwDqIDohWnI0+vv4W+AdXVOv6dw67E/nZJQZkZLDOdwJN++uLsXgSkJ+mJh+qUM7ChdJrQ0fp665D5M3STufh2M5U6fVNOkWjXvMwdQmVIcAagBl9Z8DP7KcrzruJ72LbhW2KsiJSJ/app+DfoYOuGFphIZLHj4cjV22XpdrObDFh8H3tENu4oksOFSvOt2HR7N0oyFH/3rjTb92wHujb1LBuWFtPZmLI2+vx2aaT7IZFREREREREREQEYwuwMl0c8xFC+Bq4d0Wzolzl5k4ZlTxvqcpNNU3LBLDFxSmBAFqp3JNqB5O4+CvF/R2wsty2nx6yBVieNn7wklDJLlg5qWqf9HcLIYCRswFfHTfbCtOBxRMBjTeojGbPykLemrVSa/27dIFPgwaKMyLyHpsXHpdeazIL9LiuqcJsytcsvBme6vaUrhhOzYnH1z2O9KJ0RVkRqWHy8UHc7LdhjorSFcd26jTOPf4ENKf7Ho6oDXz8LBg+rgPC68iN5L5cXkYxfpyTiJIiu4LM/szPasaTQ1phwUO90CzGmGfgimwOPLdoH279aDPOZHrhe3wiIiIiIiIiIiKFqqsACwAiDdzb1UwABwBPeQy4MgVY6Zqmyd8JK5+rAiwA8Kx5Z+QVLhVgOUzuKcASmgNCs3tNB6yk9CSpdZ42fvCS0Bi5m045aUWKM3GT0Hj9owgPLgYSv1aTD5Urd8lSwGaTWhs6epTibIi8x7kj2Ti9r7LPB/xdwtXxCJN8bZAxutlojGyqr2NdelE6pq6fCofTfcXjRJVhjY1F/KyZgMWiK07+mjVIf/c9RVnRJX5BVox8pCOCIvQ/V5aRnI9l7+2B3WbM76GO9cOwePxVeLCfcd2wNh/PxKBZ6/DF5lPQ+LABERERERERERHVUkYWYKVUcDzWwL3rujiWpnnOFcGKvkcAsNOgvXdUcLy+QftSDSaEgFmYocE9T9mbHKUQgFd0wHJqTuxL3ye1tuZ1wPLSAiwA6HQH0GyAvhjLHgdyktXkQ2WSHT8ofH0RMniw4myIvIOmadi88Jj0et9AC7oOaaQuoUoQQuDpbk+jSWgTXXE2n9+Mj5I+UpQVkToBXbsi9okndMdJnzsXeatXK8iILhcU7odRj3SCX1DVx3L/1dnD2fjpk/2GjfLzs5rxxOBW+O7BnmgaHWjIHoWlDkz7YS/u+HgrzmZ78ft9IiIiIiIiIiIiSUYWYJ2s4LirIim9XMU+YeC+VXUKqLBSJc2gvSuKW8egfamGMwkTnG7qgGV2lAAAHNnZHv+k9ancU8iz5VV5nYBAm8g2BmSkX2iMZAGWt3bAAi6OIhyhcxRhSS7ww0MAxwEZouTYMRQnyXWbC+7fH+bgiqYYE9VMp/dn4vzRHOn1Vw5vDL9A/UUIVRVgDcCbfd+En9lPV5x3E9/FtgvbFGVFpE747bchZOQI3XHOPf4ESk+e1J8Q/UlYbABGjO8Aq69Zd6xju9Kw/pvDhn6u6dQgHEsm9MZ9fZpAGNQNa8PRdAyauQ7fbDvt8Z/RiIiIiIiIiIiIVKrOAqymBu7t6jF4jynA0jStFMC5Ck7LNmj7iuK6b34M1SgWkwVO4d4CLM1mg7Og0C17ytqbvldqXdOwpgi0GvOUul6yY6ayUz3776pCoXHA4Ff1xTixFtjGbitGyPnhB+m1odeNVpYHkTfRnBo2/yDf/So02h9t+8QpzKhqmoc3x1PdntIVw6k58fi6x5FelK4oKyI1hBCo+8IL8G3dWlccZ14eksdPgLOgQFFmdElMwxAMeSABJrP+iqa9a89i+9KT+pNywc9qxlNDW2P+Az3QOMqYzxn5JXY88V0S/vnfbTif48UPXxAREREREREREVWBkQVYRyo43tyITYUQkQDCXJxSUV7udriC4/kG7VtRKx5fg/alGs4kTHAK93T2MTtKf//fjuxst+wpKyldriNPu6h2ijNRJyRKrgNWbloRNIPGq7hNx9uA5gP1xVj1LJB+VE0+BADQHA7kLPpRaq0lOhqBPXoozojIOxzblYb0M/JvOa8c2Rhms5EfKyo2utlojGw6UleM9KJ0PLHuCTic7ikkJ6osk78/4ufMhjk0VFeckiNHcP6ZZ9iVyAD1W0dgwD/VdK3d+uMJ7N9Q0XNa+nVpGIGlE3rj7l6NDeuGtfZwGgbOXIf5O5L5c0dERERERERERDWekXdKjgPIdXG8vUH7VhR3t0H7ytpZwfEgg/ataMZSiUH7Ug1nEiZoFU7WVMPsvKwAKyvLLXvKku2AlRCVoDgTdfwCrVLjpuw2JwpySis+0ZMJAYx4G/DTcSPUXgR8fz/gsKvLq5Yr2LwZ9pQUqbUhI0ZAWCyKMyLyfE6HE1t/PC69PjIuEM27xCrMSI4QAk93expNQl01wq3Y1gtb8c7udxRlRaSOT3w86s2YAb2VMrlLlyHzv5+qSYr+pPkVsbjqJjXPma356hBOJhnfkc/fx4xnR7TB1//qjgYRxjTBziu2Y8q3ibj3s+1IzS02ZA8iIiIiIiIiIiJPYFgBlnbx8cbdLk7pKIQhz1l2qeD4LgP21GN7BcfDDNq3oricTUFSzMIMCMAhjC8quTSCEPDsDliljlIczDwotdaTO2ABQGiMXBesnDQvH0MIACH1gCHT9cU4ux3YOEtJOgTk/LBQem3o6FEKMyHyHoe2pCDrgvzv5G6jmkKYDGqdUkUB1gC82fdN+Jn9dMX5MOlDrEtepygrInWCruqF6IkTdcdJffNNFGzerD8h+psO19RH50ENdcfRnBpWfLgXKSddPdOmTrcmkVg+sTfu6qE/9/L8fDAV185chx92nWU3LCIiIiIiIiIiqpGMnhXi6qpuKIzpgtXbxbELmqadMmBPPTZVcDzaoH1jKjhu/MwDqpHMwgwAbhlD+OcCLM/tgHU46zBsTluV1/mYfNA83JBprcpIF2ClFinOpJq0vwloPUJfjDWvARfkRlTSHxz5BchbtUpqrV+bNvBr0UJxRkSez2FzYtviE9LrYxuHoFFCpMKM9Gse3hxPdXtKd5ynNjyFc/l8O0yeJ/K+fyH42mv1BXE6cXbSZNjO8WfcCN1HN0GrHnV0x7GXOrHknUS3PbgQ4GPBC6Pa4at7uyEuTO49fkVyimyY+M1uPPDFDqTlsek2ERERERERERHVLEYXYP1cwfEBKjcTQpgB9HVxitydWQNpmnYGwCEXp3Q2aOuKOoV5WqEaeYk/CrAcxu/luHwEYbbh+8lKSpcrrmkd2RpWU9VH/LlTaLTcqJIa0QELuDgGaPgsIFBHrazTBiy4H7DzJpQeeT+tglYsN9YmdPRotckQeYl9G84hL1N+HFT30U1hTENbfUY3G42RTUfqipFTkoMpa6fA5qh6ATWRkYQQqPvqK/Bpom/cpiMrC8kTHoGzhO8/VBNCoN/trdBQQYFqUZ4NP85JRFGe+8Z392wWhRWT+uDWbg0M22PFvhQMnLkWi/ewCJCIiIiIiIiIiGoOowuw1gNwdVfnOsX79cfFzlrl8bgCrN8sd3EsSgih7+p62a6s4PhuA/akWsBkuvhrxe0FWB7cAWtv+l6pdQlRCYozUS80upZ3wAKAwChgxGx9MVL3AatfUZNPLZW7eIncQosFIcOHqU2GyAvYShzYvuyk9Pr4VuGIbxmuLiGFhBB4utvTaBKq7y10UnoS3tz+pqKsiNQxBwUhfu4cmAIDdcUp3rsXF/79b46DM4DZbMKgf7VDbOMQ3bFyUouw5N09sJUa//nqkiBfC165LgH/u/tK1AvVN9a1PFmFNjz81S6M+3InMvJZCEhERERERERERN7P0AIsTdOKACx1cUpPIURDhVv+w8WxEgA/KtxLpXkVHFd6Z1gIEQmgu4tT0jRNO65yT6o9LnXA0twwgtDkvHwEYbbh+8mS7YDVLqqd4kzUkx1BmF2TCrAAoNVQoONt+mJsmg2c3qImn1rGnpGBgl9/lVob1KcPLBERijMi8nxJa5JRlCvfUaX7qKYKs1EvwBqAN/u+CT+zvsKBrw5+heUnXD0rQVQ9fJs0Qb3XX9MdJ+e7Bcj+pqKPoyTD6mPG8HEdEF5HrmPs5VJO5GLlR/vgdLq3WK5Pi2gsn9QHN3etb9geS5LOY+DMdVi+97xhexAREREREREREbmD0R2wAOBLF8cEgPEqNhFCRAO4xcUpSzVNy1axl2qapm0CcNTFKfcr3nIsAF8Xx5cp3o9qEfeOIPyjAMue5ZkdsPJK83Ai54TUWm/ogBUWIz+CsMZ1Wxj8KhCq4+aU5gS+vx8oLVCXUy2Ru3w54JD7nRM6epTibIg8X0mhDTtXyE+bbtwhSklXF6M1D2+Op7o9pTvOc5uek34tJzJS8IABiHxA/0fFCy+/jMJduxRkRH/lF2TFiAkdERjm6uN35Zzck471Xx92+3voED8rXr+hPf479grEhuj/c5Qlo6AUD3yxExP+bxeyCtw3bpGIiIiIiIiIiEgldxRgLQGQ4uL4fUKIWAX7PAbA1SPuHyvYw0j/cXGsrRBisIpNhBD+AB6q4LTvVOxFtZNJVNcIwmzD95OxL2Of1LoQnxDUDzbuSXNV/AKt8A2wVHmdvdSJQh2dVzySXygw6h19MbJOACunqcmnFpEdP2gKDUVQv35qkyHyArt/OoOSQrvcYgF0G2nEdGxjXNf8OoxuNlpXjEJ7ISavmYwiew3r3kg1QvT48Qi86ip9QWw2nH1kIuxpaWqSoj8JjvDDiPEdpN4z/9XedWd1FdDqcXXLGKyc2BfXd44zbI9FiecwcNY6rNrv6hISERERERERERGRZzK8AEvTtBIAc1ycEgzgDT17CCFaAXjExSn74HoUYkXx+wkhNBdfa2RjX+Z9ANkujr8nhAhSsM9LABq7OH4aF4vmiKRYTBdvLDjdMILw8g5Yjqxsw/eTsTd9r9S6hKgECCEUZ2OM0Gi5MYQ5NW0MIQA06Qt0e0BfjO2fAIdXqMmnFihNPosiya4dIYMGweTjozgjIs9WmFuK3T+fkV7f4opYRMapeEvqPk91ewotwlvoinE0+yhe2vxSzeveSF5PmM2Ie3M6rPHxuuLYU1ORPGkSNJtNUWZ0uci4IAx9qD3MFv2XYDb/cByHNlfPuL7QACveuqkjPryzK6KDjemGlZZXgn/9bzsmz9uNnEL+PBIRERERERERkfdwRwcsAHgXgKv5YHcKIW6TCSyECADwDQBXd1Bf1Tz8bommaXkA3nJxSiMAHwghpP/OhBDDAEys4LTpmqYZ37qIaix2wPqzpLQkqXXtotopzsQ4oZJjCLNTCxVn4iH6PwdENtMXY+E4IJ9dKCojd6l0fTVChg9TmAmRd9i5/BTsJXKv0SaTwBXDXdXxeyZ/iz/e6vcWAq2BuuIsOrYIC44sUJQVkTrmsDDEz50D4eeqIXTFirbvQMob0xVlRX9Vr1kYrr2nDaDgGYtf/ncQZw5k6g8k6do2sVg5sQ9Gdaxn2B4Ldp7FwFlrsfpgqmF7EBERERERERERqeSWAixN07IAPFvBaZ8IIUZUJa4QIhDAIgDtXZz2K4CvqhK3Gk0HcMzF8VsBfC6EqPLsAiHEdQAWwPXf+WEAH1Q1NtHlzMIMwE0FWM7LCrCyXNV4Vh89HbC8RWiMZAestBrYAQsAfAKA6z4A5OtlgYI04McJgGfXDnuE3MWLpdZZYmMR0LWr4myIPFteZjGS1iVLr2/dqy7CJItuq1vDkIb4d89/647zypZXcDDzoIKMiNTya9UKdV/U/zOe9fnnyFm0SEFGVJamnWLQ+6bmuuM4nRqWfZCE9OQ8BVnJCQ/0wdu3dML7t3dGZKAxHUVTcksw9tNteHx+InKL2Q2LiIiIiIiIiIg8m7s6YAHAewC2uzjuA+AHIcSLQogK7+YLIa4AsBVAfxenlQJ4yNO7X12iaVoxgAcAuMr3VgBbhRA9KxNTCBEphPgAwHy47hLmADBW0zRe1SRd/uiA5d4RhFpJCZxFnlXQk1KQgtQiuSe220a1VZyNccI4gvDv4rsCvR/VF+PQUmDn/9TkU0MVHz6MksOHpdaGDB0KYXLn2yCi6rdj2Uk47XJvi80WE7oO9b7uV5cb2Gggbm99u64Ypc5STF4zGXml1Vf0QFSe0BEjEH7nHbrjnH/2ORQfOKAgIypL+6vro9O1DXTHsRU7sHhOIvIyixVkJW9wu7pYOakPhiXUNWyPeduTMXjmOmw4km7YHkRERERERER6NG3aFEKIMr9OnTpV3ekRkZu47c7jb2PtbgGQ6+I0E4BpAI78Voh1lRAiXFzkJ4RoJoS4XQixBMAWAG0q2PZxTdN2K/kDuImmaT8BeLGC0zoB2CCEWCuEmCSE6CSEqCOEMAshQoUQLYQQY4QQn+NiR637UPHf9TRN0zYp+CNQLWc2ubED1mUFWIDndcGS7X5VN7AuovyjFGdjHNkRhDlpNXQE4SV9HgfquGrQWAnLnwQyXDVGrN1yl3D8IFFl5WUW48Cm89LrE/rFISjcV2FG1WNyl8loH63vd/OZvDN4ZuMz8JJnPKiWiX3sMd0dHrXiYiQ/PN5jR3zXBD2ua4rmXWN0xynIKcWPcxJRXFC9z1FFBvninds6Y+6tnRAeYDVkj3M5xbj94y145oe9KCixG7IHERERERERkYycnBycOHGizGPh4eFo2LChmzMiouri1tYPmqYdA/APABVdHYzDxUKs9QAyATgBFAE4AuBzAEMBiApifKpp2tu6Eq4+LwD4poJzBIA+AN4CsBPAeQB2ANkADuFix6vbAYRWYr/3NU17TTZZosu5dQSho/RP/9/TbhIlpSdJrWsX1U5xJsYK1dEBq0bfvLb4XBxFaNYxksVWCCy4D3DwJtNfaZqG3CVLpNb6NGoEvzYV1XAT1Sy7Vp6G0yH3O9fqa0bnwTXjIoHVbMWMvjMQ5humK87Pp3/G//azSyF5HmG1Im7WTFhi9BX32M6exdlHp0BzGP+evjYSJoH+d7VBXMsw3bGyzhdg2ftJsNuq/+9qePt6WDmpLwa2iTVsj883n8LQ2eux7WSmYXsQERERERERVcXu3bvLvd/VqVMnN2dDnq6wsBBbt27Fxx9/jGnTpuHOO+/E1VdfjRYtWqBevXoICwuD1WqFv78/6tSpg1atWqFbt2648cYb8frrr+Pnn39GtofdE6c/uH32jqZpS3FxjJ6Rj2h+DeBeA+MbStM0Jy4WT33thu1mAnjIDftQLXFpBKHmhhGEpr92wPKwFxvZDlgJUQmKMzGWX5AVPv6WKq+zlThQlFfDp57GtgGuflpfjLPbgfVvqsmnBilOTIQtOVlqbcjw4RCiojpuopqjIKcE+zeck17fcUB9+AfpKCb1MHUC6+DV3q9CVPg8h2szd8zErtRdirIiUscSFYX42W8DVn2diAo2bkTa7DmKsqK/MltNGHJ/AiLqBeqOde5INn7+9AA0Z/U/3BAd7IsP7uiCt2/piFB/Y7phncooxE0f/IqXl+xHsQcUnhEREREREVHttmtX+dcIO3bs6L5EyOM4HA7s3LkTc+bMwS233ILmzZsjODgY3bp1w7333ouXX34Zn3/+OdasWYMjR47g/PnzyMnJgd1uR3FxMVJSUnDo0CFs3boV8+fPx5NPPokBAwYgMjISgwYNwrx581BSUlJxIuQ2bi/AAgBN0+YD6A8gVXVoXBzfd+tvIw+9lqZpdlwsVJuGix3AVCsEMFbTtMlajW5BQ+5mERcLcdzRAcvylwIsuweNIHRqTuzNkCvA8rYOWEIIHV2wavgYQgDoOR5o0FNfjLVvAGe2qcmnhshZLNf9CgBChg1VmAmR59u18jQcdrm3k76BFnQc0EBxRtXvqrircF/7+3TFcGgOTFk7BRlFGYqyIlLHv2NH1Jk2TXecjA8+QO6qVQoyorL4Blgx/OEOCAzTP+L16I5UbFxwVEFW+gkhMKpjHFZN6oP+rfSPWiyLpgEfrj+BYbPXI/FMtiF7EBEREREREVWGqwIsdsCqvebNm4ewsDB06dIFEyZMwDfffIOjR4/C6dRf+uF0OrFy5UrcfPPNqFevHt566y042MneI1RLARYAaJq2HkB7XBwpqMJ+ANdomvZsTSko0i56GUAPAFsVhl4IoJ2maZ8qjEkE4I8OWE53dMByeu4IwpM5J1FgK6jyOpMwoW1kWwMyMlZojGQBVlqR4kw8kMkMXPc+4BMsH0NzAAv+BZTkq8vLi2l2O3KXLZNa69e2LXwbN1acEZHnKswtxb51Z6XXdxnUSKrLoTd4sMOD6Fa3m64YqYWpeHL9k3A4+eGWPE/YTTci9IYxuuOcf+JJlBw/riAjKktwhB9GjO8AHz+z7liJP51B4s9nFGSlRkyIHz66qytm3NgBwX7GvJYcSyvA9e9twoyVh1AqWWxMREREREREpAcLsKgsqampyM83/r5eZmYmHn30UVxxxRXYsWOH4fuRa9VWgAUAmqalaJp2J4CuAL6C3FjCnQDuAtBR07Q1CtPzGJqmbQXQHcAoAD/hYqevqsoD8D8AXTRNG61p2gmFKRL9zmS6VIBl/I1I819HEGZlG75nZSWlJ0mtaxLaBAHWAMXZGE+2A1Z2beiABQDhDYGh0/XFyDoBrHhKTT5ermDLFjgy5DrOhAwfrjgbIs+2e9Vp2G1yN6QDQnyQ0C9OcUaew2wy4/XeryPGX193ls3nN+ODPR8oyopIHSEE6jzzDPwS9I23dhYWIvnh8XC44YJRbRUZF4QhD7aHyax/RPKG+UdwdIfqZuPyhBAY0yUeKyf1Qd8W0Ybs4XBqmPPLUYx6ZyMOnM81ZA8iIiIiIiKispSUlODAgQNlHvPz80OrVq3cnBHVVrt27UL37t3xySefVHcqtVq1FmBdomnaDk3TbgMQBeBGAHMBrAZwBkAuAAcujsxLwcWCqy8BPAKguaZpXTRN+5+maTLFW5XNb42macLFVz+j9r4sB03TtEWapl0LoA6AOwF8AGAd/vx9KgWQhYsdwZYAeBnAUAAxmqbdpWnaTqNzpdrNXSMIhdMOk/bnG8qe1AFLtgArIUrfDbLqEhYjVzRWKzpgXdLhFqDNaH0xdn4GHFyqJB1vlis7flAIhAwdojYZIg9WlF+KJB3drzoNbACLj/6OLJ4s0j8S0/tOh1no+3O+n/g+Np3dpCgrInVMvr6In/02zBERuuKUHj+O81OnQlPQIp3KFt8yHP3/2Vp/IA346b/7ce5Itv5YCtUN9cenY6/A62MSEORrTDesA+dzMXLuBryz+ijsDv6sEhERERERkfGSkpJgt9vLPJaQkACzuWZfXyVjCCH3kJ7dbsc999yD999/X3FGVFkeUYB1iaZpuZqmzdc0bbymaddomtZA07RQTdMsmqYFappW57eCq9s1TZutadrR6s65Omialqpp2ueapj2gaVrfv3yffDVNi9A0ra2macM1TZumadoyTdOKqztvqh3cNYLQ7Cj9239zZGUZumdV7E3fK7WuXVQ7xZm4h2wHrJzUWlSAJQQwfCYQXFdfnEUPA3kpanLyQs6SEuStWiW1NuCKK2CNjVWcEZHnSvzpDOwlcgXR/sFWtO1Tc7tfXa5zbGdM7DxRVwwNGp5Y/wQuFFxQkxSRQta6dRH31luAzgt+eat+QsaHHynKisrS4oo66HF9U91xHHYnlr63B5nnqj4S3UhCCNx8RQOsmNQHVzWLMmQPm0PD9BWHMOb9X3E0lV3biIiIiIiIyFgcP0gyYmNjMXr0aDz55JP45JNPsH79ehw/fhxpaWkoKSmBw+FAbm4ukpOTsWnTJrzzzju48847ERISUqn448aNw88//2zwn4LK4lEFWETk/S51kHCajO2A9dfxg4DndMCyOWw4lHVIaq23dsAK1dEBS9Nkpqp6qYAIYPR7+mIUZlwswqpN37fL5K9dC6fkCKSQ4cMUZ0PkuYoLbNizJll6fccBDWCt4d2vLndX27twTf1rdMXILsnGlLVTYHMa1piXSFpg926ImTJFd5y0WbOQv36DgoyoPJ2ubYCEfvG645QU2vHj3N0oyP7756bqFhfmj8/vuRIvX9cOAQa91iSeycaw2evx0frjcDpr5/tmIiIiIiIiMp6rAqyOHTu6LxHyaFFRUbjzzjvxySef4PDhw7hw4QK+//57vPrqqxg7diyuuuoqNG7cGFFRUfDx8YEQAsHBwYiLi0OPHj3w0EMP4bPPPsOFCxfwySefoE6dOi73czqduPPOO5EveT+N5LEAi4iU+r0DFgzugOUsowDLQzpgHc0+Cruz7HajrviafdEsvJkBGRnPP9gKq2/Vb56UFtlRnF/LblQ3vRro/pC+GEdWAttqZwcK6fGDVitCBg5UmwyRB9vzyxnYiuWKoX0DLWjXt3Z0v7pECIEXr3oR8UH6ih4S0xIxc8dMRVkRqRXxz7sQMnSoviCahrNTpqA0Wb7Ak1wTQuCqm5qjScdo3bHyM0vw49xElBZV/bOJ0YQQuK1bQ6yY2Afdm+gbkVmeErsTLy05gFs+3IzTGYWG7EFERERERES1GztgUXnq1auHRx99FOvWrcOFCxfw2WefYezYsWjevLl0TH9/f4wdOxaHDh3Cdddd5/Lcc+fOYcaMGdJ7kRwWYBGRUmaTuzpglTGC0EM6YB3IPCC1rnVEa1hNVsXZuIcQAqExkmMI02rRGMJL+j8HRLfWF2PlNCD1oJp8vIQjLw/5a9ZIrQ266iqYw8KU5kPkqUqK7NizWkf3q/4N4ONnUZiRdwjxCcGMfjPgY/LRFefz/Z9j1Sm5UalERhJCoO5LL8JXx0UeAHDm5CD54fFwFtXC93BuYjIJXHt3G9RpEqo7VkZyPpb/JwkOh7EPyMiqHxGAr+7tjhdGtoW/1ZhuWFtPZGLw2+vwxeZTtav7LhERERERERnK6XRiz549ZR4zmUxo3769mzMiT3L99dfjzTffRO/evWE2q73mERISgnnz5mHMmDEuz3vvvfdgs9WyRhjVjAVYRKTU7yMIhbEFWKYyCrDsnlKAlSFXgNUmso3iTNwrNFpyDGFqLXwa3eoHjPkQMOu4yW8vBr67B7AVq8vLw+X99DO00r//268Mjh+k2iRpdTJKCuW6nfgGWJBwtf7RV96qTWQbTO02VXecZzc+i1O5pxRkRKSWKSAA8XPnwBQSoitOycGDOP/scyxmMZDFx4xhD7VHWKzce+zLnTmQhbVfHfLYvy+TSeCuno2w9JHe6NIw3JA9CksdmPbDXtz5yVacy2bxIBEREREREel36NAhFBaWfY+rRYsWCAjQ/5meqDwWiwUffvghYmJiyj0nJSUFayQbG5AcFmARkVKXRhBqwtgnrC2Ov48g1AoL4Sz5+393t4OZcl2JWkW0UpyJe8l2wMqujR2wAKBOAnDNM/pipOwFfnpOTT5eIHfxYql1IiAAwVdfrTgbIs9UWmzH7p9PS69vf3U8fP1rX/ery41pPgYjmozQFSPflo/JayajyF5LX+PIo/k0bIi46W8AQuiKk/vjj8j6/AtFWVFZ/IKsGDG+A/xD9HXmA4ADG89jxzLPLgxtHBWIeff3wFNDW8HHbMzlqvVH0jFo1jp8tyPZYwvSiIiIiIiIyDtw/CBVt/DwcDzxxBMuz/n555/dlA0BLMAiIsUspos3bY3vgFV2oVV1jyF0OB04lHVIam3rSJ0j6apZmOwIwtRafHO6x8NAo976Ymx5Hzi8Qk0+Hsyeno6CX3+VWht8zTUw8UkTqiX2rj2LkgK57ldWPzPaX1NfcUbeRwiBad2noVlYM11xDmcdxou/vsgb/OSRgvr2RdTD43THSXnjDRRu26YgIypPSJQ/ho9rD4uv/lb1WxYdx6EtFxRkZRyzSeC+Pk2xeMJVSIjTP4KxLHnFdjz6bSLu+3wH0vKq/wEeIiIiIiIi8k4swCJPcP3117s8vm/fPjdlQgALsIhIsUsdsIwuwDI7yx5DVt0FWKfzTkt1u7CYLGga2tSAjNyHIwglmEzAde8DvjpvLv3wEJCXoiYnD5W7bDnglOusx/GDVFvYSh3Y/ZOO7lf94uEXaFWYkfcKsAZgRr8ZCLDoK9788fiPmHdonqKsiNSKevBBBOntEGm3I3nSZNhSavb7kOoW0zAEg+9rB2HS17UMAH75/ADOHs5SkJWxWsQGY8FDPTH52hawKPhzl2XV/hQMnLkWS/acNyQ+ERERERER1Ww7d+4s9xgLsMhdGjVqhDp16pR7PDk52Y3ZEAuwiEgps7j4ZLbT4BGE5vI6YGVV780E2fGDzcOaw2r27pvesiMIc2rrCMJLQuOB4W/pi1GYDvzwgHSBkjfIXbJEap05LAxBvXopzobIM+1bdxZFeTaptRZfMzoMYPeryzUJbYLnez6vO85r215DYlqi/oSIFBMmE+q98Tp8GjbUFceRno6zEx6Bs7TsByRIjYZtI3H17S11x3HaNSx7PwlZFwoUZGUsq9mECf2b44dxvdAyNtiQPbIKbRj31U48/NVOZBXwZ5iIiIiIiIgqb/fu3eUe69ixo9vyIIqNjS33WH5+vhszIRZgEZFSfxRgGdwBy0NHEB7IPCC1rlVEK8WZuF9AiI/UaJSSQjuKC+QKBmqMhBuAhBv1xTj2C7DlPTX5eJjSM2dQ5OKDjCvBgwZBWL27uJGoMuylDuxaKd/9KqFPHPyDfBRmVDMMaTwEt7S8RVcMu9OOyWsmI6MoQ1FWROqYg4MRP3cOhM5RvUWJiUh55RVFWVF5WveshytHNNYdp6TQjh/nJKIw1zsKjtrFhWLR+F54sF9TGNQMC4v3nMfAWevw0352cyMiIiIiIqKKnTp1CpmZmWUei4+PR1RUlLK9Vq9ejbp160IIUe7XlVdeiVOnTinbk7yLr69vuccCdF73o6phARYRKeW2EYSOckYQVncHrAy5Dlg1oQBLCIHQaLkuWNm1eQzhJUPfBELi9cVY9RxwvuZ1WcldslR6bSjHD1ItsX/jeekb6RarCR2vbaA4o5rjsSseQ7vIdrpipBam4vF1j8PutCvKikgd3+bNUe+Vl3XHyf76G2R/952CjMiVrkMboU2vurrj5GUUY8m7e2ArNfZzmyq+FjOeGNwK8x/siSZRgYbskZZXgnv/tx1Tvk1EbnEtf0CEiIiIiIiIXNq1a1e5x1SNH3Q6nXjxxRcxYMAAXLhwodzzHnjgAWzYsAENdXY5J+/l6udDZTEgVYwFWESklPtGEJZTgFWNHbA0TZMeQdg6srXibKpHmGQBVk5qLR9DCAD+YcCYDwGh46XZaQPm3wOUev5ImaqQHT9oqVMH/l26KM6GyPM4bE7sWin/dFPb3nEICGH3q/L4mH0wo98MhPiE6Iqz9cJWzN41W1FWRGqFDB6MyHvv0R3nwgv/RlFSkoKMqDxCCPS9tSUatovUHSv1ZC5WfbwPTqemIDP36NwgHEsm9MbYXo0M22P+jmQMnrkOG46kG7YHEREREREReTdXBVgqxg+mpaVh8ODBePbZZ+F0ln3PNTAwEF988QXee+89+Pjw+m5tlZ2djXPnzpV7vGXLlm7MhliARURKmUxu6oDlLHsEob0aO2ClFKYgq6Tq+wsItAyvGS9+oTGSBVhpLMACADTsCfSeoi9GxhFg+VQ1+XiA4kOHUXLkiNTakKFDIUx8q0M134FfzyM/q+zXxYqYLSZ0GsjuVxWpF1QPr/Z+VXec/+79L1adWqUgIyL1oidORECP7rpiaKWlSJ7wCOzltOAnNUxmEwb9qx2iGwTrjnUiMR2b5h9VkJX7+PuY8dyItvi/f3VHfLjc54+KnMspxu0fb8EzP+xFQQm7FxIREREREdGfGdkBa/369ejYsSNWrSr/OmLLli2xZcsW3Hbbbbr2Iu+3ePFi2O3lX7vo06ePG7Mh3pUkIqUswgLA+AIskwd2wJLtftUwpCECrDVj/m5otNyfIyeNIwh/1/cJIP5KfTF2fgbsX6gmn2qWu4zjB4lccTr0db9q06suAsPKnw9Pf+gT3wf3JtyrO84zG5/B8ZzjCjIiUktYLIh76y1Y6ukbb2c/fx5nJ06CZuMINyNZfc0YNq49giP8dMdK/OUMEn85oyAr9+rRNBLLJ/bBP640rpD4882nMHT2emw7yaJCIiIiIiIi+oMRBViapuG1117D1Vdf7bKj0Y033oht27ahbdu2UvtQzWGz2fD666+XezwwMBCDBg1yY0bEAiwiUsr02/g0zeARhBZH2Z0+HFnZhu7ryoHMA1LrWkW0UpxJ9ZHugMURhH8wWy6OIvTVN+oKiyYAOclqcqommqYhb/kKqbU+TZrAt3XNGO1J5MqxXWnITS+WWmsyC3Qa1FBxRjXbuI7j0K1ON10xCmwFmLR6EgptLD4mz2MJD0f87DkQOtvWF27dipTp0xVlReUJDPXF8Ic7wMffojvWhm+P4PjuNAVZuVeQrwWvXp+AT8degToh+ovRynIqoxA3ffArXl6yH8U2Yx80IiIiIiIiIs+Xnp6O5OSy77+EhYWhUaNGVY6ZkZGBYcOGYerUqXA4yv7sabVaMXPmTMybNw/Bwfq7YpP3e/7557F3795yj//zn/9EeHi4GzMiFmARkVJmYQbgjg5Y5RRgVWcHrAy5Dlg1qgBLtgMWC7D+LLwRMHymvhjF2cCC+wGn994kKjl0CKUnT0qtDRk2FEIItQkReRhN07Br5Wnp9a161lXSOaU2sZgseL3P64gNiNUV53jOcTy76VlomqYoMyJ1/Nu1RZ3nn9cdJ+t/nyNnYc3oyOnJIuoFYsj97WAy63zfowGrPt6HlJO5ahJzs34tY7BiYh9c3ynOkPiaBny4/gSGzV6PxDPZhuxBRERERERE3sFV96uOHTtWOd6mTZvQsWNHLFu2rNxz4uLisGbNGkycOLHK8anmcTqdePrpp/HKK6+Ue05UVBSmTZvmxqwIYAEWESlmNrmnAMtc3gjCrCxD93VFdgRh64ia06UnMNQHFmvVX1qKC2woLuCYmj9JuAHo8A99MU5tADa8pSafapC7fLn02tBhHD9INV/yoSyknc6TWmsyCXRh9yspkf6ReKvfW7CY9HWcWXFyBT7f/7mirIjUCrv+OoTfqvN9CIDzzz6Hon37FGRErsS3isDVd+h/qMNuc2LJO4nITffOhyNCA6x46+aO+OCOLogK0tfFrTzH0gpw/XubMGPlIZTaje36TERERERERJ5J5fjBGTNmoG/fvuV21AKA/v37Y+fOnejZs2eVYqvQv39/WCwWr/1q1qyZ279nRtI0DatXr0bXrl1dFl8JIfD++++jTp06bsyOABZgEZFil0YQOg0eQWh2llOAVU0dsHJKcnCuoPx5zK60iqw5HbCESSAkWnIMYZp33ugx1NDpF7th6bH6VeD0ZiXpuJOmachbJleA5de2LXwkWvwSeRs93a9adK+DkCi539cEtI9uj6lXTtUd560db2H7he0KMiJSL/bJJ+FfxYuGf6WVlCB5/HjYMzMVZUXladW9Lq4c0Vh3nKI8GxbPTfTqhyMGta2DFRP7YEg7Yy4yOpwa5vxyFKPe2YgD572zYxgRERERERHJU9EBKysrC6NGjcKUKVNgt9vLPEcIgaeeegorV65ETEyMTKq6ORwOr/4q73vrDYqLi5GWloa9e/fiq6++wqOPPoomTZrgmmuucfkzCABz587FmDFj3JQpXU7fY9tERH/hrhGE5nJGEDrz86GVlkL4GPPEc3lku1/FBMQgwi9CcTbVKywmAJnnCqq8LietELGNQgzIyIv5BgNjPgE+GQg4Jd8kag5g/j3AA+uBAO/5WSs5dAilp05JrQ0ZMlhxNkSeJ+1MHs7slytoEALoMpjdr/S6scWNSExLxKJji6RjODQHpqydgnkj5iEmoHouohCVR/j4IG7WLJy4YQwcaenSceznzuPsxElo8MnHEBZegjBS16GNkJtWhIObL+iKk3WhEMs/SMKI8R1hluhu6wkig3zx7m2dsSjxHJ5duA85ReoLyg6cz8XIuRswcUAL3N+nCSxm7/xeEREREZHnONKnL5wFVb+2TuQupsBANF+3trrTqHZ6O2Bt3boVN998M06ePFnuOeHh4fj8888xjNM+aqwFCxbgpptuKvOYpmlwOqve7CQkJATvvvsubrvtNr3pkSRe/SQipaq7AAsAHDk5sERHG7r/X8kWYLWJaKM4k+oXKtsBK5UdsMoU3wW4+ing53/Lx8hNBhaOA2756mLlhRfIlex+BQDBg1mARTWfnu5XTbvEICwmQGE2tZMQAs90fwaHsw5Lvw8AgIziDDy65lF8MugTWM1WhRkS6WeNjUH8rFk4ddc/AR1PDBZu3YrU6dMRO1V/5zgqnxAC/W5vhbysEpw9pG80+9nD2fjliwMY8M82EF7y/vGvhBAY1TEO3ZtEYuqCJPxyMFX5HjaHhukrDmHl/hTMuLEDmsUEKd+DiIiIiGoPZ0EBC7CIPFxBQQGOHDlS5jFfX1+0bt3a5fq3334bjz/+OEpLy570AwBdunTB/Pnz0YiTPmo0p9MJh0PN/XQhBEaOHImZM2eicWP9HdJJHh/PIyKlzKZLBVgGjyB0lP/GxJ6l72aDjAOZB6TW1aTxg5eExnAEoXK9JgKNeuuLcWgpsPU/StIxmqZpyFsuOX6wXTv4xMcrzojIs+SmF+HoDvmbyJ0HsvuVKn4WP7zV7y0E+wTrirM7bTdm7JihKCsitQK6dEHs1Cd1x8n87H/IWbhQQUbkitliwpD72yGiXqDuWIe3pGDrjycUZFW9YkP88PFdXfHGmPYI8jXmOcTEM9kYNns9Plp/HE6nZsgeREREREREVP0SExPL7UyUkJAASzndv3NycjBmzBhMnDjRZfHVv/71L2zcuJHFV1QpUVFRuOeee7Br1y788MMPLL7yACzAIiKlTOLir5Vq7YCVnW3o3mU5mCHX+aJVRA0swJLugFWoOJMaxGQGrvsA8A/XF2flNODcbiUpGank4EGOHyRyYfdPZ6BJ3tyNbxWO6Ab6ioXoz+oH18drvV/THefLA19iyfElCjIiUi/81lsROnq07jjnn30ORfv26U+IXPINsGLYuPYICNE/ln370pM4sOmcgqyqlxACN11RH8sn9kbPppGG7FFid+KlJQdwy4ebcTqDn22IiIiIiIhqIlfjBzt27Fjmf9+5cyc6d+6MBQsWlLs2ICAAn332Gf7zn//A19dXb5pUC0RERGDSpEl45JFH0KFDh+pOh37DAiwiUsodIwhNjlIIlH/j2d0FWEX2IpzIlXsyvHWE61ak3ihUcqwVO2BVIDQOGDlHXwxHKTB/LFCSpyYng+QuXyG9NnjQIIWZEHmeovxSHNgofyO88yB2vzJCn/g+eLDDg7rjvPDrCzicdVhBRkRqCSFQ5/nn4Ne2ra44WkkJksePhz0zU1FmVJ6QSH8MG9ceFh/9l33WfHEIZw7UjL+z+PAAfHFPN/x7VFv4W82G7LH1RCYGv70OX2w+BU1jNywiIiIiIqKaZOfOneUe69Sp09/+27vvvouePXvi+PHj5a5r3rw5Nm/ejDvvvFNJjiqtWbMGmqZ57dfJkyer+1tomMzMTDz99NNo3749OnTogC+++AJ2u72606r1WIBFREpdKsDSDBxBaHaW35oTABxZ2YbtXZYjWUfg1Kr+5w3xCUHdwLoGZFS9gsJ8YbZU/eWlKM+GkiK+MXCp9Qigy1h9MTKPA4snAx56M0jTNOQuXya1luMHqTZIWnMWdpvca2xU/SDEt9LZSY/K9UCHB3BV3FW6YhTZizBp9STklXp2oSzVTiY/P8TPnQNzRISuOPZz53F20mRovCBkuJiGIRh0bzsIoS+O06lh+QdJyDibryaxamYyCdzZoxGWPtIbXRoa87pYWOrAtB/24s5PtuJcNh80ISIiIiIiqilcdcC6vAArLy8Pt9xyC8aNG4eSkvKn+lx//fXYvn07EhISlOZJtcuePXtwxx13ICEhAdu3b6/udGo1FmARkVLuGEFoclRQgOXmDlgHM+XGD7aOaA2h926IBxImgRDJMYS57IJVsUGvAFEt9cVImgfs/kpNPoqVHDwI26nTUms5fpBqOluJA0mrk6XXdx7YsEa+7ngKkzDhtd6vIS4oTlec03mn8fSGp6WKu4mMZq1bF3GzZgJmfZ2DCrdsQer06YqyIlcatY9C75tb6I5TWuzA4rmJKMgu/6Kxt2kcFYh59/fAU0NbwUfiAZLKWH8kHYNmrcN3O5LZDYuIiIiIiMjL2Ww27Nu3r8xjJpMJ7du3BwAkJiaiS5cu+Oabb8qNZbFY8Oabb+K7775DSEiIIfmSZ7vhhhvK7dxls9mQlpaGI0eOYO3atZg+fTpuuOEGBAUFuYx58OBB9OjRAzNnznTTn4L+igVYRKSU2XTxZozDZFwBltnh+qK/IyvLsL3LciDzgNS6VhGtFGfiOUIlC7CyUwsVZ1ID+QQAN3wCmHXOAF86BUg7pCYnhXKXLZdey/GDVNMd2HQexQU2qbUhUX5o2jlacUb0V6G+oZjZbyZ8df6OXn1mNT7Z+4mirIjUCrzySsQ+8YTuOJmf/Q85ixYpyIgqktAvHh0H1NcdJz+rBIvfSURpcc3pXmY2CdzXpymWjL8KCXGhhuyRV2zHo98m4r7PdyAtr+YUsBEREREREdU2+/btQ2lp2U0imjdvjsDAQHz44Yfo3r07jhw5Um6cunXrYvXq1Xj00UeNSpW8nMViQVRUFJo1a4Y+ffpgypQp+Pbbb3Hu3DnMnTsXjRo1Knet3W7H5MmT8dprr7kvYfodC7CISKnfRxDCwBGEntYBK0OuA1aryJpbgBUWI1eAlZPKDliVUqcdMPhVfTFshcC3YwGb53zPNU1D7gq5Aiy/hASOH6QazelwYvdPct3hAKDjgAYwmfnW3x1aR7bGtO7TdMeZs2sONp3bpCAjIvXC77gdoaNG6Y5z/plnUVTOk6OkVs/rm6FpJ/2FuOln8rHyo31wOmpWl77mscFY8FBPTL62BSwmY7pFrtqfgoEz12LJnvOGxCciIiIiIiJjuRo/2Lx5c9x+++247777UFxcXO55/fr1w65du3DVVVcZkSLVcMHBwRg3bhySkpJw3333uTx36tSp+PLLL92UGV3CuzBEpNSlAixnLemAZXfacSS7/Cp2V1pHtFacjecIjQmQWpeTxg5Yldb1bqCNzhufqfuAFU+pyUeBkgMH5McPDmb3K6rZju5MRV5G+R/cXfELsqJVz7qKMyJXRjcbjRtb3KgrhlNz4ol1T+B8Pm/Uk+cRQqDOC8/Dr21bXXG0khIkjx8Pe2amosyoPMIkMGBsG8Q21j/W4NTeDKyfd6TGjdSzmk2Y0L85fhjXCy1jgw3ZI6vQhnFf7cT4/9uF7ELXDxYRERERERGRZ3FVgLV48WKXxS5CCDzxxBP46aefEBsba0R6VIsEBQXhgw8+wKxZs1yeN27cOJw5c8Y9SREAFmARkWImcfHXilMYWIDlrKAAy40dsE7knEBJBQVhZfEz+6FRSCP1CXkI2RGEOWme043J4wkBjJgNhDXQF2f7J8C+H5SkpFfu8hXSa4MHDVaYCZFn0TQNu1bKd79qf3U8rD5mhRlRZTx55ZNoF9lOV4zskmxMWjNJ6r0GkdFMfn6InzMb5ogIXXHs587j7KTJ0Ow1Z6ydp7L4mDHsofYIkXyvfrm9a88i8eeaeQGvXVwoFo3vhYf6NYVBzbDwY+I5XDtzHX45mGLMBkRERERERKScqwIsV8LCwvDDDz/gtddeg9nM67SkziOPPIKnn3663OM5OTl44okn3JgRsQCLiJQym37rgCWqbwShPdt9HbAOZsqNH2wR3uL371VNFCo5gjCbIwirxj8MuOG/gMmiL86iCUDWSRUZSdM0DbnL9YwfjFOcEZHnSD6QhfQz+VJrLT4mJPTleM7q4GP2wVv93kK4b7iuOPsy9uG1ra8pyopILWu9eoibORPQefGwcMsWpE5/U1FW5Ip/sA9GPNwBvoE63z8C2PjdURzflaYgK8/jazHj8cGtMP/BnmgSFWjIHml5Jbj70+14fH4i8opthuxBREREREREamiahsTExCqvs1qt2LRpE0aOHGlAVkTAc889hxYtWpR7/Ntvv2UXLDdiARYRKfX7CEIjO2BVUIDlyM4xbO+/OpB5QGpdq4hWijPxLEHhfjBZqv64eFFuKUqL2f2gSuK7Av2f1RejJAeYfzdgr74xKCUHDsB2Wnb8ILtfUc22c+Up6bVtetWDX5BVYTZUFXWD6uKNvm/83iFU1vzD8/H9ke8VZUWkVmC3KxH7xOO642R+9hlyFi1SkBFVJCw2AEMfbA+zReclIQ1Y9ck+pJzIVZOYB+rcIBxLJvTG2F6NDNtj3vZkDJ61HpuOphu2BxEREREREelz9OhR5OXlVXmdzWbDyy+/bEBGRBdZrVa89lr5D/Da7XZ88sknbsyodtP/yCMR0WXcMoKwgjE8zpwcaHY7hMX4X3GyHbBaRdbsAiyTSSA0yh9ZFwqrvDYnrQjR9YMNyKoG6zEeOLEOOPqTfIyzO4BVzwJDqqfLSu4yue5XABA8aJDCTIg8S+qpXCQflOvsKEwCHfrXV5wRVVX3ut0xvtN4vL3zbV1xXtr8EpqHN0e7KH1jDYmMEH7HHSjetx85CxfqinP+mWfh26wZ/Nq0UZQZladeszD0/2drrPxon644dpsTS95NxA1PdEVIlP7Rhp7I38eM50a0xcA2dfDY/EQkZ6nv2ns2uwi3frQF/+zZCE8MbgV/jg4mIiIiqpVMgcZ0XyVSpTb/jLoaPzhq1ChcuHABW7ZsKfP4l19+icaNG+PFF180Kj2q5YYOHYqgoCDk55c9SWP16tV47rnn3JxV7cQCLCJS6o8OWEaOIHRdgAUAjtxcWCIiDMsBuNhuVLYAq3VEa8XZeJ7QaMkCrFQWYFWZyQSMfh94/yog/4J8nC3vAQ17AG1GqcutEjRNQ+6KFVJr/dq35/hBqtF2rZTrDAcAzbvG1Nib4d7mnnb3ICktCb+c+UU6RqmzFBNXT8TXw79GlH+UwuyI9BNCoM4Lz6PkyBEU798vHUcrKUHyw+PR6Lv5sITrG99JFWveNRZ5GcX49ftjuuIU5dmweG4ixjzeBb4BNbfrYo+mkVg+sQ9eWXoAX22Rf3125dNNJ7H2cBrevLEDujTkvwEiIiKi2qb5urXVnQIRlcNVAVavXr1w1113oXv37jhx4kSZ57z00kto3Lgx7r77bqNSNET//v2xdq33/m5q1KgRjh49Wt1pGM7X1xcDBgzADz/8UObxLVu2wGazwWqtuddtPAVHEBKRUmaT8SMITc6Kx6Q5suS6hVTF2fyzyCutertRszCjeXhzAzLyLKExAVLrctKqXrRFAIKigev/A6Dqox//ZOHDQOZxJSlVVvH+/fLjB9n9imqwnLRCHNuZKr2+08AGCrMhPYQQeOmql9AwpKGuOCmFKXh0zaOwOW2KMiNSx+Tnh/i5c2DWWThlO3cOZydNhmbnWGp36DSwAdr0rqc7TtaFQiz7YC8cduMexPEEQb4WvHJdAj4dewXqhPgZsseJ9ALc+P4mvL78IErsxn2uJiIiIiIiospzVYDVqVMnxMTEYOnSpQgLCyv3vPvvvx8rV640IDvjOBwOr/6y16LrSy1btiz3WHFxMVJT5e81UOWxAIuIlPqjA1b1jSAEAEd2tmH7XyLb/apxaGP4mn0VZ+N5QqPluq7kpKof6VFrNOkL9HlMX4ySXGDeXYCtWE1OlZC3XK77FQCEDGYBFtVcu386A02TW9ugTQSi4tlN0JME+wRjZr+Z8Lfo60q2M3Un3tj6hqKsiNSy1quHuFmzALO+8WmFmzcj9c0ZapIil4QQ6HtLCzRoq7978NlDWVjz5UFosi9eXqRfyxismNgH13cyphOrUwPeW3MMI+dsxN6zOYbsQURERERERJVXUQEWALRq1Qrff/89fHx8yjzPbrfjxhtvxJ49ewzJkWq3mJgYl8czMjLclEntxgIsIlLKJC7+WtGqewShGzpgHcg8ILWuNowfBIDQGMkCrDQWYOnS9wmgQU99MS7sAVY8pSafCmiahtzly6XW+rVvD2scxw9SzVRcYMPBTeel13capK/TEhmjeXhzPN/jed1xvj70Nb4/8r3+hIgMENjtSsQ+8bjuOJmffoqcHxcryIgqYjKbMOhf7RAZH6Q71sFfL2DHspP6k/ICoQFWvHVzR3xwRxdEBZV9cV2vQyl5GP3ORsz++QhsjprdXYyIiIiIiMhTnTt3rtzuQfXr10dkZOTv/79fv3748MMPy42Vm5uLYcOG4ezZs8rzpNotMDDQ5fHc3Fw3ZVK7sQCLiJS61AFLExo0GHOB2OyoxAhCD+6A1SqileJMPFNotOQIwlSOINTFbAHGfAT46xv/g+0fA0nz1eTkQvH+/bCdOSO1NmTwYMXZEHmOfevPwm6Tex2NaRiMuBZhahMiZYY2GYrbW9+uO86Lm1/EnjQ+LUeeKfyOOxAycoTuOOenTUPx/v0KMqKK+PhZMHxcBwSG6e/Uu2XRCRzeekFBVt5hUNs6WDGxD4a0q2NIfLtTw1urDmPMe5twJCXPkD2IiIiIiIiofJXpfnW5O++8E88991y5a5KTkzFs2DDk5fEzHqmTlpbm8nhAgNx9W6oaFmARkVKXCrAAwGlQF6zKFGDZ3dAB62CGXAFW68ja0QErOMIXJrOo8rqCnFLYSowbYVkrhMYBo9/TH+fHR4D0I/rjuJAn2f0KAEIGDVSYCZHncDicSFoj/wRUp4ENIUTVf/+S+0zuOhmdYv5+caYqbE4bJq2ehPSidEVZEakjhEDdf/8bfm3a6IqjlZQg+eHxbnlvT0BQuC+GjWsPq6++EZIA8PP/DuDckWz9SXmJyCBfvHtbZ7x9S0eE+lsN2WNPcg6GzdmAj9Yfh8NZ88c8EhEREREReYqdO3eWe6ysAiwAeP7553HHHXeUuy4xMRE33XQT7Ha77vyIAJTbpe2SsLAw9yRSy7EAi4iUMpn++LXiFMYU0ZidlRhBaHAHrIyiDKQWuX4hK0/LiJaKs/FMJrMJIVEcQ1htWg4Buo/TF6M0H5h3F1BqTFeyi+MHV0it9evA8YNUcx3bmYqC7Ipf68oSEu2PJp2iFWdEqllNVszoOwNR/lG64qQWpWLymsmwOWyKMiNSx+Tnh/g5s2EO19eV03buHM5OnATNxp9zd4iuH4yB97aF3jpep13D0vf3IDul9nS3FUJgVMc4rJzUB1e3NOa1uNTuxEtLDuAf/9mMUxkFhuxBREREREREf1bVDliXfPTRR+jXr1+5x5cvX46HHnpIT2qGW7NmDTRN89qvkydPVve30G22b99e7jGz2Yz69eu7MZvaiwVYRKSURVh+/9+GFWBVZgRhVrYhe18iO34wLigOIT4hirPxXKHRsgVYtedGjaEGPA/EddUXI3UfsOxxJen8VfE+HeMHB3H8INVMmqYh8Se5fxcA0OnaBjCZ2P3KG0QHROPNvm/+6b2TjF2pu/D6ttcVZUWkljUuDnEzZwJmfR2VCrdsQcrrbyjKiirSKCEKfW5poTtOSYEdi+cmoii/4s9vNUlsiB8++ecVeH1MAoJ89f2OL8/Wk5kY8vZ6fLH5FDSN3bCIiIiIiIiM5KoAq3PnzuUe8/HxwYIFC9CqVatyz/nwww/xyiuv6MqPKC0tDVu2bCn3eIsWLWC1GtOxm/6MBVhEpJRJXN4By6gRhNXfAetA5gGpda0jasf4wUukC7BS2QFLCYsPcON/Ab8wfXF2fQ7s/j8lKV0ubwXHDxL9VcqJXKSeypNa6x9sRavudRRnREbqEtsFj13xmO443xz6Bt8d/k5BRkTqBXbvhtjH9f+cZ33xBbLnz1eQEVVGu77x6DhA/5OROWlFWPpuEuy22jViXAiBm69ogGWP9EaPJpGG7FFY6sC0H/bizk+24nwOPz8REREREREZISsrq9wuSpGRkRV2FQoPD8fSpUsRExNT7jnTpk3DV199pSdNquW+/PJLOJ3l35fv06ePG7Op3ViARURKmcUfT7cb1wGrEgVYWVmG7H2JbAesVhHlV7nXRKExAVLrclLZAUuZsAbAdR/oj7NkMpAqV3hYFk3TkLtMrgCL4wepJtuto/tV2z5xsPjo6zJD7vePVv/AqKajdMd5ecvL2J26W39CRAYIv/NOhIwcoTvO+Rf+jUIXT52SWj2vb6ZkrO2F4zn4+bMD0Jy1r1NT/YgAfHlvNzw/og38rMZcglt/JB0DZ67DdzuS2Q2LiIiIiIhIsd27d5d7zNX4wcs1btwYixYtgr9/2U0LNE3D2LFjsW7dOpkUqZZLT0/Hv//9b5fnDB8+3E3ZEAuwiEgp93TAqsQIQoM7YMkWYLWOrGUdsGJkRxDyCW6lWg4Gej2iL4atEJh3F1CSrySl4n37YUtOllobMniIkhyIPE1uRhGO70qVWmuyCLTrw8JEbySEwDM9nkG7yHa64ticNkxeMxmphXI/Q0RGEkKg7gsvwLeNzvfCNhuSJ0yALSVFTWLkkjAJDBjbBjGN9I9QP7o9FVsWHVeQlfcxmQT+2asxlk7ojU4NwgzZI6/Yjke/TcT9n+9AWl7FDywRERERERFR5bgaP1jZAiwA6NatGz7//HMIIco8XlpaitGjR+PgQbn7j1Q7ORwOPPDAA8hy0ZgkNjYWgwcPdmNWtRsLsIhIKbPJ+A5YJmclCrAM7IBVYCvAqdxTUmtrXQcs2RGELMBS75pngAY99MVIPwQsngQoeLI+b+VK6bUcP0g11d41Z6X/ebXoGovAUF+1CZHb+Jp9MfPqmYjwi9AVJ60oDZPXTEZpJYrVidzN5O+P+nPmwBweriuOIy0dyQ+Ph7OERSbuYPUxY9hD7REc6ac71o7lp7B/4zkFWXmnJtFBmP9ATzwxuBV8zMZcjlu5PwWDZq3DsqTzhsQnIiIiIiKqbVQVYAHAmDFj8MYbb5R7PCsrC0OHDkVqKh+w9GZnzpzBXXfdhWPHjhm6j9PpxD//+U989913Ls+bMmUKLBaLobnQH1iARURKuWcEYSUKsHJzoTmM2f9Q5iGpdRF+EYj21z/Cw5sER/pBmMqu5nclP6sEtlJj/v5qLbMVuOETICBSX5ykecD2j3WF0DRNugDLr0N7WOvV07U/kScqLbZj3wb5m9Ltr6mvMBuqDnUC62Bmv5mwCH0fhhPTEvHq1lcVZUWkljUuDnEzZwJmfeNSi5OScOHZZzluzU0CQnwwfFwH+Pjrv1i39stDOHMgU0FW3slsEniwX1MsGt8Lberq7yxWlsyCUjz45U488vUuZBeyIJeIiIiIiEgPlQVYwMVimAcffLDc4ydOnMDw4cNRWFhY5djkGRwOB/73v/+hVatWuO+++3DkyBHle+zbtw99+/bFF1984fK8xo0bY9y4ccr3p/KxAIuIlLp8BKFmwAhCk6MEApW40eJ0wpGbq3x/ADiQeUBqXeuI1uW2Fq2pzGYTQiSfls9lFyz1QuoB138IQOfP4bIngeTt0stLjx1D6cmTUms5fpBqqkObL6C0yC61tl7zMEQ3CFacEVWHzrGd8eSVT+qOM//wfMw7NE9BRkTqBXbvhpjHpuiOk7NwETI/+0xBRlQZEfUCMeT+djBJPFxxOadTw/IPkpBxVs1Ya2/Vqk4IfhjXCxOuaQazzu9peRbuPoeBM9dh9UE+OU1ERERERCSjqKio3JGAgYGBaNGihVTcOXPmYMiQ8u91bNu2DbfeeiucTvX3Wcl97HY7PvzwQ7Ro0QJdu3bFm2++iTNnzuiKuWXLFjz44IPo1KkTNmzY4PJck8mETz/9FP7+ctOKSA4LsIhIKYvpj6eijeiAVZnuV5c4srOV7w8ABzPl5i/XtvGDl4TGcAyhR2nWH+ij86an0wbMuxMoSJdanrdqlfTWHD9INZHm1JD4i/wHrw792f2qJrmp5U0Y03yM7jivbn0Vu1LLf0KPqDpF3HUXQkaO0B0n9Y3pyN+4UUFGVBnxrSLQ73b9n2lKix1Y/E4iCnJq9xhJH4sJkwe2xIIHe6JpdKAhe6TmlWDsp9vw5Hd7kF8iV+hNRERERERUWyUlJcFRzrSdDh06wGSSK7Uwm82YN28eOnbsWO45CxcuxKRJk6Tik+fZsWMHHnvsMTRs2BDNmjXDjTfeiFdeeQXLli3D7t27cfLkSWRnZ8PpdMJmsyEjIwMnTpzAr7/+ivfeew/3338/WrZsie7du+P999+HzWarcM+3334bffr0ccOfji7HYY9EpNTlHbCMKcCq/EV6R1Y20Fh5CvIFWJG1tAArOgBA1ceM5KSyAMsw/aYCpzcDJ9fLx8g9C3x3D3D7AsBUtTFCuZIFWBw/SDXVqb0Z0r/zQqL80Kh9lOKMqDoJIfBUt6dwJPsI9qTtkY5jd9oxec1kfD3sa8QGxirMkEg/IQTq/vvfKD12HMX79skHcjpxdvKjaDzvG/g0bKguQSpX6551kZtehO1LT+qKk59ZgqXv7sHoyZ1h9dU3ktLbdagfhiUTeuPNFYfw8cYTMGKy5tfbzmDD0XRMv6EDejTVOZKciIiIiIiollA9fvByQUFBWLx4Mbp164azZ8+Wec7s2bPRuHFjTJw4Udde5Dk0TcOxY8dw7NgxzJ8//2/HhRDQdF4YEELg1VdfxcMPP6wrDslhBywiUsos/rh47jRgBGGVCrAM6IBlc9hwNPuo1NrWEa0VZ+MdQqPlOmBlp3G+tWFMZmDMx0BgjL44x9cAa16t0pLS5GSU7Jcb4xkykN2vqGbS0/2q/dX1dY+DIs/jY/bBzH4zEeWvr7guvSgdk9dMRmkVOogSuYvJzw/x78yFOUrfz7kzJwdnxo2DI79AUWZUkStHNEbzK/QXdqaeysOqT/bB6TSg4sjL+FnNmDa8Db65rwcaRAQYskdyVhH+8eFmvPDjPhSVqn9YioiIiIiIqKYxsgALAOLi4rBkyRIEBweXe86jjz6K77//Xvde5B30Fl8FBwfjq6++whNPPKEoI6oqFmARkVJ/LsAyoAOWswojCLOylO9/NPso7M6qj24ItAaifnDtHBElPYKQHbCMFRwL3PAxIHS+FVg3HTi0vNKn5636SXqr4AEDpNcSear05HwkH5R7vfLxM6N1r7qKMyJPERMQg5n9Zv5pvLOMPel78PKWl3V/eCcygrVOHcTPfhuwWnXFKT16DOeefAKaU/0DIPR3Qgj0v7M16jYL1R3rRGI6Ns2Xe8ClJrqycQSWPdIbt3VrYNge/914EsNmr8fO0+o/LxMREREREdUkRhdgARdHGX7zzTcwm8vuDu10OnHbbbdhy5YtSvajmmvQoEHYvXs3brnllupOpVZjARYRKfWnEYQmI0YQVqEAy4AOWLLjB1uGt/zT96Y2CYuRe4I7hx2wjNe4z8VxhHp9fx+QeaJSp+ZJjh/0bdmSo4WoRtqjo/tV61714OPHieI1WceYjniq21O64yw4sgDzDs1TkBGRegGdO6POM9N0x8n/6Wekv/OugoyoMsxWE4Y+0F76YYvLJf5yBntWJyvIqmYI9LXg5esS8NndV6JOiJ8hexxPL8AN723CG8sPosTOblhERERERER/5XA4kJSUVOYxq9WKdu3aKdtryJAhmDt3brnHi4qKMGLECBw/flzZnmScyMhIjB8/Hs2aNXPLfv369cPy5cuxfPlyNGnSxC17UvlqZzUAERnGbLqsAxZq3gjCA5lyo9NaRbRSnIn3CI70g5CYjpWfVQK7jTcDDNd7CtD0Gn0xinOAeXcCNtddy2ypqShy8cSIK+x+RTVRYW4pDm9NkVorBND+6njFGZEnurHFjbixxY2647y29TXsSNmhICMi9cJvugnht96qO076O+8gd+VKBRlRZfgFWTH84Q7wC9TXwQwANsw7jJN70hVkVXP0bRGNFZP64PpOcYbEd2rAu2uOYdTcjdh/LteQPYiIiIiIiLzVwYMHUVRU9j2PNm3awMfHR+l+DzzwAKZMmVLu8bS0NAwZMgSZmZlK9yX1goODMXv2bBw5cgSHDx/G7NmzccMNN6BBA3Xdrtu2bYtp06Zh7969WL16NQYNGqQsNunDR+aJSCmjO2CZqtQBS/1IBdkOWLW5AMtsMSE40g+56cVVW6gBuWnFiKgXaExidJHJBFz/IfBBXyBXR+eBC3uApVOAUe+Ue0r+L78AkiOwggdeK5sZkcfat/4sHHa5YuXGHaMREqW/6wh5h6lXTsWRrCPYnbZbOoZds2Pymsn4Zvg3qBNYR11yRIrETn0SJUeOoHDbNl1xzj05FT4NG8GvZQtFmZErYTEBGPpgAhbO2i39mgZcfIu44uN9uP7RzohuEKwwQ+8W6m/FWzd3xMC2dfD090nIKKj85+HKOnghD6Pe2YBH+jfHA32bwmLms5pERERERERt27aFJnk/Q9b06dMxffp0t+5JxmrevDmaN2+O8ePHAwBSUlKwdetWHDp0CMePH8eJEydw+vRp5ObmoqCgAPn5+XA4HPD19YWfnx8iIyMRGxuLhg0bolWrVkhISECvXr0QHR1dzX8yKg8LsIhIKbO4rAOWMGIEYfV1wHJqThzKPCS1tnVka6W5eJvQmICqF2Dh4hhCFmC5QWAUcNNnwCeDAadNPs6uL4D63YDOd5Z5OG+l3PhBa4MG8G3Bm6hUszhsTiStPSu9vsM19RVmQ57OarbirX5v4ZbFtyC1KFU6TmZxJiatnoRPh3wKX7OvwgyJ9BNWK+LenoUTN9wA+7nz0nG0wkIkjxuHRt/OgyU8XGGGVJ66zcLQ/5+tsfKjfbri2EscWPxOIm54oiuCI4wZveetBrergysahePp7/di+b4LyuPbHBreXHkYq/anYMZNHdEsJkj5HkRERERERES1XWxsLEaMGIERI0ZUdypkED7WRkRKmYQJAhfnzWnCgBGEzsoXYNmz1HbASs5LRqG9sMrrLCYLmoY2VZqLtwmNluvSkpPmeqQdKRTfFRj8qv44S6YA5/4+ZtCRnY2CrVulQgZfOwBCZo4lkQc7sj0FRblyXSyiGwSjbrNQxRmRp4sOiMZbV78Fq0nfqK+9GXvx4q8vuv0JPqLKsEREoP4770D46Su+sSUn4+ykydDsdkWZUUWad41F99FNdMcpzCnFkncSUVrEv7u/igzyxXu3d8bbt3REiJ8xz1MmJudg2Oz1+Gj9cTidfJ0gIiIiIiIiIqoKFmARkXKXumAZ0wGrKiMIs5XufST7iNS65mHNYTXru1nq7aQLsFJZgOVWV9wLtL9ZXwxHCTDvTqDwz3PI89asASRvgoZcy/GDVLNomobEX85Ir+/Qvz6LEmupDtEdMK37NN1xFh5biP87+H8KMiJSz691a9R79RXdcQo3b0Yq2/a7VedBDdG6V13dcTLOFmDFh3vhdKh/oMfbCSEwqmMcVk7qi34tjRk3UGJ34qUlB3DLh5txJrPqDyAREREREREREdVWLMAiIuXMJg8pwMrKVrr3kSy5AqyWES2V5uGNwmICpNZlp/KCv1sJAQyfCcS00Rcn+zSw4D7A+cfvgLxVP0mFssTEwK99e335EHmYc0eykX4mX2ptQIgPmnWJUZwReZPrm1+Pm1vqLJYF8Ma2N7D1vFxnQiKjhQwZgsj779cdJ/Oz/yF7wfcKMqLKEEKg760tEd9K/+jH0/szse7rw+zWV446oX747z+vwGvXJyDQx2zIHltPZGLQrHX4astp/j0QEREREREREVUCC7CISDmTuPirxWnECEJH5UcQOrKzlV4oli3AahHeQlkO3io0hiMIvYZPIHDzF4BviL44R1cBay6ONHQWFKBgwwapMMEDBkCY+HaFapbEn+W7XyX0i4PZwn8Ttd0TVzyBzjGddcVwaA48uvZRnMmT/3kkMlL0IxMQ1K+f7jgXnnsORYmJ+hOiSjGbTRh8fwIi6gXqjrVv/TnsWnVaQVY1kxACt1zZAMsn9kG3xhGG7FFY6sBT3yfhrv9uw4WcYkP2ICIiIiIiIiKqKXj3hoiUM3YEYeULsOBwwJmXp2zvo9lHpdY1C2umLAdvFRLpD0hMy8rPLIbDxtEjbhfZFBj9rv4466YDBxYjf/0GaCVV+Ld7meCBHD9INUtuehFO7EmXWmu2mtC2d5zijMgbWc1WzOg3AzEB+rqhZZdkY8IvE1BgK1CUGZE6wmRCvelvwKdJE11xNJsNyQ+Phy0lVVFmVBFffwuGjWsP/xAf3bF+XXAMR3fw786V+hEB+L9/dcezw9vA16Ai7XWH0zBw5lp8vyuZ3bCIiIiIiIiIiMrBAiwiUs7QEYTOyo8gBC52wVKh1FGKU7mnpNY2D2+uJAdvZraaEBzuV+V1mgbkZrALVrVoPQLo9Yj+ON8/gLzF30ktNYeGIqBrV/05EHmQfevPApL3LVteGQv/YP03s6lmiPKPwttXvw0fk76fiaPZRzF1/VQ4NRY8k+cxBwcj/p25MAUH64pjT0tD8oTxcEoWhFPVhUT6Y9hD7WGx6r/s9NOn+3HheI6CrGouk0ng7qsaY+kjvdGxfpghe+QW2zHpm0Q88MUOpOfz3xIRERERERER0V+xAIuIlPujA1b1jiAEAEdWlpJ9j+cch0OrekFZhF8EovyjlOTg7aTHEKayAKvaXPMs0Ki3rhDOojzkr10vtTaof38Ii0XX/kSexG5zYP+G89Lr219TX2E2VBO0i2qHZ3o8ozvO6jOr8c7udxRkRKSeb+PGiHtrBiAk2qlepjhxDy489zy797hRbKMQXHtPW6lOuJdz2JxY+t4ejievhKbRQZj/QA88NqglrGad3/hyrNiXgoEz12H5Xvn3NERERERERERENRELsIhIOZO4+KvFiA5YJkf1dMA6knVEah3HD/4hNCZAah1vtFQjswW44RMgqI50iMIUXzhtcmuDrx0gvS+RJzq6PRXFBXL/IOq3DkdkXJDijKgmGN1sNG5tdavuOP/Z8x8sP7FcQUZE6gX17o2YRyfrjpPzww/I+vxzBRlRZTXpGI2rbtDfEbgoz4Yl7yRKv47WJhazCeOuboaF465C67ohhuyRWVCKB77YiUnf7EZOIf9OiIiIiIiIiIgAFmARkQGMLMCyVLEDll1RB6wj2XIFWBw/+IfQaNkOWIWKM6EqCYoBbvoMMMl1ospNrvroSQAwBQQgsGdPqbVEnippTbL0Wna/IlemXDEFXWP1j2x9ZuMz2J+xX0FGROpF3HMPQoYN0x0n5fU3ULBpk4KMqLLaXxOPhH7xuuNkXSjE8g+S4LBzZGpltKkXgoXjeuHhq5vBZEwzLHy/6ywGzlqLNYdSjdmAiIiIiIiIiMiLsACLiJSziIuFGpoBIwirqwPW0ayjUuvYAesP0gVY7IBV/Rp0Bwa+VOVlmhPIPytXgBXUry9Mvr5Sa4k8UcqJXKSeypNaGxrjj4ZtIxVnRDWJ1WTFm33fRJ1A+Y6FAFDsKMaEXyYgvShdUWZE6gghUPelF+HXpo2+QA4HkidNRunJk0ryoooJIXDVTc3RKEH/a9nZw9lY/flBjpKsJB+LCVMGtcR3D/ZEk+hAQ/ZIyS3BP/+7DVMXJCG/xG7IHkRERERERERE3oAFWESknJEdsMzOqnXAcmRlK9mXHbD0C5McQZjNDlieodsDQNvrq7SkMN0HjhKz1HbB114rtY7IUyWtle9+ldA3HsKo1hVUY0T6R2LW1bPga9ZXvJpSmIJJqyehtIpF70TuYPL3R/zcOTBH6ivkcebk4MyDD8GRm6soM6qIySRw7T1tEVVf/zjdQ1suYNuSk/qTqkU6NQjH0gm9cXevxobt8X9bT2PwrHXYfDzDsD2IiIiI6P/Zu+vwqM7sD+DfOxabJBNXAsHdi1uLtIVSKlvZdqGGa6ntVra7dS8OBUrdXaClUCguheLuJEDcPSP39we/bmmJzXvfO5kk38/z5Fk2d97znhIycu+55xAREZE3YwEWEUlnNFwsuNClAKsWOmDll+cjtShVaC07YP0hKMIXEKgfKMgq5ZgRb6AowPXzgIg2NV5SIDh+ULFYENB/gNBaIm9UUliOEzvFRvOYLAa07q2tqxE1HO3C2uG/ff6rOc6ejD14Ztsz7DBDXskcG4v4uXMAs1lTnPLTp3H+gQehOtixx1MsviZcN6UTrCHau5zuWH4aR7eLfUZrqHzNRjw5si0+HtcL8SFi3Ymrcy6nBH9fug3PLD+EUrv88wFERERERERERN6MBVhEJJ1R+b0AS37RjNHpbgesHM17nsw9KbQuzhqHALM+Yx7qIpPZCKvN/YstqnqxCIu8gI8VuP1DwCe42oeqKlCQLHZhJ6BvXxit/N2h+uPw5hThQtKWPaPh46+tyIAaluuaXod729+rOc43J77Bh4c/lJARkXz+3boh+oknNMcp2rQJ6a+8IiEjqqkAmw9GTOkEs69Yl9RLrX3vMM4f0/55r6Hp3SwMK+8fgL/3SNAlvqoCyzadxvC5G7EnOVeXPYiIiIiIiIiIvBELsIhIOt1GEKouGFx2t5bI6IB1PEdw/KCN4wf/KjhSrCCHYwi9SFgz4OalqK6dWWm2GY4Sjh8kcrlUHFh/Xnh9h4HxErOhhmJ6l+kYEK+9k+ArO1/BlvNbJGREJF/IbbfC9vfbNcfJfvc95Hz+uYSMqKbC4624Zlx7zeN1XU4VP76xHzmpRZIyazisPia8cFMHvHPPFYgK0t6RrCKnMopw08LNePWnoyhnR2MiIiIiIiIiagBYgEVE0unVAcvoLHd7gp2MDljHco4JrWsRwgKsvwqO9Bdal5vGAiyv0vJq4MrHqnyI6PhBGI2wXjlIbC2RFzq7PxMF2WJd/GKaByM83io5I2oIjAYjXur/EpoGN9UUx6W68NCGh3Am74ycxIgki370Ufh176Y5TurTz6B4xw4JGVFNJbQLw4DbW2qOU1bswPL5e1FS4N6oerpoUKtIrLp/IG7sEqdLfJcKzP/lBEYt2IzDKfm67EFERERERERE5C1YgEVE0hkNvxdgye2AZXS5f1JdRgesE7knhNY1tzXXvHd9Y4tgAVa90f8hoNWICg+pKlBwTqzbmX+PK2AKCdGSGZFX2a+l+9Ugdr8icVaLFfOumocgS5CmOAXlBZi2dhryyvIkZUYkj2KxIH7OHJhiYrQFsttxbvoMlJ87JycxqpH2A+LQZaj2MXj5maX4YdE+OMold2BuIIL9zZh1W2e88Y+uCAuw6LLH4ZR8XD9/Exb8cgIOJ7thEREREREREVH9xAIsIpLujw5YtV+A5cjNhaqqwnuqqio+gpAdsC5ji+IIwnrDYABufAMIu/zfeXm+CeUFJqGwHD9I9UluWjGSD2ULrfUPsqBp5wjJGVFDkxCUgFcHvvq/92aizuSfwUPrH4LdzVHQRJ5gCgtD/Px5UHwFu2/+P2dODs5NmgxnIcfZeVLvG5uhWVftr3epp/Lx8zuHobrEP/s1dNe0j8FPMwdgWNsoXeLbnSpe+eko/vbGVpzMKNRlDyIiIiIiIiKi2sQCLCKSzqBcfGqRPoJQpKDLboerSLx4J6MkA/nl7o9KMBlMaBLURHjf+soWJdgBK5UFWF7JNwi4/SPAEvinb+cni18ADRw8RGtWRF5j/3rxTirt+sfCaOJbddKud2xvPHzFw5rjbEvZhpd/fVlCRkTy+bVrh9jnn9Mcp+z4cVx4+GGoTnZS8hTFoGDI3W0RlaitWx8AnNyVjm3fnpSQVcMVbvXB4tHdMOu2Tgj0Fbuhojp7knMxfM5GvLXpNFwsmCMiIiIiIiKieoRXdYhIut+7LKiSO2CZDGIFXc7cHOE9RbtfNQlqArPRLLxvfRUU7gfFoLi9riivHOWlDh0yIs0iWl7shHUJ0fGDfonhMEdFysiKqNaVlzpwZGuq0FqDQUG7/nGSM6KG7I7Wd+CmFjdpjvPJ0U/w6ZFPJWREJF/Q8OEInzxJc5zCX35BxuzZ2hOiGjNZjBg+qSOCwrV1MQOAXT8l4eBG8fG/BCiKghu7xGPVzAEY0FKfbpxlDheeXn4Id7y5DcnZvNmGiIiIiIiIiOoHFmARkXRGw8UCLKfkDlgmwek5zpxc4T05flAuo8kgfGElL71EcjYkTZvrgAEXu6uUFxpRlitWfBgYfBI4+LXMzIhqzbFf01BeIlY4mtg5AgE2H8kZUUOmKAoe7/k4ukR20RzrhV9fwNYLWyVkRSRf+NSpUsYZZy19E3nffishI6op/yALRkzpBB9/7V2X1n98DEkHsyRk1bDFBPvh3XuuwPM3doC/Rdso28psO5WNa2ZvwMe/JkFV2Q2LiIiIiIiIiOo2FmARkXT/G0FokNwBy+x+5yRAYwesXMECLBsLsCojPIYwjXdGe7VBjwIthqHgnIbxg3GlwDeTgZR9EhMj8jxVVXFAw/jBDoPY/YrksxgteH3Q64gOiNYUx6k68eD6B3Em74ycxIgkUgwGxL70Inxat9YcK+WJf6Nkzx7tSVGNhcYE4NoJHWAwin3u+53qUrFy6QFknS+UlFnDpSgK7uiZgJUzBqBHk1Bd9igqd+LRr/bjnnd2IC2/VJc9iIiIiIiIiIg8gQVYRCTd7yMIXZJHEJoF77p15uYK78kOWPKJFmDlsADLuxmMwE1LUJBqE1ruY7PDEugE7MXAJ3cCRZly8yPyoJQTecg6XyS0NjQ2ALEtbHITIvp/4X7hmHvlXPgatY35KigvwLS105BXlicpMyJ5DP7+aLRwAYzh4ZriqHY7kqdOgz0lRVJmVBNxrUJw5WjtBXT2UieWz9+LotwyCVlRQpg/PhnfC0+MaAOLSZ9TieuOZmDYrA34ds95dsMiIiIiIiIiojqJBVhEJN3vBViq5BGEZl+xcRTOHLEOWE6XE6fyTgmtZQFW5WyR7IBVXzlKVJSki3UsCIy/ZMRkXhLw2RjAUS4pMyLP2r9OS/ereCiKts4fRFVpE9YGz/Z7VnOcM/ln8ND6h+BwiY3aJNKTOTYW8fPmQjGLjUX+nTMzE8lTpsBVzPehntS6VwyuGNFEc5zCnDKsWLgP5aV8npLBYFAwtn9T/DC9HzrFB+uyR16JHTM+2YPJH+5CViGL54iIiIiIiIiobmEBFhFJp1sHLD+xCyiiHbCSC5JR5nT/pK+/yR8xATFCezYEIRxBWG8V/rIOcIkVXgbG/2XcyNnNwMp/aU+KyMOK8spwaneG0FqLrxEte0RJzojoclc3uRoTO03UHGdbyja8vONlCRkRyeffpQuin3lac5yyQ4dx4V+PQhV8j0NirrguES17an9NzEgqwOq3DsHlYkclWZpHBuLLSX3w4NCWMBn0KRr/8UAqhs3agJ8OpuoSn4iIiIiIiIhIDyzAIiLpDMrFpxbpBVgBPkLrHIIdsI7nio0fbB7S/H9/B3Q50RGEuenFHEXh5QrWrhVaZ7Y64BNcQWeCncuAnW9pzIrIsw5uvCB8kbd17xhYBLs9ErlrUqdJGNp4qOY4Hx/5GJ8e+VRCRkTy2W64AWFj79Mcp2DVKmTOXyAhI6opRVFw1T/aSBnLe2ZfJjZ9LvbZjipmMhowbXALfDu1L1pHB+qyR1ZROSa8/xse+HQP8krsuuxBRERERERERCQTKwSISDqj4fcOWHLvErdYfYXWiXbAOpFzQmhdCxvHD1bFP9gCs4/R7XX2UieK8zmSzlu5SkpQtHmz0NrA+FJUOnHth4eBM2JxiTzN6XTh4MbzwuvbD4yTmA1R1QyKAc/1ew5tQttojvXCry9gW8o2CVkRyRcxcyasgwZpjpO5cCHyf/hBe0JUY0azAddO7CB8A8el9v9yDnvXJkvIii7VLjYY307ti8mDmkGnZlj4avd5XD1rAzYcE+swSkRERERERETkKSzAIiLp9BpBaAkUO/EuWoAl2gGrRQgLsKqiKIp4FyyOIfRaRVu3Qi0trf6BFQiMq2KdywF8NgbITRLMjMhzTu3OQHGeWKFofOsQhEQHSM6IqGp+Jj/MvWouIvwiNMVxqk48sO4BnMk7IycxIokUoxGxr74CnxbNNce68OhjKNl/QEJWVFO+AWZcN7UjfK1i4+gvtenz4zi9l0U8svmYjHjkmtb4YlIfNA3X571Man4pxrz1Kx7/ej+KyironEtERERERERE5AVYgEVE0uk1gtDHJnYy15mTK7TueI5gARY7YFWLBVj1T8GaNULrjD5O+IVVU7BSnAl8fAdQVii0B5GnHFgv3v2qw6B4iZkQ1Vx0QDTmXDkHPkaxUc+/KygvwJQ1U5BbmisnMSKJjFYr4hcuhNFm0xRHLSvDuSlTYE9Ll5MY1UhwhD9GTO4Io0njKSwVWLXsINLP5stJjP6ka0IIVkzvj3v6NtFtjw+3J+HaORux/VSWbnsQEREREREREYliARYRSWcymADoMILQFii0TqQDVqmjFEkFYh13modov7u+vrNF+gmtYwGWd1KdThT+sk5orTW2FEpN3o2k7Qe+ngC45D6vEMmSdaEQF47nCq21hvqgScdwuQkRuaFDRAc80/cZzXGSCpIwc91M2J12CVkRyWVp1Ahxc+cAJpOmOI70dJybOhUuwc6fJCa6aTCG3NNWcxxHuQsrFuxDflaJhKzor/wsRvxnZDt8NK4n4mxin/mqk5RdjNuXbsOzyw+h1C73pi8iIiIiIiIiIi1YgEVE0unVAcsS6AfFx/3uDM6cHLfXnMo7BZfqfqFHmG8YQn1D3V7X0Nii2QGrPinZswfO7GyhtYHxbly8PLIcWPu00D5Eeju08YLw2vYD4mAwKBKzIXLftYnXYkLHCZrj7Ezbiae3PQ1VVSVkRSRXQI8eiP7Pk5rjlO7fj5Qn/s1/5x7WvFsket/YTHOc4vxyrFiwD2UlHGWnlz7NwrHy/v64/YpGusRXVeDNTadx3bxN2Jucq8seRERERERERETuYgEWEUlnVIwA5BdgmX2MQmND1LIyuErcu8P5RO4Jt/cBgBYhHD9YE7ZIwQKsdN6p7o0K1qwVWqcYXQiIqmb84F9tmgXs+VhoPyK9OMqdOLo9VWitwaSgbd9YyRkRiZnceTKGNh6qOc43J77BWwfekpARkXwht9yCkDGjNcfJX74cWYuXSMiI3NFlWALa9tP+upl9oQg/LdkPp5PdVfUS6GvGizd3xNt3X4HIQG1jbitzIr0QNy3agtdXHUW5gz9LIiIiIiIiIqpdLMAiIul+74ClSh5BaPYxwhgSIrTW3S5Yx3OOC+3T3MbxgzVhixIrwMrPKOFFEi+jqioK16wRWhsQXQaDSaBzxPfTgaRtQnsS6eHEb+koKxbrotGiWxT8Ai2SMyISY1AMeK7fc2gT2kZzrNm7ZuPnsz9LyIpIvqhHHkFA376a42TMno381aslZEQ1pSgKBvy9JRq11d51OPlwDjZ8dJSdzHR2ZetIrJo5AKM661Nw7nSpmLv2BG5YsBlHUvN12YOIiIiIiIiIqCZYgEVE0unVActkEeuABQDO3Fy3Hi9agNUypKXQuobG4muCf7D7BQcul4qCTDdG1pHuyk+dQvnZs0JrA+MEf5bOcuCTO4EcsX2JZDu48bzw2vaD4iRmQqSdn8kPc6+aiwi/CM2xHt34KA5mHZSQFZFcismEuFmvw9KkieZYF/75L5QeOaI9Kaoxo9GAq8e1R2hsgOZYhzanYNdPfE+pN5u/BXNu74KFd3ZFiL9Zlz0OpeRj5LxNWLjuBJwuFtURERERERERkeexAIuIpDMadBxBGGITWutwtwNWrlgBFkcQ1lyIYBesnLRiyZmQFqLjB6GosMaWiW9cnAl8fDtQViAeg0iCzHOFSD0l1m0hIiEQUU2CJGdEpF10QDTmXDkHPkZtI6NKnaWYtmYaUovERnQS6ckYFIT4RQthCNL2PKwWFyN50mTY09MlZUY14eNnwnVTO8E/SHsXyW3fnMLxnWkSsqLqDO8Qg1UzB2JImyhd4tudKl5eeRR/e2MLTmUU6rIHEREREREREVFlWIBFRNL9PoLQpccIQg90wMory0N6sfsXUBQoaBrc1O11DVWwYAFWLguwvIro+EG/lgkw+Wp8jkg/BHw5FnDJLfYkcoeW7lft+sdCURSJ2RDJ0yGiA57p+4zmOBklGZi2dhqK7Xz9Ju/jk5iI+NmzAKNRUxxHSgrOTZ4CV0mJpMyoJgJDfTFiSkeYLNpPba155zBSTuRqT4qqFRHog6VjuuG1Wzoh0Nekyx67k3IxfO5GvL35NFzshkVEREREREREHsICLCKSzqRcPIkqvQOWlhGEObk1fqzo+MH4wHj4m8WKihoi0Q5Yuem8gOst7OnpKNm3T2ht4Ki/A72maE/i2Epg9ZPa4xAJsJc5cWy7WGcfs68RLa7Qp/sDkSzXJl6LiZ0mao5zJPsI/rnxn3CyYJa8UECfPoh67FHNcUoPHMCFf/4LqkvuTShUtcjGQRg2tj201jM7HS78sGg/P2t4iKIouLlbPH66fwD6twjXZY9SuwtPfX8Id765Hedy+HMlIiIiIiIiIv2xAIuIpNOjA5ZiUGAwKTCFhAitd6cD1oncE0J7NLc1F1rXUNkiBQuwUnny3FsU/rIOUMXuKA8cfBUw9Gmg+RDtiWydD+x6T3scIjcd35mG8lKxgpKWPaJh0anrA5FMkztNxjVNrtEcZ13yOsz6bZb2hIh0EHLHHbDdfpvmOAWrViFj1mztCZFbEjuGo9+t2kfBlxbZsWLBPpQW2iVkRTURa/PDe/f2wDM3tIefWVsnuspsPZWFa2ZvxKc7kqAKfnYhIiIiIiIiIqoJFmARkXS/F2BBUeGCnCIss8UARVE0dMDKqfFjRTtgtQjRftK/IbGxA1adV7BWbPygpXkzWBo3Bowm4G9vAeGttCez/AHgzCbtcYjccHCDtvGDRHWBoih4pu8z6BjRUXOsdw+9iy+OfSEhKyK5FEVB9OOPw79HD82xspYuRe6XX0nIitzR8cpG6HhlvOY4uWnF+OGNfXDa2cnMUxRFwehejbHy/v64oonYDVfVKSxz4J9f7se97+xAWn6pLnsQEREREREREbEAi4ikMxn+6Oghawyh2efi3bBGL+6AxQIs9wSG+8JgcH9WSHFeOcpLHDpkRO5wFRWheOs2obWBVw3+4//4BgN3fAL4hWpMyA58OhrIPqUtDlENZSQVIP1sgdDayCZBiGgUKDkjIv34mnwx58o5iA3QXjj43LbnsPXCVglZEcmlmM2ImzMb5kaNNMdK+c9/ULT9VwlZkTv63tICTTpqH2eXciIPa947zG5JHtY4LACfjO+Nx4e3gcWkz+nKX45mYNisDfhu7wX+fImIiIiIiIhIOhZgEZF0/+uABXkFWKbfC7B07oClqqp4BywbC7DcYTQaEBThJ7SWXbBqX+GmzVDLy4XWBg6+6s/fCG0K3PYBYDBrS6okG/joNqCk5h3viEQd3MjuV9SwhPuFY/7g+QgwB2iK41AdeGDdAziRI1bwTqQnU0gIGi1aCEOAtn/ncDhwbvp0lJ0+LScxqhGDQcGw+9ohIkF7kfPxHWn4dTl/fp5mNCgYN6ApVkzrhw5xwbrskVdix/SPd2PqR7uRXST2eYaIiIiIiIiIqCIswCIi6YyK8X9/VhVJIwg91AErrTgNBXb3O5qYDWYkBCW4va6hEx5DmMYCrNpWKDh+0BQRAd8OHS4/0KQvcN0sjVkByDwGfDYGcPBiCumnvNSBY7+mCa21+BrRonuU5IyIPKNFSAu8MuCVPxXbiyi0F2LKminILMmUlBmRPD7NmyPu9dcAxf1OrZdy5eUheeJEONwYhU7amX2MGDGlI6whPppj7VxxBke2pkjIitzVIioQX03ugweGtoRJoGtyTazYn4Jhs9Zj9SGx93RERERERERERH/FAiwikk6PDlhmi7YOWI7cml34EO1+1TS4Kcxau/c0QCzAqptUhwOF69YLrbVeeSUUQyVvP7qOBvpM05DZ/zu9AVg+E+BYEdLJ8R1psJeJvb616hn9v6Jiorqof3x/PHLFI5rjXCi6gGlrpqHEUSIhKyK5rAMHIvLhhzXHsZ9Nwvlp04W7hpKYgGAfXDe1E8y+2l9vf/ngCM4dZRFdbTAbDZg+uAW+mdIXraL0Gd2cWViOce/txIOf7UVeiV2XPYiIiIiIiIio4WABFhFJZzKY/vdnaQVY/3+x2hAQAJjdL3Ry5ubV6HHHc8UKsJqHNBda19DZIgVHELIAq1YV/7YLzrya/U791WXjB/9qyFNAy2uEYv/Jng+ATa9rj0NUgYMbLwivbTcgTmImRLXjzjZ34vZWt2uOcyDrAP614V9wuuS8XySSKfSeu2G75RbNcYp37kTKk/+BysJwjwqLs+Ka8e2haOye5HKq+PGN/ci+UCQpM3JX+7hgfDetLyYObAadmmHhy13ncM3sDdh0nJ0ZiYiIiIiIiEgcC7CISLo/d8CSM4LQ9P8FWIqiwGgLdnu9WlwMV1lZtY8T7YDVwtZCaF1DFxIt2AErnd0yapPo+EGDvz/8e/Wq5kFG4OY3gci2Qnv8yZqngQNfao9DdIn0s/nISHJ/VC0ARDcNRlicVXJGRLXjnz3+ib5xfTXHWZu8Fq//xoJZ8j6KoiD6yX/Dv3c1711qIO+bb5C1ZKmErMgdCW3DMOiOVprjlJc4sHz+XhTlVf95kvThYzLiX9e2xucTe6NJmNhnyOqk5JXiH8u249/fHEBRmUOXPYiIiIiIiIiofmMBFhFJp+cIQgAw2UKEYjhzc6t9zIncE0KxW4SwAEtEcKT4CEJ2Eagdqqqi4GexAqyA/v1h8PGp/oE+gcDfPwH8w4X2+ZOvJwHJv2qPQ/T/Dmw4L7y23YBYiZkQ1S6TwYRXBryC5jbtXUDfO/QePjnyiYSsiORSzGbEz54NS9OmmmNlzJqF/JUrJWRF7mjbLxZdr26sOU5BdilWLNiH8lIW5tSmbo1D8cOM/ri7TxPd9nh/21kMn7sRO85k67YHEREREREREdVPLMAiIulMyiUjCA1yCrB+74AFAEabTSiGMyenyuMOlwOnck8JxWYHLDH+QRZYfI3VP/Av7GVOFOeV65ARVafs2DHYz4sVoFQ7fvBSIY2B2z8CjBahvf7HWQZ8fDuQfVpbHCIAZSUOHN+RJrTWx9+E5l0jJWdEVLsCLYGYP3g+Qn1DNcd64dcXsOHcBglZEcllDA5GozcWCX8GudSFf/4LJfv2aU+K3NJrVFM076b9NTgjqQA/LT0Il1NOl2cS428x4b/Xt8NHY3siziY20r46Z7OKcevirXj+h8MotXNMLhERERERERHVDAuwiEg6g+GSDliQc3LabPkjpjFEnw5YSQVJKHe5X9RjNVsRHRAtlFNDpygKbFFiXbBy0oolZ0M1UbBGrPsVjEZYBwxwb01CT+D6eWL7Xao4C/jwFqCk6iJMouoc254KR7nY61qrXtEwWdwvOCXydnHWOMy5cg4sBm0Fsy7VhYfWP4TDWYclZUYkjyUhAfEL5kMxmzXFUcvKkDx5inAxO4lRDAoG39UG0U2DNMdKOpiF9R8dZTdeL9CneTh+vL8/bu0er0t8VQWWbDiFkfM2Yd+5XF32ICIiIiIiIqL6hQVYRCSdUfnjArOsDlhmD3TAOp5zXChuc1tzKIoitJYgXICVywKsWlG4Zq3QOv/u3cV+dzvdDvR7QGjPP8k6Dnw6GnCwcxqJUVUVBzdeEF7frn+cxGyIvEvnyM54tt+zmuOUOEowdc1UpBalSsiKSC7/bt0Q85z2f+fOzEwkT5oMZ2GhhKyopkwWI4ZP6oigcF/NsQ5tTsFvP56VkBVpFeRrxst/64Rld3VHRGANRp0LOJ5eiBsXbsHrq4/Bzu5nRERERERERFQFFmARkXR/KsBSdBhBqFMHLNECrBYhHD+oBQuw6g57aipKDx4UWuvW+MG/uurfQJvrxdf/7sxGYPn9F29nJ3JT2ul8ZJ0Xu1ge0zwYoTEBkjMi8i7XJl6L6V2ma46TXpKOqWumosheJCErIrmCr78e4ZMnaY5TduwYzj/wAFSHQ0JWVFN+gRZcN7UTfPxNmmNt/+4Ujm5LkZAVyTC4TRRW3T8AIzvF6hLf6VIxd81x3LBgM46mFuiyBxERERERERHVfSzAIiLpDMofTy2qImsEofYOWI7s7CqPn8g9IRSXBVjaCBdgpbMAy9MK1op1vwIA61WDxTc2GIAbFwNx3cRj/G7Ph8DGV7XHoQbn4EbxcVHsfkUNxdgOY3Fj8xs1xzmacxQPrn8QDheLU8j7hE+bhqDhwzXHKdqwEWkvviQhI3JHSHQAhk/qAINRewfjte8dQfKRqj9jkueEBFgw7+9dMP+OLgjx1zYutDIHL+Rj5LxNeGP9SThdvKmDiIiIiIiIiP6MBVhEJJ0eHbD+NIIwxCYUw5lV9clxLSMISZwtUrAAK5UFWJ4mOn7Qp1UrWOI1FqBY/IG/fwIEJ2iLAwBrnwX2f6E9DjUYZcV2nNiZLrTWN8CMZl0jJGdE5J0URcG/e/8bPWN6ao61+fxmPLf9OajsWkheRlEUxLzwPPw6ddIcK+eDD5D9wYcSsiJ3xLYIwVVj2miO43KpWPnGfuEOmaSP6zrG4qeZAzCkTaQu8cudLrz44xHc8sYWnM5kt0YiIiIiIiIi+gMLsIhIOoPhj6cWl6wOWJcUYJnCwoRiOLKyKj1WbC9GckGyUNyWIS2F1tFFwZF+Quvys0rhdMj590XVcxYUoOjXX4XWBg7W0P3qUtZI4M7PAJ8g7bG+mQSc2aw9DjUIR7enwmEXe75p3TsaJrOx+gcS1RNmgxmvD3odzYKbaY71xbEvsOzAMglZEcll8PFB/IL5MMdp73CY9vzzKFy/XkJW5I5WPaPRY2Si5jjlpU4sn78XhTllErIiWSIDfbF0THe88reOCPTRPnKyIruScnHtnA14d8sZuNgNi4iIiIiIiIjAAiwi0oFJ+eMEp6wOWKZLC7DCw4ViODIzKz12Ou80VLh/0jTSLxLBPsFC+dBFFl8TAmw+bq9TXSryM0t0yIgqUrhhA2C3C621Dr5KXiKRbYBb3wMMGi+kOMuBT/4OpB+RkxfVW6qq4uDGC8LrOX6QGqIgSxAWDFmAMF+xovlLzdk1B8tPLZeQFZFcpvBwNHpjEQxWq7ZALhfOP/AgSo8ek5MY1Vj34U3Qpk+M5jiFOWVYPn8vyks4NtWbKIqCW7o3wsqZA9C3ufbXo4qU2l34z3cHMfqt7Tify8+mRERERERERA0dC7CISDqDcmkHLEkjCC0yCrAyKj12LEfsgkfzEI4flMEWJTiGMI1jCD2lcO0vQutMMTHwbdtWbjLNrgRGvK49Tmke8OHfgIJU7bGo3ko7nY/sC2LjZeJa2YSf34jqujhrHOYPng9fo6/mWP/e/G/8miLWhZFITz4tWiBu1izAqK3ToauoCMmTJsKRUfnnFZJPURQMvLMVEtqGao6Vdb4QK5fsh9PJDr3eJs7mh/fv7YlnRrWDn05dSTefyMLVszbgs53JHJ1LRERERNRANWvWDIqiVPh19uzZ2k6PiDyEBVhEJJ1R+eOkph4jCI2hoYDB/acvZ0blHbBO5J4QyquFrYXQOvoz0QKFHBZgeYRqt6Nw40ahtYFXXglFUSRnBKDbXUDf+7XHyUsGPrwFKCvQHovqpUOb2P2KSFT78PZ4ccCLUKDtdcDhcuD+X+7H8ZzjkjIjksfavx+in3hccxzHhRQkT5kKV2mphKyopoxGA64e3x7hjTR2MgOQfDgH6z44wgIcL2QwKBjduwl+nNEf3RuH6LJHYZkDj3yxD2Pf3Yn0fP4eExERERE1JHl5eTh9+nSFx0JCQtC4cWMPZ0REtYUFWEQkndFwaQGWpA5YlxRgKUbjxSIsN7mKi+EqqriLiegFPXbAksMW6Se0Lo8FWB5RvGs3XPn5Qmuljh/8q8H/AdqO0h4ndR/w2V2AU2zEItVf5aUOHP8tXWitX6AZTTtHSM6IqO4ZnDAYD3V/SHOcAnsBJq+ZjPRisd9JIj2F/P3vCL1rjOY4pfv24cK/HoXqYhclT7L4mnDdlE6whrg/Fv2vjmxNxY7lFZ90p9rXJDwAn07ojUevbQ2LUZ9TomuOpGPorA34ds95FuMRERERETUQe/bsqfT9f5cuXTycDdVHeXl5iI2NrbTL2qVfVLtYgEVE0v15BKGciwcmy59HBQiPIczKqvD7x3PFCrBahLADlgzsgOXdCn8RGz9osFoRcMUVkrO5dAMDcONiIK679lgn1wDL7wd4kYQucWJnOhxlYoXErXvHwGjiW20iABjddjRua3Wb5jipRamY/PNkFNnFxoIS6SnykUdgHTRIc5yClSuRMXuO9oTILQE2H1w3rRMsfibNsXasOINDm8U7aJK+jAYFEwY2w/Lp/dA+LkiXPfJK7JjxyR5M/OA3ZBSU6bIHERERERF5j927d1d6rHPnzp5LhOqtRx55BCkpKbWdBtUArwoRkXR/HkEoqwPWn5+uhAuwMi8fQ5hbmovMksrHE1ZGgYJmwc2E8qA/Ey3Ayk0vkZwJVUS0AMs6oD8Ui0VyNn9h9gP+/jFgS9Aea/cHwPqXtcehekPLxdN2/WMlZkJUtymKgn/1+Bf6x/XXHOtozlE8sO4B2F3sWkjeRTEaEfvqq/Bp3VpzrKwlS5Dz+ecSsiJ3hMVace3EDjAYtd8tuu7Do0g6WPHNP+QdWkYF4uvJfXH/kBYwGfS5Q/ing2kYNms9lu9jQR4RERERUX1WVQEWO2CRVhs3bsTSpUtrOw2qIRZgEZF0ehRgmXwkdcDKuLzQ6mTeSaFYCUEJ8DX5Cq2lPwsK8xW60FGSX46yEocOGdHvyk6dRvnZs0JrrVdeKTmbyjaKBO74HPAJ1h5r3fMXC7Gowcs6X4i002KjN+NbhyA4QqywlKi+MhlMeHXgq2gdqr04ZcuFLXh669Mc7URex2gNQKNFC2GK0D6CNvW/T6Fw02YJWZE74luF4KoxbTTHUV0qVi45gIzkAglZkV7MRgPuH9ISX0/uixaRVl32yCm2Y+pHuzHlw13IKmQ3LCIiIiKi+ogFWKSXsrIyjB8/nudB6xAWYBGRdEbDH8VSqoQRhAajAqPxrx2wwoRiOTIzLvveqbxTQrFa2Dh+UBaD0YDgCD+htbkcQ6irwnXrxBYajbD2197ppMYiWwO3vQcYtI+NwfczgBM/a49DddrhzeLtfNv2Zfcroor4m/2xYPACRAdEa471zYlv8Ma+NyRkRSSXOSYG8QsXQvHVeKOG04nzM2ag9OhROYlRjbXqGY1eNzTVHMde5sTy+XtRkF0qISvSU4f4YHw/rR8mDGgKRZ9mWFixPwXDZm3AygMcGUFEREREVJ+UlZXh8OHDFR7z9fVFawmdsqnheu6553DkyJHaToPcwAIsIpLOoPzx1CKjA5b5L92vAMAo2AHLmXX5GIhTuWIFWM1sHD8ok/AYQhZg6Up0/KB/ly4w2mxyk6lO00HAyLna47gcwGd3ASl7tceiOslpd+HIdrGLYz4BJiR2FnuNImoIIv0jsXDwQgSaAzXHWrhnIb458Y32pIgk8+vQHrEvv6Q5jquoCMnjJ8CeliYhK3JH16sbSxknXJxXjuXz96KsmGNTvZ2v2YhHh7fB5xN6o3GYPp1Ms4rKMfGDXZjxyW7kFJXrsgcREREREXnW/v374XBUPKmlQ4cOMBovv8ZJVBMHDx7ESy9pP79EnuVVBViKogQqinKjoihzFUX5WVGUM4qi5CiKYlcUpVBRlBRFUXYoivKeoijTFEXRfktiPaMoiklRlL2Koqg1+GpS2/lS/XTpCEKnTgVYpnCxsR4VjSA8nXdaKFbTYD4FyWSLZAGWt3Hm5aF41y6htR4bP/hXXe4Ernxce5zyQuDDW4HcZO2xqM45tTcDZUVi401b9YyGycwP1URVaRHSArOunAWThK6FT215CpvPc0wbeZ+gYcMQ8eADmuM40tKQPGEinIVFErKimlIUBQNub4nGHcQ6L18q+0IRfly8H0679u7QpL/uTULx44z+GNO7sW57fLvnAobN3oDVh1hcSURERERU13H8IOnB5XJh3LhxKC+//OYdRa/WzSSFVxRgKYrSVVGU9wFkAvgKwDQAgwE0BmADYAIQACAaQHcAowHMBXDy/wuy/qEoioSZQ/XCwwA61nYS1LBdWoAlYwShyVJRAZZYdxFH5uUFWKIjCJvaWIAlky2aBVjepnDDRsApVkRZawVYADDgYaDrGO1xClOBD24GirO1x6I65fDmC8JrOX6QqGZ6xvTE032e1hzHoTowc91MHMw6KCErIrnCxo5F8M03aY5TduQIzs+cCbWSO2pJHwajAcPua4eIBO0d+84fzcXa9w9DVVUJmZHe/C0mPD2qPT64rydigzWOE61ERkEZxr23Ew98tgd57JBGRERERFRnVVWA1blzZ88lQvXKwoULsXXr1su+HxERgeuuu64WMqKaqtUCLEVRIhRFeQfATgD/AGARCNMdwPsA9iiK0l9ienWOoijNATxZ23kQeWIEoSlCTgFWsb0YKUXuj5lSoKBxkH53xDZEwh2w0lmApRfR8YOWxo3h0zRRcjZuUBRgxOtA86HaY2UeBT66DSjnv7OGIj+zBMmHc4TWRjYJQlicVXJGRPXXyGYjMb3LdM1xShwlmPzzZCQXsGsheRdFURDzn//Av2dPzbGKNm5E6tPPsIDHwyy+JoyY0hGBYdqLcI79mobt34rd/EO1o1+LcKycOQC3dIvXbY+vdp3HsNnr8cvRdN32ICIiIiIi/bADFsl27tw5PPbYYxUee+211xAaGurhjMgdtVaApShKHwD7ANwFQEaftHYA1iuK8qTScPuuLQGgz615RG64tAOWbgVYkjpgnck/IxQn1hoLP5Of0FqqmC1KvAOW6uKFKNlUux2FGzcKra3V7le/M5qBW94BYjppj3XuV+CLewAnu040BIe3uF+U+7u2fWMkZkLUMIztMBZ/a/k3zXGyS7MxcfVEZJeyayF5F8ViQfyc2bA0aaI5Vu5nnyF72TLtSZFbAoJ9MHJaJ/j4a2+8/tvKszi48byErMhTgnzNeOWWTlg6pjvCrT667JGWX4Z73t6Bf36xD/ml7IZFRERERFRXuFwu7Nu3r8JjBoMBHTtyaBW5b/LkySgoKLjs+1deeSVGjx5dCxmRO2qlAEtRlBsB/IKLIwWlhgbwFID3FUXxivGKnqIoyr0AvOCKNxFgNFxagKXPCEJDUBAUs9ntWI7MzD/dNS46fjAxuBa7+9RTfoFmWPzcv6jhKHehKK9Mh4watuLfdsFVwRu8mvCKAiwA8LECd3wOBCdoj3VsJbB8BsCuE/Way6XiyFaxAiyTxYAW3aMkZ0RU/ymKgsd7Po7+cdqbGScVJGHKz1NQbGfXQvIuRpsNjRa/AaPNpjlW+quvIf/HH7UnRW4JiQ7A8EkdYTRpP9W0/qOjOLMvs/oHklcZ2jYKq2YOwIgO+hXcf7ozGdfM2oCNxzN024OIiIiIiOQ5evQoiosrPg/VsmVL+PuLNR6ghuvzzz/H999/f9n3fXx88MYbb9RCRuQujxcpKYpyNYBPIDZusKbuBLBYx/heRVGUKACv1nYeRL+T3wHr8qcqRVFgFBlDaLfDlZf3v/97KlesAKtpcFOhdVQ5RVGEu2DlpPFCq2yi4wcNgYHw7+pFbXUDo4B/fAH42rTH2v0BsPYZ7XHIayUfykZhjlhBZ/PuUUJFpEQEmAwmvDrwVbQNa6s51oGsA3ho/UOwu9hBhLyLpXFjxC9cAMWi/VTIhX/+C8W7dknIitwR28KGwXe30RxHVYGflh5A6um86h9MXiU0wIIFd3bF/Du6IMTf/RvCauJCXilGL/sVj329H4Vl7MBLREREROTNOH6QZMrNzcX06dMrPPavf/0LLVu29HBGJMKjBViKoiSiZsVXKQCeBzAQQBgAIwB/AC0BjAGwsgbbjVUUZYp4tnXKHAAhFXyfbTqoVhguaUDnMkgowKqgAxYAmMIjhOJdOoZQdAQhO2DpwxYlNtYxjwVYUqmqioJ1YgVY1v79hbrT6SqiFfD3jwGjhJEhG18DtjeYGu8G59DmC8Jr2/aNlZgJUcPjb/bHgsELEBug/Xdp4/mNeGbrM3/qekrkDfy7dkXsSy9qjqOWl+PcpMkoO31aQlbkjhbdo9Dn5uaa4zjsLqyYvw+5/BxTJ13XMRarZg7EsLb6dT/9aHsSrp61AVtOsFsaEREREZG3YgEWyfTwww8jNTX1su+3bNkSjz76aC1kRCI8VoClKIoRF4uvbFU8zIWLhVfNVFV9XFXVDaqqZquq6lJVtURV1eOqqr6vquq1AHoCOFzNtq8pilKvh6sqijICwG0VHCoF8JGH0yECcLGLwe9ckDCC0KeSAqywMKF4lxZgsQOWdwlhByyvUH76NOxnk4TWes34wb9q3Ae4SVLh1I//BA58JScWeY3i/HKc2St2gSsk2h/RTYMkZ0TU8IT7hWPRkEUIsmj/ffr6xNeYv2e+hKyI5Aq69lpEPvSg5jjOvDwkT5gIR1aWhKzIHZ2HNEKHQfGa45QW2fHd3D0cp15HRQT6YPHobphze2cE++lzA8r53BLc8eZ2PPntARSxGxYRERERkdfZVUV3ahZgkTvWr1+PZcuWVXhs0aJF8PGR0GCAPMKTHbAmAOhRxXE7gJv+v/CqpLpgqqr++v/xqmrR4QNggVtZ1iGKolgBLKrk8PMATngwHaL/kd4Bq7ICrHCBEYQAHJkXL1I4XA6cLTgrFIMFWPoIjhQrwMpNq/Zlg9xQ+Ms6sYVGI6wD+kvNRap2NwLDnpMQSAW+ngCcWi8hFnmLo9tS4XKJdctp0zcWiqJIzoioYWpqa4q5V82F2aD9YvaSfUvw2dHPJGRFJFfofffBdltF91G5x56UhORJk+Eq4XthT1IUBf1ubYHETmKfRy9VkFWK5fP3oryExTV1kaIoGNU5DqtnDsDg1pG67fPe1rO4ds5GbD/FgksiIiIiIm+yZ8+eSo917tzZY3lQ3VZWVobx48dX2M1/9OjRuOqqq2ohKxLlkQIsRVFsAJ6p5mFjVVX91p24qqoWAhgJ4EAVD+unKMrt7sStQ54H0KiC7x8F8JKHcyH6nz8VYCk6FmBFiBZgZQAAkguS4XC5f6I71DcUNl+b0N5UtZBo0QKsIsmZNGyFv4iNH/Tv2hXG4GDJ2UjWewrQc5L2OM5y4JM7gZS92mNRrVNVVXj8oMGooFXPaMkZETVs3aK64fl+z0uJ9dz257AmaY2UWESyKIqC6H8/gQAJheul+/bh/AMPQnWwgMeTDAYFQ+9rh6hE7R37MpML8ePi/XA6tHePptoRGeSLN+/qjldv6YRAX1P1CwQkZRfj9qXb8NT3B1FSrv08CxERERERaXP27FlkZ2dXeCw+Ph7hgk0kKvLLL78gJiYGiqJU+tWjRw+cPSvWdIJq19NPP41jx45d9v3Q0FC89tprtZARaeGpDliTAIRWcfxDVVXfEwmsqmoRLo7gs1fxsMdEYnszRVF6AphSyeGJqqqWezIfoksZlT8KplRFwghCS8UFWEbBNy/O/x9BeDrvtND6xOBEoXVUveAIsQKsgqxSOO28YCGDMzcXxVXMLa+K144fvJSiAFc/B7QdpT1WeQHwwd+AbLHnEvIeKSfzkCs4yjSxYzj8gyySMyKiaxKvwcPdH9Ycx6W68M8N/8TudLHXNiK9KCYT4l6fBZ82bTTHKvzlF6Q+91yFd0qSfswWI0ZM7oigCD/Nsc4dycHa9w5DFezGSbVPURT8rVs8Vs0cgIEtI3TZQ1WBtzefwfC5G/Hb2Yov9BARERERkWfsruI6iqzxgy6XC8888wyGDBmC1NTUSh83ceJEbNq0CY0bN5ayL3nO/v378corr1R47KWXXkJEhD6fL0k/uhdgKYpiATC9iocUAtB0Zl1V1UMA5lXxkA6KolyrZQ9voiiKGcBSVPzze1dV1XWezYjoz4yGPwqmdO2AJTqCMONiAdapvFNC61mApR+zjxHWEPfnGKsqkJfB0SsyFG7cCDjFfm+tVw6SmotuDEbgxiVA437aYxWlAx/cBBRmaI9FteawYPcrAGjTL1ZiJkR0qTHtxuCutndpjlPmLMPUNVNxMvekhKyI5DFaA9DojTdgitbeSTH340+Q9eabErIid/gFWjByaif4WrWPTT32axq2fs3nqbouJtgP79xzBV66uQOsPvp0wzqdWYS/vbEVz/9wGKV2dsMiIiIiIqoNVRVgyRg/mJGRgWuuuQZPPvkkXK6KGxAEBATggw8+wKJFi2Cx8CbhusblcmHcuHGw2y/vM9S3b1/cd999tZAVaeWJDljDAVR1NnGpqqopEvZ5GUBZFcfr07/QRwB0qOD7WQAe8nAuRJe5tAOWvgVYYlW/Do0dsJoGNxVaRzVjixIcQ5gu1r2G/kx0/KClSRP4JNah4kSzL/D3j4Co9tpjZZ8CPrwZKM3XHos8rqzEgRO/pQuttYb4oFGbqpq8EpFWD3R/AMMTh2uOk1+ejwmrJyC1qPK7BYlqgzkqEo0WL4YhIEBzrIzXXkfe98slZEXusEX5Y8TkjjCatZ9i2706CXvXJEvIimqToii47YoE/DRzAPo1lzd25FKqCizZcAoj5m7E7qQcXfYgIiIiIqLK6dkBa+PGjejcuTNWr15d6WNatWqF7du3484779S0F9We+fPnY/v27Zd932w2Y/HixVAUpRayIq08UYBV1W+9iqo7V9WYqqppAD6t4iHXKYoSLGOv2qQoSksAT1Ry+GFVVTM9mQ9RRQzKH08tLgkjCM2VjCA0RQh2wPr/AqxTuWIdsFiApS/hAizB8WH0B9VuR+HGTUJr68T4wb/yDQbu/AIITtAeK2Uv8MkdgL1UeyzyqOM70uAoF3utat0nBgYDPwQR6cmgGPBs32fRM6an5lhpxWkYv3o8cktztSdGJJFvq5aImzsHMGnvlnPhscdQtO3yk3ekr+imwRh2bztAwtuCTV8cx/GdadoDUa2Ls/nh/ft64Nkb2sO/kvMaWp3MKMLNi7bgpZVHUOZgNywiIiIiIk/RowBLVVW8+OKLuPLKK3HhQuVTG2655Rbs2LED7dq1E9qHal9ycjIef/zxCo89+OCD/NnWYboWYCmK4gtgRBUP2aqqqlgLmop9VMUxHwAjJe7lccrFMsclAHwrOLwBwDseTYioEibljwsHMjpgmXwqfqoyhYUJxXNkZkJVVZzOZwcsb2SLZAFWbSn+7Te4CgqE1loHDZKbjKcExQCjvwb8xZ5P/uTMRuCLewCnQ3ss8hjh8YMK0KZ3jNxkiKhCZqMZswfNRquQVppjnc47jSlrpqDYzvcN5F2sffsi5r//0R7Ibse5qVNRevSY9ljklqZdIjDgtpbaA6nAz+8cwrmj7GpUHyiKgn/0aoyf7h+AXk316ZzqUoFF605i5LxN2H8uT5c9iIiIiIjoD5mZmTh37lyFx2w2G5o0aeJ2zKysLIwYMQKPPvoonM6Kr62azWbMmjULn332GQIDA93eg7zHpEmTUFhYeNn3ExMT8eSTT9ZCRiSL3h2w+gHwq+L415L3WwOgqvk/QyXv52ljAQys4PvlACaqqqp6OB+iCv25A5aEEYSV3Clq8PcXGtXhzM5GWv4FFNmL3F7rZ/JDVECU2+uo5mzRHEFYW0THDxqCguDfVVtL3VoV3hy443PALPZv70+O/gB8NxWoZCY7eZfMcwVIPytWdNioTSiCwqt6m0tEMlktViwasgixAbGaY+3L3IcH1j8Au8suITMieWx/+xvCJk7QHMdVWIjkCRNgT+XITU/rMCge3a5prDmOy6Hix0X7kHnu8pOxVDc1CvXHR2N74anr28HPrE83rGNphbhh4Wa8vuooyh38PEJEREREpJequl917tzZ7XhbtmxB586d8eOPP1b6mLi4OKxbtw7333+/2/HJu3z66adYsWJFhccWLFgAPz9ed6jL9C7AGlLN8Z9lbqaqqgPA+ioeUmcLsBRFiQbwciWHX1FV9bAn8yGqivQRhL6Vn5w0hgt0rVFVnEneL5RLk6Amf/rvI/nYAat2qKqKgl/WCa219u8PxWyWm5CnxXcDbn0fMGgf/YO9HwOrHgdYF+31Dm1OEV7bpg+7XxF5WoR/BN4Y+gaCfbRPlt98fjP+vfnfcKm8QE3eJWLGDARdr715tyM1FckTJsIp2N2UxPUc1RSte0drjlNe6sTyeXtQkM0R1/WFwaDgrj5N8OOM/riiSYguezhdKuauPYHr52/CwQvshkVEREREpAeZ4wdfe+01DBw4sNKOWgAwePBg7Nq1C3369HErtgyDBw+GyWSqs1/Nmzf3+N9ZVXJycjBjxowKj91yyy249tprPZwRyaZ3FUGvKo7lA9irw54bqzgWoyhKgg57esI8ALYKvn8SwLOeTYWoaoqiwKhcLJqSMoKwkg5YAGAKjxCKeSHpoNC6pjaOH9RbYJgvDCbF7XUlBXaUFrGThajy06dhT0oSWmu98krJ2dSSFkOAUQvkxNq2ENjwqpxYpAuH3Ylj28U6g/gGmNG0k9jrDxFpkxiciPlXzYevsaKp7O5ZcWoFXtnxCthImLyJoiiIffZZ+Peq6nRKzZQdPYpz06dDLS+XkBnVlKIoGPSP1khop33EdVFeOb6fu4efc+qZJuEB+GR8b/z7urbwMelzavZIagFGzd+MOT8fh93JYmMiIiIiIplkdMDKycnBqFGj8NBDD8HhcFT4GEVR8Nhjj2HVqlWIjIwUSVUzp9NZp78q+7utLQ8++CDS0tIu+35QUBBmz57t+YRIOgltHiqmKIoCoHMVD9mj08i836o53gWA2BXmWqIoyvUA/lbJ4cmqqvJ2SPI6BsUAp+qUM4LQp6oCrHChmFnnTgI+7q9rGswCLL0ZDAqCI/yRk+L+iMjc9GJEJ2rvitEQiY4fhNEIa/9+cpOpTZ1uBwrTgdX/1h7rl2cBPxvQY5z2WCTd6T2ZKCsW+/DVqlc0jGZ2QySqLZ0jO+PlAS/j/nX3a+5g9cHhDxDmF4axHcZKyo5IO8ViQfy8uTh75z9QduyYpljFW7fhwhNPIPall3DxNA15gtFowNXj2uHbWbuFxx3/Lie1GCsW7MOo+ztXeXMS1S1Gg4L7+iViUKsIPPz5XuxKypW+h8OlYtbPx7DqUCpeu7UTWkcHSd+DiIiI5Hrnn5tQXqb9mgqRXiw+Rtz9Uj26HiBIawesX3/9FbfddhvOnDlT6WNCQkLw/vvvY8SIESIpkhdau3Yt3n777QqPPffcc4iNjfVwRqQH3QqwACQCqOoq+D6d9q0ubmcA3+q0t3SKogQCqKwdxyeqqq7yZD5ENWVUjLDDDlXGCMIqO2CJFWAVpCYDjd1flxicKLQfuSckSrAAK5UFWKIKBAuw/Lt1gzG4nv2d950OFKYBW+drj/XDw4CvDeh4i/ZYJNXhrRrGD/bl+EGi2nZlwpX4d69/46mtT2mONWfXHIT6huKmFjdJyIxIDmNgIBotWYwzt90ORwV3Rroj/7vvYY6KQuSDD0rKjmrC4mvCiCmd8NUrvyEvo0RTrNRTeVi17CCumdABBgML6eqTZhFWfD6xD5ZtOoVXVx1DuUN+t6qDF/Ixct4m3D+kJSYMaAqTkTcSEBEReavyMifspSzAIvJmRUVFOH78eIXHfHx80KZNmyrXz5kzB4888gjKq+hW3a1bN3zxxRdo0qSJllTJi5SWlmLChAkVHrviiiswefJkD2dEetHzE3eLao5X/MykkaqqmQDyqnhIdXl5mxcAxFfw/TwAMz2cC1GNGZSLTy9SRhBW1QErQqwAqyxdbOwUO2B5hi3KT2hdtkDRFgGOnByU7Kr8jo2q1Jvxg3819Bmgw60SAqnANxOBY6yX9iYF2aVIPpwttDYqMQhhsVbJGRGRiL+1/BsmdZokJdZTW5/C2qS1UmIRyWKOjkajJUtgsGp/3cla+iay33tfQlbkDv8gC0ZO7wS/QLPmWKf3ZmLDJ8c4NrUeMhoUjB/QDCum9UOneH1ubrE7Vbzy01HcvGgLjqdp68pGRERERNSQ7d27Fy5XxTdOdOjQASZTxf1v8vLycPPNN+P++++vsvhq3Lhx2Lx5M4uv6pmnnnoKJ06cuOz7RqMRixcvhsHAG2XqCz1/kk2qOX5Sx71PVXGszrSvURSlN4DKrig8qqqqWAUJkQcYDReLprQWYBnNhirv8BXtgGXOdb9Qx6gYkRCYILQfuccWFSC0Lie1WHImDUPRxo1AJR8YqhN45SCpuXgNgwEYtQBoNlh7LJcD+Gw0cHar9lgkxdFtqYDgtcu2/dgGmMibTOo0Cbe01N5l0KW68MiGR7AzdaeErIjk8W3VEvHz5wFm7QU8aS+8gPwff5SQFbkjOMIf103tVOWNRTV1cMN5/PbjGe1JkVdqERWILyf1wcNXt4LZqE+ns73n8jBi7iYsXHcCDqf8bltERERERPVdVeMHO3fuXOH3d+3aha5du+Krr76qdK2/vz/effddLFmyBD4+PlrTJC+yb98+vPrqqxUemzZtWo3GVlLdUZsFWOJzX6pXVew6UYClKIoZwFJU/DPaDmCxZzMico9R+b0AS9sJvarGDwKAUbAAyybQKKlRYCOYjdovfFD1QmL8hdaJjC0k8fGDliZNYKnPd2GYLMBt7wPxV2iP5SgFProNSNFrAjPVlKqqOCI4ftDkY0TzbpGSMyIiLRRFweM9H8fQxkM1xypzlmH62uk4mn1UQmZE8gT06oXY55/THkhVceGRf6Jo23btscgtkY2DcO349lLGB27/7jQObb4gISvyRiajAVOubI7vp/VD+7ggXfYod7rw8sqjuGnRFhxjNywiIiIiIrfs2rWr0mMVFdIsXLgQffr0walTlfePadGiBbZt24YxY8ZIyVGmdevWQVXVOvt15syZWv37c7lcGDt2LBwOx2XH4uPj8fTTT9dCVqQnPQuwoqo5rmf3pqquqkXouK9MjwJoV8H3HQAmqKrK29TIq8kaQWjyqfppyhQu9ittK3K/9UlicJ2o36wXQqLFOmDlZ5bAYdc+9rIhUcvLUbRxk9Daejt+8FKWAOCOz4DIttpjleUBH9wEZOoyhZlqKOVEHvIySoTWNu8WCYtvxS2kiaj2GA1GvND/BVwRrb1gtsBegAmrJyApP0lCZkTyBI8ciYiZMzXHUe12nJs6FaVHWWjoaQntwnDlmNZSYq378CjO7M+UEou8U+voIHw9uS8eGNoSJgmFexXZdy4P183dhAW/sBsWEREREVFNVdUB69ICrIKCAtx+++2YMmUKysrKKl1z0003YefOnejQoYPUPMk7zJ07Fzt27Kj0WGBgoIczIr3pWYAVWs3xLB33riq2SVEUfW4hk0RRlNYAHqvk8BxVVfd6Mh8iESbl4gVqrQVY1XXAMkUIdsAqdH9N0+CmQnuR+3z8TAiwud9iVVWBvHSxwoqGqvi33+AqFPiFAGC9cpDUXLyWfygw+mvA1lh7rKIM4N3rgZwz2mORkMOC3a8AoE3vGImZEJFMPkYfzL1yLtqEttEcK6s0C+NXj0daUZqEzIjkCRs/Drbbb9Mcx1VYiOSx42A/f15CVuSO1r1i0OsG7Z8rVZeKn5YeQNrpfAlZkbcyGw2YPrgFvp3aF62j9TkpX+504ZWfLnbDOprKblhERERERFWx2+04ePBghccMBgM6duwIANi7dy+6deuGTz/9tNJYJpMJr776Kr788ksEBXl16QIJOnv2LJ544okKj40cORI33nijhzMiT9CzACusimPlqqpWXuqpXXVnDKrKrVYpiqIAWAKgosqDJAD/8WxG+lIUpbeWLwDta/u/gSpmMPzeAUvjCEKfagqwQqur9axYcLH7a5raWIDlSSHRYmMIszmG0C2F69YJrTMEB8O/a1e5yXizwGhgzDeAtboGnzVQcAF4bxSQz9ExnlZe6sCJ39KF1gZH+CGmebDkjIhIJqvFioVDFqJRYCPNsc4XnseE1ROQW5qrPTEiSRRFQfQTT0jpQurIyEDSuPFw5ORIyIzc0fXqxugwKF5zHEe5C8sX7EVumsCHW6pT2sUG47up/TD9quYw6tgNa+Q8dsMiIiIiIqrKwYMHUV5eXuGxFi1aICAgAEuXLkWvXr1w/HjlkzBiYmLwyy+/4MEHH9QrVfICkyZNQlHR5dcsAwICMH/+/FrIiDxBzwKsquZHibXaqLnqbgG06ry/FuMB9K/k2DRVVetbZcEWjV9LPJ8y1YRRuVg4pbkDVjUFWIrZDKPN5nZcaylgdrg3hpAdsDwrJEZsDGEOC7DcUiBYgGXt3x+KqYGNYgtterETlq+EIpycMxeLsIo4OsaTTu3OgKNM7HWpde8YXKyTJyJvFu4XjsVDFyPcT6xL6qVO5p3E5DWTUWTnewvyHorJhLjXXoWvhNEE5adO4dykyXCVsIOsJymKgn63tkCzrhGaY5UW2vH9vD0oytPzHkfyBhaTAQ8Ma4VvJvdFyyh9Tmv+3g3rxoVbcCSV3dWIiIiIiP6qqvGDLVq0wD/+8Q+MHz8epaWllT5u0KBB2L17N/r166dHiuQlPvroI/z4448VHvvvf/+LhIQED2dEnqJnAVZVs6MqLg2Vx17NcYvO+wtRFCUGwEuVHP5GVdXvPJkPkRayCrBM1RRgAeJjCIPdvJaWGJwotA+JCRXsgJWTyjvAa6r8zBnYzyYJrW0w4wf/KqodcMfngMlPe6zMY8D7NwAludpjUY0c3iI4flABWvWKlpsMEemmUWAjvDHkDVjN2i9Q78/cjxlrZ6DMyeIG8h4Gf380emMRzBJO1pXs2YPzDz4E1eGQkBnVlMGgYMg9bRHbwqY5Vn5mKb6ftxdlJfwZNgQd4oPx/bR+mDyoGXRqhoX95y92w5q35jjs7IZFRERERPQ/VRVgLV++HB9++GGlxxVFwT//+U/8/PPPiIqSMGmDvFZWVhbuv//+Co917Nix0mNUP+hZgFVVkZPeZ4Wqi++VBVgA5gOoqK1GIYDpHs6FSBODcvHpRdU6gtBSfQGWMVysAMvmRi++SP9IBJjFOjKRmJBowQ5YqexSUVOF69eLLTSZYO1fWbPGBiChJ3D7B4DBrD1W6n7gw78BZXo3B6W8jBJcOJ4rtLZRm1AEhvrKTYiIdNUqtBXmXjUXFoP2j37bU7fjkfWPwOFicQN5D1NYGBKWLoFRcCT7pQrXrkXqU09DVd3rEEzamMxGXDuxA0JjtX/OzDpXiB8W7oPDru0GKKobfExGPHJNa3w1uS+aRehznsLuVPHa6mO4ceFmdsMiIiIiIvp/VRVgVcVms+Gbb77Biy++CKOx+uueVLc9+OCDyMjIuOz7iqJg8eLFMDW06TINjJ4FWFX9y9H7jFB1Z8YlXDGVS1GUGwDcVMnhJ1VVTfZgOkSaeWoEIQCYwsVGN9iKan6BgeMHPU94BGFaMVy8S7dGCtdvEFrn37UrjEFBkrOpY5oPAW5aDEDCbefndgAf3w7YOf5HT0e2Cna/AtCmd4zETIjIU66IvgIvD3z5fzcGaLE2eS3+u+W/cKl8j0Hew9K4MRotXgzFX6xz7KVyP/8cmfMXSMiK3OEbYMbIaZ1gDamqiXzNXDiei1VvHuRnoQakcyMbVkzvj/EDmkKvSdkHzuezGxYREREREQBVVbF3716315nNZmzZsgXXX3+9DlmRt/n555/x7rvvVnhswoQJ6NWrl4czIk/TswCrqiIovUs7qysb9KpblxVFCcLF7lcV2Q1grgfT8bQ+Gr/Gez5lqgmD4eLTi0tjB6wajSAU7YDlRqMkFmB5nl+gGT4B7leBuxwq8jMrn69NF7mKilC8Y4fQWuugQXKTqava3wxc97qcWGc2Ap+NARx6T2lumFSXiiPbxAqwLH4mJHYSe50hoto3OGEwnuz1pJRY3578Fq/ufJVdgsir+HVoj/g5swEJd09mLliAnI8/1p4UucUa4ovrpnWCj7/2n+HpvZlY9+FRPk81IL5mIx4b3gZfTOyNxHB9u2HdsGAzDqewGxYRERERNUwnTpxAQUGB2+vsdjuee+45HTIib1NSUoKJEydWeCwqKgovvPCChzOi2qBnf7OqriDq3VetuvjednXzJQBxFXzfBWCCqqr1toe8qqpbtaxX9LrFjzQzKf//a6gATsUJoypWd1mTEYTCBVhuTPxiAZbnKYqC0OgApJzMc3ttTmoRbFHaOwHUZ0XbtkG124XWWgcOkJxNHdb9XqAkB1jztPZYx1cBX40Fbn4LMLIFrUznjuagMLtMaG2LK6JgqsFrERF5r5tb3ozs0mzM3a39vpb3D70Pm48N4zvyPhDyHtb+/RHz7DNI+dejmmOlPv0MjCEhCLrmGgmZUU2FxVoxfFJHfDdnD5wObTcxHd6SAr9AM3rf2FxSdlQXdGscih+m98crPx3F21tOQ48avIMX8nH9/E2YemULTL6yGcxGPe/rJSIiapgsNbghnag2NeR/o1WNHxw1ahRSU1Oxffv2Co9/+OGHSExMxDPPPKNXeuQFjh49ipMnT1Z4bNasWbDZbJ5NiGpFbRVgWXTcF6h+xKDXFGApitIXwIRKDi9SVVWsPQlRLbt01IsKJ0Qb35l9qj+hZ4oQ7YBV8zOSicGJQnuQNiHR/oIFWMVI7KRDQvVI4br1QuvM8fGwNGVB4p/0e+BiEdaWedpjHfoWME8FRi0EDLygIcvhLRw/SNTQje0wFjllOXj/0PuaY83bPQ9BliDc3vp2CZkRyWG74QY40jOQ8brG7pyqigsPPwKjzYYAtsX3qNgWNgy9ry1WLjkAaCye2fVTEnytFnQZmiAnOaoT/CxGPDmyLa5pH42Hv9iLs1nF0vewO1XM+vkYfjqYildv6YS2sQ18ND0REZFkd7/Ur7ZTIKJKVFWA1bdvX9x1113o1asXTp8+XeFjnn32WSQmJuLee+/VK0VdDB48GOvXi11P8gZNmjTBiRMnajsNjB49GqNHj5YSy+Wq+sYtUzVd0rOyshAcHCwlF7qcnlf2quotY9VxXwCo7tO/+/0BdaAoigXAUgAVtXFKAfC4ZzMikseo/FFw5TKI38Fbk64jHhlBaGPBSW0IiREboZCT4sYPtwFSVRWFGzYIrbUOGMDug3+lKMDQZy52w5Jh78fADw9Bl9vWG6CyYjtO7ckQWhsSE4DIJoGSMyKi2qAoCh7q/hBGNRslJd7z25/H8lPLpcQikiVs3FiE3Hmn5jiq3Y5zk6eg5MBBCVmRO5p1icSA21pKibXlyxM4slW8CJ3qrh6JoVg5YwDu7ZsIvT66HUq52A1r9s/HUK6xaxsRERERUV1QVQFWly5dEBkZiR9++KHKLkcTJkzAqlWrdMhOP06ns05/ORyO2v4rBCD371Gt5tqR1vWkjZ4FWNlVHLMoiuKj497VXSmrKjdPegxAm0qO3a+qqvttX4i8hNFwSQGWIj5F01yDdqbGMLECrOAadsAKtAQizDdMaA/SRrQAK5sFWFUqO3oUjrQ0obXWQQMlZ1NPKAow/DWgo6RuKDuXASsfZRGWBMd3psNpF7so1KZ3DAsOieoRg2LAf/v8F1c1ukpzLBUqntj0BNYkrZGQGZEciqIg6rFHEXj11ZpjuYqLkTx+PMrPnNGeGLmlw6B4dL2msZRYa98/gtP7MqXEorrl925Yn03ojSZh/rrs4XCpmP3zcYxasBkHL/AUJhERERHVb9UVYAFA69at8fXXX8NiqXgYmMPhwC233IJ9+/bpkiMR1b7aKsACAD2rGUKrOOYEkK/j3jWiKEobAI9WcnilqqqfeTIfItkuHUHoUsTvhqxJAZb4CMKaPa5pcFNegK8lIdFiJ4pz0opZwV2FwvVi3a8UX1/49+ghOZt6xGAARi0A2oyUE2/7ImD1kyzC0ki084NiUNCyZ5TkbIiotpkMJrw88GX0jO6pOZZTdeLh9Q9jy4UtEjIjkkMxGhH78kvwv+IKzbGc2dlIum8s7GnpEjIjd/Qa1RSte0VrjqO6VPy09AAuHM/VnhTVSVc0CcWPMwbgvn76dcM6nJKPUfM3Y9ZqdsMiIiIiovrpwoULSE+v+LNxo0aNEBb2R9nDoEGDsHTp0kpj5efnY8SIETh//rz0PImo9ulZgFVdaw09r2jFVHEsQ63lq/LKxUqOpQAqKn8tATDFsxkRyfenEYQaOmDVZASh0WYDjNU/7q9shahRYUNicKLbsUmOwBBfmCzuv1TZS50oyi3TIaP6oVBwXndAz54w+PpKzqaeMZqAm5cBzYfIibdlLrD2WRZhCcpOKULaabG6+8btwxAQrGfDViKqLT5GH8y5ag7ah7XXHMvusmPG2hnYlbZLQmZEchh8fBC/YD58WrTQHMt+/jySx42DM7/W72NrUBRFwaDRrdG4vfZ7F512F1Ys3IfMcwUSMqO6yM9ixL+va4vPJ/RGYrhYl+nqOFwq5qxhNywiIiIiqp9q0v3qUmPGjMF//vOfStecO3cOI0aMQEEBP6cR1Td6FmCdqeZ4VUVSWlUV+7SO+9ZUMIC+lRx7RlXVU55MhkgPsgqwatIBSzEYYApz/8S0jwPwK6/+cU2Dm7odm+RQDApCosVOEOekFEvOpn5w5uaiZM8eobUBAwfITaa+MvkAt74PNO4nJ97GV4H1L8uJ1cAc2SLW/Qq4OH6QiOqvAHMAFg1ZhGbBzTTHKnWWYsqaKTiYdVBCZkRyGIOC0GjpEphitL+elR07huTJk+EqLZWQGdWU0WjA1ePbI7ppsOZY5SUOfD93L/IySiRkRnVV9yah+GF6f4z1QDes19kNi4iIiIjqkV27Kr/xrqICLAD473//i9GjR1e6bu/evbj11lvhcDg050dE3qM2C7C0n+muXFXVEt5QgFWVZxRFccj4AvBkNXudqCZGJ0/8B1P9ZDD88fSi6jyCEABM4YJjCAurfwwLsGpXSIzYGMLslBrOmGxgCjdtBlxiv5PWAQMlZ1OPWfyBOz4B4rrJibfueWDja3JiNRAupwtHt6cKrfW1mtG4g57TsonIG9h8bVg8dDFiA2I1xyq0F2Li6ok4kXNCQmZEcpijo5GwdAkMwdoLeEp2/obzDz4ElSeGPcpsMWLElI4IjdXetag4vxzfzd2Dojx2Cm7I/CxGPHFdW3wxsTea6tgNa+6a47h+/iYcOM9uWERERERU97nbAet3b775JgYNGlTp8ZUrV2Ly5MlaUtPdunXroKpqnf06c+aMx/6uOnfu7JH/prvuuqvKPKpbb7PZPPMX0kDpWYB1vJrj2nvhV0BRlDAAtioeUl1etc0o8au6+9m0rieq1KUdsJw6d8ACAGOEYAFWDWp0WIBVu4Q7YKWyAKsihRvExg9amjeDJT5Ocjb1nE8gcOcXQJT2EVcAgDVPA1vmyYnVACQdzEZxfg3aHFagVY9oGE16vk0mIm8RFRCFpcOWIsxXe9Flblkuxq0eh6T8JAmZEcnh07w5Gi1aBEXCGOnCNWuQ8p//QOVoZI/yDTBj5LTOCAzV/jPMzyjB9/P2oqyEhXQNXbfGofhhRn+M669fN6wjqQUYtWAzXl91lN2wiIiIiKhOq6oAq2vXrpUes1gs+Oqrr9C6detKH7N06VI8//zzmvIjIu+h55WlUwDyqzjeUad9q4u7R6d9iegSBuWPpxctIwhNFp07YBVVffHAYrAg1qq9KwKJCxUuwOIIwr9SnU4UbdgotNY6kN2vhPiHAqO/BsIk1Z2vegLY9oacWPXc4a3i4wdb94mWmAkRebuEoAQsHroYgeZAzbEySzIxdtVYpBaJdeAj0oN/1y6Imz0LMNbss1VV8r78Chmvz5KQFbnDGuKD62d0hl+gWXOsrHOF+GHhPjjKxT+nU/3gazbi8RH6dsNyulTMXXsC18/fhP3n2A2LiIiIiOqenJycSrsohYWFoVGjRlWuDwkJwQ8//IDIyMhKH/PEE0/go48+0pImEXkJ3Qqw1Iu3RO6p4iGdFUWXe6yqm/VTeYkqEUljUkz/+7NnRhBGCMWvbgRh4+DGMBq0X6ggcaIjCNkB63Kl+/fDmZsrtJbjBzWwRgJjvgVsCXLirfwnsONNObHqqZLCcpzZlym0NryRFeHx2oswiKhuaRXaCguGLICvUXuHmZSiFIxbNQ6ZJWLPQ0R6CBw0CDHPPSslVtbSpcha9paUWFRztih/XDe1E8y+2j+fXjiei1XLDsLlZFci+qMb1vgBTWHQsRvWDQs34+WVR1BqZ/EfEREREdUde/bsqfRYVeMHL5WYmIjvvvsOfn5+FR5XVRX33HMPNmzYIJIiEXkRvWerbKviWDD06YLVv4pjqaqqntVhTyL6C1kdsGpegKVPByyOH6x9QRF+MBjdPwtcUmBHSaHY+LH6qmC92PhBg9UK/641+yBBlQiOu1iEFRgjJ96KB4Fd78mJVQ8d+zUNLqfYeKQ2fST9jIiozukS2QWzrpwFk8FU/YOrcSb/DMavHo+8Mnb7IO9hu+EGRD7yiJRY6a+8gtwvvpASi2ousnEQhk/qCINJe5XM6b2ZWPfhUY6UJAAXu2E9NrwNPp/YB00j9OuGtXDdSVw3bxN2JeXosgcRERERkWxVjR+saQEWAPTs2RPvv/8+KutPU15ejhtuuAFHjhxxO0ci8h56F2Ctqeb4EJmbKYpiBFBVi47VMvcjosoZlT8KpzSNIDTX7GnKFB4mFD+4miZJLMCqfUajAcGRgl2wUjiG8FJF68Xungjo2xeKWfu4kwYvtOnFIqwAsY59l/luOrCHbYkrckRw/KDBpKDlFRw/SNSQ9Yvrh5f6v/SnmwlEHc85jkk/T0JheTUtV4k8KOzeexB6371SYqU8+R/k/7RKSiyqufhWIRh2XzvI6Cl/eEsKtn59Unsgqje6NQ7BD9P7Y8JA/bphnUgvxM2LtuDZ5YdQwlGYREREROTlZBVgAcDNN9+Ml19+udLjOTk5GD58ONLT092KS0TeQ+8CrI0ASqs4fqPk/QbjYmetynhFAZaqqrmqqip6fwF4qppUEquJsccDfx1UT106ts8lOILQZDFAqeEZP/EOWFUfZwGWdwiN5hhCrezp6Sg9dEhorXUgxw9KE9EKGPMd4BcqIZgKfDMZ2POxhFj1R0ZyATKTxYodEjuGw9fKYkOihm5Yk2F4us/TUmLtz9yPKWumoNjOonDyHpEPPYTgGyWcjnG5cOGhh1C0ZYv2WOSWZl0iMfCOVlJi7V6VhN2rkqTEovrB12zEo9e2wZeT+qCZTt2wVBV4c9NpXDNnA7adytJlDyIiIiIiGWQWYAHAQw89hEmTJlV6/PTp07juuutQXMxzSUR1ka4FWKqqlgD4oYqH9FEUpbHELf9exbEyAN9L3IuIqiBjBGFNxw8CgFGnEYSJwYlCcUmukBixk77sgPWHoo0bhdda+/eTmAkhqu3FTli+NgnBVOCbSSzCusTRranCa1v35vhBIrpoVPNReKznY1Ji7Urfhelrp6PUUdW9SUSeoygKYp55GtZBgzTHUu12JE+dhpK9e7UnRm5p1z8OPUfJuWFoy1cnhDuIUv3VJSEEK6b3x8SBzXTrhnU2qxi3L9mGJ789gMIyhz6bEBEREREJKikpqXQkYEBAAFq2bCkUd968ebj22msrPb5jxw7ccccdcLnEGlwQUe3RuwMWAHxYxTEFwDQZmyiKEgHg9ioe8oOqqrky9iKi6skYQWiy1LwAyxQhNtLLVkWTFAUKGgfJrBElUSHsgKVZ4br1Qut827cX/v2iKsR0BMZ8A/hU1bizpn4vwuI4QqfThWM7xAqw/IMtSGgrozMZEdUXf2/9d8zoOkNKrO2p23H/uvtR7iyXEo9IK8VkQtys1+HXtavmWGpxMZLGT0DpsWMSMiN3dLumMTpd1UhKrLXvH8HpfZlSYlH94Ws24l/XtsaXk/qgeaRVt33e23oWV8/agI3HM3Tbg4iIiIjIXfv374fTWfE1zk6dOsFgECu1MBqN+Oyzz9C5c+dKH/Ptt99i5syZQvGJqPZ4ogBrBYC0Ko6PVxQlSsI+DwPwreL4Mgl7EFENyRhB6E4HLENAABTfqp4CKhZcBChqxV2w4qxx8DW5H5PkE+2AlZ3CAiwAUMvLhUfDWAcMkJwN/U9sF2D0V4AlUEKw/x9HuLuquvf6L+lgNkoK7EJrW/eKhsHoibfGRFSXjO0wFuM6jJMSa/P5zXhw/YOwu8Sep4hkM/j5odGihfBp0UJzLFdeHpLvG4vyc+ckZEY1pSgK+v6tOVr21H5aTXWp+GnpAVw4nqs9Map3uiSEYPm0fpg0SL9uWOdzSzB62a/415f7kF/K10oiIiIiqn2yxw9eymq1Yvny5YiLi6v0MXPnzsXs2bM17UNEnqX7VSZVVcsAzKviIYEAXtayh6IorQFUdWvyQVQ9CrG6+IMURVGr+FonGpuovpLRAcudAixFUWASGENoVAFrScXHmtrkjHMg7UKi/C/2THRTYU4Zyks5xqB41y64isSK0ayDBkrOhv4kvjvwjy8As1iR4Z+pwLdTgN0fSIhVNx3VMDqH4weJqDLTukzDnW3ulBJrXfI6/GvDv+Bw8f0JeQdjcDAavbkU5thYzbEcGRlIuvc+ODLYwcaTFIOCq8a0QeP2YZpjOe0urFi4D5nnCiRkRvWNr9mIf17TGl9N7osWOnbD+mRHMoa9vgFrj1R1Py8RERERkf70LMACgLi4OKxYsQKBgZXfpP3ggw/i66+/1rwXEXmGp27zXwggp4rjYxRFETqjrSiKP4BPAViqeNgLqlpJixsi0oVB+ePpxRMjCAEIFWABlY8hTAxKFIpH8pksRgSFiXUjy00rlpxN3VO4foPQOmNoKHzbt5ecDV0moRdw52eAyU9CMBX4diqw630JseqW0iI7Tu8XG5sTlRiEkGgZRXBEVB8pioJHrngENzS/QUq8VWdX4YnNT8DpEnuPTCSbOSoKjZa9CWNIiOZY9qQkJI0dB2denoTMqKaMRgOuHt8e0U21j7cuL3Hgu7l7+TmKKtW5kQ3fT+uHyTp2w0rNL8W97+zEzE/3ILeY43uJiIiIqHboXYAFXBxl+Omnn8JorPiaqMvlwp133ont27dL2Y+I9OWRAixVVXMAPFnNw95SFGWkO3EVRQkA8B2AjlU8bCuAj9yJS0TaXdoBS/XACEIAMEUIFmAVVVyfyQ5Y3kW0OCKHYwhRuH690Dpr//5QBGeYk5ua9APu+ASQMvZUBb6b1uCKsI7vSIPLIVZvz+5XRFQdg2LAf3v/F8MaD5MSb8WpFXhq61NwqWLvk4lk80lMRKOlS2EI0F6QXHb0KJInToKrmAU8nmS2GDFiSkeExmr/GZbkl+PbObtRmFMqITOqj3zNRjxyTWt8PbkvWkbp1w3r693nMeT1DVh5QLzTLRERERGRCKfTif3791d4zGw2o73Em9evvfZazJ8/v9LjJSUlGDlyJE6dOiVtTyLSh8mDey0CcBeA7pUctwD4RlGU5wE8r6pqJUPBLlIU5QoA7wBoW8XDygFMZvcrIs/z9AhCADBK7oDVNJgFWN4kJCYAZw9kub0uO7VhX/gpT05GueCbcuvAAZKzoSo1HQTc/iHw8d8Bp9a7vFXgu6kX/7frGAnJeb8j21KF1hlNBjTvFik5GyKqj4wGI17s/yJKnaXYcE6su+Slvj7xNSxGCx7v+TgURacWIkRu8GvfDvELFyJ53Dio5drei5Ts3o1z06YjftFCGCxVNSwnmXwDzBg5rTO+euU3FGRrK54qzC7Dd3P24MYHu8IvkD9Dqlin/++GNXfNcbyx/hScLvmnYDMLyzDxg10Y0SEGT41qh3Crj/Q9iIiIiIj+6siRIygpqbhcoW3btrBI/qw7ceJEnDx5Eq+++mqFxzMyMnDttddi69atCA0Nlbo31S033HADmjRpUttpUCU8VoClqqpTUZTbAewCEFTJwwwAngBwj6IobwP4CcBBALkAfADEA+gF4O8ArgVQ3VnqR1RV3aM5eSJym8GgfQSh2eJe5x3hEYSV1OckBnMEoTcJifYXWtfQO2CJjh+E0YiAvn3lJkPVaz4EuPV94NN/AC679njfTQNUFeh2l/ZYXiwntQjpZ/KF1jbpGA7fALPkjIiovjIbzXht4GuYsmYKfk39VXO8T49+CrPBjEeueIRFWOQVAnr2QNzsWTg3bTrg1DYms2jzZlx48CHEzXodismT9/81bNYQH1w/ozO+evU3lBRoez+Zk1qM7+ftxaiZXeDjx58hVczHZMTDV7fG1e2i8cgX+3AktUCXfVbsT8GWk5n47/XtcH2nWL5uEhEREZGu2rVrB0/3eHnllVfwyiuveHRPqntuuOEG3HDDDbWdBlXCo3OFVFU9iYvFU9WdAYrDxUKsjQCyAbgAlAA4DuB9AMNRffHVO6qqztGUMBEJ+3MHLLHRKiZ3RxCGiXbAuvwNVKhvKIJ9goXikT5CYwRHEDbwDliFG8TGD/p16QxjMH8HakWra4Bb3gEMki5yfT8d+O0dObG8lGj3KwBo3TtaYiZE1BD4mnwx96q56BjRUUq8Dw5/gDm75nj8pB5RZQKvugqxzz8nJVbB6tVIefwJqC6O2/QkW5Q/Rk7rDLOve5+pK5KRVIAVC/bCXq6tII/qv47xNnw3tR9mDG4Bk0Gf4qicYjtmfLIH4977DWn5HJFJRERERERE3sWjBVgAoKrqD/cdzgEAAQAASURBVADuQPVFWFp8AmCsjvGJqBpSRhBa3CzAihAswKqgQRLHD3of0Q5YeRklcDoa5gUfV0kJireLdeewDhwoORtyS5vrJBdhzQB+XSonlpdxuVQc2y5WgOUXZEFCW7ZrJiL3BZgDsGjIIrQNaysl3rIDy7Bw70IpsYhkCB41ClGPPSolVt633yLt2edYZOhhEQmBGD6pIwwm7YUwKSfysHLxgQb7uYpqzmIyYObQlvh+Wj+0j6tsAIJ2Px9Ow9DX1+Pzncl8biEiIiIiIiKv4fECLABQVfULAIMBpMsODeAZAHeoqspb84hqkZQCLDfv1hUdQRjMAqw6wcffDP8g92dqqy4VuekNswtW0fbtUMvKhNZaB7AAq9a1GQnc8q68IqwfHgK2LpATy4ucP5qDwhyxf+cte0TBYKyVt8NEVA8EWYKweMhitAxpKSXeG3vfwKK9i6TEIpIhdMwYhE+eLCVWzkcfIeP1WVJiUc3FtwrBsPvaQcaktqSDWfj5nUNwuVjsQtVrExOEbyb3xSPXtIJFp/fb+aUOPPzFPtz19g6czy3RZQ8iIiIiIiIid9TaFSdVVTcC6IiLIwVlOATgKlVVn1R56xNRrTMofzy9CI8gdLcDlmABVkUjCJvaWIDljUJExxCmNMwCrML1YuMHTTEx8GnZQnI2JKTNdcCt7wEGs5x4Pz0GbHxNTiwvcWRbivDa1r1iJGZCRA2RzdeGJUOXoFlwMynxFu5ZiMV7F0uJRSRD+LSpCLnzTimxspYuRebiJVJiUc016xKJgXe0khLrxM50rP/oKDsOUY2YjAZMHtQcP8zohy4JNt322XAsA8NeX48Ptp1lgSARERERERHVqlq95V9V1TRVVccA6A7gI4iNJdwF4C4AnVVVXScxvfpgHYCnqvjKra3EqP4zGv4onnIYy4ViWNzsgGUULcCqoANWYnCiUCzSV6jgGMKc1Ap+yPWcqqooWr9BaK11wAAoMm6TJzlaj5BbhLXmaeCX54F6cOGsvNSBU7szhNaGN7IiPN4qOSMiaojC/MKwdNhSNA5qLCXe/D3zsXRf/RwbS3WPoiiIevwxBI0cKSVexqxZyP7gQymxqOba9Y9Drxvk3GR0aNMFbP3qJIuwqMaaRwbii4l98MSINvA163MquqjciSe+OYA739yOpKyGeQMWERERERER1T5JM220UVX1NwB3KooyCcAwAAMBtAPQHEAwgAAAZQAKAJwHcBjArwB+UFX1hAfyWwegzl2J/v+819VyGtRAXTqCMMcvVShGWJx7F8YNPj4wBAXBlZ/v1rqgEsDoVOE0/vFrzhGE3km8A1bDK8AqP3EC9gsXhNZaB3L8oNdpPRy47X3g09GAS6Re/S/WvwQ4yoAh/4WUmTS15OSudDjKxbossvsVEckU4R+BN4e9ibtX3o3zhec1x5u7ey4MigH3dbhPQnZE2igGA2Kffw6uggIUrlunOV7as8/C4O8P2003ak+Oaqzr1Y1RUmjH3p+TNcfavToJPgEmdLumifbEqEEwGhSM7d8UQ9pE4ZEv9+HX09m67LP1VBaunr0BD1/dCnf1aQKjoe5+1iEiIiIiIqK6p1Y7YP2Vqqr5qqp+oarqNFVVr1JVNUFV1WBVVU2qqgaoqhqtqmo3VVX/oarqXE8UXxGRmEtHEGZY3T/BazQbECbQmUR0DGHwJfU5/iZ/RPlHCcUhfYUIdsDKTm14d8AWbhDrfqVYLAjo1VNyNiRFq2svFmHJ6oS1eTaw8tE63QnryFaxAl+DQUGLK/g8T0RyRQdEY9nVyxAdEC0l3uxds/H2gbelxCLSSjGbETd7Fvy7d5cSL+WJJ5C/8icpsahmFEVB35ubo01fOUXo2745hf3rzkmJRQ1Hk/AAfDKuF54Z1Q7+Fve6ntdUid2Jp5cfwq2Lt+JkRqEuexARERERERFVxKsKsIio/ri0A1ahTw5Ohu5xa327/rEwGt1/ihItwLp0DGFicCLHr3kp0Q5YuWnFcLnqbpGJiMJ164XW+ffoAYO/WKEbeUCra4HbPgCMFjnxti8CVjwAuMS6SNWm/MwSXDieK7Q2oX0Y/IMk/R0SEV0izhqHZcOWIcIvQkq81397He8efFdKLCKtDL6+iF+0ED5t22gP5nLh/MMPC980QGIURcGgO1ujWVc5z1EbPjmGI1tTpMSihsNgUDC6dxP8dP8A9G8hdg6nJn47m4Nr52zEonUn4XDWvc87REREREREVPewAIuIdGE0/PlOxq1NvoHdUFajtQE2H/S8XmwEoHgHrD+Kczh+0Hv5B1ng4+/+9Fyn3YWCrBIdMvJOzoICFO/aJbTWOmCA5GxIulbXyC3C2vkW8N00wOWUE89Djm4X634FAK16yulOQ0RUkYSgBLx59ZsI9Q2VEu/Vna/i/UPvS4lFpJUxMBAJb74JS1MJn5nsdpybNh1Fv/6qPRbVmMGgYOg97ZDQVs5z1Nr3DuPEb+lSYlHD0ijUH+/d2wMv3dwBgT7uf86viXKHCy+tPIIbFm7GwQt5uuxBRERERERE9DsWYBGRLi7tgAVc7IL1fdsFKDbnV73QVo7rZ3SGxVfs5JsxPExo3aUdsJoENxGKQfpTFEV4DGFOSsMZQ1i0eTPgFCumsQ5kAVad0PJq4LYP5RVh7fkA+HoC4HTIiaczVVVxdJtYAZaPvwmJHfW7056ICLhY0L902FIE+wRLiffyjpfx4eEPpcQi0soUGoqEt9+COT5ecyy1rAznJk5CyZ492hOjGjOaDbhmQgfENNP+HKWqwOq3DuLM/kwJmVFDoygKbrsiAasfGIirWkfqts+B8/m4fv5mvPLTEZTa69aNJ0RERERERFR3sACLiHRhUC5/ekkPPIsvO7yGQ5GbUWb8czFMsTkf+6LXATeeQajgmDkAMIWLjVKwFf7x58ZBjYX3J/2FRIv9+8hOLar+QfVE4XqxUS6WJk1gacx//3VGy2H/X4TlIyfe/s+BL+4BHOVy4uko9WQe8jLEutq16B4Fo5lvgYlIfy1DWmLJ0CUItARKiffiry/io8MfSYlFpJU5KgoJb78FU4T2UXau4mIkjRuPkoMHJWRGNWX2MWLElI4Ib2TVHMvlVLFyyQGcO5ojITNqiKKDfbHsru6YdVsnBPuZddnD6VKx4JeTGD53I3aeydZlDyIiIiIiImrYePWJiHTx1w5YvyvyycWGZp/hve7/xlftX8c37Wbjyw6v4f1uT2JL4tdwWeya9hUdQWi7ZAQhC7C8m2gBVk5qw+iApbpcKNwgVoBlHThQcjaku5bDgL9/DJj85MQ7/B3wyR1AuXf/vhwR7H4FAK16c/wgEXlO27C2WDxkMaxm7QUOAPDCry/g4yMfS4lFpJWlUSMkvP0WjDab5liuggIk3zcWpceOaU+MaszH34yR0zrDFiXWZfhSTrsLKxbuQ+opjnkjMYqi4MYu8Vj9wABc006/9+ynMopwy+Kt+M+3B1BYVjc6ABMREREREVHdwAIsItKF0VBxAdbvnAYH0gPPIjXoNDKsSVCViwVQTpe2VvCmCNECrD/+nBCYoCkH0ldIjOgIwobRAav04CE4s7KE1nL8YB3VfDBw5+eAWbx74J+cWA18+DegtJqRsbXEUe7EiZ1pQmttUf6IahIkOSMioqp1iOiAxUMXI0DS8/Tz25/nOELyGj7Nm6PRsjdhsGovMnTm5iLpnntRduq0hMyopvyDLLh+RmdYQ7R3VXWUObF8/l5kJBdIyIwaqshAX7wxuhsW3NEVYQGSRq7/haoC7249i6tnbcC6o+m67EFEREREREQNDwuwiEgXFY0grAmX6tK0r3AHrMKLBWCRfpHwN2u/+5f0IzqiMielCKqqVv/AOq5w/XqhdQZ/f/h17y45G/KYxP7A6K8BH0nFRWc3A+9dDxR732iO03szUV4qVqzbunc0FEWRnBERUfU6RnTEG0PegL9JzvvMF399Ee8dfE9KLCKt/Nq1Q6Mli6H4ae/I6czKQtI996A8OVlCZlRTgaG+uH5GZ/gFah/9VlbswPdz9yCnAY2AJ32M6BiD1Q8MxKjOsbrtcT63BHe/vQMPfLYHOUXeP4qdiIiIiIiIvBsLsIhIFybFJLTOqWrsgCU8gvDi/yYEsfuVtwsM9YXJ7P7LV3mpE8V59f+Equj4Qf8+vWGw6HN3MXlIQk9gzDeAb7CceBd2A28PBwrEx/3pQXj8oAK06snxg0RUezpHdsYbQ+UVYb2y8xW8c+AdKbGItPLv2hXx8+dBMWsv4HGkpSHprrthv3BBQmZUUyHRARg5rTMsvlV3s66JkgI7vp21G3kZJRIyo4YsNMCCObd3wdIx3REZqL1LW2W+2nUeQ2etx4p9KQ3ixi0iIiIiIiLSBwuwiEgXtdUByxgaChjc3/v3AqzGQY017U/6UwwKbNFiFy6z6/ld2I6sLJTu3y+01jpwoORsqFbEdQPu+h7wC5UTL+Mw8NY1QM5ZOfE0KsorQ/IhsRGb8a1CYA3xlZwREZF7ukR2waIhi+Bn0t4pCABe++01LNu/TEosIq2sffsi9vXXAKP2Ah77hQs4e889sKdxNJgnRSQEYsTUTkI3vPxVUV45vpuzG4U5ZRIyo4ZuaNsorJ45ELd0i9dtj8zCckz5aBfGv/8b0vJLdduHiIiIiIiI6i8WYBGRLoyK2El3h8uhaV/FaLxYhOUmv3LAp1xlAVYdERItOoawWHIm3qVw40ZA8G5d64ABkrOhWhPTCbh7BRAQISdezumLRVgZx+TE0+DY9jTRf+Jo3TtGbjJERIK6RnXFwsELpRVhzd41G0v2LZESi0iroKFDEfvC84CEkb/2s0lIuvdeOLLEiq9JTGxzG66d1AEGk/afYX5mKb6bsxvF+fW/EzHpL9jfjFdu6YR37+2B2GD9bqxYfSgNQ15fj09+TWI3LCIiIiIiInILC7CISBe11QELEB9DGFzEEYR1RWiMWAesnJT63QGrcP16oXU+bdrAHBUlORuqVVFtgbt/AAIlFR0VXADevhZI2SsnngBVVXFkW4rQWrOPEU07SypIIyKSoHt0dywYvEBaEda83fOwaO8iKbGItAq+/npE/+dJKbHKT55E0r33wZmbKyUe1UxC2zBcfV97KAbtRVg5qcX4bs4elBbZJWRGBAxsGYGfZg7AP3rpd/6moNSBf321H3e+uR1ns+r3eQQiIiIiIiKShwVYRKQLo0GsA5ZTdWre2xQWJrTOVgQ0CWqieX/Sn3AHrHo8glB1OFC0abPQWna/qqciWgL3/AAEN5ITrzgTeGckkLRdTjw3ZSYXIvuC2O9ws64RMPtoH4dERCTTFdFXYP5V8+FrlNPFY+GehVi4ZyG7dZBXCLn9dkQ+/JCUWGVHjyJp7Dg4CwqkxKOaadolAoPvagNor8FC1vlCfDdnD8pKtHW8JvpdoK8Zz97QAR+N64mEULEbtGpiy8ksXD17A97ceApOF19fiYiIiIiIqGoswCIiXYiOIJRRgKWEhQitCykC4gPjNe9P+hMtwMpOrb8jCEt274ZL8KKUdeBAydmQ1whterEIyyZpvGpZHvD+DcDJX+TEc4No9ysAaN2L4weJyDv1iOmBeYPnwcfoIyXeor2LMH/PfBZhkVcIu+8+hE+bKiVW6YEDSB43Hs7C+ntDhTdq1TMag+5oJSVWRlIBls/bg/JSFmGRPH2ahWPl/f0xtl8iJDRsq1Cp3YVnVxzGTYu24GgqC0GJiIiIiIiocizAIiJd1OYIwuIgsQtYCfYgaRe/SF/BkX5C4zBK8svr7eiLwg0bhNYZg4Ph16mj5GzIq9gSgHt+BMKay4lnLwY+uhU49K2ceDXgcrpwfEea0NrAUF/EtrDJTYiISKJeMb0w7yp5RVhL9i3B3N1zWYRFXiF88mSEjRsnJVbJnj1InjABriIWYXlSu/5x6Ps3Oe8jU0/lY8WCfbCXa7/xiuh3/hYTnriuLb6c1Acto6y67bM3ORfXzduIWauPoczBf8NERERERER0ORZgEZEuTAaT0DoZHbByxZojoVG5fifqSC6jyQBbpJ/Q2pyU+nnBpnDdeqF1Af37QzFyNFu9FxwH3LMSiOogJ56zHPj8buC3d+TEq0bSoWyUFIgVT7bqFS1UsElE5Em9Y3tj7lVzpRVhvbn/Tby28zUWYVGtUxQFEQ/MRMiY0VLilfz2G5InToKruP52tvVGnYckoMfIRCmxLhzPxY+L9sFhZwELydUlIQTLp/XH/UNawGzU5/2/3alizprjGDlvE3Yn5eiyBxEREREREdVdLMAiIl2IdsByurSfhE3zKxNaF1XK7ld1iegYwpx6OIbQfuECyo4fF1prHThAcjbktawRwN3fA/E95MRTXcD3M4CNrwM6X+A/tj1VeG2rXtESMyEi0k+f2D6YP3g+fI2+UuK9e+hdPL/9eSkdZom0UBQFUY8+Ctttt0mJV7xjB5InTYarpERKPKqZ7sOboMvQBCmxkg/n4KclB+B08PmJ5LKYDLh/SEssn9YfnRrZdNvnWFohblq0Bc8sP4Tico7VJCIiIiIiootYgEVEujAqYh11ZHTAOmcuFFoXUsQOKXVJSLS/0Lrs1PrXAUt0/CAUBQH9+slNhrybXwgw+msgcaC8mGueAlY9Abj0uYBWXuLAqb2ZQmtjmgXDFin2XEFEVBt6xfTCgsEL4GcS6/T5V58c/QRPbX1Kyk0ORFooioLo/zyJ4BtukBKvePt2nJsyBa7SUinxqHqKoqD3Tc3QfkCclHhn9mdh1bKDcDlZhEXytYoOxFeT+uCJEW3ga9bn9LeqAss2ncbVszdg03GxzytERERERERUv7AAi4h0IVqAJeMO/VMmsTbwAYLjrah2hMQIdsBKqX8dsArXixVg+XXqBFNIiORsyOv5WIE7PgNaDZcXc+t84NvJgFP+8+iJXelw2sVeG1r2ZPcrIqp7esT0wMLBC6UVYX11/Cs8vvlxOFzs0EG1SzEYEPPcswgafq2UeEVbtuLc1GlwlYl1QCb3KYqCAbe3lNZh9NTuDPz8zmG4XByXSvIZDQrG9m+KVfcPRJ9mYbrtk5xdgn8s245HvtiLvGKeVyIiIiIiImrIWIBFRLowGARHEErogHUEaULrLLn1rzNSfSbaASunnnXAcpWVoWjbNqG11kESuyBR3WL2BW59D+hwi7yYez8GPv0HYJc7Dkh0/KDBpKB5t0ipuRAReUr36O54Y8gb8DfJ6eK34tQKPLLhEdh1KJQlcodiNCL2pZdgHTJYSryiTZtwbvp0uMrLpcSj6ikGBVeNbo1mXSKkxDu+Iw2/fHAEKouwSCcJYf74cGxPvHRzBwT6mnTb57Od5zBk1nqsPCA+Pp2IiIiIiIjqNhZgEZEuhEcQahyPUmwvxlk1A3aB7dXsXKgqT/rWFSHRYh2wCrJKYS+rP2N4in/dAbVErODFOmCA5GyoTjGagRsXA93ulhfz2Erg/ZuAklwp4QqyS3H+mFisxA7h8A0wS8mDiKg2dI3qisVDFyPALPae569Wn12NmetmoszJbkFUuxSzGXGvv46A/v2lxCtavwHnZ9wPlUVYHmMwGjD0vnZo3F5OV6EjW1Kw/pNj/DxOulEUBbddkYCfHxiIYW2jdNsno6AMEz/4DZM//A3pBRyRSkRERERE1NCwAIuIdGFQxJ5etI4gTC5IBhQFeSLXqex2uPLzNe1PnmP2MSIw1FdobW5a/RlDWLh+vdA6U0QEfNq0kZwN1TkGI3DdbKDPNHkxk7YA71wHFIh1I7zUsV/F7x7n+EEiqg86R3bG4qGLYTVbpcRbf249pq2ZhhKH3G6FRO4yWCyInzcX/r16SYlX+MsvODfzAah2dnnzFKPJgGvGt0dcKzkjzQ9uOI9Nnx9nERbpKirIF4tHd8PCO7si3GrRbZ8f9qdi6Osb8NmOZP6bJiIiIiIiakBYgEVEujApYm3dtY4gPJN/BgCQK9gowJGZqWl/8qyQGLGxPNkp9WMMoaqqwgVYAQMHQFEUyRlRnaQowNBngCufkBczbT/w1tVA9mnhEKqq4ug2sQIs3wCztI4MRES1rVNEJywZugSB5kAp8bambMXknyejyF4/3g9R3WXw9UWjhQvg162blHiFa9bg/IMPsQjLg0wWI0ZM7oiY5sFS4u1bew5bvjzBghXSlaIoGN4hBqtnDsTNXeN12yevxI5HvtyHO5Zux+lMvuYSERERERE1BCzAIiJdiHbA0lqAlZSfBADIDRArLHFksACrLhEdQ5h1vlByJrWj/PQZ2JOThdZaBw6UnA3VaYoCDHwYuOZFeTFzTgPLhgEpe4WWZyQVICdVrFtdi+6RMJr4NpeI6o8OER2w9OqlCLIESYm3M20nxq8ej/xydn+l2mXw90ejxW/Ar1MnKfEKVq3C+YcfgepwSIlH1TP7GHHdlE6ISpTz/LTn52Rs++Yki7BIdyEBFrx2aye8e28PxNn8dNtn66ksXD17Axb8cgJ2p7au70REREREROTdeGWKiHRhVIxC65wubQVYZ/PPAgByBae0sANW3RIaI1qAVT/uPi3cINb9CmYzAnr3kZsM1Q+9JgE3LAIEn8MvU5QOvD0COPmL20tFu18BQMteHD9IRPVPu7B2eHPYmwj2kdRpJmMfxv40FrmluVLiEYkyWq1o9OZS+HboICVewcqVOP/Qw+yE5UEWPxNGTuuE8EZyxqXu+ikJ2787xSIs8oiBLSOwauYA3N2nCfRqEl3ucOGVn45i5LxN2JOcq88mREREREREVOtYgEVEujAaxC7eu1RtdwP+rwBLeARhhqb9ybNCY8V+0NkX6kcHLNHxg/7du8FoFfwlofqv8x3AbR8ARh858coLgA9vAfZ9XuMlTqcLx3emCW0XHOmHqCZyOjAQEXmbNmFtsGzYMoT6hkqJdzj7MO756R5kFPM9MNUuY2AgEpa9Cd927aTEK1i5kuMIPczH34zrZ3QW/oz2V7/9eBY7VpyREouoOgE+Jvz3+nb4YmJvNIvQ77PykdQC3LRwM576/iCKytipj4ioLmOhOBERUc01pNdNFmARkS5qbQRhgbYRhE52wKpTRE/uF+aUobSobl+McRYWoXjnb0JrrQM4fpCq0Xo4MPprwEdSIZPLDnw1Ftgyr0YPTz6UjZICsd/RVj2joeh16zoRkRdoFdoKb139FiL8IqTEO5F7AnetvAvnC89LiUckyhgUhIRlb8KnTRsp8QpWrcL5Bx6AWl4uJR5Vz89qwaj7u8AW5S8l3o7lp7Hzh9NSYhHVRLfGoVgxvT+mXdUcJoM+nylcKvD25jMYNmsDfjmarsseREQkl8Fw+bUOl4tjZYmIiGqqotfNil5f64P6+V9FRLVOeAShhgKs/PJ8ZJdmA9AwgjCDBVh1icXXhKBwX6G12Rfq9hjCoq1bAME7+q0DWYBFNdCkL3D3CiBAzgV+AMCqJ4CVjwHVnKTSMn6wVU+OHySi+q+ZrRnevuZtRAfIec5LLkjGmB/H4FTeKSnxiEQZbTYkvLUMPq1aSYlXsPpnnGMRlkf5B10swhL9nPZX2787jd9WnpESi6gmfM1GPDisFb6b2g8d4uSM/a3I+dwS3PP2Dkz/eDcyC8t024eIiLQzGi+/1mG32xtUNw8iIiJRqqrCXsH1zIpeX+sDFmARkS5qYwRhUn7S//4s2gHLwQ5YdU5orFi1Xdb5uj2GsGjDBqF15kaNYElsIjcZqr9iOgL3/gTYGsuLuW3BxW5YjoovMpSVOHB6r9hzcUzzYASF+2nJjoiozmgc1BjvXPMO4q3xUuKlF6fj7h/vxuGsw1LiEYkyhYQg4e234NOihZR4hT+vwbmZLMLyJGuID0bN7AJrqJyR1tu+OYVdq85KiUVUU21jg/D15D549NrW8DHpdwr9u70XMOT19fh8ZzIv5BMReSmLxXLZ91RVhcPBcbJERETVcTgcFX7Wqej1tT5gARYR6aI2OmCdzf/jhGyu2GQ6OLKyhPen2hEWJ/bDzqrDHbBUVUXherECLOvAgRzPRu4JawbctwqIbCcv5oEvgQ9uBkrzLjt0clc6nA6xYlx2vyKihibOGod3rnkHTYKaSImXU5aD+366D7vTd0uJRyTKFBqKhHfehqV5MynxCteswbkZ98PFIiyPCQrzww0zuyAgWM4J1a1fncSen5OqfyCRRCajARMGNsPK+wegZ2KobvvkFtvx8Bf78I9l23E2q+6eqyAiqq8qu0BcVsYOhkRERNWp7PWSBVhERG4wKGJPL06XeAHWpR2w8kQLsNgBq84JixPrgJVdhztglR05Akd6utBa68ABkrOhBiEwGrhnBdCop7yYZzYCbw8H8lP+9G3R8YNGkwHNu0XKyIyIqE6JCojC29e8jea25lLiFdgLMGH1BGw5v0VKPCJRprAwNH7nHViaNpUSr/CXX3B++gwWYXlQcIQ/Rs3sAr9As5R4m784gX2/JEuJReSOxPAAfDyuF567sT2sPibd9tl8IgtXz96AN9afhMMp3iGeiIjkquwCcUFBgYczISIiqnsqe71kARYRkRtEO2BpGUF4Jv/M//5cZlFQIvC87czOhuoULwIjzxMtwMo6X1hn2/sXrl8vtE7x9YV/jx6Ss6EGwy8EGP0N0GKYvJhpB4Blw4CMYwCA/KwSXDieKxSqSccw+PjLubhHRFTXhPuF462r30Kb0DZS4pU4SjB17VSsObtGSjwiUabw8IudsJo0kRKvcN06nJ82nUVYHhQSHYBR93eBr1XO+7SNnx7H/nXnpMQicofBoODOno2x+oEBGNxavxs/Su0uvPjjEVw/fzP2n7u8YzAREXmer68vjMbLr3cUFBTU2fPLREREnqCqaoUFWEajEb6+vrWQkf5YgEVEujAaPD+C8NIOWIDgGEKXC87sbOEcyPNskX4wmtx/OSsvdaIgu1SHjPQnOn4woFcvGHx8JGdDDYrFH7j9I6DjbfJi5iUBbw0Dzm7Bse1pwmE4fpCIGroQ3xC8efWb6BjeUUo8u8uOB9c/iO9OficlHpEoc2QkEt59B+bGCVLiFa5fj3PTpsHFkTEeExZnxaj7u8AnQE7noA2fHGMRFtWamGA/vHlXd8y5vTNCA/S7Y/tQSj5GLdiEZ5cfQnG5Q7d9iIioeoqiIDAw8LLvO51OZPNaAhERUaWys7PhrKDxSWBgIBRFqYWM9McCLCLShadHEKqqirMFZ//0PaECLHAMYV1jMBoQEuMvtDb7fJHkbPTnyMlByd69QmutgwZKzoYaJKMZuOENoNdkeTFLcqC+OwpHNxwXWu5rNSOhXZi8fIiI6qggSxCWDFuCblHdpMRzqk48vulxfHzkYynxiESZo6LQ+N13YU6QU4RVtH4Dzk2dBldp3bwhoy4Kj7di1Iwu8PFnERbVfYqiYFTnOKx5YCBu7hqv2z4uFXhz02kMm7UBG45l6LYPERFVLygoqMLvZ2ZmooyF/URERJcpKytDZiXX3Ct7Xa0PWIBFRLoQHUEo2gErpywHBeV/bmGYaxWrnGUBVt0TFis4hvBCoeRM9Fe0aTPgEhvVaR0wQHI21GAZDMDVzwNDn5EWMr0sAbm5Yq8dLbpHCXXCIyKqjwLMAVg0ZBF6xfSSFvP57c9jyb4lHK9BtcocHY3G770rrRNW0caNSJ40Ca7iYinxqHoRCYG4fkZnWPzkFWHt+4VFWFR7QgIseO3WTnj/vh5ICBW7MawmzuWUYMxbv2Lmp3uQVciL/EREtcHf3x8+FUwWcLlcSEpKYhEWERHRJcrKypCUlARXBdczfXx84O+v3+en2sYrVUSkC4NigAL3C6BcqlhhyV/HDwIaOmBlsACrrgmNE/thZ9XBDliF69cLrfNp0QLm2FjJ2VCDpihA3+nATUsBg/aLaEdLxDu0cfwgEdGf+Zn8MH/wfAxqNEhazHm75+GVna8Iv18nkuFiEdZ7sDRuLCVe8dZtSB4/Ac7Cuve5oK6KbByE66d3hsVXrPD+rzZ+egz7fkmWEotIVP8WEfjp/gGYMKApjAb9xmh8vfs8hry+Hl/tOseiaCIiD1MUBdHRFZ9/cjgcOHPmDLKysvj8TEREDZqqqsjKysKZM2fgcFQ8Sj06Orrejh8EWIBFRDoS6YIl2gHrbP7Zy76XG8AOWA1FWJxgB6zzdasDlup0omjjRqG11oHsfkU66XgrcOfngEXs9xAAnKoRx0v6C621Rfkjskmg8N5ERPWVj9EHrw96HcMTh0uL+f6h9/HEpidgd9mlxSRylzkqCgnvvQtLkyZS4hXv3InksWPhLCio/sEkRVRiEEZO7wyztCKs49i7lkVYVLv8LEY8OrwNvp3SF+3j9BunkVNsxwOf7cWYt35FcjY7+BEReZK/vz+Cg4MrPOZyuZCeno7jx48jJSUFhYWFsNvtLMgiIqJ6TVVV2O12FBYWIiUlBcePH0d6enqFna8AIDg4uF53vwIAOT2/iYgqYFAMgJufL6QWYAnWAjgyMsQWUq0RHUGYm1oMp8NVZ0aXlezdB2dentBa60Dx7kJE1Wp2FXD3CuDDW4CidLeXJ5V1Qala8Qms6rTqWb/vliAi0sJsMOOF/i/Aarbis2OfSYn5/anvkV+ej1cHvgpfk6+UmETuMkdFIeHdd5F0110oP3NGc7ySPXuQdM+9SHhzKYw2m+Z4VL3opsEYOa0zvp+7B/YysfMAl9r02XFABToNbiQhOyJx7eOC8c3kvnh78xm8tvooSu36dI7ceDwTQ2etxwNDW+LevokwGevGeQ0iorouOjoa5eXlKCkpqfC40+lEbm4ucnNzAVzsnGU2m2EwGHj+ioiI6g1VVeFyudwqNvbz86u0m2R9wgIsItKN0WAE3DzPVFlFbHUq7oAlFAqO1BSxhVRrAmwW+PibUFZccTvLyrhcKnLTioU7aHla4Qax8YOGwED4de4sNxmiv4rtDNy3CvjgZiD7pFtLj5YOEt62ZY8o4bVERA2BQTHgiV5PIMASgLcPvC0l5vpz6zFh9QTMGzwPQRb9unwQVcUcFYmE995F0l13o/z0ac3xSg8cwNl77kXCsjdhCg2VkCFVJ6ZZMK6b2gnfz9sDR7n2IpVNnx+HqqroPCRBQnZE4kxGA8YNaIpr2kfjsa/3Y+NxfTqtl9pdeP6HI/hu7wW8eFNHtI8Tu6mFiIhqzmAwICEhAUlJSZUWYV1KVVWUl5d7IDMiIiLv5efnh4SEBBgM9f/Gkfr/X0hEtcaTIwiTCpIu+152oNgdJfYLLMCqaxRFaRBjCAvXbxBaF9CvLxSzWXI2RBUITbxYhBXXrcZLylz+OFN6hdB2sS1sCAr3E1pLRNSQKIqCmV1nYnqX6dJi7krfhXtX3ovMEo7vptpjjoxE4/fehaVpUynxyg4fRtJdd7ErsgfFtrDhuimdYDLLOUW5+YsT2PPz5ecHiGpDo1B/vHdvD8y6rRNC/PX7TH7gfD5GLdiMF344jJJy7R3liIioar8XYVU2jpCIiIj+EBwc3GCKrwAWYBGRjgyK+08xIgVYqqpW2AErU/BmfHsKC7DqorBYsZZnWeeLJGeiD3taGsoOHxZaax3A8YPkQQHhwF3fAy2G1ejhJ0v7wAmL0Fatetb/drVERLIoioJxHcfh0R6PSot5NOcoxvw4BskFydJiErnLFBFxsQireTMp8cqOn8DZMXfBnpYmJR5VL65VCIZP6QijxCKs3atZhEXeQVEU3NglHj8/MBA3donTbR+nS8XiDadw9ewNWH+MRaRERHozGAyIjY1F48aN4ePjU9vpEBEReR0fHx80btwYsbGxDab4CmABFhHpyFMdsDJKMlDiuLzdb5EvUCpwg6EzOxuu0lL3F1KtChXtgHWhbnTAKtwg1v0KAKwD+kvMhKgGLAHA7R8DXf5R7UOPlAwS2sJoMqBZ1wihtUREDdkdbe7As32fFbpZoiLJBckY8+MYHM0+KiUekQhTeDgav/OOtCKs8tOncXb0GNgvXJASj6rXqHUoRkySV4S15csT2L2KRVjkPcKsPph1W2e8e28PxIfo18U3KbsYd731K6Z/vBsZBWW67UNERBf5+/sjMTERCQkJsNlsMBrdvyZCRERUXxiNRthsNiQkJCAxMRH+/v61nZLHmWo7ASKqv4wG9z9suFSX22sq6n4FAFAUZAYB8Vluh4Qj9f/Yu+/wqKqtDeDvnpI6KaSQQBJIkC6914RiQ0B6EUTEhqJYwV6uV68KKGIBRcQGAopUERAQAkjvRTqkEVIJpJcp5/uD63ctkLKzz6S9v+fhea7O2WvtKzCZOWfttZLhEh5e9oVUYar7CMJcyQIst5YtYfL3V7wbolIwmoC7PgG86gLbpl/3kixbIJKsN0uFj2hZC646jvEgIqrOBjUcBA+zB57b9hxsDlu546Xnp2PCLxMwu+9stK3dVsEOicrOFBCA+t98g/j77kPh2XPljmeNj0fcPeNQ75uv4RIWpmCHVJKw5teKsH7+9Cjs1rLfG/i7ncvPweFwoP0d4eXfHJEiUY0DseHpSHyw8Qzm/xYDh6ZPntVHLiH6dCpe6NcMozuGwWAQ+iQiIiIIIeDp6QlPT08EBwejoKAARUVF///LbrfD4Sj/ZxsiIqLKxGAwwGg0wsXF5f9/ubm5QYia/d2DBVhEpBuZU/UOzQFN08r05nzDAiwA6d4CoZfLfjfLmpTEAqwqRnYEYU5GIQrzbXB1r7w/Eh1FRcjdsVNqrSWK4wepAgkB9HkZ8K0HrHkK+NtD/jMF8n8+m2TNBrLfBLyCyrlJIqKa6db6t+KTPp/gqS1PocBe/u6v2UXZeHjDw3i/1/uIDI1UsEOisjP5+6PeN98gfsL9KDxd/q5s1kuXrhVhffUlXBs0ULBDKklYcz/0n9QKP89RU4S1e+UF2G0aOvYPr/E3gany8HAx4eX+zTGwdV28sOwYTiRl6ZInq8CGl1Ycw7KDF/H2kJZoEuylSx4iIvofIQTc3d3h7q5ft0MiIiKqvDiCkIh0IzOCECj7GML4rBuPFUj3kdoCrJeS5BZShXFxN8HLz01qbUYl74KVf+AAHHl5UmstUXwASpVAu3HAmB8Al//d8Nc04LTk+EF3QybCcn4EvugLpPyuaJNERDVP95DumHvrXHiZ1TyQLbAX4InNT2DF2RVK4hHJMPn5od7XX8GteXMl8WwpKYi7ZxwKTp1SEo9KFtbsWhGWqnGE+9bEYM/qC9A0nVoNEUlqFeqLVY93xwv9msLVpN9t+gNxV9D/o+2Yvv4UCqxlu+dGREREREREpccCLCLSjWwBVlnHEBbXAeuyl9wJV2sSC7CqIv8QuS5YlX0MYU70Vql1Rn9/uN0sN96NSLmGfYH7118bSQgg1doIV+0hcqHctsMo7EBmAjD/NuDMBpU7JSKqUdoFtcNXd3wFfzc1I4vtmh2v7XwN847OY7EDVRhTrVrXirBat1ISz56Rgbh7xyP/8GEl8ahkYc380P+xVjApKsI6sC4Ou5af5/sSVTpmowGPRN2EDU9HontDNT+Lr8fm0DAn+jxu+2Abtp1J0y0PERERERFRTcYCLCLSjdEgV4Bl+9uIqpIUP4JQaguwJl2SW0gVyi/EIrXucmKu4p2olbNtm9Q6S8+eEAb+qKdKJLgF8NCvQFBLnC7oJR2mifufihKLcoDFo4A9c8u/PyKiGqqJXxMs6LcAIRa5wtjr+ejQR3h7z9uwO9hpgyqG0dsb9ebPh3v79kriObKyEHf/A8jdvUdJPCpZWFO1RViHNsbjt6VnWYRFlVJ9f08sfKAzZgxvBV8Ps2554jPycO+Xe/HkkkNIyy7ULQ8REREREVFNxKeyRKQbg5B7iylLByyH5kBCdsINX5cdQWhjB6wqSboD1qXK2wGrKD4eRTExUmstvaIU74ZIAe+6sI9bg7NFvaWW1zJeRG3Tub/+S80BrHsO+HkKYC9bES8REV0T5h2GBf0WoFGtRspiLjm9BFO3TUWhnQ94qWIYLRbUm/c5PLp0URJPy8tDwsSJyNkq16GWyi5UcRHW0c0XsW3xGWgOFmFR5SOEwIgOYdj0TBTual1X11yrDl9C3/ejsXhvPBz8+0BERERERKQEC7CISDeyIwjtWulPySfnJqPIUXTD19O9JUcQXmIBVlXkX44OWJX1FHTOVrnuVzAa4dmtm9rNECkSf96KApu71NrG7tEQN3pr3zfvWjesgkz5zRER1WCBHoH46vav0LZ2W2UxN8ZtxMSNE5FVlKUsJlFZGDw8EPbZp/Ds0UNJPK2wEAmPT0bW+vVK4lHJQpv6of/jrZUVYR3flojo706xCIsqrQCLKz66uy2+mtARIb5y35tKI6vAhheXH8PIubtwJiVbtzxEREREREQ1BQuwiEg3sgVYZemAFZsVW+zrl72ktgBrcnKlLcihG/MN8oDBWPaiu6J8G3KuVM7ODLKn6z3atYPRW3IGJ5HOTu9Jll7b2L2EosRzm4D5twMZcp3jiIhqOh9XH8y9dS56hvRUFvNAygGMXzceKbkpymISlYXBzQ2hsz+BpbdcB85/sFqR+MyzuLp8hZp4VKLQJrUw4PHWMLmouZV5YkcSNn97kp1/qFLr3aQ2Njwdifu7R8Agd76wVPbHXcGdH27HjF9OocDK0cFERERERESyWIBFRLqRHUFYlg5Y8Vnxxb5uMwlckZhKpxUUwH71atkXUoUyGg2oFSw5hjCx8o0hdOTlIW/vXqm1lqhIxbshUqMg14qYo+lSa+uaj8PbmFbyhWkngXl9gJjtUnmIiGo6d5M7PuzzIQY0GKAs5rmr53DPuntw4eoFZTGJysLg6orQD2fB67bb1AR0OJD00kvI+O47NfGoRCGKi7BO7U7Gpq9OwGEv/SEwImfzdDXhtYHNsWJSdzQNljxlWAo2h4bZW87jtg+2YduZUnznIiIiIiIion9gARYR6UZ6BKGj9AVYcVlxJV6TLtkEyHrpktxCqlD+IXIFWBmXchXvpPxyd++BVnTjEZvFsURFKd4NkRrnD6bCYZPrNNDEPbr0F+dnAAsGA/vmS+UiIqrpzAYz/tPjPxjbbKyymMm5yRi3bhwOpx5WFpOoLISLC0Jmvg/v/v2VxUx58y2kfz5PWTwqXkjjWhg4uTVMrnL3G/7u7L4UbJj/O+w2FmFR5dY6zBc/Te6B5+5oAleTfrf04zPycO+Xe/HkkkNIy66cncKJiIiIiIgqKxZgEZFujAb9RxCWpgDrsrdcn3ZbUpLUOqpY/iEWqXWVsQNWzja58YOmunXg0rCh4t0QqSE7ftCIQjR021m2RQ4b8PMzwM/PAnarVF4ioprMIAx4vuPzeLzN48piZhVl4cEND2Jz/GZlMYnKQphMqDt9GnwGD1YWM23mTKR+MItj7J2kbqNauGtya5jd1BRhnT+YhnVzj8HG0WtUyZmNBkzq1RC/PBWJHg0DdM216vAl9H0/Gov3xnNUJxERERERUSmxAIuIdCPbAcum2Up9bXx28SMIgfJ0wGIBVlXkV1d2BGHl6oClaRpytm6TWmuJioIQcoWHRHrKSs9H0rlMqbURbnvhYsiXS7zvC2DhUCAvQ249EVENJoTAxNYT8UrnVyCg5vNFob0QT0c/jcWnFiuJR1RWwmhEnbf/A99Ro5TFvDx3LpL//W9oDnZScoY6DX1x15Nt4OJuUhIv7thl/Dz7KKyFLMKiyi88wBMLHuiEWaPawN/TRbc8WQU2vLj8GEbO3YUzKdm65SEiIiIiIqouWIBFRLoxCLm3mNJ2wLI6rEjMTizxunTJDlhWdsCqkmQ7YF1JzoXdXnkelhSePSvdhc0SGal4N0RqyHa/AoAmbnId4f5fzDZgXh8g9VT54hAR1VCjmo7C+73eh9lgVhLPoTnw9p63MXP/zDJ1wCVSRRgMCP7X6/CbMEFZzKuLl+DSlKnSY8SpbIIjfDDoqTZw9VBThHXx1BX89NFhFOaX/lAYUUURQmBw2xD8+mwU7u4Upmuu/XFXcOeH2zHjl1MoYKc4IiIiIiKiG2IBFhHpRnYEoV0r3c2cSzmXStUtK91HahsswKqiLLVcpU5BO+warqbk6bAjOTlb5YpNhIsLPLt0UbwbovLTNA2nd8sVYLkbMhHmerj8m7gSA3xxC3Dml/LHIiKqgW6tfyvm3joXXmYvZTG/+v0rPL/teRTaC5XFJCotIQRqPzcVAZMVjtlcuxYJjz8OR75k504qk9r1vTH4mbZws6gpDk06n4lVHxxCQQ7HV1PV4OvhgneGtsLSR7qiUW25A2mlYXNomL3lPG77YBu2nUnTLQ8REREREVFVxgIsItKN7AhCu6N0BVhxWXGluk6+A9YlqXVUsYQQ8A+RG0OYUYnGEOZKjh/06NwZBnd3xbshKr+UmCxkpsk9iGzksRNGoeikdVE2sGgUsONDQNPUxCQiqkE6BnfE1/2+Rm332spiro9dj4c3PIzMQrkxtUTlIYRA4GOPofbzzyuLmbttO+IfeBD2rCxlMenGAkK9MPjptnD3UlOElRafjRUzDyI3k4WhVHV0DPfDz0/0xJTbGsPFpN8t//iMPNz75V48ueQQ0rL5d4SIiIiIiOjPWIBFRLrRewRhfFZ8qa5L95baBmxJ8qOyqGL515U79Xk5MUfxTuTYMzORd+iQ1FpLVJTi3RCpUa7xg6NHApZghbvRgI2vASseAazsTkFEVFaNazXGwjsXIsInQlnMg6kHcc/ae3Ax+6KymERl4T/hPgS/8QYg5A7w/F3+wYOIu3c8bGnsFOMM/iEWDHm2HTx8XJTEy7iUi5UzDyE7o0BJPCJncDEZ8HifRtjwVCR6NAzQNdeqw5fQ9/1oLN4bD4eDB1uIiIiIiIgAFmARkY5Mouxj4IDSjyCMzYot1XVZHkCRRDMuW1oatKKisi+kCifbAevypcrRASt3507ALtftxxIVqXg3ROVntzlwdn+K1NpawR4IbN8BeGgzENxK7caOLgG+vAPI5MN+IqKyqmOpg2/v+BatA1srixmbFYt71t6D39N/VxaTqCxqjRqJutOnAUa5bs5/V3jqFGLH3oOii/ys4Qy1gj0x5Jl2sNRyVRLvakoeVrx3ULqLK1FFCQ/wxIIHOmHWqDbw91RTlHg9WQU2vLj8GEbO3YUzKdm65SEiIiIiIqoqWIBFRLqpLB2wIIRcFyxNgzU1VWIhVTS/EMkOWBcrRwesnOitUutcGjSAS1iY4t0QlV/c8csozLVJrW3SJRhCCMAnBJiwDmjSX+3mkg4Dc6OA2B1q4xIR1QC+br6Yd9s89ArrpSzm5YLLmPDLBGxNkPs8RFRePgMHIvTDWRBmNePsrPHxiBszFoVnzyqJR8XzDfLA4GfaweKnpggrO6MAK947gCvJleOwDlFpCSEwuG0Ifn02CqM76nufYH/cFdz54XZMW38K+UWKRscTERERERFVQSzAIiLdGA1yp4ZtjtI9pI/PLmUBFoDL3nJjJKyXLkmto4rlX1euA1Z2RgGK8uWKRFTRHA7kbN8utdYSye5XVDmVZ/xg405/Gj3oagFGLQB6PK1gV3+Slw58exew53NA4/gMIqKycDe544NeH2BYo2HKYubb8vHElifww+kflMUkKguvW25B6KefQri5KYlnS01F3D3jkH/kiJJ4VDyfQHcMebYdvAPU/P7lZhZhxfsHkX6RHX6o6vH1cMG7w1rhh4ld0bC23GG10rA5NHwafR63zNyKTSfkuh8TERERERFVdSzAIiLd6NkBq9BeiEs5pS+OkuqABcCWlCS3kCqUq4dZeuxERY8hLDh+HPaMDKm1ll5RindDVH4FuVbEHkuXWhvSxBdefn97cGYwArf8Cxg6DzCq6WwAAHDYgHVTgVWPA9YCdXGJiGoAk8GE17u+jkdbP6ospkNz4M3db2LmgZml7pBLpJKlR3fU+2IeDJ5yhzv+zp6ZibgJ918bN0668/a/VoTlG+ShJF5+thUrZx5C8oVMJfGInK1ThB/WPtETU25rDBeTfo8EEq/m48Fv9+Ohb/cj8SrHdxIRERERUc3CAiwi0o1RyHXAsmsltyu/mH0RGkrfpUS2AMvKAqwqy192DGFixY4hzNm6TWqdwdMTHu3aKd4NUfmdO5AKh02uq1STzsE3frHVyGsjCS3FXCPj8ELg6zuBzES1cYmIqjkhBCa1mYRXu7wqfRDjer46/hWmbJ2CfBsf4pLzeXTogHpffw2jj4+SeFpeHhImPoKsdeuUxKPiWWq5Yciz7eAn2SH57wrzbFg16xASTsgdmCGqaC4mAx7v0wgbnopEj4YBuubaeCIFt7y/FZ9tPQ+rnYXURERERERUM7AAi4h0o2cBVlxWXJlipvvIjiBkAVZV5R8id5M9o8ILsLZKrfPs1g3CxUXxbojK74zk+EGj2YCb2tYu/qLQ9sDDW4C6baVy3FDiAeDzKCBul9q4REQ1wMgmIzGr1yy4GdWM/gKAjXEb8cAvDyA9X66jIlF5uLdsgfoLF8BUu4TPJaWkWa1IfOZZZCz8Tkk8Kp6HtwuGPNMOtet7KYlnK3JgzZwjuHAoTUk8oooQHuCJBQ90wqxRbeDvqd99hHyrHe+uO4UBH/2GfbEsXCQiIiIiouqPBVhEpBvpEYSOkk/GlbkAix2wahy/upIdsCpwBKEtPR0Fx49LrbVERSreDVH5ZablIem83JiWBq0D4OJuKvlC77rXOmG1GCaV54Zy04BvBgD7vgA0uQ5eREQ1Ve96vfHl7V/Cz81PWcxj6ccw5ucxOHvlrLKYRKXl2qgR6i9aBHP9emoCahpS3noLqbNmQePnDN25Wcy466m2qHOTmk5mDpuG9Z8fw8mdvF9AVZcQAoPbhuDXZ6MwumOYrrlOp2RjxGe7MHXpEWTkFumai4iIiIiIqCKxAIuIdGMylOLB+XXo0gHLW64Dli2ZN1SrqoBQ+RGEFfUQJGfbdum1nj1ZgEWVz+k9KdJrGxc3fvDvzO7AsPlAn1el812Xwwb8/CywejJgLVAbm4iommsZ2BIL71yIcO9wZTGTcpNw77p7sSNxh7KYRKXlEhqC8O++g2uzZspiXv5sLpJefRWazaYsJl2fq7sJA59og9CmtZTE0zRg87cnceTXBCXxiCqKr4cL3h3WCj9M7IqGteXuo5TW0gMX0ef9aCzZGw+Hg8WnRERERERU/bAAi4h0I9sBqzQFWPHZ8WWKeVm2A1biJZ5IrqJ8gzxgMJS98K4wz4bcqxVzIjNn2zapda7Nm8EcpGYkCpEqmqbhtOT4QXcvM+o1L2PXFCGAyCnA6EWAWW4E6Q0dWgB8eTtwtWw/e4iIarowrzAs6LcAbQLbKIuZY83BY78+hh9O/6AsJlFpmQICUP+br+Hevr2ymJk/LsPFJ56Eo4DF3nozuxrR/7FWCG/pryzmb0vPYu+aGN43oCqvU4Qf1j7RE1NuawwXk36PDK7mWfHC8mMYMXcXTiZl6ZaHiIiIiIioIrAAi4h0o2cBVlxm2TpgFZkFstzLvhdHXh4c2dllX0gVzmgywDfYQ2rt5Us5indTMs1qRe5vv0mttURFKd4NUfmlxGQhKy1fam3jjsEwGCU/pjbtDzy4EfBVNCLoD0mHgbmRwLlf1cYlIqrmfN18Me+2ebi1/q3KYto1O97c/SZm7JsBu6Pk7w5EKhm9vVHvi3nwVDgCPGfzZsQ/8CDsmXKjm6n0TGYj7nikJW5qp+4Ay741Mfht6Vlo7OhDVZyLyYDH+zTChqci0b2hukLF6zkQdwUDPv4N//n5BHIL2QWQiIiIiIiqBxZgEZFuZEcQOjRHsa/nWfOQmp9a5riXJccQWpM4hrCq8g+RH0PobHmHDsGRI5fXEsnxg1T5nN4t1/0KAJp0KcP4wesJuhl4aAsQ3rN8cf4u/wqwcBiwbQbgKP5nFRER/Y+byQ3vRb2He5vfqzTutye+xdPRTyPPmqc0LlFJDO7uCPvkE3gPGKAsZv6BA4i75x5Yk+U/Q1HpGI0G3PZAczQt72fOPzm6+SI2LzgJh52fEanqCw/wxMIHOmPWqDbw93TRLY/doWHe9hjcMnMr1h9PYic5IiIiIiKq8liARUS60asDVkJ2glTcXD+JFlgArJcuSa2jiucfIjeGLCMxV/FOSpazdavUOqOvL9xbtVK8G6LysVsdOLs/RWptrTqeCAiTK578C88AYNwKoPOj5Y/1Fxqw+S1gyRgg/6ri2ERE1ZdBGDC141S80OkFCMgdjLieLQlbcN/6+5CaV/YDGkTlIcxm1J0+DbXGjFEWs/DsOcTePQaF588ri0nXZzAa0OfeZmgRGaIs5qldyfhl3u+wW1mERVWfEAKD24bg12ejMLpjmK65kjIL8MjCg7j/631IyGBRNRERERERVV0swCIi3RiFUWpdSWNE4rLKNn7wD7bataTWsQNW1eVfV7IDVgWMIMzdtk1qnWfPnhBGub9rRHqJO34ZhXlyYySadgmGEIoezBvNQL93gcGfAUZXNTH/cGYd8HkvIPm42rhERNXc2GZj8UGvD+Cq8H35ZMZJ3P3z3Thx+YSymESlIQwGBL36CgImqSv4tiUlIW7MWOQfPqwsJl2fMAhE3t0YbW5VN7r6wuE0rJl9BEUFHKlG1YOvhwveHdYKP0zsioa1FRyUKcaW02m4ZeZWzN5yDkU2FjISEREREVHVwwIsItKNbAFWSSMIL+ZclIprrlNHap2NBVhVlp9kB6wrSXlOHR1hTUxE4dlzUmstUVGKd0NUfqd2S75vCqBxpyC1mwGANncD968HvNV1OAAAXIkBvrgFOPK92rhERNVc3/p9Mf/2+ajlKndA4npS81Ixft14bIjdoCwmUWkIIRD4xBMIevEFZTHtmZmIu28CsjdvVhaTrk8IgW5Db0KngRHKYl48dQWrPjiE/OwiZTGJKlqnCD+sfaInpt7eBG5m/R4pFNocmPHLafT7cBt2nkvXLQ8REREREZEeWIBFRLrRawThxWy5AiyPULlTrdakZKl1VPG8/Nzg4lb2QkC7zYGrqfk67Oj6ciS7X8FggKVHd7WbISqnghwr4o5fllob0rgWLLXcFO/oj+DtgIejgXrd1Ma15QMrHgZ+ngLY+JCNiKi0Wge2xnd3fodw73BlMQvsBXh267P47Mhn0DRNWVyi0vAbPx51p70LmExK4mkFBbj4+GRcWbJESTy6MSEEOvaPQM9RjZTFTI3LxvL3DiLrsvO+VxLpzcVkwGO9G2Lj01Ho27S2rrnOp+VizBd7MHnxIaRkFeiai4iIiIiISBUWYBGRbowGfUYQJmQnSMWtVa+x1DqOIKy6hBDwkx1DmOi8MYQ50Vul1rm3aQOjr6/azRCV09n9KXDY5R56N+kcrHg3f2OpDYxfDXR6WH3sffOAr+8Ersr9jCIiqonCvMOw8M6F6BTcSWnc2Ydn4/ltz6PAxge25Fw+gwYhbM5sCHd3NQEdDiT/6w2kfjCLRYVO0Kp3GPre1wzCoGYc9tWUPCyfcbBCRtwT6SnMzwNfjO+AuePao46PTgdo/uunI5fQ571ofLH9AqxO7FROREREREQkgwVYRKSbytYBK6jBzVLrrEmXpNZR5eAvOYbQWQVYjoIC5O7ZI7XWEhmpeDdE5Xd6j1zXQJPZgJvaBSrezXUYzcCdM4BBswGji9rYF/cBc3sCZzeqjUtEVI35uPrgs1s+w5CGQ5TGXRe7DhPWT0BqXqrSuEQlsURGov7XXyk9KHF57lwkvfACtCJ229Rb0y51cMfDLWAwqSnCyr1aiBXvHUTyhUwl8YgqCyEEbr85GJueicLDkQ1gVFS4eD25RXa89fNJDPz4N+yNydAtDxERERERUXmxAIuIdGMScqMXHNqNT7TZHDYk5Za9I5WAQN16zaXGQdhSUqHZbGVeR5WDf4hsB6xcxTu5vry9e6EVyHVnsPSKUrwbovK5mpKHlJgsqbURbQLh4qZmZE+ptL0HmLAO8KqjNm7+FeC74cCv/wbs/NlBRFQaZqMZb3R7A0+2e1Jp3OOXj+Pun+/GicsnlMYlKol769aov+g7mOqq+5yRuWo1Eh55BPYcdlPSW4M2gRjweGuYXOW6ev9dYZ4Nq2Ydkh7TTVSZebqa8NKdzfDzEz3QoX4tXXOdSs7GyLm78MwPh5GWXahrLiIiIiIiIhkswCIi3ejRASspN6nEDlnXU9ujNtxcPGAOCpLYkB22tLSyr6NKQbYDVoaTxkTkbN0mtc4UFATXJk0U74aofGS7XwFA0y46jx+8ntAOwMNbgXrd1Mfe/j6wYDCQLf/fhIioJhFC4MGWD+K9qPfganRVFjc1LxXj143HhtgNymISlYZrgwYIX7wYro0aKYuZu3MX4sbeA2tKirKYdH1hTf0w6Mk2cPVQc0DAVuTA2jlHy/V5magyaxrsjR8mdsX0Ya3g62HWNdfyg4no8340vtkZCxvHEhIRERERUSXCAiwi0o1RyJ0WtTtuXGAlO34wzCsMAGCuI3cC2ZpU9q5bVDn41ZXrgJWVXoCiAn2712iahpytW6XWWiIjIYR+Lf6JykpzaNIPlDy8XRDaVN/T0jfkFQSMXw10eUx97NjtwGc9gRi5Qksiopro9vDbMf/2+fBz81MWs8BegGe3PotPj3wKTdOUxSUqiTkoCPUXLoB7+/bKYhaePo3Y0Xej8OxZZTHp+oIb+GDIs+3g4a1mbLXDoWHTVydw5NcEJfGIKhuDQWBkxzBsfrYXRnYI1TVXdoENr6/+HXd9sgMH46/omouIiIiIiKi0WIBFRLoxGuQKsIobQXgxR64AK9Tr2o0f2REQ1ksswKqq3DzN8PSV66KQcUnfMYRFMTGwXpT7M22JilS8G6LySTqfiezLcuM0G3cKgsFYgR9LjWbgjreB4V8BZrmueTeUmwp8OwjYOgNw8HQ2EVFptA5sjUX9F+Emn5uUxp1zeA6mbpuKPGue0rhExTH6+KDe/C9g6dtXWUxbUhJix4xF7p69ymLS9fmHWDBkSjt4+bspi/nb0rPYvfI8C0Kp2vLzdMH04a2x9JGuaBLkpWuuE0lZGDpnJ57/8Sgycot0zUVERERERFQSFmARkW70GEEo2wEr1HKtAMtcp67UemvSJal1VDnIjiG8nKjvGMKcaLnuVzCb4dm1q9rNEJVTecapNKmI8YPX02Io8NBmwF/dqCAAgOYAtrwFfDccyL2sNjYRUTUVYgnBt3d+i6511H7m+SX2F4xfPx6Xcvj5npzH4OaG0A9nwXfECGUxHdnZSHjwQWT+/LOymHR9vrU9MHRKe9QK9lAW88D6OEQvPAUHx6dRNdYx3A9rnuiBF/s1hbtZ7pBmaX2/PwG934vGd3viYHewuJGIiIiIiCoGC7CISDfSIwiLKcBKyJZr1V/eEYS2JPnCAqp4/pJjCNMSdC7A2iY3lsyzYwcYPBV36SEqB5vVjnMHUqXW+od4IiBU31PRZVK76bUirGYD1cc+/yswtycQv0d9bCKiasjbxRuzb5mNEY3VFa0AwKmMUxi9ZjT2Je9TGpeoOMJkQvC/30DApEeVxdSsVlx6dgrSP5/Hbko6s9RyxZAp7VC7vrrPrSd2JGHd3OOwFt34HghRVWc2GjAx6iZsejYKtzUP0jVXZr4VL684jqFzduDoxau65iIiIiIiIroeFmARkW5kRxDq0gHrvyMIzbIjCJM4grAq8w+VLMCKy1K8k/+x5+Qgb/9+qbWWqCjFuyEqn9ijl1GUb5Na26Sz3Puyrty8gZELgFv/DUh2c7yhrETgq37Abx9wJCERUSmYDWa82uVVvNDpBekOu9dzpfAKHt7wMJacWsLCFXIaIQQCn3gCQa+9ChjU/XlOmzkTSa++Cs1qVRaT/snd4oJBT7dFaNNaymLGHk3Hqg8OIT+Ho9Ooegvxdcfn93bA/PEdEOLrrmuuIxczMWj2Dry84hiu5vHvFhEREREROQ8LsIhIN7IdsBzajR9IX8wpXwGWKVhuzBULsKq2AMkCrMuJubDrNBIid+dOwCZXsOIZGal4N0Tlc3q33HukEEDjTvqegpYmBND9SeDeVYBHgNrYmh3Y9K9rIwlz0tTGJiKqhoQQGNtsLOb0nQMvs7ruMzbNhv/s+Q/e2PUGrHYWrpDz+I0Zg9CPP4Jwc1MWM/PHZUiYOBH27GxlMemfXNxMGPBYazRsX1tZzJSYLCyfcRBZ6fnKYhJVVn2bBWHTM1GY1OsmmAxCtzyaBny3Jx593t+KH/YlwMGxhERERERE5AQswCIi3cieULc7rt8BK7MwE9lFZb+Z7GHyQC3XaydUzXXrSu2JBVhVW61gDxjNZf/zaLc5cCUpT4cdATlbt0qtM9evB9eICMW7IZKXn12E+N8zpNaGNvODp6+r4h0pFhEJTNwGhHZUH/v8r8Bn3YEL0epjExFVQ91DumNh/4X/P15clWVnl+GBDQ8gPT9daVyi4nj17Yv6X38Fo6+vspi5O3chbswYWBMTlcWkfzKaDbj1gZvRIipEWcyrKXlYNv0A0uJZQEfVn7uLEc/d0RTrnuyJLg38dM2VkVuE55YdxfDPduJ4YqauuYiIiIiIiFiARUS6ke2AdaMRhLLjB8O8wiDEtVN1RosFBq+yn5p3ZGbCnpMrlZ8qnsFokO6CpccNcE3TkLNtm9RaSyTHD1LlcnZ/ivRp4iad5boSOp1PCHDfWqDTRPWxc1KAbwcDv74J2OW64hER1SQNfBpg0Z2L0DFYbWHsodRDGL1mNH5P/11pXKLiuLdpg/qLF8Ecpq6osPDsOcSMHo38Y8eVxaR/MhgEIkc3RscB6g7H5GUVYcXMg0g4KXe4gaiqaRTkhcUPdcGHo9sg0EvfgzkH46/irk9+w6srj3MsIRERERER6YYFWESkG9UjCBNyEqTi/TF+8A/mOnWk4tiS2QWrKgusJzeuRo8CrIITJ2BPk+uwYIliARZVLqd3J0utM7ka0aBNoOLd6MjkAtw5HRj+FeCibvzVNRqw/T3gmwFAplyxMRFRTeLr5ou5t87FiMYjlMZNyUvB+PXj8dP5n5TGJSqOa0QEwpcshlvLlspi2tPSETduHLI3bVIWk/5JCIFOAyIQOboxoGiSmrXAjjWfHMGZvXKfsYmqGiEEBrUJweZno3B/9wgYdRxL6NCABbvj0Pu9aCzeGw87xxISEREREZFiLMAiIt0YDJIjCBV3wAq1qCnA4hjCqq0yFWDlSna/Eu7u8OjYQfFuiORlJOUiNU7u78hNbQNhdpUr1K1QLYYCD0cDQS3Ux47fBXzWAzi1Vn1sIqJqxmww49Uur+KFTi9Ijz6/nkJ7IV767SXM2DcDNgc7E5JzmPz9Uf+br2Hp1UtZTK2gABcnP4HLX38NTWORgZ5a9grFbQ/cDINRTeGIw65h45cncGhDPH/vqMbwcjPjtYHNsWZyD3SoX0vXXFfyrHhx+TEMmbMDh+Kv6JqLiIiIiIhqFhZgEZFupEcQOhQXYP2tA5aprmQB1iUWYFVlgWFyBVjpF7Olx6vdSE70Vql1nl27wuCqb1t+orI4vUf+ZH6VGT94PQENgQc3Ae3uVR87/wqw5G5g3QuArVB9fCKiakQIgbHNxmJO3znwMqvtTvjtiW8xceNEZBRwFBg5h8HDA6GffAzfkSPVBdU0pL47DSlvvgXNxoJCPTXqEIQBj7WGSeEBg53Lz2HH0nPQ2KWHapBmdbzxw8SueG9Ea/h7uuia6+jFTAyZsxPP/XgE6Tn87kVEREREROXHAiwi0o10AZbiDlhhXmF/+WdznbpScawcQVil+dX1hMFU9hPJtiIHribnKduH7coV5B89KrXWEhmpbB9E5aU5NJyRLMDy9HVFSBN9TzXrzuwO3PUxMPhTwOSuPv6eT4H5twLp59THJiKqZrqHdMfC/gtRz6ue0rh7k/di1JpROJ5+XGlcohsRJhOC3/gXAp96SmncK4sWIeGxx2DPyVUal/4qrLkfBj/dFm6eZmUxj2xOwIb5v8Nmvf59EqLqyGAQGN4+FJuf7YV7u9aHjlMJAQA/7L+I3u9F4+sdMbDZHfomIyIiIiKiao0FWESkG9kCLId2/ZsdF3PUdMCSHUFoYwesKs1oMsC/rkVqbVqCujGEudu3A5JjJCxRLMCiyiPx7FXkXJE7Jdy4UxAMet9Fd5Y2Y4CHNgMBjdXHTjoCzO0JHPxW+n2DiKimaODTAIv6L0LXOl2Vxk3OTca96+7F8rPLlcYluhEhBAIemYg6774DmEzK4uZu3Ya4MWNgTUxUFpP+KSjcG0OntoPFT13n4nMHUrH6w8MoyLEqi0lUFfh4mPHvQS2w+vEeaB3mq2uu7AIb/vXTCQz4+DfsjWH3SyIiIiIiksMCLCLSjUHIvcVcrwOW1WFFUm7ZC6AEBOp6/rXjlbmO3NgraxILsKq6wHpyo2nS4tUVYOVs3Sa1zrVxY+niQSI91Njxg9cT1Bx4aAvQcoT62NY8YPVkYOn4a+MJiYjohnxcfTDnljkY33y80rhWhxWv73wd/971bxTZi5TGJroR38GDUe/zuTBY5A6RXE/hmTOIGTkKeQcPKYtJ/1Qr2BPDpnaAf4insphJ5zKxbMYBZKap685MVFW0CPHBike74Z2hLeHroa7D3PWcSs7GyLm78NSSQ0jJKtA1FxERERERVT8swCIi3RgNkiMIHf8swErKSbphZ6ziBHsGw2z8680Z2SIWFmBVfRVdgKXZbMj57TeptZaoKCV7IFLBWmTH+YOpUmsDwizwD1H3ILHScLUAQ+cBAz4AjC7q459YBXzaA4jdoT42EVE1YjKYMKXjFLzd4224GNS+Hy89sxQT1k9Acq58ETJRWXh264b6i76Dqa66gxj2y5cRP348MlevVhaT/slSyxVDprRHSGNfZTGvpuRh2fQDSI7JVBaTqKowGATu7lQPW57thbs7hemeb+XhS+jzXjQ+33YeRTaOJSQiIiIiotJhARYR6UblCMKL2XLjB8O8/nlTxlS7NmAo+9ufNTkZmoM3Xaoy6QKshGxojvKP/8o/ehSOTLmb5Rw/SJVJzJE0WAv+WSxbGk27VONObkIAHe4HHvwV8G+oPn7WReDr/sCvbwJ2jqAhIirOwJsG4pt+36C2R22lcY+mH8WoNaOwL3mf0rhEN+LWuDHClyyBW4sWymJqVisuPfc8Uj+Yxe+4OnJ1N2Hg5DZo2F7d+1B+thWrZh7ChUNpymISVSW1PF3wztBWWDGpG1qEeOuaK7fIjrfXnkK/D7fht7PpuuYiIiIiIqLqgQVYRKQb2RGENs32j393MUeuACvUK/Qf/06YzdeKsMrKaoUtnTdcqjL/EE8IgyjzOmuBHZlp+eXOnxO9VWqdwdsb7m3alDs/kSqnd6dIrRMGgUYdgxTvphKq0wp4OBpoNVqH4Bqw/T3gyzuAjBgd4hMRVR8tAlrg+wHfo01gG6VxMwoy8NCGh7DwxEJoWvmL9IlKYq5dG/W//QaWvn2Vxr08dy4Sn3oajjyOtdOL0WzAbQ/cjNZ91HXssVkdWPf5MRz5NUFZTKKqpm29Wlj1WA+8OehmeLuZdM11Pi0X98zfg0cXHkDi1fLfGyIiIiIiouqLBVhEpJvK0AEr1PLPAixAfgyhjWMIqzST2Qi/Op5Sa9MSyj+GMGfbNql1lh7dIUz63lAkKq3czEIknLgstTasmR88vHUYz1cZuXoBQ+cCgz8FzB7q4yfuBz7rCRz5Xn1sIqJqJMA9APNvn49hjYYpjWvX7Ji2bxqe3/Y88qwsXiH9GTw8EPrRh/AbP15p3OwNGxB3zzhYU+QK7KlkwiDQY2QjdBumsEOqBvy29Cy2/3AGDgXdmomqIqNBYFzXcGye0gvD2l3//p9K644no+/70fhk81kUWOU6QhMRERERUfXGAiwi0o3RoK4AKyFb7mTn9UYQAvIFWNakZKl1VHkE1rNIrUuLL18BljU5GYWnTkmttURFlSs3kUpn96VAttlH0y7BajdTFbQZAzy8FQhSNzbo/xVlAyseBpY9CORfVR+fiKiacDG64PWur+Plzi/DJNQWta+LXYe7f74bF65eUBqX6HqE0YigF19A0KuvAAZ1t/QKTpxA7IiRyD/+u7KY9E9tb62HW+9vDoOx7F2Zb+To5ov45fPjsBaxGIRqrgCLK94f2RpLH+mKpsFeuuYqsDrw3oYzuH3WNmw6kcJOmERERERE9BcswCIi3ch2wLI7/nnjUOUIQgAw15UtwGIHrKousJ631LryFmDJdr+CEPDs2bNcuYlUOr1HrhDV7GZEROsAxbupIgIbAw9uAjo8oE/8Y0uBT7sDMZLvM0RENYAQAqObjsbnt32OWq61lMa+kHkBo38ejfUx65XGJboRv7FjETpnNoSHui6bttRUxN1zD7LW/6IsJv1T407BGDC5NcxucvdLrufC4TSs+uAQ8rKKlMUkqoo6hvthzeQe+LcTxhLGXc7Dg9/ux31f7cO51BxdcxERERERUdXBAiwi0o1ByL3F2LW/FmBpmqZ8BKEpWLYA65LUOqo8AuvJnYZMi88u18nGnK1yhRFurVrC5OcnnZdIpcuJOUhPkLu53LBdbZhc1D1oqnLM7sCAmcDIbwFXH/Xxsy4C3wwEfnkZsBaoj09EVE10DO6IJQOWoJlfM6Vx8235mLptKt7Z8w6sdqvS2ETX49WrF8IXLoCpdm1lMbWCAiQ+9RTSPv4EmuOfnalJjbCmfhjybDulo7lTYrKwbPp+ZCTlKotJVBWZjAbc2zUcW6b0wuiOYRDqGs5d19Yzabhj1ja8teYEsgr485+IiIiIqKZjARYR6Ua6A9bfCrAyCzORYy37A3+L2QKfGzzklu2AZWMHrCovINQidQOuMM+G7MtyRQ2OoiLk7toltdYSGSm1jkgPp3fLj2Ft0rkGjh+8nuaDgEe2AyEd9Im/6xNgXm8g+Zg+8YmIqoG6lrr4tt+3uOumu5THXnRqEe775T4k53J0OenPrXlzhP/wPVybNFEaN332bCQ++SQcuSzm0UtgmBeGPdcevkHquphlpRdg2fQDSDiZoSwmUVXlb3HFu8NaYcWk7mgdqsMBmD+xOTR88VsM+rwXjR/2JcDh4FhCIiIiIqKaigVYRKQb2QIsh/bXk7YJ2QlSccK8wiBuUGljriPZAesSC7CqOrOrEb7BnlJrZccQ5u3bBy0vT2qtJaqX1Doi1RwODWf2yj1Mtvi5om4jX7Ubqspq1QfuXw90fwqADkeyU08A8/oAOz4ErjPWl4iIADeTG97q/hZe7vwyTELtmKKjaUcx8qeR2Hlpp9K4RNdjDg5G/e++g6VXL6VxszduQuzdY1B0Ua4bNZXMO8Adw6a2R52G6opDivJt+OnjI/h9e6KymERVWZswX6yY1B3ThrWEn6e6rnPXk55ThOeWHcXgOTtwIO6KrrmIiIiIiKhyYgEWEenGYJAcQfi3h8UXcyTHD3pdf/wgUI4CLHbAqhYC61mk1skWYOVukxs/aAwIgFtzteNxiGQlnr6C3MwiqbVNOgVDGHSe/VDVGM3ArW8A964EvOR+JhXLXgRsfO3aWMKr8erjExFVA0IIjG46Gl/d8RUC3AOUxr5SeAWPbHwEnx759B8HTIhUM1o8ETr7E/hNmKA0buGZM4gdPgK5e/YqjUv/42Yx464n26BhB4WjJB0aor87jZ3LzkFjJx4iGAwCozrWw5Zne2F81/rQ+6vp0YuZGPbpTjzz/WGkZHE8PBERERFRTcICLCLSjexJ8r+PILyYLVmAZblxAZbBxwfCo+yt/u0ZGXAU8OZJVRcY5iW1Li1BrgArJ3qr1DpLZCSEZCEjkWrlGj/YheMHb6hBL+CRHUCT/vrEj9sBfNodOLwY0PgAjojoetrUboMfBvyAtrXbKo2rQcOcw3Mw6ddJuFpwVWlsor8TRiOCnn8Odd56EzCp6+pmv3oV8Q88gIxFi6Dxs4QuTGYjbrv/ZrS9rZ7SuIc2xmPd3GOwFrIjKhEA+HiY8cagFlgzuSc6htfSPd/yQ4no/V405kSfQ6GNfw+JiIiIiGoCPtUlIt0YhNxbzN9PiOvRAUsIwS5YNVhgPckCrPjsMj90KIqNRVFcnFQ+S2Sk1Doi1YoKbDh/OE1qbe36XqglOfazxvD0B0Z/B/SfCZjc1ccvzAJWPgL8cC+Qm64+PhFRNRDoEYj5t83H3U3vVh57R+IOjFgzAodTDyuPTfR3vsOHo978+TD6qBtrB5sNKf9+E8mv/wtakVxHVCqeMAh0G9oQUWOaQCjszhNzJB0r3j+I3KuF6oISVXHN63rjh4ld8cGo1gj0ctU1V16RHdPXn8ZtH2zDphMpLGQlIiIiIqrmWIBFRLoxCqPUOptm+8s/J2QnSMUprgALkB9DaEuW7wJDlYNsB6z8bGuZb1znSI4fhMkEz+7d5NYSKRZzOA02yZPz7H5VSkIAHR8AHo4Gglrqk+PkamBOF+DkGn3iExFVcWajGS91fglvdX8Lrka1D2STc5Nx3/r78NXxrziSkHTn2bkTwn/4Hi4REUrjXv3hB8Tdfz9sly8rjUv/0yIyBHdOagWTq9z9lOtJi8/G0nf3S3d0JqqOhBAY0jYUm5+NwsORDWDSeS5h3OU8PPjtfoz/ah/OpebomouIiIiIiCoOC7CISDfSHbAcf+uAJTmCMMwSVuzr0h2wLrEDVlXn4m6CT225LjNp8WW7aZ2zVa4Ay6NdOxi95ArFiFQ7vUeu8NRgEGjUIUjxbqq52k2Bh34FujymT/zcNOD7scDyiUD+FX1yEBFVcYMaDsK3/b5FXc+6SuPaNTtmHpiJx399HFcK+B5M+nKpXx/h3y+BZze1hzry9x9AzIgRKDh5Umlc+p/wlgEY8kxbeHi7KIuZe7UQy987iJij7IZK9Gdebma8dGczrH+qJ7o39Nc937Yzabhj1ja8teYEsgqsuucjIiIiIiLnYgEWEenGaJA7sWnX/tdlxWq3Ijm37A/+jcKIYEvxXVdMdeS6snAEYfVQnjGEpeXIzUXe3r1SeSxRUVLriFTLuVKIhFNyD4nrtfCHu5e6B0c1hskVuONtYOwywLO2PjmOLgHmdAPObdInPhFRFdfcvzm+H/A9uod0Vx57e+J2jPhpBA6lHlIem+jPjN7eCPt8LmqNUTta03YpCbF3j0Hmmp+VxqX/qV3fG8Oeb49awR7KYtoK7Vj76VEc3hTPMWhEf9OwthcWPtAZn45th7o+brrmsjk0fPFbDPq8F43v98XD4eDfRyIiIiKi6oIFWESkG9kRhH8eyZGYkwgNZb8REewZDLPBXOw15jpyJ9qtSZek1lHl4owCrNxdu6BZ5U40WqIipdYRqXZmXzIk3oYBAE06c/xguTS6BXh0J9DoNn3iZ18CFg4DfnoSKORIGiKiv/N188WcvnMwqc0kCKgdTZSSl4IJ6ydg/rH5HElIuhImE4Jfew1Br74CGNWNtdMKCnBpyhSkvDsNms2mLC79j7e/O4ZObY+Qxr7qgmrAjh/PIXrhKdhtfO8h+jMhBPq1rINNz0Zhcp+GcDHq++gkPacIzy87hkGzd+BAXIauuYiIiIiIyDlYgEVEupEdQfjnDlgXc+TGD4Z6hZZ4jewIQhs7YFULzijAyo6OlsphDgmBy003Sa0lUknTNJzeLTd+0MXdhPBW+o9wqPYsgcCYH4D+MwGT3OjUEh34Gvi0GxCzXZ/4RERVmEEY8GjrR/HpLZ/C19VXaWy7Zsesg7Pw2K+PcSQh6c5v7FiEzZ0Lg+Ix5xlff434Bx+CLYPFA3pw8zRj4OQ2aNxZ7VjvEzuSsGrWIeRnFymNS1QdeLiY8OxtTbDh6Uj0bapTR+I/OZaYiWGf7sJTSw4hKTNf93xERERERKQfFmARkW5MBpPUur8UYGVLFmBZSlGAVVeuAMt6iQVY1UFgmNyDh9zMIuRmFpZ4neZwIGfrVqkclqhICKG2ywKRjPSLOci4lCu1tmH72jCZ1XVZqNGEADo+ADzyG1C3nT45rsYD3wwA1r0AFOXpk4OIqArrHtIdSwcuRauAVspj/5b4G4b/NBwHUw4qj030Z5Ye3RH+w/dwiYhQGjdv927EDB+O/OO/K41L1xjNBtxyX3N0Gqj29y3pXCaWvrsflxNzlMYlqi7CAzwx/76O+HpCRzQI9NQ938rDl9D7vWjM2nQG+UX2khcQEREREVGlwwIsItKNbAesP4/gkC7AKkUHLFOw3Ggsa1ISNE1yHhdVGm6eZnj5u0mtTU8o+QZ1we8nYE9Ll4pviYqSWkek2uk9ct2vAKBJF44fVC6gIfDABiDqBUByzG+J9nwKfNYDiNulT3wioios2DMYX9/xNcY0HaM8dmpeKu7/5X7MOzoPdgcfupJ+XCMiEP7D9/CM7Kk0ru1SEuLGjMHVFSuVxqVrhBDo2D8Ctz7QHEaTutu52ZcLsGz6AcQcSVMWk6i66dWkNtY/GYmX72wGi6vcYdPSKrA6MGvTWfR5PxqrDify/iMRERERURXDAiwi0o1R8uGwzWH7//+dkJ0gFSPMK6zEawwuLjAGBpQ5tlZYCPsVjgipDmpLjyHMKvEa2e5Xws0NHp07S60lUslhd+DM3hSptd4Bbqhzk4/iHREAwGgGer94rRDLr4E+OTLOA1/1A9Y9DxTJdUAjIqquzEYzXuz8IqZHToe74tGwds2Ojw59hIkbJyI1L1VpbKI/M3p5IezTT+H/4ANK42pFRUh68UUk//tNaEUcbaeHxh2DMejptnD3MiuLaS20Y+1nx3DwlzgWexDdgIvJgIciG2DLlF4Y2aHkQ5/llZRZgCeXHMbQT3fiUDzvQRIRERERVRUswCIi3cgWYP2lA1aOfh2wAMBcp65UfGsSxxBWBwHSBVgld8DKiY6Wiu3ZtSsMbnKduYhUSjh1BflZcg/OGncO5hhNvYV2uDaSsP0EnRJowJ7PgE+7ATHbdMpBRFR19YvohyX9l6CBj/pi2D3JezBs9TBsTZAr6CcqDWE0ovaUKag7YzqEq6vS2FcWLULchPthS2NXJT3UuckHw5/vgFp1FI5E04BdK85j09cnYLOyCx/RjQR6uWL68NZY9Vh3tK3nq3u+Q/FXMWTOTjz9/WEkZebrno+IiIiIiMqHBVhEpBvZEYR27drNPk3T5EcQWkpZgCU5htDGAqxqIVC6ACu72NetqakoOH5cKralVy+pdUSqnd5djvGDnTh+0ClcPIGBs4C7vwc8A/XJcSUW+GYgsOZpoLD49z4iopqmgW8DLO6/GP0i+imPfbXwKh7f/Dim7Z2GIjs7CZF+fAYORP2FC2CqXVtp3PwDBxAzbDjyDx9WGpeu8Q5wx7Dn2iOsWS2lcc/sScHKmYeQm1moNC5RddM6zBfLHumGmSNbo7aX2iLW61lxKBG934vGrE1nkF/EIkkiIiIiosqKBVhEpBshhFQRlt1x7UbClcIryLPllXm9l4sXfFxLN/rKXKdOmeMDgPUSC7Cqg8AwuQKs7IwCFORYb/h67jb5bjGWXlHSa4lUKcq3IeawXMeC4Abe8A3yULwjKlaTO4BJu4Em/fXLsf9LYE5X4Nyv+uUgIqqCPMwemNZzGl7t8ipcDC7K4y88uRBj145FTGaM8thEf3Bv2RLhPy6Fe+vWSuPaUlMRO+5eZCxaxNF2OnB1N6H/461xc0+5zt43khKThR/f3V/iwSOims5gEBjaLhSbp/TCI1E3wcWo76OWAqsDszadRZ/3o7HqcCLfV4mIiIiIKiEWYBGRrmQKsP4YQZiQnSCVM8wrrNTXmutKFmCxA1a14OHtAkstuZOKxd2MzpYcP+javBnMQUFSa4lUOn8oFTaro+QLr6NJZ3a/qhCeAcDo74DBnwKu3vrkyEwAFg4FVj0G5F/VJwcRURUkhMDIJiPxXf/vUN+7vvL4pzJOYdSaUVhxdgUftpJuzLVro96Cb+EzZIjawFYrUv79Ji499zwceWU/YEXFMxoNiBrTBN2HNwQUTgDPuVKI5TMO4Oy+FHVBiaopi6sJL/Rrig1PR+KWZmq7CV5PUmYBnlxyGEM/3YlD8Vd0z0dERERERKVXqQqwhBBeQoghQoiPhBCbhBCxQogrQgirECJHCJEkhNgnhPhWCDFZCNGgovesNyGEhxCiixDiQSHEB0KIDUKIY0KIBCFEthDCLoTIFUKkCiGOCiF+FkK8K4QYKYTQaRYNUemZhKnMa/4YQaj3+EEAMMl2wGIBVrURINkFKy3h+gVYjsJC5O7cJRXTi+MHqZI4vUdu/KDBKNCwPYsIK4wQQJsxwKRdQIPe+uU5tBCY0wU4vV6/HEREVVBTv6ZY0n8J+oWrH0mYb8vHaztfw/Pbn0d2EbvSkD4MLi6o8/Z/EPTiC4BB7S3DrJ9+QuyoUSi8wG5uqgkh0OaWerjzkZYwuRqVxbVZHdgw/3fsXH4ODgeLP4lKEh7giS/Gd8TXEzqiQaCn7vkOxV/FkDk78fT3h5GUma97PiIiIiIiKlmlKMASQrQTQiwAkA5gOYDJAPoCqA/AF4AJgCeAYAAdAIwD8BGA8/8tyLpHCIkqj0pICGEWQnQXQrwmhIgGcAXALgDzADwF4FYALQCEArDg2u+hB4BAAC0B3AngeQDfA0gRQuwSQjwqhLA4+/8LEVC+DljSBVhepS/AMteRa9VvTboktY4qn8B6kgVYN+iAlbd3HzTJk92WKI4fpIqXnVGAxDNXpdaGtwyAm8WsdkNUdj6hwLgVwIAPALNON/6zk4DFo4Af7wdy5MZVEhFVRxYXC6ZFTsNrXV/TZSThuph1GPHTCBxJO6I8NhFwrZjHb/x41PtyPoy1aimNXXj2HGJHjEDWLxuUxqVrIloHYuiUdtJdnm/k0IZ4/PzJERTkWpXGJaquejWpjfVPRuKV/s3g5ar/I4sVhxLR572t+HDTWeQX2XXPR0REREREN1ahBVhCiEAhxNcA9gO4B4DM3ckOABYAOCyE6Klwe04jhDAJIW4TQswHkALgNwBvAIiC3H+T/w8NoAuAOQDihBAvCyHU3oUhKoFRlP305R8dsCrzCELbJXbAqi5qSxZgpd6gACtn61apeEY/P7i1bCm1lkilM3uTAckD7hw/WIkIAXS4H3h0B1C/u355ji8DZncEDi8COBaLiAjAtQKWEY1HYFH/RbqMJEzMScT4dePx6ZFPYXPYlMcnAgDPLl0Q8eNSuDVvrjSuIzcXiU8+iZRp06FZWdCjWmCYF4a/0AFBEWpHUsefyMDSd/fj8qUcpXGJqisXkwEP9myAzVN6YWSHUAiFI0KvJ99qxwebzqDP+9FYdTiRI4uJiIiIiCpIhRVgCSG6ATgKYDyuFQqV180Atv63c5TOX2nUEUK8DCAJwC8A7geg9njh//gBeAvAcSFEF51yEP2D0SBRgOX47wjCHP07YBn9/CBcyl7naEtPh1ZUVOZ1VPnIdsDKSstHYd5fHxhomoac6GipeJaoKAjFYz6IykrTNJzeLTd+0NXThPot/BXviMrNLwIYvwa4/R3A5KZPjvwrwMpHgQWDgQyOFSIi+kMTvyb4fsD36BehfiShXbNjzuE5mLB+gvTBFaKSmENCUH/Rd/AZNEh57IyvvkLchAmwpqYqj13Tefq4YvAzbdGki9rDEVlp+Vg27QAuHGb3U6LSCvRyxfThrbHqse5oV89X93xJmQV4cslhDP10Jw7FX9E9HxERERER/VWFPOkVQgwBsAXXRgoqDY1rnaMWCCEx96xi3AogwIn5GgLYJoR42Ik5qQarkBGEltIXYAkhYK4j0QVL03ijuJrw8HGBu7dcs8H0hL+e/i06fx7Wi3J/bi29ekmtI1IpLT4bV5LlRmg2ah8Eo7mqfPyqYQwGoOskYOJ2IKS9fnkuRANzugI7Pwbs7MhCRAQAnmZPTOs5Da93fV2XkYSH0w5jxE8jsPr8ana7IF0Y3NxQ5913EPTKK4BJ7Sit/P0HEDN0GHL37lUalwCT2Yi+45uh69Cb1Bx7/S9roR3rPjuGvT9dgObgew5RabUK9cWPj3TDB6NaI9hbp4Mxf3Io/iqGzNmJyYsPISFD7js+ERERERGVndOfkgkhbgewBOUbrVeSsQDm6hi/MpG522EGMFcI8azqzRD9ncwIQptmQ6G9EKl5ZS9wMgkTgj3LVttpkinAAmC9dElqHVUuQggEhsl1wUpL+OsYQtnuVzCb4dm9m9xaIoVku18BUH7CnnQQ2Bi4fwPQ9zXAYNYnhy0f2PAK8EVfIOmoPjmIiKoYIQSGNx6ORf0XIdw7XHn8XGsuXv7tZUzdNhWZhZnK4xMJIeB3z1jU/+pLGP3Vdjy1p6cjfsL9uPzFFywiVEwIgXa31Uf/R1vB7Fr2ezPF2fdzLNZ+dgxF+Sy6Jyotg0FgSNtQbJ4ShSf7NoKbEw4w/XTkEvrO3Ip3151CVgHHvhIRERER6c2pBVhCiAiUrvgqCcDbAKIA+AMwAvAA0BjAvQDWlyLdg0KIx+R3W6loAA4A+AjAOACdAAQBcMO1/zZ+ABoBGAFgNq799yuNGUKIUcp3S/QnMiMIASAxOxGaRH1hHUsdmAxlO5Ur1QELgC2ptH/VqLKrXV+uACs17q8FWNmSBVieHTvAaLFIrSVSxW534Oz+FKm1PrXdERThrXhHpAujCej5LPDIdqBuO/3yJB0GPu8FbHwdsObrl4eIqAr5YyThkIZDdIn/S+wvGLZ6GPYmsZsQ6cOjY0dELPsRbq1aqQ1styP1vfdxcdJjsF+9qjY2IbxVAIY91x7eAWq77sQeTceP0/bjagq76xCVhYeLCU/f2hibn+2FQW3q6p6vyObAZ1vPo9eMaCzYFQub3aF7TiIiIiKimsppBVhCCCOuFV/5FnOZA9cKr27SNO1lTdO2aZqWoWmaQ9O0fE3TzmqatkDTtH4AOgM4WULa94UQiu8KOY0GYCuAhwHU0TStg6ZpT2qatlDTtH2apqVqmlaoXXNF07Rzmqb9qGna4wAi/ruupPZBAsAXQohwXf+fUI0m0wELAGKzYqXWlWX84B9kC7CsLMCqNmQ7YKX/qQOW/epV5B88JBWH4wepMkj4PQP52XInYpt0DoYQCmebkP5qNwMe2Ajc+m/A6KpPDs0O7Jh1bSzh+c365CAiqmI8zB74d/d/Y3rkdFjM6gvwU/JS8OCGBzHzwExY7ex0QeqZg4NRf+EC+I4Yrjx2zpYtuDB0KPIPH1Yeu6bzD7Fg+AsdULeRr9K4V5LzsPTd/Yg5mq40LlFNUNfXHR+Obotlj3ZD6zBf3fNl5Bbh1VW/444Pt2PzqRR2HSQiIiIi0oEzO2BNxLXOTTdiBTD0v4VXJR6T1zRt73/jbSnmMldc6whVlVwB8D6Ahpqm9dI0bZ6maWVqR/Hfwqx5ANoAiC7hcguAj2U2SlQaBiH3NhOXFSe1LtRLogCrrmQBVmKi1DqqfALqyT38upKSh6KCayMXcn7bATjkThFaoqKk1hGpdKoc4wcbd+L4wSrJaAK6Pwk8ugMI66xfnisxwIIhwLIHgZyyjxcmIqqO+kX0ww8Df0CrAPVnxjRo+Or4Vxi7diwuXL2gPD6RwcUFdd58E8FvvAGY1Y41tl1KQuw943D5q69ZHKCYu8UFdz3ZBs27y90DuZGifBvWzjmKPasvwOHg7xlRWbWvXwsrHu2GD0a1RrC32k5113MuNQf3f70f98zfgxOXsnTPR0RERERUkzilAEsI4QvgzRIue1DTtFVliatpWg6AgQCOF3NZDyHE6LLErSCpAF4AUE/TtCmappX7LqmmaUkAbkfJRVgDhBAdy5uP6HpkO2A5swDLJNkBqyguXmodVT5efm5w85R4cKABly/mAAByJMcPukREwKV+fam1RKoU5FoRczRNam2dhj7wCXRXvCNyqoBGwIR1wB3vAiYdfy+PLQU+6QDs/0q6YJWIqDoJ8wrD1/2+xoMtH4SA+k6SJzNOYuSakVh4YiEcGt93Sb1ao0YifOEC6e/UN2SzIXXaNFx87HHYMzPVxq7hjCYDet3TFD1GNoIwqH3f2b82Fj9/cgQFuey+R1RWBoPAkLah2DwlCk/0bQRXk/6PbXacu4z+H2/Hcz8eQUpWge75iIiIiIhqAmd1wHoUgF8xr3+nadq3MoE1TcsFMArXOmjdyEsysZ0kC8DrABpomjbtv0VlymiaVgRgCIDYEi59RGVeoj/IFmDFZ8sVN4V5hZV5jbluXalcRbGxUuuo8hFCIFCyC1ZqfDY0mw0527dLref4QaoMzu1PgcMmd1q9SWd2v6oWDEagy6PApJ1A/R765SnIBNY8BXx1B5Dyu355iIiqCLPBjCfbPYnPb/scAe4ByuMX2gsxbd80PLThISTlcIQ6qefeujUili+DZ7duymPnbN6MmCFDkX/kiPLYNZkQAq37hGHgE63h6mlSGjv+RAZ+eHsf0uKzlcYlqik8XEx45tbG2DylFwa1kbtfWRaaBvyw/yJ6zYjGrE1nkFdk0z0nEREREVF1pnsBlhDCBcATxVySA2BqeXJomnYCxY/RaymE6FeeHDoarmnav/9bSKYLTdOu4lp3reIME0KyUoaoGAaD5AjCTMkOWJayd8ByCQ0FTGW/6WhLTYU9R7e/uuRkgfW8pNalx2cj//BhOCRPZrMAiyqDk7vkxg8aTQY0bF9b8W6oQvk1AMb/BPR/H3CRK0wtlYQ9wNxIYONrQBF/lhIRdanTBcvuWoaeIT11ib83eS+Grh6KVedWcawbKWeqVQth8z5HwKRJymNbL11C7D3jkPHNN/yzq1hYUz+MfLEj/EPUfubLvlyAZTMO4NQuFn0SyQrxdceHo9ti2aPd0DrUR/d8+VY7Zm06i97vRWPp/gSOEyUiIiIikuSMDlh3AiiuNcK8/47KK6/pAAqLef0BBTmU+2+HKmfk+R7A2WIu8QHQ1hl7oZpFtgNWan6q1DqZEYTCbL5WhCWhKC5Wah1VPgFhcgVYaQnZ0uMHDV5e8GjHt16qWBmXcpEamyW1NrxVAFw9JMZ3UuVmMAAdHwQm7QJu6qtfHocN2PEhMLsLcGaDfnmIiKoIPzc/zO47G891fA4mg9quNACQY83BKztewVNbnsLl/MvK41PNJoxGBD4xGWFzP4PBR3GxgNWKlHfexcXJkzmSUDHvAHcMe6698kMVdqsDv35zEtGLTsNu5QhUIlnt69fCikndMXNkawR5u+qeLyWrEFN/PIoBH/+GnefSdc9HRERERFTdOKMAa2wxr2kovnNVqWmalgLg+2IuGSCE0P+4SOX2Uwmvt3bKLqhGkS3AkuHr6gsvF7kiGpfwcKl1HENYfdSuL/dnJyMpD1ejf5Naa+nZA8LM4hWqWKd2y9fBN+nC8YPVmm894J5lwJDPAffipomXU2Y8sGgE8MO9QGaifnmIiKoAIQTGNR+Hxf0Xo4FPA11ybE7YjKGrh2Jz/GZd4lPNZomKQsSyZXC7+WblsXM2/XptJOHhw8pj12RmVyNue/BmdBncABBqY/++LRErZh5EzpUCtYGJahCDQWBou1BsmdILT/RtBFeT/o90TiRlYcwXe/DgN/twLjVH93xERERERNWFrp/WhRBuAPoXc8kuTdNiFKZcVMxrrgAGKsxVFW0r4XV97u5SjebMAiyZ8YN/kC7AiomVzkmVi3eAO1zcy95pQHNoyEgprgHjjVmioqTWEanisDtweo/c+EF3bxfUu1nHohyqHIQAWo8CHt8HtBypb64Tq4BPOl7rimVzSpNYIqJKq6lfU3w/4Hvc3fRuXeJnFGTgyS1P4tUdryKniA9WSS2X0BDUX/QdfEeq/+xgvXQJsWPvQfrn86A52FlJFSEE2t8Rjv6TWkl9Ly5OSkwWfnh7HxJPX1Eal6im8XAx4ZlbG2PzlF64q3Vdp+TcdDIVt8/ahtdWHUdGLr+jERERERGVRO/jEj0AuBfz+grF+X4FUNwMnVsV56tqSmpx4euMTVDNYhDOaLR3jcz4wT+wAxYJIRAYZpFam+0VJpMQnpGRUvmIVEk4dQV5mXI3UZt0CoLR6Lz3eKpgngHAsHnA2B8BH4n3vNKy5gIbXwM+6wHElHR2gIioenMzueGlzi9hdt/Z8HPTp+h55bmVGLZ6GPYm7dUlPtVcBldX1Pn3G6jz9tsQrorHZtntSJs5E/EPPABraqra2DVceMsAjHihA2oFeyiNm59txapZh3BgfSw0h6Y0NlFNE+Lrjo/ubotlj3ZF61D9B37YHRq+3RWHqOlbMCf6HAqsdt1zEhERERFVVXo/NbulhNc3qUymaZoNwNZiLqnpBVgZJbyu/yB5qnGMBid2wCpPAVZEhNQ6FmBVLwH15MYQZnmX/c+Pe5s2MNWqJZWPSJVTu+THDzbtWkfhTqjKaHQrMGk30PlRKJ9R82fpp4FvBgI/PgBky3VpIyKqLiJDI7H8ruWICtWne+ql3Et4YMMDeGv3W8iz5umSg2ou36FDEP79Epjr1VMeO2/XbsQMHoKcbSzaVsk3yAPDn++A8FYBSuNqGrB75QX8/OlRFORalcYmqona1/fDiknd8eHoNgjxLe4MvBrZhTZMX38avd+LxtL9CbCzmJKIiIiI6B/0LsDqUsxrWQCO6JBzezGv1RFCqL/jU3WUVFnAO62knDNHEIbJdCH6L/kRhDHQNN5wqC5qSxZgZfqUfYKrpVcvqVxEqhTkWhFzOF1qbWA9L/iHyHWMo2rA1QL0exd4cBNQu7m+uY7/CHzcAdg1B7Db9M1FRFSJ+bv74+M+H+PVLq/CzeimS47vT3+PoauHYl/yPl3iU83l1rQpIpb9CK877lAe256RgYSHJyLl3WnQijgeSxUXdxPufKQlOvQPVx477thl/PCffUiJLW6IARGVhsEgMKhNCH59NgpTb28Ci6vaEaLXk5RZgKk/HkX/j7Yj+nQq74sSEREREf2JbgVYQggBoE0xlxzW9Pl0fqCE19vqkLOqaFjC62lO2QXVKE4dQWiR74Blqh0Ig0fZW+w7cnNhT5crYKDKJ1CyACvfPRBF5rIVo7AAiyrauQOpsNscUmubdg1WvBuqkkI7AA9vBfq8Ahhd9MtTlA388iIwNxKI26VfHiKiSk4IgZFNRuL7gd+jmV8zXXIk5iTi/l/ux9t73mY3LFLK6OWFkA9mIujVVyDMZuXxM77+GrF3j0FRXJzy2DWVMAh0HtgAdz7aEi5uag/XZWcUYPmMAzgWfZHFG0QKuJmNeKx3Q0RP7YWxnevBoGOz4j+cSs7GfV/twz3z9+B4Yqb+CYmIiIiIqgA9KyMiABQ3hPyoTnlLittGp7xVQXEdyQDgrFN2QTWKMztglWcEoRBCvgsWxxBWG75BHnD1lDstmFmGMYSmunXg2riRVB4iVWTHDxqMAo06BineDVVZJhcgcirw6C4gIlLfXKm/A1/dAax4FMhO0TcXEVEl1sCnAb678zvc3+J+CJ3GwS4+tRjDVg/D/uT9usSnmkkIAb+xY1F/8WKYw+Q7WN9Iwe+/I2bIUGSuXq08dk0W0ToQI17sCL+6nkrjOuwati05g43zf0dRATudEqkQYHHFf4a0xPqnItGrSaBTcu44dxkDPv4NTy05hItXWLxNRERERDWbngVYJT1Z1qXYR9O0dADFHbmoyU+8B5XwOucMkHJGg3MKsEwGE4I8ylcQIFuAVRgTU668VHkIIRAcUVzt8I2VZQyhJSoK1xpFElWMK8m5SImRG/kR3ioA7hYdux1R1RTQELh3NTBkLuARoG+uI4uAj9sDOz8GbBw1REQ1k9loxtPtn8aXt3+JEEuILjku5lzEhF8m4N2977IbFinl3uJmRCxfBq/bblMe25GXh0vPPY9Lz78Ae06O8vg1lW+QB4Y/3wGNOtRWHvvs/lQsfWc/Lify94tIlcZBXvh6QicseKATmgbLdXsvq5WHL6HPe1vx9tqTyMyzOiUnEREREVFlo2cBVngJr5/XMfeFYl4rfYuSakQI0RfATcVcEq9pmp6/J1RDOWsEYYglpNzFXvIdsDjioDoJbiBXgJVVhg5YXhw/SBXs1K5k6bVNu9ZRuBOqVoQAWo8GHt8HtLtX31xF2cCGV4DPugPnftU3FxFRJdYhuAN+HPgjhjYaqluO705+h+E/DceBlAO65aCax+jlhZAPZyHolVcAHUYSZq5ahZjBQ5B36JDy2DWV2dWIWx+4GT1GNIJQPN/sakoefnx3P07vluvSS0TX17NRIH5+oifeHdoSgV6uuucrsjvw+bYLiJyxBfO2XUCB1a57TiIiIiKiyqQiC7D0/EZdXOwaWYAF4PkSXl/ilF1QjeOsEYShFvnxg39wiZB7e+AIwuoluIG31Losr/pwlKLgULi5waNzZ6kcRCo4HJr0gw13LzPq3eyneEdU7Xj4AXd9DExYDwQ20zdX+hlg4VBg8Rgggx0piahmsrhY8Ea3N/Bxn4/h56bPz+mE7ARMWM9uWKSWEAJ+94xF+KJFMIeW/zv931kvXkTcPeOQ9vEn0GwccaeCEAKt+4Zh8NNt4O6ttiuuzerApq9PYsuCk7AVsWiDSBWjQWB0p3qIntILT/RpCDez/odlM/Ot+M/ak+j7/lasPJQIh0PTPScRERERUWVg0jF2SbPA5FsvlKy4p4rOGX5eiQgh7gBwazGXOADMd9J2qIZxWgGWl4ICLNkOWBxBWK3UDveGEIBWxntDDqMLcjxD4J2TUOx1nl27wuDmVo4dEpXPxZMZyM2UG9vWuFMwjEbndDakaqB+V2DiNmDXx8DW6YCtQL9cp38Gzm0Cuj8B9HgacPHULxcRUSXVK6wXVgxagTd3vYlN8ZuUx9eg4buT32FL/Ba83vV1dAvppjwH1UzuLVsgYvkyJL38MrI3Kv6za7cjffZs5O7YgbozpsMlLExt/BqqbqNaGPVSR6z//BiSL8iNNr+REzuSkByThdsfbAG/uvxMR6SKp6sJz9zWBHd3rocZv5zG8oOJuudMvJqPp74/jHnbL+ClO5uhe0Odx9UTERFRjfPQQw/h+PHjFb0NKkGLFi0wb968it6GU+hZgFXSscvLOuYuLrZJCOGtaZrauwOVlBDCE8CcEi5bqmnaGWfsh2qeqtUBK1xqXVFCAjSbDcKk51sqOYuLmwn+oRakJ+SUeW2mT4MSC7AsHD9IFezUbo4fJCcyuQA9nwVuHgr8/CxwXsdxgfZCYNsM4PBi4LY3gZuHXBuLSERUg/i5+WFmr5lYc2EN3tnzDrKt2cpzXMq9hImbJmLQTYMwteNU+LjKjfAm+jOjtzdCPvoIVxYsROqMGdCsVqXx8w8fRsygwQh65RX4DBkMwc8I5ebp64rBz7TDjqVncWyr2kKOjEu5WPruPkSOboymXevw94tIoTo+7pg5sg3u7x6Bt34+gd0XMnTP+fulLIz9Yg+iGgfihX5N0ayOXPd5IiIior87fvw4du/eXdHbIPp/erYw8C/mtSJN0wp1zF3SHcbi9lbdvIfixy4WAnjJSXv5ByFE1/L8AtCiovZOpWMwOKdTSphX+U+xGi0WGAMlTmLZbLAm6n9qjJwnOELuIVKWd8ljLC29oqRiE6lQmGfFhcNpUmsDwiwICLUo3hHVGH4RwD3LgOFfAV46F/JlXQR+nAB8PQBIOqJvLiKiSkgIgYE3DcTyQcvRuY5+o69XnV+FwasGY1Oc+m5bVDMJIeB37ziEf79EukN1cRx5eUh66SUkPv0M7FevKo9fExlNBkTe3QS33NcMJsVjzWxFDmz+9hQ2fX0CRQUcIUmkWosQHyx+qAs+H9ceEQHO6Ta39Uwa7vxoO6YsPYKkzHyn5CQiIiIiciY9KyOK+9Re9rYiZVNSd6sa8fRQCDESwCMlXDZd07QLztjPDews56/Pnb9lKouqNIIQAFzrh0utK+QYwmoluIHcSbzMEgqwXJs3gzmopAm9RPo5dyAVdqtDai27X1G5CQG0GAo8vg/oNhkw6Nw5Mu43YG4UsOpxIDtF31xERJVQsGcwPr/1c7zQ6QW4Gl11yZGen46no5/GM9HPID0/XZccVPO4NW+OiGU/wmfIEF3iZ69fjwuDBiN39x5d4tdETbrUwfAXOsA3yEN57DN7UrD0nf1IS1Df0Y+ophNC4Labg/HLU5F4fWBz+HqYdc+pacCPBy6i14xovLP2JK7mFemek4iIiIjIWfQswCru7p7en6pL6lPuonP+CieEaArgixIuOwrgLSdsh2qwqlaAJT2GMDZWSX6qHIJvkuuAVeAegEKXGxdvWaLY/Yoq1qldSVLrDAaBxh1ZPEiKuHoBt70FPPIbUL+Hzsk04NAC4ON2wPaZgLVA53xERJWLQRgwttlYLB24FK0DW+uWZ2PcRgxaOQgrz62Epmm65aGaw+DpibrvvI26M2bA4Km+M4stJQXxEyYgZcYMOIr48F8F/xALRrzQAQ3b11Ye+2pKHpZNO4Bj0Rf5HkOkAxeTARO6R2DrlN6YGNUALib9JxoU2hyYu+0Cek7fgtlbziG/yK57TiIiIiIivel57Ly4Iie9+0aXFL9aF2AJIfwA/ATAq5jLCgCM0zSNd5lIVwah/xd2Pzc/eJrV3JB1CS95hNz1sACrevEOcIe7lxn52SXV8/5TpncEaqdff+SVV+/e5d0akbQryblIvlBSk9Drq9/SH+5e1frjE1WE2s2A+9YAx5YCv7wM5Kbql6soB/j1DeDAV8CtbwLNB13ryEVEVENE+ETgmzu+wYITC/DxoY9R5FB/KyCrKAuv7ngVay+sxevdXkeIJUR5Dqp5fAYOgHvrVkh8dgoKjh1TG1zTkDH/S+Ru/w11p0+DW9OmauPXQC7uJtz24M2o09AHO348B4ddXbGU3ebAtiVnkHj6CnqPawpXJ3TqIappfDzMeLFfM9zbNRzvbziNFYcSoXfNY3aBDTN+OY1vdsbiib6NMKpjGMxG/e8nExERUfXl6emJli1bVvQ2aqxjx44hNze3ordRYfQswCoutt7HGUoqwKq239CFEGYAPwJoWMKlkzVNO+qELVEN54wOWKEWNd2vgPJ0wIpTtgeqeEIIBEX4IPZo2ceoZHk3uG4BlikwEG4tWqjYHpGU07uTpddy/CDpRgig1Uig8e3AlreBvZ8DmtyYzFK5Gg8sHQ/U6wbc8TZQt61+uYiIKhmjwYj7WtyHyLBIvLrjVRxN0+eWwK6kXRiyaggmtZ6Ee5rfA5PeI2ep2nOpVw/h3y1E6ocfImP+l8rjF545g5gRIxE4eTL8H7gfwuicTt7VlRACrXqHoXa4N36Zdxw5GYVK458/lIbU+Gzc9uDNCI6Q615NRMUL8XXHzJFt8ECPCLy77hS2n9V/zHBqdiFeWXkc83+LwbO3NcadLerAYOChGSIiIiq7li1bYteuXRW9jRqra9eu2L17d0Vvo8LoeZSguCIove9klHR3T+8OXBVCCCEAfA2gpBYrX2maVtJ4QmfpVs5fDzt/y1QWRoP+Ny5DvNSdrHYJD5daVxQTo2wPVDkEN7jxKMHiZPpcv4uapXdvCANP8FHFcDg0nN4jV4Dl7mVG/Zb+indE9DduPkC/acDEbUBYZ/3zxe8EPu8NrJwEZMmN5iQiqqoa+DTAt3d8i2faPwMXgz4dLvNt+Xj/wPsY8/MY/J7+uy45qGYRLi4ImjoVYfPmweivw2dTqxVpM2ci7p5xKIrjASsVgiN8MOqlTqjfQv3vV/blAqyYcRAH1sfC4eBIQiK93FzXBwse6Ixv7++EZnXk7pOVVUx6Lh5fdAiDZu/A9rNpTslJRERERKSKnk+Ci+tnr/fxx5LiV9exe7MAjCnhmo0AJuq/ldLRNG1XeX4BOF7R/x+oeFWuA1ZoKCBx2tWWkgJHDW6nWB3VuUnuJG22Vz04rvPn3tKH4wep4iSeuoKcK3Inzxt3DIaR7f/JWYJbAhPWA4PmAJ6BOifTgMPfAR+3B6LfBYr4c5yIag6jwYgJLSZg6cClaBXQSrc8JzNOYszaMZi2dxpyrXyfpfKz9OyBBitXwLN7d13i5x86hAuDh+DKkiXQ9J67VQO4WczoP6kVOg9qoHz6s8OhYffKC1j94SHkXClQG5yI/iKycSB+ntwDM0e2Rl0fN6fkPJaYiXHz92LsF7txJOGqU3ISEREREZVXRRVg6XPE8n9KGjFY7QqwhBD/AvBECZftATBU0zSr/jsiusYg9H9oH+YVpiyWcHGBOVSuo1ZRfLyyfVDFC6zvLdXq3GEwI9vy1z+Twt0dnl27qtoaUZmd3CXf4adJ12CFOyEqBYMBaDsWmHwA6Po4oPfoKmsuEP0O8FE74OC3gEPvaelERJVHA98G+KbfN3i6/dO6dcNyaA4sPLkQg1cNRnRCtC45qGYxBQYibN7nCHrxBQhzSbcAy07Lz0fyv95AwsMTYU1JVR6/phEGgQ79wnHXU23h7q3+fSbx9FUseWsvLhxipxwiPRkMAkPbhWLzlF54sV9TeLk5Z8TwjnOXMWj2Dkz67gDOp+U4JScRERERkSw9KyOK+zRs0TEvAJTUDzdb5/xOJYR4CsDrJVx2DEA/TdP4LYWcyhkjCOta6iqNxzGEBABmFyP8Q+V+XGX9bQyhpUd3GFxdVWyLqMwK822IOSz3MMI/1ILAMC/FOyIqJTcf4Pb/AI/uBBo4oYtgTjKwejLwWQ/g7CaAXS+IqIYwGUy4v8X9+GHgD2gZ0FK3PMm5yZi8eTKeiX4GqXksaqHyEQYD/MaPR/iPS+HaqKEuOXK3b8eFu+5C5s8/6xK/pgltUgujXu6Iuo18lccuzLVh3dxj2PLdKVgLWUxPpCc3sxETo27Ctqm98WCPCLg4qWP22mPJuO2DbXhx+VEkZ7LrHRERERFVTnp+Os4o5jUXIYSeT6JLelJY3N6qFCHEAwBmlnDZWQC3app2xQlbIvoLZ4wgrOuptgDLVbIAqzA2Vuk+qOIFS44hzPRu8Jd/tvTpq2I7RFLOH0iFzeqQWtusax3FuyGSENgEGLcCGPUd4FtP/3ypJ4DvhgELhgDJx/TPR0RUSdzkexMW9FuAKR2mwM2o33ihjXEbMWjlIHx/6ns4NLnPKER/cGvSBOFLl6LWuHG6xHdkZuLSs1OQ+MwzsF3hbbXy8vRxxaCn26Jj/3BA8UhCADix/RKWvrMPaQnV6uwtUaVUy9MFrwxojl+fjcKgNmrvzd6I3aFh8d4ERM3YgnfXnUJmHgd9EBEREVHlUlEFWADgr2Nuv2JeswPI0jG30wghRgP4HMXfsogD0FfTtBTn7Iror/QeQSggEOypdjyWS0REyRddRxELsKqd4AYlNVS8vkzvP/0ZMhhgiYpUtCOisju5U278oMEg0KhjkOLdEEkSAmg2AHhsL9D7ZcDkrn/OC1uAz3oCKycBmYn65yMiqgSMBiPG3zwey+5aho7BHXXLk2PNwVt73sK4teNw8vJJ3fJQzWBwc0Pwyy8hbN7nMAYE6JIja+06XBgwEFkbN+oSvyYxGAQ6DWyAQU+1hYeP+pGEV5Lz8OO0/Ti8KR6agx1NifQW5ueBD0e3xerHu6NLg+Iey6hTaHPgs63n0XP6ZnwafR75Rex8R0RERESVg56VESUV/Oj5RK+4dg1pmlb154kIIQYBWIDifw8v4VrxVYJzdkX0TyZh0jV+oEcgzEaz0pjyIwhjle6DKl5whFwHrEK3Wihw9QUAuLdtC5Ofc25AEf1dRlIuki9kSq2t39IfHt7qH4gQlYvZHYh6Dnh8H3DzECck1IDD3wEftwd+fRMoqBbnOIiISlTPux7m3zYfr3d9HRaz3Fju0jiafhSjfx6NaXunIacoR7c8VDNYevZEg9WrYOnTR5f49suXkTj5CSQ+8yy7YSlwbSRhJ9S7Wf33ZYdNw44fz2HNJ0eQm1moPD4R/VOrUF8sfqgLvrqvIxoH6ffZ4c+yCmyYtv4Uer23BYv2xMNqZ2dNIiIiIqpYehZgxZbwup4zbYqLHaNjXqcQQtwO4AcAxVW2pAG4RdO0887ZFdH16d0BK8QSojymdAFWbCyqQX0n/YmXv5v0idys/3bB8tLp5j9Rach2vwKApl04fpAqMd8wYMTXwPg1QFBL/fPZ8oHt7wEftgZ2zQFsfJBHRNWfEALDGw/HykEr0Su0l255HJoDC08uxF0r78L6mPX8TkXlYvLzQ+jsTxD8r39BuOkzSjNr7Vp2w1LEw9sFAx5rja5DboIwqJ9JGH8iA9+/tRcxR9KUxyaifxJCoHfT2lj3ZCSmD2uFIG9Xp+RNySrESyuO4ZaZW7HyUCLs7H5HRERERBWkIguwbtIxd4NiXqvSBVhCiCgAKwAUVxFwFcBtmqaxjz9VOKPBqGv8Op7qCwRMQUEQ7mUfbeTIzoY9o6Tpq1SVCCEQ3ECuC1am97UfRZY+vVVuiajU7HYHTu+WK8By8zSjfks9p0UTKRLRE5i4FRj4EeAZqH++/AzglxeBjzsAR5YADo66IKLqL8gzCB/1+QgzImfAz02/zq5p+WmYum0qJm6ciLisON3yUPUnhECt0aMQsXw53G6+WZcc/98N69kp7IZVTsIg0O72+hg6pR0sfuqLNfKzrVj76TFsXnASRQU25fGJ6J+MBoGRHcMQPaU3nrujCbzc9J2Q8Ie4y3l46vvD6PfhNqw/nsyibiIiIiJyOj0LsM6W8HojPZIKIfwB+BZzSUn7qrSEEF0BrAFQXGVINoA7NE077JRNEZWgKnbAEkKUYwxhla7xpOuQHUOY6RMBlwYN4BoRoXhHRKUTd/Qy8rOtUmsbdwqC0aTv+zeRMgYj0H48MPkg0ONpwOiE0ZmZ8cCKicDcSODMBoA39omomhNC4I6IO7By0Er0b9Bf11y7knZhyKohmH14NgpsBbrmourNtUEEwhcvQsCkRwGjPofDsn7+md2wFAlu4INRL3dCgzb6FNWf3JGE79/aKz2inYjKzt3FiEm9GmL7c70xMaoBXJ10n+FMSg4eWXgAg2fvwLYzaSzEIiIiIiKn0fMT7wUAWcW83kqnvCXFPaxTXl0JIdoBWAeguAHq+QAGapq2xzm7IiqZUejbAauupa4ucV3C60utK4qNVbsRqnBBoXJjK7ItYfDoxfGDVHFO7LwkvbZpN44fpCrIzRu45V/AY3uB5oOckzPlOLBoBPD1AODifufkJCKqQLXcauHdnu9idt/ZCPYM1i2P1WHFZ0c+w9DVQ/Fb4m+65aHqT7i4IPCJJxC+6Du41Jf7nl8SdsNSx83TjDsmtkDPUY1hMKkfSZiVXoDlMw5gz+oLsNsdyuMT0fX5erjgxX7NED21F0Z3DIMOE0ev68jFTNz75V6M+nw39sVyagERERER6U+3Aizt2rGCw8Vc0kYIocdH7fYlvH5Ih5y6EkK0ALABQHFtWAoBDNY0batzdkVUOroXYHnqU4Al27WIBVjVj0ficQhH2ccUaAYTClpE6rAjopLlXClE/PHLUmsD63khMMxL8Y6InMgvAhj5LXDfWiBYrzMffxP3G/BFX+D7e4C0M87JSURUgSJDI7Fq0CqMaz5O167HCdkJeHTTo3h6y9O4lCNfXE7k3ro1IlauQK2xY3XL8f/dsNavZ7eVchBCoFXvUAx/rgN8gzyUx9c0YP/aWCybdgBXknOVxyeiG6vj4453h7XChqej0K+FfoXcf7c3JgMjPtuF+77ai+OJ7IJHRERERPrRu+fr7mJe84E+XbB6FvNasqZpcTrk1I0QojGATQD8i7nMCmCkpmkbnLMrotLTewShfh2wwqXWFcbEKt0HVbz8bVvglZMgtfaKUZ/RCUQlOb0nSXoiWjN2v6LqIrw78PBWYNAcwBLknJwnfwLmdAZWPgZcjXdOTiKiCuJh9sBzHZ/Dov6L0Myvma65NsVvwqCVg/DZkc9QaC/UNRdVXwZ3dwS/+grC5n8BU5A+nw3sly8j8amncXHyZFhTUnXJUVME1vPCyJc6onlPfe77pMVn4/v/7MPRLRdZMEfkZA1rW/DpPe2x8rHu6NqguMceakWfTsOAj3/DowsP4GxKttPyEhEREVHNoXcB1q8lvH6LymRCCCOAqGIu2agyn96EEOG49t+wuLtCdgBjNU1b7ZRNEZWRyWDSNX4diz6FArIFWOyAVb1oDgeyt0TDJzNGan1KLG/mkPNpmoaTO5Kk1hpNBjTq6KRCFSJnMBiAtmOByQeBqOcBk7v+OTUHcHgh8FE7YO1UIDtF/5xERBXoZv+bsaj/IkzpMAXuOr7PFtgLMPvwbAxeORjRCdEsmCBplu7d0WD1KnjfNVC3HDmbfsWFAQNwZelS/lktB7OrEb3HNsUdD7eAq4f6+0t2qwPbvz+DNR8fQe5VFncSOVubMF8seqgzvr2/E26u6+20vOuOJ+P2WdvwzPeHEX85z2l5iYiIiKj607sAazuAgmJeH6I4X18UP6avyhRgCSFCcK34KrSYyxwAJmiattQ5uyIqOz07YAW4B8DV6KpLbOkCrPh4aHa72s1QhSk4ehT29HT4ZF2QWp98PpM328npLp29isy0fKm1DdoGws3TrHhHRJWAqwXo/RLwxEGg7T0A9JiE/jcOK7D3c+DD1sDG14G8DP1zEhFVEJPBhPE3j8eKQSvQM6S4xuTldzHnIiZvnozHfn0McVlVqsk5VSJGHx+ETJ+OkFmzYPT11SWHIzsbya++hvj7JqAojn9Wy+OmdrUx6pVOqNvIV5f48ScysPjfe3BmbzK/wxM5mRACkY0D8dPjPfDR3W1R31/96NHrcWjA8kOJ6PN+NF5ecQzJmcU9xiIiIiIiKh1dC7A0TcsHsLaYS7oJIeorTHl3Ma8VAvhJYS7dCCFq49rYwQYlXPqopmkLnLAlImlGYdQtdl1PfdrQA4DR2xtGf4kW2FYrrImJ6jdEFSL7180AAO8suQ5YeVlFyL7MGzjkXLLdrwCgeXeOH6RqzrsuMGg28MhvwE19nZPTlg/smHWtEGvrdKCQ3RGJqPoKsYRgdt/ZmBE1A/5u+o4U2p64HUNWDcGHBz9EnpXdK0iO9x23o8FPq2Hp1Uu3HHl79uDCoMG4PP9LaDabbnmqOy8/Nwx6ui06D2oAYVBfTF+YZ8PGL0/gl8+PIy+rSHl8IiqewSBwV+u62PRMFN4c3AKBXvocuv07m0PDd3viETVjC95acwKXc9gNj4iIiIjk6d0BCwC+K+Y1AWCyiiRCiEAAo4u5ZK2maVdV5NKTEKIWrnXqalrCpU9pmva5E7ZEVC5Gg44FWBb9CrAAjiEkIHvLtQIst8KrcC24IhUjOSZT5ZaIilWYb8P5g6lSa70D3BDSuJbiHRFVUsEtgHHLgXuWAbVvdk7Owixgy3+uFWLt/ASwynWqIyKq7IQQuCP8DqweshrDGw/XNZfVYcUXx77AXSvvwvqY9excQ1JMgYEI/XQO6vznPzB4eemSQysoQOqMGYgdfTcKTp/WJUdNYDAIdOgXjqFT28E7wE2XHOcPpWHJm3ukv1cRUfmYjQaM61IfW6f2wtTbm8DLVf340esptDnwxW8xiJy+BTM3nEZWgdUpeYmIiIioenFGAdbPAFKKef1hIUSQgjxTART3zXu+ghy6EkJ4AVgPoFUJl76gadqHTtgSUbnpOYKwjkXfTi0uEeFS61iAVT0UxcWh6Nz5//9n6TGEF7JUbYmoRGf3pcBmdUitbdq1ji4nyYkqtYa3AI9sB+76BLAEOydn3mVgw8vAR22BvfMAG09YE1H15O3ijde7vo4F/RagSa0muuZKyUvB1G1Tcf8v9+NUxildc1H1JISA77ChaPDTanhG6jdGs+D4ccQMG47UWbPgKORnAFnBET4Y9XInNO6s4pbyP+VnW7H+8+PYMP93FOSyCIOoIni4mPBY74bY9lxvPNQzAi4mZzzKAnKL7Pho8zn0nLYFn2w+i5xCdi4kIiIiotLT/VOrpmmFAD4u5hIvANPLk0MI0RTAk8Vc8juKH4VYUvxeQgitmF/RsrH/lMMdwBoAnUq49A1N06aVNx+Rs+g5gjDEM0S32ADgKtkBqzBGblwdVS7Zm7f85Z99JMcQJp9nByxynpM7LsktFNcKsIhqJIMRaDcOeOIg0OslwMXinLzZScDaKcBH7YD9XwI2jrohouqpTe02WDJgCZ7r+Bw8TB665tqfsh8jfxqJf+38Fy7nX9Y1F1VP5uBghM2de60blkWnzwQ2Gy5/Nhcxdw1C7q5d+uSoAVzcTbh1ws24ZUJzuLjr0yHn7L4ULH5jD2KPpusSn4hKVsvTBS/3b47oKb0wskMonHVuLDPfivc2nEGPaZsxJ/occlmIRURERESl4JxjA8AcAMXNbrpXCDFWJrAQwgPA9wBcirnsHa0S96EXQrgAWAEgsoRLZ2ia9i/9d0SkTpXugMURhDVazubNf/ln70y5AqzLF3NgLbKr2BJRsdIv5iA1Lltqbb3mfvDy02eEB1GV4eIJ9HoeeOIw0GkiYDA7J2/WRWDN08DH7YED3wB2dlkgourHZDBhXPNxWD14NW6rf5uuuTRoWHZ2GQasGIBvfv8GVr6vUhn9fzesNT/Bs6d+3bCK4uIQP+F+XHr+BdgyMnTLU9016RyM0a92QkhjX13i52UV4ec5R/HrtydRmM8CDKKKUtfXHdOHt8aGp6PQv6XzDpBdzbNi+vrT6Dl9C+ZuPY+8Ir4PEBEREdGNOaUAS9O0KwBeK+GyL4UQA8sSVwjhCWA1ih/ZtwvAorLEdSYhhBHAYgC3l3Dpx5qmPeeELREpZRL6nEIEgBCLvh2wXCIipNYVxcYp3gk5m+3KFeQdOPCXf+eVkwCDo+wPbxwODWlxHENI+ju5U7L7FYBm3eoq3AlRFWcJBO6cDjy+D2g5wnl5M+OBn564Voh16DvAzhv7RFT9BHkG4f1e7+OzWz5DPa96uubKsebgvf3vYcjqIYhOiEYlPpdHlZQ5OBhhn+vcDQtA5qpVuNDvTlxdtpx/TiV5+blh0FNt0W1YQxhM+rTHObUzCUv+vQfxJ9hdj6giNaxtweyx7bBmcg/0aVrbaXkzcovwzrpTiJy+BV9sv4B8HrYkIiIioutwVgcsAPgUwP5iXncBsFII8eZ/x/EVSwjREcBeAH2LuawIwKTK2v1KCCEAfAlgaAmXzkPxIxaJKi1dO2B56nvayRwWBhjKvn9bUhIceXk67IicJXfbNsDh+Mu/M2h2eGXHS8VLvsACLNKX3erA6T3JUmvdLGZEtA5QvCOiasAvAhj2BTBxG3BTcV85FLsaB6yaBMzuCBxZwkIsIqqWuod0x/JByzGp9SS4GIpraF5+cVlxmLx5MiZunIhzV87pmouqH2d1w7JnZiLp5ZcRf+94FF6Q675c0wmDQNtb62Hkix3hH+KpS46cK4X46aMj2PztSRTmsbseUUVqEeKDL+/riGWPdkWXBn5Oy5ueU4S3fj6JyBlb8OVvMSiwshCLiIiIiP7HaQVYmqbZAYwGUNxTaAOAVwCc/W8hVg8hRC1xjZsQoqEQ4h4hxM8A9gBoXkLa5zRNO6zk/4A+6gG4txTX3Q/AKoSw6fyLdyJJOaPBqEvcWq614GH20CX2HwwuLjCHyHXZKoqXK9ShyiF785br/nsfyTGESeczy7MdohJdOJKGwly5Io0mnYNhNDmzJp+oiqnTGhi3HLh3NVC3rfPyZlwAVkwE5nQGDi9mIRYRVTuuRlc82uZRLB+0HN3qdtM9366kXRj+03C8vedtXC24qns+ql7+0g3Ly0u3PHn79iFm0CCkffwJHEVFuuWpzvxDLBjxQke0ubUeoE8zLJzcmYTFb+xBzJE0fRIQUam1r++HxQ91wcIHOqN1mK/T8qZlF+Lfa04gasYWfLsrFoU2FmIRERERkXM7YEHTtPMA7gZQ0hGhEFwrxNoOIAOAA0A+gLMAFgC4EyV/hf5a07QPy7Vh/ZX2NoDRSb/0mxVHNZZR6FOAVceib/erP7iEh0utK4qNVboPch5HURFyt2+/7ms+WRekYqbEZHKUBOnq5M4k6bXNujnn/ZSoymsQBTy0BRjxNeB3k/PyXj4HrHwE+KQDcHABYGe3BSKqXup718dnt3yGmb1mItgzWNdcds2OxacW484Vd+Kb379BkZ0FLlR6/+uGtQaWW/TrjqlZrUifPRsxdw1C7p69uuWpzoxmA7oPa4jBT7WFxc9Vlxy5mUVY++kxbJj/O/Jz+F5CVJGEEOjRKAArJ3XDvHs7oGmwfoWyf5eSVYjXVv2OXjOisXB3HIpsjpIXEREREVG15fR2B5qmrQUwBiUXYZXHEgAP6hifiEpJrxGEIRa5zlRl5RIRLrWOBVhVV96ePTccIemdJdcBKz/biqz0/PJsi+iGsi7nI+FkhtTa2uHe8A+xKN4RUTUmBHDzEOCxPcCAWYBXXeflvhIDrH4c+LgdsP8rwFbovNxERDoTQuDW+rdi9eDVeLjVw7qPJcwuysZ7+9/DoJWD8EvsLzwsQWViDqqN0I8/RsisWTD6++uWpyg2FvHjxyPxuedgS2OnJRkhTWph9Kud0aSzfsWdZ/elYPEbe3B2fwrfS4gqmBACtzYPwtoneuKju9siIkCfcaTXk5RZgFdWHkfv96KxeG88rHYWYhERERHVRBUyb0bTtB8B9AWQqjo0gDcBjPnvyEMiqmB6dcCq6+mcB57SHbBi5Ap1qOJl//rrDV9zLcqCW366VNxkjiEknZzalXztE5CE5t3Z/YpIitEMdJgAPHEIuP1twEO/h6//cDUeWPMU8FFbYO88wFrgvNxERDpzN7ljctvJWDloJXqF9tI938Wci5iydQrGrRuHw6mHdc9H1YcQAt533I6bfl4DnyFDdM2VtfonnO93JzIWLIRm40jisnJ1N+GWCc1x+0Mt4OZp1iVHfrYVG774HevnHkduJovkiSqawSBwV+u62Ph0JKYNa4m6Pm5Oy514NR8vLj+GPu9H44d9CSzEIiIiIqphKqQACwA0TdsOoBWujRRU4QSAPpqmvabxuBFRpWE0VO0RhK6SBViF7IBVJWmahpwt0cVe4yPZBSv5QpbUOqLiaA4NpyTHD5pcDGjUIUjxjohqGLMb0PUx4MkjQO9XAFdv5+XOSgTWTgE+bA3s/hQoun73RiKiqijMOwwf9/0Ys/vORphXmO75jqQdwbh14zBl6xQkZCfono+qD6OvL+q+8zbCvvgC5hD9OnU7cnKQ8p//IGbESOQfPqxbnuqsYfvauPv1zohoHaBbjguH07D4jT04tSuJ3bCIKgGT0YBRHethy9Re+NfA5giw6DOS9HoSMvLx3LKjuGXmVvx44CJsLMQiIiIiqhEqrAALADRNS9E07V4AHQAsgtxYwoMAxgNoo2latMLtEZECenXAct4IwgipdUUxsbzZVgUVHDsGW0pKsddIF2DFsAMWqXfx9BVkZ8h1v2nYrjZc3E2Kd0RUQ7l6AVFTrxVi9XgaMLk7L3dOMrD+BeDDVsBvHwAFLPglouojMjQSKwatwBNtn4C7E95bf4n9BYNWDsJ7+95DZiE/v1PpWXp0R4PVq+A3/t5rI4t1UnjyJGJH342kV1+F7coV3fJUVx7eLuj3SEvccl8z3b4LFebZ8Os3J7Hm4yPISs/XJQcRlY2ryYj7ukdg23O98NwdTeDjrk83vOuJu5yHKUuP4NYPtrEQi4iIiKgGqNACrD9omnZA07SxAAIAjADwCYAtABIAZAGwA8gDkIJrBVffAXgSQCNN09prmvatpmkyxVul3V+0pmmimF+9JOPGlhDX2b/C1f6XIwIMQp+3mTqezumAZQoKgnAre5tqR1YW7LwZWuVkb9hQ4jXemRekYl++mIOiAo6LILVO7rgkvbYZxw8SqefhB9zyr2uFWJ0mAgbn3dhHbhqw6V/ArBbA5reA3MvOy01EpCNXoyseavUQVg9ejdvDb9c9n9VhxTcnvkH/Ff2x4MQCFNmLdM9J1YPB0xNBL76I8MWL4NLwJl1zXV36Iy7c0Q9Xli6F5uDD/LIQQqBJlzq4+7XOqHezn2554k9kYPG/9+DQxng4WHBBVCl4uJgwqVdDbHuuN57o0xCeLvocHL6emPRcTFl6BH3e34rv98WjyMb3BSIiIqLqqFIUYP1B07QsTdN+1DRtsqZpfTRNq6dpmo+maSZN0zw1TQv+b8HVPZqmfaRp2rmK3jMRFU+vDlh1LXV1ift3wmCAS/36UmuLOIawStE0DVkbN5Z4nSU3EQaJhzCaBqTGsisJqVOQa8WFw+lSa31qu6NOQ1+1GyKi//EKAu6cDjxxEGh7D6DT56HrKsgEts24Voi1/kUgM9F5uYmIdBTsGYz3ot7D/Nvmo3GtxrrnyyzMxPR903HXyruw5sIaODQ+KKXScW/TBhHLlyNg8uMQZv2Kse2ZmUh+9TXE3T0GBSdO6JanurLUcsWAx1uj9z1NYXbV57OarciBncvO4cdpB5AWn61LDiIqOx93M565rQm2PdcbD/WMgJvZeY/J4jPy8PyyY+j9XjS+2xOHQpvdabmJiIiISH+VqgCLiKofo0H9TSwvFy94uXgpj3sj5RlDSFVH4ZkzsMbFl3idQXPAOztWKkfSeY4xIXXO7E2GXfLEZLNudSB0HI1CRP/lWw8YNBuYvB9oPQbQqTPodVnzgN1zgA9bA6snA5fPOy83EZGOOtXphB8G/IBXu7yKWq61dM+XmJOIF7e/iFFrRmFn4k6OmqdSMbi4IPCxxxCxahU8OnXSNVf+kSOIGT4CSW+8wbGEZSSEQPMedTH61U4IaeKrW560+GwsfWcfdvx4FtZCFlsQVRb+Fle83L85tj3XGw/0iICryXnf1xKv5uPlFcfRa0Y0vtkZiwIr3xuIiIiIqgMWYBGRrvQYQRhiCVEeszgu4bIdsGIU74T0lL2h5O5Xf/DJlPu9vXiKN8NJDU3TcOK3JKm1wiDQtCvHDxI5lV8DYMinwGP7gFajnFuI5bACB78FPukA/Hg/kHzcebmJiHRiNBgxsslIrBm6Bvc2vxcmYdI956mMU5i4aSIe2vgQfr/8u+75qHpwbRCBet98jTrvvAOjr69+iRwOXF28BOfv6IeMRYug2Wz65aqGvAPcMejJtogc3RgmF30+p2kacHhTAha/sQdxv3NUNFFlUtvLDa8OuFaIdV+3cLgYnfd9LSmzAK+v/h2R07dg/m8xyC9iIRYRERFRVcYCLCLSlR4jCOt4OrdwwCU8XGodRxBWLdkbNpT6Wu8suQKs5JhMWHkjhRRIicnC5cQcqbX1W/jD08dV8Y6IqFQCGgJDPwcm7QFaDAfgxE50mgM4vgz4rDuwcDgQs/3ak0AioirM28UbUztOxYpBKxAVGuWUnHuS9mD0mtGYunUqErISnJKTqjYhBHyHDEaDdWvhM3iwrrkcmZlI+febiBk2HLl79+qaq7oRBoGWvUIx6pVOqNvIV7c82RkFWPPxEWyY/zvysop0y0NEZRfk7YZ/3XUztj7XC+O61IfZ6Lzva6nZhXhzzQn0nL4Zn287j9xCFtISERERVUUswCIiXelRgOXsDliusiMIWYBVZRTGxKDw7NlSX+8jWYDlsGlIOndVai3Rn/2+LVF6bbNu7H5FVOECGwPD5wOTdgE3D3F+/nMbgW8GAPP6ACdWAQ4WBxNR1RbuE45P+n6Cz275DA18Gjgl5/rY9bhr5V14e8/bSM9Pd0pOqtpMtWqh7rvvoN7XX8Glvlyn7dIqPH0a8feOR+Izz8KaJNc5t6byre2BwU+3RdTdjWF2VX9P6w9n96Vg0b9248SOS9AcLIonqkzq+LjjzcEtED21N8Z0rgeTwXmFWOk5RXh77Sn0nL4Fc6LPIYeFWERERERVCguwiEhX1aIDluSN0aK4eGh2PtCsCrI3birT9S7WHHjmyBXAcAwhlVdBrhVnD6RKrXX3dkH9lv6Kd0RE0mo3A0Z8DTyyA2h2l/PzXzoI/HAv8ElHYP9XgLXA+XsgIlKoe0h3/HjXj3ih0wvwdvHWPZ9Ns2HxqcW4c/md+OjgR8gqytI9J1V9nl26IGL1KgRMehQwm3XNlbV2Lc7f2R/pn30GR2GhrrmqE2EQaBEVitGvdUK95n665SnMs2HLglNY8f5B6Q7HRKSfEF93vD2kJbZM6YXRHcNgdGIhVkZuEaavP43u727GR7+eRWa+1Wm5iYiIiEgeC7CISFcGg/q3GWd3wDL6+sJYq1aZ12lFRTxpWkWUZfzgH/yunJbKxQIsKq/Tu5Nhtzqk1jbtHAyjkR//iCqd4BbAqAXAo7uAm4fCqaMJASDjPLDmKWBWS2Dbe0A+f1YRUdVlNpgxttlYrB26FuOaj4PJYNI9Z74tH/OOzcMdy+7AF8e+QJ41T/ecVLUZXF0R+MQTaLByBTw6dNA1l5afj7RZH+LCgIHI/vVXaBxBXGre/u4YMLk1+tzbDK4e+r2XJJ3PxPf/2Ycdy86hqIDdbogqmzA/D7w7rBW2PNsLI9qHOrUQKzPfipkbz6DHtM2YufEMruZxdCkRERFRZcYncESkK106YFmcPz7LRXYMYUys2o2QctZLl1Bw/HiZ19W6KleAlZaQjYJcnlojOZqm4fft5Rg/2J3jB4kqtaDmwIivgMf2AK1GAcLJX9dyU4HNbwIftADWvwRcjXdufiIihXxcffBcx+ewatAq3Fr/VqfkzC7KxocHP8Sdy+/EopOLUGTnQ1IqnutNN6Hegm9Rd9q7MPrr26nWmpCAi489jvgJ96PgtNz32ZpICIFm3erg7tc7I6J1gG55NIeGwxvjsfiNPbhwKI2FckSVUD1/D8wY0RqbnonC0LYhcGIdFrILbPjo17PoMW0LZvxyChm5/IxBREREVBmxAIuIdKVHAZazO2ABgEt4uNS6opgYtRsh5bI3bpRa53v1HITMjRYNSDzDziIkJ+ncVVxJluuoENLEF7WCPRXviIh0EdgEGPo58Ph+oM09gA6fp4pVlAPsng182AZYOgFIPODc/ERECtXzroeZvWbi237folVAK6fkvFxwGe/sfQcDVwzEynMrYXOwow3dmBACPoMG4aZ1a1FrzBhAh07if5a3ezdihgxF0quvwfZ/7N13eFv12cbxr4Ztee+9HSexnb333iHsGVahL1Boy6al7NlCCy2bljLLDCuQQPbee8dJHNvx3nsPWdL7h0MSRkJ8LOlI8vO5Ll0O2D+dmyq1rXPu8/wqK216LFfi7e/BnNsHMPOWfhh8bLd1ZGNNG8veOsSSNw9SX9lis+MIIZRLDPHmX1cPZtV9k7h4cJSy84MKNbZ18Ma6bMb/fS3Pfn+EsnrZRl4IIYQQwpFIAUsIYVNaK09u8Hbzxs/dz6rPeT4UF7Byc62aQ1hf/UplBSyvhGjCEpT9XZRtCIVShzcWK17bb4L9y6tCiG4K7gWXvAF37oGhvwGt7S72/SKLCdIXwttT4b05cGwJmE32zSCEEFYyJGwIH8/9mBcmvmC3m3qKm4p5bMtjXLb4MlbmrsRsUbaNtOgZdH5+RDz+GAlffoFhoI3LgmYztV9+Sfas2VS+/TbmtjbbHs9FaDQaeg8P59onRtF7RLhNj5V3qIpPn9rB7mW5mDrke4cQjqhXqA+vXDOElfdMZN7ASLsWsZrbTbyzOYcJf1/HQwsPkVfVZL+DCyGEEEKRtrY2tm7dyrvvvsuf/vQnLrzwQgYNGkRiYiLBwcG4u7vj4eGBv78/cXFxjBkzhmuuuYbnnnuOVatW0doqxWtnYLvN64UQAutPwIr0jkRjz3ezJ7knJihaJwUsx9ZRUUHL3r2K1vrOmE5MYiBlOfVdXisFLKFES2M72fvKFa319HUjaXColRMJIewmKBEuehUm/gm2vAx7PwKTnS+U5m/tfAQlwejfw+DrwN3LvhmEEKKbNBoNsxNnMyVuCp8e/ZS3D75Ng7HB5sfNqcvh/g33kxKUwu8H/Z7JsZNVeV8rnINnv34kLPiM2q++ouKf/8JUV2ezY5mbmqj457+oXfA5YX96AN9Zs+Tv5nnw9HVn5v/1o8/IcDZ8lkFjtW1+LzMZzexYdILjO0qZeE0fYlKCbHIcIUT39A735fVrh3JnaQOvrDnOssOl2GsX0XaTmc925vP5rnwuHBTFHZN7kRJh/5uXhRBCCPFzFouFbdu2sXbtWtatW8fWrVvPq0TV3t5OfX09BQUFbN++nc8//xwAT09PZsyYwW233cacOXPQ2nh6slBGXhUhhE3ptNYtYKmx/SCAh8IJWG25sgWhI2tYswalZ0T8Zs5UfPKztqyZxhq5w1h0zbGtpZg7lP19TR0biU4vv/YJ4fQCYuGCf8I9h2Dc3eDuY/8M1Sdg6QPwUhqseQYayuyfQQghuslD58HN/W9myWVLuDblWvRa+9yfeKz6GHetu4v5S+azsXAjFntdnRVOR6PVEnjVVSQtX4b/FZfb/HjGoiKK7rmXvOtvoOXQYZsfz1UkDAhh/uOjGDQ11qaTb2pKm1n08n5WvH2Yhmq5610IR9U3wpc3rxvGinsmctEg+25NaLbAov3FzH55E7f8bzd78+XmTyGEEEItu3bt4r777iM2NpZx48bx2GOPsXbt2m5PsGppaWHx4sXMmzePAQMG8P3331spsbAmuRInhLApW0zAUoNbXBxK3jV3FJdglpGQDqtB4faDbtHReKSmEpHkh85N2Y/SooxqRetEz2SxWEjfXKR4fdr4KCumEUKozjccZjwN9x6GKY+AZ6D9M7TUwKYX4aV+8M3tULzf/hmEEKKbAg2BPDTqIRZfvJg5CXPsdtz0qnT+sOYPXLf0OrYUbZEiljgrfWAgUc8+S/xnn+KRmmrz47Xs2UPulVdS/OBfMJaU2Px4rsDdoGf8Vb25/MHhBMfYthyftaecT5/c3rktoVG2JRTCUfUJ9+XV+UNYde8kLhsSjdbOgwVXHy3jsje3cu3b29mSVSm/ZwghhBB2dNtttzFy5EheeuklioqUX9P5NUeOHOHCCy/k+uuvp76+6zv1CNuRApYQwqa0Gut+m1FrApbWwwO3KGUFhva8fCunEdZgqq2laedORWt9Z85Eo9Ggd9MR2ctf0XPINoSiK4oyaqgrb1G0NjYtCP9Q2SZMCJfkGQiT/gz3HIZZfwNfFYrqZiMc+Az+Ownemw1HFoGpw/45hBCiG2L9YvnHpH+wYN4CRkWOsttxD1Ue4vbVt3PDshvYVrxNLpCKs/IaMoTEr74k4skn0Pkrew/aFXWLFpE9ew7l//wnpgbbb9PpCsIT/LjyoeGMubSX4hu1zkdHe+e2hJ89vYPcQ5U2O44QovuSw3z419WDWXv/ZK4cFoPOzk2srdlVXPfODi55cysr0ksxm+X3DCGEEMLW7F2G+uSTT5gwYQKlpaV2Pa44OylgCSFsytpbEEb6qDMBC8A9MVHRuvYc2YbQETWsXQcdyi4Q+86ccerPMSnKpo4UZtTIBRZx3g5vLFa8tt8EmX4lhMvz8IExf4C7D8C8lyEwQZ0c+dvgixvh1cGw5dXOKVlCCOFE+gX3452Z7/DWjLdIDbL9tKEfHKg4wG2rbuOm5Texq3SX3Y4rnItGpyPwmmvotWI5gddeC1rbnta1tLVR9fY7ZM+YSfWHH2Jpb7fp8VyBTqdl6Kx45j8+UvG5gvNVV9HCkjcOsuSNA9RVNNv0WEKI7kkI8eaFKwex/oHJzB8Zh5vOvkWsAwW1/O6jPcx6eSPf7CukwyQT9IQQQghXcvDgQaZMmUJtba3aUQSgVzuAEMK1WXsLQrUmYAG4JyTQtHlzl9e15+ZaP4zotoZVyrYf1IeF4Tlo0Kl/jkkJAk50+Xkaa9qoK28hIFwmE4lza65vJ2d/haK1Xv7uJAwMsXIiIYTD0nvA8JthyA2Q/g1seQXKDtk/R10BrHoM1j8Hg6+FUbdDSG/75xBCCIXGRo1ldORoluUs47V9r1HUaLttA860t3wvv13xW4aHD+d3g37HqIhRaDR23rdIODxdQAARjz9GwFVXUvbsX2nevdumxzPV1lL2t+eo/uhjwu67F9/Zs+Xv5a/wD/XiorsHc3xHKZu/zKK1yWizY+UeqiL/aDVDZsQxbHYCbh7WPQ8nhLCe2CAvnrtsAH+cmsx/1mfz+a4C2u1Yhsosb+Tezw/wr1XH+d3EXlwxLAaDm3zPEEIIIewtMDCQgQMH0rt3bwICAvD398ff3x+tVktdXR11dXVkZ2eze/du8vLyzus5jx07xvz581m2bJmN04tfIwUsIYRNWXsLwkhvFSdgJSQoWtee0/VyjrAtU2MTTVu2KFrrO306mjPuNA6N88XDS09bc9enaRUeq5YClvhVR7cWKx4TnzYuCp1OBp4K0ePo9DDwShhwBWSvgc0vQ+4m++cwNsOudzofydNh5O86P9p4YocQQliDVqPlgqQLmBE/gy8yvuCtg29R21Zrl2PvLtvN7pW7GRQ6iNsH3c64qHFSeBE/Y0hJIe6jD2lYtoyyf7xAh423nDAWFFB0730Y3v+A8D//Ca/hw216PGen0WjoOzqSuP7BbP0qi2Pbbff6mDss7FmWR8b2UsZd0ZteQ0Ple4YQDiw6wJNnLunPH6Yk858N2Xy2M5+2DvsVsQqqW3j028O8siaTWyckcu2oeHw85FKhEEIIYSthYWHMmzePefPmMXToUOLj4897bUlJCR999BHvvvsux48fP+fXLl++nHfeeYdbbrmlu5FFN8iZbyGEzek11nkDZ9AZCDIEWeW5lHBPTFC0rvXIUesGEd3WtHGD4u0Tztx+EECr1RDVO0DRcxUek62ZxLlZzBaObFa2/aBGA2njZftBIXo0jaaz8HTT93DrWki7GFDpYlzWavj0SnhtKGx9XbYnFEI4DXedO9enXc+yy5bx+0G/x9vN227HPlBxgDtW38H8JfNZX7BetjAXP6PRaPCbO5deS5cQfPvv0Li52fyYrQcPknf9DRT84Y+0nZAbzn6Np487025K49L7hxAYadvvH401bax4+zDf/msfFfkNNj2WEKL7IvwNPHlRPzY9OIVbJyTiaedpVBUNbfxt6THGPb+Wf606TnWTbDUrhBBCWIvBYOC2225j48aNlJSU8O6773LppZd2qXwFEBkZyZ///GeOHj3KSy+9hLf3ud9T/OUvf6GxsbE70UU3SQFLCGFz1pqCFekTqeodfB4KJ2C1ZWdjbmmxbhjRLfUrlW0/qAsI+MW7fDu3Iey6wuM1WBRONhI9Q8HRauorWxWtjesfjG+QwcqJhBBOK3oYXPUh3LkHhv8WdB7q5KjJgZWPwD9TYfFdUKrCFolCCKGAj7sPdwy+g2WXLeOmfjfhYcfvo+lV6dy59k6u+v4qVuWtwmyx35QM4Ry0Xl6E3XMPSUu+x2fqVLscs3HNGk5ceBEljz2G0cbTt1xBVO9Arn50BGMu7YXe3ban5Isza/niuV2s/fAoTXVtNj2WEKL7wnwNPHJBGpsenMLtk3rh5W7fIlZdi5FX12Qy9vk1PLHoMAXVzXY9vhBCCOFKQkNDefzxx8nPz+ett95iwoQJaK2wG4BWq+Wee+5h9+7dREREnPXrqqqqePPNN7t9PKGcFLCEEDan01rnTWOUj7qTXPRRUWh9fbu+0Gym9dgx6wcSiphbW2ncuFHRWp9pU9Hofz7RLSYlUNHztTV1UFkoTXRxdoc3File229CtBWTCCFcRnAvmPcS3HsYJjwABn91cnS0wN7/wX/Gw3tz4PBCMBnVySKEEF0QaAjk/uH3s+TSJVzV5yqrTXw+H8eqj3Hf+vu4fPHlLMtZhslsstuxhXNwj4sj9s03iHv/PTz69LH9AU0mar/8iuyZsyj7+z/oqJEJl+ei02kZOiue+U+MInFQiG0PZoGjW0v45PHt7FmeS4dRvl8I4ehCfDz4y5wUtjw4lTunJuNr520BW41m/rctj0kvrOPOz/ZxuKjOrscXQgghXMFrr73GU089RWhoqE2ePyUlhbVr1xIQEHDWr/nvf/9rk2OL8yMFLCGEzVlrAlaUt7oFLI1GgyEtTdHa1vQjVk4jlGrasgVLs7I7ufxmzvzFfx8Y4YWXv7ui5yw4Vq1onXB9TbVt5B6qUrTWJ9CD+P7BVk4khHApPmEw7TG4Nx1mPw8Bceplyd8KX90ML/WH9c9DfYl6WYQQ4jyFe4fz2JjHWHzJYuYlzUNjxy1es2qz+PPGP3PJokv4JvMbjFJgFT/hPWYMid8sJOLpp9AF2/59gaW9ner33yd7xkwq3nwTc1OTzY/pzPyCPZl7x0Dm/n6gzacWG9tMbP/2BJ89tYPsveWylakQTiDQ2537Z/Zl84NTuWd6b/w9bb+97JnMFvjuQDHzXtvM9e/sYOPxCvneIYQQQjiQ1NRUnnnmmbN+Pjs7m61bt9oxkTiTFLCEEDan07jGBCwAQ79+ita1pqdbOYlQqmHlSkXrtD4+eI0Z84uf02g0xPRVNgWr6JjcISx+2ZEtxYq3qEwbH4VWq96WrUIIJ+LhC6PvgDv3wZX/g5gR6mVpLIX1z8FL/eDz6yF7HZhlmy0hhGOL9YvluQnP8fVFXzM11j5bv/0gtz6Xx7c+zpyFc/j4yMc0G2XLIHGaRqcj8Kqr6LViOcG33oLGzfYX8M2NjVS++hpZM2dR/dHHmNvbbX5MZ5Y4MIT5T45i6Ox4tDrbvn+rr2xl+X8P8+2/9lGR32DTYwkhrMPfy417pvdhy1+m8vDcFEJ97b+N/OasSm58bydzX93Mov1FdJjk/ZkQQgjhCO644w6Sk5PP+vnly5fbMY04kxSwhBA2Z7UClsoTsAAM/ZROwJICliOwtLfTsG69orU+kyejdT/7lCul2xAWZ9Vi6pCTF+LHzGYLRzYXK1qr0WpIHav+90shhJPR6aHfJXDLavjtSki9EOw4zeVHLCY4+h18dAm8Phy2vgbNMjFSCOHYegf25pWpr/Dp3E8ZFzXOrscuay7j77v+zqyvZ/GfA/+hrk22DBKn6Xx8CLv/fpKWLsF31iy7HNNUVUXZX//KiTlzqVu0CItJtr87Gzd3HWMu6cXVj44kum+AzY9XnFnLF8/tYs2HR2msabP58YQQ3efjoee2ib3Y9Ocp/PXS/sQGedo9w9GSeu5esJ9JL6zn/S05NLd32D2DEEIIIU7T6XRcdtllZ/382rVr7ZhGnEkKWEIIm7PaFoQOMAHLU+EErLbsbMytrVZOI7qqacdOzPX1itb6zpxxzs/HpAQpet6OdjNlOXKBRPxY/uEqxSfDEwYE4xNo/7sihRAuJG4UXP0x3LUXRv4O3LzVy1KdDSsfhX+mwDe3Q8EukO0vhBAObEDoAP4z4z98NOcjRkeOtuuxa9tqeWP/G8z8aib/2vMvKlsq7Xp84djcY2OJeeVl4j/+SPF0764yFhVR/OBfyLnkEupXrpQtrM4hKNKbi+8Zwsxb+tn+/ZwFjm0t4ZPHt7Fj8QnaW6VIIYQzMLjpuG5UPOvun8xLVw+id5iP3TMU1bbw1HdHGPv8Wv61MoPKRilyCiGEEGqZM2fOWT934MABef+lEilgCSFsTqe1zgSsaJ9oqzxPd7jFxaH1UfDm1mSi7dgx6wcSXdKwapWidRqDAZ/x48/5Nb5BBvxDld2BViDbEIqfOLypSPHa/hPV/14phHARQUkw9x9wXzpMewJ8I9XLYmqDA5/Bu9PhPxNg93vQqqxULYQQ9jA4bDBvz3yb92e9z4gI+27v2tzRzPuH32fWV7N4ZtszFDQU2PX4wrF5DR9OwpdfEPncc+jDw+1yzLbMLIruupucyy+nYd06uRBwFhqNht7Dw5n/xMltCfW2nUbaYTSze2kuHz++ncMbizDL1mJCOAW9TsulQ2JYcc9E3rphGINi/O2eobbZyKtrsxj3/Foe/fYQuZVNds8ghBBC9HTx8fFn/VxjYyO5ubn2CyNOkQKWEMLmrLEFoZvWjWDPYCuk6R6NVoshTdk2hC2yDaGqLCYTDWvWKFrrM2ECWi+vX/06pdsQFkkBS5yhobqV/MNVitb6hRiITVU2jU0IIc7KMxAm3Af3HILL34Xo4ermKTsE39/bORVr0R+hcI9MxRJCOKzhEcN5b9Z7vDvzXYaGDbXrsdvN7Xxx/AvmfTOPBzY8QHqlvCcVnTRaLQGXXkKv5csIvfdetN72mXbZduQohXf8ntxrrqFx8xYpYp2Fu0HPmEt6Mf+xUcT1s/25sJb6djZ8msGCZ3aSe7BSXhchnIRWq2FWvwi+/cM4PrllFGN72f/ceVuHmY+35zP1n+v5wyd7OVBQa/cMQgghRE8VERFxzs9LAUsderUDCCFcnzW2IIzyibLaVobdZejXj+adO7u8rjX9iA3SiPPVvGcPpiplpRbfmTPP6+tiUoJI31Tc5ecvy6mnvbUDd4P8WBZwZHOx4h5B2vgoNFrb3iUthOjBdG4w4IrOR+Fu2P5vOPItmFXatsbYBPs+6nyE94dhN8GAK8EzQJ08QghxDiMjRzIiYgTbS7bzxv43OFBxwG7HNlvMrMhdwYrcFYyMGMnN/W9mXNQ4NBr5vbGn03p6EvK72wi48goq3/w3NQsWQIftf663HjhIwS234DlsGKF33YX3qJE2P6YzCgj3Yt4fB5J7qIrNXxynvrLVpserKW1myZsHie4TwNjLkwmL97Pp8YQQ1qHRaBiXHMK45BD25tfw5rpsVh8ts2sGswWWHCphyaESRicF8btJvZjcJ1R+1xBCCCHOwWKxUFxcTElJCZWVldTX19PW1kZ7e7tVboooKSmxQkrRVXKlVwhhc3pt97/VRHqruOXNTxj69VO0rlUmYKmqYdVqZQvd3PCZPOm8vjS6b4CiQ5jNFooza0kYEKJovXAdpg4z6Zu7XuKDzjsfU8dGWTmREEKcRcxwuOJdqH8Gdr0Du9+Hlmr18pQdhqUPwMrHoN+lMOw3EDsK5IS/EMKBaDQaxkSNYXTkaLYUb+HfB/7NwYqDds2ws3QnO0t30juwNzf3u5nZibNx07rZNYNwPPqgICIefYSg66+j/KWXaVixwi7Hbdmzh/zf/Aav0aMJvesuvIYOsctxnYlGoyFxYAixqYHsX5XPnmV5dBhtu1Vg0fFavnxuN31GhjPq4iT8gj1tejwhhPUMjQvknd8M51hpPf9en813B4ox23mo3fYT1Ww/UU3vMB/+b3wilwyJxuDW/R0yhBBCCGdXUVHB0qVL2bp1K7t27SIjI4Pm5mabHa9K4VAK0T2OMU5GCOHSrDG5Kton2gpJrMPQT9kWhG1ZWZhbbXu3ovhlFouFhlWrFK31HjsGna/veX2tp487IbE+io5TmCHbEArI2lNOS327orWJg0Px8nO3ciIhhPgVflEw7XG47whc+CqEKfs9yWo6WuDAp/DeLHhzNGx7A5rkZIMQwrFoNBrGR4/n4zkf898Z/7X71oQAmTWZPLz5YeZ8PYf/pf+PJmOT3TMIx+OekEDMKy8T/9mneA6xXxmqeft28q69lvxbb6Nl/367HdeZ6N10DJ+byPwnR9FraKhdjnl8ZxmfPLGdzV9k0tKg7H2qEEIdKRF+vHLNENY9MJn5I+Nw19n/UmBmeSN/WXiIcc+v5aVVx6lsbLN7BiGEEEJtHR0dLFiwgKlTpxIREcFNN93Ef//7X/bt22fT8hVAS0uLTZ9f/DIpYAkhbE6n6f4dLo40Acs9Ph6tt3fXF5pMtGVkWD+Q+FUt+/bTUVqqaK3fjBld+vqYvoGKjlMkBSwBHFxXqHht/4ky/UoIoSI3z86pU3dshd98B6kXgRV+B+yWimOw4mH4Z1/44kbIXAVmk7qZhBDiDD9MxPrfnP/x3qz3GBUxyu4ZyprLeHH3i8z4cgb/2vMvSpuUvW8SrsVryBDiP/2E6NdexT0hwW7Hbdq0idxr5pP/f7fQvHev3Y7rTPyCPZl92wAuuW+I4hvAusLcYeHA2gI+emwbu5bk0N6q0tbTQghF4oO9ee6yAWz88xRuGZ+IpwqTqKqa2nllTSZjn1/Lg18d5HhZg90zCCGEEGr4+uuvSU1NZf78+axbtw6z2baTbH+qrU3Kz2qQApYQwuasMQErysdxigUarRZDmrLpDi2yDaEq6pcsUbZQq8Vn2rQuLYlJCVJ0qMqCRloa5Y7Snqw0p47y3HpFa/3DPIlWWP4TQgir0mggcSJc/RHccxAm3A9ewepmMhvhyCL45Ap4qT+seQaqT6ibSQghfmJExAjemfUOH875kHFR4+x+/AZjA+8ffp85X8/hzxv/THqlvHft6TQaDX4zZpD03WIinnwSfah9pi4BNG3ZQt6115F3880079plt+M6k+g+gVz50Aim3JCCpx0mIRtbTez8LoePH9vGgbUFmGy8DaIQwroi/A08Oi+NLX+Zyr3T+xDkbf8J6u0dZj7fXcDMlzZy43s72Xi8AovFzvsjCiGEEHbQ0NDAVVddxRVXXEFWVpZqOUwmuRFVDVLAEkLYnDUmYDlSAQvA0K+fonWtUsCyO0tHB/XLlyta6zViBPrArpVaIpP90Wo1io5XlFGraJ1wDQfXKp9+1W9CNBqNsr93QghhM/4xndsT3nsELn0LooepnQgaimHTi/DqEPhgHhz4HNptO+5bCCG6YkjYEP4z4z98OvdTJsVMsvvxOywdLMtZxjVLruE3y37Dmrw1mGR6YI+mcXMj8Jqr6bVyBWEP3I/Wz89ux27etp28G24k78bf0LR9h1yo/wmtVkPauCiuf2o0Q2fFodXb/j1hS4ORzV9k8smT28nYXoLZLK+JEM4kyNudu6f3ZsuDU3nm4n7EBnmqkmPj8QpufG8ns17eyOe78mk1yu8aQgghXEN5eTkTJkzgyy+/VDuKUIkUsIQQNmeNAla0T7QVkliP8gLWESsnEb+maccOTFVVitb6zuza9oMA7gY94YnKTkgXHqtWtE44v6baNrL3lCtaq3PTkjImwsqJhBDCitwMMOgauHUt3LIWBs0Hnf3vuP6Z3E3wzW2dWxR+dw8U7AS5sCuEcBADQgfw+rTX+WLeF0yPm44G+5ft95bv5Z719zDvm3l8cvQTmoxNds8gHIfW05PgW24hedVKgm+7DY3BYLdjN+/cSf5NN5F3ww00bdsmRayfcPfUM+bSZK59YjS9hthnUllDVSurPzjKF3/dSe7BSnlNhHAynu46bhiTwLr7J/P6tUMYEO2vSo7jZY08+PUhxj2/lpdXH6eyUbZKEkII4byampq44IILOHDggNpRhIqkgCWEsDmttnvfavQaPaGe9ht1fz6UFrDasrIwy567dlW/ZKmyhRoNvtO7XsACiE5RthVc4bEaReuE8zu8qUjxncN9Robj6eMARQYhhDgfMcPg0v/AfUdh2hMQEKd2Imirhz3vw7sz4LWhsP7vUJOrdiohhAAgNTiVl6a8xLeXfMvFvS5Gr9HbPUNhYyHP73yeGV/O4J+7/0lJY4ndMwjHofP3J+y+e+m1cgUB868Bvf3+Trbs3kP+zb8lb/61NKxfL6Wfn/AP9WT27wZwyb1DCI7xscsxq4qaWPLmQRa+sJfCDDmnIYSz0eu0zBsYxeI/juPTW0YxsY865+Crmtp5eXUmY59fy1++PsjxsgZVcgghhBDdcf/997N79+7z+lqdTseIESO44447ePnll1m8eDE7d+4kJyeHiooKmpubaW9vx2KxnPMhHI8UsIQQNtfdE8Th3uHotN2fomVN7gnxaL28ur6wo4O2jAzrBxK/yNzeTsOqVYrWeo0YgVt4mKK1sQoLWHUVLTRUtypaK5yXyWgmfWOR4vUDp8RYMY0QQtiJdwhMuA/u2g/XfQV95oDGAd6eVp+A9X+DVwbBe3Ngz/+gtU7tVEIIQZJ/Es+Of5ally3l2pRr8dB52D1Dg7GBD9I/YPbC2dy77l52le6SE749mFtYGJFPPEGvpUvwmzfPrsdu2b+fwtvvIOfSy6hftgyLSbauOlN030CuengEU65PwcvPPjfrlJ6oY9FL+/j2pb2UZNXa5ZhCCOvRaDSMTQ7hw9+OZOldE7hkcBQ6rf2nb7Z3mFmwq4CZL23kxvd2svF4hfyuIYQQwins2rWLt95661e/bvjw4bz//vtUVVWxc+dO3nzzTe6++24uvPBCRowYQUJCAiEhIXh6euLm5nbO55KfkY7JAc5wCyFcnbabF9OifKKslMR6NFotHmmpita2pqdbOY04m6aNGzE3KLtjyu+CCxQfNzzRH727sr/3sg1hz5O1p4yWBqOitVG9AwiJ8bVyIiGEsCOtDnrPgGsXwN0HYcID4K2sAG11+Vvhu7vgxT7w5c1wfAWYlH2/FkIIa4n0ieShUQ+x4vIV3DrgVnzc7DPl5kxmi5nV+av57YrfcsV3V7AwcyGtHXIjSU/lHhdH9IsvkPjtN/hMnmzXY7cdO0bRvfdxYu4F1H79NZb2drse35FptRrSxkdx3dOjGTEvUfE5iq4qyqhl4Yt7+e61/ZTn1dvlmEII60qL8uPla4aw4U+TuXlcAp5u6twYvfF4BTe+t5NZL2/ki10FtBqlbCuEEMJxPf300+f8vF6v51//+he7du3ipptuwt+/+9v/1tXJTaOOSApYQgib02m69yYtytvxClgAngq3IWyRApbd1C1ZomyhXo/vTGXbDwLo9FqikgMUrZVtCHsWi8XCwXWFitfL9CshhEsJiIVpj8G96XDlB5AwQe1EnTpaIX0hfHoV/CsVlj8EJQdA7jITQqgo2DOYu4bexcorVnL30LsJMgSpkuN4zXGe2PoE07+azkt7XpLtCXswQ0oKsf/5NwmfL8B73Di7Hrs9L4+SRx4la+Ysqj/8CHNLi12P78jcDXpGzkvk+mfGkDY+Co2dBtrkp1fz5XO7Wfrvg1QWNtrnoEIIq4oJ9OKJC/ux7aGp3D+jD8He9pmo91PHyxr589cHGfv8Wl5YcYySOvkeL4QQwrGUlJSwbNmyc37NF198wb333mvV49bUyPVERyQFLCGEzXV3+8Bon2grJbEug8ICVmv6ESsnEb/E3NRE47r1itb6jBuHPlDZNoI/iFa4DWHhsRoZG9qDlOXUU56nbEqbT6AHiYNCrJxICCEcgN4d+l0KN30Pf9gFo38Pnt37uWw1TRWw/U14ayL8eyxseQXqpWwghFCPr7svtwy4hRWXr+DhUQ8T46NOQb+urY73Dr/H7IWzuW/9fewu3S3va3ooz0GDiHv3HeI//givESPseuyO0lLK/vY3sqZNp/I/b2GqlwlMP/D292DK9Slc/dhI4gcE2+24OQcq+fzZnax4+zDVJU12O64QwnoCvNy5c1pvtvxlKs9e0p+EYC9VclQ3tfPGumzG/30df/hkLztzquV3DSGEEA7h+++/x3SObdFvvfVWLr30Uqsft7padtRxRFLAEkLYXHe3IIz0ibRSEutSWsBqy8zE3NZm5TTipxrWrsXSqmwbDL9587p9/NgUZXegN9e3U1PS3O3jC+fQnelXAybHoNXJr3JCCBcX2gdmPwf3HYPL3nGcqVgA5Udg1ePwUhp8dCkc+Bza5cKiEEIdBr2B+Snz+f7S73lx0ov0C1b2frW7zBYzq/JWcfOKm7n8u8v5IuMLmozyvbEn8ho+nLgP/0fc++/hOXiwXY9tqq6m4uWXyZoylbIXXsBYVmbX4zuy4Cgf5v1hEBffM5iQWPttYZq1p5wFT+9g1Xvp1JTK9wQhnJHBTcf1o+NZc/9k/n3dUAbFdH/rJCVMZgtLDpVw1VvbuODVzXyxW7YnFEIIoa7Nmzef8/N//vOfbXLcEydO2OR5RffIVTshhM11dwtCR52A5Z6QgMZLwR0/HR20HT9u/UDiR+q/V7b9oMZgwHfqlG4fPyTGBw9vvaK1BUeltd4TNNW2kb2nXNFanZuWtHGOuT2rEELYhJsBBl7ZORXrj3tg7F3gZb/pDedkMUP2WvjmNnixD3xzB5xYD2a5CCCEsD+dVseshFl8dsFnvDfrPSZEq1dczazJ5JntzzDty2n8dftfyarJUi2LUIdGo8F7zBjiP/uU2P++pfhGNqXMTU1Uv/seWdNnUPzwI7Rlyd/BH8SkBHHVQyOYfnMaPkEedjmmxQLHd5bx6VM7WPluOtXFUsQSwhnptBrmDIjk2z+MY8Fto5maEqZaliMl9fz5q4OMeW4N/1h+jOJa2Z5QCCGE/R05cvadjwYPHkxycrJNjrtlyxabPK/oHilgCSFsrtsTsLwdcwKWRqfDkJqqaG1rerqV04gzddTU0KjwFw/fqVPQent3O4NGqyGmj7LtknIOVnb7+MLxHd5YhNmsbFR635HhGHzcrJxICCGcREgyzHymcyrWlR9A0mS1E53W3ggHPoUPL4Z/pcLSP0P+DjCb1U4mhOhhNBoNIyJG8Ob0N1l40UIu6nUReo2yG0S6q8nYxIKMBVy6+FJ+u+K3rMhdgdFsVCWLUIdGo8Fn4kQSvvqSmDdexyMlxb4BjEbqFi7kxLwLKbjj9zTv2SPbVtF53qLvqAiue2o0Yy9PVnwTWZdZIHNXGZ89s4MVbx+mqqjRPscVQliVRqNhdFIw7900gtX3TeK6UXEY3NS55FjTbOTN9dlM+Mc6fv/JHtmeUAghhF3l5eWd9XNpaWk2O64UsByTFLCEEDan1yo/gaPVaAn3DrdiGusy9FP2g1MKWLbVsHIVdHQoWut3wQVWyxGToqyAVZxZS2uTXJBwZSajmfRNRYrXD5gSa8U0QgjhpPTu0O9SuHER3LUPxt8HPhFqpzqtsQx2vgXvzYRXBnZuV1hyoHP8gxBC2FHvwN78dfxfWXb5Mm7qdxPebt2/4USpXaW7eGDDA8z6ahZv7H+D0qZS1bII+9NoNPhOm0biwq+Jef01PNKU3dTWHY3r1pF33fXkXTOf+lWrsEhJGr2bjiEz4rjh2bEMmxOP3t1OlwwsJ7cmfGYny/97iMpCKWIJ4aySw3z466UD2PqXaTwwsw+hvvaZrPdTJrOFpYdKueqtbcx9dTNf7JLtCYUQQtheQ0PDWT8XEWGbc5VFRUXs37/fJs8tukcKWEIIm+vOBKwwrzDctI475cVT4fj8Filg2VT9EmXbD2r9/PCeYL0tOmJSghSts5gt5B6SKViuLHNPGS0Nykp20X0CCInxsXIiIYRwckFJMP0JuDcdrv0CUi+EbtwEYHV1BbDlFXhrIrw+HNb9DSoy1E4lhOhhIrwjuH/4/ay6YhUPDH+AKG/1trSuaKngPwf+w+yvZ3P32rvZXLQZk2zd2mNotFp8p08n8euviXnzTbtvTQjQcuAARXfexYm5F1Dz+ReYW1vtnsHReHjqGX1xL65/Zgz9J0Wj1WrsduzsvRV8/uxOlv3nEBUFZ7+AJYRwbEHe7vxxam82PziFF68cREqEr2pZjpbU8+evO7cn/PvyYxTJ9oRCCCFspL29/ayf0+l0NjnmG2+8QYfCQRTCtqSAJYSwue4UsNQ8IXw+lJ4kbMvMwnyOH8hCOWNZGc27dila6ztjOlp3d6tl8Q/zxDfIoGhtzn4pYLkqi8XCwbWFitcPlOlXQghxdjo99JkFV3/cuUXhzL9CqJ23Ofo1VVmw4e/wxkj49zjY9E+ozlE7lRCiB/F19+U3/X7DksuW8OKkFxkUOki1LCaLibUFa7lj9R3MXTiX/x78LxXNFarlEfal0WjwnTqFhK++JPat/2AYONDuGdpzcyl94gmypkyl/JVX6KiQv3/e/h5Mmt+Xa58aRe8R9p1Kf2J/BV/8dRdL3jxI6Yk6ux5bCGE9HnodVwyLYdndE/j0llFMTQlTLUtNs5F/r89mwt/XcsfHe9hxokq2JxRCCGFVnp6eZ/1ceXm51Y/X0tLC22+/bfXnFdYhBSwhhM3pNcqnD0T5OHYByz0xEY2XV9cXGo20ZRy3fiBB/dJlirf28bfi9oPQeTI5cVCIorX56VUY2+UOcFdUeqKeinxld/T6BhlIGBhs5URCCOGifEJh7B/h99vhljUw7CZwV+8O7F9UdhjWPA2vDoa3p8G2N6G+WO1UQogeQq/VMythFh/P/ZiP537MrIRZ3bqBqruKm4p5bd9rzPhqBvesu4ctRVswW2R7uJ5Ao9HgM2kSCZ8vIPbt/+I5yP6lQFNNDVX//g9ZU6dR/JeHaD12zO4ZHI1/qBcz/68fVz0ygrh+9n0fmnuwkq//sYdvX9pLwdFqKUsI4aQ0Gg1jk0N476YRrL5vEteOisNDr87vGmYLLDtcytX/3c7cVzfz6Y58mtpkcogQQojuCw0NPevndikcGHEujz76KJWVMsTBUUkBSwhhc92agOXgBSyNTochRdlUhVbZhtAmlG4/qAsJwWvUKCungaTBZ//F61w6jGYKjlRbOY1wBAfXFShe239yNFqd/PomhBBdotFAzHC48BV4IAMu+TckTgTst63OeSnaDSsegn+lwfsXwK53oUlOpggh7GNQ6CBenPQiyy5bxm/SfoOPm3pbXpssJtbkr+H21bfLVKweRqPR4DNhAvELPiP23XfwHDbM7hksRiN1335LziWXknfzzTSsX4/F3LOLgKGxvlx45yAuuW8Ikb387XrsooxaFr+yn6+e382JfRVYzFLEEsJZJYf58LdLB7DtoWncP6MPob4eqmU5WlLPw98cYvTf1vD4osMcL5OtT4UQQijXq1evs37uyJEjHD9uvYEc69ev56WXXrLa8wnrkyt4Qgib02mV72/r6FsQgvJtCKWAZX3tubm0Hj6saK3f7NlobLAXc2SyPwZvN0Vrc/bLRQZX01jTSvZeZa+r3k1L2jjH/54ohBAOzd0bBl8Lv/kO7jkE0x6HkD5qp/oJC+RthiX3wYt94KPLYN/H0CzFbCGE7UX5RPHAiAdYfeVqHhzxILG+6m5/XdRYdGoq1t1r72ZDwQY6zDKtwtVpNBp8xo0j4ZOPif/4I7wnTFAlR/O27RTefgcnLphHzYIFmFtaVMnhKKL7BHLpA0OZd+cgwuLtO1W0PK+BZW8d4rNndpKxvQSTqWeX4oRwZkHe7tw5rTebH5zCi1cOIiVCvSnFDW0dfLgtj5kvbeSqt7ax+EAx7R3y/UUIIUTXjBgx4pyff/TRR61ynLy8PK6//nqZDuvgpIAlhLA5naYbBSwHn4AFYOiXpmidFLCsr27pUsVr/S6Ya8Ukp2l1WsVbxuUcqsQsJxVdyuGNRYrv2O0zOkJxmU8IIcQvCIiFCffDH3bCretg5O/Ay8G2ebWYIHsNLPoDvNgbPrykczJWQ5nayYQQLs7bzZvr067n+0u/541pbzA2aqyqeUwWE2sL1vLHtX9k5lczeXnPy+TV56maSdiH1/DhxL39XxK+/grfWbM6J1vaWXtODqVPPkXm5CmUvfAC7YVFds/gKDQaDfH9grniL8OZe8cAgqPtOy2vpqSJ1R8c5ZPHt3NofSEd7Sa7Hl8IYT0eeh1XDIth2d0T+OSWUUzpq2wXAWvZmVPNXZ/tY+zza/jH8mMU1jSrmkcIIYTzmDlz5jk//+WXX/Lee+916xgZGRlMnTqVoqKe+17EWUgBSwhhc668BSGAp9IJWJmZmNvbrZym57JYLNQvUVbAcouOxnPwYOsGOkPiIGUnENqaOijOqrNyGqGWDqOJ9E3FitcPnBxjxTRCCCFO0WggeijM/Qfcdwyu+QxSLwKdu9rJfszcASfWdU7G+mdfeG82bHsTapVvbSuEEL9Gq9EyMWYib814i0UXL+LqvlfjqfdUNVNFSwXvHn6Xed/M46blN7E4ezEtHT17MlFP4NmvHzGvvEzSku/xv/RS0OvtnsFcV0f1u++RPXMmBX/8I03bt/fYu881Gg2Jg0K5+pERzLq1P4ERXnY9fkNVKxsXHOfDR7aye2kOrU1Gux5fCGE9Go2GcckhvH/zSFbfN4lrR8Xh6Wb9XQrOV2VjO2+uz2bCP9bxfx/sYt2xckyy/akQQohzmDhxIrGx554efdttt/H6668rev7//e9/jBo1ihMnTvzo3+tssKuP6D4pYAkhbE6D8rsTI70jrZjENtyTktB4KjgBbTTSlplp/UA9VFtGBu3Z2YrW+s2di8aGd9HGpQWhd1f2I1e2IXQdmbvKaW1UdlI4um+g3e8sFkKIHknvDilz4eqP4IHjMO8liB2ldqpfYIH8bbDiIXi5P/x3Mmz6F1RmqR1MCOHCkgKSeHT0o6y+cjV/Gv4nYnzUv0FgT9keHtn8CFO/mMrT257mcOXhHluI6Sk8kpKIeu5vJK9YTuC116JxV6EwbTbTuHoN+TfdTM5FF1Gz4HPMzT1zUopGqyF5WBjXPD6K6Ten4R9q34JmS4ORHYtz+N/DW9n0+XHqK6WMKYQzSw7z4W+XDmD7Q9N4ZG4qsUHqlb4tFlhzrJybP9jF5BfX8e/12VQ1tqmWRwghhOPS6XTcfffd5/wak8nEnXfeybRp01i5cuWvvm9tbW1lwYIFDB8+nJtuuom6up8Pa3jooYe6lVvYhkZOSghnptFoxgBbz/x3W7duZcyYMSolEr/kTxv+xPLc5YrWHvrNISunsY3c+dfSsm9fl9dFPP0UgVddZYNEPU/5P/9J1dvvKFqbuOhbDH37WjnRjy37zyFOKChT+QR5cONfx9q0ICZsz2Kx8Plfd1FV2Kho/ZzbB5A0WN1R7EII0aNVZcPBz+HAZ1Cbr3aacwtL65zglXohhPdTZasmIUTPYDKb2Fy0mY+Pfsz2ku1qxzklOSCZi3tdzAVJFxDqJb9Du7qOigqqP/yQms8WYG5U9n7LGrR+fgRcfjmB187H/VfufndlZpOZY9tL2b0kl4bqVrsfX6PVkDw0lCEz4wmN87X78YUQ1mUyW1h7rJwPtuawJatK7Ti467TMGRDB9aPjGR4fKOdrhRDCAYwZM4bt23/8fnT06NFs27bNrjna2tro378/WVnnd3NkZGQkY8eOpV+/fgQGBuLp6UlTUxOFhYUcOnSIrVu30nyOmzyGDRvGtm3bcD/HDSlPPPEETz75ZFf/U7rNUV4Thbr9w93+s5qFED1OWXOZ2hFsztCvn6ICVmv6ERuk6Xm6s/2ge3IvPPr0sXKin0saHKKogNVY3UZlQaOcOHRy+UeqFZevfIMNJAwMsXIiIYQQXRLcC6Y8DJP+AgXbO4tY6d9CW73ayX6u/EjnY8PzEJR0sox1Uec2i3KBQAhhRTqtjkmxk5gUO4mcuhy+yPiCRVmLaDA2qJorqzaLf+75Jy/tfYlxUeO4OPliJsdOxkPnoWouYRv60FDC7r+f4N/9jtrPv6D6ww/pKLP/eShzfT3V779P9Qcf4DN5MoHzr8F7/Hg02p61AYVWpyVtXBR9R0eQsb2UPctyqa+0XxHLYraQubuczN3lRPcNZOjMOGLTgqQkIYST0mk1zEgLZ0ZaOMfLGvjf1lwW7i2ixWhSJU+7ycyi/cUs2l9MSoQv142O59Ih0fh4yKVWIYTo6Tw8PPjoo4+YMGECHR0dv/r1JSUlfP3113z99dddPlZ8fDyLFy/Gzc1NSVRhYz3rHaAQQhVlTT2jgKVEa3q6lZP0TC379mMsLla01n/ePLuciIsfEIJGq+w4SopbwrHsW5GneO2ASTFoFf7dEUIIYWVaLcSPhYte69yi8Ir3ofdM0OjUTvbLqk/AlpfhnanwUn9Y9hfI3QJmdS5YCCFcV6J/Ig+OfJDVV67mqbFPkRqUqnYkzBYzm4o28cCGB5jyxRSe3f4sBysOyhaFLkrn40Pw//2W5FUriXzuOTx6J6sTxGKhcd06Cm77HdkzZ1H1zjt0VFerk0VFupNFrGufGs3UG1Pxs/PWhABFGTV899oBPn92F8e2l2Aymu2eQQhhPX3Cffnrye0JH71A3e0JAY6VNvDYt4cZ9dfVPPLNIdKLf741lBBCiJ5l9OjRvPfeeza95hgTE8Py5cuJioqy2TFE90gBSwhhc32ClE0XCvV0nq0CDP3SFK1ry8jA0t5u5TQ9T/2SJYrX+s2da8UkZ2fwdiO6T4CitVLAcm6lOXUUHa9VtFbvriV1XKR1AwkhhLAON0/ofxlc9yU8kAnzXoKECVhhUrVt1BfCjn/DB3Phn31h0R/g6PfQ3qR2MiGEC/Fy8+Ky3pfx+bzP+WTuJ1zU6yLctWffEsFeGtob+Dzjc65beh0XL7qYdw69Q2lTqdqxhA1o3N0JuPQSEhctIuY//8ZrxAjVshgLCyl/8Z9kTZpM0Z/+TPPevT2uAKjTaUkdG8l1T45i+k2pBIR72T1DVVEjaz44yoePbGXXkhxaGuQ8nBDOzN/LjVsmJLH+gSm8c+NwxierOzW+qd3EJzvyueDVzVz0+mY+2ZFHQ6tR1UxCCCHUc8MNN7Bw4UL8/f2t/twjRoxg586dpKSkWP25hfVIAUsIYXNDwoYoWndD2g1WTmI7HklJaAyGLq+zGI20ned+wOKXWTo6qF++XNFaw8CBuMfFWTnR2SUOUlYqrC5uorb87Hs9C8e2b0W+4rV9R0Vg8JYxskII4fC8g2H4b+Gm7+G+ozD7eYhR74Lvr2qqgH0fw+fXwd8T4ZMrYfd7UK9soqgQQvyURqNhYOhA/jr+r6y+cjX3DruXaJ9otWMBkFOXwyt7X2HmVzO5ZcUtfJP5DQ3t6m6bKKxPo9XiO3ky8R99SMLnC/CdOVO1rXgtRiP1331H3rXXkXPJpdQsWICpsWcVoLU6LX1HRzL/iVFMvzmNwAj7F7Ga69vZ+V0O/3t4K+s+OkpVUaPdMwghrEen1TA9LZyPbxnFqnsncv3oODzd1J1MfLCwjke+Ocyov63hz18dYG9+TY8r3gohhIBLLrmEXbt2MWzYMKs8n5eXF88//zxbt24lMlJu2Hd0GvnhL5yZRqMZA2w9899t3bqVMWPGqJRI/JKtxVv53arfdXndgnkL6BesbGs/NeReM5+W/fu7vC7imacJvPJK6wfqIRq3bKHg/25RtDb8ob8Q9JvfWDnR2TVUt/Lhw1t//Qt/wdjLkhky035lMWEdNaVNfPrUDlD469Y1j48kOMrHuqGEEELYT00upH8Dh7+G0kNqpzk/kYOh75zOR8RA1S5WCyFcj8lsYnvJdr48/iXrC9ZjsjjOdqgeOg8mx05mXtI8xkWNw00nN0G4ovbcXKo//Ijab77B0tKiahattzd+F11I4JVXYkhTNlXdmZnNFrL3lLN7WS7VxeqV0WJTAxk0LY64tCA0WvmdRwhnV9di5MvdBXy4LY/8ase4mbVvuC/XjIzl0iHRBHipPxVUCCFczZgxY9i+ffuP/t3o0aPZtm2bSolOs1gsfPfddzz33HM/y3g+oqKiuO2227j99tsJDw//xa8ZPnz4Wdffdttt3HbbbV0+bnc58mtyHrr9pkAKWMKpSQHLOdS11TF+wfgurYnyjmL55cttuk+utZU+8yw1n3zS5XUB11xN5JNPWj9QD1H88CPULVzY9YUaDcnr1+MWHmb9UOfw5XO7KM/r+t3VEUn+XP5n67Tlhf2s/fAoR7eWKFob1y+YC+8cZOVEQgghVFORAYcXwuGvoMpJJqD6RUOf2Z1lrIQJ4Nb1ia9CCPFLypvL+TbrW74+/jXFTY41fS/AI4BZCbOYlzSPQaGDnOq8hDg/ptpaar78kpqPP6GjrEztOBj69yfgyivxu+ACdD7easexK4vZQs7BSvYsz6M8t161HIERXgycGkvf0RG4uas7QUcI0X0ms4X1GeV8sDWXTZmVascBwF2vZU7/CK4ZEcfopCD5/UIIIazEWco+2dnZrFu3jnXr1pGRkUFVVRVVVVU0Nzfj5eWFr68v0dHR9O3bl4EDBzJ9+nQGDx7slD8vnOU1OQspYImeTQpYzuPZ7c/yecbn5/31tw28jTuH3GnDRNZXu/AbSh5+uMvrDAMGkPjlFzZI5PrMbW1kjp+AuaHrhSavUaOI/98H1g/1K3Yvy2XHohNdX6iBm54fh7e/h/VDCZtorGnjo0e3YjYp+13rkvuGEN0n0MqphBBCqM5i6ZyGdfjrzkJWnfKtau3KzRt6TYG+c6HPLPAOUTuREMIFmMwmtpVs46vjXzncVCyAWN9Y5ibOZW7iXJICktSOI6zMYjRSv3wF1R98QGt6utpx0Hh54Td3DoFXXYVhwACnvNiilMVioTCjhj3L8ijKqFEth4eXntSxkfSfFIN/qKdqOYQQ1pNV3sDH2/P5em8hDa0dascBICHYi6tHxHHFsBhCfeVcrxBCdIeTl31ckpO/JlLAEj2bFLCcR2N7I5cuvpTSptJf/doRESN4a8ZbuGmda+R/a8Zxci6+uMvrNO7u9N2zG42bc/33OoK6JUsovv8BRWsjnn6KwKuusnKiX1dd3MRnT+9QtHbydX3pNyHayomErWz5KpP9qwsUrQ1P9OPyPw/rUSfchRCiR7JYoHB3ZxkrfSE0qj+F4/xoIHbk6elYoSmyVaEQotsceSoWQN/AvsxJnMOcxDlE+USpHUdYkcVioWXPHqo++IDGNWs7fz6rzKNvXwKuvBL/iy5E5+endhy7Ks2pY+/yPHIOqDi1RgMJ/YMZMDmG2FTZnlAIV9Dc3sF3B4r5aHseh4vUm7h3Jr1Ww/TUcK4ZGcuE3qHo5HuNEEJ0mZOXfVySk78mUsASPZsUsJxLXn0eD258kPSqs99VODBkIK9Pe51Ag/NNfbF0dJAxfASW1tYur038ZiGG1FQbpHJt+b/9LU1bFfzAdnOjz6aN6AICrJ7p11gsFj59cge1Zc1dXitb0jmP1iYjHz68FWObsjv459w+gKTBoVZOJYQQwqGZTZC3pbOMdWQxtFSrnej8BSZA8gzoPQMSxoN7z9o+SQhhXSazie0l21mYuZC1BWvpMDvGtIozDQodxJzEOcxKmEWIp0wEdCXt+flUf/gRdQsXYm7u+vt2a9MYDPjNmon/ZZfjNWI4Gq1W7Uh2U1XUyN4VeWTuKlO1E+cf5smASTGkjI3Ew1OvXhAhhFVYLBYOFNbx8fY8vjtQTFuHWe1IAEQHeHLl8BiuGh5LVIBM4BNCiPPl5GUfl+Tkr4kUsETPJgUs52M0Gfkg/QPW5q/lSPURzBYzeq2eRP9Ebh1wK7MTZjv1xJfcq6+h5cCBLq+LfPYZAq64wgaJXFd7YSHZ02coWuszeTKx//m3lROdv60Ls9i3suvbDWn1Gv7vhQm4ywk/h6d4q0kgMMKL+Y+PkjtshRCiJzN1dJaxji6Go99D469PkXUYOg+IHwvJ0zsLWSF9ZDqWEEKxmtYavj/xPQszF5JVm6V2nJ/RarSMjBjJ3MS5TIufhp97z5pU5MpMDQ3UffMt1Z98jDHPMbYLdouJwf+ySwm45BLconrOFLa6ihb2rcrn2NYSTCoWJfQeOlJGRdB/cjTBUT6q5RBCWE9tcztf7Snkkx355FQ2qR0HAK0GJvUJ5eoRsUxNCcdd33OKt0IIoYSTl31ckpO/JlLAEj2bFLCcW2N7Iw3tDYR5haHT6tSOYxWlTz9DzaefdnldwPxriHziCRskcl0Vr75K5ZvKSlRRL7yA/4XzrJzo/JWeqOPrf+xRtHbmLf3oPTzcyomENXW0m/jwka20NBgVrZ9yQwpp43rOyXQhhBC/wmyGwl0ny1iLodYxLgKfN/84SJ7WWchKmgQevmonEkI4IYvFQnpVOgszF7IsZxmNxka1I/2MXqtnbNRYZsbPZErcFCljuQiL2UzT5s1Uf/wxTRs3qR2nk0aD95gx+F92Gb7Tp6E1GNROZBfN9e0cWl/IoQ2FtDWpOxkvuk8A/SZGkzQ4FJ2UI4Rwemazha3ZVXy8PY9VR8swmR3jummglxsXD47mimEx9Ivyc+ob14UQwlacvOzjkpz8NZEClujZpIAlHE3t1wspeeSRLq8zDBxI4hef2yCRa7KYTGRNm05HadenQWi8vOizaSNab/W2xrGYLXzw0Baa69q7vDZ5eBizbulvg1TCWg5vKGTDZ8cVrfUO8OCGZ8agc5MTuEIIIX6BxQIlB+Dod51lrEplP29Uo3WDuNGnp2OFpcl0LCFEl7V0tLAqbxULMxeyp0zZjS229kMZa1bCLCbHTpYylotoy8mh5tPPOrcnbHKQSSl+fvhdMJeAyy7D0L9/j7g4b2wzcXRrCQfW5FNf2apqFk9fN1LHRpE2Pgr/UNkyTAhXUFrXymc781mwK5+y+ja145ySEuHLFcNiuGRINCE+HmrHEUIIh+HkZR+X5OSviRSwRM8mBSzhaFozMsi5+JIur9O4u9N3z240bm7WD+WCGjdtouDW2xSt9b/sMqL+9lcrJ+q69Z9mkL6xqMvr3Aw6/u+FCVLQcVBmk5lPntiu+CTw2MuTGTIjzsqphBBCuKyKDDiyGI4ugtJDaqfpOt+oM6ZjTQbPALUTCSGcTH59PouzF/Nd9ncUNxWrHecXuWndflTG8nWXSYDOztTYRN2ib6n5+BPac3LUjnOKR+9k/C++GL8LL8Qt3PUnZ5tNZrL3VbBvZT4V+Q3qhtFAXGoQ/SZGkzAgGK1OztkI4eyMJjNrjpbx8fZ8NmdVqh3nFL1Ww5SUMK4YFsOUvmGyRaEQosdz8rKPS3Ly10QKWKJnkwKWcDSWjg4yhg3H0tb1u2MSv/0GQ0qKDVK5nsK77qZh5UpFa+M//RSvoUOsnKjr8tOr+O61A4rWzvvjIOL7B1s5kbCGzF1lrHw3XdFaDy89N/5tLO4GvZVTCSGE6BGqc05PxircpXaartPoIHbU6UJWxEDQysUEIcT5MVvM7C7dzaLsRazKW0VLR4vakX7RD2WsaXHTmBI7hQBDgNqRRDdYzGaat2+n5rMFNKxdCyaT2pE6/bBF4cUX4Tt9uqoTwO3BYrFQdLyWfSvzyU+vUjsO3gEepI2LJG18FD6BPWN7SCFc3YmKRj7Zkc9XewqpazGqHeeUIG93Ljm5RWFalEzbFEL0TE5e9nFJTv6aSAFL9GxSwBKOKOfqq2k9cLDL6yL/+iwBl19ug0SupaO6msxJk8HY9Te77klJJC353iFG8ps6zLz3p820t3R0eW3ahCimXCdlPUdjsVj44m+7qCxoVLR+2Jx4Rl/cy8qphBBC9Ej1xXD0+84yVt4WsJjVTtR1XsGQOLFzMlbSZAhMUDmQEMJZNBubWZW3ikXZi9hV6riFVJ1Gx4iIEcyIn8HUuKmEeIaoHUl0g7GsjNovvqT2yy/pKC9XO84pGi8v/GbMwP+Si/EaORKNTqd2JJuqKmrkwNoCju8ow9Sh7u8/Gg3EDwghbVwk8f1lKpYQrqDVaOK7A8V8tjOfvfm1asf5kbRIP64cHsPFg6MJ8nZXO44QQtiNk5d9XJKTvyZSwBI9mxSwhCMqffppaj79rMvrAuZfQ+QTT9ggkWupev8Dyv/+d0Vrw/70J4L/77dWTqTcynfTydxV1uV1nn7u3PT8OLRa9Ytk4rTuTDXTuWm58a9j8fKTEyRCCCGsrKkSMpZCxjLIXgcOOhXmVwUmnC5jJUwEb5kGKoT4dUWNRSzOXszirMUUNhaqHeesNGgYEjaEaXHTmB4/nSifKLUjCYUsRiMNa9dRs+Azmrdt//UFdqQPD8f/ogvxv+giPHr3VjuOTTXXt5O+qYhDG4poqW9XOw5efu6kjIkkdWwkAeFeascRQlhBRmkDC3bls3BvkUNNxXLTaZiaEsYVw2KZ3DcUNyl/CiFcnJOXfVySk78mUsASPZsUsIQjqv36a0oeebTL69wTEui1fJkNErkOi8XCiXkX0p6d3fXFej29N6xHH+w4F+uy9pSz4u3DitZe9qdhRPbyt3Ii0R3fvrSXooxaRWv7T4pm0vy+1g0khBBC/JSxBU5sgOPLIGM5NJaqnUghDUQO7CxjJU6CuDHgLhczhRBnZ7FYOFBxgO9PfM+K3BXUttWqHemc+gX3Y1rcNCbHTiY5INkhpjiLrms7kUPt559T+803mOvr1Y7zIx4pKfhdMBf/uXNxi45WO47NmIxmMneXsX9NAVWFyqZVW1tU7wDSxkfRa0goenfXnkgmRE/QajSxIr2Uz3bms/1EtdpxfiTE5+QWhcNjSImQLQqFEK7Jycs+LsnJXxMpYImeTQpYwhG1HjtGziWXKlrba/Uq3GNirJzIdTTv20fe/GsVrfWdMYOY1161cqLuaW/t4L0HNisaiz94RhzjLk+2QSqhRFlOPV/9fbeitRoNXPf0GPxDPa2cSgghhDgHsxlK9sPx5Z0TskoPqZ1IOZ07xI46OSFrCkQNBq1c0BRC/DKjyciW4i18l/0d6wvW025WfzrOuUT7RDMldgqTYyczNHwoblo3tSOJLjK3tFC/bDm1X35Jy759asf5Gc9hw/CfdwG+s2ejDwxUO45NWCwWio/Xsn9NAbmHKsEBLom4e+rpMzKctHFRhMb5qh1HCGEFOZVNfL6rgK/2FFLZ2KZ2nB9Ji/Tj0iHRXDQ4inA/g9pxhBDCapy87OOSnPw1kQKW6NmkgCUckcVoJGP4CCxtXX+TFfHkEwRec40NUrmG4kcfpe6rrxWtjX3rP/hMmmTlRN33/RsHyDtU1eV1fqGeXP/0aLkT2kEse+sQJ/ZVKFrbe3gYM2/pb+VEQgghRBfVFnSWsY4vh5yNYHLsQsI5GfwhYcLpQlZwr87GsxBC/ERDewOr81bz/Ynv2VW6C4sjtDLOwdfNl/Ex45kSO4Vx0ePwc5dpFs6mLTOTmi+/pG7RYsx1dWrH+TG9Hu9xY/GfNw/fqVPRenurncgmasuaObiukGPbSjC2mdSOA0BIrA8poyPpMzIcT193teMIIbrJaDKz5mgZn+0sYGNmBY50GVajgbG9grlkcDSz+0fga5BitxDCuTl52cclOflrIgUs0bNJAUs4qrybb6Z52/Zf/8Kf8Jk2jdg3XrdBIudnamwic+JELM3NXV6rDw8nee0aNDrHm4RwZEsx6z46pmjtNY+NJDjax8qJRFfVlDbx6VM7FN9Be9UjIwiNlbtdhRBCOJC2Bshed7qQ1dz1srhD8YuGhPGnH4GJUsgSQvxMaVMpS3OWsixnGceqlb1Hsye9Rs+wiGGnpmNF+7juNnKuyNzWRsPKVdR+8QXNu3apHednNAYDvlOn4DtnDj4TJqA1uN60lPaWDo5tL+XQ+kJqy7p+rskWtFoN8QOCSRkdSfyAYHR6rdqRhBDdVFTbwhe7CvhidwElda1qx/kRD72W6WnhXDo4mol9QnGX7zlCCCfk5GUfl+Tkr4kUsETPJgUs4aiq3n2P8hde6PI6rZcXfbZvQ+Mud7v9VO1XX1Hy6GOK1gbfcTthd99t5UTW0VzfzgcPblZ0J9SwOfGMvriX9UOJLln74VGObi1RtDYuLYgL7xps3UBCCCGENZlNULi7c5vC48uhwvFLCb/KN+pkGWtc56SsoCQpZAkhfuRE7QmW5S5jWc4y8urz1I5zXvoE9mFy7GSmxE4hLTgNrUYuojqLtpwcar/6irpvvsVUXa12nJ/RennhM20afnNm4z1+PFoXO2dlsVgoPFbDwXWFDrM9IYDB243eI8NJHRNJSKyPTEAXwsmZzBY2Hq9gwa58Vh8tx2R2kG82JwV4uTFvYCSXDI5mWHygfM8RQjgNJy/7uCQnf02kgCV6NilgCUfVmnGcnIsvVrQ27sP/4T1ypJUTOb/ca+ahmLl+AAEAAElEQVTTsn+/orW9Vq3EPTbWuoGsaOGLeyjJ6vrWA97+7tz4t7FodXJiXS21Zc18+tQOLApPmlx87xBi+gZaOZUQQghhQ9UnIGM5ZK2C3C1g6vq22w7HJ+LHhazgZClkCSGAzmLGkeojLM9ZzrKcZZQ1l6kd6byEeoYyKXYSU2KnMDJiJAa9600vckWW9nYa1q6lduFCmjZvAbNZ7Ug/o/XxwXfaNPzmzsF7zBiXu4GwvrKFwxuLOLKlmLamDrXjnBIU5U3KmM4tCr39PdSOI4TopvKGVr7aU8jnuwrIq3KMCXxnig3y5JLB0Vw8OJrkMNl9QQjh2Jy87OOSnPw1kQKW6NmkgCUclcViIWvSZDrKy7u8NvjWWwm7/z4bpHJebVlZnJh3oaK1XqNHE//B+1ZOZF37V+ez5assRWvn/n4giQNDrJxInK+V76aTuUvZRZiwBD+ueHCY3FEmhBDCebU3Qe5myFoNmaugJkftRNbhEw7x404XskL6SCFLCIHZYmZf+T6W5SxjZe5Katpq1I50Xjz1noyJHMOk2EmMjRpLhHeE2pHEeTCWlVH37SLqFi6kPc8xp7Bp/f3xnT4Nv9mz8R41yqXKWB3tJjJ3l3FwXSGVBY1qxzlFo4GY1CD6jAwnaXAo7ga92pGEEN1gNlvYfqKKz3cXsPxwKW0djle8HRDtz8WDo7hoUBRhflLoFkI4Hicv+7gkJ39NpIAlejYpYAlHVvzII9R9vbDL6zxSU0n6puvrXFnZ83+n+oMPFK2NevFF/OddYN1AVlZX0cLHjyn7xSNhYAgX/H6glROJ81FV1MiCZ3cq3p5g9u/602tImHVDCSGEEGqqyj5dxsrdBB2taieyDu/Qk4Ws8Z2P0BQpZAnRw3WYO9hZupOVuStZk7+G2rZatSOdt96BvRkfNZ7x0eMZEjYEN52b2pHEOVgsFlr27qV24UIali3H3Ox4k1IAtH5++E6ZjO/MmXiPG4fW4BoX6S0WC2W59aRvLCJzdzkmo+OUI/RuWhIHhdBnVASxaUHoZDq6EE6tvtXI0oMlfLmnkD15jlfy1mpgXHIIlwyOZlb/CHw8pAAqhHAMTl72cUlO/ppIAUv0bFLAEo6sftkyiu5VNsmq96aN6ENDrZzIOVna28mcNBlTTdffeGr9/em9cQNaD8cfz77g2Z1UFXb9rkqNVsNv/jYW7wDH/290NUv/fZCcA5WK1gaEezH/iVFotXLxVgghhIsytkDeFsha01nIqspUO5H1eAVD3BiIHQVxoyFyMOhdZ+qHEKJrjGYju0p2sTJvJavzV1PX1vXt5dXipfdiZORIJkRPYFz0OKJ9otWOJM7B3NRE/YqV1C1cSPPu3WrHOSuNlxc+kybiN3MmPhMnovX2VjuSVbQ2GcnYXkr6piJqSh2rCGfwcaP3sDD6jIogPNFPJm0L4eROVDTy9d5CFu4toqTO8W5qMbhpmZYazoUDI5ncNwyDm07tSEKIHszJyz4uyclfEylgiZ5NCljCkZlqazk+dhyYu353XOTzzxFwySXWD+WE6lespOjuuxWtDbzuOiIee9TKiWyjO9sQjro4ieFzEqwbSJxTWW49Xz2v/IT3lBtSSBsXZcVEQgghhIOryT05HWs15GwEY5PaiaxHb4CooRA36mQxayR4BqqdSgihAqPZyM6SnZ1lrLzV1LfXqx2pSxL9ExkXNY7x0eMZHjEcD53c6OOo2vPyqFv8HXWLFmEsLFQ7zllp3N3xHj8e35kz8J0yBZ2/v9qRus1isVCSVcvhjcVk7y3HbHKs6yt+IQb6jIwgeVgYwdE+ascRQnSDyWxhS1YlX+0pZEW6Y25R6O2uY0ZaOPMGRjGhTwgeeiljCSHsy8nLPi7JyV8TKWCJnk0KWMLR5V59DS0HDnR5nd8FFxD9zxdtkMj55N96G02bNilam/jNQgypqVZOZBstje188OAWRSfu/EIMXP/0GDQyTcluFr+6n4Ij1YrWevu7c8OzY9G5yfYAQggheqiONsjf1jkZK2sNVBxVO5H1haZ0TseKHd35MTBBti0Uoocxmo3sKNnB6rzVrM1fS02b420ndC4GnYHhEcMZH925XWG8X7zakcQv+GGLwrpFi6lftgxzQ4Pakc5Or8drxHB8p03Hd9pU3CIj1U7Ubc317RzbVkL6piLqKx1vSk1QlDfJw8LoPTycgHAvteMIIbqhrsXIkoMlfLWngL35tWrH+UW+Bj0z0yKYNyiS8ckhuMnWqEIIO3Dyso9LcvLXRApYomeTApZwdBWvv0Hl6693eZ0uIIDeWzaj0fXsO0aMJSVkTZ0GCn5WGfr1I/Hrr2yQynZWvH2YrD3litZedPdgYlODrJxI/JKi4zV8+699itdPvKYPAybHWDGREEII4eRqC+DE+tOPZmVb/Do0n/DTWxbGjYaIgaBzUzuVEMJOOswd7Cvfx6q8VazJW0N5i7L3fWqK9Y1lXNQ4JsRMYHj4cLzcpMzhaMxtbTSuW0fdosU0btoEHR1qRzonQ1oaPtOn4TttOh59ejv1tnkWs4XCYzUc2VrMif0VmDsc75pLaJwvycPCSB4Whl+Ip9pxhBDdkFX+wxaFhZTVt6kd5xcFeLkxu18E8wZGMTopCL2UsYQQNuLkZR+X5OSviRSwRM8mBSzh6FoOHCD36msUrU348gs8BwywciLnUvHmm1S++pqitRFPPE7g/PlWTmRbBUerWfzKfkVrk4eHMeuW/tYNJH7GYrHwzYt7KcmuU7TeN9jAdU+NRqeXkw5CCCHELzKbofzI6TJW3hYwNqudyvrcvCB62OkpWTHDZNtCIXoIs8XMocpDrM5bzaq8VRQ1FqkdqcvctG4MDRvKqMhRjIocRVpwGnqtXu1Y4gwdVVXUL1lK3aJFtKanqx3nV7nFxOA7bRo+06biNXQoGr3z/n1qbTSSsaOUI1uKqS52zC2XwxP96D08nF5Dw/AJlK1GhXBWJrOFzVmVfLm7gJVHymh3wC0KAYK93ZkzIIILBkQxMjEIneziIISwIicv+7gkJ39NpIAlejYpYAlHZzGZyBw7DlNd18saoXffRcgdd9gglXOwmM1kz5iJsajrJ6M1Hh703rQRnZ+fDZLZjsVs4ePHtykaW6/Va7jp+XF4+rjbIJn4Qd7hKr5/vevbiv5g6o2ppI51/m0WhBBCCLvpaIfCXZ1lrJwNULgbLCa1U9lGcG+IGd75iB4O4f1kSpYQLs5isZBRk8GqvFWsK1hHZk2m2pEU8XHzYXjEcEZHjmZUxCh6BfRy6mlGrqbtRA71S5ZQ//33tOflqR3nV+n8/fGeOBHfKZPxHj/e6c7t/MBisVCe28CRLcVk7irD2OaYv79EJPnTa2goSUNC8QuWyVhCOKu6ZiPfHSzmqz2F7C+oVTvOWYX5ejB3QCTzBkYyNC4QrZSxhBDd5ORlH5fk5K+JFLBEzyYFLOEMiu67j/qly7q8znPoUBI+/cQGiZxD09at5P/2/xSt9b/4IqL+/ncrJ7KP3Utz2bH4hKK1465IZvD0OCsnEj+wWCx8+dxuKvIbFK0PCPdi/uMj0crIbSGEEEK51vrOqVg/TMiqOKZ2ItvRe0LU4NOFrJgR4B+tdiohhA0VNBSwoWAD6wvWs7tsNyYnLZyGeIYwMmJkZyErchRRPlFqRxJ0vqdtPZxO/fffU790KR0VFWpH+nV6PV7DhuEzeTI+kyfhkZiodiJF2ls7yN5bzpHNJZSeUDZR2x7C4n3pNTSMXkND8Q+VbUaFcFZZ5Y0s2l/EN/uKKKxpUTvOWUX6G7hgQCTzBkUxKMZfyttCCEWcvOzjkpz8NZEClujZpIAlnEHtwm8oefjhri/U6eizbavT3unXXUX33U/90qWK1sZ9+D+8R460ciL7aKpt438PbUHJj+fACC/mPzFK3qzaSPbecpb/97Di9bNu7U/ysDArJhJCCCEE9SWdk7F+KGQ1lKidyLZ8I39cyIoaDO7eaqcSQthAXVsdW4q2sL5gPZuKNtFobFQ7kmKxvrGntiscFTGKQINsuao2i8lE865d1H3/PQ0rVmJuUHajkb25JyScLGNNxmvYUDRuzjcpsqa0iWPbSsnYUUpTbZvacc4qJNaHXkM6y1iBEfK7hhDOyGKxsCevhm/3F/H9wRJqm41qRzqr6ABPZvWLYHb/CIbFB8o2hUKI8+bkZR+X5OSviRSwRM8mBSzhDIxl5WRNmqRobfQrr+A3a6aVEzm+jupqsiZPwdLe3uW1bvFx9Fq+3KlLSEvePEjuwUpFay97YCiRyQHWDSQwmy0seHoHNaXNitaHxPpw1UMj0MjJAyGEEMJ2LBaoPA4nThay8rZAa63aqWxLo4PwtNOFrJjhnVsZamXiphCuxGgysqd8D+vy17G+YD3FTcVqR+qWvoF9TxWyhocPx8tNJu2oydzeTuOGDTQsW0bDuvVYWhx3WsqZtD4+eI8di8/ECXhPmIBbeLjakbrEbLZQeKyaY9tKObG/ApPRrHakswqM9CZpUAiJg0MJi/d16nNuQvRU7R1mNh6v4Jv9Raw+UkZbh+N+zwnxcWdGWmcZa0xSMO56eW8jhDg7Jy/7uCQnf02kgCV6NilgCWdx4uJLaMvI6PK6gCuvIPKZZ2yQyLFVvPY6lW+8oWht6L33EvK726ycyL5yDlay9M2DitamjIlg2m/SrJxIZGwvYfUHRxWvv+APA0kYEGLFREIIIYT4VWYzlB+B3M2Qtxlyt0BLtdqpbM/DH6IGQdSQ04+AeJCLpUK4BIvFwvGa46wvWM/6gvUcrlI+pdcR6DV6BoQOYGTESIaFD2NQ6CApZKnI3NJC44YN1C9bTuOGDVhaW9WOdN48+vY9VcbyGjLEqaZjtbV0kL2nnGPbSijJdtwtCgG8AzxIHBRC0qBQovoEoJNihBBOp6HVyPLDpXy7v4it2VWKdmKwF1+Dnump4czqF8GkPqF4uuvUjiSEcDBOXvZxSU7+mkgBS/RsUsASzqL8xRepeufdLq/TR0SQvG5tj7qzzNzSQtbUaZhqarq+WKcjee1a3MKde5s3s8nMhw9vpamu6xPA9G5abvrHeDw89TZI1jOZOsx8+uR26iuVnXiOSPLjsj8N61H/PxZCCCEcktkMFcfOKGRthuYqtVPZh2cgRA7+cSnLP0ZKWUK4gPLmcjYUbmB9wXq2F2+n3dz195GORK/RkxacxrDwYQwLH8bgsMH4e/irHatHMjc10bB+PQ3Ll9O4YaOiKeVq0fr44D1mDN4TJ+AzYQJuERFqRzpvtWXNZOwo5dj2EhqrHXeLQgB3Tz3x/YNJGhxKXL8g3A1yLkoIZ1Na18p3B4r5Zl8RR0rq1Y5zTgY3LZP7hDFnQARTUsLwMzhP0VYIYTtOXvZxSU7+mkgBS/RsUsASzqJp+3byb7pZ0dqk77/DIznZyokcV82CBZQ++ZSitT5TphD77zetnEgd2xdls2dZnqK1k67tS/+J0VZO1HMd3ljEhk+7PsHuBxffO4SYvoFWTCSEEEIIq7BYoCIDcjd1bleYuxmaKtROZT9ewT8uZEUNAd9IKWUJ4cSajc1sK97GuoJ1bCraRHWr80/906ChT2CfU4WsoeFDCfGU6cL2ZmpspHHdOuqXLqNp82YsRqPakbrEPbkXPuPG4T1uHF7Dh6P1cvwpaxazhZLsOjJ2lpK9p5y25g61I52TVq8hpm8QCQOCSRgYgm+QQe1IQoguOl7WwLf7ili0v5iiWsfejtZNp2Fccgiz+0UwPS2cEB8PtSMJIVTi5GUfl+Tkr4kUsETPJgUs4SzM7e0cHz0GS3Nzl9eGPfggwTffZP1QDshiMnFi7gW05ykrHsW88Tq+06ZZOZU66ipa+PgxZb+MhMb5ctXDI6ycqGfqaDfx8WPbFE0jA4hJCeTie4ZYOZUQQgghbMJigcrMHxeyGsvUTmVf3mE/KWUNBl/nmRoihDjNbDFztPoomws3s6V4CwcqDmC2mNWOZRUJfgmnClnDw4cT6ROpdqQexdTYSOP6DTSsXEnjpk1YWhz7Iv1Padzc8Bw2DO9xY/EZPx6Pvn3RaB17Gz2T0UxeehXHd5aSe7AKU4fj/385ONqHhIHBJAwIITzBD41WCt5COAuz2cKu3Gq+3V/MkoPF1Lc6eAFUAyMSgpjdP4JZ/SKICvBUO5IQwo6cvOzjkpz8NZEClujZpIAlnEnBHb+ncd26Lq/zHjuWuPe6vn2hM6pftYqiO+9StFYXGkLvtWvRuLnO6OFFL++j8JiCrRiBqx4eQWicr5UT9Tz7V+ez5assxesvf3AYEYmyXYYQQgjhlCwWqMo+XcjK3w51BWqnsj/fSIgYCJEDIWJA5yMgARz8YrUQ4sfq2urYXrKdzUWb2VK0hYoW15n4F+UddaqQNSx8GPF+8bIFvJ2YW1po3LSJhpWraFy3DnNTk9qRukwXHIz32LGdWxaOHoVbVJTakc6praWD7L3lHN9ZStHxWnCCyzuevm7E9++cjBWbKlsVCuFM2jpMrM+o4LsDxaw5Wk6L0aR2pF81KMafmf0imJYaRt9wX/mdQAgX5+RlH5fk5K+JFLBEzyYFLOFMqj/5hLJnnu3yOo27O312bEfr6fp3buTOv5aWffsUrQ29+y5C7rjDyonUlbm7jJXvpCta239iNJOu7WvlRD1Le2sHHz26jdZGZVsrJAwM4YLfD7RyKiGEEEKoqq6ws4hVsKPzY9lhcJGJMl3i4Qfh/TvLWD8Us0JTQC9bfwjhDCwWC8drjneWsYq3sK9sHx0Wx55u0RXBhmCGhA1hUOggBocNJjU4FQ+dfH+yNXN7O01bt3aWsdaswVRXp3YkRdzi4vAeNRKvUaPxHjUSfWio2pHOqrGmlcxd5WTuLqMiv0HtOOdFq9cQlRxAfP9g4voFExjhJeUIIZxEc3sH645V8P3BYtYeK6fNCabxxQR6Mi0ljGmp4YxKCsJDr1M7khDCypy87OOSnPw1kQKW6NmkgCWcSXt+PtkzZylaG/vft/CZONHKiRxL89595F17raK1Gk9PkteuQR8YaOVU6jIZzXzwly20NnW9AORu0HHT38fj5iFvKpXatSSHnd/lKF5/9aMjCYnxsWIiIYQQQjic1noo2t1ZxsrfDoW7weh80z+sQqvvLGFFnDEpK6I/eLrW7+hCuKLG9kZ2lO5gS9EWNhdtpqSpRO1IVqXX6kkLSmNg6EAGhQ1icOhgIrxle1VbshiNNO/eTcOatTSsWUNHifP+nXLv1etUIctr5AiHPfdUW9ZM1p4yMneXU13sPL+L+AYZiOsfTHy/IKL7Bsp0LCGcRGNbB2uOlvHdgRI2Hq+g3eT4ZSwfDz0T+4QwLSWcKSlhBHm7qx1JCGEFTl72cUlO/ppIAUv0bFLAEs4ma9YsjHn5XV4XeOMNRDz8sA0SOY7CO++iYdUqRWsDr7uOiMcetXIix7D5y0wOrFG21c2036SSMibSyol6hobqVj59YjsdRmUnD3oPD2PmLf2tnEoIIYQQDs/UAWWHIH8HFJwsZTU470VnqwiIO6OUdfKjfwzItAshHJLFYiGnLodNRZvYUrSF3WW7MZqVTQV2ZOFe4QwKHdT5CBtEalAq7jq5EGsLFouFtqNHaVi9hoa1a2k7dkztSN3ikZKC96hReI0ahdeI4eh8fdWO9DNVxY1k7e6cjFVX3qJ2nPOm1WmITA4gvl8wcf2DCIr0lulYQjiBuhYjq46UseRgMZsyK+kwO/51Z60GhsYFMi01nOmpYSSH+cj3GyGclJOXfVySk78mUsASPZsUsISzKX36GWo+/bTL69wTE+m1bKkNEjmG9rw8smfPASU/k7Raei1fhntcnPWDOYDqkiY+e2qHorWRvfy57E/DrJyoZ1j21iFO7KtQtFaj1XDtE6MICPeyciohhBBCOB2LBWrzT25buL2zmFV+BOjh52I8/CE8DcLSTn7sB2Gp4BmgdjIhxE80G5vZXbabzUWb2VGygxN1J9SOZBPuWnfSgtNOFbIGhQ4izCtM7Vguqb2wkMY1a2hYs5bm3bvB7PhTU85Kq8XQrx/eo0fhNXIUXsOGovVynHMBFouFyoJGMneXkbW7nIbqVrUjdYlPoAcxqUHEpQYRkxqIp4+UJIVwdLXN7axIL+X7gyVsza7C5ARlLIC4IC+mpYYxIzWcEYlBuOm0akcSQpwnJy/7uCQnf02kgCV6NilgCWfTsG4dhXf8XtHaXqtX4x4TbeVEjqH06aep+fQzRWt9Z80i5pWXrRvIwSx8YQ8l2XWK1s5/YhRBkd5WTuTa8tKr+P61A4rXp46NZOqNqVZMJIQQQgiX0lILhbtOP4r2QKuy3/Vcjl/0j0tZ4WkQ0gf0HmonE0KcVN5czo6SHZ2P0h2UNpWqHclmoryjThWyBoQMoG9QXzx08v3ImjpqamjcsIHG9Rto2rQJc5PzbJ33i9zc8Bww4GQhaySeAwc6TCHLYrFQntdA9t5ysveWU1/pXGUsNBAa60tsahCxaUFEJvmjc5OChBCOrKqxjWWHS1lysITtOVWK7r1Wg69Bz6Q+oUxPDWdy31ACvKT8KYQjc/Kyj0ty8tdECliiZ5MClnA25qYmMkaPAWPXx/dHPPkkgddcbYNU6uqoqSFrylQsrcpO/CR8vgDPQYOsnMqxHN1awtoPjypaO2h6LOOv6G3lRK7LZDTz2dM7qKtQNqJfq9Nw3dOj8Qv2tHIyIYQQQrgssxmqsqBo98lS1m4oSweLSe1kjkGrh+Dknxez/ONAKxdehVCTxWIhvyGfHSU72F6ynZ2lO6lrc91CqV6rp3dAb/qH9KdfcD/6h/SnV0Av9Fq92tFcgqW9neY9e2hcv56Gdesx5uerHan79HoMaWl4DR2K59AheA0dij4kRO1UpyZjZe8tJ3tfBbVlzWpH6jK9u5ao3oHEpgYSmxpEUJRsVyiEIytvaGXZoVK+P1jMrtwateOcN51Ww7D4QKalhDGpbyh9w33le40QDsbJyz4uyclfEylgiZ5NCljCGeXddDPNP/nBcz58pk8j9vXXbZBIXRVvvEHla8r+uzyHDSPhk4+tnMjxGNtMfPDgZtpbu34RzuDjxk3PjZO7As/T7qW57FisfEuNAZNjmHhNHysmEkIIIUSP1N4MJfs7y1g/TMmqL1I7lWNx9+nctjDs5FaGoX0hNAV8I0AuigihCrPFTEZ1Rmchq3Q7e8v20tKh7OYWZ2HQGegb1PdUKatfSD8S/BLQauQ9eHdYLBbac3JoXLeexvXrad67F0yuUUx2j4/Hc9gwvIYNxXPoUNwTElS9mG+xWKgubjpVxqouds4pZJ6+bkT3DSSmbyAxKYH4hXhKSUIIB1VS18KKw6UsTy9lZ041TrJLIQARfgYm9QllUt9QxiWH4O/ppnYkIXq8Xyr7eHt7M2DAAJUSiUOHDtH0k8m2UsASwklIAUs4o6p336X8hRe7vE7r7U2f7dvQuLnOL/Xm1laypk7DVF2taH3MG6/jO22alVM5pvWfZpC+UdlFt6k3ppI6NtLKiVxPfWULnz21gw6jWdF6vZuW658dg7e/bEkhhBBCCBuoL/5xIat4Hxidb2KFzXn4Q2if04Ws0JTOP/vFyMQsIezMaDJyoOIAO0o7tyw8VHGIDkuH2rFszsfNh7TgtFOFrP4h/YnyjpIySDeY6upo3LSZpk0bady0WfF5JEekCwo6WcbqLGUZUlNVPfdXU9rEif0VnNhfSXluvWo5ussnyIOYlKDOQlbfQLwD5FyNEI6oqrGN1UfLWH64lM1ZlRhNznPNWqfVMCQ24FQhq3+UP1qt/KwXwt5+qYAlHI8UsIRwElLAEs6oNSODnIsvUbQ2/qMP8RoxwrqBVFTz+ReUPvGEorXu8fEkLVuKpodcRKnIb+CLv+1StNY32MB1T41Gp+8Z/1sptfTfB8k5UKl4/bDZ8Yy+pJcVEwkhhBBCnIOpA8qPnNy6cDcU7YXKDLAoK5O7PDfvk8WslDPKWX0hIB60OrXTCdEjNBub2VO2hx0lO9hRuoOM6gws9Ixz04EegaSFpNE/+PSkrFDPUCllKWAxm2lNP0Ljpo00bdhIy8GD4ELXODQGA56DBp0qZXkOHoTOx0eVLI01beQerODEgUqKjtVgdqYxNT8RGOFFVJ9AonsHENUnQG6eE8IB1bcaWXesnBXppaw7VkGL0bkmHwZ7uzOxTyiT+oQyoXcIwT7yfUYIe5AClnOQApYQTkIKWMIZWSwWsiZOoqOiostrg2+7jbD77rVBKvuzmM2cmHsB7bm5itZHPPkkgddcbd1QDu7zv+6ksqBR0dpJ1/al/8RoKydyHbmHKlnyxkHF630CPbj2ydG4ecjFOyGEEEKoqL0JSg91Tsf64VGZCT2k4KCI3gDBvX9cygrpA0GJoJeLJkLYUl1bHfvL97OnbA97yvaQXpWOyeJcF1u7I8gQREpQCn2D+pIalErfoL7E+8ajk1Jol3TU1NC0ZatLTscCQKvFo29fvIYMwXPQQAwDBuKeEG/3GxLbmo3kpVeRs7+SvMNVGNuc+/+r/mGeJ8tYgUT1DsA3yKB2JCHEGVqNJjYer2B5eimrj5RR3+pcEzQ1GhgQ7c+kPqFM7hvKoJgA9Dq5OVoIW5AClnOQApYQTkIKWMJZFT/8CHULF3Z5nUdaKkkK1jmihrVrKfz9HxSt1QUFkbx2DVpDzzo5cnhDIRs+O65orbe/O9c/Mwa9u5zI/akOo4nPntpBfWWr4ueY/bv+9BoSZsVUQgghhBBW0loPpQeheP/pUlZ1ttqpHJ9G2zkdK6R3Z0ErJPnkx97gE955VUUIYVXNxmYOVBw4Vcg6WHGQdnO72rHsylPvSe/A3qQEppASnEJKYAq9A3tj0Pes8x9K/TAdq2nLFpq2bKF53z7ocK6L9udD6+eH54ABGAYOwHPgQDwHDkQfHGy345uMZgozasg5UEHuoSqaatvsdmxb8QsxnJ6Q1TsA32CDTKgTwkEYTWa2n6hi+eFSVqSXUdnofN9z/Ax6JvTunI41sU8oEf7yc10Ia5EClnOQApYQTkIKWMJZ1S9dStF99yta23vzJvQhIVZOZH+5119Py+49itaG3PlHQv+grLzlzNpaOvjgz5vpMCrbVmbcFckMnh5n5VTOb9eSHHZ+l6N4fVxaEPPuHCQn5oQQQgjhPFpqoeQAlOw/XcqqyVU5lBPx8IPgXqcLWcHJnR+DeoG7l9rphHAZ7aZ2DlcePlXI2le+j+aOZrVj2Z1WoyXRL/FUIeuHjwGGALWjOTxTYxPNu3Z2TsjasoX2HOXv/R2dW3T0qQlZnoMGYkhLs8uNixaLhcqCRnIPVZJ7qIry3HqbH9MevP3diUwOIDLZn8heAQTH+KDVynkfIdRmMlvYl1/D8sOlLE8vpbCmRe1IivQJ92FccgjjeoUwKikIX4Ob2pGEcFq33norhw8fVjuG+BX9+/fn7bffVjvG+ZAClujZpIAlnFVHTQ2Z48aDuetFmsjnnyPgkkusH8qOWg4cIPfqaxSt1Xh4kLx+HfrAQCuncg5r/neEY9tKFa319HXj+mfG4G7QWzmV86qraOGzp3dgUlhq0+o1zH9sFAHhcqFNCCGEEE6uufpkIWt/ZyGrZD/U5qscygn5x54uZJ2anJUMftEg24oJ0S0d5g4yqjPYXbabPWV72Fu+l7q2OrVjqSbCO+JUIatvYF+SA5KJ9Y2VLQzPwVhUROPWrTRt3UrT1m2Y61z4749ej0ef3icnZA3Cc+AA3JOSbL51YVNdG3mHq8g9WEnBsRo6nHyrwh+4GXREJPkT2cufyOQAwhP9cJMp80KoymKxkF5cz4r0Ulaml5FR1qB2JEV0Wg0DY/wZ1yuEscnBDI0LxOAm31+EEEIlUsASPZsUsIQzy736GloOHOjyOu+xY4h77z0bJLKfwrvvoWHFCkVrA+ZfQ+QTT1g5kfOoKmpkwbM7QeGP71EXJzF8ToJVMzmzJW8eJPdgpeL1w+bEM/riXlZMJIQQQgjhQFpqoewwlB6CkoOdHyuOgtn1tnOyOZ07BCZAUFLnpKygxJN/TuosbenkJgkhuspsMZNdm82esj3sLtvNvvJ9lDeXqx1LVQadgaSAJJIDkukT2IfkgGR6B/Ym1DNUpjb/hMVkovXYMZq376Bp5w5adu3G3OzaE9a0Pj4Y+vc/WcoagCEtDX1kpM3+bnQYTRQfryX3UBV56VXUVzjnpJpfotVqCIn1ITzRn/BEP8IT/fAP9ZT/nwmhooLqZlYfLWPN0XJ25FRhNDnn9W8PvZYRCUGdE7KSg+kX5Y9OJvAJIYS9SAFL9GxSwBLOrOK116l84w1Fa5O+W4xH795WTmQf7fn5ZM+eo2j6FxoNvZYtxT0hweq5nMnKd9PJ3FWmaK2Hl54bnh2Dh5eMNc45WMnSNw8qXu8T5MG1T46WOx6FEEII0bN0tEFFBpSeLGT98GhzjS2HVKF1g8D404WsM0taAXGgk9/dhThfpU2l7K/Yz4HyAxysOMiR6iN0SGkUfw9/kgOSTxWzegf2pldAL/zc/dSO5jAsRiMthw/TvGMnTTu207J3H5a2NrVj2ZzO3x9DvzQMaZ0Pj9RU3OPjbTIpq7asmbz0KvLTqyg6Xqt4GrmjMni7nSpjhSf6EZ7gJ+ffhFBJQ6uRjccrWXO0jHUZ5dQ0G9WOpJifQc+YXsGMSw5hbK8QeoV6S9lTCCFsRwpYomeTApZwZi3795N7zXxFawOuvprIp560biA7KX3mWWo++UTRWt8Z04l57TUrJ3I+tWXNfPrUDixmZT/Dh89NYNRFSVZO5Vw62k189vQO6itbFT/HnNsHkDQ41IqphBBCCCGclMUCNbk/LmSVHoT6IrWTOT+NrrOEFdzrdDkrMLFzmlZAHLjLVthCnEubqY0jVUc4UH6AAxWdj4qWCrVjOYwI74hTU7J6B/Smd2BvkvyTcNe5qx1Ndeb2dlr27z89IevAQTA67wX8rtB6eeGRlooh9YxiVq8kNHrrTWs0tndOx8pLryL/cBV1LjQd60yBEV4nC1mdk7KCo7zR6my7DaQQ4sc6TGb25tey5mgZq4+WkV3RpHakbgn38zi5XWHnhKxIf0+1IwkhhCuRApbo2aSAJZyZxWTi+NhxmOvqurxWYzDQe/06dAEB1g9mQ8aSErLnzMXSqqz0Ev/pp3gNHWLlVM5p7YdHObq1RNFaNw8dNzw7Bk/fnntCded3J9i1JFfx+rh+wcz740C520gIIYQQ4lyaqqDs0OktDMuPdE7PMveMC9h24RN+sowV3/nx1CMefCNBK9NahTiTxWKhpKmE/eX7TxWyMqoz6LDIlKwf6DQ6Yn1jSfJPIikgiUT/RJL8Oz96u3mrHU815uZmmvft6yxk7dhB6+HDyqa7OymNhwceffqcKmQZ0lLx6NMHrYeHVZ6/tryZ/PQqCo7WUJRRg7HNZJXndTR6dy1h8Z0TsiJOlrK8A6zzv6EQ4vzkVjad2qpwZ241JoU3OTuKpFBvxiQFMzIxiFGJwUT4G9SOJIQQzkwKWKJnkwKWcHbFDz5I3aLFitaG/ekBgv/v/6ycyLaK7n+A+iVLFK31HDyYhAWfWTmR86qvauGTx7djVriX/eDpsYy7wjm3seyuuopmPntqJ6YOZSdKtXoN8x8fRUCYTBsQQgghhOgykxGqsqAsvbOQVXYEytOhNl/tZK5H5945JetH5awz/mzwVzefEA6ipaOlc0pWxYFTxazq1mq1YzmkcK/w08Usv8RTBa1gQ3CPu0HJ1NBA8+7dJ7cs3EHb0aNqR7I/nQ6P5GQMqamnClkeffqgDwrq1tOaTGbKTtRTcLSagqPVlOfW48qXsXwCPQhP9CMswY/QOF9CY30xeMvWhULYQ12zkfXHy1lztJz1GeXUtzp/ITs+2IuRCUGnClmxQZ497me0EEJ0gxSwRM8mBSzh7Jp37SLvhhsVrdVHRZK8cqVVx3/bUvPefeRde63i9dGvvoLfzJlWTOT8Nn6WwaENyrZ10blpueGZMT3uLjuTycy3/9xH6YmuT577gWzhKIQQQghhA20NUH7058Wslhq1k7kuQ8DpUpZ/bGdZ64ePAbFS0BI9lsViobCxkIMVB0mvSie9Mp2j1Udp6XDNLdKswc/d79SUrDMnZ0V5R6HrIZP4OmpqaNm7l+Y9e2nZs4eWI0d6zJaFP6ULCcHQpzceffqeKmV5JPdCa1A2laW1yUhRRg35R6spOFJNQ5WyyfrOxDfYcKqMFRrX+fDy67mT7IWwB6PJzO7cGtYcLWPtsXJOVDr3VoU/iPAzMDLxh0JWEMlhPlLIEkKIs5MClujZpIAlnJ3FYiHnsssV3yUX/cor+M1y/FKSxWwm96qrO8ezK+AWH0evpUvR6HrGSbvz1VTXxkePbsNkVDbJqf+kaCbN72vlVI5t+7fZ7Fmep3i9b7CB+U+Mws1d/i4KIYQQQticxQINpZ1FrLIjJ4tZ6Z3bGJra1E7n+jz8O4tYp4pZsac/BsSDVzDIxRvRQ3SYO8ipy+Fw5WHSq9I5XHmYjJoMOszOPynDljx0HsT7xZPon0i8X/zph288AYYAtePZlLmlhZZDh06Xsvbtw9zYqHYs9Wi1uMfFnS5k9emNoU8f3GJju3S+z2KxUFfRQlFGDYUZndsVtjT0jKKbt787ofF+hMb6nCpleQd4SJFCCBvJr2pmQ2YFGzIq2JpdSXO7a2yNGuTtzoiEQEYmBjMqMYjUSD90Wvk+IoQQJ0kBS/RsUsASrqD264WUPPKIorVew4cT//FHVk5kfbXffEvJQw8pXh/xxOMEzp9vxUSuY8vXWexfpWy7Fq1Ow3VPjcYvxNPKqRxTwdFqFr+6H7rxq8/cOwaQOCjUapmEEEIIIYQCpg6oPgGVGVBxrLOQVXEMKjOhw/WnYjgMvecZpayTU7P848A/BvyjwTcSdLKFknBd7aZ2MmsyT5eyqg6TXZuN2aLsJqmexs/djwS/BOL84ojzizv153jfeHzcfdSOZ3UWk4m2zEya9+6lZc9emvfsoaO0VO1YqtMYDHgkJ+PRtw+GU+WsPuiDg89rvcViobq4icJjnYWs4uM1tLe6RknifHj6uhEa60vIGdOy/EIMUsoSwsraOkzsya1hw/EKNhyv4Fhpg9qRrMbHQ8/whMBTE7IGRAfgrteqHUsIIdQiBSzRs0kBS7gCc1sbWVOmYqquVrQ+8ZuFGFJTrZzKesxNTWTPnkNHRYWi9bqAAJLXrUXr2TNKQl3V0tjOR49sw9im7ORSythIpt3ouH9/rKW5vp0Fz+6kpb5d8XPEDwjmgt8PlJNYQgghhBCOymyC2rzThayKjNMPo2tsIeJUNFrwCQe/6M5Clt/JYpZfdGdJyy8afMKgh2xPJnqGZmMzx6qPnZqSlV6VTl698inMPVWwIfjUtKw4v7jTf/aNw6BXto2dIzIWF9O8Zy/Ne/fQsmcvbZmZndMfBbqgIDySknDv1QuPXkm4Jybh0SsJfWTkOc/LmE1mKvIbKcyopvBYDaUn6uho71mlSA8vPSGxvoTE+BAc7U1QlA9BUd4yzV0IKyqpa2HjyTLWpsxKGlpdZyKmh17L4NgAhsQFMjQugKHxgYT4eKgdSwgh7EUKWKJnkwKWcBXlr7xC1b//o2it/6WXEvXc36ycyHrKX3qZqrfeUrw+9O67CLnjDismcj07Fp9g99JcRWs1Gpj/xCgCI7ytG8qBWMwWvnv9AAVHlJUcAXR6LfOfGIl/qJcVkwkhhBBCCLswm6G+6Ixi1hnlrLY6tdP1bFo9+EadUcw6WdTyizr9Z+8Q2epQOLX69nqOVB0hvTKdY9XHOFZ9jLz6PCzdGc/cg4V7hRPvF0+MbwyxvrHE+MQQ4xtDjE8M/h7+Tn3TlKmujpb9+0+VsloPHsLSrvxGMlek8fLCIzER915JnQWtpCQ8evXCPS4OjdvPpy6aOsyU5zVQnFlD8fFaSrLrFN/E6NQ04B/iSXC0D0HR3gRHdZaz/MO80MrWY0J0S4fJzP6C2lPTsQ4Wut77i7ggL4bG/VDKCiQl0hc3nUzJEkK4JClgiZ5NCljCVRjLysmaNg06un6nhMbNjeT16857NLc9tRcWcmLuBYpPFukjIui1bKlMv/oVbc1GPnp0G23Nyu606T08jJm39LdyKsexd0Ue277J7tZzjLgggZEXJlkpkRBCCCGEcAgWCzSUdm5lWH4MKo9DVSZUZkFDsdrpxA90HuAb0VnK8o3oLGz5RXZucegX1fnRNxLcXGcqjnB9zcZmjtccP1XIOlZ9jMyaTNrNUrbpDh83n18sZsX4xhDpHYmbk22Lamlvp/V4Ji0HD9B64CAthw7RfuKE2rEck16Pe1wc7kmJeCSdnJqV1AuPpES03qdvOvxhQlZRZg3FmbWUZNb2qC0Lf0rnpiUo0pugqNOlrOBoH7z83Z26zCiEmiob29iUWcGGjAo2ZlZS3eR6P9sNbloGxgQwNC6QIXGdH0N9ZUqWEMIlSAFL9GxSwBKupOj+B6hfskTRWkedElV49z00rFiheH3UCy/gf+E8KyZyXXuW57L9W+Un4a5+dCQhMT5WTOQYSk/UsfDFvVjMyn/f8QsxMP/xUehlVLsQQgghRM/R1ghVWZ2PysyTxaxMqMqW7QwdlWfg2ctZfpGdn/MKBq3crS8cU4e5g5y6nFOFrIzqDI5WH6W+vV7taC5Bq9ES6R15uph1RjnLmaZnmerraTl0iNZDh2g5cJCWgwcxVVWpHcuh6SMi8EhKxC0+HvdTjwTcY6Kx6N2oKmzsLGNl11KSVUdzveuVJbrKw1t/spD1420MPTz1akcTwqmYzRYOF9exIaOCzVmV7Muvpd3kmtuixgZ5MvTkhKwhcQGkRvrJlCwhhDOSApbo2aSAJVxJy4ED5F59jaK1+tBQktesRuPubuVUyjXt3En+jb9RvN5z8GDiP/vUKU5+OQJjm4mPHt1KS4NR0fqEgSFc8PuBVk6lrtYmI1/8dRcN1a3dep55fxxEfH/HmzAnhBBCCCFUYLFAffEZhays0x9r80G2FHNsWrfOKVo+4T//6BMOvuHgEwHeoaCTi8xCfRaLhdKmUo5WH/3RtKySphK1o7kcT70nUd5RRPpEEuUdRZRP5yPSO5IonyhCPEPQahzvQrLFYqGjuJiWgwc7C1mHDtGano6ltXvnQnoErRa36OjOyVnx8bgnxOMWF0ebfzQVTZ6U5jRQkl1HTWmz2kkdhpe/O4ERXgSGexMQ4dX55whvfAI80MhWhkL8qpZ2E7tyq9mSXcnWrCoOF9fhqpfpDW5aBkYHMCQ+gCGxAQyICSDK3yDXe4QQjs61ClgajcYXmA5MAdKAZMAf8AHagAagEDgK7AKWWCyWHjVzV6PRGIDJwDSgP9AHCAR8ASOd/xuV0Pm/0V5gqcViSVclrB1IAUu4mpyrrqb14EFFa6NefBH/eRdYOZEyFpOJnCuupO3oUcXPkfDlF3gOGGDFVK7vwJoCNn+ZqXj99JvT6DsqwoqJ1GOxWFjx38Nk76vo1vMMmBLDxKv7WCmVEEIIIYRwacZWqD7x42lZ1Sc6H03laqcTXaLpLGGdWcr64aNP2I/LW26eaocVPVBdW92pbQuzarPIrMkkszaTlo4WtaO5LDetGxHeEafKWWcWtSK9Iwn3DsdN6xhbHFqMRtoyM2k5eKizmHXwAO3ZJ3DZq/y2oNN1lrPi47HE9KLOvxdVmhCqGtypLG3D1CH/W55J764lILyzjPVDKSswwgv/ME/0bjJRXoizqW1uZ/uJKjZndRayTlS69qTdIG93BkT7dz5i/BkY40+En5SyhBAOxTUKWBqNZihwL3AV0NXxLbuBV4AFFoulw9rZHIVGo+kN3APcSGchrSuOAa8BH1gsFpe6XUMKWMLV1H33PcV/+pOitYZBA0n8/HMrJ1Km5ssvKX3sccXr/S++mKi/P2/FRD1Dh9HEJ49vp7GmTdF6Nw8dVz08goBwLysns7/DG4vY8GlGt54jJNaHy/88TE4UCSGEEEKI7mtrOF3GOvXI6SxpNZaqnU50h4ffybJWGHiHgHfYyX8O7fx45j97+IFcYBI2YraYKW4s/lkpK7culw7XPW3uMLQaLaGeoUT7RBPpE0m4VzgR3hGEe4UT7h1OuFc4QYYg1aZomRobaT18mNb0I7QePUrrkSO05+RIKUsBs5sHbQmDaYhIo847lhpLII1tjrMrgUPRgF+wgcCIkxOzfihpRXrh6SP/mwnxUyV1LWzJqmJrViVbsispq1d2nt+ZhPicWcoKYGCMP+F+BrVjCSF6LucuYGk0mlDgBTpLRd39j0kH7rBYLJu6HcyBaDQaH+BJ4G6gu7PP84G7LRbLt918HochBSzhaizt7WRNm05HhbKpPQmfL8Bz0CArp+oaU2Mj2bNmY6qqUrRe4+VFr2XLcAsPs3KyniF9UxHrP1FePHKF0lFlYSNfPb8bU4dZ8XPoPXRc9dBwAiO8rZhMCCGEEEKIX9De1FnGOlXMyj79z/VFaqcT1qTzOFnKCjlZ2Ao9/fhpgcsrWLZBFFZhNBnJrc/9WTGrqFG+v9ibm9aNMK+w0+Wsk8WsCO8IIrw6/9meJS1zUxOtGcdpPXLk1KMtKws6pLDXVe1u3tT7JlDvl0B9YDL1vvF0aD3UjuXQPLz0+Id6dj7CvPAL8cQ/rPOfvfzcZSKO6PEsFgvZFU1sza5kS1Yl27KrqG/tGd+fQ309GBjtT//ozilZA6L9CZNSlhDCPpy3gKXRaMYCXwPW3OvIQmdZ6RmLI4z26iaNRpMCLKJzm0Fregu402KxGK38vHYnBSzhiirefJPKV19TtNZv3jyiX3zByom6puyFF6h+9z3F60PvuZuQ22+3YqKexWQy8+kT26mvbFX8HP0nRTNpfl8rprIfY5uJL5/bRU1p9wY+TrsplZTRkVZKJYQQQgghhELGlh+Xs2rzoCYXavI6/2xqVzuhsBkNeAWdLGSdWdg6o6TlHdJZ1PIKAg9/0KozWUc4pyZjE9m12T8qZmXVZlHVquyGOmEdeq2+c2qWV/iPilqhnqGEeoWe+uihs025x9zeTtvxTFqPpJ+alNV2LANLm+tPYbEmCxqavcKo80vsLGX5JdLoHQUqTUBzNnoPHf5nFLLOLGr5BHig0Uo5S/Q8JrOFw0V1bMnu3K5wd141rUblNyA7m3A/DwZEBzAg2p/+0X6kRvoR6S/bFwohrM45C1gajeZSYAFd327wfH0C3GixWJz2J8/JYtFywM9Gh1gLzLNYLC02en67kAKWcEUdVVVkTZ6CxaigI6nXk7xmjWrTo9rz8siedyEoyQ64RUWRtHQJWoPczdAdGdtLWP3B0W49x6xb+5M8zLmmkFksFtZ+dIxjW0u69Tx9R0cw/aY0K6USQgghhBDCRsxmaCg5o5SV21nM+uHPsrVhz6LRdRaxvII7H56Bp//8s8fJr/PwlS0Rxc/UtdWRU5dDTl0OJ+pOdD5qT1DUWIQFp7/n2WX4e/h3lrF+UswK8wr70b9z13X/Eoylo4O2EydoO1nIak0/QuuxY5gbG63wX9JzdOg8aPCJpd4vkbqTpax2D3+1YzkdrV7TWc4K9cQ/1Au/0JNFrRBPfII8nHqqvxBd0d5h5nBxHTtzqtmZU82u3GoaesiErB/4GfSkRPqRGuFLaqQfKZF+9An3wctdpsgKIRRzvgKWRqOZBSzGduWrH7xjsVhutfExbEKj0QwG1gO2/u17GXCRxWJx2p/IUsASrqr4Lw9R9+23itYG33E7YXffbd1A56ngD3+kcc0axeujX34Jv9mzrZioZzKbLSx4eke3pkC5G3Rc9chI/EM9rZjMtnZ+d4JdS3K79Rz+YZ5c9fAI3A3yJk0IIYQQQjg5YwvU5v+8mPVDYatdLpz3eFq3n5eyfvbPP/n3bl5S2uqh2kxt5Nbl/riYVXeCvLo82s0yjc9RBXgEEOIZcqqYFeYVRohnCCGeIQR7BhNsCCbYMxgfN58uTRGxmM0YCwpoPZZB2/Hjpx7t+fng/JuT2IUFaPMIoMEnlgbfWBpPfmzzCFQ7mlPz8nPHN9iAb7ABv2ADvkEGfIM9T/07N3cpaAnXZDJbOFZaf6qQtTOnmqqmnvfzWaOBhGBvUiN9SYnwI+VkOSsm0FOmZQkhzodzFbA0Gk0isBcI+JUvLQHeB1YAh4FawOP/2bvv+Laq+//jr6PpvR07e+8JIRD23gUCBcoqUEpLC110r19bWjq+3dANHYxS9i6rjLIaZgKEDLJ34hHvbY3z+0Ny4oRYjqUrS7bfzz5u79W9557zsUhiW3rrHGAUsBC4BDiQd+g/Z639Q5zlpoQxppDIczSul6Z1wD+JhNmWATWABxgOLAAuAM6Nnovll9baryVQckopgCWDVduKFWz66Plx3esuKmLSf1/A5U/OVOQ9aVm8mC1XfTLu+zMPmc/YO+/UD8EOWb+0iqdvWZ5QH8PG5nLe1+bj9qT/9OhvPbGRNx/fmFAfLo/h/G8cQunoXIeqEhERERFJU9ZCa00koNWwFeq3RvdbosdboL0h1VVKOvJkRGbX6toyCqLHBdGt+7nCPee0ROKgFQqH2NG8Y69QVldIq6mzKdXlyQHyu/27w1jdg1klmSUfOs72Zvf4+l24rY2Odev3hLLWrqF9zVpCu3b181c0cHV6c2nKHb07mNWUM5r2zJJUlzVoZOZ6o6GsaDCrKBrUim76UKYMFtZa1le3RMNYNbyxsZadDe2pLitlcvweppXnMi0azJo+PJep5Xnk+PV3XkT2MnACWMYYN5GgzKExmoWBnwE39rY0njHmUOA2YHqMZh3AodbaZX2rNnWMMQ8AH+2l2V+Br1tr63rpaxrwN+CIGM0scIa19uk+FZomFMCSwWzTpZfRtmRJXPcO/8lPKDjvXIcr6llg+3Y2fuyi+F9MMYbxDz5Axgwt++YUay2P3/wuW1fF/FbRq7knjeao8yc7VFVyLHl6E68/siHhfo7+2BTmHD/KgYpERERERAaB9oZuwaxoKGt3QGsrtFSnukIZUAxk5H84mPWhENe+5wrBm5Ha0iUu1lpq2mvY0riFzY2b2dy4mS1NW9jUuImtjVtpDw3dN4EHOr/bvzuMVZRZFNlnFFGUUURhRiGFGYWRY39k73V7CdbU7A5lta9ZQ8eatXSsW4dti/k2kEQFPFl7BbKac0fTmlWW6rIGJX+2JxLQKsogp8BPdqGfnMJuxwV+PJpFSwYgay3b6tr2zJC1qZaNu1pSXVbKjSnKYkpZLpOG5ezeJpZmk5vhTXVpIpIaAyqAdS0QazaqAHCBtfbRPvSZQ2QGqONjNHvVWnv0gfaZSsaYM4AnemnWp1m9jDFeIkG1S2I0Ww/MtNZ2HGi/6UIBLBnMGp9+hu1f+lJc9/qnT2f8Qw/2y2xSoeZmNl9yKR1r1sTdR/75H2XEjTc6WJUAtNR3cO+P36StKZBQP2dcO4fxc9Lzk3ZLn9nMaw+vT7if8XNLOP0zszUDm4iIiIjIgQq0QcO2yJKGXaGshu3QuD1yvnE7hIbesieSBF2zbmXkRzZ/3p7jjLz9nNvnsTdTyyammbANU9VatTuYtblxcySo1bSZrU1bCYaDqS5RHJTjzdkTzPIXUZQZCWcV+gooq7cU7Wgie0st/k07YeNWAlu2QlB/BnoTdGfQnDNyr2BWS/ZwMJptMNn82R5yCjLIKdwTysop9JNd4N993pepWXUk/VU1tfPWxjre3FjDm5vqWF3RSFiryAJQnpexJ5A1LIdJpZHjkhyf3kMQGdwGRgDLGFNAJORTFKPZFdbaO+LoOxt4HZgVo9nF1tp7+tp3f4rOELYSmBKj2fettT+Ms++ngJNjNPuWtfZnfe071RTAksHMBoOsO/kUgjt3xnV/6Ve+TMmnPuVwVXuzwSBbr7uOlpdejrsPV3Y2E595Gk9JegZ8BrotK2p4/HfvJdSHP8vDx757KLlF6fWp43ef28L/HliXcD85hX4+9t1DycjWp1pERERERBxjLbTsgsZtHw5mdT1u3AE2lOpKZbBzefYJZXWFtvJjBLn2eezSbCf9JRgOsrNlJ1saI7NldZ9Ba0fLDsI2nOoSJclyTAYTW3KYUOdjdK2hfFeQoso28nY24WlP7EOGg13I5aUlq5yW7BE054yI7LNH0OkvSHVpQ443w71XMCu7wE9Wnp/sfB9ZeT6y8n1k5fvxajYtSSMtHUHe21bPO1vqWbq5jqVb6qhr1b+73eVneiPBrNKcvWbNGlmQiculYJbIIDBgAljfAn4So8ld1trLEuh/BvAu0NM7p+9ba+fE239/MMZcDPwrRpNXgOOsje83TGNMGZGAV08huGpgbG9LP6YbBbBksNt1661U/+rX8d1sDKP+9EdyjzvO0Zq6q/jxT6i7886E+hj21a9QfPXVDlUk+/Paw+tZ+szmhPoon5DPoq8chNudHp+ie+/5rbx6/9qE+zEuw7lfPojhkwoSL0pERERERPomHILmymggaz9Brcad0FwBClxIqnmzwJ8LvpzIft9tf+d9OZEAlz8X/NHr3mxwpcfv1QNRIBRgZ8tOtjVtY1vztt37rU1b2da0jeZAc6pLlGSyluImGLnLMrIGRtbYyLYLClpTXVx6C3iyac6JhLG6Qlkt2SMIedLrw5ZDkTfDTXa+PxLK6gpm5fn2nMv3kZXnJzPHi1G4Q/qZtZZNNa28syUSxlq6uZ4PNEvWfvk9LiaU7lnCcFxxNmOKsxhXnE1hllezZokMHOkfwDLG+IDNQHkPTZqBKdba+KZ42TPOr4Avx2hyhrX2qUTGSCZjzBLg4B4uh4GDrbUJTWFijPk8cHOMJtdaa/+UyBj9TQEsGexC9fWsPe54bHt7XPe7cnIYd+89+CdOdLgyqP3Xv6j84Y8S6sM7ZgwT/v04Lp/Poapkf8KhMI/8+h12rm9IqJ+DTxvL4Yuc/7PUV8v+u41X7o1/ycvuDjt7AoecMc6RvkREREREJAnCIWiugqYdkUBWU3Rr3Ln3uY7GVFcqcgDMPmGtbse+3A+f9+WALzu67efYk6HlFaOstTR0NOwVzNrWFNm2Nm2lorVCs2cNYtlte0JZo6IBrRE1lmH1oMjj/lkM7RmF0UDWyEgoK2cErZllWM36l3aMy5CV6yWrW1grM9dLRk5kn9m1z/WRmePFo5m1JEm6z5IVCWbVU9uiZcdjyc3wMLY4i7HF2YwtioSyuh4Py/Vr5iyR9DIgAliLgIdjNPmNtTZWcOpAxykjEvTy99DkQWvt+YmOkwzGmHnAOzGaPGytPc+BcfxEnqOyHpossdYekug4/UkBLBkKdn7v+9Tfd1/c9/vGjmXcfffizs93rKbmV15l62c+A6HElooY9fvfkXvSSQ5VJbE01bZz74/fpKMlmFA/R10wmTknjErZJzaWv7SNl+52Jnw1cmohZ39xnn7BEREREREZDDqaoamiWyir276pYs9sWuHEficSSSvGtU8wa9+gVg/BrVjHg3SWrv3NnrW1aSs7Wnaws3kndR11qS5RksAbjISwhtdahtdBea2lvA6G11lKlNvdr7Dx0Jo1LBLKyhlBa1Y5rVlltGWWYI1CPQOFx+8ma6+AVlc4qyu45SUrz0dG9LyWQpR4WWvZXNMamSFLs2T1WYbXxZiiSBhrXHEWY6L7sUXZjCjIwJMmK5KIDCEDIoB1P9BT8MkCE621Gx0a63bg8h4udwBl1trEpv9IAmPML4CvxmhyvLX2RYfGugH4Xowm06y1q50Yqz8ogCVDQfuaNWw8+5yE+sg+6ihG/+XPGHfiv0h1rF3LposvIdyc2LTuWQsXMuYff9fUq/1o47JdPPnHZQn3M+WwMo67dFq//2K+4pXtvHiXM9+isvJ8XPidBWTn95TbFhERERGRQScchrbaSCCruTKydR3vda4SAi2prlYkdTwZ4M2MhLG8meDLiizD6M2KPs6OcT1r/+d8WXvucXvTbuau1kArO1t2sqN5x+59VzhrR/MOqtuqsejd5MHEG7CU10dCWcProLzOUl4bCWcVN6W6uvQTNm7aMktozSqnJauM1qyy3cchT2aqy5MEeXwuMrK9+LO9ZGR7yMjy4s/xkpHljZ73kJH94WO3R+EQ+bCWjiDvb2/g/W0Nkf32Bjbu0s/WfeVxGUYXZTGqMJNRhZmMyM9kREFkG1mQSXl+Bj79HRRxWnoHsIwxGUAt0NNPX4uttUc6ON6pwNMxmnzcWvtPp8ZzijFmIzCuh8vbgDHWof9QxpipwAcxmvw/a+2NTozVHxTAkqFi8yc+QetrryfUR9EnPkHZN76eUB/Bmho2XfgxAtu3J9SP8fkY/9CD+CdNSqgf6btX71/Le89vTbifktE5nH7NbPJKkv8CS6AjxJuPb+Dd5xKvG8CX6WHR9QdROibXkf5ERERERGQQ6miKBLGaK/aEsporup2rioS22upAoQyRvjHubiGubqEtb2Y0/JUBnswe9hl7AmKx9t37cXsSLjkQClDRUsGOlh27Q1rbm7fvDmtVtlQStJphb7Dwd1rK6iOhrOG1XfvI7FlFiX0mddCxQKcv/0OhrNasMjoyilJdniSZx++OBLayvfijYa2MbA/+bC/+TA/+LA++TA/+TA++LE/0XOSa26vgyFDS2B5g+fYGlm9vYNm2yH5TTWuqyxrQjIFhuf69Qlkj8jMYWZjFiIIMRhZkkp/p1SQIIn2T9gGsk4BnYzT5mrX2lw6O5wFqgLwemtxhrb3CqfGcYIyZBKyN0eQP1trPOTzmCmBGD5dfttYe6+R4yaQAlgwVLa+9xpZPXJVwP8N/9lMKFi2K695wRwdbrriStnffTbiO8htuoPBjFybcj/RdKBjmoV8soWpz4h/l82d7OPWTsxg9I3kvpmx6fxcv3b2a5toOR/rzZbg5+0sHUTaupx8VRERERERE+iAUhNYaaKmClmporo7sW6qgZVckqNVSvWcLdaa6YpGhx+XZf5DLmwkef4ywV7e9xx8Ndvkjm9u31+OQy0N1sIWKzkYqOmqp7Kijsr2WytYqKlorqGyppLqtmrANp/rZkAR5A5bSRhhWH1necFjD3vuc9hQXmEaCbj+tmcN2L2PYFcxqyywh7Nas9EOd2+PqFsqKhrT2Cmp58GXsCXH5Mjz4Mt14/R58GW58GQpxDXQNrQGW72jYa7asLbUKZTkpy+fuFtDKiM6clUlprp9h0a0wy4fLpZCWSFTaB7B+BnwjRpODrLXvOjzmY8BZPVzeaa0d4eR4iTLGfAb4U4wm51prH3F4zJuBz/dwOQAUWWsHxOc4FMCSoWTb9dfT9FSsSf56Z3w+xv7zTjLnzOnTfdZadnz1azQ+8URC4wMUXXE5Zd/6VsL9SPwad7Vx74/forMt8U9mGgMLF03koFPGOPpJipb6Dl65bw3rl1Y71qc3w83ZX5hH+YR8x/oUERERERE5YNZCe0MkmLU7sFW1z+NuYa2OxlRXLCKJMu7dIa2g288ur49Kr49Kj4cKt6HSbag0lgoTppIg1TZAKNU1S0Ky2vcJZtVbhjVE9qUN4NdEadFZs/JoyyyNbBkltHYdZ5YS9GalukQZIFxugy/DgzcayPJluPHu3rs/dG3P40iQy+Nz4fV78PpdePxu3G4FulKtvrWT5dsbWba9fvdsWdvq2lJd1qDmcRlKcvwMy4sEskpzM/YKaJXm+hmWl0Fpjl9LHspQkPYBrBeBnmZTagQKnFpar9uYXwN+HqPJWGvtFifHTIQx5jYg1qxcJdbaGofHvAC4L0aTY621Lzs5ZrIogCVDSbCuLrL839bElmHzlJYy7oEH8JYNO6D2be8vp/rmm2l55ZWExgXIOe44Rv3h9xi3O+G+JDHrllTxzK3LHetv4sHDOOHyafgyEpvWPxy2rHh5O68/sp7OdudecvT63Zz1hXkMn6jwlYiIiIiIDBCB9r1nz+oe2Gqt2Werhc7EZzoWkdQKATVuNxUeN5VuN5UeD9VuF9VuD9UeF9VuN1VuD00KCQxM1pLfwl4BrZJGS0njnn2mJkok4MmiLbOU1sySPSGt6Nbp06z2kjwuj8Hrc+P179k83R57us773Hj9rm4hrkg7j9eFx+fC7d1z7PG6cXed97i0HFwc6lo6eX97A6t2NvJBRROrdjayvrqZQEjLgPe3wixvNJyVsTucVZLjpyDLS1G2j4IsH4VZXgqzfORnejWzlgxE6RvAMpHvIHVAT+90JmWpO2PMCcDzMZosstY+6vS48TLGLANm93B5i7V2bBLGnACsj9HkS9bam5weNxkUwJKhpn3NGjZfdDHh1sSmYc2YM4fRf/kznsLCnsdauZLq3/+B5hdeSGisLv6pUxl71124c7Id6U8S99Ldq1n+0nbH+iscns1JV06ndExuXL9I7trWxIt3raZyo7Of8vb43Zz1ubmMmFzgaL8iIiIiIiJpJdgRCWJ1hbLaaveEs/YX2GqtgYCWeREZiNqN2R3MqvK4qXZHt+hxldvNLrdbQa2BxlqyOqCkEYr3CWZ1PS5qAs8QXsky6PbTltE9mFVCe0YR7RnFtGcUEXZ5U12iSM8MkWCW1x0Nau059nijwa3ocSTA5Y4Z6Oo6drtNZO9x4XIb3B7X3o+9LlwuM6jCX53BMOurm/mgopFVO5t2h7OqmzpSXZpEGQMFmZEwVkFW195HUbY3GtSKhrWy9xwXZPk0y5akWloHsHoL+fzeWtvTMniJjFsCxFqv6AfW2hucHjcexhgf0AL0NF3Iv621PS2nmOjYTUBOD5dvs9Z+IhnjOk0BLBmKmp5/nm3XfS7xjlwuMufOJefYY8k59hj806ZhjKF99Rp2/f73ND37bOJjRLlLSxh/3314hw93rE9JXDAQ4sGfL2HXVmdXnc3O9zF6ZjFjZhQxenoRGdn7f+Ej2Bli1/Zmdm1tpmJDA2verMSGnf25xON18ZHPz2XklJ7DhiIiIiIiIkNWZ2u3oFZPYa1u59vqINie6qpF5AC1GsOubuGsKrebGreLGre72+ai1u0mOIjemB/MTNhS0AIlDVDSFA1pNViKmyL7oiYoGKLZWouh05dLu79or1BW174to4iw25/qMkVSxu0xkUCW2+D2RINaHheuboEtd1eoyxMNdnlcuPZ57PZGgl0uV3S/1+ba/7Fr32sGt9uFce39uOvYRO/pa2hsV3MHH+xs2iuYta6qmc7QEE6uDjBZPjc5fg85GZ7IvmvL8JDr95Dd7TjSxku2302u37v7ntwMD37NOCfxSesA1qnA0zGafNFae3OSxq6n55m37rLWXpaMcfvKGDMV+CBGk99Ya7+cpLHfBeb2cPl/1tqjkjGu0xTAkqGq+o9/ZNfNv3O0T8+wYfgmTKD19dcd7ddkZDD2zjvInN3TZH+SSvWVrdz3k7cIdDi33F93xsCwcXmMmVHEsHF5NFS1Ub21ieotTdRVtDoeuOrO7XXxkevmMGpaUdLGEBERERERGXICbdBWHwljtUf3bXUHcK4e0FIxIukoDDS6XOzaJ6C1S2GtAckdshQ0R2bLKmqOhLIKd++hqMlS2AxZQ2y5QwsEvDl7h7P8RbTtDmoVEfJkprpMEenGEN6zGRs9BozFYDFm72NjovuuNgbAErZhAuEwwVBk3xkKEQyHsYDd/f9d/2P/x2ZP2zDsvhbuamO62ppIOxP5/rp7Hz3fdRw2XW0jAVLb9diAtRCOfq/dXUO3x+zuB6wxu8ft+lE73NXGuKJHXXdFxzNd/9fVR9ezvYel+3iRr8P2cH5PnV1jRE8aG61n33tMtzr3/g1hz9e99z17vv69v5b9CQNulyHL5yHT68LrceNzG/xeN163C58ncux3Ra553YYMjwuf14XXbfC53fi8LvxuDz63C6/XFbnuceFxuXBHw4HGgMcdOXYbg8uA29Dtmhvjil4DXF3H0esuV9c9kT5c0Xu7ZBcNw+3paR4fSZKEf8hN5n+xcb1cjzU7VqI2AAf1cG18Esftq3G9XE/2c9RTACudniMR2Y+Sz36WjtVraHrmGcf6DFZVEayqcqy/LiN+9jOFr9JYQVkWJ181g6f/spxwEsJQ1kLlxkbHlxXsjdvr4sxrFb4SERERERFxnDczsuX1cZbrcBg6Gg4sqNX9XFsdBNuc/ipEpBsXUBAOUxAOMykQu+2+Ya06t5taV2RfFw1o1blcu4/rXa7db5pK/wi5DTX5UJMPsd5HzOiwuwNZRdHAVuF+AluDZclDA/gCzfgCzeQ1bfnQdQsEPVl0+Avo8BfQ7i+gw1+4+3HXFvRk9XvtIkOVxYXF1fWg+4W4uYAMV/Qglfb9GvQ5hTQQjv5/iHYg1fP+LrhkDYcec1yKq5C+SmUAa2cSx97J4AhgJfs56slwY4zfWquFckXSlDGGET/9CZs2b6bjg1gT6aVW6fXXk3faqakuQ3oxfm4pp1w9k2f/sZJQYOC/ouL2uDjjM7MZPV3hKxERERERkbThckFmYWTr60u0wQ5ob4SOxkhIq70R2hsiW0fXceM+j/c5p3e1RBzRl7AWQAho6BbIqouGtWrdLupckdBWXVeYy+Wmwe3SDFv9pN1v2OmHncUxnm9ryW6HghYoaInMrJXfddyy5ziyB9cA/qfWAN5gK95gKzktO3psF3T79wSyfF3BrMJoYCuyBXy5/Ve4iIiIpI1kBrDKerlekcSxY4WLSpM4bl+l63NkiDxP25I4vogkyJWVxeg//J6N519AqK4u1eV8SP6iRRR/+lOpLkMO0MSDh5FXksmTf15Gc+3Azd+6PIbTrpnFmJnFqS5FREREREREnOLxQ05pZItHOAydTb2EtPZ53NWuoxk6miDQ4uzXJDJEuIGicJiicJiJgWCv7S3QYgz1bhcNLjf1bhf1Lteex7uPXXu1aXGleiqTQcoYWjKhJRO2l8QOxpmwJbdt74BWQQsUNO8JaOW3WPJaIbdt4M6s5Ql14GmtJLu1ssc2IZeHTl8+7f5COn15dPrz6fDlRY6jW4cvn4A3G4z+7IqIyIe5XQqkD0TJDGD1Nu1ETRLHjtW3xxiTZ63t37WQ9i9dnyOI1KYAlkia844cyaibb2LzJ66CYO8vYPSXzEPmU/7DG/Zaq1jSX+mYXC789gL+89cVbPsg/UJ9vfH43Zx69UzGzS5JdSkiIiIiIiKSTlwuyMiPbIyOr49wCDqjYayOpmgwqzFyvNf5pp7PdZ0PpnpBE5H0ZYAca8kJhhhF6IDvCxCZaavB7aI+GsrqetzkctHYbdv92B3Za8YtZ1iXoTEbGrNha4ylDyONIzNr5bVCXhvktUaDWa17jiPX9hz70ufl7165w0Ey22vIbI/9VlzYuAh4c/cKZ3X48/cJauXR6csn7Pb1U/UiIpIOXPr5ZEBKZgAr1tQTnUle3q6pl+vFQDoEsHqbnqO3ryMRB/IcJZ0x5vAEu5jlSCEiA1jWggWUf/c7VPzghlSXAoB3zBhG/e53uHz6hXAgyszxcdbn5/L6Ixt459ktqS7ngBWNyOaUT86keGROqksRERERERGRwcjl7hbiSlCw88MBrc5uga6OJuhsjZzrbIlu3Y/3eRxsS7wmkQHOC5SEw5SEw8CBJ3Us0G7M3sEsl4smt9krtNX9elO38FarZt6KT7eZtSLLtfQe2PIH2BPM6gpptUFOmyWnLTKrVk77nsc57ZBxAMtkppLLhvF3NuDvbIjZzgIhdwYdvjwCvlw6vbkEfDl0enMIeHPp9EX33hwC3hwCvhyscffPFyEiIkmhHzEGpmQGsLJjXGtO4rjQe7gqXd6djfUcQXIDWOnyHC3up3FEBrXCiy6i/YMPqL/n3pTW4crLY/Sf/4ynsDCldUhiXG4XR3x0EqVjc3nhjlUEO9N3PnCP18WCj4xn7kmjcbv106iIiIiIiIgMAB4feIogq7cFEg5QONRzOOtAQ1ydzZEt0BYJfwVaIZzmyQURBxgg01oyQyHKQgc+41aXIOw3mNXoctFqDM0uFy2urr2LZpehxbhojh43K8R1YIyhwwfVPqgugF4DW1HegI2GsiKBrNy9wlrRoFZb9Hy0XXY7+NNsti0DeELteNraoa2q1/YWQ9CTGQlk+XL3H9TyRcJakWvZWJc3+V+IiIgcMHOA3+skvSQzgOWPca0zieNCZLbZWNJlWpZYzxEk93kaKM+RiByg8m9/m85162l9++2UjO/Kzmb0n/+Ef8L4lIwvzpt8SBlFw7N58s/v01idfp+mHTOziGMvnkpeSWaqSxERERERERFJHZcbMvIim5NCgUgQqyuQFWiNBrRaIvtY53q7p7NVM3fJoOABCsNhCsPxf4AxBLQaEw1oRUNaLhfN3c7tFeKKBrv2Om8i91ktV7SXgNdQ54W63K4zB/b8eIKW7A7Iao8EsrI7IksmZrdDVgdkt+9zvdvjnHbwpPjzrAaLN9iKN9h6gIEtCLu8BLzZBDzZBLzZBL3ZBDxZkePouYA3i4Bn72vWlcy3mkVEhi59Rx+YkvldMVaAJ9nZ8d76T5dwUW91JPN5GijPkYgcIOPzMfLmm9h0/gUEduzo17Ez5s5hxI034p88uV/HleQrHpnDBd88hOf+sZLNy2tSXQ4AWXk+jrpwMpPmD8PoRSURERERERGR5HB7we3Qsov7Ew5HQli7g1nt0cf77IMdkTbB9l72Hb23wSbnaxFJgBvItZbcUAjimIWriwXajKHVZWgzLlpdhlZjaI3OxtXqcu2+3rr7uiva3tC2u92ee9qMi07X0Hv9LegxNHigYfc6Nn14DqzFF+we1oLMTktWB2R2QGYnZHXYbseR81kdlszO6HEnZHRAf82NZgB3OIC7o56MjvoDvi+yNKKfYDSMtTu85ckg6Mki6MncZ4uec0cehzwZyfqSREQGPJciWANSMgNYsfqO/yfIA9NbuChd5tGM+fxba5P5PA2U50hE+sBTVMTov/yZLVd9kmB1ddLH80+ZQsnnP0fuiSdiNFX2oJWR7eXMa+fw5r838vaTm1JXiIFZR49k4aIJ+LP0bUpERERERERkQHO5wJcd2fqDtRDqjIaxegh7xQp/BTsiW6gDgtF+Qp17gl+7j3toE+ron69ThiwDZFlLVsgCzk3BFADa9gpr7QltdQ93tZvIuXaXoaPr2Bjao9fajaHNZXYftxsX7S5DYLB9wNIYOr3QGcfMW3t1Yy0ZnewT1IoEufwByOiEjABkdNrofs85f+c+56N7p2fmiiyN2IEn1EFGR12f7w8bFyF3JgFPJiFPZL8nqNUtxOXOIOTJiOzdfkKeTIJu/+5zGL03ISKDj3sIBqAHg2QGsGIFfNxJHBd6/7rSZfXmmHUYY9xJDGGly3N0RIL3zwJucaIQkcHCP3ky4+65m21f/BLty5cnZQzfpImUfu5z5J5yioJXQ4RxGQ47ewLDxuby339+QFtTbyvZOqtoRDbHXzaN8glJ+tStiIiIiIiIiAxuxoDHH9mSNatXLLsDYN1DWn0Nde3vuOu+QOQ41HkAx4E9fWtWMOmFF/CGLXmEkjK9QhD2BLZc0WDW7mOzV7Cr61r3IFeHMXRGjzu7Pd593rXncYcxBAdI4MsaQ5sf2vzdzyZWuztk9wpqZfQQ1Ioc2w+FunxBiz8AviC7974g+ALxhbtcNowr2II32BL31xRZPtFH0JNByJ2xVzAr5M6Invd3ux55HHb7Cbr9hN0+Qm5fJNjl8hNy+7GuZL+NLSLSO6MA1oCUzABWZ4rGPZD+Y9XWn3qrw0PyZgtLi+fIWvtaIvdr6SmR/fOOHMm4+++j9bXXqLvvflpefZVwc3PC/frGj6fkuuvIO/00jFu/hAxF4+eWMnxiAe+/tI01b1ZSX9ma1PG8fjeHnDGOuSeNxu1W2E9EREREREREBqjuAbB0Eg71IbjVh+NgR7dzHdFxAhAORPehbsfByLb7evTxfo8De9oqPDYoeACPtWRbG524K7mL6IRgr0DWnmM+FOTa67pr3/aRMFcnhkD03kD0esBAkD3He12Ltg8YQ6if3+MKuQ0tmdCS2f2sMzW4Q3avQFb3kJY/YPc67wuAf/fe7nV+z312dztvELyhvfddga/I8omduDs7gUZHvpawce8JZbn9hFzdjt1+Qm5fNMAVOR92+Qi7fITcXsKuyBZyeQm7fXuOo4+7jq0r2W+Vi8hApxjEwJSqAJYvieNC78vnDZQAlg9I1rzEA+U5EpE4GWPIPuIIso84AhsI0PrOO7S8/DLNL71Mx9q1ferLO3YMpdddR96ZZyp4JWTkeFlw5ngWnDmehuo2tq6sYcvKWrZ9UEegI/EXSDw+F8PG5jF1YTmT5g/Dl6FfRkVEREREREREksLlBlcmeDN7b5tudoe6eghodd93D3iFg3va7vd6b2GxENjQnvvC4ch+f+d2n+/aDuRccM/eduuna1xJiBvItJZMm/oAX4hIECvAnpBWoHtoi67gFt3CXdEAF3s/7t6+63HQGIKw9z56HOoWFAtG9yHT1TZ6rVvbrvt7Co2F3IY2974zdnVxPkVgrMWzn2DW3nvb4zVPKBLyiuzBEwRfiGifYbzBdryhdtzhSBtPCNzhyN4TAF/Xcbdr3j789Qwb1+6w1ocDWz7C7m7no493B7m6h72MB+vyEO7ajHvP4+7XzJ421ng0y5fIAKAJsAamZL6jGWuqlZwkjguQ18v1piSPf6B6m44ml+TVOlCeIxFxgPF6yT70ULIPPZRhX/0qgR07aH75FZpfeomW11/HtrXt9z7vqFGUXHst+WefhfEoBCMfll+aSf6xo5h17ChCwTAVGxrYsqKWLStr2LW191nX/FkeSkbnUDo6l9IxkS1/WBYu/WQpIiIiIiIiIiKxuNyRbSix9sOhrP0FtT4UFOsW7up+zoaj93Ydh/Z5vM+17ud3X+vlnniv9TqW3add17X99R2KnCf6/HU9j7b7ua6NHq7tc48D3IDbWjK6/tsOAGEiwbG9Q13dglzRANeHz+0dAAsaQ4hIuCsMBA2Eo+3DdF2DUDQYFsIQjvYZNpEaul8LuSDsi/QbjvYb2msfCa0FIXq/+XD/+6kjbAw2+jXb6Njh6PMQjo4VJrJkJNbiDncLau0b3ApFZu7acy2AOxzYbzuX3bPv6tMVBnfYdjvudj7azhUCT+ee+zzd2na/34QNLjy4rAdj3bjwYKw3sscNeDDRzUb3RENctivoZVxY48YaN2GXe/dx1/l9z0XCYdH23dvue87VrX23c2HjgmjfIkOBS4vCDEjJfDe9NsY1nzHGb61N1uxOub1cj1Vbf+qtjt6+jkQMlOdIRJLAO2IEhRd9jMKLPka4o4PWt96mbelSgrt2EaytwT95MjnHHEPmnDma8UoOmNvjYuSUQkZOKeTwcyfS0tDB1lW1bF9TT93OFmzYkpXno3hkzu6wVW5xhpaTFRERERERERERORDGgOkKnqXZcpZDjY0Rztor0GX3XO8p0LX72oEExHrqr6f7bA9j7XNf19fUVceH9gAWl7W4sHh7axvz+oHs+dDY8fXlQC107XpuY60lbC1hbDSwFcYCYWsJRc+FCUcCW7Zr36199JxlT/uQjfYBe/qI3hPZiOxt15jd++saM9Jf5GnYcw9AIDqe7b63ljBBLEGIjtH9mrUWE4Jw2GKsjf7xiv73CkXaEl1O1AIm1NUm8t/BRL6IPfeEo89rKPocR88bCzYcOXZF73d3LVPadZ81YN1gDSZswLoix9G9xYUheh4XJhzZW2swRM9Zs9djcO1ujzW7z5lof+DCdOtj9xhdx7YrMWP2bNZE/u22JjoX3D5tbLe2H7r+4f6s6dZntL3dfa8Bs/c9tnstXe32ek9m3/dnIo/t7qOux2Z3S7vXFbqNv78+9xmz66/0AdSw73kbq9/99PXhuvqor7fbfR4n+N6X1zs5ofslNVIVwAIoBnYkaeyiGNdCOLUIcOIO5DlKlljPESiAJTJkuPx+co46kpyjjkx1KTLIZOf7mbZwONMWDk91KSIiIiIiIiIiIiLO6QrDoQ8wSySnoT8NIiKSzInLKnu5XpbEsWO901ttbdrM45muz5EFqpM4toiIiIiIiIiIiIiIiIiIiIjIoJDMANamXq4nczqMWH1vTOK4fbWpl+upeo4qrLXtSRxbRERERERERERERERERERERGRQSGUAa2ISx54Q49pACmAl8zmK1Xc6PUciIiIiIiIiIiIiIiIiIiIiImkrmQGstb1cn5yMQY0xxUBBjCa91dWfNgLBGNeT8hxFxQpgpdNzJCIiIiIiIiIiIiIiIiIiIiKStpIZwNoANMa4PidJ4/bW77tJGrfPrLUdwAcxmiTlOTLGjAdyYjR5NxnjioiIiIiIiIiIiIiIiIiIiIgMNkkLYFlrLbGDPPOMMSYJQ8/v5fo7SRgzEUtjXBtrjClKwpgD7TkSEREREREREREREREREREREUlLyZwBC+D1GNfySc4MT0fHuFZhrd2chDETEes5gthfT7xi9RkAliRhTBERERERERERERERERERERGRQSfZAazne7l+kpODGWPcwLExmjzr5HgO6dfnKOrEGNdet9Y2J2FMEREREREREREREREREREREZFBJ9kBrFeA9hjXz3V4vBOJzKzVk7QLYFlr1wCxZuU6x8mlGo0xU4CZMZqk3XMkIiIiIiIiIiIiIiIiIiIiIpKukhrAsta2AU/GaHKEMWasg0NeHONaB/C4g2M56cEY10bj7DKEsZ4jgAccHEtEREREREREREREREREREREZFBL9gxYAHfFuGaAzzsxiDGmFLgoRpMnrbX1ToyVBLGeI4AvODGIMcYHXBOjyTvW2lVOjCUiIiIiIiIiIiIiIiIiIiIiMhT0RwDrCaAyxvVPG2PKHBjna0BGjOt/c2CMpLDWLgXejdHkXGPMbAeGuhoYHuN62j5HIiIiIiIiIiIiIiIiIiIiIiLpKOkBLGttB/C7GE1ygZ8nMoYxZhrwxRhNVhB7KcTe+j/OGGNjbC/G23c3v4xxzQXcbIwx8XYenSHshzGa7AL+EW//IiIiIiIiIiIiIiIiIiIiIiJDUX/MgAXwR6AuxvXLjTGXxtOxMSYLuBfwxWj2U2utjaf/fnQvsC7G9eOAb8fTsTHGDdwJFMdo9ltrbWs8/YuIiIiIiIiIiIiIiIiIiIiIDFX9EsCy1tYB3+ul2d+NMWf1pV9jTDbwGDAnRrPXgH/1pd9UsNYGget7afYjY8xn+tKvMcYD3AacGqPZRuBXfelXRERERERERERERERERERERET6bwYsgD8Bb8e47gMeMcb8yBiT2VtnxpgFwJvAiTGadQLXDoDZrwCw1v4beCRGEwP8yRjzF2NMQW/9GWOmAv8FLuul6eette0HWqeIiIiIiIiIiIiIiIiIiIiIiET0WwDLWhsCLgIaYzRzAd8F1kaDWEcZYwpNRIYxZpIx5jJjzBPAG8CMXob9urX2XUe+gP7zSWBrL20+Daw3xvzGGHOiMabEGOMyxviMMWOMMR81xtwDLAeO6qWv31prn3CicBERERERERERERERERERERGRocbTn4NZa9cbYy4mMsuTN0bTkUSCWN9NYLjbrLU3JXB/Slhra40x5wIvAHkxmhYBX4pu8XoW+HoC94uIiIiIiIiIiIiIiIiIiIiIDGn9uQQhANbaJ4FLgEASh7kHuDqJ/SeVtXYJcCbQlMRhXgIWWWuT+d9BRERERERERERERERERERERGRQ6/cAFoC19gHgRKDK6a6BHwGXRJc8HLCsta8CC4F1Sej+r8Ap1trWJPQtIiIiIiIiIiIiIiIiIiIiIjJkpCSABWCtfQWYA9zpUJcrgROstd+z1lqH+kwpa+1K4GDgt0DQgS63Audbaz9lre10oD8RERERERERERERERERERERkSEtZQEsAGttpbX2cuAQ4F/EtyzhUuAKYJ619kUHy0sL1toma+31wEzgz0A8s1atAT4PTLPWPuhkfSIiIiIiIiIiIiIiIiIiIiIiQ5lJp8mijDF5wCnAsUQCR5OAfCAb6ACagO3AKuBN4ElrbTKW6EtbxphM4IToNguYDBQCOURmyWoCKog8R0uAp621y1JTbfIZYw4HFnc/t3jxYg4//PAUVSQiIiIiIiIiIiIiIiIiIiIiA4hJtAOPE1U4xVrbCDwQ3WQ/rLVtwBPRTUREREREREREREREREREREREUiilSxCKiIiIiIiIiIiIiIiIiIiIiIgMZApgiYiIiIiIiIiIiIiIiIiIiIiIxEkBLBERERERERERERERERERERERkTgpgCUiIiIiIiIiIiIiIiIiIiIiIhInBbBERERERERERERERERERERERETipACWiIiIiIiIiIiIiIiIiIiIiIhInBTAEhERERERERERERERERERERERiZMCWCIiIiIiIiIiIiIiIiIiIiIiInFSAEtERERERERERERERERERERERCROCmCJiIiIiIiIiIiIiIiIiIiIiIjESQEsERERERERERERERERERERERGROBlrbaprEImbMeZwYPE+p4+w1r6WinpEREREREREREREREREREREZGjRDFgiIiIiIiIiIiIiIiIiIiIiIiJx0gxYMqAZY3KBWfucXm6tbUpFPSIiIiIiIiIiIiIiIiIiIiIytCiAJSIiIiIiIiIiIiIiIiIiIiIiEictQSgiIiIiIiIiIiIiIiIiIiIiIhInBbBERERERERERERERERERERERETipACWiIiIiIiIiIiIiIiIiIiIiIhInBTAEhERERERERERERERERERERERiZMCWCIiIiIiIiIiIiIiIiIiIiIiInFSAEtERERERERERERERERERERERCROCmCJiIiIiIiIiIiIiIiIiIiIiIjESQEsERERERERERERERERERERERGROCmAJSIiIiIiIiIiIiIiIiIiIiIiEicFsEREREREREREREREREREREREROKkAJaIiIiIiIiIiIiIiIiIiIiIiEicFMASERERERERERERERERERERERGJkwJYIiIiIiIiIiIiIiIiIiIiIiIicVIAS0REREREREREREREREREREREJE4KYImIiIiIiIiIiIiIiIiIiIiIiMRJASwREREREREREREREREREREREZE4KYAlIiIiIiIiIiIiIiIiIiIiIiISJwWwRERERERERERERERERERERERE4qQAloiIiIiIiIiIiIiIiIiIiIiISJwUwBIREREREREREREREREREREREYmTAlgiIiIiIiIiIiIiIiIiIiIiIiJxUgBLREREREREREREREREREREREQkTgpgiYiIiIiIiIiIiIiIiIiIiIiIxEkBLBERERERERERERERERERERERkTgpgCUiIiIiIiIiIiIiIiIiIiIiIhInBbBERERERERERERERERERERERETipACWiIiIiIiIiIiIiIiIiIiIiIhInBTAEhERERERERERERERERERERERiZMCWCIiIiIiIiIiIiIiIiIiIiIiInFSAEtERERERERERERERERERERERCROnlQXIJIIY0wuMGuf08uttU2pqEdEREREREREREREREREREREhhYFsGSgmwUs3ufcEcBrKahFRERERERERERERERERERERIYYLUEoIiIiIiIiIiIiIiIiIiIiIiISJ82AJYPO4sWL950RS0RERERERERERERERERERERkf0yiHWgGLBERERERERERERERERERERERkTgpgCUiIiIiIiIiIiIiIiIiIiIiIhInBbBERERERERERERERERERERERETipACWiIiIiIiIiIiIiIiIiIiIiIhInBTAEhERERERERERERERERERERERiZMCWCIiIiIiIiIiIiIiIiIiIiIiInFSAEtERERERERERERERERERERERCROCmCJiIiIiIiIiIiIiIiIiIiIiIjESQEsERERERERERERERERERERERGROCmAJSIiIiIiIiIiIiIiIiIiIiIiEicFsEREREREREREREREREREREREROKkAJaIiIiIiIiIiIiIiIiIiIiIiEicFMASERERERERERERERERERERERGJkwJYIiIiIiIiIiIiIiIiIiIiIiIicfKkuoB9GWPcwAxgATAaMD003WStva2/6koXxpgM4DjgRGAWMAUoBHKBANAE7ARWAUuBJ621K1JSrIiIiIiIiIiIiIiIiIiIiIjIIJfSAJYxxgCTiISturaDgKwDuP0l4LakFZdmjDGTgS8BlwM5PTTzAJnAMGAucBHwc2PMB8DvgNusta3Jr1ZEREREREREREREREREREREZGjo1wCWMWY0e4JWh0S3gv6sYaAxxuQAPwC+SPz/vaYBfwC+YYz5orX2EWeqExEREREREREREREREREREREZ2volgGWMuRL4GVDWH+MNFsaYacCjRJYZdMIY4GFjzF+Az1trAw71KyIiIiIiIiIiIiIiIiIiIiIyJLn6aZxxKHzVJ8aYw4E3cC581d01wNPGmMwk9C0iIiIiIiIiIiIiIiIiIiIiMmT0VwBL+sAYMw94CshL4jAnAA8aY/p1GUoRERERERERERERERERERERkcFEAaw0Y4wpBB4G8ntpWgf8DjiZyOxiHiADGA9cCNwPBHvp43Tgp4nUKyIiIiIiIiIiIiIiIiIiIiIylKVrACsALAVaU11ICtxKZMnGWP4KTLTWfsFa+5y1tspaG7LWdlhrN1lr77fWXgjMBhb30tdXjDGnOVC3iIiIiIiIiIiIiIiIiIiIiMiQkw4BrBCwArgN+BxwGJBrrZ0PVKewrn5njDkD+GgvzT5nrf2Utbaut/6stR8AxwH/ijUs8HtjjP+ACxURERERERERERERERERERERESCybF1/ssA64G3greh+qbW2pZ/rSDvGGDfwm16afd9a+4e+9GutDRhjLgdKiSxXuD8TgeuBn/WlbxERERERERERERERERERERGRoa6/AlhPAK8Cb1tr6/tpzIHmQmBKjOuvADfG07G1NmSM+TiwEijqodmXjTE3WWvb4hlDRERERERERERERERERERERGQo6pclCK21b1lrn1P4KqavxrgWBj5vrQ3H27m1thL4QYwmpcCV8fYvIiIiIiIiIiIiIiIiIiIiIjIU9UsAS2IzxswDDo7R5FFr7XsODHULUBnj+icdGENEREREREREREREREREREREZMhQACs9XNrL9ZudGMRa2wH8JUaT+caYqU6MJSIiIiIiIiIiIiIiIiIiIiIyFCiAlR7Oj3FtG/CSg2P9q5frFzg4loiIiIiIiIiIiIiIiIiIiIjIoKYAVooZYyYB42I0edRaa50az1q7GlgZo8nJTo0lIiIiIiIiIiIiIiIiIiIiIjLYKYCVeif1cv25JIz5fIxrhxtjcpIwpoiIiIiIiIiIiIiIiIiIiIjIoKMAVuot7OX6K0kYM1afXuDgJIwpIiIiIiIiIiIiIiIiIiIiIjLoKICVerHCTlustTVJGHNJL9cPSsKYMoT87dWNVDa2p7oMERERERERERERERERERERkaRTACuFjDE+YHqMJsuSMa61dgPQHKPJvGSMK0PD7Ys38aN/r2TRH/7Hqp2NqS5HREREREREREREREREREREJKk8qS5giBtP7P8Ga5M49npgbg/XJidxXBnEnl9VyQ2PrwBgZ0Mb59/yDF85o5jSnDa21+2koqGKI0qP4pRDjklxpSIiIiIiIiIiIiIiIiIiIiLOUAArtcb1cn19EsfeQM8BrPFJHFcGkcWPraF6Vz1NLS3UNjRTUdvCx8PgtW58YQ/exmxa/xZmC5nABEqZwBoT4OT5FmNMqsuXAcKGQrQuWULLyy/TtmIF4ZZW3Dk5+MaNwzdpIv4JE/FPmoi7uFh/rkT6SVtTJ7U7W6iraKVuZwt1FS20twQB8Gd5KCzLoqA8O7rPIqfAj3Hp76cMQNZCoA3a66G9Yc/W1v1xPXS2QLADQh3Rfef+9+EAGBdgIvsPbSa6ucGbGd2ywJe9n+Ns8GWBPw+yiiGrCDKLInu3N7XPm4iIOKo10EpVaxXVbdU0djbSGmilOdBMS6DlQ1tzoJnWQCudoc4D6tsYQ5YniyxvFjneHLK92T0eF/oLGZY1jOLMYjwuvaQo0ptwayuBikqClRUEdlYQrKwgWL2LcGcHtqMT29lt6+ggHOjEdgZ2nzNuN67sbFw5OdF9Nu6u4+yc3efduTl4R4zAO2YM7pycVH/ZkmShUJiWug6aatppqo1uNe20NnUSDob3amvt/vvw+Nxk5/vILc4gpzCD3OIMcosyyM734XJr0RQRERERkXjp1ZLUGtfL9Z1JHDtW38ONMX5rbUcSx5cB7qmNT/Hu803kdZQA4CabkWT3ep+xhmBnGK/fnewSZQALd3bS+vrrND37LE3Pv0CotvZDbVoWL97rsTs/H9+kSfgnTMA/aSK+iZPwT56Et6ysv8oWGXTamwNUbW6krqKV2oqWSNhqZyvtLYGY9237oG6vxx6fi4KyrEggKxrKKhuXR35pVjLLF+lZKAgtVdC0E5oq9mzNXcc7oakS2uoioamBxp8HmYWRMFZWcSSYlV0KeSP23nKHK6wlIpJiTZ1NbGnaQlVLFVWtVVS2VlLVWrXX1hRoSnWZe3EZF8UZxZRmlTIsaxjDModF9tGtPLuc0bmj8bl9qS5VJKlsMEjnxo20r1pF57ZtBHdWEKisIFhRSaCignBjY7/X5C4owDt6NL7RoyP7MaPxjhqNb/QoPGVlGLdejxsIrLXUV7ZSubGR+srWvYJWLfUdPQarEmVchpwCPzlF/t2hrKLh2ZRPyCe3OEMffBQRERER6YUCWKnVWyqgIoljxwpgGaAU2JbE8WWAG5Y1jE73rrju7WwPKoAlHxJubaX5lVdpevZZml98kXBzc5/uDzU00LZkCW1Llux13jt2DIUXXEDhJZfgylLYQ6Q34VCYtW9VsmrxTnasrXfkhd1gZ5hdW5vZtXXvv9eF5VlMP3IEM48agS9TP5aKg6yFll1QuwHqNkLtxuh+A9RthpZqIEnvWqSDjsbIVr+5l4YGcoZFw1jRUFb+SCgcD0UToGg8+HP7pWQRkcHMWkt1WzUbGjawoX4DGxs2srFhIxsaNlDdVp3q8vosbMNUt1VT3VbNypqV+23jMi5G5YxiXP44xueNZ3z++Mhx/ngK/YV6E18GnHBHBx1r1tK+aiXtK1fSvmoVHR+sxnak1+dXQ/X1hOrraX///Q9dM14vvvHjyZgzm8w5c8icOxf/pEkKZaUBG7bU7Ghhx9r6yLaunrbGA5vJ0Ok6usJeO9c17HUtp9DP8EkFjJiUz/BJBRQNz9ZM1yIiIiIi+zA2WR+XcIAxZhMwtofLL1lrj+u/apxnjPkt8MUYTaZZa1cnaezPAn+M0WSutXZZMsZ2kjHmcGCvaXAWL17M4YcfnqKKho7Klkp+94PHGd40oc/3nv71g5kwocD5omTACbe10fTsszT+5z+0vPJqUl+49AwfTtm3vknuySfrxX6R/QgFw6x+vYIlT2+icVd7v47ty3Az85iRzD1hNNkF/n4dWwa4zlao/gCqVsKuNZGAVe2mSNiqs29BXulB9rBoGGvCnlBW13FmQaqrExFJO23BNlbWrGT5ruWsqVvDpoZNbGjYQHNA35e65PnyGJ8fCWVNK5rGzOKZTCuaRoYnI9WliQBgw2E6Vq+m9a23aV+1ivaVK+lYvx6CwVSX5jiTlUXmzJlkzp1DRjSUpZnEky8cClO9tXl34Grnuno6WgfWny9/tofhEwsYPimfEZMLKB2Ti1vLF4qIiIjIwJbwG8gKYKWQMeZO4LIYTUZaa3ckaezLgDtjNDnBWvvfZIy9Tx2JJqVmAbd0P6EAVv8IhUN8+9t/YUz9tD7f+9SIAL+55ggml2lGhaHKWkv9vfdS/dubCNXX9+vY2UcdRfl3v4Nv3Lh+HVckXQUDIVb9bydL/7OZ5trUfnrb5TZMObSMeSePoXhETkprkTQTDkXCVVUroXIlVK2I7Gs3MKhnskp3OWUwbDoMm7FnXzpVs2aJyJARCofY0LCB93e9H9mq32dd/TpCNpTq0gYct3EzqWASM0tmMrN4JjNLZjKlYApeLZUr/SS4axctixfT/OqrtCx+jdCu+GZ9Hww8ZWVkzplD9pFHkHPssXiHD091SYNCsDPExmW7WPtWJds+qCPQMbi+V3h8LsbMKGbygjLGzSnG49XMaiIiIiIy4CiA1X/VOM8Y8xBwbowmedbapiSNfTbwaIwmZ1trH0/G2PvU4fgfQAWw+setL29g5ZNPMql+Rp/vvadgJ/UZJfzlsvkcMakkCdVJOgu3t7Pz29+m8cmnUlaD8Xop+uRVlFxzDa7MzJTVIZJKgc4QK17ezjvPbqG1of+XNujN2NnFHHTyGEZMLtCsdUNNKBgJWm1/G7YvgYr3oXo1BPt3ZjZJQMGYvUNZZbMiwSyX3oQRkYGtvr2eJZVLeG/XeyzftZwVu1bQGmxNdVmDltflZWrhVGaWzGRu6VwWlC+gPLs81WXJIBHu7KRt6VJaXn2V5v8tpmPVqlSXlLb8U6aQc9xx5Bx3LJlz52rJwj6wYcuOdfWsfqOC9Uuq6GwfXKGrnvgyPUw8qJQph5UzcnKBlioUERERkYFCAaz+q8Z5xpgngDNiNMmw1iZlKgpjzOnAkzGanG+tfTAZY+9ThwJYA9BT7+/k2n8t5Qw2MaNuep/vf7h4HetCI/G4DD89bzYXHDI6CVVKOgru2sW26z5H23vvpboUALwjRlD27W+Rc+KJCnjIkNHZHuT9F7fx3vNbaWsKpLqcXg0bm8tBp4xlwkGluPSi7eBjLTRuh21vRwJX25bAznchoDezBx1vFpTPgREH7dmKJ4FLy5SISPrqCHXwTtU7vL7jdV7b+RqralZhNfNiSo3JHcOC8gUcWn4ohw4/lJJMfahLDlxw1y4an3mG5pdfpvXNt7BtbakuacBx5+eTffTR5Bx7LDlHH4W7oCDVJaWluooWVr9ewZo3K2mqHdofJMku8DN5QRlTDyujeGSOXn8TERERkXSmAFb/VeM8Y8yzwEkxmnisTc689caYk4H/xGhyibX27mSMvU8dCmANMGsqmzjrd6/SEQxzMluYVz+1z308Wfo+KwKTdj/+/AmT+PLJU/QL+CDXsXYtW6/5DIEdSVlZNSHZxx5D+Xe+g2/MmFSXIpI04bBl2QtbefvJTXS0BlNdTp+VjsnluEunMmxsXqpLkUSEArDjXdj8aiR0te1taK5IdVWSKr5cGD4XRsyLBLJGHgyF40E/E4pIioRtmNW1q3l95+u8tuM1llYtpSOU2iWaJbYJ+RN2B7IWlC+gMKMw1SVJmgm3ttL0/As0PP4YLf9bDKGhMQNRv3C5yDzoIHJPOIG8sz6Cd9iwVFeUUq2Nnax9u5I1b1RQtTkpi1oMeEUjsplyaBlTDi0ntygj1eWIiIiIiOxLAaz+q8Z5xpj/Asf1dN1am7R3HowxxwMvxGhyhbX2jmSN360OBbAGmGAozPcfW8Fdb2zhGHZwWP3EPvfxfNnbLO2Yude5c+aN4Ofnz8Hv0TTmg1HzK6+y/frrCTc3p7qUHhmfj+Krr6b4mk/j8vtTXY6Io1oaOnj6L8up2NCQ6lIS4nIbjjhvEnNOGKXQ7kARDsHO92DTK7DxFdjyGnSm7/cCSQPZw2DMwj1b+Rxwe1NdlYgMYg0dDby87WVe3vYyb+x8g7qOulSXJAmYWjiVY0Ydw3Gjj2NWySxcRjMtDkU2GKTltddpePwxmp57Htuq2VWTzuUi+6gjKVi0iJwTTxxSr6vU7Ghm6dObWfd2FeFw+r7XklYMTJhXyvzTxupDViIiIiKSThTA6r9qnJfmM2Bdaq39VzLG3qeORJNSs4Bbup9QACv5rLX89ZWNPP/EKxzd0PflA18tX8xr7Qd96PyCcYXc8vFDKMz2OVGmpIm6u++m4sYfD5hPmfpnTGfUzTfjGzUq1aWIOKJqcyNP/ul9WuoHz+wN4+eWcMLl08nIVigj7YTDULl8T+Bq82LoGNjBP0kxbxaMnL8nkDXqUMjQmzQikphdbbt4YcsLPL/led7c+SZBO/BmB5XeFWcUc+zoYzlu1HEsHLGQTE9mqkuSJLLW0r5iJY2PP0bDE08S2rUr1SUNWa7cXPLOOIP8ReeQOW/eoP3wTPWWJt5+ahMb3qlOdSkD2qhphcw/bSwjpxYO2j8rIiIiIjJgKIDVf9U4zxjzBHBGjCYZ1tqkvFtqjDkdeDJGkwustQ8kY2wnRQNci7ufUwCr//zltpcIvt73UM0b5S/zcvuC/V4bX5LNP65cwLiS7ETLkxSzoRBVP/85tbcnfTI9x3lKSxlzx+34x49PdSkiCVnzVgUv3PEBoUA41aU4Lrcog1M/NYuy8QpipFxLDax7DtY+A+tfgDbNHCJJZFxQNhPGHQMTjoWxR4A/N9VVicgAsLN5J89teY7nNj/HO1XvYEnf18PEeX63n4XDF3Ls6GM5dtSxDMsa2kulDSahpibqH3iQ+vvvp3PDhlSXI/vwjRtH/qJF5J9zNt7hw1NdjiMqNjTw9pOb2Ly8JtWlDCrDxuUx/7SxjJ9TgnEpiCUiIiIiKaEAVv9V4zxjzMPAohhN8qy1SVkw3hhzNvBojCbnWGsfS8bYTlIAK7Xee3UTr/6z7y9uvTv8RZ5tO5Se/g0rzPJyy+WHsGBcUYIVSqqEW1rY/pWv0vzii6kuJW4KYclAZsOWNx7bwJKnN6e6lKRyuQyHnzeRuSeO1idl+5O1ULkC1jwNa/8D294CO/hCfjJAuDww8pBIGGv8sTBqAXg0m6qIRGxu3Myzm5/luc3PsaJmRarLkTQys3gmp447ldPHn055dnmqy5E4dG7dSu2dd9LwwIOEtcRg+jOG7MMXUnjJJeQcfzzG7U51RX1irWX7mnrefnIT21frAyfJVDg8m/mnjmHSgjLcbi0jKyIiIiL9SgGs/qvGecaYO4HLYjQZaa3dkaSxLwPujNHkBGvtf5MxtpMUwEqtDe9U89Rf3u/zfSvK/sdTwcnYUM+zFfjcLn5xwRzOmTcykRIlBQIVFWz97LV0rFqV6lISphCWDESd7UGe/ftKNi0bOktujJtTwolXaEnCpOpshY0vR2a5WvMfaNyW6opE9s+bBWMO3xPIKp8DLr1xIzKUNHU28cymZ3hk3SO8V/1eqsuRAWB+2XzOGH8Gp4w9hYKMglSXIzFYa2lbsoTa22+n6bnnIx8MkAHHO3YMRVdcQcG55+LKTO+lQa21bFlRy9tPbqJig5ZW70+5RRkcdMoYph8xHI9vYAX2RERERGTAUgCr/6pxnjHmJuALMZpMs9auTtLYnwX+GKPJPGtt2r9SqQBWam1dVctjN73b5/vWlrzNY94cwm09/fXe46unTOG64ydpZpMBon31arZe/SmC1dWpLsUxntJSxtx+O/4JCmFJ+muobuPJPy2jdkdLqkvpdzlFfk69ehblE/JTXcrg0d4Iq5+CFQ/Dhv9CsD3VFYn0XfYwmHxyZJtwPGQWpLoiEUmCUDjEmxVv8si6R3h+y/N0hDpSXZIMQB7j4YiRR3DG+DM4fvTxZHmzUl2SRNnOThqffpra2++gfYVmsxss3Pn5FFx8EUWXXoqntDTV5XzIznX1vHr/Wqo2J2WBCjlA2QV+jjhvIpMXlOn1YRERERFJNgWw+q8a5xljvg/8IEaTI621i2NcT2Ts7wA3xmgyxlq7NRljO0kBrNSq2NjAg/+3pM/3bSp8n4dzmwk2zjug9hfMH8WPz52Nz6PZC9JZ57ZtbLr4YkLVyZl1x3i9ZB95JLknn4QrO5uOdevpWL+OzvUb6Ny4ERsIJGVcUAhLBoZtq+t4+pb36WgJJn0sl9tQUJZFYXk2hcOzKIrujTHUV7ZSV9lKfUXXvoXO9lDSawItSeiIjiZY/XQkdLXuORjqb2B7syCrBDLy92yZBd0edx3ngScDPH5w+yNL4O2194PbF9mwkdkabHjvDfYchwIQaINAS2Tf2QKB1n2OWyMhubZaaK2L7muhtQba6sD2z9+7AcW4I7NjTT4ZppwKpdNA/1aIDGibGzfz6LpHeXzD41S0VKS6nKTJ9+czLGsYZVllDMsaRp4vjyxvFjneHLK92Xsdd22Znkxc9P47dNAGaQm00BxopjXQSnNnMy3BlshxoJmWQAstgRZq22qpaquiqjWyDfaQW6Ynk+NGH8eZ48/kiBFH4HVrptVUCNbVUX/vfdT9618Eq6pSXU6fufLy8JaX4ykvw1tWjmd4Od6yctzFRbgyMjA+H8brw/h9uHy+yGOfD+P3Y7xebCBAuLk5srW0EGpu2X0cbmkm1NxMqL6ewLbtBLZupXPrVmz7wPvQhPF6yTv7LIqvvBL/5MmpLofWxk5ee2gdH7yent9XXC5DTpGf3KIMcosz9tpn5vl6/V3Yhi0t9R001bbv3pprO2iqaae5vgMbTs/3i4ZPyueYi6ZQMqrnFRVERERERBKkAFb/VeM8Y8xngD/FaHKetfbhJI39e+C6Hi5bIMtam/a/sSuAlVq1O1q4+4dv9Pm+7XlreaB0NZ01Jx7wPUdMLOZPl80nP1MveqYj29nJposupn3lSkf7NVlZ5Bx7DHknn0z2McfgzsnZ//jBIJ1bt9K5YQMNjzxC07PPOVoHKIQl6e39F7fxyn1rk/dCqYHJ84cx6ZAyioZnk1eSgct9YKFYay2tjZ3UV7SyeXkNK17ZnvRA1sSDSznpyhlapuBAdTTDmmjoau2zQyN05fZD/kjIHQ655ZBTHtnnDofcsj3n/QP0xf1wGDoa94SxmiuhcUe3bfue42BbqqtNnfzR0dmxToXxx4BPM52IDAStgVae3vQ0j657lKVVS1NdTsJcxsXo3NGMzx/PqJxRu0NWXYGr0qxSMjwZqS5zL9ZaGjsbqWqtorq1msrWSqrbqqloqWBL4xY2Nm6kqnXghWV6UpRRxDmTzuH8yeczJm9MqssZEkKNjdT84x/U3n4HtrU11eXEZPx+/FOnkjFjOhnTpuMbOwZPWTnesmG4srP7tRZrLaFdu+jcujUSyNqylcC2yL5j9WrCaf5cAmQffTTFn7iSrMMP7/cP1YTDlhUvb+eNxzbQ0Zr8DzYdiKw8HyOmFDBiUgElo3LILc4gK9+Py5Wc5ybcFc6qaadqcyM71zWwY1097c3J+9BjXxgDM48eyWFnTyAjR68Ri4iIiIjjFMDqv2qcZ4w5DXgqRpPrrLWxlglMZOwHgfN6uLzTWjsiGeM6TQGs1GqqbeeOb/d9kraq7C3cO+ZF2nde0Kf7Jg3L4R9XLmB0kd4cSzdVv/ktNX/5i2P9ZR58MMVXf5LsI47AldH3NxuaX3mFihtvJLB5i2M1gUJYkn5s2PLKvWt4/6XtSenfuAxTDy3j4NPGUljuzJsHHW1BVr6yg/de2EpLffKCPqNnFHHGZ2fj8SqEtV+BdljzFCx/CNb+Z3AuL+jPh6Lxka2w+35CJGDl0syaWBsJaDXthIbtUL8ZajdC7YbIVrcRQp2prrJ/eDJh0okw/ezI7FhaqlAk7Wxv3s49H9zDg2sfpKlz4C0HleHOYFz+OMbnj2dC/oTd25i8MfjcvlSX57iWQAubGjexqWETGxs2sqkxst/cuHlAz551WPlhnD/lfE4Yc8Kg/O+WauG2Nmr/+U9q/vo3wg0NqS7nQ1w5OWRMn07GjBlkzJiOf/p0/BMmYDyeVJfWKxsK0bF+Pe3LltH23jLali2jY+3aSHA/DWXMnEnpl75E9lFH9ksQq3JjIy/dvZrqLan9/pJbnMGIyQWRbVIB+cMyUz67s7WW+spWdqyt3x3IaqpJ7e+P/mwPC8+ewIyjRyYtjCYiIiIiQ5ICWP1XjfOMMdOAVTGa/Npa+5Ukjf0uMLeHy4uttUcmY1ynKYCVWu0tAf72lVf6fF9dRiV3Tbmbti3X9Pnekhwff71iAfNGF/T5XkmO1iVL2Pzxyx170S5/0SKG//AGjC+xF7PDHR3U/v3v7PrzX7Adzr3A7y4tYeztdyiEJSlnreXFf61m5Ss7HO/b5TZMO3w4B586lvzSTMf7BwgFw6x9q5J3nt1C7Y6WpIwxdnYxp18zG7eWsI2wFnYshXfuguUPQHv6vakVl5xyKJsBw6Jb6bRI2CqzUMvLJSocisyS1RXI6tqqV0Pt+j1LJw42Lk9kRqxpH4lsuWWprkhkyLLW8nbl29y16i7+u/W/hAfIvzuZnkxmFM9gTskcZpXMYkbxDEbkjMBl9DNJ2IbZ1rSNlTUrWb5rOStqVrCyZiWtwfSfmae7Qn8h50w6h49O/ijj8selupwBz3Z2Unf//ez6858JVe9KdTm7ufLyyD78cLKPOpLsQw/FO3o0ZhCF+MMtLbStWLE7lNX67jtp9fwDZB1yCKVfvp6sgw9OSv/tzQFee3Q9K1/dEVkTop95/G4mzitl9IwiRkwuILcovWY87ElzXTs71tWz+f0aNry3i2BHapY/Lx6VwzEfm8KIyQUpGV9EREREBh0FsPqvGucZY/xAM9DTx6Qet9aenaSxm4D9r+UFt1trr0zGuE5TACu1wqEwf7ruxT7f1+Kt5/a5v6Fl3TfjGtfvcXHTRfM4bdbwuO4X54Sam9l4ziIC252Zfaf0+usp/vSnHP10X+e27VT+9Kc0P/+8Y30qhCXpYMnTm3j9kQ2O9un2uJhx5HAOOnVsv73wa61ly4pa3nl2M9tX1zve//i5JZz66Vm4D3DJxEGpuQqW3RsJXlXHyv6nOV8ODJseCVmVzdwTuMouTnVlQ1OgHXathqpVULUyul8FDVtTXZnDDIw+FKafFQljFel7v0h/aA+28+TGJ7lr1V2sqVuT6nJichkXkwomMbtkNrNLZjOrZBYTCybicaX/jDjpImzDbGrYxIqaFbtDWR/UfjBgZspaUL6A8yefz4ljT8Tv9qe6nAHFhkI0PPY4u37/e8deV0iIy0Xm3LlkH3kkOUcdScbs2Rj30JlR11pLx6pVNL/0Ek0vvkj7svcjH+JIAznHHkvp9V8iY9o0R/qzYcuqxTt57eH1tLf07/J6xsDo6UVMOaycCfNK8foH9p+xQEeIje9Vs/qNSrauqsWG+//PzOQFZRxx3iRyCvVvsIiIiIgkRAGs/qsmOYwx7wOzeri82Vo7LgljjgdivWN7vbX2t06PmwwKYKXenz//IqFA3z6F3Olu528LvknzBz+i5/xhbMbAt0+fztVHj0/5VNxD2Y5vfZuGhx9OuB/j9zPi/35G3mmnOVDV/jW9+CKVP/4Jga3OvDEcCWHdjn/CBEf6E+mLtW9X8p+/rnC0z2mHl7Nw0USy81P3guXOdfU8d9tKGnc5u5zBxIOHcconZ+AaSiGsYCesfQbe/ReseQZsaj6RHDfjjsxqNfIQGHVIZF8yRcsGDgTtjVD9AVSugJ3vwY53Isfh/n1jK2nKZ8Osj0a2gjGprkZk0KloqeDe1ffywJoHqO+oT3U5++UyLmYVz+Kw4YexcPhCZpXMIsubleqyBp1AOMAHNR/wZsWbvFXxFkurltIWbEt1WTEV+gu5cOqFXDTtIkoyS1JdTlqz1tL07LNU33QznevXp7QWT1kZOcccQ/ZRR5F9+ELceXkprSedBGtqaH7lFZpfeomWV/9HuCn1y7/mnXEGpV/4PL5x4+LuY9e2Zl686wMqNzY6V9gBKB6Vw9TDyplyaFlKf+9OptbGTtYtqWLNmxX9/vx6/G6OOHcis44dqdeKRURERCReCmD1XzXJYYy5Hbg8RpNia22tw2OeD9wfo8lx1tqXnBwzWRTASr2/f+0V2pr69oaaJcxfFl5P8/qvYgOJvSh56WFjuOHsmXiG0pvqaaLxP/9h+xe+mHA/7pISRv/h92TO7WlVVOeEOzqovPFG6u9/wJH+PMOHM+7ee/AOG+ZIfyIHYuf6Bh79zTuEgs4swWNchqMvnJw2L1J2tAZ44c4P2PBOtaP9Tl5QxkmfmIHLlfqvMamq18CSf0RmvGqtSXU1By5vFIyavydwNXwe+PRm9qAR7IiEsHa8E93ejcyaNdCCgfsafVgkiDXzXMjRzwIiiVhfv55b37+Vpzc+TSgN/20YmzeWhcMXcvjwwzmk/BDy/fmpLmnICYQDrNi1gjcr3uTNijd5t+rdtJ0hy+vycsb4M/j4jI8ztWhqqstJO61vv03lT39G+wpnP1DSF66cHHJPO5X8s84ma8Ehg2pZwWSxgQCtS9+JzI71zDOpnbHM7abgvPMoue5avOXlB3ybtZZlL2xj8cPrCAf75z2R7HwfUw4tZ+rCcopH9rQYxeBUX9XK2rcq+eD1Chqr+y9AO2ZmMSdcPm3QhtxEREREJKkUwOq/apLDGPNZ4I8xmiyy1j7q8Jg3AV/o4XIAKLLWNjs5ZrIogJV6d353cVwzlfz10K/RuP0yQi1TEq7huKml/P6Sg8nxa4mH/hKoqmLj2ecQqq9PqB//lCmM/tMf8Y4c6UxhB8CGw1Tc8EPq773Xkf6yDjuMMX//25BalkBSp6G6lQf+bwntzc7MJOPP8nDqp2cxelqRI/05xVrL+y9u538PrnX0hfFph5dzwsenYwZbCCsUhDVPw5u3wMYBkaGHwvEw/mgYdzSMOwryRqS6IulvgbZIKGv7EtjyemRr2pHqquJjXJE/y7PPjyxVmFmY6opEBoxVNau49f1beXbzs6kuZS/5/nyOGH4EC0csZOHwhYzI0fepdNMZ6mRZ9TLerHiTV7e/yvu73k91Sfu1cPhCLp9xOUeOPBKXGdohn+CuXVT94pc0POroy5wHzusl59hjyP/IWeQcfxwuv8IZ8bLhMK1vvU3DI4/Q+Mwz2NbWlNRhfD4KL72Uks9+pteZy1obO3n+9lVsWdE/H1IpKMti/uljmbygDPcQ/9BoOGzZ8E41S5/ZTPWW/plFLSPby/GXTWPCQaX9Mp6IiIiIDBoKYPVfNclhjJkCrI7R5PfW2s87POZyYGYPl1+x1h7j5HjJpABW6t1z45vUbOt7Xu/2+d+lruZEAvULHaljWnku//jEAobnZzrSn/TMWsvWT19DyyuvJNRP9jFHM/LXv8ad0/+fAHQ6hFXyhc9Teu21jvQl0pP2lgAP/nwJ9ZXOvLhdODybM6+dTX5p+s4yVLW5kWduXe7okoQzjhrBcZdMHRwhrJZdsPQOePvv0ODM8qpJkz9m78BVwehUVyTpxtrIn+OuMNaW1yOzZJG+v6/ul8sLk06KhLGmnqGZ3ER6sKx6Gbcsu4WXtqVPcLg0s5QTxpzASWNP4pCyQ/C49AGfgaS6tZqXt73Mi1tf5PWdr9MecnZJ60SNzx/Px2d8nLMmnEWGJyPV5fQrGwpRd889VP/2ppQsYZc5fz75Z51F3mmn4i4o6PfxB7twSwuNzz5LwyOP0vrGG5Gf6fqZu7iYYV/9KvnnnL3f2cy2rKzhudtW0dbYmfRaikdmM//0cUw8eNjgn325j6y1bF1Vy5KnNrNjbX2/jDn9iOEcdeFkfBn6ni4iIiIiB0QBrP6rJnl6+Tq3AmOtQ/+hDiDw9T1r7Y+cGKs/KICVeg/9Ygk71zf0+b67591IQ8dMmnae5lgtZXl+/nbFAmaN1HIQyVR7111U/ujGhPrI/+h5DL/hBowndS+A2HCYih/+kPp7HAhhuVyMvf02shYsSLwvkf0IBcM8dtO7jr1IOW52MSdfNRNfZvq/CNnRFuS/d65i/VLnliScfexIjr5oSlosuRiX7UvgzVth+YMQSv6bCHHJKIiEUCYcFwleFY5LcUEyILXVw7a3YMtrsHlx5DgcTHVVB86fBzMXwdxLYMxCGKj/5og46O2Kt7ll2S28tvO1VJcCwMickZw05iROGnsSc0rnDPkZigaLtmAbb+x8gxe3vshL215iV9uuVJe0W6G/kAunXsgl0y+hKCO9ZqFNhrb33qPihh/SvnJlv47rys+n8MILKPjYx/CNGtWvYw9lge3baXjsMeofeYTA5i39Pn7mwQdT/r3/R8a0aUDk9+jXH93Au88mv5ZhY3M55IxxjJtdMjg+7JNkFRsaWPL0ZjYtS/6/z3klGZz0iZkMn6jXi0VERESkVwpg9V81yWOM+RXw5RhNjrXWvuzQWN8HfhCjyQxr7SonxuoPCmCl3uO/e5ctK2r7fN8Ds3/BpImTWPXeuWyra3Osniyfm99dfBAnTi9zrE/Zo2PDBjaeex62oyPuPvzTpjHuvntx+XwOVhYfJ0NYnrIyxj/yMJ5CLTskzrLW8vztq1j9eoUj/R186lgOO2fCgPo0rrWW5S9t59UHnFuScO4JoznygkkDJ4QVaIcVD8Nbt0YCWOmodDpMOTWyjToU3Okf8JMBpqM5Esba8GJkuc2K9Fxuar+KJsDci2HuRVAwJtXViPQray2v7XyNW5bdwpLK1H8Pm5A/gZPGnsRJY05iWtG0gfOzgMQlbMOsrFnJC1te4OlNT7O1KT1mDc30ZHLhlAu5ctaVlGSWpLocxwXr6qj+zW+pv//+fp0RyTd2LIVXXE7BokW4sjQLZapYa2lbupTaO+6k6dlnIRzuv8FdLgovuQTvxZ/i+XuTv+Td8En5HHLGOEZPL9L3kzjUbG9m6TObWft2FTacvH8rjIH5p4/jkDPHDfklIUVEREQkJgWw+q+a5DHGHAzEehXyQWvt+Q6M4wM2AcN7aPKOtfbgRMfpTwpgpd7Ttyxn/dKqPt/36IybKRjv4w/H3cnVd7zNe1vrHavJZeD7Z83kiiPGOdangO3sZNPFl9C+YkXcfRifj/EPPoB/8mQHK0uMkyGsnOOOY9Sf/qgX3cRRbz2xkTcf35hwP26vixM+Po0ph5Y7UFVqVG9p4ulbl9NY7Uxw96BTxnD4uRPT++9sW31kicE3/gzNlamuZm9uP4w/JhK4mnwKFPb0Y7tIkrTUwKaXYcNLkUBW7YZUV3Rgxh0N8y6B6WeDv/+XYhbpT29VvMVvl/6WZdXLUlpHob+QMyecyTmTzmFa0bSU1iKpY61l+a7lPLnxSZ7a+BQ17TWpLgm/28/5U87nEzM/QVn2wP8gmQ2HaXjoIap++StC9fX9Nm7WwoUUXXE5Occeu98l6CR1Ordupfb2O6h/6CFsa2vSx7NARflC1ky+kJDbn7Rxyifkcfi5ExkxWR/Cc0JDdRtvPLaBtW8l93feYWNzOekTMygsz07qOCIiIiIyYCmA1X/VJJcx5h1gXg+Xw8A8a21CH/E2xlwL/CFGk89Za2NdTzsKYKXeC3esYtXinX2+78lpt1BXtoXFFy+mrTPE9fe+y9MrnJndpctVR47nO2dOxz2AZnlJZ1W//S01f/5LQn2UfeubFF1xhUMVOceGw1T86EfU331Pwn0N++Y3KL7yysSLEgFWv1HBc/9IfLmOrHwfZ3x2DmXj8hyoKrXamjt59DfvULO9xZH+Djt7AoecMc6RvhzVuBNe/yO8/Q/oTO6ntvskowCmfwSmfSQSvvLphWtJI/VbYf0LsPY/kVmyOptTXVFs3myYcQ4cfLmWKJRBZ03dGm5aehMvb3NkMu+4uI2bo0cdzaKJizhm1DF43d6U1SLpJxQO8WbFmzy58Ume2/wczYHUfs/wurycN/k8rpp1FSNyRqS0lni1f/ABFT+4gbZ33+2X8YzXS95HPkLRFZfvXnJO0leooYG6e++j7p//JFjV9w9yHoigO4MPplxMVdkhSekfICPHyxHnTWTawuFaajAJdqyt4+V71lKzPXn/Jnu8Lo66cDIzjhqR3h/GEhEREZFUUACrn+o4DvhvjCYJ12KMuRT4Z4wmLwIn2Dj/gxljSoFVQHEPTXYBY621yf8okoMUwEq9V+5bw7IXtvX5vucm3866kqW8etGr5PvzCYctP3v6A2552dmZC06eUcZNF80jy6dlkBLRuvQdNl92WULTxmcdvpAxf/tb2n4a1bEQltfLuH/9i8zZs5wpTIasHWvrePSmdxNecs+X4ea8r82neOTgmWWltbGTR369lLoKZ35sOfPaOYybkyZLv1SvgcU3wXv3QjiQ6moiMvJh2lkw89xI6MqT+iVkRXoV7IwsV7j2P5Ft15pUVxRbyVSYf2VkicKsolRXIxK3nc07+cO7f+Cx9Y9hSc3rTZMKJrFo0iLOnHDmoFzaTZzXEerg1W2v8sTGJ3hp60t0hjtTVovHeDh70tlcPetqRueNTlkdfWGDQWpuvZXqP/wRgsGkj+fKyqLw8o9TdOmleEpLkz6eOMt2dtLw5JPU/uM2Olavdqzf5uwRLJt1De3J+nffwMyjR7LwnAlkZCvQm0zhUJgVr+zgjcc20NGavH9TZhw1gmMumoLbk56vU4qIiIhISiiA1U91HEfyA1geIgGpSTGafdda++M4+nYDTwCnOt13qimAlXqvP7qeJU9t7vN9L024h1Vlr3HPR+5hZvHM3efvfH0z3390OWEH/2maNTKPv12xgLK8DOc6HUJCzS1sPPdcAlu3xt2HKy+PCY89irc8vZc+cyqE5R09mvEPPYg7N9ehymSoqa9s5YGfv01HS2IvNhqX4SOfm8OYGT3lrweuloYOHv7VUhqqEl+O0J/l4YJvLSC/NNOByuK09S3432/hgycgRW9Y78WfB9POjISuJhyv0JUMfLUbYe2zkTDWplcg2J7qivbP7Y/MijX/Shh7hGbFkgGjoaOBv73/N+5adVdKwivZ3mzOmnAWiyYvYkbRDM1oIXFr6Gjg3xv+zQNrHmBd/bqU1eE2bs6ccCbXzLmGMXljUlZHbzo2bmTHN79J+3vJX2bU+HwUXnopxZ+6Gk+RwsoDnbWW1tdeY9ett9L62usJ9bWraCYrZlxFyJOc1/2Gjc3l2EumMmzswJ9ReiBpbw7w+mMbWPHK9qT9ilw+IZ/TrplFdn7ylqsUERERkQFFAax+quM4khzAio7zEeDxGE0scK219s996NMD/AO4LEazjcAMa22avgvRMwWwUm/pM5t57eH1fb5v8diHWTbiRX557C85ddze2cD/rq7ic3ctpaUz5FSZlOdl8NcrDmHWyHzH+hwqdt5wQ8KBpJG//hV5Z5zhUEXJZa1l5ze/RcOjjybUT94ZpzPiV7/Smz/SZ4GOEPf/9C1HZnc67tKpzDx6pANVpafmunYe/tVSGncl/iNM8agcPvr1+Xh9bgcqO0DWwrrn4NXfwOb/9d+4PfFmR0JXs86DiSeARy9CyyDV2Qob/gur/g2rn4T2+lRXtH/Fk6OzYl0M2YMvSCuDQ3uwnbs/uJtb37+VphQsmTsmdwyXTL+EcyaeQ45v8Mz2KalnrWXZrmU8sOYBnt74NO2h1Lxk5jEezpt8Hp+Z+xlKs9JnticbDlN3991U/eKX2PYkPzduNwXnn0/JZz+T9h/qkvi0vP46Vb/+De3L+hbks8DWUcezbuJ5YJyfxcif5eHwcycy/cgRuLTcYMpUb2nilfvWsHNdQ1L6zy7wc8ZnZytgJyIiIiKgANbgCmBFx3oYWNRLs1uAb1hr63vpayrwV+CoXvr7iLX2iQOtMZ0ogJV677+4jZfv6fuSLm+Neoolo5/m+vnXc9Wsqz50feWORq667S0qGp17IS/L5+amiw7i5BlljvU52HWsW8eGs86OhATilHfWWYz8xc8drCr5wm1tbLzgAjrX9T1c2F35D2+g8MILHapKhopX7l3Dsv/2fWnXfR186hgOPzfWxJqDQ2NNGw//ainNtR0J9zVtYTknXDE9+cFJayPhj//+BLa9ldyxDsTYI2HepZFZd/x681qGmFAgEoBc9XhkBrqmnamu6MPcPph+FhzySc2KJWkjFA7x+IbH+cO7f6CipaLfxz9ixBFcOv1Sjhp5FK4kvOku0l1jZyNPbniS+9fcz5q61Cxpm+nJ5LLpl/GJWZ8g15famZYDFRXs/PZ3aFm8uPfGiTCGvDPPpPTzn8M3tqeXh2WwsNbS/MILVP/2t3Ss7X32ubBxsWbyx9gxoreXveMz/cjhHH7uRDJzNBNwOrDWsvatShY/uI6WBudn2nR7XBx/2VSmLhzueN8iIiIiMqAMnACWMeZy4O99vK23KQj6Oj3Oidbal/p4T38HsIqAd4HRvTStBe4A/g28F33sAcqBBcAFwEej52L5rbX2+gRKTikFsFJv9es7ee62VX2+793hL/D6uEe5YMoFfO/w7+23TUVDO1fd9hYrdzYmWuZuxsC3T5/O1UeP18xEB2D7175O4+OxJuaLzTN8OBMefQR33sD7FFn7mjVsuuBCbEf8oQ7j9zPu/vvImDLFwcpkMNuxto6Hf/VOwv1MPLiUU6+ehRkin9JtqI6EsFrqEw9hHXvJVGYdk8RZwza+HAlebXkteWMciPzRkVl15l0MRRNSW4tIugiHYfsS+ODxSCCrdkOqK/qwsllw6Kdg9oXgy0p1NTJEvV/9Pj9+48esqFnRr+NmejI5e+LZXDLtEiYU6HuX9D9rLct3LeeBtQ/w1ManaAsmvhR2X+X78/nU7E9x0bSL8Lv7d7ZSay2N//43FT/8EeGm5M54l3PCCZR+8QtkTJ2a1HEk/dhQiMYnnqD65t8R2Lb/DyYFPFksn3k1dYXO//nIK8ngpCtnMHxSgeN9S+I6WgO8fM8a1rxZmZT+5540miPOnYjLrXC3iIiIyBA1oAJYVxJZCi+VjrfWvtjXm/ozgBUdbz7wApDsxMKzwJnW2kCSx0kaBbBSb8O71Tz15/f7fN/KYf/j5Yn3cfjww7nllFt6bNfSEeTzd7/DCx9UJVLmh1x86Bh+eM5MvPqFukedmzez/vQzIm9GxsMYxtx2G9mHHepsYf2o7r77qPje9xPqwzdpIuPvvx9XZqZDVclgFegMcc+P3qSxOrE3csrG57Ho+oPw9OdSemmgvrKVh3+9lNYEPw3r8hjO++p8ysY5/GPY5tfgvz+GTa84229feDIis+jMuxTGHwsufQ8U6ZG1ULUSVjwCyx9IvzBWRj4c9HFYcDUUjU91NTJE1LbXcvPSm3lo7UNY+m829RHZI7hk+iUsmrSIfL+WlJf00NDRwP1r7ufuVXdT1ebs6xUHoiyrjOvmXcdZE8/C4+rts5eJC9bVUfGDG2h65pmkjpN58MGUff1rZM6bl9RxJP3Zzk7qH3yQ6j/+kVD1rt3nWzOH8d7sz9CW5fzs9lMOLePYi6fiy0z+3ylJzNq3K3npX6vpaA063vfo6YWccvUsMrK9jvctIiIiImlPAaw+GhABrOiYRwFPAsmaV/wl4AxrbWuS+u8XCmCl3tYPannst+/2+b61JW/z/OQ7GZ07mifPezJm22AozA//vZI7XtscZ5X7d+SkYv546XzyM/UL9f7s+O53aXjgwbjvL7rqKsq+/jUHK+p/1lp2fOUrND75VEL9FFxwPsN/9COHqpLB6tX71vLeC1sT6iO3OIPzv3EIWXlDc5mE2p0tPPLrpbQ1JZYtzyn0c+F3Fjiz3MTWt+DFn8D6FxLvK15ls2HBVTDzPMgsSF0dIgOVtbDzXXj/AVjxMDRuT3VF3RiYcmpkVqwJJyhYKUkRCoe4b819/O6d39HUmdxZb7oblzeOq2dfzRkTzsDr0u9skp4CoQDPbH6GO1bcwaravs8OnqgJ+RP4wkFf4IQxJyRtlu+mF19k5//7f3uFYJzmLipi2Ne+Rv6iczRbuewl3NZG7T//Sc1fbmGXZwTLZ15N0Jvt6BjuYDtT1t7LjFOmMuz6L+HK0iyjA0FzXTvP3baK7avrHO87rzSTMz47m+IROY73LSIiIiJpTQGsPhowAazouDOAR4FJDnf9V+A6a63zC6b3MwWwUq9iYwMP/t+SPt+3qfB9np72VzzGw9uXvY3bFXumFmstf//fJm58YiVO/rM1sTSbv1+5gLHFzr54M9AFtm9n3amnQTC+T5L5p05l3P334fIN/BBIqLmZjeeeR2BrYsGYkb/5NXmnn+5QVTLY7FxXz0O/Wkoik0n4Mj189OvzKRo+tP89q9nezCO/fof2lsRCWKOnF/KRz8/DFe8yjjveiSw1uPY/CdURN5cHZpwDh34aRh8WWYNXRBIXDsPW12H5g5HZsVqT92Z0nxVPggWfgnmXQMbAW/5Z0tO7Ve/y4zd+zAe1H/TbmJMKJvHpOZ/mlLGn9Pp7oki6sNbyduXb3LHyDl7a+lK/zhIHMK90Ht889JvMLJnpWJ82EKDq17+h9h9JfDnXGAou+hjDvvQl3Pma4U569v5Tq3nl0a1YnA2b5zZuZuaqf5DVVg2Ad+wYRvz0p2QdfLCj40hy2LDlvRe28vojGwgF45zBvwdev5uTPjGDCfNKHe1XRERERNKaAlh9NKACWNGxc4EfAp8DEp3/eCtwvbU2/ilt0owCWKlXu6OFu3/4Rp/v2563lsdn/h6AZz76DCNyRhzQfc+sqOCL97xDe8C5X6oLs7zccvkhLBhX5FifA13FD39I3b/ujute4/Uy7oEHyJg6xeGqUqft/eVsuuQSCMQf6HAXFzPxqSdx5+kNUdlbsDPEPTe+SUNV/EsPulyGs74wl1HT9O8YQPXWJh751VI620MJ9TP/9LEsPGdi326q2wTP3QArHkpo7LjllMMhV8H8KyC3PDU1iAwVoSBsfCkSxlr5GPTjzEAx+XIj/wYc9hkoGJ3qamSA2tW2i98s+Q2PrX+s38acXjSda+Zew/Gjj8dlNJubDFybGzfzz5X/5NH1j9IWTGx58b5aNGkRXzz4i5RkliTUT6Cyiu1f/jJtS/r+gbsDlTF7NuXf+x6Zs2clbQwZ+MJhy+IH1/He84l9KG5/xmz5DxM2/huX3ef3RpeL0i98nuJPfxqj2UUHhJrtzTz795XUbG92vO+jLpjM3BP1M7WIiIjIEJFwAEu/QaQ5a22TtfZ6YCbwZyCeJQPXAJ8Hpg2m8JWkB29GfJ9I9ob8u4+3NW074PtOnVnOfdccTkmOv/fGB6iuNcClt77Bw+8ceB2DWaCyivoElh4svf76QRW+AsicPYthX/5yQn2Eamqo/t3vHapIBpM3HtuQUPgK4LjLpil81U3p6FxOvHJGwv0seWozG5cd4Ow2bXXwzHfg9wtSE74acwSc/w+4fjkc9w2Fr0T6g9sDk06ERX+Er66B826FCcfjwO/pielsgtd+DzfNhfs/AduT9+a5DD7BcJB/rvwnZz18Vr+Fr+aWzuWPJ/6Rez9yLyeOOVHhKxnwxuaN5TsLv8Oz5z/LdfOuI8/Xfx/CeWTdI5z50Jn8ffnf6QzFN/F9y+tvsPG885IWvnLl51P+gx8w7p67Fb6SmELBMP+5dbnj4StfRwPz3vsdkzY8+uHwFUA4TPVvb2Lr1Z8iuCuNZjuVHhWPzOGCbx7CvJPHOP6j+Kv3r+X1R9bTXxMZiIiIiMjA1m8zYIkzjDGZwAnRbRYwGSgEcoAg0ARUAKuAJcDT1tplqak2+TQDVup1tAb465df6fN99RmV3HPQTwC44YgbOG/yeX26f1tdK1fd9hZrKp39ZNMXTpjE9SdPwQzhpZoqf/Z/1N52W1z3ekeOZOLTT2G8XmeLSgPWWrZ95rM0v/RS/J24XIx/+CEypk51rjAZ0Haub+ChXy5JaOnB+aeNZeGiPs7SNES89vA6lj6zJaE+fJkeLvz2IeSXZu2/QbAD3vorvPRzaK9PaKw+c/th7sfg0GugXG9eiaSNhm2w7F54926oWZvqaiLGHA6Hfw6mng5a0k16sKpmFd9b/L1+W27w4GEHc+28azm0/NAh/fuXDH7Nnc3cs/oe7lhxB3Uddf027ujc0Xz1kK9y/OjjD+jvmA2HqbnlVqpvvjmy5G4S5J93HsO++hU8RfrwiMQW7Azx9C3L2by8xtF+i2uWM/2DO/EFDuz1RHdpCSN/8QuyFy50tA5Jnu2r63j2Hytpqe9wtN8ZR4/g2Iun4nLpZxYRERGRQWzgLEEokgwKYKVeOBTmT9e92Of7WrwN3HnI9wD41OxP8YWDv9DnPhrbA1x311JeWevsp9E+Mmc4v7xgLhneoffmVLC2lnUnnoRti282nvIbbqDwYxc6XFX6CNbVsXHRuQQrK+PuI3P+fMb+8069ySQEO0Pc++O3qK+MZ3LLiGHj8vjo1+frBcAehENhHrv5Xbavrk+on+JROXz06/Px+rp9X7AWVj4Cz/0gsuxgf/Lnw4Kr4LDPQm5Z/44tIgfO2sjsU+/eFVmmsL0h1RVB0QRYeC3MuwR82amuRtJER6iDP7/3Z/6x/B+E9jcTiMMm5k/kS/O/xLGjjtXPxDKktAZauX/N/fxj+T+oaXc2VBLLwuEL+caCbzCpcFKPbUINDez4xjdpfvHFpNTgGz+e4T++kayDD05K/zK4dLYHefJP77N9tYOBRRtm4obHGLP12b6/o2IMJZ/9LCXXXYtxD73XCgeiloYOnv7Lcio2OPvz98SDSjn5qpm4vZqtU0RERGSQ0hKEIpJaLrcLTxy/dHrD3ZYgbI5v6b+8DC9/v3IBlx42Jq77e/LvZTu5+NbXqW5y9pNSA0HtbbfHHb7ylJWRf+4iZwtKM57CQkb+8hfgiv/bZ9uSJTQ+/riDVclA9ea/NyYUvnJ5DCdePl3hqxhcbhenfHIW2QWJLVtbs62Zl/61es+SA1vegL+dAvdf2b/hq5xyOPmHkWUGT/qBwlci6c4YGHUIfOQ38JU1kWVCJ56Q2ppqN8CTX4Vfz4DnfwTN1amtR1Lunap3OP+x8/nr+39NevhqWNYwfnjED3nw7Ac5bvRxCl/JkJPlzeKKmVfw9Eef5puHfpNhmcP6ZdzXd77O+Y+fz0/e+AkNHR8OI7QtX8HG8z6atPBV4eUfZ/zDDyl8JQekoy3I4ze/52j4yh3qYPbyWxkbT/gKwFp2/fGPbPnEVQQqqxyrS5InO9/PousPYsaRwx3td/071Tz++/fobA862q+IiIiIDB6aAUsGNM2AlR7+/rVXaGsK9OkeS5i/LLweDMwpmcNdZ94V9/jWWv7+v03c+MRKnPwnbWRBJn+/cgFTy3Od6zSNhRoaWHfCiYRbWuK6v+zb36bo8o87XFV6qv7DH9j1u9/Hfb+7tISJTz2FOyfHwapkIKnY2MBDP1+S0L9ZCxdNYP5p4xyraTCr2NDAw79aSjiU2DeJUy4exuTKn8PKRx2q7AAVT4YjvwhzLgRPYmEyEUkDtRvhnTvhnX9Cc/yzajrCkwEHXw5HfB4KnP1Qg6S31kArNy29ibs/uBubyFrIByDXm8snZ3+SS6dfSoYnI6ljiQwkHaEOHln7CH9d/lcqWir6Zcx8fz5fmf8Vzpl0DgZD/X33U3njjdhA317TORCe4cMZ8dOfaOk2OWBtzZ08fvN7VG9pcqxPf3sdc5b/mdw4P/y5L3dRESP+7//IOfooR/qT5LLWsvyl7bx631rCYed+3ikdk8tHPjeXrDyfY32KiIiISFrQEoQytCmAlR7u/O5iGne19/m+vx76NYLuTooyinjpYy8lXMdzKyv5wj3v0Nrp3Ce3c/wefn/JQRw3tX8+mZpKiYSK3MXFTHruWVyZmQ5XlZ5sKMSWqz5J6xtvxN1H0ZVXUvbNbzhYlQwUwUCI+378FnUVCSw9ODY3svSgW5OZHqj3X9zGy/esSaiPTFcDF5d8gUxXo0NV9WLUAjjySzD1jIRm3hORNBUKwJqnYcltsO55SHIIJibjhtkXwFHXw7BpqatD+sXiHYu5YfEN7GjZkdRxvC4vl0y7hE/N+RT5/vykjiUykAVCAe5fcz9/WfYXattr+2XMQwvm8vWX8gk/+UJS+s9ftIiy73wbd+7Q+ECbJK6loYPHbnqX2h3xfShwf/KaNzN72Z/xdzr/+1vxpz5F6Re/gPF4HO9bnLd9TR1P37Kc9mbnwqYFZVmc9YW55BUPjddCRURERIYILUEoIqnnzYjvxQZfKPLp59r2WloD8QcRupw0o4z7P3M4w/Od+1R1c0eQq257izte2+RYn+ko1NxC7R13xn1/8SeuHDLhKwDjdjPi5z/HlcAMVrV33knH2rUOViUDxVv/3pRQ+MrlMZxw+XSFr/po1rEjmXJoYkv2tYXzeaXxkw5VFMOYI+CKf8Mnn4XpH1H4SmSwcnth+llw2YPwxffgmK9FlhpNBRuCZffAHw+Duy+BbW+npg5JqoaOBv7f//4f1zx7TVLDVwbD2RPP5t/n/puvLviqwlcivfC6vVwy/RKeOu8prp13Ldne7KSOV9hkOfc3S5ISvnIXFjLydzcz4mc/VfhKDlhTbTsP/2qpo+GrSfOH8dHvH0vBrEmO9dldza23svnyKwhUaUnCgWDklEIu+NYhlIx2bib6+spWHvr5Emp2NDvWp4iIiIgMfHo3R0QS5stwx3WfN7RnGaVtDk0FPnNEPo9edyRzRjn3In/YwvceXcEPHltByMHpqtNJ/T13E25oiOted34+BRdd7HBF6c9bNozSL3w+/g5CISp+dCOaiXJoqdzUyDv/2ZxQHwvOGE/xSC1f2VfGGI67dBpFIxJ7Q2tt+zFsbF/gUFX7GHUoXP4ofOJJGH80mIQ/bCEiA0XhWDjhu3D9CvjYXTDh+NTVsvoJ+OuJcNtHYP0LOLrGt6TMC1teYNGji3hk3SNJHWd2yWz+dea/+PFRP2ZEzoikjiUy2GR5s/js3M/y5HlPctn0y/C6vI6PMbbS8uPbQ0xMwoqHOSecwITHHyPv5JOd71wGrYbqVh7+5VIaqtoc6/OQM8dxyidnkjV5AmPvvINh3/gGxuf8UnFtS5ey6fwLaFu2zPG+xXl5xZmc97X5TDrEuVUOWho6efiXS6nYEN9rqiIiIiIy+CiAJSIJ8/rjmwFrrwBWkzMBLIBheRnc++nDOW2mszMI3LZ4E1ff/hbNHUFH+021cFsbNf+4Le77C6+4HHdOcj+hm64KL7kE/+TJcd/f+uabND75pIMVSToLBcK8cMeqhN7HLh2Ty0GnjnGuqCHG63dz+jWz4w4Od3mx8TN0hLMcqgoYcXBkBpxP/gcmHKfglchQ5vZEZr67/BG47i049NPgS1HodtMrcOe5cMtx8METCmINUK2BVr6/+Pt88b9fZFfbrqSNU+gv5IYjbuCfZ/yTWSWzkjaOyFBQlFHENw79Bo+f+zhnTzwbk/gKCADMXxvmR3eGKGlypLvdXNnZDP/JTxj1h9/jKSlxtnMZ1Gp3tvDwL5fSVNvuSH9uj4uTPzmDw86agHFF/t4Yt5viT1zJ+EceJmPuHEfG6S5YVcXmyz5O/SOPON63OM/rc3PKJ2eycNEEBxaXiehoDfLob99h68r+WUJWRERERNKbAlgikjAnZsDa3rzdqXIAyPS5+eOlB/OZYyc62u9/V1dz/p8Ws73euU/mpVr9/fcTqqmJ615XTg5Fl13mcEUDh/F4KP/e/0uoj6r/+zmhZuem2Zf09e7zWxJaUsHljiw96NbSgwkpKMvixCtnJNRHa7iI/zVdmXgx5XPg4nvhUy/ApJMUvBKRvZVOgTN+AV9eBaf/AorjD30nZOe7cM8l8JejYdXjEA6npg7ps2XVyzj/8fN5aO1DSRvDZVxcNPUiHj/3cc6bfB4uo59TRJwyMmckPz7qxzx49oMcN+q4+DuyljPfDPO1B8JkBBwrD4CMmTMZ/+gjFJx3LkY/y0of7NrWxCO/XkpLQ6cj/WXmeln05YOYsmD/H8b0T5jAuLvuovQrX8Z4nZ1dznZ2svOb36LyZ/+HDQ6uD20ORsYY5p82jjOvnYPHn9iHs7oEO8M88adlbPtAISwRERGRoU6vjIlIwrxx/rLqDWfsPnZyBqwuLpfhm6dP4+fnz8Hjcu6FwA8qmjjn9//j3a31jvWZKuHOTmr++re47y+89FLceXkOVjTwZC1YQN5HPhL3/cGqKnb96Y8OViTpqK25k6VPJ7b04CFnjKNklJYedMKEeaUcfOrYhPpY1XYyWzvmxnfzsJnwsX/CNS/D1NMUvBKR2DLy4LBPw+fego8/DFPPwLGP7PdFxftw72WRINaKRxTESmPBcJA/vfcnLn/qcrY2bU3aOPNK53HPmffwnYXfId/v3BLwIrK3yYWT+d2Jv+P2025nZvHMPt3rDlk+9XSYK54PO/4icMFFH2Psv+7CN2qUwz3LYFezo5lHfvMObU3OJAILy7M4/5uHUD4h9vci4/H8f/buMjCqc1sD8LvHMnF3xd2d4O5WihR3LzXqAqdKS0vRQtEWt+Lu7k6wAAlxdxvd90cO59IWSb79TTIzWc+fe9vme/c6SDKzZ+214DFuHEK2boGqfHku135e2urViB4/AYaMDO7ZhL+QWh7o8249qO35NOQZdEbsXXwLceHpXPIIIYQQQohlogYsQohkSsYJWKrnVxDm8G/AemZAw0CsGdMEzrb8nnBLydFg4NLz2Hsrnltmacj8azv0SUlMZwVbW7iNGM65IsvkNWMGZHbs68jS/vgTmsePOVZEzM3V/U+hLTAwn/cIdED9LtIahsjfNelVDv5VXCRlHM+cDO1zzcSv5RIEvLECmHgGqNaTGq8IIcUjCECFdsDgDcD0G0DzaUBpNL0k3gG2jACWhAJ3/gKM7D/fCH/R2dEYeWAkFt9YDINomt8bd7U7vm3xLf7s+iequVczyTUIIf9W37s+1ndfj69Dv4a72v21X29XIOKTzUZ0vMF3haxgawu/H2fDd+ZMyGxsXn+AkOdkpeRj97wb0OTymRTl7u+APu/Vh5O7bZHPqKtUQbktm+HcuzeXGp6Xe+4cIgYMhCY8nHs24c87xAn9ZtSHgyuf72V6rRG7F95C/KMMLnmEEEIIIcTyUAMWIUQylVrBdO75FYSmmID1vGYV3LF9cnOU87DnlqnRGzFl/TUsOv4Iosj3hmZJEHU6pC5bxnzedeBAKNzcOFZkuZTeXvCYOpU9QK9HwjffWOSfI/J6WSn5uH2S/XucTCag/QhaPcibLPUBOtrMgo2Qw5yRbfTChZwhr/9CtTPQ6Rtg6hWgVn9ARr+XhBCJXEMKv6+8FwZ0mQ24lEKTbtJdYOsoYHEz4PZWasQqZaIoYsejHei/qz9uJt80yTVkggxDqw3F7r670atCL1o3RkgpkAky9KnYB3v67sHomqOhlL34QTOvdBHf/GlA7Ui+7zFV5cohZNNGOPfqxTWXlA25mRrs/PU6t7WDXsGO6PNePdg5qYp9VmZvD7/ZP8D3++8h2Ba9easodFFRiBw4CNnHjnHNJabh6mOPfjMawNWH/cHK5+k1BuxeeBMJEZlc8gghhBBCiGWhT38IIZIxryA0/P/UkNicWJM3n5T3dMBfk5qjSTm+TUM/HXyAD7bcgkZvWR86Ze7ZC11sLNNZQaWC2+hRnCuybG7DhkJVsQLz+bzzF5B98CDHioi5uLQ7AkY9+/e3Bl2D4RHgyLGiMk6vBU78ACxpCfukE2jhtFJS3O28bojTvmT6h0wJNJ0MvH2jcFKNgiYEEEI4s3EEmk4E3r4OvPkHENCo5GtIeQBsGwMsbgrc2UarCUtBRkEG3j/5Pr44+wXy9HkmuUYl10pY120dPmr8ERxV9LqEkNLmoHLAuw3exY7eO9A2sO3f/luVGBHf/WFAQCrfayY2qYCATeuhrlyZbzApEwpyddg17wayUgq45PlWdEbvd6Svj3Pp2wfltm6BTaVKXOp6xpiXh5jJU5Dy22/0sJ0FcHRTo98HDeAV4sQlT1dgwO75N5H0NItLHiGEEEIIsRzUgEUIkUzFYQWhxqBBSn4Kr5JeytVehTVjmqB/gwCuuduuxWDY8ktIz+XzFJ+piQYDUpcuZT7v0r8/lF5eHCuyfIJSCZ/Pv5CUkfjDbBhzczlVRMxBSkw2HlxKYD7v7u+ABl1D+BVU1sVcAX5vDZz4HjDqAABV1McRpLomIVSG45lToBf/8dR19d7AlItAl+8BO5oWSAgxMZkcqNEHGHsEGHMYqNYLEEr47X7KQ2DraGBpS+D+PoA+bCwRF+Iv4I1db+Dw08MmyVfIFJhcdzI2dd+Emh41TXINQgi7IKcgzG83H0s7LkUF5woIDTPiy/UGOOXzu4ZeBqzqIMO0tpEYfGI0wlLD+IWTMkFboMeehTeRFsfnfkdgNVf0nFYXKlu2ifz/ZFOhAkK2bIbLm29yyXte8rz5iH3nXRjzTNMgTfhROyjR+526CKzmyiVPm6/Hrnk3kBydzSWPEEIIIYRYBmrAIoRIxjoBS2H4+ySQmBzTriF8RqWQ4af+tfFhlypccy9FpqHv4rN4nMy+zqqk5Bw/Dm1kJNthhQLuY8dwrcda2DdtAqduXZnP6xMSkLKEvTGOmJ/z258AjJ8/C89WDyro5Zpk2lzgwKfA8g6FK7OeIwhAG+ffoBTYP6XKMPjjcs7Awn8IaASMPgQM+BNwZ5+KRwghzAIbAwPXANOuAU0mAkp+K7iLJPEOsHEwsLw98PgYNWKZiMFowILrCzD+0Hgk5SeZ5Bq1PGphc4/NmFRnEpRyaRNGCCGm1dyvOZZn9sX0XUYoOQ7nTnEEvhoix/5GMkAQEJ4ejiF7h2DetXnQGizjATRSugw6I/YvuY3ECD6TgEJqe6Db5NrM9yJfRqZWw/fr/8BvzhzI7Pisonsm++BBPB0+AvoU0z94SqRRqRXoPrkOKjbg89CpJk+PXb/eQGqs+d8rJoQQQgghfNAneoQQyZRqtifOVP9swMoumQYsABAEAZPbVMRvQ+pDreT3rTAyNQ99F53FucfmfVMl46/tzGed+/SG0s+PYzXWxevDDyFIuFmXtno1dPHxHCsipSXmQTqiwtj3ftRtHwjPIFrxI9mTE8DiZsCFRXhZN5yjPAXNHf+QdJnrub2R1GpN4eSZoCaSsgghhAu3ckDX2cB7YUDbzwE795K9fuxVYE1fYHV34On5kr22lUvJT8H4w+Px+63fIbJ2er+CWq7GBw0/wJqua1DJle9KJkIIf6IoInnhIiR//wPX3FshAj4aLUd4gPC3f28QDVh+ezkG7B6A28m3uV6TWBejwYhDK8IQcz+dS17FBl7oMqEmFEq+zVfPc+7RHeX+2gabai9ZM8+o4M4dRA4aDE1EBNdcwp9cKUPHMTVQs5U/l7yCXB12/nodafE08Z4QQgghpCygBixCiGRKxhWESoP6b/9cUhOwnte1li82jW8GT0eb139xEWUV6DF8xSVsvBTFLZMnfXo6ck6dYjssk8Fj3Di+BVkZpY8PPCdPYj4v6nQ0BcsKiKKI8389Yj5vY6dAg67BHCsqgwqygJ1TgT97AxlPX/vlNWwPwU/Jvk5FhBzHznrDYKBJL4QQM2PrCrSeAbxzB+j6I+AcWLLXf3oWWNUFWNMPiJWy8pUAwOWEy3hz95u4lHDJJPmNfBphW69tGFFjBOQy033ATQjhQzQakfjd90hZuJBr7qF6Ar4fIEO2nfDSr3mc+RhD9w/FvGvzoDPouF6fWD7RKOL42vt4ciOZS17Vpj7oOKYG5HLTf5yhCglByMYNcBk4kGuuLiYGTwe/hbxr17nmEv5kMgGtBldGo+4hXPLys3XYOfc6MhJpFSUhhBBCiLWjBixCiGQqG7YJWEpj6U3Ael6dQBfsnBKKar5O3DL1RhEf/3UbX++5C4PRvD6Mz9q7D9Drmc469egOVTA1hbyO2/DhUJUvz3w+Y9s2aGNK5+8D4ePxtWQkPc1mPt+gawhs7GjVD7On54AlocD1NUU+Iggi2jovghwa5sumxubi2sHXN3sRQkipUNkBTSYAb18H+vwGePBdx/1aj48Cy9oCG4cASfdL9tpWwCgasezWMow9NBYp+fyn7dor7fFF0y+wvNNyBDkFcc8nhPAn6nSI+/hjpK8p+mve1zECWN1ehuWdZTDIX9589b+vF41Yfns5huwbgieZT7jVQSybKIo4u/UR7p9P4JJXs5U/2g2vBpns9X8meZHZ2MB31kz4zPwKULDd93wRQ0YGokaNQtbhw9wyiWkIgoDGPcujxQA+00DzsrTYMfc6MpOpCYsQQgghxJpRAxYhRDLWCViluYLwn/xcbLFlYjO0q+rFNXfFmQiM/eMysgvM52nQzF272A4KAjzGj+dbjJUSVCr4fP4Ze4Bej5TFv/EriJQog8GICzsfM593cLVBrTZ8Rt2XOXoNcPgrYFU3IKP4UwhdFPFo4rheUglX9kUiNTZHUgYhhJiUXAnUfQuYfAEYuA7wb1Cy17+/B/itGbBzCpAZW7LXtlAZBRmYcnQK5l+fD6No5J7f2KcxdvTegQFVBkAm0G0iQiyBsaAAMW9PR9au3dwyC5TAT/1l2NdYBgjFa3S5l3YPA3cPxMb7GyGK5vUQGil5V/ZF4uaxaC5ZdTsEotXgyhBKsPnqea6DBiF41UrI3dy4ZYoaDWLfno60NWu5ZRLTqdMuEC3e5NOElZuhwc65N5Cbyf7gFyGEEEIIMW90Z40QIpnKglcQPs/BRoFlwxtidGg5rrnHHyTjjd/OISq19J9w0jyJQMGtW0xnHTt2hE3Fipwrsl72zZvDsXNn5vOZO3dCGxnJryBSYu6djUdmUj7z+Sa9ykOhpJU/xZZ4F1jWHjj7KwD2D33q2O2Bl/Ih83mjQcTpzQ/pgydCiPmTyYBqPYCxR4Hhu4DybUru2qIRuL4WWFAfOPwlkJ9ecte2MDeTb+LNPW/iTOwZ7tlKmRIfNPwAyzotg4+9D/d8QohpGLKzET12HHKOH+eWmeIIfDFMjquV2G8VFxgK8O3FbzH56GSTTOojluHmsWhc2h3BJatWa380f6MihGI2BPJm16gRym3ZDJtq1fiFiiISv/0WibN/hGjk31xN+KrTPhDN+/G5J5qdVoA9C29Cm8+2nYAQQgghhJg3asAihEimtGFtwFL97Z+T85KhMZTuE0BymYAve1bHN31qQs7x6bqHiTnos/gsLkWkcctkkbmbcfoVAJcBAzhWUjZ4f/wRBFtbtsMGA5IXLeZbEDE5bYEel/aw32x287NH5Sb0AWixGI3AuQXA762BxNuS42SCEe2cFkIG9smFsQ8yEHGTPnQihFgIQQDKtwaG7wTGHAYqtC+5a+sLgLPzgHl1gbPzAV1ByV3bzImiiLV312Lk/pFIyOWzwul5FZwrYEP3DRhRYwRNvSLEguhTU/F0xAjkXbnCLfOxD/DpSDmeevO5B3Im9gz67eyHY1HHuOQRy/HoahLObA7nklW5sTdaDqxc6s1Xzyj9/RGyfh2cunXlmpu2ahVi338fRg1NRDJ39ToFoWmf8lyyUqJzsH/pbRj01HxHCCGEEGJt6C4bIUQy9gasv0/AEiEiLieOR0mSDW0ajFUjG8HRRsEtMy1XiyHLL2DLFT5j2ItLNBqRtZOtAUvh6Qn7Zk05V2T9lL6+8Jgwgfl81p490Dx6xLEiYmq3jkUjP0vLfL5Z3wqQldJqBYuUEQX82Qs49DlgYP91/yd3ZTQaOmyRlHF22yMYdHQzlRBiYQIbA8P+KpyKVbFjyV23IAM4/AWwoAFwfR1gNJTctc1QjjYH7598H7Mvz4Ze5D8dYUi1IdjYYyOquFXhnk0IMR1dXByeDhkKzd173DJv17DHzCFyZDjwfQ+SrknH9OPTMfPcTOTpSn8aODG9xMgsHFl9l0tWSG0PtBtRrdTWDr6MzNYWfj//DM933y32ms5Xyd5/ANFjxsKQkcEtk5hGgy4haNSDz+aEmPvpOLbmHk3PJoQQQgixMtSARQiRTCaXQaEs/rcTpcHmX/8uJrt01xA+r1VlT2yb3BwBrowTjF5AZxAxY+stfL/vHgzGkn2DnX/1KnRxbA1uTj17QpDTSjQWbiOGQ+7pwXZYFJG8cBHfgojJ5Gdrce1QFPN5v0ouCK7pzrEiKyaKwM2NwG+hQORpk1yivv12uDtlMZ/PSs7HrRPm8zONEEKKJaAhMHQrMO4YULlLyV03KwbYObnw+/uD/YXf78uYp1lPMWTfEBx+eph7toetB5Z0WIKPG38MtUL9+gOEELOhefIEkW8N4bqm3n3cWPTaeBpD6o8x2SS8beHb0H93f9xMvmmSfGIestMKsG/xLS4PoPhVckHnsTUgl5vnxxaCIMBjwngELF4Emb09t9y8K1cQOWQodLGx3DKJaTTqHoIGXYO5ZD28mIgLO55wySKEEEIIIebBPN/JEEIsjlJd/OYclVENiH9/Yiwmx7w+rK7s7YgdU0JRP8iFa+7SU08wYc0V5Gj4P9H+Mpm72NcPOvfuxbGSskVmawuPceOZz2cfOICC+/c5VkRM5cr+SOgK2Cd2NOtbwWzWK5i1/HRgywhg+wRAw94g9UrulSAfsxftprST9NT1lX2RyM/mN5mLEEJKnH8D4K1NwPgTQJVuJXfd5HvAhkHA6u5A3PWSu24pOxd7DoP3DsaTTP4fxLULbIe/ev2FUP9Q7tmEENMqePAQT4cMhT6B0zpShQK+334Dr/ffh1ppi3cbvIu1XdeignMFPvn/EJ0djRH7R+C3m7/BUMYnHFojbYEeexffQp6ESdDPeAU7ovvk2lCozP8BQMe2bRGyeRNUwXwacQBA+/gxIt8aAs0TasgxZ4IgoEmv8qjXMYhL3rWDT3GbHt4ihBBCCLEa1IBFCOFCqWZb1ac0qv72z7HZ5vekl4eDDdaPa4pedfy45h65l4T+v51DdJrpx/EbNRpkHTjIdNamShWoq9B6EilcBg6AwseH+XzygoUcqyGmkJWSjzsn2b9/la/nCZ/yzhwrslLRl4ElrYC7O02TL1MALT8AJp4BgprCK9hJ0k1Vbb4el3ZHcCyQEEJKiV89YPAGYMIpoGqPkrvu07PA722A7ROBTPN7n8CLKIr4I+wPTDo6CdnabK7ZtgpbzGo+C7+2/RWualeu2YQQ0yt4+BBRI0fCkJ7OJU+wtUXgkiVweeONv/37Wp61sLnnZoyrNQ5ygX/zi0E0YPGNxRh/eDyS85K555PSYTSKOLzyLlJjciRnufrYoce0OlDZst1fLA02FSogZMtm2Ddvxi1Tn5iIp0OHoeAev1WjhD9BENCsXwXUaRfIJe/Upod4cp2+NxJCCCGEWANqwCKEcKFimIAF/HsNoblNwHpGrZRj3qC6mN6+Etfc+wnZ6LPoLK5EpnHN/aec48dhzGb7MMe5F02/kkpmYwOPiROYz+ccPYr823c4VkR4u7jrCYwGtjVJgkxA097lOVdkZYxG4Ox8YFUXIJN9zeMr+dYtnPDS/gtA+f9rmRr1CIGLtx1zbNjpWKTGSv9AghBCzIJvHWDQOmDccaBih5K77s0NwIIGwLFvAY11fU/VGDT47MxnmHNlDoyi9NVNz6vsWhmbe2xGv0r9aMomIRaosPlqFLfmK5mzM4JWroBDixdPwlPJVXi7/ttY130dKrnyvffxzKWES+i/uz/Oxp41ST4pWef/eoTIWymScxzd1eg1vR5sHVSv/2IzI3dyQuCSJXDu3ZtbpiEtDU9HjETe9bIzBdQSCYKA0DcromZrf+lhInBoRRjiHmVIzyKEEEIIIaWKGrAIIVwobTg1YGWbZwMWUPjG+t2OlTFvUF2o5Py+fabmavHWsovYdtV0/9szdzBOi5HJ4NSjBKccWDGXfv2g9Ge/KZO8YD7HaghPyVHZeHgpkfl8tVBfuPrYc6zIyuSmAhsGAoe/AIwmWNuqUAMd/wOMPQr41Pr3f1bK0XpwZeZ4UQTObg2HKLI16BFCiFnyrw8M3QaMOgAEtyiZa+rzgVM/AgvqA9fWAFawxioxNxEj94/E7ie7uWf3q9QP67qtQ4hzCPdsQojpacLDC5uv0vg8rKXw9ETwmj9hV6/ea7+2hnsNbOq+CRPrTIRC4D+NKK0gDROPTMSvV3+Fzqjjnk9KRtjpWNw4Ei05x9ZJhV7T68LB1eb1X2ymBJUKvj98D/dJE7llGrOyEDVmLHIvXOCWSfgTBAGtBlZG9RbStyYY9EbsW3wLafG5HCojhBBCCCGlhRqwCCFcKG0YVxC+YAKWuX9I3buuPzaMbwoPjk/maQ1GvL/lJmYfuA+jke//fn1aGnLOnGE6a9+sGZTeXlzrKasElQoekycxn889dZqefjRTF3c/YT6rUMrQuHs5jtVYmcizwJIWQPgh0+QHtwAmnQNCpwPyl/8cC6jqhnJ1PJgvE30vHU/vpDKfJ4QQsxXcDBi5Bxi2A/BvUDLXzEkEdk0FlrYCHh8vmWuawM3kmxi0dxDupPKdcqqWq/FN6DeY1XwW1Ar16w8QQsyO5tEjPOXYfKUMDETw+nVQVy76QwVKuRJT6k7Bhh4bUMW1Cpc6/mnFnRUYfWA04nPiTZJPTCf6fhpObXgoOcfGToFeb9eFixf7xGFzIQgCvKZPh8+sWYCczxpPMS8P0eMnIPu45b7eKQsEmYA2b1VB1aY+krM0eXrsXnADuRkaDpURQgghhJDSQA1YhBAuWFcQqgx//1AgV5eLTE0mj5JMqkGwK3ZMCUVVH0euub+deIyJa68iV8NvykvW3n2Ani3PuTetH+TJuXdvKIODmM8nz6cpWOYmNS4HT2+zN9bUaR8IexfLfdLXZIwG4ORPwB89gOw4/vkKNdBlNjBiN+BeoUhHmverCJmcfX3T2a2PYDDwXS1FCCFmQRCACm0LJwkO3gh4/3uaoEkk3gHW9AHWDQCSpX8IXJJ2PNqBUQdGISVf+tqm54U4hWBd93XoXZHfGiRCSMnSPH5c2HyVyqd536ZSJQSvWwtVYCDT+apuVbG++3qMqjkKAvivMr2RfAP9d/fH8ShqMLEU6Qm5OPj7HckPDypUMvSYWgceAQ6cKjMPrgMHIGDRQgi2tlzyRK0WMdPeRta+fVzyiGkIMgFthlVFUA13yVk5aRrsXngT2nwTTAAnhBBCCCEmRw1YhBAulIwNWP+cgAUUTsGyBAGudtg2qTk6VPPmmnvobiL6LzmP2Ix8LnmZu3YxnRPs7ODYoQOXGkghQaGA55QpzOfzzl9A7qVLHCsiUklZuWBjr0C9zsEcq7ESOUnA2n7A8W8A0QQNS751gPEngaYTAVnRXwq7eNuhVtsA5stmJObhzolY5vOEEGL2BAGo0hWYcArovwpwr1Qy1w0/CPzWDDjwKZCfUTLXZKQ36jH70mx8cfYL7mu3uoZ0xcYeG1HZlX1tLiGkdGmePMHTESNhSOHTnGlbty6C166B0kvaVGuVXIX3GryHFZ1XwMde+oSXf8rSZuHt429j9qXZ0BloJaE5K8jRYc+iW9DkSWsMEWQCukyoBZ/yzpwqMy+Obdog+M8/IXeX3owDANDrEfv+B8jYupVPHjEJuVyGzuNqwCtY+sO6qTE52L/0Nj3ERQghhBBigagBixDChYp5BeG/12LEZFtGAxYA2NsosHRYA0xoXZ5r7r34LPReeBbXotIl5WiePEHB7dtMZ506doDMzvLHwJsbp+7doapQtIk7L5Iyf4HZr+ksK3IzNXh4MYH5fMOuIbCxZfveabWenAB+Cy38v7wJMqDlB8CYI4BXVaaIRt1CoLZXMpdweW8ECnLoQyVCiJWTyYCa/YDJF4Ce8wAH/h/W/4tRD1xYBCxoAFxdXThJ0czkaHMw9ehUrL23lmuuUqbE500+x+xWs2GvtOeaTQgpOYXNVyO4NV/Zh4YiaOUKyJ35Nbg08mmEbb22oVu5btwyn7f23loM2z8M0VnsD7kQ0zHojdi/9DaykqU/LNhyQCUEc5gUZM5sa9VEyMYNUIWE8AkURcR//gXS/viDTx4xCZVage5T6sDJU/oEtJj76TizKZxDVYQQQgghpCRRAxYhhAvmCVhG1b/+naVMwHpGLhPwSddqmPNmHSglrKf6p5QcDQb9fgE7b7BPTMncyTb9Cihcl0f4E+RyeE6VMAXryhXknT/PsSLC6tbxGBgNbM1wjm5q1GrNPk3J6hiNwMkfgT/7ALlJ/PNdywGjDwLtvwAU//65U1Q2dko07lmO+bwmT49LeyOYzxNCiEWRK4AGI4G3rwPtvwRsnEx/zbwUYPd04Pc2wFPzeb2UkJuAEQdG4GzcWa65/g7+WNN1DQZWHQhB4L8ajBBSMjRPIgqbr5L5NF85du2CwN8Wm+SBKieVE2a3mo3ZLWfDUSl9yss/haWGYcCeAbSS0MyIoogT6+4jLjxDclbttgGo1aZsvBdWBQYieMN62Narxy0z8fsfkLx4MT2YZ8bsnFToOa0O1A7sD289c+dULO6coknahBBCCCGWhBqwCCFcKG1YVxBa9gSs5/VvEID145rCzZ79w/1/0uqNmL7xBuYcfACjsXg3V0SjEZm72RqwFF5esGvShOkseT3Hzp1hU5l9PUzyvPl0s62UaQv0CJNwE6xJr3KQK+llGACgIBPYNAQ4/i0AE/y5bjASmHgGCGzMJa5GSz+4+rJPGLlzMhZp8blcaiGEEIugsgNavg9Mvwk0mwrI+b1WfqmEW8CqLsDWMUBm6X5odT/tPobsHYKH6Q+55rYOaI1NPTahhkcNrrmEkJKliYhAFMfmK5cBA+A/Zw4ElWm/13Yr3w3bem1DI59G3LNzdDl4+/jbmH9tPgxmONGwLLp5NBr3z7NPf34mqIY7QvtX5FCR5VC4uiJo1Uo4duzALTNl/gIk//wz3RcyYy5edugxpQ4UKun3fU5vfIjYh9I2JBBCCCGEkJJDn/wRQrhQMU7AUhls/vXvLG0C1vMahbhh55RQVPHm+yTowuOPMHndNeRp9UU+k3flCvRx8UzXc+rZA4Kc7feUvJ4gk8Fj2lTm8/k3byL31CmOFZHiunc2Hpq8ov99fJ6bnz0qNS6BdUyWIOk+sKwd8GAf/2x7T2DwpsL1VzYO3GJlchlavMn+oYFoFHFu2yNu9RBCiMWwcwM6fwtMuwrUGQygBCY23dkKLGwInPwJ0ElfmVRcZ2LPYMT+EUjK5zvdcULtCZjfbj6cbfitFiOElDxtVBSiRoyEPjmZS57biOHwmTWzxN7L+zr4Ynmn5Xi/wftQyPivVl92exkmHZmE9AJqPChNceHpOPfXY8k5bn726Dy2BmTysvdxhEythv+vv8JlwABumanLVyBpzhxqwjJj3uWc0HlcTQgyaa95jUYRB36/g6yUkn8tSwghhBBCiq/sveMhhJiEUs12s82aJmA9E+hmh62TmqFdVS+uuQfCEvDmkvOIzyzaG+7MXRLWD/ai9YOm5tihA9TVqzOfT56/gG60lRKjwYibR6OZz9frFASZxBtwVuHuTmB5eyDVBM1IVboDky8AVbrwzwYQVN0dwTXdmc8/vZOKp2GpHCsihBAL4hIE9F1SOJ2wYkfTX0+XBxz/BljUGLi7Cyih109bHm7B1KNTkafP45Zpq7DFnNZzMLXeVMgEup1DiCXTJSUhavQY6JP4NGi6Dh8Gr48/LvF1pDJBhpE1R2Jj942o4FyBe/75+PMYuGcg7qTc4Z5NXi83U4ODy8IgFnMi+z/ZOirRfUptqGz5N+pZCkEuh8+smXAbNYpbZtqKlUj+ZS7dGzJjIbU80OatKpJzCnJ02PfbbWgL2B4EJIQQQgghJYfu2BFCuGBfQfjvCVgJuQnQGy37DaWjWollwxtiXMtyXHPD4rLQa+FZ3IjOeOXXGQsKkH3gINM1bKpWhboK+3o8UjSCIMDj7WnM5wvCwmgKVil5fC0Z2WkFTGftnVWo1NCbc0UWxmgAjswENg8HtDl8s+UqoNscYNA6wN6Db/Y/hPavKOlJ1rNbH8FoMHKsiBBCLIxPTWDoVmDEbsCntumvlxEFbB4GrH0DSDHdJEKjaMSvV3/Ff87/BwaR3+osP3s/rOm6Bp1DOnPLJISUDkNmJqLHjIUuhs/DZ67Dh8H7k09KvPnqeVXcqmBDjw14o9Ib3LPjc+MxfP9wbH24lRpNSpDBYMTBZXeQl6WVlCNXyNBtUm04udtyqsxyCYIArw9nSLoX9E+py5Yhed48+rthxqq38EOjHtLvD6fG5uDYH/ckN0QSQgghhBDTogYsQggXrCsIX9SAZRANSMhNkFpSqZPLBHzWvTp+fKM2lHJ+N0KTszUYuPQ8dt2Me+nX5Bw7BmMOW2ODc2+aflVSHFq3hroO+weOqatW8yuGFIkoirh+OIr5fO12gZAryvDLr7w0YF1/4Mxc/tlu5YGxR4DG44AS+PDJ1ccetVr7M59Pj89F2OmXfx8nhJAyo1wrYPxJoM9vgKOv6a/3+CjwWzPg6H8AbS7XaI1Bg49OfYQVd1ZwzW3o3RAbemxAFTfpExQIIaXLmJeH6AkToQkP55LnOnRoqTdfPWOrsMXM5jPxQ8sfYKew45qtM+ow6/wsfHXuKxTo2R6GIcVzYccTxD/KlJzTfkQ1+JSnlbnPCIIAz8mT4f3Jx9wyU5csRcqChdzyCH+Nuoegeqj017mPryfj8r5I6QURQgghhBCTKcOfABJCeFLaMK4gNP67AQsAYnIsew3h8wY0CsTaMU3gaqfklqnRG/H2huv45fBDGF/w5FPmTsb1gzIZnLp3k1gdKSpBEOD59tvM5/MuXEB+WBjHisjrxD3MQHJUNtNZpVqOGq3YG3YsXvwt4PfWwONj/LNr9gcmnAJ86/DPfoVGPcrBxo59jcblfZHQaflNRyGEEIslkwF13wKmXQXafAoo+X5w/y8GLXD6Z2BRE+Debi5rCTMKMjDu0DgciDzAocD/N6jKIPze6Xe4qd245hJCSp6o1SJm+jvIv3GDS57rkCHw/uxTs2i+el738t2xuedmVHWryj17+6PtGL5/OGKyreeekTl6fD0JNyQ8ePRM457lUKlRGZ8A/RJuI0bA5+v/cHt4KGXxYiQvXMQli/AnCAJav1UFwbXcJWdd3hOBx9f4rK8lhBBCCCH8UQMWIYQLJeMELNULJmABsLqbaU3Ku2PnlBao5OXANXf+0XBM23Ad+c99gK9PTUXOmTNMefbNm0Pp5cWrPFIE9s2bw7ZhA+bzaStXcayGvM71I+w3oau38IONLXuzjkW7tRlY0alw/RNPCjXQawHwxnLAxpFvdhGo7ZWSVgnkZ2lx50Qsx4oIIcTCqeyBNh8B064B9YYCMHFTQWY0sGlo4XTG1MfMMVFZURi6fyiuJ13nVppCpsBXzb7CZ00/g1LG70EOQkjpEA0GxH38CXJPn+aS5/rWW/D+/DOza756JtgpGGu7rcXgqoO5Z99Lu4eBewbidAyfX0vyd+kJuTj6xz3JOZUaeaNhtxDpBVkx1zffhN+cnwAFn/sEKQsXIuW337hkEf5kchk6j60Jr2Dp9y6OrL6LlBi2hwMJIYQQQohpUQMWIYQL9hWE6hf+e2trwAKAIHc7bJvcHG2qeHLN3Xs7HgOWnkdCZuEY/qy9+wAD20QV5969eJZGikDqFKysAwegi6UGjpKQFpeLp7dTmc4KMgF12gVyrsgCGA3Awc+Av8YB+ny+2R5VgHHHgfrDS2Tl4MvUbO0PF2/2SS3XDj2FtkDPsSJCCLECTr5A70WF0w3LtTb99R4dARY3BY59A2jzinX0Xuo9DNs/DE+znnIrx03thhWdVqB/5f7cMgkhpUcURSR88w2y9u3jkuf61mB4f/G52TZfPWMjt8GnTT7F3DZz4ajk+7BEljYLU45OwfLbyyFymGJICuk0Bhz4/Q50BdKm9PqUd0K74VXN/s+oOXDu3h0B8+dDUKm45CXPm4+Upb9zySL8KW3k6DapNuycpf1+67VG7Ft8G/nZWk6VEUIIIYQQXqgBixDChVLNuILwJROwYnOss6HESa3EihGNMDqUfWLKi9yOzUTvRWdwKyYDmTt3MmUIdnZwbN+ea12kaOwbN4Zds6Zshw0GpP25hm9B5IVuSJh+VbGBFxzdXtxwarU02cCGwcD5hfyz6w4Fxh8HvKvzzy4muVyG0P4Vmc8X5Ohw+4T1NR0TQggXvrWB4TuBtzYD7pVMey2DFjj1U+Fawvt7i3TkcsJljDo4CmkFadzKqOZWDRu7b0R97/rcMgkhpStlwQJkbNjIJctl8CB4f/GFRTW2dAjugM09N6OWRy2uuSJEzLs2Dx+d/gj5vB/2KINEUcTxtfeRFpcrKcfRTY2uE2tDoWR7ULMscmzXFoG/L4Vgx2cFc/LcuUhZtoxLFuHP3sUG3SbWhlwh7aO57LQCHPj9Dgx6I6fKCCGEEEIID9SARQjhQmnDOgGrbKwgfJ5cJuDLntXxfb9aUMj43TRNzNLgvZ92oCAsjOm8U6dOkHG62UOKz2PSJOazGVu2wJCVxbEa8k+5mRo8uJTAfL5exyCO1ViAjChgRWcg/CDfXKU90Hcp0GdR4ZoqMxFc0x2B1d2Yz18/HAVtPk3BIoSQFxIEoHJnYPJ5oPN3gI2Taa+XGQVsfKuwiTgj+qVfdizqGCYenohcnbQPqp/XKqAVVndZDV8HX26ZhJDSlfbnn0hZzGclmMvAgfCxsOarZwIcA/BHlz8wssZI7tn7I/Zj5IGRSMhlf79GgDsnYxF+OVFShlwpQ9dJtWDnxGeaU1li37QpgleugMyJz+uc5J9/QeqKlVyyCH/e5ZzQdmgVyTlx4Rk4vTmcQ0WEEEIIIYQXasAihHAhkwlQqIr/LUX1shWEOdbbgPXM4MZBWDOmCVzslNwym0dcYT5L6wdLl12jRlDXrMl01piXh4zNmzlXRJ5363gMjHq21RYBVV3hGcR35YZZi74MLGsHJLE1g76UR+XCqVd1BvHN5UAQBIT2r8i8CVGTq8et4y//kJ8QQggAuRJoNgWYdg2oPwKAiRsQHuwrnIZ1bgFg+HuT7Pbw7Xj3xLvQGvmtfRlYZSDmtZ0HOyU9EEGItcjYsQOJ333PJctlwAD4fPUlBJnl3spVypV4v+H7mN92PhyUDlyz76bexaA9g3Aj6QbX3LIi4UkmzmyR3sTRenAVeAaWofe+nNnWrYvgP1ZD7uLCJS/pp5+Qumo1lyzCX5Wmvlwe1gs7FYu7Z+M4VEQIIYQQQniw3HfthBCzwzIFS2m0AcR/f3iSoclAjjaHR1lmrVkFd+yYHIoKnnwmuTRJuMt0TuHtDbvGjbnUQNgIggD30aOYz6f9uQailt+HgOT/aQv0CDvFvha1blmafnV7K7C6O5CbzDe3ag9g7FHAU/oToqbi7ueA6i38mM/fOBINTZ6OY0WEEGKlHDyBXvOB8SeAQMYVzkWlywUOfQ783qawwRjA6jur8eW5L2EU+a17+aDhB/isyWdQyNjWuhNCzE/2seOI/+xzLlnOvXvBZ+ZXFt189by2QW2xscdGVHLlu1o2tSAVow+Oxvbw7VxzrV1+thYHl92B0cD2wNEz1Vv4oVpzmuAolbpaNQStXgW5szOXvKTZs5G+cROXLMJf074VEFTDXXLOqY0PkRKTzaEiQgghhBAilXW8cyeEmAWlmu0DA6XxxaPJY3PYGx4sSYiHPf6aHIqWlTwk5bjnZ6J8VjzTWeeePSDI2dZIEn4cO3WC0t+f6aw+KQmZe/dxrogAwL1z8dDksa2Hc/OzR5CE1XQWQxSBEz8A28YABg3HYAFo9zkwYA2gNvHKKQ4adA2BTME2kUWTp8eNozQFixBCisyvLjD6APDGCsCRvQG2SBJvQ1zREXM39cDPV3/mFmsjt8HPrX/GiBojLHKlGCHkxfKuXEHsu+8CBoPkLIe2beH7zTdW03z1TLBTMNZ2XYvu5btzzdUZdfjy3Jf44dIP0BtpxffrGI0iDq0IQ066tPdwnkGOaDmQb0NdWaauWhVBq1ZCxqkJK2HWLGTu3csli/AlkwnoNKY6XLylTUA16Iw4sPQOtPn0fY8QQgghpLRZ17t3QkipUqnZGniUBpsX/vvo7LLzQbSzrRKrRjbCyOYhzBkNE+8zn3XqResHzYGgUMBtxAjm82krV0IUpT21Sv7OaDDipoSmmHodg6z/A1VdPrBtLHCCz3qV/1E7A0O2AK1mABbygZOjmxo1WrA1UQLAzaPRKMilKViEEFJkggDU6g9Mu1L480L+4vcVUukBzPRwxcqCp9wyXW1csbzTcnQK6cQtkxBS+jRPIhAzZSpEjfSHEuwaNoT/3F8gKJUcKjM/dko7fN/ie3za5FMoBL4TANfdW4dJRyYhU5PJNdfaXN4bgZj76ZIybOwU6DK+JhRKeqiPJ3X16ghauQIyJw4PIoki4j76GDknT0rPItzZ2CnRfXJtqGylfR/MTM7HsTX36L4gIYQQQkgps4xPswghFoFlBSEAKA3qF/77stSABQAKuQwze9XAN31qQi4rfsMGawOWTbVqUFeuzHSW8OfyRj/mG2ya8HDknjnLuaKy7fH1ZGSnFjCdtXdWoVIjb84VmZmcJOCPnsCdrXxzvWoUrpaq1JFvbglo0CUYciXbS2xdgQE3DkdxrogQQsoAlX3hxMSpl4BqPblGawRghpcH/nJ04JYZ7BSMdd3Woa5XXW6ZhJDSp09LQ/SECTBkSm/6saleDQG/LYZM/eL7JdZCEAQMrjoYq7qsgpetF9fsC/EXMHjvYDxKf8Q111rEhWfg6r5IaSEC0HF0DTh52HKpifydbY0aCFqxAjJHR+lhej1ipr+DvCtXpGcR7ly87dB5bA1IfX7v8bVk3D4Rw6coQgghhBDChBqwCCHcqBhXEKpeMgErKrtsfgg9tGkw/hzdGE7F+PWUGw2on/yQ6XqOHdoznSOmIbO3h+ugQczn01at5FhN2SaKIq4fYv8+VLtdIOQKK36plRgGLGsHxFzmm1uzPzD2MOBWnm9uCbF3sUHNVhKmYB2PQX6OlmNFhBBShriGAAPXAkO3AW4VJMflCgKmeHvhiL20tTDPq+dVD2u7rkWgUyC3TEJI6TMWFCBm8hTooqU/SKYKDkbQsmWQ82i6sBB1vepiU89NaOjdkGtudHY0hu4filMxp7jmWrqCXB0OrwyD1EE5DbuFILimO5+iyAvZ1qqJoBXLIXOQ3gguFhQgeuIkFNy9y6EywltQDXc061dRcs7ZrY+QEEHT/wghhBBCSosVfypICClp7BOwaAXhP4VW9MCOKaEo72FfpK+vnhoBOz3bigOHVq2ZzhHTcR06BGBcM5F77jwK7t3jXFHZFPcwA8lR2UxnlTZy1Gjpx7kiM/LkJLCiM5DJ8fu0IAc6fwe8sbxwkokFq985GArGKVh6jUFS4x8hhBAAFTsAk88D7b4AFGxTOTJlMozx9cJFW37TZ7qEdMGyTsvgonbhlkkIKX2i0Yi4jz9B/o0bkrMU3t4IWrkCCvey19TiYeuBZZ2WYWSNkVxzc3W5mHZsGtbfW88111KJooiT6x8gJ13amsyg6m5o1L0cp6rIq9jWro2g5csgs5f+PtmYk4OoseOgeRLBoTLCW90OgajS1EdShtEg4uCyOyjI0XGqihBCCCGEFAc1YBFCuFGqOTdgZZXdBiwAKO/pgO2TQxFa8fU3Xhslsa0flLu7Q12jOtNZYjpKLy8492Rfn5O6chXHasqu60fYm2Cqt/CDjR1bE53Zu70VWPsGoGVrTnshOw9g+A6g2RRInrlvBuycVKjVJoD5/O0TMcjLoilYhBAiicIGaPVB4VrCqj2KdTRNJsNoHy+E2bz4fQqLEdVHYHar2bCR88skhJiH5LlzkX3ggOQcubMzglYsh9KffZqqpVPIFHi/4fv4ufXPsFPwmz5oFI34/tL3+P7i9zAYDdxyLdH98wl4dDVJUoaDmw06jK4Omczy37tZCtu6dRG4bBlkdtL/XhjS0hA1Zgx08fEcKiM8CYKANkOqwLuck6ScnDQNjqy+C9EoccwdIYQQQggpNmrAIoRwo7JhW0GoNLz4qfL43HhoDWX7A2hnOyVWj2qMYU2DX/l1DRMfMOVn124IQUY/CsyR+6iRzGez9u2jG2kSZaXk4+ntVKazgkxA7XbszTdm7dxCYNsYwMjxSUqv6sD440C5VvwyzUC9TkFQME6G1GuNuHboKeeKCCGkjHIJAgatA4ZsBVxfP6kjRS7DaF8vPLRRcSvh3Qbv4oNGH0Am0OtuQqxN+qbNSF22XHKOYGeHwN+Xwqai9PVT1qBTSCes7bYWAQ5831etv78ebx9/G7m6XK65liIjKQ+nNj2UlCFTCOgyvhZsHfj9nCRFY1e/HgKX/Q6BQxOWPj4eUaPHQJ/Kdt+DmI5CKUfXCbVg5yzt79jTO6l0X4EQQgghpBTQ3T9CCDfME7CML34KXISImJwYKSVZBaVchq/71MR/eteA/AVPF3rkZaBcFluzzfwcDyw5+RiiSE9EmRubSpVg35qxIcVgQNqfa/gWVMbcPRvHfLZiAy84ubOtOzJbRiNw8DPg0Gd8cyt1BsYcKvxw3MrYOqpQuy37B0Z3TsYiN0PaWhBCCCHPqdQRmHwBaPs5oHjxAyCJcjlG+XjjsYrPh8oyyDCr+SyMrjmaSx4hxLzknD6NhP/8R3qQUomABfNhW6eO9CwrUsm1EjZ034AmPk245p6KOYUR+0cgITeBa665MxiMOLwiDHqNtAlgLQdUhneItOk8hJ1dgwYIWroEgq30ew7aiAhEjRsHQzbH6daEC3sXG3QeVxOCxClzF3c+QezDdE5VEUIIIYSQoqAGLEIIN6wNWKqXrCAEaA3h84Y3C8HqUY3gpP77pLGGjOsHDRBw1bMKfth/H+9vvokCXdkew2+O3Eexf1iXsXkz3URjZDQYcf8c+wSxeh2trJlIrwH+GgecX8g3t+kUYPAGwMaRb64ZqdchiPlno0FnxNWD9LQqIYRwpVQDrWcAUy4Clbv+7T/Fy+UY5euFSBWfFcJKUcQvGXnol68H6GEHQqxOwYMHiH3nXcAg8X20IMD/p5/gEBrKpzAr46J2wZKOSzCk2hCuuQ/SH+CtvW8hLDWMa645u7w7AklPpd0jqNLUBzVa+nGqiLCya9QIgUuWQOCwKllz9x6iJ02CsaCAQ2WEJ7+KLmjap7ykDFEEDq0IQ15W2d4wQQghhBBSkqgBixDCjUrNdwUhAERlR7GWY5VaVvLEjimhKO9p/79/1yiRrQHrvlswclSFY8v/uh6Lgb9fQGIW3XAxJ3ZNGkNdvTrTWWNuLjI2b+FcUdnwNCwNuZlsN6f8q7jCM8iKGooKMoF1/YE7W/llCnKgx1ygy3eAjK05yVKoHZSo0z6Q+XzY6VjkpNP3ZUII4c41BHhrIzBwHeDkjxiFHKN8vRGt5NN8ZWc0YklCEtqnJxU2Ma99A8ig9zWEWAtdYhKiJ0yEMVf6GjufmTPh1KUzh6qsl0KmwMeNP8as5rOgkLHdd3qR5PxkjDowCkejjnLLNFexD9IlP9zh7m+P1m9VgSBIm8hD+LBv0hj+834FFNL/TuRfuYqY6dMh6nTSCyNc1esQhJDaHpIy8jK1OLQiDEYjPRBACCGEEFISqAGLEMKN0oZxBeGrJmBl0wSsfyrv6YAdU0LRpoonFEY96iaHM+Vc8a76t3++GZ2BXgvP4GZ0BocqCQ+CIMBtNPsUrLQ//4SopafciuvuGfb1g1Y1/SorHljVDYg4xS9T7QwM3QY0LDurmOq2D4TKlu2muFEv4up+moJFCCEmU60Hng7fipHBFRCr5POhvqvBgJXxSWhc8Nwa2cdHgcXNgMvLC9f6EkIsliEnF9ETJ0KfIH19ncfkSXAdOIBDVWVDv0r9sLLzSrip3bhl5uvz8e7xd/FH2B8QrXRaYUGuDkdW3wUk/M+TK2XoNKYmlCrrfoDG0ji2aQO/H34AODTF5Z48hfgvvrTavweWSpAJaD+iGhzdX/7wclHEPkjH5T0RnKoihBBCCCGvQg1YhBBuTNGARROwXsxJrcSKEY3wob8GdnrN6w+8wD8bsAAgMUuDAUvPY+eNWKklEk6cOneCws+X6aw+MRFZ+/dzrsi65WZo8PROKtNZF287BNXg92FAqUp+CKzoBCTe4ZfpVh4YexSo0JZfpgWwsVOibgf2KVh3z8YhKzWfY0WEEEKeeZLxBKOOTUWikc+0QR+9Hn/EJ6LGixrgtTnA3veBP3sBaU+4XI8QUrJEvR6x778Hzb17krOcevaEx7RpHKoqW+p51cOmHptQza0at0wRIuZcmYOvL3wNndG6JgCJoogT6+4jJ53tvtEzLfpXhJuf/eu/kJQ45x7d4fPVl1yyMnfsQMqCBVyyCD9qeyU6j6sJmUJao92V/ZGIust2v4sQQgghhBQdNWARQrhRqU0wASuLJmC9jFwmoLeGbTJKmo0jHjv7vfC/afRGTN94Az8euE/jqc2AoFTCfcQI5vOpK1fRE4zFcO9cPETGP/fVW/hZxzqGqIvAyk5AJscG2OAWhc1XHpX4ZVqQOu0CYWPHOAXLIOLqvki+BRFCCEF4ejhGHRyF5PxkLnnltTqsiUtEOZ3+1V8YeRpY3Bw4vxgwGrhcmxBSMhJ/mI3ck9Knw9o1bAjfb7+xjvcOpcDH3gd/dP0DXUO6cs3d8nAL3j72NvJ0eVxzS9O9c/F4fE3az7mQ2h6o0cqfU0XEFFwHDYLnu+9yyUpZ/BvSN2/mkkX48Q5xQov+Eu+niMDR1feQn02T8gkhhBBCTIkasAgh3CjVbB8uqwwvH6MclxNndU8g8pR7mu3m71WvKhCFV/8IWHziMcavuYLsAvr1L23Ob/SHzNGR6azmwQPknT/PuSLrJBpF3DvHtn5QJhdQtakP54pKQfgR4M/eQH46v8x6Q4Fh2wE7K5kOxkBlq0C9TuzrKe9fSEBOOp/pLIQQQoD7afcx+uBopBWkccmrVaDBH/GJ8DEUsaFKnw8c/ARY1bVw6iQhxOylb9mC9LVrJeeoQkIQsHABZCoVh6rKLluFLWa3mo3p9adDAL9GtjOxZzDq4Cik5KdwyywtGYl5OL05XFKGnZMK7YZVpWZBC+A+fhzcRo/mkpUw6z/IPnGCSxbhp2Zrf1Rs4CUpIy9Li2Nr7tODmoQQQgghJkQNWIQQbkwxAUsv6pGQk8BaklXTxcVBE/6I6exln3+vH3yRI/eS8MZv5xCVaj1PgFoiuYM9XAcNZD6ftn49x2qsV8yDdGSlsDW5lKvjCVtHC/8Q5e5OYMOgwg+FeWn/FdBrIaCw8F8bDmq1CYDaQcl01mgQcfMoTYQkhBAe7qXew5iDY5ChyeCS1yS/AMsTkuBiNBb/cPRFYEkL4MxcwPCayVmEkFKTd+06Ev7zteQcuasrAn9fCrmLi/SiCARBwNhaYzG37VzYKmy55d5NvYth+4YhMjOSW2ZJM+iNOLwyDHqNtEmLHUZWt/z3uWWEIAjwmvEBnPu/IT3MYEDsu+8h//Yd6VmEG0EQ0HZYVbh420nKibyVgrDTbA8fEkIIIYSQ16MGLEIIN0obtglYSuPLG7AAICqb4xosK5Jz6jTTOQMEXPesXOSvf5iYg16LzuDcY8t/AtSSuQ4dCijZmjdyjh2HLoEaGV/n7ln2G1A1Wrx4pafFuLEe2DIS4DVxUKYA+i4FWr4H0NPSAACVWtoUrLDTcSjIpYmEhBAixcP0hxh3eByytFlc8kLz8rEwMRl2UqYIGDTAkZnAig5A4l0udRFC+NElJCDm7bcBnbTXYYJKhYDFi6AKYn89SF6sfVB7rOqyCh62HtwyY3JiMGz/MNxMvsktsyRd2h2BpKfZkjLqdghEYPWyO8XYEgmCAN9Zs+DYubPkLDE/H9ETJ0IbTQ8CmROVWoEu42tCrpT2sd7ZLeFIT8jlVBUhhBBCCHkeNWARQrhRMk7AetUKQoAasF4m5zRbA9Z9t2DkqIr3tFRGng7DVlzCmvORTNck0im9veHcvTvbYaMRGZs38y3IyuTnaPHkRjLTWUd3NQKqunKuqARdWgbsmASIDJM7XkTlALy1GagziE+eFanVJgC2TmxPkOs0BoSdjuVcESGElB2PMx5j3KFxyNRkcslrk5uH+YnJUPNa4RJ3HVjaCjj1E03DIsRMGAsKEDN1Ggwp0h9G8vtxNuzq1eNQFXmRGu41sKH7BlR2LfrDZq+TocnA2INjcSL6BLfMkpDwJBPXDz2VlOER6ICmvStwqoiUJEEuh99PP8I+NFRyliE1FdFjx0Gfns6hMsKLu78DWg+W9r1OrzPi0IowGPSc7gMRQgghhJD/oQYsQgg3Shu2BiyF4dUfRkdn09NW/2TUapF7/jzT2cve1ZjOGYwivtgZhs+234bOQG/QS4PbqFHMZ9O3bIGo1XKsxro8uJAAo57tA9Tqob4QZBY65en0z8C+D/jl2XsCI/cCFdvzy7QiSpUcDToHM5+/eSwGep20NSKEEFIWRWZGYuyhsUgrSOOS1zGvAL8kpYD7UiajDjj2TeE0rKT7vNMJIcUgiiLiv/wSBXekr+Dy+uB9OHXpwqEq8io+9j74s+ufaOHfgltmgaEA049Px+YHlvFAk15rwNE/7kFKb7BCKUOnMTUkT9ghpUemUiFgwXzY1q0rOUv79CliJk2GsaBAemGEm2rN/VC1ua+kjJToHFzc9YRTRYQQQggh5Bl6J0UI4UYmE6BQFf/byusmYEVnUQPWP+VfvQoxL4/p7BXvqpKuve5iFIYuv4i0XGrmKWnqKpVh37Il01lDcgqyjx7lXJF1EEURd8+wrR8UBKBqMwtcPyiKheuOjv6HX6ZbBWDMYcCvLr9MK1SjpR/snNk+ss/P0uLBBVonSgghxRGdFY0xh8YgJZ/POu2uIV3xY/+9UJZrxSXvhZ5Nwzo7DzBS4y0hpSFt1Wpk7dotOcdl4EC4jRnDoSJSFPZKeyxotwCDqw7mlmkUjfj6wtdYeH0hRF5TD03k4u4IZCSy3St6JvTNSnD1sedUESktMjs7BC5dApsqVSRn5d+4gbgZMyAa6DWJOWk1qDLc/aX9Xb1+OAox9/k8oEAIIYQQQgpRAxYhhCulWlH8M0YbQHz59BhaQfhvOSdPMZ1LVTvhsbP0ZpGLEWnotfAM7idkSc4ixeM2fBjz2fT1GzhWYj0SHmciPYHtJnVwTXc4uNpwrsjEjEZg3wzgzFx+mf4NgDGHALdy/DKtlEIlR72OQcznrx+KgtFo3h/8EEKIuYjLicOYQ2OQlJfEJa9n+Z74vuX3UHhWBobvAnovAtQuXLL/xaABDn8JrOwCpDwyzTUIIS+Uc/oMkubMkZxj37IlfL74HIJgodNyLZRCpsCnTT7Fx40/hkzgd+t76a2l+PLcl9AZddwyeUp4kombR6TdPytXxwM1WlrgA0bkheTOzghavgxKf3/JWdmHjyDxu+/NvgmxLFGq5Og8ribzRgoAgAgcWX0PBbnm+X2NEEIIIcQSUQMWIYQrFeObPuUr1hBGZ0fDQE9+/03O6dNM5656VSkc2cNBTHo+3lh8DofCaBpLSbIPDYUyMJDpbN7ly9CEh3OuyPKxTr8CgOotLOzmtEEP7JwCXF7GL7NSJ2DEbsDeg1+mlavewg82dsVvWAaAzOR8PLmezLkiQgixPgm5CRhzcAzic+O55PWr1A9fh34Nuey/73cEAag3FJh6GajRj8s1XijmErCkBXDht8ImakKISWkiMZR9PAABAABJREFUIhD73nuS/77ZVKkC/7m/QFCwveYj0g2pNgQL2i2AncKOW+aORzsw7dg05OmkTZnijcfqQXtnFdoOq0oNg1ZG4emJwGXLIHd2lpyVvm4d0lau4lAV4cXVxx6tBlWWlJGbocGJtfepuY4QQgghhBNqwCKEcKVUszVgvWoNoc6o4/bUujXQxsRC+/gx09kKPTpCLuN3My1Xa8D4NVex8Fg4vVEvIYJMBtdBA5nPp2/YyLEay6fJ1+PRVbbvL3bOKgTXdOdckQnpNcDWUcDN9fwy6w0FBm0AVLSiojhUagVqtmJ/Cvn6oaf0PZcQQl4hOS8Z4w6NQ0xODJe8gVUG4qtmX/1/89XzHLyAN1cV/jx08OFyvX/R5wMHPgb+6AmkRZjmGoQQGHJyEDNlKozZ2ZJy5B4eCFzyG+QODpwqI6xaBbTCn13/hLedN7fMs7FnMfrgaKQXpHPLlEry6kEBaD+qOmwd2FalE/NmU74cAn5bDEEl/fc36aefkLV/P4eqCC9VmvqgYgMvSRmPryfj3jk+Dy0QQgghhJR11IBFCOGKdeyx0vjqFV60hvD/5Z5mWz8IuRxdR/bGmjGN4WKn5FrTnEMPMW3DdeRraVJZSXDu14/5xlnmzp0w5uZyrshyhV9KgF7H9nR7tWa+kMkt5KWUNg/Y+BZwbxe/zFYfAr0WAnJ6qp9F7XaBkCvY/vwkPc1G7MMMvgURQoiVSM1PxdhDYxGZFcklb2i1ofisyWevX2NVtRsw5SJQdyiX677Q0zPAb6HA5RWQNOaEEPIvotGIuA9mQPvkibQgpRIB8+dD6evLpzAiWRW3KljffT2qulXllhmWGoYRB0YgIbf0J4InPMnEDYmrB+t1CEJgVTdOFRFzZFe/Pvx++onLVPy4jz9B/q1bHKoiPAiCgNZvVYGD66vvrb/O6c3h0ho5CSGEEEIIAGrAIoRwplKzfRCvNLz6TWJ0djRTrjXKOcW2ftC2Xl3InZzQvIIHdk1pgcrefJ/G3XMrHm/8dg4x6fRm3dQUrq5w6tqV6awxNxeZu/dwrshy3T3L/oRftVALWT+ozQM2DgYeHeGX2W0O0O4zbitNyyI7JxWqNmOflHL90FOO1RBCiHXIKMjAuMPj8CRTYgPFf42uORofNvqw6OuYbF2APouAodsApwAuNfyLLhfY+x6wpi+Qxb5GmRDyd8nz5yPnxAnJOb5ffQm7+vWkF0S48rLzwqrOq9DMtxm3zIjMCAzbP4zbzxwWz1YPQkJPrkegA5r0Ls+vKGK2nDp3gvcnn0jOETUaRE+eAl08TUwyF2p7JTqMrA5IuEWj1xhweGUYDAZaeU0IIYQQIgU1YBFCuGJdQfi6BiyagFXIqNUi98IFprMOrVr/7/8PcrfDtknN0aGatBHV/3Q3Pgu9Fp7FhSepXHPJv7m+NZj5bPqGDbS+DEByVDaSo9jWiwRUdYWzpy3nikzgWfPVkxN88gQ50Hcp0Hgcn7wyrm7HIOYbpFFhaUiJkbYehxBCrEmWNgvjD49HeHo4l7zRNUfjnfrvFL356nkVOwCTzwMNx3Cp5YWeHAcWNwNubzXdNQgpI7IOHEDqkqWSc1yHDoVL//4cKiKm4KBywKL2i9CzfE9umQm5CRi5fyTCUsK4ZRaH1NWDMrmADiOrM0/mJZbHbfgwuI0aJTnHkJKC6EmTacK6GfGv4or6nYIlZSQ9zcblPbTumhBCCCFECnp3RQjhSsW6gtCgfuV/j86iCVgAkHf5MsT8fKazDq1a/u2fHdVK/D6sISa3qcCjtP9Jy9Vi6PKL+PN8JDX5mJC6dm2oq1dnOqt58AD5169zrsjyhJ1hnxpRvYUFTL/i3XwlUwID/gDqDOKTR+DiZYcK9TyZz187SM3JhBACAHm6PEw5MgX30u5xyRtWfRh789Uzaiegxy/AiN2AawiXuv6lIAPYNgbYOhrISzPNNQixcppHjxD3yaeSc+yaNIH3Rx9yqIiYklKuxLctvsXYWmO5ZaZr0jH64Ghcir/ELbMoeKwebNQ9BO7+fKejE/PnNeMDOHVjm6r+PM39+4id8SFEg4FDVYSHxj3LwTPIUVLG1QNPEReezqkiQgghhJCyhxqwCCFcKRlXEKpoAlaR5DKuH1R4ecGmSpV//XuZTMCHXapi3qC6sOH4xKPeKOLLnWH4eNttaPR0I8YUBEGQNgVr/QaO1VgencaA8EsJTGfV9kqUr8PeNFMitHnAhkH8mq8UtsBbG4Fq/J4WJ4XqSXhC9dHVJGSlsDXlEkKItdAZdHjv5Hu4kXyDS96gKoMwo+EMac1XzyvXCph0DmgyCZL2wrzKnW3Ab82BR0dNk0+IlTLm5iLm7enMDzk9o/T3h/+vcyEolZwqI6YkCAKm15+Oz5t8DpnA5z5Inj4PE49MxJGnHNe+vwKP1YOeQY6o11natBximQSZDL4//AC7Ro0kZ+UcO4akX37hUBXhQa6QoePo6lCoJHxvE4Ejq+9BW6DnVxghhBBCSBlCDViEEK6UppqAlR1N05QA5Jw6xXTOvlXLV36I1LuuPzZPaAZvp1c3whXXpivRGPz7BSRlFXDNJYWcuneHzJHtybasgwehTy27qyIfXU2CtoCtObBKMx/IlWb8EupZ81XEST55Nk7AsO2F65QId94hTvCv4sJ0VjSKuHGUJkQSQsoug9GAT898irOxZ7nkvVHpDXzS5BN+zVfPqOyBrj8Aow8A7hX5Zj+THQ+s7Qfs/aDwtQAh5JVEUUT8F19C++SJpBzB1hYBixdB4erKqTJSUgZWHYhf2vwCGzmf+yA6ow7vn3wff4X/xSXvVXisHmw/ohrkcjN+X0tMSqZSIWDhAqgqSp+Kn7ZiJTK2mf7PPSkaVx97tHizkqSM7NQCnN/+mFNFhBBCCCFlC73LIoRwpVQzNmAZVa/87/n6fKTkpzBlWwttTAy0ERFMZx1atnrt19QJdMHuqS1QJ9CF6Rovcy0qAz0XnsH1KBpfzZvM1hbOffuwHdbpyvQNsrtS1g+GmvH6Qd7NV7ZuwIhdQHAzPnnkhepLmIJ170wc8nO0HKshhBDLIIoivrv4HQ5EHuCS17tCb3zZ7Etu01BeKKgpMPEM0HQKTDYN6/IyYGlLIPaqafIJsRLp69Yja98+yTl+P/wA9QumTRPL0D6oPZZ3Wg5nG2cueUbRiK/OfYWVd1ZyyXsRWj1IeJE7OyPo99+h8JQ+4Tt+5kzkXirZNZzk5aq38EO5Oh6SMu6cjEX0fVpxTQghhBBSXNSARQjhSsW4gvB1E7AAWkPIOv0KCgXsmxetecLLSY1N45uiXz1/tmu9RGKWBgOXXsCWKzSphTfXQexrCDM2boRoKHsrItPicpHwJJPprG8FZ7j52nOuiBNtHrBhIL/mKwcfYNQ+wK8enzzyUoHV3eAewPYBiF5nxO0TsZwrIoQQ87fg+gJsfriZS1a3ct0wq/ks0zZfPaO0Bbp8V/gz1jXENNdIfQQs7wgc/x4w6ExzDUIsWP7Nm0icPVtyjsfkSXDq3IlDRaQ01fWqizVd18Dfgd99kLlX5+KXK79wn+ROqwcJb0o/PwT+vhQye4n3OXQ6xE57G9qnT/kURiQRBAFth1WFnfOrH3h+neN/3qdVhIQQQgghxUQNWIQQrthXEL5+5Ht0dtlu3sk9ydaAZVevHuTFWFOnVsrx84A6+KRrVfDcvqI1GDFj6y3M2h0GvcHIL7iMsylfDnbNmjKd1cXFsTf2WbC7ZyVMv2phptOv/td8xen30yUIGL0f8KrGJ4+8kiAIqN8piPn87eMx0GnKXjMlIaTs+iPsDyy7vYxLVsfgjvi2xbeQy9jexzALbg5MOgc0GmeafNEAnPwBWNEJSKUVMoQ8o09PR8w77wI6ac2JDu3awWPqVE5VkdJWzrkc1nZbi2pu/N7/rApbhZnnZ8Jg5Pc6nVYPElNQV6sG//nzALm010KGzExET5oMQ1YWp8qIFLYOKnQYUV1SRnZaAc5te8SpIkIIIYSQsoHebRFCuFIxriBUFaEBKyqr7E7AMmo0yL14kemsfauWxT4jCAImtK6AlSMawdGGbarZy6w6G4nhKy8hLZdWZvHiOph9Clb6hg0cKzF/Bp0RDy4kMJ1VqeWoUN+Lc0Uc8G6+8qgMjDoAuJXnk0eKpGIDLzi6vX4a5IsU5Opw71w854oIIcQ8bQ/fjjlX5nDJahvYFrNbzYZCxvf1bpGp7IHuc4DhOwHnQNNcI+4asKQlcO1PgPMkFkIsjWgwIG7Gh9DHS3vdpKpYAX4/zoYgo9uq1sTD1gOruqxCE98m3DL/Cv8Ln5z5BDqj9GmESU+zcJNWDxITcQgNhc8Xn0vO0T55gth33oUoscmV8BFY3Q11Okh7jRl2Og7Rd2kVISGEEEJIUdGdAkIIV0oTriAsyxOw8i5dhlhQwHTWoVVr5uu2reqF7VOaI8TdjjnjRc49TkWvhWdwL56eiuPBsV07KLzYGoNyT5+BNqrsNDc+DUtFQS7bjcDKjX2Yp/yZDO/mK+9awMh9gDPfNaTk9WRyGep2ZL8xeuNIFIw0XZAQYuWOPj2Kmedncslq6d8Sc1rPgVKm5JInSfk2hdOw6g83Tb4uF9g1Ddg0FMijD9BI2ZXy2xLknjkjKUPm5ITARYsgd6AmFmtkr7TH4vaL0TG4I7fM/RH78f6J96E1sD+EZjQYcXztfUl9tLR6kLyO66BBcB02THJO7rlzSPjuO+4rOAmbZr0rSG68PLbmHrT5tIqQEEIIIaQoqAGLEMKVKVcQRmWXnSaRf8o5zdZcofD2hk3lSpKuXdHLETumhKJlJQ9JOf8Uk56PfovPYe8tmtoilaBQwGXgALbDooj0TZv4FmTGwq8kMp81u/WDeg2waQi/5iufWsCIXYCDJ588UmzVmvtBbc/WCJCdWoBH15I4V0QIIebjQvwFzDg1A0ZRerNpM99mmNt2LlRyFYfKOFE7Ab0WAEO2AY4mes1xfw/wW3Pg8THT5BNixnLOnEXKokXSQgQB/r/8AlUwNbFYM5VchZ9a/YQ3Kr3BLfN49HFMOzYN+fp8pvO3jscgJTqH+fq0epAUlfdHHzJN0v+njA0bkb5uPYeKiFRypQydxtSAXMn+9z8nXYOzW8M5VkUIIYQQYr3oXRchhCvWFYRFacCKzoous09P5Z0/z3TOoVVLCIIg+foudiqsGtkI41qWk5z1vHydAVPWX8NPB+/DaCybv7e8uPR/E1CwTaDL3PYXjBoN54rMj7ZAj8ibKUxnPYMc4RnkyLkiCQw6YOtofh+g+tQChu8C7Nz45BEmShs5arUNYD5/7WBUmf05SQixbreTb+PtY29zWeFU36s+5rWbBxv5699/lIpKHYDJ54Hag0yTnx0PrOkLHPgU0LFN2CXE0uji4xH3wQeS13B6TJsKhxahnKoi5kwuk+OrZl9hbK2x3DLPxZ3DxMMTkaMtXiNVdloBLu6OkHRtWj1IikpQKOD/yy+wqVRRclbi998j9+IlDlURqdz87NG0d3lJGXfPxiMqLJVTRYQQQggh1osasAghXCltGFcQGl//AUi2LhsZmgymfEtmyMyEJvwR01n7Vq241aGQy/BZ9+qYO7AObBR8f3wsOv4Y4/68gqwC6R+qlVVKby84tm/PdNaQkYHsAwc4V2R+Im+lQK9jm5phVtOvjEZgx+TCKRY8+NSm5iszUquNPxSMT6amxuQg7mEG34IIIaSUPc54jElHJzFPDXleVbeqWNh+IWwVthwqMyFbF6DfUmDAn4CtiX4+X1gELG8PJN0zTT4hZkLUahHzzjswZGRIyrFv1RIeEyfyKYpYBEEQML3+dHzQ8ANumdeSrmHcoXHI1GQW6etFUcSpjQ+h1xiYr0mrB0lxyR0cEPDbb5C7ukoLMhgQ+8470MXF8SmMSFK7XSB8KzhLyji+9j40tIqQEEIIIeSVqAGLEMIV6wQslUFdpK+Lzo5myrdkedevsx1UKGDfrBnfYgD0rReArRObw9e5aL9nRXX0fhL6LDqLx8nsY/XLOtfBg5nPpq/fwLES8xR+mW39oEIpQ6VG3pyrYSSKwN73gNub+eT51AaG76TmKzNi66BCNQkNf7eOx3CshhBCSldibiImHplY5A+qXyXYKRhLOiyBo8qMJlq+TvXewOQLQKVOpslPvAMsbQ1cWCJ5MhAh5irxpzkouHlLUobCzxd+s2dDkNFt1LJoRI0R+Dr0a8gFtvtd/3Qn9Q5GHRyFlPzXT2eOuJGCyFtsU5wBWj1I2KkCAhCwaCEEpVJSjiE9HdFTp8KYL72RnkgjkwloN7wa8wNfwH9XEW6hVYSEEEIIIa9C774IIVwpbUy3ghAAorKjmPItWf7Va0zn7OrVg9zBNCPmawU4Y9fUFmgYLPFpuH94kpyLPgvP4vj9JK65ZYVdk8ZQlWcbKZ5/8ybyw8I4V2Q+CnJ1iLqbxnQ2pLYHbGzZpvtxJYrAoc+Bq6v45FHzldmq2z4QgoxtfWzEzWRkpdDNbUKI5cvWZmPy0clIyE2QnOVl54XfO/4Od1t3DpWVMEdv4K3NQI9fAaU9/3yDBjjwEbCuP5BDr8GJdcnatw/pa9ZIC1EqEfDrr1BInQRDLFqfin3wS5tfoJKpuOSFp4dj1IFRr/wZp83X49Smh5KuQ6sHiRR29evD95uvJedo7t5D/JdfQaRm71Ln4m2Hpn0qSMq4dy4ekbfZG0MJIYQQQqwdNWARQrgSZAIUDE1YRW3Ais4qixOwGBuwGjXiXMnfeTraYP24pnirSRDX3GyNHqP/uIxFxx/RzZliEgRB0hSsjM1bOFZjXh5fS4LRwPbnyWymX52cDZxfyCeLmq/MmpOHLSo28GI6K4rAnZOxnCsihJCSpTPo8O6Jd/EwXdoHzwDgYuOCZR2Xwc/BjNYJF5cgAA1HAZPOAIFNTHONR0eA30IL/y8hVkAbGYn4z7+QnOP9ycewrV2bQ0XE0rULaoclHZfAnlMzbGRWJEYeGPnSSe8Xdj1BboaGOd8j0IFWDxLJnHv3hvuECZJzsnbvRtoff3CoiEhVu20AfCtKW0V4Yu19FOTqOFVECCGEEGJdqAGLEMIdyxQspdEGgvj6aR9lbQKWUatFwa3bTGdt69fnXM2/qRQyfNe3Fr7tWxMKxmktLyKKwE8HH2DahuvI0+q55ZYFzn16Q7C1ZTqbtXev1Y6FD7/Ctn5QZatAcA0zmJZxbgFw4ns+WdR8ZRHqd2Zvbr17Ng46rYFjNYQQUnJEUcQX577AxfiLkrPsFHZY0mEJyruwTQg1O27lgVH7gfZfAjJpK4FeKDcJWPsGcPAzQM/+oT8hpU3UahH7/gcw5uVJynHq0UPSAy7E+jTyaYSVnVfCTc3nvVRsTixGHhiJJ5lP/vbvEyOzcPsE+2pxQQDaDq1KqwcJF57T34ZjJ+nrkJN+/Am5585xqIhIITxbRahi//6Qm6mlVYSEEEIIIS9B78IIIdypGNcQKgyvH+Ve1hqwCu6EQdRqi39QJoNt3Tr8C3qJIU2CsWF8U3g48BnH/8yeW/F447fziE6TduO8LJE7OsK5Z0+ms8acHGQfPsy5otKXm6FB7MMMprPl63lCrizll0tXVhauHuSBmq8shkeAIwKrs/0+afL0eHhR+souQggpDfOuzcPeJ3sl56hkKixotwA1PGpwqMqMyORAy/eBcccAz2qmucb5hcCKjkDKI9PkE2JiSb/MRYHE9eqqihXgO2smBIHfg0bEOlR3r44/uvwBX3tfLnlJeUkYdWAUwtMLmxmMBiNOrLsPSBgIXqttALyCnbjUR4ggk8Hvh++hrl5dWpDRiNh334M2hr25kPDh4mWHZn2lrSK8fyEBEbdoFSEhhBBCyD9RAxYhhDulmq0BS2VQv/ZrytoKwnzG9YM2VatA7uDAuZpXaxTihl1TW6CWv7Qx1v90Lz4LvRaewfnHqVxzrZnr4EHMZzO2/cWxEvPw6GoS883ryg1Lef3gzU3Anvf4ZFHzlcWp3TaA+eyt4zG0xpUQYnE23t+IFXdWSM6RCTL82PpHNPZtzKEqM+VbGxh/Amg21TT58TeBpa2A6+sKx9MSYiFyTp1C2urVkjIEOzsEzJsHmT2fVXPE+oQ4h2B1l9UIcmSfWvu8tII0jDk4Bg/SHuDW8RikROcwZzm42qBJLyuZ/EjMhszODgG/LYbCy0tSjiEzEzFTpkqeUEikq9U6AH6VXCRlnFh3H5p82lxACCGEEPI8asAihHCnUiuYzimNNq/9mnRNOrK12Uz5lijvKlsDll39BpwrKRo/F1tsmdgMfev5c81Nz9Nh6IqLWH02ghoKikBdrRps69ZlOpt38SK0UdY1aY51/aCtoxL+VVz4FlMc93YDOyZB0qPPz/jUouYrCxRcwx3OnmwrRdPichHHOPmNEEJKw9Goo/ju4ndcsmY1n4X2Qe25ZJk1pRro/C0wbDvg4MM/X5cL7JwMbBsDFGTyzyeEM11SEuI+/kRyjt83X8OmgrTJIMT6+Tn4YXWX1ajgzOfPSromHdN2vYfzOx9Lymk5sDLzfTlCXkXp7Y2AxYsh2Lz+/u2raB48QNxnn9H9vVL2v1WEjJssACAvU4sL26V9zyKEEEIIsTbUgEUI4Y51ApayCBOwACA6u2xMwRJFEfnXWBuw6nGupujUSjl+GVAHn3WrBhnHbQ0Go4iZu+/io223oNEb+AVbKZdBA5nPZmzfzrGS0pWZnI/EiCymsxXre0EmL6WXSo+OAltGASKHP+seVYBhO6j5ygIJMgG12kibgkUIIZbgRtINfHTqI4gcmo5nNJyBPhX7SC/KklRoB0w+D1TtYZr8O9uAJS2A6EumySeEA9FoRPzHH8OQliYpx3XoUDh168apKmLtPO08sarLKlRz47ASVgTqPOgMo479Z2G5Oh4oX9dTei2EvIRtzRrw/c8syTnZ+w8gbYX0qadEGmdPWzSXuIrwzqlYxD/K4FMQIYQQQogVoAYsQgh3SsYnZ5SGoj1BFZVtXdN5XkYbEQFDRgbTWdv69fkWU0yCIGBcq/JYPaoxnG2VXLM3X4nBwKUXkJhVwDXX2jh16sS8MiNz+w6IButocmOdfgUAlRqV0vrB2KvApmGAUSc9yzWkcPKVvYf0LFIqqjb3Zf65GnEzGVmp+ZwrIoQQviIyIzD12FRoDBrJWeNrj8fwGsM5VGWB7NyAgWuBXgsApQnWpmVEASu7AKd+AozW8TqRWJfU5SuQe+68pAx1ndrw/nAGp4pIWeGqdsXyzstRx7OOpJxyaXUQkl6T+bzSRo6WAytLqoGQonDu3RtuI0ZIzkn6+RfknD7NoSIiRc1W/pKnvx9fex8GnZFPQYQQQgghFo4asAgh3KkYPyhWFbEBKzqrbEzAyrt6lemc0t8fSh8TrCBh0KqyJ3ZNDUVlbweuuTeiM9BzwRlci0rnmmtNZHZ2zE9u6xMSkHvuHOeKSkf4ZbYGLAc3G/iUd+ZcTRGkPALWvVm48kcqRz9g+C7AyVd6Fik1NrYKVG3G9nsoisCdk7GcKyKEEH5S8lMw6cgkZGqkr7d7o9IbmFp3KoeqLJggAPWHAxNPA/4mWEkuGoBj3wBr+gLZ7E3uhPCWf+MGkufNk5Qhd3FBwNy5EFQqTlWRssRJ5YTfO/6Oxj6Nmc6r9Gq0iHhDUg1NepWHo1vRJssTIpXXjA9g17SptBBRROz7H0D79CmfoggTQSag3bBqzA9+AUB6Qh6uHaLfR0IIIYQQgBqwCCEmoFQr2M7RBKy/yb/Ktn6wtKdf/VOwuz3+mhyKTtX5ThNKytZg0NIL2Hy5bDTksXDpz34DN2PbXxwrKR2psTlIi2NrZKrU0BsCzx2aRZGdAKztC+SlSs+y9wRG7AJcg6VnkVJXq40/89m7Z+Kg09KkEkKI+cnV5WLykcmIzZHeKNoqoBU+b/o5BKGEf3abK/cKwOiDQKsZgGCC2z4RJ4ElocDjY/yzCSkmQ1YWYt//AJA4wdfvp5+g9PPjVBUpi+yUdljUfhFa+rcs9tlG0d1hr2N/AMgzyBG12rKvLiekuASFAv5zf5H8fdOYlYWYqdNgzMvjVBlh4eRhi+ZvVJSUcWV/JNLiOTxMSAghhBBi4agBixDCnVLNuoKwaE/qRWWVjQasvOtsDVh2DcyrAQsAHGwUWDK0Ad7pUIlrrtZgxIfbbuHLnXeg1dOo639S164NVcUKTGezjx6FPt2yJ4yxTr8CSmH9YEEmsLZ/4XofqdTOwLDtgAffv2+k9Lj62COouhvTWU2eHg8vJnCuiBBCpNEb9Zhxcgbupd2TnFXTvSZ+avUTFDK2h0CsllwJtPscGLkPcAnin5+bDKzpBxyZBRg4rE0mhIEoikiYORO6WGmNnO5jx8ChZQtOVZGyTK1QY17beegY3LHIZzxyAlAzgf3PnyAAbYdWhaykHyAiZZ7C1RUBixZCUEubvKYJD0fCrFkQRZFTZYRFjZZ+CKjqynzeqBdxYt19iEb6fSSEEEJI2UYNWIQQ7lQ2pp2AFZ1t/ROP9MnJ0D1la8QwtwlYz8hkAt7pUBlLhzWAvYp9rPWL/Hn+KYYsv4Ck7AKuuZZOEAS49GOcgqXTIWv3br4FlSBRFBF+ha0By9XHDh4BfNdmvpKuANg4BEi8LT1L5QAM/QvwqSU9i5gVKU+03zoeQzezCSFm5afLP+F07GnJOYGOgVjYfiHslHYcqrJSwc2AiWeAWgNMEC4CZ34BVncHMqz/PRoxP5nbtiFr335JGerateE5fTqniggBlHIlfmz1I3pV6PX6LxYFtIjoD0HCLfra7QLhGeTIfJ4QKdTVqsH3228k52Tu3IWMTZs5VERYCYKAtsOqSlpFGP8oE3fPxnGsihBCCCHE8lADFiGEO/YJWEVrwErOT0aezrpHU+ddu850TubkBJuK0kZGm1rnGj7YPiUUwe58Pyi7HJmOngvO4FqUZU9t4s25dy9AwdYUmbF1m8U2bSRGZiErha0hr1Ij75JbYWQ0ANvHA5HSP4SGQg0M3ggENJSeRcxOcA13OHvaMp1Ni8tF3MMMvgURQgij9ffWY/399ZJzXG1csaTDErjbunOoysqpnYE3lgF9lxY2a/MWfRFY0gK4t4d/NiEvoXn8GAnffCspQ2ZvD/+f50BQKjlVRUghhUyBr0O/xoDKr25+rZLcCD455Ziv4+Bqg8Y92c8TwoNz9+5wGzNack7it98i//YdDhURVk7utmjah22S/jPn/nqM3EwNp4oIIYQQQiwPNWARQrhjfVJGZSz6yOqYnBima1iK/Gts6wdt69WFIDP/b+2VvR2xa0oLtKzkwTU3MUuDQUsvYMOlsrGmsigU7u5wbNuG6azm4UMUhN3lWk9JkbR+sGEJrR8URWD/R8DdndKzZEpg4FqgXEvpWcQsCTIBtdpIm4JFCCGl7XTMacy+PFtyjlquxsL2CxHkZILVetasziBgwinAzwQTcwsygE1DgH0fAnr60I2YllGjQex770MskDYB2WfWLKgCAzlVRcjfyQQZPm/6OYZWG/rC/67Sq9EkqghTsl6h1aDKUKlpBS8pfV7vvQf70FBJGaJOh9jp06FPpwcrS1PN1v7wLufEfF6br8fpTQ85VkQIIYQQYlnM/1N6QojFUZl4AhYARGdZ94qLPMYGLLv6DThXYjrOdkqsHtUYE1qV55qrNRjxyV+38clft6HRG7hmWyrnfv2Yz2Zs28qxkpJhNIp4dCWJ6axnkCNcvEtojdHpOcDlZdJzBBnQfwVQqaP0LGLWqjb3ZW5yjriZjKzUfM4VEUJI0YWnh2PGqRkwikZJOTJBhjmt56C2Z21OlZUx7hWA0QeBUBOtXLu0FFjREUh9bJp8QgAk/fgTNA8eSMpw7tcPzj26c6qIkBcTBAEfNvoQI6qP+Nd/axDTBXY69tWB5et6olwdTynlEcKNIJfD/+c5UEpsatXFxSHuo48gGqW9XiTsZDIBbYdWhUzGPhn+8bVkRNxM5lgVIYQQQojloAYsQgh3Ssan74rTgBWVbb0Tjox5eSi4yzZ1yK6BCZ5mNyG5TMAn3arh14F1YaPg+yNpw6UoDPr9AhKzpD0VbQ0cWraEwpPtxmzWnr0wSnyyvKTFPUxHXpaW6WylRiU0/erqH8Cxb/hk9V4EVO/NJ4uYNRtbBao282U6K4rAnZOxnCsihJCiSclPwdSjU5Gry5Wc9XnTz9E6sDWHqsowhQro+B9g2HbAwQSvfeJvAktbAXe28c8mZV72iRNIX7dOUoaqXDn4fP4Zp4oIeTVBEPB+w/cxuub/r2hzzfNGzYRWzJk6uQau7dne8xJiKnIXFwQsXAjBTtpDbbmnTiNlyRJOVREW7v4OqNdZ2qTZkxseQpuv51QRIYQQQojloAYsQgh3JTEBy5obsPJv3QIMDJOblEqoa9bkX1AJ6FPPH1snNoefc9HXUBbF9agMdJ9/Bpcj07jmWhpBoYBznz5MZ43Z2cg+fIRvQSbGvH5QACo19OJbzIvc3wfseYdPVpcfgLpv8ckiFqFWG3/ms3fPxEGnpcmAhJCSVaAvwPRj0xGXGyc5a3zt8Xiz8pscqiIAgArtgEnngEqd+Gdrc4Cto4E97wE6y2rmJ+ZLn5aG+M+/kJQhKJXw/+VnyCQ2CBBSHIIg4J3672BcrXGACIRGvgG5yHbvDAAuBu7B9EuTcSPpBr8iCeFAXaUy/L77TnJOyoKFyDl7lkNFhFXDbiFw9rJlPp+bocGFnU84VkQIIYQQYhmoAYsQwh3reiRaQViIdf2gbY0akKn5NjCVpFoBztg1rQUah7hxzU3J0WDw7xew5nwkRFHkmm1JnPv1ZT6bsc1yphcY9EY8vs425tyvogscXE38dyjqArB1FCBx/RIAoMW7QNNJ0nOIRXH1sUdQdbbvk5o8PR5eTOBcESGEvJxRNOLzs5/jVsotyVm9K/TG1LpTOVRF/sbeA3hrc2FTt1zFP//KisKVhGn0ARyRRhRFxH/5JQwpKZJyvGbMgLpaNU5VEVJ0giBgWr1pmOg0AwGZVZhzkuyjEOZzGnn6PEw6Mgm3k29zrJIQ6Zy6dIb7hAnSQkQRce9/AF18PJ+iSLEplHK0HVJVUsbtkzFIeJLJqSJCCCGEEMtADViEEO5UjCsIVYaiNz5EZ1tvA1b+VcYGLAtbP/giHg42WDu2CYY2lTbm+p/0RhFf7AzDh1tvoUBXNqe/2JQrB9uGDZjO5l24AG1MDOeKTCP6bho0eWwjzk2+fjD1MbBhEKDnMAWi7hCg/VfSc4hFqtU2gPns7RMxZboZlRBSshbdWISDkQcl54T6heKr5l9BEAQOVZF/EYTCpu6xRwGPyvzzE24BS1sDd3fyzyZlRub2Hcg5clRShkObNnAdNpRTRYQUn15nhMOVCpIyzpTbClEofD2fo8vBhCMTEJYaxqM8QrjxfHsa7Js3k5RhyMhAzDvvQNTSus3S4l/FFdWa+7IHiMDxtfdh0HN4CJEQQgghxEJQAxYhhLuSmIAVnxsPrcH63oCLBgPyb9xgOmtX3/IbsABApZDhmz618F3fWlDK+X7ItuVqDAYsPY+4jHyuuZbCpd8bzGcz/9rOsRLTeci4flAmE1Chvifnap6Tlwas6w/kp0vPqtQJ6Dmv8MNSUiYF13CHsyfbKoDU2FzEPczgWxAhhLzA7se78fut3yXnVHGtgp/b/AylTMmhKvJKvrWB8ScKG71502QBm4cD+z4E9Br++cSqaWNikPjtt5IyFF5e8P3+O2rkJKXq2oGnyElj/x74wPMikhyf/u3fZWuzMf7QeNxPuy+1PEK4EeRy+M2ZA4WPj6Scgpu3kPjjT5yqIiyav1ERto7sr8PT4nJx/VAUx4oIIYQQQswbNWARQrhjbsAyFn0ClggRMTmWMZGnODQPH8KYm8t01rZePc7VlK63mgRhw7im8HAoemNeUdyKyUTPBWdw4Ukq11xL4NS5E2R2dkxnM7Zvh2gw7+lhOq0BEbfYVpIEVHODrYMJ1u4AgK4A2PgWn9U7/g2BN1cDcvoQuiwTZAJqtWGfgnXruPX9/CSEmJeriVfx1Tnpkxo9bT2xsP1C2CvtOVRFikRlD/RZDPRdCpji1/3SUmBlZyA9kn82sUqiwYC4jz9mfp8MABAE+P34IxSurvwKI6SYMpPzJTUhaOT5uBC0+4X/LUubhXGHxuFB2gPmfEJ4U7i5wX/uL4CCbVPCM+lr1yJz715OVZHiUtsr0XKgtAmpV/ZFIiMpj1NFhBBCCCHmjRqwCCHcCTIBCoYmLKWheM0P0VnWt4Ywj3H9oKp8eSjc3DhXU/oahrhhz7QWqBvowjU3NVeLIcsvYuWZiDK1iktmbw+n7t2Yzurj45F7/gLniviKvJUCvYatSaxyIy/O1fyXKAI7pwBR56VneVQGhmwp/GCUlHlVm/syNzxH3ExGVmrZnARICDG9qKwovHP8HeiMOkk5arkaC9otgI+9tMkJhFGdQcCEk4B3Lf7ZcdeBJa2Ae3v4ZxOrk7ZqFfKvXJWU4T5xAuybNuFUESFszm4Nl7SG62rAAeSrsl/63zM0GRh3aBzC08OZr0EIb3b16sH7o48k58R/8SU0jx5xqIiwqNjAC8E13ZnPG/RGnN4UXqbuwRJCCCGk7KIGLEKISahYGrCMNhDEoq8DiMq2vvHF+dfYbizbNbCO9YMv4uOsxqYJTTG4cSDXXINRxH/23MV7m28iX2vek514cu7Xj/ls5l/bOFbCXzjj+kG5UoZydUy0fvD4d8CdrdJzHH2BoX8BdtbXaEnY2NgqULWZL9NZUQTunY3nXBEhhBSuQZp6bCoyNBmSs75v+T1qeNSQXhRh51EJGHsEaDSOf7YmE9g0BDjwKaC3vtXyhI+C+/eRNG++pAzbevXgOWUKp4oIYRMVloqIm2zTmgEgzTYed3xOvfbr0jXpGHtoLJ5kcJi+TAgnrkOHwKkb28OAz4h5eYiZ/g6MeTRFqTQIgoBWgyszPXD9TFRYKiJusH8fJIQQQgixFNSARQgxCaWacQ2hoejr5qKyrKsBSxRF5glYtvWstwELAGwUcnzfrza+61sLSnnRm/SKYvv1WPRfcg7RaWXjJo5t3bpQlS/PdDb78BHo09M5V8SHJk+Hp2FsayVDarpDZSttJP4L3VgPnPpReo6NMzB0G+DCtwmRWL5abfyZz949GweDgf0JfEII+SeD0YCPT3+MiMwIyVnv1H8HHYI7cKiKSKZUA93nAAPWAGpn/vkXFgF/9ACy4vhnE4tm1GgQN+NDQMc+TU9mbw+/n36CIHH9FSFSGPRGnN4sbSrV2XJ/wSgr2mv3tII0jDk0BpGZkZKuSQgvgiDA9+v/QFWhgqQc7ePHSPj6G05VkeJycrdF015s9xOfOb35IXSMk+sJIYQQQiwFNWARQkxCpWa7wVmcBqzobOtaQaiPi4M+kW2CjzVPwHreW02CsHF8M3g5Fv3PSVGExWWh18IzOPvI+p/EEgQBLm+wTcESdTpk7dnLuSI+Im+lwKhnG2VeqZE352oARJwCdr0tPUduAwzeAHjTBBDyb64+9giqzjYVLS9Ti6e32ZoWCSHkRRbeWIhTMa+fzvE6fSv2xeiaozlURLiq3guYcBoIaMQ/O/oisLRV4esnQv4r+dd50IRLa1rx/uJzqALYG9YJ4eHmsWhkJLI/8PXY7QZinR8W60xKfgrGHhqL2JxY5usSwpPM3h4B8+dBsLOTlJO5fTsyduzgUxQptlptA+AV7Mh8Piddgyv7IvkVRAghhBBihqgBixBiEkrGkcRKg7rIX2ttDVh519imX8k9PKAMCuJcjflqEOyKPdNaoGGwK9fc9Dwdhq24iGWnnkAU2Rp5LIVz796AnO3vaMZff3Guho8njOsclGo5gmu68y0m+SGwaShgZH9aHwAgyID+K4GQUD51EatUq20A89mw0/SBDCGEj/0R+7H89nLJOY18GuGLpl9AEPhOPCWcuAYDo/YDodP5Z+cmA3/2Bs7MLdyVS8q03AsXkbZ6taQMx06dCt/3EFKKcjM0uLI3kvm8TqbF+ZAdTGcT8xIx9uBYJOayPehHCG82FSrA9+v/SM5J+M/X0DyhNZulQSYT0HZYVQgy9tfqN45EIT0hl2NVhBBCCCHmhRqwCCEmwbyC0Fj0yUZxOXHQSW1wMCOsDVh29eqVuQ+pvJzUWD+uKYY1DeaaaxSBb/fdw9sbbyBPq+eabU4UHh5waNOG6azm3j3kh4XxLUgivdaAKMb1g+XrekKhYvt+9UI5ycC6/kBBpvSs7r8A1XpIzyFWLbiGO5w9bZnORt1NQ1ZKPueKCCFlzd3Uu/jy7JeSc0KcQjC3zVwo5UoOVRGTkSuBjv8BhmwDbNmmML6UaASOzAQ2DuHzWopYJENWFuI++URSI57c0wM+s2aWuffJxPyc++uRpHVb1/0PI8cmnfl8TE4Mxh0eh9R8mnxLzINz9+5wHTpUUoaYl4fYd9+DsaCAU1WkODwCHFGvYyDzeaNBxKmND63+4VdCCCGElF3UgEUIMQkV8wSsojdg6UU9EnISmK5jjvKvsjVg2ZaR9YP/pFLI8HWfmvixf22oFHx/nO2+GYd+i88hKpV9TYC5Y11DCACZ28xrClb0/XTotUams1zXD+rygY2DgYyn0rNafgA0HCU9h1g9QSagRkvG1ToicPdMHN+CCCFlSkp+CqYfn44Cg7QPwJxtnLGw/UI42zhzqoyYXKUOwMQzQGBT/tkP9gK/twES7vDPJmYv4ZtvoI+Pl5Th9+23ULjynZhMSHHFP8rAw0sSpk85anHT75jkOiIyIzDh8ARkaqixlZgH7w9nwLZOHUkZmgcPkPjDD5wqIsXVqHs5OHkUfYvFP8XcT8ejq0kcKyKEEEIIMR/UgEUIMQmlWsF0TlWMBiwAiMqOYrqOuTFkZUETHs501q5BA87VWJYBDQOxZUIz+Dqzv/F/kfsJ2ei58AxOPkzmmmsuHFq1gtzTg+ls1r59EHXmM30u4gbb75GNvQIBVTl9MGM0AtsnAjGXpWfV7A+0+1x6Dikzqjb3gUzBNuHh3rl4GAxsDYyEkLJNZ9DhvRPvISFX2gMRCpkCc9vMRbAT38mmpAQ4+wMj95hmJWHaE2B5B+DGBv7ZxGxl7d+PrF27JWW4DB4Eh1atOFVECBvRKOLM1keSMroOqY/Rdfg8lPMg/QEmH5mMXB2t/SKlT1Cp4D/vV8glNspmbNyErP37OVVFikOhkqPlwMqSMs5uCYe2wHq3DxBCCCGk7KIGLEKISTCvIDQUr4nGWhqw8m/cYFqxINjaQl21Kv+CLEydQBfsntYCTcrxXYOSma/DyFWXsOj4I6sbjS0oFHDp3ZvprCEjAzmnz3CuiI3RKCLiVgrT2XK1PCCXc3opdOw/wN0d0nMCmwK9FwG0LoUUg62DChXqeTGdzcvSIvIm298hQkjZJYoivr34La4nXZecNbPZTDTyacShKlIqnq0kHLwJULvwzdbnAzsmAnveBfQavtnE7OgSkxA/c5akDFVwMLxnzOBUESHswq8mIikyi/l8UHU3lKvjiWn1pmF0zdFcarqVcgtTjk5Bvp5WkJPSp/Txgf/PcyTf+4j//Atoo6zj3rClCanlgXJ12B7sBIDcTC0u7YngWBEhhBBCiHmgBixCiEkoS2AFIQBEZVnHm+w81vWDtWtDUCo5V2OZPBxssHZsE4wKDeGaK4rATwcfYPK6a8jRWNeTWc79JKwh3LWLYyXsEh5noiCHbRpXubqefIq4uRE4M1d6jlt5YNB6QMl3mhspG2q09GM+G3Y6lmMlhJCyYNODTdgWvk1yzthaY9G7IltDODEzVboUriQMMEEz3ZWVwMrOQIZ1vPcj/yaKIhK++grGTAkr0uRy+P04GzI7O36FEcJArzXg/PbHzOdlcgEtBlSCIAgQBAHv1H8HI6qP4FLb1cSreOf4O9AatFzyCJHCvnlzeL49TVKGMTcXse++B6OW/kyXhhYDKkGhZP+I8daxGKTG5nCsiBBCCCGk9FEDFiHEJFQ2JbOCMCY7huk65ib/6lWmc3YN6nOuxLIp5TJ81bMG5g6sAxsF3x9x++8koO+is4hIsZ6R/Tbly8O2PtufoZxjx2DIYn+il5cnN9nWDyqUMgRW5zAxLeYKsOtt6Tm2rsCQrYC9u/QsUib5VXKBqw/bB47R99KRmZzHuSJCiLW6nHAZsy/NlpzTLrAdptWT9qEbMTMugcDIfUCzqfyz464DS1sBj47wzyalLmvXLuScOCEpw2PCBNjWqcOnIEIkuHksGjlp7FP76rQPhKuP/f/+WRAEvN/wfQytNpRHeTgXdw4fnPwAOiPbg0yE8OQ+YQLsmzeXlFEQFoakOXM4VUSKw8ndFg26hTCfF40iTm54YHVbBwghhBBStlEDFiHEJFhXECqKOwHLClYQilot8m/fZjprW78B52qsQ996Adg2qTn8XWy55oYn5aDXwjM4dj+Ra25pcu7bh+mcqNUi6+BBvsUUtwZRRMQNtgaswOpuUKrYvk/9T1YcsHEIYJC4EkeuKpx85V5BWg4p0wRBQPUW7FOw7p6J41gNIcRaxebE4v0T70MvSpsKWtGlIr5r+R1kAt2SsDoKFdD528LXNmpnvtn56cDa/sCJ2YDRyDeblBpdUhISvv1OUoa6Zk14TJrIqSJC2OVlaXH1wFPm83bOKjR8QTODIAj4sNGHGFRlkITq/t/x6OP47PRnMBgNXPIIYSXIZPD7cTbkHuyr7AAg/c81yD5CTdqloV6HILh4s0+fjH+UiQcXEzhWRAghhBBSuuhuJyHEJFSMDVgqY/FWb0VnR1v8DaOCu3chahgaOGQy2NalJ3xfpqa/M3ZPa4HQinwnCmUX6DHmjyuYdyQcRqPlP6Hl1LkzBJWK6WzWrt2cqymetLhcZKUUMJ0tV0fi+kFdfmHzVQ6Hm0S9FwHB0p74JAQAqjb1hZxx+t+9c/Ew6OnDbELIy+Xp8vD2sbeRrkmXlONs44z57ebDXmn/+i8mlqtqd2DCKcCvHudgETjxHbB+AJCXxjmblLTC1YMzYZQwWVdQq+H3448QlEqOlRHC5tLuJ9AVsN+jat6vIlTqF0+UFwQBnzb5FG9UeoM5/3n7I/dj1vlZMIr0HoCULoWHB/x/+hEQBEk5cZ9+Bl1sLKeqSFHJlTK0GlRZUsa5bY+gyaOpfIQQQgixDtSARQgxCeVLbhi99lwxJ2DpjDok5SUxXctc5F29xnTOpkoVyB0cOFdjXdzsVfhjVGOMb1Wea64oAnOPPMS4P68gM9+ybxDInZzg0K4d09m8y5dL9ebWE8bpV4IAhNSW0JgnioVrB+PY/u7+TdvPgNoDpOcQAkDtoESF+mzNhfnZOua/U4QQ6yeKIj4/+zkepj+UlCMX5JjTeg4CHQM5VUbMmmsIMPog0HAM/+xHh4GlrYFYDq/HSKnJ2r0bOcePS8rwmvEBbMqX41QRIexS43IkTZX1Ke+Myo29X/k1giDgi6ZfoFu5bszXed72R9vx0+WfaP0XKXX2zZpJnmRozMpC7HvvQ9RZ9n06SxRYzQ0VG3gxn8/P1uHiziccKyKEEEIIKT1m1YAlCIKjIAh9BUGYLwjCEUEQIgVBSBcEQScIQo4gCPGCIFwWBOFPQRCmCYLA9xN1MycIgpMgCO0EQfhYEIRtgiBcEgThoSAISYIgaP77axQjCMIdQRBOC4LwuyAIYwVBqC0IgsQ9S4QUj8qG7Y9ccRuwAMtfQ5h3ne1DA7v69TlXYp0Uchk+7VYN8wfXg1rJ98fe0ftJ6LXwDO7Fsz+xbQ6ce/ViPpu5ew/HSoon4mYK0znfii6wdWCb+gUAODsPuL2Z/fwzdQYDrWZIzyHkOTVa+jOfpTWEhJCXWRW2CoefHpacM6PRDDT1bcqhImIxFDZAj1+AvksBBd/14MiMAlZ2Bq6sKmyQJxaFx+pB+xYt4PrWW5wqIkSac9seSfpW1OLNShCKMAFILpPj2xbfon1Qe/aLPWftvbVYcmsJlyxCpPCYPBl2DRtKysi/eRNJv/7KpyBSLKH9K0HJ+HkAANw5FYvkqGyOFRFCCCGElA6zaMASBKG+IAhrAKQA+AvANADtAQQDcAGgAGAPwAdAQwDDAMwH8Pi/DVlDBUFgG7dj5gRBkAmC0FkQhO0AUgEcBfA9gH4AGgGoBMATgAqFv0b+AGoAaAFgHIBlAG4CiBME4QdBECqU/P8KUhYpWVcQGoq3ghAAnmY9ZbqWORBFEfmME7DsGlADVnH0quOH7ZNDEeRmxzX3aWoe+i4+ix3XLXfMuUOLUMhdXJjOZu7aVSpPy2anFTDfmClfV8L6wQcHgCMz2c8/E9IS6Dlf8oh9Qv7Jt6IzXH3Yvs/F3E9HRlIe54oIIZbuQvwFzLs2T3JO34p98VZVapQos+oMAsYeAdw4P0dn0AJ73gF2TgG09DPMUoiiiISZs2DMzGTOkDk7w/fbb4vUsEKIqUWFpSIqjH0taqVG3vAu51Tkr1fIFPix1Y8I9Q9lvubzFt9YjHX31nHJIoSVoFDA7+c5zPennklbsRI5Z8/yKYoUmYOrDRr1YJ9IKYrAifUPIBqpqZ4QQgghlq1UG7AEQfAUBGE1gCsAhqKwiai4GgJYA+CGIAgtOZZX6gRB6A4gHMABAH1Q2IjGygvARwDCBUHYLggC+3gEQoqA9YkXpglYWZY7AUsbEQlDejrTWVuagFVs1XydsGtqKFpVltCA8wIFOiPe2XQDM3eFQas3cs0uCYJKBadubCsMtE+eoCDsLueKXo91+hUAlKvjwXYw6T6wbSwAiTeD3CsBA9cACglTuAh5CUEQpE3BOk1TsAgh/y8+Jx4fnvwQRlHa65s6nnXwedPPqVGirPOpCYw/AVTtwT/7xjpgRScgjdbXWIKsPXuQc+yYpAzfr76E0pt93REhvBgNRpzd9oj5vFwhQ9M+xW9OVclV+LXNr2jk04j52s/74dIP2PV4F5csQlgpvb3h9+NsyTlxH38MfRp7UyRhU7tdANz87JnPJ0Vm4f6FBI4VEUIIIYSUvFJrwBIEoTmAWwBGAOBxF7YGgJOCIHwpWPhdXUEQ3P47EWwPAN5rFgUUNnOFCYIwmnM2If+jUrP1C7I0YFnyBKx8xvWDSj8/KH18OFdTNrjYqbBqZCNMbsN/IODqc5F4a9kFJGYVcM82NefeEtYQ7trJsZKiibiZzHTO3d8BTh4M62/y0oANgwCtxHHotm7AkC2Arau0HEJeoUpTH8gZV67eOx8Pg87yGkkJIfxpDBq8d+I9pGvYHhZ4xsvOC7+2/RUqOTUeEwBqZ2DgWqDDLEDgfEsq8TawtE3hxFJitvTJyUj45ltJGY6dOzM/QEIIb/fOxSMtLpf5fJ0OgXByZ1vRqlaosaDdAtT2rM18/ed9efZLHIuS1hxJiFQOrVrBfewYSRmG5BTEf/pZqUxsL8vkchlaD64sKeP8jsfQ5us5VUQIIYQQUvJKpQFLEIS+AI6jcKUg12gAswCsEQTed/JKxn9XBF5G4UQwU3IGsEIQhGWW+mtFzBvrCkKWBqzIrEima5mDPMb1g7YNGnCupGyRywR82KUqfhtSH3Yqtj+rL3PlaTp6LDiDSxGW9aSdunZtqIKDmc5m7d0HUV9yN0cKcnWIfZjBdLZcXYbpVwY9sGUkkB7BdM3/kSkKJ1+5sY9kJ6Qo1PZKVGzANhGiIEeHJzfYGhwJIdblh0s/4E7qHUkZNnIbzG87Hx62jNMniXUSBKDFO8DwXYA938m00GQWNs2f/BEwUkOxuRFFEfESVw/KXV3h8+UXHKsihJ22QI+Lu9gn79k6KtGgM9v78Gfslfb4rcNvqOpWVVIOABhEA2acnIFL8ZckZxEihef06bCtU0dSRs6JE0jfsIFTRaSo/Cq5onITb+bz+VlaXNkfya8gQgghhJASVuKNN4IgdAawEWzrBotqCIClJsw3CUEQ/FDYmMZ76tWrjAWwuASvR8oIJWNTi9KoLvaZmOwY6I2W+WRM/jW2Biy7+vU4V1I2da3lix1TQlHOg3089oskZ2sweNkFrDgTYTFP2wmCACfGKViG1FTknj3LuaKXe3onFaKR7de1fB2GD/kOfQZEnGS63t90+wkIaSE9h5AikLKGMOx0LMdKCCGWaHv4dmx9uFVyzszmM1HDowaHiohVKtcSmHAaCGzKOVgEjn8LbB4GaCROLyVcZe3Zi5yjRyVl+Hz5BRTu7pwqIkSaaweeIj9bx3y+cc/yUNmyTZB/npPKCUs7LkUFZ+mTvrVGLaYdm4bbybclZxHCSlAq4f/Lz5A5OUnKSZr9IwoePuRUFSmq5v0qQsX4cDYA3DwajYzEPI4VEUIIIYSUnBJtwBIEoRyK1nwVD+A7AK0BuAOQA7ADUBnAcABFmSc/VhCEKezVlixBEOQAtgIILMKX5wBYjsJfi2oAPFD4a2QLwB9ACwAfAThTxMtPEARhXHFrJuRVBJkApU3x32ipDMVvwNKLesTmWN6HxYacHGgjI5nO2tanCVi8VPZ2xI4poWhXlW1azMsYjCK+3nMXb2+8gVyNZTQIOvfsyXw2c+cujpW8WgTjdB4HNxt4BDoU79DVP4CLS5iu9zeNxgENafMvKTk+5Z3g5sfWXBr7MAPpCexrVAghli0sJQzfXPhGcs6oGqPQo3wPDhURq+bkC4zcAzSdzD/7/h5gWXsg5RH/bFJs+uRkJH4j7XuLY6dOcOzShVNFhEiTnVaAG0ejmc+7+tqjeqgvt3rc1G5Y1mkZAh2Lcmv51fL0eZh0dBIepdP3T1J6lP7+8PtO2spaUaNB3PsfwKjRcKqKFIW9sw2a9GafMWA0iDi7jb7/EEIIIcQylVgD1n8bjDYCcHnFlxlR2HhVQRTFz0RRPCWKYpooikZRFPNFUQwXRXGNKIpdATQBcO81l/1ZEITaXP4HmN7bAJq95msMAP4DIEAUxXH//bW4L4pi6n9/jQpEUYwTRfGsKIo/iqLYEkAjABeLcP2fBUHgvRKSlHEsDVgKoxKCWPxvTU+znhb7TGnT3Hvdt7AXkzk6wqZSRc7VlG3OtkosH94Qb7evxD1798049F18Fk+Sc7hn86YKDIRt/fpMZ7OPHoUhx/T/G/VaA57eZVvvWL6OJwRBKPqB6EvA3veZrvU3IS2BLt9LzyGkGARBQI2Wfsznw87EcayGEGIp0gvS8e6Jd6E1aiXlhPqHYnr96ZyqIlZPrix8rdR/FaAqZrP866Q8AJa1BR4U5Tk+YiqiKCJ+1iwYpKwedHGBz1dfFu/1PCEmdGHHYxh07KtOQ/tXhEzO99a8p50nlndaDh976bd4MzWZmHB4AmKyYzhURggbxw4d4DpsmKQMTXg4kub8zKkiUlQ1W/kX/yHI50TeSkFUWCrHigghhBBCSkZJTsCaAKDxK/67DkC//zZe5b8uTBTFS//NO/6KL7MBsKhYVZYCQRDsAHz6mi/LBNBaFMWvRFEs8h0rURSvoHAi1sLXfKkjgI+LmktIUSgZRw0rDTbFPhOZGcl0rdJUcPcu0znbunUhyEp8g6zVk8kEvNexMn4f1gAONtJXADzvYWIOei88i0NhCVxzTcG5F9saQlGjQfahw5yr+beY++nQawxMZ8vVLcb6wZwkYPNwwMi+TgIA4BIMDPiz8INFQkpYlSY+UCjZfl7cPx8PvY7t7xohxDIZjAZ8eOpDxOfGS8oJcgzCj61+hFzGvnaElFE1+wHjjgEeVfjmarKADYOAkz8CRvZmCcIua+8+5Byh1YPEeiRGZOHhpUTm84HV3RBcwzR/nv0c/LCi0wp42HpIzkrKT8L4w+ORnMc2hZoQHrxmfAB19eqSMtLXrEH2iRN8CiJFIpPL0HqwtNd0Z7aEw2Cg126EEEIIsSwl8gm+IAguAL5+zZeNFUVxZ3FyRVHMAdATwJ1XfFkLQRAGFSe3FLyJwjWCL/OsOe0sS7goinoUTtha/5ovHSkIQvH3vxHyEio1WxOL0vC6LaX/ZokTsArusk3AUteQdtOBvFqnGj7YMSUUFTzZVne9TLZGj/FrruLHA/dhMIpcs3ly6toFgpKtWShzl+nXED65yXbj18ZOAb+KzkX7YoMe2DIKyJb2ATRUDsDgjYCdm7QcQhjZ2ClRsSHbelVNrh6Pr9EHLYSUJYtuLMKF+AuSMmwVtpjbdi6cVE6cqiJljmeVwiasGv04B4vA8W+BzcOAgizO2eRV9CkpSPz6dbcEX82xY0c4du3KqSJCpBFFEWe3hTOfFwQg9A3TTjUPcgrCkg5L4KhylJwVnR2NCUcmIFPDPsGOEClkKhX85/4CmZ2dpJz4Tz+DPpne45Ykn/LOqNqMfSJfekIe7pyI5VgRIYQQQojpldQIlUkAXvXp4zpRFP9kCRZFMRfAQBQ2Kb3M66ZLlbbX3VlcJoriMSkXEEVRBDAZwKvmtjoD6CDlOoQ8j2UFIQAoDcXvA7TMBiy2CVhSn/oir1fRywE7p7ZA15r8N7MuPvEYI1ZeQlqutNU+piJ3doZDm9ZMZ/MuXoQuwXRTvoxGEZG3UpjOhtT2KPp6hyNfAU/PMF3n/wlAv2WAN/19JaWrRkt/5rNhp+lGJyFlxbGoY1h2e5nknJnNZqKya2UOFZEyzcYB6L8S6PojIOM7mRb39wDL2wMp7M0TpHgSvvmWVg8Sq/LkRjLiH7H/ma4W6gd3f87rVl+gilsVLG6/GLYKW8lZ4enhmHp0KvL1r11aQYhJqIKD4f3FF5IyDGlpiPv0M4g0DbNENe1TgfkzAgC4tCcC+dnmeQ+VEEIIIeRFTN6AJQiCCoXTl14m5//Yu+/wqspsDeDvPjW9kUYCSYDQpVep0ixYGXu7trGLjqJYEVTsHaxj770rKk2UJr1JJyEQCOm9nbrvHxlnUFLX/k7aeX/PM88dc85ae10Hkpy917cWgDuMXEPX9R0A5tfzln6aprXmo3Jj63nNA2Cuiov8Z3XhMw28TfbUnagWNuEKQptkBWFphuhaLcVbXQ1Heroolg1YzSPEbsFLFw/GPVN7waT4Xv+Kffk4ff4KbMksVptYkTDhGkLoOkq//15tMUfJTi9BVZlsJWDXAY1cP/jHl8Dqhrb2NsLE+4BeU43nITIorkuY+AHPkX0lKDxSobgiImptMkoycO+Kew3nuaT3JZjalT/7SBFNA0ZcC1y+AAjtqDZ3/h7gtYnA7p/U5qVjlC1dirKfjP17jpt1HyzRxlepEang9Xjx+9eyezlAzUHF4ad3UVhR/QbGDsRzE56DRUEz6+a8zbjj1zvg8so+kxMZFX7WmQibauwRT8Xy5Sh67z1FFVFjBIfbMXRqijjeWeXGmm/l33eJiIiImltzTMCaCqC+ESKv6bpucMcPAOAJAI56Xr9KwTWU0zQtDkBkPW9Zr+jfz58aWvPYW+G1yM9JT7fYvE0/nZdTmYNKV6Xoei3BsWcP4PE0Oc4UFgZronyaCTWNpmm4Zlw3vP/PEegQ3PTVmPU5XFyFc19ZjY/XHlSaV4WQ8eNhCm/kur6/KfnmW9QMXVRv/2bZqHiz1YTOfRqxBjB3F/DNTaJr/EXffwBjZxjPQ6SApmnoOzZBHL9zlcpfQ4motal0VeLWZbei3FVuKM/g2MG4behtiqoiOkrSCODa5UBKfefWBBylwEfnA8seBzgJwyc85eXIfuBBQzlCp0xG2FQ2dlLrsXPVERTnyO89DT4pGcHhTT90aMSohFF4YtwTMGnGHwP8euhXPLDqAZ995ieqj6ZpiJ8zB5YEY43ZuU89jepduxRVRY0xYGJnhMXIp/FtX5GFvMwyhRURERER+U5zNGBdXM9rOuqfXNVouq7nAPiknrecpmma7GmybzX0RGy5yovpur4dQGE9b2FnByljDZCdsIu3yR4UZ5ZliuJagpH1g1y90PxGdYvG9zePwYDOEUrzOj1e3PXlNtz5+VZUu5rekOcrJpsNYaecLIp17N0Lhw9uZOm6jvQtsvWDnXtHNdwQWl0KfHIx4DI47afjAODMF2umNhC1Ej1GxMNik/3av3tNNjwePpgmao90Xcfc3+diX/E+Q3miA6Px1PinYDVZFVVG9DchMcClXwNjfNDkt+wR4NNLa34XJKXynnkW7pwccbw5PBzxs2fz8y+1Gi6nB+u+3y+OD4m0Y+DkzgorarwpyVMw5/g5SnJ9k/YNnt34rJJcRE1lDgtD4pNPAib5Yy3d5cLhGbfDW8WVms3FbDVhzDmp8gQ6sOLTvWz+JCIiojbBpw1YmqYFADi1nres1nVd/sn1WB/W85odwOkKr6VKcAOvy+9W1S27ntdkO2qIamEVriCMt8oasPaXqvx24lvV24UNWL05pK6ldAwPxKfXjsTFI5KU5/5kfSbOfWU1DhW1nilu4dI1hKiZgqVaYVYFSvNkN8e6DGhgZYmuA19fDxQYewCN4Fjggg8BW5CxPESK2QMt6D40ThRbVerEwT8KFFdERK3Bl3u/xHfp3xnKYdEseOaEZxAT1MhVv0RSZgswefZ/ftcKVZt71/fA65OA/L1q8/qxyo2bUPTRR4ZyxM2axdWD1Kps++UQKkqc4viRZ3WDxSa7T6bCtO7TcPvQ25XkeuuPt/DO9neU5CJqqqAhQxB93XWGcjjT0pDz+OOKKqLGSOkf3bjp9HXI2luMfRtyFVZERERE5Bu+noA1BkB9s0W/Uny9JQDqO7Y4RfH1VGjoaXuJD65ZXM9rPPpBytiEKwijLbGiuAMlB0RxLcHIBCxqOXaLGQ9P64cnz+kPu0Xtj9Bth0tw+vwVWL5XtmZPtcBBg2DtLDudW/LD99DdbqX17N8i+/eiaUCX/g08uFn5XM2DNyPMNuD894HwTsbyEPlI37HyIadcQ0jU/uwu3I1H1z5qOM/tw27HoNhBCioiaqRepwJXLwE6GJiiUJv8PcBrE4HdP6nN64e8TieOzJpVc8hBKGTyJISdytWD1HpUV7iw8Wf5PafY5FD0GCY7EKHSZX0vwzX9r1GS66n1T+G7NGON3ERS0Tdcj8CBAw3lKP74E5Qt/UVNQdQgTdMw5pzu0EzyyZarvtwHl7P1bBAgIiIiqo2vG7AmN/D6YpUX03XdDeDXet7SGhuwGhop4Iu1iRH1vMYRB6SMdAVhlFl2yvVAadtowNJdLjj27BHFBvRlA1ZrcO7Qzvji+lHoFFlfj3HTFVW68H9vrsWLv+yD19uyY7U1TUP46bLBkZ68fFT8vkZpPfuF6wfju4UjMNRW9xvSlwFLHpQVdbRTngCSRhjPQ+QjsSmhiO4sG3R6YFsBKkvlp/2JqHUpd5Zjxq8z4PA4DOWZ2mUqLup1kaKqiJogpidw9VKgh2xldp0cpcBH5wPLHge8XL8rVfDv1+BMSxPHm8PD0ZGrB6mV2fjzATgq5YeMRhtsOlDppoE34YKeFyjJdf/K+7H80HIluYiaQrNYkPDUkzCFGFvmcWTWLLgL+DikuUQlBKPfCfLDYeWFDmxedFBhRURERETq+boBa2Q9r5UC2OKDa9b3qa+jpmnqd0cZk4X6p2D54nhUfD2vtZ0dbtTq2YQrCMO0CFFcW2nAcqSlQXe5mhynBQbClpzsg4pI4rjEcHw/fQzG91C7ckfXgSd/3o1r39+A0uqm/zlRKfwM+ebekm+/UVZHWWE1cg+UiWK7Dqznf5/iTODzKwHd4AO2gZcAQy43loPIxzRNQ+9RshW/Xq+OPWvr22BNRG2FruuYs3qO4d+bu0d2x+zj2SBBLSggHLjgI2D8XepzL3sE+OQSoLq+AetUG0daGgpefdVQjrj77oUlhmtNqfUoL6rG1l8OieO7DIhGQvcIdQUZpGka7h5xN07teqrhXG7djRm/zsCWPF/c4ieqn61TJ8TPnm0oh6egAEfunw3dwNRGapphp3ZBQLBVHL/xpwMoK6xWWBERERGRWj5rwNJq7sQOrOctm3Xf/Ga7oYHXW9V+BF3XXQDqGxMyVuX1NE07DkB9y7ZXqLwe+TercAVhCMJEcftL97eJD8zV24XrB3v1gmaW/Tsl34gIsuHNy4fh5kndledetCMHZ8xfgd3ZssYjFWwpKQgcMEAUW7ZoMbwVFUrqyNgqm34F1NzsrpWrGvj0UqDS4EnHjgOAU5+q2XVI1Mr1GB4Hk0X2Z3XnqiNt4mcsEdXvk92f4OeMnw3lCLWG4rkTnkOQNUhRVURCJhMw4W7ggg8BW6ja3Lt/AF6fBOTvVZu3HdO9XhyZdb/osNGfgseNRdhppymsisi4dd/vh8clO7SjacDIM7sprsg4k2bCQ6MfwgmdTjCcq8pdhRuX3Ij04nTjhRE1UfjppyH8zDMM5ShfsgQlX36pqCJqSECwFSPO7CqOd7u8WP3lPoUVEREREanlywlYXVD/+rytPrpuQ3kH+ui6RvxQz2vDNE2TjSuo3Zn1vOYFsEjhtcjPSVcQWjw2BJgDmhxX5ixDsaNYdM3mVL1zpyguoA/XD7ZGZpOG26b0wBuXDUWY8M98XTIKKnHWiyvxzebDSvM2RZhwCpZeVYWyxWo2DadvzhPFdUgMRnhMHQ+Hf5wJZG0yUBWAwEjgvPcAq9pVlES+EhBsRdcBsokShVkV4kl0RNQ6bM/fjifWPWE4z6NjH0VSWGsbLE1+rdepNSsJOyg+FJG/B3htIrD7J7V526niTz5B1caN4ngtKIirB6nVKcquwM5VR8TxPY/viKiEYIUVqWM1WfHk+CcxJG6I4VwljhJcs+gaZFdwai41v7hZs2Dt3NlQjpyHH4EzM1NRRdSQPmMS0CFRvj5y7/pcZO0rVlcQERERkUK+bMBq6M6XT44R6rqeD6CknreoH1Ni3BsA6hoTYgJwr4qLaJoWDuC2et7yja7r/KRBytiEE7Bc1V7xQ522sIaweodwAlaf3oorIZUm9Y7Dd9PHoFe82tP3VS4Pbvl4Mx74bjtcHoOr8gTCpk4FLLLGspJvvzN8/eoKF7L2FItiu9TVaLL5Q2DjO/KiAAAacPYbQCTXglLb0ntUR3GskYdPRNSyShwlmPHrDLi8xtYbX9v/WozvPF5RVUQKxfQArl4C9DhFbV5HKfDRBcCKZ2t2hVOtXDk5yH3qaUM5Yv91C6yJiYoqIlLj92/SxX/1zRYThp/WRW1BigVYAjBv4jz0iOxhOFdOZQ6uXXQtiquLjRdG1ATmkBAkPvkEYGBrgLeyEll33gXd41FYGdXFZNIw9nxjj+lWfr4Pupe/mxEREVHr48sGrJQGXk/z4bXrm3nc6j756rpeDOC5et5ytaZpE41c4z8rIV9G3esHPQAeMXINor+zBggbsBwepISliGIzSjNEcc1F93hQvWuXKJYTsFq/5A7B+OqG0Zg2SP2Dg7dWZuCi135Hbmm18tz1sURGImTcOFFsxe+/w11gbMXfwe0F8ApvqHQdWEsDVu5O4Pv6epEbaeK9QOok43mImlmn3lEIibSLYveuy4HbyRvSRG2NruuYtXIWDpcbm6h5fMfjcf2A6xVVReQDAeE16wjH36U4sQ4sngN8dW3NGmv6C13Xkf3gQ4bWjwf074/Iiy9WWBWRcdn7S5C+STaNGQD6nZCI0KimT3dvbmG2MLwy+RUkhhi/j5Feko7pS6ej2s3vldS8AgcORMz0mwzlqNq4EQVvvKmoImpIYo9IdBscK47PzSjFvg25CisiIiIiUqMlG7B8eYS+vtytrgHrPx4E8Ecdr1kBfKlp2mhJYk3TLADmAbiwnrc9qev6ekl+orrYhOvYXA43ksNkU2UySjJEcc3FeeAg9MrKJsdpVivs3br5oCJSLdBmxjPnDcCDZ/aFxaR2fca6jCKcOn8F1u4vVJq3IeFnnCEL9HhQ+vPPhq594A9ZA1dIpB3Rnf82ztxZAXx2OeCuMlQTek4FxswwloOohZhMGnqOjBfFOqvc4pWgRNRy3tvxHn7J/MVQjtjAWDw69lGYTfLJAkTNwmQCJtxd04hlUzuZFls/Ad6eCpRyIuTRyhYuQvmSJfIEFgs6PvQgNAOTS4hU03Udv38lPztsCzBjyMkp6grysZigGLw65VVEBdR1brfxNudtxp2/3QmPlwc3qHl1uPpqBA0daihH3vz54s0F1HSjzu4Gs1X+iHL1V2lwu/i9hoiIiFoXXzZgxTXwui+Xwtd3N6yOfUQtS9d1J4CzAGTV8ZZwAL9qmvagpmkRjc2radowACsA1HcE5GcAsxubk6ixpBOwnNUepISniGJb+wpC6Yd4e/fu0Gw2xdWQr2iahv87PgWfXDsScWGySTN1yStz4MLXfsdrv6VDb6Y1KCETToApVPYAq3TBAvF1da+OgztkzWZdBsSgZvjjURbcAeTJJtD9V1RX4KyXax7uEbVRvY7nGkIif7E5dzOe3fCsoRxmzYwnxj+BDoEdFFVF1Ax6nQpcvRToYGy9zTEObwBem1DzfwmekhJkz33IUI4O/7wKAT17KqqISI2DOwpxeE+xOH7QSckICLGqK6gZJIcl46XJLyHIEmQ419LMpXh07aPNds+CCAA0sxkJTzwOU0hIw2+ui8uFwzNnwutwqCuM6hTWIRCDTkwSx5cVVmPr0kMKKyIiIiIyzpdPDxs6MmNsJ5E8t0XTtDAfXltM1/U0ABMB7K/jLWYAswAc0jTtDU3TLtM0ra+maTGaplk1TQvWNK2zpmnjNE27S9O0lQDWAhhRz2UXApj2nwYwIqWsduEKwmoDE7Ba+QpCaQNWQF+uH2yLhiRH4bvpYzC8i/FTpEfzeHU8vGAnrn9/I0qrXUpz18ZktyPs5JNEsVXrN8B1RNawkXugDNXlsv//ugyM/usXNn8IbP5AlOu/rEHA+R8AgRHG8hC1sIjYICR0jxDFHtpdhNICg1PkiKhZFFcX447f7oBbdxvKc/PgmzEkboiiqoiaUUwP4OolQI9T1OYtOwK8NRXY+pnavG1Q7lNPw5OXL463paQg+nquNqXWRffq+P1r+fSroDAbBkzsrLCi5tO3Q188N+E5WEyyifZH+2T3J3jjjzcUVEXUeNaEBMTfP8tQDue+NOQ9Y+wAAzXe4BOTERIpP7y64ccMVJXx0RYRERG1Hr5swKrveKxT13VfHiMoa+D1Vnt0V9f13QAGAqjvKXEwgCsBvI2atYW5AJwAygEcBPArgEcBjKonhwc1U69O0XW9xZ6iaZp2vJH/ADiupWqnhlltwgYshwcpYSmi2IOlB+HVvaLY5lC9U9iA1YcNWG1VbGgAPvjnCPxzjPoNuD9tz8YZ81dg55FS5bn/Luy008WxpQt+FMUd2C7r1bYFWv7aXJK7C/hBwcrAM+YDcfy7SO2DeAqWDuz+3ZeDbIlIBa/uxT0r7kF2hbG/r+M6jcPlfS9XUxRRSwgIr1lHOP4utXnd1cCX/wQWPwB4W+/nT1+qWLsWxZ8Za0KLf/ABmOxqJwYTGbV3Qw7yM8vF8cNO6yI+kNgaHJ9wPB4d+yg0aA2/uQHPb3we36Z9q6AqosYLO/10hJ58sqEche+8g4rVqxVVRPWx2s0Y9Y9Ucbyz2oN1P2SoK4iIiIjIIF82YAXX85r8U2zjNPQk2sAcWt/Tdb1U1/VLAAwH8B0AlXfzPKhp7uqr6/qDut7inSqrDP7n381fMjWWZtJEN52c1R6E28MRYY9oeqzXafhBk6/ouo7qHTtFsWzAatusZhPuO60P5l84CEHCxsS6ZBRUYtpLK/H5Bt+O3A4aOgSWGNkWX+kawoPCBqzOvSNhNv/nVxxnBfDZZYCrUpTrv0ZcD/Q7x1gOolak2+AY8YOhnauOQPdynQhRa/bO9new/PByQzk6BnfEw6Mfhknj2l1q40wmYMLdNY1YNtla7TqteAb45GLA0dA5wPbF63Qie/YcQzkizj0XwcOHqymISBGP24s136SL48NjA9F7tHzdd2txcsrJuHvE3UpyzV45G6sOr1KSi6gxNE1D/Oz7xfew/pR19z3wlPr+wCMBqUNjEd81XBy//bfDKMquUFgRERERkZwv76TWd4TN1zNBG9pXZPPx9ZXQdX2drutnAOgIYB6MNWJlA5gOoLOu65f8Z9IWkc9ZA5r+cNfj8sLr8ba7NYSuw1nwlpQ0PdBkgr1HD/UFUbM7fUACvr5xNLpG19ej3HTVLi9u/2wL7v5yG6pdHqW5/6SZzQibKlvfUr19O5wZGU2KqSp3IidDdqMrqe9Rgy4XzATydony/C/hKODEh4zlIGplbAEWpA6JFcWWFVTj8N5itQURkTLb8rZh3sZ5hnJYTBY8Nf4pRAREqCmKqDXodSpw9VKgQ3e1eXcvAN44ESjKUJu3FSt880049+8Xx5tjohF7x+0KKyJSY8eKLJTmV4vjR5zR9X+Hgdq4C3tdiGv7X2s4j1t349Zlt2JHgWwiPJGEJTISHR952FAOd3Y2sh+aq6giqo+maRh9jnwKlterY9WX8tWxRERERCr58hNhfU1Obh9etzH520QDlqZp8ZqmPQpgNYCbYex/r3gA9wN4RNO08SrqI2oMW4BFFOdyeMQNWAdKD4jifK16x3ZRnL1bV5gCAxVXQy2lR1wovr5pNE7sE6c890drD+KcV1Yhs9DgtKc6hJ16qji25IcfmvT+zB2FgHDATvKfDVibPwQ2vy9L8qeQOODctwGz1Vgeolao9yj56fydq7IUVkJEqpQ7yzHzt5lw68Y+ct825Db0j+mvqCqiViSmB3D1EqCH7GBBnXJ3AP+eAOw3NnmuLXBmZiL/5VcM5Yi/bxbMYWGKKiJSw1ntxrof5I2FMUmhSB0sO+DQWt048Eac08P4JOhKdyVuWHwDDpX5dnI30dFCxo5F5EUXGspR+t134qnu1DTxXcOROlT+PTRjaz4O7y5SWBERERGRjC8bsOrruvDNeI7/aehuc6t+iqppWpimafMB7AdwF4CuilLHALgcwDJN01ZqmjZRUV6iOknXGzmrPegS3kUU22obsHZy/SDVCAuw4tVLh+DOk3vBpKnN/cfhUpw6bzmW7spRmxhAQL9+sHbuLIot/WEBdL3xHVUHtxeKrtOhUwiCI+xA7i7ghxmiHP+lmYCzXwdC1TfLEbUG8d3CEREXJIpN35gHR5Wvz1QQUVPouo4HVz+IQ+XGHm5OSpqES3pfoqgqolYoILxmHeH4u9TmrSoE3jsLWPeG2rytiK7ryH7oIegOhzhHyORJCD1xisKqiNTYujQTVWUNLVWo2/HTukFT/QG/hWmahvtG3IdJSZMM5yqoLsD1i69HUTUbJKj5xN5+O2wpKYZyHHngQbhy1N9jo2Mdf1Y3mCzy76Mrv9gH3Ss8zUlERESkiC8bsOp7IiPryGi8hkbutNqnRZqmjQGwBcBNAAJ8eKlRABZrmva8pmm+vE5j6jDyn2uav2RqCmkDlqtaPgEroyRDFOdr1Ttk49btvXsrroRaA03TcP0J3fDulSMQFax2MGNptRtXvr0eT/68Cx6FNx40TUPY1KmiWGd6Ohy7G7f9VvfqOLijQHSd5L4dAGcF8NllgMvgJLDxdwFdxhnLQdSKaZqGXsfHi2LdLi/2redNaKLW5Ot9X+PHjB8N5egU0gkPjn4Qmta+HiATHcNkAibcXdOIZQtRl9frBn64reYggEfeyNFalS1chIrf5FO+TCEhiJ81i99jqNWprnBh06JMcXynXpHo3DtKYUWth9lkxuPjHseQuCGGc2WUZmD60umoclcpqIyoYaagICQ88Thglj+O8paU4MisWU06VEgyYdGB6D9BdvATAPIOlmHP2myFFRERERE1nS8bsJz1vCbbSdZ4DeWvr7YWo2naPwD8AiClgbfmAPg3gEsA9AEQi5r/nwMBdAIwFMB0AJ8BqO9Yooaa1Ya/aJrWIrPfdV1fbeQ/AP5oibqp8WwBwglYDre8Aas0QxTna9IGLE7Aat/GdI/Gd9PHYECncOW5X/wlDZe+sQb55fIT6n8nbcACaqZgNUZeZpn45HHycVHAgplA3i5R/H91GQ+Mu91YDqI2oNfIjpA+A9256ojaYohILL04HY+ufdRQDqvJiqdPeBphNq4FIz/S61TgqoVARJLavOteB96bBlTKprq2Rp7yCuQ88oihHLG3z4A1jtNlqfXZsiQTTgPTXY+f1k1hNa2P3WzH8xOeR7dw4/9/bsnbUrMu2dtqz0dTOxPYvz+ir7/eUI6K35aj5IsvFFVE9Rl6SjICguULbH7/Jh0up68X8BARERHVraUasNSO+jhWQ7+htboGLE3TTgfwMepvHssGcB2AFF3Xr9V1/QNd13fqup6n67pH1/VqXdcP67q+Qdf1F3RdPw9AMoDHANT3JHskgJ80TVN47JOohjVA1m/pcniQFCq7CZ5VngWnp3X9NXfl5sKTly+KDeAErHYvMSIQn1x7PC4crvjBD4BVaQU4dd5yrM9Q8/AnoGcP2LunimJLFzRuDeGBP2TTr2wBZsSV/ghsfl8U/18hcTWrB02+HthJ1PKCI+xI6ttBFJuzvxSFRyoUV0RETeXwOHDHb3cYniZx57A70acDG//JD8X1Ba5eBiSPUZs3Yznw2gQgV7aKvrXJnz8fbgMrmAKHDEHEeecprIhIjapyJ7YskU+/Sh0Si9jk9t+8HG4PxytTXkFsUKzhXMsyl+GxtY9xohA1m+hrr0FA//6GcuQ8+hhchw8rqojqYg+yYthpKeL48iKHoe/pREREREb5sgGrvJ7XfN3o09Cn3jIfX79JNE3rBOBd1N84thTAQF3XX9V1vbqxuXVdz9F1/W4AYwEcrOetxwN4rrF5iRrLKpyA5ar2IMASgI7BHZscq0NHZlnr+qDl2Cm76W5NSoI5NFRxNdQaBVjNePQf/fDE2f1ht6j98ZxT6sAF//4db6zYr+QGZ9ipp4riXIcPo2rz5gbfd3C7rAGrc1crzD/NEMX+l2aqab4KMX5Tmait6D2q6T9r/7SLU7CIWtzT65/GnqI9hnKcknIKzuvJxgjyY8EdgEu/AoZcoTZvUQbw+hRg909q8zaz6h07UPjee/IEVis6PjAHmsmXtyGJZDb9fBAuh2xaismkYcQZXRVX1HrFB8fj5ckvI8Rq/Nb+J7s/wdvb3zZeFFEjaFYrEh5/DFpAgDiHt6ICWffdB93rVVgZ1abv2ESExwaK4zf+dACVpa3rcDYRERH5D1/e+ahv1IZN0zS7D6/dULdCa5sB/waAiHpeXwbgZF3XxUcNdV1fA2A8gNx63naVpmmyp+pEdbDZpQ1YNaPI28saQq4fpMY6b1hnfHH9KCRFBSnN6/bqeOj7Hbjxw40oq5at9/tT2CmniGNLF/xY7+vVFS7k7C8V5U4q/RhwVYpi/2v8XUCXccZyELUxKf2jxSP+d63JhsfDG9BELWXpwaX4aNdHhnIkhSZh9qjZ0KT7SInaC4sNOP05YOpTgKZwEqqzDPjoAmDFs0AbnPaie7048sADgIEHzh2uvBL2VNkUXSJfqihxYNuyQ+L43mMSEBGn9rN7a9cjsgeen/A8rCb5irA/PbPhGfyU0bYbVKntsHfpgrg7ZxrKUbn6dxR9/LGiiqguZosJo/4h/73B5fBg7XfpCisiIiIiaryWasACANmuk8aJquc1DwDZk10f0DRtNIAT63lLJoCzdV039rQcgK7rGQCmAajvjt9co9chOppV2IDlrK45fShtwDpQekAU5yvVO2QTsNiA5Z+OSwzHd9PHYHLvOOW5F2zLxpkvrMTubPkwSFtyMgL69RPFlv70I3RP3aeLM3cUip9LJTm+lwX+qct4YNztxnIQtUFmiwk9Rsi+31SVOnFwe2s720DkH7IrsnH/qvsN5bCYLHhi/BMItgYrqoqoHRh+dc00rMBIhUl1YPEc4KtrAVejh5q3CsWffobqLVvF8dbERERfd63CiojU2fjTAbhdsuZCi9WEYaemqC2ojRjecTgeHvOwklz3Lr8Xm3I3KclF1JCICy5A8NixhnLkPvkUnJmta/NCe9RlQDQSukeI43esyEJBVn1LeoiIiIh8w5cNWA1Na1L/VPl/6tujkqe3rgXztzbw+hxd15U91dJ1fRWA+o5pDNQ0baKq6xFZAyyiuD/Hv6eEpYjiW18DlnACVu/eiiuhtiI80Ip/XzoEd57cCybFAynS8ytw1osr8dUm+UnfsFOniuI8efmoXLu2ztcPCNcPdrBkIMQsiwUABMfWrB40KZx2QNSGGFlDuHNllsJKiKgx3F437vztTpQ4SgzluXXwrejboa+iqojaka7jgauXAtE91ebd+gnw9lSgTDzgvFm58/OR+8wzhnLE3z8LpkD5GiEiXykvqsYfyw+L4/tP7ITgcF8ueGjdTulyCm4favwAk9PrxPSl05FRkmG8KKIGaJqGjg/PhTk8XJxDr6rCkbvv4SpCH9M0DaPPkU/B0nVg9ZdpCisiIiIiahxfNmBlNPC6/ClPw+rLvd+H122S/6xhrG/l32EA7/jg0g1NuTrfB9ckP2ULkE7AqllBmBKeIopvTTduPMXFcB2W3dQL6MMGLH9mMmm4/oRu+OCfIxEdovbGbpXLg1s/2YJ7v9oGh7vuiVR1CTvlFEC4qqh0wYJav657dRzcIes5TrJvFMXV0Gqar0JiDeQgatuiO4UiJqmhLd61O7CtAJWlTsUVEVF9/r3139iYa+RnHzA2cSwu7XOpooqI2qGorsA/FwPdT1Kb9/AG4PVJQPYfavP6QO6TT8JbKh8iHzplCkLGj1dYEZE66388AK9bdkbXGmDGoCmyie3tyWV9L1Pyu0SJowTXL74eBVUGDlURNZI1NhbxDzxgKEfl+vUoeu89RRVRXWKTw9BjuHyOw4E/CpC5kxO7iYiIqHm1ZANWNx9eu2s9r7WaBiwAwwEE1PP6z7quN/2peAN0Xd+B+v/3Gaf6muS/rMIGrD8nYElXEGaUZojifKF6p2z9oCU+HpYOvtzWSm3F8d06YMHNYzA8pb4NuzIfrDmIc19ZjczCyibFWePiEDR0qOiapQsXQXce26yRf6gcVcImjmSbgYfQJ9xVM+WAyM/1Ol52PsLr1bFnbbbiaoioLuuy1+HVra8ayhETGIO5Y+ZCEzZTE/mNgDDgwo+A0beozVuSCbx5ErDnZ7V5Far4fQ1KvvlWHG8KCkLcvfcorIhIndL8KuxcIZ/iOmBiZwSEWBVW1HbdPvR2nJRivFH1UPkh3Lz0ZlS5qxRURVS/sJNPQthU2WT3P+U+8ywc6a3pUVP7NPKsbjBb5Y8xV3+VBt3bmhbiEBERUXvnywasvQ283t0XF9U0rQOAiHre0lBdzWlIA68v9eG168vdS9M02QgEor+x2YUrCKtrGrASghNgMTU9R2F1IUqd8pO6KlXvkDVgcf0gHS02LAAfXD0C14yrr8dYZuuhEpw2fwV+2ZXbpDjpGkJvSQnKV6485usH/pCddrVqlYi37RLFoss4YNwdsliidqbH8DiYLLJmjN1r2IBF1ByKq4tx1/K74NXlK080aHhs7GOIClDf2E3ULpnMwJQHgWn/BswKp9I6y4GPLgBWv1SzJ6cV8TqdyDY4HSR6+nRY4+MVVUSk1roFGfAKH8jbgywYOLmz4oraLpNmwsNjHsbQONkBraNtzd+Ku5ffDY9X+XlkomPEzboP5phocbzucODI3XdD9/DPqy+FRgVgwCT599y8g2XYt6Fp9zuJiIiIjPBlA1Y6gPq6H/r76LoN5d3so+tKxDTweqYPr91Qbu5hIiWkE7Cc/2nAMpvMSApNEuU4WHpQFKda9Y4doriAPn0UV0JtndVswj1Te+OVS4YgVNjcWJeSKheueHsdnlm4G55G3ogOPekkwCKro/SHY9cQHtwua8DqbNsKsya44RUcC/zj9ZqHakSEgGArug5o6NfT2uVnlqPgcLniiojoaLquY87qOcitNPYA4Z/9/onhHYcrqorIjww4H7hiARCisKlI9wI/3w18fyvgcanLa1Dhm2/CuV8+1cPesyeiLr1EYUVE6hTnVGL37/LDAwMnJ8EexOlXR7Ob7Xh+4vNIjUg1nGvJwSV4av1TCqoiqp8lMhIdH3jQUI6qLVtQ8Oabiiqiugw5KRmBofLvu79/mw6PW36AhYiIiKgpfNaApeu6jvqbnQZqvtl30NBUqU0+uKZUQ7vF8n147bwGXufeM1LCapeuIHT/97+39TWE4gasvmzAotqdfFw8vp0+Br3i1Q8rnLd0Hy5/ay0Kyh0NvtcSGYngUceLrlO2dCm8Vf9bLVBd4UJ2eokoV5Jdsn5QA85+HQiNE12TqL3qPUq2hhDgFCwiX/tq31dYcnCJoRwDYwbihoE3KKqIyA91Ggpc8wuQMEht3g1vAR+cA1QVq80r4MzMRP7LrxjKET9nNjThQQ0iX1v3w37xOqqAYCv6T+ykuKL2IcwWhpcnv4zYIONnet/f+T4+2PmBgqqI6hc6cQLCzzrLUI78efPh2Nualq60P7ZAC4af1kUcX5pXhR0G1s4SERERNYUvJ2ABwO/1vBYO30zBGlvPa9m6rh/wwTWlGupM8eUM+oZy804ZKWELMLaCEABSwlJEOQ6Utvxfd29FBZwZGaJYriCk+nSJDsZXN4zG2YPV3/xdvjcfp81fgQ0Hihp8b9hU2RpCvbIS5cuW/fefM3cWijeviBqwxt4GdB0vuyBRO9apdxRCImXrlfaszRGvciGi+h0oPYDH1j5mKEeoLRSPj3tctN6biI4SlgBc8SNw3Dlq86YvA96YAhSmq83bRDlzH4buaPgwRl0izj0XQYMUN6gRKVKQVY4963LE8YNOShLf5/IH8cHxeGnSSwi2BhvO9fjaxw03nhM1Rtw9d8MSJz+cp7tcyLrrbuiu1jPJsj3qMyYBkfFB4vh1P+yHs9rd8BuJiIiIDPJ1A1ZDn5Imq7yYpmlmAPU9TV2k8noKVDTwumwHTOM0lLuh2ogaxegKQkA+AetAScs3YFXv3g1JV4k5MhKWeIWrLahdCrSZ8dS5/fHoP/rBZlH7I/1ISTXOf3U13lq5H3o9f4ZDJ0+GZpc1a5T88MN//7t0/WCU5SBCzU2MTRwCnHC36HpE7Z3JpKHHCNnPn4piBw7vabhxk4iaxuV14e7ld6PKXdXwm+vxwKgHkBCSoKgqIj9nDayZpjrpfgAKh7vn7wFemwRkrFSXswnKlv6C8l9/FcebIyMRO+M2hRURqbXu+/3i466BYTb0O4HTrxrSM6onnhn/DMya7H7gn3TouOu3u7Atb5uiyohqZw4LQ8e5DxnKUb19O/Jfe01RRVQbk9mEUWfL15xWlbmweXGmwoqIiIiIaufrBqzlAKrreX2a4utNQs1krbq0tgas3AZe9+Wn+s4NvN7QikKiRlGxgjAlPEWUozWsIKzeLlw/2KcPfLOlldobTdNw4fAkfHHdKHSKDFSa2+3V8cB3OzD9o00od9R+SswcEoKQ8bJJUhW//gZPWRl0r46D2wtFOZJsTZx+ZQupeVhmtoquR+QPegobsABgz+9cQ0ik2itbXsG2fGMPH8/rcR6mJE9RVBERAQA0DRg7A7jgw5rfMVWpKgTePRPY/KG6nI3gdTiQ88gjhnLEzpwJc0SEmoKIFMvLLEPaRvntziEnJ8NqM9ZU5C9GJY7C7ONnG85T7anGTUtvwuHywwqqIqpbyNixiDj3XEM58l96GdU7dyqqiGqTfFwHJPaMEMdvXnQQlaVOdQURERER1cKnDVi6rlcBWFDPW0ZpmiYbbVO7C+t5zQHgO4XXUmF/A69P8OG1J9bzmgPAER9em/yI1W4WHQh2ORRMwCo9UO/knuYg/eAd0IfrB6lp+nUKxw/Tx2JSr1jlub/fegRnvrACe3LKan1dvIbQ5ULZosXIP1QuvgGS3NT1g6c+DUR1FV2LyF9EdQxGTFKoKHbfpry//AwnImM25mzE69teN5QjNSIVdwy7Q1FFRHSMXlOBqxYBEUnqcnpdwNfXA4vnAF6vurz1KHjjDbgOHRLHBw0bhvCzzlRYEZFaa79r6DZs3UIi7eg7llMkm2Ja92m4pv81hvMUVhfixsU3osxZ+/0IIlVi77wT1gQDf8/dbmTdcy9XEfqQpmk4fpp8CpbL4cH6BRnqCiIiIiKqha8nYAHAB/W8pgGYruIimqbFALignrcs0HW9WMW1FNrcwOsn/2etolKapvUB0KWet2zRW7prhdoNTdNEU7COXkHYIaADQqxNP1Fc6a5EXlXLDnOr3iGfgEXUVOFBVrz2f0Nxx0k9YVI8QC0trwJnvrASX2489qFMyAnjYQoKEuUt/eEHHNwhWz9o1arQ0daEJsd+5wL9zxddi8jf9Bwpm4LldniQvpmDVIlUKHOW4Z4V98Cry5svAswBeHLckwiwBCisjIiOEdcHuHoZkDxGbd4VzwKf/R/grFCb92+chw6j4NV/yxNYLIiffT+nOFOrlbO/FBlb88XxQ05JgcXK6VdNddPAm3Ba19MM50krScOMZTPg8rKxhXzHHBKMjgYnQTp27kTBG28oqohqE5cShm6D5YdPt/92GCV5lQorIiIiIvqr5mjA+gFATj2vX6NpWpyC69wBoL67yq3xN99dAOr79N8JwKU+uO6sBl5f6YNrkh+TNGB5XF54PTUPmzRNMzQFq6V4nU449u0TxbIBi6RMJg03TkjF+1eNQIdgm9LcVS4Pbvt0C+78fCuqXf9rkjQFBCBk8iRRzorff0fG5vp+TahbJ9tWmLXaVyMeIyKpZvoVHwoRNUr3oXHQhJ2ce9ZwDSGRCo+uedTwyp2Zw2ciNVJ+SpyImiC4A3DpV8CgS9Tm3fkd8NZUoNR3g8pzH38cusMhju9w5ZWwp/J7DbVea79LF8eGdghA71EdFVbjPzRNw4OjHsSw+GGGc60+shqPrHmkxSfdU/sWPHIEIi++2FCO/BdfgmPvXkUVUW1GntlVfL/C69Wx5hv5zwQiIiKihvi8AUvXdQeA+fW8JRTAE0auoWlaLwC31POW7ah/FWJD+U/QNE2v5z/LJHn/M2XqmwbeNkfTtAhJ/tpomjYaQEPjP75SdT0iALAFWERxR0/BkjZgZZRmiOJUcOzZC7gb2RxyFFNwMKydO/ugIvIno1Kj8cPNYzE0OVJ57k/WZ+KsF1ciPa/8v18LP/VUUS6XZkNORnnDb6xFUmPXD2pm4B+vAwHhousQ+aOgMBuS+kaJYjN3FqKiRP4Ql4iAH/f/iO/SvzOUY1LSJJzT/RxFFRFRo1hswBkvAFMeQs3Qd0WObAZemwhkbVaX8z/KV6xE2aJF4nhrYiKir79OYUVEamXtK8bBHYXi+GGnpsBsaY4zzO2T1WzFsyc8i67hXQ3n+nzP53h3x7sKqiKqW+yM22BNlq8V1l2umlWEgnvC1DgRcUHoO0a+LnLv+lzkHihVWBERERHR/zTXp8eXABTV8/r/aZomOlqgaVoQgE8A1Dfm49FWvFLvrQZeTwbwuaZpsg6Wo2ia1hU1zVX13QVMAydgkWKSCVhAzV72P6WEpYhyHChpuQlY1Tu2i+ICeveGZuLNPTIuPjwAH10zEleNqW/rrMyu7DKcPn8FvtuSBQAIHjUK5vCmNzgVRfaCLnw4ldzYBqzxdwJJI0TXIPJnPUfI1hDqOrBnrWyyHREBR8qP4KHVDxnKERsYiznHz+E6MKKWoGnA6JuB898HrLI13bUqywLeOgXY+b2ylLrTiZyHHzaUI+6+e2EKDFRUEZF6a7/bL44Njw0U/05M/xNuD8fLk19GdGC04VxPr38aSw4uUVAVUe1MQUFIePRRQxPUq7dtQ+E77yisiv5u6KkpsNjk989Xf5WmsBoiIiKi/2mWJ/y6rhcBuL+Bt72padrpTcmraVowgG8B9K/nbasBfNiUvM1J1/WVAFY18LZJAH7QNC1Geh1N00YB+BVAQzme1HXdK70OUW1sAcIGLAUTsFpyBWH1jh2iuIC+XD9I6ljNJsw6rQ9eungwQuyGe3n/osLpwfSPNuH+b/6AUzMh9KSTmpyjIEr25z3SchCh5vq2+P5H0vHA2BmiaxD5uy79o8U/w3dzDSGRiMfrwT0r7kGZq8xQnofGPISIgAg1RRGRTO/TgCt/AkLlExqO4aoEPrkEWPl8TcezQYXvvgvnfnlzSsgJJyB0wgTDdRD5Sta+YhzeXd+Z4PoNP60LTGYekFMhISQBL0x6AYEWYw2bOnTc9dtd2J4vO/RI1BhBgwcj6vLLDeXIe34eHOnyn7FUv+BwOwZOlk8qO7SrCJkGpiMSERER1aU5P0G+DGB9Pa/bAHytadpDmqY1+ElM07RhANaipjmpLk4AN7Ti6Vd/ugVAQ01PJwLYrGnaVZqm2RubWNO0eE3THkdN81WnBt6+BcDrjc1N1FhW6QpCx/9GNSeHt70VhNU7dori7L17K66ECJjaryO+vWk0esaFKs/97uoDOOfl1ageW9+P5GPpkDdgJdsaMf3KHg7849+AWW3jGZG/sNjM6DYkVhRbcKgcBYdl60WJ/Nlb29/C+pz6PjY37NI+l2JUwihFFRGRIR0HAFcvBToOVJhUBxbdD3x7E+B2irO4cnKQ99LL4njNakXcPXeL44maw/of5M0PkR2DkTo0TmE11LdDXzw57kmYNGOPJKo91bhp6U04Un5EUWVEx4q55WbYuspXZ+pOJ47cdx90L8+6+8qgKUkICLGK41d/nQbd29ofHRIREVFb02wNWLquewBcAKC+5comAPcB2PufRqwxmqZFajUCNE1L1TTtEk3TfgCwBkBDT21n6rq+Wcn/Az6k6/p6AI804q0JqGmQytA07WVN0y7UNK2XpmnRmqaZNU2za5rWUdO0wZqm3ahp2mcAMgDMBNDQ0+cqAJf/538nIqXEKwirja8gPFR2CG6vu+E3Kqa73XDs3i2KDejDCVjkG11jQvDVjaPwj0GJynNvO1yCM5dXwB3ZodEx5cGJcNojRNdLsm9q+E2nPwdEyE/DERHQa6R85cru3zkFi6gpthdsx4ubXjSUo0dkD9wy+BZFFRGREmEdgSt+BHqfoTbvpveB9/8BVMqmN+Q+8ST0ykrx5aP+eRVsSfxdm1qv7PQSZO40OP3KxFW+qo3vPB73DL/HcJ78qnzcuPRGlDt56IN8wxQQgIRHHwFM8kdoVRs3ouj9DxRWRUezBVowdGqKOD7vYBn2bchVVxARERERmncCFnRdTwNwIQBXA29NRE0j1nIAhaiZDlUFYC+A9wBMBdDQJ+C3dV1/3lDBzWs2gC8a+d54ANehZrXiTgB5ANwAqgFkAdgA4AUA5wBozLQsD4DL2kKzGrVNVgUrCIOtwYgJbPoWTrfuRlZ5luj6RjjS06E7HE2O0+x22A2criJqSJDNgqfPG4CHpx0Hm+JVCqVOL75rwkSrgg6yZkOLVoUEWwMrPgdeAhz3D1F+Ivqfjt0iEBoVIIrdszYbXp4mJWqUSlcl7vrtLrh1+cEBm8mGx8c+Dru50QOTiai52IKAc99Rvxo7Yznw+iSgIK1JYRVr16L0hx/El7UkdET0NdeI44mawzoD06+iO4eg26Cm34Oixjm/1/m4rM9lhvPsLdqLO367o0UOXpJ/CBwwwPAqwtxnn4UzM1NNQXSM48YmIixads8CAH7/Jg0eN6eUERERkTrNvsRe1/UFAC5Cw01YRnwM4J8+zK+crute1DSnfdTMl3YAuFjX9c+a+brkR2zCCVhHryAEgOSwtrOGsHpHA80hdbD36gnNwnVp5FuapuHiEcn4/PrjkRjR4NbfJvktcWCj31soXD/YybYNZq2eG6xRXYFTHhflJqK/0kwaeoyQrV6pKHHi8C751AEif/LMhmcM/85629DbkBqZqqYgIlLPZAIm3Q+c9Qpgkq/LOUZhOvD6ZODA6ka9XXe7kfPQXEOXjLvrLpgC1X6OIFIpZ38pDm6XTYcDgOGnd4XG6Vc+deuQWzGx80TDeVYcXoHH1z4OXefBD/KNmJunw5YsuycNAHpVFY7cN4urCH3EbDVh+Onyw8yl+dXYvrz5D28TERFR+9XsDVgAoOv65wAmAVA931MH8BCAi9riKj1d1126rl8E4DbUTLPytT0ARuu6/kkzXIv8mDVA1lDkrFLUgFWSIYozwrFzpyguoHdvxZUQ1a1/pwh8P30MTuip7mTvrsgk5ARGNPg+tzkAJWHdRNdItm+s+0WTBTj7dcAeIspNRMfqOcLAGsI1XENI1JCVh1fik93GPpKNThyNi3pdpKgiIvKpgRcCl30LBEapy1lVCLx7BrDt8wbfWvThh3Ds3Su+VPCoUQidMkUcT9Qc1i2QT7+KTQ5FSr8OCquh2phNZjw69lH0EU7GPtrHuz/GBzu55o18wxQQgI6PPAxo8qbMyjVrUPwpz7/7So9hcejQSX4fcP2C/XBWc5IeERERqdEiDVgAoOv6cgD9UbNSUIUdACbqun6/3saPvOi6/iyAvgA+R836RdUKAdwLoL+u6xt8kJ/oL+yBahqwUsJSRHkOlB4QxRlRvV02ASugj/EbT0RNERlsw5uXDcOMKT2g5ICvpmFFQv8G31YY2RO6STYdL8lWTwPW+DuBxCGivERUu8j4YMSmhIli0zbn8UYmUT1KHCW4f+X9hnJE2iMxd/RcaAYeChFRM0seBVy9BIjuoS6nxwl8cRXw21NAHbfF3Pn5yJs3X34NiwVx993L7zfUquUeKMWBbQXi+GGndeGf8WYSZA3C/InzERckm7h7tCfXP4nfDv2moCqiYwUNGYLISy4xlCP3ySfhyuKkJV/QTBpGTZMd8gSAqjIXNi86qLAiIiIi8mct1oAFALqu5+i6/n8AhgL4ELK1hBsBXAZgoK7ryxSW16J0XU/Xdf1cAL0BPAHA6G+AXgDLAVwHIEnX9Ud0XXcYzEnUKDZhA5aj6q+D7KQTsJq7AUvXdVRLJ2D16au4GqKGmUwapk/qjvevGoHoELvhfMsTBzT4nsIo2bS3SPMhhFnyan8xcQgw5jZRXiKqn3QKltvhwf7NdfydJSI8suYR5FYZGwz9wKgHEB0YragiImo2UV2BqxYBXU9Qm3fpQ8C30wHPsbfYcp9+Bt7ycnHqqMv+D/au8jU/RM1h/YIMcWxMUiiSj+P0q+YUGxSLFye9iCBLkKE8Xt2Lmb/NxN4i+YQ/ovrE3vovWDt1Esd7Kypw5P7ZXJfpI537RCGxZ6Q4fvOSTFSVOxVWRERERP6qRRuw/qTr+gZd1y8GEA3gXAAvAPgFQCaAUgAeAJUAclDTcPUBgFsAdNd1fYiu6+/qui5p3mpsfct0Xdfq+c8JPrz2Hl3X79R1PRlALwDXoObfz2LUTP0qAFCFmgYrN4AKAIcBbADwJYC5AKYBiNZ1fZyu66/qul7hq3qJaiOegFX517/WyeHCFYSlGaI4KfeRI/BWCP6aWSyw9+iuviCiRhqVGo0FN4/BiC7G1qHsbsQawqLIXqLcSXWtH7QEAtNeBcyy7zdEVL/uw2JhEo7J4xpCotr9lPETFuxfYCjHuT3OxYSkCYoqIqJmFxgBXPw5MOQKtXk3vQd8cC5QXfLfL1Vu2oSSr74Sp7TExiL6+htUVEfkM3mZZdi/JV8cP3RqCqdftYCeUT3x5PgnYdKMPaqocFXgpiU3oaBKPgGNqC6moCB0nPuQoRwVK1ag5Kuv1RREf6FpGo43MAXLVe3Bxp85BYuIiIiMaxUNWH/Sdb1U1/XPdV2fruv6RF3Xk3RdD9d13aLrerCu6/H/abi6RNf1ebqu72vpmpuTruu7dV1/7T//fqbout5X1/VoXdeDdF0367pu1XU9RNf1TrquD9V1/Wxd12fpuv61rutFLV0/+S9bkJoJWJ1DOsOsNX1lWU5lDipdlaIaJBxpaaI4e2oqTDab4mqImiY2LAAf/HMEbpqQKk+iaVhRzxSsKnsUqgJjRKmT62rAmvIgEM0GRiJfCQyxIUk4DeDQriJUFHPwKtHR8irzMPf3uYZypISl4PahtyuqiIhajNkKnPYscPJjgMHmg79I/wV482SgOBO614ucuQ8bShc7cybMIcGKiiPyDSPTrzp0CkGXAZwo2VLGdRqHu4bfZThPVkUW/vXLv+Dw8PMHqRc8ciQizj/fUI6cxx6DK8fYBFyqXVxKGFKHxIrjty07xHsXREREZFirasAiovZJPAGr2v2Xf7aarUgMSRTlyizLFMVJOPbJGrACevZQXAmRjMVswu0n9cTbVwxDZJBVlOO3ehqwiiJ7yuqCAx1tO459oesJwLB/inISUeNJ1xDqOrBnbY7iaojaLl3XMXvVbJQ4Shp+cx0smgWPjXsMQVZj63qIqJXQNGDk9cCFHwO2EHV5c3cAr09CyVvPo3r7dnGaoKFDEXbqVHV1EflA/qFypG+Sr74ediqnX7W0C3tdiIt7X2w4z+a8zZizag5XvZFPxN5xOywdO4rjvaWlyH7wQf759JERZ3QVT+/2uLyGGnmJiIiIADZgEVEzsAU2fWoVADgq3cd8LTms9a8hdKTJhvPZUg1MHCLygRN6xuKHm8diSHJkk2P3RHRGTmDtcdIGrATbdli0v20ctocDZ74EmPgrDZGvpfTvAJuwqXr3miOKqyFqu77Y+wWWH15uKMeNg25E3w59FVVERK1Gj5OAqxYC4Z2VpfQU5SJ3/ivyBGYz4mbdx8YUavWMPDSPSghG1wGyKc2k1h1D78D4TuMN5/k+/Xu88ccbCioi+itzSAg6PviAoRzlS5ag7OeFiiqio0XEBaHP2ARx/I4VWSjJq1JYEREREfkbPq0kIp+zB8om6DirFDZglWSI4iSce2UNWPZubMCi1ichIhAfXzMS14zr2rRATcPyxP7HfFmHvAEr0b7t2C+e+hQQLpuMR0RNY7GaxeP8Cw5XIP9QmeKKiNqezLJMPLHuCUM5BscOxhV9r1BUERG1OnF9gauXAolDlaQr2B4CT7X89l/kRRchoKfs93ei5lKQVY60TfKVXsNO7QJNODGF1DKbzHhi3BPoFdXLcK7nNz6PxQcWK6iK6K9Cxo5F+LRphnJkz50LT4l8Ii7VbdipXWCxyw6Ee7061n2/X3FFRERE5E/YgEVEPmcVTsCqrQErJSxFlOtA6QFRXFPpug5HmmwFoT21m+JqiNSwmk24Z2pvvPZ/QxEW0PjpN8trWUNYEdwRTluYqI7Otq1//UKfM4F+54pyEZFMz5GyNYQAsPv3bIWVELU9Hq8H9624D1Vu+YnqQEsg5o6ZC7NJ9vs1EbURIbHA5d8Dx51tKI2zzIzCPfKVhuaoKMRMv8lQDUTNYcOCjJrTPgKRHYPRbRCnX7UmQdYgzJ84H7GBssMfR7tnxT3YUbBDQVVEfxV3152wxMi/d3jy85HzhLGDGVS7oDAbBkzsJI7fvTYbBVnlCisiIiIif8IGLCLyObPZBIut6d9uHLVNwAqXTcBqrgYsd24uvOVN/4Cm2e2wJnKKD7VuU/rE4Yebx2JAp/BGvb+2NYRFEbLT83atDNGWo06gBccCpz4LcBUKUbPq2C0cYdEBotg9a3Pg9XgVV0TUdry7411szN1oKMfMYTPROVTdajIiasWsgcA/XgfGzhCnyNkcBt0r/305dsYMmMNkhyeImktRdgX2bpBPvxo6NZnTr1qh+OB4zJ80H4GWQEN5qtxVmL5kOnIr5X9GiGpjDg9H/ANzDOUo+eJLVKxeraYg+otBU5JgD2r8IdK/0IG133EKFhEREcmwAYuImoU9sOkfeDwuLzzuvz6olU7A2l+6H7ouPA7ZBI59svWDtq5doZk5yYBav85RQfj0uuNx+aiUht9cyxrCwkjZGoFOtm3QtKP+Dp/5AhDcQZSLiOQ0TUOP4bIpWJWlThzaVaS4IqK2YU/RHszfNN9QjrGJY3F2d2PTcIiojTGZgEn3A2e8AJia9pm6ItuG8sPyxoXAAQMQPu0scTxRc1n/Y4Z4+lVEXBBSh8QprYfU6dOhDx4d+yg0GGuQy63KxfSl0w1NISWqTejEiQg77TRDOY7MngNvFf9sqmYPsmLQiUni+PRNecjJKFVYEREREfkLNmARUbOwCRqwgGPXEMYGxSLA3PTJG2XOMhQ7ikU1NIVTvH4wVXElRL5jt5gx54y+ePGiwQix1/93++g1hF7NhOII2Z/1Tvaj1g8OvgzocZIoDxEZ13OEfA3hnrU5CishahtcHhfuWX4PXF6XOEe4PRwPjHoAGic/EvmnwZcCF38O2Bs3jUr3AjmbGje1tlaahrj77oNm4m1Dat2Kcyqx18Dvl0OnpsDE6Vet2qSkSbhl8C2G8+wo2IF7V9wLr86JvKRW3L33wNxBfkDQdfAg8l54QWFF9Kf+EzojMNQqjl/zbbrCaoiIiMhf8E4KETULaQPW39cQmjQTksJkp1eaYw2hY5+wAatbN8WVEPneqf074rvpY9CnY90PgvZEdEZ2UM0awrLQZHiE6wM62bbU/JeIZOCkh0U5iEiNiLggxHWRrSNK35wHl9OjuCKi1u3lLS9jd9FuQzlmjZyFmKAYRRURUZvUbQJw5c9AeMNrSIvSguAokT9wDJ82DYH9jhPHEzWXDT9mQDrsPDwmEN2HxqotiHziyuOuxBndzjCcZ9GBRXhx84sKKiL6H0tkJOJnzTKUo/Ctt1G1fbuiiuhPVrsZQ05JEcdn7ijE4T2c4k1ERERNwwYsImoW0p3rf5+ABRhYQ1ji+93tDvEELDZgUdvUJToYX94wChcOr6MxUtOwPKFmClZhZE/RNUJMuQg3ZwPQgGmvAPZQYbVEpIp0CpbL4UHG1nzF1RC1XptzN+ONP94wlGNql6k4KYWTH4kIQFwf4J+LgY4D63yLx6Ehf5usURoATEFBiL31X+J4ouZSkleJ3UanX5l5a7wt0DQNs4+fjcGxgw3n+vfWf2NB+gIFVRH9T+hJJyJk8iR5Aq8XR+6bBd0ln5hLtTtubCJCIu3i+DXfpEOXdvoSERGRX+KnTCJqFqomYAFAcliyKFdGaYYorrF0XYdj3z5RrI0TsKgNC7Ca8eg/+uG58wciyGY+5vU/1xAWCRuwOtm3QdMAx/AbgeRRhmolIjW6D42DySxb17J3HdcQkn+oclfhvpX3GVp1ExsYi3tG3KOwKiJq80LjgSsWAD2n1vpy3vZQeJzy230drrsWlhhO3KPWb8OPB6B7ZQ/Fw6ID0GN4nOKKyJdsZhuem/AcEkMSDee6f9X9+CP/DwVVEdXQNA3xs2bBFBIizuHYuRMFb7+trigCAJitJgw7rYs4/khaCQ78UaCwIiIiImrv2IBFRM1C2oBV6wSs8BRRrvQS3+5t9xQUwFtS0uQ4zWqFrXPDaySIWruzBiXi25tGo0fcX284pUUkwBVqQ0mY7IZHZ9sW7PEm4pRt47Als1hBpURkVECIFcnHdRDFHvijANUVPNlL7d/8TfMNr8B+aPRDCLeHK6qIiNoNWzBw/vvAiOv/8mVHiQVFe4PFaa0hbkSFrQJc1UYrJPKpssJq7P49Wxw/5BROv2qLIgMi8eKkFxFilTe5AIDD48AtS29BbmWuosqIAGtcHGJvv91QjvwXXoQzI0NNQfRfvUbGIyIuSBy/5tt0ccMvERER+R9+0iSiZmGXTsCqVLeCMKMkQxTXWI59svWDti5doFlk/36IWpvU2FB8feNo/GPw/06lXmX5EejSEbrJKsoZ7dqB213XIb3IjXNeWYXXl3P8N1Fr0GO4bA2h16MjfVOe4mqIWpeNORvx/o73DeU4v+f5GJXIyY9EVAeTGTjlMeDkxwHNBF0HcjaFAbpsQiUAxA0shWnXV8D7/wCqihQWS6TWpkUH4RU+DA+NCkDPkbLfY6nldYvohifHPwmTZuyxRm5VLm5Zeguq3Ww4JXUizjsXQUOHiuN1hwNHZt0P3SufoEvHMplNGH66fApWfmY50ngPg4iIiBqJDVhE1CxUTsDqEi77wJRZlgmXx3cTN6TrB+2pXD9I7UuQzYKnzx2AJ87uj16WbMywfIbiaNn6weCKLKw61A1b9Zq/Jy6Pjrk/7MTV765HcaVTZdlE1EQp/TrAGnDs2tHG2LNOPrGAqLWrcldh1spZ0CFvFk4KTcJtQ25TWBURtVsjrwPO/wDluWGoyA4QpwmKcyAk8T+NCAdWAm+cBBQfVFQkkTqVpU7sWJEljh9ySjLMnH7Vpo1JHIOZw2YazvNHwR+YvWo2D3iRMprJhPiHHoRms4lzVK5bh+LPP1dYFQFA6uBYdOgkn5635tt0eD1sjCMiIqKG8dMmETUL6QSs2hqwQm2hiAmMaXIuj+4xvAamPo40WQOWrRsbsKj90TQN5w1JwJeJHyJAcyHbdJwoT2TRbrgzjz3Fv3hnLqY+vxwbDhQaLZWIhCw2M7oObPrPYwA4vKcY5UUOxRURtQ7zNs7DwTJ504JJM+HhMQ8jyCpfk0FE/kXvOhm5e1PlCTQdcYNKoB39a3f+buD1ycCRLYbrI1Jpy9JMeFyyh+AhkXb0Or6j4oqoJVzU6yKc3/N8w3kW7F+AN/54Q0FFRDXsXbog+sYbDeXIffIpuHK4IlMlzaRh5JldxfHFOZXYvYYHyYiIiKhhbMAiomYhnYDlqKUBCwC6hss+MO0v3S+KawyncAWhvZuBG+VErdmaVxGUsx7V3hDkuWWT66KKdqFnUSZiK49ttMoqqcZ5r/6Ol5eliddPEJExPYbFyQJ1YN+GHLXFELUCG3I24IOdHxjKcdVxV2Fg7EA1BRGRXyj84EM4D8kfCkZ0q0RARC2fvctzgLemAvsWG6iOSB1HpQt/LDskjh9ycjLMFt4Obw80TcOdw+/EiI4jDOeat3Eelh5cqqAqohodrrwC9l69xPHesjLkzJ2rsCICgOTjOiC+a7g4fu33+8UNwEREROQ/+ImTiJqFyglYAJASniLKl16cLoprDEeasAGLKwipPSpIA5Y8CAA47DwOkl85NN2DiOKayXJjDm+t9T0er47Hf9qFK95eh4JyTtMham6dekUiMNQqit2zlg1Y1L5UuioNrx7sGdkT1w+4XmFVRNTeuQsKkP/ii+J4k9WLmH5ldb/BWQ58cB6w6X3xNYhU2bbsMJzVHlFscIQdvUclKK6IWpLVZMXT459GSliKoTw6dNy1/C7sKdqjpjDye5rVio4PPQSY5I/fyhYtQunChQqrIk0zNgWrvNCB7SsOK6yIiIiI2iM2YBFRs5BOwHJW1X5jTToBK73ENw1Y7sJCeAoFq9AsFtiSk9UXRNSSvF7g2+mAuwoAkOkYIEoTWnoAFk81AGBsVv2rT37dk4ep85bj9/QC0bWISMZkNiF1iGwKVt7BMhRlVyiuiKjlzNs0D5llmeJ4q8mKR8Y+AqtZ1tRIRP4p7/l58JaXi+NjjiuDxd7ANAfdA3xzI/DLo4DOybPUMlwOD7Yslf+cHTQlCWYrb4W3N+H2cLww6QWE2cIM5alyV+HmpTejsFpwb4+oFoH9jkPUZZcZypHz0Fx4yuppkqYmS+wZic69I8XxG348ALdT1ghMRERE/oGfOomoWdiDpCsIXbV+vWuEcAVhiW9WEDqF069sKcnQrHzIRu3M+jeAAyv/+4+HnP1FaaKKdv/3v/cqykRsRf03QnNKHbjotd/x/OK98HAlIVGz6TFcuIYQwN51nIJF7cP67PWGVw9eP+B69IjsoagiIvIH1bt3o/jzz8XxtjAXIrs3oRn618eAb24CPLV/TifypR0rslBdLvuzFxBiRZ8xnH7VXiWHJeOZE56BWTMbynO4/DBuW3YbXPweR4rETL8J1k6dxPHuvDzkPfuswooIAEacKd9GUVnqxB+/cQoWERER1Y0NWETULFRPwOoS1kWUL6M0A15d/a528frBbqmKKyFqYSWHgMVz/vuPZZ5olHhkN7oji3f/5Z/HZtW+hvBoXh14dvEeXPrGGuSWVYuuS0RNE9clDKEdAkSxe9blQOckDWrj/lw9aETfDn1xxXFXKKqIiPyBruvIffyJmumzQnGDSqE19c7g5veBD88HHJzIQc3H4/Zi06KD4vgBEzvDajfWnEOt24iOI3DX8LsM59mQswEPr3mYn1FICVNQEDo++IChHEUffYzKTZsUVUQAEJcShi4DosXxG38+AJeDU7CIiIiodmzAIqJmIW3AclS5a/16bFAsgq3BTc5X5a5CdkW2qJb6OPZJG7DkJ26IWh1dB36YATj/twLlkEM2/crkcSL8bxPrxh6ufw3h0ValFWDq88uxYm++6PpE1HiapqHHMNkUrJLcKuQd5ANcatue3/g8DpUfEsdbTVbMHT0XFpPs92Ui8k8Vy5ejYtUqcXxIQjVCOjpkwWlLgLemAmXqP1sT1Wb3mmxUFMv+vFoDzOh3QqLiiqg1uqDXBTivx3mG83yx9wt8uOtDBRURAcGjRiF82jR5Al1H9v2zobs4mU2lEWd0BTRZbFWZC9t+lX/+IyIiovaNDVhE1CxsdrPoQ42zsvYGLE3T0DW89awhdKTtE8XZU9mARe3Ijq+BPT/95UvS9YPhJWkw6X/9+9+zOBMxlUWNzpFf7sSlb67BUz/vhtujfvIdEf1PdwNrCPes5RpCarvWZa8z/IDuhoE3IDWSU1GJqPF0txs5TzwhT6DpiB1YYqyI7K3A65OB3F3G8hA1wOvVsfGnA+L4fuM7wR5kVVgRtWZ3jbgLw+KHGc7zxLonsDprtYKKiIC4O2fC3KGDON6xdy8K3npbXUGEDokh6GHgPsamnw/CWV37cwsiIiLyb2zAIqJmoZk02AKafqrfWeWuc+x3l3DZGsL0knRRXH0c+2QNWDauIKT2oqoIWDDzL1/SdeCQs58oXVRR7Q9yRmdta1IeXQde+GUfLnptDY6UVIlqIaKGdUgIQYfEEFHs3vU58Hq54oPankpXJe5feb+hHP2i++HyvperKYiI/Ebx51/AKZzCDABRPSpgD1OwOqckE3jzRCBjpfFcRHVI25CLkjzZZzmz1YQBkzorrohaM6vJimfGP4NOIZ0M5fHqXtzx2x3ILMtUVBn5M3NEBOLvu9dQjvwXX4TzoHwVKx1r+GldYDLJxmBVV7iw9RdOwSIiIqJjsQGLiJqNLdDc5BivV4fbVfvkmtbSgOUpLoYnT7DmzGSCrUuK0lqIWsyi2UBF7l++VOTphEpvlChdZNHuWr8+JmurKN/ajEJMfX45ftmV2/CbiUhEenq0ssSJrD2Nn25H1Fo8t/E5w6sHHxr9EFcPElGTeMrLkTdvnjjeHBmB6Gmj1RVUXQK8dxbwxxfqchL9h67r2PBThji+z5gEBIXZ1BVEbUJEQATmT5yPYGuwoTwljhLc8sstqHRVKqqM/FnoyScjZOJEcbzucCB7zgN1HlSmpguPCUKv0R3F8ZsXHYSjilOwiIiI6K/YgEVEzcYeKBv5XtcawtaygtCRLmvosiUlwWTjjUBqBzJWAhvfOebLmY4BonQWVwVC63ig3bvwACKrS0V5iypduOLtdXh0wU64uJKQSLnUobHi2D3ruIaQ2pZ12evw0a6PDOW4ceCN6BbBddRE1DQF/34NnsJCcXzMLf+C+f8+AEZcr64ojxP4/Epg5byaEbREihzYVoCCwxWiWJNJw6ApSYororYiNTIVT4x7Ahpk023+tLdoL2atnMWmFzJM0zTE3z8LpmB5Y2DFqlUo/f57hVXR0FNSYDLLvk84Kt3YupRT8oiIiOiv2IBFRM1GMgELQJ0nSaQTsJQ3YEnXD6bygRu1A65q4Ltban3pkLO/KGVk8R5oqP3mpgk6RjVxDeHfvfpbOs57dTUOFfEUK5FKYR0C0TE1XBSbtjEPnjomXhK1NqpWD17W9zJFFRGRv3AdPozCt98Wx9u7d0fEOWcDJjNwymPASY+oKw4AFs0CfpwJeBWsNyS/p+s61v+YIY7vMTIeoVEB6gqiNmdcp3G4dcithvMsPLAQr297XUFF5O+s8fGI+de/DOXIefQxeIqLldRDQGhUAPqMSRDHb16cieoKl8KKiIiIqK1jAxYRNRt7oGy9irOOBqxOoZ1EK1sKqwtRXF0sqqU2zrQ0UZw9NVVZDUQtZsUzQMHeY77s1U3IcvYVpaxr/eCfpGsIj7bpYDGmPr8cP2/PNpyLiP6nxzDZGkJnlRsHthcorobIN17Y/IKh1YM2kw1zR8/l6kEiarLcZ5+D7nSK42NnzoRmOep7z/E3Aue8BZgVTmZe+2/g0/8DXFXqcpJfytpTjJz9sunH0IDBJ3L6FQGX970cp3c93XCe+Zvm47dDvymoiPxd5EUXIqC/7MAiAHgKC5Hz5JMKK6IhJyfDbJE9KnVWubFlCadgERER0f+wAYuImo0tSPaQqa4JWFaTFUmhshtq+0vVTcFy7BM2YHVjAxa1cbk7geXP1P6SKxVOXTZWPaqBBqx++ekId5SLch+ttNqNa9/bgAe+2w6Hm6f0iVToNiQWJpNsfP+etVxDSK3flrwteH/H+4Zy3DjoRnSNkK3SJiL/VbV1q6G1Q8FjxiBk7JhjXzjuH8D/fQMERMiL+7td3wPvnA5UsLma5Db8lCGO7TYoFpHx8jVf1H5omobZo2ajf4y84QUAdOi487c7lU/VJ/+jmc3o+OADgFm2KQIASr74EhVr1yqsyr+FRAag71j5FKwtSzNRXc4pWERERFSDDVhE1GzsAWonYAFA13DZw6v04nRRXG0c4glYXEFIbZjXW7N60Fv7DQbp+kF7dSECq3LrfY8ZOkYe2S7KX5u3VmbgnJdX40BBhbKcRP4qMMSGzn2iRLEZ2/Lr/ZlP1NKcHidmr5wNvY41uY3RP7o/LuvD1YNE1DS6riPn8SfkCUwmxM68o+7Xk0cBVy0EwhVODDq0DnhjClCo7rM3+Y+cjFJk7iwSxw85OVlhNdTW2c12PD/hecQFyab1/qncVY6bl96MMmeZosrIXwX06oWoy419JsiePQdeA1Mx6a8Gn5wMs1X2uNRV7cGmxQcVV0RERERtFRuwiKjZ2BSvIASALuFdRDlVnVjzlJfDnS1YYaZpsHWR1U7UKmx4E8hcU+fL0gasyKLdaMzsHBVrCI+27XAJTpu3At9vzVKal8gfdReuIfS4vEjfkqe4GiJ1/r3130grkTXeAzWrBx8a8xDMJvlpdyLyT2WLFqFqwwZxfMQ55yCgR4/63xTTE/jnYqDjAPF1jlGYBrw+BTgkr53804YfM8SxSX07ICYpVF0x1C5EB0Zj3sR5CDAHGMqTUZqBu5ffDa/uVVQZ+auYG2+ENUE+dcm5fz8K/v2awor8W3C4HceNTxTHb/3lEKrK2BBHREREbMAiomYkXkFYqb4BK71EzSlcp3D6lbVzZ5gCjN30IWoxpVnA4gfqfNml23DE2UuUOqq4/vWDfxqcvw8hzkrRNepS5nDjpg834d6vtqHaxZWERFJdBkTDIjw5updrCKmV2l24G29se8NQjpsG3SSe3kpE/kt3OpH71NPieFNQEGJunt64N4fGAZcvAFIni693jMp84J3TgL2L1OWkdq0gqxz7t+SL44eewulXVLs+HfrgwdEPGs7z66Ff8cKmFxRURP7MFBSE+DmzDeUoePVVONI5aVKVwScmw2KT3ctwOzzYtJBTsIiIiIgNWETUjOw+mIDVNUK4glBRA5Zjn3D9YDeuH6Q2bMEdgKO0zpeznb3hhVWUOrJoT6PeZ/J68HxSOYJs6qeIfLDmIM56cSXS8sqV5ybyB7YAC7oMiBbFZu4qQmUpT41S6+L2unH/qvvh1uUrMvvH9Mf/9fk/hVURkb8o/PBDuA7KH+h1uOYaWKKb8HPZHgJc+DEw6FLxNY/hqgQ+PB/Y9IG6nNRubfz5gDg2oXsEOqZGqCuG2p1TupyCK467wnCe17a9hoUZCxVURP4sZNw4hE09RRyvu1zInj0Hui5fkU7/ExRmQ78TOonjty07hIoSh8KKiIiIqC1iAxYRNRufrCAMk03AyirPQrW7WhR7NMe+faI4eyobsKiN2vkdsOv7et8iXT8YXHEEdmdJo9/fY/c6fDd9DHrFq18vsSu7DKfPX4HPNxzijSwige7D40VxulfHvg25iqshMubdHe9iR8EOcbzNZMPc0XO5epCImsxTXIz8l18Rx1s6dkTU5Zc1PdBsBc6YD0y4V3ztY+ge4JsbgN+eBPj7NdWhNL8Ke9fJfxcccjKnX1HDbhl0C0Ynjjac576V92FPIw+REdUl7u67YQoLE8dXrluHki+/VFiRfxt0YhKsdtnnNrfLi00/cwoWERGRv2MDFhE1G+kELEc9DVhB1iDEBzf9Ia8OHQdK5acq/+RIkzVg2TgBi9qi6pKa6VcNOOToJ0ofWdS49YN/qli5EimBGr6+cTQuHpEkumZ9Kp0e3P7ZFtz6yWaUO+RTT4j8UVKfKNiFq4f3rstWXA2RXEZJBl7a/JKhHDcMvEG8NpuI/Fv+yy/DW9L4Awp/F3vrv2AKCJAFaxowfiZw5kuASfYzvVZL5wILbge8XPlNx9qyJBO6V9agF5MUis59ohRXRO2R2WTG42MfR1KosfsIVe4q3Lz0ZhRXF6spjPySJSYGsTNmGMqR+8STcBcWKqrIvwWG2NB/onwK1h+/HUZFMadgERER+TM2YBFRs/HFBCwA6BrecmsIneIVhKmGr03U7JY8CJQdqfct1d4Q5LplDYZNbcDSnU6U/7oMAVYzHp7WDy9cNAghdoUPh/7j681ZOHXecmw9VKw8N1F7ZbaY0G1IrCg2O70UJXlViisiajqv7sXsVbPh8MhvoPeO6o3L+gqmzxCR33NmZKDwgw/F8QHHHYew004zXsigi4GLPgVsCqfOrnsd+OwywGV8KjW1H9XlLuxYmSWOH3JyMjRNU1gRtWfh9nDMmzgPQZYgQ3kOlx/G7b/dDreXh7ZILuLccxA4eLA43lNSgtwnn1JYkX8bODkJtgDZFCyP24sNPxk/9E1ERERtFxuwiKjZSBuw6puABcgbsPaX7BfF/clbUQFXluzmoL0rpyBQG3NoA7DujQbfdth5HES/XuheRBY3fXR/2c8L//vfT+ufgB9uHoN+ieFNv34DDhRU4uyXV+G139LhFZ7IJvI3PYbFiWP3rs9RWAmRzKe7P8XG3I3ieItmwUOjH4JF5eQYIvIbuU8/DbjlD/Tj7roTmknRbb/UScAVC4AQ2YrhWu38DnhvGlBVpC4ntWlblx2C2+kVxUbGB6HrwBjFFVF71y2iGx4d+6jhPGuOrMGzG55VUBH5K81kQscHHwCsVnGOkq++QuW6dQqr8l8BwVYMmNRZHL99xWGUFbLJnIiIyF+xAYuImo10FVFDE7CkK12MTsBypMsauKyJiTAFBxu6NlGz8nqAH24F0HDj0WGncP2gtQwWT9NvTpQvXw5v1f8m5SR3CMbn1x+Py0eliOqoj8uj4+EFO3HF2+uQX85x4kQNSUiNQHCEXRS7jw1Y1MKyyrMMP0i7st+V6BnVU1FFRORPKjdsQNmixeL40CmTETR0qMKKAHTsD/xzMRDTW13Og6uAN08BSg6py0ltksvpwbZf5H8OBp+UDM3E6VfUdBOTJuKGATcYzvPujnfxXdp3Cioif2VPTUWHf15lKMeRBx6A7nQqqsi/DZjUWfwsw+vWOQWLiIjIj7EBi4iaja8mYLVYA1baPlGcLVW2no2oxax7AziypVFvrZmA1XSdekSI4vSqKpQvX/6Xr9ktZsw5oy9evXQIwgLUTx35dU8eTnl+OVbszVeem6g90UwaugunYBUcrkBhVoXiiogaR9d1PLj6QVS6K8U5uoZ3xbX9r1VYFRH5C13XkfvEk/IEVitiZ8xQV9DRIjoDV/4EpIxVlzNvJ/D6FCBnh7qc1ObsXHkE1RUuUWxoVAC6D5dPXiW6dsC1mNh5ouE8c1bNwfb87QoqIn8Vfd11sCUni+Od+9JQ8PY7CivyX/YgKwZOlk/B2rkyi1OwiIiI/BQbsIio2VisJpgEJxKdVZ56X5c2YB0oOQCPt/7c9XGmpYni7N1SxdckanZlOcDShxr11ipvKArdSaLLpEzsC1NoqCj26DWERzupbzx+uHksBnaOEOWtT16ZA5e+uQaP/7QLLo9sTQaRPzC0hnADp2BRy/gu/TuszFopjteg4YFRD8Bmtimsioj8RdmiRaja0rjDD7WJuuhC2FJS1BX0d4ERwCVfAMedoy5nWRbw1slAhvx7L7VdXo8XmxcfFMcPnNIZZjNvcZOcSTPhkbGPoFu4sQOTTq8Tt/xyC/KreFiLZEx2O+IfmGMoR/5LL8F5iJMlVeg/oTPswcIpWB4dGzkFi4iIyC/x0ykRNRtN02ATjO51Vruhe+tefdYhoAPCbGFNz+t1Iqs8q8lxf3LskzZgcQIWtSEL7wUcpY16a5azr+gSZqsJCT07IGTCCaL48mXL4K1jxHrnqCB8dt3xuHZcV1Hu+ug68PKyNJz36mpkFsqnpBC1Z9GdQxAZHySK3bc+F7re8OpTIpXyq/Lx+NrHDeW4uPfFGBg7UE1BRORXdJcLeU8/I443hYcj+vrrFVZUB4sd+MdrwOh/qctZXQK8Nw3Y8Y26nNQm7NuYi7IC2ZSQgGAreo9KUFwR+aNgazDmTZyHUJvsYNifcipzMGPZDLg8soluRMEjRyL8rLPE8Xp1NbIfeoifpRWwBVowaIrsoCkA7FiVhfIiTsEiIiLyN2zAIqJmJVpDqANOR92TqjRNQ9dwWXPF/tL9ojgAcEgnYHEFIbUV6b8C2z5r9NuznH1El4nvGgaL1Yywk04SxXsrKlCxsu7T8lazCXdP7Y03Lx+KyCCr6Br12XSwGFPnLccPW48oz03U1mmafA1hcU4l8g+VK66IqH6PrHkEpc7GNR7XJjEkEdMHTVdYERH5k+LPP4fzgHxaQswN18McEaGuoPqYTMCUB4BTngTQ9EnXtfI4gE8vA9b8W00+avV0XcemhfLpV/1OSITVblZYEfmzpLAkPDnuSZg0Y49MNuZuxGNrH1NUFfmj2DtnwhweLo6v+PU3lC1apLAi/9XvhE4ICJHdS/S6OQWLiIjIH7EBi4ialV3SgAXAWeWu93XpGsL04nRRnLe6Gq7MTFGsjROwqC1wO4EfZjQpRDoBK6F7JAAgePRoaEGySTl1rSE82sRecVhwy1gMS4kUXaPe61e7ceOHG3H3l1tR5ZSvNiVqj1KHxIpj963PVVgJUf2WHlyKRQeMPaiYM2oOgqyyn2VE5N885RXIe+FFcbw1OQmRF16osKJGGnENcO7bgLK1qzrw4x3A4gdqRs5Su5a5sxD5mbKGe4vVhH4TOimuiPzd6MTR+NfgfxnO8+meT/HZnsYfaCM6miUyErEz7zCUI+fhR+Apr1BUkf+yBVgw+MRkcfz2lVkoL3IorIiIiIhaOzZgEVGzEk3AAuCorL8BSzoBK71E1oDlTE8X3Qy2xMfDHBIiuiZRs1o1DyjY2+i3V3uDke9OEV0qsXsEAMAUEICQ8eNEOcp++QW6q+ER/x3DA/HR1SNx04RUaIoO6h/to7WZOP2FFdiVLZ+eQtTeRMYHo0Mn2c++vetzuDqBmkW5sxwPr3nYUI6zu5+NkR1HKqqIiPxN4ZtvwlNQII6PnTEDmk1VE1QT9T0LuPQrwC6f1nGMFc8AX98AcI1Xu2Zk+lXv0QkIDGmhP/PUrl3e93Kc0uUUw3keWfMINuVuUlAR+aPwadMQOGSION6dk4P8F15QWJH/Ou6ERASGyX7eeN06Ni7kFCwiIiJ/wgYsImpWvpqA1TVCuIKwRLaCULx+kNOvqC0oygB+e7JJIUecvSH5tcJk0RDXJey//yxeQ1hSgoo1axv1XovZhNtP6on3rhyBmFC76Hr12ZdbjjNeWIn3fj/AxhGi/+g+VDYFq6ygGrkZZYqrITrW8xufR26lfOJabGAsbht6m8KKiMifuHJzUfD22+L4wEGDEDplirqCJFLGAFf+CIQmqMu55UPgowsAB1cSt0e5B0pxaFeRKFYzaRg4ubPiiohqaJqGB0Y9gN5RvQ3lcXvduPWXW5Fdka2oMvInmsmE+Nn3AxbZvXQAKHzvPVTv3KmwKv9ktZkx+MQkcfyO5VmoKOYULCIiIn/BBiwiala2QLMorsEVhGHCFYQl6aIGCcc+YQNWKhuwqA348S7AXd2kEOn6wbiUMFhs//u+EDJ2LDS7rCmq7Oefm/T+Md2j8eMtYzG+R4zoevVxur2Y9fUfuO79DSiudCrPT9TWpA6JE8fu3ZCjsBKiY23O3YxPdn9iKMd9I+9DmC2s4TcSEdUi/8WXoFdWiuNj77gdmi/GuzZVXF/gn4uAmF7qcu5bDLxzGlCepy4ntQpGpl+lDolFWHSgwmqI/irQEojnJjyHSHukoTwF1QW49Zdb4fCw+YKaLqBHD3S44nJ5Ao8HR+bMge71KqvJX/Udl4jAUKso1uP2cgoWERGRH2EDFhE1K3ug7IOKo4EGrISQBNhMTR8FXOosRUF109c8ONL2NTkGAGycgEWt3a4fgD0/NjlM2oCV2OOvNzNNwcEIHjtGlKtsyRLoHk+TYqJD7Hjr8mG4d2pvWM3qH1r9vD0HU59fjnUZhcpzE7Ul4TGBiE2RNafsW58L3ctpcuQbLo8LD6x+ADrkf8ZOSTkFE5ImKKyKiPyJIz0dxZ9/Lo4PmTwJQYMHK6zIoPBOwBU/AknHq8uZtQl4YwpQmK4uJ7WokrxKpG2UT54cZGASCVFjJYQk4OkTnoZFk08gAoA/Cv7Ag6sf5IRsEom+/npYE+TTJau3bEXxp58prMg/WW1mDJqSLI7fvjwLFSVsxCQiIvIHbMAiomblqwlYZpMZKeEpotySNYRO8QSs7qI4ombhrAB+vLPpYd5A5Llla0ATukcc8zXpGkJPYSEq129ocpzJpOHqcV3xxfWjkNwhSHTt+mSVVOP8V1dj3pK98LCJhPyYdA1hRbEDR9JLFFdDVOPNP97EvmJZYz0ARNgjcNeIuxRWRET+JveZZ4AmHiL4L7MZsbe1wvWnQVHApV8BvU5Tl7NoP/D6FODwRnU5qcVsXpQJaS9K5z5RiOkcqrYgojoMix+GmcNnGs7zbdq3+HDXhwoqIn9jCgpC3Kz7DOXIfeYZuPPzFVXkv44bb2AKlstraPIjERERtR1swCKiZmULlJ0aa2gCFgB0CZetIWxqA5bX6YTzoOwDk72brEmFqFn89iRQktnksCOu3tDR9OZKk0lDfNfwY74ecsIJgFV2Q6Ns4UJRHAD07xSB76ePwZkD5ScL6+LVgWcW7cHFr/+O7JKmrXckai9Sh8gasABg3zquIST19pfsx6tbXzWU467hdyEqIEpRRUTkbyo3bkT54iXi+Ihzz4G9ayv9jGkNBM57Fxh6lbqclfnA26fVrCWkNquy1Imdq4+I4wdz+hU1swt6XoBpqdMM53lq3VPYmMMmUmq60AkTEDplsjjeW1qKnCeeUFiRf7LazRg4Wf4zaPtvh1FZ6lRYEREREbVGbMAiomZlD5I1YDkrG27A6houu/GcXtK0NQbO/RmA19vk61hiYmAOP7bZhKhVyN0FrJovCpWuH4xJDoXVfmzjljk0FMGjZCtLyhYuhC74+/mn0AArnjt/IJ46dwCCbLKJffX5Pb0Qpzz/GxbvYDMJ+Z+QyAB0TJX9HNy3MRdej/zvNtHfeXUvHlz9IFxelzjH2MSxmNplqsKqiMif6LqO3CeeFMdrQUGIufFGhRX5gMkMnPo0MNHY5I6/cFUAH54PbP1UXU5qVtuWHYLHJfu9LiYpFIk9Ixt+I5FCmqbhvpH3oX9Mf0N53LobM36dgdxK+fpN8l9x99wDLUg+tb302+9Q8fvvCivyT8eNT0RAiOzQqNvlxaaFBxRXRERERK0NG7CIqFmJJ2BVt54JWM402ZoaW2o3URyRz+k68MMMwNvw37PaZDn7iOISe0TU+VrYibI1hO68PFRt3iKK/ZOmaThnSCd8N30M+nQMM5SrNkWVLvzz3fWY8+12ONzCdTNEbVT3oXGiuKoyFw7vLVZbDPm1r/d9jfU568XxgZZA3DfyPmiaprAqIvInZYsWoWrzZnF8hyuugCUmRl1BvqJpwLg7gDNeADRFBxy8buDLq4HVL6nJR83GWe3GtmWHxPGDT0rmz15qETazDc+e8CxiAo19382vyseMZTPg8sgPAZB/snbsiJibbjKUI/uBB+F1cgKTEbYACwZO7iyO/+NXTsEiIiJq79iARUTNStqA5WzECsLmmoDl2Jcmuo69W6oojsjntn4KHFghCnV57ch1dRfFJnSv++RyyMQJgFn2gMbIGsKjdYsJwVc3jsIVo1OU5Pu7t1dlYNqLq5CWV+6T/EStUbfBsZA+M9u3nifFSY38qnw8tf4pQzmmD5qOhBD1K2uJyD/oLhfynnlWHG/u0AFRV1yhsKJmMPhS4MKPAKt8escxfr4bWDyn5kAJtQk7VmTB0YgJ57UJiwlE10FtoOmQ2q3YoFg8O+FZWE2y6Td/2py3GU+s4zo4arqoSy+BvWdPcbxz/34UvvW2uoL8VL8TOsEeLHvG4XZ5sXnRQcUVERERUWvCBiwialZ2aQNWI27QJYclQ0PTn+pmV2Sj0lXZ6Pc79skmYNk5AYtao+oSYOG94vBsV0940fRGKU0DOnarexWZJTISwSOGi2oqXfgzdEUPYewWM2af3hdvXDYUkUHGbrLWZseRUpw+fwU+W5+prGai1iwozCZeG5O2KRceriEkBR5b+xjKnGXi+OM6HIeLel2ksCIi8jfFn38OZ0aGOD7mphthDglWV1Bz6XEScNn3QFAHdTlXPAt8cxPgkTX1UPPxeLzYsiRTHD9oShJMJk6/opY1IGYAZo2cZTjPx7s/xrdp3yqoiPyJZrUifs5sQznyX34ZrsOHFVXkn2qmYCWJ47f9eghVZZyCRURE1F6xAYuImpV4BWEjJmAFWALEkwj2lzZ+DaEjTToBiw1Y1AotewyoyBOHZ4WeKYqLSQpt8PtBqHQNYdYRVO/YIYqty6TecfjxlnEY0SVKaV4AqHR6cMfnW/GvTzajrJprCKj9Sx0SK4pzVLhxaGeR4mrI3/ya+St+zvhZHG/WzJgzag7MJkVrtIjI73jKK5D3wovieFtKCiLOOUdhRc2s0xDgyoVARLK6nJvfBz65GHA2/mAVNb+963JQXuQQxQaGWtFrZLziiohkpnWfhgt7XWg4z4OrH8TOgp0KKiJ/EjRoECLOO08cr1dXI/uRRxVW5J/6n9AJ9iDhFCynF5sXcwoWERFRe8UGLCJqVuIJWI1owAIMrCEsbtwaQt3phPPAAdE1bKlcQUitTO4uYM2r8nhLIA6bRolCE7pHNPie0MmTIN1VVrZokSiuPvHhAfjw6pG4bUoP+OLg9Tebs3Da/BXYklmsPjlRK9JtUKx4esG+9TmKqyF/UuGqwNw1cw3luKzvZegZJV/7QURU+NZb8BQUiONjbrsVmlX9ZNZmFZ0KXLUIiO+vLueen4D3pgGVhepykjK6rmPTQvnD5v4TOsNiY/MztR53DLsDw+KHGcrh8Dhw67JbUVxdrKYo8huxt90Kc5T8gGD5kiUoW7ZMXUF+yBZowcDJncXxW5cdRlU5p2ARERG1R2zAIqJm5csJWIC8AWt/SeMmYDkPHgTcTV9tYI6KgiVStnKJyCd0HfhxJqB7xCnco+9EziHZCeaEHg3/fbBERyNo6FBR/rLFi0VxDTGbNNw8qTs+ufZ4JIQHKM9/oKASZ7+8Cq/8mgavlysJqX0KCLGiU2/ZzeL0zXlwu+Tft8i/zd80H9kV2eL4zqGdcf2A6xVWRET+xp2fj4K33hLHBw4ciNApUxRW1IJC44ArFgBdJ6jLmfk78NZUoISrlVqbgzsKUZhVIYq12M04bnyi4oqIjLGarHhq/FPoGNzRUJ7D5Ydx1/K74PHyMw41njkiAnF3zjSUI2fuw/BWVyuqyD/1m9BZPgXL4cHmxfK1vERERNR6sQGLiJqV2WKCxdr0bz2NnYDVJbxLk3MDjW/AcuwTrh/k9CtqbXZ+B+z/VR4f3QM5cRfD6xY0CWlAQmp4o94aeuKJTc8PwLkvDY70xq8WbaphKVFYcMtYnNQ3Tnlut1fHYz/uwiVvrEF2CW+GUfvUfZhsDaGz2oOD2znZgppuW942fLjzQ0M57j/+fgRY1DffEpH/yH/pZeiV8jV5sXfcDk04IbZVsocCF30K9JOvUjpG3k7gjROBvN3qcpJhmxfJp1/1HZOAgOA2PvWN2qWogCg8O+FZ2Ew2Q3lWZq3Ei5vlq2nJP4WdcQaChg8Xx7sOHULBv19TWJH/sQdaMGCSfArWtl8OobrcpbAiIiIiag3YgEVEzU4yBcvt9MLj8Tb4vq4RwhWEJY1bQehI2yfKb0/tJooj8glnJfDzvcZynPo0DqfLTjBHdwqBPahxN9BDp0wWXQPw3RSsP0UE2fDKJUMw96zjYLOo/5VqVVoBTn7+N/y8XT6thai16jIgBiYL1xBS83B5XZizeg50yCcLntHtDIzsOFJhVUTkb5yZmSj69FNxfMikSQgaMkRhRa2ExQZMexUYNV1dztJDwJsnAYfWq8tJYnmZZTi0q0gUazJphh5uE/la3w59cd/I+wzneW3ba1h6cKmCishfaJqG+DmzAQNriQtefx3OjAx1Rfmh/hPlU7BcDg82L5E3KBMREVHrxAYsImp20g8ljZmC1SVMNgHrYNlBuLwNnzhxpskmYNm6sQGLWpFV84ASAx/w+58PdBmHrL2ym+gJqRGNfq81Ph4B/fqJruPrBiyg5obXJSOT8e1No5EaG6I8f3GlC9e+twH3frUNVU6uJKD2wx5oQXLfDqLY/Vvz4XLw7wM13vs73seeoj3i+KiAKNwx9A6FFRGRP8qbN1+0zh4AYDYjdsZtagtqTUwm4MS5wEmPqstZVQS8czqw1/efCah+WwysWOo+PA6hUZw+Sa3btO7TcF4P45P87llxT6Mn9BMBgL1rV3S4/HJxvO50Invuw9B1+UEVf2cPtKD/RGNTsByVnIJFRETUnrABi4ianWQCFtC4BqyIgAhEBUQ1Obfb68ahskMNvk+8grAbVxBSK1F0AFjxrDzeHgZMeQgetxfZ6aWiFAk9Ipr0/tApU0TXqd66Fa7s5pke1Ss+DN/dNAYXDvfN6ewP1hzE6S+swPasEp/kJ2oJ3YfKVni6nV5kbMtXXA21V1nlWXh5y8uGcswcNhMRARFqCiIiv1S9axdKv/9eHB9x9tmwd5VNe25Tjr8BOPsNwKRo3ZyrEvjofGDLJ2ryUZOVF1Vj7zr59NJBU5IUVkPkO3cOvxP9o/sbylHhqsCtv9yKSpd8VS35n+jrr4MloaM4vmLFCpQtXKSwIv8zYGIn+fOOag+2/tLwMwkiIiJqO9iARUTNTt6A1bhpF13CZVOwGlpDqLvdcO6XnUTjCkJqNRbeB7ir5fEn3A2ExiE3oxQeV8NrQWuT0D2iSe8PnWxkDeEScWxTBdrMePQf/fHiRYMRGiD7PleffbnlmPbiKryxYj+8Xp5OpLYvpX80LDbZx5F9G3IVV0Ptka7reGTNI6hyV4lzjE4Yjaldpiqsioj8Ue6zzwLC6RJaYCCib7pRcUWtWL9zgIs+AazBavJ53cBX1wCrXlCTj5pk6y+HxJ9dko/rgA6J6qcME/mCzWzD0yc8LToUerS0kjTMWjmLE4mo0UxBQYi7+25DOXIefRTeigpFFfkfe5AV/Sd2EsdvWZoJZ7VwSioRERG1OmzAIqJmZxc2YDV2HK+0AauhMd+uw4ehu5o+EtgcHg5zB9maJSKl0pcBO7+Vx8f0AoZfDQA4vLdYlCIqIRiBIbYmxdi7dhGv8WyONYR/d2r/jlhw81gMSopQntvp8eKh73fgirfXIa/MoTw/UXOy2s1I6Rctij2wraBRkzHJvy05uAS/HvpVHB9oCcSs42dB0zSFVRGRv6lctw4Vv/4mju9wxeWwxsYqrKgNSJ0EXP4dEKTwc/TCe4GFs8SNcNR0zmo3ti/PEsdz+hW1NfHB8Xhq/FMwa2ZDeRYeWIh3tr+jqCryB6GTJyN4/DhxvDs7G/kvG5sa7O8GTOwMW4Ds776jwo0/fj2suCIiIiJqKWzAIqJm5+sJWF3DZasZGmrAch48KMprS03lgztqeR4X8OOdxnKc/BhgrlkHkiVswGrq9Ks/hU6RTcGqXLcO7qIiUawRnaOC8Om1x+OGE7rBF3/9f92Th5Of+w2/7OIUIGrbpGsIPW4v9m/lGkKqW4WrAo+ufdRQjhsH3ojEkERFFRGRP9J1HbnPyNd/myMjEXXllQorakMShwBXLgTCFTbhrJoHfH1DzWcj8rmdK4+IG+ZjkkKbvLqeqDUYFj8Mtw25zXCeZzc+izVH1iioiPyBpmmIv/deaLamHXg8WsHb78Cxb5/CqvxLQLAV/Sd2FsdvXnwQLmfjnn0QERFR68YGLCJqdtIGLEcjb9xJG7DSi+tfQeg8IGzA6pIiiiNSau1rQN4ueXzv04FuEwAAHo8XR9JKRGnEDViTp4ji4PGg/JdlsliDrGYTZp7cC+9fNQIxoXbl+QsqnLji7XWY8+12VLt4k4bapqTjomAVnhLdtz5HcTXUnryw6QXkVsqbVPt06IOLe1+ssCIi8kflv/yCqk2bxPHR118Hc4gfr2CLTgWuWgjE9lWXc8uHwMcXAU6uWvIlr8eLLUsyxfEDp3TmQTZqsy7tcylOSTnFUA6v7sUdv96B7IpsRVVRe2dLSkKHa66RJ3C7kf3Ag1x/acCASZ3F9zeqylzYYWBqJBEREbUebMAiomYnXUHY2JOT4hWEpfvr/ZDpPHBAlNeWnCyKI1KmPA9YZmAKiCUAOPHh//5j3sEyuB2yhh9pA1ZA3z6wJHQUxbbEGsKjjU6Nxo+3jMUJPWN8kv/tVRk468WV2JNT5pP8RL5ksZrRZYBsDeHBHYWoruAECzrWjoId+HDXh+J4s2bGnOPnwGKS/c5KRAQAuseDvGfl068sCR0RccEFCitqo8I6AlcsAJJGqcu5dyHw7plAZaG6nPQXaZvyUFZYLYoNibSj22A/W7tJ7YqmaZgzag5SI1IN5SlyFOHWX26Fw+NQVBm1dx2u/iesSfLJkZXr1qH0++8VVuRfAoKt6HdCJ3H8poUH4OYBSyIiojaPDVhE1Ox8PQErPjgegZbAJuevcFXUOynBeZANWNRGLZkDOErl8aP/BUT+789x1p5iUZqIuCAEh8smQWmahtDJsjWEFStWwFvRsifco0PsePOyYbjv1N6wmtWf5N6VXYbT56/Ae6szeFqR2hzpGkKvR0f65jzF1VBb5/F68ODqB+HVveIcF/e+GL079FZYFRH5o5LvvoNjr3yVT8z0m2EysEqoXQmMAC79Euh1mrqch9YBb54MlBxSl5MA1Kze3LxINkEcqJkgYjbzljW1bUHWIDw34TmEWkMN5fmj4A88usbYWm3yHya7HfH33WsoR87jT8BTxgN+UgMndYbFJvsZVlHixK7VnHpHRETU1vHTLBE1O3ugbBRvYydgmTQTUsJSRNdIL6l7DaFLuoKQDVjUkg5tADa9L48P7wyMvuUvX8raWyxKldAjQl4HIG7A0p1OlC9fYejaKphMGv45tiu+vH40ukQHK8/vcHsx65vtuPrd9Sgo5wlZajs6946CPUjWnM01hPR3H+/+GNsLtovj44PjcePAGxVWRET+yOt0In/efHG8vXsqws84XWFF7YA1EDj3HWDw/6nLmb8beONEINfAqnY6xpF9Jcg9IHt4bwswo8/oBMUVEbWM5LBkPDrWePPUF3u/wOd7PldQEfmDkHHjEDpFdv8MADz5+cgz8DuMvwsMtaHvuERx/MafDsDjkR8mIiIiopbHBiwiana2IKsorrETsAADawhL9tf6dd3thvPwYVFOW+fOojgiw7xe4Mc7jOU46WHAFnRUSh1H9hWLUiUK1w/+KWjIEJijokSxLb2G8Gj9OoXj++ljcP5Q33xvWLwzFyc/vxzL93IyELUNZosJXQfJVnQe2l2MqnKn4oqorcqpyMH8TcYeFtw9/G4EWYMafiMRUT2KP/4YrqwscXzMrbdCM8sOLrVrZgtw+jxgnMHPOEcrPQy8dTJwaL26nH5uk4HpV33GJIinphO1RuM7j8d1A64znOeRNY9gW942BRWRP4i7+25ogU3fDvGnog8+QPUuNidLDZqSBLNF9ui1rLAae9ZwChYREVFbxgYsImp2vp6ABQBdw7uKrlHXBCxXdjbgcjU5nyUmBqYgPsSjFrLlI+DwBnl8l3FA7zP+8qX8zDI4qz2idAkGG7A0sxkhEyeIYsuXLYPubD1NGsF2Cx4/pz9evGgwwgLUP2DIK3Pg0jfW4pEFO+F08+QctX7dh8jWEOpeHfs35yuuhtqqJ9Y9gQqXfOXshM4TMDFposKKiMgfecorkP/yK+L4wEGDEDJB9juvX9A0YOJ9wClPAFC02ruqCHjnDCBtqZp8fqwouwIZ22S/m5lMGvpP5AE2an+uH3A9xiSOMZTD5XXh1mW3oqCqQFFV1J5ZExIQfcP18gReL7Ifmgtd19UV5UeCw+3oM7qjOH7Djwfg9fLfPRERUVvFBiwianbS04xNacCSTsDKKMmo/doZB0T5rMlJojgiw6pLgcVz5PGaueahhvbXhxrS9YNh0QEIiQyQ1/Mf0jWE3vJyVKxZY/j6qp3avyN+/Nc4DO8im+zVkH//lo5pL61EWl65T/ITqZLYMwKBobIJmfs2cA0hAcsPLcfCAwvF8YGWQNwz4h6FFRGRvyp8+214iorE8bEzboOmKWosas9GXAuc8wZgkv3+cAxXBfDBecD2r9Tk81NblmQCwmfG3YbEIjTK+GdGotbGpJnw2NjH0Cmkk6E8OZU5mPnbTLi9jb8/Sv6rw2WXwdatmzi+asMGlH77rcKK/Mugk5JhMst+nyvJq8K+9bzPQURE1FaxAYuImp20ActR2XITsJwHZQ1YtuRkURyRYcufAipy5fHDrwFiex/zZWkDVkKPSHktRwk+/niYgoNFsWULFympQbXEiEB8dPVI3H5iD5hN6h+2bc8qxWnzVuDjtQd5epFaLZPZhG6DYkWxXENIVe4qPLzmYUM5bhx4I+KD4xVVRET+yl1YiMI33xTHB48fh6ChQxVW1M4ddzZw8WeALURNPq8L+OwKYN0bavL5maoyJ3b9Ll+bNGgKD7BR+xVuD8dzE55DgNlYk+Ha7LWYt3GeoqqoPdNsNsTPmmUoR86TT8FTzgN9EqFRAeg1Uv75cv2PB6BzChYREVGbxAYsImp29maYgJUUlgSz1vRVh3lVeShzlh3zddeBg03OBQC2JDZgUQso3A/8/rI8PigaOOGuY76se3Vk7SsWpUw0uH7wTya7HSHjx4liy5Yuhe6RrU/0NbNJw00Tu+Oz645H56hA5fmrXB7c9eU23PDBRhRXslGFWqfUIbIGLN2rI31TnuJqqC15dcurOFx+WBzfK6oXLu59scKKiMhf5b/yCryVleL42FtvVViNn+g2Abj8+5rPMErowA+3Ab89CfDwQpP88dtheFyy9eeJPSMQkxSquCKi1qVnVE/MHjXbcJ63tr+FnzN+VlARtXfBI0cg7NRTxfGe/Hzkz39BYUX+ZfDJydCEBy2LjlQgfTPvcxAREbVFbMAiomZnDRA2YFU3vgHLZrahU6hstPf+kv3HXvugsAGLKwipJSyeDXgMNNlMng0ERhzz5YKsCjgqZKPuExQ1YAHyNYSeggJUbd6srA5fGJwUiQU3j8U/BiX6JP+Pf2TjlOeXY3VagU/yExnRsXsEAsNsoth9GwxM/KM2bW/RXryz/R1xvAYN94+8HxaT7PdTIqI/OQ8dRvFHH4vjw047DQG9eimsyI8kDAKuWghEKPz8vXQu8PM9gFfWUORv3E4Pti07JI4fOJn3Tsg/nNb1NCWN/7NWzsK+on0KKqL2LvbOmeJJ8gBQ+P77qN6zR2FF/iM8Jgg9hsWJ49f/mMFJ9kRERG0QG7CIqNmZTBpsAU2fTuWodDfpQ0eX8C5NvgZQ+xpCcQNWEm8iUjM7sArY8Y08PmEQMPCSWl/K2lskShkSZUdYtLqpTsHjxkOzWkWxrXUN4dFCA6x45vyBeO78gQixq28IOFJSjYte/x1P/rwLLg8fKFHrYTJp6DYoRhR7eE8xqso43c3feHUvHvr9Ibh1WXMwAJzX8zz0i+mnsCoi8lf5L7wA3eWSBVssiLnlZrUF+ZsO3YCrFgFxx6nL+ftLwNfXAR7h/65+ZPeabFSVyf49RcYHIblvB8UVEbVeM4bOwODYwYZyVLmrcOuyW1HhqlBUFbVX1thYY79jeDzIeWguG4GEBp+cDMiGYCE/sxwHtvEAJRERUVvDBiwiahE2wRpCr0dv0jj7ruFdm3wNAEgv/msDlu7xwCVswLJyBSE1J68X+OluYzmmPgWYav/1IGtPsShlYvdIAwUdyxwSjOBRo0SxZYsXt5mbRmcNSsSCm8diUFKE8ty6Drz4SxrOeWU1DhTwhi21HobWEHI8v9/5Zt832JS7SRwfHRiNWwbforAiIvJXjr17UfKN/BBE5Hnnwda5s8KK/FRoPHDFAiB5jLqcWz8BPrkEcFWpy9nO6F4dmxdniuMHTk4Sr2giaousJiueGv8UYgJlh0/+lFGagdmrZreZexzUciIvugj2Hj3E8ZXr1qH0hwUKK/IfUR2D0W2Q7D4HwClYREREbREbsIioRUgasADAUdX4CQfSCVj7iv86wtudnS06yWyOjoY5RD7imajJtn0KHNksjx94MdBpaK0v6bqOrH3ForQJPSLkNdUhdIpsDaHr8GE4du1SXI3vJHUIwmfXHo+bJ6bCF88ktmQWY+rzy/HFhkO8oUOtQsdUriGkximuLsYzG54xlGPmsJkItYUqqoiI/FnevHk1He4CWmAgoq+/TnFFfiwgHLjkC6D36epy7vkJeO8fQFWxupztyIE/ClCcUymKDQy1oscI+XomorYqJigGz5zwjOE12D9n/IwPdn6gqCpqrzSLBfGz7jOUI/eJJ+Ap5wE+iaFTU8SxOftLcWinbCMBERERtQw2YBFRi7AHyW4wOJvQgCWdgJVWnPbXa3L9ILUFzgpg8QPyeFsoMGl2nS8XHakUr5RI6B4hLKpuIRMn1jmpqyFli1r/GsKjWcwm3HZiT3x8zfFICA9Qnr/C6cGMz7bglo83o6SK61WoZZlMGlKlawh3F3ENoR95ftPzKHYUi+NHJYzCySknqyuIiPxW1bZtKFu0WBwfdfllsMQYm4JCf2MNAM59BxhyubqcB1cBb58GlOWoy9lObF4su2cCAP1O6ASL1aywGqK2Y2DsQMwcNtNwnqfXP43NuZuNF0TtWtCwYQg7Xd6c7M7NRf7LLymsyH9EdwpBSv9ocfz6HzPUFUNEREQ+xwYsImoRzTEBq1tEN9E1siqyUOH634ke5wE2YFEbsGo+UJYljx97GxBa98njrL2y01bB4TaExwRKq6qTJSoKQUOGiGKNPCBrScO7ROHHW8bh1P4dfZL/2y1ZmPr8cvyeXuCT/ESNlTpUuIZQB9cQ+omteVvxxZ4vxPF2sx33jbgPmsZ1R0RkXN5zz4tjzeHh6HDllQqrof8ymYHTngPG3aEuZ8424M2TgML96nK2cXkHy3BYuKreYjXhuPGJagsiamMu6HkBzuh2hqEcbt2NGctmoKCKn+WpfrF33A5TsHxbQ+E778KRltbwG+kYRqZgZe0tFt+XJSIioubHBiwiahG2AN9PwAq2BiMhOEF0naOnYIknYCWzAYuaSWkWsFL+4AcRScDIG+p9S9beYlHqhB6RPnvALV1D6Ni7F86MDLXFNJPwICteuHAQnjinP4Js6k+KHy6uwoWv/Y7HftwFp9urPD9RY8R3i0AQ1xBSHTxeD+b+Phc65GtTr+l/DTqHdVZYFRH5q4q1a1GxcqU4vsO118IcylWoPqNpwMT7gJMfU5ezaH9NE1b2H+pytmGbl8inX/U6viMCQ2S/8xG1F5qmYdbIWegV1ctQntyqXNz5253weD2KKqP2yBobi+ibbpIncLuRPXcudOHaZX8WlxKGpD5R4vj1CzLUFUNEREQ+xQYsImoR0hWEjsrGN2AB8ilYf23AOiDKYeUELGouSx4EXJXy+MkP1KzpqMeRtBJRal+sH/xT6GRZAxYAlC1um1OwgJobtOcN7Ywfbh6L/p3ClefXdeCVX9Mw7aWV2Jdbpjw/UUNMJg3dBsumYHENYfv3ye5PsLNwpzi+a3hXXNH3CoUVEZG/0nXd0PQrS3w8Ii++SGFFVKeR1wPT/g1oig4wlOcAb08FDv6uJl8bVVHswL71wuZ3DRgwic3QRAAQYAnAsyc8izBbmKE8a7LX4MXNLyqqitqrqEsuhr17qji+cvXvKPv5Z4UV+Q8jU7AydxYhJ6NUXTFERETkM2zAIqIWIV1B2JQJWACQGiH7QLm3eO9//7vrgKwBy5acIoojapLDG4EtH8njO48E+k6r9y1lhdUoL3KI0vuyAcuakICAvn1FsW11DeHRukQH4/PrRuG68d3giyFj27NKceq8FXh3dQZPN1KzSx0SI4rTdSBtE9cQtlf5Vfl4YdMLhnLMGjkLVrNVUUVE5M8qli9H1caN4viYm26EyW5XWBHVa8D5wIUfAZb6D540WnUJ8O5ZwJ6FavK1Qdt+PQSvR/Y5oUv/aETEBSmuiKjt6hTaCU+MewIajH24f23ba/g181dFVVF7pFmtiLtvlqEcOY89Dm9FhaKK/EfH1Agk9ogQx2/4MUNZLUREROQ7bMAiohZhFzdgNW2UdmqkrAHrzwlYutcL58FMUQ5bEk9zko/pOvDzPcZynPwIGureObKvWJQ6MNSKyHjf3lQPnTJFFFe1ZQtcOTmKq2l+NosJd53SCx9cNQJxYeof4DncXtz/zXZc8fY65JZVK89PVJf4bhEICucaQvqrp9c/jTKXfDLfGd3OwND4oQorIiJ/pXu9yH3uOXG8rUsXhJ91lrJ6qJF6nARc+jVgVzRF1l0FfHwhsPVTNfnaELfTg+2/ZYnjB07hxHCivxudOBo3DrzRcJ67V9yNzDLZvUzyD8EjhiNs6lRxvDs7G/mvvKqwIv9hZArW/i35KMgqV1cMERER+QQbsIioRUgnYDmqXE16v3QF4b6ifQAAd24udEfTJ/+YIyNhDjM2OpyoQTu+AQ6ulsf3Px9IHNLg26TrBzumRkDzxWimo4ROMbCGcMkShZW0rFGp0fjplnE4sU+cT/Iv252Hk59bjoXbs32Sn+jvTCYN3QbJ1hBm7SlCZSnXELY367LX4fv078XxobZQ3DbkNoUVEZE/K1u4CI4d8nWoMTdPh2aRfSYmg5KPB674AQiW/Z5xDK8b+PJqYI1/PYjevSYb1RVNuz/zp9iUMHTspn6VOlF7cHX/qzE2cayhHGXOMsxYNgMOj2ySOfmH2DtnQguSH5osePttOPbvV1iRf0jsGYn4rvJnBht/lm3qICIioubDBiwiahHNNQGra3hX0fju3KpclDpL4TxwsMmxAGBL4mlO8jFXNbDofnm8JRCYNLtRbxU3YDXDTXV7t26wdekiii1f3PbXEB4tMtiGVy8dgoenHYcAq/pf8QornLjmvQ24+8utqHQ2bR0skUTqENmDUV0H0jdzDWF74vK48PDvDxvK8a/B/0KHwA6KKiIif6Z7PMibN08cb+/VC6EnnaSwImqy+H7AVT8DEcnqcv44E/jlkZpfRNo5XdexZYl8us7AyZ19flCHqK0yaSY8OvZRJIYkGsqzs3AnHl3zqKKqqD2yxsUh5obr5QlcLuQ8/Ah0P/i5p5KmaRg6VXYfEwD2rstFSV6VwoqIiIhINTZgEVGLkE7AclY17aF/oCUQnUI7ia6VVpwG50HZqRJrMhuwyMfWvAIUGzj1NPpmILzhG3qOKjcKDsvGW3fsFiGKayrpGsKKNWvhKS5WW0wL0zQNF49IxvfTx6B3R99M4ftobSZOnbcCmzOLfZKf6E8du4VzDSEBAN7b+R7SStLE8cd1OA5ndz9bYUVE5M9Kvv0OzvR0cXzMv26BZuLtuBYX1RW4aiEQ21ddzl8fBxbcDni96nK2Qpk7ClGUXSmKDYm0o9ugGMUVEbUv4fZwPH3C07CarP/P3l1HyVVlbwN+T2m7W6wjHXdPiCs6zOBuwZ0AQYcRfjAkQHB3t8EthBgx4u7W3fF219L7/dHwDZK07DrVXVX9PmtlrZlU7XN2SKe77r377O3TOp/v/Rxf7v1SU1YUihIuuwy2Ll3E8VXLl6Ny0SKNGbUO6X0SkJweLYo1vAY2zpcdGCciIqLmwTs+RNQi7BHSEYRN77rSNa6raK+9JXvhOiArcLGlazxJS/RHlQXA0tny+Og2wOjbGvXWvKwyQHCYzWI1ISk9qumBAuIxhB4PKhYv1ppLoOiaEo2vbhqFq8bIT9XVJ7uwCme/tALPLdwLtye0HzBRy1EmhYzBHEPY2uVW5eLlzS+L4xUUHhj5AMwms8asiKi1MpxOFD7/vDg+fOBARI0frzEj8kl0Wt04wg4j9a259nXgi6sBd+h+DvGl+1W/ie1hMvN2NFFD+iT2wX0j7vN5nf+s/g92Fe/SkBGFImWzIe2Bv/u0Rt7MWfA6OO6yKZRSGHKK/NnBzhVHUVXK/+ZERESBile8RNQibGHN0wELkBdgZZZmykcQdmQBFvnRT/8BnBXy+Mn/BGyRjXqrdPxgSqcYmJvpxnpY376wpKWJYitCbAzhb9ktZvzjL73x9rRhSIqya1/f4zXwxPw9OP/VVThYJDsBT9QQjiGkR9c8ihq3fMTCeT3OQ58kjd1NiKhVK/nsM7iOHBHHJ0+fztFrgSY8Hrj0S6DbifrW3PY58NEFgLNK35oBovhoFQ7uKBbFWmwm9B7dVnNGRKHrnG7n4K8Zf/VpDYfHgTsW34FyZ7mmrCjURI4a5dNoZNfhwyh+6y2NGbUOXQYkIz4tQhTrdRvYtIBdsIiIiAIVC7CIqEVIRxBKOmBlxGWI9tpXug/Og9ICLI4gJD/J2wFseEce32Yg0P+CRr89J7NUtk3XWFGchFIK0VNkXbCqli2Htzq0i4cm9EjB3OljMbGHf0Z9rD9QglOfXYbP1h+GYQjapRHVo02XWESKxxDmac6Gmtuyw8uw4KC8UDYhLAG3DLpFY0ZE1Jp5a2pQ+NJL4vjIUScgcuQIjRmRNrYI4IIPgf7n61szcyHw7t+AalmxUqDavEje/arXCW0QFunbSDWi1kSpuk6u3eO7+7TOoYpDeGD5A7xep+NKvfceqPBwcXzhK6/ClZOjMaPQp0wKg0+WH+DetuwoaitdGjMiIiIiXViARUQtQjqC0FndfB2w9pXslRdgpbMAi/xkwb8Aw4eRbyfPBEyN+/Hv8XiRlyU7JdkmI04UJyUtwDIcDlQuX645m8CTFGXHm1cMw//9rQ/sFv0f/yodbsz4dDNu+nADSqpCd9wKNT/fxhCWcgxhEKt11+KR1Y/4tMadQ+9ErL35CoKJKLSVfPghPAWF4vjk6dP1JUP6ma3AGS8DI67Xt+bhtcBbpwLlR/Wt2YJqKp3YvTpXFqyA/pM66E2IqBUIt4TjyQlPIsoa5dM6Px36CW9tZ5ciOjZrmzZIul7+88+oqUH+47M1ZtQ6dBuWiujEMFGs2+HBlp/kRdFERETkPyzAIqIWYbGZoExNH73grG16AVbn2M4wK3OT47xFxTBqmj7yxhQbC3NcXJPjiBqUvRTYO08e3+uvQMdRjX574aFKuF2CYi8FpHWJaXqcDyKGDhH/uwvlMYS/pZTCZSd0wve3jkGftv75+5mzNRcnP7MUy/fKH04S/VGGL2MIN+Zrzoaay5vb3sThysPi+MEpg3F6l9M1ZkRErZmnogJFr74mjo+aPBnh/ftrzIj8wmQCTp4FTPy7vjULdgJvngQUZepbs4VsX3oUHsn1IYBO/ZIQlyobtUTU2nWM6YiHRz/s8zrPbHgGa3PXasiIQlHCtCtg6yjvyFQ+Zw6q1/LrqynMZhMGnyg/xL3lp8OiZyVERETkXyzAIqIWoZSCLbzpRVHOGjcMb9NaZtvMNqTHNP1iJq2kySF1+7H7FfmD1wvM/6c83mwDpv5fk0JyM8tEWyW2jYQ9onlHSyiLBVGTJoliK39aDMPZerrkdE2Jxpc3jsb14zOgml4H26C8cgcueWM1HvpuB2pdHv0bUKvj2xhCFmAFo0Plh/DG1jfE8RZlwQMjH4Dyxzc5ImqVit9+B54y2WdjKIXkW2/VmxD5j1LA+LuB054AoOnnSOnBuiKsnM161msBHrcXW5fIC6MHTGqvMRui1mdyx8mY1meaT2t4DS/uWnIX8qt5jUR/ZrLZkPrAAz6tkfvwf2C4WRDUFD1HtUF4jOx+h6PajW1Lj2jOiIiIiHzFAiwiajH28KaPITQMwOVo+gN9yRjCNsVNK/T6lS+nhYiOa/sXwNGN8vgR1wMJnZsUkrOvVLRVWjOPH/yVdAyht6ICVWta1yk9m8WEe0/piY+uGYm2sbJ25w15Y3k2znjhZ+zKlY2xJPqVT2MI95aiqsyhOSPyt1lrZ8HplRfGXtL7EnSL76YxIyJqzdwlJSh+Sz62Kea00xDWo7vGjKhZDLsaOOcNwKTpYElVAfD2X4D9wTn+fN+6PFSXyX42J7aLQrse8ZozImp9bh18K4akDvFpjaLaIty15C64vC5NWVEoiRo7BlGTJ4vjHbt3o/TTTzVmFPosVjMGTpGP6N204BDcPPxIREQUUFiARUQtxiYowAIAR03TT9JkxGU0OSatRFiAxQ5YpJvbASxsWveq34lIAsbNaFKIYRjIEXbAapMRK4rzVeToUVARsrEWFfPna84mOIzskogfpo/D3wa29cv6u3Ir8Nfnfsbry7LgbWL3QqLf6urTGMICzdmQPy05tARLDy8Vx6dEpOCGATdozIiIWrui116Ht7paFmw2I/mWm/UmRM2n79nARR8DVk2j8xzlwHtnAbvm6FmvmRiGgU0LD4njB0zuwK6URBpYTBY8Pu5xJIUn+bTOhvwNeGb9M5qyolCTeu89UDZZRyYAKHj6GbhLhGMlWqm+49rBHiF7TlJT7sSuFTmaMyIiIiJfsACLiFqMpAMWUDeGsKkkHbDEIwg7sgCLNFv7BlB6QB4/8X4grGlFUeWFNagul51wbqkCLJPdjqhx40SxFYsWwvB6NWcUHGLDrXjmgkF45oKBiA6TfV+uj9PjxcPf78Rlb65Bblmt9vWpdUjrEovIOLsoNnMDR2wEC4fHgVlrZvm0xr3D70WErgflRNTqufLyUfLBB+L4uLPOZIfkYNd1CnDZN0BYnJ71PA7gk0uAjfKvq+Z2dG8pCg9VimLDY2zoPixVc0ZErVdyRDIeH/c4zMrs0zrv7HgH8w+0zoNoVD9bhw5IuFI+7tJTVobC557TmFHos4VZ0H+ifFTvhh8PwuNpnfc0iYiIAhELsIioxTRnByxJAVaqsAOWlR2wSKeaUmDpY/L45J7A4MubHCbtfhUZZ0d0on9G2jWGdAyhp6AQNZs2a84muPxtYDv8cNtYjOic4Jf1l+8rxElPL8WcrTyZR01XN4YwWRR7hGMIg8ab297E4crD4vjRbUdjSrrs5wAR0bEUvfIKDIfsZ4iyWpF0442aM6IW0WEYcOVcILqNnvUMD/D1jcCK4HhAvdmH7lf9xreD2crbz0Q6DU0biumDp/u8zj9+/gf2l+33eR0KPUnXXgtLqrx4tuTjT1C7a5fGjEJf/4kdYLHLCisrimuxd22e5oyIiIhIilfARNRimrMDVnpMOiymJuxnGD50wOIJZ9Lo56eBGh9ad095EDA3/d9azj75+MGWHC8RNX4cYLWKYlvrGMLfah8fgQ+vGYl7T+kJq1n/32NZjQs3frABMz7djIpal/b1KbR1HSK8AcwxhEHhSOURvLH1DXG8zWTD/SPu54gjItLGdfQoSj/9VBwfd+EFsLbRVLBDLS+lF3Dlj0BChr415z0ALHyobmZygCorqEb2lkJRrNliQp+x7TRnREQAcHmfyzE5fbJPa1S5qnD74ttR7RKO2aWQZYqIQMrdd8kX8HqR959HYATwz7dAExZlRd+xbcXxG+YegOHlf28iIqJAwAIsImox0g5YkgIsq8mKTjGdGv3+2GogQjB9zRQdDXN8fNMDiY6l7DCw6iV5fMcxQPeTRKHSDlhpLTR+8Ffm6GhEnjBSFFuxYAFvDgEwmxSuH5+BL28cjYzkSL/s8dn6wzj12WVYt7/YL+tTaErrHCMeQ7hvPccQBrrH1jwGh0feqeyqflchPYZdSIlIn8KXXobhkhWMq4gIJF17reaMqMXFd6wrwkrrr2/NZbOBOTOAAB2HvmXRYUB4idR9eCoiYmx6EyIiAIBSCg+Nfgjp0b59/t1Xug8PrXqI90LoT2JOPRXhQ4eI46vXrkXF3LkaMwp9A6emw2SRHSgqya1G1mYePCMiIgoELMAiohZjixCOIKxuegEW0LQxhOLuV+np7LxA+vz0COCulcdP/T9A8PVYW+VCSU6VaMu2XeNEcTpJxxC6Dh2CY88ezdkEr77tYvHdLWNx+Qn+6ep3qLgG572yEk/M2w2XJzAfOFFgUSaFroNTRLFH95WiulxQWU3NYvmR5Vh0aJE4vn1Ue1zZ90qNGRFRa+c8dAilX34pjk+49FJYkpI0ZkQBIyoZuOL7usMuuqx9HfjyOsATWB1iHTVu7FwhHx8+YHIHjdkQ0R9F26Lx5IQnEWYO82md77K+w6d75B0fKTQppZD2978DJvkjxLzHHoe3mh3WGisy1o5eo+RdsNb/cIDFlERERAGABVhE1GLEIwhrm6EAq1h2sWLryM4LpEnuNmDTh/L4PmcB7WUn1XKF3a8sdjMS2/mnY1JTRE+eLCo8A4CKeRxD+FvhNjMe/FtfvDVtGJKiZJ2H6uM1gOcW7cPZL63AvvxK7etT6MkYIivAggFkbeJp0EDk9Dgxa80sn9a4d/i9CLP49uCJiOi3Cl94EXDLrjtNMTFIvHKa5owooITFAJd8DvQ4Td+aW/8LfHIJ4KrRt6aPdiw/CpfDI4pt3zMeie2iNGdERH/UI6EH/nHCP3xeZ9aaWdhWuE1DRhRKwnr1Qtz554nj3Tk5KHr9dY0Zhb5BU9OhTLJ7mgUHK3BoBzvNExERtTQWYBFRi2nOEYRAUztgyQqwrOkswCJNFvwL4lkPJiswWX4DTjx+sHMMTOaW/2hhSUxE+JDBotiKBQs0ZxMaJvZIwY/Tx2Jq71S/rL/lcBlOe3YZ3vo5G14vT+vR8aV1jkFUvKwYMHMDxxAGond3vIsD5QfE8ePbj8f4DuM1ZkRErZ0jKxtl33wjjk+88kqYY1t2LDc1A2sYcN67wMCL9a25Zy7w/jlAbbm+NYW8Hi+2/nRYHM/uV0TN568Zf8U53c/xaQ2X14U7F9+JMofsfhCFruRbb4XJh881Ra+/Aedh+c+T1iY2ORzdhgkPngFY98N+fckQERGRSMs/JSWiVkvaAUs8gjC+OUYQ+mdUF7UymT8B+3woBBp2FZDQRRyek1kqimuTETgPmqRjCB27d8N58KDmbEJDYpQdr146BDPP6odwq1n7+g63Fw9+uwOXvbkGR0sD5+Q/BRZlUsgYJLsZeWRPKWoqOYYwkORW5eLVLa+K420mG+4Zdo/GjIiIgMIXXgC8svHI5oQEJFx6ieaMKGCZLcDfXgBG3aJvzQPLgXdOB6qK9K0pkL25EBXFtaLYuNQIdOyTqDkjIqrPvcPvRe/E3j6tcbTqKP6+/O/wGrKfgRSaLPHxSL7tVnG84XQi/9FHNWYU+oac1Ekcm7OvTHywloiIiPRgARYRtZjm7oDVPqo97ObGdc2QdsDiCELymdcLzP+nPN4eA4y7SxzucXmRv79CFNsmI068r27RU6aKYyvmswvW8SilcOHwdMy5bSwGtPdPwd3yfYU46eml+GrjERgGu2HRn0nHEBpeA9mbCzVnQ754fO3jqHHLCy6n9Z2GDjHssEFE+tTu2YPyOXPE8YlXXw1TZMuP5KZmpBRw4sPAlAf1rZmzCXjrFKDsiL41m2jzokPi2AGT2ovHJxGRjN1sx5MTnkSMLcandZYcXoJ3tr+jKSsKFfHnnQd7jx7i+Ir5C1D5888aMwptCW0j0WVgsjh+w4/yDtNERETkOxZgEVGLkRZgOWo8ojizyYzOsZ0bfqNhyDtgdWQHLPLRts+B3C3y+DHTgcgkcXj+wQp43E0/7agUkNrFtxt9Otnat4O9dy9RLMcQNqxzUiQ+u2EUbp3UFf54tlJR68b0Tzbh5g83oqSKHYvo99I6xyAy1iaK5RjCwLEqZxXmHZgnjm8b2RZX9btKY0ZEREDh8y8AwgJwc3IS4i+8QHNGFDTGTAdOfxZQmm61Fu4G3jwZKMrUs14TFBysQM4+WfcMe4QFPUa20ZwRETVGu6h2mDl2ps/rPLPhGazPW68hIwoVymJB6t/v92mNvEdmwnC5NGUU+gafLH/GsH9LIYqOVmrMhoiIiJqCBVhE1GKkIwidNfKLta5xDY8hjK4BIh1NX9sUEQFzItvskw/cDmDh/8njo9sCI27wKQXp+MHE9lGwhcn+TfuLdAxhzcaNcOWzSKMhVrMJd5zYA59efwI6JIT7ZY/vt+bgpKeXYvFu/n3Q/yiTQpfBsi5Yh3eVoLaKN31bmsvjwszVvj0cunvY3Qi3+Od7DxG1TrU7d6JinrwwNOna62AK5/elVm3I5cC57wBmWaH4n5QdrCvCyt2qZ71G2vKTvPtVn7FtYbXrH1dORI0zrv04XNv/Wp/W8Bge3L3kbhTVtOwoVAoskcOHI+bUU8TxzsxMlHz4ocaMQltqpxh06BUvjt8076DGbIiIiKgpWIBFRC2muTtgAUBGXEaD75F2v7J27Ail2GaffLDmtbqb7FIT7wdsET6lkJspO+ncpmucT/v6Q8xU+RjCykWLNGYS2oZ0TMCcW8finCHt/bJ+foUDV7y1Fn//ciuqnbIRtBR6MgbJ2vF7PQb2b+UYwpb2wc4PkFWWJY4f3XY0JqVP0pgRERFQ8Nzz4lhLWhrizjtXYzYUtHr/Fbj4M8AWpWe9qnzg7dOAg6v1rNeA6nIn9qzNE8WaTAr9JvjnmoCIGu/GATdiZJuRPq2RX5OPe5fdC49Xfg+WQk/KXXdBhYWJ4wueex7uIhb2NdaQUzqJY/esyUNFca2+ZIiIiKjRWIBFRC1G3gFL/gC+W1y3Bt+TViIbOWFLTxfFEQEAakqApY/L45N7AQMv8ikFwzCQIy3Ayoj1aW9/sHXtKh4LWjGfYwibIjrMitnnDsCLFw9GbLjVL3t8sPogTn1mGTYcFFbJUkhp0zUO4dGyr7XMDQWas6GmyK/Ox0ubXxLHW0wW3Dv8Xha9E5FWNVu3+lSAn3T99TDZ7RozoqDWZTxw+TdAuLxzxe/UlgHvnQHs8/81yo7lR+B1y+6JZAxORlS8/ME8EelhNpnx6LhHkRqR6tM6q3JW4dUtr2rKikKBtU0bJF0n77DmraxE/lNPacwotLXtFoe0LrL7rV6vgU0L2AWLiIioJbAAi4hajNlqgtna9G9DDh8KsBrVAauYBVjUApY/DdSWyuOn/h9g8m3UQ2leNWorZaO5ArEASymF6KmyMYRVq1fDUyYrRmvNTu3XBj9OH4cxXZP8sv7+omqc89IKzP5xN5xur1/2oOBgMil0GSQbQ3hwR5FPxdzkmyfWPYFqd7U4/vLel6NTbCd9CRERASh49jlxrLVdO8SddabGbCgktBsCTJsLRLfRs56rGvjwAmD7V3rWOwaPx4utS46I4/tP7qAxGyLyRUJYAp6Y8AQsJtnh11+9tPklrDy6UlNWFAoSrrwS1vbybodln3+Bmq3NO1o3WCmlMPhk2cFSANix/Kj4Pi8RERHJsQCLiFqUZAyh2+GB1yN78N42qi3CLeH1vkc6gtDWSX5BRK1cRS6w+hV5fKexQDf5uL1fSbtfRSeEBexJ52jpGEK3G5VLluhNppVIiw3Du1cOxz/+0hs2i/6Pml4DeP6nfTjrpZ+xN69C+/oUPDIGC8cQujmGsKWsy12HOdlzxPGpEam4tr/8xDUR0bFUb9iIqmXLxPFJN94IZbNpzIhCRkpP4Mq5QHxnPet5XcBn04AN7+pZ7w8yN+Sjuswpik3pFIO0zoF3KIeoNRuQPAAzhs7waQ0DBu5ddi/yq/M1ZUXBzmS3I/Xee+QLGAbyHv4PDC8P1TVGp76JSGgbKYp1O73Ysviw5oyIiIioISzAIqIWJR5DWOsRxZmUCRmx9XfB4ghCanZLHgPcNfL4qQ8CGkYxSQuw0gKw+9Wvwvr1gyVF1iWHYwjlTCaFq8Z0xjc3j0bPtGi/7LHtSDlOe245Xl+WBa9X9n2bglu7bnEIi+QYwmDh9roxc81Mn9aYMWwGIqwRmjIiIqpT8Oyz4lhbx46I/dtfNWZDISe+U10RVkofPesZXuCbW4AV8q5tx7Nlkfwh7YBJ8m4oROQ/F/W8CFM7+nZgr7i2GHctuQtuL7sIU52oyZMROWqUOL5m82aUffONxoxClzIpDDpR/sxhy0+H4HLInqMQERGRDAuwiKhFSTpgAYCj2n9jCKUdsKzp7IBFAsVZwIZ35PF9z64bb6FBzr5SUVzbroFbgKVMJkRPmSyKrVy2DN4aHwrjCD3TYvDVTaNxzdjOOmoE/8Tp9uLh73fi4tdX40gp/65aG5PZhM4DZeMuD2wvgrOWDxCa0+d7Pseekj3i+BFpI3BSx5M0ZkREBFStXoPqVavE8Uk33wRl8W28E7UC0WnAFd8B7YfpW3PeA8DChwBDz0GEvOxy5GWXi2IjYm3IGCw79EJE/qWUwoOjHkR6tG+HRjfkb8BzG/UXflJwUkoh9e/3Az58Bsp/4gl4Kis1ZhW6ug1LRVS8XRTrqHJjx/KjmjMiIiKi+rAAi4halD3cLIpz1sgfmnaL73bc1yJrDETXNn1NFRYGS4psFBK1cotnAdJThCYrMOkfWtKoLneiLF9WwJKWEaclB3+RjiE0amtR9fPPmrNpfcKsZvz9tN748OqRaBdX/whYqZVZRTj5qaX4fP1hGJoeQlFwkD7s87i8OLi9WHM2dDxljjI8t0n+wMaiLLhvxH1Q/qjkJKJWyzAM37pfdc1AzKmnasyIQlpEAnDpV0CXifrWXDYbmDMD0DDGafOiQ+LYvuPaweyH0eNEpEe0LRpPTngSNpNv43Lf3PYmlhxaoikrCnb2jAwkXHyxON5TUIjCl17SmFHoMptNGDhVXkS5acFBeDwc+UhERNRceHVMRC1K2gHLlwKs+jpgSbtf2dLT+VCQmi5vO7Dlv/L44dcACZ21pJKbJRs/aAu3IKFtpJYc/CVi6FCYYmVdujiGUJ8TMhIxd/pYnDPEP+NJKhxu3PnpZtzw/gYUVzn9sgcFnvY94mGPkH2WyNyQrzkbOp7nNz6PMofs5wwAXNzr4gY7mBIRNVXVzytQs369OD755puhzLIDRdRK2aOAiz4Bep2ub821rwNfXgd4XOIlqkodyFwv+1xksij0GdtOvDcRNY8eCT1w/4j7fV7n/uX340jlEQ0ZUShIuvkmmBMTxfHF774HR1a2xoxCV+/RbREWaRXFVpY4sHdtnuaMiIiI6HhYgEVELcouHUHoQwFW17iux30trUTWOcXWkeMHSWDRwwCE3XrsMcDYGdpSkY4fTOsSA5MpsIsPldWK6AkTRLEVP/0EwyV/mEG/Fx1mxexzB+DlS4YgIdK307fHM3d7Lk58aikW7eLNpdbAbDGhc3/ZGML924rgcno0Z0R/tLt4N/67R15snByejOsHXK8xIyKiX7pfPSfvfmXv0QPRJ56oMSNqNSx24Jy3gYGX6Ftz63+BTy4BXLKOxtuWHoHXK7su7T40FREx/vlcT0R6ndXtLJzexbcC0HJnOWYsngGXD0WfFDrM0dFIueN2+QIuF/JmzmQn80aw2s3oN1F+oHHDjwdhCH/WExERUdOwAIuIWlRLdMBKjUhFlDXqmK+JO2B1lLcBplbq0Bpg9xx5/KhbgUj5KbM/ysmUdSZpkyHrLNXcok+UjSH0lpejeu1azdnQyX3T8OP0cZjSSzY+riGFlQ5c+fY63PfFFlQ55D8vKDhIxxC6HR4c4hhCvzIMA7PWzILXkI87uGPoHYiyHftzGxGRVOWSJajdvEUcn3zrLVAm3lIjIbMF+OtzwMib9K25Zy7w/jlAbXmTwjwuL7Yvk3ez6T+pgziWiJqXUgoPjHwAGbG+dZbdVrQNs9fN1pQVBbvYM89EWN++4viqZctQuXixvoRCWP8J7WGxyT5/luRUYf/WQs0ZERER0bHwbhERtShpAZYvHbCUUscdYyPtgGVNZwEWNYFhAAv/Tx4fkQSM1NcNxO30oOBghSi2TUactjz8KXL0aKjwcFFs+fz5mrMhAEiOtuO1y4bi0bP7IdLmn/E9H605hFOeWYZ1+1lkE8o69EqANUz2NZS5kWMI/enHAz9iXd46cfzglME4rfNpGjMiIqorDi18/gVxfFjfvoiaNEljRtQqmUzASf8BJj6gb80Dy4F3TgeqihodsnddHmoqZJ1s2nSNRXJ6tCiWiFpGhDUCT054EuEW2f2RX32460P8uP9HTVlRMFMmE9Ie+LtPa+TNnAWv06kpo9AVFmVFnzHysb8bfjzAbmNERETNgAVYRNSi7BHN3wELOP4YQvEIwnSOIKQmyFwE7F8mjx83A7Dru9Gdf6AcXk/Tv/ZNJoWUzjHa8vAnU1gYosaOFcVWLlgIwyvv3kLHp5TC+cPS8cNt4zCsU7xf9jhYXI3zXlmJR+fugtPNv8dQZLaa0KmfbAxh9pZCeFz8uvCHalc1nlj3hDjepEy4b8R9UCqwx9wSUfCp/GkxardtE8cn33oLvzeRHkoB4+8CTnlc35o5m4C3TgHKGu5qZRgGNi86JN6q/0R2vyIKRl3iuuBfJ/zL53X+teJfOFB+QENGFOzCBw5E7BlniONdBw+i+O139CUUwgZM6QCTSfY5NDerHDn7ZBMQiIiIqPECqgBLKRWtlDpTKfWsUmqBUmq/UqpEKeVSSlUqpXKUUmuVUu8qpW5RSnVp6ZxbmlKqo1LqaqXUi0qphUqpbKVUkVLK8cuvIqXUQaXUSqXU+0qpB5VSZyil0lo6dyKgZTpgAfUVYMnW4whCajRfu1/FdgCGXqkvHwBHhRffSenRsPqpc5E/RE+dIopzFxSgdot8RA01LD0xAh9fewLuPaUnrGb9DzS9BvDS4kz87YWfsTtX1u2NAltX4RhCV60Hh3ayQ5o/vLntTeRW5Yrjz+1+Lnom9NSYERHRr92vnhfHhw8ciEhhUT/RcY24FjjzFUBpurYq3A28eTJQlFnv23Iyy1B4qFK0RVS8HV0GygrgiajlndblNJzb/Vyf1qhyVeGOxXeg1l2rKSsKZsl33A5TZKQ4vvDll+HKy9OYUWiKTghD9+Gp4vgNP7JokoiIyN8CogBLKTVYKfUegEIAXwC4BcBkAB0BxAGwAIgEkAZgKIBLATwLIPOXgqxLlFKyKo4gpJRKUkrNUErtALAfwGsAbgAwCUAnAAkAbL/8SgDQAcBIABcD+CeALwHkKKWylFKvKKX+qpSSfzom8oEtrIU6YMX/uQArvNZAbHXT11J2Oyyp8gsfamV2fF13Kllqwr2Axa4tHQDIzZQVYLXJiNWah79FjR8PWGTfcyoWLNCcDf2R2aRw/fgMfH3TGPRM888ok5055Tj9ueV4dWkmPF62XQ8l6X0SYLELxxBu4BhC3Q5XHMZb294Sx8fYYnDzwJs1ZkREVKdy0SLU7tghjk++7VZ2vyL/GHABcP77gFnTtV7ZwboirNytx33LlkWHxcv3m9AeJnNA3FYmIqF7ht+DXgm9fFpjT8kezFozS1NGFMysKSlIuvFGcbxRXY382fIOyq3JoBPlkzgObCtC4WFZ8TURERE1ToteKSulkpVSbwNYB+AS1BUMNdVQAO8B2KSUCuljiEqpOKXUowAOAXgcgG9XSEBnANcC+BrAXh/XIhIRjyCs1t8BS9z9Kr0DlIk3HqkRPG7gp//I45O6A/0v0JcPAMNrIDerdRRgmWNiEDlypCi2Yv4CGAYLdppD77Yx+Prm0bhufBf44/mm0+PFI3N24cLXVuFQsaDqlgKSxWZGp76JotjsLYXwcDylVrPXzYbT6xTH3zzoZsSFxelLiIgIdd2vCp5/QRwfMWwYIoSfJYkapeepwCWfAbYoPetV5QNvnwYcXP2nlyqKa5G1qUC0rMVqQu8xbX3NjohamN1sxxPjn0CU1bfvOZ/v/RzfZH6jKSsKZgmXXgJbp07i+PJvv0X1hg36EgpRCW0j0XmAvAslu2ARERH5V4tVDCilRgHYAuByADoer/UBsEQp9U8VgscRlVJnoK5I6m4AYX7YQlL8RuSzlhpBmBiWiFj774tH0kpkxRXWdPmpE2pltnwMFO6Rx096ADDrbfhYnFMFh7CgMS3ICrAAIHqKbAyh88ABODPrH+FB+tgtZtx3Si98cu0JaB8f7pc91mQX4+Snl+KjNQdZXBciMoRjCB3VbhzeLazCpj9ZeXQlFh5cKI7vFt/N53EoRETHUrlwIRw7d4rjk2+9hd2vyP86jwMu/wYIj9ezXm0Z8N4ZwL7fd/TdtuQwDGFH2O4j0hAWadWQHBG1tA4xHfDQ6Id8XufhVQ9jX8k+DRlRMFM2G1L/fr9Pa+T95xEYXh6Qasjgk+TPI/atz0d5YY3GbIiIiOi3WqQASyl1JoCfUDdSUOvSAB4E8J5SKiTa0SilLEqpF1E3NlBe1k4UoOzCAixfRxAqpf7UBUveASvdp1yolXA7gMU+tGVvOwjo9Vd9+fwiRzh+MCY5HJGxekchNofoyZMgbavEMYTNb3jnBMydPg7nD+3gl/WrnB7c98VWXPHWWuSW1fplD2o+6X0SYLbKLgGyOIZQC5fXhUfXPOrTGvcNvw8WU6uZLk9EzcTwen3rfnXCSEQMG6YxI6J6tBsCTJsLRLfRs56rGvjwAmD7V3X/1+nB9uVHxcv1n9heT15EFBCmdJyCS3tf6tMaNe4a3LHkDlS72GW6tYsaOxZREyaI42u3b0fZV1/rSyhEpXWJRdtucaJYw2tg0/yDehMiIiKi/6/Zi5SUUicB+Bj+7bh0MYBX/Lh+s1BKRaBuPOANLZ0Lkb+0VAcs4M9jCKUdsGwdWYBFjbDuTaDskDx+8j/FhUP1ycksFcW1DcLuVwBgSU5G+MCBotiKBfKOLiQXZbfg0XP647XLhiIx0j8fH5fsKcCJTy3BlxsPsxtWELOFWdCxj2wMYdamQng9PGXrq092fYLMMnm3wJM6nYRhaSxwICL9KhYsgGPXLnF88i23aMyGqBFSegJXzgXiO+tZz+sCPpsGbHgXe1bnwnaoUfQAAQAASURBVFElu6fSrkc8EttpGpFIRAHj9sG3o39yf5/WyC7LxoMrH+Q1NSH1vnuhrPJOiflPPQlPZZXGjEKTL12wdqzIQXW5U2M2RERE9KtmLcBSSnVG44qvcgA8AmA8gEQAZgARALoDuAzA3EZsd7VS6iZ5ti1LKWUD8B2AUxvx9n0AngVwLoD+AOIAWH75lQggA8AEANMBvA2AM5QoYEgLsHztgAX8uQCrjbQAix2wqCGOCmDpbHl8p7FAl4n68vmNXGEHrGAcP/ir6CmTRXG127bBlZOjORtqrKm9U/Hj7eMwtXeqX9Yvr3Xj9k824/r316Ow0uGXPcj/MgYni+Jqq1w4srdUbzKtTFFNEV7c9KI4PswchjuH3KkxIyKiOobXi0Iful9FjhqFiMGDNWZE1EjxneqKsFL66FnP8ML4+hZs+X6zeIkBk9j9iigUWc1WzB43G7F23+71zMmeg0/3fKopKwpWto4dkXDFFeJ4T0Ehil59VV9CISq9T4K4KNrj8mLLTz4cFCYiIqLjarYCLKWUGXXFV3H1vM2LusKrDMMw/m4YxlLDMIoNw/AahlFjGMZewzDeMwzjFAAjAOxsYNsnlFK+Hd1oAUophbpCqYaeti8AMM4wjG6GYdxmGMZnhmFsNQyjzDAMzy+/ig3DyDIMY4lhGM8YhjHNMIyuAPoCuA/Adv/+aYjqZzIpWO3mJsc5azw+750Rl/G7/y8eQdhRftqEWolVLwHVhfL4yf/yS/er6nInygtlY9fadI3Tm0wzip4yRRzLLlgtKynKjlcvHYLHz+mPKLt/RpT9uD0PJz61FHO2stguGHXqlwSTRfb9MnNDgeZsWpfnNj6HCleFOP6qflehTZSmUUtERL9RMW8+HHv2iOOTbr5ZYzZETRSdBlzxHdBeT4fII86+KC4NE8XGJIWhY78kLXkQUeBpE9UGM8fM9HmdWWtmYUfRDg0ZUTBLuv46WFJSxPHFb70F5yEWCNVHKYXBJ8kPhm9bcgTOWt8PuRMREdHvNWcHrOsADK/ndReAs34pvKppaDHDMNb8st5P9bzNDkB+zLHl3AXgwnpeLwJwjmEYUw3DWCbZwDCM7YZhzDIMoy/qCr0+l6xDpIM9oukP0T1uL9wu34qwftsBK8xhIE7Q2VhZrbCkpfmUB4W46mJgxXPy+B6nAR38M44pL1vW/coeaUF8aoTmbJqPrWNH2Lt1E8VWLGQBVktTSuHcoR3ww21jMbxzgl/2KK5y4sYPNuDWjzaitJot2YOJLdyC9N7CMYQb8+H1clyGxPai7fhi7xfi+HZR7XBFnyv0JURE9AvD60XhCz50vxo9GhGDB2nMiEggIgG49CstXZG3Vp8mju03oT1MJv0Hg4gocIxtPxbX9LvGpzVcXhfuXHwnKpzywxkU/EyRkUi5a4Y43nC5kP/Y4xozCk1dh6QgOlFWWO2odmP7sqOaMyIiIqJmKcBSSsUBeKiBt11tGMbXTVnXMIxKAKcD2FbP28YopS5oyrotSSk1BMDD9bxlL4DhhmFoK5gyDGOxYRjX6VqPqKnkYwh9K8CKD4tHYljdQ9rUUtka1g4doMxN7+BFrcjPTwOOcmGwAiY9oDOb38nNkuWV1iUWKshvvEcJxxBWr10Ld4mwXR5p1SEhAh9fMxJ/P7UXbGb/fKT9ZvNRnPjUUizaleeX9ck/MgbJxhDWVLiQs69UbzKtgGEYeHTNozAgL167a+hdCLPIbhoTEdWnYt48OPbuFccn38LuVxQg7FHARZ8AvU4XL1HuSUa2Q3a4x2I3o9fotuK9iSh43DjwRgxNHerTGocrD+OfP/8ThsEDLq1ZzF/+gvBB8kL2ivnzUbV6jcaMQo/JbMKgqfIuWJsXHITH5dWYERERETVXB6wbANTXouADwzDelSxsGEYVgPNR10HreO6XrN3cfhnT+BYA63HechjAJMMwspovKyL/s4VJC7B8b5H7axestBLZDQFbuvwCh1qBynxgzWvy+P7nAam99eXzB7lZsg5YaZ1jNWfS/MRjCD0eVC5eojcZEjOZFK4Z1wXf3DIavdrE+GWP/AoHrnx7He7+bDMqauv7uEmBolP/JHF3hsyNHEPYVHP3z8XG/I3i+JFtRmJS+iSNGRER1fG5+9XYsQgfOFBfQkS+stiBc94GBl4iCt9efTIMyA6Q9RqZBrvw8BwRBReLyYLHxj32/w+tSi04uAAf7vpQU1YUjJRSSL3/Pp/WyJs5E4bHt0PYoa7XqDYIjz7eI8X6VZU5sXtNruaMiIiIWje/F2AppWwAbq3nLZWoG7knZhjGDgD1zXfqp5Q6xZc9msm1APod5zU3gDMNwzjcjPkQNQvJCEIAcOgowIr/tQBLFm/ryAIsqsfypwFXtSzWZAEm+HaToj5ejxf5B6QdsPxT6NKcwnr3hqVtG1FsxcIFmrMhX/VMi8FXN43CjRMy4K/mbP9ddxgnP70MP+8r9M8GpE1YpBXte8WLYrM25MPgGMJGq3HX4Il1T4jjzcqMe4ffC6WCu6siEQWmirlz4di7TxzP7lcUkMwW4K/PASNvalKY27Bhe/VU8bb9JrYXxxJR8EmOSMZj4x6DSfn2+Gj2utnYXrhdU1YUjML79UPsGWeI4x27dqH0M23DYEKSxWZG/4kdxPEb5x2El/dBiIiItGmODlinAkir5/XXDMPI0bDPYwAc9bx+lYY9/EYpFQHgwXreMtMwjHXNlQ9RcxKPIKz2vQArIy4DANCmWHaRYe3Y0eccKESV5wDr3pDHD7kCSOisLZ0/KjpSBbez6S2mlQJSOgV/AZZSCtGTZV2wqpb/DG9NjeaMyFd2ixl3n9wT/73uBKQnRPhljyOlNbj49dX419fbUO30/WcQ+U/G4BRRXFWZE7nZ0rGxrc/b295GXrV8ROeFPS/8/5/FiIh0MjweFLzwojg+cvw4hPfvrzEjIo1MJuCk/wATGz+ufk/NWDiMaNF26X0SEJ8WKYolouA1vM1w3DSwacWef+T2unHnkjtR7uQ1VmuWfPvtUBHy+zQFzzwDTzm/hurTd3w7WO2yLpeledXI3sxu4ERERLo0RwHWxfW8ZqD+zlWNZhhGHoBP6nnLX5RSgTwz6UoAycd5LQ/Ao82YC1GzkhZg6eiA1S2uGwBfRhCyAIuOY/lTgLtWFmsJB8b51ByyQdLxgwlto8RjQwONdAyhUVuLyuXLNWdDugztlIAfbhuLC4fLT/815J2VB3DqM8uwbn+x3/Yg33QekAQlHUO4IV9zNqEptyoXb257UxyfEJaAGwbeoDEjIqL/Kf9hLpyZmeL45Jt8e+BM5HdKAePvAk55vMG3GgawtfpU8Va+dNUgouB2db+rMbrtaJ/WOFJ5BP9e8W8YBjvstFbW1BQkXXedON5TXIzCF1/SmFHoCYu0os+4duL4DXMP8N8oERGRJn4twFJKhQE4rZ63rDQMI1vjlvUNFbcDOF3jXtoopUwAptfzlmcMw6hqpnSImp1d2gGr1vcCrC5xXQBwBCFpVnYYWP+WPH7k9UB0fc0jfZebLSvACoXxg7+KGDIY5rg4UWzlgoV6kyGtIu0WzDyrP966YhhSou1+2WN/UTXOfWUlZs7ZiVqXxy97kFx4lA3tuseJYjM35vPGYyM8uf5J1HqEhcYAbht8G2JsofMzhYgCh+HxoPBFeferqPHj2f2KgseIa4EzXwHU8bte5Lp6otDdRbR8bHI40nsnSLMjoiBnUibMHDsTqRGpPq0z/8B8fLTrI01ZUTBKuOJyWNvLx9kWv/8+HNk6HyWGngGTOsBklh1Eyz9QgSO7hQ9IiIiI6Hf83QFrDIDwel7/UvN+CwHU14t0qub9dBkH4HizN1wA5EfLiYKALVzWHtehYQRhjC0G7S1JSKhseqxhNsPapo3POVAIWvYE4HHKYu2xwOjb9OZzDHlZstbdqZ0DuZlk0yiLBVETJ4piKxYvhuFyac6IdJvYMwXzbh+Hvw1s65f1DQN4ZWkWTn9uObYcLvXLHiQnHUNYWexA/oEKzdmElo35G/FD9g/i+F4JvXBG1zP0JURE9Bvlc36AMytLHJ90880asyFqBgMuAM5/HzAf++DBFh+6X/Wb0F7cVZSIQkN8WDxmj58Ni/KtG/rsdbOxvWi7pqwo2JjsdqTc5UO3f7cb+Y8+pi+hEBQVb0ePkfIDvRt+PKAxGyIiotbL3wVYDc32WaBzM8Mw3ACW1POWQC3AuqCe15b+Ml6RKGSJO2BpGEEIAIPdsva8rtR4KEtojGIjjUoOABvek8ePuhkIj9eXzzHUVDhRVlAjig2lDlgAED1VNobQW1aG6nXrNGdD/hAXYcMzFwzCSxcPRkKkzS977M2vxJkvrsCT83bD6fb6ZQ9qui4DkwHh80KOITw+r+HFrDWzfFrjvhH3waT8fSlKRK2Rz92vJk5EeL++GjMiaiY9TwUu+QywRf3ut6s88ciqPUG0pEXVomdXWedkIgotA1MGYvqQ6T6t4fK6MGPxDFQ4ediltYo+cSoihg0Tx1cuXozK5T9rzCj0DJqaLr4PcmhnCQoO8t8nERGRr/x913tkPa+VA9jshz2X1fNaG6VUQM0LU0opAGfV85ZvmysXopZii2jZAqzutbJil9Lk+hr8Uau19HHAK+yMFB4PjLhebz7HkJst635lj7QgLjVCczYtK3LUKKgI2Z+pgmMIg8op/dpg3u3jcFIf30YnHI/Ha+DZRftwxgs/Y1eu7N8Y6RURY0PbrnGi2MwNHEN4PF/v+xo7inaI40/pdAoGpQzSmBER0f+Uz5kDpw/jaZJuvkljNkTNrPM44PJvfnegZ1v1SfBCds+lZ9hPsH/8F+DIel0ZElEQu6z3ZZjUYZJPaxyuPIx/rfgXr7VaKaUUUu+/D1Dyzop5s2bCcOt5JhCK4tMikTEwWRzPLlhERES+81sB1i+FRQPrecsmwz+ftBu6KxBod/v7A6jvE9Hy5kqEqKXYwmQ3Ax2aCrDSq2WFVEdjPVr2pxBSnAVs+lAeP+pWIMz/HabysmSnmNM6x0L5cJMkEJnCwhA1ZowotmLhQt40DDJJUXa8fMkQPH3+QMQIf/Y0ZEdOOU5/bjle+Gkf3B52w2pp0jGE5YW1KDwkmE8c4iqdlXhmwzPi+DBzGG4fcrvGjIiI/qeu+9VL4vioSZMQ3qePxoyIWkC7IcAVc4CoVHgMC7bXnCheqm/ED0BNCfDO34D9vD1J1NoppfB/o/8P7aJkkwR+Nf/AfHyy+xNNWVGwCevVC3HnnCOOd+7LRMnH/Pqpz6CTOopjMzfkozSvWmM2RERErY8/O2B1BhBbz+tb/LRvQ+sO9NO+UhPqea0W/ukSRhRQWnoEYUqZrIAiM5wteekPljwOGMLCvIgkYPi1evM5jtxsWQFWaufQGj/4q+gpk0Vx7txc1G7bpjkb8jelFM4Y1A7zbh+P8d3lpwLr4/IYePzH3Tjn5ZXILGART0vKGCT/O+YYwj97betrKKotEsdP6zsNbaLaaMyIiOh/yuf84FP3q2R2v6JQkdobuHIu9plOR41X1vG7nW0LEq2H6v6PswJ4/2xgzzyNSRJRMIq1x+LxcY/DYvLtQNNjax/zqasuBbfk6bfBFBXV8BuPo+C55+AuKdGYUWhJ7RSDdj1kP/8NA9i44KDmjIiIiFoXfxZgdWvg9b3+2NQwjEIA9T1Zbiiv5nZCPa/tNQzjmBUmSimLUmqiUupRpdSPSqn9SqlSpVStUqpEKXVAKbVUKfWGUuoapVSGn/In8llLjyCMKqoRxe2PqEJRjfwhJIWYwn3Alo/l8WOmA3b5zYfG8nq8yNsvKx5M61JfXXXwiho/HrDIvg9xDGHwSosNw9vThmHWWf0QaTP7ZY9Nh0px6jPL8ObybHi97JbWEiLj7OLvXZkbC9jl7jcOlR/CezveE8enRqRiWt9pGjMiIvofw+NB4Us+dL+aMhlhvXtrzIiohSV0wVaL/IBP/4jvf/8b7lrg4wuBbZ/7mBgRBbt+yf1wx5A7fFrD5XVhxpIZqHTywFJrZElMRNKNN4rjvWVlKHz+BY0ZhZ4hPnTB2rUyB1VlDo3ZEBERtS7+LMDq1MDrmX7cO6ue1zr7cV+JvvW8tu+Pv6GUilVKPQDgEIBFAO4GcCKAjqjrOGYHEAcgHcBYAFcCeBXAPqXUBqXUdUqpMK1/AiIfSTtg6RpB6M3JE8UVxCrsKdmjJQcKAUtmAYZw3FhkCjD0Kr35HEfR0Sq4HYIuXaruBFUoMsfGInL4cFFsxYIFmrOh5qSUwgXD0zF3+jiM7JLglz0cbi/+77sduPC1VThUzDbuLSFjsKwLVmleNYqPVmnOJnjNXjcbLq9LHH/HkDsQbpGNfSYiakj53LlwZtV3K6h+yTffrDEbopaXt78ceYdqRbHRpnx0sq/78wteN/DZVcD6d3zMjoiC3SW9LsHEDhN9WuNQxSH8e+W/eeillUq45GLYOsqLhEo+/hiOvX7p8RAS2veKR3J6tCjW6zawZdEhzRkRERG1Hi1ZgJXjx73rWztgCrCUUlYA3et5y5E/vP9iALsBPAQgTbDlIAAvA8hUSl0kiCfyC1sLjyB0HT0qiiuIBQuwqE7+LmDrZ/L4sXcAtgh9+dQjL7tcFJfYNlL8bzUYRAnHEDozM+HIko+6ocDQISECH149Ev86vTfCrP75eLw6uxgnPb0UH64+yBvMzSxjcIo4lmMI66zKWYVFhxaJ4welDMIpnU/RmBER0f8YXq9P3a+ip05FWM+eGjMianlbFx8Wx/aN+AEmdbzDRQbw7a3AiufF6xNR8FNK4aHRD6FtZFuf1vlx/4/47+7/asqKgomy2ZByzz3yBTwe5M16lPdXjkMphUEnpovjty05ou3wOxERUWvjzwKs1AZez/Xj3vUVYMmOwPtHOgBrPa8XAoBSyqaUeg3A+2j4v2tjtAXwgVLqM6VUaLYzoaBitZuhVNPjdFwEeGtq4CkubnJcrRWoCGcBFv1iySwAwgv+6DbAkOYbyZSbVd+U3uNL7Rya4wd/FT1ZVoAFABUL2QUrFJhMCtNGd8acW8diUHqcX/aodnpw/5dbcdmba3CkVDb+lpouOiEMKcIOfpkbCzRnE3zcXjceXfOoT2vcM+weKMmHPSKiRqj48Uc498mbrCfdJB+BQxSIqsud2LtO1unbDAd6RzRizPq8vwM/zQT44Juo1Yq1x+Lx8Y/Donw7rPfo2kexs2inpqwomERNnIDIUaPE8VU//4zKxYu15RNqMganICZZ1oXaWevBtiXyYm4iIqLWzJ8FWA3NcSny4971rW0JoKKjNg28XqKUsgH4HMDVftj/bADLlVI6irqIxJRSos46zhqPz6dcpN2vCmMAKI4gJAC524DtX8rjx94JWJtvMqy0ACutS6D86PQPa2oqwgb0F8VyDGFo6ZIchc+uH4V7T+kJm9k/H5WX7S3ESU8txUdr2A2ruUjHEBYfrUJxTuseQ/j5ns+xr/RPk9Eb7YyuZ6BPUh+NGRER/Y/h9aLwRXa/IvqtHcuPwuuWfcbsHr4MYaaKxr15ySzgx/tZhEXUivVP7o/bh9zu0xourwszlsxApbNSU1YULJRSSL3vXsBsFq+RP+tRGE6nxqxCh8mkMNiHLlibFx2G2+XRmBEREVHr4M8CrMR6XnMahuHw494N3SmoL7fm1FABlgPAGwD+4scc+gH4SSkV58c9jkspdYIvvwD0bYm8ST9JAZbhNeBy+HYRIC3Ayo+t6+KQWZoJl9flUw4U5BbPlMfGtAcGX6YvlwbUVrpQli/rupPWJbQ7YAFA9OQporjazVvgypOdMKfAZDYpXD8+A9/eMgZ92/mn+LDS4cZ9X7AbVnPJGCQfQ5i1sfWOISxzlOH5TfIRQxGWCNw2+DaNGRER/V7F/AVw7N0rjmf3Kwo1Ho8X25YeEcf3i/i+aQGrXgS+uRnw8gEtUWt1ae9LMaHDBJ/WOFhxEA+ufJAHlFohe7duiD//fHG888ABFH/wocaMQkuPkWmIiLGJYmvKndi10p+DjIiIiEKTPwuwIut5zd/HGcobeD3Kz/s3VkOFYJcDuKSe138GcDeA4agbZxiGuhGLfQFcCOBjNFyMBgC9AHyqlPLn18PxrPDx16vNnzL5gz1C1q7aWeNjAdYR2Y3Jwl9qUVxeF/aX7fcpBwpiRzcBu76Tx4+/C7DYtaXTkNxsWfcre4QFcSkRmrMJPNFTZAVYAFC5aJHGTChQ9EiLxpc3jsb0Kd1gMflnfNqv3bA+XM1uWP4UmxyOpA6yS4DWPIbw5c0vo9RRKo6/tv+1SApP0pcQEdFv1HW/elEcHzVlMrtfUcjJ3lSIqlLZmdc21h1Itu5veuDG94HPrgTc7EBC1BoppfDw6IfRJrKhs+b1m7t/Lj7d86mmrCiYJN1yM0yx8oOfhS+8AHeRPwfuBC+L1YwBkzuI4zfOOwCvl/eqiIiImsKfBTf1PVH29xV5Q+1oZCXf+jU0gPmE4/z+ZgDjDMMYYxjG44ZhrDUM45BhGA7DMAoNw9huGMbHhmFcCCADdV20GvqUNAXA9CZlT6SRLUxWgOWo8a37lOuIrANWQez/HsRzDGErtniWPDauIzDwYn25NIJ0/GBq5xgoPxWfBBJ7l86wZWSIYivmcwxhqLKaTZg+pTu+umk0uqf6p4a/0uHG/V9uxaVvrMHhkmq/7EFAxmBZF6zCQ5UozW99fy/ZZdn4eNfH4vj2Ue1xae9LNWZERPR7FQsXwrF7tzg++UZ2v6LQs3XxYXFsv4g58o13fAV8fBHgbH2fmYgIiLXH4vHxj8OiZPd3f/Xomkexq3iXpqwoWFji45F8883ieG9lJQqeeVZjRqGlz7h2sIXJxjyWF9YiqxUfSiMiIpLwZwFWfUVObj/u25j1A6UAK0wQ8zGAoYZhLGvMmw3DKDAM42oA56DhwreHlFK+HVUhEpKMIARargNWwW8O5ewukd/0pyB2eD2w5wd5/Pi7AbNVXz6NkJvVUIPIY2sN4wd/FT15siiuas0aeMpkBW4UHPq2i8W3t4zB9eMz4K96xOX76rphfbD6ALth+UFXYQEWgFZ5w/HJdU/Cbcgv22YMmwGbOVAuu4go1BiGgcIXXxLHR02ahLDevTVmRNTyCg9X4ujeUlFspKkIXcJW+ZbAvvnA+2cDtbLrTiIKbgOSB2D6kOk+reH0OjFjyQxUuar0JEVBI/6C88WHIgGg9LPPULuLxXvHYg+3oO/49uL4jfN4j4qIiKgp/FmAVV81hW8VEw1r6ElB8z7xPr6m5vEhgIsNo+lPQgzD+ALAWQC89bwtAsADTV2bSAf5CELf6jldR4UdsGLYAavVW+JD96uELkD/C/Tl0gher4H8/cICrM6tqABrqnAModuNyqVL9SZDAcduMePeU3ri0+tHoXNSfdO25aqcHvz9y23shuUHcakRSGwn+3vL3JCvOZvAtvLoSiw+vFgcPyJtBCZ1mKQvISKiP6hctAiOnTvF8UnsfkUhaOtPh8SxfSLmwaw03K49uAJ453SgiqOgiFqjy3pfhgntJ/i0xoHyA3hw5YMs+GhllNWK1HvvlS/g9SLvkZn8ujmO/pPaw2yRPQ7OP1CBo3tK9SZEREQUwvxZgFVfVYSs32XjNVTJ4e8OXI3VlDsb+wFcZxhGfQVU9TIM43sATzXwtsuVUjHSPQRG+fjr2mbMlfxI2gHL9xGEwg5Ycf/733uKWYDV6hzZAOydJ48ffy9g9q0te1MVH62CyyG4oa6AlM7N+WOhZYX17QtLaqoolmMIW48hHeMx59axuGJUJ7/t8Ws3rPdX8aShTtIxhPkHKlBeWKM5m8Dk8Xrw+LrHxfEmZcLdw++GUqE/upaIWoZhGCh44QVxfNSECQjv20djRkQtr7bKhT1r8kSxJotCn3NPBpSm27U5m4C3TwXKc/SsR0RBQymFh8c8jDaRvg3Z+CH7B3y29zNNWVGwiBo7BlHjx4vjq9esQcX8+RozCh2RsXb0PCFNHL9h3kGN2RAREYU2fxZg1Tfuzt9PnRtav6FRfM2lKXlcbxhGpYY9HwCQXc/rkQCarS2LYRgrffkFYFtz5Ur+ZW+BEYRepxPugqaPFHKZgbLfNNAoqClAcW2xOA8KQkvlD6aR1B3od46+XBopN0s2Hi+hTaT432cwUkqJxxBWLlsGb22t5owoUIXbzPj3X/vgw2tGoF1cuF/2qHJ68MBX23Dx66txqJjdsHToMihZHJvZSsYQfrHvC+wt2SuOP7f7uege311jRkREv1f502I4dvjQ/eqmmzRmQxQYdv6cA7dLdmaz65AURIw4G7jgA8Bs15NQwS7gzZOA4vpuQRJRKIq1x+KxcY/Bony7lzRr9SzsLt6tKSsKFin33ANY5F87+Y89Dq/DoTGj0DFwajqk56QObi9C0REdjyeJiIhCX0sVYNn8uC/Q8Gi/YCvA2mYYxo86NjQMoxZAQ0dFT9exF1FTSDtg+TKC0J0jO41ZEAMYf7ha4RjCViRnM7B7jjx+wr2Ayd+NIP8sT1iAldaKul/9SjqG0KipQdWKlZqzoUA3KiMJP94+DhcO7+C3PVZkFuGkp5fivVUH4PWyG5YvEtpEIj4tQhSbtTH0xxBWOCvw/MbnxfHRtmjcNJCFDUTkP4ZhoNCH7leR48chvF9fjRkRtTzDa2Db0sPi+H4T2tf9jx6nAJd8Btii9CRWegB46xQgf5ee9YgoaAxMGYjbBt/m0xpOrxMzlsxAlatKU1YUDOxdOiPh4ovF8a7Dh1H8zrsaMwodcSkR4q7gALBxPrtgERERNYY/C7DqK4fWdCV/XA09La7w8/6N1dg8XtG871sA6mvRMVEpXX3HiRpH2mHHUS0vwJKOHyyM/fNREY4hbEV86X6V3Avofaa+XJogN7tcFJfaJVZzJoEvYuhQmGJlf+6KBRxD2BpF2S2YeVZ/vD1tGFJjNHUN+INqpwf/+GobLnmD3bB8oZQS33DMzSpHZUlod7l7betrPnX1vGHADYgPi9eYERHR71UuWYLa7dvF8ck33qgxG6LAcGB7EcoLZZ9RUjpGI63zb659Oo8DLvsaCIvTk1xFTl0R1tGNetYjoqBxWZ/LML69fJwcAOwv348HVz4Iw+BBpNYk6aYbYY6XX1cWvvwyXPmhf4BKYtCJ6eLYvWvyQv6eCBERkQ7+LMCq7869TSnln6dTdaIbeD1QZoUVNfJ9PrRa+TPDMIoBrK7nLZEAeurck6ghLdEBy3X0qCiu4Bh1GbtL2BK7VcjbDuz8Vh4/8T7A5M8fvcdWW+VCaZ6sYON3N+NbCWW1InqC7CZh5aJFMNzy70sU3Cb0SMG86eNx1qB2ftvj/3fDWrmf3bCEMgZzDOGxHKo4hPd3vC+O7xjTERf0aLZJ5kTUCtV1v3pRHB85ZgzCBwzQmBFRYNi6WHa4DAD6T2z/599sPxS44nsgUt4l43dqioG3Twf2/6xnPSIKCiZlwsOjH0ZaZJpP6/yQ/QM+3/u5pqwoGJhjYpB8m7yDmlFdjYKnntaXUAhJ6RiDdj1kxW1er4HNCw9pzoiIiCj0tFQBFgAk+nHvhHpe8wCQtQHRrzEFWIWGYWT5Ye/6CrAAgD35qVmJO2D5UIDlFHbAKjhGB6y9JXvFeVAQ8aX7VWpfoGfLTHjNFY4ftEdYxKO6gl3UFNkYQk9pKao3bNCcDQWT2Agrnjx/IF67bCiSo/3YDevr7bj4dXbDkkhsF4XY5HBRbOaG0D1F+9T6p+DyusTxM4bOgNXc0CR4IiK5qmXLULt1qzg+6SZ2v6LQU1ZQjYM7Gnu+8/fCo63oOiT12C+m9QWunAvEahqz7awA3j8L2MuOwUStSVxYHB4f9zjMPg7bmLVmFnYX8/BraxJ37jmw9+ghji/78kvUbN2mMaPQMdiHLljblx+Fo1p+34CIiKg18GcBVl4Drx/nCl+LNvW8VmAETs/ahv4bAYC/nuKub+B1TXdYiBqnJTpguaUdsI4x5HRf6T6fHlpSEMjfBWz/Sh4//u4W6X4FAHnS8YOdYqBMfy44bA2ixoyBCgsTxXIMIQHA1N6pmH/7OL92w1qZVdcN6112w2qSujGEsi5YOZllqCpzaM6o5a3LXYf5B+aL40e0GeHzeBEiovoYhoGCF14Qx0eOGoWIQYM0ZkQUGLYtOQIIPwb2HtMWZms916iJGXVFWIldZRv8kbsW+OgC366riSjoDEwZiFsH3+rTGg6PAzOWzECVq0pTVhTolNmM1Pvu82mNvJkzOb7yGDr0TkBiuyhRrKvWg+3LZM9UiIiIWgt/Pgne38Dr9RVJ+aq+tbP9uG9THQDgbeA9/ppz0tC6vvUGJmoiW7jsJJQvBVjiDlhxfy5IcXldOFB2QJwLBYFlsyG+s53cq8W6XwHyDlipnY9RbdhKmMLDETl6tCi2YsEC3uAhAEBchA1Pnj8Qr182FCl+7Ib1z6+346LXV+FgEbthNVbGYOFIHQPICrExhF7Di8fXyTs8mpQJdw29C0q1zoJdImoeVT+vQO3mLeL4pJtv0pgNUWBwOT3YuSJHFKtMCn3GNuKgQGx7YNpcIK2faJ8/8bqAz6YBG+Vjj4ko+FzR5wqMbTfWpzX2l+/HQ6se4v2WViRy5AhET5V1qAeAmg0bUD5njsaMQoNSCoN86IK1edEheFwNPdYkIiJqvVqyACvDj3t3qee1gCnAMgzDCaChcvFSP23f0Lqtc+YUtRh7hGxkjS8jCF0aO2ABwO4StsIOWYV7gW2fy+PH39Vi3a+8XgN5+2UdsNK6xGrOJrhEC8cQuo/moHbHDs3ZUDCb0jsV828fj7MG+68b1qqsYpz09FK8s4LdsBojOT0a0QmyLneZIVaA9W3mt9hRJP+edVa3s9AjQT4agoioIYZhoPDFF8XxESeMRMTgwRozIgoMe9fmwVEtuyfSeUBS4z8LRSUDl38HdBgh2utPDC/w9U3Aqpf0rEdEAc+kTPjPmP8gNcK3oSjfZ32PL/d9qSkrCgYpd98NZZWPus9/4gl4a2s1ZhQaug5NQVS87KBgdZkTu9fkas6IiIgodPjzafDeBl7v5o9NlVKJAOLqeUtDeTW3PQ28XumnfSsaeN0/bRqIjqO5O2AZLhfcuY2ZAvp7bhNQEn3s1/aUNPTPmYLWsifqbhJLJHUHep+hNZ2mKMmpgqvWI4ptzR2wACBqwnjALPveVLlwoeZsKNjFRljx5HkD8cbl/uuGVePy4F/fbMeFr63CgSKOZqiPL2MIj+4pQU2FU3NGLaPaVY1nNjwjjo+0RuKmgewqQ0T+Vb16DWo2bBDHJ9/E71MUegzDwNbFh8Xx/cY38WBAeBxw6ZdAl4niPf9k7r3A4kcBdrMhahXiw+Lx+PjHYVay+yy/emT1I7wH24rYOnRAwhWXi+PdR3NQ/PY7GjMKDWazCQMmdxDHb5p/EAYP/xERER2TPwuwsgDU13Kjv5/2bWjdTX7aV6qhu4iyYcwNO04Jyf/n8NO+RMdksZphsjR9dI20A5YrLx/wNr2gpjga8JqOnSc7YIWookxgy3/l8ePuAky+3VzyhXT8YHybSHFnulBhiY9HxNChotiK+Qs0Z0OhYnKvum5YZw9u77c9VmcX4+Snl+Htn7PZDase0jGEhgFkbQqNLlhvbnsTBTXyP8s1/a5BUniSxoyIiP6s8CV5l5yIESPEn+eIAlluVjkKD8nObManRaBdj/imB9oigYs+AXr+RbTvMS1+BJj3AIuwiFqJQSmDcMugW3xaw+Fx4M7Fd6LaVa0pKwp0idddD3Oy/Lqz6NVX4S4IjWt4nXqPaQtbuEUUW5Jbjf3bijRnREREFBr8VoBl1A3j3lTPWwYqpZpebdGwIQ28vtEPe/piXQOvx/lp34bWZdsEanZ2wQd+V61H9HDZdfRIk2MAID/2+N+29hYHWoM90mL5k4Ah6yCFhAygz1l682mi3Gzh+MFW3v3qV9IxhI69e+E8cEBzNhQqYiOseOK8AXjziqFIjfFfN6x/f7sDF7Ab1nGldooRt9zP3JCvOZvml1OZg7e3vy2ObxfVDpf0vkRfQkREx1C9YQOqV68WxyfddKPGbIgCh0/drya0h/iWrMUOnPsO0P8C8f5/svJ54NtbAa/wupuIgsq0vtMwpt0Yn9bYX74fD616CAaLN1sFc1QkUqbfLo73Vlcj/xl55+dQZQuzoG9TO2L+xsZ5vO9JRER0LP7sgAUAq+p5LRb+6YI1tp7Xcg3DCLRPBSsaeF02G6VhDR35P+qnfYmOS3riQjKG0HVE9iVeGHv81/Jr8lFSWyJalwJUyX5g88fy+HEzALPs61qXPGEHrLQu9XyxtyLRUyaLYysWcAwh1W9Sz1TMu308zhniv25Ya37phvUWu2H9iTIpdBko+6h9ZHcpaqtcmjNqXk9veBoOj7zp7R1D7oDdzKnlRORfhS+9LI6NGDYMkcOHa8yGKDBUlzvFxeBWuxk9RqT5loDZApzxEjDsat/W+a0N7wKfXw24Q2PMMxEdn0mZ8MiYR5ASIetI/Kvvsr7DV/u+0pMUBbzYM89AWJ8+4viyz79A7Y4dGjMKDf0nthdNJQGAnH1l4skLREREoczfBVgNPXmUtZU4DqWUGcD4et4yX+d+OhiGcQhAfXPLBvtp64Y6hQVaoRq1ApIOWICwAEvYAauggZqUPSV7ROtSgFr+FOCVjblEXEeg37l682mi2ioXSnJlLdlTu7ADFgBY27QR3+CpWMAxhNSw2HArZp87AG9dMcyv3bAe/HYHLnh1FbIKZKNqQpV0DKHXayB7c6HmbJrPloItmJM9Rxw/OGUwpnacqjEjIqI/q9m6FVXLlonjk266SWM2RIFjx/Kj8HpkhfU9R6aJD7/9jskEnDobGHOH72v9avsXwCeXAK4afWsSUUCKD4vH4+Meh1mZfVrnkdWPYG8JJxK0BspkQur998kXMAzkzXqUXdP+IDLWjp4+FGZvnH9QYzZEREShwd8FWMsA1Nbz+pma95uMus5axxNwBVi/mFvPa0lKqS5+2LOhY6Cb/LAnUb3EHbBqm68DVkE9IwgBFmCFlNJDwMYP5PFj7wTMVn35COTtl40ftIWZkZAWqTmb4BU9VVYvXrNpE9wFBZqzoVA1sWcK5t0+Huf6sxvW/mKc8swyvLIkE26P12/7BJO0jFhExNhEsVkbg3MMoWEYeGztYz6tcfewu+Wji4iIGsmX7lfhQ4YgYgS7X1Ho8Xq82L5MdqAMAPqO1/hZUylgyr+AKf/Wt+beH4H3zwFqZdeyRBQ8BqcOxs2DbvZpjVpPLe5ccieqXbLDhxRcIoYMQfQpJ4vjq9esQeVCdqv/o4FT08WxWZsKUJrHf39ERES/5dcCLMMwagDUd7R6lFKqo8YtL6znNQeAbzXupdN/G3j9NJ2bKaUSAYys5y0FhmFk6dyTqDGkHbAc1ZIOWNICrPpf311cX0M7Cio/Pw14heOlYjsAA+r7kdQ8pG2gUzvHQJn4YP1X0VOEDTsNAxWLftKbDIW02HArHj93AN6aNgxpMWF+2cPh9mLmD7tw1ksrsDOHD7ZMJoUug2RjCA/uLBZ14Wxp8w/Mx+aCzeL4v2b8FX2S5KMfiIgao3bXLlQuWiSOT7rhBhaKUkjK3lKIyhLZCOF2PeKQ0NYPB23G3A6c9gQATf/mDiwH3v0bUF2sZz0iClhX9r0So9uN9mmN7LJsPLzqYXY2aiVS7pwBZZMdogKAvMcfh+HkuNvfik+LROcBSbJgA9i0gF2wiIiIfsvfHbAAoL72IQrALTo2UUolA7ignrfMMQyjVMdeuhmGsQLAvnrecp3mLacBqG/GzQ+a9yNqFHEHLMkIwiPCEYQx7IDVKpQfBTa8K48fcztgkd8M0CVPWoDVpYFKw1bGlpEBW0dZvTjHEJLExB4pmHfHOJw31H/dsLYcLsPpzy3Hk/P3wOlu3d2wMoQFWF63gf3bgmsModPjxFPrnxLHh1vCcdvg2zRmRER0bL50vwrr3x+Ro0dpzIYocGxdLO9+1W+C/z5bYtjVwFmvAj6OE/v/jm4A3j4NqMjVsx4RBSSTMuGRMY8gJVw2Gv5X32Z9i6/2faUnKQpotvbtkHDFFeJ414GDKP7gQ30JhYhBPnTB2rUyF9XlLGojIiL6VXMUYH0PIK+e169VSqVq2OcuAPW1CnhDwx7+9Go9r/VRSsl7q/6GUiocwI0NvO1zHXsRNZUtonkKsAyPB67cpt/E8wIoiqn/PZmlmXB7g68bBv3Bz88AHuGFY3RbYNAlevMRMLwG8rJl3W3SWID1O0op8RjCqlWr4Kmo0JwRtQYxYVY8ds4AvD1tGNrE+qcblttr4NmFe/GX55Zh06FSv+wRDNp2i0NYpGxkbOaG4Boz+tGuj3C48rA4flrfaUiJ8O3hCBFRQxz79qFi3jxxfNIN17P7FYWk4qNVOLK7RBQbFW9H5/7C7haN1f884Pz3ALOmw0j5O4A3TwZKDuhZj4gCUkJYAh4b/xhMyrdHVY+sfgT7Suo7406hIvHaa2FOkv9MK3zxRbhLZD9PQ1WbrnHi+8EetxdbF8vvMxAREYUavxdgGYbhAPBcPW+JBvCYL3sopXoCqO8o9nbUPwqxofUnKKWMen4tlq79Gy8DKK3n9ZeUUlEa9nkYQOd6Xj+IuqI5omYnHkHYxAIsd0EB4Gr6aLniaMBjrv9GvtPrxIFy3hwMahW5wPq35fFjbgcs9TUZbB7FuVVw1npEsamdGqg0bIXEYwhdLlQuXao3GWpVJvRIwY+3j8P5Qzv4bY89eZU468Wf8Z/vd6DGKfu+EcxMZhO6DJTdvD24rQguR3D8NytzlOGVLa+I41MjUnFFnyv0JUREdByFr7wKCMcI2Xv1QtSECXoTIgoQ25bIH272GdsWJnMznMPteRpw8aeAVdOow5LsuiKsAnYbJwplQ1KH4OaBN/u0Rq2nFncuuRPVrmpNWVGgMkdFIvm2W8Xx3ooKFD5X3yPL1mnQifIuWFsXH4azlofSiYiIgObpgAUALwKor6T8MqXUxZKFlVIRAD4BUN/xqplGgA8BNwyjAsCT9bylE4BXlJIfBVFKnQZgegNve9wwjOB4ikQhRzqCsLaqaR/uXUePivYpbOQhkN3Fu0XrU4BY8RzgrpXFRqUBgy/Tm49QXpas+1V8WoS4E0woC+vfH5Zk2ZgyjiEkX8WEWfHoOf3xzpXD/dYNy2sAry3LxinPLMWqrCK/7BHIugyWdXVyu7w4uD04/nu9vPllVDjlHfmmD5mOcEu4xoyIiP7MuX8/yr+XnwlLup7dryg0OWvc2LVKNo7PZFboPaad5ozq0WUCcNlXQJimzsoVR4G3TgFyNutZj4gC0lX9rsKotr6NEM4qy8J/Vv9HU0YUyOLOOgv2nj3F8SWf/BeOfeyY9lud+ychLjVCFOuodmPnihzNGREREQWnZinAMgyjBMA/G3jbm0qp05uyrlIqEsA3APrX87aVAIJlqPPjADLref0iAO8ppZpcpaKUOhPAF6j/73wPAPmxeCIfhQlHEDqqmtbNynVEVoBVENu4G/l7SngyM2hVFwPr3pTHj74NsPqnOKKpcrPLRHGpHD94TMpkQtTkSaLYqiVL4XU4NGdErdH47sn48fZxuGCY/7ph7S+qxgWvrsLfv9yKitqmd4sMVu17xIsLwTM3Bv4YwoPlB/Hx7o/F8f2S+uHUzqdqzIiI6NgKX30N8HpFsfZuXcVjo4kC3e7VueKumxmDUxARo2ksYGN1GA5c8T0QKTvE8ifVhcDbpwMHV+lZj4gCjkmZ8MiYR5AS7tvI828yv8HX+77WlBUFKmU2I/Xee+QLeDzIe9SnwTwhR5kUBk2Vd8HavOAQvB7Z53giIqJQ0lwdsADgJQDr6nndBuArpdRDSqkGj1YrpYYBWANgcj1vcwK4MdC7X/3KMIxaANcDqC/fiwCsUUo16jiIUipRKfUKgM9Qf5cwD4BphmG0nidtFHDswq47tU0uwDoi2qegsR2wStgBK2itfhmQtiqPTAaGXKE1HV/kCjtgpXXm+MHjiZ4yVRTnra5G9So+KCA9YsKsmHV2f7x75XC09VM3LAD4YPVBnPjUUvy0K99vewQSs8WEzv1lYwj3bymE2xXYDWSf3vA03F75OIC7ht0Fk7wRLxFRozgPH0HZN9+I4xOvux7KxO9VFHoMw8DWxfLxg/0mtNeYTROk9QOmzQViNO3vKAPeOxPIXKRnPSIKOInhiXh03KM+X3v8Z/V/kFWapSkrClSRI0cianJ9jwfrV7VsGSqXLdOYUfDrPiIV4cKi7YriWuzb0DruIREREdWn2e5M/TLW7gIA9T0RNgF4AMDeXwqxxiil4lWdMKVUV6XUJUqp7wGsBtC7gW3vNgxjk5Y/QDMxDGMBgIcaeNsgAMuVUkuUUrcrpQYppdKUUmalVKxSqrtS6myl1Huo66h1LRr+u37AMIwVGv4IRGJhUc1UgCUcQcgOWCHOUVFXgCU16lbAJmvTrJuzxo2S3CpRbBo7YB1X5PBhMEVHi2I5hpB0G9c9GXNvH4cLh/uvG1ZOWS2mvb0Wd3yyCSVVTr/tEyi6DJJ1aHA5PDi0s75p6y1rQ94GzD8wXxw/teNUDEoZpDEjIqJjK3rtNcAtKxa1deqEmFNO1pwRUWA4sqcUJbmyg0JJHaKQ1qUFD9kkdQWunAskZOhZz1UNfHg+sPNbPesRUcAZmjYUNw28yac1atw1uHPJnah112rKigJV6l0zAKvsmQIA5M16FIbw82cosljNGDBJXji9cd5BBEk/DCIiIr9p1qOBhmFkArgQQEPVEu1QV4i1DEAxAC+AGgB7AbwH4FQADVVCvG0YxjM+JdxyHgTwSQPvUQDGAXgSwAYAOQDcAEoB7EZdx6tLADTmSfrLhmHMkiZLpEtYhLQAq2kXSeIOWI28Z5lfnY/S2lLRHtSC1r0J1MrG9iEiERh6pd58fJB3oLz+XorHYQ0zI75NpP6EQoSy2RA1frwotmLhIhiewO6QQ8EnJsyKmWf5vxvWFxuPYOpTSzBna47f9ggE6b0TYLWbRbFZAXrK0zAMzF43WxxvMVkwffB0fQkRER2HKzcXZV98IY5PvO46KLPsezhRoNvmY/crpRp3mMxv4jrUFWGl9tWznscJ/PdyYLN8vDIRBbar+12NE9qc4NMa+0r3YdYaPvIIdbZOnZBw0UXieGdmJko+aehRXOvSZ2w7WIT3RgoPVeLwrsA9oEZERNQcmr03u2EYc1A3Rs+fo+4+BnC1H9f3K8MwvKgrnmqOOwlPAbixGfYhalCodMAC2AUr6LhqgZUvyONPuBmwR+nLx0f5+2XjB1M7xcBkauGb8wEuesoUUZynuBg1mzbpTYboF+O6J+PH28fhwuHpftujsNKJGz/YgOvfW4/88tA8RWyxmdGxX6IoNntLITxur+aMfDd3/1xsLdwqjr+gxwVIj/Hf1xUR0a+K3ngThkt2m8javj1i/3Ka5oyIAkNlSS2yNheKYu0RFnQblqo5I6GoFOCK74D2w/SsZ3iAL68D1rymZz0iCigmZcLMsTORHC7rUvyrz/d+jjlZczRlRYEq6cYbYI6LE8cXPvc8PGXCQ7khKCzSij5j2orjN847oDEbIiKi4NPsBVgAYBjGZwAmA9B9VNxA3fi+i34ZeRi0DMNwo65Q7QHUdQDTrRrANMMw7jDYE5QChD3c0nBvu2NwNKEAyzAMcQFWYRMms+0u2S3ag1rIpg+AyjxZbFgcMCywan7zsuUFWFS/qLFjoGw2UWzFfI4hJP+JDrNi5ln98OHVI9AhIdxv+8zdnospTy7Bp+sOhWRb+YxBKaI4R7UbR3YH1ilPh8eBp9c/LY6PtkXj+gHX60uIiOg43AUFKP3vf8XxiddcA+XD6BmiQLZ92VEYXtlnrp6j2sBqC6DOcOHxwKVfAZ3H6Vtzzgxg2ZP61iOigJEYnohHxz0Kk/LtEdaDKx/EgXIWhIQyc2wskm6+WRzvKS1F4Usva8wo+A2Y3AFKeEj30M4SFByq0JwRERFR8GiRAiwAMAxjGYD+qBspqMMOAJMMw/hnqBQUGXX+A+AEAGs0Lv01gL6GYbytcU0inymTgj3C0uQ4R40b3kbekPQUFcFwOJq8R2kk4LKwA1ZI8riBn5+Wx4+4HggLnMIlwzDkBVidA+fPEahMkZGIHDVKFFuxYEFIFqxQYBnVNQk/Th+HK0d3hr+mzZTXunHXZ1tw+Vtrcbik2j+btJD0PgkwW2WXSJkbCzRn45sPd36Io1WyonMAuK7/dYi1N6H6nIhIqOitt0XXaABgSUtD7Jln6E2IKEB4PF7sWC78Wa6AvuPa6U1IB3sUcNGnQI9T9a258EFgwb8BXmsRhZxhacNww4AbfFqj2l2NGUtmwOGRfdag4BB//nmwdekiji/+4AM49+/Xl1CQi04IQ7dhsgNqALBx3kGN2RAREQWXFivAAgDDMPIMw7gMwFAAH0I2lnADgMsBDDQMY7HG9AKGYRhrAIwE8DcAC1DX6aupKgC8C2CIYRhnGIaRrTFFIm3CIgUnlw3AUd24bx+uI0eavj6A/CY+f9xdzA5YQWPb50Cp8KLQGgmMuE5vPj6qLHGgutwpik3tzAftjRE9VTaG0HX4MBx7WJxJ/hdhs+Cfp/fGZ9ePQtcU/41HXbqnACc9tRTvrtzf6ELoQGcLs6BjH+EYws0FAfPfoaS2BK9tkY/kaR/VHhf2vFBjRkREx+YuKUHJxx+L4xOvvhomYXdSokCXvalQfG2X3jsRcSkRmjPSxBoGnPcu0O9cfWsuf6quG5Y38EZCE5Fvrul3DUa2GenTGruKd2H22tmaMqJApKxWpN57j3wBlwt5s/k18luDpqaLY/etz0d5UY3GbIiIiIJHixZg/cowjPWGYVwMIAnAuQCeB/ATgEMAygF4UDcyLw91BVcfALgNQDfDMIYYhvGuYRiS4q3G5rfYMAxVz68J/tr7NzkYhmF8YxjGVABpAC4D8AqApfj9fycngBLUdQT7HsB/AJwKIMUwjMsNw9jg71yJfCEqwALgqHI36n3y8YNNayOSWZoJt7dxOVEL8nrrbtRKDZ0GRCToy0cDafer6IQwRMTw4VVjRE2cCJhkH6E4hpCa05CO8fj+1jG4eWJXmIWt4xtS5fTgn19vxwWvrkJWQaVf9mhuXQYli+JqKlzI2VuqNxmhlza/hAqXvOX/7UNuh83MnwlE5H/Fb78Do1rWTdGcnIS4c87WnBFR4Ni29LA4tt+EAOx+9VtmK3Dmq8CQafrWXPs68NUNdV2uiShkmE1mzBw7E0nhST6t8/HujzH/wHxNWVEgiho3DpFjxojjKxcsRNWq1RozCm5J7aOR3lt239vwGti88JDmjIiIiIJDQBRg/cowjHLDMD4zDOMWwzAmGYaRbhhGrGEYFsMwIg3DSPul4OoSwzCeNQxjX0vn3BIMw8g3DOM9wzCuNwxj/B/+O9kNw0gwDKOPYRh/MQzjAcMwfjAMo7al8yZqDGkBVm1VIztgCQuwCprYGMjpdeJgOVvtBrw9PwAFO2WxZhtwws1689Egb7+sACulE8cPNpYlIQERgweLYisWsACLmpfdYsaMk3rgm5tHo09b//07X7O/GKc8swwvL8mE2xPcnQc69U+CySwrWAuEMYTZZdn4dPen4viByQMxteNUjRkRER2bp6wMJe+/L45PvPIqmMLCNGZEFDiKc6pwZHepKDYmKQzpwo6ezcpkAv7yFDD6Nn1rbvkY+PRywM1RY0ShJCk8CbPGzoKCbweL/vXzv3CogkUhoSz1nrsBs1kcnzdrFgyPR2NGwW3gifIuWDt+zmn0MxsiIqJQElAFWERE4gKsSv+OICyIafoF/u4SjiEMaIYBLHtCHj/wIiCmjb58NMnLLhPFpXZmAVZTSMcQOnbtgvOw/CQ7kVSftrH46qbRuOukHrBZ/HMJ4HB7MeuHXTjzxRXYmSMrBg0E9nALOvSSnfLM3JgPo4XHED61/im4DXnnhxnDZkAp/3RMIyL6reL334e3qkoUa46PR/z552nOiChwbF8qu3cBAH3GtYPJT91PtVMKmPIgMOkf+tbc9R3w4fmAU/b9hYgC04g2I3DdgOt8WqPCVYG7l9wNl4dFIaHK3q0b4s6Tj7h17NqFsi+/1JhRcGvfIx7J6dGiWLfDg21L5J9niIiIghULsIgooNgjLaK42urGFmA1TwcsANhTske0FzWT7CXAkfWyWGXSe0pXE6/Hi4KDspFTLMBqmqjJsgIsgF2wqOVYzSbcNLEr5tw6FkM6xvttn61HynD6c8vx5LzdcLiD8+RoxmDZGMLqMidyhaNgdVibuxY/HfpJHH9Sp5MwIHmAxoyIiI7NU1mJ4nffE8cnXHEFTBERGjMiChwuhwe7VuaIYs0WE3qPaqs5Iz9TChg3AzjlMX1rZv0EvHcmUFOqb00ianHX978ew9KG+bTGtqJteGrDU5oyokCUfMstMEXLioYAIP/pZ+CpZBEvACilMGiqvAvWlp8Owe0KzvtCREREUizAIqKA4vcOWEeFHbBiBR2witkBK6Ate1Ie2/dsIKGLvlw0Kc6pgtvZ9NFfyqTEp5laK1v7drD36iWKZQEWtbSuKVH473Un4F+n90a4Vd6avz5ur4FnF+3D6c8tx8aDJX7Zw58690+GEnaOyNyYrzmbxvEaXsxeN1scbzVZMX3wdH0JERHVo+TDj+Atk3VuNcXGIv7iizRnRBQ49q7Ng7NW9rCy69AUhEXJ7qu0uBHXAWe8VHfgSYdDq4F3/gJUtvyIaCLSw2wyY9bYWUgIk3Us/tV7O97DTwflB1cosFkSEpB0/fXieE9hIYpee01jRsEtY3AyohNlY79rKlzYvSpXc0ZERESBjQVYRBRQpAVYjuqGR+0YhsEOWFTn8Lq6DlhSY27Xl4tGecKuK4ntImG1+acII5RFT5ksiqvZsBHuoiLN2RA1jdmkMG10Z8y7fRzGdE3y2z578ipx9ksr8H/f7kCVQz4Wr7mFRVnRrnucKDZrQwEMo/nHEH6f9T12FO0Qx1/c62K0j26vMSMiomPzVlej+K23xPEJl14Kc1SUxoyIAodhGNi6RD6yvO+4dhqzaQEDLwLOfRswaSoiy90KvHUKUMYRSEShIiUiBY+MecTndR74+QHkVMq6DVLgi7/0EljT5Z2bit96C64j/NkBACazCQOndBDHb1pwCF5v898jISIiaikswCKigOLPDlie0lJ4q6ubvLYpLhYOW9O7YORV56HMITvVTX7mS/er7qcAqX305aKRtAArtRPHD0pETxGOIfR6UfkTT1pSYOiQEIH3rhqOR8/uh+gw2RjghngN4M2fs3HiU0vx0+6W6Q4lkTE4RRRXUVwrHgcrVeuuxbMbnxXHx9pjcXW/qzVmRER0fCWf/BeeEll3RFNkJBIuvURzRkSBI29/OQoPVYpikzpEhcZo+d5/Ay76GLCE61mvaC/w5slAUaae9YioxY1uNxpX9b3KpzXKneW4e+ndcHkbN1WBgovJZkPKXTPE8YbTifwnfLh/HGJ6jWoLe6TsnlFpXjX2by7UnBEREVHgYgEWEQUUcQFWVcMXy66jsu5Xtrbt0C5KdoqUXbACUN4OYPf38vixd+rLRbO8/cICrFC4Sd8C7N27w9pBdgKsYj7HEFLgUErh/GHpWHDHeEzpleq3fY6U1mDaW2sx/eONKKp0+G0fXToPSAJkUwiRuaF5R928v/N95FbJ2/rfMOAGxNoF7T6JiJrIW1uLojffEMfHX3IJzLH8fkWha/sSebeNvuPaQSnhh5dA03UKcOkXgF3TtWrZwbpOWHnybqFEFFhuHnQzBqUM8mmNTQWb8PzG5zVlRIEmesoURAwbJo4vnzMH1Rs2aswoeFntZvQbL++YvWHegRbpFE5ERNQSWIBFRAElLMqPBVjCtsHWdu3QI76HKHZ38W5RHPnRz0/LYzuNBTrIL9z9yVnrRnFOlSg2hR2wRJRS4i5YVStXwlMp+/si8pfUmDC8dtkQPHfhICRG2vy2z1ebjmLKk0vwxYbDAX0DLjLWjrZd40SxmRvzm+3PVlRThNe3vi6OT49Ox3ndz9OYERHR8ZV+/jk8BbIT8Co8HAlXXK45I6LAUVvpwt51sm6htjAzug9P05xRC+s4Crj8WyA8Qc96lXnA26cCR9brWY+IWpTFZMFj4x7z+SDJm9vexPIjyzVlRYFEKYXU++4FfChOzps1C4bXqzGr4NVvQnuYrbJHynnZ5cjJ5KQQIiJqHViARUQBxR4ha2Xrzw5Y1rZt0T2huyiWHbACTHE2sPUzeXwAd7/KP1ABCJ71W8PMiE+L1J9QKxE9ZbIoznA6UbV8meZsiHynlMLpA9pi/h3j8beBbf22T0m1C3f8dzMue3MNDhU3fTxwc+kyKFkUV5Zfg+KjzVNk+dLml1Dlku91x5A7YDXLCuCJiJrCcDpR9LoP3a8uuACW+HiNGREFlp0rc+Bxyx7y9jihDax2s+aMAkDbgcC0H4DoNnrWqykB3vkrkM1rMaJQkBaZhodHP+zzOvcvux95VXkaMqJAE9a7N2LPPFMcX7tlC8q/92GSQgiJiLGh1wnyn8cb5x3UmA0REVHgYgEWEQUUv3bAkhZg+dIBq4QdsALKimcBwyOLbTsY6DJBazo65QvHD6Z0jIHJFCJjKlpA+MCBMCcmimI5hpACWUKkDc9cMAivXzYUaTFhfttn2d5CnPjUUry+LAtuT+CdKs0QFmABQOYGWQeLpsgqzcJne+SFxYNTBmNS+iSNGRERHV/pV1/BnZMjilV2OxKvnKY5I6LAYXgNbFvqw/jBse00ZhNgUnoCV84F4jrqWc9ZCXxwDrBnnp71iKhFTegwAZf1vsynNUocJbhn2T1we92asqJAkjz9NqiICHF8/hNPwltTozGj4DVgSgdAeBt5/5ZC8fQGIiKiYMICLCIKKFa7WVQM4qhq+ALZdURagNUW3eNlHbAySzN58R4oKnKBje/L48fe4VPLan/Ly5YVYKVy/KBPlNmM6Emy4oXKJUtgOJ2aMyLSa0rvVMy7YxwuHN7Bb3vUuDx4+PudOPPFFdh+NLBa0kfFhyG1s+z7ZObGAs3Z/NmT65+ER1pYDOCuYXdBBfDPNiIKHYbLhaJXXxPHx517LizJ8qJYokB3aFcxygtkD3fbdY9DQtsQ72oc36muCCu5p5713LXAxxcC2z7Xsx4Rtajpg6ejX1I/n9ZYn7ceL29+WVNGFEisKSlIuuZqcbw7NxdFb72lMaPgFZcS4dNBtU3z2QWLiIhCHwuwiCigKKVgF3TBcjk8Dbbq96UDVvvo9gi3hDc51uFx4GA5LywCwsoXAI+w2CWpB9DjNL35aJaXLStakBYW0P9IxxB6KytRtXqN5myI9IsJs2LmWf3x4dUj0CGh6T8LG2vrkTL89fmf8ejcXah1yYuKdMsYlCKKKz5ahZJc/53uXJ2zGksOLxHHn9r5VPRN6qsxIyKi4yv77nu4Dh8WxSqrFYlXX6U5I6LAsm2JvPtVn3Eh3P3qt2LaAlfMAdoM1LOe1w18dhWw4V096xFRi7GarXhs3GOItkb7tM6rW17FqpxVmrKiQJIwbRosbeTj84peex2uPP93uQ4Gg6bKO1LuXpOLqlKHxmyIiIgCDwuwiCjghEX6Zwyh64jshqa1bVuYlAnd4ruJ4veU7BHFkUY1pcC6N+XxY+8ATIH7I7OypBZVZbLiMhZg+S7ihBNgipSdOK9YwDGEFDxGdU3Cj9PH4crRnf3WENDjNfDS4kyc/PRSrMgs9M8mTZQx2IcxhH7qguXxejB73WxxvM1kw22Db9OYERHR8RkeD4peeUUcH3vWWbCmpWnMiCiwVBTXYv8W2eee8BgbugxsRd3hIhOBy78B0kdpWtAAvrml7sAWEQW19tHt8X+j/8+nNQwYuHfpvSisCYxrUdLHFBaGlDvvFMcbNTUoeOopjRkFr9TOMWjbLU4U63Ub2PKT7FAGERFRsAjcp8lE1GqFRVpEcfUVYHkqKuAtb/qINlN0NMwxdQUqPeJ7iPLaXbJbFEcarXsTcFbKYuPSgb5n681Hs7z9svGDUfF2RMbaNWfT+phsNkSNHyeKrVi0EIa3/u59RIEkwmbBP0/vjc+uH4WuKVF+22d/UTUuem017v5sM8qq6y+w9reYpHAkdZD9WbP8VID1XdZ32FW8Sxx/Se9L0DaqrcaMiIiOr3zuXDj375cFm81IvOYarfkQBZody4/CMGSxfca0hdnSym7vhsUCl3wOdJ2ib80f7wcWz4L4L4KIAsKUjlNwYc8LfVqjqLYI9y67Fx5v4HRlJj1iTjsV4QMGiOPLvvoKNdu2a8woeA06MV0cu23pEThr3RqzISIiCiyt7AqdiIKBtAOWo54CLPH4wbb/ezjZPb67aA1fHpCSBm4HsPplefyoWwGz7GuyueRlywqwUjux+5UuUZNlYwg9BYWo2bxZczZE/jekYzy+v3UMbpnUFRaTn9phAfjvusOY/OQSfLflKIwWfCAmHUNYcLACZQU1WnOpcdfg2Y3PiuPj7fG4ut/VGjMiIjo+w+tF0cvyz+Kxf/0rbO1byXg1apU8Hi92LJfdr1AK6D2mlRZU2yKACz4Cev9N35qLZwI//p1FWERBbsbQGeiV0MunNVbnrMbrW1/XlBEFCqUUUu+716c18mbNbNF7E4GiY59EJLSVTQNw1rjFn32IiIiCAQuwiCjgyEcQHv/khOuI7wVYPRJkHbB2Fu0UxZEmWz4BKvNksZEpwKBL9ObjB9ICrBSOH9Qmavx4KKvsexfHEFKwslvMuPPEHvj65tHo285/308KKx24+cONuObddcgp01vM1Fi+jCHU3QXrne3vIL86Xxx/w8AbEG2L1pgREdHxVSxYAMfefbJgkwlJ112rNyGiAJO9qRDV5bJx8p36JyE6IUxzRkHEYgPOfhMYeLG+NVe9AHx7K8DON0RBy2a2Yfb42Yi0yopDfvXi5hexLnedpqwoUIQPHIiY004Tx9esW4+KefM1ZhSclElh4BR5F6zNCw/B4+FEACIiCk0swCKigGMXF2DV0wHryBHRmtZ2/ztt3S2um2iNotoiFFT7ZwQRNcDrBX6WdwnBCTcB1nB9+fiB12sg/2CFKDaNBVjamKOiEHHCSFFsxYIFPD1HQa1P21h8deNo3H9qT4RZ/Xd5sWBnPqY+uRTvrtwPr7d5/83Ep0WKT3dmbpQXS/1RYU0h3tz2pji+U0wnnNP9HG35EBHVxzAMFPrQ/Srm1FNh69RJX0JEAWjb0sPi2L7j2B0OZgvw1+eBEdfrW3PDu8DnVwNuWWEcEbW89Jh0/OuEf/m0htfw4p6l96C4tlhTVhQoUu68A8puF8fnz54Nr5M/I7oPT0VkrE0UW1niwL51+u6VEBERBRIWYBFRwAmLtIjiaiv9O4IwyhaF9GjZyY6dxeyC1SL2/AAU7ZXFhsUCQ6/Um48flORUwe1o+ulcpYCkDuyAolP05CmiONeBg3DuE3aGIAoQFrMJ147LwLzp4zGma5Lf9ql0uPHPr7fj3FdWYm+erPhUqssgWResvOxyVJbUasnh+Y3Po8Yt7wJ2x5A7YDUF9lhdIgodlYsXw7FDeB2kFJKuv05vQkQBpjinCkd2l4piY5LD0aFXgt6EgpXJBJw8Cxh3t741t38BfHIx4GqZ7qtE5LtTOp/i8+GT/Jp8/H353+E12KknlFjbtkXCldPE8a5Dh1Dy3nsaMwpOZosJ/Sd3EMdvnH+QB1KJiCgksQCLiAKOdASho9oPBVjtfn+itFdiL9E6O4p2iOLIRz8/I48ddjUQFvgdoqTjBxPaRsEWJit2pGOLnjyprrJNgGMIKVSkJ0bgvauG44lzByAuwn+FPusPlODUZ5fhqfl74HA3z4iYjEEp4thMDWMI95bsxZf7vhTHD0sbhgkdJvicBxFRYxiGgcKX5N2vok88EfauXTVmRBR4ti+VdeoGgL5j20GZZNceIUkpYNLfgakP6Vtz7zzg/XOAWtk1NxG1vHuG3YNu8bKJBr9afmQ53t7+tp6EKGAkXX01LMmyQ1YAUPjiS3AXFWnMKDj1GdsO1jCzKLbocCUO7yzRnBEREVHLYwEWEQUcaQFWvR2wpCMIf9MBCwB6JcgKsHYWsQNWszu4Cji0WhZrtgPDg+PEfV52mSguleMHtbMkJSF80CBRbMWChZqzIWo5SimcPaQ9FtwxHn8d0LbhACGXx8AzC/fitGeXY/0B/4+FSGwXidhk2VjaLA0FWE+sf8Knk9czhs6AEhaJEhE1VdWKFajdskUcn3SDxnFiRAHI5fBg18ocUazZYkKvUW00ZxQiRt8K/OVpAJo+8xxYDrz7N6CaI8iIglGYJQyzx89GuEV2HferZzc8i035m/QkRQHBFBmJ5OnTxfHeqioUPPucvoSClD3cgj5j5SORN84/oDEbIiKiwMACLCIKOOICrGr3cV8Td8Bq/4cOWNICLI4gbH6+dL8aeCEQnaovFz/K2y8bwcUCLP+InjxZFFe7fbv4+xRRoEqKsuPZCwfhrSuGoW1smN/22ZdfiXNeXol/fLUNFbXHL8b2lVIKGYNlXbCO7itFdblTvPeKIyvw85GfxfGndzkdvRN7i+OJiJqq8KWXxLFRkyYhrGdPjdkQBZ69a/PgrJV18ew6NAVhURwpfFxDpwFnvw4oWUeOPzm6AXj7NKAiV896RNSsusR2wT9G/sOnNTyGB3cvvRtlDtkhSApMsWeeAXtv2b1+ACj99FPU7t6jMaPgNGBSe5iEXTkP7SxBwSHZvW0iIqJAxQIsIgo4ds0dsLzV1fAUN/20ogoPhzku7ne/1zNR9iAgpyoHJbVsqdtsCnYDu+cIgxVwwi1a0/EXZ60bxUcrRbGpnViA5Q/RU6eIY9kFi0LVxJ4pmHfHeFwxqpN0SmeDDAN4b9UBTH1yKebvyPPPJgAyBgtHFBhA1iZZFyyP14Mn1j8h2xeA3WzHrYNvFccTETVV9bp1qFm3XhzP7lcU6gzDwNYlh8XxfcfJO020Gv3OAS74oK67tQ75O4A3TwZK2KmDKBidnnE6/pbxN5/WyKnKwQM/PwDDMDRlRS1NmUxIvfde+QJeL/IffbTVf01ExYeh23D5QeZN8w9qzIaIiKjlsQCLiAKOuANW1bELsFw5srb+1nZt/zSqJyEsAWmRaaL12AWrGa3woQV0z9OApK76cvGjgoMVkFzjW+1mxLeJ1J8QwZaeDnv37qLYioUswKLQFWW34N9/7YMvbhiFHqnRftsnt7wW17y7Djd9sAH5FbXa109Oj0Z0gqybV9bGfFHcd1nfYU+J/FTtZb0vE392ISKSKHzlVXFs5JgxCO/XT2M2RIEnb385Cg/JDtIkdYhiN+PG6nEKcPGngFXTtW9JNvDWKUABu50QBaP7R9yPLrFdfFpj8aHFeH/n+3oSooAQOXy4T4cpq1asQOWSJRozCk6DpqaLY/euy0dFsf77N0RERC2FBVhEFHDCIi2iOMfxCrCOHBGtZ23b9pi/Lx1DuKt4lyiOmqg8B9jyiTx+9HRtqfhb3v5yUVxKx2hxa2hqWPQU2RjC6nXr4C5hpzwKbYPS4/HtLWNw59TusJn9dyny/dYcTHliCT5acxBer77TqEopdBkk64J1eHfpcbt1Hk+tuxbPb3petB9QVzh+Vb+rxPFERE1Vs307qpYtE8cn3XiDxmyIAtP2JbJ7FEBd96s/HhSjenQZD1z2NRAWq2e98iN1RVg5m/WsR0TNJsIagdnjZyPMLDtQ86sn1z+JbYXbNGVFgSDlrrsAq3y0b/6jj8FwNe1aP9QktotCep8EUazhNbB54SHNGREREbUcFmARUcCx2MywWJv+7am2yn3Mlr+uo0dFeRy3ACtRVoC1s4gdsJrF6pcBj1MWmz4K6DBMbz5+lJ8tLMDi+EG/ip4iPDnn8aDyp8VacyEKRDaLCbdM7oY5t43F8E6yG3SNUV7rxn1fbMX5r67E3rwKbetmDE4RxRleA9lbmjaG8MNdHyK3Kle0HwDcNPAmROrq+kBE1AhFPnS/ihgxAhGDB2vMhijw1Fa6sHedrCumLcyM7sPZ1bLJOgwDrpgDRMo+w/1JdSHw9unAwdV61iOiZtMtvhvuG3GfT2u4vW7MWDID5U7ZPTkKPLb0dCRceqk43pmdjZKPPtaYUXDypQvWjuVH4ahu3UVsREQUOliARUQBKSyq6adOPG4v3E7vn35f3AGrXbtj/n7vhN6i9TiCsBnUlgPr3pTHj75NXy7NQNoBiyMr/Mveq9dxCzgbwjGE1Jp0TYnCx9eOxH/O7Itou6z7ZWOs3V+CU59dhifm7Uaty+PzemmdYxAZaxPFZm5sfAFWaW0pXt/yumgfAMiIzcBZ3c4SxxMRNZUjMxMV8+eL45NuYPcrCn07V+bA4/7zfYvG6HFCG1jtZs0ZtRJpfYEr5wKxHfSs5ygD3jsDyFykZz0iajZndj0Tp3Y+1ac1jlQewb9X/PuYB4EpOCXdcD3M8fHi+IIXXoCntFRfQkGoXY94JKdHi2JdDg+2LZV3CCUiIgokLMAiooBkj5C1/a09xhhC15HA6IB1oPwAKp2VolhqpPVvAw7hCbTknkC3E7Wm409VpQ5UljhEsamdNI1foGNSSiFKOIawavlyeKurNWdEFLhMJoWLR3TEgjvH46Q+qX7bx+Ux8NyifTjlmWVYsa/Qp7WUSaHLQNkYwkM7i+GocTfqva9ufRUVLnnnrjuG3gGLyX+FbUREf1T06muA8EFk+KBBiBgxXHNGRIHF8BrY7sPDxb5jj31IjBopMQOY9gOQkKFnPVc18OH5wM7v9KxHRM1CKYV/nvBPdIzp6NM68w/Mxye7P9GUFbU0c3Q0km+9RRzvLStDwYsvaswo+CilMHCqvNB5y0+H4XHJitSJiIgCCQuwiCgghUXJHhgeswBLOILQdpwOWMnhyUgIk41M2lW8SxRHjeB2Aqt8uNAddQtgCp4fi9LuV5FxdkTF2zVnQ38kHUNoOByoXL5cczZEgS81JgyvXDoUL18yGCnR/vselV1YhYteX407/7sZxVXCcbUAugjHEHrdBvZvabgA7HDFYXy06yPRHgAwos0IjG03VhxPRNRUzsNHUPadvAgh6frroJTSmBFR4Dm0qxhlBTWi2Lbd4pDQlmOFfRbXoa4TVmpfPet5nMB/LwM2swiDKJhEWiMxe/xs2Eyyzsa/emztY7zXG0Lizj0X9m5dxfElH34ER1a2xoyCT9fBKYhOCBPFVpc5sWdtruaMiIiIml/wPGkmolYlLFLWActxzA5YshOmluN0wFJKibtgcQyhH239FKjIkcVGtwH6nas3Hz/LyxaOH+zE8YPNIWLwYHHr8ooFCzRnQxQ8Tu7bBvPvGI8Lh6f7dZ/PNxzG5CcW4/P1h0VjI9p2jRWNSwaArEaMIXxu43NwexvXKetY7hxyJwsZiKhZFb3xOuCRjXm19+qFyHHjNGdEFHi2LfGh+9V4dr/SJioFuOI7oP0wPesZHuDLa4E1r+lZj4iaRc+Enrh72N0+reHyujBjyQxUuao0ZUUtSVksSLn7HvkCbjfyH39cX0JByGQ2YcBkeResjfMPwfBytCcREQU3FmARUUCyCwuwaqt+/7DS63TCXdDwg84/UjYbLElJx329d0LvJq8JsAOW33i9wIrn5PEjbwAswdUVKm9/mSgutTMLsJqDslgQNXGiKLZy8RIYrj8XkxK1FrHhVsw8qx8+uXYkuiT5r9NDSbULd366GRe/vhrZhU27YW4ym8RjCA9uL4LLcfwihe1F2zEne45obQD4S5e/iAvFiYgkXPn5KPv8C3F80nXXsmiUQl5FcW2jumAeS3iMTfy5g44jPB649Cugs8bizzkzgGVP6luPiPzuvB7nYWrHqT6tcaD8AB5c+aDoYA8FnqixYxA5Xv6zofKnn1C1YoXGjIJPr9FtYI+QTTcpyanCge1FmjMiIiJqXizAIqKAJO2A9ccRhG7h+EFrmzZQ9Yyjkz7Y3FG0QxRHDdg3HygQdhezxwBDrtCajr95vQby91eIYtkBq/lIxxB6y8tRvXat5myIgs+ILomYc9tY3DKpKywm/z2YX5FZhJOeXornFu6F0+1tdFzGINmDULfLiwPbjn1D0TAMPLlO/uDOarLilkG3iOOJiCSK334HhlM21tXWuTOip/r24JMoGOxYfhTSZ/N9xrSF2cJbuNrZo4CLPgV6nKpvzYUPAgv+DfFfNhE1K6UUHhz1INpF+dZl8IfsH/DFXnkxOgWW1LvvBsxmcXzerEdhCDvDhgJbmAV9x8n/TW2cd1BjNkRERM2PV+9EFJB0FWC5pAVY7eq/SOiVICvAyirLQo27RhRL9fj5GXns0GlAWKy+XJpBSW5Vvd1TjksByR2j9SdExxQ56gSoiAhRLMcQEtUJs5px54k98N2tYzCgQ5zf9nG6vXhi/h6c9uwyrN1f3KiYdj3ixac6szbmH/P3lx9ZjjW5a0RrAsBFPS9C26hjj1AmIvIHd0kJSj7+WByfeM01UD484CIKBh6PFzuWy+5NKAX0HsOf7X5jDQPOexfod66+NZc/VdcNy9v4wn4iajnRtmg8Mf4JWEyya7tfzVwzE3tL9mrKilqSPSMD8RdcII537NmD0s8+15hR8Ok3sT1MFtlBuqN7S5G3v1xzRkRERM2HBVhEFJDCImUXvX8swHIeOSJax9qu/huc7aLaIdrW9EIWr+Hlxbhuh9YCB36WxZqswIgb9ObTDPKyZRehCW0iYQvz7YYSNZ4pLAxRY8aIYisWLoLBG/ZE/1/PtBh8ccMo/Ov03oiw+e9B/d78Spz78krc98VWlFXXPwrUbDGhU//jjyuuz/6tRXC7fl9I6/F68OR6eferaFs0rul/jTieiEii5P0PYFRXi2Itbdsg9vS/aM6IKPBkbypEdbmsS1zHfkmITgjTnBH9jtkKnPkqMGSavjXXvg58dQPgcetbk4j8pk9SH9w55E6f1nB4HJixZAaqXbLPRRRYkm6+CaYY+RSBgmefhaeyUmNGwSUy1o6eI9LE8eyCRUREwYwFWEQUkKQdsByVmjpgta2/AEsphd4JvUVr7ywSjsqjY1vhQ/erAecDMW305dJMpKeAUjtz/GBzi54qG0PozstD7bZtmrMhCm5mk8K00Z0x7/ZxmNBDNv6vsT5acxCTn1yCbzYfhVHPCJmMwSmi9V0ODw7t+H2nrW+zvsW+0n2i9QDg2n7XItYeXB0diSi4eSqrUPz+++L4xKuugrLKrvuIgsm2pYfFsf3G+zYWixrJZAL+8hQw+jZ9a275GPj0csDt0LcmEfnNxb0uxsQOE31aI6ssC4+sfkRTRtSSLPHxSLpRfmjXU1SEolde0ZhR8Bk4NV0cm7UxH2UFnCJCRETBiQVYRBSQ7NIRhNW/P13oEnfAavgmZ8+EnqK1dxazAEub4ixg53fy+FG36sulGeVLC7A6sQCruUWNHw9YZF3HKuZzDCHRsbSPj8BbVwzDMxcMRGKkzW/7FFY6cOtHG3HFW2txqPjYp5g79IqH1S7ryJW5seD//+9ady2e2/icaB0AaBPZBhf2ulAcT0QkUfrJx/CWlYlizUlJiDv7bM0ZEQWe4pwqHNldKoqNSQ5Hh14JehOi41MKmPIgMOkf+tbc9R3w4fmAs0rfmkTkF0opPDT6IbSJ9O2g5teZX+ObzG80ZUUtKeGii2Dr2FEcX/z2O3AelhdhB7v4tEhx13DDADYvYBcsIiIKTizAIqKAJO2AVdtMHbAAoFdiL9HaO4p2iOLoGFa9BOD4nUnq1f0UILmH1nSag8vpQdER2c1bdsBqfuaYGEQOHy6KrVi4UHM2RKFDKYW/DWyHBXeMx7lD2vt1ryV7CjD1qSV4eUkmXJ7fjwa1WM3o1C9RtO7+LYXwuOvWe3/n+8ivzhfneMugW2A328XxRERN5a2tRdFbb4vjE6+4HKYwjlWj0Ld9qexQGAD0HdsOyqQ0ZkMNUgoYNwM45TF9a2b9BLx3JlBTqm9NIvKLWHssHhv3GCxKdpDuVw+vehhZZVmasqKWomw2pNxztzjecLmQP/sJjRkFn0Enyrtg7VyRg5pK2QhnIiKilsQCLCIKSOIRhNWaCrAa0QFLWoC1r3QfXB5Xw2+k+tWUABvlI0+0jhZoRgUHKmB4m150ZrGZkNAm0g8ZUUOkYwidWVlwZPGGHVF94iNtePzcAfjompHokuS/73G1Li9m/bALpz+3HOsPlPzutS6DZGMIHdVuHN5dgpLaEryx9Q1xbj0TeuK0LqeJ44mIJEq/+AKewkJRrCkmBnEXsGsfhT6Xw4Ndq3JFsWaLCb1G+daFhXww4jrgjJcApenW+aHVwDt/ASoLGn4vEbWogSkDcetg3zrm17hrMGPJDNS6azVlRS0lauJERIwcKY6vmDsX1evXa8wouLTJiBUfCHa7vNi2RF7ITkRE1FJYgEVEAckeKTtpVFv1v8Imw+WCOzev6YtYLLCkNPwwtWN0R4Rbwpu8vMvrQmZZZtPzot9b/zbgOvZIqAa1Hw6kyy+eW1Jetmz8YErHGJjM/LHfEqImTRbHcgwhUeOckJGIH6aPxW2Tu8Hmx+91u3IrcPZLK3DfF1tR9kvRd8e+ibBYZXtmbcjHq1teRaWrUpzT7UNuh0nXw0EiokYwXC4Uvy4vHE245BKYo3gwgELf3rV5cNa4RbFdh6QgLEp2MI00GXgRcO7bgEnT30PuVuCtU4AyPkwmCnSX97kcY9qN8WmNvSV78ejaRzVlRC1FKYXUe++p65AolDdzFgyvt+E3hiCllE9dsLYuPgy306MxIyIiIv/jnXoiCkhmswm2MHOT42qr3DCMuu5Arrx8QHBxY01LgzI3vLfZZEbPhJ5NXh8AdhbtFMXRL9xOYPUr8vjRt/l04dyS8vYLC7A6cfxgS7GmpiB8wABRbMX8+ZqzIQpddosZt0/tjjm3jcXwzgl+3eujNQcx+cnF+GrjEVhsJqT3lY0h3LcpH5/s+q84j1FtR2FU21HieCIiibJvvxN3GlYREYi/9BLNGREFHsMwsHXJYXF83/ENd+WmZtD7b8BFHwOCw3fHVLQXePNkoIiH8ogCmUmZ8MiYR5ASLut2/KvP9nyGH7J/0JQVtZSwnj0Rd87Z4vjabdtQ/u23GjMKLp0HJCM2WfZztKbCJe4mSkRE1FJYgEVEAUty2tPwGnDW1p2KcB2VnSq0tm3b6Pf2SpCNIdxRtEMUR7/Y8RVQkSOLTewK9DhVazrNKW9/mSgulQVYLSpqiqwLVu22beIHnEStVdeUKHx8zUg8dnZ/xIb7r3NEYaUT0z/ZhEveWI3ojGjRGs4qD5JLZadBFRRuH3K7KJaISMrweFD02mvi+Pjzz4clPl5jRkSBKW9/OQoPyTpcJnWIEo/rIT/oOgW49AvArunvpOxgXSesPN4XIgpk8WHxeHTcoz53G/73in/jQPkBTVlRS0m+9VaYIiLE8flPPgVvtXCSQ5AzmRQGTpV3wdo0/yC8XkNjRkRERP7FAiwiClj2CNlD09rKupFA7jzB+EEA1naNP2naK1FWgLWzmB2wxAwDWPm8PH7kjYApOH/8VZc7UVnsEMXyBn7Lip4yRRxbsYBjCImaymRSOG9YByy8czzOGNj4wmqJn/cV4fqFO2EIf7R0KRooijs943RxJ04iIqmK+fPhzM4WxSqrFQnTrtCbEFGA2r5EPmau77h2UEHasTlkdRwFXP4tEK6py2plHvD2qcCR9XrWIyK/GJo2FDcNvMmnNard1bhryV1weGT38ygwWJKTkXjddeJ4d14eit58S2NGwaXnyDTxaOWyghpkby7QnBEREZH/BOcTaCJqFaQfymur6gqwXLmy9rTWNmmNfq+0A9bu4t3weDm/XOTAz0DOZllseDww4EK9+TSjfOH4wYhYG6Li7Zqzoaawd+4MW9cMUWzFPI4hJJJKirLj6QsG4d0rhyM9QX5atSGVhhdZJtnP9c7F/QGjaQ9ZbSYbbh54s2g/IiIpwzBQ+Mqr4vjYs8+CNcW3UT5EwaC20oW96/NFsbYwM7oNS9WcEWnRdiAw7Qcguo2e9WpKgHf+CmQv07MeEfnFVX2vwsg2I31aY2fxTjyx7glNGVFLSbji8iZNzvijojfegEt4YDzYWWxm9JvQXhy/cd5BGAa7YBERUXBgARYRBaywCIsozvFLAZY7V3ZBY0ltfAFWl7gusJqaXihW66nF/vL9TY4jACtfkMcOvQqw+e8BvL/lHZAVYKV2iuEJ6gAQPXWqKK56wwa4i4o0Z0PUuozrnowfp4/DDRMyYDH55/vhbqusACvSFYu0ik5Nirm498VoE6Xp4R8RUSNVLV0Kx05hJ1+zGYlXX603IaIAtXNlDjwuryi2x8g2sIXJ7oVQM0jpCVw5F4jrqGc9ZyXwwTnAnnl61iMi7cwmM2aOnYnEsESf1vlo10eYf4AH7IKZyW5Hyow7xfFGTQ0KnnxKY0bBpd+EdrBYZY+k87LLkZtZpjkjIiIi/2ABFhEFrLBI3zpgufOFIwjTGn/a1Gqyont8d9E+HEMoULgP2P2DLNZsA4ZfozefZibtgJXSieMHA0GMsAALXi8qFi3SmwxRKxRuM+Oek3viu1vHYHB6nPb1M63/j737Do+qzv4H/r7TMum9QIDQeyChCVICAgJ2194VVOwVdXXd3d+ufnVV7GsBG4rYXbuIqFQVqQFCbwmEkmTSe6bc3x+suytCypnPTO7MvF/Pw/PsMjnnHmmZufd8znHDDdmJzG5lg1v9tTG2GMwYOEN0HSIiKV3X4Xh5jjg+9ozTYeskP/VOFCh0j44ty71bP0gGF9/1aBNWsqJV0K4G4L1LgLyP1eQjIuWSwpPwj3H/gAbvDvP89ce/orC6UFFV1B6ip01DeHa2OL7ys89QvzlPYUWBIzzKhr4nyw+SbVi8X2E1REREvsMGLCIyrDDxCkIXAMApnoDVtnH//RJlawi3lbIBq81+eQkQPtxG5gVAdOunmxmNrusozq8WxaZmsAHLCML69YM1XfZApXoxT0kSqdI3LQYf3XAyHjpnIKLD1E2YaDABByyyaRfdSwe3+tvb9YOuR2xYrOg6RERSdWvWoH7DBlmwpiHx+uvVFkRkUAe2l6GypF4U27FXHBI6RiquiHwipiNw9ddAhyw1+Twu4KMZwPq31OQjIuVGdhiJmYNnepWj2lmNe5bdA6fbqagq8jdN05B6/x+9ylH02D9Cdp1e1qTOkC5p2LfJgfIjtWoLIiIi8gE2YBGRYdkjvJyAJdyp3uYGrARhAxYnYLVNXRmwYYE8fuRN6mppB9WlDf/5s91WyRnRiqshCU3TxGsIa39eBXe1rAGPiH7PZNJwxcgMfHd3Dk7PVLfKb6dwDWF0UwKSa7u0+HXpUem4pO8lomsQEXmjdM5ccWz0pEkI69FDYTVExpW3zIvpVzmcfhVQIhOBqz4HupysKKEOfH4r8PMLivIRkWo3DLoBw1KHeZUjrzQPz6x/Rk1B1C7CBw1CzJlniuPr165D9behedAyNjkC3bOTZcE6kPvdAbUFERER+QAbsIjIsOziCVhO6E4nXCUlbY7VwsJgjotrU0z/xP5tvg5wdAKWR5dNyghJa18HXLKTxOg+HkgbqLQcfysSrh+MTQkXr/Mk9aJPFa4hdDpRs3SZ2mKICKkxdrxw2RC8dtUwpMeFe51vl9UNj3BSY/fSltcQ3pp9K2xmmyg/EZFU/ebNqP3xR3F84kzvpkUQBYqa8gbkb3KIYsNjbOieJXwgSe3HHgtc/jHQc5K6nIseAJb+AwjR6ShERmY2mfHYuMcQHxbvVZ63tr6FpQeWKqmJ2kfKXXdCs9vF8cWzZ8PT1KSwosCRPTlDHLtj1RHUVYXmrxsREQUONmARkWFJm0Yaa51wORyim1WW1FRobZyD2yu+F8yauc3XqnHW4GC1/HRsSHE1Aqvlp+4x6hZ1tbSTYmEDVgrXDxpKeFYWzMlJoliuISTynYn9UvHtneNw7ZhuMJuE8/AB1JmAQrNwDWFZ82sI+yX0w7Ru04SVERHJOebMEcdGjh2L8IEDFFZDZFxbVhwS98z0H90BZgtv0wYkWwRw8btA/7PV5Vz6KLDoT2zCIjKglIgUPDL2Ea/z/Gnln3C45rCCiqg9WDt0QOL0a8TxzgMHUD5/vsKKAkdqtxh07BUninW7PNi0hFOwiIjI2PjJnogMKyzSIoprqHWK1w9a27h+EADCzGHoHtdddL2tZVtFcSEn719Ajez3FEl9gB4T1dbTDooLZOvnUruyActINJMJ0RNlfx5rVqyAp144BY6IWhQZZsGDZ/TH57eMxuDOceI8O22yNYSxDclIqOt4wtfvHnY3TBo/vhGRfzXu2oWa774XxyfNvF5hNUTG5XZ7sHXlIVGspgEDxnL9YECz2IDzXgeyLlOXc9ULwBe3AR7Ze0si8p0x6WMwY+AMr3JUNVXh3uX3wulxKqqK/C1xxgxYkuXTKx0vvQxXaanCigJH9uQu4ti8ZQfR1OBSWA0REZFavINPRIYlnYDVUOOE84isWcciaMACjk6lkNhWuk0UF1J0Hfj5BXn8qJsAU2B/u/N4dBTvlzVgpbABy3CiJ8nWEOr19V6t/yGi1hnQMRb/uvFkPHTOQETb294Mvssqf0h2ojWEo9NH46QOJ4nzEhFJOea+Io4NHzYUEcOGKayGyLj25TrEK3EyMpMQnSBfY0QGYbYAZ/0TOOkGdTnXvwV8fC3g4rolIqO5OftmZCVneZUjtyQXL2zw4p4ntStTZCSS77xTHO+pqUHJ888rrChwZAxMRHxahCi2sc6FbT9xehwRERlXYD+RJqKgJm7AqnPBVSycgJUma8Dqn9hfFLe9bLsoLqTsWw4UbZbFRiQCgy5SW087KD9cC1dj2x/oayYNSZ2jfFAReSNyxHCYYmSNcVxDSOQfZpOGK0Zm4Pu7c3DW4BNPpTqeGhNwyJs1hMfQoOHOIfKbukREUk0HDqDqq6/E8UkzZyqshsjY8pYXimMH5nD6VdAwmYCp/wDG3asu55Z/Ae9fBjg5DZnISKwmK57IeQKxYbFe5Xkt7zWsPLhSUVXkb7HnnA17f9lzAQCo+OBDNOzcqbCiwKCZNGR5MQVr4/cH4HHL7rsQERH5GhuwiMiwwsIt0LS2xzXWejEBK8XPE7DKtkHXdVFsyPBm+tXwawFruLpa2klxQZUoLjE9ElabWXE15C3NZkP0hPGi2OolS6E7OZ6eyF9Sou147pJszJ8xAl0TW386c4dwClZCfQfE1af85ufO6nEW+iT0EeUjIvJG6SuvAh7Zgw17//6IHDNGcUVExlR2uBYHd1SIYmOS7OjSL0FtQdS+NA045U/A5IfU5dz1LfD2+UCD7N4AEflGWmQaHh79sNd5HljxAIrrihVURP6mmUxIvf+P8gQeD4ofezwknw/0GZGGiFibKLa6tAF71pcoroiIiEgNNmARkWFpJg1hEW2fgtVY54Lz8BHRNS3CCVh9EvpAQ9u7xcoaylBUJ2sWCwklO4Fdi2Sx5rCjDVhBoChfuH4wg+sHjSp6smwNoaeqCrWrVyuuhohaMrZXMr65Yxxum9gLNnPLH6FUrSEMM4fhluxbxLmIiKScRUWo/OQTcXzizJnQJKdpiALQluUHxbEDxqVDM/HvSlAafRtwxjOA4F7RcRWsBN46G6grU5OPiJQY33k8rux/pVc5yhvLcd/y++DyuBRVRf4UMXy4+D4fANT++CNqly9XWFFgMFtNGDShkzh+w+L9Idm4RkRExscGLCIytLBIiyiurqRCFGdNSxPFRVojkRGTIYrdVrpNFBcSVr0ojx10IRCV0vLXBYDifNkp15SMaMWVkCqRo0dDC5dNZ+MaQqL2Ybeacdfk3vj69rEY2b35SRWVZh1HhGsIu/3PGsKu1qmINCeK8hAReaPs9TfEUzdt3bsjevIkxRURGZOz0Y3tq2QHwMwWE/qd3EFxRWQow64BznsV0BRNpj60Hph3OlAt+zNHRL5xx5A7kJmU6VWOtUVrMWfTHEUVkb+l3DMLmrXtB8l/VfTY4yE58X7guHRYw2TfI0v2V+PgjnLFFREREXmPDVhEZGj2SNkHl/rSGlGcJVU2AQvwbg0hHUdtKbDxXXn8qJvV1dKOXE43Sgtlf55Tu3ECllGZwsMRNXasKLb6u++hu+XTdYjIOz1TovDudSPx1IWDkRh54nH5O62ym6fJtZ0R3ZAIjysCazdmY+KTy/DFxkM82UlEfuMqL0f5Bx+I4xOvvw6aibebKDTsWlOEpnrZxJKeQ1MQHiVbvUMBJPN84OIFR6d0q1C8FXh9KlBeoCYfEXnNarbi8XGPI9rq3UHIORvnYNXhVYqqIn+ydemC+CuuEMc37d2L8vfl778DVViEFf3HdBTHb1i8X2E1REREavCOGBEZmj1K1oDVUFnf9iCzGZakJNH1AKBforABixOwjm/ta4CrQRbbYyKQIvv9MBpHYQ08nrY/dLdYTUjoEOmDikgV6Xhyt8OB+o0bFVdDRG2haRr+MKQTvr87B5eM6Hzcr9mbKP972r10MJocpwAeO4qrG3HruxtwxWursbdE1pBLRNQWZW+9Bb1e8HkKgDU9HbGnn664IiJj0nUdeV6sHxyYk66wGjK0PtOAyz4ErIo+o5fvA96YBpTsVJOPiLzWKboT/j76717l0KHjj8v/CEe9Q1FV5E9JN94Ac3y8ON7x/PNwV1YqrCgwDJ7YWbyOef+WMpQe5H0SIiIyFjZgEZGh2SNkDVhNWttPFlqSkqCZ5WPhpQ1YW8u2iq8ZtFyNwOpX5PFBMv0KAIrzq0VxSZ2jYTLz27yRRY3PAYTjyau/5RpCIiOIi7Dh0T8Mwkc3jEKf1P857aw1oa7D5ygNPyTK2610KJwVI3/zcyt3OzD1mRV46tsdaHByCh4R+Ya7uhrlby8QxydeO8Or9StEgaQ4vxol+6Wf16I4sTjUdM8BrvwMsMeqyVd18GgT1mEeziEyikkZk3BJ30u8ylHaUIr7V9wPt4ef+QKNOToaybfdKo53V1bC8eJLCisKDNEJdvQcmiKO5xQsIiIyGj6ZJSJDk64gdFrafqrQkiZfPwjIVxAW1xWjtL7Uq2sHnbx/AbXFstjkfkCPU9TW046K86tEcaldeTPf6MzR0YgcNbLlLzyO6sWLuY6MyECGdU3Al7eNwR+n9YXdaoItYQVM1mrsE07BSqvthGj3798DNbk9eO6H3Tj16eVYskP4fZKIqBnl774HT7WsocScnITYP/xBcUVExpW3rFAcO3BcOjRNNu2BAljn4cDVXwOR8gfNv1HnAOadCez/RU0+IvLa3cPuFt8j/tWqw6vwWt5riioif4q74AKE9eopji975x005eerKyhAZJ/aRRy7a3URasqFWzSIiIh8gA1YRGRo9iiLKM5pjWhzjDU1TXStX8WGxSI9SrZCYHvZdq+uHVR0HfjlZXn8qJuBILqRXVwga8BK6Rrd8hdRu5OuIXQePIjGbVxfSmQkVrMJN+T0wEc3DUJ48nIAwN4E+USCXs4Tf1TbX1aHa95Ygxvmr8OhCtmaMCKiY3nq61E2b544PvHqa2AKa/skYqJA1FDjxK51smZom92MXsO9OwBGASxtIHDNQiCmk5p8jZXA/HOAPT+oyUdEXgkzh2F2zmxEerly9IXcF7D2yFpFVZG/aBYLUu69T57A6UTRE7PVFRQgkjtHo1Nf2fpGj0fHxh/kTfFERESqsQGLiAwtTLiC0Cn4kGtJ9f4GqPSE07YyNlL8x4FfgMO5stjIZCDzAqXltKfGehfKi+pEsSmcgBUQok85BTDJ3o5VLeYaQiIj+urA2/BojQCAsojDqLAXifL0bmp5LfI3W45g0lPLMHf5HjjdHtF1iIh+VfHRx3CXlYlizbGxiL/4IsUVERnXtp8Pw+2Ufe/tM7IDbHbZYTMKEkk9genfAAk91ORz1gHvXARs+1JNPiLySpeYLvjrqL96lcOje3Df8vtQ1iB7b0btJ2rsGESOGyuOr/n+e9SuCr3Jht5Mwdqy4iAa610KqyEiIpJjAxYRGZo9StaA5RKsILR6uYIQAPolyhqwtpZu9fraQcOb6VfDrwOsdnW1tLOSgipAsGUuLMKC2ORw9QWRcpbEREQMGSKKrfnuO8XVEJG3CqsL8d6O9/77ExqwN3GTKFcntwmRrXiuW9fkxiNfb8fpz63AL3u50piIZPSmJpS+Jl91E3/lFTBFejfpgShQ6B4dW5YfFMcPGNdRYTUUsOI6H23CSh2oJp+7CfjgSmDj+2ryEZFXpnWbhvN7n+9VjuL6Yvxp5Z/g0XnYJtCk3ncfYG75UNWJFP3jH9DdboUVGV/nfglI7BQlinU2uLF1xSHFFREREcmwAYuIDM3uzwlYKd43YPVN6CuK21bKCVgAgMpCYOvnsliLHRg+Q2097ay4oFoUl5IRDS2I1jAGu+hTZWsIG3ftRuPefYqrISJvvJD7Alye35663JuQK8qlQUNPZ+tv2O4sqsFFc1fhzvdzUVzdILomEYWuyi++gOvIEVGsKSICCZddprgiIuMq3F6OyhLZCuCOveKQ2FH2cJGCUFQKcPWXQKfhavLpbuCT64HVr6jJR0ReuW/4fegV38urHCsPrsSbW95UVBH5S1iPHoi/SD4dtnH7dlR+8onCioxP0zRkT5ZPwdr4wwG4XWxWJCKi9scGLCIyNOkELEkDlooJWP0T+4viCmsKUdlY6fX1A96a147eMJQYdCEQmaS2nnZWnF8liuP6wcASPWmSOLaaU7CIDGNH2Q58tfer3/28I7IQVWGyyVR92tCA9atPNhzExNnL8MaP++DiWkIiagXd7UbpXPnD+vhLL4E5Lk5dQUQGt3lZoTh2YE66wkooKITHA1d8CnQbpy7n17OA5bMBXTBSm4iUsVvsmJ0zG+EW76bUP7v+WeQW56opivwm6dZbYIqOFscXP/Ms3DW1Cisyvp7DUhAVHyaKra1oxK61RYorIiIiajs2YBGRoYVFWkRxTktEm2MsaWmia/2vpPAkJIcni2J3lO3w+voBzVkPrJsnjz/pBmWlGEWRtAErgw1YgcTasSPsA2VrJ6oXL1ZcDRFJPbP+GejH2xurAfsSZGsIO7tMsAt6qKobXfjbF1txxvMrsTa/THRtIgod1YsWoamgQBSr2WxIuOoqxRURGVdNeQPyNzlEseExNnTPkt0voCAXFgVc+iHQe5q6nD88BCz+M5uwiNpZ99jueHDkg17lcOtu3Lv8Xh7eDTCW+Hgk3XSTON7tcKD0ldCaaGg2mzB4YmdxfO7i/dD5fY+IiNoZG7CIyNDskdIJWG0f6W9JSRFd61j9EvuJ4raVhfgawk0fAPXCh8RdxwKpA9TW085qKxtRU94oik3lBKyAEz1ZtoawYfNmOA8dUlwNEbXVmiNrsPLgyhO+vjcxV5TX1MY1hMfafqQa57/8M+7+YCNKqmXfU4gouOm6DsecueL4uPPPhyWZDSUUOrasOCTuZ+k/ugPMFt6KpROw2oGL5gOZF6jL+dPzwOe3Ah7hpHEiUuKsHmfh7B5ne5XjcO1hPPjjg2wuCTDxl10Kaxf5Wr2yN96A8+BBhRUZX/8xHWELlx3KLz1Yi/1beQiNiIjaFz/1E5GhWcPMMJm1Nse52riC0BwfD1OYbLztsfolyBqwtpZuVXL9gKTrwC9z5PEjb1RXi0EUF1SL4iLjwhAZp+bPMvmPtAELAKq/+15hJUTUVrqu4+l1Tzf7NUVRBai1Vojy9/aiAetXH68vxClPLsWbP+VzLSER/UbN0qVo3CGcxGuxIHHGdLUFERmY2+3B1h9lhx80DRgwlusHqQVmK3DuHGDoNepybpgPfHQN4GIzPlF7euCkB9A9trtXOZYeWIoF2xaoKYj8wmSzIeWeWeJ4vakJxU8+pbAi47PZLRg4rqM4fsO3+xVWQ0RE1HZswCIiQ9M0TTQFy20Og0dr/UkJS2pqm69xItIJWFtKtyirIeDkrwCKhf/9cRlA76lq6zGAYvH6wWjFlZA/hHXvBlvPHqJYriEkal/f7/8emx2bm/8iTcfeRNkawq4uE2wKDjlXN7jw18+34Kx//oh1BeXeJySigKfrOkpflh+CiD3zTFjT2VBCoWNfrgN1lU2i2IzMJEQn2BVXREHJZAbOeBo4+TZ1Obd+Brx7MdBUqy4nEbVJhDUCs3Nmw2727nvBk+ueRJ4jT1FV5A/RkyYhYvhwcXzV11+jbsMGhRUZ36AJnUWH8gHg4I5ylOyXHWwmIiJSgQ1YRGR4YeI1hBGt/lqrwgas/gn9RXEFVQWobKxUVkdA8Wb61Yjrj96gDDLFBcIGLK4fDFjSKVh169bBVVqquBoiag2Xx4Vn1z/bqq/dl7BRdA2zl2sIj7X1cBXOe+kn3PvRRpTWcBICUSir++UX1G+U/dsETUPiddepLYjI4PKWF4pjB+awWZHaQNOAyX8HTnlQXc49PwBvnQPUsxGfqL30iu+F+0+636scLo8Ls5bNQnUTG0wChaZpSL3/j0f/bRcq+sc/oHtCZ5p1ZFwYep+UJo7f8G2BwmqIiIjahg1YRGR49kjZzm+npfVrCFVOwEqLTENcWJwoNiSnYJXnA9u/ksVaI4Hsy5WWYwS6rqNIOAErlQ1YASt60iRZoMeD6u+5hpCoPXy6+1PkV+W36msPx+xBvUV2k1zFGsJjfbC2EBNmL8X8VQVwexSM2CKigOOYIz8EET1lCsK6d1NYDZGxlR2uxcEdFaLYmCQ7uvRLUFsQBT9NA8bdA0x7XF3OwtXAvDOA6iJ1OYmoTc7teS5O63aaVzkO1hzEX3/6K3Sdn+MChb1/f8See644vmHjJlR99bXCiowve1IXcezu9SWoctQrrIaIiKj12IBFRIYnWUEIAE5rGxqw0tQ1YGmahoFJA0WxITlCevUrAIQ3DLIuAcLjVFZjCFWOBjTWukSxXEEYuOz9+8PasaMotnrxd4qrIaKW1Lvq8VLuS63+el3TsS9BuIbQaYLVB/fWqxpc+POneTj7hZXYsJ/TEIhCSf3Gjaj7eZU4Pul6Tr+i0LJl+UFx7IBx6dBM8qkXFOJOmgmc/SKgKbqNX5QHvDEVKOd0EKL2oGka/jLqL8iIyfAqz+KCxfhgxweKqiJ/SL7jdmgRrd/Ycazip56Cpz50mooSOkYiIzNRFKt7dGz8/oDiioiIiFqHDVhEZHjSBixXGxqwrKnykbbHwwasVmqsAdbPl8ePmKmuFgORrh+MS41AWITs7wu1P03TxGsIa3/+Ge7KEF1hStROFmxbgOL64jbF7E2UrfqyQkM3p+8+uuUdrMK5L/6EP368CWW1TT67DhEZh2POXHFsZM442PvL1q4TBSJnoxvbVx0RxZotJvQ7uYPiiijkZF8GXDAPMCn6vF+2F3h9ClC8XU0+ImqTSGskZufMhs1k8yrP42sex/Yy/j0OFNaUFCRdd6043nX4MMrmzVNXUADIniyfgrX1x0NoqHUqrIaIiKh12IBFRIYnnoBlaf2JEpUrCAEgMylTFLfZsTm0xkdvfBdoFDaN9JgIJPdWW49BSNcPcvpV4Is+VdaABZcL1UuWqC2GiE6osrESr29+vc1xh2J2ocFcK7rmtLhYmH08PeO9NQdwypNLseAXriUkCmYNO3ai5ocfxPFJM4PzEATRiexaW4SmetmE4p5DUxAe5d0DdiIAQP+zgUveAyzhavJVHwbemAYcXKcmHxG1Sd+Evrh3+L1e5WjyNGHWslmodco+Y5L/JVxzDSwd5I3ZjldehbOobQfBAlnHXnHi+92uJg/ylsknmBIREUmxAYuIDC8s0iKKa8sKQqvCFYQAMCBxgCjOUe9AUV2R0loMy+MBVstP3mPkjepqMZhicQNWjOJKyN/Cs7JgTkoSxVZ/u1hxNUR0Iq9ufhXVzuo2x3lMHhQkyKZdRpQ68fmNJ2N413hRfGtV1Dnxp0/ycO6LP2LjgQqfXouI2kfpXPl78IjhwxExZIjCaoiMTdd1rx7eDcxJV1gNhbxek4ArPgHCYtXkqy8D3jwL2LdcTT4iapML+1yIyRnCg3j/VlBVgL///PfQOtAbwEx2O1Luukscr9fVoeTZZxVWZGyapiHLiylYm5YWwuV0K6yIiIioZWzAIiLDE0/AakMDluoJWInhiegY2VEUu8WxRWkthrX3B8CxUxab2PPoBKwg5HF7ULK/7Q/1ASC1GxuwAp1mNiN6kuzPdu3KlXDX8NQjka8dqT2Cd7a9I46P7OMRxbka3QgvdeKDmaPw1IWDkeTjaRqbCitxzos/4o8fb0JpTaNPr0VE/tNUUICqhQvF8Yk3cPoVhZbi/Grx57OkzlH8jEbqZYwCrv4SiJAd3Pmdphrg7fOB7V+ryUdEraZpGv528t+QHuVds+7X+77GJ7s/UVQV+VrMGafDPniQOL7yk09QvyVEnh8A6JGdjJgkuyi2vqoJO4RrpImIiKTYgEVEhmePkq4gbF0DlikiAqaoKNE1mjMwaaAobrNjs+JKDOqXOfLYETMBU3B+Cys/UgdXU9sfzptMGpI6qf9zTP4Xc+qpoji9qQm1y5cproaIjvVC7gto8jSJYk2aCdOnXgSr3SyK37uhBJqm4Q9DOuH7u8fj6pO7wpdbCXX96FrCCbOX4q2f8+Fyy5rHiMg4Sl999egkWgH7wIGIPPlkxRURGVveskJx7MBx6dA0364PphDVYRAwfREQ21lNPncj8P7lwMb31OQjolaLtkXjyZwnYTHJNkD86tFfHsWu8l2KqiJf0jQNqX/8ozyBrqP4H4+FzNQzk9mEwRPlU7ByvzsA3RMav1ZERGQMwfn0moiCij1C1oDlauUELEtamk9uikobsPIcstVEAcWxG9j1rSw2LAbIukRtPQZSJFw/mJAeCYtN9kCfjCVi+HCYY2UrJaoWCf9eEVGr7KnYg8/3fC6OP7vH2eiV1BNdM2UTC/ZtcsDtOto4ERtuxf87awC+uHUMhmb4di1hVYMLf/lsC854fiVW7yvz6bWIyHechw+j4tPPxPFJN8xkMwmFlIZaJ3atKxbFWu1m9BqudtI20W8k9QSmfwMk9lKTT3cDn8z07rAcEYkMSBqAu4fe7VWOBncDZi2bhTpnnaKqyJcisrMRc9pp4vi6NWtQ8/33Cisytn4nd0BYpKxJsaKoDvmbHYorIiIiOjE2YBGR4YknYFkjWvV1ltQUUf6WSBuwtpRugUcP8gkTq724oZd9ORAWra4WgykukK23SOnK1RbBQrNaETVRtoawZvlyeOrrFVdERL96dv2z4u/RNpMNN2XdBODoCH2JpnoXCreX/+bnBnSMxYczR2H2BYORGOnbtYTbj1Tjwjk/4473NqCoqsGn1yIi9UpffwNwOkWxYb16IuqUUxRXRGRs238+DLdT9n2/78gOsNm9m2ZC1KLYTkebsDoMVpdz4b3AssePjkIlIr+5rN9lmNB5glc59lbuxSO/PKKoIvK1lLvvghYWJo4veuIJ6E2y6dyBxhpmRmZOJ3H8hsX7FVZDRETUPDZgEZHhhQknYLV2BaE1NU2UvyUDEgfApLX9n9kaZw3yq/LVF2QUDZVA7jvCYA0YcZ3ScoymWDgBKzWDDVjBJGaKcA1hfT1qVq5UXA0RAcCG4g1YcmCJOP7SfpciLfLoe44uAxNhsck+iu1e//tJHCaThvOHdsIPd4/HlaMyfLqWEAA+zT2EU2Yvxdzle9DkCvKmcaIg4SotRcWHH4rjE6+/HlqQrgAnOh7doyNv2UFx/IBxHRVWQ9SMyCTgqi+AjNHqci75P2DRA+KVtUTUdpqm4aHRD6FDZAev8ny25zOvpjaT/1jT05Fw9dXieGfBfpQtkN5jDzyZ4zvBbJV9Hjm8uxJH9lYqroiIiOj4ePeMiAzPHiU7Neps7QrCVN+sBYiwRqB7bHdRbFCvIdywAGiqkcX2ngokyH5NA4HL6UZpoezXJqVr8E4FC0URo0bBFBUliq3+drHiaohI13U8s+4ZcXy0NRrXZl77n/9vtZmRMSBRlGtfbgnc7uM/DIuNsOLvZw/E57eMQXaXOFH+1qptcuORr7dj2rPLsWJXiU+vRUTeK3vzLegNssl11s6dETNtmuKKiIytcHs5Kktkk2U79opDYkfZe3kiEXsscPnHQK8p6nKuehH4/BbA7VKXk4iaFRsWi8fHPQ6L5t0ExYdXPYy9lXsVVUW+lHjddTAnJ4njHS++CFd5ectfGAQiYmzoO1J+kJ5TsIiIyF/YgEVEhmexmkVTIlzWSLRmYLo1zTcNWIB8DWHQNmB5PN6tHxx5g7paDMhxoAYeT9vH/FusJiR0aF3DIQUGk82GqAmy0fM1S5bAEyIjyIn8ZVnhMqwvXi+On545HbFhsb/5ue5DZGsIG+tcOLi9+RusA9Nj8fENJ+Px8wYhwcdrCfeU1OKK11bjxrfXobC8zqfXIiIZd1UVyt+Rn45PvPZaaBauUqPQsnlZoTh2YE66wkqIWskaDly8AMi8QF3O3AXAh1cBrkZ1OYmoWVkpWbhtyG1e5ah31WPWsllocHFtvNGZoyKRcvvt4nhPdTUcz/9TYUXGljWpCyCc+L03twQVRbxnQUREvscGLCIKCPbItq8h9Jis8JhafujoqwlYAJCZlCmKC9oGrN2LgfJ8WWxyP6BbjtJyjKa4QLZ+MLlLNExmfksPNtGnThbFeWpqUPfzz4qrIQpdbo8bz65/VhyfEp6Cy/pd9ruf75qZBLNF9m/3nuOsITyWyaThwuGd8cPdObh8ZBdoPl5LuDDvCCY9tQzPfb8LDU63by9GRG1S/s478NTIpqxaUlIQe+45agsiMria8gbkb3KIYsNjbOieJWuyJvKa2QqcOxcYNkNdzu1fAgsuABqFk8yJqM2uGnAVxqSP8SrHrvJdeGzNY4oqIl+KPfdchPXrJ44vf/99NO7erbAi44pLjUD3wcL3WTqQ+/0BtQUREREdB5/WElFACBM0YAGtW0PoywasAUkDRHHby7bD6XYqrsYAVr8ijz1pJnz+9LidFedXi+JSusYoroSMIGrMGGjh4aLYqkXfKq6GKHR9sfcL7K6Q38y8MetGhFt+/3fZZregc/8EUc69uY4TriE8VlyEDQ+fk4nPbh6NwZ3jRNdrrQanB08t3olTn16O77YWQdfbPtWRiNTy1NWh7M23xPEJ06+ByebbSXpERrNl5SFIv4X1H91B3GBNpITJBJz+JDB2lrqc+5YBb50N1JWpy0lEJ2TSTHhkzCNICU/xKs9HOz/Cwn0LFVVFvqKZzUi97z55ArcbRY8/rq4gg8s+tYs4dvvPh1FXxa0BRETkW7wjQEQBQTIBC2hdA5Y1Tb47vCW943rD1oopXMdyepzYWb7TBxW1o9I9wO7vZLH2OGDQRUrLMaKifNkErJSu0YorISMwhYcjKkc29a3m+++hO4OwiZPIzxrdjXgh9wVxfNeYrjin5zknfL3nUNkN9YZaJw7trGhTzKBOcfjkxpPx6B8yER8he1/VWvvL6nDtW2sxfd4a7HPU+vRaRNS8ig8/hLu8+bWlJ2KOi0P8hRcqrojI2NxuD7auPCSK1TRgwFiuHyQD0DRg4p+BUx9Wl/PgWuCN04Cqw+pyEtEJxdvj8di4x2DSvHuE97ef/4b9VfsVVUW+EjnyJERNnCiOr12+AjUrViqsyLjSuseiQ49YUazb6fFqzTQREVFrsAGLiAKCPdIiinNaWmjAslphjo8X5W4Nq9mKvgl9RbGbHZsVV9PO1r4OQHiMeOhVgC1CaTlG01jvEu+hT8ngBKxgFSNcQ+iurETdmjWKqyEKPe9tfw9Hao+I428fcjssphO/h+k6KAkmi2y64+5WrCE8lsmk4ZIRXfDD3eNxyQjfryVcsqMEU55ejicWbUddk8u3FyOi3/E0NaH09TfE8QlXXQlTRHC/Byc61r5cB+oqZZMRMjKTEJ1gV1wRkRdOvhU463nAywaO/yjZBrwxFSjbpyYfETVrWNow3Jx1s1c5ap21mLVsFprcnPpjdKn3zAKs8sNSRY/9A7orND53Z02WT8HKW3oQzia3wmqIiIh+iw1YRBQQpBOwXNbmHxhYU1KgmXz7T+HApIGiuDxHnuJK2lFTHbBhvixWMwHDr1NbjwGVFMimX4VFWBCbLFtTR8YXOS4HmnDtT9W3XENI5I3qpmq8slm+OndQ0iBM7NL8CdawcAu69JOtIdyXWwJPK9cQHis+0oZH/5CJT28ajUGdZCdHW6vJ7cELS/Zg4pPL8OWmQ1xLSORHlZ9+CldRkSjWFBmJ+EsvVVwRkfHlLZdPRRiYw+lXZEBDrgTOfwMwKZqAWp4PvD4VKNqqJh8RNWvGwBkY2WGkVzm2lW3D7LWzFVVEvmLr2hUJXrz/btq9BxUffqiwIuPqNigJcamygyINtU5s/4nTHImIyHfYgEVEASHMRysILamporxtwQYsAHkfAQ2Vsti+pwNxndXWY0Dy9YMx0Hw9woTajTkqEpFjxohiq7/7HrqbJ7qIpN7IewOVjcLvXQDuGHpHq/597jFEtoawvtqJQ7vl9QHA4M5x+PSm0fiHH9YSHq5swC3vbMDFc1dh22HZ9zwiaj3d5ULpK6+K4+MvvRTmWN82aBIZTdnhWhzcUSGKjUmyi5uqiXxuwDnApe8DLRxSbLWaI8Ab04DCtWryEdEJmU1mPDr2USTaE73K8+72d/FdwXeKqiJfSbrpRpjj4sTxJc89D3dV8H/e1kwasibJnxfkfrcfHg8PhxERkW+wAYuIAoJ0AlZLKwitacZtwNpbuRe1zlrF1bQDXQdWyyeIYMT16moxsOKCalFcSka04krIaKKlawgdDtSvX6+4GqLQUFxXjPlbhZMbAYxJH4PhacNb9bVdByXBZJY10u5Z1/Y1hMcymTRcPKILlswajytHZcDk457eX/aV4fTnVuDPn+ahvJZrMIh8pWrhN3AeOCCK1cLCkHD1VYorIjK+LcsPimMHjEuH5utvokTe6DkRuOJTwK6oubahAnjzLGDvUjX5iOiEksKT8I9x/4AG777P/OXHv6CwWj7pkXzPHBuLpFtuEce7y8vheHmOwoqMq8/INIRHy54ZVTkasHdDieKKiIiIjmIDFhEFBHEDVosTsNJEedsiIyYD0da2N8no0LG1NAhGuheuAY5sksUm9wW6jlVbj0EVCydgpXaNUVwJGU30hAmAVXhD4dvFiqshCg0vb3wZDe4GUawGDXcMuaPVX2+PtKJTX9nEjD25JcpObcZF2PD3swfiy1vHYnjXeCU5T8SjA/NXFWDCk0sx/+d8uISrFIno+HSPB6Vz5Q9e4i64AJZE76YsEAUaZ6Mb21cdEcWaLSb0O7mD4oqIfKDLScDVXwORsgmsv+OsBRZcAGz7Qk0+IjqhkR1GYubgmV7lqHZW497l98Lpdiqqinwh/qILYeveXRxfNn8+mvbvV1iRMVmsZgya0Ekcv+HbAug6p2AREZF6bMAiooBgj7SI4lpuwFJ006kZJs2EAUkDRLGbHZsVV9MOVs+Vxw6/FgiB9Xq1lY2oKW8UxaawASvomWNjETlypCi2evFi6B42NhC1xb7KffjXrn+J40/vfjr6JPRpU0yPIcmia9VXNeHw7gpR7In07xiDD2aOwtMXDUZydJjS3MeqqHPiz59twRnPr8SqvaU+vRZRKKlZsgSNu3bLgi0WJM6YrrYgogCwa20RmupdotgeQ5MRHmVTXBGRj6QNBKZ/A8R2UZPP3QR8cCWwYYGafER0QjcMugHDUod5lWOzYzOeWf+MmoLIJzSrFan33StP4HSi+InZ6goysIHjOsFikz3mLi6oxqFdFWoLIiIiAhuwiChA+G4Foe8nYAHyNYR5jjzFlfhZTTGw5VNZrC0KGHSR0nKMqkS4fjAyLgyRsb59OE7GIF1D6DpyBA2bg6CRk8iPnt/wPNy6WxRrNVlxS3bb1wV0z0qGSbi2aM969WPzNU3Dudmd8MPdObh+XHdYfLxSafuRalw8dxVufmc9DlbU+/RaRMFO13Wv1o7Enn0WrB04yYdCi67ryFsmXz+YmSOfvkDULhJ7ADMWAUltOzRwQroH+Owm4OcX1eQjouMym8x4bNxjiA/zbmLxW1vfwtIDS5XURL4ROW4cIkePFsdXL16M2tWrFVZkTPYoK/qN7iiO37A4+CeFERGR/7EBi4gCgj1K1oDlskY0+7olJVWUt61CtgFr/ZuARzjWevAlgD00pjsVFcjWD6ZktH21JQWm6IkTAZPsbVvVt98qroYoeG0u2YzFBfLVnRf1uQjpUeltjrNHWpHeV3YTfc+GYuiK1hAeK9puxQOn9cM3d4zFmJ5JPrnG//pq02FMfHIpnvt+FxqcsiY4olBX9/PP8uZrkwlJ112ntiCiAFCcX42S/bJDMYmdopDaLTQ+t1KQiekIXLMQ6DhEXc5F9wM//B/AlU5EPpMSkYJHxj7idZ4Hf3wQR2plq3fJ9zRNQ8p994rvBQJA8T8eC4mp+FkTO4sXaBRsLkXZoVq1BRERUchjAxYRBYSwCOEErBZWEFrT/NSAlShrwDpcexiOeofiavzE7QLWviGPH36tuloMTjoBizf6Q4clIQERw4eLYqsXfQudN8CJWqTrOp5e/7Q4PtIaiesGyRsXeg6RrUWuq2zC4b2V4uu2Rs+UaMyfMQIvXTYEHWPtPr1Wg9ODpxbvxKSnluGbvMP894uojbyZfhUzdQpsXbuqK4YoQOQtKxTHZuakQ5M+9SNqb5GJwFWfA13Hqsu5/HHgq7sAD5vpiXxlTPoYzBg4w6sclY2VuGfZPXBKD86Sz9l790bchReI4xu2bkXlp58prMiYYpLC0WOo7H4KAOR+xylYRESkFhuwiCgg2CMtorhmVxBqGizJycKK2iY1MhUp4bIPAgE7BWvnQqBKuMah61ggpa/aegxK13UUSydgdWEDViiJnnKqKM5ZWIjGbdsUV0MUfH489CPWHFkjjr96wNVIsCeI47tlJUGTriFcVyy+bmtpmoZpmR3w/d3jcespPWGz+PajZGF5PW54ez0uf+0X7CySNSoThZq69RtQ58WqkcSZMxVWQxQYGmqd2CX8Pmq1m9FruH8OdRH5TFg0cNlHQJ/T1OVc+zrw8QzA1aQuJxH9xs3ZNyMrOcurHLkluXhhwwtqCiKfSL7tNpiiosTxJU8/DU9t8E94yp7cRRy7Y/UR1FY2KqyGiIhCHRuwiCggmMwm2OzmNse5rBE40dwEc1IiNKtsspZEyK0hXP2KPHZE6Kw+qSlvRH217LRZMlcQhpToSZMgnanNNYREzfPoHjyz7hlxfKI9EVf2v9KrGsKjbEjvHSeK3bOhxGdrCI8VbjPj7lP7YPGd4zCpn/yUaWv9uLsU055dgf/3+RZU1vF0NlFzSufIp19FjR8Pe58+CqshCgzbfz4Mt1O2nqfvSWmw2WWHxYgMxWoHLpwPDLpYXc4tnwDvXgQ01qjLSUT/YTVZ8UTOE4gNi/Uqz2t5r+HHgz8qqopUsyQkIOnGG8TxrpISlL72msKKjCklIwbpfeJEsR6Xjk0/yKehEhERHYsNWEQUMOxRbW+W0jUzXJbw475mTU3ztqQ2CakGrJIdwL5lstjojkCf09XWY2DF+bLpVzHJ4bBH+q+BkNqfNSUF4dnZotjqbxcrroYouCzctxA7yneI428YfAMirBFe19FDuIawtqIRRcLvJ1IZiZF49arheP3qYchI9P6/vTluj455P+VjwpNL8c4v++H2U7MZUSBp2LYNNcuE778BJN3A6VcUenSPjrxlwqnNAAbkpCushqidmS3AOS8BIxR+P9jzA/DW2UBdmbqcRPQfaZFpeHj0w17neWDlAyiu8/1UZZKJv+IKWDt3FseXvv4GnIcPK6zImLInZ4hj85YfRFODS2E1REQUytiARUQBQ9ps4rIc/6GgJdW/qwLEDViledD1AHvQuOZVeeywa47e+AsR0vWDqZx+FZKiT50simvauxeNu3crroYoODjdTjy/4XlxfOfozjiv93lKaumelSwddIfdflhDeDyn9E3FojvG4Z4pfWC3+vbjZVltEx74ZDPO+udKrM3ngzyi/+WYO1ccG3HSSQjPylJXDFGAKNxejsqSelFsx15xSOwoXwlEZEgmEzDtMSDnPnU5D64F3pgGVB1Sl5OI/mN85/FeT2MuayjDfcvvg9vjVlQVqWSy2ZAya5Y4Xm9oQPFTTyusyJi6DEhAQsdIUWxTvQtbV/L7FBERqcEGLCIKGGHCBiyn9fhvvK1+bsAakDRAFFfZWInC6gAag9tYDeS+K4s1WYEhV6mtx+CKC6pFcSldYxRXQoEgZrKsAQsAqhYtUlgJUfD4YOcHOFgjn35xW/ZtsJrUTCSMiLGho3QN4fridmvYtlvNuHlCT3x/93icntnB59fbcqgK57/8M25/bwMOV8oenBMFk8a9+1D9jfz7PKdfUajavEz+OXsgp19RsNI0YMIDwJRH1eUs2Q68NgVw8FAQkS/cMeQOZCZlepVjbdFavLzpZUUVkWrRp05GxLBh4viqL75A/aZNCisyHk3TkD25izh+4/cH4HbL1lITERH9LzZgEVHAkE7AclqPfyrV3xOwYmwx6BrTVRS72bFZbTG+tOl9oEnWVIT+ZwPR/v19aU+6R5c3YHECVkiypqfDPlA2TY9rCIl+r9ZZi7mb5FNj+iX0w6ldT1VYEdAjW7aGsKbc/2sIj5UeF44XLhuCd68bib5pvv8+9VnuIUyYvRTPfrcL9U08rU2hq/TVVwFhA6Z90CBEjBypuCIi46spb0D+JocoNjzGhu5ZyYorIjKYUTcBZ78IaIoeH1TuB16fAhzKVZOPiP7Darbi8XGPI9rq3WewORvn4JfDvyiqilTSNA0pf/wjxCOzARQ9+o/A27LRRr2GpyIyLkwUW1PeiN1ruYqTiIi8xwYsIgoY4gasE6wgtKb5v9FHuoYwYBqwdB1Y7cX6wRHXqaslAFSW1KOpXrBfXgOSOrMBK1RFT5E1ezTu2IGmggLF1RAFtje3vImyBvkquzuH3gmTqodS/9Y9OxkQ3lPds75EaS1So3ok4stbx+ChswcgNlzNdLATaXB68PR3OzHxyaX4YuOhoL+hTHQs58GDqPz8c3F80g0zoXnxIIcoUG1ZeUjat4j+J3eA2cJbqhQCsi8DLnwLMNvU5KtzAPPOAPatUJOPiP6jU3Qn/H30373KoUPHH1f8EY56WYMy+Vb4wAGIPftscXz9hg2oXrhQYUXGY7aYMOiUTuL4DYv3854CERF5jXcLiChghEVaRHEnWkFoSU3zphwRaQPWltItiivxkfyVQMk2WWxqJtD5JLX1GFxxgWxSSXxaJGx22d8HCnwxp8qn7VQt+lZhJUSBzVHvwLwt88TxIzuMxKiOo9QV9G+RsWHo2DNOFLtnXfutITyWxWzCFaO6Yums8bhiZAZMPu7vOFTZgFvf3YAL5/yMzYWVvr0YkYGUvv4G4BI09AMI69ULUePHqy2IKAC43R5sXXlIFKtpQP+xHRVXRGRg/c4ELv0AOMG9tTZrqgbePg/Y9qWafET0H5MyJuGSvpd4lcNR78D9K+6HR+cqNiNKvvNOaOHh4vji2U/C09iosCLjGTA2HVa7WRRbWliDwm3liisiIqJQwwYsIgoY0glYLsuJGrBkK368IW3A2la6DU6PU3E1PrDmFXnsiGu9GqMciIrzZesHU7l+MKTZMjIQ1qePKLZ60SLF1RAFrrmb5qLeVS+Ov2PoHeqKOUaPIbL3KNVlDSjZL1wD7CPxkTY8dM5AfHnrWIzoluDz663JL8dZL6zEvR9tRHF1g8+vR9SeXA4HKj76SByfOHMmNBNvC1Ho2ZfrQF1lkyg2IzMJMYnyB59EAanHBOCqz4HweDX53I3AB1cAG95Wk4+I/uPuYXejX0I/r3KsOrwKr272YsMB+Yw1NQWJ184QxzsPHULZvDcVVmQ8YeEWDBibLo7fsJjbA4iIyDu800ZEAUO8gvAEp/Ssqf5fQdg3oS8sWtsnFzW4G7CnYo8PKlKo6pD8BGNYLJB5gdp6AkDxftkErJSuMYoroUATfepkUVzDli1oOnBAcTVEgedA1QF8uONDcfzUrlMxIHGAwop+q4cXawh3rytWW4wi/TvG4P3rR+Kfl2ajY6zdp9fSdeCDtYU4ZfYyvLxsDxpdbp9ej6i9lL35JnThCXZrRhfETJuquCKiwJC3vFAcOzBH/kCPKKB1GgZc8w0QrWgCnO4BPrsZ+PFZNfmICAAQZg7D7JzZiPRyat0LuS9gXdE6RVWRSonTp8OSJt/sUTpnDlwlJQorMp5BEzrBJBzDfWBbOUoOGOtgGxERBRY2YBFRwFDZgGWKiYEpIsLbktoszByGXvG9RLF5jjzF1Si2bh6gCx9wZl8O2BSNsw8QHrdHPKUkmROwQp43awg5BYsIeD73ebh02coui2bBrdm3Kq7otyLjwtChR6wods9646whPJamaThjUEd8f/d43DaxF2wW334crWl04R8Lt+PUp5dj0ZYjhv11IZJwV1ai/J13xfGJ114LzSxbzUEUyMqP1OLgjgpRbEySHV36+X6aI5FhpfQFZiwCEnuqy7n4L0d/8H0akTJdYrrgr6P+6lUOj+7BvcvvRXkD17EZjSk8HCl33SmO99TVoeS55xRWZDzRCXb0Gi4/fJ+7eL/CaoiIKNSwAYuIAoa4Acvy+0ar9ph+9avMpExRnKEbsFxNRxuwpIbLRycHqvIjdXA1edocZzJpSOoU5YOKKJDYevaErXt3UWzVN2zAotC2rXQbFu5bKI4/r/d56BLTRWFFx9cjW7aGsMrRAMeBGsXVqBVuM+Ouyb3x/V05mDpAfnK3tQpK6zBz/jpc/tov2HGEJ1kpOJQtWABPba0o1pKWhrizz1ZcEVFgyFt+UBw7YGw6NOE0BaKgEdcFmL4I6JClLuePzwKf3wq4ZQckiOj3pnWbhvN7n+9VjuK6Yjyw8gF49LbfvyTfijnjDNgzZc8YAKDio4/RsG2bwoqMJ2uy/L7NrrXFqC5rUFgNERGFEjZgEVHACIts++o+4PgTsCzt2IA1MGmgKM7QDVjbvwRqimSxPSYCiT3U1hMAigtk6wcTO0XBYuW0glCnaRqip8imYDXk5aGpUL52hSjQPbP+GXFsuCUcNwy+QV0xzegxJFkcu3u9MdcQHqtzQgRevmIoFlx7Enqn+r65+MfdpZj27HL8+dM8lNU2+fx6RL7iqa1F+ZtvieMTp18DzWZTWBFRYHA2urH95yOiWLPFhH6jOyiuiChARSYBV30BdB2rLueG+cCHVwFOPvAmUuW+4feJNzH8auXBlXhzy5uKKiJVNJMJqff/UZ5A11H0yKNBPSU6qVMUuvSXTS7VPTo2fn9AcUVERBQq2IBFRAFD5QpCS1rgNWDtrtiNOmed4moUWfu6PHbEderqCCDF+Vw/SN6JmTpVHMs1hBSqVh1ehZ8O/SSOv7L/lUgKT1JY0YlFxduR1j1GFLtnnXHXEB7P6J5J+Oq2sfjrmf0RY5c13LeWRwfmryrA+CeW4PWV++B08zQ3BZ7y9z+Au7JSFGuOj0fcBRcorogoMOxaW4SmetmEnR5DkxEexcZFov+wxwCXfQT0PUNdzu1fAgvOBxpkB9aI6LfsFjtm58xGuCXcqzzPrX8OucW5aooiZSKGDEH0NPm9wbo1a1D97WKFFRlP1qnyKVhbVx5CY51TYTVERBQq2IBFRAEjLNwCTTDt32X5fQOWNdX3625OpHtsd9EHX7fuxvay7T6oyEslO4H8FbLY2C5AL9kUn0AnnYCVmiF7GE/BJ6x3b9i6dhXFcg0hhSJd1/HMumfE8fFh8bh6wNXK6mmNHkNkawgrS+rhKDT2GsJjWc0mXDO6G5bMGo9LRnQRvedri6oGF/7+5VZMfWY5lu4IjIlhRADgaWxE2RtviOMTrroKpnDvHsIRBSJd15G3TL5+MDOnk8JqiIKE1Q5c8CaQfbm6nPkrgDfPBGod6nIShbDusd3x4MgHvcrh0l24d/m9qGyUHQAg30m5e5ZXk22LH38cnsZGhRUZS6c+8UjqLJu27Wx0e7W6moiIQhcbsIgoYGgmDWERbZ+C5bJGwKP99p87S6rsgaYKZpMZAxIHiGINuYZw3Tx57PDpgCn01um5XR44DsoejHMCFv1K0zRET50iim3YvBlNhbyJQKHl24JvsaV0izj++kHXI8rm+zV5/0vagAUcnYIViBKjwvDoHzLxxS1jMCwj3ufX21NSi6vfWINr3liNPSWB1bRGoanyk0/gKikRxZqiohB/2aWKKyIKDMX51SjZL5tCnNgpCqndeBCG6LjMFuCsfwKjb1eX83Au8PoUoILrn4hUOKvHWTi7x9le5Thcexh//vHPATVpORTYOqUj4aqrxPHOgwdRNi94V0xqmoZsL6ZgbVpSCLeTU7OJiKht2IBFRAHFHiVbQ+g6ZuKUNa39JmAB8jWEhmvActYDuQtkseYwIPtKtfUEiNKDNfC42n7Dwmw1IaHj7ye6UejiGkKi1nF6nHhu/XPi+PSodFzY50KFFbVOdIIdKV1lD3x3B9gawmMNTI/FhzeMwrMXZ6FDrN3n11uyowRTnl6Ov32xBRV1TT6/HpGE7nKh9JVXxfHxl10GczSb+Sk05S0vFMcOHJcOzdejGYkCmaYBk/9+9IcqpbuB104Fig04CZ4oAD1w0gPoHtvdqxxLDizBgm3C+8DkM4kzr4c5MVEc75gzB87iwDzA1Ro9h6QgOkF2T6Gusgk71xxRXBEREQU7NmARUUAJi7CI4pzHrCG0pKaqKEdM2oC12bFZcSVe2voZ0FAhix34ByBS/uEwkBUXyE5eJ3eOgtnMb930X2F9+sCWkSGKrWIDFoWQT3Z9gv3V+8XxN2fdDJtZPtbfGz1DaA3hsTRNw9lZ6fj+7hzcNrEXwiy+/R7o8uh448d8jJ+9FPN+3AenmyddyViqvvoKzoOyCZaa3Y6Eq0Lz8ANRQ60Tu9bKHixa7Wb0HtG+9w+IAsbo249Ow9IUvWerPgS8MRUoXKsmH1EIi7BGYHbObISZw7zK8+S6J7HFIZ8sTeqZo6KQfPtt4ni9rg4lTz+jriCDMZlNGDyxszh+w+ID0D2Be7iNiIj8j09xiSigiCdgWX/bgGVt5waszKRMUVxhTSEqpA1PvrD2dXnssBnq6ggwxflVorjkDK69oN86uoZQNgWrYdMm8UNcokBS56zDSxtfEsf3ju+N07ufrrCitukxJFkcuztA1xAeK8JmwV2Te+P7u3NwxqAOPr9eRZ0T/++LrZj6zHL8sL0ooCeJUfDQPR445r4ijo+78AJYEhIUVkQUOLb/fFi8PqbvSWmw2WUHwYhC0pArgAvnH516rkJ9OfDmWcCeH9TkIwphveJ74f4R93uVw+VxYdayWahukh0uJd+IO+88hPXtK46v/OQT1G822OYNhfqN7iA+2F9+uBYFW0oVV0RERMGMDVhEFFDskbIGLOf/NGBpdjtMsbGqShLpENkBCXbZA5C8UoN8GDqSBxz4RRabmgl0Gqa2ngAinYCVmsGVMfR7MVOniGOrvl2ssBIiY3p729tw1DvE8XcMuQMmVaf4BWKSwpEi/Pc/0NcQHqtTfAT+eekQfHjDKAxM931T8p6SWkyftxZXvr4aO47wAQO1r+rvvkPTnj2yYKsVidOnqy2IKEDoHh15y+SHDgbkpCushihE9DsDuPwjwKboHoazFlhwIbDlUzX5iELYH3r9Aad1O82rHIU1hfjrT38Nqs+agU4zm5F6v3fNdUWPPhq0v6c2uwUDx8nf0234Vj5RnYiIQg8bsIgooNgjhA1Y/7OC0JKaAk3TVJUkomla4K8hXPeGPHbYNUA7/x60F2eTG2WHa0WxnIBFxxPWty+sXbqIYqu/+UZxNUTGUt5Qjjfy5N+vhqUOw5j0MQorkuk5VDa5s6qkHo4Dgb2G8HiGd03A5zePwePnDUJSlKLpCs1YscuBac8uxwOfbIajptHn1yM6lq7rKJ0zVxwfd87ZsKalKayIKHAUbi9HZUm9KLZjrzgkdoxSXBFRiOg2Drj6CyAiUU0+jxP48GrvJrETETRNw19G/QUZMRle5VlcsBgf7PhAUVWkQuRJIxA9ebI4vn79elR9/bXCiowlc0InmCyy5xGHdlWgSLjRgoiIQg8bsIgooNijZKNi/3cCljXVGA8fBibKGrDyHAaYgNVYA2x8XxZriwIGXai2ngDiOFAj2htvtZsRnxrhg4oo0GmahpgpsilY9Rs3wnn4sOKKiIzjlc2voMYpb0C6Y+gd7d60DXAN4fGYTBouHN4ZS2blYGZOd9jMvv1o69GBd37ZjwlPLMWcZXvQ6HL79HpE/6t25Y9o2LJFFmwyIfHaa9UWRBRA8pbLp195MymBiAB0zAamLwJiOytKqANf3gksnw0E6ZQWIn+ItEZids5s2Ew2r/I8tuYxbC3dqqgqUiHl3nugWWUH2AGgePaT8NTLGteNLjI2DH1Pkj8X4hQsIiJqLTZgEVFAka8g/G/jiiVVNkVCNekErI0lG9t/HHDeR0CTcBVP5gVAWOiu0isWnpZJ6RINzdT+TQBkTNHerCFctEhhJUTGcajmEN7b/p44flKXSRicPFhhRXIxSeFI6Sqbgrh7XVH7v2/woWi7FfdP64dv7xyHyf19/x6vutGFRxdux+SnlmPh5sNB/WtLxuGY87I4Nua002DL8G7CAVGgqilvwL6NJaLY8GgrumfLG6CJ6N+Seh1twkrqoy7nDw8Bi/4EeDzqchKFmL4JfXHP8Hu8yuH0OHHX0rtQ1cTJQEZh69wZCVdfLY53HT6M0teDd9Jg1mTZBgEA2LuhWDxVlYiIQouhGrA0TYvWNO1cTdOe0zTtO03T8jVNK9c0zalpWo2maYc1TVujadpbmqbdqmla9/au2Wg0TbNomrZR0zS9FT+6tne9RG0VJmzAcln+uzbAmhbYDViVjZXIr8pXW0xb6Dqw5jV5/LBr1NUSgIr3y25KcP0gNcfevz+snWWniqu/YQMWBacXcl+A0+MUxZo0E24dcqviirzTc2iKKK7K0YCS/cKm6QDSNSkSr1w5DAuuPQl9Un3f6L2/rA43LliPi+auwubCSp9fj0JX3dq1qF+7ThyfeP11CqshCixbVh4SD8npP7ojzBZD3TYlClyx6cD0b4D0YepyrnoB+PRGwC17v09EwEV9LsLkDPnKOgA4WHMQf175Zx5MMZDEmTNhTk4Sx5e++hqcR44orMg44tMi0XWQ7NdG14GN33EKFhERtcwQdxI0TRuiadp8AA4A/wJwK4CJADIAxAGwAIgEkAZgGIArADwHYM+/G7Iu1zRNtpcs+NwDYFB7F0HkK2omYBljBWG8PR6dojqJYnOLc9UW0xaH1gNHNsli04cBHYwxTaS9FOfLHoKnZITu1DBqmaZpiBFOwarPzeUaQgo6O8t34os9X4jjz+15LrrHGuusB9cQts7onkn46rYxeOjsAYiLkK9eaK3V+8pw1gsrMevDjSiqavD59Sj0OObMFcdGTZwIe+/eCqshChxutwdbVx6SBWtA/7Ed1RZEFOoiEoArPwO6T1CXc9N7wPuXA05OJCGS0DQNfzv5b0iP8m7l7g8HfsD8rfMVVUXeMkdFIuWOO8Xxen09ip98SmFFxpLtxRSsbT8dRn1Nk8JqiIgoGLVrA5amacmaps0DsBbA5QAkS6eHAZgPIFfTtLEKyws4mqb1BPCX9q6DyJfkDViR//nfllTZBAlfGJwia0baWLJRcSVtsNaLMcTDpqurIwA11rtQUVQnik3hBCxqQfSUqeLY6m+/VVgJUft7dv2z0CE7gRtmDsONg29UXJH3YhLDkdpN9r1gz/rikDqRbDGbcMWorlg6azyuPrkrzD5e4avrwEfrCjFh9lI89/0u1De5fXo9Ch31W7agdsUKcXzSzOsVVkMUWPblOlBXKXtA1jUzCTGJ4YorIiKERQGXvg8MOFddzp3fAPP/ANRXqMtJFEKibdGYnTMbFpN38w2eXvd0+x4Ypt+IPfcc2AcMEMdXffEF6nNz1RVkIB16xorvrbicHuQtO6i4IiIiCjbt1oCladrJADYBuAqAijviAwAs0zTtL5qm+fYOu3HNBWBv7yKIfCksUvZh0Gn5bwOWNc0YE7AAICs5SxTXbg1Y9RXA5o9lsfZYtTfZApB0BZQ90oqYJP7zTs2zD+gPayfZVL0qriGkILKuaB2WFy4Xx1/e73KkRhpjXfGxuIawbeIibPh/Zw3AN7ePxbje8glirVXX5MZTi3di4pNL8VnuwZBqeiPfKPVi+lXkyaMQPojDsSl05S2XPxwbOM67SSBE1AxLGHDea8DQa9Tl3P8TMO90oDo4V2YR+drApIG4a+hdXuVw6S7MWjYL5Q3liqoib2gmE1IfuN+rHEceeRS6x6OoIuPQNM2rKViblxbCxUNXRETUjHZpwNI07VwAS3B0paDS1AD+BmC+pmmGWK/oL5qmTQegcIYzkTEpmYCVYpyHqlkpWaK43RW7UdVUpbaY1tj0PuASjnYffClgi2j564JYcb7s9ywlIxqh21tMreXVGsING+A8wpvVFPh0XcfT654Wx8fYYjA907jTGnsMkU/x3L02dNYQHqtXajTevGY4Xr96GLonRbYc4KVDlQ24/b1cnPviT1hXUObz61FwatyzB9WLF4vjE6+fqbAaosBSdrgWB3fIHgDHJNnRpX+C4oqI6DdMZuCMp4Fx96jLWZQHvDYZKN2jLidRCLm83+UY33m8VzmK6orwwMoH4NGDr2knEEUMHYqY06aJ4xs2bULVF18orMg4umUlIzZZNu20vtqJ7at4D5WIiE7M701KmqZNAfAeZOsGW+syAHN8mN9QNE1LBTC7vesg8gdrmBkmc9sbUVy/NmCZzbAkJSquSq5nXE9EWGRNSZtKNimupgW67uX6QYWnGwNUcYFs+khyRrTiSihYRU+RNWABXENIweGHAz94NSXyuszrEGMz7srX6AQ70rrL6tu9LrTWEB5L0zSc0jcV39wxDn8+oz9i7N6t2GiN3AMVOO+ln3HTgnUoKK31+fUouJTOfeXo+2+B8KwsRJw0QnFFRIHDm+lXA8amQ/Px6loiAqBpwCkPAlMeVZezYj/w2qnAoQ3qchKFCE3T8PDoh9EhsoNXeVYeXInXNr+mqCryVsqsWdDCwsTxxU8+BU9t8H2WNZk0ZE3qLI7PXbwfHk/o3l8hIqLm+bUBS9O0bmhd89VhAI8AyAGQCMAMIAJAbwBXAvimFZe7VtO0m+XVBpRnAcQf5+f5DoCCjqZpoilYbnMYPJoFluRkaGazDyqTsZgsyEzOFMXmFueqLaYl+38GSrbLYjNGA8l91NYTgIoLpBOwjNsMQMZiHzgQ1nTZypSqRWzAosDm8rjw3PrnxPGpEam4pN8lCivyDekUrOqyBhTnh94awmPZLCbMGNMNy+6ZgKtP7gqzHx6yf735CCY9tQwPf7kVlXVOn1+PAl9T4UFUfvmlOD5x5vWcnkohq6nBhR0/HxbFmiwa+p3s3YNnImqjUTcB584BNEX36uocwLwzgD1L1OQjCiGxYbF4IucJWDTvDqv8M/efWHNkjaKqyBvWjh2ROEM+5dtVXAzHq68qrMg4+o7qAHuUbNtKZUk99m0sUVwREREFC781YGmaZsbR5qu4Zr7Mg6ONVz10Xf+TruvLdV0v03Xdo+t6va7ru3Rdn6/r+jQAJwHY1sJln9Q0bZCS/wCD0jTtdAAXHeelBgDv+LkcIr+QvjF2WiNgTTXO+sFfZSVnieJyS3KV1tEir6ZfGXedk7/UVzehurRBFMsGLGotTdPEU7Dq16+Hsyh0V5RR4Pt8z+fYW7lXHH9z1s0IM8tPhvqLV2sI1/Pv+K/iI234f2cNwKI7xmJCn2SfX8/p1vHqyn3Imb0Er6/chyYX13LQiZW+9irgdotiw/r0QdT48WoLIgogu9YUoalB9ven59AUhEf7cmA/ER3X4IuBi98BLHY1+ZpqgAUXAHkfq8lHFEIGJw/GXcPu8iqHR/fg3uX3wlHvUFQVeSPx2mth8eKZSNnrb8B5UD5d1KgsNjMyx3cSx2/4dn9ITxknIqIT8+cErJkAmpuB7wTwh383XtW3lEzX9dX/ztfccZYwAC+0qcoAomlaFICXTvDyIwB2+7EcIr8Ji5CdwnFaI2FJS1NcjfeyUrJEcZtLNsPlcakt5kRqHcDWz2SxEYlAvzPV1hOAivfLpo5ExNoQFW/8hgAyjpipwjWEus41hBSwGlwNeCFX/ra/R2wPnNkjML5XHV1DGCuK3b2uiDcIj9EzJRpvXDMCb00fgd6pUT6/XkWdE3//citOfXoZvsk7wt8P+h1ncTEqP/6XOD6J068ohOm6js1L5Q8IB46TP4QjIi/1mQpc8QkQJnuf+zseJ/DRDOCXuWryEYWQy/tdjkldJnmVw1HvwH3L74PbI2uKJnVMERFIuVveVKc3NqJo9myFFRlH5vh0WKyyx+RF+6pwaFeF2oKIiCgo+KUBS9O0OAAPtfBl1+q63qan+7qu1wA4E0BeM182RtO0i9uSN4A8AuB4i4p3AHjMz7UQ+Y1kBSEAOC2RsKTKp0b4yqBk2aC+Olcddlf4qc8ydwHgbpLFZl8OWNhAVJzP9YPkH/bMTFg7dhTFVi1qzZZnIuN5Z/s7KK6TT3e6bchtsJi8W7PgTz2Hyt7P1JQ1okj4/SjYjeudjK9vG4uHzxmIhEjfTz/JL63DDW+vw0VzVmFTYYXPr0eBo2zem9CbZO+7bRkZ4kmYRMHgyJ5KlB6sEcUmdopCWnd+9iJqVxknA9d8BUSqunenAwvvAX54GGDTO1GraZqGv4/+OzpFedeYvPrIary08UTzA8ifYs44A/bB8mVB1Qu/Qd3atQorMobwKBv6erF+ev2iAoXVEBFRsPDXBKwbASQ08/oCXdffkiTWdb0WR1fwOZv5sgckuY1M07STANx8gpdv0HVd2ClBZHzSFYQuaySsqcabgBVji0GP2B6i2I3FGxVXcxweD7D2DXn80KuVlRLIigtkE7BSMqIVV0LBzqs1hOvWw1nMFWUUWCobK/Hq5lfF8VnJWZjQeYLCinyvxxD5yrzd6/h3/EQsZhMuH5mBJbPG4/px3WE1+36K0Or8Mpz1zx9xx3sbcLCixUHQFORc5eUof+89cXzi9ddBM5sVVkQUWDYvk0+/ysxJ5/Q4IiNIywRmLALiMtTlXP4E8OUdACfxELVatC0aT45/EjaTd4dT5m6aix8P/qioKpLSTCakPeDdY9KiRx6F7vEoqsg4siZ1hvQt4P4tZXAUyu75ExFR8PJ5A5amaTYAtzXzJTUA7vHmGrqubwXwfDNfkqlp2jRvrmEkmqZZAbyC4//+vanr+lL/VkTkX/YI4QQsa6RX+859SbqGMLckV2kdx7VvKVC+Txbb4xQgobvScgJVcYFwAlZXnsKmtvNuDeFitcUQ+dhrea+hukl+w+vOoXcG3APXqHg7OvSQrWfZs66Ya+9aEBtuxQOn9cN3d+Vg6gD/NO9/mnsIE2YvxWPfbEd1Q3NniyiYlc9/G3pdnSjW0qEDYs8MjFWqRL5QV9WEPetlTcY2uxm9RxjvsBZRyEroDsz4FkgZoC7nunnAB1cCzgZ1OYmCXP/E/rhvxH1e5dCh4/4V9+NI7RFFVZFU+ODBiDlL/nmhYetWVH7yicKKjCE2OQLds+WH3NYv2q+wGiIiCgb+mIB1GoDm7mK8ouv6YQXXeRxAYzOvz1BwDaO4F0DmcX6+FMAsP9dC5HfSCVhOSwSsacZswBqcPFgUl1ucq7aQ41n7ujx22HR1dQSwmvJG1FXKBhNyAhZJ2AcNgqWjbIR29TdcQ0iB40jtEbyz7R1x/PhO4zEkdYjCivynh3QNYXkjivZxDWFrZCRG4uUrhuK960diQEffN0Q3uTx4aekejH9iKeavKoDLHXyni+nE3DU1KHv7bXF84owZ0Gy+X59JZFRbfzwEj1vWYNx3VAdYwzg9jshQotOOriPsfJK6nNu/BN4+D2ioVJeTKMhd0PsCnNbtNK9ylDeW455l98Dp4UGT9pZy993QwsPF8cVPPwN3jWzds5FlT5ZPXdy9tgiVJZxmTURE/+WPBqzLmnlNR/OTq1pN1/UiAO838yVnaJomOyZuIJqm9Qbw4AlevkfXdYc/6yFqD2ERFlGc0xoNS5oxT7VKJ2AV1hTCUe/Dv/ZVh4HtX8tiozsAvaeqrSdASadfRSfaER7FB2nUdpqmIeZU2RSsunXruIaQAsbLG19Go7u5MxgnpkHDbUOaG9RrbD2yUwDh4C6uIWybkd0T8cUtY/DE+YOQHB3m8+uV1jbhz5/mYeqzK/DD9iJOLAsR5e+8C0+V7D2jOTERceefp7giosDh8ejYsly+fnBgTrrCaohImfB44IpPgV7CCc/HU7ASeON0oJrTeIhaQ9M0/HXUX9EttptXeXJLcvHc+ucUVUVS1tRUJF53rTje7XCgdM4chRUZQ2q3GKT3jhPF6jqQ+x2nYBER0X/5tAFL0zQ7gNOb+ZKfdV0X7rU6ruaOv4cBCOh5/NrR3ShzAdiP8/JyAPP8WhBRO5FOwGqyRcOSIpsW4WtdY7oiNkzWI7qxeKPiav5H7tuA7pbFDrkSMMt+r4KNeP1gBtcPklz0lFNlgbqO6sVcQ0jGt7diLz7ZLR9/f2aPM9ErvpfCivwrKj5MvoZwfTF0D5t62sJk0nDBsM5YOms8bj2lJ8Isvj/LtLu4BtPnrcXlr/2CrYc4tSyYeerrUTZvnjg+4eqrYLIf7zYBUWjI3+RATbmsIbtT33jEp0UqroiIlLFFABcvAAZfqi5n0WbgtVOB0j3qchIFsQhrBJ7MeRJ2s3fvN+dtmYcf9v+gqCqSSpw+XTw1HwDK5r2Jpv3B13CUPUU+BWvbT4dRVyXbfkFERMHH13eNxwBobp6l6oXB3wNo7s70ZMXX87drAeQc5+ebANyg82g0hQi7RdYQ5IxMgMmgazk0TUNWcpYoNrckV2kt/+HxAOvny2I109EGLAIAlBRUi+K4fpC8ET54sHjqX9XChYqrIVLvuQ3PwaPLVrTZTDbcknWL4or8r6c3awjz2dAjERlmwd2n9sEPs8bj7KyOfrnmj7tLcfrzK3DPhxtxpLLBL9ck/6r48CO4y8pEsaaYGMRfconiiogCSx6nXxEFN7MVOOdFYPTt6nJWFBxtwjq0QV1OoiDWK74XHhx5osUsrffgjw+isLpQQUUkZbLbkTprljhedzpR/MQTCisyhi79E5DYKUoU63Z6sGnJAcUVERFRoPJ1A9akFl7/TuXFdF13AVjWzJcEbAOWpmlpAB4/wctP6Lq+zZ/1ELUnW2OlKK7JHq+4ErWkawhzi3OV1vEf+5YevSEl0XsqENtJaTmBStd1FEknYHXlBCyS00wmxAinYNWvWw9nUZHiiojUyS3Oxff7vxfHX9z3YnSIkp/4NAqv1hCu5RpCb6THhePZi7Pxr5tOxpAucT6/nq4DH64rxPjZSzB70Q5UNzh9fk3yD09TE0pff10cH3/ZpTBHyR4UEAWDiqI6HNgqa2CMjAtDt0FJiisiIp/QNGDy34FT/09dzjoHMO8MYO9SdTmJgtjZPc/GuT3P9SpHdVM1Zi2bhSY3pwW1p+hp0xA+dKg4vnrxd6hd9YvCitqfpmkYMqWLOD5v2UE0NbgUVkRERIHK1w1YI5t5rQqAL/ZmrWjmtQ6apsm/g7av5wHEHefn9wB42L+lELUvS41DFNdkNfaDicHJg0VxW0u3+uZD67o35bHDpqurI8BVORrQWCv78JXShROwyDvRU6bKAnUd1d98o7YYIkV0XcfT654Wx0dZo3Bd5nUKK2o/kXFh6NgzThS7m2sIlRjSJR4f33gyXrh0CDonNDf8WY0Gpwf/XLIb459Yivk/58Pplk2BI+Oo/PRTuI4cEcVqERFIuJJTZym05a2QT78aMLYjTGbfr5QlIoVOvgU4dy5gsqjJ11QDLLgAyPuXmnxEQe6Bkx5A7/jeXuXYUroFT6wJvglKgUTTNKTef//R5lahokcfhe6WbSoxqp5DUhCTJFu12VjnwpYVhxRXREREgchndxk0TdMAZDXzJbk+Wpm3roXXs31wTZ/SNO0sAOef4OWbdF3nHgoKKVpZCczuxjbHNSIMHgM/aByYNBBmzdzmuCZPE7aVKR6CV+sAtn8li43rAvQ4RW09AaxYOP0qLjUCtnBFNxQpZIVnDYYlNVUUW/U11xCSMa04uALri9eL46cPnI44e5y6gtqZdA1hbUUjjuyVTRWl39I0DacP6oDv7srBn07rh2i7779/l9Y24c+fbcGUp5fjm7wj4Db6wKS7XCh95VVxfPxFF8ESb+wpv0S+5GxyY/tPh0WxJpOG/mP8s0qWiBQbfBFwyXuANUJNPncT8NF0YPUravIRBTG7xY4nc55EhMW7v3/v7XgP3+zjwb/2FD5wAGLPlU80a9yxAxUffqSwovZnMpuQNUk+w2Pjd/vhdvKQFBFRqPPlMa9uAGKbeX2Tj67bUt4sH13XJzRNiwbwwglefk/X9W/9WQ+REbhKSmBtkjS1aGioMe66lnBLOPok9BHFKl9DmPsO4BH+Wg25EjC1vZEsWBUXVIviUrpy+hV5TzOZEDN1iii2fuNGOA/KJwoQ+YLb48Yz658RxyeHJ+OyfpepK8gAumcny9cQruMaQpXCLGZcN647lt8zAVef3BUWk/w0cWvtddTihrfX4YKXf8a6gnKfX4/Uqlq4EM4DB0Sxms2GhGuuVlsQUYDZtaYIjXWyacPdhyQjMjZMcUVE5De9JgNXfg6Eq2pE1oGvZwE//N/R3c9EdEJdY7vibyf/zes8f/3pr8ivzPe+IBJLufMOmCLkzXQlzz4Ld5Xs8LFR9Tu5A8KjraLY2som7Fgtm25MRETBw5cNWL1aeH2XLy6q67oDQHNHuVuqy2geBdDpOD9fCeBOP9dCZAguhwO2JllTS321sffLZyVnieI2lijc6KrrwPq3ZLGaGci6XF0tQaBEOAErpUuM4kooVMVMmyaOreIaQjKYr/d9jV3l8o8RNwy+ARGqTsobRGSsfA3hHq4h9In4SBv+31kD8O2d43Bqf9kUwrZaW1CO8176CTctWId8R61frkne0T0eOObMEcfHnX8erCmyCXhEwUDXdeQtkx8WyMxJV1gNEbWLzsOB6YuAmOPdOhda/jjw5R2AJ7jWahGpNrXbVFzc52KvctS56nDXsrvQ4OKCl/ZiSU5G4g03iOPd5eVwvPiSworan8VmxqBTOovjN3y7n/dZiIhCnC8bsLq28PoeH157bzOvdfPhdZXSNG0UgBtP8PL9uq6zlZpCkstRAptoAhZQV2XwBqyULFHchuIN6lbPFPwElAofbveeAsR0UFNHENA9Oor3SydgsQGL1LAPHgxrR9l6Fa4hJCNpcjfhnxv+KY7vGtMV5/aSj9c3MvEawsomHN7DNYS+0j05CnOvHIb3rh+JzPTmhkOr8/XmI5j89DL8v8+3oKzW2O97Q131d9+habfwtojFgsQZM9QWRBRgivKrUCL8rJXQMRIdhM3LRGQwyX2AGYuA5L7qcq6bB3xwJeCsV5eTKAjdM/we9E/s71WOXeW78OjqRxVVRBIJV10Jayd5I2vZ22+jcd8+hRW1v4Hj0mENk234qCiqw76NDsUVERFRIGnPBqzDPrx2c7kDogFL0zQrgFdw/N+jXwDIj8oSBThXSQlsTtmNVsM3YAknYDnqHThUe0hNEevflMcOuUpNDUGivKgOzoa2n5rUTBqSOkf5oCIKRZqmIXraVFFsw5YtaCooUFwRkcz7O9736nvdrdm3wmqSjZE3uu7ZydCkawjXFqkthn5nZPdEfHbzaDx90WB0jLX7/HpOt455P+Uj5/EleHHpbjQ4OcHBaHRdR+nL8o/0sWeeCWs6p/dQaPN2+pUm/cZJRMYT2wm4ZiHQaYS6nNu/BOafC9RzxTPRidjMNjyZ8ySirdFe5fnXrn/hs92fKaqK2soUFoaUe++RJ3C5UPzY4+oKMgB7pBUDxsk/b61bVKDusDwREQUcXzZgtbRrwZfTm5prwEr24XVVuh/AgOP8vAvATF3XPX6uh8gw3CXBu4IwLTINKRGyKRa5xbneF1BfDmwVfuCN7gj0nOR9DUFEun4woUMkrDbZKRui44mZdpo4tmoh1xBS+6tuqsbcTXPF8QMTB2JyxmSFFRlLZGwYOvaKE8XuXl8Mj5sfLXzNZNJwbnYn/DBrPO6Z0geRfvg+X93owuPf7MCE2Uvx0bpCuLkGwTBqV65Ew9atsmBNQ+L116ktiCjA1Nc0YffaYlGsNcyM3ielKa6IiNpdRAJw5WdArynqcu7/GXh9GlBZqC4nUZDpFN0JD4952Os8D696GLvKhRsZyGvRkycjYoS8ibVm6VLULF+usKL2N/iUzjCZZQ37xflVOLSzQm1BREQUMHzZgJXQwuulPrx2c7ktmqYZeq+Tpml9ATxwgpef1XV9oz/rITIaV0nwriDUNE08BWtjiYJ/GjZ9CLgaZLHZlwNmi/c1BJGiAun6Qe9OjhEdyz6gP6xduohiqxZyDSG1v3lb5qGisUIcf+fQO4N+0oV0DWF9tRMHd1WoLYZOyG414+YJPbH0ngm49KQuMPnhj+XhygbM+nAjznh+JVbsKvH9BalZuq7D8dLL4viYaVMR1i0gBnsT+cy2nw7D7ZI1D/cZmQabnZ9biYKSLQK4eAEw+FJ1OUu2Aa+dChRvU5eTKMic0uUUXNXfu60IDe4G3LX0LtQ6axVVRW2haRpSH7gf4tHaAIoeeRR6k7GfvbRFVHwY+oyUN+2vX8SNAkREocqXDViJzbzWpOt6ow+v3dIT7+Zqa1fa0SdDcwGEHefl/QD+6t+KfEvTtFHe/AAwsL3/G8i/PLW18NTVySdgGbwBCwCyUrJEcV5PwNJ1L9YPasCQK7y7fhCSTsBKyTB0nzAFIE3TEDNtmii2cccONO7dq7giotYrqSvB/K3zxfGjO47GiA4K15EYVPfsFC/WEMqmiJBccnQYHjk3E9/cMQ7j+/hnSPO2w1W44rXVuPL11dh2WPYehbxXt2YN6tevF8cnzpypsBqiwOPx6NiyXL5+cGAO13cSBTWzFTjnReDk29TlrDoIvD4FKPhZXU6iIHP70NvFh4p/lV+Vj7/8+Beubmsn9r59EXf++eL4pvx8lL29QGFF7S97chdAeJ9l/9YylByQPcMiIqLA5ssGrMhmXqvx4XUBoKW7yVE+vr43rgcw9gSv3arrerAdAfjJyx/yXTQUkFylRwfciSdgGXwFIQDxh9Wd5TtR56yTX/jgeqAoTxbb4xQgTjZdJ1i53R6UHJB9u0vJ4AQsUi/mNFkDFgBUfc0pWNR+5myag3pXvTj+jqF3qCvGwCJibEjvEy+K3bOhGG6uIWwXvVOjMe+aEZg/YwT6pvnn+//ynSU47bkVmPXhRhyqkP/dIpnSl+eIY6NOOQX2Pn0UVkMUePZvKUWVQza1uWOvOCR2NPItQSJSQtOAUx8CTvV+Ldp/NFQC888Btn2pLidRELGarHgi5wnEhcV5lefbgm+xYFtwNfEEkuQ7bocpSv5eyfHCC3CVBM/U5fi0SHTPkh+Y2sApWEREIcmXDVjHm+D0K193QDhbeN3m4+uLaJrWAcBjJ3j5U13XP/dnPURG9OsbeJtTdnrA6CsIAaBvQl+EmZv7J/T43LobeQ5hAxUArJ8njx1ypTw2SJUdqoXb2faH2SaLhsR0PhQg9cJ694ate3dRbNXChTyBSO2ioKoAH+38SBx/WrfT0Dehr8KKjE26hrCx1oXCbeWKq6G2GNsrGV/dNhaPnzcIKdFtfx/YVroOfLSuEBNmL8WjC7ehsq6lj9CkQv2mTaj96SdxfNINnH5FlMfpV0TUWiffCpw7BzApWjvqagA+uAJY85qafERBJi0yDY+OfRSadGTQvz259knvNz2QiCUxEUk33iiO99TWovippxVW1P6GnJohjt29rhiVJTz0REQUanzZgNVck5PLh9dtTX5DNmAB+CeA2OP8fA0AhXOTiQKXq8QBwIsJWAHQgGU1WzEgcYAoNrckV3bRxmpg88ey2IgkoM9pstggVlIgaxJMSo+C2eLLb88UqrxZQ9i0Zw8ad+5SXBFRy57f8DzculsUazFZcEv2LYorMrYe2SkwmWQ3u3etLVJcDbWV2aThwuGdsfSe8bhrcm9E2sw+v2ajy4M5y/Zi7OM/YM6yPWhwyv6+Ues4vJh+FXnyKIQPGqSwGqLAU+WoR0FeqSg2Isbm1QQDIgpQgy8GLnkPsEaoyad7gK/uApY8crSjnYh+Y0z6GFw36Dqvcrh0F+5edjdK62Xf88k7CVdcDmuGfNNF5SefoH7TJoUVta/UbjFI7xMnitV1IHfxfrUFERGR4fnyCW9zR0t8fVe3pQYsq4+v32aapp0D4A8nePkvuq4f8GM5RIblchxtwDK7G2Fyt72Zqr7aCd1j/Bskg1MGi+LEp4PyPgacwg2nWZcCFqP2tbafogJZk2BK1xjFlRD9l1drCBd+rbASopZtcWzBovxF4vgLe1+IztGdFVZkfPYoKzr1SxDF7sstgYvNN4YQYbPgtom9sPSeCbh8ZBeYhU11bVHV4MKjC7fjlNlL8dG6QrgD4P1yoGnYsRM1P/wgjk+ceYPCaogCU97yg4Dwn6f+YzvyoAtRqOo1GbjycyBctq77uJY9BnxxG+D29TlzosBz0+CbMCJthFc5iuuKcd+K++D28DOqv2k2G1Lv+6NXOY48/H/QPW3fDGFU3kzB2vbz4YAYCkBEROr48s5Dc58+fH2Ut6W5wob6ZKRpWgyOTr86ng0AnvNjOf52spc/rvd/ydSefl1BqEE2BUv36GgIgBUrWclZoriNJRvh0QUfbta9KboeAGDIVfLYICadgJWSEa24EqL/CuvRA2G9e4tiuYaQ/O3p9fKx9RGWCFw/KDTfJvYaLltD2NTgxv4tZYqrIW8kR4fh4XMyseiOcZjcP9Uv1zxU2YBZH27E6c+twJLtxfx3X6HSOfLpV+FDhiBixHCF1RAFHpfTjW0/HhbFaiYNA8Z0VFwREQWUzsOB6YuAmE7qcq5/C3j/cqCpTl1OoiBgNpnx2LjHkGhP9CrPL4d/wYsbX1RUFbVF1ITxiBwzRhzfsGkTKj/9TF1B7axz/wQkdY4SxbqdHmz6gfM1iIhCiS8bsJpr6VW0eF2c32jtxo8BSD/Oz3sAzNR14d6VAKDr+s/e/ACQ197/DeRfLkfJf/63zSlrcAmEEweDk2UTsKqaqpBfmd+2oCObgUPrRddDxhggqacsNoi5nG6UFtaIYlMyOAGLfEs6BctZsB8NW7cqrobo+H469BN+OfyLOP7qAVcjMdy7m72BqtvgZJgssolJu7mG0JB6pkThlSuH4YOZo5DVOc4v19x+pBrXzFuDi+euwob95X65ZjBr3LcPVQsXiuOTbpgJTfP9JDQiI9u9rhgNtbLDVN0GJyEq3q64IiIKOMl9gBmLgOS+6nLuXAi8dTZQx4MMRP8rKTwJj497HCbNu0eQczfNxfLC5YqqotbSNA2pD9wPWOSPcoufegruGtn9caPRNM2rKVh5yw+iqd5Qc0GIiMiH2qsBy9e7qlpaMWiY7gtN00YDmHmCl1/SdX2NP+shMrpfJ2ABgK1J1oBVHwANWInhiegSLdu1vrFkY9sC1r8lug4AYCinXx2Po7AGHsHqHovNhPgOkT6oiOi/YqbJ1xBWe/HwmKi1PLoHz6x7RhyfYE/AlQOuVFdQgAkLtyBjgKz5bN8mB5yNQXv2I+CN6JaAT246Gf+8NBtdEiL8cs1f9pXh3Bd/wk0L1mFvSXDcPG8Ppa+8Cginidn790fk2LGKKyIKPHnLDopjM3OOd+aRiEJSbCfgmoVAl1HqchauBl6fAlTsV5eTKAiM6DACt2Td4nWe+1fcj4M18vcBJBPWvTsSLr9cHO92OOB48SWFFbWvHkOSEZMka+hvrHNhy4pDiisiIiKj8mUDVnN3Z2WzGluvpfEhsq4NxTRNswF4BUe3qR3rMIA/+bciIuNzORz/+d+SFYQAUFdt/AYsAMhKyRLF5Zbktv6LnfXApvdF14E9Duh3liw2yEnXDyZ3iYbJxOkG5Fu2jAzYBwwQxVYt/IbrqMjnFuUvwraybeL4mYNmItIa2s2svYbJ1tW5mjzI3+xo+Qup3WiahjMGdcR3d+XgL2f0R1xES2eP1Ph68xFMfno5Hvx0M4qrG/xyzWDhPHgQlZ9/Lo5P5PQrIhQXVKFon+zzf1xqBNL7xCuuiIgCWkQCcMUnQN8z1OV07AReOxUo2qIuJ1EQmJE5A+M6jfMqR1VTFe5aehca3Y2KqqLWSrr5JpgT5dPFy+bPR+PefQoraj8mswnZk2UH5gEg9/v9cDs9CisiIiKj8mUDVnNzd22apoX58NrRLbxulJnADwDod4LX7tB1vdKfxRAFAnfJ/zZgSSdgydYW+Jt0DWFucW7rv3jrZ0CD8J+awRcDVq5xOJ7ifNnDAa4fJH8RryE8eBANmzYprobov5xuJ55b/5w4vlNUJ1zQ+wKFFQWmroOSYLHJPurtXlusuBryBZvFhOljumHZPRMwM6c7bBZffrQ/yu3R8faq/Rj/xFI8tXgnahq5QqE1Sl97HXDJfq1sPXsgetIkxRURBZ685fKpFwNz0tnESES/Zw0HLnwLGDZdXc7qw8Dr04D8lepyEgU4k2bCI2MeQXqUd9Mot5ZuxWOrH1NUFbWWOToaKXfdJU/gdKLo0UeD5jBn31EdEB4tOwRVV9mEHauPKK6IiIiMqL0asABA3jbdsoRmXnMDkD0ZV0jTtH4A7j/By9/ouv6BP+shCgS62w1Xael//r/NKWvAqguAFYSAfALW3sq9qGxsZVPVujdF1wAADAnd9U4tKd4v+7OZktFS/zCRGjFTp4pjq77mGkLynY92fYTCmkJx/K3Zt8Jq9s9EICOzhpnRNTNJFFuQV4qmejbWBIrYcCvun9YPS2aNxx+y0+GPHoO6Jjee+34Xch5fgjd/ykeTi6d4T8RZXIyKjz4Sxyddfz00k++b64iMrKHWiV2ri0SxFpsJfUd1UFwREQUNkxk4/SlgwoPqcjZWAvPPBbZ8qi4nUYCLDYvFkzlPwmry7rP6hzs/xBd7vlBUFbVW7LnnwJ6ZKY6vXbECNUuXqiuoHVlsZgw6pbM4fsO3++HxBEczGhERnZgv7+S1dHdEthejdZq7u1Kit3O7tXb06N0rAGzHebkewM3+rYgoMLjLywHPfx/wBPsKwh6xPcQrlDaWbGz5i0p2Avt/EuVH+jAgVbbCLNg1NbhQfrhWFMsJWOQv1vR0hA+WTdmr+uYb6B4+bCf16px1eHnjy+L4fgn9MLWbvLkw2EjXELpdHuzbWKK4GvK19LhwPHVRFr64ZQxG9/TlWaf/Kq1twl8/34LJTy/DFxsP8UbycZTNexN6k+yzh7VzZ8ScdpriiogCz/afD8MlXNfS+6Q0hIVbFFdEREFF04Cce4AznwM0RY9K3E3Ah1cDv8xVk48oCAxIGoA/jvij13n+/vPfsbN8p4KKqLU0kwlpf3rAqxxF//gHPMLPRUaTmZMOq90siq0oquP9FiKiEODLBqz8Fl735RG05nIbYeFwLIDRJ3jtIV3X9/qzGKJA4Sr57ZtTq3gFYWC82TebzBiUNEgU26o1hOu9mH419Cp5bJBzHKiGpM3XFm5BbEq4+oKITkC6htBVVIT6DRsUV0MEvLn1TZQ1yDeF3zHkDphUPTQJAl0GJohvCu5axzWEgWpgeizennES5l0zHH3T/DNZs6C0Dre+uwFnv/AjVu5ytBwQIlzl5Sh/7z1xfOJ110KzsHGEQpvu0b1aP5iZ4926IyIKIUOvAi5+B7Coui+jAwvvAb7/O0Q3iYiC0AW9L8CZ3c/0KkeDuwF3Lb0LNU01iqqi1gjPykLsOeeI450F+1H2phfPIgwkLMKKAWPl7zHXf1MQNCsZiYjo+NqzAauHD6/dvZnXjNCA1ZyHNE1zqfgB4C8tXGt3CzlkozGIfMTl+O0DnTDpBKwAacAC5GsIW5yA5WoENr4ryg1bFDDgD7LYEFBcIF8/qPljbxDRv0VPnQrpriquISTVyhrKMC9vnjj+pLSTMKrjKHUFBQGL1Yzug5NFsQe2lKGh1qm4IvIXTdMwvk8KvrptLB4/fxDSYux+ue7mg5W4/LVfcPmrv2BTYYVfrmlk5fPfhl5XJ4q1pKZ69YCDKFgc2F6GyuJ6UWyHHrFI6sQV70TUBn2mAVd9DoTHq8u54kngs5sBN99bE2mahj+P+jN6xffyKk9BVQH+8tNf2MTiZ8l33QlTRIQ43vHSy3AWBcdhr6yJnWGyyO6pFhdU4+DOCrUFERGRofiyAWtXC6979y7rBDRNSwQQ18yXtFRXezMr/NHSOwBv44n8ylXy2wYs6QrC+gBZQQgAWclZorjNjs1weVwn/oIdXwN1pbKiMs8HwqJksSGgOF/255LrB8nfrKmpCB86RBRb9e0i6G634ooolM3dNBd1LlmjAgDcMfQONrEeR89hKaI4j0fH3lyOxQ90ZpOGC4d1xpJZ43Hf1L6ItvtnmtLK3Q6c9c8fcdOCddhTEpon0901NSh7+21xfOKM6TDZbAorIgpMecvk068GcvoVEUl0HgFM/xaI7awuZ+4C4N1LgMbQfF9E9L/CLeF4KucpRFojvcqzuGAx5m+dr6gqag1rSgqSbr5JHK/X1aHkqScVVtR+IuPC0OekNHH8+kUFCqshIiKj8WUD1l4AzT2Flu3VallLeXN9dF0i8rFjVxCa3Q0wedp+gqyuqilgTshkJmdCE/RC1rvqsau8mX7TDfIHQhjC9YPNEU/A6srT2eR/MdNkawjdJQ7UrVmruBoKVYXVhXh/x/vi+FMzTsXApIEKKwoenfslICxC1nSza02R4mqovYTbzLhxfA8sv2cCrhvbDTazf1Z1fr35CE59ejnu/9cmHK6UTbAJVOXvvAtPlawp35yQgLgLLlBcEVHgqS5rQP4m2VrT8GgremTLmpCJiJDcG5ixGEgZoC7n7sXAvNOBmuCY/kLkja6xXfHw6Ie9zvP0uqexoXiDgoqotRKuuAK2rl3F8ZWffY669cHxe5Y9uYt4hMWBrWUo2S97hkBERMbnszuv+tHuhtxmviRL880x9aEtvB4c392JQtCxKwg1ANamtr9R9bh1NNY1Mx3KQKJt0egZ31MUm1uSe/wXKguB3d/LCkrLBDpmy2JDQEOtE5UlsgeMnIBF7SFmyhTAJHs7WLWQawhJjX/m/rP5qY3NMGtm3Jp9q+KKgofZYkL3bNkawoM7ygNqbTO1LD7Shj+d3h8/zMrBH7LTpVto28Tt0fHu6gMY/8RSPPr1NlTUBf+fKU99PcrmzRPHJ1x9NUzh4eoKIgpQW5YfhPTcVL/RHWG2+qfZlIiCVEwH4JqvgYwx6nIezgVenQQ4dqvLSRSgJmVMwpX9r/Qqh0t3YdbSWSitF255oDbTbDak3v9Hr3IU/d//Qfd4FFXUfuLTItEjS3a/BQDWf8spWEREwcrXdyNWNfNaLHwzBWtsM68d0XWd39WIApTL8ftVONI1hIH0QFG6hvCEJ4A2vgtAeCd7yFXwy9O6AFUinH4VHm1FVHyY4mqIWmZJSkLEiBGi2OpFi6A72z6FkOh/bS/bjq/3fi2OP6/Xeega21VdQUGo17BUUZyuA3vW84R+MOoUH4GnLsrCV7eORU5v+Q3jtmh0eTBn+V6MfXwJXliyG3VNgXEYQqLiww/hLisTxZpiYhB/6SWKKyIKPG6nB1t/PCSK1TRgwNiOiisiopAUHgdc/jHQ/2x1OSsKgNcmAwdWq8tJFKDuGHoHhqQM8SpHcX0x7lt+H9wet6KqqCVROTmIyskRxzds2YLKf/1LYUXtJ3tKhjh2z7piVJbUKayGiIiMwtcNWC2NWJmk8mKappkBNPedf7HK6xGRfx27ghAAbIIJWABQH0gNWClZorgNxRt+v2rR45GvH7SEA4MulMWGiOL9sobAlIwY+GYoJFHLxGsIKypQu+oXxdVQqHlm/TPQhU3B4ZZw3DD4BsUVBZ/03nEIj7aKYnevYwNWMOvfMQZvTh+Bd649CYM6xfrlmtUNLjyxaAdynliK+asK4HQH/snn/+VpakLpa6+L4xMuvwzmqCiFFREFpj25xaivljX6Z2QmISaRU+SISBGrHTj/DWDE9epy1pcBb54JbPtSXU6iAGQ1WfFEzhNIsCd4leeXI7/ghdwXFFVFrZF6/x8Bq+w+AwAUP/U03MKV7UaS2jUG6X3iRbG6DmxYfEBxRUREZAS+bsBaAaChmdfPVXy9iTg6WetEDNGApet6ha7rmq9/APhbC6V0ayFHrh9+OYhazV3i+N3P2ZzCCVjVAdSAJZyAdaT2CA7VHnNqeP9PQHm+rJAB5wB2/zycC1TF+bKGwJSMaMWVELVe9KmTAbNZFFv1tXxyEdHqw6vx48EfxfGX97scyRH+md4TyExmE3oMSRHFHtpdgZryRsUVkdGc3DMJn940Gv+8NBsZiRF+uWZJdSP+/GkeJj21DJ9vPASPRzid1WAqP/0UrqIiUawWEYH4K65QXBFRYMpbdlAcm5mTrrASIiIAJjMw7XFg4l/V5XQ1AB9cAax+RV1OogCUEpGCJ8Y9AZPm3aPKVza/gqUHliqpiVpm69oViVfJV0i6y8rgeOFFhRW1nyFTuohjt/90OKA2tRARUev4tAFL1/V6AM09mTtZ0zT5jMbfa25WfyOALxRei4j8TOUErEB6Y9s5ujPiw2QnKdYeWfvbn5BOvwKAbD4QaklxgXACVtcYxZUQtZ4lPh6Ro0aJYqsXL4ankc0Z1Ha6ruOZ9c+I4+PC4nDNwGvUFRTkeg2TNWCBawhDhsmk4YxBHbH4zhz8/ewBSIy0+eW6BaV1uO3dDTjj+ZVYuqP499NbA4jucqH0lVfF8fEXXwxLvOw9P1EwcRTW4PDuSlFsbHI4OvfzbooGEdFxaRow9i7g7BcBTXaA6Xd0D/D1LGDxX49OrCcKUSM6jMCt2bd6neeBlQ/gQDUnCvlL4g03wpycJI4vW7AAjbt3K6yofXTul4CkzrIpxm6XBxt/4J9ZIqJg4+sJWACwoJnXNADev7MCoGlaMoCLm/mSr3Vdr1BxLSLyP09tLTx1v9+JHQorCDVNQ3ZKtih2bdH/NGA1VAFbPpUVkdAdyDhZFhsi6qqaxFNCUjLYgEXtS7qG0FNTg5rlyxVXQ6Hgu/3fYbNjszj+uszrEG3j9MDW6tAjDpGxsoaaXWtl03woMNksJlw5qiuW3TsBt0/shQibogeMLdh6uApXv7EGF89dhfX7y/1yTdWqvv4azgOym+eazYaEq69SXBFRYMpbViiOHZiTDs3E1e5E5EPZlwGXvg9YFU4N/fEZ4JOZgCtw7lUSqTZ94HTkdMrxKkd1UzXuXno3Gt08KOgP5qhIpNx9tzyBy4WiRx4N6EM4wNFnN0OmyOeM5C07iKZ6l8KKiIiovfmjAesrAM3dtb9e07RUBde5B4C9mddfU3ANImonrtLS4/68rSn4VxACwNDUoaK4dUXr/vt/tvwLcNXLCsi67OhpPzqh4nzZn8Wo+DBExPhnygTRiURPmghYraLYqi+/UlwNBTuXx4Xn1j8nju8Q2QEX9b1IYUXBTzNp6DlU9pGraF8VqhzC9w8UsKLCLLhzcm8svWc8rhiZAYufGhp+2VeGP7z4E65/ay12FckOWrQH3eOBY+5ccXzc+efDmiKcVEcURBrrXdixWtb4a7aa0HdUB8UVEREdR6/JwFVfAhGJ6nJu/gBYcD7QIJsASBToTJoJ/zfm/5Ae5d0q4W1l2/DoL48qqopaEnvWWQgfPFgcX/vTT6j54QeFFbWPHtnJiEkOF8U21buQt0K+fpuIiIzH5w1Yuq43Ani+mS+JBvC4N9fQNK0vgNub+ZItaH4VYkv5x2uapjfzY6k0NxG1zvHWDwKAzRn8E7AAYFjaMFHcgeoDKKr99w1s6fpBzQQMbm7DKwFerB/k9CsyAHNsLKLGjBHF1ixZAndNjeKKKJh9svsT5Ffli+Nvyb4FYeYwdQWFiJ7D5c0du9dxDWGoSom246FzBmLxXTk4PdN/jQ3fbi3ClGeW4+4PNuJA2e+n4BpN9XffoWn3HlmwxYLEa2eoLYgoQO1YdRiuRrcotvfwVNgjZQcKiIjarNNQYPq3QFwXdTn3LQPeOA2oOqQuJ1EAiQ2LxVPjn4LN5N1B1Y93fYzPdn+mqCpqjmYyIfXBP3l1cLvo0X/A0xjYU8tMZhOyJ8u/H2z8/gDcTq6iJSIKFv6YgAUALwJobo/AlZqmXSZJrGlaBID3ATT3ruxRPdDnWBKFOFeJ47g/L56AFWANWH3i+yDKKtslvq5oHVC8HShcI7t4j4lArHenj0JBcYGsGTClK1dokTHEnH66KE5vakL1d98proaCVb2rHi/lviSO7xnXE6d3k/1ZDXWpXWMQndjcwOAT4xpC6pYUiRcuG4JPbx6Nkd0T/HJNjw58vL4Qpzy5FH/5LA/FVQ1+uW5b6bqO0pfniONjzzoL1o4dFVZEFJh0XUfeMvnp/4E5/MxKRH6W1BOY8R2QNkhdzqI84NXJQPE2dTmJAkj/xP64/6T7vc7z0KqHsKNsh4KKqCXhmZmI/cO54nhnYSHK3nhDYUXto++oNIQLt1zUVTZhxy9HFFdERETtxS8NWLqulwP4Swtf9rqmaWe2Ja+maZEAPgfQ3KecnwG805a8RGQ8J5yAFSIrCM0mM7JTskWxa4vWArnC6VcAkH25PDZE6LrOCVgU8KJPmQAtXDYum2sIqbUWbFuAkvrjf09vjTuG3AGzyaywotChaRp6DZNNwXIcqEH5kVrFFVEgyuoch3evG4k3p4/AgI7+eQ/jdOt46+cCjHtiCf6xcDsq6oz1Pr52xQo0bN0qCzaZkHjdtWoLIgpQB3dWoPyIbOJdStcYfq4iovYRnQpc8zXQ4xR1OasKgdenAPkr1eUkCiDn9ToPZ/U4y6scje5G3LX0LlQJnx1Q26TceSdMUbLD4wDgmDMXziOB3YBksZox+JRO4vj13xbA4+EcESKiYOCvCVgA8BKAtc28bgPwqaZpD2ma1uLTP03ThgNYDWBiM1/WBOAmTr8iCnwux/EnYFlc9dA8zjbnq69yItD+aZCuIVx7ZA2w8T3ZRcMTgD7TZLEhpKa8EfXVbf9zCADJXTgBi4zBFBGB6FNkN41rf/4ZrtJSxRVRsKloqMDrm18Xxw9JGYJxncYprCj09ByaKo7dtZZrCOkoTdOQ0zsZX9wyBs9fko2uiRF+uW6D04OXl+3B2MeW4Pnvd6G20eWX6zZH13U4vJh+FTN1KsK6dVNYEVHgyltaKI7NHM/pV0TUjsKigUs/AAZfqi5nQyUw/1wg71/qchIFCE3T8ODIB9E7vrdXefZX78efVvwJHp2r3XzNkpSEpFtuFsfr9fUofmK2worax8Bx6bDaZYcGK4vrsWc977sQEQUDvzVg6bruBnAxgOZazk0AHgSw69+NWGM0TYvXjrJrmtZT07TLNU37CsAvAPq3cNl7dV3PVfIfQETtyuU4/rQMDYCtqabN+dwuD5rq2/+hTVsMTR0qittXlY/SemFjxKCLAEuYLDaEFOfLTlPFJofDHmlVXA2RXMwZwtVubjeqvvlGbTEUdF7d/CqqnbJ1rQBw59A7oWmawopCT1LnKMSlyppldq0pCrjmdfItk0nDmYM7YvFdOXj4nIFIjvbPe8bqRheeXLwT4x5fgtdX7kOD0+2X6x5P3eo1qF+/XhyfOHOmwmqIAldNeQP2bjz+oauWhEVa0HOobMIjEZEyZitwzovAuHvU5XQ3AR9dA/z8grqcRAEi3BKOp8c/jSirfKoSACwtXIpXNr2iqCpqTsJll8HWvbs4vuqrr1C3trkZHsYXFmHFwLHygwHrvingfRcioiDgzwlY0HV9D4BLALQ0JiQdRxuxVgAoA+ABUA9gF4D5AE7D0b6L5szTdf1ZrwomIsM40QpCALA5hWsIq4y1vqQl/RP7I9wiWw+2zi58IJZ9mSwuxBQXyBoKUjI4/YqMJWr0aJhiY0WxXENIzTlccxjvbn9XHH9K51OQlZKlrqAQpWma+CF1RVEdHAfa3vROwc9qNuHykRlYds943Du1D6LtFr9ct7S2CX//citOmb0U76/ZD5fb/yfbHS+9JI6NOuUU2Pt4d6qfKFhsWXEIunDlSv+TO8Ji5XpiIjIATQNOeRA442lAU/jYZdEDwDf3Ax5O8aHQ0iWmCx4e/bDXeV7IfQErD3Klp69pVitSH3jAqxxH/u8R6O72O2CjwuCJnWGyyA4PlhbWoCCPGwaIiAKdXxuwAEDX9a8BXIqWm7C88R6Aa32Yn4j87EQrCAHA1iRrfqmvDqwGLKvJiqzkLFHsWru97UEdsoC0TNH1Qk1xgawJMKVrjOJKiLyj2WyImTJFFFu/YQOaCg8qroiCxYsbX0STR/Z916SZcPuQ2xVXFLp6DZOvIdy5+ojCSijYRNgsuGl8T6y4dwJm5nRHmMU/txsOVTbgvo83Y/LTy/HFxkPwCJs42qpu/XrUrVoljk+6gdOviADA7fRgywrhe0gNGDCO6weJyGCGTQcufgcQHqI8rlUvAh9dDTgb1OUkCgATMybi6gFXe5VDh477lt+Hwmr5umNqnagxoxE1caI4vnHbNlR8+JHCivwvMi4MfU9KE8evW8gpWEREgc7vDVgAoOv6RwAmAlC90FYH8BCAS/+98pCIgoS7RH0DVl2VL/tAfUO6hlA0ASv7ctG1Qo2u615MwGIDFhmPeA0hgKqvv1ZYCQWL3eW78fmez8Xx5/Q8B93j5GPs6bcSOkYiMT1SFLtrbbF4QgmFjrgIG+6f1g/L7pmAS0Z0gdnkn9Wh+xy1uPXdDTj9+ZX4YbvvV2Y6XpRPv4o8+WSEDxqksBqiwLV7fTHqq2WfzTMGJCI2WWGDAxGRKn2mAVd/BUQkqsu59TNg/rlAXZm6nEQB4PYht2NIyhCvclQ1VeHOpXeiwcUmRl9Lve9eaFarOL7kmWfgrqxUWJH/ZZ+a0fIOpxM4srcSh3dXKK2HiIj8q10asABA1/UVAAbh6EpBFbYCOEXX9b/obA8mCiq62w1X6YlHr9qaQmMFIQAMSxsmittls6LS1IZ/8s1hQOb5omuFmsriejTVu9ocp2lAUucoH1RE5J2IYcNgSZVNyKn68kvF1VAweHb9s/DosnUZYeYw3Dj4RsUVUa/hsr/jtRWNOMQbgdRKabF2PPqHTCy+cxxOH9TBb9fddrgK0+etxfkv/4xVe32zvqF+0ybUrpSvMUnk9Cui/9i8VD6NYmAOp18RkYF1GgrMWAzEd1OXc/9PwOtTgYr96nISGZzFZMHsnNlItHvX0Li9bDseWvUQpwv5mK1LFyRMny6Od1dUoOT5fyqsyP/iUiPQIztFHL9uYYHCaoiIyN/arQELAHRdL9J1/UoAwwC8A9lawvUArgKQpev6UoXlBYOlAP7WzI+K9iqMqC3c5eWA58QPbm3O0FhBCACZSZmwmWxtjtM1rW1TsPqdCYTHt/k6oUi6fjC+QyRsdoviaoi8p5lMiDntNFFs486daNi5U3FFFMjWFa3D0sKl4vhL+12KtEj56HY6Pq/WEK4pUlgJhYLuyVF44dIh+PyW0RjbK8lv111XUI6L567CFa/9gk2FFUpzezP9KnzoUEQMH66wGqLAVVxQhaJ9ss9TMUl2dBmgcLIMEZEvJPY42oTV0bvpPb/h2AG8Ogk4lKsuJ5HBJUck44mcJ2DSvHuk+fmez/Hhzg8VVUUnknT9deLDnQBQ/s47aNixQ2FF/jd0aoY4dv/WMvEzByIian/t2oD1K13X1+m6fhmAJAAXAPgngCUADgCoAuAGUAegCEcbrhYAuB1AL13Xh+q6/pau6z7bJabr+lJd17Vmfoz31bW98e+6/18zPyrau0ai1nCVlDT7ujWEJmDZzDYMSpatK2lTAxbXD7aaeP1gl2jFlRCpE3O6F2sIv+IaQjpK13U8te4pcXy0LRozBs5QWBH9KiYpHGndY0Wxe9YVw+2STTSj0DaoUxzmzzgJC649CYM7yf78SazY5cBZ//wRM+evxc4i2fu2/1W/ZQtqli4VxyfdMBOa5p+1jERG59X0q3GdYPLTilMiIq9EJQNXfwn0nqouZ00R8MZpwM5v1eUkMrjhacNxW/ZtXud5dPWj2FiyUUFFdCKmyEikzJolT+DxoOihhwN6Wllyl2ivDgus/4ZTsIiIApUhGrB+pet6la7rH+m6fquu66fout5F1/VYXdctuq5H6rqe9u+Gq8t1XX9O1/Xd7V0zEfmey+Fo9nVbk+xBSiA2YAHyNYRrW9uAFdsZ6JYjukYokp5GSekao7gSInXsA/rD1rWrKLbqq68C+gYJqfP9/u+xqWSTOH7GwBmIDfNfk0ao6T1Cdhq1sc6F/VvLFFdDoWR0zyR8evNovHTZEHRPjvTbdRdtKcKUZ5bj9vc2YJ+jVpyn9OWXxbH2zExEjhkjjicKJvXVTdi1plgUa7aa0G+0/1abEhF5zRYJXLQAGHq1upzOWuDdi4C1r6vLSWRw0wdOx8QuE73K4fK4cNfSu+Cob/6ZA3kn5ozTET5EPv2vbu1aVH35lcKK/G/oNPkUrD25JSg7LP/cSkRE7cdQDVhERMfjKvFNA1YgriAEgKGpQ0Vx2202VLfmtH3WZYCJ3x5aw+PRUbJfOAErgw1YZFyapiHmjDNEsc7CQjRs5EnCUOfyuPDs+mfF8SkRKbis32UKK6Jj9RiSAk04OWQX1xCSlzRNw7TMDvj2jnF47LxMdIy1++W6ug58lnsIk55ahns/2ogDZXVtim/YsQPVi78TXz/pxhs5/Yro37b+eEg8UbH3iFTYI62KKyIi8jGzBTjjGWDCg+py6h7gyzuBxX8FPJxSS8FP0zQ8PPphdI3p6lWe4rpi3Lv8Xrg8LjWF0e9omoa0B/8EePH5p/jxx+GuCdwmpI4949Chp/BgoQ5sWMQpWEREgYhP2InI8FpaQRgWQisIAWBw8mBYTJY2x3k0DbmtmYKVdamgqtBUfrgWrqa23+AymTQkdvLfxAciiZjTTxPHVgb4CTXy3r92/Qv5Vfni+JsG3wS7xT8NGaEqIsaGzn3jRbH7NpagqYE3qsl7FrMJFw3vgh9mjcdfzuiPxEibX67r9uj4YG0hTnlyKf78aR6OVDa0Ks7hxfSrsH79EDVhvDieKJh43B7kLT8ojs/M6aSwGiIiP9I0IOce4OwXAcG9vRP68RngX9cCzta9pyEKZFG2KDwz4RmEW8K9yrPmyBo8s+4ZNUXRcdn790fcBReI410lJXC89KLCivxv6LSu4tgdq4tQ5ahXVwwREfkFG7CIyPBaWkFocdVB87jbnLe+qikg12SFW8IxMHGgKLbFNYTdcoB4+WjcUCNdP5jYKQoWq1lxNURqhXXrBvuAAaLYqoULobvYnBGq6px1eGnjS+L4brHdcHbPsxVWRCfSS7iG0NXkQf4mrmsgdexWM6aP6Ybl907ArFN7I9qu8IFkM5xuHfNXFWDcE0vw0Jdb4ahpPOHXNu7Zg+pvFomvlXTjDZx+RfRv+ZtLUVN24r9vzenQIxbJXaIVV0RE5GfZlwGXvg/YotTlzPsYmH8OUMd14RT8esT1wEOjH/I6z5tb38SifPl7fGpZ8h23wxQj3wRR9uZbaNyzR2FF/tWlfwKSOsv+rdc9OnIX71dcERER+RobsIjI8FqagKVBh9XZ9jVwLqcHzsa2N24ZgXQN4Tp7C9NEsq8Q5Q1VxQXS9YN8YECBQbqG0F1aitpfflFcDQWK+Vvnw1Evb865Y8gdokmP1HbdByfDbJV9JNzJNYTkA5FhFtxySi+suHcCbsjpAbvwz2dbNbk8eG3lPox9bAke/2Y7Kup+PynX8fKcozsMBcJ69UL0pEnelkkUNDYvLRTHZo7n9CsiChI9JwHXfA1EyQ5FHNf+n4HXTgXK9qnLSWRQU7pOwdUDrvY6z59//DP2VARug4/RWRISkHzrrfIELheK/u//AvIgPXB0FePQqV3F8Vt/PIzaStnBBSIiah9swCIiw3M5mm/AAgCbdA1hZWCuIRyWNkwUtyXMhroTnbwPiwX6yZotQlVxvuzPXUqG/NQPkT/FnDbt6IoEgSquIQxJZQ1leGPLG+L4rOQsTOg8QWFF1BxbuAVdMxNFsQe2lKGhxqm4IqKj4iJs+OO0vlh+zwRcOSoDVrN/JkfVO914cekejH1sCZ75bieqGo7+GW/Kz0fVV/Lva/+fvbsOsKrc2gD+7FPTncwwzNDd3SUIJnY3goGK2Hn1XhML7O4OUFERpbu7hxhiujtO7O8P9Lt6JWbWeU8/v3++D+astZdcmDln7/WuFX/zTdAMvP1CBAAludU4urtUFBsaZUGrngmKKyIi8qBm3YEbfgfi26nLWZwJvHsacHSDupxEXuqOXnegX3I/p3LU2moxddFUVDVUKaqK/lfMZZciqG1bcXz1ylWo/O13hRW5V6ueCYhOChXF2m0ObF14RHFFRETkSrwDSERez1546ikalgbZJKKaSt9swOqR0AMGrenfwm2ahi1BluN/seuFgDnEycoCh93mQFG27IN5YgYnYJFvMCclIbRvX1Fs5e+/w1HPE1qB5u2tb6PaWi2On9ZnGld0uVm7vsmiOIdDx76NBYqrIfq7xMhg/PvcLlh41whc0Ks5DG769lBZb8OM+ZkYNn0RXl+8D3lvvAk4HKJcllatEHH66YorJPJd252YftV5aCqMJt7KJCI/E5MOXD8PSBugLmdNEfDhmcBuHowi/2YymDB92HQkhiY6lSerIgsPr3jYZ6cseTvNZELSIw87lSP/mWfgqKlRVJF7GQwaep3eQhy/bUk26mt4AI6IyFfwrgUReb1TrSAEAItgBSEA1Fb4ZgNWuCUcHWM7imJPuIaw55VOVBR4irOr4LA1/UO50WxATLMwF1RE5BqRZ54pinNUVaFqyRLF1ZA3O1J5BF/t+UocPzJtJHom9lRYETVGiy6xsITIVj5mcg0huUlabCheuLg75k0dhvFdZE2DEmU1Vnz83UpU/DhHnCP+5pugGY0KqyLyXQ21NuxenSeKNRg0dB6aoriMUTjKAAEAAElEQVQiIiIvERoLXP090PFsdTlttcCXVwCr31SXk8gLxYXE4cURL8JkkH2u/dOCwwvw3vb3FFVF/yusXz/xPUYAsOXmoujttxVW5F7t+iUjPCZIFGuts2Pb4mzFFRERkauwAYuIvJqjurpRJxvEKwh9tAELAPokydYQrg8+zhv9xM5ACh96N0XBIVnTX0JaOIxG/vgl3xExdgxgNotiuYYwsLyy6RXYHDZRrEEzYGqvqWoLokYxmY1oLVznlJNZhsqSOsUVEZ1Y26QIvHFlb/w4ZTCGtXPPGrKL9y6EUZdNvzKnt0Dk+PGKKyLyXbtX58FabxfFtu6VgLAo2UMrIiKfYA4BLvoI6H+TwqQ68Ot9wK8Piqd5EvmC7gnd8UC/B5zO88qmV7AqZ5WCiuh4Eu+9B4ZQ2So+ACh57300ZGWpK8iNjCYDeo6VT8HasvCI+H00ERG5F58AE5FXsxUXN+p1gbaCEAB6J/UWxW0LCkL9/65v6XklwJVPTVJwSNb0l5geqbgSItcyxcQgfMgQUWzV4sWwV8q+P5Nv2Vm8E3MPzhXHn9fmPLSKbqWwImqKtn2TxLH71nMNIblft+bR+Pj6fvhy0gD0SY9x2XUSakpx2uH14vj4yTdBMzl3Ep/IX+gOHducWD/YdURzhdUQEXkpgxEY/yww7hkACu/TrX4N+OZqwFqrLieRl7mo3UU4t/W5TuVw6A7cu/Re5FblKqqK/sqclIT4W28Rx+tWK/KeespnV0V2HJyCkAjZIde6Kit2Ls9RXBEREbkCG7CIyKs1Zv0gIG/A8tUVhADQK6kXNMHNmAaDhm1Bfzk5bDAD3S5WWFlgKMiS/Z1LTI9QXAmR60lHhOsNDaicv0BxNeSNZmyYIY4NNgbj5u43qyuGmiy1fQxCIi2i2L3rZKukiFQY0CoO39w0EB9c2xedmqlvcr8ocxHMuuyUsTk1FVFnn6W4IiLfdXR3KcryTz3d+nji08KR3DpKcUVERF5swM3AJZ8ApmB1OXfNAT46G6guUpeTyItomoaHBzyMjrEdncpTVl+GOxffiXp7vaLK6K9ir7oKllbyA3jVS5ehatFidQW5kdliRPfRaeL4Tb8fht3GaYZERN6ODVhE5NVshY27KWCxBt4KwqigKLSLaSeK/dsawvbjgLB4RVUFBmuDHSW51aLYxAxOwCLfEzFqJLSQEFFsxU8/Ka6GvM3KnJVYlSsf0X9lpyuRFCafwETOMxg0tO2TKIotOlIl/plIpIKmaRjZIRE/3TYEr17eE63iw5Tkjastx7hDa+TxkydBE67wJfJHW52cfqVxYjMRBZqOZwPX/ASExqnLeXQd8O5pQPF+dTmJvEiwKRgvjXwJUUHONW7vKN6Bp9c8ragq+ivNYkHSQw86lSP/qafgqKtTVJF7dRneHJZgoyi2uqwee9bwEBwRkbdjAxYReTWXT8Dy4RWEgHwN4frgv5yg63GFomoCR9GRKuiOpo86NgcbEZ0o33NP5CmG0FBEjB4tiq1etQq2Ip6w9VcO3eHU9KuooChc1+U6dQWRmDNrCDPX5SushEjGYNBwVrcU/HbnMDx3YTc0j5E1Dv/pwszFMDtk069MycmInjDBqesT+ZOKolpkbZO9HwwKNTn1M4qIyKel9QUmzgdiW6vLWXrwWBPW4dXqchJ5kdTwVEwfOl20OeKvvsv8Dt/t/U5RVfRX4YMHI2LsWHG89ehRFL/3nsKK3CcoxOTUau0Nvx6Cw84pWERE3owNWETk1Rr70N7SEHgTsACgT3IfUdyWIAusABAaD7Q5TWlNgaAgS/b3LbFFBDQDT26Tb4o88wxZoMOBirm/qi2GvMbcg3Oxq2SXOH5S10mItHAyoDdIyohEZLxsxUnmunzoetMbk4lcwWQ04KI+aVh41wg8MaELkiOb/vc6pq4C47Pkk/2+aDMSv+4phkPQsE/kj7YvzQaE/xw6Dk6B2SKbEkBE5BdiWx1rwkoboC5nbQnw0TnAjtnqchJ5kUGpgzCl5xSn8zy55klsL9quoCL6X0n33wctWL5mtfjtd9BwNFthRe7TbVQaTGbZ4/mKwlrs21CguCIiIlKJDVhE5NVsRY2bgGW2VkPTm35CvabS2uQYb9IrsZcors5gwI4gC9DtYsDI1ShNlS9swEpIZ5MB+a7wwYNhjJKNcC//aY7iasgbNNgb8MqmV8TxKWEpuLTDpQorImdomoZ2/ZJFseWFtSg4JJtGSuQqFpMBVw5Ix+J7RuDRszohPtzS6Njz9y1BkMMmum5xcCQ+iemGmz/biDNfWY55O/LYoEgBzdZgx84VObJgDegyLFVtQUREvig0Frj6B6DTBHU57fXAN9cCK14G+F6F/NDErhMxIm2EUzmsDivuXHwnSupK1BRF/8+ckoL4myaL4/X6euQ/45trIkMjLeg0JEUcv37uIdF2DiIicg82YBGRV2vsCkINOswNVU3PX2+HtV62WsQbxIXEoZVBtl5lQ3AQ0ONyxRUFhoJDsgaspAw2YJHv0iwWRJx+uii2bstW1B88qLgi8rSv93yN7Cr5acMpPafAYmx8QwS5nlNrCNdyDSF5p2CzEdcPaYml947EfeM6IDr05IcPouqrcNbBleLrfdN2JKx/HHDYlVuByZ9swNmvLsf8nZwUR4Epc30+6qtlDY0ZXeIQleDcOlEiIr9hDgYu/AAYdLvavL8/AvxyN2CXfa8m8lYGzYAnhzyJFhEtnMqTV52He5feC7twPTmdWOx118HcQv6/T9X8BahaulRhRe7TY0wLGISbMkpzq3FgS+OemxERkfuxAYuIvFpjVxACgMUqm7zg02sI6yvRp0J2Amd9VAKQ3FVxQf6vrtqK8oJaUWxieoTiaojcK/KsM8WxFXM4BcufVDZU4q2tb4nj28e0x5mt5H+fyDVim4Uhrnm4KDZzQz7XrZFXC7WYcPOI1lh270jceVo7RASZjvu6CfuXItgum5JbGhSOX9P7/+P3t2dXYOLH63HuayuwaE8BG7EoYOi6jq2Ljorju45srrAaIiI/YDAAY/8DnPkCoCl8tLPuXeCLS4E62YFDIm8VaYnEjJEzEGJyrqF7Te4apyaA0/EZgoKQ/NCDTuXIe+JJOOrrFVXkPhGxwWg/QDaFHADW/5LFz5VERF6KDVhE5NXshU1owGqQ3SSorfThBqydP6J3TbUodJNZg024WiWQFQpXLAWHmxERJ99rT+QNQvv0gSlJNiGn/Mc5vDHgRz7Y/gHK6svE8Xf2vhMGlQ8MSJl2wilYNeUNyNlbqrgaIvUigs2447S2WHbfSNwyojVCLcb//1p4Qw3OObBCnPu7NiNQbzrxZL+tR8tx3QfrcN7rK7F0byF/LpLfy9tfjqIjTZ9UDQDRSaFI6xCruCIiIj/RdyJw6ReAOVRdzn2/Ax+MB8rljbNE3qhtTFs8Puhxp/O8t/09zMuap6Ai+qvw4cMRPnKkON56+DCK33tPYUXu0+v0dEA2BAtFR6pwaHux2oKIiEgJPvUgIq+l2+2wFTf+TaSlQTgBq9yHG7A2f44+dbITHtUOK/aU7lFckP/LF64fTEyPhKYJP1EReQnNYEDkmbKpRdajR1G7aZPiisgTCmsK8cnOT8Tx/ZP7Y1DKIIUVkUrOrCHcu45rCMl3RIdacO+4Dlh670hMHNISFpMB5+1filCb7L11uSUUP7cc2KjXbj5ShqvfX4sL31yFFfuK2IhFfsuZ6VddhqdCE65lISIKCO3HAdf9AoTL37//Q/524J3RQA4/u5N/Gd9yPK7seKXTeR5Z8Qj2lu5VUBH9VdKDD0CznPggy6kUv/U2Go76XvNodFIo2vRKFMdzChYRkXdiAxYReS17aSngcDT69eIGLF+dgFWaBRxajkS7HS2ssjUp6/PWq60pABRkCRuwMrh+kPxD1Dlni2PLf/hRYSXkKa9veR119jpx/J2972RDqheLiA1GszZRotj9Gwthtzb+vRuRN4gPD8LDZ3XC4pv64MJDK8V5ZrUZjjpTUJNiNhwqxRXvrsElb6/G6gM8vUz+paq0Dvs3FYpiTUFGdBjYTHFFRER+KKUnMHE+EN9eXc6qPOCDM4DdP6vLSeQFpvWZht5JvZ3KUWurxR0L70B5fbmiqggALGlpiJs4URyv19cj/4knFVbkPr3HZ4hj8w9WIHsPJ5ETEXkbNmARkdeyFTbtZq3FKmuMqanw0QasLV/9///bWzgFa30+G7CaqkC4gjApI1JxJUSeEdyhA4LatRPFVvz6KxwNPvo9lwAAB8oPYHbmbHH8uIxx6BzfWWFF5ArSNYQNtTaOwCefZf7xG1jqakSxleYQ/NRysPjaaw+W4NK3V+PSt1dh1X7+GyL/sH1pNnSH7ER+h/7JCAoxKa6IiMhPRbcAbpgHZAxVl9NaA3x5BbDqNYDTVchPmA1mPD/8eSSGyCcOAcDRqqO4Z8k9sDlsiiojAIi7cSLMKSni+KrFi1G5cJHCitwjvnk4WnaPF8evn5ulrhgiIlKCDVhE5LVsRUVNer1ZOAGr1hcbsHQd2PLF//9SuoZwY/5GOHROqmis6rJ6VJfJ/qwT09mARf5DOgXLUV6OqiVLFFdD7vTyxpdh1+2iWJNmwu09b1dcEblC696JMAjXPu1dm6e4GiLXs1dVo+Sjj8Xx37ceihpzsNN1rD5QgsveWY1L3lqFlfu5mpB8l81qx45lOeL4LiNSFVZDRBQAQmKAK78Dul2iMKkOzHsQ+PkuwM5GE/IP8SHxeGHECzBpzjV6r8pdhZc3vqyoKgIAQ0gIkh58wKkc+U8+CUdtraKK3MeZKVjZe8qQu69MWS1EROQ8NmARkdeyFTatAcvSIJyA5YsrCA+vBkoP/v8ve9fJVkFVNFQgszRTVVV+L1+4fjA8NgihkfI99kTeJvKsswDhCrmKH7mG0FdtLtiMBYcXiOMvan8R0iLTFFZErhISbkFap1hR7MFtRairlq1GJvKU0s8/h6Nctkak2hSMH1opnDgBYM3BElz+zhpc8tZqrNzHRizyPZnrClBXJftZkNo+GnEp4YorIiIKAKYg4Ly3gGH3qM27/j3gi0uAOtk9MSJv0yOxB+7p6/y/kw92fIC5B+cqqIj+FD56NMKGyj9bWbOzUfzOOworco+kjEi0EN6DAYD1cw8prIaIiJzFBiwi8lpNXkEYSBOwtnz+t1+m2uxoZpOdRuMawsYrOCS72ZTE6VfkZ8zJyQgd0F8UW7l4CexlZWoLIpfTdR0vbXhJHB9qCsXkbpMVVkSu1la4htBh07F/Y4Hiaohcx1FTg5IPPhDH/9BqCKotIQor+q+1WSW4/N01uPitVVieyUYs8g26rmProiPi+G4j2axNRCSmacCoh4FzXgE0o7q8++YD748Dyo+qy0nkQZd1uAxntTrL6TyPrngUu0t2K6iIAEDTNCQ//BA0s1mco/idd9GQlaWuKDfpfUaGOPbwjmLxcwsiIlKPDVhE5LWauoLQYpU1YNX4WgNWQw2wffY/frtPrWw13ob8Dc5WFDAKDsn+jiVmsAGL/E/UOefKAq1WVPw6T20x5HJLji7BxoKN4vhru1yLuJA4hRWRq7XsHg+TWfZxcc8ariEk31H65Vewl5aKYmtMQfi+jdrpV8ezLqsUV763Bhe+uQrLMgvZiEVeLXd/OYqOVIliI+KCkdEtXnFFREQBqNfVwBXfAJYIdTkLdgDvjAZyNqnLSeQhmqbh0YGPon1Me6fy1NnrMHXRVJTWyT5P0D9Z0tMRd+NEcbxutSLviSd97jNTSptopLSNFsdv4BQsIiKvwQYsIvJaTZ2AZbZWAbqjydfxuRWEu38GjjPtS7qGcH3eejgEf26BRtd1FAhXELIBi/xRxJgx0IKDRbHlXEPoU2wOG2ZsmCGOjwuOwzWdrlFXELmFJdiElt1lD8Fz95WjoqhWcUVE6jnq6lD8/vvi+G19TkOlJUxhRSe34VAprnpvLS54YyWW7mUjFnmnrQvl01G6Dm8Og0G25pqIiP5Hm9HA9XOBiBR1OavygA/OOHZvksjHhZhC8NLIlxBpce6+bXZVNu5Zcg9sDtl2CvqnuEmTYE5NFcdXL1+Oyt9/V1iRe/RxYgrWgc2FKM6WHYIgIiK12IBFRF7LVtS0BiyD7jjWhNVE1jo7bA32Jsd5zP+sH/xTnzrZBKzS+lLsLd3rTEUBobywFvU1gg/SGpDYQuGJQyIvYQwPQ8To0aLY2o0b0XBEvpqG3GvO/jnYX75fHH9z95sRag5VWBG5S7v+yeLYvevyFVZC5BplX38DexOn7v5JCw7GlS88gO9vHYzh7RIUV3ZyGw+X4er31+L8N1Zi8Z4CNmKR16gsqcOBzU37HP8nk8WAjoObKa6IiCjAJXcFblxw7P+qYq0BvrwCWPkqwPcg5OPSItLw3LDnYNCce1S6Jm8NXtrwkqKqyBAcjKSHHnIqR/7Tz8BRU6OoIvdo3iEGSS3lDYEbfuUULCIib8AGLCLyWvbCpj8MsRxnMlRj+Mwawooc4MDi436phc2GeJuskWx1zmonigoM0j3qMUmhsISYFFdD5B2izj1HHMspWL6hzlaHVze/Ko5Pj0zH+e3OV1gRuVNap1iERJhFsXvX5LEphLyao74exe++K46PufRSmOLi0CMtGh9d3w/f3TwIQ9u6d3XapsNluPaDdTjv9ZVYxEYs8gI7lmZDd8j+Hrbvn4zgMNnPHCIiOonIFOC6X4F24xQm1YHfHgJ+ngbYOfWHfNug1EGY2muq03k+3vkx5uyf43xBBACIGDUS4SNHiuNtubkoeuNNhRW5nqZp6DM+Qxy/b30+yvJ9q+mMiMgfsQGLiLxWU1cQAoDFKmzA8pU1hFu/OuGaRQ1AX+EawtW5bMA6lYIs2d8trh8kfxY2aBCMcXGi2Iof5/BBsQ/4bNdnKKgpEMff3vN2mA18mOqrjEYD2vZJEsWW5tWg8LDsZyeRO5TPmgVbgez7m2axIPb66/72e73TY/DJDf3xzU0DMai17Gej1OYjZbjug3WY8NoKLNydz5+v5BG2Bjt2LMsRx3cd2VxhNURE9DdB4cClnwP9b1Kbd/37wBeXAHWyQ4tE3uLaztdifMZ4p/M8vupx7CzeqaAiAoCkhx6EFhQkji/+8EPUHzigsCLXS+8ah7jm4aJYXQc2zOMULCIiT2MDFhF5JUd1tWhEbBBka/hqfWEClq4Dm7846UsG1MoasDbkb0CD3Qf+DDyoIEt2MykxnQ1Y5L80kwmRZ54him04dAh1W7cqrohUKq8vx3vb3hPHd43vijHpYxRWRJ7gzBrCPWvyFFZCpI7e0ICid94Rx0dffDHMiYnH/VrfjFh8fuMAfDlpAPq1jBVfQ2LL0XJc/+F6nPvaCizYxUYscq/M9fmoq7aKYpt3iEFciuxBExERNZLBCIx/Fhg/HXBy3drf7JsPvD8OKDuiLieRm2mahscGPYb2Me2dylNvr8cdi+5AcW2xosoCm6V5c8RNniRPYLUi7z//8anPRc5Owdq7Og8VRbXqCiIioiZjAxYReSVbsexDSrBZtoLPJ1YQZm8Eivac9CUDhBOw6ux12FK4RRQbCBx2h3iKR2JGhOJqiLxL1DnnimPLf+AaQm/2ztZ3UCmcLAkAd/a+E5qmKayIPCExPQLRSaGi2Mx1+XDYjz+5k8iTyn74AbacXFGsZjYjbuINp3zdgFZx+GrSAHw+sT/6pMeIriW19Wg5bvhoPc5+dTl+3Z4Hh3AlHFFj6bqOrYuOiuO7cfoVEZH79J8MXPYlYA5Tl7NgB/Du6GP3Lol8VKg5FDNGzkBUUJRTefKq83D3krthdcga0+nv4m64AeYWLcTxNatWo3LuXIUVuV7rngmISZbdh3E4dGz67bDiioiIqCnYgEVEXkmyfhAAQkJk39Z8ogFry+enfEmKzY4WVtmHu1U5q0RxgaAktwY2a9MfIBsMGuKFI4OJfEVw506wtG4tiq345RfoDT7w/TcA5VTl4PPdp/65cyJDU4eib3JfhRWRp2iahvb9ZWsIayutOLKrVHFFRM7RrVYUv/W2OD7qgvNhTm7cZDhN0zCoTTy+uWkgPrmhH3q2iBZfV2J7dgVu+nQDznh5GX7amgM7G7HIRXL3laPoSJUoNjI+GOld4xVXREREJ9XudOD6X4GIFHU5q/KBD84Adv2kLieRmzWPaI7nhz8Pg5NT4tbnr8cL619QVFVgMwQFIfmRh53Kkf/Ms7BXVSuqyPU0g4beTkzB2rkyB9Vlsk0xRETkPDZgEZFXshUWieJCIkyiOK9fQWirB7Z926iXStcQrs5dLYoLBAWHZOsH45qHw2Q2Kq6GyLtomoaos88WxdrLylC1fIXiikiF1za/Jj6tqUHD1N5T1RZEHtWuH9cQkv8o/+lnWI8KJ/WYTIi/8cYmh2mahqFtEzDr5kH48Lq+6J4WLbu+0O68Skz5fBPGvrQEszcdhY2T6UixrYvka6e6DG8Og4ETM4mI3K5ZN+DGBUByN3U5bbXAV1cCK18BfGjlF9FfDWg2ANN6T3M6z2e7PsP3+753viBC+NChiBgzRhxvKyhA0SuvKKzI9dr2SURkfLAo1mHjFCwiIk9iAxYReSXpBKyw6BBRXE2llzdg7f0VqCtr1EulDVg7inegvL5cFOvv8rNkDViJGZGKKyHyTlFnnyWOLf+Rawi9zZ6SPZizf444/uzWZ6NdTDuFFZGnRcaHoFkb2RqGg5sL0VBnU1wRkYxut6P4zTfF8VETzoU5NVUcr2kaRrRPxPe3HGvEcvdErP2F1bjzqy0Y/eISfL3uCKxsxCIFKkvqcGCz7ACVyWJAx0HNFFdERESNFpkCXDcXaDdOYVId+O1hYM7tgM3L77cSncDVna7Gma3OdDrPf1b9B9uLtiuoiJIeuB9aiOzZDwCUfPop6nbvVliRaxmMBvQelyGO37Es2ze2vhAR+SE2YBGRV7IVyW7ghsbL1r15/ZvRLV82+qX96uqhCU6ZOXQH1uetb3JcICiQNmClRyiuhMg7mVNTEdpXtm6uauFC2Ctk/8bINV7a8BJ0yE4rWwwWTOkxRXFF5A2kU7BsVgcObJY11hOpVvHLXDQcOiQLNhoRP2mSkjr+bMSadfMgfHx9P/RycyPWoeIa3PvdVox4bjE+XX0I9Ta7W69P/mX70mzowvWW7Qc0Q3CYWXFFRETUJEHhwKWfA/1vUpt348fAp+cDNSVq8xK5gaZp+NfAf6FjbEen8jQ4GnDHojtQVCt71kH/ZU5JQfzNN8sT2O3Ie+xx6A7fOYTSfkAywmOCRLE2qwObfucULCIiT2ADFhF5JVuR7EFdeLJsOkNtpWzNkltUFwOZvzX65VEOBzo1yBrKVuWuEsX5M5vVjpJs2Y74JE7AogASde45oji9oQEV8+YproakVuasxIoc+VrIyztejmbhnGThj9r0ToTBJFsRtZdrCMkL6HY7il5/XRwfddZZsLRoobCiYw92hrVLwHc3D8InN/RD7/QYpflPJbusFg9/vx3Dpy/GBysOos7KRixqGluDHTuX5Yjju41orrAaIiISMxiB8c8C458DNIWPjLKWAe+OBooy1eUkcpMQUwhmjJyBmCDn3qMX1BTgrsV3wWr34ucPPiLu2mtgadlSHF+7eTPKvv1WYUWuZTQZ0HNsujh++5KjqPX2zS9ERH6IDVhE5JWkKwjDU+NFcV49AWvHLMDRtNU90jWEa3LXiOL8WdGRKjgEJ7pNFgNikkNdUBGRd4oYOxaaxSKKrfhRvu6O1LE77Hhx/Yvi+AhLBCZ2naiwIvImwWFmZHSRvc86ursU1WX1iisiapqKX+ai4eBBWbDBgLjJk9UW9BeapmFo2wR8e9NAfHpDf/TNcG8jVl5FHR6fsxNDnl2Et5fuR3U914ZS4+xdl4+6atnDxOYdYhCbEqa4IiIickr/ScBlXwIW2YaB4yo5cKwJa/8idTmJ3CQlPAUvjHgBRs3oVJ6NBRvx7LpnFVUVuDSLBcmPPOxUjoIXXoStxHcm83Ua3AyhkbL7rbYGBzbP5xQsIiJ3YwMWEXkl6QpCc2KCaIVBQ60NNm898b316yaHSBuwsiqykFuVK4r1V/nC9YMJLSJgMPLHLAUOY2QkwkeNEsXWrFsHa3a24oqoqX468BP2lO4Rx0/sOhFRQbJJlOQb2veXrSHU9WMP6Yk8xdnpV5HjxyOolfykdWNpmoYhbePx9eSB+Hxif/TLiHX5Nf+qqKoeT/2yG0OeXYjXFu1DZR1P6dOJ6bqOrYuOiuO7jUpTWA0RESnT7nTg+l+BiBR1OevKgU8vANa9py4nkZv0Te6Le/re43Ser/Z8hVmZsxRUFNjCBg1CxPhx4nhHeTkKnnteYUWuZbIY0WOMfBLz1sXZqK3y4uEDRER+iE+GicgrSSdgmRISERolOxHglWsIi/cDR9c2OaxnfT2CIFsTtDp3tSjOXxUckjVgJXL9IAWgqHNkawgBoHzOTworoaaqs9XhlU2viOOTQpNweYfLFVZE3ii9SxyCQk2i2D1cQ0geVPHLL/LpV5qG+JtcN/3q+JfUMKhNPL6aPACf39gf/Vu6txGrtMaK5+btweBnFmLG/L0or/HCz0nkcbn7ylB8tEoUGxkfjPQucYorIiIiZZK7AjcuAJK7qcup24GfpwFz7wPsnLZJvuXyDpfjnNbye15/emL1E9hSuEVBRYEt6f77YQiVb54onz0bNevXK6zItToPTRENHQAAW70dW+YfUVwRERGdDBuwiMjr6HY77MVNHwOrhYTAEBaKkAhZA5ZXriHc9o0oLEgHeka1FcWyAevvCrIqRXFJ6WzAosATPnQIjNHRotjyH3+Erjd93Sep8emuT5FfI59QdGuPWxFsClZYEXkjo9mANr0TRbHFR6tQnC17UE/kDN1uR9Fr8ulXEWPHIqit7H21szRNw6DW8fhq8kB8ceMADGjl3kasijobZszPxOBnF+K5ebtRUu2Fn5fIY7YulE+/6jqiOQwG2YEhIiJyk8gU4Lq5QLvxavOueRP44pJjU7GIfISmaXh04KPoHNfZqTxWhxV3LroThTWyw+d0jDkpCfG33eZUjrzHH4du9Y2DJpZgE7qfJp8eu3XxUfHacCIiajo2YBGR17GXlgIOR5PjTPHx0DRNvBO71tsasHQd2PKlLDY8CQNayW6QrM5dzSaIP9TX2lCWXyOKTcyIUFwNkffTzGZEnnGGKLbhwAHU7dipuCJqjJK6Ery77V1xfJvoNkpOgpJvaCdcQwhwChZ5RsUvv6AhK0scH3/zTeqKccLA1nH4ctJAfDVpAAa1du/koKp6G15btB+Dn1mIJ37aifwK2bpz8h+VJXU4sKVIFGuyGNBxUDPFFRERkUsEhQOXfgb0v1lt3n3zgffGAqVZavMSuVCQMQgzRs5AbLBzhyIKawtx5+I70WD3smcRPib2qisR1L69OL4+cx9KPvpIYUWu1W1Ec/FEcmudHVsWcAoWEZG7sAGLiLyOfP1gAgAgVDoBq9LLPvQcXQ+UCleldL0IA1IHikJL6kqQWZYpu66fKRSuHwwKMyEyPkRxNUS+IepcJ9YQ/vCDwkqosd7c8iaqrdXi+Gm9p8FoMCqsiLxZs1ZRiIiTTTvbuzYfuoNN3uQ+Tk+/GjMGwR06KKzIef1bxeHzGwfg68kDMbiNexuxaq12vLv8IIY+uwgPzt6GIyWygwrk+7YtOir+ft5hQDMEhcpWqBARkQcYjMD4Z4Azngc0hY+TCncD74wCDq1Sl5PIxZLDkvHiiBdh0mSNMH/aUrgFT615SlFVgUkzmZD8r385laPwtddhzc5WVJFrWUJM6D7aiSlYC4+gnqvliYjcgg1YROR1bEXCk7Tx8QCAkEjZzdyaci9rwNoqnH4FAN0uQcfYjogKihKFr87hGkIAyM+SNWAlpUdC07hSgwJTcLdusKSni2IrfvoJeoOXfS/2c4cqDuGbPbJ1twDQP7k/hqQOUVgReTvNoKG9cApWdVk9sveWKq6I6MScnn516y3qilGsX8tYfDZxAL69aSCGto1367Ub7A58vuYwRjy/GNO+2ox9BbKV3eSbGups2LkiRxzfdURzhdUQEZHb9LsRuOwrwBKuLmdNMfDxOcDmL9TlJHKx3km9cV+/+5zO813md/hq91cKKgpcob16IvqiC8Xxem0t8p70nUa4biObwxIia/5rqLNjixMrxImIqPHYgEVEXsdWKGzA+nMClnAFoVdNwLI1ANtnyWITOgLJXWHQDOif3F+UYnUuG7AAoOCQ7GFSYkak4kqIfIemaYgUTsGyl5aiaulSxRXRyczcOBM23SaOn9ZnGhtOA1C7fkni2D1r8xVWQnRi/jj96nj6ZMTikxv6Y9YtgzCqQ6Jbr2136Ji1KRtjXlqKmz/dgO3Z5W69PnnGntV5qK+RvXdI6xiD2JQwxRUREZHbtBsLXP8rEKmwmdbeAHx/EzD/McDhUJeXyIUuaX8JzmtzntN5nln7DNbmrlVQUeBKmDYNxpgYcXzVwoWoXLhQYUWuExRqRvdR8u+/WxceQX2t/B4gERE1DhuwiMjryFcQ/jEBS7iCsLbCixqw9s0Haktksd0vAf54GD4gZYAoxfr89bDaOZK2QDgBKzE9QnElRL4l6uyzxbFls2YrrIROZnPBZvx+6Hdx/FmtzkKnuE4KKyJfEZMcJv5Zt39jAWwNdsUVEf2T09Ovptyqrhg36NUiBu9f2xc/3TYEp3eWN0lK6Dowd3seznplOa55fy3WZQk/x5DX0x06ti6Sn5zvNlK+NoWIiLxEclfgxoVAah+1eZe/BHx9FdBQrTYvkQtomoaHBjyEbvHdnMpj0224a8ldOFrJyURSppgYJN59t1M58p54Ao4a31iv3m1UGizBRlFsfY0N2xYdUVwRERH9LzZgEZHXcXYFoXgCljc1YG2Vjh/WgK4X/f+vBjSTNWDV2mqxtWirsAb/UF1ej6rSelEsJ2BRoLOkpSGkVy9RbNWSJeKfA9R4uq7j+fXPi+MtBgtu63mbworI17QTriG01tlxcCv/jZNrOT39auxYBLdvr7Ai9+mSGoW3ruqDX6cOxZndmsHdQwqX7C3ERW+uwsVvrcLSvYXQdd29BZBLHdpRjLJ82cOpyPhgtOgSp7giIiLyiIgk4NqfgC7y1V/Htfsn4P1xQHm22rxELhBkDMKLI15EfIhz68DL6stw28LbUG1l86FU1HkTENK7tzjelpOLojfeUFiR6wSHmdFtlPxQw+b5R9BQxylYRESuxAYsIvI68glYzq0grPWWFYS1ZcCeubLYjCFA1H/H0KZFpCE1PFWUKtDXEErXD4bHBCEsKkhxNUS+J+rcc2WBdjvK5/ykthj6h/mH52NL4RZx/BWdrkBKeIrCisjXtO2TBM0g6+zYuyZPcTVEf1fx88/OTb+69RZ1xXhIh+RIvHZ5L/x+5zCc1zMVwn+uYmsPluDq99diwmsrMG9HHhwONmL5g60L5Sfmu41Kg8HdfxGJiMh1zCHABe8CIx5UmzdvK/DOKCB7g9q8RC6QFJaEF0e8CJPB5FSefWX78OCyB+HQuYZTQjMYkPyvRwGT/H+H4g8+RH1mpsKqXKf7qDSYg5yYgrWYE9eIiFyJDVhE5HVsRbIGLGO8cysIvWYC1q4fAbts8hK6XfKP35JOwVqdE+ANWOL1g5x+RQQAkePHQQuSNSOWz5rFiRkuZLVbMWPDDHF8dFA0JnadqK4g8kmhkRa06BQrij28o8R7Gt/J7+g2G4pel59e9uXpV8fTJjECL13SAwvvGoGL+zSHyc0NMFuOlmPyJxswbuZS/LA5GzY7Hyr5quKcKhzZVSqKtQQb0XFQM8UVERGRx2kaMOI+4ML3AVOwurxVecAHZwA7ZqvLSeQiPRN74oF+DzidZ+GRhXhji29MYfJGwe3aIfaaq+UJbDbkPf5vn7gfGRxuRteRzU/9whPY/DunYBERuRIbsIjI69gLhSsI/5iAZTQZEBTa9NMO9TU22G1e8EBg69eyOFMw0Omcf/z2gBRZA9a2om2oaqiS1eIHCg4JG7AyIhRXQuSbjJGRiDjtNFFsfWYm6nbuVFwR/enrvV/jcOVhcfzkbpMRaWGzKQHthWsIHQ4de9flK66G6JiKX34J+OlXx5MRH4bpF3bHortH4Ir+LWAxuvd20N78Ktzx5WaMfnEJvlx7GA3e8LmLmmTrAvn0q46DU2AJdm4yBBERebEuFwDX/gKEJ6nLaasDvrkWWDId8IGGCApsF7e/GBe2c34l55tb3sS8rHkKKgpMCbfcAlMzedN/zfr1KJ/9vbqCXKjHaWkwCadg1VVbsX0JV70SEbkKG7CIyOuIVhBqGkyx/53C4LNrCMuOAFnLZLHtxwPBUf/47f7J/UXp7Lod6/PXy2rxcbquoyBLtoKQE7CI/ivqvPPEseWzeNLVFSobKvHmljfF8WkRabik/T+nLVJgyugeD3Ow7IbfntVcQ0jqcfrVqaXFhuLJ87piyb0jcO2gDASZ3Htb6FBxDe6ftQ3Dn1uE95cfRE0DT177gtrKBuxZI2uc1TSgmxMn9ImIyEc07w3cuBBI7qo276Inge8mAtZatXmJFHug3wPontDd6TyPrHgEu0t2K6go8BjCwpD8kHNrUQumT4etVDb11Z1Cwi3oOjxVHL95/mFY6+0KKyIioj+xAYuIvIqjuhqOmpomxxljY6H9Zce3tAHL42sIt30jj+126XF/OyY4Bh1jO4pSrs4NzDWEFUV1qKu2imIT0zkBi+hPYQMHwJQsm5BT8dNPcDRwRZlq7217D2X1ZeL4O3rdAbPRrK4g8mlmixGteyaIYgsPV6I4O3AnbZJrcPpV4zWLCsFj53TGsvtG4sahLRFiljVTSuWW1+HfP+3E4GcW4uUFmSir4c98b7ZjWY54WnTL7gmIjA9RXBEREXmlqObAdb8C7c9Um3f7t8dWElbkqM1LpJDFaMFLI15CYkiiU3lqbbW4feHtKK4tVlRZYAkfPRrhI0aI4+1lZSh4drq6glyox2ktYLLIHvPXVlqxfSmnYBERuQIbsIjIq9iKnFs/+KcQX2zA0nVg61ey2NA4oM3oE355QDPZGsLVOYHZgCVdPxidFIqgUDYmEP1JMxoRde65olh7eTmqFi1WW1CAy6vOw6e7PhXHd0vohrHpYxVWRP6gnXANIQDsXpWrsBIKdJx+JZMYEYyHzuyE5feNxC0jWiM8yL1r4kprrHjx970Y/MxCPPnzTuSV17n1+nRqdpsD25YcFcd3H83pV0REASUoHLjkU2DwHWrz5mwE3h4JHN2gNi+RQgmhCZg5aiYsBtmziT/lVudi2uJpsNplB4QDmaZpSHr4YWjBweIc5d9/j+rVaxRW5RqhkRZ0GSafgrXp98OwNnAKFhGRamzAIiKvIm7Aio//269DI3xwBWHeVqBQOF64ywXASSaSSBuw9pfvR0FNgawmH1aQJWvA4vQron+KPm+COLZ81ix1hRBe2fQK6u314vi7+9wNTdMUVkT+ILVdDMKig0Sxe9bmw26XTVQh+l+cfuWcuPAg3DuuA5bfNxJ3jG6LqBD3HiqobrDjnWUHMWz6Itz/3VYcLKp26/XpxPZtKEBNuexzcnxaOJq1iVZbEBEReT+DARjzb+Dc1wGDwvcUVXnAB+OBLcIDrERu0CW+Cx4b9JjTeTYWbMSTa56EruvOFxVgLM1TEX/zzU7lyHvsMZ+YzN9jTAsYzcIpWBUN2LmMkwWJiFRjAxYReRVboZoGLJ+cgOXMzYNul5z0yz2TesIsvOGxJtf7T3uoVnCoUhSXmB6puBIi32fJyEBIr16i2Krly2EtCLwmUFfYXbIbc/bPEcePbjEaPRN7KqyI/IXBoKF9/yRRbG1FA47sKFFcEQUip6dfnX56QE6/Op7oUAvuHNMOK+4fhfvHd0B8uKzBUqrB7sCX645g1AuLcetnG7E9u9yt16e/03UdWxceEcd3H53G5m0iokDW8wrgmh+BkFh1Oe31wOxJwO+PAg5ObiHvdHbrs3Fdl+uczvNd5nf4cs+XCioKPHHXXQtL69bi+IasLBS//Y7CilwjLCoIXYbKp2BtnHcINk7BIiJSig1YRORVbIWForj/XUEY6msNWHYbsP1bWWxsayC190lfEmIKET84X50bWGsIHQ4dBYeFDVgZbMAiOp4o6RQsux0Vc+RNQ3SMrut4Yf0L0CE7NWnSTJjaa6raosivtB/QTBzLNYSkQsXPPzs3/eqWwJ5+dTzhQSbcNLw1lt83Eo+f0xkpUfIVHhK6Dvy8LRdnvbIcV723Bqv2F/P0vwfk7S8XH04JibSgbW9Zgy4REfmR9EHAjQuAeMXN7itmAl9cBtTJptgTudodPe/A0NShTud5du2zAXd/XgXNYkHyo486laP4rbdQf+Cgoopcp+fYFjCaZI/7ayoasH1ptuKKiIgCGxuwiMiriFcQJihaQeipBqyDi4GqfFlst0uARpwqlq4hXJ2zOqAedpTmVsNW3/RTH5pBQ0JauAsqIvJ9kePHQwuWPbgtmz07oL4HucKKnBVO3ay7sN2FyIjKUFcQ+Z3YZmHiJuSD24pQV2VVXBEFEt1mQ+Frr4vjj02/aqewIv8SbDbimkEZWHzPSEy/sBtaxoe5vYZlmUW47J3VOP+NlfhtRx4cDr4vcJctTky/6jo8VbwOhYiI/ExsK2Di70DrUWrzZs4D3j0NKN6vNi+RAkaDEc8OexYZkRlO5bHrdty1+C4cqjikprAAEta/H6LOPVccr1utyHvsMa+/LxkWHYROQ1PE8RvnHYJV8DyEiIiOj3dCiMir2IrUTMASryCs9FAD1tav5bHdLm7Uy6QNWAW1BThQfkAU64sKDslOzsWlhsFkMSquhsg/GMPDETF2jCi2Yd9+1G3frriiwGF32PHC+hfE8WHmMNzc42aFFZG/6jgwWRTnsOnIXC9sQicCUP7DD7AePiyO5/SrxrGYDLi4TxrmTxuOVy7riQ7JEW6vYdPhMkz6ZANOn7EU3204Cqvd4fYaAklFcS0ObJJ9PjeYNHR2YhUKERH5oeAo4PJvgH6T1OYt2gO8Mwo4sFhtXiIFIiwReGXUK4iwOPfeuaKhAlMWTEFFAye+NVXifffCGBUljq9Zuxbl3/+gsCLX6DW2BQwm2erv2korti/hFCwiIlXYgEVEXkW8gjD+fyZgiVcQemACQ30VsEu4YiutPxDbslEv7RTXCRFm2Ye9QBpzXJAlXD+YzvWDRCcTff754tiyWbMUVhJYftz/I/aV7RPH39DlBsQGxyqsiPxVmz5J4pt9XENIUnpDA4pef0Mcz+lXTWc0aDi7ewrm3jEU717dBz3Sot1eQ2ZBFe76ZgtGPLcYH63MQm0DT2u7wrbF2ZAe9m/XL1n8mZyIiPyY0QSc8RxwxvOApvAQY10Z8Mn5wJq3If7hReQiGVEZeH7Y8zBozj2OzarIwj1L7oHNYVNUWWAwxcYi8d57ncpR8OyzsJWWKqrINcJjgtFpsHwK1qbfOQWLiEgVNmARkVeRriA0/k8DVkiEWZTHIysId/8MWGtksd0uafRLjQYj+jXrJ7rM6pzAacDKz5KdJEpMd/8UACJfEtqvH0wpzUSxFT//Akd9veKK/F+trRavbnpVHJ8YmogrO12psCLyZ8FhZrTqnnDqFx5HwaFKFOdUKa6IAkHZ7O9hzZaf1OX0KzlN03BapyTMvmUQPp/YH4Nax7m9huyyWvzrxx0Y8uxCvLowE+U1XGeqSkOdDTuX54jju49qrrAaIiLyO/1uBK78FgiST6X5B90OzL0HmHMHYPPQhgOiExiUOgh39b7L6Twrc1bi+fXPK6gosESdfx5C+/QRx9vLylAw/TmFFblGr9PTYTDKp2BtW3xUcUVERIGJDVhE5FXEE7ASEv/+a7MRlhBTk/PUVVthd/cqi61fyuIMZqDzeU0Kka4hXJe/DlaH/z/QsFsdKM6WPQBOaskJWEQnoxkMiJ4wQRTrqKhA1cKFagsKAJ/s/AQFtQXi+Ck9piDEFKKwIvJ37QfI1hACwJ5VeQoroUDgaGhA0ZtviuM5/UoNTdMwqE08Pr9xAGbdMgijOySeOkix4uoGPP/bXgx6ZgGe/Hkncstr3V6Dv9mzOg8NtbLpCqntoxHfnIdTiIjoFFqPAibOB2IaN9m/0TZ+BHx8LlAtO+RL5CpXdboK57Q+x+k8n+36DN/s/UZBRYFD0zQk//txwCw7tA8A5bNno3rNWoVVqRcRG4yOg2SHXwFg02+H0VDHCWtERM5iAxYReQ3dboe9uKTJcVpICAxhof/4fenKg7pKNzYaVeYBBxbLYtudDoQ2bS3UwJSBoktVW6uxo2iHKNaXFB2tgsPe9FHlJrMBsc3CXFARkX+JEjZgAUDZrNnqCgkAxbXFeH/7++L4tjFtldwYpMDSolOs+P3XnjV5cLi7CZ58Wtk338CWK19fyelX6vVqEYP3ru2LX24firO6NYMmO3wtVt1gxzvLDmLY9EW4+5styMyXrRYPdLpDx5aFR8Tx3UelKayGiIj8WkI74MaFQMZQtXkPrwTeHgnkbVebl8gJmqbh0YGPoltCN6dzPbX6KazN9e5mIG8T1KoV4m+80akcef/6FxwN3j1hr/f4DPEUrLpqTsEiIlKBDVhE5DXspaWAo+kP3kwJCdCOc3df+gCwxp1rCLd9C+jCh43dLm5ySIuIFmgWJjsFsSp3lSjOl+RnlYvi4tMiYDDyRyrRqVhatBCP/K5esQLW/HzFFfmvN7a8gWprtTj+rt53wWgwKqyIAoHBaED7/rIpWDUVDTi8s+mN+BSYHHV1KH7rbXF8xPhxnH7lQp1SIvHq5b2wYNpwXNS7OUwG93ZiWe06vt1wFGNeWoqJH63Duix+b2mKQzuKUV4gmyIWmRCC9K7xiisiIiK/FhoLXDUb6DtRbd7yw8B7Y4Fdc9TmJXJCkDEIM0bMQGKoc1NjbboN05ZMw5EKedN8IIqbPAmW9HRxfENWForffkdhRepFxAaj05AUcfym3w6LJ+ESEdExfFpMRF5DvH4w/vg3eEMihA1Yle5swPpaFhccBbQ9vclhmqaJ1xCuzlktivMl+QcrRHGJGVyxQdRYUec1bXXq/3M4UP7Dj2qL8VMHyw/i273fiuMHNhuIwamDFVZEgaT9QPkawt1cQ0iNVPbVV7AVCFesahoSpkxRWxAdV6uEcDx3UXcsuXckrh2UgWCz+29Bzd9VgIveXIUL3liJ33bkweFo+rTbQLNlgfxBXreRzWFwc8MdERH5AaMZOPMF4MwXAYNJXV5rNfDVlcCS6YDO9wDkHRJCE/DyyJcRZAxyKk95fTmmLJyCygZOfW0sQ1AQkh9/zKkcxW+9hfoDB9UU5CK9x6XDYJK9J6+vsWHrIjb2ERE5gw1YROQ1bEVForgTNWBJJ2DVumsCVlEmkLtFFttpAmAOFoVKG7C2FG5BRYOsQclXSBuwkjIiFVdC5L8ix50OLfSfa2Mbo3z2bOi8aXpKMzbMgF23i2I1aLirz12KK6JAEpcSjsR0WWPywa2FqKt24ypo8kmOmhoUOXHqOPKssxDUurXCiuhUUqND8Ng5nbHivlG4bVQbRAYrfLDaSBsOlWLSJxsw5qUl+HrdEdTbZD8n/V1xdhWO7i4VxVqCjeg4SDZtmYiICADQ9wbgqu+BkFi1eRc9CXxzLdAgnxJNpFLn+M74z+D/OJ3nQPkB3Lv0XtgdfG/bWGEDBiDq3HPF8brVirzHHvPq+5PhMcHoPDRVHL95/hHU1/DeDBGRFBuwiMhr2AqFDVgJCcf9/dBIsyif21YQbpNPJ0H3S8Wh/Zr1E8XZdTtW5fjvGsK6aivKC2WrNpJasgGLqLEMYWGIHDtWFNtw8CDqtggbVwPEhvwNWHhkoTj+7NZno31se4UVUSDqMFD2AN5h07FvPVeN0smVfvEl7MXFsmCDAfG33Ky2IGq0uPAg3DW2PVY+MBoPntEBiRHOnfqX2F9YjXu/24qhzy7Cm0v2o6KODxb+avP8w+LYjoNTYPFAcx0REfmZlkOBSYuAxE5q8+78Hnh/HFDGyS7kHca3HI9J3SY5nWd59nK8uOFFBRUFjsT77oUxKkocX7N2LcpnzVZYkXq9T0+HUTiBuL7Ghi0LjyquiIgocLABi4i8hq1Y2oCleAWhOxqwdB3Y9o0sNqoFkCabYgUA8SHxaBfTThS77Ogy8XW9XX6WbPpVcJgZkfEhiqsh8m9R5wvXEAIo8/IbHJ6k6zpeXC+/6RZkDMJtPW9TWBEFqrZ9ksTj7ndxDSGdhL2qGsXvviuOjzr3XAS1bKmwIpIIDzJh0rDWWHbfSDx9fldkxMkmYzqjoLIez8zdjcFPL8TTc3ehoKLO7TV4m+ryeuxdK2uC1bRj6weJiIiUiMkAbvgNaH+m2rx5W4F3RgKH16jNSyR0a49bMSZ9jNN5Pt75MWZlzlJQUWAwxcYi8d57nMqRP326eKOLO4RFB6Hz0BRx/Jb5hzmhnIhIiA1YROQ17MUlojhjXNxxf1+6grCq1A0333M2ASX7ZbHdLgIMzn37lq4hXJ69HA7d4dS1vZV0/WBiRiQ0TfaQmShQhfbpA3Nz2UO6il9+gaOOD0mPZ96hedhatFUcf1Wnq5AclqywIgpUweFmtOx2/Ab5UynIqkBJDleD0PGVfvYZ7KWy9WgwGjn9yssEmYy4rF8LLLhrBF69vCc6NXP/VNnKehveWnIAQ55dhPu+3Yp9BVVur8FbbFt0FA67bJVKy+4JPJRCRERqBUUAl3wKDL1bbd7qQuDDM4ENH6nNSyRg0Ax4YvAT6Bjb0elc/1n9H6zLW6egqsAQdf75CO3TRxzvKC9H/lNPK6xIvV6np8MknILVUGfHlgWcGEhEJMEGLCLyGvZSWQOW6QQNWGHRspUWVaX1orgmcWb9YNeLnb780OZDRXHFdcXYVbLL6et7I2kDFtcPEjWdZjAgasIEUayjqgqV8xeoLcgPNNgbMHPDTHF8TFAMru9yvcKKKNBJ1xACwO7VuQorIX9hr6pC8fvvi+Ojzz8PlrQ0hRWRKkaDhrO6peDn24fgw+v6on/LWLfX0GB34Kv1RzDmpSWY9PF6bDgkbPTzUdZ6O7YvyxbHdx/N6VdEROQCBgMw+hHgwvcBU7C6vA4rMOd24Kc7AZsbNiEQnUSoORQvj3oZccHHf8bRWDaHDXcuvhOHK+QrpQOJpmlIfvwxwGwW56j45RdULVmirijFwqKC0Hl4qjh+y8IjnIJFRCTABiwi8ho24QQsU+zxb9CHx8g+mFeVuHiyisMObP9OFpvUFUjs4HQJvRN7I9QkW/Wx9OhSp6/vbXRdR4FwBSEbsIhkpA1YAFD2nRNNrH7qqz1f4WjVUXH8Td1vQoQlQmFFFOhadIpFiHAa6d41eXA4ZFNYyH+VfPQRHOXlsmCzGfE33aS2IFJO0zSMaJ+IryYPxHc3D8JpHZPcXoOuA7/tzMcFb6zERW+uxO878wPi+9HuVbmor7aJYuPTwtGsTbTagoiIiP6qywXA9b8CEfJ1Wse1/n3go7OBStkKXiJVksOSMXPUTFgMss/QfyqvL8etC25Feb3wc1OACWrdGvE3TnQqR+7jj8NR7b1TvHuNTYfJImsFsNbZsfl3NvQRETUVG7CIyGvYSopFcSdaQRgSYYbR1PRvc9UVDbDbXLhmL2s5UJUni+16oZISzEYzBqYMFMUuP7pcSQ3epKKoVnyaIymdDVhEEpbmqQjt318UW7NqNRqOcAz2nyoaKvDW1rfE8emR6bio/UUKKyICDEYD2veTNU9UlzfgyC5ZYz75J3t5OUo+lK+Jib7wAphT5Sd/yf16p8fg3Wv6YN7UYTi/ZyqMBvev/F6XVYobP16P015agi/WHkad1e72GtzB4dCdWi/S47QWXMlORESul9ITmLQIaN5Xbd4jq4G3RwBHN6jNS9RE3RO64/HBjzudJ6siC3ctuQtWBycXNUbc5Mkwp7cQx9tyclEwUz6R3tVCIy3oOlw+rXbroqOoreKkQCKipmADFhF5DbtwApYx5vgTsDRNQ3iMYA2hDlSXuXAN4bZv5LFdLlBWxtBU2RrCbUXbUFLnXw9FpesHoxJCEBwuH1NMFOiizpsgji37TjhJ0A+9u/Vdp043Tu01FWYDv5eRek6tIVzFNYT0XyUffQRHZaUoVrNYED95suKKyF3aJ0fgxUt6YPHdI3D1wHQECQ7YOOtAYTUemLUNQ55diJcXZKKk2r8eQGRtLUJ5Ya0oNizKgja9ExVXREREdAIRycA1PwHdL1ObtzIH+GA8sOlTtXmJmuisVmdhYlfnJjIBwJrcNXhqzVPQdf+f5OosQ1AQmj32mFM5Sj/5FLVbt6opyAV6jm0BU5BRFGut5xQsIqKmYgMWEXkFXddhL2l6U48WFARD2IlX6YXHChqwAFSVumgNoa0e2PmjLLbFICA6TVkpQ1KHiOJ06FiRvUJZHd5A2oDF9YNEzokcOxaGUNk61PJZs6HbZKty/MnRyqP4dJf8JnHPxJ4Y3WK0woqI/isuNRwJLWSrLQ9uLhJPpyT/YistRclHH4vjoy+5BObkZIUVkSekxYbi3+d2wYr7R+HWka0RGWxyew1FVQ148fe9GPTMAjzy/XYcKvbeVSNNsXm+/IFKt1FpoqnTREREYuZgYMIbwNgnAE3hzyB7PfDDrcAv9wJ2fg4hz7mt520YmTbS6Tzf7v0Wn+z8REFF/i9s4EBEnXuOPIGuI/fhR6BbvfN7R0iEBd1GODEFa3E2air86xAKEZEr8S4JEXkFR1WV6A2qMS72pOsOImKCRfVUlrhoAlbm74B0SklXddOvACApLAntY9qLYpdlL1Nai6flZ7EBi8gTDKGhiBg/ThRrKyhA1dKliivyPTM2znBqrPy03tO4NohcSjoFy25zYN+GAsXVkC8qef8DOKpljS5aUBDibnT+BDl5j/jwINxzegesfGA0Hj6zI5IjZZ/3nFFndeCT1Ycw4vnFuPnTDdh4uNTtNaiSn1WB3H2yz6emICM6DUlRXBEREVEjaBow6Dbg8q+BIMX35ta+BXw8AagqVJuXqJEMmgHPDH0G7WLaOZ3r+fXPY/GRxU7nCQSJ998PY0yMOL5+714Uv/e+worU6jmmBczCKVi2ejs2cQoWEVGjsQGLiLyCvbhYFGc6wfrBP4XHym7Iu2wClnT9oMEEdDpPbS0AhjaXrSFckb0CNod/TJ6x2xwoPCJbaZOUEaW4GqLAE32BvLm07JtvFVbiezYXbMa8rHni+DHpY9AjsYe6goiOo13fJBiMsiY/riEkW3ExSj77TBwfc/nlMCdyPZo/Cg8yYeLQVlh670g8f1F3tE0Md3sNug7M3Z6H819fiQvfWIl5O/LgcPjWmhdnpl91GtQMwWFcYUxERB7UdgwwcQEQ21pt3kPLgbdHADmb1OYlaqRQcyheGfUKYoNP/uzjVHTouHfpvdhTskdRZf7LFBODpAfudypH0euvo/7gQUUVqRUcbka3UfIpWNsXH0V1uYuGFhAR+Rk2YBGRV7AJ1g8CxyZgnUx4jHAFoSsmYNVXAnt/lcW2HgWExamtB8Cw5sNEcRUNFdhWtE1xNZ5RdLQKDlvTH5QYTBrim7v/QQ+Rvwnp2ROW1rKbpVVLlsCan6+4It/g0B2Yvm66ON5kMGFqr6nqCiI6geBwMzK6xYti8w9WoDTPP1Z8kUzxO+9Cr6kRxWohIYibeIPiisjbWEwGXNi7OeZNHYb3rumDfhnOPaSSWn+oFJM/2YDRLy7BZ2sOoc5q90gdTVFRXIv9G2XTPTTt2PpBIiIij0toB9y4AGjl/Mq2v6k4Crw/Dtjyldq8RI2UEp6CmSNnwmxwruG91laLKQunoKi2SFFl/ivy7LMRNmSIOF5vaEDevx6DrnvnoYwep7WAJVg4BcvqwIa5hxRXRETkn9iARURewS5swDLFnrwpyasmYO3+GbAJ83a9SG0tf6aN74pIi2xU97Kj/rGGMP+gbP1gfPMIGM38MUrkLE3TEH3hhbJghwPls2apLchH/HrwV6caYS9pfwlaRLZQWBHRiUnXEALArpWcghWorPn5KP38c3F87JVXwBSn/gADeSeDQcPojkn4+qaB+O7mQRjbKckjdRwsqsZDs7dj0DMLMWP+XhRXee8p8a2LjkIXTuxq1SMBUQkhiisiIiISCokBrvgWGHCL2ry2OmD2JODXBwG7f2wCIN/SI7EHHh/0uNN58qrzcPvC21EnfTYRIDRNQ/Jj/4IWIn+fW7N2Lcq/+05hVeoEh5nRbbT8EMWOZdmoKK5VWBERkX/ik2Mi8gq2Yu+agFXpiglY0vWDphCg/Rlqa/kztcGEwSmDRbHLsv2kASurXBSX1FLWuEZE/xQ14VzALDvRV/btd9AdDsUVebc6Wx1mbJwhjg83h2Nyt8nqCiI6hRadYxESIfs3vnt1Huz2wPo3TscUvfEG9IYGUawhNBSx11+vuCLyFb3TY/D21X0wf9pwXNInDRaj+299lVQ3YMb8TAx6ZiEe/n4bDhZ51zS/+lobdi7PEcf3GMMmbiIi8jJGEzDuaeCcVwEnJwb9w+rXgE/PA6qL1eYlaoSzW5+NG7ve6HSebUXb8NDyh+DQ+fn6ZCzNmyPhttucypE//TnYCmWTZl2tx+g0WEJMoliHXcf6X7LUFkRE5IfYgEVEXsFeIvsAa4o9eQNWRIyXTMCqKgT2L5LFdjgDCHLdqruhzYeK4naX7EZ+te+v/irIqhTFJWWwAYtIFVNMDCJOGy2KtWZno3rVKsUVebdPd32K3Gr5VKAbu92ImOAYhRURnZzRaEC7/smi2NqKBhzaxgcdgabhyBGUfSs/NRxzzdUwxfD7XKBrkxiOZy/shmX3jcTk4a0QESR70OCMepsDn64+jFEvLMbkT9ZjfVaJV6wk2bk8B9Y62ZrE5FaRSG4VpbgiIiIiRXpdBVz3CxAu+/xxQgeXAm+PAHK3qs1L1AhTek7BmPQxTuf57dBveH3z6woq8m+xV1+F4M6dxfGOigrkPfWUworUCQo1o8dp8ilYu1floSy/RmFFRET+hw1YROQVbCWlojjjKVYQWkJMoo7++hobGuoUjpbe+T2gy25wu2r94J8GpQyCBk0Uuzx7ueJq3Kuu2ir+wMAGLCK1Yi6Sf68r+/ZbhZV4t+LaYry77V1xfGp4Kq7oeIXCiogap8MA+RrCnSvkU1rINxW9+hpgk70XN0REIO7aa9UWRD4tKTIYD4zviBUPjMID4zsgMUI2JdkZug7M25GPC99chQmvr8SPW3Jg9dB0P4fdga0Lj4jju4/m9CsiIvJyaf2ASYuB5n3V5i0/DLw3FtgWOPcgyDsYNAOeHPIkOsfJm4L+9NbWt/Dj/h8VVOW/NJMJzZ74D2A0inNUzv0VlQuFB/JdrNuoNASFyg6n6A4da386qLgiIiL/wgYsIvIK9mLhBKxTrCAEgIhY2Q32qlKFawil6weDo4HWsqkwjRUXEocu8V1Esb6+hrAgq0IUFxRmQlSifBc8Ef1T6IABMDdvLoqtnL8AthLZKltf8/rm11Ftla8xmtp7KoKM7n/wTBTfPBzxabKJnoe3F6t9X0ZerX7/fpTPmSOOj732GhijOJ2H/iky2IzJw1tj2X0jMf2CbmiVEOaROrYcKcPtX2zC8OmL8PbS/Sivtbr1+vs3Foq/p0bGB6NVzwTFFREREblAZDPg2p+BnlepzWurBb67Afj9UcAhPGxLJBBiCsEro15BUmiS07n+tfJfWJe3TkFV/iu4Y0fEXXetUzny/v1v2Kuq1BSkUFCICT1Okx+qyFyfj+Js7/vvIiLyFmzAIiKvIH1wbow5dQNWuKfXEJZmAUfWyGI7TwBMFjV1nIR0DeGqnFWw2t37wEClfGEDVlJGJDRNNjWMiI5PMxgQfeEFsmCrFeXf/6C2IC+0r3Qfvs2Un7TtntAdp6efrrAioqbpOChFFKfrwO5V8rWb5FsKX34FcMgmAxmiohB79dWKKyJ/E2Qy4uK+aZh/53C8fVVv9GoR7ZE6csrr8NQvuzHo6QV4fM4OHC52/SoPXdexef5hcXy3UWkwGPg5iIiIfIQpCDjnFeDMFwCD4lXEK2YCn10I1ATGYTDyDgmhCXh19KsIMTl3MNjmsGHqoqk4WM5JRicTf+utMKfJ1/XZ8vJQ+OKLCitSp9uo5ggON8uCdWDNjwfUFkRE5EfYgEVEXsGVE7DCY4QTsEoUTVrY/p08tsuFamo4hWGpw0RxNbYabCzYqLga93GmAYuI1Is673zxeO+yb7+FruuKK/Iuz294Hg5dvq7onr73sHmUPKpdvyQYTbKPoLtW5kB3+Pe/cQJqd+xA5bx54vi4iTfAGBGhsCLyZwaDhrGdkzHrlsH49qaBGNspCZ74MVndYMcHK7Iw4vlFuPnTDdhwqMRl72ly95Wh4FClKNYSYkLHQfJ1skRERB6haUDficA1c4AwxVMc9y8E3hkJ5O9Qm5foJDrEdsAzQ5+BBufeuFY0VODWBbeitK5UUWX+xxASgmaPP+ZUjtLPv0DNOu+bNmYJNqH3uHRx/MEtReJnK0RE/o4NWETkFWylsjf6xthGNGDFyiZgVaqagLVNOK0kIgVIH6SmhlPoGNcRscGn/rM8nmVHfXMNoa7ryD8o+5CQyAYsIpcwJyUifPhwUWzDgQOo3ei7DaGnsiJ7BVZkrxDHj88Yj+4J3RVWRNR0wWFm8eqqiqI6HN3LG8P+rnDmTHGsMT4esVdcobAaCiR9MmLx9tV9sGDacFzRvwWChM2iznDowNztebjgjVWY8PpKzNmSA5td3nh9PJvnHxHHdh6aAkuw4ukhRERE7pI+CJi0BEjpqTZvaRbw7mnOHcAlaqJRLUZhWu9pTuc5UnkEdyy6A/V2RQfR/VDYoEGImjDBqRy5Dz8CR52iZ00KdRmWirAo+fYVTsEiIjo+NmARkcfpDgfsghWEhrAwGIJP3VwVIZ2AVargg0f+DqBgpyy2y/mAQTYJpqkMmgFDUoeIYpdmL1VcjXtUFNWhrkq2PjGpJRuwiFwl+kL55L+yr79RWIn3sDlseH798+J4i8GCO3rfobAiIrlOQ2RrCAFg1wquIfRnNRs3onqpvLE/fvJkGEJDFVZEgahVQjiePK8rVt4/ClNPa4vYMNevgz+eLUfKcNsXmzD8ucV4Z+kBVNQ5v/a9LL8GB7cWiWINBg3dRjZ3ugYiIiKPikoFrvsV6H652rzWGuDb64FfHwTszv/MJmqMazpfgwvaXuB0nk0Fm/DIikf8fqq8MxLvu7dRgwBOpOHQIRS9+qrCitQwWYzoc2ZLcfyRnSXIyeRBOSKi/8UGLCLyOHt5OeBo+snexr7plU7AqipRcCpBOv0KALpe5Pz1m2Bo86GiuIPlB3GkUn6S2lPys8pFcZEJIQgJ98yDGKJAED5sKEyJiaLYinnzYK/wv/HXs/fNxr6yfeL4KztdidTwVIUVEcmlto1GZEKIKHb/pgJx8zR5N13XUfjSDHG8KaUZoi+5WF1BFPDiwoMw9bR2WHn/KDwxoQtaxod5pI7sslo8+csuDHxqAf49ZyeOlNSIc21ZcAQQPldr0zcR4TGyz9VERERexRwMTHgdGD8d0BQffF39GvDxuUBlvtq8RMehaRoe6v8Q+iX3czrX3INz8drm1xRU5Z9MMTFIevBBp3IUv/8BardtV1SROh0HNUNkvPx9/uofDrB5j4jof7ABi4g8TjL9CgBMjW3AEt4odnoClq7LG7Di2gLN3LsqalDKIBiFNx6WZy9XXI3rFRysFMUlcf0gkUtpJhOiLjhfFKvX1aH8p58UV+RZVQ1VeHWT/JRcbHAsJnadqLAiIudoBg2dBjcTxTpsOvaszVNcEXmD6pUrUbNunTg+4ZZbYLCwQZ7UCzYbceWAdMyfNhxvXdUbfdJjPFJHdYMd7684iOHPLcLNn27AhkMlTXrQUVdlxe5V8imCPUa3EMcSERF5HU0D+k8Grv4BCI1Tm/vQCuDt4cDhNWrzEh2H2WjGiyNeRHpkutO53tr6Fn7Y94OCqvxT5JlnIGyY7AA7AMDhQO5DD0FvaFBXlAJGkwF9nZiClbuvHEd2yp7vERH5KzZgEZHH2YqLRXHGuMZ9QA6Plq0grCypc657/8haoPywLLbrRcduBrhRpCUSPRJ7iGKXHZWvi/EU6QQsNmARuV70BfIR6mXffOtXJ6/e3/4+SurkNzJu6X4LIiwRCisicl6HAc3Eb3N2rcjxq3/j9Mf0qxkzxfGW9HRETZigriCi4zAaNJzeORnf3jwI3908COO7JLv74xoAwKEDc7fn4YI3VuG811dizpYcWO2nnia9bclR2KxNnzoNAKnto5HQgu8liIjID7UcCkxaDCR3U5u3Mhf48AxgzdvHDugSuVBUUBReHfUqIi3O37N+bNVjWJcnPxjjzzRNQ7N//QuaE2vv6/fuRdE77yisSo12/ZMRkyz/71rzI6dgERH9FRuwiMjjpBOwjLGNO31sNBsQGtn0E/F2qwN11U6sudn2jTy264XyWCcMTZWd4libtxZ1NgUrG93EbnOg8HCVKDapJRuwiFzN0rw5wgYNEsXW79qFuh07FVfkGTlVOfhox0fi+FZRrXBBO3kzG5GrhEUHIb1rvCi2OLsaBYdkUyzJO1UtXIi6bdvE8fG33QbNZFJYEdHJ9U6PwRtX9saiu0bg6oHpCDZ75tba5iNluO2LTRj67CK8vngfSquPf5re2mDH1kVHxdfpcRqnXxERkR+LbgFcPw/oqnidtcMGzL0HmD0ZaJCvECZqjIyoDMwYOQMmg3Ofi2wOG+5YdAcOlB9QVJl/MaemInHqHU7lKHrzLdRnZiqqSA2DQUO/s1uJ4wsOVeLg5iKFFRER+TY2YBGRx0knYJliGz8iOjxGNgWrqkS4htBuBXbMlsWm9ALiWstinTS0uawBq95ej7V5axVX4zrF2VWw25p+Atxg1BCfFu6Ciojof0VffJE4tuwbJxpgvciMjTPQ4JCPJr+7z91O33wjchXpGkIA2LkiR2El5Em6w4HCmS+L44PatUPkGeMVVkTUeBnxYfj3uV2w8v7RmDamHeLCPLMGM6+iDtN/3YOBzyzAg7O3ITP/702qu1fmoq5KdrAoJjkU6Z0Vr2YiIiLyNpZQ4Py3gbFPApriR2ZbvwLeGwOUsKGFXKtvcl88Puhxp/NUNlTi1vm3OjWN3Z/FXHEFQnr0kCewWpHz8MPQ7XZlNanQumeCU8891sw5AIeDU7CIiAA2YBGRF7CXlIriTHGxjX5tRGyw6BqVJcKpTgeWADXCrv+u8qYDZ7WNbouk0CRRrC+tIcw/WCGKi28eDpPZqLgaIjqe8FGjYIxp3KTD/1Xx009w1Pj2CdPNBZsx9+BccfzAZgMxJHWIwoqI1ErvEieaUAoAmWvz0VBnU1wReULFL3NRv3evOD7hjtuhGXhbgzwrNsyC20e3xYr7R+Hp87uiVUKYR+qoszrw+ZrDGPPSUlz13hos2l0Am9WOzfMPi3N2H50GzeCBXYtERETupmnAoCnAlbOAENm9iBPK3w68NQLY86vavET/45zW5+Cm7jc5nedo1VHcvvB2n9p44S6a0YhmTz4BzWwW56jbshUlH3+isCrnaQYN/Z2YglWSU43MdfkKKyIi8l28U0lEHmcrkU3AMsY2vgErPEbWgFVVKpyAJV4/qAGdzxPGOk/TNPEUrGXZy3xm13d+lqwBK6lllOJKiOhEDBYLoiZMEMU6qqtRMdd3b2w6dAemr5sujjdoBtzd925oGh+YkvcyGA3oMFA2Bctab8f+jQWKKyJ30202FL3yijg+uFs3hI8apbAiIucEm424rF8LzL9zON69ug8GtvLc5KhlmUW47sN1uO6Jpagokj04C4kwo33/ZMWVERERebnWI4FJi4GkLmrz1pcDX1wCLHoKcDR9Kj9RY93S/Rac0fIMp/NsKdyCB5c/CIfOv6//K6h1a8TfeotTOQpnzkTDYflBCVdI7xqHpJaR4vh1Px2E3c6/L0REbMAiIo+zF8vG2TapAStWuoJQcLPaWgvs/ll0PbQcCkTKV/KoMCx1mCguuyobBysOKq7GNaQTsJIyIhRXQkQnE33hBeJYX15D+POBn7GtaJs4/rw256FdTDuFFRG5RsdB8vc8u1bkKqyEPKH8++/RcOiQOD5x6h1sNCWvZDBoOK1TEr6YNAA/3TYE5/dMhckTU6R0IKNIvtqky7BUmCyc/ktERAEoJgO44TfXHJJd8izw+cVADde7kWtomoZ/D/43eiX2cjrX74d+x4vrX1RQlf+Ju+EGBHXsKI7X6+qQ+8ijXnWgXdM0DDhXPgWrvLAWe1blKayIiMg3sQGLiDzOXiL7wGmKa/yJYvkELEEDVubvQEOl6HqeXD/4p/7N+sNskI3Q9YU1hHXVVpTly1aTcQIWkXsFtW6NkN69RbG1mzejPjNTcUWuV2OtwYyNM8TxoaZQTOk5RV1BRC4UnRSK1HbRotjc/eUoya1WWxC5jaOhAYWvvy6OD+3XD6EDByqsiMg1uqRG4cVLemD5faNwy4jWiAqRryppqhY2A5Ltstt+JrMBXUc2V1wRERGRD7GEARd+AJz2GADFjdT7fgfeHgHkblGbl+gPQcYgzBg5Ay0iWjid66OdH+HzXZ8rqMq/aGYzmj3xH8AoP7BQs2YNyr72rgOkzTvEIrW9fA3rup8PwmaVHwIhIvIHbMAiIo+zCRuw3DEBq7JEsIJwxyzRtWC0AB3PlsUqFGoORZ+kPqJYX2jAKjwka44LCjUhKjFEcTVEdCrRF10oji379luFlbjHhzs+REGNfLXaDV1vQHxIvMKKiFyr4+AUceyuFTkKKyF3KvvyK9hy5FPMEqZO5fQr8inJUcG4d1wHrHpgFP5zbmdkxIW6/Jr96k3i2I6DUxASblFYDRERkQ/SNGDIncCV3wEhjb8P3Shlh4D3xgKbv1Cbl+gPMcExeP201xEV5PyB4mfXPYuFhxcqqMq/hHTujLjrr3cqR8Fzz8Ga511To5yZglVVWo/tS7IVVkNE5HvYgEVEHmcvLhbFmWIa34kfEeumCVgN1cDeeaJroe1YIER+ukCloc2HiuI2FGxAVUOV4mrUys8qF8UlZUTyQR+RB0SefjoMEbL1n2Xf/wBHba3iilwnrzoPH2z/QByfFJqEqzpdpbAiItdr3TMBlhBZk8Du1Xmw2xyKKyJXs1dVo+jNN8XxYcOHIbRXT4UVEblPqMWEqwZmYOFdI/DO1X3Qv6Xih7l/SLBraGmTncbXNKDHaWmKKyIiIvJhbUYDk5cAzXqozWurA76/Cfj5LsDWoDY3EYD0yHTMHDlTvO3iTw7dgfuW3odthdsUVeY/4qfcCkvLluJ4R1UV8h573KtWESa3ikJ618Zvn/lf6+dmob7WprAiIiLfwgYsIvIo3WqFvbzpDTGGqCho5sZ/cAiNsMBgbHrzTHV5Axz2JjzY2zMXsMrW26HL+bI4FxiaKmvAsjlsWJO7RnE1auUfrBDFJWZEKq6EiBrDEBKCqLPPEsU6ystR8ctcxRW5zoyNM1BnF6y+/cOdve9EiImT+si3mCxGtO+XJIqtq7Iia2uR4orI1Uo++lC8ghwAEu+4Q2E1RJ5hMGgY0ykJX00eiJ9uG4LzeqbCZFB32KNfnXz6VXynGETG8/0EERHR30S3AK6fB/R0waGnde8CH54BlHNqDKnXO6k3Hh/0uNN56ux1mLJwCo5UHlFQlf8wBAWh2ZNPHDvFIFS1eDEq5sxRWJXz+p8jn4JVX23Dpt8OKayGiMi3sAGLiDzKXlYmijM1Yf0gAGgGDWHRTV9DqDt0VJc34QTSjtlNvgYAwBwGtBsni3WBjKgM8Y74Zdneu4ZQ13XkZ8kasJJasgGLyFOiL7pIHFv6hW+M899SuAU/H/hZHN8toRvOaHmGwoqI3MeZNYQ7uYbQp9hKSlDyvnzSX8TppyO4UyeFFRF5XpfUKLx0SQ8sv28Ubh7RGpHB8uYpAIh0aOhglU2/AoDnD+XiwjdW4qetObA25TASERGRvzMHA+e+Cpw9EzAqXtV7dB3w9nDgoPfeVyXfdXbrs3FL91uczlNSV4Jb5t+Csroy54vyI6G9eiHm8sudypH35FOwFhQoqsh5CWkRaN0rURy/ZcERVJfXK6yIiMh3sAGLiDzKJjz9bmxiAxbgzBrCRr5RrCsHMn8TXQPtxwGWMFmsi0jXEC49uhQO3Ttv1FcW16G20iqKTeIELCKPCe7YEcGdO4ti67ZvR+027x6Rrus6pq+d7lSOe/veyzWp5LMSWkQgoYVs1ejhnSWoLJFPjiP3Kn7rLTiqq2XBBgMSbr9NbUFEXiQ5Khj3jeuAVQ+Mxr/P7YyMuFBRnt51Jhgge0+QZbKjwKRj/aFSTPl8E4Y+uwivLsxEURUfnhAREf2/3tcC1/8KRDZXm7e6EPj4XGDFy4AXrSMj/3BT95twVivZhPm/yqrIwh2L7kC9ne8P/ypx2p0wp8gPlznKy71uFWG/s1uKB3vZGhxY/0uW0nqIiHwFG7CIyKPsxcWiuKZOwAKA8JimT8ACgKrGPtTb/Qtgb8K0rL/q7D3rB/8kXUNYWFuIbUXe2ewgnX4VGR+MkAjFJ9uIqEmcm4L1pcJK1Pvl4C/YWrRVHH9mqzPRPaG7woqI3K/T4GayQB3YtTJXbTHkEtbsbJR+Lp9KGHX22Qhq3VphRUTeKSzIhKsHZmDBXSPw9lW90a9l4z/7BjuAbg3y6Vdrg2x/+3VeRR2e/20vBj29ENO+3oxtR8vFuYmIiPxKam9g8hKg5XC1eXU78PsjwFdXArVlanNTQNM0DY8Pehy9k3o7nWtjwUY8tPwhrz2E7QmGsDAk//vfTuWoWrjQq1YRxjYLQ7v+yeL4nctyUFZQo7AiIiLfwAYsIvIoW0mpKM4YJ2jAEk7AqixtZAPW9u9E+REUCbQ5TRbrQn2S+yDYKPszW3B4geJq1Mg/KFw/yOlXRB4XedZZMITKJkFU/PyzeOWtq9XaavHShpfE8cHGYEztNVVdQUQe0rZvEoxm2cfTXStz4HB4zylROr7CV1+DbpVNIoXJhPgpt6otiMjLGQ0axnZOxteTB2LOlCE4v2cqzMaTH0Hv0WCCRTj9Kt/owCHT8R+iNdgdmLUxG2e/uhznv74CP27hekIiIiKExQNXzQaG3Kk+9+6fjq0kzN2iPjcFLIvRgpkjZyIjMsPpXPOy5mHGhhlO5/En4UMGI+p85w7ae9sqwn5ntYThFJ9BTsTh0LH2xwOKKyIi8n5swCIij7KXSCdgxTU5JkI6AasxKwhrSoADi0T50eFMwCxrdHKlIGMQ+jfrL4pdcGiBV43L/ZO4AatllOJKiKipjOFhiDz3HFGsXl+Psu+/V1uQIh/u+BD5Nfni+Ou6XIfkMPlpNCJvERRqRpteiaLYqpJ6HN0lW2tN7lGfmYnyH34Qx8dcfDEsaWkKKyLyLV2bR+HFS3pgxX2jcPvotogL++d0XpMO9Ko3ia+xNsiGxvRubTxchtu/2ITBzyzEywsyUVjJ9TNERBTADEbgtMeASz4FLLK16idUmgW8OwbY8CFXEpIyUUFReOO0NxAb3PQD7v/rgx0f4Ivd8inH/ijpvnthTIgXxzvKy5H3r8e85tlKZHwIugxLFcdnri9A4eFKhRUREXk/NmARkUfZimUPy4yiFYSyJqdGrSDc9SPgsJ36dcfT5QJZnBsMaz5MFHe48jD2le1TXI1z7HYHCo/I3uwnteQELCJvEHPpZeLYsi++hO7wrkkNedV5+GD7B+L4xNBEXNv5WnUFEXlYpyHCNYQAdizPUVgJqVYwYyYg/B6shYQg/uabFFdE5JsSI4MxbUw7rLh/FKZf2A0dkv/7oLdzgxFhuux0ernmwB6zvUkxBZX1ePH3vRj8zEJM+2ozthwpE12biIjIL3Q8G5i0CEjooDavvR6Ycwcw+yagoVptbgpYzSOa4/XRryPEFOJ0rmfWPoOFhxcqqMo/GKOikPzoo07lqFq0CBU//qioIuf1Hp8Bc5B8zfnq7/crrIaIyPuxAYuIPEo8AcuNKwgbNQFr+yxRboTEAK1GyGLdYGTaSGjCFRbetoawJLsadmvTH/wZjBri08JdUBERNVVw+3YI6dNbFNtw6BCqV61SXJFzXt74MmptteL4O3vfiVCzbC0jkTdq1iYaUYmyG8AHtxQ17j0buV3Npk2oWiB/Xxh7zdUwJSQorIjI9wWbjbi4Txrm3jEUX9w4AGM6JqKvE9Ov1gXbIOzdOraecFM2zn1tBSa8tgI/bM5Gg827mt6JiIjcIr4tMHEB0GmC+txbvwTeGQ0U7lWfmwJS5/jOmD5sOgyac4+JHboD9y69F5sLNqspzA9EjhmDiHHjnMrhTasIQyMt6DGmhTj+8M4SHN1TqrAiIiLvxgYsIvIoW4nsjZdRsIIwXLiCsPJUE7CqCoCsZaLc6HgOYDTLYt0gITQB3RO6i2K9rQEr/2C5KC6+eThMZvkJDyJSy6kpWF9+qbAS52wr3IY5B+aI47vFd8MZLc9QWBGR52mahk6DU0SxukPHrpWcguVtdF1H4QsviuONUVGIu+EGhRUR+RdN0zCwdRzu75qOGIfsFl+tpmO7pWnTr05k85Ey3PHlZgx+diFmzN+LgspGTJMmIiLyJ0HhwEUfAmOfBDTF9xMLdwFvjwC2fas2LwWsEWkj8EC/B5zOU2+vx5SFU3Cw/KCCqvxD8iMPwxgTI453VFR41SrCHqelISRC/hxr1ez9XvPfQkTkamzAIiKPshcLJ2DFNv3Na1CoSTQqta7KClvDSW5I7/wB0IUnfLucL4tzo9EtRovidpfsxtHKo4qrkcs/WCGKS8zg+kEibxIxdgyMcU1vwgWAygULYc3LU1xR0+m6jmfXPetUjnv73ev0KUUib9R+QDI0g2wMy87lOXDYOXXFm1QvW4aa9evF8XGTJ8MYEXHqFxIFMF3XsXHeIXH8JosNVuH0qxMprKzHjPmZGPT0Qkz5fCPWZZXwgQsREQUOTQMGTQGu+REIUzzJ1VoNfHcD8NM0wMYJwOS8Sztcius6X+d0nvL6ctw8/2YU1hQqqMr3meLikPzoI07l8KZVhJZgE3qPzxDHF2RV4MBm/t0gosDApzZE5FG2khJRnOThu6Zp4ilYJ11ps/07UU6EJQIZQ2WxbiRtwALgVfvf87NkDVhJLdmAReRNDBYLoi+8UBbscKDs62/UFiTwa9av2FK4RRx/RsszxNMJibxdWFQQMrrKmiyrSuuRtU3W3E/q6Q4HCl58SRxvSk5GzOXyqYdEgSInswwFhypFsVbo2BhkU1zRf9kcOn7amouL3lyF8TOX4fM1h1HT4LrrEREReZWMIcDkpUDzfupzr38PeP90oDRLfW4KOFN7T8XpGac7nSe7Khu3LLgFVQ1VCqryfZHjxyPidOf+XPOefArWfO9YRdhlaCoi4oLF8au/P8BDc0QUENiARUQeZZc0YBkMMEZFia4XHit7g1hZeoLVCeXZwOFVopzodC5g8P7VdmmRaWgX004U6y1rCOtrbSjNqxHFJnECFpHXibn4omMnSgVKv/kautWquKLGq7HW4IX1L4jjg43BuLP3nQorIvI+nYemimN3LMtWWAk5o+KXuajfvVscnzDlVhiC5Td3iQLFpt8Oi2O3W+yoddOdwd15lXhw9jb0f2oB/j1nJw4WVbvnwkRERJ4UmQJc+zPQ90b1uXM2AW8NA/bMVZ+bAopBM+DJIU+iV2Ivp3PtLtmNOxffCavdc/fevEnyo48oWEX4L6+YJms0G9D/nFbi+LL8Guxe5fnNBERErsYGLCLyGEd9PRxVTT8NYYyOhmaUNS5FSCdglZxgAtaO2aJ8AHxi/eCfpFOwNhVsQlFtkeJqmq5AuH4wKNSE6MRQxdUQkbPMqakIHzFCFGsvLELlAs81h76//X3k1+SL46/tci2Sw5IVVkTkfdI6xYpPVR7eWYLywlrFFVFT6Q0NKJw5UxxvadUKURMmqCuIyE8VHa3Coe2yyX8O6FjvwulXJ1JZZ8P7Kw5i5POLcdV7a/D7znzYHZ5/oEREROQyJgtw5vPAhDcBk+IDBnXlwBeXAr8/Ctg5ZZLkgoxBmDlyJjIiM5zOtTp3NR5Z+QgcOqcdKVlFuHgxyn/4QVFFzmnbNwlxqWHi+LU/HYStwa6wIiIi78MGLCLyGNH0KwCmuFjxNaUTsKpONAFrxyxZIREpQNoAWawHSBuwdOhYfGSx0lok8g6Wi+IS0yOgGWRTdojItWIuu1QcW/rFlworabzsqmx8uONDcXxiSCKu63yduoKIvJTBoKHz0BRZsA7sXM4pWJ5W+u23sB45Io5PmHoHNJNJYUVE/mnjvEPi2LBWkWjZUjZZWpVlmUW48eP1GDZ9Ed5YvB8l1Q0erYeIiMilelwG3PA7EJOhPveKmcBHZwMVuepzU8CIDo7G66e9jthg+fOXP/184GfM3Cg/lONPVKwizH/qaa9YRWgwaBgwobU4vrqsHlsXH1VYERGR92EDFhF5jK1Y1oBljI0TXzM8RtiAVXKcBqzSLCB7g6yQzucBBt/5Ftwuph2ahzcXxXrDGsK8A7IGrCQPP5AgohMLGzIE5uay70s1a9agfv9+xRWd2gvrX0C9/QQTFRthau+pCDVzKh8Fho6DUmAwypqgd63Mhd3Kk7ae4qipQdHrb4jjg7t2RcSYMQorIvJPZQU12LdePlXzzIvbY/Ytg/HDrYNxfs9UWIye+3yaXVaLZ3/djQFPL8C0rzdj85Eyj9VCRETkUs26AZOWAO3PVJ/78ErgraHAgSXqc1PASItIw6ujXkWw0flpbe9vfx+f7fpMQVW+T8kqwkcf9YpVhOld4tCsjfy5ycZfD6G+hisqich/+c7TfyLyO/ZST0zAEq4gLD3OA/PtwulXANDlAnmsB2iaJp6CtTp3NSobKhVX1Hi6Q0feAdkKwqSMSMXVEJEqmsHgU1Ow1uauxe+HfhfHd4nrgjNbueAGLZGXCo20oHXPBFFsbaUV+zd7/mRooCr5+GPYi+QrqBPvmgZN4wRSolPZ9NthSJ+/pLaP/v/POt3TovHiJT2w4v5RmDamHRIjZJ+ZVWiwOTBrYzYmvLYC5766HN9uOIo6K1eUEBGRnwmJBi79DBjzH0Azqs1dXQh8MgFY8hzg4KEUkuma0BXTh02HQXP+EfKza5916n6YvzDFxSH5X486laNqyRKUz/5eTUFO0DQNA89rI46vr7Fh42+HFVZERORd2IBFRB5jKy4WxRlj5A1YEcIJWJXHm4AlXT8YnQ6k9pLFetDodFkDls1hw7KjyxRX03ileTVoqLWJYpNasQGLyJtFnX8+NItFFFv+/fdw1NQoruj4bA4bnln3jFM57ut3n5IbX0S+pPOwVHHsjqU5CiuhxrKVlqL43ffE8WGDByNsgO+s6SbylKrSeuxeJV8x1HNs+j9+LyEiCLePbovl943Cy5f1RO90+Ql9FbYcLcfd32zBwKcX4Om5u3CkxD3v24iIiNxC04DBtwPX/gxENFObW3cAi54APr8IqJbdfyca2WIkHur/kNN5dOi4f+n92JAv3CTiRyLHjVOwivApWHM8f7+jWesoZHSLF8dvXXAEVaXHeeZGROQH+BSHiDzGLl1B6MwErBj5BKy/jXctygTytsmK6HL+sQ/ZPqZ7QnfEh8jeVHtyDaF0/WB0UihCwmWNHUTkHqaYGESOHyeKdVRVofynnxRXdHzf7v0WmaWZ4vjxGePRI7GHuoKIfERK22jEJMvWbuZklqE4p0pxRXQqxW+/A0eV/M894c47FVZD5L82LzgMh102/iouNQwtOp34M7XFZMA53VPw3c2DMGfKEFzQq7lH1xOW1ljx1pIDGPbcItzw4Tos2l0Au8Pzq1eIiIiUSB8ITF4GtBqhPve++cdWEh5Zqz43BYSL21+Myd0mO52nwdGA2xbehn2l+xRU5ducXkVYVYWcBx+C7gUT7gZMaCV+zGWzOrBmzkG1BREReQk2YBGRx4hXEMbGia9pshgRHG5ucpy13o76mr9MUXJm/WDn8+WxHmTQDBiZNlIUuyx7GepsnjnRIG3ASub0KyKfEHPZZeLY0i++/HtzrQuU15fj1c2viuODjcGY1meawoqIfIemac5NwVrm+VOhgaThaDZKP/1UHB8xfhxCunRWWBGRf6qrsmLH0mxxfM+x6Y1e89m1eRReuLg7Vj4wCnePbYekSM+tJ9R1YMHuAlz34ToMf24RXl+8D0VV9R6rh4iISJnwBODKWcDw+wEoPrRbkQ18MB5Y+QpXEpLIrT1uxYQ2E5zOU9lQicnzJyO3Sj7F1R+oWEVYs3o1Sj/9TFFFcnEp4Wg/IFkcv3tVLoqO8uAcEfkfNmARkcfYpBOwYp1bhRARK1tDWFX6x81dXQe2fye7eFxbILmrLNYLjG4hW0NYa6vF6tzViqtpHHkDVpTiSojIFYK7d0dQx46i2Ppdu1C3ZYviiv7u1U2vorxe9n0IAK7vej2Sw+Q3M4h8XYcByTCZZR9b96zOg7XerrgiOpHCmTOhW62yYKMRCbffrrYgIj+1ZdER2BpkD1Aj44PRtk9ik+Piw4MwZdSx9YSvXt4TfTy8nvBoaS2m/7oHA59egNu/2IS1B0tc3lRPRETkUgYjMPIB4MrvgFD54ePjctiA3x4GvriUKwmpyTRNw6MDH8WQ1CFO5yqoKcCk3yehtK5UQWW+K3LcOESMk030/1PBCy+g/oDnJ0j1O7sVDCZh46gOrJrFqWhE5H+8qgFL07QITdPO0zTtZU3T5mualqVpWqmmaVZN06o0TcvVNG2dpmkfa5p2m6ZprTxds6tpmhaqadoATdMmapr2kqZpv2matk3TtCOaplVqmmbXNK1a07QCTdO2apr2s6Zpz2iadrGmaQmerp/oZGwlsg98pjjnPoTK1xD+McGpYCdQtEd2cR9dP/infsn9EGGOEMV6Yg1hXbUVpXk1olg2YBH5Bk3TEHPZpeL40i++UFjN3+0t3Yuv934tjk8JS8F1na9TWBGR7wkKNaNt3yRRbEOtDZnr8xVXRMdTu2MHKubMEcdHX3ghglq2VFgRkX9qqLNh26Kj4vieY9NhcGKdoNlowFndUvDtzYPw021DcGHv5rCYPHdr0WrX8eOWHFz81iqcPmMpPl6Vhco6YSMoERGRN2gz+thKwrT+6nNnzgPeHAJkrVCfm/ya2WDGC8NfQOc45ycWZ1Vk4dYFt6LGKrtn7y+cXUWo19cj5/77odtsp36xC0XEBqPr8Obi+MM7S3B4JxtDici/eEUDlqZpvTRN+wRAEYBZAG4DMBpAOoBoACYAYQCSAfQBcBWAlwHs/6Mh60pN00yeqF01TdPMmqYN1jTtUU3TFgMoBbAKwDsApgIYA6ALgOYAwnHsf8NQAAkAugI4A8B9AL4CkK9p2ipN027WNC3c3f8tRKdiF0/AinXquuExwglYJX80YEmnXwE+u37wT2ajGcPSholiFx9ZDJvDvR8IpNOvLMFGxDYLU1wNEblK1FlnwRAue6tT8ctc2ErVn7zTdR3Prn0WDl0+4v+uPnch2CT7mUXkT5xaQ+jEmi5qHF3XUfDc8+J4LSgI8bfcorAiIv+1fWk26mtkn6lCoyzoMFDdVM0uqVF4/qLuWHX/KNxzenukRHn2Pcve/Co8+sMO9H9qAR6YtQ07cuQTSImIiDwqKhW49mdg4BT1uStzgI/OApZMBxycFkyNF2oOxWujX0NaRJrTubYVbcO0xdNgtQdu47wpNtbpVYR1W7ei+J13FFUk13t8OizBRnH8yu/2w+HgNFsi8h8ebcDSNC1B07QPAawHcCUAiyBNHwCfANisadpQheW5jaZpJk3Txmqa9h6AfADLATwOYDhkfyb/nxrAAACvAzikadpDmqbJRv8QuYC9RNaA5fQErFjZP4PK0vo/1g/Okl04sTOQ2EEW60WkawjL6suwMX+j4mpOLv9ghSguqVUUNIPvTiojCjSG0FBETZggitWtVpTPEn5fP4n5h+djbd5acXzf5L4Ykz5GYUVEvisxPQIJLWQTOAsOVaLgkOz9ADVO9fLlqFktXzUde/VVMCc1fSUaUaCxWe3YPP+IOL7HaS1gMssfjJxIXHgQbh3ZBkvvHYk3r+yNwW0Ur01qopoGO75Yexhnvrwc572+At9tOIo6Kx8wExGRjzGagdOfBC75DAhSPKVfdwCLngQ+mQBU5qnNTX4tLiQOb572JmKDnTsgDwArclbg4RUPO3Vw0depWEVY+NrrqNu5U1FFMiHhFvQc20IcX5xdhT2r+b2IiPyHxxqwNE0bBGArgGtwrFHIWZ0BLPljcpTPPDXXNO0hALkA5gG4HoB85uTJxQJ4AsB2TdMGuOgaRI2m6zpskgYssxmGCNkDuD9FODMBK2cTUCrcrd3lPFmclxmcMhhBRlkTm7vXEObul516Tm4ZqbgSInI1p9YQfv4FdLu6B3N1tjo8v04+DcagGXBf3/vgQ29piVxK0zR0cWIK1nZOwXIZ3W5HwfTnxPGGyEjETZyosCIi/7V7ZS5qKxpEsUGhJnQemqK4or8zGQ0Y1yUZn00cgPnThuPaQRkID/LssPpNh8tw1zdbMODpBXjy5504WFTt0XqIiIiarONZwOTFQHI39bkPLgXeGAzsm68+N/mtFpEt8Nro1xBiCnE61y8Hf8Fz656Drgfu9KPkRx+B0ZmBAzYbcu67H476enVFCXQf3QKhUfJ5Imt+PABrAw9NEJF/8EgDlqZp5wFYhGMrBZWmxrHJUZ9omuYV6xUbYQyAeDderw2ApZqmTXLjNYn+Qa+pgV5X1+Q4U0yM0w+kw2OFDVil9cAOJ6ak+Pj6wT+FmkMxKGWQKHbB4QVu+0DlsDtQkCWbeJHcWvHJMiJyuaDWrRHar58o1pqdjcqFC5XV8uGOD5FTnSOOv6jdRWgf215ZPUT+oG3fJPFI+8x1+aivCdzVBq5U/v0PqM/MFMfHT54EYxTfdxGdisPuwMbfDovju41KgyXYfc1QbRLD8dg5nbH6wdH4z4QuaJckWxWtSlmNFe8sO4iRzy/GVe+twa/b82CzB+60BSIi8jGxrYAbfgd6X6s+d00R8OkFwPzHgABeB0dN0yW+C54f/jyMmvPTVT/d9Sne2/6egqp8kyk2Fs3+82+nctRnZqLw5ZcVVSRjDjKi/zmtxPHVZfXYskA+7ZeIyJu4vUlJ07TTAXwJ51brncoVAN5yYX5vIulkMAN4S9O0u1QXQ9RYttJSUZxTpwH+EB4jXEFYUgfs+F520WY9gLjWslgvJF1DmF+Tjx3FOxRXc3zFOdWw1gtOTWhAUks+CCTyRTGXXyaOLf3oYyU15FXn4b1t8htHkZZITOkxRUktRP7EHGRE+wHNRLG2Bgf2rOE4e9UctbVO3eQ1pTRDzJVXKqyIyH9lri9AZXHTDzABgCnIiG4jmyuuqHHCg0y4akA65k0dhi8nDcCZXZvB6OFV78syi3DTpxsw+NmFeOn3vcgtr/VoPURERI1iDgbOngmc9zZgDlWff/lLwAdnAGXyhm8KLMOaD8O/Bv5LSa6ZG2diduZsJbl8UcSoUYg637nD+yXvf4CaDRsUVSTTYWAzxKaEieM3zjuEGuHEXyIib+LWBixN01qicc1XuQCeAjAcQBwAI4BQAO0AXA3g10ZcbqKmabfKq/UqOoANAF4GcBWAfgCSAATj2J9NLIC2AC4C8BqO/fk1xnOapl2ivFqiRrAXF4viTDHOb+kMi7JAMkSrurQOetlR2UW7XCCL81Ij0kaIT7i4aw1h/gHZ+sHYZmEICvHsqgwikokYPRrGBNlg0Zr161G3a5fTNby4/kXU2WUPSAFgSs8piA6OdroOIn/kzPqs7UtzAnqtgSuUfPwJbPn54vjEqVNhCJIdjCAKJLpDx4ZfD4njuwxNQXCYWWFFTadpGga0isNrV/TCyvtH4Y7RbZEQ4dl///kV9Zi5IBODn1mIiR+tw8Ld+bA7+HOCiIi8XPdLgBsXAvHt1Oc+uhZ4cwiw6yf1uckvndf2PNzaQ81j2MdXPY7FRxYryeWLkh58AKYU2aEzAICuI+f+B+Co9tzKbYNBw6AL2ojjrXV2rPv5oMKKiIg8w20NWJqmGXGs+Sr6JC9z4FjjVWtd1x/SdX2prusluq47dF2v1XU9U9f1T3RdHw+gP4BTPSV7QdM0FyzHdgsdwBIAkwA003W9j67rd+i6/qmu6+t0XS/Qdb1eP6ZU1/V9uq5/q+v6FAAt/4grOMU1NADvapqW4dL/EqLjsBWXiOJUTMAyGA0Ii276zV6HA6hxRMsu2vk8WZyXigqKQp/kPqJYdzVg5QobsJJbcfoVka/SzGbEXHSROL7k40+cuv6G/A2YmzVXHN82pi0uaievn8jfxaWGo1kb2c/p0txq5O4rU1tQALOVlKD47bfF8UEdOyLyrLMUVkTkvw5uLUJpruxBisGkocdpLRRX5JykyGDcOaYdVtw3Cq9c1hP9MmI9Wo9DB+bvKsD1H67H0GcXYub8TOSVy5vpiYiIXC6xI3DjIqCrC+4f1JUDX10B/HIvYKtXn5/8zuRuk3Fp+0udzmPX7bh7yd3YmL9RQVW+xxgejpSnnnYqh/XIEeRPf05RRTItOsWieQf5EIUdy3JQmue5JjIiIhXcOQFrMo5NbjoRK4Dz/2i8OuX8b13X1/6Rb9FJXhaEYxOhfEkpgBcAtNF1fYSu6+/out6kY8V/NGa9A6AHgMWneHk4gFckhRI5w14inIAVq+bmbHhMsCiu0i6YrJLWH4hOE13Pm0nXEB4sP4gDZQcUV/NPeQcqRHFswCLybdEXXwwYZRP6Kn76CbaiIlGszWHD02ucu1Fyf9/7YTJwAh/RyXQZliqO3b40R2Elga3ojTedOlmbdM/d0AxuHchN5JN0XceGuVni+I4Dm4kOH7mDxWTA2d1T8PVNAzH3jqG4rF8LhJhl7+FUySmvw0vz92LQMwsw8aP1WLS7gFOxiIjIOwWFA+e/A5z5ImA81cIZgbVvAe+NAYr3q89NfkXTNNzf736MTR/rdK56ez2mLJyCPSV7FFTme8IG9EfM1Vc5laPsq69QtWyZooqaTtP+mIIl3DquO3Ssms3vO0Tk29xyx1PTtGgA/znFyybquv5DU/Lqul4F4GwA20/ysiGapjnffu16BQDuB9BC1/W7dV13ujtB1/VcAKfj1E1YZ2ma1tfZ6xE1ha2kVBSnYgIWAETEym5CVzkEDVidndvf7a1GpY0Sx7p6ClZNRQMqCk/Zy3tcya0iFVdDRO5kTk5G5Omymz661YrSr74SxX6z9xvsKZXfIBqTPgb9mp3srAIRAUDrnokIDpet0tq/sQA1FQ2KKwo8DYcOofSLL8TxYUOGIGzQIIUVEfmvo7tLUXCoUhSraUDPsemKK3KNjs0i8fT5XbH6wdF49KxOaBUf5tF6jk3Fysd1H67DsOmL8MqCTORXcCoWERF5GU0D+t4A3PAbENNSff7cLcBbw4Ct36jPTX7FaDDi6aFPo39yf6dzVTZU4qb5N+FIxREFlfmexGnTYGnp3L/n3Icehr2sTE1BAglpEWjfP1kcf3BLEXIyy9QVRETkZu46cnozgJONrflM1/WPJYl1Xa8GcAmOTdA6kQclud2kAsC/ALTSdf3ZP5rKlNF1vQHAeQCyTvHSm1Rel+hU7MXSCVjy8aV/JZ2AVWVPaHpQp3NE1/J2SWFJ6BYv2/Lq6gasPOH6waAwE6KTQhVXQ0TuFnOV/LRY6RdfwtHQtAaNkroSvLJJPlA0yBiEu/rcJY4nCiRGswEdBzYTxTrsOnat5BQsZxXMmAHYbLJgTUPi3fx+R9RYG37NEse27ZuEqIQQdcW4QVSIGdcPaYn504bj0xv6Y1znZBgNwuPzimSX1eKF3/di0DMLMenj9Vi8h1OxiIjIy6T0BCYvBbpcoD53QxUwayLwwxSgoUZ9fvIbFqMFM0bOQMfYjk7nKqotwo2/34iCmgIFlfkWQ3AwUp59RjzdHwBsBQXIffxx6Lrn3rP2P6cVjGZ5C8KK7/Z5tH4iIme4vAFL0zQLgNtP8pIqAPc4cw1d13fi5Gv0umqaNt6Za7jQhbqu//uPRjKX0HW9DMema53MBZqmeXbWOwUUW0mJKM4Yq2YCVnistAGriddvMRCITBFdyxeMaiGbgrWjeAdyq3IVV/Nf0gas5FZR0DTP3uAnIueF9OiB4K5dRbH2oiJUzp3bpJiZG2eiskE2nQIAru18LVLD5WvViAJN52Hy91bbl2TDYXcorCaw1G7Zgsq5v4rjo849F8EdOiisiMh/5R0oR/aeMnF8r9N9Y/rV8RgMGoa0jcebV/XGivtGYeppbZEcKfsMr4rdoeO3nfm49oNjU7FeXZiJAk7FIiIibxEcCVzwHnD2y4DJBT8zN30CvDMKKNilPjf5jXBLOF4/7XWkRaQ5nSu7KhuTf5+M8nrZfX5fFtKtG+InT3IqR+XcX1Hx44+KKmq6iNhgdB8t/3tQkFWBfRsCrwGPiPyDOyZgnQHgZLMG3/ljVZ6zpgOoP8nXb1BwDeX+mFDljut8BSDzJC+JAtDTHbUQAYBd2IBlijvZML3GC48RriC0N3EFYacJouv4itEtRotjFx5ZqLCSv3OmAYuIfJ+maYi9+mpxfMlHHzf6lNW2wm2YlTlLfK2k0CRc3+V6cTxRIIpKCEVaJ9l7wqrSehzcUqS4osCg6zoKnnteHK8FBSHhjpOdzSKiv9rw6yFxbEa3eMSlhiusxnOSo4Ix9bR2WH7fSLx5ZW8MbdvEz+QukF1Wi+d/OzYV66ZPNmDJ3kI4OBWLiIg8TdOA3tcANy4CElxw6KFwF/D2SGDDRwAn09AJxIfE460xbyE+xPn3bPvK9uGW+begxhp409fib7oJQZ2cmyaW9+//oOHoUUUVNV2v09MRHG4Wx6/+fj/sVh6gIyLf444GrCtO8jUdJ59c1Wi6rucD+OokLzlL07RAf7I+5xRf7+6WKojgzAQsNQ1YEcIJWJWOJq4g9NP1g3/KiMpAm+g2olhXrSG02xwoOCSbRMMGLCL/EXn6WJgSBGtjAdTt3InajRtP+Tq7w44n1zwpusaf7upzF0LNXH1K1FRdhsmnxm1d5LkbkL6satFi1KxfL46PvfpqmJvJ1kcSBZqio1XI2ipvFu09znenX52IyWjAuC7J+OSG/lh09wjcOLQlokPlD3RUsDl0/LojD9e8vxbDn1+E1xbt41QsIiLyvKROwI0LgZ5Xqs9tqwXm3A58ex1QW6o+P/mFtIg0vHnamwg3O38gYGvRVtyx6A402N0yy8JraBYLUp55BppZ/n7XUV2NnHvvg263K6ys8YJCTOh7ZktxfEVRHbYt4f0bIvI9Lm3A0jQtGMCZJ3nJKl3XDyq85Ocn+VoQgLMVXssXLT3F11u5pQoiAPbiYlGcSVEDVnisdAJWE1YQpg3w6/WDf5KuIdyQvwGFNYWKqzn2sEJyMkIzaEhMj1BeDxF5hmaxIOaKy8XxJR9/csrXzN43GzuKd4iv0SuxF8ZljBPHEwWyjK5xCIuyiGJzMstQeES+NjQQ6TYbCp6XT78yRkcjbtKNCisi8m/rf5HfKkttH+P3B0taxofhoTM7YfUDo/HCRd3Rs0W0p0vCkZJaPDdvDwY+sxA3frweC3blw8aVt0RE5CmWMODc14Dz3wUsLpiKuWM28MYQ4NBK9bnJL7SPbY+XR70Mi0H2uf2vVueuxn1L74PNYVNQme8IbtcOCVOnOpWjduNGFL/zrpqCBDoPS0FUYog4fv0vWairtiqsiIjI9Vw9AWsIgJN9Z52t+HoLAFSc5OtjFF/P15xq1WO0O4og0nUdttKmn5DRgoOhhaqZEhIcZobR3PRvgTWOWNh1U+Ne3HlCk/P7otNanCaKc+gOzMuap7gaIG+/bP1gXGoYLMGN/N+WiHxC9MUXQ7PIbvRU/v47rNnZJ/x6eX05Zm6cKS0NBs2AB/o/AE3TxDmIApnBaECnIfJG922cgtUkZd/NQsOBA+L4+FtuhjGCje5EjVGcXYX9G+UHVXqP97/pVycSbDbigt7NMfuWwfj59iG4rF8LhFqMHq3J7tDx+8583PDRegx5dhFe+G0PjpQE3tocIiLyEt0uAiYvBZK7qc9dcRT48Exg4ROAnQ0S9E99k/ti+rDpMGjOP4qef3g+/r3q39ADbP1l7LXXIKRPb6dyFL76Kmq3bVdUUdMYjQYMOk+2QQUA6mtsWPuTyjkuRESu5+oGrFM9lZ+v8mK6rtsALDnJSwK9AetUO99kI4GImshRWQlYm/6hzBgbo+xBtaZp4jWEjZ6C1dG/1w/+qUNsB6SEyR6Azj04V3E1QN5BWQNWMz8/JU4UiEyxsYg8+yxZsMOBks9PPFz1lU2voKy+TJYbwMXtLkaH2A7ieCICOg9LhcEge2+4d20+aqsCa4WBlL2qCoUvvyyON6elIebSSxVWROTf1s/NEscmZkSiefsYdcX4kM4pUXj6/K5Y8+Bo/PvczmiX5IJpH02UV1GHVxbuw7DnFuGq99bg5625aLBxKhYREblZXGtg4nyg32T1uXUHsPQ54IPxQAmbJOifRqePxiMDHlGSa/a+2Xhh/QsB1YSlGY1Iefpp5wYT2GzIueceOGo8cyigZY94NGstf/ayfUk2SnKrFVZERORarm7AGnCSr1UA2OKCay47ydeaaZrWwgXX9BWnOnLMI3nkFjbx+sEmrP9rhPAY4RpCR/ypX5TWH4hKFeX3NZqmidcQbi3aiiMVR5TWI52AlcQGLCK/FHv11eLYsm++Pe7NiZ3FO/H1nq/FeWOCYjCl5xRxPBEdExYVhNa9E0WxdpsDO5fnKK7IPxW/9bZ4fTgAJN45VTyNkCjQlORWY9+GAnF873HpAT9dMyLYjKsHZmDe1GH4evJAnNsjBRajq29/npyuA8syi3Dr5xsx4OkFePLnndhXUOXRmoiIKMCYgoAzpgOXfAoEu+Ae6NF1wJtDgS1fqc9NPu/CdhdiSg8198E+2vkR3tv+npJcvsKSloak++5zKkdDVhbyp09XVFHTaJqGQRfIp2DpDh0rvs1UWBERkWu57A6EduyOT4+TvGSz7po25Q2n+HpPF1zTV5zqJ5x8xj1RE9hLTjWM7fiMcbFK6xA3YNkb0YDVaYIot68amzFWHDs3S90UrKrSOlSV1otinTmFQUTeK7h9e4T27y+KdVRUoPyHH/7+e7oDT615Cjrkb2On9p6KqCB+zyFSoduo5uLY7UuyYbdzEsnJNBzNRslHH4njg7t2RcT48QorIvJv63/JgvQtRmxKGFp2a8Rn1QChaRr6tYzFzEt7YuUDo3D/+A5Ij3NicoAiJdUNeGfZQZz24hJc9OZKfLvhKGob7J4ui4iIAkXHs4GblgPN+6rP3VAJzJ4EfHcjUCc7IEv+a1K3Sbiy45VKcs3cONOpg5G+KPriixA+YoRTOcq+/AqVCxepKaiJkltFoXUv2QE6ADi8owSHtssPhhERuZMrj4C1BHCyJ0tbXXTdU+Xt4aLr+oKTTSQDALYQk1vYhA1YyidgCVcQVjaqAetcUW5f1T2hO5qFNRPF/nLgF2Vjg/MOVIjiQiItiIiT/X0gIu8Xe418ClbJJ59Cd/y3QWPO/jnYUigf4to1vismtJkgjieiv0tuGYXEjEhRbFVpPQ5uLlJckX8pfPEF6A3yVY2J99wd8NN4iBqrNK8a+9bni+N7nZ4OTbiW1d/FhwfhpuGtseiuEfj0hv44o2syTF7wZ7UuqxR3f7MF/Z6cj4e/34bt2XxYTUREbhDdArhuLjB4qmvyb/saeHMIcGSta/KTT9I0Dff0vQfntD5HSb4nVj+Bnw/8rCSXL9A0Dc2efALGOOeekeU+/DBsRZ65DzLwvFYwGOXvwVd8m8lDdETkE1zZgNX2FF93SbOPrutFAE52x+JUdfmzU3WErHNLFRTw7MXCCVixMUrriIiRNdxU2RNO/oLm/QJm/eCfDJoB41vKphvsL9+PvaV7ldSRd0B2w7pZqyg+HCTyY+HDh8OcliaKbThwANUrVgAAKhoq8OKGF8V1aNDwYP8HYdA8uwaHyN90GymfgrV1kdpVyP6kZuMmVPwin1QaPnIkwvr1U1gRkX/bMPcQpOdSohJD0LaP/ER5oDAYNAxpG4/Xr+iNlQ+Mwr3j2iMtNsTTZaGy3oZPVx/GWa8sx1mvLMOnqw+hos7q6bKIiMifGc3AmMeBK74DQl0wQbPsMPD+OGDJdMDBSY90jEEz4PFBj2NE2ginc+nQ8dDyh7Dg8ALnC/MRprg4NHvyCady2EtKkPvQw8oOxDdFVEIoug6X378pzavB9iXZCisiInKN/2PvrsOsKrcHjn/3OdPdM8wQQ3d3NwpiYWIrFgYmgogotlcwEAMkFAPsQEK6Qbq7J5junnPO/v3B9d7rT5h49z6T6/M8PM+9c/a73iUxc87e613LmU9/okt5/ZQT9z5dwmsNnbhvlaVp2mCgcQmXnNd13Zl/JkL8hy1NrVWo+R2wFEcQOkrJo/V1SnGruxENRyivXXpmqSk5qBZghTdS65whhKgeNKuVoDtuV16ftuBLAD7Z+wlpBWpFxACjmo6iTUgb5fVCiEtr0jkMLz83pbUXTmaSfD7b5IyqP93hIPGtt9QDWCyEPfO0eQkJUcNlJOVxfHuC8vouI6KxWKXAuzzCfD14ZEAT1j87kAX3dWN4m6rRFetgXBaTfzlI99dX88x3+9h+Jq1SHpAJIYSoJZoOuTiSMLqv+bF1O6x9HT6/6mJBlhCAi8WFaf2n0S3C+GEdu25n/PrxbInbYkJm1YPvgAEEjL7VUIyc9evJWLTIpIzKp8tV0bh7uSiv3/H7GQpy5KCCEKJqq8wCrAtO3Luk2LWyAAuYUMrrlfPTVtRKyh2wgoNMzcNHuQNWKaeCatn4wb80C2xGY/+S6jwvb/mZ5Th0Y+1jbcV25QeodRqVNDFXCFET+N9wAxZvb6W1uRs3cmzPGhYeXai8v5+bH090ekJ5vRDi8qwuFlr3U+8+Kl2w/ilryVIK9u9XXh9www24N2liYkZC1Gy7lp1V7n7lF+pJs67h5iZUi1gsGv2ahfLJHZ3ZMnEQ469oTt3Ayu+KlV9s58fdsdw8ayuDpq/n43UnScwqqOy0hBBC1ER+deCuX2HAJHBGx+7zW+GTPnDwR/Nji2rJ3erOjEEzaB3c2nCsYkcxT6x9gl2Ju0zIrHoIf+453Boae9Sd+Pa/KDxdUi8T5/DwdqXb1eq5F+bZ2P77GRMzEkII86mXmZautLs/6kf7SldSAVYps8NqHk3TrgSGlnCJA5hbQekIgT1drQDLJcjsAiy1DljZJY0grNsN/NXbqFZnmqYxvOFwZu6dWe618bnx7EveR8ewjsr7J5/LxmEv/1MLi1UjtIGv8r5CiOrB6uOD/6hRpH/5pdL6nTOnYu+n3jZ/XMdxBHqYO0pXCPFfrftGsmvZWaX3Asd3JNLz+ibKXbRqGkd+Pknvqo9btXh7E/rEOBMzEqJmy0zO59ificrruwxvIN2vTBLm58GjA5swtn9jNp5M4Zs/z7HqSBJ2R+V2oDqTksu/lh9j2h/HGNg8jJu61GNQizDcXOTPXQghhEksVhgwAaJ7w4/3Q7bJ/RMKM+GH++Dkahj+NrjLvdjaztvVm0+GfMLdy+/mTKaxgpoCewGPrn6UOcPm1IrO8xZPTyLfeYezt94KNptSDL2ggPhnxxO9aCGaW8XeC2ndL4qD6+NIT8hTWn9wQxxt+kURFKl20FbUPA888AAHDx6s7DREGbVp04bPPvusstNwKmcWYJVWKaE2g6xsSortomman67rWU7cv8rQNM0b+LiUy77Xdf14ReQjBIBNtQOWySMI3TxccPdyoTCvfG9Si3RvihyeuFny//liLR0/+JcRDUcoFWABLDm9xFABVsJptW/rofV9cXG1Ku8rhKg+gu64nfSvvkKlxUSr7Ul4d7WS61n+0TQtglpwY7Mby71OCFF23v7uNOkSxnGFIgaHTefwpni6jIg2P7FqKO2LL7BdUH/gEvzQQ7iElNIxVgjxH7uWn0VXLPDxC/GgWfcIkzMSFotG/2ah9G8WSmJWAd/tiGHRjhjiMi5xD6ACOXRYfTSJ1UeTCPZ24/qOUdzStR5Nw+UhthBCCJNE97k4kvDXx+D4MvPj7/0azm2BG+ZC3c7mxxfVSqBHILOHzuauZXdxIddY0V9ucS4Pr3qYeVfMo1lgM5MyrLo827QmdNw4kg0cnio4fJjkGTMIe/ZZEzMrndVqofeNTfl95j6l9bpDZ/MPJxj5eHs0rfJHiIvKd/DgQbZt21bZaQjxH848KlVSpUSRruuFTty7tBlU5lZxVG3TKHnsYiEwqYJy+QdN03oa+QXU/HL2GsieplZ/6WLyCEJQH0OYfbkxhLV0/OBf6vnVo21IW6W1K8+tpNihPr874XSm0rqIhjJ+UIjawq1BA3wGDFBa61EMg/apPRx9ofsLWC1S6CmEs7UbWE957cH1sdjtxsYh1wTFSUmkzFY/heYaGUnQ3XeZmJEQNVtWSj7Htqo3iO98ZTRW6X7lVOF+Hjw+uCkbnhvI/Hu7MrRVOFZL5T/oSc0tYs6mMwx9bwPXfbSZb/48T3aB+udpIYQQ4j+8Q2D0QhgxDVzU7p2XKP0MzBsGG98Fh3qncVEzRHhHMHvobII8jD/7ySzM5MEVD3I286zxxKqB4DH34dWli6EYqXPmkrN5s0kZlV2DNsHUb63+qP784TTOHXRmnxchhFDnzLs0JfX+y3HivgCltUHxcfL+VYKmaTcDD5dy2b90Xa/4Qb//tcXgr9kVn7IwSr0DlvkFWL5BamMIcxyXKMCq27XWjh/8XyMajlBal1aQxp8X/lRaq+u6egFWYynAEqI2MVIYMHynA2s5x5td0/gaOoR1UN5TCFF24dF+hDf0U1qbm1nE6T3JJmdU/STPmIGepzYGACDs2WewuKu9vxaiNtr1xzkcit2vfIM8aN5Dul9VFKtFY2DzMD67qwubJwzi6aHNiArwrOy0ANgbk8Gknw/Q9fVVPP3dXradTkVX6PgqhBBC/IemQbcH4MF1ENba/PgOG6yeCguuhcw48+OLaiXaP5pZQ2fh42r80W1qQSoPrHyA+Jx4EzKr2jSrlci338LiY+z3LX7iRGypFV/M1PvGJmgGDjZs/uGkHKQTQlRJzizAKumua5ET9wUo7chXxQ60rQSaprUA5pRy2X7gtQpIR4j/0O127BkZ5V5n8fZ2ysMc1Q5YOZfqgNXqOmPJ1BBXRF+BRVP78bLsjFpr6+zUAvKy1H60RDRSe1ArhKievLp3x71pU6W1IdnQ+3DZH2b5uPrwVOenlPYSQqhpN0i9GH7/mlgTM6l+Co4cIfPHn5TXe3bogO/w4SZmJETNlp1WwNEt6qNWOl3ZAKuLdL+qDBH+Howb3JSNzw1kwX3dGNE2Aldr5XfFKih28NPuOG6dvY0B09bx0dqTJGQWVHZaQgghqrOwlvDAGuhe2jl/RWc3wie94NDPzokvqo0WQS34aPBHeFiNd11LyE3g/hX3k5xX8w9ZuUZFEfHSFEMx7MkpxE98Ht1RscVMQXW8ads/Snl9RmIeB9dJAacQoupxcWLskoqcbE7ctyzxa3QBlqZpQcBiwLeEywqAO3Vdd3YxnBB/Y8/MBIU3ctZg50wO9VHtgHXJAqzaPX7wL6FeoXSN6KrUzWrVuVW82ONFPMrZ3lq1+5VPoLtyEZ4QonrSNI3Au+4k4UW1mxPXbHOwoY128TRoKR7p8AghnpcZWSuEcIrGHcPY7H+SvMzyf8xJOJ1J0rkswhrUvuJsXddJfOttMNAxJXziBLQyfG8UQly0e/k5HOXsrPkXn0B3WvasY3JGorwsFo1+zULp1yyUlJxCftody6IdMZxOzq3s1DiXmsc7fxxj+opj9G8Wys1d6jG4ZThuUrQnhBCivFw9YPjb0Hgw/PoI5Jpc1FKQAd/fA0eXwoh3wDPA3Pii2ugU3onpA6bzxJonsOnGHiPHZMfwwIoHmH/lfAI9Ak3KsGryv/pqctatJ2vJEuUYuRs3krZgAcH33GNeYmXQdWRDjm1PoDBX7c97x5IzNO8egYePq8mZierO29ubtm3bVnYatd6BAwfIza38z8cVzZkFWCXFdvZg59K+U9fY78SaprkCPwBNSrn0cV3X91dASkL8jV2xlamLE8YPgokdsKK6QEA9EzKqGUY0HKFUgJVny2ND7AaGRQ8r17qEU4rjBxvJ+EEhaiP/q68mefq7Sh0Z66dAx1M6e5qUXGTQJKAJo1uMVsxQCKHK6mKhTb8oti8+o7R+/9pYhtzTyuSsqr6ctWvJ+1NtFDSA31VX4dmhg3kJCVHD5aQXcHiL+liUTlc0wOoqhTRVSYiPOw/2a8wDfRux42w6i3acZ8n+CxTaKncsikOHtceSWXssmUAvV67tEMWNnevSJko+CwshhCinZsNg7Bb4ZSycXGV+/APfwbnNcN0n0Ki/+fFFtdCvbj/e6vcWz214Dodu7H3UqcxTPLTyIeZcMQc/t5p90CripSnk7d6N7YJ6h92k6e/i1bUrnq2dMHb0Mjy8Xek2shEbvz2utL4wz8b2xafpN7q5yZmJ6q5t27Zs3bq1stOo9Xr27Mm2bdsqO40K58y7NSUVQVmduC+UXljm7A5clUK7eNz4c2BgKZfO13W9tPGEFaWXwV8PVnzKwghbWrrSOquTCrB8FTtgZTtC//6F1tcZT6YGGVx/MK4WtVrXpWeWlntNwpkspb2kAEuI2sni4UHALbcor7/mz9JvAE3qPgkXizPPOgghLqd13ygsLmqdmE7sTFQea1xd6UVFJL39L+X1mrs7Yc88bWJGQtR8u/84j8Om1v3KO8CdVr0jTc5ImEXTNLo1DOLdmzuw/YUhvHpta1rVqRoP/NLzivl8y1lGfriJK9/fwJyNp0nJKazstIQQQlQnPmFw2/dw5VtgdcKgmaw4WHANLH8eivPNjy+qhSuir+CVXq+YEutI2hHGrhpLbnHN7sBi9fMj8q23ytSx/7KKi4l/+hkcFdytpnW/SAIjvJTXH9wYT2p8jokZCSGEMc4swCrprrWzn0aVFr+m3lF/H7itlGtWAg85P5Wy0XV9q5FfwMHK/m8Q5WNPU+yAFVzVOmD9v5GIMn7wb/zd/ekb1Vdp7cbYjWQVlb2gqrjQTkqs2htsKcASovYKvG00uKi9JW19HprEXf6h6fDo4XSN6KqamhDCIC8/N5p2CVda67DpHNoYZ3JGVVv6woUUnTunvD7onntwjZRiECHKKjejkMObjHS/qi/dr6oJf09X7uwZzZJxfVj8WB9u614fH/eqUaB/NCGb15Ycoccbq7n/i538cSiBokru1iWEEKKasFigx1h4YA2EtnDOHts+hln9IX6vc+KLKu/aJtcyqfskU2LtT97PI6seIa84z5R4VZV3924Ej7nPUIyic+dIeO11kzIqG6vVQu+bmiqv1x06m384ia6rHXARQgizVVYBlhNK4/+mtLYrNa4AS9O0l4FxpVz2JzBK1/Vi52ckxKXZUtOU1lmDgku/SIF3oDsoHArIsYfwn/dzUZ0hoL6pedUEwxsNV1pX5Chi9bnVZb4+6WwWuqP8b66trhZC6vmUe50QomZwDQ/Hf+RI5fXXXqYLlrerN892fVY5rhDCHO0G1lVee3BDHPZa8hDanpFB8sefKK+3hoQQ/MADJmYkRM23e8U55e8xXv5utOojBY/VjaZptK3rzxvXt2X7C4P5143t6NwgsLLTAsDm0Fl1JJGHvtxFjzdXM3XxIQ7FZ1Z2WkIIIaqDiLbw4Droer9z4qccgzmDYcM7YK+RQ21EKUa3GM2TnZ40JdbupN08vuZx8m01u7Na6LhxeBgcIZj5889kLv7dpIzKpkHrYBq0UX8GGHM4jTP7UkzMSAgh1DmzAKukdiTOfuJdWm/vbCfvX6E0TXsSeKmUyw4Aw3Vdlz6MolIpd8AKcs7NSavVgpdf+WtC7biR7/h396RW15mbVA3Rv25/vFzUWscuO7OszNdeOK12czisgS9WFzk5LkRtFnTfvcprux7TqZP6z+LPRzs8SphXmJG0hBAmCGvgp9zpMi+ziFO7k0zOqGpKnvkRjkz1B+2hT4zD6uNtYkZC1Gy5mYUc2mig+9WwBri4Wk3MSFQ0LzcXbu5Sjx/H9mLFU/0Y06chgV6lnSOtGGm5RczffJarZmxi+AcbmbvpjIwoFEIIUTJXT7hqOty6EDydMMHCYYM1r8H8KyH1lPnxRZU3pu0YHmz3oCmxtids54k1T1Bor7nvbzQ3N6KmT0PzUh/pB5Dw8ssUxcSYlFXZ9L6xCRaL+gjFTd+fwFZkNzEjIYRQ48wnzyW1uXHTNM3diXv7lvK6WgueKkjTtDHAu6VcdgIYqut6egWkJESJbGlVqwMWgG+Q4hhCx79zkvGDl+Tp4smg+oOU1v6Z8Ccp+WU7sZCoWIAl4weFEB7NmuHTv7/SWgswcvvfu1c0D2zO6BajTchMCGGGdoPUu2DtXRVT49vXFxw/TvrChcrr3Zs3J2DUKBMzEqLm27X8HPZite5Xnn5utO4r3a9qkmbhvrw4shXbJg3mw9Ed6ds0BE39mZOpjlzI4tXfD9PjjdU8sEBGFAohhChFixEwdgs0GuCc+LE74NM+sGMu1PDPaeKfHuvwGHe0vMOUWFsvbOWptU9RZK9xg5L+wy06mogpLxqK4cjNJe6ZZ9GLK26gUmCEN20GRCmvz04tYPcf50zMSAgh1FRWARaA86opoKRSezuQ5cS9K4ymabcCsyl5gNo5YLCu64kVk5UQJbMrjiB0CXbCCZp/8wlUqwfNsYdCZCcIbGByRjXHiIYjlNY5dAd/nP2j1Ot0XSfhtNq3dCnAEkIABN8/Rnlt/wM6/jn/vfE3ucdkXCwuZqQlhDBBo46hePuXv9MpQPL5bOKOZ5ibUBWi6zqJb7wJdvXToeETJ6BZpROPEGWVnVbAoY1xyus7DauPi5v8m6uJ3F2sXN0+ki/HdGfThEE8NaQZdQM9Kzst4OKIwpWHZUShEEKIMvCrA3f8DMNeA4sTujsW58GSp+HrmyA7wfz4osrSNI3nuj7HDU1vMCXexriNPLv+WYodFVdcVNH8r70Wv6uvNhSjYP9+kmfMMCmjsul6VUPcvdXvre7+4zyZyTV7zKQQoupzZgFWaQU/4U7cu04JryXrNeAos6Zp1wJfUvKfYTwXi68qtk+kECVQ7oAV7LyaTR93tcmc2fYQaH29ydnULD0iexDgHqC0dumZpaVek5mUT0Gu2gclKcASQgB4dumCZ/v2Smvd7DBi58VOADc0vYEOYR1MzEwIYZTVaqFNf/UuWHtWnDcxm6ole8VK8rZtU17vM3Ag3j17mpiREDXfzqVncdjUbkd5+rrSuq/6aXBRfUQFePLEkKZsGD+Qb+7vzrUdInFzcebt27L7/yMK52w8TXJ2zR3hI4QQQoHFAr0eh/tXQXBT5+xxciV83BMO/eKc+KJK0jSNF3u8yPCGw02JtzZmLRM2TMDmsJkSr6rRNI2Il6bgWq+eoTipn80hZ/Nmk7IqnYe3K91GNlJeb7c52PT9CRMzEkKI8nPmJ/izpbxeUpGUUSXFPuPEfSuEpmlXAN8BJZUBJwNDdF2XwdiiSrGrFmAFBpqcyX/55h9RWpdjD5Hxg6VwtbhyRfQVSmv3J+8nJrvk+tELpzKUYvuFeODlp9YRQwhRs2iaRsL16kUEw3brRODPk52eNC8pIYRpWveNxKr44Pr8oVRS49QK9asyR0EBSW+/rR7AxYWw8ePNS0iIWiAjKY8jWy4or+8wtD6u7tL9qjaxWDR6NQnhg1s7smPSEF69rg3t6ladQ0RHLmTx2pIj9HhzNfd9voPf98dTUKzeVVEIIUQNE9kBHloPne52Tvz8NPj+bvjpQcjPcM4eosqxWqy83ud1BtYbaEq8ledW8sKmF7A7auZ7GKuPD1HTp4GLsW798RMnYktNNSmr0rXpF0lgHW/l9Wf3p3D2QIqJGQkhRPlUZgFWYyfuXVJ5bLUuwNI0rT/wM1BS5UAGMEzXdbWqEiGcSLUDlosTC7B80tQq+LNcW8j4wTIwcipl+ZnlJb4efyJDKW5E46pz41oIUbkKbAW8Yl1GvOKkW+9CeCGpOwEeAabmJYQwh6evG027himv37uq5nXBSp07l+L4eOX1gaNH496ooYkZCVHz7VxyFt2h1v3Kw8eVNv2k+1Vt5u/lyp09GvDbY31YOq4v9/aOJtDLCaOdFNgdOmuOJvHYN3vo+toqJv64n+1n0nAo/n0XQghRg7h5wzUz4OYvwdNJ9/b3fwuf9IbT650TX1Q5rhZX3un/Dj3rmNOReemZpUzZMgWH7jAlXlXj2a4dYU8+YSiGPTmF+OcmoDsq5vfIYrXQ58YmhmJs+u4E9uKa+WcqhKj6nFmAVVqPP6f0H9U0LRgIKOGSatt7UNO0nsDvgGcJl2UDV+q6vrdCkhKiHPSiIhyZmeVeZ/X3R3N10s3FlBP45O5VWppOtKmp1FQdwzoS4R2htLa0MYTKBVgNpQBLCHHRnANziMmLY3F39bfFUUt2oxcVmZiVEMJM7Qapt9w/vj2RnPSaM16pOC6O1NmfKa+3+PsT8shYEzMSouZLi8/l2PYE5fUdhtTDzcPYqXVRc7SK9OOlq1uzbdJgPr69E/2bhaJplZ3VRdmFNhbtiOHmWVvpP20t7644xpmU3MpOSwghRGVrdQ2M3QpNhjgnflYsLLgGlj8PxfnO2UNUKe5Wd94f+D6dwjqZEu+3U7/xytZXamwRVtB99+Hdy1jBWu7mzaTOnm1SRqWr3zqYhu1DlNdnJuezpwYeqBNCVA/OLMA6DWSV8Ho7J+1bWty9TtrXqTRN6wQsA3xKuCwfuFrX9T8rJishyseWnqG0zhqk2JakLI78hr9V7WZ4Zo6HnOosA4tmYXi0WheskxknOZ5+/JKv5aQXkJVSoBRXOmAJIQDOZp5l3sF5AGxoo5Gh2N3alpBA5tKSC0aFEJUntJ4vdVuonbh22HUOrCt5JHJ1kvjONPRC9YKy0EcfcWpnWiFqou2/nwHFj40ePq60HVDX3IREjeDuYmVE2zp8cV83Nk8YxLPDmlE/yKuy0/qPmLR8Zqw5ycBp6xj18Wa+2naOjDw5sCCEELWWXx24/Qe46l1wddLPq20fw+wBEL/XOfFFleLl6sXHQz6mfWh7U+L9eOJHXt/2eo0swtIsFuq89Zbh52zJMz4kd/t2k7IqXZ+bmmJ1VS9j2LX0LNlpas+PhBDCCKcVYOm6rlNysVMHTXPKGa3Opby+xwl7OpWmaW2AFUBJFQOFwHW6rkuvVVFl2dPVxg9ag51YgHX4NzwsOXho5e/M5bBDdqqcqimLEY1GKK9ddmbZJb8efzJDKZ67lwvBUSXVsgohagNd13ntz9codhQDUOyisaSr+lvjtLlzK6wVtxCi/DoOq6+89uCGeIoKbCZmUzly/9xO9vKSxzuXxK1JYwJHjzYxIyFqvuSYbE7tTlJe3/nKBtL9SpQqMsCTxwY1Zd2zA1j4QA9GdYzCw8DDKrPtPp/B5F8O0u311Tz85S5WHEqgyCbvm4UQotbRNOg6Bh7eBFFdnLNH8lGYMxjWvQ32YufsIaoMb1dvPhnyCa2DW5sS77vj39XYIizXsDAi33zDWBCHg/hnnsWWkmJOUqXwC/Gk0xUNlNfbih1s/qHaDsUSQlRjzv40vq2E1/xxThesviW8lqDr+jkn7Ok0mqY1A1YBwSVcVgzcrOv6iorJSgg1ttRUpXUuQSX99Tcg/Rxc2AtAoEu8WoiEPBMTqrmaBzanoX9DpbVLTy+95IeeCyfKXzQHF7tfWSxVZEaDEKLS/H76d/688PemoSs7auS7qcUrPHGSnA0bTMhMCOEM9VoGKRdgF+XbOLxJ7b1iVaHbbCS+/rqhGBGTJjlvLLgQNdT2xWeU13r5u9GmX5SJ2YiazmLR6Nk4mHdv6cD2F4bw5qi2dG5QdboWFtkdLD+UwINf7qL7G6t46deD7IvJ4OIZXiGEELVGcGO47w8Y+AJYnFBo7rDBujfgs0GQcND8+KJK8XXzZdbQWbQIamFKvJpchOXTvz9Bd99tKIYtOZn4555Dt9tNyqpknYbVxzfYQ3n9qd3JxBxRawwhhBCqnF2AtbqU100d+qxpmhXoX8IlK83cz9k0TYvm4u9heAmX2YHbdV3/rUKSEsIAe1oV64B1ZPF//meAS5xSiIxEKcAqC03TGNFQrQtWfG78P4okQL0DVmSTAKV1QoiaI70gnX/t+Nc/vp7nobGqg3qBZtqcuUbSEkI4kaZpdBxaT3n9vtUx2O3V9wZs+rffUnj80mOdy8J36FC8e/UyMSMhar6EM5mc3a9+OrzL8Ghc3KwmZiRqEz8PV0Z3q8+PY3ux5pn+PDqwMXX81R9emS09r5gvtp7j2o82M/jd9Xy09iRxGdJhXAghag2rC/R/DsashJBmztkjYf/FkYTr/yXdsGo4f3d/Zg+dTZOAJqbEq8lFWKHPPI17q5aGYuRu2Urq7NkmZVQyFzcrfW5qaijGxm+PY5fuq0KICuTsAqyNQEkDVq83eb/BlDymr9oUYGmaFsXF4qu6JVzmAO7Vdf37islKCGNUC7BcAp1VgPXfusUAq2IBVpLcICwr1QIsgJ9P/Py3/5+fU0RafK5SrMimAcp5CCFqhmk7p5FRmHHJ15Z0tWBTfIect3Mn+Xv3KuclhHCuJl3D8Q5wV1qbk17IyZ3qY8Qqky09neQZHyqv19zdCZswwcSMhKgdtv92Wnmtb5AHrXpHmpiNqM0ahfow/ooWbJowiC/HdOPaDpG4u1SdEYWnk3N5549j9H5rDbfM2sqi7efJzJcH5UIIUStEdYKHNkD3h50T31EMa1+/OJZQumHVaIEegcwZNodG/o1MiVdTi7Asbm5ETZ+O5uVlKE7yhzPJ3fbPQ/PO0LB9CPVbq0/JSU/IY/+aWBMzEkKIkjn107au6/nA0hIu6aVpmvoA138aXcJrhcDiEl6vMjRNC+Pi2MHS3imM1XX9ywpISQhT2FKrUAes7ASI+e8bxADFEYQZiWpFQLVRfb/6tAluo7R29fnVZBb+d+TghZNq4wdd3CyE1vdVWiuEqBn+vPAnv526fOPQND+Nja3Vu2Clzp2nvFYI4VxWq4X2g9S7YO1Zeb5ajklKnjEDR6baeyeA4DFjcKsrY9CEKI+44+nEHElXXt/lqmisrlWnQEbUDFaLRt+moXxwa0d2TK56IwoB/jyTxsSfDtD1tVU8/OUulh+8QKGtYkbcCCGEqCSunjD8bbjzF/Bz0ueOC/ukG1YtEOwZzJxhc2jgZ85j55pahOXesCERkycbC+JwEDf+WWwp6h1/y0rTNPre3BSLi/r92h1LzpCbUWhiVkIIcXkVcTfn6xJe04DHzdhE07RQ4NYSLlmq63qGGXs5k6ZpgVzs1FXawOIndV2vmB6PQpjElpaqtM4lWL26/bKO/L0eM1B1BGGCjCAsj+ENhyutK3IU8fvp3//z/+NPZCjFiWjkj7UKnfQVQlSsAlsBr2x9pdTrFndX/z6RvWoVhafPKK8XQjhX676RuHmojfRKjc0h9qh6QUVlKDhyhIxvv1Ne71KnDsEP3G9iRkLUfLqu86eB7lf+oZ606BFhYkZC/FNVH1FYZHew/FACD3+1m66vreL5n/az7XQqDkf1K4QWQghRRo0HwtjN0PYm58T/325YiYecs4eodKFeocwZNoe6PiUNFyq7mlqE5X/9dfhdc7WhGPbkFOLGj0e3O79YPiDci45D6iuvLy60s/nHkyZmJIQQl1cRT6GXAIklvP6gpmnhJuwzHijpTsFcE/ZwKk3TfIHlQLtSLp2o6/oHFZCSEKayq3bAcsYIwiN/737iZ01Eo/xvFHMziygqsJmVVY03vOFwrJraQ8+fT/z8n64TqgVYMn5QiNpt9v7ZnM8+X+p1saEau5oonqrSddLmSxcsIaoqN08XWvVVP1W9Z2Xp30OqCl3XSXj9dXCo3ygOf248Fk9PE7MSouaLOZym3LEXoNvVDbFY5dCIqDhVfURhVoGNhdtjuHX2Nvq8vYa3lh3lWEJ2ZaclhBDCGTwD4YY5cON88Ahwzh4X9sGs/rDhHemGVUNFeEcw94q51PGuY0q8mliEpWkadV56CbeGDQ3Fydu6jZRPPzUpq5J1Hh6NT6C78voTOxKJP1G9DtUJIaonp3+a1nW9EPiwhEt8gX8Z2UPTtBbAEyVccoiSRyGWFn+Apml6Cb/Wqcb+nz08gd+BbqVcOlXX9beN7idEZbCnqRVguZg9gjA3Fc5u/tuXrJoNP2tJtaKXl5EoXbDKKtQrlL5RfZXWHks/xuG0wxQV2EiJUbvZWqdJgNI6IUT1dzL9JPMPzi/z9b/2UH+bnPHLrxTHq422FUI4X/tBdbFY1IosYw6nkRJbPR76Zi1dSv7OXcrrvbp2xffKK03MSIiaz2j3q6BIb5p0MeOMohDlVx1GFMZnFvDp+lNc8f4Ghn+wkVnrT3EhM7+y0xJCCGG2NqPgka3QeLBz4juKYc1r/+6Gddg5e4hKFekTydwr5hLmFWZKvJpYhGXx9ibq/ffRPIx1QU2Z+RG527aZlNXlubpb6X1jU0MxNiw6jt1ec/4MhRBVU0UdZ/oYKKms9C5N025XCaxpmhfwLeBWwmVv6n+1TamCNE1zA34G+pVy6Tu6rr/s/IyEcA6bYgGW1ewRhMeWgP7PblfKYwilAKtcRjUdpbz2p+M/kXAqE5Xv6BarRnhDP+W9hRDVl0N3MHXrVGx62TsWHq0Lx1Sb5BQXkzpnjuJiIYSz+QR60LSbeoHD3pUxJmbjHI68PJLemaYewGIhfPILaJpiN0Ahaqkz+1JIOqdepNnt6obKBaJCmOl/RxSufqY/jwyoWiMKAY5cyOLNZUfp9dYaRs/exnc7YsgqkE4mQghRY/hFwh0/wohp4OKkrrwX9sGsfv/uhiVTLmqaer71mDtsLqGeoabE++74d7y27bUaVYTl0bwZES9ONhZE14l7djy25GRzkipB406h1G2hfkAgNS6X/atjTcxICCH+qUIKsHRdTwemlHLZPE3TyjVwVtM0b+A3Sh7ZtxX4pjxxK5KmaVZgIXBFKZd+qOv6cxWQkhBOY09NLf8iiwWrv7+5iRz+7ZJf9reqdStJlwKsculbty8hniFKa5eeWcq5YylKa8Ma+OHqpjb+UAhRvf1w/Af2Ju8t3yJN4zcjXbC+/4HiRLXOikII5+swpL7y2hM7EslOKzAxG/OlzJ6NLSFBeX3grbfi0by5iRkJUfPpDp3ti9W7X4XU86FRB3MeDglhpsahPjx3ZQs2TxjEN/d354ZOdfGuQp+tdR22nk7luR/30+W1VTzy9S5WHEqgyFZzHo4KIUStpWnQ7QF4eBNEdXbOHtINq0aL9o9m7hVzlZ9H/H/fH/+eV7a+UqOKsPxHjcL/2msMxbCnpBA3/jl0+z8bH5hJ0zT63tLM0KGV7b+fJitVOqgKIZynojpgAXwC7CzhdTfgF03TXv33OL4SaZrWFdgOlNSDtAh4pKp2v9IuHieeB5TWDuYzSh6xKESV5ygowJFX/kIla2AgmsXEb1UFmXB63SVfkg5YFcPF4sI1jdXe0OcU53Ds0HmltZFNA5TWCSGqt+S8ZN7f9b7S2p1NNeIVp+DqxcWkzpmrtlgI4XQhdX2o30rtH7jDobN/TdXtglV4+gxpc+cpr7f6+xM67nETMxKidji5O4nUuFzl9d2vaSRd50SVZrFo9GoSwvSb27Nj8hDev6UDfZuGUJWathXZHCw9kMCDX+6i6+ureP6n/Ww9lYrdUSVvDQshhCirkCZw3woYMAk0JxUBX9gLs/vDhmnSDauGaejfkHlXzDOtCOvHEz8yedNkbI6a8fdE0zQiXnoJt8aNDcXJ27aN5JkzTcrq8oLqeNNucD3l9bYiBxsXHaeKlg6IGuDzzz9H07TL/jp79mxlpyicrMIKsHRdtwO3AlklXGYBJgMn/l2I1UfTtEDtIg9N05pomnaHpmlLgD+BVqVs+5yu63tN+Q9wjvrAXWW47j6gWNM0m5N/nXTyf6+oxeyK4wddghSffF/O8T8unmq5hAAXtQ5YUoBVftc3uV5pndXuSv4FtT2lAEuI2umt7W+RXaw2CkjXNPYPa6S8d8Z331GclKS8XgjhXB2GqXfBOrQpnsL8qnezVdd1El97Fb1YfQRT6FNPYg0IMC8pIWoBh93B9sVnlNdHNPKjQZtgEzMSwrm83Fy4rmMUX47pzpaJg3l+eAuah/tWdlp/k5lfzMLtMYz+bBu93lrNq78fZn9shjxsE0KI6srqAgMmwP2rIKSZc/awF8GaV2HuEEg64pw9RKUwuwhr8enFPL/xeYov86ypurF4eRH13rtoHsZGTqd+8inZa9ealNXldR0RjZe/m/L6swdSOb3X+SMThRC1U0V2wELX9VPAaKC0n0hRXCzE2gikAQ4gHzgBfAmMAEo7X/W5rusfGErY+cp6RsxaQb9cTPhvEuKSbKlqBVjWYJNvQh/+9bIvBVjVO2DpcpqyXKL9o+kU1qnc68Jy6mNxlP+Uk6ZBRGOTR1kKIaq8DbEbWHFuhfJ6V4sr1z76Hi6hauOA9MJC0ubNV95fCOFcdZsHElLPR2ltcYGdQxvV3js6U/ayZeRu2aq83r1FCwJuusnEjISoHY5uSzB0MEe6X4nqLMLfg4f6N2b5k31ZMq4PY/o0JMRH/YGYMyRmFTJ30xmumbmZgdPW8e6KY5xMUjukIYQQopJFdYKHNkCvcaA56RFn/B6Y1Q82TpduWDXIX0VYoZ7mjP1efnY549ePp9heM4qwPJo1I2LKFMNx4p+bQNF5tSkmZeXm6UKvUU0Mxdi46DhFVfBgnRCi+qvQAiwAXdeXArdRehGWEYuA+50YXwhRTva0VKV1LkGB5iVRlAsnV1/2ZS9LBm5a+UdG2Ioc5GYWGsmsVhrVtLTpq/9UJ1utDW5IPV/cPaXGVIjaJK84j9e2vWYoxgPtHqBRaDOCxtynHCN90SJsqWo/A4UQzqVpGh2HqnfB2r8mFrvNYWJGxthzckh88y1DMSJemIRmddJIDyFqqOIiu6HuV1HNA6jbwuTOz0JUAk3TaB3pz4sjW7Ht+cHMv6crI9vVwd2lwm8/l+hsah4z1pxkyLsbGPHBRmatP0V8Rn5lpyWEEKI8XD1h2KsXxxIGN3XOHvYiWP3KxW5YiYeds4eocA39GzL3irmmFWGtPr+aJ9c9SaG9ZjwfChh1Pf7XXWcohiM7m9hxT+DId+77q2bdwqnTRP3QfW5mEX/+dtrEjIQQ4qJK+QSs6/oPwGDA7JksOvAqcNu/Rx4KIaoIW1q60jprkIkdsE6sBNvl3/RpmvoYwnQZQ1huQxsMxdvVu1xr6mSpFWAZeSMuhKieZu6dyYVcxZmlXLwhM6bNGAACb7lFuSOjXlBA6rx5ynkIIZyrcecwfALdldbmZhRyYkeiyRmpS/nwQ2zJ6i30/UaMwKtrVxMzEqJ22L8mhtwM9Qcu3a9WH3csRFXlYrUwsEUYM2/rxI7JQ3j7hrZ0a1j1Cg0PX8jizWVH6fXWGm76dAtfbjtHak7NeIAqhBC1Qr2u8PBG6PW487thrX0TbEXO2UNUKLOLsDbEbmDcmnHkl/DsqTqJmPIibk3UnsP8pfDoURJenurU0c+aptHv1uZoFvVOwgfWxZJ0LsvErIQQopIKsAB0Xd8ItOPiSEEzHAYG6bo+RXfmd3QhhBLlDljBJt6gO/JbqZcojyFMkAKs8vJy9WJEwxFlvt7isBCR3VBpr8imAUrrhBDV06HUQ3x95GtDMV7q+RJu1oujUyyengTfZ6AL1jcLsaWpjeIVQjiX1Wqh/eB6yut3LT+HowqMoi44coS0L79SXq95ehI2/lkTMxKidijIKWb3H+rjNeq3DqZOkwDzEhKiCvLzcOWWrvX57qGebHxuIE8PbUZ0sFdlp/UPO86m8+IvB+n2xmrunredn3bHklMoY2mEEKLKc/WEYa/BfX9AsLGRZJflKIb1b10sxIrd6Zw9RIUyuwhrS/wWHl39KHnF1f85kcXLi7rvv4/m6WkoTuavv5Lx7bcmZXVpIXV9aDeorvJ6XYd1Xx/DYa863c2FENVfpfaA1nU9Udf1u4AuwDeojSXcDdwNdNB1fZ2J6QkhTGRLVXvwbA00qQCruACO/1HqZYEuigVY0gFLSXnGEIbk1sXVodahIlIeaghRaxQ7ipm6ZSoOXf2D8w1Nb6BzeOe/fS3w1luwBqqNxdXz80n7/AvlfIQQztWqTyRuiqOKMxLzOLXb7MbO5aM7HCRMfQUc6t/3Qh56ENc6dUzMSojaYefysxTlqxdodL9G7YCJENVVvSAvxg1uytpnB/DTI724u2cDgrzdKjutv7E7dNYfT+bp7/bR+dWVPPL1LpYfTKCgWIYtCCFElVavGzy86WI3LNQ74pQo+QjMGQLLJ0FRrnP2EBWmoX9D5l0xz7QirB0JO3h41cPkFOWYEq8yuTdpQsRLUwzHSXj9DfL37TMho8vrNrKhcmdzgOTz2RxYp/ZcUAghLqVSC7D+ouv6Ll3XbwdCgJuAmcBaIAbIAuxAHpDIxYKrr4EngKa6rnfWdX2BrusqxVtlzW+drutaCb8GKMY9W0rciv4Vbe7vnBD/ZVfs/GE1qwPW6XVQhje+qiMIpQBLTevg1jQNbFqma+tkq7W9DYzwwtO3at3QFUI4zxeHvuBI2hHl9cEewTzV+al/fN3i7U3Qvfcqx03/6ivsGRnK64UQzuPm4UKbfpHK63ctO4teiV2wMn/6ify9e5XXu0VHE2Sgy58QtVVWSj4H1sUqr2/UIZSwBn4mZiRE9aFpGp3qBzL12jb8OWkw8+/pyjXtI/FwrRK3qv+j0OZg6YEEHv5qF11fX8Uz3+1j7bEkiqVLghBCVE1/dcMas8J53bDQYdtH8HHPi88cRLUW7R9tahHWnqQ9PLjyQTILM02JV5kCrrsO/1FlP0B/ScXFxD7xpFMnA7h5uNDv1maGYvz522ly0gtMykgIUdtVqU+1uq5n6br+g67rj+u6PkjX9fq6rvvruu6i67q3rusR/y64ukPX9Rm6rp+s7JyFEGVjUx5BGGxOAmUYPwgQYFUrwEqXAiwlmqYxqknZ3sTXyVIrwJLxg0LUHqczT/PJ3k8MxZjQbQL+7v6XfC3wttuw+l/6tdI48vJIW7DASGpCCCdqN7AeFqvaKenUuFzO7E8xOaOysaWnk/TONEMxwl+cjMVNitWFKK/ti8/gsCkWX2rQ7WrpfiUEgKvVwsAWYcwY3ZGdk4fy7s3t6dcsFIuTmpeoyi6w8ePuWO6dv4Our69i4o/72XQiBZsUYwkhRNXzVzesno/htG5YGedgwbXw62OQn+GcPUSF+KsIK8wzzJR4B1IO8MCKB0gvSDclXmWKeHEy7k3LdoD+cmwJCcQ9/Qy6zXmjnRu2D6Vh+xDl9cWFdjZ+d8LEjIQQtVmVKsASQtRcdsURhC5BJnTAshfD0SVlutRfsQNWdloBtiJpR69iZKORuFpcS75I14jIaqQUXwqwhKgd7A47L21+iSJHkXKM3lG9uTL6ysu+bvXxJuieu5Xjpy34EntWlvJ6IYTzeAe406x7hPL6nUvPousV3wUr+d13sWeqn6z1GzEcn969TcxIiNohJTabY9sTlNe36B5BcJSPiRkJUTP4uLswqlNdFtzXjW2TBjNlZCva1VU7AOFMGXnFLNoRwx1z/6THm6uZ/MsBtp1OxVGJHTGFEEL8P66ecMXrcN8fTuyGBez5Ej7qDkd+d94ewumi/aOZf+V8IrzV7wv8ryNpR7h3+b0k5SWZEq+yWDw9iZrxARYfY59d8rZtI/mDGSZldWl9b2mGq7tVef3pPcmVdrhOCFGzSAGWEKJCqLYYtZpRgHV2IxRklOlSV60IH4vCm2IdMpPzy79OEOARwKD6g0q8JigvAg+7t1L8Ok0ClNYJIaqXRccWsTd5r/J6D6sHk7tPRtNKPhkZeMcdWPzUxgU5cnJI+/JLpbVCCOfrMKSe8trk89mcP+y8lvqXkrdnDxnf/6C83uLtTdiEiSZmJETtsfWnU6BYZ2F1sdDtGrXDJULUJmG+HtzXpyG/PdaH1c/0Z9ygJtQP8qrstP4hJaeIr7ad59bZ2+j51mqmLj7ErnPplVKYLYQQ4hLqd3d+N6ycBPj2dvj2TshWL9IXlau+X30+v/JzonyiTIl3KvMUdy+7m9hs9bHlVYF7w4ZEvvWm4Tipn31G9qpVJmR0ab5BHnQ3+Dlrw6JjFBdKowUhhDFSgCWEcDpd17GrFGC5umLx9TWewOGyjR/8S6BiF6z0BBlDqGpU05LHENbJVhs/6BvsgW+Qh9JaIUT1EZcTxwe7PzAU45EOj1DXt26p11l9fQm66y7lfdK+WIA9O1t5vRDCeYIjfWjUIVR5/c4lFdcFS7fZSJj6iqEYoeMexzXcnBELQtQmMUfTDBVcthtYVz6jCFFOjUN9eHpYc9aPH8CPY3txV88GBHqV0km7EiRmFTJ/81lu+GQLfd5eyxtLj7A/NkOKsYQQorL9pxvWcghSu89cJkd+g5ndYOd8cMiI2uooyieKz6/8nPq+9U2JF5sTy93L7uZ0xmlT4lUW3yFDCH7gAcNx4ic+T+GZMyZkdGltB0QRUk+9W1dOWiHbf3defkKI2kEKsIQQTufIzUMvLCz3OpegoFI7kZS+ub3M4wf/EuASp7RVRqIUYKnqUacHkd6Rl329TpbaB2MZPyhEzafrOi9veZl8m3oXwhZBLbiz1Z1lvj7ozjuUW287srJI//prpbVCCOfrMiJaeW3C6UzijqWbl0wJ0r/5hsKjR5XXuzdvTuDtt5uYkRC1g+7QL3a/UuTu5UKnKxuYmJEQtYumaXRuEMgr17Zh+wtDmHt3F65uH4mHa9W7xR2Xkc/sDae5ZuZmBkxbx7+WH+VwfJYUYwkhRGWq3+NiN6wej+K0bliFmfD7k/D5VZB83Dl7CKeK8I7g8ys/p6F/Q1PiJeUncc/yezicetiUeJUl9IlxePXsYSiGIyeHuHHjcOQ551maxWphwO0tDP3z3rc6hpRYOTwrhFBX9T6dCiFqHHtaqtI6U8YPxvwJueUbKRhgVSzASpICLFUWzcJ1Ta679Iu6FGAJIS7vl5O/sO3CNuX1Fs3CSz1fwsXiUuY1Vn9/Au+8Q3nPtPmfY8/JVV4vhHCe0Pq+NGgbrLx+57Kz5iVzGcWJSSR/MMNQjIiXXkJzKfv3PSHERSd3J5F8Xv1mfKcrG+DhXfW69ghRHblaLQxuGc6Hozuyc/JQpt/Unv7NQrFanPRA3YBzqXl8vO4UI2ZsZPC763l35XFOJMqDPSGEqBRuXnDlG3DvMud2wzq/BT7tDeveAlv5D6eLyhXqFcq8K+bRJKCJKfHSC9MZ88cYdifuNiVeZdBcXIiaPh2XiAhDcQpPnCR+0gtOK0oPj/ajbf/Spxxcju7QWff1MRwOKZoXQqiRAiwhhNMpjR/kYgcsw8o5fhDURxBKByxjrmtyHdoljib4F4TiXeyvFDOySYDBrIQQVVlSXhLv7HjHUIw7W95Jm5A25V4XdNddWLy8lPa0Z2aSvvAbpbVCCOfrMjxaeW3csQwunMwwLZdLSXr7bRy56kWc/jfegFenjiZmJETtYLc52PaLevcrn0B32g1UfxAghLg8H3cXbuhcly/u68b2SYN59drWdI0OrOy0Lul0ci4zVp9g6HsbGPbeet5fJcVYQghRKRr0dH43LHsRrHsTPu0L59UPD4rKEeIZwrwr5tEyqKUp8XKKc3ho5UNsidtiSrzK4BIURN0P3gdXY4dKspcvJ3X2Z+YkdQndr22Et7+b8vrEM1kcWBtrYkZCiNpECrCEEE5nUyzAsgYbLMDSdTiyuNzLjIwglFby6ur41KFnZM9/fD0iu5FSPC8/N/zDPI2mJYSoonRd57Vtr5FdrP6wor5vfR7t+KjSWpfAQALvMNAFa958p7XbFkIYE9HIn7ot1B/aOrMLVu6WLWQtXaq83urvT9gzz5iYkRC1x6GNcWSlFCiv73Z1I1xcrSZmJIS4lGAfd+7sGc33D/di88RBTBzeglZ1/Co7rUs6npjD+6suFmMNfXc97608znEpxhJCiIrzVzes+5ZDcFPn7ZNyDOZdAb8/BQWZzttHmC7QI5DPhn1G25C2psQrsBfw2JrHWH1utSnxKoNn+/ZETHrecJzk998ne9064wldgrunC31ubmYoxrZfT5GZnG9SRkKI2kQKsIQQTmdLVRtB6BKkPv4FgPg9kFX+KnUfSyouVke51xXm2cjPLi73OvFf1ze9/h9fizQwflDTqt7oASGEOf44+wdrY9YaivFyr5fxdFEv1Ay69x401S5Y6emkL1ykvLcQwrm6jIhWXnv+UBqJZ7PMS+bfHAUFXHh5qqEYoc8+g0tg1ewIIkRVVpRvY8eSs8rrg6O8ad7D2KgOIUT5RQV48nD/xix9oi+rnu7HuEFNiA5We//ubCeScvhg9QmGvbeBIe+u590VxziakCUH/YQQoiLU73GxG1bfZ0FzYsH8znkwsxsc/vXi4XFRLfi7+zN76Gw6hpnTSbrYUcwz659h8anyNw+oKgJuvRX/a681FkTXiX92PIWnT5uT1P/TuFMoDdqoP2O0FTlY+9UReS8mhCg3KcASQjidPVWxA5bREYRHf1daplk0/MPVbsjJGEJjBtUbRIB7wN++VkexAKuOjB8UosZKL0jnze1vGopxc7Ob6RrR1VAMl8BAAkffqrw+dc4c7DnqY8SEEM4T1SyQOk3URiAD7HJCF6yUjz6m+Px55fWe7dsTcMMNJmYkRO2xZ+V5CnLUD9v0uK4xFoscDhGiMjUJ8+XpYc1Z++wAfn20N2P6NCTcz72y07qkk0k5zFhzkivf38jgd9czfcUxjlyQYiwhhHAqVw8Y/CI8uA7qtHfePjkJ8N1d8M0tkH7OefsIU/m4+fDpkE8N30v8i123M2nTJBYdrZ6HMzVNI+Lll3Bv0cJQHEdODrGPPIo9y/xDbJqm0e/WZri4qpdCxB3L4PCmeBOzEqJ0WVlZfP/99zz++OMMGjSIBg0aEBgYiKurK97e3kRGRtKnTx8eeughvvvuOzIyMio7ZfH/SAGWEMLp7Irf/F2CDJ7OP7pEbV2D3gREqLWnlwIsY9ysboxsNPI//9+7MAC/whClWJFNA0zKSghR1by1/S3SCtSKewHCvcJ5qvNTpuQSfO+9aB4eSmvt6emkff65KXkIIcxnpAvWmX0ppMTmmJZLwZEjpM6bpx7AYiHi5ZfQLHILQIjyys0sZO8q9eLHqGYBhk5eCyHMpWka7esF8OLIVmyZOJhvHujO6G718Pd0rezULul0ci4frjnJ8A82Mnj6eqb9cYzD8VKMJYQQTlOnHdy/Boa8DFYnFuqe+AM+7gGb3ge7TNWoDrxcvfho8Ef0iuxlWszX/3ydWftmVcuf6xZPT+rO+ACLr6+hOEVnzxI3fjy63W5SZv/lF+JJ15ENDcXY/ONJctLVR9ELUVa7d+/m1ltvJSQkhJtvvpmZM2eydu1azp8/T0ZGBjabjby8PC5cuMDmzZuZPXs2t9xyCxEREdx9990cOHCgsv8TxL/J3VchhNPZ09OV1hnqgJVyEpKPqq1teQ2BEWodsNKlAMuwUU1H/ed/q3a/cvdyITjS26yUhBBVyPqY9Sw9s9RQjCk9p+Dj5mNKPi4hIQTecovy+rT587GlqReTCSGcp17LIMKi1YrywbwuWLrdzoUXp4CBm5GBt9+OR8uWpuQjRG2zY8lZbEXlH1H/l57XN5HR6EJUUVaLRq/GIbw5qh07XhjCnLu6cE37SDxdnTh+yoDTKbnMXHuSETM2Mmj6ev61/CgH4zKr5UNbIYSo0qwu0OcpGLsF6ptXbPMPxXmw6iWY1R9itjtvH2EaTxdPPhz0IYPqDTIt5sy9M3l7x9s4dPXPHJXFrX59Iv/1tuE4ues3kPz+ByZk9E/th9QjOEr9WVFxgZ113xyT91vCaTIzMxkzZgydO3fm22+/pbi4fEW5hYWFLFiwgI4dOzJ27Fiys7OdlKkoKynAEkI4nWoHLGtAgPqmRw3Mz245kgAZQVhpmgY2pW1IWwDqZKuPH9RkxIcQNU52UTavbHvFUIyRjUbSr24/kzK6KGjMfWjuaqciHbm5pM6abWo+QghzaJpmqAvWyd1JpF0wPmY07csvKTh4UHm9NTSE0HGPG85DiNooPSHX0MiJxp3CCG+oXsgphKg4bi4WhrQKZ8bojux6cQgf3NqBoa3CcbNWzdvnZ1Jy+XjdKUZ+uImB09bx9vKjHIiVYiwhhDBVSBO4ZwlcNR3cjHX5KVHSIZg7DBY/Cflqh9lFxXGzujF9wPS/TfIw6usjXzNx40SKq2E3NN+BAwke+7DhOKmffUbWUmOHbi/FarXQ/zZjoxLPHUjl+PZEkzIS4r8OHz5Mu3btmGek6/2/2e12Pv30Uzp16sTevXuNJyeUVc1PkEKIGsWWodgBK8DACELV8YNRncEvUgqwKtn1Ta8HoE5WI6X1kU0CTMxGCFFVTN85naS8JOX1QR5BTOg6wcSMLnINCyPg5puV16cvXEhxvPrDXSGE80S3DSa4rmLHPB12Lz9naP+i2DiSP5hhKEb4hIlYDY4EEKK22vzDSXSHWjGDxaLR41q1zzNCiMrl5ebCtR2i+OyuLux8cQjTb2rPwOahuFTRg15nU/P4ZN0prp65ib7/Wstrvx9m59k0HIrfv4QQQvwPiwW63g+PboOmVzhxIx12zYeZXWH/9yAFtVWai8WF1/u8zi3N1bvi/3/Lzizj8TWPk1dc/Z4xhT72GN59+hiOEz/pBQoOHzYho7+r09ifNv2jDMXY+N1x8rKKTMpICNi5cyd9+vTh/PnzpsY9efIk/fv3Z8OGDabGFWUnBVhCCKdT7oAVGKC2YdYFiN2htrbFVQAEKhZgZSXnY7dXv1axVc3w6OEEOEIIyq+jtN4aWWhyRkKIyrYpbhM/nvjRUIxJ3ScR4BFgTkL/T/D9Y9BcXZXW6kVFJH/0kckZCSHMoGkaXYZHK68/viORzGS1m6e6rpMwdSp6fr7y/l49euB31Qjl9ULUZucOpXLuYKry+lZ91Q/2CCGqDj8PV27oXJf593Zj5+QhvH1DW/o2DaGK1mIRm57PnE1nuPHTrfR4czUv/nKQzSdTsMm9KiGEMMa/Ltz2Ldw4D7xDnbdPbjL8dD98eT2knnLePsIwi2bhhe4vcF+b+0yLuTl+Mw+seICMggzTYlYEzWolavo0XBvUNxRHLygg5rHHsKWlmZTZf/W8vjE+QWoTDAAKc21sWHTcxIxEbRYTE8PVV19Nerpzuh5mZWVx5ZVXsn27jLetDFKAJYRwOnt6RvkXaRpWP8VRDccUu18BtLgaADdPF7z83Mq93OHQyUpWf0gmLvJx8+FqL7VuMsWWQpbn/mJuQkKISpVZmMlLW14yFGNw/cEMazDMpIz+yTU83FAXrMyff6Hw9GkTMxJCmKVxx1AC63grrdUdOrsUu2Bl/b6E3I0bldYCaK6uREyZgqZV0SfEQlRhdruDzd+fUF7v6m6l61UNTcxICFEVBHi5cUvX+nw5pjvbXxjCq9e1oXvDIKrqj9qk7EK+3HaO2+f8SdfXV/HcD/tYczSRQpu9slMTQojqSdOgzQ3w6HboeKdz9zq9Fj7uAWvfgGJ53lBVaZrGU52f4olOT5gWc3/Kfu5efjcJuQmmxawIVn9/6n30ERYvY4dQbPEXiBv3BHqxueMY3TxcGHi7sVGEp3YncWqP+nQGIeDiqMAbb7yRhITL/xtv1qwZ9913H2+++SYff/wxH374IS+99BI333wzYWFhZdonPz+fa665xvQOW6J0UoAlhHAq3WbDkZVV7nVWPz80q1Vt0yO/q60LaQahzf7zf5XHECbJByIztC7uqrQu0fcsP5/6idziXJMzEkJUlre3v21o9KCvmy8vdH/B6UUIIWMfRlO9yeBwkPz+B+YmJIQwhWbR6DK8gfL6Y1sTyE4rKNcaW3o6iW+8obwnQMgjY3FvJAUgQqg4tCGe9AT10R8dhtZXOtAjhKg+QnzcubNHA759qCfbnh/MS1e3onODwMpO67LS84r5bmcs932+ky6vruKJRXtYduACeUW2yk5NCCGqH68guHYm3P07BDV23j72Ilj/NnzUHY6vcN4+wrD7297PpO6TTIt3OvM0dy67k9OZ1euwpnuTJkS+8y/DcfJ27iTxzbdMyOjv6rcOpkWPCEMx1i88TkGuucVhonZ57733LtmZStM07r77bvbv38+xY8eYO3cuEydOZOzYsTz22GO8/PLLfPvttyQkJLB06VL6lGHsZ2JiInfeeScOh3TDrUhSgCWEcCq7QvEVgDUgQG3D/Aw4q9gp4N/jB/8SEKFYgGXgRr34r9zzanPu4/1OklOcw68nfzU5IyFEZVh9fjWLTy82FGN8l/GEejmxPfy/uYSEEHSX+gnI7BUryD9wwMSMhBBmadI5DP9QT6W1DofOzmVny7Um6a23sRtoQ+7etCnBY8YorxeiNivILWb77+oPOjx9XekwpJ6JGQkhqrpwPw/u7d2QH8f2YvPEQUwa0YJ2df0rO63Lyi608eveeMZ+vZtOr67koS938sueOLIK5GGiEEKUS8O+MHYL9BsPFhfn7ZNxDr65CRbdDhkxzttHGDK6xWhe6/0aFs2cR+8JuQncvexuDiRXr3uFvoMHEzLuccNx0r/5hvRF35qQ0d/1vqmpocMy+VlFhrolC/Hxxx//42v16tVj8+bNfP7557Rt27bE9ZqmMXz4cDZu3MisWbNwdy95tOaGDRv44AM5+F2RpABLCOFUqg+OrIGKpwZPrACH4um9f48f/EugagesROm8ZFRRvo2UmGyltRd8TwGw8OhCHLpUdQtRnaUVpPHK1lcMxegV2YvrmlxnTkJlEDxmDFZ/9Yctye+9Z2I2QgizWKwWOhvognV08wUykspWpJ+zeTOZvxooJNc06rz6CpqbdN8RQsX2389QmKveEabrVQ1x83DiAzghRJUWFeDJg/0a89tjfVg/fgDjr2hOyzp+lZ3WZRUUO/jjUCJPfruXzq+u5J752/l2x3nScosqOzUhhKgeXD1g0GR4aCPUVZvoUGZHf4ePusHGd8Em36eromubXMv0/tNxMakgL6MwgzErxrAlfosp8SpKyMMP4zt0qOE4Ca++Su4Wc//bPbxd6T+6uaEYR7clcO5QqkkZidpG1//efKJFixZs376dnj17ljvWgw8+yIoVK/D29i7xuqlTp5KSklLu+EKNFGAJIZzKnpGhtE65A9YRxS4pvpEQ2fFvXwoIUyvASk+UDlhGXTiVia7QAMuu2UjyuTjP+GzWWTbHbTY5MyFERdF1nde2vUZaQZpyDE8XT6b0nOL00YP/y+rrS/CDDyivz92yldytW03MSAhhlmbdI/AN8lBa63Do7Pj9TOnX5eeT8PJUpT3+Enj77Xh26GAohhC1VdqFXA6uj1NeHxDuRau+kSZmJISozhoEe/PowCYse6Ivq57uzzNDm9Eiwrey07qsYrvOumPJTPjxAF1eW8mts7cyf/MZYtPlPpcQQpQqvBXc9weMmAZuTvxeX5wHq6fCp73hzAbn7SOUDWkwhJmDZuJhVbt/8P/l2/J5dPWjLDm9xJR4FUGzWIh8603cmzY1FshuJ/aJJyk8dcqcxP6tUcdQGncKMxRj3VdHKcqXUc7CmLCwMFasWEFEhPpozH79+rFw4cISn4FkZmby5ptvKu8hykcKsIQQTlWhHbCK8+HkaqX9aDECLH//lhig3AFLbkwZFXtUreAiyeccdut/W+Z/feRrs1ISQlSw5WeXs/LcSkMxnuz0JFE+USZlVHaBt9+OS5j6h/ikd9/7x0kYIUTls1otdLpSvQvW8R2JpMbllHhN8syZFMeoj5RwqVOH0CefVF4vRG23+YcT6A71n8G9b2yC1Sq32oQQ/9QkzIfHBzdl+ZP9WPNMf54d1qxKd8Zy6LDtdBpTFx+mz9trGfnhRmasPsGxhGz5rCKEEJdjsUK3B+DRP6Hl1aVfb0TKcfjiavjxfshOcO5eotx6R/Vm9rDZ+JpUjGdz2Ji4cSLzDs6rNj+HLd7e1P34I0OTAgAc2dnEPDwWm+Kzxsvpd2szPLxdldfnpBey9WdzC8NE7TN79mzq1atnOM7VV1/No48+WuI1n332GVlZWYb3EqWTu0JCCKeq0A5Yp9dBseL4vxYj//ElvxAPLNbyd03Jzy6mMK+49AvFZcUcUXszfcHv7294N8dv5nTmaTNSEkJUoOS8ZF7b9pqhGJ3DO3Nri1tNyqh8LB4ehDxW8geekhQcOED2SmPFZ0II52jRMwJvf8XRfjr8+dvl35cUHD5M2udfKGZ2UcSUF7H6lNx2XAhxaecOpnL+kHrnzfqtgmjQJtjEjIQQNVWjUB8eG9SUZU/0Ze2zF8cUtqrCxVgAB+OyeHflca54fwMDpq3j9SWH2Xk2DbuBolUhhKix/KPglq9g9CLwN/5gvUQHvocPu8CWD8EuzySqko5hHZl/xXxCPUNNi/nervd4c/ub2B1202I6k1u9ekS9/x5YrYbiFMfEEPvY4ziKzBu96eXnRp+bjXXoOrghjpgj6p8hRe02ePBgrr32WtPiTZ06laCgoMu+np2dzYIFC0zbT1yeFGAJIZxKtSpdqQPWkd+V9sLDH6L7/OPLFqsF/1BPpZAyhlBdXlZRqd0hLueC7z9PHHxz5BujKQkhKpCu60zdOpWsIvXTGJ4unrza+1UsWuW91Q0YNQq3BuqdcpI/mIFukzbWQlQ1Lq5WOg5T/7d9Zl8KCWcy//F13WbjwuQXwa5+E9V3+JX4DhyovF6I2sxud7D5hxPK6zWLRu8bm1bo2GMhRM3QMOTimMKlT/Rl3bMDeO7K5rSJqtrFWOdS8/hs4xlu/HQr3d9YxfM/7Wft0SQKbdXjYbAQQlSY5sPhkW3Q63HQjBWglKgoG1ZMhk96XzykLqqM5kHNWTB8AfV965sWc+HRhTyz/hkKbAWmxXQm7549CX9uvOE4+bt2kfDiFFM7gDXrFk6DtsYO0axZcEQaMohy0zSN9957z9SYQUFBTJkypcRrFi5caOqe4tKkAEsI4VTqHbDK2ZbUboNjS5X2otmVYL10q1EZQ1jxVE8M2DU7CX5n/vH13079ZqiQQwhRsX45+QvrY9cbivFsl2ep5+vkE4al0FxcCH3yCeX1RadOkfnrbyZmJIQwS6u+kXj5KXbBAv789Z9dsNK+WEDB4cPKMS1+fkRMmqS8Xoja7uC6ONIT1D/DtekXRVCkdJ8TQhgTHeLNIwOa8PvjfVk/fgATrmxB2yhjY3ucLSWniIXbY7j38x10emUlj36zm1/3xpFVIA8ihRACAHcfGPYaPLQeoro4d6+UY7DgWvjubshQH20vzFXXty4Lhi+gZVBL02KuPr+aB1Y8QEZBhmkxnSnwrrvwv+46w3Eyf/2V1FmzjSf0b5qmMeC25rh5qBdI5qQXsuHb46blJGqH3r1707ZtW9Pj3nPPPXh4eFz29a1btxIfH2/6vuLvpABLCOFUFTaCMGYb5Cu2+rzE+MG/KBdgGbh5X9vFHlX7c0z0OUOxtfAfX8+35fPziZ+NpiWEqAAXci7wrx3/MhSjV2Qvbmp2k0kZGeN7xRW4t1K/uZI8cyaOwn9+XxNCVC5XNytdRkQrr489mk7M/7zfKTx9muQPPjCUU/iE53AJNW+sgRC1SUFOMTuW/PMgR1m5e7nQbWRDEzMSQghoEOzN2AGNWfx4HzaMH8jE4S1oV7dqF2PlFtlZsv8CTyzaS+dXV3LXvO18/ec5krKqR4cOIYRwqoi2MGYFXDUd3J38/fzwL/BRN9gwDWxyX6kqCPYMZt4V8+gW0c20mHuT93LnsjuJzY41LaazaJpGxNSX8WjXznCs5PffJ2v5chOyusgn0INeNzQxFOP4n4mc3JVkUkaiNhg9erRT4vr7+zNixIjLvq7rOmvXrnXK3uK/pABLCOFU9vQMpXUu5R1BqDp+0MUDmgy+7MvSAati6bpOzBG1sZVx/pc/ZbDw6MJqMxddiNpK13WmbJlCTrHaCFIAX1dfpvaaWmXG/2gWC2FPPa283nbhAhmLFpmYkRDCLK36ROIbfPkTZaX589fT6LqObrcT//zz6EVFyrG8unfHf9Qo5fVC1HbbF5+mME997G/XkQ3x8Ll0R2UhhDBD/WAvHu7fmN8e68PG5wYyaUQL2tcLqOy0SlRs19lwPJkXfj5ItzdWc/3Hm/lk3SlOJmWbOjpICCGqFYsVut4Pj+2ANjc4d6/iPFjzKnzcA46vcO5eokx83Hz4eMjHDKk/xLSYZ7POcsfSOziUesi0mM5icXen7oczsIaGGI4VP2Ei+QcOmJDVRa36RBLVvJzPJP+fdd8cJTdTCh5F6axWKzfd5LwD5LfddluJr69fb2z6iCidFGAJIZyqQjpg6TocXaK0D40HgdvlR0UEqhZgJUkBlor0hDxyM9TepMYGHLvsa3E5cYZHmgkhnOu7Y9+x7cI2QzEmdp9IhHeESRmZw7tPb7y6dlVen/LpLOw5uSZmJIQwg9XFYqjjTeKZLM7uTyFt/nwK9u1XjqO5uVFn6stVpvBUiOomNT6HgxvV2+8HRnjRpn+UiRkJIUTJ6gV58WC/xvz6aG82TxzElJGt6BYdRFV/K7DnfAZvLz/KkHc3MGj6el5fcpg/T6diszsqOzUhhKh4vuFw4zy440cIdHIn1bTT8M1N8M2tF/+3qFTuVnem9Z/Gjc1uNC1makEq9y6/l01xm0yL6Syu4eHUmzkTzd3dUBy9sJCYRx6h2KRRapqmMfCOFri4qZdNFObaWPvlUSk0F6Vq1qwZoU7sYt+7d+8SX9+3b5/T9hYXSQGWEMKp7Olq3Yys5emAlbAfMs8r7VPS+EGAgAjVAqx8dIe80SqvmCNq4wcLrXkk+ZT8d+DrI18rxRZCOF9MVgzTd003FGNAvQFc3ehqkzIyj6ZphD79lPJ6e3o6afPnm5iREMIszbpHEKj4XhFg6/dHSfrgQ0M5hDz6KG7R0YZiCFFb6brO5h9OGvrc1vvGplitcmtNCFE5ogI8ua9PQ757uCfbJw3h9evb0LdpCC6Wql2NdSYll882nuGW2dvo8voqnv52L0sPXCCnUL0boRBCVEtNhsAj22DA82A1VpBSquPL4KPusGoqFGY7dy9RIqvFypQeU3iw3YOmxcy35fPY6sf4+cTPpsV0Fs/27Yl8603DcezJKcSMfcS0g6v+oZ70uLaxoRjnDqZyeJM5RWGi5mpnwijOkkRERJRY4HX48GEpFHQyuUskhHAq5Q5Y/uWYg646flCzQPPhJV7i6eOGu7dLuUPbix1kpxWo5VWLxR5VK9iL9zuJrpV8anJ7wnaOpV2+S5YQonLYHDZe2PwC+bZ85RgB7gG81POlKtsBxqtjR3wGX37cbWlS582jODHRxIyEEGawWDS6X9NIeX16SjEJgeo3XdybNyf4vnuV1wtR2507kErMYbUDIAD1WwfToE2wiRkJIYS6UF93bu/egC/HdGfn5CFMu6k9Q1qG4+ZStW//Z+QV89OeOB75ejedXlnJ3fO28+W2c1zIVP98KIQQ1YqrBwyYCI9uu1iQ5Uz2Itj0LnzYBfYuBId0IawsmqbxeMfHmdhtomkx7bqdKVumMHPPzCpfXOE3fDgh4x43HKfw2DHin30W3W43IStoO7AuEY3K8WzyEjb9cJLMZJmQIy6vffv2lbpHTk4OifKswamq9icwIUS1pjsc2DMzy73O4uuL5upa9gWq4wcb9AavoFIvCwhT7IKVKG+yysNudxB3XK0Aq6Txg/9r4dGFSvGFEM4z58Ac9iTtMRRjco/JhHiGmJSRc4Q+MQ7VuSB6fj7J775rckZCCDM06hhKaH1f5fVnGo7EoSl8LLdYqPPqK+V7zyyE+A+7zcHmH08qr9csGr1vbGJiRkIIYZ4ALzdu7FyXOXd3YfeLQ/lwdEeualcHLzdrZadWoiK7g/XHk3nxl4P0fHMNIz/cyAerTnAoPrPKP0gWQgjDghrB7T/AzV+Cn5NHXOckwC8Pw9yhELvLuXuJEt3e8nbe6vsWLpbyNwG4nFn7ZzFh4wQK7YWmxXSGkLFj8bvG+DSDnHXrSHzjTVPeK1gsGoPvaWloFKGt0M7qz4/gkAk54jKaNWtW6XskJCQ4PYfaTAqwhBBO48jKUjpFYQ0IKPvFaach6VC59wBKHT/4l8BwtQKsdCnAKpfEM1kUF6idVIj1L1sB1u+nfye9QK3ISwhhvv3J+/l036eGYlwZfSVXRF9hUkbO49GsGf7XXKO8PvPX38iX+exCVDmaptHjWvUuWPmeoVyI6FXudUF33oGnk1uWC1GT7VsdY+jATNv+UQTV8TYxIyGEcA4fdxeubh/JR7d1YveLQ/nsri6M6hSFn4d5D3qd5WBcFu+tOs5VMzbR+601TPn1IBuOJ1Nkk44tQogaStOg1TXw6Hbo/QSYWJRzSXE7Yc4g+HksZMvD+MpyVaOr+GTIJ/i4+pgWc9mZZTyw4gHSCtQ7/jqbpmnUee01PDt1Mhwr/euvSZs714SsLjZk6H1jU0MxLpzKZM+Kc6bkI2oe//JMgHLSHtIBy7mkAEsI4TS2dLVCF2tgYNkvVh0/CNDiqjJdFhAhHbAqQswRtQ8D2W5pZHokl+naQnshP574UWkfIYS5cotzmbhxInZdvUV0sEcwL3R/wcSsnCvk8cfBQLcas05zCSHMVa9VEJFNA5TXn4kejt1S9u8NrnXrEjpunPJ+QtR22WkF7FhyRnm9u7cLXUc2NDEjIYSoGB6uVoa2Cufdmzuwc/JQFtzXjdHd6hPi41bZqZUqPrOABVvPcde87XR6dSWPfr2bn/fEkp5bVNmpCSGE+dx9YOgr8PBmaNDH+fvt+wY+7Ayb3gNb1e6aVFP1qNODz6/8nDDPMNNi7knaw+1Lbud05mnTYprN4uZG3Zkf4lq3ruFYSdOmk7nYwPPC/9G6byT1W5c+Pack2xefISU225R8RM3i66veSb+s/Pz8Snw9NzfX6TnUZlKAJYRwGntGhtI6a0A5qn9Vxw/WaQ8B9cp0aYBiBywpwCqfWMUCrFj/41COqV4LjyykyC436ISobG9vf5uY7BhDMV7u9TIBHgHmJFQB3OpGEXjLLcrr8/ftI+t3xZ97Qgin0TSN7ga6YBW5BxAX2a/M19d543Us3tJ5RwhVm747ga1IvXtKt5GN8PCW8Z9CiOrNzcVCv2ahvDmqLX9OGsK3D/bgvt4NiQrwrOzUSpVTaGPJgQs89e0+Or+2khs/2cLH605yLCFbDqwIIWqWsBZwz+8w6jPwNq8w55KKcmDVy/BR94vPXOT7aYVrHtScr0Z8RWP/xqbFjM2J5Y6ld/DnhT9Ni2k2l6Ag6n36CRYf4x3A4idNInfbNsNxNE1j0J0tcfdS70LnsOusmn8Ye7F07hR/V1pxVEXsUVBQ4PQcajMpwBJCOI16AVZA2S7MSYIYxTeOLco+W1oKsJyvMN9G4lm10wCxAUfLdX1SfhK/nPxFaS8hhDlWnF3Bzyd/NhTj2sbXMqDeAHMSqkAhDz+E5qX2cwUgafp0HHny80WIqiaySQAN2gQrrz/XYBg2q0ep1wXeeSfe3bop7yNEbXf2QAqn95ate+6lBNbxpk2/SBMzEkKIyme1aHRvFMyUq1uxacJAlozrw7jBTWkR4fzT+UY5dNh5Lp1/LT/GFe9voM/ba5ny60HWHUuioFi927IQQlQZmgbtbobHd0LPx0CzOne/9DOw6Db44mq4sN+5e4l/qONThy+Gf0GX8C6mxcwuyubhlQ/z8wlj92Kdyb1JE6Lefx+sBv9+FxcT+9jjFBw7Zjgn7wB3+t/W3FCM1Lhc/lxcdTuQicrhamBChll72O3yPtmZpABLCOE09vQMpXUuZR1BeHQJoHgSo4zjBwECQr3QytFh6S856YUUF8oPsbKIO5aO7lD7s4zzP17uNfMOzqPYUay0nxDCmITcBKZunWooRoR3BBO6TTApo4rlEhJC8D13K6+3JSSQOneeiRkJIczS/Rr1LljFrj7E1B1U4jWuDeoT9tSTynsIUdsVF9nZ+G35Pzv8rz43NsFilVtpQoiaS9M0Wkf68/TQZix/sh/rxw9g8lUt6RYdpHRvrKLFZeSzYOs57pm/g46vrOSBBTtZtP08SVlyyl8IUc15+MMVr8PYzRDd1/n7nd0Is/rBr49CdoLz9xP/4e/uz6yhs7gy+krTYtp0G1O2TOGD3R/g0KtmRyafPr2JmPyC4TiOnBxiHnyI4gsXDMdq2iWcpl3DDcXYs/I88ScyDOciao7sbOePpszKyirxdQ+P0g+BCnVy10gI4TRO74ClOn4wqBGEtSx7Pq4WfIPVfhhJF6yyUR0/mO5zgQLX8s8qjsuJY8lpGeMlREVz6A4mb5pMVlHJHwBKM7XXVHzdqv5p7MsJHjMGlzD11vGpc+eachNBCGGu0Pq+NOms/m/7fL1BFLleZrSgphH5xhtYDHTQE6K22738HFkp6g/gG7QNpn5r9U53QghRHTUI9ub+vo347uGe7HhhCG/f0JZBLcJwc6n6jxXyi+2sPJzIxJ8O0O2N1Vz94SbeW3mc/bEZOBQPAQohRKULawl3L4Yb54NflJM302HPVzCjE2x4B4rznbyf+Iub1Y23+73N3a3UD3FeypwDcxi/fjwFtqpZmBw4ejSBd91pOI4tMZGYBx/EXkoRSln0u7UZ3v5u6gF0WPX5YQrzbYZzETVDacVRFbGHFGA5V9X/pCSEqLbs6elK66xl6YBVkAVn1ivFp8VIyntsLyD8Mg/DSpGRJAVYZRFzVO3vSmBj9Te+cw7Mwe6QDmVCVKQFhxbwZ4Li6Nh/G91iNL0ie5mUUeWweHsT9szTyuv1ggKSpr9rYkZCCLN0u7ohmkWtPYTdxZNz9S99wjXorrvw6tzZSGpC1GrpCbnsXnFOeb3FotH7hiYmZiSEENVPiI87t3Stz7x7urL7xaF8dFsnru0Qia+HS2WnViYH4jL5YPUJrpm5me5vrmbCD/v541ACuYXyQFQIUc1oGrQZBY9uhz5Pg8XJ46yKc2HNazCzKxz4AXQpYq0IFs3Cs12fZULXCWiY14ZyxbkVjPljDCn5KabFNFP4hAn49O9vOE7hiZPEPvoYjqIiQ3E8vF0ZdHfZGzpcSnZqAeu+Poou/3YEVaMAKzhYDpc5kxRgCSGcxqkdsE6sALviG6cWI8u9JDBcrduAdMAqXXZagfLvU/+eXXCxqN3oO5d1jj/O/qG0VghRfkdSj/DBng8MxWjs35inO6sXLlUlfldfjUe7dsrrs37/nbw9e0zMSAhhhsAIb1r0jFBeHxvVnzzPv3fRcouOJvTJJ4ymJkStpes6GxYdx2FTv9ndfnA9AiPUDuUIIURN5OPuwlXt6vDBrR3ZNXkoC+7rxh096hPm617ZqZVJcnYh3+6M4aEvd9HxlZXcNW87X2w5y/lUuY8nhKhG3H1gyEvwyDZoMsT5+2XGwI9jYO5QiNnu/P0EAHe0uoNp/afhZjHQhen/2Z+yn9FLRnMk9YhpMc2iWa1ETp+Oe7NmhmPl7djBhYkT0R3Gxi7WbxVMm/7GOs6d3JnEkS0y0UBAfHy80/e4UMr0jIgI9XuXonRSgCWEcBp7hmIHrIAydMBSHT/oEw51u5Z7WUC4p9J26Qly46Y0MYrjB60uFlq0qs81ja9R3vuzA59V2ZnnQtQk+bZ8Jm6ciM2hfrLY1eLK2/3exsOlZrTH1SwWwp+faChG4htvGr6BIIQwX9erGmJxUTudqlusnGx8/X+/oGnUeeMNLJ5q70WFEHByVxKxih13AXwC3elyVbR5CQkhRA3j5mKhX7NQXruuLdueH8zPj/Ri7IDGNAqtHoWrRXYHG44n89Jvh+j3zloGTVvHK4sPs/FEMoU26ZwuhKgGQprA7T/ArQshoIHz94vdcbEI6/t7Ie2M8/cTDIsexuxhs/F39zctZkJuAncvv5sVZ1eYFtMsVh9v6n36CS5hYaVfXIqspctIemea4Ti9RjXBP8zYvZmNi46TdiHXcC6ietu/f7/T99i3b99lX7NYLERGRjo9h9pMCrCEEE5jT89QWmcNDCj5AlshnFipFJvmI8BS/m99AdIBy2liFQuw6jTxx8XNypg2Y7Boaj/OTmacZM35NUprhRBlN33ndE5nnjYU44lOT9A8qLlJGVUNXh074jey/F0Z/1Jw4ACZv/1mYkZCCDP4BnnQpp/6yciUkHakBbYAIOjee/Hq1NGs1ISodYrybWz6/oShGH1ubopbNRmvJYQQlc1i0ehYP5AJV7ZgzTMDWPNMf14Y0ZJu0UEoTmmucKdTcpm3+Qx3zt1Oh6kruf+LHXy17Ryx6XKPTwhRhWkatBhxcSzh4CngWgFFsId+ujiWcPkkyFO7xy/KrnN4Z74e8TX1feubFjPfls8z65/h470fV7mD6q6RkdSbPQuLt/G/y2nz55O2YIGxfNytDLmnFZqB9zO2Ygcr5hzCViQF3rVZScVRZsjPz+fEicvfB2nUqBEeHjXjkHtVJQVYQginsWdmKK0rdQThmY1QlK0UW2X8IEBAuNqbvIzEPJnrXALdoROjeBq9XssgAOr71WdEwxHKOczeP1v+jIRwovUx6/n22LeGYvSo04M7W91pUkZVS9gzT6MZ+MCT/O57OHLl5JQQVU2H3sFYHYrjsoETjUfh0qgxoeMeNzErIWqf7YvPkJep/m+xfutgGnUINTEjIYSoXRqF+vBAv0Z893BPdk4eyvSb2jO8TQRebtbKTq1M8ovtrDqSxORfDtLn7bUMfXc9byw9wpZTKRTZqtaDaiGEAMDVA/o+A4/vhHa3On8/RzFs+whmdIAtH148PC+cpoFfA74e8TWdwjqZGveTfZ/w7PpnySuuWsXGHi1aUHfmh+DqajhW4ptvkblEcbLOv0U08qfz8GhDMVLjctj840lDMUT1duDAAex25xXh7d+/v8T4bdq0cdre4iIpwBJCOI1NtQNWaQVYxxTfJLn7QcN+Sku9A9xwdS//zaHiQruhG/41XUpcDgU5xUpr/yrAAri/7f1oqB09OJJ2hI1xG5XWCiFKlpKfwpQtUwzF8Hf357Xeryl3uqvqXOvUIXjMGOX1tqQkUubMMTEjIYRRuq6TNf0N6sasVo6R6xNFzh0vYpETaUIoS47JZv/aGOX1VlcL/W5thmbkiLMQQoj/CPJ244bOdfnkjs7sfnEon9/bldu71yfcz72yUyuzE0k5zN5wmts++5OOr6zgoS93smj7eRIyCyo7NSGE+Du/SBg1C8ashEhzi3UuqSATVkyGmV3gwA/gkCJVZwnwCOCzYZ8xspF6V/1LWXluJXcvv5sLORdMjWuUd8+eRL7xuvFAuk78hInkrF9vKEyXEdGE1vc1FOPg+jhO70k2FENUX1lZWaxerX7PsDQ//fRTia/37t3baXuLi2rmkywhRKXTdR17Rka512leXljcS7jxoutwbJlaUk2HgYub0lJN05THEKbLGMLLilEcP+jh40pIXZ///P/GAY0Z0mCIch6z9s2SLlhCmMyhO5i8eTJpBcZakE/tOZVw73CTsqqagu8fg0tEhPL6tHnzKY6LMzEjIYQRWYsXk7V0KfVjVuNSrN6hbvfuIgrzbSZmJkTtoTt01n9zDCNv8Ttf2QD/UE/zkhJCCPEfHq5WBjQP4/Xr27Lt+cEsfqwP4wY3pVUdv8pOrcxyi+z8cSiRiT8doMebq7ny/Q28vfwof55OpdguhQdCiCqiXje4fzVc+zF4hzl/v4zz8OMYmDMIzm5y/n61lJvVjTf6vMEjHR4xNe7RtKPcuuRW9iTtMTWuUf5XX03oM08bD2SzEfvEk+Tt2qUcwupiYcg9rbC6GCuxWPPlEbLTpIC7tlq4cKFT4uq6zqJFi0q8ZsCAAU7ZW/yXFGAJIZzCkZMDtvI/MHIprftV/B7IVqzAb3GV2rp/Uy3AypACrMuKVSzAqtsiEM3y95PoD7V7SDmP/Sn72XZhm/J6IcQ/zT84n81xmw3FGNV0FIMbDDYpo6rL4ulJ2DPPKK/XCwtJnDbNxIyEEKqKYmNJmPoKAK62fBqeUzw4ABTkFLNz6VmTMhOidjmy5QKJZ7KU1/uHedJxWH0TMxJCCHE5mqbRtq4/Tw9txtIn+rJ54iBeubY1fZuG4GqtPl0IjyZk88m6U9wyexudXl3JI1/v4tsd57mQmV/ZqQkhajuLBTreDo/vgt5PglXtkHq5xO+Bz6+Cb26F5GPO368W0jSNse3H8lbft3C1GB/R95e0gjTu++M+fj7xs2kxzRB8//0E3jbacBy9oICYh8dScOSIcoygSG96Xt/YUB6FeTZWzj2EQ4q2a6Wff/6ZvDzznx1v2LCB8+fPX/b1yMhIOnWqgK6ItZwUYAkhnEKl+xWUZfyg4kMsqxs0Haq29t+UC7ASpADrUmzFduJPZiqtrdci6B9fax7UnAF1ByjnM2v/LOW1Qoi/2524mw/3fGgoRn3f+kzoOsGkjKo+v5FX4dm+vfL67GXLDZ3eEkIYp9tsxI9/Dkfuf7teRcVtwDMvUTnm/jUxZCTJe0khyiM/p4gtP580FKPfrc1wcS3/CHohhBDGRQV4clfPaL4c051dLw5l5m0dua5DJH4eLpWdWpllF9hYeiCBCT8eoOebaxj23npeX3KYjSeSKSi2V3Z6QojaysMPhk6FR7ZB8xEVs+fxZfBxD/j1MciU7u3OcFWjq5gzbA4B7gGmxbQ5bEzZMoV/7fgXNkfV6MytaRrhL7yAzxDjh3Ud2dmcH3M/hWfOKMdoN6guDdoGG8rjwqlMdiw5ayiGqJ4yMzN5++23TY/7wgsvlPj6TTfdhMUi5UHOJr/DQginsKenK62zBgaWfMGxpUpxie4L7sbmMgcqFmClxGYb2remunAqE3uxWnV/3ZaX/nvyYLsHlfPZlbiLnQk7ldcLIS7KKMjguQ3PYdfVbypbNStv9X0LL1e177vV0cWbCJMMxUh49TV0he6TQghzpMyeTf6ev7fpt+h2mp76STmmw66z9adTRlMTolbZ+vMpCnPVfx426RxG/VbGbqQLIYQwh5+HKyPbRfL+rR3Z/eJQvn2wBw/1a0STMJ/KTq1cjifm8NnGM9w5dzsdXlnBPfO3M3/zGU4l56AbmZcrhBAqghvD6IVw128Q3tb5++kO2PMlfNgJVk6BfLVnR+LyOoV34usRXxPtF21q3C8Pf8nDqx4mvaBq/JlpVitR06bh2aGD4Vj2tDTOjxlD8QW1iTuapjH4rpZ4+RvrKLdz2Vlij1WN319RsaZNm0ZMTIxp8RYtWsTmzSVPJLnvvvtM209cnhRgCSGcwikdsNLPQuJBpbi0MH6iQ7UDVtK5bBwOuZny/6mOH/QP88Qv2POSr7UNbUuvyF7KOc3eP1t5rRACHLqDFza/QKKBbi8Aj3R4hLahFXADqIrxbNcO/2uvUV5fePQoaQu+NDEjIURZ5e/dS8pHH1/yteDUgwSmqbe2P703WW7GCVFG8ScyOLJZcWQ94OpupfeNTU3MSAghhFlcrBa6Nwrm+REtWfV0f9aPH8BLV7eqdqMKC4odrDuWzNTFhxk8fT193l7LpJ8PsPxgAtkFxZWdnhCiNmnUHx5aD9d8CN5hzt/PVgCbP4AP2sOm96FYRrSaqb5ffb4a8RVdI7qaGvfPC39yy++3cCj1kKlxVVk8PKj7yce4RUcbjmWLv8D5MfdjS1N7VuXp68bQ+1qDkbchOqyad4j87CIDQUR1lJeXx9ixY00pxk9OTubZZ58t8ZrBgwfTrl07w3uJ0kkBlhDCKZQLsErqgHVsuVoyAM2Gq6/9t4BwLzSFN1LFhXbSL+SWfmEtE3NE7UFivZb/HD/4vx5q95BSXICtF7ayP3m/8noharsFhxawIXaDoRidwjoxps0YkzKqfkKffhrN89JFpmWR/OGHFMVKS3chKpI9J5e48c+B/dKd/zS42AVLV+v8CbDp+xNS0C9EKYqL7KxZoF7sCND9mkb4BLqblJEQQghnahDszb29G/LlmO7smTKMT+/ozE2d6xLiY6wTRUWLy8jnmz/P8/BXu+j4ykpu/nQrH609ycG4THn/J4RwPosVOt0F43ZD32fAWgHvhQsyYdVLMKMT7PoC7NLN3Sz+7v7MGjKL65tcb2rcC7kXuGvpXfx68ldT46pyCQyk3mezsQYb71xcdPo0MQ88iD0nR2l93eaBdBkebSiH3MwiVi84Il0xa6ElS5YwYcIEQzFyc3MZNWoUcXElPxOYMmWKoX1E2UkBlhDCKZRHEJbUAevYErVk6nQA/yi1tf/D1d1KUKS30trEs1mG969J8nOKSI5RG81Yr0XJBVidwjvRJbyLUmyQLlhCqNqXvI8Pdn9gKIaPqw9v9H0Dq8VqUlbVj2t4OMEP3K+8Xs/PJ+HVV+QDuxAVKPH11ykupWW4T248kRdKbgNektTYHI5uVe/qI0RtsH3xGTKT1U/RB0f50HaA8c+NQgghKp6PuwtXtongnZvas33SEH55tDfjBjelTZRfZadWLjaHzvazabzzxzFGfriJrq+v4slFe/h5TywpOYWVnZ4QoiZz94XBU+DxndDmhorZMzseFo+DT3rCkcUg97JM4Wp1ZWqvqUzoOgGLZl4ZQJGjiMmbJ/Pattcotld+x0a3evWoN2sWmpfa5Jr/VXDoELFjH8FRUKC0vutV0dRp7G8oh3MHUtm/JtZQDFE9vfPOOzz++OPYbOUvRk1MTOSKK65g06ZNJV43atQo+vXrp5qiKCcpwBJCOIXN7BGE+elwVvGhVYur1NZdQli02o0bKcD6u9ij6aDweUrTIKp5QKnXPdRevQvW+tj1HEk1dnJeiNomszCT8evHY9ONnVib3GMyUT7y4DP4vvtwqVNHeX3u+g1k/7HCxIyEEJeTtWwZmT//XKZrG535HatNvThk26+nKcqXk8FCXErimSz2rTpvKEb/25pjscptMiGEqO4sFo0O9QJ4emgzfn+8L9ueH8ybo9oyUVqxqgABAABJREFUpGU4Hq7V6/t8am4Rv+yN56lv99HltVWM+GAjby49wsYTyRQUX7r7qhBCGBJQH26cB2NWQpT6IedySTkO394Bc4bA6XUVs2cNp2kad7S6g48Hf4yvq6+psb899i1jVowhOS/Z1LgqPNu0pu4H74OLi+FYeTt2EPfkU+jF5S8us1gtDB3TGncvY3ls+ekkCaczDcUQVV+HDh3+8bWZM2fSo0cPNm8u23Nwu93OggULaN++falrAgMD+eADYwfnRflUr08cQohqQ7kDVmDApV84sQp0xRsLzY2PH/xLuGIBVpIUYP1N7BG1mdph0X64e7mWel33iO60C1WfZfzZgc+U1wpR2+i6zuTNk7mQa6wzy1WNruKqRuYVzFZnFg8Pwp59xlCMxNdfx56t1mlQCFE2xRcucOGll8t8vVtxDg3PLVPeLz+riF3LzymvF6Kmshc7WPPlEUMH5lv2rmP4xLIQQoiqKcLfg9Hd6jPn7i7snTKM+fd25c4eDYgKUB/9XlkOX8hi1obT3Dl3O+2nruDOuX8ya/0pDsXLuEIhhMnqdYP7V8ENcy8WZVWEuJ2w4Fr44mqI2VExe9ZwvaN6881V3xDtF21q3D1Je7jl91vYm7TX1LgqfPr2JfKtty6e3jcoZ9064ie9gO5wlHutb5AHg+5saWh/h11n+awD5GUVGYojqrYZM2bg6/vPwshdu3bRp08fevTowfTp09m2bRupqanYbDYKCwuJj49n1apVTJo0icaNG3P33XeTmJhY6n6ffvopdevWdcZ/irgMKcASQjiFPUOtSvuyHbCOLVVLxL8+hLdRW3sJ4Q3VCrBS43IpLpKTaXCxWCPmiFqBXr2WJY8f/IumaTzUTr0L1spzKzmZflJ5vRC1yVdHvmJdzDpDMaL9onmxx4um5FNT+I0YgWenTsrrbcnJJL/3vnkJCSH+RrfbiX9uAo6s8hXZ141dj2e++inRvavPk5Wi3kVLiJpo57KzpMXnKq9393ah5/WNTcxICCFEVeXhamVg8zBeva4NmyYMZMVT/Xh+eAt6NArCxWL8wW1FKrQ52HgihTeXHeWqGRfHFY5buIfvd8aQkKk2QkkIIf5G06DtjfDYThj2GnhU0IGFMxtg7hD45lZIOFgxe9Zg0f7RfH3V1/SO7G1q3OT8ZO79414WHV2EXsnjI/1HXkXEFHPuLWctXkzCSy8pFWE16hhKm/7GpjvkZhaxYs5BHPby7y+qh3r16jFr1qzLvv7nn3/y7LPP0rNnT0JCQnB1dcXDw4OoqCiGDh3Km2++yblzZTugOXnyZG6++WazUhdlJAVYQginUO2A5RIY+M8v2org5Cq1RJoPN6Xy/S9BdbxxcSv/t07doZN8XjqRAGQm5ZOdpnYjqF7LS/z9uIy+UX1pGaR+4mD2gdnKa4WoLQ4kH+DdXe8aiuFmcWNa/2l4u3qblFXNoGka4S9MAov62/X0hQvJ37fPxKyEEH9J/WwOeTvKfyLXottocqpsIwsvxWHT2fLTKeX1QtQ0KbHZ7DbYGa7X9U3w9HEzKSMhhBDVhaZpNAv35aH+jVn0YE/2TBnKp3d04pYu9Qj3c6/s9MotNbeI3/bFM/6H/fR4czVD3l3Py78dYvWRRHILZYy1EMIAF3fo9TiM2ws9HgVL6RMqTHF8GXzaG364D1LksLQRfm5+zBw8kztb3WlqXJvDxut/vs6Lm1+kwFa5xb+Bo0cT+uSTpsTK+P4HEl55RamwrPeNTQiO8jG0f9zxDLb+ctpQDFG1jR49mpdeesmpezz44IO88sorTt1DXJoUYAkhnMKekaG07pIdsM5uhELFEX4tRqituwyL1UJYA7UuWIlnZAwhQIzi+EEXdyvhDct+ykbTNB5s96DSXgDLzizjcOph5fVC1HRZRVmM3zAem8PYjdwJ3SbQPKi5SVnVLJ6tWxN0p4EbI7rOhSkvoRcXm5eUEILc7dtJnjFDeX1Iyj6CCmKU15/anUT8CbXDDkLUJHa7g9VfHDE0cimikR8te9UxMSshhBDVla+HK1e2qcPbN7Zj2/ODWTquL+OvaE636CCs1aw7FsDJpBw+33KWMV/spMMrK7h51lY+XH2CvTEZ2GVcoRBChVcQXPkGPLYDWo+quH0P/ggfdYPfHofM2Irbt4ZxsbjwXNfneKXXK7hYXEyN/eupX7lj6R2cyzJ2OMao4IceJOi++0yJlbHoWxJfe73cRVgurlaG3d9aqZHD/9q78jwndyUZiiGqtpdfftlpBVITJ05k1qxZaCY2KBFlJwVYQginUC7AulQHrGPL1JJw94cG5rZVBQiLlgIsI2KPqj0wjGoWgNWlfD+2BtUfRJOAJkr7AUzfOb3S2+cKURXpus6UzVOIy4kzFOfK6Cu5qdlNJmVVM4WOexyXOuoPhguPHSNtwQITMxKidrOlpBD3zDOg0Ir+LxZXV/rd1wkM3ANZ981x7DZpRy9qt70rz5MSk6O83uKiMfDOlmjV8KG6EEII59I0jVaRfjw6sAnfPdyT3ZOHMvO2jtzYuS4hPtWvO1axXWf7mTSmrzzOdR9tptOrKxn71S6+3HaO08k5cu9LCFE+QQ3hpvlw/2qo36ti9tTtsHsBzOgIS5+D7ISK2bcGur7p9cy7Yh5BHkGmxj2Wfoxbfr+FFWdXmBq3PDRNI2z8s/jfeIMp8dK//pqkt94q98/JoDre9L2lmeH91yw4QtqFXMNxRNX14osvsmjRIoKDg02JFxwczC+//MKbb75pSjyhRgqwhBCm03VdaQSh5u6OxdPz/wdTL8BqOhSs5rfDDVcswEo6KwVYDruD2GNqBVj1WpT/A4FFs/BA2weU9gPYnrCdjXEbldcLUVN9c/QbVp9fbShGfd/6vNTzJTmFUQqLtzcRL042FCP5w5kUxRorlhNCgG63E/fseOzJKYbihD7zNFH92hrqupN+IZc9K88bykOI6iztQi7bfz9jKEbXqxoSVEdGIAshhCidv5crI9tFMu2m9myfNJjFj/Xh6aHN6FQ/gOr4kTYzv5hlBxN48ZeDDJq+nt5vreGZ7/bx0+5YErMqd4SUEKIaqdsF7l0Kt34DwU0rZk97EWyfBR+0h+WTIEc6BKnoGNaRRVctomVQS1Pj5hbn8sz6Z3hr+1sU2yunI7+madSZOhXfK64wJV7aFwtImjat3EVYLXvVoWmXMEN7FxfaWT7rAEUFMkq4Jrvllls4fPgwY8eOxfP/PyMvIy8vL5588klOnDjBtddea3KGorykAEsIYTo9Px+9qKjc6y45fjBhP2QptpU1efzgX8IbqhVgZacVkJdV/t+XmiTpXDZF+WpvFuu2vER3tDK4IvoKGvg1UFoL8O7Odw2PWBOiJtmVuItpO6YZiuFqcWVa/2n4uPmYlFXN5jtoEL5Dhyiv1wsKSHj1FTnVLIRBKR99TN62bYZiePfqRdBddwHQ/ZpGuLpblWPtXHqWjKQ8Q/kIUR05HDprFhzBYVP/uRZSz4eOw+qbmJUQQojawmLRaFvXn3GDm/LTI73ZNXkoH9zages6RBLs7VbZ6SmJzyzgx92xPP3dPrq/sZrB09cx5deDLD+YQGaejLQXQpRA06DFVfDIVhj5PvhEVMy+tgLY9hG83w5WvAi5xg5K1UZ1fOrwxfAvGNlopOmxvz7yNXcvv5v4nHjTY5eFZrUS+c6/8O5tzoSctLnzSH7v/XLdW9U0jf63t8AvxMPQ3ukJeaz54ojc161G7rnnHnRdv+yv6Ojof6wJCwvj448/5ty5c8yYMYOhQ4fi5eVV4j5ubm4MGjSI999/n9jYWN577z0CLzVlSlQ4KcASQphOpfsVXGb84NGlaklYXKGJ+sPqkvgEuuPlp3ZDJbGWd8E6dzBVaZ23v5vy6XSrxcr9be9XWgtwKvMUv5z8RXm9EDVJUl4Sz6x7BpturCjxua7P0TLY3BNWNV345MlYvNW7dOSu30D2H3+YmJEQtUvOps2kfPKJoRjWgADqvPkmmuXix3Bvf3c6D1cvErcXO9iw8JjchBO1zoG1sYbGu1ssGoPuaonVKrfEhBBCGBfk7ca1HaJ4/9aO7HhhCIsf68P4K5rTLToIazUdc3sqOZcFW8/x8Fe76PjqCq6ZuYm3lh1l44lkCortlZ2eEKIqsrpCl3th3B4YPAXc/StmX1s+bJlxsRBr1VTIS6uYfWsITxdP3ujzBhO7TcRFczE19oGUA9y0+CY2xG4wNW5ZWdzcqPvhDDw7dDAlXurs2aR8OLNca9w9XRh2fxssLsbeD5zak8zelTGGYojqITQ0lMcff5wVK1aQnZ3NyZMnWbFiBd9//z3z58/n66+/ZvHixRw6dIicnBxWr17NE088IYVXVYzcbRJCmM6WkaG07pIdsI4pFmBF9wEP57zJ1zSNMMUxhIlnMk3Opno5vTdZaV3dlkGGxpRd1egqonyilNfP3DOTvGLpMCFqt2J7MU+ve5rUArVCyr8MbTCUW5rfYlJWtYdreDihTz5pKEbC669jz6rdhcBCqChOSCB+/PiLo7ENqPPaq7iG/739fPvB9fANVj8NGXMknRM7Eg3lJUR1kpmcx7ZfThmK0enKBoTW8zUpIyGEEOK//uqO9ejAJnz3cE/2TBnKp3d05rbu9YkKUBspU9kcOuyPzeTT9ae4c+522k1dwejZ25i55gS7z6djszsqO0UhRFXi5gV9n4En9kKvx8HqXjH7FufCpncvFmKteR3y1ZoE1EaapnF7y9uZc8Ucgj2CTY2dVZTFo6sf5f1d71fKlBGLlxf1Zn2Ke7NmpsRL+fhjkj/+uFxrwqP96HeL8f23/nyS2GPy97o2sVgsNG7cmKFDh3LjjTdyzz33cNtttzFy5EhatWqFq6trZacoLkMKsIQQprOnZyitswYG/P0LGTEXRxCqaHGV2royUh1DmFSLO2BlJOWRFp+rtLZeyyBDe7taXBnbfqzy+tSCVD4/9LmhHISo7t7a/hb7kvcZilHXpy5Te001VFBZmwXeNhqPNm2U19uTU0h67z0TMxKi5tOLi4l7+hnlDq9/Cbj5ZnyH/LM7q4urlV6jmhiKven7ExTkymgYUfPpDp21Xx7FVqz+oDewjjddhkebl5QQQghRAj8PV65sE8Eb17dl04SBrH6mP1NGtmJA81A8XKvno5kim4Otp1OZtuI4oz7eQsdXVnL/FzuYt+kMRy5k4XBId1YhBOAVBMNeg8d3QYc7QKug73lF2bDhX/B+e1j7phRilUPn8M58O/Jb2oW2Mz323INzuX/F/STlJZkeuzRWf3/qzfkM1/rmjKBPmfEhKbNml2tNqz6RtOhVx9C+ug4r5hwkJ73AUBwhhPNVz3f5QogqzW5WB6zjy9WTaHal+toyUC3ASjybjV5Lb0Sc2ac+h71uC+PtM0c2GknzwObK6z8/9DnJeWodvISo7n4+8TPfHf/OUAwXiwvT+k/D1006TqjSrFbqvDIVrFblGBmLviVvzx4TsxKiZkt6/33yd+82FMOtYUPCJ0647OuNO4VSp4l659b87GK2GuwIJER1cGhTPHHHM5TXaxoMuqsF1mr6wFsIIUT1pmkajUN9uK9PQz6/txt7pwzjyzHdeKBvQ5qF+1R2esqyC22sOpLEK78fZvgHG+ny+irGfrWLBVvPcjwxW8ZlC1HbBdSD6z6CsVug+YiK27cwE9a/Be+1hdWvymjCMgr3Dmf+FfO5qdlNpsfelbiLmxbfxOa4zabHLo1rWBj1583FJTzclHjJ771H6ty5Zb5e0zT639qM0PrG7ovnZxezfPZB7AYOJQkhnE/uOgkhTKdagOXy/2fUHl2ilkBEu4tv7J0orIEfKDRwKcq3kZFUO0fZndmnVrwU1sAXb3/jrYqtFivPdHlGeX2+LZ+P9n5kOA8hqpuDKQd5ddurhuM82+VZWoe0NiGj2s2jVSuC7rpLPYCuc+GFyTgK5LSUEKXJXrOGtLnzDMXQPDyIev99LF5el79G0+g/ujkWi3p3wMMb47lwMkN5vRBVXVZKPlt+OmkoRvsh9Ylo6Jwx9UIIIUR5ebha6ds0lBeuasWKp/qz9flBvH1DW65qWwc/D5fKTk9ZWm4Ryw4mMOXXQwx7bwNdX1/Fo9/s5qtt5ziZlCMFWULUVmEtYfRCuO8PaNC74vYtyoaN0+D9trDyJchVPyReW7hZ3ZjScwpTe03F1WLuiLO0gjQeXvUw03dOp9hesZ283erWpcEXn+MSGmpKvKR3ppEy+7MyX+/iZuXKB9vg7m3sZ3zimSw2fn/CUAwhhHNJAZYQwnSqI1r+1gGrIBPOblJLoAJOUrh7uhAYfvkHaSVJrIVjCPOyirhwKlNpbcP25rwhBugZ2ZPeUeof8H4++TMn0uXNrag9UvNTeXLtkxQ7jH0gHlx/MLe1uM2krEToY4/iEqnetrro9GmS3n3XxIyEqHmKYmOJn/i84TgRU6bg0bxZqdcFR/nQYaixdvjrvjmG3SanIEXN47A7WDX/MMUFduUY/qGedLu6oYlZCSGEEOaq4+/JLV3r89Htndj94lB+HNuTJwY3pXODQKwGCvUrW0pOEUv2X2DyLwcZ8u56ur+xmnEL97Bw+3nOpORKQZYQtU39HnDPErjjJ6jToeL2LcqBze9fLMT64wXITqy4vaupUU1HsWD4AsK9zOka9b8+P/Q5dy67k/NZ502PXRK36Gjqf/E51pAQU+Ilv/suyTNmlPlnmV+IJ0Pva63U3OF/HdoQx4F1scaCCCGcRgqwhBCmUx5B+L8dsE6uAtUH/i0qppVteLTiGMIzta8A6+yBFFC8n9Kwgzlvhv/yTOdnsCjOnHfoDt7dJUULonawOWyM3zCexDxjNySifKKY2msqmlZ9bxhXNRZvbyJefNFQjPQFX5K7datJGQlRsziKioh78ikcWcbes/mPGkXAqOvLfH2Xq6LxC/FQ3i8tPpe9qyr25qUQFWHX8nPKhzn+MuiuFri6qY/wFUIIISqSi9VC5wZBPDW0GT+O7cWeKUOZfWdn7uzRgIYh3pWdniFJ2YX8ti+e5386wMBp6+j55hqe+nYv3+2IISatdk4NEKLW0TRoMhgeXAc3fwmhLSpu7+I82DoTPmgHyyZC1oWK27saahPShm9HfkvXiK6mxz6UeoibFt/E4lOLTY9dEvdGjWjw+XysQUGmxEv5+BOS3v5XmYuwGrQOpttI44eDNn53gvOHUg3HEUKYTwqwhBCmM6UD1tGlapv71b04grAChDdUK8BKqoUdsM7sVRs/6B/mSVAdc28sNQ1synVNrlNevyluE9subDMvISGqqPd2vceOhB2GYrhZ3Jjefzr+7jLux2y+AwfiO2yYoRjxz0/CbrDARIiaKOntf1Fw8KChGO5NmxLx4uRyrXF1s9JvdHND++5YcpbMZHlwJWqOhNOZ7Fhy1lCMtv2jiGwaWPqFQgghRBXl5+HKsNYRvHpdG9Y+O4BNEwby1qi2XNWuDgFe5o6HqmgJWQX8vCeO537cT99/raX3W2t45rt9/LArVgqyhKjpNA1aXQNjt8D1syCgQcXtbSuAPz+BD9rD709D+rmK27uaCfYMZvbQ2TzQ9gHTY+fZ8pi0aRKTNk4itzjX9PiX496kCfU/n//3phAGpH3+OQlTp6I7ytaVvMvwaKLbBhvaU3fo/PHZQdLiK+73TQhRNlKAJYQwnXIHrL8KsOzFcGKl2ubNh198414BwhQ7YKXE5mArVh+fUd0UFdiIOaJWlNeofahTuuY82uFRPF08lddP3zkdhy4jfkTNtfT0UhYcXmA4zuQek2kd0tqEjMSlhL/wAhZv9SJVW0ICia+/bmJGQlR/mUuWkP7114ZiWLy8iPrgAyye5X+v0aB1ME27hCnvbS92sH7hcRnlImqEogIbK+cdQneo/332DfKgx/WNTcxKCCGEqHx1A724tVt9PrqtE7smD+W3x3oz/orm9GwUjKu1enefjsvI58fdsTz7/b7/FGQ9/e1eFsnIQiFqLosV2t8Kj+2Eq6aDT0TF7W0vhJ1zYUZH+PlhSD5WcXtXIy4WF8Z1GsfHgz92ykHbxacXc9PimziUcsj02Jfj0awZ9efPw+pvzn9PxqJvuTDpBXSbrdRrNYvGkHtb4Req/owKoKjAzpKP95GfXWQojhDCXFKAJYQwnS1DsQPWX9Xm5zZDoeKIiQoaPwgQXNcHq2v5v4067DopMTlOyKhqOn8oDbtNrVipYYdQk7O5KMwrjLtb3628/mjaUX4//buJGQlRdRxLO8ZLW14yHOeW5rdwfdOyj94S5ecaHkbo008ZipH5629k/bHCpIyEqN7yDx3iwgvl61p1KXVeexX3Rurt5Hvf1BQ3Txfl9TGH0zix09j4WCGqgo2LjpOVUmAoxoA7muPmof7vSQghhKjqrBaNdnUDeHRgExY+2IN9Lw1j/r1dGdOnIc3DfSs7PcPiMvL5aU8cE/89srD7G6t57JvdfLn1LMcTs3EYKNQWQlQxLm7Q9X4YtweGvgqe5oyIKxPdDvsWwkfd4ds7IH5Pxe1djfSt25fvR35Pu1Dzp9DEZMdwx9I7+Pzg5xV2+N2jRQvqzZuLxU+t2cL/l/nLL8SNH49eXFzqte5ergx/qA0uCs8Y/1dWSgHLZh3AXiwNA4SoKqQASwhhOsMdsI4tU9vY3Q8a9FFbq8BqtRBaT+1GRuKZ2jPy6cw+tfGDnn5uymMey+Le1vcS7KHe5nXG7hkU2Iw9EBKiqskszOTJtU9SYDf2d7tDaAcmdJ1gUlaiJIG33opHO2M3PRJeeonipCSTMhKierKlpBD72OPoBca+/wXeNhq/EcYOBHj7u9PTYMeeTd+doCC39Bt+QlRVJ3YmcnRbgqEYLXvVoX4rY2MdhBBCiOrGy82Fgc3DeHFkK/54qh9/ThrM9Jvac33HKEJ93Ss7PcOSsgv5ff8FXvz1EMPe20Dn11by0Jc7mbvpDAfjMrFLQZYQ1Z+bF/QeB0/uh8FTwCOgAjfX4chimD0Avrwezm4G6bz3N3V86vD5FZ9zR8s7TI9t021M3zWdsavGkpyn9lypvDxbt6b+3LlYfM0pWs5etpzYcU/gKCws9dqQur4MuKOF4T0vnMxk3ddHpUukEFWEFGAJIUxnz1DoXuXqenGMkq7D0aVqGzcZcvGURAUKVxxDmHi2dhRg2e0Ozh5IVVrbsF0IFovz2qZ7uXrxaMdHldcn5iXy1ZGvTMxIiMplc9gYv348sTmxhuKEeIYwfcB0XK2uJmUmSqJZrdR5ZSq4qHf3sGdkkPDiFPmQLmotvaiI2HFPYLtwwVAcj9atCZs40ZScWveJJKKReiF6fnYxW385ZUouQlS07LQC1n9jbPSHl78bvW9sYlJGQgghRPUV7ufBDZ3r8t4tHdg+aTArn+rHy1e3YmircHxrQJfI9Lxi/jiUyKu/H2bkh5vo8MoK7vt8B7PWn2LP+XSK/4+9uw6P4uwaOPyb1bi7IyG4U7xAKdTdofStU3d3d3d760rbt25QCi0tFCnuwYm7Z7P2fH8k1D4IZHc2u0nOfV25NmRnznNYSDI7c+Ycl3QEEaLDsobD+GvhqjUw6TYI0n/0Xau2/gRvHgmvHw6bZ0sh1t+YjWZuPOhGnpz4JGHmMN3jLyxYyAlfnsAPO37QPfbeBA/oT8ZrrzZfo9RB3bx55F18Ce7Gxv1umzMyiQETUr1ec+PvRSz/YafXcYQQ3pMCLCGErtxNTaiGhjbvZ4yKRNM0KF4L1bs8Wzyn/cYP7uFph6auUoBVsLkKe+P+Z17vTbdBcTpn8/+d0PMEukd293j/19a8RoWtQseMhPAPpRQPLn6QRYWLvIpj0kw8PuFxEkISdMpMHIig3r2Jv/QSr2LU/fwzVR9/rFNGQnQcSimK7r2PxuXLvYpjCA8n9aknMVj0uRlAM2hMnN7bq2L09QsKKMj1bDS4EP7idit+fGM9TQ2evYfYY9KZvbGGSDG4EEII8XeappGdGM7ZY7vx6lnDWXH7FD6/dCzXH5bD2J6xWEwd/3JRrc3JTxtLePC7jZzwwkIG3T2bGf9dzHM/5bJ4Wzk2h8vfKQoh2iooAiZcD1euhgk3NU9CaU+7f4f3T4EXx8Kqj8Al3ab3ODTzUGYdPYs+MX10j13dVM11P1/HzQtupsbu++tpwYMGkf7qqxhCQnSJV79wIbsuuABXXf1+tx17SrYu02B+/3wbW1fIlAMh/K3jH1ELIQKKp+MHTVHRzZ94On7QYILsKZ7t64UEDztg1ZQ2Yqvr/Afq21d61ibWbDWS1jta52z+P5PBxLXDr/V4/3pHPS+sfEHHjITwj3c3vMuszbO8jnPDQTcwNHGoDhmJtoq94AKCBw3yKkbxQw9j3+VhEbQQHVTl++/rUnyY8tCDWNLTdcjoL7GpYQyekuFVjB/f3OBxMbwQ/rBi9k4Kcqu8ijFgYhpZA3x/M4cQQgjR0ZmMBganR3HppJ68d/4oVt85lffPH8mlk3owKD0KHzambzcNdhcLcst4bPZmTnvldwbeNZuTXlzIg99t4Mf1xVQ12P2dohDiQAVHwaSb4cpVMP46sOjfealVJevgswvhmSHw+4vQVNe+6weo9Ih03jnyHU7udbJP4n+97WtO+vIkFhcu9kn8vwsZOoT0V15GCw7WJV7jsj/Yde65OCtbvznOaDJw+IUDCIn0/qa+H99YT+muWq/jCCE8JwVYQghdufZzILEvxqio5k82fuPZwpljmw/A21lEXBBBYZ7dWd3Zu2Appdi2qsyjfTP6xWIyG3XOaO/Gp47noKSDPN5/1qZZrCpdpWNGQrSvn3f/zKNLH/U6zrE9juX0nNN1yEh4QjOZSHn4Ia9OEKiGBgpuuhnlkjuCRddQ//vvFD/woNdxYs45h/DJk3XI6P8bflQWEXFBHu9fW27j149zdcxICN8p3lHDki+3exUjOjmUMSf20CkjIYQQomsJMhsZ0zOO6w/rzReXjmXFHVN5ZcYwzh6TRXZCOxc6+Ijd5eaPnZW8/PM2zn97GYPvmcPUJ3/mls/W8PmKfPIqG1AyZkyIwBYSA5Nvb+6INfYqMOszNu6AVe+G72+CJ/vBT/dBnWc3oXcmVqOVO0ffyYPjHyTEpE8Hqb8rqi/i/Nnn8/CSh7E5bbrH/7uQ4cN1HUdoW72andPPxJGf3+p2YdFWjrx4IEazd6UbTrubb55fRV1lk1dxhBCekwIsIYSuPO2AZYyKgpoCKFzp2cJ+GD8Iza27Ez3sglW8vVrnbAJL6a5a6qs8O8jrPqT97ljXNI1rhl/j8f4KxV0L78IhrYdFB7SpYhPX/3I9Cu9OLvaJ6cPto25vHiUr/MaSlUXC9dd5FaNx+XLKX39dp4yECFz23bvJv/Iq8LLgMHjwYBKuuVqfpPbCbDFy8Bk5XsXYsLCQbR52JRWivdhtTua8vg632/NjEoNJY+p5fTFZ2udGDiGEEKKziww2M7VfEncd248510xgyS2Teeq0wZwyLI3UKH26gwSCzcV1vL94F1d9tJJxD89jzEM/ccUHK3hn0Q42FNZ4dXwihPCh0FiYcjdctQbGXwuW8PZd31YFvzwKT/WHr6+G8q3tu34AOrr70Xx8zMf0i+3nk/jvbniX078+nQ3lG3wSf4+QYcPIePMNDJGRusSzb9vGjjOmYdu0udXtErMiOPTsvl6vV19t59sXV+Owy022QviDFGAJIXTlcQes6GjY/L3nC+cc4fm+XvJ0NnPxjs7dBtTTC30Go0Zm//YdGdIvth9Hdz/a4/23VG3hjXVv6JiREL5X2lDKpXMvpdHZ6FWcKGsUT016iiCT5x1ahH6izziD0HHjvIpR+syz2DZu1CkjIQKPq66evEsuxVXtXTG8MSqK1CefQDN71g31QGX2i6Xn8ASvYsx7dyMNNTJeRQSu3z7OpbrEu2OS0cf3IC6tnS+6CCGEEF1IQkQQxw9J5dFTBvHrjZP4+fqJPHTiAI4bnEJCuNXf6emmsNrGl6sKuP2LdRzx9AIG3TObc95YwvPztrBkewU2h1zQFiKghMbC5DvgqtUw4Uaw6lM0c8CcNlj2Ojw3HGadBXl/tO/6ASYjIoN3jniHs/ud7ZP4W6u3Mu2babyy+hWcbqdP1gAIHjCAzLffwhgbq0s8Z0kJO888k/olS1rdruewBEYe283r9Up31fLj6+uliFgIP5ACLCGErrzqgLXJwwKsxP4QnenZvjrwtANWyY6aTt3SettKz8YPpuZEYw026ZzN/l0+5HIsBs9nbL+86mV2VO/QLyEhfKjR2cjlP11OcUOxV3EMmoFHDn6ElLAUnTIT3tI0jeT77/PuDi2Hg4IbbsRtl2IN0fkot5uCm26kKdfLsXxGI6lPPoE5OVmfxPZj3CnZWLw4PrLVOZj3zoZOfewpOq6tK0pY/1uhVzHS+0Qz6JB0nTISQgghxP5omkZmbCinH5TB06cPYfEtk/np2gncf0J/jh6YTFxY5ynIqrU5mbeplEd/2MSpLy9i4F2zOfnFhTz43QZmryuirE7GPAkREEJiYNItzYVYk26FoKj2XV+5Yf0X8Noh8PrhsOErcHfNgk2z0cy1w6/lpUNfIjZInwKmv3MqJ8+ueJazvz+b7dXejbFvTVBODpnvvI0pwbub4vZw19ay+/wLqPlhdqvbDTsii14HJXq93raVpfz8wSY5FyREO5MCLCGErjwuwIoIhe0/e7aon8YP7pHgYQGWrd5BTZl3d3kHqqriBioL6z3at/ug9u1+tUdKWApn9j3T4/3tbjv3/H6PHMyKgOdWbm799VbWla/zOtZVQ69idMpoHbISejInJpJ0x+1exWjavJnSxx/XKSMhAkfZc89T9+Ncr+Mk3ngjoaPb7+dfaKSV0Sf08CrGjjXlbPCyyEUIvdWUNzLvXe+6LgaFmpn8n75oBhmFLIQQQviLpml0jw9j+shMnps2lKW3TubHaw7m3uP6ceSAJGJCPb/pMdDYXW6W7azk5Z+3ceE7fzD8vh+Z9Nh8rp21ivcX72JTUa10HBHCn4KjYMINzaMJJ98BwTHtn8OuRfDRmfDsUFj8MjTVtX8OAWBs6lg+OfYTxqaM9Un8VaWrOOWrU3hj7Rs+64Zl7d6dzPfexZyaqks8ZbeTf9VVVLz33j630TSNSTN6k9Td+25u6xcUsOQr3xWpCSH+PynAEkLoyunpCEJHUXOrVk/4cfwgNJ/wj0wI9mjf4u01OmcTGLat8mz8IEDWwHgdM2mb8wecT5Q1yuP9lxYt5fMtn+uWjxC+8OyKZ5mzc47XcaZmTvVZK2nhvcijjiLiSO8KlCveepua73/QKSMh/K/mh9mUvfCC13EiTzqR6BmeF217qt+4FI9HX++x4ONcqksbdMpICO84HS6+f3ktTfXenSifNKM3oVGdp8uGEEII0RlomkbPhHBmjM7ihenDWHbrofxw1cHcdUxfDuuXSFSIb8d4t7ftZfV8ujyPWz5bw2FP/cKge2Zz1utLePrHXH7NLaOuyXdjsoQQ+xAUAeOvbS7EmnIPhPrhukPlDvjuBniyL8y5A6rz2z8HP4sLjuOFQ1/guuHXYTLoP/mkydXEE388wYxvZ7Clcovu8QEs6elkvvsOlqwsfQIqRfG991Hy1FP7vKHfZDZyxEUDCI8N8nq5Zd/uYPW83V7HEUIcGCnAEkLoyuMOWLUe3vUclgTJgz3bV0eejiEs3tE5C7C2ezh+MCErgrBo/108CbeEc/Ggi72K8diyxyhr9OzvL4Svfb7lc15b85rXcfrE9OHesfeiadJpIpAl3XG71y2yC2+9labtcpeU6PhsGzZQcNNNXscJHjKEpDvv9MvPP82gcciMPhhNnr+Ndza5+PGN9bhdbh0zE8IzCz7cTOmuWq9i9BufQvfB/ruBQwghhBAHxmDQyEkK5+yx3Xh5xnCW3zaFb68Yz+1H9+XQPomEB+l/Ud6fam1OftlcypM/bubM/y5m4F0/cMTTC7jt8zV8tiKPXeUN0kVfiPZiDYOxV8KVq+GIRyEirf1zsFXDb0/D0wPh0wugYGX75+BHBs3Af/r9h3ePfJeM8AyfrLG2fC2nfn0qr6x+BYfboXt8c3Iyme+8jTU7W7eY5S+9TOFtt6Gcey/SDYmwcNQlAzEHGb1ea8FHuWxeWuR1HCHE/kkBlhBCV67KKo/2M5Ut92zBXoeBwf8/yjztRtAZO2DVVzdRtL3ao327D/bP+MG/Oy3nNPrF9vN4/xp7DQ8veVjHjITQx9Kipdy96G6v4yQEJ/DsIc8SYg7RISvhS8aoKJLvv9+rGO76evKvuBJ3g3TMER2XIz+fXRdeiGr0bvSzKSmJtGeexmDx3/iUmJRQr0cRFm2rYfnsXTplJIRn1v9awHovR2JGJYYw9mT9Tn4LIYQQov0YDBp9UyI4b1w3XvvPcFbeMZWvLhvHbUf1YUrfztchy61gQ2EN7/6+i6s/WsXBj85jxP1zmfnOMl75ZSt/7Kygyenyd5pCdG6WEBh5IVyxAo57AWL98F7C7YQ1s+CVCfDGkbD+C3B1nQ55/WL7MeuYWRzb41ifxHe4HTy74lmmfzOdTRWbdI9vio8n4+23COrbV7eY1Z/+j7xLL9vnudfY1DAOO78/etwHOPeNDexaV+59ICFEq/xftSCE6FQ87oDlKvFsQT+PH9wjwcMOWGW763A5O1cHgh2ry8DDG7gC4e51o8HI3WPuxqh5flfB9zu+55e8X3TMSgjv7KzZydXzr8bp9u4NfbApmGcnP0tiaKJOmQlfCxs/juhpZ3gVoyk3l6K775a7c0WH5KqqYtcFF+Iq9a47pWa1kvbcc5ji/X+sMnBSGqk50V7FWPrVdq87DwnhqZKdNfzy4WavYhiMGlPP64fZ6v2dwEIIIYTwP6NBY0BaJOeP786rZzV3yPr+qvHcc1w/jhqQTFxY5xs3XFbXxA/rinng242c9OIiBtw5m+Oe/427vlzHFyvz2V0hXbKE8AmTBYZMh0sXwylvQdJA/+Sx8zeYdRY8Mxh+fQoaKvyTRzsLNYdy/7j7eWzCY0RaI32yxoaKDZz+9ek8v/J5HC59u2GZoqPJePMNggcP1i1m3c8/s/Occ3CW7f3cVWb/WMae4n3BoNut+O6VtR43UBBCHBgpwBJC6MpVWenRfkarB0VIpiDoNsGj9fQWnxaOwdT2EnSX0015fp0PMvKf7as8u8AZlRhCdFKoztl4Jicmh//0+49XMe77/T4aHNIxRvhfaUMpM+fMpLrJuzdWGhoPjX+IvrH63eEj2kfCdddhycz0Kkb1F19S9dEsnTISon24bTZ2X3Ip9m3bvI6VfP/9BPf3vEOmnjSDxuT/9MES7PmYFrdbMef1dTjtcpe9aF+NdXa+e3mN1zehjDy2O/EZ4TplJYQQQohAYzBo9E6K4KzRWTw/fShLb53M3Gsn8OCJAzh+cArJkUH+TlF3dpebVbureHPhDq78cCXjH5nHiPt/5Py3lvH8vC0s3FJGXVPX6ZQjhM8ZjNDveJj5C0z/FDJG+yeP6t3w453wRF/48gooXuefPNrZYVmH8b9j/8fYlLE+ie9UTl5a9RKnfn0q68r0fU2NERFk/Pc1QkaO1C2mbdVqtp96KrZNe79ZaeCkNPodnOr1Os4mF988t5qKwnqvYwkh9k4KsIQQuvKoA5YGBrMHd/N0m9DcNjYAGM0G4tI8uwDQmcYQ2m1Odm/07E6NQBg/+HcXDbqItDDP58EX1hfy7IpndcxIiLarsddw0Y8XkV+X73Wsa4ZdwyEZh+iQlWhvhpAQUh5+yOuRvcX330/jmrU6ZSWEbymXi4Lrb6BxuYdjrv8m9oLziTz6KB2y0k94TBATzujlVYzKogYWfb5Vp4yE2D+3WzHnv+uoq2jyKk5qTjRDpmTolJUQQgghOgJN0+gRH8YZB2Xw1OlDWHjTISy4YRKPnjyQU4alkRETGOeI9VZWZ+fHDcU8+sMmpr22mAF3/cDhT/3Czf9bzaylu9lcXIvbLV2yhPCKpkH2oXDu93DOd9Bzin/ycDbC8rfgxTHw5tGw4Wtwd+6bphJCEnjx0Be5beRtBBl9U1i7pWoL076dxiNLH9H1hnlDaCjpr7xM+GGH6RbTWVDIzjPOoHbevP/3nKZpjD8tm7Te3nVEB7DVO/jqmZXUVti8jiWE+P+kAEsIoRvlcOCua3s3J6PF5dn84l76HdjoIdHDMYTFOzpPAdaudRW4nZ696e82yP8jff4u2BTMHaPv8CrG+xvfZ22ZFCsI/7A5bVw+93I2V3o34gfgpOyTvO4KJ/wrePBgYmde6FUM5XCQf+WVOD3sdilEe1FKUfzAg9TOmeN1rLAJE4i/6irvk/KB7BGJ9Bye4FWM1T/leVw8L0RbLflqG7s3ePc7xBpi4tCz+6AZPHkDKYQQQojOQtM00mNCOGV4Oo+eMohfbpjEopsP4enTBzNtZAY94gOjy77elIKNRbV8sGQ3N3y6mqlP/sKgu2dz5muLeXz2Jn7aWExFvd3faQrRcWWOgTM/gYt+g4Gng8HzztNe2bEAPprePJ7wt6c79XhCTdM4rfdpfHzMxwyIG+CTNdzKzTvr3+G4L45j3q7/X9zkKYPVSuoTjxM9fbpuMd0NDeRdcinlb7z5/8bQGo0GDr+wP9FJ3hcd11U28dUzK7HV6TuiUQghBVhCCB151P0KD8cPAvQ63LP9fCSxm4cFWJ2oA9a2laUe7RcSYfG4gM2XRqeM5tgex3q8v1u5uXPhnTjcchAr2pfT7eT6n69neYn3nV9GJo/k1lG3onlUKSsCSfzFFxM0wLsTGY6CAgpuvBHl9m50lBC+VPHf/1L53ntex7F0707KY4+iGY06ZKU/TdOYcEYOoZEWr+LMfXMDtno5VhG+tX1VKX98t9PrOJPO7E1YdOcbOSSEEEII7yVHBnPc4FQeOGEAc6+dyNJbD+WlM4dy3rhuDEyLxNhJC7hrm5z8uqWMZ3/awrlvLmPovXOY8Og8rvxwBa//up0/dlZic3TuLjpC6C6pP5z4MlyxEkZdCmY/FXVW7YI5d8DjveGziyHvj+ZKzE4oKzKLt494m0sGX4JR8815mKL6Iq6YdwVXzbuKovoiXWJqRiOJt91K/NVX6xIPAKUoefhhCm+/HWX/Z1GtNcTMMVcMJiza6vUylUUNfP38KhxN8jtCCD1JAZYQQjceF2BZPLiImzQAIr2fd6wnTwuIqoobaGro+Be9XE43O9eUebRvt0FxAXsX+3XDryPa6nlb182Vm3l73ds6ZiRE6/YU/s3Pm+91rKyILB6f8Dhmg9n7xITfaRYLqU8+iSEy0qs49b8soPzll3XKSgh9VX/1FSWPPe51HEN4OGnPP4cx3LMR0+0lKNTMIWf18SpGfVUTc15fj5LRJcJHqoob+PGN9V7HGXRoOj2Getf1TQghhBBdR3y4lcP7J3P70X358rJxrL5zKu+dP5IrJ2cztmcswebAvNFCDzvLG/hiZQH3fL2ek15cSP87f+CoZxZw8//W8NHSXWwsqsElx/9C7F9UOhz+AFyzDg65HUL9NMXD1QSr3ofXDoFXJsLyd8Cu3zi9QGEymLh40MW8d+R7ZEVk+Wydubvmctznx/Hehvdw6TDmUdM04mZeSPIDD4CON/FVf/Ipu847//9NIwiPCeKYKwZjDfW+Q1vx9hq+e2k1TrsUYQmhFynAEkLoxtORRB51wOp1hEdr+VJkQjDWEM8OeEp21OqcTfvL31yJ3ebZQVq3wYE1fvDvooOiueGgG7yK8eKqF9lVs0unjIRo3ZN/PMmXW7/0Ok6UNYoXJr9ApNW7Yh0RWCxpqaQ+8rDXcUqfeZb6hQt1yEgI/dQvWkTBLbd6H8hgIPWJJ7B26+Z9rHaQ0S+WARPTvIqxa105S77ZrlNGQvzF0eTiu5fXePw+YY+U7ChGn9BDp6yEEEII0RWFWk2M7RnH1VN68d75o1h911S+uHQstx3Vh8P7JREb6l1n2UDmdCvWFdTwwZJd3PjpGg5/agH97/yBU19axP3frOerVQXsrmj4f+OuhBAtgqPh4OvgqrVw9JMQ091/uRSuhC8vgyd6w/e3QNkW/+XiI/3i+jHrmFlM6z3NZ2s0OBt4aMlDTPt2GuvK1+kSM+rEE0h/4Xm04GBd4gE0LF3KjtNOp2nbtn98PSY5lKMvG4TJ4n2px+4NlXz7ohRhCaEXKcASQuimXUcQ5gTW+EFornJP8LALVvGOjj+GcPtKz7pfmYOMpPXyvMNUeziq21GMTRnr8f5NriZu+fUWGUUofO71ta/z5ro3vY5jMph4atJTpEeke5+UCDhhEyYQd8nF3gVRivxrr8NRpE+7biG8Zdu4kbzLLgeH979rE66/nrDx43TIqv2MPrEHUYkhXsVY9s0Odqz27HhOiL1RSjHv3Y1UFNR7FSc00sLU8/thNMopLCGEEELox2w0MCg9ivPHd+elGcNYdtuh/HTtBB45aSAnD0sjK9a74+tA1+hwsWRHBa8u2M7lH6xg/CPzGHbfj5z9xhKenLOZnzYWU1bX5O80hQgs5iAYfi5ctgxOfRvSR/ovF1s1/P48PDcM3j4e1n8Jrs5z/SHYFMzNI2/mv1P/S2qY76bhrC9fz7RvpvHwkoepd3j33hWaz7tmvvkGxqgo75Nr4di1ix2nnU7dr7/94+tJ3SI5YuYADDpMl5EiLCH0I2evhBC6cVVWebSfqa0jCMMSIXmIR2v5mqdjCDt6AZZyK7avKvVo36z+sRjNgf3rSNM0bht1G0HGII9jrCpdxXMrntMxKyH+6bPcz3jyjyd1iXX3mLsZljhMl1giMMVdeimhY8Z4FcNVWUn+VVej7HadshLCM478fHZfcCHueu9PlEXPmEHM2f/RIav2ZbYYmXJuX69Pus15Yz1VJZ1vjIHwjzXz88hdWuxVDINB47ALBxAaadUpKyGEEEKIvdM0je7xYZw6Ip3HThnE/OsnseTWybw4fSjnjM2if2oERh0ucgeyino78zeV8vTcXM59cxnD7/uRcQ//xKXvLefln7eycGsZNbbOU+AhhMcMRuh7HJw3G877EfqdAJofr3FsmwezZsCT/WDuPVC5w3+56Oyg5IP437H/Y3qf6Wj45mewW7l5d8O7HPv5sXy3/TuvuwEGDxpE5vvvY07Vr3DMXVvL7pkzqXj3vX/kl9Evlsnn9NFlDSnCEkIfgX3FWwjRoXjeAauNBzPZU8EQmD++Ert5XoDVkVs8F++sob7aswvwgTx+8O/SwtO4dPClXsV4fe3r/Jr/q04ZCfGXubvmcteiu3SJdcGACzi2x7G6xBKBSzMaSXnsUUxJSV7FaVy5ksJ77unQv8NEx+asrGTXhTNxlnpWCP534VOnknjTjWhax7yokpAZwfCjsryKYW908v3La3HIyTbhpZ3ryvn1Y+9HYYw9JZvkHjIOWQghhBD+kRAexBEDkrnzmH58ffl4Vt85lfcvGMl1U3sxKSeeiCCTv1P0ubzKRr5ZU8iD321k2quLGXjXbCY9Np/LP1jBK79sZdHWcmqlKEt0Zekj4JQ34YqVMPoysIT7L5e6YljwODw9CN45AdZ/0Sm6YoWYQ7jpoJt48/A3yYrI8tk6JQ0l3PDLDZz7w7lsqtjkVSxr925kfvA+1t69dcoOcLkovu8+Cm+6GXdj459f7jUiiXGnZuuyxO4NlXzzghRhCeGNwKxgEEJ0SJ4XYLXxF3mvwBs/uIenHbAaa+zUVth0zqb9bFrk2Qgqg1Ejs1+sztn4zpl9z6RPjHd3E9yy4BZKGkp0ykgIWFq0lBt+vgG38mCc678c2+NYLhtymQ5ZiY7AFBND6pNPgMm7E8bVn3xK+csv65SVEAfOVV3NrvPOw751q9exgocPI+XRR9CMRh0y859hh2d6PBJ7j/L8Oua/u1EKK4XHSnfX8sMra1Fu7/4P9TookQETfTdqQgghhBCirUKtJsb0iOOyQ7J545yDWHnHVH685mAePmkApwxLo3t8qL9TbBfby+r5alUBD3y7kTNe/Z0Bd83mkMfmc8UHK3j1l238vk2KskQXFJ0Jh90P16yDqfdDZLp/89n6E8w6C57oCz/eBRXb/JuPDoYmDuXjYz7m7H5nY/Bhx7Flxcs49etTeWDxA1Q3VXscx5yQQOY7bxMyUt9RldVffMGO08/AvnPnn18bdEg6w4/M0iV+3kYpwhLCG1KAJYTQjauy0qP9jJY2nJg3WqH7RI/WaQ/B4RYi4jwbU1e8vWOOIXQ0udi8xLMCrLTe0ViCO86dYiaDiTvH3OnVwX1lUyU3/nIjLrccvArvrS9fzxU/XYHd7f0IuAlpE7hrzF0+ffMqAk/IkCEk3nCD13FKn3qa6q++0iEjIQ6Mq7aWXedfQNP6DV7HsvToQfpzz2GwdvwRZwajgSnn9MVk8e5n+eYlxayZn6dTVqIrqa2w8c1zq3A0eXesG5saysTpvTtsRzohhBBCdA0Gg0bPhHBOG5HBo6cM4qdrJ7L89in89z/DuWRiD0Z2iyHI3DXOs2wrq+fLVQXc/+0GTn/lr6KsKz9cwWsLtrF4Wzl1TU5/pymE7wVFwpjLmjtinfwGpA73bz71JfDrk/DMEHj7OFj7KTg6bjOAIFMQ1w6/lneOeIcekT18to5buflg4wcc89kxfLL5E4+v5xjDw8l49RUiTzxR1/yaNm1i+0knUzt37p9fO+iYbvQdn6JL/D1FWNIhXYi26xpHfkKIduF5B6w2dG3pNh6sYR6t01487TpQvK1jFmBt+aMEu82zg7BugzrG+MG/6xfbjxl9ZngVY1nxMl5eLd1ihHfWl6/ngtkXUOeo8zrW0IShPDrhUcwGsw6ZiY4mesaZhB/hfXfJgltupX7xEh0yEqJ1rrp6dp9/AbY1a7yOZUpIIOPVVzBGRXmfWICISgxh7Mnet57/7eMtFG6p8j4h0WU0NTr5+rlVHo8m38MSbOLwmQMwWzt2RzohhBBCdE0xoRYm90nkhsN789HM0ay56zC+vGwsdx7Tl6MHJpMS6dnNux3RtrJ6vlhZwH3fbOC0V35nwF0/cMjj87mqpShr0dZyqhulU5bopIwm6H8iXDAXzp8LA04Bg59vRt82Hz45Fx7PgW+vh8JV/s3HCwPjBzLrmFlcMOACjJrv3jtWNlVy96K7mfbtNFaWrPQohmaxkHz/fSRcfx3oeJORu66OvEsvo+TxJ1BOJ5qmMeGMHLoP0ee6W97GSr6VIiwh2kwKsIQQuvG4A1ZbCrACePzgHp6OIdy+urRDjnpZ/2uBx/t2GxSnYybt55LBl5Aa5t04lJdWvcSSQilUEJ5ZV76O82efT43d+8LN7Ohsnp38LMGmYB0yEx2Rpmkk33sflu7dvQvkcJB3+eU06TAOToh9cdfXs3vmTBpXeX+S0BAWRvqrr2BO0efuwEDSb3wKPYcleBXD7VZ8/+pa6qubdMpKdGYup5vvX15DRUG917EOPacvUQkhOmQlhBBCCOF/ZqOBgWlRnDO2G89NG8rCmyez8KZDeG7aEM4Zm8WQjCgsxq5xqU4p2FZaz+ctRVlnvPo7g+6ezfhHfuKid/7g2bm5/LSxmOIaW4c8Ty7EPqUNh5Neg6vWwoQbIdTPN6bbqmDJK/DywfDSOFj8MjRU+DcnD1iMFq4YegXvH/U+vWN6+3St9eXrmfHdDG799VZKG0rbvL+macSedx5pzz+HFqLv+93yV19l1/kX4Cwvx2DQmHJuX1JzonSJLUVYQrSdJgcxoiPTNG00sPDvX1u4cCGjR4/2U0Zd29bDDv/HzOEDlX1CEaYDLcK6ai1E+Xl29n4Ubqnif48t92jfU24eTkKmZwVc/lBeUMeH93hWRJTcM5ITrxumc0bt57f837jox4u8ihEfHM/Hx3xMbHCsTlmJrmBd2ToumHMBtfZar2OlhqXyzhHvEB/S8brRCf015eay/dTTUI2NXsUxp6aS9dGHmOI6ZpGtCFzuxkZ2z7yIhiU6FDCbzWS8+gqho0Z5HytA2W1OPnn4DyoLvSuISe4ZyXFXD8HYRS4KibZTSvHTWxvY+LtnY8n/bviRWYw81suCYCGEEEKIDqbJ6WJ9QQ0rdlWxYncVK3ZVklfp3Xvzji4uzELflEj6p0TQLyWSfikRZMSEYDDIiGrRCTibYO3/YPGLgdOFymiB3kfBkDOh+yQwdKyOxE63k/c2vMfzK5+n0enbn58hphDO6X8OZ/U9ixBz24upbBs3svviS3AWFuqalykxkdSnniRkyBDsjU4+f3IFpbu8v4YAkNY7miMvGYjZEnj/L0aPHs3vv//+j6+NGjWKRYsW+SkjsUcH/bfx+kBDzqAKIXTj9GgEocJoPsDiq8T+AV98BRCfEe7xG8Gty0t0zsa3Nvzm+QFi37Edu9vE2NSxnNH7DK9ilDaWcuuvt+JWbegCJ7q0tWVruWC2PsVXMUExvDLlFSm+En+yZmeTfM89Xsdx5Oez+6KLcTc06JCVEM3cNhu7L7lEn+IrIOWBBzp18RWAJcjEETP7Yw7y7uRY4ZZqFn66RaesRGe09OvtuhRfpfeNYcTR3XTISAghhBCiY7GajAzJiObccd149owh/HrjISy5dTKvzBjGJRN7MLp7LCEBeNHbl8rq7PyyuZQX5m/l0veXM/Gx+Qy8ezanvrSIu75cx8fLdrO+oAaHS86rig7IZIXBZ8CFP8O5s6HfieDDMXoHxGWHdZ/BuyfBUwNg7j1Qutm/ObWByWDiP/3+w+fHfc6EtAk+XavB2cDzK5/nmM+O4bPcz3C529YdKqh3b7rN+ojgQYN0zctZXMzOGWdR8c67mIOMHHvFYGLTwnSJnbexkq+eWYmtXsbGCrE/0gFLdGjSAStwKJeLjf0HNPcRbgOjxU2vEw/wZP3462Dy7R5k1/7+99gfFG6pbvN+EfHBnHnPKDQd50D7isvh5s2bfvPogMsSZOTsR8YFZLV8WzS5mpjx7Qw2VGzwKs5VQ6/ivAHn6ZSV6KzWlK5h5pyZ1Dq8L74KM4fx+mGv0ye2jw6Zic6m6J57qHz/A6/jhE2aRNpzz6IZO/bPeuF/7qYm8i69jPpff9UlXsL11xF7Xtf5vbttRSnfvbzG6zhTzutLrxFJOmQkOpMNCwv56W3vjoUBwmOCOPWWEQSFmXXISgghhBCi83G5FZuLa5u7ZO2qZMXuKraU1Pk7Lb+zGA30SgqjX3IkfZLD6ZMcQe/kCCKD5bhSdDDV+bD8LfjjTagr9nc2f0kdBgNPh/4nQWjHmOShlGLurrk8uPhBShp93/QgOzqb64Zdx5jUMW3az93UROGtt1Hz9de65xRx5BEk3X03Di2Iz59aQXmePr8vYlJCOebyQYRFB+kSTw9767IUGhrKgAED/JSR2GPNmjXU1/+zM39X6IAlBViiQ5MCrMDhrKwkd3TbDi4ALOFOehx1gAdA5/0I6SPavIY/rJq7m18/zvVo31NvGUF8RrjOGekvd2kxs/+7zqN9+x+cyoRpOTpn5B87a3Zy6len0uD0vNOLUTPy5uFvMjhhsH6JiU5ldelqZs6ZSZ3D+zdKFoOFl6a8xIikjvHzVLQ/t93OzjNnYFu92utY0dOnk3jbrR2isFgEJmW3k3f5FdT9/LMu8aJnzCDxlpu73P/JRZ9tZfkPbR8V/ncms4HjrhlCUrdInbISHd3uDRV8/ewq3G7vzisZTQZOvH5ohxrFLoQQQggRCKobHazOq/pHUVZVg3QnAUiNCqZPcgR9W4qy+iTLCEPRQTjtsPFrWPpf2KnPjWi6MJgg+zAYdDr0Oqy5i1eAq7PX8eyKZ/lg4wcofF8PMSZlDNcMu4acmAO/9qWUovyllyh9+hnd8zGnpJDy6CMYcgbqWoQVFm3lmMsHE5MSqks8b+2tAEsELinAEiLASQFW4Gjato1tRx7V5v2CY+1kTSnb/4ah8XDtZjB0jMmptRU23r5l4f433Iuhh2cy+vgeOmekv8+fXEH+pkqP9u0oRWYH6ttt33Ljghu9ipEUmsQnx3xCpFUuaop/WlW6iovmXKRL8ZVBM/DExCeYnDFZh8xEZ+YoKWHH6afjLPB81OweCTfeSOw5Z3uflOhylMNB3tVXU/fjXF3ihU+dSuqTT3TJrmxut+KrZ1aSt9GzY7c9gkLNnHj9UKKTAuMkm/Cfsrw6/vfYHzhsbRu18P9ocPgF/ekxNEGfxIQQQgghujClFLsrGlmZV8Xq3VWsyqtibX4NjQ4vj9k6iVCLkZykvwqy+iSHk5MUQZjV5O/UhNi7kg3NhVirPgS791MRdBMUBf1PhEFnQNoICPCb3NaUruGe3+9hY8VGn6+loXF8z+O5dPClJIYmHvB+Nd//QMFNN6FsNn0TMhiIu2gmYWddwJfPr6Fstz5FWNYQE0ddMpDknlG6xPOGFGB1LFKAJUSAkwKswNGwfDk7p01v835hKTbSD67Y/4aDz4Tjn/cgM//55OFlFG+vafN+kfHBTA/wMYTVpQ28e7tnBzTxGeGcekvn67xz18K7+DT3U69iTEyfyDOTngnof3vRvlaWrOSiHy+i3lG//40PwN1j7ubE7BN1iSU6v6bcXHZMm4671ssTPJpG6lNPEXHYVH0SE12CcjjIv+56an/4QZd4oWNGk/biixisgX+Hpq801tmZ9cBS6iqavIoTHhPESTcMIzSq676WXV1dZROfPLyM+irv/i8BjD25J4MPzdAhKyGEEEIIsTdOl5vckjpW7a5iVV41q3ZXsam4FpeXXUw7k8zYEPok/VWU1Sc5grToYDlHKwJHUy2s/qi5GKtkvb+z+afoLOh/Mgw4BRJ6+zubfXK6nby34T2eX/k8jc5Gn68XZAxiRt8ZnN3/bCIsB9btuXHNWvIuvxxnUZHu+QQPGkTM3Q/y3aeluhVhGc0GDju/H90GxesSz1NSgNWxSAGWEAFOCrACR+3cueRdelmb94vMaiBlVNX+Nzz1Heh7bNsT86OVP+7it0+2eLTvabeNIC4tcDtELfp8K8u/92yMzYRpOfQ/OFXnjPyv0dnItG+msaXKs3/zPS4dfCkXDbpIp6xER6Z38dVVQ6/ivAHn6RJLdB31v//OrgsuBId3Iww0q5X0l14kVI7RxAFwNzSQd+VV1C9YoEu8kJEjSX/pRQzBwbrE68hKdtbwv0eX43K6vYoTmxrGCdcNxRosd4p3NY21dj5/cgUVBd4fnwyYlMb4U7PlwpYQQgghRDtrtLtYX1jNqt3VrMqrYtXuKnaUN/g7rYASHmQiJzGcXknh9E4KJycxnJykcKJCLP5OTXRlSsGuRbDsDVj/Bbi8vylGV4n9YcDJ0P8kiArMG22K6ot4fNnjfL/j+3ZZL9wSzjn9zmF6n+mEmEP2u72zooKC666jfqH+BSqGkBCibryD+bnJlOk0jlDTmq/59Rvvv2t+UoDVsUgBlhABTgqwAkfVp59SeOttbd4vJqeOxCH76RJltMAN28AauAVJe1NT3sg7t3r2S2TYEZmMOi4wxxC6XG7evnkhDTX2Nu9rshg45+FxWDrpxbqtVVs5/evTsbm8axN779h7Ob7n8fokJTqkpUVLufyny3Urvjp/wPlcMeQKucApPFL1+ecU3nSz13GkCEscCGdlJbsvugjbqtW6xAsePoyMV17BELL/k1xdxfrfCpj3jvdt91OyozjmikGYzF1vpGNX1Vhr54unVlCe7/3xSbdBcRw+cwAGgxybCCGEEEIEgqoGO6vzqlmdV8XKlsKs0toAK+4IAIkRVnKSIshJDCMnKYLeSeH0TAgjSN4XifbWUNE8mvCPN6Bss7+z+f/SRzUXY/U7AULj/J3N/7O0aCkPLnmQ3MrcdlkvJiiG8/qfx6k5pxJkCmp1W+VyUfrss5S/9LJPcgk64liWRB9PWYF+ncAOOqYbw4/M8sv1hwsuuIC1a9e2+7rCM/379+fVV1/1dxqtkQIs0bVJAVbgKH/tNUoee7zN+8UPrCGu734qrXscAjM+8zAz//r4oWWU7Gj7GMKoxBCm3TUyIIsltq0s5buX1ni0b+8xyUw+q4/OGQWWz3I/446Fd3gVw6SZeH7y84xJHaNTVqIj+X7H99yy4BYcbu86Du1xwYALuHzI5QH580R0HKXPP0/Zs895HUeKsERrHIWF7Dr/Auxbt+oSL3jIENJffRVjWKgu8TqTee9sYP1vhV7H6TEknqkX9Jcimi6gsc7OF0/qU3yVkBXB8dcMwWyRi1RCCCGEEIFKKUVRjY01edWsyW/5yKumvL7tN+V2dgYNsmJDyUkKp1diS8espHAyY0Mxynsl4WtKwa7f4Y83Yd1ngdcVSzNCj0nQ70TofSQER/s7oz853U5mbZrFcyufo9Ze2y5rJoQkMHPgTE7oeQJmo7nVbWt/mkfBjTfirtU/N5XajVWjbqCi3LsO6X/X7+BUDj69l5wjEh2dFGCJrk0KsAJHyWOPUf7af9u8X9KIKqJ77Ke98RGPwsgLPczMv1bM3sXC/3k2ku702w8iNjVM54y89/Vzq9i5ttyjfU+6YRhJ3SN1ziiwKKW45ddb+Hrb117FCTGF8Obhb9IntnMXrIl/enf9uzyy9BEU+hyfXTjwQi4bfJkUXwmvKaUovOVWqj/zviBas1pJf/EFQsdIkan4S9PWrew673ycRUW6xAsaOJCM/76GMbxjdVBtL06Hi88eW07JTu9P4vWf0HyCTX7XdF62OgefP7mC8nzvRxRExAVx0g3DCYmQ0S1CCCGEEB2NUorCahur86pZm/9XYVaFFGXtldVkIDsxjJzECHKSwshObC7QSokMkvdPwjcaKmD1rOauWKXed77WncHcUox1AuQcCcFR/s4IgApbBc8sf4b/5f5Pt/Py+5MalsrFgy7mqO5HYTLse2KMfdcu8q64kqaN+v97OsyhrDnkLqqa9Osa321QHFPP64dJbrgSHZcUYImuTQqwAkfBbbdR/cmnbd4vdWwFEen7Gdd25WqIzvQwM/+qKWvknds8G0M4/MgsRh7bXeeMvFNbYeOdWxfiya+OmJRQTr/9oC7x5rLeUc/pX5/OjpodXsWJC47jvSPfIyUsRZ/ERMByKzdP/vEkb657U7eYMwfO5NLBl3aJ7znRPpTDwe6ZM6lf6P2Mds1qJe2F5wkbO1aHzERH17hyJbtnXoSrulqXeEF9+5Lx5hsYIyJ0iddZ1VbYmPXAUmx13ndcHHlsN4Yf2U2HrESgsdU5+OLpFZTt9r74yhpq4qTrhxGdJF3phBBCCCE6C6UUBdU21uRVtRRk1bAmr4rKBn06u3dGoRYjPROaC7KyE8Loldg8xjA1Klg6xwh9KAW7l8Dyt2Dd5+DwvpOx7gzm5uk3/Y4PmGKsdWXreGDJA6wuXd1ua2ZFZHHxoIs5LOswjIa9Fy25bTaK7rqb6s8/1319hymEVSOuo8aaqFvM+IxwjrhoAOExrY9aFCJASQGW6NqkACtw7L70Murmzm3zfhmHlBGa0ModMgl94RLvL/T608cPLvWou0B0UgjT7hrlg4w8t/Sb7Sz5artH+447JZtBk9N1zihwbazYyPRvpmN3e3cHWPfI7rx9xNtEWjt357CuzOFycNtvt/Ht9m91i3nxoIu5ZPAlusUTYg9XbS07p59J0+bNXsfSrFbSnn+esHFShNWV1S1YQN4VV6IaG3WJZ+3dm8w338AYFaVLvM5u98YKvnp6pUfF9f826cze9B0nReOdia3ewRdP6VN8ZTBpHHflEFKyo7xPTAghhBBCBDSlFPlVjf8cX5hfTZUUZbUqpKUwq2dLUdae4iwpzBJeaaptLsJa8S7s/t3f2ezdP4qxjvDrmEK3cvP1tq95YtkTlNs8mwTjicyITM7rfx5Hdz96r6MJlVJUzfqY4vvuQzn0/VnqMAWzuv9FVEf11C1mUJiZwy/oT2pO4IycFOIASQGW6NqkACtw7Jh+Jo1//NHm/bofUYI10rnvDcZdA4fe6UVm/rf8h50s+myrR/uefsdBxKYExhhCt1vxzm0Lqato+wxxg0njnIfGERTW+kzrzuajjR9x3+L7vI4zNGEor0x9BavRqkNWIpDU2eu4av5VLC5crFtMKb4SvuYoLGTHaafjLCnxOpYUYXVt1V99RcHNt4CzlWPBNrBmZ5Px9luYouXkTlusnpfHgo90KKrU4IiLBtBtULwOWQl/s9U7+PLplZTu8n5MJcDU8/uRPVy/O2qFEEIIIUTHopQir7KRdQXVrCuoafmoprim7eeau5pgc0vHrIQweiaG0SshnOzEMNKiQzBKYZZoi7Lc5kKsVR9AXbG/s9k7gwmyxkOfo6H30RCe5Jc06ux1vL72dd5Z/w42136m+OgoKTSJs/udzUnZJxFk+v8dpBrXrCHvyitxFhTquq7LYGZd33MoixukW0zNoDH2pJ4MPCRNpnSIjkQKsETXJgVYgWPrkUdh37atzftlH1eEKdi97w3OnQ0ZI73IzP+qSxt593bPuniNOCqLg44JjDGEO9eV8/WzqzzaN3tEIlPP66dzRoFPKcW1P1/LnJ1zvI41NXMqj054FINm0CEzEQhKG0q5+MeL2VS5SbeYlwy6hIsHX6xbPCH2xbZhAzunn4m7ocHrWJrFQtoLL0gRVhdT8dZbFD/4kG7xLD16kPn2W5hiY3WL2ZX8/vlW/vh+p9dxjGYDx105mOSeUd4nJfxG7+Kr0Sf0YOhhHXOkvBBCCCGE8K2yuqY/i7HW5Tc/7ij3/lxDV2AxGegeF0qPhDB6xIfRIz605TGMYMveR5kJAYDLCVt+hBXvwObvwa3PjXH60yBtxF/FWLE92j2DovoinlvxHF9u/RJF+9VUxATFcFbfszgt5zTCLP9s0uCsrKTgppuo//kXXdd0awY2Z59GQco4XePmjExi4vQcTPJzSXQMUoAlujYpwAocm8eMxVVR0eb9ep9awD7rSUJi4bpc2Mfc445k1gNLPbqAEZMSyhl3BEYB2ncvr2HbilKP9j3u6iGkddFWozX2Gk796lTy6/K9jnVW37O4fsT1OmQl/G1b9TYunnMxBfUFusW8dPClXDToIt3iCbE/dQsWsPuii8Hl8jqWZrE0d8Iar+8bfBF4lNtN6ZNPUv7qa7rFtGRlkfH2W5gTEnSL2dUopZj3zkY2LPT+DkpzkJGjLx1ISnbXPPbr6JoamouvPBmhvjf9D07l4DN6yd2uQgghhBDigNXaHGworP1Ht6zc4lqcbrmeeaBSo4JbCrOai7J6thRpxYVZ5Nhc/FNdKayZBas+hKLV/s6mdQl9mwux+hwDSQOaW3G3k40VG3l82eP8Xti+YxzDLeFM7zOd6b2nExUU9efXlVJUvvc+JY88grLbdVtPATsyj2R7t6N0iwkQlx7GERcNICI2WNe4QviAFGCJrk0KsAKDcrvZ2H8AuFvpZLUXBrObnJOK9r3BoDPghJe8zC4w/PH9Dn7/vO0dwgDOuHMkMcmhOmfUNg01dt666TfcHrzJjYwPZvo9o7r0G7stlVs46/uzqLV7fyHrhhE3MKPvDB2yEv6ysmQll/10GdVN1brFvGzwZcwcNFO3eEIcqMqPP6bo9jt0idVchPUcYePH6xJPBB5XTQ0F199A3c8/6xbTnJlB5ttvY06U0WbecrvcfPfSGnasKfc6ltFs4PAL+5M1IE6HzER70bv4KmtgHEfM7I/BKB1chRBCCCGEd5qcLjYX1f2tKKuaDYW1NDq8vymsK4kIMtEjIYye8WH/6JyVEROCSY7bRfG65kKs1bOgrpVrd4EgMh16Hd780W08mKw+X1IpxW8Fv/H4ssfZUrXF5+v9XbApmJN7ncz0PtNJDUv98+u2zZspuO56mjZv1nW9/ORxbOp1GvvuoNF2QWFmDrugf5dt1iA6DCnAEl2bFGAFBld1NZtHjmrzfuZQJz2PKdn3Bqe8Bf2O9zyxAFJV0sB7d3hWGX/QMd0YcVQ3nTNqm+U/7GTRZ1s92nfU8d0ZdniWvgl1QEuLljJzzkwcbodXcTQ0Hp3wKIdlHaZTZqI9fbn1S+5ZdA9NribdYl4+5HIuHHihbvGEaKuKd96l+P779QlmNpN8111EnXSiPvFEwGjasoW8Sy/DvtP7MXd7WPv2IeOVVzDFSZGPXhx2F18+tYKibTVexzIYNA49ty/Zw6U4riOorbDxzfOrKM+v1yVeZv9Yjpg5AKNZLuIIIYQQQgjfcLkVO8rr2VBY0/JRy8bCGgqqbf5OrcMxGzUyYkLoFhdG9/hQusU1f3SPCyU+3Nqlb67uktwu2DYfVn8EG74CR4CPBTWHQo9JkHMEZB8GYfE+Xc7ldvHF1i94bsVzlDZ6NjXGUwbNwKEZhzKj7wwGJwwGwN3UROkTT1Dx1tu6rlUaN5B1fc/FbTDrFlMzaIw9qScDD0mTnysiUEkBlujapAArMNh37mTrYYe3eb+gGDvdppbt/UmDCW7YDkERXmYXOD66fwllu+vavF9saiin3+6/MYRKKd6783eqSxrbvK/BoHHWg2MIjfT93Qcdwffbv+f6X7wfIWg2mHn44IeZkjlFh6xEe3C4HDy89GE+2vSRrnGvHnY15/Y/V9eYQnhC1yIsIPaC84m/+mo0g1y47wxq5syh8MabcDfod8IuZORI0p5/DmNYmG4xRTNbnYP/PfYHlUU6/HtpMGl6b/qOS/E+lvCZ0l21fP38Khqq9RlbkNEvhiMuGoDJ3PFHyQshhBBCiI6nqsHOhsLavwqzimrYXFyH3dm2CR6iWajFSLf4ULrFhf1ZlNUtLpSsuFAig/UrzBABqqm2uQhr1QewfQHNQ+oCmQZpw5s7Y+Uc0Ty20EeFPg2OBt5a9xZvrnuTBmf7F6kNjB/IWX3PYnLGZEwGE3ULFlBw8y24yvZx3dUDVZE9WN3/IpzmEN1iAvQamciEM3KwBJl0jSuEDqQAS3RtUoAVGBpXrmTH6We0eb/QZBsZEyr2/mS3g+E/X3mZWWBZ9t0OFn/h2RjCaXeNJDrJP2MI8zdV8vmTKzzat/vgeI64aIDOGXVsb617i8eWPeZ1HINm4I5Rd3BSr5N0yEr4UlF9Edf+fC2rS1frFtOkmbhrzF0c1/M43WIK4a2Kd9+j+L77dIsXPmUKKQ8/hCFE3zf4ov0ol4vS556j/EV9R0qHT51KyqOPYLBKgbev1FbY+PSRP6iv0qdj49iTezL40AxdYgl97Vhdxg//XYezSZ/RLel9YzjyYim+EkIIIYQQgcXpcrOtrP7PTll7irNKavXrUt8VxYVZmouxYkPpFr+nOCuMzNgQguQ9QedTnQdr/wdrPoYi/c51+1REGvScDNlToNsEnzR9qLRV8vra1/lg4we6Tr44UCmhKUzrM40Ts08kuM5B4a23UTdvnm7x60KSWTXwUpqC9B0dGBEXxKHn9CO5R6SucYXwkhRgia5NCrACQ+38+eRddHGb94vIbCB1dNXen5x6H4y53LvEAkxVcQPv3enZGMKRx3Zj+JH+GUM4+7/ryF1a7NG+R182iMz+sTpn1LEppXhk6SO8u+FdXeJJB6TAtrRoKdf9fB0Vtn0Um3og2BTMExOfYFzqON1iCqGXivfeo/he/Yqwgvr1I+2FFzAnJugWU7QPV00N+ddfT/3Pv+gaN+q000i643Y0o5zI9bXy/Do+e3w5TQ1OXeINPzKLg47pJi3mA8jqebv5dVYuep0WSu8TzZEXD8Rkke9PIYQQQgjRMZTXNf2rW1YtW0vqsLukW5Y3NA1SIoPJiAkhKy6EzNhQsmKbHzNjQwixSNebDq90M6z9pLkYq8KzxgPtzmCC9FGQfSj0nAKJ/XTtjlXaUMorq1/hk9xPcLr1OZfSFqHmUE7oeQJn5JxB+Le/UfzQw6gmfQrCbNYoVg68jIbQZF3i7aFpMPTwTEYc3Q2jUSYhiIAgBViia5MCrMBQ9dnnFN58c5v3i+5VR9LQmr0/eelSiO/lZWaB58N7l1Ce78EYwrQwTr/tIB9k1LrGWjtv3bwQlwftmcOircy4fwwGg1xk+zeX28X1v1zPnJ1zdIl3Tr9zuHrY1XJBM4AopXhr3Vs8tfwpXEqfjhIAMUExvDD5BfrF9dMtphB607sIy5SYSPqLLxDUt69uMYVvNeXmsvuyy3Ds3KVr3LhLLiHu8svk9107Ksit4sunV3p0LLg3AyelMe6UbDQ5PvQrt1vx2ye5rP4pT7eYab2jOeoSKb4SQgghhBAdn9PlZkd5PRuLatlcVMvGolo2Fdeyq6JBt5sXurr4cOtfBVkxIWTGtRRoxYQSGSJjDTsUpaBgBaz5BNZ+CnVF/s7owIUnN3fH6jkFuk+AYH06PBXUFfDy6pf5YssXul4baIvRyaOZFnww6Y9/in3jRl1iOkwhrOl3AVXR+l+7jc8I59Bz+hKT7J9JQEL8jRRgia5NCrACQ/kbb1Ly8MNt3i9+QA1x/fZSjBSdBVes9NlcZn9a9u12Fn+53aN9p989iqjE9h3D9PP7m1j7S75H+444KouDjumuc0adh81p48I5F7KixLPxjv92YvaJ3D7qdkwGuXvI3+od9dzx2x3M3jlb17gZ4Rm8dOhLpEek6xpXCF+oeP99iu+5V7d4WnAwqY89SvjkybrFFL5R88NsCm6+GdXQoF9QTSPx1luJOXO6fjHFAdu2spTvX16j24WG3qOTmHRmbwxyZ6NfOJpczHl9HdtXlekWM613NEdeMhCzFF8JIYQQQohOrMHuJLe4jk3FtWwqavkorqVUxhjqKirE/M+OWS1dtNJjQogPs8pNWYHM7YKdvzV3xdrwNTTqNxXC5zQDJA+GHpOg+0RIHwkmq1chd1Tv4MVVL/Ld9u9Q+KceI8kcx5UbMunx+XJwOLyO59YMbO1+ArvTD9Ehu38ymg2MObEHAyakyY17wp86VwGWpmnhwKHAJKAv0BOIBMKAJqAWyAM2AEuBb5RSHaSvoT40TQsCJgKTgf5ALyAaCAccNL9GhTS/RsuBb5VS6/ySbDuQAqzAUPLEk5S/8kqb90saVkV09l4uzh10IRz5qA6ZBZ7Konrev2uxR/uOPK47w4/I0jehVpTn1/HRfUs8u9imwVn3jyE8Jkj3vDqTKlsVM76bwY6aHbrEOzTjUB46+CGsRu/eGAjPba/ezlXzrmJbtb6HJ/1j+/Pc5OeIDZaRnqLj0LsIC00j4brriDn3HDnZFoDcTU2UPvU0FW+8oW9gs5nUhx8i4sgj9Y0r2mTdgnzmv7dJt3jdh8Qz9dx+GM1ShNWe6qub+PaF1ZTsrNUtZmpOFEddOkiKr4QQQgghRJdVXtfEpuLmblmbimv/7JxVb/dP55vOLNhsJC26ebRh+p6P6GAyYkNIjw4h1Co3JwcMlwO2/wLrP4cNX0Fjpb8zahtTMGSO+asgK6EfGDw7h5FbmcvzK59n7q65+ubYBullGtf/GELS9mpd4hUljmBjr2m4jRZd4v1det8YDpnRh7Bouc4l/KJzFGBpmjYUuBo4FWjrd+oy4GngQ6VU+w9UbSeapmUDVwFn0VyQ1hYbgWeBN5VSOt6K7n9SgBUYCu+4k6pZs9q8X+qYCiIybP//iemfNs9g7qQ+uGcxFQX1bd4vLj2M025tnzGESim+fHoleRs9OyjO6BfLMZcP0jmrzim/Lp8zvz2TskZ9uhCMTBrJ04c8TahZWrW2t9k7ZnPHwjuod7T9+7s141PH89iExwgxt28HPCH0UPnBBxTdfY+uMSNPPonkO+5As+j/Bl94pnHtOgpuuhH7lq26xtVCQkh79hnCxo7VNa7wzNJvtrPkK886ue5NYrcIDrugvxTst5Py/Dq+fn4VdRX63Z2f2qul+MoqxVdCCCGEEEL8ndutyK9qZHNxLZuL68gtqSW3uI4tJXU0OqQwy1diQy2kxYQ0F2hFB5P+5+chJEcFYZZOzP7R0YuxAELjodsE6HYwZI2DmO5tnuKzsWIjr65+lTk75/ilI5bmVhz+h2Lazwqrw/v1a8PSWd3/QpqCYnTI7p+sISYmTu9Nz2EJuscWYj86dgGWpmnxwKM0FxV5+5dZB1yslFrgdWIBRNO0MOAu4ErA29LtXcCVSqnPvYwTMKQAKzDkXXEltbPbPmorY1IZoYn2f37RFAw37gBz570Q483FqzPvHUVkvO+LMLavLuPbF1Z7vP/hM/vTY4gcGB2o9eXrOfv7s2l0NuoSr39sf1449AWig/SZWS5aV2Wr4oElD/Dd9u90j31CzxO4ffTtmA1m3WML0V4qP/yQorvu1jVm0MCBpD7yMJasLF3jirZRDgdlL71M2UsvgUvfE8jG6GjSX3mZ4AEDdI0rvLP8h50s+ky/QrugUDNTzutLRl/p8OhLucuKmf/uRuw2/b5PU7KjOPoyKb4SQgghhBCiLfYUZuWWtBRmFdexpaSW3JI6GqRjlk8ZDRrJkUF/FmSlxwSTGh1MalQIqdHBJEUEYZSxZ77XGYqxAMJTmgux9ny0oSBrW/U2/rvmv3yz7Rtcqv2/7+OrFBd+52bQDu9rROzmMNb2PZeq6BwdMvv/socnMPbkbEKjpBuWaDcdtwBL07QxwKdAko5hFc3FSveqQGjt5SVN03oDX9A8ZlBPLwOXK6W8H/bqZ1KAFRh2zjiLhqVL27xft8NLCIr6V+O6XofDtI90yiwwVRTU88E9no0hHHV8d4YdnqVvQv/icrr54J7FVJd4VgwUHGHhPw+OwSh3k7TJr/m/ctncy3Q74O4e2Z2Xp7xMUqiev2bFv83dOZd7fr+HCpv+8+xnDpzJpYMvlVFrolPwRRGWFhxM4o03EnXaqfJ94gdNubkU3HgTtvXrdY9t6dmD9OeekwK7ALX2l3x+/mATut2sqcGIo7ox4sgsNDnZrSu7zcmCjzazcVGRrnGl+EoIIYQQQgh9ud2KgupGclu6ZTV3zapjS7GMMmwvJoNGUmQQqVHBpEU3F2WlRTUXaaVFB5McGYzFJNc8dOVywM7fYMPXsPEbqC3wd0ae86AgK78unzfWvsFnuZ9hd9tb3VZ3SjFhjeI/c92E7WVQUVu4NQNbux/P7vTJ+uT2L2arkRFHdWPgIWkY5XtQ+F7HLMDSNO0E4EPaPm7wQL0HnKWUcvsovs+1FBZ9D0T4aImfgKOVUvq0W/ETKcAKDNuOOZam3Nw279fz2CLMIf/6Nj3qCRhxnk6ZBa73715MZWHbx5TFZ4Rz6i0jfJDRX1b+uIvfPtni8f7Dj8pi5DHddcyo6/hiyxfc9tttusWLskZx79h7mZg+UbeYolmVrYoHlzzIt9u/1T22UTNyy8hbODXnVN1jC+FP1V9+SeGtt6Ec+t4DEDrhYFLuuw9TfLyuccXeKZeLijffpPSpp3X/twQInzKF5AcfxBgmo3QD2eYlRfz45gaUW7/zCRl9Yzj03L4Eh8l4UT0Ub69h9uvrqCnV9y1/1sA4ppzbF0uQtw26hRBCCCGEEPvjdisKa2xsLq5lS3Edm4tr2VraPMqwxubcfwChG02DhHDrPwq0mj9v/kiJCibEIu+TPOZ2Q8EK2PAlbPwayj2/RhUQwhIhYxRkjIb0kZA0EIx7//9R2lDKW+veYtbmWbpNSTlQkXWKc+e4Gb3R+/M7RQkj2JgzDbfRN+d1opNCGH9qL9L76j/yUIi/6XgFWJqmHQZ8ie+Kr/Z4TSl1gY/X8AlN0wYD84FIHy/1HXCsUqrDHqVJAVZg2Dx+PK7Ssjbvl3NKAYZ/3zR91VqIStcnsQC25KttLP1mh0f7+nIMYWOdnXdv/x17o2c/FoJCzZx57yisITIuzVNfbv2SO367Q9fWs9N6T+Oa4ddgNUqbVj3M3TWXexfdS7mtXPfYMUExPDbhMUYk+bbQUgh/afjjD/IuvQxXVZWucY1RUSTdew8RU6boGlf8k33nTgpuvoXG5cv1D65pxF95JbEzL5SOZh3E9tVl/PDKWlxO/e57Cou2ctiF/Unq5uu3wp2X261Y/v1Olny9XdcCOYABk9IYd0o2BulUJoQQQgghhF8ppSivt7O1pI4tpXVsLalna2kdW0vryKvs0H0XOrTIYDPJkUGkRAX/4zE5MpiUqCCSIoOwmqST8H4pBaWbYONXzWMKC1f5OyPvmUMhbXhzQVbGKEgbAdawf2xSZavi3Q3v8v7G96m117ZregdtcnP2HDdxXi5bG5bGmv4XYguK1Sexveg+JJ6xJ/ckIjbYZ2uILq1jFWBpmtYNWA5E7WfTQuAN4AdgLVAFWIE0YBQwDTj8AJa8TCn1vIfp+oWmadE0v0ZZ+9m0EniX5mK21UA5YAKSgRHAKcAJLV9rzWNKqeu9SNmvpADL/5RSbBw4CNrYAUEzuel98r9GYST0hUsW6Zhd4CrPr+PDe5d4tG+PoQkcfmF/nTNq9vMHm1j7c77H+084oxf9J6TpmFHXNG/XPK77+Tpd2872iu7Fowc/Svco6U7mKV92vQIYFD+Ixyc8TmJook/iCxEo7Lt2sfuii7Fv26Z77MgTTyTxlpsxhoXtf2NxwJTbTeWHH1Ly6GOoRv1P5BoiIkh97FHCDj5Y99jCt/I2VfLtC6txNOlXOG4waow9OZsBE1OlGK+Naits/PjGegpyq/QNrMG4k7MZNLnz3ygjhBBCCCFER9dod7GtrI6tpfVsLalrKcyqZ1tpHU063kAjPBMXZiUlKugfhVl/f0wIt2Iyypi1f6jaBZu+h83fwfYF4Na/I3u704yQ1B/SDmouzEodDrE9QNOod9Tz+ZbPeXf9u+TV5bVbSla74rjf3Rz7u8LixWkeuzmUdX3PpTK6t37J/YvRbGDY4ZkMmZKBySJFjUJXHacAS9M0I82FMge1spkbeAi4b3+j8TRNOwh4E+jTymZNwEFKqdVty9Z/NE37BDhpP5u9BtyglKrcT6zewH+BMa1spoAjlVLftynRACEFWP7nqqtj8/C2d2oxhTjJPrbkn18cexVMuVufxAKcUooP7l5MZVGDR/sfcdEAug/Wd9RSeX4dH923BE9/LcSkhHLarSMwyJsDXSwtWsoVP11BnaNOt5jBpmBuOugmTuh5glzQbKOfdv3EPYvu8UnXK4DTc07nhhE3YDZK9zjRNbhqasi/6mrqFy7c/8ZtZE5NJeXhhwgZPlz32F1R/eIllDz8MLb1630S35rdk7TnnsOSmemT+ML3irfX8NWzK2lq0LexcvbwBCae2VtG3R2g3GXF/Pz+Jt3/HUwWA1PO7af7ew8hhBBCCCFE+3K5FQVVjS0ds/4q0NpWVk9ZXZO/0xMtDBokRjR3y0qKCCKx5SMp0tr82PJclx132FQLW39qLsjK/QEafHO+3i+CoyF1WHMxVtoIXCmDmF++mrfXvc3yEh90o9+H+CrFWT+5GbnJ8xoShcbutEls7X4syuC7ax4RcUGMOyWbrIFxcs1L6KVDFWBdArTWjcoBnKKU+qINMcNo7gA1qZXNflVKjT/QmP6kadqRwDf72axNXb00TTPTXKg2rZXNtgL9lFId7ghLCrD8z56Xx9ZD2z7uJyjaTrfD/jW28JzvILO1esHOZfGX21j27Q6P9g2NtHDGXaOwButzkK2U4sunV5K3sdW6zlYde8Vgmb2ssw3lG7jox4uosFXoGvewrMO4Y/QdRFgidI3bGW2r2saTy59k/u75PokfZAzijtF3cEyPY3wSX4hAphwOiu6/n6oPP9I/uKYRe965xF1yCYYQ34zt7eyatm2n5LHHqPvpJ5+tEX7YYaQ8cD+G0FCfrSHaR3l+HV8+vZKGGv26dwJEJYYwYVoOaTnRusbtTOw2Jws+2szGRUX737iNgiMsHH3pQBIy5ZhRCCGEEEKIzqzG5mBHWT3by+rZVtr8uOejrknfmzyEPsKtJhL/VqS1p0Dr70VacWFWjJ15hLzbBXnLmjtjbfoeSjf4OyP9xfSAtOGsi0njbdtOZpf8gVPp14W8Nf12uDlnjpuMsv1vuy91oSms7/Mf6sJ8OzknuWckw4/MIr1PjBRiCW91jAIsTdOiaC7yae3K/H+UUm97EDsU+B1obR7XGUqpD9sauz21dAhbD/RqZbM7lVL3eBj7O6C1KpmblVIPtTW2v0kBlv81rlnLjlNOafN+oYk2Mib9ragkKBKu3wbGrlO1780YQoD+B6cyYVqOLrnsWF3GNy943iwwa2AcR10yUJdcxD/tqN7BhXMupLC+UNe4KaEpPHzwwwxOGKxr3M6ipKGEF1a+wGdbPsOtfNOaOy0sjacmPUVOjD7fx0J0REopKt95h+KHHga3/t9rxvg44i+7nKiTTkQzdZ1jDG84Kyspe+55Kj/6CJw+OsmqacRffTWxF5wvJ0U6kerSBr54aiW15TbdY/ccnsDYk7IJi7bqHrujUm7F5iVF/P7FNuoq9b+XKiYllKMuHUhEbLDusYUQQgghhBAdg1KKsjp7SzFWc7es7S0FWjvLG7C7ZKRhIDNoEB9uJSkiiISIIBLCrSSEBxEfbiUh3Nr8GGElLsyKuTNMNqnYDrlzYMuc5lGFzlaHbXVIRSYzHySm87FFUYvvC7EMbsWU5YrTFrgJ8/B0j1szsa3bUexKPxQ03/4/S+wWwfAjssgcECvnHIWnOkwB1s3AA61s8p5S6kwv4vcFVgL76mG3RikV0JUBmqadAbzfyiYLgIlKeXYVWNO0RJoLvPZVBFcKZO5v9GOgkQIs/6tbsIDdF1zY5v0iMhpIHVP11xf6nQinvKFfYh2AUor371pMVbFnYwgBTrh2KCnZUV7l4XK6+fDeJR7nYTBonHHnSKISpcOIrxTVF3HRnIvYWr1V17hGzcjMQTM5t/+5WI1yQROgzl7H62tf553172Bz6X8BeY/xqeN5cPyDRFojfbaGEB1J7fz5FFxzLe4Gz38ntsbSvTsJ111L2KRJ8uZ7H9xNTVS++y5lL72Mu7bWZ+sYIiJIffwxwsZ3iCbFoo3qKm18+fRKj8dst8ZkNTLiyCwGTU7HaOoEJ4a9UJBbya8fb6F0l2++V9N6R3P4zAG6ddsVQgghhBBCdD57Rho2F2XVNXfPainMyqtswN0+A5iETmJCLX8WZcX/q1Drr2KtIEItxo5xbs1hg52/wZYfmz/KNvs7I101aBpfhIXyUUQYWy0Wn68X3qA47Rc3h65UGDz83q6M7Mn6Pv+hKcj3k3Ti0sMYfkQW3QfHo3XmLnDCFwK/AEvTNAuwE0jaxyZ1QC+llFetPTRNexy4ppVNjlRKfefNGr6kadofwNB9PO0GhiqlVnm5xuXAM61scolS6kVv1mhvUoDlf9VffUXB9Te0eb/o7DqShtX89YUTXoZBp+uYWcew8sdd/PbJFo/3j0oM4bTbRmAyGz2OsWrubn79ONfj/QdNTmfcKdke7y8OTJWtikvmXsKasjW6x04OTeayIZdxVLejMBo8/7/UkTlcDmZtnsXLq16mssnzUZz7o6Fx8aCLmTloJgYf3+0hREdj27SJ3RddjLNQ345/fxc8fBiJ119P8KBBPlujo1FKUfPtt5Q+8SSO/HyfrhXUty+pTz2JJSPDp+sI/2qstfPti2so2lbtk/jRSSGMP70X6b273ujrquIGFn22lW0rS322Rp+xyUyYloOxM9z9LIQQQgghhPALu9NNflUjO8ubC7J2tDzuLK9nd0WjdM7qwILNRhIirMSHNXfOig2zEBtmJb7lMTZ0z5+tRASbAqdYq3JHSzHWXNj2Mzjq/Z2RLhSwwmplVkQYs0NDcPj49c4sVsz4yc3AHZ7VlziNQWzOPoWipFE6Z7Z30cmhDD8ik57DEjDIeQ5xYDpEAdbxwGetbPKkUqq1wqkDXSeR5kKvfbXw+FQpdbK36/iCpmmDgRWtbPKZUupEHdax0vwaJe5jkz+UUsO9Xac9SQGW/1W8/TbFDzzY5v3i+tcQ37+u5U8aXL8FQuP0Ta4DsNucvHv7IhprHR7HGH5kFiOP7e7Rvo11dt6743eaGjwbMRQUamb6PaMICt1XA0Khp3pHPVfOu5LFhYt9Er9nVE+uHnY141PHB84bIx9TSvHDjh94evnT5NXl+XStcEs4D41/iIPTDvbpOkJ0ZM7SUnZfehm21Z6PxT0Q4YcfTsLVV2HJzPTpOoHMbbdT+913VLz1Nrb16327mMlE3EUXETfzQjSzHDN0BS6nm4WfbmH1PN/9bu0xNIGxJ/ckPCbIZ2sEClu9g2Xf7GDNz3m4Xb47hzPyuO4MOzyzyxwHCiGEEEIIIdqfy60orG5sKchqLsr6q0CrgUaH78eqifZhNmrEhFpaCrWsxIVaiAv/q0grLszyVxFXqBVLe3W7djbB7sWwbT5snQcFK2guZerYKg0GvggLZVZEGLt9fP6t3043p/3spreH93KWxA1mY84ZOM1h+ia2D5HxwQw9PJPs4YmYrV2zCYE4YB2iAOtjYF+FTwrooZTartNabwFn7ePpJiBRKeWb23C9oGnao8B1rWwySSk1X6e17gbuaGWT3kqpTXqs1R6kAMv/Sp95hrIX2t44LXFoFTG9WkaTpA6HC+bqnFnHkbu0mNn/Xefx/gaDxqm3jiA2te0HKj9/sIm1P3ve7WLCGb3oPyHN4/1F29lddm5acBNzds7x2RrDEodx9bCrGRTfeTvE2Jw2vt/xPe9veJ8NFRt8vt641HHcOfpOkkL31RBUCLGHu6mJkscfp/Ltd3y7kMlE9OmnE3vhBZgTEny7VgBxlpZS+eFHVH70Ea6yMp+vZ83uSfKDDxHcv5/P1xKBJ3dZMfPe2YijyTcn0E0WA8OPzGLQIemYLJ3vBJrL6Wbtz/ks/Wa7xzdMHIigUDOHnNWbboPifbaGEEIIIYQQQuyPUorS2iZ2tHTN2tXyuLuykbyKBsrr7f5OUfhQuNVEdKiF6FALMSHmlseWP//tIzqk+TEy2IxRj/FyDRWwY0FzQda2+VCxzfuYfuQGFgdZ+TginJ9CgnH56iYrpRi8TXH6L266F7V99yZLBBtyzqQitv3OGZqDjGQPS6D3mBSSukfIDWhibwK7AEvTtCCgAgjexyYLlVJjdVzvMOD7VjaZoZR6V6/19KJp2nYgax9P5wEZSqd/KE3TcoCNrWxyu1LqPj3Wag9SgOV/hXffTdUHH7Z5v5TRlURmNjb/YdKtMKHtYww7C6UU37ywmp1ryj2OkZAVwUk3DMPQhoPNkp01fPLQMjz96RKTEsppt46Qtp1+4HK7eGTpI7y/8X2frnNoxqFcMfQKukV28+k67WlnzU5mbZrF51s+p8Zes/8dvBRmDuOGETdwfM/j5WBeiDaqX7iQgptvwVlc7NuFjEbCD5lE1KmnETp2DJqhc/5ea1yzhop33qHmu+/B4XnnzQOmacSedy5xl1+OwbqvJsWiK6gsque7l9dSWei79v5BoWb6jkuh/4TUTtERy1bvYNPvRayen0dNaaNP10rrHc2hZ/clNEq+T4UQQgghhBCBra7JSV5lA7vKG9hd2cjuigZ2VzSwq6KB3ZUN2Bwy2rAr0TSICv5noVZsSwFXdIiZqBALUcFmIoNbPg9p/jzIvJ8buCp3/lWMtf1naPD82p2/lRiN/C88lM/Dwsg3m3yziFKM2Kw47Rc3GW2811MBxQkj2NLjBOzWSJ+kty9RiSH0Hp1E71HJck5E/F3AF2AdCrTWouN6pdRjOq5nAsqBiH1s8rZS6j96racHTdN6ArmtbPK8UuoynddcB/Tdx9O/KKUm6LmeL0kBlv/lXX01td+1Vve4d+kTywlLamr+w4XzIWWIvol1MLUVNj64e7FX3QHGnZLNoMnpB7TtthWlzHlzPU4v1jv2isGk943xeH/hve93fM89C++h1lHrszWMmpHjex7P9D7TyY7O9tk6vuR0O/kl7xc+2vQRCwsW7n8HnYxNHctdo++SrldCeMFVXU3RPfdS88037bKeOTWVqFNOJvKEEzEndvyuWMrhoGb2bCrfeZfGlSvbbV1zRgYpDz1IyNCh7bamCGx2m5P5720id6lvCyo1DboNjmfgxDRSekV1qOJnpRRF22pYtyCfLX+U4PLxhQODUWPU8T0YPDkdTY87hoUQQgghhBDCj5RSlNY1sbui8a+irJbHvMpGCqobPb4ZXXQuQWYDUcF/FWQ1F2g1F2n9+fme54OMxDVuJ6pkMda8hWg7foXGCn//FdrMDSwPsvJVWCg/hIZQ74MbUDW3YswGxSkL3KRUtm1fpzGIHZlHsDttEsrQvh3ONQ0y+sXSe3Qy3QbGYTR3zptzxQEL+AKsh4AbW9lkiFJqpc5rfgkcs4+nC5VSKXqu5y1N0y4CWpvfdoJS6nOd13wGuHwfTzuAGKVUnZ5r+ooUYPnfznPOoWHR723eL2tqKcExDghLhGs2QiftNtEWq+flseCjzR7vb7IYOOOOkUTE7avpICi3Ytl3O1jylXeTX7MGxHLUpZ13PF1Hkl+Xz42/3Miq0lU+XysnOoejuh/FEd2O6BBFRWWNZXy6+VM+yf2EonoPeuB6SLpeCaG/6q+/oeiee3DX+L5zHQBGI2GTJhJ96qmEjh2LZuw4o83cdjsNS5ZSN28etXPm4Cwpadf1o6dNI+G6azGEhLTruiLwKaVY+3M+v36ci9vl+7PesamhDJiYRq+RSZgDeDxhU6OTzYuLWLcgn/J833UJ+7vopBCmnNuP+IzwdllPCCGEEEIIIfzN7nRTUNXI7soG8isbyatsJL+qkfyWx8LqRtxSoCVaYdAgwmpkoLWQ0YYNDFVr6WtfQ7i7nc5X6qRR05gfEswXYaEsCg7CrfM1DINbcfBaxcm/ukmobtu+9SGJbO55CpUxfXTN6UBZQ010HxRPet8Y0npHExxm8Usewq8CvgBrPrCvbko1QJReo/X+tub1wCOtbJKplNql55re0DTtTaC1rlxxSildextqmnYKMKuVTSYopX7Rc01fkQIs/9t2/Ak0bWxtquXe9TymGHOoC4acCcc974PMOh63W/HZY39QtM3zg7WMvjEcffmgvRZ92G1O5r61gW0rSr1JE4NB44w7RxKVKBdWA4XT7eTFVS/y6upXUfj+XaKGxkFJB3FU96OYkjmFMEuYz9c8EG7lZlPFJn4r+I1FBYtYXrwcp3K2aw5jU8Zy1xjpeiWELziKiii4+WaPCr+9YU5JIeK4YwkdPZrgwYMxWALvjbezspK6n3+mbt586n/9FXd9+xRx/J0pOZmU++8jdMyYdl9bdCzF22v4/tU11FU0tct61hATfcemkDMqiZiU0IAojlZKUbKjlnUL8sldVozT3n5jMvqNT2HsKdkBXZQmhBBCCCGEEO3N4XJTVG37syiruUCr4c8/F1TZsLtkxKH4Jw03vbQ8Rhk2MMKwiRGGjSRqVf5O64CVGg18GxrKF+Gh5Op8ztPoUozeoDh6iZvubWiIroDSuEHk9jyZpiA/TuHRID49nPS+MaT3iSG5e6R0x+oaArcAS2s+q1kJ7Gtgp09G3Wmadggwt5VNjldKfaH3up7SNG01MGAfT+9SSmX6YM3uwNZWNrlKKfW03uv6ghRg+V/uxEk4i9reWSbn5EIMJgWnvg19j/NBZh1TeUEds+5f6lVXgIOO6UbfcSmERv41s7i6tJFvX1xNRYH3F2QHTU5n3CkdcxRdZ7ekcAk3L7iZksb263ZiNVqZmD6Ro7sfzUFJBxFibt/CvNKGUhYVLuK3/N/4vfB3Kmz+af8bZg7j+hHXc0LPEwLiwq4QnZVyu6l8911KHnscZbe3+/qa1UrwkCGEHDSC0JEjCR4wAM0PBVlKKexbt1I7bx518+Y3jxd0++8kYOTJJ5F4440Yw6WbjjgwtjoHc95Yx6517ft7OzjcTGpONGk50aTmRBMZH9wuv7eVW1FRWE/hlioKcps/6qvb92dYUKiZSTN6031wfLuuK4QQQgghhBCdgdvdPOJwT+esvJZOWvlVjRRW2SiobqTW1r43A4tApEjTShmhbWK4YTPDDZvIMeT5O6n9UsAmi5mvw0KZExJCgdmkY3BFv12Koxcrhm098GufLoOZnRlT2ZUxBbfBrF8+HjJZDKT2iia9TwypOdFEJ4VgNElBVicU0AVY+yvyeU4pta8xeN6sGwe01t7lLqXU3Xqv6wlN0yxAPbCvn2JfK6X2NU7R27VrgX21LHlTKXWOL9bVmxRg+d/GQYNRTW27e10zKnJOLkQzmuGGbRAU4aPsOqYlX21j6Tc7vI4Tlx5GRr9YohKC+e3TLTTVe3/wHxRqZvo9owgK9f/Bjti7Slsld/x2B/Pz5rf72hoaGREZ5ETn0Ce2DznROfSO6U18iPcX+pRSVDVVkV+XT15dHuvK1vFbwW/kVubqkLl3pOuVEO2vacsW8m+4gab1G/yahxYcTMiQIYSMHEnIiOGY09IwxcWh6Tha2VleTlPuFpq2bKFp6xbsLZ+7qqp0W8NTISNGkHDjjQT37+fvVEQHpNyKP77fydKvt+P205yHsGhrczFW7+airLDoIF3iul1uyvLq/iy2KthSpcuxuKfSekdz6Nl9CY2y7n9jIYQQQgghhBAeqWtyUljVSEG1jYKqxj8/L6z+q0jL5pAuWl1NJHUMM2xmhGETww2bGKBtJ0hz+DutfVLAOouF2aEhzA4NIV/HYqzUMsVRS90cvEZhcR3YPo1BseT2PJmyuIG65aEHTVNERJmITg4lNiOKmJQwopNDiU4MwSRdxzuygC7AOgz4vpVNrlRKPeOjtavYd+et95RSZ/pi3bbSNC0HaG1225NKqWt8tPZKYNA+nv5NKTXOF+vqTQqw/Mvd2MimIUPbvJ8p2EX2ccXQ7WD4z1c+yKxjczncfHT/EiqLGvydyv9z8Om9GDAxzd9piP1QSvHBxg94fNnj2N3t3yHm32KDYukd05ucmBxig2KxGC2YDeY/H81GMxaD5c/H6qZq8uvy/yy2yq/LJ782nwZnYH1PZEVkcdWwqzgk/RDpeiWEHyi7nbLXXqP81ddQjY3+TucvJhPmhARMSUmYkxIxJSU3PyYmYU5MAMDdZEfZ7Sh7E8pux93U/Kia7KgmG/b8/OZCq61bcVVW+vkv9P9ZMjNJuOF6wg6Rn3/Ce+UFdSz4cDP5m6v8nQrB4WZCIiwEhzd/hERYWv5s/vPPBqMBW52dxjoHtjoHtnrHX5+3fL26pBFH0wGeSfQho9nAqOO6M+iQdDSDfK8KIYQQQgghhD8ppahqcFDQUpBVWN1SoPW3Qq2iahsOLyakiMBnxklvbReDDVsYbNjCEG0L3Q1tnzTUHhSw3mJmTksx1m6zPs0ZIuoVU5crDlvuJvIAL/uUR/dmR9aRVEf20CUHn1EKs1aN1VSLyezAaHJjtCiMFjBaNUxWI+YQI6ZgM6ZQC5ZQK0HhwZjDQzCHhmG2BGMymDEZLSTEJWI06diNTByIgC7Amgm81MomRyulvvHR2suBIft4eqFSaqwv1m2rAyhSu0wp9byP1v4fcMI+ni5QSqX6Yl29SQGWfzkKCthyyOQ272eNctD98FKYeh+M0b0RXqdQtK2aTx/9o/noJkDEpIRy2q0jMBilpWZHsaliE9f/cj3bq7f7O5VOJS44jksGX8IJPU/AZJCDXyH8zVFcQtlzz1H16ad+HcPXFRijooi79FKiTz8NTacTLkJA80noLctK+O2T3HYfzddZ9RqZyKjjehAeo09XLyGEEEIIIYQQvud2Kyoa7BRV2yiusVFUY6O42kZxTVPz5y1fq2oI3A5Kou2iqGWwYWtzUZbW/Bil1fs7rX/YM6ZwdmgIc0JC2GHx/tyg2aE4eJ3isD/cZJUcWA6VUb3YkXk4VdE5Xq8faIyuJozORgxuGwaXjaThiiOuOs/faXU1Xhdg+fKqYdZ+ni/04dqF7LsAq5sP122rrP087+vXaF+SNU2zKqXaNldOdDmejr4xWloujmYfpl8ynUxS90gGTEhjzfzAmQ097pRsKb7qYHJicvjo6I94ceWLvLvhXRxueVPmjRBTCOf0P4ez+p5FiDnE3+kIIVqYExNIvvceYv5zFiWPP0HdvHn+TqnT0cxmomfMIO6imRgjZHS00J+maWSPSCRzQCzLvtnBqrm7/TaWsKNL7hnJ2JOzScyS71UhhBBCCCGE6GgMBo24MCtxYVb6p+5r2BPYHC5KWoqy/irSsv2jSKu4pgm7U25W7AiqCGe+ezDz3YNbvqLI1IoZoG2nv2H7n4+Rmv+mhGhAb7uD3vZqrqisZqfJxC8hwSwICWJZUBAOD7rkO8wacwdrzB2k0a0YJq52M36dIsy27xxiqjYTU7WZqoju7Mg8nIrYfl79vQKJy2jFZbT++Wfl3O3HbISnfFmAlbif533ZS6+14qJ4H67bVoH6Gmk0v06BU/khApLHBVhWN0RnQVy2rvl0NqOO7872VaXUVfq/FnLkcd1J7xPj7zSEB4JNwVwz/BpO630az694nq+3fY0KpNZqHYBJM3FKzinMHDiT2OBYf6cjhNgHa8+epL/4AvVLllDy6GPY1qzxd0qdQvgRh5NwzTVY0tP9nYroAixBJsac1JPeY5JZ8NFm8jYG3gjOQBURH8yYE3vQfXC8jAYVQgghhBBCiE4uyGwkIzaEjNh93yislKKywUFJrY3S2iZKapoorWt+3PO1PR+1Tc52zF7sn8ZOlcROlcTX7j1TnxQZWgkDtO0MMGynv7aN/oYdfuuUlel0MqOmlhk1tTRoGouCg1gQEsyC4CBK2jo2T9PYngTbk4y8e4hieK5i0irFwO2KfbWFiKrZxuA1L1ATnsGOzMMpixvk9d8p0JhCjP5OQXjAlwVY+7tSX+7DtVuLbdI0LUIpVePD9Q9UoL5G0JybFGCJVjkrPLsgYrS6IXsqyIWBVlmCTEw4I4dvXljt1zz6jk1m2OGZfs1BeC81LJUHxj/Af/r9h6eWP8Wv+b/6O6UOYWrmVK4YegWZEfI9IERHEXrQQWTN+oja77+n5IknceyWO4U8ETJ6FPFXXEHIkH01FhbCd2KSQzn2ysFsXV7Krx/nUl/l/xsSApU1xMTwI7MYMDENo0m61QohhBBCCCGEaKZpGjGhFmJCLfROan3bBrvzz2KsktomSmpsfxZr/VW01UR5fRNK7u/2E41dKpFdKpFv3KNavqZI08rore2ij7aT3oZd9NF2kaUVY9Da7x8qRCkmNzQyuaERBWy0mFkQHMwvIcGssVpwt+F6sMOksaiPxqI+EFOjmLBWMXG1m+R9XJKOqN3FwLWvUBuays7MwymJHwxa5zg/Ygr2fsyjaH++LMBqrUWE3cfj7Wr383wsEAgFWPtro7G/v4c3DuQ18jlN00bvf6tW9dclEeER1651Hu1ntLhl/OAByhoYR/bwBHKXHcDwY71pMPr4HgyZmiF30XciOTE5vHjoiywpXMKTfzzJ2vK1/k4pII1MHskVQ65gYPxAf6cihPCApmlEHHEEYZMnU/Xhh5S98KLHnTu7Es1qJfLYY4g+80yCcnL8nY7o4jRNo+ewBDL6xfDHdztY+eNu3C45y7uHwaDRf2IqI47sRlCYnJATQgghhBBCCOG5EIuJzFgTmbGhrW7ndLmpaLBTXtf8UVbXRFldE+X1dspqmx/L65ooq7NTWicjEH1PI0/Fk6fi+ZFh4Gr+agg2eml59DHspI+2i96GXfTWdhGhNbZDRtDH7qCP3cGF1TXUaRrLg6wsCQ5iSVAQGy1m1AFec6yI0PhsjMZnozV65zWPKByeq4jYy18jvD6f/uv/S31IIrvTJlGcMByXKVjfv1w7s4ZY97+RCDia8lGZqqZpy4F93S5doZTyWYGPpmlXAE+3sslApZTfZ5JomvY/4IRWNolQSvmkCEvTtGOBL1rZ5Fil1Fe+WPtfeej+H3DhwoWMHu1tXZc4EKXXT6PsqxVt3i9xeAMxb2wCc5APsup8GmrsvH/37zTVt18LWEuwiSnn9iVrQFy7rSnan1KKOTvn8MyKZ9hZs9Pf6fhdiCmEY3ocw6k5p9Irupe/0xFC6MhVW0vl+x9Q9dFHOAoK/J1OwDElJRE9bRpRp5yMKTra3+kIsVc1ZY2smL2LjYuLcDa5/J2O/2jQY0g8o47rQVTivkdNCCGEEEIIIYQQ/qSUot7uainMai7KKqtraine+tuf6+1U1tupbLDjlvuufEiRSCXZhnyytbzmD0M+vbQ8IrWGdsui2qDxR1AQS4OsLAkKYrPV0qb9DW5FTh4ctNnNiM2KhOq9b+cymCmNG0xh8igqo3vrkHn7O+iYJkYcdYS/0+hqvO5I4ssCrHVA3308XaSUSvbJws1rXwy80Momw5VSf/hq/QOlado3wJGtbBLkq05hmqYdAXzbyiYnK6U+9cXa/8pDCrA6sKIzRlC5oq7N+6Ucn07kQ7N9kFHntXFRIXPf2tAua0UlhnDkxQOITmr9TgfReTjcDj7L/YwXVr5Auc2X028DU8+onpyeczpH9ziaULP8vxeiM1MuF/ULF1I1axa1P80DVxcu4gCChw4l5qwZhE+ejGaWDjqiY2hqcLBhYSFr5udRU2bzdzrtJjjcTJ8xKfQdl0JkfMe+g1MIIYQQQgghhPg3t1tRY3NQ0VKMVVHvoLLeTkVDc4HWnkKtPX+uqLdTY2u/xgWdlyKeanq2FGNla3lkaUV0MxSRqvn+elGlwcCyICt/BAWxxmphg9WC40Cn8ihFZgmM2KwYkeumW/HeN2sMiqEocRSFSSOxBXecxhPjpsOg8Yf4O42uxusCLF+OIGytXNHXPw33F79tpZS+s788fPk6dZTXSASq+nJc5aVA20/+G7MP0j+fTi5nVBI715WzxcejCDP7xzLlvH5Yg33560EEGrPBzKk5p3J096P5autXfL7l804/mtBkMDElYwqn9T6NoQlDZcymEF2EZjQSNn48YePH4ygpofp/n1H18cc48vP9nVq70cxmIo48kugZMwju38/f6QjRZtYQM4MPzWDQIensXFfO6nl57F5f4e+0fCY1J5r+B6fSbVAcRpPB3+kIIYQQQgghhBA+YTBoRIVYiAo58EvUDpebqgZHS8HWX4Va1Y0OqhsdVDXYqWpwUNXooLrBQVVj83M2h4xG/ItGKVGUuqNYxD/PFQbRRJZWTDetkG5aId0NRX9+HqO1vUHH3kS73UxpaGRKQ/NcQTuwyWJhdZCFNVYra6wWdu3rxlFNY2ci7EzU+GS8gfgqxfBcxYjNij67FcaWNjDBtgq67fyWrJ3fURXVk8Kk0ZTED8FtDOxyCGt4mL9TEB7w5RX21mL7+lbz/RUXBcrt3a2+/kopX75OHeU1EoFq61xcds8KFox9JuqbSxegaRqHnt0Xe4OTXT66wDT0sExGHtcdg0EKUbqqEHMIp/U+jdN6n8b26u18s+0bvt72Nfl1nacwISk0iVN6ncKJ2ScS14HudBBC6M+ckEDcRTOJvfAC6n/b0xXrp87ZFctsJnTEcMImHULEkUdgivXZNHgh2o1m0MgaEEfWgDgqi+pZMy+Pjb8X4egE4wmDQs30HpNMv3EpMmZQCCGEEEIIIYTYB7PRQHy4lfhwa5v2szlcLQVaLUVa/yrQ+nfRVk2jkxqbg1qbE1cXmpNow8pGlcFGldH8hb+dcomkjgythHStpOWxlPSWP6dqZVg0z87PWIABdjsD7HagucirymBgjfWvgqzNFjMlpv9fZlEapfHdCI3vRoDVruiVr+i7q7kYK7sAzC5FdFUu0VW59MqdRUn8EMriBlIZ1QuXKcijfH0pOEImtnREvhxBmAv03MfTeUqpdJ8s3Lz2BcArrWwyVim10FfrHyhN0+YAh7ayiclXRViapk0BWpsBN10p9b4v1v5XHt7OCuzPv/6tZQRhO/nkPLY/Ph9bZdurg3vMmY0l3Wc/Ajo1p93Fmvn5rJizk8Zahy4xTWYDk87qTa8RSbrEE52LUopVpav4etvXfL/je6qb9jFQO4B1j+zOmJQxjE8bz0FJB2EySIc3IcTeOUpKqP7sc2p++J6m9e0z+tdXjFFRhE04mLBJkwgdNw5jmNwxJTq/pkYnGxcVsm5BAZWF9f5Op81SsqPod3AKPQYnYDRLtyshhBBCCCGEECKQKKVosLuotTUXZNU0Ov763OakptHxZ6HW35+r/dtzXaH7lgE3iVQ2F2YZSkiljGStnBStnGStgmStnDDN5tUa1QYDuRYzuWZz86PFQq7FTL1h7+dTzE5FzwLos7u5KKtXviKo5TKrWzNQE9GNiug+VMT0piY8EzT/npcxOm0ce19/UpIy/JpHF+R1lxJfFmCtA/ru4+kipVSyTxZuXvti4IVWNhmhlFrmq/UPlKZp3wBHtrJJkFKqyUdrHwF828ompyilPvHF2npqKeD6RzGdFGC1A5cTHu3BllkWHA1tL2TotWypXAT0ksPuYtuKUnatK2fX+gpsdZ4VY4VFWzny4oHEZ4TrnKHojBwuB78V/MbX275m3q552N12f6e0VxGWCEanjGZMyhhGJ48mOcxnhxxCiE7MWVlJw5KlNCxeTP2Sxdi3bPV3Svtl6dGD8EkTCZs0ieDBg9GMRn+nJITfVBU3kLepkvxNleRvrtTt5gU9BYebScmOIiU7isz+cUTGt328uxBCCCGEEEIIIToOu9NNfZOTun9/2Jz/+Ppfn7uoszmob3L947naJid2Z0ct5lKE0/i3oqzmjyQqideqSGj5iKUGg3bgtSwKKDQZ2WxuLsbaYTaRZzax22Si9F8ds4wuRbci6JOnyCxWpJcp0srA7AKHKZjKqBwqYvpQEd0bmx+mqViaqjju0bEkxCW2+9pdnNcFWL5sAdHaVVlfD9Tc3/i8QLlivL88LIBPCrDoOK+RCET1pZDQB5d9e9v3NRoxhErLRG+ZLUZyRiaRMzIJt1tRsrOGXWvL2bmugpKdNc1HGfuRkh3FYRf0JyQisGcci8BhNpqZmD6RiekTqbPXsbhwMavLVrOpYhMbKjZQYfPNeMz9MWkmBsYPZEzKGMakjKFvbF+MBik6EEJ4xxQdTcRhU4k4bCoAzrIyGpYsoX7xEhoWL8a+Y4d/EzSbsWZlYunZk5AhQwibMAFLZqZ/cxIigEQlhhCVGEL/g1NRSlFRUP+3gqwq7I3Ods8pLNpKSq8oUno2F11FJYagaTL+WwghhBBCCCGE6CosJgMWk4XoUO+vzTlcfxVzNdpdNNhd1Nv/+rz50UmDw0VDU8vXHE4aWp5vsDv/tt1fX2t0uPBRD58WGrWEUKtC2NzK0DQjLmKoIUGrJl6rJF6rJoEq4rRqYrRaoqltftRqiaWGIM1BitNFirORiY2N/4jVqGnkmUzsbinI2m02kRdtYlWCie9MJpyahsGtSK6A9NImMkpXkVG6iqzNighbPNVRvagLS6U+JImG0GTslghfvkAY3DaMMs2lQ/JlB6wFwLh9PG1XSrVtGGvb1r4NuLeVTborpTyoHNGXpmnvAGe2skmqUqrAR2ufCbzTyiaHKKXm+WJtPUkHLP9x2+1sGjiozfsZ4+Lo9esCH2Qk9mistbNrfQU715aze30Ftvp/3u0fGmlh1PE9yBmZhGaQCz5CP2WNZWys2MjGio1sqtjExoqN7KzZiTqQisADEGGJIDUslbTwNFLDUkkNSyUrMov+sf0Js0hXPSFE+3IUF9OwZCm2jRtwFBTgLCrGUVyEs7gEXDpOETeZsGRlYu2ZjbVnz+aP7J5YMjLQzPu7p0IIsTdut6Jsdy15Gysp3FpNZVE9DTV2HDb9vneNJgORCcEkdYsgJTuK5OwoImKlw5UQQgghhBBCCCECm1IKu8uNzeGmyeHC5nBjc7qw7fnc4aLJ6W75swubc892fz3fvP1f29pbPhwuN3ZXy59d//p6y9ccLs+uKQXRRCw1RGu1fxZohWuNRFBPxJ+PDYTT8K/HemxGF6VGI2UmI6XG5o8yo5FSo4EqZcRQZSS42kBYvUZ0rSK6PpQweyJWdxIYk2gMTqYhNIkma7Qu/wYh9Ts4/tkTiY6K0iWeOGAB3QGrtTYYFk3TrL4arwfsb5aWf1p0/H/7y8OXM8E6ymskApSmaWS8/l9cVVU4KytxVVbiytuMKz8XV3E+rtp6XHYDriYDbudfc3JN0VH+S7qLCA63/KM7VnVJA7XlNuw2F3HpYUTGB8ud9sIn4oLjGJc6jnGpf9VfNzga2Fy5md21u6mx1+BwObC77TjcDuyufz7uec6AgaigqOZiq7A0UsObi63CLTIqUwgROMyJiUQeczSRxxz9j68rlwtnWTnO4iIcRUU4i4pwFBXjLC7GXV+PZjahWaxoViuaxYzBam3+s8Xyj68ZY2Oxdu+OJTNTCq2E0JnBoJGQGUFC5j/vVnTaXTTU2mmscTQ/1tppqLHTWGOnodaOrc6BUhAUYiIozExQmJngMMvfPjcTFNr8udlqlGNuIYQQQgghhBBCdDiapmE1GbGajBDc/ucl9xSANRdmqT+LtOwuF3Zn83NOlxunW+F0KZxud8tj8+cut8LhUrjc7pZHhcPlptatqPz7Pm6Fc0/Bl9uJ0WXD5GrA7GrE5LQR5m4g2mXD7GrAHN+IOdYG7kYcqhEHjVQrG3ZqsatSNNsSDA1NmOrAVB+BwWUFlxWD24qmrGjuIMAKKggIAs2KIgilBaMMQbgNQbiMQShDc2c0zd2I0SQdsDoifxVgAcQCPunuBMS08pwLqPHRum11IK+Rr7T2GoEUYIn90MxmQseM2fcGNYWwZQ7kzsa9eR6uugZcY++EnlPbL0mBwaARnRRKdJKMfRT+EWIOYXDCYAYnDPZ3KkII0S40oxFzYgLmxASCBw70dzpCiDYwWYxExAZLpyohhBBCCCGEEEIIP/lHAVgX43K5cdhcuJxjCQ3z2UA54UO+LMAq3s/zifiuACu5ledKla/mLrbdgbxGvtLaa6SAUh+uLbqCiGQYehYMPQuD045h10LMSQMhZH+1f0IIIYQQQgghhBBCCCGEEEIIIUTXYTQaMIYa9r+hCFi+/NfbsZ/nWysA8lZrsbf7cN222rGf5/31GhUppWw+XFt0NSYLdJ8oxVdCCCGEEEIIIYQQQgghhBBCCCGE6HT8WYDVw4drd2/luY5UgOXL16i12IH0GgkhhBBCCCGEEEIIIYQQQgghhBBCCBGwfFmAlbu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+ } + }, + "cell_type": "markdown", + "id": "87eeaa1c", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "51eac8dc", + "metadata": {}, + "source": [ + "Radial functions specification for `ALL` species pairs (i.e. Al-Al, Al-Li, Li-Al, Li-Li):\n", + "\n", + "* based on the Simplified Bessel\n", + "* cutoff $r_c=7.0$" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9d04b4fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'ALL': {'radbase': 'SBessel',\n", + " 'rcut': 7.0,\n", + " 'dcut': 0.01,\n", + " 'radparameters': [5.25]}}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"potential\"][\"bonds\"]" + ] + }, + { + "cell_type": "markdown", + "id": "a24f2625", + "metadata": {}, + "source": [ + "### B-basis functions" + ] + }, + { + "cell_type": "markdown", + "id": "2dadc9b0", + "metadata": {}, + "source": [ + "B-basis functions for `ALL` species type interactions, i.e. Al-Al, Al-Li, Li-Al, Li-Li blocks:\n", + "* maximum order = 4, i.e. body-order 5 (1 central atom + 4 neighbour densities)\n", + "* nradmax_by_orders: 15, 3, 2, 1\n", + "* lmax_by_orders: 0, 3, 2, 1" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0685ce2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'ALL': {'nradmax_by_orders': [15, 3, 2, 1], 'lmax_by_orders': [0, 3, 2, 1]}}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"potential\"][\"functions\"]" + ] + }, + { + "cell_type": "markdown", + "id": "f33c66cd", + "metadata": {}, + "source": [ + "## Fit/loss specification" + ] + }, + { + "cell_type": "markdown", + "id": "241a4b7d", + "metadata": {}, + "source": [ + "Loss function specification" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "ee6eeb98", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4dda2f6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'L1_coeffs': 1e-08,\n", + " 'L2_coeffs': 1e-08,\n", + " 'kappa': 0.3,\n", + " 'w0_rad': 0,\n", + " 'w1_rad': 0,\n", + " 'w2_rad': 0}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"fit\"]['loss']" + ] + }, + { + "cell_type": "markdown", + "id": "b1436861", + "metadata": {}, + "source": [ + "### Minimization and backend specification" + ] + }, + { + "attachments": { + "TensorPot-pacemaker.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "97f5ef1f", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "08175e6f", + "metadata": {}, + "source": [ + "Type of optimizer: `SciPy.minimize.BFGS`" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ec81447e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'BFGS'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"fit\"][\"optimizer\"]" + ] + }, + { + "cell_type": "markdown", + "id": "68ba7952", + "metadata": {}, + "source": [ + "Maximum number of iterations by minimizer:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "763c2c74", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1000" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"fit\"][\"maxiter\"]" + ] + }, + { + "cell_type": "markdown", + "id": "5804cf2b", + "metadata": {}, + "source": [ + "Batch size:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "9a42850f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"backend\"][\"batch_size\"]" + ] + }, + { + "cell_type": "markdown", + "id": "015fe7c9", + "metadata": {}, + "source": [ + "Backend specification" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "48c53ec9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'tensorpot'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.input[\"backend\"][\"evaluator\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7b44d70", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "cf3df83d", + "metadata": {}, + "source": [ + "# Run fit" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4bff02a2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Set automatically determined list of elements: ['Al', 'Li']\n", + "The job pacemaker_job was saved and received the ID: 4\n" + ] + } + ], + "source": [ + "job.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "5cf6ff90", + "metadata": {}, + "outputs": [], + "source": [ + "job.collect_output()" + ] + }, + { + "cell_type": "markdown", + "id": "d008c0ac", + "metadata": {}, + "source": [ + "# Analyse fit" + ] + }, + { + "cell_type": "markdown", + "id": "01bd56f1", + "metadata": {}, + "source": [ + "plot loss function" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "1640ba96", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ak9EmnksGdubVxVvZd7DK6zgiEa3JxWFmo4Drgbfrl8WEJpJIaEwY3Z2DVTW8nL/l+CuLSKOaWhz/CtwL/M05t8LMcoEPQ5ZKJAT6Z6cxrHtbnlmwiRrdUS7SbE0qDufcR865S5xzD9SfJC92zv0oxNkCpnMccjw3je7O5t3lfLhKNwWKNFdTr6p6wcxSzSwZ+ApYbWY/C220wOkchxzPBf060jE1gWnzCiivrPY6jkhEauqhqr7Ouf3AZcBsoCtwQ6hCiYRKbHQUk7+Ty6cbdnP6Ax/yvu4oFwlYU4sjtv6+jcuAN5xzVRxjRluRcDZpTHdeum0UHVITmPxsPi8t0slykUA0tTgeBzYCycBcM+sG7A9VqObSOQ5pCjNjeI92vHrHaE7La88vXl+uGwNFAtDsuarMLKZ+wsKwM3ToUJefn+91DIkAxaUVnPfgR5zSJZ1nJg33Oo6Ip4I6V5WZpZnZg4cfzWpmf6Bu70MkorVvE8/k7+Qyd00Rywq1pyrSFE09VDUdOABcXf+1H3gqVKFEWtINI7uRkhDDlA/XeR1FJCI0tTh6Ouf+yzlXUP/1/4DcUAYTaSkpCbFMGN2dv6/YwYxPNuCnRw2IhEJTi+OgmZ12+IWZjQEOhiaSSMu75bRcRuVm8Ks3v+Le15Z5HUckrDW1OG4HppjZRjPbCPwZuC1kqZpJV1VJc6UlxfLC5BHccWZPZi7awmufF3odSSRsNXXKkaXOuYHAAGCAc24wcHZIkzWD7hyXE2Fm3H3eSQzv3o5/e+VL5q8r9jqSSFgK6AmAzrn99XeQA/wkBHlEPBUTHcWTE4bStV0S97y2jIrqGq8jiYSdE3l0rAUthUgYSUmI5T8v6svm3eX8ffkOr+OIhJ0TKQ5deiK+dcZJmXTLSGL6xxuo1RTsIt9yzOIwswNmtr+BrwNA5xbKKNLioqKMH53di6WF+/irHvwk8i3HLA7nXIpzLrWBrxTnnJ4AKL52xZBsBuakM21ugfY6RI5wIoeqwo4ux5VgMjMmjelOQXEZc9cWeR1HJGz4qjh0Oa4E27j+nchMiecvc9ZTWV3rdRyRsOCr4hAJtriYKO46pxefbtjNXTOXaDoSEVQcIsf1LyO7ce+4PryzfAcvL9Yd5SIqDpEmmHx6Lqd2a8sD76xiX3mV13FEPKXiEGmCqCjj15f2Y095JX94b7XXcUQ8peIQaaJ+ndO4cVR3nlu4ieVbdeWetF4qDpEA/Pi8k2iXHMcv31iuezuk1VJxiAQgLTGWe8adzOeb9/L8Z5u9jiPiCRWHSIC+NySb03u15763V7KppMzrOCItzlfFoTvHpSWYGb+7cgBRBn98b43XcURanK+KQ3eOS0vplJbIdSO6MmvpNjaXlHsdR6RF+ao4RFrSLafnEhMVxeNz13sdRaRFqThEmqlDagLfOzWblxcXsuvAIa/jiLQYFYfICbjtOz2prqnlyY83eB1FpMWoOEROQPf2yXx3QGeeX7iZfQc1FYm0DioOkRN0xxk9Ka2o5tkFG72OItIiVBwiJ6hv51TO6p3Jkx9v0LkOaRVUHCJBcNe5J1FWUcM1jy/kwCEdshJ/U3GIBMGgnHRmTBpGQXEZzyzY5HUckZBScYgEyeie7TmrdyZPzCvQISvxNRWHSBDdfX5vDlbVMPGpRXpGufiWikMkiPpnp/HwNYNZsW0/Mxdp9lzxp7AvDjO7zMymmdkbZna+13lEjuf8vh0Y3qMdj3ywjvLKaq/jiARdSIvDzKab2S4zW37U8rFmttrM1pnZPcfahnPudefcZGACMD6EcUWCwsz4+djeFJdW8NQnG72OIxJ0od7jmAGMPXKBmUUDU4BxQF/gWjPra2anmNlbR31lHfHRX9R/TiTsndqtHef0yeLxj9azr1yX54q/hLQ4nHNzgd1HLR4OrHPOFTjnKoGZwKXOuWXOuYuO+tpldR4A3nHOfR7KvCLB9NMLelNaUc1/zVp+/JVFIogX5ziygS1HvC6sX9aYHwLnAlea2e2NrWRmt5pZvpnlFxUVBSepyAk4uVMqd57di9e/2MbCghKv44gEjRfFYQ0sc42t7Jx7xDl3qnPudufcY8dYb6pzbqhzbmhmZmZQgoqcqDvO6EnntAR+NWsFVTW6PFf8wYviKARyjnjdBdgWjA3r0bESbhLjovmvS/qxascBnp6/0es4IkHhRXEsAnqZWQ8ziwOuAWYFY8N6dKyEowv6deT0Xu2Z8uE6Sit0ea5EvlBfjvsisADobWaFZnazc64auBN4F1gJvOScWxHKHCJeu/v83uwpr+LJeXrgk0S+mFBu3Dl3bSPLZwOzg/3nmdnFwMV5eXnB3rTICRmUk86Fp3RkyofrOLdvFv06a69YIlfY3zkeCB2qknD2m8tOITUxll+8vpya2kavBxEJe74qDpFw1i45jv/4bh+WbN7Lox+u8zqOSLOpOERa0OWDu/DdAZ146IO1vPVlUC4mFGlxvioOXY4rkeC+y09hUE4697y6jO37DnodRyRgvioOneOQSJCWGMsfrx5ETa3jRy8u0XM7JOL4qjhEIkXXjCT+53unsGjjHn779ldexxEJiK+KQ4eqJJJcOiibW07rwdMLNvHK4kKv44g0ma+KQ4eqJNLcM64Po3tm8O9/W8aXhXu9jiPSJL4qDpFIExMdxZ+uHUxmm3gmzchny+5yryOJHJeKQ8RjGW3imTFxGJXVNdz01GeUlFZ4HUnkmFQcImGgV4cUnrhpGNv2HuT6Jz6lWOUhYcxXxaGT4xLJhvdoxxM3DmNjSRnjH1/Ajn2HvI4k0iBfFYdOjkukO61Xe56eOJyd+yu46vH5OuchYclXxSHiByNyM3julhHsP1jNVY8tYH1RqdeRRL5FxSEShgblpDPz1pFU19Yy/vEFrNy+3+tIIl9TcYiEqZM7pfLX20YRExXFNVMXsnjTHq8jiQA+Kw6dHBe/6ZnZhpdvH0XbpFium7aQ/12xw+tIIv4qDp0cFz/KaZfEq3eMpk+nVG5/bjF/mbNeD4IST/mqOET8KqNNPC9OHsEF/TrywN9XcdVj8ynQSXPxiIpDJEIkxcXw6PVD+OP4gawvKmPcw/N4Yl6B9j6kxak4RCKImXH54C689+PvcHqv9vzm7ZWMf3wBG4rLvI4mrYiKQyQCZaUmMO3GofzhqoGs2XmACx6ayyMfrKWiusbraNIKqDhEIpSZ8b1Tu/D+T87gvL4dePC9NYx7eB7z1xd7HU18zlfFoctxpTXKSk1gynVDeGriMKpqarlu2qf8+K9faK4rCRlzzn8n1oYOHery8/O9jiHS4g5V1fDnf6zj8bnriTLjhpHduH5kN3q0T/Y6mkQAM1vsnBt63PVUHCL+s2V3OX98bw1vLN1GTa1jRI92jB+Ww7j+nUiMi/Y6noQpFYeKQ4Sd+w/xyuJC/rpoC5t3l5OSEMNlg7K5Ykg2g3LSMTOvI0oYUXGoOES+Vlvr+HTDbl7K38LsZdupqK4lOz2RC0/pyNj+nRick05UlEqktVNxqDhEGrTvYBXvf7WTt77cxsfriqmqcXRMTeD8fh04vVcmI3PbkZIQ63VM8YCKQ8Uhclz7Dlbxj1U7eWfZDuauLeJQVS3RUcagnHTG5LXntLz2DO6aTmy0ry7AlEaoOFQcIgGpqK7h8017+XhdER+vK2FZ4V5qHSTHRTMiN4PT8tpzWq/29Mpqo3MjPqXiUHGInJB95VUsKCjm43XFfLy2mI0ldY+xTUuMZUCXNAbnpDMwJ51BOelktIn3OK0Eg4pDxSESVFt2l7NgfQlLtuxhyea9rNl5gMPzK+a0S2Rgl7oSGZSTTv/sNBJiddlvpGmVxWFmFwMX5+XlTV67dq3XcUR8rbyymmWF+1hauJelW/bxxZa9bN17EIDoKOOkDikMyE6jX3YqfTqm0rtjCmmJOukezlplcRymPQ4Rb+w6cIilW/bxZeFelhbWfd9bXvX1+9npifTpmEKfTin06ZjKyZ1S6J6RTIxOvoeFphZHTEuEEZHWISslgfP6JnBe3w4AOOfYsf8Qq3YcYNX2A6zasZ9V2w/w0ZoiquuPc8VEGdltE8lpm0ROuyS6HvWVlqS9lHCj4hCRkDEzOqUl0iktkbN6Z329vKK6hvW7yli1Yz/ri0rZvPsgm3eX8+6KHewuq/zWNlITYujSNoms1Hjat4knMyWezMPfU75ZlpoQo6u9WoiKQ0RaXHxMNH07p9K3c+o/vXfgUBVb6otky+5yNu8up3BPOcWllazafoDi0oqv91aOFBcTRWabeNofVSx1RRNX/z2BzJR4zdd1glQcIhJWUhJi6ds5tsFSgbrpU/YdrKKotIKiA3VfxUf8XFRaQeGecr7YsoeSskoaOo177slZTL1hqKZZaSYVh4hElKgoo21yHG2T4zipQ8ox162uqWV3WSW76gul+EAFCwpKeO3zrUz/ZAO3nJ7bQqn9RcUhIr4VEx1FVmoCWakJXy+78tQulB6q5rezV9I5PZELT+nkYcLIpGvgRKRVMTMevmYwp3Zty10zlzBvbZHXkSKOikNEWp3EuGienDCMnpltmDRjEffNXsm+I+43kWNTcYhIq5SWGMsLk0dy+eBsps0rYMT973P3S0vJ37gbP94YHUy6c1xEWr2vtu3n2YWbmPXFVsoqa8jLasM1w3IY278jXdomeR2vxWjKERWHiASorKKat7/czouLNrNk814AurRNZFRuBiNzMxjVM4PO6YnehgwhFYeKQ0ROwLpdpXy8togFBSV8umH313NudctIYmSPDIb3aEfvjin0zGzjmxsKfVMcZnYycBfQHvjAOfeX431GxSEiwVRb61i14wALCkpYWFDCpwUl7D9UDYBZ3eSNeVlt6JXVhrysNuRlpdA/O5X4mMgqlLAoDjObDlwE7HLO9T9i+VjgYSAaeMI59z9N2FYUMM05d/Px1lVxiEgo1dQ61heVsnZnKet2lbKuqO57QVEpFdW1QN2TE0fntWdot7bkZrYhNzOZru2SwvoxvOEyO+4M4M/AM4cXmFk0MAU4DygEFpnZLOpK5P6jPj/JObfLzC4B7qnfloiIpw4/b+ToO9drah1b9xxk5Y79zFtbxIerinjvq51fvx9l0L5NPB1SE+iQGk9WagIdUup+7pSeSG77ZDqnJxId5lOhhLQ4nHNzzaz7UYuHA+uccwUAZjYTuNQ5dz91eycNbWcWMMvM3gZeCGFkEZFmi44yumYk0TUjiQv6dQTqHsFbUFxKQVEZm0rK2Lm/gp0HDrF17yGWbN5LyVGzAcfFRNEpLYG2SXG0S/7mq21SHBnJcWSlxtOlbRLZ6YmenVvxYsqRbGDLEa8LgRGNrWxmZwJXAPHA7GOsdytwK0DXrl2DEFNE5MSlJcUyuGtbBndt2+D7ldW1dRMz7i6noLiMDcVl7Nx/iN1llezcf4hV2/dTUlb59SGwI6UmxNTN25UUR9ukWNomx/FvF/ShY1pCA39S8HhRHA3tgzV6osU5NweYc7yNOuemAlOh7hxHM7OJiLSouJgostMTyU5PZERuRqPrlVdWU1JayY79h9i65yCFe8opOlDBnvIq9pRXUlRawZqdpdS2wAVPXhRHIZBzxOsuwLZgbPiIZ44HY3MiImEjKS6GpHYx5LRLYlh3b7N4cXp/EdDLzHqYWRxwDTArGBt2zr3pnLs1LS0tGJsTEZEGhLQ4zOxFYAHQ28wKzexm51w1cCfwLrASeMk5tyKUOUREJHhCfVXVtY0sn80xTnQ3lw5ViYiEXvjeidIMOlQlIhJ6vioOEREJPV8Vh5ldbGZT9+3b53UUERHf8lVx6FCViEjo+ao4REQk9MJ+WvXmMLMiYFP9yzTgyGNXx3vdHigOYbyj/7xgfu546zT2fkPLm7KsJcculON2vPUCfS/QsdPvXNOXtZbfuWO9H8rfuW7OucxjZKrjnPP1FzA1wNf5LZknmJ873jqNvd/Q8qYsa8mxC+W4HW+9QN8LdOz0O6ffuZYeuxMdt9ZwqOrNAF+HWnP/vKZ87njrNPZ+Q8ubsqwlxy6U43a89QJ9rzWNnX7nmv+5iB07Xx6qOhFmlu+a8CAT+Wcau+bRuDWfxq55TnTcWsMeR6Cmeh0ggmnsmkfj1nwau+Y5oXHTHoeIiAREexwiIhIQFYeIiARExSEiIgFRcRyHmSWb2dNmNs3Mrvc6T6Qws1wze9LMXvE6S6Qxs8vqf9/eMLPzvc4TKczsZDN7zMxeMbM7vM4Taer/rltsZhcdb91WWRxmNt3MdpnZ8qOWjzWz1Wa2zszuqV98BfCKc24ycEmLhw0jgYybc67AOXezN0nDT4Bj93r979sEYLwHccNGgOO20jl3O3A10Oov0Q3w7zmAnwMvNWXbrbI4gBnA2CMXmFk0MAUYB/QFrjWzvtQ9E31L/Wo1LZgxHM2g6eMm3zaDwMfuF/Xvt2YzCGDczOwS4GPgg5aNGZZm0MSxM7Nzga+AnU3ZcKssDufcXGD3UYuHA+vq/6VcCcwELgUKqSsPaKXjdViA4yZHCGTsrM4DwDvOuc9bOms4CfR3zjk3yzk3Gmj1h5UDHLuzgJHAdcBkMzvm33UhfXRshMnmmz0LqCuMEcAjwJ/N7Lu0/PQkkaDBcTOzDOC3wGAzu9c5d78n6cJbY79zPwTOBdLMLM8595gX4cJYY79zZ1J3aDmeEDya2icaHDvn3J0AZjYBKHbO1R5rIyqOb1gDy5xzrgyY2NJhIkhj41YC3N7SYSJMY2P3CHX/YJGGNTZuc4A5LRsl4jQ4dl//4NyMpmykVR96OUohkHPE6y7ANo+yRBKNW/Np7JpH49Z8QRk7Fcc3FgG9zKyHmcUB1wCzPM4UCTRuzaexax6NW/MFZexaZXGY2YvAAqC3mRWa2c3OuWrgTuBdYCXwknNuhZc5w43Grfk0ds2jcWu+UI6dJjkUEZGAtMo9DhERaT4Vh4iIBETFISIiAVFxiIhIQFQcIiISEBWHiIgERMUhcoLM7H4zO7P+ORr3NLLO7WZ2Y/3PE8ysc8umFAkeFYfIiRsBfAqcAcxraAXn3GPOuWfqX04AAioOM9O8chI2dAOgSDOZ2e+BC4AewHqgJ7CBugd//fqodX8FlAIbqXtOwlbgIDCKuuciPAi0AYqBCc657WY2B5gPjAFmOef+EOr/JpGm0L9iRJrJOfczM3sZuAH4CTDHOTfmOJ95xczuBH7qnMs3s1jgT8ClzrkiMxtP3XT0k+o/ku6cOyOE/xkiAVNxiJyYwcAXQB/qnqAWqN5Af+A9MwOIBrYf8f5fTzCfSNCpOESawcwGUXfIqQt1h5eS6hbbF8Ao59zBpm4KWOGcG9XI+2UnllQk+HRyXKQZnHNfOOcGAWuoO0fxD+AC59ygJpTGASCl/ufVQKaZjQIws1gz6xei2CJBoeIQaSYzywT21D9ms49zrqmHqmYAj9XvnUQDVwIPmNlS6g57jQ5+WpHg0VVVIiISEO1xiIhIQFQcIiISEBWHiIgERMUhIiIBUXGIiEhAVBwiIhIQFYeIiARExSEiIgH5P2BfrqswXrf2AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(job[\"output/log/loss\"])\n", + "plt.xlabel(\"# iter\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.loglog()" + ] + }, + { + "cell_type": "markdown", + "id": "b5a2ae0d", + "metadata": {}, + "source": [ + "plot energy per atom RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "25e2a558", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(job[\"output/log/rmse_epa\"])\n", + "plt.xlabel(\"# iter\")\n", + "plt.ylabel(\"RMSE E, eV/atom\")\n", + "plt.loglog()" + ] + }, + { + "cell_type": "markdown", + "id": "9780dee9", + "metadata": {}, + "source": [ + "plot force component RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "ddf9617c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(job[\"output/log/rmse_f_comp\"])\n", + "plt.xlabel(\"# iter\")\n", + "plt.ylabel(\"RMSE F_i, eV/A\")\n", + "plt.loglog()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f09f50f6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3c3f336b", + "metadata": {}, + "source": [ + "load DataFrame with predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "0acc3ed8", + "metadata": {}, + "outputs": [], + "source": [ + "pred_df = job.predicted_data" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "604da991", + "metadata": {}, + "outputs": [], + "source": [ + "pred_df[\"energy_pred_per_atom\"] = pred_df[\"energy_pred\"]/pred_df[\"NUMBER_OF_ATOMS\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "0456dfe6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'ACE E, eV/atom')" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(pred_df[\"energy_corrected_per_atom\"], pred_df[\"energy_pred_per_atom\"])\n", + "plt.xlabel(\"DFT E, eV/atom\")\n", + "plt.ylabel(\"ACE E, eV/atom\")" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "07e559d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'ACE F_i, eV/A')" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(np.vstack(pred_df[\"forces\"]), np.vstack(pred_df[\"forces_pred\"]))\n", + "plt.xlabel(\"DFT F_i, eV/A\")\n", + "plt.ylabel(\"ACE F_i, eV/A\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b1d6786", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3164cfc1", + "metadata": {}, + "source": [ + "Check more in `job.working_directory`/report folder" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "401df03b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train_E-dE-dist.png train_EF-pairplots.png train_Fi-dFi-dist.png\r\n", + "train_E-dE-nn.png train_F-dF-dist.png\r\n" + ] + } + ], + "source": [ + "! ls {job.working_directory}/report" + ] + }, + { + "cell_type": "markdown", + "id": "f3123a40", + "metadata": {}, + "source": [ + "# How actual potential file looks like ?" + ] + }, + { + "cell_type": "markdown", + "id": "544ded90", + "metadata": {}, + "source": [ + "`output_potential.yaml`:\n", + "\n", + "```yaml\n", + "species:\n", + " # Pure Al interaction block\n", + " - speciesblock: Al\n", + " radbase: SBessel\n", + " radcoefficients: [[[1.995274603767268, -1.1940566258712266,...]]]\n", + " \n", + " nbody:\n", + " # first order/ two-body functions = pair functions\n", + " - {type: Al Al, nr: [1], nl: [0], c: [2.0970219095074687, -3.9539202281610351]}\n", + " - {type: Al Al, nr: [2], nl: [0], c: [-1.8968648691718397, -2.3146574133175974]}\n", + " - {type: Al Al, nr: [3], nl: [0], c: [1.3504952496800906, 1.5291190439028692]}\n", + " - {type: Al Al, nr: [4], nl: [0], c: [0.040517989827027742, 0.11933504671036224]}\n", + " ...\n", + " # second order/ three-body functions \n", + " - {type: Al Al Al, nr: [1, 1], nl: [0, 0], c: [0.57788490809100468, -1.8642896163994958]}\n", + " - {type: Al Al Al, nr: [1, 1], nl: [1, 1], c: [-1.0126646532267587, -1.2336078784112348]}\n", + " - {type: Al Al Al, nr: [1, 1], nl: [2, 2], c: [-0.19324470046809467, 0.63954472122968498]}\n", + " - {type: Al Al Al, nr: [1, 1], nl: [3, 3], c: [-0.22018334529075642, 0.32822679746839439]}\n", + " ...\n", + " # fifth order/ six-body functions \n", + " - {type: Al Al Al Al Al Al, nr: [1, 1, 1, 1, 1], nl: [0, 0, 0, 0, 0], lint: [0, 0, 0], c: [-0.71...]}\n", + " \n", + " \n", + " # binary Al-Li interaction block \n", + " - speciesblock: Al Li \n", + " ...\n", + " nbody:\n", + " - {type: Al Li, nr: [1], nl: [0], c: [0.91843424537280882, -2.4170371138562308]}\n", + " - {type: Al Li, nr: [2], nl: [0], c: [-0.88380210517336399, -0.97055273167339651]}\n", + " ...\n", + " - {type: Al Al Al Li Li, nr: [1, 1, 1, 1], nl: [1, 1, 0, 0], lint: [0, 0], c: [-0.0050,...]}\n", + " ...\n", + " # Pure Li interaction block \n", + " - speciesblock: Li\n", + " nbody:\n", + " ...\n", + " - {type: Li Li Li, nr: [4, 4], nl: [3, 3], c: [-0.0059111333449957159, 0.035]}\n", + " - {type: Li Li Li Li, nr: [1, 1, 1], nl: [0, 0, 0], lint: [0], c: [0.210,...]}\n", + " ...\n", + " # binary Al-Li interaction block \n", + " - speciesblock: Li Al\n", + " nbody:\n", + " ...\n", + " - {type: Li Al Al, nr: [4, 4], nl: [3, 3], c: [0.014680736321211739, -0.030618474343919122]}\n", + " - {type: Li Al Li, nr: [1, 1], nl: [0, 0], c: [-0.22827705573988896, 0.28367909613209036]}\n", + " ...\n", + " \n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1fc522b4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2bdf791a", + "metadata": {}, + "source": [ + "# Get LAMMPS potential " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c229794b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Config</th>\n", + " <th>Filename</th>\n", + " <th>Model</th>\n", + " <th>Name</th>\n", + " <th>Species</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>[pair_style pace\\n, pair_coeff * * /home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/pacemaker_job_hdf5/pacemaker_job/output_potential.yace Al Li\\n]</td>\n", + " <td></td>\n", + " <td>ACE</td>\n", + " <td>pacemaker_job</td>\n", + " <td>[Al, Li]</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Config \\\n", + "0 [pair_style pace\\n, pair_coeff * * /home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/pacemaker_job_hdf5/pacemaker_job/output_potential.yace Al Li\\n] \n", + "\n", + " Filename Model Name Species \n", + "0 ACE pacemaker_job [Al, Li] " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lammps_potential = job.get_lammps_potential()\n", + "lammps_potential" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d6534da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (pyiron2022)", + "language": "python", + "name": "pyiron2022" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/potentials/pacemaker_example.ipynb b/potentials/pacemaker_example.ipynb deleted file mode 100644 index 258fc40..0000000 --- a/potentials/pacemaker_example.ipynb +++ /dev/null @@ -1,809 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "f4eaae76", - "metadata": {}, - "source": [ - "# Pre-requisites\n", - "\n", - "1. Install [`python-ace`](https://github.com/ICAMS/python-ace) and [`tensorpotential`](https://github.com/ICAMS/TensorPotential), check more instructions [here](https://pacemaker.readthedocs.io/en/latest/pacemaker/install/) into pyiron conda environment\n", - "\n", - "2. Add following files into `~/pyiron/resources/pacemaker/bin`:\n", - "\n", - "**~/pyiron/resources/pacemaker/bin/run_pacemaker_tf.sh**:\n", - "```bash\n", - "#!/bin/bash\n", - "\n", - "source $HOME/.bashrc\n", - "conda activate PYIRON_AND_PACEMAKER_CONDA_ENVIRONMENT\n", - "TF_FORCE_GPU_ALLOW_GROWTH=true pacemaker input.yaml -l log.txt\n", - "pace_yaml2yace output_potential.yaml\n", - "```\n", - "\n", - "**~/pyiron/resources/pacemaker/bin/run_pacemaker_tf_cpu.sh**:\n", - "```bash\n", - "#!/bin/bash\n", - "\n", - "source $HOME/.bashrc\n", - "conda activate PYIRON_AND_PACEMAKER_CONDA_ENVIRONMENT\n", - "CUDA_VISIBLE_DEVICES=-1 pacemaker input.yaml -l log.txt\n", - "pace_yaml2yace output_potential.yaml\n", - "\n", - "```\n", - "\n", - "or get it from https://github.com/pyiron/pyiron-resources" - ] - }, - { - "cell_type": "markdown", - "id": "1a385f10", - "metadata": {}, - "source": [ - "# Import and load" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "dded85d1", - "metadata": {}, - "outputs": [], - "source": [ - "%pylab inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "d19586ef", - "metadata": {}, - "outputs": [], - "source": [ - "from pyiron import Project" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "78425c8c", - "metadata": {}, - "outputs": [], - "source": [ - "pr = Project('fit_project')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "c45c4cd7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>id</th>\n", - " <th>status</th>\n", - " <th>chemicalformula</th>\n", - " <th>job</th>\n", - " <th>subjob</th>\n", - " <th>projectpath</th>\n", - " <th>project</th>\n", - " <th>timestart</th>\n", - " <th>timestop</th>\n", - " <th>totalcputime</th>\n", - " <th>computer</th>\n", - " <th>hamilton</th>\n", - " <th>hamversion</th>\n", - " <th>parentid</th>\n", - " <th>masterid</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>2</td>\n", - " <td>finished</td>\n", - " <td>None</td>\n", - " <td>initial</td>\n", - " <td>/initial</td>\n", - " <td>None</td>\n", - " <td>/home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/initial/</td>\n", - " <td>2022-05-20 07:33:26.696857</td>\n", - " <td>None</td>\n", - " <td>None</td>\n", - " <td>zora@cmti001#1</td>\n", - " <td>TrainingContainer</td>\n", - " <td>0.4</td>\n", - " <td>None</td>\n", - " <td>None</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>3</td>\n", - " <td>finished</td>\n", - " <td>None</td>\n", - " <td>offstoichiometry</td>\n", - " <td>/offstoichiometry</td>\n", - " <td>None</td>\n", - " <td>/home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/initial/</td>\n", - " <td>2022-05-20 07:40:54.302418</td>\n", - " <td>None</td>\n", - " <td>None</td>\n", - " <td>zora@cmti001#1</td>\n", - " <td>TrainingContainer</td>\n", - " <td>0.4</td>\n", - " <td>None</td>\n", - " <td>None</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " id status chemicalformula job subjob \\\n", - "0 2 finished None initial /initial \n", - "1 3 finished None offstoichiometry /offstoichiometry \n", - "\n", - " projectpath \\\n", - "0 None \n", - "1 None \n", - "\n", - " project \\\n", - "0 /home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/initial/ \n", - "1 /home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/initial/ \n", - "\n", - " timestart timestop totalcputime computer \\\n", - "0 2022-05-20 07:33:26.696857 None None zora@cmti001#1 \n", - "1 2022-05-20 07:40:54.302418 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 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pr.job_table()" - ] - }, - { - "cell_type": "markdown", - "id": "38943882", - "metadata": {}, - "source": [ - "# Loading training containers" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e8588cf3", - "metadata": {}, - "outputs": [], - "source": [ - "training_container_1 = pr['initial/initial']" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "05ea947a", - "metadata": {}, - "outputs": [], - "source": [ - "training_container_2 = pr['initial/offstoichiometry']" - ] - }, - { - "cell_type": "markdown", - "id": "71f51a61", - "metadata": {}, - "source": [ - "# Create PacemakerJob" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "932a7b46", - "metadata": {}, - "outputs": [], - "source": [ - "job = pr.create_job(pr.job_type.PacemakerJob, \"pacemaker_job\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "6bd31372", - "metadata": {}, - "outputs": [], - "source": [ - "job.add_training_data(training_container_1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "6b8edcef", - "metadata": {}, - "outputs": [], - "source": [ - "job.add_training_data(training_container_2)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "180d92d9", - "metadata": {}, - "outputs": [], - "source": [ - "# set cutoff\n", - "job.cutoff=7.0" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "a8621896", - "metadata": {}, - "outputs": [], - "source": [ - "# set number of iterations\n", - "job.input[\"fit\"][\"maxiter\"]=1000" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "9093e5c9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>Parameter</th>\n", - " <th>Value</th>\n", - " <th>Comment</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>cutoff</td>\n", - " <td>7.0</td>\n", - " <td></td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>metadata</td>\n", - " <td>{'comment': 'pyiron-generated fitting job', 'pyiron_job_id': '4'}</td>\n", - " <td></td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>data</td>\n", - " <td>{'filename': '/home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/pacemaker_job_hdf5/pacemaker_job/df_fit.pckl.gzip'}</td>\n", - " <td></td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>potential</td>\n", - " <td>{'elements': ['Al', 'Li'], 'bonds': {'ALL': {'radbase': 'SBessel', 'rcut': 7.0, 'dcut': 0.01, 'radparameters': [5.25]}}, 'embeddings': {'ALL': {'fs_parameters': [1, 1, 1, 0.5], 'ndensity': 2, 'npo...</td>\n", - " <td></td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>fit</td>\n", - " <td>{'loss': {'L1_coeffs': 1e-08, 'L2_coeffs': 1e-08, 'kappa': 0.3, 'w0_rad': 0, 'w1_rad': 0, 'w2_rad': 0}, 'maxiter': 1000, 'optimizer': 'BFGS', 'fit_cycles': 1}</td>\n", - " <td></td>\n", - " </tr>\n", - " <tr>\n", - " <th>5</th>\n", - " <td>backend</td>\n", - " <td>{'batch_size': 100, 'display_step': 50, 'evaluator': 'tensorpot'}</td>\n", - " <td></td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " Parameter \\\n", - "0 cutoff \n", - "1 metadata \n", - "2 data \n", - "3 potential \n", - "4 fit \n", - "5 backend \n", - "\n", - " Value \\\n", - "0 7.0 \n", - "1 {'comment': 'pyiron-generated fitting job', 'pyiron_job_id': '4'} \n", - "2 {'filename': '/home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/pacemaker_job_hdf5/pacemaker_job/df_fit.pckl.gzip'} \n", - "3 {'elements': ['Al', 'Li'], 'bonds': {'ALL': {'radbase': 'SBessel', 'rcut': 7.0, 'dcut': 0.01, 'radparameters': [5.25]}}, 'embeddings': {'ALL': {'fs_parameters': [1, 1, 1, 0.5], 'ndensity': 2, 'npo... \n", - "4 {'loss': {'L1_coeffs': 1e-08, 'L2_coeffs': 1e-08, 'kappa': 0.3, 'w0_rad': 0, 'w1_rad': 0, 'w2_rad': 0}, 'maxiter': 1000, 'optimizer': 'BFGS', 'fit_cycles': 1} \n", - "5 {'batch_size': 100, 'display_step': 50, 'evaluator': 'tensorpot'} \n", - "\n", - " Comment \n", - "0 \n", - "1 \n", - "2 \n", - "3 \n", - "4 \n", - "5 " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "job.input" - ] - }, - { - "cell_type": "markdown", - "id": "cf3df83d", - "metadata": {}, - "source": [ - "# Run fit" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "4bff02a2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Set automatically determined list of elements: ['Al', 'Li']\n", - "The job pacemaker_job was saved and received the ID: 4\n" - ] - } - ], - "source": [ - "job.run()" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "5cf6ff90", - "metadata": {}, - "outputs": [], - "source": [ - "job.collect_output()" - ] - }, - { - "cell_type": "markdown", - "id": "d008c0ac", - "metadata": {}, - "source": [ - "# Analyse fit" - ] - }, - { - "cell_type": "markdown", - "id": "01bd56f1", - "metadata": {}, - "source": [ - "plot loss function" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "1640ba96", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(job[\"output/log/loss\"])\n", - "plt.xlabel(\"# iter\")\n", - "plt.ylabel(\"Loss\")\n", - "plt.loglog()" - ] - }, - { - "cell_type": "markdown", - "id": "b5a2ae0d", - "metadata": {}, - "source": [ - "plot energy per atom RMSE" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "25e2a558", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(job[\"output/log/rmse_epa\"])\n", - "plt.xlabel(\"# iter\")\n", - "plt.ylabel(\"RMSE E, eV/atom\")\n", - "plt.loglog()" - ] - }, - { - "cell_type": "markdown", - "id": "9780dee9", - "metadata": {}, - "source": [ - "plot force component RMSE" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "id": "ddf9617c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(job[\"output/log/rmse_f_comp\"])\n", - "plt.xlabel(\"# iter\")\n", - "plt.ylabel(\"RMSE F_i, eV/A\")\n", - "plt.loglog()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f09f50f6", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "3c3f336b", - "metadata": {}, - "source": [ - "load DataFrame with predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "id": "0acc3ed8", - "metadata": {}, - "outputs": [], - "source": [ - "pred_df = job.predicted_data" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "604da991", - "metadata": {}, - "outputs": [], - "source": [ - "pred_df[\"energy_pred_per_atom\"] = pred_df[\"energy_pred\"]/pred_df[\"NUMBER_OF_ATOMS\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "id": "0456dfe6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'ACE E, eV/atom')" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(pred_df[\"energy_corrected_per_atom\"], pred_df[\"energy_pred_per_atom\"])\n", - "plt.xlabel(\"DFT E, eV/atom\")\n", - "plt.ylabel(\"ACE E, eV/atom\")" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "id": "07e559d1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'ACE F_i, eV/A')" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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vgg7Rf/qONuPZxRcFuJNI/ZTaUS5XeGBm/S6Kc/cHQwUkkqZcd5559/WQ39vLoS0Uq3TLrMlKDtKQSnUxFXcdBZ2pJJJFS9duoXf/wSD30tRVaXSlWhDez2ORphSquJ6SgzSDUi2I08zsVaKWREf8mPi5u/u7ahqdSJ2EmqWkxCDNpNRK6rZ6BSKShpCVV5UcpNloHYS0pJCJQcX1pFkpQUjL0X4NIuVRgpCWEHqHN4j2hRZpZqUWyr3P3Z+NHx/p7vuKzk1x9/W1DlCkWqHLZAB0tLcxZ9qkoPcUyZpS01zvLHr8SJ9z3w4ci0hwue588OQwbngHN15+igakpekNZqFc33pLqr8kmRWtiH6K3v1vBbnfiGHtdH/pgiD3EmkUpRLEQAvltHBOMinkIDRE3UkLLzk52P1EGkWpBHG8mf0jUWuh8Jj4ec3a12a2CLgW2BMf+mK8P4RISSGSw4hh7ex9Yz9jh3cwZ9okdSdJSyqVIOYUPd7Q51zf56F93d3rvRe2NKjzb36Y53a/XvV9Tjz2KNZ97pzqAxJpAqUSxN3A0e6+p/igmR0LvJr8EpH6OnXhA7y6r/oCe1oJLfJ2pWYx/SPwwYTj5wNfDx/O23zGzJ4ys9vNbESN30saUK47z/i5a5QcRGrE3PsfazazZ9z9pH7ObXL3ikfuzOwh4LiEU/OB9cDviAbCvwKMcfdPJNxjNjAboLOz84wXX3yx0nCkgeS688xZuZFAE5S4ekonN0w/JczNRBqMmT3h7l1J5wYzzbWvUq2PAbn7eeVcZ2a3AT/q5x7LgGUAXV1dmlXVAkJu/zliWDsLL9G+0CL9KZUgdpvZme7+WPFBM/sv/HGGUXBmNsbdd8VPZwBP1+q9pHGEGmsYp5lJImUpZxbTPWb2A+CJ+FgX8N+AK2oY11fNbDJRF9M24G9q+F6ScaHWNaiwnsjglNoP4jEzOxP4NPDf48ObgLPcfXetgnL3j9fq3tJYQtRRGn30UB6df36giERaR8lqrnEiWFh8zMymmtlCd/90zSKTlhaq1aABaJHKlV3uO+7yuRKYBbwA3FejmKTFhRiIHgLcrKmrIlUpVe77vURjDVcCvydaOGfu/qE6xCYtJted5wsrn+TAW9VNSFOrQSSMUi2IZ4FfApe4+1YAM/tszaOSlhNirEFbf4qEVSpBfJSoBfEzM3sAuAuV+ZbAQnQpaSW0SHilZjGtAlaZ2VHAdOCzwGgzuxVY5e4P1j5EaUYLcj3c+eh2quxNUqtBpIbKGqR299eB5cByMxsJzATmAkoQMiihVkIrMYjUXtmzmArc/RXgu/GPSNlCleRWd5JIfVRVT0mkXLnufJDkMHXiSCUHkTpRgpCaC7XoTd1KIvU16C4mkXLkuvPMX9XD629WX1yvo72NGy8/RS0HkTpTgpBgct15lq7dQn5vb7B7qvKqSHqUICSIXHeez698koNVzlvVntAi2aEEIUFcf+9TVScHzU4SyRYlCKnaglwP+w5Uvv+nWg0i2aQEIRXJdedZtHoTe3v3V3wPJQaRbEttmquZzTSzTWb2lpl19Tk3z8y2mtkWM5uWVoySLNed53N3b6wqOWxbcrGSg0jGpdmCeBq4nD4rss3sJKICgScDY4GHzOy97l79fEkJYs7KjVTeoaStP0UaRWotCHff7O5bEk5dBtzl7vvc/QVgK3BmfaOT/izI9bC/wuxw9ZROJQeRBpLFMYhxwPqi5zviY4cxs9nAbIDOzs7aR9bCql3joE18RBpPTROEmT0EHJdwar6739/fyxKOJc6fdPdlwDKArq6uKgtHS5JqV0SPGNbOwktO1vRVkQZU0wTh7udV8LIdwAlFz48HdoaJSMpVbVlu1U0SaXxZ7GJaDdxpZjcTDVKfCDyWbkit5T3z1nCgivaYxhlEmkNqCcLMZgD/BxgFrDGzje4+zd03mdk9wDPAAeDTmsFUHxPmrknuyyvTEODmWZMDRSMiaUstQRS2M+3n3GJgcX0jam3VJgcV1RNpPlnsYpIUVJocNDtJpHkpQbS4wvTVSqi4nkhzU4JoYQtyPdyxfvugX/eONuPZxRfVICIRyRIliBZz1uJ1vPzamxW/XtNXRVqHEkQLWJDrYcWjL3HQKx+GNuAqjTeItBQliCZXaTdSgQEvaF2DSEtKrVif1Ec1yQFg7PCOQJGISKNRgpB+dbS3MWfapLTDEJGUqItJDjlqaBvtbUP4Q+9+xmrhm0jLU4IQQGsaRORw6mJqccPahyg5iEgitSCa3LYlFzN+7prDjg/vaGfRpdqnQUT6pwTRAlR+W0QqoS4mERFJpAQhIiKJUksQZjbTzDaZ2Vtm1lV0fLyZ9ZrZxvjnO2nFKCLSytIcg3gauBz4bsK55919cn3DERGRYmnuKLcZwMzSCkFERAaQ1VlME8ysG3gVWODuv0w7oHpbkOth+frth3Z6O2poG4tnnKJpqSJSNzVNEGb2EHBcwqn57n5/Py/bBXS6++/N7AwgZ2Ynu/urCfefDcwG6OzsDBV2qnLdea67e+Nhx19/8+Ch40oSIlIPNU0Q7n5eBa/ZB+yLHz9hZs8D7wU2JFy7DFgG0NXVVflmBxmQ684z776n6N3/1oDXzVm5UQlCROoic9NczWyUmbXFj98NnAj8Nt2oaqvQaiiVHADKuEREJIg0p7nOMLMdwNnAGjNbG5/6S+ApM3sS+Bfgb939lbTirIc5KzemHYKIyGHSnMW0CliVcPxe4N76R5QetQpEJIsy18UkA5s6cWTaIYhIi1CCaCCjjx7K8mvPTjsMEWkRShAZcOQRA/9vMODqKZ08Ov/8+gQkIkJ2F8o1vFx3nqVrt7Bzb2/J7Ttv+uipiWsfIEoMN0w/pYaRiogkU4KogWhNQw+9+w8CkN/by7z7eoDkRW6FY/NX9fD6m9FrDLhKyUFEUqQEEUBxa+GIIcmzknr3H2Tp2i39tiKmnz5OC+BEJFOUIKrUt7Uw0JTV/N7eOkUlIlI9DVJXaenaLYeSQyltqlwrIg1ECaIKue78oFoFB72hy0WJSItRF1OFrrrtEX79/OAqgIwb3lGjaEREwlMLogILcj2DTg7tQ4w50ybVKCIRkfCUICpwx/rtg7p+WPsQls48TbOURKShqIuphsaVWCAnIpJlShA1Mvroofx67l+lHYaISMWUIPoop0SGAaXmI6lukog0Oo1BFCksesvv7cWJFrZdd/dGTv7SA+S684euu2pK//tfjz56KNuWXFyHaEVEaiu1FoSZLQUuAd4Engf+h7vvjc/NAz4JHAT+l7uv7e8+IfW36O31Nw8y51+eBKKSGIX6SCsefYmD7rSZceVZJ6hukog0FfOUFm+Z2QXAT939gJndBODu15vZScAK4ExgLPAQ8F53H3C5cldXl2/YsKGiWMpd0zBueIfGFUSkqZjZE+7elXQutS4md3/Q3Q/ET9cDx8ePLwPucvd97v4CsJUoWdTEYBa87VQtJRFpIVkZg/gE8G/x43HAS0XndsTHDmNms81sg5lt2LNnz6DfNNedH9SCt7FaCS0iLaSmYxBm9hBwXMKp+e5+f3zNfOAAsLzwsoTrE/vB3H0ZsAyiLqbBxJbrzve7SU9/tBJaRFpJTROEu5830Hkzuwb4CHCu/3EwZAdwQtFlxwM7Q8e2dO2WQV0/deJILXgTkZaSWheTmV0IXA9c6u5vFJ1aDVxhZkea2QTgROCx0O8/mPGEqRNHsvzas0OHICKSaWkulPsmcCSwzqJ9Eta7+9+6+yYzuwd4hqjr6dOlZjBVYuzwjrJKdSs5iEirSi1BuPt7Bji3GFhcy/efM21SyTGIq7UntIi0sJYttVEYT0hKErfMmqzxBhFpeS2bICBKEkoEIiLJsrIOQkREMkYJQkREEilBiIhIIiUIERFJpAQhIiKJUiv3HZqZ7QFeDHjLY4DfBbxfKFmMK4sxgeIaLMU1OM0S15+5+6ikE02TIEIzsw391UhPUxbjymJMoLgGS3ENTivEpS4mERFJpAQhIiKJlCD6tyztAPqRxbiyGBMorsFSXIPT9HFpDEJERBKpBSEiIomUIEREJJESRBEzW2pmz5rZU2a2ysyGF52bZ2ZbzWyLmU2rc1wzzWyTmb1lZl1Fx8ebWa+ZbYx/vpOFuOJzqX1efeJYZGb5os/oorRiieO5MP5MtprZ3DRjKWZm28ysJ/6MNqQYx+1mttvMni46NtLM1pnZc/HvERmJK9XvlpmdYGY/M7PN8Z/Dv4uPh/u83F0/8Q9wAXBE/Pgm4Kb48UnAk0Q74E0Angfa6hjX+4FJwMNAV9Hx8cDTKX5e/cWV6ufVJ8ZFwBfS/m7FsbTFn8W7gaHxZ3RS2nHFsW0DjslAHH8J/EXx9xr4KjA3fjy38OcyA3Gl+t0CxgB/ET8+Gvj3+M9esM9LLYgi7v6gux+In64Hjo8fXwbc5e773P0FYCtwZh3j2uzuW+r1fuUaIK5UP68MOxPY6u6/dfc3gbuIPiuJufsvgFf6HL4M+GH8+IfA9HrGBP3GlSp33+Xuv4kfvwZsBsYR8PNSgujfJ4B/ix+PA14qOrcjPpYFE8ys28x+bmYfTDuYWNY+r8/E3Ya3p9E9USRrn0sxBx40syfMbHbawfQx2t13QfSXInBsyvEUy8R3y8zGA6cDjxLw82q5HeXM7CHguIRT8939/via+cABYHnhZQnXB50fXE5cCXYBne7+ezM7A8iZ2cnu/mrKcdX883rbmw0QI3Ar8JX4/b8C/ANR8k9DXT+XQZrq7jvN7FhgnZk9G/+rWfqXie+Wmb0TuBe4zt1fNUv6mlWm5RKEu5830Hkzuwb4CHCux514RP/SO6HosuOBnfWMq5/X7AP2xY+fMLPngfcCwQYZK4mLOnxexcqN0cxuA35UqzjKUNfPZTDcfWf8e7eZrSLqDstKgnjZzMa4+y4zGwPsTjsgAHd/ufA4re+WmbUTJYfl7n5ffDjY56UupiJmdiFwPXCpu79RdGo1cIWZHWlmE4ATgcfSiLGYmY0ys7b48buJ4vptulEBGfq84j8gBTOAp/u7tg4eB040swlmNhS4guizSpWZHWVmRxceE03WSPNz6ms1cE38+Bqgv5ZrXaX93bKoqfA9YLO731x0KtznldYIfBZ/iAZTXwI2xj/fKTo3n2gGyhbgw3WOawbRvz73AS8Da+PjHwU2Ec2G+Q1wSRbiSvvz6hPjPwM9wFPxH5wxKX/HLiKabfI8UTddarEUxfTu+Dv0ZPx9Si0uYAVR1+n++Lv1SeBPgZ8Az8W/R2YkrlS/W8AHiLq3nir6O+uikJ+XSm2IiEgidTGJiEgiJQgREUmkBCEiIomUIEREJJEShIiIJFKCEBGRREoQ0hLM7GBcknmTmT1pZp8zsyHxuXPM7A9FZZsfMrNvxY+f6VNS/a/73LdvyeclA8TwT2Z2UgWxn2Nmj/Q5doSZvVxYrGVmZ8ereQvnvxHHpT/jUrGWK7UhLavX3ScDxPWG7gT+BFgYn/+lu3+k74viImg/Kry2H19396+VCsDdPzXImAt+ARxvZuPdfVt87Dyi0tO74ucXAg/EMQ8hWsT4ElGZ6ocrfF9pcfrXhbQcd98NzCaqxBmuslkJZvaw9dlYKeGaiWb2QFxV9Zdm9j53fwtYCcwquvQKotW9BecCD8WPP0RU9uFW4Mpw/wXSapQgpCW5+2+Jvv+FUsgfLOommj/I23226LXV7p63DPif7n4G8AXg2/HxFURJATM7kqikwr3x82OA/e7+h/jaK+PrVwEfiQu6iQyaupiklRW3HhK7mMpUVhdTyWCiss3/FVhZ1LA5EsDdHzezd5rZJKKd/Na7+3/E11wAPBjfYyhR8visu79mZo/G59dUG5+0HiUIaUlx9duDRKWQ359yOAVDgL0DjHfcRdSKeD9v7176MFCo5nkh0dhKT5xkhgFvoAQhFVAXk7QcMxsFfAf4pqdUrdLM/q+ZvW0bVo82enrBzGbG15iZnVZ0yQrgauCviMuEx2MopxJV8oSoe+lT7j7e3ccT7Ql+gZkNq+F/jjQpJQhpFR2Faa5Eg7kPAl9OMZ5TicpH93UV8EkzK5TePrRntbs/Q9Qa+Km7vx4fPgPodnePk8A0iloL8XW/Ai6pyX+FNDWV+xapMzN7F/A9d58Z4F4LgK3uflf1kYm8nRKEiIgk0iC1SGDxns4T+hy+3t3XphGPSKXUghARkUQapBYRkURKECIikkgJQkREEilBiIhIov8P4/b6RQ0JVgcAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(np.vstack(pred_df[\"forces\"]), np.vstack(pred_df[\"forces_pred\"]))\n", - "plt.xlabel(\"DFT F_i, eV/A\")\n", - "plt.ylabel(\"ACE F_i, eV/A\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0b1d6786", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "3164cfc1", - "metadata": {}, - "source": [ - "Check more in `job.working_directory`/report folder" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "401df03b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "train_E-dE-dist.png train_EF-pairplots.png train_Fi-dFi-dist.png\r\n", - "train_E-dE-nn.png train_F-dF-dist.png\r\n" - ] - } - ], - "source": [ - "! ls {job.working_directory}/report" - ] - }, - { - "cell_type": "markdown", - "id": "2bdf791a", - "metadata": {}, - "source": [ - "# Get LAMMPS potential " - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "c229794b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>Config</th>\n", - " <th>Filename</th>\n", - " <th>Model</th>\n", - " <th>Name</th>\n", - " <th>Species</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>[pair_style pace\\n, pair_coeff * * /home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/pacemaker_job_hdf5/pacemaker_job/output_potential.yace Al Li\\n]</td>\n", - " <td></td>\n", - " <td>ACE</td>\n", - " <td>pacemaker_job</td>\n", - " <td>[Al, Li]</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " Config \\\n", - "0 [pair_style pace\\n, pair_coeff * * /home/users/lysogy36/PycharmProjects/pyiron2021/pyiron_contrib/workshop_data/unpack/pacemaker_job_hdf5/pacemaker_job/output_potential.yace Al Li\\n] \n", - "\n", - " Filename Model Name Species \n", - "0 ACE pacemaker_job [Al, Li] " - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lammps_potential = job.get_lammps_potential()\n", - "lammps_potential" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7d6534da", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} -- GitLab