From d5bbee1334216eaacc07219e3e68eb47a805db86 Mon Sep 17 00:00:00 2001 From: Adrian Hill Date: Thu, 1 Jul 2021 12:49:53 +0200 Subject: [PATCH] Add LRPSequentialPreset* example --- .../notebooks/imagenet_composite_lrp.ipynb | 67 +++++++++++++++---- 1 file changed, 53 insertions(+), 14 deletions(-) diff --git a/examples/notebooks/imagenet_composite_lrp.ipynb b/examples/notebooks/imagenet_composite_lrp.ipynb index 9b1dd96f..2cd3cc6b 100644 --- a/examples/notebooks/imagenet_composite_lrp.ipynb +++ b/examples/notebooks/imagenet_composite_lrp.ipynb @@ -146,7 +146,7 @@ "output_type": "display_data", "data": { "text/plain": "
", - "image/svg+xml": "\n\n\n \n \n \n \n 2021-07-01T11:41:45.586571\n image/svg+xml\n \n \n Matplotlib v3.4.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", + "image/svg+xml": "\n\n\n \n \n \n \n 2021-07-01T12:45:18.112621\n image/svg+xml\n \n \n Matplotlib v3.4.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", "image/png": 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\n" }, "metadata": { @@ -175,7 +175,51 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Analysis with composite LRP\n", + "# Analysis with composite LRP\n", + "## Existing presets\n", + "iNNvestigate already includes composite LRP presets: `LRPSequentialPresetA` and `LRPSequentialPresetB`.\n", + "\n", + "These can be used through the usual `create_analyzer` interface:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "WARNING:tensorflow:From /Users/funks/Library/Caches/pypoetry/virtualenvs/innvestigate-pdNhrmV2-py3.7/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/svg+xml": "\n\n\n \n \n \n \n 2021-07-01T12:45:20.298809\n image/svg+xml\n \n \n Matplotlib v3.4.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", + "image/png": 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x3qYQjl/ZF2g3vdoPZF2BlrarPkcHESUaAcMvIsrfGWDIRT92NdCVcsuvLy9bLsD8fFpkliv4Un2v25PAm0rKuP79eGx8PDkGr12z47Oz1Wv0Hj4KJUdwLpIUUTtjVZdc52Kr7FO2jf9NDbBueXqh3WgC3wbgrwP4Ugjh0cGxfwjgB0IIb4a1xVcB/J3GkrIx1/5WQ+51VOBmko2rbYZ4cgAADC+zVkc6EPwCmrncAjUTVOK20ATUpTf8lnsAAroSMLWAq1dNEzh+3PwBExMpG1A3KvH1J9PQycdjGhXIMYqGGycmzPRYW7PvrBuXwW9os3w7xcG6E865miuAoN7rVVe0VnNO08lz2l3NONpNdOCPCnVut9dADdGPfvPSfm8eFbPmVF1UCadeaDqtSoU2PjRUVWHvFde6KAB4gGB9CAo14FBNHc6vurNtIoPyeWtrJolnZkwqM73XO/R0sCsQMoU4ZxeX7GzNue90khS+di21CRnStU/Yao1EzB/QdOutyCKQbzd14mpkgDeqs9PHulnHUhaq0OhkDGZslt2qlnsRRtzxswefQ04eoOp0UiohdtsXYcc3rVrrNyLJhZ5aLLmuNSJo77q5tR60cxkWPHHCNIL5+TTw1aOvGYGsu5o8XkryvTUSoA5WetZXV80UYVkMT/KZ9EVo20ifVUOqO9CdSv4AtoEKF207Et+lQKOjZ2eRKmA36uWrBQDV9m2R782K1W0n5v/akO5poNLBH/fP0Xn1JVLGyFUZe+TF8WnPdAhOTdnzp6dTKi+99mR+1YBKUQEgSVC/ZZyGBqlmMznp6FFzSN64YUy/tga88kqakOTbJ6s1tWwjZXp1VDaNg9Ls0oa+HR0QyFDrWHKBtpequXPyfWMqX8sOLwEBzYSml6BNW5cmymtKZapN6Z/fpg67JTKQPovvc+MGcOGC2d+cIFRiBt6fa1MCilefaZoRTLjJrf4+edK0gWvXrKwrV4A77jDt4OrVvPay122meQ259waGfQNACp3eDJ/AzSZVoUaTvGeXRI9GDXmGVafVdpZZ8x7v7ZAPT6rNv8ul3nZcD1+nzU2TwrRp1Qmog5r1VbtfgcA7S2kKlTIqaUIxEWl11e6/4w4DhRdeMFDq9QwIjh9P+xJqnVo4WbeeSyenEjUCDf/mwsy64Wou0tFQh5EFge2QS99uSnTbVflDz9gLR9huKOcNzlGTX6GpjL3e58FnvOXqs7xsKvfMjK0ToHn7uey+OsqF8/xS3L59KH3X1swUuO02MwVWVoCvfQ24/XbTBBit2A75jFDNSwASAHA2Y7dbfYYmlukf06VDqAqXGhodEHDqSl3M2Y/nun5sR+ay8cco6YfNy22GAHdCOa++p5wTLMfsXtVvM7Mw5yjUem2XckhaqgfBYWXF/g4ftm23vbmi9VJtoI58mFB9JX61orU1k/hzc8lM6HatPleuGAg8/TTwla/YPpqHD6ddtfVdPLGubBOfGRmjMf/iov31+1Yu/RZ0LHMD0tXVlEY9O5vUf9/vBRodEMhSngH2zuE3CNWgsIBkRbWvqvk7rkJuUGhHtWF+TyXvt79GiZInVx9uh12q406oiTFUJe/3zf5+4QUb2JwvwK3qtZ68R7/XkS5o61VsDcVRC+ByZSpZuQ14p2MmAqc03323aQtMX/bMzXbQ8LAmdBHEdZWk9XUrj7Mi2S9qurFugNVNTRMu25eJYJBGHAR2Rm0japrbHsClrgAgVlJiIxL7N6XKNj48x3h1nuwmGvJKFp6fe2aOsWkH77UmoHXwyTpANR6+tmaMv7lpYcGFBTu3tpa2/y5lwylIaCIPE4Y8lRxurA9DhP2+MRgjKQcPAi+/bMcnJ4E3vclMF8429HXx26TzGJCAiWC2vm7tffiwMT/NnjqnIImCQPsvBMTua8gxuBeOwJx/YPgJtix5nU3v69IIAM0PH+6k0mB2nZivYIZRSwDgma7pOblMPL2nCahK0t5rKjqjETBGP3cO+NM/Nal67VpVAq6tpXtzzMbvtJGZXsyZhPqutMWBaj6F2uaU9v2+mSYbG1VJv7QEfOELwDveYXXjc1kHrQufq5qAfnJ5s/Fx0zQOHNg+6Kp5xKhHtzu0q5bSyIEAgB2lCefCs7n3zs33zrF23PoMA7jYJjzt1mbxOfyl8tp68uuY3880zA08X582lFOHyfDeFmY8/vnnDQCefhr45m826UtVWMFoack889RcpqbMdp+cTDZyr5fWFmBi0fh4UpfVuUibH6gm5lAzmZgwcyTGtFjJ/Lwdf897gE99yiQ3nwskgGcIV+tCe56kIVK+r/ovSlTqKwLLABQ78SZOJb45pHa4/tZjVWrLc9Ulr6ublCQB55cSTaZDueCWNgiQHDuaktuwaeSeU84sKYUMc9QmDq7XeC2Avzc2zPZ94QXg8ceBF18EDh0C/vbfNsnb6yU1HDAzgcBwzz1JnWf6MGl1tTojkwBCZyCQFiXxyTiUoqoZrKzY9+nplDJ8223Ac88Bv//7BgDHjlUTmIAEUvwjgOQcmewTH/HwfcWwpu6l4KMBPuR7M2YR3iyifa52OIDsQqPD5Af1oEC5p7yfi99AY5u0nZv9NN4WKbrbqofOi8/Z/iXtoe16hG1DkuoF9xoA1+97+WXg2Wftb3ISeP/7jZFWVtLEHcbsOXvw8ceNUY4eNTscMOCYm0uAurxspsT581YWFxyZmzPmPXbM7pmaGvYL6BRiv0IxGbjXs3KPHDG/BWBl+zRi9aXwPmoh3pGrqxa1JR13alpuo4zRAYGCZNlSw7ckbUkrqIbt+rCNSGMMgNuQdHhntyT76RzctvrfRF4qAtVB4HP+204jLl3XtI9DzoHknWc+iUbtWa2DUpPZQcl//jzw1FMWb+92gbe9DbjzTssQ7PXM8cbUYKrPL75oJsPp08D99xsTc0VgSlDA3uHaNdMaGFqbn7djV64YcPBerk1I4IwxTUwiM3MTk/X1FEokyK2tJW1jddU+5+aSRpAzfbTt2vSzDwHrBCvP7L68wTWvDZ9Ar1dBUNUI0pHEnBGD8VV4OV6X25G4TrXfc+YHqqEnJc+Ee/EcUhuGzUkLZt2puQJUJaGWV7JJqbKqx3tx0VYGeuYZk/w3bgBvfCPw0ENVyXrgQHo+lxG/dMmOPfSQSfLZ2ardSxDl8zodk/x33mlA83/8HxbC+5EfsWefOGHpwCrpY0xmBIGEsxYZEtRQHpDqB1guA9ce6HbtPY4eLTO6B9cm88uHddsmSYX6rJbRAYEaipTqnIYZI0IwCb+nLLsdu347ZdYtEJkDgp0CA5+lawuo1NjRRiQx2Z9KHIAKCmRGMmKvZ8x/8SLw1a8CTz5pDBmjMf973mN1ojSfnzfbenLSAGJlxdT6K1eMOY8eNcblPH51rOXSRNXh+aEP2bknngDuusvK7nRMaut9c3PJDKDJwlmMjOEfOWL15f4E+s7LywkM7rjD6lwaV6Wwaw68mxYZrUs7j/m9JUmjAQIaInJEjQDyyQbVc3tCOwGAulBeHQDoMTUF2nr76xKDKInVxs855nydvcniQ1i8nue8hPPvtLpqKvynPgV86Uumyr/hDcC73pXSbw8dMolN7363a4x08WKasDM9DZw5YyYCtUWVhj60ubGR4vkvvmgAdPq03XP77VbG+fOmDdBbT3tck4TGxw2U5uZS+u7VqwYIrPfycmoP1oOaj65JqElgfjxoDoHvqyazTts+FwYu5X0I7RoEQghfBXADQA/AZozxkRDCEQD/GsDdsNWFvj/GeLW2oFdz0gqpiYFL5/QabfzcBJC6eLk6zBQIc4zp66BOt1w965x8rHOpTF1Nl3VV+1X7ShNgVD3v902CPv448OijwIMPAm99qw1oSuFDh1KqLSMmV69a6O/ll62cM2dsgg7XEVRPOEmBgAxFm/zoUavL8ePpuYxK0OOvGpQyI73vNC3o+Lt40epIP8TRo3bP4mJ1YtLcXOoftmGDxK70n/fJ1JFe77WzHGAL7dVU4u+MMb45xvjI4PeHAXwixng/gE8MftdTiSF2SnVl6eD2zNh03v/5Nfv0r3SPTp3193jSskrEMFdTO5D8ajW6lBbPA0miMWddF9FQO1brz7LoSFtfN1v81ClzBK6tmdp/7JgBgMbmFxcNBBYX7TknThiDeenv+wlIJhC/T0yYBnH8uKn/nJGYMxv0N999fNzu57vyPNczeP756toC/b6ZKa97HfCN32jgRdOCTKl+klI/+r8mM8Dfr/kGBLuG+2+WOfB+AO8efP8VAJ8E8BO1d/AFtHP81MnthuFyDhSvFvNaPo/XeOYu2XXsVM0UZF3VltPfvtxcmaXBmrtG663H+B6lUCFJr/VgFUJKXOFzdAUkSlavknPSy/R00hQ0Jk/PPN+fTHvgQAoJnjiRQIIqtS65Rdud0QFep2p4r2c+hcXFxJQsPxeS0/7ingQcl6zD/HzKbHzlFWN8vv/UlIHBzEzSWLTvvRNQ+z8HEn58NY0FFQh8lnO6e9oLEIgAfj+YG/7/M1hK/KSsOPwygJP+psq+A6dPpwrnmIIqVlM4xUtzPW4PrTc7OEA9c5ZWdfHaAMtXG7Opbjm1PGcalDQalkGiSuvTcf11SgpymilH+5iJTAqWftKTB2/AGOLYMUuomZoCzp61TMDLl6tZgIuLxjinT9snU2e98zHGNHeADBajlaUDXtu03zft4uJF4Ju+KW0pRtApaQRqMtG84btOT1vU4eBBi1qcO5cyCg8dsuuZ00CzRLdEV0AlmOX6Jzfm1KdQAgjtmxYrEu0FCLwzxnguhHACwMdDCH+uJ2OMMWTidEP7DqhHW18AqA7MutBXSXUqLdiQo5yaX0fqjFFJx3qVkN3XXc9r7jrLUCmR63h9Fjveaz2USLyuMNlk634m0PhViXNt4wGv0zEmv/tuywZ86SUDhJdfTp7++fkUo79yxZx1d9xhpgO99kwS4urCqhH49qT6qxl3k5MposAMweXlpNb7fRq03aglsO3VF0Et58AB830sLpqP4coVu4dbf83NVcOrBC3ez41TNjZS/3jthMfYL6qtsJ56j+eDmw0CMcZzg89XQggfBfA2ABe4/0AI4XYArzQWxJesY84mEKizfbzEzWkKQHWAkTSNVBnNS3e/rJSP66pqruobGZKDT6WDSiEg2Xx+MVFlaJ0i67UKPea1GAUcbTdKXwU377jSAUwaGzPGf/hh4LHHUmJQp2OS+dlnDRDe8hazoZ980so6ftzU6RhT3F4FAtX58fFqTkKO6Nw7etQ0kPFxA4Hjx9N7qDnEttO25LuSWdn+nU7yGxw8mECG/UdTgPMPFhfNL7G8bMfGxw2czpwxDeL69XSM26gpEPmxyD5RM62kydbQrkAghDALoDPYkHQWwH8F4H8C8DEAPwTgnww+f6uhoNSoOhj9NUDZhm4iL4FzC1SoHe4lrjKLSntlJlWr/cD0TOOlqpdEnsFKv/ksrbe+RynbTMvxbUuwYpyfg05n7Slg01SLMZ3jO1AbOHjQbOelJasTNxBlLsBtt5kGANg9lKy0y9Vhp7a2B0/vQ2L68MyMXcM0ZIKMT4ZSIjOrSj0xUQUMHUfq5KS/gvkGNG9oXl26ZGbSSy+ZRvSudxkQ3LhhmsuhQwkItD7cV9BHRHwyl4JEzpQU2q0mcBLAR20zIowB+LUY4++GEP4MwL8JIfwwgK8B+P7GkhTF6jSCHOXU453cS1Tl8z3j8xqVerxWGYnv4s2ZnHngBwevIzX5QZTRtf30POvsna8qubW9mQTDGXF0DHLwq2rM96S2sLmZZukxskDn3W232TmG2rzKy2jCwoIxyfJyssGnpkz1Hh9P13GlH9bD9wPrxtl7XHBjft7KVPBgn2m/aq4/y+12rQ4lgaJAqG3K6MGRI1Zfzl8YH7c8ikuXLJuRzM26sT+9n4fvqsfUAcn38pGVDO0KBGKMzwF4U+b4ZQDfvaNCtzuJQtXznZAHG00a0QZmY3oGU5WRqKtgwuu8B5pEm1ilu7/XA4wnTTLJaRL6PF8uJZbew2muBABu/KnXU/VVRtTceiAtecUBPTmZkm98f/X7aZefF14w38Hysh3j7DiaAQQpMiSQwnSUnpSWs7NpXv6RI+maiYlqO2uqNN9VzQT+1oiBmg8KpirQ2D/eLKQ2wjkMn/60LVP2nd9ZTS7yQsW3m84i1DHJc4N36YcyP41GxqASB0xbEPB26HbJ278+XOif4UEnZ1fre+h1OdtVB5GqcpTcbUydUuKJ1ovvp++6uZlSb6nuc7BPTiYJqsDB75xgo8tzqy3M7+rwUunvwUn9FBMTZg4cO2aM2+2mKbgKRGq/UzuglsF3nJ62YwQZtiuZ3fcjQUvtcO0rrwHqcW1bHs/1kzqQT50C/sJfsLZeXEzvn3P85kxiXut9P0BVs6xhkdEAAdo6imLbAYK2lHPKAcPqFq9VUPDqMO/jtQoMqjKrlFXvLQHCSyJvA/JT6+Gp5CfR+/WdyKArK8Y4XtqrPUmmyTmiNHSodjaJ24Yp0KmGpf4JbVd6zE+cMF/C6qod5xjxphbflU47blTKPpmdNbCjWcPylNHI9CyP4y+nYSqT54BCxxnfjcdoki0vpwzDO+4Avu/7zF9CbUrr56W8jjcKljqBMTaGUDN5YDRAABh+iToJmDMBlPHamAY5P4Kq9SSPvjmnJY+zQ3xnUTJSVc05pDhofIxX65s77uvL315z4TldAmttza7j8lvK6NpG6hT07aVgl1sYhZqE1kOdlL5+m5vG+KdOmW9gZqb6bpoLz98sb3U1aTBsR646BORNOiUFAlXlVZPy9+o4KuWgqDBhHThH4sUX7fP+++29GY1R9d/zhbYXMDxGtR4DEypMlHlidEDAUxMj59Sl3PFSmTkzQhkSqEpuJdrxQJIYivxA1YGjYFB6L5WW6qhkWT4kyOMqjfyzPeOtrZm0oR1Jdd7bx7m6+TZRypk96iMp9Y0HVJoMhw4B991Xne+v1/A+9T+EUM1CVIee7iScAyuvSitoaf+yP1V782Oq5NDWKEEIKbHouecsBfnuu5PDkeNEszIV3NUJqH2UizTxdw2NLgjUVTzH6Lv1DZByDqvcs7Wh/YCiJOGnziPQAegTX/zz1Enq7Wf/m+VRCnjpurqaFsocGzMJS+nvtZE6APZMmJOEOR+E70+9z6u3gDFJp2NSkkzJJcS0TbTt19aSj0NBWDUsBW8NtSlwdDrVuQi+3j43ofRuvp/YDzEmE+z22y1MSLNJTaWclqcCp2SK5I7X0OiAABvdS8GbTTkVLmdveo9+zl5neWtryX5VFZPXawfS0aXX6HNyz/KDztdTB1Kvl+bDh5By22kfex+JP1ai3HnPFCoxfdvq/eo7YTuwHpOTdpwaAetGcFMmVntf68RnMpVXHWnefNI66VjMCQN/j+YUqLlCokaysJCA+MSJtLfCyZNVMGT/t2VqBQEF5NeEJkA10A+MvSLvb+DAKTlTSt52/1sl78D22lqnXgec3qNOI9ZBz1Od9ZKoVCd/XG1k1uXGjWRrHzhQnRDkVdu6SUa+vqSc1PTMqe/P8ry9y3NUmzmgde6AtjfrrlGVpaWqU1kdfNzQlAk/1Ir0HXNUUvFZvvYX66ezLRluBew3mf70aQMB5kacOJHKYvTCz8vIkZoyeowmRd18GYwKCABW0dJmDU2kqpMOakV8TbrINYou0KjqYY54LWPlrCfvYRybDkGNE7OeXMdOAYn3qo2q6cDaRvytZbK+dADSCcgEHW6npVJGnwPkJZwyFJ/Na/yquiRtE9WCSKot8H0pyfp9M12Ye9DtpvailsBncJBTK1hcTG2oPgHWl9EDdf5pndsQx5i2n74766OLjq6u2rtQQ7xxI33n0mVqirQFAF9vjhflmwYeGg0QYEP6gdSgxgyRemGB1KjegVNHudAkGzZXZ34nw3PwcSB0OkmlpV1OVVDLV8BimeqYIilY6bV8HqU/Q02Tk9XttuvUTFJJPS59947L3HUKBmoOqYlDz3ivZ+sQanoxIxjAMNgQ7Pp9AwGdd6FtzH4kkHC8KFip6q8ChWDunX9qSun7UiNjm3NxD86FmJ62uQxcJVnNJPaRd/i2oZzgbACS0QABUg6xmjQCz/ieeG+DSjREen0OAHRREH+cUoZOIDLV2pqBAD3zOl2Wn8w/p3nkgcBrKMr89EVQzSXzU4pSU9J5Gt4PU/LkK+Wy1JrIe9+9g1Wv29iwyUWXLlmU4OBByzRkuI8aAIlM7JNsNHOP/aCqOduS4KJjSQGSZeTChhwDjP3r6sPcO5EhTWoqS0tmCnAM9Pt2rY4FbVvVmtR/UqIWJkDl8tZX3kzKDaacWlO616N3ToppOSy39Kl10HtUBdcBAaRsM4KDMiMlzPq6DYDx8ZRIw8QWUi5vQJ9FKUfNY3XVylxasudMTqY/XQlIpwWr6lkn8UvEQer7RgGlROoX8Q5V1aZe/3pLH37lFVuH4MEHh9+LpLkA3CWIi5fS8cp3o7ah5ps3J71JpBER1pXkl1VbWkoblE5Pp1AgJy71enae6xH4ces1AM/sqt2Scv24DRoNEChRG5tIO0cdbkC1AT3A8FMdNt72VXCglPf2uWoFtPnYsfQOcyINd9RRxtcpsZ6U4ZX4zNXVtJY+YNNjOcnGO/6A6iD37bIdk4lttRMAYf394FYnFvfie+wx4Gd+xtrvJ37C0oi1ndQvwT8u8U0TwYMFz+laAlovfvqMTiU1yfT3oUOW5nzmjPXN9eumzRCIuC8BGdlHQtr6Adqo/NvQfkcXBNTLmiONxSpS++M5ymkcPJ5Ts1QCK6nXWkNctJE1pKUr2egA9Pa+Ogr9M9gum5tpDf9XXrFzuiCnDxGV3p3ktRvfLjnJ30bit8mgU82H9QjB2uqd77T1AZ97DviGb7BjSqwjmXtqytqAjO6fT7udqj21AjoK/TuWfANaHun6dZP+XFlIZy6yT7iWQIxpkVPVgnNO2RI1XfeaMwd2Qtp4mjJcZ6fmgKFNY6n9n9MIWM7aWtoMc2HBGJU74HAwUDugqcBBSOYm0/OYR3SG/C5fTuvmHT9uU1PV8eZDX16ikQl0Ek3OD5Izo7zDbzv+FgUAP/CpWTHhh2sR3HWXtRenFOf8AbrWAdtRgZtAzeuosWndNa6fazN1YGs7jI1ZXS9cMOaen0/XLS+b6r+5af107lw1rZnPKjmCgQReWp82pldLGg0QKEnftqQI7gdoyavdVFYpSqAqps6WW1y0tfX/w38AvvhF9C9fxtKVK1gHMPfQQ5j8W3/LdtnlMtSatMJO5uBS9Zak6v/qatqsY27OAIbr8vl5+iQfPmXb+NCqpzozJUc+Vq6Uc+J6rYzMwLaYnEzLgemmozpDjpKX6x+wDK5dqGabRinYpgcPpkQevrO2i5pRfhMWgs3kpGkBi4v2ubRkz6YjkI7aw4dtGTVtJ2ohCjJK2/Hd+HvZjjW0YxAIIXwDbG8B0r0A/hGAeQB/G8DFwfF/GGP8nW0V3mQXtWXu3SClhu2U6ck4qg0sLgIf/zgWfvZncfn8eRydncWBAwcwMTGBl5eX8akvfhFH/vv/Hg9/8IM49IM/aLPGqJZSbS2p6QSklZWq9L/ttjS9lhJOF7FU55JqHir5STnm9NJO66Tk8xe0/fSanLoNVAc4AVA9792uvfeRI3acAAgMAx6BYHMzbRjCa6gtavIQYNdw81NlTPaPag/KpDoG+Ux+/8pXLKrR65mPQt/11CngC18wULv99nw75EzaprGs/qNtRsN2DAIxxq8AeDMAhBC6AM4B+CiAvwngZ2OM/6x1YeoU4e+m63dCObu3VD6ZR0nnqbO8pSXgj/4Iqz//8+hduIC7778feP/7Ed72NkxMTeF1i4t43R//Ma7/5m/i2q/9GsYnJjDzwQ8aEDBspAOfTkM+myaGB4BuNy1mqTa7qo06kNqG9EpSXp2vpfYklUBcQ1y+nnoNZx6S2Q4etM/r1026Asks8M9XMNIQLOvL9yPwra9b9t7sbOpX1QTo51HtsNtNtv2RI1YvAsHZs5bj8M53Am96U9Ws6vWM+d/6VruG4OhDm3X95P0SOaJpyec20F6ZA98N4NkY49fCThk0l+CxG1IUzYV2cr/1Ws0B8KE5zla7cQPxscew9i/+BZZeeglH3v52hPe+1wbAkSMI6+umGv7Vv4pD3/u9OPSRjwD/5/9ptuG7351UVR30s7M2wFWyXLtmdZmbMw85/QUlb7IfUG3bNDe4fNvlnqcDLfcsetoVkDQ5J/dszYu47Tabcqt+Ex+ay32WtBYN6zKis7GRjtOvQO1heTklXZEJuQgIaXLSbP877wTe+94qmHoguvdei+KUoixK6jPR/ICdAHmB9goEPgjg1+X3j4UQfhDAZwH8eOMWZKTt+AGaSAFAEbykJulg91oAJ6VoUs76OnDpEpY/8xlcevxx3HXPPQjveY9tsX3ihGkITz5p23CtryO88Y3AX/trJp2eeAJ44AHz6DOTj6ou//i869ft89gxUyU1nLSddlBnnH9n9U34tmgq2w/i3ODM5RPwk981e4/P5rlu11Tn69dNdSdIah/l6qKaQi4Ex2nLKytJ4qvJR4DihB9ujKL7DL70kq2ifPCg9RHNO41ceG2g2zVBkIu6qM+C2pK+k849ybWpb+8WQrllYLhMIYQJAN8H4N8ODv0cgPtgpsJ5AD9duO9DIYTPhhA+e/HixdYV3jb5FM8S0DBspN5/Sn3/ubpq0uG559D5D/8B4zMzCKdOpdl5588b8z/1lEmw554DPvc5+3zkERt0L75oQKE5/oCp/RcupJATkDSAkjlTYjJ+pwT2SSg6+zAXGciV7csvOfaUyICaqahxck0UUqel9kG3awx77FjVZ6CZfKwD/4CqmUlTg9+BFMaj7a8OOt0wpNOxPrl2LSV9LS5an167llLDmczkwUjrw/bw4UEFAO0n1pfjN+fE9fkT2wg37oUm8L0APh9jvAAA/LS6hH8J4LdzN1U2H3nkkQYjZ+jm9oDhUdbbVNrppWeVPhcXMX39OqYPH7aVYe6+2wbH5z5nA4NJL6dO2efzz5sq+J732MDudJJtS4kRQvL6U9ofOpQGu4bIvFQjqURVpxwHDx2bPNZkYyrloiZ6jpQLJfo66OAnqZNQ1X4fdchJPn2+putq2RpSVGnPZ5AmJtI8hs1N0wJ0+bQbN9Ly6e9+t2U3Xr2a1jQk+axI9Xv5NtK24TUanajTzDQ1WTW7V8kn8AMQU4Cbjgx+fgDA461KYeco1Xn9dxIn1dg+B0KbOLcOROaGr63ZQJifT/n5R49a9t7Vq6a+Pvyw/X75Zbvn0iX7/frXmxrJnHVVWefmzNnEgaSRA3rFtR1yswpz7aJSxrezz0VXNXU7OQBKPmKQ6zOVdD6qQc2I2Zbex6MZmzxWAnS2IRmfqj81EfoE1taqux/HaGB+6VKaxMRndToGzgcPAr/wC3b8zJmUsciw4Td9U2r3bjctHkLQ344PTLNXS21eynqtoV2BwGDDkb8A4O/I4X8aQngzgAjblvzvDN+ZIUqmSu1qqrddAFA7V+P7qpZ5NdrXL8Zkry8tIT7zDHDhAsJ996Vlra9eNUA4ccIcWidPJqA4edJU/YsXqzP7Qkiz5YDhCAEjCE1twvcrxfyVYZryzUsOq7Z+mzazCtv4Nhje43f1BayuJobTZ/Z6wxtwkoH8hh5kRM7BOHSoChLXrxtgz80lgNDQ4cc/nhKaDh+2Mrnb0Llz1tf33GN1fPRRA4X77hvWUNk2dTkber1vT31//72BdgUCMcYlAEfdsb++g4JSDv3NolzKp6rMeo2iqJJGCBYW0D9/HqvdLmZnZ42hz58HPvMZk/zHj9tAYHiPe++99JL5C86cMd8Aw1gTE2mDTq8Kj42l3X29RKyLDJTIO5dKadGldtwLB67XALR8BQhqP7yemgHj4dTogOF79BgwbB6QmJSk2g/9AVT76Szk+fl56+t77zVTkCChdOaM9f3SkmkUExPAl79sf7fdZluYcyGR3NgvAYKaMTl6tfIE9pxyqmybcEgbynm7fTqs1wI8U1DCMmvt5El0v+3bMEtGPXvWOpbz4BcXbQIMPfyXLtkgOHcO/Y99DOHuuxEmJsxfQHuTzKm7/4SQdsuhtqQqHyV2Sar6gVSadk1V2uctaKKUb7cStZFCausC5RAhYExNppydNZOKZhmf5adm1805ARJD66xBtjHTlicm0hqHqjlNTJh/Z2zMGH1+Pt/+Bw9afTXnQ+d8/PEf2733329aIhd8YX1KjJ7LZPV847Nea3hodEAAGM5NL6WftiEFFHW0aB6AlsuO9+DA+pARARuQs7PAgw8iPvEE+r/7u+hPTmL8He+wZ62uppDX0aNmAjz7rE2HnZ7GYq+H6fV1jE9N2QBnsgjv48Ig4+MGEKyLepVZf7UrFSBKvgHNU9fknRxzq0TxvgcfqmzjW9E6+Dx49UvQBPB1Ikheu2afXEEIsHbSupX8S6wz60r7nP4BnWrM4/Pz6XunYxrcxYsWqeA5dfR5JybbaGrKgOHoUTMfLl0y4fGnf2rl3nmnAcL8/PBWZ0refNDjQHXSmfq+CjQ6IMAwSs5ZUgpJ1ZEPXW1uVj2spYGs9/M403PZubQtjxxBf3wclxYXcePiRbwuBPQffBC9T3wC4d//e3S7XYS/8lesc8fHgaNHsbmwgBijaQ133WUSgHYm49XMQ+CS4LRFGX7SeuoALL0/UPU8K3Pn7i1FHTSBaq/CuQQAtfv1U6/b3Kxm19HcIpgy4aek8mud9b35fL4f1e1ez8Ce8zM4Rp96ypj5jjvSzFAvvNR5CVSd0KzvgQPW/5cumf/gz/8cePpp4Fu/NS06QqBWrVjfQ00DHdsMvbbwJY0OCABlldaHfnZKmgxDm1I7Tx1MXqryHjqQBgOne/vtCLffjssvvYS7P/c59KamcP2VV9Dd2MD8xAS6zz5rHT03h/5//I+4/Pu/j4XLl3FqagrjXAmIGYMEAw6Qw4fT9FmdHMTO9XUstalXLSlReZ8HzLryduh8KpLmKvC7ajZAddp1jNYmKyv2x5wNTjDiGPLvxf5mCrCCDMvXWDyQwP7AgdTeL71kZd12mwGEBwC+S04r8uOb2sb0tGkHx48bEHz60+aL+MZvrG4zpnVUUPDRnRjTBrEt+mg0QKCNl7gNacPkBrGqatpJyuTsbC7zxYiAOuq4fdfGBnDPPTj2nvdg9qMfxfLnP4+D3/qtOPHww1h/6SWsT09j4uJFdJ98Er2zZ7H+n/4TwvIyDhw5gu5DD1XXzNM19TWVWM0AlXI5773PoMuBhJciBAgdZD6UmPPqeydlqT+azpPURPCOL+2rft88+BMT5nRjO3CbMb5LzoHZ61VTrpX4/LExY25K0+npdO3162kyE/dI9P2gY6tJCmu/MgQ5PW2O40cfteP331/1XahPo9RG+r1FOv5ogICP9daRSrHS/Tl0BJJZwGtUA2CuOJ+hE0j4mx1MB8/168CLL6Jz4ABm3/52Q++vfQ1xZQXXL17E1YUFzL/4IubPn0f/5ZcxvraGEw88YPkDDzyQNthgZIADQhmeA00zGvmupUQoMrYytKrx9DuoAynncc7Z5d5fU+elLvUlQVfzBDx5INLrqYKfPJkctp1Odd9DDS0qwKnPIGcyaXZhjGb309F79qyZBVy8xQMAn5fz0fh2YR04vqgRnDxp13zhC6YVzM9bBMGDtf8EUl9u01QbDRAAhqds0nGVuw7IRxH0Gh1gvlGIvBpX1ufrijIcGCqB6VhaX0d8/nnEr3wFnTNngKefRv/iRfQWFtBdWMAqgGeuX8edn/88ToyPo3PHHbZCzrveZf4ArYfmDKivgoOE+Qkc9LoaDomDnP6P3CD0EsWDgw4i324+BZv3tCHtjzrm96SMrIuAzMxYfJ57PFD9Zf4FUO0rtomq6to2ymQKiDMzBvbPP29tfuJEWhRUowq59smNX98neg/79eRJMwU+/3ngq1810GG9tBweUzBi+RQILfIORgcEqIr7kFEO1bRBclqB2mW56apAYjqey21WqRJVf3OpsLk5xCNH0L961SZhnD6N/hNPYPXSJVwCcBk2OWMZwMrkJMZPn0bnHe8wpw/L0Q1KciivqwiTNI+gFAIiEHLw672qJfC8goNqEywLSKqlN99yNqqfp8A+y4F3CdB1QFOysx1YRy7YurlZ3dGX76qThtRZlwNQ9Z8QDFdWUnbnyZMpKUyFQy4SUWK+kmal2srEhDkdr10z7fLKlbQuARmb78P71aHa61X3X3zNgIA2plbc26uq9lKd1UGoAKCNpOdzyTJ+1V+gOlgUdUV977zudei8732WKbi5iU6/j+5TT2H68mV0ej2MAbj92DHMv+UtNsX0oYfSirjUBFSiak47Zy161R+oJi6V1E7voFIbFBjWmPSYOiC96q5SkP2i2pPXDvQ5bUBAzTXWhe3PJdrU+TcxYWo7j+ecZxMTabMYti8/9VkcY3QCX7lizzx+3By1uogr301JAaApK1PNgpxGcMcdpoFcuZLWLmQb6dj37Uch0eTkHdDogIAOTkVY30B+4Chya2iENn4OCXN+BbUhgWoMnbsJsdzl5bSQxMmT5ikeIHZnYwMzr3sdJh5/HEcWF7E4O4vuG95gS4udOWMahO4H0O2apO/300y03KDIMZYHP/VpsF3ozyDDeKbnddoefG+1nRWIvHblNYeStMvZ4HpNyQQkMWRG7cX7fZSZFVj1/XImjNce+v00S7DbTSaA7t6swknL4bOaAMDfp+OPYMb9Fq5eNRA4erSa5+GfCVSdwxwHOf+Y0OiAgHaOrv6iTOEZWjUDSk2mfHJet0dkqoi0G3mv/mkCyfq6DQbWZXU1ZXwdPGi2/diYgQIXmDxzBmMPPYSx5WXMHj5sUoQebaqRXKQixgQy6gX2bUMpoIxNhmCb3bhhkuPyZctEPHOmajYpsLEeKglzpDF8f13OH+CZWMGopAlo2TnA1/fOhfZyoMZnraykrcnm5lJKcc6/wfZcWEhpvgcPJqetjgsFYFJOG9sOqQbU7aYNS1dWrE6HDqW9FLSdSyZJThPO0GiAQIxp9RaVBhwUlMKafaWqDrWAnAmgg4LAoEt+93rVDD+uS0fNZHnZpEKMKbxE25OThMjE3Ex0ejqpb8z5Z8cq41FrUedXaWDrferh5sD96lex/pGP4NwTT2Dt8mVM3XUXbvv2b8fUd32XDSaCHuvuJ9LwOcro6ldgm3tbn+RNAu1blVreFNHr6iSnPjcX+vNtFqNlar7wgmX3XbtmgP22t1XVfqW1NQPQ69etrw8erPafAoC2WY4Bd0LexBoft3F08qSNwfX1FFHyPhxP3kyu0bBGBwQoSenUAKrquKr6HEzK7Gw0ZRKWQep0klRYXjYw6PXSenGdTspJZzkECGojY2PWMbOzBgCcY07tgvXqdFJmGN9DmUTV9+npZAdqWrDarHxPgp4mtLz8Mjb/+T/HpX/377CxuYk+gHOPPYb1xx7DA72e+SJULdSoAxnIh7dYtvevKLN7pqNK6wdlzvbPjYE62zUHGqrR8H6218KCzeNYXzdnHpdpow+F17Id/c5B8/Np7YY6jalkFuwGCFgmnYTz80m7zYFg7tm5kG+BRgME+n1jRJ1EQ6IEpwTTffVirO7uqwPJ20khpMQPmgAktfOYekpbnbYZaWzMmL/TSctNEYDm5qpSn+E/BRUCifpAdAab2pQc+MqoPM5185eX0Xv8cVz72McwOTGBY9/yLQjdLl567jlce/FFLP/BH2DmkUdSPrpqU17DIviwTdS/kpPuBAMNofI8P9U/ob9LzsOSLZ2z471EZnuurZn0Z4x9asqEzCuvGJNz4dIYrR25RwRgNjiXIOc4yCVmsY347Cby7VUi9WvwGTMzVieuQuW3vFdQywFQQxh3NEAA2Fq4E0BiRKq63GmWM8XU3iGaq6TTAaHeZTYo7XD6B3zDaWPSdidAMKdfGbXbNUCYm6uG3ejJpm+C6qQOMKqZqoJrPVgeNQMyMJckW1pC/7nnsLK6ijvPnEHnm78ZAHBiYwNjZ8+it7BgKi73O2B7EJC4L6J3oqkfgIDlB2+TI4/3+3vaXFciNRs8MHEMXb5s19xzT9r9mf4Bvgevv3TJgIFp2pwj4O3/7VLOvGnTXkocg8xipM/Ll60+kFzb7AUIhBB+EcBfBPBKjPENg2NHYPsO3A1bPOT7Y4xXgy03/P8G8D5YiPxvxBg/3/iyHKSUFJTu3W4Chbm5ZBORPAD44zQfvN2o87f5ndoG7WC9NycVWSZTPilZuO+8xrgVrNTD6wdFzs6mSaTH1te3Bv3m2bN4PkZcunwZB37v9zAWI/qXL6MTAqYVOAkoS0vJhzIzU40CaB35qaCYG9h8R5+qW1KLvbTzvz35MKc/x9WbOE6mpsyOPngwlTs+niYDAaYZnD9v5+fnzfNOTdG/t75rW0AoXefNudK9npnZj2om6vk6cGkAnraawC8D+N8B/Koc+zCAT8QY/0kI4cOD3z8BW3Pw/sHft8AWHv2W2tI7HcvF5kw9n0QzMTGcTKQDVe1tnvOkKmqOyOgKGF6V1+w6/lHia3w/F0ZS08Q7prztz3ryN5/lnWqDeQwxRizHiFcGmYpXAMwCeOuZMxh7z3tsgHt/BP0dNLG4WAenNisz6LNL7VrXtkoKLr5tSlOReZ0/v7Rks+6uX7c6HzpkDD0/n5J6eP/4eHLybW4acIRg5sLhwwbiCoClKM1OSFX7Nra6973wXvYTZ1Py2iagagCvViAQY/xPIYS73eH3A3j34PuvAPgkDATeD+BXY4wRwKdDCPNu3cE8seGBqiMMqPoAfNaaZwxtwO2oXl4qeUkFDDuIqDJq/LxJjaS2ox3jB7m/l05Dag/UAgYax+S3fzu++YEHsP5Hf4SNZ59F70d+BGO/93s4+va3A298ow14rmJ06FDauVidoZwURWlJTUz9BXV2cRvSMnx5GiPP+QZ03gRgJuIf/7HV+e67bU3Hublkvmkkg5J3aiq124ED9q4HD1bNu5LG00R1jKbHS/6F3D06jul41pWpO53hMePbjHWrod34BE4KY78MYDDzAXcCeFGuOzs4VgYBqtEa+mLFlcF8GjAZVV9SGauNZOIzmq5XZtdnqT3PenIQewZRJ5maGz4JB0iDXjuc99Dk6PeBiQl0T5zA0fFxLH/ta3j+7Fmc+d3fxdy73mXrGLzwQpr+yrXxjx0zhlFfB8vlctq6qjG1Le8kyw3oOlVXPfq5c/zUfsgN5F4P+M//2TSAb/omC/3NzSVmUbNGfULT09Xl2jT+vx0nX47aMvZ2y1QtkMCsficS291rBS2WjdsTx2CMMYYQWnKcUQjhQwA+BAB3nT5dDdl4u5LEBvDhv5L0KCWz5AYuowZ1iJ5bB44DzdutfjDzGr++Pt9L30cX09RO1IxFhozYZpOTmPzAB3D3hQuY4oIlN24Af/AHWP3jP8Zmv4/pI0fQvfdem8F4xx1psYyjR1Okg2YCVWhVqXM+F0+lgceB7HMJvClX8pHQ5wAAX/yiLcLx8MPVLEx9DttL25Zmpj4rF0rmc3cKCHtJKt2pmdEvQHCuc17mfDWOdgMCF6jmhxBuB/DK4Pg5AKflulODYxWq7Dvw8MMxqyaqhNQ4treXSHWdpp1NJtXrvSMvR6VBX7Jled77IxQASup0DgR0PQNKbYa/zp5F9/p1zN57b1qM4upV9C9exOqFC1gAMH7lCmZeeAGzX/oSxm67zRjo9GnLLjx82PwyR49WvedUo1lvbctcO5T8B+oQ076rS+ElaXs995zt7HTmjJkBOt/fawDatjq+9B1Uc/TjYRRIzQKaOMybUR9ZjloAALA7EPgYgB8C8E8Gn78lx38shPARmEPweqM/AEjrtKsm4CU9G8I7TryjLpewwnNAVaook9UtbKKMrnXh79ygYf28PevLVedbCFVNgHUkY2ryEmAJME88gf5HP4rNy5cx8d73mqQfLGEejh3D7IkTCK+8gpVeDysrK+i+9BLGL1xAfOIJYGwM4/fdh+6b32whtdtvNzOC+yRyN2O+q05M0fZQtd0vbpIbhA1hq622YZmAaUC6Ui9X/PEzGvWTpOPFazE6jkaB6gBpfNyEgK+zgEEfAQERoc6hK9Q2RPjrMCfgsRDCWQD/Txjz/5sQwg8D+BqA7x9c/juw8OAzsBDh32zzDGxuVnfjIWnWmlUmee15Lpfbnoul8l59ZvVFy9KeTJiT+gpAOTuenncdfDooc4yVW+2YdnuvlxKonnsOG88+i68+8QQ2xsbw+qeftnTZqSlgZgbhG74BY70eDjzzDOYuXQJ6PYS5OYRuF7hwAdcWFrDwpS9h5itfwcw73oHOI49YuXfcYUzGRCagCgaURNpGPqrCd24hjYYoB5zPP2/v9eCDaWEPUh2Al6Q/kMyRJnPgZpsHPhqUI/V5UOuiCSdjNyDjI6uhttGBHyic+u7MtRHAj7Ypt0LUAHxGG0M6QFVaAlUwAIZjpqpyKypqw/AZdTaVvxaoZh1qOm7OQ+udYTmNhO/u24LPpS+Bn+vrFht/6imsP/MMnur1cDuXp7pxw0yEsTHg1CmEqSnbK/HCBbtvctKkyeQkpp9/Hv3VVby0uYkDn/oUjne7GOOS5w8+mJ7JBT3pO2mzHFwuh6ANIKjvhNdyHsCdd5rJoutBqDlQojrPvYYrS9ffbC2hrnyfBBdCmmKekfZxoAlUikC5/NHIGAyhmmdPm45OEN/J+uJtEZqNp1JBpa2Wx+XHgeocbtUyVDOg1NI1AoFqbnsJaKj+K42NDW85pucokZeWgEuXEA4fxiyA4+PjaQFMleJjY2bvnzmT4syLi8D0NCbHxjBx/jw6V6/iysYGVj7xCcy9/vUIS0tpNSP6NciYypy5dmY9FeT4rm1DisqU6+s2D+DgQTNX/IIw+tlUZh1zqwa3ndDnzSbNK6Fw4L4ULjpVx+wlGg0QAIZDbUDV0VSKDPBeIKl2XhPg9d5zrOqtSjZtYLWFWWZuwJE5/eBhElGO+H78DqTn6brz7HQggUOnY0kxMWL83ntxGsB6p2PMf+qUScyxMfP+T0/bnHR18K2smLkwPY1w8CDmv/hFrC8u4oXNTbzuiScw+R3fkerJ+7ymlnt/oNrO1BwIAMq0GiHQvqLay2OXLpnku/feFNdnGW2JgJ2rO4XOKJNGVSYmkm/IUUBENI8AMPjfRKMBAl6FztnqQNUp6M+pN9h7hkkeQLx6ynpwoFCSUsrnvN8awvKJRCSCkw9l+nroO3kzhHWiSj4xYVL/2DGMdbu44/RpvHDjRgrtjY3Z5+HDKR/g4sUkTRR81tYQFhZw/KmnsLC2BjzxBPCBD1g+gfpp/J/6aTzlQLot0ypQbG6mBT75LsrI2/E1NKXqlqJOo0QhpFCnTzoDBky/PUAbDRAAmjvTA0HpvHZkk/rn/QRUdznINU6uvgMPAhxAPulEB5bOyadjp87jrkzG+mjYkMtP3XsvwssvY+wv/SUc/KVfMrt5ednuZfYcMy67XTvX75smAJiZcOedBgRLSzj0wgvonjhhEpdbpHPvA5op6ruoCxv69m5zzvfZyopFQE6dqoYDcxGBOmq6xjsPR4k04kUticurAwUgqJL3ESiNDgiUHE2+U+pi0cAwoufQ3Yew/P2+Lprdx2tKPgnvUVbnpM9KK2kCfE8tU00D0sSE2cgvv4yx06dx2+ws+l/+MjqXL6cVapluPMgu3AIkZh3SwTQ2hrC4iCO9Hrrf8R0pdZimQC4Up1pQnWOVzy/5BHSQEyC1DWdmLN2ZDLBdzaKJ+NydlNfkWN4t5cwUmmUKDA1UV7vRAQGgylC5ZA7+9okndSqcnqtL6vH5ArxWJZ1Kb03T9KChHafhS74fz+eiHlrHnOOS9eMkkmPHLB/g5Zex+e3fjtU/+iPMPfmkSfgrV1J2GZnwwIE0W3Jy0pyLCwvAU09h6do1TH3bt9m9jz9uW2ir2cD3rGvHHJUiM9qnpfyOGzeS43i70r8NZZiMR7JP8KB/MzUHfZYyOkGgbRvkNE2h0QEBXTXXo7Jm2inqNjlzvGOwjrw01t+8V9Vghu1KKq2fn89y9Jx/Rk4jIPF5ZEYOgsOH7e+ZZxDvuw+rH/0oZj/6UYTp6aQ+HztmzH7+vJkQU1NmFgAGCAsLAICZ7/1ehP/2vwV+67fS6r3AcBhTczR82+So5EvJ9Q8lG8u/cCEt8X4zpG2mzFyIrXj9zdIAfNm552guhQLqNml0QEDz99XuY2iKA5ERgpzU8FSnguaen/vOeigpKDXFy3O58tph/n7NDfCJTYyfEwQOHLDyHnwQuHgR43fcgUN33onrS0uYf+YZ2+jkDW8A3vpW4MUXgZ/9WeAjHwHuvhtxZQX4zu9E+KZvsgzDEycQNjeBP/kTq9f996esQc5jr0sOKpFX7ZXZfdv49llctAVC7rgjzQ0YFdoF07Uu3wvCXPTMC0hU3YKvneiAJw44beicJ19Jr1FblVQnZYGq463JxiPzlq7xfgkyjFcj657hGU7BYWoqveOBA5b/f+YMMDeH8f/xf8T8uXN2DacN/97vATMziB/+MOJLLwHPPIPzv/RLmHvxRRx65zstXfipp2xm3sQE8Pa3G4DoXgw+i7MNAChpBqEHb982vP7yZdMAjh2rrnFwk6nTxru+kyzI7VCdxkGNTMez9IMFBgMC+kPncjQ6IJBzxgEpR4BSN4fAJUehz7IqNUbTdEsPLjRXSsCidj+QNBIf4SgBQS5E2u0aY/v1FGI0L/4DD1iW4OysxdPn5uz30pJtbvnss1gF8LlPfQpTMeINP/7jmPq+7zOn2+KieeFPnbJsvIMH07JcbEffHiRNXgKq/VQKe6oWwHOeej0zUw4fNiBrig7tluq0yr183l6mH9fNSXFAVgdrowMCOebWgaS2j8bavYqpVHIqemrSEpTUL+GBQAe6Oix9wgwwHN4pdaYeVyYCUlLT5KRJy07HGP/aNVOhu11T5d/0JuDhhzH93vfinSsrljj0h38I/NqvAe97n53nbrjXr5tDcWamHLrMfXq1n/XVPmjDAHwe93o4dqy6CnMdNaX+1l3r5xAwQ68UNWirAXnaKwDwbSvl5jSZurSh0QAB2v0qHTUCwGv8FFTfECU/gWYRbteznSP1BdRpGEA13dPXCaimH+fqnltJSWcZhpCSgrhoKBds5QpCJ05YotAXv2iq/wMPmLr/xBM2NffKFQON8XG799FH08KuzDmgd96bajnG8w5WXlcKZ+UEwI0bdu/sbFr5p40WUFCRs8/U1Yx0Xj7DuU1jZS+l+nZJo0k7BaQBjQYIAMOOQf2kI9ATO6E0E0xpp5lgPjFGtYCmgcLB5AHKD3o/U1Lfz8/MU2KYb2MjfSpAULVfXzcAePLJlD8AWAjwzjsNBM6fT/so/KW/ZM+dmbHPixfTcup+zoUH7JxZp/2i6zAqE/q+47qBnE9SR9uJEvlTIQATE3k52e0Ww4UR2KrXLYKBaq7ALsBodGZJ5NBMPZ+5EJM63vT7burg1U7vnMzZ9TnyyUF6by53IQcmuQQi/dM6so04k3B+3rQDTmeemjIAWFy05cauX0+r8951l0nbp5+2+ymF/6//K23McuGC5fAvLNgxjdjk6re5mXZ8UmJd/fF+Px1fXra/3FwMX5bmXGhOBM/pGFKwFXMuIgxfz0dkWDwOjscdsk90fzu5t+Ic3M2YxyhpAjmVUFUdnZCi9nYp3lyi7eaH13mBM4Nmqw5ULX0n+cFW0nKU+HyvWnOtgtXVtNJQp2MS/Pjx5Eicnwf+8l+2e1ZWjDn/8A8tqvDgg3bP6dNmNnzhC3bdwYPG8P/oHwH/4B+kRTq5Sy8jD3xfrzGVbGltI/2ubbSyYloA1w1kubkQGduDy7z3eqk9czMx1c7vdgd+9JgEiVuqq2xfB/ndrA34UhKAEFLaUSWHoY3J0oJGRxPISQdNsslRLmmFx0sMqrZ47vrcPTnp68vzZdX5J/ip6n4b5xOlHf+4ziCXm6LGMT6epkNTI+FEnK98BfHTn0bv3/5b9H/nd2yhDr7b1BTwjndYlOCTn7T8gjvvBH70R4HPfz7Z9LrqrXdcqu/Ca04l0sUyOh2LaHQ6ptH43Xa0nVnmxkZykjKnYXXV2mVtzbQKrqbM/Rt8WWy7hpwSrydEBwZ1Mjmik2H3gBh3YVBwwdma8dukJzSCQAjhF0MIr4QQHpdj/68Qwp+HEB4LIXw0hDA/OH53CGElhPDo4O9ftH4ZX3kNO+miD3WSl+epjnrm9n8a1ioxeR3lzIFcMkyJ9LyX8lquahOq9uqchk7HGIA7Jc/OGjPxumvX7LrDh9H/5Cex/JnPYHN11e5bWDATgHvdnTkD/MiPAH/2Z8B3fRfwT/+pJRl94AOIH/wgIv0Kvp31u4IBJa/OQCwxW4xmsnBDl5IAUPWeayQAaTs4JjqxLpxwk2MabUs/voSxkswOSAZBYuv28txRDuPkr3xfJjqVaa+merXRBH4ZwPe4Yx8H8IYY4xsBPAXgJ+XcszHGNw/+/m6L8tMA8sdI2uG5F/WOJ12T0NvRmnlYJ4Xb1LmNQ8qbKjm/gpKPrfs/1ptLlpG5uPlGp2N77o2PpwlC586lrbnOn0f3He/AgZ/8SUz8N/+NSfoTJwwIvvY1AwLam3/lrwDf/M1mAvzSLwHf932Ix47Z8w8eTBoGGUu1FH13gri2hV+4g+e4L0BTJECdlP2+MX23a/VfXbX2CME0ANUoNzbsWK6uJRDgVwcAO2P5vC8hN5IIMcVRplGMmrFYN4MQaOETyG08EmP8ffn5aQD/96ZyGmljoxqiAYbVYfXOl8IiKp39bEIfvuJ5n2/QhtSGrCPtKB8u9L4DD3BUk/kdqM4EBKqZhBsbKc9+bMw+aRbMzdn5U6csRBhjkpoMLV66ZA7DbjdJzm4XeM97LLrwrd+Kzk/9lDEZN8gko/Fatifbhs4rtrUyt4IDgXtjI20Z1pSO3O9bXW7csPpOTiZwBJJA4LW9nrUJoyisDxdwYT20HzL9WwsAOQdBdmwpY5JNc+Ua6GTZmGO9QeNsgqu9cAz+LdiehKR7QghfALAA4H+IMf5h7qbKvgOnTlVX7uFAyTGZri6UI3+9v1Z/62DhvRwAXoJrGIu/9d66hB897x1nOZtZgbBkCrEcttH4uDHx4iLwlrekcm7csIE/O2s2PyUhd7qlDX38uGkSN25YlOCOO8yhODNj5b/lLeZEfPnltIHptWt2TQjJjp+cTGUyB0LBgYBQIs6O1H0BS+DMPRjW1uy9OW5mZpKgmJ+vSvzJySrwq19D55oUBUKmjwdMHhDzHsIQsuBQZf0wuETL91qIo1z6cIY6iDdvjcEQwk8B2ATwrwaHzgO4K8Z4OYTwVgD/PoTwUIxxwd9b2XfgzW+OQ6p+xlNbYY69ohyK+mmtfiFKf56I7P0A/h5Vifl+HmxoL6tvgczOQaugtbFhDDA5ad56bruty5OdP29lHDlif3NzBgj9fnVdgW7X5hA8+ijw3d+dgIN9w/L5/OlpMzMOHrTrLlywew4dsrIWF1OyD+urcwdKoDkxkdR53pdjSi6uQqBaW7O66Rb3zFNQEAKSOUHH6sTEsJ9AxiNrqlrA1rGta+pmH/KO6nt404BXEBb0uWqObJFGCLarzQ5oxyAQQvgbsJ2Kv3uwwjBijGsA1gbfPxdCeBbAAwA+21BYUufY4eyk3U7S8OqdPrPOrvehxBwYeQDxjsLceXaUPjvnYSepvUovOLP2QkjMcuGC2fdciptAcOyYnX/ppeQc5AavQJpKPDdnUv5P/iRt6knAXV5OjKaMwpTeq1ftuTMzBgrcP0KBTuusbeHbnPVrkwVH4BobS1vGr6zYu9B0jLGa3cm+UwCnqaDfqcEM+iPHgFtMP+jTuolHhIkEIWkdQL1KdYPkiOTVUY5ldIOd+LawQxAIIXwPgP8HgHfFGJfl+HEAV2KMvRDCvbCdiZ9rUWB16Sg/U7BJ1d5e5e2TCOrnDegz/SxEX45qBDnTJfebYTaWwYFXynvwmgW1AjrQpqZsdSGG7q5ds0+mDI+NGYPOzVWTaVZWsOVZ73RMYl++bGW9+92mMbCeN26kc5Tmug34kSMGFJy/QGY8ejQ5KCmR2cdeA+InmbZFuK4SFmVOAGc+UupPT6c+8olgOreDdaJ5oGbW2BhCp4bFPfOJ4GkzajsV5vZmQdI7EmQIeOyBZtwIAoWNR34SwCSAjw9UoU8PIgHfAeB/CiFsAOgD+LsxxiutauJNAR7bDZVUfV+ud1Z5SdymHtsFKe08n0Jbup6mwuamSW/O/uMsu7NngWeftevf8hbgda8z5ufaAyx/Y8Ns+OvXk6cfsM09H37YJLqGT8fH7VmaOEXJy+3Nu10DgsOH7TyfyzK4piHXOyR5zUedh7W2OZLzk+WurSVzaGzM6jw3l9pPU5vpJ/B2NZdbo3AYbMWW2NMo6hdfRee3qqr8nrmrEn+o/K3fqjU4zbEuma3F2G0THchtPPILhWt/A8BvND41R2x8kjoGieTbQT2Vrk0mhToEd0oqPepyBHJaTVM+ARmCQLCyYn8HDyYJe+iQDfqNDVPPX3zRmPnECQOAqalq5iHfeXExedhnZ5NjT52fNA+63ZSEwzrRnqaJceNGcjj2+wY2vZ5pKEDSTjR/QNuh3283Y1CToJgZSd+Inifzj42laAaZXNdLYL+xThsb6VwG4FVq5/wFeYqi8Nsd+btyGgRNgHTnVr13uc7CaKUNe0cajwPN4TjveGuSzLl4fA45c/Z5blIQ6+idf/ou/lm8pg4EFFDYBkwTPn7cGJxMvbxsTr3JSVPpDx9O+9ZxyjEZkN9nZ5NUpGkAVO1phu2WliyteHMT+LZvq4YwGW5cW0tSP0bzVRw6hHj0KDA7Z83JXZA8OOuuQ22AmyBE5+X0dKozpbEKklwqt4KRgnjbnHwZH1v2vBunW4t7YFj+q80/uBvJNZh5XEMdWh13NDogwE7V+DI7jQOjBALKWDqrqomhSblIhGdkPV4HNDnm1rrUOSOV1ERQj3WvZxKPx8fHU8bc3JzZ5efP21yAI0cMMLi+4OSkXTM3lyS+qv25JKvpaavL1auWNHTtWppd2O+bBrCyYuVwfwOG7lZWzJewsGCaxPIKMDuTVHDP6JS+HAtNg5gOQcA+qfp7J66o9VsJRt7cUIeh+ooy9SiF20LGTi+9gYcODw72TcEgp43UPyNdWG8WjBYIsCPUMaQv0GQO6IvmVHz9rUxWN9iU4ZWRm6hkXuQ84go06jRUbYiaC6X2gQOW1vvOdyamff3rq2sCTEyYX+D8eVtHYGPDGJkMoyYCVUqNqW9upoy75WVT89/8ZtMeFhZSWu/161bm8eNWzsxM0lYGuQfh7Fkr6667gJMn7XqdLwAkTaTt/Pi61YfVEaimlHr+KTi0D6gR8XgxxZkSvD98NAceBUYcNgQqLwFl/lA5KuHIptyZBhodEACGJZ/GdIFq2EcZmJ3k1XN2ZB0z5jorp54rAOh3Xw8NPylD5yj3LIKHnyqs55nlduedKSpAM2F52Rjtk59MDrAnnjDmv+8+Y8B+3xiXSUP0oJPUnibNzRkIvPKKSfXFRUtOYoIQ60t/Aj3rs7NmIiwsWJhSHYoTE8NzJBh9qGszZV4yME0CTQQiCND8YTsyb8Fre8zE1HIdmA9pAcrbORNR+22bVLqjkr6sGlxpnDc8ezRAoGQf93o2UJT5S1NztRwlhpGAYRUbqHayJl2UKCdx/G8tu47qQp9e+pOY4svVhNST/eyzaTWgY8fMHFhaAh56yJiA6whwLUFm2q2vGxBoNp2G82guLS6aBrK8nBYZWVhIexzwnajJKbMdOpTWM+T8hLW1BBY+P6Sp/RVoSuaWapLse5XS3mzkWNH2zvaPKO8SBgwBCCUTUU0tUkmgqWDLPl3SiFWr4e/cu9XQaIAAkBqeA4OOI/4pEHh08/a9RgWU0VS6cjCwXEVwdkxuMCpz5qgOQEqorCqqv15XCgLs/ulpA8cXXrBFRakFvPiiTfh5+WVj0te9zhxzp04ZYy4s2CpBL79s5Rw8mLz6XE4sBOuDsbGk7hMElpdTDsLamv1NTBjQME6v/hlGCIC0Hdq1a1YO9xHQdQwJIG38AUBS19lXOkaYx8C6s89Uw1FpD6Rn68SkAnkzoNKX/l4VYH65OPpQtM+5zLsPp249e3Adm8ibvIPPvnM6lmj0QGBjI3mkVbX2KrESGV+liZK30bw2kWNqMqAmkngV3fsgfF18B9apuLy2zXTmEEyinjyZ2uvaNft+8KAxORn1+HFT3+m9Z+bfgQPAl79s7/jAAylcxsQbdZBRnWaOAXMGGGFYW6s6GfVdlcEnJ9NqRzQHyKCat78d4vMluy+bmpyrG8HeR56YDAVUjvedH2CoN5m/wSnZExPW3rooK/MaWA+vDRIoODPTJ04NxnLIjT2hZLaY2VBHowMCwLCa78lLRCK9D6F5Ncg3svc3+GvbMqKqXCVgUsoBA+sA1E8G4TWU2pcvGyPrwp9M8pmft/yAK1dM7VfpOjOT2uPAAXMa/vmf24ShO+5I8/299kTVngOaq/4wgkCJrAlFuejMxETyKVDjoDNzYyNN/mlLHAfemcj6si7UFgjuen+urgSVoXCf9+YPiOXSVCLz+z5vejeaUWxLZluqk5jvq1qa+i1iGFTQjr0aswh3TxwcuVWCgHr13FMu3OfL4nNU2uWAwA+snA0HDEcxtC68jh3mTRX/TjknKN9H92Jg3f70T23JcILStWtmIqytmUTnzj1MNdZnnjxptvrSUtq38LbbDBw0X4DTkf2qv7ShtZ2aIichpMVPlpfNRzE9ndYy3C5RdWfZrIOG+Twza5tTdScAq3NSxkVfvPHZkcUICrd/Y5/nlm3n9Wom+OP8ZLTCX6NazFDZBKvUnqO/5DhQZSilpo1BVCPIkfcDAHn7W0kHtZ/44skDiKp4/MuBUs4XkXs3DWvpwiibm+apf/LJJHnGxy2ez8k/nM3HexnXn5mxyACdjIcPm3NvYcGmEc/OGhho6i9VbtYLg1BVdxydENsxsM+d4Nx+ajE7MQfY/9rPCgxAAnSaM5TQyvyrq0nQZJyTFQBQwCeTU2ozO7PXM3AFktnEupFypooCGGD19Csue+e2b5IMWNX1zuiAgHrCc4kkJSqBB8vMOQX520tdZWBv0zY9X3+zDK0TgcCnQG9H+hFUlpeBT38a+OEftszAo0eNiU6dMobmxiEqISnd6Iiiisn3PnzYmJ+Lcly5Yox/6FAyD3hfr7eVYhwQEyPUtZUHAL7/1FRSmcmgOcDlM3Lnmswogia1F/qcmGykGo1PUhtQ5ak+gkAiEPM5MabZsXpvE+Xs/Zzzj+/nyqyd0pyh0QCBft+QGEieZi4XBVQddKX7ge1LESUPCv64z1kgcXDxOAGkpALW2YdeovH5qgUA1hanTyezYGrKpCo/mR/Awc1BTfub0lcX7aBHnTP/aO9fvWqDm9EaAlG3azHq1dXEPMBWIsvWnLucuusTw2JM5sjRo3lmH7Qn1fJaVlJTiklNZG5Osw4hLUTqGVWB2puJhXptOVRV4k9OZvdNGGojpZxQqbumACq1y5I52gXX7DExw0wHaI7xvUTS49uhHJMqo/njuXrUHdfQkzoOS45EHUwkShsNLQGm0j/4oIX/3vhGk+JMALp2La3OMzNT9Qn0elXPtTLbyooxTKdj5V6/bse5Mg+QBjnDgZTOykAAQuynrEMFz4EmEhm+IhBwSrSG8jzl2kyJQkSvB6p1INAtL1f7Z2UlmQOaZ5Crg2pYah75+hF0C3XejqTeolL4sfCE4b88jYYmQMZWNFVEzSXN6H2k3CSjkmQuxey3W29gWLrnwlEl0vfTa3W5NV6nYcupKZOenU6aD3D2rIFAr2fJQmTWGFPufC4NttdLOQCcIPT616c6aX/kwFkYLmxsWB2WlgxAOMHJtUPo91KG3upqWgLNMaHGuhuX9iTDawbj7Kx9bmwkcNacAUZLfEjRawE+rFyKgGhYNVdFJCddKyBQMyoXXVINdoc0OpoAF5acmkrZaG3tck9ETGV0ZTQtW9eYI6lzyP9pfXIDIScV6lJhS6aDlk3m1b8YLaT3J3+SknbOnLF2vHLFUno5gzCEtAwXY/O+jpyAdPKkhRepQVDy6eo8/l1VO1tcTIDS76clv0j9PsLqKsLiYgoTAilJjNI20rlln7oiTyORMehZpxnE5dImJ5NE5TtoOE+1NpbXBgB0jNRoLo3Mz2ex/j70vQ3hZTpXH3WuwUYQKOw78I9DCOdkf4H3ybmfDCE8E0L4Sgjhve1qKqqT2rPcXIMbXZAy8VsASbJoh5EBgeEQpNcsNCyU+2uSiHwXDxy8X8FAz/uy/DU8PzWVBvHaGvDVrwLf8z3GdK+8Ysfn5y1B6MYNO7awUB3sPhqhCVYrK5Y49MADNvguXLDlykuJTKyfHueSZkeOJCm7uppmM169aqZGCMOSP+MQNkVW59EXokAaDlxZsWdoREP7n/WhX0AdqOqzyD2jBAB6fw2TtmJfdXYzc1DK7Q9YO3bziry1Vx/FpCZHbcyBXwbwvwP4VXf8Z2OM/6xa9/B6AB8E8BCAOwD8xxDCAzHG+uybGJNEyGXpKYPUeYJzHngd5CWbH8h3Lgenag/0V7CuXvVvmrDEeuqzVOWnM88PXko2Zp0dOJDAgfe8/LJ581dXzXF4/rwxXYzpes1s1OcSWAYhqTg7C6ysIBw4gDg/bwMpB5r6ydRjrTs98QRymnvXrlkKM2cpHjlidWQfCVizNdmC2UGtk4VYFwXXft/AstNJKyktD1bG43Rpknr3m/osl2eyF5TJkN3KAoywRqDG68bcdmvSCAK5fQdq6P0APjJYcPT5EMIzAN4G4D83PCQtGc0kF21kqnNAdS64kibs5Bw7bbMAtU7qjc/ZXjlAKgGAMp3adjnnGd/ZRyQUhDgN+NlnLXuQmYEDb37c2ACOHUNYXjatoNdL6wjkohSU2oOFOuORYwgDezqGLrC2gsBFTvnu/CRA8U+1Jp7nXoEXLpj0nZ01pj9yxPqctrs67Hz3FFfyDVUw5LoCmmDGBCVKfp5rmquQMw+AcrSoDUUghFgPahwXg35K10a5oazi15btaDc+gR8bbEP2iyGEw4NjdwJ4Ua45Ozg2RCGED4UQPhtC+OzFy5eTiqaDydvxZCa9hh2qnl1vFqj0VtKBOlzB4XOarEPKOSL5qfUpeZxzyUy+vJwG0+1ae91xh9n/V6/a8c1N8wmsriKO27Jf8cgRA4UbN0z6+ZAd25dAsLSEzuY6wiC01llbMRt+dTUBFf0A2m/0B6hEVonKPp2fTybDgQMpUYiLn+qfdglaDGoKggMHTCtSu56JN/rHFa49eYDwIMGxkTkX5S9HW8pEdm9CpDEjSUF6XZC/rbUPfBHb0Ad2CgI/B+A+AG+G7TXw09stIMb48zHGR2KMjxw/csQOeobjMa8aWwGJuQgEvV5ahZfMQzAoAYEvE6jG/OuYl97m9FJVMNLnDzfA8DtrXUr3keg7WVkxEHjllbSH39gYwvXr6Fy/NojvjyEeO27OutVV8xNw7T9tG+ZnUOti/bl/wKFDKROO0psSnBEJrki8sWHPZjo4zb3jx00iT09XfR70AWlikvZBXV8o8DIEmrtHj6mvyKv4u6S45cXYoYnAaI7sppTNKVCAdXUvwEuWdhQijDFe4PcQwr8E8NuDn+cAnJZLTw2O1VOnk9a6UyqpWlQ5vfqvWXE+KsAkEarbvsNLoRbvk8hRrixSTs3MzVrzOQ9ax1wZY2NpodHDh1OIjeow7fCFBWD+MBAC4uwcgGjSenUVgWv9MUbPuvjoCQHipZdSGBdIabHsN+YWUEJy0RJqDiGk6IS3tymp1QnpxwMBIme2qVmljmTV5jTxq6T97QHV7T9QpQwDe9NDgKzjq8d+Yl7IDmlHIBBCuD3GeH7w8wMAGDn4GIBfCyH8DMwxeD+AP21dMKdQUsrl1HGgyhyUvFyaiqvZ+uu1cXXAAFXm9wyolMsoVJU/5xjMMbI+P3ctzykweaBg2C8E4C/+xSR9u11rg+npLU0hLFxHmJxEnDsAdLqIBw4i9DYRBwlaIYQk/YHEbPwOWFmci6DHc++VyyNQc45hOzI9QYHTbKli58wjdRqzXmwrao11wE2/AcvYa4deEw2eyajHUL20vynQcpPiort3F+/SCAKFfQfeHUJ4MwzKvgrg71i94pdDCP8GwBMANgH8aGNkALCXvHo1qdg657pS27Eqo+h37XjP4MyX5/0l21uv8eWQPBBpeTlzIufoUqeSdl5d5EIjHPRX0NN+44ap+ceO2cIid92VbF2+e6+HcP0aMDGBMJjl1p+dQ+gMhmKvh6BZfqoNjI2Z1KcDUO1gPzGmLrpCZ5x37jJ9OAQzPZhq63NFCODsK/oY1AFZaj+g+tycGr1dJtqJ+eCfoSaKCiqOw9I7qW9Mx1vpOTXUJjrQet+BwfX/C4D/pXUN7CZzZjH8xdgoMOyg8yqhzqhiVhg1BJbnV5dRUpWK5EN0XurwmD5bNQFer/4BHlc7lcxWQnGVZgowZNTx8RQlWFiwv14PeP55W1iU9r3uZLy5aQw9NobO1BT6YQxAQOh2EbeYpQdsxeVR1QZYB7Yn616a7cm2p3aXI/oFOB9/bCztDahAoICrzlIFgDrg5jvk2tv3eROVhIm/hmWTchqKCgodI6X6aLnaHqUoVgPtyBy4KUQVVr22vmM0iUJDbOxUelQ1OUaljO+UUnzXmwSUICUq2ahKGiGQ0E8FCHK+Ab1G/SA6mDh1dW3NogXPPmuOwmPHqvsScI8/MsLqKjrd7pad3qfPeZCEshXG4j2bmzZpCEh7C6iq7zUcVWk5QHPvx/ZZWanmCRC4NILB+zRxZ7thOg0dlphfgSIn8UsCpckf5MvS8UtB4Sal+acHnqMWoHMUmvxXGRoNEAjBBjKnrRIE9LxPGFJig2iokANPOzg3t8CTR1KVNnX19+dVU8gl6OhAVIeV3q9MRaRXs0CfTxW63we+8RvNvFpctGdzX0LWh3kYymidDjoKlN0ugIA+OqYOjI0jjI3ZgIwAeimEGximohYWY9VRpVEcdTjy/QnqvV6KJrB9tM+8A1DbhiCZ6wc1FdX34SnHoPpcbW9PJd+NJ+1rvrMm/GTK1v0HKhmTHAstGL/OWTk6IMAtsMi4+mJeEnjiQPErrficfb3fawF1uQJNdfdA4+ugqnOJ/MDx+QM5z7gSJTrnx8/PJzVd1/hXvwmBUp/D5w6YsNNFRRRtZa11x4CxcSACoStbdlGi+fdRSZdzIFJ7GBtLW5tpBmhO3W+TqdemD4EEiCWp7/09vg4lU8eT+lAIdgp0DHVLnSurCwNp+0NqWTmzKZO7UKxSu5rfZFJGIsNz0OhqL3w5vrBKWjUFfNkk31AcdHpNrjO9Q7EOkPxCIloPdhY1FU+UfKyXpzqvNwfS5KSp1dQCuMx3jMmRGEKy/4EUT1YVGzJwNntbnuyO2qxqZuny4iWwU9VXJSAHM78zaSjH4NqO3nnYhnzd/HjIURtzw6eS57QB1bT42/uSNF+ClyEBQWXBEApLbsXm30lo9JcXo1OPOdxq8+cW4SAwKHry2hJz+YYprVmYYzIdIG0cSL5eWjdfF0oZHwHwA1LvU+mWk6qUJupJX1hIOw+NjwPB5vUHRHtUwNAw2ZryOtbdiiCg1wd6A99AyQmVXfdOVF2vtanfwIOkb686bc5TjqnVTNPySuBAJs05+XLP9w5sthFBmmM950wmMKrDWcoPcTCRSn1DnY6BJs2vHL800GiAAJCmnGroh43npXUbJvRxVZ9ARKlXCtl4MGGHtXVClQBJn5Oz731dc/XT+1mGAqF612OsbhQaAjAzgzA+jtDpoB864MKUQw6owRz+qCZAdwwBNuDoHwi9zTzjVwoT7Y57Heg7kQG8H0e1Bz8GcozpJXpTvUr2O8sgg1JobEfrYN2iMO7GRsoE9FrtwFlbMYW0Purw1vFB0NdxsA1n6WiAAAcBX0ZDT2TWkgfXdxZQrybmvPC5a1gOf5ciFXX3tyVfbg68VA33z/d1IwhQSqyupnDixkZaRWdiAp2OvVs/KGAlJ1Rl0cp+H326mKI5ASM6W+cq5FVfjW6oZOz3LWTJdGZKUpbnl2/TPlHpqtTE+G3Im6T8vh0QUP+IamUqpHSRkxCSRpwDAF6j1DRrtUV9RwMEgOHKMg4OVDuc5B05OlDqOivnJPTPV9VcQcZfX5L0Od8Ey811qKp9ubprRIH3lWxmdRRRg6KzsNOxAba+npbYGuRkdII9oy+bVcTB1JKA/oDxIzoQD/3YGAJ65XqU7OL19STxCPpMfWWuh7Yjy9L+YFs0gU+OvMDInWc5CgBK2v65vsgdU9BS7YeaJ6MrfuchUf35ZpWSVVNmfb25W9MkowECIaQ179Qn0KYjtIzcd1WhPOWYjwOQz8qZAOxAn6vA69XOI2kISO05PlOZ3w8gz/TqMM2RqoUcUAo+VMe5yw2wlcbL/PQEBiGBAXmw3wfGqu0y1LqqxvMdOuaHAEJaupt9zjovLlb72qvTWj5QBQGajgoQOd+S1i8H7t5v4MdP7neJ6fVZqg0os/JenWuhJHUcWkmYvMKy9Z2lD14bIUJulc2OYZagMpu+oNrCOmi2o7LlbMm292tDe40EaHaYacf5Z+ae78GozuYLoeoo1PajpFXHFfcgoAkxAAO/A29kzkA3yJp/BhbZuf4KWkDKVRgfAzqD7cuZY6BgQODSvgbyaeMKDHpME41YLsvy9rQerzun71WngpM0Y1RzHBTAdDIcF2WpoaF2ZjtxmrcKG/UT1Yzp0QEBrn9HpveONWU27z2uozrnnFLOoVJSuf0g8BKq9EzP9JoU4zWBnDOsLeW0F6031VCqnhycunx4p4PQ6SJuPT4MKyiy+KfpDFJ3rwXFaOaDrgFB3wXNr/V1AyQdyLxfJR7bjOE4ZSatAx2Nep83I/gcdRTzWT7qVAKFJqITVIWAmgMhpDkTXEqsQNkznU515iQ3QNFnjTwIKHMoE6ldrqETRes2pJJamc17W315OTtP6+klu/9eZ4po3bypowNdfwPb8voOkTITbVC1UzXsGiNCv4ewpcLHxGNDc+WHlwPNSs/cJB9KQTosY6xqAr7tNLzItlPtRk2xxcXhvQ018qR1oXnkNToPQOz/kpmRI597wroTELmzs18CzlNpPHW75uthBIh7LXhTt0CjAwJLS5Y1mNMCSF69zKnQRFhfvifvUCqFZDz1etVn5Zjfl0EJkwMbBYy6+jY5u7ZD2n40EagVKBMNgDcMvZsfhHIupyX5FGd9517PNACuSnTgQHUGZGnwkpEmJuwaMWW23lEdsTzOORYEn9VVO8eMVfXRsB3YPmpq0NzyfU6Q0uPeUdzpJNDj+83MNG/GWnJmcqLc5GTa/l1NC18fR6MBAkBiLnq1c/MDPJU6gHZXydb2CTol8ozHAa3SWwd07np+elXVv0PuWI5yCToN6l6WvA+Fu9/q7E2GUrlN/GA+R9CwFgD0pR289pIDAbWB+VwgLQlOBm7yz6jmqOsTsB6HDlV3H4rRmIVLoq2spE1aubRar5dmYx48mBZgXVmxMglQNEX4p05ATfrhePGzVBkV4MKwhw4NhwbbkHcYs90YXWNb19BogEAIacMIlUQkDqym+K/afWoy+O85uz2nGfiytb6l5+dIfRltKKfy5TSGpvo0kb4jtYKcmcNsNK1/buEQZQSWldOwKI2p/nP7NHXi8T4PoF6LUubyfUbzQyMk4+M21rgS06FD6R3pl+BipPSXrK2l+Rcci3wuJTDfX80NvgvP3bhhqy/FmDaCZc4Gp4TXmQI5X5G2R24+CI/XmJGNIBBC+EUAfxHAKzHGNwyO/WsA3zC4ZB7AtRjjmwerEj8J4CuDc5+OMf7dpmcghBQZ0IUiNDacaxw/iPmpjqWSCq7H2Hhqd5fiz95h1VYK70ad9+ClswvrnrcdcFA13WtP/POOMf7WmXE0fxQA/LuT6XheB7/XAHKanH9PP15IZFp9L2WkiYlhTWFsrGoWbQwmR6m9ThOB0tYDlgoi2v00QTixa2Mjze9gKneJvDmhwpLmi/ahhklL7SbURhP4Zbh9B2KMfzWVH34awHW5/tkY45tblFul3AQU/fR2fkmV9042HlPS8zp3XZ1+el1JA2njFNL7S9f759CGKzkqfX289NbsvDZA4Bkup4n4+vuy6VvY3EwLw+T8KrxHTT5t7yYTQMeBZ249nytLVXUykjoTdQywbO6j4KW0gomaQCybz9L9Nakp8BmTkwYAXHS11K5NDmavOSsIaIi9QI0gULfvQAghAPh+AN/VVE4j0UafmEhSIsd8yrB+ElFO5S6ppUDVd2AvVG1sLSsHRL5OpdyAOseM11oUlEoMoZIn54sgtdUEcgMsRpdKPHxPJ8QkPXV+vJdE+hw/YJvq4cmbZTnmBFJf6eQqSnD6AdSZqPa7FySaQZqLCGm9fcSBY/LQoeENd8n8OY3Wt0sdOPpxy3FUlxovtFufwLcDuBBjfFqO3RNC+AKABQD/Q4zxD1uVtLmZtr9WNVGJg8wzlleXgOE54J4J9Xxp8PnBWsoc1DJLTrumDuT30rP99XWg1JYGdfNJQdW6lJgybu0s3MGAceidVsleMqt4fjukjE3K2b+VajptkmDlZ2Vqe6pfwkvhunRzfSdvwlLAtXUAa/leMJWEGYmmCq/ViFaGdgsCPwDg1+X3eQB3xRgvhxDeCuDfhxAeijEu+BtDCB8C8CEAuOvUqWoIx08aAdJ3n3+fAwBFdd5HBlVpq+U2URuQoDoIJAmTs7OV2jBySa0vaUttqQIA1fJtvkC+zlYdnpN2zJli2l/aPtvxVwCpz3RxTe1TTR5im6oKDlSXIfdahI6jnCmx3foqlSa/NTmjc89VzU/NPh3TDGkC1XUhC7RNKNa6hTEA/zcA/5rHYoxrMcbLg++fA/AsgAdy91c2Hzl2LGkB2tFKRHEisw4uDwRqq+nL64QNPbeDddm2qITmTVpGUzl+ZqEykJbb9PwaKgEAgNpFKIbGZegk00Ell0ovVbl5TBPA6sgDgGdqXzGODUYhlEF0ZWJ1cOq4Uoeb2vg7JUriXNuQdgLorB9Q9XdwfPM336FAu9EE3gPgz2OMZ3kghHAcwJUYYy+EcC9s34HnWpWmJkDOzlOp7h1YynAsx3tHvfcfGF7eStX5NhKa9dCyc4ypg0i1A333NqG/kirq26chJOQK2ebx0nVmHmgq8dakFfaHSie1xb2dnXPcKgCotNfr/Hfa42QQb3Z5/4TmG1DolCJTLL8O4P2YKl3DstqQaswkrStJFodtKr9RExjsO/CfAXxDCOFsCOGHB6c+iKopAADfAeCxEMKjAP4dgL8bY7zS9IwhNZFeWz3n/zQsIvnuW0yoDjcPMEDzGobbNRNUyinSq2nC3znnZZvnlAYcJVsOQF81CkAEdFFM+gy2QECTtIDUl/r+mk7r/7jFGN9XF6MFhv0knJsAVM1JIO9M0zHE8nw4WZ+lAmioOUQr8b4eVdG1HtvxEfg5Lir9FwbWdwtTAGgXHcjtO4AY49/IHPsNAL/RVGaWciYAX4po6n0F3pmj9rd36mhHeI2C5Dsr13g5DYEDyEchtH6+7N3YmP7ZrGuLMiPqVf1d10V/6ow3naikg1bNuZIWwMkxlNS9XgKAXFvzuA/h1bWRgoGq1XXXN/Vj6VyuHnXl5ELMer2+98KCpQ2fOFEto8bkHY2MQZKCADvZh/1U2ivlHIS83zOzJtuEkFTMOkdQnTdeUV/rpTnmOfL+ip3SNgBFJfXNpq2naP0IlqrNUS3PJcUwtZgbqCgA+JWSS6ZcyakKDAMFn5Fb03/oBXfQjju5R3nAmwMEK9Li4nDOSIPPa7RAgKSr2Hq7XRFbkbitOpWT7l612i5DUgPQgeWPeTPARw12ZM9vn0KMg+nBaTDupWKi1IdbzEIfwrUF1BzodOw3U2kZzpuZqTKlJhr59lOfAbUGnSLt66LjiPWhd70psvNqUZ3TUAUawevgwVZJQqTRAIEYraM4B1r9AwoEXvXz0y7bdladKqYAoM9pU573NGu5mpHGa3OaR8lU2SOyYrmoaLiJjwrYyiXIVKKDAUjqFmlkPi6jresi0hTwjOztXjWPgLR6kvqZMvXZ6jf1W9RpAXtNPkLh65djaF9Xjl22E9/nNaMJKML7js5JxjYppjshn/G1V1LZ11PBRr3dLW373dBN8wkMUUnb0ESjWPXKEwg4oazXS9un1Q1mnWeiWYvcfEUX2fB9SgakidImv+NmEevflJTEa1XdJyjMzqa2I0jWzE0YDRDodKziPipAAFAgyElqnvdhEgUJfmqCCZD31LJsbVxekzMV6pCb9fGzwJR2m/m3TUpLgNivm0OxUnb1lYNcA9v/QJOrqBVwcg8wrA168n2gtjIBhisN5cpQ5yQB51YAQJtnKnPrGOX7ySYzW+aVj6QIjQYIAImR+SJk1pw6QyZjo5HhVOVWtbtEpQiAJx86LDmecqaA9wWwvvRCl56zV6ShrEqEAtjacHRPgKAaKguoKztWronc+STCwIDzRzzl3sM7V73mqOsjDFVDcgiABEJkoNI9NwscNFTox0zu2SoYyeyLi8DRo1XHa0MOwmiAQL+fFkrkC3F3YgIDMGxP55yDJG+P585p4yqpSqb+CR9rVhU095ymBJCSZrGDgcYnDd3l3rXCdPk7dkx+EUxNHMqBBFiXwaeBUqivUc6fkwsPAgnk19fttwdZDVn6iUN7GRHIkY5lfme/e99Szh/AsaY5FNevW3jw3nsTKNCk9eF3LWpv3miXlGNiXQ0XSA1VYhr1yLPh1DNPG0nLIuUkuw8/6Xd2lKpiXuJzYOXME18fBZVdmAZtbP10TcAwAER4Zk3HGgBtsDS5//NX8C931574KnQsAFU/QUmyN2V07kVdcgJB+1qjJLlkMs2vAIad2TRnaUIp05fefUCjoQmEkOwYoMpc/K4Tc5TIbP4YO99Le5obSnVeY6qGuty11z7UE6v3ej+Fr2cpXNlG2uxQLQ2O2SqvkmHEzBKiO6IYc+p1fqnyolZTIm1roJ2T1QM2BcheUU5o+RC3Xxae76H5ElpPPz9Gy+Us3PHx5E8BUnblayJZSB1xXgvw1yjzKHKraudDi17qerQtSQneo9er9zannvr6AflkJnXu5NJL6+oWPLMOq+NDrwMyc95h5yV36Vg95Vm4arkln4Be1ZGQYu27NLWNEucB+PuZsKRT0vda1W+j1XktQQWN1onjXMc4683xxoV6P/c5W6zk3nuT1lrjbxoNc4A+AZXgjBGTkbk5RltHno/L5+adt1G/9brcpA1SLlmInUVv99oacPWq/S0vp5V4vM+DAFgyfZqozTV2ofztHZUYuOKWkQiFr0UTmGXbpjTQ19aqv33Eh/fq/JMctW7TQv14PMfwfmYsnXp+anOJ2LBjY5YuPDZmQPDLv2w+gt3OHXjVqNdL0z65zpuSermVvMNPHSm+I7Y7ZdirmTlSfdpPl2UdNjdttVpuDjo9nR9wuZBkTtNoqotco61FF5wyWwDyCT1DJZSv2b5l4nUA/8SAgL78djWo60cfZvYRAw/QGobOmZoss+0LliQ5yecA1I0t79sqPYvU7Vq24L332lqG584BTz8NHDtWW+XRAAFvH+VI00Bpg6sjENjZlE9vHpTCUKXO8nkHqv4rca266ek0OOskz06ShnJ1B5mKKngLSatFbvkJymBQfVw9g1epBcCgWv/yhWK6eSeaTwDzfqSSFpHL/GyqA7U6b34qNWkxmghXNz5yHv8QDAiOHDHmv3AhHS/QaIAAkKbBltQuby9r5+Tu0Th9aQKR/+2fr87EuoHAZ3gp4G1X9URrnXzZO1jkZIudWvoK8q2cP8r8/34DGLSvJUsoOynTHaEKK03+AFW5qYX5RWzbTN32fVS6RsdgbvGOnPBokxFbep5/rpbjF29lzgVQ+4zRAQF6NPv96uqrQNU738aO99pBHQN71R0YlhxN+dceAHSwqTSh55cDjO+lUr8O0BqoIjEbdPRqqJDytl6GV8FguxQrZejxEoBVruT7tJWwBAMCeM7RrO3vKSd06q7huNRrVYNsE5Ei4+YmDKnDO1cXPovvwg1WuL/j/PzwPQNqs6jI6RDCH4QQngghfDmE8PcGx4+EED4eQnh68Hl4cDyEEP63EMIzIYTHQghvaXrGVqX92mi6O40VngcH/3ezFtUoxXt5XJ05em2vlzrDT2hRAPBOyCawc3UJwlBNwJGYMW7F6tuydtihMzG3PXYoHB/KM1DnV11KrwdjLrrZBgBKcf0mEK67VqVz7lm+TiSCgQqUpnpRmybNztrfuXPDDlKhNtyyCeDHY4yvB/B2AD8aQng9gA8D+ESM8X4Anxj8BoDvhS0rdj9sIdGfa/GMtAUVJT6Xhs6tVqvrxPGYR+4Sw26XvL8i1xnK/CSmnzLKMTNjttrBg2mt+dxgzk2XLQzOGGyn4MTOnULkPU+dbTL/1nNbrknQKpCBOtOkWTvJPpAMv7lpUZicXZ+T/qpp5laAKhGfpxqA9q0Cl08M88/wfa2JQp70Ofqd105NmW8AsN2PCtRoDsQYz8NWEUaM8UYI4UkAdwJ4P4B3Dy77FQCfBPATg+O/GmOMAD4dQpgPIdw+KCdPIRizjI+nxqFTpMkb7n97Zil51zV/n2qYroPHa9XRxDr5tQrriGXw3XL1Yl183UtANjZmhwMQK3sDxMH/Fo60DFWs/Rpzon5egFyXDPmaZ+YBZYj5S22hZpS3+ekT8BJSE3Ny92qZ29ECVP3349fXX59ZAnsv9fVP04a9hqEmyPi4CZ29cgwONiF5GMBnAJwUxn4ZwMnB9zsBvCi3nR0cK4MAkPZ/42o8PtMp56llQ/nOtMoOzyLMgUqOyXMdp+WoBpJLRlFiGay72n1afg7x6XD0wAQYAKijbgAKFdW6zSDWqiIkBpf7duIB8LQTUKpQqY01LbjXS9uGAaYFUA3240LHDH03uf7OeivlmGqBGm70jmv6J3QsaAq69wMomPmx18bHxTLHxkwL3QvHYAhhDrZ+4N+PMS6oEyfGGEMI2+rlyr4Dp09XZwUqo3k1O7c6DMn7ArTxciohqU6i1zESmVpVsNzzff10ACk4qAbA6/07Depq8lMlxTbqnSE1KdKeA2HwPRVPJR2VSIFS7pn55OPhu2uGUKmNgWHm0bZUn5I6ZPnbgy/Hgk/+ygGxT+31DK39SR9Xv5889kxhV4b378zyWKdSn/J5BAG9di+ShUII4zAA+Fcxxt8cHL5ANT+EcDuAVwbHzwE4LbefGhyrUIzx5wH8PAA88vDDseIk8zY4XyrH5DlGU6kOJA+xB4VqhfKmQ6kBtcFzVLrXr4Skqqnai7xWgWY7FKqyt+luVcstz9+OEhRy11m5MVPOcOm5I7myivXMxcW1P5UR+Z07/qhwoRZAxvPLm/GzzYpV3izUcaV9R7NkbS1puLp8Wk7D9etR8HtpLOgqzcyYVapxlreJDgQAvwDgyRjjz8ipjwH4ocH3HwLwW3L8BwdRgrcDuF7rDyCtrQ2r/NpxpcwpPa4N768BynYln1VHObT2dpr/a6KSakdA0HYoVQt5+Ukma+tWU49/CLHgsXe/4/DMwRKpAzIHANiqb4Fybe8ZiBJXJTTVbmB4HodfpFPHmZoJai7o/VoX1seDEf+o9WkmrI5n9nlu2ruO65LDkuDGMmgK8HgNCLTRBL4NwF8H8KXBfgIA8A8B/BMA/2awD8HXYBuTAsDvAHgfgGcALAP4m41PiDGpSrrCS041U2Ljl2ZX6XV7HTak9N6JlN4u7eIZWRjI+FcGOoAwqJfwiXFVsFavqJbWVLP8MVGhc+/sJS3fh/coEy4tDavTwLD3n+NLmSXHbH6GHymnevNeagEhWB4MtROOn5J26+vWJjeG76DrEISQNl4tUJvowB+h3Kvfnbk+AvjRpnKz5JGXYFCXDpybsw/kbbi65+q1ORW8JN1vNgA0PKN0ZsCuO31gNZNPJHytiwR+KnLcOj5MDXWr86eUKkDpx4qurVUnofG4X/BVpWdpTj8wrA00aXwKGKW5Ilqevie/62/yQ51Gy3fwwLRLTeDVoRwA6HTJEpVUo7akIcJRoZutXXSqyn6Vceuf2xn4B4bV+W2YHjEi9CUM3JbaXOuTybg6FTAMAAosZB71yPux1RSi9H2mU9o1yqXP9CDgoxieclED3r/DBWlGBwQY4iFiegSk2r/dgdOE2CU7/tWQ8CXao2dThQ8Ze9yv7jPspMs7A6OaELFfwYFhnwCNjFRKOtXSb9KWchECYFgT8M67Oi3Tk7/XH9N7vUPbm6119+aiAAoYntTBqdqQ3jvycwf6feDiRXOaEATo0CEwqIpeSg3O2XGaR0BSryztLR+fBxobb08pF9oh7dInUD5XeUhS3mnzb53J3RWrDu0WtYiDb2GvAECZzff7+nrSBJQR9bkKAjlb31NdiC5Xt5zX3zuYydxeK8mVp+RDkCwrt0hqQ71HBwRWVlKIg3MI/JJi6iPwapNX5XKOI5LvCB+GWV9P3nm/PJTe638r5TrTq6Jafp1JsmMAKB0bdvrZuYGeoFpmm/RgJGdiGIQV656868ShrcpJbNxHAAj+4+NVr38u5NwEAE2gpUKF5ZXqys+cA7Ik2Ph++g4a9tZ3UZ8W68GNXAo0GiDQ6djc57ExAwN2rMZUlfF1vjjDIhp39dJb48tsRL+4A88BwznYJI+8pZxuXuPzFXIOHVX/dLCVNIM98Bd4193QdF0Y88fIi8Pgvn4xJblqXjRI1N0S+1n7Q9V0FRCqNXoHcl3ITUk1Rt6r/dTGd6B15ZhleWTq3IxGDWWqsNN39kKMxHG/tPQaWGOQaht3n11dtXznmZk0vVgzCJke2utVwy6knKT3A6fJV8Brdeqqppb6RBHP4N6L6zWYXESCpANLr9vJQiNKOQ808pI5IApaxKFr27sSt1m/Oq83NSd/TU6C9no2LjyA6nltY1+mgrdPKWbMX8ukoGoyKTQVXr33Kun1mbr+BP0KXmv070UiCKyvV9OpHY0GCMRoGgAn2YRggEBVThuLnaFM5u35HOPkYr6ecg2o5/xEjdx1QN5LrKDhB13T3IPScb90VhNlAKTEwLfELZoDw9x3/9unzFLS+olDShw3pbb3NnXOpMz99oBEhx3Hoc8K5XPUltfomE6mU+2yVC8fYgTS5LwCjQYIbG4CTz5p2sD8vE2zvXLFXvbAgTQJgsjO2VH9fpqnD6SX5kIg1BJytj0/S4uKaGfpdza6X61GVU710qqdqE5KaiK5hS9LA9fXpQ6IlLYbUSmR1ktnqikzqY9GJ/c0UUkz43vWAYJvh7ExmzzEHXkmJobrF2PyP/H5vIZMwz0QJyeTr4hqu/Ztr2dCa2amqtL3elaH5WUb21wsZ20tLTTLqeasE8fkyopd1+nYNPsY7R62K8c491rMjQG2y8ICcN99xaYfDRBYWwN++7eN8Y8fB+64w74vL9vqqcePA697nQFCr2efR4+mTKj1dbN7aCJwgZJDh+y6qSk7xtztmRk7prbejRu2CvDEhM3B5rrtVN86ndR5ZF4OJO6YNDmZzJlu1zqPx1ZWrAMnJ9MgGR9PHcyyGVfmNdyYk7PhZmft0/sllDH0N1do5sDN+SU8eY1I79fjvFYHpTKAamAq5dRWp81Lu9ebPDFaX5JZ2b903pJRtQ6ArbJ77pyVNTNj7ReCtfnkpN2/tpYc0lztenIymaHT0/Y3M2P1vHHDrudiHZ2O/V5ass9Dh4DDh6u7a29s2M5AU1Nm4m5uApcvA5cuWZnz8zZGO500tjgel5bsnsOH7dy1a0mbWF1NYLG4mMZ3r2fX6jZu/f5rQBOYnAR+4AeS9KYfgJ124ECK905MJJT2dhmlMD2nRHQd/P1+NaeaUYi5OeDkydTI+gnY5/R02vs9txlJzg/AMmZm0iD3nlz6RNhxXkXkxhI851fT9ZqDaiNa/5wjiaRmig4Yvpt3LOk1TZqG+lB85IbtUbd8W6dTHdRcrFXfif1FQJmeNuGh3nKWxes0spBzJlLjVGeyRqhYDlV3votqiZubxuia/3L4MHDXXen9CdRqoui0en0vvq8umKozFIHEOzo2alYcHg0QuHwZl/+7/w4zACZCQJdbKxNx770XOH3aGPXgQTt26FCSAlTV2Hirq1buoUNpxSJKoc3NpGLxOUtLhqKUtgQiIvrMjH2yIyiFNEoxNZV8GpSeNEeANEGKg4t/BDNKJt0lWfdiVFMlxzDscNUMOKB1bQYfTmWZ3unmzRPVBLzUz2kILINMqLatN4XouFLbmc+lFsBy19aS1GNfUWUHqhJR68/6sv3X1xOTrq4mnxTBmOFFag6cBUgVnsKFGtzmZtIg2G/UWnT2ICNgNAempkzIab+QqencpDnDMU6fGZCuX1hI2gzfdWHB6rO8DLzpTcNjZkCjAQIHDuDwu9+NcM89Vum5OTs+Pp6kL30CZKzJyaraqCFCSgmiuIYaFfG5DLiqg0CSACQvGXNTWtV7y3rw+UCVCXL3qWnBOmioUo/nIgR8Z5UmmiTjs+OaoiMKCN6b7VVLLaNG7RwiLa/kVdcl2rWNtG7+HVRDo9amz9RwH5mI7eXDdNpHuihIrt84bhQsgZT3ohocmVyvJ/kUYJ+PosKHxPHrjwFmftx2W759MSogMD2Nzn/9XwN3312VkirJVO1rUh3rBrenXOQgdw1QlbR6LpebvtNsQwWpW0nbYebdUl1/eqrrK++T4PXaf0AVLH2yTl2ClweHXJ1KAF13j4/ytMleLLWDCih+Hx83QVqg0QABoIqKVO+8fc5O1sZUdVMl33ZoO4DBv9yA8PHbnTDyrWb+FhSB7GSh3BoEuXvqrrOLY7kdSse9X2ZsrBrPz40b1Ya8r0LLBeqFS1Of1d3Duuox/5l7vxII0CRlnfWzQKMDAkDV9vQAwPO+IzXLj8e28zxSLoyVk+QqTTy9Bhi4jjRFODcnsF+bImSbiXIyEhm9Chhh67oOYlnr2Wk7eknftswSAJC2q11uh9qCnf9dSkzS63I+mwyNBgiEYH4A1QS8h97H9Js6DqiiZ1Nj5xh+N51eJ81eJSIDesnrmb26C1AwHhrcP7xGQOmdjMF5bRkwEhCwffiMgIiw03bL3dNkjqmAIXDkmK1U/s0ir2nmzgPDpg/J57hMTSUnd4ZGAwR6PeDs2RSqGxtL3nbdZ52kYR8FiZxNV0clE2Mn5OtURzRd1KO/V3WhA3RQl0C1V6vq2intWgTk1outphU3qPJZar7HmB/JtGvy0wD1SVLqJffOwTakeQ783Imp2Ybom9DnNfkElNgO/hOw915dTXyUodEAgfFx4JFHLGRHbcCbAkrsDG+DNxHtRGW4W0FeTfOfu6VBm4SClsNhrOp7QEQM7rd83kzaejaBoG2f3sz+80z5amgCmhasn8DwMQIFE5yUfGSHiWwFCrEN4t5kCiFcBLAE4NKtrssu6Bhe2/UHXvvv8FqvP3Bz3+FMjPG4PzgSIAAAIYTPxhgfudX12Cm91usPvPbf4bVef+DWvMMezCrZp33ap9cy7YPAPu3T1zmNEgj8/K2uwC7ptV5/4LX/Dq/1+gO34B1GxiewT/u0T7eGRkkT2Kd92qdbQLccBEII3xNC+EoI4ZkQwodvdX3aUgjhqyGEL4UQHg0hfHZw7EgI4eMhhKcHn4dvdT2VQgi/GEJ4JYTwuBzL1nmwl+T/NuiXx0IIb7l1Nd+qa67+/ziEcG7QD4+GEN4n535yUP+vhBDee2tqnSiEcDqE8AchhCdCCF8OIfy9wfFb2wcxxlv2B6AL4FkA9wKYAPBFAK+/lXXaRt2/CuCYO/ZPAXx48P3DAP7XW11PV7/vAPAWAI831Rm2n+T/D5a+83YAnxnR+v9jAP8gc+3rB+NpEsA9g3HWvcX1vx3AWwbfDwB4alDPW9oHt1oTeBuAZ2KMz8UY1wF8BMD7b3GddkPvB/Arg++/AuAv37qqDFOM8T8BuOIOl+r8fgC/Go0+DWB+sAX9LaNC/Uv0fgAfiTGuxRifh22Q+7abVrkWFGM8H2P8/OD7DQBPArgTt7gPbjUI3AngRfl9dnDstUARwO+HED4XQvjQ4NjJmLZhfxnAyVtTtW1Rqc6vpb75sYG6/Itigo10/UMIdwN4GMBncIv74FaDwGuZ3hljfAuA7wXwoyGE79CT0fS511To5bVYZwA/B+A+AG8GcB7AT9/S2rSgEMIcgN8A8PdjjAt67lb0wa0GgXMATsvvU4NjI08xxnODz1cAfBSmal6gujb4fOXW1bA1ler8muibGOOFGGMvxtgH8C+RVP6RrH8IYRwGAP8qxvibg8O3tA9uNQj8GYD7Qwj3hBAmAHwQwMducZ0aKYQwG0I4wO8A/isAj8Pq/kODy34IwG/dmhpui0p1/hiAHxx4qN8O4LqorCNDzkb+AKwfAKv/B0MIkyGEewDcD+BPX+36KQWb1vkLAJ6MMf6MnLq1fXArvaXiAX0K5r39qVtdn5Z1vhfmef4igC+z3gCOAvgEgKcB/EcAR251XV29fx2mMm/A7MsfLtUZ5pH+54N++RKAR0a0/v/fQf0eGzDN7XL9Tw3q/xUA3zsC9X8nTNV/DMCjg7/33eo+2M8Y3Kd9+jqnW20O7NM+7dMtpn0Q2Kd9+jqnfRDYp336Oqd9ENinffo6p30Q2Kd9+jqnfRDYp336Oqd9ENinffo6p30Q2Kd9+jqn/z+TQ2I/tGIAIwAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "analyzer = innvestigate.create_analyzer(\"lrp.sequential_preset_a\", model_wo_softmax)\n", + "a = analyzer.analyze(x)\n", + "\n", + "# Postprocess\n", + "a = imgnetutils.postprocess(a, color_conversion, channels_first)\n", + "# Display the gradient\n", + "plot.imshow(imgnetutils.heatmap(a)[0])\n", + "plot.show()" + ] + }, + { + "source": [ + "## Custom composite LRP analyzer\n", "We can define a custom composite LRP analyzer using iNNvestigate's `LRP` class and the keyword arguments\n", "* `rule`: general rule applied to the layers\n", "* `input_layer_rule`: rule applied to the input layer\n", @@ -186,11 +230,13 @@ "\n", "### Example\n", "Let's create an analyzer that uses the LRP-0 zero rule but applies LRP-$z^\\mathcal{B}$ to the input layer and LRP-$\\gamma$ to the first 5 layers:" - ] + ], + "cell_type": "markdown", + "metadata": {} }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -216,21 +262,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "WARNING:tensorflow:From /Users/funks/Library/Caches/pypoetry/virtualenvs/innvestigate-pdNhrmV2-py3.7/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n\n" - ] - }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { @@ -243,7 +282,7 @@ "\n", "# Postprocess\n", "a = imgnetutils.postprocess(a, color_conversion, channels_first)\n", - "# Displaying the gradient\n", + "# Display the gradient\n", "plot.imshow(imgnetutils.heatmap(a)[0])\n", "plot.show()" ]