{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "LRHTRZG42RbR" }, "source": [ "{index} single: application; regression\n", "\n", "{index} scatterplot\n", "\n", "\n", "# Ordinary Least Squares (OLS) Regression\n", "\n", "In Chapter 2 we introduced linear regression with least absolute deviations (LAD), see [this notebook](../02/lad-regression.ipynb). Here we consider the same problem setting, but slightly change the underlying optimization problem, in particular its objective function, obtaining the classical ordinary least squares (OLS) regression." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-09-27T00:28:51.053265Z", "start_time": "2022-09-27T00:28:50.895493Z" }, "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 28574, "status": "ok", "timestamp": 1686079823757, "user": { "displayName": "Marcos Domínguez Velad", "userId": "18131612151504710302" }, "user_tz": -120 }, "id": "v3whpsoAyrpi", "outputId": "7e8fd931-66ac-4402-e128-f2d38cb02ba8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.4/4.4 MB\u001b[0m \u001b[31m13.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hUsing default Community Edition License for Colab. Get yours at: https://ampl.com/ce\n", "Licensed to AMPL Community Edition License for the AMPL Model Colaboratory (https://colab.ampl.com).\n" ] } ], "source": [ "# install AMPL and solvers\n", "%pip install -q amplpy\n", "\n", "SOLVER_LO = \"cbc\"\n", "SOLVER_QO = \"ipopt\"\n", "\n", "from amplpy import AMPL, ampl_notebook\n", "\n", "ampl = ampl_notebook(\n", " modules=[\"coin\"], # modules to install\n", " license_uuid=\"default\", # license to use\n", ") # instantiate AMPL object and register magics" ] }, { "cell_type": "markdown", "metadata": { "id": "VKxb7hUB2pDa" }, "source": [ "## Generate data\n", "\n", "The Python [scikit learn](https://scikit-learn.org/stable/) library for machine learning provides a full-featured collection of tools for regression. The following cell uses make_regression from scikit learn to generate a synthetic data set for use in subsequent cells. The data consists of a numpy array y containing n_samples of one dependent variable $y$, and an array X containing n_samples observations of n_features independent explanatory variables." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-09-27T00:39:25.969543Z", "start_time": "2022-09-27T00:39:25.965023Z" }, "executionInfo": { "elapsed": 547, "status": "ok", "timestamp": 1686079824291, "user": { "displayName": "Marcos Domínguez Velad", "userId": "18131612151504710302" }, "user_tz": -120 }, "id": "u58KqWC5M_FR" }, "outputs": [], "source": [ "from sklearn.datasets import make_regression\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "n_features = 1\n", "n_samples = 500\n", "noise = 75\n", "\n", "# generate regression dataset\n", "np.random.seed(2022)\n", "X, y = make_regression(n_samples=n_samples, n_features=n_features, noise=noise)" ] }, { "cell_type": "markdown", "metadata": { "id": "ns2ayNEnyrpn" }, "source": [ "## Data Visualization\n", "\n", "Before going further, it is generally useful to prepare an initial visualization of the data. The following cell presents a scatter plot of $y$ versus $x$ for the special case of one explanatory variable, and a histogram of the difference between $y$ and the mean value $\\bar{y}$. This histogram will provide a reference against which to compare the residual error in $y$ after regression." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-09-27T00:39:27.323253Z", "start_time": "2022-09-27T00:39:26.817121Z" }, "colab": { "base_uri": "https://localhost:8080/", "height": 885 }, "executionInfo": { "elapsed": 1387, "status": "ok", "timestamp": 1686079825669, "user": { "displayName": "Marcos Domínguez Velad", "userId": "18131612151504710302" }, "user_tz": -120 }, "id": "jVMsyCHEyrpo", "outputId": "e6ab7736-37cf-432b-f5cd-b155a88ca372" }, "outputs": [ { "data": { "image/png": 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HjOHmWMv4VZoez5yfouH6t0QmCpbeiRptNxMNj6deHmOoZKEsERmKkoTRmsMT9w3SX1j78VSaHq+ONhitOwRRjKbIDBUt7hkqrOm89so9mCQJdSfACxMMVepE8fYCczs/a2HfiaOPfexjfPGLX+Qb3/gGBw4c6Px+YGAA3/ep1WoLokcTExMMDAx0nvPd7353wevNVbPNPWcxhmFgGLfemJqmbdkNuJWvdacixnDz7Mcx3GtdxvfjGO4lVhq/oW6Nx+5RbyZBOyG6InOsr7SjSdBZM0HTNLxIWjL52PNCNE0jY2i0/GRN9+Zkw+WZi9VbcpguzThMO9G6cpj2wj1Y3qP5u+sZl30jjpIk4Vd/9Vf5y7/8S772ta9x9OjRBY+/8Y1vRNM0vvKVr/D+978fgHPnznHt2jUeeeQRAB555BF+7/d+j8nJSfr6+oA0BFkoFLj33nt39oQEAsGm2E/VQoKtYbc62s9nLcnHPVmDH1yvMVpzVr03b0cDxduBfSOOPvrRj/L5z3+e//N//g/5fL6TI1QsFrEsi2KxyIc//GGefPJJuru7KRQK/Oqv/iqPPPIIDz/8MABPPPEE9957Lx/4wAf49Kc/zfj4OL/1W7/FRz/60SWjQwKBYG+yH6uFBFvDTne0X+r9Tw8XmGp5XJluL7j/JpsukiRRtX2m296a7s07pcfbfmPfmA589rOfpV6v89hjjzE4ONj55y/+4i86z/mDP/gDfuInfoL3v//9vP3tb2dgYID//b//d+dxRVH44he/iKIoPPLII/zCL/wCH/zgB/nkJz+5G6ckEAg2wE52Gd8PJn+CnWfON+h4OU/DDbhRs2m4Acd6c/RkdeIkWfO9eTsaKN4O7JvI0Vq+lEzT5DOf+Qyf+cxnln3O4cOH+eu//uutPDSBQLCD7NRKe69s2+21vCpBylJbfEmS8KWzY+u6N29HA8XbgX0jjgQCgQDWttJeqeHoWtgr23Z7RaDtVXZbOC7e4huvu+u+N29HA8XbASGOBALBvmK7V9p7JUF2rwi0vcpeFI4buTdXy2Hait5ngvUj4nQCgWBfsd1dxvdCh/GdzKvaj8wJx4uVJgVT40ApQ8HUuFhp8rVzFSYb7q4c10bvzeVymI6X8zx28s4WwbuFiBwJBIJ9xXavtHdi2241RAXT8uyVyN5SbObe3As2BYKbCHEkEAj2HdvZZXwvJMjuBYG2V9nrwnEz9+Zu2xQIbiLEkUAg2Jds10p7LyTI7gWBtlG2O0l6PwhHEQXa/whxJBAI9i3bsdLeCwmye0GgbYSdSJLeL8JRRIH2N3tv2SEQCAS7zG4nyM4JtKKlc2W6TdsLieKEthdyZbq9JyuYlkqSzhsqZ0dq/J8XR3l9vLklCeTbnZAvEICIHAkEAsGS7PbWyGZyV3ba/2epJOma7XN1xma65TPZrHN1us07T/VxeqiArioLjm09rBTZm2g4aKpCX0GnZgdiK0uwYYQ4EggEgmXY7a2RjQi01ba2tkM4LU6Srtmp1UA7CCmaGoe7M9TdkOcuTfPM+SnKeQNDkzvHdqo/s+5xWSwcvSBKzymG5y7PoCu1Xfc92gnmrmfb9Ts/CzaPEEcCgUCwh1mPQFvNOPL0cIHxurflOUHzk6STJOHqjE07COnLpeX0cZLgtzyq7YQZO0BTZB46XMIL4vTYGjbrbf09XziO1ByevzyDqsT030GGmfOFcBAE9ADffH2KM4e6b8vz3UlEzpFAIBDcBqxmHDlSc/jC925wYbKx5caJ85Ok217ETNunaN6MSPlBRMMJ8OOEoz0Z2n6IG8SdY2tsMOohSRKljMZkwyOMY47eQYaZi3O8hkoWAJenW7tqhHm7IMSRQCAQ3Aas5P+DBI4fMVp3KOfNLRcQ85Ok/SgijGI0WcIJIlqzCe1JAuWcjq4phHFMEKWl9pIkUc6lUY66s37X8b3gaL7TLCmEZ8/9UHfmthWEO4nYVhMIBILbgJX8f9peRNMLyGgKYbxwwtwK48T5SdJjdYe2FzLT9rG9kJYfIssymiIRhAkSMaosoyk31+aGJuMBXrj+yXw/+B5tNSsKQnbfCPN2QESOBAKB4DZg/tbWYoIoxg0iLE1Fk2/92jc1BT+KNyUg5pKkD5Qsplo+V6bbxMBwV4bjvVmCMOHSVIuxhkNP1iBr3BQzXhDPnsP6E8NXOm/YO75HW8laBOFmr+edzu1ztwgEAsEdzEr+P6os4fgROVNZIErm2CoBUc4blLI69x8o8oYDJfryBkNFk768QTmnM95wcbyIQ90mEqkQSpKESivNjyla6/cmuhN9j+5EQbjTiG01gWCfsdMeNoK9w0rXfiX/n0rLY7BodSINCQltLyKIYlRZotLyuGsLHLerbZ8Lk02GSxYHuiwqTZ8Z26fpheRMlcGiRQT4YUIUJzddxy0damzoPt4LjuY7zYoO6iRMNr0tcVC/k79rhDgSCPYRO9GeQbA3Wcu1X8448q5ynkfv6uWlkQYvjTZw/DQHyQ0iHD9isGjx6F29m5r4Jhsu3zw/xYvXa+R0DV2T6c7qnOzPk9EVNEXGCyJ+cL1G1fZxwqhjanmqP8PzYxsfm+1sRLwXWUoQGkoaNbs2Y1PMWpsWhHf6d40QRwLBPmE1D5vb1ctFsL5rv5px5KtjDUbrDhlNwdJUyjkDU1N4aaRBb87Y0D00d3zjdYesoVEwVSRJYrzh0nRCTg8XyBkqEnDfYIFHT/Ri6Wrn2MIw7LzWRqMVu+1ovtMsFoRzPkdHe3K3+Bytd0zFd40QRwLBvmCp9gxAWoqtZ7ky3ealkQbvzBu37WRwp7KRa7+UcWSSJIzXPQaLBvcfKBLGCZosd3KQNnIPJUlCte3zzdenGKs7nBrIEcYwVrfpz5sYOYPJlsfVGZuCqXYa5h7pzS75HpWmx2sT1Q27e++2o/lOM18Qtl2fF555hbed7EXXb47BeiNA4rsmRYgjgWAfsB4vlztpcrgT2KprP/c6/QVryW725ZzB+ckGwyWTvoK55jYl5yebvHitSs5QCeOE7oxGw9GYaLqULJ28oTJec1BlicHSyts9z5yfou5FO+ruvd+ZE4Q5/aYwnmMjESDxXZMixJFAsA+4E71cBClbde1Xep2a7XNlyubiVBPbj+nN6SsKj/mTrqnJ5CyVvKF1ttEO91hUbY3ptocfRbS8kAOlDG872btstAKg4foc6S3cEq04O1Ln1bEGgyXzjmoPshk2GgES3zUpos5PINgHiNLdO5etuvbLvc5ck9jrNZusoXGoe+W2Iosn3aKloysKiiTRlzNoByEzdsDp4TxvPtLN6aEiDxzq4p2nlhcwc87Y5dwS7t6z5zhWdyjnjDW5e89t943XXapt/450it6oc7j4rkm5vc9OILhNuBO9XAQpW3Xtl3qdTpNYP0CTYahoUbDUFYXH4kk3ayj0ZA1qjo8EFE1t1h07Jqsr+GHMib78ilswc87YhnbrlNT2IlpuhKWv7u4NaVTrq69V+OIPR/nS2VG++MNRvvra7vYa2w2xtlGjSPFdkyK21QSCfcCd6OUiSNmqa7/U64RxwnjNwY9iurIGh3usjjnjcvkliyddCYnDPRYNJ2Ci6VIwNfwgpu74VFrxmo5vzhnbC2LURbNSEMc4QYg5awewmPnbPHuxymq3SuLnR4CWyjFbLgIkvmtSRORIINgnzJXuHi/nacw282y4AcfLeR47KXIubme26tovfp1rM21aXsjBrixnhgupGeM8loouLLXtUrR0zhwoMFjMUHdDWn6AG0ZrPr45Z+xKa2l3bzuIyBvaiu7euiLd2ox1Hc11tyO6MyfWLlaaFEyNA6WVtyy3ks1EgMR3jYgcCQT7ijvNy0Vwk6269vNfZ7LhkdEn6S8Y5IxbJ8mlogvLuTMXLZ3TwyqqDMNdPbzz7jJdWX1Nxzf3nIKp3+ru3XQZKllYugIJMO/l5ib54+U8wIarrLYjurPbJfGbjQDd6d81QhwJBPuMO83LRXCTrbr2c69TymiM1BwuVppkdXVhG4p5wmN+dGG1SXegZPG2E71054x1H9ejJ3p5bcJe6O7dV+DREwYvjTRWnOT9KNlQldV2bcXthZL4zTqH38nfNUIcCQQCwQ6zV3pWbTS6sF3tOsp5g8Gu7JJj05szVny/attfd47NVkR3lruWe6Uk/k6PAG0UIY4EAoFgB9lrPas2KnTKeYMHDhYZLllAQjlvrHkbbSWWi1asNsnPbfddmGxQnk02n+8AvlQUbLPRnZWu5UYToreDOzkCtFGEOBIIBIIdYi9WU8FN4VFt+1SaPvPFzlJsp8BbKaq20iQvSRIDRYNvnHd57tIMqiqT1VV6cjqWpnCgO3NLFGwz0Z3VruU7TvYumZs1d45LiTXB3kGII4FAINgBdjtBdzUqTW9NgmczAm+17cTVequtxGTD5dmL08y00ko52/aJkoQrUzInBnL82OmBW15jo9GdtVzLl0eb3DeU31RJ/F7Yft0Lx7AbCHEkEAgEO8BeSNBdjrUKns0IvJWiTV1WGrlZqbfaaqLrWxem+P61GpYmcc9ggTgB149oegEtJ+TceJN7BheKkeUq7+Zec7nozlqv5YOHShvOzdoL26974Rh2CyGOBAKBYAfYKwm6sDAaoCsSZ2/U1yR4NirwVhNfP3KsBEDd8egtZPGjmCSBrKFwpGf1qFq17fPC1SqqDAMFC2afk9FVurM616s2L1yt8o6T5QVVdBtNSF/PtRworj8hei9sv+6FY9hNhDgSCASCHWCvJOgujgaEUcL1GZuT/flVBc9GBN5aok3fu1oFYLrlc6XqE0YxqiLTndU53J1ZNapWaXpMtzyGSjeF0byToDdnMFpzqDS9WywGNpKQvt5ruZ6E6L2w/boXjmG3EeJIIBAIdoCNbuFsJUtFA8YbDuMNF1mSyOgKpcytLtlzgmcjAm8t0abXx2ucBKp2QD5jopsafhQz3nBpOiH3DhaW7AM275VASj0ilyKZfcoCB8l5rLfcfTuv5V7Yft0Lx7DbiPYhAoFg37Cfu63PbeEUrdQFuu2FRHFC2wu5Mt3e9p5V86MBh3syJEDDDVBlib6cQd0NuDpj3zKm8wXPRlpSrBZtMlSZiXraRqNoapiagixLmJpCX86gHYRcqDTRZGnZqFo5r9OTNZhe4p5IkoTptk9P1qCcX34in4vuDBTNVS0JtvNabrRh7FayF45htxGRI4FAsC+4HZJDt8s8cS3MRQMMVeb5K1WmWqmQyGgKTS/ED2OmWz5tLyJnplPD4ijIRnJ0Vos2zbR9gigVNA0voFfXOltjkiRRNFSuzticHiotG4npyuo8dKiLv39tIj0OS0dXZPwobYAbRTEPHera0ijHdl3LvbD9uheOYbcR4kggEOx5bqfk0N1yLPbCmGszNhcmW9SdAH12AnQ0hTiBtuvjBBF39+ew9OUFz3pFwWpbUGMNpyPGMrrGRNOlZOloqkwQxlQdH02ROdaXWXaMJEniR+7q4UbV5vxkCy90MZR04pZliQcOdfHoid4tH+PtuJZ7Yft1LxzDbiPEkUAg2BMs56dyOyaH7oZjccP2OXujTsMNGS6ZaIpMGCW0vABDVdA1FaQEN4i4UbNXFDzrEQWrRZu6swYZVYIm3DeU52rVZ7rtEXoBqizTkzU7k/VyTDZcXh5toioSGV2maocAHO7O8sDBEmcOFLdNPG/1tdxsw9jb5Rh2GyGOBALBrrPSlpmmyHd8cuhmSZKEV8ea+FFM3lDQFBlJktBUiZKiU7U9okTirt4s77q3n4yhLSt4FovY/sLqonSlaNN9Q3leul6l1YS8qXLmgEnbiwiiGFWWqLQ87lohSjE/qjhcynCsN8dM22es4dA9O4nvl6jiHLu5/bqXjmE3EeJIIBDsKqttmd07VNgz/kD7lZodcKNm0583cIKYuhOQNVQUWSKKE6JEAhJylkbG0BgoLj3xrSRiy6tEkuZHm9wgwg0iTE1BVxVODeb53kW4NmNTLmSxNAWJtB9aaYUoxXJRxb6CSTlvdJyq+wq3Cuu9zl5oGLsXjmG3EOJIIBDsGmvZMrtUaaHJ0h2dHLpZvDAmJqErY9AlJdSdkJYbECUJiiTRk9VJSChY2rLjuJKIvVRp0ZPTaXnhisnykiQRRDGvjjUXCKyh2Sqyoz05Rpv+mqMUt3vJ+V5oGLsXjmE3EOJIIBDsGmuZ3Op2QMkymGg6d2xy6GYxVJmiqdE0Q6pOwOFuCy8yieIERZYgjhmpuxzsspYcx5VEbCnU+frrk2QMjX90vBtLU5dNlp8TWDXHJ2eoZBWVOEm4NN2iDzg1mOeho8aaoxR7yXVccHshlloCgWDXWJOfShxzrC+zIU+Z/eyLtJWUMhoHurKYmkJGU6i0fSQgoylIScKVGYfBosVbj3YvOY7LidgkSbhWtVEUmTTgJKHIUhr568lSd3xeGmmQJElHYI3UHJpOyMujDX5wvcrLow2aTppA/dpYk1JGW5PXECwsOV8KEVUUbBQRORIIBLvGWv1UhktpC4n1JIfeDr5IW8X86iNIvY5absR04GEHEYd6Mvw/Dw2jqwrjdfeWasHJhsdUyyOjqx2B2fYiarbPWM2hO6NhB2kS9fz3nL+tBfDaeIPJhksYx7Pl+hpBGKfRPx1en2zy0NHeNW/jLFVyniQJbS/CjyLG6i6nh4objirudEf6nXi/nT6n/YoQRwKBYNdYj5+KJElrTg7dT75Iq01WWzWZza8+ulFtU3cDZEwOdmU53pdhouHz/Wu1BUJyoGgwXvc4P9nk9fEmo1WHvJUKDS+MaTgBIzWH3qxOztTQlIURmvnbWkmScG3GJogiBuc1hzU0BUsxwIcbVWfZKNBSLC45N1SFyYbHRMOh6gTkDZVD3RkqTW/d13unxfVOvJ9YMKwdIY4EAsGusV4/lbUkh+4nX6TVJqutnsxuVh+VOmLLDyO+/vrULULyH27U+JuzNoMli2PlLMfLec5PNrg83QYkTvbnKOcNploeI3WHgYQFkSNYuK1Vs31aXkh35qYDdofZn1teuC5xNHdOj91d5pnzU3zzfIWmF1LK6JzqL9Bf1JlqeXztXGVdgninxfV2vt+cuB6p2Tx/uUoQRfQXrD29YNgLCHEkEAh2jSRJ0BSZe4cKXKq0qNvBpv1U9ksF02oT4unhQkfkbeWEOV9gJknCV1+r3SIkM4ZCHCfM2AEDRYusrnKk1+LVsQZeGGNpCnU7xCoqKLKEqSpkNJlrMzYla9523LzInxtE5AwF24/Im8kt0TGAnKEsm3+2EuW8QTGjcbQ3y0DRRFcVMrqM7cUYasRY3eHsjTo/es/qgninxfV2vl9HXFdtXh5rULV9Tvbl6c7GZA11Ty4Y9gpCHAkEgl1hcVREkyVKlsGxvkyneel2Ne7c7Qqm1SbEy1Mt/vblcbKGytFtnKCXE5JtL2LG9hkumczYab81VVYoZlQUxaLlhYw1HCxd5u7+fCfiM15zONKTRZWlWyJ/pqZwqDvD9RmHyZZH0dQ6/c9ars9dGhzosjYkjmp2wGjN4XBPlqyhUrN9zo60mGn7hFFMHCdUmh4HuzOcHMhvaExge8T1dr3ffPGdNVQkCfrzBuNNl6Ybcnq4QCmj76kFw15CiCOBQLDjLBc1mWg6uGG05ESxVvZD08zVJsScofHDkQb/6HjPtk7QywnJIIoJ45i8pVO1fYI4FZKaInNX2cQNYypNjzPDRYa6LBpOwOWKzcVKk2szbXpzxi2Rv1JG49RAEcePcIKY6baXNr7VVfpyBnhwsq+woeTp+edRs9MKuXYQpgLM1HDDiGszNl9/vUIpo60Ycdtpcb0d77dYfNecgDhJyJk6eWCy5XF1xqY4G+XbCwuGvYaobxQIBDvK4i/uOafmpcq/N8Jckvdk073lNea2euYiU7vFahOiLEt4YYS8jEA0NQU/ijc9mS1XCq8pMqosY/shqiKjyek/qiLjR6lxZMHSKGZ0JCSKls5d/VkeONTFe04P8uhdvdwzmEdT5M41kCSJgaJBy4u4PtPGC2ISQJUlJNLn3DO0sX5dc+fh+CFXZ2zaQUhfzsDUFGRZQpEk+vIGjh+uem/ttD3AdrzfYvE9dz2DMEaSJIqmxkw7jQhuxzndDuyrkfjGN77BT/7kTzI0NIQkSfzVX/3VgseTJOG3f/u3GRwcxLIsHn/8cc6fP7/gOTMzM/z8z/88hUKBUqnEhz/8YVqt1g6ehUBwZ7OebYSNMJfkvZovErBrHkirTYhxnGCoClEc0/JCqrPJzMmsiNiqyWw5IZk1FLozOiM1l+6MTtZQ0t9ldeqOT9X26MkaZI1U3CVJum3VlzcYqTo8c2GKv35pjC/+cJSvvlZhsuF2tlELlsbhnhzFjIYsSUw2PVpeKvLKeWNT53F1xma65VM0Vbwwpu2FOEFIzfHpzZkc6smsem/ttLjejvdbLL6zhkJP1qDm+JAk6IpMGMUEcbzgPYqWKnzBZtlX22rtdps3vOEN/NIv/RI//dM/fcvjn/70p/mjP/oj/vzP/5yjR4/yb/7Nv+Hd7343r7zyCqaZhlF//ud/nrGxMZ5++mmCIOAXf/EX+ZVf+RU+//nP7/TpCAR3JDuxbbFa00yAr75W2ZIqsLQayAegZvv0FtRVox+rWRi0vICBvMk/3KijyhJRksx2qDc41G1StYMtcQVfqVpQliW6MxqSBLaf9kEr5wwuV1okSJTzGnEMbhAy2XSRJYnpls9Uy7slgbzSdNFVmbrjc3qoABILmstONW2oseHJeO48LlZa3KhWMVS5c5/5YUxXRufeQRVLU5lu+yveWzvdkX473m/x1rKExOGedPtzouliaQqKlEaS5hYMA0WDr52bEmX+s+wrcfSe97yH97znPUs+liQJf/iHf8hv/dZv8VM/9VMA/Lf/9t/o7+/nr/7qr/jZn/1ZXn31Vb785S/z/PPP86Y3vQmAP/7jP+bHf/zH+Y//8T8yNDS0Y+ciENyp7FRO0HJNMytNb8vKpjtJ5TNNCsCXXxpnuDvtNK+ryrLeRKtNiLIskzMVxhsOiiLTk9WRgKvTLS5WWjx0qLRlE/RyQvINB0q8+75+xuvegt//6Kl+JCktu79Rs9EVmWPlHHU7YLrtLZlg/spYg0rT401HujqP5WavfZIkOG7639embY4PbNzH6cxwga+8OkHV8clqKvps2xRNlbk67aAq0prurZ3uSL/V77eU+C5aOmcOFLgyZXN+MnUiD+OY4+U8A0VjWyoj9zP7ShytxOXLlxkfH+fxxx/v/K5YLPLWt76VZ599lp/92Z/l2WefpVQqdYQRwOOPP44syzz33HP8k3/yT255Xc/z8Dyv83Oj0QAgCAKCYGNh/znm/n6zr3MnI8Zw8+z0GGY1GMrrXJ5uYXVnkJgXNSGh0rA52pMjq23NMeV0iZyeRqmCIODstRkatsPh7kz6zklERoXDXQbXZmzOXpvhbSd7V52gK02PZ85P0XB9yrMRnIIu88Pr03zr9Ql68xqGqqApMkNFi3uGCgu2jboshUePd/HqaIPRusN0FKMpMke7TJpeCHHIO+7q4XrNpmoHRFFMwUi32rpMhZIpb9k1S4+lRN3J4oUJhip1knXv6rVu+T1A3Qk6v0sS+NuXx+nLahBHLI7/lAyZ82MOUVggUW+Oa90JuFa1qbc8HlLh6VdGuTpt3zJWayFJElq2x9FuAzfU6cpoqLKEOSuEJpour4wE/ONT5TXdWyuNyXZ8Vjb7fos/x6f6M0w1bK5ONSjnTAxNRiWhYEo8fKTEQ4e7GCyaFEyVZ85Pb8lnYq+znut224ij8fFxAPr7+xf8vr+/v/PY+Pg4fX19Cx5XVZXu7u7OcxbzqU99ik984hO3/P6pp54ik8lsxaHz9NNPb8nr3MmIMdw8Oz2GZcCpLf37Vg3+5uLef29j9m+Ye63RH3J07sHmzee1puD5FV6zMO+/21NpMmh59ufjkP5iLtihAKPX+JvRF9d2kDvE3DnYSzxWAt5VAEbHFjyuMXt+szPRUOs8rdbKY7UaD+vAXAFfDKQ7nhyf1Vrti1e39d7abeZ/juffn3NL/LkZ8PIMXJ73d7v5edwpbHupu3NpbhtxtF18/OMf58knn+z83Gg0OHjwIE888QSFQmGFv1ydIAh4+umnede73oWmiY7iG0GM4ebZrTGsNL1O1CSYjZosFWHZSiYaHk+9PMZQyUJZYhUcJQmjNYcn7hukv7D8MdRsny+/NE7B1MjoCkkc4Vz5AZeN44w3fQqGhhPFvPFgF1lDISFtnXG0J7fqCnyjx7gb4znH4vFYTNsL+f71GuWczt2zPkMvjTaYbHqUMxozbZe36COYRx5AkpU1j9V85o9byw25Vr0ZcVMUmS5TQ1Hh/Q8dWvHa7leW+xwnSbIgyjcXjZpjqz4T+4G5nZ+1cNuIo4GBAQAmJiYYHBzs/H5iYoIHHnig85zJyckFfxeGITMzM52/X4xhGBjGrTeEpmlbNpFs5WvdqYgx3Dw7PYZD3RqDXdkdbYKZNRM0TcOLpCXznTwvRNM0sqa+4lhERPiJhGnoSPLN4512IvKWmZa8+x4BEpKiIgHlQpbRpk87gK7s8q+9kWOcbLg8c7F6S87IpRmHaSdakDOyFb3aFr9GT95iuDuf5riY+i0J5hXb5YFDPQRxzNWqR1ZXmWpF6KrKeDskr6ffsbKsIinqmsdquXEr5SyKWTNN+o5jNFkGEppeuOq13Q8sdQ3nWOpzXNaX98Laqs/EfmA9x3/biKOjR48yMDDAV77ylY4YajQaPPfcc3zkIx8B4JFHHqFWq/HCCy/wxje+EYC///u/J45j3vrWt+7WoQsEdyxr6ZW2layn0e1KLJdUHsUxmirjh3HHH2iOtVbhFS2VoqlzvtLgWG+OnHGz+m2pY1xP+4lK09t0r7bl+r0NFI0VK64ePdELwEsjDV4dq1Npu/TmDAaLGQ536TB68z02UrG41LXNmTeTvq9Mt7ekwm+3WW78T/VvLM1jqz4Ttxv7Shy1Wi0uXLjQ+fny5cu8+OKLdHd3c+jQIX7t136Nf/fv/h0nTpzolPIPDQ3xvve9D4B77rmHH/uxH+OXf/mX+ZM/+ROCIOBjH/sYP/uzPysq1QSCO4CtKptePKHMocgyfhBR90IGCmbHBwjWVoU3N/HdqNlcnrJ5faLF4e4Mx8s5oiRhvO7RndW4byjfOca1+kadn2jx4vXapiqS1tIPbnF12+KKq3fmDY72ZkCS6Mpo6ZZfFC3IRdpIxeJOl+DvBiuOf8NmI5ted8K4bYR9JY6+973v8c53vrPz81wu0Ic+9CH+7M/+jN/4jd+g3W7zK7/yK9RqNR599FG+/OUvdzyOAP7H//gffOxjH+Mf/+N/jCzLvP/97+eP/uiPdvxcBALB7rAVZdO3TCizWz9ZTeH8lM2BLiut/Fkh4jPHza7pDs9fniGIY4ZLFr05nQuTbV6faPKD6zWKlkZvTsfUJF4ebabCp2CuyTeq0nI5O1LfVHPTtUSoxusej93dS90JV7QxONKb5Z6BAhcrTco545b32Wi0YqdL8HeS1cb/6lSDMhvzirqdx22j7Ctx9Nhjj6144SVJ4pOf/CSf/OQnl31Od3e3MHwUCO5wlvNAWs/qeMGEMutzVMxoHOqWyJsqmiITxcmKK/BOpKja5pWxBjU74ERfnp5sTHfW4GS/RN3xuVGLGCqaPHKsBz9KFkR71uIbFcUJUy2PgcLGm5uuNUJVd8JVt0qXE5e2HzHZ3ly0Yiuu7V5ktfEv50yopfYIK+UYLcftOm4bZV+JI4FAINgqNpPvNBftiRN44GCR04NZnv36S/w/bzxAjMzLo81VV+ALuqbrKjIyfXmD8YbT6Zp+bcYhThLu6S/ghDFemJAzF0Z7Hru7d9Wckd6sSc3xN+VKvtXO5kuJy4YbbEm0Yqdz2XaC1cbf0GQ8wAs33vLjdhy3jSLEkUAg2DfMr9LRlVQE+FGyo6vcpRJih/LphFLKpBU9fQVzxRX4Ul3ToySmZBgUTI2Jpsu5iSZtL6Rk6WiKTNMLCeJUeCyO1KyWM3LmQJHnLk9vypV8O5zN56IVU40s3/7aSzxyrIesZXQa1t6pUYulWG38vSCefZ4Ys61AiCOBQLAvmKg7PHd5hutVh6YT0PJCAHrzOj1ZY0f6QC2XEHt5ukWZ1GtoqFtbdQV+S9f0Tsf7NDJQsnSmWj5JElPK6KtWvw0UV84ZKecNblSdTVUkbVdVkyRJBFEa7Xj20jR+Iu2rvl5bYY2wFlYb/0rLpQwdB3PB5hDiSCAQ7HleGa3zhe/dYKzuAFBt+0gSFC0dWZLozhib6gO1lglupYRYqzuDU4NXRxsMdmVXnRyX6prendUZb7gYqoymzkZOkNZc/bZazshmK5K2q6ppsuHyzPkpDKBgapiGvm/6ei1XVr8dom7V8bd0qCGibVuEEEcCgWBPM1F3+ML3bnBtxuZIj8V4Pe0HocgSQRhTbftUWh5nhgpcnbFXrbpazFonuBUTYmf7w43WnRWTmue4pWu6JHG4O0PTCZlseViqjKWlfdkuT6+9+m2liFVfweQdJ3s70bc4TihZ2rpyfDZa1bSc+JwTnA3XpwxkdAVJltZVRbdbrGZrsB2ibqXxP9Wf4fmxLX27OxohjgQCwZ4lSRKeu1RltO5wtCf1xmn5AUVLR1Uk6m6AGsVMt3xsP15T1dV81jPBrZYQCxBE8ZoSkpfaIinNRl6uTtu8PtmkK6MzUDRQ5LVXv612ri+PNqnZPnESI892ar9vKL+uSXy9VU0riU9NkRmp2Z1Kq/mstYpuN1iP8eZWi7rlxj8Mwy19nzsdIY4EAsGepWYHXK+2yWgKuqrgBBFRkqAqEpIkkdFU3CDE9hWCOKZgamuumFrrBPdYTqfuhNTtgDBKcIKQnLF0Xoe2joTkA10WFystXhlrcKjbIk4k2n6IKsPDR7t589FuhksZ/DBaU/XbSiwWgf0FCzeImGg6fP31aN1RjrVWNa0mPu8dyuNHMYamdhqjzmcjTtk7wVptDbZL1Imqsu1HiCOBQLBn8cKYmARLU/GjGEWWUCSJMErQVAlNlmiGMRKgyfIteTgr5RKtZYJ7bbxOywtmG3dGXJ+xuVhp85YjJUqZm+aFCWlC8VDRWjUheX4kxfZDrs3Y/OBaFQkwdYWerMHB7ix9ebMzAa5W/bYSuxXlWMv7Xpq00WW5U2m1mI1UwG3Fca821lttayDYewhxJBAI9iyGKlM0NZpmSNUJ6Mvp5E2NatujpOj4Uer905szyOgyV2fsTh7OarlEq01wXhDzylgTN0g4Xs5iqAZhlPD8lRmeenmCR0/0diIwlYZNGbhnaOVtrsWRFEOVGa05eEFM3lQ5PVRkqGgy1fb42rlKJ6KzmUjBbkU51vK+NcejlNGZrLcpL/r73ejrtdb8s+2wNRDsLcSVEwgEe5ZSRuNAVxZTU8hoCpMtn6KloisKlabLWMOlO6NzoMvi6ozdycOpNFNxcbHSpGBqHChlKJgaFytNvnauwuRsVdjcBLeYJEm4UGkSRjFHezMEUczLYw2uVx0yuspU2+fvz03y6liDhhtwtCcHkPYJW4bFkZSMoXBuvMlIzUFVJCabLs9fmeHiVJuSpVN3fF4aaazYFSBJEqptn/G6S7XtL/nctUQ5/DXmSq2HtbxvECccK+comKkos/3UzbvthVyZbu9oX6854brSPTPHXM7YZNO9ZcznRN1wKXPHNWvdCtZyT+8EInIkEAj2LPPLl8HGUGVaboSpydRdyBsKx/oyyLLE8e6bnj5ffa2yei7RCs7SLS/k6ozN4e4sYZzw8kiDdhBSNDWKpkbJUhmpuUjAW4/2cKTb4G8urnwuiyMpIzWHl0cbJMyWsKsKbT/kWtWm5UYcK2dXjOjs9SjHWt93uGTRbSk8P546ZE854Y739Vrv1qNo1ro97KQ1wmoIcSQQCPY088uXr8+0mGh6FCyFt50o89ChEqWssSA3pNr219wDbLkJ7tJUC02ROV7OcG3Gph2E9OVu5uTkLZ3eKCZK4EbV4Uj36v3Q50dSEhKuTLVpugHlQvq3qiohhxJdlk47CJlseJSy6pIRnfVU2ZUyGkNFi5dG6wwWTXRFIWsonVL69WxdrcfwcD2mkTk9fezHTg8Qoex4X6/5whUpFcdBFKMpMllDWXLr8U5o1rpTBpewO9YIKyHEkUAg2PP0FUzuSxJaXkDLj4njhChOGK17dOeMBZGV9STLLucsfaJcwNJUohhm2j5Fc+GkEIQxmqIwUDRmhVZ21XOYH0mpOQGvjzdxgoixmouqpK7QpqagKjJFRWai4ZC3crdEdNYb5ag0PRpuwJWpNmdH6nRZGv0Fi76CgRdGa45yrHdVvzi6Us4ZRAm03ICaEzBQNG9537n2KzvN3D3jhREXK22m2x5hHKPKMj1ZgwNd5pJbj7vdrHW+eFG4dXt4M+xkFGc3rRGWQ4gjgUCw55lsuHz99Snqjs+BkrXiqnJN2zmyjOOHjNfT3KPH7u6l7oSdCa5oqXzt3BQ/uD5DEMYUzXkTdpJQc3wGixm6szojNWdNzT7nIin/cKPGSNWm5QUUTA03iFBnI15FSyeOYyxVoeoE9GbNWyI660mwDqK4sxp/6HCJibrPeNPltYkGIzWVt50o8+iJ3lUnu42u6ueiK8+cn+J7V6tMtz1IoCdncKg7s+qY7RSGmlbMXZioEcZx2s9O1QjCmLG6TaXpcrA7s+TW426V1d8iXqSEAjdb2Gz2tXcyirPb1ghLIcSRQCDYUywO5RctdV2rytW2cy5NtYGEb56vEMTJghXxQPHmF35qyNjm9YkWpiaTM9PJsub4ZA2Nwz0WXhDP5uusvpqVJIn7hvJ883yFyaZLxlBRZQk/Sqi7YfqzIjFaczE1mbyhcuZAcdUy8iRJaHsRQRyjyTKmlvZoc4OIV8eaC8ZtoGhxl5fDDyPG6y7FjLZiEvnc6691/IFboigAQRzTlzc40Z8jZ2goMp2k+cfuLtNlLW+suRMULRUvjJhsepzqzyHN9rAzNIU+xeC1iRZ9BYOitTemzCXFi5c6xz9zforH7lE3LF52I4qzF60R9saVFggEApYO5RdNnRs1m+GStfyqsmpzZaqNpasYqsx9Q/llconajFZtBksWRUtfcUXcVzD58TMD1Byfc+NN3DBCUxQGixkO91gUTI0r022Ol/NrbvapqwrlvI4qF3h9sknNDsibKllDQZElSGC67XGgK8PbT5Y50Z+79TWU1OdpvOEAElMtj5m2TxilzWkzWro9d33G5vxkg/5lVuO9eYPR6urtTta6qj8/0eJG1Vlw7YaKFg03oOEE3DO4cAstq6udifbR46U1jd9WMl+EO36Irkj05Q0mZ7dR9dlGwHU3oD+f5rXVnXDXzReXEy8ZXcEGGq6/KfGyG1GcvWiNIMSRQCDYEywXyj9faXB5yqY3py/5xemFES/PltSburIgEjRe927mEskykDBYsjgzXFzTiri/aPFzbznEX58dp2oHDBQNurM6XhBvqNTcC2MMTeGNh3Mc6LJ4aaSBF0eUMzqJlDpkj9cd7hsq8CN39d4S9To/0eKHN2pcmGgyVncIogRNlTnck6Ena1CzPb57pY6lKdhBxGjN4XhvnsO9GWw/4upUm4YbIMugyDJJAg8eLq04ya1lVX95usXXX68AyYJr99JonStTbR46XFolOX71nK2NsFxC8WIR7gYx16sOd/XmqXsBM22fphugKjIDBZODpQxNP9gTpo4riReAcm5z4mU3ojjrSd7fKYQ4EggE62arq1iWWg0nSUKSQHdG52WvwfmJFm85pneavALUHZ8fXKtRtX3uHy7SkzMWRILecbKXBw+VOtGBb56vULT0da2I+4sW771/sDOZjtScW6qSgiBY03nOrZC9MGa4K0PWULk6Y89GfiLiOOFgV5Z3nOxbsC0y2XD51oUpvvF6haYXYigyDTfECSJyusLlSpuurM943UNTpDSSlUhkdY0LlQYvjlSx3bT1Sk5XKGUMLF2i6QU8f7lKX97svN/ia6vPJosvt6p3/JCppo+clxZEh7KGymDR5OxInYm6z0DRWnDtYP5Eu/VeNsslFA8Ujc69NifkptseZ28EXJxq8dChLo735jrblFlDwfYjvGhvmDquJl4MTcafzZ/bCLsRxdmL1ghCHAkEgnWxHVUsi1fDNdvviIYgjPDCiBeuVhnusjjQlSbypuXwNpNNj3sHU38jSZLI6Aq9OYNLUy2eu6Tw3vv7abgw2Qypu0Farr0EcxO1G0RU2/4C4be4KklX0i9pP0oN67JrXNAuXiGXMjpFS6PtRfhRxFjd5fRQccF22mTD5avnJnnhao04SThZztH0Qy5WWnhBnCYNNzyk6bTa6/7hAgVTp+2HGKrM5SmP6VaArkoc780SJhJVx2OimXD/cJEgijoRs0rT4+xInQuTLWw/IqMr3FXOktVVJpvukqv6qzM2AId6MrdMXrqi0GVpjDdd7vJy5BZNtjcn2q2d9JaLQl6YbPDN8x4FS+P0PDfzct7gRF+eV8YaXJuxuf9AEUlSO+e4G5GL5VhNvNzMg9uYeNmtKM5es0YQ4kgg2GfspPfIYtZTxbKe45y/Gq7Zac7EfNNFWZb4hxt1vnl+isfu7qUvbzHd9jg/2aQ/b3B4dmKeL6psL+TVsSYvj9YoZnSiOOHcRIumE3KyP08ps3DLwQ0ivCDi+Ssz1J1gSeHXldWZbLi8eL2+MLcmv7bti+VWyJIEdSdIt/zmJWHPRdQm6i6qDMW8iazI+GFMGMdIEuRMjX5NYqTuokgSo3UPU1MJ4xhZkoniVEgmSPgxKDJICen/SSzIGfrm+QrnJlrESYIkJSSJxMVKm6GiSc5QFxyzE4Rcm7aJ4oScoS4ZycgaCv0Fi9cmGvhhBPMm8/kT7Uo5W+u931dKKC7nTV64VkNTZOYHsSQkjvRmmGp5vD7ZZLBodqKQe83UcSXxAlBpuRzrK21YvOxmFGe3rRHmI8SRQLCP2E0H2fVUsVSa3rqOc2417PipM/UtpouGxqn+PEmScG68hR8muGFM0VI50ZcnAUaqNpcqbewwSgUVcGXGxg0iDnZleOBgiaY7G3EJY84MFzsCKUkSLlZaNN0QVZHpX0b4AUuKw8vTLcqsrYx6PSvkuYhaMaMxUnfQVBmShGo7IE4kcoZKEMU0Y7CDGMMPsf2IthswWEyPb6hk0vIC/DCh7nhkdY1SRsfUFaptn4Yb4oUhz1yY4vvXaliaRFfGQFNlgjCmanucn2zx5iNdHOzKMlp3uDLdptL0Zq+/wkjNJU7g7oEcReumUJQkib6CwUhNnbVNUNY10W7kfl8pJyeMEzKaQtMLaHvRgkhW0dJ58FCJ789u0zphtGrkYjcWKsuKFz/1OSpYmxcvuxnF2S1rhMUIcSQQ7BN220F2PVVLL16vres451bDZ0dqTLcWmS7O+god7M5ytNdisunx6F29NN2A0arNK2N1JElioukSxgknyqlx4vWZNiRwsj9H0wm5MNlmoGhQd3xuVNNWJA8d6sILYyYaDk0vpGBpHF1G+J29UQeJJcWh1Z3BqcEro3VMXcOPkhUny7WukOciaiVLR5VTsZIAbhhRsDRark/bi9BUGU2WMHUViYSJpkeSgKbKKLJEEKU5PZam0pXRCeKYStOl4YQEYYypybhRgirDQMGC2eMwNIWBgsX1qs2FyRY/+YZBDrYyfP31CuU8HO7OpI7fSXV2my/i/oPFjkBKkgQvjHjbiTLFjMZozVlyol0qZ2uj9/tKOTmaLGNpKk6QOmAvxlAV7hss8OiJ3k7l43LXcDcXKkuKl1mfo0fvWt23aq3vsVeiOLuBEEcCwT5gLzjIukFEzQ7QFJmENGIwP8HW1BQqLZezI/V1H+fcavhipcVks87h7gxxktziK5TRNVQlIIgTLk61CWLwo5junE5Qi4liuDZj018wmGx5lPMmSSLRcEOuzNgMtyxkSUKVZS5PtclbKiVLZ6CQIYxZ0S7gQqUJSAwUlhCHs+PwjfNTXJx2UBV5TQ7Sq62Q5yJqigw9WYOxuk1WV4mThO6MynTTwwsjTFUmb2j4YYRMgi6nlW+hC4e6TSxdIU4SHD/iXLNJzlLJ6ioFUyVKEppexGjN5r6hIm4YE8UJiixhqjJIEr05g9GaQ6XhMVr3gIR75yVfn+zP44UxN6oOhqbw0OESXhB3okOPnuilvI6JdjP3+0o5OVlDIWcqzMx4qPLCv5u/zXek99btqvns9kIFbhUvChHf/tpLq/pWrYe9EsXZDYQ4Egj2AbvtIDvZcHn+cpVzE00uTbXI6Co9WYPDPVYnSuAGaUf1qZa3tIBY5Tj7CibvOFnm6nSbuhui+CGqLHd8hYqWTtsL0WSJS5UWDSfgLUdKvDTSpNJ0iWMoWSo1J+TCZAtFkihlVK5N2zhBiCJLFCwNQ5GRpISWG3FmuMQbDpRwg4jKS+6K5cu2HwFSpzda24s6/bfCIECbHafjfQX6CyYzbZ8fXJ/h6nSbHz8zQH/RWve4z88vOdRt0nACZmyPJE4IJYAES1fQVJmMrmIHIXEsoSgSWUPF8UMqTZ/erE4CTLd92kGEpkoEYYShKRzNG/TkDS5UWrw23qRgacRJKo7ypkY5Z6SBJAmabrTkfVjK6JwZLmKoMqN1h/yESimj3bINs9Z7cz33eymj3WIaulJOjqkpDBYtKi0PWZLWnU8TxzHfuTTNjarD0d4MmdlFwm60upgvXtZaMSlYG0IcCQT7gN10kJ1bJddsj6FiOulbqsxY3abhBJw5UKBgakw2XXqzJjXH3/BxnujP8c5Tfbw8UmegaKKrSidCNbey789b1O10xZ41VM4ckHhtTGai4aWiSgZVVlKhZIe4URpBmNv6MDSFLkun5Tk07HB2cmXV8uWMrgASk02HSjO42X9Lkmm7Hu/MQjlvAhIvjzVmK+1iXp9oUXN8fu4th9YtkOYiapWWy2jNpTevo8gw1fS4PuMgSRJ3l/MMlCwMVcYNQi5Otai2A3RZIlRlipZOKaNjqDJTLY8gjLg6E5AzVA51Z1AVGYk0P3ui4VK0VAqGRhAnVG0f2w3RVJly3iBvKsveh6WMzkOHushXmrzjZJmDXZl1b8MkSVr9d72aCp+loiBJkhDOivBXxxo4s35Oi8v1l0soPtCd4fTQIg+sNebTTDZcvnNxhqdenUBTJKbb3oJFwm61uhBsPUIcCQT7gN1ykJ2/vXG0N0d3Nkh/9tJKsqrjc268RW8+nYDPHCjy3OXpDR+nJEmcGS4y3fJntywU4hjcIOys7I/1ZXju8s0oT9HSecvREkgJY3WXcl6n5YZossyr4016shq2H9KVNTA1mSRJqHshh7sz1ByvE31YrXz5rnKeuuPzldcq85KWtTT3qWZDFuIk5tJUCzuIOpV2piZzbrzJX58d5733D25ou0WTZSabXqc3WXfOoGCqNP2I4W4TbfbesIOYQ10ZuqyIroxGGCfpeLYDzk80sP000pXRVE4fKNKXN6jbaVParKHihCFtP8LQ0lYmGRQmGi6GJvPEvf30FcyVy8jDND/qYFdmQ8Lgm69PMdr0U1fyiTRBfn6S91w14njNYarlcX6iRc7UODOc50Aps2Br6xYT0EUC6J7B9SVTzy0SrlfbaLJEf94kipMFi4Q51/WdbnUh2HqEOBII9gG75T2yeHujNLvtMFcuH8cwWnc4PVzg4WM9lPMGN6rOkscZJzFXp9sMd2VmDR6TZZOVV6qU0RQZXaktmKAlSebUQJ4gTJhppc/vK5i8Ot5kounRldHpzem4QdoOIqup3FXOd1yP11q+/K0L00gkSFKad0UCUZwQz3oYzrR8chlpwXZQztRww4iqHSzYbllLpdP83JY3He5a0NXeUmUuT9u8PNrsPL9gpltKsZ7gBBGHe3IMdVkMlUxqbZ+CZVMyNRRFpjx7jkkGLky1yZkKsmwhy9B2gzQpO0m37bozOmcOpE7a23EfzlW+vTxWp5gxGSxYNOxgQZJ3kpBaPPgBXhil+WeqRBxHXJy0yegqRUvvbG2N171bGgrPH+P15NPMXyQc680x0w4I4wRTU+hXTSaaLlenHc4c0Hal1YVg6xHiSCDYB+yW98hS23nzjQvdMKLScnnzke5ORGSp45xsOpwdaRKEETEJXzobrpisvFKlTJIkS07QRUvn9HCe716J0BUJWU7oyemokkTGUHD8CFVJGCiYHO7OoCnyAtfjtYiyth/ylqM9VGb7mTXdgChOOmKg7gb0FheaIQZhjKYoDBSNznZLEMWrVjotl5RctDSGSgkvjTaI4piejIYky/TmdMzZrbOxukfR0jjUbSIh0fIjwiRmuGgx3nQ5WMqkydZAHDObwB1xz0CBjK4w1nCJ4picrjJQsNA1mYKlbct9mCQJ37k4jQJUmj4jdR91Vlx0ZzVu1Bx0VUZXZaqOjyZDRldpehFZXcHSFRpO0BEnC9uSbE0vtPmLhIyu0J3VGW+4GKqcLhosnem2R8sNmWp5e8YwUrBxhDgSCPYJu+E9stx2niRJ5EwVyYPS7FbCcsd5ZbrNlak2uirz4KEu+gvmmip7llvZrzRBV+2ANx0u8cDBLvKmypGeGcbqDn15kzBOOu0ggE7T2PmT2EqibLzu4kcxB0oZBotmmpAdx6iyxOXJBniTBGGMPF8YzNoQDBYzdGd1RmppY9ZXRpurVjqt2ENLAsePqLshP3KizHTbZ6bt0/YjcqbOIBKWrjBjB2hK+vpOkDbOzesakizNOn3LhHGMHyWEcUxCgjP7e0mR6c4Z9BUNZElas4hc7314fqLFty9O8TYLLE0mr2qdhq8SMFg0uDqTmk12ZXWKlkrbDRmrO9QcGVWWMVWFKLY5Vs52DCm3cmtr/iJBkiQOd2doOiGTLY+iqaHKErYfcnnK5kC3tWcMIwUbR4gjgWAfsdPeIxvdzps7zmrb5+9fncTxI472ZjBUFVnavAXBWifoh4/18LVzFaZaXkeI2P7KUY7lRNlioZgzb359Hu7JwCh4UVounzXUjg1BRlfpyelMNFyCMObiRHtNJerLJeEnJEw2XCYaDspsu5ThUrEj1rTZBrujdYeBgkndCWajVQlDJZN7BnNM2wE120eWQFUUipbCaD3A9mP68holMxUoNdtnrObwo6f61ywi10OSJJwdqdPyQrDA1GTsWSuBgqHS8AKKlj5rRQDDpQxXp9vYQYilprlTEhINN2DG9plue+QMdcu3thZf+8Xby7YXEsQJd/VlefhYz463uhBsPUIcCQT7jJ30Hll1G8XSONBlMdHwlszpmGr5vHijhhdEVO10u6Q7q3O4O0Mpo2+qsmctE/RWRjlWEop5U8UBjvVmmGq52H6IqSkUTA1JhnPjDSZnc5+uz9jcPZCKssWWAOX8za23paJ2dcfn6rTD9arNxak2pqLw+mSLU4vaoURxgqEpvPlId+d6/d0rE5wdqdH2I8JZA8ScqXGoy6Lh+BTNGF2Z7aohpf9OkrTtyFKaZyvuw5odMNXyKM4e+9UZh9psg1xFkjBUBcdvc7ycw9IUxuvp2B4sZYjitF1M0dLIGSpTbZ/xmsfBLmvLc/CWuvZz28stL+TSVIsT5QI/cf8AsixyjW4HhDgSCAQrspzA6M0ZJAk8d3l6ybyZyYbL11+vMN5wOdSdwVTTMvDxhkvTCTk9XCBvaktuf6y1LcP8CXq5v9mqKMdKQrHSsCkDDxwo8d2rdaZaProqM9FwsHQNS1cYKlr0FXRevF5HkVtEcUzVDm9aAsgyXZaOpqZbXv0FY8GE3HADzt5IE5KzuowqSxSsm73oTg8XOgJpLnJiakqnH5wfxbT9GFWO02tH6nt0fcZGlSUeu7tMzQ6ZarkkJGR0laFSlnI+FQDbUZruhem2ZM5QIIFq28PUDVRFIowSmo5PzQ156FAXPVmdF6/XOFCykGSZvryB44fUbZ8wSejN6lRtj9fGmgyUtnZra6VrP9XyONid5eHj3UIY3UYIcSQQCFZlscBoOAE/uFalMdvlfnHezDtO9vLyaBPHD+nLGyiShCxLmLKCocpMtjyuztgc783esv2xkbYMq/3NVkXblhOK3RkDalBzQ7pzBk0v5NpMm7YX0Z3ReOhwF/cfKKIqMqM1l8mmw0jVoSurdiwBgjDmerWNLEk0nICBotmZkC9Pt5lq+jQ9ny5Lp+4F9GQNLF2mP2cw2U5L3OcauN5s6Koy0/L45vkp2l7IYyd7uV51O4IsqyskEXhRSMsNGGs4NN0QXVbozcoc6rbImxo3ammPumrb39Lt3LnoWBDFIM8WyAEk6b/jJEEhtTI4Vs6hKjI1J6AkSViawkDR5OqMDVHa+qPthwx3ZXjbia1poTGfvdY1XrC9CHEkEOwBdqOB5XqZExhJkvDKaIOGGyybN/PcpSp1x+dQT9qWY6xu06+aIElIkkTR1Jhu+aiyxJnhmx3EN9KWYbW/ecfJXnRV2bKxXSwUdUXi+1emaAP12d8d7s4QxgkkMXUnZGK25UbWUOjJGVyqtHHDkCO93RizOUVzFVkS8Opog7yZJha/42Qvz12e4Yc36miyhBPGDBQs7h0ocHXaYbLlYWkK002fStOj7YcUMzoDRYOvnZvi/GSDF6/XyBoaYQyHui2OlbOdrbzxmsP/7wc3uDjZJgKSJEaSZEbqDpNNnzcf7cILIp6/MkPdCba0j1gpo1HMaMy0fChAKWNQcyOcIEnzoVSFN/QVSEjIGSr3Duap2QFtP6LpBqiKzIMHS5RzqVmkG0a88+4y3bmta6Exnzu939idhBBHAsEus5sNLDfCWlo7XK+2iZN0MjncY9FwAiaaLiVLR1PlTjL30XK2s/2xkX5acwm943WHgaJJAsjyzb95abTB5797jZ6sThAnWza28yNR1bbPWM2lADhBSH8+Q9uP0nYlhknejKm0Pc5NtHnLUX12OzIhiBJsP8KY3W5Mq7MkNEXm6dcmuFa1KWU0hkoWPVmdoZLFQMGkK6MCEmGccLQsM9X0mGqn/1Rtk3sGiwwUjc5YGoqCpsioElyZblF3fO4/UKQro5OQcHm6xVTTR1VSY0NdVfGjhKYb8A83atSdoBO16d/iPmKSJHGsnENR0shhf86gJ5/mWbW9iFJG477BIk0/wNQUTg0UuTDZ4J5lqg9P9BW2PR/vTu43dichxJFAsIvshQaW62WlViZzrR3qboAuKzhBSNHSOXMgjXJMtz1CLyCKYaBg8o4TN89vI/3jzk+0+Oprk7hhzEjdQZXlTjsHSMd3xvZ5x4ky/QVjW8bWC1NhUwCKpgaShCKn/wRxknr2KApTLZe2l7Yh6cqm9gdBFDPd9lAVmbyh0nJTg0NNkSjnDYIo4m9fnqDl+mmbjKqNJKUCSlPTBrppgnuWA10Zfvz0AId7Mnzt3BR1x6dk6ZybbDJWd1Ek0FWFmXYasXv4WDfjdZcXrtZQZImenEaUJMTI6KpEydIYa7hcmGxxsj/P0U02PF4uOjpcsjg1kIMmOFF6b6mKzKGezAI/KlNTOtuM66k+FAg2ghBHAsEusZnO4+t9n63cBpjLE3H8EJA65eNBFHOtmrZ2aLoBeUtnsuXxliMlShmDMwdS40g/jBivu9w3XOREf67zuuvtHzc/4ftwdwZDUwjCmLG6zWTTgUSi5QcUDBVNlVHk7WkOaqgy8myHd202d8pUZfKmRtX2yaCgqzIJCUEUd7rBn+zPc+9ggTBJUCWJS1Ntml5IyVRxwhgvjLlUaeP4AWGUEEVJGpGL08jFsd4smiIzVrNxgoTH7+njSG+2IzINVeHl0QYtP6Aro9FyQ3RFpumF/OB6DTeImWjYjDdc8oaKrijIkjRr1Aky0J3VmW75ZHRlUw2PV4qOlvMGJ/sKtJrw0MESIfKCiNDlqRYDhbQ1yNw248ujTZH3I9hWhDgSCHaJjURK1stqW3apcPJnj8ent6CuKhZKGY2srvLspWkUWSaKY4Iooe74WJqKIsNdfQXKBZ3nL8/w1XNTPHysi768hQTUnYCBksWZ4eKC91pP/7g5YWn7YWf8ZEkiShIcP+bajE3bC+nJaliGiu2FdM1Wcm11c9C0zNuCJvhBjG4AkkQ5Z2C7IRNNl96sjqmmkaKqHTJYtLB0JTXSlCRabsiM7VM0VOpuwEDB4up0m4uVFrIk4QchE830OvVkdbwgNSAcKqbnLhGTzLYw8cIYL4yotUPaQUh/3iRvaFydbuMEEboCN6ouSRJjqiqqLJE302PTZJmenIGmyMiSRNtLzSXlZe6JtZgtriU6es9QgecvwnTbo1zIdiJCFystml5IGEPlJbdz/943lOfBQyWR9yPYNoQ4Egh2ifVGStbLapNSpzHnTJMC8OWXxhnuXn0FXml6VG2flhehyhE9WZ3rVYfxhoel+hzry3O0nKFo6WROqnzv6gznxlv4YYKuLr/KX4/h5JywnEt8Hp9td3Ft2sENQ3KGQtP1CeIELU64VGl3zPu2YmznI0kSbzrcxfeuw9UZm4M9MrqqdCJVkiQRJTEgEUUJd5XzPHpXLy+NNDpl4W4YYXshbgB5U8fQZJ6/0iAh7ZemyhJJw0vNJaMEJJnxuktGUxgsWZRzBm0/7PgjRXHCRMOhmEk7xWcNlcM9WSabLpcqbeJZ/6KDXRbjDYcokcjrKrYf4gQReVMlSaDtpdGajL70Pbqa2eJao6OPHi8BcLQnx2jTT69NENF0QwpWKj6XElUDRREpEmwPQhwJBLvEeiIl62W1SensSJ1XxxoMlkz6s2mlWMHUVs3HmXvdOEl45929XJtxGa3ZTLd9CqaKIsvkTZXCbEl5V1bnkWM9TDRdHr0rLa9eybNorX275oSlpasc7s7QcALOT7YIwojurIEdRPhRmoB9opyjHUSdUndJkrbcQXlurA50Zbhec7A0GVmSyVsqA0WDoZLFm492M1zKdM6/N2d0ono1JxVyQ3mLk/05Xhlr4AQRQ0UTWZZpuhGyLKetV8KIrKZh6BKnh4sMlyziBG7U7I4/Um/W5Hmn2qnimrv2/RhcrrQ41GXRnTN48FCRqhPw6niDtguaqmB7IW1DwQ8ivDDiVH+eROKWRsFraTS71uho3ckC8LaTvbSD9N5//soMqiJvOtfpTmQ/VL/udYQ4Egh2iY225lgLK/blIp18xuoO9x8oktEkbCCjKxwx9RUnnvmvmzVUihmd7qyGF8aU8wayBE4Q0/YicrOCz9JVVEWmmNFX3cJaq5fMfGFZyugcK+e4Ot0mkdOcmjhO6MroFDMqOSN9/5m2T9uLyBrKljkoz01CbTfd8vrFHznM187P8P1rVeq2j61KyJJJ0UrdwOef//yy8DkxMN5wUeTU5yhrqEQxSFKCG8ZktNlolK5hewHFjNWJhE23PFw/ms0DMzhzoMgzFyqMzPaV01SZmh1wfrJJa7ZCbqrlc3Ha4fRQgZrtU2n5hElEEEVo7fS639Vf4GfffJDRmrusYL1vKL/sROwGETXHR1NkkgSyxsLcpZsRvHRPMK0E06i2fepOQP82bjnfrlSaHq9NVLel+vVOEl1CHAkEu8R2dDifY6Utu7YX0XIjLF1JvXi4+fqrTTyLX1ci7UhesDRkSUJXU3ESRDFJkrbGqDs+YZT6Aa2Fct7ggYNpRAQSynmDrqy+YBwWC8uMrtBXMMgZGlGcUHV8Tg3kiWKYaLrkTZWmG3C92iZJ6BgsLh7b9Xz5z8/nCoKAHuC7l6u4QcThniylAxo5U0ORoNLy+Nq5yi0Rufll4XN94C5PpU1Wi6bGTNtFlWVyukLeULH9iIKh0PJCdEVhqunxcsPlWtWmK6PzzPkpLk/Z3DeU5+0nyzx7aYa2H9Jqhkw2PGRJoi+nI8vy7PakTxhqPHpXL69Ptrg23YYESlmD+4eL/NjpAe4dKi441/mCdaBodJKjF0/EAM9fmeHcWJNX4wZIEkVL4+7+PMNd1qII3sIx3u4t59uZZ85PUfeiLa9+3W+WI5tFiCOBYBfZLtfdlbbsgjjGCUJMPfW/WcxKE4+uSIRRzHjdoWBqIEEQxVh62saiZGqosoztR1ybsZlu+Uw2XQYKJj+4XuPMcHHFc5r7Ar5RbVN3A2QkDnZlecvREoamLhAt84Vl1ki39MIoxgljui2De4cKSBK8MtbgtbEGVTug7aXJ0Ae6Msu+91q+/Bfnc+kZFb8K3zhfoR3AE/eW6cre/Jusoa66FTR3L3zn0jSXplpAmluEDINFE1WRuTzV5uKUTZwkjDccXp1oYHsh/QWTtxzOUrC0BTllfhQzXneRmi5JktCXNzg30cINIoaLFhlDZbLlkU9UfvLMAC/eaNCXN3ns7l6O9GY77TCWMj/0w4ivvz61ZE7bpUoLSYKGE9DyIq5Op75XYRzz/WszPHioizce6qbm+LNO3gsjeNu55bwT7EaEJZnNyG+4Pkd6C1u6FbkfLUc2ixBHAsEusx2uu0tt2c1FclpuSM0JuCtnpOXSUbTgb5ebeCYbLmdH6lyfcbg6nba5QEq9fVRZou4EjNddjvRkuTDZpOGGkCQMlSxO9GW5VGkx3fKX/SKd+wK+UU1bVTTdkLoT8M0LU/yvF65xerhIT95YIFo6wrJqkyQw0fQ42ZfncE/a2Lbu+ARhjCJLPHCgxEOHu1Bl6ZZIznq+/Bfnc9WdgIuTTY4DY3UHJ4RvnJ/m7SfL666Q6yuY/MT9g5BInK806M3qTLXSjvNuGJHVZeIkSbvX+yEkcLg7g64pXK+6lLI6R3rSiXC87vHYyTLPXZ7h/GQLVZKoOyEHShZOENH0go6/0njNQZUljvXleOzk0tdncR+7r75WWzKn7bCW4SuvTeL4MYaammRCKqxzhkrDDXnuUpVKw+WRu8pLRvC2c8t5u9mtCEvdCQAo57Z2K3KnLEf2GkIcCQRbxHpXi9u5uly8ZWeoCpMNj4mGQ9VODQUnmi61dkDJvCmClpt4JhsuXz03yUTdJWeqs9VVUWfbo5wz8Wa30mZsHz+M6csb9OZSh+yilbYdWe6LdO4L+EbVpu4EzLR8vCim7vhUGh4NL2Ta9vknDwxTyC5MHH/nqTI1O+DBwyWev1xNc2YUmTCOOTfeYqTmcrQ3x5nhYidHZ34k57Gcvq4v//l5V3Un4KWRBm7gc1wDU5OxDJUbVYcXrlZ50+GudVfIybLMw8e7ccN0S/J4X5YjcZamG/Di9Ron+3OcHipyfrJFzlRT40nS7cOr0w5nDmidifDBQyXefKSbl8fquH5M2wuJE1BkCS9MmG77KAq0vJADpQxvO7m2nmTVts/5yQamqnTyuObGzfZjojhhquUSzeYZ9eZ1Gm6I7YdYuoLtRbT8tO9cOW8QhuGK9+9WbjlvJ7sZYZnL2zK0paNpG92K3AnLkb2IEEcCwRaw3tXiTqwu57Zpvvl6ha+8NknDTb+87u4vkDUUXh5r8vXXJ3nL4RJFSJ2G27dOPEmS8K0LU6mTspRwo+rg+OlWmiqnYkEi7UjvhzFVJ+AtR/KUMmlkSprNaVrpi7RmB9yotnGDiJmWT9sLcaMIL0jL//t1nZod8I3zU/x/3jDUiY68NNLgnafKdGXTZO++vHmzAmzG5+p0m/6CwbFyjuI8sTf/WK5O2yt++ZfzBucnmwyXLPpmXbb9KBW0Fyot2kHIQFYHH1RFRpJlMoZMyw03XCGX5l2VOHujzsRsknYYJWiKxF3lAhldRVNk8kbqyA1QsnSm2x5tL8KaNxE23ZDJukcMlHNp5C1tV+KjSDIHukw0ReGdp9bWk2yy4fLN81O8eL1GTtfQtTmX7jRaF8RpvlDTCzDUNGlfU1OHaz/UCaOYGdsnq6tcnXGotn3yxq1jst8ave52hGUub8sLYtQlZvaNbkXeqflf6xZHH/rQh/jwhz/M29/+9u04HoFg37He1eJOri6TJOFq1cabreoyFBlZkegrmPQVDL57pcaFSos3ytBwgyUnnvMTLb7xeoU4SSiY6URfzhn4UVpePli0UGSJ4305Gm7A9Us2eVPvVKt1joW0tchUy2ey4S6IlM214Gg4AU0vpOUHZDSVIEp7aimyRC5OmGn7nBtv8ZZjXUsKrbktyvMTLZ45P0UYxfhRxOsTTaZbfieKBTe/1JteiBdGhLFK1fY77sxplMjn1fEGlyptplseB7syFDMaXhAx004NEoumNqdPyBka483Ua6grq625Qm5+FLHhBFyv2ozWHPww9UeSJYkojmm6AVenHRJsKi0PVZHozqaCRlNlQi8giGIkQFdkdEXietVGUxXiOMJUZZAkTFnBUE0mmy7XZxyeuHdgTav+uXt3vO6QNTQKsyaW4w2XphNyeriAJstEUUIUJ0gkxEmCG0TIkkScxNScVPyGUURyPeGrXRkeOVZa8v32U6PX3Y6wzOVtVVouGVO/JTK70a3I/Z7/tVHWLY7q9TqPP/44hw8f5hd/8Rf50Ic+xPDw8HYcm0Cw51nvanE7V5eLt+n8MOKvz47z+niT4S6LnKGlCbrzJrJ/dLybyboNdfix0wP0FjK3fKmevVGn6YWcLOeww5g4ScgaKhkUao6PHybkTJkwTsgZGiTQcoMFSbZ1x+fqtMNo3aHtBWR0mZGa2xFihipjexEXJlvUnABZgmocYAcRXZaKriqosoyhyZ0eZdYyK9ZK0+PF6zWaXkB3VidvaiiSxGitzWTD5eRAju6MAaQ+SH4QcWXK5lzQRJYlVCWNhGgy/MONBpWWiwRMtTRAYqrl0XBDplppPlO6rZUeQ2/WYLTuEScymiLRdNKtsUorXnYraH4UcbrtcXUqFTNnhvMc6Mow2XT4zqUqQRihaQoFK/3aHmu4vD7R4vSQTM7UCMIYVZZRZakzEQKM1hzODOe5OGkvaP4bhDF+GCNLEge7M6veb/Ob/PYXTJpuRM326C+YGDmDyZbH1Rmb04N5VEUiSaDhhLTcCGSI4wTXj4iS1GYhayjkTZUbNZtnzocsF7PaL41edzvCMnf9CrN2HFu1Fbmf8782w7rF0V/91V9RqVT47//9v/Pnf/7n/Nt/+295/PHH+fCHP8xP/dRPoWm31wAJBCux3tXiRleXq+UnLd6m02SJ6bZPyw0pWCo5My21TyMGcmciu2+w0On1VcrotxxTzQ6Yart0WRp+nKQNVSWJKE6QFZmsrlF1fCzdnK18S+jJGdScgKFSahpYd3zO3mjQ8nyCGI735unPmwsiZUmSULdDZuyAKI5RJAnHj2h6IY4fYOkKPVmTrK52epTNRUfmr1jni897BvId9+yspuD4MaONNiN1h4NdFlGccM9AgQuVFn6U4EcxwzkLP064UmlzodIiSRKKlkZPzqA7o1O1PTwt7dXW9kLqjo+pyRRmt4XafsDRco68qVJ3Qtp+gBtGnOgrrFr1Vs4ZTMxuf8VxxMVJG0tTqTQDLE0io2u4QZqHNVCwOFHO8dJYnfOVFqf6c9ScgJ6sSaXlUZqdCOfO60ApQ0ZXFzT/VWWZg13ZWSGTMF53V4zMLG7yG4QJdSfACWMGC+aCxO7DPVlG6w4jMw6mplDMqMy0QxpuQMZQkCVQFJlDPVnuGchzbbpJmZsVV7vBZnMA90qE5dETvbw2YW/ZVuR+zf/aLBvKOSqXyzz55JM8+eSTfP/73+dzn/scH/jAB8jlcvzCL/wC//yf/3NOnDix1ccqECxLkiRU2/6Oh97Xu1rcyOpytfykpbbpplser403yerpRzwIY4w5byJJmvXQSbeFlirnn39+iizRX7CYaLmUszo5M/XHKVoaigxtL23xkNFlrk7bvPFwF34Yc2W6TTlvcLliU7U9dFWmy9I40pshZ2qdpOizN+ogQTmv05vVeH2yhTmboxLGqS1AkkQYSkBPViejq53oyLFybsHEniRJR3zKsszh7gwTdZeXxuookkzRTA0rq20fWZZ4daJBf97kLUdKvDTSpNL2KFoaThBRtVPX76yu0l8wMXUVU1OYaLp0aQYHukwKpsbVmTZBKHNCg/6CxaHeHHlD4QfX69w7kOexu8sLyuLnWBxFbHsRM86s07gkUbU9zo03aPsRXRmDBIhiD1VWOhGgu8o5rs/YXJ6yyRgqpYzGXfMmwmrb70zYRUvvNP8NohhNkWk4Pq9PtPja65Ooirxs7ttyTX6DKMb2I6bbHooi0fJChkvpNqvtRxiqzLVph8lm6nWVM1Njy3YQcbI/z5GedFzKORNqacVVWd/5KNFW5ADulQhLOW8w2JXd0q3I/Zb/tRVsKiF7bGyMp59+mqeffhpFUfjxH/9xzp49y7333sunP/1pfv3Xf32rjlMgWJFvvj7FaNPfcXOy9a4W1/v81fKT5jqUL96m09RUCERxjB8l1ByfftXsJO/qikzDCRhrODwwVKA1tfz5GapCXyE1Hqy0fYqWStsLmW6nE56pyvTlTa5O2xQzOj9yVy8AL400OD/Z5GKlSVZXKGZ0Bgsmqix3WlH05U0uVJqAxNFy2vvres3BCyJkRUJTZYwkIU4gThJsPySrq1RaHl4Qc23a5sJkC1VODSgzusp026Mvn173oqWRM1UMVUGRIAgTvDBmsGRxqDvDdy5NUzQ1CpbG0XKWq1NtJhoeY3UHVUpTybuyGtm53mJSanrZ9ALypspPvGGQ712pUmu74MKpwTxT7YDnLqfbYIYm862L01yZdm65HxdHEWdsj+szdpqnA8QxTDY9CpaWVrwloCkyJwdy1OyQ6bZHlCTkDZV/dLzMQ0dKC9qTwNIT9lwuWM32eO5ylZyh0J83sXR1ydy35Zr8GpqSis+mSymjM1yy8MKYhw6V+NbFac4MFzk1kOfF6zVeGWukYyrL5Ax5NrJ1s3pQV2V8YKTmoKrajuYVbUUO4FzUqa9gcHW6zeXpNv27GGHZqq3IxdG0x+7upe6Eez7/aytYtzgKgoD/+3//L5/73Od46qmnuP/++/m1X/s1fu7nfo5CIXVF/cu//Et+6Zd+aU+Lo8985jP8h//wHxgfH+cNb3gDf/zHf8xb3vKW3T4swTqpND0ALk+3Ot28d9KcbL2rxfU8fy35Sc9dnqFm+7ds02mynFYISTKJF6LI8oJ8k5YXUHcD7hkqdDqir3Z+9w0VuFa1mZnto5YkCc0oZqBoktUVhrsWCtJ35g2GSxaVpkuSSNhemhitKu1OdVPe1LD9CJCI4tky9qPdnJto0fJCNEUmqyvYQdrywg0iwiRhsu6lztRxQimjM5A36S/qjFRtrk7ZdGfSfmZtL8ILY+7pz4MkYXshfhRzZrhIGCdYukKl6fL8lRq2HxLORkKcIEICnCBipObgRQnlnEHWSLfU3HaELEsc6MrQXzA5e22G1kU4P9Hk8rSLrso8eKgr7YW2zP04P4pYd3xeH2/R8gJKpk5OVwiimNGagxfE9GQNMrqS5kNlDA52Zzru424Q8xNvGFyy0my5LREnCPnulRoSCW863E1u1g5gqdy3pZr8Gqqc3m+zYrHthTScgNPDJSxd7ZxX1lB5x91lTg3kefbSFKaqULDS6FWmI9J8LozXuIfU3fnsaGvHFjdbkQO4OOrkBek9NxI5GJq8byMsK0XT7oSGv+sWR4ODg8RxzD/7Z/+M7373uzzwwAO3POed73wnpVJpCw5ve/iLv/gLnnzySf7kT/6Et771rfzhH/4h7373uzl37hx9fX27fXiCRSyXC5AkCa+ONgA41J1BVtLbeSfNyda7H7+e51fb/qr5SderDnES01+wFjyeNRS6szpjNQdVkTjRn6M+G20IXJ+GE3JqIM+Pnx6gO7P818D84605Psd7sxzpydJyg3TbydJ4y6KGqvP/VpJguuXPKyNfmBR+rJyd7fgu0fICwjhmsJSWhI/UXBpuQBBFFBKNUwNFEtK2GqM1G11TOFI0CaOEiaZDywu5byjPjZrLy6N1BgoGQRynrUtMDVmCupNGjQBsL8INYsbqDkGUMFi0CGQJ2w9xg4gkSdBQ0FUl9YbyIg71ZFAkcPyIg11W55zfdrKXv7kIw8UMiaRwz0C+s4223P04F0V0gpCr0w5hHDFUsKg5ARZppKpgaXhBzIWJBod6MgyWMh17hKyuUGnGnOjLrxgl6NgCjNQZb7ioskQYJ+iKxOmjPbf87eLcN282cTvSoWRpVJoeky2XoqmjKzJRkjDZ9DjWm0ur1ZSF0VEJif6iyfFygbG6jSKlEUFNlqnZfnpcVZt7uuB4Xw4/knZscbPZCrPlok4TDQdNUXjz0a4lPxt7nTvREXsx6xZHf/AHf8A//af/FNNcfmBKpRKXL1/e1IFtJ//pP/0nfvmXf5lf/MVfBOBP/uRP+NKXvsR//a//lX/1r/7VLh+dYD4rrV40RWa07lCAjpfOHDtpTrbe/fi1Pn8t+UlxnCDPeujM36aTJInD3Rmmmh5V28fSFIaHLGbaBuN1j3sHNd5zeoD+okUQBOs6v7nrcP+BrhVXw0mSrFBGLjPZTEXMu+7pR5IlXh6po0gSQRiTNTRO9qs4fsREw2OwZHLPQI7vX6vjBRGqolCwFBRZRpGhXzWZaLpcr7qcHsrzg2s1Xh1vUs4ZKFIaKXNmy8ltL+R7V6v4YcSVqRYNN+RUfw5DkxlruMgSDBZMrtccDAmCMCJnarT9kJGaQxTHHOrO8taj3UBqiDjXeNb2w04ezXyWuh/nonIvjdSYarl0ZQzyZoITRFSaLnU3RJPTvx2terT8iFJGY6rlkSSkUaasseJWzfzPjxdGQELJMhgsGem4LXPt5ue+NZyAy1Nt3LCJIqdbk0EUE0UemiITxwkDBZO3n7y5Dbc4OiohcbjHom77XJ62OV7OYqgSr1xvcqNq059LP59eEJO19B1b3GymwmylqNPR3hxXpttMNnzuGyruK2G0235Ne4V1i6MPfOAD23EcO4bv+7zwwgt8/OMf7/xOlmUef/xxnn322Vue73kenud1fm400khFEASrTiqrMff3m32d25VK0+OZ81M0XJ9yzkx7awUxlyZrTDVsTg3mCMN07JI4uuXvDSUhCNKO6Tl9ez/EXZbCo8dL1J0sXphgqFLH/G+p67uW5ytE6FKC6/mz0ZWFuH5EyZApWDqVRhurO7NAJBYMib6cSn9eJQpCRmfS5Os3DOW4Z6hAd0ZdcB/P/TtJ0iqk+ce13vODdLtkdKbFmcEMl6ccppo2RVNL/XjCmCgMSSSJ4aJBMaMx1bAZq9lMN2y6cjp+GNP2Iso5jZO9GW7MtJGJ6c9r1G0XQ5Lw/IgoBkUCS4HRapPeTIkj3QYHCgZtP0AiZKYZMFA0aXsRbdejaGqEsowmJeQ0iSuVJkmcYLsuliIRSDFdpowsQVaDKApJopDxms/9w0V++sEBoiji718eY7TuEIYB3cDrE3XOHJBZKhi3+H5MkoTBvMaLUch4rc3RnixZTaEnozBWbRPHMYaWNtI1VGi7Pl95eYzvWTMMFA3uHshz32AOPwip1Nud6zHHLZ+fbPr5qbRsGrZLEEYr3lu6lFBtOvzwRo04ComjmP6sQRgl1JwIVZY53mfR8iLuHShwpNvo3Aun+jNUGm1eHa1iKAq6Ks0m5MuokkmXJXOxUuf6VBNTloijCDT4wbVpShmTQ90WfVmNkZkmU41sJzdpq1nLZ0yXEhSiW+7zmu0zMtOkL6tBHLG4zm4njn8+WzWf7LXz2krWMzZSspu1k7vA6Ogow8PDfPvb3+aRRx7p/P43fuM3+PrXv85zzz234Pm/8zu/wyc+8YlbXufzn/88mcytzSsFAoFAIBDsPWzb5ud+7ueo1+udHOnlEO1DVuHjH/84Tz75ZOfnRqPBwYMHeeKJJ1Yd3NUIgoCnn36ad73rXcIfahE12+fLL41TMLUlV3S2nyajFk0FRn6IeeQBZPnm7ZyQcG3G5mhPjred7N234d9bo2fy7OrfpWDpPHpXL+W8QaXp8epog9G60ynTHipa3DNUoJxfuSXE3H340CPv4NnLtaXfy9R59ETvqq8FNyNPlabPMxcqmKrMdDtgpu1j+yGSJNGT1RguWUiSxI+dHqCU0XltvMFffn+ES1MtHD8ijhMMLS3pP9yd40dPlXl5rIEfhnz/Wp26HZAxZGrtkDBOSAAZGO4y6c1bPHCwyNtOlCnnDS5MtPh/n7+GH6SJ1Ioik1FlZuyArkxqXHm9mm6DaEpa6RMnYIchRVMjZ6gcLWfJqCrvPj3A2Rt1Lk+3ODQbrUviCOfKD7ikH+O1CZu7B9It0rlIXkLC1ek2ffkMR3otvn+1RpjE9OVMdE3mxatVzleaFE2dKEnozxlMtHxqtkfVDojihIKpYnsRdhASJZA3NA52GRwvFzhWzjLV9jrXSVOkVT8/o3UbU1WJknjJe+vMUJHvXZ3pvEbdCbhWtdPjiWLafkjbC7l3sEApo3fuub6iwXcvzfDDGzVkOa2Oi+P0npAkiQcPlXj3fQN870qNp14ZY7hoYWlwzL/EJf0YCakPV8lKK+B+7MzAtkYo1voZW8xy31EJCbaX+lF5UcT7HjiwIyaWWzWfrOW7t+EGnc/tfmJu52ct3HHiqLe3F0VRmJiYWPD7iYkJBgYGbnm+YRgYxq0fDE3TtkzQbOVr3S5ERPiJhGnoSPKtwsY0FKackKN9BS6PwPWaR7mgzktu9ihmLc4c6kbfBd+UrWKoW+Oxe9Sb+T5OiK7IHOsrLcj3GerWNu1t8vqkTd2LONJ7M4dFVSEz67j72oTNYFd2xddcnONybrLNtWmH/oLBQNFE09I8oqszLhemXB47WaYnb1FpevzvH4xzrepxV18RXZVpeiHVdkDWVJBkmeeu1plqurw81sQLIhw/pF2NQUowVYU4SVBkmRiFhw53UXNCXpuwGSilyfqlnEFv1sTUZHRFIaPLnB1tMN5w6cloNIMEWVORZZDk1LqgK2NxuMtisuVxacrliXsHUFWV0aZPbz6DHUgEcUzqnQ0He/JM2gmvV2wGurL0ZI3ZRNY2TS/Ej12evTJDzQ440ZenOyeRVTVODpVwI4mLUy3COKYrazLVDnDDhHaQoMkSdT9BUxRcL82davoxM06C0fA41l/kcK/RuU73DOZX/fzoesibj/Yw2fCWvLfihAWvUcqpFLMmLS/kRtXh3EQDP5LozmcYKJjMtH1eHKlTec2n7YeYurYg0bkrlzDecHht0qEnX6fmBgx356g6AYaWTkWJpBBLCjkTrlQd7j3QdYtr+1az1s/YYnoLKsPd+TS3arZdR832uTpjM93ymWy6DBRMzo61ODNc3LEE5s3OJ0ud1xxJkjDZTitqt/u6bAfrGZc7Thzpus4b3/hGvvKVr/C+970PgDiO+cpXvsLHPvax3T04QYe1+gENFk0uA0d7cow2/dvSnGyt/aXme5tsxO13tO5sqi/U4goXQzW4MtWm5YV4MxEtL60Cq9oBbS9EksDQJAaLJmN1l7G6w9GeDOascWXR0imYGtdnbMaqDqaucM9AAXm8iR1EeGFCGMcYiowbxpBAd07B0GQ0RaUvr/LaeJ2WFzBWdzk/3mLMcBkoWRzuziDLKoe7MzSdkKszDi0/5mhPlumWx41a2vutN2ukLtPz2mz4UcJ022Oi7lF1Uq8nXYE3zeZgP3iwi+9fn6Fqp0ngXhDRdFOjzK6MzkjVpS9vMN5waLohZw4UKFo69x9Mq/G+f63G9RkHN4wpWjpNN0SSJTKaghdGRHFCMasSxxJ+FFFp+fhxRE5SO9fpaG9mTZ+f4ZLFfUOFJe+V+QaSc6/RcAOuTNmcHalRaflYmsz5yRbXZ2zcMKblBbx8owEy3H+gyIJbSZLoyhhUnYDzEy0MXeaucp5XxhpU2j53abMtRuKImhOgKTLHyrkdmYA30sNtceWpoSpcmGxRdwNIEoZKFif6slyqtJhu+fumwutOdcRezB0njgCefPJJPvShD/GmN72Jt7zlLfzhH/4h7Xa7U70m2H3W6gc017/rbSd7aQfctuZk6zF126jbb7CJvlBLVbi03JAEiVP9ec6O1qk7NooMSQJdWR0FmKx7fP18hcmml7YDWfT+kgRuGNPwUlGWs1Q0WcZQJRRZxg1CFAX6c2lZfRhGNL0IP44glnhlrIkbJBzrtRgqZbhebeNNJzScgDOzJoT3DRWYPu8hA6oMvTmDoqWhKRJOGBLEaZsNTZUoWBoNJ+DqlN2xJ9AMlbaXVqv94FqNk4NF7h0s8LYTZUxN4fkrM6iKzNGeLDUnIEpiSoZBwdSYaLpcnXY4c0CjaOn8o+M9NN0IU5foCnVkJG5UbVRZRmK247oso8oyYQKWlho3BmGy4DqZmrJmP63l7q3Fn8GGG3D2RoMZ28MPIjK6QlaTeW2sgSRJHOq2aLoRdhDR8gJevJbQKIcc6k5bl0BqTipJCUGcYCFhaDKnhwtcm26CCzO2j6SodHeq+axbjmu72Ihx4lwl59kbdb56bpLxRip8e3Nmp8lxkiT7rsLrTnTEXswdKY5+5md+hkqlwm//9m8zPj7OAw88wJe//GX6+/t3+9AEs2zEP6gruze2Jjfbo2kzrORPUmm5PHiwi4KlLXlc2ib6Qi3lFxPEMUEY48Ux3RmduhuQ0RR6cwaaKhMnCWN1Fy+IcfwQAD+MMDV13vvGuEGIKsvIskTTCZlxfKTZ/2mKQpJIlCw1NZT0JFp+iB/EXJuxCaOY7qzGpSmHqu1TtQOCyGOioSAj8YaDRWqOz4OHShzuyVLO6xQtnawu0/bjTv4WJDTd8JYu91EUM1b3cT2PN/bA+UqDazWX9z0wzOGeDFenba5XnTSvSUrNOVVF7pSPlyyd6bZH24vIGSpemHCiP4epypybaFJt+yiShBdGhFE0Ky7A9mOKpkoUpw7lmiItuE6mpmx69T//M3h5us1U06fp+WR1hWtBRCmjo8oypprgRTEXJtuYmkRGVwhmI1wjVZs4SjhSzpLRVYIwJkkkujIaQ8UME02HIz1ZTg8VcC7Bg4e6UFWVStPlrr7Cvmhm2lcwefCQxIVKixP9ufT+mfWigp21FdlKNhJNu524I8URwMc+9jGxjbbHWcvqZa/ZIGxFj6aNspI/SVek8d0rNc7eqHNkdsulZBkc68vQn0snoKGixaUZZ0N9oZbyi9HkVADVbB/LUJhq++QLGkgSXhgTxQlZPXVrnhMJlabHwS6l0+YkihP8MErdrDWF0ZpNFCWoskTRShN9G65PpemhKjJemPop+WHE1Rmbcl7n8lQb2w/pyeoUTDXdwms4PH91hpyp8OChbu4byvPy6M1WJ2mbDblz/lem27d0uT97o8HZ0TqKLNNtps+VE6jaAa9PNvmrH4wyVnd48UaN3pxBOWdyqNukO6t3XKY1VSb0AoIo7ozzqYEC9w3lKV3Q+btXxwnihChOUDSZoqVSnZ2sJEBTU7Gpq8qSEaHNrv7nPoPfuTTND2/U0WSJgLQZb9ZQmZrdWmv76bZpXyGDH8Y0XRlFTtuMtPyAiYbLQMFgvO6iqgp39eU4M1zk669HqXibXdjoymwy9ir+TXsNP0pQFYmBQtpXbjGrRV73KlvVhmQ/cseKI8H+YD+tXnbbVXY5t9+64/PSSBMvCEliGUWSuVF1+NbFaTRF5r6BLENAX9Fg2ok2FGlYKkcsa6StIi5MNskZaZSj4YQEsTcrehK6s2mblO6cQdVJfZjmtzkJooiqHdKfNzDUdBLuLxg03RA3iNP2DKFMww2Jqg59eZ1CRmesnhoUarJMywvpz6d95QxN4YSpMtRlcmEybYz72N29yHLaDmO1SMtcl/vhokXetDG1tMO8E6U+W32FDLkw5tWxBiM1h/uHCuR1lSCMuDLdpG77HOlN85wmWx6WKiNLEn4Y8eqYQ0ZXOdBl0Vcw+ScPDXPfUIH/7/ducG683hGVBVMjiBJ0XcbS0goxSAXc4uu0FZ+fvoLJm490c3WmTTln4voRz1+NuDJtY3tpNM0JYlRFJolTwdad0/CDmKYXYmhpLs7lqTYJcKQ7k+ZRzRdvM00KpDlN+3HrZr09EwV7HyGOBHue/bB62QuusktFb9IScoe2HzBctLhRc3hlLJ1oD5Ysqo5P3Q4YAl4dbXL6YBfjs33L1hNpWCpHLHXpzvLySIPxpjdr6uinlUlJgqXJRFFMpRVwtDdLb9agO6sDEk0vwG1H2F7IQMGkK5NGKVLBpRPGCSQwYwfkTQ1FkojihDBO6LI0Tg8XMTSF8YZLl6V3IlEpEookM5A3cIKIuhPSldXXFKmcS1Keafu4YcypgTwgkUQRUKFoKVwasYkTmGkHzLR8Gm5InCT05nSm2z6qInPfcIFr0zavTzYxNZlXx5oA9OYTnrs8zY1q2qj27sECv/L2o/z12XFm2u7slo1K3Qm4VGkRRAmaKtF0w2Wv01Z8fua2AP0w5sq0jYxEwVCx/dRWwPZDFFlixgnotnSO9WYZb7hcm7aZqLsEUczhngynDxQ51ptl6v/f3rsHx3We9/2fc9/7Li4LgABJ8CaKkkhbki07kp1YzMVS6ybjdqo/mk5ip27SeBxPXKdpnEtjp2kmk1vdNMnESdvY+SOZNJ1OnPwSp7GSWIod32RbsklKosQbSAIEsLjs9eye+++Pg10u7gABEgD5fGY8FrGL3fe85+C83/M8z/t96g7PnS/x5P1FTp8oMlNN88XnzvL0yaF1d0HtZNp6NTbbY1HY/Yg4EoRtYKs9mraDlZ5eG07AbCP2jHGCkGrLI6+Y7O+Jx9mrKDQ8D1SotlwmK84tdd5erUYsn9QZyFnMNpw4EhRGmFFENmGQTeg4XgBKxGTV5e339VNImUzMNyk344U3DKHp+XzzeoUblSZZSye50JRVAQZzFvsLKQw9Llx+48EevvfUMMcG0vzZixO8OlmlmFk831EUUWl5DC6kQLpTHUsjLeZCLY8bRMw3XPJJnZFCihevzeH5IfmEgaoqqDrgwKuTNWw3ZCBrUqq5C9ErhaYbUmv5aIrCmfEyxZxJNqFxcjiHF0RoatzuJWnqy6KNg/kk73rDvo5osxfO71MP7eNAb2rVGrLtpJAyGM4n+ezLk4RRxMG+FH0ZM24CXG0RhCGaoqGrcWF2asHbKLGQ6kxZGk8cLTKYT8S+UN1FyieKHb+cQspc8xh2Mm29FrLD6+5DxJEgbANb6dG0ETbytLzS06sXhPhhiK7pjFdaREAxc3MBMnSVhhOCCsVMLODakZTNslrk5S2He3H9ANePYsFDRMqIfYxUBVKGRsPx2JdPcmIoyyMHCkxUmrxweZ65hkO1Fde4TNdazNouqq1gaAopUydpqKhaLF4O9qb53pP7KGYtpmsuo71JMpbGRKW10PQ2LoSutDzSRizaFIVFqY7uea42Pa7N20yUm4sW4qG8Re+sxWtTdRKGSiZh4HrBwu9DX9qg6cVtF/rSJqauUqo5oEBCU5mstXhtqs4/PTlEtRk3A14v2rjT6WWlbWPgh4RRbG2QsnTuG0jjebFQtQwNJYqouwF110fXVFKWQcLUGO3LdIRR+/O6Hxg20t5np9PW6yE7vO4uRBwJwjZwO2sONvq0vNLTq6ooBCFMVFpYqkY+AaZ+U8B5foi20CTVMlTchYjRRlkq2opZi9Mniot+1vLi6JXvw0TZZrzcZKLSIgzB0OMt/5qq8PevTnGxVGc4n6Ta8vCCAFBoOD4akE/oWFpc5J22NHRNxQ/hvmIG2w3Y35Pk2nyTr1yZi+dJVenPWExVHWw3oBZ66JrKUC7BwZ4U5aa7KNXRPc+zDYexmXhX2qmRLPsLqUUL8VsO91BuupyfrNHyA5QwBAuODGS4Nt+iVPPoSVuYelzLVEiZOH7AUM4ilzQ42JPiSH+af7w4u+Fo451ML68kxnNJg0P9aTw/iv2dHA9dVXlgOMf4vM3VuSaX6g0absChvgwHei1K9TrDhSSjfcllzaG7HxgyKzgxLx3P2fEqZduhmE3gBiFRFNe1HerbPc1Qd1rECtuHiCNB2AZuV83BZp+Wlz69un681dvzAw70Jrk6Z8fb5c247qfcdBnOWdCKPXQ2I+A2KtrmGy59aYuspTOQM1HV2HYhoauUGh4tx8eNIqotH4g4M17mtak6R4pJblRcml4cibB0jWorwPVDnCCkP2NSqrU4O1Hl5HCOuYbHbGPxPKUtA0uLa5X2FzJkEgaaAqW6syjV0T3PxYzFVMUhBMIw4OK0TcrUyXd1i5+quvyrxw7w12enmLc90noENcgldPxIwQ8j0paKs2AeaajQDCNsL+Bwf4ZsQqfuBtsSbYyiOOVXqjmAQjFrdsTUer+30iK+2nnd35OkN22STehABi8Isd2AS6U6A/kE+bTBdLVFT9Ki5ftcnYsbDd83kCafXC7qNvPAULY9Xp2sULY9xuaa+EFcAN6bNhntTe2qrfJ7oUZSWB8RR4KwDdyOmoNbLfJuP73ON1xenazR9AJm6w7fvF6m5QXcKLc42JfCD0PSlsHB3iRMQKne4shAYUMCbpkbthEXKb90rczYbIN/emqIwXxs4NcWjhdKNWrN2Bn7aH+GK3NNCCMsU2NfyiIKI67MNAmigIulOqWag+MHtBZSVqqq0pMyaLkBNdenYvuAguPFO6JaXrBsnk4O54iiiJYfUGt5VB2PfMJYlOpYOs8NJ2B+QSQldHWRUWN3ROeRg4VOLdCFqTIA9ZbPgR6LuXqLa3MtEoaKripoqkIYRezvTTGYj4vOs5a+5WjjdLXFP16Y4etj88zW49RdX9ri0YM9vP2+/hVTOVEU8fpUnTPjFWbqDrqqYOo3U4btuVjJJytt6pRqcRoQNK7OxTVQgxmL6brDWw73c6Q/jReE3Cg3CYCmF9sUrPXA4Pv+mtfbeLnJyzdqJHSVQsrETBi4QchktUWtGfd3c4Nwz22VF3YvIo4EYZvY7pqDrRR5t5tpfv71EjXHJ6GrJNTYmG680qQy7vHwgTwP7svSXntzyY0JuKViotryuDjRYLbh4AUBr035lJsu3/+Wgwzmkx3hODbb4PXpGgNZi6YXMt9wCKKIjGFQzFq4fsDZiQq9aYNCQicgQlFg3o6NEAdyCUxdix2iDZWepB7XSwGVpseBnuW7nCpNj5YXMFFuofclSVvGgit2tnM+ls6zF4ZxS5BEbNyYMDSuzdsM5uIdbd0RnaF8LERP7kvzpedfoZA2aTghvRmLiu2hKbEZZrkZ0J+2uG8gTcsLOVrMMtqX4vLMrUcbp6st/r9vTvCNq2V0FYYLSSJgtuHy969OMddw+b6Hhxddd9PV1qLropAyGcomGMybXJiu8g+vtTB1lWMDmbiRr7pYjPdnYmfvK7MN0qbObM0lqcfeRGnL4FBfimwiHq+la4yXbQxV3dIDQxRFXCrV8YOQQtbqRNoSqoa18N0XSjX29yRlq7ywbYg4EoRtZDtrDm61yHu62uJzr07zjavzhMB9Axn8IDZjzCYMHhrJMTbTAOIt4I4akQPefmzlSMNSusVEu6VEw/Vib6KkQUL3eHWyxmfOTPKuN+xjIJeIvXIO93J+qoofwLzt0FoQF4PZBClTY6rawvF9BjIZVFSuzTdIWzpBCKqmYLsBuqrghiFZS0dTVYpZAzeIsJ1g2TyVbZez41XqjoehKxzsTZM04u95/rWZTkpy6Ty3XawrLZdK06fa9Kgu9Ms60JummDUWRXS60yieHzFRdbivmGai0qLW8gnDiIGsRco0OD/V4M2jcUNTVVVvOdoYRRFnxiucn6qTNGLzwbZdQdLQmK61eH26xpnrFb7zAauTLlvpupiqNak7Pv0Zg2+NV0gaKpVmXJ/Vl7Y6bTDa5/uth/u4Pt/klRsVSo0W/RmLfflU533d16dlaDx2uLfT3PZWHhjKtkfF9jjYm2bejlujtI9VURTyls7YnM3J4Y1FPW8Hu9FeQNgaIo4EYZvZrpqDWynybkd1JqutWDxkDDRVRVNhMJdgqtYiihTecX+R6ZrD24/105vS+OJzZylmrQ2Nqy0mLEPl4kSDhut1TBYBMpZBywuZs51Fab+RQpIH9+XQ1XjXmKWrFJIGCVOn6QWUbRdDjXexRcQ1JcbC/7wgoOFEhFHsjh0EGmZCJWFqWJpG2tQWzVMURYzN2TQ8n0LSoOnH4mellOTSeU5bGgld5ZvXK5havAsrlzDIWDoT5QYXSxHfdaJIFEVMVmKn63bnmv6sgaZrNNyA3EIEJQLyCWPhexQePtDTEQWbiTZ2L8BN1+f1qRphFNGTshb5OCmKQj5pUrFdLpRqPDraQyFlrH5d6AmuzMVRPccP4uOxdDRF4UbFjvvQ7c+RsQxmGg65pMHpwQyH+1MLzWTjyN/SguuNNLfd8PUWhhwbSPPyRNhlEhqL+9mGCxEcLu5Ml/jdai8gbA0RR4KwS7mVIu92VKeQNJgoNzG1ridpRem06RjtS6FrKvmUSSG19k6hpbTFxFzDZbbhkE/E4iMIY78eoghDV9mXSy5K+xVSBvt70lws1RjtTTHbcOM2GoZGzXa5Nt8EImYbHo4f9xrLWjr5lM5sLaTS9PGCKF64VZ+6E4uA+wbT7C+k4z5dC/PUcALmGi55S6fS8tiXT5G2tIVpWJySXDrP8RqvABEKKrYb0JeJRVTLV2h5Pi/fqNJwAtwwXgyHs+bC3Gg8ejBPywvxwhBdUUABP4xQFYV5OxYX3Wwk2rh0AW65Aecna4REGCuIWlNTgTja5vjhmtdFRLxrsdr0yFoGERFRBJapMagnOjVXR4pKR4wrisKh/jQPDOW4WKpRzFh0a6ONNrfdzPVm6Rqn9ucYm21yfd6mVHdoeQGaClnL4HLJZnAhSnmn2O32AsKtI+JIEHYpt1Lk3Y7qFJLmzQanale/s4VeXnXHu2VrgbaYeOlamWrTZT6EhuMTRLEACKKI+wez9KZNxivNTtqv+3jG5myKC3U5F0p1rsw0aDgeKVNHUyGXNEjoGnXHI2Pq+KmIlK/FvkFG3JVeUWIbgH35JG890nOzT1c2QcuP3bVbHmQT5rKt5N0pyaXznLZ0bM/nUF+aG9UWBKArCk0/JJsw8PyI6/NNjhQz7M/FW/wvz9YpAo4fi5FMYvmtteHEO+5WmvO1xMNKC/Bs3aHuxCm/fNKIo0dduEEIRKTM+PvWui5afkjTC0lZKpauUG2FdNqDLQjqmXoLXYWTIzdTV3fK+HCReO1Lc7CX+POTOqM9SZpeSF/GZLJq89z54I4Jkt3gii/cPqR6TRB2Me20y9FilmrL43rZ7vSfevL48kWg/ZStKdCbNqm0PKIo6rzu+SGaolCxPUYKqTVrNNpbxCcrLeYbbudz2ouirsKlmQbT1Vbnyd7xAxwvpN7ymK45ywRY9/EoCvSkdRzXxw1C0qaOoWnkk7Eb8758AkvXqLXixqwH+5Kc3J/ngX15jg5kGC4kSBgqUbR8nkr1Fl4Y0ZdOcGokt2wr+dKUZPfvz9seM3UHU9N45ECBf3pyiG8/XuTNoz2kTA1dU8gldQwtbq6atnQO9qaAWJxOVZuL5rw9l9O11rpzvtI56F6A46iZQjFr8eC+HH4YcmXGJorCRb9TabqoqsKxhcjNWtdF3OcuxNQ0EoZGb9qk6sSF7GEYEUQR0zWHlKkvEzubvT5vhfb1lk+aXJ5t8NpUHS8IGMomcMLYbf34YJbD/ZmFPoLVZfN/O9jMhglh7yGRI0HY5WymyLv7Kftgz80Gp/mEgakqTNdaWIbOUD6x5lP9enUUxazF/p4kPWmTesun6QVomkIxm6A/bdJwfc5NVHjng0PLxED38UxXY2+eXNJEUxRmbJcwCNFUhYi4lKbhBvSkTA71Z4hQaHlBbOaYT1LMWDRcn7LtLfrclhfwwpU5JqutTu1Pm9VSku3fP9yfgiiiJ2XGtTQLc1Rv+czbHilTI4jA0G6KvnZUytI1DE1bFkmZqjYxdI2BnNlJ5W0kmrDSAhxFEQ0noCdtMlxIMTbb4FKpsWi3WhCEPHywh1P78wsmlKtfF2oUO5enTJ19+SSjfSnmbI+5hkut5RGGEUO5BN+xiti5E8aHbRH25UuzfOt6JW7J4ocM5RKM9qY67UfupN/R7XbFF3YWEUeCsAfYaM1Gd6qj3HQ5UkwzXXWYqjaZb3pkLZ3Hj/TytjV2pm2kjsLQVBpuwDsfGOTcRJU52yVnxS7Kmgrugvnhgd6Vi2TbxxMvHAqWqVLMJCikTaZrDvWWRxBF+AFYmsZQPsEb9xcwNQ0vDDFUlbSlEUZwvWwvSt215+nbjvTx3PnSplM++aTBUC7J9bJNf1erFS8Mcb2Aph8wkE0SRdEy/x5LV3nscA/TVbdTYO14carNCuErl+cwtfKGC3aXLsBl22Vszmau4eIvFLWnEzooChPl5qo+R2tdF3O2S8rUGMjFgrmQstjfEwswNwi4UWlxcjjPfYOZNa+72y1GBnIJHjvUy9hcg2ImQULXSFvaovm/k4LkdrriCzuPiCNBuMtYugOqkNbJJjP0pxOc2h8vciuJgrLt4kc+L1yZo9x0OdxVR5GyNPoji8szNl++NMubR3twg5CMqaOrKvWmz8R8E0WJxcV9A1l60uay4uOlWLpKytSIIgXPDxfqNTRaCwXejZaH4/uk2s1mFQVDi4WRgkLL9VddgNbaCfbQcBZDUzu7zQopg1LN6bx3ruFyZabBRLnJQ8N5BnMJZusOF2caqAqoisLXxoKOQ3Peir/fWIiwPTScX4j6NHnh8hy6FjJ4CwW73QuwF4ScHa/S8Pw4EpgwqDsePa7ByeEsjxzspS9treqQvdZ1MdyT4OqczbztYSyk1xQl9onaV0h2IlA7TcLQKCRNkgs7D5dyJwXJ7XLFF3YHIo4E4S5kM6mOuO0E/L+zk5SdgPOTcX+zvrQZbwlvuozNNpltONiuz6WZOo1WwLVZm0szDeYaLl4QN5ZVFAjCuBbppLVy8XE3hZTBsYEMF0sN5m2HoVxsGpk0NKIoot5yMXSNedvl3HiVgAhdjf13DvYmmLe9NReglebB9QPOTdQWpQwzls5s3SUiYiCbYCCboCdl8I2rZf7x4gzFrEmt6ZOyNNKGzv58EjeMOg7NDw2lMYHhfLIzz4WUwYtXy/hhuEhobqZgt+MuPl2l1gpoeD4DmYX3RxFNL+D4YA5D12h5IceHVha+G7kujhZb22ZgervYTYLkThWkCzuDiCNBuEvZSKqj7ZhsAbmEgWEYXFIbzDZanLkeMtqXZGy2ScP1Oj5Bcw2X81MVvnJ5jrobLDQNVcgkVDw/AiKuzdmYmorj+cDqY1AUhVMjea7MNPjG1TLX5m36M1andqbe8skndUCh4QX0pU0g4vWpKucmKjx8oMBDw9k1F6D2PLTbZjz/Womm63OwL0XS0Gl6Pl+8OIfteLzj+ABpS6fSdJmpe6QMjbm6w8WWx0A2wenjRa7NtSg1HApJk/60yUSlxYvXXN5qwAPDNxfDrTicd7+v7S7+2nSZwWw8N64XUG66sSt1fwpdVTdca7PadbEXmqbuNkGy3a74wu5BxJEgrMF6zrd72Rm3vROq2nIpQpze8iBl6SR1lUrL4xtXHSKACKYXep35QYTdCmi4AUoY0XQDCqnYVFBVYj+itKnhBwFfvVzmex9OrhvN+N43DtObNvn62HyndqY3ZVLMmKQtg/2FJFfnbcbnbUp1l6Ybex5dnomjL8pCe5HVmK62OHO9wufOTzNZbTGQtfBDGO1LoqkqugqapnJ13kZRIs6O1zqu3/t7U7xyo4rjBbw+3WBfPoGhK9hOgB/F9U9hFPd/MzSlU4e0XQW7sbt4D+enanhhxGzDQVfVRa7UQRit+VlrXafdr5na7r92d5sg2QuiUtg8Io6EHWO3C4v1dmztdWfcdmSjmElAOf5Z2oq3ck9W41qc16fqJE0NVYGUoeMRkrU0pmpNojAiIvYk8gJwggCV2BfHMhRSlsG1+caGohkDuQTvfmSEdxwvdrrLGxr844VZckmDtKWjKBGlqkM+oXOoN4WuxT5HZycqzDbcVet32gXmNypNHC/gYG9qkfvzgb4kQRTRlzaZbbi0vHCR67fjh7h+3NT0tak4HXegkCRtmWQSGtWmz1TZATNOTY70xov0WgW7EbHIaXmx2/XSwu6ljBRSPLQvh6YpHdfwdt0VrF1rs9Z1Ciyqs2qnWPuzJn1pa9dez7tNkGxHQfpuvx/ea4g4EnaE3S4s1tuxdXIkt2r38r3ijHuzDYiOs/AzRVEY7V3Y6l1rMWd79CvQn7FouAFJQ6cva2K7AbWmj+OH9KdNDE0jXDCB1BWYb7oYukJItOGdQ4qi0Jux6EnH292vzduUmx7FnEVExNW5FkEUxh3hFYUwjLDdgH35RMffZmn9TrdP0L58golyk4SuoapKx/15sqyiKyoKYDs+TdenP32zJYftejScgIrtkE+ZBCFoqspktcnchEM6YdC7YPqYSxida+Adx/tXrI+pNF2uzNi8Pl2jkDL4/OslLs/Ya177hZTBSM9NI8SN1tqsdR1fnqkTRbFQSxgqs/V46z6Kgqoo9KasXX0934kdcneK3X4/vBcRcSTccXa75f56zreXZxv8zblJ0qbG4f7Mste7C22BXfs02I5sON5i8VJYqNt44YqP5weEkY7jhxRSJgNZC1VVMHUVS1OotGIn6mJWByWOWsRb1yPyCaPTU2yjdC8S5abL+ak6tZbPSE+S2YU6n7ZocYO4/5qpaQxktRVrbrrrfqKIxe7QC+7PDdcjbelMV1uoStxOw1gYcxSF3Ki0SFoqSUMnoWnUAh9NU4giqLZ8UBRODOTAiVOThxImV2YbnJuo8dBwdlF9jOMHvHi1zHTNYTBr8fCBHkxd4cx4mYulOu84XlxxN+Gt1NqsdR2Pmin+9pUSChHfeaLIuYk6Tc/nQE+KCJiuO5TqDqeGc4zN2XeF0/Nujczs9vvhvYqII+GOshcs99crpM1YOt+6XuGJI31rFtq+PlXn+nxz1z4Ntnf+XJouU1zyWj4ZNxMd7UvRmzLZV0gubO9WqLc8Wm5AzQmIwoix+SZeEFFIm+iqwnS9RTGdoJCMe6l1RzOWLlD5pE5lIQJVbXq8eG2eajMufi5mLGpNn4ulOnMNBzcIySeNzi6tqarDvnyClKkSoaxYc9Nd96MuuEO3U4aKomDoKoETMZizmCi3MNQ4KuR4AYqiUKo7BCE8MJij3PSYa3odH6c528HSVYIwoi9t0Q6/dV8Djxws8I7j/Xzl8hxX52wuTtexvYAH9+UY7YtdtS/ONJitu0zXKozNNjh9YoBTI/llTWcNTeXB4RyXSnUqtrdurc1a17HthoRRhBJFzNS9RcJTIW6UO9dwsd3wjhor3i52a2RmL9wP71VEHAl3lO3YwXO7Wa+QVlUUHD9AVVe+WSUMjcuz8a4oFraGb/Vp8HY89XaiEVUbANsNSFg3oxH9GYtHR3uYb3hUHR9Fib2ILs02qHs+6YROJqGhKCqT1RZztkvGMuhPxzuo9vem2N+TZKrqrLiF3vHCThd4U1e5MmPjBhFvOVTo1OgcH8zi+CGXZ+oLEa6IWiugbHvoGpi6ypmJKsWMtWLNzdK6n07KcMEdOooighBsJ+DRg4XO9vuxufga7VvY5TZUSJJLGrxeqqOrCtWWT8sLGcxaGJpKylp8rbSLrcfLTaarDmXbxXZ9qo7PSD7JaF8SYJFv0WhvikrL59x4hdn6zRqqpQu7oSoUkhZHBlKL2pHMN9xF18da13HsGRVBpND0AvwwxNBvilhTU+O2LWFILmHsaafn3RyZ2Qv3w3sVEUfCHWUvWO6v53wbRhGWrhGGK/dvaro+MzUXNavwwL7clp8Gb+dT70Auwdvv6+eFSai2PGaa/iKjxHMTNV66Nk8UwWzD4dqcTd0JONKXwQlCkoaGrsBEtcVswyWb0Dg5kqcva+F4EV++NIMXRjheQKnmkksaHOlP4/gBF6bi9NJA1uL4QBbHC3CDkLPjNU7tV8gnTQopk0N9KSYrTS6WGlycaZDQVYrZBIf70+QSJpOVJpdLdb7zxOCympulvjjtlOHYnL0QrWkxlEvw0EieUyN5ilmLUyMFnn+thO369GdMml5AveXR9EOO9Wc4UkwTAWd1laShEkTgeiEm0HAC0sl48XW8gBcuz+GHcfTF1DVulFs0XI8z16vomrLItyiMIjTXZ6irhuqhKOL512aWLexTtSYtP2Agm1hkXtl9fezvSa56HRuaShQpKETxOVRVPD/EWvi7bKcsDVXd007Puz0ysxfuh/cqIo6EO8pesNxfz2iu7vgcLaapOx7FaHkB8NhcHIk52Le8dcZmnwbvxFNvcaE26umTQwRoiyJTiqLELSdsh3wyTcP12ZePDRqLiQQnh7PoqoYbBozPtbg628AJIr4+No8fRoz2pjjan2Gq0uLqnM3+QhKvJ8n1+RZ+GHJiMMN0w+Vq2UZRFEbySUoNh7HZJqf2G1SbHmOzTdKmRl/axPNDEqaGoUKp5i4s8hERCiutbSvV6mQTBkf70+iqwuFimnfct7jO5/hQXNh8drzK+LxNFMFUzeH4QJbRvriPV0TEbN3lxWvzFJImr07VeLMGX782TyGVQCFCURV07aYBZBTdtEmYrreoNgOODdy8vjw/RFdVTH2hhmrept7y11zY//HCDK4fUl3wYeq+Pkq1FhlLZ7rWWnYdp0wVVYnnrD9j0Je2uFGxGdQTRECl5TGUi1OWY3P2nnV63u2Rmb1wP7xXEXEk3FF2k8Ptaqy0oFqGylzDZbLi0Js2eNuDg5ybqK1YHJuydIpA0lj5z2ujT4N3+qm3kDIxjOVNYtueMq/cqGC7AamMTjGT7HjsAFSaIfO2S831Sbk6CUOlJ2ky3/R48VoZ1w843Jei0vI4P1Wj4fgUkiaKqpJPGJRtF4gjFgld49pcg4GsyVTVoeF6pCwdVVU4XMzgBxEtP2Cu4RJFEaf2FxjImtQdf8VFbjVfnFMjhVWjbwO5BE9mTMZmbQ70JTk3XkVX44hLEEa0vICmF9ByA8q49KfjNJmmwMs3qqQtjf09KQa7FuVum4S0oXN9vkUn+BhFlJsu+/KpuGdcCFfn4g73+3tWFtnFjMk/XpyhkLJ4cF+W1MLW/u7roy9tkUsaK16n9w9miCK4OtekmDUo2zrX5m1QFPIJg2LGYmzO3tNOz7s9MrMX7of3KiKOhDvKbnO4XY3uBfXVySpX52zqjk/G0kgYClNVl5MjOSYrzjIjuv09Sb5yeXbZ02BE3Myz0nTxg2hdw73d8tTb3a0+AhK6Si5poqkqsdMRjM02qTRd8kkDxw/oTVlYhoZlaIzNxTvPhnIJCkmTmbpLFIWdTuqmpsb9ylSFV6ZqqEDN8XH9aMGI0eDKrE2t6VM2HHQt/twjaRNNVTjSnyZl6osa0K52DBut21qaylQUBdsLGC/bWAupRE1RuG8wS9rUcTwXNAgieHBfDtv1mWs4WHq+85ndNgmzjRZBGNJwfTRF6bhdj/Yl455xno+qKoTRygt7peny8kSNcxNVDvamsF2fvrTVEazt66Pa8njr4b7OxoClRdxw0+eoL2MSRvH57M0YKAqrFnvv1M6vzX7vbo/M7JX74b2IiCPhjrPbHG5XYyCX4KEoYmy2QTFr8oaRPL0LneS7vWweOVhYdLMGuD7fXPQ02O5PNlNvMV1zGMolePFqmVP786se72566lUUpdP89ex4hVxSx9A0+tIWfRmTmXorjjgk42ao8Vb42OPIWjBrrLoeuURc4KygdGpc3CDEDyICL8LxAwghaWiYusKFUovLMw0yCZ2elEHaNEBRsF0fPwjJJnT8hUjOeovcRn1xVktlTtVaGKrK0YEM4/M24+Umhh6npoyF4vwTgxkG8ilKdZcvXpxlruEuOr/tmqfzkzBZdZgst9B6lEVu1+2IwYGeJGXbXbawV5ouZ65XmajYGKrCUC6BoakdU8tT+3Pkk2bn+sglDU4PZlYVFd2isS3Y3SBaVXx0C0fHDwjCaN2mxtvBrdTe7YXIzF65H95riDgSdoTd5nC7ElEUcW6ihh+GvGGk0BmbrqmdtMW5iRqnTxSXjbv7aTBhqLw+1aDSdEFRGM4nOTaQ4dJMfU1n59301DtdbfH8azNEEfSkTLwgRNNhvNxgbLbBnO1wuC/DaF+a16ZqVJoulaYf73gKYsPI85MN7huISJs6KVOn3HQY0CwqTRc3jI0ITw7leH2mjqHGppJhGBFFMJi1SBg6laZHPmmQ1wxmF9JqmsK2LXJrpTIPm2nOjFf43KvTZBIahqaQtXSmqg7lRpNHh+Gla2X21QNGCgkyls6NapPikrRn2ybh+94wQtP3ablBp89bw/E7EYO3Hu7l3ERt0cIeETE226TuuCQMnZ6F6JllaB1Ty3a9Vvf1sZYw3IyZYrdwtHSNcsNnqtrkheY8X7hQ4juOF3nbsf5tX9BvtfZur0Rm9sL98F5DxJGwY+x2h9utpLXaT4PtxTTu55WgL2My2rtQ1BtFa9YN7Zan3m7BcGokT6XpMTYXt5vQFJVyy0FTFI4W0wwXElyda/DNaxVMTSFjGZiaSm8qwvV8vnG1wpsPFTg2kOalax6vTtUpJA0MRSVlaDS8gGPFLEeLaYIQZuoOTccnCGNR0fICKk2PtKkRhSFeANfmmwzlE4tsA251YVnrnEMsSG9Umry92M/4fJMrMzZBFNK7kCK0nYAbZZtSrUVv2qA3Za24KBfSFk8ej92l2hGD2Ya7LGLQLohvf4YfRkxUmngh9KQM+jMmVcfveFAVkiazDYd6y2em7mzr9dF9HRSSJucmFmwIUibFjMV4pcmXLs3hBiGn7x/YNoG01dq7vRKZ2e33w3sNEUeCsApbTWsN5BI8oipcmK5x30CGfNKM+2Et3MDXE1i75al3qWAopEzySYOGE+CFIa4f8PJElXLTY18hARHxbq2F7em269OTMTE0hemqQ9MJqTs+B3pTDOQsXD/kQqlOwlrcTHXedunLWFQ0lbLtMlJIcqA33tY/XXdQFQVTUSCKcL2Qr1yaxQ23ZnWw1jlvOAH1VkDS1DA0FS+Ii6j3F5K0g3etIGAwqTM222QgZ/FPTg7y8o36movyWhGDZQt73aXheBztz3KoPzaRPDte7fg26Wqccrw8Y7O/N7mt18fNXnwWF2cai2wIAAayCRquz1Slta0bBbaj9k4iM8JmEXEkCKvQndZKWVosBoKw0/RzI2ktN4jQNZWhfBJtBdPIjQis7XzqXamgdb33XpuPF572ln9YcApf6CcWhBEDOZeUqfPqjRqVls/RgWynkamuQcYyGOlJ8pZDfbT8gLcvpF7ySZ2xWZvPnJ2kJxWnm9rNVHVVwdRUMpaOH8T1SAERfRmL/oxF0/eZrXmcu1FBVVQO9qY5NpDG0rVbtjpYK5XphSFNzydharFpoqZSSJlUWj5562brlOmqy2DWwtJVLEPn9IniijU98w23s0CvFTHoXtinqy1SpspgNkEmEZ+7tm/TXMPFdny8MOLYQJpvO9K3rVGRtnAMIphruOQTi8VF2208nzK2daPAdtXeSWRG2AwijgRhFdpprW9eLxOGEXO2ix/GXjS9KRNVVXjj/sKaAmM76oa266l3tYLWE4OpNd/b3ePs/qFMZ/t+9zH0pk3eeriPM+MVXpmskjEN+jMWo70phvIJ+tJWvEU9guvleHt4e6E61J/mgaEcF0s1ihkLFCjbLmNzNqWaw0SlyXA+SW/aYiifQNdULk7XKDd8koZK2jLoSRnM2w4vT4Sc2p/jUN+tWR10pzJHzRS2G3YEsaaC7QUUswkMTcPQFQ73p5mpu7ScuHdIGMG+fIL7BrLU3Ph8tRfl6WqLl65VbsnMs/0ZhZTBeLnFxVKNtKUviuTVHZ9LM3XuK+b4Z28YQlW3txatfS3XWx5+EGImFl/3bZ+mjGVQbrrbtlFgN9XeCfcOIo4EYRUURWEob/HXZ2zmbI+RQoJs0sR2fV6+UaU3ZfDUQ4NrLrzbVTfUXhzb0ZzN1tasWdBatbG63jtVafKZM5PM2Q77ckmO9Wc6Pc4cL+ANB/IdgdR9DPcNZuhf2LmW0LVlaUSAlusvW8iWpg8tXePCdJ1KyyNhaBTTJpahMV13aPkBUQQ3Ki2KWQvPD+lJxzuzEoa2qCD5VqwOFEVZcAYv8xffvIGigKUrgIpCXOcTp9WU2LBRUznUl8J1DYimOTmS582Hemh6IU5w8zhXm/8L01XGZhs8drin0wpkrfO5Vqp1pu5woDfNtx3tRVXVbd9u376Wz4yX0dSuBr6wyKdJU9lWsbJbau+EewsRR4KwClEUMVlx2FdIMpRPMme7zNsuuqby4L4cigKTFYcH9kWrLjpLF7NixiKIoN7yKDc9hvKJDdeF3GobkfUKWsdmqhQX3jdVafJHX7nK2fEKKUvnRrnFvnySoVwCxw+5Pt/EMjQeHS3geOGy2qdCymBfLsXrpSq55OKGs92RjXxy8a2nU8B+vcLnzrcL2C1Ge9P0pHTmbZ+Zeoursza2F/Dw/jxD+SSvTdUwNbU92Z2C5IYTkLwFq4PpaosvXpzl3ESVyUoLRYGUuWAjYOkMZhPkEjqlukPa1JlttOhJmtRdHww4PpBFUZRFC/Zq8+8FIbVWwGvTZc5P1XhoX46RnvXP50ZSrbej5Uz7Wi7VWkyUm5TqPsP5BP5C7VXaMjjYG7cz2U6xsltq74R7CxFHgrAK7ULQo8UMKVPrFCAbalxzZLvBhiIT7cXsC6/P8LWxeWYbDkTQl7E42Ls8pbUSW2kjsl5BazGTgDJcnG7w7PkSX3h9BkMFxw+IgBvVFiP5BCeGcli6ykSlSXZKp5AyVlyQr5dtLs/YvDZVZ7Q3xUAmwXS9xdicjaGpJA2d587PLFuoB3IJHjmocKFU577BrgJ2FPb3RjScNNcKNi9dm+f+oRy6qqJrjUURDENX8R0vbqzK5iIY09UWnzs/zdfHyli6yuNHeqm7AfMNj0xC59EDBSotj56UST5l4Ac1JipNrpWbHO6xIIgdtK/MNhYt2PMNd9n8l22303R2MGvhhRGapmy4VmqtVOvtbDkzkEtw+sQAhqby+ddLvD5dp5AyGcomGcybzNvehsVKd2RLI1j3e/fCjjPh7kHEkSCsQnchqKIopC2NhhMX5jYcSBhxamGjkQkvDBnIWtw3mCFjGWgqlGoOz50vrbpgRVFcuPv512eYrDQ5sS+LqsSL/Ua3Mq9X0GoZKg7w5UuzfPNaBT8M6UnHhdFuEBchXyo1yCQMHhvtIZus847jRQ70pFZckEcKSfozJhemG7w2VeXLl+boTRscH8ytWzAdF7ArDOUWF7ArKGQsneF8kpfHKzQcn+FCstOOo+3l06570VVlU+mWdnRnqtJCVyGfTaBpGvmkRi5hMF13uFZucrQ/Tc3xefL+Io8e7GG8bHNp2qbcsGE2bt67dMFeOv/t/nvt3V4RcVNfQ1M3VSu1UoHxnWg5M5BL8M8fHeHkSJ4z4xVm6g66qgDKhsXKssiWEpEj/nsY7l35fMmOM+FOIuJI2BPsRLuC7kJQLwg7O4L8hY7laVOjkDLWjUy0F6xq0+OBfYufqNOmvuqC1V5AXp+u8tK1MmnLwA9Z1NNsI1uZ1ytodbxY3J2fqmJqCilTZ67h4vohIaACXhjxyo0qR/vTFJImB3pSne9aaUFOWzqPHTIIo5BXJ2vcN5DlzYcKHWG32kK93lg1NY64lZsew4Vkpx3HdN0hb+nMN1360glKdafjRr2R66QdXcunDMYrzQWHbzpznE8YzDXi43ODEDeIGMpb9KRNHhrOM1O1+eJz53j65BD9ucW90JYeU8MJFu32cr0AXVUxNHXLbWHuVMsZRVE4PhTXmW3273LFyJYT99b7wuszPPmAvqq4kh1nwp1CyvuFXc90tcXnXi3xl9+a4K/OTPCX35rgc6+WmK62buv33iwErXNmvMJktUXSiFtmJHWVi6UGpZqL66+dEtjMgtWmvYBcLNVI6BoZ0yCf0LlRsTlzPRYibRILLThWi2C1j2O61iKKokWvRVFEqR7PY73lk08Z2G7AfMNdSIFpGLpGFEWMzzc5d6PaKRxe7/gabkjTCznSn8b2Amzn5vhWO+51x1pzeNNoD0O5BFdmGxgL9V89SYNr5SaOH1FIGRwrZnny+MbTR+3oTsYy0FUVb8lcmpqKH4TUW96KBeXtPnGFlLmqmWf7mLwwjHd7aWqnkLm9mw/WP58bOY61tr3f6mevRFusDOUT9KSXH/tSlgrptKWjqXFrGoBqK043Lj33gnCnkciRsKtZr37i7Ud7btt3t3cuff71EtfnmxzuS2Hq8cJZaXns70mSSxqcm6h13IxXinBt1qdl6QLScAJMI44qDGYXt4iIm5SuvZV53YLWpAnl+L1zdY+EoUIUN5C1dL2z+6hse9iez0PD2UWL4GrH5wUhfhiSXTB09MLFC/JK/jQbKb5927F+gEVpmf09SU4OFzgykNrQrq+ltKM7mgp9aYsbFZtBPQFK25coRFNVyk2PUyOL7Rvicx6L1bLt0p/TF3330mNKmzqaolJ3PJpesKjhLGxta/pu3/a+ngN5MXNnmikLwnqIOBJ2LRupn3hlorrt39ktbgxNpZi1MDSVhutTc3109aaTs66qnZt53JR1+Q6h/T3JTS1YSxeQtKXdrK3JWIt2ZKVNbUO1NWsVtJ4YTPHCDcgkdF6ejAVJLmlQaXrYrk/Lj2i6If0Zk5F8ClNfLIJWW5ANTUVXVWzXR9dUjCW+O6st1Bstvt3O+pPu7eIHexNUmx5TtRaFpImuKZTqDgldXba7sFM7M1cjB/y/s5OM9C6vu+k+puvzDUJCpmse9w3ETtcrWSPcym6v3b7tfSP1b27TvyPNlAVhLUQcCbuWjaSjJipNctv0fSttf06ZOm4Q8OhogZYXLnLIVlAIwoiZhsN4ucnLE9UVI1ylWouMpTNda21owVq6gCiKsqi2JmvFY6o0XUq1cMO7g1YraPV9H4D7B3N8c6KO7fhkknHfrqarU3c8EnrEwwcK9KbNZQvXagty2tLoTZm8fKPKg/tynbTRase9kbEujchsV3ShO7ozb7scHUgxVXGZrLUo2y5ZS+eth/t4+303m6ouimqm42PIJYxVi81vHlOBR0d7eeHyHN6CqWgQRtuyNX23b3vfSP2bGDoKuwERR8KuZSPpqNlge54wV0vfjc02GJux6U1ZDBeSy36v5QUYqsKlUn3NCFdf2iKXNDa0YK20gLSLi8fmbCbLTeqOT8sLuW9gc1uZ1xIU33akj6+OlZmzXRotL04pRRGWoXKkmOLoQBpQli1cay3IqqrQmzJQFLDdYFML9Wq7sW5XYf7SiFVP2iCb1OnPWJwayXPfYKbzXUujmoQBNpAyNQ4lzFWL7NvH1JM2Gchat2Vr+p3e9r6Zc7JWZAugVG9xZGBt13lBuBOIOBJ2LRupnzC0rT9hrpW+O7Evy/Vyi3MTFYZy8ULX9jvSVYVSrcVQLkXFdteMcFVbHm893Mf1+ea6C9ZqC0ghZZJL6Oiqwv5CitMnihsqgt0oRwfSvPOhIb54cZYwDHHDCEtT2ZdPMtqXZN721oz0rLQgv3F/gaceGmSy4jBetinVWwRhRH86wan9+UX92tZjutrizPUKF0o1bDcgZWocK2Y5tT9/Swv+Sov6RreLL41qdpcP74ZmqHdq2/tmzSZXFdJuvKkhlxRDR2F3IOJI2LVspH7iSG+S+szWvmet9J2qqJwayfKNsTIvjM2jAPVWQNPzsb2A4UKSE/tylBqtdQuuc0mD0xvY+rxeamRfIcm3H++nN7NxYbERFEXhbcf6cYOQqUqLfMpY5Me0XqRnrQX5gX0Rr0/VO7445abLVy7Pcm3e5kBPilzSWHMBn662+IuXJnh9ukYYRoACRFwqNbg80+D7Hh7elEBab1FfL123G5qhrhexud3b3m/VbHJFIb3gc9RuSCwIO42II2HXspH6iQeGc7xwcWvfs95CN5BN0p9tUrE9qi2PpKmRMDWK2QRJU+PidAPHCzdUcL3RBWs7UiNtA8lSzQUiillr3UjTQC7B6fsHFjWd3cz3rnZ8pZrDS9fKVJouQ7n4PE7XmvzNuSk8P2C0P0Vf2lox6hBFEV94fYaXrs2TNDXyKRNTiw04K02Xl67N05s2+eePjmy4DctWHaR3elfY7WgPshZLhVg+qW/JbHKpkNYI+OJzZzcVSdzIOMUkUrhVRBztEuSPemXWEwk9yZUFzWZYb6Frej5NN2C4J8njvX34YdQpyiaCyzN1HD9gqtbi8DbuENpKamS62uILr8/wjauL25W8abSHt63zdL7dKZmV0paVpsvFaZswDAgB34espa8oUOYbLt+4Oo+mqYuiewlVw9ITXC83+cbVeZ68v7huNG27HKSXRjWXfsetnvON3AduR3uQtb53JSGWTxpcn7cZKaRWjHxuJK3YLaQ9z1vxPZvhTgtG4e5GxNEuoFRzeHVqXv6oV2GtxXo7bqrrpe+uztoAHOpNkUksWewUGMwlGS/bGKq67TuEbiU10k5BvXQtFhT78kkUYKbu8LevTDPXcPneN66dhtrOlMzy+pyIsdkmDddjKJek5YfMN10gs2L7jFLNZbbhxMexwkLclza5UWlSqrnriqPtcpBeFtVc2K1muwHTjZvnHGJxt5rY6RYl1abHtXmbiXJz1fvA7WgPspaoAFYUYhemG1yaqdOfTpBeYco3mlbcLm5nPznh3kTE0S7gC6/PUHEC+aNeg9tZP7Fe+i5l6vRnI5Lmyn8uCUPDMjQeO9zLdNXZ0caYURRx5nqF16drJE1tkQg40KMxWW1yfqrOofEK37mF/lqbYWnasuEEzDYcCkkTFAVTU6m1PLwwRFH0FQRKBBGsNlKF+C2wvqvydtUKwZKo5oLPUXdvNYDPvVpa9aGnW5TMNhzGZmwMXePUSJb9hdSK94Htbg+ylqgo1VqYurqiEDvcn+K1qSoXSjUeS/cuG8udNJu8E/3khHsPEUc7SNsiv9pyOdSfkz/qHWSt9N3+niRfuTy7bn3JSCHJQ8O5HU2Plm2PC6W4aDm/tJWFotCTsphvelyYrvPowZ5FC2i7Rmm7x740bdl2zjb0ONriLvSqa5tELhUoxaxFX8Zipu5woEfruFYvDJqZukNfxlq3XiWKIppubIEw23AoZq2OK3WbzS7q7ajmTDXNF5872+mt1m4ovFok4+RIrrOgFzMWUxWHEAjDgIvTNilTJ580l90HusVdRBTvnOzy3tqMuFtPVLx8o0qp5vDmQz3LroNMQudgb5qxuQYP7MuRTSx2DL+TZpN3qp+ccG+xZ5y2fumXfoknnniCVCpFoVBY8T1Xr17lXe96F6lUioGBAX7yJ3+yY3DX5rnnnuPRRx/FsiyOHTvGpz71qds/+FWoNOOUUDGz8Z5bwu1jIJfg9Iki/+wNw7zr1DD/7A3DnD5R5L7BzJr9vqZrrUUtKzbTa2q7cfwQ2w2AOCKzFENXUZQI2w2WLaCff23mtvSvW9pbrO2c7fkhURRRaXn0ps2OSeRSgdKTNnnTaA9+CJPVJo4XEEYRjhcwWW3ih/Cm0Z41F752f77Pv17i2lyDf3itxLeuVRb1qFt6LjfK0t5qwIr9w9KWzqG+NOWmy9+cm6RsO7FHEgrzCyJpKJek4XqMzTaJiJbdB9pCc7rW5Mz1Ki9cmeNrY3O8cGWOM9erTNeaGxZ364mKQtJgtu6wkpWYgsKxgTSGpnJppk7D8QnCiIbjc2W2cUfNJu90Pznh3mDPiCPXdXnmmWd4//vfv+LrQRDwrne9C9d1+eIXv8gf/uEf8qlPfYqf//mf77zn8uXLvOtd7+L06dO89NJLfOhDH+Lf/tt/y9/8zd/cqcNYhOPHC61lrHwa5I/6zrOSuGmn3fLJ2NxvJxeC9bB0daGJZ4S7wqoWC5K40Wd7AS3VHAAuz9bJJQz2F1Idp+fnzm9dIC2dP4joSZpM11pM11qkDZ3R3riwdyWB0rYYePRgAVXVmG96lOot5pseqqrx6MECbzvWv+r8t1NHF6ar6KrK0f4sKVPj3ESFr12ZZ67hbOpctiNsk5UW8w13mWBeT3RkLJ2LpQYZa6FurrsRraIsag8Di+8DhZRBxtL58qV5JsoNUguNkFOGxkS5wZcvzZOx9A2Ju/VERSZhgAJ1Z+WHM0vXeHBfjvuKOaotj+tlu5NW3EzT363SHZlciZ3uJyfsTfZMWu0XfuEXAFaN9Hz2s5/l5Zdf5m//9m8ZHBzk4Ycf5hd/8Rf5qZ/6KT72sY9hmiaf+MQnOHz4ML/xG78BwAMPPMAXvvAFPv7xj/PUU0/dqUPpYOnxjdPxQvQVzoT8Ue8eilmLhw8UODNeYbLaQlcVTP3O1xStR7sj/aVSg0rTxdK7FugoYt52UFWNYwMZCimDKIo6/ekO9qZQtfhC3O7Ubmf+rleYqrbQNVAVBVVROFJMk00YNBx/1QL2gVyC733jMIfGK1yYrt80gRzIcGpkdRPIduro+rxNFMHYXBM/CCGClKlzo9IkugoP7ctt6FyuVrx8YjDVec96okNVFBw/QFGg3vI7Ytv1AxKmjqGr+E7cqw+W3weiCBQiFEXtlFpFxMJLIWSjDe3X26WpKXET3ortMZyPVtyFeWIox5P391NZ6Ie2E6nk3d5PTtib7BlxtB5f+tKXOHXqFIODg52fPfXUU7z//e/n3LlzPPLII3zpS1/iu7/7uxf93lNPPcWHPvShVT/XcRwcx+n8u1qNFxLP87a8Uyq1MPsztQZJU11U/xARUaraHO7LkDa2Z6vrRomiiErTw/EjLF0hn9y9tgLtedns/GzmGEs1h1cmqkxUmrhBgBJFFKwEDw7nODqQ3rZdc9vFA0NprpRSfOt6mRvlgN6UiQLMNhz8EB4+kOGBwTS+71O2XSbm63F/ujAkYnEaeiBtMD5XY6aa7qSMNkv3/HlBiBJFHCgkeGw0T9MJuFFtMT5Xw9BUjvQmeWA4tmhYOqc9SY1vP9rDG4Yzy86b67orns+y7XL+xhxztRZ+FJGzdExLxw3C2LNK0+lLqjx+uMDBvtSa57JUc/jC6zNUWy7FTALL0HG8kEvTZWbKNSzi61AjwlQiWo67EMVbTBj46FHI+Rtlggh8P6DccCjVbI72ZzBUBVMFQ4kIA2/RfWCmatNoObxltMBMw2He9rBbYbwrMWfSn7ZotBxmqva65yttwHDW5PJsnWRvatn9Z6Zm8+j+HF4YMjZTXThmFccLKdVb5JMmJwZTBEFAxlTILBzr0lKGjXCrf8dtTgymmKnaa47zVsa1l9jqHN4LbGZulGhpTHiX86lPfYoPfehDlMvlRT//kR/5EcbGxhalyGzbJp1O85nPfIZ/8k/+CcePH+eHfuiH+Omf/unOez7zmc/wrne9C9u2SSaX98762Mc+1oladfPHf/zHpFKpZT8XBEEQBGH3Yds23//930+lUiGXW7tl+Y5Gjj7ykY/wK7/yK2u+55VXXuHEiRN3aETL+emf/mk+/OEPd/5drVY5cOAA73znO9ed3PXwPI9nn32WRx9/B69N250na0NTGc7HT9BbdYzdDMufjG8+feUSJm+/r/+OjmcjtOfwe77nezCM9cPmmznGKIr4/GszXJ6tc3CFJ+urc/ET/bcfX73eZSXWilpt9LVa02N83uZGtbXqNdP20Jmpxw7Z/RlrWcqjbLv8v2+Nk5t7heShR1DUxZEO2w2otjyePjm06cjR0vmLPy/EC+K+dDMNhyO3MH/drHQ+W27A1fl4x9eRviSf/uYNetMmuaUeVcRb7+dtjw+ePsZof3qFb4gp2y7/7+wkuYRBytSotjyuzjWZs12CMIQw5K3mdY4+/AT3DxdWvc6m6y0myw6aCl4Q0fR88gkDQ1ep2C6vTNZImBqPjfbSmzaXndOl41jKrZyvpZG91a6l2xlN3uzf8Wrspaj3drNdc3g30878bIQdFUc/8RM/wXvf+94133PkyJENfdbQ0BBf/epXF/1samqq81r7/9s/635PLpdbMWoEYFkWlrVcEBiGsW0X4FBPmv3F/I5uAY+iiFen5qk4wSJbAV2H1EKX8VenbPb1LO+kvRvYyPnY7DHO1R0uzNokdAPbU0hbWud3FKCYSzNRc2l40JPe2LWwnuHeRl6ba7hcmWlg6ioPDecZ6U3T8gIuzTWZbQaLvLEGTJOBwuqLfn9OZ7gnQ30OUFUU7eYtIYoiphtxvUZ/brkT8nrMN1wmai7FXJqaGzI221xI7YXoqkra1PFCm0cPb3z+uuk+n6P9WWw3ZLziMFltLdQv1Xn5Rp35ZoCPRyZhLbMBqLkhScsknbTWvH4CAtxIIWGZVB2PMxMNGq5HIWli6Cqe60EEX75SZqAny3Bvhicf0G+ez6aPqakM5tN4ocJIIYUfds2J66OrOo+M9pMwNJ4+tY+BXGLZfaA/pzPSm43raxLm8vqaWzhfw70G+3rSC61mHEChmDWX7bYsmrd/G/x23FfvxDh3M9u5Nt1tbGZedlQcFYtFisXitnzW448/zi/90i8xPT3NwMAAAM8++yy5XI4HH3yw857PfOYzi37v2Wef5fHHH9+WMWyF290kcj3uRq+QpS0Roija8DF6QcjnX5/hpWtlMqaBaaj0pk1Ge1OdJ/LNugCvZbh3eaZOFMURqbVeK2YXPHGiiDCKG6+mTI1CarknznqLY3t+ijmTOjA222Agn9k2d+92YbLjB7w8UesSEwaeHzLbaDFRaTJetm/pmmpfswlD5ex4jevzNtfmG/hBXABezJo0WgFhBDM1F1VpsC+XjMWMH8Z943SNAz2pVYun27SLl5ue33H3HswmOmJLifvgYrt+Z/5XcnZveQGlukPC0NBUnVP7jUVeRQlDZbzcJJ8yV5yTjfQbvJXzVao50npDELrYMwXZV69eZW5ujqtXrxIEAS+99BIAx44dI5PJ8M53vpMHH3yQH/iBH+BXf/VXmZyc5Od+7uf4wAc+0In8/OiP/ii//du/zX/8j/+Rf/Nv/g1///d/z5/+6Z/yV3/1Vzt4ZLuD7XQO3g2sFKFJGTpzjViYrET7GMfLNi9P1JisNElbBrmEjqIoTFZb1Jo+J0dyFFLmpnYTrmW4N2qm+NtXSihEfNeJAdQFM8SVXrO9uNXGQDaBqatM1x3G5uxO+mCjIrZ7fjzPow9ouAHjZRvL0LbF3dvSVUxV5cJ0Y5mYsAyNnqTJtXKTS9M2Dw3nN72gO37IXMNltu5iux4Nx8dQVQoJncbCbq+spXN8IMPrM3WIFBquT+BE6KrKUC6JqiqcGMqtu5OpvSPq7HiZmXqr4+4N8bmtOj4YcLAntWj+lz70zDfcRTvEFOKt/W0ajr/uNbUdTYm7kdYbMdLfUuhmz4ijn//5n+cP//APO/9+5JFHAPjc5z7Hk08+iaZp/OVf/iXvf//7efzxx0mn07znPe/hP//n/9z5ncOHD/NXf/VX/Pt//+/5zd/8Tfbv38///J//c0e28e82drrL+Hay2s3+ymyDKzMNetMG+/LLi+lbXoCpqlyatqk0XU7sy+KHcKNiM5hNYGWsjhjJJfRNbRFeKzJnuyFhFKFEEbYbkkmoq77mhTfdpRVFIZ8wmGu4NJyATELfkIhdOj9WWseZj8WYruk8driXkUJyy4tDIWWQTxn848UZ9heSi1JaURRRcXxGe1OUm84tRSRNTaFUc6i1PPozFqWaSyZhYGgqpq4yU3eIoog3jfbQ8kPmbJcj/WkyCYMwiqg7PoUNRlraEZuLpTrTNYeDvRphGHtJVVoeWSP+m0mYGrMtd9X5365t59vVHFhab8RI01phKXtGHH3qU59a1816dHR0WdpsKU8++SQvvvjiNo7s7uBu8QpZ62b/wFCWiXKTM+M1BnMJVEVd9HvTtRaDuQRl22EgG78+2pek2vSYqsXRgqylM1luoqsK+wrJDacw1orMeUGIokQQxYaAa73W7S7djvC0+5LB+iJ2pfmJgniL82hvirF5h+mqw0PDWze1VBSFI8UMuqZSbnoUFvqotQVF2tA5VsxSc72tRSQVBT+MCKIITV2I5iz8HCCXNHjkYIFvXC3j+CGKG0dnjm0y0jKQS/CO40XGZhtUmx5zoYsC9GcsjhdTMBl7lq02/+3IxEDOZGxW5fJMncFc8pbTYtuRir8b0+mbRSJnwkrsGXEk3F5uVy3DnWatm72qxgXML16d59UbNUb70liGylzDZbLi0Js2ONyf5qtXnI6IySdNTu3PdQpn3SCg7vjsL6T49uP9G75pLo3MRdFCX6wwxPVDwhBUok5/sTaGphJFCsrCa2krdkS+UbEZ1BOL+pJtRMSuuRiy/YvhSCHJg/uylG2PhhtQa3nomspQLsFobwpDU3GCW4tIukFEf9ZEVeL2G2EY4fshKAq255MyNbIJHT+MsHSNh/blePt9/SRN/ZYjLfcNZnjkQIHPXygRWzFGNFyfa2Wbo0Cp3uLIQGHZ/C+NTDheXIu1nWnMW+FuS6dvFomcCash4kjosJ21DDuVv1/vZj+YSzDan2KkJ8V4ucnVOZu645OxNBKGwuWSjeOFi9KLsUCKC2crTZeWF3L6RJHezMZtDbojcwXf5Op8vOvMD0I0VWGq2qI3ZZIyF4uElKmiKgqKEv+3gtKJZk1Wm3ghHCikgGhD7S9u92K49LznkzonhvJcmK7yQDaBH94UeQBXZhu3HJG0dJW+tEVvymK61qJqx21FckmDnlS8dV9RQFeVjmg8tLBdv2x7TFWdTV+bpZpDuenhBaCrsT1CBFyfb3I0efMho/vzVotMTNVaGKq6bWnMW+FuSqffChI5E1ZDxJGwiO2oZdjJ/P1GbvZ9aYuTwzmqTY9i1uQNI3l60yaOHzJZtSnVYnFwsiu1pKCQNjVKtZD7BrJr3ihXE4YnR3JcKtV5/rVpNE2lL22SWKiNSegaYQRnJ6ocLS7eMXb/YGah9UV8E89YBkcHUpwZD1DDAF2HmuNvSMS2i6RnGw6GpmJoKin9pg/sVhbD1c77UN5ipm4xU3c64sB2tx6R7BacbxjJU8wkODtRxvUj+jMG5aZHXzpBqe50aou2siurHWUIo4jT9/dzda7VsSZIL3gO9abMRV5ga0UmDi9EJrYrjXkr3C3p9FvlXo+cCasj4khYxlZqGe5U/r4tQBott/Nv2NjN/kgxw/X5Jn4Y8oaRwk2/I03lcH+GuhNQbXpcnm0wuMn04lrCsJi16MuYpCwDXYWG66OrKqN9GQ72Jrg23wIiKk2XmUa0KGoHLIvoPfXQIAd6UuSSxoZFrOsHzDQczk/WyCV1DE2jP6VzhNgqYLrm3NJiuN55PzmSY7LibMvuqjbdqeC2cHxstI8LpRpjczaGpnZ6zbXncCvXZneUIW3p5FPmzW34SgTXx6g7/qIow26PTNwt6fRb5V6PnAmrI+JI2DbuVP5+pW3on39thlMHexnIJeIIQb3FKzeq5FMGGctAU+OUSD5lcqAnxVcuz666YB0tZhgv2wzlElSa3oYX8/UEwsMHCtQdnyeO9gJKx9smbWkoKBiaRrXprVoXsx0RvedfmyGKoCdl4gUhmh7vxjtiwcs3agz3Zja9GG7kvE9WnNvSoHRpKtgNQvb3JDk5XODIQIqRQqoj9D73amlT12YURQvGiLHDeBRFuP7NKEP3Nvwo8LGJC+i7owx7ITKx3dYAe4l7PXImrI6II2HbuBNPyattQ788W++4QwMYqsp0zeGVySpE0JexeNNoD2871k8Yse6CZRkajx3qJWFoG1rMNyIQzoxXcPyAASPR2VW19HtnGg5JU2cov3xB2kpEr3t8p0byVJoeY3Nx3ZPW2bUX8Y77Nl5k3maj573S9G9LdGQjqeD5hrupa3O62uILr8/wjavzzDYciCBj6YSAqSsrWkFAXEDfNhwt2x4V28NfaBOSsZYvsLslMrFd1gB7jXs9ciasjogjYdu4E8W+q21DP7iwDf0fL8zg+nHH9TeP9hBEUG95lJse7sL3bjSUnjC0DS/mGxEIk9U4bbYTIfyl4yukTPLJBXdm34MbV+lNmZj62k7RK7EboiPdwnGlmq/NjHG62uIvXprgpWvzcbf7fBIFKNVa3Kg4VGyPp08OUkh11RbF5gEM55O4fsDnXi0zXrZx/IBrczYXSw3ecqiw+HfWiUzc6U0NO+3Sv1Pcy5EzYXVEHAnbxu3M30dRxJWZBq9MVulJGbBkjVBQKGYtvnZlnmLW4sF9N5/28kmD4ULUSZ08eX//tofSN7L46qpCIRnvrLrTIfyVxqcoCpmEThSADfhhdEsCZjfVbaxW87W/J7mhMZqawotXy7w+XSNpaovE7sHeNEEUMV1z+eqVeZ442kfS0OOWIFWbIjCQt3j+tZmu1GoCU9P46uVZPnd+hm870sNANrluZEJMCWPulEC8VyNnwuqIOBK2jduVv28vFK/cqPDS9TL9GYtiJsFoX5Jc19b3IISZusNIIUm56XW2jCuKsiy9c6uh9NVu1hsSCLrKqf15XrpW7nzvUp+lh4azG74hb2bhWG98cDMltFl2S93GWjVfpXqLtKmvK0wBLpRqhGFEPrW48SqKwnA+BYpKFMFU1UHX4nYgh/sy1MswXXGWpVaHC0necXyAr43NcX6yjutHmPrqkQkxJYy50wLxXo2cCSsj4kjYNm5H/r57oehJmRTTCXQ1LiKuNj1ODac7F/GNSpNSzeHCdJ0rsw10bXGz2O7UyVB+86H09XaibUQg3DeYoZAyODte5dXJ6jKfpXMTtVjIrXPz3+zCsaaA6UoJ3YqA2Q11G90p19HeFLYbp1YNVY2dv+ds+jMWuYSx5hjdIMJ2AyB2816KoaukTJV9uQRPHh8gn4p3CqYN+OuLMFFprpha7UmbPH6kj6lai7cfi+u6VhKzYkoYIwJR2GlEHAnbynYbSXYvFAB9WZPJaouBhT5nV+eaHAEqTZdvXSsTEZslZhMmbhAuahZraOqi9M5mQukbuVlvVCAM5BI8FEWMzTaW+SwtvfmvFB0q1ZxNLxxrCZh2SuiBLXjt7HTdRrumytI1zkxUOwabbYFczFjUHZ+3Hu7j+nxz1THON1xSpgbEfdMS6uI0qeeHRJFC2tIZyFmdSIPnefH/r5FaTZo6uqaST5mrRih2+9b/O4EIRGE3IOJI2Ha2K3+/0kIx2pui1vSZbrgkDY3ZhsMRDb5+tYKhqzy8v0DN8cgrC7vO2p3rZ22yCY1jA4s7sG8klL7hm/WJ4oYEQhRFnJuoreiz1P15Dy28rzs6NJxPUm15a0ZIVls4VhMw7ZRQ27zwVus8drJuw/FDZhsOc3WPph+QTxiYCaMjkCu2R2/GIJc0OD2YWXWMbV+kS6UGlaaLpXeJlChi3nZQVY1jA5kVo2zGFmuvdkNx+04jAlHYDYg4Em4L25G/X2mhaDsdj83ZzNZc5hsO5MHQFN56uI+0pXHmerXTKNbQVZK6ymvTNb7tSN8tpXc2c7PeiEDYyOe9OllhbLaBH4aLojxnJypcmWlw32B61QjJWgvHSuNrp4Rg63UeO1W3YWoKMzWXmuOzv5DszGtCjQXy9XKTMIowNWXNMSqKwqn9eS7PNHjp2jzXy0360iYKcT2bH8KjBzOcGsmveB0N55Ncmmvecu3Vbipu3ylEIAq7ARFHwq5ltYWivQ29VHMoNwyoTzLal2QwF/sHdTeK9R0PVVHoSZk8dqjnltI7m71ZrycQ1vs8S1e5OmczkE1yqkvMpS2dffkEX7syR6Xp0Zc1ySfMFSMkay0cS8fXTgmVag5fuDi/t+s8omjpRsb431G0wptXZiCX4PseHqY3bfKNq/PcqDSXeWWtNg8PDOeYbQa3XHu1W4rbdxIRiMJuQMSRsGtZa6GAuP3G/YM56nUwNa1zM+1uFOsFIV4QEgQRI4Wbxn3budNrszfr9T5vruFSdwLesH95asxQVcIoolR3ONyf7gislSIkm+WVib1b5+EGEcWshaooi6KGnh9SbrrkUyZ9aRM32JhIGsgl+OePjvDk/cWOQ3YxG9cYrXX8xay1pdqr3VDcvtOIQBR2AyKOhF3LRhaKB4ZzvHBxeTqj3dohiqJlnd+3dafXLdys1/u8G9UmGUund6XokwK6qhJGEITR0pc2FSFZymo7rbarzuN2etZYepxW7E0blGpeJ2qoqyr78imKWQNQNhVtUBSF3oxFb8Za/81dbLX2aqeL23caEYjCbkDEkbCrWW+h6EnGkZONpjNuZYvwdt+s1/u83rRF0tBxvBDdWryY+2FE0tTIeBrztouhqVuKkHSz1k6rrdZ53G7Pmm7BeXIki+2mO73rUqbK2Kx9R6MNW629utdNCe91gSjsPCKOhF3PWgtFu15mI+mMW90iHEURhqby4HCOS6U6FXvjzWjXOqbVxvvQcJZzE7UVI0u6qhAB9w1m6ElbcUH2FiMkbba602o17oRnTbfgHJuNi91zCYOWFzA2a+/JaMPtLm6/0+1JNsu9LhCFnUXEkbAn2MhCsd7N9Fa2CC+NeBgLLUC6O75vxRtotfEqirIosmTpsZP2RMWmN2XSl7Z4aCSH7YbbFiHZ6k6rlbiTnjUSbdg4e6U9ibhWCzuFiCPhrmKtm+lmd52tFPFoej5XZutM1Vq847i25TTNauPtXuhfnawsOGkHnVqkasvn3ESNI/3pbYuQbHWn1Upsh2fNZiIcEm1YH3GfFoT1EXEk3DNsZtfZShGPStNlbLbJTL3FdM1hbLbB6fsHOLU/f1sWk24n7YFskjfst2InbS/kYqlOtekxXm5iGeq2REi2utNqJbbqWXMrEQ6JNqyOuE8LwsYQcSTcM2xm19nSiEel6XLmepWG61FImhzs1ag1Pc5OVJhtuLflabvbSbvb70i3VE6N5Lk8U2col+Kxwz0kDG1bIiTbHXnZig2CRDi2H3GfFoSNIS5awj1Du2g3nzS5Mtug4fgEYUTD8bky21iUOuqOeEREjM02abgeg9kElqGR0DVUVWFfPkGl6XJ2vEq0hW30K7HeQjaYS1JpuSQMbV3/nc3QjrwM5RNb/ty2IJ2utZbNT1uQtmu3lr7WHeFIWzqaGvc0O9SXvm1zfjuIooj5hstkpcV8w93RMW8kkucG4YZ2Je6m4xKE7UYiR8I9xUaLdrsjHhEw23AoJE1YEAruQssOU9MYyGq35Wn7bmijcKs2CHdLhGO3FT5vl6HpbjsuQdhuRBwJ9xwbSR11p+DySQM/DDH0OLoRRRGVlsdQLkHa0ggjbotIuVvaKNzKLrK7QRjuxrTgdhia7sbjEoTtRsSRcE+yXtFud8RjstIkCMHxgrj+qOWRNnRGe1MoikLL9W+LSLmb2ihstpZprwvD3Vr4vFVD0916XIKw3ezOO4sg7ALaEY+HRvIkdJWxORvbDRjKJTg5kqOQMtesm9kqm6mR2gtsppbpVmuVdgubSQveadrX9dFilmrL43rZptryOFrM8uTxtaM+u/m4BGE7kciRIKzBQC7Bd2YtDvSkeP61ErbrM9qbImnqNBz/tvd6uleNDfd6f63dnha81V2Ju/24BGG7EHEkCOugKArHh+L0VVukzNruHRMp96qx4V4WhnshLXgrflB74bgEYTsQcSQIG2QnRcq9amy4V4Xh3VQv1s3delyCsBQRR4KwCe5VkbKT7MU53+tpwdW4W49LEJYi4kgQBOE2sJfTgmtxtx6XIHQj4kgQBOE2sVfTgutxtx6XILQRcSQIgnAb2YtpwY1wtx6XIID4HAl7nLYHzlTVkf5OgiAIwrYgkSNhzzJdbXHm6hwAnz13A8MwpL+TIAiCsGVEHAl7knZ/p6rdpAgMF5I4gbJn+jtFUST1GoIgCLsUEUfCnqO7v9Nob4pmGTRF2bX9nZYKIdcPODdRk47mgiAIuxQRR8KeY1F/pyWvLe3vtNMFo9PVVmfLsxuEOF5IqeaQTegcLWako7kgCMIuRAqyhT3HRvo7uUG44/2d2qm/i6UauYTBSCFJ2fa4OmdTaXq4fkjTDXCDkP6MRdl2ODtelaJyQRCEHUYiR8Keo7u/U2qFK3g39HfqTv0d6ovbLNQdn4brc7gvxVTV4fnXS+QSOkEYoWsqaVPDDys8crCw4xEvQRCEexmJHAl7jnZ/p+lai4jFUZZ2f6eRQmpH+zstSv0t1D15QYgfhvghVJoe4+UmqqLQl7ZIGhpzDZeXb9QYLzd3bNyCIAiCiCNhD9Lu75RPmlydswEIooiG43NltrEr+jutlPozNBVNUbhRaeJHIWlDQ9dUVFUhYWgUkgZ+EHKpVJfUmiAIwg4i4kjYk7T7Ox3uywAwUW5SbXkcLWZ58vjOFzV3p/7apC2NtGkwXY97UWmqgqYuCLgootLyONibpmJ7lG1vh0YuCIIgSM2RsGcZyCX49uP9/PVFeOdD+0gnzF3jF9RO/V0s1ThkxjVHCgpDBQvtGsw2XIbzCUxNwfECyk2XtGVwbCBNzfF3vJhcEAThXkbEkbCnaQuhwZyFYexcjdFS2qm/mbrDldkGA9kECUMjaWhkLIOUGZG2DOZsF11V2ZdPMdqXRFfVjh+SIAiCsDOIOBKE20Q79df2OZppOJiqyhsP5IkiONyfxg8jDE0lbWkQwZXZBkeL2R0tJhcEQbjXEXEkCLeRgVyC01lrmUP286/NMFN3OhEl2wmYrrV2RTG5IAjCvY6II2FP097VNVV1SCeiXVNz1I2iKMt8i5ZFlDSVo8WstBARBEHYBYg42kNIs9LFTFdbnLk6B8Bnz93AMIw906NspYjSvX4+BUEQdgsijvYIS3t03evNStutOap2kyIwXEjiBMqe6lG2UkRJiJEHAUEQdhIRR3uAthCoNN1Ojcq93Ky0uzXHaG+KZhk0RSFt6Rwy01yZbXB2vMrprCUL6h5EHgQEQdhp9sR+4StXrvC+972Pw4cPk0wmOXr0KB/96EdxXXfR+771rW/x7d/+7SQSCQ4cOMCv/uqvLvus//N//g8nTpwgkUhw6tQpPvOZz9ypw7gllvboSls6mrogBPrSVJruPdesdFFrDhaLH0VRGMgmGC/bYqS4B1narHd/IUUuYXCxVOO58yWmq62dHqIgCPcAe0Icvfrqq4RhyO/93u9x7tw5Pv7xj/OJT3yCn/mZn+m8p1qt8s53vpPR0VG+/vWv82u/9mt87GMf4/d///c77/niF7/Iv/pX/4r3ve99vPjii7z73e/m3e9+N2fPnt2Jw9oQK/XoanOvCoGVWnN0kzA03CAUI8U9hjwICIKwW9gTabWnn36ap59+uvPvI0eOcP78eX73d3+XX//1Xwfgj/7oj3Bdlz/4gz/ANE0eeughXnrpJf7rf/2v/MiP/AgAv/mbv8nTTz/NT/7kTwLwi7/4izz77LP89m//Np/4xCfu/IFtgI0IgZmGc08Jge7WHKkVruCWF2Bqqhgp7jE28yAgtVqCINxO9oQ4WolKpUJvb2/n31/60pf4ju/4Dkzz5k3zqaee4ld+5VeYn5+np6eHL33pS3z4wx9e9DlPPfUUn/70p1f9HsdxcByn8+9qtQqA53l43taiNe3fX+tzNAJMJaLluKTM5QKp5cavawRbHs9eIW3AcNbk8mydAwULgCiMe5hFRJSqNof7MqSNtedWiNnIdXgnaLRcPM/DSutEgb/sdUuL8DyPRsslY+6uWrLdMod7FZm/rSNzuD6bmZs9KY4uXLjAb/3Wb3WiRgCTk5McPnx40fsGBwc7r/X09DA5Odn5Wfd7JicnV/2uX/7lX+YXfuEXlv38s5/9LKlUaiuH0eHZZ59d8/Xcwv/ba7z+xed2b2rwdlEEWuX4v5tXXlz083oZ/vriDgxqD7PedXgn6AOc+bVf//oXXr5Tw9k0u2EO9zIyf1tH5nB1bHu1VXQ5OyqOPvKRj/Arv/Ira77nlVde4cSJE51/j4+P8/TTT/PMM8/wwz/8w7d7iPz0T//0omhTtVrlwIEDvPOd7ySXy63xm+vjeR7PPvss3/M937NmX7BSzeELr89QbbkUMwksQ8XxQkr1FrmkyduP9VPMWlsay16kVHN4+fo8jcvfYK5wP7puMJxP8sBw7p6cj1tlo9fh7SaKIj7/2gyXZ+sc7E0tKraPiLg6F0cEv/14/67bhbhb5nCvIvO3dWQO16ed+dkIOyqOfuInfoL3vve9a77nyJEjnf+emJjg9OnTPPHEE4sKrQGGhoaYmppa9LP2v4eGhtZ8T/v1lbAsC8tavtAahrFtF+B6nzXca/DkA/rN7c1NH1NTOTJQuKe3Nw/3GvRnTP76MnzPyf2kE6b44WyB7bymb5VTB3uZbQaMzTuLbCumaw75dJJTB3sXpc53G7thDvcyMn9bR+ZwdTYzLzsqjorFIsVicUPvHR8f5/Tp07zpTW/ik5/8JKq6uNj28ccf52d/9mfxPK8zAc8++yz3338/PT09nff83d/9HR/60Ic6v/fss8/y+OOPb88B3UbEUXll2sc/mLPkhnAXsGKzXmmtIgjCHWZP1ByNj4/z5JNPMjo6yq//+q9TKpU6r7WjPt///d/PL/zCL/C+972Pn/qpn+Ls2bP85m/+Jh//+Mc77/3xH/9x3vGOd/Abv/EbvOtd7+JP/uRP+NrXvrYsCrVbuZsdlcURWWgjDwKCIOw0e0IcPfvss1y4cIELFy6wf//+Ra+1PU/y+Tyf/exn+cAHPsCb3vQm+vv7+fmf//nONn6AJ554gj/+4z/m537u5/iZn/kZ7rvvPj796U9z8uTJO3o8wmLEEVlYyt38ICAIwu5nT4ij9773vevWJgG84Q1v4POf//ya73nmmWd45plntmlkwlZZqzVKqdbikYM95JKGRA8EQRCEO8aeEEfC3clSR+S28ElbOgXf5Gtjc5wZr3C4P42pSzRJEARBuDOIhbCwY6zmiFy2Xc5NVGn5IS0/pJAypb+WIAiCcMcQcSTsGCu1RomiiLE5m4bnM5xPoKkQRpH01xIEQRDuGCKOhB2ju0dam4YTMNdwyScM/CBCV1UMLb5M79VGu4IgCMKdRcSRsGMUUgYjhRTTtVYnEuSFIX4QYqoK5aZLX9oibd2MLCUMDTcI76lGu4IgCMKdRcSRsGMoisLJkRz5pMmV2QYNx0dVFMIwYrzSJG0ZjPYlF7WRaHkBpqZi6XLpCoIgCLcHWWGEHaXtiHy0mKXa8pi3HSxDwzJ0Tg5nySdvet1EUcR0rcVIIUUhJW7YgiAIwu1BtvILO85SR+Rq0+PFa/PM2x6GpnX112qRT5mcHMmJ35EgCIJw2xBxJOwKuh2Rh/IJCilD+msJgiAIO4KII2FXIv21BEEQhJ1CxJGwa5H+WoIgCMJOIAXZgiAIgiAIXYg4EgRBEARB6ELSasJdRRRFUqckCIIgbAkRR8Jdw3S11dnh5gYhpqYyUkjJDjdBEARhU4g4Eu4KSjWHL1ycp9J0GcgmOt5IF0s1ZuoOT95fFIEkCIIgbAipORLuCl6ZqFJpuhzqS5O2dDRVIW3pHOpLU2m6nB2vdvq3CYIgCMJaiDgS7gomKk0Gsoll9UWKojCQTTBetinb3g6NThAEQdhLiDgS7gq8ICRhaCu+ljA03CDE8cM7PCpBEARhLyLiSLgrMDSVlhes+FrLCzA1FUuXy10QBEFYH1kthLuC4XyS6VprWV1RFEVM11qMFFIUUsYOjU4QBEHYS4g4Eu4KHhjOkU+aXJlt0HB8gjCi4fhcmW2QT5mcHMmJ35EgCIKwIWQrv3BXUMxaPHl/seNzNNNwMDWVo8Ws+BwJgiAIm0LEkXDXMJBLcDpriUO2IAiCsCVEHN2F3MstNBRFoSdt7vQwBEEQhD2MiKO7DGmhIQiCIAhbQ8TRXcR0tcVz50vSQkMQBEEQtoDsVrtLiKKIs+PSQkMQBEEQtoqIo7uEsu0xXralhYYgCIIgbBERR3cJjh/iSgsNQRAEQdgyIo7uEixdxZQWGoIgCIKwZWSlvEsopAxGCilpoSEIgiAIW0TE0V2CoiicHJEWGoIgCIKwVWQr/13EQC4hLTQEQRAEYYuIOLrLkBYagiAIgrA1RBzdhUgLDUEQBEG4daTmSBAEQRAEoQsRR4IgCIIgCF2IOBIEQRAEQehCxJEgCIIgCEIXIo4EQRAEQRC6EHEkCIIgCILQhYgjQRAEQRCELkQcCYIgCIIgdCHiSBAEQRAEoQtxyN4k7Y731Wp1y5/leR62bVOtVjEMY8ufdy8ic7h1ZA63jszh1pD52zoyh+vTXrfb6/haiDjaJLVaDYADBw7s8EgEQRAEQdgstVqNfD6/5nuUaCMSSugQhiETExNks9ktN3OtVqscOHCAa9eukcvltmmE9xYyh1tH5nDryBxuDZm/rSNzuD5RFFGr1RgeHkZV164qksjRJlFVlf3792/rZ+ZyObmYt4jM4daROdw6ModbQ+Zv68gcrs16EaM2UpAtCIIgCILQhYgjQRAEQRCELkQc7SCWZfHRj34Uy7J2eih7FpnDrSNzuHVkDreGzN/WkTncXqQgWxAEQRAEoQuJHAmCIAiCIHQh4kgQBEEQBKELEUeCIAiCIAhdiDgSBEEQBEHoQsTRLuL7vu/7OHjwIIlEgn379vEDP/ADTExM7PSw9gRXrlzhfe97H4cPHyaZTHL06FE++tGP4rruTg9tT/FLv/RLPPHEE6RSKQqFwk4PZ0/wO7/zOxw6dIhEIsFb3/pWvvrVr+70kPYM//AP/8D3fu/3Mjw8jKIofPrTn97pIe05fvmXf5nHHnuMbDbLwMAA7373uzl//vxOD2vPI+JoF3H69Gn+9E//lPPnz/N//+//5eLFi/zLf/kvd3pYe4JXX32VMAz5vd/7Pc6dO8fHP/5xPvGJT/AzP/MzOz20PYXrujzzzDO8//3v3+mh7An+9//+33z4wx/mox/9KN/4xjd44xvfyFNPPcX09PROD21P0Gg0eOMb38jv/M7v7PRQ9izPP/88H/jAB/jyl7/Ms88+i+d5vPOd76TRaOz00PY0spV/F/MXf/EXvPvd78ZxHOmyfAv82q/9Gr/7u7/LpUuXdnooe45PfepTfOhDH6JcLu/0UHY1b33rW3nsscf47d/+bSDuvXjgwAE++MEP8pGPfGSHR7e3UBSFP/uzP+Pd7373Tg9lT1MqlRgYGOD555/nO77jO3Z6OHsWiRztUubm5vijP/ojnnjiCRFGt0ilUqG3t3enhyHcpbiuy9e//nW++7u/u/MzVVX57u/+br70pS/t4MiEe5lKpQIg974tIuJol/FTP/VTpNNp+vr6uHr1Kn/+53++00Pak1y4cIHf+q3f4t/9u3+300MR7lJmZmYIgoDBwcFFPx8cHGRycnKHRiXcy4RhyIc+9CHe9ra3cfLkyZ0ezp5GxNFt5iMf+QiKoqz5v1dffbXz/p/8yZ/kxRdf5LOf/SyapvGDP/iD3MuZz83OH8D4+DhPP/00zzzzDD/8wz+8QyPfPdzKHAqCsPf4wAc+wNmzZ/mTP/mTnR7Knkff6QHc7fzET/wE733ve9d8z5EjRzr/3d/fT39/P8ePH+eBBx7gwIEDfPnLX+bxxx+/zSPdnWx2/iYmJjh9+jRPPPEEv//7v3+bR7c32OwcChujv78fTdOYmppa9POpqSmGhoZ2aFTCvcqP/diP8Zd/+Zf8wz/8A/v379/p4ex5RBzdZorFIsVi8ZZ+NwxDABzH2c4h7Sk2M3/j4+OcPn2aN73pTXzyk59EVSUwClu7BoXVMU2TN73pTfzd3/1dp4g4DEP+7u/+jh/7sR/b2cEJ9wxRFPHBD36QP/uzP+O5557j8OHDOz2kuwIRR7uEr3zlK7zwwgu8/e1vp6enh4sXL/Kf/tN/4ujRo/ds1GgzjI+P8+STTzI6Osqv//qvUyqVOq/JU/zGuXr1KnNzc1y9epUgCHjppZcAOHbsGJlMZmcHtwv58Ic/zHve8x7e/OY385a3vIX/9t/+G41Ggx/6oR/a6aHtCer1OhcuXOj8+/Lly7z00kv09vZy8ODBHRzZ3uEDH/gAf/zHf8yf//mfk81mO/Vu+XyeZDK5w6Pbw0TCruBb3/pWdPr06ai3tzeyLCs6dOhQ9KM/+qPR9evXd3poe4JPfvKTEbDi/4SN8573vGfFOfzc5z6300PbtfzWb/1WdPDgwcg0zegtb3lL9OUvf3mnh7Rn+NznPrfi9fae97xnp4e2Z1jtvvfJT35yp4e2pxGfI0EQBEEQhC6kKEMQBEEQBKELEUeCIAiCIAhdiDgSBEEQBEHoQsSRIAiCIAhCFyKOBEEQBEEQuhBxJAiCIAiC0IWII0EQBEEQhC5EHAmCIAiCIHQh4kgQBEEQBKELEUeCINzTBEHAE088wb/4F/9i0c8rlQoHDhzgZ3/2Z3doZIIg7BTSPkQQhHue1157jYcffpj/8T/+B//6X/9rAH7wB3+Qb37zm7zwwguYprnDIxQE4U4i4kgQBAH47//9v/Oxj32Mc+fO8dWvfpVnnnmGF154gTe+8Y07PTRBEO4wIo4EQRCAKIr4zu/8TjRN48yZM3zwgx/k537u53Z6WIIg7AAijgRBEBZ49dVXeeCBBzh16hTf+MY30HV9p4ckCMIOIAXZgiAIC/zBH/wBqVSKy5cvc/369Z0ejiAIO4REjgRBEIAvfvGLvOMd7+Czn/0s/+W//BcA/vZv/xZFUXZ4ZIIg3GkkciQIwj2Pbdu8973v5f3vfz+nT5/mf/2v/8VXv/pVPvGJT+z00ARB2AEkciQIwj3Pj//4j/OZz3yGb37zm6RSKQB+7/d+j//wH/4DZ86c4dChQzs7QEEQ7igijgRBuKd5/vnn+a7v+i6ee+453v72ty967amnnsL3fUmvCcI9hogjQRAEQRCELqTmSBAEQRAEoQsRR4IgCIIgCF2IOBIEQRAEQehCxJEgCIIgCEIXIo4EQRAEQRC6EHEkCIIgCILQhYgjQRAEQRCELkQcCYIgCIIgdCHiSBAEQRAEoQsRR4IgCIIgCF2IOBIEQRAEQeji/wcv+x3boh6MTwAAAABJRU5ErkJggg==", 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