{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to remove scattered light from TESS data using the `RegressionCorrector`?\n", "\n", "\n", "Lightkurve offers several tools to the community for **removing instrument noise and systematics** from data from the Kepler, K2 and TESS missions. This tutorial will demonstrate the use of Lightkurve's new `RegressionCorrector` class to remove the scattered light and spacecraft motion noise from TESS Full Frame Images (FFIs).\n", "\n", "TESS FFIs have an additive scattered light background that has not been removed by the pipeline. This scattered light must be removed by the user. This can be done in a few ways, including a simple median subtraction. In this tutorial, we'll show you how to use *Lightkurve*'s corrector tools to remove the scattered light. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Using `RegressionCorrector` on TESSCut FFI cutouts\n", "\n", "For this tutorial we will use the TESS Sector 15 data of [KIC 8462852](https://en.wikipedia.org/wiki/Tabby%27s_Star) (also known as Boyajian's Star).\n", "We'll start by downloading the FFI data using MAST's *TESSCut* service, querying it through *Lightkurve*." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "target = 'KIC 8462852' # Boyajian's Star\n", "tpf = lk.search_tesscut(target, sector=15).download(cutout_size=(50, 50))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TessTargetPixelFile(TICID: KIC 8462852)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This cut out works the same as any *Lightkurve* Target Pixel file (see our full tutorial on working with such data products [here](https://docs.lightkurve.org/tutorials/01-target-pixel-files.html)).\n", "\n", "*TESS* FFI cut outs do not have aperture masks created by the pipeline. Instead, users must create their own apertures. There are many methods we could use to do this, but for now we can simply use a threshold aperture, using *Lightkurve*'s `create_threshold_mask()` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "aper = tpf.create_threshold_mask()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the aperture, to make sure it selected the star in the center and has a reasonable number of pixels." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 519 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=aper);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good. We can sum up the pixels in this aperture, and create an uncorrected (\"raw\") light curve." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "raw_lc = tpf.to_lightcurve(aperture_mask=aper)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "raw_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The flux in the aperture appears to be dominated by scattered light. We can tell because TESS orbits Earth twice in each sector, thus patterns which appear twice within a Sector are typically related to TESS' orbit (such as the scattered light effect).\n", "\n", "To remove this light, we are going to *detrend* the light curve against some *vectors* which we think are predictive of this systematic noise.\n", "\n", "In this case, we can use the **pixels outside the aperture** as vectors that are highly predictive of the systematic noise, i.e. we will make the assumption that these pixels do not contain any flux from our target.\n", "\n", "We can select these pixels very simply by specifying flux outside the aperture using Python's bitwise invert operator `~` to take the inverse of the aperture mask." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "regressors = tpf.flux[:, ~aper]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1190, 2491)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressors.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`regressors` is now an array with shape *ntime* x *npixels outside of the aperture*. If we plot the first 30 of these pixels, we can see that they contain mostly scattered light, with some offset terms." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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o8TOUdZKDqTPK4L2j3VWVTFOmiDZVnCGE9Ae/3Q7XoUPSAWPYne4Q5y6acJFot0+lAQCH14HmRK049tZIn3FORU33uMJCMI0G8SeeKPrsYXafjlUUvBNCyACwrl4t2pZTToHGYOjxMwxh8t7dFXLqiy4rC11RVZzZs6fDXV4JIaS3nHv3itx0w9ix2GU/JM7Nz5mPdFN6R7cCAKrN8ueSp6pKeuaevaIvLjAJEX+SXKGr9Ysv4Wtt7fvgowAF74QQMgBaV8tl0RLOPKNXzzCMyRdtd3Ex/C4XvFXVUodGA0N2dpfP0CYnQzdihHTg9cKjmLknhJBIUKbMeCblo8Yupb4k6BNQkFKAU0aforreoDHg0ZMfFcf7E22i7dwnBe2qmfcpk6WfkybBWFAAAOAuF+xbtkT2jQxRFLwTQkg/cxUVwV0kVV5gJhMs8+b16jmGMWPlZxaXSGk4gVJr+qwssG7O5utHjhRtT2Vlr8ZCCCEdcfy4S7Rr8hJEe/bI2dBpdPj1cb9W5b5fXnA55o6SZ9F/SKoXbeePu+GprlbltMdNniza5tmzRbv857+Afxh8m0ilIgkhpJ85f5RnoeLnzIHGZOrVc4xjx4i2u6gIriPyglPlluJd0WVlAYFdWr3V1b0aCyGEhMM9HtUMeNnoOMAqtfMSpXU7iYZErL50NUqtpbC5bShILYCWaRGvj0ebpw0HU52ATgt4ffCUl6PhtddEip9h3DgYxsoTGXGKdTwAYP30f0i++CLEMpp5J4SQfuY+KpcwM44f3+vnaNPToUmQZrH8NhtsX3whP7ewsNvP0Sty4z2VVb0eDyGEtNe6di18ddLMuTYtDYfTvOJclkW9LicvMQ9T0qdAp9GBMYbRCVIpW5+WwT9qhLiu6S15d9aMX/0STCOHr8q8dwBoWbEicm9miKLgnRBC+plyl0C9YvfAnmKMwVgwURy3fCz/kjJNm97t5yh3MHQdPNjr8RBCSHutX34l2ilXXIEKp/zt3qj4zjeFCwbvAGDPTgk5r0lIgGXBAlWfPjMTuW+9KY4d27fH/EJ8Ct4JIaSfuY/K24IbcvM6ubJrpqnTwvbHFU4CALy55038Yu0vsKdhT9jrACBO8QzHrl0dXkcIIT3BfT60rV8vji2n/QRVbfK3e+1n3tvLSZD3oWjIDE0vTL74YmiMxpD++OOPhz5XSh3kLhfa2u1mHWsoeCeEkH7mUaTN9CQ3PRzTzJmhnVot9KNGYXvtdjy55Ul8W/EtFn+6GOvK14V9RlzBRLG41VNeDm9TU5/GRAghgDTr7Qt8nmjT02GYVIAqmxy8dzXznmORg/eds0Nn3i2n/aTDe5WFAJr+83a3xxyNKHgnhJB+5LNaxS8zZjBA142NlDpjOfUU6EepfwHqs7PB9Hp8fPhjVf9DGx6C2xf69TEzGGCcKKffuPbv79OYCCEEAOqe/7toW04+GU3uZrj90mdQgiEBFoOl0/uVaTN74puRfsft4liblATTjI43t0u56irRtn31lSpdMdZQ8E4IIf1IuVhVnztatdCqNzQGA5IuvljVZxgt/cLbWbdT1V/vqMdLO18K+5xgmg0AOPdR8E4I6Ru/3Q77xo3iOPWaJai0yaVou5p1B9TBe1lrGVKXLEH8gvkwnzgHOS+91OnmdsaxYxA/V1686tgZuymBFLwTQkg/8pTLO6AaRvctZSYocdFC1bFpxgw4vU4UtxSHXPvf/f+Fy+cK6TdOUgTv+/dFZFyEkOHLdaRItA1jxiBu8mRUtsnBe1f57gAwMn4kdEyqYl7vqIfLpEPuK68g7/XXYT42TMpgO8pvFGN5DwsK3gkhpB956+pEWzeibykzQcaxY+VNShhD4jmLUNxSDB/3AZBmr7It0m6rbZ42fFfxXcgz4hSlJV00804I6SPXoUOibZwwAQB6lO8OADqNDqMs8nXltvJOrg6lH6Usg0vBOyGEkF7w1ss7BerSMyL23FF/+TMSzz8PWY89BuPYsahuk8ux5SbmYuEYeXZ+VcmqkPuNEwtE21VUBL/DEbGxEUKGH9fhw6Id3M9ClTZj6Tp4B0JTZ3pCuR6IgndCCCG94q1XzLxnRC54N06YgOwnnkDyRRcCAOoc8uuMMI/AmXlniuMfKn8A51x1v9YSD8P4cdKBzwf7pk0RGxshZPhxHVbMvE8MzLwry0TGd502A6jLRZa3hp95b3A0oKi5KKRfnyPf6y4OTSOMFREL3hlj5zDGVjPGyhljDsZYEWNsGWPsxA6un8sYW8kYa2SM2RljuxhjdzLGtJ28xrmMsa8ZYy2MMRtjbCNj7NpIvQdCCIk01cx7Rnq/vU6tvVa0M0wZmJQ6CQl6aTfWJleTamY+yDJvvmi3bdjQb2MjhMQ+16EwM+9tkZ95r7BVYOEHC3HBxxfgw0Mfqs4Zx44F0+sBxHYZ3IgE74yxvwD4FMCxAFYBeBbANgAXAPiOMXZ1u+svALAOwHwAHwJ4AYABwDMAlnbwGrcD+ATAVAD/AfAPAKMAvMEYezIS74MQQiJNlfOe3n/Bu3LmPdOcCcYYJqXJi1K/OPpFyD2mmXLZNVdR7M5SEUL6l9/lgrcqMMuu1cKQJ21Gp8x5j9TM+weHPoDDK6X5/d+G/4PT6xTnmMEA42R5PY9z9+7uv4ko0ufgnTE2EsDdAGoATOac38Q5/x3n/FIAZwFgAB5RXJ8IKfD2ATiFc34j5/weADMAfA/gUsbY4navkQ/gSQCNAGZxzm/jnP8awHQARwDc1dEMPyGEDCZPhTzzpBsxot9ep8ZeI9oZJik957gRx4m+p7Y8hR21O1T3GPLzRVu52IwQQnpCBO6QFuYzvR5WtxU2jw0AEKeNQ2pcaree1dXM+85adUncn6/9OTw+jziOU1SccZfGZq33SMy85wWes5FzXqs8wTn/CkArAGWi56WB46Wc8y2Ka50Afh84/Hm717gBgBHA3znnJYp7mgA8Fji8tc/vhBBCIsjb1AR/SwsAgJlMfd6gqTPKGarg19NXTroSKUZpl0Iv9+KpLU+p7jHkyqUrvdXVaNtIee+EkJ5TLg4NLhpVzrqPjB8Jxli3nqXcZbXSVgmv3yuOW92t2FGnnoTYUrMF7+x/R3797Gx5XBUV3XwH0SUSwfshAG4AxzPGVN8JM8bmA0gAsFbRHdzbNrT8gZRKYwcwlzFm7OY9n7W7hhBChgSPYoc/Q25ut3959ZTX70VFq/xLKjhzlRKXgr+fJu94uKt+l6rmuyYuTvWLrnn58n4ZHyEktnkUM+/6LCl4702lGQAw681IN0nhpJd7Vet11pauDbtvhTItUJ8tB//KfTZiSZ+Dd855I4DfAhgBYC9j7FXG2OOMsfcArAawBsAtiluC9ckOhnmWF0AxAB2Asd28pwpAG4Acxpi5q/EyxraG+w/ApK7uJYSQnnCXloq2cpY70qpsVfByaXYq05QJs17+KJyeMV3MZPm5HyUtJap7lVuKU+oMIaQ3lOmBwZn3g01yyKZMhemOjlJnVhxZIdrXTpbrlWyv3Q63zy29Ps28dw/n/G8ALoYUdP8MwO8AXAagDMAb7dJpkgI/Wzp4XLA/uRf3JHVwnhBCBpwy39KQn9dvr6Os6KBc7BU0Pnm8aO9rVO+mmnzxRaLtLioC9/n6YYSEkFgWLm1Gmd4yPWN6j56nTJ0JbtS0o3YHttRI2dYapsGSyUvE+h4AeGLzE9Lr51Dw3i2MsXsBLAfwBoBxAOIBHAegCMDbjLEnevK4wE/e6VW9vIdzfly4/wDQFoOEkIhSzrzr+3HmvdHZKNppprSQ88qqM8sPqlNjtMnJ0AZKWHK3G56ynm2KQgiJfS0rVuDoDTeg5om/gvv9IedVaTOjsuDnfuyskxeWzsiYEXJPZ8LNvP+v6H+i75wx52BE/AiclH2S6FtTugY+vw+69HQwgwEA4Gtpgc9m69FrR4NIVJs5BcBfAKzgnP+Gc17EObdzzrcBuAhABaRqMME0mK5myRPbXdeTe6w9HT8hhPQXtzLnPS/8zPuuul14dderOGoNXxWhzFqGFUdWYEv1lrDnAXXwHlygqnTphEuh10i1j3fW7VTlogJyTWZAvUsiIWR48TudIRu6WT/7DJX3/hZtG75H42uvoWXFipD72s+8F7cUo9XdCgBIjUvtcdpMuHKR68rXib4Lx0ub0z0450FomBTKNjobsaNuB5hGE/OpM5GYeT838POr9ic453YAmwKvMzPQfSDwc2L76xljOgBjAHghzdqjG/dkQZrpLw+8HiGEDBju86H1y69gW7cu5JeeR5nzHiZ4r26rxk2rb8Lz25/HOR+eg5d3vqw6v6N2BxZ9uAgPrH8A139+PT4+/HHYMTQ55Y1IUuJCg/cR8SNw/MjjxfH6ivWq88bxE0SbgndChh9fayvKfnEbDsyYibIbbwL3yhVeGv/9H9W17Re2c68Xnmp5Ual+5EjVrPsxGcf0eLF++5n36rZqkR5o0pkwc4QUUhq0Blwy4RJx7eqS1dIYlMF7DC5ajUTwHqwK09G+38F+d+Dnl4GfZ4e5dj4AM4ANnHPlcuLO7lnY7hpCCBkQPqsVZTffgvJf/AJlN9+Cumeflc81N8MXLBMZFxe2TKRysxEAeGXnK6ryap8Wfaq6/sUdL8Lj96C9roJ3AJiTNUe09zbsVZ1TzbwfouCdkOGm+uFHYPtSCqPaNmyA7dtvAUgz8Y4ff1Rd69i6TbX5nLukBPBIn0u6ESOgiY9X7SlxTMYxPR6PMng/aj2qet609Gnim0QAOD3vdNH+8PCHaHY2QzdS3lNDOdZYEYng/dvAz5sZY9nKE4yxhQBOAuAEENx7ezmAegCLGWOzFNfGAfhT4PCldq/xOgAXgNsDGzYF70kBcH/g8GUQQkgENbz2OvZNKsT+adNh37pVdY5zjoo770Tbd9/J1//rNfhapa+K3V2Uiax31OOtvW+p+rzci5XFK8Xxj/XqX5qVbZX4rPgztNfkkoP3jjZCKUgtEO0DjQdU54wTKG2GkOHKZ7XCukpdidv6qZRf7ti5SwTmAudo2yTvCeE8IH+eGCcVwOv3YlO1fH5GZs/y3QHpcyz4WWb32rH8kDzb3/6PgTlZc8SifIfXgXUV66BLkyuXe+sbevz6Q10kgvflkOq4jwCwjzH2JmPsL4yxFQD+B2kx6e845w0AwDm3QqpIowXwNWPsn4EFrTsAnBh43rvKF+CcFwO4B0AqgC2MsRcYY88A2AVpgexTnPPvI/BeCCEEAODYuRO1T0hr7bnHg9Krroa3vl6cd5eUoG1Du48dj0f0ubtImXl99+to87SF9L+5503Y3DZY3VYcbAypjov15etD+hoc8i+njmbelcH7oeZDqo1PlDPv7qIi1VfmhJDYZvvmG6Dd/+ftmzaBcw77ls1h71EubHftl4P3uIkFWFO6BhU2Kc88QZ+AKWlTejwmxhhmjRDzu9hYtVG02/8xoGEanDP2HHG8pnQNdGnywn1vQz1iTSTqvPsBLALwawB7IS1SvQvAHAArAZzFOX+23T0fAVgAaVOmSwDcAcAD4DcAFvP2iaPSPc8DOB/AHgDXALgZQDWA6zjnd/f1fRBCiJLtm3UhfRW//o1o2zvYjdQemJFSlYnMC600s7la/qX4hxP/AJPOBECaRX/v4HtYW7pW1G5Xal/qEQCq2hQ7GZpHhh1XalwqMk1S6o7L51ItkNUmJoq0Hu7xwH2UKs4QMly0rlkb0uetq4N982bYt8gL5U3HHivays8I5wG5WJ+xoEBV0eqqyVchThfXq3GdnH1y2P7p6aFlJ+fnzBftr8u+Rq1Rzrz2NTSGXB/tIlXn3cM5/xvnfA7nPJFzruOcZ3LOz+Wcr+7gnu8454s45ymccxPnfBrn/BnOeYdFhjnnn3DOF3DOEzjn8Zzz2ZzzNyPxHgghJIhzjta1ob/QnAcOiEWpbRt/EP3x8+aJtmOntFBLVSay3cx7m6dNFYSfkX8Gbp5+szh+ZuszeGjDQ+L41mNuhZZpAQAl1hLY3HLpM6/fi1q7vJVGliWrw/c1MVVe83+gqV3qjKriDG3WRMhwwDlH20Z5VjtuijxL3vj6G3Bs2y6Oky66ULRVM+8H5G8I96U5RMoMA8PF43kxuX0AACAASURBVC/u9djOyj8LCYYEVV9haiGS45JDrp2YMlEVwO/lcvUbbwOlzRBCSMxzbN8O18HQlBW/1QrXgQPwO51o+26D6E/72U2i7dy/H36nE+6jHafNPLP1GdHOtmQj0ZCIyyZeBoPGEPKaI+NH4prJ12Bc8jjRpwz8a+218AXmPNJN6TBqjSHPCCpIobx3QojMW1kJf2BhvSYpCVmP/kmcs331FbhLmsHWZ2cj/oQTxDnXoUPgnMNna4O3pgYAwPR6/KCVP/cWjlnY6WRCV8x6My4af5Gqb8HoBR1ef+roU0V7h69YtH31lDZDCCExr/n990U7+bJLYZp1nDiu+dOjqLznXvit0rYS2rQ0mGfNgmFsYCsLrxcNr74K9xG52q0hL1+03T63alHqmXlnAgCSjEm4doq83XfQYyc/hgRDAianTRZ9+xrk4F2ZMjMqflSn70u1aLXdzLtBlfdeDEJI7HPukz9L4iZNgrGgANqU0HUziYsWQj96NLTJ0qy3r7kZ7uJieKvkGW5dVhYOt8qfHQtyOg60u+uWY27BKaNPQbYlG5dPvBzXTg79jAw6boT8Ob3RKafyeBspbYYQQmKav60N1s/kygvJl16KxIULxbF9yxa0rlkjjjPuuANMo4FpupyHWf/iS/AHdvXTpqZClylX0n1n3zti85K0uDTcedyd4twVBVeoxnLe2PMwe+RsANLXxUGHmuW0luo2ub7yyPjw+e5BnVWcCW5pDgDe2loQQmKfu6REtI0TJ4IxBsuCdkG3Vou0W24FYwymmTNFt2PbtpD67oeb5W/tlN8W9laiIRHP/+R5rLpkFR488UFYDJYOr81PzBcVaqq0rYBWCnH9ra3wu1wd3heNKHgnhBCFpqVLwe3Sfm+G8eMQN306Uq+6CroRI0KuTTzvPCRfcTkAwLJgfsh5AIibPFmUibS6rXj1x1fFueunXi92BwSkzZTuP+F+6JgOJp0JN02X03FyE+VFr8FKDoA6eB8RHzpGpbyEPJFWU+eoQ4tL3shalyH/gRGLdZEJIaFUO6NmS3/Ap157jeoa08wZ0FripfaxcvBu37Ydngr5fjYiQ3w2aZkWY5LG9Nu4w2GM4dhMaVEtZwyepHhxzhdjee8UvBNCiELLR/IupqlXLxGBdzBIV8r45R3ifMJZZ0GbGlpj3Xy8vLPpm3veFLPuuQm5uLLwypDrfzrpp/j6iq/x5WVfYmzSWNGfbZG30QhuFw4ANfYa0e6o0kyQVqNFfmK+OC5qkVN7KHgnZPhRBt/Bb9/iCguRee+9gEYDbWoqMu74pbjGrKg449i2DS0ffSSObSlyVZnRCaNh0Iau4elvym8X7RZ5I6dYW7RKwTshhAS0/fADXIcCKSkaDZLOP0+cS//Zz1TXJiw8G4bR8i6ATKNB7uuvATqd6NOmpSHlp4sBAH7ux0eH5F90v5jxC9UugUpJxqSQr4dHWeS0lhp7jdhptScz7wAwNln+g6CoWQ7etcnJgF4aj99mg9/hCLmXEBJbPFXymhl9lvwZk3bD9Zi4aSMmrPsG8SfIExBxU6eCBT4n3CUlcOyQdz4tnyxvjBTcNGmgTUyRK2o1mf2iTcE7IYTEIPuWLTh63fXi2DhhAjRmszhmej3GfPwx9Lm5MM+ejZEPPhjyjLiCAmQ//RT02dnQZWUh5/nnoE2QSp3tqN2BWoeUS55iTMFZ+Wf1aHxGrREjzFJw7ud+lFmlUm2qmfcuct4BqGbzj7Qckd8fY9ClK3cljL0KDYQQGXe7VTtB63OyVee1FguYYjICADRGo6qcZFDclCnYnSMHy5HId+8NZfBeZZAnIGItbUbX9SWEEBLbuN+P0mvUVQws8+eFXBdXMBHjV3/e6bMSzzwTiWeeGdK/ulTe8uK0vNOg0/T843diykQRrO9r3IexyWPVM+/mrmfelb9UlWkzAKBLT4c3MBPnratTfbNACIktjj17wJ1OAIB+9GjowlSZCcd07LGqGXcAiJ87VzUZMFgz76Mso2DWmWH32lFncot+b31sBe80804IGfbsmzYBfr+qL/322yP6Ghsq5brwZ+Sd0atnTEqdJNr7G/fD7XOj0SmVQdMyLTJMGR3dKihn3pVpM0C7vPdaynsnJJY5d+0SbWUue1fMikWrQfEnzsGRZjl4V6bnDSQN02BCygQAQIuZiX5fIwXvhBASU5SLVAFg/FdfQmPseLOjnrK5bShpKQEgBdkzM0N/+XVHYZpcLnJfwz5Vyky6KR1ajbbLZ+Qm5ELHpFn/qrYq2D12cU4VvFPaDCExzXVYDrbjJhd2cqWaKUygr5k5TVVpRrkwfqAFX7tFLjZDM++EEBJL/HY7rKvllJb8Zcugz+r9roDh7G/cDw4OQEpbMelMvXqOcuZ9X+O+HtV4D9Jr9RidKKfDFLfIm6pQxRlChg/XETl4N4ztfo66LjUVCWecLo7Tbr0FZU7FZnGWUYNSaSYo+FmoCt5jLOedgndCyLBmW7dOrus+bhzipoYuxuqrstYy0e5LLmiOJQcJemkBrNVtxdaareJcd4N3ABiXFD7vXbVglYJ3QmIW51wVvBvH9SzNZcSDDyJ+wXwkXXA+0m+5BUet8sJX5Z4UgyFYdas5XpE20xBb3yTSglVCyLDm2LFTtBNOP13UbY8k5aZKynrtPcUYw6S0SdhcvRkAsLZ0rTg3OqH7i0uVm6co81SVO8FS8E5I7HIXl8DfIm3Spk1Kgq6H3zbqMzOR+8or4rjEWiLag5kyA8gL961ysTB4GxoHaTT9g2beCSHDmnP3btE2TZ/WL69R1SZ/pdyX4B1Qp84caDog2jmWnG4/Q1XrvaONmijnnZCY5dgmf2tnmjGjy0kLP/djXfk6HGo6FPa8auY9YZBn3sME776mJnCvd5BGFHk0804IGba43w/n3r3iOFz94khQzrxnWfqWT1+YGn5hWXZC9/8ooLQZQoY35Tof8+xZnV7LOcfd39yNNaVrYNAY8MEFHyAvMU91Tam1VLTbnxtowW8hfVqGVhOQ4ADAOXxNTaoJimhGM++EkGHLXVICfyDfXZueDt2Iruuk94ZyVqonM+ThKGfelZQlILuSn5QPBmmmray1DG6fVA9Zl5YmrvE1NMTUTBUhROIqKkbbum/FccLZZ3d6/fba7VhTugYA4Pa7RVtpKAXvZr0ZmaZMAECLMnWmMXZSZyh4J4QMW849yln3yf2S797qbkWdQ5rF1mv0fU6bGZM0BkatuoxluikdmebMbj/DpDNhlEXaCt3P/eIXLzMYoA1u1MJ5zOWJEjLccc5RtGiRONZmpMOQk4OddTtx4+c34rfrfot6hzplblXJKtXxpqpNqmOb24YGp1TNRa/RIys+stW6eiMvSfoDQrloNZZSASl4J4QMW64iRZ3jgvAz2n2lTEvJS8zrVi32zug0OszInKHqm5o2tcfPUc7UK3dGVOW911SDEBI7PBUVquO4QikN76HvHsKm6k1YWbwSF358IVpc0mJWn9+nWhgPAHsb94JzLo6PtsrfLI5OGN3nz7hICE6SKMtF+mKoXCQF74SQYctdUiLahvz8fnkNZZlIZZWXvrjruLtEyUiDxoAbp93Y42eMS5bz3oub5Vrv+ly5ao3y34cQEv2Uu6oCQPLFF6PeUa/6A77F1YKl+5cCkFJmgt8cKs/X2mvFsTJlZrDLRAalxqUCiN2Nmih4J4QMW+7iEtE25PdPnmZNm7wLak9qsXemMK0QH1zwAR6Z+wiWnbcsZCa+OzqaeTeOkftdxcUghMQGv9OJhn+9Jo7jpkxBwllnYVfdrpBrvy77GgCwunR1yDlAXelKle+eMLj57kFpcdL6nRazotZ7IwXvhBAS1VyHDsG1f784NoyJzKx4ezV2OXgPljCLhJHxI3HRhItUZR97oqNykcp/B5p5JyR2NP7733Du2SMd6HQY9efHwRgLG7zvbdwLq9uK7yu/F33KDeaUG8QpF+QHc80HW6qJZt4JISTmtK6V8zjj582DLrhQM8KUM+/Bnf+GAuXMe3FLMVw+FwBAny0vqPXW1IbcRwiJTtYVn4h2xu23wThhAgDgx/ofQ671cz/eO/Ce2HxJr9Hj5uk3i/PBjeKAoTnzHjZthnLeCSEkujn3ybPuiWef1W+vo5x5H2mOTNpMJCQYEsSiLq/fi5VFKwEAunR1uUhCSPTzVFXBdUjaYIkZjUi5egkAaUHq7np5o7qrC68W7We3PSva09Kn4cSsE8Xx/sb98Pg8AIDS1qGX8x42bSaGPs8oeCeEDEvOA3LwbuynSjNA/6XNRMKlEy8V7W8rpLrP2tRU0RdLM1WEDGf2zfJMuenYmdBapCnpIy1HYPdKe11kmjJx/dTroWGhoeE5Y89Bclyy+IPf4/fgcPNh1DvqRWUak87Uo5K1/SnNFAjeVWkzVCqSEEKGNJ/NhroXX0Tj22+D+3yqc96GBnhKA3maej2ME8aHeULfeXweNDikAJiBId2c3sUdA2vuqLmivbdBqnmvTUoCdNLm236bDX6Xa1DGRgiJHGXwbp49W7T31O8R7WkZ05BpzsS87Hmqe3VMh4VjFgIAJqdNFv37G/eLzw1A2kAuXOA/GJKNyQCAZovc521sBPf7B2lEkTU0/pUJIaQXuM+Hmsf/jNJrr4PryBHVucbXXkf9c8+j5o9/wv4pU+Gtk8ud2TdvEW3T9OnQGNWbHkVKnaMOHFI95HRTOvQafb+8Tm9NSJ4gxlRhq0CLqwVMo4FOMfseS181EzJc2TfJwXu8InhX5qtPSJFy4O+dfS9MOpPonz1yNhIMUmla5aLV4pZi7GmQg//C1MLID7yXdBodko3J8OgYbHGBTq8XvubmQR1XpFDwTgiJSs6DB7F/ylQ0vvkm7Bs3oviSS1UBev2LL6qur3vuOdG2b5J3CDTPntVvYxzKKTMAoNfqxS9sQDH7nibnvVPqDCHRzVNdDXepvIty3PTp4pxyH4rRCdIeD7mJuXh83uPINGdiesZ03Dv7XnGNcq+K4pZi7GvYJ46Vs/JDQTDvvVmZOlMXG6kzFLwTQqJS1f0PqI6504lD8+bDb7erdv8LavnoY9Hu6CvkiI/RViXaQyUXtD3lL9xg8K5TBu8xlCdKyHDUtn69aJtnHaf6pjFc8A4Ap+Wehi8u+wJvL3ob41Pk2XZllapDzYdUaTOFaUNn5h2Qy0U2W+RFq8oJnmimG+wBEEJIT7lLS+HcvTvsuepH/ghNQkJIP/d4UPvU0zDPOUFUXYBOB/PMmf02zqG482B74YN3RdpMY+OAj4kQEjnNy98X7fiTThZtn9+n+oxSBu8dGZs0FiadCQ6vAxW2CtFv1BpVgf1QECwXqZp5r6fgnRBCBkXdCy+Iti4zE95auR55y0cfdXhfwz/+gYZ//EMcm6ZOhcZs7p9BQvpaOUj5dfNQMiVtimjLaTPywtpY2tiEkOHGU1UFx44dAACm1yPxvHPFOWWlmQxThkgz6Yxeq8fskbOxrnydqn9O1hzoNEMrpAwG703KRasxMvNOaTOEkKhi37ZdtdlI9lNPIu/t//TqWeYT5/R5PDVtNVhxZAXqHaHpJcXWoR+8KxetltvK0eJqUafNNFDaDCHRyrlXTmsxzZgBfaacvqes7z49YzoYY+iO03NPD+k7M//MPoyyf8g577GXNkPBOyEkajh27ULplVeK47hjpsM8ezbMxx2HhDPa/ULRajHm448wad9eqfxhGGnXX9+n8Xj9Xty0+iY8sP4B3LLmFvi5XIbMz/0oaSkRx2MSh2bwHm7RqlaZNtNAaTOERCvnXnlBadxk9YLSouYi0Z6U2v29Ls7MPxOJhkRxrNPocMroU3o/yH4i57zLfb4YWcNDwTshJCr4WlpQcvkVqj5l8J15zz2ImzpVHCdffDHiCgrAGMO4L75Q3Rc3fTom7d0DbWIi+mJbzTaxffjBpoP4w4Y/iHPVbdVw+pwApK9vk+OS+/Ra/al93rsuPUMce2qqB2NIhJAIUM68x01WLygNfnYBQH5SfrefGa+Px+PzHodRawQDw41Tb1QF80NF2LSZ2tiYeR9aCUqEEBKGr7kZR85eqOpLuvhiJJx1ljg25OZizPJl8NbVwbn/AMwnHC/OaS3xyH76KTQtWwbjmLHI+OUdYJqu5y7Wlq7FD1U/IC8xDxeNvwgWg0V1fk3pGtXxx0c+xm+O+w2S45JV+e75ifk9ebsDrn3wbhgv/7u6S0rD3UIIGQL8Lhcq774HtvXrYRw/HqP+/DiM48aJ88598sy7sVAdvCsXq/b0M2p+znysu2IdPH4Pkozhv9kcbGHTZmJk5p2Cd0LIkOZ3OFB22+2qzTUSFp6NUY89GvZ6XUYGLBkZIf2JixYhcdGibr/uoaZDuOubu0QqzPeV3+PF0+Xa8V6/F2uPrlWPlfvxXeV3OGfsOTjcfFj0D9V896D2wbt+XhaYwQDudsNXXw9fS0uHqUeEkMFT/9JLaF0jTSI4f/wRZbfcivx3l0KXlgZvYyO81dI3Z8xohHGsXA3G4XWIMpEMDLkJPa+GZdb332L/SAgG77RglRBCBhDnHGW3/hyOrVtFHzObMfL++/v9tVeXrlblsH9b8S3e2vOWOP7kyCdhF6kGqzDsb9wv+nqSTzoYJiRPEJUiym3lsHptMOTni/PukpLBGRghBIA0idH2/ffw2dpU/S0rVqiOPeXlqH3yKQDqfHdjQQGYTp6vPdB4AD7uAyClzAz1QLw3gjnvbXGARyv1+dva4LfbB3FUkUHBOyFkyHJs2QL7xo3iOH7BfBRs3QJdmJn1SGpwNODfe/8d0v/01qdxpPkI7B47/rrlr6L/1NGnivb6ivXw+r1RFbwbtAZVjeYSawn0uXLNZ09FRbjbCCEDpPzOO3H0+htQetVV4D4p6PZUVsJbWRVybdvGHwAAzh93ib72+e5fHJXXAQ21nVEjxawzw6g1Aoy1q/Ue/akzFLwTQoasxrfeUh1nP/V0t8uZ9cWnRZ+izdMW0u/jPry9722sr1iPVncrAGCEeQQePflRsYOq1W3F5urNIuedgamquQxVyq/Ny1rLoB81Shx7KisHY0iEEABV//cQ2r6RvtFzHTiA1sAC/NavvxbXmGfNArTS9LK3sgq+5mY0LX1XnFdWmvH4PXjvwHvi+ORseeOmWMIYU+S9y/0UvANgjF3HGONd/OcLc99cxthKxlgjY8zOGNvFGLuTMabt5LXOZYx9zRhrYYzZGGMbGWPX9vU9EEKGHp/NhtYvvxLHYz/9BFpLfCd3ROh1/T4sP7hcHP/hxD/gtbNeE8fflH2DlcUrxfHFEy5GgiEB87Lnib7Xd78uvpLOTcxFvL7/x91Xyt0V2wfvbpp5J2RQuMsr0Pzee6q+il/+Cn6nEy0ffyz6EhaeDUNenjiue+45eGtqAADapCQkninXYT/QeEBszpRpzsSiMd1fCxRtxC6rFsWi1RioOBOJBas7ADzcwbl5AH4C4DNlJ2PsAgDvA3ACeBdAI4DzADwD4CQAl7V/EGPsdgDPA2gA8B8AbgCXAniDMTaNc353BN4LIWSIsG/aBAS+HjZOLoRx/PgBed2NVRtFCTWL3oKz8s9CnC5ObAle66hVfeV8Rt4ZAIAFOQvw/iFpG/Lvq74X5wtSCgZk3H2Vk5Aj2uWt5dCPWiCOaeadkMHR9O+3wvbXPP5nOHcG0mL0eiQuWgTnrl1wF0m125ve+a+4NvGcc6BNlkvVflv+rWjPGjELGha7SRjhar3HwqLVPgfvnPMdkAL4EIyx4G+wVxV9iQD+AcAH4BTO+ZZA/4MAvgRwKWNsMed8qeKefABPQgryZ3HOSwL9jwDYDOAuxtj7nHP5NyYhJKrVv/yKaMefeOKAve6ao3L5xwvHXyjKQxamFmJb7TbVtZPTJmN8svRHxQlZJ8CgMcDtd6uuGer57kFZ8VmiXWOvUc3iuY8UhbuFENKPuN+P5g8/Cnuu+V05JcYyfz50KSlIu+VWtKz4BOBcdW38yXJazIbKDXhxp1w1K1ZTZoKCM++NFgZA+nfx1tYO4ogio9/+3GKMTQUwB0AFgP8pTl0KIAPA0mDgDgCccyeA3wcOf97ucTcAMAL4ezBwD9zTBOCxwOGtkRw/IaR/uUtKUPvkk6h/5VV4m5pU56yrVsG5S15slXBa6Hbc/aG6rVqVMnN6nvy67bf/TjGm4MkFT4ocfLPejNkjZ4c8syA1Ombegzn7AFBnr4NxzBggUJ3CU14On802WEMjZFjyVFTAb7UCALQpKch58YWw1yWddy4AwDh2DNJ/HhoKxQf2vPD4Pbjv2/tEf35iPhaOWRhyfSxJiUsBADQmyH0UvHfulsDPf3HOlTnvPwn8XBXmnnUA7ADmMsaM3bzns3bXEEKGOG9TE4ouvAgN//wX6p55BlW/f1B13rrqc9HWWCwwzThmQMZ13arrVMfTM6aL9uKCxbii4ApkW7Jxeu7peHvR26o8cQA4Le801bGGaVCYqq7yMFRlmOUKPnWOOjCDQVUX2nXw0GAMi5Bhy3VI/v+cceJE1Qx6kDY5GZZT5WpXyYsXq84nnH02NPHSmpsdtTvQ6GwU5+6ZfY8oERurko1SupCy1runtmaQRhM5/fK/GmPMBOBqAH4A/2x3OjgNdbD9fZxzL2OsGMAUAGMB7OvGPVWMsTYAOYwxM+e80wKejLGtHZyKju+2CYky3OcD93igiYsTfTWPPgbudIpj2xdfwHngIOIKJoL7/bBv3izOZT/9VLd2Q+2rw02HUWGTF2Yem3ks9Bq9ONZqtPj9nN+Hu1W4aPxFqGmrwYeHPgQALJm8RBUUD2XJxmToNDp4/V60ulvh8DpgLCiA66D0ses6eADmY2cO8igJGT6ce/aKtnHCBGgMBox64i+ovPe3oj/zt7+FxijPdeozM5G/9L9oWfEJDOPGIun88wFIe2b8fr38+VWYWoj5OfMH4F0MrhRjcOadFqx2x+UAkgH8j3Ne1u5ccJu+lg7uDfYnK/q6c0984Lror75PSAzgPh/sm7eg8r774KuvR/ZzzyLh1FPh3LcP1k8/Dbn+6E03Yszy9+Hcuwe+hgYA0qxSuNmm/rCiSL3ZyS3Tb+ngyo7pNDrcPvN23D7z9kgNa8BomAYZpgxUtUl1o+vt9TAXTIT1E+m888CBQRwdIcOPbb28sNQ0YwYAIOn882GZPx/WVZ/DOHFi2D+oTTNmiOuD6hx1qGyTF57fMPWGfhr10BJu5j1YhSea9VfwfnPg5yudXhVe8M8j3ulVvbyHc35c2AdIM/LH9uA1CSEdcJdXoPSnP1Wt6q/506OwnHyyqgqCkq+uHocXLFD1JV1w/oDMutc76rHswDJx/LdT/4a52XP7/XWHmgyzHLzXOmpRUCDn69s3bgLnfEDq7BMy3LmOHJGryWg0sJx8kjinTU5GyuIrevS8I81HRNukM+Gs/LMiMs6hLjlOCt5bTYBXy6DzcfhtNvjb2kQ6UTSK+G9FxthkAHMBlANYGeaS4Ox5UphzAJDY7rqe3GPt5jAJIf3EZ7Xi6I03hJTj8lRU4Oj1N6B5mRwkm+fMwYgHO05FSb4spGpsv/j79r/D5pEWZOYn5g+Lr5PDyTSpF62aZh4LjVnaNt1dVATHtm0d3UoIiaDm9z8Qbcspp6hKPfbGwSY56/js/LOHzR/hwZl3MAZroryNkCfKF632x5RWRwtVg4LfvU5sf4IxpgMwBoAXQFE378mClDJT3lW+OyGkf/hdLjh27wF3u1Hzl7/AU3o07HX2LaLAFIwTJiD39deQetVVGHH//SHXxs+bNyC13UtaSvDh4Q/F8e+O/50q1304Uebn19probXEI/EceQOX0quuht/tDncrISRCuNeL1s/lRfvJl/dtEoNzjhVH5LTAaNjxOVKCpSIBoN4iJ2d4ayh4FxhjcQCWQFqo+q8OLvsy8PPsMOfmAzAD2MA5d3XznoXtriGEDKDm5ctx4JgZKLn0UuyffgxaFDNG+rxcjH71FVjapcMAwIj77xOzPylX/hTm46VyZtrkZGTefRdGd1AWLdLWla+Dn/sBAHOy5uCk7JO6uCN2qcpFOqRvTtrX2Lcpdr0lhERe8/L34QnsaszM5j7vc3G09aiYeTfpTDFfHlIp0ZAoJmMa4v2i31tHwbvSZQBSAKwMs1A1aDmAegCLGWOzgp2BwP9PgcOX2t3zOgAXgNsDGzYF70kBEJyye7mvgyeE9Ezl/Q+ElHlUynn+eVjmz0fOyy9hxAMPiH7L6aepfiExnQ65b7yO8d98gwnrv0XaTTeB6Qdm9vtw82HRXpAT+kfGcJJhUs+8AwhZMOw6chiEkP7T+qW8g3Paddeqqsn0xrYaOd1t9sjZSDel9+l50YQxJt6vsta7p6p6kEYUGZFesBpcqPpqRxdwzq2MsZ9BCuK/ZowthbRz6vmQSkIuB/Buu3uKGWP3AHgOwBbG2LsA3JA2fMoB8BTtrkrIwHIdOoSWDz7o8Lz5+ONF2gtjDKlLroYuPQ3O/QeQdmNopQOm0UA/IjOkv78pF3KNSx434K8/lLSv9Q4A2sREZNz5K9T97VkAgLu4ZDCGRkjM45yj6Z130Pb9D6Iv6aKL+vzcHXU7RHtm5vAr95puSkdVWxWqk+VdVt0lJYM6pr6KWPDOGCsEcDI6XqgqcM4/YowtAPAAgEsAxAE4DOA3AJ7jnIdUjeGcP88YKwFwN4BrIH1rsBfA7znnb0bqfRBCuqd5+fth+5nRiKxHHkbiOeeEVIpJXLgQiQuHzle2Xr8Xh5rljVCGUy5oOO0XrAaZZ8s7xzp27gT3+wekChAhw0ntE39F4+uvi2NjYSH0OTl9fu722u2iPRyD9zRTGgCgQvGFg7uoqIOro0PEgnfO+T7IJRu7c/13ABZ1eaH6nk8AfNLDoRFCIszvdqNlhbwAKufll5BwyinwO53gXh+0lugoIzgLYQAAIABJREFUwXWk+QgcXgcAYIR5xLD6Ojmc9gtWg+IKC6GxWOC32eApK4Pt62+Q8JNTwz2CENIL1jVr1IH7xInSBnV9rArT5GxCcUsxAGkfiilpU/r0vGgUTAesSJP/LV3FxYM1nIigqRNCSFjOAwdhXbUK3OsNOWf78kv4mpoAALpRWbDMmwcA0MTFRU3gDgB7G+QdDKelTxvEkQwNiYZEGLVSfq3da0ebpw0AoDGbkXz55eK6xtdeG5TxERKLvHV1qLjjl+LYWFCA/GXvwThmTJ+fvaNWTpmZkjYFcbq4Tq6OTcFJmSYL4NdJYa+/pQV+e/QWKKTgnZBhqvXLr1B268/R/P4HaJ+p5ty7FyWXX46KO3+NmsceV53jbjdqn/irOE6++BIwrRbRqKxVXlc/3PPdAWltQrhFqwCQuuRqQCd9WWvfsgXOvXtD7ieE9Fzjm+rM36Tzz+/zItWg7XXDO2UGkIN3MAZHovzHi7e+fpBG1HcUvBMyzHCPB3XP/x3lt90G29dfo+qBB9C8dKl8nnNUP/JHcJdUrbXpnXfQ/OFHIsCv/+c/4akMbLPNGJIv7vuCqsFS3SZXHMiKzxrEkQwdytSZeof8y02flYWE008Xx/attGETIX3lbWpCw5tvqfp6Wte9pKUE9667F89tew4un0t17se6H0V7RsaM3g80iinTIVsVGzW130gwmkS62gwhZAjzO50ov+OXaPv2W1V/9cOPIH7ePBhycmD78ks4duxQna+67z546+uQ/rOfwbZWLmOWcPpp0I8aNSBjjzSXz4VPiuQlNFkWCt4B9S865aJVADBNnYLWVasAAO4ozxklZChwbNsGeDwAAMP4cRi7YkWPFoPbPXbcuvZWVNikuvAtrhY8eKJUvtfn92FPwx5x7bSM4ZkaqPw2sSmeYWSg7a2L3pl3Ct4JiXHWlSth/Xw1jOPGov7F9lsoyI6cfgbMs2apdkFVqnvqadQ99bSqb+Qjj0R0rANpZZG6KBbNvEuUv+iC5SKDDIoc3GgvtUbIQPHZbPDW1sIwenTI/hWOHTtF2zJvfo+rOL2882URuAPAewffw2l5p2HuqLk40iIvyM80Z6o2YRtOVBMSZg8KA+1onnmntBlCYtjRG29CxW/uQuvnn4cE7qnXX4/0225T9SkDd01CAkb/o8MtG2CeMwe6lJTIDngA7W/crzrOsfS9JFssUP6ia3A0qM4Z8vNFm4J3QmScc7jLykLWD1lXrcLBWbNRtOgcHDzpZNjWfyff4/fD+vnn4tg0o2dpLW6fG8sPLQ/pf2XnKwDUKTPDeUF+sFQkAFTHuUWbgndCyJDjKi5G23ffhT0Xf9JJyLz3HqRef12H92fefTcs8+Zh5MMPh5zTpqZi1GOPRmqog6K0tVS0b5txG/TagdnRdahTzVK1n3kfPRoIzAx6qqrgdzoHdGyEDEWeykqUXHY5jpxxJkqvXgKfzQYAaNu4CRV3/lpc57daUfXAA/AH1hO1fbcBnqNHAQCaxERY5s8L+3w/96O6rRpba7Zic/Vm0b+5ejNa3a0h1+9p2AOf34eN1RtF39T0qX1/o1HKoDUgyZgEAGiyyH9c0YJVQsiQ4ioqRtHC8NsoZNz5K+S8+AIYY9BaLJi0by8yf/tbcd5YUIDR/3gVKVdIpQFTrrgco/76V5hPOAEAoM/NRe7rr0dtrnvQUetR0f5J7k8GcSRDS7hdVoOYwSBvGsM53KVHQchw5ne7cfT6G+DcvRsA4Ni6FQdnzYanthb1L7wQcr23pgZN7/wXfrcbNY89JvqTLrwAGpMp7Gs8tOEhnLH8DFy36jrc8PkN+PDQhwCgymdfXLAYaXHSDLPL58IzW5/B2tK14vzcUXP7/majWDAdsFlRyTiaZ94p552QIcTvdqP5v/+FxpIAy6mnoG39esTPmxeSnsLdbtT/85/wNTcj/dZboUtNFed8ra0oWhQauCeeey4y7vwVDO127GOMIe3665DWySx80nnnIum8c/v25gaJn/tR01ajWpDa5GxCeWs5AEDLtBidMHqwhjfkKHPe6+2hM1OGMflittBdXIy4gokDNTRChpzmZcvgLi0N6T88f0GH99T+5S9gWo1Y9M30eqRedVXYa0taSvDR4Y9UfS/tfAnnjzsfu+p2ib7JaZNRba/G12VfAwDe3CuXn5yePh2T0yZ3+z3FojRTGg43H0aTRd6oiYJ3QkifcbcbJZdcAtehw6p+3agsjHnvPejS08F9Pjh27kTplfIHvb/VhlGPyzM49s2b0d6YFR8jbuLwC7J21O7AHV/egWZXM66cdCXuO+E+AMDGqo3gkL4+nZ4xHSZd+Bmv4UiZH9p+5h0ADHl5aAu03Udp5p0MX5xzNL+3rMvr4qZORebdd+HoddeLPuX+Gak33ABDXl7Yez8r/iykr6qtCs9tfw7rK9aLvinpU1CYViiCd6XFkxZ3OcZYF5yUaLLIfZQ2QwjpFU91NWoefxwNr72OsjvuCAncAcBbWYXK++6H3+nE0euuVwXuANDy4Yfwtcp5j/bN6moxo//5z5gN3N/d/y7O+/A83PHFHdhZt1N1bmXRSiz5bAmaXc0AgGUHl4nKCxsqN4jr5mTNGbgBR4HUuFRomVQL2eq2wu1zq84bcuUgw300dMaRkOGibf16uA4cAACwuDhM3LQRupEj1RdptRj54O9hPuEE6HNzQx+i1yP5so7ruq+vXB+2/7Xdr8HHfQCAYzOPxYTkCZiUOglXTrpSdV1qXCrOzD+zB+8qNgUr7VjNAA9MvvsaGsLuIB4NaOadkF7wVFaCGY3QpaV1fXEHvPX1KFn8U3irq7u8tu3bb3FgRse74x2cfTxGPvwwmpYuhWvfPtGf/eyzsJz8/+ydd3gU5dqH79mWTd30HtLovSMgqBQVUSygILZz9MNjwS4HFbsoelQUu6hHRY+Iikq3AtJ7lV4SQnrfJJtk63x/TDK7y24qCRCY+7q8sjvzvu++K8nsb595nt8ztNl7PJfZkL2BmZtnApBels7qzNU8MfAJbulyCweKDvD0+qfdxlsdVnbl72Jw7GA25WySjw+OHXxG932uoxJUhOnDyK+SuqsWVhUSG+Csb9C1c6YYWTNOesxXULhQMC529okIHj8edVAQSQu+pfyXX7AVFOAwWwgcPQrfXr0ASP7+Ow4Pcg8WRD7yCLr4OK/rV9mq+LtQyqUXEPhw1Ifc88c9HuPGpoxFECRF+mDfBzlYfJAd+TvQqDQ8NegpfNQt0621LZMYJAUd7GoBs78OfYUFRBF7SQmaiIgGZp97KOJdQaEJ2MvKOH71NdjyJWET/sBUwqdMQdDpALCcOEHpDwupWLsWXXISkQ8/7HE7VLRayZhyN5WbNp26vBu+ffpgNxqxHD/eqL3lPvec23NdYiKBIy5r5Dtreyw4uMDj2Ee7P2JCxwm8sPEFrA6rx/kn1z7JD+N+IMeUA4CvxveCdmGoi3C/cFm8F1QVnCLendFDy0lFvCtcmJT+/DNlS5zi3XDddQBoo6IIveMOr3PUBgMdNqwnbfwEbDk5RD39NKG3es91BzhUfAiH6AAg2ZBM70jvVpL9o/vLj/21/nx+5efsL9pPhG8EUf5RTX5v5yNJQUnyY2OAgF4yBMJWWKiIdwWF85382bNl4Q5Q+O57lP/yC+3mSe2t0yffgr1I8sY2HzxI+YpfiP/oQwIvvVSek/P003UKd58O7fHp0JGQW2/Fr28fRIeDjH/eSeXmzW7jDONvIOK++zg59QG3SLsrcXPe9mgIcr6wp2APK0+u9Dheai7l490fu7kwpBhSOG6UvgAVVRdx2XfOLzSdQjqhVZ2f/49OB1e7yFOLVl3TAmwFBYgOR5MbyygotGUqt20j54kn5edqgwF91y71zHCiCQ2l/UqpS3VttLwuXAtSu4V1w1/rT7vAdmSUO2tN7u99PymGFLd5KkGlBCVOIcmQJD8u9LVR+5XGVljkdfy5jiLeFRTqwZKZRcHbb2PNzETw1VO50VN0m48c5cjgum24sqc/QcdNG7EXFpL91AxMa9e6nY98YjqCSo0mJprAUaPcLuiCSkXCxx9hXLRYjqzHvv667PwS/9ZsTtx2u0fVfPKin9F36tTs930uk1GWwa3Lb5Wf94vqR++I3nz292cAfLL3E/ncuNRxTOs/jWELvPsndw7t3LqbbaO4Oc5UuYt3lV6PKjAQR3k52GzYS0vd3I4UFM5HRJuNvFdeoeSb+R7nwqdORVCrG71WQ6K9ll/TnQ2caqPuTwx8go/3fMzoxNHc0c17hF/BkxCfEHzUPpjtZop9HfLxtlq0qoh3BQUvlP/5J5n3T22RtRxGIwe7eLfpSvjkEwKGXVzvfJVeT8jEmzBcczWixYI6OFg+p0tKosPaNRR/9TX5b72FWFlJxMMPn7fCHWDxscWyUwzA1N5T0al1snh3ZXTiaIL1wbw45EWe3fCsx/nr2l/Xqnttq9TXqAlAExGBpaZI2lZQoIh3hfMae2kpWY897rXpnW/v3oTedquXWadHujGdPYVS5F2j0nB5olR0Oix+GMPivQcjFOpGEAQifCPIrMik1MVxxl7UNsW7cq9T4bzDcuIExiVLKfn2W6p27/Y4b68wUfbbb9iKi73Orz54sF7hrgoIIPbNN+h8YD/qOgpWo59/vsF9xn/0YYPC3e11/fzchLsrobfdSoc1f5GyfBnh9/yr0Wu2NURR5M+MP+Xnt3e9nf7R/ekR3oP2we3dxvpp/ORi1Os7XM+3Y791O7/kuiV0C+/W+ptug9QXeQfcckRt+W3XK1lBoSFEm42MKXfX2a067p05rfK6rlH3YXHDCNZ7v/YrNJ7aBnRGf1evd0W8KyicVURRxLh0GcfGXk32tGnkPv8C6RMnUbXHmTdYtnw5h/v3J+vBhzgyZCjFX//PbX7h3E9Iu+76Ol8jaOxYOm7ehGGsVN0f/axnNDfy8ccImTSR5J9+rHMd/yGDCbik7iYezUEdEIBPSkrDA9soW3O3cs3P13C0VLLT1Kv13NvrXkCKqjw3+Dli/Z2Flbd0ucXNZaFbeDeuSLoCkCLurjmQCu6E+zUcea/FfMzT3lRB4Xyh9KefqN671/OEIJD6xx9oIyNb5XW3522XH49OHN0qr3Gh4bXLapGS866gcEaxFRVhLyvDJzkZW0kJeS/NpGz5co9xmQ89TMAlwyn91tOdJG/mTIxLFuOTlIxPl84UzJ7tdl4TE0PS/G9Q+flhLy5Gl5Tkdj7oisvRfv8dtqIiqrbvQBMRTsit0i1UfZcuxL0zh6wHH3Kbo/LzI/7DDxud96gA+4v286/f/+XmIDM2ZSwBOuf9z96Rvfl1wq9U2arIqcjxKs5fH/46Tw580q0RkYIn0X7OotTsimyP8/ru3ShbuhQA48IfCfvHP87U1hQUmoRos1Hyv/8h2mxU7tyJSu9LzMyXUOn1WLOysJtMUt1GeAQ+KcnOeaKI8aefyX3GGaAJmXwzUc88g72wEMHXD3WAv7eXPG1Kq0vZmb9Tft4vql+rvM6FRq3Xu9FVvCs57woKDWMrKSHr4Ueo3LyZoHHXEDtzpmyzKIoiFatWI9qs+A8c6JEiUrF+PUWffoomIoKgK68k5+lnsNeR+uL2mjk5XoV7LdW791C9ew8sWuR2XB0RTvuVf8oiWx0U5HW+b48eAG6OMrUEXX45QQcPYD52jLIVv6CNiyNozJWofBTf3caSVZHFxKUT3Y6lGlJ5sO+DXsf7anxJCfZ+B0IQBEW4N4K4AKfvdFZFFqIoun3ZDJ4wgfw33gSbDfORI9grTK0mZBQUTofCuXMpfOddt2PqkBBUAf4UffiR2/FaMwB7RQUFb8+h5OuvnXPCwoh87DEEQWh1a8H/7vsv1fZqQLI4jPGPadXXu1CoTZspdUmbaas574p4V2h1rFlZVKxbj2i1UvTfz7BlSx7bZYuXULZ4CVFPPYVf/36k3TDebZ7KYMC3Wzf8BvSn+IsvsRuN8rkyl+YY3kj49FNyn30Wa7Zn1LAxaGJiSF26pMWi4z6pqURMvb9F1rqQMNvN3LHC6aigUWl4Y/gbDI0bil6jP4s7O78x+Bjw1/pjspqoslVRYi4hVO8sSlUHBOCTnIz5yBEASr/7jtDbb0PQKB8pCucODpPJQ7gDlHz1ldfx+f/5D/ru3UgfPwFHZaV8XPDzI3bWK6j8W/8L6i9pv/Dlvi/l5w/0eUC5S9tCeE2baaM578qVVqHFEa1WbIWFFH/xJcVfftng+LxXXvF63GE0YtqwAdOGDV7Pe0MbG0vi/G/QRkWRsmI56RNulAVGLTGvzsK0Zq3XFBuQrBuDJ0w4IxdqhfpZdHQReZV58vMpPaYwMnHkWdzRhYEgCMQFxHG45DAAWeVZbuIdwKdTJ/lvK/8//6Fq507i333njO9VQcEb1qwsjo4c1aQ5toICjo+5yu2YLimJpG/n12kW0JIUVBbw5Lon5cZMSUFJjGynXO9aitrIe5kfOARQiZKTkGi1trmeKIp4V2gx7BUVnLj9dsz7vTcNak000dHEz3lbbkMNoPLxIenb+ZjT0/FJTUXQaOTIYPB11xH9/HMcu3KMW+pNyC23EHrHHUqk4xzht/Tf5Mfdw7pzTy/P1uAKrYObeK/IokdED7fzQVePlfPeAcp///2M7k9BwRuiKFK9bz8n77rL7bg6NBT/wYMpW7bM7bhPp06o9HqvzmQAMbNeOSPCHeD7w99jc9gAEBCYc9kc1KrG+8ef61SWWVj11QGKc0z0GtmOnpfFn9HXj/SVct5FlYDJX01ghR0AW3Ex2qi21YlWEe8Kjcaal4dp/QasmZnou3XFbizDfOgghhvGo4uPI/3Gm7CkpdW/iFZLxAMPEHzD9Ry74kocJpP76YQE4ma/SdXuPeTNnOl1Cf8hQ7Dm5mK49lrC/vkPHBZrnfm2Kn9/fLt5twNUBwWR8PFHFH/xJdrYWMLunoI6MLDh/xEKZ4TjpcfZkrtFfj5nxBxUgmKQdaZwzXvPrMj0OB946aWE/uMfFH/xhXxM6baqcLaoWLuO4i++qNPSscOav0AQ0HfrRvW+fdLjrl0JveN2EASyHn6E8t9+c5uT+tuv6Nq1OxPbZ8mxJXy025mD/+zgZ+us3WmrrF94hPS9krvL2gWHiWlvICLhzH3murpolfqJBFZIj22FhYp4V2i7iA4H2O0IWi2WjAys2dn4DRqEvbiYoyNHIVZXe51X/OW8Rq0f+/rrBFwyXC78TP39N4q/+JKiuXMBiHr2GUImTUJQqfDt0YPQW2+RvNgdDiq3bsWak0vQ2LFoo9ytudQ1Ba/NwbdHD+LefKPZ8xVaj7l758rNmC6Jv0R2ClA4M5xatOqNyH9PcxfvFguCXqlFUDh9HGYzlvQT+KSm1FtLYcnMJPP+qZgPHapzTPwHH8hrhN35T+9j3plD9vTpGBctRhMRQdzbb50x4b742GJmrJshP+8d0ZtrU689I699phBFkYx97gYT6XsKz6h4D9QGolfrqbZXU+wnklBz3N4GHWcU8a4AgDUnh7Trb8BeWtpiayZ8+im+vXoiqFQ4Kis9KvQ1oaFEPvoI4fdJXt0qLx/6tZ0bg8aMabF9KZz7lFnK+DXN2aTk7p53n8XdXJi4iveT5Se9jhFUKlSBgThquq2KZjMo4l2hCVQfOkzVzh0EXX016gDJ+lUURTLvu1+OoodMvpmgq6/Br28feZ7DbCbr4UeoWLWq3vVD77qTwBGXNWovMa+8Qug//4kuKcnr51Fr8eMRZ0+QUH0oc0bMQatuWznYDWEqNVNdYXU7dnR7Pv2vSkIQBLKPlnJyfzHdhsUSENI6/+8FQSDCL4KT5SdPsYtse17vini/QCld+CM5M2Y0PLCJhN5xO5HTpnlESuor/jyTF0mFcwdRFNlftJ/cylyGxw13+7Bal7kOmyjlfnYN60rPiJ5na5sXLKnBqfLjA0UHPOwiaxFc7nyJFssZ2ZtC28Oan4/DaMSnQwcAjMuWkffiS7KLWO7zLwBSx9KC2W9hSU+X55Z8M5/SnxeRunQJ2thYRFEkbfx4LEePub2GLjUVbVQktsIiQiZPxm9Af3RNaFwnqNXoO3c+zXfaNDLLM90aMn006iOP4vDzgcKTFR7HirNN5KWVIagEfp69E9Ehkra7gIkzBiKoWqfuLMJXEu+lzhYhbdLrXRHvZxlbSQnFX3yJ4eqx8kWttcmb9WqjXGC80e7LL/Hr2wdrbi6ZDz2Eef8B/IcMxrd/f7QxsRiuu1Yp9lRokHJLOY+seoTNuZsBGB4/nPdHvi+f/99BZ+fbyxIaFzVTkDAZzez8NQOdn4ZeIxPw8W3eZT4hMIEgXRBlljLKLGVklGeQGJToMU7wcYp3h1kR7wqeWNLTSb95MvaSErRxcVizvKdhAR5N7WoRKyvJefoZDNdfT/a0aR7ng2+cQPTzzyOo21aB56d7P5UfdwrpRJewLmdxN61HYWa51+NHd+RTklOJ6JBSJIuyTKTtLiSlT+t46dc6zhj9BahJy7S1Qa93RbyfRUp//pncF19CrKyk6OOP0cTGEHbnXYTcMtlNAItWK6IoompGbre9ooKCd97BtH4DglqN+fDhBueoDAZ8e/bEcuIE1owMAPTdupHw6SdoQkIA0CUkkPLjj/Uto6CA3WFnV8EuEoMSMegMaNVaRFHknt/vYU/hHnncmsw1PLn2SWYNm0VORQ57CqRzWpWW69tff7a23+awWuwsensXJTlSIXja7gLG/7sfGm3TBY0gCHQL68bGnI0AHC056lW8q7RK5P1CxVFVhfnIEfSdO7vdgalF6u3xOQVvvSUfq0+4N0Rd1sExL8/EMG7cOSvcHaIDq8OKj9qzOZ9rJ9V/dP/HGdzVmaXAJfLevl8kR7fnA7BvbTY2i91t7PZf0knuHd4qgUBvXu92JW1GoSn4pKQgujSCsGXnkDdzJnkzZ+J/8cX4XzQI0Wql+KuvEa1WEud9ib5L3d/KRasVh8mEymCg4q+/cJhMZD/2eKP2Imi1qPz8SFrwLbqkpNN9awoK/O/A/3h1y6vyc5Wg4r0R73Go5JCbcK9l6fGlqAU1i445O932jepLlH/bcgE4m+z+86Qs3EG6VX14Sx5dh8Y2a71kQ7Is3tPL0r2OEVy6BYsWc7NeR+HcxFFVJaW1OBxoY52/Q+WrV1O2eDFly1cAEDBqJAnvvecxP3vGjAYb6tVH0g8/oO/WlZN33YVpw0bvYxb+UKej2JmmzFKGgECgzlmE+cXfX/Dm9jfRqDTc2PFGHu77MH5aPwAqrZWkGSWHNpWgYkTCiLOy7zNB4Uln5L3niASO7yrAYRexme0eY/NPlJN9pJS4jiEtvo9a4wO3Rk1K2oxCU/Dt2RP/YcMwrV3rcc60bh2mdevcjqVdfwO6lBQsx48D0oemb48eaONiKV/9Fw6XDqSNJf6D9wkccf5eMBTODn9m/Okm3EGKPs3dM5ccU458LCkoCavDKruZuAp3gP5R/Vt/s+cRGfs8I0jHtuc3W7y3C3K6bWSUZ3gdo+S8t21EhwPLiRMYf16EaDYTft+9FH85j4p1a6ne7fyS7T90KPEffkDVtm1k3nOv2xoVf/xJ5Y6dckGp6HBw4ubJdXqnuxJwySXEv/sOlsxMjl97HVit6JKTSZr/jeyvHv/uuxR88AHFn/1XnqeJjSF21qvnjHD/6chPvLL5FeyinXlj5tE9vDtbcrbw5vY3AbA5bMw/OJ+T5Sd5d8S7aFQa9hbulR21koOSZVF/vmGuslFWKLnVqVQCke0CiUoOIueou2bR6dVYqiUxf/JAcauI93BfyS6y1N8Z1bcVKZF3hSYSM/Ml8l6ZhS0/n6qdOxscXyvcQXJ2qNy2DbY1/vV0KSn49uyJ36BB+HTogG/3c+PCp3D+YHPYeG3La17P7SrY5fb8nRHvoFPruHLhlR5jI30jmdxlcqvs8XzFmF/lcSzrcClWix2trukpBUlBSfLjo6VHvY5xi7yblch7a+IwmVqs87NotVK1dy/5b86maruzYNLV+tMV0/r1HOrZy+s5gBOTJ5P0/Xf49uhB6fc/eAh3w3XXEfnYo2giIhBtNg9TA5+UFLrs9bwjB5LhQdS0aRjGjqVy1y4Chg5Fl+iZwnW2WJmxkmc3PCs/v3nZzayZuIbFxxZ7jF2XtY7Z22fzaL9HufcP55eg/tHnb6CiKNOZMhMS449aq6LLkBg38R4WF0Cfy9vxx+f7AchPL2uVvdRG3o1K5F3hdNBGRRE/521Ayk/Pe2kmxkWLGpjVPBL/9zV+/fq1ytoKFzZmu5lDxYeI8Y9h1pZZbtH1/17xX55Y+wT5lfluc27ocAPJhmQAZgyawcubXwakQsn7e9/PVclXKcXPTcBSbaOyTIp8q9QCQeG+lOZVYrc5yDlSSrtuYU1es3Oo03ljf+F+Kq2VHtFBQed0CXIokfcWx2EyUbljJyXz51OxciV+gwZhGDcOv359qT54iPw33sCamUn8Rx8SeOmlAFTu3EnWI49iy80FIPqFFwiZeJO8pr2igrQbxss1TS1F+o03ETR2LGW//OJ2vMPGDXK9FFCvb3t96Lt2Rd+162ntsaVxiA7e3fmux/HhC4bXOWf+wfmUmcuwOpzWiRfHXdwq+zsXMBY404NDYyXV3OkiSbwf2JBDQKgPl/9fN9QaZ4O3ggxPd5qWoLZgtdwXHAKoRHAYjTgslmbVFZ4tFPF+DqEOCCD2tVeJfe1VRJuN0h9+oGLdOsz7D2DNzq53rv+QIdhKSzDvP0DwzZPAZkMTFU3g5aOx5RfgN6A/Kh/PYhkFhdMh15TLh7s/dPMpdmVKjykMiB7AByM/4LYVt1FlkyLDkb6R3NfrPnncTZ1uIsWQQoAugC6hXRTR3gyMBc6oe1C4LwldQinNkz4089LLmiXew3zD6BjSkcMlh7GJNrb11O75AAAgAElEQVTlbWN4vLsoUelcI++KeK/FmpMj/ZeVhV+/fm454w3hMJmoPiSZC5yY7H73qXLzZio3b/aYk3nPvUROexxL+glKv//e7Vzuc88h2m349uiB+egxcp58slH78Bt8Eb7du2M5keHRfVSbkEDKksXkvvQSxoXOv/+yZcvcxiX/uNBNuJ9vLDu+rM67UrUkBSXx/TXfc/uK2zlQfACbw+aWIpgYlOjxd3U+UVHivCMXGCpdL1QqgRG3d2HI+PZodCo0WjWiQ0SjVWGzOqg2Wak2WdH7t6zffaSvFHkXVQLFQQLhRiltyXryJD6pqfVNPadQxPs5iqDREDJpEiGTJrkdt2RmgsMhd36zZmejCQ/3Wukv07Fja25V4QLF7rBz35/3caTkiNfz/aL6MbXPVAA6hXbilYtf4eXNL9MjvAfPXPSMHAEBqVhrYMzAM7Lv8xXXlBlDpC+Ric6iuZMHihkwNrlZ614UcxGHSyQhuTlns4fIuJBz3h0mE8YlSyWxrFET/q9/EThiBCXz55M782Ww1xTjabUkL/gWfdeuWPPyKHzvfVlg+w8ZTMSDD+LTtSv2khJsOTnkvjST6n37mryf/Nfr7had9+JLdZ6LeOxRgsZcBQ47Vbt2Ya+owHD11XI3bIDCuZ9QMHs24F4kGjF1qpt4dyXmlVfOuUh5S7IrfxdPrXtKfj6y3Uj+zPjTbUyYPoyPRn+EXqPnpaEvcfOym90i7j5qHz4a9REqQcX5SkWpU7z7B7sHEV3FuaASMET6UZQlRd1L8yuJTja06F78tf5yl9WsEAivydyxpKUp4l2h9dDFx7s9b0o0R0GhJdmZv7NO4d4zvCdzLpvj9oE0KnEUoxJHnantXXC43poOjvAjwkW85xw1cnxXASm9m+6dPChmEPP2zwPgtxO/8XDfh90aap1vbjP2sjLKVvyCb88eHu5eFWvWYFq/geAbJ1D06WcYf/7Z7Xzmffd7X9RqJe2G8V5PmTZsrNNJpbXx6diRhE/moo1yOjrVBoZOJez/7sK3dy+0UVFu+ebamBg679lN4cdzKXxf6tWgS0kh8X9fn9cRd4AfDv8gPxYQePqip3nr0rfYlLOJhUcW4hAdPNT3IblbcafQTrx92ds8vOphrA4rcQFxvH3Z28QHxtf1EucFJhfxHhBcf1PG4EhfWbwb86taXLwLgkCIPoQcUw7ZYdArXTpuTksjsN6Z5xaKeFdQUGgWCw4tcHt+VfJVPNT3IcosZXQK6aSkvpxhSk+JvIfG+JPQJYSTB0oAWL/wKMm9mu6dPDB6IKH6UIqri8k15bL0+FKu7+D03m+rkfeKdesxLlqE34D+BE+YgGixkD3t35T//rs8JuTWW9FERKAOCcZ88BAl33wD0Owmd81Fl5xM6B13ULltG2VLl7qdi3rmafwGDCBt3LVux1V+fiT/uJCS+fMp/nKe+4KCQMzMmQSPv6HRexBUKvwHer87Juh0RDwwlfD77sV85Ai65OQLIk1zb+Fe+fGUnlNkJ5PBsYMZHDvY65zh8cNZdN0ijpUeY1DMIHw1vmdkr2cT17QZ/5D6fy8MUc6amtq0v5YmVB9KjimHnFBnoyZLWnqrvFZroYh3BQWFJrO3YC+/pDuL0v531f/oGdETgFiUu0FnA2O+84POEOmLIAhc/n/d+erpjViqbJQVVJFzzEhs++AmravX6Lmt623M2TEHgM/+/oxxqeNQqyT3GvcOq+dG5F10OBBUKkSLhbJffkEdEor/xUPB4cC4ZAk5TzhzvsuWLCH32ee8rlPy9dentQ/D+BsoW7Ycsbq62WvEvTOHoMsvByBk0kRiZr6EaLUiqFRuzjP+Q4diWr8egMhpjxM4ejS6du2IevJJwu+9l9wXX0Lw8yVozBi0MTH4pKSc1nvzhqBWo+/cueGBbRxRFPl4z8ccN0rubypBxV3d72r0/ITABBICE1pre+ccJhfxHtCAeA+OdH6Zcb2mtSQheumOUFYY2CNDCWrfGX2ntpVe3KLiXRCEYcDDwBAgFCgG9gJvi6K4/JSxQ4CngYsAPXAU+C/wriiKnq790pyrgceBPoAa2Ad8IIrimQ2DKChc4Hy1/yv58ejE0bJwVzh7uOW8R0jRK72/lvb9Itm/Tip4P7Q5t8niHWBip4n8d+9/KbeWc6LsBJtyNjE0biiAm0ND9YEDp/MWTovKHTuo3rsX47LlVO/bhzYursXdVLzhd9FFkmOYIFD02X8RLRYCR41EExWNLj6OqGnTyLjzLqr375fnBF01BpW/P1W7dmE+4lLsqFIR89KL+PbqhTU7G0Hng/9Fg9xeT6XXg94z9SD6hecpeOcdfLt1I/SOO9zOqYODiZv9Zsu+8QuMgsoCHlr1kFu0vZYhsUPOW4/208VmtVNtknL8VSoB38D6HV0MkS6Rdy/Wty1BqD4UgL3JKo589rjbncS2QouJd0EQngZeAgqBpUAOEI4ktC8FlruMvRZYCFQDC5BE/jXAW8BQ4EYv608F3gWKgK8BCzAB+EIQhB6iKDaulaiCgkKDWOwWnl73NAdLDvLEwCcYEjtEPmeymlh1cpX8/F89/3U2tqjgwqk2kbWODgCdLoqWxfux7fkMu6kDGm3TPN8DdYGMTRnLt4e+BWBPwR5ZvAt6l0jZDwsRVGqiX3i+1dOm7OXliDYb5b/+hmnTJspPsSdsaeGuMhjQxsZiPnAA37598evXl4gHH0TQOvP/Ix952GOeOjiY5B8XItrtmA8dwpyWRtDo0Qg6HaIoYj50CHVIKJbjx1CHhaGvMRjwad++SfvTxccT95//nN6bVKiTp9c/7VW4+2p8eWHIC2dhR20D13x3v2AdKlX914VgN/FeiSiKLX4tCdM7nbeKqttegyZoIfEuCMKNSML9D+AGURTLTzmvdXkcBHwC2IFLRVHcVnP8GWAlMEEQhEmiKH7rMicJeANJ5PcXRTG95viLwFbgMUEQFoqieHaqfhQU2hBWu5V1Wev4K/MvDpccJiEwgScHPkmwXorIVtmquO7n68g2SYLv0dWPMn/sfNmTfWXGSqrtUhpAh5AOdArtdHbeiIJMWaG7TaRK7SwUjkk1EBSup6ywGnOljfQ9RbTvF9nk1+gR0UMW7/uLnFHkU91ESr/7jtLvviPgkkuIeXkmmvDwJr9WfTjMZjLuvMutsVBz0aWmYklLA4cDw4TxhN1xB7r27XGYTKRdex3WrCyCJ00k7J//PO2mQIJa7eFTLgiCnGaijWr6v4nCmWH+wflsyN7gcTzaP5oZg2bIjX8UPHHNdw8IbrgOwjdQi8ZHjc1sx1ptx2yyoQ9oWbvI2rQZgOLq4hZd+0xx2uJdEAQV8BpQCUw+VbgDiKJodXk6AYgA5tUK95ox1TXR+z+Be4FvXebcCfgAr9UK95o5JYIgvAJ8BtwDKOJdQaEeRFHknj/uYUvuFvnY3sK9rMlcw6qbVqHX6Pn8789l4Q5SpH3cz+NYf/N6ArWBfH3AmQc8NnnsGd2/gne8+SjXIggCHQdFs21ZOiClzjRHvHcLc3Zj3p6/HavDilalJeDiod739NdfHLlsBCE3TyLoyivRxsaiCQtD0GqbFU2zZGSQftNE7KWlTZqniY0hcOQoSr6SUr2Cb7wR/4svJmDYxaj8vKc6qAMCSP39NxwmE+rAtuRBodDS/F34N7M2z3I7NjpxNHd2v5Pu4d3P0q7aDuXFznoP/wacZkC6XhnC9RRlmQAoK6pqcfFemzYDUFJd0qJrnylaIvI+BEgGfgBKBEEYC3RHSonZ4iUaPqLm5y94sgbpS8AQQRB8RFE0N2LOilPGKCgo1MH3h793E+61VFgrmLx8Mi8NeYm5e+Z6nTt0/lCi/KLIq8wDJH/ia9tf63WswpmlusIZH9EHeOaUdnIR7xn7irBU29Dpm3b5TzGkEO0fTa4pl3JLOTvydjAoZhAqf3/i3n2HrAce9JxktVIy7ytK5knCWZuQgCY8HGtWFqG334bKYCBozBjUAQEeU83Hj2PLL8BWVEjFnyspW77cY0x9qPz8SPpuAbqkJASNhugZTzU8yQVBpVKE+wWOyWriqXVPIdY4kiQEJjB/7HwMPi1rX3g+U5LjYmEb1ThnnaBwX1m8GwuqiEwMamBG01Ai7xIDan7mATuAHq4nBUFYA0wQRbGg5lDtPfbDpy4kiqJNEIQ0oBuQAhxoxJwcQRBMQLwgCH6iKNZbniwIQl33Ws//EnmFCxKrw0pORQ7v7XqPFWkr6hx3pOQIk5Y5m4JF+kUSqg/lYPFB+VitcAe4IukK2RpNofkUZ5tYs+AwgWF6Lr2lE2q1e7MW0SGSl16GIAhEJXv/EKtyEe++gZ5RquBIP8Li/CnKMuGwi2QfLiWpZ9P+7QRBYGjsUBYeWQjAweKDDIqRiimDRo8mYMd2DvXtV+8a1pMnsZ48CUD+G1IBZe4zzyL4+uLbrRvVBw4gOhyIVc0oVNNqiZ7xFMETJ1K9Zw+ayEi0MTFNX0fhvOPvwr/5K/Mveob3ZGjcULn/xK78Xby9420cooMZg2Z4pAC+se0N0oxpAGhUGt4d8a4i3JtISa5Jfhwa41/PSCdBYU6RX17UfKemunDNeb+QI++191/vAdKAUcBmIBF4E7gC+B6paBWg9jffWMd6tcddLREaM8e/ZlzreAspKLRBqmxVTPltCrsLdrsd99X4suDqBewp2MPT65/2OndKjyl0DevKLctv8Xp+fAfvTWcUGk9eehmL3t6JtdppsDXydmdjoKoKC0vf3U3+CSkbccgN7elzuWcTneoKp7+6r5fIO0B8l1A5mpWXXtZk8Q5S9L2WjDL3glCVnx/t/1rN0UsubfK6YlUVldu2NTywBp/OnWn3+X9R6XTYTSa0ke5pQL69ejV5DwrnJ0azkSm/TaHCKjX+uTrlamYNm0WltZJ7/rgHk1X6m5iwZAKfX/E5/aP7AzB3z1y3JkzPDX6O1OC204HzXKEk1ynJQqIbKd4jnOk1xkLPL/KiKLJ1aRpFWSY6XRTd5OZzrpH3tlqw2hL9eGttCwSkCPufoihWiKK4D7geyAQuEQTBe8cCT2oTIcUm7KHRc0RR7OftP+BgQ3MVFNoKDtHB7O2zGTp/qIdw7xnek7mj55JsSOba9tfy6eWfup3XqXRMHzCdSZ0n0TOiJ0uvX+px/r0R79E3qm+rv4/znS1LjrsJ94Mbcsg+4szp3rw4TRbuAJsWHcNk9PRSryqvP/IO7lGv5vonJxmS5Mcnyk54nNdGRZH49VcEjBrZrPUbInDMlXTcto2Un39CExKCyt/fQ7grKNTiEB3M2TFHFu4AS48vpceXPRj1/ShZuNfywMoHyKnI4Z4/7uHdne/Kx0cnjubaVCVFsKnYrHbntUaAEL9SWPY4/Hw/GDPrnOcaeS8r8BTvh7fksXVZOsd3FfDr3L8xehlTH6emzYhiU+TmuUFLRN5r7zkcF0XRTSWIolglCMKvwF3AQKSC0troeV33nmrvC7tG2Y1ItpMGJKvIuuaUNW3rCgrnJ1/s+4LP//7c4/i9ve5lSo8pbu3tB8UM4vMrPqfEXMKl8ZdicVjw1zqFXmJQInvv2EtpdSl+Wj906vp9ehUah9VsJ+uQZ/Hl7j9PEtshmGqTlUMbc9zOOewihzbn0vdyd+eTKrecd+/iPbgF/JMTg5yvm16W7nWMX//++PWXopemTZuxFRTg06kjlVu3kvfSzEa/lt/Agdjy87GkS68T9/ZbBF15ZbP2rXBh8t7O9/j+8Pdez5VbPbw1qLBWcPnCy92O9Ynsw8yhM5WO0c2gJLeSWl1sCPdF8/u/4VBN7UreXpiyClSetrVB4S7i/ZS0meoKK3987nS7cjhENv54lCvu7t7ofyNfjS9+Gj8qbZXYHDYqrBUE6tpWfUtLiPdDNT/rsgCoFfe1/xqHgP5AR8At/1wQBA1S8asNOH7Ka4TXzNl4ypwYpJSZzIby3RUU2gony07yw5Ef2Jm/k1u63MLliZfLF6ajJUeZu2cum3M3c3HcxTze/3G3SILRbOTDXR+6rTelxxQe6PNAnRe32lvFgJuwd6XWSlKhZTi6PQ+7zeFxPG1PIRUlZo7tyMdm9Tyfn+YZo6h0icb71dEExeDSubA0vxLRISI04Ll8KrEBsagFNXbRTl5lHlW2qnrbu7s2GNJ37EjoLbdgXLKU7OnTweF8b5rYGEIm3YyjqhJNWDght0xWxJLCaXGo+BCf7nXeVWwX2A6jxYjR7J59O7LdSAZED+DVLa96rKESVDxz0TNKA6ZmUpztku8e6wfHVztP5uyGrZ/CIM8+IYHhzrSZiqJqHA5R9oc/si3PY/yxnQXkHDUS26Hxn1Eh+hAqKyTJWFxdfEGK9zVIYruDIAg6URQtp5yv9VJKr/m5ErgFuBKYf8rY4YAfsMbFaaZ2ztCaOae614xxGaOg0GYxmo3sLtjNgkMLWJO5Rj6+M38ns4bN4uqUq6X8zd+nUFhVCMDiY4spqS7hg1EfyOPXZq2Vfdg1Kg0rblhBtH/0mX0zCg2yb63TjnPwDalk/F1E1uFSRIfI/nVZZB91xkO6Dotlf834omyTx1qudmwBod7t2PyCdPgGaqkqt2KttlOcayIs1tPlpT60Ki3xgfFyykxGWUaTff4N11xN0NircJSVUfzV1/i0TyVozJiGJyoo1IPZbmZr7lYSgxJxiA4mLJkgnxsUPYiPRn+EQ3Qwb/883t/1PjaHjcf7P84d3e5AFEXyTHl8vs/9buXsS2fTIaTDmX4r5w3F2c50pbAgE+SdEl9d9zb0vxPUWnDYoaoU/ELR6tT4BemoLLPgcIhUlFTLqTT5J7wnWOxfn90k8R6mDyOrIguQilZd7yq2BU5bvIuiWCgIwgIkQf4sIFe/CYIwGqlg1YjT5vEHJF/4SYIgvOvSpEkP1N5TdQ8bwufAv4GpgiB87tKkKQSo9f/66HTfi4LCmaS0upQ9hXuID4jnj4w/3HIsT+XJtU/y8e6PqbJVycK9lrVZa3lty2tMGzANu8POZ3s/k8/d0/MeRbifg5zcX0xeTQRdpRHoMjiGoDBfsg5Lgn1rja1jLX0vbyd1SRWlfHWbxY5GJ91utlrscs67SiXgX0cjFEEQiE4xkLZb+v3JPWZssngHKXWmVrynl6U3q0mXoFKhDg4m4oGpTZ6roOCKKIpsy9vGCxtf4ETZCQQE2doRpOj59IHT0agkufN/Pf6P69pfh4BAmK/kOiIIAo/2f5RrUq/h072fohbUPNr/UcVN6zRxDTSE+uR6DijPhrS/IH4gfH0DZG6FYY/DyGcICtfLXaPLCl3FuzPd6eIbO7Du+yMAHK3pHu3j1zhP+LZetNoiHVaBR4FBwAxBEIYDW5DcZq5H6qQ6RRTFUgBRFMsEQZiCJOJXC4LwLVLn1HFIlpA/AAtcFxdFMU0QhGnAO8C2mi8LFqSGT/HAm0p3VYW2RJmljPFLxpNfmd/oOXXlGAN8feBrfNQ+HCs9xtHSowBoBA1XJF1xultVaAW2rUiXH3fsH4VvoI7k3uH4B/u4tRMHiGlvwBDhR0iUn5xDmn+iXI4yVbhF3X3qbT8elRwki/eizIo6x9VHQmCC/Di7IruekQoKp4fdYafMUobBxyDbO57KOzvfcUuPEU/xrZjcebJH9LwuUd4hpAOvDX/tNHetANKXqsIMp9AOVaV7H3hsFRxdKQl3gHWzodNVBIX7kntcCnCUFVZBpxCsZjslOdIXAkGALkNjOLAxh6LMCuxWBxn7iukwIKpR+3Nt1NQWvd5bwm0GURTzkcT7W0AC8CBS06RlwDBRFL8/ZfzPwCVIKTfjgQcAK9KXgEmil9JfURTfRRL4+4DbgbuBXOAfoig+3hLvQ0GhpTCajZRW190JcsHBBfUK9/iAeJbfsJwxyd7TCaYPmM7myZu5KOYi+dhnf3/G6szV8vP7+9zv5g6icG5QXlwtp8QIAgy6VrKfU6tV9L8qyWN8rxGSWI5Oddb4u6bUuPogB9aRMlNLqEukvTjXM/2mMcT4O73Tc0w59YxUUGg+oigydeVUhi8YTr+v+nnccQRYfXK1m3A/lREJI/j3gH+35jYV6qAkpxKTUYqc63w1hFj/dp7s6uLcs/cH2PGl87nogEX3ExTmvJaV1dhFFp4slwtgg6P90ek1pPZx2kQe311AY3GNvLdFr/eWirwjimIxkvh+tJHj1wNXNfE1lgBLmr47BYWWQRRFDpccZs6OOVgcFi6Nv5SJnSeiVTlv1a3LWsf0NdOptFby3sj3GBrn3j7+uPE4H+4+NTNM4vr21zNtwDS5eOY/w//DoOhBPL/xeXlM38i+3Nz5ZtQqNR+M+oDLvrvMowirY0hHbut6Wwu9a4WWZPOi47KpbWzHEAJCnGku3YbFYio1s3d1JiqNin5XJJJS8+EUnWLgwHpJLBeedEbNXd0YAsMaEO8xzsK74pzm1fe7ifcKRbwrNJ+siixWZaxiX9E+Ugwp3Nn9TtQqNWWWMq7+8WpKzJKosok2Rnw3gu23bker1lJaXcqkZZPknOVavrzySww+BhYdXUR8YDzjO4xXCp/PElmHnYI4vnMIqhKXHpt9b4eDy8Bhgwov6TQFBwhq57yrV1YoXeNq7xoCRCZKn5HJvcLZskRqpHV8RwEmoxl/g/fUQVfaeuS9xcS7gsL5jtVh5e7f7mZbnrOZzOaczby29TXeG/EegiAwe9tsjhmPyefv+eMenhz4JJO7TAakLqY3LL5BPq9X65k1bBZD44aiV+u9ftCM7zie6ztcz4q0FZRbyhmXOg51jb2WVqXl1WGv8tTap+QPulB9KB+M/AAfdcMXMIUzS/6JMg5tdn5YDTgl0i4IAoPGpTBoXAqn4urT7tq10LVYtaHIe2CYL2qNCrvNQVWZBUuVDZ1v0z4GlMi7QnPIKMvgj4w/SDWkMjx+OKXmUiYtnUSp2XkXKb0snR15O8is8PQAFxF5dPWjvDLsFV7Y+IKbcNeqtCy6dhEJQdJdqkf7NyqGqNCK5LukzMQkBcBml1Y6cf2lPPeMDe6TVBpJ0ANBVX8jZVJLkXfRIXJwk/N6k9pX6u8QHh9ITKqBnGNGHA6RE38X0XVobIP7U8S7gsJ5TmFVIeuz1rO/aL+bcHdl6sq6C+9mbZlFoC6QlOAUJi2dJB8XEPjiyi/oFt6twT2oBBVjU8Z6PXdx3MWsvGklBZUFmKwmIvwilBbe5yCiKLL+h6Py86Se4cR1CqlnhjshLuK9NL9Stk9zS5sJq9u2EaSC1sAwPaU1rg9lRVWExzfNIi0mwCnes01KzrtC/ThEB89teI6fj/7c4NjFxxbXe3515mqGzB/icfyFIS/Iwl3h7GOz2Dnxt7MINCKoCBw1vSiCE8E3GPre5i7e/cJh1POwWPosDarciat4zz9RLhfm+wZqSeoeJk9N7hVBzjHp7nP6nkJFvCsoXMjsyt/F9DXTW0SgPLXuKY9jN3e+uVHCvTFoVBo3UaVw7pGXViZ3T1WpBIbc0LRW6z6+GvwMOiqNFhw2kbLCKoIj/SgvcjZcaihtBqQGKLJ4L6husngP1YeiU+mwOCyUW8qpsFQQoGu6a43ChcH8g/MbJdy9cWuXW7mrx11c+/O1lFm8WwROHzCda1KvOZ0tKrQwR7blU1XjFKPxUROhS3eejO4h/exxE2z5BLJ3SM8vugdi+8jD/Is3otZOxm51UFVu5YBLw7p23cLcelQk9ghjw49SYCR9bxFlRVVuXVq90dbFe4sUrCoonG9klmdy24rbvAp3jUrDi0NeZNPkTTw58EmP8+NSx7Fu0jqW37CcIF2Qx3mQ8tafGPhEi+9b4dwl56izLqF9/0hCov3rGe2dkGhnznpJriTAXSPvQY0Q7waXBihNbSsO0l0g1y+KuSYvOasK5z1z98xl0P8Gceevd3Ky/KTXMZtzNnttfuRKiE8Iayau4dYut7odn9hpIo/1f4xw33Dmjp7r4RBzVfJVbLllC7d2dZ+ncPbJTXNe67oPi0VX7VKbENxO+qnWwOTv4KL7YMzrkkVkeEcQpJRQVVkGke2c18h9a5xrJHZzRt1BSimsvYspOkT2rvJMuzoVpWBVQeEcY0vOFqatmUaITwifXfGZ7OUL0i3c+QfnI4oiEztN9NpNdPa22R7NOmoJ1Aby2RWf0SWsCwCTu0xGo9Lw0qaXABidOJqXL34ZAIOPgRmDZjB97XR5fpg+jGcGP8Ml8ZcohVQXGHnpzg+0mPbN61YbEu1P1iEpel+SY6Jdl1DZ0UEQwD+k4ToH1/SbvHTv0cyGiPaPlr3es03ZtA9p36x1FM59KiwV5FXmkRrsvFO0MmOl3Jdia+5WrvrxKhaOW0jHkI5uYx5a9ZD8XC2oeeOSN3hk9SPysaFxQ3nr0rfw1fgyfeB0rmt/HX5aPzc7UoBu4d1YddMqyi3lZFdkY/AxKP0rzmFcLSLbdQuDNBfxHuSS0hIQAVfOcj7X6CRxXyIVoMbE2MlxlpAB0nUuoUsop9J7ZAJZhyQRvn9dNgOuTkanr1viukbeS6pLcIiOOu1Iz0UU8a5w3pBdkc3mnM28vPllzHYzxdXFXPrdpTw/+HlGtBvBweKD3P373fL4X9J/4YmBT9A9vLt8bEfejjqF+3ODn2NY3DCi/N19ZG/seKPcIv7KpCvdzo1JHkNmRSY/HvkRo9nIzItncnHcxS31lhXaELVNmQCikrzfkWkI12h9SV6lW7Gqf7APanXDHz6uXQizj5QgimKTv0i6Fq0qXu/nB+uz1vNr+q8Mix/GqHaj+P7w98zaMgtbTQHhpfGX8tyQ53hx44usOrnKY/77O99nzog5APyW/hvT10x3O/9Y/8cYlTiKvXfsJaMsgxB9iEdL+oYafgXqApvVFEzhzFFVbqHAxQ0rIiEQdtch3r0RliqL93aRhezAz+10ZFIQ+gDPoFti99I2uBcAACAASURBVDCCo/wozavEUm0nY18x7ftF1vkyOrUOg48Bo9mIXbSTXZFNfGB8I97huYEi3hXaLHaHnd9P/M5b29+qNy/9+Y3Pu1kt1rK7YDd3/3Y3C65ZQKx/LBuyN3Dfn/d5jBsSO4QXh7zoIdprEQShzpxLQRC4u+fd3N3z7jb3zV6h5TAZzVSUSM2XNFoVYXFNT5kBCHGxeizJMbk7zdSmzBgz4dhK6fZz13Hg4y6QQmP80flqsFTZqCq3Umm01NmVtS7iA5wfcqfa9Sm0HSqtlcxYN4M/Mv6Qj/109CevY1dnrmb1d6vrXGvlyZX0+LKHx/FIv0hmXzqbXhG95GPtgto1f9MK5zSHt+YhOiQv3OiUGqFd5vL5HBRX/wJh7eGo9PsY43MY38ABcqEqQErvCK/TBJVAat8Itq+ouSN4uKRe8Q7QJbQLm3I2AbCnYI8i3hUUmkOVrYov/v4Cg4+BmzvfXGc0ML8yn7l75vLdoe88uuk1lXJrOVf96L3dQN/IvswcOrPFXAwU4X7hUuByGzmiXSCqRkTIvRES5WoXWSk3LwGkAi1TEXw8HCprnB72L4JbvnNbQ1AJhET7yXcCSnJNTRfvLh9ymeUN55cqnHuIosiDqx5kc87mZq8xJnkMpdWlbMzx3uA8xj+Gr6/6mki/+kWUwvnD3tXO60HHgTWpTW7ivYHIe6gzPUtVcoxhE2/h98/2IYoQ1ymYnpfVLbDjOoTI4j1tTyEX39Sh3mttr4hesnjfXbCbq1Ka1HrorKKId4UzikN08PHuj1l8bDHdw7vz8sUvo1PrAPh076fM3TMXkOwVX7/kdTkNpdJaydbcrWzI3sA3B79p8HXu6HoHU3pOYdaWWSw7vszj/Mh2I/kz489613j54pfb1DdxhXMX18LQkNjmRd0B/IN1aPVqrNV2LFU2t5z1wDA97J7vFO4AR36F9HWQ5J6qFRLlFO+leZXEd/bMIa0PN/HuxZNbofUpqipCEAT+OPEHyYZk+kX1kwMEoiiyMXsjv534jUprJbd2vZWeET3luWnGNCYvm0yFtaKu5WUGxwymuLqYQyWH3I5P7jyZ6QOnc6TkCHf9dpdHoziQrqGKcL9wsFTZMOZL1zqVSqDz4BiwW6Eir2aEAIENuKKFubhwFR+jw3VRhMb4Y6myEZViQKWqO8UvtkMwvoFaqsqtVJSYyTpSSkI91zbXu0H1dTw/F1HEu8IZwSE62F2wm9tX3C4fy6zI5Jf0X+ga1pXS6lKP1Jdpf01j2l/TmvQ6d/e8m+vaXycXPL067FVGtxvNw6sfBiRP9HcuewebaGPIN0OwiTav67w45EVFuCu0GK4RckN4/RZm9SEIAiHR/uTXiPYMFy/lwDA9HP7Fc9La2R7iPdiLa01TcC0oTDOmYbFb5C/hCi2H0WxkR94OtGotS48v5VjpMTqFdGJ/8X6OlBzxGP9Yv8e4vsP1/Ov3f7GvaJ98fHXmah7p9wjD4oYxY90MduTv8Jg7oeMEpvSYgr/Wn+PG4zhEBz3Ce6BT6zCajXy691M2ZG8gPiCeJwc9KReMdgrtxPIblvPtwW+Zt38eAgKDYwfz7wH/9nCIUTi/Kc13XksMkb5ofdRQmo3cUjogCryYRLjhKt6LpGrVsLjGWdGqtSqSe0Wwf52kJQozKuoV730i+/D+yPfpGd6TYH3zTATOFop4V2g1/i78m/d2vcf6rPX1jttftL9Z6wdqA/nkik/46chPHCg+wIxBM+ga1tVj3MjEkey4bQc5FTkkBCYgCAJatLw6/FUe/+txt7HJhmQ+vfxTJVqk0KLUtvcGyWf9dAiN9pPFe63TDEBgiA5ydntOSF8HNovk5FDDqYWvTd6DPpSEwAROlp/EbDezu2A3A6IHNHkdhbpxiA4PEQ5wsPhgHTPgze1v8ub2Nz2OV9mqeGXzK17nJAQmMG/MPDeh3Seyj9sYg4+Bx/o/xmM85nWNIF2QXNujcOHiGggIjqoJEJySMpO2p5CizAp6joj37gZjSJDqdUQ7mPLBWgXaxl8zw+OdQr8ou/47SwG6AIbHD2/02ucSinhXaFEKKgtYkbaC17e93irrB+mCGNFuBPf2upfYACl3rltYw42OtCqtR5HUFUlXMCR2CEdLj7IibQWXJVzG4NjBrbJvhQsbt9z08Ia92OvDNWruikFXBOaaNBq/MKlQtSQd7GbI3QPx/Z1rRLlG3k3N2sfA6IGyv/fzG55nyfVLlLqORrL8+HKe3/g8VbYqpvaeym1db8NPK/2bVNmqeHfnu6zLWkeaMa1V99E3si8fj/4Yveb0ficVFAC5+Ru49KQwOnsAnLT3Y/FbXyPa8knfcwnjp1/uWdumUktFrcaMmvmZEN6h0XtwNQMoymo4Laytooh3hSZTbatmXdY6Vp1cxc2db6ZrWFc2ZW9ixvoZFFYVNjh/+oDp3Nz5ZlafXC2ns9Ty0aiPGBo3lN0Fu1l+fDlZFVn8lfkXw+KG8VDfh1rcJixQF0ifyD4ekSYFhZZCFMVTxPvpRd6jkw0ex3S+GgLtJ5wHorpJuaUl6dLz9HVu4t0Q4YugEhAdIhXFZizVtno9kb1xedLlLDyyEICM8gy+OfDNBd0w59f0XwG4PPFyqmxV/Hz0Z+btn0e0fzSB2kC6hXfjpk43sadgD0+sfUIutn9v13u8t+u9Ft9Pr4heTO0zFY2g4eM9H8uFebXc1vU2Hur7ED7qphUrKyjUhXvaTI14L3Iata8+GIetUnKSObFzD7/NLeeKf03wXCg4wUW8n2ySeA+NdUbeS3IqcdgdzTYIOJdRxLtCo8gz5TFv/zw252x2K1xafGwxvSN6s6tgl9d5/lp/Xhr6Ema7mXDfcPpG9pVzY0cmjmTDzRv4dO+nFFYV8q+e/5Kj470ierkVkygotFWqK6zYLA4AtHo1Pn6nd9mN7RhMVHKQm298WJw/gtGloDA4EdpdBHsWSM+Pr4KLnV+U1RoVwVF+lORIUffibBPRKZ5fCupjUPQgEoMS5WZNX+7/8oIT77mmXObtn8dX+7+qc0ytlebqzNW8v+v9Jr+GWlAzb8w8ekb0pMpWxRNrnqCwupAXBr9AXmUe1fZquod1Z2veVsw2Mz4aHy6KucgtDaZ/dH8+3PUhPx/9mTu738nEzhOb/mYVFBrALfJee3ev8DAARls0BYXuKV8H1y33Lt4NLvVmpd6799aF3l9LQIgPFSVm7DYHpflVhMY03yTgXEUR7woyoijy5b4v2ZG/g3Gp4+ga1pUY/xgyyjO4fcXtFFcXe51Xl3D3UfuwduJar11MawnUBfJIv0fqPK+g0NZxy3cP8z3tzrqCIJDaJ9JNvKf0joDSDOeg4HaQcpnz+YmNHrmj4fEBsngvPFneZPGuVqn5asxXDF8g5YzmmfKa1fDpXMXqsKJVOa9doijyd+HfBPsE46v1rbNZUUsy57I5DI0bKkfHfTW+ciMkwK2z7dUpV9e71r297+Xe3ve2zkYVLnhEUXQT73J6X5FUWH28qiuizb0nhM1SQMHJYkKiDRzckIOPv5bUPhGoDC72zMY63KzyD8D2L6TrXCf35oihsQFyX43ibJMi3hXOb1ZmrJSLnWo/lEJ8QigxlzRpnXGp4+gW1o1xqePqFe4KChcCZUXOlBm5kdJp0nFQFDt+O0F1hZXUvpH0uCweFp4i3g1xEN5RinzZzbDmdRj5rDwkIiGQI1slCzfXjohNIUQfgkbQYBNtiIjYHLY2/ze/I28Hr219jf1F+xkYPZBnBz/LnoI9/Jr+K39l/tXk9QZED2Br7la3Yx1DOvLUoKewOWzyurVWdcE+wVyZdCU3dbqJDiGNTxdQUDibmErN8h1GHz8Nen8tiCIUHgUgvTISOLWhm8iBtbux233Z9ctXiI4KDNFduXl8vLOvqtFL5D1rO3xxDVhNsPljmPInxPWTTxtc6ooqSqo9558HKOJdgUprJa9ve50fDv/gce5U4V5rofjAygcwWZ2Fbh1COjD7ktkkBCagVqlbfc8KCm2F8iJXp5mWEe/+Bh9umzkYS5WNgJCaNctznANquxh2GiPftmbtm5A4FNqPBCA8wZkbWnjS2USqqejUOmw2yXLVbDe3CfG+PW87Cw4toHdEb0a2G0mYbxh/Zvzp4T61JXcLV/9Uf0Q7PiCeZEMy2RXZJAQmMKLdCLIqsvDX+jMudRxhvmGIosj+4v3YHXYqbZUMiBogXycHxQwCpMiliKgU/Sq0SVxdq4Kj/KQ7cMYsSWADhWbv177ju/ZhzE/DYZPS70qz1/L9wkHcUXsj0FvazLLH5XVBhGWPwf+tBJX0txMQ6iLei82n98bOURTxfoFSbinnpyM/8c3Bbxrd3jwpKInrO1wPwKbJmxBFkYzyDI6UHGFw7GD8teffrSkFhdOlrMg9baal0Ok17kWmciMUILCms+Gwx+D4X5BTk9q26UOneHezVDNhtztQN6OwS6/RU2mTPrir7dUE0DhP5jNFTkUOT617ihB9CNMHTOdg8UGmrpwKwIq0FczaMqvZawf7BLPgmgUE6YLqHScIQoOuWIIgIHB+pBwpXHgYveW7Fzl7EVRanHcgo1N7kHtsLwDFmXsQ7S7XLqAwZzcV/iEEaEo8I++lGZB9Sp+C7J2QsRGShgIQEOoswlYi7wrnBTaHjU05m3huw3P1dhTrEtqFJwY+wZrMNXx3+DvC9GE8O/hZtzGCIJAYlEhiUGJrb1tBoc1SXtjyaTMe/D977x1lyVXeaz9VJ58+nXOY6Z7uyXlGE5RGWSggiSSBCBdfEXwB24Cvwb425gPuMsaAbV1jMCYHAUIoAAooDcoaTc45dM7h9OmTU9X+/qjTZ9fp7hnNiJHENPtZizUV9q5TvViq+tW7f+/7CgFR23/PgVyfAm8p3PEj+EaumlL7s5COgbsIX7GbQIWHaDCFkTEZap+gYUH5Of+0vTlT2kifYeQby1BsiO2D2/nili+SNq37errr6dd8Pb/Tz5cu+xIb6zbyWPtjtJS2cHnj5a8+UaH4E8AeeS/NJ6ta4j0j3GSzsgPvhrfdysP/bol3YRQ2Z7QOJjkYXcvFZb+HcB+YhlVCEuCZL898AwcfkOK9XD5nI0El3hUXMPFMnB8e/CHf2f+dM477zLrPcPvC2/E7rWWvtbVr+fRFnz7jHIVCcXrCr4NtZhrpKGRyL0+nFzy2SHBFK9Qsg+FDYGat5NUF1wHQvKySQy9aL8+uQ8HXJN7tpQaTxpv7ohyKDXF47DDjqXG+sOULr/k6P7zhh5R7yvnQkx9iPDXOR1Z8hL9c/Zd5q8ufWlUdxZ82Rtbk9z8+TN/xEIsuruPit7eh64WrRDNXmrHE+3imBsSkzUWnbd1GyuqbCQ10FVxD0xwIYQDQnazjYrCeWdEhKGkA04QjD8sJK++E/b+0tnffA1f8LZTUU2y3zYwr24ziAkQIwa6hXdz15F2nHfOFS77Autp1NAQaVItzheI8IkxRkLB6Pm0zBUyNuk+t+DLvCku8Axx6KC/emxZX5MX7aPdr873bxfubGXnvj/Zz+8O3E8mc3d9xa+utVPmrSGQSlHhKuLj+YhZVLCqwwDzyjkcYjg8zv2z+rKmio1DMRDqRZfOPDzM+GGfZpgZWXyebGu55upsTO61nzJ6nuikq9bDq2jkF80NDM3RXzeXbDCRr8+dc3gp0h4Mr3vd+Hv432fW3cclNVDYWs3/zrwAIpmz9B0I9lngPdckghcsP7/hvGDsJfTvBzMCB++GyT1JU6kbTrAXJeDiNkTFxuGZXLokS77MIU5gYpvXV+kzPM9y96+7T+tkrvBV87Yqv5ZOlFArF+Sc2kcbMWs14PEVO3L7X6ZFr97sX1Uw/v+IO2PZta/vQb+CWu8HpKfC9j77GboR28Z4y3rgoVzwT57GOxzgVOkUoFeKx9sdOO7bCW5EvdVtXVMeT73ryrBJDSz2llHrOrYSmQnEhsu3hdjr2WU0WX37gJM3LKymvs/LYJqtSTbLryS6WX9WYz5ExMqZMzNesJnBkU/lcm5FUGWB92PuKrf4D89dfwhXvv4sTO3Yzd/lGLnnXWzmxbRv7rR5OJNJxhNDQNJHzvW+EEVud+Ia1VpBi3V2WeAerr8Vln0R36BSVefJR92goZd3TLEKJ9wuUwdggX976Zboj3fzNur/h/uP381zPc686r8xTxg9u+AHzSucV1DBWKBTnH3vUvfR0nVWD7bD/fqu846o7p0fNh49YL6Xa5bD4rQW12vNM2D7SSxqmn29cC+XzYLzDqtLQ9TK0XUNJtQ+nSyebMYlPpJkYiVNa7Z8+/wzYV+tS2ddPvAsh6I30cmD0AN/a+y26I91nHH9Zw2Vc23wtty+4HU3T2NK3hcc7H+eOhXeoii4KhQ3DMDn6ykDBsY59o5TXFREPpwn2xwrOJcJp+o6NM3dpJQATIwmEFaOguMKL0+2Aw49CwqpWN26WA9YHQKDSSqbXNI31t72L9be9K3/d+gWt+W3TCBI3yyhyjEOwwzrY+ZK8idpcAviS26xqM9kkDB2EwYNQtzzfqAkgGkwq8a54czCFybaBbfRF+3i843G2D27Pn/uL3//FWV2j1l/Lg7c9qCJJCsUbRGGy6gwvj57tcM87LM86WOL66n+Q57Mp+Nm7rKQtgPrV8NFn8yXR8oRtjUzs3Qkn0TRYcD1s/66137UF2q5B1zUaF5XTdXAMgGNbB9lwa+v0+WfA65D+0tcr8m6YBp994bNnlXD6qbWf4iMrPjLt+KWNl3Jp46Wvx+0pFBc0wx1h0kmj4FjngVHW3tBM37GZ+7yEhhLMXTq5PYNlpntb/lhEBJgU7+V19ae9j5KqGjTdhTAzIBIMpepp9Y9bdd1NE448IgcvuN7611sCi2627IAAB36VE+9ewGpkFw3NPt+7Eu9vMgPRAap8VYRSIfaP7ueimotIZBM4dAdO3clTnU9x37H7OBk6ec7XXlm1kv2j+wGresyvbv3V+b59hUJxBs6YrJpNw4MfkcId4PmvQtu1MDdnZ3v+a1K4g7UM3b8Hmi4qvJYt8r6v02Dze24hUFnFtXd9jPnrL7ZONKyV44eP5DcXbqjNi/ehznP3vb8e1WayZpaucBduh5snOp7gG3u+8apz/E4/f7v+b3nXwne96liFQiHpPjK9e/rgqQkSkTS9NvE+6SMHqynTJONDMjKfF++TVhYgnpLPwaq5MwQXJq+v63gDtSRywYj+ZDWtfqB3B3S+YHnewaqiNe8KOXHle6R4338/XPtF/CXyuRQP//FUwTpfKPH+JiKE4DMvfIb9I/vP+7U/uuKj/NWav2L38G5e6H2Bdy5453n/DYVCcWbCI7Zk1am2md7t8mVk5/BvLPGeisKWGUTriaemi/ecwB9L+dn87GEAomOjPHL3V/gfX/0GVXOaoWaxHG8T71VzivPbwf5z973bI+/nWm0mko7gdXp5pf8V7t51N0PxIQKuANFMlEj6zB8Slzdezoa6Dbx38XvxOl+nKj4KxZ8AvTOIdyGg6+AYQ53h/LGFG+o4tm0QgGhI/rceGpbPufJavxVM6JVdhTMp+d9yTcvpxTtAoLIhL95HMrnqV/FR2PF9OWjFu8FpS2idfy34KyE+BpF+6HwRf6ksYa3Eu+K8smto1x8k3D+w5AP82bI/475j93EqdIrPrvssTcVNxDIxAm4rEe2i2ou4qPaiV7mSQqF4PShs0DRFYPbtktvF9bJD6v774Mq/hd6dMFMke2qDEsg3MmmPFpZ6NA2DE9u3WOK9ahGgASLnfU+Ay0dpjQ/doWEaguh4ilQii+ccEmtfLfKezCZ5pf8VusJdHBo7hNfpZTg+zJb+LTNe79VE+5+v/HM+tupjKmdHoTgPmKZgpFt+tK++fi57n7bySU7tGWGsV55rXl6ZF+/2yHto0GabqfHDnu+CMAHIzL0K84iMzNe01J3xfirq5zDSYdmCJwxb/o3dMtN2deEkhwuWv0vaAvf/Cl/15/KnE0q8K84n46lxKr2VjCXHzmr8A7c+gMfhoSvcRUtpS7450qfWfqpg3KRwVygUrz97N3dz+KV+vEUuVl83l9Y11flzkQLbzJTIe4/MW+GyT8OL/wqxESt6tPun0PmyPN92DZx6xtoePDD9JnK2mZ5Y2bRT/cdyUXa3HyrmWQmywrTKuNWvwuHQKa/zM9ZnvWDHB2LUtZ59Xoy92sz3D3yfG1puIGNm+MHBHzCWGOPhUw+fYfa54Xf6+fDyDyvhrlCcJ8IjCYysJbSLSt0svaw+L94794/mxwXKPVQ0yi7q9mdbgee9xgNP3JPfD855L/AzADTNjbfozJ3Ya+a1cCz3XR9NnUZ0z5mhSt7K90jxfvi3+G+S4j0eUeJdcR65vvl6NjVu4pt7vsnWga0srlhMxsxw07ybWF61nMNjh/E4PMQyMdbUrKHca0XVWkpb3twbVygUAJzYOcTLD8h8lNG+w3x4+SYcLh1hioLoVFG5bZk3m4b25+V+65XgdMOjf23tP23vZqzB1f8I3VutGseRAYiOQCD3kZCOQyKIEDCQLGYq/cePYJoGuu6AmqWWeAfLOlO/CoCKhkBevI/1Rc9NvNuWr7sj3Wz8xfkrP1vtq8br9LKudh1JI8ktrbfgd51bNRyFQnF67JVkKhqKKKv1U1rjY8JmhQGoaSmhrNqfX6ULjyZJxjIgsP4FnC6dwMR2mUDvr2RYX5C/htMz/fk0lcZFbfntdHpi+oDWq6CoaoaJF0FFGwRPQTqCf3wHYP1efEKJd8V5xuv08pn1n5nx3BVNV8x4XKFQvDGMD8bY8Vgn4dEEl92+gPo2KWpjEyme+emRgvGZpMFIT4S61lLikTSmmavx7nficjvkwJf+HSbtIcX1UL0Yiuvg8f8DUyu2rHqv5XGvXSZ9pIP7YL7VaImw1WQpnPGQNKyItNPtw+l2k4xOkE4kGO3uoqalFWqWwNFHrXnDh/M/UdEgo2FTy8K9GmWe6dH+18ItrbdwScMl9EX7KHYV897F7813NFUoFK8PY7Y8l4r6AJqm0bKyin2bewrGbXr3QhwuncrGACO5hm4j3RFcHvnfaGmNH23/D+WkFXcQHJR+erf/1YMCta0NgA6YCDNJwtOIL2VL2l/3oZknapoVfX/Oavzk734EeB8wOyPvqtitQqFQzED73hHu/b/bObFjiKGOME9+7yCpeCZ//uALfWTT5rR5Pbnkr4Koe5kt6j58FF66W+5fdJf14vGVw/oPF17M4Yar/97arlshj9utM7ko11haRqRNs4p0SnY17D5gNUuhZontPuSHR0W9FO9j5yjeb2u7jaWVS89pTom7hOfe/Ry7P7Cbr2z6CvfcdA9f2fQVbmu7jY+v+jgfWPoBJdwVijeA4IAt8p6zxSy4qNZKj8mxdFMDgdzKYe082YG4+3BwSplIHxz9nZy46k5CQyP5XX9JYU7OTDhdTnSnjNAPLvmsPFm10CoLeTqWvT2/6RuWNeGTtkDKbEFF3hUKhWIKQgi2PHgSYXvgx0IpXrzvBNfdZQnV/uOh/Lnm5ZX5cov7n+3lohubC8T75IsPIwMPfcRqKAKWbeUK28rb1Z+zIuLtz0GgDq77gtW8CaaI94Nye8IS76G09NRrehmasw4zY7UnP7lzG+tufadlm5nEJt4rG+2R93OrOFNXVMd9t9xH1syy5p41Befufeu9aGg81/scXeEu/mrNX9EV7qK1tJVKn9Xg5ZbWW87p9xQKxfmjwDaT+4ivnVfC1e9fzN7N3VTPLebSd87Pj2leXsnB561IeNeB0YJrlZWZ0J+zunhKoX41EyPP5s8XldfzwFdfJDQUZeVVJWy47bIZ78ntKyUZsa4z4pjPvA9vtux+bVdbyamno3IBuIogE8MRH8Djd5CKGwgByWimoHzkhY4S7wqFQjGFoY4wEyOJacdP7R7mqvcvQkBBCbUr37eIB766k/hEmmQ0w3B3hOFuWTWlZLJB07bvyKi50wtv/zbYI8yeAPyP30A8CP6Kwm6rNcvkts3yMpmsOpGW1Ww0RykOVyvZ3H7/sSPEwxP4K9pAd4GZsSrUJMPgLaGkUnZaTUQyJCJpfMXn9qJz6k5+cuNP+K+9/4VDd/B3G/6O1lKr4dOyKnnvc4rnnNN1FQrF64NhmAWRc/sK3NLLG1h6+fRuzU2LytF0DWEKxofiGIaMrNeW2Ro6Vc0HTSMekudDIzU5f7yH7Y+GqGs9ytzlthK2ObyBcpK5DsrB/iG49XaYs/7V/yBdh7rl0GM1iPJ7s6Ti1jM0Hk7PKvGubDMKhUIxhWNbB/PbSy6tp7TGEt/ZjMmB5/s4vm0QI2NZZspq/RRXeJm7tCI/p/dIsKB2csPCnC9890/kj1z197LFtx1Ng6LKQuEOhZaX0eNW0ivkbTOhjE2862VoehGaw3r5CmGy85GHrKTYKplAxsix3HjtD/K9T7K2di3fv+H7fOf67+SFu0Kh+OMkPJLANKzVxUC5B/dZlIh1uh2U1+UsekL2stAdGo1F7XJgpfWcSUZldD4Zs68O+tjy4MzlYgMVlfIeh0dmHHNa6lbmN/0uuYo428pFKvGuUCgUNtKJLMe2S/G+aGMdiy+RLb13Pd7JwRdkAtWyTZZAblosxfvJ3SOyW6kGcxZXWBHyUcvGgsMDG//Xud2YtwRKcg1OzKxs8JSLvEcy0lev6SW5n5EfBzsefpDBk8en+N5tSat/gO9doVBceBT43evPXMLRTvWc6VVj6ueX4o7YOsFXzScRTWNkckEMrRjwYGS6ycRfwMi0M9bnxDQMwLIqhsfGEaZJaY0stxsNzlxKu2PvLvY9/TiZ5JTGcPU28S6k8I+HpxQCuMBRthmFQqGwcXTrAJmk9UIpr/PTsLCMurZSjmwZIDySIBXPkopbER1Ns7oOAsxZIsW7vbFJ9ZxivAEX7JMJVMzdCK4pdd/PgCh86wAAIABJREFUhop5sgzbeKcVRc+J+GjWLt6LcHocCLEcM30cM2uNObrleeqaT5O02iD7Q7yWTqsKheLCYtwm3svPQbzPW12Vb9Y0ydyllTB6Qh6onM/AyQEQlmh2OOsxUofIxJ8EwEjtQiv+ACd3HqaubR73fnEzmUwAp7ODJZdL8Z6ITO/++vzPH2fnw98C4IVfPMR7vvg1appzybC2yLsv2wtYK4DxcGbqZS5oVORdoVAobBx+aSC/vfLqJjRNw+HU2XjbvGlj5yytzPso/SXugsRPOSYn6rttS8Qtm17bzZW3yO3xTjANCHVjCI2EMZnIpVE1t5bV186x7t27Nj+lY+/u00bey2rlx0QkOCWapVAoZh0zJaueDS0rq/D4C2O/iy+pnyLeF9B39FR+V3fPIZvcZpshMNKHOPTiKX7zb78nmy1B03QMo40T22U+UToRRghZOMA0THY/fr88Hx/g8W/JplDULAHdujd/uit/eLZF3pV4VygUihyh4ThjfVbU2eHUWbhRtvJesK6WxkW2UmcabLilUNDbrTOT5CPyXa/Ig3MveW03aBfvwQ6rxruRJpa1JWJpfqoaS2jK3avubALNepkF+3oIO2UJSXvk3V8qI/exWdjURKFQFBIcsCWrNpy9eHc4dNbe0Jzfv/yOBfj9SCsfQGUbw51yX9P8xNxptqy9iuc3voXR8mqM9FF6jiQIBwsbryXjNUzWqjSNMMmojJqf2tONmRkuGD/a/TKRYO5DxOmx+mYAfl1WBJtttd7Pi3jXNK1T0zRxmv8NnmbOpZqm/U7TtKCmaXFN0/ZrmvZpTdNOW9xX07RbNE17TtO0CU3TopqmbdM07c/Ox9+gUCj+tDEMk6d/cCi/P2dJOW6vjC5pmsa1f7aE2nklOD0OLr99QUHNY4All9WjO2WiaVGZh/rWUoiNwqiVHIrugqZ1r+0mK2XJNoYPW9F3IJqR4l3TA1Q0FFHdXIzDqaNpLnRHY/58Z+coOHNR9tiwdW9AkU28xydmV5RKoVAUkoxlCm0zdefWuXjN9XO57n8u4a2fWMmqa+fAeAeIXN+L0jng8hEalLlBppng6U238vKG69i+5gp+dvvHGC4vBlKATibxMqnwz8gm9wIuND0XKBFxRvtkFZt9T9uCIJOIGC/f97jcz5XE9TmkeJ9tCavn0/M+Afy/GY5PM09qmvY24EEgCdwHBIFbgbuBy4A7Zpjzl8B/AmPAz4A0cDvwY03TVgghZm5TqlAoFGfB5h8dZrhLlndc85bmaWOKK7zc/nenF96VDQHe/uk1HHyxD3+Jh5VXN+Fw6dCxSw5qWFPgd09Go4SGBqhtnY82tcJMjq4De8mm07S2rJC9Uwb2Wi9MIJqdLt7dXifNKypp3zOC7mrJ+9479+9hZfUiaz5Y0fd5m/CXuKxgl4BEJINhmDgcanFWoZiNdB0cyzcuqmkpweM/Q/30GdB0jUUXy0T+qX53gNj4pAVRJ6knODVPloXMODxs3XQV73iyE2GMYuQsNdnEM2iaC6enmUzC8rv3Hz/FnMW1pJNZ+o7anqWanv9gOLnzeSxJSH6FssgeeVfi/bSEhBBffLVBmqaVAN8DDOAqIcTO3PHPA88At2uadqcQ4pe2OS3Av2KJ/HVCiM7c8f8L7AD+RtO0B4UQM3ySKRQKxZnpPTbOyZ1yKXbBuhoaFpS9pmvVzy+jfv6UucEOuV0rGyWl4jF+/rm/JjQ4wMKLL+etn/wsuqNw8XHPk4/yzA//G4Ar3n8X672lkJyAxDh0vAhMSVbViiiusMpGLlxfmxfvJJ4HoPvQPsQtS9AmxfvIUZi3Cd2h4wu4SESsJepEOE2gXJafVCgUs4eh9on8dsuKyjOMPEvG7JVmFhAdT5BJDQFW9avuGjeGXviB0Fm7gEz2OXQjSsrl4ej8FQRiEeb3bsUduBRyrTZGOrqASzmxvYtsUn4k3Prpz/PI3V8CIBXtZKR7hOq51fnGdr5ZLN7fjLDK7UA18MtJ4Q4ghEgC/5jb/fiUOR8CPMA3J4V7bs448M+53Y+9XjesUChmN688JF88vmIXV71/euOQP4icvQUo8K3vefwRQoNWdOr41pd47D++hjDN/PnRnq68cAd4+b57yFTLagoc/g0w3Taz85F7eP5nP6S21Yu3yIWmV4BmCfFULEbIY1tVsCWtFpUp37tC8aeAvYlcTUvJGUaeJUGZnEpFG0dfOQjCSnzXXbUM13imTUnpXnrr/IyW+fn++/6ap658Ow/d/D841ViDMOX40JD1jDzy8stYcV8oqmhiwcZ1ePNN3wS7n3jB2iy3nm8+XX6gJKOZ/ErDbOB8inePpmkf0DTtHzRN+5SmaVefxr9+Te7fJ2Y49wIQBy7VNM3+//SZ5jw+ZYxCoVCcNelEtuBFdsffrz+rZiXnhF28l0nhfHzrSwXDjm97mcMvynbi+57+XcF5I5ulT7M1PzIsgR3O2vyquo+Dzz7Gzkce4tf/8nlWX29VzNEdMlF1KGl7WduTVkts4j2kfO8KxWwkFc8w0iOfeTPVbZ/Gtu/CD26Apz5vVbmaypi9QVMbh1+UlWXc/jmM1MvVSK+QibJHV67g2ctvJu6TpWq3rbkC05QdrmO5Lq0jXTLq3rb2EjRNo2nJRfljHXu2Wxu5Z6xDM/DqlnNbCEjMoqTV8yne64B7gC9jed+fAU5omnbllHGLcv8en3oBIUQW6MCy87Se5ZwBIAY0aZr2qhkXmqbtmul/wHkOtSkUiguB4e4I5AIylY2BvOXkvGKvwpCLvEeCo4x0d04buuPhBwGracnJHVunne8OT3/MhTPymKaX4PRfi8OzhuGODtyedkqrfWi2KjNDoaycPHzYerMBRaUygj/blpkVCoXFzt91Ymat/+ar5gTy5W5Py9AhePyz0LMVtnwD9v5i+hhb5D0TaGGsRwYFXJ5iRktl7fb389P89r65G+hqaCu4VH/dXNKMg2blBiWjQVLxDIlwd35M2zprBXLNjVflj8WCxxnqCkJJI+Rixz5d1olX4n06PwKuxRLwRcAK4DtAC/C4pmmrbGNLc/9OMDOTx+2m0bOdU3qa8wqFQjEjw52ypnBty1lEoM4VIWa0zRx7+YX8ofr5i3C6rBfoWG830eAYQ6dOzNhdcCg0Peo16XnX9HJ0ZwtOzypc/qtxFd3K/s2/Y/66msLIe98QeHLR9+QERKxl6ULbjIq8KxSzjdBQnL2be/L7Sy+zOkRz+LfwT7XwxVL4zSfAZt/jWOEKILt+XLifjuWfIehOegf9mBlZaSabNQh5ZJldz3C4IPoutEIpauoOBssy6A5L8GfTIfY+vR1h5J6Hmk7jIiumO2dpG27fpGc/w96nXgGHE0qtbtR+m3VmNgUkzot4F0J8SQjxjBBiSAgRF0IcFEJ8DPh3wAd88RwuN1lM4VzMSWc9Rwhx0Uz/A46ew+8pFIpZwpBNvJ8X7+dUYqOQyb2oPCXgs15iR156Pj9kxbU3UL9QLv7t2/wEx2yWGs3ZlN8e7u5BVNhKRgIJw4oyOTwrADDSJzCzwzjcbQx3JSitdheI9+GOU4jq6c2a7BG4uPK8KxSzCiEE9/3zjvx+RUMRyzY1QDYFj3wasrnmbHt/Dh3PWdumAXt+Xnih4SP51TqgMCG/bC57N+8ErNU9b6CakGaQ1XLN7ESUrR0XsXCK5NKFwVwhrzPS4AE9F60XMfY88Vj+XNXcdXj81mqjpmk0LZUVwLr2TVpnrKRVvy7LTCrxfvZMZlpdYTv2alHykinjzmVO+DTnFQqFYhpCCAZtVRem1m0/LxRE3ZtB0xjp7mS401pm1hxOdjyuEwtLgb71wXvZ+chD+X2ndx3k0oCSsSjhqg35c2lTJ5tLxNKdjWQTL5KJPUI68jOM9Al0ZyvZ5ADoxTJpNR4j5LfXjLeWuItKVeRdoZitjPZEyabkyt3yKxrRHTqc/D0kgoWDn/+6JdDbn8uXpM2TsUXaocAykyxeSvfB7fn95hWrCXml0K9ilI8t/AW3pB8uuOQ1PM2VPJPfH26sxeGWVXBiwf357baLLi6Yu/I6KTEjoweJhiJWrXmmNGpS4v2smay9Zm/dletUwsKpgzVNcwLzsD7Z2s9yTn3u+r1C2NZhFAqF4lUY7YnmI8wev/OcWoSfNXa/ey6Rat/TsqGIpreSiOjEIgtxuKumTdf0EnRnS2Hk3C0fhVFTJnoJdIzUnvx+JvYYmqOG4MBRnC5HoXUma/utYSsK5i9TkXeFYray47FCEb7silzztv7d0wd3b7HKyB55ZOaLjdpSEINSrh2PrSebklH1xZsuJVouc2wqzDF2H7iV4gHBLeLXAPhEjPnjhxjskx2q+8rnoM1YzVxn6RUbCo60rl6B7so5rUWK+770n4giK2qvxPtrY7IHuF2IT35a3TjD+CsAP7BFCGEP+5xpzk1TxigUCsVZ0XdcLqnOXVphRaHON/aoVXkLqXicIy/Kx5XDYyVeaZqO5lxdMFV3uHEV3WKdc9Tkjw9lKmHDn8P864je+G3roBbASO0GDDIOZ85DaCKMQXoOdVA/v7QgaXUkZqu5nLPNqMi7QjE7iYVSdOwbze+/9S9Wous5x/HQoZknDR2CTltFrPJ5crtfBgkYk5H34/1ZyMk3b3EVDmcJ0VIZeS/NWgaJrq5V3Bh8ms+bn+OT0a/x4L63UmLIlc8xTzVZMT2/x182h4r6wj4amq6zYMPN+f1Q/076o9aHib3W+2zqsvoHv6k0TVumaVrFDMebgW/mdn9mO/UAMArcqWnaOtt4L/BPud1vT7ncj7B66P5lrmHT5Jxy4B9yu/+NQqFQnANjfbIBdG3r65TvPi4j76Ksmaf++z9IJ6wyaJpege6ckz/vcK/AE5B2Fof3anRnHUA+eQtgtLcbbv46fOBBYqIod74SkR3m1NyFfPN//gM/fM8nSbq9mJluRnuzlNdp6A4ZbR+1l4IcOQqmWeB5T4TTs6ouskLxp8zAKWkPrJ5bTMsK28qbXbzPv05u92yDsVx5Rt0Jl/yFPNf5sty2Rd6HBmSwYv66Kwj2jxEpkYGC0szkM1eno309d2/+CN/Y8hHetnop60uLKRdWUqqpOQj5weUvLAS4/KrLZ/z7bv6LO3F5J5Ni0xw8bhkx/A4VeT8ddwD9mqY9rmnaf2ma9lVN0x7ASgCdD/wOqzsqAEKIMPBRwAE8p2na9zVN+xqwFytS/wBwn/0HhBAdwGeBCmCnpmnf0jTtbmA/0Ab8m+quqlAozpXRXineq5oCZxj5B2DzvB84FeP4NvnSc3o3oGkatfNKcLp0NE0D5y1c9cFPs/aWv8LhXpYfqzmk/zPYJ6tFRCYr0ujlCDPEc5feRNblJlhew64Vl2Bme9EcDZza8QiaLq8xNjAIRblofiYOYydxOHW8RdaLdrbVRVYo/pQZOCVF7NyltnhrMiytfboTltwqz23/rtyuXQZttnY6A/vkdk68Z0wHyXhv/vCam24gNBgkXCTtiIGkdDfH4qV8aO4RPrjch3P/Q3Tt76GGofz5iZI0G9/+TpzuMjTdQ8vq67j4Xe+c8e/THTpzV1yW3+/usv6m2WqbOR+dSJ7FqsO+Bkt8FwEh4CWsuu/3CCEKwjdCiN/k6r9/DngX4AVOAv8b+MbU8bk5/6lpWifwGeCDWB8eh4F/FEL85Dz8HQqF4k8I0zAJDsTy+5WNr5N4t3ne9+2SXlBv8TKEw6r40rKyikC5l1O7h9E0ndGBGiJjSSZz8C95Zxs7HzNJ5/qqhIYGMLIZHE5XXrxrup+JQIBgmYzQb73oKtYe3EqJ7ibYdwBP6Uas4lyCieEhMuvW4Gp/0hrctxOqF1JU5iYZywCW791upVEoFBcmAydl5L2uzbbKaGvSRtUiaLuWyWdEAa1XWWVuHW6rOVxs2BL+kE9e7U3NZ7IDqu4ooqa5kdDgc4Rqpc2lKJECJp8pOmtKe+kZDNOPFyEcVGaDkAvUh6uzuLwuPnWP3bxxepZcfjmndjwKQDQ8DLWzV7z/wZF3IcTzQoj3CiEWCyHKhBAuIUS1EOJ6IcRPZxLiuXkvCyFuFkKUCyF8QogVQoi7hZjB5CTnPCKEuFIIUSyEKBJCrFfCXaFQvBbGh+L5RiWBck8+4nxeMTIwYUWikoaT4b5+wPK3C/1KNE1D0zXa1lSz+jppnzm5c5ihjnBuLCy+uJ6qpnI03fKECtNkfMC6Vnh40sfqYOclhUvKpu7g6MIViOwgurMRpzOFpk8mdgmC9iXp3p0A+JXvXaGYVSRjGbnKqEGd3SI4bLPM1C6Fsjmw4PrpF1l0M+iOQt97sB0GD+R3e7Tl+W1vwAoiTIyGGbdVjfFGsziElJ5HBzT6w7IxXllKFg2MVLgZH5B5Sa/GvNULmKwcbmbDRLLF+PQJwKpZn4xlMAzz9Be4gHi9E1YVCoXijxK73/11s8xM9ICwXha9ojlfG9nhrkXTrRfW8k0NlNcVUddaSuOi8mmXWHJpPf4SNyXVPjRdLneP9VrWmfDopHg36atvnja/d+E8jGw3DvcS0omeAvvNGDIJlj5LvBfZfO+xkBLvCsWFTvueEUQuf6VmbnFhoGLkmNyuzn3Mr/tQ4QVqV8CcjdZ2pa0b6sjRAvvMSEb66Euq6wGYSKSIOaznq0NkcMXg0uyi/LiJiFwpBCjO5QMBhErKGB8MMRMnd2xl9+MPk4hG8sfcXg9OWzOojvh8dM3Ep+fGCEhGMjNe70JDiXeFQvEnyZjN7/66WWZsyaq96br8tsCqhKDrGiuulvXdN97WOu0Sa2+0BHlptW9G33s0aFXkzeoGI77aafPbKxeSMUfQnHMws8FC8Z6wvcSHDkE6jt/WZXU2LTMrFH+q9ByVNdznr5vyjCgQ7zlRveAGmGOrpX7DP1lLgAD1topYnS8WiPeJpJbfLq9vwDQNgk4pMysZI5UMMNeowitmXun028R10F9JZDQ4bUz3wX389l//iWd//F3u/9Lfk0nLIENReb28vaTVPXY2NmpS4l2hUPxJMtpr87u/AcmqPRNSFOsuS7BvfFsr5XUymau+rZRN71mQ329YUEZptdVJsKTKh+awRd77esikUySjlpd1tNSJqVmdVmvFALXC8qGmdQ999Y1gDKM769B0uWQeHg9DVa5mvJmFgX0Uldoi76rWu0JxwTNpwQNoXFhYZrGgXntVTrzrOrzvPrj2/4MP/tbyu09i325/oUC8x+PymVozby7BvgEi5dKmUilGIevFi4sGc/oqY7nw4Q1Jp/Woq4Z4JDJt3J4nHgWc6M4mRnoGObld1itpWCg/LgZi1seEbxb63s9HwqpCoVD8UTLYMUHHvlGq5xQz/yJpETEyJkOdMoHrdbPN5JJVk4aT4dBkRElDdzZSVOZh1TVzpk1ZcVUTJVU+UrEMrWvkPZdW+9Bt4j3Y10N4JNcHT/OSrJEvpSpzmFoGGXJYUaiu1vnMe2UHzqJbwZCdESNjI7B6nXyB9+3EXyKXxZVtRqG4sImH07nkd3A49cJARSoC4T5rW3dChc3P7iuDTX8z/YKNa8EdgHQUJrrzh03hIJ2UIrlhYTPdhzqIlsk0xjJjgoDwoqGxPDuXdsdw/twCo446s5wXo1H8IkpcC5DSvEw4ZIMngFhonPY9h3GXfBDdUYYwYzz/8wdoXrEaf2kZ89et5cgLP7f+9rT1TCxMWp0dzzQVeVcoFBc07XtG2PFYB+lk4UO+c/8oD351F7uf6OLJ7x2k54hcfj2xc4hUzBrvL3FTWuN/fW4uF3kfSBTnD2mOGjTNw9ob5qI7NY5ueYHn7vkB7bt3WOc1jZYVVSy6uB6Xx0EyFmXPE4/Qtf/5As97sL+P0OBAbo6PWKl8nLtTKWpi/fn9zuYFmNlORLYDTZcRr/DIMDRdJO+3bzdFdtuMSlhVKC5ohjtl1L16bgCHvRGdPepe0QaOs0jad7igZXqt9YnyyxGmvZZ8E71HB4iUOPLHSjNhAsJLduQINaKUa9LLmZet4bL0IjZlllJq+kE4qBGyXGSoQmBkpZXm+NaXcHg2oTusFQRNLyKdXMxLv/wpAI2L5+bHmmaCjOmYlRVnlHhXKBQXJLFQioe/sZfHv3OA7Y908NQPCrsETm0FfnSrjDh37pedBlde0yQ7DZ5vcp738bQvf0h31OArcbP0sgZ2PPwgj/3H19j16K/59Ve/xLbf3F8wfWJ4iJ/8zSd45kff4aV7v4vucIFmfWgYmTQ9h/bnLuonGpB2l0XZTt49thmnsF56Q4EGIkUlGOljoMkXdDQ4hlGzQv7gFNvMbHnRKRSzGWEKBtsniI5P/9geson32pYpjehGbOK9ehFnzQzivT9wNZPlJR2uElweL6O944SLZWCkOBknILxkOp4HoNWs5drsCpaYTeholAprbLUhn8+hCiehoZH8/vFtJ3C4Fxb8tu5q5fjWVzCyGYpKfegOGSzpTzXNykZNSrwrFIoLDiEEv/v2fnoOy2h614ExhrusF1VoKM5wV6FX8vi2IY5s6cc0THqOygSmlpVV/EGEB+CBD8OvPwbJicJzuci7XbxrjjKWXFKH0+3ghK1hE8DL993DwEmZQPbivT8hGoqju5eg6WUYmaEC60zHnp25rSKifumdL3OPUO4eZzGH88c6m9swMx0gsqBZLzchBCGqrCVzgOAp/J5kfk58Ip2vUqFQKP74yGYMHv3mPh782i7u+dwWTuwcKjg/1CGfSbXzSgonj86QrHo2NF867dBgRiaK+kqqME2DWDDMhM9W4z2ZtCLvw0cwY6PTruHFhUc4Kc9IsR0ucTPcYf1N2XSa4ZxTx8h0k4k9jZE+gaZ7yRqL6DqwFwC3X64uDiQbCiLvCSXeFQqF4s2h73homjgH2PrbdkxTsOfp7hlmwTM/Pcpv/99e0gnLMlNU5qGivmjGsQBkktC7C7q2gJGdfn6iD358Mxx8APbdC0/+gzyXDEPC+rgIZWT0SdPLmLO0kkw6xXBnB07fVbhL7sLpvx5hOvn9D75tTY9FObHtZdyBd+Iuugl3yQcRZqKw4kx/b+6aHsK2l6SZdPFM+DpWGXvzx7oXtAFZTGMA3XaN8eERqF6S33eOHcLjt8S8aQoS0dlRWk2hmI1s/W073bkghmkKfv/jIwy2W4JdmKLgOVnTMkW8j8yQrHo21K+WZSUBmi9jbExW7yquqifY14thGIx5ZSlIXyxDIKtDNkGmd2vBJYUwyfbvoVT4KUnLxNdIwMdoryX0+44eBn0ORqadTPQBjPQBMrHHEEYYh3shJ7ZtAcBfIgMc4+mAss0oFArFm002bfDbu/fMeK7ncJBvf+JZDr8k/d5rb2zG6ZKPuv4ThW3CNe00lplkGL61Ab5/DfzoJtj8hcLzpgE/vyPfGhyAvffCZETJ1lk1lJVJYpqjjJrmYg49uxnNsQSndy26oxynZwWuopsYaj/JUMcpOvfuQlCN7rRKTGqaE93ZWOB7z18TBxNuKd6zw6WMDLfSNDGYP3aibgkJjxeR7UZzNuaPj/X1QMMqebH+vapRk0LxR4YQgmzGwN73UgjBiR2FkXYja7L1N6cAGO6KkIpbQQdvwEVJlbdgbGHkvdCKMpXeo0Feuv8E7XtGrGZN77sPlr0D1n4Qbv8R4RH5rKlsbGTw5HGSLo0JpxUFd4oM/kgWfyLFwWaN9LHfFVw/0/ECmY4XKBV+AklZ6z3sK2Gs1+oifWr3XjStiEzsadtMEyNzHM1RQ9cBa6WxqFx+MISzXlUqUqFQKN5sDjzfV7D/9v+9hnmrZra+FFd42XDrPK56/8xRpWWbGmc8DsDBBwsEOK98EwYPyv3jTxZ2JwQQBhzI+dZzlhkhIJKWPvPSmhrcXif7Nz+Ow7MCIQTCjCBECoe7Dc1RzcFnn2Lno7/G4V6MkT5JKvIr0tFHAQPdOb1CDZrOhEMuFXtyL+zUqTqahfVxkdE8nFy3DDPTnf8gABjt7iys3Tx4gEC5FO8z+WgVCsUbR2wixUNf3813/up5nvzeobyVLTyaID5DOdehrgimKTi+XQrqlhWVhYGK5ASMWSIfTYfKBYRHEwx3hadZ5cb6ojz8/7az+/Hn+d23t1gBkPIWuOPHcNt/QnEt8QlZOaampYneo6cYKZPPvQZ6SSeLKIpF+fUlGphZUgcfBEBkk6RPPokx3k6pWYQvIZ85IW8FwQHL896xtwsjfQRDS/LMpTdx3y13cWjBKrLJbSDixCZ8hAYHKK2WVbpiGUeuy6qFEu8KhULxBmMYJvuf6cnvVzQU0TC/jBv+fDnNyysLxmoavOUjy3A4dBZuqKO8rrCiTNva6ukeUDt7fzH92G8/Ibd3fE9ue22JYFu/bSn24aOAVSbSyL8MXVQ1VTLc2c5oXwzNUUMm+mtSE98jNfFDzOwITs9F7H3yMYbau9GdDdaycLYXM3OcdPQ3oJcDhVUh0k4HCd36+1wijR6zKjwkE6Vsiktf/bG25QhzHE2T4nyo4xTUSNsMo8corpARuskycwqF4s3h2XuO5q0wp3YPcyi3snhylxTMc5dV4s91R86mDEa6IhzbJsX7wg11FNC7k8kEU2qXM9CT5qf/5zv84h+/zC+++EuMjKzP/vL9W0iMf5dM7DekJn7M7if2F1wqkzbIpsby+w0LWug/PkrQ1jy10ewjm/bhjoY4PFfjWCOkTz5F/IWvEvv9FxHxMcgmKcno+GLSojjuKic2EScyNko05MPMtLNz42XsWnkZ3U1t/O6adzFSXkY28QoO1wJ2PvoQZfWyEVUyC149goZVsjIVzxb8bRcqSrwrFIoLgvBogoe+vjsfCfb4ndzx9+vQdA2HQ+fmj6+grlWK8ds+tZq6VktUa7rGWz6yrOB6F7+9jdNy6lno3T79+MA+qxNpZBBOPZM7qMGHngJP7rdDXVbUfdBqXhLJSqGs6cWUVPt46d6f4PSux0wnTEEIAAAgAElEQVQfwcx2WidFgkzsYTRnM2geHN41GOlDgKyTLIxhRLYH3dlQcFuxYhlRK2Mcw/abdf0T6MK6Rod/AZGiYkxj1LpvYHygj3RAlldj9ATFFXJ+ZEwuYSsUijeWsf4oXQfHCo69fP8JwqMJDr0o7YEL1tcUBCMe+rddectMSZWXpkVTmiLln18gmjbyu2/9klRkM0b6EIPH7mXLQ7vz5zv3PQZMRqwzdO57uSA6H+wPI0xZ1SabThIJlTNms+nUZEYowkuEcQyHxgOX64DACJ5CJILgNhlbk6QknoSkC7+wPPRZzU3EoXPk5RfQnK0ktWG2r7BVu9F0dqy5DCNzCs3ZxIFnnqaoVAZq0kYaXTPx6dL7H49c+NF3Jd4VCsUfPZ0HRvnFl7YV1CxecVUTTpesIaw7dG7++EpWXNnIle9bRNPiQm94VVMxn/j21Xz8v67mE/91NWVnqu3+wtfl9poPWN7OSfb9suDFR8vlULMYmtbLY707YcCKTkUyheI9HuqhY+8uNL2ObHJK0pY5gZHeh8OzCod7BUb66LRbMzPt6K7mgmNxWxfDMjOEJnQ0YYnzaH8DS4W0+3SuWoiZHZLeeSEYGY2AN+eZT0cp9stoeySoIu8KxZvFsVcGpx3LZkzu+cdX8qtiHr+T+WtrWGlr+mZmpbheenkDmr0crmnCoV/nd3s8byHU/5ztF0yOvGjtR8biZBK9Bb+fjh9nrF8mqPYeaWcyiu/ylLP7ic1oegmjFdLOWBUfJyC8DLmt5Np9rTo7Fsh7+u41Dn7c4icQiZBO+alEfrBM+B289MvfoZHi8NIVJPXCZ/eRtlWEi1wg4ggRYOCEXBkwzDimCX5dViZLKPGuUCgUry+RYJKnfnBo2lKnvWPqJL5iN1e8dxHLr5jZy65pGrquFb7IphIPQvdku20Nrv4crLxTnt/5I9hus8y0XWP9axfvh3+T98tHDHulmQAntj6B5qhFiAjCnCDjdLF72UZeWncN4aJSjNR+nN5LQcRBpBgrq+bRa27n4evew3BFLcIMorsWMdkgW3O2FDRoKjEi1IpSasWklUdnbVJWnTnWuhxhjqLZPgCGOtqhSiaslehSMCjbjELx5iBMwYldMiF17Y3NkwtmBSy+pB6n20HTovIZrYDTyuEefFB2VvWVc6Q9ASJaMCQaPEp4NMHup/aCKMx7EcYIJ3eeyO8PnpRJ+/6yWjr2xRBGH8MBadUpDqXz4l0zrIj8f71V59iqLL+8Hjav1umr1NBj47gyASqEFO/R8rS1UpntZ/9yW1O5HKbuYM+ajZiZTnRnE537tkHeGmgQypYXVpyZIU/gQkOJd4VC8UeLEIJnf3aUTFJaR3wlbtbeMJfKxsAZZv4BnHoGRO5DofEiKGmA+ddaCVoA6Qj055aUNR2Wv8vaXnC9vMbRR/ObEZesf4xeTCo2iMt3JWa2m7jXz723fYTfb7qVV9Zdw8NvuRNEHDPbjZnpZCJQxi/e8VGOLFzNsfkr+NVtd5ER4+iOYjyld+Eufh/uwNuJFUsPfHEmSonpp9GQKw/zxvvQctaZzqI2EnoE3SGjdMMdpwrEe3FWvoxV5F2heHMY7AgTDUqb4IZb5rH44rpp45Ztkja6qXZAt9dBRZ2tHK6Rgac/L/eX3MrAyYNMRRhDnNjRyYltM9gHgY69MiAQHJB5SA63D921lIgzSNRpfUh4RBLHuIsS00e/d5z06JUAxHwan7/Zy0PrnKBpDJaDkRglIHyUZqTNJVYJDvcCJtzjDBVbgRmXSPOX4t/yY44uWEk224nDs4LwyBAOl/yIGUpVzbpykUq8KxSKP1qObBmQjZg0eOdn1vKhr13OJe+Y//r8oJGF578q9xfeYP3rcMGV/2f6+OW3Q3kugt2wFkqmR/wjukyk1fRidGcTmrMWI3WQFy55C0M1cs5A7RwGqxswUgfJpnaza+UlJD0ycp/wBhiqLEWYydy16gCNSJFsAhVIxykRPupNWToy0l9HK1ZlCaHpdM9pRNflC3244yRULcjv++OH811nE5EMmbT8eFIoFG8MXQdlI6O2NdU4nDrLr2wqiL43Liqj3CbOmxaVc/MnVuL2WpbCRRvrClca770TIrLbNJs+w8SQrd57HsG+zU8SHjmSP1JcKT8cxvtlL41oUN6nkfEhRJpglYzkN9JLPFZOwPTQE5jAFNVoRmHSPUDWqTGuBQkIL4FUXF6/1IMQGbrqnPljCzjGtVVrKBZWIm/YXUZvlRNNL0d3taFp0m8/li7D75DlImdD+Vsl3hUKxR8lpiHrFQOsumYO9fPLzjDjPLD7xzBqe5EtvFFur3w3LL5F7tcsg5tsQl/XC8/nCJkyUUzDhcO7DjPTQdqR5tj85dPGv7T+WszMcUzSHFs8/fxQa2Mu4TSHSBDxySiTP5Wi2HRTlXbgEtYLPB6vYKkpo2ujTXUIZPRptLebbIm00egT3QQKklZV9F2heKMZ6ZYCeDKHp7alhBs/upzKpgBVcwJc8Z7pZXDnrazig1+5jHd8Zi2XvVt+lBMZgpOb5f76j5JwVdsqxWisv+2u/OlQ/x5EVibFbnznHfntVGwQ0zARQpCKST95Kl6EkTrE0Dy5GlCbHkYIneJkhpQfUs0VpKNLC+5ZmE5Kg8vo9+TEe0Imyk8UlWIkd9LfKq+5KHOM9ScPcRE78sdOLFyKkTmJw7MK05QfLOFMgIBus+HMgtVEJd4VCsUfJcNdERIRq7unr8TNxre1vr4/GGyHp78o9y/6n1C/Uu7rDrjz5/B3XfBnj8CfPwf+KQ2TNv6vwv2apYQjtiiP5kN3lGGkD9Fb30LaMaVpCtDVNJ+Uy0NPcwtRd+m088MtDQibeBdmlLBHftT44ml8sShm317mmraEsZR8wY5XVSHMCTS9LHcNk9GoTP4lPEBxpa1c5Cx42SkUFxKGYTLUKeuTV88tzm+3ra3hzn/cwHs+t4GKhpk7RHt8Thrml+Fw2GTelMZIXP5pTu2UjZocrnJW33BFfl+YY0wmogYqm5m3ek3+nGmMEBlPEp9IY2ZlIQFDNGBkOjjeKAMPzRHLXx+IxUl7PaSqV5EJXoqRkrUkM+HVBONL6AiMUSS8FMXlc3PcV0k2+Qpd9dIStCm6nSMDL3NlfEv+WFdzG2b6GA5XC0LI1cho1kfAIZ+Zs6F3hRLvCoXij5KTu2UN4+bllbjcjjOMPg88/QXLzw5Q0gRv+fLM43xlMO8KcLqnn6tsgw9vBk8p6C6y13yRWEi+NDRHCWZ2ADPTQf8iWZ7xRvEILblmSqbuoLu5lROrZGnLZUJWT+gsbsM0QzjdlpXFNCeYcEnx7k0YeGIRzFA3y7LS1+4flwm/o8U1CGMczSEtO0NjsiU5kQGKK+XLT0XeFYo3luPbBknFZHfU0mrfq8x4FYSwelBMcsM/Q2kT3YdP5g8FKhsorqzC6Z7+QdCyah3FldXokwEHkWKovY+RnhDCnFwhcKKRpLcmQE9RCwAOkaF+NIhTOPBEx0m6i3l3bQ1muUa8/VPEOj9OvPtDpEeuxfSbdFUkKEqbeKOy1vuYq5rxknKCbkvse0SCgH+Ik42lNLqP4xBWkGekqI6IawIhDHSnrPUeN5wF4j2ixLtCoVCcf9KJLEdeksu1bWuqzzD6PBDqKUgy5d0/Ac9rTIidsx4+vR8+c5yJwFLrpQmgV4HmJxN7nLTLzb4WWZ3GHYqx2JC2lu2XXcfhWtn1tKHvFD5hieuwo4xIcYyKuqOsv6WWrNHPhC7FuysKntgExkQPNaKUWtOK3vtCNvHuqSGthdFdTfljw/0jVgIuQHyU4jLpL1XiXaF4Y+k+LFfKVl7ddOYKWWdDsB1Gc1F2dwBWvx+AsR7pXa+ob0LTNJqWrpk2fc1brkTTNHwlMgG/79hJug8eB6xni8PbiJHp5NAyOX8Tz2OMF1MifCQz46RFCR9triG7bBXOxpdweAbRisbJrHMTbVjOQIWGPxrBGdUJCCuin9D97NpwWf6aizjCnu23sm/vTfS3r2A+svJNb0MjZrYL3SlXHZNZbUrk/cJ/ninxrlAo3hSC/TEe/dY+7vvydjoPjBacO7p1kHSuwkxZrZ/mZZUzXeL8sfunssJM61XQtO4Pu56vDPwVjA/KDxCnezFm+hDCDLF7+cXEndbHQbUYovNkHWZXOl8Rpt9XS0q3POdNoovenmrqDHmtUL0gPByitjlD1KchcqK7RExA0oczFsKc6EUYGZbmou+ZSIB6YS1fm5qD4TInukOW2xzq7ICAjFYV1HpXjZoUijeMRCTNyZ1y5bFlRdUZRp8l3baeEs2XWs8oIDImnys1rS0A3PQXH6eoXIr0qrnzqJln2RZLa+WK4VB7O/3HZUKrxzeHjBjjeKv0s2+I7iSd9lMsfIRFkJRRwvKAjzuamoguu5PouuuJrn4H3orF3Nm2iliJC9/EKJm0j7ViZ/46e+ZfnN9uTXQihBVcGBxcyEJT9sMYWDiHbOJlNL2GyczetCnwahEcmhXNzyQNUgkZ2b8QUeJdoVC84cTDaR761110HRhjtCfKk989yGivLA3Wvle+uM5L1OlMRIZg23/L/YvuOv3Yc2R8oC+/rbuaMdIHSbvc7Fwto0hvEw/yL/GfcuPQXq7niWnXuM14iPvTX2FxWibvjtcWEx1PEhoaJGlrnFgmgniEF5EMgZnBGDtBq1lDQHhJpYpoMWUJyKHGAGgy0XW0uwOjSL6wSzzSxxoaVuJdoXijeOl+GUn2+J1UNs7saz8nTj4tt+daQlgIQTIq68jPWWpV8fKXlPLh//hPll/9FurmL+TGj38qP6a2VeYehQa7Ge+XthuHq5xTTQGSDqtCVq0YwNFpBSnKRBFBR5AMpWiaxgcbqkBzIBzFoGn8TUsd182txnAUo8eCOIWL5YlDM/4pDUF7x1mNuqCsJLNn7gaCRQbCHEZzWM+zrJlG0yDgkuUiL/SkVSXeFQrF64KRMdnzdDf3fXk7v/yn7Qx3hfPH7/+XHfnW3WB1DHz8vw+QSmQJjyboPyETtVpfb8vM4d9CKidUy+fB4reet0uHBvptew6EMcpL664l4bFextViiFsmnmZeSRfvNl/ivSMPUiNkg6T54hjvGPo9Pct1mnS5vD1aXoMQDroPHCVWJjsplhphfMJNr3+c7mrI9u1EQ2OuUQVo1KXkR9FETQWQAN0S8EY2y5gmI++VPjl2rD+KkS1skqVQKM4/vUeDHN8uBfWm9yxEd/yBUi2TgONPyv2FNwEQCSYQhnzW1s+XFadcHi83fOyTvP/L/05tqyzN27xcVreJT/STCHfl942sTv8C+Qy5KLuD8aBlzasyixlwBzG1AL/4xS/w9HVx9+I5vK2mjP9YPJePzalmVWkRerqCiD5BQHiYMz6MV8iSkQCVYgRXv6fgmLfdQ4uwghtZzc2Ll1yPmT6J7rTeHcJMYJg6AcdIfs6FnrSqxLtCoTjvjA/G+NHfvcSWB08y2hNlrDfKk987iJEx2fdMT77xiJ3waJJtD7fzwn3HEaYlSBsXlVFU6pk29rzSv0dur/+IVdP9PBHMR96dmNk+eupb2LVKRt3fzgNkfIKdK8t5eX0564a6+Vz283xc/AefFF/nr4P/zkB5EYfTSwiY8iU7XFQP6HQf6uD/Z++84+SqzvP/PXd635ntfdV7QQgVJIowYAwGl2CMC3biOI7jFieOndixY8cl9s8tBXfjGIwNDgaMaaKDBAhQ79LuStred3Z2er33/P64s3NntCsQIGyE5/l89NHcc869c2d295z3Pud5nzfhMRJ5vbkoDmllxDrJ/jZBtvc5tMQ4tXnPd2/CWAhDFZVINVginRlNGTp/e3aw4Dij5SQTQ0UJrWWUUcYZx6GnB/jDfxnFjxoXVLBg7fSiTC8bXVshm//br5wHNYsAGOocYMpNRjG7sNpfOim2eelcpuQoUg0htfy8IKxkMxn6a9oKY5siBgFQqTrpcgexuyQ2+w/YsuXrXGaR/HRJG++uDyCEoM5qIZ2rIGgK45YOoqEazmFXyftfkX2QdFInHGarupwom3LznsRthTGdrYuJmccQypTcSCOi+vBgECNnu+69HLyXUUYZZxSqqvHYLw+XMOugB+c/+eRTPPd7Q/5R0+bl0r9cVDg+8GQ/PQeMLdFz39z2mt9vSfD+CrTu4dFhdm++j+jE+LS+ySG9GIow+dFy3Ww/d2Ohb7E8wOWJx+mZWMALz7+L5/e9nV0NzdgPuKicGMI+EmXx5AD7j1xOZ8f5ZI4bi/iwtQEpc6STZmJuw9LRnU3gkjaG7CEOtAmQKpmOhwpJq+4i28qgswpNC5UG79EiR5/oUIk93VivIWsqo4wyziwmBuNsub20WNLijQ2nGP0y0VEkx1twBQg9+B4+3l9otrsCJ581I6w2O3b39N1Qd6CFHJJhh37PQmr4g/oDg1WaccVjjPlUmusiVFSMMG/+8xw6dHfJNYQQpKSfMeskbmkjFGrg0uwjmPNuMqvl8ywe7CqMPyc3ByX/IGHpczJX6gm5mmKity4AijF/TWT8uJUy815GGWWUMSMOPNnPaM/pBXoXvns+89fU0TJDQmrzIj9Ni/wznHUGkUsXFWUSUDu9KNKLITjQx68+9ymevPmn3PaFfywJ4DVNJR7WtZhCCZBinJ4Gw6f4A5lfMBmv4ljnenI5G8mkj30nLmK95RA7d1/AyMF5tDvaiMX078YUN9wX0oqdiDOHYqkl4iou0JTCmVMIuXKcaFTIKZDtfQ5nVsMpbdgj+qIKEDJXkiOKKLJUGwkVlQ2PDFHdbCx+4+XgvYwyXhOoqsbDNx0s7Di6/TY2vX8h81bXvsSZpwEpoeMR47io8Nxot5GT4w6cvjyxsrltWltVUxuTLg1N6ARAJeOoUV37XqV5kNERkm4zc1wGORMM/h+ZjDHnqKqK1VXLoFNn3qU0obbX8n35cb6u/RMfjf2E/t5lALikjQrpoiZPTATHW5iPkbg6XlOLyAf9AJNZ7xvKcaYcvJdRRhmvClKTHH1+iKdua+fBH+/n2TuNBKa118zmQ9/ZiNk6fapZvqmJ2llehCK4/K8XlxQFWryxgbd8dDlCvIaJqgBj7ZB3eMHfNs0esu/wAW774md46Ef/RSISnnb6jj/cSSaps0ux0AQP3vjdQl8iHEZq+rWFqYL+uhpURZfkNMseWvonOT5UasmWTFSwvWIeV5u2calzO11jhtd7Ju2gFkMLG3arKKYaonajkJMzlcGRyaLZbHjTLRxpFnri6thRajUfmbiLSvQFTAqFkEtFMRmM/tjoJNqUhP5k5r2vHLyXUcZrgb5DE0wM6vITxSS46uMrWLyx4czMf5M9EMkz7DYvNK8tdIWKcnICjacvz1l4/tppbZ7qeoIeIxCvY5BEQp+bqqUXNTpI1OWiwWyw3y73AMeOdRCPx7nnnlv4z//6IlmziyFPEldOXzMmJpoIHl3M4vG5HO86D5mvGt2qViMQBUmgqlpoyBY5crVWIkkDej2OSNaF21RUZbXMvJdRRhl/rhjoCPGLf3qax28+wqGtA3TtM5gNh8fCsk1NODxWPvz9C2laaLDoLUsCXPDu+YVjm9PCdZ8/j7d+YgU3fH09m96/EIvtNS7KBDBS5GZQu6Ska+hYO3d/8ysMdbZzaMtj/O5r/0o2ZbA14dER2p97puSc/sMHCY/quspYsFhGYyY422DR5mlHqc+FmJyczqydmFzMxtrtNHuGCE/WF/Uo+FXDVSFZC8gEIaux3e1IZHEkU8TsDoYSy3hqmb74qyMHqdI8ZLN2aosSYsOVEqE4QOgJtNlMllAmr3uNDJYE7+N9MTTNSI4to4wyzgzaXzD+JpdtaqKq6RXWmJgJxXNc/YpCTk8uqxIPDxW6mhbOOfnMU2LRxo1YbIY+PtDYRiouCdcY80ONOoam6e/VqlYzme4hq/gIYMyLZnOWwcEd3Hvfv+HxfpVzzrmD2d4+Ei4FZ1F+TipWiXXyaUKh/HwoYYmqW+DWa0aNC6chsafP14amRRAmfd2J5ey4lTdOldVy8F5GGWW8IoTHktx3475p2vYpXPGRZdgcuhevyaxwzadWcuH181lyYSOXfGDRtPF2t4XWpZV4q15lJcGXg9FTB+9bf/NLchljgh/v7Wb35nsLx7s331vSP4UTu3cAnKSBl4zUG9VMm8ODHDItZGoKtksjSXZiopEuVzU7lZWcDE/KSBpN1HrIZk8QMhmSI0csiyMRJ2ZzYQ75eXqpoL8SciMH8UknIAhkjQeAaLUNVY3MnLQaHcLpseCq0BOGc1mN0HA5abWMMs4kEpEMXfuNuWLR+voXGf0KMHLYeF00xwUH4sic8b51c04dvEsp2f/4w/zs43/Fnd/4EorJxFs//TlsLheeqmqu/ofPEh6NMhkwLC39KX2n0iVtVEsvPeZe1GwFTkptZ090bcbrNWQ9q2sOknTYcEaNnc5UxkGnW0/SB6iUHnzSSW7sCPWaH2ve8z3bVY1b6juEUcVHyJ9B5AvYJVRbqWxmIoWUZy8ZUQ7eyyijjFeEnZu7UbPT7QMDDS7e8tFlNMyrKGkXimDZxU1c/N4Fr72DzOmimJWqMQqLJGNRBo4cnjZ89+Z7yWV1HWX/YaMiavPiZYXXh59+EoCxnu5Cm5Rp+jyGDdtbYs8wmGwuHC/PtdKsTgXhgu2x9fSEDXu2tdl5CClwxI0HpbDPT8QyhCr0hcsrJ5EpG/ZomKjFx7zoBBbNxNNLFGRqEk9MZ7L8acO/PewPINUgwlxUrCmb3yHJpSAZoqbVYN/7jxiBfxlllPHqsefR3sI8WtXsprLxFbDuwwfh/n+Euz6sV4suRk/R7mBRTk/PgS6klv97FgqBxiYmR4bp3PEc8cnSv/N9jzzIoz+7kej4GD3793Dg8YeZveo8Pvbz2/jwjTdR1dxKbCLKhM8oJuWL6/NNq1qNTE5ywhskoepzi9VqGAPMmbMLu91g2ZuUIWJ2N/bwGCaph6hp1czQyLzCmAbNj1SzJLf/FCWboVWbsoQ0M0c1PPKDrWaEon+fSdWEVSSwmHUpYy6rkY6fvYWaysF7GWWU8bKRjGboLPIiXnVFKzd8fT3v/9p63vNva5m98jX2Zj8T0DQY2m8cFy1sHc89jcwndtbMmoM7oAfWifAknc8/QzoRZ6xnyvVAEItthHyi1vCxDmITQYY688lTwsakE2ImPbHUKWPY7GFjCxho02o4JzercDwRbCab1XMAXNLGYrWJCunEGzVYq0FnE7GAkaxaxRgya0dLh8hoLkZaazAnWti8WhB2gnO0FyFFiV3khLcKZKyUec8UPXRFh2hdajD7R7YNoallv/cyyng5aH9hmAd+tJ99j/dNY3u7i1j3866cdfKpL42JLvj5Jtj5CzjwO7j7I0ZfOgrdzxrHcy4pvDy09enC68qmhYz1dHPzZ/6Oe7/7DX7zhX8knTB22XZv/gMIGyI/T0wRFIrJhKKYkJpGJpVizGHIAF0xfVdyllqDOnaU/iqBZtKJgLa2vz7lx/EQIaN4SadGadOMdSQSMa7dqAVQQycgmyA3doRW1XhoqE4buvaJSgcIPWk2reomO2678bmiZ3HSajl4L6OMMl42Dj09WCjaU9PqYd3bZuOtcuCr/iNKXl4tBnZBIr9wOqsgYCych7Y8XngtWYC/wUjQ2vPQ/fTs31MI7oWphmTUgWIybN16DuxlsEMP3oXiZazWXOibLY9zNLm4kHhVqbnxSgc10kedVrpbATBfbcCEgk868RXpNAfNTUSqjTyCgDqBU9oIixBqxsGRZWsJTWwkZRNsXSoQoR4C0o0raiSVjTuqkVoCxWQsjKNxG7IoaXXWimpMFn2pCA7EOLF3uiVmGWX8uaPnYJCDW/rpPjBOJqUzupomufu7u3jsl4fp3j/OM7/rZP8Thj1jJJhkckR/mDZbFFqWnp5dYwn2/gbUIpeo3m1wLD9/9b0AWt5xpXYZ+HTp3khXhNCAQVwsufhCnrrl56j5XcVocIwDT+hSltDQAKHhCDbvB7B534/ZeRmj3SdK8n+iwXFSZkHUrCeommUWa1jgkjZqpY/ceDv9lQK730YuZ6Gh/k0owthZBJDShtm0AgFkNS8TYpQF6nSrTJNUqNMqUMd0W0h14hiNWgBF6vk9vphBcAS9VQihSxIzat7Jx2LsPJ7Nuvdy8F5GGX+myKZVju8ZpXPnSMGibArxyTQdO4YZ75/uMKKqGge3GAvQ8kuaX3tXmNcCxdvJ868ARQ+mY6EJhjrb8x2CyEQro30tiHz/0LF2HrvpR4VTFYse9CvmlkLb3ofvL7jQCFM10RojeK/XBunrXV44XqI2Y/LbwCRYlGsquUW3ZmdpTpfX+KQTkTBRJfWsrJywcKLFSPr158I4sTFhDoPZw+KaahYMSqyxZo7XC9RIP9WaB1tYIvIOOyFTJRlCSOEEoTP96RxEsnlZU2QIp9fKyksNic/hZwx7uTLKKAOOPjfE/T/Yx5bbO3jgh/v5w3/uQVU12p8fZuhYqUvVjge6SCf14L5YhtYwrwKz5UWS9HMZSJ3keCWlzrafjK3f0f/vec5oaz2/8PLIs51IdcqZRdC2fClDx3uwOK/A4r4WYaqna89OAAY7jmJ2nI/Ie6abbcsQSivDJ4rkKYP9hNzGHFfDCOmkh8W5JhQUsuPtDFUKagIa2WwAk8nEokWfKrnlmprrqKjQC9ilhIch0yh1mh+HtJaMa9ICmDGhjrdz05UCdbwDC2ZaNJ1998aMncVRZx1I/bvO5R9iTta9n60oB+9llPFnBjWnsfW3Hdz0j1t56KcHeeSmQzx1e3uhPx5O85svP8+jvzjM/319B7d8/lmSMYPZ6do7TjysHzu9VuaeWzPtPc4KjBmfmUbDsnH3g38ovFbMjQjFgVCcCLNRFjwZNdgbk1VvVyxG8D583FjYhFlCnHMAACAASURBVKmesN/QjfvSMTQtr1PXHMxV67DWxzF54szWapifM+Q0a3NzsWEhc+KJfMKpQpNqaFoP1xoPAd50DKe0MWoN4fVV86ZKL06vyuT4W+irFmiRASo0F9mEi2r0BwApFCZ8aZAJhGKw+OG8ZIeo7kax5ILGqaKK9B0JERkvTToro4w/V2iaZOeD3SVtoz1RfvcfO3niV0emjU8ncmz+8X7UnEbHdsNlpmnRi7DuI4fh+wvhWy3wo/NhPG/H2/schLqnj+/foQf7vcXB+/rCyxN7Xii8rmpZwMiJY1icb8JkW4zJ0oLV805GugaRUjLU2YHJUsqSm+2rS3J6ho8PEa1UC8fV2ii5nI16zY8a7qOzIkjO7GSOZwjQpTC1tVdQXf0WAGzWNhYu+BR1dXrwLt12RlxxRCbBLLV0fZmvNqClInTYunh0ucJ4rgctNsLanK6Jd4aM+xgz15ITU7sgaaQEd1GV1fhkmXkvo4wyzgLEw2lu/eJzHHiqH0012PbDTw8y2qMHpN37x8mmjQkwFkpz17d3FbaCD241WPfFFzRgMp+l08iYUdCD6oUAaKrKwScfLTSbbIbji9m+BkTpZ1Us81BMldicZoSpFsT0RFxFcRHyFDnCRIzv9vzcAoSqMvr//oHoAz9FILggt4hLM8u4IrOSWVotUmpkOh7Ck9TPq08Zfmiy6H6ciQxO1UzUnsRc4WdROsbBNeuwRBsY91rJkMGdTCOliQbVsIgL1duQMoVQDP28wbzr7JwnYKdlsRFcHNlmnF9GGX/O6N4/Tnhs+sNscCBWcnzuFUbC+kDHJD/5xFMMdEzqDQJmrahiRmga3PsJSOS13KOH4PF/118//2Nj3KoPQkWeQNBysO1/oH+n0d+iM+99hycIDx8oNC9Yv4ETu3ejWAy3GSFsqNoSBtoPM9A+hlDsaLkBMrH7yCafBVM9Yz29hfEjXUHCVcauQSAXQkhBpfSQG9ipV3vOeahWxrBYavPvYWL5sh9w8UWH2LDhUazWANXVq5CaQrVHZbRCoMVHWaa24JY6mTBHraNFqyJz7GF2zNWQQrBjniA7sAuPdNCiVqEl7ASkzq6rwkzYNzVHqqRUK86c4QWfLJIQnm04S1fdMsoo4+VisDPEzf/87CnZhs0/PcCOB7p46jft0/rCo0kOPT3I5EiCgXZ9wRGKYMmZKt/9WmImO7BcBkaLgvcqnT3f+/D9BqsuXCgWw+FAMQWwOC8ulBYXpgYsritQzIJr/3k1iqJgKhpfdANM2I2F2RHVH4L8mpsmrZLc8H5Q06hjR9ESEwgEbVoNTZoe8OcG9yBTk7gn9KC9Mja9WBSAM5LFkVFJOkwEMyp77ridbHUV8+iBdDMn6sE1qQcANRmjUEqophopkwhTcfBeyrwDLN5g/KzLiatllKEXqNv9cE/hePklTSXF5qZw0XsXsPaa2SzeMLMN5ML19VTUOGd+kwO/0/NzinH0AZ1xP/aY0bb2ozDvzcbxE18DNT/XB+aApxYpJU/86im0nLF7t+SiC+g/OgyYyCafJRPfjNTiKJY57Lj3bsJjOdRsD5noHWjZTtTUC8jcCUa6jcTP4ECMsM+wifSlonikHRMK2YFddDYI0pqXKsZxOAzLXACTyY7IkxCKYiWXCzDXE2SsUqDFRvFIB+9On88HUhexKbsEgUAdOcjBVn0e3jlf6HMo+Uqu0kSdVlTLolZlqlBTKOvHgTH3JaJGBdazDeXgvYwy3sAIjyV59H8P8cOPPsHvv7enpG/+2lre9fnVKIo+CcYm0my/r2umywCw7a5j3PvfewvHrUsrcfunL1SvG0gJd/8tfLUSfnYxBI8bfYN7IJdnyypawV3NYMdRtvz6fwtDTNaFCCFY/4451M325dtWsuLyf2b11R/D6rkWISw0zK2gotZJ3RwfJvtqphYKAIQLlTSTJkOSYgnr3/eKXCsylyJ96M6pGybbvXXax0gfvls/b6IPmzRTMZmYNsYuk9gmwZlOk3RYaK3rYdmSR2gN97Lv4vOJxebT0ShwTuiLWiBpPACM+2tAZl6UeQdoW16Fw6Mnf8Un04WHuDLK+HPFU7e1M9KlP+wriuCcy1q56mPLS8a86S8XsfTCRoQiuOi9C3D6SjXcc1ZVc/F7FnBK7Pj59Dapwm3XQzY/F/jboHYxbPrCzNdY+k5AJ3CCPXcXmpuXnIPJYiGbqUPN7EdNvYCWOUIm/gBC8dK1px1ENWrqBSY9FXS2LUJVFNTMEaJBFSklUtOITyYIeYydOW8ihU86USd7kfFRjjUIpFZNFaN43C3Tbq8YQmliob2fUMCGFtPnK4HAii411FIREqkhjuefgw62CmKJLrR0hEqpyxOLa1nE/ErBLnIy68OhGHNfmXkvo4wyXncIDsS44xvb6SiydJyCt9rBpX+5mJpWL2/5u2UznA0tiwN85L8vwu42CghFixJ8Xhes+4E74bsL4IdrofeF0r72B2H/b/WFbnAP3PoOg4U/8ZQxru0CMqkkm3/4PTQ1L2kRdsx23Yt47uoazrncWHDat2eIhhsReX/1xvm6Q0zbsioUUwCr9waq2t6C2bERq+ddxGypghe7W0bQknaqNS9ztToyx59AJgxrs0znw+TGDhcdP4KM60yRjA7hk06UsAWPLGXfm2UvmZQbRyJByuag1XsMf2CINdbNZFx26kIWOhoFSmwMj2anImqwZiOuBtDiCMVYfGdi3k1mpcQCdPwkWUAZZfw5ITyW4PAzxsPtysuacfttVDa6+diPN/HBb57P+/59HQvXGWy7YlJYe83swnGgwcUlNywquDlNQzKk69cBFDNc+V2jb6xITz9f147jDEDbBaXXMDt0SQ3w3N3PIDXjoXvTBz/ERH8fwjwXNaW/T8pqR8v1o+X6UCyzEOZGJhwpfnXtx7jnivdx36XvRs31k8u6SYQniU4EkapG0G7MDY5oFq90khvex5EmiLgEZk8NChK//8XtMB32NmqVcRJWN5OhfdP61fF2jjQLVJMgM3E+qkmwd7ZeRbpa0wkIT9ogOCJuO0LRdwUiOQ9Oxfj85eC9jDLKOOPIZVQGOkIl+vPTRXQixT3f30MmNf3cykYX7/nSmoJDTNuyKlZf2VYy5sqPLefqT63EYjNx3lVt067h8llpWfIKbM3OJIYPwu//FmLDun79t+812PVMXD8uxmQP3H69/vrIfUb73Es48PgjTA4bgarV/XaE4qJ+jg9vpYNZy6tw+w09e88BI+BuXaZLYtqW6/8rJh+x8CLM9jUopgDJgPHAE5ATSGmiRa0CqZHt3QbAHRsVfRtYqiSf/S9M3oNku24tsPJ3ny/IJYL4pJNMys1CWZoINyvRAwic0ShJq5MA+v2ttj6HkBLh8NNdZ0KLj+KXbtyRDErecSZorSatRBGKr3C9QvAeHwPV2Fr21xlb4+HR6TsAZZTxRoea05gYjHPXd3YX2rxV9pKgXAiB22+nona6FGbxhgb+5r8u5KM3Xsx7/m0tVod52pgCBo2dTmqX6EG4u650jL0CLvyscXzR5/S2KVz5bahoJhnL0H/YIDjmr3sT1a2zGOnuBRkiIxL84bLrufFDX+T2t32YTOYAZvt5SC3Kc+ddQNqm2wB3zl7CrmWrEIqNYH8vk8NDZExaYXdRSBVbGHzSgTbZy7bFChbVRHOFPo9UVRkOWTPB652FnRQ51c8h3wC58VIZZ25wF3tnC2w5K+nQJQgp2DNbkBs+gBMbfs2NO23kIERcHqSYCt6dJcx7IlIO3ksghLhBCCHz/z58ijFvFUI8JYQICyFiQogXhBAffInrflAIsT0/Ppw//62vxWcoo4w/FSLBJM/dc5xbvrCNe76/h3v+c0/BUx10tuChnx3kl597huf/cHzG4P6hnx0kFS/V8zUv8nPD19dz/ZfWYraWWpItv6SJilonZpuJa/5+JbOWGxrt5ZuaufZfVrP4ggbqZvuoneXlTX+1GMX0J372f+wremLWFBLjcMcHQVPhoX+Z+ZyOh6F9M4zkE7ZMVph7GR3PG7aRVvf5KGZ9V2HeefnkKkXojisnoabNS3WzvlXrr3PincHnPuY3fj4Vqr5wNGgB0scfRsZ1Hfve2YL71hh2m5O/+h9S+/QiKmkz3LdGYdgWxKs5AcHyuFHdVUiVucP9egXWSIi41U0lesKWjwjnpXcyOHsxOVMNYW0Mv3STTTqpw3hYGXOnC0WmAKK5Yq93Qz9a7OM/U5JeGWW8UaGpGvfduI+ffOIpbv/qCySLAr/llzS/rPnQajefmm0vRrFbTMMqMFvhmhspWD8BnP8JcBkJ8cy6ED5zFK6/DT76DKz6AAA9B0dQM0aez8o3XwrA8IlhtGwfT6+9jI45eqG6gfo2TtSZQNhQs8fomVXqNrN71XqkTDPY2Umwf5CQTyskz9cwSjbpxCudZCP9PLdQQLqaFe4BNE3B5Trp4eMkVOXzj+JagKNNgtTOm1An9byC3Mgh0kN7eHqJQCQbSa+ahYzPZvdcQWrsAFoqTLXmxZk0CJOwvaLg9R7P2bGKBCZFX09zGe0VkWOvB7zII98rgxCiGbgRiAEz1vkVQnwiPyYI/BrIANcCNwshlkkp/2mGc74LfAboB36OLiy9HrhPCPFJKeUPzvRnKaOMPxayaZXt93ex//E+tJM810e7I+x6qIc1b51FcCDGPf+5h1RMD8x3be5h1+Yerv/SmkJZ7YNb+hntNqwMr/n7lTS/mA0Z4HBbed+/r0PTZEEDX4zaNi+1bd4ZzvwToWsrHHt0evvIAdj1S9jzG6PNXQuxKemQNNh3gGXXkVKVEl93YVoBgM1pZu5qw6bs3CtamRxN0P68HsxW1Dq5/K+XALp1pBAKs5ZVse+J0vLkMZ8xzXqzUYSEgHSS7tDvv7cajjWAkIIxL1RHSk5n/yxB3CEY9CRozlnAAnV9Ma5ddDtdzGFN9nnEcB1ObGSzkyTx4MaQtFxn+hX/0vDfuPfOYci9FV/WRDrlopE+BtF95YOVCi39Od3rXabQpCCWs+KxZHTpTEXea76mKHgfLQfvZfx5QErJfTfuo/9oaFqfv87JovNnTkR9lW8K++8wjmddqP8//3Jd2/7kN/S28z81/VyLAxZeVdJ06KmtIPUEVrunmqZFeqA+MRAh5IixZ+nVJeOPLFzCwme7GPMkiFp8JX1he4CYJULPgSTuQBWTNQaJUqsNI6UJb0bh2bYJIi4TaqSWuUo3atZbSE49FfwBPek/afHQ0SSQqTCJp76BcASQyRDddZKYU5ALtvDZlS38uG82uI+za1aWC3qewbd4CY64cT+T1gCgExOJnAUhwGFNEUvpuyKJSObsKi6YxxkN3oW+D/9L9KD8bmCmILwN+C4wAayWUnbn278K7AA+I4S4S0r5XNE556MH7seB86SUoXz7d4BdwHeFEPdPXauMMs4GBAdiPPnro4RHk9NY8pOx4/4udtx/6mTS+27cx19+awOZVI4dRZ7D/jonTQv9pzzvZMwUuL/ukIrA/f9gHK98P9g88ELeNu2Bzxh9wgSf3K0nfT32ldLrWD1w0efoO3ygUC3VZKlFKPpEvuHaeTjcRnKZUARv+uAi5p5bg5TQsihAMjbJ966/rqClf+unv4ViFmg5/VjKHFG3sXXuSSf0YkvDR5AZPcB+bKWCkqkE6wSPnaPwni2lLi7bFuk/k2E/LI2lwAHBsVbOc+3hGt9D7O3cREK14pZ2wiJEWs5DalYQboSYoN48yLm5YYai1Qz7BQ3xFDgU3XEmrwSabAgge6MIxYtUddYqlrPpwXtR0qq30oEQ+seNhlLksuqLF5Ypo4yzHLFQmls+/+yMfQ6vlbd9+hys9jPOg0JkAEL5Od/qhgVXGn0XfQ7WfUwP0pXT+/sb6jQMC+atubggm4yMp+loq0Q76TqdbYtIPHMHfU2lgfsUBgPg7Q4RGUsxucyQFFZlJlCkwD45xs55+nukTSuo43k02l7yPh32Bt2P3WvmhBMyZrDmQCYnAGhv0q+ZczTziZYafl2xiqz2KE8tF5z/1FG88jyscQ0h9d2AsFKBll/XUqr+4OA0RYihz8vJ6NkZvJ/pfe9PAZcAfwXETzHmQ+hLxg+Kg+18QP4f+cOPnnTO1PE3pgL3/DndwA/z1/urV3nvZZRxWpgcTXD42UHCY69c8zvcFea3X9vOSFfklIH7wnV1M2omZ0J8Ms3W33bw1K+Pkggb27mXfWjJ2Vn99MWw7UYI5ouUmB2w6fOw6OqZx37wXrC5Yc1Hpnm0s+kL4G+l90CRrtSkM8zeagfz1+iSmSNPP8ljN/2IaHAcIQRty6qYtbwKk0Xh6dtuLrGi3PPQr7jmkyupafXgrbKjpg8RcRqLnzOVxi/d5PIe8yMV8ORyQSK0AS22gIfOFUwU7Vc+vEqwbbEgN3kuw36Be3IsXwZc0NW9iqHxOSQSur7VIx0EzSE0iwMpGwgENhWusyD6NF7VwVBA4I7o0p1AzKieO1FVA1oEoRjb77Fc/sGlOGnVouAO5PXwEiLjZ2+FwjLKeCmoOY3ffPm5ae0XXj+fD/zH+Xzo2xtxVUyv7XBGMGBo6mk4BywnOXvZ3KcduIfH46TjBvmz8rKLAEhEwuQyOYIt1dPOySlWeqsk/bMMf3qTNBjt0QY7as5NLJxlosLY2Q2kJvFIB0QG6GwQiHSAyspGFCRmy0sX9FMUK5rmZZZLJWsulRMO+uHB1Qqodua2nYNVUXjnyguxJGvZO1swkerCm7OSSzmoQA8VpVCIuvLVo/MKGYcwdlDOVt37GXtcFEIsAr4F/LeUcqsQ4pJTDJ1qf2iGvs0njTndc76UH/Pl07jPXafoWvhS55ZRRnAgxp3f3kUuPwtY7CYWrqtnw1/MxWRROLh1gN0P9eCttjN/TR1zVtVgOykhaXIkwV3/71S/hlA7y8vqK9toW1ZF584RHrnpUOkAAVf93XLalldx65eeI5LXHh94qr9k2EXvXUB1i4c3FHJp2P5T4/jK74CvCbyN+hZyV5HV4uxN0LZRf211wT8dg+/kk8rqV8KavwGg9+D+wimKWV+oLnjXPGITo9zz7a8x3qfrLScG+rjuy98sjM2mUhx55qmS2xs4ehhPZY53ff48Bo4e5nffjDNpNxY/ZzyDW9pRJ/TE2v++xkTGouAfaWSiyg2N7XzpBhMb2jWO1Qo9iVUIUsGLCQZ2QvcQPtlISOis/UTU0I+6VQtj9jgOnwmzqZaW5qsIhe4CYLl9G1vq/opRVcHaHsQmXSiRNORj9RFXPZragWJpRsvqybDxqeC9iHkHXfceDepBe3gsSaDeRRllvF6RTuboPRSk+8A4ZrPCiktbCNS7ULMaoZE42ZRKf3sIh8fK4g31Jdr1Z+86Ri5j7IQpJsH7vroOb+Ufgak9ZFg60nDOqcedBo48c6AgmTFZPFS36XPSRH8fUuYYqmoqjF0gD9MuFgPQN6uN7ipD7341v+ce3gXASF0dQhlHSBPjbiMo98Xj+GQtyXgnYz7ITCzi3Fl6xWlH0Vz4YhBUsdAzxJEJN3dcGGXYL2lI57hjlQXVJMgFV3LNJbol53Wza/jVo8uwOUbYujjLO0MjaE4LARkkJPQJLl5hwhOErKav2w45AiwCzl7HmTMSvAvdM+1WoBc4hdFoAVOGph0nd0gph4QQcaBJCOGUUiaEEC6gEYhJKWcq6zdVh/zFU5jL+LPClG78lcpAJgbj7Hqom47tI/hqHFjtZpLRDLFQaYGjbErlwFP9jPdFqah1FipPRidSDLRP8uStR7nqY8sLTiSZVG5ayezFG+qZtaKa8f4YC9fXl7iazFtdy1DnJAe2DBTaNr1/YeF6V3xkKXd8Y8e0+1+0oZ6lF05PsDyrcfBuuLNog81TDyvzjjJC6AlaO36hB/h2L6y4vvR8VyV8rkuvOth6PpgsZDNpQoPGd6uY65m/tpa25VXc9c0vFwJ3gL7DBxg4epjGhfrCNtBxBKlNL1TUvXcXyy+9gmB/LyAJmQ1WyhbX8EgHWmyY9kY41ihQQ6vwOhM4R00EGwRjFXDPWoNR0+JtzM/0Eql1o0YHCcj5hPKa9nDEWDTdGUmPG1zVGlZbLX7/OqS0IkSGekc/6dltjCdcaPERvHIpsQkwtWVRhYWQpZKEGMJjWlS4XnwG5h2gosZZ0P6WHWfKeD1DzWrc+a2dTI4Yv6eHnx3CYjPhqrCVtAOkYhlWX6lbGfYcDHLgSYMQsdhMfOi7G/84MrH4OBy6xzhe/LZXdbmuPQZBUdk0v7AbO97fS8YsGLfp84iQKm/mAdrR57gdiwzbSb8McnFmC/fY9OB92NeAEBNows6ozSARPJE0XulkUBlAoJByrGKjSdfue72lia+ngtlSR7N2nERiNtK2ny3LBcX1M7KWeSzS0nR0dDB37lwCvo3EeYynlyhcu2sQZ4NNNwfIP4fF/PrPTNX0XW4nE4Vr/VkH78C/AecAG6WUL5XFNLWHPHOZQL3dlR+XOM3xABWn6C+BlPLcmdrzjPyq07lGGa9fZFI5HrnpED0Hdas8h9fK+76yFptTzzbPZVSGjoWpbvVgd1lmvEYikuH3399dSAo9ncS8oeNhho7P/Cu65fZ2Ghf60XIa9/9gH8MnjIzEykY3F753ASaTUgjIT8aF71nA7HOqyaRUWpdVYipihqqbPXzwm+fz269vJ51P0vFVO9j4rpkqfZ6lkBKe+U+jJPgUll9Xum1s88DGT7/4tZwBPeErj9DgQEHvLhQfimJhw1/MIxmN0LN/z7TTt952M+/56rcB6DukL4iKeRYm22I0NYia2k7X3p0sv/QKwmMj5ESOiKJPTUKqmCMCVwbIJvntRfrPMTl+OZ0r/TR0HCSXmIXZdaLkPbNjFzGwfDYLhnYwJgep0FxT+VelHy2ZJuYyU1URxumYi8lkw+VaTSKh21E25noIWwMkUyP45BrG4z6a6KMHfTdipMaOJ2RIgGJThZqK3GagnLRaxtmDviMT0wJ00A0CZmrf/2Q/yzY1k03leOzmwyV9G6+b98cJ3KXULXDJ/y02r4Om1a/icpLxXoMrbV1u1PUY7e5nvMJWcIqpZ4jLJrv5QYWKJk5yJGMPAesIJqk/8EesflLmLGmLmYyizxVuGUWJW/BJByccg9iS1bjra2lFl+xUVi7idOB0NFMZf4Gsth4z+0v6pGbBUbeaLb++BampLF68hKuWncvte6vpqRklkxzBp83DnYtDfolPugUIO1KmyGkCR5HX+9laZfVVB+9CiDXobPv3ipNMX80l8//PUNP8RfFyx5dxliMWSpGMZVGzGv46J6HhBI/+76ESHW4ykuEXn3maj/5wE5GxJPfduLekf83Vs1h9ZVuBiRg+Eebe/9lLdgZ/9JOx9prZvHDviRn7HB4LyfykEAulue0rzxObKGXt179jDqvefHrbiE0LT+0W4/bbee+X17HroW7SiRznXdX22iRQ/alw8K7pgfvsi0u9jV8hdHZchzBVUTvLh9Nr5eCTW2Zk1QfbDxObCOLyBzi+8wWEUoXFfQ1CmDABAjM9+3eSSSUJj4yRCBisjp9J0My443HGvHCoRaClamlIBTleuZieVX58OxJQFLxnJtaztifCoxfOZt6xagbsJ2jK2QuLUjE80QjRSjtVphBuj67db26+kvZ2PXhfZNnL3nQlQ5YjeDWH7jef66XHogfvY611zB43FrVwNi++n0E2UxjzKvI+yijjtcRId4QHfrT/pQcWIRnNctM/TK9yfNF7F7B4wx+pKN32n8Oxx4zj+W9+VZebGIqTSRoOWAvWGxzlWO8EwTpjrWjReojFY8yp6KTzJCXxJvkY8WgFdd5hBtDnl6A7S8pmzJP1DJBMevCkNHors6SSs9jg2VkI6qqqlpzWPXs8s4jFVRT3dBefzPgmLq9Ks2L5/djsMbq7jnNOSxu3pNZgsj1Av3UUr1yBKxuE/FSVcFsQihuppojkPKVVVv8cNe9FcpkOdN356SAMVKEz6sEZ+qf86CJF48Fg4E/GSzHzZbwBseOBLrbfd2r3lWJICT/+2JMz9m2/r4tMMsf6d8whEkzx4I/3v2jgLhSBzWlmw7VzWbiunsYFfh75xcGSwHzZpiYufPd8Dm4dYMttugXhyYH7xuvmseKS5tO6/9OB02vlguvegMqx+Dg8/K/GcetG+IubwFOnS2VeJYL9xqImTAEa5unTSef2bflWC4su/hCD7b2Eh58AmWbLr/+X+es2EOzvxeK6ClHEUJns55CefI6O555hcjRGPGAkeFWoutTEEQnx5Bxdy56e2MjIiirMArDbOW8wwTPqx0GzoWUr8KbSHL0ov2sUq2S0QnLuZBKTXUEVxqJpkSbsoRHCTW7mEqTCp2/9V1Vtor1dATQW2Q/wfHYZA54EczImsEBDYqQwg47UNCLVbhAOkEni6hTzPqT/EeW/b1+NkURd9nov4/UCVdU4+NQAoz0RHB5rQcII+rx9/ZfWYDILfv2l5wvtDo+Ft336HIIDMR7938MzXZa3fHRZSWXh1xTHn4TNRaRE47mw+tV5cXRu7wCp+4coJhvVrTphJKVkciTB+HwjQG6W3WiNMS6Rj9ApjOC9SfYgTnjZN7CW+gsGGRD62jVRrZGxGutlrTqClCY88SQDVZCyNLFW6PUqNM2BxXKqMK4UgcqFDA3DnDrJsaFaTHbd6leqdjK5xcwL3YmnSQ8f581/jn3b6vHMeReMP84J1whN0okjY/z84w47QriRjBPKBnCaz/4qq6+WnnNjaM1Tp3C1+LkQ4ufoiayfBtrRg/f5QAlTL4SoR5fM9EspEwBSyrgQYgBoFELUz6B7n9IHTNPQl/H6Q2Q8yd5He9E0Sd0cH/PPqy0kCMVCadpfGCKX1Vh6QeOMWfzH94zy0E8PTms/GU6ftcR15cWw97E+9j7WN6194fo6LrlhEeGxexlv3AAAIABJREFUJP3tIepme6lqKk0ArZ/j4wPfOB8knNg7hpQwZ5U+0S/Z2MDkaIL9T/Qji7zb62b7zmjg/obGthv1CqoArmp4z21gP70F4HQQ7Dc07YpSSWWj25DMCDs27w107XMBi7C6/WSit9O5fRuRsVEQLhTLXNRsN1qmHWGqxWRbgWKu5+i2rUwOx4mtMn6HfbkIdmnBFBtnz1IB0fnUjFVxYt0iPtFcQ3s8xe5LLuTaOzZz96zLcOYybEjv4PctN3B5pZeQycOkF5TYKA1agD7TeOHafulCxg4TdFZQyTE8eebdbqujufmD9PX9kib6wHIxw344N5YAF1RHwoXgvb+iBU19HmEKIHMDJHL55SGbgFQYHLr8x1tl1/dHJUSDKdSchslcLtZdxp8OI90RHvvl4RmlMAAb3zWvkFj98Z9cQi6rEg2m8FY6MFkUKhvdDHROcvhpY5dJMQmu+NtlJQXrXlP0bINb324cVy+Cv3xwusvMDMimVQ5s6ScWSrP6LW04vYY+/MRuw00r0DgPJS81HOvpIptxMVphPJgE4hE6h9dxXtt2tlgPcVQsQZEq75G3Mjo8HxBUpScKjHa4xkTKZOzEVWWCmKQZRyzM4HyBzTubVm4FQFFevDhTMXzeOQCsc+/jQOztOMTvEUIlNfw2HI0tzPL/qDBWCKir28ebfNfy8IlltPt3sEizYUsZcpi43Q1CJx0ms15arWd/ldVXG7yngV+com8Vug7+GfSAfSpQfwLYAFzBScE78JaiMcV4Arghf84vT/OcMl5HOPzsIE/eerSk7dDTgzx+8xFqZ3lpW1bJvsf7C7aJOx/oBuC6L5yH02el7/AEg8cmOfLsTDnLBhRFcPXfr6RpgZ/JkQS/+fLzJf1CwPp3zMVkEex8sLsgbTkZ576llXVv0yeQilrni1o2CiFAwJxVpTZYQhFsvHYeyy9u4rGbDzN0LIzTa+XC97wBGfLXArkM7C0qtnTld85o4A4ny2b04P3Z/7sFNZfDZFuJUDxImUZqsUJwrqb3MthxBJN9DVr2BNn4ffkrHAIkinUBPfsfR7EsIVRhFLbyp8O4pR0tfpyjTYJY/7XklpmxK4K/b63lyYkojwYbuf3D72fu8Sfoq2ng95U3APDvcxv5m/pa4mkz2vAgLdqakuC9UQsQywwTNs3BJePYbMbvYlvrx+jruxUzOex+L6MVAvdwEKVGYB8X2JpSpIWdsCVA1BrDm21CMkBaBU2CItDZ93zwbraYcPttxCbSSKk/kPvryo4zZbwyZJI5oqEUgXpXia3tcFeYYztHEYqgcX4FbcumB9GjPRFeuPcEvYcmpvVNYd3bZ7N8U1NJm9limvY7e/F7F9C0wE/njhG8VQ4Wrq+bRta8pnj8q6XHF332tAL3XFblzm9tZeT4EwjFx/DxjbzrX9YiFIGmScZ72wtj25YvL7zu2b8HIeyMOI2g2jkuGB6eRzrt4HPLvs42eQFtdOEPxzmg6kWdKhKxQvA+EagmhRG8+5MRfLIJNRkk6baw1h4uSGYcjrbT/irs9jo0zcR5ygvcufQ6xnd8BiWmobnNzKvN4HJMloyvqzvOwq67+L1pJX1V2/GMpbAljR2BqMWjF6ADIjk3TsUgbU4VA7ze8aqC93xy6odn6hNCfAU9eL9FSnlTUdcvgc8BnxBC/LKoSJMfw6nmJydd7ifowfu/CiHuKSrS1AZ8HP0h4uSgvow/EXIZla7943TuGCE8lmRi8FSW/zpGuiKMdEVm7LvjP6Y7qUxBKIJVb24hMpakutWL02slUO8q2CNW1Dq56uPLOb57FF+NE5NZoW1ZZWHSnre6lru+s6sk6a5+ro+Vb2ph9jlnbpvUW+XgHZ/RdYZvOM/11xIdmyE+pr/21MPCU3i5v0Kk4jFCQ1NMm8BkqcThgUNbdB7AZFuOpobIxO4ELYrZvh6zfT1q+jCQQTHPJhu/p+SaudR2rN4PAlsQiocJt/F7VJGM4ZGVjCmj2PDTEI9yvG0NV/vdREaGubyujhqrmVHsHFlkFGS5rs7PLKcNz9JzGAt5UCP9zFPfxnHTCMPKJI1qgOWZZo5Yx8jlVqCpbhTFmNqt1gCVlW8mGHyAqsY4sQEbHBulQjYSilbSIrsLW+TB5gC+bv3vQwJJ1YLLnNULxtQYyWYVNc6CFCw8Vg7ey3hxSCkJjyaxOc04PDorrGY1ju0a4bGbDfetKz6ylOZFAXZu7mbPI8aD9d5He1l9ZRtrr5ldaOvYMcyjv5hZ6gK6WcGbPriI1iWVpxxTDCEE81bXMm917cv9eK8ewweht4jLvOxrsPQvTuvUPY/sY/Dw9wrHA0dG6Ds6j5bFlYz3RcmljV3luWsNy8muvbtJWutImPTcFqtMY4lCEgiFGlETdjY5H0dqgn1dhu7eXWwx664nW+QC440n8UknIXEMS87LuRjFrSoDK07r8wAIoaBpAczKGO+33MJ31v0rIpRB81lZHrsDZnDq9Pueoc37Hwwp4OgKYYkbu90Rs68gb4xlHdiVKPoMJ0jFs6iqVmIEcTbgj57VJqXsEkJ8FvgfYKcQ4v+ADHAt0MQMia9Sym1CiO8D/wjsF0Lcie4b9G4gAHyyXF31tYWUkhN7xwqSldnnVHPRexYUtueSsQzb7jrG0eeGX+wyZwxzVtWw7u2zqah58SJGbcuqZmRsABweK+/+4hp6Dujaucb5FYWF5UyjHLS/Auy62Xh9zg1gOrPT1VCnwUgJUw3+eh/Hd24jl0mjmFsAyERvB6knOOdS2zHZVmB2XkwuuQ1QC30FyDha9jiKuRmhWBlzGAy4J57ELe2ccI+TjK0ktHYWbpPCrGce5eejw8ydO5d/vfhy/r7T2LoXwLp4iJ/+7E5MjasYdVaRDHXi0CRvzZyLhoaCghofZtinYRUOZjLeamy4mmDwAVqd/Rx3VqDFhvHLBUzIGA2ZYTrt+eC9qZbZBilFPGfVg/fJUlmZr8gucmIofsq/sTLKkFKy9fYODm4dAAGzllfhr3ex+6GeaWMf+tmpJZE7H+zGU2ln8YYGsmmVZ+7oLOkPNLi48u+WY3eZiQRTVDW5z555d2eRgGHJO2HDp07rNDWn8dydpeIHLXOEXQ9uo2Xx1RzbeRyp6cSYMFmom62rjKPBcQbau5msMf5uqxkllZraaRAc2H8pG1ofojvbSjRqkBCOoIalLUNWWBmzGKy9SWYRY3Z80smwLQiZChodx4zrV788xxxFqQXGWMFevm3egXnjtdjCISzHjXI/ixZ9h8OHP4cQEp9vhIuiIR6y2hDRMaxxU6HKakx4Cu458ZwNRWg4THGSqv7gkoplcfleo2JbrxH+JJYUUsobhRDdwD8BH0B34zwMfFFKecspzvmMEGI/8AngI4AG7Aa+I6W8/49y429wSE2i5jTCY0k0VWJzmvFU2uk5GOSBH5Zm7Z/YM8aJPWPYnGayaRVNPX2zn/o5Pi567wImRxPT9OsrLm1mzspqdjzYzVhPlFxGJZc1EvPWvX02qy5vRbxC//aTYbGamHvuS1d9K+M1QO8LuiVa5Vz4i5+Dw2/0jXXA8SklnIBVN5zxtx84arB2irkBb6WZrb/RN/AU61KysT+cFJyrqNljWB3LqW4JMNrdhQSeX3URu5eux5mM8c7Nv8af7kKxtKGRZcxisHiuSAa3aqbTHcE+VkPs3Go+bAdnZg9zlxwhndpO5skcP7r8bXy7awi7ovCJgIPUC3/L3LmddKav4WjGT3+gA9/YUcy1S1HyRsZadIjRCnC6bJhM0wNp3fNdoUEMslepJJEeIaC5OG6C6tgE5HfnR6obQBqJ4LrXexzCpQXAqpqMMrDjfbFX+BMo42yFlJJMMgdCMN4XpXaWd0YbxVQ8y0M/O8BAe17mIKFr3zhd+8anjT0dPHnr0WnyS4BZK6q4+H0LC2RStXNmG+DXJSZ7Yd//GcfnTRcz9LeHeO73nYx2H2fOqgW8+cPnIBTBsV0DZBPT87W69z5KeOxNHN9VpHdvmIvJrId8uzffC6KasNcwUqhmhEzaIMMyGRejZj8TY0a9EKs0k024mc9RDmFIcACWaAdJxSrwaU4OOidIqnNxOo0Cg17v0pfxpYDN2kg2p8cHlcnDXFlfyRNHHkU69MrQUlqpq72Krq5bSaX2IwQ0TT6MKecnoo1iz7ThIUoEH1IoJF1m7ClIqvp34BAhkujzWCKSKQfvU5BSfgX4yov03wfcd6r+U5xzCzBjcF/Gq0MikuF339oxzRXlpZBO5E7Z56txsGRjI00L/djdFjyBUv1eZaObj/1oE90Hg9hdFvy1TuxufdK95lMrC+NGuiOkE1nq51Rgsf0RfHbLeO2hZuGej0KoS/9381vhhntgSmbywo+NsfOvgIqWM34LA+3GwqKYGxk+9iypWBSEC4QZqQUZ89cwVNtMYHKcxuFe1PQhVOsyQiMNaNktHFywimfWXAZAwulm64WXc/Xm+zE730JYPENGGP7HIm7FlUgx7hPYbC5a7VZWDPyMwHLDFu748c1ckLyY59fpRVIeeOBX+Ot1hnGu7SiHE/PoqRHM796KudZYDNXRQ0TnmfAEVKzW6Q+jZrMHmEM9A6iJVfQ4jlKt6VKXwGRCtxAABt3NSG0/upG8SmyqUFO4NECobja0wGO90Zf/5ZfxukImlUPLSaKhFIlwhpYlAYQQDJ8Ic2KvTtIs3tCAw2NFapL7frCPvsOGzrxuto93fnZVCdOdy6o89LODRuD+CnDh9fPx17t45KaDp9QmX/TeBWd3Qbqnvw/ZvLS0ZoleQK4ImiZ54Mb7iI39Hshy+KlakrG/4+3/cC7Hd+5H5zFLoWV7ObKtn2CfQY7NXqWvqZlkggOPP4zJdgXhyrFCfyA7CQjcmp2YopMW0Xgl0YjBui9QGzggepmX7uSQvTR4XxPdDVTik0563BOkLA0oyhSpV5ufg04fLvcsJvO/OtmMvhs5Pr6FyvxcZbOtQFFs1NdfRleXTi467R3kYg2MKqM4WYBXhokIPU8q6QF7ENKaTng4lBDkLS/PRseZN5AZdBkvB8lohvYXhjn6/DAun/VFE35eLpZc2MjKS5tfUtICum79pbL5a9u8L9pfxusUahae/h7kUrDuY+CsNIoq7fk1TBR55I8chHs/Ce/9LcSDsPd2o+/8T5z5W8tlGe40DKoUcwPhkf/P3nvH2VXV6//vvU/vZ3rvJcmkd5IQAgklNOmCIGJBvyIqKip68er1d/V6vUWFawGVKlgg9NBJQguElEmfJJOZTO/99LLL7499cvaczCQhoQbP83rN6zV7r7XX2XPOmbU/67Oez/M8AYDBMgNV7mPM6eWvV3yFmFFbdM7b/RarNj6n0WIMuahyL3vnXpAy7oGSGZxle45MdZSRbP2BkKf2IMtm7IEAkVyRntoafpDrwjLwRsr15eXb2bjxccrLv0MkEmF09EnyE/zOQjoxSLNpyxGQdu1E6t+HMXcaStSP1F2Pf66FrNxhrNaJ2sgAHvciVP9fMcedtObITPFHwQKWQQFTVZS4YGHYmE3QFMMue1GVId1ldaQ1ZaysIgeCKKAqKqP9IWIR6ZPlLfAxgqKoBEejODzmpDIXgCIr9B7yIYgCVocRh9cy4TMYaPdjsRtxZ09CEkYL2l/76wGatvYnXalhcrWuPa91sfJz02jbM5QSuIPmj/Hs73dxwU2zEEWBeFTm6Tu2pxjSzTijiKlLCuhrHWOgI0BwJELIF2PuOaVMOa2Akd4gGx7aj91lZtaqEuwuc1Io4MrbFvCXH020kZm9qoTpyz8k/fX3gtAwGK1gnuSZ2DmuruvM2yZI4PY0DxMYfBrQFi+q3EfHnu30t9bS3agnICrmraSveQ+hsX5A4p0n1iLH9Dlu6tIlAGxd+wTRsIzFncNwlr4gyooNA2amycVsETW6S3v7LA5b77gVGwVKBrtpp8zfndytO4zsIT+jZOEKx+hzx8g067sfHvdMThQZGTXJ4F2ln7GxMRD0v7ewQEua5OasoqVF4/xnZXcgjS6hy/o6NtWCS/EnXVbDbpEMIJbw77Cf4lrv6dn2I0Zfiw9V1egqBdUaVzUaimNzvv/ca1VROfBOL+se2JdyfqjzKBccgawiJ1feNh+j2cAbjzSya33qhZVzcjj3S9MxmE6two80PgCMdcIdcyBhR82bv4aKM+C6NaAq8NovJ17T+DwMHtR03aVEEXHBbChbdlK3oCgyTZvfxmJ3kllcjDMjK5kZ7DvUjBTXJmxB9CCIFlRZ28q3eeYTGnqGg/PrkoE7QP3MpUxp3kPp4A4UQxZjLjcd3oqU11QFkYO1dSzc34QvS59ecxJjO3zDRModqCWVVPbtJOJMzUoaDDIqL9HRcRVtbY3k5OqZMwchDA4nrU4BUAhv+j+MhfOQR9tQYwGG3IXMsQzgdC6c9P0oKFiIz/8wZqeX9hwB80g3jiwLwahKsdpJi6CpK40UGnG0ZaIqQwTiiXmof1+K1rvRbCCzwM5QVxBUaNrW/+GZ2HxCEAnGMVsNKQH5ZHjlvgYObtF0rmesKCKnxMWUxfm88Ugje8dJGzozLVz9L4sIjkV59eH9KYHzggvLWXRRRfL7r8gKe9/o5vW/T66wPJnMbmAkytN37Jikt4a23UM0vNlNXrmbp+7YnnR8Blh8SSULzi8HIK9i8mRMRr6Dy787qQE67mwbZ3+hjlfu06ludacXsuyK6o8Prz08AghJVaYkXv9vWP8zEE0w9QK44H/Amdgdi0e0/63DqDxrwrDb1r45obZGCr/By/dOwzegf341C+fiyfGw48UnEn10AT5nVhm55ZV0Nuzh7TV/QzRVocgDDHp0Wl9myIdHKaVazmersQlVAN0zEwqVTDyqtvgwtDmoy95Ng6AF5dPUPYQHsrGqJkxjfYQLDMzIaE1eW1S0+njv3gRkZU2jJcHgMxpHefvtl8jI0NXmCgpWaX+bcwpGQxWS3IwoKmQZDHQ4/UxXzTjlQDLKDbm0/zNJ1r7bp7rLajp4/wihyAov3bMnxfHzMJyZFq78/gKMZhEppmAwiVgdJmIRiY6GYfKrPO+aoyVLCmP9Yd5+spnWXcfnGi6/upYZK4p46/Em+lt9zDqrhMIab4p27PJP17LsyhpCYzEcXvPHZwJN4+OBV3+hB+6H0fK65h4YD2nSgwDOPMiuhdZEBvq3RxQ1LfvWcc2Y+g41MTbQR9X8xUlOJ8C2Z5/i9YfuTR7POe9CVn3xJgBad25LnheMRSjxPkDFaJ1FPCIRVXupn/LpCa+18bSzKX7yXpDaaVm8aNL7aZw6nbk77mM0c2XyXFZsGItqxODvIWzysCo3g+49fyIzKYSh0VQAcnJa2bt3B83Na5g6LdUwTKmwM+C3IgtBDIqE1LkZgEEXhAwZZDKExz25a29mpkazMZVYGYwYUVo6yFZqCBqi5MX6abFqwftosZviDu19DKiJQCvq06gz4+hLOSUuLXhH4yLbnCYqZn9IZjYfM/S1+DiwuZfCai+Vc7JRFJX+Vh/P372HSCDO7LNLWHp5NaIoEItIvPinvbTvTZjMLMxj4YXlePPsCILW3tM0RuvuQToahlOMsPa81gXAhocm8r4Dw1Hu+e4bE85DQnpXhYUXltPTPMba3+1Cih7fRfp4qJqXS3N9f/L4sCndeCy4sJz5q9+dk/SxMGVxPjUL8xjs8OPNtWO2fYzCl47NcP+F2gJ32sWw7BYonKPtWK3/mdZHiUPDUzB0CL68DowWrShfTXwO3jKwpi5spLhMy87NE15OVYYZaHkCVU4IRAgiVfPnUrVgHjtefJIjDedLZ2j/+ztefg5Ak7yVe+iz1SX7uMZi5CkeHFgoUrLoNKR6aBYoGbhVGxbVRCiYyeX7XuGy2jUMGbIoG+qhLbqYPNWO4usiaHWwMGN34ko7ubnnc6JwOsqS+QKrNUhLyyNUVmpZc6OhGru9PNm3vPx6mpr/DYBZrjZ6PHEWyCJ2KQiJMClsFwEjqhJGUowpLquhsROjC38c8DH69v/zYf+m3kkDd9Am4vt/sHHStsMQRYGCGg/RkERWoZPpywsRRIGQL0ZhjZe2PUPsWt9Bf9vROalmq4HpZxSRVeQkt8yVIvl2+pU1R73u8Os7M06tIo80PgS88lONFjMZXro99fiM72nZ9XvOmdh3yddh+mXHfKm3Hn2Yt9doFJuyWXO59Ps/xmjStmt3r3sxpe+OF5+l7oyV5FfV0vC6npUymCpQ5F4QHBjtZxILvEJz+RTGzBkciY68cgI2J85wgH0VOufzWvV+/sFnkQUj7d4qxpxehj06HcwTCeBUcwjEB1DkDBYbFSxWnQZQWvpdurseRJJ7MBrj7N37JCUleoCWlXUZQ0NP4C0I4R/O41D+IWrGWR40FwqoEQ9ZHMTrLZ/0vbLZSlEUE1n5Q3T1u5DH2slW5tFmGCA7NJrcBh/MyUMUgiiAXx2nq9/XkBK8T11awP5NurrU+r/s54uzsj8RC/n+Nh9jA2Gq5uUiHqU4XlFU9r/dw671HclFzO4Nk29j7nylg4E2P4suquDFe/ambNMf3NKXzKx78+xHNRp6r9j6XCtbn2udtG32yhLmn1+GwSjSe2iMwEiU3pYxHF4Lc1aVMNAR4MU/7kn6cDi8Fi7+5myyCp1EAnHu/8FGZGki9zqr2MmCC8rft++EKArkln3MaJSxEKz5IiQyuux9XPtZ9WN4+3cT+/fthrd/C6fdrNEKD2POtRO69rf6kCLNyeOaRUuT7s9KXF8olUxfjN2jZfydWWUEhlpTxqlZNA9FlmnduQ1BzEA0ltFpayAuas/vLHUAfBbcicx6rVyQErwbVJEiJRNlpJX8XA9thkEGByqoMm8n09hPU7uWdPEoDgKRXURFN/lGjXqTmXE+BsPx9eqPhMFgRSAf6EUQVIqL9B2K0rKrU/oWFV3KwaafIwhxlmZt468uA7ZhGbukx1dhmxFEGyh+huLZuMb5ZPiHJo/DPs5IB+8fIXJKXBRPzUhKrp0oFEVNFgMNdgQ48M67l2msW65tOaZ5qmm8Z6gq7H4UEKD0NNh4h95WukSjytx7nsZrH4/CeTDvBjCaYeWPYP3PSWaMplyoaR0f46Hfsn1rMnAHzXTkjYfv46zPf4XWXdsZ6emacM2uV17AZLYw1t+XOGNGNFURD76A0boYVZFRYgdortUXDZerf6eBmewXpqMKIltnL2P2gc10JkxHjGqc0/buYc/0XexC0/M/OGUaQ3a9cNQdCONSrfQZB5Di0+h+9bcUVGmZH0UxU1p6OaoyQkfnHwGoqtqM1RpKtBuYNvU2Nmx4lWJzJ4cCRWya2kpNjx4s7SoXCEczcBI4KuddEAwIQgXlQhvNZDMod5CtakVkHl9IE90FepyFgPbgDUrj5oe+PTBF3/4uqs3gzOum8OrDWhARCcSJBqVk0fnHCUfqOEeCcRo39xH2xyis9VJcm4EgCrTtGeKlP+8hFtGyoaKxgbM+O5X8Cg/xqExgNErb7kEGOwNH9aY4GroPjvLkr7cfs8+xAvfD/wrquKSqyWJg+dU1dDQMc3Brf0r/gmoP81eXs/2lNroaJy8arV2cx9LLq1N2cUsTuuh1p+s0qOIpGXz+v5bR0zSG02tJMa2zOk2svGFqiua6xW5k5eemUVqXecrpZ58w3vz1hIJuYKLpksmu7Toebhvf7iqE0789YYhDO5pA1dScRKOV1V/7Fi076pFiqcHm6ddclfx94cUXsuF+fdFQvWgJlXMX0H1wP9FgEKNtMao8QG+ZXkBarTYSCnlwqBZiLa9SXnEGOYqbAVH7jtfIBVgUgUjzenKyV9GWCHwDkhM1LqKqWi2TR7XTLXYRUzKShJuqqhuO/t4dB07nDAJBLa4xW/QdqNycM1L6GY0uMjPOYWT0OVyGMEF7DrbuKNaYvkgOWawIgh0VP0OxLDIserzkSwfvaZwIckpdfOqWOfgGw/S1+hhsD+AbCtNcP3D8i98DPn37whS1iDTSOGn4e+G3iyA6Nnn7VQ+AxQmffQz+tAp8icxk9hTtnDFBxTrje1B3GTQ8qUlGzrsBxKM/9HsOHuCZX//nhPM7X3memSvPZe1v9DaTxUo8qk3Oeza8TNcBPYMjmkoQBG0aNFrnIEW2IonQXDwl2cc70s8K1yvsN00HoGHaXNxefZt1rlzPVUNbaAyXs8uuBe+tVbUMJFRfRFXGPirjUC30WEcYNWdR6tGz7jbbaizmbEpKrqOj88+AkgzcAbKzV2Kx5CCIxRTRiSE8jVdnCVy8GbxBiBtgZ6WAc9CBItuOmeWy22ZQHnkDOTKdVm8j84NxMINnTH8w9piLUUSNSxuOSDrVvX+iIc705UXJ4B1gbDD8kQfviqwQi8iE/TGatw/QsnOQ/lYtCKmal0PxlAxe+9s4rrfGJMCTa9MoKuOCY0VSWXd/ao3Qh40bfrEsZYczHIjx+t8bCY5GOfO6qWQWOJi2tJBlV0Y5tGOAjWua8ObZEprnJgprvTzy8y0pC4OsYieLLqqgcs67pzkZDCLFUybuRgHULsynoMrLC3fvRlU1s6WjFcl+oqCqWpb9eChZDNc9CveeD/17J7Yv/YZGozkCbbt0ieas4mrMNjvLr72BDfffnTxfOKWOwhrdtXvOeefS3dhAS/07lEyfyQU334poMNBSvwXRWIzBMhsp/AZ9pbpCT0m0E0Wx4JANxNvewlxxJqtjczhg6MaCiSo5D7m/AXmokSz1kuR1oZAHg0FPIngUK7scvQSFagAE8nG7px///TkKCotW0tj4yhFnM7Hbqyb0raj4LCPbtX9myeTGHA1jiel1F0GzDUGwoQIjcTdldn1n0zcYPnK4jz3SwftHDEEQ8OTY8eTYqR1XZzbUHSAwEsVoEskqdPL83bvpPpiaPcmrcGOyGOht8R2Tvzjn7BLqTi/EYNR48x8rrmCH38T8AAAgAElEQVQapy5UFZ66+eiB+7WPgitREOXKh2v/Aev/HcwOWPmvYM9M7Z9dDWd89128rMoLf/hNMiC32B1YHE58A33I8TgPfE9Xp7G5PXz2F3ew5me3JzPxI906tcFgngpqGIO5FkXqQwq/SWttDVGDFnjkqT2cMdxKLBTGXTSKT/AStDhZV352cowLRzYQsYgsHtvFbxMJyZZMnXJWTDvxkB1nVKXVoxD1eMjO0jN1ddO+pN2rrZjs7JUMDqY+rEpLrtParZUUSetRTcvw2wVu/5yB8+oV9pYKBG0uvFkiqjrRoGk8MjLqCPU8jhBx054Lp/U2YvdaiAfDeNURRoUM4oKZEYcRT0hEUWSiigGrQYa+SYIONI3tw7rdbbsH8WTbCIxGyMh3YDB+OFlXKSbT3+ZnuCdI/Qtt+Icnz6Q11w8cNTky3mn5RJBX4aZmQR4D7X6atvXjzbNjsojkVXhYcH45JpuBzU8fYterXcl5+oxrajV5Q0F73aZt/cSjEsGxGBabkdIZWcQjsiaz60hdDNmcZs67caJmtsNrYeaZxUxbVoDBKCapKiazgUu/PZd1D+7DZDFwxtW1OLzvP93RlWnlqh9OXiz9icX2h2AoYUQkGuHWRnj+e7DnMb3P8u/CWbdryYgvPg8PXZGqMFO+HBZ8ccLQiqLS36JTZ8tnaQ6l886/mKziEl5/6D4UReacG7+Wcp0oGrjollsnjHdo+1aMtmWAjBTbT0f26cm2XN8ICvnY/GMoY+2oUgSL0cosWa9ViA4dpNk9Qk3MxGFT1WAwE5NBD5Dd4RidmTJWm/b9yshccez37zgoKryMxsZfATrFJTd39aQ0LK93EZAL9CMoHhQ5iCUyPnh3oApaYmMs5sAujmAQ4siqiWhIIhqWsJxCsdGpc6f/ZMgqdJJVqBuhXPqduQRGolgdJgwmcQIPU1FU2vcM4c2z482zExiJMNwdpHhqxnHVDNJI46Swfy00HZkVSWD2tVB7buq5/BlaAP8eUf/cUwx36cGv1XMBokEAHpnQt6DmAtb8ch+SMg1IpdEYrIsRTbXI8WYEYxmxMW2ree/seck+S5SNnN1bT8QiMrtoO2+QqgZhVqNMsdbz1uJMBGUQjzrCmJCanSyXW4nH7DjCUYJOAVduLEmB8HpXJAtJAaqrvs/YWD3xuCbFV1Z2E1lZyxN964gPPkW4KBcx7mLA6+ehldp2tTxaTXmlGYN4bCv43NxZdPeA3eymPUdArm8kW1lEezxCHj2Mot37mEfGO+REVXwEJTNWQ1hTApKiEzKE7hw9w7rl2Va2PNuqHQiaa7HZamTxpyoRDQLuHNt7olHIksJAu5/MAgfRsEQkEGfjmoNHpYWcDLx5dqYvL6T30NhRA/2ZZxbjybWRXeyksMabDCbO/kLdpP2XXFbNaZdUMTYYRhSFlKy0N8/OggvK37f7n8wsyeG1pHhnpPE+YbwL9JzrwJEFV94LUy7Q+Owzr4Tl4wJpqweufwLqH9TMmfJnwexrdAndcWh85yBKPEGFEowsuEgv+iybOYfrf3nHhGuOBt9gP4Mdg1i9RUiRLeyvqmTYotXkWNQwrkEZnypgG+lj0CNhGzyAMX92yhjxkUO8vEBkxtggdoeZkBBDUYxEFS2MFFRw+Hx0F0KJU8vGl5SkSumeKETRzIzpP2HP3m8kzpiprvrqpH0FQSA/7xp6++5EMDmIqD4sEX2uChicCIIFFfBLFgQB3KZhRmJ5ifcofEoxEtLB+ykCQRAmmByNhygKlI/TS3dmWHFmnHiRSBppvGts/qP+e825cP5/aVvIjhwteP8AoCgy7zyhB+km2xSikRJUVUU0T0OJ6RQHQbTT1ZyDIMRR1enYvb2ERjXevSu7jpi0FEEQUNUwcvBZAEbcmRzMnKZdrypcOfQs+2ucKCJcPfw0b2SlBu+Xy48wLGXTf6CSzKwOTs9+jWe5NKVPXeAAkI8jGCSQbaIuQ19EVFffktLX4ahiyWkvMTCwDoslj8xMPTuWnz+XgUGwlhgZ274CS4FuLG3pm0nuzAFMxnyOBbdb2xEwlzjpNooogV6yFRfthkEypWFIJHn9mUCLA/ARtJWSpRzQVDEG9msFxuNQOTubna9MwvlVSdbkTOaomV/pJjgWw2gSOf2qGjILHfS3+hnsCuDNtVGzIE/TkldVmrb207il712pZb0blM/K5qzPTkWRVfa/3U1fqx9XppXMQgfTlhSkyN0OdPixu82EfDGCo1FKTpLHLYjCu/K+SOMUgCJrcrddW7Vj0QirfqK3z7xS+5kMFhcsufm4L7Hnta3J393ZFcmC1JNBy/ZtiMZiVCVEPPwOby26Kdl2Hs8RGsvEq9rB1849Zxr53puvpATvSqCPDrWJxmIBeWs3WYqL0BFqNHmqFyE4xIjXyAJ3H4piIDPjve/E5OVdgMFgY3j4TfLyP4XNdnRDrurq6+jtuxO3Q2DEOIYjrNf/BAzuJEUylKjlcYk9jKAF7/7BSDp4TyONND7hGO2AloQsnSDCxXeCuyA1y/Q+Q5FlXv7T7wj79UJB0awF04IgYLKfjSIOEo9o2VKjbWVyshYEAwrncsEtn8eba2Lt7zsRZI3CoKqgSBqVZtOSFaiCFpjNZCeGzFH6DFr2pjhwiGulB3jMcDWZDHETd1IQ7qd+98WoqkhfXzUrFrzGOvt5RASddpPTF2AAsPuG8ZfZmClq2tx5uVfgcacGwgAmUwaFhRMf/FlZ01FVgVJTL9G+aoZiN2LK2IwcrKYw5CCX3dhttROuSx3bjSw7yCka4YDfSyzUT3ZCDjIzPpoM3n1eC4LoRJUhaK+AQILXvv+5CcF7YU0G888vY+e6DqTYRMWRo2G8Dvkz/7dzQvvL907k2J8I3Dk2KmZls/SK6uROpaqoREOpRbULLqg42hCA7ibr8FhOqYd7Gu8z4hHY8TAE+uG1I+ptZl2jZd3fJ8iSQk/jOHWVmRNpUieCQ9u3IJpKkKI72DZzPsNurdbBrgY5fWQTh+LLyFCdDCpdbKkVGHvhAIbG57HUno8aCxCuv4+GMpXuTAHJ30WpcjodRwTvM6VSpNBrBGwuaqwtKHIOovj+0LOys88iO3uiBv6RsFiyURQnUxzDDBmNOMJVGNQ4smAiKliJG0yIQETW5gOP2A1oO1K+oVOL954O3tNII40Txzt3kazsqzxTC9w/QPgG+ll753/R06gXGRlt8xFEPZMpCCZE63Vc9u2pvPN0F8PdwQnjbHioB2eGhVgooSYihhAQAInG8mnsqdBNYi5lDcGYi56eKaiKgeLivXy16x+sLnkGGQO5IyFebbsEVdWzsL37ZvL1ub/iLvGbRDFzg3QPQ/1TMKtGTIFhfBYPefSiKCamTLn9yNs7JgwGK5KUQZGpg4byTOSeauSQVhg2UBMhn15crnOPMwoI5FEodrMvlk+3Z5CyoARmcEcDkHg7fS4XJPihAc90CLygNez4K6y4bUIx8WmXVHHaJVWoispwT5DhniA713WcsCLLycLmMrHo4kpqFuTiG4yQXeKclBcriMJHXlCbximKl34EW/408XzeTFj9i/f1pVp3DxAL6spEtYtPnvIkxeO079mJwfo5hqXnef20LyXbTuc1Blq1BX+G4qDR0Y1sENheKbC84QnihzagRv2gymw5R0Q2CPSKPUyVi9hn6GJY1JRwzKqREiWLdqkFVc4gS9iHaFgw6f180DCZSplub6fNnENW3IUbHyNoC6uww4gjBDFF48K7DH3J644m2/1xRTp4TyONf1Z0bIZYAEqXgukIilV4FJ7+BnRtg9rVcG6i0BS0zNOmP+h95372A73NnoMHWPPzHxEL65kRi7MCjJrdtyvLmtTpFQSR9Q8eIhrSJmejRSvWe+yXW1FVLfM6XtNXCr8DQhZBm4PnV12RPD9FbaAqeoitOz5FPK5l0UMhN87i15mxJc4+w1QGinrw+3WqGkAomMmC4Bv8n/NGVEGktWkhPsWES7USjg8REjLx0owoLsBk8nCiMBiKKaeFnlk3kiHtJTzgwWSL4a8tpph2MjImqjAcCbO5hHy5CzVQRXuuQE3fQexeM/GwjwTlHb/NjZBIwwdNeZoCUHgExto1jepl35x0bEEUyCpyklXkpGaBth0dCcQZGwgjGgUe+bleqJdT6mKg/egeFJOhfFY2vsEwDo+Z+avLiUdlcspcKVKHOaXp4DyN9xndO6D+gYnnzU64+i8TzJXeC4KjUV68+y/6CUGgsHbaSY833NWBHHcgWmJsnzYF2aD9fzhVP+f6X6HJr8kuZkhmtmT6AZH6aoHlDSpqRKO97S+GXRXaYrjZ1kUlAgulKl4y7cSAgRXxOgRZptXUSkSZh4iKzV550vf8XuB01iJJDey0WClWrTjVACOCFrxH3QKOAZBl7RngNmg1BSarIVWD9RRAOnhPI41/RtT/BZ7WVVlY/Us4LVEIFPXDfRfokmZb79EcNq/4s3a853HdFbBgtibx+AFBVVXW3XtXSuBePP10BrrmIwhakdecs0soqPLyyH9ogeHhwB2gen4ueeVuFl9SyaYnD6WMbbEZ8I21I5oEdsxcRGzcAuaG+P10dk9LBu4Ao6OFjFS4cIvNLI++xkORybdxO7qnc1XsBdZ7F9Dfrz3AnKqNAcMQsXgdIgrZWZO7sx4PdlsVldFnMKkxRuZNh7hCxChQy35MSHg8x6aAADid1eSPbcUsLdSKVg824K1ZSDg8Lgtl8Wh0KCAwNgZzr4e37tQaN/1ek7Z7l8Y7Vqcpme2++a6VqKqKIqkpvPLDUm0Wh4n+Vh+iQaBpWz8Z+Q4G2nyM9IWYv7rsn9bBNY2PEFE//P1a3YQJNFfoM74PMy6ftNj0ZCHFZf7xs2cJj+gqM2WzFmCxn3ytxEBbC6KpnHj8ADtnnpk8/wX+yOAhnWbnDcboSyzeN9cK7C+CqV0w6lK54xIjqiAgBys4mNXMSn8vJa58ro0ux4CIGSPyaBMdmRKhhLmdx3NsCt8HhcyM6YyNPcmwJY5VNeJUApCYaiIuLUBX1ShByUappZ4vfSWEZe6Fp5y5XFqGJI00/pkQGICHP50auAO8cBt0J7Zp1/37RC3i3Y9C60aIBbVCrcOYceUx9djfK7oONNB36GDyePXXvo0774Jk4O7OtjJjRTE5pS6KaicWdE1frhnNzDm7dIJE6oLzDQjGHGS5n311Oo/76+r/MiV4iIGB8gnjNTYuoS3PSXuhneFhvXBqqqT/3t9fyaDFhS+i349btdFjHUEWNQWpktJUk5F3C693GiYkppDgg5tEEATmsRVVFbFY8o47RmbmNBwEiWaX0JkjII+241btmIN65mnM6E3KnfsGh+DMH4Ixsbjx98DAgYkDv0sIgpASuAO4s224s21YbEZKpmVSVJvBis9MYdZZxaz6fB1X3rYgHbin8eEjNAy/KAZfosjc4oGbt8DXt8Csq97XwF2OKzz3+y2MdP4N0JxsTRY7l373h8e9Njg6Qv1zT9HZsGdC20DbIQRDET3OHkIWbf7xqiPMDu9kdEwrcLeoRhyBMXozBOK+GcRNAj+53sAfPi9zy40GhtwCgioQYRHtuSAPaPRFG2bMiRywNHSQ9hwBt0PTkczJPnl99/cCr1dTfArZLFjjMg5Z9zeIOARI2Ef1RfMwCTGsysApF7hDOnhPI41PPlRVC7yf/gb8ahocfHHyfs/eCi/eDpvvnrz98S/DAxdDWJMxxOr5QCkzqqLwyp90p8DpK1YRj9dwaLuuOHLB12YlixFXXDuF4qkZSW3xhRdVkF+hUVMMRpG555Qmr5t5VjH+wSYEMYdRW4wRuy6bdnHP6/QLWUQiE7fCg8FM9lkraPbkEgho1wiqwCKpmkxFezCqqkiDrZzouODdGxXoc0vYXVZUVcTjPrkCtNy8uQAs443kObsaYAXrkWU3gnD8KT0nZxYA5koTQ143amgQj2SCkBmrqj3oJMFMxKwFJoGhQTDboVrXtmfvEyd1/2mk8ZFgx9/goSvh+R9A8wb9fP2D8MsK+O9qOPB86jWhYbjnnNRzZ/0Qcj6YjPLGxw/QtOlOULVdKEE0c+n3b8doNh/zurDfx8O3f4cND/yJf/z0B+x5NVW+t3NfA4JoobNAd8ydxh58Pn0xnKd4UYND9HkhbNN2FFVBYEOBhbBVm1PkSCGlVUtpzRWQeiY6Bcu9uzlYJFDh0nYoMjKmTOjzYcDp1D4fv8WJNSZhl/TgPWQXQdB2MQZiiQLj4AdrivlBIU2bSSONTzK2PaAZI002QWVUwKp/hcduBFXR+O1d2/T22vPhgv+C3y/RuPG+Lj0DBTD7MxONlt5HdDTsYaizHQDRYOLg9lKadzUl2wuqPWQWOPQ/J9/BJd+aiywrxCPyBHObeavLMFkNGAwCdacX8o+f/hlBLKO7XC+2nUoDzmCctgE9E18m5+BULew1aoo0Q6OFRBw6naZAycCMkQLFmyzgGpEyCQZ1Trs3GGPMI+LJkUEtwmA4ORWGzIxpqCqcLrxOs1pDjzKPq8X/xY0PRag5/gCA3V6KqopU2w/RJBQz7BzBFYwQtdrJYISeRNVqwGkg0w/B0SFUVUWYeaWm7Q+aJOhZx88IppHGR46OLfBkghLY9DK88wc49+cw1qn9fhh/+wxc9CvNMCkegb9erRswAWRWafSxDwDBsSj1a+9GVfQC7/O+ejOlMyaqUR2Jva+twz+oz++vPXQvtYuXYrbZiYZCDLQNIVpGaZymJwzqpAbGRnVZ2TzFSyi6l7jJytSKpXS33AfGQMrrxOJ1fHXmLH7dYaZbOkBlaBAxkfSQR9sZijQRttuoc3YiyzZMpvevDuBEYDZnoigOQmYnpmgER1ynOwVtFgTRjioHGYkllKNO0eA9nXlPI41PIlQV/nE9PPPNySenqRfBl9fDjCtg6STFh6VL4Kr7wFsKVz0AwiTbw1POn3jufUTjJj27LBjrEA26+ZE728rK66dNut1pMIgTAnfQvBBmryxhxopiZDlOb1MjoDBYqj/EZkUaaMnIZnTcg22+VEmZkps8Hhgop6NDfxCWKtoDLFfRg/WRkUJCMS3AF1UBt99PwGUhL3MYk/nkC7kMBhuylIGIwhf4E18e+jVVaAGGxVLyrsYQRROQSwXNSL5iGkoFXP4xQMSj6GZH4QwFEFBkSZPnrF2t6VkDDDZC5MNRkkkjjZNGaBie+MrE8y/dnhq4A6DC2m9rikqv/xd0btabzvgefLMeLE4+CNQ/vxk5pi8UcssrqVt+fGlEgMZ3NqYcR/w+tr+gLbK7DuwFMYuAcYSuDM0t1aDGmRerZ2xMn+PyFQ/9Qg9CPIsfzykjFkzNmquqiDNzJUsyXFhiXvYXqUR3P4KqyKjxMJEdf2FXhYBJ8lBs7AY1l48WhagGO2I8hC0WTZ4NWq0IgpbwGTtcz5QO3tNII42PDVrfhH1PTzw/8yr43iG45mE9a372v8Elv4OqVZpV9/Jb4bo1YEpMbjVnw6W/B8O47dtLfqdJRL5H+IcH6Wk6gHpEpX88GuHg5reTxwaT/jApqcvkMz9ZjDdPyxArikw8MlHma7i7k4dv/w5/vPkL7F7/Ukpbb1MjqupAVYbpzRy3nRw+yICcw+GpMUdxk6k6yVe8uBTt/ZAkC9Go/hAvU7KJd72d1EsHCAR0zeds1Y3oH2DE4STPNIj9PaowCKLOr8/IaEn+7nK/++18i6WMSppBKmBvqYB9dAhBFXDLuvpLyAMk9Or9gwPa9yF3nOpFz46T/yPSSOODRjSgFd4PHzp2P2ceeMYtfJ+8SXNHPYxF/w/OOjFZ1xOBbzDMjpd0qovZ5uLyH/4U4YhaoqHODnatewHfQH/yXDwSoa/5IEdi17oXUVWVjr27EQ159Ht0/4UyWrEIESIRLfNsVEWyVTed5j5iSgFLMpxgWYKq6okRKTCVc2fPpNRqJi7lsr9YQOrZQfDlfyH48o9QRtvYXiUwKhWSzQAm09GNlD4MWMwlWKwGkIJYY3rmPWBxJOWFg1IiIRU4NYP3NG0mjTQ+bujbC2u+CFIEcqZqFtrzbwBPsdbevAHW/0x7KOXPhAv+G3KO4Be++evU4889dfRgWxA07vqx+Ouzr9GC+7EOKJz7rpVGjgZVVXnr0Yd55/FHUFWF6SvOZvXXvpVsr3/uaUJjiSywYEUwagF2YY2X1V+ZkbSAH+vv5R8//SHBkRHO/NyXmLv64uQYG+7/YyK7Di/dfSeRgJ+Fn9LkIJu2bEIw5CLLA3TbipPXZFi7aG5ZmjwulbOxTssk1u5nQbiSDebUQt4cxY0zqhCofxhn5lTMZiMxQUrpU6RkIgV3MGp1k80gXu9744LabJXEYlphmtEYT57Pzp75rsdwOauJDr+DlJXFqNUAe/pxq3U44yFIrNFCTiOC6ECVQ4z0dpNXWa199r27tQ5d9VBxcoW3aaTxgWCsU5NvNNngvvNhQDc64rI/QslCLaD394DRBmf9Cyz6shbo3zEb4kd4Q1ScoWm4f4AFjZue3k8suDt5fP7N38HhzUjps3v9S7z8x9+iqgoWu4PP/Pt/k1VcSuvOehRZBtGFI3MFUkwlFtiIb6CPvuaDdOzdjWA6jcGMxuRYJbTT1joreVyu5CJE/Bzy+rDaihEFgfOXrebZF5qxZL+AEs0jaL6M4uFuHnhgAyGxiP0l2vyjhkcAUNCkJGNKBkZk7I7yD+z9ejew24spsO8lqgawhHWlnoDJhYqWkIhIiYRROvOeRhppnBTkOGy5B179T7hjDvxhqWZDP9IKjS9oW7j3XwS+Hnjsy/CXSzVb7vAwtLwGD14CY+O46I0vQfM6/fjG9e9LlhxnDhTNO6EH2Vh/Lzteeo7B9taU8227d7Dpsb+jqlpGaO9rr3DgbY0moygyO15cm+xrtC1DEERmrijislvnYbZqOYfOfXv48zduxD84gCJLrL/vbg5ufguAwfZWWnfWp7zmG399gKHOdmRJouG1dQhiLgMuhXjCBTBDHUKOWFKy5uVKDoENayDeSpWST6ms67rbVDOrYjOJd20DOYbS30CtnGpWJaoCU6UihugjLrnJZJDs96jCkJM9OQ82O+vdB++ZWdMRAFeNRMiRRTzcj1u144jpkpx+hz25xTzcpfH9KZynD9I9sWgtjTQ+EshxePJm+PV0+GUZ/CwXenfp7ef+HGZfDZmVcNNbcOV9Gg1m2Te1QN+ZAxf/5ohBBU1C931UlJkM7bvfBLTssN2bR9X8+Snt8UiE9fffnZwro6Egr9zze1RVZevaJwAzFtc1yHItgmEKZtdVgJld619koG0IgTjDRXpxaqHSxcBAwg9ChelSCfJIC02FUJY1jba2Ns7JsBEsuBT/gX8jMPpd4hW1+N5+HL//dYxCFl1Z8M4U/TmwcbqA3y5gt2rzo/cjkok8DLe7girrKEHRjz2i7+r6De6k63ZMTiQ+TtHgPZ15TyONjwpRPzS+CC/+CwT6jt13pAV+NXXyNn8PvPyvcOW9WgZp7bf1tlnXQPH8ya/7AKEqCuvuvYudrzyfNL+YsvQMLvzm95DiMdbfe9eEa9bd8wdK6mbSuW8PgZGEoo1gw2DW+OVzxqnFqIrCi3fdMWGMLU89Rs2ipWxd++TEe1IVXv/r/cxb/SkiwQBGu4uBQl0RpoJmGg8sSx5XyrlkqE6CBzYTPfAOjhU/ZEW8ji1qMwYE5kgV2DAT6tgEgNTfwOyyGzho6CUqaA+GarkAuyyyw9xHVCrHThi3q/wE381UFBcvo6s79ZyimLBaCye/YBJ43Fr2v8bRRE+kkE7LAbyqHXtE35L323SX1ZGexOKwcK4+SM/Ok/sD0kjj/YS/V9upbNs4eXtuHZz2Nf3Ynqnpsx+JWZ8GdxGs+YJmUnfezyGv7l3fhiIrBEaiODMsiAY9Lxoci7JlbQtDXQHKZ2Uz55xSDIl2RVbw9+u7AwsuumQCXaZ52ztI0WjKuc6GPbz59wfpbtyHwTwTQXQl2wTRhcE8ld3rXkQ01aBIfXTm6gmDvMAgETSKX61cQI7qJjLURNMSgbKeKPfV30tmVjbnr7iQZwu0LPU5vjbmz1mLyRRj7qCXLUGR/70M8kfAHoW2XDDKRmqztLk+J+ejkYk8jIyMKiqsA4yYPLiCOoXHL7pREosxWYmgqCCGh0GWwHBqhcOn1t2mkcYnBeFRuGu55lg5KQRYeKNWPHXkVi5oW74rb9csuwH2PAbzboADz4EvkSW1Z8F5//GB3P7xcODtN9j58nOp5956nRlnnk3foSY9GByHsN/HX35wC4HhoeQ5g6kSQTCQU+rCna0rvOze8BKjvT0TxuhpOsCh+i3sfU3nkK784ldZf9/doKoc2raZkW79tQeL9KKtEqmDWExXr6mVC1ECfSgjLYCKNHgAS/YUTpf0RZQSHEAe1grNpP4GnKqR1bE57Da2YVaNLJJqkHp30u2JIpldyLIdg+HkDVcAHI4qVNWKIOg8f1EsPCGt4sO8+2oaaQxV05y1neq4AWtEp+H4LR4QtMLfZOY9e1xGbbT9lHzopfExgxTVqFixIJQthYQDKJ3b4IUfgCLBrKs1Wt+RBaPxsGagNF4lazyqz4HV//nuvSjKl8G3GzTK4gkUp6qqyvN376F1lyZje/3PluDOtuEbCvO3nz5BcOg1UCU6981g96sLufYnp2G2Gdn4+EEUqTc5Ts2iieZtO156dtLX3PzkowCI5hpUVUWV+xBERyJ4n4Ic24VoyMZvHGTAps1zRjWOrdvI4ZljlqwVsXaHdmAwmlmWu5a66l309VXyTfUM/r+l02kJhGh+4ceY3NruwOKMXWwbKkSxd9E7TmxM8JeyoEyj/7hcx3d6/iDhdJaTYfaz3xTEEnPiUP0EBReqIBK2WLGGAVQCkg23KQyhIXAd3yPj44Q0bSaNNE4G2x/WJBSf/oamaDAesRDsf+qoDO8AACAASURBVPbYmck3/ufogXtuHXyvCS78H/jmdi0IPxJX/FlzuRyXUeHBT8E74zLa5/4cHJNc+wEjHonw6l/umbTtsf/4MW/+/cHk8ZRl17D06luTx+MDdwDRrAXKM1bo2ZO+Q0288uffJ4/nrr6YnNLy5PETv/xp8vfiuhnMPe8i6k4/M3lupKcLBCcoY/Rl69nqLJ+unuJWbBQoGcRaXoOEXVGscaI+fqxZWyTsqBAgHkQePkSO6mZlfCanS9MwY0Tq201PpoAxw42qvndpTUEQ8XoXpJzLzz8xx1aTyY2quqmkiZChgNZcAUcogjWs8/XHTF6ERH5nuLsTVVE0vXdnYsGjyvpCMY00Tgb7noH/KIQ/r9Lmr/+bByNtsOkPmsZ652bortdM5B64ONXC/q3/g5/npwbuZ/0IvrVHm/uufQQ+uwayq0/sngzGEw7cn/7NczRuvIvI6B+Ih9/kwR+9hRSTefXh3QT6n0CVulDlPqTQOkY6H+Odp5tQFZUDG3dzmDJjMDrw5KYGkCHfGF37GwADJvtZ5FTfhtk5rs5EsCAaS5DCG4j5/0p07M9I0T0IxgLAAIZ8uovlZPcKmhkb1Kh9xXIWXtWB7Otmf8YA5piHGuc+BEElP7+ZxoNrKbKayRsZICdLL4wvM7QRik50co4oJUwV9iVkIj0T2j9MWCy5CMCYKYRFcuBhLNkWGvfRDsUPa733c6ohnTJJI40TQec2jWMeS6hy9DdA9w748gaNC974okZhOawPfMnvUgtBVRXW/VR78IzHqh9rqgd1l4BF3wLFlQeffxY2/0nLdJYvg8U3gSnhdnnh/8J9qyfeZ/lyrcj0I8DGRx8mmKS9CCy54hreXvO3Cf2srjxa9+bT1qBSNvsi2nbqPHfRYMRgXY3BVIY728q0pTqXfNtzT2mBJGD3eFl61XUcqt/M87/71YTXmLXqajY/cwhv4VmAbs4iGnORlAG6HbrxkGc4ShjIVlxcGJuHKMvE299md5lA8aBKRv9epMFGjInsc7z9LeKHXgXg3nNF/vVvMoVdWzBmpQYL8uABxhYIeAtEDIb3J7tTWHAhY2NvJo8L8i8+Ru/JYTQWY5cbEHIz6FMF7B2+FJdVn+hJbjFLsSj+4UHc2bmQUQ6BRLZwuEU7TiONY2HP49oc5uuEogVahn3XP6BzS2q/0Xa4Y9bkY3TXw5Y/awWmrRv1XcfDOPNfYMX3tN+Xfn3i9R8QGrd00vTOvaBq1BY5shk5uo8/3OxDCr2SNF06DCV+kPrnHsPqvBb/kC5HWTF33oTds859icJ02+kYLHPxD8URTQsw2kSk8KsYzDNQ5X7k6GHlJxUptA7RWILBPB1BsNJbqs+dFZE2FMWEoMIySaPOST31NBUJRJRczOgJpXj8NcLh79Da+gYWi/43GFAQSK3tUVUBi6UGC8+jCO9NTev9gCiaUBQ3o9YYlaoZl+KHROlCxK3PcSOxDCrsnack7z0dvKeRxrHQuwc6NkGgX+Olb7t/kj674OErNe7leHUDgGdu0bZ9592gBfeb/5SqBFO1Cq579NhFUbnTNPOQyVC2RJN1fOQGnV5TcppWkPUhWT77Bgd48+8Psu+NDRPallxxDYsv/wyCIPLWow+ntMnqMgwJR9DethqmnfEp9r+5FrPNjs17PpGQJt9WsyAv+VBr37Mr5XXO/so3ad8XIByq5LQrbmDTYw8k28rnfZrX/zGGFNcUEbLKr2SodQ0AVmctHcJ+YoliVa86gjLkRFDh3NhsTBiJd78D8SBvThfJ9Atc/YZC+O07ca3+IghRIvX3A9CSB72ZArvLBXL2bsRUvgKDW8vox1peRQ0NEXI6qLG3Y7G8e176sZCffwmDQxsYGdlETs65ZGQsOeExnM5qxsYayCz24Qs4sY0NokTNuNQx/IIHRTAQslqwJfbYh7s6teA9s0L7nwCtqDqNNI6Ffc9oPPLDGG3XTL7eDQxmzWNCSgSPz30Xtt6rJU3G44zvw4rvvz/3e4LYuvb1ZOCehOon5pt89xFAimzirTVOlJj+d8y/4MIJ/Tob9iAYsjFY5qacN1rnIUd3YLDMRopsYk/tHLbMWU7OUC9nvv0CnugOTI6zkaJ76MgpT15XFOgD3OSqHlyqDSUaIN68noMLBcKmnJTXyM5uo7FxNyMjm8jKTmkiz+NhUHIgGrVnTnxkMYurtOy22Vx21L/7w4QgZBGwRLDGRJxKQA/enaAdyIzGDxs1DR5llI8v0sF7Gp88qKpWvOQu1NQFjoQch6Fmrc14FOvprnp4/rZUo45j4dDEwBXQAvdnboHBgzD9stRsUclp8OkH3ruaQc05cOt+GG7WOMlmx/GveZ/Q8Pp61t17F7FwaEKbN7+Ktn1V7LzlNVC9OLy5BEf7EQQRk+NMRFN5sq8gCPR3TOfG315D+94RXvtrMwAmi4G607WAt33PLh79ma63nFs5l01PSvgGtQegJ7eYy277N7aufRxXTiWtu0tQFAVF6gbBQshXyrJrbsGVZWDLszKD7o7kWGVKC9GogwzViR0LqiIR3f8MigDbqgU8Ibj6DUCO4X82tdh2zenaAmR3ucDKXTHCb/4PhqolqIOdyAP7CVhh1JrF6WIbTud578v7LooWZs080mTmxJCVOZ2xsaeZ5tzHW+Z81GA/JqkKLyP40ba9gy4RW0Kxc7i7k/LZ81Iz7eng/Z8XsgSDBzTVoYozNEO3I3HoVfjHMSRoQTOEW34rvPqLidz1ryUWifeco/GSYWLgft0abQ78CBDyxRhoqT9uv7ozzuO8m77G/bfeykh3E1qG/OVke8mMORTXzZhwXUfDbgzmWYCAFNmCKg8jmqdhMJWSXfllfAMBetw+XjjzK6iiyGBmHl35pdzw2AN4VJUovXQ59CL87GEfftwUKhp9T+rYREQJ0JZnIN+c+hwyGCSam18EQZeZFHCiEuCcgs3cs+krGG1NyOEyYnnlrHT+AgCX6905PX/QMBhyCVgHsIYUnFIYEqUUIYeg+VeoAfxS4ll5Cmbe05z3ND5ZGGyC38yC+y+EO+fCv3m0bLeqQnhEo7z8ezb8fjH8bpGWBToSB1/R+ZZHw9k/hR8Pw/zPT96+4jYYT594+7car1NOZGjyZ8INT6dSZN4LrG5NCeRDDNy7G/fx/O9/PWngbvfmEg6vYrg7hCKpKLIFSbiWT33395xxw52IpjmAFpwfRnA0ykt/buTtx1uT5+atLsOdbWPny8+z5mc/SnJejSYz9oyL8A3qRZtj/WHa9jr49I//A2/+mchyhJj/UWL+vxPzPYQc72NssACbeya+gTYGivSt34JYLyCQrWqfR+zAc6jBfvYXg88h0JEj0DCJgaksaHz3aP857C3TdgfUWABp38vIA/sAlYZSgVgsj3x68Hg++i3lw8jK0njyZUIbUjSPQXEQh2rDo4zjh3r0LeZk0Wo6eP/kYjynPOqHv1ymzaH/U6slPADiEU2y9mc5mqztUzdr9T8dR8yXB17Q5tvx8JbqZm8mB6z8V40WWHOO5vh88xYomK3Nj9c/AVlV2s9X39ToNkdi8U0fWeAOsHNdI3JMN4G6/pd3Uj4nVd3LnVPE2V/+CqJo4NLbbsNgsh05DPMvmEh7G+ntZrC9FYO5GjlajxR+Azm2l3jgcRSpC/+QjBTdzt6aGajjCnJ9rgwOVJSjyj10ZQZQEu7YxWobsRFNXatIzkAJjxI9sJbnFwjIoshcl7ZDabXqdVRjvq243boSWl7+tQAsNG/BPTWHiGkVsdwplFf4KEFLhmRlfrRKM4dhNucRtDiwxCTskk77Cdk0/wqAoJT4Lp6CwXs6857GqYvQMDQ8Bc5cjdbi64J37oboEbbtz31X+zkSIy0a3eRLL2kKB7EgPPtd2PV3UJWJ/QFypsH5/6nrpl/0G+2h8uovtAz6sltg2qe0ezr92/DYjbB/beoYZpdGazFa3us78JFi+wtrUx/2CUxbfh6HdtcgiKm7GgIiL93TlHJuxWdqMVmNPH+XplLQ16J/dhaHkVlnFrPt2ad49cE/pVy36IqvUv9iEFUJI8f2gmDBYJ5Cw8YeCmsz2PdWD1J4I4p0OLsuI0XeomlbHk3b+lGkFnqy9K3ovMAw4CRLcSH5DhE7oH1mb8wQsY7WIZoHeGJJH3Udqd+L3eUCklEkNrKMiPdNWnP9lB9R+7S7TCAQz8fBRrIyPx5ZKQCnsw5VNVMkdCFLC+my7sGumjWX1cSaKugW0VJWcYa6EgvddPD+yYGiwJv/q5m+gVZ3U7xQc2iOjOr9An1aMemcz2rZ8SPpgbEA/PXTmnuzHIXda+C576X2WfJ1TX7xWMiphf/3+sTz7kL44gvaXBoe0ag0roKPNHDvb/Ox+anHAU2hyZlZSE5ZBatv+haP/+In9LceonLeQs6/+VZMZm2uz8wv4Mrbf8IjP/0XVFVBEExMW34+lfMmFpzvfXUdgpgFgh0pshVZNKACRkUmHlqH2fVZIkoz+6Z9acK1rXW1zD34Bn3zdApLtdRENOrEqIrkqB6iu+5CiYd4cb4BRySb+c69qKpIRcWX2LfvOwCUlu5JXq+qLkpLLqe3948Ykbnd83PaFqzBIggUN+qfdXb2xB2EjwI2ayGqsQdjPIotptOagjYrgmhHlSEsJULgU9BlNR28p3HqoX8/PPudo+v6ngi66zWpsbnXwyPXT2yfehGcdhNkVMBgo7Y9PJ7mIggw73qtKFVVUyXJTDZNFeYvl8P/z955x0lVnX38e+/0bbO9F5bOwtKRJl3FLkawoya+GlPf16gxmpiiMYkmsaZoTGyxK4qoqCCC9N7ZZVlYtrK9TW/3nvePszuzwy6KERUiv89nPuI95565Ozt77+88z+/5PdWyeRDxWTLNm3rykLj/BH6Ph4rtkWKzK371B1AV0vsN4PXf70RRItH4GVcPYf2igwT9WtQasYkWBoxNx2iW0piStdHm5WPOzifgc7D25YiO3Z6ewdk3/5SPX2hGC5YRdC8N601D3vWY4y7lo2dA6D40f3R6XQ8eRgtWohrzCAYPUBdzcXgsud2FlzhS9Xj826WTjc8E64YptNbPwGCtZVf/JawbpjC1VITHH7pURXMUoRXY0RwjWTt8A/2aogn+3n4KSigFBYiN7UNa8DVBVY2o6kBiRAkmaxpVCR3kChPxwY5wl1V3nEl2WdU7aDx0EF3TUJN6OE20H+578dM4seishT2vw+DzIL1Hv4eQXzpbmWOhcEakkF3XZDFo4z5kJ55vSX/zqDXr4OGjfMxdjb2DDT2x84Vjj3nb4d6kvscmfk8W5X8RGExSevg1w+MI4PcEWfrERkLeSKOyaVdfg6IoxCYmsfCBx455fu6wEVz+y9/RVFXB8BlzsMT0zpbqusa+Tz5CNeWhBw/TlmDl5Xk/ImCyMOhwCXPWvovBv42K3HQ8ZmmfoggN0RVlr0gdhFdZRF12xJlG6t1jyNSTUDWNUFMJy8cqtCYoKI6BJKkr0EJppKfNoaTEiHJUp+hE+2RiYwvRdQOqqpFiaWayxY2u6xy0tHVdt4GYmD5SlF8DYmNzMZh3oYZ8WP0RC1yX1QZIu97wI+l05P00TuMz0FYBy+4BxxG46FHI6uEs0FQqm234nbLAc8KN0Q8cvxO2PSejRCFv77W7YbVLqzCDGd66ue85MSkRDWX5MvnqiYKpcPHjMmXbDXsOx4Si9F0garJJeUx5l76x35lS4nKKY9fypWG5jCUujTWL3KiqQkvN+qh5484tYMT0HFSDwsp/7w8fN1kNzFo4FGOXznL6FYNRDQqVu1swmg3kDUtm9Jx8Nr71MqGgtFJLzsnjil//gb2ftOLucBN0L4suFBNugp4PMMcvJOTbBAQIGE10xieR3NmKQdfQAqUgNFqSEsKdVZNFC0qnBQQkBRQCHZUArBmhoBtNpAmVoCODYIaBxy6Bj0cJEt2wZZCCz6IgaqYQnJ6Ma91Ilo/eyLnbILUrgXAgGzoSTMSYEtA0G0bj8VvQfRVITp5Ea2sJ1kwrbdUKgwIascHI35YrxgZqKugdBP0+Gg4dIHvQUNlnIOQFX6ckbbZjkLbT+OLY/FQkc/jRr2XmI2uUdPrp2UXUng+XPSXvk8vuiY6Ov3cbfOsp2YgoFJC+6u/+3xe7rjN/ImUvy34OG//W9xxbElz7puzMfIrD3eln+T/XUb1vP2Ai5F1Fd9Q9KSuPYVOnHfdauUUj+tS4d6Nq905cba2YYqegBfayZsrZeGzy3lE6aBTmoI9zVr9DfUHEaexiFrNLjKFS6U9IMXGwcAjV8ZGNdmqLGz8xZOtJ0gHLGuDfs+X9V4mRQQWDMRujMY6kpJl0dHxETxQWXomqGtG0VFRVSmmamnZFJV91PQ1F+XI70h4vEhIKiI0NoWkeLL5I4MhtjgdVbnIDetfx0+T9NE7jKGhBqN0qrRPXPy4LnLrx5DRpjTjpB7DuUSjr0Yxi5W/lK2+ijBo1l/bt9HI0hl8K5z0oZSsgH1Yf/Czifz7vCRh9lYxMvXsrbH+u9xqF0+H6d/7jH7kXDCYYev6JW+8EQeg6rXU1JGZkYTRHS1xc7W1se28xiqJQPGcuSZnRLik9o+6aPpq2ut6NpKxxJiZeIjXeQydncXhXC5W7W7DGmVhw13gSUiLaT4NJZcZVQ5hx1ZDI9QlB2fpICn3KgqvRNSu7Pq5FCxwA0fs9hdYiI+z+3QSNJl6adzPNqVkkdbRw+bvPkOAqQ2jNNA6LRMALRQVerx27iEFtkBsMjxnemKridQ/BO3gQVocTrWkuloz32VMY2aTpviwSFStus4EYowXNZOT+K+C772tYA/C3Cw0Ifw5pmU7gi3u8n2jk5c6ktfVpMtKa8cWYsXmDxPojdQROWxyqMQ8tJOVO25YuIfv/hkkC2U0O2ytPk/fPC79LyvwSCyLR8p7wdcLyX8G2Z3qPtVf2LVfqrIanP6Ug+s2b5H1v54tQuab3+JQfyyL+oEfKEK0JUgKYOgg6auCjX8HBFVJOM+12mHOPPG/mXTIYU3JUV+PcCXDVKxCb2vu9TjH43EFevOd5nI1v9zk+/Zrre3VG/U+hhYKseVH+3hU1meZYJ+X9ozMkJUNGc8aOtVTlRYJLEzt3YY31U2mS99ylsy8Pj6WIZkSLjDZn6omEGtbx5mSVgElB0Y0UpsrvYEyMJPv5efOjyLvRmEJSkix8NZkKAEneG5t2YjZZ6TINw2jIPSGfwYmA3V5Ajs1DUDgxeyISVacxAYXuLqt+hADltNvMaXzjoevQUQWHPobVfwLnkU+fX/K2fB0LNZvk61i4cbksbtKC4Gnp7S6jKHDeA/LVE6oBLn4MBsyCxT+I2Cxmj5ER9/9ytDccYfmTj1NTsofYxCS+88iTmG3y5h4KBFj0u1/SUl0JwN6Vy7nuwceJS5YNLRzNTdSXRzZhBlPvIkxFVVhw1/iwxaOqKpx/SzG1B9pJyoghLqkPwnIUmg4fCndiNVlt9B93BhverMLv8aP5pSvFgcIilk26CHMwwJzNSxlQXUbQvRgBfDBzAc2psii1PTGV9+bM54olT6NqLewaNj/8PvnuOoRQSRXxaC1y3Venq7THK4iKCXiHJ+NNSyJuuYaetBnVHGkkFewYy5FRw3hoSB63NbcRVz+YutRSfrkwcmvV6ooZEFOBQTn5OvjZ7SMRQqHAVEOr2Ya1I0CML5LNcFjsqEYT3XGrim2bCfp9mJILo8l79phea3+j4GmTMr78yZKstldKb/OWcilryRopo9RZI6X97GsLwVkvtdsJ2VK7ffZ9Mmr+zHknRo5ksEQK5Lux+Jbe8/KnwA3vfrrrVWIezH9a3t8DTpnd7IY1QbpmtVXAintlZH/YRbLPxFdkV/tlY9WLu3A2fdDn2IyFNzJwwqQT9l7vPfZHmqsrUQyp6KFqtk6ajFCiNwZBg4VF5y+kLUYGqSzCx5jGAyQmdfJq+tW91pwaXEMgEItBqKSIeJzNe1h9ifzdBHyFTIqT971EuwyepKbOISfnGo4ceR0hAvQv/D6qKu9pyUnDaWuXxclOZxlGo4VEWQdLbNznbIj1JcJmS6PQ0o7DkILNHQkUOdUERLdXi/Dh1WOIcTdL2esp9H09Td5P4/ix/nH5GjAHzr4X4nr4wmpB2P681KJ/2UgvklryjB5V7SbbfyZHGX6ptGwM+aR/9TcAFdu3sOSh36EFZcrX3dHOUz+8kWt//zD29Ey2v78kTNwBvE4Hb9x/DwvuuZ8YeyIfPvEouib1kIohI1y53w2DUeWiH4+KiqyDJPR5Q48/+rxp8Wvhf/cbfSYfP1/Owa1NaIF9CK2FxtQslpx9BUI14AUWn3s1Cxf9nfTWBqry+rN/4Kio9WqzCtk/sJisxlrqY2WEyCz8DG6oppMCWazafICSPHh/vIIasIOlgAvSEyl3+2lIVvE3nYc150UURRB0FJPRmI82I5VLM5J4pTCXXQeKsCRE5Ap6IIk4Rz7Zyl6s1q+3ZXhfMBrjUZQscqim1pyAzePB0qPLqsNkR1E9KGoyQm8jFPCz5+PljO1ZtNr2Dda9V22Q0fGSt+U9RDVJAqAFoudVroGnz+l9vtCgs0Z6l299+tPfa8j5ULU+upA0ub+MfK9/PFpCY4qFb78HGcXw0gIZTOkLo6+Vjd6O165WVaOJe08k94cFzx7fOqcIhBBsfLuC/Wvf6+XlnjusmDPmzafwKHeZL4It77xJ+SYpPVSNBfhFIyWFEd361eJZXlJuAKAtKT18fAxbaRscxE4tU8UnrFNmhMeMIsioxjKaGSbdtJxNbMlpw22Tv3NdKWac8hIAaWlSyqMoKkOH3MvAAXcQCjmxWiOZ18yssbS1y8yAQW1EISJJyc05cZuYLwpVNZFhdNBqcmH2DiBGuPEosWiKEZ/NgLnr19keTCbGUCuzXbbEr/eiPwdOk/fTODZCfvkwUlVpn9jtUb7rJfnKGi21l34nHFohv/yfhf6zJPFvr5QSmsq1UL1RPvhAplmHnAeNJbJT6cGu1F1MqnQqKJgqo0AnEglZnz3nFIauabg72jlyoJSKbZs5sHl9mLh3w+dy8sZv72HeT+9h8+LXe63RWlvNE99dyEU/uYvqvbu6jiqYYmYBMP3KwRTPzMXnkuta40yffV26xvrXXqKmZA/TrrqO3GERDWhzdWX4IQZm2ptG4yprQgg/Ie9GAkYz752zANGDdOiqgSVzr+T61/7KnrF92MoBB8cOx1EeuUEXsSdsn5YSMCE8zfzrKgMoCt6OiTiL8lmQkYyO4DutLmLXqrjLf4HQTSDM1I2N5ZrEWCoPH2ZKUix7QwMIuftjjK1ACAV/0wVohblkU0tc7OzP/Ey+DsTEjCDHsx6XoRizx4nJEyl+cxkSCHIQg2U4Ia+UWmx5+3VGXz854jP83+g442qSjlPxmb3Hdr4Ei7/X93l6sO/j/ykUg4x4D54rAxTHwsjLZXFqzWZJQLLHRFyBFr4lbRtfviIy3xQL170NeRNO7PWepAgFNPZvPEJHg48BY9PIGij/5t0dfjYtqSDgCzHhgkJScqJrUkrX17P5rVfQ/BGZ4MAJk5k4bwGZAwef0Gus3LWd1S9GZFJGazGH47cTUuW9NFvUcrXYyG7GsFeJBCZUoXEJkaZX8/TX2ahOQVPkebNZjrtBPuPSdTta6wE2DemytdUsDEhJQ0UW2R/t0W40xmM0RtsZJ8RHCqbj4ltR1Qh5T0vr7ZrzdcKsmOkwu7AIGwl04kEGmnwJAnPXHrgjaCfHWiutUHNP3Ebsy8Zp8n4a0Wg9JKM0pUvgcB+WXT1Rv1O+Pg3Tbpetqo/WxHYXqk6/AwIeWfTWsyA0owiuXSQ9hWs2Qe74r9TD/L8Fa1/5N5veevWY4ym5+bTWSgvAjsZ6nr3t++GxpKwc+o87g23vvhU+9s5Dvw//22AejmrMJjk7NtxI6XhIO0ji/s5Df+Dglg0ALH38z/zP4/9ENUgyvufjD8Nz0/rPw9muIYSG5tsOwsXuoim0JqT3Wrc9IZW1o2dTnhHRiP5U3MeDitTnliUNp+yMSMZmTGg7Xq/MICV2dFKZBjXpCpovE7N7NIkpNmanxGNWVUamxbN3bAamHa0YjQG8w+LRsxIIblrD84fL8eYU0DlgMOa938Zgq0IPJhMTMGOYaMCOg8TEky/yDpCZORlPxTJ8ShJ6sJNQIJFEOmhHyqSclgAp6hg0/zaE7sHV3kZ1m4F+3QucCuRd12WUWzXKqHjNZhktr90CxfNhyo9k2rxsKay4LyIJMpglie8/S8ryjuz49PfpCYMFRl0hM5JHQzHAdz6U97lNT0i5SU8k5ktv82NFuftCxvDobGRPDDkXft4gbR4VVerRDcf3t3qqo3Z/G4v+8AAh7z4Atn84jzk3nEdjpYN9q0vQfFsQ6BzaPp45N0xj6CRJdI8c7GDF068T8m0Ir5U5cCgX3fqz8H3qREELhfj4mSfD1ruKMRchDNTmp4TnFIm9jF6/nyvOeJu95gh5P4sPyAw0UHpoGnFxreTmlnAnv2W9OJNsjjCpYzMlHmmpmaHb0VrXsH+qJO+uzpu4sGAJAELEYTZ/dn1CTEw/IBZwYzJFMkxCJGOxnFzSQEWJp9PsJV+YiddcNHQxXp89SAIKIOjs7rLacuA0eT+NUwyth2Sk6eBHsPZh+ZD7IsgolnrytCHHR7jNMfLVF0xW6D+j77HT+FTsWbnsmMQ9MSOLi2//OWn5/dj3yQo++NvDUeOKqpI38lv4vNlkDTpIffmeo1ZQMVjljW7krFwMxr6LtRwtTZRtWEtKbh6FoyMa+IrtW8PEHcDZ2syGRa8w9fJrCAb8HNjYbQNqwuvOJeTbIR+iwofPbGXrmEjXwPniZRwksEyR7cW3jo+4PvQTFVxZtobVA9ex0Rg5B2QR15CmKipJJ163Yuo4QkWmghKw46m6yVnSvgAAIABJREFUhcDYbBbYrZTs3k1OTg6XZyWz2+XFPycbP4CikKYIEuq3k1lQgS9wAFP6CHS7DToGgknQNi2TM1UZsU5KOjnJe2rKBCoqIGCIw600ovhzSaItQt6tAVJDRlTTEDS/JK81De4IeT+ZZTP1u6UTSum7siGaoshC0ag5O6M7H/dEt/zl4PK+x7sx9nqY8ysZea9cK++pQy+AzBGyhqZpP3zygOy4POpKafnYXeA47TbIGQeHVkL2aKlBj/8SSJDJJt2uvkHwOAIs+v0DhHz7wseCrsWseCYIQiPo+QiQMjFfYD/L/xkiIeV8YhLMvP3n1wi4IkWbuUUjueT2u084cQfYu3JZuL7HEhNL4fibObhlGbX5kUj4UN8B3k0fx5jaEiYXrmGDMo100cBl4lVK9s3E6UynpbkfAb+NYYU7GG7Yi+4zsWV/pAFUum6n1VdOa4JCoGMihYPyGarIIn2joTB8f/40KIpKfNwYnK61UceTk06+zKJBtdNqaWSIMBGrucOM1xsvQIkB4cYZ6spo9TTTOAVwmrx/U6EFpetAxSew7y2gd7OdXkgbBt96UrbFLl8G7iZZkJVYIB9IeWfIyE7GiP8KO8SvE0II9q/7BEVRGDJ52ud2MuhobOCjp/q2bzv/h7eRP3ISn7xUjrNtMzmD8xl97rXs/PDFcOSn3+i5HNhsAppR1ElANHk3WCegGlIwWgwMmtCbaAgh2PDGS2x44+XwseLZ53DWTT/A2dLCymef7HXO5sWvUzRtJiVrVuJul77B1sQz8Tv3EfKuDM/bXjwJp01GJBNEB9e2vokr1shm62Q6lGhN/XnBpWQ0+/mV5THm9xuJW4mkgKewhroqKdVJEfHojkNUDFbwts1ASQ+hJ1vRVy1ncZt0Vph27vkkGG04QhEf95FHdjBu7HsYjVIuMdS5n13jhqO2+dETLWBWGSdkyj029uSsqYiNHYQQZmLsJtoMDqx6LHbRAV3PcU9CCFygGnPC5L2u6giYugoiO6vB2fjlEM7/FK2HZMH87lcjwYiA88S/z9ALZbfl1B6FesXze89LHwoL+nCO6Ub/mZHGb6dxwrDq3yuiiHs3gu73+pitE3C+xBt/8KMoRgLOJeGR1LxCLr3zHszWT5Eu/YcQQrD9/Yi72eApV3Nwewc+mqmxnxU+XmTbQfwgB53AbZ2Pssf+PjmhOtrrC3A6I1nII0eKyMg8xJCKTnZkZBMIyABavG7F6nFTktIGGAha5nBDMJJVjY3t0T/gM1BQcDl790WT98L+fXzvv2YYTcm4rM1Y3SqxIQ90mc64Y2WXVaG5cYe6zBNayr++C/0PcJq8f9Pgd0pZzNpHZIOivpA9Vj6AVKO0cHTUySYbZ98Lxi5LwWOllwqmfDnX/Q1BZ1Mjm956lT0fR3zn3//rQyz8w6Ok5vcDoLZ0L2Ub1tLZ1ICuacxYeCNpXWPdWPfqv8NFpQCDJk6haNps+o0cT9nmRt760046m6Wfd0uNC0hn0mU/Iz7Zhc9tYfNSrZu7IfR44jNuxmJZTkv1YRKzz8DrkYVJuUOSMFt730bWv/4iGxe9EnVsz8fLiE1KoWbfLhzNsg2pajASk5CAq70NXQvx9K23RLq2KhZUw2j8/sgGoN2ewpYxkejhtfpzFFe04oo1cFPR3/gjMoJqECHO4X2+XfkuBh1GHGnkxvx/8Lh6K0JRGS52M7VtE5XByQCk6glonbUczlCwduTTfPZgBmh+xiUuJaeojGDQytbVLn5x0ff4VZMbRVE4Rwkwx/J0mLgDXGB6kz3GEejp8iGfLhoYxQ40LQmD4RjZpa8Z0kUij+wUF21mR6TLatd+0ZMg4Igk73SlmusO7McxfTwJTV0Zkn1vwaQ+nEy+SjTug+W/hMp1n94H4rOQPwVm3inra8qXyfobhLRDzCyWdosjLz+litu+aXC0eFnx7E4qtvz1c58bdC2K+v/41EwW3HPfl0LcAZqrDtNWJztBm2NHcnB7PLquU5NqQlfkvTVPVGEn0n263ZjAwg2b+GjQQCorR/das6FhEFpWLV5PRHaVpSejtZZzIEdmF88eNob41n+Ex5NTeq9zLKSnn4/t0GN4fd0dsw0k2k8+L3+zOQW31YalQyc24KNL8o471oqixiG0Jrwx+XDVq5A+7Ou92M+JE0LeFUV5ABgPDAZSAS9QBSwG/iKEaO3jnCnAL4BJgBU4CDwNPC5E37oNRVEuBG4HxiAbeO8D/iaE6MOs+zTCEEJGxLc/L6PteqjvebFpUqN+xs2RlO7E73511/kNRdDvY8cH77LxzVcJ+nqTDl3TePfRB7nm/ofYv341y56M7t636P57uP7Pf8MWJ6PK+9d9wv51n4THL//l77BnDkJVVf5x6xqE3neWpWa/iXk/mc1Lv9mEQnSX0GAgjrzhN3PJ7QN48Vcbw45aWQN7a3L9Hncv4t6NjYtejvr/8374E5Iys3nh7lvl97RHx4/k3Jm4OlsRWgMAztgEnrn4B2hdG8gsUccVNcuI9WrEejXOad5IIO2PHGAIZ7GMorYqrH6N/QNjifFq3LzvffKGVqOaNPL8dWypjHjvp+sJhFxHcMem05k6mESjgbkHXyVvoNQ+Wywexo9fTNWGLEqv/wkGReGNV+8gOaM+6ucZbt3NNQ2fUDXsQpS2/czjd5gJgHpii9tONKyW/hTEH6Hd4iIDC/HBZuiSRLvi5T8UNRaDOR8tUAVCUMlgRtJF3j+4E7xtMOvur+aCO2qg9B0ZiAj5oKkk0nTtaJhiYdBZ0FwGzV2NwlSTLOTMnyQDGZ01MmPYf4aU+3Vj6AXydRonNTRNp2RNLVV7SnC0OGhrsBNwRksGv/PIP/B73Lzx21/g90hr4OEzz2LW9TdRsWMrSx/7Y++FFYUL//c2Yuxf3kbt8M5tXe9lxWCdhdBBC+yhNj9SLD2MvbS3Z+J0pJGYVE9CQgv743PxanEI0VvG09xUSP/+26isKw4fy9GT0Fq3UzZcwecay3V5Njo9keZE6WnHr/dWFIXC/t+jpOQ2FMXA8OGPnDTNmXrCZk0nZLRhCYaI7fFsddri6O6y6sMqa0JOMZyoyPutwHZgOdCE3N9MAn4N3KwoyiQhRE33ZEVRLgEWAT7gVaANuAh4GJgKLDj6DRRF+SHwONAKvAAEgPnAs4qiFAshbj9BP8t/B7QQ1O+SnsNvfAfqtvY9L7EAxiyUJP201OUrg7ujnY1vvkp9eRmNFZ+drmutreax6/tOS7o72nnv0Qf51l2/RlFU1r/+Ungsf8Rkti/XqN2/oc9zswclcqRclt231rn4122R5i22eBNjzi5g/ZsyulKxo5mKHdGd6IacIR8w1Xt3oYVCpOX348W7b42ac+VvHuSdh3+Pu6M96njRtFkMnSJt0KbMv5r1r78YHjMYjVgTxtHRKF0UyvsNY+nMb6FZJXG3CB/f1f9CojvA5rFJ2DsDDDngwqCtojF5K3m1XixagD0jIt/pflUertyyi854I/uSC3C6ZKGqIhRSnX4OJgbwBAYQGJbAd1UfQ1M29/q8zOYVdDRfi81mQzX0/Tc1Tl3C3QXXs7ZmCTGxUnJjtfX2wj+ZkGAfRmbgLaptKtYQxAU94TFXjA1Nc2IwxKOouci4DLRwlBPLukdhxs8iG/8TCZ9DFo5u/RdsfVZKdT4L6UXSO33ArIgVordDFmrqoUgx6Iw7Tvz1nsZXBiEE7/9tNWXr/gbC0+ecgROmkpQli+q/88iT1JbuJSk7N5yxHDZ1Bj6nj4+fifT4sMTEc/6Pf0L24C8WkQ36fZStX4OztYXCMePJHBDt6FK5S5J3k20mQjdIRy3PSmrybwzPGeQ/xN49sui0qmo0Q4asRS+qpP1ApEP56FA/DqoNuFQfoZCFpqZCnM6InXO2noy3tYTDmRBnHIe/cgcWiyS0QpiIi/t896iszHnExBRiNMQSG3vy+Lv3RExsBkbFjCEUwOqNZEg7LYkoqnyWBLyur+vyvhBOFHlPEEL4jj6oKMr9wN3AXcD3u44lAE8BGjBTCLG16/g9wMfAfEVRrhRCvNJjnX7An5Akf7wQorLr+L3AFuA2RVEWCSH6ZiinKoSQKVqDUUaafJ0yQpReBJ21MtpUuQbShkLmSOkOoxrB75BRqZ5+wEcjbyJc+PCx3QlO41Pham/D2dJMal4BJutnNxw6Gque/2dUdPxoTLrsSgaMm0jlzm2se+2FXuPxqWnY0zOoLdkLQNXuHbz/l4eIT00LFz4pqpHGmtEoanuv8wEu+vEo8otSWPFcCfs3NPQan3zpQAZPzKC2rI3qfW29xi/4wUhiEy1sXPRKn9cIMOuGm8kZWsQFP76DNx/4DSG/NNdVFJWxF8yjsdKBxxFgwsWXE5ecwspn/4EQgnEXfoedH3eiB8o4UFjE23MjjUdUofE9HmVix172DU1AqOCMs+G0WBhb0kYRLvxmhfXj0hFCx+eLw2JxU5kXQ3ajj+SOII0ZEVKfKuJRHPVUZCoEQsmMTYsnt2QVCVmNvX6ejMyD7Ny5ivj4XOz2yPiI4Y+xd9+PAUhJqaGmppyQVhseT7Qfv57060Ba2miSm//FfqsNW0CXjZq6uK3LFo8IVYFhBIoh4kbR0uKAGXfKQkyQEXB3U9/2iiADCt52iEmGAx9C6mBZqK4apRtVW4V0gIlNhaJ58n7Xdkh2Qu44DrIO0hWm6GK5du4ZEZlfN05LXU46tNS62P5hFSazypTLBmKJMRHwhdj6XiX71x8kxm5h1sJxZBT2Di4F/UGevf0uHE37j7l+8exzmHNjxNozxp7I4Em9C3fHnDuX+NQkDm7ZhNFkYOKllxOfcvzdYYM+H9uWvo3JYmHMeRehqgZc7W08ect14TnrX3+ROTd+n9HnyKyfp7ODI2WlKIYMDJYihNAIOF+jPSGRIwnSElkROinNbpp6vNfBg2eQlFxHW1vEoa1AS0MVCttVWUBefiAiYU3W47C4Hey1N6OrJuYVT6Fm91Pkdrkum839/6PIuT1h1GdP+hoRF5uF2aSghHzYPBFBR6cpCbq6rAb9vTt1nwo4IeS9L+LehdeQ5L3nVnM+kAY8303cu9dQFOUXwArge0DPvPt3kKUGD3QT965z2hVF+R3wL+AW4NQj79ufB6NVtp32O2W3PUucdH3pxoDZsjlH6Fgf86d0KD0a1kS48iXoN/Wz555GL7g72ln+1F85tHUjALb4BM77wU8oHCN9xf0eD9X7dlG5cxsxCXbGnHcxMQnR0pKW6spjEvfCMeMZOedcCsecgaPFy4SLC3G0NEVp4M02G/N//luSsrJZ9uRj7F0pnTCOXtMUMxxF7VunueCu8aQXyIfhhAsKOby7Bb87IqdKy49n0IR0DAaVC74/klfv30LbkchNbuC4dPoVp7J31UfHJO4TLpnPmHOl00He8JFc+esH2Pz2GxjNZoZMmsauFV7Kt24Nv9/535vB0KnTUVQD6988jB5cia7AuilzwmvahJvb+ANjfHtwW01oqLQ25wIKeko1Zfl2hlV3Ul4QT6cvkf2l0/D54jEa/QwYuJnSAp38JidOd6SwNUO3ozvKqMhV8MZm8vzALNbsWoaqSglPTEwRWkjgD5SiqjrVdR8CafQrlE4kimInPf182PcgUIuq6pSWLsZmi5D79PTj15N+HUhNGUUMbpyWFGyuADZfxALOYbEj9AMYjJ3oWsS6rrW2Gma9APuXQmNXQXPddhh6vrR43f+u1IzvflVK8tzNR7/tsfHurZ89pxtDL4QR35KE/3ibDZ3GVwohBB2NHoxmAwajSkyCmdYjLjYsKuXglnfQQ3UohiR2f1zAwAnTObzrCCHfVjTfVtprNV76RS4jz76MOTecHV6vqdLJ+3974VOJe+GYCcz+9i0YjMdnizlw/BkMHP/5vcr3rFzGsicicsZdy9/nhof+xpI/3d9r7spnnyR/xCiSs3NY8cyT6JqGKW4KutZB0L0EobWwecwl4a6qxezC3xpdiK9pZsr2n0moq9gyRlhIFfFYNRPbTb3dn7L1JLSOKg7kKFi8WSzITmTjjoPh8ZTPoXc/lZCQkENcvCCkuzC7I5LMDjUJ0SX91IJ9Z2tOdnzZBavdHkU9Wr/R7SfUV6/h1YAHmKIoikWIcEuzTzvn/aPmnDoIeOD9O+GzvjzH6o53vDCYZdOOeX+HlJPTru5khRACZ0szztYW2uvr+PCJR6PGvU4Hb//pt1z28/vQQiHefvA+QsEI8dn54Xtcdve94YYeHY0NPHfHD6PWmPu9/yO9X3/S+8m0ZVu9m2fuXBsm03NvupIpl19L5a7tuDvasWcUs/Tv1djTWxg6eR5Vu3fibI0mRjGJeWhEOvMNn55DWl4c6QUJpOTEohoi0oaEVBuX3zWBdYsO4ukMMHZuPgXFqaiqvLupBpWZ1wxl+b/24WzzkZYfz/QrB9NUWcFHT/2lz89t7PmXMP3qG/C5gzRXOTGYFLIGDuCiW38GwO6VtZRvPRCe31zt5P0ndjP/zvF4XUHKNjag+XdSXlhES5eLiSJ0fstPyQ0eoV+Vh30DE9m9cy4ulySUWVllKP23kt9soC4thn1bZhMMyodbKGShbP+ZWEa56RxkxFEWSSen63Z0Rx116QqpAyfQuGc7WVkRQlCQv5BAoJ1DFVL/nphUhs8XsRvMyDgfRVFISZlOa6uULAWD20lOiRSYJSVFfOdPRphMiWihOByWeGwtPizeSJTKYU4EFAKuHaiW6chKVh1PZwcBnxezPSdC3l+5qu83+DzE/bNgz4OiS6RGfeTlpwn7SY6AL8TSv2+mcscy9OAhUKwoqhWhexBaZIMrtEb0wH72r14Lwgc9OnfqoVp2vv9X4lPSGH/BKNa+Vsa29/6JHogm7gPGTyJnyDCaKisYeda55A4bcVz2h18EnU0NLH8y+j7YXl/HX79zJQFv3zVM7//1z0y76gYObFiDoqZgMBUScL2H0Fqozi5k75BI8ef52hI6HdIVK1dNpVZvke/RHom652upKCjEYyNTT6RBjc665+mp6I5S9o5S8ISG015eRmKPzGFy8snVXOlEwWpNI8vmxic6wJcS7rIaVMz4rCpmH+iaF6ELFPXL/Z6caJxQ8q4oyu1AHDLhOh44E0nc/9BjWnc10AGOghAipCjKYWA40B8oPY5z6hVFcQO5iqLECHEM0VvkGrcdY+irz2sf/OizifvngdHa1aLbKKP1l/1Tdkm1JEi/9G8QOpsaqC8vo9/ocVhjo7vm6bpGKBD4VPeAre++xSf//tdxvZcWCvHab+7qc8zndvHmA7/hqvv+iC0ugedu/0HU+Nk3/5ARM6UdmBCCdW8cZNeKmqg5Hz61l0ETMpi1cBal646w4jmpke9s9lK9r5WJF9/B1iV/CNsrmqw2QtpM1K5o09k3FjF4wjGkDF1ISLVx3neLjzmeNcDOdb+bgq6LMKn/4G//RgvJDUZsUjIX/+QuWmtrKBw9jrjkFPatqWPta+WEgrL4deTsXKZdPhiPI8CmJRUI3UvQ8wFCd2O0nUlTVT9K19fTUuPE6ziMFqpl08RIuvsisZhz95RhdwTZUJxJff2gMHEHqK8fRFZ2GRsn6LQ35YSJewQKjY0DsOa7cTgi5D1DtxNy1OG0xzO1fz6l6/5I/wHdD107mZmX4nRGrDITExuByIMvN1eW6OTnnRcm71nZPesYEnt1KTw5kU6nNQGr243qVTCJgHzIqTb8BhWj5wBW60wUNQGhS3LQ2dhAWkLOZ6x7AhCTAhc+In3KY5I/e/5pfOkIBTQ6mrwkptswmo+9gXrvLx9RsfXpKD36p7YSEceSMYRY+8rf2bh4MiHPSoQeXaB85pXXMfHSyz/HT3BisG3p2wih9zp+NHG/4jcP8OqvfwZC0HDwAK/fJ4u7VVM+QgTRgxUcKCxiyTlXhqPuQ0QJcTUKHcKAURiY4xnO2+atdKjRn1GBnorud6Fa4igK5dJgjpD3AVom2XoSDb4KdhUqZFlGsX37BwwritzDkhInnrDP42SCyZRIgbmVdmMSVpFNomjHo0jLGU+SLrusCh9el5+YhFOLI53oyPvtQE+z3w+AG4QQPcMu3RqCzmOs0X28pzjxeM6J7Zp36uRAUgbAhJtkA5CQXxZRhfxSs96N9OGyhXVSP1lYGnDB5qek7n301bLpiN8pbczShkid/JccaThZ4e5o57V77w7bbgHEJadw1b1/JCEtHaHrHNq2mQ+feBS/282wM2dw9s0/wmiO1sUuffxPlK5d9anvNXruBRTPnsui3/0ST2fv2oKenUu9jk6e/t+be80pmnEOrUcKWPzwDtrr3XgcgV5zulG+pZHyLb012ACbljRw4Y8eAr0WR3MzpRtVmqvld8AaZ2LguBPnv91N3DubGqjYESnYvODHd5A9eFi4uKt8ayOrXoxuerH741rsaTYaDnXidzvxO57pirBB0PUOSsJCVr6wHyEEId96KvIH02iXRWYW4ePbTa+T0hGkOtuKL16nrvToQjKVysNjKRq+krojkb14tiWVI34ZrWptzcNkDIQdGtL1BGz+IGWWJoKhoeR5O4iNLwmfm5e7AFU1kZAwhsTEyXR0RCvzLJaBJMTLorHExHFIdZ8/as7JWsx1NMymTHzGWBS/g4AvlkTaae66nbttYHf7MRhDKGpimLx3NNaT1n+GLCT9NBgs0rUlPgtiUyC5P9jzpSY9fbisz9FDsG8x7HkNUofAxJshFJA1PxkjvjEdQb8uCCFoqXFhT7NhthkRQlBT2oTQfXidZpKzY8NSu8q9LSx5+G2E7kZBpXjOmUy5bAQWW4RSOFs9vPH712mreRvpL3FsDD1zJvuPuucaLXFM+tZlBLw+Ni+WzjEiVEfQ9Uav8xc+8Fg4c/lVorW2hj0fRbpBn/v9W3s1vENR+NZdvyF36HCmXXU9a156NmpYNeahBw9TnZ0bVdtjE26uDT1LXY0k1hm6HRNGxof685E5EkxI0G1k68kEDy3BkDqYfunDGBzKos7YzohgHiO0PIS3g33WMkzCxIj4QtINz4VlgXb7GVitWSf4kzk5oCgGUk1BDhk7iBEWEvVOjqi5AHgSBYldWcS2I03EJOR/vRf7OXFCybsQIhNAUZQMYAoy4r5DUZQLhRDHMBXvhbC99Od46+M+RwjRpx9SV0T+qzUqzRgOF/wp+ljILyPnito3CY9NhblH6egs8RF7s28QcRe6jqu9DU9nB16Xk0X339Nrjqutlad++B3SCwfQdPhQ1FjJmpWgKJz3g5+Ej215581PJe5Gk5mLb7ubglHjCPk1Zlz7Hd7/60Ph8azBQ7nwxz8lIS2dA5vW8c7Df4iyP+zGwAmzOLSrCEWp7zUGEJdsQQvqeJ3BPsePxorn9rPgZ+MRIpfm6ohKber8gWHCfSKx66MPIg2dRo0lrygStW+pdbLiOZk004I1oDtRjDmoBjtrXpUR6ZBvfZi4SwQJupdijr8CPVSHCNVRMjwSRZvNMkbUNiKAQzl2mpsKws1HeqKtLZe9e87C6ZBNS1ShMNUxiKVmJ27FTyhopbY2UqRdHMonVLORikxwe/I5vOxNZoyPbP6ysi4BpDXayOK/snpN9C2iX8HCcFpeVS3Y7RPo7IxuXpKScvL5H/cFW0weZqsLn96J5u9HEm1h8u6MDZDYnkzIX4disHc3paSjsQEmXArXvinvWUKD8o9kq/GRl8vmbceD7mj6xJvl6zS+MtTub2X3x+s4sGknQmtH6N1RXQ2htdL9yzbazuTMK6/EbDOw4l9Povl3htfY8d4Wmqpu5PK7p6EoCn5vkH/ffS/ejr3HfmNFJa1gIFMWXMHA8ROZufBG3v/rQ9SW7GHErPOYdcONGIySomgh2PZu392ib3zsnyRmfHpm8cvClncWhWWS6YUDKJo+m4S09KhM7Ojz7uDDfzpArGLc+WPJHLCBhkPdgQ0F1VyAz/kGK6ZdFj7HIrzcF7wbb016ONCQqct4ZoGeRpqeQLPqQBUKs4MjMKDiay5F+B1Y04uYHioK/40ChJpKqE4VmL1ZJDZ+Qlr/qvDYoIF3fkmfzskBi8FKh9lJnrAQH3SGWa8r3tDVZdVFW10juUO/weS9G0KIRuAtRVG2I6UuzwMjuoa7o+e9DaIlEo6a1/3v1K5z+jLz7T7H0cfYqQWj5eu+gq8EAZ8Xo8kc1Wpa1zTcne1YY+IwmE2ox9CyBn0+9qxczsY3X8HrOFYyJhpHE/dulKz+mIS0DCbOW8Cu5e+z+oWne82Zdf1NGM0Wgn4fRTPmsH9DOyvvXIvXGWTE9Byu+M0fCQV8JKZnYs/IpPGwg50fH6D/6CJmLvwfVj3/VNR6I2adQ2VJMYrS915z0IQMZl4zBLNVRr/efngHdQci0f3UvDgpcVHgtfu34PeE8DoCPH/3+qh1Rs7OZeikY0dU2huOEPL7ScnN77Pld11ZKR0NRxh0xmTMtkiDIa/Lyd4eBbSjzon4YIeCGiueKyUUCBD0LEcPlIbHDJYxGG0z0UM1aP5dAAgU/GYL1oAPoTWgBUrRAyUEjGYO5Uai55d0foBRE+wZmoDfaKCyckx4bHxwAA7FwwGj3Ah1dER+5qFaDnYRw/BQHptNkQItAJMwkKunEqhay8FJCgGlgKKC9zEYZE7fZMonLi4S3TeZ7PQr+D6VVbJzbUL8SLKzo8lpZubcKPKuqjbycq/jVEBcXAGJCSU4DA5ihA275gg/ITx2DaU+GS1Qj6JGkqKdjfUyYDAwUlTMwLM4jROLyl27OLxrHyl5AymeOSG8YSzbuJ7KnXvIHzGeYWdG4lK6Llj5Qil1pTtIyXZx5hWXYE+PJrgeh4/n7rgHT0cpx4OQdy2rnlnb55jQW6nb+wRvPqiRPSSP7e/+E58zmriffdPtjDxr5jHXj01MYv7P7yMUDGI0RWdZZlx7LQajYOs7b0Y1n5vZulyMAAAgAElEQVR6+bVfG3H3upwc3NKdiVPJHHwV7z+xh6GTs7jhob8TCgRISM3j+bvXo3VJBzcvqaR45rcx216iqaqSIVMuo2RNOfsLUmlJivwc3xN/wd7p5UgPN5kMISmTgsI5gVEcNDSQrSfJ7tDedvT2SnRXA5YRl6McJZMNtZRRMVGhIzSQMQVvho+nps7Fbv/vLFbthqIk0GZpZogwEx90QZda1hlv7mrU5KKjoe+s9smML7VgVQhRpShKCTBaUZRUIUQLUEakoVOU/lxRFCNQiNwzVvQYKkOS98Ec5SijKEoWUjJT+1l699P4eiCEQFEUmior2PjmK7TWVNN2RNroTZ5/NZO+dQVC6Lx+38+p2x+RLAyfeRbTrrqe2MQkggE/q557it0f9VWz3BvTr/k2BpOJ1S88HdZld8OWYCfg9aAFZVR746KXezUPAjj/x3cwbOqM8M9QubuFp2/fEjVn7+o6qvZaufo3E1ENKluXVrLlvUqELtizspbh0wYz7oJ57PjgXVLzCpjzP//Lsn/VEwpESyssMUbm/s8IcocmRRXOKIrChT8axf719XhdQbIG2MkdGtH8nndLMYsf2tHr2o0mlTFnF/T52XgcnWxe/Drb31+C0OVDZejUGZz3w5+gqga0UJClj/+ZAxvlg3r96y9y4f/eSdYgmd3ZumQRXqfcJ8elpNFan8qHt0QXVYc8q6KIO4Dm34EerAYEIdXAknOu4lA/SdCnb1zGxJ2rCXnkpuDQgGKCBilnyhXVDPJWsXF8MroKVeWjCQTkZsIiTAzTclBRqDO04VYin6tBqAzXpBfaCC2PRrWTKoNU8CkCZgaHozqb0Z31HM4yoyalkZkZ2eT1739zr2K3/v3/j5iYflgsmSQn93Zsys5agNtVTt2RV1BVE8OG/eGUSUkn2vuTZd9Km8lBDGbiQ64IeU80o6g2dK0JgzmSuWhv6DtzdBonBi219bz1wCM4mvaFjy1/AhTVgNAjwvG9K99h6eNwxqXfBqxsefvlsLSpuQL2r32H8398H8Omyk1va+0Rnrvj/xD6iXtkCt1B5fY/U9lHjn3+L35LQfHxkcSjiTvI++C0q67jzCtlpsvd0Y7f4yE5+yuotzgKQtdxd3bwyi/vwO+WWYrYlLM4sNkDeDi8q4UR03OYfuVgNi2pCNf8dGPPqiYmX/pd5v8in2X/2ocW+IidI+eGx+eJ15l3eA2Hsu14PHKjrAiFVC0ez9o/YjvzNmyKmWItEikO1mxk+7gQAw67sVSuxjzonPCY7uvE3byDPf0ULMFc4mK6Y5w2Bg/qu1brvwlGYxIeawcxboVYfyTb64qJgy79u6Ol5eu6vP8YX7bbDEB213+77zQfA9cA5wJHM6bpyLZXq3s4zXSfM7XrnKPtIM/rMec0vmQIIQgF/JgsfRd3hIJB6vbvI+jzUVu6h8pdO+hoOIJqNPXZPXTDGy+x4Y2X+lgJ9q36iH2rPvpc1zdlwTVMnh9xvBgw7gz2ffIxRw6U0tnUwBmXLKB49jl4Ojt44/57aK7qbasFcM4t/0fVvmQ+/vdnf62cbT6e/NEnqKqCflT30n1r6knJHckPn7kOk8XMukUHcXdEvtq2BDNX/2oiRpN6zKIvo8nAiBm5fY7lDE5i4Ph0Dm5tijp+xkX9iUvqncUJBvy8+qs7w5unbuxf9wkpOXlMvPRy3n3kwR4RJXA0N/HafXdz7e8fISUnj8M9tO6Zg65l63tVUWvpWgtaICLd8ZmtWAI+FAgXme0ePjFM3AHWTZhNv9pyMlrqEcCO0ZECqkliHQ2Z8vvW0pJHfX2kA+aU4GAsXa1ApwSHsNwced+JoYHYRQxJ8wfRvvgQs4LD2SkqaTY6KQrmUKCnEWj5BJ8JmuyJ5OccCZ+bkXExOdm9JR+KYiAr67Jex7uhqiaGDPkVgwbdjaZ5MZlOncZniYkDyY1posPkJEZYiA20yd7XgCc+DtUAoUATiiHiH93ZeJq8A3gcTkxWKyaz/C6GgkFK16ykvb6OlNx8CkaOIS5JbrrrD5az9PHH6WioIL1/MRn9Cxk+fRo5Q2SWRwhB+aat7Fz2ITX7ttDTdaUbPYl7T2x+65ljXuPSx+6hbOP1eB0tHNm/lL5UpgnpA3E0RTJUiRn96T+umNI1q/A6o7OcRTPO55ybb2bvytV89M+H+1wvtWA419z/2z4J+X+C7s10bGISsYlJJ2TN44XH0cnSx/9E1e6jgiVKHEIZEXVo7+o6Wo+4qD/YiRA6evAAQneiGvNRjRlseOsQdWXtVO1rojXGR21GP0D2sLjY8y515lQ87ojRQqqIR22tRGstJ1i1DnO/aeExEQoQPLSCF681MzZecO3G5ZgKpqKYJTENlC5me78AIYORUXHO8Hm5uTdis+Wd4E/p5IPZlILb2khMWxCbL/LsdVjtKKoZATjbvoHkXVGUoUCHEKLhqOMqcB+QDqwXQnR3inkDeAC4UlGUx3s0abICv+2a8/ej3uYZ4KfADxVFeaZHk6YkpI88wBNf9Gc5jU9Hw8EDLPrdL/G5XWQOHMw5N/+ItIJCQEpZGisOsuwfj9Fef6TXuUdHv78oTBYr4y6cx6AzppCUlU3Nvj0kZ+cSl5zOvjV17F1dhy3eTNYAO6POuYwpCySRrdnfxtuP7KCjycPQaf9L0fQ9bF78uowkKwrDp88mIeMsVr/aDBzb3s5oll7FjpbITv5o4t6N1loXL/16C/EpVuoPRh6AqXlxnHdLMdbYL/Zgm3XtUHIGJdJS66Kl1sWAMemMPjtyUxa6zsEtG/ng748Q8B470rbutRdY/8ZL4Wh8T4T8fj78+yMUz55Lc3UlAAZTFrVl0ZFpoXsJuuWGyxFr552ZCziS14/UtkYuXvYyKR0tkpwXR7sbaAYjr134bRYu+juNadnUpfWT7yGCzAqtBBM4HKmUlswMn5Oh2ynUM7AOSSJQ46TAk8Z8/yS2Gw+TpMcyTMtFaG7q774By7CrMdoKGR8aEKUFDVZvoDxbQQukMTRWZgrM5lSGDrn3C1nMqaoJVT21CixjYrJJNzRSafGTrJuwBXpEqWITUFQfQneEo1UAjpZmtFAorE3+JiEY8LN7+QdsfvttPJ1y82ww2UjK6k9L9b4+z0nMyKGjMWIz2lSxh6aKPez5aMlXcs2HNj/X5/Gzb/4RI2aeFZbPBYNB/C4fcUnSJWnW9TdxcNsWtr+3mPjkZGYsvJEYu4wKjzp7NroeZNVzT6JrkcLU/uMmM/eWH54w4v51wtPZwYs/vw1Hc295Re6Iq2muEejBMoQIYDANQlFtYeIedL2FHooEOIwx52C0jKC6pA0RqqdkaIT4j2IHGY0+OgpDNJZGuqdm6Ha0RhmYCJS+jTF9OGpXnYh/3+u0GR3UpBloj1NYsLYTZc0fMfWbhu5qIli1jo3zVIz+NM7OWwmArpvpXxjp4PrfDIs1Fa8lDpvPj80Tufl3mhNRuiiw19G7CeHJjhNxxz0X+KOiKKuBQ0hNegYwA2n32ADc1D1ZCOFQFOUmJIlfpSjKK8jOqRcjLSHfAKIqU4QQhxVFuQN4DNiqKMqryPL1+UAu8Of/uu6qXxPaG45Qt7+E0jUfk5SVy+hzzqfhUDlb330r7J4Cksg//9MfYYmVD/Lu9OFnIS2/H8Vz5pI5YDBrX/031Xt2Ro2Pv+hbTL1iIRXbNrHm5efo6CMt31PiATJSlT1kNBU7m1n3wDoC3sgfaE1JG5vfOUzxzFxqStvoaIyQ163vVROfksF1Dz5BXdlu0goKKd/qZ+vSyk/9GcbOzeeMi/oT9Gt8/Hwph3dFdu2qUWH0nDyGTMri5d9sCh93tftxtUd2/dmDEpl365gT4i1rthr7jMwLIVj+1F/Ys+LDPs6C5Oxc5v/it7z9p/tprJCFpD2Je+ZAKfl579EHAagvL6O+POIgY8+ejccBWrCaoPsDEJE20x5rDC/P+x8c8TI61pKcwRsXXs81b/6Dw3mDaEtM73U9PmsMT11zW9Sxs/mARFMrLlcSu3aeFz6uCIUZwSIMZgOh+g/RO61gGkmiiGV2MPIw9JctJ1hdheZ8hZhpd6CokVte4NAK9PYKyooUFFcG+Yok7wX53z1FrB1PLFTVQrwWwm0zYwsJbD3biVsT0YPlKKoddAcocSBcCF3H0dJEUmb2p6x88iEUDFJbupe9K5ejGgycecVCEtLSObRtMyuf+weqwUhSZha5RcXkDx9JWr9COhsbWP/6SzQcPIDJZqO5sqLXulrQe0ziDkQR9+OFYkjDFDObcedPZuu7qwj5Nsu/NcWMasgmr/gihF5H1c6XQfhlER46BtNAxl90GTuWPkLA23dtkNmWyCW3/4z8EdGRY5PJhCkpmnQPHDeBgeMm9LnOmLlz6T9mFFuWvEnA5w1/nv8NCPi8vHbv3X0S96lX/Jhty4yEvJ+g+aUK2K+sxRZ3KaoxCz1QGkXcAUKej1ENaajGDLRACYcHRLq9TtM+oaMwhN8XQ0tzv/DxAVomWvs7ZE7ooGGLwLPqfoy5E9A7a9BayykZpoCi4IqB1SMUztp5BP8eSaMCRtg+QMHt70+2KjPJNtvIUyor+EUQY8tAN8Rg8LuwuCPPtw5jcjhX5HV9M8n7R8A/kLKWUUiLRzeyUPXfwGNCiKhPRgixWFGUGcDPgcuQydmDwE+65vcKYQohHlcUpRJpR3kdslNICfALIf6fvfMOsKOq2/9nZm7fu733vsnuJpveGwklhR5C6KIUEREFX/XVV3+grxVeFEVFEFGULkIgIYWQENJIL5styWazvfdy+71Tfn/M5t5cdkNRRDR5/oGdOefM3Lk3Z57zPc/3+WpjhxPO42OhubKc1372/aAWvLnyGOVvb/jAPh9E2iddcinZZZOJSkjC63CQmJMbVm302u/9iI7aGk7s3o7RYqVw5hyS83RbvaLZ88mdOoPKbW/j6O0hPiOLqMSksKIbw70e9q9roGZf55jXPxMV77aOedzR5+WVnx1j+ZcmcnhzGzV7R4+VPyURRdFIzY9m3OwUIqL1KL5kEFlxdxmDXW5qD3YREWOmaGYyBqO+qLj9kQWsf/wYnfXhL87k3CiW3jnhn14Uomr71rMS95zJ01j53w8iiCLTVlzBht/8PPwe8wpY/cBPMJot9DQ1sP/1V8LOG81WVDUd2bsH2bNz1Pg7514cJO6nMWyP5Zlr7sFvCsl5LtI2Mp8d/C8/Qh2jPPeKwHoGXYlUHFsWdnxhoJgozYa//l28B58D0YBt0beQonOCbZShFvx1WwFQBxrw7Pk1ERd8DS0gEuipxlelJ24dKBTxGEtJYwto8WRmfmHMZ3YuwKjZcVo0rH4ZuzO02OwxJ6OpBxAMaWhKP4IUjSbri7Whzo7PLHk/vutd/betaWSUTKBo1jzqDu0fJX04vnPbqL4D7a3UHz4w6vjHgSClARqaMjoIIYixiMY8VLl97POGdAzm6Sy8cSmTL9L1zXNXFuAcuIWATyYqUc+8k0YKrrXXLua9V48TkxxHXFoEKfnRpBXEMHfVX9i3ZgNHNr6OxxEioLNW3s386y4ddd2/F9FJKVx0x5c/sfE+K9j72sthgSuA7LIpXH7/t9n2XD2qXBUk7gCS5sXveBHVVIror+Jkbgnvzl6GgEZB43FmH94O7i2YIpbjEBrojLkOAEFTmCDpwaz2M6SBaUociVoUfZ5m7p9r53M9KqmNDgL1IUnn1smhd8kr80VmnFSIHolTbZ0k4DMJ2ORQQmxy0rlTYd1uT0UwmdACQwguS7B+hUew4TMIGP0QOMvi9rOMf5i8a5pWCdzzoQ1H99sNrPiYfdYB6z7utc5jNFRFwTnQx4ndO2iuLKevrQVn34frvtKKiuluqAurInoaBpOZghmzKZgxh3Fz5o/RG7qbhuk4NYTBJJI7KZHUwnHBREifR+bQpkZO7u/CEmFkwXVFTFl6WbCve9jPlmeqObnvgzPDDSaRvMmJtNcOhkW7T8NsM2COMDLc4wmO++rDo2t33fKjOUQlnL2Q02nEJNuYcWnuqOMWu5HLvzqJtb86SleDniS09M4J5E9J/EDirqkqldu3MNzTTURMHHlTZxCVkBjWxuMYxjXQjy0mNmxBdBq9LU1s/WO4+iwqMYmImFgmLllKycLFCKL+0h8//wK6mxo4uO41ImLjmLr8CqauuDK43T3/+s8Rn5HF0c3r6Th5AslgYPKyeyjf1onsGe0+UZE/mWNFoQjdAm0bu1mIKkh4ziiYFa0NcLv7T2T0OdiRuYV3WBo2zhxtJ3GGHg6dujzs+MX+MrLVRDRNxVe1Xj+oyri3P0zkpV8HYwFoHjx7fwNK6PtXeo7jP/kUcV/4Iu33/QrQ6I6Gvngjgag0jMhE2Of/0ysyfpYhSXEMW3xYen0YhiXMmhefYMElReIyDJIUNQf3YAeiGIOCHkUe7PrwxfOnAT2J0UXNezs5uXcXg50dYfNUa3UlrdUfYF34d0IQYzBGLEVV+pHdbyOIcYjGFApnzCQ2YzK1+7sY6q5F8e5FVXoRpRTmrPoc+dOLcQ/7CXgVNvz2DVS5FUGKB82PaMyjcEYh868txB4bnl+k57KMzmdJK4xn1bdHz7uiKDHnmsuZdfUKnP19RMTEIhn+/aUsHwe9zY0cWPsqRquN2SuvC+YftFQd4+jmDRjNFvKnz6RwZiifQ9M0dr7wDAfWvho8Nv3ylSy6+TYAAj6Fxoo+FN8x/AYjO2YvpT0pE5vXxcU71hLtrGIoMoaNi1fiN+nf4cFJ82lNzeGmNb/HP/wMtcXTgwWZ8jlFBG4cjjhaW0IVmYuUVJTBZg5meTlks2CdqPLVxlAEefsEgcpsAWV4IoJhkIHIFv77CxL3n3LwXLKdk6n6fDbBHgq0paaGz7X/ybDbU4m2aXjUIUQlOqx+hTtOJNoNSsCBIgf+rf5dnHtCxXMc7uEhqrdvZf8bfws6hnwUTFh8CZOXXkpybr7uvHL0EIc3rcPndmGyWClduIS8abMw22xh/fxemc76IVRZo3JnG00VIafPd5+vwWASKZqVgsEocmxba1jO08s/2o/ZZmDRDePoa3dyaGP49uNYEESBFV8uI3PEkaXleD+HNjXS3+HGM+wnNsXGNd+ahmgQWfPIYXqaHaPGMEcYWP2dGR+JuH8YTBYDV39jKu21g8SlRgSj9mdDX2sLz/zX3WHHDq5L5tZHfovRbEGRAxzZuI7drzyP7NOJ6ZmuOACKHGDzk48Fz1sio/j8I789a4KXIAgsuvm24EvpNIZ7PQz3eUkriKZkwWJKFizG63QiGiTe/E01snc9oKEBPfEpBAxGDmTPpnbqpOAYk7TD3MVvGE81T71vjb+aFyluGiC5x89X7E+hxBp4jwUY8XMpa7k6sIbuwUw87pA14YxAAdmqvpCRW/ejeQZCA6oyjvWPkPPXNTTd8fnguccuF7lnvYqkgrf8EO333RXssr9IQPZmkZWh52kkJ/1nVhr8qDCa4hm0OLF6PPi8dpLppJkcAAYTIHrQiqbJYXaRg12jc1w+LaiqQmt1JQffXBOWSP2PQjKVgmAdiYp3c2aihCClIJnGI4h2RGMeKXlxzLk6n7TCGNzDXwLAaJIwjRQsmnt1Ad1NEzm4YSqqqlEwLWmUheu9T99BU2UfoiSQMT4O2a9gsnyyr2dRlIhK+M+QsnwcHFj3GjtfeCYoCazZvZ2lX76f1upjHFr/RrBd1fYtLL/n65QsXALAzhf/HEbcM4onsODGW4N/n9jTgexzofhPsGvuxRyZMDt47pXLbuXzf/0Nry27OUjcT6MzKYPjBRMprS3n4JRQBHwOu3G5oqmqXIIuLNC93fPVZPxtr3G0SCfhu0sECrvh8jo/Lxeb+es8vSaM3baU4eFTiLYW+qME/t/UkCxG8yWwNFNXFqtqPBERRf/QM/13gtmcSIbZyZDkJkIrJEYdpEfSybs3RiR6ZFPe0df3L7Md/XtwnryfA6g/coDDG9YS8PnoaWoY0/UFAEEge+JkLrz9bqISkqg/vB+Pw0HOpKnByK+magiiQO6U6eROmR7WXVFUvM4Ax/d0ULO3E58ngLN/dOT7TMh+leqdZ3/5+9wym58+u4bUYBLJKo3HZDWQW5ZA3uTwCHVmcRyZxWOXU1/9PzOoP9rDrldqcfR5QYCCaUnMvCz3EyHupyFJYnAxMRbaTlTTWH4IQRTZ87fRlpVD3V2sf+wRVtz7X7z6kwdpr6kOO7/hsf8jNiWNlPxCAHb/9fmgNl2UJFY/8JNRxN3vlfG5ZXpbnaBpZJbEBeU+ANW72nn3hRo0VZcLLbtrIrYoExa7ne6mYdpqmlH9J3HaIlmz7CY6k0Zr7m2akwd6H2JudS/Rk9/CFRXBy9xEPH2s4iWu7Xib5B4/AjDtRC/3Tv01nzP/ERN+rL4AbiWCluZQ0tZkOYdJim5/qcoOfJX6i7U+XyXarRHfIYGq0rjqytCzs8F7JQKTGgQWVYar8WQR3poq4nbnUWDWHTaSksbW9J4rsFhScBm7MHicgInkQDfNphwA+rMSyehpRjQkcuYqe7CrE9fgAIIojrkL5HU6MdtswZ2efwQep4OWynJq9+/B7/VQf2j/x+ovSMkIggVBisVgmQmCGU11oyk9oPkQxGgEQzqCIBCfYWe414MoavhcQ3pNMsGCZDCRMS6WtKIYCqcnh80VZ1ucJ2VHseLusjHPgb6AzpmYEPz7kybu5yq6G+tH1e7wupy88X8/HLP95icfI62oGEdfDwfXhvzQM4oncPnXv8uRzS30tTpxD/tpOzmI7D1AQ0YWh8rmho0zEJPIo1/8QdixaG2AIUGfh7fPW8rJvAn0R+nvK1FTmCHvpfzoMhRFt8g1aCILA8UICMidxzi6TCfvmijwpyUGDs1VOGbR52zRH8XqKYs40JBFtev1UNnKEcjeYlLMuoQywjb1nNpdNJkSyLf20GO0EKGZiZIdMPKqc8UY0P9Q6G/vOk/ez+Ojo/VEFbte/AvZZZMpmjUfTVXobqwnOa+Q2LQ0+lqaiU5Kpu1ENaqqkl02ZczsfVVRGOruxB4bj8FsZrCrg1P791C+ZSNDH7CtbTCaSMzNY8YV15A7aRoGkyl47swtREe/l+cf2Isi69GLOVfnM/miTERJRNM0yre2cODNBvzesS3M3g/JIAbH+nsw5+p8bFEmUvKiiUm2fXiHsyBvciK5kxJA45+uQT8Tmqax88U/c3zHOzgHPjxZpu7gXn5967VnPb/+sYe55aHHUGSZI5tCyrIZV6wiMSsnrG1LdT9vPl6OKocIWEyyjavun0JEjJn+DleQuAN01A3x8o/28/mfzUMQBap2taP4DuO02Xj+6i+O0rafxnXyS0w/1YUATDzuwD/pdS6xbMSITOyAH9EP22amYpJiGF9zimnlQ9TlyBgDKlanyr7ETFwufdEjaSKlcshBx/3Oz9B8uk7xd4uMSCr86C8Khvf9pNbOElFFgRcXiZQ1KMSekaLx1lSBrjgBsaOIIt5EVc3YbOHP6lyDzZaCwTyIrDgQtARS3d0wMiV0JmUwQa7CaFse9BAHqDu4j7qDoeTsuPRMciZNpau+lp6mxqDDUe7kacy8ejU+l5OGIwcxmEzkT5+N7Pdji4omIjaO/rYWknLzOblnF6qqkpSTh6rIuIcGObl3NzV7RudXvB+CGIWGhtF6IaIxB0EYvWiYtCST4vmpxCTZKN/agnPQR2KmnaTsKERJICbJFjYfaKqGqmlBffl5fPahyDIvf//bH7vP01+7M+yYPTaOa777Q/a+3kj51lD1ZU3TUAO17Ju56kPHvVR7gyt5lW9qv2JIiMVlieJUbigyPoVDeLsSgsTdqElcECglSrOhuvuot3YwaDfg67kQc6Kex3PMElooej3juLMsgyvHJXPF89kYrOG71OmRoZ2e9PTFH+OJ/PvDYIgkxdTPEbOdbCx6oaaRR+e0m0aqrDroamgjb8qkDx7sM4Tz5P1fCGd/H6/87/+gKgptJ6p476/Pf+S++dNn0dvciHtoCJPVimtw4MM7jcAaFU3poguZtuJK7HHxYec0TaOvzcVwj4f4DDuOfi/OAS9bnwkvuLNnTR171oxdtfT9EESBmCQr9jgLpQvSyClLwO+Refe5GuqPhtsxzr+2kEkXZjLY5eatP1TS2+LEYjdiizIRlxZBzoR4CqYlIxk/uZeoIAijIhUfBJ/bxb7XX8ESYWfapVf+XTq5Hc//iYPrXjvr+bKLlnHRHffwzp+e4Ohb60edHz9vERa7PXhusLOD5759Hx7HcFAuE5+RxbzVN4X1O3Wom7eeGq37Hexy8+4LNVxyRylv/7EKVR5C9h5AEGOQzGW4h2H7SyeZt6qAk/u7UAMN7J2+8KzE/Svqz7m3YgMmv4YmmTD5/UwrH6Il3YpBVjG7VI6XRgIBfPRQPiGaSRVDTDjhQBVgx/Rk+lpCRUjGKWlYMRExN4nuH9yK5taJ+/4igaZk/ct7apnInZvUIIHfOE3gzVn6uf4ogQdvlvj5HxSMCjgt8Oo8Eas7ke6cEnJ5DEnMHZPonUuwR6QRG1XDsDSElTQShvt0CwKgLToTNbARQNdmnwX9bS30t7WMOt5w9BANR8NzS86ULfyj0Cv4LkQQJAQBNA2SsiMpXZjO+Nkp1B/txWiWyCqNC4s8Tl06djGzMyGIAtLHmSTO41OFpml0N9TRXFmOwWwmraiYXS/+Ocwa94YfPoIiB9j0+C+DzjG5U6az6Obb6O9oY+0jPx41ri06hpX/87901DneR9wVZM97dMbaaEnS850kTebnfIU/chfHhFAF6OXaOm4O/IXpxwa4b/LP+Zn0PXxCSEqTqrVxp/Y4lU0hHfpFgTLSVT1wIXdVcDRPwOaLYl7xbezsOIBoDJe8RpqnE20yEG0yEGtaybD2GIKgB9JkVwHX5u4Otk1OXsC5BEEQMF5tImcAACAASURBVAl2Bm1+ihWDXqhpJPXKYbMhiDY0xUFf62cjd+ej4jx5/xeifMtGVOWjRarfjzMjXYEzqoZ9EOLSMpi18jrGz10Y9PM9DeeAlw2/qxhTA/73YurSLKyRJsbNTsFqN4Wds9pNLP/SRABURcXnlrFGhtrEJNu47rszP7F7+aTQ19rMmod+wFC3PvnvfOEZZl9zA3NWXY8oSjQcOciBta/SXnuCqIRElt59f7D4ymm0VFeMSdwzSyaSWVpGycIlRCfpmrzFt34Ra2Q0h9a/HnwR5Uyayop7v4EgCETGJ7LzhWcAGOgIt6GbddW19LQ4aTnejy3KxMGNTcEkXVXuIeBai6a6EKQYJPM0Go+V8vuvbgfA79qEJutiQNm7H5P9aqp2QNWONlS5A1UdpD4/5IjwZe1RpnGQSiZSTDUzajrxWCQOTtGZn6jC+JMOCutdaMC7k9MAPz6fDUnyYzDIlE+MZu6+fjqTzMgWhcHB5OD4uUoSlvEWeh66HdWlE/eBCPjD0hDZ3jZJpC5V4I73/BxKNrJ2toCgSThOfYuo7MfpjBvmwZskFlSpvDNJxGkT8LVcSGFBHSb82CNDlUPPVURHZ5Ec7aXfMIRNM6EM+BEyFTRBosuUit8oIXkPYLDOQzRkoMpjuzj9UyFEIIh2BDEaUUpCNOYgGnQtd0peFCXz08mZGB82n4AuiTuP/0zsf/0Vdr30l7OeTxtXQlqRXhTutl8+qRfPSs8MSrniM7K46I572PKH3wb7xKVncs13foDREsPfHtX14oq/HlVuxKu0YZR72H3hzcH2s3iPhTX12Ap/wePifbixcT3PMo4aJlcO4vdaufrEPqTSB3lRu4VukimhkhvVPzPQmoUs6/KrdDE+SNwBAk27OXyZiMc9icdXTGTSk7egSU8giDp3UHyJXD/lYlRVRRAEHl26khv/6MScuAk1EEu8soJC8wMAaFoCFstn0xnqnwlBjMNhG8DmUbD7QrLhYWskCPpzH+zqPlv3zyTOk/d/IeauuhHJYGT3y8/+U8Y32yJIzssna+IUCmfOHVVK2u+RGeh08+4LJ+htcZ5llNGwRhrxOAKjjosGgfmrCjFZDRTNTP7IujpREke9aD8LGO7pZusff4cgSpQsuID6wwep2j664uveV1/E2a8n4lZu2xw8PtDRzksPfJOV3/kBuZOn6WP2dvPW734ZbBOXlsFNP/kFJuvY0h9Rkph77Y1MXX4FB99cg8/tYsENnws+25lXrqKnqYETu7eH9ZtxxTUkF8zglZ8eRPaHa0kUXzUB96bg35rSi+zejGhIR5RiUAL1QeKuN/Dgd7yEOfp2BDES2XuA3tgkhkaKhFg1Fxc6dxLp8ZNkfo9xp1z4jQLlE0P6Z1WE6nGRmPwqHouEEunn1MnZdHYWIooy2TlHycg4Tt2MqXSJjfT3ZuD16tvKBk0kSYum74nvoQ6GEp6fWyIyaBfwtF+LaOrDnPAOzUkCD1wV2k5WhktRrAl4BuZhTt7IqXSBU+kjOlHZSiBiHNMlfRs6Ofmzt1j8tGGzpZJh66bb2EuEZqFvKJoMWmkhG00Q6cpJI7P2CJJ5GqKp+COR9/jMfAxGC131Y+euSKZINMUXVuBnFAQrojEbyTQByZgVdioyzoKmaSy8voicsoRzSs/7nwy/10P7yROk5BciCOIoM4TTaKmuYO+rL511HEEQueqb32O414NkFImINpOQOXq3ZdLFyxENEvtff4Wk7DwWf+EuImJiWfvbY6geBdl3DNmtz/9GoD0pg7osfUEgaCpXBV7H3GWhzNDNN/N/AoBB1jC3m3lvXAYWm5OAL5opvbXkJzwIgCSDVzNQ2RLy2Z/sCd2bZ/8TDHubOJkuYZeLEQWBBxZeyXfWDGFK2IIaiMPAai4wOvnxj39Mamoq1157Lb9afR1P7J3FuNxIJvY+HBwvMjI8T+1cgUGKZ9jqxzbgD69fYYpFEKxoggW/5++X8f4rcJ68/wshiCKzV17HlGWXI/t9DLS3EZOahmQwoGkaQ12dmGw2XAMDpBYW4XO5qHx3i25pJBmITknFMzyE7PcTk5xCfEYWTRXlOPp6mLL0sjGLZGiaRkN5LwfWN3wswh6bGsGSW8aTkhcdHKO7aTjoADNuVgqLbxmPZPjXyw7cQ4Mc2vAGPU0N5E6ZTsmCJcGJX5EDDHZ2EJuWHizy9H4ocoB3/vQkx7aECG7dwb0feM0zSfv7sf6xh7n8vu+QWljEaz/9fjBqL4gil93/7bMS9zNhsduZf/0tY55b9uX7SMzOpa2mGtnnY9qlV5E1YSov/nB/GHHXVAe+4RdAG8ubX0P27kEyZIcR+xBU/K6NGG0XoQZOUTc+5G5TxlGmVA9g8+rXkiWB8rGShAU4WqYT+t6ebDo79QRbVTXQUD8ds9kFiY1oGrSc8TIbr6TDcBvqYMhruSoLdpUI4EvA75+C6ANjZAWiOVyG5R2YQ2BiDIbK6RgDu8O2m93dK/BOyGYKuktJQvy0MZ/vuQSTKZ5UYwcnLT6KVSOaJpHvq6fFohOKmpKJZNY2osqnkIxFyLwD6BFAQTRQMPv/4XEq9LY40TQ/aAoupx7ZMscsAU1GEK1omoIgSGiahiAIaJoKqGjqMKrcgmTMQxD1Qlma6gXBHEbKoxIsLLphHGlFMWGJ1ufx7wW/x82m3/2SvtYWfG4Xky5azuyV19FQfoh1v/gZsl+XAJqsVq78xvfImhDSJKuKwrvP/oEjG8Pdo6MSkxju0aOo6eNLuPRr3+bI290c2azPH6UL01l0QxE+t8yrDx9isMuNIAoUzkhi8U0XMnHxJQAE/ArrHz9Ga2Ufir8uSNwHI2PpjUtm/ZKQ1n0uO4n39nN0oRGPM57UfRLjpHq61Xhqp2pYDPq71mj20RWIYnx9D34bdAxlMhhrC2rdo1QrKZq+W+mv24rcfpgjJQKqKDAnW//s15ak0j68mmf2z6IkK5bHFmbxxO9+S1RUMz29g7zwwgvccccdXDYumaGhIbZsPRm8z/T0Cz+hb+7fCyZTIkM2J1a3G8uZ5N0Qg2pM5/oHvkNcmv0DRvjs4Tx5/wzAbLNhttlGOYKcdm6IT9cT9YxmC7NXXveBY8VnZI153OcOULWrnT2vfbhOvWReKunjYnEO+LBFmcgYHxvmNSwIAnmTE8mbnMjsK/M/dLxPCz63mz2vvsiRjWuDcqSGIwc5uXcXqx/4KV31p1j36E8Z7unGbIug9IKLmHnlqrDn7nO7WfPQ92k7UX22yyAZDKz8zg8QRYmXfzA6ISoyIZG5q27krSd+pY/pcvG3H38vrI0giCy/5+ujkklPQ9M0BrvctJ0cJHdSwigXC1XVgvaTtigTM68MT5qq2tnGcI8H2XsEJXASNBlN7QEtROZ74pIZtEWT3dmISfbr1QD9em6Dz2jmUOls2iPTWVzxNvGDPWhyK/7hZ/AZzewvDflJL3TtCRJ3DagcH43fKiDLRmprZzM8lEhKai2ZmVWIooqmCTQ1jk4Mqj05B7u9H7/fisNx2oVBoEzOJtAYkhk9u0TgzZkimiDg7roCeVwCGEXEYzdhzXgW0dSHppjw9SzHH1WCFmvGW5QJJ27GmvGC/vl6LkQWZzIhoop4+tG088mqoFdZjdY8uCxmIrwyGKG4p453M/Ukt6rkySw0voUYaMJgLsMYsRxBfQ+/px/RNJWW46FiJ4JgCsslEQQjCMaR/5dG/iuM/FcERAQpDlEKX/gJ4sjcI8DERRnMW1XwmQgSnMdHh+z3c2j969Ts2Yk9Lp7siZNRFYUdz/8prN17rzzPe6+Mzv3yezy8+auH+dzDvw56tG96/FGO73o32MZotrD6gZ+QUlCEqioIgoggCBzd0hwk7qBL/6p2hEsMNVXj5L4ujGYDF9w4DkVWefPX5bTXDqIpwwRcG3FZIti0+Grqs8ePur9L1bVYInXJqdU+TOekCCwHc2gsFbAYBsPaWu0OqptLWdF6gPK8KPp6QzviBUoKAgKBlr34Kv6qP5MSAUExctuUycF2X5udy9dm61r7NWtepbDwbeITWtE0gZM1czl8eCqzZs2ivr6GqKhQQCMx4dwpznQmLNYkZEM3kt+ByaUhaLoUcFiKwYuL2BRplLT3s47z5P0/HI5+L6//4jDDvR+ui7/49hKKZvx7WCUF/D42/eYX1B85iCUi4gMdW1qrK/nF9eGFfnxuF4c3vMHhDW9wxTe+S+GMObgGB3jpwW8x2Dm62qEtOgb30CBxaRksue1LwQjQFx59kme+fvdI5FCvvLfs7vuwx8UTnZTMmof+d8ychLmrb6J4/gVj3m/twS52vHgSr0uPEOxfV8+135mhywNUjabKPvatq6e3xUlEjJnrvjsjTHbk88jseb0OJdCM7BldOVIRRbbOuZTyibqnucHv59Jtf6OoQV+w+A0mXrjqTnrj9d9CQ2kJF+1cy5Qq3ZbveGEZPoMeTU3V2ri64x2Ol6biysjD5WlExocsG6k4djFOp57Y2Nw0mf7+DMrKNtPTk4PHE5LUSIKIoqkoiomjR5Yjy6GFYoGSglU14Go9gCppPLxK5HCeTvxUbwoBw3jiMuwMBRRkKQ1X3TcQDENoSgSayYw8KYYDc0q49ugpWgJlKMczEFQRTRLwz0zgEvTizJI4tivJuQhJi8BhNWIbcEMk2LoFMjKaaBWy8YtmaotKKK0+jqapSKYiNK0Qs1n7h5/f6STTtMIYEjLsNFb0kpwbjT3GzMzLczGYzkfY/x3RcOQga3/+k2DBrJ6mhr/Lk98zPMTG3zzC1BVXsv3ZpxnoCFkMZ02czEV3fDlY6ff0rmpfm5Pdfzv1ka9RtaMNg0nEaJJ04q6p+F3r6ImN4ZnrvjpmnznaLrLFxrBjFouLzvl66XhFMVBzYi79/ZnExrZTXPIupsIW/mJbRFZ6BfUtU4P9stVENL9rhLhrbJ0kcKhAQHaXUJoYxfsRCAQYGHyF7GxdviYIGoVFe6iqKmHWrFk0t2zHbtffTQIpmM3Jo8Y4F2CzJmOwHMcfGETxRROJg+GRTHyPxYR7aHBMm9vPMs6T988olICKKOkuKAGfgsEoomngGvKhqRot1f24hvyYbQb62py01gyQMzGB6EQrHkcATdXo73DRVNl31mukFkSTWhDDxEUZI1X7Ph1oqkrA58VgNodJV1RVwTM8jC0qGjngx2Ayj9Kv+r0eKre9zbZnfh885vR/sJf8h2HtIz8mKSef7sbwXYmsiZNZfs/Xg5GesRCXls79L75BU/lhALInhTx0M0vLuOpbD/DKD/8nrM+81Tcz6+rVgB5hD/gUVEWjt9XJoY2NtJ4Idw7yOAKs/205V94/he3P11B3JBRJcQ36+NtDB1n+pTISMvRtv2PvtOB1ugi4No66X7fRyisXf47urJDtomwysfaS67lq0/MUNNWwb+rCIHE/je2zl5LbXEuMY4CqspCTwlJ1Aw0FViAAnprg8eamsiBxPw2nI4GaE/MZHg7JuaYF8khTY1ln1l1IziTukiYyWclB7qpA8zt5c1aIuAN4u1cglsbx+tRC9gw6+e8ON6ZjA2hyDGqEAf+MBBalxJBpMfH5tAS+7/GjJFoQZA3NLGIWZUo5BkBU1Nk9uM81iGIcA1aIahqEFAMuZxxz/Ht5xaxLZ6omTaG06iia0olgSBv5veu/+cSsSFLyozmxpwNJEskpiyetMFa3WlQ12k8OkFYUS1J2JJJBJC4t4qwa9QXXnTuFZP7dUHdoH6cO7CUxK4fC2fOIjEsYs13Nnl28+cuffeh4BpM5KJE5DXtcPLNXXofP7Q4m5TdXHqO58lhYu/zps7ji6/8zyoRBkVXWPVmBpmnI3t2o/hq9wJZ5AqIhC5BR/CdxKC2IgoVIYxGiIY3yLSFXGdn9DprSxdsLw+0jQfdmv4FnuUTZCBK0tJTQ3jae1LSTZGXpjl6aJnC8eiEDA3p0vb8/g67OAlLTasnOqcDpjCUQ0Oc8s2YgTrPjq3oOze+kPg2evkQvwJQSOZ833niD2tqT5OTkcumll2K1Wjl16hQpKeG5JKKoIhl24fF4cDgOYB9Rg0THnLsF6OyR6STbfAxLg5jVdKIYDpJ3v13EPTQIY+RBfJZxnrx/BqCqGu4hHyarAUEU2PFiDTX7uoI+2x8VldvbPrzRCC64aRylC9I/vOEnBE3T6Ko/Rc2enVS+sxmvS9cATrvsauZccwNKwM8z//XlsKqvMcmprPzO94lNTcfv9VB3cB/b/vwUnuGhs10GgPTxpVzz3f9FFEU2P/EY1TvDo8+TLrmUoa4OGkcINzCKuF9y11eZuOSSj/TZBEEgZ/LYeumsCWXc9bs/c+StNzHbIhg3Z0HQSebkgU7ee7UO12D4S0tTvcjePWhKD4KUimQupq8N/viNXSPnPSj+EwiiDdGQxXAvrPv1UW76/mw8zgAH1zciew8Ete2KKPJ2/GJa4rIZmpGJZh9tbakJImuW30LhoaPUjuF1GzCaee7yL5Jc1Uh7jC7NMmp+5jDad7u/P422tlB5bwMiMnr0p68vJOuyaEZKlUxMGJgWyOOQsT54TtQEFo/4HHua30MVYNO0UGRXdownIBVzfUkaBTYLeVYzT+bHUhdhQHDJqMlW0qwmHipIZWBggDszEzkw7GJ9zxDayDr1BsfzmO16NPB8smoIBkM8g5YAtv4uDFomsqCS3dKLlB9AEYw0ReXTmZhGuqMd0RDuXDHjslxyyxJYsLpwTFI+YeGnN+ecx0eHqij0tjTR19pMXFoG9rh46o8coLW6EkdvDx7HMJkTyrjgljvobqzn9YdDRY62/fkpiudfwIW3343ZFhE8fuK9HWz8zc/DrmOPjcPrdiH7fCNWu1eRP30Widm5dDfWc/StN7FFxzBu7kISMrODv6GA18Pe114edd8ZJRNYce83ECUJVdXoaXJgsurVbdc+dhRXtwc1cArFq+8aauoQaqAmbIzTJbb83sMYrEswWCbrhN+9FcV/jJbUHNpSQ8TuUu0NZrAHO04yvR3IFnA44mls0N8BTY1TUBUD2TlHaaifGiTup1FXNwNbxBDR0d20t4UkOOlqPJrXQaBZt3X86SoJ2SCgKRbyHQpS3IOUlMrUnpzDa6/5uPHGG6mt3UqE3c37kZjYyM6d27HZQguRtLRzy9/9TNgjUimy9tFjshGhmYlUQ4Wa/FGaTt7/zXCevP8LoWkaNfs6ee/VU2O6t3zSuOZb00jJ+3S2hjRV5cSenTj7+xjsbKfu0H5cY0hbDr25hkNvrhlzjMGuDv54Rin7D8PslddRNHs+CVk5wUl/2T1fZ9zchRzZtI7G8sMUzVnAoltuw2gyU/72Brb84fGwMQxGE4u/cNeHEnc5oCAZxI/kbGGPi2fBDbeGHat4t5UdL50MO6ZpCmqgloD7HdBGpDZyK4rvAAbrfAyWmWiqG7/jZTT1dHTeiMG2GPfQBJ66fwcZ42NRZDeK9wh+g4k90y7g4IS5qKIEUvi9ztV2cB3P810ewSnoyYG100K6ymKtkmt5kZ/yIAHBhCcqksY5E4PnZ7IHu+hC08DvtzI4mIrHHUlLSyiKnahGcYV/OpuNx2iResOuP1nOwTQyBU1RconXIjkQ1wR+lZnOXDLVBFTfMHJXJfuLBHqj9fv3tNyC7BxPYH48t2XqET9REPi/cZncozTRHhUgw2LkudIctrz0Aq2trUycOJHfXnElUyJtlDs8XCz4iPS9HbyX2NjJnIcOizkZVRxkSOsmTiuhWxjC3ZHM7Lw97BYWAtA8MZ+0Xb2j+kZE6/Kt844vny4c/b1Y7VFhRfZUVaG95ji26Bji0kZXQAYY6u5k25+foqniaLA+xNnQ29LEsbc3osjyqHPHd71Lf3sb1z34U/xeD2/+8iFaj4fXk1h6931MuOAiNFWlr7WZyISkMAeZpJw8LrnrLNKUa29kqKeb42cEYi68/ctMumgZgijSfmqQNx49gqqEB7xUZYCAewv90fFUjZuCMeCnqL6auCH9t6shUF04ida0HIrqKslp3Y5ozEXxHUbxH6M3Nol1l6wOjlesVXIDfyFhUCWh28XB2Dxsxn6OVy8Mu25Ly0RcrlgG+kfbMmqaRHXVBeTmHqarqyB4vEhJRW7bj2QO8LPbYShCnxtl1wQWJ7yK1apr6otLtnPkcCQNDXPweNYTMRJZj4xcgsNxAHBgNnuoOLaG0gmhf6NxcXPGfLbnAiyWREoi2jlpSSRBMxOhuILk3WfnPHk/j4+HQxsb2be24e/uL0oCqfnRtJ0c+eEJkD8liZ7mYcw2I9GJVvKmJJJVEofZ9vELCb0fnXW1yH4f0Ukp2GPjRpU7VxWFI5vepPV4Jc2V5WEFMj5JCILIuLkLKF5wAXlTPricvSAI5E2dQd7U0e0mXbyCkkUXUrN7B00VRxFEkVlXrSY+I3OMkUI4daib7S/UIPsV0opimb4ih9R8fVHk88hU7Wyjq34YyShStjhj1ILp+HvtQeKuaX4UXwWKvwZNOXuRCNmzG0FKRPbsPoO4AwSQ3ZsBFYO5jNYTA8i+w0CAbXOv5FjJ6M8taCrX8TyX8ToZ7R6uTvsrz3J7WJs4rZevKT+npKOLtoyneZq7w84btADLlA043HGUH12Gpo3WIwuawJxAEQICM+V82sV+FEGPwGco8RQrOqEwptgIdLrJUhPI6g3ffvceeRZUma2TRZBtOOu/jqbY8c1N4pq8JArMRmpraxEEgZm5uRyeW8pQQMYsipyoOEZ7eyM2m4OKimOIoshXrr4agK3vPAMmnaxoasT5ZNUzYLWmIBp9dEs9JKiRdItDqKqBUk8VuyN0klKfOY5ZyugCS7aoT09+d66gq6GOfa+9zFBPFwaTmQmLLyKrdBJtJ6rY/dfngwWHYlJSWf3gT4mMS+D4rnfZ8OtHAD3B/uIv3kvJwiXBRZXs97Pr5WfPGjg5G8Yi7sH7rK/lsVtHVxs1GE1c94OHSMnX3aUEUSThLIn6Z4MoSqz4yn+x4IZb8TodxKZlBCuN73+zgQNvjn6PapoPv+NvDETZ+MuqLxMw6r/NXTMu4vq1T2PxeXh1xS3BQnOVRVO4ec0TJPc+DYAjIopXLrsVl1XXmts0F/f5fsG8o/1YfSo11jQii3pobSnB5xvtVNLfH1owJUuxXJwwk791bcOLH1k2U1sbItM5SiLpahyetsPUzghwIMo+8hlE4plGclJoh1OSFIrG7ebZZyOYNbsxeLyw4C5a22Lp7n4VgLz8g4iiOvL8MjCbxpY2nQswGuOxG/x0W4bJ1sxEyM5g5WhvhIhj4Dx5P4+PgaKZKRzZ3Izfq2va5YD+D81gFJm2PIes0jg8zgB9rU6MZom0whhiUmwoARXngI/IOAtGs4TsVwj4lH+aV7qmabz756c4vHFt8FhMcipTll9O3tSZDHV10n7y+JguAWfCYDSRWTqRwlnzSMkv5MDaVzm+e7uepTaC3CnTKbtwGa7BAXY8/6dRC4DCmXOZfvnKYMGNfxRGk5kJiy9mwuKLz9pGkfX8g/52Fy/9cH/YueaqPpqr+rjlR3OwRZtY88gh+tpCVox1h7u5+LbSYIEYnzsQTKBS/KcIuN8GzcP74RNN1FuzyfE2Y1V8gEbAefYXrex+B9GQDcgo3iP0xiZSUTxaypOmtXAbv6eYaiZXDBE/EOB29TU6M9J4W1gO6EmoX+XnTG1sJ7PNy+XRb1EeOZWDgq6ZjNIGuYdfkSPUcfjE5WMSd4BFgRKSNH3hEqvZudo/kz7BQZRmI0GLREDAe/hJfFYD5uLbR/UPtB5A6Sxn2AqV2QK+vgUEUpKQS2KYFG3jm4kRPPnkk/T1tSOKComJudx0001E2+0oisLu3e8we84rSJLM0FASJ0646eqaS2JiIu1tWzhd9sBqm34+WfUM2O0ZxNvb6LAOUaDYgm+J5G4nUo6MIhhosebgNPkxjVg9AiCALeofDxL8p2C4t5tjW94iNjWNojnzMZp08qipKm0njyN7vZhsESRm52A0W8L6aprGUHcXFe+8xeH1bwSTPQHaa8Z2whrs7OD3d39+1HFFltn0+KPsevHPlCy6kNTC8Wz49SMEvOHzjj0+AWefHqkVBBHJaCQxJ5eC6bM5setdepobw9pPXX4Fiz//Rfa8+uJZq4NnTZjEwptvIzl3bFcyVdXY+kw19eW9ZJXEsfim8VjsRjRN48jbzRzd0oISUEktiGbW5XkkZiUQGa+TUFVRef3RI3ScCskoNdUFggU0Px7nqwiakw2L7wgSdwBNFHnxqtEadlWSePPCa7nltSeQFIWnr/sagZHvzKj5uUt7jAuqm2j3p3IqMxpDbjeybAyztb1kycWcrD5BY+cZFYY1mO7OxdIkM03KZbcxXLZj1CQWBIpBkQk4GnhwZkh6FBhcxDUR+xCE8B2FqKhexhfvwGjUfxeaFk1MzDRU1RMk7xERIUKacI66zJyGJJlRVTMum4RVhgg59Nt32Yw4+v45gcZ/Js6T938hohKsLLxhHO21g8xbVYDBJCH7FIwWKWzbObs0PPFPkkTiUkNfncEkfSJODJqqcuK9HVRu20xz5TFSC8ZRdtEyqrZvHbUFOtjVwbZnfh+WOPp+CIKIpqkk5uRRsmAxky5ZEXyBAay49xtccOud9DY3MdjZTnJ+YdgkP37eIna//Cx1h/Yz55rrKVm05Kze7J80FFnl0KYmmip66e9whfulaypqoBFN6Rqp7pjKs9/bM+Y4qqLx9p+qSMyKJDrRysENjfjcMrJnL7L3vVHtNeDtaZdSUTod1SSBQSSpp52Vm54j0qXnAwzbo3lz9ko6kjPJGGjhkl1vEDvcj3/46eA4O2degjZCSDO1Jr7JjxBRiWEQAZh+ZJBohx5Fy2928eW4J7jK9jfcRJBKGznNbmIGA3QmmRl/ysE3Sh7miHkyAiqF1GCTfTR3FIe590JEeAAAIABJREFUxpyGXbOwMFBMmhqHYDGQ+q3p9L1wgphTEKOFXkxyzwkCzXqiquJwYF/yDVSnfk+qtwtvuU4I9o8TEDQzHmEJhrI4vpSRyL1ZSfz1mT8hinuYPWc/oqhw6tQsNm2KZ9WqVbzzzmbyC55CkvTxoqO7mTBxC3v2zKKkpAyTKZQfkpV50Qf/GM4xREdnkxL7Dv1RGnEuBUb+yTo6MyjMqeEEeiXajqJUYuq6kIx6cnPOhHhE6dxaBKmKwu6/PseRjeuISkwib9pM2muO01V/KiwBc9Pjj/K5h39NTGoar/3kwbD51BYdw9xrbyR3ygwGOtqoO7iPo5vXo6mfbNEY50A/+19/Zcxzl93334ybswBVUWiqOEpCZnaQJINeDO7wxnVse+ZJACZeuJQLbtUJ8OyV19PdUMepA+G1MCYuuSRMBqOpGm6HH5PFgGvQh9Esse25E0FThfojPdQf6SFjfOyopP2mij7aawe56Qezg7a5771WFyTuqtKPf/jP6DOoDhGoySulPeWjJyL2xybx68//D3a3I0jcAb7BT1nUUMnGjEkkJjZhQPeRb20pRZb1dpFYSd8gk0Y+m+O8tLt7kASRuYFxpGp6dL9QSaVO6qJTDBHryXIuZozIfcfZX6DgM43IZdzZzEq+gpK4e4NtbbZc3G59lyEhIVQgLSFhIYIgEBs7B7M5B5+vMexzpSRf8JGfwX8stEjdRasvgNUfWgy7LWZcg59cZflPC+fJ+78Y42alMG5WyNnDZP10v5KA10tbTTXVO96h9XgVjr6Qk0nHqRo6TtV8QO+zY9V3f0TmhIkfSrZtUdFkTSgja8Jotw+zzcaSL9zFki98dN07QFvNANueP4Et0kTpwnSKZiQjiPpiaLjPQ/vJQYxmiawJ8RjHWPTUH+1h999qx7TX1LQAAedaVFkvToV3DwbLHAxWfQtUCTSh+I4BMprcjmSegWSZzhu/PIItykRXwzCyr2pM4l6eOoltF11OICI8CtedmMZb865g1ebnaEzI4Y0VN+If0Yo2R+bz1qKruG7dH4OW2scLyjiVWxzs/yV+Tbq3h6hhmQi3THqnF9lso375dfgjIrBWbGLa0RayEzz4DSLxA368FokDU2NBALNPZXrFADnxu2lJt2L0qzisJtraQtfIE1NZYpuM3OtBQkQYuRvNuY2mWx/FNmcBUsxMlMGRSJHqD5JzAKW9Gl/F46T88Fcog320fO6LwXNbJot4XcWo6bG8WJbH/NhI2traUNRtFI3bF2xXWLiPE8eN1NdPpap6DRMnhlfstNmGOXlyLf39faSmhUphx8aeL850Jmy2VLIi2uiJkIgaGkSKFVEEFa/fSpFawwlJJ+/9GcmoNc3Ep3Yx+5qbyCn7z9iWdw70c2j962SWTBxTbgf6vLn9uacpfzvk6NTX2kxfa/OY7QH+8q17xzzuHhoclXszFmzRMSRkZoW5rYiSxLIv38/Rt9bTfvL4qD6LP38XbccrOblv91nHvf1XTxGTkhocL/csyfdTl1/O+HkLMZrMGC3hdT+W3n0fouG3yD4vFnskUYlJzLoqpBU/dbSHt/9SjepWPvRzvp+4n0bAq7DlhRPMWprDqw8fCh5XAs0EXOs4k7gD9MUksnXhZcG/L9XeIJkOnuFO1JE6A7FaH/fzEK1k8XvhKwCokiEopQEo0GqYNlxBXUwSiXFNoesqBtrOSDid5s9DQl+8LuufgHd5LNK+Ycye0H0ZkLjMPw1HjkBPjh/j7mEyFN3NzF+3hc1L9P6qLwGDfA+Xmw8Eo+sQx6yZ69mz92q83vD3clam/qxF0cC4ou9wrCL0zoywjSc+fsmYz/RcgiBGM2STsLX5sPhC7wanOQLX0Nld+T6rOE/ez0G4Bgfob2+lfPMG6g7v/9BEJdB1imUXLmPx5+/E53ZTsfUtyrdsxOdyEp+ZjSXCTv60WZQsWhIWXf804Rr0cWRzM1W725F9CkPdHjrqhqh4t5ULby3mxJ5ODr/VFNanYHoSSz5XHCTxe16v4/AmvY2myWjqEGg+FH8diu8wp6tJngnZuwdNc6MqfWjvKxcve3ehqYM4+i7B0edF0wLInhHXGGD9/JXU5E1AtX2w5Kkhbzz/96UfgaqBGJ4M2JKex7tzlnHBnk0IwP5JoS3Shdo7zO46TmlNqJpuf0oi5eOMqK63wAUkw6AxlrLKfgRAFuHQxAQQ9M/qM4scLUhg3rEuclo8nMyMotGegd+vR9EtmpFF7vHg9mPgDOtP9xFcm58FwFtRQcSidmyzb8Lf2o/zrd+gObvCPoe3/CCu7WtwHQ0l8h7OF6hPFVB6SrmqLJX5sZHIssyGDS+SlzfaK7qgcC8vvvgk2Tljk6j4+CaGh9yYTPrCTJJiiYgoGLPtuQqzOYlUYxeNNjNaayvxWgrdgh7hTPF3Bu05umJTgVbcgxXkTxldzfmzBDkQCGqkvU4n1Tu3UXdwLwOd7WSVljF56WUk5ebR09jASw98Czng5+A6vTBYcl4h0y69ksajh0Y5V30aiM/IYvWDPw36UHscw9Tufw9N1SicNRdbVDTj5y5kxwvPcHDda4iSxPzrP8f0y1ciCAJTll3G9mef5tD618PGnXHlKuatvgnJ8NGlTmfzwrZE2Ln8vv8e81zle+28+5cTnC2FWVV6UQPNCFI8kjEUJVcDLQS8B9A0L5IxC4NlFq3lfbSWh4iWEmgakROqtCVncrBsHgPR8Vi9blrSctFG8rKitEEu5zUicZLPKbZpFxGBiyt4FZvipcxTwyb7pTQLuWH3FqMN8PnAH+knmpi48PlqYCAVVdWfXbRqI18NeaiLiNg2niHn0RS8B57COvNLAEQ2akQ2GgF9V10ZamFoqILqrJEaFs6L2XznBWx74ylGHA2Ji1uMKJopm/hz9h+4ktPvoujoacTGzg5eKyHhQnJz76O3dyt2+zgK8r+JKJ6negYpDq9ZxuRxYvaG3uNOox2P8+y5HJ9VnP9GzyE4+nup3PY2+157+ayJR+aICNKKihlob2OwSy9WFJuWwWVf+xZJOXmAPoHPuno1s65eHSxv/mnD5w7gc8v43DK1B7qo3t2Ozz0iuVB6UOV2NNWBZCyiqwFe+H4oQqupLlSlG9GQzqmD3Zw62M3NP5zN5j9U0d3kQNNUZO9eFN8h0MZ2AQpIBhTJgMWvk0DFV37We1X8lYiGDERjDgHXm6C5cFtsPHfVXQzFxI/ZJ0Yb4EG+yxN8hRohZLt4mribR9xofIIeATs4aT4BWSJqeIDuRF3MbdAC3KQ9Q26TrudTs2bTWlxArWcTaOFR6d44kbq8GAoahqmYMgHF1B523hej0DB5ErlHy2lJiaanPvSSG6+kByNOpyEYWnFt/l3YMdf217GU5OPa+jJKr77I2TEFXKLA8kN6dKrn54+E9dk6SQBPCs70RdySrkd2Dxw4gNG0HUnSJ2BBMAIimubDYJApLtmO3R5yNioufojjx3ViER/fSnx8aIGVn/fVYLXP89AhSVYiVQ99kYmoQ82kquPpFnUiEj3kDZL3Tmsa0MhwTzeuwYFRFaL/1RjoaOPQhrW0VB2jv63lrO2qtm+lavvWs57vqq8NJn9+EHKnTA8rPhSTnMq862+h4fCBUaS/9IKLuOSL9+J1Onj7qd/w/9k77zg7rvL8f2du39u3916kXfUuW7IsF7nJ2NgYDNim2JDEhFASSH4QBxJCaA4lBEKvphjcsGxLcres3ru2995vL1PO749Z7d2rXckFO4ag5/O5/8yZOTNzZu4577zv8z5v98lj6LoOArKKS5i/7nIk2YQ7K4uaVZekHetwe1h05bVp2yRZZsMdH2TDHR+cdV2SJHH5Xfew5tbbEUJgMpmw2B2vat4e7Q0z2B4gu8RFXrln+pjIZIIXf9dM1/FRLGaZlZsrWHJVenXvoc4gz/7iDJP9ESSMeVfoUSSTD0myGB7z8ENpx6iyF6QMhJZeKE/TBtHVPqyuW6b+76Alm435FNi3ZD071lwz5z1YRJKP61/jiqM9mFWBq16l3GVQT1xhlcUnAiStMp9c+hV+I9/FMZZQTTMf4IdURXoZmSwio8iguYSCWfS1rcETqGFACoNkOL7K9BwkJLSJVmRf1ayxTZx6FLX/MMnWZ7BWp+dXCU0hfvjnHKmS0GUJNdzAlrv+FlsigiMjJWJQWGBIPbrd85k/74u0tn0Vt6ue+vqvpuXsSJJEZcVHqayYO9LzlwqrNQvJPolIBrDOSPcIm90kEtpbZsu8Xlw03t9iTA4NEhgepGzhEpR4nOGuDpxeH97cvFlqLq8HuqZx9OknL8hNtztdWBwOKpet4vI7756WGwuNjRIYHqRoXsN5X+rX+7LrUxr28jle5MH2ANFgkpxSN+5M+6zjlKRGy4Ehdj3USjKW/gEihECN7TCM7ilo8f2YHesx2ZYhSSaU2C60+AGY0h23ODdjstbywH0GX1PoQZTI0+jq3J5bxWTm99e/n76icgDqG49w9a4tWGcklA3mFHKiaglFo73Mbz2BhECJbptuj9kc/PSdf0c0Y7ZCAUCuGOTjfJVchvgY9/NlcV+aRyhLjPBJvkwh/fyH+BwtkhG6PbY8XQpsKQepGxhlsKqccM0KQtEm4rFtafsoivGsLZYkXcVmuoozAcNwDwaz6eutx+Ueo6CgiQ7PAEObVqJHu5icLJjuo1rLR84w41xbiCSB5IzS88G/ntPTNvY/Kd3niA1+fpmJpBmq+zVqzilse6BG4kCthDI6n/JFPlZ7nYTDYfbtf4L6+lTYeOGC/0IXKidPGouV15uifjkctRTk38rAwCNMTu5L699qLaCo6D1zPYK/eMjCzbg9k2ikmxIti2NmIxql9vmQ8zR0ycSkKRNFiiJj5ej2J7jktve+IXPW60UsHOLkC88w0tnOcGf7BSksbyRu/vR9VC03krnPOkVM5tTSOu+Sy1j/3g9wcMvDRCYnWXf7XdO1HjK8Pm76h3/+X7lOu3Pu+QZgpDtE9+kxYmEFf14GRbV+mvYPcvDJzul9sio83PrxpXQcH+GZH6eSZpOqxq6HWskqdlEyz6CADLYHpqktxrz8Alri6PQxAbMXrzrFV5dkdEnCrGtGpJOUx1qXJFSTBSFL2JJ9qLEdmB0bUWMvoyUOkTRbefqyt3Gmdm6pV7uI8mG+y7reMxzzluGPxVh+dACz8Z3EoJTFA74bCEX9XHfqaQrmfQ3FIiMBGVEVraWAjCWGx72zYwk9PYZU7oic8v6bhEytVoBQYkR3fxtL4QqsdddjysxBD4wSP/U4ardBk0ycfgxTVg0mf3lq/M48jh7o5uBGGYTEuxd8iupsD8ePH8btTkk9en2p4niFhbdRWHjbeZ/nRcyG3Z5PlmOSiDSJI5pyNIRkD6owEwsF/6yqrF403t9CaKrCk//1VQZbm+esMAdGwaG8ymo82Tk43B4mBgfQVQWL3cFQeyt2l4vJoQGcvkwkScKVmYXVYbjGhjvaaT0wdyLlWVx2xwdZccPNcy667qzstKSlPwbxiMLRZ7oZ7g4RDSYZ6zVoHGvfXsXSTaVoqs6+P7RzdEZ1u9xyD9d8qAFPlnE//S2TPPOTU4QnjHFSEyeNpFFzOVriGLraOee51djLqLHZxYSAKc/NZmRzKULESIZ+DyKctk/YlIFJ6ATNbravv4mhKcMd4PS8pZyet5T3/epb5IRGeWTj7bTXGZzgo8DWjbfw4V9/fTrZFOBow+pZhvu7xS8I42I5+6nVm2loDJE3mqS7KMwXqz7NM+IahsmnljMs5TBWktS2hPlE9Vf4LPczIaV78J0ixJ2xBwjabISygjD+fFr74GAlba2r0HUzkqTT0PAC/syU9dzfV0dbm1G4aHS0jFjUQ23dHqLxDgKBAjTN8H65dQdekYGtKoH7kmwkm422t92OJIyPo+ZCuP9WE1/7qYo3nG7OP3KpTCjD2PbF20186WcaBVN01/Y8+N71MiATda/nI0VZqKrKQw89REnJC9Ne94yMarKzrwIEWVlXMDaWuk9JsrGg4StIkkRtzX3sP7A57fwF+W+7GE4+D2TJT0TPpst5msUJM1armaSkEgv7yWaEYYw8naBPxZ9ws/eRBxkf6D8vdeLNgBCCsd5uTu94niPbn3hV9L+ZyCktp3L5app275iOMgLTifqurGyOPf0UrQf2YLZYyS4rN86r69Sv30jpgsVkFZemzZ0zjfaZcPkzufyu2QonbwSEblRn9uQ4sL3GnKmJwQjbf36asY5XTtgb6wjyg4+9ZJxTCHS1B0QC2VKOJFn4zbeOULe5jIoMGy8/2DK1n4YS3Y6ebEzr66zhfqZ6Eds33IQmmygc6mFB0xHmtR7nxLzl7Fu2gbDTkGm0KEmueekx5rcem45y9uWV8MRV70zjp5eJdtaxgwn8lNLFavZgD8JQsYwsBxkCumNlFJ00cVrU4FrQQkWG4bg5PZnDglNjmDLD2BI60qSN08vHkIGx0eJpw30mLJi4XGnAJ5zEGx8EJYbS9TJKV/p6I8kCV1GcUA9Ed38D+5K7MHlLSLZsRenahSrD0QoJLVLPP15ifIj09LyA3aFNjWM2dlv+rPNfxKuHy1VKpWM/o+YktngpDhEhJjnRJDMxm42xni4yGv58Km1fXLneQux79HcMthr83rkMd4C+xlP0NZ6as+31Yvnmt7Ps2htxZWW9aeotQgiGOoN0nRxL896k2hXAzJ5H2zjwVCcWqzyrUNVwZ5Bffnb2x4fQYyjRp9EVoyrqXJQVXZJQzZY0j/j5cDb0OhOaLLNlzTtora1H2ExIQQUpqaPnzI4GAPz8vR9DHo2jZ6e36yYz29ffxDu2GdzvrvwKdq1IJQ/VidPcp99HZiCJkKBwMIEvqOCIG8ZvaV8ckyaQa1OJcWXdUao6owY/3TLAZ8r/lS+ILxCUDK+BT0zwKfHvlAcHCeWlf5QJAd1di+juXjxjm4mmpktZsvQp7PYoAwPV04b7WQyPlFNReQiLJcnIcPn09lI9C7Qkw//x9wx/IYnk9CMihgWuSfDja0xMuiS+fKuZf/mNhmPqcRyqkti6XAIhoaseovYA//QBE+vaNMbtEkfKZXRZQplcglZVTllnM1/86bOUlJzE50txT2trPjsdMl608H9obvkCfX0PYDI5aaj/TzweYzJ2u+dz6SUvc/rMp5mcPIDft4aysjfHmPq/ALMlC2H10p0rsWiyh2JnFu2mIUAiWxtl2GwYEqFcyBxxI/Qxmve8TOPKNYTGx8ivqiGzsBiH26BanDVwdV17XXOOEILB1mbaDu1juKONka4OwnMUfZsLC6/YRMOGqziybQt9zWfIKS3n8rvumS5ctO72Oxlsa6Hr+BGySsqoWr5qOqJYvmgpSiKOJMlpBZD+tzHaG+LUwSFcLitVi7Lx5WYgdEFX5yTP/vQMiZE4ZqvMHV9Yi9NrY7w/wosPtzBwyhij4gWZXHv3gmnjXgjBoW1d7PtD+4VOi9Dj01FI2VKJJBnHa4nDqLGXpvezOK/DaZ1P75ZuzpLSdHWIZGQL6EF0SeJk3TJO1i3DqsSp7G5hJDMvrQ5Fb2EFvYUVbNt4y6zrUCxWtm68hZyxAbInRog4nDx67R3EHCn1qoXiKH/LN3CRcr5kBATjNid2ObUO2BwRRldCLofSzuH1jdBc42HJUZ02RyGxxWNY5ASaZp41H3o8HhYU1lJyzIpbOBBKDKVjx3nH0b44zMCiJK4H7KDEiB/4flr7kSqJmF2iUroZm8WEoihMTO6gYIqi5vOuO2/fF/Hq4PFUMM8xwLAtE6vmxEuAGMb7k3BJjHR3UXLReL+IV4PFV19PX9MZuk8cfeWd/0iYrTbqL9vIhjs+iNWR8coHzAGhC/pbJnG4rWQWOme1a6rOwac6OfhU5/n7EKrBJ48fBGSs7negUoia0NCVXtT4XoQeQDLlY3asRjalPP+6Okgy/AcQkfP2D7CjdgP7LrsSzIbBcNdD3yFv1PCsCeBw5Upaiuax8cyz09tnoju/nAdvuhtmUIKE13qOlgF4RGDaYAZmGe5n0VFex3fe9SmKOjtpWbxomrdeLLq4L/mvrDsyjj2RLgsX3PzPjGZayBgfI/PZ/2Ht/nGSVhlHTMOqCBJZxQytu5HMl37JwrEOvpz1cQ4Igzazhl3UDI0ykG+fGnOjAuroaAndXYtQVQfnQlEcnDp5JQWFjbS1rpnVLnQzx49dQ3XNXoaGKqe3V2i5JFufA21KRSaSUop45BKJjnzjXtsKJT75IROXtmt0+CVOlMogScSHrkcN1eOq/AYxm8oz9akpSagOYvEbuSTbzuFtT1BTu4f8/Lbpdr9vDVlZqcqGsmxmXt2/Ul72V1gsPkym9Pfcbi9k2dIH5nxGF5EOqzWbTL+VrlwJte04y/JupEseQZN0MpXJ6ZUjkOmAGTkDT/7X12b1ZbE7yC2vIB4OMzHQT3ZJGdklpSjJBEoiQXh8jMyCIoY62wgMDZJdUoZsMjPc2UZhXT1Wh4PR12Cs55RVYMtw4ssvYN3td01z8Yvm1Z/3mPyqmukiQrOu3zb3//rNRjKusn9LO8de6gM1NfvsnaoTcS7UpM7P/nEXNpeFRDjdEdJ7cpxHv3GYtW+rov3oCB2nxohNRTB1bQw92UxQH0JCxmOuBkkmljyJWUmnHtm8H0aIGGosXb1GiWwFITDZjDEWQiEZehBQmXT72XL1uxjMTRUt6iite83joZnM/OamD+EPjDGQlyqkZxFJ7uQnbFK3M68ljCOuM+mx4AkpvJw9D6f3/MXvzoXDGaTxEpCkfs6m8XZ0LCWRMNY7h9nG++pvwpqUiZ0ZRwjDM57seBF0hdPvCrHkkIlka2ru6Vmg8KlNXnRZpvBuwTd/qIJIrS2DPvjRNTKSLvO+FZcghGDHyzvwelNjX15+42ser4tIh8dTQb51gnabmWJhxaWHp6usJj2C0e7XXzDzrcBF4/0thNPn5x2f+Td6Tp8kMDxIflUN3rx8dv32lwy2teDLy8eTm4fFZic4OkJkYpzB9hbCY6Nkl5ShJBMEhmZPTO6sHCqWLsfucmN1ZDB/3eV4snNe93XquqDz+CjHnuuhv8VI3Cmtz+SSW6vJKnKhJDX2PtZG+5GRaUrLWQg9hpo4iNDGQGjo2iCIs/voJEO/RbbWI/QAQu2bcVyApNKEbK5ANhegq30pecZzoEomzEIj4Pbx8OXvYawovST1b952D+999Ps0F9WzZ+0ViCkt6l/Mr2XR4X1sOvgk0pRpfmjeKp6//G0XHI9q0cS9fAsPAT4qfkBMSv+QKRB9fIKv8E0+Tb9kLFhRv5cWf8rb7REBPq1/keWnR1OGu8VJuLiaE1UQDX4PzjJtVvmZ3++gsLWLhEVi36XlRExhmPg9LLJT1BdjaccA/rJt6LJE1liSgawMQKenp57Ojrml37JMHurjRey0NCIQRKO+NMPdJewsVSt42WJI0EWjPo4fSyXKFWp+8jQ3kbZn0/rVTILHVss8tN4Y5+TYZVj9uxnzqDy+ZIZxrtmIua5AkmXiI5uw5z2V1k988DYSSysobznAsuVbcDoDae1l5elVX8/Cbp9dkvwiXhsyHAXUZLUykGlGfWk/3gW3Ua8Vc8LcjTcRnE5anfT6yavKYaDxxHn7UuIx+hpTHOnhzjaGO9vS9hmdUQBotCf1Pz9fQaKZKJpXj8ufhTs7h+U33IzLn/kq7/LNRTyi0HZ4GH+pi8Ky1Ee+ktQ48lwPHe2TRCYTVFb5uPTt1chmCZNJJhJIcOSZbo49e/4k25kQQhhUP8mOJKUMd10dQFe6pmpR5DPWHeaJ/z6WdpyuNJGMbEVCcNbcVJLGx4EZUGUTSauNjLiR9J4IGLlTcaudnSuvobOkBkc8wk3bf4Mrug0VBV0bQ0ocRQCna5bw3LobSNhmOwzOwibi3MlPCODjYd41LePoEZO8nx9iJ87X+SdUyULcnsGAPf2j/GN8jeXaIZYdD+AOa6iYsIdUtvpX4S42IttjY8UEWy/HptmgbCcFhUbOzMhIOcHWDQSEQlbhacrKj077bHRdornpUkZGUvlGq6JVqPvHmJltJZIRki3bOFMGn6/04y7V+MmJcfwdFvpyBX9/qW/aEdSfJfGfN5n4xxcTyJrEUJnGx27IQMgSWrSE62oKOHToEI1nfsG8+WcXAGuamsxFvD7Y7fmAxLgjSbUw455hvMddAuefyLzxanHReH+LIcnylMZ5Klyz8f0fPv8BF8BQeyuuzKw/SvVhoC3AcGcQh8eCy29HTWi8+OsmQmPpmufdp8fpPr0fi92EMkN2SQgFLdmEljgxSzHgfNCT51+gdbUDXU3/IhbAqC+XB27+K1T7K8tSKlYbP3vX381ukCWOr1jD6dKFLD2yh+blSwhkp3P814sX2MgzHGANLsIs5SCldJE5kcQV0fhR8V1sFZt5kSvwEqCMDm4Qj1MxOcx/uD7Fv1s+T6uU7mXyiEk+zRe5pK0Lt62coQ/8A6PhgwyPPIWu98Espo/OmcI40YX30DX2GJDOye8rctBwJshlu8eIW2XOVHnBotPVtZDurrkTuQo0H5vii7FgJkqCQ5bZ4fO1Si1leg5hKc4Rc/ozkASsUKtQB44ikmHGS1TaNiRQkhLfK3YRt00Z7uOXkBi+Hi2Ri6MwXVlCmVyNVuvHZjKR3LEedCsW/x5kS4DE6Ebi/pUs81lZNP67NMM9038p9Q1f/4su9/1mw+UqpNaxleOeTERyEHXoBIVFJZygG080Ni1fN+HKQpKtVK9cQ+fRw2mVQN8sZBaV0LDhSkoXLCbD6/ujHBNvBLpPj3HqwBCj3SE8Lis5ZW7aGscJdqf+pyG3ieturoa4zs7ft6Qdf6onwqkXDceFZJYQM7zsQgi05Em0+GGEHkSYc7BYqpFMOYaEbeIkutoPJJFkP1b3O0FyoMUPoManvOM6YZk+AAAgAElEQVTx3UjmIiyOK5DNxljp6gDJ8BYQYSSgN7+Uow2ryZoYpq7tJBY1ybgvh+2X3UzAm0lN+ykWnz5A3mg/LRX1PLduM5rJMB8myOan7/o77njke/iDzxnKMkg8s34zxxpWzxovvxgjSgYJyYFPjPPvfAo/hlNoJXt5XlxNHkNcznNYpybDe/kWPxD3EpdShrskND7AD1muHaLosJVHTNfiX9aM1RrDao3jxjDchwYraW4+K5+bhLZVxAcbiAsYizoxxAtMRHsWIptUSkuNAlqtravSDPcyLYdqPZ13LtQEsUM/ASXGU8uMOS9kNvGpBh8P+gf5ZU5WWgQXYN98ma+Vw7eGRvhoUT5iKhJrEQsJTYyyffvDLF2WovQUFb4Hk+mtif78X4IsW9B1N+EMB/a4wKlGOBteibskVr/93W/tBb5GXDTe/w8hr/L161Un4ypbv3fivAUydLUPJbYToQdBDyGZ8rA4ryURAUn2gx5Gib2ErrQzlxb6WQjgdNkiukqq8EcnWHJqH46EoduUsNo4VbuUPmch9U1HqZqcbVBOeDJ54Oa/Jp5xYerPfHGSYfIYk155YVdznRy4Jr3Kpiw07ub7XMbzyAjqMDw1nqBCcX+cgmEjemCPa8gVW7jOZPDmvQGFutYw7ohGxBHhX5bdx69Nd3KU5Uzip5ZG7uF/WNTfi2KR2VkbR2ubW20ikcjAbE5MJWdqU4b73DhTk01WLI6SlU0ga5xwKHNOw11CYgXVLFSKkafkHRdr5cSkJKfNKQnFTcnFlOqGcbxMrSBGkkazYWBYhInLlHpyhZdo58toEty32caIL32B0aJlxAPXk1yVjTi6CvrM2PMfRTIlUEPziOo38rH6YlZ5ndwxHodTa1EmDQ+TsEg4F3u5viudKpOZuZ7Fi36ALL91/OO/BHg8peTJw4RYxJh7kJymJ8kp+DSSkHCGU9G1MVsugZFW3v25fzY8wBiKK2aLheDoCIloBLPVyuTgAP1Np7FmOHF6fQRHR7A5nQhdJxYMoCQSSLKMNzcfp8/Hzt/+clresXLZSry5+dSsvoTieQ1vqaLNWQhdMNAT5MlfNZLsTtH4gkTobUrNoUIoIFTcIQc7f5lSSNK1SXSlHcnkQzZXTHPsZxruujqMEnkCoaeqcUpqP6qaLuOauqYJEoF0LrUuychCR6h9xMO/xZZxNUokFeGadPt5/tIbaCtPFRvauSpdyhCgpbKBlsqG845H3J7Bj97zSe792ZdwxiO8vOqqNMPdKhLcy7dYyiHMqCSw0itKyGcQtx5mxZFJFIuMrVajyP4zAHKHEyxsDKFLYFmzi2JLN98Tf8cIOZTSxUf4Bl6CZLS4aaw3UeLcN/u6Yi5aW1fN2t4XmU37BOjqXIrXEUIN5zE8WDu93YmNDUr9dPE5AHXwBPHjv0ZEx+jNgv21qbZOq4XV5SVpfetJP7LVeDf2OBysmtEudAsfaLiR3/3u59Q3PI/NZqyJFksW1dUfP++4X8RrRRYhh4w9pJOhphySUYeZ8EQCX+7roxS/FbhovP+FwuBTdtDfMslI99xKA0KPATqJ4K9mKbAIbWiqHPUrQwATNh+PbngP45XplIadq67ill//GMVmY/t1t5LMMMKrjUuXYR8MUNXZyLyeU4iYzgurr2OiruiC57KLKPfyLZZzEISghTq+w8cZkfKQhcaVPM0N/AE/4/yed/OE9PZZfbhEkH/lM+QzwMrDE6gmmaDHTNFAHIsqwOZB3/xlEr4sCh++l/yRcSa8FhxxDXdYI+K0EGi4BM+pl1ncNIG19ido5p9N9z+vOUTAbaG93AFidhXXQCCHpsZ1JBIuJEmlpmYfefmpD5lYzEV723ICgXzKK45QUNCMbk6yb00xiaSRzDkwkM7f3ZhsICIlKNT9ZAvP9HZbpZdEZ5BL1DoqtTxiUoJSPceokmqR8VxVSmBrJ+vUeSzWyhiWApTq2Vgwo413oI2cYecCiRFfundJS+QQHXwvyqoi7l9awefkNpS9S1DD85FMIXQpB3V1Nu8vyibfZuGeVWX80GvF1BcxXphSJ1+rymRiaAuybNCKMjIaWLL4p39WWrx/rnC5SrETJ5HMozNXIqutC9twCwVFfoaDqfli3JxFJLSbeETB7jTcWGeLIRkecePj2Z9feN7KnXPhXG3zNxqndvez64kOlIkEJZfms/HGStxeO3tf7OHg010k4yqySUKymahbmceK5fm8uK2TgcZxpJiOpM3wjutxdLUXSbIjmTKR5Ax0dQAt2YyWOAEkkS11WJzXIkkmNKUdJbyFmU4OSc7CbF8F6EimXJLR7aAZVYDjVjudJdWYNBVZFxQPdGJTEiQsNg4tXMuhRZcQt2cwr/U41z//MCZdY9Sfw1NXvIOhnCI8oUkWNB1mzeEX0wz3UzWLeXrDzaivoUjTK+G77/9/+ALjTHpTFIQVYi8f5Af49Ulq2iLY4xpJq0ydYxISZg5NrOLBbJmyxCCX7G8Ch4omS+xUV7E324emWXA1hyitO8YXzOlqRhltTsLzwsxligsh0dS4frqQ0vlQU1NDS0sqGnL8zGWz9rk6sQjrlLkU3fNttKF0mtjDl8rTHvS5oEeX8NXLv8o/PPcxzO7ZlXDNsSvJ7unAkr8djyclD1k//yuYze4LXv9FvHqYzbmEMpLYkgqOGSIhUYeN0Hj8ovF+EX/aGGid5LGvH5nWWoezCi7PGbxy8dok187FmMXPziVX0rx8CSiakWx1AQmzR95zt5FVeY5RFs/3cip/NafWzA69nkWR6KGULvooZj0vsomncMWTLDseQADy8ibuN32UVlFLPgP4xMT0ed7NA8wXp/kRfz0ttXi5eJb38WMq+wLUtZ31qGlkhiXIms/I/CW0ObqJBL8MQQ1ppYvqAT+lLYaXcKxuCcfy+hGcgcuyWXg6zPq9hnGvWGTyRhL05dsZKEh5qTXNhMmkEQjk0Nq6imgktfAJYaa5+VLCET9VVYcYHyvk1KkrYMoD1Na6mmTSQXn5MRJJwyMXCmUyNFQ13cfmxHLyhS9t3OQMM/7b5yFJSexDWQSeaDf2mZGVqwVPM/iv9+NY+0HQfLiFA7dIcVcTTVsAeHZpyhOqxfPQItUkRq9EqSngv1dUcUuen+RKwWcVHXk0jrDloBVlsHN9A/k2Y2H9XHUhDpPMDz0jyMCXaotRd28jPz+VnFdT88mLhvv/Euz2QoSQwF7A3nkSy9sESvsLFBRcz2BsGJ8YZ1LKRJPMBDLi7HqohfXvqsVq/9NaUuJhhZ2PtdLWGSAeSCLHNXSPBfNYit7Ts3OQX+wcRGD8qyRgmowX0mjb2kPbVuP/PdPnb8gldqCEnwAuXKFRV5pITDbN2q7Kpil98zGU6Na0tqTZysurr+JM9eI0VRUARywya1tj9SIaqxex9tALHK1fNd0edPvYveIKQk4v1770KCGnmyevuI2eokrmgk9MGHMnOgs4Tild/IFbCEuetP3uFd/gUnbyELfzqJTSHJ9puBeIPu7lW7iSceQjhRxTsljNUbL1CE2mEk5W+8itOcpZodun8upoaV5LXk4rpaUnqJz6cBcCxgeLWKi0krDLuCIaHY4colXp4gVCSMTjTtRgAWOD8wiGjHlPQuKWzA04LXYOizaG9Ak0Xae+uIba/U6KZRsvWE/OGgubbOG62FKyhWFAR/d+Z5bhvm2ZxK4GGSFkrvJ/g2f6fozsPD7drobruG/Vv3DD/AKeaPwEO0b/H7I1pROvKx7uqLmR8TM/p2FBKkm1svKTZGdvnPMZXcTrg81agLAMY1bi2JOpOSBsy2B8ODpdp+DPAX9aM+1FvKkY6w/z8FcPTXPUhVDQ4gdR4xfWgj+LSaubJ5e9HdkE65pepGQ0NdEE3D5O1C3jVO4CgqUzSqVbTNO8sgviNRplq8RuPsAP8ZzN6hQCWUBNW4SCoTimqRzQlUcm6SpxkOE/hUXRqW8K4wmrCKC1IgOp+BD/Jf0VEeHCjeFRtMc1qjoiJEuWMrz6Wtx567B76uju/iHdPT+GaOo6BCotBSqRhe8ny7uGE+dQYE7Uu6hukyjrM8KgMZeblmoXoKDrEh3ty+jvn49FGH9FRZqbctTfV09/39xqGT3dizDJKiWlp0gm7Zw8cRVCGJk4ft1FnkgvPOG5phzZFqXvox9H6dqPuaAO/92fI35yKroig9K/i/heI7ISevSzeG69H6GkDHdtvA1t6CRhO7QUQmL4apJjV063614LH7q0glvyjPyLuwqz2Fsf5g/Dk+RZzTy4pIrsZJwdB/djs9lYvnw5/6+ygI+V5WGTJSKhEA+ObcHrM5LvrNZSsjJne8Qu4s2BLFvRdS8ZuX6OOcyE7UlcQyfJ0t6BrpvJFcNMSsZCF8pWOLN7gNB4gps/sfQVen5zIYRgYjTGnic66NyXXs7+7GInjyURIoGWOAXImGz1SJJ1mhChKd1T9D8TsjkP2VI5VWlZQteGEWofutqDrvam9a/JJkx66v/bl1dCY/UisiaGqW0/NZ30OZhTyPF5yzlZtwzNbMEZCXHdCw9TNNiNkCSEJHG0YRUn65Yx4Zs7r+Ncw30m9iyf2+A7MX85vQVlTHoyETOoR9limLv5Pos4v+rZ9WzhWbGJw6wkmxFWs5sGTlI4EOPmgt9zTCylXUqnba4XL/BefkbxcJjGwSW4lnRitw1yDAvgQ9eD5MqTacdkZvazes3Ds84vSeAt6OdY/zw2N57gxcyFWCpS68/4WBEdzZcSVebOgVqiluPvNwEKayjF5K1GCyTP1qOjUs8lrFRx2NqJNqUg47O42RRegEcY3thky3a0wVTCr9mh8dB6iV8vNyh8emg1X3rPBv42uILbH/wBIeU0slbKlzbdw80LDeGCr12/kg3f/ihx7zeRrZOo4Ro2lH2cwsFWMqv3T/ddUPAOKso/ct7ncRGvD3ZHIRb7GJIawxZPfXBHrC46O8ZZfFnxBY7+08JF4/1PAOGJOC7/m5OQoiY1BtoDNO8fonH3lFyiHkKN7UZT2uakbaiyCQmmF6K41c7BBWvZs2zjtPzibxfW4u0e4sqDW2mZv4AT81e86mv6sPhvGjjBl/kXBqQUDcYvxvgQ32URR9nJBraymRFyUbCgSDYyRAQHUT7Ed1nIcWRNUNUZobg/jiQMj5mQLWjXfZmR0nIUNUTmcz+ioWkGF9KSgbj2PxA2B9XPfJ6S/gmGcmyMZSawJnWyxhWyx5IMrNpIs/UEDP/Q+L0C+kefoH90tl48QGuVE2v1ZrJFIYdMuxFaB/G4k6NHrkOZMojnMtqrtDzaTEOzts+Fzs5lZDgnGByoRVWNBcwmzGxQ6jFlWMhYmoseUXAsz2X0m98n/MKvQTcmL3WgiZGv3k3+F76LyVlA7ORhQo/MoETpCqEn/w3fnf+JOqqQGDmNsu/HALywSEKXZJTJVaiVbqSJBHqOnbqGbD5VlUruMkkS328o51MVcYptVpRohO//6EfEYhPouszp06d53/veR8aUEtC+fbspKEwlMleU35NWAvwi3nzIci513g6OjVXy4sImNh/Q8AXDYIdMZXzaPR3MdiAGJ+lrktBUHZP5f/c5xSMKW793YloJ61zo2gS60mKooEgZCD2ArqQiOmrseSQ5EyQ7Qkvnk2uvEIQczClk/5L1dBVVEbdnUDDUg0nTCLk8BDwpL94zl90EQGVXI+1l89L6iDjdPLT5/a94n5WihT6KSUjpyi0moaJJs5dyu4jy93yZ33IHbZLB3z73Y8AjJvlHvkAh/dgSGq6IRsIqk7QYHxEARQNxkGBT0XauMj09fWzDyTBjgULKxkN8ufZT7LCs4wBr8TLBNWwlnwGyhlQ67XlkLZotSnCWDnch6LqErlkxW4wH4S/sZlehFwspwz0c9nP61BWzpHzPokzLYalanrZNC6QnVktILNbKqY7lE9rkwpY04X4xinlKjkQbayVx2sg5yl0cIHNehBN2K78unJrjdDPXVbwPh9VEdbaHA/f+PR2jEYr8DmzmlJSqy2Zm7yfezlefq6FtZJD3Xb2UhkyJhx7+HoVFxsed2eSjpvqfXnFsLuK1w+UsJt+xD02PYIulnkvI7KGvq5eZwiF/6rhovL+FEEJwaGsn+x7voKjOhz/fiTvTjhACf74Tp9dGVpETk1kmGkoy2B4gFlIonufHbJEJjSeQJLDYTChJjdBYnFgoSTKmYndaGO2L0HJgiGRMnZJsPIyutCO0ceZKKh3OyufxK99lTPCyhKTqWAeCJEp8sy8eCJTm8Ujp+y94j+Winc08ihmN+ZyaLqDhiGr8p+OjdFHGGRrwM8EijmDHmKTX8xLrMYqA6MgkhWW6zZrQqG2LkDuaNLxlvlLIrSfhzeZEZheB0P1wtq5VMWQXrGDh7oPQ8Hbaa0voHvsRIjqOeU0Wtb2ZlDa3UNZreMaFK5e2qzfTFX38vPcUjbo4cfxqVNVOTe0ucnPTtZCDwWwG+mvIL2jB6zX4i6fFC0ajhmGsnrp82nA/F2UihxXJSvzCxWK1nMetB1Cl1EJnESauUBaQpbt5xnqcEdmIPpw+dWVaPxuVBWQLN/7barHXZqInYnS9569INB6cfdJkjKHP/R3+932I8Z/+YFaziI4R3PEdsm+7mdC/fWN6+9PLZNRILfE1VQiXEWK5PtvLN+eXYtV1mloNIyk3Nxe/3091hvGR+tLu3Xg8B1i85DC6bqK1dRVbtmRy4403Eg6H6ez6LZWVxrsiSS4KCmbnJlzEmwubrYh6TvNSZAHPLG1h8wEN23gvphwZfzI4bbwH/JkkQ7/H5nkP0WASd+abp4yh64L2IyMce6EHs1meM8FeS7ahq70IbfS88rIAg9mFhvb2cC9CT2nIJ6w2OkpqkHWdkv6O6YR6gcRwdj6napfSVNlA2DW7lPpM/fG5cK7h/mqwVuzkHr6LnQRD5LFFvB0BrGYP+QySyxBCQCu1PMatRHGylEOs50X8THAnP+F+8VnCUjp3ulK08gm+QibjFPfFqGyLEcGJhwAyAg2Jw+5qmi0eckNhVvR1MFhiIZRhYnS8mN0luXgXDKNpJkRnHptyX2KtezcAjpiGt9vEicwKcrznl7zUFBvmnrVo3ZfRZ+vFPX8LPt8IiYSdidbL0UfmY9ItJCu3UlKeTlcRQqKrc/GclU/PYrlSyRKt3Eg0NemYvAJt/PxFwpzYcT6tYtCgpgz3QA/R3d8EoZFZFya6MMHTDhc/8KWevxpewuffnUqMlSSJyhwXc8FikvnsppTC3LZtT1JcnCrEWFHxESyW168YdxHnh9dbTpV9jLjwY4mlnl/I5KFfzKa1/SnjovH+FuLQti72PHoUSXbR2zhMb+NZxqWGJL2yBOKrga4FUKPPnncRS0gWxjJzeeryW5nIyU1rE2b5vIb7+WAVCd7Bb1nBPnIYRp7hD5F0gX9SoaY9giuqEXSZkRd1Umo2jF9rQmfR6SDekErcJtNXYGcgz4Zq0rGi4owYRvtZ2svomhsZLSvB7VlIONxIX99vITb7o2TU1MkL67OBlyGVC4SqjnM6H0TO9RT2hYhWreCofIjYeQz3RCKD9vZljI6UcZb92tS4gbHRTurm7UKSdJqb1zI8ZISPh4eryS9ooqrqYJqXqbtrEZEZvHazZKLMnIcnZqVKy8cnUiHxTOHi5uQqWkwDRPJBHldZHCvFOxXKvSq5kEdt+4lL6UVZKrRcivUsZI9M7733oscC6MG+aW87QChL42i1xNojEuakhIiHGP/+16fbw3b4/Sb4wNRwaGcOMPRvB6bb2/JhyC+RCKzhp2tquTbHS1LXsU6F5H/xi1/R3p5KtF2/fj1XXHEF0WiU02e2sWiR8REhyzq1tbs5esTHCy+4iEYj5Oam+KcV5X89q+DSRbz5cLvKqU3uQpNvZSBTYn+txKWTPbhFFZ5YEKZswUl3FogwyfBjRAIb3nDjXQhBLKRwqHmUo4+2I4/NlqPUEmfQlDaEPo7QRtPakmYLw9mFBN0+JF3HpGs8s/5tRDNSxpU3OM76/c/SVVRJc2VDmi55zugAZk1lNDMPxfLGqRxdK7bgIM7jvH1Oz/kysZ/b+C2ldGFSdTSzTIE2yD2m76V2EoLCwQRxu4zkb+ZTfCmtj/rGEN6C03zHew99oog4duzEKaYHEzomVRA6Op8dbjdH5g9jMiloqoVkIBtnTi8+3xBWJhjTTDzet5K1vW0csy+nZPF+vJIxt5tMGlQNonZ4WNg9hASMTeZzpsFJji9luKuTBVibb8Fu1jC5+nEFamkK2Thl6kWVO0ABy7EbWGbxMJww0WkaBXkUZJC6lqAlvJTX7Zzur6tjKT296Qo4VZmlyHYz1fNryDkksA6m1oPI9s+jh4dwrLoN27xNaJEEiRNPkmzeiuwuIGPjfUjnVP/Vw0NEX74ftCRKnsKdm10MWNPXRCEk1hbdhNs+Nz9U13UOHDjA/v37qa6u5tprr03L3Rke3kZRseGokGU3hYXvmrOfi/jj4fNVUu0YImjOwxbLwyKSKJKVhGRnKDH2yh38CeGi8f4WomppDjt/9QSaMgyzgn4SsqUKRBLQQXIiW4pBj6Krg0gmP5JkR4gIQg8jmwuQTPmgh1DjBxH6+V/EqD2D1uJ5vLzsSqKZs71H58MScZCP8g10JL7OP3FGWgBAphilkF7+hm/jIxW69k0qZE4m8YRUMicM41KyeaH2VkT5OjynHmVV40mC5iAZURWnYkde8F6ieWXYmndQNdRMZWf/1GgYEM4chq5+G+3ycaKxPTCwBwZ+96rvYS6cMe3nTCmgpKsAxONOTpy4knjMjSxrCN0yZ2h2dLSc0Z1lM64yhcGBOhTFTn39jql9S9I8RSuVKhZr5XNel+y2ooeS+ISTlWo19M7ex4mdq5ILedJ6BDG1mOboHtYphocvuP2biKHZiVj7lup882ormkliR5nOZ36npcmgxS3wpdtMtBRLFPVobDqSfueqDN9+mwk9WoqUv46NWYYld9Zw37ZtG+3tbWRm9uL1DiOAvXtjWCwW4vEYpSX70/qTZUF9w4vs2eMkIyPA4iWGR1WSbBQXv3fO8bmINxd+fw1j40myC2RCwTp2zT/Dmpe6cIsFuCIj0/uNOYx0Q6EN89CXdlFSX0DVslwjIpjQ6Dg2iiyDzWPFV+oiNyeDw8eGybCYCMcUVAmaBkPoNhmf00qu3UKmxcJwR4BgVxhmKLtIQkPXw0iSjJo4hhbfP+u6dUki6nDRVNnAYG4xHSU1F+SIAwQ8mTxx1TvnbBvJLrjgsWahcC/fooRudrKBUbLJZoR5nKGWRnRkvsZnaJbm4xJBVrCP23kA91QU8hYe5LRYwBka6KaM9byUFoXMHk1Q1xwlqHpRkXF4JhnIt6PJEqXdcUbVbOIOGw2dQ7TPsxNzmCgciOPustJprWS83U1OaRs2bweSANVi/EdrW8LsSqzGvaCTSvs5Vatz0509JpNGfmkTHaVQymxJRoBoeYzfnLwZdzxB4cqDeKzGOyIE9J65gq6RIoRkRAnNoUxkxkia0xN9FUljnzoxXTznLIQEPUMV2IJlFNa9wGTnJfRMONKm3A32RdT0T0kDt6f3qw6eQA8bBQ1j+39HbH/6mqGH+kkc/w32JXekzqnEiO76OqgxhEXnk7daGbLO9trL4av41u03oGkaJ04Y0YHFixdPG+iPPfYYx48bCaxjY2NUVlZSV2fU/ggEAtjtqeTW4uI7MZsv/K5exOuHzZaFW07QaQpjU5xkMcoghgJepuf8Etd/irhovL+FiEx0oCnn4zSLNF4mGIoF0zincJGupFcsnAtJs4Vn1tzI6QXLLrjfKrGbHEYYIQcLCjbiLOUwy0jRLf6Zz9EmqrGRoJgpJQZN4A6rFA7GyRlLGrKKSOAuQBTmEVl5KyNeif6Bx4gHXsQ9fylVFT8mLyiQXHlMWkKcabqPaPhJ5GIHBSvfSYVjI7bmFxFqnJF8H82RZ0kk/nDB6z9z5lLCw7UkzVFqqveRndOFLBsGgBDQ1bWQ0ZEKlizditmszDo+GvXQ0ryGYDAvNb76bB6vx+4iGD8roXn+hNux0TIOH7oeqzXGxESK45+v+1iglc55TPZfLQJdoI7ECL3ci3ZOkSx7fRa+GysZ+uZh8hN+bkguZUQO4RdOCnU/MjLJ/kOzDHfJpvP4evjlCst0kvCxKpnH1whu2iuQzTodxfDdyy10FBjtP75GJpChc9suYwx1Ce6/RaY/SyI5cCkf2lSKbUYCXGtrKwcO7GDhohfx+VLvd25uB3v3JnC5x6irm10Z2G6PUFjUiG9GOfP8/JuwWDyz9r2INx9enxFBWp+3m0e6V3G8ohHlyQHcwoEzlPrfDFsLUE1mzJqKmjhA96l6es6Mz60MtGvuc83UeBif+s2EUQ20HSX6NIjYrOPDGW6OzV/BaGYeI1n55030fKPhEZP8Df/FIoxExnfy61n7WJI6n7P+8yz/jCOq4Q8o9BfYWcAJFjC7Sm1hm0pXVjb9KxSsVmMOSE6U4eo30+XPoquhH4cjDCj0x3IpOS6hWzJor4thXxMCRrAzQt9EHpft6yZLCyOAIZeTg/MKyMk4NeucrwV6yzVQ9QyyrCNJsGDh87P26W/aSOdoUdoUqZ4nMf9cuF1uYvEYqmoY460xmdajU/TAGf29w7wO3+Tc0epky3YSzVvnbJsJpXMHQolhrb0WPTxM/NCPQVcxO1X+7T0mhrzneOUVD/bElfzunX/PYE8nv/rVr6bbEokEq1evpqWlhebmXdTVHcPnGyQYzOGJJ2Ty8z+G1+vl5MmTuN0pR1tBwYWre1/EHwdJktE1NwFrFDc2svVRBk2G8T6c9eclyXnReH8LEQ0GsLl9JEJzJ1q9UZjwZPLi2uvoKKpGs84d2ssQYa5mO9fyRErBZWZ7RKVwKEHRQBwhwfF6D7WuZjSzjCuskjuaoPNPjncAACAASURBVLQ3Zqi8XPJR4tdtYELvJyiGmZw8QCBwCCa+CTMoqqHQIY4e/+Cc16PrMfr6HqCPB5DNdjDr6ONzV2/UdRldlwkGcmhuvhRdcaJJKmhWmprW09vbQF5eG+Gwn5GRcsSUssvePbexcNEzeL0pL2Ik4uXIoc0Izp90Z8PCZcn5lMazedZynC5TepjeKWzcmljD865T9KqjU/1mEZnh3MoQNq5KLsKEjOw0Yy3xYHJbsdf5UUbb6bnnw2gTfSCbsVYuJmPtnahDMSSHGc/GAsK7n2b4/qfJWLWByJ4w+cJPvpbiSQohUJpSC1b34iQdZYKfVzkI22ff2682mtiySpBtFrTb0t8RIUn8/jITjTUqV3cpPFpmNwx71UHcv4oPFmYxODiI3W4nIyODbdseZfWahzGZ0r1fNluMhQufxWpLGV+FBbdjtxfQ3mHw6MvKjs84wkRZ6d3nfQ4X8ebCmWEY72sse3nQeSMJs5OmgiAuBUTYRoHoY0AqQpPMDOYUUDzYgxY/gBY/gCRnYbLWoWtjgIrQRhEiDiKB2bEOoccMtRbJgmzKRTYXIISCUPvQkmcAsxFdlD0gkggRRWgjs64x5PSwa8UVrylhPk8MUEkby9mHj0meYxN7pPXT7TeL33Mjj2IjQQAfjdSTwIabIPM5hYyObUYZZGtSp6ExRMhlJmmRCHgsRB0mivoSOHocjFu8iNIJRgpNCEnCGVaxTlgYz8xiHDuWPW7qPKfQXCoBjxlbQic6nEcww0Jv5TgWOb0Oh9UfIOmHAtKjq3ZHhJHVAGHOJS55/MMcWOVFtM9jKFlEycJdOEj1q+sSsmYHS+q/qSsOnK03UNi7idHc/QxUbCHDY3yMD/fV0du+lojQMA3cQVnlAYqK0yOXmmZi8NR1tE9emL99Sd4SFkwWoFc4OGrp5OCJw5hMJpa761gwmI+eZ+ExZQ+T0dnrUq4/h2smGrCF5+axK927SZwy1Gsy54WRTYLRUy7OWv5Wj0L5VaOMnHAz0eJC7TuA2peiBlrdCr95l8bRbGNEhZCIdd/N+5ZewZ1rKynLzGBiYpwfPfIzauv2YbEkiMfcvPRSnLy8PJ5//hEWLX4am81IRs3O6cZk3s4vf+nngx+8m6NHn2Te/LNj7sCZMbd850W8cdCFj0lrjFxhxa9MTkd5Kla99nyUtxLS2ap4f+mQJOnQsmXLlh06dOiVd36D8I1nmvj2s00UaEOEirJIOuxIcRWvGsQ7OU5ObAQHCSyySuFQDxFTBnGbg8LJPsJWFxN2P3HdhlkoTGZmIywyFb0tSHYTtmSMocwCXph/NePVcxc2qhLNXMOT1NJENiPTjoyssSRlvVGEJBFymXFGVLImFPSSFQQuvxvd4cHfcgJT2w5DjkE2Q1Y1In8x/d4QneN/IJ6YuwrgG4VYzGkkjca9aNIrqxZcCNnZneTmdhAOZzLYt4CklloIzJhwynYCegSbZGFNooYyPWe6YEcChX3mVoZsAQJahHl6ESuTVdiwoKDxnPUEvXL6IusQVq5OLiJXeMlYkUfmO2oNz2IwRv9n/p3wc4/OcZUSVc/vQRnsp/fej6BPDkxvd1z6N5hzZlRTNUH04M/QuozksR9fLbN9RbrBLoREYmgzSmAZGWXfx2Sf7QlXJpcSH7wFZ9XXkC2zF8740GYWXnIXNzTtpqcnxW2tqtpPYVEqSuRyzSMcbpxz7Fet3ILTWcWePVfNemdKS+6mpuYzcx53Ef87eObZpchykC9M/gv9bSe468xTXOb8CM9nDXPi0ix2mVPynTc+91vmtcymaL0R0CUZIfH/2XvrwDiuc/3/cwaWQasVoyVZsi0z23HAcRiaNNg2haTc3uaW29vewoXyLf3aphxo01AbTsPgOODEsZ3YMbNlWUyrZRg43z9WFliy43DSn59/bM3MmTkzu3vOM+953udly5R5vNy8kO7iyglrQxyOxXI1p/EojezEwfhVtkNI4WYrM2liJ0Gix9yvss4MqWSQnkAQVA1fr4o2aDFQa6EUJNH0DNqQNKRss0Ygm+bFulr84bHf9VisiNBeB4bPor/ASXFx60SXe1MQ6a4nueN8sjZYwsYhNRbLatplgl1qF/1KfnVxlllDjS+JkfWwyu4ie1ieTX3VdirqXkQIiW0Ltq65gkFzZNypKq3k0pPPh5CD1r52cvEMgS0mnv1jo/BGjQPVBKVj5AUpRZaHnBuJiJFigZPLJrG0pQbnsBexxB5cBVYEK2FhtLVj9e0EaeEty7D73DRrXS7e05diStYgG9V5uVLQ7tFwS5s5uyDxbDC/tAiobouBc+J8csrIKo4jcS7Pf/pHOEY5Kj3wwD8xzP/F7x9ZL8pkvLy4/j00T3+KUKiTw7Fn9yI6O6fQNGU1paX5vKDC0HLmzr3uWD6y43gdePiRS7nvqXZOER/lsQW93F9wHgAX+Tr4/cJz39K+zJ8/n5deeuklKeWxV7AbwvHI+9sI6dLITitkb1UVqCODwXj/hGPHk6+w3ynTXMrfOZOH0IYKiyiWJBzJEYyZhKPgm/IBWFCN3LeSQtsm3dTA9kpBZ98DcOA7AKiql8KFyygvvxTTiDI4uI7Orl8hU0f3VotFixkYqCASKae4pIWqqrGkbnCwlD27F1FSup+amvFEYKC/nP37F2Amw+SEBUcg7oLxWQRHQl/fJPr6Jo3bPs+oY7Y1CRWFqEjhkvqoiSIPJzonm9MmrNGio3JWbjbbtTa2h3tACGqSIWbEK3HjQK/yknr+YQZv/wNWbydm9zawJl5dAEnLZZdhRXvBzIzZnl79ezzLv4haMA2t1EP6hduGifveMnh03liCIy0X6fYPYthTsSd5SLddgbfuVwhlZBI1k3Wkuy/GnF5M9sD5uKvGygHsXIi093SWHNzMwMDL1NfvRdUMbEsbQ9xDoaXMnfM39u37OS0Hfj/mHBUV78Pvz3vXT532IzZt+jS2nb+3YGAu9fXHy4K/3dC1Gix7C2cVPMqN6dNoKX2Ic7oSEBZMSexhdcEIef/nae/nkRMz5Jz5KGXT3i0UDXQTDYTI6U7iviCqZXLS2seJBkJEfQUUDXQzECrhhTknUdndyuyta9FsC9Uy8SeipNxeNk+dz+665jFJpMCExL1Q9nEyT7KY5ymmGzfjrXAPoaw7g6kJMk4VfGkWyhdQLUnRQI7qtjQCMPT8S0NXiQtTE0jASngYTBSj2hYHJidwlqdwka+GaobzQ8FE6dVdM0260PEzPrARCPRhzc2nwRdP0DYTqaYwMYm4uwsKWlCH5H5mOkhw6weRrkGS029FiFH5AftWULfnA+yovB9t2n3D0sHR6Fx3BftSGrYYqzM/yPicqU1aK7vSOln6kRO8Mx04OJ1J+y8GR5KVcuzLR9gVZPmBBhJ/y0tBw04Vadpj8hkOQW8dPwZ6cHJRdiFGvRP7lDDZthjBJ9OI4VE+R2r1b7F6x1cvlULy+XM87C3NJyjfHvBxY0c3q8pd/DE0kvPlDtv8siBCw3YNR8Bg51SLL1SNfBpmfDo3X/jNMcTdNE06Ox+irn6s0MvlSrLsxNsO68nIrFRX/yISMUzcAerrrx7X9+N446FrxaTcEVwJ8KfSKEGLMH04jfEBrHcyjpP3txGuKi+WObGd1JuB6XITV/PLYVmMK2PRvDNOQdREANlln+Zguc7BvnvBAjFJJRw+mb6+p7D7xiY0WVaS3t5H6e19dPyFRiGT8RCNlnHwYDPpVAEg8GluEmaaRKKYAy1zaGp6Dl3P0dY2FTPSRJo03fsX0dtTS3FxCy5XilQ6QHSwlGS0PB9pP4pmss4q4RSjGRvJSn0LberIRKRJlbNzs1FQeMK5heQRJve5Zh3zrJElzEPuLpBPJA1/aCp6mZfI3XtIbxy7nK94dQIrqkk814HZn6HZrKa5e6yFnHAoRG74IjI5XgoAYLpsBhsNijaP6Dit/rGWa9JpI7IKIEmt+iWl3/stRvs2MhtH/OavO1MdLtstbRUrXUO26yKy9Y1YtfnvnlUyHXXbJThLHkGaPszEFHL9p1K0oJIPzq/mF1ED2i1c5XcgFAvb9JPqvIKaEwuR6+5n9txHJ8wdKChYxNw5f8vbptV/BcOM095+EwAV5Zczdcr3h48NF57IictW0939AKrqobT0XBTljXFcOo7XDp+viWhsC3NZz7W1H6Onx4F3Zz/goawzRnmwfUythkPEHWBXwwx2NcwYd87bLvzEhNdqqW6kpbrxNfWzQh7kfO7llMPCF3rOprYtjS9pknapJD0qnqRFd6SO/VM9qK4IVtxF3ZYUU3KtPOdvpntuF90lLgzDRTwyib7+MJMzPSjCQb/DJlyzHUEnNqMqsb4GSFvBMB3DWvYJ0ddE2daPst2Ks1cYlNhBKjQVo3IN+sAUtiQEa9ROZEpl8qqvUFa5DVHQgn/PhezJ2Kx2Pouzr5iGtZ/AN/MuVE9//p0n52HfxvfSnlFBHPvq++GuVidNW8zmzp0MDg5iCZuV+vZxUZMGZyUnDTYOe6YDyOwxaN4VAfQicz6E5kJBwbnPgH1dHG6ym3r2Gqy+8at7etDg5+fo7C0bIdyGEHygsmzcsWlF4cvTQjzk66BbU/laWQnpoVwe2/RybuW/Mesw97X169dTVDSB9e5hKCk5l+ZpP+PZ1cswzQiqatHYOJL46/NNJxh8ewuc/f8FDmcxcVc77ohFVV8fvw99AsXQme0/8e3u2qvCcdnMEN4O2Ux/fD+L13WRGCq64ZNxfMTpEhVj+ybz0WWBxBZH9qidCDWyhXms41z+iZckjpyNL2kSiJlUR/3kzv4u2VwvsrCOXa2/Ip15/cu1PT2T2Lt3PqbhptwKgarQOS4FbSyKnQX0Zsdr//0uHyF3gEgmRjydGLPPpTlp9FYRzSZQsuAwFJqscsrkWI3lgEiwQ21HIJhqVRCSedKaIMODzpeIiRGdpy5V5pp1zLRqxrivHELBhQ3Y2TT9f7oFK95NwaWXoFc1kN0VQWZN9Co/dsYgt2cXij+I2TtxjkFu70NkN08kj4HnZ0t+dbaGrQj8Kcl1vzpsWdlr81+XaewpE1z/WxNffGLpwI5K+O5HNOxcmOT+q5G2GxnUMSf5md0Y5qZZ9bgUwbIXdtC/rhu1a+Q5mA1+rrlgBqeHgyx+divxpzpQjT5UVwdmYgpGQ4iPlidYqnwD1+FOFYDX28i8uTfhcIxNHEwm96CqHlyuinFtjuOdhwMHbmLP3v8C4DeJr5Dcdw+/fbCSu5ZOJiNylEzexlMVS3hKnPYKZ3pj8QF5IyfzJB5SwyuIh6OsK8OgXk/Ek0ZRTByOBNmsj1zWRSA48Uvza0U27UNKFZdnRHIjLY3irVeRdgwSb7wbRR35HTtaT2bSjqsQKOytuYdc/aOAxLY1jIyfgs6l+DqWsUbdT5dy7DlRTqmPk7McQpNZznxZTTcJtqkd487bOLmR9o52Uqm8PjsQCDBj2nRqrWJW7V5DT6Ify8rfQ0B4WJ5ppkQGifkN/sla0sb4l5A6vYxT480oo8dSBTi0YCpM0mtvwGxfh3CH8J35DYQrjOpNEr39J9jx/CqFe8nn0Mpmjzu/NJKknvrJsJOMo9ykpCGG4rDRPRZfrwvxhO/12czahp8lnm/zx/edjaaOlR/eeOP3qay6YegvnROXPcXmLVcTjb40fIyuh1gw/048nlo6O+9i2/avM/oNR9MCzJ/3d3y+ptfVz+M4Nqxffw3fXbOab2xfysriPC8Je6J8elEZjuX/8Zb25W2VzQghwsBFwHnATKASyAGbgRuAG6SU47QNQogTgG8DSwAXsAe4HviNlHLC13IhxPnAV4G55Bf5tgK/k1L+daLj3+mQB+7jSl7CJxPMZOPw8GZLhVZqGKCIZrbgIoONQCARErI4ULFQseimHIFNiAgDhIkQopI2JAInmWG7McgvE0/bmUDUnUTmgh/SlVzH7j3/Dcgx/ucTwbI0OjsbSUUqiaY91E7aRElJy/D+gYEKenrqSCYKCWcayftFWHSqxzbxTETcAeKZBPFMYtz2JrOchZnJuBOv7LtcKH2cYE4Zt92Hi8uyS4mJNJ1KBKfUqbBDw9KYwBm1+FcMRcxtCTZ0//wfDN72K2Qm39/eHz2Ba+4FVP/+v1EDLnp+eR+Rm3+GTOUfqGvO5TiazkTmhn4CisDsWjuOuPtrU/RX2Pxgpo/t4RHCH/cIvvYxlU8+bDE1YtFTZfONc1zEvPlvyw8v0vjfm000ayyB7wzBNe9REZZOqvVj5GZWYoedoCtcXBrix01VBIYq/61eMpWGTA6r3I3I2ljFLi6sCXNBSQhFCJ5d1syZTo2ObV7UvlLseieXLqqgas13cDWOJe4FBYspL3svpaUXoqrj45Je7+Rx247jnYuCgubh/y/RV/NYrpKI7MUvZ5IRBj17pnNV6K/McG9iFachkGwRsymXHRTbUQrtOM9pc8mJke90Kb14ZJQBwpjoJEX+ZVpIm2J6ULGxEXSLcnSZQyBZKF/gcnEzKhYFRCb0dirosWjvnoIZ9CN8EShrATrGRGldrjguV3yC1q8N6WgZhbsvpXZgNkJYGP42HEYQLVNAD0l2qT24ZCX1B0/CKNpB2raxM0G25jJscKxDIinqbGTWwTOIiRQu6aBHifK4vhv0Da+6P0ci7gC7tE52MV5/DXB+5UmU73IhczUYwsJw27h7NESPAJKcx0zSqkHfIhWrPUlVq2c4kh6I65wpZvJkYDspK4Nt27icLk53zaOkc9QYYEfJbLkJvcSNe/YiIrffn689YebnKJmOEL93YvKU2XQbHn8lijcfDBAuhdzeZ8luuQ+ZzhOwQ5VPD6mp7vJ5xxD3bN8KnK5B8I0QaytTSpnxUQ7GDuCqvHXcdaXlZJb33/nz+85BUcZ+63bt2oUQzw3/XVR0Nk5nKXPn3EhHx9/JGQM4HMUUF5+By5mP9JeXX4zPN4UdO75NLL4JIVSmN//iOHF/C+H1lSOdOvqol81czkVv704mzg58Z+J1R96FEJ8Bfg90kpdctwKlwMVAELgTuEyOupAQ4sKh7Rng7+SZ3nuAKcAdUsrLJrjO1cBvgP6hNjngUqAK+LmU8quv8z7e8si7seEGnh743ismXb1WKJbEk7ao7MoRLliGa+ZH6Q/r7Nn/C5LJ3UdsF4sV0d3dgGk48foGME0H/V2TCctK2ocKoAR1H3FrgECwDxktR5MBDN3GUCzSmaMsAwOTRCnFOT/r9D3j9hXgZYpVQY+IsV8Zb6PpQGOaWckCs2HCyLhwqvhOrMS/ohqjI0F66wCJVSNyE9e0QkLvnYy0Jb1/3ow1MHFfA+fVEbvnZuIP/AXh9KKWzsbq2TZM2g+HVrUIxR0itzsfQRsN59RllH73+1jRHMk1Gxn868gEtbcCvnuFiqG/9u9AXafkK/80KenPnyPtgG9cpdIZFqQ7LiNdeiolUws5rzjImeEgJxeOt8RKWhYP9EY5kM6yvDDAwuBYr2EpJf+3v4v1sSSnFQZo2ruFVOpLQzZ10FD/FSZN+rfXfA/H8c6EbWd5ctUcIIeBxv+s+QjffOY+BhdcxT41//ucO+dBfIE3vsDJkNHsEeHMWgRiJmouyMFgCN03MTF91deVAkfPLGxLx6oYkUSkBytwJyvw5sIE4pNwRRuIZVys0rcyqKQQkJe12IUk1Sy7xFht+xxzEg6psVlrJS2OlNtyZCiKgtfrJR4fefnweryc1LAQh6azctfzJJJjAx2nVS1mbfdm4kZqwnPW6+UsTNThlxNXe3610Ct9CL9GdkdkzPic3vhXzJYj+IQeK1QHircYOz0Axii7UCGpXBbhjuk6//D7CdoWqoTNrpEXBztbxC3n3MX0iiB/WLOWJ9t3UR2q5QvzF1BX6CWSynLijR9AcY/Mi1a2mEmOL/DAlRcM254ODAywadMmtmzZwuBgOwsW3oOu5z/LuXNvojC09JhuxbKy9PY+gtfbgN8//ZUbHMcbhra25/n8E7/lP1ZN5qHa/DaHsDlvYZrZ5/70Le3L64m8vxHkfQXgBR4YHWEXQpQBa4Fq4FIp5Z1D2wPko+xBYJmUcv3QdhewElgKfEBKeduoc00CdgBJYL6UsmVoewhYBzQAJ0gpn38d9/GWk3eAfY9fhLvlZQrrr2BQ7Ufv3oumuImmd+GK9OHVy8ETRgrBoHWQcNQGXxlt2j4SPo2y7gz+hIViQzSo4UuYaJbE8gRxRSMoJTOxLvotXcZmDrTeQCbTcsS+9PRMou3gdBzxakr9RfSnBzFsAxBESSGPOQV0BF7NTYlWgCujopqCGWYNvlFGZvuUbtZqe/CoTmZkq6mzS4YH/ZhI06b0kcFAQ6XGLhpTfXT4GovL0MJu3LOLEYpg4LbniD/+EGbbDpRAGcVf/BqOygLUkAszkiF63zqsaDsFl51O4slezMM81N0zCxi44aeYbevGXeu1wjltCcFLr6T7/76KyOaj1Rsa8oWQJnp5y/acQa5/BXrh07hKx3sUW6kajPgMXKUPAqDYkrP3Gpg5hZeqVPqCAitTTjzxdX71wXlcXFY4pr2UkgMHDtDV1UVTUxOFhWP39/b28uCDD5JIJFi+fDnTp49MMLZtc+ONV1Nd8wgAQvg55eTnjldB/RfFunUfIhbPD63f3vxtrnzmp5Q2fZmXHfmqYXW1G5lU+TKmdmR71TcCiilxZiVZRcN229i2gvkKmnEpBb0H5lOiOLCLtoOQpHob8HQtYvLgfBQUFGHTXns/6YI9hNuWo/RPpVXpp0B6KZcBFNVENfPfbROL/UoPcZFms9aKcYx+5a8HK2oWU7PHjWarSKeC4lToKkyREQZVLW5UmX/uWQyeL9xHd26A2kwRi8wGFBTiIs1T+jayQRhMRFFVlSm1jTS2BClKvnJBIOFWkRNUrlb8EntwJVIuQRylsFBm020Y+8b7vx+CvzpNyawYB58uJBcfWaFxFeaoXBohE9Fpf65w4sZCElg2yJ9nu7kzcOT8scurf8l3Vpx+xP0A6w/08cG7/wM9+CJmbBYLCz7On684EZeuIqXk2WefZfXqe/EHenC742NsbZ3OKpad8CRCvLm/geN4/YjHD/LNBz/P+x9s4IlJ/uHihiefkGPFmT98S/vytspmpJQT/iqllF1CiD8APwCWk4+0Qz5aXgzceIi4Dx2fEUJ8G3gC+CwwOlX7Y+Rzg35yiLgPtYkIIX4IXAd8BnjN5P3tQv2KO0n2r6cnuxNdC+JbuoxMpp0ivQApLSwrg8MRJhbfjGal0cKnEo2uJ4SgwTmNDAnSid04/HWEtSKM2D5iqd3gCrJm69VAJ2y9eMJrJ5NB+vtq6O6uxyl1ZLqQpJImqSSJJMfrmI8VihRMtspYaE7GzdFlLfV2KXW5kgmj6AHpptmqHrddOFWcdUE8c4rxzClBmja5g3GiD+4icvO15PY+PpwnYPXvoufHcUIf/RrZPTtIPPinYX1k/P7fELjws4QuvwjFqaGXeojcu5Ke733qqH02ghY/vkwl57X56j9sgp1jf0aZIpNbThNcfp+CL52/r+z2NfR8b83wXWZ1+PNZ44m7tB2kWj+OqTZgLA1h7TodNdqBHnx5+BgrU0G67cPYth+hZHEWP4GtCB5sdIw6j06661ImrSjnvaVjcwBM0+Sxxx7jhRfyCVNPPfUUH/rQh6iszC8aZrNZbrrpJtLpDkzTye23345t28ycma8Mu2PHDgLBkSX9muorjxP3f2GUlJ4yTN7LiwaJ+QUNaZNDP+10rJxQvcQjHdi6k0DWSSy5HWHkME0VIRKk/W7i9BOOKRRZxWTUHGKwHUfOJlLkYyAo0HImbstJOOtnwJHCG0shbJM2MZkOn0JR0UHSmuCQYFpR7CMSd3v3WZApoDg2habkJDqUCMouhTI7iI1ko9bCLc5nh8l3TXsdtQcX8aLSxwHHC2NC/sUiSAgPXcogMWV8gaijQVNUTHs88RUIFhQ2U+YN88zgywzGJ7anvFAuonjXCCkVWRuZtSmNOeCwsdWJzvKB8fJAv3Rzfm4+9II2J5SvTrttcEzSqOLKoQbb0csayLaqCFUgdJPE478ht/tlhNNP4PKfYMfzY53Vt4b4PdcP3eS9uOZdhV4xvvhfZsNfMQ7kI+6KbuOvymBlFRIdLhTNpmJphI2TBTe6A5R+IMN52+OoEQ1fRZYnqnW+5w9Taxic745RsNY9htwDWCfHuWxxmLg6MWm2TT9nhv7rFYk7wILaIrZ9/lrWtQxQ7HfSUDzy3NesWcO69bcwb/4TqOr4z7Op8T+PE/d3CbzeUmqdURIiipciEkOmFbFo+9vcs1eHN9tt5pAAb3RG0Yqhfx+e4PingRRwghDCKaXMHkObhw475l2DWGwzu178EVE5cbnpNwOWpdLXV0PbwemkUiFKrCBV1YXs6dgPrzAxlSohKnJBNmgtE+5vNqtossoJSR/qEYoc6WUePHNL8CwoY+DWHWT3DI4h7nq5l8DpNcQeO4DRNXapV7hU/CdV4V1YSuK5PXT/9P/DaN2BzMYRTv+wTdjhrwFm5wZ6f3jFBA8jR/TuXyNzfoLvXU7fdSuJP/bjoy7V37hC4aEFKpaaP+rqKyQfXWlx6kYJKjxwkuTmhU4sVfDo5yW//qNFyWFKG1tIrj0zHx2XloP0wXyhKml5sCjEqgpRNj3Mdxsruaaogx0rP4zWvxyhDyKNIKZagbG4hFq/i86nT0N1H0Tz7Rp1ATVP7sON/Hp2HcqoF4SBgQH+8Y+/Y5prmVTXh8uVJDJQwXXXXcvll7+PqVOnsnLlExQVPUZF5U4sSyUeL+LRR6MEAl+kurqa1avvoL4hb40npUJ1zYeP8sSO492OcOHJ7OHHAEwPbyHh0/GmUvm1UyCbDtBrDblOHRqxxwViM4BCVxF00YuUKnaoAFU1MU0XmpYBp04Cm95DPushHdCBdl6pe4r5FAAAIABJREFUXmom40VE6qnrWo6vdy4CBYlkh9rOPa5XMtCFVrWPVnXixJ9eGaVXO7L3u0dz0ZypJGR76XJEocaNmhOUt7koN0N0i0G6fHH2OLtJplNMzZYz3azG35GXqryXuQyKFFaTm4FslIKsm7JO94QBjQkxOgH08F0BB3ZsRKJjbhxvRGx2ryG99qaj2NSCzMaJ/u1zeE48j/TGF5CJUQm/ZobM2j9iN5+L94SLQHVhtu8i+fT12LH86owjYFB8SoRUQFJhWZgZhbgLflpUwN3+EZJ8zyKD67u6+VpRmKc8+eezzu3ijkXwvqY4n3ohxeA2H7YhUFdE+dTcwnHEPTe4ACwnXrfNlc1X8e8nHZuUBUBVBEvqw2O2dXR08Myz9zJ79pMTEHeVqVP+l5KSs475Gsfx9kJRHFTpcfq1QQK2h4SaJ+/x2LurkvebRt6FEBrwkaE/R5PuQ6GBXRwGKaUphNgPTAfqge3H0KZTCJEEqoQQHinlxOK+kX4dSRfzlpfX6u7Y8JYR91zORU93PQcPTqfUrCDsc5ARPfSoUXo6jl6UpFD1MzNdzWS7DIFgvtlARCSIijS9ShRdaky1KnAdHmVXBJ7ZxagBB1qJB/eMIoyuJH3XrSe2ag/ehbU4qv1kW2KoXg1nfRC9wkeurZfAOZXInEauJQpCIBwK3gWlJNZ1cfCLfyL9wp/BOnJyFiU5ZJ+OsI8+AQopid//feL3520LRx99y3LBPUvzSVnqkB/xIdJ+CFmH4A9na9y4XKLa+QTTQ7AVwQ8uV/m3By2m5OcwDhbBH87R2F01pE/vuIKcewp22In0aHgqPHy7voKrKovQFcFZRQG+GvJw10s+RNLELnQiw06+1VDB1bWlfCTgZtX9H8eVeRg9+BLScpHtfg+m0cTHTmmg2any6KOPks1m8Xg8PPPMM5RX7GBa84gkqLj4AEXFB7j3Xge7d8+gpeVumqfnvdpV1aKgoJvJjc9w551VLFy4CIdz7ch3o/BUnI63phT9cbw98PmmUFR0Fn19jzBJ388Wtwdf3yCU50lTMuc8lnpJYyCEhTpknKVpR8+RORJyB5YS7l2AP1WBnQ3ily4OKH10ql1ERJIWTz/x3GtbQVRVFV3XyRwhf6ewsBCX6qA44WVWpHI4yb02UzxuliqXIcrjIebEqzGx0RnrGKahUiT9sBNKGUscD8FOtpDbeRveUy7CSk5BDTjRSp1kXvonicduRi2qw3v6F5AZD6gC1aeQ3XYHmYefxDn9NPSaCxhnzq5JMi//GWP3K1sd5iFJPXv/mC2uwhyZAQcgyW17gNy2B8a1cgYNWi9I8OHyMuKqQl3OoNiyeNnpIKuMJd4tDp0VNVUTXv3vBX6Sy5L8YHI3zzhdfLO8aJi4S8tJputCvrD4fXz4skkE3fqwTh3yMsCNGzcSDoeZOXMmup7/vLLZLLt27cLlctHQ0IByWH+y2Sy3334rDfXPjLPD9XobmTLle4QKFh7b4zuOdwwKVNijDVIs3cNVFyrMM97WPr1avJmR9x8DM4AHpZSPjNp+qCrCkRjjoe2jDVWPpY136Lijkvd3EpKtjaQNP273WPcDy1IxTSealkMIG5BYlgNdP3oBpInQ11fNnj2LMHJuAnioDRWxN3IQxhu4AFBhFXKSORWPdNKlDKJKhRIZHGv1BYSkj5D0McmeqKQIeJeUo5d5kVkTrchNZmeE/pvWkVn7J6z+3YAg9fR8nNMvwTN3MtI26P7pL8jtfw4yg6B78J7yadzzTkALu8juHqTvD38mt+2uo96v1G3uOEnh9kX5qM2X77VYMqpuR8Zv84dLQbXhs7cKtNzEjOPnFym8MHVkID+ctFvZYozBRThCa1Ac/aRcI/ulVLDS1WieA3SGBd/5sIZuSHwZiPgYZjnZnrPJ1CzhA4tqmOpz4VIUzi0OUqiP/CydisKvp9VyTnEBL0STzPZ7WBT0UuXKvyj9fGYtJ3RHyT19FrnefPTHCjmoOrGUL00p564772DnzjwR9/t7mb9gNR7PeLeNwsIOEok1bNvWw9x54xPLfL4IxSWP89RTfSxYOFJYpLbmgxM+v+P410J93efo63uEctHJM55JuCM9OGUVWWGSsxVSqQK83iM7S1mWOqHc4NUi8/LlVEZnUZTJEzwDkx4lxk7nfvZxWJGVV8gJ1YVGnVJGpxoZQ/IbrXJOzkxDIOj1JzkYGCQrTBKRGA3pEmrtYtSOVy+REIgxxF3x6ygeHbP7CFOWJhCyhcTKW7Ej+wHJ4N9+PtR46Pr2kDywbz+x2/JFzfTqaoxRFY8zLz5AdsdaPCdcjmfxCszeJNltz5FeewsyO1I5WfeZGImxlMBfncYdzhHZ5cVIjd1XNCNGcHqCTJuL9udDw5VJD0frihSfryxCDo17+x06+5nYQnci2KYPRctPWPf7vNzvOyyZ3nZQlfsi1372YqpC4+V7qVSK66+/nnQ6v7J833338alPfYpYLMa99947vL28vJwrrrgCvz+f0J/NZrnnnlupnXTbmOqpzc0/pyi8Al1/d0Vqj2MEQgTodSaYPKp+S9R+7VLhtwNvCnkXQnwe+Ar5JNNXu6Z+aAR4NdmRx9zmSIkBQxH58aK9NxEN06bw5B1LyeVcpNMBFMXC5YqTSgVhAtmJEBZe7yDJZEGe2Cs2SPBINzHLRlUNEBLL1LFtHZAU4GNWsJoXczuIkSYWOTjuvJOsYiZb5dTYYZRR1620RyUJCfCfUoV/RQ12ziLxVBuJZ0Y0Yt4l5fiXVyEzFukdA0Qf2k5u9yqs3h3Yyd5h68QRSMz29Zjt68m82IidiSKTPSO7jRTJx39J6vm/oXhLsfp2gX14pF0iwiYZj6S1WrK5TOXOeucY55ZfXqByeo3EYcK+MsGuyhHJS8tHJP/2sElD28jxsZDNf1+i01Y88URkpmoxo/PJ5uYjchpGZDHO4sdxhJ8GwDYKyHRcipWajF6wBlf5Pfnb0QWRUfOVmZhMWjuLxTNK+HFTFZpy5LClEIJziws4t7hg3L5ih85vFk7m0x6VXCQLQuAOObl+fiPrn32GPXs2U1e/iaqq8ZUHD0dNzZYxVW2FcBIIzCQazUfmKip2UVExElZ0OsspLHx3FbY4jtcGv386LlcjZHbT5yzGSvVQbs+kRc3LJ1568XwqFAf12Tqy7h46czZO6aFYOLDUDIXZcpIiTaxwG7rtwLI00pbAnSmlRIe4uwPShbiFih8HATOEYQsypka2ZANe4cDftRgbyU61gwedT5ETE/u7j4ZAMNVZw7R0BZohOKj0UWIHCQ0lvo8uHNShDJAmR51dOixZKY57KY4fQ1KnriCNsdoVd7OX7K6VCLcTxX8CRscISTcOPkLmxTsRLg/BSz6La9YytHAAoy0OOmS2PEH0jhvAOAKhsI+gk4ExxP0QZLKX5GO/JfnYbydsUzI7SnhaEiOlkI3qOHwmqsMm5hbcHPDTNDfOkl2S7peCmBmF0Ow43zvZxZPeQqiHrxbFWfa4jpEcoRSyJstPz9dYH5x4NWG4v7GZaP3vI+vYhLPiToSwkJYD1ZjM9074Pi09kt9t+QF6wUvj2tpGAQ1cza0fvQSvczydsW2bO+64nVBoA41NB3C7Y3R3N3Dttb/DtjU8ngizZq3FH+ijp6eOe+/1cMUVH0RKyS233Izbc9MY4l5d/VHKy9571Ps5jnc+VDVInyeB39RBB6904qkZP7++k/GGk3chxOeAXwHbgNOklIdX5zkUPQ8yMQKHHXfo/0VDbSbyJDvUJjbBvncs/NWFhMNLcblchMNhYoNRyisr8Pl87N6xi0QqSWVVJQW6j9SeCIU1JXh9Hnqi/XT0dGKpEpfThUwZZNIZvF4fjrSg24zgKw7w4qYNDJLkxej4ynNuHCzMTaZxSAozDAHOhgLUoBNsicxZqEEnjroA6S399Px6A1Y0i1rooujjMxBOFcWhogYcDN6/lcQz+8m8fDNWz9Zjfg75SPzEkMk+rOR4LWqiMcufTtVYEz66xZlUBI/Nm5gYHywWfPNDGtNbJb40tBUJOgpHVSSVCsm9X0Vx9IGwsZKTQWpY5W6MBSFQBdq2QTh4Ltmes1DcbdiZSoyGEFadH3PP6dAJzrL7hlZQhu43U0Zy4MNMOrWcG2fVjyPulmWxYcMGent7KSgoYPr06QQCgXHH2LaNpmmcXRzksYVTuaa1m0Jd48MVYZwDfdyxeiUzZj5BIDCxlnfa1B9RVnYxmzZ/iv7+pw7bqzBzxq/w+Zp57vmTJ2zf2PgtxKssGnYc717UTfo423d8g4wI0yv2UmeVDpN3ECRNnSlWFWpwCnN6s+gVXnLtcchJnJMLUDwadmIGsX196GioukrCSKMbKtWpyflKFh6FqEzi0vwkM1FyIkeqt4ldzgF6vS8Qs155YdWlOJhslBG2fJTbIXyZEXer6RMkwB9ChX0ER5OjwFHvJ/nUn8huWo1WXoZ77uno1dVktz5Nz49WwbCb2+8IXPJx7FiCxGN/H24vMykGb/453JyPqCseD3bq1S0eu8M5cnEVK3eYHMdlEaxLET3gwUwd+XdafUo//dUWT7q9PFzmJaYozM1kKbAtfhcaITTn+JJ8vG4AVcK3i0O84B55rj9r9mOUDHLJRjOvR6/O8t6ppfRrI9e1jSCZjsuoKsvSl9uJFBlOKrqUfz99BTMqgySy53Hbi++lpS/J8sZaljeVDhdFcru/wy9f/gqqZ2TVz0xMoU5+nHv+7exxHuyHsHXrVgzzXhomjyT8V1dvJRjsIpv1UlTUOiz3Kivby/599/KPf2ik0xlyxqPUFB8YbtdQ/3Vqaz95tI/iON4l0LRCor5BKtpyXCWWo6FSPGN8EbB3Mt5Q8i6E+CLwS2ALeeLeM8FhO4EFQBMwRn8+pJOvI5/guu+wNkVDbZ4/rE05eclM2yvp3d9pSKVStLW1kcuNrO++vHnTmGP27ts78scBjh1HsDyus0qosYqossPjnGCcjQX4TqjAjhugCoRDxdUUInLnLvqufZ7knodI9e9EmDnchU1kNs5FCdehlxaRfPpGcntXIV5h8UN4LDrrLeKlFnUv6miDY7+CkQqTgakGZbs0vJ0aWOMH5e+9X2Fz3ZGjYXYuRKbzEqTlwV39FxR95J3ONn0Y/SchEXmbRSHYWjv+GkZsOpn2K7CKvdiFdYi0iT3FhV3o5P0VYb7VUI5hS06Q2zBVgYjmsGnEmB1EBh2sWTKNP1b3cuMaDWPHbBzhZxBKBjM2AzNbj/uEUm6Y14BPGzuptrS0cPfddxON5t9ddT3NI488whVXXEFTU76Qx5o1a1i5ciW5XA6n08nFF1/MlClT+PW0vGltOp3md3+/iZmzHhkTNToETfOzaOE/cbvzRGbG9N+wceOVRGMbhvYHmN78C4qKTgVgzpy/snHjlWPOEQotpaT47CN+Bsfxr4fS0gvYtv0/0b0+2t0RlqQ9lGhBepT8dzWqpLjOtRL6we11k+5Ogwah4hBO00muL0c2myXpSuJ0OgmFQnR1jUhdhBBIe2j8sGCMskIObTsCXDiYb9RRbRWNsaI9GjxzS9BKPMQebRlZsxUgNIXC99eiBv0YPRly+2MYPSlk1sI5pQBnnSS3v43YP++g/xePD5/PaG3FaL3+iNeL3XndK/bpcOIugUB1mrIFUTRnPgAwuM9NZLcXoULp/EG6i6HKsDBancRa3eQyGsmQxdNLbfYVOLjy4CDup/1D2vQ8FIdN6ZwoG6fDV8KFHNTHyli2O8e7hD3k8/KQ78jj7q/DQXLzY9QZBt8uKic3ilCbiSmcXPg5fv/t5SiK4JBF9Whdus+p8YkTZk547k+eMJlZ5dfy2bvuIJVL01DYxLnNU/nYsrojEvf29naeeeY2Gps2j9sXCPQzURywrn4Du3Y5UYTN5MaRvKDKiiuYNOnTR7z343h3waEXEvP0IuI9aMH8vGl0xXHWvnukUG8YeRdC/Ad5nftG4Awp5ZFqdq4EPgicDRxe0uxkwAM8Pcpp5lCbZUNtDreDPGfUMe8qrF+/fgxxfzOhSoWlZhNTrIoxkXZHtZ/geXVoRW7iKw/S95etmG1rsRNdqMXTUAtqyfVsIb7pJpyZJMMKscTzpFvHfhQTDaFZj00sCPE6g3V1CvdUukb044vgpC02p2+wEZrk7iUKG+pcgAsWQyBt87GdaUKmzTa3gwfqHCQ8Ew/UVrYEY3ABVmIqVq4Eq8aLMpAl3fYR3NXXo2gpcgPLyPWdiuUIIkwJtgNn6f0IZWT5XUqFbPf5GJGlGFMKCDUG+Ux1CS5VoTNrsKLQz7LQSJGjlhVz2LoozdXbDrA9mSGgKbywpJmQrvHDxkocQvBnhwIbz8z3s9yN2lTAPSdNY7LHRSwWY+/evSQSCfbs2cOBAwcIBruYNXsjwaES7oODpdx1l83VV3+dF198kaeffoTKyh0Uhg/S11fLnXcafOITn6GkpASA1atXU1i4Zgxxr6h4P37fNEpKzsZxWIKppnmZN+82+vqfwDRiFBefjq6P2EuGC09k6ZLHaW+/FVuaeNy1lJW9d8zEexz/+lBVJ4pSSknYoicEsn8P5zjn8lfXqnHHHtIRA0Qi4x1OstnsGOIO8GprjpTYQU4wmghL/xGdWYRLw39qFVgp7CzIrIqj2kNq3f30/uwr2MkUalERBe/7JJ7Fyxi89Rpidz9A7HZAKCgeD2gq7pkzyLW0MvDHtlHR9NcBVRJqSKK5bKItbnKx8RpwZ9AgvGiQ2+vdPOsuIqYqtGoa5xWl+O/6PlZ53FxdWMyBIeK9qDzDdxoGeNLr4VeFIxHzB6d5WTQpw3+29lHSo+AuytHmUvh8eSEbXMf2onMkGNG5qJ69KHoMKQS/D41fUBepU7jzoh/QXDGy77WMHYvriln3pc+giPHtDcNg8+bNRCIRYrEYpmmyY8fLzF9wH4pyyFrUjW2Pd1QLBOYSi41Y3zY1rRmz3++bTmPjt191f4/jnQuXqwRLayeV7RqWgOQO9MPid0+N1dddpAlACPEd4H/JR9LPnEAqM/rYALCXvNTlWIs01ZF3nvmXKtKU6U/y/C1PsK5vKymRf1dxSwdZDGwhKbL9eKWTmMiQFBlymOioYwqDFNsBEiIzXLFPRcHCpswuQCIpsYNMs6oIjKqg52wI4p5ehGNyAdnt/cSeaMVOxMl2rGew/Xm8vft4PZBCsqPZ5sdnOUg73zyCZwzOJdd/KrYRBOkABFapG7Pex4emljNoWDywowttVwyRMBA2WMUujFl5yYv+8gB6pBVHycMojl7sbBnZnrOxHKVUzirihtObmeo99sqDWdvGeZhbgS0l39/byQ3tvaRtSblT59rpk5jrd3PfffexcePG4WOFsKip2UxN7fhIUW9PLXv2rMDna2XmrCfG7Ovvr6K76xI++clPoWka11zzfZqn3zKcINhQ/zUmTfrMq3iyx3EcE+P55z/CwxEV7d71vH/vPNwLPsEm9QBrJ6iW/EajVBRQmyui2i4a1qxPBL3Kh29JOY46Px1fuZrUmjVHPPaNgiNg4AoZWFmFZLcTpCA4KYW+IE7WVrBXB/Lbh1B/Tg8tRYKdTgenx1LkWlwku5xobhvdY+GvytAfgB+EQ6zyvnE1FD4xGOUuv48BdbyMxkpXYhsFaL6dSNuFnStCMxqYGzyPrbFnSTueQ3XlX7isTCkL/J/l+vddxHUvruPXm784nFQ6GnLwbJ76+PcJ+5zj9r1RsCyLW265hb1796IoJoFgD5apM7nxBXy+/IujEE4WLbwbl6uCrVu/TF//SjQtyNSpP6C05BySyb2seeHMcefW9TALF9yB213zpvX/ON56bNt2I19/5km+/phF/eS8FEovVyj9wrK3tB9va5EmIcSV5Im7BTwDfH6Ct+oWKeVfAKSUMSHEJ4E7gFVCiNuAAeAC8paQdwB/H91YSrlfCPE14NfAeiHE38l7CVwKVAE/fz3E/e1CbtMAje0hGlhGDhPXK2TgW9goCAQCEwt16K9jgirwzivFu6SM5JouYk+2Ytz8LLldDyPNNLm+nahGerw98yhkdbj+DIW+ACzZKTljw8iLn+mQPLlYcst8HSkY475yOGwjiKIf2Z7STE1CdXYj1PFREmlr5PqXY0QWY7lDmLOCeY9jS2KHHCwrDfLN+nIWBPN38nBpiO9WttOayqIZNu+fVMxVlUXUuZ18uaSV+ze4MPpqEBET6VKxpnoomxTgnwunUuSY+OdhmiY7d+5E0zTq6upwOPJLzIcTdwBFCL47uYKv15WxP52lxuXAq6k899xzbNq0nvr6DYSL8glmLteRs92LSw5QELp5uBT3aITDbSQST3LvvaU4HA6Kip8fJu4+3zRqa49edOo4juNYESyYRl3qIbb5XJhtazHK59JcOYe0yGFg4ZdufNKFJSw2qPuJiwwNdimTrBIKpAddajjQGBRJ4iJNSPrIiBwpcgSlBwcaSZHBQhK2fbjQsZFjEksPh+LVUbw6jhqN3O6nST37HJl1TlIvvgjmKye1vlY4/Aa+iiyd03P8ssbPoOLiY9EYZ0QibNccnNVQyqF0rMU1GX64ow9PFp6q0/ifgjBbnXlC+63iMD/z9TK/MUZSKOzUNe7xh3jsDSTth3BtwfjIuBFv5qSSK/nWeadQ7Hfy4OZOVEVwenMpAVd+TjKt07hrexd/fP4F0rl2LpmynC+c2oymKnx60WK2dP4PT3T/BKGmsbPFCCWHIzuf29//H69I3CORCJ2dnZSVlY2p9ByJRGhtbcU0TRobG8fl/QB0d3dz44034nZvY/acbXi9kQldjRobv4nPl3ecnj37zxhGDFV1oyj5+/N6G5gy5Xvs3v09bDs/xgYCc5g964/jViqP490Pr7ecgEdykL1UbLgRO9FF4BPvJy/weHfgdUfehRD/DfzXKxz2lJRy+WHtlgHfIh9pdwF7gOuBX0spJ1Q3CiHeA3yVvCuMQj4p9hop5V9fxy0cOvdbHnmXpk33bzYMW4Upfgd2/I2V0ThqA3gXl+GsD5LZGSFy905y2x/Aiuw/5qRSS5c8Mlfw0DyV7tAIKQ8mJSdskygSnp8qGAhMTNhtowA7U46VLcVMTMNO1yBVE2fhKvTgWhQ9b12Y7T09L33xFCPSGXT3FjTvThRnN0JNkutfgTE4H6lp+Qh7cwHNfjdnFwfJ2pL3lhQw0z9+wrOkpCWdpd7tHLPcKqXkxo5+frCvg5hpowAfqyriS7VlhI9C3P/yl7/Q1tY2vO2MM85g2bL8jz6VSnH//fcTi8VQFIXm5maWLFky5hytra3cdNM1zJj5xBHt9Xy+qdTXfYnWg9cxOLh2wmMOx8svn4nTkWLqtGeHt82Z/RfC4ZOOqf1xHMcrobPrPjZu+zp3rarky//oAATO5V/HUdDwlvbDNT2MqymEqzFE8vkn6PjKV1/1OYRqI63xL9zesgwVSwYxMwqxA24yEZ1sVEd12IQak3hLsyi6RHXZ/F9hATcF3xqdbKb7XDTfDjTvqKTN+FQK7SvoGmzFXX0DQhmZOq1UHU18jm2pB3EWTawqzfacwV8v/k+WNrx+gnrr2lZueaGVuTUFnD29jMX1YdSjuGhJKVm9ejVPPvkklpXv98yZM7nwwgtZv349jz32GJZloCg2uu7lwgsvpLm5ebh9W1sb1157LeFwK83TD0+4H0Fl5RVMafqfY6qAahgxBiKr0bUAodCS4wn5/6IYGNjCz578H4L3beWCF4ZquJx1GjN+dc1b2o/XE3l/Q2Qz/wp4O8g7QK4tjjRsnHX5iIidszD7M1jRLM76IIpjZPCQhoUVyyFtiRXNIi2JcTAOmoKj2o8VzSI0BWdDAUJXsKJZ0lv6ye4dJLO9i9z+VWR3/hNxhOJGtsPmkRPgrlk6Ua9gUpektkeysV4Q9b06+YsxOA8jOhcrNZnRangJmE0BrEk+RMpC2z6I0p9FAFIBY2YhssyNNGy0lgTavhFPcqmAMSeMXeRkVsDD7bMbCOqvP20jblrYUk54rng8TiwWo7e3l927d9Pb20tvbyfFJS0E/L3kDDfdXZM566wPYNs2zz33HAMD/UN3mp8sLrjgAubNy7uQ5nI5rrvuGqprbhzn75+HoKb6Y9TXfwlVdWNZKbZv/ybdPWOLo9TWfIra2k+x5oVzyOV6JzgPhEInMG/u317PozmO4xiDeHw7a9edz+/WzOc7t2zGaQKKTuCyX6K482MQEtSgEzttInQFFJBZC5mz0cIurKQBMr/tEBSPhtAUrNjY4IVw5H9DrqYQjloXMt1OdtfLmD295FoPktvfgtl9hOx88gTdU5LDFTLQnPncmlxMwyg0SdcbZBE4u1RKMhItYLKxSKPHqbLe5aTUspiXybI0nUEFUkKw2u1ii9PBToeDl11OEhOstr2RsDLlFKrv4U/nXklTqY+W/iQ/eXQjmzqjzCgr5LvnzqY27CWWMfjpE89w1/anyBoKiypm8/1zT6e+2McdL7fxzYf+jKNoJYo+iJUpw4zN5sSGS7jm/IV4jhCoeCPx0ksvsWrVKhwOB6FQCJfLRX9/P729+6hvWEcg0Ittq3R0TKGzYwogqandTHX1FoSQdHY20rJ/ER/60FXU1dXR0tLCrbfeSiCwY0yw4hBU1YfDEaaq6sNUV111PD/nOMYg+//au/PwOK4y0cO/U713q7sltSRrlzfZseV4yYqdhCQsIUBIWAKEkBCWzAADwwCzcGeGmeHeydxhCXuYYQIJDCQQIAk3ZGEIIY6TkMTGTrzH8SZLsmRZu9QttXqpOvePKslabUuWJbf9vc/TT1u1dFed46r6+tSp76Q6uO+p97Dvtx3c9pT9TER3XTXrHvrdCdacWRK8z4C5CN4zrf3En28m2zYwfEEzuwfti1/Eiyvfh/K7Se21++255wVxF/jJtA1gdh0b+S+wuhhrIDu8XGBlEcnh6m0BAAAgAElEQVTt9vPCVryVzOFNDO77Hwxr8lvIj1yqeOJig+7wcVpKTB+ptrehPD34isYPOW4OlpJqvQEzWYP2e7AKveiAm2xNHhgKXIoav5d/rbUfCtnU28/9LZ10p7OgwGMY3Lm0iveXFfLro93ccaCF5lQGklmUqdF+FzeUF/KZmnksCfrxTNKq09PTw6ZNmwgGg6xevZq8vLxR8zOZDP39/USj0QlP6qZp8vzzz7NhwwasMfmUo/lHOG/pH/H6jnXp6e+P8vKW61BKU1W9k7KyvbjdaUzTQzwe48D+y/nYxz5Pfn4+DzzwAErdT1n5sfSYZaXvIS+8DJcrSGHB2gn7VzY3/5zmlp8TzqujvPx9RKNrnO/ez8ZNb0fr0XWrlIeLL3qIcLhuwjISYjpMM8X6Z+r45sY38b6XnuWSvceuH+Eb/p6KO27BTCTof+F5AhesgWwW97x5oDXWwADZ9nb6n3sO35Kl+FespOsnP2Jw+6u4igvIe/0VmP1JXHkhfAsXM7B1C5E3vYl0SwtH7/g3BrfZ6f40Ez8cP1Ze+SB5r+thd9SLAroMg0LT4qjbxT8Xj849XpdKscfrxZwkyPNbmsHjtCJPWl79a1BWAUZ4dMt3qu8yrl90M8/t+xM97MQd2jeqK2GmdxVLolfyn9d/kIoJBh6aqqauAeo7EjR0DuB2Gbx1RSn5wfEZZabCNE0GBgaGBzWazKZNm9iw4T6qa7YxmIzQcmQJqcE8yiteZdGi8dfbZDIPpfS4boSDgyFe23Mlfv8y2traKCk5QO2Sl4YfSAVYtfIHFBW94ZT2S5z9tDb5n6fqePRpH+9dn6Y9qgiWlnDdfz8zq9shwfsMmIvgPXWol589vIuFh+uJ9Mfxe6J4eo/gcvnI+IKY5iBNRoK0Nch8o4RIoAydSmAlO8EyQRlYvY1oFDrRivaG0Kk4VssrnGi8qkzA4o53e2iOQV/o+BclrQ0yvRcw2HEDmaV2RhPP3h48/i14i9Zj9teSar8GrQKYFUGyiyPgMSj3ebi5LMa6/DwqnL6TxV4PQdex1qreTJY9/YPke9wUe92jRhcF+4HPpsH08AW7JjB5/8l0Os2WLVtYv379cBYfl8vF1VdfzWWXXcbg4CCPP/44u3fvHg7K165dy1ve8pbhz0gkEjzwwAM0NzdQUNhCJNxOMNhLrOjwcYeA72ivJhxpx+cb308/Ho+x9ZVrcbu9lJTsYNHiY8ORL13yv6msvGXywj8JnZ3PsX3Hx7Es+6Fnr7eEVSvvJhKZOO2aEKfiqT+s5c5XrmJh62/4y8dG/7hVwRh6YKKhOE6/UOkgBcsSbKpy4U/B7nwP9+RH6D/dreP9i/j8hV8l7M3w7T89SNb0URCs5IN1a7nlgoUoBT95ZStfffnTAIStt/H4rX9LLGAHz5aleeFgB/+98QApt8kbF1Ry9aJiqmMz3+d9qvr6+mhsbCQcDlNVVYXhlOXhw4f55S9/SV9fH9XV1Vx77bWUl5ePWjedTvPQQw+xb99OLrr4N/h8x9JgTnfEXa0VO3e8gaLiBsrKjj0k7fdXsGTJv1Bc9MZp7qk41/zuyfP52oEIR4N2KumPdJbw+c//4QRrzaw5fWBVTF82YpB6+QeUbD6WDSHjvIaMHFLklAfvVZr6lVkerPOwpcqDNUFLkpUqItV+Ldn4cpS7F629YPnQyk36oiJ0gR08pwq9WK+tI931OvtBzzVBrAIvuAyuiUX4dHUJqyNBvCe4cEY9bi7Nz5t0vqHUpAF7d3c3+/fvx+1209PTw4YNGwDNvHkHqK7ZBiiaGs/nqaey7Nq1i+7ubtLpOAsXbSYc7uTIkSW8+CIUFRVx4YUX0t3dzd13341hNHPxJetHXWxgdODu8RSQyRxLgVdU3DjpPoTDnSxY8ArR/NZR6RuLit5ERcUHj1s+JyMWu4JLL3mcxqYfkUq1smjR35IXqj3lzxViIh5PNUXFbnYEXaTclt11xjFbgbvhtsirGMTwaILFKayiLC+UePlZpIDt/lPPbGImq7DSMdx5r416cN7K5JONn4eVLsal83n9koX8y/VvG24df/+aie903XbBGm674I8T74uhuHxxMZcvLj7l7Z6Ovr4+tm7dSjweZ2BggKqqKkpLS9m3bx8vvfTScH/06upqbrzxRnp7e7n33nvILzhMeUWc9vZe7r23hZtvvpmFCxcC9rNBDz/8MPv372D1mt+NO5eODdz9/kpCocV0dj4zPM0wvMyf/2my2TiNjT8AQCk9LtuW31/JmtU/JhhcMNNFI85iWofQZh5DY3t2u2cnbfdMkeB9Dm35zp1cufn0pzEDePlCk29f6SXpmzijTar9jWR6L8D0l2BW5GHOC4CrApUyIash6uGm8hhfXlKJpeHwYJpfLO3iyY4+OjNZ3l4c5aayQtaEg6e1f2Emk6G5uZlnn32WgwdHprTUFBQ2c955z+N2H/v5U7vkJcLhDvbvv4TKyt3MX3AsNWNt7UYMw+TRR+HRRx8FIBo9yspVTx53GyLhlaxYcRceTz4vv/IB4vGRD/4aVFV+iKqqj9DQ+F80N/8MgMqq3WM+YxV1y78+Y2UVDC7gvKX/Z0Y+S4jjCQYWUBlrY1d8Ad96536+8KB14pVmgCeUxRvOEixNkVmQZm++i3qPh33eIE+FggxM0lBgZUPoTAGuwLGHzM3UMi6pfAN1vnX8ZMtGMv4XUd42THMBlyy7nbuuqCPscvGVFw6wrbWDBdE+0iS4rOpibqitoD9t4jYUId/cX0K11pOeR5qbmzl48CBr1qwZ130QYP/+/dx///1Almi0jeRgHrt2DZ3PNHl5XZSV7SUQ6KO+/gK+8Q27kWLBws1UVr5qL7UQ2o4u5L77krzvfbeycOFCfvGLX9DW9hIXXvTsuMB9pHB4BQsXfJaioqvR2uTw4Z/S2fU8Pm8xFRU3D989dLlC1Nd/a9z6kcgqVtR9l0Agd/JzizODIky3uwRoAeDJ8BL+dW43aUqk24xjLrrN3Hn/p7j6u78n2DP6ifbeqKY3CB4Lyo6OPimbLk02oHGZYLk1aS/ooiyePgPV7wITjIzCk1ZsXQhPrjHYUqvQY07uViZKuvMKsollmP4SdMhLZkkEAm4ujARZnhfArRSNyTQrwwE+WB6j0n9qfSSTySSbN29mx44dJBIJIpEIq1atGs7GsmfPHh5//HESiQRlZWVcddVVLFmyZPjCtHXrVp544gmnS4ymoKCFknkH8fsTeDyDBALj8wyfjMNNyzl0aDXR6NExrTqKyspb0Nqkt/cViouvobzsRny+suFtSqU72LPnH+nqeha/v5LzV9w1nJIsk+lly8vvp79/37jvXLd2veQOFjlp77572ND4c76+6VI85b+hrFPzTz83KYrbD4i6AxbaVGSTLpSh0ZYiVDaIOWhgpgwMryY0L4W2FN37QngjGXzRLIbHwhOwsLIKbziLcmk8IRPDpfEETQZCmsdCIX4aDXPYc/y0umA/g5ONn0+V91p+cuvlRAMedg304MbgwsLYuOV7M1nCbhfGGfRwYzabZefOnWzbto36+npqa2tZvnw5JSUluFwuXnrpJXbt2kUoFGLFihVceeWVeDweDhw4wFNPPcWRI/bDvPn5+dx+++3DAbxlWbz00kusX/8IK87/w3A+dPs7PaMaQEZqalqOy5WlvHzvuHk93aXs2PEmQJGX18mK858aldq2tPRdLF/2NVKpVpLJBoKhxfimkIbxcPPPaGz8IclkA0q5qay4hdraf5CMMGJafv/7G7mjKZ8u10YAfPpyNn/4P2d1G6TP+wyYi+D96Xs/zB3xzVy0T/PbixSGtnuq6zHdWQxL40/bedYtg3GB+FRY2RCZrstJd16BWRomsywKXhcBQ/GOknw+UVXC8ryTH5hoMqlUit7eXrq6umhvbyeZTLJ9+3YSiTixWBOhUDc9vaX09c6z99EwsCwLtzuFz9dPOuMnkw4QDkcoLi4mmUw6FyJNefkeysr3EnT6qk0kL28ZXm8RXV3PndT2aq1QavSxsHz51ykrfee0ywAgk+lh+45PDqd7VMrL5Zc9J7mDRc7q6PgjG7f/OZ/Z/O/4C76G4e1BaY3GvpWbdc5Pbsvi/fF+3Gj6laLItIiZJvUeDwlDcdjjpsC06HYZ1KYzXDSYIqkUu3xeCkyLN/UPsMfnZZvPS6PHw3afl+QJuuFlE4txxd/GXR94N3WlEYonudM41zKZDE1NTUSjUQKBAMHg+P7t8Xic+++/n9bWVjyeJNFoG729JWQyQ+dni0ikA58/QSAQJ95XRHd3BX6/n8HBQaLRVmJFjbhcWVqazyMWW811113Hxo0b2bJlCy5XmksufXjSQH26BgbCBIPHMmkp5aa66mMsXPi54bzqp0JrE601hjH3dz1E7lq//nbuOZJmS08P2oxSHlnD07d9fla3Qfq856iNpZ+k3XU7v73YvthZk8TklqEYOLVRrDEH55FqfRdmcj7ZqhDZFWG8ATdXF+TxyaoSXl94/IwBYN+ebW9vJxgMTngLFqC9vd0ZgGj7cF9Jw8gSjR5l0aIdRKLH0hrWsJ3m5qUcPHAxhpFk2fLnKSxsGZ4f74vx6p4rOHiwF8OwqK7eRc387ZNun1JeysveQ0nJWykoWAsoGhvvZv+BO7FHcrJdsObnBILVbN364eFW8bGBe23tF085cAfwePK5YM3POHLkQZLJRqqrb8fjGT9QihC5Ii9vAX4GCVQoBl77KKFF3xhuUBiZ8yhrGNwfPfF5BeBlv59fREYv+/2CEx8nViafbGIpIddSblv7dj6yagmRGUgfe7K01mQyGV577TWy2SyLFy8mHA7T3t7O888/T319PQAVFRW8+c1vprCwkF27dvHYY4+RTB7rS7948WKWLFlCYWEhhw4dYtu2bcTjcYqL61m9+lVCeV0Yhn2OyqR9dHZVUlp6YNz2HKpfTSoV4oILXxrVr7y4+BDbtsJ//EcjoCkqbmDRws0nFbh7vUWk0x3jpufnX8qqlXezd98dHDnyq+HpIwN3tzvKmtU/JhJZeeLCPElKuSZNHCDEyfL6Ynyg6DfckB/EZ5Vy/XWzG7ifKml5d8xFy3tLT5Jrf/J3JJN5oExc/ha09oDlwVt4bMBYKxNFZ/JBmRj+IyhlTjhKaTaxFG15cAUa0dko5kA1ZqqMTPJirKIAZpEPa14ADMVfz5/Hn1UWk38SFzqtNXv37mXDhg20tLRgGAbz58+nqqqK+fPnU1hYSHNzM5s3b3b6oVuE8rqJxQ5TUzN5sD0TioreSEnxW3C7o0QiK/H5SsYtMzDQwECyHp+vlLxQ7fBtVq1N9u//Co1N9wwvq5SLxYu+QFXVRyU3sBAT0NriD0+fx/cyn+LlDYtxB18jUPXjcT+ATwdzcB5mYh23XH4TteUlXBILsyDgnZNj1bIsHn74YXbu3DlqejgcJh6P4/f3UVxyCMMwOdKylHQ6SEVFBa2th8jPP0JRcQM+Xz9Hjy6i7egitB66q6CJRNqprtlGQUHrjG1vKhWko6OKoqKmcf3Q80JLWbX6XrSVobX1EbLZPjSayoqbCQYXoLVFY+MPOXDwTkAxb951nLf0DlyuANlsghdevJpMpmvUZ7rd+axc+X0K8i+esX0QYqZs2/ZtOjq/A0A8vop33vDwrG+DdJuZAXMRvD/fHefjz+4h8bKTkz3PA4bCiGdQgybao0CDymqskBsdcKEGTTAtVMpCB9xgZVGWiUoZjBoMyVBYBV7MBWGsmA8DuLYoyhWFYW4qLSTgGn/7WWtNa2srzzzzDB0dHZSUlDB//nz2799Pff0OYkVNeNxpUBZdnVUMDOSPWr+goJkV5088kt9MywstZel5/0p+dMr/58fp7z/IQLKeUHARweD8U984Ic5yv3/qMg4YEe448o8YB/txZw/jDu/EU/ACSlmYg2UoVxJtBnAFmlCG3SZvpkpQriTKGEQZx1p9tXZhpUpQRhLlGgBcw1lerGwh6YErqau4jH978+XUhUOnvP3xeJw9e/YQiUSorKwkFLI/c2BggO3bt7Nt2zYCgQAVFRXU1NQQi8UIhULs2bOHTZs2cfjwYYqKiujvP0Bl1S4CgThaK0zTQ39/Pj7fAPPmHRz1nT0982g9Usvi2o3jWrwHBiJ0dlaBhvyCI6OyUp2KcF4d8cTkI2m73RGqKm9jwYLPnNQIpOl0J4bhxe0Oj5newe7df0uifx+p1BEqKz/EwgWfw+OZndFnhZiq+vpHOFhvt7bH+6p45zufmfVtkOB9BsxF8L4rkeSNf3pt/IyxCcXTFnhPcGLV+lhqd8Xw+jV+L9cWR3lfaSF1k/RlN02TF198kT179nD48GHc7hRKWcN9KyORNupWPD3ugtPRUUUqFaSoqAmFHjVw0fHULf8mBQVr2b37b+jqHj06XjR6IatX3cvhwz+hofEestk+RnZ5yY9ezMqV/yVdT4SYQ+ufeS+W9TLbWcXD+tPsMwoha4GlMeIZrKgXZWqujuYx4DFoS6X485oSyt0eWs0sreksnqym1FRUloSo8nt5tX+QFeEg3ekMGtjbPcDSgiDzA140alqjKR86dIh9+/bR399PJpMhFouRSCTYvXs3qVQ/oNDaIBgMEovFaG5uxrJM/P4EhmEyMBBhaKTkIUpZlJQcpGTeQfLzj85IeR5PXmgpy5Z9Gb+/gsamH9HQ8H1A4/eVU1X9USorbiWb7WHb9k/Q1/cKAAX5r2Px4i8Qiayko+Npdu76HKY5+oH+SGQ1q1bejdc7/uFdIc52PT072fLyDQAMDER521v/hMs1uw8/S/A+A+YieE+aFguf3T5qOKV3FOcTcRscTKZoSNqDExV6XMwP+GhIpilyLmBFXjf9psWRVIbakI9rYlEaB9M83x1nQcDHinCA80J+VoWDuCa5pdzW1saLL77IgQMH6Ovrw+vrZ+nSPxKNts3ILXCl3BQXX0NBwVrKSt+NyzW+4348vouBZAOG8lJQcOm4Fh27T2knLlce2WwvXm/xSbUQCSFOn40b/4ZE/68B6O19A2vf9j3Slj7uIGqzpaenh127drFr1y5aWlpQysTjSQGadDoEaPLzj7DUSSvb1VVBPB4j3ldMMNhLecWe4YfhBwdDmFkPmaxv+JwYjbad9Lb4fKWkUuO7vhiGl+Kia0iljhJP7MI0J06nWFx8LeevuGtct6Bsth+3e/QdCK01Wmed8+ToB+IzmT5aWh4gnthNNtuH1xOjtvYf8HgKTnpfhDibZDK9PPvcBYA9aNia1X+kuHh2x1qQB1ZzVMBlsPF1yyjzeek3zZPqf34in6oe3+d7pEwmw6ZNm9iyZQtdXfaAKqFQNzU1jVTX7Djuukq5iETW0Nu7+bjLRSKrWVH3Hbze2IQB+0jhcB3h8MQDm9jfqYYvRCf6LCHE7IhEFpNwRo0zzSOU+U4tjeypampqYtu2bbS3t9PQ0ACAzx9nce3OUSNxmqYL0/Tg9Q4OTysqaqKoqGnCz/X7Tzw0nmH4qK76KEp5aGj8PpZlp0esrf0iVZUfJpU6wsuv3EIyaW9XKLSE1at/hN9XCsDg4BEOH/4pyWQjHk8+eXnnUVx8DZaVxu8vn7A//9jAHexzpVKeCTNZeTwRamr+/IT7IsS5wu2OYFleDCONy2XS1rZv1oP3UyHB+xyrdlqq8k9z2qtEIsFjjz1GfX09qVSSknn1XHzJtpO6OA2pW/5N5s17O5aVoanpXjo6N5DNxkkkdlNdfTtVlbfh95ef+IOEEDmtMLaUFjuFOC5XJ/39/cP9xmdDIpFgy5YtNDQ00NPTQ1dXB+Xlr1FQcIRlyw0KCo7gcmXHredymeNG95yYgWF4sazByZcwApSUvIX5NX9BKLQIgIUL/wrTHEBrPRxg+/3lrFv7NFqbpNNdeDwFo9Ic+v1lLF78d1MrACHEKbF/FJcB9o/qzq6dwLq53KQpkeA9RxxvFL3jrbN79242bdpEQ0MDbneKwthhqqp2jErnNVZFxS2Ull5PS8sv6evbTum8G6isvHX4YmQYHmpqPk5NzcdPaZ+EELkpEl40/O9AoJeGhgaWL19+Wr4rm82SzWZpaWlh9+7d7N69m4EBu5uJUiYVFa9St+KVKX+u31/Fgvl/QTYb52D9t4a7rpSVvZea6tvx+ebR1fVH2tt/j89fis9XitdTQF7eefh8ZRO2fgO4XONzttvb6sLny52WPSHOdl7vArJZO3hPxCd4/vAMJsH7HEomk3z3u98lFArR3t4+HJz7fD7y8vLQWhOLxWhvbyeRSOD1esnLy8Pv99PT00Nvr50qcmhQjlgshs/no6enB4/Hg9vtprOzk0Cgl6Xnbae4uGHCvuyG4SccrqOk+FoqKj6Ay2U/qDoTmVyEEGcfv78Crf0oNYjXm+KR39zDQw/lU15eTjAYpK2tjZ6eHmpqaggGg4TDYdLpNG63G7fbTSKRwDRNenp6KCgooLi4mPb2dmf0ZGhubh4O0IcMjRdRXNKG358gGj2K7wQPyYdCtZSWvguvJ4bPV0I8vptAoIpY7PWjnq+pqvoo6UwnljlIIFA5PL2k5FpKSq6dwZITQpwpwuHz6O5+BoBgqGduN2aKJHifQ4lEgrzwDvLzWxkYWIY/ECcQ6MPrHaSjvQbLctHamsXSLgpj3biMLF1dlfT0GJimm/z8TpRhYSgL0yyms7MDn6+fcLgDfyCB25WmqqqVcKRzwu+vqfkEFeU34fOVyWh1QoiTppSLSHgV8YQ9tHhd3XoaDq2mL36Y/oEsAwMFhPIGaWvrGj5HJZMRlNJ4PEnn3xYeT4q2NjevvurC7c4QDnfQ2zsPr3eAcDiLabkJBXtYuGjzqH7qx1NQsI5QqJbi4jdTkP+6UXcsY7HXT7I/Cp+MeizEOWV+zTp6eu4lFFpEcfGqud6cKZGIbQ51d+9l0aJNuN3ZcTmBKyr2TLjOIiZ+WFRrhdYKw7AmnD9SOK+OxbV/T2HB2qlvtBBCAPNKrya+3w7eQ6FeltdtmJPt8HgKKSm5lrLS9xCNrp6TbRBC5J78/Eu56sodOdl4mXtbfBZxe7bido9/qGo6lNLHTe9YFHsD5RU3URS7aniEUSGEmK6K8g/Q1PTfpFJHZvV7g8HFVFV+iEjkfNzuMD5fOS7X3KeoFELkllwM2ofk7pafBRYu+BTBQBUNjXeTyXTjdocZHGzG7QqTStuDf/h95QymWgC7b/pE2Q88npgzNLVGKTc+bwnpTDd+fxnzSt5OWdl7CASqZnPXhBBnObc7jwsveICDB7/B0bbfYhje4YGADMOLx10wfB4bopQLrU8m24udgtHjKcDjKcTvL8frjVFRfhORyMoZ3xchhMglErzPsdLS6yktvX7cdMtKAfYFLJVqw7IGCQSqMc0BDGPkSKkWSrnIZuOk0534/eUYxtzmXBZCnBsCgUrq6r5BXd03APu8pZQHAKUMLCuNZWVwuQIjgnZFNtuH2x3GMDwkk00o5WJg4BB+fwWBQLWz/tSyawkhxLlCgvczlGEcuw3s8x0beGl8GjK7C4zbHR43OqkQQsymkect+2/vcGPCyJGRvd7C4X8P3RWUMSKEEOLkyDjzQgghhBBC5AgJ3oUQQgghhMgRErwLIYQQQgiRIyR4F0IIIYQQIkdI8C6EEEIIIUSOkOBdCCGEEEKIHCHBuxBCCCGEEDlCgnchhBBCCCFyhATvQgghhBBC5AgJ3oUQQgghhMgRErwLIYQQQgiRIyR4F0IIIYQQIkdI8C6EEEIIIUSOkOBdCCGEEEKIHCHBuxBCCCGEEDlCgnchhBBCCCFyhNJaz/U2nBGUUp2BQKBw2bJlc70pQgghhBDiLPbqq6+STCa7tNaxqa4rwbtDKVUPRIBDs/zV5znve2b5e8WJSd2cmaRezlxSN2cmqZczk9TLmWs26mY+0Ke1XjDVFSV4n2NKqS0AWusL53pbxGhSN2cmqZczl9TNmUnq5cwk9XLmOtPrRvq8CyGEEEIIkSMkeBdCCCGEECJHSPAuhBBCCCFEjpDgXQghhBBCiBwhwbsQQgghhBA5QrLNCCGEEEIIkSOk5V0IIYQQQogcIcG7EEIIIYQQOUKCdyGEEEIIIXKEBO9CCCGEEELkCAnehRBCCCGEyBESvAshhBBCCJEjJHgXQgghhBAiR0jwPkeUUpVKqXuVUi1KqZRS6pBS6ltKqYK53razgVIqppS6XSn1a6XUfqVUUinVq5R6Xin1MaXUhP/3lVLrlFJPKKW6lFIDSqntSqnPKqVcx/mu65RSzzifn1BKbVRK3Xb69u7so5S6VSmlndftkywz5XJWSt2mlNrkLN/rrH/d6dmLs4dS6gql1ENKqSPO+emIUupJpdTbJlhWjplZoJR6u1MHh53z2UGl1K+UUmsnWV7qZYYopW5USn1XKfWcUqrPOU/dd4J1ZqX8z+Vz3FTqRSlVq5T6glLqaaVUk1IqrZQ6qpR6RCl19Qm+Z0plrJRyOXW93TlWu5z/C+tOdZ+Haa3lNcsvYBFwFNDA/wO+DDzt/L0HiM31Nub6C/iEU54twP3AvwP3Aj3O9AdxBikbsc4NQBZIAPcAX3PqQwO/muR7Pu3M7wC+B3wTaHKm3TnX5ZALL6DKqZe4U263z0Q5A3c685uc5b8HdDrTPj3X+32mvoAvOmXUDvwI+L/A3cCfgK+OWVaOmdmpk6+MKLMfOteMB4E0YAG3SL2c1vLf6pRDHHjV+fd9x1l+Vsr/XD/HTaVegAec+buA/8KOCR526kkDn5mJMgYU8CuOxXNfc/4PJJzvumFG9n2uC/9cfAG/cyr2L8dM/4Yz/ftzvY25/gLeALwDMMZMLwUanXJ+z4jpEaANSAEXjZjuB15wlr9pzGfNBwadA3n+iOkFwH5nnbVzXRZn8ss50T0FHHBOcuOC9+mUM7DOmb4fKBjzWZ3O580/XfuVqy/gvRVYDzoAAAhQSURBVE65/R4ITzDfM+LfcszMTp2UAibQCpSMmXe1U2YHpV5Oax1cDdQ656urOH6QOCvlL+e4KdfLh4E1E0y/EvtHcAooO9UyBj7grPNHwD9i+sXOd7Qxwbl1qi/pNjPLlFILgWuAQ9i/4Eb6F6AfuFUpFZrlTTuraK2f1lo/qrW2xkxvBb7v/HnViFk3AsXAA1rrzSOWH8RuiQT45Jiv+SjgA+7SWh8asU43dmsl2HcAxOQ+g/1D6yPY//cnMp1yHvr735zlhtY5hH3c+ZzvFA6nK9lXgAHgZq11fOwyWuvMiD/lmJkdNdhdXDdqrdtGztBar8dudSweMVnqZYZprddrrfdpJwo7gdkq/3P+HDeVetFa/1hr/coE0zcAzwBe7GB9pOmU8VDdftGp86F1/gT8Avv/xo0n2t4TkeB99r3BeX9ygsAyjv1rLQi8brY37BwyFIBkR0wbqpf/mWD5Z7EDmnVKKd9JrvPbMcuIMZRSy7Bv/39ba/3scRadTjlL3UzdOmAB8ATQ7fSx/oJS6q8m6Vctx8zs2IfdMniJUqpo5Ayl1OuBMPbdqyFSL3Nrtspf6mzmTBQTwBTL2KnTddh1/NzJrDNdErzPvqXO+95J5u9z3pfMwracc5RSbuBDzp8jD8hJ60VrnQXqATew8CTXOYLdklyplAqe4mafdZx6+Cl2F6Z/OMHiUypn565VBZBw5o8lx9jELnbejwIvA49h/7j6FvCCUmqDUmpkC68cM7NAa90FfAGYB+xWSt2tlPp3pdQvgSexuzh9fMQqUi9z67SXv5zjZo5SqgZ4I3bA/eyI6dMp48WAC7sb29gfApOtMy0SvM++qPPeO8n8oen5s7At56IvAyuAJ7TWvxsxfTr1crLrRCeZfy77Z2AN8GGtdfIEy061nOUYm54S5/0TQAB4E3ar7grs53Rej/0g1hA5ZmaJ1vpbwLuxg74/A/4X9vMJTcCPx3SnkXqZW7NR/nKOmwFOS/n92N1fvjSyawyntx5PuV4keD/zKOf9ZPrWiSlQSn0G+GvsJ8BvnerqzvtU6kXqcgJKqUuwW9u/rrV+cSY+0nmfajlLvYw2lMJOATdqrf+gtU5orXcB7wIOA1dOlppwAnLMzBCl1N9hZ5f5MXa2shBwIXAQuF8p9dWpfJzzLvUyN2az/KW+JuGk7PwpcBl2X/Q7p/lRc3IcSfA++07UghEZs5yYAUqpTwHfBnYDVzu3okeaTr2c7Dp9U9jUs9qI7jJ7gX86ydWmWs4nWv5ErSPnqqFWp4Na620jZzh3R4buVF3ivMsxMwuUUldhP0j8G63157XWB7XWA1rrl7F/VDUDf+0kQwCpl7k2G+Uv57hT4ATu92HfvfoldqrVsQH1dMp41uI7Cd5n32vO+2R9nmqd98n6xIspUkp9FrgL2IkduLdOsNik9eIEnAuwH2Y5eJLrlGG3jh3WWg9Mf+vPOnnY5bUMGFTHBmbS2NmWAH7gTPuW8/eUyllr3Y8d0OQ588eSY2xiQ+XcM8n8oeA+MGZ5OWZOr6HBYNaPneGU0ybsa/kaZ7LUy9w67eUv57jpc+rg58BNwM+wM2uN658+zTLej53WdaHzPSezzrRI8D77hk7A16gxo3wqpcLYt3CSwEuzvWFnI6XUF7AHVtiKHbi3TbLo0877tRPMez12BqAXtNapk1znrWOWEbYU9oAVE72G0ng97/w91KVmOuUsdTN1z2IHFbVKKe8E81c474ecdzlmZsdQVpLiSeYPTU8771Ivc2u2yl/qbIqc89qD2C3uPwFu1Vqbx1llSmXs1OkL2HV8xcmsM22nmiheXtMaWEAGaZqdcv4npzw3A4UnWDaCPaLkVAbWWIAMbDKT9fUlJh6kacrljAxgMt06uM8ptzvGTH8z9kiePUC+M02Omdmpk/c55dIKVIyZ91anXpI4I3NLvZz2+riKEw/SdNrLX85xU64XH/C4s8wPGTOA4yTrnK5BmiKnur/K+VAxi5RSi7AP4hLgEexhfS/FHi1sL7BOa905d1uY+5RSt2E/3GUC32XiPmaHtNY/HrHOO7F/lQ9iD6XcBVyPncbrQeB9eswBo5T6S+A72AfyL7Bbv24EKrEfyPybmdyvs5lS6kvYXWf+TGv9wzHzplzOSqmvA5/HftDyQexBON4PxLB/ON912nYmRymlSrAvOoux8xRvwh4k6F3YF6Sbtda/GrG8HDOnmXOH9nfY2X/iwK+xA/ll2F1qFPBZrfW3R6wj9TKDnPJ8p/NnKfAW7G4vQ7m8O0aWz2yV/7l+jptKvSilfoQ9ymoH8B9M/NDoM1rrZ8Z8x5TKWCmlsPvR34idHONRZ9n3Y/+Ae4/W+pHp7vOwuf61dK6+gCrgR8AR7IO0AfuByuO2EMvrpMv3S87BebzXMxOsdxnOIDXYrVk7gM8BruN81zuADdgX1n7gT8Btc10GufZikpb3Uyln4DZnuX5nvQ3AdXO9r2fyCyjEvgtY75ybOrEbGV43yfJyzJz+OvEAn8XuTtmH3b2pDTsX/zVSL6e9/E90PTk0V+V/Lp/jplIv2KOonigm+NJMlDF2StfPOXWedP4PPIHdMDsj+y4t70IIIYQQQuQIeWBVCCGEEEKIHCHBuxBCCCGEEDlCgnchhBBCCCFyhATvQgghhBBC5AgJ3oUQQgghhMgRErwLIYQQQgiRIyR4F0IIIYQQIkdI8C6EEEIIIUSOkOBdCCGEEEKIHCHBuxBCCCGEEDlCgnchhBBCCCFyhATvQgghhBBC5AgJ3oUQQgghhMgRErwLIYQQQgiRIyR4F0IIIYQQIkdI8C6EEEIIIUSOkOBdCCGEEEKIHPH/AX6M5mje2sHhAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 375 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.plot(regressors[:, :30]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In linear regression problems, it is commong to refer to the matrix of regressors as the *design matrix* (also known as *model matrix* or *regressor matrix*). Lightkurve provides a convenient `DesignMatrix` class which is designed to help you work with detrending vectors. \n", "\n", "The `DesignMatrix` class has several convenience functions, and can be passed into *Lightkurve*'s corrector objects. Please consult the [DesignMatrix page](../api/lightkurve.correctors.DesignMatrix.html) in the API docs for the full details on the methods and features provided by this class." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "dm = lk.DesignMatrix(regressors, name='regressors')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "regressors DesignMatrix (1190, 2491)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown above, `dm` is now a design matrix with the same shape as the input pixels. Currently, we have 2541 pixels that we are using to detrend our light curve against. Rather than using all of the pixels, we can reduce these to their **principal components** using **Principal Component Analysis** (PCA). We do this for several reasons:\n", "\n", "1. By reducing to a smaller number of vectors, we can remove some of the stochastic noise in our detrending vectors.\n", "2. By reducing to the principal components, we can avoid pixels that have intrinsic variability (e.g. from astrophysical long period variables) that can be confused with the true astrophysical signal of our target.\n", "3. By reducing the number of vectors, our detrending will be faster, (although in this case, this detrending will still take seconds.)\n", "\n", "The choice of the number of components is a tricky issue, but in general you should choose a number that is much smaller than the number of vectors." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "dm = dm.pca(5)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "regressors DesignMatrix (1190, 5)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the `pca()` method, we have now reduced the number of components in our design matrix to 5. These vectors show a combination of scattered light and spacecraft motion, which makes them suited to detrend our input light curve." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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ObKtD6XtVYCVOD/pD2PHG8X5JZ552Hzau2Ycp8wqxb+vpuBtSRV2zQ36VELkL5EAT8dznPbKzPm5xnua2ASzbL27aKIsS9xnbznZh39bafuVKE3nmbQ4rrl194YCaX4X6MyiJ/25t7EL9iTbUH1fegyPoZxH0y9sQedp9ePdZcXHOsW/radQea8GJPY3wi+RgcFb8SXML5Y2h04d3/lQGP8+cyN13LDCg5h2jIqfMbGeLcNhwXqEbFqZ/CGtPV8CU+VMk0JNAZ4tX7yGYCi0zrqVq0xuJYIDF1nVHFZ3DhiBYEcLb4UepSrHNHFx8sdiiJmeBtDmsSbFyGWkDEE9Ii8Np7efyX7xqCt7/8wEA0d9vT1cA7zxdhmkLRiKnIF2Xzyr3M8b7zIc7+vYvl5jqHNlZj7YmD2/DNKHnRYsQKlnIrN57troDZ6s7ZB37yf8eR25hBnIL3aj4shE1h5oRCrFwZdjhzLDD5wnClWEHY2Gw94NqBHz8g/C0+1C2pQYHttcZwroud34y0jwmhpJx+n1BnCyTDlcT84KXbamBp5Nf4JuxkgsJ9CQQT1iF1cFg+MRBOH24BawKDYTMhlahKDZHuEnSQLK4acnJvU19McB8i1pjdTve/u+9CAhY7LlJc9y0fMHEtHeeLsOK386BM8PBew25i0BjdXu/MBK704ol9yS/aVY8sf8AMPXKEcgpcEdtisTyKvyeYF8ztGSLDqWfUekz31jdnvSKTEah9mgrao/2t37zeSP8viAqvmzEjjePq+I5MwIBXwjrn9wDm82CngSNLV9uqgIb87XE69VJRuM5s4TrKBmnks2jkBc84Ati74c1ouearZILCfQkEE9YRdDHoubgeQ1GYw60DEUpLMrB9fdOlYyLJJTBieni+cPh8wSR5rJi/7ZaQXHOcfizepzYc1ZwcvZ7gnj1wV24/r7p/SZ2vkQyxgqMmTIYg0dk9FmOAfCKOb83iPVP7sWynyW3aZZYzV4xcgrc/SxAchedZJfsU/oZlTzzAV8QG9fsG5DiXIpIS6FuVvMkEA61SdwTGivOOTztPnz21gk43TZ4uwJwZdiRU5COkZNzUXPofD8RnkhSq1AOSqyBQuw4I4VweDp9ePdPZbyhlrHjVLKRd2UI59VUljdJFl+Q6lBqNFQT6AzDjADwGwCLAeQBaADwNoCHWZZtUXCdeQB+AWAqgKEAzgI4COAZlmXfV2u8yUSPBjlmxuGyap7cNnJyHpbeOxWb1+xHUGZyFCGN3xPE3vfFrRix1B2TjoP1ecKT+Pcfmo2aQ+dF67WzQaBq3zlU9b5mc1gwclKuqJjb+D/7cNsTlyZtcYvHkmNzWHifCzkdLzmS6eZV8hmVNiySE6s6kGk/54nbS0N8xcHtdZLH2F1WfOP6cfj0zQrebtJSHkCgNzRDxAv26oO7cO3dF2L/1lrB44wSwtFY3Y53nu4f0sgRO04lG/niK0YIztFy5psD22r7lf80MqoIdIZhxgPYCWAIgHcAHAUwG8B9ABYzDHMJy7KSHSUYhrkLwFoAXQDWA6gFMALADQCuYRjmVyzLPqrGmJOJnKYdxFdINS9RI/6usbodJX87Ei3OGciOlySSj6fdh1fu/yyqhrIcAr5Qn1gXwt8TQtmWGlx03dhEhiibeCw5M64ercrCkiw3r1yLuFDDIrHn3Gyu6mTjzknDZ/88QetNEvB7gvhUpK+F3xPE3+7/DDOvGcMrDgO+IPZ+IJ4b5PME8faTZZJj0atzMAe3KZTK8Tq8I7zxGTctX9GzzJP/2Yec+UZJYQMjoJYFfS3C4vxelmWf5f6RYZinAPwEwKMAVotdgGEYO4DHAXgBzGRZ9ljEa48BKAPwAMMwf2RZ1nTdfyKbdtRXtOLo5w28NWEHOpPmDhMNNVAj/k7QssSCRLrBUSrOlVD24Sne5ipqJ2MFfEHs//i0onOcGTZMXzSK9zWlzdCSVclIzHNod1mjkldZIKpuf8agNLz/4iHB51zvakxGxpZmwa71J5Pa74EQJxhgsXtDFcq21PTlvHBzy+EddbKa+smh9L1TYFkGMxers5lXiliH7Ejqjreh7ngbXFkOFM8fLvv6Ys+93EgFM23uExboDMOMA3AVgGoAa2Je/jWAOwHczDDMz1iWFdve5QLIBrA/UpwDAMuyRxiGOQ6gGEAGANMJdCBsSR85ORfbXz9mCHFutTOKxmF3WTFxVgEYCyPL9RffmCwI+IKKmuoojb8Tdamx4QVOKm6aSD38PaEo6wrfZtDqsGD01/OQV+hGZp4TYIGutp5wmEnv/88a7BKMUwXC7mxvp/zYaVuaBUv+bZrgva1ErCoNJUkEIc8hJ7RzC92oLGvCjv+rQEVpY3T5RZ6NcuRzbrb+Eo50a/jzJWHaD/pDNH8ZFL83iPVP7cXlyyfiiw3Vqns42BBQurkaB7bVYum90/r1veBi6cXmrniNEHI6ZMfiaffhy81VYCzCuQAcUqGv3HwjVpQA0L/UshLUsKAv6P37IctGf8Usy3YwDPMZwgL+GwA+ErnOWQBNACYyDFPEsmzfL80wzEQARQDK5YTKGBWp2KxkM//7FwAAyrfU4HxDt+BxI76Wg0lzC/se3EBvOSQt3KcHt9fhZFkTr0VcTFgrib+T3EHrv3cidOJ8fScA4c1g0BdCZVkTKmWUA4uEE6V5hW7skXBnxzJ94UhR79C4afmwOS0IiNSOBsJCXyp8TG0iPYeRlWea67vw6q92iW6U+Yh8zs3SX8KV5cDVq76O04fPo+zDUwhpPP1LCR1CZ1hg22vHpY9LgJ7uADb+Tzmu+VFxP0+UFPFUhOHmS6kkTT6kentwyJm78grdsNmFDWxp6drnt6mJRYVrXND7V+iO44T2RLGLsCzLArind0x7GIZ5hWGYxxmGWQdgD4BDAG6UMyCGYfbw/Q/A1+ScrwVyY7OShSvLgaJZBZg0txAzrxkjeuykuYWYOHto38PB7VRdWcJJL4nAWcoCvujvSkpYy3VdSe2g1XI3EuZj30e1aKxuj7vKihDcPV1R2oigwvsrp8At+rrNYcXSe6ZJXsdiYZBXKH4tLbA5rJg4eyhmXTu2bwOdSD4O95zXHZdde0AXxk4bjEW3TcbiVV/HBy8ewp73tBfnBMHh7QzgnT+VK37OuKZ2seuvGGrPl7FY7QyGjJbeMFSWN4l6JwMBc63tagj07N6/bQKvc/8uWWiYZdn/Q9gi3wpgBYD7AdyMcNLoywAqExqpjmh9AwMIu4VlEJuUxcVuCR3Lt+PkLGNTFMSPKYGzlEUiJazluq7EPq8tzRzZ3YQ2BPwhbFq7H62Nwh6leOG7p6Ww2hhZFp/Cohws+9l0MCK3r88TREVpo6L314JE58KswS5ZNY/VxJambKlMc9tw1W1fx7hp+YotmAShFqE4K5R5O/wo2xJ+vsLNwM6gdHMVju8+wyvctY7rDvpZWXOn1DiCPrbvc5mBZNRB52Sj5J3CMMwPAbwI4F8AfgvgFIDRAB4E8D8A5gO4Seo6LMvOFLj+HgAzZI1aZbS+gafMH46Ll45FzeHzaD/n6Su91tXaE/X/+WLMpGJFhdxKNocV7mxtrOgA0HKmKypxbNTkXNGks1GTc3mvw5foJ/R5i+cPx+4NVZp9JkIZdqcFFqslqfWuPe0+dJzXpvtv9X5lEXrTr5JfEqywaBCGjc9G/XEhWwlQtf+c7BbpWpHIXMgZDOTUPFZC0ewhqNh9VvB1q5UB47TKCk90Zdpx3T1TYXNYcXz3mbjEuTWNgQUW+FX8jAShhC83VaHtXDcqy5rgjwifc2baseSeqVEhMMmI65Yzb8gZB18xAKOihkDnVoNsgdezYo7jpTfO/K8A9gO4OSKe/SjDMDcjHEpzI8Mwl7Msuy2xIScfrW9gd7YDzgxH3OWDhGJFpW5iLT/X/q210U0fMu2Yc8OEcIWCmEXP7wni5fs/w7Dx2bjg4qEomlUAFkDZhzUo33IqqoMet/Hg+7wA+rV95rC7rIYJURoojJs6BFn5rn6/IR/DJmTjTGWbKjG4Rz8/k/hFEsSRbsXMxWNkHx/wBXGmsl30mJqDzWisbte142C8c4bdZcW4qYNRWd6kmofDamdw3V1TMXJyLjIHncDeD/itaz3dQYydNhhV5cLlOmNzdYD4NiOcwA/6Q6aIseew2IAQ9Y1KGdgQcGxXf4+bt8OPDc+W49bHL4nywltsDEIaVtmSM2+Mm5YvuU7HFgMwMmoIdK7iilCMeVHvX6msiKsA2AFs50k2DTEM8wmAmb3/2xbfUPVDzo2TCGoIZS5WVAlaNmHq14Wsw4/P/lmB7/3qIvzjN7ujqz4ACAVY1B1rRd2xVnz6ZgUYC+Dr7v99R1aD4Pu8Qtb1xaum4P0XD5K7Ookc+0K+UD57qh0XzB6qjrjWOVHYmWETrdzCR2V5k+QCGQywunccHDctH65Mu6IygDa7BX5PEIc+rcehT+thd8U/dqudwYyrRveVeOS+B7tEeJvFIh5DyOXqRKJkXrbaLZi5eHSfde/4bm02ieFNyYXY8rcjqs5lg4dn4uypDtnHD78gB001Hf3mccL49HQF8Ombx5HmtqHpVCe8nT5Nxbnc6lM2hxVL7p4qubE1S6lFNQT6x71/r2IYxhIprhmGyQRwCQAPgM8lrsO1wxP6Fbh/N6U66rtxntqr+uKfzNJpscTbhKlworgrXoiergC+3FQtOalLuaLFqr6IeRP4Pqstzaqqu90IDBmTibPV8hdbIxD0s4awfCeC1cYINjSRQu6io0fHwchSb+cbuuHzKDC1MuHcgKjreYJx9yz42jeGYfbScf3+XUpMj56Sh/oTbbzznNAcLGbAsDktGPW1XDAWBqOn5KFoVkHUb66ViAj6WXS29uD7D83G7nerUHO4Ge3nEg/pGjImS7ZAd2U5sOSeqQDQ1xskttSmK8uBi5eOxc5/nSARb0AO72hIyvtIhdrGUliUg1nXjkbpZuFqWWYptZiwQGdZ9iTDMB8ibAG/B8CzES8/DMAN4IXIGugMw3yt99yjEcd+2vv3O73NiPZHHD8NwHcQno63JjpmvSgsysGyn07HxjX7omK6EkHpzasFnKD97K0Tsuuju0TaHktx+qg61RvEFkAhbwKfeA8GQti67ijPVbTBYmMw7cqROPxZvaJ62nJxZTkw5bLh2FqdvM9EhJlx9ai4u5kqWXRO7j2bNIHOV09eLqJeRzZcG1mpeCssCtcriM1NEctx4ape5RZmKMrVkcrvEQs10lJEbH/9GD5764Si3A5nph1siOU9hxPTcsrvxn5fE2cPxcTZQzHvxiJeo8gFFw/tDWvqgqczgPMNXag/3qrsA5uMwonZYFmgoUK5ESuVsDutWP7QbDgV6oWZi8fgwLZa9PB40NPcNtOUWlQrSfRuADsBPMMwzJUAjgC4GMAVCIe2PBBz/JHev30+Q5ZldzMM8zKAlQC+ZBhmPcJJomMAfAuAA8CfWJY9pNKYdaGwaBBu+8Ol2LhmH+qOKZ9knJl2XHj5CDAMVOtsqAZKEkZdWQ6MnpKHk3uVVbTg6GxWJ4GPS55VSqx4D/iC2PV2ZdJCX0IBFkd2ncGUy0agdHO1qteOrNct5zMZtalTPMLNCEiVVBRDSbhZZfk5eDt9ihc+pQh27ZVgyJhMZOY64en0iXraxk8fAqvdIt8w0GvpFupIPGfZ+H45LpGCMp5cnXjze4YVCaV1JU4wwCIYkBbnVjuDqVeORF5hRl/9eqHNhjPDwbsZkbtmCRlF+ObbdQ/sNGSnVIfT2i80Uwl2p7Wv06i304e//HyHiqMzH35vEDWHz8dnTGBklrUzMKoI9F4r+iwAvwGwGMC1ABoAPAPgYZZlz8u81O0APgFwK4CrAWQCaAewA8CLLMv+rxrj1RPOauN022WfY0uz4ILZQ1FYlGMYQc6HHItPpADcuf5kXJ0AWZVChHatP4ncwoyEE+biDfNJBE+7D+UfKWsXL8b4GfkYNy0/6v6S+kx9cfl/PmC4xXLqghHwdAY063irBa5Me0KWHe4+3Lhmn6zn6uPXjuGaHxXH/X5yiLek4tnqDlkhVifLzuLm385RZLkF+Ouwe9p92LX+JJY/NLuvGpZQ1SulgkHpOQ6uSycAACAASURBVFxTOz3hs/JLbTbi3Ywoweaw4rp7pvb/DQVCnuwuK0ZeMAiVIgm+ahCeD78eV1nNwonZ+Pq84VHflTPDgQW3TMLWV44InienQZnhUBiaFk+oV2V5k6B3qKcrMKCSRAEALMueRtj6LedY3q1Nb7Oiv/X+L+WI19Vrc1gx78YiwwpzDtF4yzQrLvtuUVSc5ZJ7pmLDs+X9HiRHuhWhIKu5ZdbT4ceG/ynHrY9dkvB3G7kwHdpRpzy+Po54WrXi3l1ZDiy8dXK/7yB2sRUq16lksRR6fz7LZbwxxkDYEm2xmiMRiKP48hGq3Idzl42XFXJVte8cAr6gpvOK1slYPk8Qu94+ySuMhCy3YqUPPe2++C12KqF3Uzu+ajSRSG024tnAKIVvI5AxKK3fPRBpEFon0LnWlmbFJd8ej93vVsHT2X9ja7UzCPrFJ6LIzUzkuDrOeyVjte1OC5bGJIRzhryuFi/mL5+I6gPNqDnUHFWhinvPoD98v5jBY+jKtGPxncWoKG2UbTyJJ9RLat6pr2gdWAKdECdeVy8QLmtkhh2f0njLgjFZuPXxS1BR2oiq/ef6araPmpyLmkPnUbVPW4sHAPR0BvDp/1Xgih8k3mSWW5jGTcsXdME6M+2Yu2w8Opo98HQG4MqwI6cgnXdxkYM9zSJZflAMObXupe47vsVy1ORc1Bw+j9bGLuzbWsu7eMRu2opmDpFccMXiYCM/E1crO1kMm5CFhhPiJQ6lUMsj29XaI+s4NsSiorRR07royUjGOryjASfLmnDt6gvR2eKVtNyq1ZFYK5LS1E4Evmo0RoRFtDd1yGhx673U2pQ/Kktx9S4+w1PknBnwBVG575ywR4sJG6oi71Oh8Ktv/WSG4P298vfzcPTzBmx/XapYnj7EJr8PGZ0pz+sVp1dRat45+kWDKYyeJNCThNSkmzssHecbhGv76r1oyEWpi9PmsCK3MCMi3rlDtNawFM5MG7wdyhInD39ajznfHKdaPK6QVVkqMYz73rhkKFeGHZ5Ov6ilYfpVo/vVbbc6LGAY8HogbE4L5t0wAZ5Ov6ruZz4hP3H2UBzffUbQshPoCeLUwWZYbZa+cUycPbTPelRf0Yo53wpX24i02vPFwXJEbjjiKecXD/Y0CwYNdScs0NUSs0quc+yLM5oKdK3Ly3L0dAXw3gv7cYsMb5haHYm1Qs+5Xs+KYEoQErHX3X2h4OYikfCceBN9bQ6roKfYlha2nHNJy4CwIc/T7sP7Lx4ULI9qc1gx5bIRAMNg+2vH+r2uN7HJ73LCQtPctr6GX0oZNy1fNPwn6GOx5/1qXHz9eMXXTiYk0JOE1KQ7aJhbVKDrvWgoQYmLMxHPAh9KxTnHFxuqMP/7F6gyBiC+WEy+7y3gCwpaGlxZDkxfNArTF43q9z5iyVzJbFIjdd+f3NuEk3ubROOD7a5wiVJuIYv8biM3M7F1rZvruxAKaV/QfMm/TcXRXQmWd2Qg2AlXKUqSRRtOtGka5mJzWDFxVgEOfVqvyfUj8XYGULalRrIKjtj3YwSBqvZcP+PqUTiwrVbS02aEimByEBOxUjX+4w3PSSS2PtJTfOpguJMwX1lNQNyQJ6c86pRLhyM7z4lNa/cjKFKX3C6zK65a8CW/x87jXW1+eDt9gmVHlWBzWFEwOku0EEfZhzWYuXiMoe93EuhJQosau6mA3u5cjtbGLumDFKJGLKaU9SayVFkkyUjWkoNcseFp92Hjmn1ggH4Wb78niPVP7cWyn05HYdEgANHfLWdxbz/nQWV5E8ZNy4ffF8S7fyrjr6iQQGx7JFzFhUHD0nH8ywQFOgvVYp+5e4bPahdLKKh9mEthUU5SBDogr4233GdKL1Rr/sYAC1ZMwqQ5w3DRdWNRUdqIT984zivU7a74ytnpQaIiNl4Smc9tDismzS0UfM64OezoLvHnRI53ZeTkPMxffoFoHsrcG8Zj98bqpKy9YvpFy3wFqUIcwQBr+NBhEuhJQspqE0+N3VRAC2EcD4mUt9OaeMV2MpK1pFAiNkQrj7Bhy/rK38+TjNe0plkQCrBggwIqnAWmzB+OljNdikqdWqzAmAvzkVfo7rPWN9d34dUHd0kmkclBzdCGvEK3ZOdLjlMHmzUPc9Gq23Asctt4G2UDy4fQBiLNHV6upTZdjAUYOzUfV/zggj7BbXNYYbUJ56v4PQmUs0syRs8hUIqS4hFyDR5SeSjeTj9/0z2nBYOGpON8fZeoBV4urky7bvpFTilno98rJNCThByrjZEXDa3waNBoRzEMcPHS+JrDJAsjiO14ULMEpc8TjBJfQq7uoIykWXe2A5d8e4KiesozF4/G7KVfxSyqXW1DzdCGyvImw5S+THYZUrmLrpGfKaG1AIC0JfzB2airaMPBT+qi1pBUEbZGzyFQgpIQTyWedDnfkZjeCPjCc+2RnfWoPRpfU6hx0/OxaGX/6mDJomhWAT5547hoNTij3ysk0JOIHAFu5EVDC1wZ8uvBa8XlyyeawrVrViLv+8ryprgbVAHR5bESCY/KGuwSLhEpQKyXRc3wLHuaRdUwNiVia/SUPNXeVwjuHhATlxxcecTmus647pVEF93YDqPJMpLwvS/fWjBpbqGgt3XOsvF483d7eI1AqSJsjZ5DoAS5c4hST7rYd2R3WdHa2I3ju88I3mOROiRegZ4/MkNX46LNYcXSf5uG9U/t5Q1pNMO9QgI9yQw0AS5FTkG63kOAPY0eA62JLEFZf4K/HrEz046gPySavFRR2thXHitei1/kxBy5eag92oIjO/lrFvNN5mpaHKdfNVrVxUyJ2MrOT44w4+Jw+cSl3RVOJo1sxla6uUqxQE900RWrDqJlcrXS9xUqbfr6b3YLJk8uf2h2Sghbo+cQKEFqDpGqSS+EoNeKCYczfbmpGoD0vZ1IeJoRNnyFRTlY9tPp/erEm+VeIWVC6Eoy41OFMItrNxWQWlyD/hDWP7lX8HyfJ4iK0kZMmFWArlbl94zDZe03MXMlGXf88wT/SQyweNXX+03mUguQnAYnQHhjMn3RKOnBK0DJc7X5+QO49fHEm3XJRW4on9IFPtFFN5HqIIkQ7/vGGnvkNGBKFWGbKuGgUvd4IjXpY6uk8PWjkHOPxROeZqQNX2HRIKz8/TxT3isk0AldSTQ+NW94BprrOhMaQ1ebT/OOisRXCC2uLIDKsibkj8pAU43wb7r9H8fw2VsnJJPlYrG7rLj5t3N4w5kqShuF7z8W6Gzpn3Ql5UZe/tBsvPn4HtH7WitxpOS56ukKaF7JJRY5nkQlNdTHz8jn7YarBL2qg6j1vlKGhtbGLkycPTQlhC2QGt5orcN1uO9IrB+F1D2mJDwN0DcxVAiz3isk0AndKRiThRt/OROvP/QFAn5lXTETFecAcHB7HU6WNSW9RvhAJnbCVFLJIOhnEfQrE+euTDuuu2cqrzivq2jB9tfFm3vwiR8pb0DGIBfv63zhHFoQuRHa8161aJ8FrSu5KIWLx54wfYhg2FEkanyPeiVRyhHWcpCyxu7bWovRxfkoGJNlSrGSiiQrXCfRe1uqChDQv1sokTgk0AndaaxuxztPlykW52qitRubEEbNZlU2uyXqPrKlWTHjqlGCi0Z9RSvefqpMsi66kPhJpDthMuA2QpXlTaIC3Ugo2awB6rnT9UqiVCKsxZAKa/J5gnjn6TKsEPAiEfqQjDlCjXtbSsSPnpILhkFfLwpaRxOHBDqhK2qXqksELd3YhDBqVkOZftVI5BS4ZS10AV8QG9fukxTnUgIw3u6EyUSqJnAyKrnIQWyzZk2zgGGBgO+rDZjdZcW4qYNVEQV6VQeRI6zlGA84a+w7T5cJzqd+TxCvPrgL1983nbyFBkLrOUKNe1tKxFeWN6OyvLnvmuSRThyL3gMgBjZG6STKQQmjyUfN7zynwI2Js4di1rVjMXH2UFFBU1neJLkxtKdZDBdPGQ9Fswr6Gt3Ekua2oWhWQZJHxI/YfBDsCeGS70zAlMuGY8joDNjsFvg9QRz6tB5b/noY6361C43V7XG/NydwXVnR1mWtkyi597W7hK/PGQ+kKBiThWkLRooewwn+gE9/owiRHNS4tzmRLwfOI033WGKQBZ3QFaMJYiOUhhpoqPWdK7Vyyrn3Lv3uxJSwAtkcViz98TRsXLMvqmOrM9OOJfdMNcQGxO8L4mSZuAjd+dYJwThYNcLU9ApJ4oQ1V/6OD7lzpZzStZHeQr3qvhPJJdF7W2lBB/JIJw4JdEJXki2IJ88rRNU+/i6LRioNNZAQc7+muW2wWJio34uv5Xk8Vk6pe8/hshrGsqwGBWOycMujcw1ZwUNu3LlUBQk1REGyQ5I4gXy+QTwZVO5cKbfEZvs5j2513wl9SPTejhX552rFm4kZzQBnNkigE7qS7DromblpvN0jzVgLOFWQqmSQV+jmbXmeqNAUvfcYpOT9YHNYMXZaPirLwt+dERK61EwSBswlCuRuTJQYD+TEogOAOydNl7rvhLmJFPnHd58RFejkkU4MEuiEriRUB52BZIJfLFmDXbpX1iD6I/WbTJw9FJ5OH754twpHdtYjp8CNi5eOTagahdC9Z3dZseTuqSgsykn4cxkNI1lMOctx1T7pPBRbmhWBHnnxrGYRBXI3JvEYDwrGZGHFb+fg1Qd38da/5mKJ9aj7TqQOeiVWDxRIoBO6EynODu2oQ/3xNsFjx8/Ix+ARGX2trWsOn+8TdK4MO959Zp/guXanFaMm5wIwRmUNIhqx3+TIrgZsXXekb0NWe7QVBz+pw4IVkzBpzrC433Mgbdb06pTJh5JSirnD0jF0fDYO75Cuh24mUSCVID9+Rj7GTcuP+350Zjhw/X3TBTdkpw83i55vJk8EoQ/JquM+UCGBThgCm8OK7CHpaDot3nho3LT8KBEX2+paDL83iNd/s5viK02Gt9MXJc77YIGt645gbHFewpb0gbBZ06tTZixKQ1rON3SHa7hLeMzMJgqkBPDgERkJ/x5iG9C2s+J18c3iiSD0ZSAZOZINCXTCEMiphy5lHZNj8aH4SvPxxYYqYWHGhl+f//0LkjomM6JXp8xY4i6tynMP2NIsuGD2UM27smpBshojCW1AKTyBUIuBYuRINlQHnTAEUou2w2WVtI7JXdDk1hQmjIFUq3O5rdAHOnp1yoxFzY2AzWHFvBuLJGveGxGxutLJEMh61X0nlOP3BXHsizMo3VyF47vPUH3xAQJZ0AlDILVoT10wIuFW10rejzAOOQVu1B5tFXzd5w3i+O4zprOgJhujWEylNgK5w9LDIS0y8Hb4TZvMaIT4XQpPMD5GSuwmkgtZ0AlDILVo5xS4Ja/BLXi2NOnFheIrzcPFS8eG448FOFvdoUonyVTHKBbTkZNz4XDyv5cry4HiK0Youp6ZN9ucQF5022RcfP1YLLptMlY8MiepwosLT5DTfZdILlKJ3WRJT23Igk4YArWse7mFbky8aIhoxQeHy0rxlSbCmeHA/OUTsf2146LHUX6BNHpbTDlroM/LX/pvzrLx2PmvE4quafbNNsXvEkIYJbGb0AcS6IQhUMPdK6t0W4o2oEllGqvbsXtDtaxjadGSRi9BKFa9xe6y4qZfzsSbj++Bl6fLrxCUzEikMkZJ7Cb0gQQ6YRhyC934xjfHoeZQuD7v6Cl5KJpVIEtMyyndlsoNaFKVeLpM0qJlTMSsgX5PEHver1H0O1MyI5HqGCWxm9AHEuiEIWisbsfGNfuirGd1Fa3ILcyQFY8pVQVmyvzhuOTbE2gxNxnxlOSjRctYcB1Dj+6qFz1OSTWeyfOG4dKbJtLzTKQ0RknsJvSBkkQJ3Qn4gtjwbHk/17a3w48Nz5bLSoSRspq6sx20mJsQpdZwWrSMRWN1O1791S6UvHxYtBJPGJFM4Bh6ugP0PBMpj1ESuwl9IAs6oTsVpY3o6QrwvtbTFUBFaSMmzS0UvQa5AlMTJb+bPc1Ci5aBUBqeVHu0ReMREYT50Duxm9APEuiE7pw62Cz5upRAJ1dgaqKktv2l351IdYENRNwdQ2UwekqeJtclCCNClX4GJhTiQhieUEioz/tXkCswNZFb296eZkHRrIIkjYqQg1bJumluG/3WBEGkPGRBJ3Rn9JQ8nNzbJPh63dEWNFa3S1pHyRWYmhSMycJl3y3C1nVHBY+ZftVo+p0NhhZhZXanBUt/PI1+a4IgUh6yoBO6UzSrAGlu4b2izxuU3TWNuuKZH78viGNfnEHp5ioc330GAV8QRbMK+nlHOJyZdkxfNCrJoySk4MKT1MLusmLFI3MpjIkgiAEBWdAJ3bE5rFj642l4509l8PN0GASoAc1Aga/ZlC3NihlXjcLiVV/H+y8eiruRFZFchJqPxQP3Ozsz1BP8BEEQRoYEOmEICsZkYdqVI/HlpmrBY6gBTWojVPUj0BPE7g1VcGXasfjOYnS2eCmEySQUjMnC4lVfx6a1++HzfLX5tqVZMXF2ASq+bBTclAPA8AtyMPmSQvqdCYIYcFCIC2EYcgrSRV+nUompjVTVD0+HH++/eBDjpuVTCJNJCPiCeP/FQ1HiHAhvuqr2ncPyX8+G3Sm8DJ2v7yJxThDEgIQEOmEYxGJWqVRi6iPHQ8KFOhHmQGzT5Wn3ob6iDdMXjRY839Php9+bIIgBCQl0wjBQqcSBjVwPCYU6mQep36r9nAeMRANR+r0JghiIUAw6YSioVOLARW5TIgp1Mg9qdPil35sgiIEICXTCcFDXtIEJ50HZuGYfvB1+3mOcmXYKdTIRcjr8+n1BOJxW+HiSRSm0jSCIgQqFuBAEYRgKxmThlkfnYvbSsbDa+8c+BHxBnD3VocPIiHiQCltrru/CP36zW1CcU2gbQRADFbKgEwRhKGwOK6YvGoUD22rh8Udb0gM9Iax/ai+W/XQ6CosG6TRCQglCYWsAsO5Xu3it63aXFcsfmk11z+PA7wuisqwJHc0UIkgQZoYEOkEQhqOyvAkegTAXsMCmtfux8vfzSHiYBL6wteO7zwjmG/g9QdQcPk+hbgrha/TFeSKoAytBmAsKcSEIwnBIVe7weYJUfs/kyKnwQshHqNGXp92HTWv3I+ATbghFEITxIIFOEIThkFO5gwScuZH6jbvafCQqFSBVc542tARhLkigEwRhOMZNy4fdJR6+QuX3zI1YYzIAOLi9Dut+tQuN1e1JHJV5IY8EQaQWJNAJgjAcNocVS+6eCgg0saHye+ZHqMJLJBSeIR81as4TBGEcSKATBGFICotysOyn0+GIsaRT+b3UgavwMmX+cMFjKDxDHmIeCdrQEoT5oCouBEEYlsKiQVj5+3nUWTaFsTmscGeLl1Ok8AxpOI+EUBUXemYIwlyQQCcIwtBQZ9nUh8Iz1EGo5jyJc4IwHyTQCYIgCF3hwjP4qpBQeIYyaENLEKkBCXSCIAhCVyg8gyBSh5DHg46SEviqqhBoaYUtdxAcY8Yic9FCWJxOvYdnGkigEwRBELpD4RkEYW5CHg+aX34ZzS/9BWx3d7/XrXl5GPn8c3AVF+swOvNBAp0gCIIwBBSeQRDmxHPgAGp+tBqh8+cFjwk2N6P6hzdj/AfvwzGUnnMpSKATBEEkCOfS9dfWwj5iJNzzLkHXjh19/02uXYIgUpWQ14vTq+8SFed99PTg5OVXYOhvHsagm27SfnAmhgS6CYhd/GmxJ4j40OJZ8hw4gNOr70Kwufmrf2QYgGX7/pNcuwRBpArcPNpz/Dg8Bw8hcLYxev6TwZmHfg3rkCHIuvxybQaZApBATwKJiALexd/hQN4dd2DwnasAliXxThAy4HuWpISzmGXcOqQA8PvR+LvfgfV6o0+MEOdA2LV76taVmPBRCWw5Oap/NoIgCC2InQNtw4ah7r77FAtyPupW3wXr3/8O96yZKow09WDYmIUklWEYZs+MGTNm7NmzJ2nvGY8o4Ah5vThx5ULBB4Fxu8HYbAi1tSm+NkGYmchFwzqkAAyAwNlGwU1qyOtFxfzLo56VPux2jN/yYb+YSN7NcaK4XBiz7hWkTZhAG2uCIFRBjhEwHkOhnLjyRGHS0zFx52eazn96RiHMnDkTe/fu3cuyrOJdCFnQNYSLy4pd4IPNzTi9+i5M+Kgk6iaJFR3efftExQHb1YXY7ZXQteMaP4XWCELfjT5IVQkA+Dep7Zvf4xfnAOD34+TlV2DY448ha/HicHmw6mqcf2UdQp2d6n4AjwfV3/s+GKsVrO+rcoK0sSYIQi6R60/I50fLq69Gz1VpaRjx3HPInDtHcM7k5pxIY0GkscNWMBSNv/sdQu3tmn4Wtrsb7ZvfQ84NyzS5fiJGUr0hC7qGtG3YiPpf/ELw9cInnkD20iUA1LfWZSxciKyrr+4nHEMeD9o2b0bnxx8j0HgWtoICZC5YgKxrr4k6zsw3tdbQd6MPSqw5jNuN3B8sR7CjE7bcQej8dAe8+/fLOo/t6lJjuIqx5OaiaOtHmm309NhU0kaWINSlq7QUtavvkmU8SJs2Db6KCuE5zWqFxelESKc5j8M1ezbGrHtF9euKRSFY8/JUMWRKkYgFnQS6hpx77jk0Pf2M4OuZV18F59e+BlvBUJx98kl1XekcVitc06fDlpcHx/jxaHntNV5LoiU7G6NeehGu4mIEWlpwctFVvBNAsm5qLUlENARaWnDiyoW81ltLdjaKtm8z9XdjVMTuyVRi8L33Iv/uu1S/rh6bSj4hQRtZgoifrtI9qLn55n45LqnAKA1i0ZUYSbWCQlwMiq1AvM5nxwcfouODD7UdRDAIT2mp5GGhtjacXn0Xhj/9NE6vXg1WQAgFm5vRsaVE85taKxIRKp4DB3Dq1pWCoRWhtjZNXXUDAb7NU09FBU6tvE3wnkwlml96CXm3rVR1kycWanfqzh9h4sdbVd9UhoXECt5kWbVC8Agi1RAzHgVaWnD69ttTUpwDQM3tt+OCLz5XdV7o3iOuffy1p1V7Ly0ggU70EWxuRq2IOOfoKCkxZZ1nMaFS86PVKPjZzwQTDblzpcIfOrdvJ4EeJ7xhXk4nGItFcFOUarDd3apvgDu2lAh659iWFpx5/HcofPi/VHu/8LOyWlBImH2TTxBaIOZxAoBTK24B29Oj1/C0p6cHZ377CAoffUSVy4W8XrRt3CR6jH3ESFXeSytIoGtIoPGM3kNQjJwQgo4PPkDHhx+ars6zmFAJnT+Phgce6PtvJiMDWYuvBmN3wJY7CN6jx2SFIPlqa3HuuecMvWkxYlyw0OYJXm+/ROhUR22rjtT12t54A0N+8u+qlX/s2FIiuck3uuWKUI4R5xW56D32jp07UXv7Hbwep+pbV8LicID1eJI2Hr1oe+stDPnFz1WZi6TmIUtGBjIXLUz4fbSEBLqGGH13lhAKXNdcYmrXJ58AYJAxf35fUmoyJ0YlooDt7ETbP99S/B49hw6h6dAhAOKbFr0WBD0TXMU+s9jmaaChtgdbKtQOAJqeeRbDHnpQlfeT85xpOTfqLbYGInwJ3IzbjZEvvKBKXDH3m/qqqhBoaYUtdxAcY8Zq1mhMqzkxci0M+fxgu7sRaG2B79hx4ZO6unRP4kyItDTk3XILAufOoe1f/5I8XK25SGoeyrruOsPPCyTQNSRz0UIgLQ1IZbdUBMHm5n4x2J4DB1Bzx6qoxNSODz5A4+9/j4L7/wNn//hk0sRisjdMQpsW3lAOqxVpkycjY84c2EePlqzrzaFEjARaWlCz8rZ+XpJkxAVLLYI9FRWavK8ZOf/qq6rGoftqa6WPqapU5b0A6edMC8sV9xx0ff4F2jdtim4c5XYjvXgKrNk5UcYBrYlno2CkzYXcsQRaWsLhFzEWXrarCzU//CGyv/MduC++OK7P0lci8MWXeC3Iia4XSkshx/UevaK8fcMGdJfuAQKBhK5nJiJ/n5DXi7bNm4HYpm4xqDUXSc1D6bNmqfI+WkJVXDSm/lcPou2f/0za++kN43Jh9LpX+qrBnFi4SDhuO6YdOodWlWJCXi+Oz7s06cmGkZniUs2n+GAyMjDy+eejLFFStW3tw4ej6dln4auuhmPsOGQuvBKn7/k3QMRNOuyxx5B1zeI+S5W/6RyCLS1grFZZwkbIyuW+dB4qr1vC+5ktubkY8cwzqLn99gGzkZWDWtVcQl4vjs+ZK+kez1m+XDULeqC1FRVz5gq6Akb+9S/ImDtXlfcClDdTiaxYJQelTbG4MfFtSIc//ScEGhp4RW8yLLmxz6g1MwPBjs6+v9wza80dhLr7/r1fPPSwP/wenb19AvrmlR/fC8iw8HKf33fqFK83NXaMXZ9/gbaNG6XnBZcLGZdcAgCw5ebCkuGG98hRIBSEY/wE5N/7Y9hycng3HB1bSkSrfKTPmYP0GdNlW+sjv19/0zl4T5xAT3l5yiZ2ipF3990YfOeqqO+sq3QPan74Q9Hz0mbNwri/v5rw+4s1p0tmxTUqsygTPQS6VJmfVIRxuZC7ciXOr1sXtxjWqvxRw3/9F1r/9w3VrytG/n33YvBdYbGVyP2QtWwZMubOhTV3EGrvvU944+N2A93dyhcFhgHjcAgmIokJm4Tq+NvtgN+v/LwUhnG5MHHXzoQXELn3m5qiWeo9M6++GpkLF6piHRbtECuC3Jrzkve11QrXzJnI+da3kHXtNQDLov2993Dmt4/Iixl2OJB7yy1wDB+Oxj/8gT8ZujdEIK2oKKHvTJPOuCrAuFwY+eKLcM+aqU3nSoZB3qo70PL6P6K9h243rG43gmfPyroMX2OfyE1WV2kpTv9otW59FIyGkKGtfdt21K1eLXpu/v3/gcG33prQ+5NANxl6CHS5FiwimkhRqyZ6bJgirTC+6iqcW7M2qe+vKg4HCh74T+R885t9k1s8XoG44SZUCTdpKqDGJlWqFwOHml4rJe+ZqHW49V/r0fCf/xnXuXl3343Bq+7gzY8By6L1nXdw/r48ZAAAIABJREFU9rHHozq+iuJwhDfFGm424/nOQh5PeNPwyKOGroY0/LnnUP+Tn0SHJxkNux3WjAwEW1r6/onJyED+v/87zj6iTvURI2LJzUX6RReh84MPFJ0nNIdV37wCni+/FD13+PPPIevyyxW9XyRGqIEOGKQOOsMwIwD8BsBiAHkAGgC8DeBhlmVbxM7luVYxgF8AuALAEABtAI4A+AvLsuvUGnMysDidyFu1CueekV6wiK/QKl48c9FCMC5XUjdM3bt2oXvXrvB/2O1Je19N8PnQ+Ov/wtknn8LItWsQaGhAR8lHybPKeb2wZGeDZRj9Nr0WCxzjxsE59UK0vyWe9GTJzgZjs8X1/ahR6UTuc6Rm6UMl75lonG/n9u1xnQcAzWvXovnFF6MEdccHH+DMo48CgHJLqFwhnwCx35lUnLhRreZ81GlgkFEdvz9KnAPhggJGEOeuWbOQPns2Wv7+d4Ta2xO6ln3cOLhnzYItf3BfeA8AnCgtVXQvCc1hjM0qeW7d6rtgTaB5kdT8aYZKUqoIdIZhxgPYibCYfgfAUQCzAdwHYDHDMJewLCvrV2UY5lYALwHoBrARQDWAHABTAFwLwFQCHQDybluJltdeM8UkaQSY9HTRJLJEEql03zClSCgH296Omh/erMt7h9raMPThh8MhAUlyJ6cVFyPzskujYlFDXi+6tm0XfK77XOJFRejYUoLu0lK0b9okuxuqnOorUmQuWghrXp6suUetBStz0UIwGRmywtsS3RiwwWBc5/XB8zwaPUSBS8ZPK5ogGLOeNmGCKazmROIwbjcmfFTSV5pw8J2rUPfzX6CzpCSu61lyczHuX2/xrqkjn39O0YZPaLPuGDsO3bs+lzy/dvVqFO34NK4NvJShwAxV9tSyoK9FWJzfy7Lss9w/MgzzFICfAHgUgHjQUfj4byAszg8CWMyy7JmY101pfrQ4nRj+9NOSyRFEmLw77hB8IONJpIoV9IOWfx/NL75IYUcmJni+GXm33x73Rst10UVIGzcOrevXS1o+Lbm5GPPqun73pMXp5F2wGJcLeatWRVViyV66BNlLl6Dgl/ejY0tJONTppb9onhhrcTox5Oc/Q8N/PiCZk6DWgmVxOpG95DrZuR7xbgw8Bw6gi/NMDTAafv3rcAOvmPsn2NyM6hW3hH9rI4eKEKrAOJ0Y/beXo+qGW5xOZF19dVwCnVtLhdZfV3ExJnxUgo4tJfDXnoatYCjOPvkkr2C35uUJGtry7/0xWl9/XXI8oc7OuDfwYsYJsbEZiYQFOsMw4wBchbCle03My78GcCeAmxmG+RnLslKmiT8AsAL4Yaw4BwCWZU1rfgw0NGh6fcbhkB8raXCyBTpxirYsX3kbJpRsiZqohCqdWHJzwTKMNoMnkoJ1SEFv3HB8DLrpJmQuWoi2TZtEnxtLRgZGvfC87AVLyqNjcTr7FptAc7OoiFWj0VnI68XZPz4pKc7VXrDSZ86SLdDj8RTI7eybsvj9wg28yPAwYBj60EO8hiklnjNAWeJ25BwGQNSTI3QtW04OCh78FRp/Kx0a1F1aGpdADxtG/yTYndXoNdABdSzoC3r/fsiybCjyBZZlOxiG+QxhAf8NAB8JXaQ3hv1SAKUADjEMcwWAmQBYAOUAPo69vpnQMt4pXL7qadTdd19KhNFULVmKUS//td/EI9qyvLMTFZfMQ/pFFyH7+uthHzUKtffey1sNQNUKAUTSsWRno+mpp+K+1zkxKqfjZe4tKyQT8mIXLLlIidiQP/F6yXIaQGmxYCkRCGeffBJpRRMUJT5SYytioGPNywsnNPMg5N0Tuk7h738X9/Ov1EjBkfuDH6C7fB86NmwQPa590yYU/PJ+xePzHDjQr1Qok5GB4U8/beiO55GoIdAv6P0r1AqrAmGBPhEiAh3ARRHHbwVweczrBxiGuYFl2RNSA2IYRqhMy9ekztUKreKdIsM7uIdEaayrFOlzvoHspdcDAHynqtG2cRMCdXWqXJuPUGcnau5YhbFvr0fzn//cV3PXmpEhfmIwiO7PP0f359KxbYQ5seTmAsFg3OLMkpHRJ0blbJodY8bG9T5yyFy0EJbcXMENY/Nzz8E9d25CnRi795SKj+HqqxNanIXgBEJskzI+hJJFxXJNzJDgRRBysI0ejUBtLaAgn8KSnS25qY4VziyLfrlwam3O4zVSOMeNRYfEMfGEuQh529nOTtTdd5+mTfnURA2Bnt37V2gW5v49R+B1jiG9f28CcA7ADQgL+nyEQ2VuBrCJYZhilmVNF8shtRjLxZKbi9wf/hAMg36LFveQRMa68ol1LkbWNW0qau+6W7DuNUfODd+OdmlNKNK8VGGorQ0nF1zZ55qXk1BCpDg2G9JnzIg7+YnJyMD4iDAoPTpeRl3f6cSg730PzWsFym6ybEJJUiGvF20bN4kek7lQu06VaUVFYGzylhguWTRz4ZXoKClBd+mefvNWpDHCDAleBCHF8Oefx5kHHpAtzh0TJiDvtttkd8ONFc55t61UbOnWErnPsdINuZiHTc2KVVqjWplFEbhgX6mC69aIv3ewLLux97/bGYa5BcAkALMAfBvAP8QuJFRvsteyPkPOoNXG4nRi1AvP49Ttd4CNowSS0nbJfGKd76GcsH0bTly5UDCWky82VWl8W9zoUKPfkpsLhmEkPxvjciH7m9fDdeFUdJSUoHPr1iSNcAATCMRfmSAjA6Ne/mtUjoLofcwwGPG8cOy5WvhOnhR9PZEkKakQHq03IErDUFrf+icafv1rwaojkZZ296Xz1BomoSLpl14Kz969mucGJLtUrtpw3aEDDQ2KnpHBP/pRQsIyXku3Vsit+KQ0TyUVSiwC6gh0zkKeLfB6VsxxQnDFRXsAbI58gWVZlmGYdxAW6LMhIdCNjMVuRzyFwdwXXxz3gyX2UNpycjD6by/zuqKF3GhK4tsEsVoVufSSAWehA9D/s7ndSC8uhjU7u1976kDjGRLoBibWcs4hWIWld/FMJLRETeJNkpJahLKuu07TDYjSRbD78y8kjwk2N6PxD0/ANWVKvMMiNGLEX/+KzLlzEPJ60bGlBB0lJehQ2NhGCu7ZtKQ51O84ymG1wn3ZZQDLomvnZ4AvvtoUrtmzYc3Kgi03F9ZBOQh2dMI2KCeqVOu5556TPyyTVB5RgtyKT77aWkXXTYUSi4A6Av1Y79+JAq8X9f4VilGPvU6HQDIoJ+BdCsZmGIRiouSi5Y7PVVyMou3b0L75vb7GH7EilO+cCR+VoPEPT8gqlxRLxoIr0LklPmuo2qRNmYK8W26J9iwoSHoxy8OedFyupJZ742sKxG26YsV53xDjTHBSi4z58yVFTLxJUlL3ZfqsWYqupxStnovW119Hm8uUy4AiLMOGItSQeCUf1WGYKO9m7IaWMwhlLloo3NjG7QYTColawbniB4GGhn7PpufAAdU/VvjDMBj1yit9nyXk9aL+P+5XvNHgNitSyH1GzFR5RClyKj6d/9vfMPjOVbI/f+aihbBkZ/Pmv1iys02z0VFDoH/c+/cqhmEskeKaYZhMAJcA8ACQCiLej3Ds+WCGYQpYlm2MeZ0zmVQnPuTkk2jVAa1FoMXpRM4Ny5AjUOJQ6JyC//cLdHzwgeLPlnnFAnTv2WuIiio9Bw/Cfem8qIdfiSswaSE/ahOz0KqJJTsbo156ET0VJ+Juxa6E2KZASsS2nm7frGuvQcPjjwMdwqlS8Ya56L1IaflcmDm8QS6Zl16Gtjff1HsYfXC5S4OWfx9dn+6QfMaEPFSinsq0NGQvXSoazskZu9ReO/g8ZxanE5kLF8oW6Eq9b2LPCJORgbxbVkRZ3FMROWEubHe3aeLG1SRhgc6y7EmGYT5EuFLLPQCejXj5YQBuAC9E1kBnGOZrvecejbhOgGGYFwA8AOAPDMOs5MQ+wzDFAG4FEADwz0THrAdSFnDX7NnoOXyYt/KKkV1b8YS7cOWh0oomxB2TrzZNzzyLYQ89GNe53HdwauVtsron8l4jOxwhFimmrHl5yPnud4WTCBPAkp2Ngvv/A2f/+GS/8I7CP/4R9ffeK6+ufqzIdziQd8cdfdaOrh07VB97FDYbMi6/HJkLFiCtqMhwMZZSWJxODF65UrLhUjwetJDHo2tvBMEQIrd74NYvl4klOxvtEuXnkkJaGvJuuQVpRUVRIlHuMybloYrHeyVl7MpZvhz2/MG8VUv4rP/ZS65D+sxZgu8tZ6PJ15xMDlKbGLOUA0yE8HfwvGQjRyVzYMeWEsHqUaG2NtOIfbWSRO8GsBPAMwzDXAngCICLAVyBcGjLAzHHH+n9G9st5jEAVwJYAaCYYZhtCFdx+TYAJ4CfySmzaESkLOCDbrwRjjGjFRf8NwJKSjxGfh5XcTGG3n9/UiysUviqKhM631VcjAklW0QTbmNJnzsX6dOn9VlIAPRbrM6//HJC4+Ij56abUPCfvwx3nLvmGt4Fsmf1aknRKOaC5tA8/Kc3cbSzpARnn3zSlIuanJ5ZSpOkPAcO4NSKWwQtzclapGIFmnVIATo//jjuZF89EUxMjBF9kZW2vEePKQ6P4EqJ6u0lUEskim2a49lQSwk1e/5gDL7rLgD9q5a4L50ny/ofO0ahXBUpcS8HvcPsjIB71kzk3X23qDFKyVpCSaIR9FrRZwH4DYDFAK4F0ADgGQAPsywryxfFsmx3r8D/fwC+h7BF3ouw+H+SZdn31BivHshpO2txOk37oApVjeGERaDxDO/n8dcpS/7QCsfYcQlfg0u4leMVsOblYeTaNf1+29jFSk4pQCX17q15eX3iHBBeIPNuW9nf+tQL43Jh6IMPyir1lczwH6F62kZH7U1MyOtFzY9WSwq8ZC1S4TCBK9H88stofPRRwSotRsaal4dxmzaic+vH6Ni6FYHGRtgKCpC5YAEyFlwhKPraNmwUFeg5y5fDNigHgZbWvgRC1u/XxWgx9OGHYUlPN/zaoyQBkG9+i2dTqrWIltqoiPUESBUG37kKrW+8wbtWWHJzFUURUJJoDCzLngawUuaxgjYjlmW7AfxX7/9SBilXlpRgMhNKPkOgpVXj0cgj785VqlzHVVyMiZ9sx7k/v4jzL73EG2KgxCsitbHj6yDLuFzIuv56dJaUxO2NUcv1qkbFn7QpU9Bz8KCsY81U45Yjc9FCybJxgUb5yYIdW0pkxecma5HyHDigXcUNEZisLCAQiNoQMFlZ4f8OyO/SylWzsuXkCObpCN1vUs9vwf/7Rb/nUUllD1lYrche9i3AYkX7hg2895k1Lw/Z37zeFKJPjrFLC/Ramz0HDgyIEBiL04khP/8ZGn7Zf3PK9vSgp6JC9ufV6x5Rm2TUQSd6IVdWf2yDpPpXJYfqb39HtQnP4nRiyL0/xuA7V6FjSwl81VVRFjIlv7kcoSx0T4VE6t/LQa37VU5HO6GEVWteHgbdeCPOyBTogHnclxwWpxN5q1aJhhQpyeWV8/mZ9PSkLFJaJfQJwaSlIe+O20XDxto3vyfPQm21IuOKKzDskd8KVgGSQq5hJhLVN07BIDo/3oYJH5Vg0I3fMWUYZSTxfKdmRaj6m1m9hWKEvF40PvFH3tfYri7U3LEKRdu3qWJgMst3xrA6NIPRC4Zh9syYMWPGnj179B4K0Uvbho2adyWVizUvz7ATHldbOFU2drGfxzZsWD9PQGRllor5l0u2jOcofOIJU1nQgfD3UbHgSkEha8nOlr04Na19TjJ/YPC99yL/7rviGqsS9Hi+pX7/kNeLE1cu5PfouFxgEF0lRg1rpZLnV3R8CTDssceQc8OyfmNxz7sEXTt2mC58ItXmRD6knh8zznVCyJkruHtYDiGPB+3vvYfO7Z8AkC4drRUzZ87E3r179wo10BSDLOiEroiVgks2Rg6PSIXQp0j4Po+QtV5JzWMzuS8jsTidGPS97wkmSYXa2tC++T3JxSnk9eL83/8u/l65uci7TVY0YsLo4c2Qek8h6xqXnBk7F6lhrVT0/LIsBv1gOZpf+kt0vH5aGhirNe4Y/jOPPIK0oglwFRf3jcVz4AAqlyw1ZfhEqs2JfKRKsqMc5HyWzu3bZQl0vrCg7tLSvvvfLJBAJ4gIUmnCMxt8C25fiISMDZzZ3Jex+E6eFH297d13JRcnqfhzJj0do154PmnfkR7JWHLeky98Syw5Mxmb95DHg+aXX+4nzCNL+AEQrpZltwN+4a6XbHc3Tq28DRN6u+oOpPAJs5IqyY5yUOuzpNJ9TQKd0BWxeqV6kEoTXiogt8FX3t13K+o0Z0a69+xByOsV/Yzde0pFr5F51VVJtSDJaUKiJko8KLEbQqnkTC0372KJtKzHg5bXXuursc1XLYsrIVh53RLR54Xt7MTJhYsw6uW/wld9SvBYI3sTBxKpkuwoh8xFCyV7JDjGj5e8jtiaYbb72qL3AIiBjZEs1qk24aUCcu+PtLFjTS/OM+bPFz/A70f7ZuFKsyGvF20bNopeov2dd9BVmrwcHIvTiewl1yXnvXJzE/Kg6GWtlJNIywmLSDixPviuu5C9dAlsOTkY+fxzYFwu8ffr7MTp1XfBV10lepyR5uaBCheOZc3Li/p3s3sL+bA4nRj5wguix7S+8QZCXq/oMakUFkQCndAVvSzWloyMqP9OxQnPrIQ8HrRt2ICmZ55B1+4vZZ1jpklXiKxrrwFs4k7NtnffFXytY0uJdJMslkXt6tWSi5yapM+cJf/YuXPjfh9GTscnEThrJR9abt7leonk3OOu4mIMfVC6I3KwuVmyxC15E40BF45V+MQTyL/vXhQ+8QQmfFRiqlhquXANi4Tg26jGkkphQRTiQuhKMhvZcHBNR5R2lCO0hy+5Rw5mmnSFsDidSJ81C92ffy54jGfvXsEwl64vhM+LJNTZmVQ3r9xn3JKbC0t6etzvk2iMqV6l2eRuLuXe41nXXoOzTz4p+X3bBuUMmPAJszMQEmI5pPbZUp4f96XzBMv2gmHCr5sEsqATusItipbc3PjOz83FsMceQ+bVV8s6nltsbTk5Ue5hEuf6I5TcI0UqiYns668XfZ31+XgtSHLCWyJJpsdByE0fdUx2drhed4m4dUwKORY2MfSwVsoR3kpj60c+/xyYGC9hLI4xYwdM+ARhHqQ8O1Kvd326Q7hxBMuGXzcJZEEndMdVXIyCn/9ctHkI43KBcTiiEkojy4FlXXsNTpSW8remz8hA3i0rFDcJIpKLXFd/JKkmJrKuvQZnHn4YbE+P4DF84rpjSwkgck4syfY4xFZNsRUMBRDukGorGCrL4iuXRDcfybZWuuddAktGRnRFlgjiucddxcWYULIFJxcu4r0uJ/gtTic1zyMMhVTzQqnXUykGnQQ6YQikWpnn3bYSeatWCS4karWmJ/RD9sTpcCDnhmVInzkr5cSExelE7u23C9ZDB9AnbiNRsujo5XEQEr5tGzaqGuJmpnAnLqSLT0RHlleM5x635eRg1Mt/lQzZGUjhE4TxcYwZK36AVVy2Ugw6QaiM1EPjGDNWciFRqzU9oQ+yJ87eMI+C++9Pyd/WMWKE4nPkfndG9DioadEyU7iTWEgXk5HRV688EWhOJMzG/2fvvuOjqPP/gb9mSzJpJCT03kENlkSpUgMIVkA5y+mBgAcK6n258vU8xVNOz/v6O0/uwANExHLYKYdINER6JwEkCNJLAgRIL7vZNr8/Jptsku11dvN6Ph48YnZnZj9BMvOe97w/70/C2DFQJSc77Gpk23LU0f6RMreCNeikCJr27R3ODvGmtzFry8OPsy4ajflaa6xkrp4m6Q4fbvJa3cQoB1pMmqi47g/Wbj364z/75XhKvPlwxllJl1RZ6bdaWZ4TKZyoRBHJjz/u8H1X536VKKLjwnciolMbM+gUcha9HgXPP+9wYkf7t94Kq18q8o6jMiVHwqmW0BOusuHlGzag7R8bPj0oWfWp44lRAOKHDFVUGYO33XoaE+LikDJtaljOL4mkWlkivzKbnL7trJOL7sgRFDz/mwZlY0J8PDouXKiY5IS7mEGnkHM1OfDSc89Bd+RIEEdEoWLbRSPexVOTcKol9IR19U1HrG0S677X61H03ntOj6mkYM/bbj2NqVNS0HXlB2j97LNhmRmOpFpZIn/ytpOLo3OLVFmJguefD+r6D/7AAJ1CzlVfU+vKd+H2y0XesT6ST546zS9lT+HGndU3bQPuiqxNkHQ6p9uHMtizlrJc//e/UfL1ahS+8VenwXlUr14ujxk7ZIiiynW8EaqFkYiUTp3gvEWoo/edJfvCsSySJS4Ucq7uloH6Xy4lPaanwHFa9iQI6LhwYdhlTD0Rc/MtKP3sc4fvW4z1j4Crcw44PZYQGxuyYM+bUpaobl1hOHXK6Taxt90a9v//Q7UwEpHSmSvstxx19b6rZJ+r95WGATqFnKu+plZKekxPgeW07EmSYLp8ObgDUpiSjz5Cq18/BQAuFyhKnjYtJMGet6UslTt2utzGZSu2MMEuK0RNedsLXX/qtNP93EkGKgkDdAo5dy+2rMlsPpr7BDpXnVxs69Clqiqn23rTttEfvFl4CgDgopQt0so/2IecqCFveqFb9HpUbt3qdDd3k4FKwRp0Cjl32utF2kWZnGvuE+jc+fmqDxxw60bFVbAfKIG4iVLFx7P8gyjCWXuhO1Lyn/80mZNWkbXJ5c19uD15Y4BOIWetxXQ2YYoX5ealuU+gSxg7BoiNdbpN+Tff2F1VtLFQ3cwE4nOTp/4qrCeGEpFr3vRCd5UQCOVcHG+xxIUUwbYW03DuLEwlpdC0TArL/sbku+Y+gU4liogfMgSVmxx3HbBUVaHm3Dmnx1EnJ4fsouRsRT9vhVsGjIi85GEvdFcJgZSZM8PuusEAnRSDtZhkq7lPoLNUOe9kAADFK1c6fb/l44+H7O/L04WnXGkOT078waLToWLTJhjz85vd7wxFDlcTOhtPCHWWEFAlJyNl+pN+HV8wMEAnIsVqzjdtUd17oHr3HucbGQxO33bQRj5oYvr3R8eFC5E/e3aDlf08pUpMbBZPTnxlr62l9akTS4MonLia0Fm1bRssen3dOUEliui48B3kz366wbkmnJ+6sgadiEiBWj/3rM/HCPVkWms/e7vBeXQ0hLg4l8eIHzsGvbduYYDpgqO2luaiIi70RmHHVTmbpNM1qEPXHTmCgud/0+BcI8THo+PChWF77mCATkSkQJqkJMT7UNIhiGLIS0KctlqsqUG7P/0J8RkZTo/RYtxdYZn9CrZIW0WRmreEsWMgxMQ43cY6MdTRzalUWSknCML05pQBOhGRQrUYd5f3+957T8gDW1edFXSHD6P64EGH76tCOMk13DT3tQMosqhEESlPPeV0G+sTwki9OWWATkSkUAljxwBulIHYEzdwkJ9H4zlXJTblGzbAUlzseAOzGTUnT/p5VJGpua8dQJEnZfqTbrXbjdSbUwboREQKpRJFpEyd6vl+8fGKyDw762cvxMe7nDhqKStj/bSbmvvaARR5HK2R0njip6ubT0kK2BADigE6EZGCqbSeN9tq+atfhby8BXB+gU289x63jhHOj6iDyd1ghiicxPTvjx7frEfilCmI6tUL4s03o9VzzyK6d++6beKG3en0GCWffBKWN/lss0hEpGDelCZ4E9QHiqN+9hVZm1D62eduHSNcH1EHW3NfO4Aij+7IEVyY+RQsZWV1r+l//BHX3v4Huix/DzH9+6Nq+w6nxzAXF6Mia1PYtexVzlmciIiaSBg7BoiOBmpq3N5HafXG9vrZe7LSqNJ+HiVrzmsHUGSx6PW4MGt2g+C87r3a8rde2ZvcuoEPx5t8lrgQESmYShQh9untekPr9gqpP3fFUUlGY6yfJmqeKrI2OZ1Ebi1/c+cGPhxv8hmgExEpnNj/Zre37bRkieJKGnQmHb458w2WHl6KDWc2QG+S60GtJRkd3noLSQ8/DFV8fIP9WD9N1Hy5k/WuPnBALuNKTna4Tbje5LPEhYhI4Vo/9yxKV61yuV3KM88g7vb0IIzINZ1Jh+wL2cgtzMXGsxtRaazv2JIipmBRxiKktkqtK8lIvO9etP3jC6yfJiIA7mW9yzdsQIv77gPMZrvvqxITw/YmX5DCtf+MFwRByElLS0vLyckJ9VCIiDxSumYNLv/xRYfvq5KT0fuHbEVciPKu52FO9hwU6x0/nk6OTsZv0n+Dq9VX0SmhEzK6ZEDUhH7sRKQMFr0eJ4beCamqyul2KgctW4W4OPTK3gRNUlKghuhSeno6cnNzcyVJ8jhzwhIXIqIwkDRpEnrv2Y24MWMAtbrBe+qUFHRZqozSFr1Jj9lZs50G5wBQXFOM+bvmY9GhRXhh+wsY//V45F3PC9IoiUjp3J3w7Gg9BamqymWHFyVjiQsRUZjQJCWhy6J/waLXK7YUJPNsJsoMTbsuuFKkL8Lc7LnIfDCTmXQiAgDEpt/udjtWe8Kxe4sVA3QiojCj5FZ62wq2eb1vkb4ImWczMbH3RD+OiIjCVcLYMRBatoRUUuLV/uHYvcWKAToRESnG63tfx5XqKxAgsDadqJlTiSJSnngC1//5T893FgSXq4wqGQN0IiLym+EdhyPrfJbX++vNeiw+tLjue9uOL0TU/AiClztKEqq271Ds00ZXOEmUiIj8Znz38UjQJPjteNbadGvvdCJqXnwpUwnnGnQG6ERE5DeiRsSyu5YhTh3nt2MW6YvwwrYXGixyRETNQ8LYMYBW69W+4VyDzgCdiIj8KrVVKrY8sgXzB85Hn5Z9/HLM7IvZbMdI1AypRBGx6Z4vwKaKjw/LFUStGKATEZHfiRoRU/pNwdf3f433xr7nt+Oy5IWo+Um8/36P9xFTUxXTftYbDNCJiCigivRFfj9e5tlMvx6TiJSrxd0TPC5zUScmBmg0wcEAPQh0Jh2+OfMNlh5eyhpKImp28ivy/X7M1/bhBN4TAAAgAElEQVS8htzCXL8fl4iURyWKSHzgAY/2iR8xIkCjCQ62WQywvOt5mLNpDopr6pe9To5OxuIxi+vahulMOmRfyEZBRQH7/hJRxOmU0MnvxzRajJiaORWTe0/GgHYDeN4kinBxAwei7Kuv3NpWiImRs+5hjAF6AOlNeszOmt1k2evimmJM2zgNLw16CZ1bdMZvt/y2wSNg9v0lokiS0SUDKWKK30tdAGD1ydVYfXI1YjQxmJE6A1NvmspAnSgCJYwdA1VyMizFxS63Tbz//rCuPwdY4hJQmWczmwTnVjWWGry862VMy5zW5KLFSVBEFElEjYhFGYuQIqY0eF3jxxyRzqTDokOLMPzz4Vh6eCnPn0QRRiWKaPnII25tG3v77QEeTeAxgx5A2wq2eb1vkb4I2ReycU+Pe/w4IiKi0EhtlYrMBzORfSEb+RX5deV8B68exK+zfu23z7EG6osPLcaNyTdicIfB6NWyF0tgiCKA4fRpl9uoEhPDur2iFQN0Bfv4p48BgBcWIooIokZsknQY3GEwlo1d5tcgHQAkSDhafBRHi48CYOkgEYUXlrgE0PCOw33a/2jRUS7MQUQRb3CHwVg5fiW0gnerBbqjSF+EJ759An/f/3dsOLMBpfpSdtciCpBAda9zpzOLpawMFVmb/PJ5oSRIkhTqMQSNIAg5aWlpaTk5OUH5PL1Jj8GrBsMkmXw+VoqYgswHM5lJJ6KIVaovxYTVE1BprAz6ZydHJ+PRGx6FAIHdtIh8kHc9D3Oy56BYb9O9TkzG4ozFPj/Bsuj1ODF4CCSdzul2rZ9/Dq2eftqnz/KH9PR05Obm5kqS5PFSqMygB5CoETGz/0y/HKtIX4QXd7zITA9RBCrRl2DBngWY+d1MvL7ndZTqS0M9pJBIEpPw3rj3EK+ND/pnF9cUY/GhxVh0aBGfXBJ5SW/SY1bWrAbBOQAU64vx5MYnfT63yf3QXa8qqu3U2afPUQIG6AE2o/8MiGr/ZGGyzmfxwkEUYb488SVGfD4CX/z8BfZe2YvPfv4Mwz4fhpe2v9Qsb8ZTW6Vi4+SNIQnSbbGbFpHn/rr3ryg3lNt9T2/RI+PLDJ/jl9h05x1aVPHxETFJlAF6gIkaEUvHLoUAwW/HLNIXYXrmdKw9uZZ1lERhbM+lPXht92uQ0LTUcN2ZdRjx2YhmeTNuzaQ3bssYbEX6ImSezQzpGIjCRam+FKtPrXa6jcFiwKMbHsXgVYOR8UUG5u+c73FWPWHsGKhTHJwbBAGdliwJ+x7oAGvQgyanMAdzs+f6vbZSgNDg4s5OBUThQW/SY8iqITBKRqfbxWvisfnhzc2yHlpv0jdoyzi0w1DsvLQT+RX5KKgowJrTa4Iyju4tuiNWE4vWMa3RKrYVWsW0QrfEbqxTJ7Ixb8s8ZJ3P8mrfVwa9gof6PuT29rojR3Bx9tMwF9WvIyPEx6PzkiWIu93jcu+A8aUGnQF6EFkvNufKzuF06WnsuLQDOpPziQ7e4IRSosDRmXTYeHYjfjj3A06Xn4ZG0KBNbBvc3Ppm9GrZC0M7DMWOSztQUFHgdLLh4oOLseTHJW595v3d78frw1/3948S9kr1pXhl1yvYfHGz3acQgcaECJFMb9Jj8KeDYbJ43xRj2ZhlGNxxsNvbW/R6VGRtgjH/IrSdOssrjSosc84A3U2hDtAbswbsWeeykH0x26/HfnPYm1zkiMjP8q7nYXbWbIcrBANNn2pFqaIwPXW6PB+lNlDXm/QY+ulQGCwGtz/77eFvY2z3sd4PPoLpTXqsPLoSK/JWBCTp4UycJg5P3PgEM+rUrG04swEvbH/Bp2NEqaKw89GdEfU7xC4uYcq6aMebw9/0e63l3/b9DV/+/CVr0on8QGfS4fPjn+NX3/7KaXAOoEkm12AxYMmPSxpMjsq+kO1RcA4A87bNw6pjqzwbeDMhakTMvmU2tj28DQuGLECMJiZon11lqsKSH5fghe0vYOiqoXgn5x3OCaJmZ9+VfT4fw2AxcM6HDWbQFSLveh7mZs9Fkb7I9cYe6taiG7oldGPtJJEX3Mmau8taT/7h0Q+x6NAir47h6WPg5iiQ51NPqAU1hnUYhmGdhqGkpoT91Ski6U163PnZnagx1/h8rLFdx+LtkW/7YVTK4EsGXROIAZHnUlulIvPBTGRfyEZOYQ5Wn1wNs2T2y7HPlZ/DufJzDV6LVkXjnp73YEC7AbxgEDmgN+nxzKZn/BKcA0ClqRILdi1Ah4QOXh/j2R+exY5Hd/B31gnb8+m5snMorCrEiZITKDeUo6CyABZYgjIOs2TGloIt2FKwpe411q1TpMm+kO2X4BwAymr8c66NBMygK1SpvhR3fX0Xqk3VAf8sraBFWts03NvjXozvPp4XfqJaSw8v9TrT7YyoEqG3eF/+MOfWOZh9y2w/jqj58OcTEW+pBTX+cPsfcHePu92aUEykZAtzFmJ53nK/HCtGHYNtj2yLmN8DThJ1UzgF6EDoLiQ3JN+AoR2GolfLXrxgULOlN+lx56d3osbin8yQP0Wro7HjEWbRvaU36ZF5NhObL27GufJzyK/I93hOQCBEq6NxTw8+2aTw8vD6h/FT8U9+O96CIQswsfdEvx0vlFjiEqFSW6Vi05RN+Nu+v+Grk18F7XOPFR/DseJjAOQOBXf3uBvpbdN5waBmJfNspiKDcwCoMdcg82xmxFzEgk3UiJjYe2Ld35+1o1ZOYQ7+e+q/Ifv/XmOuweqTq7H65GrEaGIwI3UGpt40FaJGhM6kQ/aFbBRUFKBNbBsAwNXqq8y8U0jtvrTbZXDet2VfPH7D49h8cTOu6q6ioKIAJTUlDrdff2Y9JvaeiBJ9CRYdWoTzZefRPbE75tw6B0likr9/BMViBj0M6E16jP96fMgnPGkFLYZ0GAK1Sg21So3hHYezJIYi1szvZmLvlb1B/9wYdQxMFpPLBYwGtBuA9+96P0ijaj70Jj3Wn1qPr059hYLyApQZQ1sTqxE0uLX1rThafNRhC0nWtVMo7L60G7/O+rXL7R7p+wj+NOhPdd+7WtBII2jw4qAXsWD3giZdsV4c8CIeveFR7wcdZCxxcVO4BuiAcroSNKaCCre2uRUpMSkY1G4QtGotszoUctZs47mycyitKUXL6JYedS/ypk+5v8zqPwudEjrh5V0vO90uEnsGK1GgVoH2txh1DF4c+CKTJuQ226cynl6zcwtzMTVzqlvbbn94e4PM99qTa12e35wZ33U8Fty5ICz+nTNAd1M4B+hAw5VIS2tKIapF/FT8Ey6WX8Tl6suhHl4T1qxOz6SeXp8EiDzl7GbW3UyjPxbd8NbcW+di6k1T3ap/54JkwWE99+67vA8bzmxQbOkTIE9ATWuThvt73s9gnRzaVbALz/7wbIMkRHJ0MhaPWezy/Kg36THy85GoMlW5/JwbU27E5/d+3mT/wasGwyR5v+potCoay8YtQ1rbNK+PEQysQW8mrAsb2RPKlfQcKdIX4Zcbfgm1Sg2jpf5xfbw2HhO6T2BdO/md3qR3+qSpSF+EudlzkflgJiRI2Hh2I3bk7wAENCjZOld2zuVnpbVJw6Rek9C5RWfMyZ6DKqPri5U7OiV0kn/Xe96D1SdXO902vyLfL59JzlnPvff0uAd/HPhHZF/IRn5FPjoldEK7uHaYt2UeivXFoR4mALm14/7C/dhfuB+v7X4NE3pMQIwmxuOnSBS5Vh1bhb/u+2uT14trijE7aza+uu8rvJf3nsPa7+wL2W4F5wDwaN+m5SiiRkR623SfSghrLDWYljkNH4z/AOltPY59w4LfMuiCIHQC8BqA8QBSAFwGsBbAq5IkOZ4N4PyYwwFshrzi6euSJL3k4xjDOoPuDtss+4mSE9hRsEMR3QkcSRFT8PeRf8flqsvMsJPXrI9qs85l4YeLP7jcfs6tc/DJT5806ZCUGJWIJWOX4O8H/o4DhQcc7j+602gszFhY932pvhQTVk/wuQxCVIvY/sh2iBrRrSw+2y0qg+1597ruOq5XX8fOyzsbJCaUgk82m7c9l/bgqaynPN7Ptvb7lV2vuEweAM5bJvpa5mIVrY7Gpoc2KXbyaMhLXARB6AlgF4A2ANYBOA5gAIBRAH4GMFSSJI+KpwVBSADwI4BWAOLBAN0rjQP27QXbFXfRECA0mAjCoJ084c38DI2gcfh4NVYVi2qL8/UHZt88G3Num+NyHNGqaI/KISb3moxXh74KQP7dHfflOJQYHOc3WkS1QPaUbP5uKJBS5w0B8tyhxk82o1RReOLGJ9C1RVfOI4pQvq74+eIdL2JSn0luH2Pl+JUOs9v+nOcTr43He+PeU+QkaSWUuLwLOTh/TpKkf1lfFAThbQD/A+B1AJ6meRYCSATw19r9yQuNy2KsAfvugt349ty3igjWG8/SLtIXYVrmtAavxWhi8Ksbf4WO8R158aA6rkpaHHFW++gqOAeAbondmrxmu3qltfzBaDZ6lCUa0H5A3X+LGhG/vPGXThdKKjeUs92iQjVezbS0phTx2njkFuYi91puSMdmgQUWS8PVVA0WA97Pa9gViN1hIsuHRz/0acXPN/a/gUJdoVvHWDZ2mdPSE1EjYkTnEU67ubir0liJOZvm4LuHvouomMDnDLogCD0AnAZwDkBPSZIsNu8lQC51EQC0kSTJraIlQRAegFwe8wTkm4gPwAy631mD9fyKfEiQsOrYKqe9SZUmXhuPxRmLFT9JhAJDZ9Lh7wf+js9//tz1xn6kVWmx69Fdfu8GY68rizsrmfZL7ocv7/vS9cBJMUr1pViYuxA5hTmoMdWg3FCOSpMyu8QIEJDeNh23tr6Vi9eFMb1Jj+GfDYfO7NsctcZPvO2ZdfMszL1trstjLT64GEt+XOLTeGwpseQv1Bn00bVfv7cNzgFAkqQKQRB2AhgHYBCAbFcHEwShDYD3AKyVJOkTQRCmeTogQRAcReD9PD1WJGucXZ9207S67Po3Z76BGeYQjs61SmMlpmZOxYhOI9ArqRdKa0pRoi9hj/ZmIJTlAyM7jXT735WoETE9dbpbF6Enb3qyyXE7JXRyud/x4uPYemErRnQZ4daYKPSSxCS8MuSVuu/1Jj3u+vouxUw0tSVBwoHCA3VzMrSCFjP6z8CM/jN4fg0j2ReyfQ7OgaZPvBuLVkVjZv+Zbh3L3pNIXyw/shzTbpoWMf8u/ZFBfwvA7wD8TpKkv9t5fxGAOQCekSTp324cby2AOwHcJElSYW2A7lEG3VmAnpaWFssMumu2S2GfLT+LC+UXYJaUHbA3phW0uK/XfXXLZjvq2iFBatIzu0N8BwBcqS8YPO3FG+qFuxr39HVFb9JjyKohThce0gpa7HqsaVbek3Zmzuo9SfmUXLPuSLuYdjDBBLWgxpAOQzAvfZ5iJ+s1d89lP4fN+ZsD/jm282hc8eT85q4FQxYoquQv1Bn0xNqvjpZbs77u8rdWEITpAB4A8LAkSYXeDsjRX0Rt4M56CDc4Wgo7nMphjJKxbtlse7LOZ+HlXS9DBRUssNjdxoq1mIFhLyixXeLc3s1TaU1pyIKYST0neRyAiBoR745512nnhMUZi+3elFj3dWdBkLnZc7H5F5t5IxmmGs9hkCDh0+OfKjKrbnVFd6Xuv9ecWoM1p9bggR4P4KXBL/HfoYKcLzsflOAcaDiPxhVPzm/uWn9mvaICdF8Eow+6UPvVaapeEIRuAN4B8KUkSV8EeEzkIUflMPkV+Wgb2xZGsxE7Lu3A6bLTuFB+weVjMCVxFZwD8sTVx799HMM6DkNGlwyWz/iB3qTHnOw5TQIQnUmHRYcW4aOfPoIAoUkrxFDqmNDRq/0GdRiE+YPn2126+pVBr2Bwx8EO901rm4bRnUe7bB9ZaaxE9oVsLlwUxpydZ8MhYAeAdWfW4b9n/ov7e96P9LbpMJgN2Ht5LwxmA3QmHUySCVHqKKSmpLKmPcB0Jh3e2PMG1p5eG5TPi9HEIKNLhkf7pLVNw6LRizD3B8c16wnaBMy+ZTbeOvCWy+PlXs2F3qSPiH9T/gjQrVfPRAfvt2i0nSMrAOgAPOOHMVGA2Vs0aUq/KQDqy2PWnVqH3Ku5bgXA4cAsmbElfwu25G/BW/vfwtJxS5HaKhU6kw4bz27E1gtbcVV3Fa3EVmgV2wqtYlqhQ3wHGMwG7CrYhau6q2gb2xYjO49s9gF+ib4Es7JmOQ02yg3lQRyRe9ypCXdkSp8pGNtlLBYfWoyzZWftLgDiyKtDXsUPn7vu777v8j4G6BHEUcB+quQUPjn2CfRmfQhH55gECetOr8O60+scbrPn8p66/06KSkKMNgZJ0UnoENeB50g/yLueh6cyn0KlOXiTj6enTvfq/9mIziMcJjAm95qMPw78I0SNCI1KY3eBJVsmiyliOlv5owZ9JuRJncskSZpl5/3vIE8SHSNJksNJooIglMJxkG9rnSRJXv3Ns4tL8NkG6wevHlT8xFNP9WnZB6dLT3tcn98iqgWWjq0P8JW8YIiv47PewOzI3wGD2YCzZWdxofJCAEccGJ50bwmEV3a+gtWnnC8OEq2Kxo5Hdyjq3w8Fhr3yMFEtYlinYeia0BWVxkrEa+NxpuyMIte/cCVGHYOFoxeiSF+k2HNjoOhMOqw7tQ5fn/galyovQdSIGNpxaF2Nf+OkUOPEj96kx6gvRvm8cJonbBdZ81apvtRlAmPrha2Yu9l5h5gB7Qbg/bved7pNsIR0oaLaRYpOwXmbRRWA1s7aLAqC8E8AsXbe6g1gOIBDAHIAHJQkabGXY2WAHkLWYH31ydU4eO1gqIejCKJaRI25pslCTY3r3Z0FybYBcOMl630JrnUmHZb/uBwrj65s0CbQdnyujp9TmIPZWbNDlumL0cRgcPvBbq0u6srYLmPx9qi3/TAq77jbslGJrcYoMGznBjn7/bZut+/yPnxz5htFry7tjCfnnnCVU5iDWd/PcrjAWb+W/VBQWYAKY0WT96wrIX967FP898x/3f7MRaMW4Wr1VXx16itcq7qGKE0Uurboil2Xdrl9jGCed6ZnTsf+wv0O37fXsjZUlLCSqDVL7mihoqWSJM22eb0fAEiSdNyNY08D+6BHnEjoEhNIceo4ZD6UiSQxCXnX8zBn0xwU19SXg6igQqf4TqgyVqGopumEyRh1DP4w4A9YdHCRwwmY1pNXib4E7+S+g5wrOagwVKBFdAu0j22PPVf2OJxLEK2KxtiuY5F1PqvBhSRaFY1FGYswqMMg5Bbm+nXyj6eSxWQszliMXkm9HLawEyBgeur0Jgu02ONp95ZAcKcveowmBtsetr+8NpH13Lvp/CbsuLQj7M67olrE1Bun4suTXzb4nY7XxmNs17GIUkehZXRLdEvshqEdhmLHpR0BD+L9dbPgj3OmOysh27q9ze34YMIHdt975JtHcLToqMtjaAQNdj+2O2jnnLUn17pcAO7NYW8qotxPCQF6TwC7IK8mug7AMQADAYwCcALAEEmSimy2lwBAkiSh6dGaHHsaGKBHPGuG51zZOZwoOYEdBTsaZHm0Ki1ubX0r4jRx2F6wPeJKZRwZ2HYg9hfu93sdf7KYjLdHvo21J9cGZALRmE5j8EP+DyGbfzCp1yS8OPDFuguGvXIA60JXN6bc6LRtowABC4YuwAO9HgjK2J3Rm/QY8fkIVJucX4CVcnEiZXPW2jFeG4+Mzhk4UXoCx4qPhWB0gRGniYOoESFqRPRO6u3TpH+dSYeVR1fig7wPoDPV9xj3tOuXzqRD5tlMLNizIOilSM4SD+4EwkDwny668zRx9s2zMee2OUEbkyMhD9ABQBCEzgBeAzAeQArk0pa1AF6VJKm40bYM0MkpZ49ubTNAp0pPocZUA71Zr9iV+Ci4Fo1ehBGdmy7a4+zflL1ARaPSYFTnUZg/aH7IM+e23Fl9b+6tczHrliZTgoiasE2OlNaUIik6Cd0SuzU55y7/cTlW5K1w2s8/XKmgwvTU6Zh1yyyXgbq1pHDtibU4eN1xqWZydDJ+k/4bl2tp7CrYhec2P4cas/2SlkD6y9C/OE08uLv6aCieLs7bMg9Z57Mcvv9I30fwp0F/CuKI7At1H3QAgCRJFwE86ea2LgNzm21XAljp3agoXNnrEmP7nm2Pdiu9SY839ryBNafXBGOIpFCOJkY5+zfVuAe1kmtaNSrXp22jOfKCKAoMZ78XttvMTZuLmTfPrOsik1eUB7PFjDhNHLYWbA2r1rqNWWDB8rzleD/vfaS1ScPEXhMxqP0g/PvHfyPnSg7K9GUwWAwwWUwwSO7V7xfXFGP+rvl130ero7FotFz+B8iB/is7X8HGcxsD8jM5oxE0yJycibbxbZ1uJ2pELBm7BNMypzn8/zt/cGgSGD0TeyILjgN0gzk851nY8lsGPRwwg948lOpL8faBt7GjYAf0Zj0SohLQp2UfDO84HFq1FoXVhWgbK5+Yzpefx4/Xf8SVyiu4prvml6WQKbQiPXu84cwGvLD9BafbxGvjuWgRBY3epMeC3Qs8mpjYXP0u/XeoNldj6aGlISnVTNAmYNm4ZR4tupdTmIO52XMbJD8a33AEm6vzYIw6BtseCf1cHEVk0ImUIklMwmt3vubxfnqT3uFkQgofvvQqDwcZXTIQo4lpUPPaGBctomASNSJeH/Y6fn/H77EwdyH2X9mPouoiVJmrGmReBQhIjk62O7G9ufh/Of8vZJ+d1joNS8ct9ThoTW+bjs2/2KyoJ4wZXTIQp4lDlcl+c0CdWRf2/dAZoBPVEjUiFmcstrv0/NQbp0Jn1OGjYx+5/Sg3RhUDvUUf1o9+A617i+7I6JIBo9mID4996PPxUsQUj1eyCzeiRsSM1Bkuu7nkV+QHaUREsiQxCa8MeaXue0fzPqzziLYVbIPZYka8Jh4bz28Mu17t4UQraL0Kzq3cKYUKJlEjIrVVKvZe2etwm/Vn1jNAJ4oUrmqRZ948ExNWT3BY56xVaTEjdQZm9J9RdyGyHquipsIvQWi4EyDgvh734fd3/L5B7eKorqOaPEb1RLKYjEUZi0L+SDMYpt40FSvyVjjt5sI6dAo1R0GdvXlEj15/1GFHGfLdr2/5dcSdG1tEt3D6/qGrh6A36cP252YNOpGH7HX8sNdf3B57tXzNSbw2Hu+Ne89h/aPtDY11nkBBZQE+/OlDhyUd0epoPNX/KZd/95HGVTcX1qFTuGmccR/aYSje2v9Ws65tj1ZF44mbnsDyI8u9PkbL6Jb4/qHvI+5cEA790BXRZjEcMEAnf3F3BT9X+7aNbQuj2YjM85k4dPWQyxX++rbsizaxbVCkL4IgCWgd0xqtYlshKToJh64ewoGrB3z+2fok9UFpTSkEQcCQDkMwL30eTpedxtNZTzeZRCtAQPu49riuu+507Cqo8L93/C8m95ns1UUi73oe5mTPaTA/oPHTiubGnUWLQn1xIvKHUn0pFuYuxI6CHbhSfcXj/aNV0Q5X5lSye7rfgz8P+TNEjVjX/GDnpZ115+aMzhkul723ri7qyaTQcKE36XHnZ3c6bVEZ6qYBnCRKFGS+1OPZ23dKvykN+hEXVhXiePFxFOmL0Dq2NR7s/SDu63mfy0DUeiHLKcyBwWyAWqVGQWWB26sFzrp5Fube1vSEny6mY9sj2+rqRgFgeMfhdQt8WPskLz+yvElnghbaFlg6bqlPF4jUVqn47sHvFDVJKdTcmQzLOnSKBLa17XqTHutPrcfq06uhM+pwW5vb8Hza80gSkxrUtgNNz1Erj67EirwVTidYK4G9DimOmh+sHL8SczbNaTBZUoBQ1y7S20WYwoGoEfHkTU86fZJofRIbjphBJ4pwtoH/0etHsf3SdrvbJUcn47uHvvPpZO7sAkn+pTfpMeqLUU7LpZhBJ2qo8RPM40XH8Z+f/+PTMaOEKFgEC0wWk0/Hubf7vbiz050eJx98eaIb7lyVuSwYsiCkE0WZQScihxpn7O3VwVuXpvb1pO5oESnyP1Ej4h8j/4Gnsp5yuE1ydHIQR0SkfE2eYPYGxnYfi1nfz7JbBiNAwP0978fgDoMxtMNQbLm4BZsvbsZV3VW0jWmLkZ1HYnz38QBQlwi5rruO69XXcbbiLM6Xn3drXMvGLsPgDoP98zM1I4XVhU7fP3j1YNhejxigEzUzSuxpS95x1fFi3tZ5nChK5EJ623TseHQH1p9aj69OfYXr1dcdlhY6S0DYC5JzCnPszt+xilHHYMnYJUhrm+afH6aZcVXqt/rUatzf636kt/U4gR1yDNCJmqHmnHGJJK5qzLlgEZF7RI2IKf2mYEq/KX49bnrb+vk7my9uxpXqKxAkAe3i2tVl33kD7T1XCxYBwNzsuWGZqGCATkQUptyZKLrv8j4G6EQhxNK/wHFnwaJwTVSoQj0AIiLyTkaXDESro51us+bUGnz585fQm/RBGhURUfC4WrAICM+OVgzQiYjClDulShIkvLbnNQxZNQR7Lu0J0siIiIJjeMfhLrdx52mj0jBAJyIKYwPaDXBrO6NkxFNZT+HLE18GeERERMEzvvt4JGgSnG4ztMPQII3GfxigExGFsYwuGYhSRbm9/Wu7X0OpvjSAIyIiCh5RI2Jq6lSn23z282dBGo3/MEAnIgpjokbE9NTpHu0z+b+TMW/LPKw9uZa16UQU8ZYfWR525zoG6EREYW5G/xnQClq3t7+mu4as81l4edfLGPPlGORdzwvg6IiIAstVjXmNuQaZZzODNBr/YIBORBTmRI2I+3rd59W+ZYYyzMmeE3bZJSIiq4wuGdCqnCcp1p9ZH6TR+AcDdCKiCODuZFF7ivXFyL6Q7cfREBEFj6gRkdbG+WqsuYW5YZWIYIBORBQBMrpkIEVM8Xr/cOwTTERkdW+Pe52+b5JMYVXmwgCdiCgCiBoRizIWeR2kh2OfYCIiq/Hdx0MjaJxus61gW5BG4zsG6GBDREoAACAASURBVEREESK1VSoyH8zEm8PexMzUmVBD7dZ+MZoYZHTJCPDoiIgCR9SISG+b7nSbspqyII3GdwzQiYgiiHV10efTn8eK8Svc2md66nSIGjHAIyMiCixXZS4/Ff0UNnXoDNCJiCJUWts0LBu7zOk2LaNbYtpN04IzICKiABrffTxi1DEO3680VobNhHgG6EREEWxwh8FYOX6l3YtWYlQi3h3zLrPnRBQRRI2ICd0nON3mXNm54AzGR86r6YmIKOylt03Htke2IfNsZt0kqeEdh2N89/EMzokookSpo5y+n1uYG6SR+IYBOhFRMyBqREzsPRETe08M9VCIiAImKTrJ6fv7CvehVF+KJNH5dqHGEhciIiIiigjdEru53Oa13a8FfiA+YoBORERERBEho0sGNCrnBSJb8rcovpsLA3QiIiIiigiiRsSozqOcbmO0GBXfzYUBOhERERFFjPmD5rvcJr8iPwgj8R4DdCIiIiKKGEliEqb0meJ0m04JnYI0Gu8wQCciIiKiiPKHO/6AZDHZ7nspYgoyumQEeUSeYYBORERERBFF1IhYnLEYKWJKg9dTxBQsylik+DUg2AediIiIiCJOaqtUZD6YiewL2civyEenhE7I6JKh+OAcYIBORERERBFK1Ii4p8c9oR6Gx1jiQkRERESkIAzQiYiIiIgUhAE6EREREZGCMEAnIiIiIlIQBuhERERERArCAJ2IiIiISEEYoBMRERERKQgDdCIiIiIiBWGATkRERESkIAzQiYiIiIgUhAE6EREREZGCMEAnIiIiIlIQBuhERERERAqiCfUAiIgoCAzVQN7XwM8bgcorQEIHoO8EIHUyoI0J9eiIiMgGA3QiokhjqAaOfwNcPwVUFwHGauDIV4DFYLNRDnB8PfD9n4DHvwY6podsuERE1BAD9GBg5oqIgqUgB1j1CFB11b3tdSXAqoeB3xzh+YiISCEYoAdaQQ7w0WSgptTmxdrM1frngTv/Bxg2jxdGIvJc40y5NgbY/x5g0nt2nKprwLFvgJunBGacRETkEQbogWTU2QnObViMwLb/A/YuBX61ho+Yicg9hmpg17+AnQsBY5V/jllyzj/HISIinzFAD6S81Y6Dc1s1ZcDyu4ChzwJtbgRuuJcZdaLmxJoJLzkPJLQHzAbgzBb5a3UxUHwOMJQDggZQCUBNuf/H0LKb/49JREReYYAeSCe/d39byQjseFv+77g2wGOfMaNOFEkal6PEpQCJXYCiU8CedwFzTejGFp0gJwaIiEgRGKArUdVVYMUEYPAcZtSJQs02u92yG9BrNHAqu+H3x7+tnwQekwKYdIDJAOhL67PghkpAMof6p7FDAB77gucYIiIFYYAeSL3HAT+t9W5fc019Rl0tAnfMBMouAoIgH9faAcZZ8JDQHhAAlF9u+N8tu9UH/Y33580AhTN7/54lqWHmWmwB6Msbfq0qBnTX5WPEtgIS2ionux1I2li5xWLXIaEeCRER2WCAHkipk4HvXpSzaL4w64E9i+q//2ktsO4ZOXC3GADJ4sVBBSAqATBWNtw/ugXw2OfyBdtRXaxkrg9iUnrbD+qbQ+DfHH5Gf/M2gNaX15eECACunwby98sZa3MNICYCxhqg9HyjYFot12xbTCH6gRVKUAPDfssOUkRECsUAPZC0McATq4GPJskTQf3N7GErtQYkedJZYzXlwAcT5ODfXCNv5w4xGYiKAVRqeZeqq41avQmA2BKIjgNik+VAq2cGoNECJReAikKgqhCouCJvntAOiG8rb1tV3PC9xE4N97Wt5xXQ8DXrDUTjINBesFd1Vc4otu4L6Mvk7+PaALEp8j6235eck/exDQY1sUDvsUCbfvXHtn16YR2XowDUXiDaeJ/G71n/3qquNuyvL0ly7/2TWfINlZhUf6No+9+xreT640uH5GDXYpTLqrqPBC7lAGe3ARaL/PlxrYFWfYH2NwOlF+sDZIsRSO4lL4ZTWQjoSuUAUDIBKi2g1sj/jqrLAFO1nX9Tgvv/zjxmBry5f41kg58FRv+JgTkRkYIJkhSoC6PyCIKQk5aWlpaTkxPcDzbqgC1/A3b+I7ifS0RkpY0DHv+K5SxEREGSnp6O3NzcXEmSPO76wQx6MGhjgLF/BvqMk1fsC0SLNCIiq7h2QEJruS1jYieuXExEFGYYoAdT1yHA707I/dE3/Fbu9EBE5Kv49kDH24B+9zIQJyKKAAzQg00bA9z2S7lO+eMHAX1JqEdERIqmAtrfAnS7U57XEZ0A1FTI8zMcTdImIqKwxgA9VDqmA789JmfTf94IXP0JKD4d6lERUagk95S7KCW0lzskxbdhAE5E1EwxQA8lazb9tl/K35/fBXzyoNwNg4jCW3QSEN8KaNEBaH0TcPWo3OUmKhZo3Q+oqZS7Htmua0BERAQG6MrSdQjwhzP1WfVrx+WFUgLWgo6IXIprI2e0BU19djumpVxmYi03YdkJERH5EQN0pWmcVTfq6gP2ikv1va77TpBf+3kjUJ4PmE1yb2uTUe4PHpNUH1DEJAJX8oDSC/IxYxKB1jfIj9CLTgMX9yp0CXIid6iAlB6AJkb+HTAaAJjl3u0qDWAxywsViS3kbY06OwsaqeTAu93Ncsab5SVERBRCfgvQBUHoBOA1AOMBpAC4DGAtgFclSXI5E1IQhDgAEwHcAyANQGfIS4z8DOBTAP+SJMngr/GGjcYBuy1Hr3vKehNw8nv5+x4j5a9ntshfrY/ggfrtTAZ58aWq6w0f2VvMgK4YKD4nd6kRE+SFfbRxwKXcRosXkfsCuZgPAEHl+Yq07u6jjgY63QEkdweqiuSFleLaus5EJ3WVV689ld305vRUtrxYlLcruBp1wLFvfDsGOceVdomIvOaXhYoEQegJYBeANgDWATgOYACAUZAD7KGSJBW5OMZ4ABsBFAPYDOAUgGQA9wFoV3v8DEmSvI7wQrZQEcnsBUVA/WstOjQMyKxBXHwbOVgDgPJL8naAfOHXFctBna5EvlmwmOUbh4orcr95MVHevuPtQEov+fhntsjbxbVqGiBaA8PGx3f0nrWkoVeG/DTj5PeOj914nMZKecXPlF5yl47yy00/z5rFtf17atlN/jzbINX6/fWT9eNyNtbGAa67x3dnH9sxMAvdPBXkAKsekVe4tYpuATz2ORdKIqJmw5eFivwVoH8HYByA5yRJ+pfN628D+B8ASyVJmu3iGLcCuAnAl7aZckEQEgBsgZxV/50kSX/3YZwM0ImIAsmoA965uWFwbuuJtUDPUcEdExFRCPgSoKt8/XBBEHpADs7PAVjc6O1XAFQBeKK2hMUhSZIOSZL0n8ZlLJIkVQCwBuUjfR0vEREF0LFvHAfnAPDxROD05uCNh4goDPkcoAMYXfv1e0lqWJBaG1zvBBALYJAPn2Gs/Wry4RhERBRo10+63oZBOhGRU/4I0PvWfj3h4H3r2bqPD58xvfZrpjsbC4KQY+8PgH4+jIGIiFzRFbu33ccTgR9el0tiiIioAX8E6Im1X8scvG99PcmbgwuCMBdyZ5hDAFZ4cwwiIgqS2GT3t932f8CbXRioExE1Eow+6ELtV49nowqCMBnAOwCuAHhQkiSji13kD3JQjF+bRU/zdBxEROSmlN6ebW82yIH67kXA41+zywsREfwToFsz5IkO3m/RaDu3CIIwEcBnAK4CGCVJ0hnvhkdEREFzw71yS8Wacs/2M1YDH0wAWvaQ26MmdpJ73qdOZptOImp2/BGg/1z71VGNuTWd4qhGvQlBEKYAWAU5cz5akiQ3Zh0REVHIaWPkfucfTPBu/5LaXMzlg8Dx9cB/nwX6jAda9wX05UBcSsP++lwQiYicCdNzhD8CdOtU/HGCIKhsO7nU9jAfCkAHYI87BxME4TEAHwEoADPnREThp+sQud/5xxN9P5ZkBn7eIP+xJWiA5B5AyVnAYlP9qIkFeo8FUnoCVcXyyrVVV+tXomVGniiyGaqBvK/llq+XcoGqa2hQZR3XBnjsM6Cjx63Jg8rnAF2SpNOCIHwPuRf6HAD/snn7VQBxkBcqqrK+KAhCv9p9j9seSxCEqZAngp6HHJyf93V8REQUAj1H+S9It0cyAUV2HsyaqoFj6+zskCNn5Nf/BmiXCmhEQBMNtE0F9BWOA/kwzb4RRbTGv5e9RgPHvwUOfQpc3CPf2DtSdVVe6fg3Pyr6d9lfK4n2BLALQBsA6wAcAzAQwCjIpS1DJEkqstleAgBJkgSb10YB2AS5s8wKABftfFSpJEnv+DBOriRKRBRM53cBH00GzGHYpUWbABgr0bDHgVrOzrfuy4w8UaDZC8R3/xvY9U/AXOPbsScvB26e4pdhOuLLSqJ+6eJSm0W/HcBrkFsi3g3gMoB/AnhVkiR3GuN2RX3bx+kOtjkPuasLERGFg65DgBfOAt/+Hjj4cahH4xljhZ0XzXLmvuiEnJFf9wwQlQhoRUCtAQQBMBoBySiX4UgmQKUFNFFATBIadDcWVPWTYfuOB05lA9dPAdVFgNhCrrl39bVxTT5ROLAXeJ/KDkwg7kjJucAc10/81mZRkqSLAJ50c1vBzmsrAaz013iIiEghtDHAA4uAsa/Jkz6PfxPqEfmXoUz+40qZnQfD1smwvlJFASk9gMQugEkHWMz1JTxGXX0g33UwsP1toOgU0KoPcOf/AOd3Ni3hsQZQ1hsG6/7WQKrx67xBaL5sg+2E9nJz7fLLDQNv2xvPqyeA01mBC7zd1bJbaD/fhWD0QSciIpIXMXrkP3LAuP1tYNv/A2BxuRu5wWIArh2X/9g6s9n+9gBwdiuw/72mr6uj5f70nixfoooCeo4GJIv8dEFQy08IJItcD9yqrxy8xSa792TAmycEjW8q3D2Gu/MMXG0XyPkKvhzbUbba3s3X8W+Bk1nyk6DuIwFIwJktDb8/tQmovALEpMj13IVHG07UDgeaGPnvUMEYoBMRUXBpY4DRfwKGzQO2/h+w4x0wUFcQbzKbFgNwMtPx+/4oJ4hKlJ8KSKb68iGo5YnBFpPrmwpVFJDcTb4B0ZcCRgNg1gOGyoaTCrVxwOA5QMuuciY4oT1Qeh7YvRgwVtVvZ9sxqOi0HLg2fr/nKPkmpeKK/FVQAQntgPi29Tcr2hjgyhF5/LZPPaw3GGYD8NPaRmsLCECLDkByT6D9LfL29o5TdNb7bPVPa51/H84e/VTxT3z8Mkk0XHCSKBGRAlkz6jsXhv6xNxFFtvveAdLdqsj2WcgniRIREXnNNqN+7Bvg+kng6lHgxPdyZpaIyFe9xgGTl8pPLsIAA3QiIlIGbUzDtmdGXX3ArisGohOAmor6rxoRuHwYKC8A9GUAVHIGvqYcHtVPE1Hk0sYCj38td5QKIwzQiYhImRoH7O4y6oC81cDPG4HrP8v1wc4WLiGiyKOOBoY+Lz+ZU3i9uT0M0ImIKLJoY4Dbfin/Aeoz8SXnartYZNR2sbCTmdeVAFXXaw8kAac3N5z4R0TKo44GUh8EouLkEpYIaP3JAJ2IiCKbvUy8u5l5e2U2tkF8XCsgpiUDe6JA0MTKv3NaEWjdT+5cY/v7plIDvcdF5Iq+DNCJiIgc8aXMxlnW3prl65Uhl+Kc/F5eXCiuFRDfBkjqKrfLO7MFMBkAYyVgrAFqygCzUW4rGB0vt+EzGQGNtr4tn9FQ24pQXVuTXwG2sSRFi2sHxKcANZXy3JKuQ4CM+WEzoTMQGKATERH5mydZe9tynMZu90M7OFeTba1fY5PlGwNAXtRGVwwYqoCja+TVST0laID2/QExGSg+BegqgJoScAJvpFMBrXoByb3kRZCqioCqQiChA9B3gvznVHb9zWuYl6IECgN0IiKiSObtUwCre992L8C3DfQd1QDb3ixUXQUqCoHKy4DFJsMvqOTFgeJSAF2p/Jq1lMjZ51rLj2yPKVmAykKg+rr8342pY4CWneVVNd19ymBdMMlVxyB1HGCudvy+u7QtAAHyRGeTzv7P0YQARLeQs9GaKPnpSlURUHWt4YRpTSzQZyyQ2EXuiFRxWX460+YGuXQEkJ/iAPL3fSfUP/EBgB4jm27jTrmJL/8emwkuVERERESRrfFThMY3Ee6WJDW+6XD3uO7e3Li6yfF2nI72Z/Y6oHxZqIgBOhERERGRn/kSoKsCMSAiIiIiIvIOA3QiIiIiIgVhgE5EREREpCAM0ImIiIiIFIQBOhERERGRgjBAJyIiIiJSEAboREREREQKwgCdiIiIiEhBGKATERERESkIA3QiIiIiIgVhgE5EREREpCAM0ImIiIiIFIQBOhERERGRgjBAJyIiIiJSEAboREREREQKwgCdiIiIiEhBGKATERERESkIA3QiIiIiIgVhgE5EREREpCAM0ImIiIiIFIQBOhERERGRgjBAJyIiIiJSEAboREREREQKwgCdiIiIiEhBGKATERERESmIJtQDICIiIqLIoDOY8XVOPj7dex4XS6sBCOiSHIvHBnbB5LROELXqUA8xLDBAJyIiIiKfHb5Yisfe24Mqg7nB63mXyvHimjy8tCYPLWLU0BstiNKoGbg7wRIXIiIiIvKJ3mjG48ubBue2LABKdWboTRLK9aa6wD19QRYOXywN3mDDADPoREQhpjOYsf7wJWz5+SogAKP6tsF9t3RgRomIwsa7m0+hosZxcO5MlcGMJ5bvwb6XxvK8V4sBOhFRCO07W4ypK/ZBZ6y/sH175Armr8vDh9MHYED3lBCOjojINb3RjH9vOe3TMcprzHh38ynMG9fXT6MKbyxxISIKkX1ni/CLpbsbBOdWOqMFv1i6BztOXgvByIiI3Lf+8CUYLZLPx3l362no7ZwPmyMG6EREIaA3mjF1xT6X2z3+/j78cKwwCCMiIvLOmoMFfjmOySxh/eFLAIDiSgN+9/lBDHg9C7e8+h3u/ed2rNp7vtkE8AzQiYhC4N3Np6AzWtzadvqHB/D+9jMBHhERkef0RjP2ny322/HW5BZg1d4LSPtLFr46eAlXKwwo09VPKL3lz99h39kiv32eUrEGnYjIz1xN+tQbzViy1bN6zQUbjsFgNuPpkb0DMWQiIq/4q7zFateZIuw64zgArzFL+MXSPfhkxgDc2bu13z5XaRigExF5qLjSgDc2HMXWk9dQoTc16OfbpoWIZz7JgcFcf8FqPOnzu6NXGrzvrr9lnoBWrcLMYT39+eMQEXltxY7QPN17/P19+PWw7pg3rm9Edn5hgE5E5CadwYw/rfkRqw9eavC63lT/+NXhvrWTPr+cNRi7Tl/3egx/2XAc/dq1iOjMERGFh39vPoljVyqdbtO9VQxu75aM7Sfk896QXq3w30OXYPJD1n3Z9rP4z94LWPXUINzSOcnn4ykJA3QiIhd0BjMWbjqBJdt8zxQ9vnwP3Ks8d2z6yv348c93RWTWiIjCw/LtZ/C370643K5PmxZ466FbG7x2pUyPXaf9U0ceqT3UOUmUiMiJfWeLccufv/NLcA7I9ZNGL8pbbBlsOh0QEQXbjpPX8JcNx9zadsyNbZu8Num2jn4dj7WHeiRhgE5E5IC1T7nBjxOg/OXrnPxQD4GImiG90YwnV+53a9sotYD7bunQ5PX7bukArUrw67gWbzkVUS0YGaATEdnhbp9yf9OqBdyd2s7ldvvOFkfUxYiIwsO7m0+5/RRwxbQ77JadiFo1nh7p38nuZgsiKovOAJ2IyA5P+pT709MjeuLdx9NxQ7t4p9tZAPxzk+v6TyKixnQGM1ZsP4vh//cD0hdk4bFlu3GlTAedwYxPdp/HPe9swy2vfoeBr2/CH746jNJqAwA5cfHuFvdaxL50Tz+nk9mfGdULWjWz6I5wkigRUSPe9Cn3B7VKvmgBwPQ7e+D3X/3odPt3t57BqH5tcUf35GAMj4giwL6zxfjle3sa9C7fdaYYg/76A7QqwDYvUQYTvjiQjy8O5OOvk1JxuUzvVveV/x3fx2U7WFGrxgfT7sDj77t+UvnyPTfgbxuPuyw3tGbR543r6/KYSscMOhFRI972KffVwG4pdY+D3a3RfHz5nojJGBFRYFnn1ThaWMjZQ8M/rsnDYjdKSCbe2sHtBdXu7N0af53U3+H70WoBX8wahBnDeuDHV+/C6L6tXB5zybYzEXFOZIBORNSIu33KNQKwYurteGZkD2gaBdMqQf7jiUlp9Z0N3K3RrDFL+NOaI559EBE1O/6YV+Mqb6ESgDcfvNmjYz46sAsOzR+LKbd3RNuEKCTGaJDaoQXemJSKw3++CwO6pwCQz4nvPn57k3NtYwaTBd8dveLRGJSIJS5ERDb0RjNW5xa43M52BbvRN7TFcxl98N3RK7hQVI0uKbG466Z2eHfzKfzzB/cmLWnsdDt4ZlQvvLvltMtHyl/nFmDSbR25eBERORSMeTVzR/Xyqhd5UmxUk17p9ohaNZ4Z2dPleXXXqet44Fb/tnIMNgboRBRxdAYzvs7Jx6d7zyO/TAdRo8aIvq3x4t03ICk2qsH7F0qqYLIACaIWI/u2RlKM1mWHggfTOuLFe25s8JqoVTe5IDwzqhfe237GrYviMyN6NrmwuXsxAoAnP9iHI6+Oj6iFOojIPzyZ3Okt2zk0gfTMqF7499bTTs/T6w5fwqsPpIb1+ZABOhFFlH1ni/HE8r2oMdcHxbYTnUb0ScGe0yUN3gcAnbEGXxxwr7f48D7uZapFrRofTh+AXyzd43S7FtFqhxc2d4N8YwRNjiIi//pn9gm3Jnf6Ys5I77LnnhK1akxO64jP9zs+X+uNcplLOGfRWYNORBEj+6dC/GLp7ibBt62tJ4qcvu9KlEaFu25y3afcakD3FHw5azCi1fZPt3FRanw8c5DDC5s1yHdHJLUYIyL/yP6pEO9u8c9KyI4EK3tuNaSn68mip69WBmEkgcMMOhGFveJKA2au3Ivc/PKAf9bs4T08zhLd0T0Zh/88Dqtz8/Hpvgu4VlGDNgnReGRAF0xO6+TyeAO6p2DF1Nsx/cMDTreLpBZjROQbncGMF74+jHWHLwf8s4KVPbe666Z2iNYIqDE5fipwkgE6EVHofLjzLF5Z/1NQPsuXLJGoVeOxgV3x2MCuXu0/+oa2eCitI75yMYH13a2n8YyXE7WIKDLsO1uMXy7bDWMQusVqg5w9B+Tz6cTbnJe5bD1xDXqjOWzPhSxxIaKwtXz7maAF50Dws0SN/WVSf5ctxkxmCesPXwrSiIhIaep6nXsQnDde0DNaI+C3Y93rZf7BkwNCcl50VeZSbTCHdbtFZtCJKCz9cKwQf9lwLGifF+waS3vc7eqyJrcAU27vHKRREZFSyL3O93q0z3Oje+GZUb2atIkVtWokxkRh/n+POtz3tftvCll717tuaocYrcrpBPpwrkNngE5EYWff2SKX9dj+FursuZU7vdH3nS8O60e7RORYcaUBb2w4iq0nr6GyxlzXIvbFu2/An9flQedB6lzUqOpK4ux1PPnVkG7o0ToOMz7c36DeO1oj4P2pd4R07QVRq8bIvm2wMc9xljyc69AZoBNRWPHHaniectYGMdjcyaJby1yYRScKT7ZBeIXehCiNGl2SY9EtJRbfHGkYkFpbxLrbJtbWxzMGuryRv7N3axx+5S67GfZQ69M2wWmA/sPxq2GbrGCATkQhUVxpwP9lHsPec8UoqzZArVajfQu5s8mE1PbY8OPluoWEjGap7gKVHBfl0Wp4agAQHC9RrREAQRBgdJCRdtUGMRTcyaKzzIUoPNmb+K43mZB3qRx5l/zTqSpKLeCTmQNxR/dkt7Z3lGEPtR6t45y+X2OyhG2yggE6EQVVcaUBv/5oHw5cKGv0jgnXKmrw45o8vLgmr8l+1guUJx5K64i/TOoPAFidm4//7D2Pi8XVAAR0SY7FYwPlNoeu3ldScA7IF8sB3ZOx63SRw20OXCgJ28wRUXP1780n8bfvTgT0Mybe2gFvPnhzRJwb7rqpHaLUAgxOVhUN12QFA3QiCriCEh1+89lBHLpYAg+S317r3ioWa54ZiqTYqLrXXLU49KUFYihMuq2j0wDdYAr/lfSImgudwYzff3moSfmKv62YejtG39A2oJ8RTKJWjdu7OU9WhOucHL+1WRQEoZMgCCsEQbgkCEKNIAjnBEF4RxCElh4eJ7l2v3O1x7lUe9xO/horEQWHzmDGtBV7MfRvP2D/+eAE59FqARufH94gOI9E993SAdGNe6M1suvU9SCNhoi8UVxpwPQVe3HD/EwG516adJvzJES4tp71S4AuCEJPADkAngSwD8A/AJwB8DyA3YIgpLh5nBQAu2v3O117nH21x80RBKGHP8ZLRP5RXGnAS2uO4Jfv7cHLa/NQWm2oe2/7iWu4cX4mtpwIbpD4icLqxQNF1KpdXmzXHCyA3mgO0oiIyF06gxnzPj+ItL9k4YcgnCNfuqdfRAbngJys0LpYH2KNiwXelMhfJS7vAmgD4DlJkv5lfVEQhLcB/A+A1wHMduM4bwDoA+AfkiTNsznOcwAW1n7OeD+NmYic0BnM+Donv26ipsmCunZeT4/sid9/cahBHfnO00X4eM95pHdJQpuEaGw8Whj0MWf0a+32pKdI4KqDgYHdXIhCwtqFZfvpIggAhveR2yAmxUYFdZVPAPjf8X0wc1jP4HxYCIhaNe5wMScnHMtcBEny7V9IbVb7NIBzAHpKkmSxeS8BwGUAAoA2kiRVOTlOHIBrACwA2kuSVGHznqr2M7rVfsYZL8eak5aWlpaTk+PN7kQRq3EwrjNYYArSxcOfDs0fG/GlLbbWHSrA858dcrrNwG7J+Hz24CCNiKh5sG2DWK4zNnjPZHHcNUqrQlBK/az+d3wfPD3SvRVBw9mXBy7i91/96HSbtx66OejJivT0dOTm5uZKkpTu6b7+KHEZXfv1e9vgHABqg+ydAGIBDHJxnMEAYgDstA3Oa49jAfB97bejfB4xEQGQVjP0EQAAEqVJREFUA/M3vz2Gm+Zn4qV1eTh6pQIVNeEZnP91Uv9mFZwD9R0MnNl7rhj7zxYHaUREkc22NOWrg5dwrdKIGjMa/HHSUMTvwfmQ7o6n+b12/43NIjgHIrPMxR8lLn1rvzrqC3QSwDjIpSvZPh4HtcdxShAERynyfq72JQo31n7iORdKERulxsN3dK5rDejqMevj7+2BwUkv7XCgEYCV0weEdEW7UBG1aswe4XzRIgB4dNluHHi5eT1dIPJV4yeLeqMlqNlvq3lje6FVvIiP95zDuevVUAkCUjsmYuEjt6JdYgxKqw14/dufsL22lt32PN9cRGKZiz8C9MTar42bGqPR60lBOg5RxGl8oTCY5KuEvUeph/PL8OKaPKgg14vZsq42F+zHrM4M6NYS/3z0Nvxw/Cr+s/c8LhQ1XJjosYFdcHf/9vj2yOWw6VMeTO4sWmSSgNsXZGHVrwdhQHe35uwThT3b82Z+mQ6iRo0RtXNoFmefxNaT11BZY66bW/Pi3TcgWqPG1zn5WLHjDM4UVYf6R8DL99yAGcPk/hiO2sAmxUbhrYduDeawFMlV69lwW2E5GH3Qrc8cfE3TuX0cR7U+tZn1NB/HQeQ22wvExdKmgWV1jdlhhtu6/8JNJ7Bs25kmwbYr/7+9O4+VqzzvOP59Zu7m3WAMxlu8YTAQuVUNFChgG7GlIVApLIpCgUAIcVpQA0ob0kCo6B+JSqJAQ+OUsARQFEhQiJIiSjBmN1vashmMwSvEeCF4wfde3+XpH+eMfTzMzJ25c87MmZnfRzoa3bP7Pn7fee573vO+pfavd3I+urONz3x60n7/1mYbp7xWypm0CIIk/fylK3jgK8e31Iu00no+3LWHa+//n0+MjrKd/r2NFFHdfb0F19dTKz8ZHK6z50/mugdfLTorNDTWpEVxJOi5lu1xRbaPzdsv6fOI1FSx1u1BL5wIv/b+Dq4rMltm7kti0tgOxnZ1sGrzrqRvv6ayBnfrSyd2Q7UcRV300+f53xtOb+mnDpIOubrzFy+uZ8uuXg4e08mFx07nrKMP5Xev/PETLd/5jRe/enkj961Yy7tbd9E3AGaAQyMPLDp5XBd/t3hOyz8ZHI5yurk00gzLcSTob4WfxfqG595QGGru2rjOI02oVF/qoeQn0H0DTlvGaMsYfYNO/8DQzcnuYVcSh472DDMPGsW5fzaFZ9/ZwvJV5SVGldi0Yw+bduwZescG0kzTS6fN2fMnc/1Dr9FdxqORnv5Bbnt8NV8//fAh9xUpplhyHU0sCzVe5OrSQf/k4/BNO3p5pUDjRbTlO2uQsSJPARv4dZr2LNx5iRovqtVMMyzHMczibGA1pYdZzAAThxhmcTSwGQ2z2JS69wzwyOub2PDhbqZPGMkZR03aL1HLTQX/+vsf0dvvZC1sDaH0kFVZg7YCYxGV+hKQ+I1qz/BxkeRQj2pr44U12zh/6Yqy9s1m4PUbz9QfSw2kWH/qfzhtLo+9sbnk+kLd67ras0Wf/kXl6lL3oE7OWlCnlvpbsC2sv+vdla5RXLBgKjeec7TKYwx6+gaY/51H6C0xlM5Vi+fUrIGimmEWq07QAczsEYKRWopNVLTU3a+MrD8CwN3fzDvPUuAK4Pvufk1kfW6iokfcfdgTFSlBL6xYxZ9roS7VChKttK3ICEfFunq0WZAo9A2U7i8t9ZEF2rLGxDFdfPnkmZxx1CRufvQtnnhzMzvzXqwaP7Jj70gCT761hZ7+QaYdoJc4a23Zyg/40t0vlbVvLb+kWkGpcbFLKacuLVaHViNLY3cFSZugvtz3cyaTYXRnG9MPGMnW3b2s29a93/5mcOoRB/Nv581vqdFWauGr975ccgK3s46exH98seJ8eVjSkKDPBp4lmE30IWAlcBzBmOWrgBPcfVtkfwdwd8s7z4TwPHOBZcALwDzgHILW9RPc/Z0q7rOlEvRoYr3uw1109/knvgSGqvgLjQQize2Kk2by9dMPV1LdoH727Fqu/83rQ+7XSq3o5bQUl6tQQj3gpce+luZV7hPCnr7gKfL6bYWfIkt8fvDoKn742NtFt3e2Zfi/Gr2HU02CHssoLu7+jpktAP4FOBP4DEHXlluAG929rFky3H2bmR0P3ACcC5wEbAPuBK539/S8Yp0SxVptSibeFXyZKDlvHZ1Z457Lj9MwfA3ub0+YwdQDRgzZkj4wCEvueYnbLlrQsIlCOa3WA4MkN/GWEvOW05GBro62iod57WrPNkS/52Ywa+Koktt7+wcbYrjF2IZZdPcNwKVl7lt0uqcwmb86XJrCcB59lvPYs1TfbGl+7QaZTPAodVRHllFdbXzc3c/O3n3/xzKZDGO62jl+9gT+tHsPT7+9lfwRqGZNHMXlfzVTXVGayOJ5h7Bk4SxuW176dZ1lq7ay4Kbfc9/lxzF/WrxTTCTV5cPMaM9myBhs71EnDUnelPFdfG2RRlZpFLkZlveUSJAaYbjFWoyD3tJ++dIGrv3lK9WdRK00EsoAVy6cxVWnzh3WF4Ues7aOq06dy0+eXFNyAiOAXb39fOmuF3nmnxbH9n8hlnoPitR9Tk+/EnMp35TxXVx64gze+OMOnl61Zb93aJYsnM2Plq/miTc3sz38QzLXsLHw8NabkbMZdLVnWTCj8YdbVIKeoI9274nnS0oaTq5128z2zoh53oKpANz/0gbWbQ3eCTBgZGcbp8ydyPaePp7Mm1gjJ64WHD1mbR1d7VmWLJzNLctWD7nvto/3xDb0mOo9qZcMwahe2WxlCbZm4Ww+zTDcohL0BN383xqyPa1GtBmdbRn6B52+MsdB7x8s3Se/3CT64hNmFt3W0zfAg3/YyC9e3EB33wALPnUA3zjzCLXgyLAsWTSH25a/M2QrOsD6mKY1V70npbQBbkGdmsnAiPYs0w4cyWGHjGHVBzvY+OFu+gZ8b8PGuX8+eW/L9/ZIV6lo44dGi5J8Z8+fzLd//Ro9JV4Ij6vOS4oS9AS9u6W5ZoGspUJDVuX6UgM8t3r/yjpftB9r7kvgUxNGVV2R5xLo+55fx8Y/FZ7hrhpd7VlNaS+xqaQVffqEkbFcU/VeY8s9/csp9k5ALkGeesCI/ZLr6Ag5SqKlXrrasyxZNIfvP1q8wSCuOi8pStATNGviaJ4pc/rtRhNtBRlqHHQIKurc7J2FWq0bpc+fEmhpNEsWzeHOZ9aws7d4v+0Jozo446hJsVyvmeu9ShSbRC1fuXNKRJPdaKvyjp7+/da/+t52lq38gN17BuloC2Y9vuCYabRnMyxbuZmVm7azvbuPvv5BJdDS1K44eRZ3P7eWbbs+OSv3QaPjq/OSogQ9QdecPpd7Vqyr923sxwimSY5+CRSr+HMt1KrERRpXV3uWey//S75w+wo+LpCkj+5s445LjomtTKex3iskv6W4XMUS6kZoZFDDgrSSrvYsd1x8DJfd/SJbI0n6QaM7+OnF8dV5SYlloqJGUY+JimIbzaBM0VYbJdYikpPrnvXzF9azZWcvB4/p5MJjk6kXal3v5RRqtXYP3h3J2r5ZcS84ZrrqQpEWUc/Ry+o+k2ijqNdMorkp0KPDOA2l3MeejdBqIyKtZzj1HpQ/DvqYzjYymQxdHRmOnXGgXqYWkdSp+0yiUtr4kR0axklEWorqPRGR4RtGDzwREREREUmKEnQRERERkRRRgi4iIiIikiJK0EVEREREUkQJuoiIiIhIiihBFxERERFJESXoIiIiIiIpogRdRERERCRFlKCLiIiIiKSIEnQRERERkRRRgi4iIiIikiJK0EVEREREUkQJuoiIiIhIipi71/seasbMto0YMeLAefPm1ftWRERERKSJrVy5ku7u7g/dfUKlx7Zagr4GGAusrfOtSPWOCD/frOtdSJwU0+akuDYfxbT5KKbJmAHscPeZlR7YUgm6NA8zexnA3f+i3vci8VBMm5Pi2nwU0+ajmKaP+qCLiIiIiKSIEnQRERERkRRRgi4iIiIikiJK0EVEREREUkQJuoiIiIhIimgUFxERERGRFFELuoiIiIhIiihBFxERERFJESXoIiIiIiIpogRdRERERCRFlKCLiIiIiKSIEnQRERERkRRRgi4iIiIikiJK0CVRZvZ5M7vVzJ4ysx1m5mZ2b5F97wq3l1oeyztmqpl9y8weMLPVZjYY7jenxD0NdZ0j4v49NJMaxPREM/uemb1oZlvMrNfM1pjZ7UPEdYSZ3Whmb5lZj5ltNrP7zWxe3L+DZpPGmKqcVqcGMT3ZzO4xs9fMbFtY5taY2W/M7NQS96VyOkxpjKnKaXLa6n0D0vT+GZgP7AI2AqUK66+BtUW2XQTMAh7OW78AuAlwYA2wHRhf5r39EPiowPqtZR7fqpKO6a+AicCzwH1AP3A8cBlwoZmd5u7PRQ8ws07gUeBE4CWC2E4DzgP+2swWu/vzZf77WlHqYhqhcjo8Scd0cbg8DywDPgamA58Dzjazm9z929EDVE6rlrqYRqicxs3dtWhJbAEWAYcBBiwkSKTvrfAc44HdQC9wUN62qcBJwNjw5+XhNeaUON9d4T4z6v37acSlBjH9R2BygWOuC6/1aoFt3wy3PQBkIuvPCde/Hl2vpSFiqnKa7ph2FTlmCvABMAAcmrdN5bT5YqpymtCiLi6SKHd/3N3f9rAkD9NFwAjgQXff769xd9/o7k+5+46qblTKVoOYftfd3y9wzHeBbuBoM5uQW2lmBlwZ/vgNdx+MnOsh4CngSOCUKu63qaUtplK9GsS0p8h13yN4UpIhaKUFVE7jkLaYSrLUxUUawZfDz5/EfN6zzGwsQavAamCZEv2aGU5MnaBrBAQxy5lN8Bh2lbuvKXDcwwRPWRYDj1d4n1K+OGMapXJaPxXH1MwOBo4jaKF9K7JJ5TQd4oxplMppzJSgS6qZ2fHApwkq9bgr7dvyft5pZt909x/FfB2JqCKm5wFjgBXuHu3reHj4uarIcW+Hn3MrulEpWwIxjVI5rYNyY2pmC4DPEuQTUwn6K48F/j6vhVbltM4SiGmUymnMlKBL2l0Rfv5njOd8EvgvYAWwGZgM/A1wA/DvZtbn7nG31ss+FcfUzGYCtxK0tl6Tt3lc+Lm9yOG59eW+PCyVizumoHJab+XGdAFBTHJ2Ape6+z15+6mc1l/cMQWV08SoD7qklpmNA84H9hC8iBILd7/D3e939/Xu3uPu77r7zcAXwl3+1cyycV1P9hlOTMPHqw8TjAJytbs/W+llw89q+m1KEUnFVOW0fiqJqbv/2N2NoF/zkcCdwM/M7MeVXjZ3ygqPkzIkFVOV0+QoQZc0+yIwkgIvsyTB3X8LvAccRFApSfwqimmYyC0jeDx+tbvnP0aFfS1v4wpsg+DRbHQ/iVcSMS1K5bQmKq57w+RspbtfDSwFvmJmn4/sonJaX0nEtNSxKqdVUoIuaZZ7mWVpDa+5JfwcVcNrtpKyY2pmhxIMm3kk8DV3v6XIrrmXlor1XT0s/CzW91Wqk0RMh6Jymqxq697c+NoLI+tUTusriZgOReW0CkrQJZXM7DiCCRlWufvyGl1zHMHED07xCR5kmCqJqZlNBZ4giMeVQ7SyvgOsB+aG/ZrznRV+Lqv4pqWkBGNa6jwqpwmKqe6dEn72R9apnNZJgjEtdU2V0yopQZe0yr3MEuvLJWY2yQpMLW5mown65XUBv3f3TXFeV4AyY2pm0wkSudnAZUO9YBSOCZzrG/k9M9tbr5nZOQRDt70RnlPilUhMVU7rqtyYnhIta5H1s4FvhT/+Lrde5bSuEompymmyrLrx7kVKM7NzgXPDHycBZwDvEkxKAbDV3a/NO2Ys8D7QDkwZqr+cmd0V+fFM4BDgQYI3zwFud/enw30XEoyx+xywkuCt8ynAaeH9vQsscvf1Ff5TW0bSMTWzNcAM4GXgt0V2u8vd10aO6SRoeTuBYArxxwjGXD6P4KUoTSFeQtpiqnJavRrE9COCqd2fBzYQjAo3m6AObgNudfer8o5ROa1C2mKqcpowT8F0plqadwG+Q/CIq9iytsAxXw23/bzMa5Q6vwOXRPadRtAH7w8E/eP6CF5KeoGghWBMvX9naV+SjmkZ8XRgYYHjRgA3Eoyn3BvG9wHgyHr/ztK+pC2mKqcNEdOrCVpT17Fv6vj1YZk7o8RxKqdNElOV02QXtaCLiIiIiKSI+qCLiIiIiKSIEnQRERERkRRRgi4iIiIikiJK0EVEREREUkQJuoiIiIhIiihBFxERERFJESXoIiIiIiIpogRdRERERCRFlKCLiIiIiKSIEnQRERERkRRRgi4iIiIikiJK0EVEREREUkQJuoiIiIhIiihBFxERERFJESXoIiIiIiIpogRdRERERCRFlKCLiIiIiKTI/wNj91puPWZpHAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 248, "width": 372 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "plt.plot(tpf.time, dm.values + np.arange(5)*0.2, '.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: the `DesignMatrix` object provides a convenient `plot()` method to visualize the vectors:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 392, "width": 691 } }, "output_type": "display_data" } ], "source": [ "dm.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now detrend the raw light curve against these vectors. *Lightkurve*'s `RegressionCorrector` will use linear algebra to find the combination of vectors that makes the input light curve **closest to zero**. To do this, we need one more component; we need an \"offset\" term, to be able to fit the mean level of the light curve. We can do this by appending a \"constant\" to our design matrix." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "dm = dm.append_constant()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "regressors DesignMatrix (1190, 6)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a design matrix, we only need to pass it into a `lightkurve.Corrector`. To use our design matrix, we can pass it to the `RegressionCorrector`, which will detrend the input light curve against the vectors we've built.\n", "\n", "Please consult the [RegressionCorrector page](../api/lightkurve.correctors.RegressionCorrector.html) in the API docs for the full details on the methods and features provided by this class." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "corrector = lk.RegressionCorrector(raw_lc)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RegressionCorrector (ID: KIC 8462852)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To correct the light curve, we simply pass in our design matrix." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "corrected_lc = corrector.correct(dm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the results" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "ax = raw_lc.plot(label='Raw light curve')\n", "corrected_lc.plot(ax=ax, label='Corrected light curve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown above, the scattered light from the background has been removed. If we want to see a more in depth look at the correction, we can use the `diagnose()` method to see what the `RegressionCorrector` found as the best fitting solution." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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u89EwWFA0w4CzcuVKhYSEODoNDALBwcG69NJLdemllzo6FQAAcBb7cF+2nAwG3XnhGNu5GxOH6o7PM/TTydM6LybUgdkBAAAA/Su/2qxpYe59Pk6wr6e8XaTM/91DDbAHJ0cnAAAAAAAD2eHCKo30c5K/p5vt3C/PGyUfF6v+Z9cJB2YGAAAA9D9jTaOiAjz6ZaxwTydll5n6ZSwMDhTNAAAAAKAXjpXUaUxwyw8FfLw8NGuIqzallzgoKwAAAKD/VZosqrZIwwI8+2W8CB8X5VbW98tYGBwomgEAAABADzU0NCqzokHjwr1bXVs4OljHyxtUUFHrgMwAAACA/nfCWC5Jign27ZfxovzdlV9l6ZexMDhQNAMAAACAHjqaXyJTo0GTIwNbXbtycrQk6V/7M/s3KQAAAMBB0v+3aDYyzK9fxhvm7yGjqVFWq7VfxsO5j6IZAAAAAPTQ3swiSdJ5MaGtrsVFhWq4t7ThaEF/pwUAAAA4xMmiShlk1cgw/34ZLzrER9UWg4oqqvtlPJz7KJoBAAAAQA8dyCmVr4tVMWEBra4ZDAbNjvLW9uxqnnwFAADAoHCqpEYBbpKPV//saTYqtGlG2/H80n4ZD+c+imYAAAAA0EMnS2oU5eMkJ6e2/2u1OD5cp01WHcou7ufMAAAAgP6XXV6rMM/+KzvEDml6eO1EUWW/jYlzG0UzAAAAAOih3AqzIrxd271+RWKMnA1W/etAVj9mBQAAADhGfmW9hni79Nt4I4J85KSmZSEBe6BoBgAAAAA9VFBt0VA/t3avB/l6aVygizYfL+rHrAAAAADHKKiyKLKDv4/tzcXZScEeBmWXmvptTJzbKJoBAAAAQA9YrVadNlk1LMCjw7i5Mf7aW1ivektDP2UGAAAA9D+r1Sqjyaph/v2zn9kZQ7yclFNZ169j4txF0QwAAAAAeqCgvEb1jdKIIO8O464YH6maBmlTSk4/ZQYAAAD0v6JKk0wN0ojgjv8+trcIXzcVVFl63c/n25J0x1826M3NB+2QFQaq/ltcFLCT5cuXy8Wl82/dNWvW9EM2AAAAGKzSC8slSSND/DqMm5cQJT+XQ/r8UK4unTiiP1IDAAAA+l16YZkkKe0ft/MAACAASURBVCbEt1/HjfJz1yFjba/6KCmr0G++ylWVxaB3j2fpvNERmjwizE4ZYiBhphkAAAAA9EDG6QpJ0qiwjotmrq4umjHETVtPlvdHWgAAAIBDpBU0Fc1ihwT067jDAz1UZLKqoaGxx32s/f6IyswGfXf3DAW5G3T7+/vU2Njz/jBwMdMMA87KlSsVEhLi6DQAAAAwyJ0srpKLwaphwR0XzSTpktggPbC1UPuySzVlWGA/ZAcAAAD0r2PGCnk4WRUT6t+v444I8pbFatCp4krFhHV/7MbGRr17qEhTwj01e1SYVi8ZpZs/OaHVX+zRQ1ed3wcZ42zGTDMAAAAA6IHs0lqFeBjk6tr5s4j/54I4hblb9f99eagfMgMAAAD634miGkV4O8nJqX/LDqNCm5aDPHG6Zys7HMnM16Eyg+6YMVySdNPssZo/wker9pxWaRmrRQw2FM0AAAAAoAdyKuoU7uXcpdigAH/dPsFPX6dXaNfJoj7ODAAAAOh/mWUmDfdz7fdxR4c3LQd5sqiqR+3f35spF4N043kxtnPPXjVJxjqD1u1IsUuOGDgomgEAAABADxirzQrz6vqK9w8tSdQoH6tufHuPqkz1fZgZAAAA0P+yKy2KDvDo93HD/Lzk4WxVZnF1j9p/eaxMM4a4K9DLzXZu+vBAjQ5w1fuHT8tisdgrVQwAFM0AAAAAoAdKahsU5t31J2mDAvz19o2TlVPdoGe/OtCHmQEAAAD9q85skdFk1ehQn34f29nZWaHuBmWX1Xa77amiCiWXNuiqcaEtzhsMBt02fbj2FEnHTuXbK1UMABTNAAAAAKAHSuqsCvN171ab2fHDtXiEp/6cVChTPU+sAgAA4NyQll+qBqtBceF+Dhl/iLezcirqut3us/0nZZVB108b2eraHbNGqVEG/f2nTDtkiIGCohkAAAAAdJPJbFGVRRri2/3lZ/6/S8apuE76y/fsjwAAAIBzQ0puiSRpXGSQQ8Yf6uOqvEpzt9ttTD2tUb4GRYf6t7oW7uuuOZGe+uhouT1SxABB0QwAAAAAuim7uGmT8aEBnt1uOyN2qOL9DfpXcqG90wIAAAAcIjm/TK4Gq2LDAxwy/rAADxVUN3SrjdVq1c68Ws0Z0f7suFunDlV6pVU/nijobYoYILq+azUA2Nnhw4e1fPlySdKNN96om266SXl5eVq/fr2SkpJUUlKi6upq27Xm8vPztWHDBh08eFBGo1E1NTXy8fHR8OHDNWPGDF188cXy8Oj8yW+j0ahPP/1U+/btU1FRkdzd3TV06FDNmzdPixcvlqurq+644w4ZjUaFhYVp7dq1rfp46aWXtGXLFknSW2+9pfDwcO3atUtbt25Venq6SktLZbFYbNd+7scff9T27duVmpqqsrIyNTQ0KCAgQGPHjtXChQs1efLkDu+hsbFR27Zt07Zt25SRkaHy8qanX/z8/OTv76/o6GhNnjxZ06ZNk49P63WlzWazNm3apN27dyszM1OVlZVycnKSv7+//Pz8FBsbq8TERCUmJnb4nh45ckRbtmxRcnKySktL1dDQoMDAQMXHx2vOnDmaPn16h/fx8/fZbDZr48aN2r59u3Jzc1VeXq6QkJAWX4Pe3jsAAD2VW3qmaObVo/aLRvpr7aEy1Vsa5ebCs4wAAAAY2A7lVyna11muLs4OGX9EoJfKzWWqqbfIy61rZY9dx/NVWi8tGRfRbswN00frni9P6J2dxzV91BB7pYuzGEUzAGeNrVu36vXXX1d9fX27MY2NjXr33Xf1ySefqKGh5dMjZWVlKisr06FDh/Tpp5/q8ccf1+jRo9vta8eOHXr55ZdlMpls5+rr65WWlqa0tDRt2rRJK1as6NY9WCwWPfvss9q5c2ensUVFRXruueeUmpra6prRaJTRaNR3332nWbNmadmyZW0WrCoqKvTUU08pLS2tzf6Liop04sQJbd68WbfddpuuvfbaFjEFBQX6wx/+oNzc3HZzSE9P1/r16/Xoo49q9uzZreLq6ur0yiuvaNu2ba2uFRYWqrCwUN9//70mTZqkRx99tEvFq8LCQv3pT39SVlZWuzG9vXcAAHojp7RakjQsyLdH7a+ZFKXX95dp/ZFsXTV5hD1TAwAAAPpdarFJ8cHd2+/XnkaGNv1dnl5YponDQrrUZmNKrlwMVl0yYXi7MV4ebpo73FvfpJfJYrHIxYWSyrmOrzCAs8LRo0f14YcfymAwaMGCBRo3bpw8PT1VUFCg4OBgW9xLL72k7777TpLk7e2tCy64QLGxsfLx8VFZWZn27t2rpKQkFRUVafny5XrppZcUGRnZarzDhw/rhRdesBXexowZozlz5igoKEilpaX64YcflJaWpueee65Vca4jb775ppKSkhQWFqb58+crKipKFotFx44dk6urqy3u9OnTevDBB1VS0rTe84gRIzRr1iwNHTpUTk5Oys3N1datW5Wfn6+dO3fKZDLpD3/4gwwGQ4vxXn/9dVvRKCQkRHPmzNHQoUPl4+Mjk8mkvLw8paamKiWl7T1TnnvuOVvBLCoqSrNnz1ZYWJi8vb1VU1Oj3NxcHTlyRMePH2+zfWNjo/70pz/p4MGDkiR3d3ctWLBA8fHxcnJyshWtKisrdfDgQT322GNatWqV3N3b/yPKbDZr5cqVysrKUlxcnGbPnq2QkBBVV1e3KKL19t4BAOiN/PIaSVJUUM9mMl8YH6Vgt8P6/FAORTMAAAAMaGZLgzIrG3TdWMet8jPqf5eFTC8s73LRbEdmqeICXOTr2XGx71fnRes3HyZrT2qmZo9v/wF9nBsomgE4Kxw4cEABAQF66qmnFBMT02bM+vXrbQWziRMn6uGHH5a/f8tNOi+77DLt3r1bzz33nGpra/XKK6/o+eefbxHT0NCg1157zVYMu+666/Sb3/ymRUHqiiuu0Hvvvad//OMf3bqPpKQkzZw5Uw899JDc3Nxs5xctWmQ7tlqtev7551VSUiKDwaDbb79dV111VauC2C9+8Qu9+uqr+u6777Rv3z5t3LhRixcvtl0vKyvTnj17JEkJCQl65plnWhTmmisvL1dFRUWLc8ePH1d6erok6YILLtBDDz0kJ6e2l4cyGo2yWq2tzv/rX/+yFcxCQ0P19NNPa+jQobbr8+bN07XXXqsVK1YoKytLmZmZ+tvf/qa77rqrzXEkqbS0VKWlpfrNb36jX/ziF23G9PbeAQDorYKKOvm6WOXp7tZ5cBtcXV01Jcxdu06xqTgAAAAGtkM5xapvNGjq8CCH5TA6vOkzwhOnu/YZkNVq1X5jna6M9e809ppJw3XnR8n6aH82RbNBgKIZ0As19RalGqscnUaXxYf5dHlNX0f43e9+127BzGw264MPPpDUNKvoiSeekKenZ5uxM2fO1LXXXqsPP/xQR48eVVpamuLi4mzXd+/erfz8fElNBZefF8wkyWAw6Ne//rWOHDmi5OTkLt9DcHCw7r///hYFs5/78ccfbUsyXnnllbr66qvbjHN1ddV9992no0ePqrCwUJ999lmLollBQYEaGxslSXPnzm23aCRJ/v7+rQqMZ94DSVq4cGG7BTNJCgsLa3XOYrHos88+k9T0fj388MMtCmZnBAYGavny5brnnntkNpv1zTff6IYbbpCfX/ubrM6YMaPdgpnU+3sHAKC3CitNCnQ3dB7YgVnRAXp6R6Eqa+vl69mz4hsAAADgaD+dPC1Jmj4y3GE5eHu4K9BNyiqp6VL8kewiFddJ88e0/szr53w9XHR+pJc2ZVapsbGxw8/QMPCdvZ+eA+1Yvnx5l9aOXbNmTZ/nkmqs0tSXWu/jdLZKWnahpkQFODqNNoWGhmrmzJntXt+/f79tKcPLLrus3YLZGQsWLNCHH34oSdq3b1+LotmZGUpSU9Hq5wWz5q688spuFc0WLVrUaW6bN2+W1FRo6myfLVdXV82ZM0f//Oc/lZOTI6PRaCtgNd/j7MSJE13O8Yzm7dPT0zVt2rRutU9NTbV9TcaPH6/4+Ph2Y4cOHarZs2fru+++U319vZKSkjR//vx246+44oou596TewcAoLdOV5sV5NG7Tc4XjY3SH7cbtTn5lK6exhOrAAAAGJiSsksV7G7VsBDHPrQc7uWk7LLaLsVuTM6RQVYtHt/+fmbNXTMhQg98na7jOYWKGx7RmzRxlqNoBvRCfJiPkpZd6Og0uiw+zHHrCndm7NixHRavjhw5Yjs2m83atWtXh/0134csOzu7xbXm+3NNmDChw34mTpzY4fWfGzduXKcxZ4pwPj4+tj25OlJV9e/ZjNnZ2bai2bBhwxQcHKzi4mJ9++23amho0MUXX6z4+Hg5O3f+IV5CQoLc3d1VV1enDz74QJWVlZo/f75GjRrV4dfijOa5JyYmdho/depU2/KaaWlp7RbNnJyclJCQ0GFfvb13AAB663SNRaFevfvv1MzREfJ2kTan5lM0AwAAwICVlFelcUGOXzlhqK+rcirquxS7LaNY0b5OCvP36lL8r84bqfu/PqEPkzK1gqLZOY2iGQaclStXKiSka5s59jUvN5ezdubWQNPZ19RoNNqO161b162+KysrW7w+MzvKy8ur02X7fHx85OPj06Jw1ZHO7sNkMtn216qsrNTKlSu71O8Zze/F2dlZ99xzj1auXCmz2awtW7Zoy5Yt8vDwUFxcnMaNG6dJkyYpISGhzSKYr6+v7rrrLq1Zs0YNDQ36/PPP9fnnn8vb21sJCQkaN26cEhMTNWrUqDZzOfM+SlJkZGSnuTePad725/z8/Dpc3lLq/b0DANBbxbUNSgjx6DywAy7OTpoY4qYfcys7DwYAAADOQg2NVh0tMet3iY7bz+yMmEBPfXm6rEuxewtqNXtY1ycYDPHz0MQQV60/VqoVPU0QAwKLbwI4K3RWJKmuru5x3xaLpcVrk8kkSXJ3d+9S+67GSX17H1Lre5k2bZpeeuklzZ4927Zsqclk0sGDB7Vu3To98sgjuuuuu7R169Y2+1u8eLGeffZZTZkyxbYec3V1tfbu3at33nlHv//973Xvvfdq7969rdrW1v57unvz5RLb0zymeduf6+w9PKO39w4AQG8U11kV4df1vxHac/5wfx0ptshsaeg8GAAAADjL7D1plKlBmj061NGpKCHcV0aTVeXVpg7jMk+XKbdGmjuqexMzLk8IVVKRRUXlXXu4HgMTM80ADAjNCy6vvvqqYmJietVXTU2N6urquhR/pshmD83vY+TIkXrllVd63eeIESP06KOPymQyKSUlRWlpaUpJSVFycrLMZrMKCwv14osvqqCgQDfeeGOr9mPHjtUf//hHVVVVKSUlRampqUpOTlZqaqoaGxuVmZmpP/7xj1q6dKkWLVpka9d877auvEfNYzrb962renvvAAD0RJXJrGqLFOnf+99nc2PD9OKPp7UnPV8XxEfZITsAAACg/3yXli8nWTU3rvNViPrahKggWZWtg6dOa07CsHbjNhxu2spl8fj2Y9py0/SRemZbnj766YR+u2hSr3LF2YuiGYABofmyh1lZWb0qmgUFBammpkY1NTUqLy/vcInGqqqqXs8Oa87b21uenp6qra1VXl6ezGazXF1d7dK3h4eHpkyZoilTpkiSampq9MUXX+jdd9+VJH344Ye65JJLFBgY2GZ7Hx8fTZ8+XdOnT5cklZeX6/3339dXX30lSfrrX/+qefPm2WZ1BQX9e9p9bm5up/k1j2ne1h56e+8AAHRHZlG5JCkq0LvXfc1PiJKL4Yg2p1E0AwAAwMCzK7NEI3ycFOzX+7+Ne2vy8KbPD4/klnZYNNuYZlSkl0Gjwru37c7YoYEa6eukfx7Kp2h2DmN5RgADwvjx423HO3fu7FVfsbGxtuPDhw93GHvo0KFejdWWM/diMpm0f/9+u/d/hpeXl2644QbNmDFDUtPSjqmpqV1u7+/vr9/+9re2AmVlZaVOnTplux4XF2c77sp97Nu3r822faG39w4AQEdOFTctxzI8qOt7ILTH19NNYwKctTOza3svAAAAAGcLq9WqXbnVmhnp5ehUJElhfl7yd5VSCirajWlsbNQP2TWaH+3bozFumjxEP+TV62RBcU/TxFmOohmAAWHq1KkKCGh6+mP37t1KSUnpcV9nCimS9Pnnn8tqtbYb+/nnn/d4nPYsXLjQdvzuu++qvr7e7mM0Fx4ebjtubGzsVfuGhn/vtxIfH2+bMXbkyJEOi1J5eXnasWOHpKY94qZNm9btPHqit/cOAEBbTpU0Fc1GhPTsP9o/N2WItw6ftt9y0AAAAEB/OJxTLKNJuiRhiKNTsRnh56zjxTXtXv/haLaK6qRrJndvacYz7l0wVgaDQa9uTu5pijjLUTQDMCB4eHjopptuktT0FMszzzyjgwcPdtimsLBQa9euVVlZyye3Z86cqYiICEnS0aNH9c4777QqnFmtVr377rtKTrb/L8BZs2YpPj5eknTy5Ek9/fTTKi8vbze+sbFR+/fv1z/+8Y8W5/ft26fPPvtMVVXtbz5aWlraYmZe82Utv/vuO3377bcd7keWk5Nje5/d3NwUGfnv9aldXFx0zTXXSGp6v1544QXl5+e36qOsrEzPPvusrTh4ySWXyNe3dx8y9vbeAQADQ029RXWWhs4DO3Aor1xjnt6gkX/4UrvTW/+e6oncslq5OVkV5m+fJWimjwhSfq2UX8qG4gAAABg4/rU/U84Gqy5PPHs+cxkV6KGTZe0/oP7JgWx5OkuXTRzRo/7D/Dy1ZKSP/p5cpsoaHnw7F7GnGYABY8mSJTpx4oQ2bNigiooKPfHEExo3bpymTp2q0NBQubi4qLKyUjk5OUpJSVF6erok6aqrrmrRj7Ozs+69916tWLFCDQ0N+vjjj3XkyBHNmTNHgYGBKi0t1bZt25SamqqEhAQZjUYVFxfLYDDY5T4MBoMee+wxPfTQQzIajdq/f7/uvPNOzZo1S3FxcfL395fZbFZpaakyMjJ04MABlZWVadKkSbrhhhts/ZSUlGjt2rV65513NH78eMXFxWnIkCHy8PBQZWWlTp48qR9++MG2J9sFF1ygoUOH2trn5eXp/fff15///GdNnjxZsbGxCg0NlZubm8rLy5WWlqadO3eqrq5OknTFFVfIy6vldPsrr7xSe/fu1cGDB2U0GnXvvfdq4cKFiouLk5OTk06ePKlvv/1WlZWVkqTo6GjdcsstvX4Pe3vvAICz3+r1+/Twphw5GQx65IJI/emqxB79Lr7nH3tVUVMng8Gg339ySLsfjuh1bnnlJgW5G+TkZJ9nEC8YM0T6Jkvb0nL1y5l9u4QxAAAAYC+b04s1NtBFQT6ejk7FJiHcR19lVKnebJGba+vyx85TFZoS5iZ3V+cej/Gnyyco8eWd+q/1h/TMddN7ky7OQhTNAAwo99xzjyIjI/Xee++prq5OycnJHc4G8/Pzk6ura6vzEyZM0IMPPqiXX35ZdXV1SktLU1paWouYmJgYPfLII3rggQckSZ6e9vsDICgoSC+++KJefvll7d27VyaTSVu2bNGWLVvabRMcHNzi9ZkP6iwWiw4cOKADBw6023b27NlaunRpi3NnPnisq6vTnj17tGfPnjbbGgwGXXrppW0Wu5ycnLRixQq9/PLL2r59u+rq6vT111/r66+/bhU7ceJEPfroo3J3d283z67q7b0DAM5uP6Zm6oktOZo3zFOh7tIz23Ll5+6kh5dM7lY/36bkaFtOjVbNC5e3h5vu/iZHXx/O0aUTonqVX0FlnUI97bdox6RhofJ0lnafLKJoBgAAgAHBVFevnwrqdEdiiKNTaWF6dIjqdxQq6WShzh8T2eJavdmi5FKL7jkvqFdjTBwWostiPPX/9hZqxZUWebRRnMPAxVcTwIBzzTXXaMGCBdq0aZMOHDigU6dO2WYyeXt7KyIiQrGxsUpMTNTkyZPl4tL2P3UXXHCBYmNj9dlnnykpKUnFxcVyd3fX0KFDdeGFF2rJkiVydXW19d3bJQV/zt/fX08++aTS0tL03XffKSUlRadPn1Z1dbXc3NwUGBioqKgojR07Vuedd55GjGg5bXz+/PkaOXKkDh06pCNHjujUqVMqKSlRXV2d3N3dFRoaqri4OM2fP18TJkxoNf4vf/lLTZ06VYcOHVJycrJycnJUUlIii8UiT09PhYeHa+zYsVq0aJFGjRrV7n24u7vrkUce0aWXXqrNmzcrJSVFpaWlamxsVEBAgOLj4zV37lxNn26/J296e+8AgLPb81uOy9PVSZ/+dp583V1U+uq3emFbtu6cNUpB/l3/ffzallQN9ZTuXTxFBoP0zA85+sv2470umhmrLQr1av1QTk85ORkUH+ii/XmVdusTAAAA6EsbD2aopsGgqxOjHZ1KC7NjIyQla3eGsVXRbMexPJkaDFowpvd7sC2/OEHn/3m//vu7o/r9RXz2dC6haAbAYSZMmKAvvviiR239/f113XXX6brrrutVDuHh4fqP//iPdq9nZmba9uJqb0+sZcuWadmyZT3OIS4uTnFx3X+q3GAwKDo6WtHR0bryyiu73d7Z2VljxozRmDFj9Itf/KLb7X9uwoQJvSpQrV27tsuxvb13AMDZy1RXr02nanXd2GD5eTQVplZff54mrd6uVzYd1h+vm9Wlfsorq7Ulu0a3TgyRm1tTP5eM9NUHqZWqtzTKzaXnM8WMtRaNCbbPfmZnTIrw0frjZZ0HAgAAAGeBLw/nyMtFujC29wUoewrx9VSEp0FJ2a3/tt6SViBXg1XzEiLbaNk9M8dEaWbYIb2+85SWLhpvt21d4Hj2W1MEAM5BX375pe2YGUsAAPS9j/emq9xs0G3n/3uW8/ihgZoR4a7PUku73M+6nUdVbTHorjnxtnM3T49WlUX6bN/JXuVYbLJqiG/vlxtubnJkgApN0ukyZpsBAADg7FZXV6eduTU6P8pHrs5nX4khIcRdyadrW53fdapMcQEu8nSzz6oRd84YrhMVjTqUXWSX/nB2OPu+owGgnxw+fLjD61999ZU2bNggSQoJCdF5553XH2kBADCofbg/V5FeBs0eHd7i/HUTwnW4pEEnCrs2G+vT5NOK8XNW4rB/71cwJ2G4hnhKnx7M7nF+1XVmVVukyAD7bnY+ZUTTXhBJJwvt2i8AAABgbztTTiqlXPpF4nBHp9KmyRG+OlZmUX292XauodGqHwvqNHu4j93GuWbaKDkbrL1+KA9nF5ZnxICzfPnydveoam7NmjX9kA0GsmeeeUbe3t6aOnWqYmJi5OfnJ7PZrPz8fO3evVsZGRmSmpYCvOeee+Ts7OzgjAEAOLdZLBbtyK3V5WMCWy1vcvOMUXr02yy9sytdT109rcN+Kqprtb3ArN9Oa1l4c3JyUmK4h/bnV/c4x6yiCklSVIBXj/toS+LwpqLZgZxSXZJo164BAAAAu3ptR5b83Jz0mxnRjk6lTRePj9KLP57W1wcydPX0pi1RdpwwqtIsXRIf3knrrgvy8dT4IFdtTi/Rk3brFY5G0QzAoGY0GrV+/fp2r3t4eOi+++7T1KlT+zErAAAGp20pp1Rcb9DVk1s/sTokwEcXRrjqraQCrbiiscNlYP7x0wnVNhh064yRra7NHB6ojVl5qqytk69n95dYzCpqWj5xeLD9nlCVJB8PV0V4GZRcwPKMAAAAOHsZyyq1PqtOd00Nl6fr2fmA+UUJkQrxOKD3krJtRbPPD2bLy9mqReOG2XWs+aMC9Zcko2pNdfL0sO8S7nAMimYYcFauXKmQkBBHp4FzwJNPPqm9e/fq8OHDKi4uVmVlpcxms3x8fBQZGanJkydryZIl8vf3d3SqAAAMCp8dPCV3J+mS8VFtXl++KFYX/e2o/t/3qbpvwdh2+/nnwXyN9DVo8ojQVtfmjhmihh/y9UNqri5LbF1U60x2adMstegQv2637czoQHcdLzbZvV8AAADAXtZuS1Ndo/T7hQmOTqVdTk4GXTEmQJ8cLVGtqU4e7m76+lixEoOd5ONt3xUjLh0fpZd/PK0dx/K0aGKMXfuGY1A0AzBoJSQkKCHh7P0FDwDAYGK1WrU1s1LnRXjKo50nVhdOHKXZ4Wl66YdM3Ts/odUSjpJUVl2rH3JqdfeU4Db7OD82Qm5O+7UtvbBHRbOcshq5OVkV5u/d7badiQ/11mdHi2S1Wtu8NwAAAMDR1h0s1PRwN40Mtf9DZPb0fy8co7cP7dZjn+zVuBFDdLS4Xq/ODbD7OLNGD5GTrNqVYaRodo6gaGYHhw8f1vLly3vcfunSpVq0aFGr85s2bdIrr7zSrb5+/etf64YbbuhSrNls1rZt2/TDDz/o1KlTKisrk4+Pj8LDw3X++edr4cKF3Z5h0xd9AgAA4NyXnmtUcplVL8yMaDfGYDDotzNH6JZ/ndSW1HwtTBjaKuZv246qrtGgu+bEt9mHm4uzxgQ4a19uz5ZBzC83KcjdICen9peH7KkJQ/315oFiGUsrFB7E38wAAAA4u6TllehIaaNeW2LfJQ77wsyRYbprUqBeTSqWIalYc8OddPMF4+w+jre7i0b4Omt/boXd+4ZjUDQ7CwQGBvb7mNnZ2Vq1apUyMjJanC8tLVVpaalSU1P16aefaunSpZo2reON1vuyTwAAAAwO/9h7UlYZdOP0jmd//XJmnB7akKFXtqa1WTT7x8F8JQS6aGxk2zPNJCk2yEOHjTU9yjO/sl4hHvYvmEnS+MimJ1+P5BRTNAMAAMBZZ2NyjiTpmikDY0bVKzfMUKDLDvl4e+ueRRMV4O3RJ+OMD/NU8ume/f8CZx+KZnYQHBysyy67rMvx+/fvV15e3v/P3p1Ht1Xe+eN/X+22JMuyZcu7HdtxEjuJkxAgIYSEJC2U7qWdLrR06DKlM9MJfCkHfiHtMBRSoGmhW74tX2Z6ZgamTKF0oRTakoQQSAjZnc1x4n23bEnWbm33UlBbnwAAIABJREFU94caJa43yZF0Jfv9OodztNz73LcbJ9XV53k+DwAgNzcXK1asmPGcsrIyNDY2znjcwoULZzxmeHgY27dvh9VqBRCZsdvQ0IDi4mKMjo7ixIkT8Pv9sNvteOyxx/Dwww/PeO1kjElERERE88crzSNoLFCi2JA17XEqlRJ3NBjx9DE7zg+OYpH5cnHp0PluHBwK4YlbKqcdo65Ai9faXQiHw3GvGBt0B1CYnZzbqGVlkULfmX47Ni9PyiWIiIiIiGbtQPsISrIFlObppY4SE41ahcc/d3PSr7OqLBevt7ng8nihy57+fobSH4tmCVBSUoK77747pmNDoRDuuuuu6PONGzdCLp98z4Yr1dXVxXyNmezcuTNa3CosLMT27duxYMHl2QGjo6P43ve+h5MnTyIYDOKJJ57AM888A51Ol9IxiYiIiGh+eONkKw5bQth56/TFrksevK0Rvzj1Ju5/+Th+//WN0dcf/XMzjGoB37h5+j1LlxTlwBcaQtugHbXFeXFltXiCqC1N7Obhl5h0GuQogZYhV1LGJyIiIiK6GscG3FhpTs5qrUx2Q00hAvt6cehiPzYvj3/fZEovyekrQlM6fvw4bDZb9PmmTZtSev0jR47gzJkzAACFQoFvfetb44pbAGAwGLB9+3YUFRUBAJxOJ15++eWUjpks4XA45dckoszFfzOIiFLjodfOo1Qrxzc21cd0vCk3B19fmYc/XHTiSIcFAPDbIxfwaocX/3RdETTK6SelXVrRdbJ7JO6sIz4RJTnJ+6KgXK9Aq9WXtPGJiIiIiGbD4fGh1RHG9RWp32oo3a2pNgMAjnZZJU5CicCiWYrt3r07+ri6unpCcSnZXn311ejjzZs3o6qqatLjNBoN7rjjjujz119/HaFQKGVjJppGE/liw+v1puyaRJTZQqEQvF4vgMv/hhARUeK9fLgF71lC+NctNVDKY789+f8+vBpmDXDvS8dwpq0bX/tNM5blK/HtD18z47n1JXmQQcS5gdG4snr8QbiCQIkhef+/UG1Uo9PhT9r4RERERESz8VZzD0KigI2LiqWOknZyspQozhZwqt8hdRRKABbNUsjtduO9996LPt+8eXNKr+/1enHy5Mno8y1btkx7/Lp165CVFenB6nQ6cfr06ZSMmQxmc6TaHwwG0drampJrElFma21tRTAYBHD53xAiIkosURTxrdcvoM4gw5duXBTXudosDbZvqsLb/X7c+Mxx+MMCXvryDVDEUHjTqBQoypahxRJfG8SuYScAoMyojeu8eCw0adHjCnO1MxERERGllZO9dsgg4trqQqmjpKVaowrNI+wYMRewaJZC+/fvh98fmTWqUCiwYcOGlF7/3LlzCAQCACKrJhYuXDjt8UqlEosWXf7yoqmpKSVjJkNjY2P08b59+/glBBFNKxwOY9++fdHnV/4bQkREifOfbzfjrD2MR29ZCJlMiPv8f9y0FP/xyQaU5Gbjla+uwUKzIeZzq3Lib4PYMRKZOVqel7yi2SKzHs6ggJ7h+FbBERERERElU/OgE0XZMmiUCqmjpKWGQh1aR4MQRVHqKHSV+BueQnv27Ik+vuaaa2AwxH5T73a7sX//fnR3d8PtdkOr1SI/Px/19fUoLy+PaYyenp7o48rKSsjl0+/1AAA1NTU4ceIEAKC7uzslYyZDfX09lEolAoEAzp49i3//93/Hhg0bUFNTE1NmIpofQqEQWltbsW/fPpw9exZApNhfXx/bHjtERBS7UFjEw2+0YZVJjk9dXzerMQRBwF1rq3HX2vg3267Jy8Kejvjap/RY3QCAKlNO3NeL1bLSPACtON0zgopC7hdBREREROnhotWHBQal1DHS1oqyXPzs+Ai6LHZU8nN8RmPRLEX6+vpw7ty56PN4WzMeOnQIhw4dmvS9qqoq/N3f/R3Wr18/7RhXFrgKC2NbRltQUDDp+ckccyZW6+w2VPzoRz+KX/3qVxBFEadPn8aZM2egUCiQlZXFwhkRIRwOw+v1RlsyAoBcLsedd97JPc2IiJLgp3vOoNMVxs8/Ls3EhEVmPZ4/OwqPz49sjSqmc7rtHqhkIsyG5K00W1qWDwA42z+K25J2FSIiIiKi+HQ4gvhATeyLQOabaxcUAmjFkfYhFs0yHItmKXLlKjO9Xo/Vq1cnbOyOjg48+eSTOHr0KL7xjW9MWQByOp3Rx7m5uTGNbTRe/gvuck3c8yEZY87kvvvui/ucySiVSqjVashkspgLfkQ0fyiVStx5551YunSp1FGIiOacsUAQT+zrwI1FCtyyokaSDMtKjQijF6d7LLiutjSmc/pGfTCqhKROuNJrlMhXAxeG4/+cTERERESUDE7vGAa9IhabdVJHSVvLyvIgFyJ7v90udRi6KiyapYAoiti7d2/0+YYNG6BUxraU1Ww2Y/369VixYgXKy8uh1+sRCoUwNDSEY8eO4fe//z0sFgsAYPfu3VCpVPjHf/zHScfy+S7v2aBSxTab9srjrjw/mWOmSiAQiO7HNtNebEQ0P2g0GpjNZjQ2NqK+vp4rzIiIkuTpPzehzyPif+9YJlmGxopI94NT3daYi2YDzjGYspK/LXRljjLu/daIiIiIiJKlqXsYIgQsLeEKqqko5TKUZMtwwcLJb5mORbMUOH36NIaGhqLPY23NuGbNGmzatAky2fgbc6VSiYqKClRUVOD9738/du7cicOHDwMAXnvtNWzYsAENDQ0TxvP7/dHHCkVsf/RXFvfGxsZSMuZMvv/97yMvLy/u86ZjMpkSOh4RERERTc7j8+MHB3qxuVyDGxeXSZajIk8LjRw4OzAa8zmDrgAKspPf1nuBUY2T/e6kX4eIiIiIKBanemwAgJWVBTMcOb9V5SrRbo//+25KLyyapcDu3bujjysqKlBbWxvTeTrdzMtds7Oz8cADD2Dr1q3o7e0FALz00kuTFs2uXOF15Z4907m0EgsA1Gp1SsacSV5eHotcRERERBnqqT+dgMUn4vGPNkqaQxAEVOjluDAce3HK4g2hxpiVxFQRdSYdXm11IhQKce9dIiIiIpJc86ADegVQbGR7xunU5mXh9Yt2qWPQVUp+b5F5zufz4cCBA9Hnsa4yi4darcbtt1/ulHrq1KlxhalLrmwzduUKselcedxkbcqSMSYRERERzV2/PGXB2mI1Vi+Qfk/ZaqMG7fbYPsMCwLA3jCJ9/JO+4rW4KAe+kID2Id5wExEREZH0Lo54UK5nKWEmiwr1GPSKcLq9Ukehq8Df9CQ7ePAgvN7IXxKZTIaNGzcm5TqNjZdn6o6NjY1rB3mJXq+PPrbbY7sBt9ls0ceTrXxLxphERERENDed6hzAGVsYn10Z2x5iyVZn0qLHLSIUCs14rNcfhCsIlBqSv9JsaWmkFXlTz0jSr0VERERENJMO+xiqDMmfPJbpGkpyEYaAM738HJ/JWDRLsj179kQfr1y5MuF7cV1iNI7fhNHpdE44pqzs8p4RkxXVJmOxWCY9P5ljEhEREdHc9IsDF6GSAV9YWyd1FACRFV32gIBB28TPzn+rcyRyTFludrJjob7UCBlEnOuPfb81IiIiIqJk6XWFUZ2f/MljmW55RWRLodO9VomT0NVg0SyJhoeH0dTUFH2ejNaMl4yNjd9gcLK9wq4sUHV2dsY0o7a1tTX6uLy8PCVjEhEREdHctLfdgeuL1DBkq2Y+OAXqiw0AYrupbbc4AAAV+cnvlKBRKlCULUOLJfb91oiIiIiIksEy6oY9EGk9SNMrN2qhkQPnBmeelEfpi0WzJNq7dy/C4TAAQKvV4vrrr0/ata4sRAGYdEXbkiVLoFQqAUT2Wrtw4cK0YwYCAZw/fz76fPny5SkZk4iIiIjmHu+YH2dtQayrypU6StSysnwAwLmBmVd0tQ+7AAB1RanJX5mjRKvVl5JrERERERFN5VTPMACgvsQ4w5EkCAJKsmXotvNzfCZj0SyJ9u7dG328fv16qFTJm1H7xhtvRB+Xl5fDYDBMOCYrK2vc3me7d++edswDBw5E92PT6XRYunRpSsYkIiIiornnreZe+MMCNi8uljpKVJ5WjVwV0DLkmvHY9hEXdAoR+TnaFCQDavI06HQEUnItIiIiIqKpnO2zAwCWlZkkTpIZzFoF+l38HJ/JWDRLkpaWFnR3d0efx9ua8VJhKRYHDx7Evn37os83btw45bG33XZb9PEbb7yBzs7OSY/z+Xx4/vnno89vvfVWyOXylI1JRERERHPL3vMDUMmA9XUlUkcZp1wnx8UYVnR12bwwZ8kgCEIKUgGLCnXo94oYCwRTcj0iIiIiosm0DDmRowQKcrinWSxK9CoMuvkZPpOxaJYkV664Ki0txeLFi+M6/5133sF9992HvXv3wuPxTHqMx+PBCy+8gCeeeAKiKAIATCYTPvKRj0w57rXXXouGhgYAQDAYxCOPPIKOjo5xxzgcDjz22GPo7+8HAOj1etx+++0pHZOIiIiI5paDXaNoyFNArUyvSVPVuSp0jPpnPK7HMYYibeqyLykyICQKONs7krJrEhERERH9rdYRD8p16fUZPp2VGjQY8oaljkFXQSF1gLkoEAhg//790eebNm2a1TgtLS34wQ9+AIVCgbKyMpSWlkKn0yEUCsFisaC5uRljY2PR43U6HR5++GFoNJppx/3mN7+J++67D1arFUNDQ9i6dSuWLl0Ks9kMh8OBEydORMeVy+V44IEHoNNNv+F5MsYkIiIiornjvC2AW2snthCXWm1+Nv7c6YUoitOuIutzBXF98fSfsxNpeXlkv7UzvTasrDKn7LpERERERFfqdARQlZu6z8GZriIvG6MBAS7vGHRZaqnj0CywaJYEhw8fhtPpBADIZDLcfPPNVzVeMBhER0fHhNVbV1q+fDm2bt2KwsLCGcczmUx49NFHsXPnTrS1tSEcDqOpqWnCcQaDAVu3bh23Z1kqxyQiIiKiuWHY4cGgD1hRmn5Fs7pCHbyhEfTaPSgzTr5fmSiKGPSEUZ6bupY01QUGqGUizvSPpuyaRERERERXEkURPa4QNtdmSx0lY1TlRxaKtA7a0FhVJHEamg0WzZJgz5490cfLly9HQUFB3GNs2LABJSUlaG5uRnNzMwYGBuB0OuFwOCCKIrRaLYqLi7Fo0SLcdNNNWLhwYVzjl5eXY+fOndi/fz/27duHrq4u2O126HQ6mM1mrF27Flu2bIHBEPsXG8kYk4iIiIgy33ttgwCAayrTb/PwpaV5ADpxsmt4yqKZzeOHNwRU5qXuywK5XIYyrQwXht0puyYRERER0ZUGrA6MBgQsKsyROkrGWGCK/G/VZnGyaJahWDRLgu3bt1/1GEqlEvX19aivr09AoqmvsWnTplm3j0zVmH9r27ZtUChm/tXdtWtX0jIQERERUeyOdY1ABhGrF8zcFSHVGisLIEDE6Z4RfLCxctJjWgZsAIAakz6V0bAgV4VWmy+l1yQiIiIiuuR0T2R/3YZSo8RJMkdNYWTBSJeVk98ylUzqAERERERENLed6neiXCdDlkopdZQJtBo1zFkCzg06pzymdcgBAKg1p7ZjQm1+NrocoZRek4iIiIjoknP9dgDAsrJ8iZNkDkO2CloF0G3zSB2FZokrzSjj7NixAyZT+rX2ISIiIqLJNY94sdCokjrGlKpylGi1eqd8v83ihEIQUWlKbdFsSVEOrCdsGHF6kK/nPhJERERElFotFhdylECeVi11lIxSkCVDj4MdIzIVV5oREREREVFStTtCWFI4+X5h6aAmLwudjsCU77dbPTBpBKhSvFKuoSTSBqepazil1yUiIiIiAoB2qxdlOq67iZc5W44+h1/qGDRLLJoREREREVHSWBweOANAXUFq9wOLx+IiPfo9Iry+sUnf77Z7UayVpzgV0FgR6a5wqtea8msTEREREfU4A6gwpG/HiHRVoldh0BOUOgbNEotmRERERESUNJc2D19Skitxkqk1lBgRFAWc6rZM+n6fK4DSnNS3pDHps5CrApqn2W+NiIiIiChZ+j1hVBmzpI6RcUoNGli8otQxaJZYNCMiIiIioqQ5128DACxN483Dr6s2AwCOdEzeBnHAHUZFriaVkaIq9QpcGJl6vzUiIiIiomRwe7wYGQMWmNK3zXq6qjBmw+4X4fGxRWMmYtGMiIiIiIiS5sKQCzoFYDak7812aW428tTA8d7RCe853V7Y/CIW5OskSAbU5mnQZufNNhERERGl1sVBO8IQUFuQI3WUjFOZr4MIAW1Ddqmj0CywaEZEREREREnTZvWgTJf+tx2LjCqcHvJMeP3ioA0iBNQUSvNlwRKzDj3uMALBkCTXJyIiIqL5qWUgUvBZWJS+bdbTVbUpsp9z+zDbrGei9L97JSIiIiKijNVh96MiJ/03D19m1qLFNnGz7ktfFtQVG1MdCQCwtCQX/rCAc70jklyfiIiIiOan1mEXAKBWosljmazGbAAAdIy4JE5Cs8GiGRERERERJU2vO4Tq/GypY8xoVZkBVj/QOTy+ReOl2aGXZoum2spKEwDgZDeLZkREREQ0sxOnzuCNQyfgdE/sohCPDqsHeWogSylPULL5w6jVIEsOdNuu7s+ApMGiGRERERERJYXLO4aRMaA2AzYPv766EADwbuvQuNcvDrthVAuSfVlQW5gLjUzE6f6J+60REREREV2pu38QH/rfVrzvV9348P/dd1VjdY2OoVirSFCy+acgS0DPqE/qGDQLLJoREREREVFSXBiMtDZcINEqrXgsKy9AllzEex3D414/PzKGhblKiVIBMpmAcr0czUNs7UJERERE03vkDycx6BPw+eUm7O8P4GzX4KzH6nX4UZYBbdbTVVG2An0Ov9QxaBZYNCMiIiIioqRoG3IAAKoL0n8fBLlchrpcJU72Oca93joaxJICadtL1uSq0GobkzQDEREREaVGZ2cn3n33XfT09MR1nnXUiedafPjiigL86JOroJQJ+OmbzbPKIIoiet1hVOdlzep8Aor0Sgx6Ju6ZTOmP6ysp42zbtg0Kxcy/urt27UpBGiIiIiKayqWNr2vNuRInic0ysxZ72i+3QbS5PBjwilhWIm3Rb3GBFvt7fRBFEYIgSJqFiIiIiJLHYrHgX359At1eOT5QNIBvf74AarU6pnP/eLIDvrCAr99UB6NWjVsW6PDqRQd+OoscNocLVj+wsDD9O0akqyKdGu/2ck+zTMSVZkRERERElBRdNg9ylIBOI117w3isrsxDnxfoH4m0lTzaMQwRAlaV50maa2lpLtxBoMPCfc2IiIiI5rL7Xz6K3/fKEFJp8eQ5GY6e74j53NebB5GnFrCq3AgA2LyoEF1uEd1DI3HnONdngwgBi4syY/JbOirO0cA2JiIcDksdheLElWaUcXbs2AGTySR1DCIiIiKaQc+oD+aszJmnt25hEfBaO94+34tP3ZCLEz1WCBCxqrJA0lyN5fkAWnGsw4IFhfzigoiIiGguGrE78KtWP766qhA7b78GZQ//CU/tb8cNyxfNeG44HMY7PR6sr8iJdibYuLgE4h/bsK+5F58vzI8rS/NAZBJZfYkx/h+EAADFhiwERAFDo24UGbliL5Nkzh0sERERERFllD6nH0W6zJmnt7w0DyoZ8OczvQCAY70OFGcJMGg10uYqN0EuiDjdZ5c0BxERERElz0uHL8IbEvBPGxYhR6PEl1aZ8UqHH4PWmbsNNHcPoMMt4AP1JdHXGopzka0ADrQNx53lwpATShlQbtTGfS5FlBkj+yJ3W10SJ6F4sWhGRERERERJMeAOoUQf2x4M6UClkOGji/Pw23Yf+i0j+OPFUawvlT6/SiFHabYM54acUkchIiIioiR5+fQgqvRyNJZFVnf9w/o6jIUFvHioZcZzX2vqBgB8cHlZ9DW5TMDSAg1O9LvjztJm9aJEK4NMxv10Z6ssL7K6jEWzzMOiGRERERERJcWQN4xyo7SrtOJ1//vqMTwm4LO/OIhRP/C1G2uljgQAqDaqcHHEJ3UMIiIiIkoCv9+PAwMBfGjx5b1064sNqNQr8Oq5QYiiOO35b7dbUaaToyw3e9zrq8sMOO8QMTY2FleerlE/KnJUcZ1D41Xk6wAAvXaPxEkoXiyaERERERFRwg07PPCEBFQas2c+OI1cW2HEx5aYsG9QxMIcATcvq5Y6EgCgvlCH1tHgjF+YEBEREVHmOXKxF66ggM2Li8e9fttiE94dCsNmn7pNt8/nw4nhAG6oMEx4b1W5EVa/gO4hW1x5elxBLDBmxXUOjZebrYZKBgyMeqWOQnFi0YyIiIiIiBLu4mDkxr66IEfiJPF7+ctr8OY/rMZvv7JW6ihRqyvzYQ8IuNAX/54URERERJTe9l8YAACsXzi+aHb7ygrYAwIOXOif8twL3f3odANblhRPeG9VpQkAcLx7JOYsHq8Pgz6gtoD7mV0NQRCQpxYw4IxvlR9Jj0UzIiIiIiJKuLbhyP5bNRlYNBMEARsWFaO+NF/qKFE31BYBAA62DkqchIiIiIgS7XC3HSVaOfK141si3lhjgkoG7G6xTHnu3vMDECFg8yLzhPfqi3IgE4BTfaMxZ7k4YENQFLDIPHHlGsUnP0uGQZdf6hgUJxbNiIiIiIgo4TpHXBAgYkEhb7YToc6cA60CONpllToKERERESVQMBjE2RE/VhbrJrynVsixolCNgz2uKc9/p8OOwmw5FuRNbIuuVshRrpPj7JA75jxn+yKtHBvK8mY4kmZSkK3AsCcodQyKE4tmRERERESUcF02L/LUAlQKudRR5gRBELDIqMSpwdi/8CAiIiKi9GcfdaDNJeD6qsmLVBsWGNFkDcHrm9jmb2xsDCeG/VhbrocgCJOevzBPjYu22FsEXhhyQABQW6CP+RyaXKFWiWFvSOoYFCcWzYiIiIiIKOF6Rn0wZ/N2I5GWmnU4bw1AFEWpoxARERFRgjR1WzAWFnD9AtOk79/SUAJvSMCb57onvNc9MIRWl4BNdRNbM16ypFCLDmcY4XA4pjytIx4UZglQc/LbVTPr1LCO8bN7puFdLBERERERJVyfK4BirVLqGHPKdVV56PcJ6LbYpI5CRERERAlyoscOAFhRapz0/ZvqipElB/54unfCe3ub+xASBWxZXDzl+MtLczEaENAxGFub7w77GMr1/ByfCIV6NRwBEaEQV5tlEhbNiIiIiIgo4QbdIZTkqGY+kGK2YVHky5D95/slTkJEREREiXJ20AWjWkChXj3p+0q5DNcUZeGdTseEjgNvttpgVMuwuHDifmiXrF5QCAA40j4UU54eVxBVRk2M6Wk65pwshEQBw06P1FEoDiyaERERERFRQomiCIsvjIrcLKmjzCn1RbnQKYCDHSNSRyEiIiKiBGke9qHOOP1ks82LCnF2VET/kCX6WjAYxOFBP9ZX6iGTTb6fGRD5DCkXgJO9M3cr8Pv96PeIqDFpY/8BaErmnMj9UK/VJXESiodC6gBE8dq2bRsUipl/dXft2pWCNERERET0twZGPfCHBVTm8WY7kWQyAfX5Shzvd0sdhYiIiIgSIBwOo80Rwi11udMe96Hl5fi3PZ34c1MH/v59kZVjrb2DaHUB9ywumvZclUKGCr0c5wZn/gzZPmiFJyRgSZEh9h+CplRkiNwPDYxypVkm4UozIiIiIiJKqJaByCzWKtPUbWJodq4pzcEZayDmjdyJiIiIKH1ZbKMY8AGNZdMXzVaW5iJPI8Pvzl5eafbqyU6EIeBDy8tmvE5dvgYXbGMzHnesM9LRYFVlwYzH0syKc7MBAIOjXomTUDy40owyzo4dO2AymaSOQURERERTaLM4AQC1Zs5QTbQbFpjwf4+N4Ey3BcsqzVLHISIiIqKrcKJrGCIErCzPn/Y4uUzAp5YW4pcn+jE0YoUxR48XzwyjJleFCmP2jNdZWpSDg90u+Hw+aDRT71d2qm8UCgFYXJQT989CExUZ/lo0c7Jolkm40oyIiIiIiBKqY8QNlUxERT5vthPt5iWlAIA3m/skTkJEREREV+tMnx0AsKwsb8Zjv37TQjiCAn76+hH85s1DODQM3LexNqbrrKzIgyMooLV/+r1xmy1uVOhlUMpZNkgEpVwGrQKwuGZe5Ufpg7/9RERERESUUJ02Dwo0AuRyudRR5pxSoxbmLAHvdlqljkJEREREV6nF4kKOUkBetmrGYxtLc3FTlQE/Pu3Hvx60w5StwF1rFsR0nRV/Xcl2vGt42uMu2MawMG/qlWgUP4NKwLA7IHUMigOLZkRERERElFBdo2Mo1rJgliyN5iycHGSLFyIiIqJM12b1odIQ+w5KL911PfL0WfDKNPjNl9ZAo4ztM3ddoR5yATg74JjymFAohA5nGPVm7kucSEaNHCMeFs0yCfc0IyIiIiKihOp1BrDEqJQ6xpx1fYURT3S54XC5kaPTSh2HiIiIiGZBFEV0OQNYXBT7PsAFOjVO3rcBcpkQc8EMiLQJLNPJ0WzxTHlM26ANrqCA5aW5MY9LM8vTyGHzBaWOQXHgSjMiIiIiIkqoAXcIZQa11DHmrA11xfCHBbx7sV/qKEREREQ0S16vF/0eoK5AH9d5WrUiroLZJXX5GrTZ/VO+f6h1EABw3YLCuMemqeVlK2HzhaWOQXFg0YyIiIiIiBLGNRaEIwBU5WVLHWXOur66AAKA9zqm35OCiIiIiNJXj8UGR1BAfXHsK82uxuJCHbrdIsbGxiZ9/0i3DVlyYHERV5olUoFOBfsYi2aZhEUzIiIiIiJKmIuWyD4JC/LZNjBZdGoFKnQyHO9zSh2FiIiIiGbpbJ8dALC0LC8l11tWmgurX0CvxTbp+6cG3FhkVEAmE1KSZ74o0KrhCADBIFs0ZgoWzYiIiIiIKGEuDkaKZgsLcyROMrctLczC2WGf1DGIiIiIaJbOD0UmQNUV6FJyvRXlJgDAia7JuxU0W/1YWshiC24YAAAgAElEQVRuEYlWoFfDHRLg9vKze6Zg0YyIiIiIiBLmosUBuSCiqiA1bWbmq1VluWhzinB7vFJHISIiIqJZuDjigVEtIEejTMn1GopzIANwrHviSjPLqBt93shnTEqsopwsAMDAqEfiJBQrFs2IiIiIiChhOkbcyFcBOi1nqSbT2uoC+MMCjrQPSB2FiIiIiGah3eZDRU5qCmYAkK1SoCZXgeP9rgnvvXOhDwCwtqYwZXnmC3NO5L6o3+6WOAnFat4VzcJhbrpHRERERJQsnTYvirNlkMnm3a1GSq2tMQMADrVP3l6HiIiIiNJbtzOEaqM6pddcWazDWWtgwnfku5sHkC0Hrqli0SzRio2RvZ6HHOwQkSkUUgeYzptvvomNGzcmbDyr1Yonn3wSjz/+eMLGpNTbtm0bFIqZf3V37dqVgjREREREdKXu0TFU6FM3Y3a+ys1WoVQrw7Eeh9RRiIiIiChOgUAAfV4RHzOlZj+zS9ZU5eOlczb0D9tQWpgfff3tzlGsLtJAqZCnNM98cKk946CTe5plirSe/vmDH/wAP/vZzxAMBq96rKamJmzduhXnzp1LQDIiIiIiIppMvzuIilyN1DHmhQaTGmeGOWOViIiIKNN0W+xwBQUsLspJ6XVvqitCGALeuXC5xbfFascZWxib6gpSmmW+yM1SQiYAwy6/1FEoRmm90gwAXnvtNVy8eBEPPvggTCbTrMZ48cUX8fzzzyMcDkMQhAQnpFTbsWPHrH8XiIiIiCh5PGMBWMeA6hTPmJ2vVpYa8Fa3B35/ACoVV/cRERERZYozfTYAQEOJMaXXbSzNhUYOvHlhEH+3rgEA8OrxVgREAR9urExplvlCEAQYlIDFPSZ1FIpRWq80u6SlpQVbt27FsWPH4jrP5XLhkUcewXPPPce9zIiIiIiIkqy5zwoAWGg2SJxkflizwARfWMCxjkGpoxARERFRHJoHIy22U100U8hlWFeuw5udLgSDQYRCIfymqQ/5GhlWlOamNMt8kquWYcQTkDoGxSiti2ZabWSTPEEQ4HQ68W//9m/45S9/GdO5Fy9exD333IOjR49CFMXoCrNE7pFGRERERESXtQxEZswuLsmTOMn8sG5hMQDgYOuQxEmIiIiIKB7Ng06YNAK06tQ3gvtEYxnOO4Azbd1o6+zC3gERd6wqhUzGDm3JYtTIYfVe/RZUlBpp3Z7x6aefxuOPP47W1lYIggBRFPHCCy+gubkZ3/zmN6HX6yc977XXXsOzzz6LQCAQLZYpFAp89atfxa233prwnKdOncK2bdtmff7WrVuxZcuWaY8JBALYv38/3nrrLXR1dcFut0On08FsNmPt2rXYvHkzDIb4ZvRmyphERERElBlahxyQQURNIWeppkKBXoMCjYCmfofUUYiIiIgoDhdGfKgxSNNe+/aVFfjn3zXjv95uhgJBOIMCvrauRpIs80VelgI2D9szZoq0LpqZzWY8+eST+PnPf44///nP0cLZiRMncM899+CBBx5AXV1d9PixsTH85Cc/wVtvvRVdXSaKIsxmMx588EHU1KTnX36jcfpluN3d3di5cyfa2trGvW6z2WCz2dDc3Izf/OY32Lp1K1avXh3TNTNlTCIiIiLKHB1WL/I1MqgUad3QYk6pNSpxftgrdQwiIiIiikObI4hN1dJMNDPr1dhSm4efNUdaq2+uzUd90eSLUygx8rOVaLPyM3umSOuiGQAolUr88z//M+rr67Fr1y4EApHenxaLBQ8++CC+/OUv44Mf/CB6e3vx3e9+F93d3eMKZtdddx3uvffeaKvHZMjPz8cHP/jBmI8/fvw4+vr6AAC5ublYsWLFlMcODw9j+/btsFoj/4gJgoCGhgYUFxdjdHQUJ06cgN/vh91ux2OPPYaHH34YjY2N014/U8YkIiIioszS7fChWCuXOsa8sqRAiz+02KSOQUREREQxcrg86PeIaJCwUPXru67H5587gpAo4pdfuFayHPOFSavCqF+UOgbFKO2LZpds2rQJ1dXV+O53v4v+/n4IgoBgMIhnnnkG7733Hpqbm+H1eqPtGAVBwBe+8AV88pOfTHq2kpIS3H333TEdGwqFcNddd0Wfb9y4EXL51F8s7Ny5M1qIKiwsxPbt27FgwYLo+6Ojo/je976HkydPIhgM4oknnsAzzzwDnU6X8WMSERERUWbpcwZRnquROsa8srwkB//RZINl1IUCAz9bExEREaW7k10WhCFgRXm+ZBn0GgV+95U1kl1/vinQqeEMRrY2UiqlactJscuovilVVVV46qmnsGbNmnGryU6cOBEtmImiCKPRiEcffTQlBbN4HT9+HDbb5ZmgmzZtmvLYI0eO4MyZMwAie7J961vfGleIAgCDwYDt27ejqKgIAOB0OvHyyy9n/JhERERElHrP7D2Fou1/wK4/vB3t8BCPfk8IFSyapdSqChMA4GjHkMRJiIiIiCgWJ3siCw9WVhZInIRSpUCnhj8swOZii8ZMkFFFMwDIzs7Gtm3b8IlPfGJc4eySxYsX4+mnn8bSpUslTDm13bt3Rx9XV1dPKC5d6dVXX40+3rx5M6qqqiY9TqPR4I477og+f/311xEKhTJ6TCIiIiJKrSPnO/F/XmuHOwhsfdOK3793Lq7zPb4xWMeAqrzktUWniVZWFkCAiBPdVqmjEBEREVEMzgw4YFABhXpONpsvigxZAIB+u0fiJBSLjCuaAcCpU6ewe/fuca0YLxXPBgYG0NPTI3HCybndbrz33nvR55s3b57yWK/Xi5MnT0afb9myZdqx161bh6ysyF8+p9OJ06dPZ+yYRERERJR6D/3xLNQKGS5u24IFBiUeeqMLoVA45vMvDtoRhoDaQm4inko6jRLF2TKcHnBKHYWIiIiIYnB2yIPaXJXUMSiFigzZAICBUbfESSgWGVc0e/HFF/Htb38bDocDACCKYvQ/QRBgt9vx7W9/Gy+99JLESSfav38//H4/gEgbww0bNkx57Llz56ItcTQaDRYuXDjt2EqlEosWLYo+b2pqytgxiYiIiCh27rEgeuxX1+bjZFsfdvcG8C83lMGco8HTH63HeYeI/3ynOeYxLgzYAQALzblXlYXit8CgxMURn9QxiIiIiGgGoiiixRbA8iJ2Z5hPinMjf95DTn5mzwQZUzRzu9149NFH8dxzz0Vb+omiiOrqajzyyCOorKyMFs5CoRD++7//G48++ijc7vSp3u7Zsyf6+JprroHBYJjy2CtXy1VWVkIul884fk1NTfRxd3d3xo5JRERERLF5+3QrFj/6GmofewO/OXxh1uM8+UYzshUC/s+WBgDAbcsrUZsj4JfHemMeo23YBQCoNU/9GZeSo86UjU5HUOoYRERERDSDvpFRDPgErCo3Sh2FUsicE+m8xqJZZlBIHSAWra2tePzxxzE0NDRuH7P3ve99uPvuu6FUKvH9738fP/3pT7F3797o+4cPH8a9996LBx98ENXV1ZL+DH19fTh37vK+ENO1ZgTGF6MKCwtjukZBweXNIydrUZkpY87Eak38fg0mkynhYxIREREl29d/ew5hCKjPk+NzvzqHV5TAlhXTr/z/W94xP15tc+ETi4zQa5TR1z+yKA8/PTqMUY8PhuyZ91vosHlgVAHZqoy4xZhTFpv1+M9TNoy6PDDosqWOQ0RERERTePfiAABgbY1Z4iSUStkqBdQywOIakzoKxSDt72j/9Kc/4ZlnnkEgEIjuYaZQKPD1r3993P5ZKpUK9957L+rr6/HMM88gGIzMtBwYGMD999+Pf/iHf8Att9wiyc8AjF9lptfrsXr16mmPdzov70mQmxtbixuj8fIMBZfLlbFjzuS+++6L+5yZvPLKKwkfk4iIiCiZ3mnpxWmbiGc+UoPPXr8QK598A3e+eA4nK80oMObEPM4L717AaEDA19aPL7bdubYWPzg8ghcOteJrNzfMOE6XzYci7cxdByjxlpflI4xunOq24MYllVLHISIiIqIpHOkagUIAlpflSR2FUixHJWDEHZA6BsUgrdszPv3009i1a1e0YCaKIoqKirBz585xBbMr3XLLLXjyySdRWFgYXZUWCASwa9cuPPXUU9E9xVJJFEXs3bs3+nzDhg1QKpXTnAH4fJeXaqpUsW0MeeVxV56faWMSERER0cx+/FYr8lTAF9YuhE6jxO++egMGfcCP9pyNa5z/OtqDmhwZ1tYWjXu9sbIQVToBfzzbH9M4naN+VBm4obkUGisiXRNO9SS+IwMRERERJc6JXgdqDAoo5Wn9tTwlQa5ahhEvi2aZIK1Xmu3ZsweCIEQLZtdddx3uvfdeaLXTb5RYU1ODp59+Gk899RTee++96Plvvvkm2tvb8aMf/ShFP0HE6dOnMTQ0FH0+U2tGAOOKewpFbH9MVxbixsYmLvXMlDFn8v3vfx95eZyNQURERPOXZyyAVy6M4tN1WmhUkc9W9cUGbKnIwrPHh/GvHwtDEcON+JDDg7f7xnD/msnbw6wr1+ONdkd0MtpURFFElyuEm2u4obkUinI0yFYA5wadMx9MRERERJIYsVrx7mAAn1rO1ozzkVEjg83LfYgzQVoXzS4RBAGf//zn8alPfSrmc7RaLbZv346XXnoJzz33HIDIzXxnZ2eyYk5p9+7d0ccVFRWora2d8ZwrV2NdajU5k0DgcqVarVZn7JgzycvL4x5kRERENK/95/6z8ASBr29YPO71+zZW45b/Oov/ercVX1o3895m//72BYRF4Cs3Tn7srQ3FeP6cA8fb+rGqpmTKcfqtDowGBCwuir0tJCWOIAio1CtwccQrdRQiIiIimsJvDzXDHhDwxbUzfzdMc09elhL9DnZdywRpvw7UYDDgO9/5TlwFsyt98pOfxHe+852Y99tKNJ/PhwMHDkSfx7LKDAA0msubrcfaUvLK4648P9PGJCIiIqKpiaKI5472YIlRgWtrxxeytixbgBV5Ap7ccxGiKM441gsn+3FtgRzVRZOv4v/g8krIALxysmvacU52DwOI7K1F0liQq0K3k+1eiIiIiNJRKBTC784NozBbjrWV7KA1H+VnK2EfC0sdg2KQ1kWzJUuW4Ic//CGWLVt2VeMsW7YMTz/9NOrr6xOULHYHDx6E1xuZ8SmTybBx48aYztPr9dHHdrs9pnNsNlv0sU6ny9gxiYiIiGhqp1q78Z4lhC9cWz7hPZlMhnvXV+K8PYg/zFDosrrHcHo4gA/UTX3TbtSqsSRPgX3ttimPAYCzfZHPgctYNJNMqUGDIQ9vwomIiIjS0ZDFggMW4GNLzZDJpm57TnNXvlYJh3/miY0kvbQumu3YsQNGozEhYxmNRuzYsQMf//jHEzJerPbs2RN9vHLlypj34iorK4s+vnI/tOlYLJZJz8+0MYmIiIhoaj/ddx4yQcDd6+smff+OdfUozQaePdA67Th/ON6OMICPrVww7XE3VRlw1BKA3z/1KqbzQy7kq4GcLOWUx1ByVRizYfUDY2OxdX8gIiIiotT5y6lOjPgF3LG6SuooJJFCnQaO4Pitiyg9pXXRTC6XJ3Q8mUyGv//7v0/omNMZHh5GU1NT9HmsrRmB8cWkzs5OhEKhGc9pbb38xUh5+cSZx5kyJhERERFNzuVy43dtXnxkkRHGbNWkx8jlcny4Ngd/6XDDG5j6s9nrZ/tg1gCNC4qmveatDSVwBAQcvNA35TEXrV5U5rBgJqWqfB2CooAOS2zdH4iIiIgoNURRxG/PWpCvkWHdArZmnK8K9GqERAHDTu5DnO7SumiW6fbu3YtwONIiRavV4vrrr4/53CVLlkCpjHzx4PP5cOHChWmPDwQCOH/+fPT58uXLM3ZMIiIiIprc600dGPQJuHv99JuHf3HNAnhDwP8ebpv0/XA4jAM9btxQrp/0/SttqS+DUhYpsk2lzR7AQlP2jGNR8lQX5AAA2iwOiZMQERER0ZVGrFa8PRjGR5YUQM7WjPNWoT4LADBgd0uchGbColkS7d27N/p4/fr1UKkmnw08maysLDQ2Nkaf7969e9rjDxw4EN07TafTYenSpRk7JhERERFN7sWmfpg0Am5eaJ72uOsWlqFOD/y/gx2Tvv/WmQ50uoGPNc7cKjtbpcBykxJ72ybf12zQOoput4jrKhLTVp1mp9ZsAAB0jPAmnIiIiCidvHK8DZYxAXeumb4tOs1tRYa/Fs1GPRInoZmwaJYkLS0t6O7ujj6PpzXjJbfddlv08RtvvIHOzs5Jj/P5fHj++eejz2+99dYpW1tmyphERERENF4oFMYbnV7cWpMz4+bhMpkMd64owIE+H872TSx2/fSdduSpgc9cWx3TtW9dZMLx4SCG7c4J771zoR9hCFhfVxzbD0JJUaBTQyUDumy8CSciIiJKJy80WVCqk2NDjUnqKCSh4lwdAGCQ7RnTXloXzYaGhpLyXypcueKqtLQUixcvjnuMa6+9Fg0NDQCAYDCIRx55BB0dHeOOcTgceOyxx9Df3w8A0Ov1uP322zN+TCIiIiIa749NHbD6gc+uim1P2H/ashx6hYgn/nRq3OsWhxevtnnw6XojVIrYbgc+c10N/GEBvz5yccJ777YPQyUDVpZzfwYpCYKAwiwB3XbehBMRERGlixPn2/FWfxCfayyCILA143xmzomsNLM4fRInoZkopA4wna985StJ+cfkd7/7XcLHvFIgEMD+/fujzzdt2jTrsb75zW/ivvvug9VqxdDQELZu3YqlS5fCbDbD4XDgxIkTGBsbAxDZ9P2BBx6ATqebE2MSERER0WX/c7gT+WrglmWVMR2fq8vGp5cY8N9nRvGkwxu9SfvGCwcBiPjm+xpivnZDcS7KdDL84cwgvrZl/HvH+11YZFRAIU/r+XjzglmrQJ/TL3UMIiIiIgLgdrvxTy+fglohw31xfPamuUmjlCNLDlhc/Lye7jLizlYUxYT9lwqHDx+G0xlpXSOTyXDzzTfPeiyTyYRHH30U1dWR1jnhcBhNTU34y1/+gkOHDkULUQaDAQ899NC4/cUyfUwiIiIiiggGQ/hzuwsfqMmBPI7i1EO3LoUAEff8+jhGvQHs+ssJvHjehXvXFKPaHPseZIIg4AN1+Xi73w+n6/KeWcFgEGeG/VhRrI/r56HkKNGr0O8KSh2DiIiIiAD86E/HcGBYwK5PNsKsV0sdh9KAQSVgxMOiWbpL65Vms/W3q9NSVSy7ZM+ePdHHy5cvR0FBwVWNV15ejp07d2L//v3Yt28furq6YLfbodPpYDabsXbtWmzZsgUGg2HOjTmZbdu2QaGY+Vd3165dV3UdIiIionTxx5PtsPqBO66riuu8qqJ8fGlJFn52egQvbH8dAPD+Si0e/ug1cWf44poa/L9jFvzmyAXcuXEFAOBgcyf6fQJuXVoa93iUeOUGDd7pds98IBERERElVVv/CL57yIZbq3Pw2VVlUsehNJGrlmHEw0lu6S6ti2bxtjUMh8NwuVzo6uqK7l0mCAJ0Oh2uu+66ZESc1Pbt2xM+plKpxKZNm66q1WOmjklEREQ03/3yaDfy1cD7GyriPnfnZ2/Ex0+14GCXAyUmI760oWFWLdBvqDahRCvDr072R4tmvz7WBaUM+Mjy2PZZo+SqMGbD5h+GxzeGbA1nMxMRERFJ5TuvnUJIFPCLz1/HvcwoKlcjh83Lolm6S+ui2T333DPrc7u7u/HCCy9g//79cLvdCIVCuOeeeyCXyxOYkKSwY8cOmEwmqWMQERERpUQ4LOIvHS7cskAHmSz+G+6srCxsua4RW65yDpkgCPhEQyH+42g/Trf1oLLAgN0dTtxQqoNOnda3FfNGVb4WIgS0WxxoKL+6bhdERERENDt2txcvnXfgU0tyUWTIljoOpZH8LAW67D6pY9AMMmJPs9koLy/H/fffj69+9asQRRFvvfUWfvzjH0sdi4iIiIgoLn86042RMeDTK6Vv6/LtDy6HWiHD5//nBL78izdxdlTAp1dXSh2L/qq6MAcA0Do0KnESIiIiovnrJ7vPwBMEHrxlqdRRKM0Ys5Ww+8NSx6AZzNmi2SUf/vCHsWXLFoiiiL179+Kdd96ROhIRERERUUzah0bxlV81oTxbxK3Lq6SOgwKdGs/e3oCLThEvdwH3bajCV9cukDoW/VVtYWTv4I4Rl8RJiIiIiOavF08N4VqzCotL8qSOQmnGpFVh1C9KHYNmMC/6qHzuc5/D7t27AQC//vWvsW7dOokTERERERFNLxQW8fFnD2AsJOKNr1wDlUopdSQAwCeuWYCPr6pCMCxCKZ/zc/AyilGrQbYc6LJ5pI5CRERENC+19I3glDWIne+Lfy9imvsKdGq4AoDfH0ib+zuaaF7c5ZpMJlRVVUEURbS2tqK3t1fqSERERERE0/r274+jaSSAZz+xGCuqS6WOM44gCCyYpanCLAE9o9wngYiIiEgKv3inBXIBuHPdIqmjUBoq1GsQhgCLk5Pc0tm8udMtKiqKPm5vb5cwCRERERHR9JoHHfjeO734dK0GH1u9UOo4lEGKtAr0OfxSxyAiIiKal3a32nBNoQomfZbUUSgNFeVEfi8G7CyapbN5UzRTKi8vdxwZGZEwCRERERHR1MJhEV987jDyVCJ+8KnVUsehDFOiV2HAHZQ6BhEREdG84/GN4dRIEBuquZcZTa7wUtFs1C1xEprOvCmaWSyW6ONQKCRhEiIiIiKiqf1k33m81+fBw+sKUGziDTfFpyxXgyEvNxcnIiIiSrU9Z7rgCwu4dWl6tVan9FFi1AEABp1sp57O5kXRzGq1oqWlBYIgAAAMBoPEiYiIiIiIJnL5Atj+pwu4pUyBr7z/WqnjUAYqM2RhNAD4/AGpoxARERHNK385148sObB+YbHUUShNmf+60myIRbO0NueLZuFwGD/5yU8QCoUgipEZl7W1tRKnIiIiIiKa6OdvnoYzADz+8VVQKBRSx6EMVGSI3Ij3Wl0SJyEiIiKaX97qdGCVWQOFfM5/5U6zpJTLoFUAw64xqaPQNObs3+BQKIQjR47g/vvvx9GjR6OrzIqKilBZWSlxOiIiIiKiiX5xpA/XFiqwososdRTKUKVGLQCg18aiGREREVGqXOwZQJM1jI8t4yozml6OUsCIh10h0llaT1996KGH4j4nFArB7Xajr68PwWAwuroMAARBwB133JHIiERERERECXG0tR9nbGH8/MMLpI5CGaz0r/sk9No9EichIiIimj/+51ArRAi44/oaqaNQmsvVyFg0S3NpXTQ7depUdIVYPP62UHbptdtuuw033XRTwvIRERERESXK/xxuh1om4nNrFkodhTJYWV6kaNY/yqIZERERUar8scWGFYVqFP+1VTbRVIwaOWzekNQxaBppXTSbrSsLZaIoIjs7G3feeSduu+02iZNRImzbti2mPT527dqVgjREREREifFqiw03lGig0yiljkIZTKtWIksODDq4uTgRERFRKrg9Xpy0hnHPDflSR6EMkJelQLuNn9XTWdoXza5cNRYLmUyG7OxsGAwG1NTUoLGxEevXr4dGo0lSQiIiIiKiq3NhwI7zo2H845pCqaPQHGBUCxjk5uJEREREKXGgpRe+sICbFxVJHYUyQH62EicG2BUinaV10ez3v/+91BEoDe3YsQMmk0nqGEREREQJs+dcDwDgY6uqJU5Cc0GeRgaLm/skEBEREaXC/lYL5AJwY61Z6iiUAUxaFUb98S0UotSSSR2AiIiIiGi+O9plhVEFVJhypI5Cc0B+lgIjnqDUMYiIiIjmhcPdDtTlKpCtSuv1KZQmCnQauILAmJ+T3NIVi2ZERERERBI7M+jGojzuZUaJYdIqMeLj5uJEREREySaKIpqG/bimRCd1FMoQhXo1RAgYHHVLHYWmwKIZEREREZGERFFEiz2IpWbeaFNimHUq2MfY8oWIiIgo2ToGrejzAuuq86WOQhnCbMgGAAyMcl+zdMWiGRERERGRhLotdgyPAdeU50kdheYIs14Du19EMMgWjURERETJtOdcHwBgS32ZxEkoU5hzsgCwaJbOWDQjIiIiIpLQodYBAMDahUUSJ6G5otiQhaAoYIgtX4iIiIiS6p32EeSrgZoCvdRRKEMU52oBAEMOr8RJaCosmhERERERSaipbxQKAWgozpU6Cs0RJbmRli+9NhbNiIiIiJLpaL8bKwo1EARB6iiUIQr1kZVmQ06fxEloKgqpLvzDH/5QkusKgoB/+Zd/keTaRERERER/q8XiRqlWBoWc89koMUqNkf3xeu1uXCtxFiIiIqK5yjvmR7M9hA8tMUgdhTKIQi6DTgEMu/1SR6EpSFY02717d8or8KIosmhGRERERGmlzT6G6lyV1DFoDinLixTN+u3cJ4GIiIgoWd650A9/WMDGOrZZp/gYVAKGPQGpY9AUOJ2ViIiIiEhCnY4Qak1ZUsegOSQvWw25AAxwnwQiIiKipNnXMgilIOLGumKpo1CGMWpkGHGzaJauJFtpBkRWfhERERERzVdWhxuWMWCJOUfqKDSHyGQCDCpg0DkmdRQiIiKiOetQ9yjqcuXIUimljkIZJj9LgWFvUOoYNAXJimbPPvusVJcmIiIiIkoLTd3DAIDlZXkSJ6G5Jl8jh4WzV4mIiIiS5uSQDx+o4eQ3ip8pW4mmQe5plq4kK5oVFhZKdWnKcNu2bYNCMfOv7q5du1KQhoiIiGj2TvfaAACN5SaJk9Bck5cl5z4JREREREnSOjSKIR+wbgEnv1H8TFolbGPswpeuuKcZEREREZFEzg05YVACJr1G6ig0xxRkK2H1haSOQURERDQn7T7bAwDYvKRU4iSUicx6DRwBEaEQP6+nI0n3NCOajR07dsBk4mxsIiIiynwXR7yoyuFHckq8Ap0Kx/vdUscgIiIimpPeumhBURZQXcSVZhQ/c44G/rAAq8uLAoNO6jj0N7jSjIiIiIhIIm12Pz2omS0AACAASURBVKqNaqlj0Bxk1qth83P2KhEREdFkAoEATp48CbvdPqvzj/a5sNKcleBUNF8U5UR+d/psLomT0GQkndb67LPPRh9/5jOfgU7HqioRERERzQ/hcBg97jA+WaCVOgrNQcU5WfCEBDjcXhhzeJ9FREREdEkoFMIre/bjoYNOLM/rwo8+f9P/z96dB0Rd5/8Df37mgBkYGO77EkRAULyVvM+0tms7t9OOX1nbrp1ra9m2bZmWtZ1Wtrpb+922w8pK0xQvvBUP8AAUUBnuGwaYgTk+vz/YSOQaZODDwPPx12f4vD/vz/OTkjPzeh/w99LafH2Vvh7ZtVbcNca7F1PSQBbk0fwZsLC6AYkSZ6G2JC2a/fDDDxAEAQBw/fXXd1k0O3XqVMtxTEwMlEplr+YjIiIiIuot2cVVMFoEDA+0/QM6ka0CPVwAAAVVdSyaEREREV0iL78Ayw7qUWJSYoPOguJ/7MHPf5wDlcq2fYZ3nLoIsyhgbnxILyelgSrYq/n9eXGNQeIk1B7JN1AQRbGlcNaVpUuXtrT95JNP4Ofn15vRiIiIiIh6TZquAgAwMpQjVMn+gj2bR68WVNUjIVziMERERET9yD/2nsOZWhl2PzYROaU1eGD9aXyw5QievnGqTdfvPlcKlRwYG8b38XRlArTNA9yKa1k0648cbk8zURSljkBERERE1GNniqqhEEQMD+Lm4WR/wf9b8qWopkHiJERERET9h76uHv86U485Q9wxLcobCycNwYRANdalVcFsNtvUR2phHUb4OkMhd7iv1qmfUMplcFMCpXWNUkehdjjcb7ats9KIiIiIiPqz08V1CHKRQamQSx2FBqAAbfPm4iW1RomTEBEREfUf/96XgUKjgJevjQfQ/F3zg5MicKZWwPFsXZfX6/V6nKm24qoIDnyjnvFwElBW1yR1DGqHwxXNONOMiIiIiAaCg4X1GBfoInUMGqCcFXJoFEAJR68SERERAWj+Xvnbk8UY4q5A0hCflp/fPjYcShnwnyMXuuzjWG4hakwCZsUG9WJSGgy8VHJUNJikjkHtcLiiGRERERGRo8ssKIeuHlgwPEDqKDSAeTpz9CoRERHRL0rKynGozIobE/xb/VyrVmJaqCt+ytF3uUTjrqxiAMCUKJ9O2xF1xUutQIXBtiVBqW+xaEZERERE1Me+O3YBMoi4fnSE1FFoAPNUyVHWwA/iRERENPDk5eWhrq6uW9dsOnEBdWYBd02IbHPungnhOKcXcORs50s07s+rRaRWCS8Xp27dm+hyPq5KVBmtUsegdrBoRkRERETUx7ZnVyDGUwE/dy7PSL3Hx4WjV4mIiGjgKSgowLb9qfh5+06UlJTYfN227Ar4qmUYE6Jtc+6W0eFQyTtforGmpgZpVSJmRHE/M+o5X1clqhq5FVV/xKIZEREREVEfO1nehInBGqlj0ADny9GrRERENMCYzWZ8u+c4HjuqxJ17gT/89wBOnjzZ5XUWiwWpJU24KlQDQRDanHd1VmBmuAY/5ehhtbb//ul4TgFKjAIWxHM/M+o5P40zakwiLBaL1FHoMiyaERERERH1ofwKPUqNwPgwT6mj0ADn5+rE0atEREQ0oGScy8WrJ60YHuCGp2YMxdc6OV7Zngu9Xt/pdecLy5BbB8yJ8e+wzV1jQ3G+XsDBs/ntnt+WVQIBwOxhfj15BCIAQKDWBWZRQLm+QeoodBmF1AGIumvp0qVQKLr+q7t69eo+SENERETUPSlnCwEAU6IDJE5CA52fmwo1JhEmkxlKJT/6ERERkWMTRRFr92ej1Cgg5d5xGOargVwAVuzIxs0H03Hb3MkdXrv1TAFECLgmIaTDNjePHYKHv83A/x25iKtiw1qds1qt2JNXh+E+zvDkfmZkB/7uKgBAfkUd/D3cJE5Dl+JMMyIiIiKiPnToQgU0ChEJId5SR6EBLsBdBYsooKS2XuooRERERD1WVlaGDRfMuDraE8N8m5c6f37uMARqlFh1uBxGo7HDa7edLUOgiwyRPh0vka5SyjEzTI2N52ogiq1n65dVVuFohYhrY33t8zA06AV5ugIAimr4Xr2/kXy44S9ryGZlZaG0tNTm67rb/lIJCQlXdB31D8uXL4ePj4/UMYiIiIiuyPFCPWI9FZDJOH6NeleQhwsAoKCyHiHebTe8JyIiInIk20/rcLFBwJqZw1p+plbK8dL8WDz09UnsOHEW10wa2ea6+vp67ClswnXDuy54/W5MCDZ9cw57M/MxNS605eeb0i6iwSLg9nERdnkWomDP5gJucY1B4iR0OcmLZkDz1NpVq1b1WvvLff/991d8LRERERHRlRJFEacrmnBTNJffoN4X5NE8erWwmqNXiYiIyPFtzCyHh7OA2dGti193jwvFn348jQ8P6Notmm1Ny0VFk4A7x0d2eY9bJ0Tj0R/OYd3+cy1FM6vViu9PlyDARYbRIR72eRga9PzdXSBARIm+4xmSJI1+UTQTBKHNlNeO2v3ClvZd9dHbsrOzsXfvXqSlpaGiogJ6vR7u7u7w8PBAZGQkRowYgdGjR8PTs/1N4JOTk/HOO+9065533303br/9dpvamkwm7NmzBykpKcjLy0N1dTU0Gg38/f2RlJSE2bNnQ6vt3ojU3uiTiIiIaKDILa9DZSMwKcJL6ig0CIR6NY9eLarl6FUiIiJybGazGXsKGzFriCfkstbf7zor5Fg4JgCrDxagpKIK/t6tv2v9Jq0AbkoBM6K7nmnmpJBjwVAtNudWQ6/Xw83NDUfSTmF7gQn3jwvu0++WaWCTywS4KQWU6BuljkKX6RdFM6D7xawr+R/UlRbauqu6uhpr167Frl272pyrrKxEZWUlcnNzkZycjGuvvRaLFi3qk1yX0ul0WLVqFXJzc1v9vKqqClVVVcjMzMR3332HxYsXY9y4cZL1SURERDSQ7MoqBABMHxYgcRIaDLw0KigEEcW1HL1KREREju1YdgF0DQJeHRHU7vmFSVF4a38hNhzNxSPzxrb8XK/XY0d+E66O9oZSbtvy6I9Mi8FXGYfx9g/78ejVY/HRvlw0WuT405zhdnkWol94OstQXt8kdQy6jKRFM1/fgbdxYmlpKZYuXYqSkpKWn/n7+yMqKgpubm5oampCYWEhzp8/j6Ym238hQkJCkJiY2GW76OjoLtuUl5fjhRdeQGVlJYDmAmR8fDwCAwNRU1ODEydOoKmpCdXV1Xj11Vfx0ksvdXnv3uiTiIiIaKDZl1sOf5WIyABvqaPQICAIArycBRbNiIiIyOF9n66DXABuGBXW7vmEQC1CNXL8mFGGR+b9+vMtJ3JQZBTwYFKUzfeaGe2HaUM8sCazGloxBd8VKHHnmBCEeqp7+hhErXipZChvMEsdgy4jadFs7dq1Ut7e7urr6/H888+3FMyioqLwyCOPIC4urk1bg8GA1NRUm2e/DRs2zG4z0latWtVS3PLz88MLL7yAIUOGtJyvqanBG2+8gbS0NJjNZqxcuRJr1qyBRqPp0z6JiIiIBprUgjrEeyogl8uljkKDhJdKhlKOXiUiIiIHt/diDRJ8nOCuUrZ7XhAELBjmhS9PlmL3kTSMj4+GUqnEf44VwFslw9xYf5vvJQgC3rlpJCa+sweLjysR4eGMN67jLDOyP2+1ApUGk9Qx6DK2zUklm6xbtw7FxcUAgPj4eKxYsaLdghkAqNVqTJ06FdOmTevLiEhNTcXp06cBAAqFAsuWLWtV3AIArVaLF154AQEBzcsG6fV6fPvtt33aJxEREdFA02i2ILOyCWOCXKWOQoOIt1qBsnqOXiUiIiLHpdfrkVZhwbTIzvcFfmJOPGRyBa5ffxEffbMFazdsxZZ8K+4ZG9JmH7SujArWImPJTLw0bxiSH50MPzfnnjwCUbt8XJWoMFqkjkGXYdHMTnJzc7F161YAzQWxZ555BiqVSuJUbW3atKnlePbs2YiIiGi3nUqlwl133dXyesuWLbBY2v8F7o0+iYiIiPqzD/dfwNUfH4TJYrX5mqO6apisQFJE5x/2iezJ11WJCgOLZkREROS49mXqUGMScE1CaKft4vzdkPncbET6abHynBp/SQPCPVV45dr4K7pvpLcr/nJ1DKJ8OOiNekewVo1Ko2jzanTUN1g0s5PNmze3HM+dOxc+Pj4SpmmfwWBAWlpay+s5c+Z02n7y5MlQq5vX6tXr9Th16lSf9ElERETUGwprjDhVVNujDyT7zldg45kSPPvDKWw9W4ZVO8/ZfO3OzEIoBRFTYoKv+P5E3eWvcUKlkR/CiYiIyHFtzyqBXACmRnX9faufmzM2PTQRcQFazI8Pwk8PXwVXZ0l3KCLqUKiXK2rNAmrqGqSOQpdg0cwOLBYLUlJSWl5Pnz5dwjQdy8jIgMnUvEaqSqVCdHR0p+2VSiViYmJaXqenp/dJn0RERET29lNGCWJW7MCIVbsR/koylmw8A4OpezPeG80WXLvmAK5bexhWqxUz/ax4ees51DXaNotnf245otwE+Hp5XskjEF2RAHcVqptEWK22z4okIiIi6k8OFtRhhK+zzcWvIK0Kux67Cp/+bjRniVG/FurZ/PfzYnmNxEnoUiyz20FeXh4aGpqrwSqVClFRUTCZTEhOTsbu3buRn5+PhoYGuLu7Y8iQIZg0aRJmzZoFpbL9jSvbU19fjz179kCn06G+vh6urq7w9vbG8OHDERra+dTkX+Tn57cch4eH27QBfVRUFE6cOAEA0Ol0fdInERERkT3llNfjln+lIkFrxdUBFpxtkuHdPeeRfK4cOx9N6nAz8ct9eTQPNU0i7h9iQZSHE8ZEBeGa9TpsPlOMW0eHdHn9seJ6zAxRQxC6t58CUU8EaV1gEgWU1tQjwNNN6jhERERE3aLX65FeJWLhWC5xTgPPEF93AMCFMj0Sh0gchlqwaGYHZ8+ebTkODg5GUVERVqxYgYsXL7ZqV1FRgYqKCqSmpuLrr7/Gc889h6FDh9p0j0OHDuHQoUPtnouIiMBtt92GqVOndtrHpQUuPz8/m+7r6+vb7vW92ScRERGRvYiiiAe/PA53hRV/GeeC6IhQ5ObmYoJLI/5y2or7vziO9feN77KQJYoiPtibi+HuIt65b3bLQKGQTXn45nhel0WzixV1KG4QuZ8Z9blgDxcAgK5Cz6IZEREROZyD5wpQaxIwP55LnNPAE+7T/P5cV1UvcRK6FItmdlBeXt5yLAgCXnzxRZSVlQEAQkJCEB0dDZlMhgsXLiAnJwcAUFJSgj//+c9YsWIFoqKienT/Cxcu4PXXX8fRo0fxhz/8ocPZXnq9vuXYw8PDpr49PX9dPqiurq5P+uxKZWVlt6/pSn/cg46IiIh67mh+DXbnVuH5BGD2tMkty0mPLCpCufkoVpwswfeninHjiMBO+/lg73kcLmzAyiR3uLn9Wni4KkCBrdlVsFhFyGUdF97+ezgXckHE9aPC7fZsRLYI8dIAAPKr6jFe4ixERERE3ZWcVQKFAEyL8u26MZGD8VQroZQB+dXc06w/YdHMDurrf60EZ2dnAwCcnJzwxBNPtJn9lZ6ejpUrV6K2thZGoxGvv/46PvjgAygU7f9R+Pv7Y+rUqRg1ahRCQ0Ph5uYGi8WC0tJSHDt2DD/88ENLgW779u1wcnLCY4891m5fRqOx5djJycmmZ7u03aXX92afXXn66ae7fU1XfvzxR7v3SURERNJbveccvJxEPDRrFFQqFYDmQU5BQUFYfI0MP+oO4S+bz+CGhIAOZ5tllOjx1A+ncW2QFfdNjWt17vo4X3x1vhjfnizCrYlBHebYcKoYIz1lCPf3tt/DEdkg1Lu5yFvID+JERETkgPbn6ZHQjf3MiByJIAjwUclQVNsodRS6hEzqAANBe4WfJ598st3lEkeOHIlly5ZBJmv+T19YWIhdu3a12++kSZOwZs0a3HfffUhMTISXlxeUSiVUKhXCwsJw44034v3338f48b+OGd28eTNOnz7dbn9NTU0txx0V6S536b5rjY1tf3l7o08iIiIie6gxmPBVegnmBcsRFtp2+cSAgAA8mOCG9JIG7MyuaLcPURTx0Oep8HYS8cEdE+Dv79/q/LyRERjtYcXSjadhNFna7aNU34gjJY1YEG3brHwie/J0cYJCAIpqDVJHISIiIuqW2tpapFdZMT2SS5zTwOXnqkBxXVPXDanPsERvB5fPsIqOjsaUKVM6bB8bG4ukpCTs27cPALBnzx7MmTOnTTuNRtPlvV1cXLBkyRIsXrwYBQUFAID169cjPj6+05xms7nLvgHAZDK1HDs7O/dJn11588034eXFfyyJiIioc4u/S4fVasWipMiWAUuX+93k4Xj92GGs3Z+NWdFtl2vemV2O/fl1WDVFi/Dgtks4+vr64uF4Fzy+34iwV5Lx00MTMS701+JYrdGE+R/vg4tcxO/GcmlG6nuCIMDLWUCJnoPViIiIyLHsy9Sh1iRgQULn+wcTObIAjRIlNdzTrD9h0cwOflnq5xdJSUldXjNp0qSWollGRkaP7u/s7Iybb74Z7777LgDg5MmTMJlMrWZ0XZ7z0hlinbm03eXP2Vt9dsXLy4t7kBEREVGndueU49OjhXh8mICkEcM6bBcQEICZQQr8mFGOJrMVTorWxbV/7D0HP2cRD85M7LCP30yIg6nhMN44K8Nr2zLxzQOTWs498Hkqskrr8M4UN8RFdLx8I1Fv8lbLUFZv6rohERERUT+y/WzzfmZTIvk9IA1cge4qnCmpgyiKHW4ZQH2LyzPagbu7e6vXoaGhXV4TFhbWcmwwGNDQ0LM9BhITf/0ip7GxEaWlpW3aXLppfXV1tU39VlVVtRy3N/OtN/okIiIi6glRFPHCTxmI1Ih4bNrQLvddvWNMCPQmERtOFrT6udFkwY9ZlZgbqoSHR8dLKwYHB+O6KWNwdRDwY0YZKhuaBwh9l16Ab06X46lEF9x/7TTI5fKePxzRFfBWK1DKohkRERE5EKvVigO6Ooz0U3E/MxrQgrUqVDZyG6P+hEUzOwgJaT1FWK1Wd3nN5TOsDIae7THg6enZ6rVer2/T5tKc7RXV2lNWVtbu9b3ZJxEREVFP7MqpwN4L1bgrUobo6Ogu288dFY0RWise/jodWzJLW/Ym23CyEHUmEXeN6fz9iiAIiIiIwCPTY2CxinhzeyYA4K3tmYhzF/Gn6yeyYEaS8nNVotLY/p57RERERP1RaXkF0qqAOcN8pY5C1KtCPFxQbxFQqecSjf0Fy/R2cOmsMQA2zRq7vEjm6uraowyXV6Lb2yvs0gLVxYsXYbFYuvwCJycnp+W4vRl0vdEnERER0ZUSRRHLfjqDKI2Ie66KhULR9dtdtVqNj66NwL0/XMSCTw5BJgDXxPqivLYBsW5WTEuItOneY2IicXNEFl7bdRGBHhocKGjAM+M8W83MJ5KCn8YJe/LqpI5BREREZLOtJ/NQbxFw82juC0wDW5h380psuoo6BPl6S5yGAM40s4uAgAAEBAS0vNbpdF1ec2kbNze3K9rb61KXFqKA5n2/LhcXF9eyz5nRaMS5c+c67dNkMiErK6vl9ciRI/ukTyIiIqIrtSunAvsu1uCeoQpERtpW7AKASaNH4P+u8ceboy24L8KCnzLLcLCgHrcM09g8uEkmk+H9OyZgup8Vf9hwGlZRxMLJHe+nRtRXAtxVqG4SYTJxiUYiIiJyDJuzyuGlkmFcaMfLpBMNBOHezYMs8yo506y/YNHMTiZN+nXD9wMHDnTZ/tI28fHxPb5/cnJyy3FoaCi0Wm2bNmq1utXeZ9u3b++0z/3797fMiNNoNEhISOiTPomIiIiu1KtbMzHEVcS9U+K6tSSiTCbDpIkT8eRdN+Dv98zEvUOsCFKLuDdpaLfu7+frizW3jMRUP2BqoAKxof7dfQQiuwvSusAkCiit4QdxIiIi6v/0ej32FDZi9hAtZDJB6jhEvSrU0wUAkF/d9ep11DdYNLOTa665pmX5n+zsbOzdu7fDtpmZmTh48GDL69mzZ7dp0509zg4cOIDdu3e3vJ4xY0anOX+RnJyMixcvttvOaDTiP//5T8vr+fPnd/jFU2/0SURERNRdaQXV2J5ThTuGOiE8/MqWcREEAVqtFs9fHY+1U5wwJDS4231ERw3BjqcXIHnx3CvKQGRvwb98EK/iEo1ERETU/204fBYFBgH3XxUldRSiXufmrIBKDhTU2F4PoN7FopmdBAYGtioevf322+0WztLT0/G3v/0NVqsVABATE4OJEye2abdv3z48/fTT2LlzZ4d7pDU0NOCLL77AypUrIYoiAMDHxwfXX399hznHjx/fMrPNbDbj5ZdfxoULF1q1qa2txauvvoqioiIAzctH3nzzzX3aJxEREVF3GE0WPPLfI/B2EvHktRMgk/Xsbe7QoUNx9dVX27QnWnsUCkXLEtZEUgv1al7ypaCKM82IiIiofzOZTFh7tAhhbgpcHRvQ9QVEDk4QBPioZCjWN0kdhf7nyr4FoHYtXLgQOTk5OH36NBobG7Fy5Up8/vnniI6Ohkwmw4ULF5Cdnd3S3svLC0uWLIEgtD/N+OzZs3jrrbegUCgQEhKC4OBgaDQaWCwWlJWVITMzE42NjS3tNRoNXnrppS73R3vmmWfw9NNPo7KyEqWlpVi8eDESEhLg7++P2tpanDhxoqVfuVyOJUuWQKPR9HmfRERERLY4nFeFR786jlMlBvzj2nD4erfd2/VKdPQejcjRhHg1v+8u5JIvRERE1I+JoohvdhzAvlIRf5sXwaUZadDwc5GjpJ77D/cXLJrZkVKpxLJly7B69WqkpKQAAHQ6HXQ6XZu2MTExWLJkCXx9fbvs12w248KFC21mb11q5MiRWLx4Mfz8/Lrsz8fHB6+88gpWrVqF3NxcWK1WpKent2mn1WqxePHiVnuW9WWfRERERJ2xWEX8fXcuntt0BiFqEe9M1eKeGXyPQXQ5D7USShlQVGuUOgoRERFRh4qLi7HicBUC3VVYPHOY1HGI+oy/xgkFHODWb7BoZmeurq549tlnsWDBAuzYsQNnzpxBZWUlLBYLPDw8EBsbiylTpmDSpEmdjl6ePn06goKCkJmZiczMTBQXF0Ov16O2thaiKMLV1RWBgYGIiYnBtGnTEB0d3a2coaGhWLVqFfbs2YPdu3cjLy8P1dXV0Gg08Pf3R1JSEubMmQOtVitpn0RERETtqahvwqzVe5FeXI8bgi1Y8Zt4DBvKPQ+I2iMIAjydBZToG7tuTERERCSRf+7NRFq1DD88kAi1Ui51HKI+E+jujPRiLqXeX7Bo1ksSEhKQkJBwxdcrlUoMHz4cw4cPt2OqtveYNWsWZs2a1a/7vNzSpUtt2l9k9erVvZaBiIiIpGO1irj7s4PILa/DayMtmJ84BLHDujeAiGiw8VbJUFLHfRKIiIiofyquqMbfj+sxK8Id18VzLzMaXIK1KlQ0ijCbzVe8rzbZD/8EiIiIiMhhfH/8Au776hRqmkS8lqTFojmJnMVOZIMAjRKl3CeBiIiI+qHa2lrc/c+90JsFfHjbGKnjEPW5YK0LjFYBpdV1CPLxkDrOoMeiGTmc5cuXw8fHR+oYRERE1McazRY89u0pBKtFrExyw33zJkKlUkkdi8ghBLo5Y38l9zQjIiKi/sVsNmPFhv3YXiRi7S3xGObvLnUkoj4X4uUKANBVsmjWH7BoRkREREQOYflPaShusOLLhxIxJS5c6jhEDiVYq0J5YzWsVitkMpnUcYiIiIig0+mQmnYKH2eYcMNwXzyQFCl1JCJJhHpqAAD5VXWYKHEWYtGMiIiIiBxAo9mCDw4WYn6YMwtmRFcgzMsVdWYBVfp6eGvdpI5DREREg1xFRQXe3HwM3xUo0WCV4+2bEqWORCSZMJ/m9+cF1Q0SJyEA4BBDIiIiIur3Vu/KRGWjFUvnxUodhcghhf1vyZfc0hqJkxAREdFgJ4oi3tx4GO9myTAq3AdbH5mECC8XqWMRSUarUkApA4pruZx6f8CZZkRERETU7318IA8T/eSYzFlmRFdkiK8WAHChQo/x0RKHISIiokEt+6IO759pXpLxm4XjIZMJUkcikpQgCPByFlCsb5Q6CoEzzYiIiIionztZUIWsajPuGhUodRQihzXkf0u+5FVyyRciIiKS1ke7MlBnFrDqhpEsmBH9j49ajtI6k9QxCCyaEREREVE/9489Z+EiF3H3VTFSRyFyWBpnBVwVQH61QeooRERENIgVFRVhfU4jrh7qiSgfV6njEPUbvi4KlDeYpY5BYNGMiIiIiPoxs8WKr06VYUawMzzc+KGaqCd81TIUcckXIiIiktAX+zOQ1yDgT3O5VzHRpfw0Tig3WqSOQWDRjIiIiIj6sa+OXUSxQcRjV3EvM6Ke8ndVoEjfJHUMIiIiGqSqq6vxnww94nzUmBHlLXUcon4lwM0ZVY0iRFGUOsqgx6IZEREREfVbf991DnFaYP6YaKmjEDm8IDcnFNdz9CoRERFJI+VkNo5VyfDUzGgIAvcyI7pUoFaN6ibAaOTKEFJj0YyIiIiI+qXM4hqkFjfivkRfyOVyqeMQObwILxeUGKywWq1SRyEiIqJBxmq14pMjRfBwluHusSFSxyHqd4I9XGCFgMIqvdRRBj0WzYiIiIioX/pwVyZc5CIenD5c6ihEA0KElytqTAIqa+uljkJERESDzKlz55FcJOKhiaFQKTkgjuhyoV4aAEBeBYtmUmPRjIiIiIj6HatVxFenyjArVAUfD3ep4xANCMP8tQCAcyXVEichIiKiwcRqteLjlEyYRAFPzBgmdRyifinM2w0AkF/FAW5SU0gdgKi7li5dCoWi67+6q1ev7oM0RERE1Bs2n8xDsUHEg5MipI5CNGBEB3gAAM6V1CApJlTiNERERDRY6HQ6bMyzYEGML4K0KqnjEPVLgVo1AKCwxiBxEmLRjIiI3v9aSQAAIABJREFUiIj6nbUHzsNfBVw3JkrqKEQDRriXK2QCcL6Co1eJiIio7/x0Ihd5DQLWTOV7e6KOqJVyuCqAohqj1FEGPRbNyOEsX74cPj4+UscgIiKiXtLQZMbPuXrcPdwNcjn3OyCyF4VcBl+VgAuVDVJHISIiokGioaEBX2XUItRdhbnDfKWOQ9SveavlKKlrlDrGoMc9zYiIiIjIrr5P0yHiL5vg9ecf8cyX+7t9/dq9Z9FgAR68KrIX0hENbkEaBfJr+UGciIiI+sbJc+exv0LAI1dFQCYTpI5D1K/5uihQWm+SOsagx6IZEREREdnNljOFuPGzE/B0EjEt1AVvHq7Aqk1HutXHxwcuYKyPDOOjuecSkb2FujuhoM4sdQwiIiJyAGazGSUlJVd8vSiK+OehC7CIAh6cGG7HZEQDk5+rEuUNFqljDHosmhERERGRXdQ3mvHAf48jwQPYs3gmvnt0Fq6N0uCvKUU4mX3Rpj72ZObjdKUFD08KgyBwJCqRvYV7qlFcb4XVapU6ChEREfVjZrMZ+/btw759+5CamgqzufuDbsrLy7Epz4JrYrwQ4K7qhZREA0uAmzMqG0VYLCycSYlFMyIiIiKyi9d/TkepwYI1tyRAo3GFIAhYd89VgCDDku/Tbfqg/d7us/ByAu6bEtcHiYkGnxh/d1SZBJRV66WOQkRERP3Y0RPpWHmkBvenOuP5nQXYvCMFRqOxW31sOHIO+QYBi6cP66WURANLkFaNahO6/btG9sWiGRERERG1UlKtx/7zFdiYrsP5kkqbrmkymfHxoQLMCXVGUtyQlp/7uTlj2Zyh2FIoYtORzE77qGloxMacetwS5wFnpaJHz0BE7Rse5AkAOF1g2+82ERERObbGxkYcOXIE5eXlNl9TXl6O55J12F4iw+/GhOJQtRMWpdTju+S9MJls22/JbDbj0/RyhLkrMXOoz5XGJxpUgj1dUWcWUK2vlzrKoMaiGREREREBAPKrDYhdvg0Bf9uFye/vx3WfnsDYt/fhbElNl9d+svsMSozA81fHtzn35MxhiHBXYum28x3ONhNFES9uOAKjRcTiWZxlRtRbEkK8AQBnCqskTkJERES9zWw2Y/eevfguLR9fJh9AVZVt//6/v+0EdpXJsOa2RHx0y0gcfXIalM4qLD3cgLQzWTb1sf90Lg6UAU9Oi4RMxmXXiWwR4ukKACioqpM4yeDGohkRERERoaHRhLnv70KF3oCXkzywbpY7vrjGB84yYP5H+9HQ1PHSiqIo4v0DOoz1VWBqbEib80q5DO/eFI8zNcA7P59ot4+121Lx/tFKPDDSE8NDOBKVqLf4uDrBVQFkl3P0KhER0UC39/gZPLCrHq9lKPD4EeDhT/egrKys02tKK6rwQXoD5g/V4t5xze/to3xc8eNDE1FslOHlnRchimKnfYiiiLd258DNSYaHJ0fa7XmIBrpQLw0AoKCqQeIkgxuLZkRERESEd5JP42yVCf+6eRiW3TIV9187HbfPTsKnNw1FQZ0Jv//qWIfXbjmpQ2a1FYunhHfY5jcjwzA7TI3le4uQXVLd6lxNXQOW7S7C+EAXfHzPFLs9ExG1JQgCQt0UyKkwSB2FiIiIelF9fT3+tPUCGqHA4cVT8eKcoVivE/DB5sMdrv7Q2NiIFT8dR2WTgDdvGgVB+HWG2IhAdyybFYGNOgu2pOV2eu8TmTnYojPhkYkhcHHisutEtvJ3cwYAFNVyTzMpsWhGRERENMhZrCI+OFSAaUFKXDsuttW5uWNj8Wi8Gv86XoID59vug2C2WPHUD6cRqQHuTIrp9D5rfjcechkw84N9yC2rbb63xYI/rz+IUqOAj+8YCzmXbiHqdREezrhY2yR1DCIiIupFa3ak40ilgA9vGYnxYR54aX4sfhPrgxUnLfgipe3qD2azGd9u2YFPTtXh5uGeGB7g3qbNn+YOR6SbDE/9kNHh3mZmsxlv7cgEBAHPzOGy60Td4evqBAFAsZ5FMymxaEZEREQ0yK3Zl42CeiuenBrR5pwgCHjppokIdRHxx/XH2yzF8tdN6ThbZcLb10ZDLpd3ep9IPy023ZeIRrMFU97ehf/sPIZn/70dH52sw6JxfkgM8bTnYxFRB4Z6u6Cg3gqLxSJ1FCIiIuoFDQYjVh0qw+RgNW4Z1bzEoiAI+GrhBIzwc8GiLYX4bu/xVtfk5ubivdNNcFIq8cHt49vtVyGX4e2bRiCzRsSqHw+12+ZgWgY25FmxcFwIfDXO9n0wogFOIZfBw1lAiZ4D3KTEohkRERHRIFaqN+K5TVmYGSDgmjHR7bbx0LrjhWnBSC024r2ff/1wfbqoGiv36HBrlDOumxDb7rWXGz8sDCmPT4WLygl3byzA30824o6R/njv9gl2eR4i6lpsgBaVTQKKK2ukjkJERES94M0tx1FoEPDmjYmtfq5WypH8+HSEeajwwEYddp3IhMlkgk6nw2vbsnCgQoaPbk3stNj1m8RwzI7Q4O+plSipqGp1rqGhAX/dkQuZTI6/XTO8V56NaKDzVstRWt/+TE7qG1xUlhzO0qVLoVB0/Vd39erVfZCGiIjIcdUZTbj6gxSIohXv3jym039fH5o9Gl+fqcKLu/IR7+OERoULFn2XAR9nEe/eMalb940N8kTW81fjh2O5iAzwRGKIV08fhYi6YUy4D4BsHL9QhmBf/v4RERENJDU1NVhztAyzwlwxMdK3zXmtWomdf5iOCW9ux61fncX/i8zA8SoBW4rl+NOMIbg1MajLe7x361iMWLUbf9mQivfvm9nyOeKrlOPYXizDOzfGcpYZ0RXydVGg3MCZZlJi0YyIiIhoELJarbjuw53IrDTi/24YgoTIkE7by2QyfLpwCsa/tRNXf5ELiygg2l3AuttHwM9L2+37y2UCbhoXdaXxiagHRgY3L4WaVlCF37S/+hIRERE5qHU705BvEPDZNSM7bOPv5oyUP87Ab9cdxGsZ9VArZHj3xuF4fEqETfeIC3DHQ+MC8MmRIjiv24x5wTJYVW742/5qxPmo8djkSDs9DdHg4+fqhLMl3NNMSiyakcNZvnw5fHx8pI5BRETk0JauP4hd+Y34x/WRuHlygk3XBGlVyPjzHLy26Tjigzxwx4ShUMi52jeRo3F1ViDQRYYzJXVSRyEiIiI7qq+vx6cnq5Dg64IZQzv/7izcywUHn5yBo/k1GBHgBlfn7n1N/MFt49BgOoJ3T5Tgu0IZyhpq4CSXY9tD4yCXCT15DKJBLcDNCQd1IqxWK2Qyft6WAotmRERERIPMtlN5WHW4HPeP8MSD020rmP3CXaXEazdz/zEiRxft5YxzlRzBSkRENJD8fDQTadUyfHrHMAhC14UrpVyGSeGeV3QvuUzAp3ePx90TyvDtyWJEeKrx0MQw+HBZRqIeCXRXoboJaGxshFqtljrOoMSiGREREdEAdKZYj0N5VXBVylBbW4uckircNWEI8kqrcdd3OYjRyvHhXUlSxyQiiQz302D96QaYzWab9gsmIiKi/u+T1CL4uchxx+jQPrmfIAiYF+OHeTF+fXI/osEgUKtGo1VAhb4BISyaSYKfjoiIiIgGmJe3ZuGvW8/CKv76MxmA1w9VwAoBwzwU2PRIEpyVfCtINFiNDPHAR8fKUFBWifBAftFFRETk6EorKpFSbMUjE4PgpOCSbkSOKsTTFQBQUFWPED9vidMMTvymhIiIiGgA+fJoHv7y81ncHGrF87OHQpQp4OnlDa27G9btOwsfrQa3jAqFppt7FhDRwDIh0h/AORzKKWHRjIiIaAD45kgOGiwC7psUKXUUIuqBEC8NACC/qgETJc4yWPHbEiIiIqIBotFkwaL1aUjyBT686yr4+vq2Ov/MvBESJSOi/mZkkBZKGXD4YiVumyJ1GiIiIuoJq9WKb06VYoi7AiODtFLHIaIeCP3fTLPCmgaJkwxenKtLRERENED8c28mqpuAN25MbFMwIyK6lFIuwzBPJdJK6qWOQkRERD20O/0cdhdbcO+4EAiCIHUcIuoBD7USCgEoqm2UOsqgxaIZERER0QDx0YGLSPSWY3JsmNRRiMgBjArUILPSDIvFInUUIiIiukJGoxF/+uksfNVyLJk3XOo4RNRDgiBA6wRUNDRJHWXQYtGMiIiIaAA4lF2EtAoLHp4YKnUUInIQE8K9UWAACsoqpY5CRERE3WS1WpGbm4tnP9+N1ArgnZtGQK2USx2LiOxA6yxDlcEsdYxBi0UzIiIiogHgnZ1Z8FACD0yNkzoKETmIqcMCIULArgyd1FGIiIiom7Kzs/GvXen46EwTHhkfiFvHcLUJooFC6yxn0UxCLJoRERERObiaBiO+P6fHLXFaqJwUUschIgcxMkgLDycBW7PKpI5CREREHTCZTBBFEQaDAVlZWcjIyEB5eTk+35+FNzIVWBDnj/duHSN1TCKyI0+VHDWNXEJdKvxWhYiIiMjBfbQrAwaLiCdmcZYZEdlOLhMwY4g79uVXw2QyQalUSh2JiIiILmEwGPDDlmScqgGOlVtRZBQgFwA5ziK1Sob5MT746t6xUMo5L4JoIPFUK6CraZQ6xqDFohkRERGRAxNFEetSCzHJX4n4UF+p4xCRg7lxZDA2ZNXgRE4+xscOkToOERERXeKzHcfw9EGg3gyEuDljbJgXjCYLagyNeC0pGE9Oj4KCBTOiAcdLrYS+SZQ6xqDFohk5nKVLl0Kh6Pqv7urVq/sgDRERkbR2ZRbibI0V/5wRIXUUInJANySGQbb+DL5MPc+iGRERUT+y+fBp/HFXBcYFueGzeyYgysdV6khE1Ee8XJ2hN4kQRRGCIEgdZ9DhUAQiIiIiB/bOriz4qYA7k2KkjkJEDshDrcTUUA0259TBYDBIHYeIiIgAlJSW4unN2QjSOCH58WksmBENMj6uTqi3CDAYuUSjFDjTjBzO8uXL4ePjI3UMIiIiyZXrjdicW49HRnnAScm3dUR0Ze6ZOAT/7+t0HDqdjRnjRkgdh4iIaNB7a+tJZNTKsOPRcVAr5VLHIaI+5qNRAQBKaxsQoVZJnGbw4UwzIiIiIgmJogir1XpF136SkgmzVcQTs+PtnIqIBpNbEoOhlAn47EgeRJF7JxAREUkpS1eCD9LrcctwL8wcykHjRIORr5szAKCktkHiJIMThyT3ouzsbOzduxdpaWmoqKiAXq+Hu7s7PDw8EBkZiREjRmD06NHw9PTssi+TyYQ9e/YgJSUFeXl5qK6uhkajgb+/P5KSkjB79mxotdpu5XOUPomIiAaqcwWleOrLQxilNWPR/AkIDg7u1vXfny5Goo8CkQFevZSQiAYDrVqJ3yUG4OuTRXj2QgHihoRIHYmIiGhQslgs+P1XRyGXCfjgtrFSxyEiifhrm5dkLas1SpxkcGLRrBdUV1dj7dq12LVrV5tzlZWVqKysRG5uLpKTk3Httddi0aJFnfan0+mwatUq5Obmtvp5VVUVqqqqkJmZie+++w6LFy/GuHHjbMroKH0SERH1Z5UNTVALVqhUzt3enLesrhFz1xxBQT2wsUCBEstJrHnY9qJZhd6Ao6VNeO6qgO7GJiJqY+UNI/FVejGWb8vCvx9m0YyIiEgKqzcfwvZCC1bfMAx+blySjWiw8nNXAwDK6lg0kwKLZnZWWlqKpUuXoqSkpOVn/v7+iIqKgpubG5qamlBYWIjz58+jqampy/7Ky8vxwgsvoLKyEgAgCALi4+MRGBiImpoanDhxAk1NTaiursarr76Kl156CYmJiQOiTyIiov6mrq4Ox3IKcLjMiq0Zxdh2oQ7uShG3D1XhjduvgtZNY1M/oijilk/2ospoQcpDo/B5eik+PFyI357IwfxRUTb18cXBszCLAu6aZFt7IqLO+Ls548YYLZJzq2E2m6FQ8KMiERFRX/r+wCksSSnHzHB3LJo6TOo4RCQhP7fmolk5i2aS4CchO6qvr8fzzz/fUjCLiorCI488gri4uDZtDQYDUlNTu9wzYNWqVS2FKD8/P7zwwgsYMmRIy/mamhq88cYbSEtLg9lsxsqVK7FmzRpoNB1/aecofRIREfUnFosFj3y2B5/nmKEQRIS4AM+M1aK4SYG1JyuR88keJD8536YZZ09/fRgp+Q1YsyAESbFhGBcdgq2ZJXhsQwYy4sPhrOz6LdraIwWI85QjNsjbHo9HRIQbRobiv2dqkHouH5PiIqSOQ0RENGiczr6Ah3/MxRAPZ/zwyJRur2JBRAOLSimHswyobDBJHWVQkkkdYCBZt24diouLAQDx8fFYsWJFuwUzAFCr1Zg6dSqmTZvWYX+pqak4ffo0AEChUGDZsmWtClEAoNVq8cILLyAgoHlpJr1ej2+//dbh+yQiIupvlm1Ixec5Zjw7ORhZi8fh7LIFeOPO6fj3wslYfd1Q7Cgw4+8/p3XZz0e7MvD3Q6V4NFGL/zdnDABAKZfhk1sTcVFvxZ+/Te2yj63p53G8woKnpkb09LGIiFpcMyIUcgHYcCJP6ihERER9ThRFNBhsn9VhMpmwc+dObNu2DefPn7/i++r1eixan456qwybFk2FxplzHIgIcHcSUFHf9Up1ZH8smtlJbm4utm7dCqC5IPbMM89AperZ2sObNm1qOZ49ezYiIiLabadSqXDXXXe1vN6yZQssFotD90lERNSf7Mkpw+sHSnHvcA1e/+0YRIYGQalUtpx/ZEYcrg5zxiu7dahv7HgkWMrxM3j6p3OYG6LEe3dNbnVuWlwIFia4490jpdiZWdBpnuXbziLEVcD9U9sfnENEdCXcVAqM9nPGrgs1UkchIiLqUz+dOI/wFzfCfdlWzH57G/aeudjl6lAbdx3EcwfqcGNyI8atOYn71iSjuKS0W/e1Wq14dcNB7C0TsObWRER4ufTkMYhoANE6CagymqWOMSixaGYnmzdvbjmeO3cufHx8etSfwWBAWtqvo9XnzJnTafvJkydDrW5e61Sv1+PUqVMO2ycREVF/UdnQhHkf7ce01QcRqRHx3u0TOmy78oaRqGkSseKn9mebNRiMePzHbGicFfji4ZmQy+Vt2rx/51WIdpfhzv87jgq9od1+UnOLsbuwCY9PDIJcxmVbiMi+5sX4Iq1SRFllldRRiIiI+kRxrQH3fHUKrk4yPDnBDxnlRsxcl4Yln++C1Wpt95q9J89h4fYq6BqVePHqWNwU74f/yzLg1nUHUFhUZPO91207grfSDLgr0Q93jg210xMR0UCgVclRZWDRTAosmtmBxWJBSkpKy+vp06f3uM+MjAyYTM0j1VUqFaKjozttr1QqERMT0/I6PT3dYfskIiLqD07klWPcqu04dL4cj0db8N/fDoW7xrXD9okRAbgu0gVvHihCSlZhm/NPfJ2K0zXAv383Cl6uzu32oXZ2whf3jkNtkxV3rE1pd3Trso0n4e0M/GFOwpU/HBFRB24YFQajVcDWk1yikYiIBj6DwYgbP06B2Sri24Xj8MZtk5Dz4gLck+iHN47V4eG1ydDr9S3tGxsb8e+f9+PurzOhcVIg7dmZWDJrKP5x9yR8cc8Y7C+X4fdfHIHB0P4AuEttP56FxdtLMCFYg7V3juvNxyQiB+ThLEeNkau0SYFFMzvIy8tDQ0MDgObCUVRUFEwmEzZv3oznnnsOd999N377299i4cKF+Otf/4qff/65pdDUkfz8/Jbj8PDwdkejXy4qKqrlWKfTOWyfREREfc1qFWGyWFuOvzyQiaT398NsMuOLm8LxxsL5GDtyeJf9rLs3CeEaAdf/8yiO5vw6wnRtyhl8klaFP47RYt7woE77SIwIwJsLopCsa8KqzcdbnftgWxq2XDTiT1OC4eLsdAVPSkTUuXGhXvBwErAlq3vLSxERETmiP36+F4eLm/D+NUMQF+oPAFA7KbD27ol4bmoo1mY24r51KTAaG1HfYMCiz/bg3q0VgFyBHx+cAF/Nr4Phbh0VjNd/E4sN+QLWbT/W6X0vFJXhnvVZCNQosfnRaXBWdP19GhENLl5qBWqa2p/tSr2LO0vawdmzZ1uOg4ODUVRUhBUrVuDixYut2lVUVKCiogKpqan4+uuv8dxzz2Ho0KHt9nlpMcrPz8+mHL6+vu1e72h9dqWysrLb13Slp8tpEhGRY6qqN+Ktraew5mgxKowiXJUC6ppEACImBDhj82PT4eFq+x6lXm6u2LJoMqa9vw/z/nEE8yLdcbK8CafLGzEz2Amv33aVTf0smhmPLRnFeGFnPsaE+2JmXAg+3nkKT229iLnhLnh2wegrfGIios7JZAKmhmmwv6AWVqsVMhnHWRIR0cC0Me0i1p1pwB8nBOCeaSNanRMEAa/dOAr+Whc8tTEL41//GQaziNx6AUumhOCV60dBIW/7b+RTM4bii6N5WHGwAjeMKUJIUGCbNvUNBtz8z0OotwjYvWgK3FT8epaI2vJ0cUJNU53UMQYl/l/ZDsrLy1uOBUHAiy++iLKyMgBASEgIoqOjIZPJcOHCBeTk5AAASkpK8Oc//xkrVqxoNfPqF5dO/fbw8LAph6enZ8txXV3bXyhH6bMrTz/9dLev6cqPP/5o9z6JiKh/K66uR+IbO1DRKGJOiDMSfJxQYzDB110NZ5UaS64ZBZWy+2+Vwv08kbJ4Bv7wVSp2XqjFUI2IV67yxlPXTYRSqbS5n3/fPwWT3kzGbz49AbUiHVWNVswJVWPDohkQBO5lRkS9Z8HwQGzMrkVuQSmGhgZIHYeIiMjuag1NeGj9KSR4Cnjj5rEdtnti5jBolSI+PqiDm1yO92+NxPwR4R22FwQBa+4Yi/Fv78FT61Ox7oGZ0Gg0LeetVise+NcenKgUsXHhGET7udn1uYho4PB2cUKdSYQoivwOoI+xaGYH9fX1LcfZ2dkAACcnJzzxxBOYOnVqq7bp6elYuXIlamtrYTQa8frrr+ODDz6AQtH6j8JoNLYcOznZtvzSpe0uvd7R+iQiIuptFquI3/1zPwxmEamPT8SoCH+79h/urcEPj86AKIpobGyESmX7bLVfuKmd8fOjU/HShiPQ19VhQXwQ7p01lrM+iKjXzYsPhvjDWWw9rWPRjIiIBqRHP9uNKqMF62+Lg7KLpRHvnxKD+6fE2Nz36BAP/HVeNJb9fA4x3+zGMzdOgVarRa6uEEs2nMD6CxYsnxuBBQnBPX0MIhrAvDVOaLAIMDQ2wUXV/r7o1DtYNLOD9go/Tz75JKZMmdLm5yNHjsSyZcuwZMkSWK1WFBYWYteuXZgzZ06rdk1NTS3HlxfUOnLp6PXGxsY25x2lz668+eab8PLy6vZ1REREAGCyWPGb1buQkm/Ah9eE2b1gdilBEK6oYPaLEG93/OPB2RxZRkR9KtLbFb5qGVJyK/CY1GGIiIjsLPnEOXx5zoCnJ4dgyojoXrnHn+fE4HhhLVacLEF6xS7E+Ljgi3MGlBgFvDQrAs9dndAr9yWigcNX0/xdQkl1PYYEsGjWl1g0s4PLZ1hFR0e3WzD7RWxsLJKSkrBv3z4AwJ49e9oUzS7t02w225TDZDK1HDs7t/1FcpQ+u+Ll5cU9yIiI6Iq9/ONxJF+ow7vzgvHw7FFSx7EJC2ZE1JcEQcCkEDccK66G2Wy2eXAcERFRf2dobMITP2YhyFWOl69L7LX7yGQC/nvPODz742n892g+figwItrTGcd/n4ThAe69dl8iGjh83f5XNNMbMISLP/Qpfvqxg8tHkCclJXV5zaRJk1qKZhkZGZ32eelsrs5c2q69Ue2O0icREVFvuVBWgzf3F+LmaFf8/uqO9y4gIhrspkV5Y9O5apRV1SDQ11vqOERERD1mMFlwzYcpyKqx4of7RsO5i2UZe0opl+HtG0fg7RtHoMlshVIucDAcEdnMz10NACirNUicZPDhphh24O7eeoRIaGhol9eEhYW1HBsMBjQ0NLQ67+b260ag1dXVNuWoqqpqOb50k1FH65OIiAYeq1WUOgIA4OWNJyAD8O4dE6WOQkTUr00c4gsrBKTpKqSOQkRE1GPHc4swZsXP2F/QgA8XhGHBiK6/u7MnJ4WMBTMi6pYArSsAoKyu7dZQ1Ls408wOQkJCWr1Wq9VdXnP5DCuDwQAXF5d2+ywtLbUpR1lZWYeZHKlPIiIaGIqr9Pj6SA7WnyrF3gIj4jxk+PDWREyNtf0DqiiK+M+hHBzKKcbscFf8ZtKIK14mrFLfgC8zanD7cA8EeHDQBhFRZ0YGewIAThZWY/4YicMQERF1wWq1YtuJbGw6qUOWXgazVcTkcC2empuAj3ecxIu7C+HlLMP3v4vF/DHDpI5LRNQlX7fmGkN5XaPESQYfFs3s4NJZYwDazBprj8HQelqlq6trq9eXFpMuXrwIi8UCubzzaeM5OTktx+3NdnOUPomIyPGt23sWT27MQq0JCHMV8Idx3th4thpz157AV3dacP3oiC77MJstWPD+DiTrjFDJgdXHKvFoVineuHOaTQNULvfW1nQYLcDSBb23dwER0UChVSvhqxJwprhO6ihERESdytCV4K7PDuN4JaCUAcPcRChlwPI9dXglpQAiBPw22g3/vG8y3NVOUsclIrKJk0IGtRyorLdtSySyHxbN7CAgIAABAQEoLi4GAOh0ui73NdPpdC3Hbm5ubWaexcXFQalUwmQywWg04ty5c4iNje2wP5PJhKysrJbXI0eObNPGUfokIiLHVVBagTe2ncE7x6oxI0iBT+5OwlB/DwDAX+oaMPe9nbjjv+n4WSXD1LiwDvuxWq24b+0O7NAZ8P78cPy/mQl4+rs0vH+wABc/2oF/3ncVfLw8bc5lsYpYd7wMc8PVGOqv7fFzEhENBlEeTjhXyeVgiIio/6qqb8S1a49A3wR8dutw3DYuAgoBkMlkOK0rxab0fPi4qfDAtOFcHpGIHI67k4DyBhbN+hr3NLOTSZMmtRwfOHCgy/aXtomPj29zXq1WIzG/VOg8AAAgAElEQVTx15Hw27dv77S//fv3t8xe02g0SEhIcNg+iYjIMaWdL0Ti3/fhvWPVWJigRfIT81oKZgDgqXHBtj/ORqCLHAu/SEODseM3fn/5ei8+P2vES7PC8fu5iXBSyPHerWPw/g1x+KnAinvX7UF5ebnN2f594CyKDMD/Z+++46uq7z+Ov85duTd7LzIJCSvsvVGGuGcdVYu4q620WmvraK1Vqy3+HK20bm2rtYpoxVUFB3vvGQJkkAXZ8ya5957fH9EIZQWFhIT38/Hgcdf3fO7ne0Nu7rmf77hrYo/v1UcRkdNJryh/dld7OjoNERGRw2r0eDn7b4vYV+9j3ozBXDsyDT+bFavVimEYZCbFcM95Q7hhQl8VzESkUwp2GFQ26PN4e1PR7AQ555xzWvdYyc7OZvHixUdsu337dpYvX956e9KkSUeM+Y358+eTm5t72HZut5vXX3+99fa0adOOuERiZ4kpIiKdR2NTM59u2M15L6/Bz2Zh+z0TeWXG+MO+x4cFOPn71YPJqTX5xVvLD3nc5/Pxzsqd/GFVJVf3C+f+cw6ekXz7+B7MviSTj4sM/rxgc5vyq2xo5lcfZzMw3GByv5Tv1EcRkdNR39hgShqgoqauo1MRERE5yP4aN9P+toS1RfU8OzWekendOjolEZETLtTPSoVbRbP2pqLZCRIXF3dQ8eipp546bOFs48aN/P73v8fn8wHQs2dPRowYcdiYw4YNa52F5vF4eOihh8jJyTmoTXV1NY888ghFRUVAy1KPl1566RHz7CwxRUTk1NHU1MScBcvYtHUbObm5vLdoLX+dt4gH5ixl5BML8P/1x5z19y3YrBY+vnkk6dFBR403Jj2OmwdF8MLGSpZmFbbe/9Hq7fT7/Qdc+dY2BkXaeeXaUYcdEXrL6FSmdQ/irxuqqao99j6iN7+xgpomL89f1k8jTEVEjsOAxDB8GGzMb/vMXhERkf9V3+ThjdW53PL3RczffPiB1sfjqU830OORz1iTX8nDQx1cPXHgCchSROTUE+ayUd7g7eg0TjuGaZpmRyfRVTQ3N/PAAw+wZcuW1vsSExNJT0/HYrGQk5NDdnZ262Ph4eHMmjWLqKioI8YsLS3lrrvuory8HGhZkzkzM5OYmBiqq6tZv349jY2NAFitVn73u98dtFxiZ475v/FnzJgBwCuvvEJkZGSbjxURke/ONE1+/cYXPL62jjCHSaMX6r0thScLJv1CTaalh9M/OZYfDOuO3da2GcQNTc30evi/VDSZ3Dw8AZfh4fElRaSG2Lk4I4iZkzOJiwg94vEb95Yz6MnF3D0iiscuP/I+ouvzShny9DLuGhLMH3844fg6LyJymssrryX5kS946YJUrp+gZdVFRE5npmmyZmcey3MrsDgDmdQzlp7Rgcc87pXlOdzx3mZqm038rSZe0+Cd64Zybt+475THv5du5ap3spmU6OTJCzPplRjduvKTiEhXc/VLX7E0r5o9vzu/o1M5ZZ2MuoH+qpxAdrudBx54gNmzZ7Nw4UIA8vPzyc/PP6Rtz549ueeee45aMAOIjIzk4YcfZtasWezevRufz8fGjRsPaRcSEsLMmTPbVIjqLDFFRKRj+Xw+npm3lD+treUHfSPpFhFMuMvGmNRIEkOd2DwNGI11pKSkHHdsl8POZ7eM5J53VvLssnzcPoMregbx6ozxOO3HLrz1TwjnBz2DeHrVfq4fV0FGXNghbUzTZObba4jwg/svHH7cOYqInO4SQgOwGbCntLajUxERkQ6UXVLJBS8sY1tFyxJhBiYG27h7QjKPntcPi+XQ1Rxq3B5+/M4GXl9byMQYeGByGr0SornghaWc//Jq7hkbzx8uHnJceeSWVvHjedkMifHjkzumYD3M84qIdCXRgX5UNmrOU3tT0ewECwgI4O677+bss8/m888/Z+vWrZSXl+P1egkNDaVXr16MHTuWkSNHtnmJqMTERGbNmsWiRYv46quvyMvLo7KyksDAQGJiYhg1ahSTJ08mJCSkzXl2lpgiItJx3l2ykV8tLmdKWij/um7UYU5KA4GjD/44moxukbzzk2lk5RVRWO3mzP5px3X8s1eNZP4f5nPVq8tZetdk/Bz2gx7/yb+WsbCwib+el0pwgOs75ykicrqyWAyiXAZ5lQ0dnYqIiHSQL7bkctk/N2I14PnzUpnWP5mGqnIe+e8W/vhVLvnldfz9RyMPOldYs7uYy/+5nqLaZmZm+LjvktGtg8bfu24I97y/mccWFzI8IZiLh6W3KY/S2kaueHUlpgnv3DBaBTMROS3EBjmpboampmYc//Odh5w8Wp5ROoUDp1nGxcW1aer97NmzT3ZaIiInVLPHS0NTM8H+zo5OhbKqWgb86XOCXX6s+eVkXG2Y/dUR/rNmF5e8sYVzkx08e2l/ErvFA/DXBZu47aMc7hgUwtPXjO/gLEVEOq+hj31CiAMW3Dmto1MREZETpLyukVcWb2dDUS2JUaFcMSiR/vHBh7SbsyaHa9/cSHKwjU9uHUtK1LdtmpubefidxTy8qoYRcS7OTTDomRzPjkovj3yRQ4QfPHlGFGcN60tQ0MF7Hnu9Pob88b8U1nhYfddEkiKOvifyu2v3cM2/N+MzTf4yOZYbpmoVCRE5Pby6eAcz3s1izy/HkBIT3tHpnJK0PKOIiEgX9ebafO58dyNlbi+3DorgyStHYbFYjjuOx+PB5/PhcDi+cy6maXLNa0vZ32jw8Y+Hn7IFM4ALh6Qxq8LNLz7ZzfbnV3H9gHDm7KhmQ5mXKUkunvzh2I5OUUSkU+sW7CCrtL6j0xARkRPA6zP5w/wdPDJ/J01ekzgXVG8r49HPd3NZRhC3DAqjzuLPtnIP72wsYE1RAyOiLPx35iSCXX4HxbLb7Tx4xUSSo9Zx12d7WVZkwKpdWA2TM7o5eOvmiYQFHH4woNVq4e0Zoxj19ELO+ttS1tw9CX/H4b+inLtmN1e9uYWBERaePCuZYZk9T/jrIiJyqooP9QegsKJORbN2pKKZdDqPPvroCakYi4icCkorqvjlu+t5ZUs1IyJgUnIQz6wpp6HxK567bmKbl/Jdt6eYPy/cxcaCCtIC4eUbJxHg/92WJLzzrRV8ktvIn89Opl+3Q/cKO9X8fHJfxmTE84NXVvDrJZX0CrNx34R47p7a7zsVHkVE5FvJYS4W5WtPMxGRzs40Ta57fTWvry/mwkT4/UVDSY+LYPvObF5akc/fttUwJ6sGALthMiDU5PZ0H3efO+yQgtk3DMPg+kmDuWp0b/bXe/jvV0uIC/Jj2hnjjrlCUHpsKM+dncAP5+3l9rfX8crVww5p84+lWdz47g4GRVr57KdnEnQKrMghItKeuoUFAFBYpUFs7UlFMxERkQ5gmiYPvbeS59aUsM9tcOfQMB66YBABAQF0m7uax5cUkfHJen5x9qCjxvF4fdz+71W8uKaEQBv0j3IwJ6+ZqucX8sFPJmOzHd8ssUffWcRTKyv58YBgfjK5//fpYrsanhTG5nsmsyy3nMnpUYfdjFxERI5fSngAFU2lVNXWExLo39HpiIjId/TSijz+ub6YX2Ra+d0VE/H3b3lPH5DZl2cy+3JbSQ07S+sINRqJsDWTnppMfX19m/ald7lcJLlgxgWTsVqtbR74d+Ho/vxk937+b20xiSGb+N25mewsraOyvomnPtvMv7ZVMS7Ozoe3TVTBTEROS93CAgEoqdYew+1JRTMREZEO8NjHG3lw8T6mpgTy2MWDGJTw7YyuP1w8hKziBfxqwV6iQwP50ajDb469cddefjp3I4uLPdzaL5A/XjmWAKeD577cyo/nZXPdy1/y2g0TsVrbVjjLKijlkRUVnNcjhGev7Xz7gAU5bUztGd3RaYiIdClp0S37zGSXVDJERTMRkU5pd1kdM9/bzOQYHz+bOri1YHagXjFB9Io5eG+xthTMDtSW/ef/t/3DV4yntOFLfv9FDn9blsN+d8tjTovJfaOieeiS4Vo9QkROWyEuOzYDiqvdHZ3KaUVFMxERkXaUW7SPu+euZe6eZi5Lc/L2bWce0sYwDF770SjOm/0FM+ZsI29fBfdfePBm179/bwUPLS7BbjF4/sIeXD+ud+uIzlsm9qGktpHffrGXgqc+5b1bzyDkCPsJHOjHb6/DYTV49dqRbR4dKiIiXVt6TCgAO0uqGJIW38HZiIh0baZpsiq/ku37apmSEUVc8PebXWWaJh9t28ed728hyGZyx4AA4uNPrfdyl8vFSzdN4YyFm/kku4K+EXbSI1wM7N6NXkmxHZ2eiEiHMgyDUAfsq23s6FROKyqaiYiInCD79+8nNzeXjIwMHA4HlVVVvL+pkJJ6L+f0TyI22MnU51eQVwc39Angjz8YfsRYQYEBzL/zbK59ZREPLCyh1ruaB8/JxOl08qu3l/H48lIu7xXC89eMJsRlP+T435w3iIRQf277Txbnz/6Cz2ZOxs9xaLtvvLBgA5/nu3lycjwRgYffs0BERE4/adHBAOSUaV8zEZGTKbe8nuveXM+Xu8oAcNos/PniTG4cmfyd4pXVNXHlP9Ywf2cpI+L9+XGvJkYPHXVKDo6z2Wxcd+ZArjt0PKGIyGkvzGllf11zR6dxWlHRTERE5ARYuWELT3yxkw2VFuJcBcQ6TRbut1DYYGDB5LHFRSQGWihugM9vGcGotGMvI2i3WfnnjLG4XlrA40uKmLuhkACHlfXlPm4cEMbz14456knv9WN74mez8KO3t3H1c5/x2vUTCAgIOKTd9rwifj0/lzHxLmZOG/y9XgcREela/GxWwv0gp1ybj4uItIXPZ9Lo9dHk8RHstLWpSLUmv5LzX16Jn83CvBuGMywxlAc+2c5Nb2/EYhhcPyLpuHIorW3kjL8uo7imkXeuGYAldx0pKd2JiIj4rt0SEZEOEuGyUlavoll7UtFMRETke3pi3nJ+v2QfTaaNc3rHkFVSxYrCRib1CGfOlJ70CPNj2P99wa5qLx9MH9imgtk3bDYbr9xyFuOX7eb9TXupczfzi4xAHr90eJtOwK8emU5RrYe7P84m6e0lzPrR5NY9AUrLyvjHwk08t7EGHxZen3H0IpyIiJyeYgNs5FdpSRgRkaPZXlLDbXM3sTSngkaPD4DM2CBeumIAw5PCjnjcm+sKmP6v9QyID2beDcOJCWpZ9eG5y/oDcPvcTYxMDqNPbNARYxzI3ezloldWUVLbyMLbR1OxaxOVDjt9+/b9nj0UEZGOEOlvJ6dCA9jak4pmIiLSaeQU7Se7cD9bCqvomxDB5EEZx3V8c3MzC5auwmazMaJ/b4KC2nbieSR7CkqY+Z+tzNtVy9TUYF65diTxIYffd2D5nWeSV17L8NS2F8wONGNUd2aM6v6djv3F5N5s21fLX9YWMXbpRi4ZO5Bde4u5+u8rWVFmEOMyeOdHg0gOP3RDcBERkYQgO4U1KpqJyOmnsMrNi8tz+Sp7H352G4+e24eB3UKAlv3CDMPA4/Xxwoo87v1oO7FBfjx2bm+iAhwAPLVoN2f8dRmf3jySManhh8TfXVbHjW9t4JJ+sbx61UD8bNbWxwzD4OmLMlmyp5zL/r6apT8dS+hhlmU/kM9n8qN/rWPN3iq+uG00jtp9FBcXM2rUKOz2ox8rIiKnpqhAB+uK6zo6jdOKimYiInLKKyoq4h+LtvDbVfW4fS0zoazGfi5ansegKDv3XDQGm+3Yf9KemreUe5dW4TENpq3Yx9wfT8blOv7Ntb1eLzNe/pJ3s+vwmvDQ6Ajuv2T0UWdpxYb4ExvScUWpZ38wmBW5C5g+L4+PdtUwd3sFTT6Dd340mIv7x2uGmYiIHFFiiJONJQ0dnYaISLsoKKvit5/tYnVeOTvL3IBJ7yAfJW6DEU8txGE18LdbqG82SQjxIzTAyYq8Cq4dksAzF2UetN/wJf3jOPuFFUz+2zIePKsnd03ojs3asurDzv21XPLqaqICHTz/gwEHFcy+4bJbmXvdMEY+s5ir/rmGD28YgcVy+M/tPp/JbXM3MWdjEe9MH0pEUymbtmwhLS2NuLi4k/JaiYjIyRcd6EdVk4nP52tdOUhOLhXNRETklJa9aze/+WAjb+VbmdQ9jF9N6UVyuD+P/GclH+2u5Z3sBsrqvuTxH0446ujJZz5Zw71Lq5iSFsb4HlHc+8lOfvDCV8z98SQc9rb/OTRNk798uIx/bK/nhoFRPHDugE4xQ8tpt7Lwjgmc85cFzNlWwch4F3+7ehQpEYEdnZqIiJziUiICKG0sp7GxCT8/R0enIyJy0sxdm8NNb2/C7TUZFm5yYbIfP0z3Y1j/PhTuL2PW51k4HQ4amr1Y8bG+wkN+WTOvTouhu7OObRvW4OfnR3p6OoGBgbjsVj66cTi/+WQH9360jX+s2cv47uFMTo/i5rc3EBHg4IMbRhDkPPL5SM/oQN68ZjDTXljB04t28/MJaYe0qW30MOPN9czdVMRLlw9gSEgzq1dvIiMjgz59+pzMl0xERE6y2GAntR6DugY3QQGn/vdPXYGKZiIicspxu91UVlaStb+WX3+wleVlVu6bnM5vpmS0jsx86fozALj1zdU8uaqI7IpPefaqESTGRLbGqap3M/vzrczdso81+5qY1j2Q924ag8NmIdDq42cfZTP5mc+Zd8tYQgKP/cHD6/Xy+ZIVPLmqnBHdgnjhmpGdaoZWeIAfi++aitfrxc/Pr6PTERGRTqJ7ZBAe02DP/kp6JXy3ZYZFRE51/1y5h+n/3sygSAtPTkslJTKIxMTE1sdjYmJ4rVcGVqsVwzAwTZO1a9eSm5tHgLcCmy0Er9dLcXExxcXF9O3bl+joaPydTmZd0JcrBnbjj19k89G2ffx1aS794oL46rbRhPl/OxjB7Xazc+dOHA4HDoeD+Ph4/Pz8OKtXND8f35275m1lX20TN45IIthpIzLAQXZpHZe8upqcinremT6UaelhzJ8/n8TERDIzMzvipRQRkRMo7utViwrKa+mlolm7UNFMREROKXX1Ddzz+ufMyfFS4jbwsxq8de1gLh3Q7bDtZ18+hO4R2/ntZ9kMeXopz56fzsXD0qmsrmHKX5eysdzLwEgbD0+I5ZfnDMFmaym6/eTMPgTZfNz0/h7O/svnfHnnWTgcR1/n/6XPVnP3F6V4DCtvXzaoUxXMvmGz2dq0lKWIiMg30mNb9u/ZWVKlopmInDCNHi+vrdrLlIwoUiOO70vAsromimsaiXIZPPiftcyc0o+ecWHfOZd1eaXMeGsz42MN3v/xRIICAw7b7sDP0YZhMGTIEAYPHnzQeYHb7Wbx4sWsXr2agIAAzjzzTOx2O8OSQnl7+lCavT7mbizizPTIgwpmHo+HFStWUFVV1Xo7Ly+PcePGYbFY+NP5fYgIsPO7T7N47PNsAJLDXOytctM93J8Vd4yjT2wQW7Zswefz0b9//+/8eoiIyKkjPrTlb1JhZR29Eo/RWE4IfWsmnc69997bpi98Z8+e3Q7ZiMh35fF4qKysJCQ0jKfnb+bqEWmUlu7n2n9vYUOFyQ8yo7lyYBwTe8YR7n/kpaAsFoNfTunNJQMTuOLlpVw5Zyf+7+3EAtR6Dd6fPpBz+ycd9tjp4zMJCAziB69v5FfvrOT/rhpzxOd5e0UWt80vYVRCIP+eMZr4kOPfC01ERKQzSo9uKZrt2lfdwZmIyKnGNE1e/GoLJbXN9E+JIzbYj8HdQlpXhziSwio3F720jFUFtdgNOLdHIL85dyCDEo9e+HI3e7j9jWX8fVMlHhMi/KCsEf6xdQkf3DSSCWmRRz3+f72/uYjHPttOaU090U6Ye8uRC2ZH8r8D6ZxOJ5MnT6a2tpYvvviClStXMmrUqNZ9aOxWC1cM+nZAYF1dHVlZWezduxev18u4ceOIiIigtLSURYsWsX37dvr06YPVYnDf5AxuH5PKkj3l1DV5WbS7jJ7RgUwfmkiQ04bH42HPnj2kpKRoZQkRkS4iPqzl71JRZX0HZ3L6UNFMRETa3eqc/fx67irK6poJcdn5ssjLU4tzafRCExY+mjGIszMTjitmj6ggVvxiCo99tI7qRi9u08r49BjO7X/0OJcNTubmzXk8vbqM8T2yOLNPIsEBrtbHmzw+dhZXMHPeDvpH2vn8pxOxH+NLABERka4k1N+Bvw1yKxo6OhUROYXklNdz07/XMT+7HJth4jH3AhDhsnH3GT34ydhUAvwO/trJNE3+s7mYm99ah9fjYdYIF3lNfvxrayVDnlrMBT1Deez8THodZtaYz2dy5tMLWFXcyE39QghxWnl3RxVPn5XA41/lcPbzy/ngxpGcmd62wtkn20u49LXVhNhMypoM5vwwk7DgE7ffb2BgICNGjGDp0qWsWrWKoUOHYrVaD2pjmibLly+nsbGRtLQ0kpKSCAxsySEyMpJevXqxY8cO4uPjCQ0NBSDUZefcPjEAXD4wvjVWfX0969evp6mpie7du5+wfoiISMeKC2n5jqq4Wp/F24uKZtLpPProo0RGHt/oMRHpeGt35hEe4CRvfyUXvbkDPyuEupysK2ritqFRzN9dxYjYIP544QDSIo9vdOc3bFYL958/5LiP+/NVo1hZ8BlXvLUdj287vxsfyx1nDeKt1Tn8bn42e2s82Az45JYRKpiJiMhpKdbfSn6lu6PTEJFTwIa9Fdz93ga+yK0h3GHw4EALV4/pQ/7+SrYXV/Hujkru+3gbjy3Ywb3junFW/1SeXbybpdkl7K31UNkEA0N9PHVBCuOH9scwDB6squbR91fx8tYKRj29mI13TyAxIhiAdXsrmDlnLZUNzWwubeK1i9K4dlxfAP7wdU59Ix1cNzeLqc8t44lzM5h5Rs+j9iG3rJYrX1tFvxAf71w7mMCIaKICT/zMrOjoaIYPH87KlStZtGgRI0aMwOX6doBebm4uVVVVTJw4kfDw8EOO79mzJwUFBSxfvpwxY8YQFBR02Odxu90sWrQIr9fLiBEjWgtvIiLS+fk7bDitUFLb2NGpnDYM0zTNjk5C5FhKS0uZMWMGAK+88oqKZiJH4PF4KC4uJiYmhve+WsmyvGoGdwti6qAMoqPbtgfJp2u28/vPstjfaHBBRihnJTsZ1CvtsCdxR+Lz+aioqMBmsxEcHMx/N+Zw0T834TXBZ0JsgI3lM8cSHxbEtpJqMuNCvmuXT5i9FfXcN28jhZV1fJ5bh8Uw8JgwIAymD4hkQv90BifrvUdERE5P4//vM5qbm1l2zzkdnYqIdKA56/K48vUNRDtNLkyycV6qi2ED+h50rlFZWcnaXQX8YWE+8/c2AxBoMxkVbaF7VAgj4pycOyD5sOcnu0sqGPTkYgZF2fjyrrOZvXgXM9/bSqzTJNgOZ6QG8ZcfnXHY3LKyd3PXvK18sNfkrCQnt49PY2hqDHFf7wWTvb+Gl5Zks7+6gXe3l2GYJp/P6Ef/jNST8EodrLKykmXLluHz+UhLSyMtLY2SkhJWr15NYmIiQ4YceeBffX09S5cupbGxkQkTJhxSEKurq2Pp0qU0NzczYcIEAgK+2wBEERE5dcU/8AFnpfjzyg1ndnQqp5yTUTdQ0Uw6BRXNRNrmg69W8NyqIvLcNjZWtLy9Wwz4QYKXX05IZvCgQUc9/p1lW5n+bjbhLhs9whx8tbdl6vfEGPjb1aNIj2/b796qVatYsHUvS0sN8t1WtlZCz1ArVwyMJ8BpZ/qo9IM2vT6VeLw+7pyzimCbyYWZcQxJT2zdf0BEROR0dfVLC1mSW0XOQ+d3dCoi0gYV9U08+N8dZEQFcGFmLHM3FJAcEcTY1HAiAtr+Odw0TRo9PmwWg+W5FUx9bikDw+A/N48jKjz0mMcvzipkc9ZuBnULYUi/3m3an/zZz7fwkw938/NR8Ty5rJBzusHzPxxBXHTkMT+Xe71eZn28nj8tLaSsEewW+PMFPXltVR7LChpwWkzCHNAr3MEzlw0iMzmmza/F9+V2u9myZQt79+5tzbVbt24MGzbsmP1qbGzkyy+/xOv1Eh8fT2xsLDk5OTgcDgoKCnA4HIwZM0YzzEREuqjMRz4mNcjKvDumdnQqpxwVzeS0paKZyOH5fD7cbjdLsgp4bWUe7++qw2a1kuLv4dqhSVw3vi9PL9rDQ59mMTzcxwuX9qFfr/TDxnpq3jLuWbiffpF+zP/pGYT6OyiqdvPGmnx+/9/tGJj89YJ0rhzd+4j5bNlbxpwVO3hny342VVmIC7TTM8zO4GgHd08bQGx48Ml6KUREROQkunfuKp5eXkTVo+e06UtvEfn+SmsbWZpTwaaiKuZtLuKmkclcNyIFq8U46nG5ZbWMeWYRRbXNYBjE+FspqvMC4Gc1WPzTMQxNPHTPsP/l9Zmc/cJyPssqxW4Bj88kI8jkw+uHkpbU7YT08XA8Xh+pD37I3vqWVR8W3jGB4ODjO49obPawMruIn87dyIZyH3FOk9uHRDJjXC/iIsMwjKO/hieT2+0mOzubsLAwunVr++tYX19PVlYWhYWFuN1uAgMDMU2TqKgoMjMzcThOzUGJIiLy/U34etWHpVr14RAno26gsx0RkU7A6/Wyaet28gqLSUpKJjLIyeLt+fxrUyn5dT42VhqEOixMSQvl+atHEmSn9aTpwbN6MiQhhCv/vprzXt/G7KlVjB/Yk6amJvz8/NhdUMzsxTm8sLWeqWnBvHvTOJz2lg2q44Kd3HVGOlcMiOPiF5Zw1TvZPLMkl9RgK91CnJyVGkRckAP/4DB+M38Pr28uwzShV4STd6/rz/l9Y495Ui8iIiKnvtTIIOq9xRSVV5MY3fYlm0WkhWmavLupmO37ahmbGs74tIgjtq1r9DBv3S5+9kE2JQ0+rAZkBPm4cc5m/vj5Tp64eADn9o4+bOEnq6Sayc8upMnj490L47hzQRHFDR7euzAOd20Nv1xWyy3/WsW9k3tSVttA7/hwRqZGtu7bW+1u5m1IZ0QAACAASURBVPlluSzbVUJQgIvPskqZkerF3+mkW0wk04cmEB8Xe9JeJ2jZp/hnI2K596siHpna47gLZgB+dhvjeify/k0B/N/H6/jZlH6kxLdtufqTzel0kpmZedzH+fv7M3DgQPr160dFRQXh4eFaEUNE5DQRGWBnS7H2F24vKpqJiJzCqqur2bC7gN9+tpsvin1f37sNh8WkyWcQ4bQypFso9w8O596pvXHYDn/SdH7fWFb8bDznPr+US98vpOcXBdgsUNhgUOIGwzC4YXA0f71qxGGLXAnhgay4eyqPvL+S97aV8WWBl/3Zbv60qhKHBayGideEn/QP5MFLRhIW6H8SXxURERFpbz2iW7603llSpaKZyHGqbGhm5jvr+fu6YgJsUOeB2EA7ScF2bp+QQWVDM9cOScAEvthZyq1vr6e0wUuPYAvPToomyt9OZnoKH63dyeNLizn/pZUMivbjuauGMSzp2xljX2aXctFLy/G3+Pj4hqEMSYunR7dcSqvrGD+oDwD1zvVc/2E+l72+sfW4IfGBPHVxf15cnsNH20qocnvp5jLZU2cwJcbLvdMySUtLa9fZWTOnDeLsnhH07vH99htLig7nqemTTlBWpwar1arVd0RETjPRgX4saarGNM0OnS19ulDRTETkFLOvvJIvthXw0bYSFuTUUtBgEGg3ePSsNNKiQ2lqbiK/0s3AhDDOTI/Ez2ZtU9zMuGDW3X0mf1uyh0XZ+8CwMCzEzsDECM7LjCch1HXU4y0WgwcuGsEDF7Xcrmpo5pPt+yipbaSkopaL+8cxNCXq+3ZfRERETkEZsS17F+3aX422HxdpuzdW7OLH/9mOu9nLXf0cTB/Sjb8v38WeWi+ry5uY/q/1WA34xbytNHtbds/oH+Lj5fPSOGd434MGtF0zeQSTM4t5f0M+jy4uYtQzi7l2cDy9YoPJKa3hxZUF9Ar28cYPB9AvLR6APmnJB+Uz48yBhAYHEh9oJzbExZwlm7hvRS3jnl1KrNNkcKjJjWNDGZyeyIKVG+nXvRs9evRovxfsazabjT7p3dv9eUVERE5FsSEuKptalvh1uY7+/Z18fyqaiYh8T99nlMc320o2NTWxYvNOnl5eyIc5bhp9BqEOmJQawuXDezA5I4pw/++/Rn24v4N7p/SEKT2/d6wQl50rBp28vQxERETk1BEX7MJmwO7S2o5ORaRTyCmv57bXl/FJTh3DI0x+P7EbZwwfiM1m477ERHw+H9U1tazdnk1dbR0LCj1EuiwM6BbC1MG9iImJOWzc2NhYbo6N5dz+xfxizio+31bAW+sLMIGrutt4/NIRxMUcfRnCi4d+WwS748LxNDfNZ2tpI3dP7kXvjB6t+xbGx8drnywREZFTQPfIIBp9Bvn7K8lIUtHsZFPRTETkO8rJyWHrtm1U1TcRFJvE2SP7Y7W2bdYXgM/n47NFy1ibX8mWKpiT48Vps3Db8DiuHN6dIYnh2g9MRERETgkWi0G0y2BvlfZSEDka0zT5eGsx17y+Fovp5bfjYvn5mb0JDg5qbRMa2jJzMzw8nJTkJNxuN8NyckhKSsLfv23LnHeLi+XlGydTWlqK1+vFsFhITEg47j2u7HY7d1w0gfr6+kOW/HM6nccVS0RERE6OXnEtnx2ySqrJSIrr4Gy6PhXNRESOk8/n46uV6/jl/L2srrBgYMFkL+ev2cfsq4aTEBV2xGPLysrYv38/zT6T+duLeXhVDeVNBnYDbh+dzINn9yHEZW/H3oiIiIi0TXygnb3VzR2dhsgJU1RZx91z17G8oI4QazMZYXYm9k7kmuGpBPgfeRS3aZrsr6hmTV4ZLy7Lobi2iR2VXhxWAx8GJXUeMkNMXrm0F0P7ZhwzD6fTSa9evY47f5fLRWJi4nEf97/8/f3bXKwTERGR9pf+9f7CWfuqOziT04OKZiIix8HtdnP/W4t5bks9dpud/7ugJ2EuB8XllTy4IIeef1rED9L9SQ+zkxkdwJg+KdhsNnw+H7W1tcz+7xpKm228mw/lTTAgJoAvrhlGQqjzhCy/KCIiInKyJIQ42FZS19FpiBzivU1FrM8vJ8nRQFqgyfABmcfc7+PtVdncMncbHp/J2GiDCp+drwqaeDN7F7/5dBd3jE1ixpiefLq9mPP6xhHqtJKzr4LNhVU8/FkWa0q9AMS5ICXEzrQEKz4TvM1NDOzj5LazRxASEtIe3RcREZEuLtRlJ8gOu8vqOzqV04KKZiJy2vN4PBiGQUFBAVFRUUc8wd6xazd3vLeVTwtNrh4Qw6yLBhAb/M2SJYlcM6I7D324kX9sLMXtbcBCNUMXFZARZNIj0GRTlcE7e1vedi/tH8cvz0hjSEKolmAUERGRTiE51MWXOTXfaz9XkRNpa24Rr6wuZNbSQhwWkyafgQFEvl9EmMvOnBnD6ZcQ0dre4/WRXVrHrPlbeWntPoZFWfn39WNIjW4pbvl8PpbvKuHBDzfymwW53L8gD4AA+2YM06TW0xIn2gmPTU6ie1QQlwxOPejzvH4/RERE5GToFmgjt1JLpbcHFc1E5LRUUFDAnj17CAkJYcXmnXxVaiXAajKxm4PoICd2u53MzExCQ0Nxu93MW7yW3ywpZXedhecv6c1NY3ocEjMhLIDnrxnFk40e3B4f/1idz9vrC3i3sIa6Zh8AD52Vzq8nZWCzHt9eAyIiIiIdLSUigMpmg8qaOsKCAzs6Heniikr28bcVBRgOJz8ckkhGVMv/ubpGD2+t3sPS7Xm8tq0OrwlXpNp44pJBlJlOVuZVsnJnAfOyKrjspWU8PC2Dz7bks2N/PRsrobIJ7IbJzwYE8NgV4/Dz+3a1B4vFwuj0OP47M5YlW/fw8dYi+odbmLOxhECng/H90ugbF0K/hHBcfodfJUIFMxERETkZEoMd7K1p6Og0Tgsqmkmnc++992KzHfu/7uzZs9shG+mMPB4Pa9ev5/MCD58VlZFVa8dqMWj2mrye5yXMr4EKdx3xCxaS4IIlpQaNPoOkECdf3jaM0anhR40f4GcjwA9+NiGNn01Iw+sz2bGvlrL6JsamhutEWkRERDql7lFBAOwsqWS4imZygrndbuav38l72XV4vD6+zC5lbwO4rAbPLNrDL0bFsqmwivm59ZS6fViA6wdHc//kDBIiQ7BarXQD+ncL48ZRqSzMKmLyC6u5/K0dBNigd6ST83vYGRvvx+ieiWR2TzhiLoZhMLZvd8b27Y5pmgxL3UNsbKz2/RI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" ] }, "metadata": { "image/png": { "height": 519, "width": 870 } }, "output_type": "display_data" } ], "source": [ "corrector.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regression corrector has clipped out some outliers during the fit of the trend. You can read more about the outlier removal, how to pass a cadence mask, and error propagation in our [docs](https://docs.lightkurve.org/api/lightkurve.correctors.RegressionCorrector.html#lightkurve.correctors.RegressionCorrector)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Watch Out!**\n", "\n", "The `RegressionCorrector` assumes that you want to remove the trend and set the lightkurve to the **mean** level of the **raw lightkurve**. This isn't true for TESS scattered light. TESS FFI light curves have **additive background**, and so we want to reduce the flux to the lowest recorded level, assuming that at that point the contribution from scattered light is approximately zero.\n", "\n", "To do this, we will first need to look at the *model* of the background that `RegressionCorrector` built. We can access that in the `corrector` object." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrector.model_lc" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 750 } }, "output_type": "display_data" } ], "source": [ "model = corrector.model_lc\n", "model.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see above, the *model* drop below zero flux. This is impossible; the scattered light can't be **removing** flux from our target! \n", "\n", "To rectify this, we can subtract the model flux value at the 5th percentile." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Normalize to the 5th percentile of model flux\n", "model -= np.percentile(model.flux, 5)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 750 } }, "output_type": "display_data" } ], "source": [ "model.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks better. Now we can simply remove this model from our raw light curve." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "corrected_lc = raw_lc - model" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "ax = raw_lc.plot(label='Raw light curve')\n", "corrected_lc.plot(ax=ax, label='Corrected light curve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks great. As a final test, let's investigate how the light curve we obtained using `RegressionCorrector` compares against a light curve obtained using a more simple median background removal method." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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50mIV7y+//ILPPvtM/H3YsGGIjo6Gn58fiouLceTIEZw9exYffvhhk7a/ceNGXLhwAT169MDEiRPRuXNn1NbWmgV10ip1ABg6dCjGjBmDwMBAlJSUICkpCZmZmaioqMDKlSvxz3/+E0OHDm3SWFqitLQUq1atQkVFBcaOHYthw4aJr83Bgwdx/fp1KJVKbNiwAR988AHc3My/1hQWFuKNN96AWq0GAHTt2hWxsbEICwtDZWUljh07hrS0NKxdu9buzxRbrl69is2bN8NoNMLV1RUjRozAsGHDEBAQAFdXVyiVSigUCpw5cwYqlarF22uKlhyHy5cvBwDxxFSPHj3w6KOPmm1DmP+joYKCAsTFxaGmpkZ8L319fVFaWmqynE6ng8FgQKdOnRAVFYWePXsiMDAQ7u7uqKioQEZGBpKTk6HVavHf//4Xfn5+mDVrlsVt6nQ6vPHGG+JJKZlMhjFjxmDIkCEICAiAVqtFXl4e0tLScPnyZZNj/W9/+xs0Gg0+/PBDVFRUICAgAH/729/MttGtWzdrL7dFRqMRq1evRmpqKgDA09MTMTExiIiIgKurK7KysnD48GFUVVUhNTUVy5Ytw8aNG+Hp6Wl1nQaDQQziBwwYgHHjxqFjx45QqVRISUlBamoqjEYjNm/ejAEDBqBLly5NGjMRERG1D2xTQ9Q+MIwnojZj2LBhCAkJQXFxMQ4dOmQWxv/6669iRWXD1ha2fPjhh2IQP3fuXDz++ONmod19992H//f//h927NiB7OxsfPvtt5g/f77JMoWFhfjPf/4DAHB1dcXixYvNWtL86U9/wqpVq3D8+HG7x2eNTCbDm2++iREjRlhsu3L33Xdj/vz5WLNmDdLT07Fr1y7MmjULISEhNtebmJiI8ePHY9GiRSbVrzExMRg5ciQ2bNgAANi5c6fDwvjjx4+ja9euWLt2LYKDg8XbY2NjMWvWLKxYsQKVlZVITk7G+PHjzd57AHj00UcREREBLy8vi9t49NFH8dlnn+Gnn37CpUuXkJSUZLEK9MqVK2IALpPJ8Mwzz2DGjBkW2xPV1tbaVV0uMBqN+Pjjj7F//34AQHh4OFauXGnynAVVVVX49NNPxd+fe+45s1Bx7ty5+Ne//iW2gLHXqVOnMGvWLDz99NMmJyTuuusu8efi4mJ88sknAAAXFxc8//zzmDFjhsl67r33Xnz55ZfYsWMH9Ho93nnnHXzyySdW3wNHS01Nhbe3N9auXYvIyEiT+2bOnIlly5YhMzMTeXl5+PXXXy3uN1u2bBGDeEtV37NmzcKuXbsabSlir4MHD4on41577TWrrUbq6uqatG85QkuOw4bta/z9/ZvUzio9PR1eXl5YvXq1zSssAgMDERcXh8GDB1u8f+bMmZg3bx7efPNNXL9+Hf/5z38QExMDb29vs2W/+OIL8TXu3LkzVqxYgR49elhc7/Xr103+8BwxYgSA+rZLQH1o7oj2XT/++KMYxHfq1Alr1qwxCccnT56M++67D6+//jquXbsGhUKBL7/8Ek8//bTVdZaWlqK0tBRPPfUU7r33XpP7ZsyYgY8++gj79u2DVqvFnj178Oyzz7b4eRAREVHbwzY1RO0DJ3AlojbDxcVFbBFw5swZs4pJoUVNaGio3dW52dnZSEpKAlAfJi1YsMBi9ayLiwueeOIJDBo0CADw008/mV2et3fvXrFlzOzZsy32hvfx8cGSJUssBkNNJZPJMGrUKJv9z/39/cVey0ajEb/88kuj6+3SpQteeukli20oJkyYILZSuXbtWpN78lvj6uqKJUuWWAyle/XqZVJxumPHDovrGDZsmM0QWCaT4emnnxb7lVsLsLdv3y5+wXz00Ucxc+ZMq/MEeHl5YeTIkVa3KaXVahEXFycG8UOGDEFcXJzF5wzUV6ULldETJ060WN0rk8nw97//HZ07d7ZrDII+ffqYBfEN7d27V/zCfffdd5sF8UD9+/bEE0+Ix1tZWVmTTwy01NNPP20WxAP17420HdSpU6fMlsnOzsaZM2cAAB07drS638+dO9dikN8cBQUFAICAgACbPb9dXFwsPi9ncsRx2BKPPvpoo62O/Pz8rAbxgtDQUDz//PMA6lt2/frrr2bLlJSUYN++fQAAb29vrFy50moQD9RfMeHsCcH1er3YIsjFxQVLliyxWKUeFBSE5cuXi/vqgQMHxPksrJkyZYpZEC94/PHHxSu9LB0nREREdGsQKuObc2UvwDD+dvKvf/0L33//fWsP47bFyniiFqitrYVCoWjtYdgtPDz8plW0NtfUqVPFfuxHjhzBn//8ZwD1lX9nz54Vl7FnklXANJC9//77G11+ypQpuHjxItRqNTIyMkzCMqHa3dXVFXPnzrW6jg4dOmDy5MliKOtsnTt3RlBQEMrLy5GRkdHo8jNnzrTYgkcwdOhQpKenA6if9LBjx44tHuOwYcPQu3dvq/ePHTsWnTt3RkFBAa5cuSJOSthUMpkMAwYMQFFRkdh2QrqvCH3xgfoKXGvhVVOpVCqsXr0aFy9eBACLVx40JA0QbY3D3d0dM2fObFLl9qxZsxqdP+DYsWMA6kPBBx54wOayDz74oNiv/9ixY5g5c6bdY2kJPz8/m1dnREZGQiaTwWAwICcnx+x+6RUqM2bMsPn5d9999yElJaVlAwbEdiJVVVUoKiqyOZntzXazjkNLPDw8TK7MaCnhxClQP6H25MmTTe4/evSo+IfkXXfd1SZas1y6dAllZWUA6vfdiIgIq8t26dIF48aNQ0JCArRaLU6dOmWz37ut/5N8fHzQr18/XLhwAQUFBdBqtTb/DyAiIqL2Sfjuo9FomvV3v9Cmhj3jb33x8fEYMGCA2d+Ber0eixYtwqJFixAeHt46g7sNMIwnagGFQmGxZ25b9dVXX9n8478tCAkJwdChQ5Gamor4+HgxjBcm33N1dW3SBHtCj2wXFxeUlJSIQYg10mr83NxcMYxXKpUoLi4GUF9B2VhAHRUV5bAwvrS0FL/88gtSU1ORm5sLlUpl9fLDhlcTWGJpElEpadWso3paDxs2rNFloqKixKriK1euWAwBa2trkZycjN9++w0KhQJKpRK1tbUWqz+qq6tRXV1t0gf84sWL4rKjRo1yyCSVJSUl+Oc//ym2Qpo9ezaefvppmyeMjEYjMjMzAdRX7fbr18/mNoYMGdKkMTVWWaxUKlFUVASgPvRrLDCOjIyEh4cHtFotLl++3KSxtET//v1tnlRwd3eHv78/ysvLLe6r0rE2tg/269cPPj4+qK6ubv6AAQwfPhzHjx+H0WjE8uXL8cADD2DMmDGNTih8MzjqOGyOPn36NOmKofz8fBw5cgQXLlzA9evXoVarLU5mDcDiFTzSFkBjxoxp+oCdQHqydPjw4Y0uP3LkSHGelIyMDKthvKenp80JjAHTz3W1Ws0wnoiI6BbU0jCelfG3B71ej8LCQoSFhZndp1KpcOzYMcyaNYthvBMxjCdqgfDwcHGSxvagvXyYTp06FampqcjPz8eFCxcwePBgHD58GEB9UNSpUye71yUE6HV1dYiLi2vSOIT+9ABMQnx7KiwdVYW5f/9+bN261e7ef/YEif7+/jbvlwbU1sKvpmrqa2bppEJ6ejo2bNjQpNY5DcN46WMtTajaHKtXrxZ7kj/++OONVpkL4xLe09DQ0Eav9GhqmxprrXEE5eXl4s9du3ZtdH0ymQxhYWHIyclBTU0Nqqur4ePj06QxNUdj+yrwx/5qqYKnKceti4sLwsLCcPXq1SaO0tS0adPESTOLi4uxZcsWbNmyBV26dMGgQYMQGRmJUaNGISAgoEXbaQ5HHIfN1dg+KbV9+3b873//g8FgsGt5S597zjjWW0q6P9pz3EmXsXUi2c/Pr9HPEGl7Nkd9rhMREdHNd+bMGXzwwQfYunWr2f//0jBekJCQgH79+tn13YNh/O2hsLAQRqMRSqXS7D7hvec+4FwM4x0kPj4e77//fpMe8+ijj+Ivf/lLkx6TmZmJ5ORkpKamorS0FFVVVfD390dgYCB69+6NIUOGYPjw4U2qwHPkOnU6HY4ePYqkpCTk5ORAqVTC19cXoaGhiI6ORmxsbKsEEM7i5eXV5ivN26OxY8fi448/hlqtFivihUrNadOmNWldQkjaHNL/gIRL9oA/2lDYYs8yjUlOTsaWLVvE3yMiIhAZGYnQ0FDI5XKTcOXDDz9ERUWFOHGkLfa2+HEkeyozpMtIX2+g/gvDm2++Kd7euXNnjBw5El26dIG/v79JlefevXvFlioNXw9paOeIvv4ATAJD4QtsY6TLOWN/amx56etgb9WM9PWqqam5KWF8S/dVZ7/Olri5ueGf//wnfvrpJ+zdu1f87MrPz0d+fj7i4+Mhk8kwfvx4/PWvf0WHDh1avE17tfQ4bAl7K7F37tyJr7/+GkB9S7AhQ4Zg4MCB6NSpE7y9vU0+99atWwfA/DgHnHOst5T09XTke2FrXhEiIiK6tWRkZCAtLQ16vd7sKl+hOEUaxsfFxeFPf/pToxO4G41G8bsz29TcWvbu3YukpCRs2LABAJCXlwegvoVrQwzjbw6G8e2EUqnE1q1bxcuVpcrKylBWVoarV68iPj4es2bNwnPPPXfT15mbm4uNGzeaVRWWl5ejvLwcly5dwg8//ICFCxdi1KhRjY6Pbl8eHh6YOHEi9u/fj5SUFDFQ9/Pza3K7AS8vL6jVasjlcnzzzTfNHpM0zLGnSr0ls9gLvvzySwD1Qctrr71mczLIzZs3t3h7zmRPSC1dpmF49t1334lh1P3334/HH3/calCbmJhodRvSANlRQePSpUvxwQcfoKysDN9++y30ej2eeOIJm4+Rhmz27Cv2hvz2kr4O9q5b+nq1JNy054SRozR8nRtrS+SI4xaov5Jgzpw5mDNnDvLy8pCeno709HSkpaWhqKgIBoMBiYmJOHfuHDZt2tSkqvGGmvJ6tvQ4dDatVit+Tnt7e2PNmjXo37+/xWUbey4Nj/W20JZF+nq29feCiIiI2ibh+4FWqzX7bmupMl6j0dh1VZx0GQaxt5aVK1cCqN93vLy8TML4hnOsCe89T8g4F8N4J+jWrRuioqIaXa6xHsGC4uJiLF++XOzvC9S3NejTpw/8/Pyg1WqRn5+P7Oxsuy89dvQ6S0pKsGLFCvEyahcXFwwePBidO3dGRUUFzp49C61WC6VSibVr12LlypV2vUZ0+5o2bRr279+PmpoacRLGSZMmNbnHd8eOHaFWq6FWq1FaWtrs0EtavZqfn9/o8vYsY0thYaFYUTtmzBibQXx1dbXDers7i/Bc7F2m4ft05swZAPWTrs6fP99mxbT0c60haa9/ocd7S3Xv3h3r1q3Da6+9htLSUuzYsQMGgwELFiyw+hgfHx94enpCo9GgqKjI7EtQQ4WFhQ4Zq0B6pdP169cbXd5gMIhj8Pb2NquKlx6XjX15r6ysbMpQWyQ4OBjZ2dkA6o9Ja8EuUN/KytGvM1D/naBbt27iVT0ZGRnYvHkzFAoFysrK8P3335tVKrm5uUGv19v1h1BTXs+WHofOdunSJfGkz913323z/bJ1nAP1x3pWVhaA+mO9LVyVJ/1/xJ7jTrrMzbyCgoiIiNou4eo/S2Gppcp4rVZrV6YjLQJgGH9r6du3LzIzM5Geno7hw4eL3zH1er1ZW1dWxt8cDOOdoH///nZVpttDrVbjtddeE//o7NOnD5599lmLEzDW1NTg5MmTFicydPY6N27cKAbxISEhWLFihclkYhUVFXj77beRmpoKvV6Pt956C59++il8fX1tvwB02+rXrx/Cw8OhUCjE26ZOndrk9QwZMgTXrl0DABw7dgyzZ89u1ngCAwMREhKC4uJiXL9+vdFgPzU1tVnbEUj7tzXWL/zUqVM3tdq4Oc6cOYO5c+faXEb6mjUM4YQe56GhoTYn9CwtLRXDV0sGDRoEFxcX1NXV4eTJk9DpdA6ZxLVr166Ii4vD8uXLcePGDezatQt6vd7q5aCurq7o27cvLly4gJqaGly5csVm8Hju3LkWj1EqMDAQoaGhKCoqQn5+PoqKimxO4nr+/HnxS7ylcUo/y0tLS232pLx06VILRt40/fv3x8mTJwHU77MgDYQAACAASURBVF+2XuMrV660ePJWewwYMAAvvfQSFi5cCMB0olGBr68vlEploz3bKysrm3Tir6XHIQDx+Gnse0FzSOcyaKy/vfC+WjN48GD8+uuvAIATJ06Ik3E3lXCSzBHPd8CAAeLPZ86cEScot+b06dMWH0tERES3L6FwoWHAbjAYxO8r0jBep9PZVeUsvQpWr9dj586diI+PN2mbSm2XUPVuSbdu3ZCZmYnU1FQxjBeKfyoqKhjGtwI2mWzjtm3bJlbqDR48GHFxcRZDc6C+WnHChAmYOHHiTV3nyZMnxTDBzc0Nr7/+ukkQDwABAQFYsWKFOFtzVVUVdu7caXOcRHPnzsWAAQMwYMAAjBs3Dn369GnyOmJiYsSfv//+e4t90ewVHR0NoL4txK5du6wuV15ebrNVij2kvattVbPqdDr873//a9G2boazZ8/aDMlPnDghhor9+/c3m6RX+GJRUFBgMxT75ptvbE76GBAQgJEjRwKoP+Hx448/2v0cGhMWFoa4uDgx1N67dy8+/PBDq+MdPXq0+LOtceh0Ouzbt89h4xSMGzcOQH3IuGPHDpvLfv/992aPk+rRo4f489mzZ62uJy8vr9EQ1ZGEYxaonwzZVmuQH3744WYMCQBMTnxY2l+F1/PGjRs2w/bdu3c36URcS49D4I9j0VEtfSytG7B9dZFKpcLu3bttrmvChAlif/mDBw82+2oloT2MI1pFRUREiBXu58+ft3liKj8/HykpKQDq/z9gez8iIiICrIfx0vBU+J6m1+thNBpNlq2ursZ9991n0l64qqoKW7duFX/X6XTIzs42a0FMbdPZs2cxfvx4XLlyxeL9wskY4e80pVIpFk81zEcYxt8cDOPbsKtXr+LgwYMA6v8YXLx4sd0T7d3Mdf7000/iz7GxsQgPD7e4nJeXFx555BHx9wMHDtgMzYhiY2OxceNGbNy4Ea+++mqz1tGvXz/xZFJZWRnefPPNRltRXLp0Cdu2bTO7/Z577hH7Du/evVsMSqSqq6uxYcOGFlfYduvWTQyBfv31V4uhjUajwTvvvGNy9UBbZTQasWHDBvEKGqlr166Z9Ly/7777zJYR2npVVlZaDU1/+OEHHDhwoNGxPPzww2J1/VdffYX9+/dbXba2ttakOrUxISEhWL9+vXg1w4EDB/DBBx9YDEynTp0qVpQnJSVZDNwNBgM2b95sV3uRprrnnnvEz/8DBw7g559/Nlumrq4OX375pfjFLTg4GFOmTDFbbvjw4eJrum/fPovBZ2lpKdavX39TP/fDw8MxfPhwAPXB9nvvvWexMmjPnj1ITk52yDY///xzpKen21xG+v9m7969ze4XThgBwNatWy2+ZikpKSYnSezR0uMQ+ONEQl5ensMD+b59+4qV6IcOHbK431dVVWHNmjUWn4NUx44dMXPmTAD1f7SuXLnSZmuq/Px88SoqKeH5VlVVobi42O7nYombmxv+9Kc/Aag/tt5++22Lz1GpVGL9+vXiH87Tp0+Hn59fi7ZNREREre/zzz8XJ6BvLiGMb/idVvq78B1NuE16X3l5OXJyckyC9u3bt5sUmwntSxw9bxU5hxDCZ2RkWLxf2GeEHESr1YrfcaVX5AN/FAqxZ7xzsU1NGyYNiKZNm2bS67itrLOmpsbkkvbG2oiMGzcOW7ZsQU1NDaqqqnD+/Hn2jien+/vf/47r168jKysLWVlZeP755zF69GgMGjQIQUFBMBqNqKiogEKhQGpqKoqLi9G5c2f89a9/NVlPWFgY5s+fj61bt8JoNCIuLg7R0dEYOXIkfHx8kJubi0OHDqGkpATR0dFir/vmcHd3x8yZM8X+48uWLUNsbCz69esHLy8v5Obm4vDhwygpKUFUVBSuX7+OkpKSlr5UTjN27FgcO3YML7zwAqZNm4Y+ffrAaDTi4sWLOHLkiPif/fjx4y1WXs+ZM0fsG//vf/8b586dw4gRIxAYGIgbN24gOTkZV65cQYcOHdCzZ09xWUv69++Pp556Cp988gkMBgO2bNmCAwcOIDo6GmFhYZDJZCgrK8Ply5dx8uRJ9O7dGyNGjLD7uXbq1Anr16/Ha6+9huvXr+PQoUMwGAz4v//7P5MWO35+fnjmmWewadMmAMBHH32E48ePIzo6Gn5+figuLsaRI0eQk5OD8ePHi2Gxq6tjzqN36tQJzz77LN5//33U1dVh8+bNOHr0KKKjo+Hv74/S0lIkJiYiMzMTQH2Q+PLLL1s8gRsUFISYmBgcOnQIarUaL7/8MmbMmIFevXpBp9PhypUrOHz4MDQaDSZMmICjR4865DnY44UXXsCLL74ItVqNlJQUKBQKxMbGIiwsDFVVVTh27BhSU1MRGhoKuVze4gqg48eP48cff0RISAiGDRuG8PBwBAYGwmAwoLS0FCdOnBBPrrm5uVkMvadNm4YdO3agsrISv/32G1555RXExMQgMDAQSqUSv//+O06fPo3u3bvD3d3d7jG39DgEgGHDhkGhUKC2tharV69GTEwM/P39xRA9PDy82b3mg4ODMW7cOCQnJ0OtVmPhwoWYNm0aevXqBZlMhqtXr+Lw4cOoqqpCbGwsDh8+bHN9TzzxBK5cuYL09HQUFBTgH//4B8aMGYMhQ4YgICBAnB/n3LlzSE9Px//93/+hZ8+eJuuIiooS292sX78e06dPR3BwsPh8O3fu3GhLHak5c+bg5MmT4v81//jHPxAbG4sBAwbA1dUV2dnZOHToEKqqqgDUv57z589vystIREREbdSFCxdM2vJZYjQa4eLiYnU+KaHoy1ZlvHSSV8A0WBV+ls45Jm1TIqyLYXz7IRTxWSsIFN5H4T3XaDRiES0r41sHw/g2ymAwICkpSfx90qRJbXKd6enp4oe5l5dXo5PSuru7Y8CAAWKVZVpaGsN4cjpvb2/ExcXh448/xpEjR6DX65GSkmKxsl1gLUyaO3cu1Go1vv32W9TV1eH48eNmofu4cePw2GOPtSiMB4BHHnkE2dnZOH36NPR6PX7++Wez6uXIyEgsWbIEL730Uou25Wz33HMPQkND8cMPP1ht8RMdHY1FixZZvG/UqFGYN28etm/fDqC+PVbDdiedOnXC8uXLsWfPHrvG4+vri48//hhqtRpXr161Gmg2J/wODg4WA/nc3Fxxv1u0aJFJID9lyhRUVVVh27ZtMBgMOHv2rFmbl6FDh+KFF14Qw3jhy5YjTJ06FS4uLvj4449RW1uL1NRUi/Md+Pv745VXXsGQIUOsrmvBggXIyclBRkYGVCoVvvvuO5P7PTw8sHDhQhiNxpsaxoeFhWHVqlVYvXo1lEolrl+/ji+//NJkmY4dO+K1117Dp59+2uLtCX84FRcXi1eiWeLn54dFixaZtXUT7luyZAnWrFmD2tpaXLlyxeyy0549e2LFihV4//337R5bS49DoP4zMCEhAUql0uL+snDhwmbN7yH429/+hoKCAmRlZaGmpsZiO5px48bhhRdeaDSMd3d3x+rVq/Hhhx/il19+gcFgsPnZb+lYnzZtGvbt24e8vDxkZmaaXD0A1F9pM2/ePLufn6urK15//XW89957SE5Ohkajwb59+yxeGTN06FC8+uqrJm3LiIiIqP2qqKiwOZmq0WjE9OnT8eabb1otjJAG7UVFRcjNzcWoUaMstqkRshrpNoWf1Wq1eFvD4FWv16OmpgZ6vR56vV5s/Udtk4+PDwDTvv9SlsL4oKAguLu7m1XGM4y/OXhEOYFarcbRo0eRm5sLtVoNuVyO4OBgDBo0CN27d7drHTk5OeJZLS8vL/Tp0wc6nQ7x8fFITExEXl4eqqur4e/vj169emHMmDGIiYmxORGhM9aZl5cn/tyzZ0+bEysK+vTpI4ZNti4ZJ3IkLy8vvPjii7j//vtx+PBhnDt3DkVFRVCpVHBzc0NAQAC6du2KgQMHYuTIkTYnenzkkUcwcuRI7NmzBxcuXEBFRQX8/f0RHh6OqVOnYsKECeIEyS3h7u6ON998E4cPH8bhw4ehUCig0WgQEBCAnj17YtKkSZg8ebLDKqWd7a9//StGjhyJ/fv3IyMjA0qlEnK5HH379sVdd92FsWPH2nz8ww8/jMGDB2PPnj24dOkSVCoV5HI5wsLCMGbMGEyfPr1Jk0JPnjwZo0aNwsGDB3Hq1Cnk5ORApVLB1dUVQUFBCA8Px4gRIxqdh8OaoKAgrF+/HitWrIBCoUBSUhIMBgMWL15s8oV2zpw5GDJkCHbv3o20tDSUl5dDLpejW7duiImJQUxMDCorK8XlHT3xdWxsLEaMGIF9+/bh9OnTKCgoQE1NjTiGO++8E9OnTxe/5Fkjl8uxfv167N+/H0lJScjNzYVer0dwcDCGDx+O2bNno1u3boiPj3fo+O3Rv39/fPTRR/jhhx9w4sQJFBUVQSaTISQkBGPHjsWsWbPg7+/vkG29//77OH/+PNLS0pCRkSF+zgD1IXuPHj0wcuRITJs2zeZ7GRUVhQ8++AA7duzA2bNnUVpaCg8PD3Tt2hUTJ07EjBkzxLZZTdHS4zA4OBjvvfcedu3ahbNnz6KoqAi1tbUOm9DV19cXGzZswL59+5CUlIS8vDzo9XoEBgaib9++mDJlislcAI3x9PTEokWLcO+99yI+Ph7nzp1DSUkJampq4O3tjdDQUPTv3x/R0dEYNmyY2eO9vLywceNG7Nq1CydPnhSPj5ZMmu3p6YmlS5di5syZOHz4MC5evIjy8nIYjUYEBgYiIiICkyZNwp133tnsbRAREVHj9Ho9SktLTebzcSalUmnzbzedToeysjKbc91IK+O//fZbHDp0CHv27LEYxksr49euXYu5c+eK39mklfHCFXlAfWGJUBkP1Ae5jv77gxxL2KesXckgZAiVlZUwGo3QaDTw9PREQECA1cp4tqlxLpc6R/31dJuLj4+3qzotPDwcDz74ICZMmGBzuZ9//lmsvurTpw8WL16MuLg4i/1MBaGhoXj11VfRt2/fm7bOLVu2iK1vJkyYgCVLlth8XkB9r9yPP/4YANC9e3e7ZucuKSnBk08+CQB45513xAnQ7LVp0yaoVCoEBQVhxYoVZvfbOuFARNTafvvtN6xevRoA8NRTT+Hee+9t5RER0e1m5cqVqKioQEBAAFauXNnawyEiImqxvXv34t133230ajtHiY2NhVwuN7nyT6lUwtvbG56enlCpVJg8eTJefPFFPProoxbX8eCDD+Lq1avYvHkzfv75ZyQlJeHw4cPIy8vD3LlzAdRfqTh//nwoFAo88MADGDFiBE6fPo0uXbpg5cqVeOaZZzBv3jzxasi1a9eK83IFBATg4YcfRmJiItLT03HgwAGHtEwm54mPj8err76KRx55xOIV83fffTcCAwORlZWFxMRE3HvvvZg3bx5+/vlnjBw50iTHS0lJwcKFC/Hggw/ale/d6qRZ5L///W+HHQusjL/JFAoFNmzYgFOnTuEf//iH1Upyae9nFxcXvPHGG7hx4waA+okd+/XrB1dXVygUCmRlZQEAioqKsGzZMsTFxaFPnz43ZZ3SM6iBgYF2vQZBQUHiz9KzsfZ6+eWXm/wYoL7Ngqenp8XJLhtrr0NE1Jr27t0r/jx06NBWHAkRERER0a1BqVSioqICdXV1Vnu0O4rBYEBVVZVZIeDUqVMxYsQIfPrpp2I1sq1e7UIrEq1Wi/LycnFZWxO4CrmLtE2OtE2NSqXCnXfeiU2bNuH+++83q4yntk14n221qenYsSOysrKgUqmg1WqtVsY3nMBV6PZBjsUw3oFCQ0MxYcIEDBs2DN27d4efnx8MBgOKi4tx+vRp7N69Wwy/Dx8+DA8PD7zwwgsW1yX9YBQmz/Pw8MCLL75oVlWflpaGt956C5WVlaitrcWGDRvw4YcfmvX1csY6pR/M9l4uL12OH+xEdDvT6XTIyspCRESExfuNRiO+/PJLcULaiIgIiz3GiYiIiIioaYTQWq/XW71a3mAwwMXFRWwF8uOPP2L06NEICwtr0raqqqpgNBot9ow/ffo0ADQrjNdoNKirq7PZpkYI49VqtdltAFBZWQk/Pz94eXnBzc0NOp1O3A4zm7bPVhhfV1eHmpoasaJbpVKJbWoCAwNtTuCamZmJhx56CB999BHuuOMOJz+L2wvDeAcR+qs37P/l7u6OHj16oEePHrjrrruwceNG/P777wCA/fv3Y9KkSRg8eLDZ+ix94L300ksYP3682e1Dhw7F66+/jqVLl8JoNCI/Px8JCQlmE6g5Y53S/0jsndRD+p+c8J9EU7SkTY2Pj484azQRUWvTaDR45ZVX0L17dwwfPhw9evSAr68vNBoN8vLykJycjIKCAgD1n53WTuASEREREVHTCHmGVqu1Gsa//PLLGDhwIJ599lnU1dVh3bp1WLhwYZMmcAcghp7SDKVh12hbYfz58+exYMECk8plYfJNjUZjV2W8dPvSYs2qqip06dIFQP3fHKyMb1+EAN1S5wmdTgej0SiG8RUVFTAYDGJlfMP5CaRhvDBv2c8//8ww3sEYxjuIPRNa+Pj4YOnSpVi4cCGuX78OAPj+++8thvENq8z79etnMTQXREREIDo6GikpKQCAo0ePmgXnzl6nvbMtS/+T8PT0tOsxUh06dGhynyYPDw/IZDK4uLiwPzwRtTm5ubk2J7T29/fHq6++yqp4IiIiIiIHkU5wak1BQYFYDKjT6WAwGJo1uaU0jBfa4gihudC+WFivpaLFAwcOiEG8sIwQxtfW1op5jIeHh9XKeOk2GobxQqbFyvj2R3hPhfBcSnj/hAytrKwMAMwq4xMSEjB48GCTMF44WXTx4kXnPoHbkPVpnMkpPD09cf/994u/nzt3zuIHuZeXl8nv0dHRja57zJgx4s/p6ek3fZ2WLreyRLpcwzEREd1O5HI5Vq1ahblz56Jfv37o1KkTvLy84O7ujg4dOmDYsGFYsGABPvvsMwwZMqS1h0tEREREdMtoWEFuiU6nEwNKoVq8JWG80WgUQ3VhDj6hSNFWZbyfn5/J72q1WgzUNRqNOEa5XA6NRgOFQoHCwkJxmwJhmw3DeH9/fwD1YXx1dbU4RobxbZ/w3ldVVUGj0eDkyZPifcL716lTJwB/zCXp4eEh9oxXqVRYunQpdu7cKb7ver1ezO4uX75sdhUHtQwr41tBVFSU+LNGo0FxcTG6du1qsozwQSjo3r17o+vt0aOH+HNNTQ2qq6vh4+Pj1HVK/0MQzso2pry8XPzZnisKiIhuVS4uLhg+fDiGDx/e2kMhIiIiIrqtCOG3rcJCrVYrhp1CsGlvIaKUtDe3VquFm5tbk8L4hpNoCvMRCssLj/X390dlZSUeeOABi+MQujQUFBRg6dKleO2111BVVSVmO25ubiYV1gzj2z5pZfymTZuwY8cOJCYmQi6XiyddgoKC4OrqitLSUgD1hbEBAQGorq7G77//DoPBAIVCgZCQEHGd0v28qKioyfMkkHWsjG8FQUFBJr8LH8BS3bp1M/nd29u70fU2rDJvOHmDs9dZXFzc6PoA0/80Go6JiIiIiIiIiMjZbmZlvLR4UavV4uDBgzh8+DAA8zDeUpuahtssKioSf5a2qRk6dKg4T6EleXl5AOqzncOHD+Ps2bMwGAxioaS7u7tJRiUN43ft2oVDhw7Z8WzpZpJWxl+6dAlA/fu7ePFi/PnPfwZQn//J5XKTNjUBAQEAIO6HOTk5Jm1qpPtcVVUVVCoVDh48eHOe1C2OYXwraPjBaqlvurQiHfjjQ9+WhkF5wzOnzlinNEy/du2aSQ8za7KyssSf7anOJyIiIiIiIiJqiuzsbJtz29nTM15aGS/kI46ojN+2bRu++OILAPZVxjfMZqRFjtIJXMeMGWO2rJQQxguEeaukbWqsVcbv378f8fHxVtdNrUPYPzUajRi279u3DwkJCeIyXl5ekMvlYmW8h4cHAgMDAQDx8fGQyWTIyckR9yOdTmeSXWq1WiQmJmL58uUWJ4qlpmEY3wqkYTQAcTIQqbCwMJNLQGxN7GdpGT8/P7Oqdmesc+DAgeKEqLW1tbhy5YrN9el0OmRkZIi/Dx06tNExEBERERERERHZq7a2FvPmzUNSUpLVZRpOdGqJpTDeEZXxRUVF4vaFMF7aDufMmTN45plnUFBQYLJtgbQzgbQyfuTIkWJGY4m0bTDwR+ZjT5sanU7XrOdOziV9T4T9peGkq15eXvD19RXDeGllvF6vx9ixY1FTUyNecdGwMl46qa/0xBI1D8P4ViA9k9i9e3fxAGhIOnnq8ePHG12vdJnBgwfflHV6e3ub9MAXLm+x5tixY+IB7Ovri8jIyEbHQERERERERERkL6GPuq3g0J7KeGmbmpaE8RUVFeL8e+Xl5SatYNzc3EzGU1paiqeffhqnT5/GsWPHxOcj8Pb2ttqmRi6XY/z48RbH4O7ubvZ6NCWMbxjQUttg6eoP6ZUTwB9hvFA5L/SMF8yaNQsAcPXqVQDmPeO1Wq148ohhfMsxjHcAW5cANXT8+HEkJiaKv0+ePNnqsjNnzhQ/lDMzM5GcnGx12UuXLuHEiRPi77GxsTd1nYL4+Hhcu3bN4nK1tbX473//K/4+ffp0yGQyq9snIiIiIiIiImoqITi0NQFpY2G8Xq+H0Wg06xmv1WpRV1eHnTt32p0HVVRUoFOnTgDqe3PbGoc0aBc6C0i34+/vD4PBILYR1mg04hjd3Nzw9ttv46GHHjIbQ0BAgFlr4czMTAB/dGxwc3MTXzu5XG7WqqSxExd08+l0OvTq1cskXyspKUHPnj3F3729vU0q4z08PMQTMAAwYcIEuLi4IDs7G0D9vm8tjJeerKHmYRjvACkpKXj55Zfxyy+/WO3DXl1djW+++QZvvfUW6urqAAAdO3bEnDlzrK63c+fOJkH3e++9ZzE8T0tLw+rVq2E0GgEAAwYMwOjRo2/aOu+44w6xal6v12PVqlVQKBQmy1RWVmLt2rXiJTN+fn64//77rT11IiIiIiIiIqJmEYJEW2F8YxO4Crdb6hmflZWFdevWYevWrXaNR6lUIiQkBIB5y2BrJwUiIyNNJuQMCAjAoEGDxOBcCPellfFC8aW3t7fJujw8PMzmAATqq/DlcrlJZbwgKCjI7jY1SqUS0dHR7CnfCvR6Pby9vdGrVy/xtpKSEpOW2J6envDz8xP3E09PT5Pw3tPTE15eXuIVG0IYLyyj1WrFfUHacomax63xRcgely9fxqZNm+Dm5oZu3bqha9eu8PX1hcFgwI0bN3Dp0iWTM4q+vr5YuXKlWQ/2hp544glkZWXhwoUL0Gg0eOutt7B9+3b069cPrq6uUCgU4plMoP5s5tKlS+Hi4nJT17l48WK8/PLLKCsrQ3FxMRYuXIjIyEiEhoaisrISZ8+eFZ+/TCbD0qVLxdm6iYiIiIiIiIgcpSmV8dZ6xgu3Nwzj9Xq9OImlvdXgFRUV6N+/PwDzyviGob/gzjvvxFdffQW9Xo+amhrccccdiIuLw9NPPw2gPqvJy8sTn6NMJhNzm4bBu6enp9gmZ9CgQZg6dSpOnTqFlJQUhIWFiY8TwniZTAZ/f3+729QI8wdevHgRU6dOtes1oearqKhAbGwsNm3aBJ1OBzc3N/To0UPM8jQajck+4OrqKk7YCvwxT4G7uzvuvvtu8TahBY3wXsvlclRWVrIy3sEYxjuYXq+HQqEwqwyXGjp0KBYuXCieFbXF3d0dr7/+OrZs2SJOPJKbm2tx8tUBAwZg6dKl4tnRm7nOjh07Ys2aNdi4cSOuXr0Ko9GItLQ0s+UCAgKwcOFCkz7zRERERERERESOYk9lfGNtamxVxgvrFUJNW+rq6lBRUSFmQDk5OfDz8xOrkK2N484778S2bduQnZ2N2tpahIaGAqivcgfq29V4enpCo9FAJpOZVLU3rIz39PQUb/Py8sJjjz2G/Px8AEBYWJi4nLSy3svLy6wy3lJ/cgAoLCwEUN+NgZxPCMT37NkDLy8vuLm5oW/fvibLCCdfBMHBweLPwj4kzEkA1O8jQicPvV4PjUYDX19fVFZWQqfTsWe8AzGMd4BJkyahS5cuuHTpEi5duoTCwkJUVVWhsrISdXV1kMvl6Ny5MwYMGICJEyeiX79+TVq/XC7HK6+8ghkzZuDIkSO4ePEiysrKYDAYEBgYiIiICIwfPx5jxoyxWb3u7HV2794dGzduxNGjR5GYmIicnBwolUr4+voiNDQU0dHRmDp1qtUJa4mIiIiIiIiIWsoRYby1ynidTtekML6mpgY6nU4scszNzUWfPn2QlZUFtVoNnU6HyspKk77wcrkcvXv3FpevqakROytIw3ghMPfw8IC7u7v4+IZBrLQyXni8UCktDdCFdQQEBFgM461dRSC0JG6s+wM5hrDPlpSUICwsDO7u7hg1ahTCwsJQVlYGrVYLuVwOmUwmzhMQFBQEAHBxcYGrq6v4s0C6Lwstiby8vODq6gqNRsPKeAdiGO8A7u7uGDRoEAYNGuTU7URGRiIyMrJNr9Pd3R0xMTGIiYlx2DqJiIiIiIiIiOzlzDY1Wq1WbFNjTxgv9NgWwni1Wo3Q0FCoVCpcvXoVWq0W8+fPN6lsDwgIQFBQELy9vZGfn4+amhqxsr1hYK7RaODq6mp3ZXzDMN5SZXznzp0thvHWTlwIVfbWKuedzWAwoKam5rZphyzsmzdu3EBwcDDc3NwQGRmJvXv34p577kFhYSHkcjm+/fZbXL16FcAflfFC9XtD0n1Z6BkvnOSRnoBiz/iW4wSuRERERERERER0yxDCSuncfQ0J91kLkIXgWfi3urpaXLcQxksri2tra7F7927U1dVBqVQiJSUFwB9tPaStigMDA/HGG2/gscceg06nQ1FRkRhoA/VBu4uLC7p06YLr16+bhPFCmO7n5wdPT09xAldpZbzQL1xY1svLy67K+MbCeGuvVV5eD3fd4AAAIABJREFUnslrqVAocMcdd6CkpMTi8o62ZcsWTJ48GUaj8aZsr7UJ70tJSYnZey+8zz4+PggPDxeLZYXKeGuE/QL44yoIDw8PeHp6sme8gzGMJyIiIiIiIiKidkmlUplVwDt7Aleh37u0UvzYsWNYtWoVSkpK8N1332HhwoVITk4Ww/jg4GAxvA8ICEBkZCTCw8NhMBjMJkf19/cHAHTp0gX5+fmora01q4yXtqkRJvEUCMsKway0TY3weFttasLCwppUGS/MQSi0RElOTkZdXR3OnDljcXlbNm/ejISEhCY9JjU1FQCQnZ3d5O21FwUFBWb7rFDBbum9bziJb4cOHWyuv7HKePaMdxyG8URERERERERE1C4tXboUn3zyicltjfWMNxqNYrBsLYy3NYFrw8lXgT/ad6jVajHUXrdunXh7QECAWH0szKUnrUaWEu7v2rWr2KZG6McujEva112v15sEskLwLgSy0jY1Qug6dOhQzJ8/HxERESavC1Af0Ht7e4tXAxgMBpPXrOHrVFpaavJaCWOV9sG31xdffIHFixc3qcq9V69eAIC0tLQmb6+9mD17NpYsWQLA9IqP4uJii5XxDcP4xirjG/aMF8J4Dw8PaDQa8VhiZXzLMYwnIiIiIiIiIqJ2qaSkRAyDBY2F8dIQ3VrrFVsTuFqqjBdCyurqavExxcXF+O233+Dm5gYfHx+xX7cQtktDVCnh/i5dukChUMBoNIphuvCc/Pz8TMJ4W4Gspcp4Hx8fLFy40OSEgNBWpkuXLpDL5VCr1SbP01IYLw2GhefdcKzNkZyc3OTH3KphvLDfCK+J9DW/du2aXZXxjU2uKw3jDQYDK+OdiGE8ERERERERERG1S1qt1qy6vWGbGr1ej+3bt4thsXT55kzgaimMF0LK6upqaLVaBAcHw9vbGwcOHBB7wAvrFFrENKyMl7agAepDcSGIFUJWYRwBAQHw9PSERqOxWhkvTGjq6ekphrHWqvGBP8L4sLAwyOVysTe+8BpYCuMtndgQ2vE0J4wXnseFCxfsfozwmpw/f77J22sPpOG7RqMx+b2urs7iey/8a6+G+0VNTQ3c3d1NesZ7eXmhsrLS6iSwZB+G8URE5FRLlizB7Nmzce+997b2UIiIiIiI6BbTMJwEzCvjjx49ik2bNuHHH380uR+wHDBLb7dVGa/VanH16lUAf1TGq9Vq6HQ6yOVyDB48GFqtFgMGDDBZt7XKeCGEF+7v06ePeF/DanNpz3hrYbylnvG2wnihEj40NBS+vr6oqakx6WdvMBjEvvACS2G88H4UFBRg27Ztdoe3er1eXIe1digGgwG//PILFAqFeJvQTkdoCXSrEU6KAPUnKRru79L9yFplfGOklfFA/b7g6elpUhkfHByMuro68fWm5nFrfBEiIueYPXu21fs8PT3h5+eH7t27IyoqCjExMY32OCNytoqKChw7dgypqalQKBSorKxEdXU1vL29ERgYiN69e2Po0KEYN26cWIVCjpOamipWyEydOhUhISGtPCIiIiIiam0ajUYMhNeuXYtp06aZVcYLwWRWVhYA+8L4hpXx1dXV8PX1NQnjr169igcffBDbt28Xw+OamhpotVq4u7vjySefRNeuXfHSSy+ZrNtaz3hfX1+UlpaKoXy3bt3E+xpWxtuawNXT0xMuLi7i8/by8rIrjF+1ahWSk5Ph7u4u/j1TXV1t8hrp9XrIZDLxd0ttaoTbvvvuOwDAnDlz0LFjR3G59PR05OfnIzY21mT70h7zwmvcUFpaGl555RUAwKFDhxAUFCSGw9aucmjvpOH35cuXAdS/j8LztTVfgFTXrl2tbqNhGF9dXQ13d3dxOxqNBl27dsX169ehVqubHPbTHxjGE1GbJFQ3lJSU4MyZM/j222/x7LPPmv1nTXQz1NbW4uuvv8a+ffssXmqpUqmgUqmQl5eHpKQkfPLJJ7jrrrvw0EMPiZegUsulpaXhf//7HwAgKiqKYTwRERERmYTxhw4dQqdOncRQWPjuLkwGmpOTA8C+NjVCAF1XV4dz586hpKQEvXv3RmZmphgUFxcXAwBKS0vFNjVqtVrstz169GiMHj3abN3W2tQEBwfjL3/5CyZOnAigvt1Ljx49kJOTI7aZESrT5XI5PD09LVbGu7i4wMfHx6QyXgjzrfWpB4Dw8HCEh4eL6wfq/9aRVrbrdDqzyT4FwtgaVm437Mv/ww8/4PTp01bDeHd3d6thvLRn+Y0bN0zCeGsnVto7aRivUqng5uYGb29vuLm5iaG5wFYYv3PnTrGFUEPCeyqE79XV1eIErlqtFrW1tejQoQOAP66goOZhGE/tzvLly03+k7Fmy5YtN2E05CjLly83+V2j0SAvLw+JiYkoLCxETU0N3n//ffj5+eHOO+9spVFSc2zYsKG1h9AiRUVFWLt2LbKzs8XbevfujWHDhiEsLAx+fn5Qq9UoLS1FWloaLl26BJ1Oh59++gnu7u5YsGBBK46eiIiIiOjWVVdXZ9Kmpra2Flqt1iyMFwL33NxcAH+ExW5ubo1WxgPAypUrERERgTlz5mD9+vViOxShfYharTapjNfpdDZDbyEobbiMm5sbHnzwQZPbIiMjkZOTI+Ygb731FhISEuDq6gp3d3exjUzDdfn4+MDLywsymczuNjVSQmW8SqUyeYw0WM/PzzcJzS315AfMe8fX1tZabHUiLBcSEmI1jJcGwcL7UFNTAx8fH1RXV6Ours5q4NxeSZ+zWq2Gt7e3OLlqdXW1xQlcLfWMl17R0JAQxnt5eUGr1UKtVpuE8f8fe/cZHlWZ9gH8PyUzkynplRIgoZNQAu5KCUWCWFFB1127uF6viCLq2iiua0dZsbI23FV3dVcsiEgHCUgPCAIhgUBISIT0ZHqf98Ncz8M5U5IZ0sn9+8KU0+bMDDnzP/e5H9amxnd7SPgojCeEdApjx44N+Pitt96KpUuXYteuXfB4PPjkk08ojCftxmg0YvHixTh37hwA72Wic+bMwfDhwwNOf9ttt6G6uhorV67Ehg0b2nNTCSGEEEII6XacTic8Hg8P4J1OJ+x2u6jfO3sMACoqKvj0AHjbmUCEgfL58+cxe/ZsHqKzCm4WGBuNxoCV8cGwsDjYAK5Cjz32GOLi4njFet++fXHPPfcA8Ib37DX6Fi0OGDAAaWlpUCgUosr4cMP4yspKPi9wYb94PB7MmDGDt9JRKpVBw3jfSnmr1QqTyQSz2Qy3283XxfZrUlIS6uvr/bapqKhIFOKzMN5sNiM6Opq31An1NXYV7DUnJSXBaDRCKpVCqVRCKvUOBRpqZXxT2D5jg7RarVZR4O90OnllvLCHPQkfhfGky3n55ZdFvcbIpS0iIgJz587Fvn374HQ6UVFRgbNnz6J3794dvWmkG3jzzTd5EN+/f3+88MILzfaCT0xMxIMPPohJkybh5MmT7bGZhBBCCCGEdEss5GWVu+y2MGBnPdWZyspKPm2wMN5sNosGELXZbFCpVH4hL5s3UGV8KIGwb/geaJ6YmBjMnz8/6PwsjPdd1ttvvw3A2yc/Ozv7oivjffvds9fMTj6Ul5cD8IbAvlckMMEq45cuXQq9Xo+lS5cCuBDGJyYm8pZCTHl5OW6//XZMnToVUVFRMJvNosr4nj174ty5c82eCOmKWCU6C+PZZ5FVswtPxEyePJlfNREO1gaJ/QuA94yvrKwEAF4ZT2F8y1AYTwjp9KKiopCWlsZHqa+oqAgpjN+zZw927tyJoqIiNDQ0wOVyITY2FkOGDEFubi5GjBgR0vr37NmDjRs34uTJkzCZTIiJicGgQYNw7bXXIjMzE4cOHcLixYsBAHfccQduvfVW0fwulws33ngjAG+f6xdffBFGoxHr1q3Dnj17UFlZCb1ej+HDh+PFF1/0W7/RaMTGjRtx4MABlJeXQ6/XQ6VSISUlBaNGjcJ1113Hz1AHU1dXh/Xr1+OXX35BRUUFzGYzVCoVoqOjERsbi2HDhmHkyJHIzMwMeEnfb7/9hvXr1+PIkSM4d+4crFYr1Go1oqOjER8fj6ysLGRnZ2PAgAF+8z755JM4fvw4pFIpvv/++ya389SpU9i4cSOOHDmC2tpaOJ1OREVFYcCAARg/fjxycnL42f9AAq1r586d2LRpE0pKSqDX6xEVFcUvMR02bFjQZRUWFmLv3r0AvAckTz31VFiDsg4bNqzJ5ZtMJqxbtw75+fmoqKiA0WiEWq1Gjx49kJ2djWuuuYYP7BTIhg0b8O677wLwVstMmTIFJ0+exIYNG/Drr7+ivr4eVquVPxdo/7hcLvz000/Yvn07ysrK0NDQAI/HE/B9crlc2L59O/bs2YPi4mI0NDRAJpMhLi4OmZmZuOqqq9C/f/+Q9o3ZbMbmzZtx8OBBlJaW8h8uMTEx6NevH0aOHImcnBz++j///HPeK555+umn/ZabmpqKDz/8MOA69+zZgx07dqCwsFC07cOGDcPUqVMxdOjQoNvb0u8wIYQQQghpG8I2NCxgt9lsolYqvmG82WzmldsajSZgz/jFixcjLy9P9JhSqRSFvPHx8aitrQXg/b3F1s8q40MJQ31D41Ba8vpO73A44HA4RNXrQuy4uaamJuA6gwn224fty/Pnz4seF4bxoVTGezwenDlzxu+9AgK3qWHBe2lpKTQaDRQKhV9lvHD7mPLyciiVSiQmJjbzijsvs9kMiUSChIQEmEwmaLVaqFQq/p4LPzcJCQmYOXNm2OsQVsYz7DPP3gvqGd86KIwnhHQJwgOZ5gZlqaqqwpIlS/go40KVlZWorKzEtm3bkJOTg0ceecRv1HDG6XRi2bJl2L59u+jx6upqVFdXY+fOnbj55puDtiwJpri4GC+99BI/GGrK9u3b8Y9//MPvzLPRaERxcTGKi4vx/fff46GHHuKBq699+/Zh6dKlopHpAe8fUJPJhN9++w3Hjh3DV199hS+//NLvoGvDhg14//33/QbdMRgMMBgMKC8vx+HDh/Hdd9/hv//9byi7wI/L5cJHH32EtWvXigYHArwHjTU1Ndi9ezdWrVqFBQsWhHQgZbPZ8Pe//x27d+8WPV5XV4ddu3Zh165duPfee4MeqKxatYrfzs3NRUpKykW8ssDy8/Pxxhtv+B1g6vV66PV6FBYW4rvvvsNDDz3EB29qzldffYX//Oc/fHCq5uj1erz00ksoKCgQPR7oZEdJSQmWLFmCiooKv+cqKipQUVGBjRs34vrrr8fs2bOb7EW4fft2vP/++wF7QFZVVaGqqgp79+7F3r178cILL4T0WprS2NiIV155BceOHWty26dMmYKHH344pB9N4XyHCSGEEELIBcXFxUhISOADmLYUC33ZAJOA9/ei3W6HTCaDy+XifeSF8wjb1Pj+zvF4PDh06JDfulQqlSj0TExM5GH8b7/9xh9nlfGBenY/++yzoirxUNrUNEXYpqa5eaOiotC/f3/e7qY5SqWS70Mhtr9YGM+2ITIykj/nG74HCuPZMoThrzCMZ+8pe561ajl//jySk5MhkUjQ0NAAh8MBp9PJP1O+JwJefvllJCcn469//WtIr7szMpvNUKvV0Gq1KCsrQ2xsLBQKBf+Mhfu5CUTYM55hlfHst5tarUZkZCSF8S1EYTwhpNNzuVyiELCpILaqqgqPP/44P0Pet29fjBs3DqmpqZBKpaioqMDWrVtx/vx57NixAxaLBc8++2zAavB33nmHB/FyuRxTpkzBsGHDIJPJcObMGWzatAkrV670qwhoil6vx4svvoja2lpkZ2djzJgxiImJQWNjo+gySABYt24dH4hYJpPhd7/7HbKyshAbGwur1YqCggLk5eXBbrfjjTfegFwuR05OjmgZ1dXVeP3112G1WiGRSJCVlYXRo0cjJiYGERER0Ov1KC0txeHDh0UHkMzJkyexfPlyuN1uyGQyZGdnY8SIEYiJieEHPyUlJTh06JBf2B+ON998E9u2beOvddKkScjMzIRCoUBZWRk2b96Muro6FBcX48knn8Sbb77ZZNU4ALz11lvYvXs3+vbti4kTJyIlJQVWqxX79u3Dnj17AAD/+te/MGTIEAwZMkQ0r9vtxuHDh/n9qVOnXvRr83Xw4EG8+OKL/KB2wIABmDhxIuLj49HQ0IBdu3bh6NGjsFgsWLp0KTweDyZNmtTkMvPy8nDgwAFERkbiiiuuwIABAyCTyVBeXh70h87SpUtRUFCAPn36YOLEiUhNTYXFYvELrU+ePImFCxfy93fIkCG47LLLkJycDLfbjTNnzmDLli1oaGjA6tWr4XQ6MWfOnIDr/OGHH0SV6+np6Rg7dixSUlIglUpRW1uLoqIiHDx4UHRSZvLkyejfvz/y8vKwc+dOAMBdd93F+1MyvtVAFosFTz/9NL90VqfTITc3F+np6XC73Th+/Di2bt0Ku92On376CQaDIej/B0w432FCCCGEECL25JNPIjc3Fw8++GDY865evRo7d+7EkiVL+GPCangW5NpsNjgcDkRHR6Ours6vMl4Yxms0Ghw7dgw//vgjrr32WgDeAi7WgkXIt01NYmIiCgsLAYC3toyLi2uyMn7GjBmi+77ThBuqRkRE8DC6uap6hUIRVvGURCKBVqv12xe+lfEsjBdWxocaxtfU1CAmJob/lhH2jAfAW7IAF8J4o9GI9PR0XhnPgmH2+9A3jDcajWH3T+9sTCYTNBoNtFotTCYTbDYblEolf13hXlERSKAwng3gysJ4tk4K41uGwnhCSKe3Zs0aXhmuVquRlpYWcDqPx4MlS5agoaEBEokEf/7zn/0OdgDg5ptvxptvvont27cjPz8fW7ZsQW5urmiaX375BVu3bgXgPUB7/vnnMXDgQNE0N910ExYuXIgdO3aE/FpKSkoglUrxxBNPNFnxfOrUKR5aJiUlYfHixX4VDLm5ubjpppuwaNEi1NXV4b333sOoUaNEle3btm3jBzpz5szB1VdfHXSdhYWFflcJbNy4kVdaL168GKNHjw44r8fj8auwDtWOHTt4EK/T6fC3v/3Nr93NrFmz8Pzzz+PYsWOoqanBP/7xj4BtShi3240dO3Zg5syZuPvuu0XV3tOmTcNXX32Fzz//HB6PB99++y0WLlwomr+srIx/5lQqFfr163dRr82X2WzGsmXLeBD/pz/9CX/6059E4e/111+P77//Hh9//DE8Hg+WL1+OrKysJlsRHThwAL169cILL7wQ0pgabrcbv/zyC2bMmIH77rtPtH+uvPJKfttqteLVV1+FxWJBREQEHnvsMUyYMMFvebfccgteeuklHDlyBGvXrsWECROQlZUlmqaoqAgrVqwA4D3h8sADD+Cqq64KuH3sZBPTu3dv9O7dG8XFxfyxoUOHNtkGCAD++c9/8iA+IyMDf/vb30Qnca644grMmDGDf4fy8/Oxdu1a/kMskFC/w4QQQgghxF99fX3AoDsUx48f96tYb6pnfFRUFA/jfSvj2bQajQa1tbVYtmwZPwZkAbsv3zBeeNzNCptSUlJ4G5xQ2sG0ZmV8awSyvgKF8WxfsjCe/d70DePHjh2Lm266CU8++aRfz3i2/91uN4xGI9577z0kJCTg8ssv5+1YAG8hDLstLP7SaDTQaDRoaGjgjwcL461Wq9/VD10Nq4zXaDQwGo2w2WxQKBS8GKmtKuPZAK7s9ysL46lnfMtQGE9IC5jtThRWdZ3/hAYnaaFWdI2vvdVqRXl5OTZv3ox169bxx6+77rqAl/sBwO7du3lrmptuuilgEA94/1DNnz8fhYWFqKqqwqpVq/zCeGGLkvvuu88viAe8f+yfeOIJzJs3L+TWIIC3GqK5EO+LL76A0+mETCbDokWLgl5K2Lt3b8ybNw/PPfccTCYTNm3ahJtuuok/zyo0APi9Rl+DBw/2e0xY4REsiAe8VRPNBaPBfP311/z23LlzA/adV6vVeOaZZzBnzhwYDAbs2rUL5eXlfpXRQsOHD8e9994b8LlZs2bhxx9/RF1dHX755Re4XC5RaxV2uSngPRnSVNuVcGzevJlftTFmzBjcdtttAae74YYbcOrUKfz0008wm81Ys2YN7rrrrqDLlUgkePLJJ8Ma3HrAgAF+Qbyv9evXo6qqCoD3exAoiAe8B8NPPfUU7r//flgsFnz33Xd+Yfx//vMffhB39913Bw3iAe8BYHZ2dsivJZCGhgZs3rwZgPegccGCBQGvpujduzcee+wxLFq0CADwzTff4KqrrmryPQ/lO0wIIYQQQsRY8MoqnMNlsVig1+vh8Xh4MQsLdR0OB18uq3yPiooC4N8z3mazwWazQSaT8TDTYDDw5RYVFQVcv0qlEoWewqsy6+rqAHiPLc+ePQuHwxFSQMoC9OjoaDQ2Nl5UZbzT6YTD4WiTMD5QRXmgnvEymYxvC+B9DzQaDaZMmQKpVBq0Mp5NW1NTA6VSCYvFgsjISOh0OgAQXXkq/Nyo1WrExMSgrKyMP86uCPZta+t7MqYrErapYZXx0dHR/GROa4TxgXrGs8p4RqVS8W0gF69rpHKEdFKFVUaMXhZ6VXRHO/BoDrJ7tU5vvtZ2/fXXNzvNpEmTgoaXAHglu1QqFQXSgURERGDChAn49ttvUVpaitraWj4yuNVq5S1KdDpd0F7sANCnTx+MGjUKBw4caHb7meZeq16vx/79+wEA2dnZzVZls7YzDQ0NOHjwoOi1C/+Qnjp1KmDg3hQ2f0NDA6qrq1t90Jvz58/zgXl79OiB8ePHB502Ojoa06dPx9dffw2Px4Pdu3fjlltuCTr9DTfcEPQ5mUyGzMxMbN++HTabDVVVVUhNTeXPC/uZt+Yljbt27eK3m9p29vxPP/3E52sqjM/Kygq7ev+6665rMogHgC1btgDwVsQIK+YDiY6ORnZ2Nnbu3Ilff/1VVJ1TX1+PX375BYD3xE4o3/eW2r9/Pz8QnzRpEr/UNZARI0Zg0KBBKCoqQnV1NU6ePNnkd6U9tp8QQggh5FJjNpvh8XguOsgzmUxwOByw2Wz8d4ow5GXH8CyMZ4UqLIxnbVAcDgfvRc6CRpfLBYvFArVajWPHjkGr1fpV/yqVSlHo6VvVrtFokJCQwCvrQ6mMl0gkUCgUiIuLu6gwnh1v22y2NquM9+XbMx7w7hu5XC66OiEuLg4SiQRKpbLJMB7wtgbS6XSwWCxQqVT8RIrwPfCtjGe/gUOpjG9u3LnOjrWpYS1irFYrEhMT+WesNdvUCE8y+Ybx1KamdVAYT0gLDE7S4sCjOc1P2EkMTgo8GnpnFxsbi0cffRSjRo1qcrqjR48C8Abox48fb3a5wj8gZ8+e5WH86dOneQXv0KFDm/3DNnz48JDD+MTExCZDQQAoKCjg/bJVKpXfAKSBREZGoqGhAWfPnhU9PmrUKPzwww8AgBdffBGzZs3CuHHjkJycHNL2jho1Cnv37oXb7cYzzzyDWbNm4fLLL0dsbGxI8zdHeAloc+8v4D05wSrpg1WsML594H2x9xtAk5fZNdU/PBwulwsnT54E4H2/mtu+3r17IykpCVVVVaioqIDRaAx4MAx4P6fham4eo9GI0tJSAN4APT8/v9llsu8NO8HRo0cPABC1nLnsssva5IeCL+HnI5Qq+9GjR/N5ioqKgobxoXyHCSGEEEKIP3bMzX6HORwOjBs3Dm+//TbGjh3b7PwsdDUYDDyMFwavrIqataFh4azFYuGV2haLhfeXFxYusfmlUikOHDiAa6+9Ft9++63oed82Nb7BeWJiItRqNSwWC+RyeUhhPFtOfHw8SkpKLjqMZ20lW1tTlfHsClrA+xrkcjl/b61WKw93hWH8Bx98gN27d/uF8S6Xi7dfCaUyXhjGN9cz/lII44WV8R6PBw0NDejfv3+rVsaz9yslJYUP3EthfNugMJ6QFlAr5J220ryrWbBgAb/tdDpRXV2NXbt2oaioCPX19fjf//6HgQMHBq1SNplM/A9CY2MjXn755bDWL6yEZpcYAhBVSweTkpIS8npCaSMiPKjZsWNHWD3pha8D8AafkyZNQl5eHhobG/HJJ5/gk08+QVJSEoYMGYLMzEyMGTMm6HZdeeWV2LlzJ44cOYLKykosX74cy5cvR8+ePTF06FBkZmZi9OjRzQ6mGkx9fT2/zYLbpgjb0gjfJ19SqTRocM0ID1h8D9jYwR/QdFAfDjaQE+D9XIUS8vfq1Yt/Hurq6oK+pnDa04Q6T3V1NT8pVFZWFvZ3Srjfqqur+e3evXuHtZyLJfx8hPLZ6tmzZ8B5fV3MviaEEEIIIReOD1moWlNTw8dwCiWMZ/Pp9Xp+xa4w1GXBrc1mg91u521LWEW9RqNBTU0Nr65XKpWorKzk8xsMBpSUlMBms2HGjBl+YbywMj5Q2J6UlAS1Wg2TyYTIyMiQA1JWGQ9cXM94APwEQGsL9PuDBdvC431WGS9sU+MbxhuNRnz00UdB16XX63llPDvxIQzjhZXxarUaCQkJsNvtWLZsGYALbWqEv+08Hs8lE8YnJyfzPKSurg5KpZJ/Bpu74jkU7P1SKBS4/fbb8dlnn8HtdvPPpEwmQ1RUFLRaraitKwkfhfGEkE4h0MHXzJkz+UCWx44dwyuvvILnn38+4B+alp6ZFQ7oIjyg8x3QNJBQpmFCqY5oyWsJNDDN448/jpEjR+L777/HmTNnAHgD/6qqKuTl5UEikWDMmDH485//7BdaRkRE4Pnnn8eaNWuwdu1a3kO+oqICFRUV2LRpE2QyGXJycjB79uywK+aFB1S+lSmBCKcRzhtISyrahVXzVVVVfj3lL0a4r9V3uqZeb6hVN4xUKm32YL2lJyGEB7wX89pbqq0+W+Hua0IIIYSQ7mbjxo0oLCzEvHnzRI/7Vsazgg3WkqQ5LIwXFiAFqox3OByw2+2IjIyEUqnkA6pGRkby/uWsMl7YakWv1+Pnn39GcnJywPGwVCoVP4bWaDSaeq+eAAAgAElEQVStVhmfmJjIW06GG6iz6a1Wa5uE8ddccw3kcjm/2hrw7nO32w2LxcKDdlYZLxzAlb1+pVIJq9WK9evXN7kuo9HIT2QA3gIp4W8S38r4yZMn484778Tnn38OIHAY73A44Ha7u2TP+LVr1+KHH37ArFmzeJsadnLEaDSKwvjWeH0s15DL5fi///s/REZGYvTo0fx72qtXLygUChrAtRVQGE8I6dRuuOEGnDx5Enl5eTh8+DBWr16NG2+80W86YZDWv39/fnb8YgiX5dvbLhDfS+xaSrj+Bx54ANdee22LlieRSJCbm4vc3FxUVVXh2LFjKCwsxJEjR3D27Fl4PB7s378fBQUFeO2115CWliaaXy6X48Ybb8SNN96Is2fP4vjx4ygsLMThw4d5UL1t2zYcPXoUb7zxRliBvLAfXSj7UTiNcN7WlpaWxvtEWq1WlJSUoH///i1aZriv1Xe6tny9gQjXN378eDz99NOtsqzW/r601jo7cl8TQgghhFxK9u/fj0OHDgUN41moyq4AFV6V2hRWMCGslg7WM55Vvmu1WpjNZjgcDt5yQ/h83759eYvTuro6rF+/Htdee23Awh6VSsULw5oK49lAtaFWua9YsQJSqRQffPBB2IUfbB1Op7NN2tSMHTsWCQkJ+OGHHxAREQGHwwGn0wmr1QqPx4PY2FicP3++ycp4lUoFm82GsrKyJtfl8XhQW1srCuObGsBVLpfjkUcewbp161BTU8OD6kBFQV2tMt5gMODll1+G1WpFUlISb1Mj7BSgUCj4e94ar08YxiuVStx///18PQB4TkADuLZcy69jIISQNjZ79mz+B+C///2v6A8yo9Pp+B+PiooK3rv6YrBLBAHwSvCmCC9tbA3CNhisZ3drSUpKwpQpUzBnzhwsX74c7777Lq/6MJlMvKogmN69e+PKK6/EvHnzsGLFCrz++uv8j3JNTQ3v5x4qYXD/22+/NTt9RUUFvy18n1qbVCrFyJEj+X02kGlLaLVa/jk+d+4cbwHTlPZ6vYEIrw5o6edQ+Jn2HdegrQj3V2f6bBFCCCGEXOpYj3YmLy8P+/fv96uMZ7+jQq3oDlQZLwzjGxsb+WN2ux0KhYK3jXE4HIiIiOBhPKuMX7hwIVauXAkAWL16NRobGzFz5syA6xe2qVGr1fzYnl1Bm5iYyANh1m87FKyCPzk5OeyxiYT7rq3GZWLhOPvX4XDw90LYXkcYxvv2jLdaraisrGz2qvKqqipenBYVFSV6r30HcGW+/vprfPjhhwGrxFnBTVcL49esWQOHw4HMzEw0NDRAr9dDp9OJ2gYplUq+P0MpImyOMIwXYvuVtRulnvEtR2E8IaTTi4uLwzXXXAPAe+AWKPCVSCQ8VLZYLPjll18uen3p6em84qGgoCBg6xehX3/99aLXFUhmZia/vW/fvmbX3xJ9+vTBM888wys/jh07Ftb8gwcPxvz58/l94UCdoc7PhPKeHTx4kN8eNGhQWOsK1w033MBvb9myRXQJ68WQSqUYMGAAAO9ntLlBhisqKvgPlJ49ezbbA7+1xcbG8h795eXlzVayNEV4me/+/fsv+jMdTush4edD+LkJpj0/W4QQQgghlzKLxSIKP7/44gt88803PIy3WCxwu928/YXFYkFxcXGzxSrNhfHCAVx9w3h237cyXqVSoV+/foiMjMTu3bsxZMgQ9O3bF4C33c53330HwHscKqxEvu666/htVsSSlJQkqvIPt1L9+++/x9SpU8OaR7iOtqiMB7wnHoALldjCMJ4VVwWqjGchLquMr6ysxMCBA/lyZTKZKFAGvK2LWBiv1WpF77VvmxpGq9UiOzubv/5LIYzfuXMnLr/8cmRkZKCurg6NjY2IjY31C+PZ7yzhfr1YvieXGBa8szA+JycHf/3rX1u8vu6MwnhCSJdw00038T+ua9euFQ38yeTm5vLb//73vy/6D65KpeJV0QaDAT/99FPQaUtLS1sU/AcSGxuL7OxsAEBtbS1Wr17dqsv3FR0dzQ943G532PMnJyfz2+FekZCSkoL09HQA3urlnTt3Bp1Wr9fzPoMSiQTjxo0Le1vDMXjwYPz+978H4P2BsGTJkrB64x07dgyrVq0SPSbc5uauIvjqq6/47fHjx4e83tYk/DHwz3/+M6Rq/kBiY2MxatQoAN7Lf4U9J8MRTuuZ3/3ud/z/jO3bt4sGRvZ15MgRFBYWAvD+iGInTQghhBBCSPh8w3iHwwGHw+HX/5sVnpw9exZ/+tOfsH///qDLdDqdPHhnofupU6f4MZzwcbPZDJfLhcjISGg0Gt6mJiIiAkqlUhTGM6xvvbA1ZVxcnChslkgkkEql2LNnD26//XYeXrKrQIWV8UD4Yw3J5fKwx71qj8p4FsZHRET4hfHCyniZTMZ/DwYawLWystJv/2q1WtE+a2xs5Mf8UVFRfgO4shMfbJuE2AmTSyGMNxqNSEhIQHR0NL9KOTY2Fmq1GtHR0QC8+3XgwIHYs2cPhg4d2uJ1qlQqDBw4kJ+M8sV+I/Xt2xdTpkxp8fq6MwrjCSFdQlxcHA/bbTZbwCBz/Pjx/IzwqVOn8NJLL/FLFQNxu904ePCgKPRkhH3pV6xYgZMnT/pN09jYiKVLl15UgN2cu+66ix9Mffrpp1izZk2TQajRaMSqVatw+PBh0eP/+c9/cPDgwSa3cevWrfySPzZwEPPRRx+JDnAD+fHHH/lt3/lDccstt/Db7733HoqLi/2mMZvNWLJkCa+MGDduHHr27Bn2usI1f/58pKSkAACKi4vxxBNP4MiRI03OU11djeXLl2PhwoV+o8zn5ubygYX279+PL7/8MuD7umbNGmzduhWA90CzpeMGXKzrrruOXyqbn5+Pt956q8kQ3Ol04ueff8batWv9nrvtttv4FSeffvopNmzYEHQ5Vqs1YDW78MTPqVOnmtz26OhoTJs2jS/vlVdeCfj/QXl5Of7+97/z+zNnzmzxYL2EEEIIId2Z1WoVBaJOpzNgGM+KJSoqKuDxeJq8ElPYooT9Jrj11luxadMmHvr6tjPV6XSiyngWJgvb1AinBRBw/CxAPK4XC81Z2D5mzBgsWrQIQ4cObVEYfzHaI4xnJyKaCuOFlfFOpxMul0sUxpvNZtTU1IiKXuLi4hAVFQWtViuqdGdBu06n86uM79GjB38uELZ9DPvt0pkHcC0sLMQ333wjeoz1iI+JiRHta6lUihkzZgC4cIKhtd53mUyGL774QtSuFfD+Jnz77bf9HicXjwZwJYR0GTfffDM2bdoEp9OJ9evXY+bMmaK+1lKpFAsWLMBf/vIX1NTU4MCBA7j//vsxbtw4DBo0CFFRUbDb7aivr0dJSQkOHTqEhoYGXoUuNGrUKFxxxRXYunUrTCYTnnzySUyZMgXDhg2DXC5HSUkJNm3aBL1ejwkTJuDnn38GEF4bjaZkZGRg7ty5eOedd+B2u/HBBx9gzZo1GDt2LHr37s0PaM6dO4eTJ0/i6NGjcDqdeOKJJ0TLOXz4MP773/8iJiYG2dnZ6NevH6/uqK+vx4EDB0QBvjAYB7yXx61evRpJSUkYOXIk+vbti5iYGDidTtTW1mLPnj0oKioC4D3wCdZfsSkTJkzA3r17sW3bNhgMBjzxxBOYNGkSMjMzoVAoUFZWhs2bN/NgOyEhAXPmzAl7PRdDq9XixRdfxIsvvogzZ86gvLwcCxYsQHp6OkaNGoXU1FRebVNTU4Nff/0VhYWFQa8QUKvVePTRR/H888/D5XLhiy++QH5+PnJycpCQkIDGxkbs2rWLtz6SSCSYO3duh/UwV6lUWLRoEZ555hmYTCZs2bIF+/btw4QJE5CRkQGtVgubzYba2lqcOnUKhw4dgslkwlVXXeW3rMGDB2P27Nn4+OOP4XK58O6772Lt2rUYN24ckpOTIZPJUFtbi5MnT2L//v0YOHCg33czMzOTH+R//fXX8Hg86NOnD6+AV6lUopY499xzD3799VeUl5ejuLgYDz74IKZNm4a+ffvC7XajsLAQW7Zs4Qfno0eP5i2xCCGEEELIxfGtjA8WxrM2NTU1NQDQZFtIYYsS39CdHZMKg1v2uEajQU1NDTweT8A2NQw7fg8Wxgfqdc6OQTUaDS/makmbmoshXEdbhfESiQSRkZGQy+WQy+UB29QIe8azKxiEYTw74dKrVy+oVCpYrVakp6fDYDCgvr4eSqUSJ06cAAB+5bTvAK4WiwU5OTm4/fbbg7ZlUSgU2Lx5M6xWK/785z93icr4H3/8EevXr8esWbP4YyaTSVQFD1zY17feeis+//xz3lK0rcnl8ja/Kr27oTCeENJlJCUlYfLkydi8eTPsdjtWrlyJBx54QDRNfHw8li1bhjfffBMHDhyAxWLBli1bmhyAUxjoCz388MOw2+34+eef4XQ6sWnTJmzatEk0zaxZs5CVlcXDeGEbjZbKzc1FXFwc3nrrLdTV1aGioqLJ1iYKhYJfXsmwSuSGhgZeaR2ISqXCnDlz/MJPdnKhqqoKGzduDDp/VFQUHn/8cfTp06fZ1xXI/PnzoVarsW7dOjidzqDvWUZGBhYuXCg6KGlrycnJeP311/HFF19g3bp1sFqtOH36NE6fPh10HoVCgenTp+Pmm2/2ey47OxuLFi3CG2+8AYPBgBMnTvADT6HIyEg89NBDmDhxYqu+nnD169cPy5Ytw9KlS3HixAkYDAasW7cu6PQSiSTod+qGG26ATqfDBx98ALPZ3OR+DHRiKyYmBjfeeCO+/vprWCwW/Pvf/xY9n5qaig8//JDfj4yMxKuvvopXXnkFx44dg16v96s6YSZPnox58+a12gk1QgghhJDuioXxHo8HEolE1KaGVTsbjUYexrOe1E2F8awy3rdaGrjwG8z3KkhWGW82myGTyQIO4MqwNqi+v2fYFZPCaRkWhAuDerVaDalUCrfbfclUxgPefdxUZbxCofAL49nrVyqV+O233wB4f9NHR0fDarXi8ccfR2RkJB577DHRMfiIESMAeH9j+p7A0Wg0ova0vhQKBY4ePYqjR4/innvu4WG8y+WC2+3mv487k5qaGuj1eqxZswalpaWYO3cuLBZL0DA+JSUFe/bsadP3m7QteucIIV3KLbfcgq1bt8LtdmPjxo2YNWsWEhMTRdPExMTgueeeQ2FhIfLy8nDs2DHU1NTAbDZDoVAgJiYGvXv3xrBhw3DZZZfxgUh8yeVyPPXUU5g0aRI2bNiA4uJiGI1GxMTEYNCgQbjmmmswfPhwbNu2jc8T7HK5i5WdnY2PP/4YeXl5yM/Px8mTJ6HX6+FwOKBWq5GUlIR+/fphxIgRuOyyy0SX9wHAc889h4KCAl6xfe7cOV5doNFo0KtXL4waNQrTpk0LWH39zjvv4OjRozhy5AiKiopQWVnJD4iioqKQlpaG0aNHIzc3t0UDjMpkMsyZMwfTpk3Dxo0bceTIEdTW1sLpdCI6Ohr9+/fHhAkTkJOT0yEHUCqVCrNnz8asWbOwa9cuHD58GGfOnIFer4fZbIZKpUJsbCwyMjIwfPhwjB8/3u+9EBozZgw++ugjrF27Fvn5+aioqIDJZEJkZCR69OjBK7Tb86RDU1JTU/H3v/8dBw8exM6dO3H8+HHU1dXBYrFAqVQiPj4eaWlpyMzMxO9//3ve2iaQK664Ar/73e+wYcMGHDx4EGVlZTAajZBKpYiLi0Pfvn2RnZ2NnJycgPPffffdSE9Px5YtW1BSUgK9Xt/kgLDR0dF49dVXsXv3bmzfvh1FRUVobGyEVCpFbGwsMjMzkZub2yp9FgkhhBBCiDc493g8cLlcPKBlYXxSUhIP41kfd1a13FQYzwL75ORkvzBeeF8ikfA2kDqdDhqNhh9nN1UZ39DQAAB+1cYSiQRyuTxgZbxwgFLh9FqtFnq9vt0r49tyfWq1OmAYz1pwsjDearXitddeA3DhJIVw/6SkpCAqKgqVlZXQarWQy+W45557IJFIsGfPHgAXWp/qdDqYTCY4nU7I5XJYLJZmi9+E++DEiROiFpsOhyPg+9hR3G437HY7ampq4HK5sGXLFpw/fx4PPvggTCYTNBoN379KpVLUJ5+C+K6N3j1CSIe5mEEce/Toge+//z6kaQcPHozBgweHvQ5fl19+OS6//PKgzwurmgP1TJfJZBc9YCXgPaDIzc1tsgIgGJVKhezs7ICteEKh1Wqbff3NYQdjoejfv79oUJ+2XNedd96JO++8M6zlR0dH4+qrr8bVV18d7qb50Wg0uOWWW/xaA4Vq+vTpmD59eljzhLN/AmnJZ0lIq9Vi1qxZoksxw5GTkxM0rA9m7NixGDt27EWtr6XfYUIIIYSQ7kTYGoS1NWFhfHJyMk6dOsXD76ioKN6OMpTK+NTUVD6gJdPY2MgHDxW2NtFqtbxnvFwuFw3g6lsZ379/fxQXFwesgJfL5U1Wxvs+x7bhUq2MdzqdvCCJBcQKhQIymQwmkwmbN28GIG5TA3h/S2m1Wuh0OshkMr69l112mWhdrPiKFboZjUbeiijQwK1Cwn1+6NAhUYFUZwvjP/nkE7z//vt8LLSysjJ4PB7Y7Xa4XC7eMx7wnvSgK3gvHZ3v+gxCCOlCjEYjr4yPiYlpt75thBBCCCGEENLZeDweHpyzcXlYGG8ymfgVlKwtjPBK0Orq6qBXPLJK7MGDB6OiosJvQE4WsrIAVyKRQK1W8zY1drsdCoWCD+DqWxn//vvvY+XKlQHXHSyMD1QZD4AHwO0dxrd3ZbxGo+GvnVXGC7FQne3nQYMGAfC+54H259tvv43PPvuM32ctWA0GAz/BE04Yv23bNlHros42iOu+ffsAeAcwZv/abDb+WReG8R01hhhpG1QZTwghQZw/fx5SqTRoyw2j0YhXXnmFXxY5ffp03lOQEEIIIYQQQrobu90Ot9sN4MKgmaxNDatcl8vlAcN4l8uFmpoapKSk+C2XBZRDhgyBy+XCyZMnRc8rFAqYzWZERUWhoqICWq0WUqkUGo0GFosFNpuNV8Y3Njb6VcbHxMTw4NNXsDY1TVXGC59vS+1VGS+sgGeBcWRkJN8vvmH8VVddxcN3tn/YVes6nS5gGO87SCjbj8KWP821qWFhfGZmJo4ePYqDBw/y5zrbIK6+n3On0wmr1cpbMqnVauh0OkgkEt4vnlwaKIwnXc6CBQtC+iOzfPnydtgacik7deoUXnvtNQwdOhSZmZlITU2FUqmE0WhEcXExduzYwf9Q9uzZM+BgnYQQQgghhBDSXbCqeMA/jAe8YalGo+FhPKt+Zr3dS0pKgobxUqkUAwcOBAAUFBQAAG688Ubk5ubihRdeAHAhwGXjWbEqdRboCivjAwXCgQSrjE9ISEBaWhrS0tJEj7NtuJTa1Nx0003weDxYv349KisreYuaYJXxTz/9NH+OVbWzcD4hISGksbHYfjQYDKirqwMQuC2sENuGGTNmoKysDP/+97/5c50tjI+Pj/d7zGq18u+QWq2GTCZDVFQUhfGXGArjCSGkCW63m4/GHkz//v2xaNGikA/mCCGEEEIIIeRSJBww07dNjcfjgUKhgEqlgtFoBHChMn7YsGGoqKjApk2bAo7zwyqxk5KSoFKpcOzYMQDeMD4zMxOVlZUALlQbsyCXVXTbbDYoFAoolUp+ZXOo/cODhfFarRbffvttwMeB9qmMb68BXKdMmQLAexJkw4YNSEhIaDKMF1awl5eXAwA/kXLnnXfi+uuvb3adwjY1J06cQHx8PFJTU5uch33+AvVY72xhfKCWTDabjRf8sRNJPXr0oHa4lxgK40mX8/LLLyMhIaGjN4N0A6NGjcITTzyBAwcO4PTp09Dr9dDr9ZDL5YiKisKAAQMwfvx4jB8/nvfDI4QQQgghhJDuqqnKeLfbDaVSya82Bi6E8TqdDldffTW+/PJLPPXUU35BeVlZGaKjoyGVSpGWlsYr41nwff3116OxsRF33XUXVq9e7VcZD3jDaoVCwcP4UIupIiIiwiq8uhTb1DC9evXC+fPn0djYCLVaHbBNjUwmE7Vvve+++6BUKtGnTx8A3v3D9lFT1Go1NBoNNm3ahIaGBmRlZTU7iCn7/EVHR/tVk3e2nvHCE1dyuZyH82xwY3ZCY/ny5Z1q4FnSchTGE0JIEGq1GhMnTsTEiRM7elMIIYQQQgghpNPzDeNdLhfcbjfvJa9QKESBOKt+1mq1mDx5Mj7++GMUFRVh+PDhfDn19fX48ccfcffddwMA+vTpg82bNwO4ELb/9a9/5dOy5QHiAT/ZuvV6PYDQK+P79u3Lg+RQsHW3R5samUwGiUQCj8fTLuF/79694fF4UFxcjKysLFEYzwJ43/2alpaGBQsWhL0uqVSKv/71r3jyyScBAA8//HCz87CxBaKjo/0GPe1slfE2mw2A9zMaHR2Nc+fOAbjwGWaf7VBOXJCuhUo5CSGEEEIIIYQQQkiLCcN4u93Oq31ZqxoWiPtWxmu1Wt6CpKqqSrTM9evXw+Px4A9/+AMAbxjv8Xj4fEIskPbtHQ9cCONZRXKo1e7Lli3DH//4x5CmFa6zPcJx4XraozK+d+/eAIDKykre0/y2227DmDFj+Ppb8yTEFVdcgQ8++AATJ07E1KlTm52eff5iYmL8KuM7Yxifnp6Ol19+mZ+UAsD74zc3WC3puiiMJ4QQQgghhBBCCCEh83g8OH78uN/jvpXxLAB1u90A4NcznoWQOp0OUVFRUCqVqK6uFi3zxIkT6N+/P2JiYgCAV6nLZDK/QJ1VZbNAPDk5mT8nl8tFQXFbtf7o3bs3YmJi2qUyHrgQwrdHGC9sGcyuOnjssceQkZHB19/a+3X06NF44403QuqbLqyM921p09na1NjtdvTs2RMTJkwQhfENDQ1QKpXt8n6SjkFhPCGEEEIIIYQQQggJ2cGDB3HnnXeipqZG9LiwD7bD4fAbpNK3TY2wMl4ikSAxMdGvMv7MmTPo27cvv5+WlgbA28bDN3CVy+WQSCS8Ml4ul/NAnq2baaswPicnB2vXrm23ccXaszJeKpUiKysLgHfQXaG2CuPDwT5vbJ+8++67eP755wF0zsp4djJJ2Iqmrq5O1F6JXHroNAshhBBCCCGEEEIIaZbVasV7772HzMxMAOJKeOBCZTIgblPDKJVKKBQK3i9bGMYDQFJSkqgy3uPxoKSkBJMmTeKPscp43xY1ACCRSKBWq3kVPZu+srLSL4wPZ1DWcEgkknarigfatzIe8AbcbD8H2o72fO2+4uPjUVtby+9ffvnlfEDUzhbGW61WJCUlAYCoMr6+vp7C+EschfGkW2GXxhFCCCGEkNDRMRQhhBAA+PHHH/Hll19i/PjxAOAXtgdrU8MoFApR5XRSUhISExN55btvZXxNTQ2MRqOoMl6r1SI+Pp4PcOnr3XffRb9+/fj9Pn36YN++fX5tatoqjG9vLARvrx71wfZ7sAFc29Onn36K8+fPix5j+6WzhfF2u51/HseMGYPffvsN+/btQ11dXdB9TC4N1KaGdAvsj6zFYoHL5ergrSGEEEII6TpcLhcPVy6V4IIQQkjovvrqKz6oJPt7wNrDBArjWRgbKIxXKpWisFar1WLdunW80t63Mr6kpAQAkJ6eLlpOnz59AlbGA0BWVpboOdbWpqam5pIO4zu6x3hnaFOTkpKCkSNHih5jYXxn6xlvs9n4vrrqqqvw7LPPAvBWxtPgrZc2CuNJt8B6xDmdTpw6daqDt4YQQgghpOs4deoUD1uEA+ERQgi59FmtVrz22mtYvHgxAPD2MqwfujBsb2howKFDh3j/60BtaoStYqRSqV+AzCrjPR4PAOD06dOIiIhAjx49RNPdcsstmDFjRkiv4ZprrsHYsWMxYcIEHn4OGjQoaJjf1VAY3zQWxvt+FjuasGc8cGG/NTQ0UGX8JY7CeNItjBgxgt/Oy8ujS60JIYQQQkLgdruRl5fH7wuPqQghhHSsQ4cO+Q2g2tpY+F5RUQHgwgCt7IpzYcD59ddfY/fu3bj66qshk8mabVMTqK1KUlISbDYb9Ho9AO/grWlpaX5B87Rp03D99deH9Bqio6PxzjvvICYmhm//zTffHNK8XUF7DuDalM7QMz4QiUQCuVzeKSvjAw0o7HK5+FgK5NJEYTzpFoYOHcr/QBUUFGDFihU4ceIEtawhhBBCCAnA5XLhxIkTWLFiBQoKCgB4f+wPHTq0g7eMEEIIs3DhQqxatapVlnXzzTfj7rvv9nuchfGsTQ0Ls9lArcIwvrGxEX369MEjjzyCiIiIZsP4QKEt6/W+adMmAN42Nb4talpi8uTJmD9/fshBflcgl8shlUp5z/aO3A6g81XGA97PWmcM44X7SnhbOAAxufTQAK6kW1CpVLjrrrvwr3/9Cy6XCwUFBSgoKIBcLkdkZCS/xI4QQgghpLtzu92wWCyigEUmk+Guu+66ZPrrEkLIpcBkMvGwvKXOnDkT8HEWYLLwna3PZDIBEIfxBoOBt6iJiIiAyWTi8zHCNjWBwviMjAzMmDED77zzDkaOHImSkhJkZ2e34JWJabVa3HHHHa22vM4gIiKi3QZvbQobR6AzhvERERGdsk2NcF/JZDLI5XI4nU6qjL/EURhPuo3MzEzcc889+Oyzz/jZeafTCYPB0MFbRgghhBDSeUVEROCuu+7ig+sRQgjpHGw2W5sHjKwS3vc+C+OFle/CMF6hUOD999/3q/AVDuAaLEB+9NFHUVhYiNtvvx0ul6tVK+MvRXK5vMNb1AAXTtx01jD+3XffRUZGBnJycjp6c+ByueBwOPz2lVKphNPppMr4S1zHf1sJaUeZmZl4/vnnUVBQgMOHD6OystLv4IIQQgghpLtTqVRITk7GiBEjMHToUKqIJ4SQToaFea3detVqtYr+zxe29rDZbLBYLACCV8azgb5Z0N7Q0CBafnNtagBAp9Ph3XffxZVXXrV6hCsAACAASURBVAngQusaElhnCeNZgNyaVzK0FjZu4GOPPYb9+/d38NZcOInlG8arVCqYTCYK4y9xHf9tJaSdqVQqZGdnd8o/EIQQQgghhBBCSHNYu5jWrow/f/48+vbt67ceAKisrOQDqwYL4zMyMgAEr3pXKpU8hG+qtUpcXBzmzp2L9957D2lpaRf3YrqJiIiIThHGp6SkYMuWLZ2yxQob84B9PjsaKwoNFMYD6JT7kLQeapRNCCGEEEIIIYQQ0smcPXs2aBUvC/NauzK+oqJCdF8Yxp87d463eRW2fmUMBgOioqIABA7a2SCjTfWMF7r33nuxZ8+eZqfr7liv8c6gs4fISUlJHb0JAC58rwK1qQFoANdLXef4thJCCCGEEEIIIYQQ7quvvsKePXuwcuVKv+dYGN9alfEqlQpWqxXnzp0TPS4M46urq/3GXDObzXj66adRWloq6hkfKByOiIiARCLh1b+hDDraWULmzqyzDODaFRiNxo7eBAAUxnd39L8aIYQQQgghhBBCSCdjs9lEPdt9nwNaL4xnle7BKuNlMhlqamp4mxpmy5Yt2LNnD7+v1WoBeEN6X7694qnivXV0lp7xndmqVavwwQcfoKioqKM3BUDwwW7Z/c5+hQFpGWpTQwghhBBCCCGEENLJ2O32oGF7a7apcTqdfDlHjhzx2wYASE1NRU1NDe8VzzQ2Norus8p43+kA/xCewvjWQZXxzevVqxd69erld2VHRwnWM16pVEKtVtN34xJHYTwhhBBCCCGEEEJIJ9NUGN/SyvhVq1bhb3/7m2hZY8eOxeHDh1FTU8Ons1qtkMlkSEpKQllZmd9yfEN3FsYL24HIZDLIZDIePIbTpoY0r7MM4NrZabXaLtGmhqriL30UxhNCCCGEEEIIIYR0Mg6Hg4ftK1euxJdffsmfC6cy3uPx+IX2hw8fRn5+PoALweC0adMglUqxbds2Pp3dbodCoUB8fDxOnz7tt2yz2QyNRgONRgPgQhjP2t4AF9qoUGV825g5cybuv//+jt6MTk+n08FisbRaa6eWaKpNDfWLv/RRGE8IIYQQQgghhBDSydjtdh5q5+XlYceOHfy5cAZw3bt3L6ZPn87nAbztZViVMAvjk5KSkJGRgRMnTvDpbDYblEol4uPjcf78eQBAYmIif95isUCpVKJHjx4ALoTxQqyNCoXxbWPo0KGYOHFiR29Gp8fGM+gM1fHBKuOvueYa/OEPf+iITSLtiK5jIV3OggULQroEa/ny5e2wNYQQQgghhBBCSOsTVsYbDAZReB1OZXxZWRkaGxtRVlaGgQMHAgD0ej1MJhM8Ho8oGNRoNLBYLHxeFsbHxcUB8LaYSUtLQ3V1NQBvZbxWq0VKSgpOnjwZMIyXy+WQSqV+bWoojCftSRjGd3T1ebCe8Tk5OR2xOaSdUWU8IYQQQgghhBBCSBtyOp0YM2YM1q1bF/I8wsp4g8HAQ3MgvJ7xer0eAFBaWip6zO12w2KxiILByMhIUQW9bxifnp4uChA9Hg8UCgWvjGftaoRYZTzrEc9CeOoZT9pToPEMOgr7/tIJqe6JKuNJl/Pyyy8jISGhozeDEEIIIYQQQggJSXl5OQBg27ZtuPrqq0Oax263w+PxwOVywWg0ikLwcNrUBArjGxsbAXiDSd8wXhhWsjCe/QZPT0+HwWAQLT8iIgL9+/dHcnIyv4p91apVKCsrw7x58xAREQGJRMK3n9rUkI7QmdrU2O12yGQyGni3m6LKeEIIIYQQQgghhJA2xAY/ZRXkoWCDPDocjhZVxrPwnIXxHo9HFMYL29So1WpYLBbs2LED586d4wO4CivjfUN0pVKJGTNm4H//+x9/rFevXsjOzgYAPngrm4+1qaHKeNKeWGW878mkjmCz2fj3gHQ/FMYTQgghhBBCCCGEtCEWxocTwLEw3mw2w+Fw8PtAeD3jfSvjLRYLD/GFYbxKpYJKpYLFYsGjjz6KP/7xj7wyPjU1FREREcjMzPQL0SMiIiCTyXjlMaNUKiGVSiGXy0UDuPq2qyGkPXSmynir1erXL550HxTGE0IIIYQQQgghhLShkpISABD1Y28O6xdfV1cnug/4V8bn5eUFDRmFYbzH4+H3Af/K+MjISJjNZgCAyWSC1WqFSqVCbGwsNmzYgOzsbL8QPVioLpFIoFareWU8Cx9Zew6qjCftSS6XQ6lUdoow3maz0cmobozCeEIIIYQQQgghhJA2dDFhPKuEb2hoAABRmxphZXx5eTkef/xxrF69OuBy9Ho9kpOTYTKZUFtby1vUAP6V8Wq1WvR8dXU1Dw2joqIA+LeXaSpUVKvViIiIwPz583HnnXfyxwcOHIg+ffo0swcIaV06na5TtKmx2+1UGd+N0UgBhBBCCCGEEEIIIW2orKwMwMVVxtfX14vuA+LK+K1btwIAjh8/HnA5BoMBWVlZqKysRFlZmai1jclkgsvl4u1kVCqVqHL46NGjmD59umh5oVbGA0BkZCQiIiIwcuRI0eOfffZZ0HkIaStRUVGiK0M6Cmv/RLonqownhBBCCCGEEEIIaSMul4uH8BaLJeT5WODOwnibzQaPxwNAXBn/008/ARCH8TU1NZg3bx4aGxvR2NiIoUOHQiqVorS0lFe+y2QyXhmvVCp5WxlfzYXvTbWbYW1qCOkMYmJi+JUmHYkGcO3eKIwnhBBCCCGEEEIIaSPCAL4llfHAhR7xwsr4goICDB48GKWlpTCZTACAAwcOYNeuXfj5559hs9kQHx+PHj168DBeJpMhISFBFMYD3kp2hg146RsahtOmhlXGE9IZdKYwnnrGd18UxhNCCCGEEEIIIYS0ERbGazSakCvjnU4n3G43AHEYz0J4Furb7Xa4XC6MHj0aHo8HRUVFAIDTp08D8A7sCnjbc/Tp0welpaXQ6/XQ6XTQarVNhvFDhw4FAL92GuG0qYmLi+OhPiEdLSYmRvR96ijUpqZ7ozCeEEIIIYQQQgghpBWVlZXx0I8F8LGxsSFXxgv7wwvDQzaoKwvl2bIHDBgAAKioqAAQOIxPS0vj1fMajSbkML65tjRNhfFPPPEE/vKXv4T0mglpa7GxsZ2mMp7C+O6LGncRQgghhBBCCCGEtKKZM2cCAPLz83lgHhcXx9vINIeF7kDgMN63B71arYZOp+PTnjp1CvHx8aitrQUA6HQ6pKamoqqqCk6nE3K5nIfxkZGRvBWNMIwfPHgwAPhtMwvfZTIZXC5Xk2F8fHx8SK+XkPbQmdrUxMbGdvRmkA5CYXwr2bx5M956662w5rnjjjtw6623hjVPcXExfv75Zxw+fBi1tbUwGAyIiopCTEwM0tPTkZWVhVGjRl30l/qjjz7C6tWr+f2kpCSsWLEi5PkdDgd27NiB7du3o6ysDA0NDdBqtUhOTsbYsWMxdepUREdHX9S2EUIIIYQQQgghXUlDQ4OoMp6F480RhvHC8NA3jGcDuioUCsTGxqK+vh42mw3l5eWYN28e3nzzTQBAdHQ0FAoFHA4HHA4HIiIioNVqUVNTg6ioKF6lywZwVavV6Nu3LwCgqqpKtG2sMl6tVsNgMFBPeNJlxMTEwGazwWq1dugAqlQZ371RGN9FNDQ0YMWKFdi2bZvfc3V1dairq8Pp06exefNmXHvttXjggQfCXseJEyewZs2ai97Gs2fPYunSpfxyOKa+vh719fUoLCzEd999h0ceeQRjxoy56PUQQgghhBBCCCFdwebNm9GrVy8A3sr4UNvU+IbxSqUSNpsNdrsdHo8H1dXViIuLQ11dHQBvGM/ul5aWwu12IysrC1u3bsXu3buRkJAAuVwOl8sFh8MBuVwOjUaD0tJSWK1WHgyygFKr1fLt9g0tWSU8C+NpIErSVcTExADwfqdSUlI6bDsojO/eKIxvA7169cKIESOanY71dGtOVVUVFixYgMrKSv5YcnIyMjIyoNPpYLfb8dtvv6GkpET0BzscTqcT77zzDh8gJlw1NTVYtGgRPxCQSCQYNmwYUlNT0djYiEOHDsFut6OhoQEvvfQSnnvuuZD2ESGEEEIIIYQQ0pW43W5IJBJ4PB7eLgbwBoG1tbWYOnUq/vGPf2DgwIFBlyHsGW8wGBATE4Pq6mrY7XZUVlbCYDBg/Pjx2LlzJwBxZTwrkEtPT4dOp8P06dMBAHK5NwKyWq2Qy+VQq9WwWCwBe8ZrtVqoVCq89957vHc8w8J3Ni2F8aSrYGF8fX09hfGkw1AY3wYGDhx4UZXpgZhMJixcuJAH8RkZGfi///s/DBkyxG9ai8WC/Px8fplaOL755hucOXMGADBp0iQ+yEuoli5dyoP4pKQkLFq0CP369ePPNzY24vXXX8fhw4fhdDqxZMkSfPjhhzSqOiGEEEIIIYSQS4rZbOa/y/V6vahnPOD9fbxu3ToexrtcLhw7dgzDhw/nyxAW2jkcDkRFRfEwvqioCAAwZMgQHsZHREQgNjYWBQUFOHXqFJKSkqDT6UTbxcJ4i8WCiIgIREZGwmKxwGKx8JCStalhv9V///vf+70+YZsagMJ40nWwz/mdd96JZ599FjNmzOiQ7bDb7RTGd2PSjt4A0rRPPvkE58+fBwAMGzYMr776asAgHvCelc7JycHEiRPDWsfZs2fxv//9DwAwefJkjBw5Mqz58/PzcezYMQDeP+6LFy8WBfGAtz/dokWL+JlHg8GAb7/9Nqz1EEIIIYQQQgghnZ3RaATg/Y1uMBhgsVgglUpF4TgLBQHgzTffxOzZs1FTU8Mf873qPSoqij9+8uRJREVFoUePHvx5pVKJuLg4Xhmfnp7ut10sRBdWxptMJphMJmg0Gr4cAE0WzvlWxlPPeNJVCL93+fn5HbYdVBnfvVEY34mdPn0aGzduBOD9I/eXv/yl1QeY8Hg8eOedd+BwOKDVanHfffeFvYwff/yR3546dSof5MWXSqXC7bffzu+vX78eLpcr7PURQgghhBBCCCGdlcFgAACkpqbyyvjIyEgeXgPegjWGFcdVV1fzx4RtagBxGH/ixAkMGDCAV7oDFyrj2XhygcL4YJXxZrOZV7lLpVJERkbycD4QYc94ABQqki5DmKnFxsZ22HYIx2kg3Q+F8Z3YunXr+O1p06YhISGh1dexdu1aHD9+HABw7733is4ShsJiseDw4cP8fm5ubpPTjx8/nh+AGAwGHD16NMwtJoQQQgghhBBCOi8Wxvfs2RN6vR5WqxUqlUoUxlssFixevBh79+7lY7fV1tby5202m2iZwjD+7Nmz6NevH2QyGX+eDeDqcDhw9uzZJivjLRYLZDIZ1Go13G436uvrReF7ZGRkk5XxWVlZmD9/Pvr37y9aLiGdnUQiwb333gvgwve0vXk8HthsNmrv1I1RGN9JuVwubN++nd+fNGlSq6+jpqYGn376KQBvC5xp06aFvYzjx4/zM/YqlarZQWkjIiIwaNAgfv/XX38Ne52EEEIIIYQQQkhnxdrUpKamwmAwwGw2IzIyUlSVW1RUhHXr1mHu3Lm8QlcYxjdVGW8ymaDT6QJWxjPDhg3z2y5hZTxrUwN4e9gLTxTExMTw/vaBKBQK3HHHHTyEp1CRdCVz587FuHHjOiyMZ99tqozvvmgA1zZgMpmwY8cOnD17lvdei4+Px9ChQ9G7d++QllFWVgaz2QzAG3JnZGTA4XBg8+bNyMvLQ3l5OcxmM6KiotCvXz9cfvnluOKKK8I6I718+XL+R3ju3LmQSCRhv9by8nJ+u0+fPqIz88FkZGTg0KFDALz96gkhhBBCCCGEkEsFC/l69OghalMjDOOFle+33347Pv/8c1EY79sznvWbZ2G8Wq0W/f5WKpU8jFer1QEL5YQ941mbGoYF8wDwxhtviNroBMOWR5XxpKvRarWoq6vrkHWz735rt6EmXQeF8W1g79692Lt3b8Dn+vbtiz/84Q/IyclpchknTpzgt3v27Ilz587h1VdfRWlpqWi62tpa1NbWIj8/HytXrsTTTz/NLxVryvbt27F//34AwKxZs0I+SeBLGMYnJSWFNE9iYmLA+UPVFv9htkULIEIIIYQQQggh3Y/BYIBCoUBCQgJcLhfq6+v9esabTCYAQHZ2NmbNmoW1a9eKfuuy6lmJRAKPxwONRgOZTAa73c57vPtWxvfo0QMZGRl46qmnAm4Xm54N4CpsTSO83atXr5BeJ1seVfiSrkan0/nlaxfj9ddfR3x8PGbPnh3S9CUlJXjooYcA0PemO6Mwvp2dOXMGr732Gg4cOICHH344aCW5cBR1iUSCZ599lg/m0qtXLwwYMABSqRRnzpzBqVOnAACVlZV45pln8OqrryIjIyPoNuj1enz00UcAvGfqb7311ot+PcLLekLtNy+8dI5dvheOxx9/POx5mvPDDz+0+jIJIYQQQgghhHQ/RqMRWq2WV7NXVVVBpVKJKmHZb+EXXngBOp0OCQkJASvj1Wo1TCYTVCoVFAoFjEYjHA4HNBqNKIxXKBSQSqV8MNhAhD3j5XJ50Mr4ULH1U2U86WqioqJapU0N+76FGsYfO3YMlZWVAKi9U3dGYXwrSk5ORk5ODkaOHInevXtDp9PB5XKhqqoKBw8exOrVq3mgvmXLFigUCjz44IMBl8XOkgNAcXExAO8Xdf78+X5V9b/++iuWLFnCB4Z57bXX8N5774n+MAt9/PHHaGhoAODtldWSP5xWq5XfDvU/EuF0wvkJIYQQQgghhJCujoXxrM97VVUVBg8eLPotzH7zs8fi4+Nx7tw5VFZWorGxEStWrIBUKoVSqRSF8ey3vDCMl8lkkEr/n73zjo6jvNf/s9quXizJci+40Ey/wYRginFCyT0plARCSEJyIcDFIUD4hRZyAdNMcS6YEALchBjnhuYkl2Cw6WAMtsENIzdsyU3F6tvr748931czs7OrlbSSVvLzOcfHu1Pfnd15R/O8zzzfnksCyvLhcBh2u10nwGud8Zki26OoSIYbhYWFQ5IZ39bWpl7TGX/oQjE+S0hmu/ECaLfbMWHCBEyYMAHz5s3DwoULVTzMa6+9hjlz5pgWVjETqa+//nqceuqpSdNnzZqF22+/HTfffDNisRj279+Pd955B3Pnzk1a9tNPP8Xbb78NADjzzDMxa9asPn1eQZtjl0r8N6IV/40V4jPhoYceSltMhhBCCCGEEEIIGSq6urpQVFSkc8Yfd9xxKC0txdlnn40VK1aoGnFyf1xeXo7XXnsN5513Hi644ALs27cPQPd9tsvlgtPpVGK8NjM+U1FPe8+eDWc8C7iS4UpxcTE8Hg9isVhGA1nZQhtFxcz4QxeK8VmisLCwx2Xy8/Nx8803Y/78+erC+uKLL5qK8caL2bRp00yFeGHmzJmYPXs2PvzwQwDA+++/nyTGBwIBPP744wAS+ViZPkaTDm07I5FIRutoq8L3ZSSwvLycGe+EEEIIIYQQQnISozM+FovB5XLBarXi3nvvxc6dO1UkjdxTawumvvfee+q1CN4ulwt2u105awsKChCPx3XL9IQxY14rwPcnpoZiPBluFBUVIR6Pw+v1qkGzwUDrjOd5c+gyeMM/BEBCfP7ud7+r3m/atEknTgvGEbLZs2f3uO2TTz5Zvf7iiy+S5j/33HNoamoCAFxxxRUZVUfvCW07jdXeU6FdjiOBhBBCCCGEEEJGEkZnPACdC12y34FuIV07X+7bASj3ezpnfKainla0t9lssNvtahsU48mhhBhqBzuqRuuMZ0zNoQvF+CHgmGOOUa+DwaDuQivICLowfvz4Hrc7YcIE9drv96vH3oBE7vz//d//AUjE2px11lm9brcZ2j8u5I+CntCOBGbyRAEhhBBCCCGEEDJcOHjwIMrKymC325UBTSu22+12RKNROBwOWCwWAMB3vvMdPP3006iqqlLLiBseSAh3drtdJ8b3Vgw3xtRYLBYlwrOAKzmUEM2ts7NzUPfLzHgCMKZmSCgrK9O9NxuJGzdunO699sKdCqPL3O/3qwvq7t27EYvFAADNzc248cYbU26no6NDvW5tbdUte/HFF+Okk04ybafZoIIZUsTWuD4hhBBCCCGEEDKcicfjaGhoQE1NDQCgsrISe/bs0T2ZLuK1VsR2Op045phjMGXKFDQ1NeGJJ57AMcccgx/84AcAup3xe/bsAZAwthmLwPaE0RkPJET4rq6uPonxxx57LC699NIkjYOQXEeMpfKESn/JNHuezngCUIwfEoxFS81OQK3LHYDO5Z4Kv9+ve5+qGvqBAwdw4MCBHrcHJHLgt27dqt5rhXpAL6bX1dUhGo2qx9xSsXPnTvU6E8c/IYQQQgghhBAyHPB4PPD5fBg9ejQA4PHHH8eBAwdw1FFHqWXSFT6dPHkyVq9ejUmTJsFisSRlxos24Ha7e+1MNzrjZTtut7tPRSxHjRqF66+/vtfrETLUiBh/9dVX47nnnsOMGTP6tT2fz9dj8kM8HkdbWxt+9rOfobS0dFCz6kluwZiaIUArRgOJgqRGRo8erS7eANTodzq0yxQVFQ1KHvvhhx+uLvyBQADbt29Pu3w4HNaJ+7NmzRrQ9hFCCCGEEEIIIYOFGN/EGT9mzBiccMIJOhOeiPBmYvxpp52G0047DaWlpQC6RXOXy6WiNaQYbH8y4+V1fn5+n1zxhAxnRDiPxWJ4+OGHVTHkviJPqfS0TCgUwuTJk3HxxRf3a39keENn/BCwcuVK9Xr8+PEpC6mefPLJWLZsGQDgo48+wkUXXZR2ux999JF6feSRR+rmzZ07F3Pnzs24fYsWLQIAVFVV4emnn065rNvtxjHHHIO1a9cCAN58803MnDkz5fKrVq1SDv7CwkKdO4AQQgghhBBCCBnONDQ0AIDOXGckXdb7SSedpIuG1Trj5cl0eQq+v5nxQOKePtVT9YSMVGw2G5YsWYKdO3fijjvuwIYNG3Dsscf2eXuZiPGSF29myCWHFnTGZwFjPEw6PvroI7z77rvq/emnn55y2XPPPVddIHfs2IEPPvgg5bK1tbVYvXq1ep+tAq2ZcO6556rXK1euRF1dnelygUAAS5YsUe+/8Y1v9BhpQwghhBBCCCGEDBcaGhpgs9lQUVGRchkRzzOJlxFNwOl0qjhbWb+3YrzFYlH34NrMeDrjyaHIjBkzcM4556CkpAQff/xxv7ZVX1+vtMF4PI7f/OY32L59O3bt2qVc95IXzxoLhGJ8Fvjwww9xww034O23306Z7e7z+fDXv/4V999/vzoRR40ahX//939Pud2amhqd0P3oo4+aCvIbN27EXXfdpQq0zpgxA1/5ylf685F6xUknnaSc+JFIBP/1X/+F3bt365bp7OzEPffcox7ZKyoqwne/+91BayMhhBBCCCGEEDLQHDhwANXV1Wkz2NNlxhux2WxwOBywWq2q5lp7e7uap91eJhjXKSsro1OXHLJYLBYcd9xx+Oyzz/q1nRtvvFHVTwgEAnj11Vfx5ptv4uKLL8aaNWsAdJ+3FOMJY2qyxLZt2/Dwww/DZrNh3LhxGDt2LAoLCxGNRtHc3Iza2lpd4dbCwkLceeedPea6/+hHP8LOnTvx+eefIxgM4v7778fzzz+PadOmIS8vD7t378aOHTvU8uXl5bj55pthsVgG7LOaceONN+KGG25Aa2srmpqaMH/+fBx11FGorq5GZ2cn1q9frz6/1WrFzTff3GNxC0IIIYQQQgghZDjR0NCg8uJT0VsxXnQDiakRB6643LV59D1ht9sRDAaVKD9//nyEw+GM1ydkpHHsscfiiSeeQDgc7tXAlhER9D0eDwBg165diMVi6OjoAAD1v9R+IIcuFOOzTCQSwe7du5Oc4VpmzZqF+fPno6qqqsft2e123H777Vi8eDHee+89AIlCrWYFXWfMmIGbb74ZlZWVfW5/Xxk1ahTuvvtuLFy4EF9++SVisRg2btyYtFxJSQnmz5+PY445ZtDbSAghhBBCCCGEDCQdHR09Ol/7KsYbNYT+OOPl/1Q17Ag5VDjuuOMQDAaxdevWXtc1dDqdynhaXV0NoDs/fu/evQCg5nd0dKCgoEBXu4EcmvAXkAXmzJmDMWPGoLa2FrW1tWhoaEBXVxc6OzsRj8dRUFCAmpoazJgxA6eddhqmTZvWq+0XFBTgpptuwjnnnIO33noLW7ZsQWtrK6LRKEpLSzFz5kyceuqpOPnkkwfdEa9l/PjxWLhwId5//328++67qK+vR3t7OwoLC1FdXY3Zs2dj7ty5vNgTQgghhBBCCBmRBIPBHp3qvRHj7Xa7EuON0TfijM80M1677/44gAkZSUydOhUAUFdX12sxXouI8eKMFzE+EAgASMQ3l5aW9qepZIRAMT4L2O12HHHEETjiiCMGdD9HHXVUvzqGTJk7dy7mzp3bp3XtdjvOPPNMnHnmmVluFSGEEEIIIYQQkiiQ+N///d+46KKLMHr06KFujo5gMNijON7bAq7aeNuFCxcqQa+3BVy169CdS0gCl8uF8vJy7N+/v9frRiKRpGkixotDXpzx7e3tjKghACjGE0IIIYQQQgghZBjR0tKCP//5z9izZw8efPDBoW6OjlAo1KMzvjci+ty5c3XGv9NPP129zsvLg8VioTOekH4yZsyYPonx0WhUvfb5fAC6RXhBG1PDpAgCUIwnhBBCCCGEEELIMEJEL61jPFfIJKamN874U045Je18m81GZzwh/aQvYnwsFtO9l35JnPGCiPGdnZ2oqKjoRyvJSCGv50UIIYQQQgghhBBChp5f//rXePvttwEAbrd7iFuTTG8y43taLhOsVmu/CrgSQvomxosr/s4778RVV12VkTOeMTUEoDOeEEIIIYQQQgghw4QVK1ZgxYoVAID8/Pwhbk0ymWTGZzMqxuFw9ErUpxhPSDJjxoxBY2MjIpFIxueGiPFWqxX5+flKhE8nxrOAKwEoxhNCCCGEEEIIIWQYEI/Hde9zUYzPJDNeRPjexMukrpLLWgAAIABJREFU4o477sCRRx6Z8fKyb4rxhHQzZswYxGIxNDQ0YNy4cRmtYxTjA4EAotFoUkxNIBAAwMx40g1jagghhBBCCCGEEJIzRCIRRCKRpOnaYolAdmJeskk8Hs96ZnxPnH766aisrMx4eTrjCUlmypQpAIANGzZkvI70R3l5eSgoKAAA+P1+U2d8IBBAMBikGE8AUIwnhBBCCCGEEEJIDvHAAw/gjjvuSJoeCoV0740FFIcaaV9PYrwI4UMxmJDNiBxCRgpVVVU4/vjj8eqrrybNe/HFF/H1r389abr0PzabTdWv8Hq98Hg8unoWwWAQHR0dAMDMeAKAYjwhhBBCCCGEEEJyiM2bN6OpqSlpejgc1r03c88PJZIN3VP8TDad8b2FznhCzDn//POxZs0aNDc366Y/8sgjaGlpSVpe+h+r1aqc8c8//zy2bNmCmpoatVwoFFJiPJ3xBGBmPBmG3HLLLRn94bB48eJBaA0hhBBCCCGEkHREo1GsWrUKs2fPRnt7Ox5//HH8v//3/0yd4bFYDHV1dZg6dWrSvFwX48UZ73K50i6Xzcz43kJnPCHmfPWrX0U8HsfGjRtx1llnqekyyGZEG1Mj9SuWLFmitvXll1+q9RsaGgAkHPiE0BlPCCGEEEIIIYSQrHDTTTfhzTff1E278847cf3112Pz5s1YtmwZ/vnPf+KTTz4xXb+xsRHBYDBJeAeSxXhjhvxQk6kzfigFcTrjCTGnoqIClZWVqK2tNZ1vLCAtMTVaZ7wwfvx4XHrppTjllFMQCASwe/du5Ofn96q+Axm5sPclw44FCxZg1KhRQ90MQgghhBBCCCEG1q9fjylTpihnaVNTE1577TUACed4aWkpAGD//v2m6+/evRtAshu1tbU1qTBirjnjpc09ZcGLCD8UmfEU4wlJzcyZM/H8889j9erV+OMf/6g7R8PhsG6gTQYDbTabcsZrl73xxhuxcOFCNDY2oq6uDhMnToTFYhmcD0JyGjrjCSGEEEIIIYQQkhUikYiu0KpWdA+Hw0qwlggHI3V1dWpZYd26dZg3bx6efPLJpH3lEpkWcM0FZzxjaghJ5vDDD0cwGMQXX3yBtrY23TxjAWnpf7QxNYLUvHA6nQgGg9i9ezcmTZo0cA0nwwoOhRJCCCGEEEIIISQrGMV4yUqWeR6PBwCwfft20/XFGa/dxiOPPAIgEWGjJddiagKBAICexXhx1w5lZjyd8YQkM23aNPXaONhnjMnSxtRoz/nrrrsOZ5xxBgC9GD979uyBajYZZtAZTwghhBBCCCGEkKwQjUZ1Qro4RIGEuNXV1QUA2LFjhxKztJg542UdoziWq874nkR2EcKHQoxnTA0hqZkzZw6uueYaAMnie6qaFVarVRc/88Mf/hDjx48HkBDjm5ub0dHRQWc8UVCMJ4QQQgghhBBCSFYwOuMbGxtRU1MDICFmibDu8/nQ2tqatP7u3btRUFCg24ZE24irXruvXCLTzHiZP1TOeKN4SAhJkJeXh5NOOglAYnCtvb1dzTPG1GjFeOH000/XLaPtC8aNG5ft5pJhCsV4QgghhBBCCCGE9JtYLIZYLJbkjB87diyAhHje2dmJsrIyAEgS471eL5qbmzFt2rS0YvzixYsxa9asYSvGjxs3DjfffDOOPfbYwWiWDpvNRlc8IWmQKKclS5Zg7ty5ano6ZzwAvPPOO7jvvvt0y7hcLvV69OjRA9JeMvwY8B540aJFA72LXmGxWHDdddcNdTMIIYQQQgghhJARhYhTRmf8YYcdBqA7M37ixIloa2tLEuMlombatGlYv349IpEIbDZbkhg/depUuFyuYSvGWywWXHjhhYPRpCTsdjuLtxKSBjk/amtrddNTOePz8hI+58LCwqRtafuCkpKSrLaTDF8GXIx/8803c+bxp3g8TjGeEEIIIYQQQggZAEQc1zpIGxsbceqpp8JqtarM+COOOALr169PK8YDwBdffIHi4mIlgknGvMPhgM1myzkxPhQKwWKx5LTYbbPZcrp9hAw1cn6MHj0aX375pZqeyhmf7kkTEeNLSkpyRhslQ8+gPZskQvhQEY/Hh2zfhBBCCCGEEELISEfEcXGIh8NhtLS0oLq6WonnXV1dqKysRH5+fpIYv3v3blRWVqK0tBQAcO+996qIG4vFou7rJfdcxLBcIRgMwuFw5LTo9o1vfAMTJkwY6mYQkrOIGG8c7MskM96I1IWgK55oGTQxXnvhHAqGev+EEEIIIYQQQshIYffu3QiFQpg+fbqaJuKUOEhbWloAAJWVlbDZbAiHw/B4PCgqKkJZWZkS42tra7F27Vq0traisrJSCVitra0qc7m4uBgdHR0AEmKZNr4mVwgGgz1G1Aw148aNYyFJQtIgTnefz6ebnsoZLzE1Zkj/JQOMhACDJMaLK/6+++7DqFGjBmOXOpqbm/HrX/960PdLCCGEEEIIIYT0l3g8jsWLF+Piiy/u0z31559/DofDoeJfssEf/vAHtLe3Y/HixWqa0RkvYnx5ebkSz71eLwoLC1FRUYG2tjYAwMqVK/HKK6/glFNOgcvlUmJ8R0cH8vPzAQBFRUXo6OhAXl4erFYrbDYbvF5v1j5PNhgOYjwhJD3ijO9JjJfYrHTOeG1MDSHCoJbQHjVqFKqqqgZzl4QQQgghhBBCyLCmo6MDzz77LKZMmYJzzjmn1+svXrwYxcXFuPfee/u0/3Xr1uGVV17B3XffraZ5vV4EAgHdcsbMeHG+jxo1CjabTTnbxRkvYn1XVxcCgQD8fj/cbrcS48PhsFqnuLgYQLdQlosxNaFQSLWdEDI80YrxY8eOxaJFi3DBBRekjKlJlxkv26IYT7SkfpaCEEIIIYQQQgghQ46I3n6/v0/rh8PhJOG8N6xfvx4rVqzQRb/6/f6kTGUzZ7zFYkFpaSnsdrsS54uKilBeXq6c8Z2dnco173a7dQVGOzs7ASSL8blYwJXOeEKGP1ox3ul0orq6GkBisG3//v3YsmULgO7+Ll1MjSxDYzLRMijO+FwpXpIr7SCEEEIIIYQQQjJFxG1jbEKmRKPRfgnXXq8X0WgUwWBQZSD7/f4kZ7rRGd/S0oKSkhLYbDbYbDYlvosYL+K8x+MBkHDSjx49WidoywBAUVERgO6CiBTjCSEDgTjdvV4vampqlDgfDodxySWXwOPxYO3atRnF1BxxxBGYP38+LrzwwoFvOBk2DIozPh6P50Tx1FxoAyGEEEIIISOFtWvX4vrrrx/qZhAy4hFXe1/d7dFoNClioTdINrs2o93MGS/ivAwetLa2ory8HAB0MTX5+flKjI/H48r9LgVbtc54gTE1hJDBwGKxwGazIRqNwuFwwGq1wmKxIBQKqYHDcDis+p90YnxeXh4uu+wyNYhJCDAIzvh//OMfA72LHqmqqsqJdhBCCCGEEDKSeOCBB/Dll1/C5/OpIouEkOzTX2d8LBZLKj7YG0SA8nq9qKioAJAQ443Cs5kzXgrO2u121X6n04nRo0cjHA6jqakJXV1dAID29nZdZrwWxtQQQgYLu92OSCQCu90Oi8UCh8OBcDiMkpISdHR0YO/evRmJ8YSYwcx4QgghhBBCSJ8QUW7v3r1D3BJCRjYixvc1Mz4SifRLjBdHvHYwIJPMeKMzXivGT58+HQCwfft2JcbH4/GUYrzE1OSyGB8IBCjGEzICkH5G+iK73Y5wOKzy4+vq6ijGkz4zKJnxhBBCCCGEkJGHOF737NmjhDVCSPbpbwHXaDTar0gXEePFIS9tMYrmsg/ZX0tLC2bOnAkgIZ7LdhwOB0pLS1FUVIStW7cqMR5Axs74XIyp8fl8qKysHOpmEEL6ieTGa0X5UCgEt9sNALjxxhtRUFAAgGI86T10xhNCCCGEEEL6hAhme/bsGeKWEJJbrF69OqtCcX+d8dFotEdn/CeffJLSaW50xovTPpUzHkhE1bS2tqonaOx2uxpUcDqdsFgsmDZtGjZt2qRbr6fM+Fwu4Or3+xnZRcgIQPog7f/hcFj1xUB3v5iXR2mV9A7+YgghhBBCCCF9QoRBxtQQ0s3evXtx7bXXYv369VnbZjac8enE+IaGBlx99dVYs2aN6XxxxIsYL+0wblMrjns8HnR1dSkxXpymeXl5ykk6ffp0rFu3TrcNM2e81WpVIncux9SwfgYhIwPpr6QvEme8sQ+W4q6E9AaK8YQQQgghhJAkPv74Y1Phb9u2bfje976HQCCg5tMZT0g3LS0tALpdk4LP50spdvdENsT4UCiUcn5zczMAoKOjw3S+MaZG2iFi+MKFC/HKK6/ongZoaGgAAF1mPJAQtUS8mj59etJncrvdyMvLU8sDCSe9ZLHnckyN3+9XMRaEkOFLKmd8IBDAj3/8Y1xwwQUAGFFD+gYz48mw45ZbbtH9YZaKxYsXD0JrCCGEEEJGHqFQCP/5n/+JO++8E+eee65u3s6dO7Fjxw40NTXRGU+ICe3t7QC6BXTh4YcfxrJly/DBBx/A5XL1apt9ial56KGHUFdXh9/97neIRqNpXeQygKAt0CrE4/GUzvhIJIJ4PI6//vWvAIBHHnlErSdivNEZry1weuSRRybtT8Rsh8Oh2ux0OnWFFGV7ueaM93q9dMYTMgIwE+NDoRACgYDKigcYUUP6BsV4QgghhBBCiI5AIIBYLGYqzIlDtqWlRc1vaWlBPB7no9qEoNtdrs0W1k5vbGzExIkTe7VN2ZbZOZmKpUuXqteRSCStMz6dGB8MBpUDXc5/EeOj0Sj27dun249w4MABAMlivDaCZtKkSUn7k4EKbW681hmfq5nx8XicznhCRgjawq3yv4jxLpcLsVgMAJ3xpG/kpBj/4Ycf4tlnn4XFYsFTTz011M0hOcaCBQswatSooW4GIYQQQsiIRYQ/s4xpEeFaWloQCAQwatQoHDx4EF6vF7W1tWhsbMR55503qO0lJJdI5YwvLS0FADQ1NSWJ8b/61a9w8OBBPPPMM6bblG0Zt5mKeDyue99TZnyqaB2gO5oGSHbGA8DGjRsBAIWFhbrYmAMHDsBisajPbSbGa4WssrIytLW16ZzxgtPpVCK9bCfXYmpCoRCi0Sid8YSMAKSfMTrjg8GgTozPJLWBECM5+asJBAJoamqis4YQQgghhJAhQMR4o7MX6BbjDh48CJ/PhzFjxuDgwYNob2/HVVddBQD4xje+QbcYOWRJ5YwXUbqxsTFpnbfeeivtNjN1xgeDQbS1tSVFJ0hMTSwWM41VaG1tTbl9rUBvzIwHgE2bNqnXRmd8SUlJkqiljakBgPHjx2PPnj0oKSlBW1ubEt0dDocS3LUxNbnqjJdjQjGekOGPMabG4XCgq6sLQCJKSwY8qVuSvsBwI0IIIYQQQogOEf7MYi1EcGptbYXf78eYMWMAAG1tbWqZrVu3DkIrCclNUjnjBTMxXtCeR1q0mfFG17uWm266Ceeffz62b9+umy4uzlTu+HQxNSLGl5eXq/na5bZs2QIgIdRrpzc2NqqIGiDZaSo8+eSTuP/++5WIrXXGywCGWQFXm82GaDSa9ngMJvLZGVNDyPDHGFNjt9uVGO9yudSgYS49nUOGDxTjCSGEEEKyTCwWw8cffzzUzcg6gUBAF1dARi5GMT4ej+Ott95CPB7XZcb7/X7U1NQASIiIIrytXr16CFpNSG6Qyhkv51NTU1PSOkVFRQBSD2SJsN9T3MyqVasAQInxFosF8XhcOch7EuPl/PZ4PHjyyScRjUbVtMrKSvVaO9DQ0dGhzv3m5mY1/cCBA6ZivNEZX1VVhbPOOkuJWyJm2+12FBQUKCHeTIyXY5ILiBhPZzwhwx+zAq7St2vF+HS1OAhJRVbF+Kampqz86+zszGazCCGEEEIGlc8++wzXXHMNGhoahropWeWJJ57Ar371q7TLRKNRXH311aitrR2kVpGBwBhTs3XrVvzqV7/C1q1blTO+ubkZoVBIifEtLS3KEbx+/fohaDUhA0NjYyO2bduW8fKpnPEi2pg540W0TtV3aoV9bURMKuT6E4/HVZY5kLkzfv369XjqqadQX1+vBmGrqqpMM+O9Xi9Gjx4NQC/Gd3V1oby8XL03Ok2NmDnjXS4X3G43HA6HzqEKdIvxuRJVI8eEznhChj/GJ3mMMTVynqcbHCUkFVnNjP/pT3/KvCRCCCGEHPKYOQdHAs3Nzdi/f3/aZXw+Hz755BNs27YNM2fOHKSWkWxjdMaLWcbr9Soxbu/evQASjt6ioiLs2LED0WgUFRUV6oaVkJGAFCReu3ZtRsuLe9J4DZDzyswZL/NWrlyJSy65JEmwDgQCsNvtCIfD8Pv9KCkpSdsGyYCXdUWMT+XiNGbGy/9tbW3qmlZdXY19+/bp5svr0aNH4/PPP9eJ8QBMnfGpxHi32w2r1aoTv6xWK9xuN5xOJ/Ly8mC323WZ8UDuiPF0xhMycjCLqZG/hbQFXOV/QnpD1mNq4vF4Vv4RQgghhAxXRIDJFYEgWwQCAeX4TIU4A/nY7vDGKMaLMzYQCKjvWMR4t9uN0tJSFa8xceLEETcQRUhv6Isz3u/3Y86cOdi5cyeeffbZpPnBYBBlZWVqWeH999/HiSeeCI/Hoyu0qhXjfT6fusc2c3H6fD74/X4UFhaqbYiw3NraCq/XC7vdjpKSEjVd+9mCwaDOGS8iOQBTZ7wxpkbQuk2BhAgm0yQSwul0qu1IkehcudaygCshIwezAq4yqKmNqSGkL2TVGS+u+NLSUowdO7bP22lra1Mj7oQQQggZ/uzduxcej+eQcUqLkJkrAkG2kMz4SCSiE1uMywB8bHe4Y4ypEYEuGAzC5/PBYrEoN5jb7UZZWZlOjF+zZs0QtJqQoScWiyn3pDEzXt53dHQk9aOBQAAnnngiurq61ECXlkAggNLSUjQ1Nelc6X//+98BJAbMtHGvra2tKC8vR2trq67Wh1nfLIMHY8eOTYqhaWtrg9/vR35+PhwOhxpQMEblFBYWoqioCI2NjXC5XGqfU6dOVcv05IzPz8/XifFf+cpXYLFYsGrVKjUQMWHCBKU15KoznjE1hAx/zMR4we120xFP+kVWxfiamhocOHAA48aNwz333NPn7bz55ptYtGhRFltGCCGEkKHk2Wefxa5du/DMM8+oaatXr8bo0aMxadKkoWvYADFSnfEivnR2durcjmbLGEUoMrwwOuO10Us+nw/jx49HfX09gISAVlpaCr/fD6fTiaqqKjrjyYiht/24x+NBNBqFxWIxdcbn5eUhFovpip7G43EEAgG4XC5YrVbTgqTBYBClpaUAEv1sJBLBihUrVCROPB7XifgtLS2oqalRznYhnRg/ZswYbNy4EYA+piYSiSA/P1/XNr/frz4LkHCsl5WVob6+XgnnADB79mz1WpzsqcT4GTNm6CJ8LrvsMgDA+eefr9b585//rObnohhvtVpTfj5CyPDBLKZGcLlcOVM4mgxPshpTM3XqVMTjcXz55ZfZ3CwhhBBChjnBYDBJnL322mtx0UUXDVGLBpaR7IwHuvOQzRAxfqic8U1NTfjHP/4xJPseSaSKqRFn/LHHHquW1UZLjB49Gm63W/1Wli1bhg8++GAwm05Ir6mtrcV5552nc5YLZpEy6ZD+saKiAsFgEPF4HDt27ACQOJ8qKyt1ywHd55vb7UZeXp6pyCPOeHm9adMm3H777fjss88AJK432rZ6vV41aKp1xss5HY/HceGFF+J73/sevvjiCwAJZ7wI90ZnvLRNxPempiZUVVWp7TocDhQWFgJIiOTV1dW4+uqrlQAP9BxT881vfhMPPPBA0vTS0lLT6BfZdq6IYvIEAevoETL8MRZw1fZbUliakL6SVTF+2rRpABIjwgcOHMjmpgkhhBAyjIlEIqbi7Eh9xHOkO+PT5cbLZx+qzPi33noLd911F2sQ9ZNUMTWSGT9hwgS1rNvtxvTp0wEA8+fPh8vlUr+VF198Ea+//vpgNp2QXrN48WI0NjZi27ZtSfO0Rasz6Vekf6yurlai+fe+9z00NDQgGAyiurpatxzQ3W+KM97s2hgMBlFQUAAgcW0xDopGIpGkQW8zMV6uxfX19di1axd27NiBF154AUDCGS/FXrWZ8SIya8X4PXv2YMqUKWq7TqdTCeZWqxWvvvoqfvKTn+ja01NMTW/JRWc88+IJGRkYxXjtk7x2u52Z8aRfZFWMP+yww9RrGf0nhBBCCAmHw7qbZXk9Ut1jh7Izfqgz4/1+P+LxOGNy+okcP/kejc54EQWBhBh/6aWX4oMPPsBpp52mHt+ORCLw+/1J2dKE5BKxWAyff/45AKChoSFpvlaMT9Wn/+IXv8C7774LoLt/rK6uRjAYVG77trY2hEIh5Sbfv3+/ipWRc0TEeLP9aMX4aDSKrq4u3XwR482Kp5qJ8Rs3boTFYkFVVRV27dqlaj8A3QVdpd0iMosYH41GsW/fviQxXpyiqWqKyPRUzvjekotiPN2yhIwMjDE1xxxzjG4+46hIf8h6TM3kyZMxadKktDdpPXHEEUdg/vz5uO6667LYOkIIIYQMFZFIRHezLI5AeaR9pHEoO+Nlmd4441etWqWrJ9AfZP/aAoek98j3J6K8iHldXV2IRCI64c7tdsNmsymXmPzv9/uVk56QXGXbtm3q3tXs6W6tGC/nQ1NTE9ra2tT0NWvWYPv27QCSnfGyTldXF4LBIEaNGgWLxYLHHnsM11xzDYBkZ3yqmBqtM94YqRMOhxEKhVBSUqKmpYup2bBhA6ZMmYIpU6YgGo3qomC8Xq8uM97v98PlcikxvqGhAeFwGJMnT1bbdTgcPYrxZoUQ+0OuxdTQGU/IyMFYwHX06NG6+SPVUEQGh6wWcHW73VkpvFpTU4OampostIgQQggh2cbj8aCgoKBXf4SGw2GdU5pi/PBDCgwC2c+MX7RoEXbu3Iljjz0Wxx9/fL/aKW30+Xwpi8ySnklVwLW1tRUAUFBQgDvuuAOLFy/WFTUDusX4QCCQJMY3NDSgvLycjjKSFT744AMsXboUjz/+eK/XjcfjeOWVV1BcXAwgIbRohXdhz5496nUgEEBhYSHOPfdcFBYW4p133lGOdDlX2tvbkZ+fj6KiIt10j8eDUCgEt9uN4uJiHDx4EHa7Xde3poqpkad9enLGh0IhFBUVoaWlBQBQXFyMvLw80wKuGzduxDHHHKOE7NLSUrV9rTO+tbUV5eXlqKysVAMFckymTp2qtutyuXQxNWaM9JgaGbQghAx/sj14SIiWrDrjCSGEEDKyCQaDOP3007FkyZJerZfKGV9UVJTV9uUKIzGmJhKJKNEmk8z43sTESNRhNtzxsn+6sfuHMftfnLXiBna73fja176GpUuXJq0r7lgR4rXfxeWXX45//vOfA9p2cuiwY8cOfPLJJ33qa3fs2IEFCxbgtddeAwAceeSR2LdvX9Jy9fX1GDt2LAB9v+bxeHD66afjjjvuANAtcnd0dKCkpAQul0vnjPd4PAgGg3A4HKoQazgchtfrVedIqgKukUgEsVhMid3pxHiXy6UE4fz8fLjd7qSYmkgkgrq6OsyYMUPF5mid8T6fDz6fDxaLBZ2dnejq6oLb7YbFYkEsFkN9fT1sNhvGjRuntpuJM36kx9RItj4hZPhjzIwHgCVLlmDBggVD1SQygqAYTwghhJCMkcfW161b16v1jAVcRdAbqc74kSTGx+NxxGIxnaCabWe8CL9NTU19auPBgwexYMECRCIRivFZIlUBV3HGpxOcRAj0er0IhULqu4jH42htbe1XnCUhWiKRCOLxuC4yJlPq6uoAALW1tSgpKcGECROSnPHxeBz19fWqQHEwGNQJ5R6PB2+88QaAxMDVI488gg0bNqC0tBROp9PUGe9wOHRRMu3t7TpnvM1m0+1jw4YNaG5uBtA90BWNRpNiakSM14ri+fn5cLlcOmd8KBTC3r17EY1GMWnSJFMxXmJqqqqqEI/H0dDQgPz8fOXa379/P2pqanSiusPhUOsfqjE1fr+fmfGEjBCMMTUAMGPGDMybN2+omkRGEBTjCSGEEJIxIhj01tWWKqYmW+64XGMkxdQ8+OCD+Ld/+zf1maxWa0YFXHuTGS9irVYw6g1r1qzByy+/jH379jEzPgNWrFiB6667Du+8807KZbSZ8cuWLVOxF3LuZiLGi0Aq30kwGEQ8Hu/Vb4OQdMh1RX6fRv74xz9i+fLlpvOkeGpjYyMqKipQU1ODpqYmXb/d0tICn8+HadOmAUj8hlMJ/z6fD0uWLMGnn36qnPHawSjJjHc6ncoZD3RnsgMJsV2bGe/1enHFFVfg7rvvBpC4ZkqBV4/HoxO1JS7HTIzXOuMjkQjq6+sBABMmTNCJ8caYmjFjxgAAOjs7VQFXINHPu91unUjlcrnUfg/lmBqK8YSMDBhTQwYSivGEEEIIyRgRS3v7h6kxpkbEjGy72f71r3/h/fffz+o2+8JIcsb/7W9/A9AtqFZWViY5MrX0xxmvFYx6Q0NDA4DE70qOPZ3xqXn//fexatUq/OlPf0q5jLbo5N13361EeBE904nxIkYZxXitKE9INpA+9uDBg6bzV65ciQ8//NB0ngjSAFBWVoaamhrEYjHlQge63fNaMb6xsREAdII6oO+/xBmvna51xhvFeK0zXhtTs2bNGt3ndDqdsNlsqoDrmWeeiV//+tcAugu4OhwONSDmdruTYmpCoRDq6urgdrtRWVmpxPiSkpIkZ7yI8bItEdnD4TDy8vJ0ontvYmooxhNCch0zZzwh2WJIxPiGhga89dZbeOutt3LmkTJCCCGE9IyIaX1xxkejUVWUToS9bN9Av/TSSzmRRz2SnPGCfPcVFRVpHex9dcY7HA54vd6kwoWZIGJ8a2ur2r/kHJNk5LtMN6iSSjCX6VL00gwzZ3w8Hlf7pTOeZIuenPFSs+D222/HihUrAABvvPEG2tvbdYXJl6X7AAAgAElEQVRZy8vLVcFniWICEoJ9Xl4epkyZAiDRv0mclrFAtLZfFGc80B3r1d7ejng8nhRTI2J8Xl4e7Ha7ioK56667cOONN6rtAVDzJTO+rKwMZ599NoDumBqn06lzxrvd7qSYmvr6ekyYMAEWi0XnjHc4HLBarcoZL1n5si0p3C5ivMVi0eXA95SXnm2nqew7VzQFivGEjBwyEePPOOMMnH/++YPVJDKCGBIxvra2Fo8++igWLVpEZwwhhBAyjJDoj74447X/i0jXG/d0JoRCoZyIJxlJznhBRO5Ro0alFeP7Irj6/X5UVlYC6Fu8jFaMl/3fddddOOOMM3q9rUMBbWyGlvfee085geX71iKDcHa7XcVZmCFilAy6xeNxBIPBPg3UEJIO6WPTifE+nw+rV6/Gli1bEIlEcMstt+Dtt9/WOeO1Yrw2hqaxsRGVlZWqvonWGW88B7Tuc4mHAbrPM2mj0+nEYYcdhunTp6O4uFjF1EiBVHG+//3vf0/atsTUiBhfWFioc4cbM+PNnPGPPvooXnnlFUyYMAFAQuj/2c9+hlNPPRUWiwUFBQWqqGxFRYW63hud8fJaK8bLflNd+7JdwFXaZtZfDQUU4wkZORx99NH45je/mba+1YMPPog777xz8BpFRgyMqSGEEEJIxvRVjBfRXf4Xp2C2xepgMNjn3PFstwOgGJ8pfr8fo0aNAtC3qBptTE2uiDK5jHxHHR0diMfjavrChQvx4osvAkh8f0axUcS30tJS5ZA1Q4Q2ragpTluAMTUke/Qkxvt8Pni9Xni9XgQCAfXb6+joQEtLCyZPngwgIcZLdIzWGS8Z7/KbDgaDKsbG6MbW9l3t7e1Jznhpo8PhwHnnnYfnn38epaWlqoCrLC8xNTU1NZg3bx4mT56snmIR53okEkFXVxeKi4uVazOVGO90Ok371VNPPRUAYLFYcOWVV2L06NEAEgMJra2tiMfjKCgoQFlZmZoumfGRSES91rrdZb+p+v9sx9QUFRWhsLBQ5f8PNT6fj2I8ISOEsWPH4je/+U3KGhiE9AeK8YQQQgjJGBHje+tqMzrjRRjItlgdCoVyQowXQTgQCGDz5s1D3JrsIJ9pIGJqAoGAcsb3R4zXxtQMFwKBAD766KNB3aff70dxcTGi0aguW9/r9aK9vR3Lly9HXV1dkhvsuOOOA5CclW0kLy8PTqdTJ2pKXAhAZzzJHuliaqLRKAKBANrb2xEKhXRivAwUHXbYYQASYrzdbkdxcbHudyuxLyKUB4NBFVNj/B1r+8WZM2eq66Q442W72utnWVkZWlpa0NHRofYhMTWRSASTJk1CSUmJzhlvs9kQCAQQCARQVFSkBO5wOKwKuMq2zGJqgIQ7/rzzzjM9pgUFBSqD3+12qycG3G63Tow3c8ZLTE1PYny2nPEWiwUTJ05UT/QMJbFYDIFAoMeoHkIIIcS8sgohOcwtt9ySsiiQlsWLFw9Cawgh5NBCxLR0rlgzRHQX4cQozmeLUCiU9eibviCCz9tvv42nnnoK77zzzrB3y8l3P2rUKF2hQCMihmf6PUiWeF/FeI/Ho4QmbUzNcOGhhx7CK6+8gnfeeSfto9D95eDBg9ixYwdOPvlk+P1+VFdXo7OzE52dnUo88vl8aG9vx2233QYAGD16NBobG2Gz2bB69Wr8/ve/x4cfftijGA8kcuMlpgZI/H7kt0FnPMkW6Zzx8nsTYVkEbKBbOB83bhyA7vz3srIy3RMd0s/ZbDZYrVadM9448Cd91+LFi3HSSScpgVic8bJdoxj/2muvAYCKjZEYmmg0CqvVCofDobYtznjZVlFRESwWi3LLh8Nh5VC32Wyw2+1wOp1J19qpU6emPKYFBQW6Qs1aZ7wMyEtmPGDujE/V/0+YMAGnnHKK+qzZYOLEidi9e3fWttdXpF+TgRBCCCEkFXTGE0IIISRj5Ea8t0U2jeL7QInxwWAwJzLjRaRpb29Pch8PVwKBACwWixKtzNzx27ZtUwJspu7nUCiEWCzWp5iaSCSCJUuWAEg8TjwcY2pERBroAoRPPfUUrr/+euVQl6KNEn8RDocRDod1cQ9FRUUAurOxRUTMVIzXipptbW3qu6UznmQLMzF+w4YNWLNmTVIsktYZL/3X9OnTUVBQoOJqKioq0Nrair/85S848cQTVUwNkPj9BwIBXWFiLbLtqqoqWCwWNcilHZQC9BEtIuwDUBn2WjHeZrPB6XQqd70MDMg25RyVnHlpr9vtVvs3c6FLJI0Z+fn5Ome8WUyNVoy32WxwOBywWCw9xtQUFxfjd7/7XdoC0L1l0qRJqKur00VuDQXyt8dwH3gnhBAy8NAZT4YdCxYsUDfshBAy2OzZswfjx48f6mYMGXKz2VsRPZUjfiAKuIZCIcTj8Yzc+11dXUrMyBZSrBLAiMrI9vv9cLlcyr3t9XqVSCNccskl6nWm363WcQ/0Toz/9NNP8dRTT+GII47AtGnTsH79+mEnxosoOJBPdMTjcbz33nsIh8NYu3atcsYD3WK8fA/79u1T62lzp4Fux2cmYrzb7VaCHgD8/Oc/V4InxXiSLczE+CuuuAIA8Morr+iWNXPGjxkzBu+++65aRpzxS5cuVeuIeO50OhEMBpUQnmqQVcRv7RMnZvMB4Gc/+xnWrl0Lr9eri6mJRqMqCsbpdKoBcHHGS/vl3BQxPhQKwW63w263q2ubmRif7vqYn5+vBgny8/N1MTUSTROJRNRxkQED7WcezCfUJk6ciM7OTlx22WV49NFHh+w+UX4PjKkhhBDSE3TGE0IIIRmybt06fPvb38Ynn3wy1E0ZMkRU6K2LdzBjaqLRaEbi9/bt23H22WfrBMNsoN23CCYjQYyXwnTikk4nmhcUFCAUCqGxsREnnngiamtrUy4r4lhZWRmsVmvSdm+//Xa8/vrrpuvu3LkTDocDzz77LMaPH6+y44cTIuAMpHhVW1uL5uZm2Gw2rFq1ylSMN3vq5cCBAwC6xaXeiPEulyvpu9y1axeAkXE+kNxAriFSoFWLUQTXOuO1sS9aysvL0draquZ7PB4VwyLO+Pb2dlRWVqYU42WbqRzS2n2eeuqp+MUvfoFbb70VN9xwA4DuAq6RSES5zrXrSmY80B0RoxXjnU4nLr74YixcuDBpf1VVVTj99NNN2yUUFBSoz1ZeXp6xM177mQdzwG3SpEkAEv2c9DFDgRwzOuMJIYT0BMV4QgghJEM+//xzAN3i1aGI3Gz2RoyPRqNK4BPBUbJwsynGRyIR1a5Miri2tLQgEokkRQj0Ba/Xi7PPPhu1tbU6QUjaM1zFR+1j/+LcFDFee4yXLl2K9evXq/eBQADhcBg7d+4EAJ3z1IjWTVhQUKATcCORCN544w18/PHHpuvu3LkTkydPhtVqRVlZmTrOIlAZP0Muos1gHijWr18Pp9OJ888/H6tWrUIsFkuKqTGLdzrxxBMBICnuIlMxXvu/FjrjSbYIh8PKAW7MjTe+N3PGa/sKIDEo2NraquZ3dHToYmpaWloQjUZRWVmZsm+R5a1Wq/r9a93aZrU2tGgLuGpd57Ku1WpVn0PqaGnFeIfDgdLSUkybNk3XHgB4/vnnlUifCjnfHQ4HSkpKUF1dDZvNphPjI5GILjNePmdPmfEDwZQpU3DzzTcDSM7xH0zkWsbMeEIIIT1BMZ4QQgjJEG1Bs0MVESh6I6Jrl9U64l0uV1bFeK3AJ8LiunXr0Nraarq8iAV9vXm/9tprsXLlSgCJ3N+2tjbU1dWZCu/DVYw3uvxTifEPPfQQfvrTn6r3RUVFuqzldMdYK2AUFhbqtrtnzx5Eo1E0Njaarrtz505ViFCc3kB3MUZg4LPY+8tgxNR4vV4UFhZi0qRJ2L9/PwCgsLAQhYWFpmK83W7HRx99hMsuuwxA35zxIsqZLUsxnmSLSCSi8s+N4vuOHTt0783EeDNnvLbWQVdXly6mRp6+SReFot2mnDuzZ89W08xiY7SIsC6D1rK83W5HXl6eTow3c8YbP5N2fxIzkw5pc2VlJSwWC8466yw899xzcDqdOme8bEvrjJdpg3mOWywWnHvuuQBSRwcNBoypIYQQkikU4wkhhBAA//jHP9K6d4HuG/3BdHzlGnKz2RsRXXu8tDE1PYnxgUAAzz33XMb70t78e71ehMNhXHnllbj99ttNl5ft9kWMj8fjWLt2LdasWQOg213c1dWFl19+OWn54SrGawXaYDAIm82WJMYbxe6f/OQn+PnPfw6g25WeiRjvdrtRWFioc8Z/+eWXAGAaPxOPx3Vi/Lhx49Q8bZZ9rovxcmwGsl+RvP/S0lL1nbjdbhQXF6vCkNrvury8HHa7XQlrIqyLqGesFWBGRUUFAHNhimI8yYRAIICf/OQnqsixGZFIRA3EGcX47du3J22vJzF+1KhRuj6js7NT/e5dLpfqi+TJEjO0bnv5/bvdbnz9619Xr9ORl5en+gOt0K3NaDcT44PBIKLRaJLYr/2MmYjx0sfLgIPNZlMue21mvNYZbzyOg/1EkgwU5oIznjE1hBBCeoJiPCGEEAJg2bJlKXOpBbnRP5SFpL5kxmvFdK0Y73a70wqQTz/9NBYtWoQNGzZktB+ji1tyylM55frjjPf7/YhEItizZw+AbjF+/fr1ePrppwHoRY+RIMaHQiEVmaAtICgxPyIAzZgxQ8VGyPp9FeMl/7exsTFJ3GlsbITP51NivLhjgeHljBcGWox3u906l7rL5UJxcbGpM16E9OLiYlitVnz/+98HkN7tbmTmzJkAumM0tBzKfSjJnC1btmDjxo146aWXUi4TDodRXl4Oq9WKlpYWxONx1fdKTJagzYxPFVMzZcoU3XuPx6NzxstTOpWVlabtcTgcuuKo2oin3/72t1iyZEmPMSZWq1W1U+uM18bfGGNq7HZ7ys/UV2e82YBDKme8cQBg7NixPe4nm1itVjgcjpxwxlOMJ4QQ0hMU4wkhhBAkxKGexDAR49MJq8uXL8f999+f1bblEn1xxqeLqYlGoykddG+++SaAzIU7Y0yNiPja+BKzdvVFjBcBs66uDgCUu1gKXgJ6IWO4ivHayBhxQlosFp1oLpEOIjBpnZyyfrpjLPOkOOzmzZtV/rw44wOBADo6OnTrySCACO9a0VfEZIBiPJA4b/Pz83Uien5+vk6M14pYckxdLhc+/vhjlR0/a9Ys3Hbbbcolm44jjzwSALB3796kecP1fCCDi0QqaQfajEQiETgcDlRUVKClpUW5w4H0MTVSx8To6B47dmxKZ7nT6UQwGITFYtH1MTLPbHva/HWbzYYZM2b08KkTwrJ8Bq3QLSJ7qpgaGVAztr+vYrxZFI9ZAVe73a7bx1/+8hc888wzPe4n27hcriF1xvt8Plgslh5jiAghhBCK8YQQQggyE+ObmprUsqlYt24dVq1aldW2AQnBQesYHiweeughvPrqq+p9qmiSdGiPq1GMT7WttrY21NfXA8i8YK7RGS9ifKpirv1xxkubGhsbEQgE1HuJMHj55Zcxfvx407YNJ4zOeBFyCgoK1HGVQSr5Pu12uxKIMhHjtW7Cs846Cx6PB08++SSAhDNeHNbGqBo5plqXqThSv/3tb+Occ84BkNtivPa4DKQYHwgE4HK5dPEy4pSX78/n8yEvLw95eXm6Jwu02Gw2fOtb39I5f1Mxffp0tV1t4UeAzniSGfJkTLrfmxQ5raiowMGDB3XXyVgsphOfw+FwUqFio4vcarWqp20EozO9uLhY1+/MmjVLDVgZhVitGJ8p2jaL41u7bZvNps4hrRifKnqnrzE16Zzx2pgaeapJmDlzZtJgxWDgdruHPKbG7XZn1D8SQgg5tKEYTwghhCBxk24UiK699lp8/PHHABLOZ7nJTyckdXV1DcjN4NKlS3HllVemXebEE0/EE088kdX9fvjhh/jkk0/UexFOtQJnPB7HunXrUm7DGFMTj8cRjUaVmGHmsm9ublavxXXeE9rvZe3atWpQRBzUqdplFMozEW+1AwR79uxRbZR2jx07dkTE1GgHMrSxBFoxXgrkyqP52vzgTMV4m80Gm82G888/H9/61rdQX1+PSCSCuro6VfjQWMRVtqkVvyQ6YsKECTj77LMB9O4pjsFG6/Yf7Jgat9uN6upqNDU1IRQKoaurC263GyUlJWmLU2aK9nt57733sHjxYvU+HA4rZzI5NIhGoykHRlMhMTNy3WloaMC3v/1tvPfee7jlllsQiUQQDodht9uVM16u0/JkhnFgSXvOWa1W0xilww47TPde+jMRnAsKCnTr/fa3v1X9jVEIF2G7N27pVGK8NjNekNeZOOOtVmtGQrG2gKsRrRgv7bz++uvxy1/+MoNPNrA4nc4hFeMDgQAjagghhGQExXhCCCEEyc74cDiM1atX44svvgDQLTjKsqno7OwckJvBpqYmFQdi5JFHHlHu9SVLlmR1vz6fT7dfs8z4l156CVdeeaXKaDdiPK4ijqYT47XHuC9i/LJlyzB16lRcfPHFOvHFLL9eW9Dv+uuvx3e+850eBVytGF9fX6/ex2IxFBQUJIk8w1WM17pIU4nx4qyWuKG+OOO1Asb48ePR2NiIXbt2IRQK4YQTToDdbtdFAAHmzvjJkyeradJWEX09Hk/GT1kMFql+m9nG5/PB7XYjPz9fCXpaMf6GG27AY489hvz8fNx777248MILs7Lfv/71r6qgsbjy5XuhO/7Q4rHHHsOcOXN69aSKxFSJGL9p0ybs2bMHv/zlL/HGG2+gs7MT0WhUOeO1YvwRRxwBICFgO51OJUJrzzmjK14wxjDJOSO1E/bv36/r37UDkEYxXvq23jjjtU+R2Gw21cfJNoxivbRB+utUmfGZuOKB5AKuZm3TxtTU1NSgpqYmo20PJG63e0gz46WfJYQQQnqCYjwhhBCCZGe83LDLza32Bi+diOTxeAZEjA8GgynFun/961/48MMPAegLh33++ef9Fvj8fr/OWW6WGS9xMKlEFmNmvFGMN3MEa49hX2JqAOCaa65BdXW17rs866yzsGnTJl27ZF+vvfYa3n//fezbt0/3NIAZ0qbi4mLs2rVLN2AgxUu1Yk0gEOhxUOH222/P+mBKbzHm9xvFeBFfCgoK1DGQgSpZNlVmfF1dHX70ox8lnR9GN+GECRMAJNzUQMKlOmnSJGzdujVpPUDvAr3nnntw22236cR4+V0++OCDuOuuu3pxNAYerTA4kOK0HGOLxaLc8S6XC9XV1QiFQli7di2AhCP2xBNPTFmcsrccdthh6vuU/RYXFwOgGD/c+fDDD9VAXCbIwPZnn32Gf/7zn3jsscfSLn/gwAGVGW/2RBbQPYhus9lQVVWFhoYG1eeIM76lpQX5+flqMEh7PUslkH/zm9/Evffeq95LH3PYYYfhnnvuwYIFC3SCt7bPS+WM740Yb3S+G2NqtAK8DDJoY2pSZd5nKsbPmDEDV111FWbNmpU0z6yAa64w1JnxUpuDEEII6Ynk5/JIn1i5ciUWLVrUq3V+8IMf4OKLL+7VOjt27MAHH3yADRs2oKWlBV1dXSguLkZpaSmmTJmCo48+Gscdd5wuE9RIY2Mj1q9fj82bN2P37t1obm5WN2mjRo3CjBkzMGfOHBx99NG9ahuQ+MPs/fffx3vvvYf6+nq0t7ejsLAQ1dXVmD17Ns466yyUlJT0eruEEDLQGJ3xRjFee4NnJiKtW7cO//rXv5RTT3Jss0UgEDAVuz0eD9ra2lSRRBG4Ozs78eMf/xgPPPAATj/99D7tMx6Pw+fzKfFC4mUAvSiyb98+AKnFtf444ysrK/vkjAeAE044AQcOHIDH40EkEkFXVxe8Xi/27t2Lo48+OimmpqOjA2VlZSgpKcHy5ctxyimnpNxXZ2cnioqKMH36dGzbtk13PMzE+GXLlmHp0qV4/fXX1bQDBw4gEAgoN/f27duz+pvpLZs2bcKPf/xjvPDCC6pNxsx4EVKnTJmCFStWAEgW4+12uxJpZJrX68Wf/vQnbN68GfX19SpPXJYxOuMB4N1330VRUREqKipw/PHH44MPPtC118wZX1paim9961sAuo+/fDdNTU05lx+vHWgKh8P4/e9/jz/+8Y9KHM8Wfr9fHafS0lJ0dHTAarWq4sZyjg6kkCR//5WUlKCtrY1i/DAmEolg/vz5OPnkk1OK6p988gmuvvpqrFixAmVlZZg0aRLWrl2Lt956C3/7298AJKLgUrFkyRKUlJSgsrJS9SPiepfCwzJIbbPZMHHiRLS0tKjr0VFHHQUgce2sqKhAfn4+WltbdWJ8Kmd8YWEh5s6di1tuuQXxeFwnpH/9619Xn0+7HdlWqgKufY2pMRP6tWK8djk5TsY2yL61jvt02O12/PSnP03btng8nvH2BouhdsZr+1lCCCEkHUNyx+dyuZTjhgVOMqO9vR1PP/003nnnnaR5ra2taG1txZdffomVK1fivPPOw1VXXZW03M6dO7F48WJs27bNdB8ejwcejwe7d+/G66+/jqOPPhq/+MUvTIv3mLFnzx4sXLhQPVIqtLW1oa2tDbW1tXjllVcwf/58VeSIEEJyhXA4bCrGi9NMbvBcLpepiHTLLbegpaVFiZWBQEBX0Ky/BAIBU9FaRHgRIETUbG1tRSwW0zlve0swGEQ8HlcxNUaHuyD7TuVIM0bDZCLGi9A6atSojMV4WWfKlCmYOnUqbDabcuN2dXWp71cEHWNMjbja5syZg9dee01td/HixfD5fLjxxhvVtM7OThQXF2PatGl4//33dddKMzFevqdgMKiEkSeffBKNjY0q59+suOBgIn8fbNy4UYnx2qcNtBnBRx11FJ577jk0NzcrMV7OEbvdrj67HOvOzk5dlI+Wrq4udcyARMZzQUEBtmzZglmzZsFiseCEE07A//7v/6KhoQGjR48GkPjeUmU+A92ikfy+Ojs7c87Jaczkl0iXeDye1b+RtVFApaWlqhi1iPHCQA5W2Gw2FBUVKVF+uEY3EX1/loqNGzcCANasWYN58+apftbsqSPj7z0ej+Pvf/87LrnkEmzatEn1LR6PByUlJfjd736Hyy+/XCfGS9FVeVJr3LhxanvnnXce8vLysH37dt01MZ1b3WKxwOVywe/3mwrpqWJqjMv2N6bGarUmxdRoc+K17elJjM/GYK+2bbkmxueCM54xNYQQQjJhSMT4k08+GSeffPJQ7HpQGDduHI455pgelzPmEaaiqakJt9xyi65wWXV1NaZOnYqioiKEQiHs379fZaumYt++fUlC/NixYzFhwgQUFxfD6/WitrYWBw8eBJBwyN100024//771Y1vKg4ePIjbbrtN3ZBbLBYceeSRqKmpQUdHB9avX49QKIT29nbcc889uPPOOzM6RoQQMhjE43EEg0FdHyrCoTGmpqSkxFSAKCoqQktLi1pvsMV4ERjkpl3e98clJuv6/X4EAgEVYZKXl6faEovFVFRBqptg7SBHJBJRgl9vxfh4PI6Ojg5dEUot8v0999xzSnwQ4a+jo0O1XwRQY0yN1+tVcQZakXTLli1JhQdFjJ8+fTqWLl2qi3cxE+OFrq4u1TZjsd9IJDKkrj45Vlq3tvacCIVCSsyWp+c2b96srv0ismtdolpnvDhS33nnHdxwww148sknsXnzZvWUn2CxWFBRUQGv16tiEo4//ngAwKeffopzzz0XQOI3ks6FaIyp6erqyrkIAa/XC5fLpeKbRMjp6bP1FqMYL6/Lyspgt9vVOdqb2JG+cOuttyIQCGDDhg10xg9jdu3aBQCm9weRSATLly9XeeObN2/GvHnzTCPfPB4PLr30UpSVleF//ud/AAAPPfQQjj32WPj9fkybNg07duzQifGFhYWqDw0GgyqmZvz48bDb7diwYQPcbrfqf61WK/7jP/4De/bswe9///uMnPGC0+mE3+83FdK166Zzxg9EAdeenPH9jalJh3GgIJdwu91DWheEMTWEEEIyhTE1A8D06dNNnel9wev14tZbb1VC/NSpU3HllVfi8MMPT1rW7/dj7dq1SXmvRmpqajBv3jycccYZqKio0M2LxWJYuXIl/vCHPyAYDKK1tRULFy7Egw8+mNahtXDhQnUzXlVVhdtuu0256oCECPLggw9iw4YNiEQiuP/++/GHP/whq0IVIYT0FRFltaKx3LCbifFmIpLW2QukL1jZF3oS44VsivFal3Z7e7sSFVwulxI4JdNX2mhGT5nxPYnxkjX8+uuvY8GCBXj99ddN3WfyvWjFEBGY29vb1ToirMv3LfuSG+n8/Hz4fD7l1uzq6lIOb0FiamRgfd++feoR+XRivMfjUSKV3+9PempgKF198v2mEuO1mfFVVVWoqqrCxo0bkwqrmhVwjcfjarnNmzejsbERL7zwAl544QXMmjUL5eXlum2ICeHss88GkBCQS0pKlKMbSPzeeiPGd3Z2DmkMkBlerxcFBQXw+XwIh8NKRPN4PFkV47W5/GPGjFFPs+Tl5aGqqgqBQAAtLS0DLsbPnTtXnc90xg9fRIw3+41u2LABd955pyoC/NlnnwHovhaFw2FVALq5uRn79u1Tv0cAWLp0KZYuXQog0X/n5+er+yCPx4OCggKdGB+JRNTTOJMmTcL27dvVE9gvv/yyuh5oI9yEntzqsp+exPh0mfEizvbGGW+MqZF+1yiqG53xZm3Tfo5si/F0xuvx+/2MYyWEEJIRuXUFJUk888wzaGhoAJAoRHTfffeZCvFAwg3wta99Daeddprp/LKyMsyfPx9PPPEELrjggiQhHkj8UTVv3jzccMMNatrWrVvVH9JmrF27Fp9//jmAxB+Ct99+u06IBxJ/TN92223KQdPV1aUexSaEkKFGBEezAq7amJq8vDwUFhYOiRgfDAYRjUaTBly1IgbQ/Ui8MfO+L2iF/Pb2diVeO51OJXDKQCzQ95gaswKuoUzlnugAACAASURBVFAINpsNJSUlyhm/du1a+Hy+pDg0IRgMwuFw6AaPxXHd0dGRFFOTyhmfn5+PeDyuPn9XV1dSVE5nZydKSkowZcoUdcxramoA9OyMFwKBQFKe/lDG1MhvS+scNYrxWjHn8MMPx/r169HR0aH7m8Jms+nc/4IIavJ3TUNDA0KhEJqampLOnxNPPBHnnXeeTsAy5gH3xhkfjUbh8XhyTgAWcVHc6fJbyjSaKROi0SiCwaDa9hVXXIGHH35YzR87dmyf6gT1FREK6YwfvogYb9bnSx8m14atW7ciGAyq6aFQSD3dpB1cM6O4uFhFxQDdkVZGMV76Womqkad0JkyYoO49zPqKTMX4dDE1NpsNFoslZUxNf8V4bUyNMW4mlRhvbEM2xXhj23KJXBDjGVNDCCEkEyjG5zBffvkl3njjDQCJG9Abb7yxXy6po48+GnPnzs3oD6fZs2friqutWbMm5bKvvvqqen3WWWdh0qRJpsu5XC5ceuml6v3y5ctzrpAaIeTQRARRrTAq7jkRAcRZ6nA4TEUkcRULA+GMB5Iznevr63U3+eJUGwhnvIjXTqczScg2vtYiy9rt9l45451OJwoLC5UwuWnTJgCJYuZmhEKhJMFDG1OTKjPe6IyX71JbNLCzs1M3ECIxNQ6HAz/84Q8BdIvw6cR4rSvT+LRDNmJqPv/8cyxfvrxP64qApW2jVryWARJh8uTJ2Lx5MwBg4sSJarrNZlPfrfGJAiBZlN+3b1+SGG+GPLEgBAKBtNEP2gKu0o5cE+O9Xi8KCwtht9sRCoXUccumGC/npYhEbrdbN3hy66234qabblIFnwca+c4oxg9fdu/eDcD8+iLTZFBPosy0zngR45ubm9V6Zk/2ijNe2xdrY2r8fj/i8bg617///e8DMC9E3Bcx3pjVrsUoiMv/Rlf6QBRwNdtXOmf8QMXU0Bmvx+fzMaaGEEJIRuTWFZTo0BaPO/vss9Vj7YOF1oGfyrni9/tVoSQg8fhxOr761a/qXF9yE08IIUOJiEJmBVy1MTUulyulGG8sSjkYYnwkEsGWLVt0RbFlfrad8W1tbToRXfaTiRgvx9XtdveqgKvT6URxcbFyposjPpUYry2OKtjtduTn56Ozs1N9b6ky4+VGWq5Tcuy6uroQiUR0n6+trU257i+//HJcdNFFOOeccwBk7ow3i6nprxh/+eWX47bbbuvTuto4FyEUCqnjoY2pAYBJkyYpAU07EC+RETabDZ2dnZg8eTLKysrUfPmMIsZHo9GMxHijMz7TmJpIJKKOe28E4MEQ7kVctNlsusx4ae9LL72Ep556ql/7kGOWyrE5duxYVFdX45prrsGZZ57Zr31lggiDxgEuMnyQATWz/kr6Te0TNgcPHoTP50NhYaGuELT2/qKjoyPpWlBSUqI7741ivAyyifh85JFHYvny5aoothabzab2mypSxojRka5F9mnMijcuO2bMGDidTtMnklORKjPe6HA35tZLm43XnkNFjDdeIwYbbRwYIYQQko7cuoL2gg0bNuDJJ5/Eb3/7WyxYsADPPfcc9uzZM9TNyhrRaBTvvfeeej9nzpxBb4P2MX+jyCR88cUXSmRxuVw9FqW12+2YMWOGer9x48YstJSQvhOLxXDfffcl5W6TQwttTI2IQ2YxNW63G06n01TQMwp3fRXj9+/fjx/96EdJBUNle1qxora2Fn6/H2eccUbSZxEhJBsFXAG9GK+NqZF2lZSUpNyXrNdXMT4ej2PNmjWIx+OYPHlyr5zxAFBYWAiv16uuVz2J8VpnvBQIBLp/E42NjWhs/P/snXl8VOW9/z+zr8mEbBMg7KsSFpVaFFGrYCtuvWpRUVHr/dXtpaiIS6/WBffi0rq2bu3trdiKtlVuvbZqRXBBAQUXlgQMMSQkkExm32d+f0y/T55z5pzZMkkm8LxfL15MZs42Z855zjmf5/N8vh3semY0GnHzzTeza2C2zHhC7owvhhjfF+QdOYBUjOcLuALA+PHjAaR+x9raWvY+LwpFo1EYDAYsXrw4bX18PnmhzvhMYjwJRfF4nHUw5Cqwd3R04Ac/+AFaWlpymr5QKDPeaDQiGo2mOeM/+eQTrFu3rk/ryCbGDzQkKN58881466230to6QelDbaZSe0Wf9fT0sOx2csY7HA7E43E2De+M7+zslHSIGwwGmM1mRTGe2nk6dvi2trq6WrGwrEajYecXtTe5FHAFMmfGy8V4+bSjRo3C2rVrJW1kNuTOeNpuWlemzHilAucajQYmk6koNTNKuYDrYDvjRUyNQCAQCHKlJKpYNTc3Y/369QBSNwuLFi1SvTmKRCJ45JFH8Mknn0je37BhA1577TUsWrRI8YFvIPH7/Vi3bh2+++479pBVVVWFww8/HKNGjcppGS0tLeyB02w2Y8KECYhGo3jnnXewdu1atLa2IhAIoLy8HOPGjcOcOXNw0kknZb2pzAcaggpA1ZXPC5hjxozJ6aZswoQJ+OKLLwDgoOpAEQxNvF4vVq9ejdbWVjz55JODvTmCQYIXAKgYnJIzPlNMTbHE+MbGRnz11Vdob2/HxIkT05bHO+M3bdoEi8WC73//+2nfpZgxNZWVlWkxNbRcvrBtNme82WyWxNTQQ6uSGE/COhX6XrduHex2O+bPn4/Vq1ez7+hyuZgrW02Mp2KBapnx9NuRGE/DzP1+v8TJ7vV6UVdXh82bNwMAjjzyyLT1APk540lkSSaTiMfjgyrGK8XU8GJ8MpmUXOdpv48cOVKy3+l7m81m+Hw+GI1GXHrppTjyyCNx3333KWb+F+KMVxoJwcNnxtN3isfjkoxpOZFIBEuXLsVpp53G8uxHjx6Nzz//HDfddBPeeuutvLKfs+H3+1FZWcky42m76Bj1er19riNA+6yYBWH7Ar//3nrrLfziF7/Ar371K8ydO3cQt0qQD+FwGFqtNmtMzdSpU+FyuZgz3ul0Yu/eveyYlovxvGDtcDig0WgUY2q0Wi0MBoOiGJ+J2tpafPvttygrK0NXV1efCrjKo2LkorzStLnSl5gatQKiRqPxkHDGh0IhVnx9oAkEAkKMFwgEAkFOlIQYv2bNGvzzn/8EADQ0NGQUlJ999ll8/PHH7G+5e/tPf/oTdDodzjvvvP7b4Cxs2LABGzZsUPxs7NixWLRoEebNm5dxGTt37mSvR44cifb2djz44IPYs2ePZLquri50dXVh48aNePXVV3HrrbdKxJtC2b9/v8S1PmvWLMXpeDE+V8cHuWTk8+cKXyywWAx0BJCgdFASnwSHHry4HolEmBhPIi5FlJAYr+SupfdIVCtUjOcdgDy0vLfffhtr1qzBvHnzsGXLFsyYMQOVlZVsOhKcyRnfFyEvEAhAp9OhsrISPp9PNabGaDTCZrNlFOO1Wi3Lms+lgCsJrXRN+8c//oEjjjgCY8aMgcvlgt/vx0svvYT3338ff/3rXyXzyKHfUR5TQ+vN5IznfwdqJzZt2oTx48dL9juQiiOYMWMGq7nCRwnQuuSZ8SSg0D6JxWLMTT7QqMXU8PuUF3OsViucTidGjBghcWySQMO7OTUaDWbOnMk6V+Tk6oznxbtsznilzHj6TmvXrkVNTQ1mzJghmae7uxufffYZc9bSsdHe3g63282KBBcLPqaGHzVCnTZer7fPHTSl5ozn9x/dLwtzRmlCRZZHjx7N3ovFYojH46isrMwoxsfjcVafYP/+/cwZz09DtTc8Hk+aM55iwCwWC+LxOJYvX46Ojg7WVphMJtaW59peXnPNNbjpppvYeZ1tvkyZ8TQvtTNqMTWFIHefq8XU5OqMp3mLXcC11MR4s9mMZDKZtbh3fxCNRtkxLxAIBAJBNkpCjN+0aRPrwc6UVdnY2Ih33nmHCfDJZFKSNanRaJBMJvHKK69g7ty5qK+v7/dtz5fm5mY8/PDD2LRpE6699lrVm6IDBw6w1xqNBr/4xS/YA2h9fT0mTZoErVaL5uZm7Nq1C0BqSPVtt92GBx98EBMmTOjTdj7//PNMpKypqcHRRx+tOB3v8FO7+ZPD58YqFXbLxrJly/KeJxtvvvlm0ZcpGBooCWSCg499+/ZhzZo1uPzyyxXdUrwAwDvLhw8fjqamJvj9fsXM+G+++Qb33nsvfv/737OH+5qaGnR0dBQsxpO4wLePJH4AKYf4119/jcbGRsTjcVbc22QyqUaq/PCHP8Svf/1rSUxYLtB3JmciL6LzES9msznj8HByIssFRxIWYrEYkskkHn30UZx55pnYs2cP3G43TCYTqqurMWXKFOzYsQPTp09nHb/79+/Ht99+i7a2Nrb8TM54n8+XFlOjJMZbLBZJZrzcGQ8AX331lWIntdVqxYsvvsj+JnGkvLycRbLwrny+Y4I/BoPB4KCI8XTdDwQCSCQS0Gq1CIfDEnFBLr4sWrQIdXV1bN/w2y2PVgCUCysCuTvj5TE1JNgpwTvj+d8xEongueeew6RJk9LEeDoWKMuaOtnonO9r4Xm3241TTz0V//3f/42JEyeyEZTUYaMkxvc1xoWEz1IpLKjX61kHGR1z+UR4CAaOp556Ct3d3XjqqafYe3ROVFRUSCKtCF6gp6x06myh85WO6Ugkws6pzs5OSUc3CffU/vzrX/8CANahx4vxuTrPTzjhBNxyyy2Ix+NYuXJln5zxckd8Jmd8vvDfR6fTsaga6igeTDGev4cqtZgaOlayddT2B3RtEmK8QCAQCHJh0MV4cnYT8iHfPG+88QYAMOF+4cKFWLBgAXQ6Hd5991288cYb0Gg0SCQSeP3113Hdddf1+/bzOJ1OzJs3D7NmzcKoUaNQVlaGeDyOzs5ObN68GW+88QYT1N99910YjUZcffXVisviH7woG9doNOL6669Pc9Vv3boVDz30EDweD0KhEB5++GE89dRTBecCvvvuu/joo4/Y30uWLFEVBXjhJdebT366wcz1EwwNuru7UV5eXpScSyXkwofg4OTDDz/Es88+i/PPPx/JZBIdHR2SUUS8Mz4ajSKRSMDlcqGhoQFNTU0IBAKKMTWNjY3YuXMnPB4PwuEwzjzzTCxevBiXX355we0bXzSU4JcVDAYxZswYNrJowYIFAFLCBe8sJJFk7969AIDf/va3eOSRR/LalmAwyJziNEIASM+MzybGk9NbLjjymfHd3d1YtWoVVq1axeY76qijAADHHnssduzYgYaGBibadXR04LvvvkMikcC+fftQX1/fp5iaWCyGSCQCm82mKsZTp11PT09OI6qo3aJIBJ1Ox5ZHghVtk1yMzyQy9xe80Oz1euFwOBCNRiXiglx8ueSSSwAAf/vb3wBkF+NJTJJTSGZ8NvejUkwNzefz+RSFRBID5WI8HSt9FeN3796NSCSC//3f/8XSpUvTxHg6DngxPhAI9Cl2gc7LUhKJ1q5di2eeeQYvvPACAPXaRILBxe12p3UG8WI8FXLl4cV4s9mM6upqdr2ido2OyUgkwo75/fv3S67FcjGe6IsYr9Fo8JOf/ISNss41M17J7S6PitHr9dBqtUUR4/lOT1rPc889x6LBMhVw7e+YmlJ3xgOD83xZaiOQBAKBQFDaDLoYTzdnGo0GlZWVEtc0TzQaxYYNG9iDyPHHH48rr7ySfX755ZcD6H0Y/Oijj3DNNdcMWI89ZbbLb0oMBgNGjx6N0aNH45RTTsHKlSvx2WefAUjlZJ5wwgmYNm1a2vKUbiJuuOEGHHfccWnvz5gxA3fccQduueUWJBIJtLW14f3338f8+fPz/h6NjY14+umn2d/z5s3DiSeeqDo9f9Oc640wf+OYayE1nkceeSQtGkBw8HLhhRfiqquuwplnntkvyxfO+IMTefYsPSS5XC68/fbbeOGFF/Dcc8+hoaEBQHpMjcfjQTweZ0PzyRlfW1sLo9EIv9+PNWvWMGGQCn3W1NRg4sSJfSoilk2MD4VCqKurw9SpU5FIJJgL7pJLLsG7776Ljo4OJJNJuN1uOBwOJjjmWjC7tbUVkUgE48ePZx0QVqs1LaZGzRm/b98+5vrt7OzElVdeyZzrBoNBMaYmFovh22+/TdsWEkBOOeUUrF+/HjNnzmRCR3t7O+toaG1tRX19vWpMjd1ulwg90WhUIgKFQiGJq02r1cJqtUoy43U6HWsnvF5vTuIxL8YDkDjI5QV55WJ8IfRV0OTn9/v9cDgcCIfDEnFH7b5KHtkA9IoSvDjVF2e81WqV7JtQKJRzZrzcGe/z+ViUEw/9LiQy0n0K/T59FePpmCeBXV7Ale8wSiQS8Pl8fY5dKLXMeGLkyJHstVLdCMHg4/P50mqk0DnhcDgQCATQ0tKCESNGsHNf7owvLy/Hpk2bAKS7tsPhMFt+IBCQrIuEe3mb0RcxnsjVxU7ti5JorySIH3300SymrC/w7Sy9Puyww9h7mTLjMznjD4UCrkDfauUUSil2egoEAoGgdBn07mxyHgHIGCuzfft2VpAFAM4+++y0ac4991x2gxAMBtPy1fsTKiaUCavViltuuUXy8EFF6OTIbw4nTZqkKMQTU6dOxTHHHMP+XrduXS6bLWHfvn1YsWIFuxEeO3Ysrrnmmozz8NuZ64MULzgUkqtYWVmJ6urqov4TlC4ul0tRMCkWdDzykVeCoc2aNWuwcOFCbN++nb1HD0nd3d3MIX3zzTezGhTymBqKCiMxPhAISDLju7q6cNddd2HHjh3sc14I5sX4nTt3KhasVEMppkbujNfr9VixYgXuu+8+9v55552H2bNnIxqNsrgap9PJPne5XBnrdCSTScRiMTz66KN44IEH2PeigqbymBo1Z/wnn3yCP//5z7j//vvx/PPPY9++ffjss88UY2r4Aq4kxvPXSNqfkyZNwqpVq2C322E0GlFZWYktW7awbWhra2PbkoszHgA++OADth0kztK0QK8L2+v1QqvVorq6Gps3b8aePXsQDodVs8955GL8iBEj0pzx8Xic7XuiUCGhr3EmvBhP+zYSiUhE3GxivJIznheA5PuNpikkpiZfZzwZOkKhEPx+f0ZnPK1HHlPT1w4P2q802iaRSMBmsylmxpNgz29PIezdu5dFWZUS/LmuVDdCMPj4/f404wzvjE8mkzj77LNZhAwgPVYpaozaJn7Ej9FolLR1fF0PoNfhrXaOm0wm1m7nKzLLC6KqYTabWUyMHI1GA4PBIPnsySefVI32zAd5AVc59J5STM2hXMB1MJ3xIqZGIBAIBPkw6FdQ/sFRbegykMrlBVI3Pk6nE+PGjUubxuFwYMyYMezvlpaWIm5pcTCZTDjnnHPY319++aXiA4j8xpMX2tWYM2cOe71t27a8tqu7uxu/+MUv4HK5AKTce3fffXfG30S+nXLnjBr8dKXm0hKUFiRQ9dWJmAnhxhu63Hbbbfi///s/yXuRSAR33303AGntDXrg7+7uRigUgtPpRDwex0MPPQRAOkonEomweUeNGgWgVziTC1rUoZxJjF+8eDEWLVqU8/fKxRlvMBig1WoVR2NFIhE2Ly/GA8pFEsPhMDo6OnD33Xdjzpw5aGxsRHt7O9sWq9UKu92ec0wNbf8ZZ5wBALj66qtZkUZ5TA2fGf/tt99i/Pjx+Nvf/sZEOjXxsLa2ljktjUYjE+O7u7sVR07Z7XZJZjwA3Hrrrdi8eTMTY+j6Rw/SVqsVu3fvxoYNG1BWVgaNRoMPPvgAP/vZz9gys5GLGA+kBNpiiPHyET6ffvopPvnkk5zn57eB76jgr9Vq4ksmMZ4XvOi+gn7b+vp6WCyWnMQ0csaTQJ1PAdctW7Ywx6rL5UIymczojJf/TcdOX68Z/IgSuge22+1po0a8Xq+kDeiLGP/uu+9i3rx5Bcfc9BfyoqCC0kNJjKdzgh/NzMfV8OeQ2WyWjFLjhWKq5QGkxOdgMKgoxtN5fMopp+Caa67B7NmzAYCNUgNyL+BK5CrGm0ymjJ1YcjG+WCg545U+VxptnMkZXwzxfCiI8YWMvO4rIqZGIBAIBPkw6FdQ/mKZ6WaHdzgqFU0j6urq2OtSjZ2YOXMmex0OhyWjAwh5ViwJQpngH2qCwWDOD24ejwd33HEHE18qKyuxYsWKnKJgeCdbru5lEjyA3MQMwaELiX39+ZDOi3O5digJSoNNmzYxZzpBES2A1FlO7WF3dzeLk5k/fz6am5sBpDvjqZaJPKaGnPH8+uhzNTE+X2hbMznj1YQHErtJxKupqQEA1oHNd1AQy5cvx2mnnYZ//OMfAFLxL/v370c8HpcUcJWL8WoxNYFAAFVVVfjhD38IAGxfdnV1Qa/XS4Rno9EIrVaLaDSKb7/9luXh0jVQTSipra1FW1sb9Ho9DjvsMPzud7/D6tWrsX//fvadecgZr3SO03Xs+eefZ9MCKeH3nXfewb/+9S+WSw/0/i75iPG1tbUwm80YPnw4uzfhf9NYLCY5BgsVXuW1L1atWoU//vGPOc+v5oznxQU14UkppiZTAVe6XzviiCMwadKknLbPYrEgHo+z31EtloggwWrPnj3YvXs3i++jETHy0RJtbW1p+77YmfF8JIdcjI9EIkUX43fv3o3GxkZ2PpYSNTU1ePLJJwEIMb5UUWo3lURf/plLnhnPFw7nn29sNhs7risqKiTruv7663HqqacCSI3UPe+887B8+XJcdtllrI0xm80Fx9QoxbwoccQRR2Q8dyh+rdjkKsbz35v2RX8XcM22bYMJXQ8GMzO+VAplCwQCgaC0GXQxnr+BUbtwJpNJiRh/+OGHqy6Pfygr1eKg8lx8pcKR8sieXHrZ5e6wXJx1gUAAd955JxtFUFZWhnvuuUfSqZEJfjuVOhWUoCK28vkFAjnFyujNZR1Ar0CTC5FIpGTbmEOFUCiUJhLwfyuJ2S6XC5FIBCaTiWU0y+ejmJqysjLWXssLuBIkbnu9XsTjcdYOF1uM5zuuQ6FQRkE0Foux6wo5Euvq6uBwOBTFeCrYzefRxuNxdHd35x1TEw6HEQgEYLFYmMjNX7+MRiNCoRBbDkXXkDOeOg1oXjWhlcSGI444grn/H3zwQXR3d+ctxh911FE46aSTWLwb74wnvF4vHnvsMTidTnbM5JMZf+qpp+LVV19FZWUlvF4vEomE5BotF+MLPXbkJgTKxs8VXoznnfH8b1iIM16pgCvdZyxevBgvvvhiTttH89K+y+aMJ6Ho/fffh8FgwPHHHw+gt4MI6C10HIvFcN5552HNmjWSZfCFJoG+x9TQcoLBoCQaSV7AtaurS/J7FirGf/XVVwCkoydLiTlz5khqUAhKB6ppQNef/fv3w+12ZxXj5TE1fGeb3BnPv887408//XTWtuv1eixfvjzt+Yl3xvdXTM1RRx2F//qv/1L9nAqTFxtqu3Q6neKIFqWYGtoXajE1Z5xxBhux1hdK2RlfCmK8cMYLBAKBIBcG/QrK34ipibm7du2SxNlMnTpVdXn8xbc/hg0WA/nQOSWxgXe5A7k9hMnF92wRM6FQCHfddReampoApISHe+65RxL1kw1eTN+zZ09OoumuXbvY61wc/4JDF3o4HyhnfD5i/BNPPJHxAU3QvySTSQSDwbT2lP89fT4fDhw4gLvvvpuJ0+SMJzGeL+hJRCIRdHV1oaqqionFwWBQkhlP0LWJRvzInfG51iLwer04++yz0dzcnDWmJhwOZ3TG8zE1JMZXVVWhurpaUYwn+CgBIBX11tLSgrKyMuZglMfUJJNJiRgfDAYRDAZhtVqZIMCvU74cchXSb0XXhGxiPI3cuvnmm3HjjTfirLPOApA6LpTEeHKxu91ujBkzBnfddRf7rLq6mmXk0zYCvSLN+PHjcfXVV2PevHk444wzmBibjzPearVi+PDhcDgcSCQS8Hq9kt+UF2GB4sXUxGKxvIbr89dw+o3C4bBEXCgkM15JjB8+fDiA/EbI0XYEAgHE43FEo9GMznitVguNRoOmpiZMmDCBiXl8W0+j+rxeL4LBIIs8IopdwJWWEwwGWbtRXl7OOqVisRicTif8fj8bsQgUXg/A6/XCYrGUdCwgfXdBaREKhZBIJNg5cMcdd+CJJ55QFOP5+gvymBr+/Jc74wkqBkvLziaSA9ICrv0VU5ON/nbGqz3LKsXUZBu1dfLJJ2PBggV93ja+c6BUnfGDGVNTym2tQCAQCEqHQRfjR4wYASD1AM2LEDx83mlFRUVG1zYvXpTqMDFejAagGAdTV1cn+Z5KOb9y+GnKysoy3gxEIhGsWLGCZcubTCbceeedmDhxYtb18Bx22GHsRjAUCqGxsTHj9NFoVBIrMWPGjLzWJzi0KFZGby7rAPIT4/ft2ycZ5SEYWMLhMJLJJPufkDvjX3rpJbz55pv44osvAKREcxLjyYkqn48y46uqqgD0Fo2kYpFKD+9qYrzSyCcA+MEPfiCJD+no6EBLSws++eQTJi6oifGAuvBgNBqRTCaZMCIX4zMds7QP6HuvWLEC3d3duOCCC2C1WhGPx9k1mr5nPB5Pi6nx+/2wWq0S0eX888/H+++/zxzqsViMZd7r9Xp2/aKseJpXTWi9/PLLsXr1aowbNw7V1dU4+eST2WdqznggJbwajUacfvrpEvFYp9Ox+xESfMkg8F//9V/46U9/CkAqPuUjxtO6qINi69atePfdd9l0fFY4kBK2CikqTccMXf+L5YzvawFX/pyZPXs2Lr74YmY6yEeMp/s6XrTLJnzodDokk0nJucs740mMp3OG/wzov5iaYDCIpqYm2O121NbWspE60WiU7Rv+fqnQDhqfz5fTKI7BRIjxpQldi6h2T3d3N1paWtg5wTvVeTFeHlPDw3fs8ec+ifF0Tc5VjKc2K18DllJ7VQjUYV9sChHjv/e97wFQfq4sJhqNhjniS9UZPxhifCAQgNFoLFkzoEAgEAhKi0G/go4bN445lxKJBN58803J56FQCP/85z+h0Wig0Wgwffr0jMvji7YqPZCXYEvlcwAAIABJREFUAu+88w57PWrUKNXhhPyQ4o8//jjrcvlppk2bpjpdLBbDAw88gK1btwJI3cjdfvvtGeN/1LBYLJIMfF5cUOKjjz5iN+l2ux0NDQ15r1Nw6FAs8SOXdQD5DWtVi7wQ9B9bt27FsmXL8Oabb0qiI8466yz88pe/ZH8DvYXhSAggwY0KuJIznh7Y+N8yFouhq6sL1dXVAFLtHF/cU0kkoI4cuRivVEsjmUyy2BOC2sWvv/46qzMeUBcQ6CGwu7sbOp2OPZRXVlYqOuP549/v92Py5Mn41a9+BZ1Oh9bWVpx33nkYP348E0FJcKH9GovFFDPjqegrOehqampgt9slYjw/zH7Pnj0AejvoSTxUE2QsFgvLlweko7QyifEul4vtO/pOtB2//e1vcd1117Hv1traCgCSTup8xfipU6diwYIFrIOD5n/22Wfx1ltvsen2798v+W0ef/xxvPTSS1mXDwDr1q3Dueeei2QyyZzxJOTn4oz3+Xxser6tpWz/RCKRlzOeFyLofOCP1+rqaixduhSzZ8/GwoUL8xLDaDuCwSC2bNkiWYcatL1Go5FNq+SMp2Nb7kCXtxH8Piqkw4R3xu/cuROTJk2CRqORFDemESI7d+5k50C+zni/34/f/e53cLvdJV+fR6/XSzrGBaUBH5UWiUQQCATQ0dHBrkdqzvhgMMjafjrnfv/732PJkiWKo2SA3piaUCjEOmmzwZ/7hYrxfXXG91dMDYncau2tUkzNj3/8Y3z44YcDYkbLtn2DBXWODIYYT6MnBQKBQCDIhUEX4+12O2bMmIFkMolkMolXXnkFr7zyClpaWvDll1/iF7/4BVwuF3vgOe6441SX1dnZKREv6KG+v8nHrfTxxx9j7dq17O8TTzxRddqFCxeym6ympiasX79eddrt27dLRhDwLkGeeDyOlStXYuPGjQBSN1G33HJLxqK42Vi4cCF7/c477zBRRU4oFJI4QX/0ox+V3E2coLQYiJgaftn5iOuBQECI8QPMc889h7Vr1+KDDz5g7W44HEZbWxv+9Kc/YevWrew3GTZsGLxeb5orTy0zPhqNsgdYPqYGSAnPJN5ZLBZFAU4uxldXV6OpqYnVO+EfmJU6feRivMFgkIhvuYrx9H53dzfKysrYdyJnvNz1S0VJgZTwMnbsWEydOpUJjlS4jo950Wg0TMCQO+MTiQQ8Hg+sViu0Wi0T1anT2W63K4rxLS0tMBgMTEjP5oyXM3z4cCbgKBWvUxLj6aGZ/q6rq8OSJUvYPOQy5AUjWrbZbM5J/Kmrq8MDDzzApqX9sHv3bsl099xzDx5++GHJe9lGmhH33nsvmpubEY1GmXhGx2g2Z7zX68WJJ56I119/HUC6M57mLWZMDXH44Yfjnnvuyf4FOeh43rhxI6699loA6XV45ND2mkwm6PV6aLVadHV1QavVQqfTMTFeHvFDqMXUvPrqq7j44otz3vZoNIqzzjoLmzdvBpASyxsbG1lnD0VMRaNR1NTUwGQyYefOnXA4HDCZTHlnxv/mN7/Bk08+ic2bN0tGqZQiVOtCUFrw1yCqB0JivEajkYy4oPMnkUggFApJ2kogZRK67rrrJG2B3BkPpK4xuQrk/PUhX0HcarVi9OjRabGg+TIQmfFKKBWg1Wg0OV8z+0q27RtMTCbToGTGU70cgUAgEAhyYdDFeAA499xzAaRuIuLxOFatWoVrr70Wt99+O3bs2MFc8cOHD8fRRx+tupzPPvuMvbbZbCyPtL/58MMPsWzZMvzrX/9SfVgKBAJ45ZVX8NBDD7GH5Orqapx55pmqyx0+fLhE6H788ccVBfmtW7dixYoV7CF6ypQp+P73v582XTKZxBNPPIEPP/wQQMrVcOONNypOmw/f+973mBM/FovhnnvuQXNzs2Qaj8eD++67j+WflpWV4ZxzzunTegUHPwMdU5OvGD8YzptDGaVh8Lxz7+uvv2a/YWVlpcQZT/CZ8SR+JZNJRCIRJrpGIhG4XC7mKrdYLEzEtlqtiqIdOedpfUuWLIHNZsMdd9wBICU6kOtVKbqGvk9LSwt6enpQW1srmU5+rKkJwSRi9PT0sPiLE088EbNmzUJNTQ0OHDjArkGJREJSHN3n86U9yE+ZMoV9byDVluv1evYAHovFWGFb+u5dXV1sehIBSZixWq0Ih8MIh8PsO9hsNng8HiaoA9kz4+UYDAY4nU5UV1crDpsn0YdiavjvpLYvH3roIclINv57FOo0JsFJ7gI+cOAAO8ZolBp1BmWD5qO8fqBXMOYFdSVIbPv0008l88nn5c8jtVgC2q/8/swkxhcC/WZPPfUUxo4di9WrV2eNu+Od8dSR1N3dDZvNhoqKijRnvBw1Mb6pqQmNjY05X5+8Xi/27t3L6vSEQiE0Nzdj8uTJAHqjWmKxGAwGA4YPH84iZqiAcj7Qfdi+fftETI2gIORiPHWktre3w2QySYRHOn9IBKVOMnkbnskZD6Ta6Fzb/b444/V6PV5//XXJ6N5CmD59OrtOFhMl5ztPthib/oZGPpRaTA0AVkx+IEkmk9iyZUta7R2BQCAQCNQoiVCzGTNm4PTTT8eaNWvYxZ3EAo1Gg2QyCa1Wi6uuuirjRf+jjz5i82Qq8tof7Ny5E48++ij0ej3q6+sxcuRI2O12xONx7N+/H9u3b5fcGNjtdtx1111Zs04vvfRS7Nq1C19//TXC4TAeeughvPzyy5g0aRK0Wi2am5vZgx2QEqBuueUWSXEd4u9//7skRqaurg7ffPMNvvnmm6zfr6ysDBdeeKHq5zfddBOWLVuG7u5udHZ2YunSpWhoaIDT6YTH48EXX3zBvj+58Ut92LRg8BnIAq46nS6vm3fhjB94SAQnAZh/j15TtExlZaXEBc2/V1ZWxpzxyWSSFYIkYSEcDsPj8TAh2WKxsAgRu93OxFKn04mOjg4A6ZnxDocDZ599Np555hkAKRHxhhtuQENDg6SAmsvlwrBhwyQurng8DqfTib1797KOg0AgAJ1Ox4TAbM74rq4ulJWVwWg0YuXKlQBSHcDhcBherxfl5eV49913cdttt7F5fT4fm//JJ59EPB5n1xI+poYX43lnPO2/TGI8iS9ut5st45hjjsHu3bsldVLydcYDqagaNTccXW88Hg/7jnT9VRMzyO3P01cx3mg0wmKxpI2o40WvJ554Atdee21O7RE/SoMX46lznmKE1KDvTm1sIpFgx1k8HlfMZc/HqVlsMZ4X/6688kpJVJEavDOe/u/q6oLT6YTZbGYiopoYT/tPLsZ3dXWxe7xczB9KHYgAMGnSJACQxNTo9XoMGzaMifVffvll3mI8mR98Pl/J328JMb404dsln8/Hjv09e/bAZDJBp9Ph+uuvh9/vx3PPPYdoNMqO88rKSuzevTutDeXbAj5OhdrWnp6enNsL3kHfH+70XPj5z3/eL8vNFgOjlBk/kND6S1GMN5lMAy7Gf/LJJ9i0aZMkflAgEAgEgkyUhBgPAD/72c/gcDjw5z//WeIYSyaTcDgcuPrqqzO6F7777jt89dVX7O+jjjqqX7dXjVgshubm5jRnOM+MGTOwdOnSnHrPDQYD7rjjDjz99NP44IMPAKS+q1JB1ylTpuCWW25RzcqXP2i2tbWhra0t6zYAqSKAmcT46upq3HvvvVi5ciV2796NRCLBMul5HA4Hli5d2mcniuDQQMkZz8dbFGsdOp0OFoslr8zaYDAoxIMBhpzi8XicPfDz7ZrH42EPYJWVlWhpaZH8RtXV1eju7obb7WbOeCDlhKfoGoPBwKLRyKlnsVjw7bffAugd2r5x40YsX75cVYwHpLU7kskkOjs70d7eLnG879ixA/fddx8boUSZ6k6nE0CvW93tdqOqqooVFVU7B+g7UacDDw3Hv/3227Fy5Urs3bsXQEoM//jjj+H1etn28zVLaLtoH/MF63gxnpyQPp+PiaYkqtO+lC8HSMWq/fGPf5RkpmfLjFfiggsuUH0A50Vctcz4XOirGA/0ZiPz8G2PwWDIWUyg4w+QivEU/ZdrAVdeaDYajax9o3mNRiMT6YsVU1MIRqMRhx12GObNm4f58+fnNI9cjDcajUgkErDb7ey7AspivF6vzyjGAynRm8T4tWvXwmAw4Nhjj01bFq2HP/8dDgfr3KPYLHLGE1deeSWWL1+elxgfi8Uk93fCGS8oBF6Mp2sc0CvGA8BFF13Enk88Hg87ztWc8RQPFY/Hi+qML8W4lL6QawHXwXLGl2pmPNBbs2cgee211zB16tSMcboCgUAgEPCUjBgPAOeddx7OOOMMbN68mQkO9fX1mDlzZtYbs127dkkibDLF2RSbE044ASNGjMD27duxfft27Nu3D16vFx6PB8lkkkXmTJkyBccffzxzQeWKzWbD8uXLceqpp+K9997DN998g+7ubsTjcVRUVLCL/5w5cxQd8QPFqFGjsHLlSqxbtw5r165lcQt2ux1OpxPHHHMM5s+fr1qwViCQI3fGu91unHbaaXjppZfyPo/UiEaj0Ov1kmKeueD3+wsq3icojEQiwUQs3u0rd8aTYDZs2DD4/X6JyFldXY2dO3fC4/HAZDKx6wrlNBsMBhiNRuzfvx8AJGI8CXW8k48XZEkoUxPjSdgMBoMSZ+ynn36K9vZ2fPPNNzCZTJg2bRo+/fRTJmTQMdnT0yMR43PJjOed5gAwefJkrFixAnfccQe2bNkCj8eD+vp6XHHFFfj4448Rj8dVl6sWUxMOhxGLxWA2myWxKiSyyJ3xfPY8iQhUyPuss85i8xfijD/++ONVP9PpdCgrK4PX62UCvzwzPhfMZjNMJlOfxE2HwyHJ6pdDYnwuIjofz8eL8UDqnInFYohGo0gkEooORj7OhuYhgToej7NtMJlM0Gq1OYnxvDhE+7ivRRIJjUaDP/zhD3nNQ9tD20DHlN1uh16vZ+cu35ZQfE1VVVVaTA2NOuDFeOKll15CeXm5ohhPbZbX64XFYsGsWbOwbNky9rtQEVO6Jt15551ob29HfX193jE1zc3NkutZqWfGCzG+NOGvVXwx8u+++04yGoSOL7fbzX5HuoYpjQA2GAxpYjxdIwrJjLfZbIP6/NMfFJIZP5BQuyWc8anngY8++ghXX331QXccCgQCgaD/KCkxHkg98BfSq3ziiSdmLIbanxgMBhx++OHM3dRfNDQ0MNGiEBYvXozFixcXcYvSMRgMOOmkk3DSSSf163oEhwb0UMc7EUOhENrb24smxpPT3mg05hw7Q+5Ffn45jz/+OE477bSibeehTiAQQCKRYIX+5G7VmpoaeDweRCIRGAwGJrzyvykvFvPOeHIPG41GGAwG5tAmcYB3VfMCPAkJtC5aLsELttFoFFqtFqFQiAkcDoeDxYQdOHAAZrMZhx9+OD799FOWV0/f0+12swgeILsYr+SMB1IFWR9++GF8/vnnLIqHFz7URBDaB3JnPH0Xs9nMtpmfnjo0aFv4mBpahlarZUXFCaV931ccDge8Xm+fnPG0bX11xgPAH/7wB1gsFlY3h8i1c7CzsxOPPPIIJkyYgF27diEYDErcgOSMB1IdTkqiGB9nA/Q64+k9On8MBkNW8YXm609nfCHwmfH8/3a7HRqNRtEZP2LECHg8HowcOZJ1gPFtfjKZVBTj9+7dq9pJS+uJxWJwOp144oknJJ8bDAaEw2HWztXX16O+vh4A8hbjqQ0rLy+Hx+MZEjE1+YxMEwwMas74WCwmudZRm+bxeFgx8/HjxwNQ7lA1Go0IhUKKBVzVrl2Ztk/ehh4MZBPjBzumppSd8QNdwHX9+vWIRCI4+eSTB2ydAoFAIBj6lF53tkAgEPwbuTOexIjOzk5cc801ioU084V3ROcqxvMPqGoCwqpVq7Bp06Y+b1+uJJPJnOo/DFXot66srJRkxhNU8DQajcJoNMJutyMQCEgeyHgxmzLjgd6YGhLjlZzxQOrhkxcWSEjglysXPJcsWcI6EChP1+v1svoiVEC1u7sbFoslrXin3BlPZIupiUQiioKGVqvFzJkz8cUXX8DtdsPhcOQkxmu1WthstrTMeDoXzGYz9Hp9Wja8w+FAeXm5pFgrIBXjlRgxYgRWrlyJ2bNnq06TL/R7ysX4fMUMp9OZc3HVTNvhdDrT1q3T6aDRaHJy9n355Zfw+Xy48847AfQ642mZ8XictZ1qbZuaM54+o22gfGhA/dgbiMz4QlDKjAdSnSq8yM2L8fX19Xjttdcwe/Zstg9oHyYSCfj9fvY+jXLw+/1wuVyq2fN8m6W0P6idANL3McVXAakoHL7wshLUSTZq1CgApR9Tw393Qeng9/vZsUhiPEWoKYnxPT09aGpqwrBhwzBx4kTodDrF0bB0/CuJ8fnE1MyaNQsAcPHFF+f1vYYCGo0GWq02a3s72DE1whkPtLa2YtiwYTnVDhEIBAKBgCi9K6hAIBD8G7kznoTVHTt2YMOGDYq1EwpZRz4ZzQAkDkWleWKxmEQIGwi2bduGJUuWoKWlZcDW2d94vV72G5MYP2zYMFUx3u12IxwOMzEekA6tzybGU6cM7yoFesV4q9UqGYJMwjItV6fTpT0YX3fddVi6dClz3wcCAXi9XpSVlaG2tlYSA2CxWDB37lxcf/31LOKGjvmenh4MGzYsqxuOf1/NDTtr1ixs3bpVUsyWyBQPYLVaEQqFJM54XowHejsRaJ/9+Mc/xl133cWWkasYD6RGvBVTaCCxRx5Tk+86HnzwQVxxxRUFb0dFRQXruJCvm36/XNojEoep/kwoFEIoFGL7mHfGqy2LXNxKYrw8Mz6b+EIdCaUqxtP3oiz1efPmSYrput1udn6bTCaMGjVK8jvwmfHkijeZTPjrX/+Ku+++my2Xb3N4+DZL6TzjO/Lk+8tqtbJz7dlnn8Vrr72muPxFixZh165dQ06MFzE1pYnP52MjnkiMnzBhAgCpGF9RUQGj0Yj29nY0NTVhwoQJmDlzJv7yl7+wuBoeOr75mBq63gaDwZxjambPno2NGzeyTuCDjVzEeFHANZ2BFuOLXctKIBAIBIcGpXcFFQgEgn8jL+BKYgYJs8UYhso743MdJs+L8UqOU3mhv/7gjTfekIg+9FpNCBqK/M///A9uvPFGAL1FDysrK5nDnKe6ujrNGQ9Ih9bLxXjeRe73+2GxWJgznrLBgV6RjBcOgHRn/OTJkxW/BwlNvDO+rKwsrdi2xWKByWTCRRddxFzbvDPe4XBkFeN5EUNNgJs6dSpCoRAaGxvhcDgky8okgvDiNW0HHW+0L0iMp+2vq6uTZLnTMnIR44tNsZzxtbW1fRI36+vrMW7cOEWhhbYll5E69Dl9r0AggGAwyI5TvkNQTZigNopva+n35cV43hmvFkug0WjY6BJi2LBhMJlMORWs7y/kznhyrs+dO1fijPd4POxcpnM+mxg/b948AMCbb77JCiL7fD5FYTmbM55vX+Sf22w2tp3hcFjx2rd//37s3r0b27Ztg9/vh9VqZd9HZMYLCsHtdrNzl9p6ip/hO4+0Wi1GjhyJ1tZWNDU1YeLEidBoNBgxYoTicuViPLWFxa4xMdRR6uDnPwMGzxlPHZelGFNjNpuFGC8QCASCkkeI8QKBoGSRx9TIxfhi3GzLC7i6XC5cccUVGSNwsonx9F4mMd7tdmP16tUFbXNPTw/uuecePPbYY2nblE+ucKnjdrtZ/qw8pkYuRjmdTklmPInDND+QnhlPD/zRaBSNjY2YMGECjEYjksmkZGg9CQRyMZ7+JpFOrSaHXq9nxTApM95ut6cJlLy4Qa9DoRDC4TACgYDESZ2LM15NAKXCrn6/Py9nvJIYT/uXxD65GC+H4m6SyeSgi/GFOuP7yvnnn4+XXnpJcd35OuN1Oh0MBgMMBgPLjKd9n0gkWBukJuzLM+Op0KtcjOcz4zOJL/yoCSB1XLz33nuYOnVqxu/Sn8jF+GuvvRaXXXYZTCYTrFarxBlPMQN0/pGow48yiMfj7Lhfvnw5rrzySphMJrS2trJ1KkXV8G1WNjFeflzY7XbmjFfqjAR62/4DBw7A5/PBZrMxV3KpZ8bT8SYoLbq7u9k5QR3b48aNA5CeBV9fX49du3ahtbUVEydOzLhcuRgv7yAVYnwK/lorZ7DF+FJ3xg9kZrwQ4wUCgUBQCKV3BRUIBIJ/I4+pkRfaK4YYTzE15ERtbm7Gpk2bmMtRCV7wVrrhz8UZ/+GHH+LBBx8sKPeeMor5yBTaJj72ZKBpbGzEV199VbTlkYs8mUwyZ3xFRYViTE1NTQ1isRjcbjeMRqOk4CjBi9m8M37Pnj1wu9047LDDmPCgJMbLBeZp06Zh3rx5uPDCCzFv3jwsWLBA8XvQepLJZEZnvJoYT8d7RUVFVmc8/0BIxR/lkBgPIOcCroC04CmthxzCtL/IiasmxgO9AsxgifH0HQt1xvcVnU6nGt/CH5+5iPEkiFHcSjAYTBtVQdMSLpdLkn8OSMV4cmNSBxJtTy5ivMFgSPtdc81/7i9oe+h3v+SSS3DNNdcASO03io4KBAJpQiP9Hw6HJe36gQMHYDAYUFlZifr6eoTDYTQ1NbF1vvLKK/jiiy8k25EtpiaTGM9nxlOnnhz6vKuri3X4kRg/FGJq+nMkmaAwuru7UVNTA61WC5fLBaPRyK4rSmL8559/jkQigSlTpmRcrrxDVIjxylDHqBKigKs6whkvEAgEgqGAEOMFAkHJMtAxNfzw/0w38tmc8TQvLy7s2LGD5TMDvd+lEPGcxHjKcuW3aTCd8RdccAEuvfTSoi0vGAyyYokejwd2u50V+uOFLb1ez/bFgQMHYDQamdhJIj6QevAnwctkMjEx4csvvwSQim854ogjAEiFMTVn/MiRI/HYY49h+vTpeOyxx7Jmu9J3yhRTQ5AYEQqFWDwA35mgti5exFCLCDCbzUyY7mtMTXd3N3Q6Hds32ZzxwOCL8bTewXLG8/TVGc+LWqFQSBJTw7dN/LIWLFiAW2+9FUB6Add4PC5xxtN8BoMha0wNAFx66aU44YQTsnzrgUWeGc9DMTWU906OXj6mBkidh3Q9SiQS8Pl8KC8vh0ajYcf81q1bMXr0aADASy+9hL/85S+SdeUTU6MmxicSCVVnPInx5Iy32+04/PDDMXnyZElEVymi1+tzjokTDBwulwuVlZUwGo3o6emB1WplnblKYnw8HofD4VCNbCP4OC5+lBpdE4UYnyJTTM1gZ8aXegFX4YwXCAQCQalTeldQgUAg+DcDGVNjMpkkjsNMwkC+mfHNzc248MILJUX3chHjXS6XYtwBCUe8eFMKYnyxod/C5/PB4/GgvLycZQvzYpTZbGbOz66uLlUx3mazsX1mNpvZQ+zWrVtRVVWF6upqJsbTPqZpgcwCcyb4h+VYLMYKp8pjZHgxXqvVsgdKXowvRgFXIBXrA6Qcs1qtViKOqMGL1/Tg2d3djYqKCjZKg0Q/eccFz2CL8dSe8E7/wUK+bt7FnUtmPO+M7+npQTKZzCrGA8AHH3wAQD2mhpzKVExRp9PlJL5cdNFFgxpJowRtr5JD32KxIB6Ps8LXJMZncsZT+0PtAnUEtrS0sMLLQHr9jmzOeL59UcqMB1Ltu5ozntp+3hk/ceJEvPzyy4M+OiEbIjO+9IhGo/B4PKisrITJZEJ3dzdsNhtqa2tZfQgecszPmTMnq1uajm+dTiepM3HkkUdKPj/U0el0qvvS6XRi3rx5LMN/oCl1MV444wUCgUBQ6pTeFVQgEAj+jVzUJjGDRIdiO+MjkQi7gc/VGa80HYlgJC7Qdn722WdsGnqPF4vl3HvvvVi5cmXa++3t7ZL1AL37htyRBwP8PvJ4PCgrK5OI8fQQyDu9u7q6YDAYmFCWSCRw7LHH4tFHH4XdbmeCF+/Go4JzANjwer6TRM0ZnytyYaGzsxN2u525AOl/Xoyn75WvMz7XB0IS4+XRLYXE1PDFIU844QTce++9qKioUF0O7ceBHt7OFzoFBi+mhker1UrEjL444ynHnPYv3z5my4zn21oSgGKxGBvFAQx+RnGhZHPGA8CuXbtgMpmYoCh3xstjaoLBIDtf+VoUU6dOZR1TfPFoIHtmPN95puSMB1Ltey7OeL/fX/I58Tw04klQOtDxS2J8MpmE1WqFwWBATU1NWuc0jQo55phjsi6b7rnkRZ+POuooAMgYE3gokckZbzab8dhjjw3aqBcRU9OLEOMFAoFAUAjiyiEYcvz85z/P6abn6aefHoCtEfQnas54ohhivDwzvlBn/K9//WuMHz8ep59+eloBV1om/4DJu77VOHDggKIATDE1vMBWSs74UCgkyT8vFH4khNfrlTjjw+EwysvL0dPTA5PJxATD7u5uTJw4UbJ+u92O448/HkCvqGU0Gpk4l0gkJBEmd955J8uOBvouxsvbq56eHjgcDthsNjzwwAP49ttv8dvf/jZtn5nNZnzzzTdYs2YNDAYDbDZbVmc8X0cgExQ1QPvNaDTC7/cXFFMzduxYyTQ/+tGPMq578uTJ2LBhw4A+LANgHQR0jsjzigcLvV7PzmV5ZnwymUz7TXfu3InJkycrOuMB5OSMJ+RiPO+Mp04v6mwpZSdkJvh9KoeOgV27dsHpdLLzQX7O+3w+yT7ixfjy8nLodDrE43GMHj0aZWVl8Hg8aaOassXU8Nun5oz3eDyIx+Ps+vHiiy9i7ty5mDJlikSMt9vtqjFVpYhwxpce1LlHMTVA73lx7733ph1fo0aNwuOPP445c+ZkXTYVnQak9VumT58OAGykyqFOJmf8YCMKuPYixHiBQCAQFELpXUEFAoHg38id8fKb62LG1MjF+I6ODvzqV79SLCoXCASY65C2Ye3atdiwYQMAqIrxra2tbBm5iPE+n0/ROU8RKvz3LyUxnop69pVszngS0PmYmng8zvKtldzefGY8L3jxBQ7POOMMNDQ0sL82vOEgAAAgAElEQVTVCrjmipLwRm7aBQsWsKKxcme8yWTC+vXr0draihUrVkCj0eScE0uFG9UoxBmvJMZTx0I+XHDBBQCkI0UGAjpn6RyZNm0abrjhBkyYMGFAt0MO/xDPC1RAbxsYCoVw8cUX4/3338fixYuxY8cONqoHSJ0DJJ7RccqL8WrOeHlmPBVwJXGZd8aXshMyE7S9SmI874wfMWIE7HY7HnjgAcybNw9Ab92FlpYWSa5+KBRi54NWq2UdPSNHjmTng9wZny2mhu90kQs7dOxShwu1jU8//TQuvPBCANJrwP79+4eUM16I8aWH3BkP9F4/jzzySEkhcOK4447LSZQ0Go2SSC6+Hbvxxhvx4IMPFuU7DHUyFXAdbEr5esB3Zg8EQowXCAQCQSGIK4dgyHH//feXfDEyQXEYSGc83bzTMjds2IB169bhnHPOYdEFRCAQwLBhw+Dz+ZjIFQgEmFAiF+P5fHgS0HLJjPf5fMy5ypPJGT+YMTVUDLGrqwsjR47s8/L4feT1ejFixAiJGF9RUYE9e/bAbDZDp9PBbrfD5/Mx4cBsNkuiPABIMuN50TGTcFVsZzwgLb5L61aKqYlEIqipqcH8+fMly8okxt9666343ve+l3GbJk+ejLKysjQxPtNyeTGeFzb5mJpcqK2txU033SSJ9xgISDA9/PDDAaS+BwmZgwm/z+XZ/eFwGEajER0dHdi2bRs+/PBDAKnOwnA4LHHGk3hGxynfWZfNGc+3tRSNEIvFWCcY0Cu6lKL4kolcYmpaWlpYRMaCBQvY5w6HAxUVFdi9ezd7j8R4/hyoqqpCV1cXRowYgcrKSrS1tSEQCEh+o2wxNTzyz2k76TcOBoMSoSmZTErafiHGC/oKde4NGzaMHcOFdkjL0ev1kraOP94XL15clHUcDGSKqRlsSnmkFMUqRaPRASkGLMR4gUAgEBTCoFxB9+3bh/feew/vvfeeoutUIBAIgOxifLGc8UqZ8SSSy4vwASnh2+FwQKPRsOn9fj+LJVDLugeAPXv2AMjNGe/3+9M+j8VibD2l5ownUbZYzng+pkbujA+FQmx9FO9Cf/MuO/5vQOqM5z/jnfFyaDnFFON5IVpNjKdt5MXuXHK7zz33XIwZMybjNh1zzDF4++230xzxmQo98pnxNpuNuYYz5cOrcf7550tEz4HAbrfj7bffZs78UoH/Lek1HXN0jtMIGYq6crlcEme8xWJh7YKSMz6bGE9tFcXUUCeVz+djx99QF+MzxdQAYCNU5IwePRq7du1if8sz44FU51p1dTXMZjNuvfVW3HDDDQAAt9uNeDyOZDKZ1RnPo5YZT2J8NBqVtPV79+6F3++XtGNDTYzPFA0nGHioYKvJZGL3YDNmzCjKsuUxNQMhmA5F+PospUYpi/Hy62d/I8R4gUAgEBTCoFw5tm/fjscffxwajQZz5swpmtNCIBAcXNADYDgcxsknn5yWwdsfYjyJ5B6PB4C6GG+1WmE0GhEOhxGPxyXOeF7Qnz17tsSlTOJ6Nmc8Cc6xWIzlRt9222044ogj2DTFEOPdbjdMJlNRMt5JMOqPmBo+M56ELRKeeDG+ra2NPdjT+/yDvtVqZZnYQG+2aC7O+EKvVdnEeN6tzyPvZOCX1deccyqcR8g7J5TgnfFAymHe1taWd0zNYDLQbvxcoP3JuyB5ZzygLMbLnfGEkjM+WwFX/m8+M97j8bDixqUsvmQikzOe72BTiysaM2YMNm/ezP5WEuP50VOTJk1i+97lcmHhwoX4f//v/yEUCrH9mq8znraTvx7xMTgbN25EIBDA1KlT8fXXX0ui1IYCwhlfenR3d7O4s507dwIATj755KIsm3fDG43GIdfBN1CUckxNKXfO8qORMhktikU8Hs9oZBAIBAKBQImh9UQlEAgOKejh3Ov1pgnxQHFiatQy40kkl+f+AinBmxxjkUiECetyZzzFBvDZ2CTSZHPG07xUrBRIRed88MEHAFLxCbzARtuQb0zNsmXL8MILL+Q1jxok7BVDjE8kEux7UwFXcsYDUBXjgezOeKPRyPKZ6bNMwlV5eTmuu+46zJ07t6DvIhfWNBqNJNOd1j2QYrzaNmZ6oCTxkc7LqVOnAhhaDtxShH7TioqKtJgaOsepc5Aiqnp6etKc8USmAq7yDF25GB+Px1mnAGXGHyrO+EmTJinOP3r0aEnxbXlmPABcf/31kpxrGi3S2NgIIFVThKK1gOznr7wDj6Kh+OsR//q7775jAvyUKVMAFD6SZzAwGAxCjC8xQqEQ64Cm/5Vy4gtBLsYPdhHtUqWsrGxAxORCKOXOWeGMFwgEAsFQQFw5BAJByUKitlJuOlDYjfYzzzyDiooKnH/++dBoNOwmWs0ZrybGV1RUsHlIAPf7/YhGo0wEU3KjZhPjV69ejXXr1uHmm29m7/l8PpjNZgQCARZzU1tbK1k+vw350NXVhQMHDuQ1jxr0e1HWbF/gO1o6OjqQSCRQXl7OjgW/389EQnmcSyZnfENDA4455hj2N32WSVDWaDRYsmRJwd9FLjQ4HA7Jg1ttbS0mT56c5sxViqnpLzE+F2e8PP6EonCURo8Icken00Gj0aC8vDytI0nujKc4GZfLhUgkwkYl8MKwWgHXlpaWtNEd8qhAJWf8UC/gyo+CkcO3DZlianhIjOc7z+QdadTZRkW96+vrsXXrVlRUVODAgQN5x9QAqTZKSYw3mUxoa2uDz+dDZWUl6urq8Pnnnw8pgVM440sPvrPv1VdfLWoxzEWLFuHEE08EAPzgBz8o2nIPNh544IGijFrsD0r5ekDH7UC1KUKMFwgEAkEhiCuHQCAoWbLdSGcS4+PxOGKxWJoAQy5wo9GIc845hz1wksudRGBymjc1NeFPf/oTzjvvPLYM3hkfDoclArjb7WYiGL99DodD8pmaGP/YY48hHA5LYhF8Ph8cDgdisRja29sBADU1NZL1BoNB6HS6vGNqQqFQWhZ/odDvlY8YH4lE8NZbb+HMM89kbnWgd/9rtVrmSi0rK2PfmS+6Sg+rJBrKxXhelJo7d67E4Z5LZnxfkT+kyaNSzGYzXn755bT5lJzx9OBbbKEtl8x4Enyp0+WYY47B/PnzceaZZxZ1Ww41yPVssVgUC7gCvZ2DBInxNB0vssvnpTit22+/HQ0NDWy6WCwm6ehMJpNIJBLMGU9tAx1/pSy+ZCJTTA3f5vCveeT1FyimJpNIZrVaYTAYmBhfXl6OYDCIsWPHAlA/f+maovS5zWZTFOPHjx+PvXv3IhKJwGq14owzzsCqVaswatQo1e0rNYQYX3rwcUpOp7Ooyx47diw7F84+++yiLvtgorq6erA3QZVSdsZTmy/EeIFAIBCUMqV3BRUIBIJ/o3QjzQsmmWJq7r//fsydOzfNVV9bWwsA+OSTT9g6KDMe6HWgEn//+9/xy1/+ksVDACkx3mKxpDnjgZRLWE2M599Ty4z//ve/DwB4/vnn2XterzdNZK+urpY4XwOBAKqrq/N2xhdTjCeRNlNRWjm/+c1vsGLFCuzYsSNtu4BUYcS2tjYAYJnxhNVqhU6nSxOtMznj5eTijO8rvLCm0+lyzi3PFFNT7Ac/2sZcMuPpdzabzXjwwQfZOSUoDOoMPOWUU1hHEXWKBINBLFu2TBJ1BfS2M3T8zp8/n31G4gi1D1arlbVT/Lnp9/slzvhYLMZianQ6HRvxQB1VJHCUoviSib52YNXX10uuO4lEIi0zXg5FUVHHpN/vRygUYjE1am0Sva90fttsNsXM+AkTJmDv3r2sk3jy5MnYuHFj1iLOpYQQ40sP3hkvEMgRYnwvQowXCAQCQSGU3hVUIBAI/g2Jfjy8gzmTM/7DDz8EAKxbt07yPs2zbds2/OMf/0B7e7tEjJc7UIkvvviCvZYXcJWL8bTdfGcBbXc2Zzx9zmcU+3w+iWButVphs9nYd6HYhKqqKgSDwbyGk/eHMz4fMX79+vUA0gvP0jbV1dWx/SsX441GI4xGY16Z8XJyyYzvK/w2OxyOnMV4pZgaesgs9oOfyWRiIqwaSvEngr5DzviLLroIP/rRjwD0/vZfffUV1q5dmybGy53xTqcTL7zwAq699to0MZ7ailgsJmlTA4GApK2gYtQUU0NCstwZP9REB51OB5PJpOp8f+ihh7B69WrV+c1msyQrm4prZxLjAeCUU05hr91uN+LxOIuvUWuT6PdUOg8zifFutxudnZ1DKieeR6/XK17vBYMH1dMRCJQo5ZFSdNzKY9j6CyHGCwQCgaAQhBgvEAhKFiVXC3/jn8kZP2LECADAa6+9Jnk/HA5jxowZ2LdvH37+858jFApldMYTW7ZsYa+zxdSQSM53FlitVjY9bbvZbE4TrpViZnw+n+R9h8MhWRYJ1zU1NUgkEjkXtiVxrphivEajydmdHwqFsGvXLgBIK9BL3+Gwww5j7/EFXIGUcFVeXs7EQjVnfCYxnqbtz5gafv11dXWor6/PaT41Z7xGoyn6AzB1bGSCxHghmhUXEuN56O9PP/1UcR65GA8AM2fOxCWXXMJEEmofbDYbIpEIIpGI5LeTO+MjkQiLqeGd8QdDAddMx/bJJ5/MIjPU4HPjqcMzW5bz9ddfj9/97nc49thj0dHRASDVRgPqbVKmUSZWq1VRjB8/fjyAVPsrrwkwVKCCwcXMJRf0DSHGCzIxFJzxAyXGi3NFIBAIBIVQeldQgUAg+DdKoh8vSmdyxnd1dQEAWltb2XvJZBLhcBgzZ86UTEsFXAFlZ7xOp2NiPLnQLRYLy5kn8Vmr1ao6481mc5qAXlNTkybGB4NBST6rRqNJi6kpLy9nETn8PqF80VzFcLmY31disRgqKipyXv/u3bvZ656eHrS0tLC/ad/xGdd2u10iYhmNRjzzzDMsc7bQmBqdTpfV5doX+KKrTz31FC677LKc5lPLjDcYDKou30LJRYyn7RFifHHh2x+C/uZrRxBVVVUIhULweDyKv5maM54vLg2k2gk+xisSiSg642nUSCmLL5kgZ3xfIDGe70DNpc1oaGiA0+lEZ2cngN56EWrn2qOPPop7771X8TObzSb5vXhnPD/NUGSgnayC7PCZ8QKBnFLunBUxNQKBQCAYCgytJyqBQHDQ4vV601zpSjfSU6ZMAZASHdQc4MlkEgcOHIDT6WSiPJASEZPJJCZMmIDKykqJc5rEGiUx/uijj2bCMQnXNptNkhlvMplQXl6uWKQVgCRjPhaLIRaLoba2FsFgUDJdMBjExIkT2d82my0tpoac8bQeEs1I6MnVGS8vVrt9+3ZVIb25uRmnnXYa7r//flX3YjQaRUVFRc4xNfx2rlmzBosWLWLz0jZNmzaNTUOFJQmTyYTRo0czN2ihYrzdbi+6uM1D22w0GlFWVpZV9CaUYmr0en2/CCT5OONFTE1xUXLG878Fid80DQnDPT09GcV46myzWq2IRqPsHxEIBCTibigUQiKRgFarhU6nY+f5wVDAta9iPOWvm81m1kbm2oFns9kko5cAdWd8TU0NiyqSI4/Scrlc0Ov1cDqdOPXUUzFjxgxJezmUoP0hcuNLB5EZL8hEKXfOipgagUAgEAwFSu8KKhAIDjpycUrPnz8fJ510kuQ9+YP5X/7yFyxatAhASiBSE539fj/C4TAmT54Mv9/PhBASEc1mM/74xz9i6dKlAFIF+UjUUhKaGxoamIBOLnSLxQKr1QqPxwO/3w+73Y76+nr87W9/Q3Nzs2R9ND0J6LTdFC/AF4eVi/FlZWVpzng+pqanpwdXXXUV7HY7c0jm6lym7aD/L7roItx4442K0zY2NqKjowOvv/66pIODiMfjSCQSqKioYPnU2SCx0GAwYNu2bYjFYqxDhn4zcvsT8pgankJiagwGQ7/mxQMpMVCj0eQtbND2U/FfWlZ/PPQ5nc6shViFYNY/6PX6tMgTvnPojDPOAAAMHz4cgDQyJRcx3mKxsIgauTNeHlNDBVzpGNNqtUx0LmUnZCbmzZuHc845p0/LmD59OioqKjBs2DDWYZgtpobgRfvx48fjyiuvxFFHHZX3NvCud51OB5fLBYvFAo1GgxUrVuDFF1/MGrdTqtDxJtqW0kE44wWZEGJ8L0KMFwgEAkEhlN4VVCAQHFR8/fXXOOWUU1QLoxJKebHyG9yRI0cyh6PD4VCNqSGxeOrUqQCAAwcOAOgVnU0mE2pqapjLvrW1VdE5OWfOHCxdupSJ5qFQiIniNpsNU6ZMwbZt2+DxeGC1WnH//ffD5/Pho48+AiAV9skZHwqF0sT49vZ2Nl0gEJAU+LTb7WnOeIqpCYfDaG5uhtfrxbPPPsvEulydy0oxNZs2bUqbbtu2bZJMd6VOEBJRSDjOxR1P66+trWXbTB03tA65+zQXMV5ewDUXZ3x/otFoFKNIskHfnc+z7y9n/Pnnn4/nnnsu4zQkEC9evLjo6z+UMZlMqi7ryZMn4/jjjweQav8AYNSoUezzbDE1dLwoOeP9fr+kjaLMeHLGA2BiL7/coSbGz549G0uWLOnTMqZNm4Z33nkHdrudtVG5ivF8jnt5eTn+8z//s6AaFSTGazQa2O129PT09Gu81kAixPjSQzjjBZko5euBiKkRCAQCwVBAXDkEAkG/0tHRgXA4DI/HI4nbyIVYLMYyeo1GI7RaLROfHA4Hc6vLb4JJfCexvaurC6NGjWLiLy2DxHCz2az40FlXV4eLL74Y69evZ8vdvn07gJTAMmvWLAQCAWzZsgU2mw0jRozAqFGj0oqRAlJnPInfo0ePhk6nw969ewGkHPrBYFAi3lRVVWHfvn2YNGkSe4/E+GQyyVz1w4cPx/79+wHk74yn4o5KfPbZZ7jqqqswffp09p5Sxjw99FRUVABICX30Wg1ejKd9QEJXMBhkee7PPvssK1woj6nhqa2txU9+8hPMmDEDQK+YnUlQOOKII1ix3/7EYDDkLWwcd9xxuP3229Oc8f0hkFDRzmxs3Lix6Os+1LnyyisVHXxvvvkmqqursWfPHgC9Ynw+zngqTk1FR+XOeN5tHQ6HWQFXOs/4tqiUnZADhU6nyzumhh9Z0BfxnH4ro9EIs9kMt9udc4dAqUPHm6hHUTqIopSCTJTy9WCgO/eEGC8QCASCQhBXDoFA0K+Q4JuPQMwXiiQxnt6T52iHw+G0m2ByxpMYT+I8CVG0DLvdjueffx5TpkxRFMNoOlr3ddddh7a2NgApkWrs2LEwGAz4+uuvWezAsGHDFL+X2WxmmfG0T2w2G+rq6pgznneDU6zCsGHD8Nprr+Goo46C1WpFbW0txo0bx0S4vXv3wmg0ory8nAnWmQrb8vAOd6UOBKBXHP/yyy/Ze3xkDkG/Ly/GZ4N+D8pR5ucLBoNMuJo9ezb7PJMzXqfT4ZZbbmF/5+KMP/fcc7NuZzEoxBlfVlaGH//4x2nLEW7FgwvqFJRDI11GjhwJu92O4447DoFAAEceeSSsVisCgUBWZzyJ8XTO8mJ8LBaTZMYHAgHEYjFJxwwvxtN7h7LooNPp8irgCvTuw77WpuDF+LKyMnR0dBx0YrxwxpcOQmAUZIKuB6UoxgtnvEAgEAiGAqV3BRUIBAcVJAznKhB3dHSw17FYjAkecmGcRF+l5XZ1dcFkMqGurg5Go5GJ8TQtL2DMmjULFosFdrud5ZOT6EHrpG0gIR5ICSwmk4kVzCORRU2MJ2d8OBxmznKz2Yzhw4ez5dL7FosFt912G2677TbMmDEDLpcLO3fuhMViwerVq7Fw4UKJGF9dXQ2NRsPey9cZD0jFeL6QLh/hQqJ5rs74bITDYeh0OkksD83X2dkpcYQTmZzxcnLJjB8oCnHGK1FdXZ2Woy84uLFYLPjnP/+JY489FnfddRfLLgdyj6mh84pvG+LxOOLxOLRaLcrLy7Fjxw4WU0PnGe+cL2Un5EDBO+PzjanpaxwWL8ZTR42IqSltQqEQOjs7B3szCkLE1AgyodFooNVq+9TB2F+QGC8y4wUCgUBQyhy6T1QCgWBAkDvjE4lExkxzXownZzzQK7zymfH88nk6OzuZQF1dXZ2WGa/mUKYsZlo2rVtJdCGB5YYbbpD8XVlZqbhsyowPh8MSBzyJ8aFQiBV+5d2oDQ0NAIANGzZI3peL8UCv6JxrZjy/78hVDwAtLS2K09fV1QHILMbTvstVjDeZTJL4Ippv8+bNmDVrVto8mZzxckpJjC/EGa/EJZdcgieeeKIIWyQYSsiPYer0UjqmSIjgY2rovOLbBiq6rNPp0NDQgC+//DItpoYXe6kQ8aEuxpPAk68zvpCceB4S4w0GA4vWEs740uaaa67BwoULB3szCkKI8YJM6HS6kr0WiAKuAoFAIBgKlOZVVCAQHDTwueStra045ZRT8B//8R+SwoH8a7kzXi7Gjxs3DldffTXmzJkDAIqFYXfv3o2xY8cCSGWuU2yNPKZGDonxJJrInfH8gylt17Rp0/DGG2/g9ttvBwDVnHQ+M56EMavVipEjR6KtrQ2///3vccUVV0jWB6TieMaNG4euri7J+7RtvBhPwlwxxXheHCExXimmRu6Mz7WAq9FolDjg/X4/enp60NTUhCOPPDJtnnzEeNqWvopgxaBYYrxer886IkBw8EPOeKVjgZyKvDOeznX+fCYxXqvVoqGhAV999RVzyqtlxpeq+DJQ8EULcxUqiy3GC2f80GHLli2DvQkFI8R4QSb4Qt+lxkDG1MTjcSSTSSHGCwQCgSBvDu2nKoFA0O9QNEw0GsX777+Pnp4edHR0sGKj/DRAuhjfbJuAiKmciU56vR4//elPmRhBrneenTt3YvLkyQCkYjytJ5sYT24aeTQOH/HAD80dMWIEc8SrOeMp1iYcDqO1tRVWqxUVFRWor6+Hy+WSZLLzAhgAVrxVyRm/b9++NDG+rzE18t+AqKqqgk6nU3TG0zrtdju0Wm1OYnwkEoHJZEoT4z///HMAYDn8PPmI8Q0NDXjllVfgdDqzbkt/U6yYGoEA6BXjlY4pEiJIjOfPE6XMeK1Wi+nTp8PtdqOjoyOjGH+oCw60b/MRwWnaYsXU8M54pZFhQ5GDUYxXu8cZKgi3ryATpeyMH8iYGmqzxLkiEAgEgnwZlKuo2WxGTU0Ni5EQCAQHLyQWhMNhSRb57t272WveaS0XgtcZG+CqOTxtOH5VVRU0Gk2aGO9yubB//34mxlssFiYeZxPjTzzxRAC9hV9pnfkIL0qZ8Q8//DDmzJnDCrju2bMHo0ePhkajwejRowGkYlkI+fqowKOSMx7ozXIvVkwNdV4AUnHE4XDAYrGgq6srzfFH0xkMBthstrxiaqZMmYJJkybB6XTC7/ejpaUFdruddbjw8A882cRtjUaDiRMnZt2OgUAUXhUUExr1kckZT8Wt+eNOKaZGq9WyjkgAGQu4lqoTcqCg759PPAyJ6MUS400mExPju7u7+7TMUoHadf7aM9TZsGEDe83f+6ixbNky1hHdXxw4cACzZ8/GRx99xN7zer14+eWXJcWcgdQ1XVyzBGqUcmSZRqORRIr1Fy0tLfjlL38JQIjxAoFAIMifQbmKzpkzBy+88AJeeOGFg2aIrUAgUIZ3xns8HkycOBEmkwlNTU1sGhLjzWazRFyPxmKIa3RIanRp4oder0dFRUWaGL9z504AYGK82WxOKyKrJsaPGzcOGzduxNSpU9m8maZXQi7G63Q6nHTSSTAajSwzfs+ePRgzZgwAMDGeF8nk7eKECRMASLPa+W0iZzyJZfk440lcImc8n7EPSJ1F5eXlsFqteP3113HFFVdIhHpap16vh91uz0uMHzt2LFatWoXq6moEAgFEo1HVfU4PPCaTaUh15gpnvKCY5OqMp8x4gj+fE4kE4vE4dDqdpM3JVMC1VMWXgaIvzvi+xtSQmM87410uV5+WWSpUVVXBbrfj+uuvx2WXXYZXXnlFcdTbUGLv3r3sNT/yTI3169dj+/btRVv/O++8I7nPAsDq0mzatIm999lnn+HRRx/FN998I5lWxNQIMlHqnbN6vb7fR9ps2LABf/3rX9n6BAKBQCDIB3HlEPx/9t48TorqXv9/uqv37umehRmWAQREELe4gInmasAF1CwalyyGaK75qrkx1+VnjEs0MYkajRoj12gSTOIWd0UjURBEARURlVV2Bhhmn+mZ6b32+v1RfU5XVVf39GwwM57368WL6e7q6uql6pzznOc8n2HHbbfdVlKn59FHHz0IR8PoCWNmfDweRyQSgdvtNjnjichcW1trEhdEWReOVCcHrze/02+MoCHs2rULPp8P48ePB6AL6kZ3vsPh6HGAScQrIgg7nU4aMXPJJZfg8ssvL/hca0yN8bdK9tHZ2YmZM2cC0AWWyspKk8PRGlNDxPjm5ua8YwRAhX1yf2+c8eXl5YhGo1QsGDduXFFnvM/no5nyHR0dNEe+r8544/sIBoNIJpOoqKgoGEFDPs+ByF8/mAxUZjyDAZSWGW8s4GrF6XSanPHGyU5SqBXIL+A6lMWXg0FfxPiByoz3er3gOA4ejyevrslwp6KiAm+99RZWrVqFJUuW4KGHHsIf//hHzJo1C+eccw7mzJnT75UFBxvjij+72jZWVFXtlXi4bNkyrFy5EnfddZft44888ghmz56N66+/nt5nLB5PIBPpa9asoQXjNU2DJElMYGQUZKhPznIcN+hivDGOkZ0rDAaDwegtQ7cVZTAYIwKjGJ9IJBAOhzFlyhTs2bOHbkMGrbW1tSZROiPpYrzm4GxFB6uLG9CX7VdXV5viBIzOeI/H06Oj2irGA7nBa3V1NRWg7bAWcLWK8Z2dnYhGoyYBnbjjCdbJgtraWgDmCB/jsR177LGmY++NGF9WVgan01mSGE+c8YS2tjb6t9EZX6oYTzLjCeR5xRx5ZAA43ITtU045hU7AMBj9paqqCoB9XAq59tnF1BDcbjfNjOc48/WV49QplnEAACAASURBVDhbZzwT4/sWU0MmKAvVEykVh8OBYDAIt9sNh8OBBx54AI888ki/9jmU8Pv9mDdvHh566CEsXboUt9xyC2RZxm9/+1vMnTsXN910E955551hk7+eTqdp1FpPznhVVaFpWq/Ew507dxaNtVEUJW9/pK9VSIw3PlfTNOaMZxRkKBdwBfS+6GDH1Bjjp5gYz2AwGIzewloOxrDjnnvuobEcjKFJOp2moq3VGT9lyhTU1tbigw8+oNsTZ/z48ePx8ccfA9CdWWlBH0gWE+MXL16Mb3zjG3j11Vfh8XhMrw3oorXRGV+KiGInxpPnWV3rhZ5LMA5mPR4PddJMmjSJ3j9x4kRs2LCh4D45jsOpp56KM844g94XiUTwwx/+EBdddJFpcsHtdvcqpsbv98Pv91OxYOzYsXj//ffpNnYxNQSjGG91xpdSwJXn+TwxvrOzk8ZrFMLlcg07R+hVV111qA+BMYI4+eSTce+999pODJLrgaIoBZ3xXq+XOuMdDgcV7SVJgtPphKZpAJAXXzOUxZeDQV/EeAD4xz/+QSdV+0MwGKTfJ6lxMhIpLy/HhRdeiAsvvBCtra1YtmwZli5diptvvhnBYBBz5szBOeecg5kzZw5ZESyZTGLMmDFobm7u0RlP8tpLbbuBXM2HYvu0ipF2Yjxpu7ds2YJYLIZIJGJqzxkMO5gznjnjGQwGg9E/hm4rymAwhiVPPPEETj/9dJo/SlxsxpiaSCSCRCJBBR+jM57neWQyGYiiCAW6qKQ58zPjgVxWektLC+rq6vD+++8jlUqZ3JxWMb4URzXZxviaZPDakxgPAK+99hp+9rOfAch3xhOMwszRRx+d5463smDBAlxwwQX0tsPhwHXXXUfjeIzH3htnvM/ng9/vpwVca2trkUwm6WdGBjO1tbUYP3686TPZunUr1q1bB2BgnPGBQADpdBqiKBb9nljkC+OLjsvlwllnnWX7mFEwL+aMJ2KeNXrF6XTS897qjB/K4svBoC8xNYAeNdZbAd+OQCDwhRNIR48ejfnz5+Ppp5/Gyy+/jEsvvRSbNm3Cz372M5x33nm4//77sWnTJtqfGCqk02mEw2EEg8EexXgimvdGPFRVtagYL8ty3v5Iu25sP8k2qqpSMwS5jwmMjEIM9clZ5oxnGHly3QF0Z0qf7GQwGIyDwZAfVXV0dGDLli1Ys2YNVqxYgRUrVhzqQ2IwGAVIJpN02fyBAwcA6IM/DQ5awLWsrAxlZWVQFIWK8EYxHtCjZnieh+rUO7eFnPHGZf9PPvkkbrzxRiSTSZNgbo2pKcVR3R9nPKA7/Em+rbGDTvZLPgPCt7/9bTz//POoqanpcd890VtnvM/nQyAQoGI8cdqSqBpZluFyufD666+jvLzc9P6feuop3Hjjjabl9W63u1cFXK2Z8T3F1ABMjGcwimFcKVPoXCFivKIoVGAn1ziO4+iEnvF8H+riy8GAfFa9FeMHipqamrwi4V8kJk2ahKuvvhqvvPIKnn76aZx77rlYsWIFrrjiClxwwQX485//nFe09FBBVumFw+GSnfEDKcbbZdCTvpbxflmW4fV6cfjhh+PDDz8EkJtc/6JN/DBKJxAIHLLrYClwHDfoYryxn8vE+KFLgpfxo+c3YPHW1p43HiF83pLA5uaea5UwGIxDy5BsOdra2vD6669j7dq1aG9vz3vcGNVA+Pzzz7Fp0yYAekHEb37zm4N+nAwGw4xxySZxjDTJfmz4r1sQy0RpZnwkEgGgFzULBoNIp9Nwu90YPXo0AF2M5zguJ8Y77cV440B0x44dUBQF0WjU5Bb3er2QZRlLlizBqlWrShLjR40aBZfLZRI9yKDD6BQtBumY2znjrdESJAP92Wef7TFbtif64owPhUKor6+H1+ulqw2i0Shqa2uhKIrpPVgHX+l0Gq2trSYnXSgUyoupefjhhzF37lzMmDGD3lcoM74nZ3yh6A0Gg5HvjLc7Vzwej6mAK5AT451OJ53ANLq5zz33XBxxxBGDeehDnr464weKu+66iwmk0CecZsyYgRkzZuDaa6/F+vXrsXTpUrzyyiv45z//ialTp+Kcc87B3LlzMW7cuENyjKlUCqFQqCQxnoiGvYmp6UmMt8uMJ+KhUaQkE+6nnnoq3nrrLVq8FWBiPKMw3/3ud3H22Wcf6sMoyMGIqWHO+OEBL+vXO14a3MmZocQdS7ZDkFX85/99+VAfCoPBKMKQajlUVcUzzzyDRYsW0WJGVgoVXgyHw3juuefo4zNnzqSFkxgMxuCwePFiTJ06FUceeSQAmAqrkcFnt+aBynnQ1JWEoigmV3g8HsfYsWOpg4w43Ts7O1FWVgYtK8arDqetiP6tb30LqVQKCxcupE781tZWTJ8+nW5DxKTbb78dAHDUUUf1+L6mT5+OZcuWmdzrvXHGAznRxk6ML1TzoLy8PK8AbG/prTM+EolQF7/H46HHVl9fj+OOO44O1Ank/TscDnqNrqury8uMT6VSqK+vRzgcRnl5OV588UWUl5ebxHi7zHjijGcxNQxG37DWkCgWU6MoCr1WkXOR4zh6LTeeZ1OnTsXUqVMH89CHPORaOBCRM32BTGQzcnAch5kzZ2LmzJn4xS9+gTVr1mDJkiVYuHAhHnnkERx33HE455xzcNZZZ/W7iG5vSKVSCAQCiEQiJRVwBXrnjO8pM95OjCfiodUZ73K5cMopp+Dpp5/G7t27aTvPxHhGIcLhMMLh8KE+jIIcjJgalhk/POAl/TopyIWvl6Xw01c24dixYfzPqZMG4KgGl5Sg0EkIBoMxdBkyMTWyLOPXv/41XnnlFdvGs5AIT5gwYQKOPfZYKg6tXLlyUI6TwWDkuPPOOzF//nx62yjGk0GfkO0EdXTr4rzRGU+2yWQy8Pv9iEQicDgc6OrqMsfUFMiMD4fDuPrqqxGJROi5H41G8wq4Gim18KdRiAdy4kupzng7MZ4IW4MpCPTGGU8ifch78ng8iEQimDVrFu6//37s27cPsiybnLbEEUpWHzgcDuzduzcvMz6ZTOLCCy/EZZddBk3TIIoizasl2GXGy7KMVCo14gq4MhgHE3LO9lTAVdM02r8i55wxpoadZ2asqwgYQwu3243TTz8d99xzD5YtW4bf/e53CIfDePDBB3Huuefi2muvxeLFi0sqMN5fhmJMDelz2Tnjjz/+ePh8Pnz44Yem9pzBGI4cjJga5owfHhBRWlD6J8avruvEJwe6B+KQBh1BUZHux0qAlCDjg72dA3Y87UkBuztSuPCJdZD7+T0wDj6qquEfa+uhqEOrNs9IYMiI8QsWLMDGjRsB5ByXRx11FL73ve9h/vz5JRVmOvXUU+nf69evH7RjZTAY9hAx3uv10sEnr+SL8UToJm4xMmh1uVyIRCLo7OxEJpOhzni3N1B0pYtV3C4mxve1yBsRoUuNJygmxldVVfXpGEqhN2J8NBpFVVUVdcZ7vV44HA48+OCD8Hg8eP311wvG1MyePRsnnHACpk2bhr1799JBP8dxCAaD9LfQ1NQEWZahaZppsgbIz4wn31UymSzqfOc4jjnjGYwiEIG9pwKuRmc8OaecTie9hrDzzMyhjqlhlE4gEMC5556LP/3pT1i6dCluuukmZDIZ3HnnnZg3bx5uueUWvPvuu3nt0kCRTqcRDAZLEuNJ+9lbMb6Y2GjnjCeTEMb7JUmiq81mzZqFNWvWmFa6MRjDEZfLNegxNcwZPzwgjvhizvhoSsR/esiUT0sKxGEiJPOSgrTYdzH++Q1NmPPYh1AHQHzd3BzH2N8sw8sbm7Bocws606yQ7nBjQ1MMP35xI9YNk8mo4cSQEOM3btyI9957j4rwY8aMwYMPPoh7770Xl156KWbPnl3SfmbNmgVAF9t27dpVsiDFYDDyWbVqFW666aaCjxtFbZJDSga11dXVaGtrwwMPPICUoHeGO+N6pzUcDlPx1+qMB3RhnRZwdejCx8lfOQWnn356wWOxivFG97rVwdjW1lZwP8UYCGc86bgPphhfakyNoijo7u42ifFEeAsEApgzZw6WL19OB+oEMtHxrW99CwsXLsSUKVNQV1dHt3M4HHmfEbkW9+SMJ59xIpFgBVwZjH5gdMbbnUt2mfHknOI4DldccQVOPfVUTJw48eAd9DCAifHDk/Lyclx88cVYuHAhFi9ejKuvvhr19fW46aabMG/ePPz2t7/F2rVrB8xJK8syBEFAMBik8WvF6GtMTTFzAZlsM1LIGU+uESeddBI2b97MnPGMYc9gi/GyLJv6tOxcGbrwJYjxz37WiAuf+KToftKiAlHOXXN3d6QOaQ69qmroSttrXbzcP2d8V1qCpGgDMvnQHOehqBq2t+lj4P7GBTEOPomslhNNMW11oBkSYvxzzz0HQBf3qqur8Yc//KFPRcJqamqoCKQoChoaGgb0OBmMkYYsy3j66adtO6x33nkn3n333YKDPaObbPv27QByYmt1dTU+/vhjPP/889Td3pXQB6NlZWXgOA5lZWXULUayVQFg7NixaGhoMDnjJVUrGlVVzBlvFeObm5sL7qcYRHwpNTPeroAryWM/+uij+3QMpVCqMz4Wi0FRFFsxHgDOOussNDc3Y+vWrbbOeFLcdsyYMejo6DAN6Mn+AN1lSwb2VgeiNTOe/F2KGM/iMxiMwhid8XYTV8QZbyfGO51OTJgwAQsWLGDOWAtEjGcxNcOXMWPG4LLLLsOzzz6Ll156Cd/73vfw2Wef4ZprrsF5552HBx98EFu2bOnzKjogZ1AIBAJwu909tsl9EeM1TYOiKFi8eDH+/Oc/5z3e28x4QDcKCIJAjQPs/GcMVwY7psYadcXE+KELEcyLicDdvARRUYtGqGQkBUI28kbTNJz00Co8+cmBgT3YXvCbt3ei8o6ltu51QVb75YxPiXobwQ+AcJ7JxtU2xPjsPlmW/XAjlf0tdRaY/GH0nUMuxicSCWzbtg0OhwMOhwNXXXVVvwpUTZgwgf7d2Ng4EIfIYIxYduzYgYcffhjbtm3Le4wUEi20vNro9CLPN4rxpBNMct8FRe8skIga49LtZDJJ758yZQr27t2LTCZDn9vTzHxvxPi+DrB9Pl+vHNlGZyph5syZWLx4MY4//vg+HUMplDLwB/SIGgAmMd74WU2ZMgWAHjNjzIw/8cQTcdFFF9HCXUT8Nzrojc54v99PRXirGF/MGV/scz7iiCPo8TEYjHyMK3OKOeONMTVkOyLOM/JhzviRxeTJk/GTn/wEixYtwhNPPIG5c+fi7bffxo9+9CN8+9vfxmOPPYa9e/f2er/pdBqA3hZ6PJ4eV6uR/lKpxdfJc1RVxfr16/HRRx/R+2VZzou9Wbp0KaLRKBUQjSKlse0m46+Ojg4ATIxnDF84jhtUZ7wxLx5gYvxQppSYmgSv/1aIcGyHHlOjjyFjvIw4L6MxxhfcfrB5cWMTAH2SwAovK/1yxiez4utAOP/JpEBDdwYAc8YPR9JUjGcRQwPNIR9xbd26FZqmQdM0hMNhfPnLX+7X/oyV3UkeNYPBsCeTyZj+N0LEeDIos0IGmwDQ2qrn7BljaghEUFedemFPImYYnfGxWIwOAqdMmYKmpiZ0dXUBnD4QFHtouIlLm2AUg60O6iuvvLLovgoxatQo1NTUlLy9XUwNoLvyBhMijhPXXCGMYjyZCDEK4ORvnudN72HixIm49dZbTW5aURQLOuODwSAVGIxLehVFgSRJtpnxiqIUFQF+85vf4LLLLiv2MTAYX2hKdcYbC7gaY2oY9jBn/MjE4XDgmGOOwY033og333wTjz76KE466SS88MILuOSSS3DppZfiySefREtLS0n7I2aFYDBY0gS5oiion3oumuXSf1ekgKs1O/7WW2/FggULAOTE+F/96ldYtmxZQWc8aW/JGIqJ8YzhjsvlYs54BoDSYmriAnGC2/9mJEU1xba0J/Xxbl/Fyf9bvRd3vLW9T88ldGf0107ZOOB5SXfG99WANrDO+KwYn524YGL88CNlI8Z/XN+FS54sHu3E6JlDLsZ3duqVmh0OB6ZOndrv/RndSnYCI4MxEvm4vgvPfNr7WCYiqBuFdYLVIWXFONgk2wiCAIfDQeNYAEB16oM5zekyTZaFw2E6MIzH4/SxyZMnQ9M07NixAy6vfj4TJ0Ihqqur4XQ6MXr0aACFC7g+/vjjuPrqq4vuqxAXXHABnnrqqZK3LyTGDzYkM3716tU477zzCnbEiBhfWVlpG1ND/k6n00Xfg1GML+SMJ0KE0RlPBHqjqGX8rlgmPIPRd4xu92JifKECrgx7yGfDnPEjF47jcPLJJ+OOO+7A22+/jQceeAATJ07E3/72N3zjG9/AlVdeiZdffhnd3YULmaVSKaSDNfjXjrRtdNybb76JDz74gN7+tCmJ9tqTsQ6FazSoqkrHTEDO3S7LMo25AfS6OCSOj7jkFUVBIpGgx2HMmze23cSEQfoHTIxnDFcGO6aGOeOHD0RgL80Zb/+byViibtqS+rW0rxnaT3xyAG9t71sNM0IxMV6QVahazyvLC5EaQGc8+ezoPnshxv/+nV14b7e9DsEYXGRFxfee/hR7OlK2MTXLd3bg5U3NBc8ZRmkc8hGXcWbZ6KbsK8YOL2sYGV8UnvqkAXct29nr5xERvi2exi/e2GrKyutJjCeTXRMnTqQDN0EQ4PF4qNMaAM19V53uPDGerF6xivEA8Pnnn8Pp0YXanjoT8+bNw1/+8hfqXC9UwLU/1xiXy0UHqqVwsMV4RdXwr08b4HbrA/+mpiZEo9G8wUh9fT127dqFaDSKUCgEn89HPxejGE4G4T2J8cT1Z3TXGT9/oxBhFOOJS94uM974+gwGo/cQ0diugKvT6aSuQWNmPNmOOeMLQ66FzBn/xcDj8WD27Nm499578fbbb+M3v/kN/H4/7r//fsybNw/XXXcd3nrrrTxDQzqdxv5p38J9a9rQInnQ7TUXbf/Vr36F6667jt5+easuspcpZoHPyJo1a3D++efT9tSYM29s5xVFodsYI2uMQn5TUxNOP/10NDY2Fo2pYeMoxnBlsGNqmDN++MBno2eEIpMzCaG4E5zE15DxaFsPzvgtzXEcee8KpMX832BalLGxKY6uTP8iP8ixJm1eg0xA9DU3PtnD59EbrNE/PTnj1+7vwuZmfeX8bW9ux5zH1vT7GBi9pyMl4oUNTfi4vts2pqYhputA3f38HX/ROeRivNHBOhBOdqNTxSgIMhgjmbSoQOjD7Dc55z5t5XH/e3tQ3507B4kg05MzfuLEiSZnvM/nM4nuxpgaO2c8cWyRQWAwGMTo0aNRX19fshjv8/lw4okn0nO+kDO+WPHVf29poYV5BgK7Aq6Dydr9XZj/7HpEHXosDHGeWwcjCxcuxB//+EdEo1GatW/njOc4jjqLir0Hr9cLVVXB87wpT5kIfKIoUmHAGFND7jO+plHgYs54BqPvkPPP5XLRc5lAbhMRz+qMZ2J8YZgz/otLMBjE17/+dSxYsABLlizBz3/+cySTSdxxxx04++yzceutt2LlypWQJAmpVAoeQTcb/H8bPdh6wpVFXbrv7NNFeEktXKi+u7sbmUwmT4yXJMm0b1mWTe0/+ds4PmppaUEmk0FjY6PJGR8KhcBxHBPjGcOewY6pIc54Mq5h50rvSQly0YKpA0UpmfEkpqaQy5eIkWQf7cQZX6Cg5ba2JHa0p9CayH/8s4YYFFUrWcRMCjLm/nUNzVwHzPGtVme8pmlURO9tbnyCl/G3NftNLvbdHSm8ua21V/vZ0hyHki0sm7GMrXsq4Hrzf7bhdz0YDDOSgitf3MiE4EEkZfjNk9iizkzu99zQrY/pu1iOfL845GK8UZxramrq174URUFdXR29bc2RZjBGKmlJoTP/vXpe1s0Vy15IjbPXZADXU2a81Rnv9XrpeR0IBKByegdVc7pME2SRSATd3d1IJpO0ZgRh/PjxAACnWxfS06KCI36/Ah/szTm77CCislF05zjO1rFtZGtLAuf/cx3+8O6eovvvDQfbGU86XDLnNQngVjGe53mk02lEo1EaJ2QnxhtvFxPnyGebSqXo3w6Hg37WgiDYivHEJW9XwNW4XwaD0Xusbnfj+eR0OulEm50znsXUFIYVcGUA+vjikksuwd///ne88cYbuPLKK7Fv3z7ceOONmDdvHp566im4JLNbvlhx1gQZ9GqFzz2jE954W5IkU0yNoii0fTW65I11tIgRI5FImFa1ORwOhMNhFlPDGPYMdkxNMplEIBCgbQGbxO49sx/7EA+tqut5w35SSmY8dcYXGEuTMVapzviUoG9v51r/aL8+MdqdkUrKdN/VnsKynR1YXdeJ3769E2983gLvzf8xvJb5NWRVA9ltb53xS3e04eqXN2FXh264y0j6+Pvrj39c8j4aujM49oGVWLC6ju7DSE/O+IQgI5aRTc+zfk4725N4fG09NjTGkJEUvLa52fTYox/sK/l4GfaQ37yxGLCdM76/Kzy+6BzyEdekSZMA6CdZY2NjQeGvFD799FNTDML06dP7e3gMxrAgLSq0s7F4ayte32JfZGxrS8KU/0YGZDGeiPFmdxVgL8aLokiLr9bW1iKVSiGTyYDneZMYf9NNN6GqZiyAfGd8ZWUlOjs76QDR+NjYsfpzHG5dDO5IidjdkcL2Nr2BLeRcIGI/EYJX7OrAixuaqOBbSIxvSejXDdJ5GggOthhPvn/JoWfGFxLjZVmGIAjo6uqiE5Z2MTVATozvyRkP5MfZGMV4IkIYr89dXV0AzN+7XWY9g8HoPUZnPGC/6oUUfzQWYwbyBz2MHEyM7xtpUe6xEPtwZezYsfjRj36E5557Di+88AIuvvhixGIxeIJh03bFirhK2bo4YpFhmTEjHjCL86qqUhe8LMum9t/qjPd6vXRinIjxRiExEokwZzxj2ONyuQY9piYUCuHLX/7yoL3GSGdvNI19nYNf36+UzPh4D5nxRNQWrZnxBZzxRLxMCvm/wbX1+vhH1YClO9rxcfY2AOzrTOc9pyObS//K5mb8eukOvGYZ41ud8cYJBWtEDAA4bnyjoFhNPocDWRe+3fH3RF1Un4gmBVutnyk5voykmNz+hJQgIy7IJtd7U5w3bUPeV1pS8N2nPsW3n/gEB7r0fb20sQnXv76F9WX7iXF1hF0BV/L9MjG+fxxyMX7ChAmoqsplKS5atKhP+1FVFS+99BIA3dkxefLkAcmgZzCGA7ozXr9Q/nXNfttGVlU1zHp4NZ42FHol7va4kJ8tRwZwxCFl5NRTT8W9994Lv99Pc9qj0Sh1xk+dOhW33HILzjnnHBw+fYb++k63yRlfWVkJQRBooTESUwMAY8aMAQA4XLrQSxqBra0JXPPqZryzy37SrqysDE6nkzqs/7JmH/64cg+8Xi+8Xm/BgSUpSFLuH7iB50EX47Pfv+R0F3XGE9dcJpOhKwgKifHEFddTZjxQXIy3c8bX19cDyK2CAHQBkQiCTIxnMPqOVYwvxRlPzrliouEXHXJdZ5nxveOiJz/BL9/afqgPY9A5/PDD8dOf/hSvvfYaZp7yXyjzulDtcwCaZpqMNqJpGoheImmF3bVWZzwR50lMzX333Ye7777b5Iy3E+NDoRBti5PJpCmmBshFCFrjrRiM4cRgi/GJRAKhUAi33nor3njjjUF7nZGKpmno5mXqSB8otrcm0BQzC7elxNQkeoipsRZwbc864+O8DElRsa6+m8ayAKCxHkkbk9dH+7vwpXH6ZO1PX9mM297U20ZJUTH57ndw5YsbTdsTMX5Do25eM74OAHxU34U/rsyt7DbGwFhjakgs0P3v7bZ9n8TJTyaI39uT0wCsr1uI/V26tlAT0seUhTLjz//Hx5jwu+U2x6Agxkum+JOtLeYaDWTMu78rgze26hE6ZGJE/040JhL3kxRdLaLkFXAVZIVGNbGooP5xyMV4APja174GQL8w/+c//8H69et7vY+nnnoKO3bsoLfnzZs3YMfHYAx1iDNe07TsRTO/c9PNS0iLCs34AgxLlbMXWTtnfH19fcGlnoFAgEaddHR0UDHe6XTi4osvhtvtpvu0OuPJJNzevXsBmB3SRIzXnOaBILnw72pP4rtPfYoEb36fo0aNQkVFBRwOPXc1mpKQkVRTkVI7muN6p8rnHriB56F0xouiWDAzXpIkCIIAnuepoOTxeOD1evsUU0ME/EQiYRKoTj/9dBx11FEmMZ687syZM/Hyyy+juro6L8ef7I858hiMvlOKM544apkYXzplZWXw+XxMjO8lO9pS1Gn3RcDhcCApqjhvRg1+9qUQ4HAgnrYX42WDwCE6ehbjSX/MWsC1o6MD7e3tPWbGB4PBgjE1QM4YwdpgxnDmYBRwDYVCcLvddDUvo3TSogJF1RDnB1bIu+KFjXl547SAa1FnvH4chQqW5sfUiPC79b7T+3s7cfLDq7Hwo/257UX7mJrGWAYNMR7zplcDAPZ1pbG9TReaV2WF731Zh/e6+m7wkkLF+D1Zx3lr0tyW/P6d3bjx31vpezC+T6PJ7p8f1+PThlj2/dqfG9bJkWU72ws+VojdHfpxEvHeGpVDJguW7SxQk05UEOfNzvhtbebi5kRb+Gh/blUBEd/Je2tN2Le5jNLIxdSo9DvsykhQVQ1NMcNKd5YZ3y+GhBh/0UUXIRAIwOFwQFVV3HXXXViyZElJz43FYnjooYewaNEiKsCVl5fjrLPOGsxDZjCGFMZOgqCotgVbotnGvD2Vu4ASZ3xSyhZZsYjxY8aMQUdHB1avXm37usFgkIrq27dvRyaTyXNXk46NVkCM37dvHwCzM550bK0OBdIh+cO7e/Dixqa8gjIXXHAB/v73v9PbnWkRGUmB1+stGFED5Ja/FXJE9IWDXcCVuAQEcKaYGmtOLYmpIZFChOrq6rw6G71xxsdiMZNAdc011+CSWOUyIwAAIABJREFUSy6Boih04M/zPNrb9Y7dli1bMGHChLz9kWNizngGo+/YZcaTvzmOo8XtjAVcyeNMjC/M7Nmz8cILLzChsgee/uSASRBpSwp9Wu4+nEkIMsq8LoR9+nnVleZttyOxBw5Fguyw/10lk8keY2oURaHCPDmHjX+T/0OhUJ4Yb/w9l5eXA2B58YzhzWBnxicSCdNqX0bv6M4Kx/EBbhfigpzniKYxNQWKxcqKSt3br2xqxlUvbczbhsbUZB3j7SkB06t1k9fbO/RxjWBTVNUqYK/N5sWfc6S+qlzTgMYYjwQv0/iZSRV+yIqKrz7yPp5f30THvoTWhICgh8O/r5hFJwQA4OP67uz7NYjxhnHtTW9sxd8/1lclxwqJ8bz5nGkxCNqxEh3Qe6J63jyZiOgpM37lng78fW09vZ0UZF2Mz/5G/G4nGmP2MTVtyXxRmInxA4O1gKtDX+SHGC/RvHiAxdT0lyEhxpeVleGqq66CpmlwOByQJAmPPfYYrrrqKjz55JNYu3atafudO3dixYoVePDBB3HVVVfhvffeg6Zp0DQNTqcT1113HetEMkYMbQkBs/60Cm0JAdtaEzh1wfum3Hcg10ngJTV70czvgJLGnOTcaZqGz1NeaADS2TbZWsD1uOOOw5e+9CW8+OKLtsfm8/mowH7rU2/jP+9+kOcYpM54Lj8zHgDq6uqoM5tAnPHWQjrkPZDOQZnPPHD1+Xym2JNoVoz3+XwlifG9LXRTjIMuxmc7N6LmgqqqdLBt54zneR6CIJi+q8cffxwXX3yxadtSnPFkG6sz3vhYMpmkx2KMPZo4cWLe/pgYz2D0H2JOIH0hj8dDz89CMTXk3BtMN+Fwx+Vyoba29lAfxpDn9c9bsShbUC0lyEiJim2/ZCSTFHUxPuLX27JYgWxh4rR0yRlIyO8v7NixA2effTats2J1xpOYGpIbb82Mt57PxlWCiUQCkiSZ+inMGc8YCbhcLgiCgA0bNgzK/okzntE3Yhn9ulTIod1XMlJ+W1OogOv+Tt2QZhTMl2xvw6LN+XXX0jSmRv+/NSHgyBr9+/9wXycAYFTQk7e9Nabm04Zu1EZ8OHq0eSJne1uSutC7eQlpSYGkaGhNCnlifEtCQE3Ii28ePQYhb+46/eE+vY0wagRkXEtigcgK80KRM9bJg6jhtQsJ+FaIgz9RIIdfyK7kJ/x1TT3uf1ePzRFlFbKqISHI9LWnV4fyhHUywULeD5CLUCETPEyM7x+5zHj9nBqdjR2KpiU6OTIu7GMxNf1kSIjxAHDGGWfgO9/5DhXkNU1DS0sLXn31VTz++ON0O03TcNNNN+Hhhx/GqlWrqOBEBp6XXXYZTjzxxEPyHhiMweDlTc345EAMb25rw/rGGNbs76JFMwjGpUSCYTmRkWh2xpjk3G1pSeAV7Vh0j5qBpKh3UJJi7oJKli6fccYZ2Lhxo61Ak0wm4XA48NDDC7BvxrfRWXNsnjOeCPyq02VykYTDYbhcLuzbtw/hcJiew0BOjBdk8/uwdkh6IpqWShPjs5/nQIoFdjE1dVm3wGBAOju8pl/WUyn9tcj39sEHH+CJJ56gA3VjTA2gR/xYBfBSnPHkOfF4PE+MN0bYEFpacp1cO2c82QebUGUw+o71+mOc8OQ4Dk6nM0+MP++88zB//nzMnTv30Bw0Y8TQlhRoP6Q9225bl+uPdBK8jJCXQ1lWjO8uEFNDnJYuKQPZmd/WdnZ2QpIkWuze6oyXJMnkjLeK8caVLsaaOkAuM97Y3hJDA4m1YTCGIxzHYffu3bjyyitNfdCBgjnj+0e3JVJkoOAlNS+q1S4z/h9r6zHp7newN5o2CdDRtGS7ujwj5ZzxcV5CW1LErIn6KqI12agUUcl3xltXhLUlRYwL+xCx1Cj7vCWBuuzkQFdaomPnaErMG/u2J0WEvHofL+jJmaXW7O/Me5+kHU5lY4Hak8UFaqsYr2pAdSg7oVxipBBxxudy+M2TILysmgqBNsV5JLPHZxR2D3TzcHMOHFbhp0ZCAtlne0qEwwGUeV2GmBr9/5YvkBjfnhRQdtub2NGW7HnjEjEaPdOSgtFlpI6fjI6UCA/nxGEVfuaM7ydDRowHgPnz55tc7UScIwI9+Udc8GQbTdPgcrlw/fXX48ILLzxkx89gDAakYSr3u2inxdow5y6YiqnQhpGObEO2vyuDSXctxxPrDuj7r5pOX6OhuY1uT9xSRx99NARBQF1dHYDcABDIDdaOPXGW/hxvWX5MTbYDozndJme8w+FAVVUVOjs7TfcDORGX8/pN91ur1hdzsvOSgrSoICOrCIVCphgcK9QZP4AxNVYx7L3dHTj8nhV4d7d9Rl5/Ic6PjKpf1o1udABYvXo13njjDciyDE3TkEwm876rhR/tx56O3IRBKfntRIxXFCVPjCe3C4nxhx12GP27LdtpYs54BqP/WJ3xp512Gr7yla8AyDnjVVXNc8Zff/31LA99kOnOSJj4u2XY2T5wg6ahRmtCoP0Qsoz8i+eMV1DmdaE8oLdp8UwBZ3y27ebkDBRH/iS0oijIBEbhkehhUB256A1jAVerGG9XwBXQ22Rje24XU3P++ef3520zGEMC0gfXNI2aUwaSVCrFnPH9IDbAMTWSombjZpQ8NzpvcbUDwMJsLEoiG4liJC0qVGcSZAVpUabjTUXVsK1Vb7tPOawCTkeu2KmdCG6dhI7xEiI+F7wujkbMOB3Ait0dkBQNR40OoSsj0ed3pqW8Mb+sagh69Gs2+R8ANjTG9fdrE1NDxvnGfRnd6QS7SfPxEb1PWMrESUbKFfZM2tSjA/TPdJdhrNkY45EQZFz32hZc9OQn9P79XWlU+N0YXeY1xdEY99mREhFwc6gMuKkoTCYBrNn6I5mVe6JICgpe35K/qqOvkEktPpu4UJ1d+ZEWFURTIioDblQE3OgqsOqPURpDbg3imWeeiWOPPRavvvoqli9fTh0ddhcMEksze/ZsXHrppRg9evTBPlzGIeC2224rafnso48+ehCOZvAhjYuqobAYb3TGF8qMT+fEeABUjI9VHQGXpM/Gi1rOnU7cUtOmTYPT6cTWrVsxbdo0OsgDcpnzZCma6C2D12t+7UIFXAE9qqa1tdX23H388cdxzXvd6GhIgKyms3YEig3uyfvNSAp+/vOfU8HJyC/e2Irvn1BLl1sNZEzNJS9sR7x8Mv2tkiy/9uTgNFq0s5n9DokATgbigiCYVjfYiefXLtqCW86Yil/Pmw4ApozpQhhF80LOeDIxAOhifFlZGW6//XZ89atfBQA8ue4AfvT8BjT86iyTMz4l6JmBtRHzpAxj5NAc5xHyuPIipxj9wzoZeOWVV2LDhg1YvHhxwQKujINDc5zHgW4ee6NpTKseOWLOsh3teOC9PfjO8ePQlhThzHYnyFJxo0Pw8Y/248wjqjG5KmC3q2GPpunL7ENeFyIB/fza18VjX2cakyrN75nG1EgZpDmzGE+y4lNltWhQgij3lmF1fQI3rP4IYw2Z8SQr3vg/ecwoxvv9flN7Ho/HoSiKqU/tdruxdOlSNDc3D+AnwmAcXIy/aTJWGUgSiQQT4/tBN42pGRhX7ZUvboTH5czG1Oj7fmjlHpxxxCjbmBpS+DMjKVBtNCZeVuF3c/ivRz7AZw0x3HXukfSxzc266H3MmDB+dfY03Pm2Xh/F7IzXj4FMDLy2uRkvbWxGLCMj4tev8+V+NzKSgJMnVtAaaCeOj2DJ9nY6do6mdWd8yMuZJhlCHrMzflTQg9akAElRbWNqSMRMuyV2ptxvbnMSNoJ7bcSP9Y3xkpzxRPT3uZymmJrKgJu64XlZxW6TGJ+BkL3vs8YYvb++O4Nyvxs1ocJifFpUUBPyoMLvxgd7O/Hfz2+gv60vUkwN+X6t32d/SBmMnilRRnVI13DSooLOjKSL8X53XloDo3cMyRFYTU0NfvKTn+CZZ57BnXfeie985zs444wzMGvWLJxwwgn42te+hvPPPx8333wznnnmGdxwww1MiGeMWEjDlhRl6iAwLjNTVI12MHhZgZCNqrHmwVkF/M60BKcqQ3EHIARGAdCzXQnEGR8IBDBp0iRs3boVgH2nlhyX5LFxxpPOj8uTVyCUDBLPPvvsvH0ef/zxerSNt7BIV8zJHk3p+9Y0oKpmNI2+IQiygvvf24O/frSfNmK9cca3JwUc6MrYPqaqGlbtiyETrKEDAtKRcDpsn9JvqDNe0S/r8bjeWSSDclEUIYqiSZA3iueyooKXVTTGc40qEdpLccZb92d8zOqMr6iowJlnnknF/nd26asF4rxscsb/fsVunLfw457fPGPY8q1/fIx73tl1qA9jxGF1xgO589jpdNoWcGUcHMiA3ZpfO9xYvrMdjhvfoP2RP3+wF2/vbMcNr3+O7oxkcMbrfQ9yW9M0/PTVzfjXZw2H5sAPAqQPVuZ1oSKot4u//TiOyXe/k2cuIr8HTs5AdbohKyqe+6wRaz9dj9mzZ+Pzzz+H7NFj9hTOizWNaSzd0Q5JsS/gKskKNOQ6Gjyfa9Otzni7mBoAqKqqwjHHHDOAnwiDcXAZTDGerC5lYnzfIcJuRlLptaw/7OvKYF9nGrysUkf27Ut24OWNzXkxNcaxW1pSqNGLMwzQiIj9yYEYVA1o6M5dRzc1JzAu7EOZz4VfzZ2GFf9zCoIezuyMl8zO+G8/8QmeXd+I7qwzHtCFU7/biTOmVtEo2RNqI7ozXiLOeF2Mn1FjjkQKWsT448aGoWn6ZD8pVOtw5DvjjZEiLdnxXlKQce2iLUgJcl5MDQCMDnnBOR0lZcaT15lQ7jfE1CiYXBmAwwGMLvNCkFXUG76DjKRC1fRYGaMpbn9XxuCMF01tp9H9H/S4UBnwYFVdJ55YdwAHuvV9f5HEePK5hwfQ2EQLuCp6/DGJK0qJCjrTIqqCHpT73bRwLqNvDGkrms/nw4knnsgy4Bkm7rnnHowaNepQH8ZBw7jE284Zb1z+RQq46tvLCPtyAyxrxAsAVKYa0FE2id5OC/mZ8QAwffp07N6tF1chdRrmzJmDSy65BEBuSZjkDcPrzTWQmqYhIylwOoAp047My20nMTdnnnmm7XvnJX2Zd6EOQEro2RkP6A2912UWnJrj+uf63PpGAMC06qBpGSLXg2p+25vbsa8zjWU/OSXvsQyN5uHogIAslxvofEQCKXabUQAv7MV4SZJMLljjxAn5Do0V63uTGQ8UdsZbxfjy8nLTdsQZI6uaSYzf1R5DS4LNuI9kmmL5xakY/ceuZgU594kz3poZPxLQNA1dGQmVgaEbc0XaaHEABIiDwco9HZg1oRwBj7kdIMXi3tsTxflHj8E7uztw/LgwNjTpbQ8RpEkfhrj6UqJemK59BJ/3pD0NeTiUB83tIlklRzAWcAWAHW1JXPqvz/Dfo3SnZFdXFyS3LvopLh8a4tnVbtDbZxJTo6oqRFFE3VGXwMt3YnzdcgBmMd7r9ebF1JD6PQzGSML4mzaeAwNBOp2GqqosM74fGLPBE4Lc7zY7JcogXuuUINNomY6USIt9EgF3uyFXO5ONNAWy7vKsgJsWFVQFgSlVAdRF03hpUxN9zqbmOC3e6nA4MGfqKAQ9nG1mfIKXTSJyU4zHVydVAgDKfW6MDfswa4I+Jhpd5sW4sM+U7R7NxtR8/agarDvQDQ/nhKioeTE1x40rw4rdHWjo5ul4sNznRlpU8Nc1+7CrXf90jHPBLQkBR44uw59W1eH/3t+LudOrbcX4Mh+HiM+FWAnZ4ESYHV/uo337jKzi4i/V4InvHY8fv7gRvKSiLSmg3O82/Q4aus0Gt/1dGZw2uRI1IV3Aj/O5VQVG7SPk5VARyOkdsqrB4chlxnelRfCyirHhkRvBSI2bgowb//057jnvyDzdo7fQ1AVJj6khBYrTkoLOtIRKv+6M7yoQwccojZEzAmMwRihEHE0JChUtjeKVcRaZOOOt9wN6ERiry9yXaIFPynVKjM+RZRn1cgAPr6pDeXk5jRohndrLL78cJ598Mra3JmgBVNFTBo8nJ/BKigZV02f/RRvd4U9/+hPuu+8+BINBLN/Zjrd3tJke52W16CxvcWe8/YQFgXyu8WyRtRNrI0hLCvZ0pBC69c28ToGVdpsK99bj0hw5MX5vtrr8QOUjWiGdzaSk97TIpIkxpkaSpILOeDsxngjtfY2pMWbGE8GPOOONxAxLGclzXC4XGmKZQZu8GKks2tw8qIWCB5q4IA1oPBRDhzjjjYIEOY9JZvxIFOOX7WzHhN8tt11qPVSwKyY3VOElBWc8tgavbs7PISXuvlV7onh/byeSgoJrT5ts2iYtKlSMFxXdAdmZnSgndUI60yKO+sO7A1p47FBDJh7KvC74vR44lJzg8NQn+oqAWOUROOmhVTQy0CXpbfaBLr2vsKtFn+xwuVw5Z7zLh8Zktr3U9PPZGE0jCAIEXzkEX66NNbqCrc74TCYDnueLivG3vbkNP3z2s758DAzGIcPYbx0oZzzP81iwYAG6uvRzkznj+47RZDUQ7XUqK7yTv8nq6I6USMVpQVahaRqtEwbo446ujASHAzQTG8iN48i42Rgxuqkpjuk1ZnOZh3MWyIy35KPHeRolUu53Y0yZFzOzYvzkygAqso+Rsdj+rjRERcUZU0dh1TWn4pRJ+rXdWsD1uLF6hEhDjKfjwcqAGzFewk9e3owHV9blfWbElLbugD5B7OWcJjGeHGeZ14WIz12aMz6rU0y0OOMDbg7HjA3D53JCUBS0JUUcbompi1oc1mlRQYXfjZqsI9sYVWMc1wc9Lvq5ESaU++n2t/xnGy42ZNGPRMh3s2Z/F/64sg5bW/rfnyJRSxlJQVqyy4z36JnxrIBrvxg5IzAGY4RCxXhTTE1hZzxPnfFmgasjJdKZ/Bmj9f+5RBvKHLl9GSvQS5KEjekQHnhvDwKBAC2ARDq1RDSd89ga3LtCd81rnPmiTDoEFX437QwZOfLII6kr/uy/foR5f1trWYammNz9VoqJeMZK7cXEeACYNaEcZT4XUqKMne1J8LLaYwZaUrQvlAsYluMbxHjSGSvFWdAXyOebsnzORHzvWYzXj9lOjC82UDcuby8UU5NMJqmDKJlM5jnjc8tVFZMzXu9UqrTAHaNnrnppExV3hjqKqiEpKMjIw1eMb0sIQ/L3SYQI4/lJ7uM4Dk6nc0SK8bvaU0iLChpiurCZFmXUdw18XnB/6MkZH+clbMlm0h5q4rxsqldjhLT1K3Z34P29nagMuHHRcWNN26QlBa2JXB/jmU8bsCbrqCfxNSt2dWBba3JEFbSlznivCx6PB5yS+wxW1UUhuQOoO+pifNYQw7u7owD0mBoAaOjWf69ElJckCZI7J8bvz8Yl8I6cMx7Q23qe56FybiiuXFucyWSw/YQrEK+YkpcZD+ir6Iq18Ys2t+DZzxq/UEv+GcOfwRDjt2/fjqeeegqffaZPTjFnfN8x5o9bTUppUcb97+5G2qaYaCGSgkwFeF5W6WrkaNYVTVY7S4qGxhhPRey0qKC+K4OxZT6TYY2ML+2c4l0ZCbURy0pglxOinBu/knFgUpCxfGcHvV/TchPZV5w8Af9z6iTURnwYU+bVxfiAWYwnE7u1ER9Om1JlyIonznj99qTKAEJeDg2xDB0PVgTcWLE799pGnI6ccP5pg57TnhRlJASFit/ECR3yuHRnfC8y4yeU++mxp0WFFqv1uvRJi7akgMmVPdeMKc/G1AC5PgOgr3gnBD1cnhhfG/bR16/vzmBTc9y2/iTh/1bvRWOsuAlvKEMMiKSvZve7LcRdy3bi8Y/2591PfsPdGQmapk/KeF3OnDM+4MZlJ43HZzecPgDv4IvLyBmBMRgjEEnJdSgKxdQY3eEpUaFZ8VbXeDQtURH++yfU4isTIwjF9iPM5S7YGYOoJMsyJAeHhCAjEAjQzixxXPv9fmQkBS0JAdvaDDEkCePMda5DQATxjU0x3JcV7+0gnQJAFy3KvIVd2akiHTVjTI3dRIDRGXHyhAoEPZw+25sV8VM9NGQJQe5RjOfcHoTDYcR5iXYieuOM//07u/Dwqnw3gx3UGS/ai/EkpsZYzM0upqYjJULI7quUmBqHw0FF90IxNfF43DRosTrj49QZr9LncC43XXHRm07FFxlV1dCZFoes0/z+d3fjyhc30ttkpc9QPd5SOPnh1Vho04k91Ng548nfHMeN2Mx4En1CHF8LVu/FmX/56FAeUh49ZcY/vrYe8/629mAeUkHItdeurSWD7q2tSby/N4qjx5Qh7NOdfoSUKKMumqIr3K58aRPuztaIIH2blXt0MZofgpNafYV8bmVeF1wuF5yK/l5Pm1KJ7W1JtEw8DdA0TKkK0P4CccYTQSCu6e2vKIrUGS96I0hr+mfJQ293SZsuSRIEQYDqdEPhct9BMsMjFZ6ATKAaPp8v73zXNK1gG9+dkbC9LQlVA57PRvodajRNowUUGYxCWFeADARkZTApbsyc8X2nOyNTkdU42atpGr7593X4xeJt+GBvV8n7S4mKaaywr1Mfs5IxDRHABVlFU5ynGeYZSUV9dwaHVfjhczsN+yMFWGUaI2MkYjGKebKOb4IxM/6pTw7gqNGhvOde/KVxmH/SeDgcDjx8wTG49rTJNK7HOEYFgGPG6GOoUHbCIOeM129XBTyoDfvQ0K1nxrs5B8q8Luxsz18pG/BwiPjciPMymuO8QfiXkRRkWmSciPFlPhcifjdimZ7HYl1pCW7OgZqQFwlBpnG1frd+vD4XR2NqxoZ9VKQvxDFjylATImJ8Tl/gTc54c0wNAIwJe2nb2pESkRQUk9nMCC8puPa1LXjj89Ye399QhXw2ZMKkN1rDixubcO+K3XmTFWRsRvSUgIdDwK1rJSQzflTIiyOq2XWwPzAxnsEYwjTHeZrvZhTj2wvE1BhnrZ9YdwDvGWbEO1IiDq8K4r6vz8CPT56IN35wFHyZToSg78upiKbGTZIkSJozK8YHkU6n9UY126kNBAJ5M/cA0Jo2OvUNzvjs8sDjH1yFW/6zLe+iP61aH2y+uCGXy5cSlbzK4DNGh3D2tFGYXBkwTThomkZFZPJ+CYWc8YdXBfCDE2vx3ePH6Q2MlFvmmOxBIEwKcsHJAPKdnPet8zFnzhwcMBT+6U3sylvb27B8l72rwQot4Cqr0By5S7sxpkbTtLxibgTjMtGmmN6oE2G8pzxZItoXEuNTqRTC4TC9Py8zPttp4A3O+G5Rg5ydWPrLmn34Q5EJHIZONy9B1XpXiPhgsrEpjs8ac5NtfSmcPNRoivOo7yHS6lBg54wnDngSUwPok3WD4YxXVA1VdyzBku1tPW88gJBVY2Qg2xDjaSzKUMEaU7OpKY7K25fg6D+8C1nRc1HjwtBY9kvEDbsJs+6MRAt6vbOrAzOyK++OqM4t39/UFMfa+m587/hxAPTfxY42XRwgg8dVdZ0A7Nvp4UqSOuM5OBwOuFT9+zxneg1kVUPbuFkY1fIZaiM+2m8jmfHN2d+u5NXbTKMzPh0aTV8j7fCYRHdRFPXVLpwbiit3f3dK/5w1p8sUU0Mm7IDCbfy6bL795MoALbR+qPm4vhvHPbAS+zuH1ooXxtBisGJqAKCpSR+nMDG+78R4CRPL/fTvqfe8g7uX78Sm5jh1cxdruzvTIra15oxgVnPUvk79ehpNSabIU0FW0BTnURvxwe/mkJEU7O/SxXgiGANGMV3B2dPy69RZI1S9nNUZL4NzOvDJgRjW1nfjptlT6WMRf/719jvHj8NXDqugDu+muHklUkVWpA8WcMZXBd0YX+7POuMVeF1OXPPVSXmvAwABN4ewz4WEION/F21BVVbI7kxLkFUNl8+cgH/94IScGO8tzRm/dHsbdnWkUO53o8zrgiDrhT9VTRdyAaMzXkRNyEMnF0yfpSvXJz3nyBpU+N3gnA7T6iyzMz4XU0PKvY0t80FUVMiKSvuF21qT6EqLtH0mkFV+w9kQQAx/ZFwVL2EVA6EjJWJPNI0tLQnT/eScIkkDQQ+HgIdDUpSztZkKJxcwSoeJ8QzGEIYsufNwTj2mJntx/Wh/F+5athOAWcgy5rn9cWUdHl69F4AuVHemRVQG3PjFGVMxLuKjovqXa/QG0sN3mxo3WZYhgoOqAZzPD0VRIAgCeJ5Hw5Sz8a/NUepcBoBynwtORYRQmcuMzVAx3oOMpODlTc30MWvHiQz2l+1sB6C7fBOCTDsDhLFlPrx99SkmRxkAPL++CZPvfgeapkHTNCzd0U4z9AqJ8ePL/XjmByfihPERBLLOeCrG9zCrXDymRn+u1x+Ey+WiosPkykCvxPgEX1jwt8JLKu3AqIYl6kZnPACoau479vl8eGljEz450G1ylBBnHhHyenLOEgG9kBgPmActY8aMMW1H3BYZSaX7aMvkjvPJdQ148pPhEb1yKCEdpqHqNBdk1eQGNsYTDUcEWS9EORTzEotlxpMCroB+XRgMMT4hyOhMS7j9re0Dul9F1YouNW7PCo+kbepKS0NugGWNqdnelkRXRsLW1iRivAxRMZ8nknLoorqoGG9zjnZlJMyaUI6QV+8nkBi86dUhGgnw5w/2IeJz4bKZE+jzyPvuSIloTwrY3KK7nO1WsA1XjM54AHBp+u2506v1DZwcKtq3wu/iaJ+Ak4gYn83Y9+j9F1GUqDM+HcrGAGkatpafgO0nXEFfk0y8W53xsWxxNdXJmWJqIpEI3cY4aWfko/oulPvdmDkhMmSu08SlN5ILADP6j7HfOtDO+IYGve6D8Rxi9I7ujIQJ5Xp/n4iBt7+1Aw+8twe+7FjGmiFu5Ddv78S3/7kOACBb2kxAz1on+85ICnWjC4qKplhWjM9GbuzvSuOwioBZjM+uNE+LCqZUmfPhASBsEZE9rlxmvKbpzyMZ22GfC98/cRzcnN4uWl31RsqpGJ8bX48NG8Y2+sICAAAgAElEQVRSxBnvMWfGVwY8GB/RnfG8rMLn4nDRcePQfdc5+NcPTjC9ht/tRNjnwrbWBF7Z1Iz7vnEUwj4XbXtqIz5ceuJ4+j2EiJPeME5sifPoSJonDM5ZuBYPr96Lcp8bZT79uMh1mjrj3fpn3p4UUBPy5tWyM74nADh8VBBOpwNjy7wmZ7u1gOuEcj/cnAMn1Orn5JjsZ5aRVHoMG5piqLxjKS58Yp3p9cjYiR8ibVxfICsNextTo2ka1ZoWbW7BP9bWY2tWlCf6A9E6Qh4XAm4OLQkBqoZ+F11m6Ay6GL9lyxb6zxiPcDCRJMl0HAzGcIHkudVGfLozXpBpI3XHkh3gDVXgAXN1egCoyxYNzUi6aGTMVCOdyv/9xqnYcNVRCCRbwBtm9SVJgqhmp5jdunshnU4jnU6jq/povL8/ZmoYK4MeXD5rAj5Kl1OHOhH3KwNuCLKKq1/aRI/f6nhICDKOGh3Cxua4PnMtytA0oDroNW1Hnh9wc2iK87h7+U6oqob1jTE0xwWkRAVr9nXh85YELSaXKRBTM85QWT3fGd+DGC/IkFXNViQhDZeUFR1IobqpowIlZe4RikXhWOHlXM6fK5BzoRsz4634fD78askOLPxov0WM17/XUjLjgdxA3uv1QlVzvyFjhI3f78f3v/993HDDDZgzZw7dRpRVKs4YM+NbU4blpl1pU/wRwx6SGThUneaCrJo6u2QSZihNHmiaZvoNF4OsJuksMmA8VBTLjDc64yVJGpSYGjJQsi617i/T7l2BFwyrp6wQB1RzIivGZyTwklJUwLejIyn0+jmlYnXGG3//SUGGKKt68fPs7/Dmxdvw/Wc+HZRjseOtba3Ylc1v78kZXxlw4/hx+uB3xmh9Gf3tZx2Bp7+vD/5X1kVx5hGj8ibVAT0797UtLXT131ARewcCslqQCCfEGX/EqCAOrwrAJSYRjDfC63LQ3wFxxpO2TvKGoQGISxqQXe0m+ivAqRI8QgyCKwA+MAr7pn0L24//b0iSBA0OaJwbqitfjNccnMkZX1lZSbextvF/+XAf5jz6IeqiaRxZE4LPxUEoUONgINjTkcKBrtIEU/I7YfF1jGIMRkwN6Uc3NDTA7/ebDCeDzfbWxEFfaTaYxHgZtRE/HA6YjF3PfNqIrx1ehZqQxxQ3amVdfTeaE7kYVyv7stcTUVERTUl5MTXjwj4EPBxSooKGbh4TK/xUfAb0fjQRI8u8Liz+8cn4+3e+RB+31jPzupymCDpVA41XmXN4FbwuDlVZ8TLiKzym4pwOhH0u0/jaOFa1ZsZXhzyI+FzwuzkcPiqI7W1J8JJK30vE78Y0S4xIwM2hzOuiGsGxY8sQ8rjQku03kdcgsT1lXhfCPpcppubHL27Eta99Tm9LhvahIuBGyGMufEvEeC/HoTnOZz8fD93OSMjrwtcOr8L8k2rpfRMr/KjvztB+GW9YCR/0cDj3yBrsuPkMHJ2N8xmbjUDqSOWiO3+xeBsAYEOTOeasK/s7O9jGDU3TsLsjP0aoFI74/Qr8bY0ekamqGtotYnypxr+UqEBUVIS8HJ5YdwBXvrQRf81Gb1rPq8qAG0EPhwPZ1cCVfuaMHwgGXYy/7bbb8Mtf/hK//OUvafXxg01XV5fpOBiM4QIR18eX+2hMjVFQ70xLFme8WRTa26lHyxDnpjFTjXQqfT4fvjT9cDg1BbySm9VXFAWCpl8iNE9OjE+kMhC9YXSlJVNnoczrwk1nzUBrUsBLG3UHPFlqT1437HNh0Y9mAci5/snrxQUZ3zxqDDQNeH9vJ21IrIP4gMENsLquE7e/tQMHujPYn+14daRELNrSgtqID1+fUQOgsDPeWICHdMpyzvjiwkCxLF3yncR5GY4b38CjH+6D1+VEbcTfK2d8UlR6dOgTeFmlHT9XMF+MJ854I16vF3FeRlLQsxbdnAM+l5MudyslM57sBwB+uqITE+9abvuYx+PBjTfeiB/84Acm8c+YAZiRFPh8PjidTjQncr8PSdHQmZZMMURDnSXb2/CXD/cd1NckE1xDSdw2IsiqqbObc8YPHUfsq5ubMeWed0ralhQ97hqCYjxxu/fkjJckyRRXMVCQ32BzfOAm0TRNw97ONPYWiacgDigStdWZFqFqoJFXpdCVFjH+d8uxOhuf0hduf2s7/vVpg+1jZMBO/rfWfREVzfR4QyxjijrrD9tbE/j72vqi25z3+MeYdu+7AHLtoN0EX3dGRrnPjRPHZ8X4rDP+sMoA5kytAqBfu0eXeWm+rZWXNjZhYoUflQH3kFvB0BdSgozHPtyHu5bvRFXADTenn4duKPA49KiEy2dNwOiGNXBAg5fLnXuczAOaSuMJNCcH2R1AXM6ey6r+2/YJMeqih8OJ6NgTkIpMhCiKUJ36+a5yHmjQ902uUySmhpz75eXltitoAGBnewo72pNIiwqCHo5GCwwkm5rieDcbR3HNq5tx+5LSVtHQwoq96EsxvngMZkxNNBrNi1scbB5bsx83vP55zxsOE7ozEir8umhLRPXLZ44HAJw9rRqjgh5qMLGiqBo2NccR5/XJa1sx3tBPSAgydaNnJBXNcQHjsjE1ezpSkFUtP6ZGVAyTqhy+ftRozM62a0B+TI2Hy10jSXtJ2r0zj9BXRFVlx7PW+FUrlQE3WhMCHe+ec2QNfYyI8GTfl8+cgI+vPw0AMHN8JLvKLmGKehmfHeuSFWsBjx5TQ8bNFX5dZCX9tbLse/O5OHo75HGZxrtNMd5UdN04OVruc1PHOxnj+bPH43M7abRjTci+bxD0cHjvp6fi6UtPpPdNLPdjW2sSzp8vxrOfNeTF1DidDkyuCmBsmf5ex2QnMMgKiYkVuo7hcjryir0SjeRgGwJW7OrAjPvepZMBvWF3RwpXv7wJQK6fC+TGVaVOVpNz7NITarG3Mw1VA7a1JtCaEJAUFHi43O+oIuBBwMPR/miVjcmC0XsOSkzNYLmLestQOQ4Go1SIyDMu7EOcl5ASFVx/+hT873/pju+ooVij3+3MK66SEGREUyK6s/eX+/Kd8SQWxAUVRH+mbuqsM17lctnfDQkRcDjQlZHQGM+5TcI+F2aMLsPcadVYsHovmuM8rnhhI2ojPpxyWAW8Lide+OFJmDpKX+5ndManRAWaBnxpXBjjIz6sqssX42knIttZChiWsaVExbQkcV9nGjNqQrTTYm1gW+I86qIpKh4AemOuaTlXeDFHOnEuFtouRUS6bAO/qq4TNVn3Alnm152R8M+Pi4sivXLGSwothuT05d5XT874GC8hIchICLKeC+h308a8t874tc0ZNMZ407WWiPGFlsFbMwBPO+00XHvttWiIZajT327bg8W/t7RQx0FvOHfhWvzPK5sH4YgKQ5b0DllnvGKNqRl6mfF7o/rEnlSCC5SsnunKDL24BCLG2znjrWL8YDjjB+M71euOFL82k3OVOPJpFmgvJnz2d2UgyCoaYn13U76+pYXm3lop5ownLiXrdgM1SPzKgvfx/wxFlHsiN+lsF1MjoiLgxtdn1OCk8RFMyOb/Aub2eVTQQ9tiAskaXbazA1+bUkWze4crTTEev3xzGybetRw/e3UzTqiN4O2rv0If90BBmFPgcDhwx9nTMObAhwBgEuOdqgyXlEFTMje5J3ojSCj6uRwU9Px2T6YLLjlfXJQkCSqXO99JbjyZ0FcdekwNac+9Xi+CQb0/Zm2fM9lVlxlJQcA9OGL8Q6vqcMt/dKdiQpBLNipQswNzxjNKZKBjaoD82keDTVpUSuqXDDVa4jy2NMcR5yWT6BjjJUT8uuOaOON//OWJuPfrM3D5zPGoCnpMtb+M7O5IGfKsRVtT1P6ujMnMRcTzhu4MZFXDuLAuxm9v0wXlw2yc8aSPR9zbRoHb6m7Xr5EKXt/SQicKyTjx9MP1VUgkm72YMx4AFYtHh7zY/POv4TfzptPHcoVbiXudo873mdlCs+/v7YTPMLFQE/LCzTmoWzzg5hD2unNGPb8bIS9HV2URIT0XU+OihrX2pIDGWAZdGck04WG8fpf73VTQp2I8cca7nPRzqSnLxdSQz9bvdtq65SdW+PFJg94Gvr2j3dRfMMbakBUO5LsnEw4vXXYSMveeh9+fNyPPJEJjavrZxq3aE8UGQ12snmiM85BVrVcmPUCPZTKSEMx9SKB0Zzw5x35giCXa2BTHEb9fgaY4j6pgrm9Q4Xcj4ObQQJzxLDN+QDgoYvxguK4YjJGMrKjY2BRDXWcaIS+HiM9FG8mJFX78739NAqA3uH9cVQdAb/zsIlDqOtO0A2R0xpNOJRVLoULINpAkUorPXt8Vl96opdNpNCZzYrLVGQ8A/3vaZKw70I3THvkAGUnBBz/7Kr559Bh0/HYevnxYBb14G7MAyYA/7HNh5oRybGiM0YEWaVBJJyZgWaIH6KIYWZIYTYk40J3BhHI/rdJudd6+uLEJnNOBC47NZZcTkb8+u5/39nSg8vYltu4rY4SNnXOddAyNM9M1IW92mZ/+vl/c0IQrXthY1PmRLpJLb8XojHf4cvmGRIxPqRwEXwW93+VyweHUO1dJ0SDG+1x0RUZvM+MJxt8FGewXWs5rjPjIyApqa2sxf/58NHTzmF4TgrH5GEiXbSlomobz/7kOc//6kem+t7a12k7ufnqgG799eydSh0gkoDE1g+yM1zQNv3hjq6kjXgq6M94YUzP0MuPJ8ZXiKiHXhqGYGV/MGW+MqelLZnxnWqR1JQph/A2mS6x70RNkn4V+36qqoSMlIuJzYW19F97c1moYZJX+G2spsvTdjuc+a8Qd2Wz81zY3481trVTMtMOaGW92xss0+mwwxHgyAVbInGK9v3hMjYxyvxtzp9fgkxtOh9OZu1gH3FYx3tyGHGmYCD9r2ij4XM5hmRm/oTGGy59bj0l3L8f/vb8Pl8+cgN23nomXLp+JE8fnxLpaoQmz/PmDdI/x1NNUuKQUVA0YHdA/L8FfhVRWjPeJ+vPd6U64pPzzT1VVqFxOfCK58cns56o5XfB6vfTcd7lcKCsrQzo0Bj9aZS5ql5EUpLP//IMkxhvPEVFRSz5HSX+OxdQwimEUzgc6pgboX178zvZkr1d6ZiQFUi9WeA0V7l6+C/OfXY8b/70VP3p+A65/bQt+vWQHkoKCcp87m1Wuf1cRnxs3nzEVo0JeVAUKx9SsNwie0bRku5I5IcimdoY443dlY0HGR3wIuDnsJLfLc854l9ORdcbnCnEDMLmErTE1Hs6Jd/dEccE/1+HBlfq4/Fdzp+HJ7x9P65cRJ3GkB2d8hV/fLuDhcMzYMDWjAbmJAesENwBUh7w4rMKPloRgmlhwOh2YOiqIw7NmOH+2gCuh3O9G0OOiJgbyGBH0y7wuBD16lOsvFm/Dfz+/AV0ZCdG0RPvBRvG3IpBzxn+ezR8nqwGMx2Us4EpWqk+uDOT1FwBgQrmfRtqNDfuQkRSawW/c/vKZ47HymlPpfUSMH1vmw//P3neHx1Gd6787szPbd7XqzbIs94qNKQYMphNISCEEQiBA+k0hPYEkECCBhBCcwO/SUwjJvUBCy01iDI5pNtjggiuusiSr1+192u+PmXP2zBZpJcuGJH6fhwdrd3Z2dubMnO+83/u9n13gUe+zIZqWTfNdVrRxZHHWigc3YMmv1pW8PRFQjtcCLjc2LRQflkrGk3tsqt+BP3xyMb539nQMxjJZXsaWbRQsWjk4RZ7GkRXHPeMnBf9RyvjjOI5/FcQzChavXIdnd/ahzC7AbcuW8XltVto04yvP7sI73XpQ4hB4UwNXgvaRBELG62xpHAkqKRnPacioOrn8RtuIvo0xP8gW/XPxeBx9Cf1+DhpkPGksQybeS+ZU47YLZyEtq3jymhMxtdwJIOud6rVbYeUsJmU8mTS8divm13qwZyBGm9WSrCwh5akynlnsD8czVDU9HM+gK5TClDIHrDwHnrMgmRP0PrmtF5fMqTY1HyEkPwlGNnWGEExKBT2PWYK+EGFDyJVYDhnvswvoDqdQecuL2NChWyAMFlFdZxun5F9TTdPwwBvtJqV4SlJRQ8h4m5O+LssyNE1DV+3JODT/Cvq6YHdS8jaalhFNETJeoONovMp4AjZQnjNnTsFtCNhEDBtQdIeTmOJzmJokHWvfeHJsrL/g398dwCW/3YTnd/Xnbf9/7/bjJ/88gFcPjdDXJouIHAspSaFjiSX3Ht/cNenl/LG0gl++dohaDJSKtKwUVsa/j2x1qB9xCeeMjI/3s00Nm0ibLM/45jteRuNP1o66DTsGiS/pkYJ9JiYlBXPuegXbe8LQNA1tI3Faqju/1gNJ0fDB326ii6zxEIn9RtKvVIuw1fsG8fQO3cf+vvXteHjDYaRGIdALKePJ/FNIGZ9R1Em3cipmw8Yec8SomgLyKx1kRUU0LZuq7VhYeY4SF5UuEYLxNyEVmsocuGpJA352yRxcfWKjroz/F7EhU1UN/9gzgHMf0hferx0awV0fnIuuW87Hrz4yH9MqnHmfmSb3YYUj3++ZkPGCRTeVsUr6vVLj5CCkwki4a5BQOUDTIKb0eVVMBbNkvJYdFxr05q0EitHIPS7pMZvGmT3jBUGAx+NBylGOvqTZuzYp6dV/0bQM51GyqWGTTJKilbz/4zY1x1EKCBlvsVjed8r42Xe9is88VXqFEkB6f/3rJSy7wykMxzPoDifRH01jU2cIL+7Xn4U+hxVeZn3LkqoVTtFkZ8piW08YVmMuGY6nC66TAHPS90PzdKuXXX16PD+zygWHwCORUWDlLPDZrdQjvdptww9e2IcVD+oVTGR9aybjCynj9evzzwNDAIB6rw3XnjSFilIrnCIcAkfty4qBCOeIoIwFbeBaxPrtlCZ9XOY+T//5pWW47cJZAPT1roddk/Mc3DaeqqTJepsq4208XIwy/nAwSdftpCo9wogBy+wCppQ50Oiz4/+90Y5Gn51eC5s1q+z32KxwizzsVg7lTgFWzoImv6NgU9cmpvJOUnTLS0IGs0p6l82KU5r8lCMgx1dpVFrXGfY1fczaPjhJyvjxgggoxzu3soLAYCJD51G2cqN0mxrCtYi4ckkDrlhcDyA79kj+j4x3cl5dIg9Xget0HOPHMTmL5CG0YcMGeL3eMbaefEQikbE3OkKsXbsW991337g+c8011+DKK68c12daW1vxxhtvYMeOHRgZGUE0GoXX60VZWRlaWlqwcOFCLFmyBH6/f8x9SZKE9evXY926dejs7EQoFILb7UZNTQ1OO+00nHfeeePO/B+Nff4nwmvXS8IODscNuxWeLkC8divKHAIsFoDNc9mtXF4DV6/dirZAgvrFFWrgSj29LToZv/K1Q7htzQHM9k5B0lgbSxb9UZFIJDCY1h/QhIxfXO9DX2SQTp4cZ8GtF83GrUxZHQuLxYJyp2BSPJBJw2OzYn6NB72RFFWok6CAkvGkgSsTtO3pz/rW9UZS6IumMKVM/80OgcsjGDZ1BvHI5YtMx8WS+0CWZC+keo3l2ArkgrxmVsaLdDIbSUh4ziBzh2IZzK3J2wX9bFJSoaiaSRnx+01d+NrzuxFOyfjh+TON7RT4nYK+nZhVxkuShHQ6DdnqQMaWff4emPFhXP/Udv27UlllvEvkx21TI4oiNAACb4GkaNjWE8Gl8/Wqg4ULF+Kll14qWiFFfmeVSzQpI7vDKSyb6terCYygr2+Sm0HmYt9AFA6BpwkklmTNyCpEK4cDQzphUSh4CiQkKKqGP27poq/1R9Poj0QgWjlaQjrZ0DQNy+9/E1uNxBx5VvRHUrj+qe2QFBWfXzZ10r6PHZvjQZppTMlxFhrMy6oGSVHHXKAcC5BgvJRAlgTE4ZRsukeHYmmc9cAGrPniMkzxO0bbxVEDx3EQBMF03xWyqZmIMr6Uc8MmWNoDCSyoO/LYjyrjJQUD0TT2D8WxrSeMx7d04d517Xj++pMAAJ87pQmdwSS6wykoKmn2VfpYJc1fCz3bZUWFNWechlMSAsY8EU5JsHIWqiwuBOoZbzRMT0h68+2OQNJMxiuTr4wniKQlWkZuep0hOPcPxinhmZswI5Vro3nfukQemaRK5263jUe9147d/VGUO0U88PGFdFu7wB2xKu1oI5GR8cct3fj1ujYcGIrj1KYy/OXapfjYgtq8MZELURQL9m0hXAtxq7FK+vzitFrgjPcj6a5BUguDl1PgMvp7tlQQsuAENBWuaC/iXt1n+fDsDyPhrqf7JjY1SWOcqZxuU0OISVEU4fF4oIX1sdsRSGBxgx6fk/E2Es/AIXCw8UeLjM8mnEqtjDjewPU4SgFZ45SXl0+6ZzwwcTKeCBRX7R0Y1+eSkjqu3ifHEhlZxTM7e3HVkoa8WL8/mkYkpdtQxTMKOKZhK1HG7zQIcjdD7lW4hFGV8cum+vFGewAjcamgkhoAbeZ5waxK2mB8Z18U9V47vHaBEo7lTj1Wcgq8QRLr+8ttxE3ITitnMSm8AbNnPLG+yV1XVrlFqnofDeWUjC/sp67/v/C67OeXzAVnsWBpo5lrYXuWORllPOEFyP48NislzNkGrk6Rh6Lq/bvYvj0dwSQW1HlNYsAyhxU8Z8E1Sxtx1yutuGxRHa2cI+dwaaMPFouFNod1i3pl9s8unotCIWkTE0sHkxKSkoJyp4D+aLrg9SevdQSScIk8PZekGW5vJIWZhr0PEQcerSrdRzZ24MPza2kigICcs3GT8YyYYt9gjD4XyhwCFemNx6ZG5Dl6vmYb5+SyhXW4akkDesIpfOmZnfT8Ee6FVOIfx5HjmKU0NE3DY489dqy+Lg8Wi+VfWqEfCoXwu9/9Dq+99lree4FAAIFAAG1tbVi7di0++MEP4r/+679G3V9XVxfuuecetLW1mV4PBoMIBoPYt28fnn/+eXzjG9/ASSedVNIxHo19/qfCYrGg3mtH63Cclo8ReO064ep3CCaLD3sBZfySBh9W7xvE5YvqYLdyJg+5dDoNi8VCCVeR05BRLXhqu67w65x5CfWQT6n6zJhIJDAs6ftQVA2doSSuWtKA1fsG81QCo6HcKZqOPVcZDwAbD+sNn0nmO1cZz06+u/v1QI7nLNjZF4GmgfrX5nrRvnU4CFUDzmzJNuLJ3R+LQIFgkFVMxjMyOgIJOAQe69pGMKfaXZCMr3LbTCpv8l4xZTyr+kpkFEqcaJpGfVbZ7HhKVuAQOHhtVqhSdsKXZdlo7CZAEZzQYIEFGiKuWuq/F8solIzXrXTMyvixlLOiKELlbdQHcEdvVhm/YMECAEB7e3vh35mWIfIcfA6BXidN09AdSqHR5zBKQfXAPVcZ//u3O7F0ig8n1E9Ogu8rz+1Cg89OmwaxY3RbTxinTvWbFgfBRAaKquFPW7vxzbNaKHm/au8gmssd6Agk0R9J44z739R/18pLJ+U4c7GtJ0yJeCBLkhNbn11GmehkgYy78Vh/AIwiWFHh4HiTrZZecvrek/FkDJYSyEZT2d8fTkm00qZ1OI59gzG80xPGW51BXL6o7pjb9XEcl5dEY8l49r3xkPGlEqa5TUmPFIFEhiZG48bzCgDe7gzhkY2HAWQrWE5v9uPNG87A1DuyjXjHQ/SS50yuevy11mF87A9b0HfrBaa5NJSUEEhI0DQN4ZQMpzHnFEtWZe+DrO1OlctmkPH5NjW6Mv7Iz6HJrzcpoyHnsbmasfUBgH2D0aKe8eRZ5x/FM9Qp8ggmJTp3u0QeLRVOdIaSeV6j+jz9/lR99oZTeODNdjy88TBCSQmXLazDHz65GKc1l5e8j2JkPFHGWy363ClkdJLDzmtwxAYwXLsE6XgcvJwE0oSMD0HIxGCBhrStjJLxcU8DUq5soz/S64eIKubMX4jlZy7HKy+vhQYLdmm1mO5OQbXo9w2x+gMYMj4hMZ7xk0tUsEmmjFy6TU1iAmR8XyQFh8CP2TjxOP59QKp//X7/EZPxsizj4YcfxvBwthpwosIy8lwfr090SlZojP1+w2uHhnH1/27D8mnlaPKbK4MGomlE0zKCSQmJjAKes1CbUp9DgNcu0Gd/vjI+/5mpabrg58unT8WGjoCh5s4S3LoAS9/fuTMq0XXL+ajz2ulaa1dfhKrHCbFI7GOuWtKA5nIn7n611fSdRHlNlPFeuzUvprPlkPN+h2AikAHgK6c344JZVfknMAeEIM8l8wHg5ClluPakRjSXFxZ6TK904alPLy34nosRs+WS8W7jvSqmV5dT4OEQOFgZsnYgljaNw8MBoozXx7OVs9D19/UnT8G969rwqSUNdHuSxDjZECe1VDgxvcJFe5YtaSx8X+WT8SqmVxixRQGFNrm2h4MJ028i1fys7elEeguVirSs4L+e2YWHNhzG9u+sML1H1kCZcZPx2WfHvsEYtfgps1spGT/a/BhNyUjJCqrcNowkMqh0iXQ8e+xWfGFZE64+sQErplfir7v6AOS7EuT2dDuOieOYkfHvNRl+LBfCjY2NOOGEE8bcbubMmSXtb3BwED/84Q8xMJDNotfU1GD69OnweDzIZDLo7e1Fe3t7wWA/F8PDw7j55psRCOg2GRaLBfPnz0ddXR3C4TC2b9+OTCaDUCiEO++8E7fddtuYv+do7PM/HfVeG1qH47TLOQHxTieE9scW1uLLpzXjtjX70ZXjGf/ds6fj0t9tggX5CrZ0Og2bzUbvDZEDZHDYNxjDB2b48CITi8QzKhwOB+LxOAZUJ/yWBIJw0qarAAqWlRVDhVMwBVmkvM1js6LBZwdn0cl4Nps9mjJ+r6FCmFPtxvYefWFpJuOzE90b7QFUuUXMqsqqx3P3V+7MJjoKWVCwk1wwKWHFgxvQ4LVj4+EgZla6aLDFKuir3aLpOwjaRhLY3BnCyU1mlY25IYtMyfh4RqGlhMSbXdM0pGQVdqseYGnpAmS80dhNFpywqDJSVhdSMcamJi3DaxfgswvoCmWVc0BhZXxPOODdveIAACAASURBVIk324O4YnE9RFGExaUf/7RyJ7oZz/jZs/UKCVUtHGzE0jI8Nr1MkSzMh+MZZBQVjWV2msCo99rzlPE/XL0P153UOGlkfCgpmcpQ2aqIXX0RnDrVT4/hldZhXPfUNvzs4rn43j/24LqTpyCQzHq2XzirCo++1UkVMkcTf9zSbfqbkBX9hsJ3d98kk/FUGT8xMj5l+BCHcxJOuR6c7wXG40fMbhNI6GT8P/cPUVLp+//YgwNDcWz55plYepSqIoqBKONZFLKpIX+Xij0DpY0lVkk9GUTyWQ9swFRjMZbIKDRZ+WZ7gG5D7rUqtw1lDoFW6gDjVMYb9/jhYAILfvkaXvzCqWgsc6BtJIFQUkI4JeeQ8XplBFH/eW1WJCW1qDI+z6ZGUgw1GodYWkHGOGZCfuq9FlRomnZEsSxrF1So+eW3/u9dsMLLzV3hojY1pAqvmE0NkF34Z5XxVlS7bXjsysVYkpMJsFu5cSf3jja294Tx63VteHJbD2xWDp8/tQlfX95S0IZmLAiCQHvxsBAt+hjgDTKe2NQ4OMAZ64ds8yCS9sIqJSEkg+CUDMRkELwqwRXtRcTfAllwIlIxExmb+ZwSZTwRUzh8lai88w18abqAhKcOf0tNxWecKWic/p1sDxByz4aSUtamZpItMtKykiXjDduBUpAoIHYYC1f9zzs4od6L+z66YPwHehz/kli+fDn+9Kc/Ye7cudi+ffsR7aunpwd/+MMfaA8kYOLK+IlWmOjWUe/PhCW5J3OTtpqmYcAgwXvCKYg8B6bIF2UOwSRSYsnnCpeIcErOq0brjei2N0sby+B3CPjqc7tMFQPsmm9BrYcqsqvdNtR5beiLpKn6l6wvy4318dRyJ6aWO3H/G2bxEJnLOM5iWNrkz3tijpjkWyta4MxRrzeWOdBYNna1JCHICynjqz02PH7VkjH3UQhE2Kc3cDXIeKdZGc82vf3UiY2YYfjMk2szkCOKIkncSFoCZwG6f3wB3cfsajdCd36AKu317fTnNiHjv3FmC25YPg3XPbl91Ma2foeAK06ox9buEIIJXRlfQY89/zyR4+0KpShPAWT971kL2on0FhoNP3phL05p8uMjC2ppkmJHb75Lx0Q941khXlcoRYVALM9TKMZLSgr6I2ncuGoP3ukOY9+N52AknjE1aQWARz+R5eeyjXXN3EuN57gyfrJwTMj494Mi/Vgew6xZs8ZUppeKeDyOH/3oR5SInz59Or70pS9h7ty5edsmk0ls2bJlzN96zz33UNK8uroaN998M6ZNm0bfD4fD+OUvf4kdO3ZAlmX84he/wKOPPgq3211sl0dln//pIKVUZQwZX+UW6QOwwimgFcDpU8txwewq/OLVVvpgJ/jg3GrMrnJhXVsAc2vM5zqVSpmaapJAosot4qOzfHixNau0jaZlOJ1ODEQSCFtqcbK1H5tlfUE6vcKFGo+NHm8pIImEZ3f2onU4gXojU+216+VxMypd2DsQQ53XBo6z4P6PLcC8Wg8efauTTrAOZnLvDCbhsVlR57Fh7UFduULJeKvZpuaN9gCWTyvPIzXqvHbjd9jQ4HPgH3v0e45VCh4cimFHb4R6FQLAf7/Rgc5gktrqVLlF6l+YMJHxNtiNYyYBIQD87OWDuPWl/Yj9/BKTFQ072bIBLklilDkEdIf0YEJSNGiaXlLoswuQY9nrKssy0uk09ZKVRBcgmK9VLK2TSA0+B3wOvYFrXyRFSfiOuAX1t6/BxhuWUwuXxzZ14af/PIhPnFAHURTBGWT8ojoP3mE84wVBwP3334/p06ejEKJpPdHABtDkd+nKeP0YFtR6TEoGTdMQSGRKVlP+bXc/PvLYZsi//JDpPLOIZxQTAR9MZhNGJLHSZhAW23rCkBQNh0Z0tWI8rZjGytnTK/HY5i78dbduR1RMxTIZ2NARxMVzqrF6n+7DSW1qjKCZVI5MFiZsU5PjhR1OSXDbeMTSxVXExxqpcaguTUm5hITBaBoXPvoWVQERS6P3orK8kDKe9ZFnCfjxkPEk2TkWEkZzLU0zE+EpScFfdvTi00sbSyaWZUXFvsEYvTYJSaELjb1Msmv/YIxWjXGcBVP9TuqDPRFl/PbeCPYNxrBvMIbGMgd9DudatoSMZPJIIkPHNFA8CZG1qdH/H8/ovty6J6uc5xnP/t9eYHFeKtjS8nCO/VpGVtE6kqBEyYfm1eDpHb201D2RUaBpGl7YO4gLZ1fR5+RoSmNnTiJ95aXz0OR30uo3Fu8XZbyqanhh3yB+/XobXmkdRpPfgZ9fMhefP7VpzKZ7o6GYMp4o4q05NjV2XoM9ofsOBx21sEf74A20YuFb94JXs9fOG2wDL6cQqZgJ1WpeHJMGrmlNv79JcvaRQzxmCPo8Lts8UDlSzs+Q8cw9qzdw5ek4jKZkiFYLVu0ZxJIG34SSE4A+H5AkU2YcnvHjqV4iGIlnMHiMe84cx3uLpUuXYsuWLfjtb3+LjRs3HtG+iLVTPJ7tqzBRMn6ivtS6Z/x7z6cUQlZoYf5tsXS2SXMkJcMhcKZ532e30hjfJfKmJuBk3th4OIh/7BnAHRfPgcBz2GbEIIvrvah0iVRlT6Cvs/TX2P3xnAWfWtKAla+3YXa1mYyvcI2u8mX3I1q5gpXgrDL+62dOwzfOnJa3Tanwj2JTcyQgXIJDyHrGU2W8zTxfAzrhSixHCVnPrkdbKpyMZ7wu6MolaVkiHshaFJ1oxBYcZwEHCz59UiN9rxAsFgv+fO1SfOXZnXizPYi0rNLrVoiMJ31rMopq+k0WiwU2K4fv/G0PLAC+tWI6jWcmKwZ5fEs3RhISPrKg1iQ6GoimTednop7x5BrUemy63Y6RMGHjsUJrmG//37t4fEsXMooGRdXwzM4+DMczozZiteeQ8GQcHLepmTwcdTL+G9/4xtH+in9r/P73v0d/v07mzJ8/H7fddhvs9sKkp8PhwJlnnjnq/rZs2YJ3330XgK52veWWW9Dc3Gzaxufz4eabb8YNN9yA/v5+RKNRPPfcc7j22muP2T6PA6j3sWS8fqvOr/HQQIZkQkl5kt3K0UX8pfNqUOvVVe8nNpZh/1A8T8GWTqdNY8nL6QvFv3x6KUJDfaZto2kZLpcL+0J6IHiCV8ZmQ5DY4LNj27fPGldX7QqXiC1dIVz++FYAwP0fWwCR5+ikPavKjQNDcZq5/+ryaeg21NpkQiAl/oBeNtdU5qATbplDoEryXJuanb0RfPOslrxjKnMI6L/tQgDADc/toq+z5Oyn/vcdbOkK40HD69Zi0W1vzptZiU2dIUTTMmxWrqAicn6tB0sbfXj7G8uxuTOErz2/G3YrRyfqnnASTX4nnt/Vh/ZAAjMqsgocExlvWA2cUO9Fd1g/JySbT5TxcV6k3bnDaQVbusKMMt4F3l9rOjZVAwZjGZzSZKVNZpvveBk/XaarCf7WqaAvIuHP23vx/XNnANA93TOKikRG0RX0Tj2wWlTvxQv7BqFpGj735x1YNtWPL562LO98EETTuiqUvU7kdzWW2eG16z6CU8oc1FcS0MkhSdFKVt0+8pZuZTEYS+f59rH7ZHOZgYQEi0UvlyUJFqIuJf8nKtpYRjaR8YsbvKhx2/B3I6nTVIIaZqKIpCSc2VKOd3rCcAo82gMJyIpKScXBmE5EVE+SkoHYd4zX45ks1MhiNJyUUOuxozUdL6oiPhIMx9JwGWOrVIyH6IllZFg5C2RVQzCZQZlDf+YcGDZXQxRrLnY0UUgZb7FYKBFfqLFrKdjNWB7l9rJgkcgocAo8VE1Pllb9+CVs/PpyPLapEz97uRVLG8sKkrKF0GN4v5Mmb6xNjaJqKHcK4CwW7B+KocIp0IVzSzlDxk+ggSt5DpEFE02yFlGJ94ZTkBSNPgeKNSZm7ZrIduVOkTZIK9TAFdDHpl3gceKvXseiOi/+ME513GHGhiRXNXVwOA5F1UCO+IvLmvCPPQNYtXeQ/uY9AzF86Heb8JXTm6mqjZR8F4JL5OEUeaoOvLhQcxQDDoEvaElwrJDrB39KUxn+/OmluGzh2H7wpUAQhIJNJAWDjOehwWq1UmW8ncs2bJUEJ9xyUm/wKufvg5fzSWZOyVBlvGLM/WwsE/c0GPt2QeP069MeyLepAUBtaki/j4t/8xZOafLjoQ0d+PLpzfjVR+aP+tuTkoK3DgdxzoxK0+uUwJNVZGQVfInJOdam5tXWYXzhLzuw/6Zziz6LyHfEityPx/HvDbZPwkTBesUTTNSmho2bSC+iUpCUFMhFKkzfa5C5LFdZPJBjw5lLdvrsAiWFcwlVono+6wG9ierHFtZh2VQ/3jSqm5v8joLWhg6Bw0tfPLVgzH3tSVPwq3VtVClNEsblOevXQIFeYQQiX5iMJ4I2t40/4goccjyFGrgeCWxWDhZLrk0NIbT1v6uKJCYKVXYvqPXQCm2djB+bVrzlglmYVu6kinuCD8ypLvIJM/wOgSaWl031o8IpYlGRnkSkb01VjqXK986ejh+8sA9rDw7rZLyxrp4sZfxwPEMtbtnGtuvaRvCJE7J9XY7UM35WlQs94RSdr9mKjdw1TEZW8eftvUhKKtw2HovqvHj0rcOwwJJ3flgQWyFqcXTcpmbScdTJ+PPOO+9of8W/Ldra2rBmzRoAejDx3e9+tygRXypWrVpF/33eeeflkeYEdrsdV199NVauXAkAePHFF3H11VcXXLQfjX0eB6uMt9JJkFW3k7IiSsYzhNNz159EF5Dza93Gfgrb1BA0cxF8W3gLZ8+4FK+GsmQ8z1moMv5gjIMgJzC3QgQC+ns1Htuoi6BC8NmtJlJnMJahDXMAYEalrrRibSsqXSLm13owz2jCw/o1a5o+QZMA5vyZ2UWfQ+ApCTgSz2AkIVFVRDGwHv2sZ7zXph/Pczv7YOUsRrNTGcum+vHds6fj5y8fxFAsk0f+9d56ASWAT2nyo9Zjw+auENoDCaxr07MaP1q9D73hNHhOJ3pvZxrgsmQesag5od6LzV0h3aLG+H12Q7ERsgiwQW/O+2bMhwf+0UGV8bLgguoxk/GATip7bDzKHFZK/m8ckKBwAl7plSDwFvxlB0PGG8mRkURGb+Bq16/LglovJEXDSDyD1w6NAAC+eFrx5qHEq94hcNgzEMPK1w7BKfLgOQuq3TZ4bFZUukTUeW14aX92QUSIBUJ4HRyKobncWdR3nHgU94ZT9FrE0zKSkoJKI8Mfzygm0i6YkOAzGkzp6m2FBp7k+/sZgpAEdDYrh5mVLlS4RGrZk5kERZOqalA1Db2RFIJJidrzRNIyfHY9mfTnbT345P+8g6Skk/HEP3N3fxTnThoZn6+MDyYy8I+RkMtV+sYzeuPK1uH4UWmcdNFv3sbFc6pxx8VzSv7MeBq4RlMyGsvs6AgkEUxIqHbrv+HQsNmf9r1oNFhIGQ9km7dO1DOeENSA/lwqZi2UkBQ4RR6yqlePDMczaB2O45CRxFLHqOD75l93w8pZcM+H56PDUF4lGGU621OjwWdHRlYxHM+gpSI7xlsYxe5EGriSBQ+pOIvTUvzsdxN7GiCrPCd/FxvTlGRnGrg2ijxcov7szfWMJ/9PSir8ALb1RLCtJzJuMn4wlqa9LHKV8Xtz7IfOn1WFBp+dPu/iGZnalz24oQPfPGsaajy2UZX6TpE3KdJGgz2ngu1YoS+SwgNvduChDR0IJSV8bGEdHrtyMU5r9k+qvaUoigiHw3mvW5G1qbHZbJSMt1lU8KoEXkpCERzg5eKKQU7JSWJoKqxSAgqvz3NEIc9a7kX8uiAhxTugGmR8RzBBrZBYhatD4CEaHWYzioqDw3HsH4ojJasl2bA9u7MP1z65DZE7LzY1aMyOaz0BVerpZm1q9g3GcGgkgVhaHrVyISkp70lS9DjeezidTiQSiSOy+WLJfJ/Ph3A4PHGbGsaSojeSQnN5aZUlSUmBqulxIDfONdfRBjtHEUiKindH6VfkEDiTytydY3W6pMGHz53ShGAyg+d29WNrVwinNpXh2Z19+PC8WlgsFlqZSmAzeqNdOLswsbuo3ouDN51LYwNCdlfk9DAZLTFss3Imax32dSDrL38kGM0z/khgsVhoAoTEbmRtVEgZzyI3WWKxAPNqPHhiWw8AfR1S6Lzkot5np+vIicDvEDFoWKyWOwXcfem8otuSvjW5CYabzpuJwViGiqUCk+wZn5ZVKspgSXESQxFMVBlP1mAzK93Y1htGUlIg8pwpYRJJSaZn3kv7BxFMSvj7505BhVPA2oPDuHddG0Ret+ArBlLRf7yB69HDe98t7TiKYvXq1fTfF1xwASorK0fZemwkk0ns2LGD/n3++eePuv0ZZ5wBh0PPLEejUezevfuY7PM4dBAy3u8QqPJubnVWSVhRQBkP6AQ5q+RaUKtnjHMzvqlUypTcEQQBFkNh5bNmiZJqt4j/facbB8oWYXfaA3eoE3V+fZ+1EyDiAeCMaeWYXuHETcaEvKs/YiJ1phuqcDdD0NsFHru/dzYWGYqGU6fqgTDN7jsF6gH37RVZ5TuruD4wpC8cc/3ic8F+L6sm8xnK17UHh+G2WaldTUu5Ex+YU43zZlZhOJ7J803MbezT5HfiD1ctQYMvq9x4clsvXmkdxhvtAXSHUyblIttIcCSuH8/iei8SGQWhpJRVxhs2NZKRZ3U4HAjKVoTTClXGS6ILFTMWwiWYr1tK1kv52Mz6loE0Uq5qJGXg22dNx9buMDoNYoyQzIGEhNNPPx3Nc0+A3yFgSpk+pvqiaURSErVwyEVKUvDVZ3ehO5SEW9TVy+/2R/Hdv+9BTziFcqfeqPjSeTW4/uQpqPPaMRBLQzU8P0igk5QVSIqKE1a+jieNoLAQSKKmhymDPPHX61B16xr6d0LSzyex+tJ9wAWqWM0NpMjvBEAbVF13UiN+ctFsWHmOegSe3uyn6tYjwWf+vB3C91dhya/WYfHKdfT1MKNIIYFSwvAGXNpYBs6CvEXLkYAoDMm4OzgUQ/ktL+GBHJ9NFroVgVk9lZAU+hwrpiKeKFRVw7v9UZo0KhVJRnU5FqJpGXUeO3jOgoDRnAwwPzNK3ddkYywyfqKe8b3GvQnkNzhlQZTxuuJZPx/RtEwJwdgY5+SdnjDeNQjijoD5GsYzsumcNvjs9P5m1TqLG7x0kV1qFUcsLSOW1i12CMiCKVbAfoxVPbENMIF8BT1BlmRX0BFI0HPlto1uU5NLVkeKPFuLYSiWQY2R4MxVxrN2PwJvgd3KYfk0vUFpuVOApGi0HB0A/rK9b8xqH5doLZmMdwj8hO0bJoLtPWFc9+Q2TL1jLe5b34ZPL23EwR+ci2euOwmnF7CxO1KwnvGslaSVeMaDkPFGk1bjdbuk3wOFFPEEvGJWn3KKTuJLNj1eVHn9GpjsooxGr3GI0AybmkhKprGmSRkv8rRqMSHpPWuIKGDvYBShpETn5UIYjmegaXoyKC0r1C4ml4wv9fqzfT1IUm6sJtEpSRn1eXUc/77weDzQNM1kMTNesGT8iSeeiIsuughNTcUJrNHAEn6FYsrNnSFU3PJi3hxJxr10DNXx6w6N4OBQ8YRb+0gCM372Mv0d7DrzplV78dHHNhf9LBGIsTY1LFw2K3575Ql49vqTcWKjD1u7w3i3P4qDw3FctkgXFOUq7fU+Y6PHM9MrXfT57iiijM+1vmEh8paCIgTR8BorZJkyXozmGX+k+NtnT8ZnTpliWjsDYOxwC5Osub+rzK43qO01KhdLVcYfKdim8WOdn9y+NSzm1rjRNqILgYIJCR6bdVIFAVllvH4flzkE0/oTYDzjmfumlL4QsYwMu5Wj5z8pqXAInIlrUDXzPL61O4xajw0fmleD05rLsaDWg0BCQn80jQWjVKmSfeY3cD1Oxk8WjpPx71MoioJ167Jky4oVK0bZujTs3buXLgbsdvuYDWQFQaDNFwFg586dx2Sfx6Gj3qc/6MocAi6dV4MvnTYVnz1lCn2fBA/1lIzXH5C5xC+xAsj1Yssl4202W9bTVJXBGwqtOq8dSUnFZttcDGtO1HSuR4XfB5fI00TAePGJE+rR+sPz8NUzmgHoPsTsJE7K10azijizpQLKLz+ExQY5X+4UceuFs/DjC2bhtOZyup2uDCZkvB6MsxYwhcAqNFjrEVYtkVFUGrBNN5T8VW7RIOPNx20rotZmiSPFWMwmJRVpWTX5t7L7G0lkIPIcbUDUHU7RRSyxqUnD8HZzuRBWrJBUQLHq10oWnFBENxbU5ZfYTilzmBrodEdlJNx60HvF4joAwOuG2p2QnIGEhBUrVmDavBMMBbv+Pb1GQiGUlLBk5ev4jWETQ/BK6zAe3NCBtQeHqWc8wVAsTSf8jy6sw80XzEKtx2ZYQOjXIMg0Sx2MpZGUVOrbXwikFJZt2kPGA6Cf/7SsQlY1urAPJjPwOwS4RStiaZnaV8xhKivIa73hFFQN+OC8Gqr6ePDjC6mlQ67y4dXWYQzFxudhSxq1kjEZT+vNrRIZhSpSyHlLZBRq3zTFaD45Wcj1jCfn9GvP76bXR9M0qvAFYEpG0MaVGYUGyZOtih2IpZGWVZNfYykg91JpNjUKbTrdFUoWJYTeKzI+16aGvH4kDVz7omnMMp49oylNiTLebuXomIimZNrkeCxiLJiQKGnBPgsBfdywZHK91069Q6tc2QXC50+dir03ngOgdOURIRVmMiXU4VSuMj577CGmT0t7zj1WzH+U3AtbusOYdufL2NkXMTzjDWU8aeBKvOWVwmT8xo4gAGBrVwjxEsbYUDyDKrcNXrs1r7/MdqbPh9dmhcViwenNfgDZ0ufW4QSq3CJtfkYa6hbDsql+nDO9YszjAvRE8tFWxquqhlV7BnDeQxux5Ffr8GrrMH5+yVx033IB7v3oArSMERccCVjPeLaZOVXGQ4XNZoNgxF2ixUiwSzoRxkvF57ZcZTynSvAFDiJUORcKJ1BlPAsSD0RVK1RLds4niS/2WrCL/B5jniM4HEzCf/OLuHd9W9HjIwT/YCyDB9/swGn//QYA8zwgjcMznrWpIQmy9kACD2/owFuHgwU/k5RVUx+e43h/I5qSqfDjSEEU7KSv2UTA2tTU1dXhzjvvnHClOjvOC5HxewejCCQkDMXM9zW5J+Vj6Bu/4sENOPW+N4q+v/L1Qzg0kqD3HfvcIBZxxUDmFVJxPJqifGmjD+/0hPG7TZ3wOwScZ1Q/r//q6fj9ldlmk0QAUCqIeCW3gSVZjzUWWOParHzBRqM23uypfSQ4Wp7xgL52LneK+Z7xBRq4sshV6fudAhp9dsiqhsGYLr46JmQ8UwE11T96VQk55kIJhrnVbqgasKkzCFnVMNXvKCkh/OjGw2i58+Uxt6PKeCM2m1PtzuNhcpXxj248DPH7q7B/jIqzWFqB22ZFvdeGgVgakbRk9HbR52lyHdh1TCgpmXojsDaRC4rY/ADZ+JMkuY43cJ18HCfjjwLi8TjWr1+PJ554Ar/5zW/wxBNP4KWXXkJXV1fJ++js7EQiYXhH2u2YPn06JEnC6tWrcdNNN+Gaa67BZZddhuuvvx633347XnrpJUqKF0N3dzf999SpU0uyh2GbLhY6/qOxz+PQQZTxPrsAn0PAw5cvgoshic9qKcfli+roZE28W3OJ32lGCWSu72muTQ2r3JIkCUJGnwxI5/TZfBAtg5vgivbC5/PB7xAmTMazv1HkObQHEjQwALJk/OAYZCXHWShx7ncIWNzgw+0fmG3axmOzUqXq/qEYppTZTeexEEg2XeAt1HoE0CfXKwy/N1Yd2VKuH2+VS4SsaugNm487N0FCQHza/AXKq/cOxKgClSV/ho3O542GAr07lKQBsF3QyydTKodQxSy80HIdIpr+W2XSsE1wIZhSKKHMKkCnlDloqTdRlLpnn6L/xgoXFtR6sK4tgJSk0EQE8bAfjmdQ5RbpOGwPJCApGoIJCbv7o9jUGTL9PlZlQWxqCIbimTwVBtkvsYUhCtukpNDGroOx4qWlhBjOVSYQsMQi2XcwaVbGE/9LtrKCBCpkUVXOXMsvn96MBz6+EDYrZyKmVVXDB3/7Nv57FCX5aCDjZnd/lBK9pGrDrIxPodZrw7Ryp6l5I/3NaRkbO8a/QCWKLaKCijLEKrFoeW5XH6besZYqJtkFKCFZE1KWjJ9sz3hCjIZG8f4shHEp41N68+HpFU60jSSKktOspdaxQjFlvNVqnTAZr2kaesPZZlGlKOPtVp6WALPK+LHObygp0WtRSHGea1NDnpWs9yXPWWjlRamqW3Ifz63JLlSoZ3w6W9HBHidB7j2mqJpJ5ZSSFNTetgZrD+qNOck9oWr6otEl8oil5VFtaoDsPf5mRwCyouKke9fjq0yfk2IYiqVR5RLhs1vpbwKAJ9/pwXO7+vGhebqnO1H9nWEktckz8+BQDI0+O7WKaxqDjL/x3Bm458Oj+4kTHE1lfCIj45GNHZh396v40O82IZqW8dQ1J+LQD8/Dd86efkSNWUsFz/NQjD43JmU8Y1MjiiK8VhUfrUlioUeG1WqFQ9YJLesoNjUWmAl5Tsmgqm8rFF5AsHoB9Y4nqHNm7/ekxYYp01ow1YgniCUUm0hyMot8ljysdIm0x8rbh0P41euHMBxL4xevtCLBPAvJWBuMptEbSRuxgUrHNSEMFFWDnKMKVFUNV/5xKza0Z+cp+oxOyfQZ9OCbHfjys7vwice35J0f3cpPGbMapxTc8+ohXPHH/O84jsnFr9e14ZLfbpqUfZWX68+xYLBwoqYUsMr4I7WLZdXjhZL+tHosJ54gz0fpGHSE/9+t3fj9250A8vuLsFhv2GySQ2JV/+y6plChUa4ynq1IzsWJDT7s7o/i0bc6ccPyabRSZ3lLBT5zSrZCwWUIAEpFMWX8mi8uw48vmIV9N56D4B0fML13waxKnNlSjlxMpjKeHE8hn/bJQrlTLpXPRwAAIABJREFUgJWzUAHVaCpyAHnr5jKGA+gJp3RlvO3oz6WsMn7uGJaz5PwV8sEnMd7rh/Qx3OR3lFRB+dXndhVcT+WCtakReAumVzjRw4jBZEWla/tndvbB8p2/46X9eo+eq//3nVH3Hc/IcNt41Pvs0DQ9ia7byeljn4j1WJuoYFIy3ZPTK1ywWTkIvMUkPskFsdH6rHGfZW1qjnvGTxaOfgrrPxBvv/023n777YLvNTc344orrhiz0eqBAwfovxsaGtDX14e77roLhw+b1aUjIyMYGRnBli1b8PTTT+Omm27CjBmFvbhY4ry6urRGGVVVVQU/fzT3ORaORN1QDEdqAXQ0ML3ChZ9fMocqAHJx9oxKnM00xCIeeLlhGs9Z8PS1S2nncoJcMp5VbsmyDCETQ8pVjXKnXlr1teY4/vCKbp3k8/kw1S+ZFMITAcdZ0OCzoz2QMO2LKO5GI1cJSDa/EKEN6BPuPw8MQdM0HBiKU1VnKftsKXdSIknT9MZ8c2vc+MzJUxBMSvjrbr25MqlOIEEMq77mLPmJEIJmvxMOgcO5Myvx7M4+nNlSjnf7dVXM3sEYqlwigkmJTtiOG1chJatYWOehmf6RhASrQaZVuXTVY1K1IN5wKmROwLBmBHMWfRtZdCKQlDGryg2LRU+IkMZ+U8octDHOkgYf1h4cRnnzHKA9AI/NirNaKrD24JCJ0Caq16F4BlUuETYrj3KnQFXnnaEk9Y1mwa65PbZcZXwmLwit9Rj2N5E0FtQxnvGSQpuoskrzSErCTav24p5L58EpWulChhx7rmcym1wJJiVM8TsQSEiocIrIKLqqbiCahshzBdUYXSF9v7lBPaA3dmKV4V2hJJKSij0DY/vtFkKN24ahWAbbe8NUnUCCYErGZxT0R9Oo9djQUuHErr58784nt/Xgy8/uQuznF9PFTSkgBEi22SlTPWKMhwNDcfRH0xhJ6GpcloxnFZFEqTHZNjUkWB4vGZ9iLBDGQjQto95nR5ldwI6+sImk5TkLVVdF0uM7hsnAOeecg7lz5+a9TvziJ9LAVbfEUjHTSEaNqozPKHQstgWMcl3DygnIJxpyEWRUPIeD+Ypzlkxu8NnpmMxddHGcBQJvoYus/17fjnhGxvfPmYGbVu3FvBoPrmcqzjqDSVgswGwm4UZU5IVsaogNl8hzlMjMPQ8+h/7sHYylaXI7Fy5RJ+ODCclkU6OqGiSFVE0p0LRs0+rDwSRNTh4epSqIYMhImHrtAiIpGbe9tB8bO4JIyQounFWFOy+eg3/sGaCJcWIJd/miOjyxrQetIwk0+/VG6Zu7QmMq48cDu5WfdGU88YN/eEMHAkkJH1tQi99duRinT7IffCmwWq2QZX38FFTGayp4nse05mZMT+6Fm5sFq9UKp6KPKX4UmxoA4OQ0taPhFAliOgJ3KoCkpw4qL8ICDRr031zv5tGX0L93KKHg/BOW4NBwHEMJCR2BBBRVM81XDoGncSWpPqvz2nDt0in4xautAIBNXUH8ZUcv/ry9F5s6Q5AUFTdfMAtAtnpkMJZGNC1D03SRB6n8YMm+lKzCzcRLoZSEv+zoxV929CJ51yWwCzx9tkTSWbuqbLPl/OeKrGpQtbGtbErBnoHohOft4ygdw/FM0WfleOH36xU+7xsyniGsC4kQSMzCJpwlRaXxRCk2Fkfijw8A1zyxjf57ekVh9bGsqNjZp1sxkvnY1HMpqa+X7v3IfFzxx6159yZRl2dtaopTUlctacDqfYPY1BnC18+clvf+ZQtrjT5JqXGpyR1G3FuRE7dfMLsKF8yuKvQRPPjxRQVft+U0ujwSeG1W8Jxl0j3jTd9hF/DOt8+iyXUibCvWwNVuNH/VNH2d4XcIaDSsVrtDSUTSMqYVGSuTCbLWr3aLY/ZOGC3BUOESUeUWsa5Nr/ae6nfQPmejQS4xGRZNy5AUVa8YMCpo2cotdt57ab8u0HjrsC5aG4vsj2UUuEUrFW0eGokbdnL6GDxpig+9kRS+8twuqBqw5/tnI5SUTL0Dec6CudVuyKo2ahPpMocAbeWl9O+TGn24aklDXgPe45g4jpPxxxgdHR24++67sXXrVtxwww1FF8HDw8P03xaLBT/+8Y8xNKTfrI2NjZg5cyY4jkNHRwcOHToEABgYGMAPfvAD3HXXXSb1OUE0miVjSm08Q4IYAIjF8gPQo7HPsfCd73xn3J8ZC3//+98nfZ9HCo6z4KbzRrf9YUEU8IXIp8uZ7t0EqVQKbneWmC6kjLdyFrz4hWUYiqfRvulVum1ZWRle+ML0oorv8YBMOt86K+vzTppwEhub0UDUFOXOwmT8ojoPRhIS+iJpbO0O4dJ5+c1Li+1zZpUbq/YO4OR712HAIBbLnQJuM5qrWr6jjxvim8+WwrltPGJpZdRzdOXieiyfVo7fb+rCC8IAnr/+ZIRTEmbf9Spah+M4eUqZrpbMECWyHuhWOEXYrRxtrkuC9HqfDT67gLTGYX5DFbYmAJUtgNI0ZEQPkikZ1W4R5YaygRA5NR4bVe3MrHJhw+EgDgf1qgWes2D5tHI8uKGDeqEDWQ/7oVgGJxjkTZ3Xjv2GzyRRB+TapLCLEI+NNzUCHIqlUes1L3hqqTI+61UPgDYqBXSyieC+9e14aMNhnDezEvGMQokekijZz/hgappmWqjfvHofblg+DcGkhBmVLsTSMoJhCQPRNGo8YsESVaqMLzAORStnIqMPGuW7ewaKN7fKhcIEgITw3tEbwWlTdYUO9Yw3zuNwPI1wSkatx4aMouLpHX3445YuXH1iIx2vw/EMZFVDTzg1LosGOh4LENfEyomou3ojqTwyPiUrUFUNKVml52uyiThKxo/TVzubYDAvHNOyAk0zN8omzYdrPTY8v7vPNIYW1nqwvTcCnrNgKJbBi/sG8YE5pSWsJwPLly8v+DrP8xNWxpM+EVQZPwq5lZB0ZbyqZZM3w/EMvW+jRWyAOgIJBBIZ0z3bEUgaau7sZwZjGdpgtNHnoCX9hcqR7das6vqvu/sRSukJzl++dgg8Z8GcGjeWTdXjks5QEnUeu2nRQpXxBWxqSFKvudxhsr0iSEoKVV4HRvGhJTY13aEUJUIzimryB05KCtKyStXIveEUvSYVJXizD8UyqHLZqDL+9jV6ZWKd14bPn9pEqwrIs0TgOaj3fAibOkN4YlsPDg7FcUazny7CxvKMHw8cAjdpzdN29Ibx69fb8MS2HtisHD57ShO+vnwapr+Hi8diZDyn6q9x0MBxHJqbm9HR0YGWlhYTGW8dxaYGAHglAxmARZXBqfo4sylJyDY3FKsdbl5FVNHv+Qa3FVsHJfAWDQOxNJKSArvAo9nvQHsgmacOdIo8tcboNOa5fTeeA7doxZ6BKHb0Rai9DXmedzMJe6qMj2Xoc7U3kqJzApsYT8sq3DbgJ2sO4KLZVaZKlzX7h/DhBbVISApq3Da0BxJ0Luw1quNiGTmPiCTPkcnwjE9ISsn9J7LHPYjzZlZNqL/S+xWhpIT2kQSWNObbHU4GEhmFjpVAIgNZ0VA9QVsEr9cLi8VyRGQ8a1PDipgmAraBayERQqGENRsfSWPY1EiKCvH7q/DI5YvwxdOmjnk8iYyeJGd7WLEo9pw/xMT0JOHGHmcwKWFpow8Xzq7WrdGY+dth9LcCSlPG+xwC/u+zpxRNMjx7/ckAgDPvf5NatpYCIhgotn4cD4gqObcR7UTAcRb85dNLad+Wo4WFjD3JjEoXpvodRUlWi0VPDsQzCm48Zwbm17pR6RIh8hy6wymEk1JJDVyPFGTczKsp7nNOkLWpKRwfTa9w0artpjJdGV9qIiu3kbJSgKQPJiS9sa1dQL1Xj1fJ/nOtAgF9Xqx0ibR3GTmO7/7tXTgEHj+9eA4AvTrZJfIMGZ/AlDI75RscAo9L5lbjN2/p1S3D8QxCSSmvmvH6k6eUnFwgqPXa8cQ1J47rM8cxOo7b1EwiampqcPnll+OOO+7A448/jueeew5PP/00HnjgAXzuc58zKcJffvllPPLII0X3xTaaaW1txdDQEERRxPe//3089NBD+Pa3v41vfvObuPfee3HnnXfC6zWadKZSuPvuu2nQz4INJkSxtPISdjv280dzn8cxMRAyvlSk02mTwiNXGW+V4nAJHOp9dpxQ70NdXR3d1ufzwWsXxqWmLYaHL1+IL58+FfNyGohoKy/FyhJK3KlNTTEy3iCI/7ilCx2BJC41SvFHw5QyBwTegkV1HmgasKUrjK6QvnhkFRSzq1wmjzxWUXBSo56cGu0cWXkOU8ud+OoZzVj1+VNR4RLRUuGipX9um07Q9IZTpiRLpUuExWKBx2ZFNCWjJ5xChVO/Hl67FSlZw+IF+efOnokg5aqGZuyjym2jJYqAnlQggU6z3wm/Q0B3OEXJ59nVepD2uqEkqPfaGWV8mgY8dR5bnuddVyiJe149hK5gvietx2alChVAX7Tnqkscgu7TSCxpqDI+w9rUZJVUhPx/oz2A657cTv0riTKePb4MUy4IAH/fM4CVrx9C0Gjg6rbpnvEDsTRqPDZTk1v29wGlKeMJaXdwKF5U5TQSz2CNUbIIwKQSI//e3R+lqnRfTgNXQvg3ljnQUu5CNC3juie3YwNjS0MWR6N57RdC1jOe2AUo8NqtsFk5So6Q60POd64yniR9SFlxMZuacFLC9U9uQySlNwkcrZkYwZr9g3hwQwcAs6d3KShmU/PVZ3fjM09tNx9bSoLHxqOlwolAQjL5Qa6YXoH2H52HpY0+PL6lCxf/5u1xN9w8GpioZ/xdLx/EonteB5Al429atRc/WXOg4PZEvcraT+1lkk/FiPybVu3Fxw2riZSsQlZUdIWS9DlO0B9NY0mDD89edxIunF2V9YwvsOiyCxwdb33RFLpCSTy/ux/XndSIpjIH/rQlW6HXFUphSpndtKDO9Yw3KeON8dVcxLuUHddsz5FcEJuaeEYx2dSw901SUuj+Gn129EZS9LlTMQaZkJYVRNOyoYy3mpJNfZE0Zla6qHqMndMsFgt9pmQUFQ0+B232NZZf63hwpMp4VdXwwt4BnP/wRixeuQ6vtA7jZxfPRdctF+C+jy54T4l4QCfjC9nU8Jr+Gg9DGT9tGtra2iDLMnieh0vRn3eksWsx8EoaFkUXUfCKQcarKaTtfqi8iApB/x6Bt6DOrY+VeodOIPSEU7BZOTSXO9ERSORdB9aL9nAgCY/NCq9dAMdZ8LfPnYJvMkpVQtrrTVs1DEbTjGd8mj5Xu0JJSl6wJF1K1smQn718EH97t99EWJCmsUlJoRVhZO4nSXpNy7ekIkmejKLi5tX78GrrMCaKREYZl51SRyCBix59G+vbxlZcTjY6Agk8s6O35O2HY2l6TV45OFyQXCK44JGNOPHX64q+f6QgTX3TsoLqW9eg5rY1E94Xz/MoKys7oqrqyVXG6/dXuVMoGPdQMp5JHrG2UfIYDVzJffK3d/tLOp5P/ukdNP5krek1kalOKWaLw65JqDKeOc5AQoLfQeYU8/x0ydwanDpVXyORqs5SvNbHIkl/dP7Mgsr5YiBz3WQ0o5xMZTwAXLaobsIJqImgudyJjpvPH/U7SSxw7UmN+Piielrd3hVKYiQhHRPLt8YyOy6ZW437L1s45rZkTBVrStvsdyCalmHlLKj12KFqpSvf0zlrt0yBtdxIIkMb2zb47EjJKr2/2epOdlgvbfRBVrMVkJqm4Q+bu/DwxsP0mUw84ytdInjOgoFoWp+njfvWZuVw+aIsZzMSzyCUlFGWcx9+46wWfOfsfPHucRxbHFfGTxKWLVuGc889N29RKwgCmpqa0NTUhAsvvBD33HMPNm/Wu4uvXr0aK1aswPz5+aRZIZL6W9/6VkG126JFi3DLLbfgxhtvhKqq6O3txWuvvYbzzz/ftB1tzgkU9JItBLYBXDqdXzJ4NPY5FlauXEk9AI8ji8YSVWqyLOOGG27Au+++i5aWrBqdkPGRSATr1q2DN9iGZfMuo+8TMl4UxSMORll86bTmI/q82wgOSNCXi2a/Ey6Rx80v7offIeDsGWM3lFvc4MPQ7RfhmZ19AIBbL5yF2w3SiVVQ7Pzu2dAYYyD2vQ/MqcZrh0ZKqh6o9thMARDZ48I6L9pGElj5ehs2dGRVPWTS99qttEkqscohpGyhxlBuKYxhm65kqnCJOH9mJaZXuvCs8TsBvSTt5CllOLOlHH/a2o2ecIoGWEQ9vWb/EKrcIpoMKxdAV10SMqfabcOrOeV+qgZ87x97sH8oht9ccYKJ0HLbrCbyM5iUCpZn1nnt6Ium0BlM4JBBNidNNjXZ5xFRRpPFOlHNdxvKhHf7s6RuPKPkLYrWtY1AVjU0+hxIyzpZPxBNo8Zto/7sLDpDSVg5S0F1j81qJuMPDuvfLasaWofj1LswLSv4xSuHcM3SBkz/2Sv6fm8+H1P8DpNVB4kVu4zSUCC72CHn7aBB+Df67KayXZYQJMFgobEyGrKe8VllvMdmhVvMVkqQgLO3ABmfklV6/Z0CD6fIF212+UZ7AI9v6cZVSxoQzyj45P9sxdDtF40a9H/0sc10f+GUhO/9fQ8+Mr8Gy1vGvvfZ38TiwHDM9BviaRnd4RRmVLqoRdhuxp+xzCGgudwJj82aPZaknLcoPdYgFjXjJePZ8l1iU7OjNwKHwOPHF87K2z4hKajz2kwqPtbeoZgN0Lv9UVMTyd5ICrKq4YQ6L/WnBXTybVq5E5cZC45ypnQ5F3Yrh0hKRjwtoy+ik4PRlIzPnDwF3eEUhuLZOKQzmEST32FaUJP7hIx71p4nlJLgEnnawyMX7LgOjGKZ5BR5uEUr4hk528A1j4zP3jczq1zY1hOhjbTFIlZoBNnKARE+u4COQBK1HhutKppZ5YbAcyhzCHnqNvZZ3OCz44JZVXji6hOxuKF406/xwiFwSMnquO0VEhkZf9rajV+/3ob9Q3GcNMWHJ685ER9fVEcr7N4P4Hm+sDLeIOM5hoyPx+Po7++H1WqFVxrGrB2Pw5EYnUDmlAyschK8lKTKeLuaQp9bJ6YqRQ0dKf1aVrv069vk5tCV0NAV0sdCrceO9e0jec9ip8CDXJHOUDKvcdt0pqqKKOIPDMXQfOfL6AwmqbhgMJah9337SHbOYUmJlKRiJJ5BWlYRSsqmyiayXSKj0B4yZO5iict4WjbNeWxy4RevtCKekXEOY/EYT8u4+9VD+NaKFrhEHkOxDI2ncpEcpzKeiBXGa5c2GfjT1m7cu64trzL20HAcIs9hCqOSVFUNVbeuwQ/Om4GvnTEN5z28Eau/cGrRaq4tXeGCr08WkqQfTUoeNSlQKvx+P0Kh0NgbFgG7Jj/S9Q95ppc7RVMcPBhN4+evHKTxLDtHjkcZT0QpbB+ujKwWtaLY3KWfl0AiQ8UkdiEbs+aq90fiGfgdgimhS5JmJJlG+kURSxGf3Qq7laPx1f98agmtMqTK+EkgscdbfXj+zEqs/dKyovf7eEDm4Mki49+PcIk8hmC+VnOq3VizfwjD8Qzml6BWP1IIPIdVnz+1pG2dIg8rZylYzQxk/dCr3TaaaEhJKjKyii88vRP3X7agoMBK304xzTOssIoIsAIJyUTGA/qaqNwpmuY9Jj+PpY0+vLR/CJGUDKdoxd6BGO3R9vbhIE6fVo5YRoZb5MFxFlQ4BQzGMnAKPL3H7VYeF86uxo7vrMAJK1/HSCKDUMpsU3Mc7x+8fyLVf3G43e4xF7ROpxM33ngjGhoa6GvPPPNMwW1zVeYzZ84sWnYOAHPmzMFpp51G/16/fv2o+yyknC8EtilsodK8o7HPsVBeXo7KyspJ/e/fAaOVwH7xi1+kVjzBYBCbN2+GJEl5DVwzmQzuu+8+vPDCC/AFWvHYJxfT92trdXuXsrKyY+63OhqIgrFYmSHHWdBc7oSiavjUiQ0lL9B9DgFXLanHmi8uw43nZvswsHYAopUzKd9Zb3gSYE7EyqfFCBBuv2g2tZDZyHjNEaLZY5DYvZEULVcjCoADw/kKYq+ctZepdIn478sW4puMPRCgj6NN3zwTpzWX02oDEsiUOQT4HQL2DcYwv8aDcqeAkUQGSUlBPKPQyoAaj63oAorsK1cZn2vhUCigrfXY0BdJ4/LHt+Kp7brii/WMH45naMPQDkrGZ/3kyxwCQkkJrxwcxtM7e2lwFEpKeYvlpKSCt1hw5eJ6uEVDGR/VlfGFAppAQqIVC7kQeQ4ZOXs+Dg7FcUqTrgra3R/Fj17Yi55wEuvbArj1pf2457VD2W2NpEOuen1OtRs9TMWEN0cZT9T3DT47ljR4qeXTweE4bl69D4qq0QUU8bsvhPvfaMfdr7TS8woU8IxPS/AYKg2qjE9klfHtIwms2jtAP5+WVZr8cIo8nIYPcCEcMJTwB4bi2NUXgaRopp4MhWC38mjyO/D1M6dB04B7XjuEp5mEE8FANI3W4Tim3bkWgUSG+nG7bXyeTc1gNE1/E6ATy5oGLKj1UjKK+KcC2XHOLohL8aE/2qivr0dtbe24PePZXhteu0AbP/eECydyEhJRxmf3TaokGn32gs0UZUU1Wb2kJJUS88QCiyzuB6JpeJjEF0lm1hSxqbn71UNY8eAGer+kZBXTyp2odIlUSQjo5N6UMgftGwJkiQaqjM9p4FrmEHDujMJxBDuux1TG2wxlPOMZzybxklLWumdGpQuhpETPV7FkFqATMa8YauBKF1HGSyYCglQ7VLlEeHIWruyzeGalC1aew1UnNkxqHECImXSJquP+SAq3rN6Hpp+uxZef3YX5tR6s/+rp2PSNM/HJJaXP88cKrE0Nq4znDBU7p6ngOA7Tpunk+cGDB2G1WmHleXhCHWPun1fS4OUUbKkAhLSeFLSrGWicfi1n1uhJeKfIo9qYp+tdxNIsA5uVR3O5Ax2BJCVCCVhlfGcoiZqchBdra0DI8V19UTpnkft+MJam1UGsJ27EpIxXKaHPzst2K4dQUqb2ZsQ6g50LyLMht+qGVbLLqkYTxoB+LT7++Bb85J8H8PCGDthvXIWGn/wT7SMJ9BeYZxLS+JTx0bT52XEskcgoBefVr/91N25atdf0GnkGrm8L0ER6f2RssVRaHv13Pb65i1YhapqG217aX/C85iJboTY5583v979/lPHG+ClzWOlcomkaznzgTdy7rp02lIwVJeNHH3+DUf1akpiwI5CA90erqYAlF+T+3WXEL6qqIZqW8dMPzMb1J08xJZ+DiQwqf/wSzn5ogymJTeapjkAS0+58GQ0/+ScCiQxdQ3jtVlS5RXAWvY8Wuy4iMVIpyvjJhpXncN6swt7w40VWGf/vq3Mlv42tHDylqQzbDevS3N507zVcIl90XQbo9oKALuIgjX+TkoI9AzE8ua0Hbx82W1vFc/qbsGCTZNMr9TV8IJExecYD2TlywLhPSWKZYKlRVd8RTKIzmMD69hHwnAXlTgF/36Ovo2JpmV4DIoJj52nyW+qNfY/EJT05Ngl2TMcx+Xh/Rav/AbDZbPj4xz9O/961a5eJnCbInexZor0Yli1bRv+9d+/evPfZfbKK9tHAblcoADka+zyOyYUsy9i+fTveeustAOZkSK5NjSRJpuvDkjSiKKKyshI+3/trsh2rgSsA/OYTi/D0tUtx30cXjGvfTtGKC2ZXwSHwaDQm0mJZcoKVH56HDTecQVUStgmQAs9cdxJ6b72gaBb7a2foC3ZiU9MbzpLxRBlKSHwLs/D3KVnlbm7Dog/OzVeUkHPKHgdRAc+v9aDCKSKQkDCc49ecq05lyRxCuifyyHjz8yO3gSugWzG1DsdNXutJSW9U6rVbIasaQikJGVmlAQ9Rxo8kJFw0uwrzaz34r2d3oW0kga+c3gwA+MxT2/GJP24xfVeNx4ZrljaiwiVS+4j+KLGpKZwAylUMEoi8BRmjAde1T2zDPw8M4/RmP3x2K9YdGsHPXm7FZ5/agXcNZfXmrhA4i166SBrf5jZonFfjhqRoaB1OgLNkz7HIc+AsejKm3CnAKVphs/K4/7KFqHKLeHJbD+5cexCtw3GqzOgcRRn/9b/uxo2r9uKXTIIgmquMN2xqKlxC1jM+Sbx8U3hoQwe+/4/snJSSFJMyvtpjMzUFZkHIxgNDMfrv0Rq7RVISgkkJd10yF5cwKqmDOX7ehwMJ1N++Bn97tx8dgSTaRxK00V+124aDw3F86/920+0HYxlKUgDA7v4ILBZgfq0b5U4BNitnIpjIPcOS8ZH3ARn/0EMP4ZOf/KSpkq2iYuyKAbIgJ0kdQrL3RdI0UfPHLV3Y3qMrJhMZ3TPenpOMtFk5NPjsBRMTbYGEiXxOyQqtCCHepsSGJimppiqDs1oq8NfPnIzZBZqK2w2rnK3dZjXntHInqlwiVY2nJIWS8eR+cok84xmf38B1JK73ESmmyGNJFDbh6MlVnxsNXGMZmSHjlaI2NSQBtMlQNY5m8fL4li5c96RusaR7xgsIp2RK6vgdAk0y33bRLHz2lCbT58udIpZPK8dPPzAbZ7YcnapEYmc0llXNzt4IPvPUdky942X8el0brl7aiIM3nYtnrz8Zy1sq3ldCARasTY1ZGU8843UyvrpaH0dDQ0N5jZZH3X8mDiEdxbR9f8WU1tUAALuWfU6esUAXFDgFHjWGTU2dmyTGVditHKaVOxFNy3nPYrYxXGcwmdfPpaXCSYk/lnRenGMtpdvU6O+3BbLPY9amJi0rWTI+lSXjm/wOhFMStZuaYpDxrKKQJJdyie9UDmE8wsQaw/EMbZ73h81dtOrs8j9uQd3t/8xLGo7Xpob83veEjDcSB+r/Z+/LA+So6q1PbV3Ve8++ZyaZTCZ7yE4gZCGBQAAVUARBEBRFeMoa8Al5CIriJx8GP0XU9+SpiIAIoiAGAohAwk5CyL7NJDOZfXqme3rfvj+q7u1b1dU9SybJJPT5B9JTXV1dXVV8PzApAAAgAElEQVT33vM7v3MMwgg/E6RN0KbZ/LiUdJdib8h8TccWk8x8j+k+fWF85YnNuP4vWwGoc4F7XtpNLeRyHns0XegnuOEvW3HP+l2DvtcMBQUFoxbgeqSe8eFYAhaBh8Mi0u+5oyM9vyHP/2zK+Gw2Gl/43ft4esvhDGX8nq4AIvFk1nkeuZc+PqzOP31ayHJjqQOVLlk3V9+wRy3qvrG/F3/6SBXEsHP1P398GM3eELoDUV0mkFuR4FZUy0e7RdQ9py0iD0XkM8bEEw2fBmW8TRIg8JyumEKERYU2aVRD3UcDqxpL8LWF47L+ndgLljpkOk8MxxN0/WIcC9uYtYdROMDOXYm4oZfxjK92W+FWRHyozZHb/WEoIq+zSFpWX0Qthxf97E3U/uAVbGzyYk6VG6unlOKl3epYFYgm0oG72vuNNjUAUGCzgOPSFnFGm5o8xgbyZPxxwKxZs+j/RyIRdHZ2ZmxDPOAJampqBt3vuHHpB04oFEIwqA9MdDrT7UNDbddjJy9s2OfR3GceI8dvvzgLP79QTzh3d3cjmUxiz549APTWQOykktjUsB0OxoVtZWXl2CPjNXVkrorvorpCfH5W5REFaBH1yGBBP7csrceiukJYNOXoSJTxRXYL9XLf/Z3luGpeNf2b9wfn0FAmF6OMJ1V3QginUkCj5MMc/0ewcBrpgvQzgf0e/h+ei2evnp9xHOkWU3MyvtAmoTcYpQqZEsamhkWZU8Y/r12I0+sK0KEtFIzK+DXL6nXqUjN1yeRSBzYf9ukWtrFECof6wpih+Rh3DUTx/PYOuqgmi8xEMqUG4JzTiMO+MCaXOnCuRqB91OrLCHfb9K3FWPdZ1ULMIYsYiMapTU1tgQ0iz2GaIefATJULpK+Bn72xH3/4oAXXn16LG04fjyq3gvc1gnBru48WGbYc9qGu0IZxHiv2dau/2d6eAOqL0h7NxNpmW7sfLkWi9yrxeG7qDaHaEMhVYrdQKxVvKEZJkFw2NcT+4/1D6ec7CRZj/dWdsogimyXDM/6wL5JBvIYNyvgZ5U5sbfchlUrh6ic2421GjUI6A3Z1DdD/z0XGk6JFXaFVV0TaY1CFtfsjSKZAldfeUIx+ny+eorb1//zNJgCqEs0bUkl+QkRsbfOjvsgOm7awLLZbEEuk6DPGjIzPFlp6PMB28tXV1Q26fSCawIqGYurTSe7BeDJFF///+cJOPPqeGgpKlPGKpH/+lTllOGXRNExxR4e+myeWSGFfTxClDgvKtedaMdOZxJ5bgefw2enlpmRstkC38UU2lDhkamH1yKZmxJIprJ5SShc6tQVWep8QxS37/GnVupKyBagGYwk8+u5B7O0O6EjADDJe84wfiCQowRiJJ6l/PKC3qZmoKa8+1J4fwVgCvcEoLv3DBzjo1c/92PuPesZH4vQ3YAsYX5pTTcNsCSwijzf+43Tcddako0Z2k9/IjOhk/eBn/d/XsWF3F35wbiNa/mts+MEPBdlsasAo4wVBoN2mwWCQhi0PBdX7N2D8rr+CT8ap9Y01pV5visjTzhGbRcCkYhtcvXsxtyw9XhHPeCB9H5Jr1CrpOwBLDNe6Igk4eNdKnDVJ3x3yxVMq6T4qXLLBpiZ9jRptaoj1Up82RtktAkq0UDty/Veb2EpUaN+RFM22tvnw/qG+jK4RtkOFnYfs6gqg2q2gyq3Q+8rYzRKMJZBIphAfRJ1M4Kd5E8f+2U/OlbHAFY0ndeGgQNpOzqXl4wD67763O4Bzfv02ovGkrqiYq8D8xEetANIqUdKR8MRHh3WEvhnIb8aOmZsP92Nr+9BD71kcKRkfDofp2ueIbWoSScgiD5tFoPMg4++hvpb+3Vgv9mw2Nf/c1Yn3D/XT8Zg8q8m/s80/SFF2a7uqbiaBym5FVI+ROY71O7vQWGKHwHPY3TUAu0XQWZYYOwrJGuLU2gIsmVCkbm9i5fjHy+fg8rlVGa+fSBhtz/ixCPJ7s/OABTUqGT+nyj3miuHnTimjoadmIGNemVOmApOwZpEGZJLxbC6U0a6M3EccB8yscMFuETRlvGpTw/Mc5td48E6zupZq80VQ4UqHrq5qLMFr15+WYYPaG4yhwiVjZUMJPmrtpxly5DpLK+P5tDJem3cLPAePItEMtbxNzdhEnow/Digo0C90/P7MyUV1dbXu31br4NVG4wSBreQb92lWADBDV1dX1mM6WvvMY+S4esE43LBYH17T0aG2NTU3NyMajerIeLMA11y/4/nnn49Vq1aN8lEfGcqdMmSRR4n96AbdTCy2g+Mw5MqyZKhQjxQNJQ7atiYYvO+cioi+UAxtvghVhTllkX7mOEsE9b7t4OLqb+7g4xDiYXisks5SxyGLpm39RpsaAJhQqBIfU8scGFdgxd7uIJ7arFqAENUqKQiQ2keRzYJVk0sxrdxJPYrZCb5TETG5zIlXvrmIfpbZhHZyqYPa3zQU2+ni/7AvTJWzB70hfPMvH+OCqWUodVh0pJ9V4nHhjAr47zsXn6xZRu0YWLJq/dcXYsutSzG+yAa7nD6WWEJtjy9zymgsdaD73lWYUa4vmmZXxqvn9pFNzfjCrAr89LPTMbHYjkqXQpXEbb4IPm5Tx4JYIoVKl4L6IjtVxu/uCuhaQKeWqQTatg6/LnARUK1TAGT4WJc60h7e3mA0wzN+e7sfz29P28lE40nqVcgS9gORBGSRpwtESsbbLXT7XmpTE8pQBUbiSbrYtkoCZlS4sK3dj0N9Ifzve4ew6Gdv4rDm7b+7awACz2FXV4Ba1nQMZCfjiT1RbYFNN/E80BvUtXeTY+pligfk+5w6rgCPXz4H8WQK/nCctvAnkil6PW1t82FGRboYQybEDcV2WASeKm70yvjjH+BKwCpuy8oGD7UORBO6e5K1oWpllKxdA1E8+u5BHPSGYJP0NjWAWrAyZkQQ7OjwU/sbgp2dA6grtNGMAJYINF732WAsCFg0b3SPVUKJw0LtrX786l5cNa8ak0oclDCoK7SpgcNMNwerFGztTxdCD9y5Au/ddAaA9LMvFEvgxr9uw2MftBiU8frzIpsoAyPxpC4kLBRPH0NDsV7IEIwm8KXHPsSTmw9jY5MXyWQKL+7oQCqVtqO6blEt7BY1CDsYTaAvFMPV82vwmy/MHNJ5PJog1wlLHIZiCfx6UzOm/eRfOO+/30V/OIbHL5+D/XeuwJrlE0+ohSVrU6Mn4+MQeA58KkGDlQVBQDAYVG1qhpjFJMZDkKL6YpYN6nOr3CVTxZxNEuC2WtCw9Y+oL0iPD4rEo05TNZKg5SK7BJ5T7xd2HmNWeHJbJdqpYpXU++vCGRWo0cagSSUOdA2oeQ08BxzoZTzjGXV1mOlq82o2NR6rBLdmMUfuvQKblHG/lGst+eQZvfbFnfjG0x9nkCbsfUiKP41aDsaMCpdO0d9nCN0m1+dQ1fHkOZctsHq4+KTNN2TPerPnFZAZWA+kOwidjDK+hzlPP3ltL9bv6sKOTj/2MoXtXKHkT2pWgmT+Q4qRe7oD2Nzqy/o+gLXAS18b0URyWH79LEZDGT9x4kQUFRWhsrJy8DcY8Mb+HmrXE44loUg8bJKAgHathul8KH2fZbWpSSZx418/wd3/THcJhGMJDETUzqnOgajuPWS+xI65XQMRWiwh1wfpHCPFZ7ciwW4R6bWSTKawflcnzp1SikKbhGZvCC5FzBjjSxwWGkhJyPiblkzALy6eAbtFNBXaXDSzggqQTlSQ69xxgiv8c8FmETK+X7FDxswKF5bWD95hOdYwroC1qUnPQdjOXhZtzL+z2dT889qF+N6qRhTbLegciKI/HKfr2oW1BXjnoBepVAptvjDlL4D0mteY2ROJq+utFQ3FSKWAqntfxr6eIBV/kbWH0TOeoMhuoevIE2nO9GlCnow/DjCGlpq1vLEqdwAZKnczGMl3u12vFmKJ7+bmZtoymwv79qWtCczU+Udjn3mMLggZn0gkcODAgaxBRJIkIRaLobOzExdccAEeeOCBjH1ddNFFuPDCC4/+QQ8DqxpLsfs7yzN8bkcbc6vdqC+ygx+iut4ySmQ8kF5kFtkknfLAKYvY36vaaxCbGo7jKCnskLT7LaI+PxSBgxIb0KlLc4GE4rLKeKLInFbmxPWn1WHJhEL8+LW9AKALcAVAJ9fFjJc8UTWHYiqx/ZlpZZjCKDNJy6tZgOtkjYDmOWDrmqXUrgcAVam/e8iLzoEobltWnzFpJBMUnucg8FwG4S/yHM5uLMVMQ3s9q+QhXrVuq0RfJ7+xWXgkADpB6g5EKUkLqH7u7ISOVYRXuRXUF9sYMn4AU0qd9JgnFKmk77Z2f0Y4EVH8GzsUSpjj84bUYCFF5NHUG0IqlcIVj3+IC/7nXXyieYcSRdW8GrfOV34gGkeJ3WKijFdtahLJFHzhOGo8Clr7wzpVoCRw+P7Lu/H9l9VAZJskYEaFE4FoAn/fli4EVN37Mv6xoxOH+sI4va4AB70hukjMpYxv6g3BIvAoN3j7J5IpnY0MOSZCzHiDaWW8IvHUx7HNH6bnQT1vUbzd7MWre7uxjFl8kGt8QpENXfeejdla4cSppK8df/jYWxVkw3ADXAci8axeqK39YUS1UN4OfwTXPLkFgBpEbbSpocp4EyXgvp4gZlS4dGGkOzsHUFtgpcRbCXNND7WtnbUKU0Qek0sdtMOn2G5BIpnC9g4/2v0RfG66mo1Cnnkkv6ON8U/WKeMZMr6u0Ibp2nOIkBCBaAL+SBw9gahOaWocryLxpO45C6gKymw2NWzhb1KJHW3+MLXbiMSTeG1vN1b/97t4ZFMzeoJRzKxw4ZefnwmO4+jneEMxzKp0YXrF6AWxjhTkOgnHktQPvubel3HdXz7GlDIH9YO/bBi5L2MJ2cj4eFx9BhNlPKCuCWKxGERRHLIyngVZU9g49dlW4Uyr72wWAdXV1bjsssswa/pUWvySBYFaspGg5UKbBVZJVUGy85hs3YGERJhZ4YL3B+egsdRBu7OmljmQTKnXZo3Hqmvp1ynjWZsajYx3KyI8mrUSW8Q1zmMqnMSmRj3Ph30RbG3zZeTBsB0q5P6aVak+r6eXO3FKVbrobXwvIbiHSgpTz/hheJ8f7g/T7gAWqVQKMx54HVf+6aMh7Yc8K4zEezSR0nkfA+kOwlgiZaqMJ8+MvlCMzkkAvcUQQKy11M/bRfMsErr9OWSBEvXZQN7DFmoi8eSwLIJYFBYWwuv1DjnbzIhwOIyqqiqsX79+RGT8Dc9sxb0vqXOeSDwJWdAr44mVEpvNorOpMYwDP3vjAO7V5lBA+poORhN0vkIIfjJfYsfctf/chcse+xDNvUGEYgkIPIcPW/qxubWf3o8eq6Tm+cTUUNZX93ajpT+Mi2ZUoNAqIRJPwiWLGWN8qUNGlTb3LzDYYToMSvqTCZ8mZbwRb9+4GP+5ouE4HNGRwSoJWDDOg1Oq3GmbmlhSl3lF0OYLYy1TADPa1BCxD7HyqS+yY093QPWMJ2T8OI8atvqdf+DdQ32oYAvlhIw3zgPjSVgEHtUeK8YVWCEJHP59w2m4Zama91bCesab8A5FNgn7NGV8LjvfPI4fTrwZ7UkAlowG1EmCEeXl5TQwEwAOHTo06H7ZbZxOZ4ZSfsqUKZAk9UYMh8PUtiQbYrEYdu1KP3hmzsxUTx2NfeYxuujo6KCLsz/84Q+UnAdAfztAVcYnk0m0t7djypQpWLZs2bE+1BGB5zmMYwjOo4Wvn1qLLbcuGfL20hHY1BhB2q+NijSXIlIlcCWjKiGksGYJCwlpf25bPICiIYa4UL9Hpm3uS3OqsP7rC1HskKFIAu4/bwr9m00j68qc6ucX2Sw0QAdQVbGdAxGkUikEYwlUuRU8d80CqnoF0vY0ZhPa8YWqPcy4AitkUdB5VU7SlG3E1qXIbtGFMAJ61ZHZZ2Tz4mRJyIaSdJGTkIGEGMumjCfXANtaCICSeBUumQZUkt8mrYwPwh+Oo80XwaQSO/1MlyxS5btRSbFa8/83hr6y5Lw3qFoAnFpbAH8kjmZviLYYE393soibV+1Bmz9MJ5v+cBwlDgviWru+L5xWxrf2h/HMVrVToqHYAW8oputOcCsSwvEkJQ5tFoEq+R//qBV2i4DfXaYGR7/VpAaZfWlOun3ZIQs0+MgMzd4gagus4JkuEnJO93QFkEyqIXLk3BA7HdamxioJtJDU5gvTQDQA6AvFccfz2zG32kMzB4A0GW+3CLrJ9FgLcCUYqhc1gepRmfkegefQ6ksHCe/oTHf6za/xZFHGC6Yt850DEVQ4ZVS609fpQW8I5U4FAs/BKYu6gpLRkzobWAKnwqUGGs/TiiVkIfPv/eq1Ruyf6gpteO7q+ZScb9GCatm2/UQyhXZ/RPfslUUeHJcmIbo0YqQ7ENXlYpBn0yWzKvHdFROxsLYgQ+nP2tTwHAlwTS/4vnPmRPzlqnlYPrFY1z7tj8QpyfOzNw6gNxhDkT19TbKfM1aIA3Kd3PTcJ9QP/ktzVD/4Z8a4H/xQQDzjU6mUzqIjHo+rhHcqQe9JYlUzHM94FmS+Z4V6T5a70uo7myRAFEXceuutcDgc9PmkXrdq2D25h4tsEh1j2YJWodW86EyuK/b6In7UU0rTXUTjDL7Ces/4JFr69GQ86WJhbWqskqC7poF0EB4hn9v9YcQSKbx3SG+h6Q3FaGcPISxPqVKfJTMqnPTZAEAX2g2AIU+Hp4wfjk3Nzc9tw3VPf5zxOilg/H1bB17Y3jFovgJVxpt0pmVTxgeicepzzxYtyBywwx+l1m5Api3JJb//AMod/8BTmw/TMYF8fk8wCp4DLptdhSe3tOrug0g8gQ+Y34mcZ1IkIMc91IBnI2pqapBIJNDe3j6i94dCoSF1qGdDdyCKXVpnXziegCIJlOgG0tdhI0PGs/Mm9rd+dU8PAOhsN4kFUCAaz1DGk38TMUD3QAS/0+zknt/egWA0gcvnVGFcgRUPvXGA/m5uRYTdIiCVUq/3//fmAUwvd2Lx+EK6FnFbpYwx3q2ItNhtJP/sWjbKyQgLJeNPXmW8wyKaCt+sGgF9IuKdG8/AFXOrGZuahKlNzTMft6HJG8SL1y6k27GIasp4IhZoLLVje4cffaE4LWaeMaEIU8scCMeT2NExoLOpIdcNyVAgiMSTdJsPb16C/vvOxRkTimh3e64AV0BdC+dtasY28mT8ccCGDRvo/9fU1GT14GYDWTdt2jToftltpk2blvF3q9Wq86t/5ZVXcu5v48aNVG3vcDgwfXpm+OXR2Gceo4uOjg5UVVXhC1/4AtavX48XXniB/m1gIN3WTIj5VCpFQ8TySIPnOUo2DwWjqYwnxKAxdNUpi9QbvYrxUCXtaw5JnRy5tcWzIgITfNtxy9L6IX2umWe8zSLi7Mb09cFapxAQ9apLEeGxSnSyUO5SbVK82qLaTP1OXjMLcJUEHhOL7TQch10ElDsVuBWRqp89VjGDPDQuGoY6aWaVIKwajyjvywch48m1kEzpvxch8WoLbNj07cV49Iun4Kta2FClS8H4Qht84TglEyaVOCjR4ZRF6ptr7ACYU+XGkgmF+N6qSbrXWYuP3lAMvnCMqrs3NvXiQG8QE4psePNAL5Ia0QiopGoqpSr24glVnUbOQziehD+ieiIW2VSC/pLff6B9LytiiZQuCM5IONokARUuGaUOCzY2eTGjwoUr59XAIvDUruD0ukK8d9MZ+P45jVgyoSi3TY03REOkFG1yemptARSRx97uAFr6Q7jnpd34m6bCpzY1wRglWBRRSCvjfZEMZXyTN4SzG0t0Vk9sqyiLsWpTQ4hNYxdeNgSicdNFdIUWvkuKGoTUefvbi7FyUkmGX3uZ06Ip49WFzCu7u3DpH9TrpcMfQalD1pHb3lBaVfQfi+tw3pQyfGl2FZ75yjzM1bxKBwMhF2ZUODG51IFHLz0Fj3xeFQKQZ9Xr+3ogayGWBJ+ZXo5p5U7IIo//fuegur3dQgmUDn8EiWRK9+zlOA5WjWixSjwtHPUEo+jRvD/V7cj5kHHf6ikQeM6UjCfkk8cq6TzjrRKPH503BRfNrIBV4nWWEv5InBKcOzsHsOVwvy54nH2ej5WWelL43dExgB+c24hDa1fiZxeeGH7wQwGxm0kkEhnK+BqPAnsqQlXwhEwfKRlPyHyFT0EWeV0rvHFcJc8nogocX2ij9zBRxgPQdQRmVcZTMj79d2JTM6UsTTLWMFkmPJfpGd/aH0KhTb3eOweimk2NiL5wjD5DXYqYoYwvp8p4tehBxq83D/TqtkulgPs27MG+7gBVcS8eX4hZlS4smVCEz0wrx9vfXgwAlJRR35eixbDhk/FDV8Z3BSK0O4AF2Uc4nsT5//MufvLavoxtWJDn1FBsaogdQzCaYJTx6d9F1K7NNl8Yrf1hauvD2tSkUin8Y4dqc/nDV1RhliLy9PN7AjEU2iy4bHYVmnpD+Kg1Haj9+/dbMG/dG9hyWH2NnGeWDFOV8SPrLqutVXOWmpubR/T+cDg8YjI+lUqhJxDDrq4BpFKq3aEi8rBK6cIusSMjopJiu4Uq2X3hmC6zh4gdJjHCEGKlp9rUaN2n8fQ4BajXYiqVwjf/shWSwGNutRt/396hhqHLIlZPLtWU8ZpNjTVdjLvmic3427YOrFleD47j6FrEJYtQMsh4CRO0gHFjllc2m5qTAZ8GZfyty+rxwAVTj/dhHBUQAjsUS6YDXBlbmhatC3KaJtjIpownQrzGEgd2dAwgmkhittZt5bFK2Hb7crqGNbOpAfTrpGgiTcYX2S0Z61i69mCC1tl7sshmoeOQx3py3nsnOvJk/CjAaA+TC5s2bcLrr79O/51Lfbx69Wo6gd+7dy/efPPNrNvu3LkTb7/9Nv33ihUrsu6TYMOGDVknJuFwGH/84x/pv88555ysi4Kjsc880giFQrjvvvsQCAQG39gEHR0dKC0txR133AGXy4Xe3vTChA3dZYtCQ/EQziM3qGf8KLTUVzA2NSzIQprn9BYpRAFNlPFFTnURYZNEVEbbcckpQ2uzNfOMN4LjOPz8wum4aUnaMsYqCXDKIlyKiJ9fOB3f0AJnSZGg3RdBKJbIUKoD6QlJtgn7bcvqcd2iOu1z0u8vcVhQYJOwn5DxipShjDcSgwLPZbTYmoE9FqNNEPu9jLYwBKztBrsvQuJVuRVYJQFfWVBDA4Wq3ArtMCBkQgOjjHcqIi6dXQWHLGQURHiew+s3nI4zJug9HEuZYkFLXwjJlBreWOaU8bv3WpBMAVfPr4E/EseB3iAlM8j+D/Wl/d9JRkM4lqA2NUYVFCHFWYsPo3aG2CDcoFkOkX24FJFa47gVCfNqPLjrrEmocCp4fnsHyr/3Er7+5y00bIygwx/ReY96rBLqCm2ocquWOcSWhijuqE1NKMoo41X/brtFQJsvTAM+AZW07/RHMiyJ0sp4/TVHfi+B58aUTQ0A3Hbbbfj5z3+uey2WJZhwIJowvSfJeTXaORBCndyjZJFQ5tR7xr+6txt/3nIYyWQKnQNRlDllTC516Ahu8vz54eopOH18If54xRxcOKNiyN+THNvjl8/B01fNBcdx9D4upsr4HkwudWSou8pdCr61eDx+/34LAPUeJypXQhRVGcIkCRFvlQRKjPQEY+gNRqnNFenCYZ8/Ljl9/ygir/OMdysStamRBE5XCDIWgPyRuO732NE5oCNQ2YXeWCHjawtt2H77MuoHb7Q3ONFB5vLxeDxDGf/WtxZjevIQJeNHSxkvCqoF2MwKV4b6jsDBKOMBUN94QH0WW03Gx+w2Ndqzm7mmqrXrfVKJneYosMp4tyLp1NXheAL+SIKOHc3eINyKpNrUhOLUtsSjpIv8RUwHn1XiMRCJozcYox6+b2jjJzsO371+Fx77oIWS6jUeKzbfuhS1hTbwPIeFtQWwWQSdZzxLwA/XpsbMlisbfOE4ugYyu7+MVjeDTS0pGW+0qcmpjE8wnvGZQbeHfWEc9oUxvsgGi8DruhqavSHEkynUeBRs1azu6ovtaZuaYBRFNokGPm5tS3dRkVBDYuVC3tPSZyDjYyNTxpeWlkKWZRw8eDDjby+++CJefvnlnO8PhUIjDm4NRBOIJpIYiCTQ5otQpavNIqA7EMW8n/6bZgcRgr3Go9Df4Rt//hj/hym8kJB69jfMZVPTyXjG/+69Fjz9cRt+d9kp+MKsSrx5oBfBWAJWSfUCD0QT6A/FIAnq3JiMLU9sPozbl9fjynmqtSx5BriUTJsatyKivshGx0AWV8ytwhUneFBrNlS5FJw5sRgzx4Dt29HCtHInltYXD77hCYi0VV6Ciku6BqK0O7G1P4wqRsnOPote2N6RkZHRqNmvWrTCFwtCzqvKeLLmZcn49BjLKuPNQLpFrRJvKgLUd0XmlfFjEXkyfhTw1ltv4dZbb8Vrr72W1ds9GAziiSeewI9//GM6ES8uLsZnPvOZrPutqKjQEd3r1q0zJeQ//vhjfP/736dqm8bGRixcuNB0n/Pnz6eq+Xg8jnvvvRdNTU26bXw+H+677z60tanVd6fTiYsvvjjrcR6NfeaRxv79+/Hss89i7969I3p/R0cHJdetVisNMVq+fDkuueQSut2CBQvo/+eV8UcOC7WpOfKCk82iEttmNjWASnCx5AxRaPu71futvNANReRhsUhDDoQDGGX8IK1tNywej59+Vt/lUuaU4ZJFfG5GBZ2UkOM685FN2NU1YKqMT5Px5uftqwvH4aKZKhHHvr/YbkGhzYKWvhBEntOChozK+Ozkfy6Q/ZCiCH1dey+1qclCxrMTI/aYSeguqwQmXpuVbpmS+283e1FoU1v1CbnrsAj45ml18P9wNX64Om0VlAusMp60mrsUEbOrXHhpdxcEnsOX56o5IJsP96PDH0Gx3UJbjg/1hekCkUwAQ7EkJePPmVyKv10zn34GIV1Yj3dW1d0MM18AACAASURBVK6IPFVc3rxE9T/8vPbbOmWR+uay5CHJT/AoIp7cfBjLf7lRR251B6I6xeRdKxtw5bxqVLkVtDBkPLH1YG1qCNlCCgQVLgWHNWU8IVwP9oUQjiczCi+sTQ2LpfVFuGXpBEwtc5gq45t6gzQwkcWTH7XSwNqjhUsvvVTnf9vcG4Tzuy9if09m4TcQies6RPb+55nYtmYZSh0yegJReh4JyD1BFDrlzD3ilEV0+CP485bDaPdHkEyp6tiOAbXI8bPPTceTX55L9zXUoNZsIMdWW2DL6G4iRF67P6LLrmBxx/J0J1Gpw0LJrVbNuqbKrVdMWiUeihZeS673roEIeoMxSk4SIoUNl2W/p1MRdTY1HquokvEmHUUs4VHqsMAfjqM/HKOqxlRKby3CFlfHkopvSpnzhPSDHwoIqR6Px3XK+Fgspv5+ybRnPOlSPFLPeEEQ8N5NS3DdaXV0HpKtc4cUqicynQhfXTgO31vVmLF/swBXwNymZlVjCa5bVIsqt5U+E1gy3mOVdMp4Ndw7QVXuTd4QPFaRbkfuZbdVpOpcsl+XLFJCkQTtjSuwIpVS1Ypuq6grnO3vDVJ1oxnZUaBZ4xCwpPaQlfHh4SvjfeE4tfNjYbS6kQcp1OQKcI0mkrrCKzlfgWiCFg5Yz3hy/G2+CA77wqh0KXBbRV0hhSjdL5pRQTs2JxTa0jY1gaiaS6B19bHj2/stfbAIPP76STviTFYGsQcjxz1Smxqe51FTU4ODBw+ivb0dmzdvpn97/vnn8Y9//CPn+4/EpoY9j7u6BhCOJSjR3R2I4oOWfhqeenZjKa6YW4VTKt20Q6HVECJJfh824JUo4wNRkwBXPykIR3H3S7vw+ZkVuHBGBcocMgLRBHzaWGG3CAhEE+gLq9ZQHKfPVSJ5KED6GeBWTGxqrBKuW1SLZ78yH0Z8eV4Nvjzv5MyKs8siXvnmItQUjNzOKI/jB4csQuA5bGr2oo/pyCTPxpb+EKo91rS3PPMsemRTM3767/0AGJsazXJqbrU7o3tktmaLplfGp8dNdgwlnvHZMJhNDemKrC+ynbBWQic7xoYk5ijgSP3dhovdu3fjwQcfhCiKqK6uRlVVFRwOBxKJBLq6urBz505dcKvD4cD3vve9QSvtX/nKV7Bv3z5s27YNkUgEP/7xj/H444+joaEBPM+jqalJR9IWFhbijjvuyOmtedttt+HWW29Fb28vOjs7ceONN2L69OkoKyuDz+fD5s2b6bEKgoA77rgDDof5IvVo7jMPFaTzgg1eHQ46Oztx+umnAwBsNhtaW1shCAJ+8pOf6LYTBAFPPfUUnn32WdMcgzyGB+IfOBo2NYA6EWb9JIH0Qpolc4G0Sj4ZUkm+ypIC2Lq7IXHDI+Or3VbwHKgdynBwWl0BbecjIIrlDn8EHf5Ixt8BJsB1CCQRWQR4rBIkgUeBVUIypSoBOI7LUH0aFw2AOgHrCea2DyGTJON5nlnpwuwqF+o1snowmxpA/72qKBmfft+cajdOqXRhWpmTPsc/au2n27oUVf0njoC0IiTIhCIbmrxq4ditSJhX7cE/d3bh4hkVqC20odwpY3OrD/3huFpUUSRNqR6iC0BCxr9xoAeReBJOWYRF5HHBtHIsmVCIf+/vRa2W5cB68bM+qOzv4VREJH5yPiXnXYqInZ3qYp39HQkh8aPzpsAli1j5q7fx7/09VK3TE4zqlCD/sVhV3Fe7rWjpD1FbGvKbE+9gY4AroBZf2nxhSAKPKreC/nAMu7VQumxkvPG6LXHI+L+fmYYlv3gLh/vDeOtAL04frz5fD3qDGH/fKyiySej+/jm691362IcocVjQec8qHCsc6gshEk+iqTdE28wJAgZlPLEP8VglNHmDOtKq2G6hzz9SACtzymj2hlDmlGlB55Lff4BFtQUA1CJHMJpAmVOG3eANbww2HS4IkWTmdcreR7OrzC0Dix0yShwWdA1EUeKQKXFy2BeByHO6IheQVsbbJIFZyIWRSqWVj4SgYbt1dGS8LGbY1ASjqjLeeI2x/672WDEQTaA/FEelS6GFkmye8cbuoTyODlhlvJGMB1T7GkKiszY1I4EkqeMfS+Rnt6nRh5BfOa8aNz23DQAwr8aDeSZWUIVZuhZYCzWCao8Vv9QsoSpdCtp8EeojD6hFJmItx3EqwRGKJehYG4wmVJsaRbXka+0PQxF5yGI6i6bcqWB7xwCcmsf1X7a20W6yWRUuHPSGoIgq2VhfZKcdLft7gtT2xGye5rFKuiKjjowfboCrgYwPxxLY3uHHnOrM8+uLxBFPptAXiuk6RIz7GCyDJKsyXiPhA9EEPFYeyWQKh31hCDynesaH03Y4wWgcNotI93HYF8bh/jBWNZbAJafJ+P999xCufnIzLAKPRbUFeOiNA5BFddwkZHJPMEYLKI2lDuzqCmBnhx9XPbEZWw77sLS+CK/v69HNx1i7nvAR2NQAqi3svn37cP755wMA3n//ffV8RLNn0ACqzcyR2NT0Mt9nV+eApnTVZx55QzEoIo8yp4w/fGkObv/7djpXKjfMK0mNhp1LkfGkL6xaQAo8h5AWvErI+ee3d6A3GKOCCXK/dgeisEoCeE6dX/UzHtfsMbLzW2pTo4i67hFALfYWO2SsmpwXdeVx4kCRBHzv7Ek0pPWsScV4eXc3thz2obbQhtb+MGZXuemcLcI8iwa0ZzaQtqkZV2CFVeJxWl1BxmfN1Z77VW4mXJ1ZD7HdZaFYbmU8S8ZPLnXgK/NrMI0pnJHu/F9cNGOopyKPY4wxIUF56qmnRnV/TU1NuPnmm0d1n0NFPB5HU1MT3nrrLaxfvx4bNmzAli1bdET8zJkz8dBDD1EPu1yQJAlr167FkiXp4MhDhw7h1VdfxYYNG3REfGNjIx544AGUlJTk3GdxcTF+8IMfYMIEVYmYTCbx8ccf4+WXX8Y777xDj9XtduPOO+/UecIfy33moYJ0W4yEjE8kEujt7aXXhNVqRSQSoYs9IyZMmIBbb731hA5KGyuQ+NEl41+//jTctkzv9Z6NjJ9Uogazrb3tJtx///0odFhhkwS4XK5hFcFqCqw4tPYsnJKFpMqF3102G7efOVH3mkMWseXWpRA1wtWMcM8V4GoEIXMJGUaU/B5tIZFhUzNCZTxZtJxjWFxMKXPiw1uWYnyhDXaLoCMQWViYa4D9vDKHjLpCq85mptpjxUe3LkWxQ0aBVYLAc2j3p5XZTlnUkR3DwfwaD7bcuhSnjiugyni3IuK2ZfXY+K3T8cSX5wBQw+zeO9SHdn+YLgTLnTLa/RHq9U1sai7/40fqcSnp7/X0VfPwy4tnZNh3GGH8/VlfYpemDHZqahWCry4Yhy/NrsL5U8twZkMxJhbb8Zu31dbzZDKFHoMynsBoU2OENxSjbafkuqpwquTR281ezKlyo8AqYZdWIDDa1JDFabbrySmLeG5bB1Y+sokqHv9Lm/Qbc4PJ340kytEG+W37DYvrRFL1uTX7biRYkSWt2OcRWbjMrXbj3MmlmFnp0o0vH2pqyh0d5Lxq4ZNZSOqRYPH43MXlu1Y24HtnT8K3zxifdZsnrpiLGo+CCUU2SnLt7Q6gxmPVXbeAev1YJQEFNokGBRMC5aIZFZhV6cLV81V1IPtMYlXhKhmfoDY1jSUO7O4KIBTLVMaTf0sCh2LNH7QvHINbEWkBjiVQrZJAn8Fmobx5jD6y2dSQ+V2SUcYTmxpBEIZtU8NxHLW3Ycl8siDProxX/15gs+Dpq+biukXZ1ydGOzICM2U8C/JcGOfRK+PZYwnFEgjHk7ouNLci0e2avEHaqZcm44kyXoLdIuLDln68uFP1Lp+phTxbJR7zazw4lxnD9/eklfFmdnUeRcQHh/rwf/+lWoSwCvOhKuN9WQJc//RRK0792ZumIazEh73TYFVjJOMHyyBhlfEv7+rC/76rhnZG4yndMXUFooglUmgssSMYS+gsdYhvfJDaxoTQpoVWuxSRjhWPbGoCoBJY4zVxQrlT1gVe9wSi1N5kUokduzoH8D/vHsK7B1WLmuVafg3bScd6xgejiYzzHoknMjoIsqG2thYffvhhxuuRSIQWxcwQiahdCiNWxgdJ4VXNrQnHk1AkXncv9gZjOvWsU0lbuZlZFgFah4N2Pogyvl2zGyp3ygjFkugPxxFNJMFx6aIACVMm92kypT4X7BbNpkYbOwC9Wpcl41mbGquh+/dIi+d55HG88N0VDXROdEqlG7UFVry2rxupVIp6xhOynX0WsYVRsvYXeA7PXb0Aa5br18EAsKKhGM9dPR+zKlkLufR9xHYvDkTjOXmECpeClQ3FmF3lhl0W8eilp+jsaK47rRYbvnFqvjg2hjEmJDGPPfYYdu7ciVtuueWI1dKvvvoqHn744ZwD62hj6dKlqKysxM6dO7Fz5060t7fD7/fD5/MhlUrBbrejoqICjY2NWLJkCRoaGoa1f7vdjjVr1uDcc8/Fq6++iu3bt6O3txeJRAIejweTJ0/G4sWLceqppw6ZRK2pqcEDDzyAN954A6+//joOHjyIvr4+OBwOlJWVYdGiRVi5cmXWcNljtc88joyM93q9SCaTKC5WVaM2mzpJzkbG5zF6GG1lvJkSmkymjaTn6imlOLh2JTxWCdUVZXA0e1FbYMVVMxfoCoNDQeUIVPG5MLPShQlFNuzuCpgq1WmAq8nfMrbVJi+EBCce92ThPliAK5BebEwtc9AwRyMcsojtty/DpBLz8enimRU4ra4wq8WCzqaGmXCJAo8Dd640fQ+gktMldgvatcUvcGRkPMdxmFnpQoFNouo4tyLBbZWwqC5NWK6eXIZb/rYNpQ4ZF0wro9v5I3GqjDcS3qwdU4lDxnWn1VErmGzI9RuT72gkdqZXuPDHK+bQf39uejn+8rFqx9QfjqmdESbKzTQZb76w9YZijGe8elzVHgWv7OlCTzCG7509CRubvNiltdYbr5VsnvEEROkSjqsLZI9Vwmv7egAAoqAft4nacCjdIaMJ8tsa/d8JaWNOxosqGR+MgefUhT1LpBGyudptxcMXqwrZi2dWoLU/jLvX76Jk2HbNqoeQ8SxJfaSL+39eu5CSYmb4/rmTB93HmQ3FOLj2LPxyYxMll9480EuV/SzsFjXAtcRuoUQToCp/p5c7sfnWpegPxfBWUy+1hTLCKYsIxxOUbFkwzoNHNjWjwx/JuC7I9eqSRZXECcchcBw8VtVCYMthn87nm+PUsNjeYGxM2dSczDBTxtvtdjq/SyQSlHhnlfFDJRoJZFmmRPxQlPFGz3gAuHhmJS6emT1XxpJlTpPtmU1A5hIk1BXQE/sOi0g94dncjxK7hRLwzb0heLT9T9B8qas96a4xh+H7EQ98kefx1JXzAAC3/X07AFXlTQJazewEPVYJL+zoxFtNXnz7jPE64ny4NjUDBr/3g94QYokUmnuDmMx0CMYSSRpe2jUQoRZ/QPo5/MQVc/DDV/bqLGLMwCrjz/61mil21fxqnTIeALWDayx14M0DvfBH4lpXWAQ9wShqCqz0mbdL6wyrdCk6v/9YMoUvnlKJX31+Jn2mV7jULBydZ7xdfV42ljjw23cPwb/lMBaPL4RbEWnRlJDxVomn54LA6BnfeP9ruGdVI66aP7j1yXnnnYdoNIoDBw5g27Zt9PVoNJpz7UzWXiP1jCeq9YnFdvQGY4gQMt7CkvFR3T3osAi0KNI5EMFnppXhirnVuOT3ath5sd2C7kAUgWgcFtFCCX9SFC9zyhiIxGlnVo3HioPeEIpsEr1/2fvUKvGQBB7xZApdgSidQ7NzNNaGkdjUuGSJjtUizyGeTOkKbHnkcSKB5znMrnLjjf29KLBJWD6xGK/u6UF/OI5gNIFqtxUcx9FMHwKWjGfHx7MazcWxPM/hM9PLAaQL5dk84/2ReE5LMkng8fJ1i7L+3aVIWDEpt0g3j+OLMUHGA8AHH3yAm2++Gd/5zndQX18/+BsMiMVi+NWvfoWXX34ZqVTqmCp7JUnC1KlTMXXq0U2Ynj59OqZPnz74hkOEJEk488wzceaZZ47pfX7acSRkfFdXFwBQMp5MJvNk/NGHRD3jj14DElXGGwhzTiNiCE6tLcCpJqTR8UKZU8buroC5Z7ycO8CVBSGhCIFHfJFJYrxxH2bqN4eshs1uu315zs+aYmKpQyAKfE6fSAtDtg6lyMCi1CHrlPFXza/BgnGZre3DAUuAuK2Z5/nS2ZW45W/bcNgXxvWn1anbKWpLOpl0ssrw1VNKMa86s8hqRsrccHodPmzpx6Zmb06y2TUIscN+F3JMRB1mpoyv9igIx5PY222e6+INxuCLxCHyHJ0cXz6nCg++rvpALq0vwsMbm/Bxmw8clxmmTG1qsvy+rEVKdyCKvlAMB70hrGoswYY93bp5C1GwDfdaOVIQciaTjFdfNwv7VJXxamBojceKZm9Ip4wn9yib1+CxSlh7VgN+9MoeSmoRZTxR37GFsyNVxttlEfZRCiptKLYjnkzh4bea8GFrP762cFzGNj9cPQUuRcRDbxzQvV7jsVL1o9sq4aVvZF9AOWVVdUr8Qkn3zKZmb8b5IPeRW8uUONwfBsep9yzx3jaGbroVCb3B2JgJcD3ZQYj2lpYWaj3ocDh0ynizANdEQk/iSpKUU2wkyzJVxrOqerNWeCA9hxiNeQpVxsvmZFylFn7Hzk3I2G0ReCgSTy0v2C6zL8yqpPkMzd4gff9Zk0rQfNdK/OGDFvpdjGM+eZ6wyvTvnDkRDlnAXS/uws7OAQg8Z+qlW8DcM92BaE6bmn/u7MT4QpuOPAdYmxr1v9vb/bjyTx9RG4Emb0hHxrOkDlHGv7SrExOK7PQ5fHZjCf77nYMZNjW9wSh+/mYT1p6lCr4ICX6wL+27TkJtAeD377fgc9PLqfq8scSB9bu6MBCJY3yhDW2+CONFrv+sSreqjCdFzg5/BOdPKYPbKiGVSsFmEVDhkmGTBFoU6AlEdTY1kXgSzd4Qfv2FmTi7sRRbDqtdUiRno8wp0w4+ApYAC8USaPaG8EFL/5DI+PHjx+OWW27BE088oVPID0bG9/WpBVWXa2TBnD3BGESew7gCK3qDUYTjqvUSey+S8ZPAIYsYiCRosPkVc6txoUbeAWkyfiCSwG/f3YfHPmjVfWaZQ0bXQIRaQM3U7JpYdTtb5Gb9plv7w9SakowtHKefVxXSPClRZxfZHYjqVL155HGiYQ4h460SzpxYhP997xD+saMDQFr4Jou8rjCoU8YLw+MfqTKemYuxc7xUCrCIebeCkxljwqaGoKOjA7fffjvWr18/ovcRIj6PPE4m5CLjW1tbsWHDBtP3xeNxdHSoAwixqckr448dzFLNRxvZbGrGOqgVxQgCXFkIPAeLwA+qjCeLg2zKeCNRNdpgPeOHq0Qtc6rfjfzGp9YW4OoFmQTgcEDO0/Ryp06BQVDikPH5mRW4aEY5bfMnLelE4UeU4dVuBS98bSHKTa5Bu0WAcY3784tm4I3/OB0cl5tsJpPRwVTRTjndzk28Zs0CBknI5tZ2n+l++sIxtPSFUOGSqe3InGoPLphahunlTpS7FNRrPupFNktGp0qZU8bkUgemlJl3T7AekN2BKF7XVPGfnV6ORDKlUzkS9f7xUsb3GxSX5HVTZbzWMdEdiKLUIaPQJumKg0oWRS7HcagrtNF/7+gc0BU52MLZWFrcr5xUgq/Mr8ENz2xFIpnCkgmZFjhL6otwSpU7w0t+osGHPxeoZ3xC9QudWuaEReCxszMz+Jo819yKSO+HvlAMbkWiKmRjt4iL2hDklfHHAkQZ/+CDD+KBBx4AoJLxgYCqNGaV8SwZb7SpIX/LBkLGD1UZbwxwPRJQmziTAi+gFjcf+tw0HfFJntUWUVUbeplC5CWzKvHUlXPhVERKBO7vDdIxgeM4lDhkzKxwYVFtASwij7jWdVDqsOCiGeV0rsE+03503hRcpYVI7ujwmxbpgbTdHQD8fVsHvvfSLvpvozL+W89+gp8Zim+AStI4ZIES6RubevFBSz/1tG/q1ReHSWcAoCqi44kkVv36HZz9q7fpPuwWUSXCDc/pDbu7cff6XWjzRRCJJ6k11rNb23THQ3Dfhj345cYmtPSFIAkc6gpVBbwvHKeh7cQiJRhL4DNalxwAalPjC8c0wjhCiV6O4zCl1IH6IjtsFlUZn0ymdNkVp9cV4ur5NfjZ56ZjZYO6PiFFHKKMZ8lpgmgiiaTm69apbWcWOJ4LiqJQ6xlAtaHJ1TFKyPiRZmmpHQEWFNokaoeniHplfDKlH/PI87rJG0RPUB1b2YIRmfMOROO004MFsanZ1x2EReDRqGWVkOIsoCf8SIAroIbbk3uMvGac86SV8SI9bjJOu/PK+DxOYJAOaJ7j8Lnpqq0gseMkRSpFEnT5FWY2NUOFWaH8mgU1uHJedcY2eZycGBMrnNLSUnR2doLjOMRiMTz88MPYsWMHrr/++kEnnu+++y7WrVtHJ7RkknfJJZcc9ePOI49jgVwBri+88AKeeOIJrFyZaXWxatUq9Pf3g+M4FBSoqug8GX/sQJXxIwjaHCrKNE9ONqzlRABpdzUjG6lNzRBJIqvEZ3rGEzJeU8mVO2X0h+NZyf+jTcZns6kZCgiZMJj/+nDAa+PkZbOrsm7z+BVzwNa2XYqENl8EA9G4TiV1AbNAN4LjODi1kDe35gEPqEWUIpsl57mglgeDKHcJaRlLJHMq46u0YsEn7f6MvxF7le0dA5S0J3js8tm0ALF8YhEefe9QRoEBUFtTd9yRvbsiyigSO/wR/GpTM+bXeNCgBaH2BmN0EXu8lPEDBmV8pz+CP33UiqWal69Ztwq515q9IRRYJfzpijm65xG558y+S22BlYb07ujwo9ieXvCLAk/b3s0KRscTv7x4BnqDUeztDmQoYVmQ65D46k8stmXd1giPVSXVo/EkLAIHSeAxo8KJD1r6MwNciU2NIsEpC/BrYWIeq0RDlI0FKrciQtSKmXkcfRAy3ufzUWW7w+GgRJ+ZMl4QhAyBkcViQSAQgCzLpgQiq4xnPeMVScDPPjcd503R+8aOpjJ+XIENf75yLlZmaYmvL7bT4GcCMvaqyngB3pD6DLdKAp68ci7drshugSLyCMeTGTYYKyeV0M8kRO7zX12I+eM8GWQ3QaVLAccBe3sCWb87azfw0Bv7sV3r3gEylfG+cIwquln4I3FUua04pKnTiUp9f496XAcMx8f6wHcFovioVS0ex5NJBKIJ9Z4VebgUCe1+/ecR//ZgLAEllj529rhb+vVKc28ohkN9YVS7rXS+1BWIotypwCrx6NS+UzCawIRCO66YW4XHPmhFmVOGW5HQH/bDG4ohlkhR4QAAvPC1hbBbBPzxwxYEown0GSzknIqI3156iu5YCDlMfsOvLhiHN/b3ZpzTSCIJKy/QzoH9WX7jbCDrn0gkQon5XMr43l71GMg6arjoDUZRZJNQYLVgc6sPFpGHLPIZYyLrGb+ioRiyyOORjc1IpdTiEsdxdEwkc96BSAJuRUR/OI7ZVS56vZQ5ZYRiCezvDWB8oZXOLdgwWHZuZZXSZHybP0I7JmWRB8fp/eIB9f4ReQ5VbgVb29PKeGBsFc/zyGO4IF2IVomHUxHx2jcX4Yev7EWzN0jXYaxNTTKZ0tmQDVfFbuYZP6fag6/Mr8Hv31e7vnLZ1ORx4mNMzMIfeughzJ8/n7Zpp1IpvPbaa1izZg3a2tpM35NKpfC73/0O9913HwYGBuhrDocDd999Ny6//PJj+RXyyOOoIZcyPhAIIBAImHaE9PerLZ+FhYV0UUYCiEbqfZjH0HEslPEeq4Tue1eNKQuaoYBM7E1taixD94wHgNuXT8RFMyoApBf2NMBVU8YT/1mzANcvzKrAV49QaT4YWMJrJDY1wOiS8YQAzkXGcxyXEajq0zzj7RYBRXYLXv7GqVj32dzWaYTsef6rCxD68Xn09WK7xbQ4kv68dEBYLpDfeCASR7e2ODfzjK9wqcoys1BUotB+u9mbcZ5dSlrpvXyiaveVLVAtF4h3K6ASO5uavXjggqn0mmW97I+WMv6V3V3Y2ZFZjCAwKuOf29aOm57bRkkfs7BPsgA/0KvaR5zdWKoraGRTxgPp8+6xSkimVHKeBblfR5qRcLSgSAKeu2YBPlmzLCeJQ9SLVW4FisjnJO6NmFvtQZsvgmZviPpZk/uVvZYAxqaGUcaTEL7PTi/DY1+arfPgBtTr2iGL+bD2YwSicA+FQpSMdzqdCAQCCIfDiMVipjY12ZTx2eZw2TzjAeBbZ4zP6GAi97TZ2GiGwYo3n59VmTU7xQzkWZ1KAVaRp4VIq+F4OI6jSmkzazWCDu3ZTJTdRhKRgOc5OCwiegKxrHO0Nl+a7CZFQwKjMt4fiVPimiCu+b9XuGRE4knEE0ka6ExAbFjCsQT+552D1G5EFnl0+iN4bW83AGB8oQ2BaJzOj0iRG1DtWu7bsJt6kwei8YxxjpCwxs/vDcbQ0h9CtUeh++7wR+CURZQ65DQZH0vALgv43aWzcfCulRB41QqxJxCl5DnrKV7mlOGQRdgkAclU+lyada0RkOc8+cxswdukEEK2298TpGr5oYAl4wHVpiaX9ZPX6wXP8yO3qQnEUGizoMBKlPGJDM94wNANZpWwekoptToj80Ai8iGF3oFoHLFkCj/97DR858x0Hl25U0Y4rirjJxTZ6bktZ/JcbBaBqu1tDBmfSKboHJrjONgtgu63BYBSp4ymu1bg9PGF9F4lavp8gGseJzJOrS3AW/9xOi6foyrTC2wW/OSCqXjqynlULCJrhWEgM1h7pMp4Y5ciK+TLK+NPboyJX9dut2Pt2rW44oorwHEcJeQPHDiAm2++GZs2bdJt39fXhzvvvBPPPPOMjsCfNGkS1q1bhzlz5mT5pDzyOPGQSxkfCASQSCRyNgIw3gAAIABJREFUTiRZdRQh4/PK+KOPY0HGA+bWK2MdhKQyOzeL6grxxVMqdURwLnx3ZQPm1qge6rmU8YD5ubp4ZiVuWDx+mN9geGAVdkPxwmdBvNlH04rovKllCN2/GuOLhq7UdWst6f5Igp7XlZNKsob5ERAy3ehNrQbAZT8Xw7GpAYAfvbIXVz+5GU5ZND0mUeAxq9J8MX2K9joblGuGapO2+aFiolYAsUo8XtvbgznVbiypL6JkVA9LxmvK9OFO6gfDjc9tw0//vT/r30lgHFHGk04DQv5mC3AFCBmf+XuS693suifhilM1a5951fosBKuk5jmY+TmPBQxGZBMrJ7ci4tVvLsK1C2sH3ScZN5ZNVLsR/rWvhz4nrz+9DkC6s4WAJUN0NjVWCTaLiMtNQmLdipi3qDmGIPOwYDCoU8YHg0Fcc8012LVrF92GDXA1EupGMt6MrCd+8ca/mWE4yviue85Gxz1nD7rdcECKkQPROJyKiK5AWhlvBCHjPTnGBPLsIvvNNT8i90o2i57JWvFMEjiwXK9DFnR+wYlkCqFYkpLSBKTTqJz61id0/u0cp9qQAMCdL+7E157aggf+tQ8AUF9kQ7s/gn9pdmb94TgGIgn6HGX92l/d0427XtyFNzTrm2A0QX3aCYja00jG9wSiaOlXlfFk3/FkCg5Z0Mh4QvAnYJME8DxH83Hqi2xo6Q/T72BmVUfOPwmJNSuUExDFOOkwsFkEtP7XWfj9ZXoFPVGkEjI+Ek+izT/0TC1yDxEyfjCbGq/XC4/Hk3EvDhU9mjKe2NRE4knIgpAhzDDeg5fPqaJhu4SMF7VjIGOLNxhDMJrQPc8tgprLkEimsKtrAPVFtjQZzxSnOI6j6nhVGZ8eo1mrGZskmBa1qmiYJVHGkznb2Cqe55HHcHHa+MKca1BFFLCxqRePfdBC582A2mU71LUrQZqM19837Dom7xl/cmNMkPEEl1xyCe655x5afeY4DsFgEPfffz8effRRJJNJfPLJJ7jxxhuxbds2HRF/3nnn4f7776fe2HnkcbJgMGU8u40ZiG88kCfjjyXSAa55wsMIMlk3LhgBVZXwxJfnZrw+FBAvdPLfUm0BQawasnnDHm2IPEetTYyKv8Ews9KFcQVWuhgbLSjDLOK4ZEkjBOLDUiqTxZ6R+Hvk8zPww9WTs76P2tQMsrAj2/1EIzFiiWTWbRdpHSRGRVq1x0oLOYN1IGz81un4ZM2ynNuY4Z5Vjdhx+zKqGp+s+VIWauTEql+/g68+uRkAqMIxEs+8P44ExNs9G0irrZGMP0zJ+Ow2NYB5saKmwIrHL5+DM7WuAhaXzq7Cus9Oo7/xvBo9Ga+I/BGHtx5PECsBpyxiUV2hLsQ3G4hCua7ARm18SAC0VRKw+zvL8bdrFujek7apEeFURMQSKjmYi7T0WCU48mT8MQMh2mOxGOJxdfHudDoRDAZx4ICqfjVTxrNiCkANcAX0hD2LwsJCuFyuYZPxQ/GML3bIGRYxRwpCzsYSKTgsIro0gtWcjFefzbmU8S98bQFuXjJhSB0fpCsgWyHiuysm4sCdKzIKtHaLiDXPb8eKX6pCsQEmxJQFIb5J1kggmsChvvQ8fmqZEwd6g0ilUnhma5uu6DijwoVmbwhb21Tbka6BaIYy3q8p4/d0q+sAYnkTiCaoMp6MdbMqXeA46D4f0JTxfSHUeBTduOiwiCh1WHQ2NcZxs1Ebw4j/vVE9zX5+ixYSSzzjs8GliGj3pa+BSreC6eX6Ivr1z2zF4x+26M43sf0ZCkghKxKJIB6PI5FIIBrNPi56vd4RW9QAajG7zCmjwCYhGE2gPxzPoozX//sz09KBrUSUQdYVZGwhhXKXIjJB3mkf973dAdQX2+mzvtxAqpPx1SrxujkaS6i7FAkVruzzT3KvTi93obbASufdeeRxskKReGxs8uLOF3fq/OJHYvtHLGgylPEiq4zPz9VOZowpMh4AZs2ahXXr1mHy5Mk6sv2vf/0rbrzxRqxduxZer5duL8sy1qxZg2984xsZk9I88jgZkEsZT0h4MzKeLOjYSWTeM/7YwSLw4AcJqfy0ghAA7CRmNECITUJCLRznwSdrlmFqubpoPF5dBBynejNbBD4j+HMwrJ5Shua7Vg5bbTHacCmqitCnBdINFU7ZXBndUOLAuILsynyySByUjDf83WgfwIKQ8UblllUUqIXIYGT8orrCEWU0WEQek8uctL18khao5pAFiNpv+9t3DwFIe8bn+i4jgT+cm4wn7bbEe5hsS8gRMyV1AUPOTc5iw3LZnCrTboW6QhtuXDKBklbzaty6v1sl4YRW2ZEOoOEUrwiJIgkcTqtTbRpYb+iGEocuIBfIDHAlyEVa3nB6HdZ9LrfFVB6jB5YYZ5Xx7L/NPOONhDqZuxFCkax7CPm8du1a3HzzzUMm44vtw79GRxNsXotTFhHSFOdmhfOhKONXTynDg5+dNqTPdtBChPmYLAo86gpt9D4mINu/urcbiWSKzmP6w3FdAfXdg17wHHCGFvI8EI3jUF8IZCg/a1IxugaieHl3F5p6Q/g206E3vdyJXV0DaPWFMafaja5ABIFogj6DiTI+lUphLyHjezLJePJ8HuexosRuQbNXv1boCbLKeIaM15Txh31hPPlRK1XGsyBj5uv7emCVeNN5AXk2HRqCMh5QrwGixifCBWOx5Nmt7Xjukw50DkRRW2AFzwE3/vUT7OseWpAra1ND7r1oNGpq9wmonvEjJeNTqRT2dAfQUOyg89PuQFQNcM3wjNd/T0ng8Y1FajeVXbtWiQVUoU0CxwGtGhnvViS6P7ci0fOeTAETCm10nsQGuALp+RUb4Aroi+y/v+wU3LJ0QtbvSO6H0+oK0HTXyhOyWzePPIYD8kzyBmO0KApgWBZtBNUeNQzbuNbRkfH5bJ+TGmPy1y0qKsKPfvQjXHDBBTpCvrm5GYlEgv67pqYGDz74IM4444zjfch55HHUkEsZn42Mj8fjiEajuPDCC/Hoo4/S1/Nk/LGDKPD42zULcNHM8sE3/pSBeEVXjaL1CqASqZ+fWUE99DmOw7RyJ+ZWe7CioXjUVX3DgUXgT2hbCLciIpUC2n3hDMuZXCATzOF+d6KoH4yMNZJIqxqzd8fNH6cqrwWNuCKLSKvEU3J8NL35zVBCyXiVyOA4DgkDCUA840eLjP/ak1uw5u/bMRCNoyeYaWkWjiWw+jfv4JN2VYXZF1IXF9Smxh+BwHOmClI2XJUoJYcL0qUxtUxf5FBEYcyFtw4HIyE6ybngOA7/uWIiAGBRXW4iKO0ZL+nJ+BznbkqZE+dMLs369zxGF2ZiIadTf70T8jyXTc3ixYtx0003UcKeKOXJfwsLC+F0OiEIwpBsNZbWF+GdGxdnFHiONj5ZswwvXrtQ5yHOFlZz2dS4hzmOb799GQ7cuSLjdaIWHsyix9iVxpL3Hx/26UQFnX71mfn4hy14YUcnppU76fv3dAUQiSdxSpVadLxYy7r57j92QhZ5fP3UdHbNhCIbfOE4UilVVBBLpNDmC+uU8YlkCuF4Enu6VBKajBesTU1SG1uq3ArKnLLOJgdQLV4i8aTOMx4AppSqx/3+oX5c+tiH8EfiGWN4kd2CIpuEjU1elDll024EG7WpCcNmEQbtyHPJIjoGIuC4tMrUrJB7oDeIzoEIagusePqqefio1YfXNUufwUDur3A4rLOnyWb32dfXN2IyvsMfwUAkgYYSu65wXVdog9sqosqt0KwUs+6UX148A777zqX/JoV7Qp639qfJeLZQw94/9cV2lNjV70y6Swiy2tQwY8eiusKMYHsW5LPyvtZ5fFpAxgB/JA5vKP3cIJ0rw8GKhmK03X1WxrMx7xn/6cGY/XUFQcC1116Lyy+/nBLy7EA/e/ZsPPjgg6iuzvTCzCOPkwmDecYDwG9+8xvcfPPN9HVCzp966qm6e4SoqfJk/LHBeVPLTmgy6WhhRoULH968BFcvqBnV/UoCjz9fNS/DC31auRMbrls0ItXCaMEicKMeyHksQUj1w74I9YwfCpxZbGqG+r7B7h/WauOulQ3459dPzbptQ7Ed/3PJLPzkgqkA0mSpVRIokXy0yXijMh5QwwuBdAs5Vcab2DiNBO8d6sNHrf2IJVLUAodFa38YL+7sxNY2NdzVaFPT2h+GwyKYki2stUID852Gg2eumofnrp6fcX9aJf6EVsY7ZREWYXhWO7+9ZBbOm6KS5DMqXIj/5PwMWxojqCLSqlfGGwNx8zh+MCPjiTKegJDnhFg3C3CtqKjAFVdcQV8n+5UkCTzP03u0vLwcpaWDF1s4jsOCccc+AH5auVoMYglK9lmey6ZmuEX1KWVOKgBgMVS//BJD6ChLDj/7SRu8TIGzYyCCaDyJy//4Ef76STvm13jQUGxHsd2Cbz37CQDgzInFEHgOMypcmFLmwAct/fjc9HJaoAXUwFYCIi5o9obSnvHasfvCcWpTQ8AGuEY1gr7SpaDcKWd4xhPUeKy6+cmsShdKnfrvbTZ/maBZ8NRl6XIj7znUF0KRbfDfzaWoRQablB5vLCYE1/6eADoHIih1yLhwRgVsFoF66A8GVhnP2tNks6o5EmU8+W0aivVk/JQyB2RRQMt/nYWVDaqAwCxEmeM4XZFKYizLHBYxTcZbRV2QN2uHOL7Qink1brx/0xmYbCh4k8KWTRJgEXlK9g9n3FWydDDkkcfJCtY25hBT4ByJTQ3HcbCZrKn0nvH5e+tkxphe5bz22mt4+umndQtAoorfvn07Nm7ciOXLlx/HI8zjeOC73/3ukCyJHn744WNwNEcXqVSKEutmAUOEjN+yZQtdwO3duxft7e0A0kp4AvJvQsrnkcfxwuxq9+AbnUSQReGEVsYTUry1P6wjCobyvpHY84zEpqbInrsFnuM4XLNwHN5uVq3uiu0WtPSHYZUEzKhwosRhoerLowVCxpsR1+VOGf/vjQP4+3Y152O0lPHt/jC1T+gJRqnAgYBVdnIc4A3FsPzhjZS4aeoNDnpugZHbQNUW2lBrck05ZFFHYJxo4DgO4wutqBhGB9CKSSVYMSnd3SHwHATkVlvJIo97z2nEuZNLqe//jAon6otHVhzJY/QxFGU8uSdZZbyRjCeEPXmdVcazc8R169YNyTf9eIMdF9hCklm2SoNGVlfm8K8eDhxD9MsnyvaddyxHdyCKKx7/kP7t+y/vwZ+3tNF/dw5E4AunyfmpZU64rRKevmouLv/jR7hwRjnuPnsSvnhKJdxWCWeML8SOjgGsWVavs6IjY6wspoPHm7whKjQg42J3IJphPROMpZXxES1DpdKtoNQh45U93abfsdqtUGWmJHDgeS6jI8DMcpFY0/yf86ea7pfa1PSHqE1LLjgZpTaBmV9yTzCGPd0BrJ5cBkAtTvjCR0bGRyKRjAIZoCrjCwsLh7RvI/Z0BcBxaqdDH6OgZQsvtiF2aADpUHdFFOCQRZrn4jJ0RJHfssIlU6JvriGThX0fOd92i4D+cHxY3SdEJZwn4/P4tIC91puZAudIlPFD+Yy8Tc3JjTFJxsfjcfzqV7/CSy+9pLOpIeA4DpFIBOvWrcOOHTtw7bXX0glpHnmcDOjr68OFF16Iu+++e0ie8d3d3XC7VXLzF7/4BXbv3g0gOxmfV8bnkcexhUXkTuj8gLQyPjxMz3hhWNsTlDllSAKHcYOQ47IoQBI4xBIpnf9wLpAFKPECViQeyyYWo/OeVcM+zuFidpUbC8Z5dIp/i8AjmkgiHE/i23/9hL4+Gsr4eCKJrkCU+sHHEikMRBK6IgZLxlc4FRz2hfEvpuW/3R/BfJOF/NHGus9OO+H9Z/91/WlH3R6L4zisPWsSADXA+DtnTszp8ZvHscdQlPF+v9qZkssz3qiIZ5Xx7LZDsagZayDkuMhzpsXbicV27PnPMzFxlIpMpMNrMBJxeoUTU8ocaCx1oBFqmCoAvHLdIvzwlT06grvDH6EK7VuXTsA3T1M9v5fWF6Plv86i25Gw6htOH4+GYkcGUVrmlGGVVM96Qor3hWI6mxoA2HK4H8mUes7iSXWdzHrGR7SCbqlDhksRoW0CWeQxsdiObe1+SIJKvBNLmx+eOwVApjraTBn/my/MQrM3RC3gjGBtaoYyhpBxke1QM1PGA0BTb4gGi7oUUVcEyQU2wJUtYJkp45PJJPr6+uDxjGz829MdwDiPFYokoID5Guy4Rs7RUEKU08p4Hg6LgP1aaK/bKiGeUH8/1qaGhAdng0sRwXPp/dotIvrDcXiGoYwn18VQjj+PPE4GkOcrYCTjR2/czdvUfHow5sj4zs5O/OhHP8L+/ft1RPy8efPwta99DY888gg2b95MX1+/fv3/Z+/eo9sq7/zff6Stmy35LttxbOceQi4kQNMSCEmYJIVCO512mANtobQzq2fackoDhTbTkDAMhQyhgVWmJetMp0ynp9MO/Q1Df22nP2gnXEIKNOUyIdxCajK5ESdO4vtN9/OHrG3JVizJliVLeb/WYrEl7/3sx4mdLX32V99HLS0t+pu/+Zu0PpKJwrd161Z5vd58T2NSlZeXq7+/X6dPn06rZ7w0XCXf3d2tkyejlZVud+ILsZKSaLBFGA/klsOwFnSbmvg35pn0jP/YovpxfXSz1uPU8bs+LK8n9b9VZU6b2vsDaVXeSdH2HavmVOuDzZX6rwOncxr4fvriRn364saE5w5vXqdN/2e/nmk5rVnVJVpUX6aLGiv0necPTvh8J3t9ikSGF2eVotXx8WF8b1wYX1li0/Hu0ePUuM8eKG+95nyzxU42LWkoz/qYuTYty+tipGI3rPr7jy7M6TmRWjqV8R0d0U/sxML4ZD3jY4/jQ/jY/9NZsHUqiwXMydp1xGQriJeGq7pTBR03LW/WTcuHW+rF/i1dMq1M59W6zTC+1GFEw/ihCu1PXdSYtP1AvKXTy7V0+vC/c+984wr1+UNDn6op1Zwad8Kip2abmqF/v1871iUp2lbm1aHtWM94h2HV0ulleuVolwyrJeGTBwc3rZPLblXNlt+oscIlq9UiqyzyP/BRM1CaOaL1TLJP9s31usf8BE7sEw49vuCY15CYsqG/k8vi1skY6/XDny4eqowfWmA+Hem0qdm8ebOuvvpqLVu2TKFQyCx2ylTL6T7zZzZZhb80/Gd0toWE49mssXVuopXx3YNB2Q2LXDarQtZoGB9dwDW635yasT/FWO6yqzSuBV3sdyKTyvgVM6v00McXnXUBd6DYxPeJP9IxIMNqUSgckd2avcr4+NY0hPHFbUr97b7yyiu69dZbdfBg9A1o7OJwww036K677tL06dP1d3/3d/rUpz5lfj0SiailpUW33nqrXnnllbzNHcgmq9Wq6upqnTlzRv39/XI4HKPC+GAwmFDVEVu0NVZdJQ2H7yMfE8YDueW0FfYCrvGV3J4Mvo9LZ1Xrb69aMK5zphPES8M3B6rTfAPpdtr0/P+z0nzzmKwlQi5NK3dpTk2pBgIh9flDumxWlZoqXBm1qQmHIxpIUkl/ont0e7ORfeN7fMPHrZ5TI4/TGPUpg5oxbnR8c918/eWHZpz168C5bqzK+FjRRCyMj29TM/K4WOCerEK+WML4XN0c9aQR/o/F63aofugaZbNaNLOqRK1xYXwma0XEnF9fZlbJb1o3X19ZOUsO2/DaGbHXELG2Yb/7n3aV2K1aMm34xk6fP6ReX1Aep6Hf/PUKvXHHGkmJbYAchkUVLrssFqkpbnHO+MrOpdPL1X3f1Vozt0aSVGrP/PuJL0AY6xoS4x+q7l45a7gtzFhB1LLp0ZC83GnPuE3NyAVc48P4Z599Vnv37jULnkZ+yjhdZ/r9o9r9XDZiQW6zsjyNn8NYBbvLZjV78Ef/HqOfJnEY1qGe8elVxk8vd5qt86Toz1eJ3ZpRha/TZui2NYltloBi1tE//G/Fkc4Bc12RbPZ2t1ktinWaG09BEwrHlPjbjUQi+vGPf6xvfetb6u3tNZ8rKyvTPffco+uvv97c12Kx6DOf+Yz+9m//Vh6Px1zYtbe3V9/61rf04x//OKGlDVCoampq1NbWJp/Pp6qqqlFhfKwSPl5/f7/5OySNroynTQ2QHw7DWtBtauLfyJdlUBmfC7H5pNumJqYkg4+HT7YSu6GBQFh9/pDcDptcNkOhcETBUHqB/L++dkzz//4ZRSIR+YNhM5hv7Rkdxp8eEcbHV8YvmVamnq3X6KoFiZ809KbRMx5AcsmCcofDIYfDoXnz5kmKLhQZe15KrIyPHT/ycSyMdzgcBRvG7719tfbevtqsys1VGG8u4DrOPzer1aL6oU8ElTltaix36f2uQbNNTfkEr5M3fKBJV50f/Xd45exoOB17e1td6lBjhUt7jnRq3tACsTH9gZB6fEGVOW2qLnWYnzBKCONtVhlWiypddjWNsWh5mctm3nAYz01rh2E1A6V01h1560S0mOiyuDDeiAulYr5wyQz9ny8ML2xd7rKlvYCr1WqV3W6X3+8f1TM+9n+fz6fu7m4zjB9Z2JSufn8o4XXfoTvX6bcjFpmPfT2tnvHGcGX8BUN/r/E3fWZWlWhOTak8jmj7mfNSLKr+pctm6fmbV5qP3Q7bpLdVAwpdrDLesFp0pGPAXDQ5m21qLBaL2aqGyvjiNiX+drds2aLHH388oS3NggUL9PDDD2vZsmVJj7n44ov1ne98R/Pnz0847vHHH9eWLVvU1dWV4+8CyC6v16ujR49Kkqqrq0eF8fEtamJ6e3upjAemoGibmqkVYmfCiKt6igUDU8VwGJ9ZYBwLfaZCX/JShxFdeM8fktthmFVyvjSr499t69X7XYN64o1WOTf+Wuv/35ckSa3do9ubnekfWRk/HGLEqkVjlZbTh9qspBOkAEguWWW81WpVaWmp2WJz3bp1kpL3jI8dX4xh/LLpFVo2vWK4Mj5HwYMng4rkeKvmVJuVirEw3uM01FgxFMYP9S4fT2X82XzvkxdISrwpelFjtCp8vtedcO3r8wfV4wuNummeWBkfa0VTkrK9yJKG6LXAGEfls8Uy3B6nJo2b5RvXztXs6lLNqh5+72KxWKKLwMeF8t/95BJdvbDe3CfaMz69MF6KvgdK1jN+8+bN+pd/+RdJ0Zafsfdd462M7w+EEm5izKwulXvE30smPddt1ljPeMNsb+SPe43wxtfX6HPLm1XmsunFWy7XXyxtGHO8Eruh5qrhP2u3w1CFizAeGEvvUKuyWrdD/lBYHqdNpXYjq21qpOEQnjC+uE2JZGDfvn1mhXskEtFHP/pRfeELX0j5wrK2tlb333+/Hn30Uf361782j9+3b59uvfVW/fCHP8zRdwBkn9fr1QsvvCBJqqqq0nvvvZfw9WSV8T09PeaCr4ZhmG/qYkpLS3XjjTdq+fLlkzRrAMncccXctHqmTmWzq0v1oRmVWjWnJt9TSRDrM1s1zsr4fLepkaSSoUp4KVopF+sfOxgMy53GvdO2oUUFv/Gf70iSXjwUbXnROqJNjWG16Exf4kJ38WF8rA3C2vleNb7o0nm1bh3vHkyrxQCA5CwWiwzDUCg03BLKarWqrKxMNTU12rNnjxm0J6uMdzgc8vl8o9rUxHrGF0ObmuG2MbltU5Np0PHcly8zFzuNVY2XOW1qrHDpmZbT6h4MyrBasnqTd3ZNqU7cfWXCp78unF6u/3z7pOZ53eZrC4/TUJ8/JJs1ODqMd40O43d+6dKU7fO+uXaeLphWpoX1ZWPudzb/duPF+uVbJ/XRRfUp97126XRdu3T6qOcdhlVha0ThSESRyOifkXJndsL4p556ynwcXxkfW/Q1UwOBcMq1goY/oZdBmxq7VUuHKuOPdQ3fcI/vS3/JzMR2OOmIhvFTIhoCpqxnvnSpdr13Rj965ahO9PjUWOHSqT5/VtvUSMNtbwjji9uU+hfX6XTqK1/5ilavXp32MTabTV/84he1aNEiffe735XP51MkEjE/7gkUKq/Xq1OnTkmS6uvr5ff7FQqFzDdcsReJbrfbDOZjC7fGnreM+GynxWLRrbfemovpA4jz5ykqlArBH7+5dlzVcZOtzGlTmdOW8UdEY2FFJgvSTpb4GwLRyvjov/ODwdF94JM51RsNFQ6e6ZfFEm1nEAiFdaJn0Hxss1pU63EkaVMzfI7Yn8WKmVU6dteH9Zl/fU1SelWNAM4uWRh/1113adq0aQlBerKe8bGAPlllfCzoH7nYa6HJfc/49NuDxIstdiopsU1NRYlau33qHAio3Gkb9fp7oupHLJJ9YWM0jJ3vdZsLbjaUudTvD8lqsZy1Mt5mtZj9vdP5xJPNsOoTF4z/9cs1C+t1zcLUQfxYnDarebM6WeAVbVMTGPX82bhcrjEXcJWiYXysuGnclfEj2tQkE/t6Ojeh7HELuGZzMeOYT17QMGpNGQCJLplZpUtmVunf9x2XJK2ZW6MDp/rM389sibWpoWd8cZsyf7uNjY168MEHMwri461atUoPPvigGhsbszwzID9qaqLVp4Zh6IILoh9Rja/iiIXxXq/XfO7EiRPm9nh7HAJAMlMxiJeiAXKm/eIl6QNNFfr3mz6QsPhdvsQHUNGe8UOV8YH02tTEKuMl6SND/d7ben063DGgOdXRIMHjtOmixgo99W5bwrE9vqCml7tU53Fobk1i6BD71AFtaoCJGdmqxmKx6KKLLlJDQ2LQmawyPnZssoVbrVZrQkubQjUcxufmrWnsfBNZMyQxjHcpGI6o5XR/VlvUnM0lM6pUYrdqeXOlFtZ5VFli13m1bvX5Q+oZDCZUwsfmKGV3kcFccRhWOW1WuexWVSb5sy13pb+AqxS94TU4OJh2GD/unvGBUMrK+OE2Nan/XmyGRVZL9IZK7PXY7Orx3ShI5sYPNGnD6jlZGw8oZi2noznMFXNr5HYY5idXssVpsybcPEVxmhJX5Msvv1wPPfQ1RZx2AAAgAElEQVSQmpubJzROc3OzHnroIa1ZsyZLMwPyJxayT5s2TRUV0d6Q8X3jYwu11tbWms+NrIwHgGI33+vWwvqx+94mY7Va9BfLpme9gnE8EsP4+Mr4sELhiD7941d14FTv2Q7XqbhqtqsWRK8JxzoHtftguz4ytAhgmdPQX6+YqT8c6dR/HxteV6fXH9ScmlKd/LurNL828c+xfKh/LG1qgIkZGcafrZI9Wc/4s1XG2+12syq+0MP4XC/g6nGMr01NwhhOm0odhspc0TBekt5p68lJGN9UWaLOe6/WhY0VWtJQro57P6KmypKEBVzjmWF8AVZZOmwWOW3RQD7ZAqOxnvGR2Aq3qcYbavvk8/nM6398sZMkdXV1TTiMHwiEUv48Z7SA61D7o9icT9x9pV69bdW45gZgYjqHFnJdNr1CpQ4j6/+2Oob+zUNxy/9nsyV94xvfyNpYLpdLt99+uxYuXJi1MYF8iIXxDQ0NZr/C+DA+WWV8fBg/3o9VAkAh2fzh89J+Ez5VxVeDxlfSDQZCauv16bG9x7VqTo3Oq01+06Gt12e2o7lyKIz/1dsn1eML6tqlDXrkhUPyOG366MI6zawq0Vd+/oae+fKlctqMpMFNTOx5L5XxwISMDMvPdhMwvk3NyN7wI8P4+CC+0MN4py1aWZi7NjUTD+OlaN94jyMujD/Zq0XjuDk8HiOr3N0OQ32+oPyGdYwwPv83nzPlNKyKSLJaLMnDeKdNwXBEg8FwWj8/sZ7xfr9fpaWl6uvrG1UZ39vbq97eXtnt9qQLMKcSCkfkC4ZTtqkpyaRNjWFN+P5Gti4CkDv/9cUV+uPpPhlWi6aVOeV2ZDdWdRqE8eeCKRHGT4Zrrrkm31MAJiQWsi9fvtwM1uMXbe3v75fT6VRZWZlcLpcsFovZpqayspIwHsA5YypUt0/EyMr4WH/cwWBYHf3R6psjHQNJj/UFQ+oejIbuhsWieV63LBbpX189pgqXTatmV8tmjfYQthlW/eyzH9Dl33tBj+45qptXzlLPYPCsi9/GKjwLffFhIN/SrYyvqKhQTU2Npk+fro6O6ELMsTA+PoSPD+KtVmvB94yXotXq6bTryMq5nOm3BxnLRxfW6YKGctV5nDKsFnUMBMxPFOWa22GoPxCSNRg2W4zFxB4XZmX80E2os4XxQ9ep7sFgRmG8z+eTy+VSIBBIeH8V09bWNu73UgOB6PoQ6bapcabx92KzWnL2+wFgbOvPq9X686LFL9//v5Yp291knFTGnxOKNowHCl1DQ4MeffRRLVmyRKdPn5YU7Qk/f/58SdF+hh6PR5WVlfJ6vRoYGNDJkydlsVjU1NREGA8ABWJkz3h/KNorfjAQUufQ80c6R4fx7f1+/eNLhyVJf/WhZnOhPK/bocMdA/rkBdNkM6yqcNnMtgyXzKzSgjqP9rdF2970+kOaUZX8Y/iXz67Wpy9qVGmWK36Ac026YXxpaal+85vfSJLeeecdScnb1MQC+Nh/hV4ZL0llLltBtamRpO/++QXm9uzqUrWc7stJm5pkSu2G+vwhWaTRlfGuwu4Zb7FIS6aV6/y60Z86GA7jA2lVi8dXxjscDjkcDvX09Iza78SJE+YnkzPV7x8K41P8PM/zunXv1Qu0cnZVyjFHVsYDmBqS3SScKKfNWpA3T5EZ3l0BU9iyZcskRfvC2+12vf/+++bXenp6VFFRoU9/+tO66qqr9LWvfU1HjhyRx+PR5z73uXG/gAQA5Fb8G+xShyFrtBheg8GwBoPRYP5wR/+o42554k399L+j14U6z3AIMa3MqVO9fq2fH63aqSixm5WgkjSrqkSH2qPj9fiCZsuGkZY3V+qnN148ge8MgJR8AddURrapiV/ANT6It9ls42qlMdXUe5w5W5+iosSmyhK7mirG1w88meVNFXkN490Om/r9IYUjo8P4WBugQqy0dNqsskj64acuTPr1cmf09yPdRVxdLpe6urrMMN7pdKq7u9v8eklJiVngNNHK+FThuWG16M7156U1Zi7bOAHILwdtas4Jhf/KDTgHWK1WNTQ06Pjx4+Zz3d3dKisrU3l5ucrLy80XjGVlZfqTP/mTfE0VAJCh+J7x7vie8cGQBgLRMH5km5rXjnWaQbwk1cb1dZ9W5tQbrT1af1603VmFy5YQzsyqLtXzB89IknrH6BkPIDtGVq6nU8k+Vs/4+Ir4YmlT88Tnl+fs3yKnzdD7d63Pari5vLlSj+09nvBveC6VOgzz5m1ZkhsCZU5bQVZaOgyrrGPcvDIr433phfFOp1ODg4Py+XxyOp3y+/3q7R1eIL2xsVEtLS06efKkampqxjXn/jTb1GRixcyqvN3oAZBbtKk5N0yJf9EffvjhrI9psVj01a9+NevjAvnS2Nio999/XydPnlR9fb26u7tVXl5uft3tdkuKhvEAgMIRC4TshkV2wyqXbahnfCCszoFomfzx7kEFQmHZh8KUN1qjH6uv8zjU1utXrWc4jJ9e7lJzpUvzvdHrwtevmKe6uK/PqirV/9d+TJFIJFoZn6fwCDhXTKQy/lxpU9NUmb0q9XRku/3W8uYKSdLxLl9Wx01XVVyrBE+S762gw/gxph27gZNuZXxJSYm5aGuyNjVNTU1mGN/U1DSuOafbpiYT//eKmVkbC8DURhh/bpgSYfzTTz+d1cXXIpEIYTyKzvTp0/Uf//Ef2rVrl5577jl1d3ersbHR/HqsMj4+oAcATH2xMN49oo/xYDCsjqEwPhyRjncNqq7MqRK7oVO9fpU5bfrDhlX6jzdaE4KlO9fP15cum2W+tvr0xY3xp9Os6hL1+ILqGAioh8p4YNKl2zM+2T7J2tTEFnE1DEN2u70o2tQUuosao2F8KBLJy/nnDd18lUa3qYk95zAKb7HzZdPLZYyxOmLskwh9/vTC+JkzZ+p//+//rTlz5phhfHybmtraWjkcDvn9/iy0qSFMA5A5h0HP+HNBwb9yi4x4wZPNUB+YSqZPn25u9/b2qqenJyF4P3DggCTpk5/8ZM7nBgAYP7thkWG1mFV0Fku0t+9gIKSO/oDshkWBUERP7m/Trb94S6/etlqn+nyq9Tg0s7pUX1szN2G8+bUezR/jfDOrogHDgVN9CoQiZ+0ZDyA7Rlaup/N+JRawxyrjY2O4XC45nU6zKv6mm27S4OBglmeMTJW77PqPzy3XytnVeTn/PO9wcJysTU25y1aQC7g+8KeLxvx67GZ231A1eirz589XIBDQ66+/roULF8rn85ltagzDUENDgxoaGnT48OHxL+A6CW1qAJw7rr9wuk73+fM9DUyyKfPua2SononYC9pIJDKhcYCpLD54DwQCZs/4mM997nPatWuXrrzyynxMDwAwThaLRSV2a0Kv4VK7ofufaZHHadPShnIdONWne/7rgHzBsJ5tOa1Tvf6ERVszMas62g7iv9/vkhTtKQ9g8mSjMj72+M/+7M+0fPly/eIXv5DVatW8efOyPFuM158vbcjbueM/HXW2yvhirFmzWi0qdRgZhfGS1NbWphtvvFHPPfecTp48KUn60Y9+pLlz5+q1117T4cOHx10ZPxltagCcOz5xQf6uJcidKfHu6wc/+EFG+4fDYfX29urIkSN6+eWX9dJLLykcDsvj8eiWW27R3LlzUw8CFJgPf/jDeu655/TCCy/I5/ONqoy/7rrrdN111+VxhgCA8SqxGwlh/D9fv0xf+F+v61jXoK5ZWKfZ1aV6fF+rJOn3hzvUNRhMWLQ1E163Qx6nod++e0qSNKfGneIIABMxkZ7xsWNjj8vLy1VeXq5f/epXRdErHtlX5hz9c3Ht0gaFwsVZtOZ2GGYAnkp5ebkaGhrU2tqqyy67TC+//LI6OjokSV6vV3a7Xc3NzZKi/eXHg8p4AEAqUyKMr6urG9dx8+bN09q1a3X48GFt27ZNx44d08MPP6y7775b559/fpZnCeSXx+PRl7/8Zb3wwgvq7e2Vz+ejPzwAFIkSu5Hwxv0TFzTo+78/oif3t6mqxK6rFtTq8X2t8jgN7TnSqZpSuxZPG9+C3RaLRefXefRfB6Jh/Nya8VX/AUhPfGhusVgmtIBr/NfTqbDHucPrduh0nz9pZXwxLwDqdhhp94yXotXxkUhEM2fOlMfjUSgUDc9jv2uxhVudzvF9+mwgEJYkuWyE8QCA5IriFdzMmTN13333qba2Vv39/brvvvvU2dmZ72kBWRd7UXj69GlJLNYKAMWixJbYpkaSGbZXltj1p4un6aoFtbpz3Xy1nO7TgVN9qnWPLyiQpIV1Zerzh9RQ7pSbnvHApIqvjE83QB8Zxo+sgl+5cqU+9rGPZWmGKAYfbK6UpHNuHZBSe/ptaiTp5ptv1j333COLxSKPx2M+H3ufFauMj1/YNRP9/pBcNqusYyw8CwA4txVFGC9JVVVV+su//EtJ0Qvnv/3bv+V5RkD2xfqGxsL4+J7xAIDCFW1TkxigLBkK4x2GVZUldj311yt03YXRxbw7BgKq9YyvTY0kLayPBhDzvLSoASZbfBifTlW8NLpNzcgQf8WKFfr85z+fnQmiKPzbjRfrl3/1QdmNonmLnxa3w5ZRGD9v3jxdfPHFkpQQxsdufMXC+DNnzoxrPv2BEC1qAABjKqrb5pdddpk8Ho96e3u1a9cufeELXzDDSxSPTZs2jeq9mcyOHTtyMJvcilVsxF4cUhkPAMXB7TDkcSavjG/tHjSfm11darYimFAYXzcUxtMvHph08VXt6fZ5j4XvZ2tTA4xUMfQpqnONO4MFXEeKFTY5nU7zRllDQ3TxxFhgn6mBQIjFWwEAYyqqV3VWq9VcIX1gYEBvvvlmnmcEZNfIynjCeAAoDts/vljfXDs/4blYYL4orje8xWLRiplVkjTuBVwlaWF9dEwq44HJN57K+NmzZ2vt2rVauXKlFi5cyKchgbPItGd8vFhlfHx/eJvNpueff1433HDDuMbs94dUQhgPABhDUVXGS4nh5KlTp/I4E0yWrVu3yuv15nsaeTGyMp43ZgBQHGIBezy306ZDd65TY4Ur4flLZlTqP98+qTrP+HvGz60p1aUzq/Qn82rGPQaA9FRWVqq6ulrt7e1pV7hXVFTogQcekCT9+Mc/nszpAQXN7bCpvd8/rmNj76Vin0CJKS0d/8LmtKkBAKRSVJXxkjQ4OPxR7q6urjzOBMi+WGV8e3u7bDZbQhUHAKD4zKwulW1E/98Pn1erErtVM6tKxj2uzbDqxa9erktnVU90igBS+MpXvqJ7771XUvqV8QDSM5E2Nckq4yeq30+bGgDA2IquMr6lpcXcnsgdbWAqstlsMgxD3d3dKikZfwgDAChcl8ysUue9V8thK7qaCqAoud1uVVdHb3zR+x3IrtIpFsYPUBkPAEihqF4NPv/88wmrntfX1+dxNsDkcDgc6urqIowHgHMYQTxQWGILtxLGA9k1kZ7x8Qu4ZkMkEtErx7o0u5qiQADA2RXNq8E9e/boe9/7nvnRT6vVqsWLF+d5VkD2ORwO9fX1yeVypd4ZAAAAeRcL4WlTA2SX22GbcGX8yJ7x47X3/W61nO7TXyxtyMp4AIDiNCXa1Lz55psZHxMKhdTX16ejR4/qD3/4g1paWhSJRCRFX+ReccUVVA6jKMVeLPLzDQAAUBiojAcmx1TqGf/4vuOqLrVr7XxvVsYDABSnKRHGb9q0aUJVIvEhfCQSUWVlpT772c9ma3rAlEIYDwAAUFhstujbLirjgexyOwz1B0KKRCIZ/345nU7ZbLashfGH2gd0QUO57AY33QAAZzclwviYWKieCYvFYl50I5GI6uvrdeedd5qLJAHFJhbG06YGAACgMMQq4mMV8gCyo9RhKBSOyB8Ky2nL7PfLYrGorKwsa2G8PxSWkyAeAJDClAnjxxPExx/n9Xp15ZVX6hOf+AQhJYoalfEAAACFJRbCUxkPZJfbEf3d6vOHMg7jpWirmmz1jPeHwiywDgBIaUqE8Z/+9KczPsZqtaq0tFSVlZWaO3eupk+fPgkzA6aeWOUGN50AAAAKAz3jgcnhdkQjjT5fSNWlmR/f0NAgrzc7Pd79obBK7Xz6BQAwtoIN44Fzld1ul0RlPAAAQKEgjAcmx3BlfHBcxz/wwAPm+6uJ8gXDqirJTpU9AKB4TYkwHkD6YpXxhPEAAACFgTY1wOSIb1MzHh6PJ2tz8QfDchj8jgMAxkZpBlBg6BkPAABQWGIV8VTGA9kVa1PTHxhfGJ9N/lCEnvEAgJS4UgAFJvYxSnrGAwAAFAabLRoYUhkPZFe5K/q71TU4vjY12eQPheUwiFgAAGPjSgEUGBZwBQAAKCxUxgOTw+uOfmq4rceX55kQxgMA0sOVAigwtKkBAAAoLFarVRaLhcp4IMvshlXVpXad7J0CYXyQMB4AkBpXCqDAEMYDAAAUHsMwzIVcAWRPfZlTbVMhjA+F5bBxww0AMDbbZJ/g4YcfnuxTJGWxWPTVr341L+cGJhNhPAAAQOExDIPKeGAS1HmcOtnjz/c0ogu4UhkPAEhh0sP4p59+OucvOiORCGE8ihZhPAAAQOExDIOe8cAkqPdMkcp42tQAANLAlQIoMLEwngVcAQAACgdhPDA56jwOnZwCC7j6QmE5bPyOAwDGNumV8VK0Uh1AdhDGAwAAFB7a1ACTY8r0jA+G5SSMBwCkMOlh/A9+8IPJPgVwTqFNDQAAQOGhMh6YHPVlTp3u8ysUjsiw5ueGVzgcUTBMz3gAQGqTHsbX1dVN9ilwjtm0aZNsttQ/ujt27MjBbHKPMB4AAKDwUBkPTI46j1PhiHS6z6/6Mmde5hAIhyVJDoPfcQDA2LhtCxSYyspKOZ1OlZaW5nsqAAAASJPVaqUyHpgEsQA+n61q/MFoa14q4wEAqeSkZzyQTVu3bpXX6833NPJm1apV+tnPfkbPeAAAgAJCmxpgclSV2CVJHf2BvM3BHxqqjKdnPAAgBa4UQIExDENNTU35ngYAAAAyQBgPTI7Yoqm+YDhvczDDeCrjAQAp5KQyPn4R10996lPyeDy5OC0AAAAATAmE8cDkMMP4UB7D+CBhPAAgPTkJ43/5y1+aixV9/OMfTxnGv/nmm+b2ggULZLfbJ3V+AAAAADCZWMAVmBwuszI+lLc5DLep4XccADC2nPWMj0Qiab/43LRpk7nvP/3TP6murm4ypwYAAAAAk4rKeGByTI02NSzgCgBIz5S9UkQikXxPAQAAAACygsp4YHI4bYak/Ibxsap8wngAQCpT9krBC1UAAAAAxYLKeGByGFaLDKtlalTG2/gdBwCMbcpeKaiMBwAAAFAsqIwHJo/TZs1vGD90bidhPAAgBa4UAAAAADDJrFYrlfHAJHEaVg3mtTJ+aAFX2tQAAFLgSgEAAAAAk8xmsxHGA5Mk75XxhPEAgDTZ8j0BAAAAACh2tbW1Ki0tzfc0gKIUDeNDeTt/rE2Nw6AVFQBgbITxWbJz5049/PDDGR1z44036vrrr8/pmPH279+vZ599Vvv371dbW5sGBgbkcDhUWVmpOXPmaMWKFVq5cqXsdnva5w8EAtq9e7eef/55HTlyRJ2dnfJ4PKqvr9ell16qdevWqaKiIqPvCQAAACh0W7ZsoWc8MEnyXxnPAq4AgPQQxp+Dent79Q//8A966aWXRn1tYGBAAwMDam1t1QsvvKCf/vSnuu2227Rw4cKU4x49elTbt2/XwYMHE57v6OhQR0eH9u/fr5///OfasGGDli9fnrXvBwAAAJjqbDbeegGTJf9hPG1qAADp4RXhJGhqatKyZctS7jd//vycj+nz+bRlyxa1tLSYz1VUVGjOnDnyer3q6urSkSNHdOLECUlSa2urtmzZovvuu08LFiw467inT5/W5s2b1d7eLkmyWCxavHixGhoa1NXVpb1798rv96uzs1P33Xef7r777rS+HwAAAAAAxuKyGfKF8hjGD90IsBPGAwBSIIyfBOedd56+9KUvTckxn3jiCTOIt1qt+sxnPqNPfOITcjqd5j6RSES7d+/Wjh071NfXJ5/Pp+9973v67ne/e9Zxt2/fbgbxdXV12rx5s2bPnm1+vaurS9/+9rf1+uuvKxgMatu2bfr+978vj8cz4e8JAAAAAHDuyndlvC8UlmG1yLDSigoAMLachfGx/ojvvvuu2tra0j4u0/3jLVmyZFzHFbOdO3ea2x/72MeS9pe3WCxavXq1DMPQ/fffL0k6dOiQDh06pFmzZo3a/5VXXtFbb70lKfrx2y1btozar6KiQps3b9Ytt9yiEydOqKenR0888YRuuumm7H1zAAAAAIBzTr7DeH8wzOKtAIC05LQyPhKJaPv27ZO2/0i/+MUvxn1sMerv70+4sbFmzZox91+xYoWcTqd8Pp8k6f33308axv/61782t9etW5d0H0lyuVy64YYb9OCDD0qSnnrqKd1www0yDCPD7wQAAAAAgKi8h/GhMP3iAQBpyenVwmKxKBKJpPzPYrGY/6Wzf7L/MNrAwEDCY7fbPeb+hmGotLTUfJzsz3VgYECvv/66+Xj9+vVjjrly5UqVlJRIknp6evTmm2+mnDcAAAAAAGczFcJ4p40wHgCQWs6vFvFB+9n+y3T/sY7HsIqKCjkcDvPxkSNHxty/s7NTXV1d5uP4HvAx77zzjgKBgKRo5XuqBWTtdnvCQrD79u1La+4AAAAAACTjNKwaDIbydn5/MEJlPAAgLTlpU1NbW5uL00wZfX192r17t44ePaq+vj653W7V1NRo0aJFam5uztuYNptNH/jAB/TSSy9Jkh577DFddNFFcrlcSff/0Y9+pHA4Wl2wbNkyNTY2jtrn2LFj5vbMmTPTajkzd+5c7d27V5J09OjRtOYOAAAAAEAyU6Ey3kFlPAAgDTkJ4x999NFcnGbK2LNnj/bs2ZP0a7NmzdJ1112nVatW5WXMz372s9q7d68GBgZ08OBBffWrX9X111+vhQsXyuv1qqurS4cOHdLjjz+ut99+W5LU3NysDRs2JB0vPoyvq6tL63uJvzkTf3y62tvbMz4mFa/Xm/UxAQAAAACTb0qE8VTGAwDSkNMFXCEdOnRIDzzwgF599VXdcsstWVm8NJMxm5ubtW3bNt1zzz06ffq0Wltb9Z3vfCfpvm63W1dccYVuuummhN7x8Xp6esztysrKtOZbVVVlbvf29qZ1TLzbb78942NS+dWvfpX1MQEAAAAAk89pM/IbxgcJ4wEA6SGMz6L6+nqtWrVKF154oZqbm1VWVqZQKKS2tja99tpr+uUvf6lTp05Jkp5++mk5HA7dfPPNOR9z9uzZ+sd//Ef99re/1Y9+9CMNDg4m3e/iiy/WFVdccdYgXlLCsfH96McSv9/Zzg0AAAAAQDryXRk/GAzLYWP9OgBAaoTxWbJixQqtXbtWVmvi3XC73a4ZM2ZoxowZuvLKK7V9+3a9/PLLkqQnn3xSa9as0eLFi3M2piR1dXXphz/8oXbt2qVgMKiqqiotXLhQZWVl6u/v17vvvqu2tjbt3r1bu3fv1lVXXaUvf/nLSSvu/X6/uW2zpffjZLfbzW2fz5fWMfEefPBBVVdXZ3wcAAAAAKD4uGxW+UL5DONDKrFP/FPvAIDiRxifJR6PJ+U+paWl2rhxozZs2KD3339fkvT444+fNTifjDGPHz+uTZs26cyZM7Lb7br55pt15ZVXJgTtkUhEv/vd7/TII4+or69Pv/nNb2S1WpNW3MdXuQeDwZTzlaRAIGBuO53OtI6JV11dTY93AAAAAICk/FfGDwTCKrERxgMAUqOpWY45nU5de+215uM33ngjIZyezDFDoZC2bt2qM2fOSJK+8pWv6Oqrrx5V8W6xWLRq1Sp985vfNJ978skndeDAgVFjulwuczu+Sn4s8fvFHw8AAAAAQKbyH8aHVGInXgEApMbVIg+WLVtmbvt8PrW1teVkzBdffFGHDx+WJDU1NWnt2rUpx7zwwgvNxzt37hy1T1lZmbnd2dmZ1lw7OjrM7XSq/wEAAAAAOJtoGB/K2/mjYTyV8QCA1Ajj86CqqirhcU9PT07GfPXVV83tCy64IK1xly5dam7/8Y9/HPX1pqYmczvdmwqxBWdHHg8AAAAAQKZilfGRSCQv5x8IhAnjAQBpIYzPg5GLlo6nb/p4xoy1p5ESK9rHUl5ebm739/eP+np8mH748GGFQqmrEd577z1zu7m5Oa15AAAAAACQjNMwFI5IwXC+wviQXLSpAQCkgatFHsSH0VJ0QdJcjBkf0Kdbjd/d3W1uu93uUV9fuHCh7Ha7JGlwcDBp9Xy8QCCgd99913wcX3kPAAAAAECmnLZotJGvvvGDtKkBAKSJMD4P4nuvNzc3q6KiIidj1tbWmttvvPFGWuPu27fP3G5oaBj19ZKSkoR+9U8//fSY47344osaGBiQFO0Xv2TJkrTmAQAAAABAMvkO4weCtKkBAKSHMD4LYuFyOl566SXt2rXLfHzFFVfkbMz40PzYsWN65plnxhz39ddf1969e83HF198cdL9rrnmGnN7586d5iKxIw0ODuonP/mJ+fgjH/mIDIMXLAAAAACA8ct7GB8IqYQ2NQCANHC1yIIXXnhBt99+u5599tmkfdWlaL/1xx57TNu2bTMXlfF6vfr4xz+eszE/+MEPqrGx0Xz8yCOP6MknnxzV5z0SiWj37t36+7//e/M5r9er1atXn3XcxYsXS5KCwaDuueceHTp0KGGf7u5u3XfffWptbZUU7Vl/7bXXJh0PAAAAAIB0TY0wnkIzAEBqtnxPoFgcOHBADz30kGw2m5qamtTY2CiPx6NQKKRTp05p//79CYusejwe3X333XK5XDkb0zAM3Xbbbbrzzjvl8/nk9/u1Y8cOPfbYYzr//PNVXl6u/v5+7d+/X21tbeZxdrtdd9xxh9kbPpk77rhDt99+u9rb29XW1qYNGzZoyfi35boAACAASURBVJIlqq+vV3d3t/bu3WvO1TAMbdy4UR6PJ+0/XwAAAAAAkhkO40Mp9pwcAwHa1AAA0kMYn2XBYFCHDh0aVRkeb+nSpdqwYYPq6upyPuaCBQu0detWPfTQQ3r//fclSe3t7XrxxReT7l9fX6+vfe1rWrRo0Zjjer1e3Xvvvdq+fbsOHjyocDic0G8+pqKiQhs2bEhomQMAAAAAwHi5bNEgfCCQ+8r4QCisUDgil43GAwCA1Ajjs2DNmjWaPn269u/fr/379+vEiRPq6elRd3e3IpGI3G63GhoatGDBAq1evVrz58/Py5gx5513nh555BHt2bNHv//979XS0qL29nYNDAzI5XKpsrJS8+bN04c+9CGtXLlSNlt6PybNzc3avn27du/erV27dunIkSPq7OyUx+NRfX29Lr30Uq1fvz4rC9YCAAAAACBJtR6HJOlUny/Fntk3EIhW41MZDwBIB2F8Ftjtdi1atChl9Xi+x4xnGIYuu+wyXXbZZVkd1263a+3atVq7dm1WxwUAAAAAIJlpZU5J0ome3Ifxg0PV+ITxAIB08DkqAAAAAABQsFx2Q5UldrV257MynngFAJAaVwsAAAAAAFDQGsqdau0ezPl5aVMDAMgEYTwAAAAAAChoDWWuvLSpGaBNDQAgA4TxAAAAAACgoE0rozIeADD1EcYDAAAAAICCFm1Tk7+e8S4b8QoAIDWuFgAAAAAAoKA1lLvU2pPbyvh/+v1hrf/H30uiMh4AkB7CeAAAAAAAUNAayp3q9YXU6wvm7JxvtPaY2yV24hUAQGpcLQAAAAAAQEGr9zglSW29uWtVc6bPb25TGQ8ASIct3xMAMrVp0ybZbKl/dHfs2JGD2QAAAAAA8q3UEQ3DBwLhnJ3zTP9wGO+kZzwAIA1cLQAAAAAAQEFzGNF4wx/MTxhvsVhydl4AQOGiMh4FZ+vWrfJ6vfmeBgAAAABginAMVab7QzkM4/sCOTsXAKA4UBkPAAAAAAAKmlkZn8swPq4yHgCAdBDGAwAAAACAgpbrNjWBUFjdg8GcnAsAUDxoUwMAAAAAAAqaM8dtatr7oy1q/u6qBVpQ687JOQEAhY8wHgAAAAAAFDSHEV1A1R+K5OR8Z/qiLWrWzfdq5ezqnJwTAFD4aFMDAAAAAAAKWmwBV1+O2tTE+sXXlNpzcj4AQHEgjAcAAAAAAAUt1wu4xirja9yOnJwPAFAcCOMBAAAAAEBBs+d4AdczQz3jq0qojAcApI8wHgAAAAAAFDTDapFhteSsMr6jP6AKl002g1gFAJA+rhoAAAAAAKDgOYzchfGDwZBK7EZOzgUAKB6E8QAAAAAAoOA5DKv8wUhOzuUPhWU3LDk5FwCgeBDGAwAAAACAgue0WXNWGe8PRsxFYwEASBdXDgAAAAAAUPAchlW+HC3g6g+F5bARqQAAMsOVAwAAAAAAFDxHLivjQ2Eq4wEAGePKAQAAAAAACp7DIIwHAExtXDkAAAAAAEDBiy7gmque8WE5WMAVAJAhwngAAAAAAFDwHDZLzirjA6EIPeMBABnjygEAAAAAAApetE1NJCfnok0NAGA8uHIAAAAAAICC57TlsE0NYTwAYBy4cgAAAAAAgILnMKzy5XIBV9rUAAAyxJUDAAAAAAAUvNwu4BqR3coCrgCAzNjyPQEgU5s2bZLNlvpHd8eOHTmYDQAAAABgKnDYrOr1BXNyLirjAQDjwZUDAAAAAAAUvOgCrvSMBwBMXVTGo+Bs3bpVXq8339MAAAAAAEwhDsOSwzY1hPEAgMxx5QAAAAAAAAXPYbPKH4rk5FzRNjX0jAcAZIYwHgAAAAAAFDxnTtvURKiMBwBkjCsHAAAAAAAoeA6bVb5ctamhZzwAYBy4cgAAAAAAgIKXywVcA6GwHDYiFQBAZrhyAAAAAACAgucwrCzgCgCY0rhyAAAAAACAguewWXLaM95usIArACAzhPEAAAAAAKDgRdvURHJyLnrGAwDGgysHAAAAAAAoeLnqGR+JRAjjAQDjwpUDAAAAAAAUPIctNz3jQ+GIIhERxgMAMsaVAwAAAAAAFDynYVUwHFE4PLmtamLV9w4bPeMBAJkhjAcAAAAAAAXPYYtGHJPdqibWl57KeABAprhyAAAAAACAghcLxyczjD/d69MPfn8k4XwAAKSLKwcAAAAAACh4DiPaNmYy+8b/r9db9fX/fDt6PhuRCgAgM1w5AAAAAABAwXM7bJKk033+STvH8e5Bc5vKeABAprhyAAAAAACAgnfprCqV2K361dsnJ+0crXFhvN1gAVcAQGYI4wEAAAAAQMHzOG26+vw6Pb6vddLO0drtM7epjAcAZIorBwAAAAAAKAp/umia/nCkU92DgUkZv5U2NQCACeDKAQAAAAAAikJdmUOS1OMLTsr4rT1xlfEs4AoAyBBXDgAAAAAAUBRK7YYkqd8fyvrYwVBYbb3xbWroGQ8AyAxhPAAAAAAAKApuh02S1B/Ifhjf1utXJDL8mDY1AIBMceUAAAAAAABFodQRrYzv82U/jI/vFy/RpgYAkDlbvicAZGrTpk2y2VL/6O7YsSMHswEAAAAATBVmm5pJqIyP7xcvURkPAMgcVw4AAAAAAFAUYpXxk9Ez/rVjXapwDReGEcYDADJFZTwKztatW+X1evM9DQAAAADAFON2TF5l/HPvndaauTV6av8p+UNh2VnAFQCQIW7jAgAAAACAolAy1KamL8uV8YOBkF481KE/meeVxxk9h53KeABAhrhyAAAAAACAomBYLXLarFlvU/OHI53yBcO6Ym6NPE6beS4AADJBGA8AAAAAAIqG22FkvU3Nu6d6ZbVIi6eV6R8+sUQXNJRldXwAwLmBnvEAAAAAAKBolNoN9fmDWR3zUHu/mipLZDes+rMl0/RnS6ZldXwAwLmByngAAAAAAFA0Sh1G1tvUHGof0KyqkqyOCQA49xDGAwAAAACAojEZbWoOdfRrVnVpVscEAJx7COMBAAAAAEDRKLVPVmU8YTwAYGII4wEAAAAAQNEodRjqy2IY7wuGdLx7ULOqaVMDAJgYwngAAAAAAFA03A5bVtvUHOkYkCTa1AAAJowwHgAAAAAAFI1st6l5fF+rLBbpvFp31sYEAJybbPmeQLHYuXOnHn744YyOufHGG3X99dfndMxkWlpa9Lvf/U6vv/66zpw5o56eHpWXl6uyslJz5szRBRdcoIsuukhVVVUpxwoEAtq9e7eef/55HTlyRJ2dnfJ4PKqvr9ell16qdevWqaKiIqP5AQAAAACQrtIsLuB6tGNAf/ubd/WNK+apsYI2NQCAiSGMP4d1dnbq0Ucf1XPPPTfqa+3t7Wpvb9fBgwe1c+dOffSjH9WXvvSlMcc7evSotm/froMHDyY839HRoY6ODu3fv18///nPtWHDBi1fvjyb3woAAAAAAJKy2zP+YHufAqGI/uqS5qyMBwA4txHGT4KmpiYtW7Ys5X7z58/P25htbW3atGmTTp48aT5XX1+vuXPnqqysTH6/X8ePH9f//M//yO/3pxzv9OnT2rx5s9rb2yVJFotFixcvVkNDg7q6urR37175/X51dnbqvvvu0913353W9wMAAAAAQCbcjuy1qYmN43YYWRkPAHBuI4yfBOedd17KKvJ8jtnX16c777zTDOLnzp2rL37xi1q4cOGofQcGBvTKK68oEomMOeb27dvNIL6urk6bN2/W7Nmzza93dXXp29/+tl5//XUFg0Ft27ZN3//+9+XxeLLyPQEAAAAAIA31jM9Sm5o+M4wnPgEATBwLuJ6D/vmf/1knTpyQJC1evFj3339/0iBekkpKSrRq1SqtXr36rOO98soreuuttyRJNptNW7ZsSQjiJamiokKbN2/WtGnTJEk9PT164oknsvHtAAAAAABgirapCWZlrFgYX2qnMh4AMHGE8eeYgwcP6re//a2kaNB+xx13yOVyTWjMX//61+b2unXrNGvWrKT7uVwu3XDDDebjp556SqFQ9la4BwAAAAAg1qamayAw4bH6AyHZrBY5bMQnAICJ42pyjnnyySfN7Q9/+MPyer0TGm9gYECvv/66+Xj9+vVj7r9y5UqVlERXoO/p6dGbb745ofMDAAAAABDvg82VslmtuvChXQqGwhMaq88Xol88ACBrCOPPIaFQSM8//7z5eM2aNRMe85133lEgEK02cLlcKReQtdvtWrBggfl43759E54DAAAAAAAxFzdV6jd/fYkOtQ/otfe7JjRWnz+oUsJ4AECWsALJJOjr69Pu3bt19OhR9fX1ye12q6amRosWLVJzc3Pexjxy5Ij6+/slRYPzuXPnKhAIaOfOndq1a5eOHTum/v5+lZeXa/bs2VqxYoXWrl0ru91+1jGPHTtmbs+cOVOGkfpFyty5c7V3715J0tGjR9OaOwAAAAAA6Vo5u1puh6FnW87oQzOqxj1OfyDE4q0AgKzhijIJ9uzZoz179iT92qxZs3Tddddp1apVOR/zwIED5nZjY6NaW1t1//336/Dhwwn7nTlzRmfOnNErr7yif//3f9ff/M3faN68eUnHjA/j6+rq0vpeamtrkx6frvb29oyPSWWi7XoAAAAAAFOH3bDq8tnVerbltDauTf5+Nh19ftrUAACyhzA+xw4dOqQHHnhAr776qm655Za0KsmzNebp06fNbYvForvuukunTp2SJDU1NWn+/PmyWq06dOiQ3nvvPUnSyZMn9c1vflP333+/5s6dO2rMnp4ec7uysjKt+VZVDVcl9Pb2pnVMvNtvvz3jY1L51a9+lfUxAQAAAAD5s3pOjbY926JIJCKLxTKuMfr8IZXaCeMBANlBGJ9F9fX1WrVqlS688EI1NzerrKxMoVBIbW1teu211/TLX/7SDL+ffvppORwO3XzzzTkbs6+vz9xuaWmRJDkcDt16662jqur37dunbdu2qbu7W4ODg3rggQf0yCOPyGZL/JEZHBw0tx0OR1p/TvH7xR8PAAAAAEC2zK0pVfdgUF2DQVWWnL396lj6/EEq4wEAWUMYnyWx/upWa+KauHa7XTNmzNCMGTN05ZVXavv27Xr55ZclSU8++aTWrFmjxYsX52TMZMH3bbfdpssvv3zU80uXLtWWLVu0ceNGhcNhHT9+XM8995zWr1+fsJ/f7ze3Rwb1ZxPfg97n86V1TLwHH3xQ1dXVGR8HAAAAADh3zKgqkSQd7RwYdxjfT5saAEAWWVPvgnR4PJ5RoflIpaWl2rhxoxobG83nHn/88ZyNObJyff78+UmD+Jjzzz9fl156qfl49+7dY44ZDAbHnGtMIBAwt51OZ1rHxKuurpbX683qfwAAAACA4tJcGQ3jj3QMjHuMaM946hgBANlBGJ9jTqdT1157rfn4jTfeSAinJ3NMl8uV8Dg+aD+bFStWmNvvvPPOmGPGV8mPJX6/kXMCAAAAACAbGspdMqwWHe2cWBhfSmU8ACBLCOPzYNmyZea2z+dTW1tbTsYsLy9PeNzc3Jxy3BkzZpjbAwMD6u/vT/h6WVmZud3Z2ZnWXDs6Osxtj8eT1jEAAAAAAGTCsFrUWOHSkQmE8f0B2tQAALKHMD4PqqqqEh739PTkZMympqaExyUlJSnHHVm5PjCQ+CImfsx0byrEFpxNNicAAAAAALKlucI17sr43QfPqNfHAq4AgOyh8VkejFy0dDx908czZnyVu6RRVe7JjAzf3W53wuP4MP3w4cMKhUIyjLFfqLz33nvmdjrV+QAAAAAAjMeMqtJx9Yx/+0SPVj/yoiTRpgYAkDVUxudBfBgtRRckzcWY06ZN07Rp08zHR48eTTlu/D5lZWWjKuUXLlwouz26Kv3g4KD++Mc/jjleIBDQu+++az5eunRpyjkAAAAAADAezZUuHe0czPi4/kDI3GYBVwBAthDG58HOnTvN7ebmZlVUVORszPgFWV966aWU48bvs3jx4lFfLykpSehX//TTT4853osvvmhW23s8Hi1ZsiTlHAAAAAAAGI/p5S4d7x5UJBLJ6LheX9Dcpk0NACBbCOOzYGQrl7G89NJL2rVrl/n4iiuuyNmYknTNNdfIZove1W9padHvfve7s+67f/9+/f73vzcfr1u37qxjxuzcuVOHDx9Out/g4KB+8pOfmI8/8pGPpGxpAwAAAADAeDWUu+QLhtU5EMjouK7B4TC+1M77VgBAdhDGZ8ELL7yg22+/Xc8+++xZ+7D39/frscce07Zt28w78l6vVx//+MdzNqYkNTQ0JITn3/nOd5IG8vv27dO3vvUthcNhSdKCBQt0ySWXJB3zgx/8oFk1HwwGdc899+jQoUMJ+3R3d+u+++5Ta2urpGjLm2uvvfas8wQAAAAAYKIayqPrqZ3o8aXYM1H34HB4T2U8ACBbaHyWJQcOHNBDDz0km82mpqYmNTY2yuPxKBQK6dSpU9q/f3/CIqsej0d33333qB7skz2mJH3+85/Xe++9p7feeks+n0/btm3TT3/6U82fP19Wq1WHDh1SS0uLuX91dbU2btwoi8Vy1jHvuOMO3X777Wpvb1dbW5s2bNigJUuWqL6+Xt3d3dq7d685V8MwtHHjRnk8npR/rgAAAAAAjFdDefT9cWu3Twvry9I+rjuuMj6zBjcAAJwdYXyWBYNBHTp0aFRleLylS5dqw4YNqqury8uYdrtdW7Zs0Y4dO/T8889Lii7UmmxB1wULFmjjxo2qra0dc0yv16t7771X27dv18GDBxUOh7Vv375R+1VUVGjDhg0JfeYBAAAAAJgMDWXRyvjW7swWcY1vU5Nhu3kAAM6KMD4L1qxZo+nTp2v//v3av3+/Tpw4oZ6eHnV3dysSicjtdquhoUELFizQ6tWrNX/+/LyMGc/tduvrX/+6rr76aj3zzDN6++231d7erlAopMrKSp1//vm6/PLLtWLFijEr4uM1Nzdr+/bt2r17t3bt2qUjR46os7NTHo9H9fX1uvTSS7V+/fqsLFgLAAAAAEA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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "bkg = np.median(regressors, axis=1)\n", "bkg -= np.percentile(bkg, 5)\n", "\n", "npix = aper.sum()\n", "median_subtracted_lc = raw_lc - npix * bkg\n", "\n", "ax = median_subtracted_lc.plot(label='Median background subtraction')\n", "corrected_lc.plot(ax=ax, label='RegressionCorrector');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, lets show how you can do all of the above in a single cell." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Make an aperture mask and a raw light curve\n", "aper = tpf.create_threshold_mask()\n", "raw_lc = tpf.to_lightcurve(aperture_mask=aper)\n", "\n", "# Make a design matrix and pass it to a linear regression corrector\n", "dm = lk.DesignMatrix(tpf.flux[:, ~aper], name='regressors').pca(5).append_constant()\n", "rc = lk.RegressionCorrector(raw_lc)\n", "corrected_lc = rc.correct(dm)\n", "\n", "# Optional: Remove the scattered light, allowing for the large offset from scattered light\n", "corrected_lc = raw_lc - rc.model_lc + np.percentile(rc.model_lc.flux, 5)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "ax = raw_lc.plot(label='Raw light curve')\n", "corrected_lc.plot(ax=ax, label='Corrected light curve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Using `RegressionCorrector` on TESS 2-minute cadence Target Pixel Files\n", "\n", "*TESS* releases high time resolution TPFs of interesting targets. These higher time resolution TPFs have background removed for users by the pipeline. However, there are still common trends in TPF pixels that are not due to scattered light, e.g. from spacecraft motion.\n", "\n", "`RegressionCorrector` can be used in exactly the same way to remove these common trends." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# Download a 2-minute cadence Target Pixel File (TPF)\n", "tpf_2min = lk.search_targetpixelfile(target, mission='TESS', sector=15).download()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "TessTargetPixelFile(TICID: 185336364)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf_2min" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, unlike the FFI data, the TPF has been processed by the pipeline, and includes an aperture mask." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# Use the pipeline aperture and a raw light curve\n", "aper = tpf_2min.pipeline_mask\n", "raw_lc = tpf_2min.to_lightcurve()\n", "\n", "# Make a design matrix\n", "dm = lk.DesignMatrix(tpf_2min.flux[:, ~aper], name='pixels').pca(5).append_constant()\n", "\n", "# Regression Corrector Object\n", "reg = lk.RegressionCorrector(raw_lc)\n", "corrected_lc = reg.correct(dm)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 753 } }, "output_type": "display_data" } ], "source": [ "ax = raw_lc.errorbar(label='Raw light curve')\n", "corrected_lc.errorbar(ax=ax, label='Corrected light curve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the corrected light curve has removed long term trends, and some motion noise (e.g. see time around 1720 BTJD). We can use the same `diagnose()` method to understand the model that has been fit and subtracted by `RegressionCorrector`." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 519, "width": 870 } }, "output_type": "display_data" } ], "source": [ "reg.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To show the corrected version has improved, we can use the *CDPP* metric. As shown below, the corrected light curve has a lower *CDPP*, showing it is less noisy." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "897.0934061715499" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_lc.estimate_cdpp()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "836.8828675392166" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrected_lc.estimate_cdpp()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further reading\n", "\n", "* [RegressionCorrector API](../api/lightkurve.correctors.RegressionCorrector.html)\n", "* [DesignMatrix API](../api/lightkurve.correctors.DesignMatrix.html)" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }