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@zonca
Created June 6, 2022 00:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "398d2315-a2cd-4992-b990-b0243e01c791",
"metadata": {},
"outputs": [],
"source": [
"import pysm3\n",
"import healpy as hp\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from pysm3 import units as u"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "53dc21f7-80c8-40cd-af96-13084c9e03db",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1c6d01a2-d591-4c54-b5ba-1d4e3fb542f4",
"metadata": {},
"outputs": [],
"source": [
"freq = 353 * u.GHz"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "74f60e39-77b7-4a49-a083-db365c1e53af",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/fitsfunc.py:643: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" alm.real[i] = almr\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/fitsfunc.py:644: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" alm.imag[i] = almi\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/sphtfunc.py:607: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" (np.asarray(cl, dtype=np.float64) if cl is not None else None)\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/sphtfunc.py:563: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" cls_list = [np.asarray(cls, dtype=np.float64)]\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/fitsfunc.py:643: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" alm.real[i] = almr\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/fitsfunc.py:644: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" alm.imag[i] = almi\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/sphtfunc.py:607: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" (np.asarray(cl, dtype=np.float64) if cl is not None else None)\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/sphtfunc.py:563: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" cls_list = [np.asarray(cls, dtype=np.float64)]\n"
]
}
],
"source": [
"nside = 512\n",
"\n",
"beamwidth = 14 * u.arcmin # 2d pixels per beam\n",
"\n",
"d11_configuration = pysm3.sky.PRESET_MODELS[\"d11\"].copy()\n",
"\n",
"del d11_configuration[\"class\"]\n",
"del d11_configuration[\"galplane_fix\"]\n",
"\n",
"output_healpix_nosmooth = pysm3.models.ModifiedBlackBodyRealization(\n",
" nside=nside, seeds=[8192, 777, 888], **d11_configuration\n",
").get_emission(freq)\n",
"d11_configuration[\"fwhm\"] = beamwidth\n",
"\n",
"output_healpix = pysm3.models.ModifiedBlackBodyRealization(\n",
" nside=nside, seeds=[8192, 777, 888], **d11_configuration\n",
").get_emission(freq)\n",
"#output_gl = pysm3.models.ModifiedBlackBodyRealizationGL(\n",
"# nside=nside, seeds=[8192, 777, 888], **d11_configuration\n",
"#).get_emission(freq)\n",
"lmax = 3 * nside - 1\n",
"#alm_dx11gl = utils.gl_map2alm(output_gl.value, lmax)\n",
"#output_gl_to_healpix = hp.alm2map(alm_dx11gl, nside=nside) * output_gl.unit"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8e851ca1-0778-4d27-9e0a-45c922d7a33c",
"metadata": {},
"outputs": [],
"source": [
"output_healpix_postsmooth = hp.smoothing(output_healpix_nosmooth, fwhm=beamwidth.to_value(u.rad)) * output_healpix_nosmooth.unit"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "aebe7b89-e23c-4d3a-88e9-02b1a62909e2",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 612x388.8 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hp.mollview(output_healpix_nosmooth[0], min=0, max=1e3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "231e51b0-b1a7-4920-962c-3573de8494a9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wEawtGGZ4iGK9tf+Kwxe/9ge2l7tjRxs7ydrxyaJqBgS2hWyvTaxbB9ytio1VzBaw6OPlJJOrcZx/b7E0+VTqx8dswVI5M1xDrLbkDrNKT1mx8Lu2qTFw3bPX62gEX03Fir5I6Zqt662Z2tS8xue1nPktuM2uUbZa9XuoasTP2eb0shGM2m56nLmWdC74dnUO/tldcKS3UZFXqLUPWtC0FmV2UWNTbyxgV7l2PAA7ydrx8ePqrWqWVr4P8eloOQovnWdMbkuKkd2SJu3xp5PvlkF8hTBtJXlrdS2+r0xGTUL3EFgzIOdcUlNTcXw8jhNyMq5VLZgsLClYTPhqz2nJfwyYmzcZS+khlnJCrSlatvy1CNdrYBc/2l7sd6hEa+md7TpIJFtwDv6DD0sT+QZ8ohGw3IZKMBvn7YRrx0bsJGvHi8di3qqt/iIt2DD0FnlZc95+DlxljtOJHgj1rWTOthNJi2RZArSqsBk1js+1aE5ma2S1qGRODTBLiAmUysc0zk1qa0rfVjPmUj4lS/z4nmw29lrZ9hypEJIamDSxgmbrZlWth5KkFtm7Uu2Vm5ucIV4/73uIC4TLcx6tGmnmdhzHQLzUeb5iNm/16bWAj1UzOgearC3mlsyiDeyka0cDO8na8eLw3md+YPvBa5P1EnHaoko9jwrCaJgeWLFqQShKaxZJSOVcg6SSbVzVb1ECVo9ZC7evKVY101dMrpn+t2pWazK7NsJxLbKMy9jqSF9DzQerlnmdUYuEnV1v4fxWWRZLebKW6lEzux6O4e9LJFtdh5TyQSQ7wus1VIlkMmnfaTXjFiQtvx+2j/P/V0fMMjhIhuu1ltKDz6kh3v8Xv/lTi3Xb8cZhJ1k7ng8FsVoz5Vlfj7VJW1Eb/JaIVs3h9grzxNIgXSMkrXdlLSHo5pxXG+qix7YmI/vZ0jFNtMxIte9DgaUi0/eReEpWMlqmupaP1Ras+UAtYS1asaaAFcdWCGYNLdO3Lb8WGLGVxOn9bCFbW/wUj4e5GbPvIX0Xi43lMnFyJvs7P2snKPZHJFVryRTP/6+h2ac1cnmJZNsoTPs9o9JmO+HagZ1k7bgW733mBx4e6n+NH5VFzYdmSxTWBnK1SJIax1kVa/MegCb9wxZc64vSqseWiauKJXMco7OTOT0j/k5zXtUmuJbC8jx5o7aoFBYtMyOTlqX+uoUk2oWBXqc2+S8RggeYtxK2+EFaqL+bSFCt1LR4OOSEpVqu5jar7avI5mGrPlYWI9f4Jabbq7zDi++lbY+aozzX0/bL1vnYSdcbip1k7diGglxd49exFrm25ucDzNUSGy3Wcv6tqQELjt7XmNauMtvZ+6z4YtXwUEffNbXtqnJrBMu2o3VsZzNgi2zY89k3p3bN1ndbsaaO1kxGrbxafB+MVl/3U7lPoZ5/jZN8q9ylY9byQm0hnEvEFyjvq3OQ21v487lOIGt1sXm2Fsz81+zS0Orvi76Hrf5l73/J5y8V3lgUTH4nW28WdpK1YxnNPQJfFNb8QRRbnFXt95ZkEVYH7A2EbJMCtGCOuTqKcI20Nupa+38zliZV/b7mwF6rJ0en8bk80TJa6saamdkSiDVC0TKptcp7HiyVtTV9yZZ0J0vlbEGtDbn9rZLlumA27DpgGEpFy4WteQoneXsPts/oNlVAM0CkigqJby2kZmXV3tfamLRkfp0V3hiXsCtbbwh2krWjhCVVW01pq1giCFt8s1h+r0n7Wx15167/ooikraNOGg+NFuO6rSiKqzm7LNbICzA315YXLD+rOb3X7sHmqNqauoMnupZfmKZtWCNQz4OtJsgt19ty77XPtz67LaoXR4fWzmXixO9c12VzsDjgnSeQyYfNpS+X0B9jfRPR4bQaNaL1ghStmk/k4gLp0Md7Hef3uVb2NeS58lz3CMXXEjvJ2hHQUqxeGMlaQnUCJrMUr2q34hpC14j8s9jkc8XRSwur2KI+W6LnapNtY8JY9TtZcrRuwU7A1izYcsYuSLHUCVmLYLUIRG0yq5kwt/jsvSiy9bzlPNTfTLHl+bUCSGz7F2lHukyOdM9CJkJ83dMpKVZyOIQEvH0HTDHicBhC3+x7YBwz2dI+YJXOhT6xqGotLdpMuojifFXo+h7S9/DnS/YpY3P20jX0OrWF25ISSe24k63XCjvJelOxJd1CawJXPCSdwGZ1Rdy27OjXXk8JnPW9WfDb0rIA5IjB5/EPUiw5eQPrE+9DVbfaBLBl0nA0+bbqZiMGUxnmMy3rcsbVaEU0rhHrJcfxrefY82u+N1tNkzWTnC1nya/KlruGpXpxn27dc9+X17MmPq2Dpng4HOLHU3hvTkdgnOAf32J66wbu288g5wswjImAJdKlsLnLro0Ytu+7mjlrEa18HZt4la/Haimfw23wUOwK1+uG5sD6ghwQdryM2JrPaok86XfS989HNnQQ1EGKzWu1Yw1ai4Gr8k/xYN0gWCJSEqylMoDrlI3nJWvXljfRBLN2rIa623QU/MyKa0fyJJJ/gFLxEonE9jlItFUelxyt1ybjaydGP9WJDlBO6EXqAvM3H7PFp4fPTSpiPM++Q2v1rn2+pS9MY/4BAunqIiFhE+4YSdPdPTStQyBQU3COv7uH++ge/vYIfzoGtavvo5rVlWSu6+b3thTd6WROvLXNksrscz/UXHb846echuJ4yH2Yy9a6Mrm6NqKz9swqi4bF5M47XlnsStZrhhmxeqh/kMIm9buirNmmtVeea7Hq0MpoKBRXZ1NvldtCLbS7pl61sIU4bFFf+LhWPVnhsSbCpevVTHbjWE9O2TIT1vzOWirfWkSdnYxrqgSfU7u/LQTtRTnFL9VnLeCD61prU+sjyOcs3b+eX6uXC2pV8rmyiUX1ON7b0QnEuUSkps++FVSvj+4gz+6TkpWS/Y5ExltEeou5Xetd8ytk03ff570WFZ0rHPzTsZx+ojYOLpnntyhfjb63O8y/UtjNha8zqiugrQOSHrvFZ2cDSdqyVUwri3orDcFV/mJdN3Ni3eRjVbmHzQ63vCIfKyvdpVD6likKeBjBskTFmkuBeuRgbV8+dmBG5Vmwk/MwlKaZ2sStk984tvvZNdGC12DNIfwa1Egmw5pMa/55tc8tan3Ckq1WO9fqVTumFVDQKs8qlpYQSSRWfkpmRDgXTIjnC9A5TO88hjy9h4xTMiFqed4bEsfXqznR19qmBm6LuF2QH0itA+pkqoaaubVlzt6iXlvyVjlnNyW+9NhJ1uuIpry8lWDpZFuLrGkN0CsK0RpquWyuze5sz2lhc36qCjFbBa1U5RS2I/HDUE4Q1Yte4dNxrQK55Ozfmkh14mQnaMwJVTXLfEtxYH+tFsmqYYmMPi/W/LJqKt0WPzAuAyiVk5rfmp1EW+WuKVr2mvZ5bFkoMcGvEanR1MG++6xccXAE9Su5vc1+TyLA/Rm4OcHfHOG7Du7pXYhOZKLFqla678o9XotiAWLK037J7bDVV5TLWFOyW1jyvaMyd7L10mInWa8bqv5WNbPHVj+gNfl76XPUzXAWD8nk3MKW/fkecv5mKCnhfQvXIqaANsmqrZ6viaJbUyJtJFT6PEwMYrO4Y0NbWhOUls9Es9aHWorBFnJ1DQmrtdna+UvBDrXnUSNXxfU29MetRKtFQmtkq6Wu1UiW/XuJBNZImH6WfKDy+1BEHyru7oHbG/hDD//oFEyIHz7N7xTn32pdZ+1dWAlwaT7fLe/lQ7GFcK2Zhac9yelLip1kveqwpKpp0mqZixS1F/05TGsWs5BrzUfTUMy2mgb5+62mxtr5M5hBeHMixJrJjWEH7NZgvXUQr6krW9CK0AOy87r6z0Skvens9e2ElZy6PYqIxGGoJySt3QurB7ZcW3/97lqlyyoYqawGIWFYP7UKCRPngkkMgL+/30asFGt9CJgToCVTMe8huNS3as9maaFlyXTLZGaJZ3xP5HgIbTRN4bcS8dMxtV3C+ZJVLfabagVQWNK+ZN6spSBhglgjcGsm/S1uGBZbTJIbsZOulwI7yXqVwQRrcbuIJfCguEGR4vIfsqdYsWlyayU51ZOgLjm4L2VjvzrXV2XCWk3w2XVhItM9+dYUgLXwfWDdhLjk+7FkIqxdgyfA+Jlu5gznChNJc2zgvmTNhLX+taYmLKl/W/1stqh8teSqfG5FzePrS+eWTdyTr5u5algyIep53J4t/ytbVyYWXH9WGVu5zmq4VgnkawGZfJO5WPo+LL5MJKrvXEhuOpIDvEn34K3PY8v3bcl8y/9rtKM1d3IZNSJ5jbq1FrjBxzUc/dfG4J1oferYSdariE3kCqivgFvKAf9P2KoAtV72on7sq6EDZmOiXSN1Mz+gRp22RB6uRTtu2lS2NsjWCIz1Z0kXMaviVpmKrebflpM7f18hWOnraM5JuY5steOEn4iGNRX6qX3PLSyR8C1mPcbK4mFGPmpO+lujK/Wzlk9acR+mLjVl5Rrli2H7jC4AbH1Y4Wlt5Lx2HYb15WopjzoOxPZL7/Mx+DBiGIKSpXVwbl4f71O/KpKkVlNUECmt+VxZwuenZKIstgNq+dJtWTDZNtBrczn8ect8q//TQrS17yp/9me/9YfqddrxcWMnWa8KVnNbLSlWz+EU+lBfpoJ0aa6lC/nkXOM8bNEyR9SOoe+uTsuwhkPfHtiBtnliKcpsi4qj3y8RZr6+9bGp1RHI0ZBm8tOy2T9rphaqU3LN7LbkXK7gCbB2r61zlsxqrXJq6hDXuab48PW0fdQUOE3LE3wLLQXNfm/rVAOTwxqpXoostJ/FjOyb7kHLmNWn8sxr6i5HrxJC/r14rDq/ayLRzkV1cAqZ45Vk2edmieMSVE0jgrK0YCzamRcRS64ASyRL68kLE/t+ryjai4tBeka7uvWJYidZLzs2k6uN5r6t+am2muta5aUXnvcCWyNGjXoU11AsmZw23NtzkS1WsIBlE4E67bJPTKhEuapeSuWg17ImgyWSteTPVPueV/RcDl1L+j5MbNwHDofgkMxEgx3+a75VXH5NMQLaJLSFNeLEWPSJMRM1Ec7iGOeSOQuXSyCZQCaa1sRUqy/7/Gg9bb/cYlKumbSW0jHYevB57L+lPnUcvLHgt9lE6x0F6iqh8QWEN9tHdR38oxvIMALDCH933yaWNcJi+4b1V+P6IZLp+Gz8wOSTfA8V7AfG0GfAezwuJeNV1bvl09l6/1uoPIOdbH0i2EnWy4jWPoKMmolr0Tld/YbYt6FRbgtbzHPp89MxJCp89qytIGwxy/HgsGVQWSBYq/v8LZmVuPwlcF3XzIVrZbWekyWYNfWKTY1b0hNIIFHVdAw86fGEpypl/FwJWGE2rDkMc3u0VJqa2W6riZTbySqa9to1kqf3xPfedaUpT8ERb2uEeWvdK2bbAjVCcS0prZEKfh4ts9m1pl9FTXVkMmravmrmp/6a+iP3PyDviWiVYC6r1u9IyUrb+5jPASSVLy0q7HukfmI1Z/nWM+97yPEIfz7nRKiOEr3arYZqZtpaO9XQUH/3FBAfG5ov+pVhOjteFGYEq/Fi8iDkx2lGfKrO7yv5XdYiCL33s+vwNdJWO3HCDv+4bC7U//XeKvc0Ax8nrj75OMk/C6iVP/us1ea2fFuPqUIm+DsgJyTlXDmTmWSKyrnyt71Gra7ertqteaZCYtnZPfar9Jx1QtNJjSdDVnNI3QnHrxDW1v3Wnm+rbSeaKLUO/N0Wc2LnynM5OlT7tN67vd/kq0NKEpPrNdh7avlycf+2BEvouaTn0HgX+HPb1pMvJ3ItOyrQfhjWldtaX1y7Vxf9xXSc0Gcd+9FsLFN/JFVUhyHuKpBNg2KjEmtQEpTIfCjDj1N2cSCynZTKcQScy9uJTR7Sd9mULg7F1lKdaWOLyYeoyWGA3N7k1BYwC0BdHC+5BWxB7TlMft+651PArmR9wnjvsz9YlYBbkXIP2ri5oSRtybpew6z84yF/dzqFgfl8qQ/K16y2FupeM2vNvr/GdLjl2jW0yJmanJjgWrVLiU6uVD6uNVE1zV0NglM7XuscJxWrVmEKDu1h8jOKgJIPJVRMaoYh+MlYRYHNJbbOjJr5y2LJ/DMrn5SZ2nFssqJ7KZLSattMebItTISKNXr/KUMAACAASURBVNV1S1+ydWK0zL5qpmQiZNWPpWvbeqsJrety371WxWJCyM+dVSR6P6Tvc1+jfpZUIwtjchZykPfWT4rVpZovnGlvofxdrFrxNRIJG8kX0V6f1a2aomrMtCmB8eVSqmm1rYWKe6i4ElTmj2rbmc92VeuFovnS7STrE8J7n/mB1VX/FoWp+Lz2AuskUzErPgRFHTgrOKs0XcXXgb+/BkvE4Yqyqm1p/YMeQrLWUKsjb77MqE1mVoVcInRrPkE80JPjcTIBtvqHNafpZ10kW/fnbK6pZbhv+d+oCYbD8NcCA7S8mtnnefKOsR+WksjY9jMz1JI5qGWi1Htj03Ht+9rxCpuLTRGJLKeUqDqwL/mAeZ/MVzj0wNNn862ROjcvz/a32r3XVEJ1sicSW5AqNeFx32ilRrEEOdaranIDct9n07Y11RKxSoRFHfD5/mOb+Lv7ok4pDQqb0fVZ1Yh+14X34XgIyVm5/ux/Z0lxy4RIny8uvCv9affZeiHYSdaniSXfq2tTJ9jPEyLB8mvbulyJJfXHe5/TNSw5bvP59jP7ufV9WFqZbyCrVzm+L127VY+KKjkr06ZPaPmg+KneXjZc3pKsFtnievV9msTshNBso77PE8uQzTT+fJ6rb0CdCFmw2reVYHH5tTD8VnRlLeJN60w+QSnakjYtrvrH2LZXsOMyE5s1Z/IlostlMdm1pMQ+95aKp+Wxiqcf912Y7M+XHMGnJIx9l2xfa9XZqKzSk8k5luW9hziXUoawX2D1HiePWVRrJJrc5rP0IgVByhnla/WdRdGyCV0kk8SYTDUl7Y31LaJyWwpbrHe6P+eAm1OIyK71P+53jFokcWU83BoItROt58ZOsj4NrEUMtvKf6Gd8jP08oWJ2bGFLVvTW8c3kos+j/iwRFy67Zpox9VjLBD+r7zXkr1X3tfP5u9aqHFgnpZZM1CZroK648MpZzcRmxV6QUjWT6Cpen/swzpUeJtY8Aa75jtjVPd/3koLVisCz7WOvxcfQOclEqoQzTr4ikskG103LM/s8ztQOS/RsJKIlorXos5qCbNUhoCQnfIwld6YfpHP1codDJtPjmKJJUyZ7dQcYp7QB9GySZyd6qzipkmXMgtJ3mVgwam4ALeWSFNrUp5XkcF9jAljbhJpIGxOoIlkvEMycGiChim4qyjwXoHw3tD8zyQdimxIB5T7YymivWPCJuzbCeidbD8ZOsj4pFMRqxU+ohuWM0hNmW1A8AFuTewIIpgRekXM25iWFqaYKMbaqU0sqkcEmBcvWpVW3FrHbWJdZeby6r/ltLYEDCtSM01JHuFyaXCWpUl2eYNLqNpvKCl8Z8kUpfE/4unze0j3VzMlWhbF+XFbBs2SDy64oNLP6qinGSTCTsfp0GVBETVq1bU3VNKqiHA7Z/BbNVdL3Ydud1M4VNTDdky+fHSqEiuoyU4P0O2731qJF1SYgqzaHPvhZ6ufnS0hrMI1B4YppPngLJjXd+WGcK0naBqaes3Qh2o6WyPK12FRYbbpGO9TMdg3iO0u6y6qZvi/8d9fBD0Op/AFln2Uyzf2lsjl7OneasnJcvVnT960abtqlGijVOH4nXFdhJ1mfBBLBWlJgloiHwVan9Gt9r1qZ1Wd/9z3kdCzla0002vKTAEofLcaaAnYlIbV4IXmxlshVTTHYWm5NhWmVYa89m3AW6thQVeR0jGTCJHS0jt78f9xrLuUMapmobL2t8mPVqJqSxXVK/xvSxT5lQFmPBsEqVA1Ek84hBm50Dr7vIJcYTn+5ZFXL+o0tmckqfU5JLZvD1DyWUPMfarRB4Sit2GDCtu92cX/cTrx4cy6Qq3EKdYymxKT2KVHl9ApE3BPJ4ufOZMuosjPixVGuqqyS0pjukeve8qlj2Oe5lJuMUz3Y/hPvs0rQ4mdFlCa/F0uqJZuY1WdLJKcPWXMF6VyObNbr2SawC9EF6wCwE60rsJOsjxtXZWpvdP6WD5ZFjUi0koouYfEa6qfSSoi3RDaYZC2Z0LishxKseK5VAJ+LcNVIcsuEeU15bLJaOr8wmbnVgbD43iZD1cnicIjqV0UNJV+ZYsCPq/OmH1Csi676beb4UM6CUsPX18+0Lq6bn1NRL2xdZvVk36POBbNM3DfPH3r42yPcB89Cu0RSMYtya5FCrr+ZcFl9SiSAN+HmxJq1yTqVXfrvzOrGSl2jXyQnbhNUMSNabLpiMzFQKknaJ8hsKJ0rTXTpIn5+Xy1zcryHpKqpKXeaMtnQ9tSyUVewq0SrpfDZOvPntfY15trZOMMmUav8Asv5sFKUr58RuhnRWhs3G2NNNXJ9YYzaidYm7CTr48BVWdobSM7j07ZowKXVRyvtw5Z6zZJTtq59BRbDinUQq+X00u8XpO8t1wY21nmNxNhjtxDDliq2RFAtuZp9RiYGS1IiMUmTHSeY5CSblGcolB99UEghUVKQTFsM49s0M2VZrKlBbIomn5kZSdLVvaoxWqZexvTfwuQiElSr0zGv9g/RTHUZIPfx3mMbJOW2ZgK1Ck2tfYDiueVccllJSnXnpJo1Z34ti/tcxQRYI79FHbQPsHO1fkdt6qcpO2MrwQFCm0XzZ5HSwpLRVrCD3j9Qtl8tglLviZ3OAfj7c5tAG9+u1BeY+FHdlMCkbaJaJuDcgKluSd1qmerRsDDYRVuNvLfaSM/nFA/XjFtbF3crLgg74WpiJ1kvGinf1RIaKovFNea+mfzfKGPm0KzkbIG8LOXOqq56gG1KVQ1Ldblm8HhebFGJambODabeaqqNFjmrESz+XAmINTewGa7mq8MEazIEgSK+2Ok7TWqaA6s28CssEalF9dXApMqQhqoaYUyFBeHU8pDfg3TfqgZ0HfztKSsz4wiZfCJaCex4vDZJ2ns0BCuZCQ85rxxEginufCkWGEvv3qy/LAVB6HVjFGmTfHJx+rnNB3VzygedMwlPvkc25YNF7V2p+d0ZhSmRUqDoX56ypKfj6VkUflTWtFw4uleIIBPG2sJG/26YsPVaVVXNpmrh59d6n4HSfFhz2Oc24P8tuL+uLVwXiKNiz69VxU6yXhQW1auWZD/VQ+WbMnfl/61oDqKdAw7R2fdsolYa11mLZEyfbXnRW6icV0QzrpGeBTzIZLhgdqlig+lXPwMWlDWW6+3nduDltueB35jz5HDI5yanYTIX6ncUnl/dm1Cvq+couWn5iqW6GvKhn9VI2Ipj9sxUmFb3bPKicg/RJ0pze2mbjESqau+WMeXopF1M4Ol6hvhZiGQiOyMXNHmfL+W2MUuKZe1ZAeVEXKuTHj+roiEUQK5L5+APwbwqHz4rJ3iNhouqn79ccl04MIPaaXadmlpnjk9qFufVUgWIN52uLYT4kholOTSUc6BMm9Aop2nSNWQLQFa7+BnZ8/hz+8z1XlWNBUrlr5XDbU1pX/OX5bIWsJOtAjvJel6kXFdbV2ytzzeqW4zWanSrH5b3HnJzUyYvvL+fmQub5WxY3VxNrGpJI7cQqoU2XbzeQ9WwltmP6tDyp1uL4qxeq6ZihRO18HxtJygSLdbMLDq5jzogV0iW+rooQeOcSDVHdc5VVUkvMDMBV4hjMrnUVJmFSa5QXMg5HzQZQwT+5hj+17QEImGj4ctQmuta7QvMfZhq7wgTKZNssyCh0Q8sXYMVuWHMdeLn46hddPKN91Iz+818hgxJs2pZkdKDoe0Yt5Txhz4EB0Tn95ni1XXwd3d1gsILMKs+LvlmcRtz+7O5lMtYMqEqSVdFcRyLYI4ZUbVm0BZJ1LbV98FVfBa1DRitxQeXWTtP33f+35oQW6il3KhhabxtzAM72QKwQLIavXwHo0qwnOQf/k4/4wFW98dyUuw/uNUxXV/cNWWm9Z2IABPt13W+FERv6dqr5rTJL7/cFpZItI7ha+n/9oXXn7XrPw/Bapll2B/EtPuDHe5tu+hebRORgqKfGYIz8R5o0Vl48plgAaUzsV4jIk1I4kqC1crLo5Fv1iwqbnaOdK58X/R4W/bUnmSKdrWqjH536AOxOh7gb4/xfuL9clqGaZqXUdvfUP+P2xGJSPqZmZL6PpgCDz2g/l9arjrW6335+Fwq6lK6PyaDYzzfmHpTXbQ9uT1oD0Z9n70lXbx9jI00jXVO0ZdMzg8aGOOz/xqTeh4XEokxvy18JN3jWH9nZ2QlEowKaVFzsThHjvQu1LvvY4LUcnGS+3tlbC/Mw/TMud5T9FdbUpBaZKf1HiyNc5Opx9JiOC2WWv2tMY7b52jfz2nfD3ENu5K1gKLztCaawnTj6t/VcI260jh2s0KiZViQEsNoOqub82r1WTWHFRciAtPaFJWPrUU6MmrnvwiCBZSD00qZa8pW83q2fB78a6oWwzq583FsvtFJkdUX7+c+K60knoyWk3q68dJB3vbXa6PCxCo8+rc6szuBPx6AvoPvOsAB8vQ+mAiV1AAlsam1ZW1MZOWJ27BWhkisg8t+X/o5q1YMVY6mqSzPls1EhTKnV+tOiktKKVBTUdgUWzMHi+TEpKReqfmwmtLDqp+1xYFWk4M1WEFtoZYGASjMhyn/Vt+XZk71TwQyOWRTpDUdat1ZTWxBzPtaGydqQQ3FvZFSZ9uvti/kUt65GpZUrFr0c8tKY+se2+gNVrV2JetaLBIshl2dL3Viq37Zc1vnNMCr6mt9t1pKTHVVvMFceNX1dUW01FapQjSILA0eD1TYqvW298sDT8PEWlMK+H8mEYVK2Fot2+vzqlUnaVWM2E+DJxG9xkiDtjeKRNeF+qTVuSFVdlKuvQu2zzgpB31x83YmBWax/xb90M0Jlt5fVI/96Qh/6OAPHTAhECy9dyWbem6MSJspE9w+s2tK/pyRJr38TIWfmfmuKENVMCc5+SeXy/2lqH9fKlHGfOiVPLAqCZR/R+XI+6DC+Gky/UFKZb7rwjGXSzhelRu7+BEXSI/tG2zeclJsRZPPaSxuGPZdESk/VxKs/V1/p2TKU95OCYGUSeei6u9LFZPL5c9sXdJzCHVO6m1NQWosxKWPVg+hvqHXG+n5JRV7nH+2pmjpb/vDdaypzmtzwuTXI+7fQOxKVgVNgmWl3pbDoWKr6tKaXFvqUzxnc24oVkSAetoEezxP2nrOwqqmqdYsKTRa/uRznexAbRWkrSpWa+Vl/KhmbWbbCiie9eYITNQVwqKdanWt9aOaklWJJkx5oJISQQO1KiiqXukkEidLjuqqJuJsLDR0a5piS5rRTCo26o6JgUGhirBvjk1QqeURMfK3J/hOgAlAJ5Bn5+CHZU2ubO4CsmmO2nLmqJ7abiqJa9EY3K9jotNkapnMJO9zmfaZq1kw+ZpV3iG9f/2MzZ9M+Lnc2sJmyacpEjkAWcmitrI+ddXggBm5oO87l/2kIsmr3qutW8tBnfupo8ja6JenUZGFTxX592lgQOqfIjnLvdaHr7U0d1pfydai0gZ8kKpYRG8W58T7tBnkFS1Vec1NY8uid0nRovZ5AxWtJrPdSRZhZluu2c7XZFMGDwJ2R3d+6fhFrBEQrQNvxbHFfLlkfqsRFq6HPW+romRh76t1r/Y6CpvFuHYfretymX6ah1LDKHdW5jdtuvaurJGs1nF6bFVF1PqnOuZ6soknTRA6KaZs3C5N2P7QA85BhjE4M3/0LCXf1MmniOCydXAmR5BOCjaTOauktBl1Qk/+PDxpt4hr1xXKkX9yi+lRyGAvlxHeOfhDMM1Nxw7eCY4/941ALJUsKaGJ7VUoQqTweTuJmron0sSElY73hz4Qu3wDoV2VuMQ+6PsuHBe/07+L87R9ZgsXIjuF2jKVCVUZ9t22Obnou7Sno7aNmtvslku63dKaed4SbksONLs5UKTQKEx5VHaR48qaJc0CpCBV2ocq9RZVE2MQSHEt/VwjKGsmV6Dy3kpqtyKoBCgJv7gyKMmOjcMw7wMI77q3KR2YtNn9GbeYE5cIIaNh0rd4g8jWTrKW8N67PxT+WIpaAZaVFD6G4eLLq4kA7e7slnTUHK1rpIf9GqaxrU4t+dTU6r2kpLQcUvleuazafaxJ2S0CZl/8LUSP23MrydK/9XobCVZR1srxm32zipOYNOV2SiQmXDRPjpGQ+b4LE/swYnrnCcZ3bnD4yjfDs7w/l2oE37eZBGarcmqnNOmxr4utt5JCzoHExzWIVlI6SPmbPvME0ymU4+4HeOcAB8jo4TuBjB7uWx9lgqITKuUFK/yyKH2CZ+d3JfiRTCXTI5EmAFVSZVNL+GiqVJKWUktMU/YZU8I1UyF8SSSUZOnffIweZ5UbVp8s6L1NpEK31bH+THqtqLLNJvm1RaC9LwBwXXREd6WixMSfy9a68P+2vwLluwHMyFpNganlttK6+WHIY7idK/gd4vdRSSRZGwDkfTStH5odQ7eoYNxfkinWmBPT935+DqO2yGxhI9EC3giy1bz5vvXFGwV9QQonQqMyAeuKFUMnbR2oa9fkMrsFe7o1FfFLy6tMIBMhJg3p3IpfxlZlbsnEyC+mLa/Wfpb4WYfL2oS+hSjW0PJ9EIrY7FzZVtcodVReuuS1/nHVAk0bpcnlAPWB0SzXVImZeUkmHx2wQ5SYu7uE6FLdD61GXCsTFoAFAmi2EbE+P6Hic0VLSY+qB0ChlOUUCZkwwrlAsNLk4yGXERInfhHJaRpSegcz8VUQSJNk0qLmxFTnLqw04/9SLJb8/G9DfpJSpUROv3MukMSYHFU4gpB96Fg10/I1+jQ+dyWIMoxADwhHKGq9KxsfAyg3ah7H7K/GKTKozunR60bRSjT5ufPijNuHFUUgHKPErevCsyQkFYjzQnmP5L+lEYHsExV9DYXHRUv+F95zbifdDUHzznkMwGjudVaAA5A/V3Uujdsp+rwki2kc6YxLgo30TRGNZjNrTV46jSh84rTtFS2ida2Vgs/bIkK8gXhjlaykXjFqflYWLRLABCL5wpiVClAnXDwJ6Hk6yahED4TB7XRMRMrf3YeXSY8DyqgYXcUDZYRZS3GqrfBqSt7SCubaF80SP20LK53zpPCA6M1FnzEeuGp+YAbPQ6IW/cBWT6b26TrI8RgICq/8dY9CVUok5jnSHEdATulgyQ1Pvnq9WD+rKsxMo7GfSVdRN2Io/SynFa/quU21z3ddyHd1PGB8coJ7esH4VvC7Eg90H9xBBiUGU1aF2HwWKpv/VyJKixH/6Cb8TZOwktPi3dW2mnxQnEjlKjD5bKZFUK2SmdD6eimBUqXt/hyUrNT/6X70vVByRiQ7KWQxH5ecL/k5s5lKzXw1vx1WtHRD8URcVG2hxcT5jGqy0JprQM03qzLmAYDcnDKRYvMdkyyur45/yXRrzIWnI3C+BCJYW7hZAuNo82vvy025jbnejxNwOc/vo+/LOkcfrdl7VlGvij0LY1/11gJi1OVZdCiQtwyyiyUtw/btmYJaGQ+3oGYFos+/+LU/cF15rwaag/gbSbLe++wP1jvCFtLB3/N5rEilFX2l3Wv+A7Yzajj+8ZhW1GlQV1yGsJdXqkOWidkPpti7i69dIy96X8mkQoNRy4S3Zt66JoKwpTgs+QjUzJwVMlhNU2Gfmb1G7XlP833friFdq+kxqicZNYnMK/58Sc8v+dLoZKiTsEjwT+ojeYn9hrOZp/+B+YqfJqyCINKzSv3MKheIageTm8Mhk4fO5R0IrGrSd/A3p5gOQeBPh/A77vXZf/sOaf/BmolN66YO6OxPRD5N/nRM951Md1oGvws8+dl+agkdHZNMhcNY3qNOhsfs/K0qWeHDZTf1pkVUUq/onKRaPbun+pv3nydj05+L7+198qIvPvdic2h9/jVTVi26kaHjHpkrE8GpkSy9Hre7lk/fy+EAHHr4D5/O68KwZj+F9aPi9nFdSbL0Pvq+bm1oLQxbAQlA+X6uLCzZP9ImYwUwfx5rRKtVvyXUHOzNs38NzYc7yQIWyJViTcWyx/BxW5wg7Uuq56lTO2iQOx3hDz38zSmYep7dh8mIBs3ksAwaKIl0yM0J/u6+HDg5Sar6joxjqT60XraaklQjm1tCsPXeua1qpJNNWq1n1xpEuOpWydJ6tkySlmDr9RtZwFtZ+BcjP7cSVDtp3NyECfbuLjsNa4ZxDV3XDOPDWCqhNUdzWg0XGd85s3tjlQ+gzMFUUSYlKbAT/JNbYBghd2ckxU2JTdwKJ/n7HMJk6w+hHr4PpkJ3HoOJ8O6S66EmPI7es4qK0A8/Q1pYJLOeOpGzX5aSLM4srwku4z0UKSOArMgpaVKyR+qaBiTMlLhoWqx9Zq9ZECwtSyNKL0PZBxjsO8akMvYPnbQLJbLWf4oGpX5gdwSwxyjYxE2RpMW4VHMaTwqby6pNKKS4nHQO/skjyLP7vPG57atFu5iyuC+ltAnx+rbPicsJT4FMFE37sipWm1eSUsZttGbO40Um5uMS71KQFmg1/7YtZGtpzttidny9yFaTZFUo5+uJ9979oTrDXgprXQt55U61SCbMiwWkiQHTWJr6gLDS14zO50sgWLSxbS42KzESc+bI8QDpu7B6G8a4KuxLp1X97SRPbAx9SfWH24P/13wuySm7m7dZqw1nEXPclj7/6LFL5HiDuW1GcPheagpd7fN4bc51VWTcrmBTaos1sP+e+lkMQzbD6cSnE1KKCgvkOTv8GkVkyoNpVZHz5QCf8ghRfqd0jvVPiROYqIlR+1vcN9CfQtLQpLipMtdlE2fqE2Oc1A9BkZJhCmZCq86MY9mPOPs2m+CATEr0+YxE7LQNJU5YTLD0HCVlMahA+6uPqRsKAuB9qbQpOdN/VSXrusIEmEifPruU8yoTKhnGrGZNHjgekukxkTf9zcRP+0QKlHCzJLaidddnrj9cBztW8CJL/Z4SOVqYoBHI1Wz3hJSF3vRNq6YCKIKBjD+jH4aQuf54iL5VdP1asFExTud+FHJfdeX17fl+ytGIPN7yb/s3X7s27tAYINbkrOfweBbfbc1/Nlto9x3kdKRoZMnjrEgZoMJIx5jFsG072ydqY624utvOa4Y3gmS99+4PVZQlN3/RtTMUyeDMcZZ41FCYGmngsmqWDuA62YnLocVx8pHzJQzcp0PcMoTk+sMhD5KnI3B7k7f0OPTB1+R0DIP/+RJ9JqaCqKkzcfHy1O7PCW07Umk7q17xT63duR2VULETKxGA5nVmq8/l1VOTDI3jvJ4r5bDj/NXXbKmfilq7aXmdSxNyONYjJZAECoKVt0eJ7WvJkR0Auc1ZVRSXV8ApQMNReUSy9d2Jg7b3PiptPh8TJ3R/6AtSo5F1iWClgRmYbg9BvRqmkLZBaIHgyWFc+w6bnl0wNRYEkybRnEtrSqTF6/Y4fZf6ve+79KP/A4DchXxcRZTgzTGRHN9l8piuOWaS4w99IJ8uvPOezbxcX/5f/cmOeRNwr/s0ArnORbRkVyem+pv95ei6ns2NRNZEKhO+mp95Uu26mRpaoOFTVJC9GgHSsaTrNrxTHv7pXTSbG2Kh7xvn6ivGs6xehf6cE7Paey/eITWjiyufX/Ecg2+gtuWsPY3ZspnmRcmsXl+d3+PYpoqY1/Gf+oQ4F346+z435oKiXe34rvXr5p83FrWvO9F6rc2F733Hb80vbc3MtySJrvlsaRkK7pg1GZxNUuy3BWSfFRFcvudz6L/6IeTpXUqip4TLdy6YWYAwAagjJxAG686F/dqAkIhR/Tl0pW1xPGTFo+b7wOAVWy0y0Dr019pwzfeKJ3ZFLVAAiEk3pzLEXOtvYQdNJ8kxVToXfNtaQQ9an4qfl8VqMliGLVc/A+amFCpDHj1Kf4fAB5/6VDLt6KRLfjJyPOayLpdCYSvGADYdcpRfbVNmv5IQV8+LpsDp7Ufwhw7uGTkSD5ncxALC4sC5YCb0Hr53GN46YXjU4fDBgP7b0eE9kiP2t/KHvjTJKenpMykFkAka7R+Y3hd7nprmOgd/7FM7yDCVDvcxySubBhNxZHOYUdXS+xlNWr53kPOQfc3I1JcUMG3jQx8UvmfnuUqi9ziMEPXf5BxnrHAyqUvqEX0e1Y+aoj7LyaX9SO9XCZ86xts0A9p/yZRVZPMHiiCNcPtS5LqamdYaTuXhulJEUyYTuV0oJgI2H6Pk5pTK8k/vUGwqrePX6ZTrRX6T1TQa1E62XavbVtXmlZqbRlp8zaPXRYNkNDkxkIMiGPzM7OeMmouMIdYiMndNoeO/+As/Ob/Oq4EmG31tSdZ7n/9t4Y/W/a3ZjNd8toD55MjkobWisqu2vk/ZodF1eTBU6ICvK5HTIftaUFg4TseUe0c+epbz3MQJtdjfDEiRW3IZklmpmqbBDjD8mTXN1NDwK1osSz9v+tXQYKVOpxV/qXStVH+XykjZzYchJvtz9WfOZKiFQrmsEDFe8dacf1uDu1UVXZD4ER2//d19UYacjuV+cqoqsPxPSmaNXGGilTqAwlk9nFQQW0vWCpJJ5MzfHOEfneBPB7hvfpT2F3RP73K94iSrPkc+Ei1/cJhue2AC3GWEe3pOJEvONvJLSrOo+jCxktx3gSz5kP5BSU7h9K7lad3TfQTiIueYIHKYICOVwcSKtu0pkpgCmazwZ97DP3mE6ckJ7m4IbgIIClUiofEeCr8siRGk9+dSMbHv2WXIil/8H8A8NYT+VpKjChb/z+eJ5BQOFb8c6buwoJt8joatOcczoVczp+al0j6nz4SIXcrQzhGG/Aw5Qo99lbQt+X64Tpao0PVT/jbOn8VEyNFxnLjVtpG2k/Ghsmgl6q354hbES9/PWN+iDfq+VC2BIlq5uI62P5nAV0lWLqAQFgriWWnbV5RoNUnW65snSzuDlZ99+RIAqKsUtUm31YkS2aLvKyupIjRXt3vQUGzaykHrmMwRwwh/OmD87BP0X/57aUCTvkskDedLKJ8HYyA4YNrtGeKEK5fswyMiYSKpJIhc/F/r21J5Wo6d+p03Icb84tnVW69ORQAAIABJREFU2uQBeMD56MNTUdcsKePzD5L2e/PDmK+V6mgIVc1PokW2GivmxcieGphgFeV35Up3GHL9aWNcgAZknWRVeTJOyzPFK/nXxGuPpi/xZ3qdeE9eq8vvWDgokJpHJ0w3B/jeoRunEPGnZmL6Sc7ufVQ/Dg6+D6bE7tkFcpnKsunvFEVYI1h8H9GvS/Npyd057xlIKlb6fwhqmT/1gZQBwWR56CDThOnmCLjwGZ7eF/5XySzIChmZFQFkf69xgtzdo9OFViRP5cQ25XqpY75IIHr2HvjvOC6k5LQc3akRnsk3K7cfAFKwYlsqodCy+f2PqoiIwMe1eVJX+1C23J/h7bsQ/bc8IillosiKKRDeYa6f1mWa8rZS2ubpQchs/K7uUuAnpNxTI1A4wOu9AvDDGN7HcQzjiZbhYhlKyochLH4iCWalOdVL/Py90e/0T9B7TYsnPcK7fA8pb9aYy0jBKVoe51njHRVinrIZqUuRkdT/VHshH7DqHMmEbBzj5u2S67dN6Hll8VopWUm9AuZKCKM2EW4BKSlpNRDJUSFlO1fu+UUvvr855u0ibuPWIM/CoCqXIQ12KT/Q42Dm6f/uL8yTR6bVnYM8eZwn0mii8edLfaV4e5MHXh2gavloGEyEgHKVpwN+TS6uEdzaas2SLB7YZhMfDRZvPYb/1rezP4K+wMkvgQaCvg8rOo2s0QGU01zw8fqcmXjWJHuL1jG1/lhZzefv4n1rvTX31WVIz6vYNiS2V5qQyAwNJdqa4oG20ynKieenfd9sXaJ5gU0sifypUzQ/587BHw+Y3r5NEYEyjMF81nVl/q7ol4VDj+nmiPFJ9Cc8OMAD/beCsuOe3oeJP5KRlCPKySxNQiIpkeyl56CfiYT3TirZ1k1/TYqSEqV4D75zecFC8MdD+bles/as7XVJPfKPbiD3QbHzhx5yGVJKF39zhD/2mE7BTCp3Q5gkRYCOFpkxeEDug1lRlBCpenjok9m2UNXNFkqpbaOpNvUVIu/JDG/GEJv3z09TMGPzAoAXmVZ54n7I/U1Cn0GRC47qZhcNyIuMxQhJIJK/ymIj3RTNBaqOx3E3mSRvbzA9ugE6gfvgWainbn1E6k6Rwwwo667g76n+s8z+tfuquW3wc6E2mgXsCGXe57x2NWtD0T48npnx1C4kKwvPV0jVakwGr6uSpR2gyy9/Aasw2M9rx7NMrANNvFbKFaOTFa+k0u71oUMFH4shmurG7GOljsqnIy7f+Q6Gxz36ZyP6bzyFfOPb2WeqIdX6c5xwnMt7bAH5hdC8LV2XzQRAWqXOE1HSdbSdbIi+VbIaUnf7c6Pa2NBo1wEgwpeeKw0OdtJyEs6bdOU2ls85OYxPhpyYF3zNqZ5Nxda8wIPOEoFPwRUSVsCTIZKxjnI4EEGYElkS8o/iFXIaGONkGSZFBLIfJ1MAZWZtXjWz0monf3Wyj4S2cIhPjsMuX985+NMR7m7I5j0RAIHccJSdf3QKW+McuvCMHTB1HbwDuvtY5zHuu6ipKoCwKbST0K9VabH+Sxy1x76OUQHT47z4TELovvWYkD3fF31fNMN8nPjTdTsHj740aVqzDtdF29g8DwDwt6dwf+OYyvddINzBcXmCP3WQPvrljR4ekhU3P+X3XiS1WTKRJlJqFjfaNqxUOhdmDu1zVGcBkqopfT8z04V26SgSNr6vY3wWw5BdG/g9YsKYiGN0Yp+mQFw4HYiqPAXhzwRPYn9Ni2R+3QvTbmVc4PHPjwBItRKBHA8hTYRGddN7FpTEsXSyn+L1hyGTLo4GZXTxfAMfibkdA1jhKhaylFrDu/BeQeb+maldaotuHfcVNbJVLJiDSpjakMfNWsTiawK3fsirgULFAtZlSCUFU9mpAOSoCv2JKo70fQyRzqt8Tx0t2Zp1gjr0uaxhTE6yvu8wPT4F5/ZhzNuAHHqM774FGSf0T4fgAP/1byUCVQwu3DHjSkhEgp9O3DYFU7niKDYoBeAf3eQwb4WNmGnJv/zy2O0b7HMoIgKbhL+OjspmM4wLPln+6bP5JTsaTFSRSpFILisR+sN5vxh2AFlSrpZyd9WOb5H54kZinfUZ8Y867UYfiqovx+Sj6jWGfqtJLymyDZITGPpkQqI+0FGbFTmVqAw1PejEoJFqataeptDXaWECRJJwPKR6+NMB99/5BMNbJ4y3B3gncOcR3d0Idz8EgqXmjK6DPx7Cjzp4a/BHzDGXzGF9F7auAWJd2eRBiMdqtvcimpDNdgwlYKoIsaqnpJkJlDUdq8nPkitaQMj9BV5CJKHEHGOaciIQlhHug6fovvYh5DwEs2V0zPciycQJkRwFqfUSyfWn6xYbVvO9+WjS7bpMIlhF4TQQ8Sel/lACzOk5hjGZGZPfz+mYxqQiglGjV2tKtz5bvRftV6zQpMVDmapCr1O8lxoRWENaFMbjpzgeT2HBHUyEp/yOHg/Bt7CnvqELlTGfO7+O9hV679RKYhdU0OYo+9wsMlPrb9RU7332qyOz47xKNJ5z/+A611JM1FC4ptA4TOP1bF5/BfHKmwvf+47fGv4oFCTqQCJzyZs7ihNaVZHKUVXAguOxvz2FQUhXzn2XJGAcDvBvP86rRh+3uNBVq0RpvnPBsVXt9Dp5Hg9htXN3Tk6I4lwgT6keglm0iN6Dndx10Ly5ydnj1ddLX/L78zziww4wNlLHOnC3+lFtMOQJhQkYR7AkYtsFkql7cmkU3bNn5blL0MieGBHkh7G8liVJ5CCfoNFjNeLUimJi8lb7/tDPBrtCyVLy/ug2mI+nqJrcn5PykNSYYcjmCYVOOnqcOhHrwMuJM9n/So9X9UfVgZqPFpsIOU8V52dSZenmGFSV+yEpOP7mEPyjRDC8c4PhyQH374QIveOHI9zFw50ndHdDkR9Lxqiq6creRd+t3uWtdhJhmKDqjYw+35O2oa03qzjcry9D/l7NjyLZodzmIUN81+K9CilJ6TmxI7o+CyBm54/ENtZFTYXwPow3p2Oqk785llv3xHOmU0x9cb4k5/lkalR1fSDlj01xllgraYrm3iJ62b7b5LYw8wXUqDYT1Wh9pFKm82gpKNpJZL64UMLXUl2UfCQfosksHMqyuS4zkyGPe7w4p3kl+KH1WXHrcu6yZCa/P2f/0FhuYX7ne9CFjNbBRngan6zk2O59tm5Y14QaueMF1BLYj42z2dt0HbVFaM1U2AoGivjiz/9Xy/X5dNFUD14fcyFL0jxB8upRyYn1hagRCtDD1hcGCIPMHYVLD0NOpgjg8oV30T29pNw7Gr2XoHuL3Z2Bu/s8gMQJMaVpUB+aycNPNLlbgsgdmF8YHgw6SRnkU5uIAHfPaKPgSjsw/ASVxcu0FuOc2DGZnZWjL3g3r78dqIGs4gGZYPFmtGtEi1/ergtZ0tkMWiNYdiXmaVCqpVngZ6OnTj5ft2aW1mNm7ablRIIVN6VVn5w0sKoqFU1RKSkpkwZeCVOOrKqUD1RX+KUJkyYwVWuVfKqKYZ+5Dv5dnDQmYHpyAqbYVNr0w5iWct/4lR0ub3m8/bd7vPMzF7jLhKl36Cgp6d0vuUX/dET/jWfpOt71cRHTAaMP5GtCVrFEMN10gXSoEuR92TbeZ983vVcmozFdQ7EHoTo+a3b22K7qIzbdHBAcwZFNh5YM8OSvJLBzAGI9hjGbdycfJ+9s8hYlgNOUjvMAXLy/5Es2TRCfyZUnM7TQJO6ZmKj5Ld63ZshPe2JaJUPbVInogGxKE1rUAoWrxcwFwuf8UWoOoy+LY7z32YzGBIUiMFO/17Z1oW4JlCpDuJ+P0YeQSUSyJAAAk8w8LvhxAsZzmD+GARgioWUzfDJhdguLOMnH6mKGCZiaCTva9F7HASCos6ODx1Qcl88345+2b813kOE0X6ASSn1ncr7H4J8cIzB5rLVkSklaa4eAVh1eAbyyStZ7n/9tbfVEVSOgnITpQVmHvmpuIZ2oKBIw+UUMYw5173v42xOmt25CDqDzJfttqL9AVBt4G5TsZxWjWd5+Eswq8byk1ihhSauxeE/s18CdMiarLHId6Q7yp0POvXN/Lrd8YOh1aiSqpRqq2sT1tC/HOOYswyJFG4R6TGXZfZ8H2UF9bmhQoMisKngA6Ylkavl2gOFMx+x7MQsNN/2KybsqRq16tPKocTmTT1FJaYuXYcipFNhHj30EaaXrb45pc9xkAtJnYx21ta/r6r7vc7/jVCFpwHfJ+TlMpvmZFhFwnLgzBnJMtz0OX30KL4LL5x7h/E6P/tmE4dbh2bsdvv3LgOO3BW/97IQnX87mYHcfHdR7h+HxAYev38HdUzsASc3yhzBoyxj9k6KK5TtJSU2BQMAyeZnKBYJxWk+bRgOZaLGJzCb6tMR2jPnA9HlaE6G2KznVg/299Bp6jn1nWYVLij2RHq1fjdxzWVHBSznHkNUv7gc+OsIXWemB8t6o/Vr7JyZfVvXhIlWG1Ws9dtHP0agwKWBE71PbRcuj55kWwzzWeB934CD1y27YXPPxrSnaii7uyME+jPx+2dx/fZ/ro/UD5nnsVO1CqWwVPl6czNqTC4lVkXylfzai5YvAGXZnUDVT70mvx22kYx0HSiw9Xyf44lf+y/b3nx6aLHCjveXlQkGw7KobyLJtbZIHESwgrwKA/JALXxyXsqf7m2MiXaK+WZo/5tCH3DYfPctbXQDAOMEPY878O1H29Xh9OIF/63EedIYhmActwdL7m8aQH0pXVJVOmRwgu+hLduhD1muWnZXwaTuqbxUTOdse+QL5OzZf6nfsED6VL4+utgpJnm3yhZwdE6XyvmUF4TPPueXXFJ9FOL8rB47Wfeq5hUJoXpk0aMfBrrX643ow7PH8Wyfx8yW0AU20RYZ3zmsFxD7qgto1jMEPh1N7sE+S/oxj9OObcoQmr5ZVBZ2mRBjSoFrkASPCUkH30Rn9N+NConfo7gbc/EIwhU8HweGpx5MvAzdf9fj6b/wIw5NDWOKJYDpmAnz4+l3wNSIiMR1zbq3ppOZ0F1SZ2HbubkjqmSpcvpOsHgFhsmUTmGZVj2qKxL0AZZzyYsr79H/6MdnXi7FKn6+2lSo1PHlrFnhuW53A7BZClgSz87YlZPxeKqFjv6y4HVHaE1HvmTLjF4lMGfp+MsHT+qlKppNt/K6I8uO+pMqxtrFVSfk4C75/3V5JzfMiZRZ+XQSo/6GSFu7bU1TljgfgcMjblylJi35nadzV75Qs87s/DPB3d/CXS5gbNM+WvsvR182rlWGkRY6rjFe6sPE++QyLLpJiwuak/ifTpRkD2X3CkkJ9NnGuUT+vgjCxemgXfC4/e+GfvstlWdKqv4u5OPz93nf+m/Pn/RLjlSNZ733+tyE5Jdota1QCVlQeEECTvPlJWxu48KMr8enxLfzpEPPhSDloRkda+eYHkK99M5CovgsDbFIApvJnIgUAgDx+FJx1bw4h/FdTL7AfAjvK2hBYlmDZpKXQiBod+CmkOThKujyxzhJjmgHMdSVhSO1AL4Qtg4mgOMwSo1pY/6WJJp/JTBZJum9MYIoa4Z4RIZ7QNihjOplolB1v76Hfu0bb8GeuS8RPRMr+N07ZZ8/7kFxWI7BESidijsqafDIl5robtcJmD+cyrNmKTTE8edowc/6c1Rf9ewibO3vn4LughvhOMB4d+o8muMHj5hsep29NGH/mCc5v5Xxa7jIGM+B9NJ31LhMvEcAB000f/K6A4GwsCGaM0QPRERwuKF4awSj3Q1aM+Efrrd8B8zxcGtzifSIk6Vy993HKmzTbxSG/47VVPufZ0vbVNmfCw+fq5M73ktrIlc+b84gx6Ys/SigLd4xYXyWTRf207tyfWAkmh/Y8yZPSokRFzeUdbffiaPsXfn/sIkjoHB1nY3uExLIub1FG7ZLSfXSm7+pCOAZDJPeQuJVZWMQG8hU2hu6Tg73w/fCYmZ5NGBv9NAV1OpkyieDxM+R3qbBeECmMY4JoXQDAB4f8ZBGYjY/0TlsVkuGnghAp0Sp92GiOSuowjRNmDJHa/dgFuo9lxv9fJaL1SpkL3/sl/xYAeijs6DhNRdZhnsg5H1A6X9UrJSAatZEiqXw5qOhqAQjfUYLP5DROL3eR08qG/WoZ2tHf/UXBbv6tD6OJkIhVy+9IiUuNVDnJCUcPh+RMn8iQbgWivl9apNaNsysvKT0th24+dsmxspXCQa8NzM1uS8SIoQOU+gIAub3V/s9bYfD3QFa8PE0w/Dxc7kPpuXddmX+rJn+zc+w0Aq4LZmeV8qODM4CQ4uDuPhM4TRzIqoVVKpzLfZgjsbzPgRpAMBurqU1NIKrq6kDNkW/JnOnmpkagVBq1jkTi/PGQdyHouxRtNbx1xHATIvq6+wnT0eHyOBArd+9xeBqu1X14Dv6K0fwHH7bbkTHkhPKn8Ex9nIDlMkIu5J8kkny0NAVIUGhCAAv7J82ys0uZQ0tzfCVUzITCfph8HDvOD6a/s1rTmvD4e57YOKO/quuskirB0rqmCFOXxyLbX3lyJ2KZxhEiSelYVUrT+2IIgpalf7OfkUiZTFTHXBvMQeCAnVnOOL6WWiQoErSok24xFu9feCcChZrRqa28VTnZ7KhtdHdfzjeJQI+zsVvHkWJRY4l5vCfedie1JRDer5sT5MOneSEd20kOh/I9B7L5sxXAxHMV0J6P2KzLPlnAfJxSYqtJtEXKudiRH1cLL5fpsDERvUJK1vvf/SN5VdB1cdVAnUTNGAvmQTYTeuqkAPLApBOKRs1MPofB68sZo/50h3NGsWlwofgY9afPKyk5X4CvfgP+o6dktuHVn2TFhsEEi3M0kSICkWwmBEK2XU8h2ho+zwOs3ieTQ1pZzNIF2BWIk/kxNfMZ/y5MgKysyPy52hevMjCI5K1z0vmq2LEvFpfPK/+kQPpywipUOnNd9pdpQXglzqkSArHxNyf4R6fQH+/PgTioaU79OJjQ8ESX1Fwa2HRSPROhUsLAOaq88avQ+1ZTC1/D3h+bMXj1zedpPWiCClGAQHc/obuf4O5HyOABiaRoilvUXMIkKZfoeK0+VwjHQclWbFefnimAYQpb38Q0Bv5kJlmauFSZ8VqGfu99kdYhkQzqL8L3CiQH8aRuMcESMk/xAk6PU7WipjzxM+fPeFcHVZ4M1GE9PCdSLFkx03tjQsRBAFYBKfzAXH7GQKmWcgJL67jN5m9e4KkZU9MuaOoCGreT6ou4SKR30rNfUGwTiZGgEok175mJaGpOSji3l3NBuVKCOmkfDvtCyvkC3aospfsAiuAEeJ+VOOtEHy0cfhiCO8kY55eYwzC5VxC5FufSOBuOHdK8JXf3ZRvH/qSk1HO9Ot1NwjxbJulWadXP+feU00DkNDr0Xti+O01FmojC3ULvTxdNVr2Mv9//rh/Gy45XgmS9/4UfDQ+o70NHP/RB9tW92qIjoTgHOR7z5p0MVq/Y5Ib4cGMqA5wvUbYlNUK3cAFSlmkA5cTbdUaipkGucHqW/Fl0kPZf+wZwf1+WqZEmEpUDJQipHPNSmO+898DtDcbPvZM32r091p84SfjFy8aqTVIyKhsKp3LU1t7ndm0pWrXEnbV8W5ZwsfOqEkFW3IQGXKB0yFb1j6MZa6Qh1VEJd2Vw4etbE2HK89Imi2FAMVGjabPkMDnMMvxPJNWrJM+TX5Fwk/7Wwc36BunAqeZIPo8j6uKkkyLR0uTn5gEB6X5pQcHRjeoXN0zwncBdJriUekDg+0Cu+mcT+qdjIFEAvCBkfte2H8M9jU+OuT1ifd39kH2vXFknuYQy5TzkDZ6B7MQOlGYwVSx0okmkKK/MW1niJfo1FT5X8ZhghjOknp5zOsduiWVVS35mSnb5GEJy1meCmUxx1CfUvKP9y77vhWO6L/sTky4miUy+9R4pujOZC5WkRXOe1/xufE+8k0EkgSnbOhNfNlUmX7Ypj+2RzMplSOqsDNRXVRXm++R7VTPwMIZgp6d3qZ7+/gx/d19GR/P9F+MEvSs89urWWWomU1WK33HKdVdk1E/+gOTKYH1MmdTHAKNNsC4TQPYBS7fpzSnGxMj3wQRM3zNV7YFywa7jdxyXvfcvPdF66c2F73/hR9NqxN+eyuzKPBkorCwJpAE4PWjjbKxbOyTpmSIncIqDuF7/Wx+WZhsgOKkzWajlDdHBqxZlxooVf2fLtKoPm+sUroM8vsXw+Xfyqh6AO0d/lmmC3F3yQMT+IpFsVjcIZaWrRpy0LTmKhbaAKM6t1DttQmonHCKSaVNoiiCyZuBiSwpVGmtRM5EMpuga+x6IzPsWt33N92+iKBlWm+Lxqf6mDWZbYmhYu/ZHus/CJMKmFTbNqdqiz5cmFIhkc1/NgbrmNyFxaxftJ/q999kEyZOPgvL9FFnVT31IJnqI5H7yGG8PmI7hf3c/orsfMUbndfGxXA8Mj3t0tH/h1DlMB4F4oHs6oLsf8+bNQNr3MJkZp6lIzpnuz7lgTiRTqDq1c93TRAAkwihMSCUn7Uzna2oHbfPYV2amMG5/JSFTWXaCvmP2uEJJpM805Ufh0zPN0xtoHayPlc2ZZifI2t6PkrfrgUj2Ux1yuolZfXUxzUlg47so50s4v5ZiRV04gDJ/FpuutW60UEt7OWrdrRrNxEw3uWZi7OP2ZeHCZbto3RQ65qgwoOMVzxM1WJJtc2mxIKD3PE0p8EXvww9lighWwZIaqASa3SQYiaDTM3CCYnyKZc6iG9XMSWbyYj9fvVehiH8i0knl9L7MAhC//zNf/n319vtk0Fipv+RK1vvf9cNz27TavDmzeQrtH0tzij4kdQpU8KTILxOpFt77GLrr4B/fhnDmj2I4Oa8WmZjZDsjypg5kuqKwUTS80qhGsFUIlv4msjP9fZ/H+XvfxfkXnTAdOoy3PfwhJGh0mg0aCIOiRozpPQHQiEOV4Zv7exkFI8n2NYKlZkaNwOm7VDZH5CQUq/5AkvKgkgdPcTnsl8uQ+JJWFxBpAqDcPEkNo3q0UkKEC8w/I3PRLCuyCJLDKPt22eSe1NYpIMEqc3osm3Bq9dJy+q4kUqyQ6ITLK0t1pubrcT/ha47mfHtMzZ8iPb9IMC9xAp5CegUgLAiGx0G9cOewipdhCoSpE5zfPmC46TD1gWB5J5h6SaQtEBvOlzUFVUvNhqywAJhOh9Sm/uZUvt+2fYDSdcBFs2CMVvNqrtXJxhICNTWxGpX6eoN46XOw9dDFgTXF6TO0QQlaDpMJWy9V3lSpU3CfsOoVQAr8VDx3iZtrA8ikSetRRLjRM4kKv+guGbrXn6q1qjxZEycp8sltI7WRUV9UJdG0JkycQM/NKlf2PdTyLBmpvZuRHGj6hsLVZC1ZZ+EnN2U1yD5HHh+GMUeNRtObdTJPecZYbdbrFwEAfH2fxuXkuE/jFpMtOMlJUdXM2bl0rucFCrWT8H3oPeqiUmgXADVRjiPe/+4fwcuIl5Zkvf+FHy1JUt8FR10K5/e8ErrEXFTepAZI5EwZfV7JpIk7npvsvoiT9hD3W3t6FwjWTEUb03k5AiaSCN0rsPWSM2qOhEymlpz/tIjDAfL2W5BpQvd0SApWdxcVrPOQlQe9Bw3RVh8EXg1R+/ELU/gnMXjwL1breTVTkB71F/Mei2qqEtKUPdrP2ktXPLNyuJ6sDBb1mBOTJthHw55LZc/MfDwwkSk59RE2T1TKZSLq7UqbB6f4mUaRJjOWIwJg79Oez4sSJ9lZ2JICft5MStJq2pVpAaYp+Yv5rouEycGfOkyHTDS8AOOjQHqE3pngKB/q192HKEQ2L7rBw92Hd82fDqFsAeAAiYlJRRXt3iUzZLhPhISJfWyfQ1ZSPE1SyW3AuXLC1XQudosqIG9jw5M4K4ikVM0SbrJJLRXYWDDbhSQfr33H0bNw0WyUgiToN5s4RcrnWOlvhVJk3zFdBEXS5J0E64CmS0iLnkxa03maUwyxT6vKyOZDrYPWmQhusYBO5fnyMx2bdfFOpraCIPNYbp7TTDWzbcN/+6lMpmx9PXVhVZjkTNQykPrPbK7jsUT7I207xVCCo4vNpJzbjO9MtIwZvQCNt17nRX0ep5izT5U8uueCaNm+nuaSOH50HdL2X0RuNaH2y0i0Xkpz4fvf++O5wQt/jhgBpb5ZvB2MNb8oaAXRNLkB+TuVHzszQZDJsTDvGGJSTLDeFySjQG2wtKsklmtr5ehg0veYPveLgN5hfHyEF2A6dnDnES6GrXdPz5CnIcpFLkPYP/GdRyF56v05EFgeYHnFq89A1Sk2+xnTXWoDBZMylpWdK2T9GTHRMiuKja8NcNz+QJlFmp+73QqDiRM/T2vSTAOlK819NfPpVKp8aWsNPV+L7Bzs+1dsqkvHFRFHPPjxJMUrz2hW8dFxWO7P+VhOSsq/XXlv/nRMG4gXK36OUgNK/y2tR6xjmtjjYD/d9JhugmnQnSd4AcQHM+DlSQcZPW5//i6RIHfOm0gPbx0xHqODur62TsK2O8/COOCirxeiP5TcB3LlnQuTdOfC37GPe5GwF6JISPUw5eSlvuvgzkNuSz2P+ofv4kbdrFIC2bTKY4VO9PzMgLDIk8o2MbbvKey7CKR3q1wEEPltmPMKopECibIppgArRzWlxphR0+esNLE/lwX3RXu+OpOryavrUt9KQTzsi2TVWO6zcdGezKAiKWFvqP9Y7A+IzhWba+sxNmo9fJ3bjJ/PLKu9HT9TAS6Pk+m9msr2pnGfN9/mNBhpUcD3qP7ErA5xZKFNvaP1AVCN/GaSy4tYjZrk9+HxbdjkXCRE0d/TNnHm3guoIMJ9W02bZu5PfqV9jz/zsz8xL//jRWP18xIqWe9/z4/lyaIim8vxCP/4Nvxz6EuVBSgfhg70dgLnY50QKaLJgnPNxBUMqwgpunDKUYZFGGyNYJFJKfx25Y/mS9JJtEaw7IArDrg5AS4QKxknDI97+Gg+GR4f6L5c9ulaAAAgAElEQVRdEcYsQ5DiZRjDC5A6aZdX7TXThaM2J2fKpErx9zygTr46IFWJPiUhZLWLTZA2iaH3lUFLywKqfSCZSCzpYMJSgyVaOmByzi41uUy5juwAn8wZE/1mM6ce26oHD3JAJsjxXK/7FqoSxZMuKxWqVpAam0LTaTuW2apc71HrouVb5SSWr0lBVX3C5OGGPIHcfSbmzuocppvwDoy3h6ww+UDIIME8OMVyJPnYIKhXkw/pG9Q0HqPJ0t+coy6+q8Lv9kHVK8R8Wtou+uzzHnThPuNYoSkv4r3rJtUpqs8+R21XjfitKFEzdQtIKkYav5wxufPxVsGP9U/HqcKhCywgb2yvz67mp1dT1/QaVkFSEsopK/RzoFAkAOQIWe233mcSRMFFxWbXSrC0vrpQZmiEoqN71f4d1cuibbjuNuFvdI+YOXjr/zFHlVpHkgmNxx0eP5ngTDSOsquIAROsVGeGXk/v8XjIi2aaIwuH92iJmV2zNu9UFp5FaggimPAe8uwe8sHTmHyV5sn0Ywg4ucSUvr1xIX08pjrn+odrvf+9P15ts08DL5WS9f4XfjT8McUEjFFaTMTpdCxXST5LnCKStxwpau7T1i1FB9DBYswvZsq8Sy9nsZ0DMFck1Oas9Y6mx2K1V3EQT3XIF0ps3NvIsXRuVxAFOZ3Syz9+7m3cff4RvvErDjh8GM579//6KJhK7i/h/noHuRty8IDmLRrHMMgMNPlMNMAQ0Uz3pc6V1DZN/y0A8FPeGJZXQkC5YuOVkz6vlkpp0FTQTD342jOIGdRqTvO876Ktd8t5NTqrztpHgyTos8IZVBcKcYPXZOK2+YVOx6RwoAu5tvypD0RDV7PTFPqCbjAdHYzhY1LN4yFs4PzsnAY+jY7zbDICch/SfpL88VxQwHQg1/75zi2Gx4cQUXgOZuruboA7jxgfH3D3bhgwvQDHD8I71j0dgu/W6DHedBhvg9J1eewgPhx7+lYwQR2+dUb3LLoMqBO7hHxZxXtoCYJu+3Ps4UUw3fRwvO2OSN4TT5/JqBOpy9e7jEkdyypBnAyK7VrobyU2qX5GffFmUWLGolrQx0zFZ/ORXUAw4WbyzO+nkmc9VxcDXE+FEk0lR9o3FNpPVGGxRI0XLupTpH0cyJHCSmRpL9aijbVsHuMpSWd4NnlRUyhWem4RuWvMZiKzqM9ZrkRuQ82fp20ElGNTRcFfPCYtjsjyAswXUVqW3n9UpYvALSVh2ias8rHAoISulgibrUM8VpMzvfR9aAO7bZqjfqjQoCIae9Om187NHfgPh/Bsn93lMmL7/5mf+/34hNCcmF4aJev97/4RpAi/1Jgk0fIARR1J0zakJHGFijLlJGwieVI5HvLK5eaUGT6QTFTq/K3XK5zaLcunaK7Z5M0qFE/MFYKFyc8Jlg56IrnTpbwxgST54wH3n7uF7wWnb3rAATffDCt59/QMTAiZsC9j8E3RVb3Wlx2b4zWTCsGDnPp9GNk2tS/9LlanuhrjlXrxUlVWbIm45hdyZg4hJczb8mrga9SUBSZY1i9B5XJnBsCkXE7lAALkvhJXi2kSNOSscNrnCVAjwjzl1wHSpOc14ENX7jqgqwLrHPyxz6twnVSSU3Q5sabs6aSe6f50RVvVlAxWxfRvHWS7DtMh+F55QXJwn04dxscHXB73uDwSjAfB8YMxbAjdCcZHPeQyYXzUY3gcydqNCypWLKN7GscLXngdwn37I/WhRBCmrFjQRCjPzuF90azylzG9LzP1rndh5NRrapdx0deLlZ/Yhil1Ar8X6hOlqChZRXAIEapQbZrkdcFifhfBDfzs+Plxuo9YXwBZCfU+p7hQkqQ+VXo/OgYyGbftnJJfTrmP8XtoFtCpDVWVMqRPlNDZNk8LEZdN13Ehke6D+3MKmCrf32JhrXMJBxXoAsj7YuxS9ZGDb8I2bGbrLQY/DyWAVuGzxDYlpDZjqx0T+j4s0tRlQMtSQqqWiy5s5ZMiOA998qPKCz8z/7H7g9TrW8zlQB5DUx8w/d5G4LtgOk0O+txGU0iXgbv73PZ0fy+Dj1a/fsgnBB5A7ICik8fNMRMEzWeik4WQBOw9cB5mqQjCSyJZHp88gMz6i338gHl48ThlhSUhrw6KBG+sqiSJe2p3LDU36aLZkjAARVZdLa/v4G+PafKRCXj8lRHHDy6JXGFCJluPjnBKVi9DXtGkCYMGiz768ujnTK6YGJhBvwgN1kFOJ/dWNmPynUqKjyE8abd3LVuv2VIK+TMbQGCdS2sEi49trVNqk0L6LvYrd4BujVM6qrqZVJ9UKh307SqP0jaksGglEKDVPRAj7Hq4Z5cc+ACQOZpWvhLMy3Kv6Q+yEuDZbCNxo2D163ACbhx/6EM+ppgA1zsHf9NjvO3gOwBeMEnIjwUPTL3D+e0O3RnwAgyPHA7fDj5X00FweTv4GMoIiPfxdyRY53Dc4cMBch9zah0DMUM0MXrnQu3YlKQT2Ej3eOgTWVITYiBv0Xyo90vPVzPOyxgWNknlImd2Jp7eCQRZAU7fsY9MZ743i7aZWmV8fqpmQ1uWbq2lhIXTjXAZdG2ZmfpKgug7l9VvLRfIap3mqioIqyEbPHZW0zRMqf+nfh6JUcjIT3Wz5keRsCjXMYBTaljzqVl8sclW9JxjtprINMEjjt1+AhAjFyUG9tBCP/gUd+U4oE3LY4ifgKkyHvGzTIq6GVe1P/V9IodC73l+d12YE+PetjgE1dbf35f32XehDOcA8WWUtIJMouzCkU3GjWftPYCp/M77oGDr/ZPiFYgWBQ4AgAR1S/puPkxb0eNTwKduLkx5sBTa4e1ApSpUWpHmQb+Q3bkT8mDF5TsXnE2BMipHV7m84uc6iaR0EX4YEykonBiZNDgzGGqiT5cdwOeqVWU1S/mVRB0ySdUYP/sEEMH9525x/Poduo/OGB8fg1+KmvS6DtNtWMn133oWzCGXaDp0LhAuzmXkJCdSBPKgxM6xaTVkXhJ9ubX9lRhUElcWzun6PGrO5CqLp9XwWOZ0qTlNchuqzExELq3cag6o4aR07QQ+lk2ILH2b862De4uUFv3c+2IbnIIEa7uzyqKTj+aSG6fgZ9d3wWeod5APn2UHdr2e+hcB8LdHyHmIkX/R6ZsnoXNw0E6mQkMs/e0pKavoAsEanxxx/swBUx+OkcnDnT3c6DHF6MDzk5jravQ4fTs6njuB7wB39piOei4gg8f57Q6HuM9h/2yAXCa4Z0MiSdMp9HN3GUNSUgByGTEd+8Ksp4qaOrrzljvy7JxNqaecY6o41iGoZWNQ0uQyBkI2RL8vcoJPubNq2+3o8y1C+n357OO4N1s4AqWJhkkCj1usbKVxkxabdpFAyVkLhdJOmJHApFxiel1duGpuLKA0TSkx4PtLC2qXr+F9TtEDZAVfwe9OEUU4ZfWLAzq4fblNCsXNhU3ZU2QbjUFWreU2jDuBzMx8Oqb5qVjIF1vs8HXsWFQjKdqenPjZLmD5efBiSl0Pbk5mLJB83+S8LiJB0VJTIzAPzAEtAFThU2Km92Dr5X05/nPAhZ0LedzW8WaiPV35+qn4cjH6MefRak4+8xn900AtgR6QQzWtH5UeCyA5pzNLZ78V3b6GV/1mRZpybQHlQKfnsOQeHSd1ki6UCB4Y7YvDgxaQCZbN9pvMdFMhF8vxEMyiauacPPzxgPEzgWANbx2Tr8r4OPi3uKf3wQzy9B7+1MF3Dt2HQdHy1DmTIkERZJpIsQj17sxAxLK0NQWqqaDy4hcmjWQ+JQLVIktdlyV7S86glzBOwGpm1IGWJX6N5tLPpXxGVbBPV82RvghkyPXQbY6syTMNSpbs82T8/xP3brHWbNl50DfmnFW1Lvv2//+59PWcbrfb3b7EN4zDTQkglLgFEgQhIALBAxcBD8hxEiKQeEACQYREeCAPRIJICCkKyosh4JYA2VISBE6DwXe32+1j9znd5/7/+997r7Wqal54GGPMOar2Pm07PscuaWvf1qpVNWvOMcf4xje+sda00pTF4rr4GVWUyYkzRISysU2UXdvQdHNUKZJxBubIFXPi5KncwoJLpJuZQW4rUT545J2gWJ1jknsqiBtCcUDqWTh0vPSYLjzi1oEy0B0yumOBmwuHdARQ4vRgUVK759+5urCI8Cjzu/KO+WRp11fxz6ydDjynQsnaFi/37z3yRlKLXopBEq+t0rNoqt6vKvFTzDymFVEAO6bBsZK8Ose6+fjlmC8cg/XP1o5ZpEvni1IZqKURaU3K1uek513P6TUSZm2ovlb1rrKxETaY0K91kLV2/os5v6a2NJhYc91sgAq0zTaE5fkrVysvr1uveRHoWIfIrC/riOoztkddi/edoOp8mX2nDF17z9p+VS6lu9eGbeH8OVoGcPoZ9d5z+66pQnV6Ymwtc9Z7pF6vBA1VnV2vX/cmRTgBcVDZ2apE9S60qks7B3Sc7WcLD2uxN9T10j6DLG1hnR7NabW/cnHZomejddD182nJVfygAP8P6vhDdbK+9MqP8w/q4BjRsjqRrSe8Rn28eYDBOmpmktnFtPbuLZxpJ6YqEqtDBjTDYR4YhbCqIvHL69PJaNEGu6hqtZlvP8uCtIZ0YbBkEy2bHmXbI+86xLMeuePNKvce7jDDTQl5N1QjnTYB/hRZ8T0JN6sqMKdWmaa/23HRlJ/VgQHaQtX71QVV26+4hrwYR2vhBFlHktr3xkPJbbHPc11ktZJwEZEuScF6/kUVn61Y0cXqVEjVoqcrg2kM2mJe2eMB40OKvq4rnR58rxgcW+1Yx8msA+U62TlrjbEiNRV1LMtzyOctlMmBqqHmDlJe3YWKSOnnVCcOaMZZnKvSBybOF4hj45E9sTRD4fSfi0AaiFOBO0JRn/1UkDoRFfVSOVhY/8qLI6XoFmV2wOLGI4sqfO55jufeIQ2O04yBkIdQdbIAsFxDaHaDSmlOkP5PhUzreMoYVse+gE5RCPZ8/1UsNbhGpu8E5QgPbOK6KdiKNv27DSDtGrMblp1PEsEv1pUNXHVO6DnWts7oUd0LXoHmvKyv33BktRegtVW18s8iKeaaa6rSolCAcYaMg2MD3rWjZe20vt+uF3u/yjHUc+q9WKqIpDcXHCNxgBZOkt5rkjRkF1ogVV+z1FBcB171UNtUgz3j1K6RsQ+SoxHi+oK7ZJ1QQaJBkhHRfW4x5kZGxIohK6dLxs2Kmt6rgLUiuTYjpMF1jFVAdHGu9V4nztKD7X5KaXsS0FDBXBaK8lr5D5jCuj/g4w8tXVhv2FY6AAy5FgP7bQbmBuXCzTcB1u3Rag2NGjWishwVa4jswrUOG1FrnWNLYnUxeU6nVPVh0bRBebjyZ+FQaQWK/rx2+OSard7KQ2Xc1nEpuw1PpG2P6fEWVArGRx36ZxEuZVAUfSCpkCrOcdpH04Hao+s0NQdQN/W16KTdrBUWF+NK0yycrtW4AvycyLTRsEaOqLW/sJGro6qErMeSt5Bq5LMQ86vX6/EQpFyv6SEtGHPQ0KOcbHWKMYzW2FsCJ7CKmltUtuBL2Q1GuSkmkKivdQ5l6BhRApqBsn3BdF6uq58UwTVzsGwHjrCLqYArpQnS2jmb86L1S+mYp2FTjQAawgnws+0CiiNOWZsNhCUMHMZHHVJHOLzsMZ0Dj349IW4Ih5ccdm9n4dFwlaCiVHHjEI4yNomds3lPcDPgIqNiYeT+ht1t5KrAQMgDpx1R2BHrn/Km4I86noAb5zo+ecNBXfGEtAmc8psy3Cmyo2k2+Jpa1H6HjlGwsuXxpYl7JVopCICdzfqeZIRJ9TWlNPuivM86iPK6LjycSrRzcW3H11xL1Rhcz8f16y06ANxDcRaOkHKn1gicub+qZaVB3Po80mJm4WhadKRWteX71yzOff3sxUb/gPNVz++a46EBQhfYpimZfo4NJVJHxgaDNkDXqnYdE5N2W+wLpdzTtVrYuFVastosW33Nb1zdjzw3chzUaRBmdaQkVbkIQoce5XBa2EVSrpnuobrPmaxL/QylojyEztVHZJ6lONX35qHSNuwYmHPVvpTKLdNnsh7DXO7pkVmqxkecNnwg6pZb+Cg+7Xc6KoL1UMoDaA/Ae5ShR9kNvHHbCEaPNZ9r7aQQLfpf3StXtg6WjRy0giYXdkjm2AyCfNXWM5uhGam+48m723DlYifEQanSgAo86kQV+B8kToaieZrqDObava/RYzzrEfcez75jQBy4/UjcBsxngdMkANKub+XnalSEmLxofGqNqo69GnyLyBURbawEbeNE2CHPpW0muuD8/WfzYDudD/q/943PoBGh1WoxqbsaWX27AMIgTuTdoi/WQ6+t6v06RnWslnB2ve51+lS/NHq3hwYD+kxsFWFo6eH6mXqeFapoS9r1/0UkELQiTtNkdQz0Oep7s3CquiCID9iB0DlpHQQvLWX2G1ZYd5wazB1XOKbOIXWCTHVAd8tO082nHcKxwM1AIVT1djfz/CokTponxJ1D6gl+4te5VOBnIBwz3JiRBo/xUYf5Qpy93mHeOWifw9xzCjGes5Zc6fm+SueRh4CsvQ1jxulxj9Kb56bpoSBjKUgdB16cFi2EKvegoqeKYmm1ZpFnfq+RtKIKpl/iIiW/er61is/OD4PGLNLwNohU5HeVSlu0arJI0kNOmHV89PPVrurcMFyseijfzwZq9ngIxZJzViS2Oh+u2U4dQ5vGJgmIbAGSVeHXa10HSkla+NQAXN7fde2ceuRlcF1tozqCev+bge25jg1QsxVKHeC3P9BaTD/j23BMWzVzbtddBOWX1OHafrbm8qLreBpbYZK2uZnm9jxCALquSe9oAVJMrc8s0DqlPHC998aq6+4DCQ85wnqPuTRppfX5+A8NPXRtDbBzJgUI2w3ra+Y/HETrDxzJqkR3JUd/EFFPhfwkogbQ4EoijjpsVG3PUT17RR+MwQEakmUXH7BcvJb4CBO9AEvErBR2qoauIkwopRrevAlMvlVtj9TaSygJuUay1sjZCE4dFIkM8/kOh1f3iBsHPxXMO8L5N0b4uxm3n9lLixGuvOqfjXAn6Vkopbl0HBuypZ+r0VwujfQuva+Kl55uqogtDaYX0beVeVhJDSy4RiZCXIz9+jnasbDPSZBOPl9b+Pz/tnh1gVVNlTVhXQ+NlJzjRt/r6tE1NF/f5+9H+Xq+Ba/BbBA6BjKvaqSrm1MITFzXth76HOr7ViiArdiy7W+EHGwdqryV+ekdwrMD/ywVdcX7Ktyp6ueaVqM5NbRYddXk2RfvkC+27MAACHczt8ghkrQdPwM/Jjx/lV8TN4CLQDgWzGcsOUIF8FPGvOP5nD3zt7pDxnjhkTYARSD3wHBdEE4Z4ZAxn3nMW0I4iQJ8AeKGOV9uLph3DmEs2Lw7CzFdmkQ7qtfmbBSe2TELtzPCLUs6FM/OVR6keKOgqtDPFz3gCP07R17nMTMnS1KHPF/FARunVjBgUOJ78/4hJEvHXe1aff4mDWM2oYWt0rlT56dr69IiFcCyulqdB3tI8KkK/LSej+rkqdix1Vhbv15th0XBet3M+feKiJ+m9h6rIWfHwbslj7E6P2bd6Xts1a46oyoBZJFim84EFkR1sjyxdfocYKdGHEYap8W1VQdIA/PVcwCwsAu1YGeNGH2AWvwC1dJzbgbmWGqhz0M20ZlAshTAedBuw9d5PC34teu98R46ZecgETDPy/uT11Y0X9FA5ZbJ5y/uVdOolpAvY10Po3sJgLX/VD7j2Y1ZUwE/9dv/JT7E4wM94j8cCQfdfHTi24Wgm7SkTpAyO1f60GQhqEMATRsC9zd3/TLEvlpOq4bOOksmEllszk50OuRjVD5AF2c+2zAXRXgbNCdRgQZoNBwnLxVgWpHT8efaHnOLQ42HoFjFO6DvMD/eoBDhdEXo7viqaM6sObR12DxNcKmgf+e46NdWU0VrAy+TVdNUpM6d3GNt3htNKiRnJhhbHkZ9jrqYzOeokUwPvX6ZYrk3V/Tvs3nWVhTvgTRgbVGipdDrisAKfVv0hwCsuFP6Plv54vxikRcYo6Xnsgt/7dxLqsHqsFU+FlF1ltTBKl5kCHQ8U26paEWUzEZWpCa8bIZ2G94BZHgyKM1pzhnpcgN/NwHjDHQeBYKA2apSTaWMU73G6dEGJTiEW3awtJQ/9Q5pILipYLoIGK9I5BeAIvMpewKIqw3r4x4L5kcOLhbkjuDnwilFYnmHaQ9M5x79c8fO1gi4VEDC9QpjQfZAcfye+nMmTnuWzFwtvb7ZIRwSwu3EoqZZhE9LD387Vi5WIYBAdf1Sygh3sXLC3JxQAlc08nORdJKmC41zw2OUH+DePRDLVuSSmnOmm6StwpMNcDGn9LsEJ20ylIWzR2tbYB2ZxfqmOi9LF1BI7F0qi3PXeRt8S59qylXT0op+2DWztksiMVOCZzujrXV0TaTc2t0Y1K5eby484ezmb22s8uz0/c4tHRlNbcn4Uim81uV/i5SsDXA0mPRSqHQUjqPsN4tnZJwtqlV9xj5qwFPYcbqHwtV54u79adGmKSZ2YlUQVOURTOVj/ZseMaI8v2UqhfbxVQebWjqziE0t1vmxyKSOn2kFVRwagqev1/0/xupg1XRfQrPF4gwWufaFw6rjrEBOTM37sTzF3x249KEc95/MR3g8CNPZSa/RhA56TBwB2t5p4iSQRU80yrbolUU7YmJkam1o1PBVrlFsD8gSHoF75LsSEyMPG1bapiQIwJGjFkqJK/sUfbNkcAv5i/NUurBMieqhEL/cK1dJFYRDQtoS4hY4vcAkY+aElKrdw+R2iRSm1rW+dGac1ym/9ec7SafMLGJae7fVik1qxHgdS1t9Bpjfk3GW/fJ/1hkrxjDaBQjA5tv5D2bhyfdaUpyM8/VBgneqTq7EaDX+8vMiRQk87AiazWKhE2M3Dv1d79mmhGWc63jqJVrEQO/bpiT0euw1KQogMgYsNcCbOxVGfCqRPWbUSlPIHLHjrvemv+sc9p6Rs/2G+UwDIW08cu/ldy/K7qVxrA4FfmKHihKQAztUOQDznjCKLEMOBOVUZc/pRxeBcCrobwqGG/5OuaC7TehuEtxc2GGKXJ3ICJhD6oDUs0OlgULcesxnAeOVx3TuMO8d4s4Lh8zXXoi5YxJ72fA4epWCSBxcpLOeUS5HVfmdUmmpRb9aU/J1LzCx6Ed1plZzzFb4WRTCzoGHkDF76DO0641oSU+oc9Y4XBbdl+8VMZW1vKieVD5Q8KbS1diFYMRy9f71fdbRK1LtKuLJxXHwoYKiNTDV9KG1E7b6duE05TZ/zZq5l141/1tI7ch6uMfJ0nHpQvubOIF0HPn6TDq+7nl6nTo/NKVa06+0FIr+oPThqiUPlMtlU5sxsoOlNAtTUFSf71o3UOZiURHTGLn4SAqQkGXMcuNr1RS7HUsddzIof0p1D13o9gGt+lHOs5Du0cNUohcdQ7dab7rfrws75LoqbekjPv7A0oWLG7IbqoGmi3Zn1wdjiaJOomTbzkPPoRHOGkKuP69SQACn+IzjQ3NcomIW5QKWToKkM7UVSbzY8AYWM9zdWO8pb0JFtxYGRCK/2oZjmtt9qnNioW4ipCfnAIDn37HH9t0Z/hhxenHAdOawfS+heInwrxP664mbQz+7a61SlPwOoJxtOep+dscT3xj94oiNmxi0es3etfcPPfNP9LzO8T2sW61kY9TUANox1XPLa2vkJUTI6uAYZ3qhiK/Pu0btApFLoUF5aFOy5FU95zzzZ63Jv6Ys+t4hi3zdwPpe8YLZjO7NITWqWkBAhHy5Z0ddnRsJLmrKRM9px9ZwsbQJq8oZuCnWSjmKLD9A41xTP3kTEM8HdO8f2EnoPOJZD3+cOc1tnWXvKkIL5zA92WK6DJjOHM5/m6P13ItTngv8IWK66jFdOJZv6AjTFSEcCsIR3Mg8AHFH8GNB3HHQMDxtDaD75xz1xi2huyuY9/zc/AT0txmbdyZ2koKk0gNzu3JPmPYO3SFzOvKYkbYs2KvVitOZq05Z3DoMzxLShhAHB5cK5q1D7oDHv8ztqaZHAwoBacvv88fMEXkG3MyBnwY1bmxpQzrNNZ1VydX20GcNNNRGU2O6Ni3CpGtMHTTnWPHabt6qTWdRfV1vi3lpUJV1qtIgR4ugVYodqvOUcmuIDXB6Rs5ZZUScBleuzemHdPg0i6EBhtpk4/wrNQOlLFPrs6TCFiivbyisnt+OwzTf2x9KlhZgapsUgQEa8qJrz55vHRQ+xMGr97tCrKxtVKdRn6mRaQA51O4TikB9GyL8ohAHkO4mhdN3NjOgh76PB0L+Zn63/oKxu4w+ye+q3bXdtHvX189xSXJXesWCcJ8b/1kpLTHe70Gsz8AWTpWyzFbpZ9tUuK4H+f+HlDb8AA/4DzJdaDdEm9e3RkRTHsexRSskpeaWVGkh5m41eA9VD8IsHH2t40ijWASswvG5PpSyHTgqeX5XI7+KOAHAOCEPe7gxcbNbOQoJ+iMbl0a4NCdJI8qktM6gdbDseJWCLOk+RgN4kxiezRjeB/xhwjs/coHutm1OAOrGXvvXeS9Vgcw10ei+rA1P8C1ataTr4HnDzqgEYr1uImrRa4r3J3p9dnlpVPRvdeOg5lRZxEe5CQ/NJ43MbEoFEoVC4eQWGdVnVJRH4JbndYRyGJcL2sLqMgcbaVQWbIxtpdVIfYUE6DyzBlk3syJoqDqFZnwX/DlrnE1FYVH9NHWqEjvCRZAVB7RKN32WYC4VI5ZA2nYs9RHFiZ6TpOZzncc0J6RdB8oF05kDClorFsfyDN1tammkAriZf/BHTutRLHAJmC8I2QO5Ixw/VtBdE6ZLTi32z/n9YeTvdx93SJIB3b3FacHcszYczYyKkQdyzyha5zLCiZ9X7kWv68whdQ7D84xwzMLb4muIO4fpzGE6I+zf5rk2PpL1kVOdnxT5PnWDLUUAACAASURBVJM4YzkQ0sahv565SXsBSrVDpVarVTTeolfZzHt5ZvUZr50xfeaShqyH1TciYsL2Q0GIRY80+HCrOaY/r6v5dB3bzy2lOYEm5V9t+iLwlXXtXf38EjwHDzkv14AiOPb81ikxY7TYR4D7aE/dUFdjoPdTyfVtrG0vWv3Me2RtS414aKwV4bfXocheKQ0JW5+3FA66lLCvRQtyXVzUo5+B+ym+xTW24LJAdKuMDaXNBlUHy45NTqsTWWfL2GqlSZS0vFepRCx3x8aN3W95Pxf1+IWD5ZxxSEsbH4jDHjzoLjWH0krtWK1Jw/Vdi5KSOm26F+nPD8lDfMjHR/8JAHfEVlKd3Wxkw6mb/DQzvKoLqAsctQxCJh9XUaBObHWWNDJab3AKUxrUzC62oqiUOnO6yKRlTYW8+w7lYt9+B4ChR7idWCbBLDLKHNXmPjSF6MRGV6PdGo1KSg5AE7VbIDQEf9Mcz7hj/pc/RHTv3sIdZ06lPOd7d5PIN9TiAY8yhOo8ZRFSzOfbisrVqkeg8h0q3C8IRt71S/0gjSx929SV2H6vUa2mCLWRseUzVDFOaUOhaJBFOhcRlJMozS+jNTNetQK07xYIVdXEkoObl/L/yzSjTJP0+DLIIhkjYHt36XktWrC+b/sl823R300Nhb5FuQbqVNlzrYnPOTeNMzIked1vUwaNCf4wSZqQqmEpwUl6zwExI207zFcbwBG34ZkT61ztWIstb1mck9crpwbjzgMF6O8ycs/yCXHnWEZkZhSHtbHYAcqeakXhdEX8twC4CEaDRsAlIHdA7hnhOj1ylcwe90DcF2zf5bnuZ+Z+ZU+IW4e4dZj2Dm/8o7J87zJQgNQzx4sSuJLRNT2u4gE/Mto1nTkcXyCMT+T9Y0F3U7hKcQgIdxI4ZE5Xzuce07lwsqLwtrJxFLI8C50bFt3QOWgr02yFsx4LDpGZk3Ze2Grl9Zyya0KRK0U/HXP5inL6xGmp8h2296B15BWF0s/S+1o5P6Xv+Pymk0RDFnw9n6YANZimlNn5WpPQ9bD3b22EBkJ919JQyn3TjVyvU502+15DNl8Ehmv7Y8fersVSGoom41aD1fW+pXbDHpo+TKn24qvXrW3bJFh+sBuF/m7pBbYC0d6PIbG31Jt5Tovr0vEwc8oW/awRO6B+LlciJtDdETgcWTKipr/NXNZ1oDZK6RsTB4BVBUAdLbX/euSyGM972l3AEv3X+8gFX/rsT+CjPD5yJOtL3/FnmxHRcnRIlG35J+pkKIIlzo+7Oy4XJmAq9dqCIZuesoedyDUyEefAEQt2OtncugCEUq8PANzzA/J+C2yHFmUQsQHZMGwez7m/mj8lhGcnUClVgwcAp9QA1irSRZ8ztzHR/mlAhdkLEQC/mCSUM8LTA/Z3nDYqwcHybfqbDD9m5pP0Hq4UuLsJ6LsmlOiBcsGOFY1zrSiDIB1lOwgnJQFTbNIV3gnpkz+vbLlyjLXLAm/iczTtMxrEvRBgtZGpNVCyqMiqQKsReEip18ybSj5XB26VFqzQs56zvZGfuY1qkITHkJqRWhN0gYZgqX6Rzj1rOHXzszpu1tkykXuN2rqAqrWkRl4c0oIEKoKoCKK6GA/9fKP+TQZZpZTZeYqZqwlj5mo7aYJcOgd/yPzsJVVVOo9SyqJlTRo8po9tQbFgvPSivM5pMw2W/JgR90H6aYIdJGkAvXmaGanKQNoQ/AgUD8x7oH/OYqV3Xxgx7CfEr55h+zYhbnjMpsuMdBVxuunhJofdOxEusXNzfBwQt4Tzf/pbcO9dIncD0p6vR9Emyqi8L3asuLrRj8zruvlUh/NvJIxXDn4sCIeIzbtAd31C6Tze/+49NtfsuMUN4fo7HcYnGZ/8aUJ/zU6pS9zip3QeZQtusaPPwTosOkfqZvjApgAs0JS1Dlo9Rz2XSYmpQ6WcSku7sFwfnZM51wbXjFryv4vOX8v5KmWZAci5pQHBtjxf7fmWD1O1mzVzoJ+j92JQq6LFGDFx0ZBeo60sLK0jReVByeeSnss6S8BK0w+oAqvBo+w2jepgZWv0fjX1asfdrs/1c9P/Kar30DPV+/JOuFLyzAw9QdvScFs1/WNmEvhDen+2YjA7jlzMdZeclzktsVc1sLMgyEPn5bO0v3kTcFaUKbVsTAgNSdM9W19bh4rvmbRjhDrUfVcDSJLCAQqhyVBUJ88gW2rLhXZSW9Gp81yfp2/XmDIAwpc++xP4qd/8L+7f+4dwfPTpQr0ZoG0G3i8cLAC16omrVsRxstHYOhKs3voDsLZNSenf7CHoWdmyd1zlDVbokRqjRa82NS6S/su9F3IuQ/ja3qM4ar3TUkEZpEzeRFF0mpcLV6FvIXwqJ4pSRnaOUxUjL0jtPYhSxJEqiFuHfO4RTh7DOwzBs64VWPm6oCrCI4tj4sEpgFKQtpwCSsHBlwJEX739MqhxlHNE3qDzIBIVamiJahTWVNcFZo65GeXgKzftXnWhNTb2bwax0gXEDVdNyxTLbahwMrX/VYfd9PzSdI6tZNHnYVEsGAdrMXmpfab+rs6OIlIWSVBysOW8yGZD5ndKkiroAl+TFmSojeqCFIIUIMic9oS86SSFluq8VQcL08wbUUxw1bkP7FxZp5e4ryCycAsVnSFCOCTM556r/oAqABo3wmU690g9O+5+LPX/WYjo/Q1/TjgW3H7KSfoNGN4vkgIheJ9xvMg4+wanMedzESM9m3D4RIA/OXRHj+H9GaV36A4FWYLd/P6ANBDiQAAB4cToWTgKmgUpDImSMq/oM1A8O4I5EE5POmze4zWaB4+7TzFx/uxbCc++4NBfA+HOofiCuOWgwyW0lCHJHrSyK3Vu1pSTmeuawkirNaHPfu0A6DOznCMiXtPVoWup/Jo1UEfHBjGrCr7qAMn8VdkOHqvC1YX2egS1KpuB5+HgOZiLpX4ecmlaZBnVmaeYeTcy+wCtbbLKh1BXNdlqC6M6fnmJHK1tv46N3m9MzdnTsbefaaV1bPHLOiWqdk3/r87OOh1V1OmILbtihZ4NzYXk9bW7xb1eftT210UhhDPfc3t9dg1ZXdlHplbggx2t9VHThWasHur/uj4cGfsqgAvR/T6tlpNonsc9cVGSysvMHTzIs+I9iIzSvvEFgPtSIA+l5T/E4yNNF37plR+/D2eKg0XmxmzJb/sjLdWldeIqnLgmVutktd/Vg11VIdZqGIAdF9F9sg5P0YoQm7ZyzfgxMmQWLACKBfPVUB1IdxRhN0+iuSMVI3aTtvcni14h9CrqSey8pb0gNXMUJWm+r/nRFiDATQVxK82diyBnxsnI0ksOABuW4LinYXCIFxvejMeIuONebkV0a8qW04RZOEJeNmwaE9wYW0WVSYPViMNWVa43F2A5+R/ajB44VKhvIeIXjCq2nXM2DaDnBZZzojpAK+dJjZt+6fnWrVBWzsmy2kmcJP0SJGERZCi3KhvHWSpiaqcBoEHzshkwKsCOWxHnr/YatNU0zrWKQpnDTaNNGkirxtNxqpdFk7QLIfAGSSTtm0Q01LFzpKk3AKDEabfUk/wP8FOGLZ05vsAtdbInHF/OyD2Qu4LiGSHqv9nh8M4elLhy8fZV4PhSgT8ScvLA1YTjxwqevyJ8rAz4uWC8Inz+8h1s3uQ0Zu4BP7JD1d3xePCGitpTUYnsqXfQqsbuNsNPGanje4tn3Gz98msZm6eM2rkR2L6dcfUbEf6YEU4J4ZRQiDBfskjpumdhbQ3kqKbHSkUEzLxX7orO04rMlOYAW8rDPf2ksuRU6ZpUB19sTSWK6/mdOF02FUiEsmkUBovMkHFkSt9VegKC4zT13dwqLiV9aB1DnneJg1BiQnvpO0Yx5HyazqwSCYp6K0JiOFULrUF9vQb21nFYI2hrVEpTihoU2eei77fPzB73OKhl+T75X2tLk5e2zlbbPXR+2xsVWNo662gBBl36AKeJaJFWY1Fsa5stePGwLa5jpfenezQgc9fYzvU9ANUhuteCRzM+K03Fe23TdA+wn0ltbdTKUFu1Ke9bpzk/KpHSjwzJ+tLn/tySSKmTPjNMr5O8qJdpyv0pNhTHbsplYAybqPFQ5A/Nm68oiTywEJbVh87VKKzYAdfrGLg0m0YxQMgtsvSs3VWIxMlyQuBNwmtgrke66rjdhxKH+8AojmPUAIXJ6DTOtRKraONnvedEKI4dnHg+wI8J/tmxom+l8yiHkcvoxeHzx4T+htDdRkyPBgxTBBIbs9J5+JsTkIF0PnAJeiBMlwFuLJI+KUjUMb+m9zy8Z329XzgAMzuYmkLKfYAfx5YGQOZm1lo4oOlfy4Go8hWag1pV2sg8qL/LIlyUTus4LSJ9t0gptPeauWAMNV+DpOp2G9Dh1P621uECJBrMwJiWDpl+tuVbmbLi0ndtDinvTR1gjUS14iqzg1U3RN3Y6vU6rIs1inIHiVvZOEkD5l2PtOXn4I/SrgqoyA0Kt4O5z59zlSwPAG7OGJ9sAAJAzHGiUljRfQDiQBieZ8Qtp/bilp2Y1APDM+ZPHV8mzBcFVAjhwKjW+IhALx8xn7aIuyJtdYD+mkA5oLiC44sFaSjIQ0E4epS3B8AX/HM/9nfwv77xRRxff4zDiw7dHVch/vRXvhf+go2nEuf9VOBPPL/dlNkB6sSpihnxrEMYI9KG0N1mdNfMsXTzFuGO01zj4wFhLOifMep09oarkhRazTtdDZguQ20JlLbMx3Q3p8Umvqgk1vluhSN13nszv01qg8+xdI7aXFVH32yuiobKOlYUvAzSESImoHe1BZOmN0twSPu+zqdqk4FG9xC0IZ9tmZcqa9NNUdT7qbb3opyR95uKOiuC5A4npipo4BezBIEeIqiEovIxmubLXDhEc7tHtUEqklw2fZN6SLkVCIiDyjpevM4UVaZEjM7ouFm5B+XNWQTrocMGjr3h2KbctP5so2W9NpvCNXaQ16zYoUUgKBw05Uqt/698VReqw1M0G+lYUFXRsoVjaJyUhdO0drSsk2KrsJWMr/4aEV+jQrtynYtKTQCLljs6jrYqG+xclZQbuGGcruowKu1EP8M63nrddm2Y/30UacOPBMn60nf++aURWUG2xTvk3YYdDj28MUDAoiR4AYvXkxjUwD58dbAsMiFea9HS41Jk8qM1dF1Hk0YvqW7eaiSlL6CbUq3cozkhXI/ons/obiIb8+CQh1CLQSpHK5W2sEVsT7kFeSMo0qbD/PELjC/vcfvKBjTOTD5WBM0scn+K6J9O8KeEzTsj3JiQelfbgORdh7ThBr551+G9P7LDs89vcPvJHtOZQzglxL1H3PCEzj23NolnvEkzSdph3gVMlz0bYS+922TDXURjOn6W1G+5Us60zLCIoxmjxVGdMt++Vxj9gWirGuLcIlYtbCjm7xrhr5Gnh3hgZK7POlEfdM02FQB2ilkjSOaAjpmFtCWNrfO9ol1q7JUYrCTPnFuUT9wMmas/ZZMkQrid4U48R+NZj7SX4gV5JjXIWaNxMk9JqhXT1mE+8xgvPY5PHI6P+L5yRygBtXXOvCekDf+cNqjo1OHVGW4Cwl0BHHD4ZMb4uCCEhMc/8A7KeUTqGQ0enhZs3wHCkeBHJqcDwOnVERQJ3XOHv/ZzP4r3n+2RPdjxG4DDpyP2n7zB7ruewaWCMGYm13eE+YLRLeRS7ytcj/DHGfOZw+lxBxd5DNzM67p/78hSKMcZ4Zgq98zNGdv3IsYLV5XmQYS09QBJ+pSInRPdpDSFYbmoFv0thueka0ZR05VMQCWJy/NKL1yY9WXQKpvClvRWMZswN8f2jScrHE11jiAOkiKeC4QWaOiABg7Srqh4quLHZdshDx07T85Jf8hYz2uDpOJcbdANoDk1Oi/XSM1qrVEutUVR7Xdr0/YW8dBjkWajWgSg41ulKqxtU7uj16+I2fqaNPNhHAnbsLhWdyoCaBpu1/dXu0jVabjXhke7Tyjxv/7dBk9L9IvUhul9P7TH2jH6oLH/dkde2RR1+uQ+SilNOV5QJttSD6bKc6Ewb1Peizkke4JSOvR56+s1K/ABSK8WS33pO//87/1ev83x0SBZ02yQhDbJyobJ4/lc9DMyQKpibbWiUl4YFssjqDl4i3TZCaDvVQRD4WJDiCx9h/mFHeZ9wPDuCdOLe7g5w9+ObACmFrFUXpRC7EpoPEzcfFk2bUWows3Izg2hptHcnNhwCCepNZuVa/YtrTdfbTBdBKSB4KeCcJewe2uu5wcEHZqZOF8kFennhPlyA3/kCM/FgrtP73B85HDxWxO65xOX5x8mDNcFxxcc3v++gpe+AsSthx+Zh5J2Aacrj9Rz+nDzfkQWoUdupEsIp04I9g5u5BQJdvxsaRSkRB2DbDaalFubkaKGqzQn1hLnrXSEVgcZovlC322d+tN5ETMgqvoL7bEVAlqbZcuhpdKt+ahyB0JDJOS5VYcvtM1KdYOqpAURkMXRSvoMWaZgEWhkQQzUyVFCrDpdqqv1AG9CnTetLEUWZ2GK8DNvXm5SNIw3W8qRN8Kha4hrzq1atBTk3uP2E0Mln+cecBNw+Bgh90B3wyk1dq44WN28z2lrSsC8I5yeEM5fvob/hUfoDhnHlwh5kzFugYs+4vpui/PHd/hL//Zfxb/zlX8J2799hrtPF3ZeCpB3Cd3TgPD2gHAHhEPB9q0euQPe/gcTaMroP32Hv/4j/y3++vt/FD/5Mz+KnaQKN8844NCxgSP42xFlagHP+a8/x+HT5wiHBH8U+QqRKKGReYcAsPnmgSstewc3Zlx9fcR8FgACnn1hj+mc0N0C84uAm9mZG96b6/iyI0ENXcmZn7F1+A1aVDq3tIXiRFRkWOaye35c2k21E+o85YJ8NrBzWaRZeBfY5upmq3MuCyLtCXQY4e/a+iy6CSbm6Snvq/iA+XLDnDSpZi19wPyoQ7gZWfLjgmkU3dMjb4aeqgZWEUkHbldEyLvGlXUnyQiUwt0ItJhk7cAQVZ4Wr1EJXNX5SGnpJOqY23SjdcrkWVDKLOMzTnwNpTQuqR7qkG2H1tzdBpFAC9CJUGVqFOFR27Fu3O4d0PX82YLylJRbg2bVELOSC2rHTGEMCbJZNQYTI2MqrwBxfuv7swMbECyRrHVR0cKx9Mv/r5zXhVjpyiEtMYGCea2O3zTzffQdZ7esLJA8U9sKikgKmaQdXEV+9bwPcR31mUpXhqpT9yEeH42TZSHutdOkDlApcKeJF5CmX3TRBF8Xfi0jBkwKhidhba1gJ4EuHj2PLD7LySnOIQdup6H9zNzECu11EQqyVDrPMLitRtD/B/akSQ0zERBIFixEbE/GRD9e2m/URTRHwIcqHjmfsUHJntCPuUbXuZdInMDSELsOlHw1UHCs20PZC6k34/BiwHROON126K+5yiedMYTu5oLSsRp31xPGK4/hOmE+8ygOGC+4HD8cC/NTNlyOnwMh7jx64esUL7wu7+omVqsetQJU50BNefUtTRp8c5ytfo/30Gq/BVwvBnIh16CHoo3rPpAWvncE+FaRVFPZ/AEVddCz1r5c1bFSNM1VMdqqO0VUneWaPhUEipEAJ9ynwk6Xp0XlKRw7YmRQOEY9qAUW0yz9JdGCBjm3m1JFE+AKNK2Ue4n051wrF/W7OsR5K6n4udT+hXnwmPcBxUnKbQayVJZ3d4Tnn0zIwaG/YTmGNHBMNe8J3S2P//V3FbhICHNAN7OY6HzODhTNTLadXzvD6SzhX3/zX8N3f+F1vHZ1xln6CRg/OaN/s8P2TcJ0AVaL71jQdLoiFF/wxR/6Bv7Fj/8s/uu3/jH89Fe/Cy/8AqF/znPNzbrpAnEXEI6ppsyK2JG06+FPCW7OXMQBcJNrT/AiZeGmDDdFUErwGSibUMcv7gKmMw6eUs/3GLcOw1PmK+ozRsr3eaZyWGSqBROlzZ0MEFJFwQjGObCIih6LgCMz/UGdgcEDkZadNNSJj4l3BeJ1WZQrqJ8ja4BSAoogVyLrkgOhuFDlX/xB2nSlBP98ZEcruEWrnWoH5V4gla8cPOvgFA4Ahs4ELfLPlNgpEKkWfabtfCYFp+Nsx10CIT0vCSf2Hqqjz0THVf+/3sgdcaShdkzRaQkc69pWfppSYRyBiuyBNvVm9zPdg2xqT1+zfva53OtSUsntMifYiKA52Q8hWc7eywrN+6DXWgcrM3K9KGvMra1ObWpukSp1oG3wTcZxU9tnx0GQL6pdW9bBtJx8XYiQsXgOC17fh3Q8kOf4/R2VPKbaU7p5yqarPCV3mO6lWRZQrULRNtoAlpoqen79El0t1Wap+i9Dv4gU1Sj4w4x0IerWh0b4hcLlzi0FIfUhB7OYbXpFHroa6tJ5Jr0njshUfbtYGLg6gvx7OGZWmg5cxVWIo20tFpgv+uqkRYmq43lXRU7Z0Sq8aUxg/Z9zYjHTzOfx0iuuu3YiEsnH6Yob7j77IvD+D2RM58DxieeGvZ4rw+JAkk4AkArms4C007IuQQBFQG6hBK0TWdJTypvQPmiL1IE6U1bI84MWNrBMkQDNECkEX2UWzDNcw/3C11DB2gUh1H528EzKHfqKpjJB124e1MZAN0kHbp7sG5JZr5m4bJ7RjtX1iyNXBCmsUzSabggZLUUoKWpVZY8XG8yX8l5FUKXKtWw65LOe04y2cq1+RkHcOXRHrppjhXZ1tIESCqZPzEhS7u9HIByBuGOR0TTIvHl5xPQ6Iz03nwE+/aNvYPPiEd2Ng//fHuHi68DFrwVs3gx47b3HiN9zh3iZkAZg+1qPi68Bm/cz+hv+nOkSOHyCcPP5iO7RCf/eK18GALx2+xj9Zq69DimrdANXFaatZ77hpuP1Jg5p3nj4U2JSvzx3kvHSNlbuJA7DiTsbaMqru5kwXQVMl7wmNs8y/AjMez6XO0kAUbshGOdebQw4ICMTUFTtPj204bTMmWI3i1mEjVVzSrWpjPYVgEV7kaLncU2rSucVp1RT+13ngzgjNM01kNGKQZcyy2kEIxA6Z8SLAXnTAw5wI1daY46gaWbtPplzvEbaGlYhW+V00dzI7ovASu2K8rxMw3vNXiz0vtRuGw5sLUSwBSl2nGOqfOBl8FYa4k7LYq57mnZK/JfrKtsBZbfh74MQ/VUmqDpwS+4xeYdWWe0WLcDa5/qKGqnmoL2fqrFVKxDbmDzY/eUB5OmeHSZB5h56bT2PkOB1bCS1t0h76udZB8q09CGv9+yqQ85jK0ilrfzWanftnqDn1i8dV9U10z1Ajg+TBP+hIllf+uxPtHY1Cr9qb7hKCAbI6FoQXEO39HvOy+o0Nf5anQcIWtAWpSpR2+iviX5yBJA3A7Qpbvd8YlLqyIsy94EdZEWZiJhsCHGWBHJFNBGdGohtXx+U1SYCeAGjDyipsEN3OyHtmNfkYwaCQ9p1KJ1D9twD0c8Fu7dnuDEhn3WgkpEHj7gPcHNmFKAwQjHvHYZnEfGsx+atI1c0Asi7Hn4qePzLEafHHnef2gBECIeM1BN272TkzuPpdzMvY/ctwnQJzOcZxRUM70gZugPmc8/px48zsgWgagKxxpgY31km+mgcViu1ATQiozwnTDNHLoaXVqNJZ3TFLKJTCgAlc5ZWPVIJ7oKEBoNYaeXKZmiNa20acfHQSusOIL8vqo809aBkVS+InTp1krIpzgHCkdLNus6b0CJSGk11a2jjVDxqJEiHsVY1Fk03DM15ojGx0yDGPg+tx5umwOq6kWbm6WyQKBugiXW0bAeA+Sw0xNExQuVHcbY6gCaCv4iYLzu4kTlUOQBuZsTJzcD2TYf8dMNCozMwvE94+8ufwvhKwvaW0N0U4VwV+BPh+PoZ/vI/9Vfx737lX0D45hk7LGeE/q2C6x+Y4J4H+JEQPzHiky89w3/0+Z/E//TsB/FTv/k9+L6PfQuvjU/w/vcBKB706h3cV/dwI+HqN5jwjhJA2wJfGztnxJ2HGwn+lGqrKBoTB+Bjgrs7LeYlpYwyBORth7hnLtfppYz9NxxuPuXhEjBcs1OQe880BFuKrl8m+CgmEF0gjV5QLCWoqzOh68qiKwAHNc4B2sq4CwA88tDJWipigwvSox1LzUgLIKTC63Gc6jXVz/EeRXcLE6BQ4uDO383InQcJGlg6B3j++/x4g+5aqRizOG5KTh+aPdVz6xEcZ4wdeG7KXkAAEMEbpBazgGqPw7oOiVpwMrfxI+XuOAcgNedInSp7DbqhK/+RjPaVvlY+szhihNHw3hbq9Q7Il/tFehapcAcRzyLAZb9lJ1YdDPtasX0kDhkdR04jksNCiV+cnVooBLRUm+5jOm5ayX6aWoNqT6LLlaHyPvVYO0WlzY9FEPtBzpa5PgCtVU4ly7MTSeL8lRgNf1WoGduh6TJqYYEBWqpzZWUh9NCUoUqTKNih6fe5ze0vvfpn8FO/9Zc++D5+l8eH6mSVoTkbgEww3ZxyWaJCeijCoLCxbsCGwF6C44VlIEVFg9IZawIVz6roEI4XSeSp5HKO7FGdpOxRFxR700U2wsw6QwaWLp64IlKNn0ZeQEWQgBZ9gQhuisie2PAkrsSjyFpUJRDcmJfq6WBj4ueM7VsT/IE5VEl6wVWjljPSLsCf2IhriXruHS9YGWMaZ4CA3BP8DEznXA1VHCtoowDjFW+WoILDx4B0llG6jPA08MYXeYPbPMt4+gVfN8/pXD4jO4Q7TrMAYM6GQYeqgTYROz9z86wf4Ek0ArBt1ZNNhaqJzixsrj/HVPlg+jyURKwBQP27OuoeDW2oaRazKSrxXK9dfi6db/MC4CjVGLxC7GTDEbJz8JqmcmBCen2hWRPCfwF4M6wcFPtaTTNIUFA2gVPKADvhuQAlV32rSkgmgosZpVaQSRox5Yrels7XHoR+yoxkOl5a846FRQsBbnR46fFzfPN5j+GtgNwzOd1ddxjeZU01PwK5B/cPnJiLkz3gJibHu1iQiTCfaAja7AAAIABJREFUE+KuoFzN+Au/+M9iGCJuv2PE2S8NuH01Mwl+k5BPHjgRzi6OuNoc8W/8nX8V9G6PfJ7wKz/7Bdaj7Qumz4z4+h/77/D//tERf/ntfxw//bf/CIZ3HfbfYu2uMDgMT2fEfcB46TFcgxXdq0E36DRRLTaocjOdR9x1mM88wm1C/35gBK0A4yPg6mss4kpzZiTE8oVkjhNcQ1p0bim1Yo4cvGXwplcAiibIWKNiDxws/mmcIZ32mQVSXcycOpRzKGm8OgxCB+D7Dex86boGqpBv8Y5RKkl1Uymgw8wB5L6HPxgnX7k2OqbFNNWW64JTe8ItjGoT8941DpuuAW2XIuufx9Q4r8oxdAUECYpOU0uLdoFZGFpwpcj6gmLgpA2aQX8qQmXQdrQ9xaJytd8nwFy2zPSU4on/7glJ1q9/LhqDp7E54nINAJaV2Pr5BnG38jYfKAVh70O/63Xbyuo6kYw9rDbR4dvqYj3kbJUC3p9du951W2RLFykF1PctQF5nMxbj4KqvUboA8sJxU66b3T/0CL45VQ8VN6zH7e/xcL/zS373R9l0KPuNeJPLyWeNAssBuPawddOqwop+IRhGQogsfWhtZ2Rz0Rx3rYLxvhGvxXDUSCnzHRdPwnGSgUyMBpSOjULumWeQO4/xhS2mRxtGnyZRe/eS3rHtUGLr7abVNUhM5qQxCYmTHT93SlyV5IDSOY76MuASG2Z/mIAM5MEjHMSJIWkFQqxVVIijcH9KiDsPP3IEMj/a8j3senjp+ZY9E5VvP+kwnZM4W0B3YG5NCUDaZYAAd+dBAJzaW3GqUs+EYz8KunXmcPcy++hx37EkxLZD5RvYzUCffTWOMnmNs2Sbddf5knJzbtRRe+h3u0BsZ3tbRRg8w/Ga4ttvWzNlTSsb5+XeYjZoQT28qwhW6UNNIRer0ybznXWTqCJPxTdxxjoP63zklEx13NYVZt7xWlMnPYM5RI55VHpeKgVpw4hWGjyyfok+mvL8SictdgaPJF9ZNgBW5gZSx0T34gnzGXjz/sQJP/TkDYRrDxdZkR2zYz0raY0zPimV+hF3hOkcmK6A/qnD/o3CfQkL2Dl5OaJkwu3NBv/WF/4W/tof/ytwESgeOLxMICpAJMSzjOAyfulXP43zn9vg8quE81/t0N0U4UIS/vN/4G8AAH5wGPBffepncPH5pzh+LOP2k4TrzzmAgNOTDqdHvoqUggDVbGLHpLRof2jIZglsF8bHAadH7Lzu3uRz9DcFp8+NzOE6SVcF41Cs51FN5VU7lipxl8Qu1derPbQo1nozMBvzoidpFudqjoyKzhE0R7hbJqbTcWIHphjHyjXUhkw2QlOMOvf09W6K8HfTQiKkSDGN/q3SLHTjVNudcw14tEhA0Vm1tSTIdXNKDcqjqISmfZRoPkZJNZrrl3Vfr8fSURw1R0YR9k3HNkvTjzabohQXI55q077LAi5fnYikHEiDTOaBK8HbOl8G4QvE0qZxaVVtqIeOcYzL16iNXKekiaqMQhuQB5ygUiT9V5Z/f+hYp3iNQ4gQlrwx1wREy2yEuvW5Kl/2NKFyda3tt/cBtLFXWpFer4IWttBK32f3lg/poAfzsPeP3/FFf/L7/8PKPXE3p0aaJAL6jlGilJZpCzM4ymcCwHwRkViAE82ezrFSeY0IOo6eAJY2IGLnJDWo3QrKKSE4Cw+gvlcqV1hEsK+ozN3HO1ACNu9H+CkjPBNjZFNHEKRCHMDc+9aqxlEriVZeTuH0wXweuKfbzGrYlAuGp6LCLhySHBxQAJcyk489c7TSRhyyOVfuSe6YyBv3nNYjqQR860c6zJcZ6SzhT//o/4W/8as/hPjuBi/+rIOfC977Uwekb+zgImF+EtG/HVgFOwHdLW8YlIAcgOmS8PhXIigVnJ54+AliUID9Nw7I28AR6xSZt6IR5zQvESBrZIEaeQBA6TseX6vIGxPKRjhnWlm1dtpsxYgaFq06ESNYW3ooQqpwsWyidJqMgaal0VD0S1EG1/gVhVgolgqAmOFOU7uWmESkkftFKu8mSWVWuOY+nVYAdLFpEqEMoW72pfOVoK5FH9qepBAhbzzLd2wC/CnCTakSuPPADpUfE+u5edZ1i1uHcOR2TCzD4ERkVNqeFLAEwt5Vbt68Ixw+XjC/MgI3HWgi9NesfD5dZexf94gbTg8Wz446FSBugbRlAdDhfb7H4VnB+IjJ8POjBNpGlNHj/KVbnH75iqfAvsC9MAJvDti/7lD++FOMY4fym3uc/yYwXRBAwO13j7h6fAfnMv7vv+9/uGejfmk64u+eXsVf/IU/Cf+Vc1ABNu8W7N+M8GPm+Sup1nB9XGzENKfqhKAL+NZ/6vDszXNc/UKH89fZlowXHt1dRn+T0D0b2cnSrg7KP3SNu7OQMdFnbx39WiGFhjRIe5pF8LraFBYolHKGFDU2RHcAUuDTgiFKrC8FoDUqVuKx2LW6DrTgQyuf5ZzpfANtoO1nvufuvQOjQUBFxGpbG90E5ci7gfeKOSFv+oq8QdKYtepWeUAGReaUj2lNsx0YEZTKSv4ApRCwDiFibiheRagEXet8rbrVNj+UM9s1FRfW3rTB1epClsZwi88r3nNQ7R3yxldR3zQ4FsTtCLtvjeieHlmzb/2srDOhVAlF7OXnMs2orWTsUSssTYW0LbbIBYiR0Ulr+xQV1BY5tjmzPT6oslB/9w4LoVO9Rk1bRtHxEzSuSjnoZ5tq2nZPrs3FSkPJy/WwWieLjgXqtGlgowVy1RnjZ/XlX/uL+F0cHwh7fWjuGuVcU2kAGsegC8i9KfftGmRXBuHGSMRcjO4Kb0wdo0IKaQcn2kxKOPaNe0Vopb6KJijxOJjbJOKya4CNinrWKcOPnIJLvcPZ6xMuv3aHcBcRFMLNomPV+aYlo06wIFU0twVcIx1FGXr+nnr+Oj72mHcyXjJucesxnXeIO480OIyPOuReHLKgUSRxehBADqzHAyf94AZXRR13bxbQTEAh/Pz1JxHf2zBy4YDTFWG6HkTPqKB7N6B7zpyb4RnAopOE/oab54ajTJjE1VOUC25e8QiHLM9AJB72DO9WZMhEhItUINC4KFrE4OSZCjE5Dx3S1W6BJFXH3XK75FlWhEz/p4vQvk8PfX0pTXLEGLOy6bGoqAHaPQhpVh1sOE6flcE3/l51Dtl4++MspfcF/sQyIXVeKo/A6nkpqVXmWU1LplIrSpV/RWYDqT1AxfF2queWC8LtxBtXcDg9CYhbacPjhVwsVakucuEEJcCPGeEuIRwLXCrwU0HaAsNTgv/WgLJJXKW6L5ieZLzyxbeYCK9+YgLywHOu+IJwRwgHcarOC9JASAMwf2yCv3XoXh/Qvx3wmUdPK5rqIrDfnxBuHU5PCg5fu0R8Y4fuuj2b8VHBsJ9wuT3hcBrW5gkA8KvTy/jnz17Hn/m+/x133znj9vMzcgBQwI4ssd1yc0LaDxw4DWy7KhIi6a1nb5/D33ikHhjPPW4/7oWrRhxAKc/JIJQLsro91BlSdF/XjqQ7yrYXhLytnUVLptWG92AJujpsxt5VGQT9fE2nqzhm37WefxXRcW3dSQEQq/9z8GdbOfk5w9/N6N4/torBdWoGWKBaXNEtgqmpVU4WRfTUQagSCCZlVQNgk8mIJrAHKkrJDk/gtj9VVb+h3ovNFoDy2OrnCFpce8ii7UfswFDNmKheIcDBhouZWw3JOd1cFqT7you01Xz2K3gslOGd6EXlfK+icDGnesk0rJ37xbMQR6qIVAS5eq88Pu7h99jDXvuKDH+PrK+2jqi2GSK9N70vdbDUMVRbbr90bpnfF3py+vma6jaZE24F1S9RPa2G/xAQrQ/Fyfqx7/0P6oR0h4kHQaqv8lYQKTsYQG2gvBBnDK5uKGnfGaKhapjw5M1DQN4GZNnQcu8rcbMK4nUeecdps9JrxMFpE5UzYI5Faa0fAOEUAN0zJrv6EyNyJMZVnSYSZKFWZsj9uSnCnWb4uwl5CEh7Rty00iltlq1A3AygMMl4umSOh4ovjo88xgvPFVKxObB+1GbQCd1tlA2RFysAdDcJbuKV3z8nDG97vHF9iRIK9r/tEbfA4ROAO3j4kUAzb3zhCIzfd+C04Ik5NOFU0N0V3H2qYN47xB0jbLef8Ohui5Dj26RO8lzJoIjV2fSu6kdVqQWpCLUNtUvnkc6HxouZYkszqGP2YJqkVMhbHR34xqNZEFbleVFqlY4LLS1jiGrAAFQnka8XUs3nq5YSgBoE6MZSUwJzYifdMS+KnU4OAvKurw6aBhtlkLSrfE5d8NXgyeeL8+4mPSchDeKUCZqq8wHgQoYcCOOF5xY4G7eYW1kcR0YNUQsgKHPaMNwVuAjEq4Swiwi3Drkv+NR3vo1PnT3DfFEQDg3J8icI/4qQhoL5MiPui6i+A6CC/vUeLhLilnsQxuwwvpQQ7gj+RLi53rKumAeufoXwws8Rzt4QhyED8Szjez72Jn7rjSfYDgYZNMd/9tUfw1+5/i58//ANuG0EZh1DQtpwKlWdw9I7zOc98jYwX2Y/MGK+GxAfbbF9dEQJQPyHnuPuk6wf51JhB/VokHSLQjhDJAca4TpJA3fb9UFen7ddpS+ULXNFFwGDbj7qpJTVGiATKAR11A3ya89VUzDUkDO5j7wJLUjWzxMUlYpUI4oj5G9HuEna6ohwc3UO7NqVlJ8ic2oz3JTa69Eco+qsavudh1JFel+6zjWIgq4heYlBlxbnqQVaubb8IZHuqEG1Pb9+pAb3ghynXc9f+473gR3PpUpVAc87DZopq/CvQ9oPyJe75lTo/VsHpToxuTkoOq90TlR7kZtzq+2PLDdVHUznFkhVUYdVnbmUHna01sGoHvbvGgQKSnWvy0R1okywQQTabZdpU31WluKh41Orrc26M58NanJOdS+wRXm6T2nAIdy8H/vCX7h/b7+H4/edLvyx7/73W35Xc+rRID5irGsTYWeQpdQE6OqG41VFWbz7IKRKamTMeN5jughwE2s4+WPkNi+yKStq5ES7yonWTdoETpc4gj9FpMGzovOUgJgRn2xZXNO31CSNSdI0AZAohA1PqZWKxTt2+ryDHxOThonJwi4q+sAGKW48l/IDQlzPuP5sz5tYYf5UdweMV4ThWcHhZW6oy+XhLA7KXAl2tNLg6meQkPopFaTB4/lntzW9E894sysOOL1Y0N0Q3ARMVwXjSwn+1oESIfcFZ685dLcF/R1/Xuod7j7ucXpM6G6A7ftcoRhOBd1NQv98rmOZdgGbN25avlsr/9QgSWUWxbwUjVODKrw2XTy589xo+zizKJ8t8VVjb6sKgWaQbRsNIeii75qelTpYQDM4+l7diIy0QXUOg0e82MBFLkLIwTFiNCb456daoabVLWXb196Vpab72sa2RlqLYy0yLaTwc5Y0eGHtIXH4xxd3rO00Jp7XhEpa11XrJMXh5pY6PL04YDp3TECPnMbbv5U4da1+6MjIlh8z4tbj+EJgknpHmM5Zs2p8zFprzMEqSGcZKMDuGwH9Nc/99384wt9y4JDPIqjP8N8cuIiiAPNZwebVGxze3SFcB/TPCNu32bmnDPksDgDihtOLLnIAMO8JN68A8bzge3/oNfzSNz6Of/KLv4h/+cn/gR81HCoA+PnphH/mJ38cZZPQXY5wrqD7yjn6ZwWXr8kmrPvsXUQeOPW6RKL46/hChx/+cz+HL//MD6O/JvgT38vpxYKXvpKxe+NUVeNrU/g1AqOpOU116CYHtPmdC8qmQ9r1rNXnHNztqaXITNBK9jMKV6yx4GyWQNTQNYzWn6a6SGQgSi/OFFHjBBpuWAkO7m5cIgaOOX7VxksQ0LIMVNduMUGPvYeqOaf3L4FPenzGQXQu8M/HRtewjpmcayEkae2DdtUwFBQIh5Yy9+ysaEzNPLg6Xkpcb/SPRjEpnYcb5zrGAODGGVkCxxIc4q45Cdw/FiJWC+bVHjmQjzuu6PZH/lx/JxSVm8MyXaZBnzqChr6yIMqrsy02K1/ua0sllNKEU/V9Obd0oThb1HWLlB4AkZCgRpBf+xC0dKx4rhiH1HIFASAElIs96PndMnhWrts4tZS1RZvsM9Z7VmdO6RSK3pm5UtuciU6cOl5l0y33Ja1Q7bgg7su/+J/g2xwPeJlyG9/uXb+rQ7zrKoKYOQqsiAPfVq2yqtG9TN6i6tMyuMpt4UnNVRi1akoh1YLalLa7jdykuJPNVCq+qKCm4NK2kzSaZzmCiY2Yi1k0hVhHSgUYVbRRtXSgGlNiaCkBZXCV1Mqtc4jV1gmgmeUZ5oueN5deELORG8/qJjhdeEz7gLRhMnH2TEaPO2A+B8KJeVHbdzNOjx3mLSFsHeLGIZxkrCDaWKlw4JYBkp5n3SEjDbwpUmLi+nzGRtVNwpEZAH8+I6cew1sO5cS8m+PLBLwDuNmju024/pyHHwE/AeGUQdkhDoT+ulT+ThHnMW87IAV2+JRvJFFeLc11cp0ALyavDXtpgcCQ6cF2T8gxcT811rEyhkc3n5raAODR0KhNACaO+Eo1RALnq66Wd0vjUaP9DGVyz+c9cu8Q7iJvqqM4bhpVKXpxFC4JtfYQBBbERZA5lxUNBZL8rvMGI0QwN9Zx1PHwhwh/N9axjRv+nz8lJGn+DQCZwIhb5+CnjO07GdOlx7QnxD3h9uMe/Q2n77oDC4hS5nU2XfiK0sx7drDiWUEJBcUXUCa4mRAeHxFCRn79EsUBN68CZy/d4W485/EvhHIXEI58buVrHd7aY3jXY/smIwX9Dafu/Mjo7/7NiHnvpKUNAJJ09594ji88eQ8xO7z29BHK0x5/8//8YfzNs+/H1//EfwMAeJoO+P+mM/zZX/5XEI6EuSfM1wM2j0/Iga9B0/DdXYQbOegq0gibqyx5DNOGWwv5ueB/+dkfxOY5YfNuQXcA5j0wXyUuDOkdTzlRjqcpNmddN73S5rrtdpCVDyUp3OIZHa8ps7peQuU41UPnd+VAMnrDaL1sGM5Bdd/UZlPMKAhVDV7pGQXiJAUJkksBihQB5Mzriogr4cApWhaX5mouEu5jEeSiODR5FrHnNW2p6FHiThYQJ0fneukcyiaADlNdi9XB0rXeBUamVOMrm004i9NYCIUka9I50CjVhx0a99HJ/0ppshWCMFO2oqzUqs2ljZBu+G7ioL+kDO95fmkquXjAH3kvcBPzzShmdBK0FU/wt7HyUOuzzWasNGVLZGQs0JwUm0ZVOyT9cuvr7GtrsdASASpReMjaa1FRL8A4TivEtiJdQG1SbZEueX7VFmbhlnrX5H/089ShVqdeZXMsCqffTaGTFbquPMj12Jh5VPnhBt0tmw7FexZNXxch/B6O37eTlfcDC2ZqOe7gBXVgnZkaBZoN2J1ijRS44TJEY0VQJEDOmbkKg4C0DTg96cTQFvTXUdSbCemMS50pZk4hp4wcHNJ5x2gYAXDAeOXY2XAFlANLKcwsqMm8owhkIJ51kt7SgccCmVKngiTVE24naNpSETDWwiqyqAjxwiMcHKZz5mHFPTfQnS+YEwW2X+LwMS/KzUB/yxPCj7zppMEhnDLi1sFpSXwvcPMNGsemAG///Q7zk4jd1x3CkXWOUIDtO0xcZqFTwH19gy4S/ATM5wXTFeBmaZXSe/iTw9lvM3LlZuDwxOP4ErcQyV2HcAw4+8aJUcGOEUO+ZmHNK29jYHV/1dbBXJAuN8xjcwCInVsaUyV4+5txqeAuRxVPPI5L4dtqYGVRKc9ElNk1PUfRcTPriEr+rRpD6/SEFSjMpsca8fxWB6tWm2rpsF3YlSMi0h05M4p0xvc570NN6RXP881NmYsaFO2aeP3kwQOpYHiLIz9NeWSpbM2BkHqH/vm8kP9gVDeDEpNtt2/P8FcB84Vnnl/H6+74hFGuzbOE8arjAosMHF70yAMwXxbkV44o0aF/bQBlwvS5I+abAdNtAF5OOH0+opw8/M9dYTcCpxcK/FMHfyL018B0AcAD/TNCeDNU7S03M/KaNgAlwvC84HTlqwTEzSuO0dl9Qf71C/zG373E7q2C/bHAveDwsT/1W/jyF/9nfPZ//Ddx9fMBN//IAd2v7Xief/8N6NCDnnX4Y69+DT/9Gz+I/ppw8+mA7bsZadNheCoboidQxz07717ucHpCuH2VexdefM3j6tPv4fnhMfprQkoF8znBHZ0ovgf084S0k8h4E+COs/T89I0rCCzQKORSuyfk3tViG3WO4Aryrpe5VloqSRAN1WRSHTStVKMCaBUft3bioEIbv+dOUH+16VJhyo59hhtjTReqCGvuA6CBpveMNhCxzIRNReXMwYzVqyJGzOL5gPD0yPuANxQMAAgO8XKD8XGP1BO624R5F9A/DwhPD21dynpVdLx0HhTavdFhbONbq/884tVOkOheNP4ytEsCO0/iBBu9xbIRuQfJkFQtMwkE87YTx5i7mdAUQQDyEDCfh8r748IiQc8ImC963n/uZoS7uVaj1w4BOl/UNkkBgKJ0i8MS4cmk+qYZVArmjz9qCJntD1wNa/u9CjOnDKSJOVqKjpbC8guOwOrq8ibLvyJCEXh40QxaARViJ7RMM9x7z4DthmlGpTDapGvDFoA4anqK09xko4BWmCLjQpH9iQVHkWiBcFVNz5QB7YrgVG+wAJSRzjeNa/33cPy+nKx/4h/+jxnlURjOuwW8qjeVle+UMm9IulEpCV6gPY48CnLnOP3n0Hpt5YJ5xxHw8DRyimxOALyBjJkjlIMzKA9h3jnELTsYZQPkjtWoAYCyQLey+Nycq0BhcWQ0oMT4DrIBxgLS9KRytQiYH21EMLT1CZvOPbcT2TkcXyCRQiiIG27DUQDEl2fQrUf51Ah8c4PxEwlnX+3gZr5nPxaEE6cHiyd21Dat5clwXRB3HnHDrweA+XHE9rUO/XNGx9wE1jJ6UkCfuUN8fwN/cMgdMLxHGK8KwoGQh4LhLX7tfM7o1fA8o7/NSB2BMuHsDf7c1AmiRoS8DYwCghdH7j3IU30e/nZk3tyWqwXz2cCvCa6mcKvR0gWpDpaJ9itsrMRgJeYGBzqZiEbz6wOjA1nENwtRE5XV6pcaybWUCz/cwpGYOnGZ0ZZSn704L3WjNJunQs6GBFo1gQT9ZeeahLwuP0fjUDqIc1ZqtwQirfwTlK6XVJasM39iZ6AEatppqdS5nPYe3V3EvGPnpnvOTkLcAloYwWuEnS0i4PTYIff8//nFGY/OjiAqOHxtg9wX+C4hzx5lm9jgRoI7OPiR19ijX+EKVTezM0VZhlKAQX/iORpOfO8uMv8LEJ7TDBxecohbYPs2C5eCGJ2NOw4Ivu9P/zL++8/8DADghZ/1mC6B7f+zQzgB8xlweX7AaZhx981H+Fu//TnQzJ959rpImtzxug9sWzHvxZEX6sLlV7kPo58KNv2M4y2hf144nXkL9M8c4jbDT4S0DZwGkuedhwBHIiVgNXsMIlE2nTgHbKv42bdgr4rZBoei81fTilqUIVIixaMGim5K3D8VghrIRhkf8ebhlBguay8HbqHlY2sQrp/PyNcMN0XEzYbnfff/s/bmQZZl+V3f55xzt7fmVpm1dVV19TqLWhrNaPaWkKx9ZJDAwjIYExAYBzgIB5vtCAySBmMTGINlEbIxRMi2LLPYCOMxJqQBhFg0I81odnVPT3dPdXX1UltWbm+7y1n8x++c+14No9Bo8IuoqO6szJf33eWc3++7/bK1mzg+A2FjM+6fB6B3/0XdZiqsQm5whThw9bITJCnuCVkdJI+s9vHchLU+aSNlvTcHeKHXAaHqNyiyh/RX3vc61pBL8GkCC3pUXWsID9PG6Z7oP086d1GDpNhAJKPcJZ8r2mlGedxF0XuMWCmzuGcpurEE22Zp9JZSkfZy6wYyaZY2i6PNNWezSUz0XlVIwTEo5dnUGtzG9doc47MRM4FSD4276X/HZsPbG4/SHryeifiv/ewmXf6Vr4TuJsq3yGU9X7XCVmBJInVVN4Rh1ZsyxP1rCcMqxjv4HgFTqRBNe0Ja35NDNWnzkg4R1lrhVKg7iRD57vf9ef7xr/zov37sv8nr36jIUhs3lk+0oQ9oFSvd5JLwQs2l4cCyAW5Utv3Dmx52uemFKlTYkWwG2SpQHVvpxq3oGQSpEk1MMGIzxyi6YUY3FmpN0Cd6HYgrxTmnO1lMM2SBBYRu0WsKTjvZhH2+rtZFY0VPdypPfGAMrlQoJ12ZsnFjUxLkaYeymSR6oTkXKJ46o20N56dL7r6xgz8uURkMdlY0exnKa8xKdFDi+ANbCXViB+sYCN1p6fhWMugZYO8TGUEHshrqfUX3zUvcmTz8b79wH39ecWV0zEc/8w2gtWhqtDgTuwk02wE38vjMMLwDyukeyQtazsPyEU0xg9FtevoA4oIcNwc3lKR6nYJZiUVrEnprud7UrKH3zvWapE3xfLLB9+jMQGiKPtF6czGPx+FTUaI1dlzIBjJrHl4sNl8PQd9SLPmBdFaqc/JQh4CLm5HuXH8fJMv8w5qWDS0A9JEb/b2kVdQ7RU1f1P5oF9BLoa70yvYaHvWVsD701LyK93owCoeGGPjZn4tck81lE9MukK08WaVYHSiypTwfdiSawNQcAbgYydCNgFZTtzlV0eHLQDf1XD93wmuH29g2YzxdMT8bgIJ2K5DPBU3O51KU4wWZLU6RZ62QY1RexXtXjtcOwS4EQQ0KTB2Y3KJfC4IBWynmVwPKws8++kv82XvP8Hd/4VnGlSDCQr8K8nXntV1U4VGDgHt9zPgwFspaFlk70OQLH40DMtoqxVhsveIIGspTQbmOPnaB4lTWDdMoyjOHz3NcbOB0p1HOrK9xIborbb1QU0mrlOJKElql5DlSSHCxWXSxs5Yiwiw7oR830K9NvaNoRVnrg2ycxpCMFvm6KMjmHe1WQXC6158l5F8ysrTwAAAgAElEQVR3grLoNo72CvT6yPT8pmcklGbtbk2J+V5QYwnxhDQv0hcZKjYVZtnJMOgQxMSkFXZYkAe5xvhAtnCCzG4ZTBuPr8jWUTlpfYCHKB1B8yLd6IJs/GmgckQzhOq0Ucwf153W0c9r1Ai95kGFCB4kvC8Vh6mw2jAmyZoR14oQRJISpFEm0DeTPeJfO1SxRk9SeHCijEWA/xVhqGmd2lzDevRKr3V+PoAx+KrETUuUFXYoW6YhpNlD2qpE60rhH9b6LKV713YIAZVlEchP92HUqqS12azviTW9uXGO0s9uxk2E0Gtmse7htIKyWMdsaDEK6Vgk9etsCOuiFNafX69pwocdhG4d5bAZpJ7kLypO0kin/TfKAvtNXl+38P173/lj8g+RHpKk3njz+nRjhShcd2yOXnGjsr8YvogFSRtzZCIq5Avp8rupBCPWO5rJa510/J7+5GTztn9gkssKpVheEJi5GyvyRSBbBZb7QpvlS6FqdCcalFQkpQHMCV0wjcDCrpKZfa5UFHMRA7djTTsVysx0cWPTsuhntRxbN4J6V7G62qEqhzoqGFybsZyVcJYThg46Tb5d4zqDeb0iWyrKI2I2FfgiUB0K+pWcWih6t1cwUJytf7+2ghR0IzleH++pdou4ITr+7Hd8BKM8v3z6JO+Y3OLTZ9f4Zy88TWg0qtPo3QbzykB+7nzH6OWC6kEQzU4hnbzuAnYg1yVbBUZ34hiRXPW5SxA7BAXd2FA+WA/gTiNHJEhVQlUT7awb24to+wU1dcrxTy+e36QYYjek6k4eoIe6XEMoC+x2Rci0ZNEk2D8EgdM3f0fqgEIgDErcuIwbje5RqKThSHopgfnXAuJEiQO9oLibFOnB6118PiIXWe3645HpAHLv53MbIxb8egi0FoQiuRXdIOvdgD5TuMFaOK9bT7a0/fVIPx8yGQJuKx0HHEN5KoVXMIrVjmZ1INSdqeV+W17yhEIKfjWwvOXqHW4d7+Ccpj6pmO7Pec/FW9ya7/DKJ69gaoXPApOboJwUawmts0NFN4HySDagYCQqRHn6xmhw30ZDiKIbSwNQ7+j+WZ1fheZSx1PX73Dj164wvSGaLlspluclkqTdgqADbhjwVUCvFNtfkhiVFNhbzALF3GGj+9c0Hjw024aslvdDye/2mRR5w/sSd5HcwNnSk580ck1jZqDLNcVJg52IfEDiO2JeVN1Jlx43ID8s+kLHjXIIUuSktdVVmZgcVl2viVLx51Rt8cPY/fuIlESELFF8fVZgYXqta1p/vZGfc6XuXW/FcRsp//i7NgqpoJCE8vTvG+tvfrSkF6/HHK1+AHo0CelmPex6M88tHbOuhV514xJXGVyhWR4I6rP94kL2gU4MSymYmg3tmR8W/fvLnoSMR4rUk6TpRz1WYimK9X9nszbKQlhrhGNivzgIxdWbCiZUDBgNoiOW5HgBDnwuI9FSDl15HKNUBhl2IGasVOTqGJ6apAU4L1QsPOxWhXVxlGVrNCrL1kX7oOwzvpoL4z6bMWhFcdJgzmrJXUvi+ZiVJRd5jdqloinlbPndiQj+z1ao+VJ0W2Uh5zZRmckZudkMpCLmIYo8rrNK1kK0xk+Hct02Regh9O7v9sKEdktQwfzevD8dqunW5+Qrc7sSha03gq8TIBBpxUS198htDMlNqGxqrn/h0x/mq7y+CjwXL8lv9A+/2csNculqgmyKfQRC58QNE/VVCbZN9J0ktqcOUjYK+dv2nUGqGLuJfFify4KYz7rehZE+kx9kortLwulM0W5ldEOhwYCePjNxYHIKYHSFdI6mCTQTI5oUDfkiiBYqQMigHcn3NTtSZAUtjqegZQNppzp2/4HRG4pmRzbN5lzAjhyqcpi7JW7kab80ZXAmzsHTJxW+8vjXRoxuK/J5oNmRDUZ3UMwk6doOU9EX0UPWBVUaoaKtfLZuKEL3ek86km4qnba7viLPHcorfvrVDzDOWx6fHvI/vfgs89MB+kEOF2uyzJHnjvluAQqGXy4kzqER+sa0UqxWR1KgVEeebqyodw26C/HYlcDgPtCNDPlCbnw3zHoB6Hro9doNqXwQTVuqjWJ3r8KGVkrHiIPNrpHYxWY6Dh6PVajfeKhj8WIWnehetCYMYpdbx4Xhqw2kjscQcoOPjUEqsHSclal8XBCNAi9dVgrFVS70+jKfa7TzkqiuBbUKAUKhcVXK1ZHino37NL1U52PivyAKm/RhyDUu1+IK1JFyjPrFVFQBa4FuAK81rpAQxH7moEdiHQopKrSDdhDQrcIN5L50VQATyCvL9x88xyera3zsxuPoueHMTTjeG/DlO/soDcUx8XmXaAZXiPbLNLKBVQ8Ql3CkFVOEivKCEukujozSQiW6QopB3Ukj0py37BzM+K7zX+T/eOEK5UwiKOpz0ZE4iDR5KSnzqTHphnFdCFDOAu1Ioa3ICvJFPD+l6ou9FLkijuBIZ5ZyT7loZDHxWikreUWuMD2VLohU1G36jTmfGnya75oaCKMFcZx1EaEXSjrFySQhOWxQ65Eu7jf+tLnA2i2XCpENVCtoRUCudZJEiMM00E1yQVPivFTdimY1KFl3g1KENsakBPrmOKFWm9RcKNdBzar1vYRAN9HplpD/VYcbFb0WjSDmh3xpGRwpmi2JTDGLiEptoGSqk6I1IQ/pfOjG9ZEpCamQ82b659mXMcsw15iV7EnB6J61JTVkWoMHP5DIj3UjY6ODXM6D8qFHQXRtMUbRTXKypevBBNV5Mmw0QPRb2sPFTfr/JG1ArYutzUIoy3qKT4xFqs9zVFqLQWajwV0bGcK6iIqa4IeKuR6Nd4L2GCPTAVaCLqHUw7MudbUW6yslAdNpVmWaPZuMRUqtc9gipReMRs9W+Mmgj2zaRAlDbjAry3DerYtkzRrZ3Hz/VJilpjl9fuvWGt5NStP5PkA23VOhzOXaxybBfx0C+K+fLoydjG5d7DSlA4K8F55r61HduvJW1uNL3T/8JiERSadidHRkCK0RjKIbCCIzOPJ9gRWMLH7NdiYxBkP5eVeqiCApZteEDhzcExRLBeH2V3uabBlotg3FaSBfepqpptmOjicNza5icgvRowShTkwbxFVVKagUq31FMYvXsxFEzD7SYI+q3hafzQWlKF6uhGrpNLoVWkYo0QCFZ/J81mOF9b4490a3JdF9cA/m11JBGtOtI/SsbUwMLlRfZLlYkLZbEtOQzzRuEDi/e8asLvFeM8w7Xn2ww53ZhOWigqAors15/yM3eX2xzYs3L5Dv1HSzkvJYCrh6R8VwSNU7soBeJGyrgNuS+YjFzBOMUK7tSOFyQ9YELDrmM2nyZYj0iyxortLki/hwGhUdiqGn+YRSziLHHqmVYo3K+IRsFRl6GcXwEX5OC0aIdF/KPJMF2K43Kbcu8GWIdNS6mDXqKu8Dxm0kBnd27UjScaNbtGvLd+yI5f4XdMo0vkdjUyGvqxAdfaaPS/BWgmeN87hR3sebrItL3S+m2oouz7QeO9Sx4F3PmlM+SKGmFb4UqtNnQte5gQwIF6pYNlpXwvKCoFZ2FJGoiUMvDKPHTnli95Bnqtd4aXVAuCe0bXZi+PXbF+F2KTqrkdzr2VIurbb0KDKJsViGPng0xUokrYwvdI8UuVLutWwl39eNFNXtnOOwxf9w7zu4uJLiyFaKwd0glGdOT0m2u47pixIgWp7GNSiOmNKWmGoPDEU2YGIAcCo4XSlxDVkdqHe0REk0qtdFuoHG2oL8TNB1s1xT5sp5AmLf75HXWMCLuSG6CZUU3cqGteYK1Uct6Ca61tBQ6P6+1OlZzBSqjOHASn7O1LY3GREzB9O9nHR63ThDu/V94nNJa3e5hrgW52dSMEj4ruopf+V8/749gp3FebPRbSuifKHSRYul+mxDFYIUtKsNbZCW9HSj1tM5ChcoTgSBTWJzKZTj4plFitCs3Xa6cT0KqFpZU1LW1ebzLGPM9FqDu5Gb6DMt9W9AZn5q1jl3sbiVGCJpXFQpzWCKBkKDWUnB3E2Lfk1IeWAqzhhVdUSsO7cunjU98qLSDD6z3kP7Vywq+ukZZbFG270nP17JvTKMWrG0rhopwNP/q41iRE56LqYKGxEvYx6aH+m3R8AAfbqUNbftUNGIpDaS9x96pWIwrWM+EHIFJhY+VvLVQkojiFE4oisrZB23Tgoi7R522Wq91vEmKj25MDeb5/j1HsUKa1YiRBTRpyZpQ3v99by+Lrrwu579Cw99RR4Sg8tlYfeZ3GSmcaIliZ1+n4cVu4Q0eiaNGnHDTGiSSpMtXT9+hgD5TNyE3ThjdjVndNvRTsUtKEFugng1U6EIm71AdS8KbUv5BHYo3W+35VGdojyRhWN0L2YMaRW1KCpSdUKThNTRT0MU6crNb2rZPOpzQeIQRg6z1ORzOa5uFDCNFEfaSir17/3+f8HV4gH/1Sc+hM49+tUBWy9Kl2xa4ow7oTTbse5RM+Wki/clfZaWaeRzu1xoj2ZPkZ+FviOqz0mytht4JlfOmJ0OyEqLvTegODbkc9lImz3Po8+8SaY8Nz55BXuu411P3+TW2Q7tL+zjSskAUleWOKsZfWZAtoxar11xJeo24CrF1isWO9BRgC+W/3wedWNRz1XvyjkxTaA8k2Iyqz35mY2bU0dQCrtVyniY2saB17G4AtykXIvPc6GP8sNlfz/28LdzhGFJHzgbNV962cp7GbVOqf4KF0r62+6NpHjfyjG179E32VQkQd0Ns0iLh35jA9b3enw7X5jeAZiKIlspTBdEaxfvtWzp4/eLsyqJUb2Rrh4nG6UrdXSXSnGhLYLSlori1PbHkTr1lG7uC003kTBSW0XkZyH3HgHaHXBFLHRyuP7O17l1uEN7XFHtrdifzhnmLa8db7NalIynK7ouYzKseXA0xi9yVKMpjzT1BUt1O8M0CDrWyX1HkNyrbCXPZXkmRWG+EF2aG+geqQ06mj0GiqNv8oTKU76Zs/VlSaG3lTwD2kUNWhBErj6nqHcFXc2Wcm5tlQo5+QPy+/OF3MM+h+JE3td04HJpKhaXVH8+8gUsHvEUx5rpTTGyrM7JptbsKAb3A9ObrTigtRKKD9bJ57GLTpte0udk8xZXZbTbBdW9VV/EqBg3I47gQEqnB0CDTXRxvE82UVAZwSWUoE5OXpcoLtO/Z5JoiNNU7p9NCYWOtJvQzFLIpVBk5QNuIJ8hP1qRTBl9SGekKt246MdJ9VlULsjYqY1InX6IcmyAEtXuC01xVGMWQqH1xUiIcTHZOraknxoSZSx9Q+UC9YWhHHscjt5v9hGNSkBBernKRGp4HRxqK5E6pNiehGz5TMl1V6K/2nQj+lLMQT3FCev5lilbLxVAm0hLkYukIeWhJVkDPCwmV2qd5xcbMEHrm7WmKN5/7eUdlPVkh7Ne69p/z6ZpYTOPMBUpkToMVUF3YYv83mwdlxCNDSl8+l8Ty28GVSe2oCx6F2UoM5F8AH5USdMM2L0R8ysiYxnc7zArS3ayfJixSDKRrzADPKTF+srzB2vaPspP+vFleq1jTDEPKgT+6T/7M3zF6/9fujBVfq4ymNqBE+2BiXSGdgFs5PmNBh3WnDdrykJ1UaxeqJ5KQoe+UPN5unGko2UprsJmS6FbEzUcgW6oxflWyGYhg2xhccWjrWL4huikVgfSqfsioIMMqlVWir5msnbl+QxWlx3lPYOy4EbQVTISZPWIxdWa4RvSyYpIVJFbMI2h2/LoIwn5lIdM3rMbB+y248P7z/Gf330H5k5JyEJPXwQbV7K0GUfXmh2IYDgoKE89zZbCRpdlCgTtJnHhi7b34iTmu3iwU4dZaOY3tijPNPWlDtOK7ktGPMj1uPVrl3FjT7lS/N53f5znzi4yW1bokWQi6WsLhlXL6a0tugm4SuFiqreygXpPQiRttS50sxWSywUoC8oruqE4vXwRKI8V+VJQQuXkM+jG9127ikJGX0gGlG66tRsppjf7TK+zZqKGK9iYVZXJQpMQJTesMMu2Fw6nSIl+UQt2/fAp1XdNKFl8TB2DAzfobhlcrvuh3Sk4dNM9mJLEVSwyJdRWHFNJ47ZZhGYrv97YWtFuZZ3Ha4WJSEFKYU8vO9DRFCEoWT5zvTlE3JP0ZoS0mRLARpdtdRhH3FSCWPk80G07BrczmoHn0fERNz53WcxhnaF1hnkzpusMk+mK91y8xZdODigzy9almjeOt6gXBeGkkoIgC3gnRaAr1s9FvpBzkdWy0ecLKSh9nOWW4ix8JkjB2eNgFprq1WgmGUg0S9BQHkM283TDmPUVr0NxJqN7tIPyOJDn9E7loGV96SZEzUo8nyOFdrCail7LVdDuCDpczIRuLI51X5SeXRd5glkJsnX6BOTLnOHdeB0b1dO9CmKXHId151oMNwp0Y/oIAV+YiJSKMHxtvvG9/CJl7gUja5ugKrI2gCAs2VLezxUa04pjOmSS+aXbeJ6i2YIAzVSTNfL9CTnVnaznGGKAZnT6pWJPBczK0o3zXgeEZ73ZxWdZN64vqFS9Fsinl3IeVwhiGzrfB3oGI2YEFFJsxuIqoUX9DmednN9YvKpO/l8FejMAZUTDnMIrTbaQgki+UfWaufR7VcyIc5XpkcXUaEF8rlJhZxK6pXrUWEEfU5HGLQW/plJ7HemmszkVAmn25IYLThFRq6RV2pykkQTvQD+WKKHzqYhKAa0x89GPB+iZNKj9IPSk1YL1mpi0TJ2Vok+p2BS3uK0B5nhB7x6NtJwU/aw/V0Likus6rbWR5lUgFGABqu02zENOXJoLT8gks6446h4eDJ4KKkBtnNueIk5ifMs6ry66CNEIbR4pzd5klQs9nMKhVQCbxvx9ja+vq8hKs/98GYWBQR7wFPqYNpK+i46ixvRzpnaoIBuGL00P0erW9661ZlsSpm2lqY5tL+51pca0sLikGBwKupMv10nUdhAIObHjAlXTB8qJrV2O1w8CaiaLeDuWYqXZEbrAVYCTQmCxG8AEzFz3NB9Ry5F0IUoySNGdIC3dJGD3W6pXSrqtQPlAfk9x3/CHbj3LL372bZgs4MsQO8UYRpoJopG0VkAfMZHoQFMnd2REHRDxvR3QOxirB4AVF6O5kdGNxfIeNIy+nIuz6yz0GrTMKFSnsFuB+lpLrhw+KIrcMrvgCaVnlDtOT4eyCO968kiFZiuhUdqtQHGm8KuoVzPAEvKZbKAgCBzIJq47+czdWKFmUBzVsqlohVo6QmkkQb+zEguROPew7ibbaU5+2sV7Z2P0DusONyWt93EgaTxNCuf7Smtv6rCQOA6AbJYCEKWzVyF2tnE6gM9075BUAZQOBC+bihtIx6+jzsGV4urrG4j4EhNGXDzjMySGAIkV6MaSo2VidlYoVXScRSqrEM1htnIPUTYpxVy3QkVJoSe5WO1YCwXWBbwR5NZHyaSy8oPtlsdcXPJPnn8LTOVGHw9aDkZzXr5/jrK0jKuGP37+n/CnFj/M7bMpZ/fG6KWRzT1AcWhwlegDq3uabCEIli+EZkvFpWkC9U5GvvA9lRmMotmKFHUO3ZYlmxuqI5EBJBF8cRb6TDl5LkXkO7gX+ky3fCaIc6//CnJPmjZIt6SkAUDLgPR2oqj3paGwFQTtsUPIZ4JUyazQpM+EdttjKmnq8rl071LYiGCXGI8Aci+200LoPS+/M1s6GeczzOT4XMCODMpLblUqvInX1Q7kayE2AWKkkO8x0R2Y4jiS3kpbad5cpIuVB2eEsnYxLNNnCrWMm6ONSIMOvUxDnK+eZpKjczFmECMPspXrG59Qmp4SVnGTDLnBDXJpmkJA1WFDSL4eoh5yEcgLrSfnLKsFMdOdoIN2lJG7ONw8N4RR1csBHkZhpLBwg4I03kyKd3qKVCjFtHlmmGUrUT5FFOmnZ0mp+PzHkNfgCUguXVbLGqWtNH+m9euiJqF2yVUcXcqJiiIz0Pr1OpTmr8ZjSwWE5PRBP1MwM5AKrLSOedYFXKRTH5JBxPfNT2pUa+n2RxLF1IkAXrmwLj4SNZcKDx/6AishWvp0idsdE0aV/K6UV5U+1wZi1LsZexTOC82bYp3SuhxiVlZCzRCqurq3otsuhZJvujVqpjfOY9Aixo+IWUj6xELhtUQGqU6vdYqbRWBYU/w+03ij8ZWcB59L8ZykMl/r6+sqsuxQSk5bKWzcNASiN2uReeN7iiVZU03tcINYaVuBl4OWDkPZQLbseuolaSXKEytCy0xhB1J4jd90zK5IJxu0LHS2koKnOFO94H30piKfBXwmC/rgnqKbgt3ymEmHeTCgm8hJdRUQRNSrri55y4X7PDG5z1E74u5qwqrLuXs05YOP3uQTr17Dno3optLZdhMZkKvPNbjGQKvJSkez5xlemYlp440x5ZFhZkv2rxzz4HhMmOdU9w1ByTE0u6K5Mo24rMxK6IvlecXoTaHWUJKyrgLMHxFatDySDrw8Cb0zSzK4YHXe44ee7MyQLRTdIJDfjuiRF+QvGFhdb3nvW2/w2899jl+dPcYL986zOh6Qn1+yO11y73BKVljsNlTDFq0Dj+4e8cVPX0N5+Mb3fJnPvHyNwY0C5WTDT11+s616NC5kIvoH0dSYRnLP0JJ8DqDi5AATR8KE0kj3GyMMQrQ7Z0tZ/HSyXadJKhr8MEe3jm53IGJ3o8niyBvR2oV+Aeq7XhdEQ2FUHyabqCo/yKJ+RJoMn2vsXk55Ynv6xg5kYbWVwe3kvdsvWzhs1Be4SpNISck6U5guapGcPFP5IvSNA0HTjUSwnftAN8miFo8oEJfjGxy6qCNIUxTWVJhuJf09DQ6XwdAwfySisZlidT6QzyRywRcBP/D84Ls/zVa24ue+/A5sk4EJnN8/5e7L5/jC7TGYwLXr93l6+y7/7Z3v4Us3LqKygF4YuQcaRbPnqO4azApA7tOQQb2n4vesETk7EEpwdiWTuIcy0v2FHFe767ny+H1Of/4ixVzGSgnNqnooX0T0nm5ksAPZFMqj2EzUAecFZS3O1khXvaNYXbZQeNTSEEaOZpbxzDe/wuduPELtY9M4tARgFQZMXxEtmSvluS0fQLbQDO9LIewKWYztSMwI7VYhlH8suoGHLOFSZBtBiKPBxO+VmFYQozSSK1/EhrPQ2IEWSYERlNu08n6ukAK63VJ9AQrSnKkgRWmibpXzfRSMrQSNa7ck5b881TGiQpyXqfgBohA/Imqe9QYcgoyaimO2wlDoOr2hm/G5RieUOs5mtGOZ21rdb/vzYoeZaHiDyEWA+AwJ65EtrGyEkzJqg4MEhm4InSXvCty4iDM66WN9fBH/LgVR7CYmvq/D1DJarWis6Lmc6Hi1kz1J1gFNWEmBqjt51n0hulNTx/R2qzFKidxBC+KXHHMqhAiMScPURxlsDCLv6eVYjAQVk/njpBSRrbRr2i1RyBtzFWEj7yoz0r+nc9R25G+e9uNq7PaANFs1SR/0su3pu1CY/nepuu1DQ82sxu4M8aUhV0pCYGGNJMVh3KTfvXmcIQhy5vQa5TKaUBWY00VPVQbAdDLhZXNsWa+lgnWRmmYPqrg2ZJpuuyLNQTZnjTQ9qdjToBofcz/jMWdi5NCdp9k2soas1jOCv9bXb7nIeu+//1fwQy0PrBfY3Gc6bgw+Ii5RtLuVy99GAixRcVNQEGJVKAJb6bSaHbHo2mqd/ySBoEFuaCW/K6s95bHc1HYUIWtBx3mIGfXrGYDdWDG/Ht0tpUe9PsCOAm7bwp2cbuoJI4fKPNujmme23+R3bn2Kn7z9XXzXwQt85I1nePe1V6ldRlFa6lEg5IIGdTtORKnGQRWYnlsxLlvGF+/xRx75Jf7ccz9Ifn5FPS64s5gCkBeW1klB4jNFeSJFaT4XnZPPYXkR7NiSnxryRaDe0n0RqxzYkVA6upUCyu8qqvsJApP09pAHyGXzdVYKHzuAoDXFacCVsHq65vL5E377uc/x2cVVDpsxSgXU0tD5krsnFcP9Bd5rtnbnfPDiDcam4dnxi/yF+gcAuHmyy/75U44Pz8mitmXJH2TkMxELrw4U1YMgm2dE4crjEENWY9J/FBuaxolGb2DWOolY4CgXsAPT02VBK0wrnbOp7RrxinRLv6FFR48b5HRbBdXteRTQr+MfAhFGj7k58vAKCiEZaEItKBdQRqIO0iIOCRGh75aVF22VWLcVSq3zzdLImpTjpKwgJ6lp6MZBitEqfs5YxBVn0Y3b+T5OQigbCEqo915nRETdtBEbfBXRrxhmq62gO66S53B50cv9OPDsXj7BB8W5bM64aijzjm+/9DK/9OYTsuntNGxNVlwYnfHc0UUOz0ao3BO8IpSe4tjgyoBZ6UgFyuf0mRTg6ZilSJSvrfY0XTR2gBRFs2vQ7Vt+4B2f56Nffpp7p2O2HsSOMyLmMucwkJ9ZfCmOyaCiqF0BBZg0TUSDG4BrwVuJZ1EB8jOJCShONNmVGfNmzOdeuEpxP+Pt3/Yys67i6ek9vnh6nldvX6IbaZotJXNAzxRuICizN4pQrlHpNBTeF7IO6nj/Js2dXD/5LGst4/p+Ulb++BhCnD4zEGk+WS+01WjnaKIju5tIk5WKVNPERnUYi+/YwdcpXy2XYxOaUQphQUcFvSLSYCrmuSWkMLkSJYIAofA28hBTY+WD6TfEbClNj+ivACcorouZiLrzMaMsPt9xskcqvoQ2VA/py8SEhQjOa9sL4+VEivM2OXa7kaY8dXGPEao/hVPL3iMShT5oOyIbxczHEWhG3qvSSA6hj+YdKeyTaSVkCu9ixl3a7GM2YMphekivlMKLfRR7Z+VaU8U63kXoRIVSHrpkwIlFS0StQmZ4KBB2ExmLMys3s8aSGcMsWkmuj45vlEIlAXrUs/bC/BS4GgsVO8xYns+Zth4DMWIj0oLO9/SmMN6+pzxVCudNWi0QylmzpgHTzMuNWB4i8pWoVLk/QnQC6jH3m2QAACAASURBVH5Yd5KeuMrEfD3JdpNCMVLDpZGvaQ0bBqVUr5gmML9kqPBkdeB9v+ev8Ct/+0/xtbx+y8L3Z/7Efxc3j4AbKMrj9bDgYGTBSzPHumHMasrFzVMep2HQ9GGf7UTTDSX2wDQwuuPFmr2lMY109PlCxNHzizI/L2sC3WC9IZk2iEuqlNyd5i0rwnFBKD1mZjC1bFrf/f7P8dFPPYNeafJHFnzDxdt86qVHwSoee+wuV8fH/PLN63SLAjrNY0/c4er4mIUtOGsrvmX3Fj/30jtobg958u1vcOPuOexJQTaXhy6YwPs+8AK/7+DjfN+w6U/e9Y/8R5iFxg081f6K+sGAfLtGvziCoHp9kqlhdFtu/HaiefDbGsIqozg0jF+j36DlykU9yq7Hb1uhqBrN8GYS7MHqaoceWtTdEjf2mIUsNLoVWkG30Bw4smnLeFQze3GH6oHCvWtGs8opb1S4MtDt2ljABv7Auz/Gbrbge8fP81Q+4r8+fJomZPxv/+pZ8mNNt+3JzjT+0RW/7bGX+cTf/0ZcIfTL6E5MjA9hIz1eRO/J4NCNNNWREwFyJhuTK1SvndE29J1+1oQo/g+0Y8PoTtMLc1WiNaK7SASNcUNpfT80HCVdtug84gOuo05vO6M4jdMFQgAXaM4VUjil90yuouhCM53EgXQjEa2P7njyucPFANnVnsbU9ChKTzVNZFyNO2hRxzlmpTCNPBP5mVzyyZtW3II2psNHNMuV8rmkoUE0ijFc1+USULvck67X5YrTtzmKgyXmMxPRGp1zXHvqDv/nW/4WyxB4qdvCBc1Hjt/JzcUuZ03Fj1z5Nf7Gi89ydjwkH3RUVUduHNuDmlfeOMel8ye889xr/OKtp1gtCsJJAQGGb4iLV3mwQzm/Ylahb45SXl2zF+geqym/NKA8llXnj/6xf8Bf+vnfgR+KHX5wK8eOAtlMrTVWC7knpq+2NDuZIGBWCtxuLOe9G4iWsRtDdRR6TWM7BTeQQm96Q8wii8ty7kZXz8i058fe9g/5odGc3//qt/Hs9sv86ulj/K5zv8Z/+tkfZjxomH1iv0fstBN9G0q0lD6Te9XG9Sqr5Vi1FZF+N5RCZHjoomEiFShEB59cz6yOMQeOKFJXNFPprm1Fb/xZnQ+0e/Ie5V3RreZzedatxA+JASBKC1CCdK0OZI10I082l/FH+UyKs8GhZ3in7Z8NFdYIL6TGOSXLS1PhBmvHtC+EsnNVRG9ijEs70uRL3xeWEqYcWB5oypNI/UbpRFanOA+FieG0aEGJAdptyU1KaLM5jaj1IOtNH/VeznJf007lnAQNw3ue5YF+yCCVrQKT1y3Z0vWSgDTH0kXDiGkCzVT3cpXEvLQTMT2VZxKimi88xZHoJfrRLJp10RIF8f0Q7hBigKtaD+tOBVGSP2wiXEr1+VHAepCy9xLsGdPQAUIZZT5VLshijJkhhD6PMI29wzrczrAv7HRt1wVL+pnIOJDYp0Un2WulQdcSm6FiNJNqbbxv5feouhFn37Ba67SgLypDbiR7cNWsP2dC6zYyrx5yWm6aBJDnx4+LvuGeX63kepzanjI1S9s3bKL1VXSjrJcCZAuHdiF+LZAyNOeXDJ/5639ys0b6DTnE3zKSldVBdEEVURAYdUkB8pnvq3hXihPINEIL2RLyXPKATC2QfhJ3F9F95gsZ/Opz1RdxWR3oRkJrpMJCW8hXcpJaFTUWTsSr3TRgMoeddpj7BWalcI/VhGXG5x9cwkw7vC/wXnHjeA9ajR51NDbjY69e5/LeKSeDAUoFOmf45196kqxwZLnj+84/h/eKkAX2B3PmuwXtNOPw3hR9muEHnk+/+QjPTK7yfcOXAPhU00LucQOYXJoBUJtAtyiorCAIwQhdlHdBqBwln2fwpYp8Rm8EcCXUB/K5vZG5b5NXNLPrGebSEpcZbNS9hccXVCZQH1fkrUQB4BUhD3TbHaoxEiqpA641nJxOya0I9N2tEWTQXK8JjaHYarC3h3zb+57jx/af5w/depbfM30egFfrXT555yqhcnTbELTQTaNhwy+9/CQjh3wGF/UhGRTzQDM1gvwoWO5H/V2ki5KjKaEt3giFIVSXbDz5QpCxoKIdPEA7yftwSN0InWTjA5OCFrOF7UNxtYqDwWPB5DPTC9jdIA4ktlHgGjVXcvKFavKZ5FqlANBupPFtEH1dDP5Lv9ebhCTI/U8QFDjdz74APJw/f0K9k3Nyf4w7y6ju66hDgWZqKE+d5GDFuXIh6l9cFXVkQxl/06ooxK7l53wen58RZHu13MejQLvnuPLYfT78+P9NrjR3bMZ3DiTX5nuGv9o/93/j9BJaSTbW3taCadHw5tmU1w63Ca3hrTt3eXJwjyefvsdPv/x+ThY5+XGk9CMVni3Xnzdbyf2g25httw3FN57g65xmz6Ospj7w/KuTJwhFYOfiGcdvbkm46HagOSeOQWVlrVEW6r1II63CQwW5z6TAcwMoYsEqX5P3Mg2iMcylWdOtwm1ZBkXH9z/yPD80ksDDk3bIx08fZ5LV/M03fhvq01NmGYRMjiXJB+xwfQzFXJpGghRZNq6L2QrqsXxfvgjoVsJZheJcU4muEK1pKrpMG2m2DJqttXjflZF6VZD46G4SojZM1hjTSnGlW3Ey+1KhG+J6LQVW0IHyUArYfB5oJ9HVOZJGUtuAbiTaIRjR1XbjDFNL9x9ilI/c94JK26EWI0YsDhO7Uc5cP2fVx/FctkxFlHpIP5dmKQpFGyNsat+L9XUrUQvZqu2djIK+adppJmG3ek2vp+HkwqKAzWXvUFaJGaNLG6pe/4yKqGSm6AbyfLkS8pU8W8nNaSvVNz7B0I+PS5t470JObjW7MaDYs46qSbECnh6V6pGkTZQqCdJBYj02abSwjnWQ45FoGpQiVEbiClKwK4I+CeKW0U0LKRBj0fOQZgtQTjK+gqbPLdOto90pyBLaamU2ptJKCket4pjafI1K6ega32Q4NRJAnQJEE73YC9mjJk2lGBG31qKloizT6FrmbvrCUO9GhLuW9IIUVeJL0df6OBQ8sQy6CyJj6RsLeiduefa1U4b6N/+W9esd//Ff7WeMSQeaNsLQRyDIiYgLqJW/xVotlF/aQF0RR5I46VzaLaEufL5GxbyRTbWZyoPeTlPYmySwt6P1LLSkw8pniu6s5PFH7hMuNLgKXG1klpoKuJVBdYpuUXD8+hbknr3dObO6RGs5cQfjOaenQ1579RzmTol9UHEwnXOzPsfVc8dML8046yrOD2c01qCMZ3T9FD3quLp7jAuaW1YW5o8tn0RlHj3peGrvPnWdy7GcZvhCtFymicLchYjwXQWza2KpN43k/dihDJP2V1fYicdXESINUN3X2HsDfKdRT85RT865vn/EB668Qj5psWOP2m6ZPHWMn1qm5xbo7RYz6tCzDH2/ID81FE+fYceB4Rua4lRRDDq+/5u/wHuv3sSPHM89uMDvu/ntzGzJTzx4Hz+/LPng9CWGRcdwexWPR+GrwAcvv8LezhzdCoqprKCPrpIHIasFofRRn7M8L0GQ9YHcD82WbEbNluqRiW4sTkc3EJq22VLYSjO/ZKi3U2SEjqnVcmvbkcGOonDcyninTZtyKHQfgivZbHJ/EmL2Ual7hMvnmuJEusIUQAlEN54gEgl5S/cjQTbKNJ+sOBV9IAqyGAGiWxjeCVQPFHde2eP01ha0muraDBVitEF0sqYFIEVSdCPd60AS4ifzOuX81bvR0TmV/LjFVUe3yulOKuwoQOH5vovPU+DY0gN8+OpLwmfnV7FeMxmv+IOPfpwfvf4RfvixzzIatFx45Ig/f/EX+CPbN5i5isWyhNJJ8+XB1KHPyUobvWmENiYiWXYYeGTrVL6nVjR7Hj/wjLOWb/mml5lWggzPn5BRPubCCn+p7o0sxVxcxun6JRpS+UAT6ffFFcfyUmBxSTG7Ds1u6PvPNK2h3Qr4/RYU3L+9xSePrvXn4KypGJiO15fbvHa2JYaSBpRTmFpx+Ztvs3rE0k7lM6Y4lkT/pedV+SDuRRuifjFgR5pmqmknup9CUe+YeK3p19fVOaEUXS5aIDuU9zStNL6mVRTHBmUjJZ0H7Cih3oF2EtHPIiGKsWnLpUEqHpiIAgaRQFhYXFTU24Z6x9BODc12jo9MhIiK6We9ulLTjSTJPGiFrcShbYeiCbSVID350kuzgdzP7ViKKhWkochXXmZOjiKaN1ojodqGOM0iJcQnWtFKREquxVkcNUX5zEU9jSdfyLPmc7k28yuqN0RVh+umLn2W5MZNhaNppHBvp6KnlOc/rPVLThD2oCAFqfpexxbF1InKjGYcvO+R8l4In6hEHYNWN0w7IU4TCEUmuqxNx/WGm5OvHAAdCw8fU/9DpvFVjhvm+CLDl3ks8gxhkEOMXpIkAEeKYOrdj524Q1Xj+vdLLEA/dilSrt12SbNbrhvV5CjcZNJ8RPi0iNxREmYqzkPduwEpcpnzmVymmv5cJaF9Mlik4tUXOk5GUSwPcjl/MV4naIUdZthBdPsauR98rmi2DHaopXmNEzKI6/C3/MG/+lXXyq98/ZaQrHZb0JRsFR0aWhaJFNTXjRXKil6rmygWVxyjW4bBfekKUoBmimfQVhwxuhPYPznp0sBYkPfP4lSB8kggdrlIgJbf02yJYH14V/6puJ/xsjmPLh0hD4xeLHAl3KkPGDwQVMwfFvgioFzG8YNzQvW9/wUO6xFfeukS5AEzsgy+lOMKw6vZAQ8WQxaziry0fOPWG3zk5jdQ5Zb/4F3/nI8fPYbf0Xzb3kv8nunnecmO+ZOvfhdvmdzl4vkTOmf4zM0rXD44YTZoOZsNaGc52Zmh3fY0TzUs36jIz6A4lU63OIuC/cPAybfXTMYrfvYbf4a/+PqH+NRzjyEp9DHPaGqZbC+pVwV723P+6NVf4r+/+Z08dv6Qu8MJT5+7B8DN3PLO/ddpXMa7p6/wwuoi/8/zz2DPCrqTAWx1NLtxoLI1/PzH3kEoxYp1/9YOhy/v8Q3vuMndZspPHH0XL3/qKm6n4w+/51/y6YMrLG3BF29c4uNvPsrJ0YhqB4luGAtq4AaB8KLQH+3YsLioaPbFERN2O8pRy9neANUqqnuG1XXZ8KjlYTIL3dO/tlJRxxZYXlS4MpdNqwsMfQAyirN1UZQ6NuUCblhErUCg3c4lJHXL9E1BMRd6Iph1JpDPdV/cuEFMRQ8QBrC8IItHvRtwQ091X8T5q72U5ZacowqsbB7laejFytqKcWF419BOldCHZ1PYCj3FlKgj5QPtViaLfAA7WC/8PjpPk+MUoD4H7eUWXTievHif43rAg5f2MBdW/Mx7/2c+WGlAuuH3VRtd8eZCoRxfeO/f4h8sxnz/8JhS5byn/ALHdsiPHfwL/vLhB2h8xk6+xHYGrCZbyvEtLiuqQ/qNrRsJQuEGUhS0U/C5p/OGH3zqC/x8+Va+9ZEbXCpPeH52kU/dvIpS8NSTb/JfXP+HfPjG7+DVu3v4RYar5H3dQNYmvKI4k3MpAcIpQwzMXkN5pWF2d0w+benOCqbn56xe2KY4he/4/Z/gsBnz4vE+Z4uKrs147WQbgD/82gd5sBjy0cO3cGX/mJOTEcWTcxaHA5552y32yznfvfMc/2jyDP9q+ASDe6WEBEczg89i49kFihg9YYeywXdjI27LWJhLwWzoR3UNVT/A2+eCxgltGNdGJcVWN46p+kOh/HweCEGRnUnGn8+hO/CsrsjznJ1kYpqxUmD4k4x8Ieu7KxUacWPWB2J/dFXA1JrhPfn3fC5mHN2GXoAvOhahzbJI5esuEIhN0FBQOG0V5YmNVKp03sWZIGfKw+mjUkgUJ5I7ls+lOG6nhupQNrryTFEcN7JRKmQOY3R/FVHAHIxicSFHOyhmjmLmWe3qiOgJFa88lPcC9Y7cOynHjpRQDr17MxiZU1nvZfgCqvtw+pihOgxRGxjRvt7cELcrK5MYXCVFoBuXkvWVkvGtgzJbh6U61hNQIk0nuWZZDPmW6JlQxdDlSNsl/ZXaLK4y3ccUuNKIMSET41D/Ckiif4qiUJICYMdFby4igDJeXKHWS5p7RMt0s56t2E50lGvkFMcNuu44uzrGDhTj25rxopPPlqjDOKpIeU9QWkTtscDq5x/GlPZUYPbU6QZKmIxLSW8F0BwMMK0nm3fsPKjppoW4tYcSvlvvZn2unsiehMFIzuNupIWB9VHaNJKJG/VBID/9DRnCh16/JSSr3Zb8pWZHrM3N7tr6awdEp41ieUlmnF166r64yjQPddntWHRYthRxZr4I5IuYqRSrRFfJQix0g3zoYhGLNCOLVXXso81bKs92KhB5dV+R38sJxwXlAy0LcREwK9XrQbrJ+iGYvvUB6mLN7eWUL928iB5a8kHH7vYcO4wp7EPL4nRAaAzjYc1RN8JaQ2cNT5Z3eWR4wocOvsDMVbxkx+zrJdeGR9xa7aCA+3e3GE9qLo1P6Zxhf3eG6hRu7HETx+7OAjsRe247lc/U7CrOHof5Fbiwd0qeOW525zio5lR7K1aPWFZXO7orLdcuHzIqW8qqY6cSVOmHL3+acd5wfiI05XfvPs97Dl7lg9OX+NbtF/nW4cvkyvEX3/v3CSaACujMR8cl6BsDQulRVqEXBrPQhMIzzFqO2wHTokY7UI3h106uMskb3rt7k2xgGZUt+aBDOaj34r1jIOSBdltclN1YXF1BB8JuBzowHjSUuyvy8yvabc/2uTlPXLvLpccOGZxboi7W+OsrdCshqDIPjX6m4/xqDG2NDruUfJ3otN5togSZCnnUWYx0vziKxk/1dGHfnWWif0pu16BhdU7TThTzK552C7Kl0E5BicbDR8TBRIGqz+Szu0KmGSRkKij5XlsJBZEtwZWi1UvPTkJGkqDYNBHR29Y0O6JpanYD3TSwOh+i1RzaR1qUDrz7+qtcHR/TWcPw2hlvu3SH+27ao65f7dUFx6lf8Z8d/DNet3Pu2SlfbD1/9t4zLEPL1fIIgO/b+jw/svurbJkVRdWBVXQTz+ydNc2Bk+T3VDSM1mJ7HYvMbKH4ycf/Ln/5wmd45uA2R+2QoW75iav/kMcuHuJmOf/upV/jzW6H0liGo5pr1+/TPFZj3nnCd/7IJ3BFkFmibSBfSV5WuyXnrpiBe1BSrwpUq9meLil3auomx15oad4z5w/v/UsO6xEAF3fOuLx/wnJR8teOrzGzJdd2jinLjhAUvs5wTqJPABau4MOf/7f5l88/RVhFk4GRSQl2IGumHcSg5B3dmxC6iZxnO6Cnw3sNYoDVvqYbS+Dx6oLHVXJt630pgNopLC8E6r0Qu+9ANpMCS5rIyCashBrUHZB7VOV6naPP1pIPO6BHYm00BYxe07Tbsvl3W5KJJ5EzQu+5iOiIpEH16/XiQLPcM9K8pDX71NONYpaiUpJx52Le4UhhR1JQNntCC9qRHMvZ44hLPFJ0QUG9Hal0K7M5TeMpzrp+moIro36qS7o/QQGLRZAw5Cjc94WYTlwl92N5IgL3pAt1lRK36lBHQ0CULMySGYc+JggiChavYTJvJcTE1OuIFTsp+1l5IRdUSooI3euwVCBqjxKKtx6zFBLKZb1kCNaWNIvRDySvLKRssBRpE9I6EvfalOlXaNy4kK9rof3MosMsJJvQjnOZRBAz91LWpS/EzakaJ+5BK9ez3TJRhyeFUXUs7leXqz6QGY0UiVF0H4pM0KeIyCX0LiglejITA12LLK7JcdpHIUhXyLQI2DcGd9uhCNghMQFrd6AdionOFYp6W5iUbqTohjpOgVmP5ku67/nVQLMXMEvVo/O/2cv8+I//+NfyfT9+7X/5S6hG9B7FmWJ5xYnGJ4sZLEYoLeVg+aglFIHlaxOGd+IHjPShHWjpsJV0aCbOS0vz+hIqlgbFtluSDi5Dl+Xfsyh+d6XiTAAd8rlQDPlM8qzkho6CxkKGw+pOxMTNbsCNJTeou9rw7ddf5tRXvH7zHKo1UHhcZ+i8xi1zyd0aOMIqIz/KmFyaczCY88T2Ay6Oz7hnt/j88WWem13iwuCM//3N9/Ja2OXXTy5x63QHrQOLVcnlc6fk2vGfPPaLvNyc5979bVQr3dJyXmGWmuJEtGl2FGh3Am9596uMHpkzLRumRcPv2v0Mbx+8wc5WzefOLvHeJ17hnZdvMclbdqslv+Py53n/1g3eXtzhheYi3zx5lX/v3Cd5obnEn9t/ge+fvMnPnT3G757+On/n9F28Z3SDHxyd8VO3v4ksdwSvUPMMX8VA061OQtqcIBNuFPhjb/+n/INb38SD5YjmrIQty735hJkveWm2z6Dq+PBTH+Eon/Dq7f1I8YLdclB5shODLyUBPxRQnF/ig6KsLLvjJX/wiY/z3Pwiw/0V50YLzlULxkXLH3/8n3L93AOOGXF0OKW+4MhPdY+U+RyaSxZbaMa318Lcei+nG2q0T5CyppvKw2xHRgStPU0d5wfGXLLkaHTR0SiFmSy+3Vg2hXZHyfDhImAnAbXX4m0mmVNWYceKgDQgYo+OmgEFKCkEfBaPf0dRHgfcUJGtRHeWEIs+6FBH/UqkX9stBUY2XLtrJWy30yinaC53jPeWvOvqa3xg+wbXq/ssdEUbMjyKu3ab379z56s+9LfsnJE2WDwHZsQb1vLlbp/Hi0Oeqd5gquFqfodDb/jZB++nUTl/YOtFbhVDTvOCZWa4euGIbNJR3x/SbgWyVQw89VJk2aEsts0Fx/PleX5k9wZ/++gJfFBsFyt+YHzKRxeXOKZkMLB88uxRPrj3Zd5odiiN49zWnJ/7hp/hd28d8lOfeg/FHOlKY8OXBqhnq3jtZjkExbnLJ7xt/w53FxM+9PRzfNO5N7jttvnc8SPcPdxCZYFJ1TBrSo7ViONmiAKMCQyyjmevv8ypH9AWitN6wGsPdunuDcCAKj3eGtxQcqncQGFH9Hl13US0lcrH45tFjVQeKYwCQWQK1SN13TQQJjY6SxW6Vawe7cBr9BNzOCyksJpGbjGCk/lMcgXzBWgXjydXDPeX8IYYW1RQ2GmIM1JBdyqyBFKA+DjtRJyCstk0u4JqaQvax+KfGJQcRIOpvCB5zbYcg3YpJFVRLCQDTiJJ5OtShMq6X1/weANlXA8lkV8xekOaNRNlIoPDKBLPDNmijZpMHQOAVT9BIF84cZ6WckyLi3J+6/1AN5Jzk9WiFSyjbCVpxURsLZrLbihZeHYkjnltIxU/lU1XhbVb3ucqTvLwD0VF6TjlBJBIhORiKwzkQnPKyBi1ptNckFgDIzpSmRcpmiHdun4yQMhMj0YRw0fX4c2xmKqEU9eJ5szEPZ3kCCBaNIxCRSotGS50LOoEwY8xNTGHSllHKCJC5YWe9YUUd6ajzzsrllHXFcX9vsp7vVbItOSpVcnApeWcZLF4SrRkHHemoD93PhdK0Y4lzNaOM6GxszizNBcUUXcxviVLmYWCUIUsPn8xPxJYzws2QhWGQklckwOF4r957V/wJ97xLMCHf6Pi6Wt2F17/yb9CeV8O1pfQ7Dv0SjG4o6PORha3FNCprVAW+XwNndo4ssIX8jDlc1kA06BWO6DPdlmdj4ng80jfnAXpPJDvXZw3NDtQX3CYvQZ/pyKUgfxorcvwRWBwR9PsBLodR3Fo+m7vW97/Is/du8BiVhFsEjTD/sVTDm/usvXIKW/fv8P91ZjWG96+fYcvnR1wWlfcvzdlOK3xXmOMJzeOzHj2R3MOlyM+cOEV/vnrT5BnjgvjGTce7LGclzxy/pint+/x9vEb/MrJY9w42cM6zfGDMWqRiRDdBHb2Z9RtTgiKYdVgneGnv+l/5Rdmz/Bnzn2pvyhN6PiJo7fxdHWbHxrN6YIjV2u655drH6kgQSQ+stjh3xmL8vfH7r+dD+8/B8BHlzl/+td/mNnhCJUFWEj3UzzQdNdrLh+cMC4aDpcjTmYDfvjpz/KWwZv8tZf/LY6OR1TDlp98x9/hkplxwcAieH7m5F28sDjPc4cXuL59xHt3XuELs8u8eHxAaw2rpuAvvuP/4p6dsmfm3LcTXmn2+Y7JFwH4x6dv53u3vsD3DDu+2C55azHk1K/Y0sKBPdeu+JFP/4e4z22JJkfkPLRbcg9mcRzS8K50zqaVQl7mKipxCCoR/7Yxh6o8cyISj46woKWYB3onrMulOFodrNEGOwzYsWjrunMdunT4RY5ZaPJTQRW0U33shs8D+UzTTTxu6Cn3VrhXxhQnCjuM32vpCyzTrrt3X6gYOBsT2ksprnwZ8FdXfOgpuaa/9PoTzF+bsnX1tHfHvdLN6VA8lY/4VNPyrrLgU03LHTflB4Z1f9/85aPHeXFxgR/a+xQ3231+ZPICd51mVztmQfGmnfD+quGua3i+3eNn7n6A3WLJN45fY6pX/IXnPsT56Yxb93YZj2rOzgYEp0EH9nbnPDicwCwjm2vsRUE8f/Qd/y//5ec+hO0yfudbP8sbq23+x2v/iI/X2+yaOVdMw18/fi8fO3yM8wPRRBba8vce/ycAPPv538XpqmJ5c0rYawmLDHJP9XqBbuS8FyeK5pygjPnjgu7ujpd88PwNfmz/E/y9+SVerC/yC6+/ldYaZidDnn36Jf70xY9ywTgOzKh/lnJl+FTT8ouLt/I3f/2DdCcVyirMbkNeWA6mc269uUcxbLG3RmQLud6CdMoinqg60Vt63NRhzgxuxzJ+vsAluvd8zIvTIswOI4cuHOG0gGnHcNxweeuUVx/scGXvhC+/doDKPL4xlK8XTF+RKRndWJyU3USKXR/Vyb4MvO+dL/Ke7Vf4qc99O/5eRX6qyWexyCrAxNFH9YEn5J7BwZLVaUVxJ///2HvzKLnO8l732fPeNQ89z63WaMm2Bo/IIwYDJrYJEIccDGHIQEIAh5PhJiEnyU0uueeS5CQni3OA3EAGLhL8CQAAIABJREFUQgghQJgH4wnZlo1HWbJkTS11t3qs7pqr9rzPH9+ukmV5EOCVsBK9a3lpubuquvau2vt7v/f9vc+vqxmTQgm9KqY3O1KQyiaxKdcrcdXHFwu5tRYg+xHtgirajHE1zUtL3TUksMTjO9WE1KxoT0aK0OPqzag7/du5RkEs5p0JRsUJIYwHrTQZL6PgWTKNURknJzbekSIGBNIzQiKg2hHNPjEsIhbZuPuRjKt1MVbFKQrQtNoSCWl6RlRPQ11CaQttluzFbcqKKzZH8eKutD06nqteSnjwdkIr2wI5kNRjayFEwtSxHXoWYV52/NP0f1UWE3kdwGrHASOupHX8hp2CRiSJJEhtBbhZcb+X3UjQ/O1AVMPiIYZIArXpiyqaLKG0vC61v2Of1JmYjGQZP2fgpVSMNcHvkr0QL613bbK8lGAV6o0QreE/C00BSsuLSevK6WGA+B+naIikuRZPusZJp+wKRqCf1lFaPm5e77Z8/bga2Wldd2DSUiC4cHojoF1UxRBSPLDS2QhLMfIoMGJQclHIMexRF0kLkdbEBPX0B/7rs97l2XHOmqyo4BJVTDwzwu93IZAI0yGuY4h2UvyG8MFPix2b4tIdXxaQzag7cShYLXQ9zDrGtIEpFi0pjBckVXgMdsvYuhDbu/n4cZ6EYXo0s6oACWrgp0MIBBzQzUVCS9CSkT0JNxUSJgKOlXtEgtVWkKyAyFawCm1KKxkiNaSymObhlkFfvs6ei76AE3nM9zm885nbMZIuihJit3QULcBIevQmGwxaNW7pf5Jjdh/XjhzFDVXSqk3dNWjoHindYdIq0QhM3jd4J/+1ehvXDB/j682tSAmPVMKmVk+gyBHZZJvVSgo/UEgYLnc2tnJr5glA3Hln/AZjaoprk4e6OppnJ1heFLD7WfoaTVJ4oL6eeW+V9+VPdhMsgBCZKJJIFtrYtkYQAaFYkEb7KnihzKBVY2NmmbHxNbJKi7dnSuztn2GPP8kvb7yPnXqdlTCiEkZ4SFQDi8PlPl45fIRBvcoHC8d5Z2OI9bkSvzP0dVbCBNeYAKJVddBdZM1P8WqrTTls89rBx7rvb4suZs87CRbAR1euZ3PvEge2yYSHU/FEKiSWophAD8m5CCcndyusRqWjdxGCPsUJBYBRjflF5umWoZORxW7lWeV134h3+CkJsxThpcUNyO6Luu08QOALjJDQiMRmxJEIfbEr9zIBGCFSoBHkfNZPLDFTyuP3uUihuGhDOUIOxc4+sRTi5ITOMYhH9d1MrJmJga9+MhQLd1tlnbWCE2pcOXSCB5nA0HyW/QzQYFJLEUQhB9w2uwxxLncZOk5U5zTJFZxQo+4bfKtyIa9IH6VHSdKjiO/cRi3JSuBjSBqzvsIxt49Bs8qal0SXfNJKG00RSYFhegSRRFjXwAwhlChXk9BUiRIBXjJA1QPesHEfb02vcs/4cR5ZHGVfeZiTq3nu7SuyQSvFn7/Gt+c3059o8HSpn95kk/+x/vNACify8EOZxkoSOYJ8voHV56PKIfOlQUCKdaKgl+N7jC8z2lPhyp5perQ6n28MoUsBihQymVvl6FoPmuXx2MIoF42bZ9wLO9fZU84I31vdwEC+zmIkkcu0WJ8rsS5Z4lC9n4ENNS7LnuCjzrUESgSLJu6Qh9RWkBwx7Rg5Em4uFO16OSLqc+gtNCg1C0LQrYgFU8l4IEUETQ3V8vFbKmpTRh902Na/QEFvsVhPsy5dYlovij1vS0Gxxf3SS0N7nbhv40sEoYzUb2OaHobmsS5ZYtnNEHjie6+2Y1F9KNrWnURHr8g4fSGuqyJpIb4VEZohakNBq8fSDUkgeFoDz55ulHAydNuTvqViVIWRvJs+PU0exOBZtSW+34El/n5nwfMSwoReijjd9rGUmI4v4KxGLRRWObJEq1ewF42yaL11tIuyC2pbwimIxDeSRBFAjYR+zymI74lZirBWI9yU1LVxUltiM6fVOrIDcZ46k5KKLdrhyCDpoDpCS6W0/S5IOYxZfB0CvJtV46qbwOWEmhBiy7qwIvITgm2lNn0xqRe30kLrWUt4EAmvRime9osrWB0zb6CL3+ggHzoU/06iHMZWSt2KeRh1K++dzoCf0kUVqcNEk4RoX/ICohgeK3tRrI8Tbg8d+LMUisEmtRnF7T4VOf48hWZRtHql2BrttBXf6Y5YYAkKfwe8jARKzFP0snpsMfasqdUw9jZ16To8SPGxtQuqqMzmRSXTyYkp4cS8JKx9QvH52j0SzrALvkhWR/rLeL0yS8tZXirOOcmSpAg3G5v5Luv4fS4j/WUWTw0Q6RFuPkSriUQm1CIkD4jE+HGkEPsJxgmWL3ZSXhKQpJhxJS5ANxPFNxyxMwoSEXZcxgs77LPYWy0YcLhiappLsif5xxOXUJrL4VsRSt4RCAbNADMAV6yAQrsVYeRtyrUEshoSIEaTJT3EmUuBJiauJC0kCGQWVsRJvLedoB4W+eWJu1nxM/zl/uswLI++jEgSCkaLC9NztEKDV2f2c099C1ekjvF4a5xr+o4y0y5wfe4gx5x+dicPUwkTeIHMoWo/431rtDyNUjWFlXCotwzy6RbjfWs4vviIHlxbx28WBRbimNfAjl5cqPzshKsTbys8yGqYOOvnM16RjGVTbiTQdR8/7pPlBtr83Pj3ONAe4Y7iHr5nDzOgVuPkCCatFRiGn0g9w0NOkRNuD2t+ihF9lX6txrWDR9mdOswrrTVKQcCEtYoXKWzREwyFbToJI8D32utZZyzjRD49ccXgxeLx0jCj6QrXjB/l22vbiBQVaUVCqYoboFEWGj5BYybWRwhRppOVSC6FSEFHOC7o5FIQtzRi6rVejwj90yX0ToIlALyiouRbEcZoA0mKaK0lkNoK6dEatZWU+K7mXNTjltCAtEHyZOS2TNDnkss3MRQfSYro6a1j51TaxzOiEqyDFEjUJkSrxc0JLaLfLy50T46QqwLYFyYDJCPASrhsMBZ5vDVBTmtz+eAMBb2JLp2mbSuSzIgK5aDFSV9hu2FgSGIFfdRxWaf6JGSXE9UCm4aXGFCr3eeOqeKY1qktIMWd9W28M/8wifQh/nj5ai405thl6Px300GWIjb3LjFkVflq7UIkOaKYb1AqpVHrMn7SRzU9LhubIa3YNEKbVUd8N/1IRtd9VvwMw2ql+/d39JxizU1gaD6v6X+aKS3Fd9sK365tJ204LCkRYSJEVwNuH3uIry5fhD/oEK7oaHWZSIlij0IIHJWi2cSMya1XWyf4fP1i3lt4mE/J25muFIlCiSuHT5zxvetUAAGO2v2cLOeZKpTIDNqsS5VYdtKseUl+dfjb7DZlvtRMcem6kxxe7cXYUhc35WRE5GsxRiIU3LpIIsj4SDJEkYSUc7n5gqcYNsp8/MlryGaalMspJD0gl2nR0AzsQCJvuhxc6cf1VBQl5N4T65E7pQ05/t5ogsUnNRXIeuT6m5RXU4z3VNhenGPKXOEby1u7iA511YRIdCvUhozX74Ejo1YVIj0iPVgnbTooUsRsu0d8zwPokOSdgkhqQw3kmkiOXMFgximEcZtcQEBT8wGRJAZhQh3sAnhZ4eyg1SRCRVQftIYEUhQPcwgto5eQCHQ19rOTumzGUJGRY5FyaygieQrsnEZmJjYwDog9V8EYbeBOp5HjtaWjtdSrES1LwslJXQNzKRAdmsAU65TAhAg9YaSIpFRovURy7JsxCDshx1Bi0QqUJAjNGJSsSoSGqLgEGRmt4XcTpUiRCOKKlZtV0Rpiiq9j1N2RMXQjbkEqseej+FxCwoRKxys4MESl3snIWKvCExNi9UKsYwsMsQENjA4+JsbftIMuAFkKIxQgUMVjJC8glGM/Q19wRUJFJFyRDIGmdH1X7QKYUTzJGQ/AeaY4R6EmI3nSaS/ITsszhpITiaEftdUh6wsMiJ834oqZIpxo4unqwACzdBoALWQDUnfgqNUv2oRuLkIqn/Zu9VLiswWBvYnUiHxfHVUJWaukmF/N8oGL76Y1ogO/9Twr1Ok453bhZd/8LVYO9SB7EkEiZHLLAiuNJM26SdjQxPRUQyYasQlqgpGj1SVaEx56SUV2YqGYJKaf/LRIxMRkkFjUI71zc4jLv2aANmuIlklbwstGyI6E2xMwNLUCwGcu+DvG1BSfqA5R9pP0a1W+uboNgILeIqe2WHHT7F8bYHG2gJm38VyVD2y/i1aoc//aFAv1DNWGSTZl03I0JAk+vv3v+UbtYg43+vjA0HcwJZ9D7iC3Jk/xhcYIuhRQCy0agclPpvdRUBSmPZnPVS7lodUJ+q06Ob3NsVoPU5kSluzyruL9bNVFYnHQbfGug2/jmoFjNH2DW/KPMesV2VubwpB9bis+xFqQYkJd5R/KV/CRgcfP5XOiFbooksRa4DAYL4ovFZ2q2AG3zeeruzjRLjKVWCGrtHlf/uQLPu+w12SjJhKizgIdEL1gkjTnNxg5x/d0rvHumat4utzPylqGcFXcKSMzJHVUE62JgK4tC5HQdYC4iQqNoGjN+Slx04VYE9IrBiU6N1XZjTVkSoRek/GSovLQs6XElsISM408lbZJrZ5g09ASfigzW85haD7NtoHb0sTmpOiJ3RDQM1Lh8v6T3Ds3RRhKTPWscvDUAH5DQ11Tu4lfaER4mRC1t83uiWl+pf+77DJ07li4hEdWBFohqbsMJmr82uC3sCOVL1Z38Z7CHia1H+58P+x4XGZoL/qYLzcT3JJs8YTjsN0wuj+/3w5phgY3Jjx273sjYSRRtFpcUZjmu0ubWKqmySbbXFSc557pDZiGx4V9Cxwu95I322zJLaJJAe8q3M8D7XW8O/v8mjEQbeNeJeT3F2/ACxUyapvpZpEN6RWeqgxx8Ogwcl1Ba0i4hRClJePnfSYmlrmkOMM98xv49Y3f4iOHX8NNowfoURs8UR8lROI1+f3IUsian+I9uVM4kddNSP+hXiQtt9nXHmNH4kS33XpPW+a/Hb2V3576+hlAYhDt/U9U1mPIHn9+4JV4rkoEBI6CuqQTaaIy7xd9xsdXKDWS2LYmDI9DiSiU2Dk5w8bUMnuWp1htJAgCGc9VCRsaid4mX77k47z94NtZXMmiTZuC+RXDViVfDEGk8y3q5QQTIyVWmwm29S7S8nXsQGV9usS379wJiApppEUYKwruhEOx0GCtkmSwp8o1/UdxQpXH1kZZaybwHskTxvfvQCeuHolBjk7LzUvGC1ha6Bf1wSbS/nRsGSaqRU5eQr12lfA7RQJDaL8SizGs1DjdAdFrEWY1oNUbk8ptKG8FrSrRGvexTqn4iQi1ITQ2UgD2lMPvX/GvAPzxZ27DmbL5yW1P8OjqGNuLc3x7ejPXjR/lG49eROqoKtwwRjp2PhJSIJE+HstREJw7JNHO73AazRKoTdGJ6VTcVDukw/Lq4Ca0ho9vCW5WuxgzyIIIcy0QdmFyPHgTC9MbQ3o3MTBXvdMSHEsI8jvTcH7M99PrIXrMJlObXhfIKpwrJNy03J0E7UgiQAxqyHEHqsNg09qC4xYpMVIoq3QribIfxcML0WmbL0ngL9ysOC417hh0PEkrUwIT0kG7dBiJiiPOlbnq03HNCDW5y/XyknHipYjCjGoLTZlgyclYqwFuWqbdI+MlBXFAr0p03CWMcjxk0yb+rglgd2Goyu9t/ip3PPgWiCHmekncM5pTHpum5hlPrfGThccYUGrIUsQ7n3o7lWoSSY44/pbfgRdpF56z8P3/feQh8kM1WpqMXNF4x849PNPsx/ZU1IRPpAphZifhCnWhUxF1awk/F6JXRdvDzYekNlVomUJIP75+mToaUlVD8iXUqkJoikVMqSkxSC+uROkQJAM2jyyiKSFXZ5/haddgX3uUEX2NnNJiX2OEXqNJ3Tf4meJeqlGS/eVBZDOkXUog6SHZrI0EHCgPcFHPAq8f3Y8ra/zi5H2kkh63ZU7y5epGbi4+ybTbiyl7TLt9+FKLJT/HdnOWddoquuxxf3uKvy3tpC6ZHG31oSsBw1YFWYrYnp3lttwjLIcZTNllvSZaKb2KxicWtpE329xaeJwxtcJamGDVT5FUXHxJ4dbkKcY0kxtTL7zIPDc0SUGVFNKdrdlzohHa6NKZBcxs/NhvNgf5QOEkFyae5g3pGlP6PKXQ5RlPYlg9uzJWVE7/jSFVwZI1Ei/wdwEyL/K7HyaOeQ3+fvEyVhtJsqk2TU9HyznkCk1aNUvsBC2we0RbIjQQN1xP3DDdrERzIkBryN1JvI6+UG1JaK24VSiDWxCTn2HOx08LqnKYDFHMgDcMPUE5SJE1bcbzZYpGk3cO3M+24gL7G8P0Z+oEioRjgW55hEjgy+hJl3ak03J18sk2QSRTaSRAFuP1oR6/p2TI1AXzDGbrfHT8K6zXRKL+2vQ8icQiTdmi6lnsyM0xqq/y6dXdvDLzNFeY5zZi/HzxfJ/3c2OTLqpAA+qZ36cxVWJKE7vWv1rYyquGDjORWGWjucCDa1PkEm22FRaZtFY53u7hnVN7eU/P/TxsTzCZWuX1uSfZnTzGNt1ip/nCk4/loMWYliAp67w2PUNZcnl3/kkGE8sM62Uerk7SCDUCVSLIBmxcP08pMNm9+RgpzWXVTVJ1LK7vOczjjTF+qu/7qFLIFeljtDFYDVKU/RS7k4cZVsV1VQ3bmJLGRUabTbrHNYkSQ0qje00Nqi6aVUECfKosBT79ividKimo8grN0ECxJAJNpuXp+A0diq5oyeU9krk2bU+j3TQwTB+3qaNoIdlMC2SJjO5gqD6nqjk8RyVsahiFNv3ZBpfkj/Ovp7ajGz6tuFWjjjXxfJXQiJASgcApyNDydBKGx/HlXsp2AlP3mW9lqakqgSSE3ZIkoTZkpAGbnnQTy3JZWs1SxeLRU6O0XINmzRRyjlxAkA5R6wI/4eaEbEQOhFl9B4gamKCPN1GUkLamEMpKl6kYJCQYcYhOWUSqqOZ2uUW6GADQmnHrRxXXsW/FzLBYwC47YjDAXBPV6ECX8NMRFFwOtIdYDdPMaUlCX+a/bf4KCdPnHfmH+NDEIb5WH2G6mUeqaUSqkJxEAw5axkVa0cVQli0qW2Y5QrXFMbUGBd8t0uiCs6XOAEIkRNIo4GQV5DD+nSKGMVqDou3lJyXMVTEMAOI1Om09OdYShZpEkBCi4zBm+LV7FOyi4E56qY4/aKcaFGMjVDF9J6qaourX7hP3PSLxPIgxTBFdwHPHRFwCOibJolASY5iC0zZHUZy0Ec/0CIZfjFBJiMf4loyXFrpE2RXnQFgRxX9DFucz1OWYcSij+JGo9lnieAWEN2bFKYJWoMQerAJWHcsD8mKjrLhCG94eEPDiUJVwimIQJSp4/P72r/DGVIOvOiP09lexFYWwZCAFEvJYm3evf4APFB/lg8dv5bNzl3Ay6sXQfN6z4V76cw1eNfDT8HII32+4+4McPdGPOasjeUKMGekRmYE6W3sXuSR7kn+e3cEr+qZxQo0nVodpuRqG5tNydGrlBFJNAyUiN1ZBVwNKT/cQFHzkqpheCJKhqIjlHZixhJA4KyjEkS6SLqmtEJkBStpjoFBjd/9xdiWneYV5ihE1xT1tmUU/y5tSJd558gY+PXFP9yCufPJN3WqW66hEoYSshly77iiTiRJ9Wo1fyM7z0cooG/RF7qlv4YbMgZiAfWb8ZXkcO1Kp+glG9DUeqE6xMbnMNalDzHpF7ipv4RXZo/zV9FX0JJo0PZ2J9Bp/NvwtKmGIHcl8o7GNJS/Df+9/AoDP1vNcaMwzokI1DLrtmX/reLbAHKAUNM+phffvGY3Q5hlPZiVI06vU+cAzb2G5nMYwPWQp4v2b7uaLSzuoOSZT2RJPLg8hSRG9ySZH9o0SaRGRGYjvYiQqp4Eh2ofFi5fR5JDlaoqE6VJezLBu3RJFs8m7BvZwX30TV6SOckvy9EyvFwUc9RyqocEVpsIxr8G/1i9ixilwolHEDUUSM10q0ptpcE3/UWq+yf8c+j6/ubSdu+c3kDfbKHLI9twcu9OHzxCnPzc+UR3iusQRRpQXT3TPJV7OiuPvrWxlylji7ZkS5aDFp2tbuDxxFJ0QF5nLDI0nHIeH7Ul0yeem5DSLgcJWTeefG0Xeki6/5N/oVGKfGw87Hie8Hv7kyI0A6ErQbb9vyK/wht7HuC1V5aDb4k8Wb+Svx/Z0n1sKmnxw7nXcVHiKWmjxhtSRrvD9ufHDnK/PNbJs1Jb5fPUS/nX6QqJIYvfIcY7Xe7BUj9sHH+Se6hYs2aWoNXmkMkbL15GliK3ZBfYsraPl6LRaBulUm75Ug2t6jnJr5gm+b49jSh6vSZwiryT4yNoU/zKzg6TuMreaYzBf6+rmBhNVZht5So0krqty4dA8C80Ml/bO4IcKDy6OU6kmCVsqhcEqW4rL3Nb7MHdWt/K1Q9vYMLSMLEUs1tPs6p/Dj2TuO7qeZMpGkSKq5SSRL2HMi/ZoZzJ9bMMSA8kajzywSaBY1jfxPYVoTUfKu8gLpsBRtCQCM0J2RcVZCPEjjDVhT9UcCUkfl4WdWiHEWJXRWqJq5qWjroE165poT4rPqDXq8+6r7iOrtGmFOpckjnODFVAOWuSVBJ+t5/mzo6+i7Wq0Ggbrh1aouQZLSzkSGZvWfApzSUBWIxXCC+u4ywmsU7E2NsaIdHiPAopL7MsbD4W1ToNoW30yzSEJaxnMtVBUliJhit0R8attMZFYnTCwixKJJaGT05qiCmTUQtpFmeagSLL0qsBiSCGYFVHhkX1o9ssElqgImqXTfrBOTuhR3bRInLykkFxojRiuGieLdl5Gr4ucwUsSDxGJgQShR4sREzKUN6hiAEkWlmpOVupy6wJdJOFaTSStILoF1qqwWZJ9UdnsJHRyEFfqkuJcqi26r6NXI7yMQJQ4RWiPeqxbt8RCJUO0P4PaErw1Nydgw14mRMq7SIsG8kiLN296gg/37+PbLY0/nr4JL1Boeypri1nwJNS6gt/jkTqoi0TehXBnnbFCGTdUuPeGP4GXo5L1+1/Zj7GsEmpiigpFonfjKjnLZlNmGZB4be8Bfq14nCHjOA8015PUXV47cJAZu0CjbaCkfLS0S4REb7JJXVfQjAC/paHYMmE2wMiLqT0aWgy/k2DIZnJ0BSvtUG9YqDWVQIf1/csockRBayFJHnmlxYjqs9P0ecL1mfZ62Wod6VZQarrD49VhgkCoM2UZgppOptCiYLR4qjFMS2mwyzzJSpimFenoss9W/XTZf8ZvcHe7wO3pJVo0mfMKpBWbemjhRwoJRYh9M5rNnvIG3EilalusNZK0Qp1HvEFMzcGSXdbpK9Qjk8tMMfG3zbDpUzRMSetWl/49wpTObBP9qIv2v0XoksqQqrBeC9Alm79b3Mm2/gV+e+rr/OrIA1yTcBlPHmZ9pkRBb4IqsyG3wvuH7uRosoeGpqAaAdmBBm1NJj9RJUgFrN+4wAW5JSzNpR6Y9CSbZHMt/nbjZ7gp+wwn/Szvzc8iSZUzKnvlsM2IajEWax4Kis6oNstt2RKPehnWJVexVI/NhSV25Oa4JfMEu1PHedRJcld5CxfkF9mVneHNPY+wwVzk1Zb/QocOwC6zTlHRn1eL94NGM3RZDlwKyo/+uV9qzXKp6VIKmhSVJJdbVYZVhQFV7VbLBlSVB9oFfjE3jympJGSfxcBlXKud03XwQo8ZVhW26g5XFR9hUc5xc9+TJEyfemDyJxNf4GpLLBa9isZlyafPqP4akkpFctltneDVCYfki7yPWuj+wFXarbrDgKqywzzBPfYEO3rnyKltXlfcz/89sI9IquHLMtusOfa3R7g8O02f2aAWWFR9i9f2P01PsgUG3Dq8j18buIsrEotMagkmtRKXmD6WLK7jddosc1KG9ekVkgkXL1J469BDfGBgD71mmeUwh6JGfHzbP5A1WoSKShjJ3FZ8CNmUacgGjiyTtRzmGxl+b/RB7m2O0ZttsCWzxMfG7uPO9jAfGv46s0GBlqIjyXBJ/yySGWGkXKrNRCxml/BHHexAjO1XqkkUWyIzVhem62kPWYlwZQkl7wp3C1m06yJVIuh1Uaqile70hmTWVaiHBn4uRLFlpEi0nUIdvEII/Q5qn00+3aa1mkC1xRDV317yJf6pvI39tSEeb4zzjcYwaaPMRs1nQF3lH5cvxtI9BvM1/nL951ifWUbJwM+OPcBJPc9qKYNbDPH6xXRnOGchxTojxYlZWurp/4TrgIQaW8A5+ViHFlvQOQWBewG6AzZSJLwsI1Xu2geFpoxdiO3qUnHCYtEVpYcdtwmZLusLBDfQzco0R+M1VRbvQ2/Gmr3Ydkt1RFs5MAUAltixQBiYx3DdxGkWWmBJNIeFZk6zhe9MB3vh5GScomgfduzjvLRo9XlZ0X50i6Gw+mqJZE21xet3nA78pEi0vBQ0pny8Hh+1JszAA7Ojl+pgj+gOelRcE6+toa8oSAG0+4TGO1QhSIegRkSuQmSELAdpfm7gaaa0kL8vbcLxVUrLWeSaGC5BArkt5E/WSmwD5uvUj+ZozGZ437VXwotUss45yfroXXuR3dOlWy8Voedsqm2LUJGxVI/fKB4DICOHfGrxYtbaFh8cuZO7qpsZyVdIJlyuGDzBgbkh2qFKb6bJ1t4F5r0Uvqci+TK+oxJFgstE0SVMhfzupV9DVmChnaW+lCa0QoycjWn4DFg1NlqLIMGFuoQuqVTDNpOayWvSC3y2PsEuU4xrX2mVmTFkHEVDUiNaTQN8mb7eGhnNZs1NMmGtcpm5yk4DdltlxtXqGe21/a5KRrbJKi6a1CaltLnAWOD++gZOtbNsSi7y9kyJWtTk4fokWd0mREZSIizNp+wkqGOxxVpgb2s9g1rljCTufPzokZB1fn7waS5N72eHoXUXzzFVYlRdJalUeU/xFFclj/OkW6TfrHPzwD4US+I89V7kAAAgAElEQVSK4jRj+QqSAtcPHqHPbLAjdZK06vLavv28Kv8091c38Cv9JwgJWK+10SX1jASr8x5k6czNTWchNtVFBrUKea3FkpflD/oOMKCK1zjgmqR0l7pv8qs9j7LXHuLWZPPf5sTFkZb1lyXBArrXzksl6pdbQmA/H4hjXQtVNmpnD2n8MNGraLwuPU9RWebNmTVu7zly1vGVApf8s34mSxJbjTK9ivXclzsrfpQ2uCVrrCkOt+e+zzpjiVZksEGzGVJ1TvgSGaXNiF7m6sQMP5Gqc3l6P6uSyc3p/Rxx+/nIyF1s0BcZ11LdRPC5m6RG6PKm7CprkYOqRPzqwF28MuGTlXUqYZvdqWM82Jiiz6xxgb7ILZljOHJAQnbxUXh14Wl8Q8eNVAaSdZ72Cqy5Sf5o+BtcYJ6iHnr8Uu8cvYrG1+sjZHSHV/cexENlc3qJSpBgNTLxfA23EDA+XmJLzyJepFCJdDxJoVU3GRta5ZVDh1l0M2SzbW6aOEBT1WkEOoGritZjS+iBvHRE1OuSTbe5cet+Cr0NTlYKQjsVxaggBQrDNW6e3M98O0dZ0XHTET93zb3ckKxyU+YUd7X6aXgmxyo9XNfzDKZUYVBNcY/dx2WFk/z+8LeZ1FJcoDsktXnsSGcsucYxK0cy3yaZdHDv7RH8sUSEHk8cEgvhWwMxhywhECIdppiA5MYuDapEaAKyEMF7KZGo6I2YJaXGjLcYRUAkkopIk2LkkeBQuRkJuycSlSpXSCUCM7amK8TMwP6AMB6q8TLCuk2KRMIWJEQVLLCEfjowY1F+DPVFEkMAguEnnufkJOyBAGNNWCaJQbY4ccxLMWxXiuU+In9oD4akN1ZoazJK0md03QorQRKtFrsGGLHDQUo83ymGou3dZxNJEl5CVNz8pPAKjRTBahNUghj+3FAIkyHmotLpdSKHcSIbSbzlqr00Uiq+JLN7cJrXpecBGEweZ9rvY/For+jWunG71gOrJJI+1TnNUQvMiPdf9eJJ1rlzsv7iTzHWZAJdWKMEeR8t6eJVTFAipl//V2c84T6b7hRaJ254+hZsX2UwWePYWg+bepY5sDxAYy2BZCuoBVuUjG2Ft162F00K+Ob8FpZXM2TSbWQ5pFZPELgKl22YBuDj4187o7XlRB7/2uzhTckyiiSz1w7OmsA77DX58+UbaAcaTy4PMRAT0V/f/xStUOfN6SfPSTDcOcZnC2KfHXN+g682NmHKHjmlxSkvz3WJwxTk4JxF6efj3z6eLeg/H+fjP0N8t61wpdH+garWz3ff+0R1iF/IigXrz9bWUfJSHG708ea+R1kNUvz/R3aztXeRjGajyz5rboKbCk+x05zjXQffRl+izscmv9RtzR7zGnyqfCVfPHYRihLSm2oSRhINxyAIJWoNi9HeMl6gsFpPYpdNJDNg5+QMc/UcqhzyvzZ/Bi+S+evSNfxu/53Pe+897DU54eV4pLWOm9L7zhjkeL7oSCjeOXM199+9revTSQSRFsGgjWF4GJpPeT6LNauitkWrUAqgOSL8OqUAQkvwEY1FFa0hppbdTEj+4GlyvLUqNI6yF1Fdp+AnwOn3xcSnLJIALx/QP77G0lIWqXWauyi1FKJ4mAxVSG6SYzUcR4XjScxVkZx5BR+1oooJ/FJsgB1DqaVQSCjMUtyyixU0bgb8lGjTSkGMt8iJqWvZBzcXQs5DPWUIFEgyYNcF00wmV3lweZKk5vI7k1/lGhO2PvhWWitJoWFL+hQLDRxfoZhs8UdTX+wyHwH+ptbHnx58FcGjue5QRLS5ge8qhK4Q3OtLQuMdKWJyNRyyMQ5auPmQqR1z3Db0CF9Zvpj3DN9DQWmwS1fY+f230mwZBC0VK2cTHEqj2BJ2f4BWkYk0gRQhgjARYiwrHP7QB+Hl4GSFGR/f1uIvkoRsBGwbWuDx8iRDo6vdfnYnnptgASzXU6hyyDGnB1P3OF4pimpSKCFlXIaKVfxQJmPYXJY8xsPNKTQ55MLReUrtJJoS0J9qMFvJMWqV2Z6cYdqT2f6s68GQNF5hnkKRxIV0hanw4dImfiLzJBfp4k1t1JKUnCQDZo13Tu3loeokw1aFYa3MG5IN4NwSoM4xqpzdovlSM0WvEvKe3Kln/bTBchDSp5xPsH6c43yCdT7+s4XQnf5gFbnn21h2EiyAV6We5pOrVzGZXOUt6TJ/U9N4/fgBrkwd4fUJm49VhvmZ/qN8uraRWT/DRGaNS7InztC+TWkp7ijuZb25xJBa5rjbx4BWRSZkQlvjlw79F0ZTZQ6UBtgxNIc/KGMqHtfmDjMwWOHDR2/iruZm7sifYNfwXl7o3r5RS7JR87gx8Qzw4gkW0NWobk4uck9xM0rKw6/pcVsz4uaNB3isNErBalFZS9EehsSsKqj6KngDLrIaEtV0UX0xA9xiiF4VWi+tHvsQSgLMDaK9SNySlF0YniixKbeMpXh898RG/IWE8KUtLPLA7CSKErK+WKLp68xXMozkqizU07RbBlnL5rrJI/zzsatwsxGBIVq1vgyoIW1NwII7AGW1KbRxjTHRGgy1eNqwLcTkbkZUlbxUDGfOhKgdpBPgD7pYaRvX0ZhMrnKgOogbKOy56Ks4kQdobOlb4tHldUhWgGF5JHWXawZnGDYqXGIEdFwAf31xB79c/B6fTLSZz2ZRbDHUNFascPx4vxgcSvi4RRlzURWenkZIwnJpjakgwabsEu/OLnJd4ihTWgrQuGPhEtptnWjRRB9u0V5OYHoxxy4ZENgyQc5HMgKUBYNQisTU+kvEuXOy1BBpXRNvxULKumwYWuaGnkM8ro9TbVkc8TV6wwYP2aPklNYZ48ut0OUbrR7abR1VDXBKFmZvG7tuIDUUSAREawZraYuJfJkvb/gmTzgOJI+xzxxmR26Wu52NrEuvYikelxdOUFCbaJL/vDuO54pQFSnsJljdA5dCbs0/Rj20GOopk1OazytwP5dQpLMtIEWydvbPX0g8+4NER+j7QhW083E+zsf5+PeOi3QTTQp4X8/3eMLRqAcW/VoNDXGfvdSaJitbvDc3C8ANzxpSenb0KEnekREG9yROb1pbocxPjT5GWrbZmZnhqfoIVc9kpl5gIZnj7ZlTfKtnlg3GuU9n/6Dxm8UjnNxR5Hi9yJyZQ1d96g2LmWaBkXSFimPR11dlrZbArSeF+D0dQlsh1CVQQyQrQCrrSKFIqPxUAGqEsaYJNt+YQ2DppKflLvTYT0fUbYMeo8FlyeMsD6b4fnWSu6Y3oGkBQ/kqF+bn2Zk8wSONSW7sf5qqn8ArKNy3OMXOnlnWvCTBZBv5hCXaeYCkhSBHZMerVE5l4gnHCF+WIe13hf9EYkpbTHKCO+whBxpuPkBKBEyNLnN0ul/Abz0Z2Qi4fuwoOa3Fiptie26ORtrgoNtiPkizp7GJhOpi9rTZ0LdC0WhSdhJkVJsAiQ8tXdbFGIl/U/zc+Pf4krWDUjvFwmqW47O9oEQQe5OWIwlbDdGSHmFTw/cV9JyDpgV8oPduIBUnWCJekT7CY4VR7EyLdblVDlu9lLUMqCF6wiPZUycIZWQporaqI9lKt6L3YnHO7cKb7ns/u/IzLDoZ3tmzh1N+npNuD/973zUMFqvcOHiQQ40BTtQK+KHM3u2fB+BrLZNFL8ee6gb+cOgbKMD1e38JdyWBuaCIXnVVlESdnlB45pkBP7PzYYDuVNVBt8U/VC6nX6txU+rAGSfnXOK5E3P/VnG/HXKx7iIjv2wC8r12wPdaG7kjfxgn8kjJz1M2PB/n43ycj//gsRw0X5aN68sZdyxcwt6lCX5+cg8PVNdjKD7rrWX2rE3x5GNThEYIZoCRdLEMj/qRHEEqZGJqibVmgtFchdsH9/Jbd/0Uyf4mshwymK5z+PAQuafULt/pws2zJFSX7x8fJ2xqoIdcPDXLO4bujzf5LxzVsM0rH/9Z1pYzAtatRsiWT9hUkTyZDVtOYakeG9LLZNU2nz50KZIEQ/kqTVdHVwJmTxVR1lSCtBhYu3r8OL16nbfkH+aQ248XqdyUmKUShtQjlTCSsCOVjy9fx08UnuSLpZ28ve9+1oIUf3rk1bx18mHKfpKGb7DOWmFCX6FXqbMSpPmnlcvIaW3emH+Uz61dxv8a3nvWMW3e8zbctsa1m47QZ9Rp+gYzrTw1x6RmG3xzxyfpU5L8dXXgBdl7bzjyGlQ5YCRR4W2FBxhSXP6xdhHH270MGRX21Yfp0ZvcOzeFY2sgRRy97XfhRdqFZ5daXiD8UObK5FGuzBzjmNfHm1I1FtwsmXQLTQk43OzjxsJ+LM3j/9rwze7zvlPdRoDMp8a+R69isBKq5FJtSHsCQkpsjNsjgG1aRUZqKhxu9LGvOsyqn2LObzCuqmw0F7jAnPuBEyzg3yXBAthtyqRk8wdKsJaDFxY6e1HA99vrGNXWuN/WzidY5+N8nI//tPHjlmAB3Jx7nJF0hQ3GIn89tof39t7NBwvHqbpWzIaKyBcb3L75+/zSxvsIsgHIESv1FIOZGk1P57OLlyElfXpSTRxHoz9R49Ov+RiNiQh7IEBO+vihzKqdJJttIZkBUl00poLopZf1rGxx28TjJHJtMoN1+ofLFHJNtKxDZAUsN1JcnJvjitQxpls99GSajBQqLNdTZA2bS3tOkis2mNxxCj3nkEnahJHEruQJLtJNprQV0nKbvJKgFSk85Qzz1frFrIZJBo0qB+0h5ho55v08x50+NuRXKPtJ3pL9PqoccnPqIBdoJS4zNF6fsOk36twzt573P/XTBNHpfOZfGhm+3Exw3f43IMsRkhzxxNIwB2sDrE8s8cl1/8LrBg9w1dDx7nflhRKsr7VMmr7OzuwsN2WfZCVIEwCG7PGHA3dzceIk/zBxJ7/R/12euvwzXD91mA9e9N2XPNfn3C785dG7ycktZDXkxoSAEH5k4HF+0Tc52Sjw5p5HyCktfmfia1xnnTa73GwtUI2dTj9c2k7DN1guZSAUPlV6TRJQsLi/68U+Xo8eWEeit8nU2DKPOX3ckhR+ecBZ+q//SHHAbbMSpEkZ9vMmZvfZOk/UR9mYXGJPbSMn0tO8Nb1wxuj+f+Tzcz7Ox/k4Hz/OcYMV8CnF57jbxzXmctflY3t+juPZfoyczR0bv8vbMyW+1jJBjtBWNFqGQarXocdsUtCbHFAHcQKFMJB5aGaCPxhqYW6o0jqZIWyr9JgN/FDh5EoezfIIShrvGLqftNzmc40sP5FYedHN/S3pJ/m8sYPBdI3VdgJJirhsbIZj1SKTmTV2Jaa5JdnipDvPTDNPw9XxfYUNmRXaoc6NY4eYbeVZN1nCkH3emH+0u/anZY9bki2+3Ezw20+9lSuHT7AxuUgzNNiVPMFBe4i6o7NBFwlPmJa4KnmYVqSyO3WYE36qq3neawdsthaoDCZYsVO8s2cPxDro39t/M9lEm+FUFU0JWFTSSFKETMTtmQM8YPd27eheKjZoq2zKLONFCjcmPA66Lf7HyjWkVIe8kog5hXKXybcpsURCfmkywDm3C8PFDc/7i1LQ5FdmbqbiWPzy6N0oUtiFJk57Df6xugtN9knLNtvNGe5tbuav9l1FUNdQ6gpBOkByZLSBFqoa4LkqXlMDV0YKJIqTZT534Sd/aHuQH9d4ORKh77YVvEg9y77jh4nd+97IW0YfZVxfOQOqOec3eNLt4RXG2sueuHlR8LJwnc7H+Tgf5+PHKfbaAQ+0NvCT6X1nrF3rvvCLSDmXO3bcxTpjie9Ut/HVey4hyPooVsDR6z8FiMGpZ+xBLk8cQ5N80rLLWpDgQ0fewFi6zMl6nkrTwvcVPEclcmV6Bmpc1DPPz/bt4RpTaHd7ZP0FE61vtgz+fOZVzJZzOI5GNt0iYzrcPvLQWdWez9bzyFKIKYnkqaMH3msHpGW3m0h24oDb5q7mZq5OHObnD7yN3YPHSSkOihTyB70HALpw4vflT3LQbeEhs16VOeoLDfVhr0krVDkVZOlV6jxlj3JvZSPL7TSXFGY43uxBlQNyWpsP9d/DEc/ihNfLip8mIbv8Qnb+RwZp77UDepU2g8rzn8dq2CY/NAcvB4w0avzl8/7i0/UJvjx9ISuVDPmczYS+ynotwIk8ehSL5dBjUl9hQKuy25S5KrHGw1KODYNLLOsmoQKhDIVCA9vRcFs6ODKyKxNlfN6x9UHSapPxc665/fjHw47HJ9cu44bUEiBQEPtdE43KGayel4q/rVyAHeldxtAPE/fZcNA1ONAe4UBtiMuz0+SVSpe5c8MTt/PNha1c3vs0Y+oPb9Py7PhsPc/flrfwpJvhqsTay/Ka5+N8nI/z8eMSI6rMlVb5rPu5219hIcjysfG9zPoRK36WckonkXa4fvwIi5HPAdfkj56+iUiVqZFgyljmUkNjOXTZmZ9h2Kww4/Sw1kqgaQFOzUTSQzYNLPGZyXuohjb9ispH1y5kd2IF9QU2stWwzaqUoRZaVJsWo4UKvzJ+NxES32oOsds67bawzbCBCn8x/ypekdnH3e1+LtAdWlGbLfrZm++nXYPHWhMctIfoTTTZmTrJ8XYfV6ef6dpxfaudZ0RbY50W0atoJCWfpGx0baiKis7/Ll9MNUxw0B7mSLufQ+V+FipZymECRYqYrhYxNZ9jQQ5dDjjh9PLGzJO8Oi48vGf2Vfxk7oX9d18qepWAUhBxX3swPgdnhilpSKn3w8vByQoXNzDnN5gPjDOMY//L9PWs2kmcQOWebV8CRHXLiyJaERzyekjLNq3QYEitUpB9vtrYxJxbAOCx8ihl26JcT+CdSgoPRC1CTnoM91VIaG63fHpr/jGOuf2csHv4cP8+nMjj7naKgtJgJUi/qO3IyxnTXoMjXp5rrRaGpPHdtkIzNNhuLJ9l7/Glpvj/T85fBcBTR0aQbIVIC7l51xNckJjn0foED56a4MMXfpHXJeoc9Rx+/tDt7LnoC+x69DbeMvko/Wq12y79u1oP36tuYsQs83u9T//Qx7Hr0dsEMd9q0fJ0gkjixsFDhEgcqA1iBxpHlnoJZhMEqZDe0TIX98zzV6P3c9BtdS1jnhu/cupyALxI5sbcATboy2dMdz7hOPzF0quYSqzwoZ5DP/T7Px/n43ycjx/nKAVNHnNyXYkNwB+sXEDNN/n2zGaiSGIkV8H2NTblllixU9iBxpbMIl87tpUrx06gyz6jZpkvz17YNVBvBxo7UjNM6KUX7WTcsXAJd57cxBvW7WPSWOHqxLEuoubvaj3sra/Hkl2+cvhCNN2nN92k7uhcOXASL5IZMqpnrTHfbSukZbubBzzquOwyzi4OHPaajKs6hqRxwG2zVbf47aWLSCkOF1inMCXvJbswH1mb4tb0Pr7T3MwX5ndwfLYXM+WiqgGN5STD46vs7j/OXac2AlCwWrx1eG/Xxuuj5Z0/1Brz0coo783Ncp8NVxoBjzrwz+VLeVfx/rOqdvLAEXg5OFkg0Aj7XYM/Lw9yR/4EAEnV5bqhZ2gEJk7k8Y1WnocbF/Gm3CNcpCv80cKl9OgNHlyeBODy3hNkVJtTdo5HFkZR5ZCWrePWdYy6gK8FiRApE6HIITNreY7YfWQzLf5w4D6+uHYJW5KCxbISODzZvoD35p+iopSA1Av6mAVR+LyohXONaa/RLftOainWwib/VB+iGiT5p9ldqHLIQLLGrw99k2/VL2TVS+JFCu1A50SjQKVtkTFt8GXUmkwkyzy4OMnXa1sZKopK1EdnXsnH5JCGazC/nGP3vjfieBr/fHInVw8co5GaIyWbvDJxgjFtjeUgzd/U+k6PN59jLAdNvtkcR1NCai2TIJQIQ5lcos1TtSGyms1yK01CcwkDWQgzlYhKLcFCMsOflydwQo0etc4V5pll5QNum+ONIov1tADxuQmuLRxmXD3cHT74/+Zfy0w9zwMnJ/nQ1f+xkqx/rynWHzUOuq3n3ZGej/Pxny1ezmvhrvYQlSDJJ6qnGWKXJ49RCRI0hgV+KKPaOKHKpsQibxw4yP+zdAMHawNsG1zACxXqnsG+1SGqDYu04eCGKgvtLL/R/wwn/OwLvufOlKPrqBxu9DFprJzBAKwGojhScS3G+9ao2iaG4pNKO+S0Fg+tTvAzxYfOOiaBOjpdaPl+exI7mj0DFgqCPbbgNxhUNVZDcU+s+An2VYf56clHu+/92Wvrc+PXC8eAJBXrOP9z9XokCeyShZa3Sfa2aLkaFc/i1cOHOFTvp9ROsbe+nrdnSuSVBLdknqARgiYpL4k7+ptaH080x6h7JgvtDD+VPsQ1ZhJQOOYVuTA5x0dXrufX++7svt+9dsArXvRVf8B24ZeaKb7X2MQXprczp0lk1TkiWSJCouSn+bO5y/ny7EVc23eURT/LdrPMV2uTlN0Es7UcpYUcC0Ga/WuDHF3sI510qLcMgsUEak0RjtmOhF6VcYsBuXSbSj1J0NJwPBXyDrIUcXXyGcZUiYysc3+7yLSfYJ2+RlbWycp6twWmUOVJ12RCi86yOPlBIyOryJLEE45DSvb5y9KVHGwNseKlCSWZoWSVhmfylZWLmWkX2LcyRD0wWXMSnFgoYnsatq/i+SpKQzixu5kQ39bIpNu0XI2lo72sLmSxj6cJZJlWpCErIbVago19y2y2pikqOqd8nx7FJq+02G+PcKVVZp9rd8usLxX/0hii5GfYVx7GD2Q8XyVlOazPljhZL/Cro99hPiywf2mQQqaJmXSxF5IEnsLK/2HuzaMsS+76zk9E3O3tuWdV1tq1dHf13lJLSGptCGzEjhHDAAKMwT6ecwbmcJixGWMPDGPMMmbGHIOxWQ3CAgzIyBICgXapWxKt3qurq7uqa8lacs+3v3f3iPnjdzNLPUILjDjj+09VZt53342I3/r9/iJ+ux22gwZn+ytcmB7gbNng8aTDv7r2Gm5rvkhL5/z61ddRWk3kF1zrzvH8aIVH08M83DpLSwf8x+0zfM2B5/nMxnEeV22uWMNra1+8EfCX69opJ3+j4zQu5WPmTMBfTH3+U/9O/qh/gswMeCxp85HpEr7e4nvOfxeTYMrJYI26Dv5a6/K3cb1juMD94fSL3vdvdl7JC0Ww30fzv5WrdJYSy++PF7kvjP//fp2/9at0Fq0UU5v9jesVxzZ5WSuwv43r00nJYe9vnrT+t3wtmi/f2YOXcsMxf4ejfpeVqlfnKb/Eqj5LwZCjUZeHGxf5h7MbvDoa8vO7D9LNGpzdWGFr1CLFY5yHrDSHRGHBUm3MgXCI0ZYDYY+PjO7iRHiJ8/kiR7zJy2TmN7fPcHMww5kDGzx19QgX8yV+YPn8/t/f2budV7SusRSOeK5/iN1hg5NzOyxEY66MF5gJYo7Xdrmravv2W8Ml+jbmuO94z6TOHUHOT+3cyWOD2zhW6+7f99lXSwc8luZ8enqaT8WzPN47yj89+n5eEfqcz0Nu94svWiIzsDEX8zafHJ5iOozAKmzikeceR5d67KRNQq8kLn2+avkFcufRdSn3hAlTm/Bn0+M8FH1hluvZLGE1n+e9N+4lsT5rgw6reoava9/k53ZP84neaZzWHIm6fHp6G1/Z2AbgzycrvHLh++HLQRf+1HPfwIe27uDy6hL+ZiWECu583RUubi2SrjX4x2/5EL9/+ZX4Xslcbcrt7S3e98I9GK+kyDz0dkDZKXjD3Re4OpyndIqN7Q7tdkz8zCz+UE6zdUYOZXPGUTZLavNiXOeaU26uy06KJ1//q/zE5uv4yM3TdGoJpdV81xE5W+uB6Bq7tsHjkxN8Tess9wXly5zqHnT57kmT0/42i8byifggb2vecjCPpfk+HPpoYlkxU27zm/zk9l18ZPN2utMakV8wTQPqYUaae0wmEWWmpaWBcvh9gw0c+lDMgbkh12/OozyLy+WYCn+oyQ7k6LDkW+56hkvjRa4PO3TXO6jAond9zOEpyzMj+nHEfUvrfPfSp/iKsMflwuOVYcA7hgt8b3uHPxh3eGV4E19BS2k+mc59Dn36B+MOM3rKY9OTPDs8RKBLhnlEWnhsjFosNCdsjZo4p4gnATY3eFs+rbu6TM7OEe1I087hSYsuwPoOb6JxSvpYcXzKQ0evEZqCj56/HZwiaqXkV5voHB560wtsxi08ZZmNplzuz7Pba3Li4A7fcvBp/seZ659TqHitGNNSen+8n+/6fAjSTjnhk8kiz8ZH/8bU5Ngm/PrgTp4ZHeHvzT/Bb60/zIWdJZRyzDemrN6ch1zLAX2FRk815VxOYzZmsTXm5079ERtFh+2izYe6ZxjmEeeurGACywNHr/Mbt72XD06XOeT1eM/gQXJneHG0zHcf/BTf3nx5vd2NYrx/2O4/uv4woyJkKRzxUPMKX9dYxaD49gv/PYXV/NypP+K3dt7AN80+Rb+s8x2t3r4c/Hn3Xi4NF3hg/gaXxwusj9qUVvGag6ucqm3RNAnjMqJbNGiZhG9qPUPXRjwYFNSrROZ3th/mvuYNfmh2lanN+GA8w+9uvYbfv+3DnMtiLuXzL9tE8de5fmrnTh7vHSMufHpJTU5/XnqJWW/Ct7ae44Vslhkz5Q6/eNm6X8gnfGByJ0f8Xd5S637eI04eTSw3i1n+ZPd+3nHs43+jd/xi195alc4ytAln8zoGi69KHpncwV3RTUoUHx2eYdabMrUBzw8PcLK5Q91k3Ihnecvsed7e2uU/9A+ROJ8fnr3K+WzKKT9ks4x5Me9QOv0yOmrvEhRBZGXPnp3PZD1ezJe4mC7Tyxs0TcqPLby4f/87R/NsFy16RYOvap3jkfEdvKJ+lUfGt/PBtTt429Gn2MrafGLjJK9eWqVpUn56+dm/lTn8YtfUZn9lwvTdV9/Mnc2N/0/lCE+kGcAXtDtfyvUbgwOcDLbo2/oXPL9qajN+b3SUTw9P8szOCrsX5/EHmmyu5Jte9wR31dd4Te0yHxzfxYd37uCVs3LKbLwAACAASURBVNcYFDV+4eDjn/Osc1nMP37h7Wz1m3zj6ed4snuEX7/9nZz05UikSCm+//LbSAuP9VGL8aDGa05d4YXdJY52+pzfWOZ/uvcj+wfFvnM0T+4M39fe4h3DBd5Sv8rUKX5m/a1c6C+yvjnDsRVpev+LJ/6A414di8NXhifSjBNewU9tvZ7YBryx/SJva+58ThJxLhM//9l03H/oH+Ivdu7iha1lstUmNnRQKryJNMfOOxYzn9JsJNyxsMWpxjY/tXT2ZbK/d/3k9l37/z9Tu8mMntK3df68ey+3Nza5v3aNa/k8P/PI16MnBhtZvvlVT/J/HXiMX+7fxqCsseQP2crbXJkucGm4wEwY8543/BJ8OQrf/9EnXmKURFgU3o6PLhS6UGQLJaNRDecUj68fozMzxTpNP65xbm0Fcy2ibFpc6klPJ99xcG7I1qRFJ0yYlj7L7TGDuoFuUDWIBJ0ratsKSkOCoXSaVjNhvNHCBY6PlUcY5HVu9jp012dItWbDdvjI2u24yHB2eoR+Xmfbtnm4vsGVIuFsFrFrU2Lnc9jT/NfRMQYu4ly2yEvp8n50WjrLo/EiN0rHKb/k/ZND1HTMe8dH+f2rr8Rox+5Omzj1yXdqTMYR6STA5ZroRiCNTAuNKqRDuOr6jAKD2gxxdYsOLOHNAJxCZRqXGYqO47ZmF6c1iTEcW+zSW+vQPjhCKRhNIt648hKPjU5ww9Z5W2vIv9i6l0/1T/Kx6RLf3HmWX+++nvf172bN1VC4lyEYP7r5AP/xpdfxxOQ4j20c52avQy3KmeQB2+Mmo9UOAxuQjkO0b7GlxlsP8aeKdLdGtpJT+ApvqigjESmTSGDhTxVhT5GEhnA2RSnH0syYzY1ZiomPSTVerLiazJAaze6wyea4xWQaYYxlGEfMtWPe2lrjSlGy9FmZ5M9tP8Svbrya043N/YJJkEx6YNP9e3fK9K9s1PtI0uA3N95AjuGaVfRtzEGTfMkoQeksvzY4xSe6pwHFe9fv4/LGItk4IO9F9JMI3fPxBwbnBIVVDlRisLsh3bjOh+I7OBsf4bHucc6vrjB8dgGHxuz4rKsGj7PM4ajPRjnDn6zdyxM3j7B+Y55PTW7jkvG5UNza3PDu8QqrBfz+4DQlmrVphwv9JZ4aHuUD49P8wuXXsbk1Q+oMDyze4NnxETaLDg/Ur1FTI1o64J+vvpncGa4PZjh74Ri9PGK83STdrXFxe4mjB7qsZzP8zpOv5dJ0nrVshtfNXqSlM36j9yBvbmzzl0mHy8kSn+ke47yNWAzW+B8e/2483zJbv84TyXG2ijb3h+tslAkdHeyjNLkruVpMeefwNO8fH+LNld6BIG+bZU5N5zzaPckgqQGK7rhBon0e3TzBW5fOUlc5ifOYWMe7x8cI9DbLxuP/3Hk1j/ePMXAN7qpd+byNrp9MW4xsjXPjFUyww11ByqOJ/Rtt7vh4wss25qwXY945vI1PT4/T8W7yjsFdvGdwJ9eyBVJ8fnvjdWxkHZRRXEwO8PHNU5TasJW2uNRd4Op4juvTOYZ5xEc2bufB+acpMGwXbT6VzHI2Ocyvbd3PP5hf44TvOOnfOjLnL6Y+MOR87vHj17+ed+zcgQt6pM5nzvT41e5reWR8mnOTQ+xkLW7EM6xEA7ZsTt96nM3E6WTOY1KGzPkTLiVLXEqW+MNPvYYigK5r8EJvmXaU8uTNI6x0hhwKL/GeyVFmzPrnnfPclcQuY6tMaOuAa8WYjg5ehoq9bxrxU2uvw3o9fnn7AT4WL3LTWh4IP/fswNyVPJb5+3P/nkmd2I35ld59fOja7Rxsj3ihCNiyGU+lzb+ycPmvukpnOZ8nPBKfpmkSTvhfEhDxsuuxNOdQhVy9f3yIY+EOb4jGX9Du+MrweNpmakOeWD2G6Xn4E8WBV25S93NupHPcFm2zVXR4fniQ3bzJ/3zwL/aR8iv5eB8V+s/DU3z85mmOL/Q4Uu/xAwce4e4APGVo64D3TJb5vUcfpm8j8tUmtmbZSRsEfsHN7gxF4rM4N+ZAcIUDnsdPr72Wupfzhvou/3bzFfzhzgO8v3c30yLg2tY8NjP0R3Vi5/Nng7v5xWsP0mpvcsjbZtHAjKnzNa11WsEN3lqffk4x/q8OVrAKtssWH50u8r7REereGv/kybexO22S7NYxicabStxhMjnAXJUKBj5lu2RShqzFM7x57nGeypa4I8j3bQ7Az998iKP1Hpnz+LfPvIUn4uO8GB8kLX22shaJCugXDZ7vH4Cph7cQ813HHuP+MEHpHb6z3eOXt+6nRNP2E55cP0J3WucHz7wZvgCS9aX3LrSKbBJAorG+NH/EKXY226ipQecK5yk2V+cw7Zxy6qFSTVl3uFKjo4K52QlJ7jEtApphSugVOKd46eoyB1Z67NYbqBJMJh2unYZsocTEmtJ33Fybw6SKcuoxTCO6kzpF4mNaOUXucfHmEp3OlI9snMY5RStMWQ6HbJYZfzR4JR/bPs3J9g6vbl3mVeEG61mH1WSe3MqCP5slvGvwSha8MeenBymd4pl4h6ZJuJgd4NzkEP1Bg55VqJ70cfQS6d1kfWn2WYaO+pqiaEDedDIOBdyoEQwUcVvjYulPZWsOXUIRWs7MbFDXGS9tnyaZBIzHEcFE0es1eeuZ53n/9l3cXbvBn1y7m91OnR+Zu8yndm5DK8eLO0uk1mM7abIxaXG+u8ypmR2+t/1RQLL29166h3i3hj7gSF9qY33H+f5hGksT8tzgjxW5F0Bg8TxLsRrhDxXBCEDhTmXYnieoVQEY6TZvUumGHgwU4bbhZq/DltfkyEyfB+++wtNPnZQ5MODveoQHC5JpQJ54aM/S6cTM1aZ0PMli+vblbZKe7B3h4toSv8kb+HBzlx9d/Cj/aXg/15M5Cmd429xnaKiMT8f30NIJ39a6wmZp+dcbf5fUGl4/8xIPdG4wKGr8+fbd+EslG0WHG9n8fiPYnXLCyDq6NvicrPVcnvEnG/dycyD1A9NhhJsazFTjTTR5R2EShVPsn/VmKtRcWdCZoRc26a110LGmsakpahBtakwGsRfxmckJrqzMs9gYY7QlnwRgIUs9nu4dZnZpuo/wPTM5ynP9FZbrQ17oLjOaRpSlokg9xp2Q0VaT+vyUI7N9npjcxmbcomZyfnvrYR5o3SB3hns6a+TO8OSzsjbFVg1/qqhtKeIlzZ9euYss9SHVTAc1otk+9wQpq4Xi7HCFd9VucMAbsJvWmY2mHAp7/Mtr30iznrAxaPG+3v0M8hrjPOQ728/wfDbPv9s9w4IvjdjrOiO1Ph0z5bl0hXeO5nl7a5d3T5pcSpd5/+691EzO5qBFs5aS5B5KOc7fOIDWjk/HJzjkd7nL3+G3+l/BjXiWEs2HJ4b/cv4BlHJszrYIdcFPLz/LpXz8OQcYf0tjzG8N63zT4tOcT1b40ckJ/m77LB+K4YAZf05x6+e7Pp2UHDIx7xge54A34APDe3hN8xK/e/3VtMOEG+ksf3b2HlpzcqhkEBQEXsE0CVkbd7i5PYPWjiTz0dqSZD5lqWjPD9gZN/C05X+7/Pe4OehweKbPvTNrfPjmaazVcNvnvs/I1viJmw/zUn+BhfqErUmTn3jiG/m628/x4cEZPr15nLqfs95rszI3YHvUZKU2xNcFz49X+OrZ59lMWjzfW+ZkZ5d5M2Z1OsfauIOeatL1OpdyQ1TL0MpRZIZPrR2nUQn9Tt7ixxZeZGBjbhRQojjmOTq6xm8MjvINzRfZLAN+q38nHSM6v+gNuZrDncEGl9Nj9LM6v7P+Wp5fXybvRzx83wX6ZZ0fnr36svqdn9h6kNtrG7w2lHMCn5oe51d7b2KchSRxwFrcYZDX+N3dV/Ga5at8R+szX3Q9z2dT/t32V2JR9LMa0VwOtS+9Lc9eofarwwZ/MO5gcHxz++lKnr44InbI73IxXkYp2QCWLjjqfsaTG4cBWArvpp/XSAqP5dqII+ZWgL34WWUJR4JdjJGa5m5c542tFwmV3LtVTvi5F74DgOhsDacgOWBJY59kHICVoOQz20eZFCH/auUveHXnKi/FS/zG4AAv9pdoBimru3P4fkExCPD7hjJ0TBXEkwA3DPgl/yu5dPh5fnLx3L4OvjGCd41neCBcY9l4fDJpccQbMChrbOXHqeuMFb/Hx3u3c378NRRbNdxUE+RypiYK8ob0bgSF9cSHpjs1gpWCbq/BPzTfha9L3uGn3NbY5b+bfYz//eo38+JTR5ncK2vg1iO2tKXn14iCnMXGhA+t38EkDTi82GN1uES7lvGp4Sne3trdZ7UWwjFx6fNM7xBFbgjCz0WQ/9/Xl0wXHvvtn0VpR6sTM77aQScKNPgDhT+FMoDJnSmkBpVqXKtAxQZnHI0laQ2QZR5aO5baY9LS0A5SekmN7euzmJERpGs+RWkoU4O34+87rawjTSrzlqNsF9IoM5Hsx3kO1yiYnR/TvzKLaxYC3mWaaD5muTPCNyVXnj6EXcioNVPp9q0djYUpWWbIRyGHjuzSn9bIc0OnGTOcRBS5h/FK8tjHpZpgy8ObKvwx6MLhlEKXjqwt8KVTgAJ/JM09cdJ5fXhSmmR6awHWB38igmxi6Vw+PF2ydGqXzRuzhBseZQBhT+FP5JmDuwvCuRjPszSjlK2LC+gc7GIGTuFSjQorKjIoqbdSvvrYi1ybzPLc2kE8zxLv1NGxxrYL1NjDH0pGkM5a6usyl0UN0qUSnSjqa5po12HyvQBSkXYU2Qz4IxF2k0sH+GTOUdYc+vCUC298Bz+5fRd/cv0exp9ZAAXpXEnQM4RdGD8U02wlxImPMQ6lHN91++N8dfMcV/MFjvi7vJCu0DIx79l5kCvDORZrE+LCZ33UYrTeAicNV+MzCXcdXWdt2KYZZvz7O34XgB94/ntQyuFry+Fmn9PNLS6Ol3j82lE6LQnsLIpBEjGaRhS54d2v+/ecTVdYzRZY8Ea8EB9kdTrHZy7cRv1iIAhrFUBlMw6TSmA1e95RBoqiplDWoXPpUu88WTsbKPyxowwhmVeEPZGb8VEnQXoJyYJFlVDf0JSBfD6+I8ULC956+nkOBEO+of0MZ9ND/Ob1h7lyYxETlJTdKigtFa5RSLP1RMNMjss0KrDMz415xdJ1vmnuKX7t5psYZBGr6/MEV0NMrPASWcMq1yCbFSrY+oCF1l1dXr9ymauTeR6eu8ThoMt7d+7nM1eOgYN2O2Y0iSiHAaaVY7ySTjOm7ud8/9FHOOAN+D9e+kYWahOuDWaI04D51oT+tIa1ijS+hVza1KDHHkFPkrlsoYTKj4QLMccXutS9jCu9eephxj1z6/SyOp85d2L/GeGmRzZj0fMZzsLMzITbZrrc3tziM91jrPXbBF7JNAlwVnHf4ZusDuYYTiLyjToYx0MPvMQD7Ru8+/p93L+wxsOdi5wONriaL+Krgj/v3ktoChaDEe++ct9+yUBvrYOZaNxSik08VCDNZIu5QlqXBCV26KOs9H0rGxaUQ2Wa2pohb4mu7dmOfMYSHZxwcGbI3TPrnO2tkBQedT/new5/+mWbXh5NLD9z7eu51p9hPKyhdgPJ/DNFeecEbSy1MCf0C7qDBvk4wOt5FJ0CAK+V44BTB7ZJCp/VS0sEXUO2VLByZJf+xw7gT2B0wuKNFGXdoQ4mFP0AIsvC0pB7Ftb55OptlKXYk6+7/Rx/f/5Rfqf7Os71D9LyE3ppna1hk1YtpRFkrPU6+H7BaLOJnhjCnpaGxRNFNutw2nHqFde51p3lgYM3ORgNGBY1Lo/m2R43+Npj54lLnz998R6chUNLfTaeOoA9GhOcr1PUpGHxnXdf596ZNX5u+WlAEMi9Ay97paD+n0gWyJ3HP33fd2HbBSuHupzs7PB/H/4zImX26eePJ9Av63xwcDd31dd4U/0i7xq+gudHB9lOmrz90F+ymi7wX1fv5cTsLn908oNfip/lVU9+O90Lc9i6Bd9iagXmspwUb31HtlRQX5jinOLOpU3+y6kP8Iu9Y7yqdpmhjXhdNOL7rnwDg6zGDxx+hF+7/gZ8XfJVSy/wpsYL/PPL38or5q7zrvMPED1bR5USsIyPWWzdEs3H7IUEty9vc7q5RWp9vnb2GZ6aHuee2g3+l898G65UuFLjcg0W9MSgSiW2r/q8d+eQrzz6Em0v5tnBIe7urPPqxmWeiw+TO8OZ2hp/vPUg0yJguTZifdpGK8ef3vGnvHvS5MfPfSP6w7NYT/ShDMUuTm4rqF/z8GKxT0UDpsdzgi0PXSiS5QLCSq8mHjpR1DY0Yc+hrHSYARgfET9cRlDUHO27drFWE/oFk1QOW/3W2cd5ONL8xPbdXIvn+MqZ83ysfye7aYN2EJNZjz947a/Al4Mu/JXLH8L4oqTTfgQaVKGI+gLbWQ+cNdjQ4c2l2FJx/x3X2I4bHJwbEnoly+0RDy1f4/Jgga3VORJfEwU5kyxAdQpsqdG1ksW5EeNhDQpNMKyeH4IuFc4Hsxzjhj7eRGPrTrp9J4Y0VDDxpCmlVeDEcfS7TQZpDbPjo6Ye+TjAH2isD9nEB8/hck29lTKJQ4q1OpPSpxwHePWcIvNg6OONDP5IULZgJM5UFzK9ebPqjm4BB8EITApe5jAZeFNF0taUs9UHlBhZr+og7owiudmQ7xgLLYeGvIOgXQ0oE59yK2KURJhE4Y81KjaYgcHEGqsl0scq8tRjPW/Rjesk05Ai9fB2ffyxxusblIPWNVAovCqQtQGUNUe0q4l2RGFqXQtKnuu0Ejo3kPfeDyJzQMmmBTf0+UP/CI88djfmqQb+RP6uc002Ywl7imDDJxlFlLmPbuW06imztZgL6QE+PTjBB3bv5qMbt7Pj2nzq4knGGy0G2uf4bJfL15ZpXK4oyCmYvsdmd4ZpEhArw3t27udHDj/Nic4qH965k5XmgPVJhzfNXaBQHquTOXqbbVYW++xOpfZrdLON8xxZ26fjxXTMlP+8/ioS63N1MEey3sSbKGzg8KeKvAr4VUWZhz2Hl4HJHCBy4MdO1tYowoEgv2Wo9hFfG4KNJKjNW4IE+hNNfcPhxzKfaRts5nGzaPPpKye46C2TEvD05mGycQDdgKBv8CaasmHRiUGnGueDv+lTNhzKOGbaU040d7mvfp0Pd89w6foS3mZIUMmyycAfS1LgPGn4WkYis86HOFRcuHyYvguYmpCtXBCCza0Z9E5InAa4xIg8jD1KNHEcMhjXeGTnJH4Tzm6tcGN1kWyrTjiXsLvWQYclyXYdPFC9QNAZINzy8Mdit2QjjMEZyLWmn9TZmTZIU59alPHQ3DUeXT9BMowIdj3KyOFNDGXTYQGXGlLr0UvrPLV6jG6vSWENxWqTovBQOwG90OfOxS3WnjmIqvTn5qjDkzePMR3UGHk+9ajgz7v38CfX7+VieoB+VmdShIzKiMtXDjDZbJIMI3Sq8ScKWxpJHJ1GAd7IYGsOlxqiDQ8v1phMoWMpGaiva7wE0f1ESSlBKQ7A9gLGvuGl7iLdzQ7jbp1BFnKpWMJGfa6V8EvbD/LxwR08eekopTUcWBwQ32zKd2SQOw9/JuP0wjbXu7MUucG/GaBzof2tB1YpXOwxsgFx7lMOA5RV+D3DwPMJNz2inlAMulBYH0prZGyRYzqOuDaaget1mHiUPrzl6Iv83uareXrrMIO4xs3dWdCOySRiMqrRbKRM04B4FIktSzReoggGokdlJHKwu9MmLwybSZNzNw4zVCGlUwxGdXq2zuXBPNPdOmgYJSHBuo/e9SubLJuztl2Nm2mHvD7iK2oD/s32Q/yd5g20UjyZGT4wPcn3tHfJ3JDfX301GIdfy2kGGY8nh3g0XuG5rM7IjTmfHuJ9u/cDise6t/Ho5CQ1L2dQ1NieNjnSHPCna3czGyWUTnOgcZlH4vmXlXBcyCc0tdqnzi7kE37t/BtwkcVrFNANqF8M0LmirDlMpgh6hmwa4nZD9GLGP1h+gR+5+FW8f+ceYi/ixaLFE7vHWL22yHPFCpFX8HUHnuPR7ik23QyFMzy5fYT0xY7YayPJYNGQyKiwmnIUYJXi3gNrnKpv8YntU9zR2sRXJe/efpCb27OsLPcZblfosAKdapQVX2I9eWZ9eUIYFLyqfZXnRoc4Uu/jKcsHt8/glOKp4REu7C7Rn9ZInM/WuEknSvjFG/djQnj6+lH8bY+iIb4UBUVTapzz0iPaVpQ1KOqgM004EEZBVeutY0PriiHsKRpbFrTa98dlqAi7Fd3oQBeKYeiRDEOm3QYusFwZzXOhPMi/vPBaXhouEtsA52l2swbHG7u0vJR+Xufbj3wDfDkK33/++a9hPevwqa3b2HhuCYCyaaldl4iyDCXgKBoQPNBjPIrwgpJsFIAGE5YcmB/QHdeZa04ZJiFZ5nFgZsRcNOErZq/yo/MX+XgCP/jsdzLaaOF3q9S6QsympzPJanONPzB4Y0EBgpFMtDgsiy4URcNiJqKwOoW849Cp/F5nCn+kCAbyvuMzGcpYOjNTCqtphBmbV+fw+wbngT+SgCPoO0Ht/OqdKsekC6E2i0hhUkdeV5SRLB6AlzjypqIMIV62BH2pZapvCFowPO0IdzTZjMMfKrxYAp5ox1HUZYw6dyTzldENqjZECRUatbdKsmEgP5LiEoM38LCBI9zWBCNBXXQGyjrKSOZFF/KsYOSI5zXOA28i49S5RP4gQqmsIDbWk4wibwl6V9uRm4pI0b3HEe1ovFhQn8ZmibIwXjEM7ijxJpq5c04CYE/RvUdgYJNCOusE+Ylk4lQBjRviAJSDrC3Kpkr236u2Lc/K2kLR4gRRffOZCzy+foQ4Djiy2MPTllEasrXVwSUGfybBWY3djLAzOdFqSFF3FPM5eujhDzXBUJDGsiaIlKvQ+KIuHLCpEKD6lkPn8s5OQ9Qtq8xLo3OHDRRpW+PFjrwhshQvKqaHLDoXOWmuQm3X4rQkRM7A6Kje/15/DOlMBZMr+Z50ucQph041rcuaMoTpYSsB+EAxPZmBVSwf7vFDJz/CS8kyf3T5AdIXO/gDMbC6gGAgCQNIlmd9hc4d6axiejpFjT2CrtABwekh8XpT3sE46tc8srbDpCILNnDSJqudE14LKZoWf6TJ2pawp3EayshhfYfzhF5VJWSLBarQmJEm6iq8CZjUYT1JMvL6LaqgaDh57nJMvlUTQwlEW5oyEnkG0KnChm5/jlUJ6ZyVwDIWhCddKnG+RSUGb6pkbT1HtGYkualJyYLzLF4rpxgG6GbO0vyQ4TQinoTQC9BViYM/kARkD40qIpHZMhQZtj74Q/kbSp7vj+V+64E/FXlO524lr8FQ1tuLHVlH9C/oi4zslSOMXh0TRAXZzQaqEKcR9CsaW0N6Z7yPrLnYo3bDw6v8vc5heshRrKSoboCZKkmyCrEFXiq2YXLU0rkg65U3FHlbEG0vdvtjzBsK50HWkvVVpeiLCx2uVkKhCDc80oWSYNfw97/5wzw3WuHp95+pxuuIuoqwK2PFQdYRW5fOu32Ey4ZSmqFsZQsqiisYiD2MtgU5VlbszJ5MZDOQ3h5z9EBXKLf6mKONLkvBiO+beZyPxcf4zesP8y0Hn+Gdq6/i1MwOz+8sk5eGM4ubdPyEp7cPcbA15Oz5o+ipJhhq8qbln339u0mcz/Fgmx/86Hdj6gWtRkJhNZ1aQpx7jMY1bj+4xR2tTc4NDvL6hUs0TcJvXnwtkV+ws93GlQpv26dxU+a6rAkz4owk8yYRnzJZkcQv71hUIcXg1kBjrZq3GXjgred5qLPKLz/zJsrEoIxDdX38kcafCAgxPZFj+h7lXA65xow1qlAUnZL60oQzS5tsTNocbvW5Ppph/cJiRdnI/Kqi8kFWykdUKXYlawu74R2dUBYGzy9JxgHedkAxUwhSt+ujM0W+WEChICoxuz61k0N8UzJ6YQ4s1LbkO7KW6H82XxKtewQDSOfAn1R+oRTfGS9ZWlc0jc2SIlI4pVCuSnb9KhDU4sOcZv/9s84tO7gXH+yhy9lSwbc99DhvaL3I+3r383D7Iufiw/zr+/8QvhxI1p9tvIs3t85Ti0qenh6krHpLKyvRpCrFyHgJJMsltjBEtZw88WnOTUnHIe1WzFsOX+DycIE757e43ptlHIfsTBv0XINfXruXp6bHubkxJ4XhGpwPYVeUSgTA4BZyGi/5ghAl4ljzpjhnG1SIV1Uf44+rsSuF8x3KijPw4ls7GfOagkKTxAF5aYhzH28joLYthri25fBHQGX0vFSQCuUEufLHJSZxoBVZS+ZBF7cMmPPkPU1WBSZO4aWAVpShLLg/VqAVJpfxnPj6y/QvzBEMRTCUlWcmC4IwWE/+NbkEezqDsibCVGqNNzQUnZJw2xAOxZh7UxFAhZJAKhFhMhW/7TyFyeT7grHF5OClEkgWdSUBgBIFN1k1F1MIJm4/oAwH8hydi9SZXFA6ZyC9K0XNpZj1gKytsYEiPpnh9zwR9ESQofxATrjp4cytddJlhQxO5X2LWhUcVPNsA0VRqwKSroddydm8PocrNP1ug6CZsbXdQW+H4nR7AWbbF1kpNSbZUzyFzjRomV/lqmBaC+UXjGRTBggSlc04vDH4SSUfvsIUDpM6UApvWmJ9JYZeQ97UMocxJIsy5mAo9HPRUEQDiy4cpnBkDUE3pPbP4Y+r+R6I7Khcgpawq4m6bt9zOw3RriJZcGAV09xnXc/wsaun8P2SJA0oQwhGgnKoUhEO5X3LQEngrRWTo5bWwTFZv6rPmyjSNMR5gh7vZa5hT1BXL67W2nN4Iw+dVeimlmDAm1aIaQTFXCmUfxUI+SODP5ANEiYR4+aMIhxUgYeugpVIUOBixqK2QoKhxlT1ZLqQtTGp2kecTapwlRx601uZqz9WmGIv+arWP3K4RonfN/vvioLiUIaaeLiJj0kUTD3G/Tq5NfgbEmChjWPr9wAAIABJREFURW+9Pfq1si17YzeprE7QdyglslZWOhkOqmStBH/iRGdA0CwlNiQY3Uroarvyr5dUOhgDEx/bD/HHMvZoV4l+lAptIa2L3Jm+h6lQtGAg9jAcOuJFsZ9mbMRxlgpdipw5U9lZpemslhShxvpiR4OxIxg7vHQvUKwQrlACPS8W+c4OFFAqVFTi7fqyTonibDDPjd4M/rUAk4lMmlSCJ20rlNyJncs6UNsWdkOVSuazp6vSC0XYFz0KxpKc7ukOqmIWMiRILQ33n7rG6mCW7XETPIWnHU8kh3lN4yV+ZPk5Hoh22PR8Hm6/xEDXhTJbPsfNdIb1cZtrLx0g3DGEfb0fCC0eGfDiZJlz00Ncv7EEIx9vRoQoyX3SzMdaTak0hTLcHHZ4evsw27ZFnPvsbrVFnhJhGmpb4MciP2VY6bYROQvGEC9LrKMqmde5rH1j3eLHUsJyI6pzOV2Q+uaJdFMJdw3+hH1wxCqNLsE2LXos9dUKiLYMZS+kXCrojet83eHneLZ7mPxG49YGKOP2QQtVJZ7KVrLvyXtlzsMlHoXVmK5fMSAKv+uhrCJfKFCZxpsYrAdmqkk8TWENetsXfZ5CMHRVaYP4OX8i8+FPKj2zokPOQPOm/J69ne+VDdjzFQoZexmJnJjEkXdEJ7wUwqHY8rImtkIVitodQw63+kSmIHcem0WHnbTJtxz6FvgCSNaXHGT9i2eeYqae8M/mLzIzf4Nn84PE4xDniXKqXAaNgriuMX2PFIPfyEinAWrsUZtNeMP8JX79tk/ykeky3bLOaKOJRdNdn2FS+PSmdcrEk1qnVGqGiqajPJHgYoO2itrKBLsR4TwxPmUo2VPelKJ5kwjdFlQoT1HfQz8UJlcoFGXkSBegrEv27Y00tmZRnqxIsO6jq8jYpBBMJbAIh26/kNtLXRVYWlTpqgWWSN6vUIu9hfdj+byymqwjmX/eFOWsbUtwE/ZFmSb3JfzsPe/i3ZcewqR7dKHaD1gEPakchrn1O5QIhUThYuz2nJZApOKwdFZl1UZ+H0yd7IIs2adCTSFIFq4a557RKyunp0Sp/KlFl66aU43Jb6E1e5m29SoU4nSKUpCVAXlbHKBVhrJeQdVNMbLZjMUa2am3/xygsWErBKUy/p4i6ruqAF8Upmg5mYOZgmQaVlSqYTSqoUeeUHwV8rG3S8UfqyoTUuhcAqx8tqC2Lg6nvmsxiRgGtATZRUPmFydr4ZQiGItF14VDlRUaVyFapgoUra/2cx5vqmmsQ9ZS1LckSFLuVpAu6GEVYFZBnDhXt7/eKHl3k8nf/HElDwWkh6Q2UY98drKaHCxrq9rHekmw7u0jKjoXakYMizjY7EwsbTumAWFPVwG9BGLBUN1KOqaiZ9aX2gZdCOXlxXuBQ6WXFeKqS4VDi6Ot5t+bCLKscxmn89ife3HoimDqSBYkaPMmGm+s8Kbs15TpXKhWZySQ8qaCyErtnLyvKiHsq1tJwkQC1WK2hE6OHvg01vS+3ikHWU1VAaAm2pV38SeSyDh/D2WqkqVqa7mrkG7REbENXiy6E4wco2MyRl3I+gVTuVdXCJg/lXutpzC5w0skILI++8GWKp3IbSUvQZ/9ZGCPBi4jkQXrKcxUo61CFRCMFVFX7isiSbyKOsIOIEGuztW+zEV9S33boRBb5pTouD8VFDdriaMu64q8AS4QG+SPK0eXGqxW6ImhtinJqw0gn4TQD/AnQrvrQgJN54m9U06cY9ZWlbyI/NvKge8FVXt65ar33QuQvUzkUZeC3ucNkZ8bukG83SBsZRxt90itx8XhEgPV4Otb2/zMzn2spx2eGh3lYDTk+mSW3bLJxd4Svctz1NYM/lTkTxfiY6ZziuvDGa7uzlM4jQstUS2nVUuJ/ILCGpJRyHQUMdWG4YaUKQziGqU1FMOA2qYRqj5V1LbBj+3+fJtsL4kRRHty2FHOF3hDKWPRpSSee36iDBW59Znu1sniAD3VhF1TgQyCACVLJbqQ2kCv52EDMIUg4ZLYKrpFjUIrWu2MwCtY35nFBiLrTgOI79dZVdsZsl9KYqrSA51KeY6yimCo8UeyUxClKD2hQW0AYdeQd6wgk4ElWPMl0Rq7fWpTF4Lu5g2xMSaVwKisieyaRGxOGYJXIf8mdxQ1TRlWwaHbC8CEoUFR+QawoarmW5KUYCR2pN/xOHlwmw9snCF2PkY7Xuwv8/0n/84XDLK+ZLrw+Dt+FoYeB2/f5mtXnudDm3fQn9YYjmrY1KBiQ7hl8KaQt6gyc0iPpzDwwTho5Rw92OWfnHg/o7LGr1x7IwBXLy3TPjCiGaWsrc7Li0UlbuJRX54w3W6gp3o/IrW+I9oyqLLKsKpMP5kTxd2jDMKuZKOTwxadVsKZihBY30lQlVZb7gsoZ8QphTcCbOho3FCYWOByqCLlikLThVBn4aDEmxT7Z0WVoeDSrtoKrgqHN85IlmoVPaDJmorRMQlqvFiK+lWpqG0K0pTOirDGhwr8mZS7Vja4+P6TNNaEdoyXINoV6sRLIOw5wqGliBS79yjq6/LdRaPK3i2EPUu8qDGJE34aSFsaXbjKEVrJlqo5VhZMYjGZBbcHrQripEuHNVUmOywoQ40ziqwpDkv+L/DsfhEv0LvPotoZ4YUa6awlGGjCHgzOFKhS0bxiiHYd4cBWBeRun3YziaWMNMo6ikgzOahprFnCQVmhYJa8bdh60KO+4ejdX6LqBf71UIojW0LFhj1FOgPZfIk31kLvVGjCZKWivIzIUNEUGYk2PIKeKHh7taT0FXlTCt3zBrSu2Qqdcjij8MclunAUdS3z5MDEttogYUhbmnhJ0bpu8WLH6IjBH0n23VwvcUrQ0XTGE6rUChXrdIXIJI7Sh+FxCQidhtqmGILhcaHAVk5tc/PqAipTuMhCofDGhjKyslu3YWlcNURdcWyCXknAl7XlnfOm1IqpgltF/y9zZJIthz0JApyWzxb1KoCvKKS9ZMWbiFMvA0kwvGpHfRmKvHsTV6EOjqKmKH0xgMFYdM6fWIZHPaKerXYhO9K2xgYi5/7U4owEO+GgpKhp0pbGZOKU9zJsU6GzWUtRROKc/YmMJZ1xFA3H7HmxHXkDpgcU4f093Mdn5d0iCaRNInOBhnSmKikY3ppPKR3QBBPRIeUcaduQNypKtqoP8acOf2wru0FVI+IoA3EK8bwm6llM5jCJzI0uQWdOHISDsqbJa2p/rCKbUqJgUpmrrKVIFh21TVHI5pqgpnu2oIyo5FfuLepCx+tC5sFpJUhbJnottkDeNa9L8P3ZtLo3hahfkjc0yazCGcXg9pLWZYM3dft2QRUQjhy6cPjjkrxh9tffSySJzuuSdPhjt18Hu5ckeonYrn2qXUkAbXIZt0nlGdMlGaP1YHpbDtrx8JmXOFTr88bWC/zQI2/f32hyrn+QK88fxDVKTK2gjD2CDX+fjgr6ivpGteGphGRe6oWCqkY5nbPYRok38HCHEsqRDxb8oZF5y+U9vYnImUkrxKUq5PbHjtqOrebcUtTFtmYNta8ju/fcSha9KtEK+45wWFIGMud7tmOP/tcFNNZET7KWBO3prFC65VyOSsSPO10FKj5ksyKbJhU6smxa/L6uaDYZf9Fw5G0pk1Clwky0+CEnMiKOW0CFoEqMnWHfZ0e7Euzvlx3Vof3QNvaPZeOU22dTbgEE3hQaWyXJTJUo1cTH7zEcsumIinJWVe2WyLRsNhJaem+D0t5GJi+5ZX/8yiaVAXQfLLn/rlVW+7PSpWbqoxRc/d7/lVte7nOvLxnJ+uH7X88vPPFJ4hstroUt7plb58L2EqAIajlF4uGPNNpC2JOsNptxqNkMvevjPEdtIWZnp80T6TE69ZTvWf4kH9w5g6kVvPLADX782HvZaba4emOZzvKY+kxMPcxJlZZDyBKDWZlSph7eVO9PuM5lAUwqjqFoun34VGeCkCiQovxYV0XM8rNy4HypGVCJRsdGIO6Rkl1eVjIIUyELezShMwrrK7zUYZISk++hWXYfogYwcQFGYUMjdGAmheTJvNovnPdi9VnBqdtHrUyioe/TbxiKQYg/lXHK0QCCLJnYVbsvRChMrvCmUgekM8nmlaPKcAFTOepYDJOX7GW9bj+AFGROxmAyKRjclyANXhVEeFNBGdCKoi5HEtjgVjF1Gap9FK4MFd5Y4GJVSh3W3k4UpyUrjXYlK/UnFpNUDkApTGrFoZTVTkcLDpl7f1wKPVlIamISTTSwFIFHXnd4Q0M4EHSzaFWUZClKXDYsDvleLxHFK2qKsA95G3Qmgcm+AUQQKy+ToKGMFEFFs4GqsmZX1cS4CpVQEqxWNVtFTZPOaHFguxKU9W+vDIgH9S0xrAq1T8k4cwtFNPmeU9OyLlVNSlidWVo0FEXHMSoCqetY01LrlGgZT6U3psoidXGL2i1CtV8LJM+sjlLx5ec9lFSXe0iKZIJ7gQJVjG6DKguuskgbiFPwYnmO1CaJASsitf9sk6l9xdmrF9srQfBSoWyFdhfk1OTyuz3UIhiLboWDUgKYXDYkoOV9/MRV2akgN3IMjei2KiHqO6yvpa70s2uefEUyjWisiXyaTBCkYCKI7x4y4E9vodu4Paq8QtkKkY28KWUWXizzYzIJUHXhsIGu7JnIutQd7tWTVHPHHhotQbtk5Ap/WlZlEmKjqJCmqO+klqulcYGUcoQ9Xdkdtx+kFHVdlQkIKrCHovmV/VCloqgLbaPsrXHu0fVZSwL+PZRN5xCOLTqXwBC1R8cLSoiTtQzGe5CCPJcKyS0iGYvTss7WU7JLdwrRoPws2aruKSqbXKHefiz6Jnro9nf5Zq3KllmNrVua7YT5YMJHe3fQLyLuObjOTx96Pz//+Fejco3KNIyrLh25JO46V0S7e+iijNVk4vd0IUiJLsQWOQ1l4PB3PUwmtHQZCcXmpSLrwaiahyqQELrKEY7sfuImOlH9bWSxnjAHYb8qHUnEdoTDvURD7MdevZGiosYquVO2Ci50VfsXgG1YdL2AiVfJsKCsMhax0copitkSV6HuxbEEl3lSY9ksqc9PcYGjzA21Tdn0oco9OatYjUq/9xB32Rwl95hU7LT3QJ/IL3DPyeYkbSGdrSjgSrf8iRObtSD+pajfoinLUJG3ZL2zWUWyZPfLB0wmfgxUBSyITAjrUulcldyWdSWsRaDQd45p1VL6cY2F1oQ497n89h/b84yfF8n6a/VeUKlY0e2NDk86OZuHkU/7ti67mYf1PIlcA1GA5fs22djtUNYctOVMLErF9gsL/HF2H9OjAd9z9C/5aO8O7m6uccIr+I2jj/C9TlMzOZn1+Msbx8jHAWE7xR4oWZkbsgakTQ+9FcgOu6qWIZ0RQfA2Fem8RXclUreeIEX+UOGNZTLDrkKnphJst1+4aqodf6XP/u4WG4tBVaVQYU4p/NiKccyqDPSzuF/rC4LhTQqyuYAy0JjMSoH5sEDnjmAYkM462cFlZNH3qB5vAlFXiuLzhmLUrxFUmbcXS4DlPPCH7hYPrcXJhCMp7BOKQJQ2GIkxVtZJ7Ymp6INMnN0e3YlS6KzEhpoy0ASDAp2VOFO1z6iMrcktKnbgHDrXlDVTKY/Dn0otkbKCrLgqC5geLmmsGlxQ1afFgohlLeHzy0jWMBiVlfF26LREB9V3V+MsIoNJLSaTObaB3ke7/GmBXrdYX9O+qlClT94WI76X2TgjyhNtafJWhfjV5e97O0aDiSOdE2cQDF31Oan52qNp8KSuLRyJIylqMma1v9vU4MUiGzp3KCdO1P9/aHvTYNvSszzs+Ya11p7OdOee1d2S2kIDtEBisAh2QqCCKxMxMQSKip2hICmbwf5j4rIhOEXKKUuJqZTjIQ5OXBVshpiQosDGcVHYyICQQUKtodXT7e4733umvfeaviE/nvf91r4CYQmcXdV1b5+z7zlrr/UN7/tM3yahWttSQNhAo4BOahZVLPCHlbb6MlmloI61xbgigjSuOCerDQuM1RuA7xy6i5aZcjXEpcad33Us6gHS5LGRcZCl6xwmqs5vxHjhWKzbYCgyXVPDAPBPNSKodm5+L6O9TLRKvxdrFlV2JOKVKj6P/lLG/JZBfZfdo1IMyJg2sD4X5NikDN8l+cwBJlWkVTtBXtskzyEBA5CNh5d93PXcnMaVA3IuRc7JWx0p9T4TuRknkWzyNKCYYODbVFCc+lwKEykAuOFOQuxxYYoRhoiu3K9e9IyOv0PHZGxkjbBGJAf8N34bC9pEs4v8npDh+gjkjFxZJGelKeFYqTYJ3rEpcH1Cf0B6fX7Tk7YJLKrdkEXjkyb0qE0wmWtTrPgeFZF3l0jr+j4XhNsNHCe6yS3fzKi2Ca6XhjNn1OcJ9RlQbSz6fVueqe8T6XspvNFMmyhMLtRgfZ6LwcjK76u2UkiJMSJbFofZ8P85x4gIIotMInH9qU8MhtManxwfx4OnFrj92gWYecTBYx1+tb8GRIPmvi16WDXaZKGcqw2vrTmNaC94pMjCaFiy8UgVsH6KMhp75gvCVZ+DTnAxs5BG5piq1lk0rvxlfhNhIgv/cd+Vz5u8kT0si2Cb44yfm+vQuOSY1GJ/e8kSDV5zXCVvsL0mwvpZFpq7wnjRQGo6Gi68oIL9dO/23n+C0/Ucw7bCpaMNTt+cEeXqLdp1g6cfu4eXz68irBz8WuQ26yxzzgjSys8dJTqM6BX3pv4o4fuf+2X87K334MYRDU3VGUqT5vqMWDFOyA1SQDfcx11rClJoItBdI2NRn5pikNHiM87IAsWGdUl3URi4hSDU4N+T5z167vI9pGyweX0P73jvbdw+2fvC6qYvlC4EgD/0lz6Eak36LV4Y4e7ViHsRqBJsHYH7DSt05WcD8LZ/90V0kcEU33DlBdwb9/Azr7wbORs01Ygn9k+ZIm8ifvqt//jzXsD/fnYJf+WFb8Rq1uO/e+7/gkPGE/4M/9vxV+Pvv/DlMK/OCzoSZhCNVsbsnkFzQqi0klNzqi0LMqUZmpOEbLhIDHum0BtW8qF8R+SHEy4Xx4rJGX4d4bpYFvbsLbKzyN4gzB2On6uw/xonS7bcJLI1aC9YdJdMGQy6edlAJ4nr9VpYiNTnGc0pN5rYANsrBgcvpyKoZoEoSIosfsmxC8yWHYsdSaMmT1ifaAOLBL+JCHMHOyaElUN9GmDGBBsSkDKypyMyexZVfj0CRiB6C5w9NWMXkBWpADTfyI28nvvvyahPLJoTlEWh2gL9AdGM/esBfhsx7jm4LsNvApBZ/JmYYMckdIRFqp0UPg5hYbkB9gnV2YBsDcLCT3owAO0lj2HPSDeXsbwVYcdcaL1haQuVFWbA/usBYUYatNoQfldReLVJvL8VKRIukpndkX7mgR0lUoYbE2JlEVYO2RpuCMZg/3oHxIzhqEaqDLaXLap1xuxBlOdO6nlc2rKZtZeIgvktN0qAi1VzJhTwPrUP4x6pryyZMFkQBr8xdE32udz3+b2MJCLt2Bj0F7mw7L2aS3e3uBsx7FmMS26IShOubgVxFSXYIWLcr9AdscgbVxzT1TqXjV03SjptDcY9um1Xr2e0V0R42gqaKvNMUUA7ZFhBjE0G7JCka3WkFY97pMoWas70EbmysAOLkXA4ozGksaSeheo6fnsF35Ke0YLGpIxhxZ/bHbHgbs6JqNrA5ipVBqmyRHGELjaJ+iDm5bFYsiELosPrTd6Uz8DxbFCtA8LMccwDvO4uwoaEsKzk80fOOW3oEpG8VPH3p0qOuBIULM74OcPMIDlSuSoqTxWwvBURa4P+0CI5UirzOxnLOwHJG36uPNGy/QWD9dtHXPxVT2r7BueQfl6dP7WMRd/G8nUrzyIsHJG5mMUgw2caa841k0ipjwtTxrTr+TuGlUW1TajWqeQRup5/DyuHIJ+1Xk8SBzYfIsj3Bnef5/y49JssNO6+XyasBbLLMLOI+acbzO6z4XJjngq2xGI0GxbZNDYYtBdcodB3C93tVYv1e1vYGzOyI8eqe2QBkyphGhKKY7A5CfBdhNHm3RnEmYProhTTLJrj3AEpIzUW28uezdsmoTuiK5aNHa8jeYNhaUpGnxuY19cf8fv1KQuh7aO55DOmelrL2Ogo0gicPxsBCyweXePnv+Jv4E+++G1445eeYLMwzwj7Ef7EYX7XkBoEG9fk+bOG1aTPHIvBJZUG9ua/AbiLPewrcwICs4w0j6j2B1QfW6I5pvM0O2BxM+P0OSLzfisIcZdL4a3Slu0jWRp5vk/dhfWpNJWylmanSQW5GK+G/Qw82mF/b4uT1w7hthbu6TXyZ1Z48Qe+X0uUz0sXflFI1qd+6PvwZf/1BzG/bTF77hz38n75XhocMI/Ilrx384BCto+/8Rj2Vi1isvje514FAHzkwZN40C5w/3iF4+tHePYP3cBz+8c4TS2++VN/AjFZvHHvEB983z/A+5o7eMSv8J379/C+9/4tfPvH/iT++1e/CbfPV3jy8ARtqPDlT13Hr6enkD8xh2uFi00SDdAReta4hGy1G4JwGzJxLAXRseZCZEexW4vbh5QQF0oTM0xl0R9x05wWRnbIyEIZDQmzeyxguPGTohnnFBc3x+zIFF0BOOkKjSDOEuzxM9RnuWhNsgW6I4vZSQIi0B1a2Bkk3FIEpNtUnk+YycTrWFSEmcHmksXqhuorDHzHYsKOGePSoz4dkbzl5w3TpEfKiDMPGxMQ+Vm1CG0vWSRdWMUC7wYudvsvuxK1kZ0paMjydmK31HJTARzizKA6J/pjhynaANbA9gGpdrIB6GKnWgwrnXACEunebA1mDyKqrUV3xM2V9zpy40oefpvksxMJs2NG0/G52iHBe90AKkEQwIJ07hBWTjZQWwpBvxllM0nIlYMPkUhKZRFmVYE9XR/h2ojkPZ2JY4ZveYHqnlENQhJzghXRdi0UnRv4p1K8ybNhCKtMmv6GI1obRag78JnN70kXKPZ2UnREfdMio7/ARbJeUwcHcDNINbUf475BOLGwMaM6j0VAmh0bm1pcrdqlwgN2I4vuWmNNjNAsGas3cqGNdMNS6o3NjSIX/LtuyiYkoqtDQG4avk+Qo1w5YIgwQ0B3sSYK2ibYEJGdQX/oCxqn+kMT+bPdmDHODRZ3iew4QVVM4P+bbGDHVI74AAS5E+G+bxNMmD6TSRlO1oJU0aGn2k1FnADABhbldoziduV4g/w9O15DajxSZXk9KcO1gaizFF/9kUd3aNGcJQwrNgP6nDVCJTuD2XFigb+BaHhseQakesT08yCjv+eFUgHGuUWdkmQTyZwW5E5fNma5B9Me5LqIVHMNQyZSY2OG6am7dIM0k6LJKv9ODThjEvqQqE2uLKqziOQM8kIaoXM2jdQQGvhNxObRWkwTRFLCjIHWcRnhDwfE44b6YW1IOj67SgqhMDMIDRG0LG5S10bUG4NxYemgXhqM+war17n+5EzAoTqT+24mihVZxNviEs0OaE7ke4bjhQi+NhkJeSYobB8R5h5G9HBhToSwXvP/nVfUNMMKOmwy3cuxpnRk/WTG7C4bu+01UoJIuaylNgvjIK68OAf8Bth7xWHzaMaff+fP43G/wmk3ExZGnO8VXcKqwYQ0EyoViA03CKWVo+U+SwDBYHndIt1c8OcFoHrT4PSdCc1sRE5Ad5mFz94rROOuPX8TN377Klavkyo/fYYh2iZP+3h9btBVcj9HoLtIIEMNEzYpojzJFKpTNqE4zIhnFU7uH6K552gayCt8diqwfs/XF31Uuzp3Hhwv8ce/7Dfw/7z0Loyjw6XDNc7bBu35jAMVfCCPXnmA877Bpm3Kgak3zvbxnis38SufvYhqbfDSC4/i5Ok5frR5Hq9/5DGYEWhag++9+51YPHGOb3zqk/irj3wU/+/2ORwtWrx29wjjtsYnbq9gFwH20YyqDtNC1jMAErJQOHHJVVtuKCZx4owL0UX1GXHOBWJ5ixucQq1anyoaBKOW5oghOUGRZPHK4CInhVaqLaqWSFH2nCzjQuyyMoDU2eW3UxQDxYLS6fVgVxXYPbkuCkdPim1cGiBRvMisosmFNL8by+IfG182DxiNYchYP+Ywv5vQ3OtJVYaMcc/DSbEBoCze5NATIhxh+MaRLs2ZaItQmpqsq0JDjUZwLTU4uWLRhyxxAYaTI6wczBkXf+q9LKwUNGWNThmp9ux+Gxa5ruN7jW6Q3sKdDUgzD8AiV6KFA7VLNmb4NpXnWZ0NSLVD8hVgDOrTEWHpS6fo2sAiyqlVWTaOnFGtR8SZK8WgduxEDrnxx8ohzhxsSEg187Ko3cpAIAKXfcLsvsHs3ggTBEE0QFg4JIdiTWYel0QANNTfKfIaa94kpYXtaBCaJB2zIFhDJm0nRUwSbUSsJn3X7F7G/A5I1wgtpBttkHBI7di7C1yk3aoiohsmwwKLWVMo41RRFzO7z3HAnDlTMubqTUZ9Fqk3A1CtA6keQ32Jokx2SDBjRGo8kDP8EKQ4B1zHApzzIMHEqdFwbUJ1PgrqyOI7XfK8H5FFd6xJu+UMoE8UJbcJNhLtxsxJgcSiLDVEUePMFlSGTk3RjII/Nwu1bccE1wXEhgVfHqmtCUtWuvUJkWMrVCBgYFXXWfM9JiQ2PbVsJIHXZuTPsrh3Ccs7RIFMhFBHudC3/b5FtSX1AoiOdp+6JyuUkg8sypvziPbISSyHiN9lQ05SDGWgbKoA57EdgbjgPTUpw/Yc74ruAuLmcgYQM40WdoquksbOpIJ1w46KGkoTmHNpjsPMwm8F+faGxYnTuUHtlEkA1PbfW4RzmrPs/oDW0E3rpWHHzmcCiJ7RjcZxFBqDKFE4qWIBcPI2y4DPkwpRBN2z+9TKJkFO0nxa90mrT7RydhYmBMAYsgYpIc4r2MAmP8uGk2pKDUJtkPeB2WkqGkkW+Qlh6WCjweyemCLE7KGuYIB0mN9KmGgFoc8poRiTURVnAAAgAElEQVSXZnKki5Dcbw2+fe8+/vDHvhl3bxzCPcp7Up1b7L9k4bekiFPF+9Md2aKNs1GaMdHwqRHFZCLxi1tEqvoDMc/MgPkbHtt2H+ntA0znsHzN0RQxM7jxsWuSj6YMA9fG+ozASnWe4VrqcWPDPEbV//UXMlbXUXSA8zu8lvqUaQUaLYTksLxBYCDbyWTxhby+KLoQAN7zPR8CQJF2dyXhfe/7DL758m+gSxX+6qf+bZyfzZkPckaL9bifEfboOvg3n38BL51dwo2PPoKwTPAbi9ld0U1JFosJHPzDHh0HJuYiPL73fMZ7vuwVPLd/Gz/z4rvxyNEZ7q2XWN9dAslg7zMe1TpjcS+J5ojohOsTYjNNPN2IFcrODqVjsOPD3ayJgkxJFx0W7B7rk6FQZwBQPyD1kxuHVDlx4tHlU611IzU4fmuN4UDgYg+01zLmd1j1xxkRAEWgkqOzqD+iRmt1I6I+DYgzR1H5MFGDw56TBZSbXJhZVOtYqINUW/hNmKgFzwyn2Fj0F1gUL273RACEUnF9KpuDP6c6OjUOSRasXQj71lc3RLS2wP51Ukv9Ibtnap0ytlf4NRsh6BfdOcsbGfU6FdrB9wm2z4TNU4ZbD4WapJsqs4uvWdzoS58dQHrC5IwkhZhSn0mpRm+InAlaoLoz1wWEVSXdL9GoLL/Dn/YcC0NArj3HUOWQGgcTWHRSZ8NFzG0D3FZWMaE9xwtzXk/McNuxjCu9BpMzi7s5+5/YOLQXveh+ErZXmH6udDYt9LxnyRt0B5ZW5pBx/gyLXNcaLG9SAF1oLUFbx6Ut40YD+0iNSgcfBeUpxT3Hkrq5lCJuTmKhb+LM0uIvVGx3aHH2NG/D3nXS81EMEvpa3OK9CHOHah34XJyFGaMs7q5Q07aPsNuBRUXlkCsHM8apEk/Kc1ggpTKHs+XzgrfleaTaoT+q4YbEOWwMEBLS3BdqP1u+j82GKWM+y88hTWZJRW9krquUsLEs0oZYijtdT+Lc89/NrSCjGfXJMG22YZfKsjAxlU0YANLM83Nb/jLTj4XiodnGIzUe2RuMK48wt6XZiJWBnuCQLUrBVYtYnVS5jjEWb/2BxfaqRbXJ1A8J5a9GH/27b5NQhZqZlx5Co20fSPnLWhJnXEM1GFnnQ6xNKfayAZpj3n+6wTPC0hUZhutikQdMdK4tiFmYW5w+4zAcZCzfJBIb5lyfu4vg2bPPrRFGj3hWob7vcPTJPBk6DAp9Oi7pAoYB2gu2NO3njzNyxrcZp29jITK/y/s7LgUd27KY0iDQ7FG0im7MaI5HUoUSUZONGABkbrlOxqB+3VucP9GQCVCt2ppN3OxBwLhyU7jwAW8us9UE8ZJoHzrfWUBzLYUwE9LIibnMZEZHhEXCj37T38X3/Oq3ATcbRkCcOTQPDFZvJpw/YXfYIAYpk8qbzF3ZaByHIN3QogbYPiK0qwHGwwi3N8K6WI6Hu/Av+bmGPXHAjnQB77+WsHnESmAusP9aKgXs9rLD+ik6prdP0LlvPruA6wxWb+YCbpgIbB616I8ymmPKR8Z9cVqL/tm3wMc/+H3Yef3roQsB4GP/0/fhvf/FB6mb2Fj86v4z6EKFLnrUniiQGWj7Ztdg4DqPi195C/f7JW4e7yMJhWEyinhXoUXf0TGQHIuv2RkKNTC7Z+FtxINhieW8x7uPbuDXw5MY7h7ABIP2quTGJLFEG9ECKPcvsLXJ7BRj4wq1R9F3KtB7dpygfj0izj2qk46CwcbBpCTZVOw226sNgBnq++3OomhKhzfuOXH75SlsUBak5j47exNzCSalSJiL3eJuxnDoJF1cHHY9n7QWj9WGNunqLBTnY9NRVwFxj7iO90E3dT+wy7fBYH53wMkzDfyWaIQN1BHp0FEdlKICutABYPECK24RoL6V0ZyMcL2DHR2GfVME4LSSE9WwScdHlgWIbsEk4l5qzVgcpVlFygTg5iiIpQmJMiihDpAMwpKCc78e+F7PLjrOHOAMoA7QPpdFn4Wb6s8S/FnPjSsk2BjRHu7Bd5FFlTUwlYMZAmwXkMeI7GYwY4STcQrRBbFbs7CdFImVKxtCFjrAjKTY4acCy6QMdzYgLis2BSq6FRS5OZGFaW4KQlDs6zKjYyO08SixFCJm13PA7M7nz5Y0dbYZUVAA35IKgSJygtzZkEgVD7yv3cVq0hfpIpG4siSZd4s7EbF26C7Til+fS7HmaCBBJm2alZqJRHOg7j5H2hXZIFtbROGcu3pzRDdoDMzIQhhWnkeQdckYmH5Ezn4qzLyF30a4LvBnJRoIrIz/bDWCIyDXFkZQrtSoGcTA9qkUJL6NO8/CIsxoIvGtRX3SIxf3pC3vcx3ndKos4tyzYBhHIjshAeNUNOaUuP54C9sFIKVSmGiBZXIGQoap5P5krm0+c3zYMU/Ce6EHaSyABnnD9wlGAlWjmEsY6Dohm3bMiI0tqCrjNpKsGbLOtolFlbMTKyCfPRvDIrST5yPNoOqnhj2Lxe1QimtokSb3w0RFTInohAUjauwYubaBP89EFlTJC5ox4xqkGzwLZ/Dcyn3mTi1uqdY18bgyQAohSbYXY0OYEzExiactIAHNfYv6lMiV61XqAVK0DRdV14mQX9iWVBnU5wlG1uUMrmcmJyTvxEkqhbdzcO2I/tKcFO3Afa3QkEb0onLihDq1U8VrVhlKc57LP1ARuI25iPuzxCTQAcrnE5Yq2wD+7Ee/BXGwMPMMzCJCk7C4WfN3dJK/lhlvkW1GdRdQt3R9ltEdmfJchoMsgnVhaK6MMK2D7Q2uPvkAtYu4fbKH7sYSaBLaS2wQ5ndYFM1OdT9HORWjPmeUS2wY5dIfAeHKgFRV8GcOOFmAuV18pvocTSKj5Deia3VAvNbD35ox6mn2Owqs3/P1RRdZADAcMl+i2mTMXqvx8ieexfqZiItPHQNJ4P8loxQOnj1Gv57j665+Fh89fgLDpsbBdencBP6vznOJEgAkN6YVBMahVOLLN4HP/sTbWUkfBvzsm8/DBIN8JcCdOh5ofMwgy6rnxI2yGKbKIA/sgLiZAtawSAlLdiN0+lCLNK48qvNRFgNwg3QZ1YMWuXIYLsyAbYBrR1Rrz07n4lzoLE1Eph5LkTEntmsjeSPVWUZ9NnWPmrau9mXXcTFZvUEt1q4otz4dkCpH+iNlLG/0XIxksyGiYkXHIRoSERAXHUcW/UQGLnyqRZw5jCuH6pxdqB0SxqUvtljbp4IA+jUpDID39MILCevH6MaJNXOtZgmw0aE5GRHmHvP71EUNOlENSgaS6lEg6fCui6QihSpKlYXfjEgNEQbT88wB046AtQgronGuo0ZkuDADEum8AsGrziFm2EEWfmuIinQjF7GKU8J0FNCjrjC718EMgRt3TMiLBrmpEOU+261siDkBAcghyabCzSEtG97vMRZ0zMpzijMPtxkp0paYjwwpCBKLrtlxEGGwWpAzZg9SiQNQigVgc2NBOq55MLlMTWJRZiKzdhrJV2pOSEmoocOuY0EdqF8R8wFQChq/HuDP2YjUlQT8NQbVeSyaoSgIBmM3EvZfz6jXrpg+ZseJDt1NLOiKDQlG9GgmZmR1CSYDSHGVkxRQAO/vMMIEi9wQ1cnOyX2308+pPOdD5VhEZRa3/L7QSo7om7F2otyy0pkGNiYMS44NOyQEQZ907NZnAUYLXs9TF0gnR1RnYymgYTNsGxAOGqKtUeciCzkkKVidhVv3SPMKdjuWz2ZSkkIzlvliYuTniQnQcSfPy0Y2GnAGKWQxBtC84YXqriqL7oKiHNLgBWl0xFjjhDYOC4sLnxx3aLuEzTVXAnKTMxjnFpU3aO4PRPCkAFenMps1Uqc2soA3Ucacr3gvuoxFz+t3p0Ga2oQwc2JSchhXpGonjeU0blX3FmcGyfOZ+i2LnHFFrRFAnWxzDGwfBVxnEY2XYNyM2UmkEWfl4HpB77qIxW1gXHlsL3nU5xnL2wFhbnH0cSkkdyDasBDayklTNE5H5JiUC13nBjqU/doAcpqKHbkOuy6yCVFKNSRB4/UeZvjTBNdn1Guux34b+fxlnMd5heY4AIeeeVJA0ejZCJiWcpRYc+/R++o70n16NJEdM8ZLI9751jfx6RtX8Yefewn//GNvR3O9geuA7jIHxvqphHw0ACekXpevs3Bb3IsYVoyxURYmNkB/JcJ2FnYAmree4Ufe+XP4+sUbeCN4/J37H8AvvPQOPHnpGDc/uuK69/wZ8if2xblIFL85JVChLmzfSgPugONvbPHklQd45Y3L8BuD5ZuijTN6BnFG1fLnDCuadlIFhKc75GBh79YYF/w3y5tfEPtXXr+vIst1EsdfceAiA7NbDhffscFxvUACxYPZZZwcL5Fbj59+8UthDPDMk3dw54XH4Vtg/STPbMvCxTM9XODVhS2RCcVlNGR0tRye/PiIOFpcvXIKazLwBDD+9tWyWavtHhANR2Mw7DnU59o1EdGAcM1nT3qsbnJzCotGECP3kDDVxohc85a5NlIj4VRXhJJ1oxoCI7SAb7lxmZhQbXgQX3dgi0vNdSK8D9R5mGxKLpSxBvN7QdxbdJWw69fuXja/lAGlmwYiEGZIiEI7JW/5tDP4uQ1RKKPcsjp+nBHnVUbyTnJo+Hn0XjopYHNmt25TwvLNDsgN+kMiA0oT+NYgiU5NtUjj3BenpjpOXM9FRrOLClKWMozYdPlLhToB7wGcZVE5JsAZVOej6Ku4WCRvkUW0bQcuPNSX8d8BgOm1BQQwyt9TgoEFugGu7ZFnNb9nLTf5nIG6QZh5VNplpsTvi2ZGNV8QaB/ZThTYmJBFR5bmHm47srgKNBPAieB5nHQ2sbaForFjwvwuKShSQXxPc56xuSb0plAT1opVu0Fx+CXpgLV4VjqbOhPADKlQra4VY4ciecMORRUSfDIF7TAZ8OsRbiu0WmXLom9XbFT0cPFd8bpex0T5RSAS/WNxS9QJwRRRO1Rv5XjPYQxMGJHmFUwbkSsPdXxmY0qxqDSvisezM+guVliIFo7GB0G0hihOVmruSOPYSR8m6LJ+HjNGIFn4YUKCXUtNTa696JZEcwXABt5b/juUYpBoj4XpIwunlGGSvDfwa9kJhJVQ5n92O3RoIuqRKgszJIp7VRPDSl7oNBpDUm0K9UcDB8+ws8hyHiGpQp2b455DaAzayyxUqu20WSl6rffEJlvmTlzUBVE348QckBKLAEi/szHkvE5ZKOiRa6aaNHyrjmO9dlKycSHrnmRGOclhgjVFmpIqrj2pBvyaiEZ3mQHJcQa0FxyWQxLBPYvkYY/ost9GLO4wBNa3AYDH/HhCAk1COfnCd6TmfKfRE8zNs2NGtQ7oDyuiiTkjLNnc2z5wHHiK+1PtYLcjdaY61lSH2GdBUekIz46mCShSXjk2E4PqUVEQsOyAPALDii7ZYi4YiGqlypWQ6uTl5JF5REgW4azGZ44vw0Se0lGfGvi1wdm7B7hFwBOXTvBaewXDIeC3FvUJkc/+iHtkNkB7JfPYmt4iLYjqf8uz/xLfuncMYInfHix+7tPvQr7d4PqLS6yOM7aPJXzN46/hN//pu0lzSkh1bAiI9Bdp2PF9xrCyOH3W4sU/8mN45hf/FOzdGrMHpKGVKk07lO2wpNOWZp2MdFYxQNbI4dRCS34xL/uvfsvvfKlgbVyh6KX8BnjQLvCXv/xn4DcGs7uWidqvN6jvOgx3FhhfW6IPXnh7Jg+fvS1j2OeAnzZWqexnzNbxLaHEs6etiAgznrl6D1/ztpfxvsvX8UevvYjnL75J7UifpwyWDRPc48zCbxIzXzqKk1NlKZw2gG8DFvcSC7sMnD/OjCgiaCqg5Aapmh4oCiRraVKx85CKy0qdRbaPAkFGzG938FselaDhn1n0YyoM1eNsmCo90Q88xkS6VCmwbEils7ddICpT6AV24Km2ohkRR5OIZInosPDQjn52d6B70RlGKfT8PRoyascEux3h1v3kdIoJthuxuDOgOSE9gCxo1JiLbio5FTCjCGZNRIGoq/MgLkXJtrG8NwwbTUV4byI1M7nmZjnuVUiNg9sGCou3I+9dnxCWHrGxGPc8hsOai3ltkeYecSa6mxlRMBMi/xunoku1WqYbYPpx+l7OcOt+KuZlc9zVBqnlXjVCYa9hgRUT0QdZaMr7WxaIJsap2MpSiASliqXjqkRoL89aUVATM5a3Eha3ZeyJU7UWHQ2Pd8oT+pWE+sqTY6/QsUXLZKSASUUTp+iu6yLcNqB50KM6G2B7eQYy5qsztup6TIVqPpwU7cigAFqPIRoC/24tTBL6TosqQaCMoFHQ/DZDGlENJ7alHcqMQe73zr8xEypmQqLGa4iY3afZIS6opYyidzJjLGNQYyNcH6c5qiLoUXRXiXSV7YhyO0GhkKSQypg2vW4qsFS8zXuFQs0boS9h5T/vSuFuRhb7imqlZYPx8gJxUQm9r9o7zhkaKiRKRl3Q8qwBaqlcG2F7sgE2qEOLkgqNXUmVwSinO4wrFinzB0TkXU+BuuvlMw3TXFKK3UQWRrEh6haWFcX+IcG2geNoiNM6liaKUOe1lfT7LAHPRpA3yLjWYqcI50fJPauIcCCL+UcQusVtiqT9mkhId4GRB+oCHZcsVjXAE+B+VZ8GjAtfrq9acyyp8cOOWgCxoWxOUnFW257XffoWxsu4nnuW7UNBUKEIaMqC8htxV1qhACkbcX0UDegI146Fwp9+DvcPv02yVkz6Xd9lzB9ENCc8QaNaU2/GZzLFw7gB6A8zYu/w2v0LWLzmcff1Izz+1jtYvWbhWgYD713aAAC+4don8b53vQRzpcOwn7F+EmgvGrSXUY6Um93jtWl2X94L+LbDXy9j5vt++z+GeX0GE3n8Vlga4HCENwmnb0/yjKQokpMQShyNHkE1Aj92dgXV9QbLG5QmAeApAhUL4XGxQ98PHCN+azC77eVcYAFE5ED7L+b1RQvf9fUVf+qDGBdylpZlNbh5d4eXv/7v4Kt/6z/C3Rcuo7lnZTFHcZuFZca3f9Mv4cc+/AHMbng5HJaI2N7rFCsHofjKwY4DJ32seVSE0h7nzyaY0SBXGfUDi0c+3LMT0i4pslMt+UUWZeIqohGWnpvxghk1ceGLNisuvCw6oXQUdjsgLeoiws7GIM1cGcja+aaKiJAdRMA9JsmLocYg7NUTQqDOPbVqa5dvJm2H2pUBwHYRbtMX+gBAoRCowcjIziHPKyAk0lDSDaXaFf2H34yl09GCA6DYOs7J5zONne8f9h3GucXhp9fcBIxsRjHDbWkE2Dy5wvL6GqnxQsM8LNLUBX79aI32ksX+dckYixN9rPlHRP90M5ioG70XmhljIuFzvxmpWbAsaOyY0F2uWfD1FGE3D8ZyfxVNcKctkHKhnEw/ig5Eig/ZzODc9NwbOhHTsoHdDkQAV00pRFLtZBOfuh4KgS3ceii0T24cTM8iwISEtKhhNz0QE9KiATzRoNQ4xMYVFDE2zCoLxdWX0F5tSlp/WKh2ifNHM7cUOdJ7zWI4oVqHqdCyZnJIDulhPVycNnUkIDdOBPvT2qC5VVo8Mm3blSKuP/SyWRCJ0MKFBY0YEM76iY7uiAShrqToSoCXLl+F3/r1JMhI5fn3sBOmC/C9lQf6AbAWaTnbob1lvDqLsFdTYK/Ur3yOLMgcrDRRafrgqtG0XaAOTAskuRbeM15brhzXJSmYdl/ZGdiWLlMEotI8BHNqngAQVTeibZp7RllsBsRlLTlaabo3AKl2oSaTtygOy9pSQhFFcyfod3exQmg0vX8qsIKcqZktjxOa32MwsxfDjm8jqeIxSsPF+aIUbaodjR1S4FGnSH0ZEvg8tOCsHOx6QG4c4qKGHSPXnJwR5h6+DUjOljBXRRXDjPfXRB1/BtsrdOrWa6GIojgrDSTwlKdgjPMpe9AkySsMGYcvjaWA0/3A9RHJScG57zG7T5kBqViaDoYDjzCjTELdeZrXx1BMg6NPj3Bdgt+OxWiRPKlCGEMDjVXpiy0ROraPSN6WdcFuejHjeLjNIKio5pIRIBgO62J4UXe2agm1eVMDTKotwpzoTpgxa239loT5bStnEgLtI5Fh48kAg8U3v+8j+Lr9T+HfW27xA7ffg3/4kx9Af5nr0uJNi/UzkdEyb3o0D2ii2zwVUF/ocOlgjTE6nP7mJdSnBt0FjoNqY7B8k9o6PVZOs/+qNU0Dw54i/trQASfPMbvLdQwjr89YhHcXKfq3A5PyiSrqcUM0aG2v8f2bxxNmdyyWN1mIf/Rv/K7RDZ8X3vp90YX6cj0dcTw6AKiagH/RRfyJJ38DHzl4C7ro8cLta2hPZ7BnHn5rEPYSPnz/aXztl34K/yy+A4vrrsCTUY7jyE6ow4FiPd/SJagLuW/59cNPMaSzvWAxHBC+hgEDKXchVd3oEoqziyOS6eWuHenaMGAn6wz8OpQgTtuN3FRVFLse2FV4C1QOJcdHu60hItWVCDkN7GmUQgpIEkqkBQ6MQfYZRuB1gIuQdi6QrtZtharQDs05cV6JKwypdPQmJRG1ikg2UQfBM7KIPjkpTCxk41WqRFxUrqfrJwmF5MYA72lIIOQu2iVB03LlYLow0bWaXB0SjDHAyGwtSIetAlmj3bRu8EYRLnbR2QmNpBuChk2GDN/Hsmnwl+ayQCuUbkqALJ07fj0Upxrph1jGQtFueTehHqrvyXnSk2QiLdkY2HXHjXDRcE6ctsjzmgWuMYwaEFq5iForilqJQmiH6gpywk3JT59JNFOKalIjw4LEhJ1wzsiFsT4LNEpoUrhBoaazaN4ml4w4vwxkEU/l/mbJccrRlOLdClWaa182RWOn6wRIj4W9psRamJynQg0qbOYGtuvczc5OZgBFBbU+Uq3hSOSxxBgApHG1ULEW2eSySZfC0TuYMbBx0YInZ9h+RGqq0qwYyVdzXZxQPEWmNU4BeMjVVxyMUigjJiDG8nv5nkwUKhFZgwUQIZQfx3qcC6KqIv6cYUoGy3TNbCTsFH5cT2tQ9gxfJZXO8YeQkOdVyYDLgFD1tmgvde5pszgcenRHdlpvvSkMgZUYnP6A6N7sJLK7z0RWhkOP2Z1e5qwt8xhQBoDOWzqdzUOGA5OTyB1oPFHkMif3EEUGMQClQqeZctQOQORL3YYGYjpa5xLArJlzqIhoZZPlJAnAjraEPPsuw3eanchm3HUJm8se+9c70rCOWV3z23QfuzaweYoJJnHNrM+pv6vW0gTOLMYlTQPLWxH1ySDFly8GF78NsG1AmvlCIStSDEwIoZW5Weag0qxCGRvwXlK2wDnpLY9Cy0b0aZmMDwABB1KRvpiU4QPKMUvL120pXk1iblZ71SI+1uHw8hm+5ejX8b7G4M/c+Er83KffhdqwuNKIGHehRwbgXvboLrHQMYuAGBxONnNc2V9jey7nJM4zcpMQDoHmATPa9Dze/hKwus48v+aYX8/S/PAwbSA+0SEf18UJPa7kjEOX0T4RsP/Jqhh09Fgo3gOicv1hfqh8MtNt/4Jfv+8iy0QgzVE6GhuA4fUFvu3+d+OV/+BvAkev8o3P8o//+eQJ/N1XvgqVi7h9voc/evkz+PDmnbTSqpW0Noig40jdia6Xc7qGhP5CVb4XZ7Sruz5j782A+we+iNe1S0OUnJzIzsOK9iY1ngtRTEiisTLtCMy8uLlIOah2AwmwZy0HrXdcOAotFOE1s0fDJw3Rn2wdP0fgxqVRABMlA8BmiQlwvL6dxdMOscD+SRddrvbilAO7B6BQKarNQEqlc7QdxeE5qQAenLjWSNZVZICi0c3DMNupsaVYsn2S8E5qdYxkzxRdTZ+QFhUFl0pDZkzIjzXwZ7TIh70GzcmI+swgzFwpDkxMiAsnoaR5grl3Brm60B6ir2Km+UieGbNl2MX5NpYFxIsezw4RqWLcAmJmkeTdhDw4CwhtmCs/FVfy7BFj0bvoGEuC0iFnmG0PW7p1W4wIWhATGSFdlGYWBqa4DAu9kgA0lhSlNUhVVejpVDtEP8UqDAcVbMioTwO6ixUXzo5FrCJGWonqMy0RJ42li9CZiZ6BdIlCf2VrWCgLEldoNEPRdQa4QGnRCJCy7UX3ZjGhe5FHJ5UDkpVuE+GzkaiDbAwLcr0fTu59bWC2/fScZOzznqWp2FIUrfKFeuOcyKUo0wJIheO5qWC6EcYzY0tRtSyNFJIU9GIaQUH0JloLopei/k4KuoHzr+j9dNzq9Vs7uZUBooXSQJXPYneRrJ3ibkhyDJvq/mRMV44/ZwilYJvcpHIiQoIIzxPSzNGJ7SybK8eTCcISWNxiEz0bRYOWARuB86eBvVeopXSdRt7wPbmyyDHDhcS9vnIwRoTYirBlQEmS0hTJPeD5malEypic4TZDWbdyPQn1k6I1YuYwOdM4kukq1jWIGV5kSrzk3s3vB4xLB99JhIwVrZIVp2tg9EfyQH9UlYPbt9cMDl6a5osJIh+QohJj5H5UifbWAG6kYSlXFtUa8J3HuHQyVw1MSuiPKjhZa+PMC3VIpgKggN2EJMef+WlM6vjToioJKpxAp6q1vKaYGK4NYNi3hbanhtSXgiPOXdHoApC4B8oN2K0xc3D9GN2K1anBuF/h7M2L+DP2W/FVV1/Fz/7a81i9zBy6cTnFhVy9cIYbL11GdyGjPjN0Fm498t6Ioa9w48EBvAGYV2Xg37XB5u4C/QWUQ9nHJTAuiUiqZKe7yAgkLbbtSE2VjQbhIFAetAowa09R/4lHqkkr+k4MVo5oXXuFp8VkSw348obILL4g4u/h1++bLgSA57/rgyWttj9kyrSJwNHX3cJffOvP4hsWfJrr1GFlZwCAmBPe/hP/FTO0DhIu/7ot52d51SNBNueQS+yAHgvTXnRoTglvDvse49IU/cCwb9BepcPq6NMR9VlEc7+bOPSRWpjSPYVIPU7kohpXTQM3GpUAACAASURBVNEumK3Y+FVYrR2qFFq70P1DYlN1JNWejrQxIhzMxQkSi4ssO0vXkGh5do8DAVgwxBXRkd1zEQmRyoKkEPEQymdRykPh4UIfqlA5JaSmKhRqmvlCkWJnLGiWlBXhNfn7VISyiqhRs0WawYSEuKxKl2r7UCaAkQ5caTJY0h26QBahamVK+KPSFwD1ZmoLT7VDXFZCdakYOMF0k+MRYtcPF5aTc6mycNsgNmiDsKopYj3eFnSKN3m6dywSpOPfdHJzJhrGJG7aed6Ur+e6ArxFWNUYD6ryeTQGYVcjg5wRlw03n5gZ95Ayx1Xtucl4bsKp9jxo3EAs+ChOWbWqZ0fr9rgkzD97EDG71yE1DuPSl+JVj1fSYMrFzQ6aKp5qW3SEJVzXENGxQ2Axq5uJirD1tAMAccl5pJRKaRKENsyqLZFCnZlmKE1Q0WfFCNMO07hUobeKuhVl1GJnp/jQMbB7LBOACdFylgJyLbaEDi6vnEnz6fycVwWtUvqQpwWk6fcA03jX4qoYVCa0DmZHW6XUfjVFjJicJ3NF3Ckcc0a8sJw0XO3An6PIlzR/2U3oq2aBZUfKucyVHTRf53Kq2ViZxCiPv/+jH8Qvd4/hL/zUf4KDF0mzFQMKAD1twLWpUHWptthcraBxDkVy0PGoKCNhrLvOzbLmdqNoz+xEk5bfZZDmFVLjERZedJxmyoEKRKr5+aS4MijnsGr4ZfIM3l3dGGSMTdrasOTzTrXFuLCoz0h79hf4eYYljxaa3008J/Z4JPUvKJFKFQAUg5RKKjiOGAkEAOO+HNqXgXHfYVgyp6w6DwyC9lp4J/jzAaYLZYzoPQMAu+6RVo0ENEfYk82EwHvHZlEpc2uRZxXXXT8Zf6g1M0UjSwqTOYvj0gnqqUUIytFu5SSHzPgDG1hM9UdEgXzLfb2/wNBP1TKN1wZgtEBg4v7ymVN85SPX8bee+OcAgPf/+e+GArjnT3PPW9wyGOWowOWbmikWMO452JDR7zuMSwIXqxsR20sO9z4worpTYTyKsK0gaaPB/svUXOnZqhqrZBJZMZOBzWMG2WbsvcIjgTinM37lH/w5fJ7X/090oaSTu4Gcp2+ZeXXr41fxW48/if/x9efwvU/8YzyIR/jWvWPEnOCMhbvaIl8FcucxrBpWwm1Gd+BEmMtN0UmonLqexpWVTYTVs766Swb1CUoybVhkPHiHw/6rlp2DLFKpdrDBCW8fJ/GnTHi7HaciwBhxNDnR3wSYgXEJeQeWpUYlAdk/tCEzWgACH9MVwg4kICfRinnLn5USRZCRBQQsXVUASuo6hBbbDSPUgqIgJZr4nIBU+0KBIESYSrrqEGGNKc4VO0bkIF03TNkAgQmFShW/l8Qtxgvjwj7ouVqRWpVxyUgCdQGqe4q0jSxGQlMgZqBGERSHOVFD1VQoKlbs9kI7lLPQnGgTRilYvC2UTWoqoKkmG3wbEF3N4k+em2qyymYn98XEWByHJmeijYp4ij4rVwaoPPIY6NoW1AuOdG2GhV8PDI6dWZhthuvH4hyElUOhZZFPjSAuA7tQFi8Oca+hO00KCH0mbkwY9isk79Ecj2gvV/BdQnN/FKeNdL6NwXBQw28jqnMWv7kWClZWMjdA3K0JGVP4ZqH4hPY0MRU6k2MglULAyPuyMXCKKKp4PiQYzSiT9wXplHXDVz1TCQHeKQRKkZIepmx3C0BmC03IwjTmMpB3Gggjz1Gys6ZIAdILRfulmipA5ngu/z+J/w0/t17nTgNBDejDjdduE6P6MTjHPLAou5s0IjrHoHRjTCzeUxbELBXEmtfuynoG6wqVmyv5fNaU56kRKNTdudKQxZlFqg3q04g4s3jEr/Djt94P18r8sNP6U60Txj2HWBmcPl1h/9WIaiMC7IGbbYgWpkHRRNkh8zSFvRq2i6UQz97CRdHdOT/d+zwVC6ozAiBHP2XAiRhfGyuhn3nCgMhLMqSxmBzMPBczS9Ot808KUFljfZ9QbWnC4IHuNGLVp8DyJrVZtpUmUihoUoSi060UJU0TSqvjxkqGlXyO5HYPu+bzNXEyAthNz7kk6KpRrWhHI06ardgQn7aTeSVnmLYvw43XYIuxxIomMDvLo+eWFffOpTiK+1T+5BFLGTERSeaByYYkwAI4eGVC6prThFQx2oInOdDBt3ydhdlwlLnG+QzTOiyfOcXH3v9/luv8S3ffKfFNlA81xxauzYxm8hazYx4QbwMYlSIaQaUuqzVdhudPAzS9ZTR3XAEqmmPNFWPBPTtL8H3GOOe5rK4H1+URaM4ZAJ0tD1P30+38ol7uB3/wB7+Q9/2ub/ov//2vxv/ycx9G1YICeD5OuMHgw3eewYM0w//92efxsfExfAIL/NzZk/hn7UX86Wf+CbazGa4cnePG65dhsmGM/pEpG3p/YOBGFGhTzzzyHcWyEFfJuLDYPmIw7nHz7b6khb9fYThKaC8DqzcNqtOhdADahaZlRUE+wI1xCMWBZEQwWxbzhocNm2HKFALARXRH42EwZRsVnU2UnwVD2k7+vQkJeSY/N0zOJCjVCV6b5hepZshJ0rXSerrBMIXckV6CbgSYOuly3A+EdhQIWnQwKkof93hUjga7pcoiLuSaMqnYOLN0pBkxIYChgsOBL65OhedJGVrSTc4SSYB0+rWHpvqqe8pEWod9RwrLbZkrpXC6IotKIWRBSDRAkrC3BWpHCrbTs4v4tlyz8zEjU8X1PmTvCBgY0YPFWGhDaKe94zrk/ZSxGcQuXfQQQiUbwGYDGApIbZoouKRjKtB5lp2c3zbG0n3Cs+A2mdcNCcjlQcAGce7K/R/2+fzYzVNLBQPYxKN5TKa42MYMm/hfibDQOQBM9xZSAKoeKWX5mtwLRY+Ah5Clku8V8yTYlgWuHHOTuZlY2Xxs2fDSRHGEVNyeU4EktJnBlPFmpmdgBNnaHXtFEB+nQh0Av6aoiZdx6ESUoUhKyvyeOGj1Z5qgZg1psERDY+Tn62ZKClq/YUqEkmom+TNSaQzKZ5CIlYJI6PytHJ2TBkx31+8pGiSol14rKgddSYx+XdAkNjw7TZshKs1D5A1On6nxV/p34/RfXOWxXpFrcdXmcuYoUU8jJwtMhUJYWowLHs/jejoarRhbrBpm5p50zswhLDyqY+madd7J2pUbz/U3Zc6B8vnyZGgw3AzV4QfRo1nRFQJGjrMRPeNAvVOu+LzJlHBu6fmVVgOqx4mO4wHOEU51vsbwHgvayYaM47Mk9Os6rE9CUGojkKAmuXtxcRsZ+1bcqnY7ljFS9pxCscr8mNVw637HSZvLeCvjWMZ6rnzJTVNpCic+536R2hgjdLIAEOpWlM8XZ4ZnHx5L4PaKZ2DqXoIMjCuD7eOACQbNWUZ3GbDBINaAiRbmaMBPfeXfxBXH4uHZH/8u3PqJp1Cfy1m/c8szUDc8dSDOLKo286D6Fb8/LsXp6qRZdAbtVYuwBOp7Hs2xgUlcN2b3p7XIyrbgAhAaC5tYnBlQ4K/Flp7xaRPwa//Hn8Xv8fqhz/eNPxCSBTCY1GRCg+dPkGveu56wfnuANxmvfNPfRp9H/PDd9+Ln//oHsL1m8PK/cwnH3QIv3b6Ey197Gx/+0p8CADz9C/8Z+gcVbG9gnt3g7JUlrn5EBl6S42YyhYvnT9SEiE8TLn0sY3OVD/bwZ2qYFKnXGjNO3lpjdtFjdb2bKLCBR6ZQfMoNIc+qKZBSEok1adsdb0gp7NAOLKYmfUG2eUKKYkL2Dnk5Y4HRD9ygJegy155p4uuh6HQwBm50ihRIF6o0XNGo7IgcTc9/Aynk0MrCLvqP0tmKXsMkFHoBIM2Y4LkBb0eEVY1qHSUln7kpswcB1TaVzK3qnI42O/BMrPo8wbd0TFbnKOiEQucaepqdo8vRGMRGEtxzBlckwIyJKfQ7RUqOtqAa2VukqpoW1gyknbMTmSptgCDFV6YTFGOQAs9MXaa3sGGihjT5mwuOFFhKhe3QiEo1lfsfprgGToYRxlmiE1KsueMt7JYOTOSMuD+Tn2Vh2rEI3n0/TkWPUtEx8TMAMI7dcXU2wMSE7eNL6TYtukNXdCTDYY36eEB1FoDsUZ0xFiIs6CxVaoT5VlI0WqA/pAC0Oht5v2SMJ9EGmowSRVAoMkWyrFBvcQphNc7CnAfkeY2wquke7OOENo4cHzbliXYDitOyiNlL6KY4eI0pKNRDL6VvC5qzQ3MW7ZMhhSeSAYwZxssSKPMIAHLOUvAJ3aLcBXaK0HaYfrefvv+Q81HRJh0rSv+VSBb5Wf207qCfvq73OTtbYkb4/oBcVzDDSHTLyYavonAzRTTodUTvuZYoYtiNQOWRVjXnrOg/3chNenXTw3y4wd6bAdU6FME3MsNoTcp48M49/NqP/HUAwNv+3nejObFwoulp5NgwZTtKwS7jigyFhe0iqrvbSYphJetLkTnVqFpbROClaM2MYHBdpPt25gqF7nqeo9kfevguSVgqUa4SfivnombJWfObwDGZUYrW4uIbEpysFerODEsPv1VXLiTTjGJ/t+kL+hn3ZtAAVhMTTMfCJ1d0DKsO2LWBc0Ep436c7ouM0d1GT8eUu3f2EGKavbh7tWA1huMYIPqu/16d1E0FNwSYSHPEcFAJ2AGMSyeNMzMV7ZiBGQNWq43B2dsCmq8/hvnpSw+BIJtHHNqrGSaQdRoOKDZPdcb8lkN+7xl+/Cv+Nt5ZzwEA7/1vvxuPyHF4/T7Xs4OXWijNGhuH5pTPb3WDNOGNbwhwxxWyS6hPLfbefxePrs7w6k8+i71XgezoRuwvZsSGyNjyDVKisRHgeC7B4BsD1wHtFYNqA9SnmTETjeqOf+eS84W+7L/6Lb/3a1wC508xXsF35DltIBT44h/5MXzJr3wHGlPhL1/5OO6/P8C3wHG3wNyPyMngkeUZ/sKddwMA9o62qM5Jo8TrSy7+exZhZspRC+PSingX2F612Fx1cgwNK+comp7VzYD6PGF2nHh22jNzxJlFe8lj3BO9lAYYqsByl/7YWRBY0AzTQrnjTgJQCrAitAeY0SP5PLubJsAu1AwjTC9FQD/wZ45hui6gTDilO007ItUTLfnQK2tXnB92Wxkj1ndSCqox0UgFM0bYdmTXJJELJqPkWVUnHdw2yILG5OHqbBBhaoZfj9MhzlJIAJioTCvXalEWTNuNZUPQTjo1rgToFVG70jQAC4MMok950oBBtGLlswJQt1ehGeW+Ik9RE7lxpfBiHpcUdHHnGhSFHMO02RsjFM+OPkhpG9EtMbl6ej5m25cF0J11cGddiQVhrMikKyvUxy56IxSwfk3PaxtXDv2+QnTszlLNrs11oaA8fjuiOZYEe/28TtAuuUw9XUCpu3JvB9rwHzobcHfMKWqTd+YPMHXPMo7NqOL6OGVdmUlsX6hDRZ6AghCqdmf392ug7ET12d95fXof9Zr6AYiRFH3O0zMMErkghgYzSITHrrbLiFNOCxX5XcXpWApO/jvTT0n55WdYO2mxpJDKmn0lgaOlOFQa0MtY02suCCemfDctnLRQLWjdNH+KqF7viTWkt3acfXqEEIzB4o0tjr+MZ5ACPPtPw0LVxHD+lp3nYTP6Ax463V6yslZzQ3M9w2jrBx3cZoQ/buFPe/izDv60na4J4LUo0rIzpszOvNcjz9RZqPIBJ+eTxsryv8ahWkf53QNpwK0GQ09FX7lnOw2I0nrZyxgV1HFiNIjyZDk9w7Zj2UdM3qGX7cQUMDtxGq+7x5ypDIOxFyOLeC2wtFlQUwXw8Jq02wzq2BJ6vdxTnR8pTcW4FrHtUO6HkYLStwnDHq+9PhnpMjaY8sY8n7ntLbZ9jUGcpiZy72hOMvZelfOHE78+PtFj9SUPEGcZ7dkMN8JBuf++416/uUpwxPVy/RkwQ4I/H7F8vcX+S2vUJwNm90bsf7xGrjL8xuDRr30D1mT81iefkgfKAgkGcJ3B4obF8oahnrvL8NtcDgBnOCuRq1SxpkmVXjf1aP3R77K2fIGvP5DwXV9v+5EPoj6VZPCR5wkxqM7ge/70T+KHP/LHYGzG1z7zEmob8E9+6cuwfMNgfj+hPk84f8wjLIGn/tgr+M8f+2Vcdmf4jn/0Xajv88DJ5kHG8lbA+nFyvb5jbtadb2mBl5cAgP2XgP6IhUFznLG6OfIGdhHDfoVhZXl8gMCey9e3E/3Xj1NhogNvt1ARhKp0xTropWsotIDQjA8VX5g6DhgjcK18vZ0237LIaBbK3ny6wQlTVMM4Ld5GhLWlQxZxo07MXHnkRYM0r+DO5Xft/pu6KpEPadkAISGKIFOPujCy4arLERLXULp3FXuK5bqcDzgE3lPVlIhep0RfJJSfkcQppIhGQUx0odUNTWIDzBgpFh8CxoMZXBem0EdFOZydPqvc17RoAGcQ5xVzZ4xeCxdBtx1LgZYd0Qqzq83ZcYSVzU9dX/r89Hp3xkTR+Dg7CWLFVp8qdugaV7BbqBazQowC9atonKL6m1/TwPU8IJVFL7C4HZgYrXlttUN1PgiawoiOsKqRaovqfORn1zP5BEr3J23RyhRN1W5zsSvG3m0idj8/ZCOZ19Oz3ilGiFaYsilRQ5QnWm+neDJp53cDNHksOT9MP0zjWceboEm7gvGHNqxIvVspCnVjAqbnplTi7hyX36P3JRsjRXIsSFr5nbt0pIq4lRrcHS+7rzhthqVorKsyb3bvb8lU27JBS4uac3U7CUfyoini+DLudtcbmWO6BhQ0TJ7Ll/+9T+AffegDGPcMFncSYg3cf4/B1V+lTKO7YLD9yi1C7/DIL1TYXrEICwZTxzlgB+Do0yOqbYA/bqf4Bf2sOSMtZyxK1FQCcMxohIOMfQBEfhYUoevB7VZCT5EzhsMGeuxXfToUs4sV5IrmqViaVrvT1GiGneafxcYVs4qi7iWs8rybxtjOuH/oHhO4mtYY4OF1XHW5QKH3kDOF68DD42lnTVEzjBkDzHa6ZwWtBaZiandeesdxrIWYn/KzMAYeFeZtyT0c9yvceW+Nxa2M2clkSINhEdVesBj2WUSHBdC/q8XRL87g5FzM5IFxT3LBAPQXMsI849Jb7+OvvePH8VVyKPg/3KzwQx/6TuzdCDh9i4frMw5eHpEqi9m9DsNBzSPn+gi3GWSPoiFMw579/3APH3z6J/Edf/HPod4kNMfUno4ri5tfw2D0C5+OiHLUXfIG2ys03Pkt1zwNMG2viFtyzUysbA221zJe/G9+12ys3dfnrcL+tRRZAPCe7/kQfJuxeYx2R4DVq/vjd3HQdHjp1mX4z84xHiTMnzzH8Kl9NMcGVz7aI3mD7oKHjbQKn/+H5xhe2offUtBO6I4PzCSGlm4v81yq/HXH2Lx8gPlt8rd2oJvh6DMBro0Y9ygMjg3DNOtzHqhaPxhYCABMSe8p/lIXRoFl0+csDPrSzlr0PPreUlA5R/v4ME6TRISuudoRUQtNWDqPypdNIC1m00YU49Th77qjfrdr0gLQWeRGiiYtOLTbVTpEPm+qffldw+U5XMuO1Z13yLVH+8gCi1fOpsJHFz738NgqBYqiIbuIjG6umBabPJPk9YwSXGgiofJcxKNatE4FbjkWpaYo1vZhQhlSoh1/3U4bqGVwaBLBv+ai7SJOtg+FripBl2N4eFPU4nXWlM+BYdy5AXL/lZLa/ezzGnEpQnbpznPty/2CMaRxdhbMXdeeiRlpUfPUgZnDrffP0JywI4s14Hp218sbgxgDJgG7P+vKwh8O5pwXD3rRu/EaJxSWieW5chOKOsZpw9O5sUPnFUSrFCJSlChFrgu6FBy746A0MYKMFfeUFmsqGpYGY3zqcjm83R6vOXe1iJFGqFAmWkhp4aRFuF77bpGlz05fuwWPhJjqBlm0Y5+L3u3OxcSx8lBgcP85hXt5vy3zSs/MLGNzp1jkWYyuRDOYyPGXm5rFyno7zc15U+5rbuoydzWWRp3Weti0Rstosf/J79/D4W/UaK9lXHgh4+wtFmEOXPu1EWFmScUcWKSKDq3tVTl8OEFQD+DSxzuiTNuhuLizxkvkjHA4hxkj3Mm23F9YlLmv6f3ZWuR5hbCqYMZUQpX1vqcZj+LZNe3YmBhYuhG3s8bKGJS/AyhOPg0yhaExgyduyHmSo0gZ2uFz9FHgONp5Xlp0q5GmLA2fW8hKYZatefjny/gx/TiNPRH/m03H4m4MMN3wEM3Ncbwzfnfd8ACpZR1LusYIMpprjzSvEKSITbXF6/9WhUu/SZdoe4FRO/2+RWpIt/kNcPb2iOpKi8sHa9z6xBVkByzeoCaK2WkUnw+XI0xvkVcBh5fWOH3tAM09h4svKGVr0O+bksK/uNmXTMM097BtYESGtwj7MzFLRYRlhfADD3D3nz6Ka7/GEziqswHZWQyHNVJDwwUjMXjepetz0eeRGSMylzyjGwCmvXdXEpp7Fp/64S/oMOjPW2T9gTVZ5TcIXbG4mYtV1rcZ21+8gvMGwAVuBssbBt3tA8wG4PxLBuy/VmFxu8fyFoPe6tOMvb9W4/6XAO1lYPMYBWkaXhhngOs4wYcD4MNf/r/i691/is35JTTHwOw0YVw5jEsOovqMVFe1DhgOfMkHKoJZEfZp0UKdjXbsOxC7LtK6mWinEnfybLRT/hzIf/eMtUlTJAGJu3DwbgGTM/QwUC5+OxvA7p+7+Tl6TYrGxcQCYKfIK8VVeXD8urqQTCYFuIsAmZD+P+reNda2LDsP+uac67H3Po/7qlvV1U232407bbcxgViOggNxkIljGWGBEcISWIqUGEEsJcRWZNSgIPMjIQTbICSQ5SiEXxgpkVCQEoTotC3CQ7b8IHZ3bLXdbne1u6vq1r33nHvO2Xvttdacgx/jMcda51TFjqurzZKu7r3n7Mda8zHmGN/4xjeweeNg6R6EACqlkvutjQ/EeSjVERK0UA9fO3AUzcrE1Yj+klSVVviRKlVP7lCUe2cnKzLe2ybElsn/KAW06REy6x+pU8O3KE5bqlpkWfoHhqMauY7Hte+4gtBxhKxKKAVglvlS8cm0OhjFwYOQjrldhaSTcmbn92RTkUARcPSJ/EVFKUk6Yipor4A0QCRQgmn9BEUS9RDQeQqczkiHiaU4hAOYd5ryUnJr5GrYKS8bJhcCcq0WtXThai0tDLk6T3NYRtvi0Nvl9Me4B5065ZoGJENfP/t9HR79XMLjn9vLe+v6WmhPQUVCVw6W/06jCGSgFd6TPoMiS4CVwYfIPQUpJaAFcEQNgJrk0FPhYjkkJki1spGR/b2bvpY4UgCq/ElBPuk4xRxg2mGWklT7o8+n9+9Rawkayq5jLmCboB0jQiaWqJgLqIssjwLg5MEBl3+k4NWXL4Bffozd68w9Ki2vtf6ioLtKiCPh2cdblk+KPFWhAN0ViSCtBByRAHEmNP2qDgxt2uocNhGllaKVwHzSfNJbL80QQqUIyH5QyZEigqdlk4CMRZNr09GSdH44zCKOXKTljspXiL6eFDFZulsRSZJ1rrY3idOTozk5KqOxqDilsOTcqvbhpA3rQw3APT0hBv58cHAMxws1DTY9a5pmiZJ6Oz5O0s8z1oDE0tZsA8f7jaXIusva7o0ScPk1Ec0AXH90QvOswfEh8K3f/Gv48v4cr2yv8G9/58/jk299PT5z+AiLWfds78YPjGi3Ez740gVevzzD8IsPcXoFbN5iGQaVnQG4nV17Je2oDiPQbZdoYptqMcHMciDpL53jn8I15l2LJFX4yCzzFPaE3Ebs39dxn8sYMJ5yapNpSKLoP7EPs3udkavxPoEejihXPX6v17uGZAHAH/6+H0UowPCAPdkozZdzz4fB9mlBf5ExPGQe1fAw4ObDGf2ThM1T4Py3RDG8ENrryVrY5E2D4wP2sF98qMHhfYST15hM9yt//r8FAPzltz6Gn/z5fxGnn+7RDJw7PnkjoxUBSlUxVtgzzIR2PyNdjxwtKWJh0V0twYUjG1r0CywPUqDCx2osupYP0mGsr3Xps1ubwRtMAOV0x47NMFXjLGkwL7Bo6IJuyLVekFaVqPHVtKfXheoac4rCMLFqeZsQrwfT/LJUppOHUERJI0hFZyxiA6AtY/SyqLFw01w7WBS5aMX4j9p2qLYPWjihxMiOSl+w0yTopBMm9XA9BBJPUnTgxzuMs6WsjNQuyNUafdCfmVFUBFPRCC810FbNHCUqh7kg3BzqOmkSP4vX+tL7Oow8Hy5SLpsWwytbdqikb5uqNDf7jPb5gcnCgniYNlmKKH2D6bTB5vW9Hb7zaSe9KCPmMxY07Z8dmT+oztD6ECeqz+jTeorGtI1F06bV41OsuiY9d0RRZI/+OmeI+g5/96f/Nr7px/4sPvDJS6TnVwvH28RHFUk8jsv9sN4bsj9sT6hzpYiAOmiKQK+4YeaIufmnTW9SIBZsDMLRlABgwZlxfDLrlamInrxGx9OU8H3lpU8vOjRwkRKVw7VsWzvk53s9QiaTE6DEMi1vfEuL09cYwXj+0YTHvzRxH1OpvOsuOT2vvUuzaIiFXEy/brzXMDfn+YzmauSuGYpMSwGEFvP4ll7UhIWWHQtu8meXvllqbAUJlAQxLw41Gl7poULG8SgVy9dTbfUlARYEWVN7VKTiWZX9AZhNWQSsq4BCZRoM8Wx57Ckxf06RwzBMtheo70z6JUxzXZ9KSegapiysOaHr8yilut41WEENJkMIQN/VdS77xO/DfNZjPmkx3muYZrMv2L/cGLgxPGIqzngf6J+xM/3i62eE3QxctmhfPuDPfdOn8AP3X8PX/t0/A8wR7f0BD8/3eHZ5gum6Q7pMoAQ8/nkulFPNvs2zEU8/vsHjX7zhYjCX6qRN63QqqZ4NyptrlEbBwUG6mSxwphjM1k1nCYdHAe01uPerFGgcXooYzwK2TziAuPgDwIe/9TW89qkPYfdlwi/85D82TajX2yJZaFasWwAAIABJREFU8e1+8U98BU4BNDcANez0t1eE3LOOFQKwe33C9mnGyesFZ7+RuCrqDHjyBxu8+FBrpEY1KHEqOPniHt3ljJd+ZcDjX2RvdfOM8HdudgCAT7z0a2jf6DDe56qAMANKxq698Pjf/VtHVhmXflh60NshAIjMglYEOccqOScJ4PfN85K3pZ+1SpXp6wFYft9+psZQU4BECMOR4eGcjbS7SHd4VCfFWlnoETWgGmT9LiL7DvJOCCCLlqsfFVEyxGGcuHpS9Z70WXRzA2zIRVy1bLlcuPRNVc/WlIQcMj6tGIajFQz4sVv8H2CH+MD9/eLVgLA/Il0NaC72TEBVwrtLP6JAhD6LpEOyfbehZB7pcOO7cBCCRqjyO4kILT0mqISlz4DqEBNxwcMw2VgB4GceRg4qTqszxfMkcH9m2QdDIGRtK3KVjgVpKmivmJRbtq3piqmz5cm+7ZVU14qzoS2Vgt1zFZ60VjROl8mT3Bekc3EwvQNvB5E6Fc5ZYyHftHD6ySNTHhGWA+g7f/VfxcnrBfE4VZ6JrZVS13d2DpreSynL/ewLSHTOvCNlzlapB53uU0M2OBWMruU0cpJimgJOEQ6ChM65ohAWEIU6Zv5SlFDRPVnzYZCA0Dv95OQgQgBtunqfilSkZEEHAOSTFvNJwvFRiyIN1IeHDZ5+vJX2Wzz/J1/mtdVec1l9HAndkxukqwHhOCEeuFVVlKpEAKY/N28C61W5TgJhZj0pTQtyFwC1RTz3pY2MTst8RkFZ01ALWPzcWDugIChYn9BcZ2srlTeRBavHzDyvY7bv07VemtpQm1pGoOJxYpsxV9qArS8iCRjinfZ90XZJUsw+0NQm8dBshq5JFZeNEfHyhnlX41Qd8lW6mySgICuuyqB5tp8DqHbL7yVd78rNmjLSkLF5MnKlcsPK5+2BsHsrY/cmob0inLxGOP1S5mb0UwCuWjQvDfhjH/4N/MD91wAA59Igeh4bbNsJf/qf+b/w+P0X+K//9b+J/mnEs28MuPxIwpM/2GA8i7j4yAYP/9HRqu3DIE3ltx00AxE0xaqZGj1vFe3NhZ1oVQjwGnuBQZdQOC14eMRzPTyICDOwecqv3b8akHeE3/iFD6K7ZP/l3bjetXQhwDByKEx4a19o+SZhOgughntd7d4M6C6yKFQD2ycF7YuA668Btq8zbHe8nzCdJmyeJrQXgy2w5vII6hN2Xy5or7nM9M9/6t/B1//J/wp/oGUC/MkXgf37CYhAFm2UZipI+xkUuf0IddxQc96wpEPpEpJW8Oil0YJuJjWM88yQrEsDYJ6XCzg4w6yfoQeVHtz6e402Nd2wQpzCNFfHKQTuy+Y/W/7N3A+q96WfkRLD9ERAdM8hf1RFmNXpseBEsLRBqtC1IjJqbFIE9ZwG4Gq1RoQzQ9XxQnUyVCjV0quKyvloHahcF4O09SCqRE0bG8ghr88raVLqG7A2kIxJE1H7A2oESsvUkI5r14K8UvIqLVYPROfgRukJNwjRWKNTWReWIpGfk18rJBymaRZOW0XeYp6NixF7MeriHLHCcgROE6fFR25bor0ZVZASCYtm4yx3EZdG/5hZOytFU2LXe+BnluDiZFNLy0upwYRDf/W5KKUa3h1LTVk4PojKRdje03TsNNf0fIQ5IvODHZ7+1Es4e1qj+VtIoz+EJ64mDN7pszeuDp3EziwEYTFUQIMId2jaJcUQlkbXSFu4dWEvAViTLP1tz2SfUVg3SdYJNalyLgvVIhOiSvTXS9et53KpPpYg1CBCPtvI4R2A1GDauRYqPTeyn7cs4Ln9MqF/kUVUk4AADA8T+otivUnZwWSelM5/6RKGhy26K7btzYGzBbYktJpbeJsI7PiwpIqgUbmuIe1tSAmIw1TfPxeQqpOL/eb3w8Y1ZsIs/QljKYLC8dyXbWMpQA1ooijlU3KFKDpXnncHVGcWEH7UKg0NDiatMGKuyMuiarSwjlc4zjWY0yxFnCvXUx0kzSaozXCSI4ih2hQAKI4TqrZ0wdfKsFZVRfc/gBTQZ26ddu/zQHs9I3cR7T6gn5nUzs2XCbQpOH3pBt/48uv4gZf/PgBOrf2/Ii76Pb/+JwAAP/zos/jhR58FAPzHl0z5uf7aGWEOOF4knLxeWCctAoQA9G0dd7knlMyTW2Q8XBESIOholCKtlikkxocLLNsRx4j5JAAEHM8j0pHPopK4W01u2XFk6hMZa+j3er2r6UIA+Be+90fxxrcE9M8CDq9mdBcRYeZu1kyMZ0coTkCaCHMfsLkomDcBw0MWFTv/QkazL+jf2COfdkjakd6lqKb7GzEOBdN5g9/+duBz/8ZPAAD++Z/7Xtx8+gG2T9jZ2z3NSAOhfcEeslZeAUDeNChdRHdxRHoxsCE7HCsq5SNYPWgU1s23N5dGN9S3Fc3wiNg6NbFOGziHytIwuXB06oUZAYGRS/0cfb9PHQLLaN6jLg59oSZCy/uLQLTpxdF4YtZiRrkUottkwocSPWjbGyMrXuxvITrUt7XSakWYXqRN1BkkWvzO3ufaqVi6CnwvVsVph3cx/SIj/erY+YPUO4CaQtYxI0l7uVSypWE1zaUGzZOv1WFYRb0kbVsM6dHPThHlhKt9NLozp9+1epnPeoz3Oy6zfj4iXR35EFai/65WaSFJe48U0FxIVZISkeUg1s/Npx1yz0Ti9sUR1mbKpzPWaTedG5/O0D6fpVT16bUz5j7DUmS693RuZA7KvVN8+V9+iEefOWLeJpz85uUyhSljaEhWDMBxvNvJWiPBejlE1taBD3JE1X+tX2SVkSlxiiNGxOtDddDJ/dE96tOTOiYegda15KvMdM34fRND5dq4ClYtqgC4jQv3ZRMSdAT6iyySLYpogw/U64zmwMiVpo+0erV/PqN/45odor6mvkuXsP8AZxXaK+6hGTPh9PM3FYkAO/vaVkyFbQ25lUBK22dp0BWn4iRfxLlTW6RtZoSLk0WLj2UTAkqKSAdBoVwK1s4TDfqIuDCmibyPhqPtcZsXnRuHglLf1tY1ngqi60YpHr5YxO8Zx+e0ta7UEL9O/Zkwe2c91H8DAK0Ce83M+HXtsh/UtWYvvG3X+Sq7DnnXIIzVSZu3TIK//KFr/Dcf/x+tUvCdrp89TniSz/Af/fL3gP6f+2hvgDgSHnz2yBqLlzLeQjcJR0H8faHWtrdAhkLg5u7KJdQiEEn/lg1nxA6Pu1o5+DiidED/lCsHtQVf6QnTKaE5BMQpYN4R7v8q8PN//XecKgTwHqYL/++f+iE0+4A/+33/Cx587XNMHxmsI3Z7TTj/HMNy433WtDo+YFJid1Nw/3MTtk8Krl9NuHmlweEDJ9bPTPWjgkQ03ZMbdJcTp0mGgvd/Cvij//B7AAC/+C0/hb//7/41jPeAvAmYROPF0hCZm3nG42y977jpaMOwuhrS9eUiZVvo4Ehi4azqQZFdesA3k1XHS3Wt6geZY7XgZogRD8pj8RG1v081yCma4SXPeynOUKhxFwNr8OpckG5GLpfVar6CylsgYo0pcIpJS6ZJtG1YZsKVPhdXcemf3TtWqHNjyIh/PYmcxJxrdZYaLedgGXqj7x9FmkMN1jSLJkyuTiY5XtGmrY6Z00pb3NM6RehSS4sUsefMqCHUZ10XHvh1IfcZrwY2ONu2vpaI08ZzNuRkUcQhhQ0KpUenAh0PE5dBS6sQmy/XiojRCHaOm2smx+eT1hT3eX3kmvaa5rqudF/oa3UsIpwjn26lxcI4mRbZIoXux0fec/Wxe0gjYf9KyyKCG3Vww/LwACoKllJd93d9Nq1+V3T8ZmCS9ePTi5amKPWPOtcyBpra0DW7qGIstExL6/p4O4TtrjHRQ1F/L+ht0PmQg6hIQUfeNLh+f4vjg1S1gybuqsA9B4E0ZHQXs3Gz+D6A9sWM4X5EnFFV+hsnRaJUgsjdBrZvDKxXlSsSYA2qkyDnQTtj8O9K12C6t8Hw0kbaZPH4qEabOoJamWgcHc+RTIJ0y1oMU2ZkV1F3nRtNXaqDpc3eiRBvWLsrTHNNvzrJHG93qalV4j4IW6Sy9L2eqO7nUNaf5zIuqgW9DdTrrsA+Z3au1g5WkDPEpzN1j3ipFLXJsyjGj4yiFZlj7i1KVYGegDAVXHzmEQZi+3RZDvg/h4KP/vSfwo88+Ti+69e+CwDw7Z/5bgDA9/3sn8YP/cK/heu3TnDyZcLJ6xlnX5xx/f4OxweNKwLI1vPXLg8MAFIxzQCDFkf47I1ySOddwrQNVojX3hCaa7A/In1bx/uE0gHtVURzE9C+4BZAv0sH6x2vdzVdqNf9zxb8d//Dv4abj4344T/y9/CjX/xu7N4IGB5FbN8qyBtgJBYwTQNDd90NoZsy2j2htKxzNZ3IhhqzkQChhOgQ0Dy7wfH952gOGWkoePE/vYKv/fy/h5/4V/57fMfuFD/8vX8Lf+Vv/ZvYPoXBylyJElDaFiEXpP1krVuCNFpeRKh6KYo2zzXFIVfQiEE3LG5X79mlG0cJwIBB73aQCRJFbePQLgfTQ5yvvpNquBXSA7BTpqlGga31fiwNJp/vtVu8TIRGxaFkjnCIEDKEC5SE+yANfEuokDgR0mVmqFyNnpDEtV2ROiQegaImGXfMfhbotoEy/kEx2Nj3BrNeesa3oVsOkG7KhTxDZi6ERn0LhXcdc/2ctjFHWdW37Z48UmlRY7LPBFE1yhrJesezbeTgBvI2IRyE06FjggJMzFHhJrKw9IutMX2+kdONpUvu4IbB6vr6sol2sBSp5kxH5jyUXcs8PCKG7XW8dBwKGXpXJQ2W97NwLD2KK2vSnFr/2hgRVJ+nTbh+PxNnSxPQXckzthWFY8Sgrn/lkAUpQPEXlVKje0OCUz3sHKnZ5jRUlE0RNyXac1+/UtFJW9srpM+cplXKQwIMk47xwRBWQYmhFCv75H+fCWgBVe3vrtjxMb0jcGDD6Z+C9sVo6L6mBLX/pTbIjZM2+habpo7WwEhV2ouUxlSwfTLW1CtQnbIIxP3IkgEivzKdNphOE5q97mtCQHGV1VW2whx24XZqz8F4mE2SIcyztA4ilMh2v7kebYwIqv/m1oQGXhJgU66V1Itg0CPmTS0ssOBG1hFFh6p6nmJxgbLaDL+fdC51zXj6hw/mC7FTVe4AAwylXf3c29BUnRYeM0HiHIIWSkERikXedUjzBOolNQvgAz8948+98e/j6htGnH2mw+Yp4QNvzfhfz/8Y+ouMP47vx+Fxg4999D/Ao1/h3o8AcPbakZHyQmj30ti7EOKVIOxa/eiRw8CoNADEFBD2g4xpQJjAxUFtI62SZEqlf6U2tAaAds9FEONZwOHVGfEYgSmg2XMaszlIY+t38XrX04UA8C1/6sfQ3hTR1UgYTznnObxEIncfMJ4DgYDxnJtL794g3P/1kdsX7EfzRrMSeGNg9Ol6qJVLhVB2XKY/P9hi3jaYtxFf+raAT/zJ/xl/47e+FblEDH/vZTQHwvZZTUv0b40VeSGyFErYH2u0rkZMy/rXjow/JJSzofwsB9W+Y0WiXr4y0aWGrEqtFN6UnZaZE2i3wf7rHqC9ntF97skyPQjUtKFWP6nuT5O42qRUJwXeSOjCjpF7h2k5tTyXVigpbyscRYrAo2ZigKyayl9yDwsj5NNEOrZzBm26ZaUV0a0UkaFSQHXAAEbzunaBVlna0FXDaVrPOC0iekopIQ5jTXW5OTONMYfiWLrQG2G/ZvTAUR0oYMndkirQctpbxSvteqvgRCmI10OtHuq7mj7U6H7iRuaYMz+L8sV2rhRZxm2+x4Kecco4vG+DZl/QXhyRdwy1J8+nyayWr9HmrSIBj17dlcLWiB6oa9ghnKb549rn+AOOth2+8F0P8NKvzNAuN92LGd3rV/y5bVPFGTXlovei90jExODVegxrvtUCSXJpFnUOdV95x1GfpW1AXYvp8SmP2c3R5DoWe99Xizmuo42hdQFwZHtND+k6Uv2jXS/VV3Lgy3vK6cZS/xSDtIHJmHcJ7fW8qPijGBCPs+1zahOG951wV4AC6UHKFafa6omdYOZu0bZlJOmY+SBWigfA1ciCZClimnct5l2D/SstEIDzzx0Aguim1eOGi2YC0s2EdDNKKqipul6SDjfnXlF3nUPjzbp0o36+59VK2nVRJKTBsHyWpdZKMZHdeL2vc+91qPz3C2e2VqhykGPfVZxtkgwJESFsekNNSe3KGtlcI1tEQJQUYYrslMn7QoyL80OrZhdvd8EfbVoJwNrK0Y11DoeXNix1AU7pWhsiQQubi0OVf0kBV193LnIznGGiwOnn9sVohRSLlGvO9ezz5+7sHGKt4O1anh8A84Mt62Lea3DzCld37l8h9BeMarVXrLs5vEzonwbsP5RBgbD7YoNmz5pvv/ATv2sk671LFwLAz/3NH8T+ccS0ZeGvzUVhFfYvsGYJi9cB0xmhveZIvDSc/5/OGq74SxwtNc9ukJ7vkW5GTA93yA9OaiTQJCY0twnpesR0GhEnwv1/FPCp51+P7//wP8DLJ9egyN7scC9i7rniZT5pkKUlgi0E1czSA9QfFotRk4NLIwvdUIp26c/8nxD4502zRL30IPFl7LmmGMw50Ht00U8Yjtj9+nMphU7Lz/GL0iMrCk+LITHIWzevPq9wmkgiHiYTciWK3o+KVgbVkdLDfW0I1qkcYBmxA5aCW0DkykdbV2L6ewVgVZe5uMMxVAO5fq8gWFpyrYZOdcXCgXlNC76SoBd6L2Zw5eBeQNrRORwemdGo18+Rc8QoCaqlIovyO0UYFqiopqKOI9/z/oiwH2pqBBD4X75TkSiwgQ9ZqrWE5Lr90gHN9eTQXZaSsEbLURWxFRnlvxcpMS/gqymwcsfe0blQB0udIh+16uekiHKyweU33EPe8EHfXmcm+s9UHWBdP8W/3yE+WlTSNAiCVoYQqoOl+9fx/Oznmp7TtalpYo+wyudbdC2HGAlHa1FCb0h2NJ6gVvVSjMuU2mLs3LrX1MnZDocPnGH/tfcwvnrOB3LU1GwyBysN3IMw7Uc0Q2a9rWO2ylpquQp4Pt9Yp4H2ekZzwylFiuBUYlDierIxWzhQEexgaccHIiucUaI5hbqP5g1LAwBiAwpB2/aULZffg2BtqOx7iNj2jDOnjsQxpA07MdY6ZuZALxBZ8GFoo86bRwR1juV1pPpqEuCpuHTIhHhzWFSLUpOqjdA9ImvJhH7lvQsZBl2/TnohhGAOlt9Hwa/tuxysW4gp6vv0fpSv6Pll/qzS98za/SJW2o44WKqqH8fMCCZgFZ6li9I6jbMZluIVRz1vAqYdo6uNBnJij4MEieE41k4sWinsA2xXcKNOVhilYjoC2tyaGlYuiDMDO9qVBgHYfTmwHlYiBGK/BMA/iYP1jtdXBMnS6+v/0o9z2483WcxsOq0TPzxi4737EmH3VpHGnVWJNR0J/XPmBmmJKfUtShMxnbdcgg5IikM1XtgJKF3El/5oh+0TlvynAIQMPP6lo3E10nF54MXDjHh9WEYxnrCqeiRAXZwaGa/GMIhDtSAbyusWqUb9PG3loZH/2rHyMLKPvByRfvrQS8wxe/Py7skQg8GE0GpYVMeF+tb6yvHPQ9Uf2bUsDpdL5TEANT2YixkfahuUs53k1ieXJ3fPpGlJj1jcgsxdpKWGbx3NrKPVOgFMkuzaqm0jr7klZaHGTCJRRZnK2ZbvW1MUczalZXOO5uoIqy6RiZm6ezXUjIiRORVLVQK9InXKARGHg7ZMfp/PmPDZPtuzorcKEMbV4aBG1wsSCprl75E2EnHPBWVXkQ4tYY/Sciif9gvlayUYx/0E34FA0RNrDq3pYAC07VA2be1/6B0v5U15p9fvixRxfPXM7gFEmHcJJ1/cc5r0MCFeHaqz7DWxdL78WlEHGFginjnzmPmUm1+T6gB6dEtThoqAauQPMJqybTGftCxvcLmvyKUie/Lspggv+4idd4C6hudBeIi2T+S5aNvj4pseojTA7o0J7fWE46MezT6jpIC8Sdh++YbHZZwNnVUEqGza6pDHiNKKQnYXsHkyIu6nqg81Z5TzLXLPh2WrLXJ0bwn6q1Wnfo9ZSyIhq1PX4PDKFuMZ6xPtnhTW3Ro06ILpbYWZxUzTYbaD3Frt6D7XFkdKhA8BqgdnfQYVmZHiHnXKbI/qni6lduHQ9kzr81E6aBgPT9eOIsa617WwQdea8hE96iuOUhgYIaZ55jNDgnejLXgU6y5Olr/HyAGAP2dMLyvGpW3QVjspVU6kattpWhNA2XTmSFugLmNOMWA676xQAgDaN17w+8423Gu3izi81HHF5yZi+4SDOK10jgOT3A3R94iucz4NWCmr+7dKzQbUJ0z3Nigdd3iJEzeGPrwUsXnGBXYxA6UBcgfEGZi3AfsPEMKE30n7nLe73hbJ+opwsvT61f/sL+Cf/Q9/HIfH3LV73sEEStORU4XDo4A0RvSXooVyJHPpxvstusJNQZULUno1uDCio5YAh1gQCqsB3/9sg/E0IB1YKn+6X7B7o0P/IqO75DYL1ARTN+eyXunlp1wmrhd1UbKLagvqJl3xtBbOlOdaqfPlUyHrS52tUnhDzA7x8cjNqklx+9vPlsiNvlZ5A8Di8NOUHht4Lv9VtCocJnGm2DmORyagajWabQIve6DPWAhxGGvJvxqKyERDNn5kyJulAfVz9SDUSMs7Vy5ysWf0jqx3uIiFSqNIRKj0xa1+koq6FDAiJPe1LOGW6iGdI5V1mKthCblUNC2GhQNlh5kckjYG+r6F4+0Q1GkG2t4OC5KGuItx8WMBNshhmngttG57ExORqXWGkohTRl1jBHd1sCiyAWzAFVtafMEFFan2InQyGuxwoDpLms6SNVd64XZFHVeysbQ0hc5/CIIiAv3zEWHKOLy6Zb2b48QolDZGVoX0ReVXcIFIqATt4Pazrikv0bLely6F6flVhmg6jh6lxM8HAIcJDREWqvb6/UQAgqWOMFYnMEia2vhMWgFm9yqHeddg85S/q3/rgHAzoNk2bNcC712t1kMTWYNt23I6eQLSMCE/PEFpIpqrI9IIbKay1KHyBQlE1pImTLrONRWWpFtBrM6HH8fMvRVL32C812F4mDDtgP6S0L2YEXNBnDjVpFWC3BaK7TrFYIF2ILL+fdo1oBbuEPdKbxNok1jRQebA5g4wioiNqYxz8AGZL5bQQ14pFgAXRfhn9EGc54x6REkzGHKPYZhMCge5cgQXQbsh5Y6aAPD/yTmBuq6Ep6Up9eV7aLnH9L6JqoMlz0BKMdE1emT01bdgmu71CIVwfNCYsGhSInpi53d82OHwsMH26Yw0FNbhuqlt7NTWBM9P0z3lC7WAyoP1QZDuZ3tGPk/iVABikd1px/4H66gBw3mwHF7/hrTZex7wmb/yO2qf87u+vqJOFgAcXiF0zwPGewGbtzgXisAeZDMIaTcy2TLOLK4Yx4L2euIebX1iXStZCKxrwem+NGTkTcMaGwBCkEVCwOZZRpwS93QbgYuzgOFRQCgR067D7s0J6ZBr5BG4siqoKrGiBUA1KLqpFpILVfNKybS2rXxqxDlaC2hWP89DtSHUyNpH0B7RWXNGdHPr52taQ9AldbCCQq9B05dSYSc6I8zDSsJtiNaiwFAI4zZ5giQtnymXWjqsGzZGFGnfQu45lXC54GLY37kelmtoe+VcAKjRp6Ap8YZTScb3Aky8kppU03IhiNMgz28HtIuiiKpDIWO8cBD95R0rO/RXSBrARkvSLh5V4I6lYnxnUXHXgziGeqB5dFXfO2cQCMERWw1FifxMjKTJ3BdIykgOuU3LlaWR713F/ahl4T4iAK0cChSAUZzFu9LUUkHmU400aRATJEUQga46nX7MKARGgkRZvDQB/fVc9b0c0rAYV78+dN0ktxf9/OqB4xy+Rcq9EBDZKao/KwgQMnPDbZxozohaVQawsz7CUn8+Ba6RdyjOIdHUfAQfOlkaGavWmB7ArtVWc8PpP3WMujdvuB2SNPU+fPAMMRO651Ier+145uqcpklK5XNGGJIFN6yfF7mQIEZzFsMk5fIAcwZ7dp6iFg91LTuPOjfyXMeXtihdxHTCDsDJGwXNngUwScjpXPEVRIhag0FwkB0jqGNtqniYrALSuFeehyeVanzQkrTd0qAgV+TQo0rr9aOfS5Vsbik8XQdrlEvnXwNkXVfrqtomVVI9wKmuaa4BtaJW+vme2wtAqwYX2QC/5vUz7rrMgS6ydkX4Ux0Yf4nmmtpHDroJedeKYCtrTHUvVKhWdKqk8fV81uPNf67F+edlrvcTFyQcxjrGosNofX5TRfyYguICVJOnicviGXXEkqZqeZ80A+sIpgkYT4HDyywRNd5ju9TeBIxnAdNpQN7ePVzvxvUVTRfq9ZEf/TGUTcH2S1phBXSXYG7WFaEZgNwCZ1+ckMaC0nLzV0941lx36RLe/OYem6eEsy9OiGOxyTURTDBhHok37PUHOlz+0wH9c76f+78xI/cB2ycj638APDExMA9lKtyMUvg48WqosgF+MXuPeh1R6L/9pZtZnSd9rZJi14dDKcuN7NtkrF5n1VJrREcXpEZMwXGHvBPnSJvaEsLSZfqaNaIHLFKCCLWZrqY9wv5oB52RGHXsgGpQzDl0jlSKjjOmDbErl8zSa/peh7YY6rLbWKSjiIAR9kU+AECF8vVZxImpiJf7XI8uqAaOIqDmODvj4B1Et2589ah9j14yxvb8pYB2PeKV44Hod2iETCItEiIf8tLEmrZ9jRZ9hKqoW0oYXzmBir2mw8zpPRWNVEQE7PjEKUvAI6iGEo+BGlXqmlNe2ba1VLO1iVrtJSP4B3bKpgdbrgrT8SzgNkGBI9F4zbp2djg4h5wMkXQ8MT34fXTs1026o7G0Xrpv4grxmDMfjutOEE2qa6RIOt1zz/yl66FJVeXa60fXzaVOAAAgAElEQVQVmGiwNlOfT6S8fmQUiAKs6kvnSD/HKACa0psdoVhSXPkBizlro3VqE6YHG8SBHdzm6giK0fTvqOUA8/igl0KmyMLPA+F4FnDyZkb3gjtDzCeMsHE6muUieKzY5s7bhO6KnTTNToRCrLN3M4qzKbbI2yCgBmlztvZUJL06tWWUtu8Jh2mZzm+SpVEtXaWcUrXTQA1413QNXecA//ww1P2odhcwDpi/R7UZ1pdQi63yytkD2MlTNAuASTXo/8uqCOXtLrULer++cEMDZQ1C+9ZeZxIcPRc35I30eSVwZw/pKZn2s4khA6zN1j/Zo2xaJra74gz+TrZpYZKzVQNzz1cbJ7Nt1ltUsyCbzmwzFwx1XP0KAClgOuGq1dIAcx9w/cGAZgDSAOSeC/Ha64DplPAbf/H3zMN624H/iiNZAPC5H/pBfOxHfhyBgPYFcPNBbrPTXTCSlXuwIWkCSg5IR56oOBUeQDm8QyG0zwecfaHF5Uci0rHB5iKjzdpAErBqk6yyBITcAXnDjabPvsBNdKddRLzforuczZBTCigSoU6PdkysLcxRsVh2gdasIFy9YqwkWKA2F9bo2RCySnQEOQ6Xpi8kirL0ohKs9WeKZoRlDn5h8NVg5AxQWgiQsgCekEbV6ZPIXA86bQpMXVtRuKwOkKAwcx2XoJIGOYNSs0RTlEPmtWc0xx5RK+3A6wG5IKQqm7BIsymp2QRH1enU6NQhD+qoaIR75BQZprAgv/OmlWcupabmtNGuSj9kTpOpKjf1TIInRbtchSH1TXW0FLHyKJwesL6K1JxNPpypkdYjw1Qjb99HbR0oUQGQTBIg3BzY4fIHk34/VIOIxXpLG5GuVYiRgBJAfbQUix7kys/jZ3IpEgDGVfEoWwGjYxmLVDNt6hoxR65j/mDuI9qLUh1fpxTOTkgyqRHZSEsHxrfB8ai0/kzHwCFXwc3xEh1Q5E/uZZoF4XKXd9JJSNLrQ89x7gDUKtucl046SVPttjGdKAI7wXEuSDFgOmtAMWHeJrT7GUScKkQKyCkIjy5yI2vt+zZloEFVK5f7Ll1C3jXongPUAfNJi+cf7XHyZsa0i7j/mRFl2yBv65FxeGWDeRMwnQTMu4DcAYiBxR9TwkkE0lCQNxHNwad0IPIKnA5srxlZiKWAZki60Om5kYqHio3RvVeqzbF9UQoQEpA4AAiHkS2Dzp06OG3jZCXcmlFSvJ9bdXK8XVWbMmfQtq9IquMTWhAFMO9Kim4wUXXugYpiOz21pXq7Bp7uZ8T2wRyt9aXpRP03UNExW6eeTlCqU9gkC3hUK6tsWXJDpTpCLsinXGGpQEjeNhXoiAHdxZHndZhqM3Odp2muXD5tMyZBLe02PF6uAMyQQZXC6eW9+2Pt6TkXxEIo20b0+oDSACD2MZoDEArzvbPISZT2XXGw3vF6T5wsgDlYFIDSVecKYNIZBM29eaXB7s1sfdmoYUVWrTjRw/j0tQMOj0+YYxIDjo9a9G+R5YOpZ8mBsuHmiXEGzj8HzBtwB/lnM+JEmHYR7ZVsgimjtG11PmYg9xHNfkY53SDeHPkQzWLcQ15Cx6pt5NEXuQw5IuJIQlELhaI9PByCRcZKfqRSYHyulGpjY4+oJXcAeMOuh4U6UT6a92iLLn51IOXAWRDFDf3QdJFA4cBCT8qqioCK8GjptNdZUsclhGoI9B4tdVPMsaJtv7x/vW+PHOmlzocjQBvfRIxWOe25wkqQQIsu1XDfhVoCC7kN1qwSoy0VZMwvKNUZ6zueX0RYFY2iJabgDXH40iKdZo5kKZZ6DaosPk08xt5ZN4MaF8rp4ThW5EpRQCKQ6Oykm477l2lDaEUyZ0LII7BZremWnWPjIDlHr/aiC0BRJzuj9J0geHU/UJuMi5NuJlunedfaa0vXIW8Surf2gk4JOtG19RmJqjMaQkWbZCx8Ws47wfx752jpgerXkwYfKvape8dzI/2a1jlVVGSNXM0ZaMUe5FArhrGM4hUBocRK/fod3GePW9xQAKiTdB5xf8vo0sNsK9hRVpFJc/pdmixJ6lw/m1LA9hlXXs99wPDKztZtO2aWVkhAaQJALDTdJIg+FGtrhcJIRxwJ6Zgx7RpLMXFrM05TQ1JP2mInXUnFqFRdsjPP+9Tr6CnPU8clDCOvgRgBnxb0l8wPNZFTq8fsqhMramwcobbhNJWtHarOklb86WsVwdI5lzHWVluLvaHpObU7XuZHgmjKhZ2fEPmPb5UD8M9iQG3C6BwrWtlDd1nWw9s0p9fmnW9eh/y7VmSOLNCZNBAFO1OziJYeXXaBCGF0e8Nz1IgQXxw4kNR2Y0r5eKc+vUDd023D8zhxUE8pGiJKkdtGUQpII5DeIiuuK4/YwUrHd0D+3qXrPUkX6vWNP/zjXA3zOn9cnIHpFMgdO13NwGKXzUDYPJ+th5pqZoW5CAmeMJ92iLlg3jYMPnQBmzePdYK1ZUgTkXcdpnP2bg+PErqbguFexL3fHNFejUzsbaWJ6Fy/iyMlWOSFQkgX+yVp2lU68EjRYoFZ6sIf3IBDl8SBUEPhF79Cunm1YZza/EJAUR0O76wB9XP87/Q+lJ+16cQZAKekDD0oNc2YquFQB8nGwqftvNaKaGdZurWUZUSo46ROKrDge6Gphztt+xrJeqhbLqv0AhaSEKTl+86hJXFW80nH6WZB77xemH2eSoaIsTWEQp07TY8S6zmFw7hwOrWCx+aJXDWeS9sBYH6PknA9x070ncJ2U+9FxkqRTfKf07a1WvK4Qr2kKqeihlQJ1ZrmirB9Z8/R1UbfVelb9sro1poioxHVGBbYoWnpq8gHnXdyQi4o24a5P0mKU66Y+K4tNDzhXdfUgpPl15Xfc4sDaoV86trwvKy7qg0tDR+WrweqQ79Kedse0tcoKu0rZ316Xx3BlEB9i+nRCdIxI+5H5DNp/TLMHPj1rVNU52bMGoRZixRBdAx9kXGhrUrlANomq6YcIfskIm/k54XnJ10zQpHPepGfkAKkxHyr8V4jqcOCOBLa6xnUBG4cTWDkdBJi+5iNOK+p4DAc67rRIM0Tnv3e98iMq0j2HCjqO+brdI3o+tX9W7Yta9IpmqjcVtVg0nWl9lPtts6X8q8k1WzkcdUH9OerR7F9gKv7OxdL59E6EKDVZzXNEuHywfp6jQMLNCvEuESZ/V5ItWLPHFzA6ABaHAUiDK/sWCphLOhfv1rYMUqJ5zFItfG2F/mPjHB9qPtBLz331ntW59g5r7Tb8I9DAGmxhPSeBIDj+04x7yLmPqK07GccHkbMp0BJ/P/5BGiugU//F+8a2f1tvbX3DMkCgE//1b+Aj3/ixzE8CmgOQBrYielekCgmM5w3bwPyDROQS8OOT3OYnTJ4xOHlFiUB558fkPuE5kA4PuzRXic2QMMoIqZcJdU/5U2d+x7zhjkDeRORhsgRdBMtl6xEW/aEOXWpud7UNhW5AaqR1qhVCcWxGj4A9VDWA9ovosDkeSIy1GrhaOnhH1fvV2Otly5S/TfgDrkIgCpi5tEijThyrkTD9WeSVOjECKIEOtkgACwGe5BWN1EQKYeeLZTM9X70gNGqPmDh3Nh4EXEVD8D6Rq59ifVt1Px8o+02mC/klbf180rfIg7iKEmaNQ4TtFrL+GOOX8WVawxtI6Wlg2WGTdZBJmsMrIThWs1ZzOm0ii1v3AAhPgs/Qw9wXfOey+Z4RuqcLxwsh75pK6RF/00S3Sx1AGJ9PcCoEyb+fk0jV5kBfl7jYFEVJ7R7S0653JWxE5qKGvStNerVHpjU8KGLyIFVbjkqLV1CiCx0yXpHVVtngTj5PWWH4MpY+7mz8XVj5BW01+io59YVmbc516BD97dHrnwxh3fogGU60/MjR17Xyotpro6yxkXz6rD6Dp1nFEYdpiJVeoIeEgEi20ExVrI4sd5VCDyvEbVdE1qucKTIn91cHmsJfwEHY+PMKXdp3wMAecOte9LIRUwUA2KWllyyjuIgzlTke4839fmsqMEc5xXyrfOi+wNwzu3S0dY1GPKAcr6rzqYFDW1dSz6Vr+ks/U6dX38Pbn3QpqvBcIwsimsFSlRRaaD+2/Mp15+7Bj5i4HUZAEW2Qgi1gnCm5TrTK7l9LU5zkGwNmrRAUPm94AO4BGAsCDnZPmHkGhYgzecbRiIzIR4z91oNYAdcOX9iL0l4cjz+x7v3rPZgUgfay6Yo8if3bbQCrcKlmlYuuw7jecK0i0gjobsu2D9OyBvmYkVBW7tL4Jd/9CtTTbi+3lMnC+AIKRJEWDAgHQntgcss48y8KQDYv5ywuZDWCAgYz1p0F+NCNv/qQxGnvx0Zij7lqpp5lzDeb3D6Wddwso2Ihwn5pEN/MWP4cIfNBTt4470OfeGcv/bag3jnGo3HMbNuy1Q48lFnyB/iPqJ1xjyIEdd+hEEdoxX8uahg8ZdxQCbJS7vUh7+8orTdU7q9oPVwCG7ji0EiYKmwuyqN1cMgzAD2R6BJmO/1SG1C2g/LSA2oxs9rj9nvZtjyc8iDjcNqXDBNC+dhMeb+/c3qmfUwmuaa8hIHk+U6MiitXtskRorUEU1paXT12ZQM69GKXPjuFfnTz4uxit7GwIbMHyxzNp6ZVVv61KgfU6AiWJJO9hEsEdWwau0o6LivDbl3PrKkJnNAEBSPotxnIrZSih4AplHEVXe4DfM7Lo05cuOMKFps6SAVjJNA/SEgUJGmxUKEngo7yLrGVA1a18P6IFZn2DuShZYosL9HDWjuOABMs2jdSJxcgKXIsUepgBokpFQDirtS2/pzQ2YibjmIRGguB1lHwsUcWT6GWlljom2XCtsq7ckaUrRCBU61SkutSZDBJoIy+NBq+HPzCWtCNTeTzXE4TNKGi9d2EImFMBOoC6L2zSLU8yagdAGlbXD6hT2ryaszmQLz/0b3fOvg8661RAQkkRXwCIffh3CpwjlzWnl/rOtGyfKCtCj6pBxLnq8V0gJUe5hSRes1RSh7Nby4cXNWFilZs6meZyQ21fYw0SJgAhXmMbr1HYyHikrD8ClvYBk4rRFcH/ivx12QJ5TC6SvhO/G6JxAEjc4F8chofzqoZmUxza/DRx9j+2tv8OfNGeHqUIP7EOr9uvtRQVHqWxtj1Qlsn1yjnG0wnfdor0arsg3jjLLrDHXPmwZXH0joLwmlAV58iOe2vWYeVkmA0pPeq+s9TRfq9Ye+/8ckVchidEVy+3EmU2o9nkfM24DTL2VWeb4paG4Ydi4pYD5NSAOhfzqYqOLxYceDF4DdF/eYT9lIdG9emxAeAEz3eiaP3kxVTZvAkDjRIpoCYFUVXEEhir+yaS0NttJDWbSB8ajSYVgac2fI15vEnIoQah49LTfYopeVf4+8b5FGlM+17/HpRJ8GAZapKv834Mjm4CjlZGP6KRqp0LbnDbd2sHzEDtR0oCILnkvjL32Wu1qQuJSmOimKcIXDsToELnXrx0TFOU3aQMbWhFs1xRkD8z5SFDViOci3GyPQK2FeI2ce51zhd3VGpNLGyP7Z9XSUakE1WHcJ3tZhESkOOdht/n1vModcLOZSX6PcMF1racnnMk6hFiBoigpAGGYuKChyWMfIYy7foUUL2vdRK6zKrueD3bVawVz5dyAyKYNwlJSgaz+0SA/p+l+joB7l9Wtc12FeHeBuvPy+Cnoo6Xg1Cfmlc6Rn1+yM+7HV77oLldU1rK8xh6osnVyA10vbMIIqvB11KsvZtvadDCLC3ETEKSNkqhVWARX9F9tFTUQYuJ/l9HDDh+QN9xwMx8zpRW2+XMAOVZu4bF8qSksXOQhtaluyMBWrMjs8bjFvGGnZXBSc/Oa1aVxVuxEtZQ+gtmpyaTSzrb6wweZPbaqzZ34O5rmmXjVI8sGpt5NOYsHWva6vNc9V7Ud29qxteB9r9wH9fL0HP6/KpxRtxTv3taFfrqDEI9++ynD9fr8nYrL3Br/fPWdwNQ4ArKhgevU+0tUgCNZsgWk+5zZOpp1I0nkhZ+SH54g3Q+WpHUfjj+r9hRTZ7iuiVgpo01s6EADySQdqE8Z7LdLAFbRcpcr3G0eWhQhzXXfcTYYLZkoCLr4uoX9OSCNwfBAwPGIOVnsF/Mp/+a6jWOHtfvEe+nP1+oWf/EHMO6C7IkzbgOZIaA+FCWlSDXDy+oz2hjDcj4xgNgHzLiF3bJhZ1VgXE5BuRnQXE4sViuffXI9oLo/I5xtGp26O3ArmyARL1fbgv+db92kevF5+sxC9c9TjL41g1MHwaQLc4WABi/8b8V0PhnUkDCwjA/3MdXRvhEwXFQIVkfFGyiEVt6IdfW8WiF2ED6cH26qUrg6Cfvbi2ZYO5q1/A9Ug6B81Vp6f4e/XEZKNVzHnRRHCrf6Iyr0ahD+hEaQ6WCkaV0mVoH3FkCGLEh2rMjfFOnbUSP9HPfik8tWcLUtL1sOlKrenxfNp9elttJPM8JKfU6pjcudFDtnR16pDpLC9zp+2zZH7DHOxNir8OtQUeXQonptXcyKbZIi0tmAJhwnxqP8eEYaJjbWvSnKomH22FsQsxmOFRunr55kd4zWapU7VCjX0QY6tQZVxGFaHtq4F+X6SVK5SAPRvq5jSHqfrQ9zmJTNnKgSE60Pl+BSWVyh9w2raTbU9pYnIfcJ4v+O2YdtGiOyEdH1kEde5gLbMuUsHHoeyZX5PPmlRhG9DKUnRQcNyOMSIPrdRWo83QC1/97xN6F5ktDcFJ2/MOHltz9QN5TfJGgqZKjcvSMPnJrFT6akW6tR4W6ZIiLebUYIAT4HQ7xwlINLxJ/ceGeugMgqAyHLk1dpnR9QXMSlyuahy9bZFbZZPJwvydcvBejv7H8MKlYriXKnzteKmNi474K9Fpa+z9Yoi9W11NAuh7DZsk6LoJiYGKeb7m7pmslJMmLieH99jPuXNgdXXD0MdJ8h+0gpBDarF7pp9DQFlx+BIaSO6y8kcLAowuKcRGZDxPqNY6ZgNzUoD76n2GigdV71OZ0Ccgf7ZV8TBesfrq4Jk6fXNf4YRrTgR2n1B7gLmLfcf3D6ZMJ8kKeUOyG3A5iJzq4U+QAnp7YssA1w4gktMsIzDjOn+hqtfAFAKaF9MSDdHFGl/ESRNeHxpi3QsyNuE9oJb78SDlu0XLOQABIXQKNsWiC5qJUV6J8Cn4PxrNN/8DijF2/yC/15ByyEEYLetzpuvlsmFuQOFKmfAbza9H0/G1cuRUBfEdSVQSxkzYkTpGsRrhoZZk2euG18PXlfFZ9HMNHO1nCIO8j3k0oS3igNkLBYaYZqqUaOm9y1EVhNmFQFAQ6A8rK9oSQg2hnE/1HRRCKDrfY0QPWK03fC8SO9HxMgaUVKIEa8Oho75liwL7pqsHdLquXGqqSj9Hl0HVLWx6nzdbqth8iD+0nSFcpN0jXq9MY/4eb6EfnZKvD/c9xki6AMRfX8IKGcb5BMek+ZiYEctiA5SIXNybQ/pveu+8QegX59OUdvvK3+g3dluxDtRLgBYyKcAtf8gUGVIiJZVZ16qROfIB2ELdHHp1NnPFX0Zp8r1cdpAiiZcfc0W/YssgScwb5h+kUZCe8VjmIaZEaomWhEawA6TfV+QtLUGmrqulIej9kTa8fBzy0tpqelVmoh0mGrRhCKcKvTbNox8yneHw7hESZNWcS6RVwucNJj0a0PHfZ7vnOfFFQLQNCa7YlWoOm/AQj5hgQxLcQtCWPKZ1npTblwhhT8LMrez/zRnLKQW7PnK8nnjco/Z+G23oMOB94/oSC1I82oLNn3NpGi6U53ZtjH7o0EkN7RmDt98j/X2tBgszAXpYm/BoepVhetDRe9yXtolPaOcnTa75BtrB2n2vO2Qt4yYT2cN5m2UjiHcVDrO7OxroVtpIuazFtNpQjqyTNNwL+H6gwHTOQEF2DwL+PR//hVzsH5/IVl6/fxf/0Gr5kPgqsI4MQl+Omep/uM532J3XRBHab1zKGgOBf1bo7XxUME6kgHnEnBw37WJWzUML/fSo8/lv1PgUmiBGhFDLSGeHe9K/uSTXnLSjpzsERufMgCWvCbgndGb9bVG0cRZMSMgkUHwhwAgJHDHTUpSMaaRxPqznVNlsK6/1BnU6HulP8Q9o1qUrhHZDEFDNl2tvFFxO8DxGZZoR/BRmBK05YC81WrCH+re2dD3e5RA7zmlqkwuEW1YEcwRgnWq115Y3KajY8OjB4AYP39fpN9pyElF3LSiysYTWFZr6qVIJVU9IIuEY6xzrAdMSghNg6A91ajYfd1yStV5Uw4IUNOE3oibbk+p4ygHnYkmyp+F2CdgKUP7LiX1KwIQXaPtINVGc02f3urN5p0Sj8h6ZBWojvUdziTleugYuqROTqkoFrn0+a3ARxul6723tV/dYl/5+5dDlvoO5ewEdLJdpgs9wqHPqJWsuj/078DooDZBztsGN69GjKcJh5e4Mnr/ShR7Rub8lIaRiNLxn5CLOVgeBQuDU9IHLB3JencBZaOIlvJXZyDAHKy4HxGHmdGuya17bRSsz6dK7eNc9ZEWhR+ww1ubj5smnieQB7cG1sU1Oud+XahN2W64Ok0R6XU6D2xPtIk46edq2jaX6mD5uQthaevFcSR/z94xXK9fdbCA6nTpOvcIGVD35aMHKA/P+O19j/LKw/qZd0k4iKL6oj+u2hlF9cTeUJ+QTzqMjzbIfWTgYhTH/Wbk4pY5Iz86Y8BhGJcOFgnq5ooRzE6PUw1giPi+lANLBOpZk4u6iOm0wbwTB74NNVAo4H/LeU8N9yqctlwspzpZAECRvtIO1jte7znxfX3ljlOElLh/YXddMO0ijmcRTReYFL8NmLYBfQK6FxnpIKRXAjd6BkBdtDQgd/vmlCIiK9GWNqC9zqbJAwBBOQcpcDQYA/dG3Icanc1k5c/URKT9WJWp4RAjPbCButBTAvK0NKJAjZgFhVmU4i42mzMcBrEm03UKDnY2vlapUe86tWicljUCIN9lC3/FVbHP1/txlVsLOYXE1Zj54SnS5cEODSsJXpQ3UzU+imylCMyoh9daAdlfel9YIhKUC0LIyzm4K12mhitnAG11JDSlJVccnP6XImPajkdEP42LpWXVotdUVeTBiKg/ILxzZUhBXCqnByeOqYd83yEAlbSr0fKcEZoE0gBifXnEz/NJdLyBWqSgB9qte9YDcoVy5gzasbyGR3i0WsvG0zlyccj1kNeUqaJpUQ4nBHM4vB6W3ZMicR7NWM21VWFpWlH32OoyRFj2h3fuAyBOulZ1eUhoFQj5pu8yp6b8HrSnZarPI89qDcQ1ZaOcSHmPvn4+32A6bRCngu6ScHgc0V0SuhcZ80ZSsCPbRog8Q2m5IitOOh/iDGdxbkLgYh7lDAbhZYmAadlw83h2oERiQ+xv6bXfXZF6CPnMGI2CsdgLEOeOktheJrEbZ8saRbs9p5evKARgRTwOEayodwZRrSJWJIq2vckCUcv7P1Bdl4tG4ZDAr+EgKxyOAkt4W+iQJ3/Pule8g+UvRVdjAJDqGeDPEE0F3hIh5deFwxF4+hxhs0F5dM7yLxo8rL7rlnyOVsZqsGP9eoEiKN+8Y6X+dCxGbkcphrCWky3i9cD3oe/XYCtGUJ7sGRbZCHWqFemKYRkIRu4sUBr+blbwB6YuIObAKJbMeWlZFYBSwHga0d4Uaybf7gN2rwO7Lwe0+zvOgPfo+qqmC/31L333X0PeBHQXM0IB8pYn/HierBx42rJ32u4Ju9dHFkcTguYiZUGEfNqb1zve71iRto9or2Z0lyPizZEXkzS6RQoY7/doryekZ1IhIhs639si7kc2PIrepMCtGKRSRb8XQHU81GDdcG9FO9TX6Mc7XLdE4/zl03j6+fq3OiprB0MdhRhvt2fx6If/LH+PEgnaM+mh1yTQyZY5JEcW36OuqZVz08yE3cgVfaaXouhY0zDy1XfcqDmXWlAw54oyOII/5WKkZD+O6xTenU6iQwuobSyytdYjoki8qPAjMs2pBZHTKXjb2Cd2KrUJsMlceENysl1W3M0VxbL0nc6zoi2qhrx2/PSZ5/nu9aU6VCneMsRB01M+YvbOjH2Gux/9bjucUk07rB1jKQRhNDaZynM57SuK5RrEBndo2vfr/eg9+mfQ1ypHRu/T81pQ17ShHN7h8gRq5zhZqlEJu7p+vGCjriu/V1bOk6Jg5mioUwpwe6D1mOkYqwPed5xC2bXS3YJw/eFTPP2mhNMvEE6/NIMisH/MTk93UxAy0D+fDIFQJNW3LlKbppXU1HJPT0UYEbhyUeUjABjKFYeJP7PAOFd8ny03nn5245AV1pDjFN0Kcda/BZXyvTaD4wGynXDVyvoZiswoVUA05QAgtK0giFUbD6Us2u5w0+wlImtoE8D8JKrk7kXgQbRMM6p9UmI3cCs7sBAaBbBO9fOX0gIF4t8l/llMYhfn6nj6Fjtmu+OyEtEjd3q5SkPqWpTzLYMJlwcuzNn1ViwBgG27BnV7t24FALCrSaDhWFOdSncIcWGDrM2PCBUjBMwvn2PetSCh+uS+jg8lIA1S1XjMGM9ac6oQJBtFwHgecXgp4t7nZvwff+cv4j247jig+fqqI1l6dZcT5ikhb3gjhAzpx0UShRFaYt7BeBrQnSQE6tE8P/DGmYlTVQAQIuK+LuztMOP4iDdK6SKOjzZo28h9scDoASEiZsK8a5GumhqVNwkUAvJpjzhx02EKwfRkFuRMNagxCnFaDsCurYeI5uIlWgbudgr0stcpkqWGZG0MNM+/do6cE6T3u1BC9hsuhArh+ssbQ0D6SUnkryXMIfCmS7EK8u2PhrxQDFyRKUY4XGercqFp4gNMW4h0LY9B3/JnhupU2bj4iIhqWtHGUjY9zfOSr6VOpUZ1czbZAZVOYNHC+RakfmscgIp+6DgFPqypE0RiXR3lHZYo74e8p20YofJIk6I0cuCpU0bTxBwMfR5Jy5o8gzP+/j6cCXwAACAASURBVFqUh/s1pvcXuN/jQt1cnby7nHa9SqkaYpaqqc+taURrPQQgHDPyWY/mxcBoh/JXqCz7EQLVwVKEx9+H+/fCwfLPWaiWbVuRyCpNq4fEqlJ3oUmk3xfcONu9OltAZGrk2jLJCh6mmUVrs1uLOm4LFJqgPRCp5+/TCkEAaPYFDz8Nq9BMM2H7LLB0Qgpoj1yVpRXRdoVgTc752QlB8i9hniohXZAtUgfROQBayUgpIc5TbTkFIPdpyfmycQM4zeAcq7V+lLy+7Da8F9w921jr+Oh8+apEANZUOyXQbsPVw05YV7lmjOTmOkdFA+ja4oobyYtiu+Nk1mBoacs9SnNLtV0pBrqWbGxctiE0kt7OywyH6gpSlXAg389w7ZD5jAjEXq6DTReo0I6r++LBn1PVXlkw2DKx3eZ7HeATYfjYq9h8/qmbdxfQSQAacq7j0FUqCfUtSp/YWXJOEzVASSxwCwBxKqKPmRHngnmTQIEzYwCrEXRXBd3lHfSX9/j6feNkffJnPoE//p1/FYEI8yaifz5j3rHI6Lyri6W7Lsh9wLyJaPZciRAmjrrifqwRmvYulE3Vv3XgXksAt4rYNZhPW8y7iN1rNxyNTQXUpUreBtigCLehtBFBRSttU7nIOgaG2KXaxBTevZK5LHBd7AvnQH8nz2pCk0SsE6XRkTco9t3LyNegYGBBzLTDE1S5SJp20WdaH6RKUpTfhUGdFWB+5Yx7jT2/lo3t0lHuQOUUREaYD6z3qKhO29TKoxiFl8Ep2nK2Qbo+VIPq0Qs5CMm1INKxsvHzlXNOGb0eLmKYRnZmFD0LRxGC1PlTw+pRHr0HgNMkvmgAgkqFIk3HnSFyBi5M3Pcw7I+3eRc6p4acyM+HY3XC9TXue6lvq8J7I2NLBCJ5Vp8uWEiGxCVpfNMhXO2X62Fd/OAdeYWNF/wyQUK6xClGcpWL8qx52yCODaLKWHj+jh8PS0nHeqiu0R5/oN+VMl07XovXpFs/X6OAFPm7dB9aGk/HJoQlykJUOS5ycNOGWyyFYaqka3WmlECs86Ip9ibVNmNTNiSm3c9IY6zyN3NBdzEhbRPmbUR7PYvzLv1IAUH9eb2GY6liqhnmANr6DC0f8A1xQFD455Y6ymXJbUoREEHZYE5xRVa0/6IiStq42fpaqlROm5C3DfrfGup61VSwrnVfDGFT6FAbb5dDYJsivRAXhP6cFzaKx9+lC3U8RvfMtNw3tooWDiWBfAJI9a50rRmKtQp41MHS9+hzReZeUiHQOC6DhMX9OFsflyh/CGEhHRG83S8yCRHLNSBFXrrvWKKHlt+r8yLrtb0cQDd7trVNZHK/AgXyzJaFaBpbR9S1PPctn7WlZSpRGglhBtJMLNtQWKgYhZCGjPE+V79SYqesOYjdBeGTP/MJfLWv3zfpQr2+/dv+MhviABxe6YEAHM8iqAHaG+47RJERrpCB3RsT0jGzLiChcgcOonKnh0mTrNklIoxnQClifNjheJ5w+trA6sU9Gyj9zHicmdcgPcKSkkQ1OhgmawuzaO+hBsY7PncgAb43IYAaFbUt8vseIF7cIFzdVGPmP18vh94syof1d8DysAQcWXj1ufoaI0AvU5zewaR7p6AYhbvBhNxmPzHcPM1VCqFJbFxHLqU2pEhTak3itilTBqWEdHkDHEeUx/cRX+xFumFeNk4FFgfnAsVSqP5tkA11chd8NkCckwQ63dX0gKZW3Tjf0n3R3+m4+3SSRyY8AilIoDlGul6csj1iZM0xPSRXY7CojAMYhVJyrqYxfDcCwP4dvEO06e17Sfhdxk9ZI59epbqU2+twvZaUNKzVZTI+ZdMgn3ZI+5nXuEbLepC5lLsFK2V5yC0cIU2VrDlXPgVzF0E9uerAheO5RMIW1aQeWV4dlACWgYsjP9OmW6Z7vcOaWMdtzc+y9VSoNhwPgXUAU8C8bdAcWLMoHbM5fGEuVhCkqvoeYQqHsa4zCYIU0bnVqQIwTSNLmW+k1H7TWTDL6D0hXQ3V2RenqOw2oDZZ1wVqE976Q/eRe9YxOj4qaF9EPP6HM/qnk/HI4n5Curiugdl67uzfFenUFlz2DPo86vzNmW2Rtqdy161q3DUtQ6sCfeWf5/spP8vsb6yOk6b6PI/LyzDMM27xBru2pgb9lXPNJvjvAhZIrD4TgFpcpM8ltJKFfmAptgZUAzG99WJZwCDjoFy3stugnHaI+xHUNYiXe6tiNy6ony9DMjmAprMdqGtQ+oaL1gALLFRJgCVCIm5eiWj3wOkXR9PNmk6Fl3USWP5pP+OTn3pPHaw7jABf8e1+8dW6Pvkzn0DcT4hzwfbNEYdH6q1DehwSQGBnKwHTeWINDSlRLl2q/dAUHdAqHbUbM0ONZdsw7D0T0kQYHvfIGxESzVyRSA239eBKGgK1EfNph7JpKlF0zc8gd5jqoaGpAE2vaTTmNvQ68qBxRHrzAtP77sF0dryj5Ctn9PvviPBv3ROwdMLWRl3LpfX3KVXxOH+gFEF+SmF5AqnGTJcHhMPROEhBnl8dLLtXgHlL2w6lbzGficjdMFYnYS4op5uaghSy/138mcUzu0v1WaxqyI3XAtlS2QWJXD1Zt8Lr7FSEpuHPU4JzLux4+YpGomUq6a7LOw+6TvxlDnF1yvQZFg6W6jeNU61+swMu2Bgsv9qNlZ9vsGNGwxE0z/zvvNJ6umtN6fNowYX+0fRyKQj7wRCcuB+BAsQXjt8H2GFuxRGeO0i1OnDhYHlycMn1/97B8n9r090Q6/u9E7Y6pHw16ULvCuLI63j4efMOlgZk6kzfNY65uNZhjJIFlYhxXDft1RYImLcNci+ioJJ+pDahtAnHl3fW7SLdHKtWllb26dqRP9S1wsFJteF5o2kqYq6kE5oNx4n/TLxP481R+FzLdUxda2m3eOM6Q4SA7rqguyJsvvUtfMe3/RLyN9yYg5UGDnTj4AJmtZuNCLXKvZoTpdW4pSxQ0TCMvPaOo4zBVB1fv6a0ElUDVq3aXV9vt06KC0jXtkjRMf96Q8fLct3q1TTVqYwBppG1fp19p/zOCRgvgveF81gDDtPr0wriLDptbeIU4nG8HVD0HVddiw2Me9a3A9GiT2boZAw9+q1ZBi0s6BnFCrkgDTOamwlFitFCJsybhPE8YXgQ0RyAzXMek9Lya7rLGc2hYPssY/P6/r12sN7x+n2HZOn1HX/4R6wn1rxLALFE/nzCnde3b7ITNJ4GhAzkTcD5b82cg41Ac3lcSjAAC0SHoy7ODc8PthjPWuRNQLMvKF1VMi5NwPaNkXW4uoQobSjicTaVc23hYZGgRVzugJxz1YxaefFmZF2kZJdudr1/TfF5tXb9nY/y/IYKdTPdQrv05155vdQS/zsNwvp7Aa7cUd5X2yBe3dSSYXPW4jLFIu9XBet82qF5egBtW8Tn1wjXe35v1zJCc3Hl0IG4QDUW0efboX3GuVlFmvrcbbuoCkNwVTfKz9B7V0hd52OaKk+qqRpZOI7VCdK0g09p+O/39+vX7HbDkfk0Mz9kzZFSB17XnTqHvlLwOBof61ZRwzploetvgVDVCJnHcGUSVlF98A6qPqs6hVJxGqZ5yVUElsR9O4AccuU5ZWsU4S601d+7v1d5/6JwYu2srUnxHqnwr3HIgxF5Y6ypNEmF3vUci+pgYImo6nOkmhJe9HATQjoAa/vF7buYQzXea0ARSEdCdzGiuRhEkiEBSWgVx1wrWgEpTJkXfUL5C8oiK8A2VGyGqp0Ln8mqbaWq0PhnGlB0LY6vnGL/vhb3PnuD0kQcX+rx4msalAbYvVlw+oUBzdUR8/kG3W8/h/Gn7H5y3Vc6TjqHOn5e+07siO0XCQBuVXdLEEPTZHNh6I/usRUPyzou+IKKhc12KTzNWPjv9P//x6Gu6/WnP4tuT3tFeH1J09jZQ9u+OqESmDMfdKz7s29Ns0xtDrUN/1tsH217S6eSOrzH0YICTU0uOMSO4L6oJO47FtdtJSvSMaK6f7nD4VFEf8ltmgIBp1+a5ByWwF6ySqVrgAD87//gP8FX4fr/D5Kl1//2s/+pSPdntNdccXjyRkH/jIBShfdCBqf0Zu5NNDzumD/ViRHyBwpQ9X32R+ZdFaCkiGafkY6E8Yw3hBLoQMDxIZPxAEhlXGGy6FEaSfcdaNNyKkA3sBolLZUF+BAHVsZLjIVvcaL/dxvD0kHicGC7qe/36NCqwmMZucT6HerYecRN780hBJSLoRiLQ8w7aLlW6ITjWAnQerkDgyN5gfQ1Anp+zfDyTAY5o2s5haVokCsxtvtcIX+Ly6Fuhnrcldby5M0YFnICwacnZmlzA0YZasGBOtJp6UDPubZcmed60PprnuvvLVpdbklSJGiWQgGVcpBWIIY66N/bnhEI77CvSeR+Dj1a6cdizbtwEbK7ufq5+nPnfJmz5h1tea2hM/471XFcrZ0FcrXmVHnH6K603V2Xv8dFlC/7x6dcfEqVCMsmxO7Ao1rpantL9cQA29Pr57i1dtf7TMcEqE6NHwPrHoAqFkmEOGazafM24Piow/R4h7LhwhNqIguLSlW2tUnS9in+WbxzYwjOHSiv8lA9/YCE15MqYkxtQhpmnP86O1gInJnoLwraa0L3oqB98wphymif7W3/3RlIAtDuDmwnnKK/0jP09b5S0ebJrW9BNY0KoPvSf48Gn1LEQYrK0Opz9NJWV4pQEtW1dldbHEOn5T13BTqKwOq/tWrVo2K+cjHExecaX1jGiLq2prCVvhFE/qJUW23oX9vwGQRek/q7cL3nz1GkMudarNQ0wKavFdc6BeqUEyGOs7VtmncJ02mD8ZSf83gv4OSNGee/dUQ65Ar7GEINBKKvloP1jtfvWycLYEcrTgXxMKM5zEhDweayoHtBmM4Cjvci2gMPcntDODyMoAi8+BoudS5bUa3V9hMa3Wh6LhfE/YC85SbT29cPOHn9iMPDhC9/W8H1q4knveWWPqWLGB/0mO5teOQilgJ+Mdbmlt4YqWF4G+N5y9Hx//ZtIgRZsb5QKdU/3jjrgVlWn+e+xwQY1w4fVlE9VUTLHC2HpJiw5eza3XhHUS916LzxVo6OIETpavj/2nvTWNuW7Tzoq5rNWmvvffa553b283MrYyPihF5piECJEuLzBJLhBxD+EAlbSSBIgASRYxxFghBMghTRQwRWwh+i/CMSetfYD0tBAckkUpTYToxf4ub1975372l2s5o5Z/GjalSNGrNqrrnW3ut0tz7p6Oy11pw1a3ZVX43xjTFC3TUA3fsPw0tKroumYTqrhMl8n2WWD1qcZHLLDw3OndNRkTWh72Fu16FGGUVELltbhJayKvOBnfrEV7p0bB6txycPsi4plj9msAV/aV81sFI8fe8jdGh16qNeh9h1EFmxpMXUfa9q526nwTl1Tel3AKNIPSB2u/Bnn5cu4feAl5lhfeJJQyPwyXEuaNHDrW50LZwFg7ZTdW0/K+ZqVQqjMib8nOmdontO59R1Nggjevbi8/EuRykJoOfRXQ+fVua8daVotM0N2FnLvp2YDZQBKhdd2FwPaJ916FvtSugMoGSO/Xlry5gMCHolY0LQDj3/5Pak58b1Vw0mTKzkznPWbJ+ywhjnynR56GqN6mYHtRuweXeB229b4uqzFZ78gEa/UKi2A4aHZ7j6wbdii7Ec34gA9r2/xiZ63wQZo2vo7kVEcCsnRh/68fMurMuGNFl0T1PPJwDo8EypSvsEp9G4yJ8F/86JhUaybRUIlq5i4uXfZR0vFCKrnfH3zBMsb03V6C9clne6503tCJEl0OTKhjHB6smrO2y29h2qwhhnmhrD5SrUpAS8y9c0ldf03bzfol9YbTQU0F4ZXP5mh+bZzrnFB59eRBl3LpXCz/7ff3J8nV4BvLLuQo7f/7v/NExrBxMyhT/9vhr1DbA7VxgaAApYfGLQraxl6+yjAdXGpt5vn25trSxXQd5PYl0f8hj1xloeFrZe2K/9q4/wPb/7S/ji3/5OfOavW4tZfTvYEj6dQf2J1ZGYpa3hBMAm3+OCyIHpKfhD7AZLa37dBcEm/QaEchr0mUo68P7TAEyZduXETXmeqF3uFnAvXLRSB6I0CW5D+z/lXJFld4zxYcreJO0sPUbbHGHetK6UtU5RaDblxnKuNFtj0lgNHGWG3g1ovv4UuLnF8P4jqE0X3EzCOhXlymqaMCGIbSKiAcSuT+eKsYn2boIwllyG/Fx44IAbjIZHFxiWDeoPnwbr2465TenaMVLj7w8fWKsq5JZxpGd46wLqeh1E8E0drsOixXC2hH565QXJXHgaWXxodU3WPKViAsDzgzHXMShknK/W3d8+rFy4Pvy1rutQYoRKxhgT5z9z+/jjZOBdfDzXEB1XWuv8vdbxbwmBuww+ITfeKNiC9pflUPwh3bNBixYexk+LFmb1NKzvoxI/ZOkj8rJa+IXi0NpFJBW51xt7LYdlE85PAWowWL9rU9jYorouBcOutyV3NLx0Qm1CJLR/zjjI2kfwpGawC0zqP7fKE9l3rsLu4coSRAC7ywbPvrvG+TdsWbXVN3egOonV7c4W4aYJnAUSjdy7/H1iz2hIdzC+B6NnguVy4lBULYPIMuDeD/YeEKH0OyXudV3byEB3fX2/+XnUtd2XBPD0TKeOQ+8x3QrurqTf2bMTzQ3eih8WHGbRonvvAdSuR3W1CdGEXWcXuUQyXUkyT9TYmJYsVUUehctz6452RgLTNugerTC0Gv3SzhfdUkF3wOahLaOzeNpje6Ghe5uIHLCLB1v5pbN6MWPwM3/rP8FLRtaM/kpbsgg/99d/EtVN56prW8F7cwV0Zy680wAwwNACegforR1YhkZhe2ndKlRewoNWYn1vV3VNZUWfTQVo4P2/2ePvf/09/Ojv+3lUa4PVhxtUmx711Q5619siq4AtcGucIP5yGQkw/YPoJm6/imblNPzARL/Tqg0IK0N6uMk9BITv+QqPzsv/zSZuKXqnF4sEzewF8ccW8BYrTraYm8W75NxLR3lnVNMEd5oxkTaKVjVGW4HusHIDUm9LsvSrGv07D4CzFfRHT6wmgCxibvAb9Z1fH0aGfD6tng00FEFH+7j/eQbksMKrYoseM6fTClndbq1eb9HaCZGi9Ph9BcJExI9L8NFmVRgYlYsWO3NtVjp+dgD7LPOEmbTiloSAjs+vFT+2cHEpel64i4KeEbLatlaLxqOXIs0KWdcA5locYrLD3ZEpca/vrhkvBqg/443jtrnVYSoQgO+fs1SQ9YCRNG+poPvHtyVXI7kNhyFY/CTBiiwZwgJKqUZ2gRjrja1RSHpRve2gdz2002npzupLKX+fqVxS4GHw/7N0Te7dzc4boS+0eGTRiD6pLj2btI22epvqdudSeWjcvlv7PIhqMNi8ZVMA1E/W0M9dsmkXBOMthZR4lNxtxoyfI//nEAhW78Yvvngll5zPgaXH7ZDLbMfqHDI38ZjYs8U0WaWqyhWpNuFdyj1vRLCA/D1QcQCPf3aZNWyUyJreLSpm7t3ttk6qaRsbaLCxi1ibD6uLxnpK3OzLtNHxecJofi40ZzgjgVpv7Li0atE/WNg5vVZYP6pw+7aNHrx9R9vMAR926Bz5qteDpTEKjoTb98bU+lUgWJN4LSxZhN/7+3/KRvvVCtsHlS0cba2a1sy8MWif2zI8ugPqjX2AmqvB5owxrlr3rg9Zh8lEDvgkgQDQXS4xtBV+7V+u8T3/+4Dm6dZaqgZAb2xCQF9ryz1sw6JG9dSKSwGEUGfKkeNW8j5XkESlvRnV64H4hEDCUkqF4JKlUt+jVQqBBm6eddgN5FHOFL4imhi0UFWWNPHIKrCVizFWe0bWHXrxGic6ber4+4WNTrFuhArD5Qr9WWtX2psez/7hB9CdweLjDsu/+xXfh1EAgCBafrJPueXcOSoiWURWiVzUFczSiTo3W3udaGAaBpjtzk6KtBqMLFCB5FDGb3KbmEVrAwISq7+oEC1dI0awKZXD8GAJfbWxUYRnSzsYrrcYHl3Y86qqUM7k46chEk6uziXho+eG7iGfOPvBPz8jq4sTtVJdPnW7gdluvQUoCoXn92QYwqQl+yGtZYRUhmyZhBEIq/8pyxaB0jcAo21lYXLe9ij5rbSG0uTEXKX82skEjVGdSU7OSLNJbVOZHmXFxv0Dm+am/uQmIuQ2t5HymdwBu5BUlES0qaCvN8HNB3iLO89S761IfJEQWWyUz8zuy2aR5pK0WX7RqDEsa1882iiFq++/AAyw+qaz8AxA841nQf/D3jd//aX1it8buo+6isctaTECYq2gPx8dCJl7b9VqZa1YlJ9KwmuiWDZz76p039GigDK2c8F7ajGRE7i77O5K3ouURdTvJ87RmLDwc/0fHj2wgvNao/7WlV3MbnejMcEsGmeRNlDPrtz+Gmaz8ZZD0/U+6agnXg8fhGdz1WJYNugetD4f1u07lQ/SqDfGLgoqm/+tX2g017YQut4ZNNedrT8M4At/7T8aX7uXg+yK5LUiWQDw+37vn0G3skUju4XCzfsaegeYGqhvDKCsC7G5MthdKHQrYPPOgLOvarzzyzvo7eDT9TdPNvaBpAib3niC1D+w+UF2ly3aj9e2hARFyGxdOR0qxbJqrcuwUujPWxv5sGUrTTdIUSFOxbU/TagI71epgB/kfNkeWsUtF9a839Z2pdc737jMYUIwJrgeCVIfhphY8Qk4cskA40GDJ8wj9yNNpk4jEZGRSvuX10efMEuPOV+he7h0QQ8dNu+d4eqzLc4+6nD+y98IvnwOTqSItHBRu7YrMHV9G5930wRSBNi0DUSoyD1LBIMIhSsp4V20fFIl1wittF2EmY/c4cduG+B2Hb7jFgwikDR4072ttC+v4ovwAlDrLbbf/TaMUqifbqCvrW7M8IzZfGInywsXnfvt2CocCCSe6wc329giSf2n0jrPr+Nz8te79m4fbxVNRSlS+RBqIxEt5U4gbJciSpJk5chXTmfFrUt0DeT9BmLtD2WvpgmKfudtiOi0CDKPELlXncXYR3Ephe6tlc17pZSNpB6GoBF1Y4lZWkLmizHzNC3cciuIlWnqoMtSyt4zV7zaJ1ElS4mDr9HoNUDht+Fyhe6isbXwbjp8/EMr9AuFt764Q/O88xnkqe/66Y2VGpD8ghYKnFTnCAoHJ+zeMmXGbk9v7WHjGpEaIuJ+QTfEFkxnqTfbXXBl80Vt6hkHIiI26lukGYzJVUTIuaUKCGMeEKztPKcbECz7D8586oTuvEF1s0P9jSdBIsEt7c7db2rr8VFrZ+kSCwozDDZlgzFOl2Ut+bvvftfPu/q2Q/fAago/+sdbrN81uPwisHxis+FTMtHducLyW71PMgpYV2FzbY0dr0KiUYYsyXot3IUcX/j5n7CJ94z11158tcfQApu3bERgfWuw+MSgbxWqtf3b1MDzH+hw9Zka63dqDO5mdy4D/O7REqa12izjHsDuosXz711ZsyRgTelEsNyApNY2ko6Km6r1DvUTq9UaXASPIeEjESxOoigjMuUC6uLB2CyboMFoLRHTN2vrErjehPDZiq0wqG0+qAOxqwq0mfHuQkXmYx3cb6P6Wm4wiIh5ZD2qgu/epYXgwm2/cnMkzE8y5HYzBur6FttHNnDBtDXq6w5nH3a2EHhqUqJzpAmdjsktTH6SYpPkoo0JlmLEg59X0txejXUpdEwKcee/cYuUCRMJmGst+p0L7ykjNyUNdOTPtKw2mjtev7BFea2V01nb5H3nq1w+IHNLn4xWomdMi+tJ4IOxYvvy604TMFl5lSNTPkBExcSHH19aJLwlsA/bcUsHF2vTdwQfjcSstTz3kAj2CNeNPRdcpC7Pl/eTi9hpkeSSyfIC1P59ks83XTcKqXdjgLVi2SLRRjtStLA1IWmM8oJxRtaUy3Olbq0lVK239t9g4mhCIOhmaIHnckaZs0U4V/5uGJZjSVp2a2shgbEL29tvX+DqO4Hzr7kIyKst+lWN3/gXHuD221eoPr7yWk6YgQVFJAIHUpYlDtI1pQTq9J3/HN//+Jnqw29E7rjWs+v89iOClXi2Rp4C6puwckLpoNMCgnuZSDEQnk1a5MmFGz2LQPSM7t45x+7REuv3ln5O9KleAEtwyU24bK070S3w1K4L+cm09gt3P352nR17jE1aa92Q9l53F1bYvnmrxu37A5YfKpx9ZD08emfn7s2lRvvcGkT6he0bEa1XkGBN4rUjWQARrQG7cw3dAedfH3D56wbQNm9W6ypx7y4VdpcKZ1/WUFuNq+9SePa9FT75wQa379a26PSlKx69JD81AKVQ3+xw9nWXEK3StujpqomT02mXhmDX2VQRWgG7DvrZLfS6C+7EipXVqKuQAsD9Uy5TvOKme8BOqpTwdBteXHWz9kkB7T7ONKuV0wBVbGJmKzTuCqK22ODqE1xyMHLlBwieHI/M5Ox8rBaJmaMrRkq8+7COSQb10Ric/foz6E2P7SNbT6t5bpPTGjfhkNUElKqAJhM6b5qMKjbA8IFI63A9gHQmfprMaaDyJIrtR664FOmkPlCCSepLRB6YNYhcM9TuMNgJeWfdJhQqPVy06B8s0T1coHu4wnDWWjfkbYf6xkXt0ATL7rEn0f626jAAM7efvw8As0gMIXcSbc/qjflzcsEeXvPRx9YSWdg3yqUlSQ+/lhIpnUpEiBQjs4mJi4Mmq8SxDCcRQMh1Rsej/biLb7O1E5UxVqcyBM0jP6bpE5YsuRgAxmV66P9ucPfFaap2tuoFFVcPC8GdDRZJRAZ6OGu48UmbA/n2Mge4tnfMss77VFUhMSVFj7EFhTK2Uoa+2aFaG3zb3+jRPh9QP9/g9rPn+OZvXaJ5Dpz9xjPgdh20hNl7xoiQ1AruI158G8OeeU6AqK3KWVUdIYu0gE5vRcRHKafbomeZ95NrsfhxZX+5XbQkeQAAIABJREFURZZ0rBxsHDbs+oYAliEe9+h3gC1INMzZEt1Fg+ffucDX/pka7ZMN6q99Akov4s+TErI6C7pf3NEzRKlp2sZ6BpY2B5dxY9vw7iMMb52jfm7L8WzeXXmt9Ef/hMJbf0/hrb/fAwpQvSVSugOWT3sMtc0gQMEbzVWPaj28VgQLwOvnLpT4Xf/af+GF791KoVso1GuDs486V78Q+OifXOD2H7sFvroEtIHeKbSf2PI8518zuPjy1osvAQCOdevOrhTrp2tXT6uBXltRqbpZh0hC9/CSXsosahutMwwhY64sbTIMweLRDz6RKZQKFik58fPJuet9qY3IWrJobZLB2631q9OLRzDGEx1ZLDhKlOfzxoSIHg9ngYh0KctFuA4uZ5OtcxW7Mk3XWfM69YXMzYDN/aWUzwLfn7c2ykUpe+13vc2hRe44paKEen6Aoc/KJcxbb0M/uGuHSA65+CjKU06ulD2dfqNj8KLRvE0ifESOuS6FdHRESJiVLJngkEd1At7Er7a0ujfeikDnGK2k3X31k7d8nsidQIsEurZAGOC1CkSUiCa3ZHii5iJmqWKAMYEU8/IlPGIRCJaClKVSjk/7JlBJqLjrRVoPuLYrFR1GVj+6Dvz94xMcd5lJN7poL5rc2TFGxc358QA7iVVugcYnVW1rAVLAjr4KLmIqsOxdf1yQ7skUW4RVjFi4SdpQbrba5RzUAAb4XHhm4Qg1JX7myWXpuaDnio5JpK6ubAH59SY8M1Q2yluABAGRka38Nw5mhYpyU01tz110pNUkK5h8fijggxZQQBjHJLh7MuXiTLm6qwrejZ1KtMtch8oF74zKbTlE+tOmRv/2BW4/c4abdyv0C+CdX7xF8ytfia6tqjRwtvJjQf/eQxitUF3bRQSqCurp8xCco9077hZs5sxW6TDKlk/avb1Ev9ToVhpPv7fC4qnVT/euPuHyyYCBhpsO1qK1UGiuB5gKqG96/J9f+BPp6/tqIDF4WbwyBaKPhRoAZayrsLkxaK4N1o80ujON+sY+dO/9rS2uPlzio9/VAZVBPyhUNw027/YY2gp926J9bnDx1Q2oNuGwqL0J3VTKlo1Yd6HgbqVdgdHBFjmFW/UBULcDzIXNYj4sagxNhfrJjQ9hhlIwqg6ZljlJcpaxaPKibSrtir12QRzNBNtqMMD1bZwFmbsN+IrGhAHFT+xSf8UtCnICHAxQBc2KqStXY6v32htD5GTRWsLXDzaXFBd+V5V9mSmTsMs9BWMTKg6L2rozWo1uWaHSCvrGpeJoajuAENEkgXnlirZK6wknNdyKxHONAXHKDe7yoWs3GHvPiUhR0AEnMTwpIz0nTnNm3bzu/LuYqEUpBHiUErnZbtb+HDx5JMIGsMg9Ew/afOL2pLQPk7WMUmVkPMpCTqSM+i10SaqykUqW4OtQAYHfA3Yc5azHZlBxWPtdEC1mxHXIwT3PUei9tDoCjojH1ykZ6ch+t//3sMVQhdUl2tSEiR0Ilj5RjcE/q5pdf5eAmUrrBA1WFWs2eZ/ovMWzYXWj9l2hgvKm76EH4/PaeTeRI1ioNbDtwoTL81uxY/Ms/+S+9CDLJ+mvlLbXTVqd6O99hFv+nhOt029kFYvem4R7T7YnyRV/5gYTCFnq9xRkhCNfDKvwDHkDCUVeMhJqNOLnyFmqhzMb0NV+soUaGiy/eoPqk+cwjsgp8pxobT00Lu+jfnoTFqNNbYvHO02roQW1q5gxXJ5ZD4zW2D1o0a8suVo/snnQzr8+oNoY7M41lk966J3B7kyjciXz1GAD2bQzkqge6NvX0ukG4A2wZBH+uX/xz1pT446iuSz7pQr1AHD9mQa7c4X12wq339EDDzo8/IUFFs8GLJ4OuH2nwtlHHdqPt6ifrT256M9bVM/XoeCxVtaESpMxue0c+SLBMwAMbY1hWeP6O5cwlcLlF6+wu1xA9wOab97Y5Go0+Q+Dz01DkWkEitQZzpc+7YTPrE5WHcpITKRo1wVxOZsskokpgXgFGWWzFiSLR7eQiHK1gDlfhgF+GELE4MMzuwp6euvJgE9IR5M2leSpdFxYdhisda5t0L174YW91ZObYMEhITpZZOrKDuRuXxsh2I+sBn6Fu7AuN9uwtqb/69sgQE+5jYwjE3QePFcZd8Fxy0SlYZYL9A9Xtj7n06sgqufXX0CRe5lWq5cX9tw3rFYi3SdOYuj7qMQHG6xI7wWMAyP4udC+8jowS6Bpaq8RpChYrz8k8uzbH/z9pegjn4+KNIpy8iPwVf/UJCv1WPssWUDcR0pdwSP76NowQuxTguyLeOP94vdLXlfWJ1+ih6JplasusahBGa6jfZ0111s1uXXKW95M+CyJt7xG5Ppzf/vi0VReioJQmtqPQf49cosORdswizZZWqPFXep+EsGQ+aiklordC/mdv5YpK2nOekXW9TnPFzAmValt6B1Mid25OF8+HxK1i+zjUczbXfp55uA5uwC7L3P5m5t1sNzScWDvlY94JUJF0aMkgdEq5NarNIZVg/6ixe6sxs37Na6+S6G5BlRnCZPuDC6+1vv6w9XGoLmykpt+oe3frDD0K27BImRZ8xtDsgDgn/2RP2eLPW8HbN6qoXuD9qkVnBsFdOeV9/vevq2xfahQra2pUg1A+7x3uWSA1Vevrf6goRxEBupmEyZ2st6wwYpIhQ11rb0Vo7tcojuzq8xqYwtgdhcN+laj2gxoP7wKbayZW4Vbn9xgbxZNcBcxUuUjgXwOKBW7fhIuDV63TZKPyKwtTdVuwFBM0GyWC+9uU+tNGCi63qYecEQLgLVErW2xWp+okyI13TX1SUxpomsbu0JqKku0uiG4GZjbzFsDxbnL5zxKPKm1dXfSuSo1do9pNsiT625pibYPdzbMNUGrQT6JEhltbURP9fGzSA+WShqKwYyTIVaVjeDhmgtuiaPvuO4KiNMByGS3qXQSiC1ro2fAk0k3CLsJlVa/kYZrZOnr8wkmU2kZOOYQrdRv0nWYchlS+5StGoh1MRQZyfuRcmulJl1uLcy5twjseiuub6TnlLsMgRBUw61h9Ld0E3vrmiB5/BxkwAwfV9i7HZ0b9ZsWBJS/jYJ66BmTJNr3i5EOHjUqU3cwK9YUkdpLsvz5JMhNKoqZ75NCzlIm+z2612xsmXKZk/tQh3xsScLKF8kiabDfn95htpDy7zolDnZuQV/bluaL1QJqswupaVZtqB+4bNFfWqL9td+5wtAA7VMb+V+vDZZPbDJcUyvcvlPj/KtbDK3N41bdOImP8wwNrcbP/+yPp6/1q4csyXrt3YUcajCgOlhQwPZcY3veYvFswFArNM87DK3G4kkHoxvUG4VupdA3CtXOJuurNgbdmcbu4RL11dbm49AIFgOXEFStt0FHRRPKMED1lJtGY/doCdUZ9KsK3VmF9mkHaGBoK9TPNlCrBqo32L1zDr2xLsrm60/j2n98wCQh9fWaRXY4MsVL2igVXBrCnePrpjGtAidWhvi0VkCPMcHiSe4YeVC7DgY1O74bSI2But2gut1YseU7F+gerVA/o6SFFRPSa6hhwPDw3Ip3d50NA64McNtDGwNztnSmaEfsHKFT/RB0P10gE1KnEASdKnxWJmjcOFGl60/X0LkxaSWv1lt7/7veD0bKXSdPEOmekJDYuVP7ZQ29XFhCunVEWSl7/flErFWUz4zupVlvYuE49dM/p1UgMHICpX3axtVF7CJibYDRqth4L5cgbgSKECUXKrPoWStsFacJkKVFnHVCVTpe0fHJgSbeue4/2p+0MNyFmDhH/5tW9jr0biFC1it3X0ega8cjJQmc2DFXYISkpY4133WeCKjb9ZjI1xUUnKWJdJCScAMxER/EM06gNn1Y/hAT5MEA9IxySxjXMrbaE0CvteIurSlynCJY/NpOuAn5AmHSeMDvCUuPEOWuEu3a08xYr/hnacmS6Rn4eco+yd84eWc6WPtZx5G68h2X3gieHZ5IO6u56Kt2LByJl8mYaSHoFpa0YPZi+KGz1U8A9IsKt+/WaK6B5ccDmpsBemurDewe1NDGYFAKD37TuoorF5hR3dj8k7tVjd1lFTTSrzneKEsWx+/5Az8FUylrPdoN2J3V2F5WaG4GwAA371Wo1zYr/OpbHXZnGs3NgPbJDqZWuP72hbWEPettbi2tLOkysDmwuiEWsxPZqTRMW2NYNdi8s8Cz76pR39rstfW6R3VtU0Dom62fjKhuk1536B8s7LG+dR0sQjSBSrcQEL/cXLgttuNldEbJFe0G4btcXiL+u1YuP4wOgzcvqMxBAwIVtXbnYxaNXxGpwQRtE7NEEVnxSU9pgGhteovd22cAgOpmi+pbz23bLgzZaxF4niJ2LfyK0PXRnC3hLZXUb2O8rsiQS3PV2oit7c4SLhfpya1BABuUuaugsZZILFoMqwb6Zmv1DZTskxebpXtKJIGv/tnqfpSYUKJtRoO/aRtL5p2FIXJVymeBafdGZTO4Xou5t6KUANKVzfvKU5oQ2ePnKN0qsn+0r8SUpYjeqZTgmLvtmHtZtunfI2nx3acT4uDXaMoiF32uxpYKeo59mgzXH64Vkm7J3LjPJ+uMVUWSGfm3eXQZRaiqzQ7m+XV8H73gvo/vsRybMiLxmfOWO40E+c2I5+W7G1l2pfuPvy85N+GoM8xqRn3w2kc9bpdVmfDWJxqXNtvoGZDnLJNKRzm2OEkfWN42cpkS0TYmlEqja0ILfE9UFbpHZy5ReCiRU23COKt3A4xSqNaUbHuAXu+AAUClMKwaqF2PYdng5/6vVybB6CH4dFiyONQAAME9pzoaOIBqPeDiawY379WAAa7fr1HtDOpbhfW7LRYf73D+9Q22lw26M42mMz6XjA1h1sGCQyt46CiawmiF5lmHR786oFtVqLYD9NYV9t121u213jkft4HabGCWDSrSgnki4E6Iuw3J2kIDIlmtpIlbrLppMp6/2mNm7Mg1MgBg5GXgVejdCpenBCB3Fl8Rb3dOo9TaFAVqgNq681aiNIvWUM40bkg0C9habEph+/45uvfOsKSksk0NPL92RIvpopYLq6szxgp1jS1tQtGOqutdTpcw+LhOwLTaa7301ToUvyVtA4+egyAknOS5/DHDudPYtDWUqwTgCRaf6PhAmRHM+uMAsQuAzn0woW5g5yIWKaM2tzDQ/QWSK3CDcHxy+SggrIydu1eRLshP6IJcscHaVy5wFjgFxNdh6JklKBGBKJ9hvygRVoXUteNi4lGbA9AjBB+krjm3iI2In3BFSqSsV7lt2GQWu4CMvSa6Dosc0jhyrR6PCOXBL/5cx9fAT+rs+uYsRbLeI3ZdSP3AhO6RW4wQkQrZF3Fd5hAsNk7Gec7kPWYWMtHuJMFKRYmmyDq3lPFnQ7bjS2EJt/Vg7HuqwgLHvztd53JYETF14zGHu3eUOHqUL8+eoL9ekT6XLNGAf7cpYhxuflM3Gx/oZJoKRsEaB55vMdQLNNc7oFLoVjafW/PxLdTt1iXTDZZwZQyMsiXVaN580zAxCrze+Pmf+3HUt2R2HlBdb1FtrfZqd1mhWvdYftJj8axHtTW4fUdje2l9w7uLGkOl0X6yRX3Vw2jYGkvLyuekUbveuqyaKkoARxou0kg0z7aob3svYh9aF25tjCsQTRXQFdTt1mp81lvrfvTpCEy06gj5mxTTTIRz9ZFjAHjOG5mvJ6tToPac28TuzCwndR0GYJrQ+Sp50QbyAcSuIRK/LltrCWprDGfORE2WEHLdubB173qgSZcSFHY99NUNFl95iubpFv2lqz3ZNlBnqzCI2ZO11611uc547i5ypVJqBTo3Glgo4pEGXx6UQGHuTbxe4RFnPmoMzoq22UI/v3VWMuUz/iuu4cqBT+xTkzh32dEzwSexgc7P3aOhx0gLxScIZs3yfSA3Wtf59r0LnbuT6G/xz+vpAH+fowm0ZxMYufu4pTaFhNVpdF2isjwm3Z7vp1tU8GSUIhGlv1b0TpJuj7+fub7uu9eRq4z1icgn4IkyLUCivqVKx/D7QNeEvqfTcc8h3Q/+f5RPz9+XPpCU9TYkVuakF3ahN9qfH5vuMa/fx7fbB8o9yMmRFvdc3H8aFyPpBBLjo4z64+9GjsATKVY6DkABmBs6thZLYhfqEuqgCZTW5iH0X7FrMBqHovNx95hr67oO2O289tNLUkh7q7UNbCKpgVYYzuxv9ZMNVD+g/WRjKxEMQPvxGosvP7WkDPBaXCrvZIOWBkfk9GuXA2sO3lh3IcfjH/oJ+zItwoq7c8Upu/MKT7+vtnWTtsD2EqhvgYuvDGifdt6P3J3ZopV6Z33LzfMt9M02RAeSdcm5C0kIaFpr3UKtvfsSgK0R9fQ2DEa0oqAILZZtN6zqmTULiCZPLuKO9EBEzrg1xX3vXUSyhAkXBhuDUR0wHgFV6SDGdRYJn9HaraC4u8XriHh+KrJwEVGhCDMguEApdQYT4EbuuLqCuTjDzXdfYv1OhQe/vnaaut4V03Urar5io4mGidop8aJZLtwqy4Wx91ZLpTY7SyKo7A5lPu76IPQ2xpbo4avEaFWtvXvSNDWGswbV1Qbq+Y2tjyaDFXyfx24Baj+aGDippRxdknzQs+QErj63FrlX+X3mLomERShaBVMQA/WfWbioNqdPKcCJOfWPJhFOFPgYNTXZymsjdTIpsTX/nl9n+U5Iaxzv09RiJXUOvG/8c7T92CUYHY9b0sjKRTpIdx+iupEy6ECWlCEy7pNaZgT+QLA+STeu64vS2kcE22jj7SgqM0gsMhIDeV0SOq6puSu40AUxomuacA1mwcXxKZc6gUcn2g6mnzU+plcVVF2HKFs5PvkTIkLEvAZOCB/JBbiFkazNjGzR+Ovdg/S+V1UoKUb3wqVk8Ofi5pThfAVlDIa2tpVOth2G84X18rg5Tm274FnR1nJuXGFplRjfP/h7PzV9D159ZB+iTwXJAhjRWtmorOGsxeByy2we1ehWCkOlsL1U2F0Ai08MVh8bNM97tM922D1osLvQ2J5b7dbqmzvUV7tg1ZLJRtmEZBaNJVoOqu9tstK+d1GL6+gh9g8nz5gtIkEkYfJEi4gMwiDkiRe9VMMQD6CpCYXa9p3mg3yYfNVigSipIVmqfFJCFXQXfKJwL7ZqWeqEnk38dB3oe6bXUUqFlRZpq5Ty2gHT1BguVhhWtU+5oW876Ktbd/3jSZwSaFItShhj01EANoqRtiUL267zNST9akwrSyAo/QSbpPzAuWij58MsWiuCP2+htz30kyuY23X6vtB15zqy1CBsWGkLHgHYhqLeuQz3nhST0Nr/NmBEuEQyTduEiXV6Q4i25fAWLJ4VnOUk8yRrn1UqQ/wj7HPLMYJF4e1RQtHI6sHuR2rclO+k7+fE8EnkKIWUhomfAyc9sk1xb6LfuAXXu5SH8B6zSNlJnV5O79O2IeXDrgvWRxZ8458ZIvep8+I4hGCRRZH6mhDLZwmWJOrcxbmvj3JbqSmU29Azx8bkSCNK6XeqyhZg5uQ0cY9H5FXeJ61C4lIq4mwvQvyM0lyzXIRFY1W52pV20W6U8mRpOF9C32zcPVfAAJhFFWoC7zqbdNYdY1jWNkE3YAnW3/3Pxtfy9UMhWQDw+Lf9pH3AXGkAU7kHplIYGhsBaGqF3ZnG0++vUG2A5bdsRvhq06NbVTYNxACozqC56VA924bi0jRxsUnMZzY+W1jtVB1rfdSuDwWnaxeBReHttF1ixZ8Tn/rPuYkYsGSESrZwbcDUs0Dhw1RFHggvrYtwomzmnij0vV2lMbIHILZUUEZzt/r1+g2uIXJtRecs0lB4kPvLibv7R+fozxoMtcLyS0/DoGFMHPJO7basaLR7RtQuWAFNrTGctVC9wVBr6G6Aut15a5dPrtj3nqzwVABmZQcu1fU251FTwyzs9aw+vrLn3/euVEefHEyToFU0v07cPaFURFj9fQBtosapPeTkLycLitwDQv4dmqj99Qvuagoo8EXS5YKBF4/mJPMuJCu3nyT9PLs2MBIcJ9NLZDRy/py4JZp/D+wnkLwvc8+NW+SI8EoQqVIqzi1HVnFySdH5kgVPLrIS+qOI3LeNHc9umMYU4ZkjS7svQyNdg3vIcW7eSorU57gaUxZPab2dIllTz4LvHLuPTofF07MAGCeeBcaF3qW1mhFhVddxGgd+eB4I5OYA0OKU7j1PHkvidlfSK+q7s+CTtpgT9f6Ry4voqg+o3o6xpqlsNZIuzJcf/OJ/On3NXh8UksXxw//onwyaJxpM6grd5RLDoooSmKpuQL+sMDQaplZorig6ImQaN42G3vTeYgJH2qrrjX3AaMXOXXiAi9JQ1rSqVES2AAQzOxBW+iY2c/sJlcy8VKCZl5CJXEAqdh+SC46TJ2Ckz4kGbDahe82UexHV8+uQ+R2IjkMwlICTT7JsQFP8heYuT+eW89dSK18nzl8L0qA5UuHLgvD0AkBwW9F14SHoJPB0ZMDXbnP5rQBAP7sJ32vl96eVu9lu/eAXuUhJ21BpdO8+gN520FcbLwJXt5tQWoSlDrANMe0GDYx0jWjQzaUYoPvmz3/nXRTRdebHSblqJCHXlT2/pgltMKsk5cyi5LTS5eYTXGrln3ez280jJiMdTDW2Ns0haAQiHM7CahaNfcc3W2tJkKkkptyQKffeHOsWt4CkJu3c+fDFBi1c6HmjxUrX2fvE3Yv0vDBybrouuB7pmDwSkhX2Hi3ulPI1RX3krXB/R9GaAxun6DtOcoQbMZXvLouEi3Hyd37cKaQsVL5DCQswv488mSi9j2TNUyrWR1Eb/m/j37coAa6UVsjnpq5HrmPvGgTiMl9t48c1SmrrLf3uXfVBFTyIghbQdYXhwRIYAH1jxzUbOb/18ywAfPB3/vTkJX4NUUiWxB/4Hf+xLRXAku2ZVYv+rMWwtFEO1W0Hve2tz3nZoLtosXtQoVoPLkMtUG169Msauwub/HSoFdonW1TPNhgubMVyvXbCYK4/IhLQ1tYl5Uz0/mHuh5ARnbsM+aBDZI3MzCmdBV+t8klbTGI8hD9yN0pXH5EgKq0ChEGV+k0vH9WyMrHgfqQ5kpovluzUDzpaQa2WjtwN0flFSfSk9a9trHWKQNeY6YYoyz6MHQR8JA2d764LKQncNecCb4o8hdYhkIGybXNrkNsmitSh9tzz4aPtiGxwcOsKy1U1ypvERciciBPRcwOkoazWqYhC/2zEehs/MdJk6AZq1baRBYuiY81ZSNuhWH4d3zwN2kQCgLHuJJUiYeTWUeP+82c9ZYWQEywLr7duz6BHscSjD9eD51TKWU2OiZSaOj8g71qkBaO7DqrSMA/OsfuOhxgqjeU/+AgwBsODc68hVZ88ixdadEypj2LtAhinAgBCBBtlfE+RLNdWZCGVAvfonGOSdRDBAvaTLL7dPmKVaiulAcztC0TPqFos2LNp5wSfuR1giyZhTfQpaVh/+WKJa77qOqprKN2K3oNAljSlgr7Wj699aDOKGKbFr4pIuHGFpG3B8nB9VN9bfXJT4f/4hT81fa1fTxSSNYXHP/QTQQdVVTDLBsOqwdBYC1bzdA3VDVC3WwznS+weLVHddqhud+ge2oeyW1Zon9owfqOUz1rbfGxrFpq2sULqpnLi6Qr66sYxf5vrSfW9rUsI2JU/6Rl4ODaBaRzszu53spQsbPQe/eYtBk1t82/1g82zolVcsFnrYIXRQafij0FEjYTrbmAxi4ZFnLh6dbfrYDVjbUThx3RcGoCkRY2b0YcearmEuTgDCWrN7W0Q+VI+KP5M84mWa1Doeym+p1xY2kYQmqVNtqdumVWR9uOalO0ukMxOkMimDiUo2uDOVLcbQFuLVn/WoP3GcyinG4sIpJi4I7eMrJvGJ023kpYlkEb6Nu4aSiGZoiC2fKmzpX13tGKlVJyrQSurcTPGuhbourg2/HO+240me+UsZN7aOuqbip8fmX2dtgEAvvrPWoSq4Mrh+jQpfOfXgB9vn8g+Z0HbN0En2lHLpb13Mh+Ws2T1n30X6/dXgAFWX3lurQtPr0YloPy1lXofapKJpXOkUp2vwnWgRVBTA7frsAh0FhTf3xxpEWVzUiVzktcpl/hzah8Ono+OW0WB8fgrwcm31MildLK0GCECzyUB8nuC1MpyqyedD+8/ay9ZMo3ngrs4C4ljqZwSt4rzoCuejJpdH7NahHGR3g3nQfjgl/7M9PV7/ZF9QN7YPFkHYTB+haAoEs0YaGWzt5tFhaGtodsa+sk1FusthmWLoa1Q3XQwlUK76bG7bLH48Mb6np0rZDhroZ/sXMFcN6HUNkP88PDcWbq2GM4X6C5WqD+5tQLBQYXaclTigD/o3EVo2ENdVT4jua8xBgBKWTOuMRguV1C3O+jn17ZdsnY5gqGaZmz1IhKyaINrres9sbIlcuzgbYCQMZhcdKQDGAZAD1CqDi8/h2YRhkoHS2Nn3btmY91puLyw7hzAmttdNvyor66dSMtFUTyrpYtaZKvELtTYU5vODkA3a6i1jk3oALDehgmJVu0k8OQkyw1I3g3s3adhMNXrXbCUkfWL3FbDADP00YQQRY8iHrhpxWqtDXbQNf0AVVchczyrFccLyY6CHsRk6793z1MEyotE152tetXO1SU7b1H3JujW3LvgB+6uCxoVKgFEEzOBE4ER6RniCYiu2ZTbkINvD5vxPYo05FAatuhzol0+2RGmCOwcFyD9SdvKWnhRvwaYQUE/vUHbVNi+1VqXzfN1SDBJInROPIW7zLu0aMJn58SfI/8s8ndJEhjehiSmnCgMB94rft6p3/dZn+S+dM3lPU8RbPrMSI5yOf6id1IjWcrMWyV5QAv3VnBrVtRf/uzr+H2gnFsyQIa/40BYWDv3oF/oALaKBpeUsLHGuzf5++8iilXX23KDJBWg+WQjLPKfMhRLFsPj3/aTwGbr3UkLFYPLAAAgAElEQVRm0UbareGs9dGEw5l1kQ3OYqXcgGOUQnW9CdnMq8qHuY6iqUhA2DZBNO7SPxiloJ1o1EfpKBUSN3Lwe7ha+gmfryzNsg16ofMVzLIJUZHD4AoiVzFJ4VYCmvSAeKBpam+FINLk3Xq0oqGVEeUTc9YuaG2tF8ztkhTH8/Okifv8jJnOmYuKCIqbTKLBjpEL1TZh8OBpIkjHQsSVD4Z80uPaCSKS3rKjgquUVvR0/fjgRPec3CzDYIXC1IbTnxm58hci+GxdRm5pcy5eLzTmIJ2VxCGRVWRN5Bngh8FO0i4Iwaxs/jT97CZo68jK57RPllxq/zyY9VjTM5qkCXOtQdzakdPlNG1Y5RMR4deUp8XY14+UC3ZKtK/5syR+4/mx+HZy0nfu9eHyDOvveIDVl55BPXnu2hji90ueB+nspGYIGFtWefCDe+6o9p1pG1uDdLuLt+eWwVS6ECB5L/1iKdK7if0k5pAsake69yWSBE1YUoVWLXKNJohfpNdk92NUZUBeN/pN6ua4Ho/c7+QeJC0XjR8U7czF7uQ25JZq53oM84mw8PGM8LRwcslvP//FP5e/nm8WspasQrISePyDfxwAgjWoH+xESG4irW3Y/c0uhKWuGvRLl729t8lPKYeWrWUIT87087WdUAdj3Wy9q9PHBN9m0QKVAnpj8yhdb12KAJdZnJMCYBQdGEUY8rxa3DpFZW6cuLH7toeoP76GenYdLgYXrpNolgbN1TIQwPUmjmohDRVFs5EVi/v/idSx0PHIssVLblAkDv+dT+guIi+aHGgQZxMQabz4gEOI3HCyVA1NLjwKiwim1CLR31QwebUIWjXSrnV90Du484ii7pQah75T/rGE+2QUCSiIGC+AbdabsXtQmP7dBRm16ZHan/ZL6UaoT21rr4fTZ9lFjAv33+7ss0V97XqYm5v9Ljh7ceLPUykoJHITMXctp7ZN6aZSkyP1J0cEUn3m7Usild1f3DeKNuPEiIv2s8Jvdjw54UpNGoAoMtOYQNJWSzsubLdWH9TalCXm+iaMAXQcep7mWLEqdrzcffUWT7ZQyOXiSiHlpqN2qT2+3ZQ+qx47jPxYJsdmOiS996zmYBRxLN9XGnOXizA3UAShMSz4x6VhIM2okFdEizC36OW62GgxTPIM+t49J+Zs+aakZTgEhWQdCsqrhb63E6RSgWgBMMvG6qqu12HiJ9MqrXK1Rne5RP3xtSUBywVQWRfksKxtMlJyMTkLGoDgOlq0GJa1E1XbiEXVDag/ehYq2wOgqBAMJlp1Rn3ignACcxHShG7OV+ElNAZ4duWaUYEYcQIjBgmpLzAXZ0GnJJKnRi8qH3Aoug7ITmreRUHRjYA9dx8hpkO7XOOQmrCpr0ReeJg7j6ri0YiOiBmXoNRruZi1KyJMgCdVxlnK6LmKQCJwvqrm1ix/W/lqXiWvl18l80SvxviITL/9Pi2W0OeMwvtH+01YC7Sy2fjZdpSoVD2/sZ+Xrc83Zq5vXL/jfowwN9IrlYYCyJOnXO6j1LZ+H3p/Jq5rqs8yF5m0aOWutzw2gZMrTqjmutK4a5b3MedS5i42XUG5yg9mvbGEzwUTmPU6LE748zdF/LjVZg5hJUiX29z9JOa6HWXaDaaPktZ6aZmNFsYIiypatESuXf488KSknNCRNRkIC1oap5raByWYYbAEmAXDSA2Zvwak09Wu9iyNUWwB+cH/92cPurRvCArJOgaPf/CPA0oF15tSIbkiyyviy0jAThD2DxeV1tRxdvC2wXC+gL7Zontrher5GvrptU+ESZlxqfYbCa/789ZWKVfKWsU2vRWxEtmp60DuRLJNLnJFVcXme3ppSPcFhKSezr3nrTCbbSBmQCAxPAKIrEmcjNE1W2+ClUNqHKiflApi18VkgI7HJkufyI8sYV0fXIDR6lv5fuaK/dpbJqLwaF9yc9J1oOvNXYGczNJzYszYMkVEkBKuuv2oDJOh54mv8slSl3ALSkRlkyiHWaV97jKeUXoUgBAaGU+s/h6x7+k+TllDEpMyWVcUuRm2O5gH51DPrux+bRNSQKRIloxEzU2gOWsE/z1lpZDnmdp2nwZoajLP9St1DJqkUwmCp5Aiz3Mi6OidTbkkZR95ewndmk1KWsfpQuh+cbdnyoLFdW3y/0Mgr3WOLM2xoCG8X0khfo6cs7yCIyJJ7kW5aDQmCmiIEo2mnjGy9NNiihZqJFHgbjyt7WduTeRBNG7sjqKb+Xh5vnI1dxnBcv37/G/8+VnX8Q1EIVl3wee+698NE6oxMQmiydJZrtTNOlhPAPugb7ZA08BcrGz0WFO7/CE11DBAPb0a63qchsm7EF2xVa/NMgZmtbA6sY2t4RcViG1q63rh7jUhZuRki2f/5UWTvauPv7Auiy+A8NKSyJ1ebm/tGoJljCL5+ODR9SGU2JEXc24tHb4UDtNMcXcfmiZEStGx6fpRTi0qpuqvgRvUKNO8dteCws396pyRHJ63izRxNCCS1oncpkAsAJbJ/YgAkxWPrpHrC4nHKaVHtD2PBsut+DmEhiubFPYQ64hESsPCV+9ArPOg9gRxo6oE/tkgosutjzm3zZzJN2f92HcNaZup9qWVRSJFznI6rRwRmkpMuo/QzUlqKoMJgPA59b0/tkkTFK2Ci5AnPuZ9ifK0DSPiMZf4RMdM4YB2Zs6HHtmoR96Xuk5b++gZ5+8pH3epbe4tcBapqAwPbUeuQK2DBtbnQRvitDBK24hQGnf5wpwW45S2pKpsvyiHVt8HMbvrx+e/8l8fdN3eQBSSdVd4otU23iXkiRZ9JksEPbCdzfrto/WocPJ6E6L0pDmcJkDWpv3Dhsiq61tmmRnCg6/takWtt377qCSN0PP4EigsnD/qhwOPYvPWKUeWzHYbfncDhlm2Prmk778xgQDx8GC/ahbuh0Vrs+QvF1b8T9vu2KBMxIOnVaA2iBRWlV+xyTwx3spDx3Qk1k/anCgrFa5JL/pKxyH4el0qnDP1cdEGwTcQiLUj6FGaB2cJRdfH0TzGjMW0LrM+gHG+o5R4nf+dipxLIWXZMsOYZHl9mo77QdeM2pIkS6lg7WCkM2mROSb6LId9Ynna5lALSgpTbq455GkuwcodRxK8VFSdtGL64ySsm6mkrPxvXXntkU8wm7LkHHmPZ9cezOxH+x5KrPi+o8WOhGbvArcSUhQgEJIv07jFF8v8GNRPN2b6MY2sv3zc4gtdrWGubsJY0TTBrchrltqT8sfwZX2UgnnrgdcOe02uW2B//kv/5VHX7w1DIVn3hc/9Q/9hJFDn7iCjXbgqmWxvbr2Zl/Qx/Xe8A321CRYvAstGTqZYcjnR92qzDVY0IBq0TOvyVG22wb3HiQe53tggx8PluaZHseMacm/BDSo8yoRrvQC/0iKi5QkUE0XCmGDBoWtHx9tsQ6SKPWBIQ+EGi2R26MFYwsfLQyxcxu7bjT13RrJA5+EshT6fGI+o5C5VGrSA4DKl7RYty7Gmgyk+RSJlzTg6dxqkXd1Ffyxe2JqvLnPuAhLzA35AjZCyasioOUku+HcptxEPduDbkiWLZ9RP6mtUui/SarVvMpsCF0DTcabOl+/Hvz+GuEkX0hyrk9RmpZDSmE0hZUHj9yx1H6L9xbnnUlvIa9g2YXFDmeTpmMD4GT2AXNluzbsnUXkktu+xBCt17Gy/6PnjCWMBT76izOtAuEbOwu+1wJQ7kaXliaKWabwh+QMVtOd5D7UOFq+t0O/akwhtuwjsKP8fyVNQrFcChWTdNz73Pf++1V85txTl/jGLJs45olR4yGlQoizZLA+QtwjRC6dU0O/UlY02dFDXt/ZBP1sFsuIsROZsaVcrg3VrmmUDdbMJujJRE5FnD6e/o2gSAhEDEXLt9Vc+2q6PV1RUdJmnnuDlbfiAQe4y91n1g08K6k3aQNAzUYQMERv2LPefedvWFNxs4/QXdE9WNuOy2nUh8Si1BVjiRdZCd60itwnLlmwWjXUDVzrkhtnuYvclT+LKr6lz3UZpM2j1ynNOASGfGQ/1FhGdnqDwqEcgtjjx7+l8ZCi9BJ+IZTi5JEV8Qtk3aeY0JgROyERbkVV232Qr3XlzogzntJfr610gCau8PnOu6aHH4c+DvOap50Uipa+qquA2VCpEx/Fko0e4+A4hWan5bSr9yV2RqyfrI5ZZwlP/Oy+JtVyExNFUIcIlxwYAfbMN43lvLYTRcZy1PJpTSD7SD0HyQvIIsh5TYXdazFXa/i5dxV2Hz3/1v7nXa/aGIPsg7lFCFuTw+d/486H0DWAfXq28C9Fba1i5Gi+ApKzHUiPDVzkUbquc1anrPVEyq4V9KejzwoUDNzXU9a3P86W2O+gnV2Ef7r93E7rXwrh6bfY35SbqPvzzpu06MQkMY+sPkStXfsYs20Ao7MmG6+SiJ9G7+nZNHaw6dG2oPcAVURYkguummhqmUjBLu/9wcWYHLGqDDRpeS+WsRj4ZLRBfL74flYwh17GyYctkpTNnC/uZR/RVVUyQuIvUW3tYeDaPxuRlZmR2b63CZMYDA1i5qKRuimvB+IQ2xzKyT0BN7VN7SXH9ECZk/veMYxoT8gjJ/+MuZCby3DlqFf4dgoGRSfqb/5PbpvYjyMK/fR9fwzlEMNWuhLyHxjALtbDC0O/9EJ8nPxbvY+IajgJO9mnc7gj+jACW/NC/UZ/2gO+b+pc67oj80cJnZF121igaD3adj6zluQ6pPJu+Wts5pgoLVW+9ZvouXxZq0UbSFB+QQ+WO6jrUuzXGRsAbE/L1DW4h68a5QrAOR7Fk3RM+9/3/gf2DlbLxLi4Kjc0l/5OrRKlZAWw4NH9BeZSe0EoFwTGzpBD6PvjXN8GMTGJJs2iCe07mrWJuT2/FcT59b/JmEXZR8k4GQyU4dl1cu47SLjgtmVm2oUgpJeskjRcN+jyZJUspQavA/q0zm8/MRU5616BfbetwzYlccTceJYzlVicCRUJuyOpldXembaJiyKZtfLSkvBf2cGxQZtc2InWcGKZcHimiJK1vEhm3Y9QOWayqKiwSpBZHtpE6BhC77Q7JVyV+nzNmjSa51LGnjndXFyVvM2XhSpGNqWjHDCateLljy0US1wrJPuX6Iq/NlNZM6pG4G5nfk5S2a+65im3m6LWm2puK5JX7TR0rmUAVCNdFV1aeQUQnHNDlStQwLBAmGv/omtJYqFQIVKLf6bg8Fx1ZuMjCT9tx3RfgF44f/Mp/nr2GBR7ZB62QrHvE577734vzKAHemuVrR9EEFU2iicsr3TOwRCbKQ8XL31CbS1Z4VLr9iDQYE6LYiGi5GnOKyqMw/78XQPIM604fJSPWovMmEPkjuMhKL4IH7PGodpbX9WgMl2dQt9vgfiP9ljuWHzjoNyJZlDT24QqqH0KRbmdd8ys1IJjxUzost31chFUH92nb2EAGOmfnOjVLNmhSZOh6G6KGpL4MbkDmRa7pmjIyNkJuYpqjl/EHniBZBLZyTj63fZ8nEhyaPdMZ999o+8R2czBqq6owSWKmNFiHkq19pEqSzyOOOTudAEcqHQcfiyQZkn1J6cTmJFnlRAsYW3Q47sGSFeGIa8oxRbAOPj6BFqVUKYEWVkyyYFaLcC/6Pnr/ouAiKmFGVjGeyoYWkdyDQARM6iTd4pI0x2qz+zSnZDgUhWS9KDz+zB8D4F5MbvkYBqt1yk1+NFCJkN4omzIQDXCKkQpfo49E32RhoeiR5SJsSxF3lxf2BXWTutcTdT2GByuYqkL1xCYj9QSEovAIvSCNXBTOc1bx/bwWQbsErcGa5NMo0KV5eI5+ZS1D1dUmRE8aW7wZg7FEka/w2HXp33mAoamguwFq22FYNdC3O1vahVZyQ9AqeDcdT2pKBFHW7CLwHDN0z93KlCoG+OvU9TDb3bjEBQd36aasWDnyIi1T8t2W2qkceAJH/txNkag+QehTmJjw5kaLHU2yjkXKsjJl5dpnCdo36e+5hrM1STkLVvZ3R4BTWcVzpDAVoMDhNV20CNMhWEJudwocSZSPEdfvPX4u0IAE6YAlX95CvvX3wddOpfxxgjzxXI5+TOOLIWnZ4udEHgEibbcbYBiKsP0wFJL1MvD42/5t+4d80TnRkiLTqUnNu5SY6JheVnpBWA4k78IjcIE1YJMEimgfv6ryQnyWv2uzjS11WltRv++e3c64zOaqYbo0Y/wAAqUsaWsbmGWL/mIBvemgP35uicyixfDWha2tuA3i/2f/yFton3Rornaonq29i8+TLJEVHVVlV4OL1taaBOwqcNdDbZ1liSyMsm4ZtUUrRIJw4SVXtvJzXfvakZRXjSd49akLuHg9Rb6obXJD8v7KTNBAfD5TJUj4fvK5SxGzFAnbI1SORL7CijU1Bsm0I/eBVJTZPhxlwQDuxeWYO+9RBBsh54pM9c02FBZ35BoG0vIGbuk6hChx3SBwsFt0Nu4opE/hqPvOtXU54qmr+PvM++cX06nFn5N6eMkELAEzixaKrFp0HjznHrkYqX9OylA0V0ejkKyXicfv/9HwQeYYki9gKuyeg4qAkiUkQcpkhIu3cEmtjzsez6000gZx15UzR/PoQ1+OYbsLAzTTs6izZZz3BbAuNsBHQw5nC6i+h9o4qxqV8mkamMtzu+2ug1m16B8sobc90A3Q2w6msW3qp9e2Tprrb0QWAZhli+HhWSBZdCxjrMWPJw2VWiY/sQj3WdeFe8DTXEjtFl0/7+bUwfLW93HJnERplSjhoHDTjiwM/PlJlS6Zk0aAa3loX2mRoD5yzJksJ/Q2c3CfZIu3OYWoyPgeQjjCPsveHszJ8j+6X/y4QNqClbOWu7EFQDy+yHfiEJLFnxv5PO7RYR2FA4nWwfd037FlKo7cYjn6LkOCpQ6WjyNEvpwF39SVdSNSEBCNMyTFIAsXl5NQOoZCru6KQrJeNjzRSg1WBDkAEVKh1kS0+KqST9B8NZqwdFHqCA822EXEzG3rdWV8W3ecqO4VGMnrB1+/bJQkj1tkqIwO7zO51Sj/l3HRfMsmmMi3LrqyqYABUOtNyCPDUyI416WPcBQZ6RVFK/LVIReBOt0bT3fhTjRkTQfAi7lGREvsQ1GDXqfH8xJJayW1yd2xPPM7PRf8Pkp3oZxc9rkMBVGepdlCsKzNSqcw05JF7d03sdp3vCnMtnxMCPePsY7MTlUh3XY5kpVyHSnt8+T58YHGLPqbzmWuNUqSLL5/Tvt1FxxJsu7sXtbs3c31RVzraKyWhJMvfPl+rOasz6VIYx3XrLpx0OdVpOAiRq5M1+GDD/+Hu513AVBI1quDx+/9kXjAmqP1kNaq1IvKB0L+Pc9nxZskPRCtjpiVxte0kwkuRT+jQYmSiCplheBECEgrplSIeiEhPIUQ03kDQftFxG5U8NpZd85WGM5XUMMA0zoXXDdYUfvVTVzolAgKz0HGUj74NA59guxU2kZZitI8vMhrlOTVkVrlEvnFLhITl8ugfUXUKAU48CzoozqNgB8sZa4zD+6alpYOjrmZxVME6wCyBLgJQwcSPrkdYmJxjBbrPl2MqTZzebpyhEhO6PL8coQym3+JIImKtDrmkCJa9kCIaiYCYyuozyE34TKWxCOXYPWulq0UsVJ6WmDPD8+v68xFQJJM5wILZL/YNopZ3D2EFtP3kcYwEsJT/i05dikVJA98jGJSlQ8++h+T51VwFArJetXw+L0/Ej5IncI+8z4QiIN0axGkjiJluibtj9ZxVCBPLUDJSaW7yQ3C0aqXrC5NE1m2bBfc9xxkbeJuOE5A3UASWXzoN6ZF44WQfRsu7YIZBkSlf7jGiq4Rz0BPxM9FWPKi0JxMcetS5Lpj90q1TSCUZLVjpSpG+wJBdCyTi/KIUiKzvlZiH66jEZMDz7ieuv9AnmTxFA45PdcxJIthagI7Njv3i3Ap5ohQTut1Ckvc3rp5qQz/uW2Tv7HKFtxqfkgKD9/ABOE7JAdYDimR/4y0EL4LgrwepNPaZzXM3ScmB0hZye3+TEerdUhITNYruUgLJxDGb25tN6aQq9OgkKxXEZ5oycFKrhjnDJCcdBHkxDpnRQUEUsP3lakiAG8d8i8yJ23ud1lnTxGB4eSCillzUT1poDgRIdentNwxIuAtdlQHjOemcoQtsqrJAto0oJFujKJ2OMmic3FkKbpeEnTOQEyCpDWLroUsIEsWBfqKLHM+BNx95vXEKuYy4Jov+a6nyP0+vRbf/ght1VySdRe8aPfiy0A21UWKYNFnYP+4Qu3w2nqUcJdP1kD8Dsu2o87OIFjUjlxQHmPN4ud+ALGSv0nstSBKUjtFYOVCyrUVHYMsVeQCpPtiOxgkDSLgJxpPRImkQrBOhkKyXnU8fucPj79MaRZSq9N9kUX8tymR7Bx9RM6qRloOkf8pWv26AUQtFoEMUP3A9TZYxGRfU5olOn8ebs7JnyRgGcueF/masQYtMuFP5KryJUNSImeuuXC/SddtdJ1kX4Gk28aTLSAQRklMc7qqcNBxf3m/3bH85wmSdZ9WpkPdgyeDzFc297cTIkmushtnrI/8dynQntIl8feKaQXNMKTr4CXbSJA8vpAD9uu7CDnt2b7qAVM4NlAhNUbnInaB2ANBdT4Ba6kGQmJmrWJXINPGUu7CaMwERqTrg2/9hcPOpeAYFJL1uuDx2z8WPqQsC/usXPchIpVuKqmjyEYxqdiahAR5SBAc6b4z/RDcE2RBS61uKTKK2s71idqWYt+MXi0Cc+sl3UEpixQQr+6ZID6lQ4qiuWgfdj1GhJH+ppUvWbWEq9dfdx6eT/umjpPqe9RR8ewdQbLm4hCidS+kTJJqaeE8og93tdrtzVyes1rRd8A8yyS1JaUHKcu1UqFkS9eN39EpS1RK37VH5zdJInPncyzJkgRrH+Ha1zdJXvn4J86dxruo3qBSUdBNzi3o+yjaLOTqhaKQrNcRnnDtc+PQNsB4Is1hjmk/FbqvY2IxKo8hf/ftCrIjt+X9l1Yp2l9+z8mADBHn4IOctObxvlG7XMNG+0uIVbQnXMzVSa7JKBQ+l+iT9z1HfnhfE6ke7Nd2kJbpPaIAhpRlj7WpKhd5msuzlRjsjxGoj/AyrEOSXMm+8P7MIF5TAvVjSFYWKQ2SxNwxQxIjTrDSHQtWZPk9EL+bvC9T5Cn3m7RWUb9zlng6lmyTI+eGnOqT3GbqXHiAErdiu/0UVZigMYOijSnIR1qY+TFTgQPsPn/w8f807nPBi0AhWa8zIusWB7dQ5FauKctXyoW0L+KHDyRUJJoma1ZAGkB6sEq5Kfn2uYE7OhdBhoBYp8XN8jmrVmoAmyKFObC8WFFpISqLI/Vk0qoEJK+/J0MyYa0/ro62H5Esbm3jBFgO1NKyN3WNZF8ntFh30kO9KJI1iHck5R7mQRl37M8x5HNWOoFDrDy+4YSLMD5w+Ds32cv3JfUc8e+HhBVmyko0xwWaI0S553TKwp/re26b0fVIvIs8ETTlCBxcYtG28dHVkZ5TWuTpGPvc+WYo5Orlo5Cs1x2RVQvYv0qd0iscQ7R4u5S9eRQJuMf6Q/vnwrhzq+ipVXbKmpUCF4wCcX/lb0DaRZeycrl+RRFC3JrV9ZFweLKgMzCdbVsIkqM6mLlzl3o2To6nNHe50P2MdeCUlqx702gdY526B5J1FxxkzRrtnNFv5kjRlI6R/w5MW7ok+n4+4ZFI9lOPyUdqAZM7TzruHHIl+5AieZxA0u8tqyurKOCHopi72NIM5N9HOhfZPn2vdHELvhooJOtNQ5QCghMPuWJMWnRmErWpiXvqN75/yhXBB3+pUZpyXeSE+lPEjW8vIQf+nHBenl/KNSsmryj/GNd0SdchtyyRAJb3K+eS8Z9nuJKptuIc90eurZwVUuAgInQAgZnKOXWvuAOpuu/SPx5T1tnJRib0mtReymVOmHLtp0hYClzMvo/UpAhgSrPFkRvLcrowfqzUtrJPqf1yVq7FIrxnziWolErk+lOhfmNKmzZ1bJQIwVcUhWS9ifCJTVOib2mNoO8OdTFMvfy5QSlFtHiTTWMtO5R/a2oVlxsMp44p+50T6ucGSxnBSO2nXK8TA6UX1Mss7SnB75SrUv6Ws6jl9GyAdV/0/TiBJC/oza9J7tmZsGSdEjmt00uPQJyJYwhYFJAxl2ClokH37TciNu5vXv1ABofkrM38WKkxSB4zZ+FKLWRS7+C+No9Fjkyl2ibrs1xEpoJtUu8/b1umaBAoVqtXFoVkvcmI8m1JkTcw7eq5L9IlyctUqLb/Xrgf5hAtal9iimSl2soNyG0ztjhNRXnmLF0JrZTfhBMd2basZzllycsRregzcxUSEoW0I0xZtSYmsHvRZWXwJuW+mjqXO1mwpHtQWlpzrnaJFOECxqRhqg0gP+7MEY9LTFnf74NUTfUjF/BB23oRu9OUThHOxKLTHoMR2wQKuXrlUUjWpwVRvq1Kh4FxjoaLY0q7wZGy7sxBiuzkomimTP45i1ZKj5LrR2JQVE0TBOiarVRTSVn5wMm1XlMrVvo9Z8HKvZfZlX/C1ZmbUFOWBk/Q2TXnQQUz3YQviwz5cj2uny+bkO1Nv3AouMh6KjJ47mKDkHp391mMpo6bIkOpd3yqf1MueSAmO3MXZrntc65J/rscP6sKUeqYVLtT13VqG4ZCrF4rFJL1aYQnXL621YQY9BgBag5ziRZvN0cCpjA1aPG+TJGtzPFV04xz06SO5Qb/kTibE5RUn6iNqTQNKb2a7Gvqd46c1U/q5aYmSd5WhvC+bFIDYHwPXmIf7g2HWpp9R/T4eUndb/r92OPw43Hsc+nl9p8Kisn1PYW5Ywh39ck2pcyAFltS4jBlPZyzwGWC/UKsXlsUkvVpRTL9wz7hu5xMJyOSZhCJKaIzdzCU2+asW8eK+cVx1HKJbIFqsQKNilADcfRgLkpLEq2UCH9KvwHst+7NEdSmrAOHgCGJecgAABJ9SURBVPXhVOTmVXcVZkvcTGBUkHgKc0nQlIs8JR3IueGn3PPHkLF9/Z+yhqes21Mi96l+j96xjOsOiK3BvChzSrvIrb98gTTVz8QYXNIwvNYoJKvA4vHbP5YnRlNRNndZ6c5JrZCLWJLRTannNTXI7otq4seU/axrqLZxCTn79LayHQ45GeTyCeVyUhFSBCjnXkn9nkvDIPsuJwrqzxQJl/3MTGhTNeBeGnGSebIA7IsovDcL1X28W1MaLZ7GgE/6Uoc3hSmXX+74UxbllMuZiAaXNPA2pwgSP8YUmd0X5ELH922asADi55B6f2kRxI8jU1VMQatCqt4sFJJVECOb4DTntps7ERxCRnICbjbpKyqOSj/RgCwLKQN20BsVUJ2pKyFwvQW1s2+CTZ0z122lLFUpTAmEU+68KYvkPjI2tX3OUnaoRucV0UdNYmb5nGOsVVnsm/wl5hKJOfd8jtZKPldz+rjPbT8K2tDj65D7LC3X0hp36H3QahzsISOKScAu26fxRdYqPYD0FXL1RqKQrIJpjApU50zdhENW3zm3Y8pcTytETsD8b2Lwl6JxmQGfROxKWatUbjU/J2KSH4dyWnHkSBbfB5inp+Lb7NNK7XP9ym3nbjfletlnOUuVDsqc930SsINSOxxLrl5V3Lf1eaotSchzJIjaoH3pueDvA7cIcaRcb6lnbWphsq/ftF3KkksLP35eXTdNIFP9QCFVnxIUklUwD96dCBxuBZrCVGQRH9jIcjSVbZpWmrLdVJZ2mQVaaiX2CYT3TV65STgV2XfMqnuuJeIU92zKzTvVr1Qk2B1I1lz34n26IY8mV8daVggztFyEZLoH/6NG0uIzZSlLuX15e1P932c1pjQHkoDnCBZ/Z6f0Y7n+cGSs5Mn9KCEwL3o9dV4Ti89Crj5VKCSr4DA8fvvHDnMTEg4RsKdWllPIrS5p/6w4X8WETmY/T+m9OOEDxgOu1L6k9pvzbs25XvdJnHJ92Hf997mDJJmdY3WgnxMJRueK3ZNkiBHjqI2Z2dynCjunrGUjsnOsGzGDWTm16Ngyqm2fZWuPFSaJlOtvSiKgldU5UhWEvreW5X0JcPn+Ob1Tyjou25oS1vN2eFoGSa5SpJX3nbVTyNWnEoVkFdwNj9/60fGXU4PxHLcYIafVAmJLEZ/smsZ9xSbk7S6/UuWDKBBIAQ3gsj9dF/pBq1sgXZ4mR/CkiJYscKnyJHMn5kPcJPvuQcrCse/cpGto6hmQk9vMc5wak3yNyAMtTbLNfVavFOk7Brnjzml7ruUOwH6dn1b778ch1iIgWKVS7jZd2WLnu914wSEDOfjz5CL5lKv9Z25up63Jc13bMsCD2pDjC33m0gNZJUEc44Mn/7O8MgWfPhSSVXB/8FYuYL6Ie2pb2n6fVotAg6GrDQalAK1j3VXq+HUdDeiqruzKurauDHN96/uptJsgpPBdugGnyEmq79zVmcsSncM+nRw/9pxVf0psfCimjsUnqoljHOLeu2+N1CGFrQ859txzOrQmY6680CxLZM6ydaiAPLWoSKUxSC0ezJB+Ljj29WOuG5OOl7OY80WQ0mE8cIXdo/dS9LVYqwoECskquH88futHp3UcwPFCXLkyBtKuOFr5ag0s2uCOuL6xv/Mwazf4K7ePj1TUyn6nnQXLhILOqCpL3uhcOEEizClVws8lRVCP1Wodst+c63+sqyvlAk5VHDiSZJ2CXB2KU5As2XbKBZn7bpab8lDr1NS+fH+yjO07Fk9nsi81hGx/3yIi9zyndJa+zzFB88QKgNlsXP/ybsxCrgoyKCSr4PTwaSEOGch5KPXcVASjNrS1apHexolszbJF994D6G0P/fQGMAaqc4LWro/cFoYLcLWCalu7nSij461bh+jVUpaCHDlNWcSmEoXeRWR9KI6ZoBMBBPtcaBzS0nQfZOvYItNz3Hr7LFMpq1kuPYQsVXTySMccIUsRaMKcXGz7hOs5QiSuQbaf/Pi8T/tcg1N9c20UUlUwE4VkFbxYRC7FKcx1c0jtBtdWcQtVVcGH52sNc7a0A6rWdru+Dy5CAOh6S7y2O6DrwmRGk+EwBPJGMGacCV4iZ8HLuVlTBGyuezCD5MR8F5J1RB9SxzaZIriEnBXnzkQjQ2TnuOdSOCbR6l7hfOK32eedcwMTUu7tnD4vqTFMJN1NYUoIP3Vcgb1Z8ee8S7xsjgzMkPu5xUwhVgVHoJCsgpePpHh+Ant1J7n0C1xr4dyLnoC5gZS7A6FtO+ZsCey6QNq2O2/xMjz1g9LjjPC59yjnVkzlzsq5SA4hW+J68MCA5IRFJFVGUqbOIxV1dQTpOtaVdmy7+/Z/kclST1bbcJ+I/RBMkRcZ9DAnACLVNsMkiTxUKybBn2/ZDzMUQlVwXygkq+DVQY5sTa3sI0j3RdZ9kNBw8UhBABiM1WVwLNrwN1ldhiGQqilXAycjKctCishMRUPlkBPdH6LzSpEtflxKCsvPifo4oa2S6ReUUqN+3RexmSscP9QidSrk+jvlipxMUzGFQ1zafJ/UMQ4NZJHHn3gW780VynVi/Lnlxy9uwILToJCsglcTU4Rr0tWV0ovkXB85yLxbPPKQ1zQj0tX1Vhx7TOoFQqVj7chUG7lEjPwc+Wcgb2ng2BcdRu0dEf01SXAmdFlzMZU/K/XbPlec/O6UOJhIpSDvWc6qOOf5l7hvfZ9yQSin0pPlFlupRQsKsSo4KQrJKnh9cKhbcYTcRLSvNE2uDemKBMYrZIlcQk5+vH1i+LklcFLbzrQiRKDtyaqVKkO0p619iTtfNexN3zAzgekxx5VkL0sQc8/zFAGXSJEutt3RRE+0Neniv2vkaqqdzDNeclcVvGAUklXwesITrkO0GXMwJRKO3Hsz6xrehWylts+J31OYiuo6FHJS3EfUEr8fEm03t4bgKXGf5XjuAwcHKxxCoidE/5O6qD3Hvldr1T4LbOZ4hVgVvEQUklXw+uPOFq4c9lkDJOGaqn9GONQKNbfQMn1O9SmF+ySmUxAT4D5Erj2yFuUI14msSa8aJoM87moFSlit5qSRSJLuF/VMJSD7XIhVwSuCQrIK3lwcQ75mreCnMKn12pMv6BBBOm+TkBGeZ/s0c1LcO+lSW6lz2HNer4qV6C44JE/WXXNvzcJdXXFzrJQZy9dcV3Buu6n6kCn8zNOfnvy9oOAlo5Csgk8HfvjhvwngRKHy+1InHBvlN+fYUziUtM3UVWWj2nIEa6aV42URrmNqBGbzNGXcVi8je/0s7d1c7VYGc3J6TeEYfV4hVgWvEQrJKvh04hAr10mzau9JhHlw2opEmZqD69nNJESTfTvCfZRL9XBqzMmXNSuiVewzdayDLKaHEqG5erm57U0gdW3m1lici0KqCl5jFJJVUMBBFi+Oe8vVAxxmXdqTc4o+Hxy1xfMGVdrmvZqh3TqI+B3oNpTHODWOvqeZ8zikiPTBBBrY7wZ+AYSKY985HHMfC5kqeANRSFZBwRS4xWvW5JhLBJqLVpxqJ/P73qSaU4RG/kYi+rq2RIsXvX4BOCS31YtG5BKc4Uqd0+c7kTtg3nN0ImIF5C2Yh9wr2r+I0ws+BSgkq6DgLnj81o8Gy5DMgs4n54Qo/YUU901AltQZkcf71I3N6MurgkNdecfUKMxtH+HQbOwTyUdnPWMTVtZDIkJL6oSCghEKySoouE940kX1EO8wcd0nXiihuwdLyn2Qr/tOenqIBSdn1Too51Quj1rut0OTy84IyDjkWS2kqqBghEKyCgpOCRnV+FKizF4m7mAVe1WsXMfcj72u5Zy1al+eNdo3lSPtwP5FtSPpuK7cTbJrgrQWDVVBwV4UklVQ8Crg8ds/Zv+YIXaX33PchRAcu/9LP1aCyN0nQZvMDTYXqUoBU8lrjyBQswX1e7YtFqmCgntDIVkFBa8qvOvx2PQOB+Ku7eZq7M1NSnlwH8S1OYXl6+BrMVdPJcnVEeWP9iU7nbSiOR1XKY5cUHBSFJJVUPC6IbJ6vUCR+qG4i2v02Ci9bDHlA/q07xgeU3Us59SilDgiA78/RC6NRyFTBQUvE4VkFRS86fAWsRyOyPC9D/dlDbtzm3csKXRQm4R9Vqp7IMPFpVdQ8FqgkKyCgk87ouz3dyhAfNeUBvu2nU2y5pzDIWkSpqL8ctsmiNUhEZ6FRBUUvBEoJKugoGAeHr//R8dfUk6wXHHqPTiZQP3QXFPJBjOidBndN+e8XX+K266g4FOFQrIKCgoKCgoKCk6ALMmq79pAQUFBQUFBQUHBGDMy4hUUFBQUFBQUFByKQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKCgoKCgoKCk6A+mV3oODTgXfVt5sttvaDUlD0w/gPQPG/U7+Lz3I78VPyu8k2AJNsZ7xdqn2T3Ca3LwCl7D6T24j2Z24bbX9InzBxHjPa2dvHfcc+5LjZ38yB90Hsy75PNqPoPzP+SbQVfYzaM4ntQ5vyMY2+978b9rvYzu8r9xsfN2479FmN2jejdqLf2HXhp5Vrnx8j1350vqk2FECjitzW/s1/C+PP3/zbm58xxjxGQcGJUEhWwQvBFlv8Dv3PQ2kFKO3/h6YRWUFpbUd9/7+CUs7YqpX9jv+uwr7hdx1vK343Sln7rfhdfu8/89+V+5u2gyMD7jfax2/Lfrf/2/Pwfyd+jz7DfacTv0X7j/+3v6n4u9HvmP4d4+/573PaTn4/1a6bbJP7y9+jPpiwDdi28ne6ddH29m9PJuhvFbZVipEHFbZX7jP/XfvPxj16xretEX/H/w+/28/RP0c2Ut/bv4fwO/uu8p/D75X7rJVxv/Pf6PsBGu5/ty/tF/4f/D4A4n1gj223of0Hf7yK9nfnVVG7/jcTt+0/U//dd+52VwqooKABVEpBQ7nPyv2uoKHt98r+BQDVZ371XRQUnBDFXVhQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIUklVQUFBQUFBQcAIoY8Z1twoK7htKqV8EsH7Z/SgoKChgWBpjfuvL7kTBm4tSu7DgRWFtjPmnX3YnCgoKCghKqb/xsvtQ8GajuAsLCgoKCgoKCk6AQrIKCgoKCgoKCk6AQrIKXhT+wsvuQEFBQYFAGZcKTooifC8oKCgoKCgoOAGKJaugoKCgoKCg4AQoJKugoKCgoKCg4AQoJKvg5FBKPVZK/YpS6otKqR9/2f0pKCh4M6GU+mml1IcuLx9997ZS6meVUr/q/n/EfvsTblz6FaXUD7Pv/yml1N9xv/1XSin1os+l4M1AIVkFJ4VSqgLw3wL4HIDfAuBfV0r9lpfbq4KCgjcUfxHAY/HdjwP4gjHmBwB8wX2GG4f+IIAfcvv8d268AoD/HsAfBvAD7p9ss6BgFgrJKjg1fjuALxpj/oExZgvgLwP4kZfcp4KCgjcQxpi/BuBj8fWPAPhL7u+/BOBfYt//ZWPMxhjzawC+COC3K6U+A+DSGPP/GBsZ9r+wfQoKDkIhWQWnxmcBfIl9/rL7rqCgoOBF4NuMMV8DAPf/++773Nj0Wfe3/L6g4GAUklVwaqS0DCVvSEFBwctGbmwqY1bBvaGQrIJT48sAvot9/k4AX31JfSkoKPj04RvOBQj3/4fu+9zY9GX3t/y+oOBgFJJVcGr8vwB+QCn1fUqpFlZo+ldfcp8KCgo+PfirAP6Q+/sPAfjf2Pd/UCm1UEp9H6zA/RecS/G5Uup3uqjCf4PtU1BwEOqX3YGCNxvGmE4p9e8A+BkAFYCfNsb80kvuVkFBwRsIpdT/CuD3AHhXKfVlAH8KwE8B+CtKqR8F8JsA/hUAMMb8klLqrwD4ZQAdgD9mjOldU/8WbKTiCsDn3b+CgoNRyuoUFBQUFBQUFJwAxV1YUFBQUFBQUHACFJJVUFBQUFBQUHACFJJVUFBQUFBQUHACFJJVUFBQUFBQUHACFJJVUFBQUFBQUHACFJJVUFBQUFBQUHACFJJVUFBQUFBQUHAC/P9MHLZaJP2+PAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 612x388.8 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hp.mollview(output_healpix[0], min=0, max=1e3)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0ace2516-70af-4e4a-b9fa-bb91fb1d83c4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 612x388.8 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hp.mollview(output_healpix[0]-output_healpix_nosmooth[0], min=-1e-2, max=1e2)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "18917067-49fd-4b18-b2b9-f04775fb5bb6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 612x388.8 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hp.mollview(output_healpix[0]-output_healpix_postsmooth[0], min=-1e-2, max=1e2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "cf4664a7-a874-43f9-af06-978e68446ac2",
"metadata": {},
"outputs": [],
"source": [
"cl_output_healpix = hp.anafast(output_healpix)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b1b8da05-dd3c-4bfc-9d52-6a4e2386b7e0",
"metadata": {},
"outputs": [],
"source": [
"cl_output_healpix_postsmooth = hp.anafast(output_healpix_postsmooth)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f93f8c7f-6705-4d9c-a588-0a87fc2a6aba",
"metadata": {},
"outputs": [],
"source": [
"cl_output_healpix_nosmooth = hp.anafast(output_healpix_nosmooth)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "3fc785be-13f2-46e7-a123-d9fccf80195a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"plt.loglog(cl_output_healpix_nosmooth[0], label=\"No smoothing\")\n",
"\n",
"plt.loglog(cl_output_healpix[0], label=\"Smooth templates\")\n",
"\n",
"plt.loglog(cl_output_healpix_postsmooth[0], label=\"Smooth outputs\")\n",
"\n",
"plt.legend()\n",
"plt.grid();\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d61613ea-3974-4b69-9dc7-2fd8a39c55b0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"\n",
"plt.loglog(hp.anafast(output_healpix_postsmooth[0]-output_healpix[0])/cl_output_healpix[0], label=\"Cl(Postsmooth-templatesmooth)/Cl_templatesmooth\")\n",
"\n",
"plt.legend()\n",
"plt.grid();\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "fc09b443-7f7e-49f3-a677-f69c3f4f1502",
"metadata": {},
"outputs": [],
"source": [
"output_healpix_postsmooth_alm = hp.map2alm(output_healpix_postsmooth, iter=10)\n",
"output_healpix_postsmooth_throughalm = hp.alm2map(output_healpix_postsmooth_alm, nside=nside)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "6d98ec62-b861-4010-af2c-ac7f9f44bfa9",
"metadata": {},
"outputs": [],
"source": [
"cl_output_healpix_postsmooth_throughalm = hp.anafast(output_healpix_postsmooth_throughalm)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2f009b93-7e2d-47cb-9ab9-de1ddb3a1d13",
"metadata": {},
"outputs": [],
"source": [
"output_healpix_presmooth_throughalm = hp.alm2map(hp.map2alm(output_healpix, iter=10), nside=nside)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "0ea55248-8762-412f-91f9-b42b15804cfd",
"metadata": {},
"outputs": [],
"source": [
"cl_output_healpix_presmooth_throughalm = hp.anafast(output_healpix_presmooth_throughalm)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b34d7fe8-78e5-431c-bf36-9e82614adc85",
"metadata": {},
"outputs": [],
"source": [
"output_healpix_postsmooth_throughalm2 = hp.alm2map(hp.map2alm(output_healpix_postsmooth_throughalm, iter=10), nside=nside)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "8fa3b41d-552c-4e81-9718-38abe775919a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"plt.loglog(cl_output_healpix_nosmooth[0], label=\"No smoothing\")\n",
"\n",
"plt.loglog(cl_output_healpix[0], label=\"Smooth templates\")\n",
"\n",
"plt.loglog(cl_output_healpix_postsmooth[0], label=\"Smooth outputs\")\n",
"plt.loglog(cl_output_healpix_postsmooth_throughalm[0], label=\"Smooth outputs through Alm\")\n",
"\n",
"plt.legend()\n",
"plt.grid();\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "cc6aaf07-045e-4625-90e9-2425d62e2bea",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"\n",
"plt.loglog(hp.anafast(output_healpix_postsmooth[0].value-output_healpix_postsmooth_throughalm[0])/cl_output_healpix_postsmooth[0], label=\"Cl(Postsmooth-Postsmooth through alm)/Cl_postsmooth\")\n",
"plt.loglog(hp.anafast(output_healpix[0].value-output_healpix_presmooth_throughalm[0])/cl_output_healpix[0], label=\"Cl(Presmooth-Presmooth through alm)/Cl_presmooth\")\n",
"\n",
"plt.xlim((1e3,lmax))\n",
"plt.ylim((1e-5, 1e-2))\n",
"plt.legend()\n",
"plt.grid();\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "f912682a-eb93-4ef4-ac24-fcaebd8ec614",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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