From 44d37ad5a1786fa009e73ce34524ba63e384f771 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Sun, 12 Dec 2021 13:47:29 -0500 Subject: [PATCH 1/5] unsupcon for pr --- unsupcon/aug_demo.ipynb | 1008 +++++++++++++++++++++++++++ unsupcon/inception_preprocessing.py | 361 ++++++++++ unsupcon/loss_demo.ipynb | 663 ++++++++++++++++++ unsupcon/unsupcon_loss.py | 231 ++++++ unsupcon/unsupcon_results.ipynb | 117 ++++ 5 files changed, 2380 insertions(+) create mode 100644 unsupcon/aug_demo.ipynb create mode 100644 unsupcon/inception_preprocessing.py create mode 100644 unsupcon/loss_demo.ipynb create mode 100644 unsupcon/unsupcon_loss.py create mode 100644 unsupcon/unsupcon_results.ipynb diff --git a/unsupcon/aug_demo.ipynb b/unsupcon/aug_demo.ipynb new file mode 100644 index 0000000000..90d3316e8e --- /dev/null +++ b/unsupcon/aug_demo.ipynb @@ -0,0 +1,1008 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "363717a4-0b3a-4b5e-97b6-c64b824a02a9", + "metadata": {}, + "source": [ + "# Data Augmentation for Unsupervised Contrastive Loss Function Demo\n", + "\n", + "Issue #520\n", + "\n", + "Dante Basile" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a61ed41f-44da-4786-8a82-c0d55e4ba93f", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "import tensorflow.keras as keras\n", + "from tensorflow.keras.applications.resnet50 import preprocess_input\n", + "\n", + "from unsupcon_loss import get_aug_seq" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "27cd6ba1-ab41-41ed-931d-072ac8c9b7c7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 32, 32, 3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD5CAYAAADhukOtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAdpklEQVR4nO2dWYzk13Xev1Nrr7P09Cw9i2aG1IQJtZCiGzQtSjRpygYtKJAYQIL1IPBB8PjBAiLEeSDoIFLypDiRZMFOFIwsxrShyFIiEaITJRFDJCBsKTSH23DIocRt9qVn6Z7eaz156GIwou53utlL9UT3+wGNrr6n7/9/6lad+lfdr8455u4QQvzyU1hvB4QQ3UHBLkQmKNiFyAQFuxCZoGAXIhMU7EJkQmklk83sPgBfA1AE8Gfu/qXo/zds3ORbt40QK5cAzdKvSYWC0TkevI5FYqOBH9PIRD5jkbNZ5P+yjgijUmpwruCAoTAb3/F3frI1YLXPFru/vLOxWfGp0tbLY2cxNTmefGSWHexmVgTwbwH8JoDTAJ42s8fc/WU2Z+u2EXzpjx9O2trtNj1Xb7WaHK/09NA57WJ6DgA0nb8QlFCktmIrPV7mrofPDi9xPxrslQXxk6DQIlYv0znNBj9iq0DuNLCsYI++1xF+5yM4V7sd+E8mhi+mgR/R87TVCtYqOh8Zb4ZrlfbjX/6TT9E5K3kbfzuA19z9DXevA/grAB9fwfGEEGvISoJ9F4BT1/x9ujMmhLgOWUmwp94f/cL7DjM7aGaHzezw5NXxFZxOCLESVhLspwHsuebv3QDOvv2f3P2Qu4+6++iGjZtXcDohxEpYSbA/DeCAme03swqA3wHw2Oq4JYRYbZa9G+/uTTP7HID/gQXp7WF3f2mxeW2yq1qq8t3ieju9yzlzdYrOKffz7dtiuZfa4Hxem+zsNoOd89Z8g9rmr85RW6WHqwkt8B3h6bnp5HjB+PEG+jdSmwfnage7z0ZkxeXuggdLHO7Gs8cs2viPdtwjH6PdeLYeANAmq9JepirAWJHO7u4/BPDDlRxDCNEd9A06ITJBwS5EJijYhcgEBbsQmaBgFyITVrQb/05ptVuYnElLQ40Gl6guXbycHD99ZozOKfb0U9vAIP9yT7XAJSqmytWb3Pd2o0lts1PptQCA3jL3AwUuu0zV03Jkvc6lnxv2H6C2d9+4l9p6o0QkIg2FklGQ7OKBsR3pciwvaLkJOcskkt4K5L61A9lzOejKLkQmKNiFyAQFuxCZoGAXIhMU7EJkQld346dnZvDj//MTYuM70wWkk2TmanzXdL6V3sEHgHKF24pt/vrXIhuq88533FvBTnF/he9m9xp/aHqqvHRWq1BPjs/McMXg8JHnqG3s0i9kLf8/bti/n9qGh4eT4719fXSOR+WlgiSTNinRBADGHs9u18KLkmtY0tAyEmGiObqyC5EJCnYhMkHBLkQmKNiFyAQFuxCZoGAXIhO6mwjTamNiOl13zYPab0ayGUoVXreuL5CuigVuq6BCbfNIyz/N4DVzanaG2uZmuK1qXF4bcJ4kUyR3rVzldffmp+ep7fVTZ6jtxLnz1LZpQ7qu3Z7du+mcrcNb+PE28+SlUiHo4kNkueUmu7CGOwCvd7fY+Vh3l7gG3Tv3X1d2ITJBwS5EJijYhcgEBbsQmaBgFyITFOxCZMKKpDczOw5gCkALQNPdR6P/b7tjrp6WGcrlyBWSFdTimVwObrNi0KYnUDTqjbRE1QhcH+wboLapyVlqm6zz1lC1IIOqUklLh4MVfseKRS43zjRrfF6QIVi7dDU5PjHBsxv7B7g8ODKyk9pu3H8DtQ1U0jJllawTENdDbARl4RxcAowy85gsF6mDTAKMavWths5+j7tfWoXjCCHWEL2NFyITVhrsDuBHZvaMmR1cDYeEEGvDSt/G3+nuZ81sG4DHzewVd3/y2n/ovAgcBICe/g0rPJ0QYrms6Mru7mc7v8cAPArg9sT/HHL3UXcfrfQEfdGFEGvKsoPdzPrNbPCt2wB+C8DR1XJMCLG6rORt/HYAj3ba2pQA/Ed3/+/RhLY75mpp+arW4K87rHVOT9B+KMoJChLswlZCzDYTFMvs6eUnq5aDwpENPm++xmW5ppEsr+B+VYKssfhywI9ZKqWPGfkxNcvX8eqrx6jt0mUuBg32pLPvdu/i2Xebgwy7SpA9GPWvajd5UdImUeWibMqWp+XjNZHe3P0NALcsd74QortIehMiExTsQmSCgl2ITFCwC5EJCnYhMqGrBSfdHXWS/WMtnhXE+lq1C4GGFlENCgMW+etfu5CWT0rBKjaC7LVKiUuHA708K2u2zgtENpH2MWiLh1qTG6tBcc5ikOXl5DrSaAcSFCnoCQCFAn9czl8Zo7aztXRfv9dOnKRztm5N96kDgJ0791DbwMAgtfVUA5mYSJ8ND6Q30vuuFRSi1JVdiExQsAuRCQp2ITJBwS5EJijYhciE7u7GA2gGtbgYLbKDOz89ReeUgi3yVrCJXyrUqY0l0JTLUfJBsMRBLbmoGN5A0PaqSV6+g3JxaAR+NFt8PQrGD+oku6MV7Li3ilHRNW6KarWZpdeqGRSTmzw7Tm0nzh2ntmqF77j39fVRG0voiurklcvp+1Wv8bqGurILkQkKdiEyQcEuRCYo2IXIBAW7EJmgYBciE7qeCFNrpKUcVmcOANrky/2sbQ4ANIM6bXOBPFEOZK0ikZqqJT7HSU04ADAP2gUFcpi3uQ7F8iBmWzwBpQ5+rkJQn64ePGZlolN6gZ+rUeD3K5LXCsWghp6lk4aCvJqwfmE70DDrc7yG3uRMoB0yebPGj8fiZW52ks7RlV2ITFCwC5EJCnYhMkHBLkQmKNiFyAQFuxCZsKj0ZmYPA/gYgDF3f29nbAjAdwDsA3AcwKfcnacKdWi325idT0shpUgLaRM3A3lqbuYCtVUqXFwZ2s7bAvUS9aQQyFrFoJacFxrUdnU8XTsNAOamubyyd/9NyfGpRj+dMz5+ldqqVZ6t1SAyKgAYSVNrRxoaX8ZwXis4ZAXpNS4Ug1p4QeutVpQ+GGUB1maorT1xKjl++cwb/FykPl0jkP+WcmX/cwD3vW3sQQBPuPsBAE90/hZCXMcsGuydfutX3jb8cQCPdG4/AuATq+uWEGK1We5n9u3ufg4AOr+3rZ5LQoi1YM2/LmtmBwEcBIBSD//cKIRYW5Z7Zb9gZiMA0PlNq/S7+yF3H3X30WKluszTCSFWynKD/TEAD3RuPwDgB6vjjhBirViK9PZtAHcDGDaz0wC+AOBLAL5rZp8FcBLAJ5dyMoej1SSSRyCfbK72Jsc39HNZaK4vuGvGJaPyNM+W6yHVHLdt41sW8728CGG9yaW33h5+34p96fUAgL4NG5Ljm/pH6JwdwzVqi7Lv5gM5bJbMO3+RS6KNmQlqKztfq1KTt8MqttOPdaMRFCst8rVvgz+e7aBVFub4+SbPHk+O18b5Wk1Ppx+zJin0CSwh2N3908R072JzhRDXD/oGnRCZoGAXIhMU7EJkgoJdiExQsAuRCV0tOAl3oJmWQjb2DdJpm4iMdubcSTpnLvgCTy3IUrPzJ6ht/5a0xLZtzy4655WzZ6nN2zy7qm+GS4Ab+7n88+KpF5LjAzt41tVAlRfMfPNnL1Nbq38ztW068P70uXa+m86ZOXGM2opBpt8G55les9MT6fEp+j0wVMoD1DY5z4tb9m7aSm1bevljPU0y8xD0JDSWJRoUONWVXYhMULALkQkKdiEyQcEuRCYo2IXIBAW7EJnQdemt0ErLDDsGuNxxYTwtkzQGuTZRGuRSXsG4fNJs8LqZe297T3J8POiVVt8cZK8ZX/7CBi6vTUzyDKqp+bRk156doHNq81yK3Bj4cWqaS14zF9MFM/du2kTn7LwpLdcBwMTLPLNt5gyXS8cvpG2TM7ygZ4tkNwLA1Tn+nOvdzKW3wT3c1iT92ebneDYi68FngV6nK7sQmaBgFyITFOxCZIKCXYhMULALkQld3Y0vFYsY2pDeJR8e4LvnE1fStbiGengCR7XMdyWbDb77vO3GdPskALhhZE9y/KWTvE3Ppipv/9QM2idt27GJ2grDXLmYKaVfvwuD3I/xi+epbe823g5rtsL9H2+lE2+ujF+kcwoj76K23TffQW1nTr9CbfNzs8nxcpE/PzzoJ1Vs81p4tQmeXHMRXEFpzqZ9LBT5tbhFWpFF6MouRCYo2IXIBAW7EJmgYBciExTsQmSCgl2ITFhK+6eHAXwMwJi7v7cz9kUAvwvgLR3lIXf/4WLHqpSL2LtjKGn7R7/9G3TeiTf2Jcen5nkiRm2ey0LNGpfe9u3k8o+305KMD++gc64G8trMLPd/9zBvKdV0nngzPZNOGPEeXpNvwHktuWKbazzbN/I2VDNjaYlt+kxaZgKARo3fr/7tXALc+Z4PU1u7cTU5Pnb2dTpndprLZAjWY0M/T7AqgdcUdBKFjVl+LicJLx605FrKlf3PAdyXGP+qu9/a+Vk00IUQ68uiwe7uTwK40gVfhBBryEo+s3/OzI6Y2cNmxt8HCiGuC5Yb7F8HcCOAWwGcA/Bl9o9mdtDMDpvZ4RoprCCEWHuWFezufsHdW+7eBvANALcH/3vI3UfdfbTawzd0hBBry7KC3cxGrvnzfgBHV8cdIcRasRTp7dsA7gYwbGanAXwBwN1mdisAB3AcwO8t5WRFc2wopqWhX7uNS163vyfdXmlqltfoajh/HWs0uTzRnOUfNebm0+fbX+ftn2ZrXD6ZDlo8lcv8oRmf5K2Qevans9vmanytfNMwtZ05f47aXn2Tt9+6eXNaOjx5MdjrbXPpqtXDsyIH9t5GbR++cV9y/MopLr399NlnqG3s/E+prd94/ULUePut+RapJ9fmUmSpnJ5TJzUegSUEu7t/OjH8zcXmCSGuL/QNOiEyQcEuRCYo2IXIBAW7EJmgYBciE7pacLLdbGL6SlqeOP0ml+p379qfHN81sp3OKfVxqaYdtF2avHSJ2iYm0r5vGdpC58zMcSlkdi7IiJvmUs3U9EZqu+nGG9LHmwmknzkuAW7t5dly5Rq/b7/yqx9Mjl+Z5XOOn09nqAFAvcDbULXmeGsokJZMO9+ffk4BwNb3/ya1NcfTxU8B4Mqxp6jtzaNPU9ul13+WHC9U+GNWKKVlOQuKqerKLkQmKNiFyAQFuxCZoGAXIhMU7EJkgoJdiEzoqvRWLBSxqbc/aZu6zPuNnSPZP8M7eL+ujUV+1/oHN1EbNnLJrmhp2WgwSNPfGPSw88Ly+sAde5n3Ntu6NS019fXxrMLZQOa7ZR/P6Pv1UZ5tNkcyC2e5MoQDe3iG4IXLXB48e55n0p1/81Ry/GTQz20+kG17N/HCl5vemyrVuMCtN/0ate1680hy/MiPeWnHi+ffTI678YKeurILkQkKdiEyQcEuRCYo2IXIBAW7EJnQ1d34crGIkaF0EofVeYLElQtjyfEXjrxG5zx3lNcK275rD7V9+NfvorZdW9O+z4/zHdBiKdiqD3bjSyX+0LxrJy/T39tTTo5XK/x1fUOlj9owyH1stLgfUyQBaK7FFZRjrx6ntvFaup0UANx2Q1qBAIDpbel1fPMcV3+OneBqxwtv8OfcVHUTtQ1v4Gt88/a04jF6F0/Iee4njyfHT7wWJM9QixDilwoFuxCZoGAXIhMU7EJkgoJdiExQsAuRCebOEwIAwMz2APgLADsAtAEccvevmdkQgO8A2IeFFlCfcveg/w2weXDA7x59X9L2vnel2wUBwMYtaWnlmZe4RPJKIOPcec+91NYEX49/eO+HkuObe/icnl6eVFEqczlmbp7LeVu38LXqq6YTjepB+6cIKwZttIJrhZXTNeNePXGazvmjf/1Vars0xpNdfvWO9OMCAB/75GeS417jdeuOPv131Ha2yaXDlyZ4u6Z2kdfy87mJ5PiBICbOvPpscvzHTzyGq1cuJZ1cypW9CeAP3P0fALgDwO+b2c0AHgTwhLsfAPBE528hxHXKosHu7ufc/dnO7SkAxwDsAvBxAI90/u0RAJ9YIx+FEKvAO/rMbmb7AHwAwFMAtrv7OWDhBQEAf88hhFh3lhzsZjYA4HsAPu/uvGfwL847aGaHzexwrcG/EiuEWFuWFOxmVsZCoH/L3b/fGb5gZiMd+wiA5BfY3f2Qu4+6+2i1nP7ethBi7Vk02M3MsNCP/Zi7f+Ua02MAHujcfgDAD1bfPSHEarGUrLc7AXwGwItm9nxn7CEAXwLwXTP7LICTAD652IEarTYuTqQlpVfKPKupOHY5OX7y3Dk6565776a2h/7ZH1Lbn/zpv6O2//rXjyXH//4u3v6pXClSW//gBmprtXg9tqGNQ9S2dSjdEivKoqtUeGZbIWiVNd3iBeXqpfR15Ov//j/QOS+/8iK1Vcvcx0cf+0/UtvsmIvUe+Ht0Tm+Vt5ra4Pw+7xygJjTJegDADMkE9DqXS/fuStcUPBys06LB7u5/A4CJi1ywFkJcV+gbdEJkgoJdiExQsAuRCQp2ITJBwS5EJnS14GSlWsWufe9O2lqYovMajXSGUqWfax0je3jbIjeepbZnJ2/v8z9/8L3k+NR5Xnixr5dnO1V7g2KUVAABqiX+5aSBvvSa9PXyDLtKINf0VLiP3sPv28W59OP50rGX6ZyPfISLO7fcegu1fePPuJz3kyf/W3L8hh2b6JxKH5dLL53nhSpfePVn1Fbu5+u4fUPal9Ycl197SQFR/qzRlV2IbFCwC5EJCnYhMkHBLkQmKNiFyAQFuxCZ0FXpzeFoIi0ntNpcDqtU07JRP08aw+Q0L9h4YYxn2F26wmtmnj6fzr7zJi/K0VPlkkujwaWVqAxotcwftv5qWpYrlric1NvDs7x6erhk1y5yoefkxQtpg/M5n7j/fmr74Ac/SG2nTvEilo8+9tfJ8ede2EvntObr1DZ+4Sq11S+fobZSixcenW1OJ8ffGD9F5/RV03JprTZH5+jKLkQmKNiFyAQFuxCZoGAXIhMU7EJkQld345vNFi5NpHe0G03ejqdUSL8meZPvZj935Ci1ve+WXwnm8TporN1RvcR33OsNvgt+7twlapsP2hNVgnpyZXK6KEGiXOGJNeVg57/lvN3R9Hx6V3hoOF0jDwCGt/BaflOTvHr5jpEd1HZlPK28/OhHP6Rz5qdnqO3y5fTOOQDMGL92loKEqCJRKDZvT7c9A4Bt29P3uRnULtSVXYhMULALkQkKdiEyQcEuRCYo2IXIBAW7EJmwqPRmZnsA/AWAHQDaAA65+9fM7IsAfhfAW9rGQ+7O9Qws1H5rWVqusSKvgzY9m05qmZvmMsj5i2mJDwD++E/+lNpOvHaC+1FPyxqvneGJNR4k+EQtnhotLmtZi7cFKpLXbwvENwtqnbnxdkeRnAdP3+/efu775cv8MasGLaomr3JZrlZL+3/8OE+esUDSbfCHBR4kDUWJTawGYH+V11icnUn72A6eb0vR2ZsA/sDdnzWzQQDPmNnjHdtX3f3fLOEYQoh1Zim93s4BONe5PWVmxwDw0q1CiOuSd/SZ3cz2AfgAgKc6Q58zsyNm9rCZ8XrKQoh1Z8nBbmYDAL4H4PPuPgng6wBuBHArFq78XybzDprZYTM73KzzIg9CiLVlScFuZmUsBPq33P37AODuF9y95e5tAN8AcHtqrrsfcvdRdx8tBd/BFkKsLYsGu5kZgG8COObuX7lmfOSaf7sfAM88EUKsO0vZjb8TwGcAvGhmz3fGHgLwaTO7FQuqwnEAv7foyUolDG0ZIlaeHTZHspBqQfunQpCBNDE+QW1btm6jto1D6SykZiB3tJ3XM2s2uAzVanLJK6pd126kfYlkvlqN+9gmEhoAIMh6K5DryESQvfa3P/5barvnnnuo7aWXj1Ebu9v14DErBs/FdvC8iuTSVi34CFtP+3LqBK9BV6yma9o1go/KS9mN/xukJdVQUxdCXF/oG3RCZIKCXYhMULALkQkKdiEyQcEuRCaYR9LKKrNxaKN/6N4PJW3tIJuIdIxCMRATSkFRRovucpDxxDKKCkUu1TTrvA1Vu8Ulr1Yg47SDxWIPZ7PBpbzpGZ49WKtxebDRCPwn6xgdr6+XF+7ct38/tR1+5llqm5hMF+6MsgCjmGgFtqCzFWBhjmCSQoE/r3r60hl289MTaLWayZPpyi5EJijYhcgEBbsQmaBgFyITFOxCZIKCXYhM6GqvN4PBLC0nlMv8dceKRLZocTmjXA5y56NErkAiqTKJLZhTCVbY0ENtkVTWinRKIg1F8uCWYZaJCDQCPzzIemPSYbvNpc2ZGS5Tnr9wgdr27eOy3NRMOgtsdi7di24B/gRphrJcIIkGjxl7bAqkx+GCLf2cG5uf4nOoRQjxS4WCXYhMULALkQkKdiEyQcEuRCYo2IXIhK5Kbw6De1pm8HbQi4xkKEWJRFFmWCjLlbhEZeSEhciR4HjFQFopBwURGw1eVJAWlgxcjPrRFY2vVbPFZTmm9JWD+9w7uInadr2L93qL+pvNkf58kaQYPXesyP2PsuWiYxbJYsVFQtPZg1evXKJzdGUXIhMU7EJkgoJdiExQsAuRCQp2ITJh0d14M+sB8CSAauf//7O7f8HMhgB8B8A+LLR/+pS7j0fH8rajPp/eYWQ73QDANkCjnd1w9zOqTxfsnjtJkGgHiRMWtAsqBDvd5V5u8yLfja8Gu8Wc5dVja0Ytqurp+nTtIFkkOt5sPUq64bvW8830WkXPN7DEKwAenCtKdqlUuJoQ1Utk9JEadGHyzBKOWwPwG+5+CxbaM99nZncAeBDAE+5+AMATnb+FENcpiwa7L/BW+dFy58cBfBzAI53xRwB8Yi0cFEKsDkvtz17sdHAdA/C4uz8FYLu7nwOAzm/e/lQIse4sKdjdveXutwLYDeB2M3vvUk9gZgfN7LCZHWaf44QQa8872s1x9wkA/xvAfQAumNkIAHR+j5E5h9x91N1Hy8EmhRBibVk02M1sq5lt6tzuBfARAK8AeAzAA51/ewDAD9bIRyHEKrCUPf8RAI/YQvG4AoDvuvt/MbOfAPiumX0WwEkAn1zKCZ32yOFyB2slBOMySLVapbY4kYTbypW0HBbJfCVwCa0VJGM0ozp5UcIFkQFZzTIglqEsStapBkk+5fS7uOhckYQWrXGDyGsAUGin17gdnKsZ2IpBj6d2IB1Gj9lyWrBxiY37t2iwu/sRAB9IjF8GcO9SnRNCrC/6Bp0QmaBgFyITFOxCZIKCXYhMULALkQm2nG3/ZZ/M7CKAE50/hwHwglndQ378PPLj5/n/zY+97r41ZehqsP/cic0Ou/voupxcfsiPDP3Q23ghMkHBLkQmrGewH1rHc1+L/Ph55MfP80vjx7p9ZhdCdBe9jRciE9Yl2M3sPjP7qZm9ZmbrVrvOzI6b2Ytm9ryZHe7ieR82szEzO3rN2JCZPW5mr3Z+b14nP75oZmc6a/K8mX20C37sMbP/ZWbHzOwlM/vHnfGurkngR1fXxMx6zOzvzOyFjh//ojO+svVw967+ACgCeB3ADQAqAF4AcHO3/ej4chzA8Dqc9y4AtwE4es3YHwF4sHP7QQD/ap38+CKAf9rl9RgBcFvn9iCAnwG4udtrEvjR1TXBQp7qQOd2GcBTAO5Y6Xqsx5X9dgCvufsb7l4H8FdYKF6ZDe7+JIArbxvuegFP4kfXcfdz7v5s5/YUgGMAdqHLaxL40VV8gVUv8roewb4LwKlr/j6NdVjQDg7gR2b2jJkdXCcf3uJ6KuD5OTM70nmbv+YfJ67FzPZhoX7CuhY1fZsfQJfXZC2KvK5HsKdKaayXJHCnu98G4LcB/L6Z3bVOflxPfB3AjVjoEXAOwJe7dWIzGwDwPQCfd/fJbp13CX50fU18BUVeGesR7KcB7Lnm790Azq6DH3D3s53fYwAexcJHjPViSQU81xp3v9B5orUBfANdWhMzK2MhwL7l7t/vDHd9TVJ+rNeadM49gXdY5JWxHsH+NIADZrbfzCoAfgcLxSu7ipn1m9ngW7cB/BaAo/GsNeW6KOD51pOpw/3owprYQmG6bwI45u5fucbU1TVhfnR7TdasyGu3dhjfttv4USzsdL4O4A/XyYcbsKAEvADgpW76AeDbWHg72MDCO53PAtiChTZar3Z+D62TH38J4EUARzpPrpEu+PEhLHyUOwLg+c7PR7u9JoEfXV0TAO8H8FznfEcB/PPO+IrWQ9+gEyIT9A06ITJBwS5EJijYhcgEBbsQmaBgFyITFOxCZIKCXYhMULALkQn/F+sAtT5Mlu3cAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data()\n", + "X = X_train[:100]\n", + "print(np.shape(X))\n", + "X_batch = X[:10]\n", + "for i in range(np.size(X_batch, 0)):\n", + " plt.figure()\n", + " plt.imshow(X_batch[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "aac12e73-6c09-4b65-8bcd-66c524e43e16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[125 125 116]\n", + " [110 101 91]\n", + " [102 90 83]\n", + " ...\n", + " [202 207 214]\n", + " [200 205 212]\n", + " [202 208 214]]\n", + "\n", + " [[142 146 142]\n", + " [146 144 139]\n", + " [176 172 170]\n", + " ...\n", + " [195 201 205]\n", + " [198 205 209]\n", + " [204 211 215]]\n", + "\n", + " [[180 185 183]\n", + " [143 146 146]\n", + " [156 157 157]\n", + " ...\n", + " [122 111 113]\n", + " [139 128 131]\n", + " [158 147 150]]\n", + "\n", + " ...\n", + "\n", + " [[104 82 41]\n", + " [101 80 39]\n", + " [101 81 38]\n", + " ...\n", + " [126 103 67]\n", + " [126 103 69]\n", + " [125 101 68]]\n", + "\n", + " [[104 81 40]\n", + " [105 84 41]\n", + " [109 88 43]\n", + " ...\n", + " [138 113 78]\n", + " [137 113 80]\n", + " [137 112 81]]\n", + "\n", + " [[105 83 42]\n", + " [108 87 45]\n", + " [115 94 50]\n", + " ...\n", + " [143 117 82]\n", + " [143 116 84]\n", + " [144 116 86]]]\n" + ] + } + ], + "source": [ + "print(X_batch[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ba2bbd09-80e5-4dde-954f-57d3b4ffd7b6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-12 13:14:20.110570: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.150886: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.151093: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.151753: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2021-12-12 13:14:20.152508: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.152678: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.152829: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.530849: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.531037: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.531188: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:14:20.531323: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 6583 MB memory: -> device: 0, name: NVIDIA GeForce GTX 1070, pci bus id: 0000:1f:00.0, compute capability: 6.1\n" + ] + } + ], + "source": [ + "X = preprocess_input(X)\n", + "X = tf.math.multiply(1./255, X)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "13aa364d-57fa-4c14-8ebe-2fbfafb2cd8b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 32, 32, 3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD5CAYAAADhukOtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAaH0lEQVR4nO2dXYycZ3XH/2dm9ss7u16vv2Mn2EkMKqQQYBshpUK0tJAipMAFiFygXCDMBZGKRC+iVCrpHa0KiCskUyJCRYGokBJVUUsU2kZIVYoD+XBwYhLHTmyv11+7Xu/H7Hzs6cWMVSc8/7Ob2Z2ZDc//J6129j3zvO/Z553zvjPPf8455u4QQvz+U+i1A0KI7qBgFyITFOxCZIKCXYhMULALkQkKdiEyobSWwWZ2B4BvAigC+Ed3/2r4/IGSo9yXNs5W+EBySSoUjB8Lga3Ar3F9RT4lfYVicnspGLNUr1HbYn2J2pb70scCAPQHNiP/93IgsQbziGAe0Y5sW+S+m/HzEh6p0eC2etpmjWU6pODcFrpRr3NjNP/tHI4dahlw9+RJs3Z1djMrAjgG4M8BnALwSwB3uftv6JitQ46P7ksbf/4CP9hgevPwJnLhAFAybusbLlPbdZu3UdveTVuS2zdvHqNjXr0wSW3PnD9ObXN7RqkNe7Zy2wD5v+cX+ZhBMsEAYMGFJQgYGoCj6TkEgP6BAWqrRvel2cvcNnUxublvjt9cyksL1ObBZWfm0jT3YyGY/zluolxixwG8kQ72tbyNvw3AS+5+3N2rAH4I4M417E8I0UHWEux7ALx2zd+nWtuEEBuQtXxmT71V+J33OGZ2EMBBAMCmNS0RCCHWwFru7KcAXH/N33sBnHnjk9z9kLtPuPsEBhXsQvSKtQT7LwEcMLP9ZtYP4DMAHlkft4QQ603bt1p3r5vZPQD+A03p7QF3fz4cZAAGyOouXwQHyF7nx7ishWFusypfifUrfNXUxtK2BeOSS+k6vvpcuv4AtWEwWL1dvsJts2SFvMFXujEQKDKNYI4DyRGj4+nt/ZvokJF5fqzy/Cy1zV7k8zF97NXk9mX2OgRQ40IO5k6zZXAA5UC5CE4ZldEi2pDr1vS+2t0fBfDoWvYhhOgO+gadEJmgYBciExTsQmSCgl2ITFCwC5EJ3f2WS60GnDudtu0nUg0AFNNyx87yCD9U4MalV7gOcnGS2xZ2pW0jPk/HTJe49FYbDTSXcnAdrvFsOcwQ/0vB/Pb3c9tmnpAzNhTMP/Fxvl6lY5aD6dg+xZNdSsd5Asr0r9PjGtfxY1Vu3syNw9yEK0H2XZDUSRML0zk8TYJDMXRnFyITFOxCZIKCXYhMULALkQkKdiEyobur8UsN4NhM2nYjT5Doe8fe5Pap357ix+KVhQC+iAzwKlJYPJveXrmOJ2n4SFBCqhAsPx8P/reoklg/W/0PBvXzslRbNvNV/P7LvJ5S/Wi6zNj2Ya5OFEb5iSlu5frKrtNcDXmZGaKSfGX+WiwGkkGjwv1AIHjQElNtrLhH6M4uRCYo2IXIBAW7EJmgYBciExTsQmSCgl2ITOiu9FYFkC4Jhkgrq20ltuhSFf1nW7i0goVAszuX3uy1IMvh+aPcFvm/LagZF0lvrCPMOJe8RjfxDjk2yxODlqYuUFupmi6SNjIayHxVLmHeWOHlDbcGOT4nyfaLQROcxZmgs8uZ4FwH+UmhLSg3uJ7ozi5EJijYhcgEBbsQmaBgFyITFOxCZIKCXYhMWJP0ZmYn0Gxs0wBQd/eJcICjKb+lILIWAK7KRfXAdgW2oN2RBfXHfJnUQWtXOolqjPUHKU97gwJqrPoe8x3A7CWerTVUjDQqnvU2QDLYpvt51tiOef4iqD7M3TgTSJE7yO2sGIw5GclrUS25KJqioogMVpsOiOVXwnro7H/i7lxwFUJsCPQ2XohMWGuwO4CfmdlTZnZwPRwSQnSGtb6Nv93dz5jZDgCPmdkL7v7EtU9oXQR0IRCix6zpzu7uZ1q/zwF4GMBtiecccveJFRfvhBAdpe1gN7NhMxu5+hjARwAcWS/HhBDry1rexu8E8LCZXd3PP7v7v7e9t0i+YjLaVDAmkkgK/GB+S3D9++jNyc2lfq4BjixwzWX62DF+rOmgGOVQkJXFJLvZoJLmyBg1LW7hMt/QOC8QWSAVFr3OZb6Tp85T2+VgOmhRSXClFyeCQZGkOxbYoltnMbANke1RTLBjpZMNAawh2N39OID3tDteCNFdJL0JkQkKdiEyQcEuRCYo2IXIBAW7EJnQ3YKTEYFkAFaHkNdJBIK2WwhkHPwmGHj6pfTugt5x0zt3cOO+wHbyDLed50UgaR+77cFkjfJilCjw+8FiP3/5LBbS0tvmKp98CzLDArGRy2sAl7WCmqPYHtiiHoKRIzOBrR2ieCHozi5EJijYhcgEBbsQmaBgFyITFOxCZMLGWY2PPGEJATvbPFaw0B3W9mJLwkGZNgR11ejKOQCUg+vw1vRKNwBggCw/bwkmi41ZiVqwfE5sl/v4BG+PltwDNv0ht9HF813BkvtAML/Pnea2Nv3vFrqzC5EJCnYhMkHBLkQmKNiFyAQFuxCZoGAXIhM2jvS2FNj6yPYoKSFiILBFLXdYvkhUXyxKjohq6O0JHBniLapom6HLXCbbNMwTYaps7gHUK8EJIK8sK/IMjr6gmFx0yra+/x3UVieZMNVGIBvOBwUMozZO0Wu4HaJbMVMwA+lYd3YhMkHBLkQmKNiFyAQFuxCZoGAXIhMU7EJkworSm5k9AODjAM65+y2tbeMAfgRgH5qNdD7t7p3L+Zl7k9sBYDywRUleUcsdNltR9h3vaASQTk0AgKXAOBdIQ5YWqcaK/Lq+cOEStTWGg5fIlYvcNpeeyFKwu+jFeDmwzZZ52mG1kt5raZGf6LElrl9d2BOkKg4HtQFPchOtpRjdipkkeoEPWc2d/bsA7njDtnsBPO7uBwA83vpbCLGBWTHYW/3W33jpvxPAg63HDwL4xPq6JYRYb9r9zL7T3ScBoPU7qIkshNgIdPzrsmZ2EMDBTh9HCBHT7p19ysx2A0DrN6295O6H3H3C3SfaPJYQYh1oN9gfAXB36/HdAH66Pu4IITqFuUcVFgEz+wGADwHYhmae1lcA/CuAhwDcAOBVAJ9yd67f/P++4oOtJ0G2VphCFcl5LDlsdzAmupwGXZewlS+DjIzxYolFkpXVX+QTcokNAlCvst5bACZf47ZTZHuQ6ff+QF97cYzb5u4ItE9LZwjuKPH+T28f5PLa6eAlPFjnmYpDF7gsN1dPp0YuGJdfF5fSGYczT55FfbaadGTFz+zufhcxfXilsUKIjYO+QSdEJijYhcgEBbsQmaBgFyITFOxCZMLGKTi53kSFASPpLerbxvL6giQ03BjYtnLNrhSkh/UFBRGHiOZoRS4LeTXQG18J5LUZbuKFL/mQKOGwEMmUC3VuK6VlrQs1XiW0UOBzVRnifeAObOMS4A2j26htej4tby7VeAXLraXh5Pb/fppPsO7sQmSCgl2ITFCwC5EJCnYhMkHBLkQmKNiFyIS3hvTGvIx6rEXFHAOlJpTRGJFmFNjGA9v2Epd/ynX+z5X70rpiLeptNs3lmlNB0lsob5LksP7g9vIb3gYO5RLvb9c/uJfaaoW0k8sLfPLPVgN98BJ38qllfs5mh8eobaCQ3mdjlmfKbRkmEuAyz8rTnV2ITFCwC5EJCnYhMkHBLkQmKNiFyIS3xmo8Wz2PVtXb2V8HiBJQblricsLORb7qO9bH+1cVyEJ9o8H9eNsIT8ipje2itisNvqK9eGk+uf3kOd6f6GSwGj/nfDX+ph03UNvLZ48mtw8Yv88tWVDAcCmdWAMAy4tcynmxHEgv/emTZhUuhUzOpFfq54LkGd3ZhcgEBbsQmaBgFyITFOxCZIKCXYhMULALkQkrSm9m9gCAjwM45+63tLbdD+DzAM63nnafuz/aKSc3OiWuhOEdDS7jDJ05T22lEh9XH+La4VI1LeNUF7n0MzgUFN4r8fvB7jEuhxVH04kay9t5l7CTZwLtLZChXl4MekrtKic3b2rw/3mpwuWr4QaXS41l/wCYu3SW2kCSlwbHx+mQci19XuZK/DirubN/F8Adie3fcPdbWz/ZBroQbxVWDHZ3fwLAik0bhRAbm7V8Zr/HzJ41swfMLCr0K4TYALQb7N8CcBOAWwFMAvgae6KZHTSzw2Z2uM1jCSHWgbaC3d2n3L3h7ssAvg3gtuC5h9x9wt0n2nVSCLF22gp2M7s2c+KTAI6sjztCiE6xGuntBwA+BGCbmZ0C8BUAHzKzW9GsNHYCwBc65yKnPMrlk9HN3GZBrbDT51mPJwAk4enmQLkaq/AsqUpQw+3yEJd/KlW+z4X5tG0+nYQGAGg0ePunoNwdRkbOUdtQOS1RXTofyGsR8zPcdvEMt21J+zE9G0x+YRN3YyhYnuoPwmkpSLUcSLdyOrCL19bbQ9p8zfS/RMesGOzufldi83dWGieE2FjoG3RCZIKCXYhMULALkQkKdiEyQcEuRCZ0teDkYP8AbiZywshmft0ZLqdtmwbH6JiBAZ6d1Bf0jTr84vPUNvVqOkVgIVDrKoGtGGTLXQmUof4al94WicTGhTygjyuRuMITufBy0Cqr/3xas2v7Bcc7IQG1QM47TdI6TizwMXx6gXIwWfuu47Z60FJqLO3/+T6e9TYykM7mawSZd7qzC5EJCnYhMkHBLkQmKNiFyAQFuxCZoGAXIhO6Kr0NDw3gj959c9I22Mclg1opLePMF7n7g0FhwOIQl08aR7gkc5lkgAWiCoKEONSC9l9Ra7AdwT43k4St+UBpqgTyWqRCBS6GtraIkuWWeTFKFMi5DhQ0nAhsY8FklU5zWzqxrUktnXU4OX2RDrm4c396V3X1ehMiexTsQmSCgl2ITFCwC5EJCnYhMqGrq/HFYgGbyXJxYTmo0WXpZfA675CEBefLt8UyXyM/Px9koKwzQXm3cIU/SmpxsuoerCGHi8/RuK4SnGuc5TX0wDpU3TDKxywFq/uRPBGdGJ7TwsfNcj+qIHX3avz1qzu7EJmgYBciExTsQmSCgl2ITFCwC5EJCnYhMmE17Z+uB/A9ALvQTEc45O7fNLNxAD8CsA9N9ebT7h5UXEMz+aCYvr7UG1zkqRI5odLgct1SP5feale4bXYuypB48wRl2jqyT9785y3O7sA2ENjYy6oW9MPax7NWSg0eMvVqkG1UCu6rDaLnlYPsGVZ3z9dWg64O4Mvu/gcAPgDgi2b2TgD3Anjc3Q8AeLz1txBig7JisLv7pLv/qvX4CoCjAPYAuBPAg62nPQjgEx3yUQixDrypz+xmtg/AewE8CWCnu08CzQsC4jRrIUSPWXWwm1kZwI8BfMndg+8T/s64g2Z22MwOL1ai7xMKITrJqoLdzPrQDPTvu/tPWpunzGx3y74bQLJZt7sfcvcJd58YGoxWUoQQnWTFYDczQ7Mf+1F3//o1pkcA3N16fDeAn66/e0KI9WI1WW+3A/gsgOfM7OnWtvsAfBXAQ2b2OQCvAvjUSjvy5WVUqunqZI3FoKVRNS02LTrPG7tU57JcFUGGXS2wic4S3XreztLXAFwMcgRHSbocq00HAPP8tTi+ZRe1nYv8Lwf5gy8cT2/fzjPzigNpWa5R5BmAKwa7u/8CvDzfh1caL4TYGOgbdEJkgoJdiExQsAuRCQp2ITJBwS5EJnS14CQA2DKRy4ICkSP96QKR80u8uN7kDJdPZmqXqA1DwZQsEVkuak0kVk/0hesoGTGoN4nt5Hx6ILHu3EZNhe3bqW2gwO+dS4sz/HhjY8nNxSL/ElrjTPI7bECV/1+6swuRCQp2ITJBwS5EJijYhcgEBbsQmaBgFyITuiq9uTuWq2lJrBRoK4XltK0UNEsbGOTNwUbGeK+34fkytc0fn0kbbgr6hiGo8xFdatPJgU1OBbZuwhUq4EIb+7uBm0a3bKE2G+bn7HKdTOTCFX6wQAY+eyGY/LGgodtCULhlKJ3R11gM+g6yQjCB77qzC5EJCnYhMkHBLkQmKNiFyAQFuxCZ0N1EmGVHo5peQq9U+NK6l9JuLpb4Cv7Q6Ai1zSzyY82/OkNtNOFlMmj7EyzQIlhsxVBga4Poqt52Hk875fr4aQECdWX25ye4cVOwT7bCT9qQAQDOTHFb4CPmggSrQf5C6C+nV+MLJT7BlWVie4XLILqzC5EJCnYhMkHBLkQmKNiFyAQFuxCZoGAXIhNWlN7M7HoA3wOwC02V5pC7f9PM7gfweQDnW0+9z90fjfblZqj1pRNUFua4DlXsT7t5oZFuCwUAz06dobbKM8eorS2RaiHQoAJVLoTn8bRFR8rkBR2NKNH0vhjYojpzEUzqqwczEvUo5iXogFeCk32Z2wp/kk7kGdrLW01V6vNkZ1yOXo3OXgfwZXf/lZmNAHjKzB5r2b7h7v+win0IIXrManq9TQKYbD2+YmZHAezptGNCiPXlTX1mN7N9AN4L4MnWpnvM7Fkze8DMeMKxEKLnrDrYzawM4McAvuTuswC+BeAmALeieef/Ghl30MwOm9nhSjX6fqgQopOsKtjNrA/NQP++u/8EANx9yt0b7r4M4NsAbkuNdfdD7j7h7hOD/eu86iSEWDUrBruZGYDvADjq7l+/Zvvua572SQBH1t89IcR6sZrV+NsBfBbAc2b2dGvbfQDuMrNb0RRgTgD4wko7qnoDr9Wmk7bFJd6uCQtpmeG5GZ6dVJkOMpdC2tGTOkD0iWd/0AvplXX2/0BgGy5y29MkPexysL/+1TiUIFouZllq0fyeDmxBYhuCMnOR9lk5mz5gZWSYD7owmd5e52l5q1mN/wXSnbZCTV0IsbHQN+iEyAQFuxCZoGAXIhMU7EJkgoJdiEzoasHJ2nIdk3Np6e3sLMniATBPCkRW52b4wXhC3ApsEOktYnvwzeRTRBtq98uLkYIZyDzYSrZfDPYXqK8hvJsXMEC2B+plSNSWKyJdU7LJHEnpmw56aA2QL6iZ2j8JkT0KdiEyQcEuRCYo2IXIBAW7EJmgYBciE7orvTWWcfZKWruYLgZayAiRGTYFesbxID2pEOTVe6BR9REfx4OGbmcjrSlga7DPcrpAIQBgL/m/X2nPjbD4YtRjjfWqi3rfRRllEe2opWOBbW9gO9XGsYA422+S/AONk3zMNlJJs8D1S93ZhcgEBbsQmaBgFyITFOxCZIKCXYhMULALkQldld4aDcf0JZI2NBAULzRSyW8kqFD4rqApVy2Q1waCvm2XSUbRuUifapOLgQ71SmBjquK7glN9Mvifo95mOwIJcCvR3grB/eV0kOV1KciwY5ltAM/2i5rfRZJiJ2B97KJb8SDJEm0o602I7FGwC5EJCnYhMkHBLkQmKNiFyIQVV+PNbBDAE2iueZYA/Iu7f8XMxgH8CMA+NNs/fdrd0wXmrlIoAUO70raBhTfvZinIgNgSrNRPB8XOzgV+HI+WcLtIsDBNa8bVghX3/aPcVgt6Gr3GlpHB66qV+UtuaP9+alvcE5yXSvCyO0/Un6jeXdSGitXWA+LzEhGcGkqBJGUF+WSrubMvAfhTd38Pmu2Z7zCzDwC4F8Dj7n4AwOOtv4UQG5QVg92bXL1M97V+HMCdAB5sbX8QwCc64aAQYn1YbX/2YquD6zkAj7n7kwB2uvskALR+7+iYl0KINbOqYHf3hrvfimZa/21mdstqD2BmB83ssJkdDuuMCyE6yptajXf3GQD/BeAOAFNmthsAWr/PkTGH3H3C3SdQCr4SK4ToKCsGu5ltN7Ox1uMhAH8G4AUAjwC4u/W0uwH8tEM+CiHWgdUkwuwG8KCZFdG8ODzk7v9mZv8D4CEz+xyAVwF8asU9eQmob0uayru5xDN3KvmmAWDbAWBToGdUg397Krr+dVF6Gw5skWwUKZiMY0EiT5QIE03HEsnIucyTkBYbp6mtsJNrXsvjRM4FgArZ5+lgEoP8nnA+opZjQdlDsPyfqG5dhXwkDs7JisHu7s8CeG9i+0UAH15pvBBiY6Bv0AmRCQp2ITJBwS5EJijYhcgEBbsQmWDu7fTOafNgZucBXO1psw1cdOgm8uP1yI/X81bz423unhQIuxrsrzuw2WF3n+jJweWH/MjQD72NFyITFOxCZEIvg/1QD499LfLj9ciP1/N740fPPrMLIbqL3sYLkQk9CXYzu8PMXjSzl8ysZ7XrzOyEmT1nZk+b2eEuHvcBMztnZkeu2TZuZo+Z2W9bv7f0yI/7zex0a06eNrOPdcGP683sP83sqJk9b2Z/2dre1TkJ/OjqnJjZoJn9r5k90/Ljb1vb1zYf7t7VHwBFAC8DuBHNOp7PAHhnt/1o+XICwLYeHPeDAN4H4Mg12/4ewL2tx/cC+Lse+XE/gL/q8nzsBvC+1uMRAMcAvLPbcxL40dU5QbNGbLn1uA/AkwA+sNb56MWd/TYAL7n7cXevAvghmsUrs8HdnwDwxu6MXS/gSfzoOu4+6e6/aj2+AuAogD3o8pwEfnQVb7LuRV57Eex7ALx2zd+n0IMJbeEAfmZmT5nZwR75cJWNVMDzHjN7tvU2v+MfJ67FzPahWT+hp0VN3+AH0OU56USR114Ee6qMfa8kgdvd/X0A/gLAF83sgz3yYyPxLQA3odkjYBLA17p1YDMrA/gxgC+5ewf6YLftR9fnxNdQ5JXRi2A/BeD6a/7eC+BMD/yAu59p/T4H4GE0P2L0ilUV8Ow07j7VeqEtA/g2ujQnZtaHZoB9391/0trc9TlJ+dGrOWkdewZvssgroxfB/ksAB8xsv5n1A/gMmsUru4qZDZvZyNXHAD4C4Eg8qqNsiAKeV19MLT6JLsyJmRmA7wA46u5fv8bU1TlhfnR7TjpW5LVbK4xvWG38GJornS8D+Ose+XAjmkrAMwCe76YfAH6A5tvBGprvdD6HZhexxwH8tvV7vEd+/BOA5wA823px7e6CH3+M5ke5ZwE83fr5WLfnJPCjq3MC4N0Aft063hEAf9Pavqb50DfohMgEfYNOiExQsAuRCQp2ITJBwS5EJijYhcgEBbsQmaBgFyITFOxCZML/ARN6Pcy5ApsOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(np.shape(X))\n", + "X_batch = X[:10]\n", + "for i in range(np.size(X_batch, 0)):\n", + " plt.figure()\n", + " plt.imshow(X_batch[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b5a28c9d-cc7e-4ed6-a34a-335ad8ad6bd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[[ 0.04729803 0.03223922 0.00517647]\n", + " [-0.05074119 -0.06187843 -0.05364706]\n", + " [-0.08211374 -0.10501569 -0.08501961]\n", + " ...\n", + " [ 0.43161178 0.35380787 0.30713728]\n", + " [ 0.42376864 0.34596473 0.29929414]\n", + " [ 0.43161178 0.35772943 0.30713728]]\n", + "\n", + " [[ 0.14925882 0.11459216 0.07184314]\n", + " [ 0.13749412 0.10674903 0.08752941]\n", + " [ 0.25906274 0.21655296 0.20517649]\n", + " ...\n", + " [ 0.39631766 0.33027846 0.2796863 ]\n", + " [ 0.41200393 0.34596473 0.291451 ]\n", + " [ 0.43553334 0.36949414 0.31498042]]\n", + "\n", + " [[ 0.31004316 0.26753336 0.22086276]\n", + " [ 0.1649451 0.11459216 0.07576471]\n", + " [ 0.20808235 0.15772942 0.1267451 ]\n", + " ...\n", + " [ 0.03553332 -0.02266274 -0.00658824]\n", + " [ 0.10612156 0.04400393 0.06007843]\n", + " [ 0.18063137 0.11851373 0.13458824]]\n", + "\n", + " ...\n", + "\n", + " [[-0.24681963 -0.13638824 -0.07717647]\n", + " [-0.25466278 -0.14423138 -0.08894118]\n", + " [-0.25858435 -0.14030981 -0.08894118]\n", + " ...\n", + " [-0.14485884 -0.05403529 0.00909804]\n", + " [-0.1370157 -0.05403529 0.00909804]\n", + " [-0.14093727 -0.06187843 0.00517647]]\n", + "\n", + " [[-0.2507412 -0.14030981 -0.07717647]\n", + " [-0.24681963 -0.1285451 -0.07325491]\n", + " [-0.2389765 -0.11285882 -0.05756863]\n", + " ...\n", + " [-0.10172158 -0.01481961 0.05615687]\n", + " [-0.09387845 -0.01481961 0.0522353 ]\n", + " [-0.08995688 -0.01874118 0.0522353 ]]\n", + "\n", + " [[-0.24289806 -0.13246667 -0.07325491]\n", + " [-0.23113336 -0.11678039 -0.0614902 ]\n", + " [-0.21152551 -0.08932941 -0.03403922]\n", + " ...\n", + " [-0.08603531 0.00086667 0.07576471]\n", + " [-0.07819217 -0.0030549 0.07576471]\n", + " [-0.07034904 -0.0030549 0.07968628]]], shape=(32, 32, 3), dtype=float32)\n" + ] + } + ], + "source": [ + "print(X_batch[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c7dec870-4d98-4f9b-be5f-791343fb150a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([10, 32, 32, 3])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_batch.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "34ccf00a-cfac-495b-ad73-55e1c88b7a73", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/db202/anaconda3/envs/ProgLearn/lib/python3.7/site-packages/tensorflow/python/util/dispatch.py:206: sample_distorted_bounding_box (from tensorflow.python.ops.image_ops_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n" + ] + } + ], + "source": [ + "aug_seq = get_aug_seq(np.size(X_batch, 1), np.size(X_batch, 2))\n", + "X_batch_aug = tf.map_fn(aug_seq, X_batch)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "be5d489b-3daa-4a06-8065-e599aa23507a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(10, 224, 224, 3)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbRklEQVR4nO2df8wlV3nfP9+1wVIBKXbAlmU79Ro5UW1ULQQ5lSgo/RFwrCoLlUgXRchqURckWwIplWqD1KL+laYx+aeCyBFW3YrauCUEC5EGy0LhnwSwiTE2xngNDl68shtS1bSJknrfp3/cmb1nZs6ZO/fXzrw738+r+87Mc87MPHPvPd/znDPnzlFEYIyZL0fGdsAYMy4WAWNmjkXAmJljETBm5lgEjJk5FgFjZs7eREDSzZKelnRK0h37Oo8xZju0j3ECki4Cvgf8EnAa+Abwvoj4zs5PZozZin1FAjcBpyLi+xHxN8D9wPE9ncsYswUX7+m4VwHPJ9ungV8oZZZ0CIctqrVsU7qkQ3ip5kLhzyPiDW3jvkQgVzIa335JJ4GTezr/njmCuAi4uFqKxeXVL4jWdpreTLuQREEs3pvFxx+da4vCem7b7IE/yxn3JQKngWuS7auBF9IMEXE3cDcc1kjAmAuDffUJfAO4XtJRSa8GTgAP7ulcxpgt2EskEBGvSLod+EPgIuCeiHhyH+cyxmzHvpoDRMSXgC/t6/jGmN3gEYPGzByLwEb092Pme8Xj3JoxU2JvzYELmyA4QBwQCKHMbb/S7cL0luGFTX3jdJNUc/6wCGzMAcHZ6qtcf6EPesYHzAO1ttSIi9oFP922KIyFRWBjAjibfG0v1AFA6yC648TWEQIzBhaBrVgIwXLdLFhV0EsF34IwBu4Y3Jo51/wp3QigudWXXvr9xVSoI5wj5KOdw41FwOyQdYUgl3dKBUx0BaC9nJK/m+HmgNkxOSFIewTSHoJSM2HsZkEqSErEa+lX17vDGw1aBMyOSOv5/j6Avq2mEMD5LVxpzd4u/M3mizpikP6S9HBhETA7IBfK99Xm6946pOdY29Iu+F1bKnDR8q15HZzLdZiwCJgdsUoI1r1jkB4nWtupvZ13KHVxbxf4dlq9XdvqCGDpb1mmDocYWATMlqQ15arC2Nc/0N6/ZG8fr+9cQ7b6Cn5uWefqRgDNq5tC38YwLAJmR/QV1L7+gXxAvW7tXhahftvqQt+8p7EqAjiMQmARMFuQ3kJr24eH/t0egs3D++760DEK6vzP5et2CK66umkLAGwxTkDSNZK+IukpSU9K+nBl/7ikH0l6rHrdsjt3zXRYCoAaYlC63796DIFQjwC0z5G+jjTWl0c6ghr39ZcvdV6q8qYvtdZz13yE5XMVS+/JtNkmEngF+PWI+Kak1wGPSnqoSvvtiPit7d0zU6f/K75uZ+CqI+dt3aZArgbvT2+vl46Z/kBsEb8c/l9FbCwCEXEGOFOt/0TSUyweNW4uaNK2cq5WrvMMvStQOn7/drng97X32/6XzlP2od0PsPrqpt8vsJNhw5KuBd4MfK0y3S7pcUn3SLp0F+cwU6BPAJopQwtVfyzRzqfG/9Se+qGsf81QvS+93NQoH6+7vXw/pt4k2FoEJL0W+BzwkYh4GfgU8EbgGItI4a7CficlPSLpkW19MOeDVe3dpj1fWNc9X3N9VeHP+9bMr4xtVQFv9lf0FfxV/k2TreYilPQq4IvAH0bEJzLp1wJfjIg3rTjOdGMlQ/PL3tyu0/Ohd3T+5ycgyY0JaC7Lt/LS1G2aB+m5SudZ+Jr2C7SfGhUcZNIOCF5hAjwaEW9tG7e5OyDg08BTqQBIujLJ9h7giU3PYcamP+yt83RH1vUVtiHh/1ABaPvV9XnpYX5fGjn67nTk34e+iKDUZJoa29wdeBvwfuDbkh6rbB8F3ifpGAsJfA744BbnMKOSq/2b630/sqk7xUrDgYb7UFq2f7SULhmU3s616ji5DsF0vc7bTFMn15TYy9Tkazvh5sAEEem8grkavm/cfTfUr4Wga+/+BqAtMqXaO3fe1L/+9H6RyB2jvo58cyDfFFjYF82Bs4xMtjngEYOmQC7MrpelDrbUBs3bY301YSktV3BT38p5hrT/8yLRFx10vW2uq2gHEb3vwXhYBEyGUrt4sRz6I5sFSwFI//efu7SdtrVTP5t5u7X30CihXxj6PK5/TZAXiPS9tAiYQ0E9hHZI+L2qOVCuN1eNFmyG6rkCvyp0HxoltGv/clTQ7706aUvha/s/HSwCJkM3Elhd+6fL3JOBhgpA24e2NR+ldAP2/Lo69lLzhoy9T9KiKuzdtGX0Ms0mgUXAtEgL2JFzliGhfyoUzecIwnoCUPInHxH0RwDtKxjSBMgJXzO4z4X8pSvrRgMWATNpuiP/VofYbVsuEqiP3b5dOLxQdGv75hDdYRFAzu9206IrDLWlHNeUmgL1e7EQ1eWPjqYjBBYBk6FdwNZpZ9db7d/XwWZf/FIk0L570fZtud0VsuVxc1GAknXOWeq0+lZgu8CX7wxE4u8UxwxYBEyLfJu7md7M321nt+m7/ZdPaxfwXBQwxL/VkULzOO0mQFsQ6ly5TsG+KKApAKX3aRwsAiah1PbO17CLtVxat+3cPU67GJXOlfOtXbv3RQB96asEICcU3SNHy5Y7TzSOKYIjUEUUY2MRMAnLL/7QUDu/3R8RlIPhfMjePfbwKGWYj7njd9PSAr+s6Wt7/b5FponQ9teRgJk0fYW/L9RO8zRvjg1v/eba+u0f4uT8LNfCfUQxV7tjU+fWmnly9Emc6PaTjI9FwCS0a6t8rZVvApS282F/vqiUmiPNtL4hvf3NiX7KorAuSwHJNxfS93n8DkKLgGmR7wzrtrO7W83as7nP8qveHFHflYimCOSbJX1NghzrFO205o9EcJo/eFrvpmb+fRy/+C+wCJiK/nZ2uZMtZ8uLQZP6Z8a5XLmIoNSW3rzmX3qxuxigPnMu/onM+zoFLALmHN0hue3Qu5m7bGsXqsgUgmU+NfZpy00pMugThrwXQ2j2AJSuZxOmKQBgETDnaEcBq9reffZS/R5FIVjmHVbA+33KH30TdhMjNN/HZj/B+I2CrURA0nPAT1g8LeGViHirpMuAzwLXsniy0K9GxP/azk1zfuh7UAc9tj57sxjlhSA9RrnGL/14qHmuvAd9XuZr/3bqunKQ82ua0cAuHjn+DyLiWPLEkjuAhyPieuDhattMnmZt3B0oM6SDLnfM7nG6YX47va9PoO+8q/MMGbVf7vYbUmun17i05P5PhZ3MO9DiOHBvtX4v8O49nMPshVyhbKetW/iGCkF/QS8XmyEFakjTIkck/5e29QP4UgQwDTHYVgQC+LKkRyWdrGxXVLMT1bMUXZ7b0fMOTInmrbjVnW/ltPxQ2+E1fnkAUv6V/l+nsK9XkNu5+x+GUrY116cSFWzbMfi2iHhB0uXAQ5K+O3THiLgbuBvwg0YnQV8E0L9fVyLqwbN1Snm9+eu7fBOkJErL/+1HdaTnal9jud9gveK4+ivb/C1lu0NwOmwVCUTEC9XyJeDzwE3Ai/XcA9XypW2dNPumHQHUtm4t3/1rHyfdP2fLRwTlPohV0QjJcfLX1U9kl5G1r/swlFX2aYjBNpOPvKaajRhJrwHeyWKikQeBW6tstwJf2NZJcz5ofzn7i3t/Ic3/Tj+/X+lYueZBad92eum6UjZrEJQbAvnC3X0f2vnHF4JtmgNXAJ9fTETExcB/jYj/IekbwAOSPgD8EHjv9m6a/bL8Qqat7Gba0GPAchBQJIF6+zilADwvKuWmQLrMPdYjd/xlh1/X61Ws23KtmyvT/PEQ4MlHDMBFiItRtYSLq2VfoLjqi7ysO6O13V2mhbcrSKUmxNKWfn3S3vumvbvejVia27kaO+d32oTopi+eRHRAcLZ6HUC1DM5yHp8rsNu5CM2FSLteHOO89fZQW3v/oVFMLi0X9JcLfboeRcGhJ33dfob9YBEwCblbYX0DZ8b4AvfdRkzz9KevZlUUkdb0q8SDwj7jCwBYBAy5IrGOGOyCde67p2m5voP21naFP7K1dp8A5Jom7fcvWmnjYhEwLfpC1ZJt95RC+nwxzhX0zW7F5QtmZF59AhCd/8v8pWbFeFgEZs+QDr5VBb//y1w+w9BCUBorkB49nzas+Of8SAt7N+8qASg3A7q2sbEImAy5CTLOTwSwmr6xAnlBKN2rH8b6EUA51K+bAdMRALAImJX093pvf8zhDCu+/YJQph2ql1LXFYDy8aYiBBYB00Nfr3ff+vlj6Mi7IT0LNc22ezcSWF8A+o41PhYBw3LATdDtvKoZv8Av6A4Y6grBOs2EdegXhJIAdPsULALmkNANWUsdaOsdcRO6Tx3e5BjlrTbLa++LApZ9BP1NgOn1A6RYBEyBtAW8beFfdZ5VlIb+pL8lWC8KKNtqn/Kdesv1xXLVOIHmEfoirfGwCJgMuS9yf0fX/uj7kVEzz7D+gaG/eWhHA21r7jcKpfeteYxNnk20TywCpkX+C99MO19f4iG1d1+Q3xWFIY2AdDsN+vPvR7mZ0B9NTAeLgCnQ/CL33egaTxT6RgquE/7naBbqZbfpqlq/aetGC+318bEImAxDv+i7OMdQ2rV5WQBWdQDmf4I0rFB3a/pVAlDKPx02fqiIpJ9jMb9AzXXAvwF+CviXwP+s7B+NiC9teh5zPml/kdVY787Np2y+7vHWucPQ3r89Q9FQ/8u25ZTipWbO0GV6tK49zbF4dsBiOTUh2MlDRSRdBPwI+AXgnwP/JyJ+a439p/WuzAohLgKOII5Uy8V2aXhu91mEuWU3nF5dg6ZjAI5k1xf+Lddz5+LcGfPn639+4Kqavl/Y8s8NOCB4hQPOspinZzSyDxXZ1TRk/wh4NiL+rHrcmDnELGr8XA2fRgQpauUh2W9Ix1m7DkiP0xdttNdL5y0JQC5f2dbtHSk3IZp5D6ifJjRFdtUncAK4L9m+XdLjku6RdOmOzmHOO0Nqwnbh6RamYb3p/e3r4bX1MDFovg5ar4UtWi/OPQps+Ziw5SPDmrY6b5o2VbYWAUmvBn4F+G+V6VPAG4FjwBngrsJ+nnxkMpQLcMnWDe/TZdtWKuTtQltKW1X75tZXiUH+tWy/14W+XcjPFtJygrDM073O6bB1n4Ck48BtEfHOTNq1wBcj4k0rjjHdd+iCp25zL/sEluur2/75GYcgHwXUy3boHMmxjlDuE2j3B6QTeuSij1W2tPAftGwHnfzdfobltZabCpP6au+tT+B9JE0BSVfW05AB72ExF4E5ZAR1ka7X8svlHYPcl31VMyBdts9c23P9DYv15p2KXM1fspUK/wHLwt5dL0dAues4PGw7NfnfAn4J+GBi/k1Jx1i8K8+10syEqYt1swCVBWCVEGz28I0+Aei7PVnbhxX+7quu+Q8625HkuRDZSgQi4i+Bn27Z3r+VR2ZEmoVqKQolAcjtWccPfQJQSlslACUhaBd8aBfy7nj9NLxvCkAkHYTNSOHCxCMGTYa08NTbTXt/rb7q1c6fWlZHD0P8XiUM0VlvCsCyc3B6g3t2jUXAVJQKWe6x2aXaPc79lfO1j9ncv5xePq86Preva9grFYDl7cILn10NFjIXHM2wfBF8l5sDeVu+8PbP1tPX/Cg1Der91n0tC3xXAC7s2j/FkYDpBOR0Cmm78JaiglzhLglAf1NhvWXpeppnbob/JR/mJQBgETBF8gUzPya/zza0cK/TdMjtu+rVvbZoLOsoYF4CABYBA5Rq/lKBS//n0sv79QkD5466bs2fv578Kx8FpLcB54f7BExF0BweVG/nCsYyR72e65zLt/27Bbo5YhAWddMBwRHEQbW9jESWtgPqcQrQHvHXFZ70dt8c7wKUsAgYoFms6+11CkVOArrr0crR3kuVF/Xw4HoYc996faRSwV8KRFcQziYCMF8sArOnWSMvx+bXr1yfQHO/3LHKeYZ4osqThSCQiII4ck4kovE8gZIQ5AQgjRyMRcCwDJ+XscBy3F9fG36//izOdJalKBxJlvWPnLp+NkcCLo93/vw/XFgETMKyoATp8NyxC04awrejhDS93elnhmARMC1ybfkpkUYJB4nNbIpFwBQ4DAXrMPg4fTxOwJiZYxEwZuasFIHqYaEvSXoisV0m6SFJz1TLS5O0OyWdkvS0pHfty3FjzG4YEgn8J+Dmlu0O4OGIuB54uNpG0g0snjx8Y7XPJ6s5CYwxE2WlCETEV4G/aJmPA/dW6/cC707s90fEX0fED4BTwE27cdUYsw827RO4on6YaLW8vLJfBTyf5Dtd2YwxE2XXtwhz0w9l7+NIOgmc3PH5jTFrsmkk8KKkK2HxiHHgpcp+GrgmyXc18ELuABFxd0S8NfccdGPM+WNTEXgQuLVavxX4QmI/IekSSUeB64Gvb+eiMWafrGwOSLoP+EXg9ZJOA/8W+A3gAUkfAH4IvBcgIp6U9ADwHeAVFjMTTXcSNmPMbqYm39oJT0NmzPkgOw2ZRwwaM3MsAsbMHIuAMTPHImDMzLEIGDNzLALGzByLgDEzxyJgzMyxCBgzcywCxswci4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzNl08pH/IOm7kh6X9HlJP1XZr5X0V5Ieq16/s0ffjTE7YNPJRx4C3hQRfxf4HnBnkvZsRByrXh/ajZvGmH2x0eQjEfHliHil2vwTFk8VNsYcQnbRJ/AvgD9Ito9K+lNJfyTp7aWdJJ2U9IikR3bggzFmQ7aafETSx1g8VfgzlekM8DMR8WNJPw/8vqQbI+Ll9r4RcTdwd3UcP2jUmJHYOBKQdCvwT4Bfi+qRxdUchD+u1h8FngV+dheOGmP2w0YiIOlm4F8DvxIRf5nY31DPQizpOhaTj3x/F44aY/bDppOP3AlcAjwkCeBPqjsB7wD+naRXgLPAhyKiPaOxMWZCePIRY+aDJx8xxnSxCBgzcywCxswci4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzLEIGDNzLALGzByLgDEzxyJgzMyxCBgzcywCxsycTecd+LikHyXzC9ySpN0p6ZSkpyW9a1+OG2N2w6bzDgD8djK/wJcAJN0AnABurPb5ZP24MWPMNNlo3oEejgP3Vw8c/QFwCrhpC/+MMXtmmz6B26tpyO6RdGlluwp4PslzurJ18LwDxkyDTUXgU8AbgWMs5hq4q7Irkzf7/MCIuDsi3pp75pkx5vyxkQhExIsRcTYiDoDfZRnynwauSbJeDbywnYvGmH2y6bwDVyab7wHqOwcPAickXSLpKIt5B76+nYvGmH2y6bwDvyjpGItQ/znggwAR8aSkB4DvsJie7LaIOLsXz40xO8HzDhgzHzzvgDGmi0XAmJljETBm5lgEjJk5FgFjZo5FwJiZYxEwZuZYBIyZORYBY2aORcCYmWMRMGbmWASMmTkWAWNmjkXAmJljETBm5mw678BnkzkHnpP0WGW/VtJfJWm/s0ffjTE7YOWThVjMO/Afgf9cGyLin9Xrku4C/neS/9mIOLYj/4wxe2alCETEVyVdm0uTJOBXgX+4Y7+MMeeJbfsE3g68GBHPJLajkv5U0h9JevuWxzfG7JkhzYE+3gfcl2yfAX4mIn4s6eeB35d0Y0S83N5R0kng5JbnN8ZsycaRgKSLgX8KfLa2VdOP/bhafxR4FvjZ3P6efMSYabBNc+AfA9+NiNO1QdIb6glIJV3HYt6B72/nojFmnwy5RXgf8MfAz0k6LekDVdIJmk0BgHcAj0v6FvDfgQ9FxNDJTI0xI+B5B4yZD553wBjTxSJgzMyxCBgzcywCxswci4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzLEIGDNzLALGzByLgDEzxyJgzMyxCBgzc4Y8VOQaSV+R9JSkJyV9uLJfJukhSc9Uy0uTfe6UdErS05Letc8LMMZsx5BI4BXg1yPi7wB/D7hN0g3AHcDDEXE98HC1TZV2ArgRuBn4ZP3IMWPM9FgpAhFxJiK+Wa3/BHgKuAo4DtxbZbsXeHe1fhy4v3ro6A+AU8BNO/bbGLMj1uoTqCYheTPwNeCKiDgDC6EALq+yXQU8n+x2urIZYybI4HkHJL0W+BzwkYh4eTH5UD5rxtZ5hqDnHTBmGgyKBCS9ioUAfCYifq8yvyjpyir9SuClyn4auCbZ/WrghfYxPe+AMdNgyN0BAZ8GnoqITyRJDwK3Vuu3Al9I7CckXSLpKIu5B76+O5eNMbtkSHPgbcD7gW/XU5ADHwV+A3igmofgh8B7ASLiSUkPAN9hcWfhtog4u2vHjTG7wfMOGDMfPO+AMaaLRcCYmWMRMGbmWASMmTkWAWNmjkXAmJljETBm5lgEjJk5FgFjZo5FwJiZYxEwZuZYBIyZORYBY2aORcCYmWMRMGbmWASMmTkWAWNmjkXAmJkz+JHje+bPgf9bLQ8rr+dw+w+H/xoOu/+w32v42znjJJ4xCCDpkcP8+PHD7j8c/ms47P7DONfg5oAxM8ciYMzMmZII3D22A1ty2P2Hw38Nh91/GOEaJtMnYIwZhylFAsaYERhdBCTdLOlpSack3TG2P0OR9Jykb0t6TNIjle0ySQ9JeqZaXjq2nzWS7pH0kqQnElvRX0l3Vp/J05LeNY7XTQrX8HFJP6o+h8ck3ZKkTeoaJF0j6SuSnpL0pKQPV/ZxP4eIGO0FXAQ8C1wHvBr4FnDDmD6t4ftzwOtbtt8E7qjW7wD+/dh+Jr69A3gL8MQqf4Ebqs/iEuBo9RldNNFr+DjwrzJ5J3cNwJXAW6r11wHfq/wc9XMYOxK4CTgVEd+PiL8B7geOj+zTNhwH7q3W7wXePZ4rTSLiq8BftMwlf48D90fEX0fED4BTLD6rUSlcQ4nJXUNEnImIb1brPwGeAq5i5M9hbBG4Cng+2T5d2Q4DAXxZ0qOSTla2KyLiDCw+cODy0bwbRsnfw/a53C7p8aq5UIfSk74GSdcCbwa+xsifw9gioIztsNyueFtEvAX4ZeA2Se8Y26Edcpg+l08BbwSOAWeAuyr7ZK9B0muBzwEfiYiX+7JmbDu/hrFF4DRwTbJ9NfDCSL6sRUS8UC1fAj7PIkx7UdKVANXypfE8HETJ30PzuUTEixFxNiIOgN9lGS5P8hokvYqFAHwmIn6vMo/6OYwtAt8Arpd0VNKrgRPAgyP7tBJJr5H0unodeCfwBAvfb62y3Qp8YRwPB1Py90HghKRLJB0Frge+PoJ/K6kLT8V7WHwOMMFrkCTg08BTEfGJJGncz2ECPb63sOglfRb42Nj+DPT5Oha9tt8Cnqz9Bn4aeBh4plpeNravic/3sQiX/x+LGuYDff4CH6s+k6eBXx7b/55r+C/At4HHq0Jz5VSvAfj7LML5x4HHqtctY38OHjFozMwZuzlgjBkZi4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzLEIGDNz/j9O3N1jt1C/kQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(np.shape(X_batch_aug))\n", + "for i in range(np.size(X_batch_aug, 0)):\n", + " plt.figure()\n", + " plt.imshow(X_batch_aug[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "57a88cf1-6a7f-4057-89de-61ad9720676b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " ...\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]], shape=(224, 224, 3), dtype=float32)\n" + ] + } + ], + "source": [ + "print(X_batch_aug[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ba7acefd-48c4-41de-8908-42bf5909c02b", + "metadata": {}, + "outputs": [], + "source": [ + "X = X_train[:100]\n", + "X = tf.math.multiply(1./255, X)\n", + "X = tf.map_fn(aug_seq, X)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "19218cf4-df56-4d38-9433-db2f4ff852eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABQO0lEQVR4nO29f4xt2VUe+O2q9173ew0SOG17Gv8Y/5AdyR5pGrA8f3iGyYwnGUCZcRgFYv8BTmLFIGERJEbChmgGJbJEMthopJGQjIziGYGNJUOwEBowVqIkEsbYxAGbjoNtHNK4ZTuYjIF0v3qvas8fdVf1V199a+197q16davfXdLROffcc/Ze+8f69rfW3uec1nvHTnayk/tX9i5bgZ3sZCeXKzsQ2MlO7nPZgcBOdnKfyw4EdrKT+1x2ILCTndznsgOBnezkPpcLA4HW2re21j7dWvtMa+2tF5XPTnayk82kXcQ6gdbaPoB/C+AvA3gcwG8BeEPv/ffOPbOd7GQnG8lFMYFXA/hM7/1zvfcDAO8D8LoLymsnO9nJBnLtgtJ9HoB/T78fB/BfZRc//PDD/UUvetEFqXL1pfeebkdHRyfb4eHhqd9xL6fD0lo787u1hr29vZONf8ex2+9k++XjH//4f+i9P1vPXxQIuF5xqge21t4M4M0A8MIXvhAf/ehHL0iV7RbnjqlR3blzB3fv3j3Z4vedO3fw53/+5yfbn/3Zn50cP/nkkycgwWAR+YXBsyG31vDAAw/g5s2bdnvggQfSbbf8/PJkFoT39vb+nT1/rto8LY8DeAH9fj6AL/AFvfd39d5f1Xt/1bOffQacdrKTndwjuSgQ+C0AL2utvbi1dgPA6wF88ILy2slOdrKBXIg70Hu/21p7C4BfBbAP4Gd675+6iLyeidJ7X+xnz9Dx1towLrBO+jtX4GrLRcUE0Hv/FQC/Mnv9Mym4NGsUSwxrFAjUgGFI1Ove3t4pcOGYgPsdeUY+ummMYak8k9r7qsuFgcBOcllqOBUAOCBgYSN3/2UgoHmq8XPAMSvPztCvhuxA4ALEGVzIuiOnmxZUAFAgUADg36yr2zsAyIBA82OdHRDswGG7ZAcC91DOEwDcugDHBABP9StDVCCoXIHYGPh2Rn61ZAcC90jWAYC4Z6k7wIbptkoyd+Du3btnQIddAR71q8DmDiC2T3YgsIXiAGPGHWCDBPyCoL29PZuPG8U5n729vVNsYBSI3MnVkR0IXJBUcYFKMgCIfRWoc0E6twyYdVM6vyQwyOAz4w7sAGI7ZQcCWySjKUM1QGYD1ciszwSEwWb3RH4cE2itlTGByIvv3xn91ZAdCNwDmWEEzghDnOEfHh6e+OmZcXI6OhVY6cUAEMYPYJp9cH472X7ZgcAFyaYzAXzMhs4PEfGDRQ4M3JRg/FYWMFr4o3q4vDje4PLcyXbKDgS2SBxFDwPVpwh5YyDgEToDgSwvfvxYt/39/RRsjo6OsLe3d7LX+MJOtlt2ILBFoqOyztNnQJCxgSpA5+II6kKoXo4JRF7A00uTdwBwtWQHAhcgbupt5h5Hz3WxDoPAwcFByQbcCj7NrwKDuG5/fx+995RxBAgAp12N+L2T7ZYdCGyZZOsBXDxgNiZQ5TNiBAEA+/v7ZUwAOAsAO7kasgOBeygjmqzG72YCnEvgRujKwNUdyK5jAAgmoADA7gBPR+7A4OrIDgTOWUYdPwMC5w6woWVMoGIDvfdTEXvNbwQErJeuGFQg2Bn+1ZW13yzUWntBa+2fttYea619qrX2d1fnf6y19kettU+stm8/P3WvlmSxgcpYHBOIvb5fUN89mPnr2dOAbmMwUXDRfLIHmHZgcLVkEyZwF8AP9d5/u7X2tQA+3lr70Oq/n+y9/8Tm6l1t0aW0Luoe4gw1o/1uc0avTwPGNF7kpwHIGPGPjo6wv79/ssKwYgKx8arEHQBcLVkbBHrvTwB4YnX8p621x3D8qvH7WqpnBvQ/pdxsVGz0bhZAR+OZpwnDWAGcupb3e3t72N/fP3WcrRNg5hDg4VYtOtlNI26PnEtMoLX2IgDfCOA3AbwGwFtaa98D4GM4Zgt/ch75XEXJQEH9bmYCme/PQKDUXY2ag3VZ3no9M4FgAwwmzkWILVjDLADsZHtk47cNt9a+BsAHAPxg7/2rAH4KwEsBPIpjpvCO5L43t9Y+1lr72Je//OVN1dhqcfP1ygI0ABgGn7GAavVelqYDloODg5M8+HiUpwOCKj6QrUHYyeXLRkygtXYdxwDws733XwCA3vsX6f+fBvDL7t7e+7sAvAsAXvWqVz2jekP2Pj8XE9BpQZ0CVMOcdQeqJcCONejoz88SxN4FDpkJHB4enmIPO7kasjYItOPh7d0AHuu9v5POP7KKFwDAdwD45GYqXk0ZvU8gmxJkJqCjsnMHspmAzOCd4fM1ASbXrl07M3pnMwhh/I4F7GT7ZRMm8BoA3w3gd1trn1id+xEAb2itPYrjz459HsD3bpDHlZYqHhB7NyWoQBBgMJoOrNYazG4xkms5Wmun8lUgYBBgFrGT7ZdNZgf+Jfw3B6e/NXA/yCgwqIG3KibgFga54J5bH8AAk/3PDEDLADzNBKq4wG6twNWT3YrBeyD6yi7nn+uioMwlUCbg5vqdi5EF8TI2ofoHE1gSFNzJ1ZAdCNwjyVwAN/pXcYARA9Ago47aVRzh6Ojpl4PMRPq1XK6sO9l+2YHABYsah1sTkIFANjPgRn5n0A4AHAjw/a21M0G+JUCQgcNuYdD2yg4ELkiyUdDRdPdMQBULqPz/EQAwCDhXIu7VqUKl+RkQZGXvfbdCcFtlBwIXIBUAOCbAMQBlBDwz4NwBN7vgQCYDATXwWSagZRqVfSfbKzsQSGQpjZ3p/G7EdUBQsQHHBLJpxgwIXBQ/No0HVK5ABQauTi6LDexcklp2ICAy6sibppsBQBYQPDg4sKsEqxmGkUtweHh4oosDATeNWAGBqzMu72UZX9WWO0B4WnYgQHJRVHZmZiADgoODg3I6LosFVDEBBQHWMTP+DAi0nNsQD5hlZTsgOJYdCKzkIgAgM4hsajBzB7LFPo4NODBwKw1Vvziu3AHNM+7LjD+rk4syvqVtuHMTjmUHAhck2SjJxqXG6YDgzp07NvCXzQ5ki4MYEOJep/PoGQB3X2ZEI6M8L+PbFMDvd1awAwHkIzawXkd1IyWAdE2AWw+wZM2/MoXRo8ZHR0dn9HW6h+i3DONlI/v7+7h27drJcbyNqProyXnLeTGQ+5kVbA0InAcdX9dgq3OVXrNf9onN+f8BAO4hIRfom40FcDyA7x2N7Boj4DcIBxCw0TMQ6NePL1pmfX8+Hul1P4LB1oDAechsA1adZwkYVfmpH52tC3Av8tARfEkwcOalI8oEVGeNoisLUDbgmAB/+PSyZBOGdz+BwTMKBELcVNDSUWNpfvpZbgWALBh4584d3L59+wwTWDIbUM0KzDzckzED/ZJxBgDXrl3DtWvX7ikTGLXVzP8zOt4P8YJnJAiwLPEZzztfZgDMBDgAqO6APiMwGxPIpgUzIMjKXDEB5w5kMYGMCVw2OLhrZ1jBMxkInvEgMCOjuIAT995A98hwRtlHDwnNsAAFAjcVyBvrlNXDKDDIvv9lxQSytjkvJrfuNVdVNn3H4OcB/CmAQwB3e++vaq09C8DPA3gRjt8s9F19i982vA4AxDXV1Fg2fefeFVABwSwDcECTxRPWDQxW7oBjAtsizsXJrhnNIGxTuc5LNn7bMID/rvf+aO/9VavfbwXw4d77ywB8ePX7ysg6dNKdU3fAjdTV7MASJrDUHXAxAt2A9QCAmUBlMOdtTLPs4DxiCc80OQ8QUHkdgPesjt8D4K9dQB4bi6O966ajx1XUvnpxiD4tODL2KjCYGf6o3NV6APX/NRYwCwDnVd+jcxUwbDJD9EwDgk1BoAP4tdbax1trb16de25fvW14tX+Ou/Gyvztwnp00iwHwaH/79u2TWYDRtKDO6WdgoCN+NZ2oozyP9s7gr1+/juvXr+PGjRt44IEH8MADD+DGjRu4ceMGrl+/buMAGhScWZxzEeJGfxfvGAHFkjyusmwaGHxN7/0LrbXnAPhQa+3fzN7Yi+8OrFvB99pfc53NgUA2C7DkDcIj6p+N/jpd6ag+U/4Y8QMAGAgUBBQItmF9QBbv0MCtTulmaz3uhxjBRkyg9/6F1f5LAH4RwKsBfLG19ghw/A0CAF+aTGtjin4v0Vl9f97UBWAAqIBgydqAWfrPYODcgWzaj4EgmMADDzxwwhCuX79+JhiYLRm+zJkCZT/ueCadZ7Js8mnyh9rx14jRWnsIwF/B8YdGPgjgjavL3gjglzZVcoksabRNO6cDgjA6jQFU7kAWDMzcDGYabnYgM3wHABr4c+7AukzgXgX/qnbR9qnSWQcIngkgsYk78FwAv7hq6GsAfq73/v+21n4LwPtba28C8IcAvnNzNbdXtHOpz66ugGMB2evD2JCzIGDFIJwroJ3WAUDFBJbEBC6jLbJzQd2zPV+/jmtwlWWTj498DsB/ac7/MYDXbqLUpnIZDaajtgMBZgKj14m7EdxNN7r7NLCYMQGgDgzGyH/jxg08+OCDJwBQMYF7uU5gdoQ+LyCo8rrKALFbMbimOONy0Xt9PqBaF+Ci+5zuiAWMQCT01mcCRu5AxQRcTOBexQO0PXivbRS6zBq+M+yrbuyZbAUIbBoQDNkEzdcVpdxuCW/mDqgr4Ix+CRDofayfC4hlxj8bE8jiAZc9S5Cxn6pPBDDE8eh6l+dVBYitAAEAJ512JDMVXTXieUSBdeTnrXpfwJJnBByzyEb9LBaQlYtnBJT686ivWxYUvBei5cjovouDxLEGLavfcc7pcVWNPZMrBwKAbxxH8RjdM6k6V5W389MPDw9PGXo2NaguQAYoMyCwDgAwCFy/fv2UoT/44IO4efMmHnzwQTz44IPDoODIICqjmTGo2fbT4KzbMqbCroyymvuBDWwFCPR+PLdeiVauM/YMHFx+o3NVlDj2bvVeZvz8zgBeIVgZfgUC2aKgKgAY5xwLcADAW+YKXOYsgHNx3EwKg0DUhVsotbe3h977qeP7AQi2GgQqo+a9q/gZ4x+BAR87t4I73Oi14ZUr4AKL2ZSgAkMGBk64zhwIOABwTOBeAcBM9N8FAl2ANmMCse3v75+kM8Mgl+q9zcCwFSAA4AwIZEZd7RnVKxmBgQaI4lzmCjgAcGwgcwcqJuD8/yWugKvHGOkYBMLob968eQIGwQ54taDGA6rOfdGjoosFOIYWdZ0xAFdHOrhsWpasPbZBtgIElAlkwRk1eD3m9Nz9s8avv11HqIDAvScgjuOabCQfuQGjZcJsDNqRZ5iAsgFmAryQaAkbWMeAZgO4yny0LnmWJpvF4EFjdiBZV7bRXdhqEKgAoGIAbLxsDJyf5u9+Z8YfezVU9+EQZQJuoY8Gs6pZAP2dRcJVNAjGIFDFAxgEspeKZm163gBRBTwzJsD17RiACwZGPGCpfldVtgIEgLOzAxkQVCAAwAZ0MgBYAgbaGVxMQD8i6lwBDSTOrAUYTQsqAPDomNUfzw5kgUF2B27cuJEuE14izqjWocouEOpiAszQMuPf398/dY7r8SIAYNuAZStAoPeOu3fvnjpXUf9sU2FEj3xGx7P6OgDIAoE6K+Dm9kfxAAcAHFTMZgbc6KerAqupQV46nBmRq591OvlMIJB/O/BjkNX6z0b/CArywqksyOoGhHVkm4Bga0Dg4ODg1Dk1fj5X0Tj3bnzOxx1nUlFdXQkYTwnqVKBbEFQBgRp99nRhRvtZtB7imNcE8MYBwWw6sALdqJvz7tzabhVwuuc0YtO1AAyKGkthcNDynlf5tgUItgYEbt++ffI7C/xVxs8Ulzt/TA1VADDTwHo/jzIMAE899dSZ7wjMjP4jMHAzAaFLNmJFnYQhx74CAAcCIwDIArF6zSbswAGBe3ZC3+LEYJCBwLVr104BgA4geo8r51I2qTGmywSDrQCBQPCQkc/vjD+Q++jo6Mzop5IZTBzHXjtg7I+OjqzPzwCwZDqwigFkIOLovytXBPH4mYDM+JUJ6ENCWj/ryiYjoAb+9M1MCgD8m/sLH1+7du2kTPosBRu+CxguNf6sDjYByU0BZCtAoHIH3OaWeMaor36d+q0ZC3D5ZIYWIKCPCfO2ycdFnSswCwBcPl0PoE8F6toABgF+ZLh6PPgiKa0rm84AuK85KStjEHBAcP369ZM+oI9UO0MPhrBOLCnyqX6HzLDS+L1JG6wNAq21v4jj7wuEvATA/wbg6wD8HQDx9tAf6b3/SpVW5g5UIOCoXRh9AAD7slmDVflkQTeeDnTugDKBLKqvPr4LCPL3AyqXICsXvyiEZwE4+l/FBJQJaLtV+cd/5wESDHjZ2oxoizB+3mcgsLe3d7KQSF+vdnh4eIoBcZ+Y1Tk7P8MC1M0aBU7XredNXiryaQCPAkBrbR/AH+H4PYN/C8BP9t5/YkFa1h0YsQBt1DB83VdSsQsOwOk0nq4FcCOPzghsEgvImIDWIwuzIn1SsIoJuOcEHJuqOqbzdbmjznbabFYg6kTBmA0/tmgTN725t7d3spCIXafr16+fnOd+so7OM/Uzqo913Y4ZOS934LUAPtt7/3froFEWE6hYgDZkGH2wAQaCSqe4n308BpVsDr9yBzQesO5nxWZWBlbCTICnA507wPsADP7QqHbWi+yUKgp6XEc8S8NsTDcHAswEGACUwbXWTvqRTjurnlUZWJzxX9ZswXmBwOsBvJd+v6W19j0APgbgh/rgM2TqDrhodAYCPAvAxh+Gq6OYiqbZez9BfzcFlY1AGpUexQRmpwfv3r1rmQgbhSufC3JlLIDjArw8WN2BjHmsG+Fep9OzS6bugAOBJ598cgoEorwHBwe4cePGKRDg/sWAVMWaZs5nQACsF3hdF0Q2BoHW2g0A/zOAt61O/RSAfwCgr/bvAPC3zX1vBvBmAHj44Ydx586dk/8yEMgaUUd+ZQRVxXAaOl/sFufE1JROPzET4GDVaER3/r5bGsw0uGIBUVZ2A3RVYLYsmFcG8syA0mAXqOPzqou6DzP+sKbvgoIMxhqYdbEBN4Uchs31pGsLtEwz/cq1z4yBnwcYLJXzYALfBuC3e+9fBIDYA0Br7acB/LK7qdPHR1760pf2o6Mj/s+CAEf/1SXg2YDoJPv7+yd0bqXPGT24Y2j6WaT+7t27qf+fuQDagZ2xZ8G/asvAUkf+mzdv4tatW3jooYfw0EMPpdOBrm7VaF2shOtYDYXvz4CA/+d8HPgpAGQzNLpyM9qUQT/KyGnwg1IBEIeHh7h+/fqpttF+VYGZCtdLdXwvXITzAIE3gFyB1tojffUZMgDfgeNvEZQSDUtppFt0CBcU1KnBaHDXEWPvjD82/swXH9+5c+dM0Mm9MKRiANm6gGz2wG1cV6o7BwIVBG7duoVbt26dmQ7kh4NcIEwZgLKucKW0flVmRlAHABoLUFdA12nopiAXAwWAE1eAQSCYYQbM2je5PbgsWraqf8d1I2A5T9n00+S3APxlAN9Lp/9Ra+1RHLsDn5f/rDAIaGVmbCD2agDufIW0lYvBLwLVdwYoALjFQdW0YAUA1ZoAR78ZCDjA5ZhAAMFoYdCICSgIaNsBSNkA9Z+0P2QAkIFAxQT44S11CaLfMQAwGFYgUMWutDxabmVu1f0j0NwUKDYCgd77fwLwF+Tcd6+TFrsDDgjiN3csNnY1eu3EGWJXIOA+EhKdjgNOSjsd3XdBwRETGAEAgwAHABkENPAXTCB7TsABwMgdiOMY9aON4pjFddjMf3Zg4+IBGhTUJcNxTRh/MIAoJ4BTb1rWYKgCQIj2N967ssWxXquAEjo5ZnARsjUrBtUdiL0eMwAoGLjGGG0jEOBOxJ1O3YFsNoBjAhkQjJYWO8NXP1pZQMYEIibA7oBjAg40ub2UnquxswFxp9aAV0aZOZ8RE4jAILdHxgQcEAA4SUOZkMYjWMeq71TlYvdJjZ7vvRfxAGBLQAAYv0+AKSaDwYhWjf6rGjLzLfk5AccE1IDdsWMCjj1kLoADgb29s18VdiCgTEBjApWvWrkDTthF2wQAXExgtFbDxQTYJQgg6L1bdyhAS9sgyqCAoezClSnqhF0K7fN6TeU2nYdsBQgoEwB8xDUz/sovcyCgxyMQUHqZjTrRKV3njb2j/6MvEkcd8Z7rRJlAzAxUTCDOOSaQ1T+3l4JZ1SFdh9ZjTjv2GQBwvWUA4ADaMYHQXZcVx+YAIOqFQYNXqAawaJ3xsdt0ivpeyVaAAHD6RaNq+HzsDNydc/87V2HGHagM3wUGs0Z2LGDmg6LOSFg0JqBfD+K4QAQHq28JVKLlCZ0r/UJHvlcBoDISFxOoAoPcHjpFGKyEZ5EAnGEAlX5RHgbOAIDMZdNYggMK7rfrAsE6LsRWgEDW0dWH5AJmAMB7vo47AM8gcEfTQA9TyWqE0bUBjsLraJYFCB0IaL2wMJDxwy8MBHqcvSw0dMykWjeh/rDSZD4Xv7l9dV+xJXYF9ClCfbSY61T7RogDFgcIeq/OJCibyiTKz3vuq5kLwqL9YpPYwVaAAFD7NwwAGY3UtLRSFAB4H9erq+FeD+Y6nC4IUiobm5sGVP8/YwBRDyoVAPA3AtRP5Y7vmJfmFfXBhsJ7ZVGZv8y+uIIAHx8dPf3SEAUADsS6NzdzWtmgoQOI1kvMPjAYsJ5M/TMQyOqVX/LC7zLQrWJOM31+VrYWBJzh6+jBx1W6GRMIo4+0Yh/HblbAAUA2gutxBQCuA7vOzPWTxQP4XQBu6S/rwx1cy697Z/wKAs7FUt9ZV3K68rLx66Kt0boM15dGm7aTvp2Y9YtrNJiYLbbS7ejo6GQ1YgizKDcALHENlgLC1oIAsBkQaEVkAFBVlr48lP3PjHIq9WcwyBYEjdwArRM+zgBAnwJ07o8aYtSZAoEyI0fHKxBQA2FD4bwZDJzxx+/qzU1c31xPodcsE2AQ4P+YKXBZHAhoDEoNXXXj60buQOjEfWJdNrCVIOCMXBtLjd+BQQUEzA40/zh2wSVdD8CbAkA1LegAwDEIJ2yglTvgXg8W5Ys64KcURzMvlR/uOruCFINV5OWYD4OALtkOJjDjDjggqFwCB46sV6QfemQgUAWbNXjIdcRTqVovlTuwiSsAbAkIjBDPIZ0DgiztqGjgaSCIY65w3dTw3fMBS14fpsZfzQa4DuBGaB1pNSbgXg8WHZrrnjt/NnLqAh3edMaF9wxGAQC8Is+VWQN8+h7BkTvgRtolABCzVcoA7t69i2vXruHOnTslCFT70I3bTgcMZQxL3AHtNyPZChAAfExAz2duwAwY6OjvfEHduxWDPOdcUXllANUsQAYCFRPgrQIAXQUYdcrlVCPJDNoZf2wZeOztPf28Pk+lBThlAByBOX1uQ5lAFZfJ6msGCLL2CxAYGXy1AacBgPXP6sQZtGPL67CCrQWBkKxAS5ExhDt9/M62bFbg4ODA0v3K+B0QOFciyjZiRo4JZO6Ai267zuIMfwQCUUdqVAwEPPpzUIxBuAIBnZWoYgIMAMoGZkGA+wkvKpod7ff2zr7mnffsAgSoVGzwPPp9JVsDAlH5wNx0Dov6b+5/7ZzRCbMgXXTCbGpQmYMz/ioWkDEALsNoNFMAyGYHFASY6mq9OeOPrXKPqjaLskdnj98VE8imImONf8YGtC61rnhTsOK+qKAZo3TorVOfek6nAaP8vfeT8zPPjPA+k01YALAlIBCjbsgMai+RLJ1oVAcA4Q5oR2O6mLkRmQswGwPgPeufdTYdbXQ2gEEtWExmfA4EYp8t0nHTaawzU2hdqDQCAccEKhDgugtdgvU5w+VZipGoq8fnAyTC3dSRXPtctmWxCw7sZn3c7WdkK0Cg92WvHFeZKXBWuc6vZxDIAk8jJuCM3wWvHAC48mVTbboC0E2/BQBocMrpr6MjH2vEnjcHAOwOuAU1zkVhd8CBQAQGs+Ag9wXtL5nv7pikYxJaH6w/cDrQzPdV7FD7i+vLvecPGmXnzhUEWms/A+CvAvhS7/2/WJ17Fo6/OfAiHL845Lv66mWirbW3AXgTgEMAP9B7/9VRHkdHR3jqqadOFWAUzV1S0ApQqsbRmQA14BELyBqctxAFgBjFWX82JPb/dXSNLeo2DOrg4OBMx9SYhtaXAwGdGeFZBXe/RtLZ+FwsREFAwcc9uRkuWtbeGYiO1isAfgBho+Tro0/xqK9AUA0Y2UCnTGDdwdDJDBP4xwD+LwD/N517K4AP995/vLX21tXvH26tvQLHbx5+JYBvAPDrrbWX994PUUjGBDIg4OvcsUo2QjkQ4AbKAk+ZAWUswLkDowCQ6s8Bp2x5sM4EaJAt6lrdIAUlrWtlTY7ZVEwgC6axjgoECjQMOI4JsBEpk1EAUNakFD6LK1SMVNuR89U2rxjjiAmsMwiOZAgCvfd/3lp7kZx+HYC/tDp+D4B/BuCHV+ff13u/DeAPWmufAfBqAL9R5aFMIKOj2tFCRpWRNWB0wsy4lYo6JqD3ONdiFBOo9I69dmL3QJCygahbnfPm87rXfLn+KqYzAgEXzwhxQFABacYE2Kd29aYgwPWVsTotD/9W4OJjLmdVb9pHIg2tF9f3q34/GlhY1o0JPLevXibae3+itfac1fnnAfgIXff46lwpjglUQBDX8F6PWWaYgBvV3SjkGjFzBdyI6ZhA1EFWBq6HbD2ACwoCTxs7lwk4+5Qed8KsXl0MIeukjoprZL4ypIxRHR0dWQCINgJwatSsIva8XqECNdffuH65LeN35BnA5BYEOValdsGgUunBfSj7ncl5BwadFVpNGn134NatW6U7MAKBkfHrdQoCmX8/S+VHAMB7NR5lA2FQWg5lAhwPGC0MUn+Ty6bLn0cdx416Vf26dlQQUCBUVqX7agk3AwszETV83gIENFAXabn2UH21HwQALGUCziU5Ojo6w3DUDrQPLZF1QeCLbfVq8dbaIwC+tDr/OIAX0HXPB/AFl0Cn7w58/dd/fXfuQMYGAF8RFRhk91WjW9YJZxo1YwLOgEzdnCmLjmjqDriYAACbp7IcPl63MzmWNdo0HwUBV6ehu04bsjugvnk2m8IgEPcymIxAkcvg2l6BwA0cDADxPIK2VcRPXP05QFraduuCwAcBvBHAj6/2v0Tnf6619k4cBwZfBuCjo8R6P/1B0mrkGFWGSgYUygRmRndlAlVHzc5FedUwKz3dsuB4axC/NMS9KddRVY22KwhUHSobFV17ZO3EvysmUIGs6h4bP6LLA4iLCzAIhNFrvxyBooKZ6u6uz/oql53dAHZPKga8LhDMTBG+F8dBwIdba48D+N9xbPzvb629CcAfAvjOVaafaq29H8DvAbgL4Pv7YGYglA1fdZXnKQCowIAj4YNynNrHsQOAzMidQY2MXhs1yht7NTBXNo0B8PsDFQT0lVeRbhwHtWRmEXrwPRXtr9rRndM657rn9DMQ0N/sxqirpXXMdemCkwGYqkcYnutDXDY1dOciMYNzS7u53TidKJfWm9tr3Z8rE+i9vyH567XJ9W8H8PZpDbAMBBQQgLNzqJGmE9eJ1fjjXDbyj4BgBAAODNTwubO60V+/H6hThRxI4o4U5Q/j17piBqF1k9VtZvyjtnB1P2JjYRyjWA2XdwQEAUhR9gBKN5KzONdG/89cOI7nMBhkg42mW/1eKluzYtCBQDSEO45G43siLU53Ju/Yu47vjLlyCSr2kAEAS9B/nlNXN0ABwL07MDo3U0kd3ZSFaNmX6h7nqrbQczMAUDEuF3DV+lQAcFOWDAJMwVU0DpDFODIWwIzOMbhIV+MFVV/eFBS2BgRiMQtweqGFNqBrZNex4pj3Wd7ZfonxV9OHlSHxcebDZkzgwQcfLKcKI03nFvTeT9FP1iUbjTLAVKN3TMEBrDN8B74VGGR1zaIBZq1fHmAyw476c+lmfUrb0r38lcEh2JmL3TiA43yq/Ui2BgSYCShKMwPQjqtBpti7DpFVYnbsOmfVgR09dZ2zYgHaSV08gJmAThXqDIECALsDXH/MFnjxTBi5K6/Wl/r5ri0yw68AwB1X/yuoZm6lsgPuZwoC7pgBw/UjziuMnQHAvfwl+lGUKZZ7u4VEsddg4chNUdkKEABQgkBUjhu5mB1kHS3+c/sQxxZmRqsZdyALWumxdlgXSNKYgJv/5tFNXQH1c7Vzh94MBHGey83+c1amGWN3hj3zX9YmDlizmIBjAi7mxPU0Y3Chg5vWdcxNpyojjWAC8U5LrdP47XS5ciAwYgLOFdDOrVNioxHYGb3Ta2YEq4w/66BZ/tpB3awAg4B7IIbnlZ0rwKIsgDcXUwi9OV1mC67uKjqv52YAIGsb17ZVULBiAxkT4POZO6D5OlbngoJ7e3sn72YIRhCPf/P0rW6clx7PyJUCAQ0EMn3NRuqskyhtrHTL7p8BApcfp82SBZNcYDD2HOTSgJdzBXSU4N+8qlDBwenMaWYAsIQ1ZQxK21T1qAAg9pkrwEwgqyOuJ60zxwK4X1VMQFd8xvWRTrgDAQTZIOfKx2mNZCtAADj7QVIn7JvyOe6I2iFZqtGD09Prs3tnRrkMADSvbMTg6L/zJ7MgKgNKdG6tL9dJMloZVDVrJz7vqHFFWd3GbTlqU23DEfPSNl0C3Jp3BXRusKnASOsu0ongYMaSnPHroFnJVoAAIzwbemasSvH08Vke+RyN5HwjPT0Xx06Hkd+fjUycl+55xNcZgKD+bhZAO1bmC1aGpNfxzIICSZSZWUNcy+6Cdn5OZx12oAaQtY1rP04nlgfzi1Dit1tFqeyAy8PLfd17FnQ1Y2z8PIHrG9wPZ+qqcndmZCtAAJhHcufjaTRcaWy4DPHfDC1XPTLEz2hrNYq4kc8xgGo9AJe5orAZA8m2kHCxIg2OXCuARR0r+LKrltWpGug6gKAA72gzA4Art769iJdRZ66AGrfemwGBgplrEy6Hll/XSFQg4AYEla0GAT0OYSDQKTE2fhZF9BHNU120Q80CgOrPuvOxA4D4mnD1BeHKkGfFjXTKvqKM0fljz2lUbEuPOc3o0O6JOwUGHZ3VmLJ2cwyGy+teYxZTdQ4AAKTPL4yYAD8tqO3g6kfrSbcsyDnD/IAtBAEefUYjqWMCmTEoomu+mU4ZAGSugHMLWG+nPwePNPofQJA9KKTp8p5HGXfs/lNdWcLoFQCA07MFDMKatqabAUAYOzMQZhk8laYzR67tnAsT1wUIuNeZcb9R4HAsIAOGJUxAyxHXOqCJMmlgOOplRrYCBDLqryMq4AFAQWCUhxrJSK8MALQxK381pAKAKiYQ57JVgetIAIB2bv5f9w4A+D9lYc6IOL/MDWD/mR/z1fyjjh2NzkZSp19mvKq/1kO1ZWlyv9H6G7lNLn01/CsJAsD67gADgeuc2kkqkMjurQDAgYEDNdaBA3nZjIBzB7K15pnuUVfufwYA3bsOX9XfiE0p6MVvwIMAG7+ju2woPBWatV8FAKF75ss7kFQQyN7AnI3cGVt0LMC5M+5Nz8Gk+DHyZ0RMwFG8EDUiXk2odI8r09HBTBc3qo8MfwRgrLtjAw4I9N0BygSULY0YDuuRAYDGLCoA4MVJ7n+3joEflnEgwMavIMRt4YAhay9t9zgP4IyhOhDQLaP9lTvA5Z11B0JXvj/yie9ABgCwe+RW2DrZOhDIGtO5A2pMmp4DAJenHuv91cifAYJLU/V3roDODOhDQgoCbMRZOWaERzq35oABJzoYd7j4j9shzitYM2hH5+VOziwg6G7sFQQcsEfe2kasf5SNQSAL4GUgMDL+CghYJ20D7YMOIB0T0LaZbfutAQHuPFmlOx+Vr1fJRumRsfJ57UgzbMDJyPB5FSDHADQOUPmN3Gm0A+lxVR8ckGNDd6OZBvL0mI0o0skAnQ2cYwLx2q3Dw8NTbwLiEZLrxNFn9/gwDx46yvJonfXFUbtnumjduX6Y9SM3OGUsYsYVANb/+Mj/AeB/AnAA4LMA/lbv/T+241eTPwbg06vbP9J7/76JPE6BgPMBXUGVdmcjtgs8OSTWimfjUUqmxubud42iL5iI7ebNm2emA4P+a/AzjCTyVKPXY7fneuONRzlHf3WU006tx733k1d+qbEo8DN9DaM/Ojo6edkGuwlc9hgNudzMIhz70v7lwGs0mrr2du4T65QxAgVeTVMHPu1zkQeD47mBAPzHRz4E4G2997uttX8I4G04/u4AAHy29/7oVO4kGQhkKBeSjYQzQOAamX9nwFExgDAkFY5hxFQgLwbiIKC+OzDrVKFjxlgqgFAA1bKHzixLaK4LgDmDyuIQFajz/zHKZwYXAAE8/RmyMLhojwABx/RGoqxG+yunl7kcoz45ihfwsYLBjKz18ZHe+6/Rz48A+OtTuSWio4D6ohUYuFGPO2HFAnhETMo+BILMsBS5o1z6cokw/ps3b55iAwwCmk4FeA4IHAhwWrP7ajosA9vRiMpLn/mNShWIATgBgAiMuVgBAwCAE/ciQICPVVcdkbP+waL9VfuRmyXIAMCxAZc/10eAGe9n5DxiAn8bx98lDHlxa+1fAfgqgL/Xe/8X7qZG3x2I0S5k5Ao4SlQZbAUILNqo2ehQMQEp46m9YwIOAHRdgCvrqMwZQ6qYj9aly6eKdjs2sIQB7O09/Q4F53OzLvx0HTMBzltjJxyAdFNqGUPKxBkql0frcykQcLrcj7Q/uH4Rec7IRiDQWvtRHL9V+GdXp54A8MLe+x+31r4ZwD9prb2y9/5VvbfTdwdu3brVdYpvJiawSietgCqQNaqkytC4czuDYR25ATUm4EDAMQE3uldgVzGUEWBVoJIZfhUkdKMlt2/8rwDp6Gz8Pjw8PPlEuQYKue25zGHwsWXtxfnMigJAFRPIniWoBpQKCLhtmQXotZWsDQKttTfiOGD42r7SpB9/g/D26vjjrbXPAng5gI+N0lMmoCPEiBLNMIER6qpk6WUjbZYWdxDHBG7dunXGFWAg4A7N/mtGxWOv9RO/VTdX5tFIX53j31ld8Mgf5xkgoz+ofm0VoDw4ODhhSi4mwP0ja784zhbVjIwoG7VnYwIVaMZ+ZgDk4wCCC2cCrbVvxXEg8L/tvf8nOv9sAF/pvR+21l6C44+PfG4mTQcCCgBaERkVmgGA2FjUQEb3jYx/VSdnQEBjAswCHBPQDqVMJzNWR225c7l9UG0XBKzqNGMDWg8M7HwNg0LMiGSu4MHBAZ588smT6xwTiLLGf+EC8Gu9Y6+DTDbgqMy4A9xujglUzM31I83b2cC5M4HmPz7yNgAPAPjQKqOYCvwWAH+/tXYXwCGA7+u9f2UijzMr/nTLgoMjFjDaKsnAxRnViMIxCFTvnNPpQNaFDT98YkfLHRNQHV2HD2PRh2jieCnTCibg2pEDczrqcdRe257jBlk9ATiJCcTIyCChmwOcatOFUw4MQpQFZMuLYzrTuQhaNsc+XbnOjQl0//GRdyfXfgDAB6ZyJpkBgREAME2e3Za6A5wv7115uMOMAExHCh3Z+DFX/gjnnTt3Sko+YgIOqLSzMijMMCtXZ27VXxh6lINfpRZP7zm30JXRGYr+zqg095/R4MNrCkIXZRVczwrYcT+/KUpjP/HZdfexVWV5IxCo+jbL1qwYzEBAf/N5Hp2B/Im0zPidYbO4hlXUd53MAYBOHTnDj/Nx7vr162eecY8tzo/KmHUMx64UBPR4xAAcIwNwCgBi2k6ZkTIgfuee7uPT5KxXNmJqmwTA8ObqIWMvsUWeGaXnOmLwA2DZX4DfU089hdu3b1swGK02vNIgEI2u53SvABD76GyzAFAxAe1MDnVVT9fZHBvguEfowOu/o9NEh4gRsnpjjRuNRkCgerIRMHUdTWfpyOTyj3ZRAABOP1OgjIkfkXUgwKOkgoBrRz3m+nADjNaPW3bsQM8xO+6zvXfr/u3v7+PGjRt48sknT4CAy+nY2IgJzMrWgIA+8aQja+zdaKqdr5oN0ONIhyV+jwAg09UZP/udrqP03k+WyvJad36Yxm0OqLQz6n+AD75ysM5Fsis2oPmxYSrQhKhxcd0xK9CReAQCFXuL3zFNqK6A628x8qu+3EfcPuISmrd+Li6ODw8PLRMYBRM5bS37jGwFCAAoQYDPKRtwFT8LAFmFZSAwi7AZhVQAi0Zl3965EFn0P0Ag6whZB3U6ss+d5eVA1vmoDnDCIBQws2lgdgdGIMAjesV+9Bynqf1O2crR0dGpva41cGVnEOD2VhAIYDk8PMTt27fx1FNPnbg8zh0YMQH+PSNbAQKOCWTXKbJGRwOWuQOOCbgRY4YNVExg5A5w5N3RUb7WbU5/BjEHgkC+NDsD02qKsAKjaJes3lzdALDuwAwTcDrE/0zhFXxcWwI489ozfndfZYDRnhy3YRBwsZAAgYODg9QdGDEBp89ItgYENCZQGVzFBJYAgGMCVSdi3XTEYN0yl0B1ZxDQWIfqMtJfxTEfBQHHVKp6rNiA1hnr7+oq/lMjDFF3YBYEXL1xXXHsQ5klS5wLo52pb95HPQfgMMtT42fGFwyAmUD1erKM5Vw5EADOugOuUZ1EY2rndUEzBwic/kyljthABQI8AxD5h/8fZckYyEgXBaOqPoD6U296L/92QMAgoPvW/DsBFSBU+MEiBdLZwKC2eca0Mh2ino6Ojk49Dj0r4Q6wWzACgaD/sbmyZtPArn5nZCtAIBpbRQuo9+i12UjkzlfX8jUjvd0+jl2HA56eytSXRKrBKVC5MlQ6ZPQdOP3NQwcujnFUjEtlVHcuP66X3vspUIqNp+cUBOP6rG/EcYCk1lcmrJuC/FIJ1us+JNt7P7UGpGIALl0+XqLbVoAAgBIE9Bjwa8qrBlK6PQKALF+X90i4o+t0meabsYFKz2xEy5gQB9DUgNehkyHOt+bRXP1gXvXHbkHGqiqWpU8DOlBgANBzlTjA0sj/kjpyaz4ODg4A4IzhuyAgp6WzPOpCzchWgIBjAto4IxAATk97VYDgjLxiHZrvaASOdKrRzpXN3TMDVA7wHJCM/FpXP5putc/+y4w/o8Vx38jwHbBo/VdlHAGBtlHU4exImw0gwXZ4BWjMhrgFWtofsjpxxzOyFSAAnGUCrgKrjh/n3IjixI12MwxgNHKMwMABgPrMbj+rn8tbOxKDxAzgVEbuzrORVCxAmYCCOKeXzRRo2qF3uA3rjNZaPgVy1k/bYWYQYQCIVaEMAjyT4IKAWi+uTq4cEwDyTpWJYwYzLIDvX2Jglc4VG4g9dx5eunp4eDicHl3a0Vz+zsizMmUAU438fI3SVGf8jg2M6L+6Fg4MAgAcoETZHQNw7E7rsnKh3HEm6grwi1SqGRnXJhkDuHIgsIS6hLjKrkaS7N7KwNZlA3yv6zz8W+MDmYFl+szqwOcqJuBGf9ZnBADOR1Vjd25Bxgaq0c6lqYA7007ZNXq+CoBmAOsGKxcTYBBg9qYsjtMJtlOxgRnZChAAfGCwElfZFQvIqLJLayQz9JjzUCBwHTUDrlk6uw5AuFGtovnVdXHOGW3mCsRbgRwAcHo60mmH57TDKCojmAHxEavLjF+N1YnGBKJORuDsQDpzA7QuK9kaEKgM1omObtko4uigO87SntW50tMZXEajK2Co8nDnqlE7RKfhXPmcUep1I9quoz/HA7IZgirdLH2eganYQOYKuPJzvTB4O8OvQCDyUQYQx5om38d7ZqPOFeBzM7Ludwd+DMDfAfDl1WU/0nv/ldV/bwPwJhy/VOQHeu+/OpHHGYWX0G2ulFHjxz1LWQA3kOpXsQBFd9U99q4RXb24/DJgy4yY9XPglBl6Vi96b2agDghG4J0Zf8YEZgCA62oJI+A21XMZCIzcgWACEROZ0cPV+0UHBv8xzn53AAB+svf+E6LYKwC8HsArAXwDgF9vrb289+4Xj5++d/p8ZbhLaNlSqUaL7H8GAj7nNgYzvW+GKVXlrXTg3yHqrmSMYZ061jwrwwo9eFXiKHI+kiXGxjopc5jJM7uOy8ezAQ6ws30cV8HSGVnruwOFvA7A+/rxC0f/oLX2GQCvBvAbk/efkhk2oJU5409x2qM8snwzZF6is+rPgR6d3so6wEiq6xUEsjhFdGRdfDSq62xJ92ixTZSfdYx79vf3z7x1p3q6Lso9YjZL6pXbQvuCM3qniwM9DvK56zOAqFjSjGwSE3hLa+17cPwm4R/qvf8JgOfh+GMkIY+vzp2RRt8deOihh9z/9veo8ykYZGusK9EGqv5fwmAyiTwUALiTacepRqIZKq+jWeSt+fFWPbwS+6pNHBA4gGYd1TjiIZvs9Vuq34xbUNXT7D3KErQcLBq0cwOVGnkGBJcJAj8F4B8A6Kv9O3D8ERJXi7andvruwMMPP7wWbx8xAQcYLBfVMWZ1doZUjcbc6E63GeNXXViYfbABRVrOyJw7UYG0rr/P9I38XX3oM/buLUtL27qi3DP/j/IZMRNlYnydAwL3n5sdmJG1QKD3/kUq0E8D+OXVz8cBvIAufT6ALyxNf3Yky4w9cw3WyduJQ/sZYR0q3dQANUjo3JqsHEuBgMumnXHkDrhy6ejP6QQTcGVx+scxP2U385DNLBNYR2ZYIXC6ntVAXX1ymhosdsCgMwQXDgKttUd670+sfn4HgE+ujj8I4Odaa+/EcWDwZQA+uk4elNeZc67TZaNUNlqN8liqU/W/goYzGL6O3QBNUxeIzAKSo62ZjtleO6saW8UAFASyF41EfsqQ+JifssuYgN4bro6W2dXRSDKQ5OMqLzZkrSOm8I7yO+Ov9jOy7ncH/lJr7VEcU/3PA/jeVUE/1Vp7P4Dfw/Hnyb6/T8wMRIGXSkX7s/9GeS7VY5Zh6PUZMFXGzx0l7qsAY4YFqMHxbwdm62wa68heNRZ7Bh23qfGvwwQq8FxyPqPoMyDg6tYBgVL8bF2AYwkzcq7fHVhd/3YAb5/KfSDaSdyow/TUbQ4AZtjALLXTET67z+WfgVMFLDqiZXmuQ1Pdby1fpfsICLiTMhNwIylw9lHo2OuMQBYTYDCbaZclA4AzfBfwc/k4d2CWCTj/f6THSLZmxeASWXdEmmEDS6h16LLkXi2DHo/yUwo50n+m84/01OOMzWQjeLVE2pU1yqgzCTqnzsczz95zOdZhnpoO66sUPas7ToPriwHAsYZqBiCr2ysHAm5JLSM5dyg31VTFBFSqylpqyK5zzVLEuGc0GitguGu0fFlZZow/0zPLJ461w2o9R/vFsS5A4vadaevsdVuVC+j0HtVJ5brw/1UAl39ngTvVN2vHqo9lOleyFSAwS9d777YTKACoT+jSiWM+746dru46BYTZka8qc5yvRuBM33VGuqgbNYwZQ5oZqYDT7+mPOAG3Z6z/z0BgtDGYZExrhi2N+gifcwDo6o1BYLZvKNCM2nX2OpatAAHAP6aZXTczGmSUUNlFhfAsmcHNdhb+T8FjZHAOCPT/2UYfuRAVELgRMPZuPX8cq+7R1q21U6/0DlCIeIED94opKABUboFr6xnXbjQq6yId114OHCtZB9CX3Lc1IDAyhDhf0cLMFZjtCBkIONqvaWn6mzKBkUsw69O79CqD1usrRuU6Pxt/PBTjjJOnC3naM9iA3jO7rzYdVfmY/19at5k7kKW1pF/oPRchWwEC7Cvqef2tQaGKEro0nDvgDIE7hHaOJZRMG7tiGSMWoNeoblUeI31jP9IhK1vFBHhRkLZTXBsgENfHtWzEmaG7kd8NBirsl2s9ZvWg9aZgMsMEGDA470y0X563S7AVIADUb22JY8cE3LrxLEIcUhmOGoS7diSZoVQjTMWEXGcejVacX3Zf1blGdcf3ZADATIDbJNosQIABgF2I0aZ145gS79Vg1VgYACp3KAODbM1+dv3IUKv/HQCtyxa2BgRcR3X76is4WUfJxI3QI3Su0qw6WQYKFWuZZQazDb+E5lZGwGXM5q75Gfmg/gEGMbevxq8j6ayB83G2Z71VfzX8CrD1f+cKKAioHs6Ana6q933nDmRoX8UDZtwBII8OZ7RdO0gl2Sjj8tXyOn2XgNooj0jPlb9iAqORzLEB3nhhkIKAMyDVY8RoXBmrY9WbAVkN3J1XcUAwK9VIPzoe3X/l3IEM1bUTaGRYqaYaizNebuTRfmaEmAWGJSOx1kn2/4hOZmzClbUakTIQqpiOM2gG73gLkAMDrQPdbzoqVsws/h+BicrSvlENRjP3q74jXTLZShCI3yMamI3grjMuMYYZXR1TGJVt3ZE8Q3VHz/k469Az4JcBl3O5sk3dADeNF9co8GZ1qL+dwYzqOStn1qYKAMwOAtAiHX0uogJb3WeLrDRv1in2XI9L2cjWgADLEkqcFTwaaWaUntVHG2EEBJkROt1dnlUHyvR3aVYjlBsNnS6Vobt0OJ/ZwK125BnD53yqEbqqp6wPVP0wdA1XZ5S+9s/s/1mXKPJ3aTG7mpGtBAEgp58sriJdhc8sRBpVmI4GbvTQ691oXNFqvdeV0+k6A3bZfS6PmbrIRn2XpjN+vcdtS4x6JFV/4hE/A3LVW8FPvyLFrk3sMwbrYiIZkEcwNcQxANcWlWwNCFQN7oyHjXC08ZTT7MrESpc4zoBA/3PugCsL/2ZxBpqNhiN2MbqnSl/Lr0xARyc+n8VvnGRUvKqfDBhG7MEZmwKZlp/LnX12nac6efGTA4AwfH31utZBRv0zALhyIMAywwIADwTOF2LDj4qq8nbHeo0a+QwguDQro+NrtPNsIjPAOVNmLhODgeY14w6o+zbDRtRYqz6j9V/Vp7uG/2MmwOfZ2GOaNEuH864AQHVydeD6R2YLTtb97sDPA/iLq0u+DsB/7L0/2o7fSvwYgE+v/vtI7/37pjQx4lhAZkRRYIeSaviOZul/jgbOMgG+vwIAp4/7LzPOJYY8C6ozaSg1zeo2fmfuQFWXWZ1UdT7Trll5nSgjce4AX8tAwN+XjDy4zMoEdJVlxlCyOlMWMBrsWNb67kDv/W9QAd8B4P+j6z/be390Kven05vqpBVljnMOCbWzVo0+q692xhEYxHFV1pkyzVI9HRkV3LK0qzK7dKNulSazZCzAMYGMvo/qeSRL671Kw7k16gpwObiOOE/upyMAUD1cXTlWMCMbfXegHefyXQD++6ncJiWr3ESHU8dq/IyKGjV1lbkUCNx5p5v+pzpn98wavbs2M3zNx9HJTG9XhmzJd9TR6Hn/Ss84zsBByz9r6K5eZ9gFg1nGEqL/cd87Ojqy7oEygTg32w5xjWMB5wYCA/lvAHyx9/77dO7FrbV/BeCrAP5e7/1fbJjHiVQNzP5R5ivx+Tin6bsRPsvTdaDZTur0yDokN+66zEDFMZTR8Uxa8Vsj2A4Asvvj3GyZRm3FZdGyzZzPRv4oG+cfIz4b/2hAc+04M4BUZV0im4LAGwC8l34/AeCFvfc/bq19M4B/0lp7Ze/9q3pjo4+P3Lx5cyMlXKXq6D4yOgWA0cgzSi8Tvo8Zit7Px2z82SiRSUYl49h19Iy2Z2m1FeVV3eN/dQVm9HSjup6bMX53rbonXBdaL5UhM9hpHc2w2RmmO5J164NlbRBorV0D8L8A+GZS6DaA26vjj7fWPgvg5Tj+StEp6fTxka/7uq9brwbGOlrjdnvRbTiiV3snWX7OV9S0dM55xAIqo+Vj7ughVYd35YljjbmwgYxiAa6uuD7cNRkgZJKN7goCasQKGNmzKbMgUBn9qN+NZEl9sGzCBP4HAP+m9/44ZfxsAF/pvR+21l6C4+8OfG6UUDayrYuOkWZl8Fl+SypvBAKuM+torx2iAoHMLcjKEzo4w4u8NWhaBfGcQfJoz7pweWcosdZXxQIcAIz6Ctd1lJsZjNMtYwLMaHTP9ZkBy8zoP9MXXR1l/1Wy1ncHeu/vxvHXh98rl38LgL/fWruL40+Tf1/v/SvT2pzNG8Ayf1Tvd4avFayjWuUOuP+cYev5DAC0rFmaGQvI8pnpZCHccbXTZ0t8NS/Vh39n7oA7Hhl3BQAjJqYAwMaq17BRVzMbTu9q5HeArP/PDEQViC5lE+t+dwC9979pzn0AwAcWaTAhM0g/c29G/1Wya7IO54CC06ryrhiKM6qRK1Dp764L4ZFxpsNngKrLaVt7enYgGwErg+I6UqnYQVZeBwZ8r7vG7TMGEMcVEHA+64irv3VZALClKwZnZElBlzAA/S8z3CwP1S9LP/5zAOD22Ug74wZkHVGvV+o+s8SX73U6AjkTcPUVeY1YwLrgrgAAPB2XcUBQTW2y3u54tPF1XI9LxNXVuTOBqyAzFTBjzOs0gktLwSX+H7GIEQhU5zbpPKzXaHUf3896MxConlVMIBsdqxE+A4CZgYEBgOMBLn8GgWq1o6uTWQDI7q36sTvOrpmRrQGBEZ0ZNfJotJql6EtHlyqvimk4vWYYgduruE5WXce/Z+e29b7KrRmlpeeq9l8KAJke2ZRmBQLnxQT4WlcXS1y5rK6WyNaAwKyBzyDhSEbUPc6NDLgS12FHuswY+8x/fOxY0qjeVO/W8hezuLJUIDV6iWhVFtZnBIQhChgzRqnHGVtxeS1xz1y8QZdgu3pft99nsjUgoFKNQBUQbAIMrhGXgkHGJCow2BQIsnP6e6S/juTZcuusvJlOmWSGmV3Lx0tdIG2LmdE5G3yy8mX1o/3VxV1c/WqsYiTruIXAloDAiA5miJxdv1SUVi6hYy6t+D8DjwoINjF61ynVSLPyZTrqqka+vso/08UZXkWxNQ3dL+n4kQfrost+dT+jlyuvXp+xgDhWFqDXzgDqurIVIJCJQ8Glxp9Rf/5fAcABwiwjmDU61W1To89cgSXMhYUXEDEldeWrdInfypAqQxu1q4KAy7MqrzNqdzzDUFzers9lxu2WMKu4ZeUzMnv91oCAQ039v2q8WXDI6P5SJpDpnhlHZmzrGPrS0XfG1XHiRqaRe5GBkdMn/lsKAqNyaxkzfdbpR24QqX5XrMcBAqdTAdB5MoOtAQEnrhJmqNk6Mjvyjwxh6Uh5kcdLgW10XWbUI334Wk6D9ZsFgQxMq2vdbwUid40zVr5/BACad8UC9NkLfQ5D8+G6XKKHk60EgVkmkO2XyFKjV52Wjvya70Udu99LwIzT0Lof1c0MADgjzNge/3b5zYzYs/9XOlWyFACCZTEQBLAoGGgbV31yKQAAWwQCVaOc96jvRP3WTJcZ0NA0ZkbL8zT4ioYvKZfWyZIyq1T3zYB6dexGS1fGkVSMs+qHVVtUroA+s8HsggFAA7Ozhj573daAgEpW6ec5+muaS0bOmWvWdQXO4zr32+k8kmzEnmFKo7qI8zNg4FgEH1dAULkFDpRUt4yOu/JUTCUDAPeW4Pid6VDlt1S2FgSqkXRJJ3biGtVdMxr1tPNpRzwvV2DdezJxes6Uy43gM6M/36MyywaqfcUcVEcdbZ2+mYHrjEmk5R71rr4kxDo6dlDpp/kA/jV6Wh+VbA0InMeotak4Ax65ALNsgdPk4/M0fD3ODN391nyXuD6ZjNptiWFvunc6rdOveMZEDVKN1G1afjZ8ZgGsX7SH5sHnlFWc99uG74m4CsrOV519Vtw9VaeYBYBRumr8o045um4ELC4tx1xG7EDrgNPJZMbIzsvwK+Nf2taZKD13I3MGClpm1Y8BwenI7y7UdHWfLfDKZOalIi/A8evG/zMARwDe1Xv/P1trzwLw8wBeBODzAL6r9/4nq3veBuBNOH6xyA/03n91kMeZzjULCnGuMkJNI0vHXZ+B0IgyZ3IebGDJucwAZoFAy539rso5klkAOC82sI5kbV2xAf6moKsP5wponk4Hfc+kGr8ej2SGCdwF8EO9999urX0tgI+31j4E4G8C+HDv/cdba28F8FYAP9xaewWO3zr0SgDfAODXW2sv770fJumfKfBo9F9HNknDGf4SJhCSIfdSNrAOO3C0OAMCLnem1yYsQPM4b8Ovzo3E9RNtcwcAavyjV8CNAICvi72CiktXgWBGZt4s9ASO3yKM3vufttYeA/A8AK/D8WvHAOA9AP4ZgB9enX9fP37p6B+01j4D4NUAfmNKI9QjUHWP69SVWzGbZmb4quMsE6iMufo9AwJZ/hkYaFkrPULWZQHZaJjtNwWFGRBYyhK0ny3ZsvxnAIHdAQUEHfV5DcKMLIoJtOOPkHwjgN8E8NwVQKD3/kRr7Tmry54H4CN02+Orc6O0z5zTkba6domcJ7PI3INMzxGSZ/eOwGMEAnxdRv+X3De6dnTOAfXIgJcCQAYC67gHyvjiXMUGKhCoDN9R+TB81iVjAHxuRqZBoLX2NTh+f+AP9t6/WnQE98eZWm/y3YFsdNVjun9W9TLdKr2RGzDDEjR9t58ZOUfgMQsCcc3IFRjps/QapyuwniFne70vu3cJ+I3KMQsErm4YAEbfy+Rpv+yBotHn4DKZAoHW2nUcA8DP9t5/YXX6i621R1Ys4BEAX1qdfxzAC+j25wP4gqbZ6bsDz3rWs7oWugIA0suezyg735OlO+ro6wCApj0a1bN7RveODE3TnWEE64DtqF4zEHB1quddfTsDn7k3Y29LWOfs1GDVV3XvniUY1aPTaxboZmYHGoB3A3is9/5O+uuDAN4I4MdX+1+i8z/XWnsnjgODLwPw0Yl8hsebyNLGrZjJJjroflTWzPhnASArS5zX46VlXFqPs+k70HZ6jgYJNX5OK2MSWX259GdYwLpgoPvq2I38s+05wwReA+C7Afxua+0Tq3M/gmPjf39r7U0A/hDAd64y/lRr7f0Afg/HMwvf3wczAyojwzgPKjcDCDOGkY0oVf5LDDjOaSdyQFCVxensjke6z6S99P7KRXO/Z3TOAK5iEnqsurk81t1GdZGxorhGH0JywcDZNpuZHfiX8H4+ALw2ueftAN4+pcFKMmMfjcjnAQgz5911S/OeAYHs96gzuXsq/ZwhLWFKM9csYRXOqJfQ9Mq9y1wHd9+IFeh/M+5A6JEBtwOe2X3mOvTezz8weNGSNSCLa8xNjHF0zVJ6PGN4mv8MECwdVbI0VTdXlyM5D7YQ17q6GsUvZvKuRvwMDPT/TBeuK96y2QBn+NmAp2Wd3WcPI83K1oKAaxBtzHWNPzOG6vpR51/XkGaPq442Kof7vxplR/fO5LekE6rMGOMSxqZpLnEFKr0cILtVgrOMjyl/BQZq9HouGxwy2QoQUKWd0WUgMQsEM4aaIfQS5jArS4AgA4BZujej79JRvPq9jsyC0iwYZSxnRP/5uBqEIs1Ru2Rty1IZvjvHxwoErMdsf9wKEADqUXcdFK/ymQWDJQxgqWSGlIFARj1H6UY5Kh3OA7xGOozymR35M+Ca1WWW/mfX8XHWJqO2qfKJ6yrD12M1/koHJ1sDAiEzHXsdN0CZA59bostMPkuur45HnW2WCYzqbxYMZtjL6P7Mzx6Bc6ZzRrWzvCuwmTE4Ns7qk/EjHbK8XR91emRPCUb6VxoEQsI/WmJUWmGZT1UBQFVxSwOFlYyYQMYCKqRfwoZUZsq2KQg4yQJ4M3osAYKsrTM3REd+13cyFlCBcwYA69ThuixUZWtAgA11k43T0uNKMqOs/OZ1G28JA4j9Ero5I9nIuqnuozwzw3N0e0aPDADWrZ9KPwcE2TsE1pFsFJ9NcwmQsmwFCPR+epHDeQCAsoiRXzz7e1SOTTrwEjawqYwo98yousTQ3Iiv5+P+dZmAy38dZjcLBBUbGImj+s7w12UIrq4z2QoQADyV3xQENF0W19mWjGybsoBZw6/OrYP6M7rN/D+i4Jmhq87nxQSqY6dPpTv/5/RUIHBsIJMsJsD5Ot1HgKB1PMqH5cqAwMy9swAQsqRTV/dGXks776zhV/s4XlLWTWRm9B3l7Yx+EyaQnct0W1IX2WCxrjswKt+I9c2wgyUAAGwJCKg7EOfcKF8xAEf/ZyjuOh1bdV0CHqOR3YHBbBlcw28CAJURrcOcKv+ar1ui11JWsFQqFuAAYN38srRngWydegS2BASAfBpmBACZO6DH8TszqnWBYKlboA2b/dbjKn9NvwK+8wCEqo6qzlkBwDpMwOm0KRA41lLpmrEBVwfr5M/ns/8y479STAA4PxBwaXHlzRjtaLRdkpa7P0P6WQBQI6/8y0z3WV2rMmTXzQDB6NwSHSsAWAKCWVkyIMgAYFQn1Qs/XN+Yaccs3jIjzxgQyNKI46phlrIA7bizkjGAETvQ8ug5N/pnbGAdJjAaXZeCZsVeZpiAy3uWHWT6zrS3nuNtiTuQvT6sun+m3dyANyPrLz6/YJktwLrXZ7IuSzjPPC4q32eK3Ku6WNcYr1pbbS0I7GQnO7k3sgOBnezkPpcdCOxkJ/e5tPPypTdSorUvA/hzAP/hsnXZQB7G1dYfuPpluOr6Axdbhv+89/5sPbkVIAAArbWP9d5fddl6rCtXXX/g6pfhqusPXE4Zdu7ATnZyn8sOBHayk/tctgkE3nXZCmwoV11/4OqX4arrD1xCGbYmJrCTnezkcmSbmMBOdrKTS5BLB4HW2re21j7dWvtMa+2tl63PrLTWPt9a+93W2idaax9bnXtWa+1DrbXfX+2//rL1DGmt/Uxr7UuttU/SuVTf1trbVm3y6dba/3g5Wp+WpAw/1lr7o1U7fKK19u3031aVobX2gtbaP22tPdZa+1Rr7e+uzl9uO8w8nXdRG4B9AJ8F8BIANwD8awCvuEydFuj+eQAPy7l/BOCtq+O3AviHl60n6fYtAL4JwCdH+gJ4xaotHgDw4lUb7W9pGX4MwP9qrt26MgB4BMA3rY6/FsC/Xel5qe1w2Uzg1QA+03v/XO/9AMD7ALzuknXaRF4H4D2r4/cA+GuXp8pp6b3/cwBfkdOZvq8D8L7e++3e+x8A+AyO2+pSJSlDJltXht77E733314d/ymAxwA8D5fcDpcNAs8D8O/p9+Orc1dBOoBfa619vLX25tW55/benwCOGxzAcy5NuznJ9L1q7fKW1trvrNyFoNJbXYbW2osAfCOA38Qlt8Nlg4B75vKqTFe8pvf+TQC+DcD3t9a+5bIVOke5Su3yUwBeCuBRAE8AeMfq/NaWobX2NQA+AOAHe+9frS415869DJcNAo8DeAH9fj6AL1ySLouk9/6F1f5LAH4RxzTti621RwBgtf/S5Wk4JZm+V6Zdeu9f7L0f9t6PAPw0nqbLW1mG1tp1HAPAz/bef2F1+lLb4bJB4LcAvKy19uLW2g0ArwfwwUvWaSittYdaa18bxwD+CoBP4lj3N64ueyOAX7ocDacl0/eDAF7fWnugtfZiAC8D8NFL0G8oYTwr+Q4ctwOwhWVox28beTeAx3rv76S/LrcdtiDi++04jpJ+FsCPXrY+kzq/BMdR238N4FOhN4C/AODDAH5/tX/WZetKOr8Xx3T5Do5HmDdV+gL40VWbfBrAt122/kUZ/h8Avwvgd1ZG88i2lgHAf41jOv87AD6x2r79sttht2JwJzu5z+Wy3YGd7GQnlyw7ENjJTu5z2YHATnZyn8sOBHayk/tcdiCwk53c57IDgZ3s5D6XHQjsZCf3uexAYCc7uc/l/wcz+yees2huuwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(np.shape(X))\n", + "X_batch = X[:10]\n", + "for i in range(np.size(X_batch, 0)):\n", + " plt.figure()\n", + " plt.imshow(X_batch[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4e68fba8-2422-4838-acae-a3304e727ed7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " ...\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]\n", + "\n", + " [[0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " ...\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]\n", + " [0. 0. 0.]]], shape=(224, 224, 3), dtype=float32)\n" + ] + } + ], + "source": [ + "print(X_batch_aug[i])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3af8369f-2f88-478c-a8e0-7ee1ddf337c7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/unsupcon/inception_preprocessing.py b/unsupcon/inception_preprocessing.py new file mode 100644 index 0000000000..0de560e78d --- /dev/null +++ b/unsupcon/inception_preprocessing.py @@ -0,0 +1,361 @@ +# Copyright 2016 The TensorFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================== +"""Provides utilities to preprocess images for the Inception networks.""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import tensorflow.compat.v1 as tf + +from tensorflow.python.ops import control_flow_ops + + +def apply_with_random_selector(x, func, num_cases): + """Computes func(x, sel), with sel sampled from [0...num_cases-1]. + + Args: + x: input Tensor. + func: Python function to apply. + num_cases: Python int32, number of cases to sample sel from. + + Returns: + The result of func(x, sel), where func receives the value of the + selector as a python integer, but sel is sampled dynamically. + """ + sel = tf.random_uniform([], maxval=num_cases, dtype=tf.int32) + # Pass the real x only to one of the func calls. + return control_flow_ops.merge([ + func(control_flow_ops.switch(x, tf.equal(sel, case))[1], case) + for case in range(num_cases)])[0] + + +def distort_color(image, color_ordering=0, fast_mode=True, scope=None): + """Distort the color of a Tensor image. + + Each color distortion is non-commutative and thus ordering of the color ops + matters. Ideally we would randomly permute the ordering of the color ops. + Rather then adding that level of complication, we select a distinct ordering + of color ops for each preprocessing thread. + + Args: + image: 3-D Tensor containing single image in [0, 1]. + color_ordering: Python int, a type of distortion (valid values: 0-3). + fast_mode: Avoids slower ops (random_hue and random_contrast) + scope: Optional scope for name_scope. + Returns: + 3-D Tensor color-distorted image on range [0, 1] + Raises: + ValueError: if color_ordering not in [0, 3] + """ + with tf.name_scope(scope, 'distort_color', [image]): + if fast_mode: + if color_ordering == 0: + image = tf.image.random_brightness(image, max_delta=32. / 255.) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + else: + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_brightness(image, max_delta=32. / 255.) + else: + if color_ordering == 0: + image = tf.image.random_brightness(image, max_delta=32. / 255.) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_hue(image, max_delta=0.2) + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + elif color_ordering == 1: + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_brightness(image, max_delta=32. / 255.) + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + image = tf.image.random_hue(image, max_delta=0.2) + elif color_ordering == 2: + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + image = tf.image.random_hue(image, max_delta=0.2) + image = tf.image.random_brightness(image, max_delta=32. / 255.) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + elif color_ordering == 3: + image = tf.image.random_hue(image, max_delta=0.2) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + image = tf.image.random_brightness(image, max_delta=32. / 255.) + else: + raise ValueError('color_ordering must be in [0, 3]') + + # The random_* ops do not necessarily clamp. + return tf.clip_by_value(image, 0.0, 1.0) + + +def distorted_bounding_box_crop(image, + bbox, + min_object_covered=0.1, + aspect_ratio_range=(0.75, 1.33), + area_range=(0.05, 1.0), + max_attempts=100, + scope=None): + """Generates cropped_image using a one of the bboxes randomly distorted. + + See `tf.image.sample_distorted_bounding_box` for more documentation. + + Args: + image: 3-D Tensor of image (it will be converted to floats in [0, 1]). + bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] + where each coordinate is [0, 1) and the coordinates are arranged + as [ymin, xmin, ymax, xmax]. If num_boxes is 0 then it would use the whole + image. + min_object_covered: An optional `float`. Defaults to `0.1`. The cropped + area of the image must contain at least this fraction of any bounding box + supplied. + aspect_ratio_range: An optional list of `floats`. The cropped area of the + image must have an aspect ratio = width / height within this range. + area_range: An optional list of `floats`. The cropped area of the image + must contain a fraction of the supplied image within in this range. + max_attempts: An optional `int`. Number of attempts at generating a cropped + region of the image of the specified constraints. After `max_attempts` + failures, return the entire image. + scope: Optional scope for name_scope. + Returns: + A tuple, a 3-D Tensor cropped_image and the distorted bbox + """ + with tf.name_scope(scope, 'distorted_bounding_box_crop', [image, bbox]): + # Each bounding box has shape [1, num_boxes, box coords] and + # the coordinates are ordered [ymin, xmin, ymax, xmax]. + + # A large fraction of image datasets contain a human-annotated bounding + # box delineating the region of the image containing the object of interest. + # We choose to create a new bounding box for the object which is a randomly + # distorted version of the human-annotated bounding box that obeys an + # allowed range of aspect ratios, sizes and overlap with the human-annotated + # bounding box. If no box is supplied, then we assume the bounding box is + # the entire image. + sample_distorted_bounding_box = tf.image.sample_distorted_bounding_box( + tf.shape(image), + bounding_boxes=bbox, + min_object_covered=min_object_covered, + aspect_ratio_range=aspect_ratio_range, + area_range=area_range, + max_attempts=max_attempts, + use_image_if_no_bounding_boxes=True) + bbox_begin, bbox_size, distort_bbox = sample_distorted_bounding_box + + # Crop the image to the specified bounding box. + cropped_image = tf.slice(image, bbox_begin, bbox_size) + return cropped_image, distort_bbox + + +def preprocess_for_train(image, + height, + width, + bbox, + fast_mode=True, + scope=None, + add_image_summaries=True, + random_crop=True, + use_grayscale=False): + """Distort one image for training a network. + + Distorting images provides a useful technique for augmenting the data + set during training in order to make the network invariant to aspects + of the image that do not effect the label. + + Additionally it would create image_summaries to display the different + transformations applied to the image. + + Args: + image: 3-D Tensor of image. If dtype is tf.float32 then the range should be + [0, 1], otherwise it would converted to tf.float32 assuming that the range + is [0, MAX], where MAX is largest positive representable number for + int(8/16/32) data type (see `tf.image.convert_image_dtype` for details). + height: integer + width: integer + bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] + where each coordinate is [0, 1) and the coordinates are arranged + as [ymin, xmin, ymax, xmax]. + fast_mode: Optional boolean, if True avoids slower transformations (i.e. + bi-cubic resizing, random_hue or random_contrast). + scope: Optional scope for name_scope. + add_image_summaries: Enable image summaries. + random_crop: Enable random cropping of images during preprocessing for + training. + use_grayscale: Whether to convert the image from RGB to grayscale. + Returns: + 3-D float Tensor of distorted image used for training with range [-1, 1]. + """ + with tf.name_scope(scope, 'distort_image', [image, height, width, bbox]): + if bbox is None: + bbox = tf.constant([0.0, 0.0, 1.0, 1.0], + dtype=tf.float32, + shape=[1, 1, 4]) + if image.dtype != tf.float32: + image = tf.image.convert_image_dtype(image, dtype=tf.float32) + # Each bounding box has shape [1, num_boxes, box coords] and + # the coordinates are ordered [ymin, xmin, ymax, xmax]. + image_with_box = tf.image.draw_bounding_boxes(tf.expand_dims(image, 0), + bbox) + if add_image_summaries: + tf.summary.image('image_with_bounding_boxes', image_with_box) + + if not random_crop: + distorted_image = image + else: + distorted_image, distorted_bbox = distorted_bounding_box_crop(image, bbox) + # Restore the shape since the dynamic slice based upon the bbox_size loses + # the third dimension. + distorted_image.set_shape([None, None, 3]) + image_with_distorted_box = tf.image.draw_bounding_boxes( + tf.expand_dims(image, 0), distorted_bbox) + if add_image_summaries: + tf.summary.image('images_with_distorted_bounding_box', + image_with_distorted_box) + + # This resizing operation may distort the images because the aspect + # ratio is not respected. We select a resize method in a round robin + # fashion based on the thread number. + # Note that ResizeMethod contains 4 enumerated resizing methods. + + # We select only 1 case for fast_mode bilinear. + num_resize_cases = 1 if fast_mode else 4 + distorted_image = apply_with_random_selector( + distorted_image, + lambda x, method: tf.image.resize_images(x, [height, width], method), + num_cases=num_resize_cases) + + if add_image_summaries: + tf.summary.image(('cropped_' if random_crop else '') + 'resized_image', + tf.expand_dims(distorted_image, 0)) + + # Randomly flip the image horizontally. + distorted_image = tf.image.random_flip_left_right(distorted_image) + + # Randomly distort the colors. There are 1 or 4 ways to do it. + num_distort_cases = 1 if fast_mode else 4 + distorted_image = apply_with_random_selector( + distorted_image, + lambda x, ordering: distort_color(x, ordering, fast_mode), + num_cases=num_distort_cases) + + if use_grayscale: + distorted_image = tf.image.rgb_to_grayscale(distorted_image) + + if add_image_summaries: + tf.summary.image('final_distorted_image', + tf.expand_dims(distorted_image, 0)) + distorted_image = tf.subtract(distorted_image, 0.5) + distorted_image = tf.multiply(distorted_image, 2.0) + return distorted_image + + +def preprocess_for_eval(image, + height, + width, + central_fraction=0.875, + scope=None, + central_crop=True, + use_grayscale=False): + """Prepare one image for evaluation. + + If height and width are specified it would output an image with that size by + applying resize_bilinear. + + If central_fraction is specified it would crop the central fraction of the + input image. + + Args: + image: 3-D Tensor of image. If dtype is tf.float32 then the range should be + [0, 1], otherwise it would converted to tf.float32 assuming that the range + is [0, MAX], where MAX is largest positive representable number for + int(8/16/32) data type (see `tf.image.convert_image_dtype` for details). + height: integer + width: integer + central_fraction: Optional Float, fraction of the image to crop. + scope: Optional scope for name_scope. + central_crop: Enable central cropping of images during preprocessing for + evaluation. + use_grayscale: Whether to convert the image from RGB to grayscale. + Returns: + 3-D float Tensor of prepared image. + """ + with tf.name_scope(scope, 'eval_image', [image, height, width]): + if image.dtype != tf.float32: + image = tf.image.convert_image_dtype(image, dtype=tf.float32) + if use_grayscale: + image = tf.image.rgb_to_grayscale(image) + # Crop the central region of the image with an area containing 87.5% of + # the original image. + if central_crop and central_fraction: + image = tf.image.central_crop(image, central_fraction=central_fraction) + + if height and width: + # Resize the image to the specified height and width. + image = tf.expand_dims(image, 0) + image = tf.image.resize_bilinear(image, [height, width], + align_corners=False) + image = tf.squeeze(image, [0]) + image = tf.subtract(image, 0.5) + image = tf.multiply(image, 2.0) + return image + + +def preprocess_image(image, + height, + width, + is_training=False, + bbox=None, + fast_mode=True, + add_image_summaries=True, + crop_image=True, + use_grayscale=False): + """Pre-process one image for training or evaluation. + + Args: + image: 3-D Tensor [height, width, channels] with the image. If dtype is + tf.float32 then the range should be [0, 1], otherwise it would converted + to tf.float32 assuming that the range is [0, MAX], where MAX is largest + positive representable number for int(8/16/32) data type (see + `tf.image.convert_image_dtype` for details). + height: integer, image expected height. + width: integer, image expected width. + is_training: Boolean. If true it would transform an image for train, + otherwise it would transform it for evaluation. + bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] + where each coordinate is [0, 1) and the coordinates are arranged as + [ymin, xmin, ymax, xmax]. + fast_mode: Optional boolean, if True avoids slower transformations. + add_image_summaries: Enable image summaries. + crop_image: Whether to enable cropping of images during preprocessing for + both training and evaluation. + use_grayscale: Whether to convert the image from RGB to grayscale. + + Returns: + 3-D float Tensor containing an appropriately scaled image + + Raises: + ValueError: if user does not provide bounding box + """ + if is_training: + return preprocess_for_train( + image, + height, + width, + bbox, + fast_mode, + add_image_summaries=add_image_summaries, + random_crop=crop_image, + use_grayscale=use_grayscale) + else: + return preprocess_for_eval( + image, + height, + width, + central_crop=crop_image, + use_grayscale=use_grayscale) diff --git a/unsupcon/loss_demo.ipynb b/unsupcon/loss_demo.ipynb new file mode 100644 index 0000000000..9e47f6e1da --- /dev/null +++ b/unsupcon/loss_demo.ipynb @@ -0,0 +1,663 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "27c06a93-cc84-4b18-b10c-696cf0406b35", + "metadata": {}, + "source": [ + "# Unsupervised Contrasitve Loss Demo\n", + "\n", + "Issue #520\n", + "\n", + "Dante Basile" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "da91ad6e-4183-4bd0-ba7c-1c8c6418515b", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "import tensorflow.keras as keras\n", + "from tensorflow.keras.applications.resnet50 import preprocess_input\n", + "\n", + "from unsupcon_loss import contrastive_loss, get_aug_seq, get_pairwise_sim, model_loss, sim" + ] + }, + { + "cell_type": "markdown", + "id": "d2e96042-bcd1-4f1f-aee2-cfd0907a0e61", + "metadata": {}, + "source": [ + "## Use resnet50.preprocess_input\n", + "### Show Augmented Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c2d61299-969a-494d-9f3c-63db3f160031", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 32, 32, 3)\n", + "WARNING:tensorflow:From /home/db202/anaconda3/envs/ProgLearn/lib/python3.7/site-packages/tensorflow/python/util/dispatch.py:206: sample_distorted_bounding_box (from tensorflow.python.ops.image_ops_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-12 13:15:04.782100: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:04.818025: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:04.818231: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:04.818857: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2021-12-12 13:15:04.819771: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:04.819930: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:04.820070: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:05.164301: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:05.164492: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:05.164647: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2021-12-12 13:15:05.164782: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 6601 MB memory: -> device: 0, name: NVIDIA GeForce GTX 1070, pci bus id: 0000:1f:00.0, compute capability: 6.1\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACKLklEQVR4nO29f6x3z3YW9KzZn/NepGBoS6nXttjWFGNrYoGmmlQRRaUQ9YoRbf+AKg0/kjZKgoltMUpoSFBpiYmRWFJiNdDSpCANIUptNGpigRYrtFyvvS0Vr725F6jaKvfe73v2LP+YtdY8a+3Zn3PO+/N87/fM++4zs+ezf8yemfWsZ62ZPVtUFU/hKTyF925ob7sAT+EpPIW3G55A4Ck8hfd4eAKBp/AU3uPhCQSewlN4j4cnEHgKT+E9Hp5A4Ck8hfd4eG0gICJfLSIfEpEPi8g3va77PIWn8BReLsjrmCcgIhuA/w3APwPgIwD+EoCvVdW/9spv9hSewlN4qfC6mMBXAviwqv6Uqr4D4HsAfOA13espPIWn8BLh8pqu+3kA/g/a/wiAf+Ts4F/wGRf9jM+8Wf9YmQrv80/ygM2Ph45LCF1MPKUjrWq3rLGdonY85+F6/lmQO35P4Y7j7nUZsXumOlnk3/MmAmseBcRiqMy4AxL7gHar34gVvY/83se1uuYmPxRJjrvSAJG8gfJA8ZVLLYPUg6ScJ3Rc3EdmGjLvbccqdDw/cp/xdMqLekXqh8v8Ej718/hbqvo5Nf91gcCqPlPRROR3APgdAPAZv+SC3/iNX7g+QzvQRyWlXsFpwXiSG0AuAtyANoFQGhdFbwoVhbYObRbT/vh95O37jn3f0fc+0n2k+67QHXnrACw+29fdBMQqSTTLYPqNao0b2etmCUa1smWR78LRANkwBMTS0uYG2weVkbDykC8A9DmAdwB5LpB3NuB5g7yzQUqs7wD7Jzuef+oWzz+54/aTz/HOJ27xyb+j+NQngE9+Avjkp4BPvgPc7txv1rE/U2vAs2dju3kGXGzbKN5uRtwuuaNWLEx5crItAEcuQLvI2G4a5CJol4Z2Y/FFIDcj7tjxXJ/jeb/F3jt2A8CumGkHxR3ot6OO+y2gtznutL8KH/oB/O+r/NdlDnwEwBfQ/ucD+Bk+QFW/Q1W/QlW/4n2f8bqw6Ck8hadwV3hdIPCXAHyJiHyRiDwD8DUAvv813espPIWn8BLhtahgVb0VkW8E8F8D2AD8MVX98Re7GpOz1/3Go7yBezyF1xHuY88/hXV4bTxcVf8cgD93/zOuuxHE/i5FVDXby4uruKMqbGuhc5Rub04tJTxINqKedDdzEGk1LM9ipf3q4Ky+0JNnOv2xHkhFDudded44lrd+dtOZjrr1nQ6qZ7XfyLsVXq5ZqJUNHg42/o38AO64TL6B6gykTepNrjgFS/Wcq4bqFEzBHH2qdr6aK0utzmxfNOqK+7DWtriyHY4FTgq8Do/GGBdZWCbp6XruOlxZ1koyD7VteKSxA9pg3ha65MoYknExgQCikC4QbRBVNDQoPO7Tq2fOM21Whjav730+ef6L4KnMfdVRhJWH90zwVY95SfBJYP0RU13xdbuV2xxeXkdeHn8ORXkmP+bWNwV2827tYt4tezDv8FQhydHWgCbA1oajb/N7F6Gv3n53DN5cgMvN2LbL2No2HIFts80doYv6rE7WZd1aOTrtelmi+VWhukO7QHqHdoH2Bt0bunQ0CLr04WymkRG1dlDa0M3hd5vjZXrHg8KjAAGBoC0kUkVHDQigJoiwsaWDcHGnZiDYMVrF43q8Ykihd8zmJQJUBKJ583IqdMBS0ThKABBlIzBI9y/pwLOr6meed22elxOdlFdYiHgPtuMDALoBEXX2OFWP6cQGbgE8h3VMA4DdAKAr0DuxKYUYAHj5RAYANAeARgB0Dw992wwALicAcDHh95EPqs+IJe9raWM+TLhctt+pPsS0f+s2FLp3dGloIuimTHrfJwAYCGgoMkxAuD1uDAAxSnUyOnAWHgUIAIAs1XKVlG57DaKWdolhOlWBwCtyH2frUrrE2nf8NrSzDCbQBU1b/CoYHRUykByiE/5Ze/IjoLAYBgKZ+5G1EOJlqNdKT8Q3vXLMjtKD548qBExYpKmsouNaGmwAgAGB7GrjXGLDvblAVagbbYkJGEs4DM8Zg9g24MZYQFsAgRgTcCBIws4AcMLGvNRsbiRAoM0Znxi4Sh+KTfZ9cE3tQ5kUre8gkLY9160uhD8xggeExwMCC3NgVJJL16hJ1T79AzoEVR2uEyPQQNDUyR3JTwQHZui5lgwWAGMCSlJuIQGBhwIInjVOQHSQg/DXY2mH5XkZ6kUOF6JH9HsLHU7nufCzMDgALJmA7cM6I24tvSuwK9TMAWFzgBqB6XxjIDB2JSAAaPPYmm6XYgZcJhi0AgBtm0VQda2dnzmwasEG+Kd6mFuf4u3cM1tQY0HQOS8g5gT4nBIHgx2hxJYsoOSrm7z3DI8EBOSECcBaxqCU+KqqUXan7kAIvvsDNO2P37mCop6oMwOjsXQUq5gDbgw4tAMiAyC6dHTpkzqePQ6oY01yE2GlfVjojqYMbX6sLs5fAMPhWNfo+bCDH8DLf2ACgAk+AgRGB+4QMwe0q5l1fm0TBhyBwM2Bw28u8Is4QOBmAkBs7g/YJM6Bzwhd1CWRhGWIZ3bGRADRrX5EgWbWEGOI3XpcZ6H1D3kOBguTYAkCDwiPAgQGvS5SY8p9SsUEAjXQUO1wd/zwtjobULOpJJyBSlPzdNW61pqCoxacANDRySvgwg+I2f2zQ5+F6DiT3GQwWFCBwpzXjOBM49Pvh/NqPXindJCo+zWNDADu0HIgkN33FborpLtqM/VOaFTtfAYCoGh72mSjfaP8AwAEzYBALib4l8wEZBv95DByRMAchGXF9wsr8OND0O16XQezjFP8PvZsMSOQhP1gIrhPYGUSfDqAwJIJWC8TuEkAKLqJqXnnTUMnzao6hL9NFqCCOUpwKqQCMyyMCcigmgpAZVxO2/D4AoC4b0Eg6AYeCpU9WlvPpmJ5ebzchiPOPrLKzaeBs5U6FOg8P17zebBnS8fTVjUim0zso0jYTGUBRmeH09c+gEA7wjsuXWzYbN4ghKNoe2YCTaZXPwSeQcC0/HZpNjXXhN/9AJch9I1MAbThlFT3ITEwc/tIesRD4OZi0GVzYAkCDhJWVzw9+DAyQE6/ldDH1GGbWvyQ8EhAAOfmAIDprWqmmV2yB5n0yhRVaACAjNp2f8DOjVihIBBnQIFgAoJLppLSVh8sVIioQYCgiUKbYrce5A6heitlE8ABQObvbJOWEkY6UVYHA8rnyzEjWI7pk48iBKKTZudyLMAgsQI/p4/n14jV2NqMExoZUxPS9lsD9m0cUYU/hD4o/hD+7dIglwa5AHJRAwMdmv+iaJ7eFGgy2InMMqOF/xKG/7OvXGMDC1aQgIURvA2A8PpPL02RTyDlFxDoZ0zgXTs6IFg7BrkBAOuhMnWHMYGsxQgAXLgCAM55wDScdb751elHUpMOAOPWNswFGS8g9QaVju4jBBUISGgoa4Rp3aT8CgB1zN4j4YsWRiA127U9CWsaSXEg6Nc1/2HfzovRXRIEVTcJmAVoNgN8M0HfjFgxCEzBB7ZN0C7bAIBtxHIRyKZD+GMbgu8btlExYgDAbRBGu6f1qO1PyFowOtb6kXbnoCIN1y4FfuUjKMLeKwjskw2cd/RjeBQgYL73Q766sejVKH7c3JRbKaCb9vs8XFOrUC0xigcvVUhzFEpEL8rsBoEax25q47/OuU2zgYGgIyYVrcafvQzxm+a7n6UXlbe6bAYBF3ii7WHTMxUl0DljAem+dk4a/XCmRk7d8WyTEfBQH9v+EJs4RACwbTDNv6FtHo80LoBc+hB2B4FtMADEHAEd7dCPAi0IfTPbgipweXypA0670zC6ljMzb9/iA+h3gQCBQSfB7+9mJjC0aj/+IMRTrUcNu9s1saYGmtpeo+MBmK8hq86ZHILhLKR91H3qoIQyc79SWp03rfR8PhOyquB6WFFKPs+vu0rXQ08wLpgIa3567ZntzwCCIuwrjRjNwNUU9Y+YNIMAAmPDOtvSNbDb8K2PTdTMg82G/rbh+NuM/g/hHwAgW4NsHbgICb2G8I/XphW8vkB697/NZ/RALsz06rIfxCwsAYQDeOmjAQJ+zInwMyuIV4nLq+vLkYQHsADgkYAAgOFQSxkEDkLv+6t1mDalTL2XmdYY1zPQsN7oE1QmIGCO4xRw8Hyl81OPjl/4X4f2fcxj8DnzC4Goz8jJ6BjUuUAd5iD04bgEzWuYvycwqHhWtD6oY7l33/dD2BcAxXmMm+xxD1+BYtSTsYIxgqvYoTaqqxMEdADAZue69p+TfxwA2vD8bwJpguYCf0ECAGwu/MOPA1Mm0mb9NgxhQzsftMkPa9Vp2j7V8QLgidzNeisCfBgVYJawEPzUltf62pXwSEBA0VFAwDTz0Pbd0rYIiHFUZwUAhife98ssnCMjwHTdMhjQ4O5w3i0EXlcAYHPEY4bHQiPS5rhzrAXSIq6ZSKgZECLPYwcEyvd7JcEEkhnAQ3qVCQQjsPsq3T8t5gHSbovnPQCBOXZVNTAoNrG2bEOQfTw9/AAXQFzoeQrwpmibom0yhL4xAGgAAIIFaNj9YXG68HeET6fZc6f20ixntT01/hwDt7Gft5oTsPIN9P2YF12ubA8JjwYEDkwACIEOYTdGAPPCJy0fxyBotcEDoidWk4AAQBMQVPXp1xhwe2AAUOvY4/drLGDVYViweT/AgM4FJjgECyhxEni+PpeHgOBgf7LtSaqwUuFq4zoIrCbfHIcf/S07yhbaGob2dmBzOh9aXodwk72fpgM3AwCLhfeNSQqNSABIvpumVCai2GlqMbdl3ac6L6ckZncGAlXI2VRYzSF41zMBBdAXIAC3+UnDp7hpoG4IPpsBUoAibFJkMFjFVKMh7GoshCRpsgMzBfhU5JiH1+6qj8QmV0DAsZsBAyfzOStA6mXby3Zb9uVkw0w7GLBDkAVfF7E3QTAAAoBoLpvf76Dgmj0BwGWwALnM8X+0EYvFKPlh+rVhdmhDBqVV7IKOAub8TL7PsZ9D5zMjvAsADgBNgu8mQRz3JkFARL4AwH8O4O8ZxcF3qOp/JCK/D8BvB/A37dBvsbUFrlzsjAn4b95gJNRAaO0QeAYIFACQ6RcYvU+zCdA1yhJl6n4Nr+metT8Bg6KvnYELMDg8J45Cn97gswOuMgLB9Av4QZq1zikAFCCobMCFJdgAbW5TMxNYAcAKBLptCaMIDJJHLrEAQC4duIiBAQwAzBwwc2IKPMgU0AkGVN8A5rAg39cbp2jaw4hJ+e0AEov9AxOgNBZ5wQb2xTmLst03vAwTuAXwe1T1L4vILwbwIyLyA/bbH1bVP/SQix18AsDU7AYGQN4fM/JGL5pMgGIOXjFnvgBw2u5H/NoFHibwYQJY2stBRc/7+edDUD9JMMGELnYAAhdyOj4euZd9vwE/0gIIwgdQwCAAxh2vDAhWlnCwuRBcAQPuuNcAIIRLEKYANoxea34AnwfQbGJQ27yMOoHEHcmRP9FRgOwFbLOeXF+44y+E0U/UWcY41uq+Dhwd2KGfU4WfQaEygYWfIACA4jfGBFT1owA+aumfF5EPYiw1/vBrYT1EqC6YjuSdNAQ0Gs1nnx2cgs4GtHj5aVRAq3+AwUBc6L3VBgCgMADgKLiuQE4e+I76sHAXE/C0A0Gbx6ZOXjtjZQMLk4AXqJCGufCJC4mP53fE9Gp34sUy4SvhVzqGinNgADWwT8AYAQOATwhq2xT+OQqABACJzXC38/kbXn4DPzZdgMm4ePWpFQM67GP9WxLkKvgOLPfwG7xVx6CIfCGAXwngLwD4KgDfKCK/FcAPY7CF/+uuayx9AgrwdLfoINYIPMc7zxcoAECuaXUIrowAmD3AfQLhUzDtT47BCQg4CLVryBUQeL85QB53qLp/BgAk6OIXdTZBQOCPdgoA7FwiNhCxCXqwCRJSdgpKG8a8mIqvZkACgAUYqD3MAQwE0xwgMECZETjYgITymJOxlLZZRwAmC/DuUNIOfr3TbHSqd8U8P2nkuwChHH9gATWPfzvZ0r1x//DSICAivwjA9wH43ar6cyLyRwB8qz3qtwL4NgC/bXFefHfgF37mduIYXMWSASDsNxJyycAbv3ENFWFPYODHNwMROl8JENzu887gxfO8JQJY8PebanBBuBMAatqPY63D53EH7PbI1SFYAECJCaTzWZ6am9kNTduoI+3kf8lC0UvsTaHAHIor7RuTeMgciOFBBoAbyzNFIAbisUoSgKPtdAzs4GRaz68H+/VWQMDOOq/vBAzl90rpr+5f0f5vhQmIyA0GAPxxVf1TAKCqH6Pf/yiAP7s6V1W/A8B3AMBn//L36fIV3Nr7m4yWaP6gkjr9vIIimwXlmkkr8DElrUXrU5xuSAJ7eIxrVMBjSrtGv+rlVQIdzDR3Otb8q0kltRMtq59YBU/n9aW5fC6/NEFrY+5+127Xy0a/E68Ga8JFGQ7+Ap0PxwuE+BuCcgFw6dDLDr0IdNvnPBJx341NRTLJOAiITiFOglrzzjQv2+h1Eg8/w1k9l3sdzKiVz6Act+i2DwovMzogAL4TwAdV9dsp//3mLwCA3wTgx+53vVJyF3KL1DNtPr9Ey0loeMGcPJQvRJs7idxhxKMPyacAhP1vmr9jh49v14oH1pVfcUJRGrGXuKavAIFHgT1u23uH4Zk4i3QIHTApuNvT27x4Ev6Nhd8m8DSbuuteuXhYAgKrXp6kWQW+glJoVbEZg7wegDkHsQG67egN6KLQJoOJoEPtxfrULiT08VtN8zFUjlj1x6fy2jTe9JZfz9cBXYdBO5hbpXTeHjovsaoXcH7pEytddC28DBP4KgC/BcBfFZEftbxvAfC1IvLlVo6fBvA773OxAzsLDlt/GXkKhCfq+NAnEuQC7rMLfbiImQFoH0T/SZtUZE+dikqwzKvFqwJveZWKcm0opgXDP67eBjy1//XwOJOGe6c1mRYWeF6UowGyDQDYtobWWirPiMfN6jSMpcDzPoFDrC3oswYJkNxM0G3H3nSQRfTULtVGX2n85T6nGQR6EX7KT0t7VUl0IeUu3SbQLbv6CTjW8qauIsdLXQsvMzrwPy6KDTzoWwMjsA8o3aMCgSOlKkQlN1okcs27XZjyfZiIZo9NVjCvo9KnVmEn4GqjckTno2LFIRXFS4fnxpZyjVQ33qG8hvw6J5q/gkMFguRIs+E+lQEssq23MWd/s/n7AwTq26CDmNkIixKQnXTu1b77HlZLivl8AG2Atj5XNQddY+FgY2FasYKqxeurvjVmk6CGpWuInbZCtyxgkJ6jlpXidPGad0d4FDMGw5tdQ8j/BAIFzHGjJiQya0fqyXrcl7IlAKD8lZSfAUBpoKSFkE9fHXt6PTo3XRcuXPn6bqMyACinCzi4ayNCQePwCcScfQYAjBV8HAC2bfgE7N3c2ZfFijYkLz1mEfja2dnJxasO1aXGvdzurEtvkzPQLmz6A4DXdqE2qy/zLBcBcRBY0X2vU6pbdITjsq6fcQaOy371EuFxgADWlMK9tA4ECpmeW4+tY4VGhHmE4ZVTwKCCAAt/MADLp4lBh5rmzuuaBQu0Lvmp83PxTjrfAcc86cLB9yrmwAEAaufn63NndeFSTP8Ag8DFzAAHgctkAys0F5jQovOsi3MAWPwWr/xipv268yZ2DfIXsz3Pb+F1rxuu1ytxXKfO4WcAIGANJuUCjlJ+rmvvz9wO1M4rsExdkvvTC4RHDQL+g8I7pQm80LqCEVYSU6QpZh0iAwExBA0wcM01NZvyZekwLXkVCFadPPZRAGERV4Ff/RZlWZgAWkDB6TBfjzslV52ABR80RXcs4+XLejVb1EOkk9BjmAfcuOJTrs8F/tDhuYxX4qjXPus1hiRdcH0Fnp3qodTpNRCoIwHLl3msUIfFsqJOiAl4XRGwrfTDCgReVvg9PAoQEAynfw2H5wvbScNKOLgFpfScFTCQE5BZgL+p6JOEwg9QL7VqjAIGB/pWwaAUTa8VOZ417x9iovxXAYCYS1Q7uV04LZiC73P324UE/8KMoOWFUSgOYBAZoyygl7+4nk7qN56R0nV0N/k3/DEZAHbaaFXesDgXdS907bsm6wQIcB00qlOr8GA1PPHtxBdw1pdWIbIf6Bd4FCAAXGECJz+q56/UY6Tv6D0y99UH6N2RGJPfEY6seqloGKLXBzDouRFdS/n5y9LXBqyPcqUcVdj1JM+rjxNyIsCgcfmxGQsoQLBdtrG0mgjRdTloukGRO7pVxtJLf6WOazod0zGnIJMA9Z4BYGcQWADAoVtVELgCCi7gUb8+1Vpyncdxfk5qFCpSqZOzukrhqkDl8HhA4I5CpxeCSnoA3z1Uqadj+I8BIee5LyCB6gJX2PHEHZS9/jUvXeoMCLDInLi0LsvC9l+9eqqdtBPZpw6s9RsA4RMwAGiXhnbTMiO4sUU+7ZzO2i1dT6adrFbjYRfN50mdu/o6SjqGRjGBNXDBAcC23UCgPze/AAoTWO1TO69m7aHue5+Uom9wrFvPOzjHqZ2TKVDbvvaRFwiPBASufLRjoZl0sZ/eF4i4p/2Ul14O6sEE8vnr+k69jDbWPIl2F80BuuZCCZHZkw84jEDcAQI1Hft8M+p4wm8H0huD7g8YQCB5u5HxoQ9LDxYwtyYCtLH4Kud1GZ90GyBwfDYiYoALenntOb6T6HVA9aalPZIpsE8wSPqkNHRlA2mocdG2IBDw4dVYjale2+o5gDffKrVxcg7yAaVzHubJ3TM8EhDACeXX8PR2MXGVmd8BqLjlPt/xR4lZ+M+Fvs9iSBRg/GpIrWWDYC5GAesQNPnD02kN+yLgq/ZMQFE1/2o/1F4W/Ci/P9Nq8yE3nxUoOeaJOWJj8dp2dBF08TVHrA57HzRfOrrsM+5l3+t/IfzLvOrrKHH6Vt9uWv42b7xIJ8/6W3S66AdehDAHWRDpdwCT3WBq9pWN79fxrxLFqAMLuqdLNYDKwfVV+8VDnYWPBgSO031n/gQAG7QzIOgGACpF2JVf852/HQFCDyjsISiyzEpdCX/YoA4GKwCgtL/3EBrDr82AwA1q8UFAVr8x++BjUIDAvNYu+D7h5vCOAE0Xjpd3mg4gkD2+r7fbDX1iVdcduwm7C33HAIEAw1L2+mxe6DCnqm+jAoGnme4zGDAAMDO6FjSnV0BQmZR2TBblfYUOTf4L6wvxdTYCAq6fqjBqeWr9nfoJTsLjAIGCmh6GxlfT9kogcIwTCPgwlB6BYFU7ZyAQfZEbk7W5CzUQLACgfQIA7hCqiHfRU59foPnBK3xHmllA6kT0YKGtXPhPtkYg4ExgTMrpBgATfVQ7Nt1N3Hd09dSObiVIfbYK+tnzELi5oFcgqKxAb48AwECQ/CR3hGRu1LrkY9y+Z5OqhBVos++oVyBgMFjUVWKAlPfuBAFgyQQGCPQi9B177I/0EPHRU3xPjXJqSMQ6yLVfdR6gHDsg2BDPgRWsmIFvOAIAtfG6MR8CAK5lakc4MwVs7r0wIGw4MAE/Dhtiiu4ew6vj25CqDV0dBPYJu/ysenzOU+GvwFZZQGUHtu9f5kkmAbEA/gDogwMBdNQrkF8vZhZQjX1jfz5KHQBQhJ8ZgEfRT7h+GADYP/GA8GhAYOXVYCagGLbmTsI/AMFnoXXaaIz/ipQnlF/8Fj+x5gfmSx+cZt8AMOl/9SXQdfhYrDpBofbL9OKYukU/dO1vnVEqE9iOcVuBgU/RFcVur+p2FTRtg/arHtcL8I6OKwBw9rwMACsgIADQPgEgTAP+dFdlA9TWqeHPwqovCUVCeewTIIUCYCoMnYB0cAKW+uK6CWGndHU+3zc8GhA4rAkIYH5pqJt9OYFgt7xduhFOmuJ7JSRg1kUmMF/cYduVjlMgr2rkjGDlOFw4D10bsKx6eaID9Jw+CAdp+xUAMKam4jNtLVo+gQDv00hBTCmmTj4+Fj9Y12HVIOqkS223eo6+eFYS9ir4FSD4c1w8MSjyz8yBM4Wx8hvV49g3UOon5H9x7ZXw1zqq92VgDQbg9ftuBoHKBNTy2AxwEHCH060BQBcS/jOkvuNn/jEAaSX8HEyrKl07CbVvBBCJGRAQpMYlWr8Ulio4K/pPhYjHKf6AcAoeXg8umx9fzYlSV17+sG25Y5Z8PXmmpZ27Ev6TPGcCVevzCEGd5x9trJRc0HiUw6/mlbgCQbR5L1tRDsuN2j6BCJk5q35+Fh4FCPDQGeVmJhBAsJv2t9g9zn6aNeZdrI4bNjGCqyhx5XKk7aE4sIKzYcYEIEVz3gUCK5ZQi+qPdHBUERCkzeYEpLUDmNouACB1burQvXTMGi+fYQGA9xH+qJe6yEcZFkzmALe1lLROMIjnkynoCRdkka7Xo2twh10xpuoPWm0HIOhIk6IeEh4FCKDyV9izutdfpkmw21jzjn2MCkiq03T+fW8dDcctW9MAlmBgjRqNVum/LgAAeQMfW7bq7FuCQacLUbmWAGBlWQ0DHjZfwnv17Cf2Lgv+8lVb2l891yEuIHAQ+jM2wLR/sfpPr3XGILdSCl6fgrmiM58q85haV3q6UwCT253T5fRVP6kzIx8SXnaNwZ8G8POw79ao6leIyGcB+JMAvhBjZaF/5T6rDZ+PDujBDBhj0BpC9cBnngJe2cBdNmFp/Hp8+oqNa0wfNizsoNqMiQaWjnDQjicCE8UyoKkaKmIvl8fbMWYw8DKm+lvkMSXlr+geFuJgm/waABRhj+dkoff6OAMCSh8+7Kkn9cNtK8ddrfXqAMCMyeuk1hHvsuYvDICFP1gWaY0EAD1f520wgX9SVf8W7X8TgB9U1T8oIt9k+//2XRfpC1EOwbfRZ/MAoCsxANe+QBYEvtAZLTgTev7NNX1hCFKP7cgCRsdyno2ozfK2HKfhJcx0oqbeMZ2WMj2l39J767Qfi3G0efzKhk1MhSkL75ffeB2+XgQ/8l0QWaCvgEACwQoEi2scAOAkL4SyaPWVtucDuI1kFVO9pTor9bVkfjjGqXD1snTtUCRnffokvA5z4AMAfq2lvwvAf4c7QGCQ/r3kIWae7bpjj4kn0wcQ2nXx0If6W1XMida/BgyrfpGEnTqEtpPj6/31/NY+/xwdaUEVByZRu49hKAu+nO0TsET5XAPZ/VRMYOl3FvbUAblTV42/AIPDS01074PQX2FAy/xrGwGGX2MFoNEYBUh5JaNUj5xnswBDh7hgetX5s3p91Xo965NFAXh2HH4GHPcILwsCCuDPy1gq+D+1ZcQ/11cbVtWPisgvW52Yvjvw2YJ98RmyPbS/zUCTfvx2Hc5luRY0dfj647KQdKJSR9ESxzONfaWOsQSCcj+/1LIYQkCgJe2gQOWIN9P83JKX3mBLKDCvFbTSBYA7WEkHGHi7LDR+dcrFgh4EAKcOQRbyFRAsQOHAAHijTuMCk9pnBfR3AUAZOYkVsTh4XfntFyyAT+HzWdgjXRncS4SXBYGvUtWfMUH/ARH5X+97In934LO+aEw4LUcM3e8sQPp6+KRUXqVjkq5Y6uw+qEkCly5icbq+dwi+18pMuGcZBNbBXePrTDMTgLOBUqYEBJTHLwlFMQgA0Eexm5VvKfAVDEggV554XqU3eedXAn4tXYGi7B+G2+4CBAbp0q4BmGcAwFOE6beqnVNzs/Y/2VbaPLEAmUV9FeGlQEBVf8bij4vInwbwlQA+5t8eEJH3A/j4fa51/CCpki/AXwryXwpqWiwgdCcwuAoEq1BreAXFrCVr43hnqICwKPSqMRMzoJ34Bp7v+yQlE2A//M54wQIAEjgL8TlGFvIz4be4rstfh+gqE7gm9KcgsPitgkQ1A1YgMB5ytNMB7Kkx7g0Ankd9JYCzBgIDZgKHQ5lhAPn16VcUXubjI58BoNnHSD8DwD8L4PcD+H4AXwfgD1r8Z+66lkKxL9ZqZi8At7+dlPcly6NSg0b+Q6gTaX4p+0sAwNQCh6Wj2FFYbrEEAL4mazrvqNzpiQ2komt+3AMYyOK5UASrnQs7xyl9IvjLKbtXBH61fwoEpB3OGEAwhgoCjeqvVFil/ZX6n+Vxn2TmyI67pSmwRIFFI57sv4g/AHg5JvC5AP70+BARLgD+hKr+VyLylwB8r4h8PYC/AeA3332pE8cgrUWXNsUhL2lqFA3MGTUfdScHofP82AoAIUfmoPNpxGKjAMvlq3Bs7yUBqYJOHd9HGkJQPFQAWAEEaRc6bfocZAJpEvKilR8CAjXvXsJOz3ZGoVmAEgAs0qB9r5tgUrWePF3A4BoAhOZmM1Dp0lTmg1OwNGMqBym5tI7jKwgv8/GRnwLwDy/y/zaAX/egawFLx+DyLbSTfbaTrsXLyisAcghVM1Ne1bYxhuyN5kLqQ4FXbqHlug4gtfPXzyJoo9/4eRgMqNPHPajw7NHm42P0xQXJ78l2OOfdFwTYY18FvwJABQGU47A+9zAGT6zAmYBiAl2qO2uE5PCrAn+2b3WcFpApxV4BaHo2uz93YKFrnoW3MTrwykLHsfQHgdfzPH+VM2K+UEUD372jQpfsSxa/LwQrHHUMADrPK33tuE8aJQm93Y87ff29rsLrcXTyk45StVIEBgBKMyuI9BUAqL8dtHo/5i2FowIB5bHQJ38AgQD7PhzklgDg8UMAQOb5ERcwqI7Bg59l0TbJzMiXfenwKEDgrF+yrbQCAT4pAQHnURyhHnAWrrGGs+PcFOD9KsQFSCJbjof5cGC9RmUDB4Eo+8nurZ2N65Gfzzsn02kS+gQKHrPA3+IUBOCjA/fdSjnPgEFL+bSf5x3qkerdE3VI9S4ACGetnGjuWs4KBOXw3EEQvpwTHH+h8ChA4DRcedp43bfCo+eR9K8AenWr9c7xt2oCxD1LZqVmqXhWqANoEf1cUpEDSpS8MwHicjproc630kiRXmn/FTso5sDZ0NxhiO++IABKc7lrPgmWnuS5CXl2O676VN2SutZxvxZRczruXUAAV9JckGoK83WSj+EB4VGAwBm1iXyj+eIxENSfbbADA1sAwFLYWbAXaLE0C6qASxYo6Dzu4OSi4SshgaisJXVGAsTDnIXyO+jnZdDyG5Xx1Pt/h08g0fYaCNRWk5SWx69AgK4fAiaTAbLA8f71ij0Gvm3Mlzg7rT7zQigTzV8BGj/PWVv0ck32eSjiBaQXCY8CBAAs7fMk+AQAngbFfI0Y/uK0zHMBoAr7ab4XZiH0KL8dsly4rdESAJROzl7qlbd63jg/82kgUDn8RPfh3n4fIT8FiTMwKADLE6rCg76oi1V+Mo24njGZYXreAgQMHOkYYmVM41eOPRfmqv0jrmYIZnyov5IX9zqr3zLRKYTf8h764pCHxwMCq7wrANDEJrNUJlCEfckE7gsAVzRHeheBtZDO36vzzqmwp73DrAAgbrmQYln0QC7qobyaollc6lzMVKr9zJ32FAzoXoeqWbEAA4NaqOrU5DkRLOjx6OV+x8qictN++t2Ff1bJrC85jPYd4wIMlQ0kYeaycDgTfGuXA7swodf+ciwAeEwgcMIEwhRABgUQOLDQLoGg5OebHIEhgcKJQMV5mn/yvKRte9n0GB8AQNOtuLipbLXeeMHLo9Tn7NgpneswpIYi7Nzp7urcXgTSsgkIGChpP+qWQVRzHvoJAOhi94w5CQmws4D1ZU6vf6BciuX6AMCx3lb1msDgyggH778oCwAeEwic5MVGANDUXm7hjnOH4IdcF1pwFQBqwRgQFgJWiUOl3QkULGZTIZkCOF73kJZjfl0Jx68Tw6eeXYWKJ9LUjcqS0tyhV9fkKnIB47n6DKh0rUOar0vj+4kBsRDKPCayVxJd+kK9bj0lwJnqeKknVpq7Ame9MNWhP09lBskMeEUsAHgkIMBC6iEaQ68DwFUmwNeXmeb7HgBgJfxeIO4ZJ+noKEodhYWfTQICAmYPoPNDKzJAXSkmT13mTlUfJYpdOtoSCOgaKV2uv+yMDrY6y1WZAGt9KXmJAbiXrs9rRxmusR0vx0nZ4jpUx2lor6L7lXsK1SUDYgIDel6U/aUZsXIKUvplWADwSEBghQKCIwAk86AwgaUPoIKD/8YswPalNPrB8Sc4aFcxFSd2sdFuSo2qU4stHINVyyU/g3cSlLLXmJ8DpKUWIJWKT52wMoEAgp06mKYoBT3bKWVILIuXPufYruHtD2A622DlofcytNyHqi2X4yTwDM/Ds5ydxwCwoAwHIeaCrQqos7skcFjQftb+vQD0i4bHAQI4Aeoi8OwMZGZQX7FMbIDBoWrSBRgcGMGhjAIxbptieEPOLx6q+sc2Le5qTh5NjX2YBqz59iEQDGbMbCg/pvnSsxy0N4gFYHa+ZHfy237l3FIhKejqwIJeQkKctH8FdJ3P52AkmOeyicPM4lC2s/KArpO0x8nzeuZC8NMhFQRyc89tAfpK559uxNBelgUAjx0EaFsBQBpKKgJy0JqE+FXA+Ea1M4x7TIGHji/rphgCW3mfhJ8AoA8AGBug2g0IqHdgdhwGhWrGJGArz+TC4IKflE4RksgvnfVgDuwkZLVx7iFwcnKc8HJqIK1PMY/OxCsYOsxBHsqrQLcU0lrGCgT1OAbWcqmDWUBZDoIHM2u1IYNEXKgK/Nn+KwAA4F0EAkwROY7aKwJzAIGFpqn3TWlxml81vuXD03OhvsoAegWDYAT+2a7Romo9eDmFlQDuXkBggoG6UT0tO+XKMeiz/jDvFQWogrQIUhK5fhFtegYGUXTT/OFY1AkAXDFL5czCetbJPD67TgUYykuX5Tou9ZkE+wQUTn0Jq/kBr8gUAB4JCIgCbT+2kKrOjkAV7OekfGAh+RZVFlC1fkknZsBCmdLeC0FCJGkiUFNAVbJJ4OZCaIBxcpgIyPdKGqakc2UhOt8177RrqvQ8i/smcOUb15gD5cU5yOeH0Nfre15lKzqrOorGaXquQ8yPUoBLOJ+6XhzCwkh1plbOQ3vQczOjSq8uF5A9vHexGJ5dteG6A7x4eBQgAAXaXtbeItu6av/lewNAFnIUzfUAABDOI9BJPaoKSwewY6z+Y2CgKnbe6Ml+uQEEgg7BULdiz4t03ZAJxZHyVoG0vJUj6TBDESW+BgZn96tSUAEApb6V2oDr065dWVCy9xdCXR9lBQQczoCA2/300TrytGTqE6kfcl+gNjgFAjsmjtWc5t+5LertXja8zMpC/wDG9wU8fDGAfxfALwHw2wH8Tcv/FlX9c1evpUC7rUxgfPi6aw/BB7DuxOPwGVP6AAQLgU/7hEVLFnCaJ6Oz0BDgFD6ZwqyAYnyws3naL+fcu3T+MyU8QYVwoGoMXeedP8fMT0zrPgDAQs6CVvajpc8km+vATrJqzKcVwY9npcsfgpRHkPwbF+0u0NRFXvxWNH3S+hUkqG1WTsWrbfgKwsssKvIhAF8OACKyAfg/AfxpAP86gD+sqn/o/leTIxMY9xgjSYS8TtXA8bzMAQSSZudjFt/WS15rZgJnGyjNcwDYLOhCk4DEThkn9/GQwRaGg7EwAhxlb1YQcse1ciw7UrFLr3YkByvNeXcBQAXk1QgGO2257pTS6Z5+WCFfUf0MBAsAUCpP+oHz5fgoUORhVipvqr/KslzoXcj9+YrgJxawABYt90r3LMV62fCqzIFfB+AnVfV/l9X837uCrpgA0DGccQJNALAEgpV2P8kPj3Urv5Xj1yCw6I3RIQYbgIq9GzBVmOi8eNeOZj12fNF3AIO4k7B0CDYFDmBAQMB0cgUGVwGNtnSPldDzfRcAEDQbGYA9nd7JMPLjzElpMlBofsnNXdMhOPbnFAC4XP6nKg6/niDYJ9fF4T0L2mcgS9Sf8la+AH4Y5RvSfvV9vMrwqkDgawB8N+1/o4j8VgA/DOD33PUZsuEYPDKBpoqG8cWhpeBXVL/HJqXR6/7dIJA3p/jRMbqE9s9fHjUmYC7tIByqtjUoSS0/2gEAWBhtP/JZ8BdUc6nN7gMIC2HnPBb8qMZS7ysQUDsuhrs6xgKnPhegCPUBAKiOYiuCn2RGSlryccxSDrJWHHppgpUefzsIvws+/1YLWACN81eOylcRXhoEROQZgH8BwDdb1h8B8K0YxfxWAN8G4LctzouPj3zGLxFstxkEFIoWTABpyCg6HVVYdMKyFPRy46WhiQ0A5Zh7CgqoQ0BBzsEh9EP4G2J2YfL2DANgzDSwOQfW81n46XFH3qKzHzTSAgC4I6360YppSP3hhAFAcbCxQ/BbjqMAVh3pvg4A1GY89JkAgIWf8vy4+nACqrcFE1jKFoNqvx6vgCANES4cgVfDAggeIxP4DQD+sqp+DAA8BgAR+aMA/uzqJP74yOd8/qZ1iFAhaNoDCA49t8bekKZJDtqHl4Bi4edzYcewb8CdfAocTIFqD3YraxeIC706ENgNVeyjHoP6iypapPvxHjj2k6Sdc6XNzrpKVyC4Y0uv6bKaPAEABgK3/Q8AYFt9sAo8Sfjp9yieP0vJUy5b1fpAauvKBCq7SuXya7Og8+fUVt85XPkGCAyiHSTf2suywvhlfb1keBUg8LUgU8A/PGK7vwnAj915BQXakgnYP+1gvwCPFESSqSd1ohB2r+yTj3Au3x708xbOHxThEjIBhBiAdGcAzcCsmd4fqckCBnpNQ2E8GaP+ihHUejzYqncI/ikg8DX95tfSZ4LH7cAg4ISIT7HzY/Vk186kpZeAQDsxUlIBi8qTXhI6SF8BPk96nbqg86rJe8ljAFiAQTIXqK6EYytffZbqIHwV4WU/Tf4LAfwzAH4nZf8HIvLlGMX86fLb+jqQw2QhhUBoeDB1lFVMAh+OHe6YDAb0JeAlK4DflNRQ0a5pXJt+YyAQBwJtwQSG7Q+MyUPN/AHdjhmeMVH78nJp7Dvb/R4CvhzWokeP6uRj/fiVYJ0AQLAAZmIGBNgmKwNKmSxmdwqA5BxMDEBpX8v1vCC5aJERb1pWU8DBiDIP4/gVDOpy6kXYV8DAjt8EApLzvYj8rK8yvOxnyP4OgM8ueb/lwdfpgL5T8vyfKur3BzrGewRkhk8aT1rHXzluFQwcAIBsHwI0SX2UwhtxCLcL6WwQWaip6b+o/xpEmun6wXQU7v047gN6/wb352N2Q8+l3LFsnydF8Tz8yHOQxLxmClV4Tg67148kyNWnUUc50jF0TgDBCZVOeQvqz3kMJAEGLPxl6zWPAAMnz7C6V3RVyfnxnFRXryo8khmDiv2Txy8Q7dhxix07FLZK9WFzIKh2Z6N9bWNiTrx05C+veBpkDgABBBovh7NtDziajAazIT4Zjr07g4AYwthajAx4vA380f3+MMAd2R1r7Nco++z2mE808a9bnZx8QS3trwQuEpV59HnSQZjqCsV1ufLqWSf7uzKbg9DXgq4O6Mdni+KfAcAJaK0ouzMPAeYn3ny/KiO/r05gWAHgqwiPAgS0K/ZPLEBA/OPkwC5D6G8pvcMc8EDYm62R4PvLJj3vQxGfCAMyI4g24N6vbruLZbmmBkTmL6cdjxmCOTmdGYTulyn8fDzxoHtU5Lif+1HdHOJ9JclfCX76hKIkmV17pe+jlUj4k4CR4Pcq+Fe07mEORMlfWS1uJl4hIodn0fLbcjsBg/SsMuvP+5qTtijjFf3B5pLep74fGB4JCAC3hQkAwK3sEwBc8CndLVZiALotgICFfxGrgQJQOk75ctB4oalTxxpwLnRBZwbjd7sHgPnmIeBvJE4mIIjX46yVJUCgIV4yWr1mmCrSnoV6lxYWwGPyglm+2AcBwE5rgXJHpHPrHP/EqEg7+r50upRT6ZXg7yf5FQyYemspn1eD1weHVZ4ek+FnKMJ+0Mq8T+elW0ou28psuVqeO5r/RcOjAAGo4vYT7xyy9wbcSt4YCLrFSl7n1hdAsBXhxxGJU2chlB/lm+do9bbZhXNjKhgA4q+ZAiNf0Pzd2Grsmdkx5koOvmsTqIMVqDAPnrd1mzgJfWUBVtjQ/kIsQI7xnPacO2Ndt3DVN9N5RDV8f0n/z/JXvxUAYC0cGvYMAOpvrMFJ4yYBJEfUCgwSVedrMzsr5YrDSjm17FRfwqsKjwIE+g586v/NeQpAbwYQ7ALceuzC32g+jjkCmzMBBoJtXCxiZGqW+oPk/fAXWIFm/fc4U+yiqgqR3EIMDGI3ENsJH4MMn0AAjbGDMWV6z8JPbAOmVvmbzb5mAZsEKoi34BwIBJnm+6MmQKD42ryC1IGFNq5XpT5P5sipll99xvzEJEgz9nTeizsSA4JiKgI+BigCVvIOTKD4ItK4/5mgSooyXeFkBQMGmNcQHgcIdOATBQQggLwP2DcCgDZBoTsImLYPU0ARjkDfx5apr1CnTEBQUZo777HUAMYLPw4E6yATADxWhRgL8JVyGnU68dWKVEjgCQDILGATQbWja4fKMB3CFHAg8GcjGhpT9WUKSmUChjcH6htF8WtzZy51HL8zSFxz/p04DJMNfsIEEqgvBDu1MdYxP4+DjTMBBoKVScC34J3aReq+A1Qq8msGAOCRgIDuwCf/v5IpQLsF9Blwu5k5YCDQy6am8Zt1ktD6BgCKDAa8pX7JIODqUlKRRnkBQOaCYgEESc3oPEnzpSFiwj8ktKGZ0Ai6ClR7gEASdEcye7gDIKii644uAwi6dGjXtAqPg0EIOCb4BSCgMAFjEkGHdaaVTlziIAlUDHs5S7kPC7DFTlcAsQKEBD5nQl/R6ZrwU5pHJlIdKDIY+OUIWFn7H/JKuT1vkXwt4VGAQO/AJ/9OyRSg2SIdwQa2IfQ7CX/fMEYGOobAq6/oY4JPYGCXPWwsoa41IXC/XzSYa9LZdzSdn5yC85Jx0lynEBBRNBWojGHBsa7IYAiK8f6AsmfSerQm54YDDTOBhi4DCET2AQZ9SGhdkmvFBgIcSjoAwMGxI6OGHDtr1J3m/UShy3YYb68AUIYKV8OEfptIyxSyA7VjwT8Rfga/Feike3uTMNBQZzgsB0eHHLQ9X/s1hscBAgp84hPH/G037f4sg0C3WDfrFBtiQY8k+KSMPRxAQEqaO32tfOvQ03cwtHSwgaUqxHQIukB4LyANJDAwsG4x05gPI3Uf4IedTEDQpVu8QwTovR8eh9lAkzvSDABeNQwEVbg8aMlmrbv4ZPkybwUARfhZG7NQCd+T0wsWsAQCK3/yA5zcNw3lAbk/cN8C9TWvR4AKnsnG6w6PAgS0A+98qmTKUN7NNNLtNrREb6YttgEePs88yV/ZZ1oomFMA+PhlufTYcOw8jGZaCL+DCnc68RWKAbjBmkwKYwMGL/NkFvolAIx81R4sJs30sdCjt+VyHsBSCjtgIEBRcG4qMHjSNZXSnM8g0E98Af1M+FfCx1ttj6RuqZyUd/Dq12sX5+NqXsB9pLYqGwGmqbUC0jeAAo8DBADsZZqACNK0QHs5b7SFpWNuueZj3JQI+xaWNplxU0G6bTaEKJxnWo4bTBs1nuexAPjDjCcA4K9C0784QdOxonNCkvrcA+cCq/E57jX+m72L0KIXT3Nimi49yuvWiYMFs3sgTxZKdUjPXOXLE6wVUYoezq6VY5BBgXwCaU7AmZqUWZaa5mNWOBHFW4CKj+BWm/8QisJA6St1S5O5Dgrjjcg/gEcCAlAcPqIgwHA2WQdgoY+PPRYtxO+bJ5PVFSYJuvY5f4AFX9oCBCiORrS0Rl5pYSvM6l96YUGdDWQggLLgcs8cvSUxhRiw7/mlJaiB0JiZCFH0cDauO2do/QUw+DRrN2nUHpuFv27Ve58AoIJAz+k0WciBnrWw39OqMhRqfa7UqVK3OxW0w29nB57dZyHwSzAAps+kgsEbCo8DBHA3CKRFenjjDmdUuGNqMXcKBgiQ5ldiAo1AAB2Q3Y4z4W82FyEAQD3WAILcvvn7BJzrEhTtrb664AACQKGWNwILvVr92PBhYgn81qISECjEpjr77Mb0ujUD23ysJAgdgz11RfpwCAOBPw8LemjS4lhbvZJbGUAyBYhRrIbNKgAkFnCNtVCZV/MhTqn/KhQwkMVvaXUlKb+9Qe3P4VGAgN7BBMRW5faJQUu7rE/tb6eONwi94/qwIb1PINvU+uoMoMQu/N1nJBaHvTYuMEO/Zy+YQPRKTbGY8MMZgLprcAovz1g8KA0GABd69TcUpxofX3LqUyocALgCi4aNenRWRZ2ZAeAgRMWWT7MEV04/imNokK+HHHOHWTGBovyPoQj2QdZpJ347E1a+Jwn9shBe3rPf32B4FCAADC3AwX0CYsOE6SOMhQ1wJUY/thZLHdenFzMAeLwCgR2DRTgA2KhEa4jhyFnerH7cFzD+MwC0eRgxgAkEOAo/TRqK9YidAYRK7FAQA7DYhd8XNBXoeLUaQBdDXgYAe6ZwM3A99qzFeAWhKhR3Tfq5OvS3GgXwe9yhiZcCyLjr+bOLHC/JLODswAoEVglpwtmVckR5/Tr1tzcYDo7yGkTkj4nIx0Xkxyjvs0TkB0TkJyz+TPrtm0XkwyLyIRH59fcphAv3aluOHevJRsd3o5dhV94CnbfnFNf0YvPz9XZcD2TLztlkg674isOHVYbcSagtpZtNGJr5DU3n5i8Z8QtHsly4ZLE/Fmgb17R/YluTlhf9EBuNcbAkAEwbgwAoxsSl2HquK91LO/hmbZXSZTsdGQBQhe5UA3vRZJHH14tMAkPPq0GOcRX8M+dg/MaXeMNAcCcIAPjPAHx1yfsmAD+oql8C4AdtHyLypRgrD3+ZnfOf2DcJ7gxnIHAAA6aYFQA8XnW6Vec7A4B3yn4BgCT8HSH84cNQSz8ACAIMkvB7fo7nNoFgrmY0waCBQMXBQIbwz21DE8nCT6ZPs3cwYvPjasfnQABQHYBej9wOylsZJVgNHx60MoPRQtveS8OyScBgwObAwgyI/Wv1sQKns3LW672BcKc5oKr/vYh8Ycn+AIBfa+nvAvDfAfi3Lf97VPVTAP66iHwYwFcC+J/uuk8vtet2e3eb3ex27dN77Y5ACOZ69b5v1MxXCQsqu9JsfZFnjkF0eyGpaiDQRmaATybgLxfPfy1So3I9JnVGxqivPTDmEGgMHaq9zuzrGqjzZXv44QcY1x2sAmYOtPSi0DAQOhkZNvlJdU68UWR/SUMyCw4yVvwBBwegg3GfQJqAfbU5zS4C41ozycsDBGtpDlQw8OYp+emazEZqORbCnCYK0TOEWfCGw4v6BD7XFxNV1Y+KyC+z/M8D8EN03Ecs72o4cwymMXvrKN2n8hooJNrpAECIq9xhmfrahhUouCZ0TV8orgBzzTvRMZfBC80vCglC4IcWJl8BkNRIftFF4b3B30vwtQzGYf7gXmnZqJ/3aHZdAwAZYOtvBvpqSFn4S9pHP9pJXVJdR0f2ojEzc/OM6L7udEw19xb+ADdFvHYUmZGsWMBBsLjqWbBpS21DLGDtQCjX98KdaX06Vrh8b0H4Pbxqx+AZOTweSN8daJiNHSe5FicgcCbgwr+csUUVmpxArrUWmh+LTYeSnILP2t+ABgJgN60vU+vPtNFxaZFu0iYIcO1QLUnqnEOi5gwCT88vF02dPiqnOvgj1rmvIlPg4yrjQQ9A0HZo0/GqNgv/rGpjHmVbmANsniWmUMGA9kd/oXZslKezbWdBrsS5qpcVlRgA5y9O4eDKYSn4J1tiAIuyvonwoiDwMV9aXETeD+Djlv8RAF9Ax30+gJ9ZXYC/O3DTZL2UngnhXLhzdjbFFEzXzl6jQRNZsPialUEcCoc5MWi3zuZgtE8haCLY5IJtv2DDDTbZxr5c0DDTnt/kgk23AQonPUrKPlzktZOoenoCgqLbGEBHL2lFR9fN9vc4f34mvcSUHmMOQNfbWbc667ZOAgLta0mvnLjLocP6Owh0vCGN/LipgmbHOSM0hbDWQAUQa5VfCzKjYCTW15Tq5TCCUljTihHU2ajCyu41hhcFge8H8HUA/qDFf4by/4SIfDuAvxfAlwD4i/e6Yn1Q0sDe+a6xpgPw69QU7htw5I0pwlr2e2ELMqizEAD4ftuBTS64yA023OBCINBI8BkImqX9q0rMVavw+3PMdwmmwE/hNzDQue9CnwAg4h0KBwMX9I5Y0TnAYP4u6Oh9fCCl6740j64Ke/3tzKnbz/ehOAi9A0IIoe0vp3GvOo0DBGn7g6yxpJfdAwD4/VkJEWNK2p/LS8dCEKvMoZHC8zp/TeFOEBCR7wbwawH8UhH5CIB/D0P4v1dEvh7A3wDwmwFAVX9cRL4XwF/DWBP0G1R1X16YwwKKXTiZDcREoBMkOBV8iqPzrEDA024uuA1sQt9kAsEFAwAueIaLgUBbCP4BCNoFk7AjM4JsKEQvPWh96xVawEBPAWC39EZ5OhYgSUKfhX+8ldixKcb3IENCp/YOIFg5T+8j/FfYQWIC3hbeOZCFP/ad5a20RnDv866n9bizvub30wIExAS4vHU4lc0Bv2B6l0NnusF8Zq8JCERfN9e4R7gR0c+ug5UCbDfA9gvm5isN6QXjNWLb4mMWoBg5LxoDOHwX7yz2IbLtAmwb0C7AZQMu24abyzPcbO/Ds+0Zbi7PcGk32NolC32rIDDy7ENkzAFmZ9ACBCH63VhBNgFy3ooJGADIAhzUUjpBoeZ37bi9vcXz2+d4fnuL58+fY78Fbm+B/Tmw2zAfp/stpZ+XfUpfcwbynI9owzYFY7nvAkSa9XTzSi+MI6V7zo8WqexBS/6qz53sXxsZWa6t8HLi+iOq+hU189HMGFyu+2baRvpkAq6ADufTdUL4mQEUhhBan+NuY+CkdZqNEjQZ6xts2HCRZ7jsgwFsuBmMQG+wKQv7xfa3DA7Y1v6fgzqa8RhJHE8/3YGDM077PbOBKfSbgYUJuOfbPsdjerGnO8aXkcbXkJp2SPfvJe4xYnPGApLD7z7bSgBYIBfCpHXf/QOmVRMYkJIJTayZCSzNAUq6wAeN93zub+UeqcyU5t9XIFXf8Ex9o4DSy4ZHAQICYFs9lAEA+kxvNvVIkRsw6BOOQBAAANoYDJz+W7qZlmlKACDARTbcyDPc7M+SGbDJDTa9wYVBgAFAbXZeFFXmQ3BIamXWjtIBPNMtM1YbmrQZP2HnFwagOgBiCv++AIMh/EOSdzT1D6d2WxTVJTQ3RKX5B816ZgaULb0lasf6i13hGzgBg1PhsXNDmOlcrsv7AELs+r2pIdgSAZXLz6mzA8P8IMDSRrfzZ7bjpNTtqzARHg8I4DixcN/NEUXrCmxWO44NfA2PBZhan9LABAVnFgEKBgSN9hvG/QYAmA9AnuEiz3BT/AGX7YYEv6F1MY2hVk5feUijTIfFyKxHSNqfAydKPWi+XVAqwec+CLDZ9D6FQGULg2GwgiH8u24jrSNHdIe4Gsd4c6sFAGwQ7Wjaset+EH6naff2C9yDAsf8Eff6A9P259EBAgPOSwxAMwBE+XESSvOEhNdDJP986IuclmO+n6hWXi67gPDWy2rl9jdhX5YVPAoQAASXAgIKhfZ9fmvMXybaJxsQ+8krMTEAIDtpSjoBgG2NRwRkHHMR4CI3uDFhvwnB9/iCDW1MLDLN260wCowvC1k38yXJWZSPQp9zuX2z4PurxFmbQATS5gSfMQ9i5DURbK1hDCAO4RcdA4q7dgh27Nog/pldCKA7du1ovUN0M7PAB/2Lll8wgKtOwDMGULYQEjLVgMIGaKgQDACsSUlj85oIlXxFfRbhYi2ewKQkz0DgkKfEXOpB9jzKz0AFjCUmMOv7RVnBowCBNRMYaqXvewg/7I3CpuOcHbOtuGIPiKuTitU5B22RjjlDXYbGFwMAuRmMANsAjFuFNsVuNELQxyQcjMk2jZf+kjHeHnYglVl5X6fwcz9Mgg/vALTv124mEE2AplADANi+A8ImQJPhpOwYX0Le0YZwQwgExFiAM4EdYvFQ1QjNtBL+M5/BNX9AZQXsEzgINzGEJRtwT3vU2RQ+Fhr/jQEg0osgJ/nRvprbmftnXFaoLHzNE8EPZUdg678J1eVDwyMBAVmaA4oO3O5jsJG2dhmbM4EEAsiNsGIGVwVfYS/UbNjahkt3oRdb10DR00SDPlYMlo4mMmba+Sw8Txu78NYaswmL8APInzQlX4AyC7B89ZwJBKERDQhAaY5h7GDMAhwzGl3gZzxGdlWBphcCAQcC9w2ca+8zjR8mwzXnIYFBhDOfAFNo4ChEDAYyyxfpWc05VA1Tf/OklHy79lLwkfPjOTjtz1DL7nXjhWVQo2NPzYOT/EcBAoBgOxRFMYq3Q5/vkAsgzzHiC9BuxtBdfIEIRwaw2g+vv9Gw5hsQb9aJv9a7b2h9g8jYAItpzrHKsLl5Spj6BpS1D8SO9b7FWv+Ynk+l58KvAxji0BPt77E2TSwBZjq0JpBGz45mzKBhV8WmfW7owQ6GE7F0dGYG3poMDH4MjsCRjqndwa/jtcJCwMeZf4cFIwQKY/8gUKDyrvapiis4qGYgcEf0vQJr9FWg+4Zw0/UTkPmxJ9c7u82jAAHB2jE4PsZ1wb53yHOFXATtdmzbreByI2Nxj9ZNw9rCGTJdbnWShtv6TQB/rx7+3r29ogvld+43mwI84vHq7TE9gKJBYLGBCb+A78Awe9J8/prmvJ7MgAkWgBxprGv9Qm8CGGQAwfB6OmOwvE3QmkLaZi8fD63fFTH7YFdFV56W9A66mToxT4fZ1+J5qkAvfnpQUGN9PHknCReDQad7C9YCv9r3bCnNJ/Pe4Hw7N/BCJ25UEGQ2BV3krdhUOSblPbD+HgkICC6lKApFww18aSzdd7RdILctQKDdCi6XNswD4/u+Sq+AvfEav/nyXtKn1gPme/cgTSguCDLiRqAQeTLzBW2AwfTIRSwQbE2CbYzOI/H8vh851tPUPPPjgyRjIk/EBgLR6Cb4EwB0op5MzS8C6GbsYCNWsBlb2AZbuLRR7u6Crz4qozQNSbHjnWBWzLiiWNwrXxEAJMGSsu91svAbOFCkIcRaJhYmLtSBzx/TZ8Je78W/H0yoIvgHYT8BhQQGDwiPAgSGOXBkAqMNFb0JVG6ht4q2C5oDwfOGbRtf9x0LXZh+FLUOqTkPTtXsvX4HgAADCQBwMHDzYAq+peG/DRCY+2PbDCS2tqE1YxK6xbsDTPoTGJR4zu8vAKCUF7/bfAAGghgKkfCour8gmMDm+5MROCBIAy7a0PWmCD8IBBQdzwcTkKl4WUYAnAvbC2ivdFlmAnR9AeaaEwwGTOeLRvZyVVYQF6xCL5OF8SSiYyHP8+4S/GusoDKCF6nIRwECwzF4LEo4R6VB5QKVHbjVAQLPBW1raFvDFiDgmxL915JnAhjCzmAgB2YwGcGk+EnwXegNBELg2Www4Nh0AEGUIZ4eKTVjF5DR8gkAQLMECQy67tB9TgJSF3oaFpkgYMIerKAwhM0Ygi1pdtENu96EOWB3wG7pHfsBABIIcNDov7F/Zwd2bY4sx5FHYMJMP4FBLdiJwFdQOGj/BSAEMJTyLDAnA841ob8DACoYvEh4FCAAYAkCgGDO27Upg9Ih+wCCwQQcBAQiOmlpAoXpCExMAC3SrvmBuQ5AsAQTdwaEBokXhlrbaKmuNk0EBwu1fGxjibAXBgECAHOhz9d/iQnELMAxCUj33SYHYa6FYELvmwYgIIGDNjI7VLDpMN121cQEdnTsMsrhjtY+W3GaBNxRH9JpnfKXbGcBfLmDsJ0JLl0jjj1hK6eaX47p08AMhfLuBIE7ZmDGNV4wPAoQOGMCw7behhZvvpkTsGuYBBcRSJOY7usv/4gs8kIAySFo6pGZgQNDg637V4U8thYgILCY1vBzE2Ks/LvN+wHxVwBAR3kjn7itWivrIT0GSBkIggHoTlOCd8QsQQOGLh1904XwY7KDC4aPAbOHq61adEHDjgv8BeVdepgFw6F7hQlwp62dt+7L+pgAhAU48KiB/84HpcVmzgBgVb4KJotNqDynLKA+70q4+0n+KwYA4JGDQDPhH9PhF7FgvNr7HJBNggE0EYtt35b68jg7AmlkIHT9NjzkQr6AEGp3BJozMIYVx4Kd4maDHBlEXv13PPn8i3WutbSv8uPpFGOCwhR6E3YT/PHF4gwMu+7Ybzt6vI2po0c4GOzGBjC3sfz5AMgNDRfckDnQ0UXRcYu+AAJh4aLgPoGX6cssCJUZJIoA0ub+UxV6XeT7+b7RZBNnAfdhA87uIm33uSb4rxMAgEcCAjgFATNX21wNd2tA2yRWv90s7VNrhumrNnnE1ttTAwX4un8moEqCTZRehNMmyu4PYO3uTsPwFcxlxQAJIHBfw1hjsNkTH/9y35GkwnAOAIpgCyzoB80f+f6ewA6RHU0GEOz7PsBgxxEMHACi95uBLQ1N+zAP0I0NGH7g+QBxHBlB6syROaPIO1WfdIpORuCZaTYgAYDQPdLxlQ2cgQALvt+HZ57Z/lVfQH20B2j7FTC8FHJaeBQgMJjATclzoR82/9bKtvGGaf8XByGk/iZFi28TCJLm36YQs5CjhaDzfjgW4ebGIqZFRv1T5f6sSxAAUEFg/J89V0FswJmA6+YCAL1PdtBs23VHkz7St3sGgwuGc9CkLNiAUK+XhvEmwgUXdHvVQ7GLDiCI5zsJ9+nECUFo39KElecTdfTkVlXgCRASOLDgk/CLIj5UGxYcFoIvizy6z1XNv3hz8FUwAA/3WVnojwH45wB8XFX/Icv7DwH88wDeAfCTAP51Vf2/bWnyDwL4kJ3+Q6r6u+68BwQXORZlE8FFGrbWcLFxa0+PeKYPC4OcpJvIpPDCNjwN+xHNdwGepoNczfNZI54HIAl/EvmkxSS9kjo5wuylI3J15msKzDwXeNWGrg29bwYAtq+0T6xm154mOPXbHfve0XeFXkz47dEUoJmPDARqQDAAYMz1HIyAFeUdbDnCWR+PKlqAwVLQ7xKWa9pf83HJCQii/8D6wVjwrzEaE/R70/9XCADA/ZjAfwbgPwbwn1PeDwD4ZlW9FZF/H8A3Y3x3AAB+UlW//KEF2dpxnsDFQUAaLmXbxEFgAMNVAEjbpOzx1Z9w2NEXepy+HzS6OxRXGt9CdEaFrxSkladKHEpAAPqtcNrUk8wMiJ4/4jF9dzjv+DPO8UWirjMNm2FpLzopGqXtt67ot8OJuGO8M+HbAIO5AQNgt77hRjXZ+YrbeIeiyzDzOhOKUjVRjVc6vFLi8DLPQ4SkavwVAJTrKjDf8PO09bn6Ak/FKqAwgvtQfrwe4ffwQh8fUdU/T7s/BOBffplCDCbQDvlT828h8HPbCBDG6EAoJiGt4yaB7yPb54ehwrjIKJnaERHrkfKFkEOstQTM1+YSbs5dJSYxjVuZEDsjkHm9tKRI4oAVGFyjJOmzN85ChRsIeK3LNGXsxaZxfwIJAL6QaTcgGMKs6XPx6ii7C6Q3tL1h6xfcwJiD3I7XrGV8O2KzSSDdq5sE7EDN6ZEjlpLNDULhLtZxbwAoZXAgcPIXc/jbQshLWdLl35Lgc3gVPoHfBuBP0v4Xicj/DODnAPw7qvo/rE7i7w78QrwPW/lamQiIAWwlznlbM+0eMqwzjczURrpocwIAoXH8GnRcugg+5pWVeoifE6BgPwQIRD2Y5oVRbBM8GQCQ+0CWFEnZU/ij88TEAABd7KUZyc8uEwzEwQCagaCPxUTcBAk2YICghroqpuJN0mVXSG/Y+oaLAop9fMPAq9dwv+uk1lWAToM/4wqRjzV2PehJ+o5zDlr+TGiP3SIBTjTffUDoNYSXAgER+b0YL/j+ccv6KIBfrqp/W0R+NYD/UkS+TFV/rp7L3x347PZ366WtmMA2tX5J3xBD2MSccyb8SaEXMPCURE/EFHoXjvIFidTYygAg1Gl1Chy0NGjZFwnGL8Y6xAHAXjIS0RBzmReiJ6jMwPZD+HEEAuPjc9ry4LBinDqBAQFBfB+xj9EAXz46WR0+G6vnTfowQ5ptFx0Lr/h0UGcSzt7uBQDpobleKb4r8M0eKnxaknZPb9PlMyTFcH69txFeGARE5OswHIa/Tq032jcIP2XpHxGRnwTwKwD88J0FWXy3NDOAzdb422jfmIC0YQ5AEwAAJEBCfYO9OVrj+ducjUZAsNIAcIagCdlTGq6hXeAwYvNwiXi+P8NM87jyMej8TZEdTAQG0m2ij8fMAtgEKADg/pGmGzZnAjoAp+sEXX99eiBDg6iaD8JiXwym+2TFPv0J8orkoArzGRi8DADU+xH4eBc6XO8tC/ld4YVAQES+GsMR+E+o6t+h/M8B8LOquovIF2N8fOSn7rweBFvxCYg5BafAXyYABBsYsTsGQ/AT9yfazJ0iCaskwQVcYPkEA4IFtRP1qbVK5/r1Mwtw1sD2P9yUgZhWHIuTTJYw75lNgPlYA19M+lUnACQgMAwy34Brf2cFByBwZ6EzAWxDgON5JJ5pLGjqtMApQovyjPVXdCxroGPi1maI5YuuEJF6NUNgq2vIIv9l7/UuEvhVeNGPj3wzgPcB+AGb6upDgb8GwO8XkVuMEaLfpao/e/c9BvWvYQsz4EImwSUxghu5DACRIvzAlNiF5LhSdiGN1VmUaLUCebWf3DmdZai5tufEnXmd6eQhlgBM4TcWoEJsIJkF1xnugUITGwiuziMFxgSG4A9O7kLvecMvYKYAxgfNmm7jnaN4hqnGxdYlFN0H/nQJYZeujsWx+W8Dqzo2VXtF+Q2Ed6GQvu5wn9GBr11kf+fJsd8H4PseWojl6ICIUf0tsQEX/ItsuGkXXNplMoF5QURrF0AYckIC68NZ5lUfwiqQTsIcRkHmrZr+yBT0EH67thaAAMiHwWwgA0IAAeQcCIT8BgkAVvH0CSQGAAFC+5NPAM1+GeWeMO0A4G9fbhDsaOiA3o7lxwx4tAvUwKGZK6CrRDyAoY8VjTF9A0/C+ubCo5gxCBznCQhA2t/ZwCXSN+0SJsImW5YQWsVCD/v0wo2BQPdlbjssnkLLJsEUes9wEUVck0Eg5vsr6J5WRBN+PQi/pZuEQCjxEZpoCP812EByDIot3wsSSJ3MgABg/qtAgAADf63bv388hhV3m1nR7U2CboBwCxgwCG6DJQjm54hVBU1v7RuHNiKhqamewhsKjwIERBY+AWC8oEJsgFnBRuygggAPrLlgDiXuwunf2RsCL/a5G+0agjOnapIOjrRzYpl3Wwq/hq0+t/nMY4jeBZ+ZwRDg4eyUuIv7DVIlRVLmvQPMkJiAGDCo+wTiIgQEWgHCAEAQsOAOGJE2vlWAblOPFaI7xpE7BDsgG0RvIWKrFIuBgTYzHYZPJXwHVpdP4c2FRwECUB1vrHGWYDibdvt0lq0lMFb21di6jI9n+ng7gOVfjVvZizZ9CH3vnh6f2/I87f6SDkjgqXARponAgs4v+jAwOI7EvAabOueTncTGNEWG/R70WJjAIwGCetrKr9rXcZ+LksTHSJkZMXwG7TEPgJsoGCs5xZsy9puv26UBoGKb1417bufm9+5dsXc14DCTQfBqnIPUTId0cvbc4xpa4k+T8ChAQBXo+23JlbGElYjpldyFELFCdZoSBxaADARaBL2bgMQ+gUE4COlu41Ksj50lOOV3v4JPnWV/ADEBYgBHMJj5IfwMAjLBAJzGLHcI/CE2UNC5VOhp2gHCQTceV+ArFXl5moHC+FqRjuFEVfS+xYAFUkwLlqp9DLX3uWipHPTC/UMmOWlfSt6Zw7VeLo/40LPQfqTfZeFRgACg6LfHL5g7m60AMG1V17a+dpRTc6V2IScdCASq8B/AgJgAgNC7lRUQCPi9ogwpb/oGYEIvB6Ef2h/ECuQKCLAQBhO4AgBQYjz07cH4F+khmIkfhMGuk8nY4w8QGOlN29H8IaFREpgjC1Fo3wfDw3RrXA1Vqx87ShL8w2SyOy7nabJYoo3ziNJ8zsP2yMOjAAFVxV5AQGQl/PP9dK5d7WOIsAp7HBWgoLiTCfA+NWAeGZDDX7sNJuhQGehCAwSy0Eua9lzzMgjMYUUc4mkOHE0BlLyhhafg+2fO1UDVv1ysmEzAHzeGLc1WaQL4lGdVTDYAFxoN4fGXnCZzUugsgflm98FDZCFHrsGtIxze4mOBLwt/jAVpG71JWltwBQLT8eurLuc0hm+pAN7wwcy0Hh7k8YRHAQIA0LUwAeswiQloBoRxnELt44STbhftG8DgTMApf78TDIIBHLrF3KvlDpMkrAmltJ3RChBUVuBAAAKHKvwJIIwJVV+AAUOsR9jdKToEjwWe91lAo9DeAHAAGIAGSzebdLWR0G9BmyXaFAQCxfiIturYzRShhUsFcxEPu4y7I0CxC7204XButNT7ZovHbM1BILfuWcsOYe+0/LrO/T7BwesWVs9CjtlgDZ5+JOGRgMDQBTXsCsjtaIwdGqsG+TkIBB7nsg3OWjgxA13Z/ydgoDxV6Kj94++QP3oaTmhN3i34FRwqCJykQR1xOgE1OuQEB3tOTEYQy5OlZcxNKBca1/0VwQzEjbNRxxuBMKvzwQL2Cc5sDgi11+gBow1cqP2+/sEUgN5iVAOBoe2HkA+h31z4W7OvRttUc39vooRDHvWr8GF0zaDgQADvX7u1gQOCM7IJAv7F5WCOqfO8ufAoQGAA5REEBA4Eo2aEa8kBAMP55FcKbQ+ioa6JHamdEvcs8GPf0d3hevb+AxeQIyRwOc5C9QFMwW9pv8kKBM6AwKuFAWAOfTIriCFSsH/AWYAegSA0LAs9oiyskceIQDNGYPViUi2QeJVZIMEEmAGojzBETe7YLUMa5jqN0sb6hwECCBDYbCp5CHxszZaDN5MgtSj1rRQmiwsgUIVu+R2KncyEoVRuAwTUQKH3fcTSxwdXpQAAHERnF+d4WTw5JA7kNMKJg+VRgAAAWxB7BlY8uwK4vR3jyQwC1nVaIyZgADC1YgUFnUOCSfidBfQACaXSrIyBahac1X19KIELektA0GQMdfp6B1pAoFUQKD6DaQ5MQQcDQGEIzgB6CP8EgvktAzWqzfTfzQEANIqRFgYpsc9SjNmKuk/BR6ybTHnz9GZQMZ6UFm5Fg7SxomyAQJOYbh7Cb4K/JXNgC59AstVqwU3xKEz4PTZWEOyg51EO9JuxnJst9x7LvcktVPZwxsbdhG7XmFX5HLZRA5OKYaa9c93VAd95Z5n9KEDAiOjyN/s2LqAK2YlbOo1URdtaomx1vL7G3RB6zg8gEABrpxFWJsAKFI57OczFPADZBWJC32SsRBxC3ztaa1nQTRAFzhBw+H2ynTwaMOujsAES/KCyNJHK63f2PZl9MOb4SgYGsOYaB4uOGQAMApLayUwBAgDWkM07uC0hLb5slAOBNMjmy0sLLlsRfgODS2EGY/k4Ni8R+8r5mP0nBJ8AwbfdFUhzZTKEfoDBLcbyrg1db9HFFn61TjU/VDtj9fr0TQRdJ0D0Uw/GWR98xCAAnJsD1o0gAG4V0Fu2JYcwtz5mG64AoK9AgbR9OMRI+JmirjT/dSBYuQ0z7RRMQRjOtG5soIUJoDZj8GASEENIYABjAiRYWAGAAwOIvi4EP5F0lcHCHADEFmUZLncIgwGA6NkYXyze7Zl3A4BmYECQnmA3vU2I8RKTfz5afJnpSDsoDFbQtuELGO+UbMQKLsEO/LcDCICEn1knMwEDANfO3fd7x9479nDMDp9AbwMAdjHBF0/fDpagg12NKqOvVlPaF4vqass0WPEEYgyKTYE7+eghPAoQUMA+YFWD0XyY19m7y+3s6F0VbYxRTYRO2l/NEUPnUAdfpZkJVIE/A4Kcz0eAcmaeC4PP1BcVtN1IbxssofVmAj8BIEChyeE3uPZfCD50DQj9pF5GPYzu7yw/hrykT6H3xfUCA8x+xxQiH1RomJ23wV4nxmAJm9rbB+rfMxhvJFwwPj4DTAbAQg9bSwLNQEDaEPhtCv6lXXDZLgEAnm4xVb0aICb2ZIy/MAj0Hb3dYm+3AxBK2mm++zMOaSDuvatiVwMDB4YAAgRLuNMsKOFRgACgJz4BF36hB1Y0dPS9Ye8dre9obTiiptATCKDQzKzjCgCg/OplycLrebYwmOtgi8nORAWF+WsCgAoI3X/vhxGEEPw+88IcAAwEjgJ/yHeNfxB+HPbrU4+KcvYxAAtWDmdW7nSck4+ccTHU+swA12f+WZMJks3vFzW1DcH3zZhBfA+iNRPyIeyXGkd6fEGKAUDBJgEDgPUnkDMQFQTGM+4xPXsAwVjC/XaYA7uxAov7PodBffVmp/0wMFDrZbtiTK92MOhWc8ogMGRkpU6BsQTYKjwKEPCOt8ofHUXQoGgQdFsPeMf4ZHe7HdrRGykL+3keDvv1eBbi6O7gl3uPQADMzoN0Puc7HAQ1XgKCBkOQ3e4tc9GRNOXYmYCXfCHwByZwAEEGwJyfAGCV1imoWbz7Yb+Xu+Qw69lfUO72sRNRXxm6bP59iNbGV6NI27vA32w3c3+74NJuDCimOaAH+p/NgmACIEaAyQxUMXwC4Yfp0xewX9BD+w9QcCAYIFCEXqwuHRQU2N3vYAAwwWA4zicIVF/BDC8MArL+7sDvA/DbAfxNO+xbVPXP2W/fDODrMUzBf0NV/+u77jHMgaNPwF4NSs0uBga8RXthJfwZBIDUxJTLv8+/VeBd3KXkZxFH2TsC3Er4D4wACO3oPgSn08NPdmQCozMzABATOIhgTTMLyPXkpeG9yo0yCKz1fi0Fgy37S1L7Rm3RsvAu/P6NiLYlELhpLvg3uDnEN2ESDIAsbABeX9SrmAlEPNmAm1bJ17TforcL+rZDgwns6J3S5BPQEjsQBNtQxW1fAQEzg/PFWT5xkv+i3x0AgD+sqn+IM0TkSwF8DYAvA/D3AvhvRORXqNbpgDUczQHAqf8EgtodfN91631BACU98+bfWQpmAayrKhDkq3hYNQjzB0nPcwQFZiBhm3t+p7QN4blGm9r+aARVEbwr9lLnGlnnZR8LDkJ/NDWQ7uDmgIv7BlMFmr8LMYFgm5+Oaw1tm5r/prnAj/jmchNgcLPdoLVpDkTb63x6+C9sVupkBMwGFIreHQxsXsB2mcK+Gf2P/f1gDkz6T4Bg+12B3cwNFnwGhNvew2fwkPBC3x24Ej4A4Ht0LDj610XkwwC+EsD/dPUeWDkGhzhMIKgCySDgZ9zdqc/CmS9l3steo4VGKVwkYSKdn6imzq+5Fv4KAr5A7wSEBE7WK1dCX638+wq/x9nFKSWd47vvjMQKcpscWVEjiPS/jYS/yWQAYxsLzty44G83uNme4XKZQODxZiCgANF+AgDlusT0MYVZMIGBzQTVbhp/0H/dzCxwwfffdp8rsRB8BgSIDUGy0PfBCkqe7z8kvIxP4BtF5LdirCT8e1T1/wLweRgfI/HwEcs7BKHvDvwC3CzNAe/gPemeqplHWNH9o0bjTj2vh5RX78XiORqslTyPvRwcKhxMTX63+OdjCgtIm5e5gsDK3Zkh8RwAzpnAMV6BwMrc0MP1OfDzuFm0xRqH9gFZBwLUT8RfIDYUeLPd4Kbd4JkBwBB8iy/P8OziIHCBa/pUA1pMA8tLgg9MP1SAAMLnMkwA0vjOCrY+QaDv5Lw+Cj7vd4Vp/47bYALdGIADwZsFgT8C4Futhr4VwLdhfIRkpVCXJVL67sDfLX9Xmp/Hp66s0BlPgT127SMDYM0mdEUp1+Nf+GuEU9j9OI1juPTcuVf5Rz2PdL01G3goCKzMgTwN6prgayrxrHFukVW8At0j9FSAWQOAb874Gv+TbSxpZgDgLGBrFzwjJuBA8OwyQGDEY9u27U4ASGxA/fmIFSCbBwqds1EDADwezkIHAe379C3gaAJ4nq9+5xr/1oT/Wvoh4YVAQFU/Fo0n8kcB/Fnb/QiAL6BDPx/Az9znmismUMMKYVYgwN2sdrxxDrOJyixyntPvln6Zwjp8137UkQ0c845coAo8Xz+DwGQFq23e765Bv6NGVjr/PkzgDAzOBH0FDPluufYbPakveeoAsAUQDDDYDACaDM8/s4Bntg0GYGBwM+JkDhSBPwIA1cuBDWRGoOrafgCBMwKfNxC/BROwYb7KBECDp8YEbp3y9x4M4Lb3A0t4SHjR7w68X1U/aru/CcCPWfr7AfwJEfl2DMfglwD4i3ddT3EdBPTK3sjJYr/SQnwcdzTWPtfyFUj+ALH9HmdlYc/Cz8IATDZxHQqmCDAIrAFggkA1AfLg39y/DgAovyGeUE72HRjys9a/q2t7zI7BubzpOKKh2eQiE3wzAzZjAptc0JoPCQ6/wDNjAs8uNwMMLs/w7PK+YAOX7bIU+INvhYYJz0HAjtDxyrFuBQj8JSJjBOOFop7MgS6IdAIAmNe/O/V3fwDFZA7cdm7Fu8OLfnfg14rIl9udfhrA7wQAVf1xEfleAH8NY1jyG+4eGRiVt54xmDsNsO5Sa82/YgYj5AEnFvy63q5C6bdpKExx5OVR1x18VWJBpf7noDB1pOKcBdwPBPi3oyCu9v1pkdLjGY4Akesh7x9BMoOMX2nWPT+dfTg+ZhY22FuCDgbmD3Bz4Nl2M+PtWQDB+xwIbp5h2y5XBH6CwQSKXE9uete8eHPQhF13YwAVEAIESOhlAQB23b0jC374BPo0BwwkHhJe6XcH7Pg/AOAPPKgUAG6xxooqTDm9EjYt6fzrCCxezSh9fB6P0pLOci3Ok4PWHV7A90I5b5bgLgBYGUC5XnJe1bQZDpLGouMzc1pp6QleXAv+JFWUMyDoId/z5ryBvkgj4nEsxrcgbANvOmMh1Ry1K76qkIz3MRrQmmDzt/VCmI3JaKk1HiK0B6n1qUpemW4zWGVurWN8g6GLgUCbL3chvxQ0zuV3K2yuQB9+gYsBwaV33GrHpVefwCsGgTcRFIrb5WShnLq2X4X9LHahnAKvaZ8F34/meJU3yTvrRqHfkNJ3mQJyOMbPOor+inHkzQVqBQzzzGsgMe+egQ1UX8djjtBbWdHZi1s+zainEsj4ruHex9ZGum0mHQQEc/KPRqlcr4p/sXq8djB+V28rA2qdZ4qBghs6UT/03rQAYSIAgviwbHfnZou68k+4j283tvTuQPUHTOeopTtCyDeLLzQ0GCaB6qz0e4RHAgLA81OfwKrjX8urXS3nCfIEHtf4LABS8u4CglmGrLkzAEjJvwsI1lwg71cwZGF3kKtgoPQPh/gICvy0owS5/tcgkK81057KuvbahKIpyAIdL1ntTrXHizvNGQKtp+hbeC6M+AUAeAwxISeIVW8fAwWosYXZ+p7Hz+fAMEFlCDoEJvx9MAbx/F6ebgo+ZKYjP9iAC3/W/heaL/CQ8EhAQE/NgbMzzq5zTOdOOR1PLOha9qfWPQp99t9P110NVej5l/v/y8/LwjjhimuFBZ89AD3FDAwrMDgCw+q5KvvJIHAEgMxW6n3mfgUBNt46jAHsfYBBmAg9MwFiAyFGDgKFCUytPs28wQYYCDBfvPInqWwACv/Wgn9XEh0m8LavOhdoac3AxQV/Cv3sV5YngKqEg9C1/0XzJKHd1oY4EZFleCQggKU5cBZWtHheq/6Wu/GZC8ubu4KBH5WZQPYJrMT9HALuBoE8HOnQlYV9plzwJAl5Rxb8bGcvlvW6IpRc8lpn9bdrjKKyg/uA0BSy0SodihYMwIFgAAAvqJqBwNyLYuaAAUCzjyaL5Dad7IDzXbAmTxxCz2zAWsvH+wADAkUs2a5qCOTl8/bNg7/xUhEDARBWj9P++YrxAALff0h4JCBwPyawFqd5ldWV6x475lzPuHA4JeR8FvboIOVazBBqqda/HIX9uncg8xqh8jHs8bdHXfB5/j5vx3/XZhN47SsyuB0BYS3UzAJWgj+fYwUiwQC8/GpmQc8bVLM5wC0nmQk0YwMurAc/j+b2n0LPZaZGIbBRkQEEAQAyF2WxWJqGXTr5qYTdksaBgiFIPNoAgAoEM+8h4ZGAAPB8AQJHO7qmjzbzGQ+ScgRbY67drwGBnzfJ4cyrpkIuW/4rOGcCPEM+MwEuUeY2FQz4Df0JBFrSUxTP5vYfuUCt6wpuLOTnmv2YN8vOdZyfEPYOCbGc3tF3YwO0DSkxOFSNFaqDUwkmG/Bl2+g5/O8RCAhQyOZOZkCcZ4JvQCAKoGssARexPxB/IMEBQeZ+sIF4Zd4HRhwAegCB5z0kPAoQANajA0fBnx3vKGDr82revI4WwXehZy1bWcB53vFuucSZA6yp/woQKiE/Nu/IySxAD2Cw4zobuLbPQj6fZWq+Kjz5/CMQ8NAfP58e4pFqVv5m5zZo+AGCCThPJiYQYumC74q1IY8OgIVdcl4aOdBZApvozrXg9N7XV3DTHx3jtWe1fXHrgAV/CL/ITE9mMD+20M03oA4CUAIDjbyHhEcBAorzeQJZg840p9Ys4RqIkGY4AYJJunnk4Cj4GleZHuFcMln+zQCw4gA8h34MmPE9R5z0U3L6ORiw8GcgyO/7X0uvwPeM8xyZxPr14pXwX9t3NsAmjtpIAfr82EeAgc5amiMEeYiwtXkvbj+NHAaCKfIxk8QYQeo7DgRdQtAHGNB+899nb3A2ICT8kSZmkNpbDVQZBPAuZQKKc5+ApA6Y9eoZO1gBAQu9wFfM8XWLmP4fY9cQFQxYPNbmgJQyrxlAK7/U9xTG2f6Wwqy12SlmFz2aAVP4Z5wBYAppXwJBBd4pJp6jlKrXxcm9kJ5k1fIexpN37PCXtew6/p0IHiFYOgbVvPWYw4NmEhzv6bU+BVR1wtt4RuMkOvtJQKB9rHYK/txapDEWhFGJ5eV9HutgAwQIBAZ5AtEIvMhJsALoWaUuwyMBgTUTyOJz1K/Vzh57iaAhd2DfBpJLNOxxrqCXzCu8pVr140ba1sNN5ar9a81QKh1cGzJV47tGrdSehZwFf5W+xgRqPG1qiXRui8kC6vln6btBYNZUizt2mupty8up+QfqiskLo2dwdIU2BXxbFkBypsC+eTH9FG5mjAw+1gVwDfpNGBR4NcUJAJFGBoi58tDsC/4IDgLODB4SHgUIAKuVhRiXMxBMrPZOydbckfrPPO9QzcSIDYOR9vfKNrPHG5rBhC9r5mvbaKQlpblUtBAGla0SYV/Hb8JKFqxsy/crcScA8HRfplnv32USzLpnoMuDalzHAPsBqi/Cy+tHcWtzrczgcM29IvqEjuVnm44FaLd4Ro166EIbOlR2qFhMT+U9RXWRF0BSIFLm4OtgAgYOqaWpZtwEMHovSmnLTz2dfvM15NyZGYCgNtoBoKvY6sz3D48CBBTAfsIEzkBgxQY4dcYIRuXN5TOd2g3hH2f56sZT2OcCpyz8npYDKDgsIJUld+ZjYOGfIDCF5+jc6/RbL7GeAkCdq38NACYI8GIqDqZHI4jNk2yO9EP6jA3UOnKDI+tW06Hax4aOBk3PzYI/gWBPoMCGIiCAylzokz7AOIRtvWAaKK3GBETYkKomFYbZIDgIugu7LPYHeATRiGsFMzAAOFto9Cw8EhA4YwJV+69AwLtItubGPv/lYyYbcAbA2n8IMAu72NFrIJBDvjONAQP+NuK0H/PTc2oFAlX4WZBn+lzrr9K5G6+AYHb3Rs/Q4Db6XNrNgWK2Zp6cxGAwyzBBgGug5jkYz7YDtaDg1oR/gMB8thB+Sg/tnzeAAQBjko6/DGTpKEtofTYxco2FwWBTkWM4gPoi92xcEfrVPs9BciYAmBUizo8fFh4FCADr9QTWmv+4D6wAIAs/X89z63ztrP0dCKYJwLTffxMCjC2uB7iozNHtMj8dADv3mHwyGDCdZi1/zgDul6767BoT8PphP0ejcvIzePmvAYCbLP60ms5j23vsO6eajGTGTcebdG4OzPuQKVDiMAWkTQAovSexACrLEQQWeSKzJ4SU5n4JIEwBkUWvrnkxvjm1P5DBYDLdh4VHAwK6KLp3h7tAgNkAcASEmefWnbOAIwjM9Diu+gP6KTCM4zdwI7R0xXnHSRHn34nic5CyUupJp1cUP+ft9zIH7gKDCQJrV+d8ktxmfK1eynEbIMBuNgYD7g1jNoe3If8bC40Mc2CHvVnn2h8duzgQGN8xAHBTYGh2AwCd0jXoNjOD/FwMVQodJgD9BvUhPaobqqT6HCuTID40S73d7IeofgcDNgm8PR4SXvS7A38SwD9gh/wSAP+3qn65rUr8QQAfst9+SFV/1wPLdAjcXbI2UKqk3C0rI5ikz0VrLfiT8k9G0Gk/U/8JDMOUGA2wUTnm1bPoK1hseEIK0rFHbZrTD2UAbD5UfXYUfv/HKy54rfp5Rz/HZALzul7eW+TRC9b7Z51XMYaQZ7t4G3RsBgC7TjODn/HoE5imQG89DGwFkj9gCv4U5ir847ACCg4INkqRnHQBBNXoY8pPUFDYAAwY4lPwOMbjMR5mELzQdwdU9V/1tIh8G4D/h47/SVX98geV4gGBtVM1F7xzRtkIFxkUFDwRx3XNFPSxzzZ/HhXoZd/P2tKdO5VPw9uQ6VrG7jllaT5HL4LLwuzCdBT0/U5mcNT6XLc5f8McOmXiPKFA0hPxtVbmgDOBh4QdHc9tpkAzQNjgpsAYFQhQFDIHkIW/Sx9DhBuADfadyj7n8Yc/wHqNIpU0Cz8xWCFAk1kLo3qoT4ZDsJi6xQ9QgSCYAIrgMyOwMr9yJnDtuwMyOMy/AuCfeuB9Xzoodb861wtYmQRMtZ1DTLPAwYHBgIV9mgHsB3Be4CZGvZcDQPUO1GfJ/gBgilVlAUfbum53A0DlAVnwUXK5NAj4XE2syq0zWQCPbjhwvUi4DeH3D5MMZ+BWrr1jOgOTb4CEXy5Auwi6fbJHBXPCEUA+Ae9FVhcyn29USDZdVGDvDpCnwzoq12KFgar5z9iAj16uGMEAJ8EDicBL+wT+cQAfU9WfoLwvEpH/GcDPAfh3VPV/eMl7XA3ZsrxmEmikXRgbplngujt/8YgdgNUP4PtTf897ebNNX8DqI9jVNzC9ArNj1SHBqv2nZl0BwH5qDlyn/0AGgcmb9qgxxdmQZwYAkBnz4gDgYQDBXHV4UzMFlAHOnld0sgAb1hADALnIAAKbdQzbdMd8KxEa7/sjtUpYEbBGn/sOJpUBlOdINP8aCFA+TMCTU9DBhUDgcLM7wsuCwNcC+G7a/yiAX66qf1tEfjWA/1JEvkxVf66eyB8feZVhbWPmxqjCzkJf86ZzkNkAOwwbCcMJwi/+VeaSW26m3cbdSaBvI70TCOwngr92EN5lDqzBdZTagaBHPIGVTZ56TXYGvmiY9cGAuPKVTHNAGwYIbBpggE0hG9FpTA+Hurbvw8avE/AmAMhscgDTcZf9BDh7boGtNbJu+4NKF4oCAGoZ8OZAQEQuAP4lAL/a8+zzY5+y9I+IyE8C+BUYXylKgT8+Ig+d4vQSgbWUYK44zECQzQMlfX/MG9ca38xb3W1Fuduypa6BwF46/n41fd03cGYO4JCef7lkk2uxH8YBbcf6jcV+uNKLhwMACLCLYsd4y25sOrZmb97JEG5tM93FhLzpcOTZ/phajJSXSu7C6XMAsmtnWAA+fdmsgXidwX8H77O9kOdcHPrJQcDpmAcKv4eXYQL/NID/VVU/4hki8jkAflZVdxH5YozvDvzUS9zjtQbXTv6dw2n/VzYwRw0mGAw/gDOCQfirg4y14hCES2pk4DoYZM3Hwn0GCufaPx9zLvjHsKMnofe/ErxqgkN9WSmDzasJ09Y3QYeS8Lv5gQAFbRMY1MEhRglsuo/kLd77NQDJgYXTzDmlfIW9atwCDGL5cnvTkfN8gQFfhyB6jRpVwPR5VR/NZB4vDgQv9N0BVf1OjK8Pf3c5/NcA+P0icovRBr9LVX/24cV6s2EK6U7MYAr9FPSaz4yAr+bCtYXwdzRcMBnIMazB4D5DfufCfz5X4KEieYs5xZYBYDKBMYJQtb/CJ9a+Kh6AUi8YTAATAIIJNJDGz0CgQgDlLKEAgbYprDPUKV05+IuL87PwbQp/BQMXaWMC42XFyQokgGDcLw8re0vg+PurNgdOvjsAVf3XFnnfB+D7HlaExxW887p2n2yAwYDz2Rw4WoETBDaM+QT586rHIHENwNnKWpBrfB8m0F9CFHfsS2OAnaD5TcXMBF4lDCQ2pHRfNw0EIfhM/QcLWGv/yQJATEDHq3qBBVn4a56a4M5PxGeh97SfO3wQZkv4ikTRc9zGmExgmg3AUfDXwHRXeDQzBh9b6CZ+Phagqav73AA3DxQ+RMgU2xmAA0CPEe5zE6CKyZxxd/6ewKTH15nAywbFZATzXwcDwdEXkM2iVxUcHG+1Y9Mdm3Y8146Ldvg6n2wKRIwMCOEDKKbAwSwAEO3ktrwJHdv1asZ+rDVQhH/6AggcQ/jt3Bj3q+9ksONh4Tdw8HogEDyBwJUwBXo/MQ+YEQDctEPrszAMANiK76DeLwcJAOhJ2Pty/9rEoFdXJxqMYAUElQkoxa867NjHC0QBBLs5Cp0VlOnWJPieRhH8CgAR29PDLXMls8DTzhbCHNDJCEA+AGYDcJeA3csEvU4oT0wAKMJeBP9NjQ68l8JotkGkjz4Bng/Y4Cvf+DSkDT4+PgBgx3wJd4ZsAnBgAGBWUPOOzGB/Kep/LTgrEWNK2RzIow/ZHHjV5RjDpU133GrHDTkGb7Xjee+41R3Pdcet7rjtHo/v+G1qL91eAYPMBGDCO2dKhtk2aaCNBCzMAFC+pUUMEOybBGKvA7p/QAgYNADiLiB4WF0/gcADwgSDPIzIfgHFNBaaCWizmQV7TDZaC/1qXw+C7znHfGYBrzvsof0ZCORgDrwOU2CG8cy36s7A8WVf9xHc6j6AoO9pe663uNULtt6mcSYKSD8AQqQBaGk39xeO5cwk4soE0j+drGLs271VIbaasI8IxEwSNhfszPDJiAHICw4PAk8g8EJhUGINEGDzYE4nnmMJ4133OQR51Pxa9rNj0AU8A8IaDF6Hxj0LEwjG8+1oxUThOQKvJyjK8CAxgVsHAHXh3/E8wOAWmw7m1iA2aYc0PwNAfCPAhJy0suqCDXQyDGkUIIm/+wdM8w8ioNMPoIiXkXgWaZ1DkAyBFwSEJxB4iXAEg/w+gb/pJpHX0UoLHQU/AwJT6kyzj1N/33Rwb4k/lxxA6Q2ULQ3/zSnKPrXaBf95MgdGvPXbGBIe2wIImtoHROyZaYIQM5w08ScWIJ32//Gf1aCBj5K2T2CALP4ZCqZpsh52vl94AoFXEFwYfTqwgmfbz8lFPtIwz+MroOSPv9m2PrKAtx2mb6IVkHpz4NShsew2b7stQrrbdts7bndjBXvHtvdgAvPlMB+fty2+YwD7ponYV45gbyBiaH6Pu0Bcy1vZRMM1WGJPzaFAxfQPZEPqvvWYuMG9whMIvKLADewvJjkQzNjfTVwDwDpPk3Z9LMLP4QwI3gwEDCH1lYZ7r2AAE37bIr3j+d4OTMDjOc9XfSlfAoISFzBo9DUi9UvhCABjepWW1p6CH2kDhTvr4ckx+DiCmwgZAHzUIJsDK/rv1/C86hh8jGFF/7nDv94w7tJVx6fKSfh7x/hI56643Tv2vuN273i+MxPwVf2lAAIDgElxN+dfF6APfwDHzhIkzAEHgSHwTufjNxsWnO+TzIlqCPOS2QA/89mowNNkoUcTOpG8ygw4sJCsmMDbcPi9SMiuyTfopzAZGUygh8wyI9hVhzmw87ZiApMNSDAChLOPBR0VAOg7cFPgmQlM7e92f9RRmSOwZAN3VsKLsQDgCQRea5jNnE2D8RsfheVeth0fd6jmypsr92QC3b5JeDAJumI3NnC7OxvoaMEE2BQojkLgIOQgM2DmDTAQMgV8MHmaA9QnlGuoCL45Bv2XlWAfnYF+zHBaPoQPPIHAGwjVRKi/jXiV++4Jb0P8/c5gwbdvEjIAdB1zB9wf8HzfcbN3bPuO7BRc+QeGow9mDoDMAQQL8Pz5bQneus71l9RAgc2DTP1xYhKsyP6C/usDEQBPIPBGg2sG4EVI2+MP7rN48+yFGEBfA4DvMxC0U8fgERCEWECKLT3mGR0BIDsGp4+AGUHW+mcmwfmzjyBLTLhPeAKBNxw+HYXfw1szXcyLX02AAICu2Lti7yCzwM2BlRlQTQJnBAitL4UNyAkLYJ/ANA+O7lOvv1W6Q9GOc82PdUDvET2kFZ5A4Cm8svD2jBiztk/ZgI0WqIOBHpjAmSkwN/sESs+sQIwN+LCg0/yjA3ACgn8R24HhSP2zGcA1u1T2JfOhhODwceYaROQLROS/FZEPisiPi8i/afmfJSI/ICI/YfFn0jnfLCIfFpEPicivf0B5nsJTeHhwJtB9hMCHCGnSkAOAx7viuTkIn++7OQz35DjkbbAHv45d24cglUYS0zZGA2re2FZ5aouUajnOhkDLtsob7y906GI7C3eCAIBbAL9HVf9BAP8ogG8QkS8F8E0AflBVvwTAD9o+7LevAfBlAL4awH8iItvyyk/hKbyK4OttQycPdg1sgsaMwNnAvtdhw+ubmxQDWGCjEbB7StkAW65oJMHHwf2ZXtSwHdhjNIXafxsnzXyLccxbgsNJuBMEVPWjqvqXLf3zGF8Y+jwAHwDwXXbYdwH4Fy39AQDfo6qfUtW/DuDDAL7yrvs8hafwQkEEaBvQGrbW0JpN/Y33aDSkLGna3tF3Rd9HvPPWyaxgf0I3bd/FwMWF3IwGaRCZX0UQaWgyvpTQYGnJ8cyXcT4ByXzf1MJKjrXkH7yQi2NKeJBPwD5C8isB/AUAn6uqHx331Y+KyC+zwz4PwA/RaR+xvKfwFF59aJcBAJttTdBkik9MoXFtqh29dxPwbq918ft4tEKUABrOwfFufzN/oKjdQ9hzMIRdpE0gUAcCeo9UJwAIxL4rwOnF60DF0K+LHQWteJ2jAyLyizDWD/zdqvpzUtdEp0MXeQccel3fHXgK76EgDWgb2rbhEgDQ0ARo/EateeSCCZCWB6beHYfOV7wUMpcbF3f4CVplAGiAaX4WfsEEgIYNjfIcAGJFg8WHR8K0UMwFRJLwa9r3rIeGe4GAiNxgAMAfV9U/ZdkfE5H3Gwt4P4CPW/5HAHwBnf75AH6mXvNtfXfgKXy6BAG2C9rlgstlw7ZtZg6AvujLJgE54IwF9O6C7B+SRzADALHKz0jP15UnaPhnjRZjCZLZQVMzAZwNUBya34HAvzmIolHrRCBmB5UZPCDcZ3RAAHwngA+q6rfTT98P4Oss/XUA/gzlf42IvE9Evgjj2wN/8eFFewpP4SwIZLvB5XKDm8uGm4szgYYmMliAbTNMp1lX9wcomQY2ky957mWxmS+A/QAk+E02s/E30vjZF8BgMMyH6Q+YAFAgQPOjHPYpvVgbBdfU7H2YwFcB+C0A/qqI/KjlfQuAPwjge0Xk6wH8DQC/GQBU9cdF5HsB/DWMkYVvUNX9Hvd5Ck/hNISrrG2Q1rBdLmg3F2w3F2zbhrYNp+AAASLUOj7qwaZAYgJiU3zsdd0mxgRE5ti/0LLz6u9/OMocwSBp+YX2b8lP4L6FaZIANU2haH9B3n8tPgFV/R+vXPrXnZzzBwD8gYcX59M/PHQ216djcCLNYVUnErHZ+m1Du2yQbcTtcrF4AMMAASPpchSeGF9nn4DYWpC+NJeOc13ZMgAoTQgac4XsSVygbWSAv5vceF9d8zNQ8FOu6uBkFtAZGLwun8BTeHUhLxn13gwNwFaFFMWRB9f8pk23DXIZTkDZHAiapdvYfGQgfAJzLX8fOptswJnAuFOLpcipNMEGfMVI8S+TQUXGx02BYhJsU/MraX8CicwMrqjuSvtPACCBwescHXgKrybwSnHvxSAYALC15fSamZZm1N8Ev7mwbyH4aG2AxNaAZsLfyCfAN04z7Tp6b5DOBvNokfl1ZR8mnGZA2NfA+MSZToZwdA4Wn0DyAvBwYfXs8d6il6wAgJ2CT0zgcYfZ4efKM++lwABwaVNQ0+ZOsrZBtksAwdD0Hg8AGBOFxiYezyyI+CqPHnhWXR+TfkTsm4OL+TUy4SlN86X98aOMeQNhFhAYKAOBECBYmpmHKsnzlPDIOwOAM1C4Z3gCgTca3L6cQPBeCU2AiwCXbQAAgwDg2n8CAGTY+WnbzDxo4sP0g7XHSN2Y0CNtAkGAgczJPgNsaAODUM730sW8GHUzo3AYm10k4oDgDj+Dfa1zAGhoEPMSQimlnsLBwUCWQl+GEe8RnkDgDQa2U+cyE5/eoZnm3xoBwGbmQOqsw8EGG16bkj09fRJev3DMTxCQ8fGO1oDmQt8UrekBEFpsFSyYjZTNhf8whs+AgDGvQMTmF5xM/qH9KcP8fQFZ7NsxlQFErE4mHooBn0YgIMvkIVx5j+K1ByeDju+frmxAMNj61oBtmwCwbTNuzXWcL+LVoCb44XV3Mm9AoCbE4+dB/WViB2BWQhsTCbFR2l4vGHkbxkhCszuIJjOixd2ZFbiTEaHhsyYnBsBMoAg+A4KfXb0Cfp+8T14/VUgCAIrxYGvg3Q8CwhrFKZzE7kxb3Hdgv32jRYyy0KhweJvfrQOGwvVKFNuF0IV/2+om2LaG1hpU2xx6U4l98OQc2FRe8soN7ayQJpDNhLmJzyLGdhFcNrF7Sdw350kA0SAamk0BZwcgMHBKL1mQxb4gBMAEkpiAZMGfgICI62S/bAb4Z84Rwi6s8l+Bc/BdCwIu/K4NAOqQ1DFBjQqMZagVQH/jQDAtQcDXnJ8rVb3RkrRZR8CsJ98J7VYAlOvT87O2JM1b4qGBh/C3bcyzj1dtVeLDHr52/5jcM17WGaEbZW/QplPom2n1bQDBeJEoC/ul5rXxnsG2+bpBQ5CTWRAba3d65qgeS2nV+OPcyC/vBqyZgAu/77m6YG5L0s5AkMLDetS7CwRqA1FnZlCox4F+6zugHXi+v1nToDZ7w/yg95syCYaWHC/eVQYFlP3KqhhUkfMYFFqb1/b01NTm9PMfXOhtvF7VVu/qit7HyztdXf01iI3lVzMg6P1B+I+gwIDQGrWKzmeZQFAEn5kAz0qc1TQCsYFxPGwocHbQ7BNYCT8mE+D+Yd9CJORIt3yRTv2uAIEk2CzshQ3cJ3YQ0A48/9QbfAaMZvbJIQ4AAwxeLwi0Bmw3Y7vcAO0G5kyzspWezCwhMSp6Ft8/pE/r36bKNoHPn9dua/h7m+zG0jCYgL+w49pQoaZYh2kwmQCmYF8El4tguwi2SxvxkhH42gOkrXU+h4tpcIUECBMMDmewY9B/V2ICOs9zUS/yTMKPYf8fjpjJmGaAF1dqjwcEZJHF2nyl7SsIkBaaGqhoDetw7hvob+ythrloJTBfQuUPVbyOsF2Ay7O5bc8KCHh9Yu6Twpqll3nIacznMXDTizPCXrwOYLfXdXfEaIlirgnY7eoiHSJjZh+azjbdgLYdWQAzgGAETWxruDRB2xqgtrnncfodMxtgb3/1CXgtFEcdjyhMJoAYSvTz8+iAC3P9ICnyxZ09KPMELfH9wqMBgbZYgOyM0mOV70K/HQGgbTOt+xD8yz78Au+8IRA4MgGkbvQ6TILLDXDzDLi8b2zbM2CzmEHgIPicV57hWtqBQFOmaX5rKJ9MA23za7/CAOBL+Y/5/J3GUnxqr6vozARQtH4BhHZiDgQLGI7JoPAgAACxAJH8vJ52bV+GCF3oD0wgFiVhPc9mwRT+CQ7r2UAvq0QeBQiIjEbMmUgdcwkAhQW4sNtckwAFjrvRzn476HF7/mbYAMsWwCMF3uVeLQhcLsDN+8Z2eR9w+QUGBO8D2rNRHwfhPwMGKlru+Md81kWjy84Bt1jHV9qYans7Lm4K2BiAQpu94APFLmNsvNn6u2EK2DwAMV+AM4HLpfoB2ol/oE0QsJGIkW7hb4vNgQCS0xMuEOhn9eWAOM0DzAplJqBSzHz2CSByYmiSoGGt+d/NPgE5z/KGONNWq60eH6xBkX0Ji/u+njD1fs5ZPvpL38pnzQUrIrCU7QQETuqQy7sEhDJBZZJXftb6pAKIJps2LjqVs12PfQHrMqY7UdvGXZMCmWSeBa6We903jpmpRcNDlytktRIX11/OfQmF8AKnthe/27s8vDHhfyTh5HkfXA2Ptd7uLJcsD5GT9OsLL3+XV13O9y4IPIWn8BQAPIHAU3gK7/nwBAJP4Sm8x4Nc+zLJGyuEyN8E8P8B+FtvuywvEX4p3t3lB979z/BuLz/wep/h71PVz6mZjwIEAEBEflhVv+Jtl+NFw7u9/MC7/xne7eUH3s4zPJkDT+EpvMfDEwg8hafwHg+PCQS+420X4CXDu738wLv/Gd7t5QfewjM8Gp/AU3gKT+HthMfEBJ7CU3gKbyG8dRAQka8WkQ+JyIdF5JvednnuG0Tkp0Xkr4rIj4rID1veZ4nID4jIT1j8mW+7nB5E5I+JyMdF5Mco77S8IvLN1iYfEpFf/3ZKncPJM/w+Efk/rR1+VER+I/32qJ5BRL5ARP5bEfmgiPy4iPyblv922yG+1PoWNgAbgJ8E8MUAngH4XwB86dss0wPK/tMAfmnJ+w8AfJOlvwnAv/+2y0ll+zUAfhWAH7urvAC+1NrifQC+yNpoe6TP8PsA/FuLYx/dMwB4P4BfZelfDOB/s3K+1XZ420zgKwF8WFV/SlXfAfA9AD7wlsv0MuEDAL7L0t8F4F98e0XJQVX/ewA/W7LPyvsBAN+jqp9S1b8O4MMYbfVWw8kznIVH9wyq+lFV/cuW/nkAHwTweXjL7fC2QeDzAPwftP8Ry3s3BAXw50XkR0Tkd1je56rqR4HR4AB+2Vsr3f3CWXnfbe3yjSLyV8xccCr9qJ9BRL4QwK8E8BfwltvhbYPA6q3Id8twxVep6q8C8BsAfIOI/Jq3XaBXGN5N7fJHAPz9AL4cwEcBfJvlP9pnEJFfBOD7APxuVf25a4cu8l75M7xtEPgIgC+g/c8H8DNvqSwPCqr6MxZ/HMCfxqBpHxOR9wOAxR9/eyW8Vzgr77umXVT1Y6q6q2oH8Ecx6fKjfAYRucEAgD+uqn/Kst9qO7xtEPhLAL5ERL5IRJ4B+BoA3/+Wy3RnEJHPEJFf7GkA/yyAH8Mo+9fZYV8H4M+8nRLeO5yV9/sBfI2IvE9EvgjAlwD4i2+hfHcGFx4LvwmjHYBH+Awylhf6TgAfVNVvp5/ebjs8Ao/vb8Twkv4kgN/7tstzzzJ/MYbX9n8B8ONebgCfDeAHAfyExZ/1tstKZf5uDLr8HEPDfP218gL4vdYmHwLwG952+a88w38B4K8C+CsmNO9/rM8A4B/DoPN/BcCP2vYb33Y7PM0YfApP4T0e3rY58BSewlN4y+EJBJ7CU3iPhycQeApP4T0enkDgKTyF93h4AoGn8BTe4+EJBJ7CU3iPhycQeApP4T0enkDgKTyF93j4/wEhXYbP4qHHcQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data()\n", + "X = X_train[:100]\n", + "X = preprocess_input(X)\n", + "X = tf.math.multiply(1./255, X)\n", + "print(np.shape(X))\n", + "N = 10\n", + "X_batches = tf.data.Dataset.from_tensor_slices(X).batch(N).take(1)\n", + "for batch in X_batches:\n", + " aug_seq = get_aug_seq(np.size(X, 1), np.size(X, 2))\n", + " batch = tf.map_fn(aug_seq, batch)\n", + " for img in batch:\n", + " plt.figure()\n", + " plt.imshow(img)" + ] + }, + { + "cell_type": "markdown", + "id": "c08d1e0e-7930-49bf-99d4-49f63456613b", + "metadata": {}, + "source": [ + "### Demonstrate Loss Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2d77d6c7-6df9-4216-b846-f215afd13cc9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([ 20 1024], shape=(2,), dtype=int32)\n", + "sim: [[ 1.00000012e+00 6.44194484e-02 -4.01839435e-01 4.84464586e-01\n", + " 4.83069681e-02 9.80198383e-02 -6.81136772e-02 -1.20690420e-01\n", + " -1.21997662e-01 -9.32031795e-02 1.00000012e+00 6.44194484e-02\n", + " -4.01839435e-01 4.84464586e-01 4.83069681e-02 9.80198383e-02\n", + " -6.81136772e-02 -1.20690420e-01 -1.21997662e-01 -9.32031795e-02]\n", + " [ 6.44194484e-02 1.00000000e+00 -8.91178194e-03 -4.72242944e-02\n", + " 1.86651349e-01 -1.12601612e-02 2.27519006e-01 -1.57265496e-02\n", + " 1.41042009e-01 -1.46952376e-01 6.44194484e-02 1.00000000e+00\n", + " -8.91178194e-03 -4.72242944e-02 1.86651349e-01 -1.12601612e-02\n", + " 2.27519006e-01 -1.57265496e-02 1.41042009e-01 -1.46952376e-01]\n", + " [-4.01839435e-01 -8.91178194e-03 1.00000012e+00 -3.74087662e-01\n", + " 2.40125820e-01 1.49331868e-01 1.14729464e-01 -2.41538376e-01\n", + " 2.32156247e-01 2.63454974e-01 -4.01839435e-01 -8.91178194e-03\n", + " 1.00000012e+00 -3.74087662e-01 2.40125820e-01 1.49331868e-01\n", + " 1.14729464e-01 -2.41538376e-01 2.32156247e-01 2.63454974e-01]\n", + " [ 4.84464586e-01 -4.72242944e-02 -3.74087662e-01 1.00000000e+00\n", + " 2.18436107e-01 3.04554522e-01 -1.56026453e-01 -1.63626254e-01\n", + " -4.03645694e-01 2.87846565e-01 4.84464586e-01 -4.72242944e-02\n", + " -3.74087662e-01 1.00000000e+00 2.18436107e-01 3.04554522e-01\n", + " -1.56026453e-01 -1.63626254e-01 -4.03645694e-01 2.87846565e-01]\n", + " [ 4.83069681e-02 1.86651349e-01 2.40125820e-01 2.18436107e-01\n", + " 1.00000012e+00 1.70243725e-01 2.56860238e-02 5.12362607e-02\n", + " 4.35247608e-02 2.88137645e-01 4.83069681e-02 1.86651349e-01\n", + " 2.40125820e-01 2.18436107e-01 1.00000012e+00 1.70243725e-01\n", + " 2.56860238e-02 5.12362607e-02 4.35247608e-02 2.88137645e-01]\n", + " [ 9.80198383e-02 -1.12601612e-02 1.49331868e-01 3.04554522e-01\n", + " 1.70243725e-01 9.99999881e-01 1.81283385e-01 -9.47606340e-02\n", + " -3.78558517e-01 3.78208905e-01 9.80198383e-02 -1.12601612e-02\n", + " 1.49331868e-01 3.04554522e-01 1.70243725e-01 9.99999881e-01\n", + " 1.81283385e-01 -9.47606340e-02 -3.78558517e-01 3.78208905e-01]\n", + " [-6.81136772e-02 2.27519006e-01 1.14729464e-01 -1.56026453e-01\n", + " 2.56860238e-02 1.81283385e-01 1.00000012e+00 1.99036789e-04\n", + " 1.64356008e-02 9.51356720e-03 -6.81136772e-02 2.27519006e-01\n", + " 1.14729464e-01 -1.56026453e-01 2.56860238e-02 1.81283385e-01\n", + " 1.00000012e+00 1.99036789e-04 1.64356008e-02 9.51356720e-03]\n", + " [-1.20690420e-01 -1.57265496e-02 -2.41538376e-01 -1.63626254e-01\n", + " 5.12362607e-02 -9.47606340e-02 1.99036789e-04 1.00000012e+00\n", + " 6.22373484e-02 -1.29843578e-01 -1.20690420e-01 -1.57265496e-02\n", + " -2.41538376e-01 -1.63626254e-01 5.12362607e-02 -9.47606340e-02\n", + " 1.99036789e-04 1.00000012e+00 6.22373484e-02 -1.29843578e-01]\n", + " [-1.21997662e-01 1.41042009e-01 2.32156247e-01 -4.03645694e-01\n", + " 4.35247608e-02 -3.78558517e-01 1.64356008e-02 6.22373484e-02\n", + " 1.00000000e+00 -2.52394438e-01 -1.21997662e-01 1.41042009e-01\n", + " 2.32156247e-01 -4.03645694e-01 4.35247608e-02 -3.78558517e-01\n", + " 1.64356008e-02 6.22373484e-02 1.00000000e+00 -2.52394438e-01]\n", + " [-9.32031795e-02 -1.46952376e-01 2.63454974e-01 2.87846565e-01\n", + " 2.88137645e-01 3.78208905e-01 9.51356720e-03 -1.29843578e-01\n", + " -2.52394438e-01 1.00000000e+00 -9.32031795e-02 -1.46952376e-01\n", + " 2.63454974e-01 2.87846565e-01 2.88137645e-01 3.78208905e-01\n", + " 9.51356720e-03 -1.29843578e-01 -2.52394438e-01 1.00000000e+00]\n", + " [ 1.00000012e+00 6.44194484e-02 -4.01839435e-01 4.84464586e-01\n", + " 4.83069681e-02 9.80198383e-02 -6.81136772e-02 -1.20690420e-01\n", + " -1.21997662e-01 -9.32031795e-02 1.00000012e+00 6.44194484e-02\n", + " -4.01839435e-01 4.84464586e-01 4.83069681e-02 9.80198383e-02\n", + " -6.81136772e-02 -1.20690420e-01 -1.21997662e-01 -9.32031795e-02]\n", + " [ 6.44194484e-02 1.00000000e+00 -8.91178194e-03 -4.72242944e-02\n", + " 1.86651349e-01 -1.12601612e-02 2.27519006e-01 -1.57265496e-02\n", + " 1.41042009e-01 -1.46952376e-01 6.44194484e-02 1.00000000e+00\n", + " -8.91178194e-03 -4.72242944e-02 1.86651349e-01 -1.12601612e-02\n", + " 2.27519006e-01 -1.57265496e-02 1.41042009e-01 -1.46952376e-01]\n", + " [-4.01839435e-01 -8.91178194e-03 1.00000012e+00 -3.74087662e-01\n", + " 2.40125820e-01 1.49331868e-01 1.14729464e-01 -2.41538376e-01\n", + " 2.32156247e-01 2.63454974e-01 -4.01839435e-01 -8.91178194e-03\n", + " 1.00000012e+00 -3.74087662e-01 2.40125820e-01 1.49331868e-01\n", + " 1.14729464e-01 -2.41538376e-01 2.32156247e-01 2.63454974e-01]\n", + " [ 4.84464586e-01 -4.72242944e-02 -3.74087662e-01 1.00000000e+00\n", + " 2.18436107e-01 3.04554522e-01 -1.56026453e-01 -1.63626254e-01\n", + " -4.03645694e-01 2.87846565e-01 4.84464586e-01 -4.72242944e-02\n", + " -3.74087662e-01 1.00000000e+00 2.18436107e-01 3.04554522e-01\n", + " -1.56026453e-01 -1.63626254e-01 -4.03645694e-01 2.87846565e-01]\n", + " [ 4.83069681e-02 1.86651349e-01 2.40125820e-01 2.18436107e-01\n", + " 1.00000012e+00 1.70243725e-01 2.56860238e-02 5.12362607e-02\n", + " 4.35247608e-02 2.88137645e-01 4.83069681e-02 1.86651349e-01\n", + " 2.40125820e-01 2.18436107e-01 1.00000012e+00 1.70243725e-01\n", + " 2.56860238e-02 5.12362607e-02 4.35247608e-02 2.88137645e-01]\n", + " [ 9.80198383e-02 -1.12601612e-02 1.49331868e-01 3.04554522e-01\n", + " 1.70243725e-01 9.99999881e-01 1.81283385e-01 -9.47606340e-02\n", + " -3.78558517e-01 3.78208905e-01 9.80198383e-02 -1.12601612e-02\n", + " 1.49331868e-01 3.04554522e-01 1.70243725e-01 9.99999881e-01\n", + " 1.81283385e-01 -9.47606340e-02 -3.78558517e-01 3.78208905e-01]\n", + " [-6.81136772e-02 2.27519006e-01 1.14729464e-01 -1.56026453e-01\n", + " 2.56860238e-02 1.81283385e-01 1.00000012e+00 1.99036789e-04\n", + " 1.64356008e-02 9.51356720e-03 -6.81136772e-02 2.27519006e-01\n", + " 1.14729464e-01 -1.56026453e-01 2.56860238e-02 1.81283385e-01\n", + " 1.00000012e+00 1.99036789e-04 1.64356008e-02 9.51356720e-03]\n", + " [-1.20690420e-01 -1.57265496e-02 -2.41538376e-01 -1.63626254e-01\n", + " 5.12362607e-02 -9.47606340e-02 1.99036789e-04 1.00000012e+00\n", + " 6.22373484e-02 -1.29843578e-01 -1.20690420e-01 -1.57265496e-02\n", + " -2.41538376e-01 -1.63626254e-01 5.12362607e-02 -9.47606340e-02\n", + " 1.99036789e-04 1.00000012e+00 6.22373484e-02 -1.29843578e-01]\n", + " [-1.21997662e-01 1.41042009e-01 2.32156247e-01 -4.03645694e-01\n", + " 4.35247608e-02 -3.78558517e-01 1.64356008e-02 6.22373484e-02\n", + " 1.00000000e+00 -2.52394438e-01 -1.21997662e-01 1.41042009e-01\n", + " 2.32156247e-01 -4.03645694e-01 4.35247608e-02 -3.78558517e-01\n", + " 1.64356008e-02 6.22373484e-02 1.00000000e+00 -2.52394438e-01]\n", + " [-9.32031795e-02 -1.46952376e-01 2.63454974e-01 2.87846565e-01\n", + " 2.88137645e-01 3.78208905e-01 9.51356720e-03 -1.29843578e-01\n", + " -2.52394438e-01 1.00000000e+00 -9.32031795e-02 -1.46952376e-01\n", + " 2.63454974e-01 2.87846565e-01 2.88137645e-01 3.78208905e-01\n", + " 9.51356720e-03 -1.29843578e-01 -2.52394438e-01 1.00000000e+00]]\n", + "sim shape: (20, 20)\n", + "contrastive loss: 2.043300151824951\n", + "model loss L: 3.1468095779418945\n" + ] + } + ], + "source": [ + "for batch in X_batches:\n", + " b_shape = tf.shape(batch)\n", + " batch_l = tf.reshape(batch, (b_shape[0], b_shape[1] * b_shape[2], b_shape[3]))\n", + " batch_z = tf.math.reduce_mean(batch_l, axis=2) #this is a bad encoding for demo purposes only\n", + " batch_z = tf.concat([batch_z, batch_z], 0)\n", + " print(tf.shape(batch_z))\n", + " s = get_pairwise_sim(batch_z, N)\n", + " print(f\"sim: {s}\")\n", + " print(f\"sim shape: {s.shape}\")\n", + " cl = contrastive_loss(s, 0, 0, N)\n", + " print(f\"contrastive loss: {cl}\")\n", + " L = model_loss(batch_z, N)\n", + " print(f\"model loss L: {L}\")" + ] + }, + { + "cell_type": "markdown", + "id": "d2d175f9-2559-4fbc-9117-c327bd0bfdee", + "metadata": {}, + "source": [ + "## Do not use resnet50.preprocess_input\n", + "### Show Augmented Data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "35f27014-8907-40b5-b743-0f0fdb8444ba", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 32, 32, 3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X = X_train[:100]\n", + "X = tf.math.multiply(1./255, X)\n", + "print(np.shape(X))\n", + "N = 10\n", + "X_batches = tf.data.Dataset.from_tensor_slices(X).batch(N).take(1)\n", + "for batch in X_batches:\n", + " batch = tf.map_fn(aug_seq, batch)\n", + " for img in batch:\n", + " plt.figure()\n", + " plt.imshow(img)" + ] + }, + { + "cell_type": "markdown", + "id": "0938d6c6-ce0a-4f30-8a1f-ef1793265b4c", + "metadata": {}, + "source": [ + "### Demonstrate Loss Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9099a390-b7e3-480f-aeb5-2c23dca3d126", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([ 20 1024], shape=(2,), dtype=int32)\n", + "tf.Tensor([ 20 1024], shape=(2,), dtype=int32)\n", + "sim: [[1. 0.8707794 0.72607917 0.92626184 0.8129478 0.8374222\n", + " 0.88093984 0.83906555 0.89032537 0.6510596 1. 0.8707794\n", + " 0.72607917 0.92626184 0.8129478 0.8374222 0.88093984 0.83906555\n", + " 0.89032537 0.6510596 ]\n", + " [0.8707794 0.9999999 0.76015204 0.88075596 0.8441278 0.84828204\n", + " 0.89051485 0.8232098 0.8619512 0.71471506 0.8707794 0.9999999\n", + " 0.76015204 0.88075596 0.8441278 0.84828204 0.89051485 0.8232098\n", + " 0.8619512 0.71471506]\n", + " [0.72607917 0.76015204 0.99999994 0.73289716 0.81865394 0.8398766\n", + " 0.82302576 0.7184563 0.8288122 0.8371977 0.72607917 0.76015204\n", + " 0.99999994 0.73289716 0.81865394 0.8398766 0.82302576 0.7184563\n", + " 0.8288122 0.8371977 ]\n", + " [0.92626184 0.88075596 0.73289716 0.9999999 0.8331569 0.8257782\n", + " 0.8722574 0.83548003 0.88991874 0.65458894 0.92626184 0.88075596\n", + " 0.73289716 0.9999999 0.8331569 0.8257782 0.8722574 0.83548003\n", + " 0.88991874 0.65458894]\n", + " [0.8129478 0.8441278 0.81865394 0.8331569 0.9999999 0.8076869\n", + " 0.8351393 0.8121177 0.85741943 0.74866045 0.8129478 0.8441278\n", + " 0.81865394 0.8331569 0.9999999 0.8076869 0.8351393 0.8121177\n", + " 0.85741943 0.74866045]\n", + " [0.8374222 0.84828204 0.8398766 0.8257782 0.8076869 1.0000001\n", + " 0.89643306 0.8204988 0.8418261 0.73426837 0.8374222 0.84828204\n", + " 0.8398766 0.8257782 0.8076869 1.0000001 0.89643306 0.8204988\n", + " 0.8418261 0.73426837]\n", + " [0.88093984 0.89051485 0.82302576 0.8722574 0.8351393 0.89643306\n", + " 1.0000001 0.8646959 0.89291215 0.7624423 0.88093984 0.89051485\n", + " 0.82302576 0.8722574 0.8351393 0.89643306 1.0000001 0.8646959\n", + " 0.89291215 0.7624423 ]\n", + " [0.83906555 0.8232098 0.7184563 0.83548003 0.8121177 0.8204988\n", + " 0.8646959 1. 0.86432946 0.6969238 0.83906555 0.8232098\n", + " 0.7184563 0.83548003 0.8121177 0.8204988 0.8646959 1.\n", + " 0.86432946 0.6969238 ]\n", + " [0.89032537 0.8619512 0.8288122 0.88991874 0.85741943 0.8418261\n", + " 0.89291215 0.86432946 1.0000001 0.7751156 0.89032537 0.8619512\n", + " 0.8288122 0.88991874 0.85741943 0.8418261 0.89291215 0.86432946\n", + " 1.0000001 0.7751156 ]\n", + " [0.6510596 0.71471506 0.8371977 0.65458894 0.74866045 0.73426837\n", + " 0.7624423 0.6969238 0.7751156 1.0000002 0.6510596 0.71471506\n", + " 0.8371977 0.65458894 0.74866045 0.73426837 0.7624423 0.6969238\n", + " 0.7751156 1.0000002 ]\n", + " [1. 0.8707794 0.72607917 0.92626184 0.8129478 0.8374222\n", + " 0.88093984 0.83906555 0.89032537 0.6510596 1. 0.8707794\n", + " 0.72607917 0.92626184 0.8129478 0.8374222 0.88093984 0.83906555\n", + " 0.89032537 0.6510596 ]\n", + " [0.8707794 0.9999999 0.76015204 0.88075596 0.8441278 0.84828204\n", + " 0.89051485 0.8232098 0.8619512 0.71471506 0.8707794 0.9999999\n", + " 0.76015204 0.88075596 0.8441278 0.84828204 0.89051485 0.8232098\n", + " 0.8619512 0.71471506]\n", + " [0.72607917 0.76015204 0.99999994 0.73289716 0.81865394 0.8398766\n", + " 0.82302576 0.7184563 0.8288122 0.8371977 0.72607917 0.76015204\n", + " 0.99999994 0.73289716 0.81865394 0.8398766 0.82302576 0.7184563\n", + " 0.8288122 0.8371977 ]\n", + " [0.92626184 0.88075596 0.73289716 0.9999999 0.8331569 0.8257782\n", + " 0.8722574 0.83548003 0.88991874 0.65458894 0.92626184 0.88075596\n", + " 0.73289716 0.9999999 0.8331569 0.8257782 0.8722574 0.83548003\n", + " 0.88991874 0.65458894]\n", + " [0.8129478 0.8441278 0.81865394 0.8331569 0.9999999 0.8076869\n", + " 0.8351393 0.8121177 0.85741943 0.74866045 0.8129478 0.8441278\n", + " 0.81865394 0.8331569 0.9999999 0.8076869 0.8351393 0.8121177\n", + " 0.85741943 0.74866045]\n", + " [0.8374222 0.84828204 0.8398766 0.8257782 0.8076869 1.0000001\n", + " 0.89643306 0.8204988 0.8418261 0.73426837 0.8374222 0.84828204\n", + " 0.8398766 0.8257782 0.8076869 1.0000001 0.89643306 0.8204988\n", + " 0.8418261 0.73426837]\n", + " [0.88093984 0.89051485 0.82302576 0.8722574 0.8351393 0.89643306\n", + " 1.0000001 0.8646959 0.89291215 0.7624423 0.88093984 0.89051485\n", + " 0.82302576 0.8722574 0.8351393 0.89643306 1.0000001 0.8646959\n", + " 0.89291215 0.7624423 ]\n", + " [0.83906555 0.8232098 0.7184563 0.83548003 0.8121177 0.8204988\n", + " 0.8646959 1. 0.86432946 0.6969238 0.83906555 0.8232098\n", + " 0.7184563 0.83548003 0.8121177 0.8204988 0.8646959 1.\n", + " 0.86432946 0.6969238 ]\n", + " [0.89032537 0.8619512 0.8288122 0.88991874 0.85741943 0.8418261\n", + " 0.89291215 0.86432946 1.0000001 0.7751156 0.89032537 0.8619512\n", + " 0.8288122 0.88991874 0.85741943 0.8418261 0.89291215 0.86432946\n", + " 1.0000001 0.7751156 ]\n", + " [0.6510596 0.71471506 0.8371977 0.65458894 0.74866045 0.73426837\n", + " 0.7624423 0.6969238 0.7751156 1.0000002 0.6510596 0.71471506\n", + " 0.8371977 0.65458894 0.74866045 0.73426837 0.7624423 0.6969238\n", + " 0.7751156 1.0000002 ]]\n", + "sim shape: (20, 20)\n", + "contrastive loss: 2.783541202545166\n", + "model loss L: 2.963444948196411\n" + ] + } + ], + "source": [ + "for batch in X_batches:\n", + " b_shape = tf.shape(batch)\n", + " batch_l = tf.reshape(batch, (b_shape[0], b_shape[1] * b_shape[2], b_shape[3]))\n", + " batch_z = tf.math.reduce_mean(batch_l, axis=2) #this is a bad encoding for demo purposes only\n", + " batch_z = tf.concat([batch_z, batch_z], 0)\n", + " print(tf.shape(batch_z))\n", + " print(tf.shape(batch_z))\n", + " s = get_pairwise_sim(batch_z, N)\n", + " print(f\"sim: {s}\")\n", + " print(f\"sim shape: {s.shape}\")\n", + " cl = contrastive_loss(s, 0, 0, N)\n", + " print(f\"contrastive loss: {cl}\")\n", + " L = model_loss(batch_z, N)\n", + " print(f\"model loss L: {L}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2e806a6d-9be6-41ee-b15c-ef5717ddcbd2", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/unsupcon/unsupcon_loss.py b/unsupcon/unsupcon_loss.py new file mode 100644 index 0000000000..d2130d7ecc --- /dev/null +++ b/unsupcon/unsupcon_loss.py @@ -0,0 +1,231 @@ +""" +Issue #520 +Dante Basile +""" + +from inception_preprocessing import distorted_bounding_box_crop +import numpy as np +import pickle +#from sklearn.metrics import accuracy_score +import tensorflow as tf +import tensorflow.keras as keras +from tensorflow.keras.layers import Activation, Dense, Lambda, RandomFlip, Resizing +from tensorflow.keras.models import Model, Sequential +#from tensorflow.keras.applications.resnet50 import preprocess_input + +class DataGenerator(tf.keras.utils.Sequence): + def __init__(self, images, batch_size, shuffle=True): + super().__init__() + self.images = images + self.batch_size = batch_size + self.shuffle = shuffle + key_array = [] + self.key_array = np.arange(self.images.shape[0], dtype=np.uint32) + self.on_epoch_end() + + def __len__(self): + return len(self.key_array)//self.batch_size + + def __getitem__(self, index): + keys = self.key_array[index*self.batch_size:(index+1)*self.batch_size] + x = np.asarray(self.images[keys], dtype=np.float32) + return x + + def on_epoch_end(self): + if self.shuffle: + self.key_array = np.random.permutation(self.key_array) + +def build_rn_enc(): + """ + Default ResNet50 with input layer (224, 224, 3) + Default output layer has been removed + New output layer is the average pooling layer (2048) + """ + base_model = keras.applications.ResNet50(weights=None, + include_top=True + ) + f = Model(inputs=base_model.input, outputs=base_model.layers[-2].output) + f.compile() + return f + +def build_proj_head(): + """ + Projection head, maps representations to contrastive loss space + MLP with one hidden layer + Input layer (2048) + Output layer (128) + """ + g = Sequential() + g.add(Dense(128, input_dim=2048)) # W_1 + g.add(Activation('relu')) # \sigma + g.add(Dense(128)) # W_2 + return g + +def distorted_bounding_box_crop_wrapper(image): + """ + From paper: + area: [.08, 1.] + aspect ratio: [3/4, 4/3] + """ + image, bbox = distorted_bounding_box_crop(image, tf.zeros((1, 0, 4)), + aspect_ratio_range=(3/4, 4/3), + area_range=(.08, 1.) + ) + return image + +def color_distortion(image, s=.8): + """ + From paper: A Simple Framework for Contrastive Learning of Visual Representations, Chen et al + """ + # image is a tensor with value range in [0, 1]. + # s is the strength of color distortion. + + def color_jitter(x): + # one can also shuffle the order of following augmentations + # each time they are applied. + x = tf.image.random_brightness(x, max_delta=0.8*s) + x = tf.image.random_contrast(x, lower=1-0.8*s, upper=1+0.8*s) + x = tf.image.random_saturation(x, lower=1-0.8*s, upper=1+0.8*s) + x = tf.image.random_hue(x, max_delta=0.2*s) + x = tf.clip_by_value(x, 0, 1) + return x + def color_drop(x): + x = tf.image.rgb_to_grayscale(x) + image = tf.tile(x, [1, 1, 3]) + return image + + def random_apply(f, img, p=1.): + """ + Added for implementation + """ + p_rand = np.random.uniform() + if p_rand <= p: + return f(img) + else: + return img + + # randomly apply transformation with probability p. + image = random_apply(color_jitter, image, p=.8) + image = random_apply(color_drop, image, p=.2) + return image + +def get_aug_seq(img_h, img_w): + """ + X: batch of images + """ + aug_seq = keras.Sequential([ + Lambda(distorted_bounding_box_crop_wrapper), + Resizing(224, 224), + RandomFlip(mode='horizontal'), + Lambda(color_distortion), # if preprocess, ensure this can handle negatives + #RandomGaussianBlur(), + ]) + return aug_seq + +def get_x_tilde(x_batch, N, img_h, img_w, rsz_hw=224): + """ + Sample two augmentation functions t and t_prime to make x_tilde + """ + x_t = np.zeros((2*N, rsz_hw, rsz_hw, 3)) + for k in range(N): + t = get_aug_seq(img_h, img_w) + t_p = get_aug_seq(img_h, img_w) + x_t[2*k] = t(x_batch[k]) + x_t[2*k + 1] = t_p(x_batch[k]) + return x_t + +def sim(z_i, z_j): + """ + Compute the similarity of the given vector pair + """ + return tf.tensordot(z_i, z_j, 1) / (tf.norm(z_i) * tf.norm(z_j)) + +def get_pairwise_sim(z, N): + """ + use the similarity function to construct a matrix of pairwise similarities + """ + s_l_l = [] + for i in range(2*N): + s_l = [] + for j in range(2*N): + s_l.append(sim(z[i], z[j])) + s_l_l.append(tf.stack(s_l)) + return tf.stack(s_l_l) + +def contrastive_loss(s, i, j, N, tau=1.): + """ + Contrastive loss function for a positive pair of examples + """ + num = tf.math.exp(s[i, j] / tau) + den = tf.constant(0.) + for k in range(2*N): + if k != i: + den += tf.math.exp(s[i, k] / tau) + return -1 * tf.math.log(num / den) + +def model_loss(z, N): + s = get_pairwise_sim(z, N) + L = tf.constant(0.) + for k in range(N): + L += contrastive_loss(s, 2*k, 2*k + 1, N) + contrastive_loss(s, 2*k + 1, 2*k, N) + L /= 2*N + return L + +def unsupcon_learning(X_train, n_epochs=10, N=16): + """ + X: training data + N: batch size [256, 8192] + """ + loss_batch = [] + loss_epoch = [] + img_h = np.size(X_train, 1) + img_w = np.size(X_train, 2) + f = build_rn_enc() + generator = DataGenerator(X_train, N) + n_batches = len(generator) + optimizer = keras.optimizers.SGD(learning_rate=.2, momentum=.4, nesterov=True) + loss_train = np.zeros(shape=(n_epochs,), dtype=np.float32) + for epoch in range(n_epochs): + g = build_proj_head() + epoch_loss_avg = keras.metrics.Mean() + for batch in range(n_batches): + x_batch = generator[batch] + x_t = get_x_tilde(x_batch, N, img_h, img_w) + with tf.GradientTape(persistent=True) as tape: + h = f(x_t, training=True) + z = g(h, training=True) + L = model_loss(z, N) + print(f"batch loss L: {L}") + loss_batch.append(L) + f_grad = tape.gradient(L, f.trainable_variables) + g_grad = tape.gradient(L, g.trainable_variables) + optimizer.apply_gradients(zip(f_grad, f.trainable_variables)) + optimizer.apply_gradients(zip(g_grad, g.trainable_variables)) + epoch_loss_avg(L) + generator.on_epoch_end() + loss_train[epoch] = epoch_loss_avg.result() + print(f"epoch loss avg: {epoch_loss_avg.result()}") + loss_epoch.append(epoch_loss_avg.result()) + return f, loss_batch, loss_epoch + +def main(): + """ + N: hardcoded in unsupcon_learning + tau: hardcoded in contrastive_loss + """ + (X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data() + #X_train = preprocess_input(X_train) + #X_test = preprocess_input(X_test) + X_train = X_train / 255. + #X_test = X_test / 255. + X_train = X_train[:1000] + #X_test = X_test[:1000] + f, loss_batch, loss_epoch = unsupcon_learning(X_train) + f.save("unsupcon_RN50.h5") + with open(r"loss_batch.pickle", 'wb') as outfile: + pickle.dump(list(map(tf.get_static_value, loss_batch)), outfile) + with open(r"loss_epoch.pickle", 'wb') as outfile: + pickle.dump(list(map(tf.get_static_value, loss_epoch)), outfile) + +if __name__ == '__main__': + main() diff --git a/unsupcon/unsupcon_results.ipynb b/unsupcon/unsupcon_results.ipynb new file mode 100644 index 0000000000..05ee67567a --- /dev/null +++ b/unsupcon/unsupcon_results.ipynb @@ -0,0 +1,117 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "bec353a0-608c-468c-8162-d537bfd088b9", + "metadata": {}, + "source": [ + "# Unsupervised Contrastive Loss Results\n", + "\n", + "Issue #520\n", + "\n", + "Dante Basile" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3c6a5c6e-5825-4350-8078-eaddb8976e17", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "mpl.rcParams['axes.formatter.useoffset'] = False\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pickle\n", + "import tensorflow as tf" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9194ffe3-d611-4618-94fd-9d20e8ea4bcc", + "metadata": {}, + "outputs": [], + "source": [ + "with open(r\"loss_batch.pickle\", 'rb') as infile:\n", + " loss_batch = pickle.load(infile)\n", + "with open(r\"loss_epoch.pickle\", 'rb') as infile:\n", + " loss_epoch = pickle.load(infile)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "365190d4-29c0-496a-be75-9f98fee6b739", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(np.arange(len(loss_batch)), loss_batch)\n", + "plt.title(\"Batch Loss\")\n", + "plt.xlabel(\"batch num\")\n", + "plt.ylabel(\"unsupervised contrastive loss\")\n", + "plt.figure()\n", + "plt.plot(np.arange(len(loss_epoch)), loss_epoch)\n", + "plt.title(\"Epoch Average Loss\")\n", + "plt.xlabel(\"epoch num\")\n", + "plt.ylabel(\"avg unsupervised contrastive loss\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "655211a3-3795-4c7d-98c0-a39c7ecb80b5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c5b113e2f8c14a40e220f8d80a6d870edb3ae317 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Sun, 12 Dec 2021 14:13:17 -0500 Subject: [PATCH 2/5] changed file structure to include additions in cifar_exp --- {unsupcon => benchmarks/cifar_exp/unsupcon}/aug_demo.ipynb | 0 .../cifar_exp/unsupcon}/inception_preprocessing.py | 0 {unsupcon => benchmarks/cifar_exp/unsupcon}/loss_demo.ipynb | 0 {unsupcon => benchmarks/cifar_exp/unsupcon}/unsupcon_loss.py | 0 .../cifar_exp/unsupcon}/unsupcon_results.ipynb | 0 5 files changed, 0 insertions(+), 0 deletions(-) rename {unsupcon => benchmarks/cifar_exp/unsupcon}/aug_demo.ipynb (100%) rename {unsupcon => benchmarks/cifar_exp/unsupcon}/inception_preprocessing.py (100%) rename {unsupcon => benchmarks/cifar_exp/unsupcon}/loss_demo.ipynb (100%) rename {unsupcon => benchmarks/cifar_exp/unsupcon}/unsupcon_loss.py (100%) rename {unsupcon => benchmarks/cifar_exp/unsupcon}/unsupcon_results.ipynb (100%) diff --git a/unsupcon/aug_demo.ipynb b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb similarity index 100% rename from unsupcon/aug_demo.ipynb rename to benchmarks/cifar_exp/unsupcon/aug_demo.ipynb diff --git a/unsupcon/inception_preprocessing.py b/benchmarks/cifar_exp/unsupcon/inception_preprocessing.py similarity index 100% rename from unsupcon/inception_preprocessing.py rename to benchmarks/cifar_exp/unsupcon/inception_preprocessing.py diff --git a/unsupcon/loss_demo.ipynb b/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb similarity index 100% rename from unsupcon/loss_demo.ipynb rename to benchmarks/cifar_exp/unsupcon/loss_demo.ipynb diff --git a/unsupcon/unsupcon_loss.py b/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py similarity index 100% rename from unsupcon/unsupcon_loss.py rename to benchmarks/cifar_exp/unsupcon/unsupcon_loss.py diff --git a/unsupcon/unsupcon_results.ipynb b/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb similarity index 100% rename from unsupcon/unsupcon_results.ipynb rename to benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb From 0d49dd9fb40cbf64ae537c96f53c4271ffb029fa Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Sun, 12 Dec 2021 15:33:45 -0500 Subject: [PATCH 3/5] formatted with black --- benchmarks/cifar_exp/unsupcon/aug_demo.ipynb | 4 +- .../unsupcon/inception_preprocessing.py | 677 +++++++++--------- benchmarks/cifar_exp/unsupcon/loss_demo.ipynb | 20 +- .../cifar_exp/unsupcon/unsupcon_loss.py | 159 ++-- .../cifar_exp/unsupcon/unsupcon_results.ipynb | 7 +- 5 files changed, 457 insertions(+), 410 deletions(-) diff --git a/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb index 90d3316e8e..21ca0eebac 100644 --- a/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb +++ b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb @@ -267,7 +267,7 @@ ], "source": [ "X = preprocess_input(X)\n", - "X = tf.math.multiply(1./255, X)" + "X = tf.math.multiply(1.0 / 255, X)" ] }, { @@ -762,7 +762,7 @@ "outputs": [], "source": [ "X = X_train[:100]\n", - "X = tf.math.multiply(1./255, X)\n", + "X = tf.math.multiply(1.0 / 255, X)\n", "X = tf.map_fn(aug_seq, X)" ] }, diff --git a/benchmarks/cifar_exp/unsupcon/inception_preprocessing.py b/benchmarks/cifar_exp/unsupcon/inception_preprocessing.py index 0de560e78d..68268da874 100644 --- a/benchmarks/cifar_exp/unsupcon/inception_preprocessing.py +++ b/benchmarks/cifar_exp/unsupcon/inception_preprocessing.py @@ -24,338 +24,353 @@ def apply_with_random_selector(x, func, num_cases): - """Computes func(x, sel), with sel sampled from [0...num_cases-1]. - - Args: - x: input Tensor. - func: Python function to apply. - num_cases: Python int32, number of cases to sample sel from. - - Returns: - The result of func(x, sel), where func receives the value of the - selector as a python integer, but sel is sampled dynamically. - """ - sel = tf.random_uniform([], maxval=num_cases, dtype=tf.int32) - # Pass the real x only to one of the func calls. - return control_flow_ops.merge([ - func(control_flow_ops.switch(x, tf.equal(sel, case))[1], case) - for case in range(num_cases)])[0] + """Computes func(x, sel), with sel sampled from [0...num_cases-1]. + + Args: + x: input Tensor. + func: Python function to apply. + num_cases: Python int32, number of cases to sample sel from. + + Returns: + The result of func(x, sel), where func receives the value of the + selector as a python integer, but sel is sampled dynamically. + """ + sel = tf.random_uniform([], maxval=num_cases, dtype=tf.int32) + # Pass the real x only to one of the func calls. + return control_flow_ops.merge( + [ + func(control_flow_ops.switch(x, tf.equal(sel, case))[1], case) + for case in range(num_cases) + ] + )[0] def distort_color(image, color_ordering=0, fast_mode=True, scope=None): - """Distort the color of a Tensor image. - - Each color distortion is non-commutative and thus ordering of the color ops - matters. Ideally we would randomly permute the ordering of the color ops. - Rather then adding that level of complication, we select a distinct ordering - of color ops for each preprocessing thread. - - Args: - image: 3-D Tensor containing single image in [0, 1]. - color_ordering: Python int, a type of distortion (valid values: 0-3). - fast_mode: Avoids slower ops (random_hue and random_contrast) - scope: Optional scope for name_scope. - Returns: - 3-D Tensor color-distorted image on range [0, 1] - Raises: - ValueError: if color_ordering not in [0, 3] - """ - with tf.name_scope(scope, 'distort_color', [image]): - if fast_mode: - if color_ordering == 0: - image = tf.image.random_brightness(image, max_delta=32. / 255.) - image = tf.image.random_saturation(image, lower=0.5, upper=1.5) - else: - image = tf.image.random_saturation(image, lower=0.5, upper=1.5) - image = tf.image.random_brightness(image, max_delta=32. / 255.) - else: - if color_ordering == 0: - image = tf.image.random_brightness(image, max_delta=32. / 255.) - image = tf.image.random_saturation(image, lower=0.5, upper=1.5) - image = tf.image.random_hue(image, max_delta=0.2) - image = tf.image.random_contrast(image, lower=0.5, upper=1.5) - elif color_ordering == 1: - image = tf.image.random_saturation(image, lower=0.5, upper=1.5) - image = tf.image.random_brightness(image, max_delta=32. / 255.) - image = tf.image.random_contrast(image, lower=0.5, upper=1.5) - image = tf.image.random_hue(image, max_delta=0.2) - elif color_ordering == 2: - image = tf.image.random_contrast(image, lower=0.5, upper=1.5) - image = tf.image.random_hue(image, max_delta=0.2) - image = tf.image.random_brightness(image, max_delta=32. / 255.) - image = tf.image.random_saturation(image, lower=0.5, upper=1.5) - elif color_ordering == 3: - image = tf.image.random_hue(image, max_delta=0.2) - image = tf.image.random_saturation(image, lower=0.5, upper=1.5) - image = tf.image.random_contrast(image, lower=0.5, upper=1.5) - image = tf.image.random_brightness(image, max_delta=32. / 255.) - else: - raise ValueError('color_ordering must be in [0, 3]') - - # The random_* ops do not necessarily clamp. - return tf.clip_by_value(image, 0.0, 1.0) - - -def distorted_bounding_box_crop(image, - bbox, - min_object_covered=0.1, - aspect_ratio_range=(0.75, 1.33), - area_range=(0.05, 1.0), - max_attempts=100, - scope=None): - """Generates cropped_image using a one of the bboxes randomly distorted. - - See `tf.image.sample_distorted_bounding_box` for more documentation. - - Args: - image: 3-D Tensor of image (it will be converted to floats in [0, 1]). - bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] - where each coordinate is [0, 1) and the coordinates are arranged - as [ymin, xmin, ymax, xmax]. If num_boxes is 0 then it would use the whole - image. - min_object_covered: An optional `float`. Defaults to `0.1`. The cropped - area of the image must contain at least this fraction of any bounding box - supplied. - aspect_ratio_range: An optional list of `floats`. The cropped area of the - image must have an aspect ratio = width / height within this range. - area_range: An optional list of `floats`. The cropped area of the image - must contain a fraction of the supplied image within in this range. - max_attempts: An optional `int`. Number of attempts at generating a cropped - region of the image of the specified constraints. After `max_attempts` - failures, return the entire image. - scope: Optional scope for name_scope. - Returns: - A tuple, a 3-D Tensor cropped_image and the distorted bbox - """ - with tf.name_scope(scope, 'distorted_bounding_box_crop', [image, bbox]): - # Each bounding box has shape [1, num_boxes, box coords] and - # the coordinates are ordered [ymin, xmin, ymax, xmax]. - - # A large fraction of image datasets contain a human-annotated bounding - # box delineating the region of the image containing the object of interest. - # We choose to create a new bounding box for the object which is a randomly - # distorted version of the human-annotated bounding box that obeys an - # allowed range of aspect ratios, sizes and overlap with the human-annotated - # bounding box. If no box is supplied, then we assume the bounding box is - # the entire image. - sample_distorted_bounding_box = tf.image.sample_distorted_bounding_box( - tf.shape(image), - bounding_boxes=bbox, - min_object_covered=min_object_covered, - aspect_ratio_range=aspect_ratio_range, - area_range=area_range, - max_attempts=max_attempts, - use_image_if_no_bounding_boxes=True) - bbox_begin, bbox_size, distort_bbox = sample_distorted_bounding_box - - # Crop the image to the specified bounding box. - cropped_image = tf.slice(image, bbox_begin, bbox_size) - return cropped_image, distort_bbox - - -def preprocess_for_train(image, - height, - width, - bbox, - fast_mode=True, - scope=None, - add_image_summaries=True, - random_crop=True, - use_grayscale=False): - """Distort one image for training a network. - - Distorting images provides a useful technique for augmenting the data - set during training in order to make the network invariant to aspects - of the image that do not effect the label. - - Additionally it would create image_summaries to display the different - transformations applied to the image. - - Args: - image: 3-D Tensor of image. If dtype is tf.float32 then the range should be - [0, 1], otherwise it would converted to tf.float32 assuming that the range - is [0, MAX], where MAX is largest positive representable number for - int(8/16/32) data type (see `tf.image.convert_image_dtype` for details). - height: integer - width: integer - bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] - where each coordinate is [0, 1) and the coordinates are arranged - as [ymin, xmin, ymax, xmax]. - fast_mode: Optional boolean, if True avoids slower transformations (i.e. - bi-cubic resizing, random_hue or random_contrast). - scope: Optional scope for name_scope. - add_image_summaries: Enable image summaries. - random_crop: Enable random cropping of images during preprocessing for - training. - use_grayscale: Whether to convert the image from RGB to grayscale. - Returns: - 3-D float Tensor of distorted image used for training with range [-1, 1]. - """ - with tf.name_scope(scope, 'distort_image', [image, height, width, bbox]): - if bbox is None: - bbox = tf.constant([0.0, 0.0, 1.0, 1.0], - dtype=tf.float32, - shape=[1, 1, 4]) - if image.dtype != tf.float32: - image = tf.image.convert_image_dtype(image, dtype=tf.float32) - # Each bounding box has shape [1, num_boxes, box coords] and - # the coordinates are ordered [ymin, xmin, ymax, xmax]. - image_with_box = tf.image.draw_bounding_boxes(tf.expand_dims(image, 0), - bbox) - if add_image_summaries: - tf.summary.image('image_with_bounding_boxes', image_with_box) - - if not random_crop: - distorted_image = image + """Distort the color of a Tensor image. + + Each color distortion is non-commutative and thus ordering of the color ops + matters. Ideally we would randomly permute the ordering of the color ops. + Rather then adding that level of complication, we select a distinct ordering + of color ops for each preprocessing thread. + + Args: + image: 3-D Tensor containing single image in [0, 1]. + color_ordering: Python int, a type of distortion (valid values: 0-3). + fast_mode: Avoids slower ops (random_hue and random_contrast) + scope: Optional scope for name_scope. + Returns: + 3-D Tensor color-distorted image on range [0, 1] + Raises: + ValueError: if color_ordering not in [0, 3] + """ + with tf.name_scope(scope, "distort_color", [image]): + if fast_mode: + if color_ordering == 0: + image = tf.image.random_brightness(image, max_delta=32.0 / 255.0) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + else: + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_brightness(image, max_delta=32.0 / 255.0) + else: + if color_ordering == 0: + image = tf.image.random_brightness(image, max_delta=32.0 / 255.0) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_hue(image, max_delta=0.2) + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + elif color_ordering == 1: + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_brightness(image, max_delta=32.0 / 255.0) + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + image = tf.image.random_hue(image, max_delta=0.2) + elif color_ordering == 2: + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + image = tf.image.random_hue(image, max_delta=0.2) + image = tf.image.random_brightness(image, max_delta=32.0 / 255.0) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + elif color_ordering == 3: + image = tf.image.random_hue(image, max_delta=0.2) + image = tf.image.random_saturation(image, lower=0.5, upper=1.5) + image = tf.image.random_contrast(image, lower=0.5, upper=1.5) + image = tf.image.random_brightness(image, max_delta=32.0 / 255.0) + else: + raise ValueError("color_ordering must be in [0, 3]") + + # The random_* ops do not necessarily clamp. + return tf.clip_by_value(image, 0.0, 1.0) + + +def distorted_bounding_box_crop( + image, + bbox, + min_object_covered=0.1, + aspect_ratio_range=(0.75, 1.33), + area_range=(0.05, 1.0), + max_attempts=100, + scope=None, +): + """Generates cropped_image using a one of the bboxes randomly distorted. + + See `tf.image.sample_distorted_bounding_box` for more documentation. + + Args: + image: 3-D Tensor of image (it will be converted to floats in [0, 1]). + bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] + where each coordinate is [0, 1) and the coordinates are arranged + as [ymin, xmin, ymax, xmax]. If num_boxes is 0 then it would use the whole + image. + min_object_covered: An optional `float`. Defaults to `0.1`. The cropped + area of the image must contain at least this fraction of any bounding box + supplied. + aspect_ratio_range: An optional list of `floats`. The cropped area of the + image must have an aspect ratio = width / height within this range. + area_range: An optional list of `floats`. The cropped area of the image + must contain a fraction of the supplied image within in this range. + max_attempts: An optional `int`. Number of attempts at generating a cropped + region of the image of the specified constraints. After `max_attempts` + failures, return the entire image. + scope: Optional scope for name_scope. + Returns: + A tuple, a 3-D Tensor cropped_image and the distorted bbox + """ + with tf.name_scope(scope, "distorted_bounding_box_crop", [image, bbox]): + # Each bounding box has shape [1, num_boxes, box coords] and + # the coordinates are ordered [ymin, xmin, ymax, xmax]. + + # A large fraction of image datasets contain a human-annotated bounding + # box delineating the region of the image containing the object of interest. + # We choose to create a new bounding box for the object which is a randomly + # distorted version of the human-annotated bounding box that obeys an + # allowed range of aspect ratios, sizes and overlap with the human-annotated + # bounding box. If no box is supplied, then we assume the bounding box is + # the entire image. + sample_distorted_bounding_box = tf.image.sample_distorted_bounding_box( + tf.shape(image), + bounding_boxes=bbox, + min_object_covered=min_object_covered, + aspect_ratio_range=aspect_ratio_range, + area_range=area_range, + max_attempts=max_attempts, + use_image_if_no_bounding_boxes=True, + ) + bbox_begin, bbox_size, distort_bbox = sample_distorted_bounding_box + + # Crop the image to the specified bounding box. + cropped_image = tf.slice(image, bbox_begin, bbox_size) + return cropped_image, distort_bbox + + +def preprocess_for_train( + image, + height, + width, + bbox, + fast_mode=True, + scope=None, + add_image_summaries=True, + random_crop=True, + use_grayscale=False, +): + """Distort one image for training a network. + + Distorting images provides a useful technique for augmenting the data + set during training in order to make the network invariant to aspects + of the image that do not effect the label. + + Additionally it would create image_summaries to display the different + transformations applied to the image. + + Args: + image: 3-D Tensor of image. If dtype is tf.float32 then the range should be + [0, 1], otherwise it would converted to tf.float32 assuming that the range + is [0, MAX], where MAX is largest positive representable number for + int(8/16/32) data type (see `tf.image.convert_image_dtype` for details). + height: integer + width: integer + bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] + where each coordinate is [0, 1) and the coordinates are arranged + as [ymin, xmin, ymax, xmax]. + fast_mode: Optional boolean, if True avoids slower transformations (i.e. + bi-cubic resizing, random_hue or random_contrast). + scope: Optional scope for name_scope. + add_image_summaries: Enable image summaries. + random_crop: Enable random cropping of images during preprocessing for + training. + use_grayscale: Whether to convert the image from RGB to grayscale. + Returns: + 3-D float Tensor of distorted image used for training with range [-1, 1]. + """ + with tf.name_scope(scope, "distort_image", [image, height, width, bbox]): + if bbox is None: + bbox = tf.constant([0.0, 0.0, 1.0, 1.0], dtype=tf.float32, shape=[1, 1, 4]) + if image.dtype != tf.float32: + image = tf.image.convert_image_dtype(image, dtype=tf.float32) + # Each bounding box has shape [1, num_boxes, box coords] and + # the coordinates are ordered [ymin, xmin, ymax, xmax]. + image_with_box = tf.image.draw_bounding_boxes(tf.expand_dims(image, 0), bbox) + if add_image_summaries: + tf.summary.image("image_with_bounding_boxes", image_with_box) + + if not random_crop: + distorted_image = image + else: + distorted_image, distorted_bbox = distorted_bounding_box_crop(image, bbox) + # Restore the shape since the dynamic slice based upon the bbox_size loses + # the third dimension. + distorted_image.set_shape([None, None, 3]) + image_with_distorted_box = tf.image.draw_bounding_boxes( + tf.expand_dims(image, 0), distorted_bbox + ) + if add_image_summaries: + tf.summary.image( + "images_with_distorted_bounding_box", image_with_distorted_box + ) + + # This resizing operation may distort the images because the aspect + # ratio is not respected. We select a resize method in a round robin + # fashion based on the thread number. + # Note that ResizeMethod contains 4 enumerated resizing methods. + + # We select only 1 case for fast_mode bilinear. + num_resize_cases = 1 if fast_mode else 4 + distorted_image = apply_with_random_selector( + distorted_image, + lambda x, method: tf.image.resize_images(x, [height, width], method), + num_cases=num_resize_cases, + ) + + if add_image_summaries: + tf.summary.image( + ("cropped_" if random_crop else "") + "resized_image", + tf.expand_dims(distorted_image, 0), + ) + + # Randomly flip the image horizontally. + distorted_image = tf.image.random_flip_left_right(distorted_image) + + # Randomly distort the colors. There are 1 or 4 ways to do it. + num_distort_cases = 1 if fast_mode else 4 + distorted_image = apply_with_random_selector( + distorted_image, + lambda x, ordering: distort_color(x, ordering, fast_mode), + num_cases=num_distort_cases, + ) + + if use_grayscale: + distorted_image = tf.image.rgb_to_grayscale(distorted_image) + + if add_image_summaries: + tf.summary.image( + "final_distorted_image", tf.expand_dims(distorted_image, 0) + ) + distorted_image = tf.subtract(distorted_image, 0.5) + distorted_image = tf.multiply(distorted_image, 2.0) + return distorted_image + + +def preprocess_for_eval( + image, + height, + width, + central_fraction=0.875, + scope=None, + central_crop=True, + use_grayscale=False, +): + """Prepare one image for evaluation. + + If height and width are specified it would output an image with that size by + applying resize_bilinear. + + If central_fraction is specified it would crop the central fraction of the + input image. + + Args: + image: 3-D Tensor of image. If dtype is tf.float32 then the range should be + [0, 1], otherwise it would converted to tf.float32 assuming that the range + is [0, MAX], where MAX is largest positive representable number for + int(8/16/32) data type (see `tf.image.convert_image_dtype` for details). + height: integer + width: integer + central_fraction: Optional Float, fraction of the image to crop. + scope: Optional scope for name_scope. + central_crop: Enable central cropping of images during preprocessing for + evaluation. + use_grayscale: Whether to convert the image from RGB to grayscale. + Returns: + 3-D float Tensor of prepared image. + """ + with tf.name_scope(scope, "eval_image", [image, height, width]): + if image.dtype != tf.float32: + image = tf.image.convert_image_dtype(image, dtype=tf.float32) + if use_grayscale: + image = tf.image.rgb_to_grayscale(image) + # Crop the central region of the image with an area containing 87.5% of + # the original image. + if central_crop and central_fraction: + image = tf.image.central_crop(image, central_fraction=central_fraction) + + if height and width: + # Resize the image to the specified height and width. + image = tf.expand_dims(image, 0) + image = tf.image.resize_bilinear( + image, [height, width], align_corners=False + ) + image = tf.squeeze(image, [0]) + image = tf.subtract(image, 0.5) + image = tf.multiply(image, 2.0) + return image + + +def preprocess_image( + image, + height, + width, + is_training=False, + bbox=None, + fast_mode=True, + add_image_summaries=True, + crop_image=True, + use_grayscale=False, +): + """Pre-process one image for training or evaluation. + + Args: + image: 3-D Tensor [height, width, channels] with the image. If dtype is + tf.float32 then the range should be [0, 1], otherwise it would converted + to tf.float32 assuming that the range is [0, MAX], where MAX is largest + positive representable number for int(8/16/32) data type (see + `tf.image.convert_image_dtype` for details). + height: integer, image expected height. + width: integer, image expected width. + is_training: Boolean. If true it would transform an image for train, + otherwise it would transform it for evaluation. + bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] + where each coordinate is [0, 1) and the coordinates are arranged as + [ymin, xmin, ymax, xmax]. + fast_mode: Optional boolean, if True avoids slower transformations. + add_image_summaries: Enable image summaries. + crop_image: Whether to enable cropping of images during preprocessing for + both training and evaluation. + use_grayscale: Whether to convert the image from RGB to grayscale. + + Returns: + 3-D float Tensor containing an appropriately scaled image + + Raises: + ValueError: if user does not provide bounding box + """ + if is_training: + return preprocess_for_train( + image, + height, + width, + bbox, + fast_mode, + add_image_summaries=add_image_summaries, + random_crop=crop_image, + use_grayscale=use_grayscale, + ) else: - distorted_image, distorted_bbox = distorted_bounding_box_crop(image, bbox) - # Restore the shape since the dynamic slice based upon the bbox_size loses - # the third dimension. - distorted_image.set_shape([None, None, 3]) - image_with_distorted_box = tf.image.draw_bounding_boxes( - tf.expand_dims(image, 0), distorted_bbox) - if add_image_summaries: - tf.summary.image('images_with_distorted_bounding_box', - image_with_distorted_box) - - # This resizing operation may distort the images because the aspect - # ratio is not respected. We select a resize method in a round robin - # fashion based on the thread number. - # Note that ResizeMethod contains 4 enumerated resizing methods. - - # We select only 1 case for fast_mode bilinear. - num_resize_cases = 1 if fast_mode else 4 - distorted_image = apply_with_random_selector( - distorted_image, - lambda x, method: tf.image.resize_images(x, [height, width], method), - num_cases=num_resize_cases) - - if add_image_summaries: - tf.summary.image(('cropped_' if random_crop else '') + 'resized_image', - tf.expand_dims(distorted_image, 0)) - - # Randomly flip the image horizontally. - distorted_image = tf.image.random_flip_left_right(distorted_image) - - # Randomly distort the colors. There are 1 or 4 ways to do it. - num_distort_cases = 1 if fast_mode else 4 - distorted_image = apply_with_random_selector( - distorted_image, - lambda x, ordering: distort_color(x, ordering, fast_mode), - num_cases=num_distort_cases) - - if use_grayscale: - distorted_image = tf.image.rgb_to_grayscale(distorted_image) - - if add_image_summaries: - tf.summary.image('final_distorted_image', - tf.expand_dims(distorted_image, 0)) - distorted_image = tf.subtract(distorted_image, 0.5) - distorted_image = tf.multiply(distorted_image, 2.0) - return distorted_image - - -def preprocess_for_eval(image, - height, - width, - central_fraction=0.875, - scope=None, - central_crop=True, - use_grayscale=False): - """Prepare one image for evaluation. - - If height and width are specified it would output an image with that size by - applying resize_bilinear. - - If central_fraction is specified it would crop the central fraction of the - input image. - - Args: - image: 3-D Tensor of image. If dtype is tf.float32 then the range should be - [0, 1], otherwise it would converted to tf.float32 assuming that the range - is [0, MAX], where MAX is largest positive representable number for - int(8/16/32) data type (see `tf.image.convert_image_dtype` for details). - height: integer - width: integer - central_fraction: Optional Float, fraction of the image to crop. - scope: Optional scope for name_scope. - central_crop: Enable central cropping of images during preprocessing for - evaluation. - use_grayscale: Whether to convert the image from RGB to grayscale. - Returns: - 3-D float Tensor of prepared image. - """ - with tf.name_scope(scope, 'eval_image', [image, height, width]): - if image.dtype != tf.float32: - image = tf.image.convert_image_dtype(image, dtype=tf.float32) - if use_grayscale: - image = tf.image.rgb_to_grayscale(image) - # Crop the central region of the image with an area containing 87.5% of - # the original image. - if central_crop and central_fraction: - image = tf.image.central_crop(image, central_fraction=central_fraction) - - if height and width: - # Resize the image to the specified height and width. - image = tf.expand_dims(image, 0) - image = tf.image.resize_bilinear(image, [height, width], - align_corners=False) - image = tf.squeeze(image, [0]) - image = tf.subtract(image, 0.5) - image = tf.multiply(image, 2.0) - return image - - -def preprocess_image(image, - height, - width, - is_training=False, - bbox=None, - fast_mode=True, - add_image_summaries=True, - crop_image=True, - use_grayscale=False): - """Pre-process one image for training or evaluation. - - Args: - image: 3-D Tensor [height, width, channels] with the image. If dtype is - tf.float32 then the range should be [0, 1], otherwise it would converted - to tf.float32 assuming that the range is [0, MAX], where MAX is largest - positive representable number for int(8/16/32) data type (see - `tf.image.convert_image_dtype` for details). - height: integer, image expected height. - width: integer, image expected width. - is_training: Boolean. If true it would transform an image for train, - otherwise it would transform it for evaluation. - bbox: 3-D float Tensor of bounding boxes arranged [1, num_boxes, coords] - where each coordinate is [0, 1) and the coordinates are arranged as - [ymin, xmin, ymax, xmax]. - fast_mode: Optional boolean, if True avoids slower transformations. - add_image_summaries: Enable image summaries. - crop_image: Whether to enable cropping of images during preprocessing for - both training and evaluation. - use_grayscale: Whether to convert the image from RGB to grayscale. - - Returns: - 3-D float Tensor containing an appropriately scaled image - - Raises: - ValueError: if user does not provide bounding box - """ - if is_training: - return preprocess_for_train( - image, - height, - width, - bbox, - fast_mode, - add_image_summaries=add_image_summaries, - random_crop=crop_image, - use_grayscale=use_grayscale) - else: - return preprocess_for_eval( - image, - height, - width, - central_crop=crop_image, - use_grayscale=use_grayscale) + return preprocess_for_eval( + image, height, width, central_crop=crop_image, use_grayscale=use_grayscale + ) diff --git a/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb b/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb index 9e47f6e1da..c0f65cb71e 100644 --- a/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb +++ b/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb @@ -25,7 +25,13 @@ "import tensorflow.keras as keras\n", "from tensorflow.keras.applications.resnet50 import preprocess_input\n", "\n", - "from unsupcon_loss import contrastive_loss, get_aug_seq, get_pairwise_sim, model_loss, sim" + "from unsupcon_loss import (\n", + " contrastive_loss,\n", + " get_aug_seq,\n", + " get_pairwise_sim,\n", + " model_loss,\n", + " sim,\n", + ")" ] }, { @@ -198,7 +204,7 @@ "(X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data()\n", "X = X_train[:100]\n", "X = preprocess_input(X)\n", - "X = tf.math.multiply(1./255, X)\n", + "X = tf.math.multiply(1.0 / 255, X)\n", "print(np.shape(X))\n", "N = 10\n", "X_batches = tf.data.Dataset.from_tensor_slices(X).batch(N).take(1)\n", @@ -339,7 +345,9 @@ "for batch in X_batches:\n", " b_shape = tf.shape(batch)\n", " batch_l = tf.reshape(batch, (b_shape[0], b_shape[1] * b_shape[2], b_shape[3]))\n", - " batch_z = tf.math.reduce_mean(batch_l, axis=2) #this is a bad encoding for demo purposes only\n", + " batch_z = tf.math.reduce_mean(\n", + " batch_l, axis=2\n", + " ) # this is a bad encoding for demo purposes only\n", " batch_z = tf.concat([batch_z, batch_z], 0)\n", " print(tf.shape(batch_z))\n", " s = get_pairwise_sim(batch_z, N)\n", @@ -496,7 +504,7 @@ ], "source": [ "X = X_train[:100]\n", - "X = tf.math.multiply(1./255, X)\n", + "X = tf.math.multiply(1.0 / 255, X)\n", "print(np.shape(X))\n", "N = 10\n", "X_batches = tf.data.Dataset.from_tensor_slices(X).batch(N).take(1)\n", @@ -617,7 +625,9 @@ "for batch in X_batches:\n", " b_shape = tf.shape(batch)\n", " batch_l = tf.reshape(batch, (b_shape[0], b_shape[1] * b_shape[2], b_shape[3]))\n", - " batch_z = tf.math.reduce_mean(batch_l, axis=2) #this is a bad encoding for demo purposes only\n", + " batch_z = tf.math.reduce_mean(\n", + " batch_l, axis=2\n", + " ) # this is a bad encoding for demo purposes only\n", " batch_z = tf.concat([batch_z, batch_z], 0)\n", " print(tf.shape(batch_z))\n", " print(tf.shape(batch_z))\n", diff --git a/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py b/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py index d2130d7ecc..aad92a42c2 100644 --- a/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py +++ b/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py @@ -6,34 +6,38 @@ from inception_preprocessing import distorted_bounding_box_crop import numpy as np import pickle -#from sklearn.metrics import accuracy_score + +# from sklearn.metrics import accuracy_score import tensorflow as tf import tensorflow.keras as keras from tensorflow.keras.layers import Activation, Dense, Lambda, RandomFlip, Resizing from tensorflow.keras.models import Model, Sequential -#from tensorflow.keras.applications.resnet50 import preprocess_input + +# from tensorflow.keras.applications.resnet50 import preprocess_input + class DataGenerator(tf.keras.utils.Sequence): - def __init__(self, images, batch_size, shuffle=True): - super().__init__() - self.images = images - self.batch_size = batch_size - self.shuffle = shuffle - key_array = [] - self.key_array = np.arange(self.images.shape[0], dtype=np.uint32) - self.on_epoch_end() - - def __len__(self): - return len(self.key_array)//self.batch_size - - def __getitem__(self, index): - keys = self.key_array[index*self.batch_size:(index+1)*self.batch_size] - x = np.asarray(self.images[keys], dtype=np.float32) - return x - - def on_epoch_end(self): - if self.shuffle: - self.key_array = np.random.permutation(self.key_array) + def __init__(self, images, batch_size, shuffle=True): + super().__init__() + self.images = images + self.batch_size = batch_size + self.shuffle = shuffle + key_array = [] + self.key_array = np.arange(self.images.shape[0], dtype=np.uint32) + self.on_epoch_end() + + def __len__(self): + return len(self.key_array) // self.batch_size + + def __getitem__(self, index): + keys = self.key_array[index * self.batch_size : (index + 1) * self.batch_size] + x = np.asarray(self.images[keys], dtype=np.float32) + return x + + def on_epoch_end(self): + if self.shuffle: + self.key_array = np.random.permutation(self.key_array) + def build_rn_enc(): """ @@ -41,13 +45,12 @@ def build_rn_enc(): Default output layer has been removed New output layer is the average pooling layer (2048) """ - base_model = keras.applications.ResNet50(weights=None, - include_top=True - ) + base_model = keras.applications.ResNet50(weights=None, include_top=True) f = Model(inputs=base_model.input, outputs=base_model.layers[-2].output) f.compile() return f + def build_proj_head(): """ Projection head, maps representations to contrastive loss space @@ -56,24 +59,28 @@ def build_proj_head(): Output layer (128) """ g = Sequential() - g.add(Dense(128, input_dim=2048)) # W_1 - g.add(Activation('relu')) # \sigma - g.add(Dense(128)) # W_2 + g.add(Dense(128, input_dim=2048)) # W_1 + g.add(Activation("relu")) # \sigma + g.add(Dense(128)) # W_2 return g + def distorted_bounding_box_crop_wrapper(image): """ From paper: area: [.08, 1.] aspect ratio: [3/4, 4/3] """ - image, bbox = distorted_bounding_box_crop(image, tf.zeros((1, 0, 4)), - aspect_ratio_range=(3/4, 4/3), - area_range=(.08, 1.) - ) + image, bbox = distorted_bounding_box_crop( + image, + tf.zeros((1, 0, 4)), + aspect_ratio_range=(3 / 4, 4 / 3), + area_range=(0.08, 1.0), + ) return image -def color_distortion(image, s=.8): + +def color_distortion(image, s=0.8): """ From paper: A Simple Framework for Contrastive Learning of Visual Representations, Chen et al """ @@ -83,18 +90,19 @@ def color_distortion(image, s=.8): def color_jitter(x): # one can also shuffle the order of following augmentations # each time they are applied. - x = tf.image.random_brightness(x, max_delta=0.8*s) - x = tf.image.random_contrast(x, lower=1-0.8*s, upper=1+0.8*s) - x = tf.image.random_saturation(x, lower=1-0.8*s, upper=1+0.8*s) - x = tf.image.random_hue(x, max_delta=0.2*s) + x = tf.image.random_brightness(x, max_delta=0.8 * s) + x = tf.image.random_contrast(x, lower=1 - 0.8 * s, upper=1 + 0.8 * s) + x = tf.image.random_saturation(x, lower=1 - 0.8 * s, upper=1 + 0.8 * s) + x = tf.image.random_hue(x, max_delta=0.2 * s) x = tf.clip_by_value(x, 0, 1) return x + def color_drop(x): x = tf.image.rgb_to_grayscale(x) image = tf.tile(x, [1, 1, 3]) return image - def random_apply(f, img, p=1.): + def random_apply(f, img, p=1.0): """ Added for implementation """ @@ -105,73 +113,84 @@ def random_apply(f, img, p=1.): return img # randomly apply transformation with probability p. - image = random_apply(color_jitter, image, p=.8) - image = random_apply(color_drop, image, p=.2) + image = random_apply(color_jitter, image, p=0.8) + image = random_apply(color_drop, image, p=0.2) return image + def get_aug_seq(img_h, img_w): """ X: batch of images """ - aug_seq = keras.Sequential([ - Lambda(distorted_bounding_box_crop_wrapper), - Resizing(224, 224), - RandomFlip(mode='horizontal'), - Lambda(color_distortion), # if preprocess, ensure this can handle negatives - #RandomGaussianBlur(), - ]) + aug_seq = keras.Sequential( + [ + Lambda(distorted_bounding_box_crop_wrapper), + Resizing(224, 224), + RandomFlip(mode="horizontal"), + Lambda(color_distortion), # if preprocess, ensure this can handle negatives + # RandomGaussianBlur(), + ] + ) return aug_seq + def get_x_tilde(x_batch, N, img_h, img_w, rsz_hw=224): """ Sample two augmentation functions t and t_prime to make x_tilde """ - x_t = np.zeros((2*N, rsz_hw, rsz_hw, 3)) + x_t = np.zeros((2 * N, rsz_hw, rsz_hw, 3)) for k in range(N): t = get_aug_seq(img_h, img_w) t_p = get_aug_seq(img_h, img_w) - x_t[2*k] = t(x_batch[k]) - x_t[2*k + 1] = t_p(x_batch[k]) + x_t[2 * k] = t(x_batch[k]) + x_t[2 * k + 1] = t_p(x_batch[k]) return x_t + def sim(z_i, z_j): """ Compute the similarity of the given vector pair """ return tf.tensordot(z_i, z_j, 1) / (tf.norm(z_i) * tf.norm(z_j)) + def get_pairwise_sim(z, N): """ use the similarity function to construct a matrix of pairwise similarities """ s_l_l = [] - for i in range(2*N): + for i in range(2 * N): s_l = [] - for j in range(2*N): + for j in range(2 * N): s_l.append(sim(z[i], z[j])) s_l_l.append(tf.stack(s_l)) return tf.stack(s_l_l) -def contrastive_loss(s, i, j, N, tau=1.): + +def contrastive_loss(s, i, j, N, tau=1.0): """ Contrastive loss function for a positive pair of examples """ num = tf.math.exp(s[i, j] / tau) - den = tf.constant(0.) - for k in range(2*N): + den = tf.constant(0.0) + for k in range(2 * N): if k != i: den += tf.math.exp(s[i, k] / tau) return -1 * tf.math.log(num / den) + def model_loss(z, N): s = get_pairwise_sim(z, N) - L = tf.constant(0.) + L = tf.constant(0.0) for k in range(N): - L += contrastive_loss(s, 2*k, 2*k + 1, N) + contrastive_loss(s, 2*k + 1, 2*k, N) - L /= 2*N + L += contrastive_loss(s, 2 * k, 2 * k + 1, N) + contrastive_loss( + s, 2 * k + 1, 2 * k, N + ) + L /= 2 * N return L -def unsupcon_learning(X_train, n_epochs=10, N=16): + +def unsupcon_learning(X_train, n_epochs=100, N=16): """ X: training data N: batch size [256, 8192] @@ -183,7 +202,7 @@ def unsupcon_learning(X_train, n_epochs=10, N=16): f = build_rn_enc() generator = DataGenerator(X_train, N) n_batches = len(generator) - optimizer = keras.optimizers.SGD(learning_rate=.2, momentum=.4, nesterov=True) + optimizer = keras.optimizers.SGD(learning_rate=0.2, momentum=0.4, nesterov=True) loss_train = np.zeros(shape=(n_epochs,), dtype=np.float32) for epoch in range(n_epochs): g = build_proj_head() @@ -208,24 +227,26 @@ def unsupcon_learning(X_train, n_epochs=10, N=16): loss_epoch.append(epoch_loss_avg.result()) return f, loss_batch, loss_epoch + def main(): """ N: hardcoded in unsupcon_learning tau: hardcoded in contrastive_loss """ (X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data() - #X_train = preprocess_input(X_train) - #X_test = preprocess_input(X_test) - X_train = X_train / 255. - #X_test = X_test / 255. + # X_train = preprocess_input(X_train) + # X_test = preprocess_input(X_test) + X_train = X_train / 255.0 + # X_test = X_test / 255. X_train = X_train[:1000] - #X_test = X_test[:1000] + # X_test = X_test[:1000] f, loss_batch, loss_epoch = unsupcon_learning(X_train) - f.save("unsupcon_RN50.h5") - with open(r"loss_batch.pickle", 'wb') as outfile: + f.save("unsupcon_RN50_e100.h5") + with open(r"loss_batch_e100.pickle", "wb") as outfile: pickle.dump(list(map(tf.get_static_value, loss_batch)), outfile) - with open(r"loss_epoch.pickle", 'wb') as outfile: + with open(r"loss_epoch_e100.pickle", "wb") as outfile: pickle.dump(list(map(tf.get_static_value, loss_epoch)), outfile) -if __name__ == '__main__': + +if __name__ == "__main__": main() diff --git a/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb b/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb index 05ee67567a..1df52d0d9f 100644 --- a/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb +++ b/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb @@ -20,7 +20,8 @@ "outputs": [], "source": [ "import matplotlib as mpl\n", - "mpl.rcParams['axes.formatter.useoffset'] = False\n", + "\n", + "mpl.rcParams[\"axes.formatter.useoffset\"] = False\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pickle\n", @@ -34,9 +35,9 @@ "metadata": {}, "outputs": [], "source": [ - "with open(r\"loss_batch.pickle\", 'rb') as infile:\n", + "with open(r\"loss_batch.pickle\", \"rb\") as infile:\n", " loss_batch = pickle.load(infile)\n", - "with open(r\"loss_epoch.pickle\", 'rb') as infile:\n", + "with open(r\"loss_epoch.pickle\", \"rb\") as infile:\n", " loss_epoch = pickle.load(infile)" ] }, From 6eaaaa7caf3d88578b917d49c60d8e58d782aabd Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Sun, 12 Dec 2021 15:44:50 -0500 Subject: [PATCH 4/5] improved aug demo notebook formatting --- benchmarks/cifar_exp/unsupcon/aug_demo.ipynb | 58 ++++++++++++++++++++ 1 file changed, 58 insertions(+) diff --git a/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb index 21ca0eebac..c043481aad 100644 --- a/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb +++ b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb @@ -28,6 +28,14 @@ "from unsupcon_loss import get_aug_seq" ] }, + { + "cell_type": "markdown", + "id": "4bff1bfc-807c-47fe-9b53-8fe78175f75d", + "metadata": {}, + "source": [ + "## Import and Display Data" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -240,6 +248,14 @@ "print(X_batch[i])" ] }, + { + "cell_type": "markdown", + "id": "24f12d0e-6892-417a-8348-d6b98c6c912b", + "metadata": {}, + "source": [ + "## Preprocess with resnet50.preprocess_input" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -270,6 +286,14 @@ "X = tf.math.multiply(1.0 / 255, X)" ] }, + { + "cell_type": "markdown", + "id": "8b602809-8f3e-4a06-98da-2621488b3eba", + "metadata": {}, + "source": [ + "### Display preprocessed data" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -516,6 +540,14 @@ "X_batch.shape" ] }, + { + "cell_type": "markdown", + "id": "9d5cf904-b00a-4107-8ff9-8f123fac9040", + "metadata": {}, + "source": [ + "### Apply Augmentation Pipeline" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -539,6 +571,14 @@ "X_batch_aug = tf.map_fn(aug_seq, X_batch)" ] }, + { + "cell_type": "markdown", + "id": "c691e35e-3b31-4f57-83aa-163a7e27541a", + "metadata": {}, + "source": [ + "### Display Augmented Data" + ] + }, { "cell_type": "code", "execution_count": 9, @@ -754,6 +794,16 @@ "print(X_batch_aug[i])" ] }, + { + "cell_type": "markdown", + "id": "0cc1ef51-cce7-4685-9561-085eda363318", + "metadata": {}, + "source": [ + "## Preprocess without resnet50.preprocess_input\n", + "\n", + "### Apply Augmentation Pipeline" + ] + }, { "cell_type": "code", "execution_count": 11, @@ -766,6 +816,14 @@ "X = tf.map_fn(aug_seq, X)" ] }, + { + "cell_type": "markdown", + "id": "09a8a129-466e-466b-bd58-28ac2db769c3", + "metadata": {}, + "source": [ + "### Display Data" + ] + }, { "cell_type": "code", "execution_count": 12, From 8373149058d419f935161169b898d3e0273be67b Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Fri, 17 Dec 2021 15:43:00 -0500 Subject: [PATCH 5/5] removed commented lines and unnecessary outputs/cells --- benchmarks/cifar_exp/unsupcon/aug_demo.ipynb | 297 +++--------------- benchmarks/cifar_exp/unsupcon/loss_demo.ipynb | 265 +++------------- .../cifar_exp/unsupcon/unsupcon_loss.py | 8 - .../cifar_exp/unsupcon/unsupcon_results.ipynb | 8 - 4 files changed, 77 insertions(+), 501 deletions(-) diff --git a/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb index c043481aad..8e6087499b 100644 --- a/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb +++ b/benchmarks/cifar_exp/unsupcon/aug_demo.ipynb @@ -21,6 +21,11 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "\n", + "import os\n", + "\n", + "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n", + "\n", "import tensorflow as tf\n", "import tensorflow.keras as keras\n", "from tensorflow.keras.applications.resnet50 import preprocess_input\n", @@ -193,59 +198,15 @@ "output_type": "stream", "text": [ "[[[125 125 116]\n", - " [110 101 91]\n", - " [102 90 83]\n", - " ...\n", - " [202 207 214]\n", - " [200 205 212]\n", - " [202 208 214]]\n", + " [110 101 91]]\n", "\n", " [[142 146 142]\n", - " [146 144 139]\n", - " [176 172 170]\n", - " ...\n", - " [195 201 205]\n", - " [198 205 209]\n", - " [204 211 215]]\n", - "\n", - " [[180 185 183]\n", - " [143 146 146]\n", - " [156 157 157]\n", - " ...\n", - " [122 111 113]\n", - " [139 128 131]\n", - " [158 147 150]]\n", - "\n", - " ...\n", - "\n", - " [[104 82 41]\n", - " [101 80 39]\n", - " [101 81 38]\n", - " ...\n", - " [126 103 67]\n", - " [126 103 69]\n", - " [125 101 68]]\n", - "\n", - " [[104 81 40]\n", - " [105 84 41]\n", - " [109 88 43]\n", - " ...\n", - " [138 113 78]\n", - " [137 113 80]\n", - " [137 112 81]]\n", - "\n", - " [[105 83 42]\n", - " [108 87 45]\n", - " [115 94 50]\n", - " ...\n", - " [143 117 82]\n", - " [143 116 84]\n", - " [144 116 86]]]\n" + " [146 144 139]]]\n" ] } ], "source": [ - "print(X_batch[i])" + "print(X_batch[i, :2, :2])" ] }, { @@ -261,26 +222,7 @@ "execution_count": 4, "id": "ba2bbd09-80e5-4dde-954f-57d3b4ffd7b6", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2021-12-12 13:14:20.110570: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.150886: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.151093: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.151753: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2021-12-12 13:14:20.152508: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.152678: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.152829: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.530849: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.531037: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.531188: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:14:20.531323: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 6583 MB memory: -> device: 0, name: NVIDIA GeForce GTX 1070, pci bus id: 0000:1f:00.0, compute capability: 6.1\n" - ] - } - ], + "outputs": [], "source": [ "X = preprocess_input(X)\n", "X = tf.math.multiply(1.0 / 255, X)" @@ -300,22 +242,6 @@ "id": "13aa364d-57fa-4c14-8ebe-2fbfafb2cd8b", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -449,7 +375,7 @@ "X_batch = X[:10]\n", "for i in range(np.size(X_batch, 0)):\n", " plt.figure()\n", - " plt.imshow(X_batch[i])" + " plt.imshow(tf.clip_by_value(X_batch[i], 0.0, 1.0)) # clamp for imshow" ] }, { @@ -464,59 +390,15 @@ "text": [ "tf.Tensor(\n", "[[[ 0.04729803 0.03223922 0.00517647]\n", - " [-0.05074119 -0.06187843 -0.05364706]\n", - " [-0.08211374 -0.10501569 -0.08501961]\n", - " ...\n", - " [ 0.43161178 0.35380787 0.30713728]\n", - " [ 0.42376864 0.34596473 0.29929414]\n", - " [ 0.43161178 0.35772943 0.30713728]]\n", + " [-0.05074119 -0.06187843 -0.05364706]]\n", "\n", " [[ 0.14925882 0.11459216 0.07184314]\n", - " [ 0.13749412 0.10674903 0.08752941]\n", - " [ 0.25906274 0.21655296 0.20517649]\n", - " ...\n", - " [ 0.39631766 0.33027846 0.2796863 ]\n", - " [ 0.41200393 0.34596473 0.291451 ]\n", - " [ 0.43553334 0.36949414 0.31498042]]\n", - "\n", - " [[ 0.31004316 0.26753336 0.22086276]\n", - " [ 0.1649451 0.11459216 0.07576471]\n", - " [ 0.20808235 0.15772942 0.1267451 ]\n", - " ...\n", - " [ 0.03553332 -0.02266274 -0.00658824]\n", - " [ 0.10612156 0.04400393 0.06007843]\n", - " [ 0.18063137 0.11851373 0.13458824]]\n", - "\n", - " ...\n", - "\n", - " [[-0.24681963 -0.13638824 -0.07717647]\n", - " [-0.25466278 -0.14423138 -0.08894118]\n", - " [-0.25858435 -0.14030981 -0.08894118]\n", - " ...\n", - " [-0.14485884 -0.05403529 0.00909804]\n", - " [-0.1370157 -0.05403529 0.00909804]\n", - " [-0.14093727 -0.06187843 0.00517647]]\n", - "\n", - " [[-0.2507412 -0.14030981 -0.07717647]\n", - " [-0.24681963 -0.1285451 -0.07325491]\n", - " [-0.2389765 -0.11285882 -0.05756863]\n", - " ...\n", - " [-0.10172158 -0.01481961 0.05615687]\n", - " [-0.09387845 -0.01481961 0.0522353 ]\n", - " [-0.08995688 -0.01874118 0.0522353 ]]\n", - "\n", - " [[-0.24289806 -0.13246667 -0.07325491]\n", - " [-0.23113336 -0.11678039 -0.0614902 ]\n", - " [-0.21152551 -0.08932941 -0.03403922]\n", - " ...\n", - " [-0.08603531 0.00086667 0.07576471]\n", - " [-0.07819217 -0.0030549 0.07576471]\n", - " [-0.07034904 -0.0030549 0.07968628]]], shape=(32, 32, 3), dtype=float32)\n" + " [ 0.13749412 0.10674903 0.08752941]]], shape=(2, 2, 3), dtype=float32)\n" ] } ], "source": [ - "print(X_batch[i])" + "print(X_batch[i, :2, :2])" ] }, { @@ -592,16 +474,9 @@ "(10, 224, 224, 3)\n" ] }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACFmUlEQVR4nO39b8x2z3YWhl1r9vP+bGObug7GOdhObUd2JDtSDVjOB7fULU0KqJVDVaj9AdzEikHCIkhU4hiiFgUhOSkYVaqEamRUNwIbSw7BQijGoKAkEgZs4oDNicH/Qg4+OQZMatpInN+zZ/XDzFpzrTUz930/z/v+znu/Oc88up89e/bes+ffutY1a2bPiKrixb24F/ep68rbTsCLe3Ev7u26FxB4cS/uU9y9gMCLe3Gf4u4FBF7ci/sUdy8g8OJe3Ke4ewGBF/fiPsXdBwYCIvIbROQnReSnROTDH9R7XtyLe3Gv5+SDmCcgIgeAvwvgXwXwUQB/A8A3qurfeeMve3Ev7sW9lvugmMDXAPgpVf0ZVf0EgO8F8PUf0Lte3It7ca/hHj6geL8AwH9D5x8F8K/sbhYpipLwaEtQbmAuz2E34v9uufFGdy0dT4mr3798RF+vvHbvokN4sTw13VdcqK9dHlMaxsNL7+ZFNyRGNqdvOM9vxGk4bK+bq4//SFU/L9/1QYHAldoCRORbAHxLOynAp3/O4m7FaODaG8sqLEW/C5sEXZI3N3Qhf78e/Pk1uUE+EQRkkTZ+n7+T70vlkcvEy4zuD8lKabR8S2n+3fEWULDwXB+5bCYQ2OWZw5WeZT8W55u85uue91zfOU3X3GsAxrVHr8oC12/K3//3v/2vV1F+UCDwUQBfROdfCODn+QZV/U4A3wkAcjxckZaX7xte3Iv7oNwHZRP4GwC+TES+RETeA/ANAH7gA3rXp467R0b64u7U3a44PxAmoKqPIvKtAH4QwAHgT6rqT7y5NxAdJO/V+y7ddtM7N2FiFCyna5e4C92QEO+tFDS/59K5UHovRPeBuIuVld7NNolNFy7HK/JEe9AN6XGnm3e/7r0rG8ilNL15VvxBdQegqn8BwF+47WbcVnnLOrNGTR106TcGwdwI2vbcghd2AklCqlaR9J5ggyAB3L1z19gv2gksaqW0UDQh20lAclKUL6xsD+m+YJZQzHaBVG6aQSjXV3q/Pcd2gHyfcl0bEID8GRSSEeciwKT8eFnu6jK7RZvblenkss1nFTd7F3afJ7gPDATejNtpUatgu6c3WtVxfRnGcYDK+gZNGwAgAwE3jA4+U3jOw+L8UqNcgQF7UxJCfKrpMQbJHKWMXy4fRRNg9/O1FRCwy2ykR6KLsvB4N2AQorS6XoE+g+MFMMjJnNxKiSwLb//cxbrl6C4I8GTQXYDByih+xd05COA6bV0yACpV1wYrVMYcPt2TBD+Dgb1jK4UboZnevWssm3TmfK0wZ6m1F/ljQFiBwc7lYr3EgkNd0c0ST4OwXxoZUXo+1O+mWyB0PbCelMYVwHqSd0B3hR2s6j23PwNFCCk3u5AE+xIYzDdcdXcEAjcm3BsTaQAswnbdg1uE36+vGkQCg5gwYgGWJ4nvvRkIbkgndwFyl8Cv67q8+D5/jd1zpWycEciNDMC83IgTIHC5bLsBDLyYgYDbRmgnKT2eV85PTtPGLYeaOaJ0Ld822XkykKkfllGz0AdsWIHBbe6OQGDhAiKSy0AAkOBfoIc31PHyXa6JEgB4Y72ggr3RUIQTEO1A4Ra3Ev45GXz78lUBOEjwsqZmYZuAwG5a5YvOPc6cQCsbmf2eNnuWhadfM3CaugU54yltovF8K+AZdG+4d/nKnJ8VEEhiMytU0DkodAluc/cLAksAIIGzCvD7TPCT0C9tAldc7n8LFgBQMKP6lS7B1NhT2HPcSqgvCT8L69JQeEkYklCpXL7lmlsyiAUAZDAARl178S4QMFT7Dgz4GvmXeUiZc0a0emBVEJx+BjcgGJe3o0q6CNb0e7q7HxC4Gb1SAVkBLoEAiJQYeFpBZQElLRm6BEbPJDaKS7MUl4a+nfQk+rdK4gQGnG/W1HTvskgkpXmRptAFMEDZJf+J4DZ1BSyOVG6s9YXe70xl93rW5sFD72OXM5Yi9stX0I9BNrAs8y/a6BILurBrvHUcnw4G9wMCT3KpsJmWckVOLGHx7BQPvcIZgB3zr9DNlzT/ggn4e64AwFbTp/flLkHuAt3CGLwdXwMlu3fDBq49u7pP8vklMDC6bKck+H6UjaDn5D0RpNyl7sFFIJDZ6/njaxrzsEYBev/ztT+7+wGB1/koZWrMu+7BtQLL2jn9WPjDHPpEkwMLoPQFTbNiAua/lk5d+5/KplYjDDen8zluIQyr67ktBGC69R0r1Mvhb8g9B1BWwLHU+re8PDPj25MB3BMIbN0NBRsmB2Foh8AAboyL4wxCvwEDizcL/XJEYpWGfH5BqFeGosAKFv5tg0gMIqR7ce9N2n53vhLqW5/JNCXz3/zsmxbyXZvZMJjlozvWYDclrR6yuMuPvZ/Zw/NA+j5AQHCFCdyQuYUynseSb0jHSND4Be1fALA/vBDBLpDb7VPylQU+U9tLluNrX8/t3r/TuFPQJXZw5fyi1pR9Gp7iTCACMwwX0wOZSl6LPN+6ycvS0buWbHFF8Tfdmazc2EbyBDC8DxAAcLkCrtDIAACL/uIuzu0rWduvGEC+ZhVHhR/6pymt19wSAK4I/zKfT9GKlhdcroqb47r12g0adetS/rz4M0WW60pg2Z1fpPXqPbuw/C7rNnLgAuyXjvMnmO1dy8xs3Z2AgAnUheuXwifNq1Eb7ARy9w5ukMuhQWIDsPdoeq/G91qlTcifnKaTJQCsAGEZwbjv4tz+dH4prqW7scFdnPp8izAx41rdm/vGFLYFgix4F9ra6wAAC/6SIua6zv5NmnK3IhhEb3N3AgLAVe1xrQKW5bvQFLuASROtWIAtrMFgwO8hVnCpvgFEW0XOCDA3Ck3+fH8OWnQR8kjEJHyZslwChgugcvWcy/2KIE2Xr7XwXNgMBOZdVcgN0e4TdSV84cIEKw9Mx80rcnNzNkBA8E52B57CBPK9O4ELYblhsHcRf/5egI2DwW+aSaP2X6UPnA6Z0xVWBLIHLXzBBm6ijpccAx6fp7QHzw40Lp3fAgCLdz9BpsIzQTCWF9duh3vX0rkKX5VnYAPA9M2DHTWdhyO/IDX8PBp2o7sfELiU6J3GWikub6urBnApzn7u4QkIJjZgxsFFej0thswYFet07Zrg7gDgiV0Bzhu3jTBldSWsFmTvu1W73ArmV+rzqruS16Vg0KVbolnGeyVMNuHBrYS/+6+2jZQBbmchv7e7Z68sJCJfJCL/iYh8RER+QkT+7R7+B0XkH4jIj/Xfb3reCxA18ggc10C/PA2T73X3VI2ZKXX/5xWl+wbF9/CFsDYcCbRSmPsr3VvpuoXX5vefbn7YpGNXLE8pp2sNzuokCX0WltXkmZwk/+0KPdc/v2tzzulaafyr8pTLldLodUkXct1w/ea24WGVzmu8X3MbuPDbuNdhAo8Afq+q/k0R+WwAPyoiP9Sv/TFV/SNPiu3mL9HSuZ0u2+2KMnfEzNTM7+9oas+awQ8Vw7hUKV4Ly4KMOSykaQUmSeMvr9+iLVaFI5QnSjcrpAyYms6XbnrwenqWAHAh+ktpmII2ceU2EljjhefDjMhLeb1QH6tP2QNDxKL+8/ni2vaZXHeX3bNBQFU/BuBj3f9PReQjaEuNv2GXEXlHKblGr5UAAYFVBktD+JgjobW5KoAQMGTBvSTIoSJXlZv9O3DIblVW9iywnMCU/VM57cIYXDbp8NML9yxlitK5S8dNQHhFWWzznZ4N2XyagMVIerzLnsCl+k/+q13EpyXwjdgEROSLAfxqAH8NwNcC+FYR+e0AfgSNLfyTZ8ZMh9xaVuebzG/7z0Le1LhZ+KHECOxX273K92NdQVeF/4b7loBgSU4SPTV0Fv6N3/qTW5ev7QAgvHgOmzD8af3XdV0+IY5VM1k9vsruPlGX773IsCx4Uc9BgTylvTwNBF57tWER+SwA3w/g96jqLwH44wD+RQBfhcYU/ujmuW8RkR8RkR8ZdCn/sGgoF/qN11zoowFDoNmr6RpVwsU+ly78Gv1YhS/Owf6a/CkdWLw3p3t3PvVLN7/nqT6shT546JpsGAO9+9qEn/DeVXuSce3S9cmWtEoTl5mdLsr7UrnmMt61rWrHE9CzHWsdfj2B+th/5/63K63X2YtQRF4B+PMAflBVv2Nx/YsB/HlV/ZcvxnO8p/isX7G7uve7AmThysLCAhUSt3+XAG0ykCB8LDT5e4O5pZ8WUHuF5Englv6kHUKZsBBxXzv3u7mRr8JWTpbe5ehJFrIwCoHkz2nD7WV57VPsaSmzK0fN9+b0YHHvLfdfcwstvjwinl+8d5OG8xM/qqpfnYOf3R0QEQHwXQA+wgAgIh/q9gIA+M0Afvy579gCwJO+ONwUiBWsLBoLr5qT6RYqGoGqvaExv0yNKTSsC0K/pX9XAKFlAC5UxqhS72AAFVF+f5zSrxYfYtEHbcxx5vsuuIkFbB5c0XVd+JfGthvfcemRCQwu1K97VwnM7gI4eLvgEaArQv5cIFi417EJfC2A3wbgb4vIj/Ww3w/gG0Xkq3oqfg7A77gtuhv7l0sNQAJ70S0azhYMSMNLF3yt43llSslCtNMMF5D9EvpfAgS7LjIAyZIzAYGdZ4CjayvluaLwt8jfpcCJTVjgrh4577sEJFbDYbu0Ts3FynKTjgwAob53beAGYZzqvi7CroEEDzE+zb3O6MB/jnXx3rbXwM3uuQyA3apSroCBKglSbxDeLmrrDmwbQX4n1pX6XOEPlZ2ouqbjlGVFnFWmgw2ECUGS5EBHGOLj4d27dKjFqZtnLJyPKb8rkA1ORh4zaF0soJVbZiDFmev+xrYwJ2wW/KXAX7jnGcJv7o5mDO4cVZYXMlc230feq32zXSNYNKDlp8E1MgHNcWAOuxUIPK/XAAAjbCt4lJ1Jw1m5Ip4z3fdL6V5jH3xkP1JYjif7QzleAIDQBqz8F78wycweSeUWWE4vm9DNSAU6gdaFQl8CwKLeLPwiAJDxeAKD/SSgW90dgUAW2kvc1BpFVnVJQG7qq92YrhVmrDTTEnxyI7525PdeAgNLU2p8k1bODXvnFqAQHiOQUBK2S8KfhVGAqSCZfXE+d4DgEaXFXsKvxPSHMlmB/zWWYEBgwg9MU5Int2h/oc3k/F4DgDSS9Bran939gMCUH2vkGQxW4HDJf+2lOzZgLl3PWjc8kgEhhT25K0DPa46Hs0CNcUfRV2WyLPNb2cAFFpAB4ZJNIBfiTvC9LLtfunEW0v1J+KHN7yAg4+hdPc4rgAwEu49xVouCrroMq3zxM7m+J6PfQujfMAAA9wQCO3exC2CVlQt59fxrpsHbg8TzeGMKWwGA3bcBgpDm1PjzNY+7ayhwA9+kL3jzDdTg/RKzgUTld0Kfr62Adom9VwSfwcEFv8ANt0GIS/N7urrfs2hlxenTFEc+5rLCiPMpAMDnof6vaP0PAACAdwEE3FnhUaPM2n+FtrfEuzMQmZbdGYaCElsIVAaEm4CA0n7tPMSdgMDcFJbj4rRmwO3+HSCsgCAAwlPnom1AYGJIQoJvgqzj3OfAZXDCAgDYSapvCZc8LDSJK+0sFDPXwaYdfJIBALgbECBNN7kFAnOjDM9ugMA1zCK6ixeotvNqQR5vAohVw1gagPJ5vifnN+epn662FXOqu9I6+R0L8NkJPodfAgA/6hZft0zEw6+BgLGAAmgZzyD5wxoQoN8GAMLCHJaWXSZS2kNTSHWInIcMeNny/8kBAOBuQADr/AX6vxPShf+NlFXWCAwE1lD6fZqfy2nIFb46T2H+6CKPQbB7uezG/i+mYVdQKxDKt1wDgIIwHLhMS37fDSDg2tjiV/hXnyz8DFbWZQhAQMygWNsiAFBQmWK8l4U9HDfdhXC6AwAK331S/AEBAHBPILBynO/lxy3W6FdgsGy5uKyaFtdCY9B426TINu/kxn4RCPj+K8I/XSM1tMTLW4T/KY7zsAMAWZRVqh9NYSsQWKbXugMF0IPuYyFDF/za09SBoCS6XzG6FAwA/DXpZUqzDprqlu/J9bEBgw8YAIC7AQGjd28qLkWw3gaDULr3ols11AXNzZV8UXtvNNwEApu0LF3uu17K1wfRoDIg1AgMq3dfArTpeo6ja3f/SfzxOzWBETDwY3LM8HKZ0jGwgIWNwJhBYArXwOLtuTsBAeDmftfyURkFydTMKlORKvaGQl82UgtLgnqxD8/XdT7XVThi+pfumuBfoacfmEuA8JQyB8b9AkRJleS3/r7ZBMw/3tlkUOLrd8mR5DE2YGEOBIKGIhaPMQ3M7e0SAIDuuXTx6ujD67v7AYGlJXmT8UlLLNS8B5uhKK0GdLMWukZbF+cX78WaKaycP2eCkVTSyriVz60RMlB+0pxR3ae6pNmvffY7AYBAVkAQDJ7pdUtQyG3KBLN/R+KAQlof5Of9AMI7Vi/L7RmftDq7DxAQbLoDvUAmYej+lebcUrWCya4QKmUDDIG6s8ZeUfgLgv9abgVyWTNeuHZJG92d47waANjy7tYNyLSfwWCcC5XLtjpytWdG4NERGzDl4kCQ2KYDALGa3FUYqVqkJ4HCB1x/9wECkDUT8OGgrEWZKqUanIAAqYI03N4ENt9s77LrOh/fuKHtmtMBbDEDwx+wIN8nKezeXQaAA77piwEAa187IkKAEidYAkEGgFDGXKbMvoz+25el1CXwNsgAcItmT21v6gaslNSbcXcCAsCygXJQKIuFwAa7ADMAi6dfDyBMIDPNAc8Cv5jN9VbdhYY63fO20/pcZ8rhoOPRWN3+iYkTMLdQ7hKsWLi3HY7B0mJeW0+C7nPjY3reFRliu500Pr9rAQbMJt6wux8Q2NkEgsEvF6g/jMEMEO/n+e6Bzpl/0xVQu8YA8Pxvtt+syw1zxw5AZZLF4t6diTIzgQcMQABQlerJnjALgFJJyFT9UInFEJQGlxUzAGt7lYAgCX9mAisAmBQYUpWstF++9ubq8E5AQLC0CawEd2cH8HNBAAsA89x6TWWYAYWtv8YG7gEAuEAEs7ay0wQK74rcZ+cGwdIYAA60JluoHbQ6MeEXP7dsCzWhVE6ZBXDxMqcwIRfyO1jQYjMTGFCbYwBYfoYcbxlHieejcGIebqrg9T2vBQIi8nMA/imAE8Cjqn61iHwugD8D4IvRVhb6rbetNrwAgSVdw1R2E1qE1WGANd3fuCD0aSHRty5JaVv0wJ5YY6UwqK+I1k4/+Akor+9MAHk+AHcHqLsG/nFL0llH+BVqH8wYd2nhD424C+DnK+FP7Gu5eMu1Mrj1lhvu1fVio2+CCfwvVfUf0fmHAfxlVf12EflwP/99b+A9swuTgEi7B5pHwrvs3yvW33D3VV7vpf8vXQDKMfxh6AyRGUhqgLYirR8fR/7u2mUh7z+eMqzahXr8BBbG8KB+FQD8y0IhP7utXC209yT8JPRIIOGMgEBhqeQ0sYAbBN0y/AT3QXQHvh7A13X/dwP4K7gJBFYpX4UxvTWtv7nfhbxfCwCQpmXuzt+6xuwAUB4AeejH3j+eNkZFBAZu1GpLUj8C0kFAHgcwvPV8Zhe1ewzrdWSCQvdmMBhPCQwE/FmRCARAwFQ/X/mByDinj48WQs/XnBFIjH/FdificKWudlixeex1QUAB/EURUQD/T1X9TgCfb6sNq+rHRORXLtMp8i0AvgVAa9gXX+EPDa3M1terFtQVACz8uCfq310AgFfd/4rAgAU+HbnB1UegGBC838Hg/RZHfb+BwhtYqurNOI3e6QMhDL9vGWcEPwNBZAEusJKOwAwGWPhXThABIAxtUx0E+wAzAqUsC8WZjgA9/+bc64LA16rqz3dB/yER+a9ufbADxncCgDx8mt4sdFzgzgp2LKILfxjfX/T182Yed+Oka3sDgFcdAF4B5b3WNQgCX4afzw0E6vtD8OWxH99v76jl/ljBEgBoHYHFj4FASPCVBU5IQHOXoN3ejwthm7Qzdw0YABDbKaNLBofQHdAR74oJXJL/Z3ZbXwsEVPXn+/EXROTPAvgaAB+3vQdE5EMAfuE1XrAI5ELEAiUxwpU8yr/NTi/35qRbxZ3+m/C/Bxzv9XDaDMVBIx2hXfs/tN/5AMgnEAyMBhy1NCC4C0BMWj//MkDoDATwEHSBt+MCCIDEBPr9JpDBybjuQpwVE3fJmA0kqeYvFr09r8KwqRICoWe419ma/DP7bsQQkc8E8K+hbTTyAwC+qd/2TQD+3E0RBiG1Cg1vTP5Ef8M91HjU4r6g/e8RAAD40Jg8JBD4tP779P77jHY8PgN44N8vo+Mva9ePTwcePr0dj09rP4/zvcE4ygPeNO18mtPFkdjAxBAiKPBfvA/jXtb+LvC4nu0tUyChl1XbpPudsdlzHKdQWIqHmZ5HJ3P8T3CvwwQ+H8CfbRsR4QHAn1bV/1hE/gaA7xORbwbw9wH8ltd4R3KEvuYcLRld2S20xaXtye7J2di4HPBugLxHQvsqafP+rXw470zg7DaEs8fnk3D4U1y0c31suy4XtC7CXTCChSDztbBhLOZ73QZgWt+uC2WfND8doirOjjS/a20ZLJTtMiyswTYwogo2LiCyBM42P2MXNATc7F5n85GfAfA/XYT/YwC//rnxbp1Mnn6qo3xDAS2YRdD+Rnnv1dmcAB4S7KMD1iXIIFDMf5Cf1t3LQ4rukgDRTmutXN8WECTwtnUKXIjSPU7POax/OCbJluDdAsq3AwDnNUvfBTDgxy2uyRCIcZ7XM9T8PDAmuiU/F1FO6hPr6k5mDF5wtwKbIe8lga/kv2sAQKR9YCBgG8FDEv7ND9ruxTmex0MXjLPHU/uPabECRfv03MdPYuZ7/S0rnyTkkuaf/PYVKZ2HOAvCFGAIfK0A92O0swCcq9/C5e6BTzYqg0lMYMHIENBh75+WOrvs7gcEXqf7OX3llwAgCP+9MwBzRNfd0Je0fkmjAQE4stYXjAU4OG7ucjxE7Rgm5HyyJxbZV3kszLWl1YQiCGS+1468ngQBgVIeeZViZdaELlD2lSB9js4AECakAdFjXVhmBf08TOOkewMQrIANGz+Dwe3ufkBgi/qXnFL+rwGA7dH+NmjtM5yP97P1PtP+Qo0p9+8JANS0jv3SVFyfk98FnYVfbGKOAvo+Prnlx0Bg6WWGsBD+cN7j8GcXGtvBgIAAwPwBEINpBp4MDMm5TBPTcHnt3x4I5Wl39K4OhS83QnlaHd0RCKzczhrCYalCp+7AOwgAAAYAJBYwUX/TVGmo0CktN94VANTOBrqWTdNx44q+FZ/cbgEQgcAEOvXbs2AEfxduz8PmZwzAny1RYJ0NbAROV+82Z7S/A8f0ZSu/N7GB5Xcwi/dP3YPb3f2AwEUiMFn9Fvcm4a/ECN55ANgAQgABE/AFEFgDUQaABAZSW3dgCwAsLOsPUT5YZ2Cw6pJcqtuUl4t9d8tr8dMhfIDbBQL132hfOw0yLfF8cpNVcBH3hhG8RpfgTkCA+64czIXNLhd4RvXUJXinAAAIWntn7CsMAiz4my7BFGbaP/9SWQpNqZ7O34Z7al120FoCQXcOcmURPQmunW/TsgKHFJcdgtK/YuwL04oXQn8RFK67OwGBnTNKhNvy5B8AEQN4J4yAybHGZ1aQuwIlCfzEAKxLALiBy9fqT12CDABuDDTtSB9WeWW8S2VbZyAwrb5jCN5n5zLhOHeNcgMAYaiPwgNtsOcT2PglSxt3CwKiLJ6/7O4DBFZEIJfjan22yUJrk4CIDbyTjq3+l1jARughiCMEIP/CJoDV5h117TdDoVPle5hefKvTxgxNgLYaG0m7gmTraVS7PZv79ZYcA4ZE/8OXsTmNK42f2MB256e1uw8QSOwsXGC0W/ld459kB7iXue/PdJJQcfoAqudXdyAAhNEAxfiMuD4OhqQMmhPqYljFFwASumpvs3vwDBcmHhmwmZRT+/L+fy+fpyvZ4VzhUyTTqtkS7wfGvRfJgoz0Tdeuu/sAgZ1TYCzqwY01HetJQEBg8M663O/MIx22JoDdu+v39zBVKhsDgf7FoB3tHYEBWDQLIFC6Ps3ee1dcArIwG4+BgG5/NhCs+rQGQgbcKV1+jx0UcWMdutXqyaYdv3s2gZUmwkL468JfU+Puv3eqMbLLGj0xgMqfAHNrzCyAwzSCJB/1RDOcdSCYjIObtNnSZrbtmKX1negeZHpNYJCB4FoUV8Eg9/l1E0ZxbTc3NXZGcYQlyzg975pNYOUmCmxHMlDxECD/nvld9X04NhpZA13MeZDHCAKh4TALsKgWMycr+fMXlisACBOTEIXG/Mbe3gkgWAh8BgKm2btobpW3oKAvcPdpu/lERybmkKJ7orsfENgxgWtrADAIvOu2gGDhN0f5rxWQTuGraWCZG9Z0bnGcmzJkFrAYJjQAMPuAFGq7RJt5/vsnfZrxEx1Tb/6c2A7LXbAvxHURCFjbsw0gXQth2WsAS9Ielo+bH73V3REILAJWABCMWieFdU33zgIAMM37V2DZHfBJQRkEkPzUYHI5BjaVWFbWks5iLV2F2qLSdU1hggEE91Yvu27AShkhCddC0pZCuBH2aYpwqsNlWUks84k9pPc8objvBwSWhZ+AgK3/4ZsA02bvsmPLe+4SMOiVDgRotoElAOginLpVDApuj0nzAOwZBgAlW4DFyzv3+q48Gq9xuubEJv8n21l5IALBU9kARwdsNHLW+qzV+fmdOs8gYmnN98s+ioV7NgiIyL+Etr+AuS8F8H8B8DkA/i0A/7CH/35V/QtXI1wxAdZW+UOg0Ke9Y9p5k8vTgLlFdCEVYkJF+nc0dQgrHdZhGuNjQQ8jLml0wB11CYTZAAmMswXS/uEb+I3g38XowmsI/ia6tZX+FvrPZbO5b7zkWV0Adq+zqMhPAvgqABCRA8A/APBnAfwbAP6Yqv6RJ8Y4nwYm0H+VQeFdBwCyAfjknzwJCBgaunbBPzH63VgIPTGBPJ302rkJIk84Cevjm3GQnpf0vDOHeoFm0/nqo5jV9N4PxPE73vC7tqzgmhVvZRNAKqNlxM9yb6o78OsB/LSq/tfynBlVJvDLsKyp8vFddIuPfzIY2CKiYT2B3CJYq6y0rNItRiWT8GdtnqMHA0A/92v2aW+fN2BGL9eABBbZbRlvYiNLBvMGwGG15kJYy++GtLYEX3/XBAbPTLvXR47/9criTYHANwD4Hjr/VhH57QB+BMDvvb4N2Uagd5OD3lRD+KQ50qB5afActvpoaPooyBwJdtakZq0P1/kZ8i8BgAAmrHHHfmCsisOaW8jviJFATDaNegEAmsMW80We1BYMcNNvSmei2h6sT3sdgMDO3owCHy4r3ieCguhrooiIvAfg5wF8pap+XEQ+H8A/QsvyHwLwIVX9NxfPjc1H5Pi1+MwPzZFrmgDktgCb7XbPXYGVhidBFmqI4Wja35YT5yNv0Z2+q8/9fA5jN9X34nylfYOwMWgnQJ5YWgcBF3jOK+K5vYeFnUEgjGrY+Wp045Z6WbGvgrbNW/bbmo222cuF4tsHzu4qGFy74Ymy+4s/+6Oq+tU5+E0wgd8I4G+q6scBwI4AICJ/AsCfXz0UNh853tPbZgzm4x067tcHbb4Q+J3fnzni8+0FC1pJQihZALmc9Dq1JcUd/dkAxd0EAoBsH/A05zyugJDBhuYsBBBYDGuufpOA5DQwG+jZYQHfsYHscnfrKY4fmd5xC13I9zxPJt4ECHwjqCtgG4/009+MthfBdbfSUFn47xkAlsJPQrwUfKRza3Bljs/vy44FXeP5tAz3LfmgqHYAsPv6bevfsKKJJSXhBwk9SLjDMPFi4pMKgcEGgHK5B2Mc+68V2K5sV+EXIuPiXN53i8A/r5/xuluT/zIA/yqA30HB/76IfBVaKn8uXbvgFrRVLwDB3dgDmE5mCk9U0qbasoaZtPuqu5CPKym181w2F8pqa8DNbCAJ/JIpXGt8BITbVZEzCNBPF8da4CMlYf6IoK18ROU7gWxmJHTfkg3Y+aKsVuXHl2RxbRdprlK+PmFArvvnu9fdhuy/B/DPpbDf9oyI1kwACyBgA8tbddyIbNvw1Hf3rcRNm9tzfExhkuJmo+CkoahcZOXv9wRjoHlWdBkXAMCof04zvWZaO8/uWzCkviaClIJSDkgpqFBUt/XYL33haNeldKEvgJi9qAOAooOBJWEBCCswCGWxAQAvulV7XZxPH/ZklyV/4Z/KXIN3VgZPc/czY3DXHWBtFsDgViexEQQDFp3fEs+ksYFhQKJfWRyXwo9NWG6Ysgi7xSl8QtESAFioNZ5vGYABAmbB4Ti9cXYQIIA0wS9HQTn6sRyoqnisJx5rhbrw23cNNjHsaGFS0CYsmfYX+KxRe3eoWgYBznsq4zBbM2VtVYQAptGC0JZvBYNL7kKCplmZT3/B/YDAVUfCvN1yLN+fh9/MJU0ZkD3zuAQikz+BALOBwqyAptuuXG6wu27D1HgpD4xzO2G+JASs5fx5ti/Q++xZXZSLpvRbGXSNfywAoBwFogqtBVpPnLVA9USci0B9fpEh/PaztFRLyoLt+CEzhY2bVmiicOW2optr6V1Lt+lura7vHn8Nd+cgwNqPKtrGprcW4DTBhoVwGtoyPyg+K/T07kwlHWhGI9+fUyWuDJtC4dlwuAKg0CgK5kU0efg0P5/zwP7ElFaWf9Y6k3Etp1scHEvpgl9KEH47hypKFZQqqPWEVsGwC3S/GgNYCGft6RVL9y3SsROuheB7eFYU2gUfi2s3vCq4hcDvgGGZvXe5O5AzmbWZ0cowqYUWDwnTbknwgyXanrsFCFjoV0CQweaI7+R9AfOY/iRMJPyBdktKSw6P0UaXJ/FcygfHj4XA93gyS8jCv1rzUAqKFAgJe+mAIAYIpdkGBIpSK0o9cVSB1gplK7/ZBQIDyM7yewD1Sr99Ky8b4Q91ACoTAgO+9lzn0WwYwnZ07HnvvB8QyM4bd9Y2Jd2TQODiopx0PwPAKkxSw16e7yzeizCW1pWWtfc7ANgxaWoLnyjntcJcCf5i/oJaujSBQfKHeqFuF5WNiAQhb35xQBhhzQ8otIoDwFErTgMCdEMgKpVncpZ2/x2xTifa/pTyuxSeQPwifX8uOCgu77z9/FfcEQhsUi5CfUwCAS8PxVIbLzfpNMEhrRaAgKlvtifIIix1O3bdEJ4RNwkTMKi8ZeoCA2BAsPyw8e+SdmOhXw49GtNaAQCVmwlPiIPLoKB0ADhc2KVpexd6GQzAzlWhRRwIUAswAUEFJH027hiqMb1h8xS7MYOnxiKfhFei3wW9PyvAvCtRPs/x7QSZnvORmBS+fC57n4YCdwQCC+eN3ICAjETtBvh+8wEAMjU3St5dnnQ0TXtFaNCTgF/6BmB1HgRWx/umteO5ES0YwMomIEBbdZjiWO62cyUvQbsqJoFiv9XJ9Al0B4BScBwNAAqDgDRhD6DgYdInAVZoqe1Y+3wAJSDQGof/rM5UgWLHbjuQVC6+ujDVcxbKHSDk4Vnl6xTXFDdfnyKYcSPkaxMebsjRP51p3DcIAAN5vRLMCCbUIFMfvKyORMmz8AdWYJoh2xMStZ9m8jEALI5AFKawGcZI2lbgZeVHbESXWAAzgJyfoNEXgr8Mk/h8/5XjwMEgcHSbQBGIGBuQIPzmr90wqNoYwPhsvJ1XrahVB6ArBgAEIOifMNseCSH9SOW9KzRZ+CWFk8IIcd3IDC7Ka2YAGQ108fzTAQC4FxDIZWsulGE2dJnWw2iEhYbpyjGHBRDQ0YhW9oFpZCELTab6IMGnTLkfiIJvIFYRaKsL2CKODARG2TOJWAJDFthjkRcCARecigkAvDtgZdziawzgaABAYNA0vjgQwMAghRUoUEvT+F3woRVSFaIVZ1VIrThPq0fMIKC113dnA144tPZCKJcLghPqTuZru27A0mB4sXIwulmZ5cxBbxIAgHsBARfGnTMax0JAGpQZAE/QsZ+zARmNJTOADAZLgd+BgKURKY0UDsD7tIENmDCzsGUQWLAD1j6Xple7rUEwjWDcAgKcZk63MQECW+kWfzn42Cm/SFsRSaRnY5z7r7+uLaIKoAikFkipkCotiRCICrRy92vhd2Zj9hKzJ4Dk0MCYyzrX2cZdaq63zGN5iswGgLgBAC4ynNndBwgAmBN9haaJjLrKQl8e0nkPE6yFxc/tCzaQcCTau/yo5wIDmOYHrL6Ft/FvUul56G517iCARZ4wzkN+5j58yFvurhjSLkFldMOkdH9pwq3CP0A6e5D+X3q6B2QqqipqVVSi/s3fj92v3FVQqregTBIYu22JLmuB70RkwLSj/lw37DKj0OXFhZLbxDV9mCV0+42CHVjKdXcnINArcuUYmVmgWNBY0A8DAfYfwNGzyrQxCA0LZ1dJk4V/1Ydm4dxocK7U8CWcaSoDAGMDFwCA32NtwtO980tKf/RLz5N0pqSqrV/uQMAg4NPx4ghMF34DAJTWDmtKqpCwiHkgvSoaEKjWIfRVOyBUaDUAoOXlp3rLjSeDAgUL4MDnF5LwZ5eFPnlnMFgJ7goQZPJuAm5zT3jkTkAAaxDwUQEuiKRlRUY3wIT+eBhH9kOS9siaJGm/CQAWghQAYAioUPrEmn5v4JERZFDQdR7zewwggtZHAoAe7uU2wEtkHEs/ipQuiLUDgUBVCawYEEAg0OvgKNDOBowFVIgne9S1DnykNGrX+FqH5lcCgjFiUKPhMLAURZQxGQdNR7BfRl5C+dq//luke+Rr8mBzw+WwYBf64N2dgMCOCZTIBIBZKNwewIL/agAA+x0EesMJ36MnYJgEPwoRH4WE3f393PwAWqPWZviyY2MBzAoSE0j+GL/J4wCA0WZnYRB/3oS/W+Yp3aqKoqUDQelpboAQQEAwyqSMoT8UgZYCLYJaBKXjeEtCFprAzV34TfA1AAHV2bShKgNBzLP3+8drEgBktnCJCeT4OQ/zrXswsFdcoffK911CBM7D092dgABmEBCBU2U/ZzZAGijYAlj4OwA8dL+9JyxjvjpnQWRtn1kBCZLI4jfCAbhAed9WO8XtmncY4AgAlvE2q3rLD8ZRTaNa2Gi0Ix0pfQRUAvR0KUQFtaoP3Wltx2D0svSRLQBkC4DQDN9c3Sw8qlBYN6TNB6g66L+uVpieAJwFlAUiSb4n3wCCmRIxAL+ZyvKiWwDE7r6cRADzyMDoJt3GCAJFeZK7CgIi8icB/G8B/IKq/ss97HPR9hz4YrSFQ36rLSYqIt8G4JvRPgT/3ar6g7clJYGAmrClCmS65vMAjtEdYAB4oOMDgcC0iUkPK6ZlkjYOswatVdusOKbTMuh1If8OBNwAVnrDNwv2DCI8nDbYACIIXDiakBtjmZhLL+DSuwNmlVcVSFXUIkClLgLU68BByaz9ZhdwoVJKTvLp8JvA+28F0FWjTaAaAFB3wB0LfmpH9m5mmlMdr5wuvVMgk4tb3CVhVxCLuhbh0/sQtzCB/xeA/weA/zeFfRjAX1bVbxeRD/fz3yciX4G28vBXAvhVAP6SiHy56pXtgdiYNQLhaA1QZXE3YMcCiA08vAIe3gNedRDwxnQCegxqaVuaFxsS48aw8pcOABEIDACKNJAwf3s1gwAJf41AMAu+GfASGARNRcVERTnaDt1PQj+WiB9MQLRAau1soHRwFKAMRqDQIfxd6wfhLy1Me71p77N3ruJMwAClEZkk+PmX7QG+BT0PYWIhnLJWlN6mrnQHTAgvKdlbzQCXZNSVT3hx8i5A7jXdVRBQ1f9URL44BX89gK/r/u8G8FcA/L4e/r2q+s8A/KyI/BSArwHwV6+mJIPArs/EAJBX8FmBwcMr4KEDgmD0KYs0v4hr37bZZ+ewFwGAtH6fA29z5cexODiUYkyg97WruL/2GXINCLqWdWE3A17qBhhDGAU1moPGptGK0YRg8USKx/vdNl7vANDKS+0IKw5iJYXmAIj0jz87EyBzQuQCBgBJo0/affWbGsdoI7xDEqgbc5E+DUAMDOGSm5JxSz//QrzXgODGZD3FPdcm8Pm2mKiqfkxEfmUP/wIAP0z3fbSHPdMxMqcx7cJMwMaoF36+By0aQBuNFG3hVQe4WENhSjhJFWGRNONXAwPx+fKHgUD/iAbA6Ft3bVq7X82vAq3j/WzE83OedZdaQ7S75asxAwk6xrVuBxAtEFSIFhTpM/gEzU4gfbxDWOiR/DtBSrxXMBRAEWio8/4zUJaC8REpZba2Z/1+36GpC3yg04uj90skJXdRPiEflv7VPRfAQOnZVdyXgOCqezpCvGnD4CoFy9II+w5cjMoaAP8SEOSFPadZcSbgPTkcTzhHLG9vxNbCOf39iqBR/iI46HgU6fPnDwcB7Zq/CXx1wW+W8OEfAEA/68eHtF8oeN1eGZe9LcoIK11dd8FqtrMCkWYnKGxMI0AMQGDC1MHA5+nQEQK3ZXqYwkFAu7SPxiPw2X8hrL+0Jr/07sJS2BMQXDX6hVKD0yBOxmQYXIHfJkimkxu7Bpv3PREHngsCH7elxUXkQwB+oYd/FMAX0X1fiLYxyeTCvgNSNAtZEH5mA75z7y3Cz0DRG2btxkb/1HQBMrygZkZrWSfRugYm/A/2EU3/kKYpPOn2gA4EVbvfugIDBCzfugCC4bfCvKHGNHkXLHO0cRk2WbVjA4CqisJC40mJZZbBwLBWVSCiPsroylrEbTIt9tqAoAOMyuiijNEHE/o+vGqCz8cs+MF46MiTCogLVMPB8xwKkvI6Pc8PrcLt/fY8V4ySIkrXpriR7r3dPRcEfgDANwH49n78cxT+p0XkO9AMg18G4K8/8x0ISM8aPfwOov5pPYFCz1h3wD89Xgg9/7L2F/JMuCH9dV37HwMIHvrHNM30EIU+AkL17oAb00jwlUHBwi4V3aLtWqNtgMTh7cSnAqgMuXEQaI246DDqTWWzAAM7uKgQI/BXS7eFFDE60u0Jg8or2Si0CvQUVBGolCbszgBKZwCLSUQ7INB0LRSQkjBygZKAZhQVC7uGzglsVmsI9PxfFe4AAE8DgluGCL8HwNcB+BUi8lEA/1c04f8+EflmAH8fwG8BAFX9CRH5PgB/B8AjgN91dWTAE71gAvl3UdOzPSDf058N1J9/wFjCLAs/pc0PEm5lm4DZBR4OwcNR/NdoMXUHJkAwO0HtAt77x+bvaTK/Ivb5c3NL5HIILveT24UWdxgv1y781pj7dZW2GGh/LrOiqfr4lF4hlAT3C+ATp9D9bovoN3QAgFRUaWsRalXUs4GBOgPoz2bDYhbszATU2KFijAak+0xIeW6+f6JMSOEAsQOCC6wgGC8lAUEGhCz4sa3e4l57L8I34UQOxcNn5EBAbNrvAZRX85TgkocC+ffe8L+ieQK172VYz4WffkKFyn60fvlDAR6kCfqrhwe8Og48PBx4dRx49ZD8x0MXApsOmz+MGfPja9Ug6K358fkIbwAx6i/Mv/EjXx8NW/kYhusQroX76J7RRjeN2evRnhma1kYFWABtCNF+Ums4Hz+bRGQTicZUYz1tlqF9Y7BgAisg4OPSn1kF5TNkn8+5MjSFpTi4sNybBD1rej9P/ulZcv/4735gexF+cM7zwrP2THuv2EA2Bkq6Zig6JuVMjIBJycQIhpe7AqPHISjWFTgKHh4KHo4Drx7a0OEYEbjULVBURACoQmAA6dfhbEBjS3RdocQXbBagWkO1X9ey2jW7z6np1FQ6ExCLo2smDW/L/sidWfOHrm8/Z0U31kUtDQym4UJpk5bMmFoVpZa+IpEtWd7nXVTtwLsQdhZoVYSvO23mpq334F9X1qGMrZQFIx5iUXRj8MaKimAZtXzyT9/QsNsw1xvdHYHAle6AdOGdPunlNf5XXQXi7EA8D0ZBRJBZoqpMxGBgDY0KlAgErx4OlEJCn7sFVXASQLQmOQS+8HlvYAMk2hmTxeZGg9HBtwkA7HsAQHvDVeuTUvv2qGBQgNQTmLWfhjAqq0npSQcWut77DUKCan4xJlNM4wuKA0L7+Kmxg+JsoQHuAANdAoFifMPRy4o/K/fZrAmxDAyCDYCBYSf97HQchAqf33PJCXl2DOCKuw8QcAHksKTtJ2NgmguQhRcYyF4rSq2NdNYTOM8xaciOZ110B5h9jMSKAP2zG/iHOF1ExpF/Y/S7cIsv/V5pM/RUCmppLCECAeJRxefIAcYQmm8oeaFz6ULf3q1m3DMgAJ2DIvaG7i9K8m4NNnER0lqDjehCMBRTLqw70Osvhg2/1v7eSj9tYAD3a6te7UDQAcHXLciU36eTywAC//jBgKB6ngMrCPKu6XiLuybAG5bgXmIjT3T3AQLoAh+CNoI/bfppRwKArulQK3CejbL3Jan0TPaAM9sGHsdMQo5XSscC8QGGIjLAAEPoWxqowap2e5eJpPZZteJ2r+Kf8aprfBPuHRgMpU7C3nJJb1JPDnp3wL4INI3tU3dJJs0WEM8paAkOEp8BHBAEUfgDkxAMAYd2xjC6AnYtgIBqZ/DqQt+OCCCgSeibHwtQ6F8q5q8UfW9Dzq8J/YIFTAW0KrDupJePgUi+FgJ3wk3Cr4t4bnB3AgJIICAkhMemz58BoLMBYACACETaZhalVzzOleAvDIRmQ2B7ggBS1MW+ZOFXQDp99b5stWm3BUIC0iBAexvqU2y7kHKffwYDBgKGlQEGpoEZCIbgx2NLUjq64G/Oe17NGZtoJ03oNTTKPrPQhD/5DboAROq/OzoQoH9AZGkjYOhpZeGfmQDCakbneeI8+xqGvsEpev31d2Upc0Do7CfIej5PBedlcYOwL4MX7OAZQHAnICBNoEPQqjuwmA/AhkBgtFBVFK0QbQBQzt5wzhM1s4EwMtCZQNHI6QsAHD7HqEFOA4ICQVGaxqv8M6o9VImDRgcAbgj905xJ6Ft7J+1PTKCywGsSfgwhjceeNiuuwApMzgYIaO8rZ6Cwe8cJNXMaMrPJQ0LZnY63AEAAglHGoPSCjqqxS8CsgK+dteLxseA8Tzw+Cs5TUE8a3bZp5p7JGuUPqRBiQeA2J+Gwdib4BADGSJ4JBHcCAlh0BxgEFlt85QlCXbRETEBNI59ttVq0DS/lPCMb0BUQ1FGQTjA6rZUIAOOvp8DK3+hp6UfLUs9bmFFHWQYKaflZ6GsIs/YuAwh0CH/FkAdrHE1DW1jW7OoCH0GgAQcvLhK6B0Lxk7+/qpWPDJwetlgZpK9Hlqn/9jjQC1ADkFEoNsrgLCCxgswGzvPEUQSPj83G8yhtoss5IrUIe8ZpTkPYGXjhd5fPuYuUAeBWKc6gYO+/HQXuAwQEexAoJR7TVOFiS1r7t/ZoworairF22t2tvfU8gcfN3AB9JBA4uva31qtAMWAZhsHRJZAIAC6hXWv0xVGkx2WCYYDA5yttvwaEpsEbCxb3D1BgZgBvGGpphCC3W7dfdE3poFAZCEz729oC3RlTcD9CXqdhVS9eOx+C7lrfwyqBwCjn0Q3rzSYcV8KfuggKnFVxnrZZiviyCCaHp1Efo4E8WuAoeE3gd2xAlt7dLSG6sAKxEFNZpWfv7gMEIFeYQLYNtCHBhz43vxxdN1PFwQQfaEAggFaFPJ6Q87GNEiyBwEAArWC1f3aMAhEd2t6AQKJtIGgmZgO0QGexRi8DuHjBkKFkk9afzrvwqw5joftB9gTS+BQ3B7hiVfTx9mFU0ypQGQbOAQLjOPzMCFoZBsEPfhM4thlstD+EugMI5T2xMPKb4NsQoQNBYgOPp+2SNMDJCkS19AVfFG1DE38LAQALXj5ecZOQX9PiSvcwEGAorCe4OwEBbEAg9/0bEEj/OMdm5vlSWwBJIlwj+xJztULODgKhO5BAQBnpBejbY4v0LgV1AaYugSkLZwFEIUtv8D3WNt0YELFtuRoVzUJvOWrD+jwq0JgAA0Fl4yKBQ2CpyYXrXTAMCKpqBwD4iBkPoc/dAoBtB0HTF0kAiC54JHyovYxN4DvUqTEopTogAEjnpefJRwdY8IkNqCpOVRyPhdI2ymKsgKxQYnSwPSNM82gu2RsEcSnrcsM9Fj8DAWI6bu8N3AsIyPjAx10Zff7Ck4EOHEebkvveQ5uM07Sn9VN7hbn2G0Iop4HAmWwCDAaL1WrM6kuMMAAAq2agaw8ZNFraHIABDgwGgsNmG9pinTk6BgNS4I21d+rfj91YHgBh2AVGeU9N1IyOXehN+GulIyqKDlsD+vvhZQ0Cg9Egx4IoxoI6gyrjmi0HICrwQdDEAsbg6LDLBH/vVpGFqAvxGgAYHI5ywjpLgzW0KchH3/VIeZUlZbTALI/TheReCwAseqM+i5c/gQzcBwiItG8D/BxoIEDfCJQHyPGAh4cHvHo4/PdwHL299Tnk2qzlMKT3RT21Df/UNgw0JoYoSZy1xD4jMekawKb9wP3ahaJon/EnihOASMWJIeitcRnQte/zfYnxrkKtAUPg7/FkgcKo7bHQOyCgT1HuYWYoRE+vORdae4cJeNfK2rHZVl2rEGj3m62glb0MmbfZh71eVeHadZQodaswIKmdK/2I9kvU9tYFK0KMTObwCQBU24SsNGKgqjgeCkq1LqagnOLdNFsujRIw9MSCmS+7BEFgV+7SvSup7hph+f3G7e4+QAAyVgP2IBkfDZUHSOkA8OrAq1cdCI4DDw9NsOpZcYq4sadNHqmoZ0WtZxsHrg0Iwiq13hEGxpeEPU2rnw7hz4y/AUHvQEhr0KcLeQmxtq/edGhLYxcSBT3MpDR7AYFAAwLrAmQgAHzIkboDgcrLaLMqbUNQV3jdAB6BoBddozMjjt4YAyBAw+Y+bvzjElWbSETgAPV7SwADE/AOmDIEvgDDPmNgIMYEGgCcDAaFwvvozVmr25hKsV8CgrzWxAoA8sanwWWBXYCCB+2EO2l+5eBr9GF29wECsgABiDMBKa+a4L96aF/sERM4jsP7dW79NlZwntCzop5nmwhSbWlvEn4TJaX3OtT332K4hXsABjo2lCxVcXbAQE9XaDciKMXmD7QIXFD6TWN1YAugsqLkRCOgsYJsLAR1lwjzerjhlKpAi8JIygCCRuWVgYCBpJe5Mw0zDKoMOZB4dCu/jPwDAwB8moYzCEHpMw8LCXkx4yLMT0AgEphAyUDQ/VIaVNoCMEf/EEyODgA0Mz0IfvYDVwBg5XRz342Mge83NH8iDtw9CJQjCf8r+lT3oe2Aq7UbkPoCmBV0fp6oj484H09UN/gxVcsAwH4GhHGufW45swCppMlc45nKdo7oRrFaCQjojaVHwPMIeKKNgYDF2PLbhR1KYCBeFi2d1Od3EOi2C8OqzhqKjG5BQdOatslvS/dgQE3rD1ag/lUiOjPwbHiZixW9IIzv+zwCKguHYxd8uOAXYwNCAEA/YwInCX1RxUkAcGpLg6risS8IM5jAAIKpO8AJdRag4zy0s9S2bgWHK9HEgM39N7j7AAEsQEAEx2Faf4DAw0NkA0cpqH0xCRVpNFzRAaCzgMcGBGGWV3/t7DepS9DPi46AZvJ1FmC0XKp6Y3ZpEwB9n4JaxS3v3ZgAGwYzlsAsYMx9GFZ11qo8IWiYzmziEE0uUgYDGzajn3UhoBMLaEBgTKB/4ORkSvuiJAQAIL9LfD8qnauV5Ajzfr9pdwUJfPdvhD78+kiEd9MIDETVjahiRkAcOM6zAYCBgRtrex0YOmYQCEBg17Ik5vMbkIDLKoQxqj5R4hfuuZuP/N8A/O8AfALATwP4N1T1v+tLk38EwE/2x39YVX/n1VSI4OHVqxQkTeCPw4HgwQFhLNpxlII21bsBwAmEeftqAHAaCDAvJT8sjK4tjIPDUi/eps04KFX7R2fq0ZkmBNQbcC0CLeKGwhE7WbYX4+roFvYxrs7fCDAgLKYU67CUM4MZXZl2vdQOHA4EDTzMVtD83c5gNoAOAMMeYP40sxC9bLxxjxEduyRG+SEoUO/vH+hAgFaGRxD4EoSfr1VgEn7uFogqzqJ4gPq8E1swdnQHJNISH3NOP6vra3sUWIE826X4A57cRDOCe+7mIz8E4NtU9VFE/j0A34a27wAA/LSqftVTElFE8N57MwiM1XoenP57WPeXIiiPilpKW3IKXVRtFxsbDjzfx+CcgrDwCFHv3aiAs4Gm5lK/eghcc9o+PhPtX6UqjAkcpS8qat+/66hQmzgTxtJ9WI2Awfb4c1AaQDD/ZEyWSUBQu4GvdoEbwt/tCUU6KABautEQ8E2UuTsQAKDT8MYEjB20TLrBEBaBjkLs2t+qxIT+6GVzSAKAUpqf9ncI5yJB6AtGV0CoKyAdEA6afGZdgmATKMD4mCg3j9QVsO7BM4TSmtDNQBFsVvrkVz5r8xFV/Yt0+sMA/g9Pe210UtYg8NDnA9jqPH5uYHD0jT1UvWH4lFPtw4MGBPVEKyD62MgXsTfNb79e4xs2ALAA2tTcJjitX6ijEXR/lbbaTaVv373xW1fA3iZD8K0f7LPraMINDJNI8y9/OobK2orGDbBKkW7P0MBmtQujQsnfgaA/3661sh+swNoH4aUJvZj9Ywi+0vRDVXULvNhmJyjT2L9/sCWCA0PjH8WOBgbtaExA1IzHvQti/v7+Q0u0BfgPsL0eRCT3CocS8SMVpLezK24l69ydeAqreAbmvAmbwL+Jti+huS8Rkf8CwC8B+HdU9T9bPcT7DpT3PmMCAQB46ILelu8+aPgmzjKLIoChXBSt781ax9mAJySxA/s+wX5jxmLYC6A7bvCjZyHjPb0rAIw0D8CJ/2P32NLZXuBGM23/xBDgJtcn2JgWhPYvY5twlA5g1ncG0MOGn9mOLQo8Pl0eQjVW7gFYwNV3N26TcHKYam2zJfuOxoeNU2rpQ3OlzxZtG6KIAlXUy89ZiddrL2cdXzCOxpFLh9yE9x30l8IvyS+G4CkxV1xS5Nvr+dozSUZ2rwUCIvIH0D62+lM96GMA/gVV/cci8msB/Eci8pWq+kv5WaV9B977rM/RV6/ip8QC8SGbh1J8Zx8GgB6Pa2JvZO4nHetS1PXtxe8S6EOlsG9BHy9uCRxHpureDqhPKzQjUGx6qsUlAyfQyYMBgNPJNmdfSocTnrE6OQ0HKnDYQhxkDXTLuIULCbN/qecRmmVfQxxK514f/O1BX0R1TOjqi4FSuGpt7K+U1rVLP+3DeA2yWkpai2kTrrSMdPKkIgWzoJGmOExY49eFnrXGYLg3OAl8EPw++asW9z7Ncd0tkOHJ8d3mng0CIvJNaAbDX699nEvbHoT/rPt/VER+GsCXA/iRK3Hh1auHKeygfp+t3TcUcWsKrpFUQ/vmRTdGeebK468STegTIHQAsC8VMxNwwYAphWjQc4t2B4C2v2AZAEBRqfPn1sUwSu4zDqv0MW14byNS/4VtoDdm1szB78LPwoyxnl86+pCep5kofVXAtTzP2KQVlv18/OyeIoJ6HA0IjoJaDtSjQLVA9Rjg7mBgNgfteZCw3kMuizr9ZgCIf1bDXrlR8/PWZ9SFgWB8aHjJafZIupbCQ9G/OUR4FgiIyG9AMwT+L1T1v6fwzwPwi6p6isiXom0+8jM3xIf33puTwkM+bPEd/eGhiQILALwfTC8xDwFAido+fKPA4WmnYOsfctxEOLyNFPG24jPQUhyRY/b8SGvQBgBKQNMGOGRoKCA1GHakQbLwJ8F2zc/Xcjy9G6EYbMtsMAYGTvFtOfAu8GcdMzfrGc/Pzg5EBA/1aEBQD9SjQvWA9glhiqMlTTr0SrNatl6TfV+g3pURaBR4xGnCkRXUcG0s1GJtjQEAxAQF/t2LpuJ6Sn9g9Uw2+IXLmQbq0nuLe+7mI98G4NMA/FCnxzYU+OsA/LsiYusx/E5V/cUb3jExAWA1L7yR56E9tSszoqFG/QBvMKPPj9QN4C4A2QGm5cyaFrd1Btd5SCzAAKBIAAFjAWE+wMhO0/JdezMAxP/wLkRgAUr+EK8Sy8BFQPDjdJ9lvV1sJWoGzto5d5+O7VretP/ZBf8cy3j18JPCixTUh4qHWqFHRdVjdCmOw9f/9L56r9tm4a84OxBUZCaglI1uxF10AzzcASACwch4R/a+bFybU02J82niT5FGq5sk+Cuh11W8BiS6baM7d8vowDcugr9rc+/3A/j+pyWhg0BiAtbIg66kcwMAswXUROOsXxcjZDq/YQTOBsZ16V/3ufZmu0DoagBwxjLsAAYC/smwAUFPg/duWiGCOgAu+jbNVkUgfegRYnlMWtuVxmj8zjJIsA1sjA0EBpABAdE/raWoTZtr5d/pWv/0qdtjCjeH1do+1X7QA1ofULXiQUd9NkDvU6qsDhS9CyAYQ33wfr2JYe3twSYIxf5/YgEZAEIDTO3HJg8ZACgxAvouZG7Y7KxcV0LO3YAVQ0ja/4nCb+4uZgyKAO8tmABrIvFza7R2CzOAqNxat4yFHuRfsIHwGxUe6Hugg+rxDibAw0t9SmuJTKBQXMJI4mrH+v198rGqMxrxa/A2YFZ69ScRG+CKAfTnxVgC4jWhtKyAYEyb6kyg/7SefX5G0/Ra26xN/36j/x79+OigUEpB1QfUqngw20LQxr2gK9eNQqS2ssYY6eBugAs1AwEIBGoEA55aHaqFAcE8NnnIt1Dr1ltaRGbRsMl/o/BnwQ/AkRnDUxjIvYBAmZmANUit1tccku22AFiF8fDT6NfFl9g/AwACAjMGGgtwJgAXatikkSy4gJ9nm4FPX+1GRQeCYqPdqyyPr+oUXVuLvUOHkuF2kgQ/018A3rD9PhLwsb8g3PBn94a1+0DP9JsGG+ifZxMLMCZQu6DXxxPn+YjHDgKPj8N/nidKKa0r8KpC8YqADQ1yirT9BiqBc2lMoFDdc3/efg4IGQB0BoDIKjUBQGcARhPCscC/vloaBknIJQeTKt8J/yXBD6C/evfe3QcIQPDq4ZjC9ax9JZtuiqpwa3CF+mSg0yzOQXMIDemUKPi8UGlJTKBfi/15SX67Jj7F1Oaa27kNZ/IvLCfWASZmuHUAGMDMVzsgFKHvI1zYo7YLIEkN31mSjudqOg9EIcRl4cPucp6xj3/WaPU3m4DtGzhot40SmPA1P/rxrG3GJ//aoi+9/32eAwQqHwtKUUhVlNJWI7L48toBq9WGWjlFwqSpHnLLHcKrMUwmKcfMDJSCDQB0nBviT8+6ZqB46PoTycB9gIDA1wVwp2NmZsUJ/zbeKVxNa8VbYxrgPHh6F3pItP7zqkXFJqMcfUISSJP36aplBoRj8XuQeG6AMdawo8k/DuwDACzfReECb70QtXUOe3+A7SLmdzB0ASeDaQ9rjT0ZUxdC79wikAcNQ34nDfk5ELDATZqZ+tbS124sCpTS+v29i13RFvkU6DA8GgDUszeOzgqqQOR0UCj92NYR6GtJVHV/BIVYFqvfRC34h97WMhBcdLo4vaDN83l4hQECsYcn2AfuBATadwLsVLU3gNYixtbc6jvRmgZ67I1vVK4xJ+nDN9q0SDb+GSD0sHKUtrrMYVNPEUCgCb354XPVDwqfQIHC7AOiMDLouQICZYeBIK3C4wygg8Ak4CR0fG6CzyCgZkCN96y1P7ONXpy9GxZ3Vya/zQ0wDWvxdQBQH0ftEm/TtEu7xnk/O0vQejaQqGf/UkzacnEikNMYQQ3MwL8e9LTZ/AXKbxD+UW5YAUFspeOwAoYtDlyQcF2ET/EY28i3yrj8BHcnIDAzARuDflSFFmlT/9uFMPb8eJ405MQW3qhthsBn7d+Ox1FwPBwOAodrb/RJS1gCgwm3Cbx3CYQBg7sDQ6vnOjSBti6e9C6AkxrV9JyScO+P0VbSBbjG86VBTIetQPkcSO+pFN+YFhwYCToAgADa62Ygm/oP41uMHm8xIDi7baae6ShtHUkRlNqWcFMHgcYCoiGQgXHRFaDycHDeMoHkrhEBvnF57w4AzMnF06e4+wABCF4dGQTaP60V1YSHNGYbYqrdsFSd6sU5AtbIeoDIDABH/y6hA8BDX60oCL9EBsCCX/geoa4CAQR3B9g2YBTOBU3hC3zYVKSGCRqA3zSk0fIwPVdj2NDYCOAw3WNa24DIynABBOGaC7r6vZGRxNmbzgCkGfps/rOUMgxv0j5n9lT0dqA9XK07cHIXoB2LVJQqeOxgoIog/Cfl2faYyfNM/NcborOASwI/XU9dAp08e6c33LNybFt4grsPEBDg4WHuDmht88aLnINCewWORUPPerauQDVjD0jTdKoJkB2AGYAJf2MCD71LsNL+u6MJvR9DWAQCThavPmSiNQRwDIuy5hc6sn0k2EpcyGvUejWCQAQAYgM9Qa4RLXWu0Ud3wa4OcBggAQcCZgMt9c7UbKptH1LzuQAwJmD5rCjV7CLo9P8M2l/O2toKgYExnSD8VBbz8PJsFwhCeY0F3NQdQLzhZoAY7cXdSvCzwfmKuxMQEDxMTEBRD8FxCs5CHwxhNO7MBMaED6KcvhaWsYIBBKV/mfjgRwODAQKHcH9/fWyfFMQ+/yrcGEOoI7YL9EVC3frRpdFhIp3bBzku1KFPbv30SNdrONZ0zt2BKLhwLb9oqjKEP+Zpw55N4/d59sKT68owDNpKCaLty8GqlT6eMvp/tjLtgv9YBaVWPEqF1LHy03qSUOwyDcGfWcHIQCqAS2Cwc5pvuEXzL+7hhvRMFgDcCwgAaYiwUzfqm7fhNGv4ZuU1m0DFWYHTjD0gELA3CIJNQMoxdQMe/Hh0uo8ABhMoBKGH9/nHWgBzWPZbfoewDYEaY/bU0nQcTUP6rrok9HHaLt+3MJQ5EFRv55YqbvOhbK1kvVtDBs9e3iLt3mAU7CxAbQutPv1WULrwj4JRjG4RtAk1pI+e0EiADSM6C6i1M4EyQACzDWRaYo0FH+l4Tfh3YMDXb72gm5Ol8kACg3e0O4Dev+aAIopHptB01T5QMbtA6wrYJ6PWiPsT9rBizAsoto6c/Q5nAfbzVWwKAv0fYMDa3pSbkN+OYxJwS/yoVv+GX0yYZhbgaiicA9wtYoE/l+cRBGZAGGEMRBEQDIyoWcowdg5/z0cXZhFEu0BHCunL8wj6tGybXcOWU4yugb9X+4dBSZNnqt/2FmhdDO7msCEQ7AcQZmDRj3sDV4VfF2F8MbCAJ1IIe9bQtRWRoeWz3V2AgKB3Dc31RlNAVnRF+MotIrdGwWevhTtdao3uKG2DiaMUPBwyugNHwaujjOWsjAVIBINCv/HK0WJMcfiKhD0JlQEDsc0PsFNvpNZwNAGCG9/C+DyfJ4BYUP/cPQhDhKC2rLHZepszwS82fbcLfolzKltWZHQFUABpqxRZZRoTaIyC6isUjHSFUXCUY6wzIb37JmWsQNxiGk1BpC+gYl0uGdH3e/2rzkFpnL3QRhCjQILAB9ow6soaAzduPoZrK5eukz4Zfh0MwDcpvd3dBQgAY5SInX8wpCZgiAXOY71AL9AtZ3KJG2P+bVVZAwIDgAcDgTIE/UjHsd49VyaPs7fwSv5Fex7dY/IP6qneFWBQ0N7IbJTkkvDz5B1VUN8/2wJ0MAFMTTWGKYawS/+Ap8gMaKUJ1xCHwc7awinwzUWCjFF3IgBBP5TS7TjlGIvOdCA4hBYdlQY+RRpDbNxjALeFtXjbdHD789oJBbATLgYAEB3dCL/msOzfvMPT0AXD2rv7rbyuxRXd3YBALt4IAAjCz8Yb04q21LWVlVCD47eIiG8wcRAQPDgTELx6KCiiQ9sDk/a3Xyv/MUyWhXSkUwchofwOABhi4tb3KT6E8zBzcif8bjCECz4bynxokCgzFSOlLIWb8HdAbUBQmuD3VZCK0bku0Qq04T0LAsbXkFQoLPymxdlfpK1AZL+DGIFtPuL7RApQdSykaoAgPWnOzOwJ764wEBCvyQzAf5pWbUogsGQD5A9yuxNiHQ2HgSS0cbrnRncXIGAVkl3rDujIF6MtgQEWZd7iZdGCay+b2+/TfHsjcrvAQUN7YKFvwGCr3wrtu1ddYNvgc1xOywBikEzOe3Rd4IEAJGCgcaHdCX+yB9TqBjFjKkHw6dqUOsnF2gc2BRDti3lq6dMxeh+/l5sWiezUaQKc8q8Niz0cBJIGDGj2o4fjwEPpbEDGdxxhKXIAvaNBANCXNBezybR4S+/OZCbgymSgX/t5OxztcbIqBq0fS3bPCHb3WxCFySKMNc2N7rn7DvxBAP8WgH/Yb/v9qvoX+rVvA/DNaBM7f7eq/uAtCVmBwLQPvaupzRDOeHIcDMV7I+LVaY8yjIOtO9AmLZlNQDpdZUYwjr0PrOqzGU8T1v4lXVhCa1ifRjI1ncNYANs6BhsIgBCYwF74nQ0AqcxoyK8zg6nJJRbFbLh1A4Ci0gFAUFEaEJQC7d/4+2RA1+zW5xdfrs2PVG0m9Bxm1ViK4KHbBJgJhK4AWpoUWAOAZiaQ/1jpMiPAJMtR+NP5VKqXhH8FBjuA2Fy6ac+D6J677wAA/DFV/SPh/SJfAeAbAHwlgF8F4C+JyJer6okrbuoO2E+b7vHriYLFBj2m31hfdTTcQV3592A/Mgw+PJQh6F1LGABIDy+dZ7ThrtpHAVqTawtsnIOqn2djCr1RjLbRakuDf2YByx8ald/bBGKXICgt1vpBoZHaJs27GoJyEOiC3wDAYmjpc03cxko7EBQXfFu3UfqyaybkMxgkEOjdgaNvPjMDAI1aaKu/JvQtggAASu2FNT8LPqMfY3n2s1aqC9BP9T5HSudbBrFwoTfwRATAM/cduOC+HsD3altw9GdF5KcAfA2Av3rpoV13IABBQtug0TbgaghvSG5r9vvXf7YBpbOBMTpgwt4Wquh0ETb2bwYtaZ/JCjoc9LUP1JjA6V85Mhvwvn0r3xhGDGAr/MYEgvZfCz8bBZ2lAqHMgtKK/HuSwqGhxcujaAOCVjVN/9qORIMJwIWzfTk4NvfwjT6a1I56ZzCA+vnR7ToPC6PgkewCKmYTGEI//K1eQWlbGgeBwShB/SNNPy9MRRRGDYfFyXh2e30n3E/X/Nm9jk3gW0Xkt6OtJPx7VfWfAPgCtM1IzH20h01OaN+Bz/7lv3zJBMIQoblEiafypufHxhkdBAIT6DaBQ7phsBubOhAIFLaZiVmwBwCMhlmBtmOPLcWjtqS2LarR9kI8a/+gNjAXjcK/AQGb/z+FbwEghmsooFWHMWk6Ie0XwEB8GM+/6lQbzm1MoHWfuib0lYBNIFtdFFt1mWZtGgh4bTkAMCioM4FDrCsgeBBjAxLZQI9hBQClk56q/Z3OVAgA4pBFdEHRs1ZCRFu//4IQc3xTX2P10t2zq3uuu+eCwB8H8If6G/8QgD+KtgnJqoUtU6W078Dn//Mf0lrjbT6xpf/awhQz+LIxa8nU7AYBAchK28YPbAq09yGZ2o5zW17rrG3a8uPjicfHE+8/Pnb/Yzg/+9cqLvwAnSMChAv+/Ju+DKzRNsBTiH1Uwhtg07SB6m/dohELacG+jFatscxzE1aYEu0Th0TItmEMb4C9j/F710AG6FJ3wIXfRnv6+o3he43RQfP4FQgrKU2NKfSPOkhP/f3+sOo4hl8d1y4U6bKMl9dY2C8BwwoUrrtngYCqftz8IvInAPz5fvpRAF9Et34hgJ+/Gh+A84zrMUWtFud+Z+0fhX9Q30rXQM/zBJs267B9h3AeFY9nbRZvEvTwUz5vy2c3QX/E+++z4D/i/cdHvP9+A4QAAj09LvgexgxhLfjOFDAm+MRxf7iAuUsGvm1YsAfk0sXcSEkI6tnSRLXg6QRpdxHxJQJV7EvC9kGAp8IEvwuyG2lNuEXCnIBDOquzSUM9DiHMsy6lAUEQaFVfxg79w6tZsBlQd2G21mL3r9xNjGAl2BuA8PAdgFx3z9134EOq+rF++psB/Hj3/wCAPy0i34FmGPwyAH/9WnyqugaBs38yrG1VmCgEpGVg2W790O4jBagABG0fPluByOizEhgYEEgS/AYnEQj6UOB5dmFnwX+MYe8bCDBgaTrHAAQdAjQJvwk85vIIkVjMrv6yoGeqK8O7bKi5kcqY1lkV6NutnwkAvKYEkNOAgADAEKH0eyC9WyE++88XdbGRnYU/ThIy9jBsDCEbQdujr1+pYY9IC0MGBGR/jfch+VfuEiNYCXUOWwHCEgxuc8/dd+DrROSr+ht/DsDvaOnQnxCR7wPwd9C2J/tdt4wMAMBJ3YEGyLRaEE9zZQCw++m5wQZkXOltFuC+NA+h9bUJjopin6V2gYfWKPgJBM6zC70L/vvj/P1HvP/Yzg3k1nidJuTkbkAOcy18zRkQZEGX5Od70rMOLFTaagVqfltYs6XvTCAmopBT2roQZxNSlQYA2lR8+4hIincBGu0HCbn4Sk6lDIDIdoCxQQ1PGvaPlxMA6FhhyAGgDlBQOq60//JnAFAvyKOGQwgPTIC0xE7YA9jk529zb3TfgX7/Hwbwh5+SCFXgcdkd0HA0cB6zMsd89MGAGwBoLghVQMVZwFnj77E2ADhL2w4LzACmo1Vyxfl4usB/wgHg/ek8Mh2eRx+Fz9YZHILOFatzpfPzk7BT/MnAF0AgsIKsgejHwgDAhb/08NpXCaqdqaCtvHvKA0RO1M4Eau1AUKVtQEpCJM4GRldgLNE2aH+x+4Lw57AxO7DrAAIC6u8bANhXaBeFHLEcvC0QADB7uMWx4G61vl64L7eR215r7i5mDCoW3YHeRTizwYu1DAC4qc7iAoxqz7av1t/jLoGBQCEwkNpQRayPZ4yAhN+W2X48W7//EwYEn3ifju33+P77rc8ZhP4GTcwCHwQSoxEIx0PCrUiCjwEAQvfxeXh9bknWwKyBo5vbu/Czv5hgCU4ocHaBFGkLffhagdIFT4BS+vLlbViRv9p8KGNI0LYeN+t/3KVqdAMMEETU9ycULlOFC7/25dLzZKyLXYHpek3lc4kJZLcR8IsAsBP+pwPBXYAANBoGG9hafz1ZvtWzSSIh4TnliMI+7wLV4oByVsXRbQ+lKB5LbUtVi3hFOhAQAHBFP3Ym8In3H/GJT7Tf+++/7yBwvv8+cH4CYTOKSSsnf4K0bUWbAI+ONgm4raaEGL9cAAGR0Zid7iM1eu7vFrcHuN/mCfeVURsfEJzSBLaKoBaBltoYm/Z1+s04qDY3owm2GQAf+pBg+7jLug1wMGg/SUdiAb3YxJqE5al/f67EAJYAsAODAAw1ldO6uS/dqo63wEDvncK4/dzm7gIEFMBjTUygap9kE5eG8imuBHYt+9HyPiKnE2kVxLvinmcT/FIryil4LHUIQ6jQ+ae14nwkAHj//fb7xPt4/xPvoz5+Ajjfbz89MTT1Fc08IX7PVKaKAOJGKk0nOvfNABMAYOW398t4l2+nxY3dV31FEH4z8PmgfOPjVQS1CtoGpAI9OwjYPgK1ArVAypgTYDM0DxsJKPbR0NF2p/YqjVN8g+DbHIAQloV6DKXa/gjeLUjgsAaADBaZPUx0dO2C1tdFGF+jo9+Xr93u7gMENHUHtHcHupCG4ULvDrQbg7wDHo5w7P6+XRTPsS/260ODxReo7MJek+ATMGhtE4E+Yb/32+/99x9Rz0eg8u9cCP3qiJT2lfBrkHH7Pn9ob6FrMg5ZUiZ/ZxOhzDgN1MgNAHwUvkdWYSqaJuafqGdjAHlLcq3Sjtr8/i2BjpWWne7Dvt0Qzlk8mlwAkGmC1ea8pwXT9Qx+u1/FsAtkJrATyAwO14Tf4loI+/8wQAB4fByDCIoGDI+PY4uqetIHObTefZ7ws6RSfhzCfFYZhkBboLIIRLoVP4z3pvFfBwHdjl7MLhHULRDkwgGBA+XHW76tm0i/IuQvI+5sh/AoqTGFrs+lRsfp6eBjA/N8T2cSNirjH1adFVVOnNLWBixy4gRNDCIAGJufHi26MmYoDaqvAQTs1b7cuDHKOoadg9GZgMnKgOeFYPWb2EFmi7n+ueg1hq9YXn5cKQ5vF5pvwlM/IroTEFC8//iYwkCbVg4Dns8gNKEHA8BG+EMBtwqqVXDWOlaoFYGUE7412NIWMFc0Ny42Lk8uq60Qlmi500gTLEu70BH0TAKBKUzSi/nlqcyWlNbKUBHLNqXNM57AwEGgotZCk7WkG2RPlL56cJiiDbjwt7bd4qr2iTIle+QDvkWbM0q1uolbkp19xKkd7fsOZnsDCCYMWIEB/6pdpzJiQZ6chsPIDD1jbG8qeitvbjeb1yzcXYAAoIEJAOhdBN7JNtLIuFnGmDTTH8YSCAQYRqjSQKCebcuqekJOAaSnIzCBduTRAatsA6aTuipBeCYTFWn9zAQmNpABgPJj11nrs+afQGBf9sEbhrcWQLAs26yRuAGbUFSoGABIZwKCU9pqwSfOMWfIf0P7g8CgOFAnkCfht/Ax0zQuMGqzK3kW6eguxKE+mzMSZqi4NwMAKYlQFkLgQfXBCy4EBUbOqz4rhnyf7OO44O4CBEzrc4B1ER5P227spO7AmNzBs+aiVlv4vZIE6H3Q8+xdADEAoIL0RhBngw0wGPSS1+kb+UgZZeFeUnQO18WDuQFdYQIlgUCmnKvzwHQWQLDK27RpZhZK7XXaAaAKzr4vQD0bEFiuywEy5mmP3sCgxcMgoP6OdnRG2IOtezZWGiY/Wrupim607N2B2uc4YADAXJk6/zJbDPWn0S8s+Le43FXszMtZwKaN3ODuBAQUj1N3QAkAWh8ysAEdIABNs+iYuk5AIA4C0N4gz9MnqbS1UEbjF2cCcQahVfboU47vGtbSz0IO8i+YgF/30qB4OFoDgIXQT0wggxMBQBb2oNW4LDeAwMA5OQKB/rVlPRVVagNg8Ce8cOEfTABts1LSuqVrPJ963dMzvplQ9zcAwGCLPZrKfugwVGqFJjZk3RLVmI6prDIQeJ0tAEBJWCeZldkf2EC+jbscTwMA4K5AYNEdCEyAV85tfTiemjoaMhAaNoMDjAX0LkFtTa6K4PFsAGBbzcfZgeqCb6zAzn23296/nAWku4kFkH/qHiweXgYnENgZB63RCTdOK2gqLxb81flKyO35nD61THM8bYJQlcYAqrQq8P1FSfhxYLz3OLq/APVosw17vOpgMFiACTyUCLw1DdPrJs/dbwZnAwJngdYdCICcAHQqKwZPquuVlg4YsdDmWdAzG1gyxqe5OwKBjWHwsX/Y04Hg9KGlaBMIws6aLVwro5Jq709bw4TgsQuhqlFSE/xBCSMo1Gnosr0/ZVCAsFjlTvi3NoH1aQCBPEIQgEHgc9lD14DKZmrE2ThIDd+OuU274NvBysPAl7oEIl34Bws4gbGSlAJyqHcBUDoQlMYE8jcVMGaYw3p6GADQa9DK0EBgAMAAfP6QzPPMbGAJBNkmQAAgVvbSQZnqm+sn1PdI6+yeJ/js7gIEgGQTQCunMW2YF8zsNgFmAKGN7gAgVZjtZ9V/6l2DUSNuGcYMBNLf1eeUrBUlC7mdXwsLjWBRwZlRmLDb1t4eX4lxW5cgp3FHayeNZ/eOoAkAhO6NL0GXNDRB7EZBzlKPu1H/JuzQAi1Hm7BzKLQWKK1AtPq6Mn59GetifE9ogmcAIT5vJK8Lqd0G5CMEoWxSWAYFrrOEBe3FBgQY9RPSxwUks3/rngYMdwECNoY8h81DgkHGLznXvpduSOkAvAGlKhl++lRZJNXU0tLftbFT5iSc/uz19F3VBEEwu5ax9wbA3Gl409wrQaZ0qiYw26RBKW6vuAqtTeszgGvpdVxKG0YsBfUsOI6KWgrOs60neJbivZsh7BfYQC83YwJRoEbaa58C3va2pFEpAwebL7ICSPN7dS60uYVNwn3pKIvwiQ4uvO8gCACYQQBpWexQ8FxOmU7xbUzB+lMsfEkrN594JCOU7upDOqb02uIVttg+Cb3/NIFA1s67CktUcXL5Qs+rKuhD/35Mmj5ofkT/UvpzGQtpr9xy7T6l+wCnx3Uk8zSCoOrbhlVaPfgsBcdZ8FgKjlLxUJq/84DBAsBAEMGhJW3NACzcQMPsTz4/pcaRqQie/clchdYegwCv33ub0IMb37pOVuX/BHcXIKBAX7efwjLF43baHS9M6UhvhwwIXjEsfILQQBaUS0IECyAXAcpYQNN33jBrveoAA3tqGiEIGaewzLmzWwBBAEBgfNfOAJCNfbp4fvM+AaA0TTk0zpwXYHx7YAHVs2UfidVSUaVr/6I4S+2rBY2vBo9S8EhLiMU5IjSVPHQJOFlz3bJ/3u4+2aG8n89sgMrZ2pcfL4FACsuaPmBrAgYOyxeeMTIAPH/fgT8D4F/qt3wOgP9OVb+qr0r8EQA/2a/9sKr+zqup0JkJAHHYjScCDYHvC0RKb2tmaBmXIxAYFd8wAukVKOEh4wZDIFvvUno0fYirFEifEBOBQAEcQxOuGuNOq2/dgiGYoDt+2Jx+ApQVAEzabfMuF+gs+HYbnXvyrT6s7qxcbDitgYmq4JQuhLZkWGmLj7ZFRMbRd6hm2h9sALFLYFlYCSDDug0Txr0dxyzC5dwJRkzXK3IBBJL/EiNYAUMu55va0nX3rH0HVPX/6MkQ+aMA/j90/0+r6lc9NSGaGmGeCLRqp7GcJDZUuxDkSeIvG+mQV52nCBJAD1cgUhdMgBjAcm84WXhNRVJYYAYbp9TVYDAIr80AwH67bg2cExaZ0BzvLk32WGYX3SBrhjAH5baq4ymlzyS05cJM+xdfLt52fAjUH9aGViBA4r4SJrGiGJu3qq81SFPHgz2AQCAUU89bSXU22QkWwBAaH5X3dP/i+RD2NCB4rX0HpPHx3wrgf/Wkt+Z3YGEYRP5i0EIRGqm3IR3DQUGKcgVlFkBsgDVDjzQCQT8GoO7Cb0CgLPgXQSDmNvon9Fq4xTUDg9AlkHHNBX3FBjZJobII4HprfiaC1wU/LGnO9VL70uQNDGzDEmMAdhyrLxkQWOvYTNiaFGjOSyuH6ctBBs/sBwbImeAqBhBM71+U30777/xeZikCyTfd7l7XJvA/B/BxVf17FPYlIvJfAPglAP+Oqv5nV2PRNk6bguBLjRMriH18hB1knH5mbeXnVDkJEMTD+hl9mitJ8NlZd6ABgQm/IjKCSRIWgpqkb2sU3FSyC9fiXXY9aPtVY98xlsGG1izgBpBzwaQ0mtAE4LVW37puNoH49C6bXTdjMSjdfFykKRdd0JqpnEKaNb0jvY8xO7SvxXt32jwLPWt/Pg9xsOZfvPdG97og8I0AvofOPwbgX1DVfywivxbAfyQiX6mqv5Qf5M1HHt779MkwCDQ6x0uM8y0BIM1A6GsLkhCrnVMDW3QDjAn4LVazyUgnzg563ZtNQPrWWrZ4ZmAELOgm4IooFAZilKyrbGAqMGrT/Cw16C0YhIhSxJsGzYLNzy3jWoAdMw0/Wv3kRVjaT1lwgqBeOmJdjMui1dk/vSODjMYsBGVz6Z2ZraS8MagAmIyxDAAB0J4GBM8GARF5APC/B/BrPdlt+7F/1v0/KiI/DeDL0XYpCk5p85FP+8z/kSYigDFEiNQl6ELf5bP01WsU0he54UkiGtvdcgiv+PZkcT+6zgAS8mtqENMIxlxS8P6vsxHyX9WioVAIULwgk2By40uMY6vpgdh3XzTgkO90PYBBZiRXGmSIF1QkBpTzay8K/sQKti/dYGx+bnEeRlWs/BNgZZvAFBexiAxs2etdsX4fd6mervgn9zpM4H8N4L9S1Y9agIh8HoBfVNVTRL4Ubd+Bn7kak67mCYxPQKMhtmvhrq0F2oCAlG77OgxDYAdliADQtyPzPfEcDPhN8Ean3OB6nzTPLpstmE8Q8m35MCPheCW+QujkJhIhWPb1l1iRwYdewt+5U9Se9hAwJ2F5ItNFevEmrpDuzDpY6OiBiwyIn9kwgaBk4FPRx0co/P50M2v6PJrAaQ3Mh1/GP4vz6ajwrH0HVPW70HYf/p50+68D8O+KyCMan/udqvqL196haAs/pMDwqWe7ygDQNzEVcZAQDCBQSPhSbDzY17cv7ViKbVRaBqX3vupoJOoVEI1HvutvpW2/grYAHbelfMM9lh4S3GxrUMRGwO1lit4CExDYpRDHQvBWgJHjyXH5/RcaajDa0r0uiE9kT9ll5sF1lAHCvfl+a3CaBJ0AETw3JKGjZzH5cc3PUfU2ZiMtVvc+8nK7kzw09zbce7/sl+vnfdm/MoWHlYWDX6bw2gXfwmq6r2o37iVhn/02LdUK2TYS7X6yEo+pzf0z57MCeo51CX2pqjMxhOzvR/TEh8pPx+wPVHIEJc+IP7zzUvjqOhbPreLaxb9zC6HP+V/2d6/laSPsF4/JL7s4FGEJNgb+SREksJAk/FP2V4C8APfQbjAAdAcC/+3Hf1RVvzoH38eMQY07EA2Xl3MYTID9CnHt3+6XPlnWQME2+xjC3srK/CmctI2Xsw0fddpv9N/WzOO16aYG8GS3qETuEoTuQWpgTMu3Q5OZw25eva6S/s7cUBdhwTh5i2Nae+3eW8GF64CA9hIYBPqd3pe1O2toFmrOu4LWSyPNvhpyyiCQs7K64EPD1vaexgTuAgSA1YxB9Pa81gi2zZSb74rdO4Cg+Rcfj3i/f8wStDhZmJS0tY9JuxFwAMBYUcgYwy3Cv6nVqf5YkLI/FBRR5hy2en3WLIubp6Wv6L5bBP9pbZEiWfnT+6ewGxxrTg8gJuZ5SvGGvSs4jBmD/aPyt+5CoT0gMgPYsrjpZJTv1HQoYMrjdXcXIKCYvx0ICEd9nlZ+RnnGuLF6JfQhuuSPQ0sIQsDMwhUpFbaVa5uUQgtSOgvQyAIm2njJWQXy8UJBucWc80NhnpUUxq9bJSFfWFTHUsusBH8HKk9yl559BrvSfJLBmioaiBp/BQoZdGVTf0z9AwvA7N+mN8XHoMVNbaUfbnB3AQJQIO1CBkBd2wNMBLomd43eAUE637IJJst5ARhCPl6dkwJRbYsOdcGHdwPoZ8tUKwHA9IVebyyvbXfZaD9XOqn2VwDBGp3YztZNDYoZANYaX/M9OQ1X3nk1MSu3KtukKl24s/Ar1U0/37EBpv95WDY0UmYHBZOwT8JPrIpft8wypyvTAUnpur3N3QUIrKYNA1aGcT5/a98DAMacfQKFtMCG0GKbquOdXr09sDXhNufAFIHvcy/oU5NHqkOEubEscnnbfYvHciPJhp9sTLwEENtugqR2xQKdGYCOeC+xgMwSgMV7N27S3Lv7FtdW1vyVAS/77Vkub4uDwcGLlAAv5Ev68m7Ya/1Ju+V4dM52rreAAQwiT1M6dwECwLo74EtNgcpzWt4aAOjb/3ZTMP4xFTPLv3+E4k+PrxMVCiltcSmpbcTAZK9tq9323VRbObcqqm2u2XLjeVhWZkp7OAY0X2lvvocCufJ3DaUhWQ/vaVsNKU5uoXXsAaanFr+m68HdKtC53BbaOTd4fj5r/6tAQNliGwBjaM7KDtAEAwRCvHScwEMW6U95NH/IFl3jIbR3jQkAfa8GcgL1NTFa+fdpvZpAAW0qL0ysNU72abIywpowSwCC1sQHLPi5AYG2D4NKWKdU2vfvfQOTKn2dYl9aLn/Ka29HZA+6CM/a33OT3aaiV8GBEBgYGIU0Ib+gpl3Y+QUGJBigsmMA4Rk6n+KkMlkNqW7LbhXGknQFCDyfqyOxJAbfDNbmdRaaiiDEqfviznnNwh+AYAcCt7u7AAHVmQm4gHtZ5UZjN1LFi03zNa0v1CvgWIbor1iAHQ0IVAu0fwuvfT1CLQW2aGYRQVssWToQkAYcqJJzHY+5W9HQKhYSN8ArMjucLeVj5WXxXQKCTSvySwv1uGMAYYbbrnUmYQ/DrEjnC0DwcIprAhAWfpCfpIYYo/uz4NtFB0XKFz9byO9Heo8Bi6dxU0QMiEsQyOcbObng7gIEAKozO0cTxbAnHVpbK37XoFBCH+SEunTbAeBsobMH7bvWqoj394Vi0a7h2ivKmCeAPnyoBWc9ET5C1jb7UfPsOZ08s+DnmlsKvsbz1XNTSY7iiusOMhAgNtSdC8o9gYE9v5p9qFy6m2Rn4VRF3OgzXyOBzoAQ/HR9JfzcBQtaXCjMzjMr4IwqxnLvEq9zvbHwcz1weWjKm3IY+ZfnT0AA3BEIrL4iFMC/yHXBV/F9cIsjaF8mPFUM12cxj0ZtPx1VmgB7RRdoajS8eEWpYvrfw1QrTl9iPKnrqZI0hl0T/BHIEeYXJIDQWav5EOgl4b1CNQQk3JQul3USfBFEILDjQjhXIy5YjMBMIEACkwV9BQbhOqKw8y+oc+nlVMajQnm05wMTyA1TKT4QAGQqQILNo03gMDtP154ABHcBAgqyqZkz4e03eA9b1QGhSl+9q2verqPtcf81YG5sQGV8cky8AIDGMgx0zWIcV62Czmp7F7ZK0qKtq1DbstpRIKhiJgu2henQDKv3stDmUgyCn+NOtzsoDCDN0YXX79xqlACIDMMidCBYOBbcAARpaa+w2g8SICQgccHH8Htasz8Jvv1KPjcjlfpjXn7T/Rhx50LlOlwCgCWZywO4KPjP6AoAdwIC0D0TAOBdAgaE4PdKpwi9LvqKNO1rox5ntgVYVQ1DIQC3I/hzmc2hMQGrAF//oC+ZrbVSbJuMc4UGgEka+qIwckPn+FJYVsLMBJIMr93qhh5/GCWgewMY8LUMVAxiWfg332Esuwc1heX4I4jH8rFGQ0PMSvS+WF2Xlp7Srzt7wLhv+SlxKjNmSSH/q+JZgQBmwdcUzw3uPkAAi3T3gCbkLWD4EfzTmnIgAPH6GwKt/X+zBbS4s4GQu4N2bkAQAOGU/gVhXy+/Cmr/JNnw4bJ07Wosa5CVv59zY54MjCak9Gg+TjeskpHzsLh/ucNuEvgVG1DyZIHW2vYp4+NysdQs/HS81fGzto1b0TYeXKQdoQDqYATOgEj7GxgsC3JRl1N5JHDLAMCCb+W8AoYb3X2AwLLQQJTKbuL8tU+MC+Aa2DaNtMUnAQaGUQku4NTAh43L0NkuzbMWQ1IFqKVvq1XasKEepe2Wo8dYsLL0xNsS3LI5z5o7C99FPFlpOWowEwDIeJ0bMpUyaI00v1foqCmcQWdFcZOATv39jeBPQJAEZYrzieowJjLm0dGftP30W5XPItp8Ymm1hTPs01lbFCOEa4xDV/FiLUsX3H2AAIBSyhTmdJxAIuS39um9opC+461o86t04YOtUU/C7y9o/4T81gBiMRIocBiYaQBHBwI1INAC6IFHtPUGYqPFovFyDleNOIfp4jaKZyUMAQgUQY5Z9i1za9pwm5tY/05zMwicUeDrIswmY7xx4bd0py3dbA+J0hkBHyeBsy5DklYGZa5n1vYrgc9h9GgEY/I+sQhuWVTki9CWG//n0fDpO1X1/y4inwvgzwD4YgA/B+C3quo/6c98G4BvRps/87tV9QevvGUJAi2ucBsAIE7zBVAVIrUZ/IwN0M8bCAmyAYyEsPaS8cqF0NH7gWaILGjLnNkmGXpUQAuAw/HrPOvYtFSpIYQGjNSQKZyFcaJ7Gh5ZxrtqHNm4ZTeu5g/cvJTVrhWmRh8AwECA12LYAcAZ45jA8zXdUvAzAGSQ8D4AlT8haqgTzKC/AwFnBdxmVmlOnomZXHa3MIFHAL9XVf+miHw2gB8VkR8C8H8C8JdV9dtF5MMAPgzg94nIV6CtOvSVAH4VgL8kIl+uqucm/m50XYNAczr/7wUo/cQYgEilHWroB+1te/TvB5MbnxSP8msVqVRZ2gWjdWsVBgLOBIpAD2kAcPS8oQHOUWrf5cYMiBggFQTD8mjAtWjw3nXIZbTRjHZrVuyd4UzK3tGVgQB8geK4onrC5ZTGpfHvvAwABhLUFt6oW1J9o3sGAGwsxMwGNPm5Hpb+BQBc6woEWtsBKICSX7zqbtl34GNoqwhDVf+piHwEwBcA+HoAX9dv+24AfwXA7+vh39sXHf1ZEfkpAF8D4K/u3yIo5YjvJc3hG425ESb3+bvgy7DQl8wGWKshziS0dQXZz3vZjXob5ywrBWhr5XcgwNEsxs1ILCjFtlTXvm6iolY4MxgbrrKAGADUAQRaF0IVCm32ZwqZuwNTGODGO29g22rbyGHuY1ijt98Fy3+tVwBgq0te3wkLE69FScIfAIAFL8UVtLzlW1OYzr9J8GsEAdNeig5AvDW9jPQ9gQo8ySbQNyH51QD+GoDP7wABVf2YiPzKftsXAPhheuyjPexCxIAkJtDa6NCEQ/HREuSuVYobBk34GQhAYGCfJ5uGLib4RVxofXMLrdR+eTXhnq4amUD/5/VUpS9eWgVHLb6tWtvbUp0Z5KOylhTB2AOvDC3IM8yC8CcmcEt3gK8HIPCKgBv6lm3rChvwRKZ0ZTZgQp67BZ8MALB88BChDfVNXYMk/Dx05FnV6A+/VVhiAdwdsB+A8YUsdUsCO6Guyo3uZhAQkc8C8P0Afo+q/pLsX7K6MLUQ3ndAXn36sjvQlvGyCIYWHkLZBRvNKFhKRVWZWIBOJSmkqeGrDFu/voFA7Rb+2utEmqUfVIedoxTLdaeHgraOYRVtw4W1uMZnFjABgPlrxVkFWg0AzNmUKRNeEj4FQjEzAOw0PncH8vVYW1PdhEvX2IAjeAYo03Im/JkVvEUAYDaQgWAFAOZnp+lXzb8AgAAQIMAViiCDEoNBOn+CuwkEROQVGgD8KVX9D3vwx0XkQ50FfAjAL/TwjwL4Inr8CwH8fI6T9x04PuNzdAUCVdH3FOhGv/YkeI9CqA0P9o95irGAClWh+62QxwYigw1Ew14RW6m4xVFN+EVQXQBpRUPRpv/7ArPt+TZ7sGpZaH0CgQUTOGuFnCdOEdQzNyznhEgUgDTQSuisMkGCrlHoJ7/EsJ27hQhQuaF34QITyCygpvAP2q36/0HL8lGi0G8B4JKwZy0vMS1QxNWLDcjnfTPW6budCVyFjL7f4HcB+Iiqfgdd+gEA39T93wTgz1H4N4jIp4nIl6DtPfDXL7+kCeP0Y3O+metcuQxNx1rfFv10jXpW1HNsN+07z6pZ69lqj8EcdMw38JWEeF3Bk3at7UuOW7dljB4MoBldj+JdEAOeQvsflL4Vd9iB163PuK1yAysgAEjBc7dh4b8WxoxjUn2b57Zxcto50bc36NtdL9PdSEAQqNzvpjrJfh4lYK0eviWh+sxhkv2chiTwcgBl8TteAeVh/m3cLUzgawH8NgB/W0R+rIf9fgDfDuD7ROSbAfx9AL8FAFT1J0Tk+wD8HbSRhd91aWQAwGgHKdAEM2oQJATtQGDzBKA4bVEPB4fSBbZN5z1LwXEK6tH9pYcfBUcXwFrPsJJwVfL3NQbHpiMmUzZzMfntmrZRgdbvJ8Og+Xv42H8RGKMTo6yiSxzfQEKpkV2SIQWWtgEA9MXG4pcjYW9mKKT1c36AzjhIIKFNPVUxq+uI4zrlyJHTwYSr+1mAp77/MQsd518pTlbWgWkxreJzdtNDVCYa4xGQ8Pc0cnr5+CZtAqr6n29SDwC/fvPMHwbwh29ORXsono64grJwqZpuRBNQoNF0VaDQdN4iOM+C42hCf5aCo5L/aOdnBwElxqD1DACwAgF48obwI50PwW/h1a6r2YQWcxxYM3q+WYskAPD7OczON8K7+pQ13GMNX0hg1/U2R6LUz+eK5LywMJa+MFMXTAeABCTheT6V+Zpraox3sR9Y96/DqEBiZGwEDNVA7899/NwFCMpsIWJZkHmY0rU++S38OOa4Lri7mTGoufEoAQALAB+JDbjRrn/G2yi8oNSKUtqutsdRIhB0EDgO8x84jtIMjLXOgm9goAwGnYlwEnXkh+V4MILmd8G3+xIQBOG/hQEEAMAI20G4X9MIBIIEHOxnpnEFABwJEwiELoS5MtLi2l/Ql3FCtCPoWtgtzxwutx6NDUiyB5jwMxNI5ReyotGbldf0yxHIIk6MdOy6AQcBwXHEdF5x9wMCq/ZEQBALUeMcGqBr1tY4RKXZlIqgVHif/DwbENTzaNTfugfGCI6Kox4oRRYAwF2Ck0CgJZYF3ZIfzpWylYGhp9/uqwwEcz9p4bjVGABo1ErhXksJU06Kwq7xRph+vyzaly6eJ7/nI2txDCEEKO7eJTAWo2XEw4W6E/gpjO6VXbiMX/58OLCAlHkH3kWRhO5sOg/hKd1h3gExD7dfHAsgeBhA8G6CwNzYWTDgApIaW5I4rehA0MurAifGxKBSBOd54Dhqo/6m/WtxUDiPtsHpBACT/2wrJKvmJj/Sk5IJCOYsCGeR2EKcGxFbzYgPPb9xaS86v7TPoAs2pYg/JJr6qvlICY8lEP0rI2BOEAu/p6MfXfDpOAl9Op/8fE8qhzDcd8lvYGXp4jxoynrK+w4IAMThwMUxGCGPAQTlAORhBoLjaWJ9JyCwUniDAYSu5BJFlR7R3q6tMbULrY0VHKU24a9d+Esd/qPgqOpMIAPAChD4O4ZFDpLjJU9G2OheCoz9qGuSpE0WcYa3ebcAQ6C325EtUqn5JAMCIuDsHg4VyiA/A76DFmtpxp6JadhzOwDI4fSeS37WwHkYMNyo+zII7TEge2yzCoSugFLaeVNRtmf4CMExfib8fnx4N5mA9YXncNKGmgs2Cwehg06l3UChFjyWAqlHHz5sNoA2Ns9MwAyDZxgOXAHClO6JxnF75sYaGy5Pvoo2AYzjTWDQbwzsILuktVbCHGwMwLobsIiDn7klfKW5gSR86dpW2HdgYLfR+zMjYuHn6yvmwM8FQQZCnZnwW3Bulny7v3vx8zwxAJRFd6D/ysOi/PbuLkAASCDQC9PG530D0KrhGCkCfZo6UYZ+TQrQJ+88aoH0yTynKg4tqHqgVEU5yqz1zxUA1Kkt790GAISWKe0VN6YN8zGB3CXlHoQJ6V4d779kb7BrnubdOxcAortrKY1C6QnpXgj5lvavwiWmeyfwnEbZXBe6JzgCAKV3BeFeaH+kIzOASfitTaSJS2wXkMV8gONdBAFVnI95KkEU+DaN1wSABYPHj5PQZ3YgirZSTI8fwCO0BWlfpOTo3xz4RqOV/OpDfDmtl4WS7zEBHJXfHuUGvxD+aSENHnNfUQTxqHwGWoifwzfU9llOhsa9ZR/EIOCU7kuCfxEAgInCs4AH5sF5B+KCrhksUhxB6ycwUM5/Agm/V2J8/svTltm/0P6ryULluEEpDXcXIKAAHs/HOfyS0CtdmzT/AgBC5cnAin6oaEN2hyqk7FlIlJPe4Jf9w5VGZAGkdPg1fpYBYCX81tDSOwGEuQFZ0D08p21zvmQLHCaLcJkv8f0CLG9Yaf4Qxs/vBD2xoOndi7RLqp9t2jXew2AwAYA9koEgvcryEoSe5iaErwPL0PQBAOJsRykFq2976hTS3F2AAFSh52JS4WoZqZWGvAkAFOBlovnoYGDrGObvDTCO7iRWZOjOpJfk8+T1+PhizncOu6a1szZ0ep+FNjcWyyffr+kah+3ykINZALJG5+tGhXPY4jl+wZZlZKG+EnYhG+68OFjj83mOk5REBgO/fml6sMQJQuE3h5dyLHsD9w0CUMwfibDgL7RgZgZO77Lgp1//ItdXKrVzVdheaHWqVBZiakC+Uq+O8yAw/PwFoV0Ns+VnJ+v6ThvvtOJC2JetfZHX/CpNz95CPZffP7CwbwR9xQQuvueWexbMLTCmrPGxCFsxIArnMtLVMxynMbbdB0E0S/DY0P9uIyhHQTnWTGDn7gQEANS5O7DsE2fNOGnH/AP5V4iNAQAODiVpdvK4P9HseOPQpp6+fD03MMR7JqFf+D0dWDT+lUZdPJed2U6866LjVkvfKuvhvfmUBToJfh4Ks4duYgILkFqmR/dpdeWxcymjEwvo8eTwcP8ObHO5FAQg8FEA/jZgbweQo6B0JnATMHd3HyCgCyagwNT/n1jATvixOe8l42yABR/EDlaNQua2wh95hEZAgr/U5BgPXBLw6Zl0zQQlz+cPwFBSg7iF61L6PW9Z+29RYAYenuwyndPRr/HzG0Dg9Aalvam7i3R/p/3zq24BBDvKBhBWiegswIBg+ZHQBQbQ72kAsLcJ7Nx9gAD0BiawAYObhH+h/SyIBd+OvgvqquFl7WRxLVgAFmllKj+xBAYC0LUc/yI/4TsBGb8gYLjBUTp8OfQ+FBo+MsqRySJ+EuAw620DArd0BRIJiJJFgjzJMqdPp0vxuQUY8PtWOOFdSDsnwLiAKyNtDACJCYSJQetRgVIOlOOAHMe73B1YfW18Rfi3IIBFmGJMSyWhZz+HaW6YGhulNZygJZPm3tkzwhGLcM5HLI4Ybhokpw8LYUN6DliDgsJNSJ4tWchFAqIlC1nQ3QwG9onuBFZXAIF3o46JxfQx1ORWgKXjPSsbTX5gqiaNYUvB3wmmxF8GgissQEpBOY6+FoUZBt85ENiUWhZyXfiDkcwqMoUFrZG0SfZbw1pSxue6S6pglxe7fOHZ0H+39yTWshTOay4L2hWanJ9bvSgAlP1LaVoK/yLM/NvvHHRcv9lNFCNdu1QPT4l/FX7hN3WZ+Ae0yWbkp0u3unL9lnfQTZXylMbw4l7cO+heQ0f9DxMEXtyLe3E3uxcQeHEv7lPcyerrvU96IkT+IYD/H4B/9LbT8hruV+DdTj/w7ufhXU8/8MHm4X+iqp+XA+8CBABARH5EVb/6bafjue5dTz/w7ufhXU8/8Hby8NIdeHEv7lPcvYDAi3txn+LunkDgO992Al7TvevpB979PLzr6QfeQh7uxibw4l7ci3s77p6YwIt7cS/uLbi3DgIi8htE5CdF5KdE5MNvOz23OhH5ORH52yLyYyLyIz3sc0Xkh0Tk7/Xj//htp9OciPxJEfkFEflxCtumV0S+rdfJT4rI/+btpDq6TR7+oIj8g14PPyYiv4mu3VUeROSLROQ/EZGPiMhPiMi/3cPfbj2str76ZP0AHAB+GsCXAngPwH8J4CveZpqekPafA/ArUti/D+DD3f9hAP/e204npe3XAfg1AH78WnoBfEWvi08D8CW9jo47zcMfBPB/Xtx7d3kA8CEAv6b7PxvA3+3pfKv18LaZwNcA+ClV/RlV/QSA7wXw9W85Ta/jvh7Ad3f/dwP4199eUqJT1f8UwC+m4F16vx7A96rqP1PVnwXwU2h19VbdJg87d3d5UNWPqerf7P5/CuAjAL4Ab7ke3jYIfAGA/4bOP9rD3gWnAP6iiPyoiHxLD/t8Vf0Y0CocwK98a6m7ze3S+67Vy7eKyN/q3QWj0nedBxH5YgC/GsBfw1uuh7cNAqtvn96V4YqvVdVfA+A3AvhdIvLr3naC3qB7l+rljwP4FwF8FYCPAfijPfxu8yAinwXg+wH8HlX9pUu3LsLeeB7eNgh8FMAX0fkXAvj5t5SWJzlV/fl+/AUAfxaNpn1cRD4EAP34C28vhTe5XXrfmXpR1Y+r6qmqFcCfwKDLd5kHEXmFBgB/SlX/wx78VuvhbYPA3wDwZSLyJSLyHoBvAPADbzlNV52IfKaIfLb5AfxrAH4cLe3f1G/7JgB/7u2k8Ga3S+8PAPgGEfk0EfkSAF8G4K+/hfRddSY83f1mtHoA7jAP0pb7+S4AH1HV76BLb7ce7sDi+5vQrKQ/DeAPvO303JjmL0Wz2v6XAH7C0g3gnwPwlwH8vX783LedVkrz96DR5ffRNMw3X0ovgD/Q6+QnAfzGt53+C3n4DwD8bQB/qwvNh+41DwD+Z2h0/m8B+LH++01vux5eZgy+uBf3Ke7ednfgxb24F/eW3QsIvLgX9ynuXkDgxb24T3H3AgIv7sV9irsXEHhxL+5T3L2AwIt7cZ/i7gUEXtyL+xR3LyDw4l7cp7j7/wOaPvD43ZcfUgAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -613,7 +488,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -625,7 +500,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -637,7 +512,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbRklEQVR4nO2df8wlV3nfP9+1wVIBKXbAlmU79Ro5UW1ULQQ5lSgo/RFwrCoLlUgXRchqURckWwIplWqD1KL+laYx+aeCyBFW3YrauCUEC5EGy0LhnwSwiTE2xngNDl68shtS1bSJknrfp3/cmb1nZs6ZO/fXzrw738+r+87Mc87MPHPvPd/znDPnzlFEYIyZL0fGdsAYMy4WAWNmjkXAmJljETBm5lgEjJk5FgFjZs7eREDSzZKelnRK0h37Oo8xZju0j3ECki4Cvgf8EnAa+Abwvoj4zs5PZozZin1FAjcBpyLi+xHxN8D9wPE9ncsYswUX7+m4VwHPJ9ungV8oZZZ0CIctqrVsU7qkQ3ip5kLhzyPiDW3jvkQgVzIa335JJ4GTezr/njmCuAi4uFqKxeXVL4jWdpreTLuQREEs3pvFxx+da4vCem7b7IE/yxn3JQKngWuS7auBF9IMEXE3cDcc1kjAmAuDffUJfAO4XtJRSa8GTgAP7ulcxpgt2EskEBGvSLod+EPgIuCeiHhyH+cyxmzHvpoDRMSXgC/t6/jGmN3gEYPGzByLwEb092Pme8Xj3JoxU2JvzYELmyA4QBwQCKHMbb/S7cL0luGFTX3jdJNUc/6wCGzMAcHZ6qtcf6EPesYHzAO1ttSIi9oFP922KIyFRWBjAjibfG0v1AFA6yC648TWEQIzBhaBrVgIwXLdLFhV0EsF34IwBu4Y3Jo51/wp3QigudWXXvr9xVSoI5wj5KOdw41FwOyQdYUgl3dKBUx0BaC9nJK/m+HmgNkxOSFIewTSHoJSM2HsZkEqSErEa+lX17vDGw1aBMyOSOv5/j6Avq2mEMD5LVxpzd4u/M3mizpikP6S9HBhETA7IBfK99Xm6946pOdY29Iu+F1bKnDR8q15HZzLdZiwCJgdsUoI1r1jkB4nWtupvZ13KHVxbxf4dlq9XdvqCGDpb1mmDocYWATMlqQ15arC2Nc/0N6/ZG8fr+9cQ7b6Cn5uWefqRgDNq5tC38YwLAJmR/QV1L7+gXxAvW7tXhahftvqQt+8p7EqAjiMQmARMFuQ3kJr24eH/t0egs3D++760DEK6vzP5et2CK66umkLAGwxTkDSNZK+IukpSU9K+nBl/7ikH0l6rHrdsjt3zXRYCoAaYlC63796DIFQjwC0z5G+jjTWl0c6ghr39ZcvdV6q8qYvtdZz13yE5XMVS+/JtNkmEngF+PWI+Kak1wGPSnqoSvvtiPit7d0zU6f/K75uZ+CqI+dt3aZArgbvT2+vl46Z/kBsEb8c/l9FbCwCEXEGOFOt/0TSUyweNW4uaNK2cq5WrvMMvStQOn7/drng97X32/6XzlP2od0PsPrqpt8vsJNhw5KuBd4MfK0y3S7pcUn3SLp0F+cwU6BPAJopQwtVfyzRzqfG/9Se+qGsf81QvS+93NQoH6+7vXw/pt4k2FoEJL0W+BzwkYh4GfgU8EbgGItI4a7CficlPSLpkW19MOeDVe3dpj1fWNc9X3N9VeHP+9bMr4xtVQFv9lf0FfxV/k2TreYilPQq4IvAH0bEJzLp1wJfjIg3rTjOdGMlQ/PL3tyu0/Ohd3T+5ycgyY0JaC7Lt/LS1G2aB+m5SudZ+Jr2C7SfGhUcZNIOCF5hAjwaEW9tG7e5OyDg08BTqQBIujLJ9h7giU3PYcamP+yt83RH1vUVtiHh/1ABaPvV9XnpYX5fGjn67nTk34e+iKDUZJoa29wdeBvwfuDbkh6rbB8F3ifpGAsJfA744BbnMKOSq/2b630/sqk7xUrDgYb7UFq2f7SULhmU3s616ji5DsF0vc7bTFMn15TYy9Tkazvh5sAEEem8grkavm/cfTfUr4Wga+/+BqAtMqXaO3fe1L/+9H6RyB2jvo58cyDfFFjYF82Bs4xMtjngEYOmQC7MrpelDrbUBs3bY301YSktV3BT38p5hrT/8yLRFx10vW2uq2gHEb3vwXhYBEyGUrt4sRz6I5sFSwFI//efu7SdtrVTP5t5u7X30CihXxj6PK5/TZAXiPS9tAiYQ0E9hHZI+L2qOVCuN1eNFmyG6rkCvyp0HxoltGv/clTQ7706aUvha/s/HSwCJkM3Elhd+6fL3JOBhgpA24e2NR+ldAP2/Lo69lLzhoy9T9KiKuzdtGX0Ms0mgUXAtEgL2JFzliGhfyoUzecIwnoCUPInHxH0RwDtKxjSBMgJXzO4z4X8pSvrRgMWATNpuiP/VofYbVsuEqiP3b5dOLxQdGv75hDdYRFAzu9206IrDLWlHNeUmgL1e7EQ1eWPjqYjBBYBk6FdwNZpZ9db7d/XwWZf/FIk0L570fZtud0VsuVxc1GAknXOWeq0+lZgu8CX7wxE4u8UxwxYBEyLfJu7md7M321nt+m7/ZdPaxfwXBQwxL/VkULzOO0mQFsQ6ly5TsG+KKApAKX3aRwsAiah1PbO17CLtVxat+3cPU67GJXOlfOtXbv3RQB96asEICcU3SNHy5Y7TzSOKYIjUEUUY2MRMAnLL/7QUDu/3R8RlIPhfMjePfbwKGWYj7njd9PSAr+s6Wt7/b5FponQ9teRgJk0fYW/L9RO8zRvjg1v/eba+u0f4uT8LNfCfUQxV7tjU+fWmnly9Emc6PaTjI9FwCS0a6t8rZVvApS282F/vqiUmiPNtL4hvf3NiX7KorAuSwHJNxfS93n8DkKLgGmR7wzrtrO7W83as7nP8qveHFHflYimCOSbJX1NghzrFO205o9EcJo/eFrvpmb+fRy/+C+wCJiK/nZ2uZMtZ8uLQZP6Z8a5XLmIoNSW3rzmX3qxuxigPnMu/onM+zoFLALmHN0hue3Qu5m7bGsXqsgUgmU+NfZpy00pMugThrwXQ2j2AJSuZxOmKQBgETDnaEcBq9reffZS/R5FIVjmHVbA+33KH30TdhMjNN/HZj/B+I2CrURA0nPAT1g8LeGViHirpMuAzwLXsniy0K9GxP/azk1zfuh7UAc9tj57sxjlhSA9RrnGL/14qHmuvAd9XuZr/3bqunKQ82ua0cAuHjn+DyLiWPLEkjuAhyPieuDhattMnmZt3B0oM6SDLnfM7nG6YX47va9PoO+8q/MMGbVf7vYbUmun17i05P5PhZ3MO9DiOHBvtX4v8O49nMPshVyhbKetW/iGCkF/QS8XmyEFakjTIkck/5e29QP4UgQwDTHYVgQC+LKkRyWdrGxXVLMT1bMUXZ7b0fMOTInmrbjVnW/ltPxQ2+E1fnkAUv6V/l+nsK9XkNu5+x+GUrY116cSFWzbMfi2iHhB0uXAQ5K+O3THiLgbuBvwg0YnQV8E0L9fVyLqwbN1Snm9+eu7fBOkJErL/+1HdaTnal9jud9gveK4+ivb/C1lu0NwOmwVCUTEC9XyJeDzwE3Ai/XcA9XypW2dNPumHQHUtm4t3/1rHyfdP2fLRwTlPohV0QjJcfLX1U9kl5G1r/swlFX2aYjBNpOPvKaajRhJrwHeyWKikQeBW6tstwJf2NZJcz5ofzn7i3t/Ic3/Tj+/X+lYueZBad92eum6UjZrEJQbAvnC3X0f2vnHF4JtmgNXAJ9fTETExcB/jYj/IekbwAOSPgD8EHjv9m6a/bL8Qqat7Gba0GPAchBQJIF6+zilADwvKuWmQLrMPdYjd/xlh1/X61Ws23KtmyvT/PEQ4MlHDMBFiItRtYSLq2VfoLjqi7ysO6O13V2mhbcrSKUmxNKWfn3S3vumvbvejVia27kaO+d32oTopi+eRHRAcLZ6HUC1DM5yHp8rsNu5CM2FSLteHOO89fZQW3v/oVFMLi0X9JcLfboeRcGhJ33dfob9YBEwCblbYX0DZ8b4AvfdRkzz9KevZlUUkdb0q8SDwj7jCwBYBAy5IrGOGOyCde67p2m5voP21naFP7K1dp8A5Jom7fcvWmnjYhEwLfpC1ZJt95RC+nwxzhX0zW7F5QtmZF59AhCd/8v8pWbFeFgEZs+QDr5VBb//y1w+w9BCUBorkB49nzas+Of8SAt7N+8qASg3A7q2sbEImAy5CTLOTwSwmr6xAnlBKN2rH8b6EUA51K+bAdMRALAImJX093pvf8zhDCu+/YJQph2ql1LXFYDy8aYiBBYB00Nfr3ff+vlj6Mi7IT0LNc22ezcSWF8A+o41PhYBw3LATdDtvKoZv8Av6A4Y6grBOs2EdegXhJIAdPsULALmkNANWUsdaOsdcRO6Tx3e5BjlrTbLa++LApZ9BP1NgOn1A6RYBEyBtAW8beFfdZ5VlIb+pL8lWC8KKNtqn/Kdesv1xXLVOIHmEfoirfGwCJgMuS9yf0fX/uj7kVEzz7D+gaG/eWhHA21r7jcKpfeteYxNnk20TywCpkX+C99MO19f4iG1d1+Q3xWFIY2AdDsN+vPvR7mZ0B9NTAeLgCnQ/CL33egaTxT6RgquE/7naBbqZbfpqlq/aetGC+318bEImAxDv+i7OMdQ2rV5WQBWdQDmf4I0rFB3a/pVAlDKPx02fqiIpJ9jMb9AzXXAvwF+CviXwP+s7B+NiC9teh5zPml/kdVY787Np2y+7vHWucPQ3r89Q9FQ/8u25ZTipWbO0GV6tK49zbF4dsBiOTUh2MlDRSRdBPwI+AXgnwP/JyJ+a439p/WuzAohLgKOII5Uy8V2aXhu91mEuWU3nF5dg6ZjAI5k1xf+Lddz5+LcGfPn639+4Kqavl/Y8s8NOCB4hQPOspinZzSyDxXZ1TRk/wh4NiL+rHrcmDnELGr8XA2fRgQpauUh2W9Ix1m7DkiP0xdttNdL5y0JQC5f2dbtHSk3IZp5D6ifJjRFdtUncAK4L9m+XdLjku6RdOmOzmHOO0Nqwnbh6RamYb3p/e3r4bX1MDFovg5ar4UtWi/OPQps+Ziw5SPDmrY6b5o2VbYWAUmvBn4F+G+V6VPAG4FjwBngrsJ+nnxkMpQLcMnWDe/TZdtWKuTtQltKW1X75tZXiUH+tWy/14W+XcjPFtJygrDM073O6bB1n4Ck48BtEfHOTNq1wBcj4k0rjjHdd+iCp25zL/sEluur2/75GYcgHwXUy3boHMmxjlDuE2j3B6QTeuSij1W2tPAftGwHnfzdfobltZabCpP6au+tT+B9JE0BSVfW05AB72ExF4E5ZAR1ka7X8svlHYPcl31VMyBdts9c23P9DYv15p2KXM1fspUK/wHLwt5dL0dAues4PGw7NfnfAn4J+GBi/k1Jx1i8K8+10syEqYt1swCVBWCVEGz28I0+Aei7PVnbhxX+7quu+Q8625HkuRDZSgQi4i+Bn27Z3r+VR2ZEmoVqKQolAcjtWccPfQJQSlslACUhaBd8aBfy7nj9NLxvCkAkHYTNSOHCxCMGTYa08NTbTXt/rb7q1c6fWlZHD0P8XiUM0VlvCsCyc3B6g3t2jUXAVJQKWe6x2aXaPc79lfO1j9ncv5xePq86Preva9grFYDl7cILn10NFjIXHM2wfBF8l5sDeVu+8PbP1tPX/Cg1Der91n0tC3xXAC7s2j/FkYDpBOR0Cmm78JaiglzhLglAf1NhvWXpeppnbob/JR/mJQBgETBF8gUzPya/zza0cK/TdMjtu+rVvbZoLOsoYF4CABYBA5Rq/lKBS//n0sv79QkD5466bs2fv578Kx8FpLcB54f7BExF0BweVG/nCsYyR72e65zLt/27Bbo5YhAWddMBwRHEQbW9jESWtgPqcQrQHvHXFZ70dt8c7wKUsAgYoFms6+11CkVOArrr0crR3kuVF/Xw4HoYc996faRSwV8KRFcQziYCMF8sArOnWSMvx+bXr1yfQHO/3LHKeYZ4osqThSCQiII4ck4kovE8gZIQ5AQgjRyMRcCwDJ+XscBy3F9fG36//izOdJalKBxJlvWPnLp+NkcCLo93/vw/XFgETMKyoATp8NyxC04awrejhDS93elnhmARMC1ybfkpkUYJB4nNbIpFwBQ4DAXrMPg4fTxOwJiZYxEwZuasFIHqYaEvSXoisV0m6SFJz1TLS5O0OyWdkvS0pHfty3FjzG4YEgn8J+Dmlu0O4OGIuB54uNpG0g0snjx8Y7XPJ6s5CYwxE2WlCETEV4G/aJmPA/dW6/cC707s90fEX0fED4BTwE27cdUYsw827RO4on6YaLW8vLJfBTyf5Dtd2YwxE2XXtwhz0w9l7+NIOgmc3PH5jTFrsmkk8KKkK2HxiHHgpcp+GrgmyXc18ELuABFxd0S8NfccdGPM+WNTEXgQuLVavxX4QmI/IekSSUeB64Gvb+eiMWafrGwOSLoP+EXg9ZJOA/8W+A3gAUkfAH4IvBcgIp6U9ADwHeAVFjMTTXcSNmPMbqYm39oJT0NmzPkgOw2ZRwwaM3MsAsbMHIuAMTPHImDMzLEIGDNzLALGzByLgDEzxyJgzMyxCBgzcywCxswci4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzNl08pH/IOm7kh6X9HlJP1XZr5X0V5Ieq16/s0ffjTE7YNPJRx4C3hQRfxf4HnBnkvZsRByrXh/ajZvGmH2x0eQjEfHliHil2vwTFk8VNsYcQnbRJ/AvgD9Ito9K+lNJfyTp7aWdJJ2U9IikR3bggzFmQ7aafETSx1g8VfgzlekM8DMR8WNJPw/8vqQbI+Ll9r4RcTdwd3UcP2jUmJHYOBKQdCvwT4Bfi+qRxdUchD+u1h8FngV+dheOGmP2w0YiIOlm4F8DvxIRf5nY31DPQizpOhaTj3x/F44aY/bDppOP3AlcAjwkCeBPqjsB7wD+naRXgLPAhyKiPaOxMWZCePIRY+aDJx8xxnSxCBgzcywCxswci4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzLEIGDNzLALGzByLgDEzxyJgzMyxCBgzcywCxsycTecd+LikHyXzC9ySpN0p6ZSkpyW9a1+OG2N2w6bzDgD8djK/wJcAJN0AnABurPb5ZP24MWPMNNlo3oEejgP3Vw8c/QFwCrhpC/+MMXtmmz6B26tpyO6RdGlluwp4PslzurJ18LwDxkyDTUXgU8AbgWMs5hq4q7Irkzf7/MCIuDsi3pp75pkx5vyxkQhExIsRcTYiDoDfZRnynwauSbJeDbywnYvGmH2y6bwDVyab7wHqOwcPAickXSLpKIt5B76+nYvGmH2y6bwDvyjpGItQ/znggwAR8aSkB4DvsJie7LaIOLsXz40xO8HzDhgzHzzvgDGmi0XAmJljETBm5lgEjJk5FgFjZo5FwJiZYxEwZuZYBIyZORYBY2aORcCYmWMRMGbmWASMmTkWAWNmjkXAmJljETBm5mw678BnkzkHnpP0WGW/VtJfJWm/s0ffjTE7YOWThVjMO/Afgf9cGyLin9Xrku4C/neS/9mIOLYj/4wxe2alCETEVyVdm0uTJOBXgX+4Y7+MMeeJbfsE3g68GBHPJLajkv5U0h9JevuWxzfG7JkhzYE+3gfcl2yfAX4mIn4s6eeB35d0Y0S83N5R0kng5JbnN8ZsycaRgKSLgX8KfLa2VdOP/bhafxR4FvjZ3P6efMSYabBNc+AfA9+NiNO1QdIb6glIJV3HYt6B72/nojFmnwy5RXgf8MfAz0k6LekDVdIJmk0BgHcAj0v6FvDfgQ9FxNDJTI0xI+B5B4yZD553wBjTxSJgzMyxCBgzcywCxswci4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzLEIGDNzLALGzByLgDEzxyJgzMyxCBgzc4Y8VOQaSV+R9JSkJyV9uLJfJukhSc9Uy0uTfe6UdErS05Letc8LMMZsx5BI4BXg1yPi7wB/D7hN0g3AHcDDEXE98HC1TZV2ArgRuBn4ZP3IMWPM9FgpAhFxJiK+Wa3/BHgKuAo4DtxbZbsXeHe1fhy4v3ro6A+AU8BNO/bbGLMj1uoTqCYheTPwNeCKiDgDC6EALq+yXQU8n+x2urIZYybI4HkHJL0W+BzwkYh4eTH5UD5rxtZ5hqDnHTBmGgyKBCS9ioUAfCYifq8yvyjpyir9SuClyn4auCbZ/WrghfYxPe+AMdNgyN0BAZ8GnoqITyRJDwK3Vuu3Al9I7CckXSLpKIu5B76+O5eNMbtkSHPgbcD7gW/XU5ADHwV+A3igmofgh8B7ASLiSUkPAN9hcWfhtog4u2vHjTG7wfMOGDMfPO+AMaaLRcCYmWMRMGbmWASMmTkWAWNmjkXAmJljETBm5lgEjJk5FgFjZo5FwJiZYxEwZuZYBIyZORYBY2aORcCYmWMRMGbmWASMmTkWAWNmjkXAmJkz+JHje+bPgf9bLQ8rr+dw+w+H/xoOu/+w32v42znjJJ4xCCDpkcP8+PHD7j8c/ms47P7DONfg5oAxM8ciYMzMmZII3D22A1ty2P2Hw38Nh91/GOEaJtMnYIwZhylFAsaYERhdBCTdLOlpSack3TG2P0OR9Jykb0t6TNIjle0ySQ9JeqZaXjq2nzWS7pH0kqQnElvRX0l3Vp/J05LeNY7XTQrX8HFJP6o+h8ck3ZKkTeoaJF0j6SuSnpL0pKQPV/ZxP4eIGO0FXAQ8C1wHvBr4FnDDmD6t4ftzwOtbtt8E7qjW7wD+/dh+Jr69A3gL8MQqf4Ebqs/iEuBo9RldNNFr+DjwrzJ5J3cNwJXAW6r11wHfq/wc9XMYOxK4CTgVEd+PiL8B7geOj+zTNhwH7q3W7wXePZ4rTSLiq8BftMwlf48D90fEX0fED4BTLD6rUSlcQ4nJXUNEnImIb1brPwGeAq5i5M9hbBG4Cng+2T5d2Q4DAXxZ0qOSTla2KyLiDCw+cODy0bwbRsnfw/a53C7p8aq5UIfSk74GSdcCbwa+xsifw9gioIztsNyueFtEvAX4ZeA2Se8Y26Edcpg+l08BbwSOAWeAuyr7ZK9B0muBzwEfiYiX+7JmbDu/hrFF4DRwTbJ9NfDCSL6sRUS8UC1fAj7PIkx7UdKVANXypfE8HETJ30PzuUTEixFxNiIOgN9lGS5P8hokvYqFAHwmIn6vMo/6OYwtAt8Arpd0VNKrgRPAgyP7tBJJr5H0unodeCfwBAvfb62y3Qp8YRwPB1Py90HghKRLJB0Frge+PoJ/K6kLT8V7WHwOMMFrkCTg08BTEfGJJGncz2ECPb63sOglfRb42Nj+DPT5Oha9tt8Cnqz9Bn4aeBh4plpeNravic/3sQiX/x+LGuYDff4CH6s+k6eBXx7b/55r+C/At4HHq0Jz5VSvAfj7LML5x4HHqtctY38OHjFozMwZuzlgjBkZi4AxM8ciYMzMsQgYM3MsAsbMHIuAMTPHImDMzLEIGDNz/j9O3N1jt1C/kQAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -649,7 +524,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -661,7 +536,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -673,7 +548,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -685,7 +560,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -697,7 +572,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -709,7 +584,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -724,7 +599,7 @@ "print(np.shape(X_batch_aug))\n", "for i in range(np.size(X_batch_aug, 0)):\n", " plt.figure()\n", - " plt.imshow(X_batch_aug[i])" + " plt.imshow(tf.clip_by_value(X_batch_aug[i], 0.0, 1.0)) # clamp for imshow" ] }, { @@ -739,59 +614,15 @@ "text": [ "tf.Tensor(\n", "[[[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", " [0. 0. 0.]]\n", "\n", " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " ...\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]], shape=(224, 224, 3), dtype=float32)\n" + " [0. 0. 0.]]], shape=(2, 2, 3), dtype=float32)\n" ] } ], "source": [ - "print(X_batch_aug[i])" + "print(X_batch_aug[i, :2, :2])" ] }, { @@ -839,7 +670,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA7k0lEQVR4nO19e+xtR3Xet34/A3Jto+DYps7FLqaYqFAJQyy3Eg2lpUkAtXWoCjVI4AaLl0AJEpViQ9WiIEtJykOVqqAageJEgLFkCBZCBddKmkYK7xDAOA42OObGVzaBpEaNBPXP0z/Omcu6667XzN77nH3u2Z90tGfPzJ5Z8/i+WbPPPmdTKQULFizYXxxs24AFCxZsF4sILFiw51hEYMGCPcciAgsW7DkWEViwYM+xiMCCBXuOyUSAiF5ERPcQ0b1EdP1U9SxYsGAYaIrnBIjoEMCfA/g5AMcBfAHAK0op3xi9sgULFgzCVJ7AVQDuLaV8q5TyIwC3ALh6oroWLFgwAGdNVO4xAN9h58cB/CMr89lnn12e+MQnTmRKDCLayDUaNE/M887m8oSn1X6vX2RaPfeOUTiLqJ972tNaX6ZceV3ruYcHHnjgr0opF8r4qURAa+Ep1hLR6wC8DgDOO+88vPKVr2yupIcQvPOtyRelDTkvpZz8yPMorcbNARopW+MODg5wcHCAw8NDHB4enhKun7POOsuNq7D6pfbdY489ZvZ1ZGdGdOT4aEdL0Fps9dIivPGNb/wLLX6q7cBxAJew86cAeJBnKKXcVEq5spRy5dlnnz2RGQsWLIgwlQh8AcDlRHQZET0ewDUAbp+orgULFgzAJNuBUsqjRPRmAJ8GcAjgg6WUu6aoa8GCBcMw1T0BlFI+BeBTU5W/YMGCcbA8MbhgwZ5jEYEFC/YcOysCU35VFn0dNNYzAtsqf18wl69T547J7glMhZ6B5d/RVmQeVNGO8vre81Z7a/y+wXrIx/tunMe35APyD/HI7/ctWy3MaYxnIwJDGp+5NhKC1qfUPJJ7+aotQz5D+yLCtsVGeyqupS8i4dAevhpKyOhhoRqW9dS47AM/Ne+YOCNEoBWSpJmn27ynCnk4Sm8hu/V0GIe2Qlkk6OkfDVOMlUaeHkGM4lpElY9Zq/1aHC+vjlMPqbPeShZ7IwLayt3z4WW1PoJckX0slK8QPL6CryzRqjjmCrKtexatgsjjtL7rceM927Q6tXxcAMZEb3mzEYFtQCP5wcGBG1ev045eGifrwcGButI/9thjJvGJ6OR5LYcTOyJ576ozFjITNPICeL5eEfCE1Lo2A00EeNgi/hRi0IpZiEB2P9QLbQA0t7+SnZNeEwV+nSwrOnJyHxwcnAxzAahxnPiau6wdOTS3c2wh0CZw66T2CGSJgUbmqNzsloK3YwwhqOfWdmAohpYxCxEAhrlkmT0s73SNnFIA+FEKgbzWI73lCXCiS9efi4HmAVik9ibtlEIwNryV31vRZRlamZagVMh7Ny0E82yQAqDla1kMeRlDx3InRcDqxCiflmZtCaQIeFuCSBA0T6AKgSQmJ7511CaNRWy5Aml9MwdBsGxv2SJ45VmiAPh9MYYQSKGOyo3GY2wR3ykR0CazTPPKlHks8kvi83N+XU9YrsiaGHDC83Z45Pf6T5Lf6pepxSDjsclwJATyuug8s40YgqwQZ8RAgzd+vZiNCGTgkb+1YzQPICMI2rZA8yqs87raS+Jz8nMBsMRAWw1527xtgdcnUZ6poZHbEwKej5ehhbXrp2irJ7LS62jxBiwB2MvtAKBPWMut4/EWSTnZ67/caOe8PE8UIk9AegGaEHAB4G2yXOOxJvfY7mYPLCGI2pkRBK+PanyWrFEbNAHQvIEeyG1GbzmzEIGWSeuR3yK+jNNWfW3153951SsCnicgCa8Rn5fJPYJaTtRPEnKP6l0/VEiGokfsIi9AO06JyP3XxCEDTQB6+7xbBIjoEgC/A+DvAngMwE2llP9KRO8A8FoA311nfVtZ/beAi0wHyIlpKWtURj32CIFXRiQG1VbrOusjyV4FoD5voAmC7Atrwmx6xffGyCJ45A3w62V5LWF57RhC5nkULXVYq/62twOPAnhrKeXLRHQegC8R0R3rtPeWUt7VUljrymSdW4ory9I+1haA/xEmv94rS0vndkXXeeACUMlftxa8jbxfrcniTaIxJlgGmgvO03geHtbEMQrLMuWxh/he3/LyM4tWRqAsG3rRLQKllBMATqzDPyCiu7H6q/FJYAlAi5LysEZ8zQvgn6wIaHm43bXeo6Mjk/yRIHBvQBMCWbe3DRgqBGOsmBIa6Xu3Ai1egLWQ9AiENke1cnqFls+nIWI9yj0BInoqgOcA+ByA5wF4MxG9GsAXsfIW/joqI9sIueLz6600fq0lBp4oWCKgkTyK4xOYiE4RAs3GqL+kEGiCo/WN7O9NrfoRpFegbQ2ircCQbUArIgGV9UVxkW1jEZ9jsAgQ0bkAbgPwllLKI0T0PgDvBFDWx3cDeI1y3cn3DpxzzjmpBkUTu8HmZvLXoyQ5D1vEt0SATwKtXA+V/DxcbzRa9UYTZ2wh8MS4wlt5IwEYUwR6twIWPNe/h/xePUNtHyQCRPQ4rATgQ6WUjwFAKeUhlv5+AJ/Uri2l3ATgJgC48MILN7YEaW689aiwFAPNk7DK1cL1qIlABG2CVNLLrxp53XWCSIK3bA2m8BKirY5GkFYRyIqB5VWOgSz5e+rb+naAVlZ/AMDdpZT3sPiLy+p+AQC8FMDXo7K0/Z1S32iDo5FF8wy4IMgtQL1WhiMx0AgG4OSNPu9Yr+c2Ajjtq0bZLs3jkH0ZCcSYQuDtlfkx+9Ha0CoQcn55cbItMs7rV60vWvt2bFEe4gk8D8CrAHyNiL6yjnsbgFcQ0RVYbQfuB/D6qCBJLi/fFIg6VJtEklxjDIolJBa5tTyZeK19losu26ylZ8uVcZIA2tF7FoLnHRq2PDZtnDPiIMvV6vTSW+fTEG4M+XbgjwD1nYM78a6BLPG1QbEEIOueWauZtWpkRaF6B9pDSPKegWeb9Fqs85aJZwmJ1o/1GD0LYRHaS/ME3SK+lycjBBxenjFX9xbM4onBucBT4bE8AF6H5dZWSCGQH741aPEOPNu0Sd3TXo8UngDw+mo4ehZCu0bW54U1L4DblTlqNlk2aBhy3VDx2BkR8AYqc7QQrdj1GK3wmdVfrnYW+WW51kdb9bVrtBuH0i4rLiJslgCWuGj9Zn3z4dXXIwLSHtl/WQHIeAEt83DTHsHOiMDUyOzFWrYEmXq0MIdHfuDUG4Iyrp5rcfwXjFGf9Lq9UXm1fZYN8psPeSzl1Julsh7r3PLyLFJnBaEFc9sSzEYEeifWVJCi0CoA1gTXypVlW+5+D9Gt66SdmdVOIuNteWTJTPjoGQivj7Pnsi2tgmChxcXX8mYFYeiWYDYikMG2hGIMD0CWZU0EXh6ffJwILWKgxXHXOmtzJAhZ9IiC9zxEhuBZEYhIH9nPy/LqsbANLwDYIRHQ9oJji4K1+stJUOvO3B/g4cwEleSXR08MWj0BS9y8bUCP+5v1LiKBkfc/eglv1WuR3wpLWOTneWWfZ+2O+moIF2YjAtlGeJ2fhefqR3lrfT3egbdCcGiTEsAp+2JguCfA69ImndaWlslnrfaawHjXex+ZXysjimslvzUHrXIj4mc9oqkwGxHIQPMGrPReaKTvEQDNtpbBtdo6tieQtSkSgKjvLa+iXttqR1YErHjZjhbyl1JOEVmtjmgBkGKQXSCmwM6IgDXhxhIDb6JYgxSt+tlJHrVH++8AYBxPoAU9pJXXW0Jg5dW8AW1FbhEArT3SG7DIr21FWs5lWRlbx1pYLMxGBHq2A2Os/BqkF2C5ehkBkNBslhPEahcXgzE9Ae3D/9pc2i4ncMuWwBKCaEJLQo4lAt6qr5FfKzdDeC1t2x5AxWxEIANv4vV6BJnOHyIAUV4PnhgA03oCnli1QhOCWkcLSXk52opslZFJtzwAHsf71BIBi/CyH7QtUY/9Y3gDOyMCWQEY4h1og2nt4Wpci1sobdZcQi+9xo3xVSHfXmiQj+hKeLZn82fEwBKClnsIGUjS87rrh9+UjYifXf17yS9tHyIEsxGBnu2APO9dWTPwvIHWc2t18+zk11vkb9kW1HI8MfAmaMsWgMdrZcu+tbYQ0app2RLBWv29NmSI3zLmLfZabejFbEQggxYBGMM7qPvjzIQeSwCsNvC4sT0BSwx6Vu4sWtz41m1Utg5enrX6SwGVhPfEwBvzXs9mCuyMCAwVgCGi4A1Qz5Yg4xZaAsAxRAwA/1d58jyz+mvnmb4eIgi9ZXJ4W4GI/L2Eb1kMpsYsRMByvay82fNMmVEeSVZ57RCPQJav2WYJhOfyyyfrZJz1D8WeKHjuuUznfdWzwnnX9K6YkZBbW4Es+bXjnInPMfQ/Bu8H8AMARwAeLaVcSUTnA/gogKdi9c9CLy+Jfxtu6ZAeIbD2edXll+d8K2Ctaj0CYJFHq8NaXa1zidpeXrbnhbSEtUk8lss+1D3epGsd7e8j4s9BFA7iLCH+WSnlilLKlevz6wHcWUq5HMCd6/MQlhoP/dSyI0jyt3zk9ZlzK86zRabXcLZ/ZV+3hjP9HOXR7NLSo+uybR0L1oqfTc/kHTL/hmCK7cDVAF6wDt8M4A8A/OrQQltWf+s8mhw9nZz1AKy0Wq9Xpmandoxs1DyDer0W5nm0NC/eWuG99lhekNVPU8Drm97ypt4GDO2XoSJQAHyGiAqA/15WfyP+5LL+t+FSygkiuki7kNh7B84999ywYyKSZ+N6twQ1XparTRrrnE8Ey8bsgHqrSQTPVo/0LS5+RnAte7y4KYWglaAWwbPt3/Y2oGKoCDyvlPLgmuh3ENGfZS8s7L0DF110UWkVgdY4yxPwyG/9A0/L6m+da/VnwMvyro0mZ0T46LwlX+QVWMKpxWW9glbByLY3StPyZUSiRbzHxiARKKU8uD4+TEQfB3AVgIdo/e4BIroYwMNRORlX3dtT9sZxRPsyXk7vedYL0CaJnPxSvDKwtgLeuWWPBo1IsiyZP2OLtF07H4Le9vG4TXgDU3lB3TcGiegcWr2NGER0DoCfx+pFI7cDuHad7VoAn0iW534yeby8PE7CE4D6QxotT+t55HVYAuSJUkYMpEuvnWf6TcZ5Y2KlaWM+1nkrhpAqe60U7YwXt2kM8QSeDODj60E4C8CHSyn/g4i+AOBWIroOwAMAXpYpLDOYLd6ATLNW1gqPvPyZcX5966rqubk1zOO57dKb8MTA6wdrpc/ESbuseMsjiOrwzjflFfSgdUW3ruUYIm6tGPLykW8BeLYS/z0AL2wtL9voDOG9tMzq0bIlGDJBh0weaauGaHKNRXTPfsuF5vVmyB8JQyu42Gfddi+s5W89avZFGEMsZvHEIDCOCETp1oBlPvIXZN6q53kscvJlJoS8XhOmTJuj1cYShahdVj7LIxiL/J4Y7wvGaPMsRKB1b9ezdchMbIv8wKmP1HoTUZYr87USf0xYfZBJz6z0XliW4fURz9tC/m0IQe+qv+mx9zALEQDa3Zoez8ETGz4ocvWXq27rZJRp1iTIeAGaN5D1CqL+kf3hpWeR8QYy4jk0rLWttx2txI0Iv0nXX8POikDrNV5eTZ25214FoZaRnahWmhQCboMMW/a2xEft165tHY/I/rFW+Ll4AVp7s6t8rxcwVft2WgRaruVeQDQw9bweuUeQdVmtc26LFAVuh9UGKU5yYmgTJUOQnv63yG6Rg9uX8QR6yb/tLYKGZTuQwFgdEZXjrVBauB7l04MZwmvnkvjSVZb2WeVo2xOrvUNde0tYPLszcRmitwjBEPK32KudDyV51MdTYhYiIMmwjTqsyeN9K1Dz83OtDDk5tYnU0wdZIdBssMqxrs3aYxHJ6rvM6p/xDrR2anFjewUZkkcC4W0bPIzFmVmIADC96rVMZAn+hxwR+bU4eS4/Wds10me9gCiuFd7k9yZ3lvStK362ra1tGdLuqV39sQRtb0Sg1pEhXnbi1DJb43ohxSC7um1rDzrGftxzubW4SCQsm1r6JNomeNdk7N00ZiMC8rHcIfAGWQqBJgzaai0HJ9patLrcrdAEoFUcJKIJWCerd0+iNzzm0SM7h0U8b7Fo3ba1CAS3ycIUIjELESCiJhHo7SiN/Dysncv4TFvGgtfODMEyiFY0SXx+HtmaieNlSSKPHed5ARnij0X+IV7Z2IsJMBMRAGJPQNt7Z8E7OxICHu4RgRabImj1eeTLhL39tla/zJtdZS17tXRJXBn20rxronsLvJ3eZyxscivWgtmIQMYVzSDaCtSjFeZxWr4x9ri8rmwbeFuiVTgrMNa2xfIGeN1WHT0CLT9afDYu67lIm8cifbZPpTcwVn/2YBYi0LodkIi8BOkJ1GOLOETeQO/+U7tWuujZ+rJxvJ7INdXyaP2pXefVW22zyGx9orxaumxLNFZTegVZkeBpU2MWIgD03RjMEksjez1m07J19JBTmxSZcr3yo2t4+d7qr+Wx+t07t8qf4uOV7fVDhvAtYhC5/3PZHnSLABH9NFbvF6h4GoD/BOAnALwWwHfX8W8rpXwqKKtZBKwOjNztoYKg1aGtNq22R8TPiIFWlgZpIy876jfLC+iJs4ia/ZclL18WtT0auT1B6Nn2zIHwGob8qcg9AK4AACI6BPCXAD4O4JcAvLeU8q6W8lq/HbBI5LnSHsmzR2tFzAqBtD0SFCtOa18LorIzeYb2Zy1bErr+bDsiPReSjHB4L16Vgh95OUMg51Bm4ZgSY20HXgjgvlLKX/R2VlYEIhJZcRWZFcubtNqK2DOQFvl7vYteZMYr41VlwjIOwEly8peiakLAf7uhkb6W5RE/evGqFABpa48waPPEC28DY4nANQA+ws7fTESvBvBFAG8twWvIstsBTQCyqyqP5+EM4TWvgxOTewiyTn7O81jt8MQhIwS9k6lHDLwV1Dvn5VQB0MjPSV/DPM37E1jvjcsWmS3Ce0KgYdukbsVgESCixwP41wBuWEe9D8A7AZT18d0AXqNcd/LlI0960pNSzwlEAuCdi7rVYxQX2eaRlE9UTwA88suwV0/vCp9Z7TxiyzgvD4CTRH7sscdOIz8nfiW9FidFQXoWgP/iVWmT58lk+9bCnDyAijE8gRcD+HIp5SEAqEcAIKL3A/ikdlFhLx+59NJLS8vDQj0rKbPplGNLnLRHI77nFWjtiUje40J6EysifnYFjMie+fCVvx55mL9NWYoC70PpDdSjFAP5F3FaH/TMhQjeWJ0p9wReAbYVoPWLR9anL8XqXQQhWkWAh6OVVCKa6FnVn+IGz1QrQ9Yr0uKsNP45ODgISS/zcNe9kl0jPg9zEktvAIApBl6bMu2O0LKqt3itm8DQV5P/HQA/B+D1LPo3iegKrLYD94s0r6xUeuuNlsx9gWxYli2RtSGqIyrbi4tEz6tfO0ZpGvllnHUuV2hLDDjh+XntA360PAktzuqTbN94GLJd3TSGvobsbwH8pIh7VWs5dZCSdZ4WHuoye4QcMtiea78peO2RYYv8lgBIgtewFqelSy+Ak1WSXnoBlhjwMP9DGCkA1ph4QjA2tLmzDezcE4MW8bW4OtE4IpL3DL41mJYYjFmXh0x9HsGjc4/gmSMXAekJeB/tph6P42NueRbeyp5dICK0rP67fk9gFLR+RSiJbwmAN3AtgmDZwePkNXxguSBNQfgIrQLgkd8jfhTHhQPAKeQ/OjoKBYBfW+2SosCJL+MyImD1l3XegmjB2AZmIQJywCxExI/SeH2aDVGeDKxBlfHW5IvSPLSsZpLcPJz9SHJ7xNfSAJxGfk8MtPZaTwHWsj3b5b2BKeZF9l5OS3ljYxYiAOQ6l5N7yN34Hg9A1jlkMLyVKEqT9rWGtTo8IfDu+rcSX55LT8myUcaPAeurQq+OnrrHbsMUHsNsRMDzBIYQzlLdrLsnw54tXCAy3whkBSArAi3nEfm9ld/yBGTYO5ciUJ8ZyMISCQ38q8bIu7DqaqmnpawWO6bCLEQg6oiIfJp3oHkLvatmZJdHfOu6euwNRzZmhK/1kxWByBvg24EqBkP+T8Iaozr+8i/jpQhs6lub7GKzacxCBIC+TugZvIj8UXoL6S2RsFbgljSvXVGaVn7mYR+ZL3MT0DqvH/41XoSWFZwLCxcDKQRTIjsmiyewRktHZB7Y8b4h8AgfiUHUhkgkIoJnzyM7ovTWVb9FBDLbBN6uXi9AttN6hoSTXwpBZiEZ42Zcy+KzaeykCGjw7sJm7sxbafzIy5Fkz3oG9aiROxs3FBnCR3E9Xw9a7arHIVsCQCe+PGrCppUh+8tLb8GcPICKWYjA2K5Z5knBniMnfyukiETEj0RhKCxSe4T3BMATAu3aivpVHT9mbPf6gotBPXpCwPNGhOfjyPN546KlRZ7BJjELEQD6G689JMTDcoCyZNfSMm2wPAT5dVjmY+W1+qEF3qoexUVCEIkKF1Tev54Q8Ou0ZwMk4Xm41p/dEki7xvpu3hODbXoFOy8CGWjbgSz5ZZxH8sxk6SG9JwLWw0ky3bIjS2aP5JEARO2o5Oft4EJgEV+OiRyfSnYuBpn+lOTngqX1b+vczS4ymxKGM0IEIm9A1mORPAoPRQvRW0XAirNWOIu8LS6+t2VobQcnP//zD62N9Xr5z0I1r0Z8TxD4tXLuaEKgiYJ3I1pDVgg2gTNCBCQ0Na91aES00mS+7EofeQpDiGNNWt5WLY7bxstqvbMv7/K3tEH2ZyUyYP/zTyUvb4P1tF/kpXl2eVvJ3ntA3rG1nCkxCxHQVoYIGgG8c1lPRgQsIRiyJciQJSIWb6PX/lqf5hlIIlvf6XsikSW61wYe1shveQVVDDLjUcvx7JX96B2HQhOGIWQfKhShCBDRBwH8SwAPl1L+4TrufKzeOfBUrP445OVl/WeiRHQDgOsAHAH45VLKpzOGRA3JDEBGCGpZ3qS14sZAC+E9otX2WWHeX1rfacTWBMATggz5vXjg9P/7084rifkNPf4/Ahni83KkLVMSXvZ5Jq4nzxBkvpj9bQAvEnHXA7izlHI5gDvX5yCiZ2L1z8PPWl/zW7R6J0GIzOqRXWEs8mbLsL4j9z6t5WrXRcTLEJTXk1m5s+07PDzE4eGh2W6rLzL9k7lGq8+yyROtjJfF540W14qI/J5YRvW2ckND6AmUUv6QiJ4qoq8G8IJ1+GYAfwDgV9fxt5RSfgjg20R0L4CrAPxxVE9PJ1srfcYDiDo+EhQJeePJ2yp4k9ISIGmHdt8jWsl4WlZgLHJZ/RP1L4/j9kn3X/ap3Cbwz+Hh4WkegFz5q4dhjbN2T0D2qTbPvPmmQSO/DEfXjY3eewJPLus/Ey2lnCCii9bxxwB8luU7vo5zUQfJgueWeUJQy+b1yHqHqmgrLHJ7YmCJAG9/y17WE5usANTx0sgt22mda9DEgMdbosCFQNtCWP89yO3QhFXru6HbhGhO9pQzBGPfGNSsUnuM2HsHLrzwwkEN8pRYWw17P7U8a/+ZgUdyi/iRCMhjJAQW8T0h4Gne6t4S9qB5AVo6b3ONk8foL8s45OIxlgB4ZM8sNHP0BB6i9V+LE9HFAB5exx8HcAnL9xQAD2oFFPbegac//enFa2Sm87WVXytnqAhY0NxU63VXHukzQsDba5HeE4B6tPb03p5fsyUiupeeEdBoq6WRX678mhfAbZBzx9pKSVjbCFmeda7NqyzhxxKGXhG4HcC1AH59ffwEi/8wEb0HwE8BuBzA5zMFetsBIPekXpQ+hghEdvAPJySPGyIAlgjwsCYEtf01LnOzjPdZhZbO0zKQNk6BiFxaG+Sqz6GJglZ+RPwMMvcYxvQMMl8RfgSrm4AXENFxAP8ZK/LfSkTXAXgAwMsAoJRyFxHdCuAbAB4F8KZSylGiDhwe+l8itJBPEwBelzfxxxQBy47s/t8jpycC0k4pCl4/yL7Swt4YcaHxRCgj3D39K4/SPg+RJ6CVNUQMazlafs07yVzXg8y3A68wkl5o5L8RwI0tRkwtAlN5Ai121byyzMy3AfJjkcwiviYEUT18bKJxsWzSbBx7jK3rajw/Ssi28nwR6WX7ZXlWH8r6+LxqFYOxhGAWTwwCmI0IRPl6J6MkYIaI8g48t88jWyQEwOneiFaHNxZenhZBkH01dOx5fm4rh9c2Tkotv9Z2q++yBJX90kL4MYRgFiLAJ7yFTYlA1hPQbIrieHuzqz7PX8MZkllCEPVDTfeO2tjw+rU4i+TZsWuZF1qfW+Vodsu2WnHaCt/ad1abNikEsxABIP9C0ilEwEuT+aQN3rmWxuuKbsjxvDwsy46EoF7Lz7Wv+2S9PbCEgNsg7Znio80dDklgSfSMGMjzlr6zxs2qS+vfsbAzIgC078flT02HegGSSD3hjAjVc3mUdvCwtupqYiDr8oRAhrXxkISvYctOza6pPxZk21rEQPZRa99p/agRvCWuF7MQASL/xmC0wlofSdpeD0Ajn2VTFNey6ltH2TZuF+9TTwy8vuBlRLDIL8+1SbopsnuwVt9IDDwhkOW2rNxDhKAXsxABoO05gehcfrS32WZJ75Gw1ttylGX1Hr0V1krn9Vttlu2WNltjY5HJOx9Cai3vUHGIvBotTeunHk9KxstrxyS9xCxEgCh/Y5CHs5PJWvW1OEsAtEnuiYEVx9usHTNplidgeQXyWqt9FvlbPQLZfll3FmN5BV5/aPZZnoAXzgip1UatPllP5rwXsxABoP/GoIzT8nCCtJJehi3iyzgv7BE+iuN2eOFMmkf67CTmsNoo02R86yf6MxFerlW/7GOvP1u9gJ5+s8qdivgcsxCBrCdQjx7htThv9WsJ82OG+FqaR+xsWK7+Na1l5fUEcQxkV/0hq70mBrLurB2ATfqMKGT6Ltu/LcQfQxRmIQJA+7cDLSJQ44YQP1JnaaeVVqGtIlG4nmvk9wRAEwRLBFrcWM2+FkzhBchx57ZGY5ElvRaX+UR9sUnic8xCBIjaHxvW4oaIgBanpWsD4ImAFucJQOac26KRPeMRRBM0O4FbVlrt2gyRe7wA2Q+ybbyNPaQfg4jaOFlCMKUozEIEgGHfDkTxUq0Bm/heHD9yu7QBaCGHRUIrzvIEtNXeI4L0OCJR6IHXD97qreUZ4gVE4CTURMESfzlnWjwpa95kyD6mN7BzIsDDLSIA9BHfIn+ta+gqaV3vlZshvrcS1nzaBM7U7yFqsySo5kVFxOdxMt0qO+qLzKrvCYJ23rJyWwQfk+wWZiECRH03BrMCkBWBTBq3Jzs42gTMXOtNIp4nWk1lmdoKptXZMvmsVTyTN7OyR2Lg9YHX/xbJvTRLEDTit3gFGSHwwr2YhQgA/q8IhwqAJgL1GBF+bPe4B9qqkSW9LKfXK9Ls4PZ4516eMYmfEQStP6JVPgPNs+JpFmR9m/YCgJmIQNYT6BUATwSio7cd2BVwb4HHWUfPA+pBJADRNa1C1/oZA2OIqYcpBaH35SP/BcC/AvAjAPcB+KVSyt/Q6q/J7wZwz/ryz5ZS3pAxpFUEtLhIKLwB8SZ+RIYhrtgQtGxHLDd1yFGKqzzX6s5OZu0fgy3x4IT2/q/QEgFebutRtmfoAhOFM3lbkfEEfhvAfwPwOyzuDgA3lFIeJaLfAHADVu8dAID7SilXtBjR4gnwcK8I1DpluLeDt+UlSPFpsWOoCMiwRvYoTwbyX4f5uUd8jezaH79aIhARn8fJMmW7W+O8cDa9BV0vHymlfIadfhbAvx1kBYbdE8gIgDYps50+Ncl7PQlpl9ZGntbiCXlpcuWX12lkbxGASsyM9yev0whveQD1X4ct0kdxngho59k51isGvRjjnsBrsHovYcVlRPQnAB4B8B9LKf9bu4jYeweOHTs2yT8LyevW9Uo73HMrrgcW2aPyrRW/hYQWxlq5uD0ZAcjayAmt/fW4lq+eS0GwtgIWubNhzeZMnBbfKwZDMEgEiOjtWP2r8IfWUScAXFpK+R4R/QyA3yOiZ5VSHpHXFvbegWc/+9llTBGw8q9tttritdO1TbO1p5zsdRr5NXc8SzIZbiG/JUQ8rUUAuHtew957B2o+KQCaIGhiEHmOWZGw0CrG2vnUwtAtAkR0LVY3DF9Y1j1RVu8g/OE6/CUiug/AMwB8MSpv6m8HrNU02VbXrpb83rWWG+/ZxAnVIwQtEyy7wnmC2yJOUgy0j0Zu7VzbBvC8kQcZnY+FoVuGHnSJABG9CKsbgf+0lPK3LP5CAN8vpRwR0dOwevnItxLlTXZPYIzBslY+mZZFRJKobo0gPNwrcNlJ5nkmWrq0vQW8TVlvwCK7JQTW/JJxXh4N0Zzz+m1TAgD0v3zkBgBPAHDH2oj6VeDzAfwaET0K4AjAG0op388YMvW/DfeKwBikl+Vk3Huv7oj0LULQQvaerVSLVyAJbx05+fhKXsvgYuAJgVVmJAaRNyDbrM09b4w2LQa9Lx/5gJH3NgC3tRpBNP1fjveqdS96V8cWQbCIIuvwJkgr8aPJNpZo8uu1dvK6OME1AbCEQH47EIlBxhvg/S3FmveRJRA7sx2YApsWgYiArWiZ/F7dkSBkVsqWbYGWp5X4vXmjcjSPRxIoKwCWEGTmTDaPPGpjxqHl0foxKwa9mIUIELX/n8CQZ8hlh0sCZsXAWrWja7Lk1+wZg/gcGRGI4lsQ9ZlGfh62iGV5BZYQ8OvHWFy0Y8s82pYAADMRAaDdE+ADmBUEXhYPR+6bZkvNl4E18bNiZNkXbQEyotCyVbDSWjyoHpHS+kH2ieYVeMcxRUDzGnjZnhfgiWKLAAwRhFmIANGwewJZQajlWKvJmOSPVjxLfOS55gXwsLVNyKJ3y9BaRgsscmj9rz1K7BG+Hnlaj1eZmYtaWzi8sWoh/ND+n4UIAOPdE6iD74lAPcqJMQYyQqGRV16bEYaMKEhoZbdgbMIDuq3WVohfA+hPEUoB8ETBujmofTJiUW2TcdV+zSPQ2t173oNZiEDWEwCQGghLCHg5UrmtI6/f6vBo1Zf5LAFoEQavLK1eSxCmxBjlW9sO3u5oDliiIFfuiPAyr7fYcDutNA5PCLPnvZiFCAD5lbOKRSQGmhDUsuSA9noE2RVVy6eRPrva87KisjVMTf4IvfVb2ypvDkjSW2FJ7AzhPa8zIr7nAWxaDGYjAh601c57nlwjvXauCUGtL1JtbldrPksAPK8gS34tLjNJWsRPw5CJOJbHkPUKPAHgcZzg1v0D776C9d8G2phYc2VvtgNZSGJ4rhxg7xczolDrs0SiwiPPmPcaerFpGzKTckxPxBo/b9xLWf0oSRJXxmXyaN6F5SnweckFQoqC1T9TeXA7JQIeeAdFvzrLigI/r2GJyGOwXFiZzsvJpHvehcyvlSGRFbbM9S1pmXQP2rhFY84JrS0g3rmXp35Twc+l51HTqk38242efrHmWAt2XgQ895jnyRA/G5awxMESgF7iW/VpAqCVkfUKMqKh5Y/ivPhsuoYs6a14TxhaRYALgSYA1QYAp+Qdgh7R5thJEZCT2ZtwYxG/1RuIhMELa2V44eiGI7+mZXuQyZsRgJ59bIsYeETn51Fe6xN5B1IEtCcTpftfUfNm2zkFdlIENGgTTU58SxR43kgEZFg7t/JYLveYYesGp3dz0UMkBB7BW9IyZVsYKu6t3oEUAkl8/tHi+U1KInK9AW2xyy46WeysCGiT01uVMoTPxPF479y7Q5/xCGS5Wli71orT+qzV7ddgETsT1s698i0MGc+MCETCwD0A/jk6OjrNC6h18uditPsCLYI91EPYWREA7A6q8RYZLEHgaTJO1uMJQZSWJXqUzxID2WZPCKy4bLrs60y45R5ClAbY4+Qdh4qAFARJfN5W7SYuD3vt08ZNm7dD0PvegXcAeC2A766zva2U8ql12g0ArsPqT0V+uZTy6cFWxjaeDGudwgfEI788jiEC0Uqf9QK0NEsMvKOFlnsF/BoZ7onTymtJiwRSO9bwGGIgXf4qBJbdvE7tmwE5bjIu6oNW9L53AADeW0p5F48gomcCuAbAswD8FID/SUTPKKUcdVvYCGuycBXlxxYx4PFjhFtJL8+rbRHxs4LQKgQeua2jFWeVm4kHYqH20od6Atq9gKOjI9NmWW/0DUE0JkO9ga73Dji4GsAtZfWHo98monsBXAXgj/tNHAcWqXpEQSvHmlzZvX+G9PxckjkSBq0/hsZniZ8RBK2+TFyFNRZe2pQi4NnJr6uegLZliLZxXptbMOSewJuJ6NVY/ZPwW0spfw3gGFYvI6k4vo47DcTeO3DppZcOMKMdHuEiUcjEyWut9My5ZiP3TizSW5MomlhevJYvOmaEQDtviavIiKd2PlQEDg4OTrkXYK3+GRGRc0bOJS3PUPSKwPsAvBNAWR/fjdVLSLQRUq0s7L0DV1555fCWdMITBJ5urejy2hZhyJ5roiAnMA9zIai2W5Ol514Av1YexxSCVhEAbFJ48WN8ZFs9+/iH30+I7LbGaqgQdIlAKeWhGiai9wP45Pr0OIBLWNanAHiw27oByHSqd41HGi/eI/4YXkCN0whvkd/zBni8bE80uSyiR0JgiYAWlxEGCxlyZMgd5eH/bRjVY71bMWOvlz5ECHrfO3BxKeXE+vSlAL6+Dt8O4MNE9B6sbgxeDuDz3da129WcJ0t2z0vg6ZbnMITwWpw1SWvd3rnV3taJ5JG7RSBkmS3nY2CoF+CJWs1zeHh4ylE+XpxZgKZC73sHXkBEV2Dl6t8P4PUAUEq5i4huBfANrF5P9qaygW8GhkyMbOdntw3aiqqlawKQiavxljcQkd/yBjLQPAiP7Jk0rS+GCkHrfJhKBHhfcS/g4ODglLB8dLjVi40EPsKo7x1Y578RwI2thmRdz2x8D3q8BIv01vXZdngCkCG9RX4tLnuu2Zwhv3dutb9FJKy4bPpYIuCVXz0ALgKV/HJLYM0hbTzG8Bp2+onBqdGyJWhNa62bx1tCYJHeWyl6PAJ+rUXybJzV5iGeQmt8K+nlNfWZgKi8Sn754Z6AFADNg/Q8gh7stAhMsT/M1md5AGOLgWeHJQSRe+it+C3egCS4RfxIEGS7ZDhz7rU1k4ePkUb0yBPwXHhLBLz+kAIQeQGTbgc2geyeZtOk92ARO7tVyCK7TYoEQZu4Q0VJI7snBFq6bIcMe3GeXT3pktBZMah9WV+gI4mviUDdBlgiEAmAtHsIZiECQL4hcxICYHoPwJuwUZ5M2ZoHEK3+PF92xffapHkFrW3rJb6Wh7ePp3lCUMku7/rLbwC8Dye8NgZe2hDMRgSif1epP7209kzbRu9WYWh9Y4gBvz4rChrh+bmWt9WWMfL21t3Sr5oAtJBf1qv1vScKQzEbEYgaw12zuRDfQmarYKF1UFsnrLymdyJppM+6+9myh+QbQxABXWSlVwCgSwBqWZonwOuRdo0tBrMQgaqiFojotKer5i4EQJ8HkHH/o3qsyWrdE+gJ87qlO6/FeW2T10aYkvxaeZbI8v7ViJ8RA15mqyc2lmc5CxEA4kcipcvFJ/7cBUHaN2Tl9a5v7ZMxJlJGAMYibZR3qnkQbb24B5DxBur18pzfmGy9VzMEOyECNV17+eQuQrO7x1voFYNoZWldkTLHodjk6u/Vo7VfrvpSADRB0OyXfb0pMZiFCETbgQr5h4+7KgIaeoQhKwZRGUMml+f2Z7cCUZ45CACvzxKC7BbA8gysccim9WIWIgDkPAF5M+ZMEwKJzBaA54vEgO9ho8mTXYUsomfCGfQIw9TQ+kA+/dcqCrUczxuYCrMRgejGoHVzCzjzxQBovyfgXa+l9XoDlmubqbe17DHKHAuyryXxLVHQyF+v91Z4TRDGEohZiABf3a10QBeDOUyITaPlnoCVVsPZO9DWhNP6v5W8Y5SxLfB+yRJfW/15OEP2MQVhFiIA5DwB7U2y+yoEQL8YRP2V3Spk+33I/YDWPNtC6/7fuycgy5zy60FgRiIQeQIa+ResMIVn4MXJ68ZGi2cwB3BRtH4cZBGfH2vYI/8U9wh63zvwUQA/vc7yEwD+ppRyBa3+lfhuAPes0z5bSnlDVEf07QARmV7Agh9jiBjIPC2CMPU4zFkAJPh9gYwXID+W4GbI39tPXe8dKKX8O1bxuwH8H5b/vlLKFa2GtHgCNW7ftwMWsmLg5eH5vAmY6f8hNxp3CZLQkUdQr4nKyZB/iBAPeu8ArVrwcgD/vNuCH9cTpmtfES7egI2Wlb9iyDMHVjkZOyzsiijILUH2vgAPt7r7Y20PDuIsLn4WwEOllG+yuMuI6E+I6H8R0c9mC7Je6qi99lmSfxECH3zCZfNa+TN7XavOyIbW/HNFizfQMy4t12Uw9MbgKwB8hJ2fAHBpKeV7RPQzAH6PiJ5VSnlEXkjs5SPHjh3rujEovYJdnTSbQuuKnPES5NZC1jHFjay5o5X8Ub6p+7DbEyCiswD8GwAfrXGllB+WUr63Dn8JwH0AnqFdX0q5qZRyZSnlyvPPP98kuLcN2LfJNRZ6V5LoOjmxI5yJ45chvrYl2CaGeAL/AsCflVKO1wgiuhDA90spR0T0NKzeO/CtgTaexJniLs4FY64wXKC1oxVX7eCrJ8+/D2Oc8QQyn150vXeglPIBrN4+/BGR/fkAfo2IHsXq1eRvKKV8P2NIy36xZ7+5QEerEMi8HvkzwlBtsH5pt2tC0NLmjGeV+dR/3epF73sHUEr590rcbQBuazUio2RWp+3SBNl1aAIQkd8ThQrpHsu/kttVIWiFdR8gEgD58pJWzOaJQQ9TuEALfoyMNxAJQM+5tkfmf8rB03ZNCIC2G7ByDKQYRAJwRohA9oZTT/qCceGR3IrT4jURkMdd+xcp4PTnV1o8A4v4mhDw/EO2BDshAjV98Qa2D22Ct3ybkxEB+RdduygEFZEASDJzskvi83zaPxn1YudEYMHmYd3pH/qxyK/FzV0INLK3bAd42BICHq55ZR/2YDYi4EF20iII4yNzXwBoIz9/ujMjAjzMBUH7l+k5CkGF9JZ4PId2k7u2KyJ/Pcp7KD2YjQhE9wQ08s91EpyJGEp8Lb5OcD6BNfLzc2C+QuCJaGZbIAXAI7927MUsRCCzslvkn9Mk2DdERI/OrXGXe1z5d/PAfIWgQrs3osHaCmRvnAKn91crZiECQI7M1n5owXTovenHCW+FAZhurDaxqxjMedwj0muQbj9voycK1papFTsjAt5NkDlPijMNLVsCjfz8l6DRuMm/mJfewVy8gR7yafZaAiDzj+0Vz0YEPHj7ogWbgVzhIuJrR/lzcAAnX+edgRQFYJ7bgqw34AkBT5dt4+GhWwFgRiLQ4wksW4LpYZGfhzMeQf0cHR2dDA8dO+1N1duCRvqsEPDtQI3jZUSeLxfHHuyMCNQ8iyewOWTIL8+1bYAkfw17K2H2ExFm05BEbCGnbIuM0/Jl4iPMQgRavh1YVv/pYD0rIMnOwxH5OenlsWccNZGo8dWuTc4Pq796V+UKrw1jbAE4ZiECEaxnBBYxmB6c9PWY8QK4AGRFwBpn6+agdUd9W9C2TlpYomcuy2coLAHPYDYi0LId2PZg7ws0AZBHyyOQHy4AUgTqmB4dHZ1SPxGppOf1aAKwKUGwSNdCxl47+deE2taoBeGzhkR0CRH9PhHdTUR3EdGvrOPPJ6I7iOib6+OT2DU3ENG9RHQPEf1CtlHRR+bnxwXD4d39zwhA5tohH+2pQ/5Nw1AXfAxYginDXlyEsed85oHjRwG8tZTyDwD8YwBvIqJnArgewJ2llMsB3Lk+xzrtGgDPAvAiAL9FROH3QBkRkIKwCMB4kJM1eu6/ZS+sbeMyXl3kZXhCsElBkHVZgmnZ12prr4haCEWglHKilPLldfgHWL1h6BiAqwHcvM52M4BfXIevBnBLWf3p6LcB3AvgKq+OVgFYtgTjQU5QSbCMN5CFdP97xlATBCkEPO9UiLYCHtktcZj6Y6Hpp0e0egnJcwB8DsCTSykn1g04AeCidbZjAL7DLju+jovKXsi/YcgJaq26nhDIcIX01iwB0Ma0dXLLR5E36QVIu71jFLctpG8MEtG5WP1/4FtKKY84ZNQSTmslsfcOXHLJJemvCGt4EYN2eC58z6qSncgW4bNbO63eSv56Y1DeJJTHMeG11ROCqT2BXqQ8ASJ6HFYC8KFSysfW0Q8R0cXr9IsBPLyOPw7gEnb5UwA8KMss7L0DF1xwwXJPYEREk0Su9No+eyohqOGe+wHa6m95KpuGRXJ+tOKiMsf6WMh8O0AAPgDg7lLKe1jS7QCuXYevBfAJFn8NET2BiC7D6t0Dn0/UkyL9QvwfI0t2j/Te694igkUTWvtGJxpTr44WQcjY1wPLPs1ezX4vrUfMZLk9IpDZDjwPwKsAfI2IvrKOexuAXwdwKxFdB+ABAC9bG3IXEd0K4BtYfbPwplLK0WmlMmTIvXgA+e+lMyuQNTm1CRXls+oE7FU/6wVUl56Xzf9/UG4HrH/frWVNiR5PwBvTltV9iNBl3jvwR9D3+QDwQuOaGwHc2GJIVgT2TQCsgfYmWJSeOfakReBjWEmZ2RbUa7W2cCHgnoGsZwxk2tkrBJlVu3elj7AzTwzu2/0Ab6LIPFr+lvSelSuqz0LWM+BtlQIA4BSiSy9Au3aKm4SRB+YJqFUGzxeRfC9F4EyHJJRcdbNCwMMteVvCLe6o9ABqHD9ySLJ6ZcvVnx9b/qsgQkSyVrHMjK0sPyMKPdgpEThTvYCMe+gRr1cUtPNsHp7m5ZfEb7k/kJnU3naA/1X5EG8gS7gWIYjK8Qif9RSymIUIZG8MnmmISB+l8TJkeV66de7ZqMVH10sBkGFv3LXrZHq0HRhCjFZkBSAzxrJcb+zPGBEA8iQ/E8Qgu+JH4iDLs8KeEIzZJmsyStJbq7G3NZBtqHm1bYA8DvEGWjylKTwBK14Tg17MRgT2AUPJ73kCLaLgIeuRta5C1uovtwhWWZ5HkPn0LB4txNqEJ2C1eSh2SgR22QtoIXj05F4tj5ftha10bW/ekp6BtQ3IwquvlhV5A1wIst6AVW9kT+YYlRcRX4vbC09gVwVgLOIPFQIZruA3WzlZa/7sQz0erHsDvC6tbC0/T28RgBbxmVIA5OpvxfHzbFwvZiMCu0pyD1miewLQ+iu+bLr8pkWKgScE1t7dm4it5Um7rXSL8Lz/st5AhuReWuvRi+sVgx70v8VwgQup7tYAevFRWsZT8FaZzDFqXyuygmLFeWLT25ZtIOtteH3Bz4e0cRGBCTHHyccxd/syOBPasG0sIrBgwZ5jEYEFC/YciwgsWLDnWERgwYI9xyICCxbsORYRWLBgz7GIwIIFew6aw/esRPRdAP8XwF9t25YBuAC7bT+w+23YdfuBadvw90opF8rIWYgAABDRF0spV27bjl7suv3A7rdh1+0HttOGZTuwYMGeYxGBBQv2HHMSgZu2bcBA7Lr9wO63YdftB7bQhtncE1iwYMF2MCdPYMGCBVvA1kWAiF5ERPcQ0b1EdP227cmCiO4noq8R0VeI6IvruPOJ6A4i+ub6+KRt21lBRB8kooeJ6OsszrSXiG5Yj8k9RPQL27H6VBhteAcR/eV6HL5CRC9habNqAxFdQkS/T0R3E9FdRPQr6/jtjkPrn1WM+QFwCOA+AE8D8HgAfwrgmdu0qcH2+wFcIOJ+E8D16/D1AH5j23Yy254P4LkAvh7ZC+CZ67F4AoDL1mN0ONM2vAPAf1Dyzq4NAC4G8Nx1+DwAf762c6vjsG1P4CoA95ZSvlVK+RGAWwBcvWWbhuBqADevwzcD+MXtmXIqSil/COD7Itqy92oAt5RSflhK+TaAe7Eaq63CaIOF2bWhlHKilPLldfgHAO4GcAxbHodti8AxAN9h58fXcbuAAuAzRPQlInrdOu7JpZQTwGrAAVy0NetysOzdtXF5MxF9db1dqK70rNtARE8F8BwAn8OWx2HbIqD9w+SufF3xvFLKcwG8GMCbiOj52zZoROzSuLwPwN8HcAWAEwDevY6fbRuI6FwAtwF4SynlES+rEjd6G7YtAscBXMLOnwLgwS3Z0oRSyoPr48MAPo6Vm/YQEV0MAOvjw9uzMAXL3p0Zl1LKQ6WUo1LKYwDejx+7y7NsAxE9DisB+FAp5WPr6K2Ow7ZF4AsALieiy4jo8QCuAXD7lm0KQUTnENF5NQzg5wF8HSvbr11nuxbAJ7ZjYRqWvbcDuIaInkBElwG4HMDnt2BfiEqeNV6K1TgAM2wDrf5a+QMA7i6lvIclbXccZnDH9yVY3SW9D8Dbt21P0uanYXXX9k8B3FXtBvCTAO4E8M318fxt28ps/ghW7vL/w2qFuc6zF8Db12NyD4AXb9t+pw2/C+BrAL66Js3Fc20DgH+ClTv/VQBfWX9esu1xWJ4YXLBgz7Ht7cCCBQu2jEUEFizYcywisGDBnmMRgQUL9hyLCCxYsOdYRGDBgj3HIgILFuw5FhFYsGDP8f8B62Zdoy6VSKoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -851,7 +682,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -863,7 +694,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -875,7 +706,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -887,7 +718,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -899,7 +730,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -911,7 +742,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACBP0lEQVR4nO29f8x2XXYWdK37+b5pbWmEQtuMbZWWFJLWxAGa+kcVq1WBBq0Y0fYPGJU4kLQJJJi0BaNE0wSVwj9GIqSN1WBLTUEaQpTaQABDodNaoWUcOy0Vh05mlKolGma+9znLP/Zea11r7bXPfT/P+33zPq/fs9/3fs4+e++zz/51XWvttfc5R1QVz+7ZPbt3r7u86gI8u2f37F6teyaBZ/fs3uXumQSe3bN7l7tnEnh2z+5d7p5J4Nk9u3e5eyaBZ/fs3uXuHSMBEfkNIvJhEfmIiHzrO3WfZ/fsnt3LOXkn9gmIyB2A/wXAPwfgowB+BMA3qurffNtv9uye3bN7KfdOaQJfBeAjqvozqvopAN8L4OvfoXs9u2f37F7CvfEO5fuFAP43Ov8ogH98l/gz3xT9RZ/5Nty1U2okHXbRb+s9b83zLN2D47p6SgkRoeCH1Fy2p1WR7LrgtjC5+dqoa18HOev01AYlU8mnKUwEKqM8Ch3lUk3nx/SD03AdFGsYSpg1qKVVhEepvTVnpsoX9e7F/3P8H6r6eTX8nSKBrvlT8UTkAwA+AACf/RnAb/rVN+S6qaBs4gUx1oXOzQ/yc1x7v2t+CvNxo+X8WngpS1fubZjQUQRyuUBEALlALhcPg4xwC1vZozYCZV7OFWPwHYixqhPM6aeb8BTGIOvSG3hl1AUY9bB/YrEywyMeAOQyrsM8ysX8AC7jGlwi3sPuBPrGBXjjguNywVtQvIUDb+EeL/Rw/1vuP/BC7/EWDtxPkjhmG42j5nNVihvnqoC+UOj9/CX/AbTh43hGAh//H37hf+3C36npwEcBfDGdfxGAn+MEqvpHVfUrVfUrP/PNd6gUz+7ZPbur7p0igR8B8GUi8iUi8h4A3wDgB96hez27Z/fsXsK9I9MBVX0hIt8M4L8DcAfgu1T1J9+Jez27Z/fsXs69UzYBqOqfBfBn36n8n92ze3Zvj/v//Y7BT9vbEl56meHTe7+XaxdNRrun5zQdqntbukqz4T7CNbVLNm7W5YG+gPs21Svxj3PvmCbw6XQn7Tks8ULpNnEc/7bhWTbl2oVz/I3nCjLel6UNnbZx86kCYpVWhYrQwpxEjilTYF5YbqqA7haBHhJO8corE/v0YjXzJMMjsIVGqovFpOw05QaUW9t4oeUaFXHr/bDwj+O9HngBxQtVvID5D7zAsVj+dbMa4HGIFQOoQlWhB/k1lgnTCiEvCjxi8D4ZEriJ3a6B5yRvXww7GYt56NzWnsJlmv6EyS6Mrmvx2xWqO2/8YzA77JNPEKvYgEBUJ45lAp0y8/O+VcbAM6lXC2mSeBOe8pQcb9fUlUsCepRSZ7/m8oqqLxnmepXGKl6VQqhzudUI4F4nwPWIJUE98Jbe41OYR40lw7pEqB0p0JKhnatiLPfdj8Q6mAE4MInAyGD6vV8f554MCdzq2sp2gSRYqsRfri1j8ioZFACnKBu8ug9LEmdRT9br2kKUuFUjqEQwQ1SgQgrrUn8qlEoU2kVl15hBBq76FpKoarHWRqe8XHJjaCv1XqJCGg0AGdcIA56VF+7Xpfg2SCI784uMaqsMDBoBmKR/SwfYP6UHPmUEoPfuN4APIsgS3wGPSgqYoAdARJASKR15fvFIIfkkSECBprMptmpvNH7bKwxsDcAX/4nbYYPjgDLYLI7wcy3Mr7si5Rc/n7NE89NJBKT627xUZEicMdJJ6icNoKg4kwhMo+jBDWirAXTEsXbIMo5Vx6admS62/xhWBylYZ4un1yBqi/bbFO2DG7BoAJChb9yr+u8t0wQOA/89EcE9PnXc45N634JdT8K87RRD6t/rQgDiO7M0SK1p3Ye4J0ECAAoCUgSm7rMT+Pl8CcDN4D8bup0AqdoAE4U0abowv25XkBN/HdOsDQTEdKaLqYBgqpIVC66xVA3AIiMH9ZxLwUyC7whid9PG72da26hoAyVXlPRZE6w0Y5rAvIi0ApgWAEwCOPDiCG3grSOTwSeJAD6l90n6T1yHhmS4nm2stXMZ/KwNTOYwUrOit/x2o3s6JHBSeuXRgNyFZ3vXFSfLH7PVWEWs/CHIQ7OWdAF9F+bAoutP1LYHawNFE8hEAJihTCeSsl0ABBhxtLkV2yUqEYECjKqqATDo18ICZpD001SVoK7FT1qIUM+4YXOSgsdpbn8qQJTLEIRSHicDmSQwCcB+BP63jpD+n9J7fPKYv0kC3h4m6clvtWFydUSrAV39AjngzCGexgyij3dPhgT20wGA+hmmrtJzFpFMs18mi4uOLeF+QRVc9V6SCSCxbMMUPpYsiO5VBVA6L9fVfE/9XAfJ+TJEeZCJaVMT3LRQ0AjkrgVyQpb28ScDKtkFrK46yyXrNXznWopafXFim2Sns15U/qLEbOqCtBIQNxjj8tCpCRzqmoATwHH475NEAn//uHeJHzpZdBDXX0kq6OwQ0egzayY/Tl6QqVVcLN8T4XLmnggJXOEyiTFmTVUlfjpygOS4etdO+pdL0322tgETlhxe03bX1hHfFbL6b9AQwsgemXurzYGVpu6pcqsGYIBj/SI6JGsABvrkXIujFvZCtizk2oDMfIW0AU/DqwJeP7TTAVUrPyEKZij1BktagCpNBUgTeHEYERxDCzju8an7IIBP6TGrTG1W+ko12prJ2os4tQHRaPHMVaOAB4CLaUaPUAmeBgnMRt85l/rC5+ujmvXoJzKmU5duXPJgoWtPsdkA3gDtY8viKtNUjaDLj8C+SHgiNU6n9VoPz60SGgIFkyHNy+eYHIVTGsw+bVAGfn0UeJ0iRDiXwiqWicAgnWW2UcIAhfnGdJ7rJ050uX/zEukI1Ghol/7mn3sD5hOB93PZz7SAt44Db92P4yePe3zyfhzfOg68YOlvT102g0uXWnqjOvhlFlM0k8AFRn3/P1kiPJ0OIGsCQQa6xIW2MI6Xmod5BKnhzrQCuiRFWqfU9FeBf3azM23gBq1AyZ+zYklMEiejLOQuGwcbzcBUem3yd61AI5y1hdyaTAQdEQfwR3L1R4UjV8z2ZU1hxicODHIJ+spSwIU3MJcGNRGAaQEvjgNv3c+pwH1oAm8dB16o4F5oTKe9D+UmUjrNy6uu8jP4eTwfYCJ4vHsyJNCP/uG8XcT7Mg0o7mdqQ7cJXDbaADdcxWwNb0tHfVsJ4Srw6fws75tIoaYhbSH7SNKU62xFwJcNq2QyOwJLuA74DspItwKfJSC5tAww4qWkHW2tRHKSck17MZa2U9jmmqIiTPzN+0uMtWEU1CAAzTaBt+6nXeB+/F6o4IUAijuEsYY7hO9bCKC2hZpNwTZFmbYjgwxMa9G4zbI6doN7OiSw0QQSwEmAjfbUNrxKfGNMzm+ROI0ksrjbyk+H7iblXJr4U2VoB/xOO+ius5ZJWlBssFnHjjgoA84sRasdgKCoFhYFYIKo9oJECLQvoCNgr7a1Y5oG7NLwfegn9XwSAAQ+FVDFocfUBI6sCZhN4H5oAS8OxQsIVC5waHVbq3lOt5TaGsUI65jcFcLuAuCQIdyMn1XkfFPciXsiJCD76YAJLmo31wB8vlm0ASKFCv56ZH8lhgXES6nXn0VUTTpddHbuN7/t6EK61qdrzmZrsNvKBHB13wkx5DCD1LSCOh0Ybb8CPBHEUlJZ/X7/COOU6UhSsFOKnZR9YPD2aYQWkDpvagGqNB0YzwcYEYRRcEwLXtwPAjhEAH0DkDv0nbA0Qi2tsej8XUJ70QPHTHmxaBHukv09T9wTIYGs1LEzjSqrOWUu52F8FvhKR5OENtCU7uFlmX6W0l3ZmvC2FrcQwcZ190h16qR4RwrF54RQGkiICLQQQyy95fy8L2ajrbK5hmXwZ4V+/k3rngHwLR8WqV+paHWsBURmOifhvqMPGtrAcQxpzxrB/ZgW3B9DOg/wXwZ4r3XsNkDqO9smMUziRiw9KtlmlNrpIe7RjxKLyBeLyJ8XkQ+JyE+KyO+a4b9fRP6OiPz4/H3djfm1v0tzfmnC02Yv9lv+Z4DWaGcgNLFKKs2wWcK8v1D67+ycrmXVPOW5+zV57co66jafSMMB1TnUXdLMAbbJgcNzvpbHcFmZ537Y6wSg+NyHmvqy07xknlQCSOUglaBsl5qgWn+HKo7jwKEHjkPncfqP4b8/Dtwf6u8GxCHlh/y7n78UrhG+/JSeIYC/X/A4FMf9AT0Uehzzp6e/nXsZTeAFgN+jqj8mIp8D4EdF5Adn3B9W1T94a0bjvY571szDcbcllZZKqN/TYEEhABY4rCFQ+q7puvBd2iJoTuvonodrdGtmO/UBiErOQrtxyRpCZd0t7FrBSJM1p7AViP9FCg25X6z9tXDShBUX6n8JW65QnyZoucAIzR/RdfojMpwagP10IYJBBno/HhRaGCw1clNlDuQB4OyutNfYzmf5Jukcx9DeOsF1q3s0CajqxwB8bPr/noh8CONV449ydyeGwQr2FLkMltEMLBU68LNmahK4Alb5pAu/ElYDa79X12jnVztVgd4gdI1MiAhi1W8ClMihzzsiBPBNL1HevM6/g/5SyFvIbwN+93u/b1quIQInANYCcEy8DSlqGoES+I8jztWeQ6Ytx3Ej6skKdiBLHhskBwG/EECsHCj0AA4VN+U8xr0tNgER+eUAfjWAvwrgqwF8s4j8NgAfxNAW/s/T6yE3aAJjIKWnKaVqBdStjTaQCCHEWNwkCpQbNAvOtnxJkO065Mq4vLkTC0BvJoIqcE0CikxbgOS8Gk0plZp2v5ixLdYSViLINS2FPdUAZtiGL6QEpH0C9kcsJxIr/KyDFiKYYQ5+JclvmsBUy/WwpdXy4+KnIxNCQwYV/AoiAIs/XBvQY26Pf6QK+dKvFxORXwTg+wH8blX9BQB/BMCvAPA+DE3hOzbXfUBEPigiH/z7nzrSXH/7w/yJzFfEkx/ABfYW+g3w+f7m4TEBamP6ebym5Klva58tP83XsGvz292jyxvlUfPNb3tPDTU4+RfpxQXqAsNvwM9qeje/1yk8+zi/WNa+dIGbtL64RmrHT8NQFhoG+qjzCDPwG+gJ/KQJHPcjzF88oIA/elhtAfaOALcN6Drvr2Ev5u++/jDtA0eyCeDst3EvpQmIyJsYBPDHVfVPAoCqfpzi/xiAP9Ndq6p/FMAfBYDP+wff0HNNYEp8KeeYbE1S4gJ1MHg57KhZS8v3QKtSCbDusec4vsEu45Jk1x2saSStw6TMpswh5RqNYJ57fhTvWovA3zKUwkzat/WL9xWNvFnyr+Gb0q9aV6lw7S9ZPOzVXDdOkJ4PMBqwVhkVDk3gwKESxkGNFQK3D7hmMAx1wVDEVvbwAeI24bdwjY5ZmL5KFl1+o6zRTnuo792jSUDGjo7vBPAhVf1DFP7eaS8AgN8M4Ceu53XNMCi+QmLDyrUkkVgzTYQQiE7SSMs58nDwIzdqwwwLSHd1u5KkI4eUd3E+lKfnFiKorwOsZfI6TzU4Nu1p3CPdvLYWUwJQJwKZCsiuswC2Frxvg3WonIB/cRn8auA34WEqtsI1gUNDCwibAGkDB5OA/UwroNsyuIEC7pkogZ39+59isIBCt0LuzL2MJvDVAH4rgL8hIj8+w34vgG8UkffN6v4sgN9xS2bnhsH4RJUpfPac92USwjEb4oL5osaRdByK9D5zPkQ6lQABBi3hnduB+UwrqNcseWRstUSwpKv5kXbASV2K6wS1kBk2s4NfkVcGsiZQw+IvoiEToTQNVCskOUy69GfnRJZuH2DwJzKgaQBNCxj8h78aSLIWQEpGkEGV8vVY/FtSKGmg86GnI7P9je5lVgf+MvruevC3Bq4ZBg/ICnrZ+KG4iHhnAjh9iceozIkUpnHvcQ2KbTBu8zkJ35FCkuCEkw2+2wi/n4ZwquVYn+QlEeaJdiXPOa6gz88b+DLkVsyfVUrP09a6F/DbI8NKZY4VJzIGIt76a1MCPWzfwKoN4LjLXLaQQAd+9jcE0BmmNuHD9qFz/J0N9N49mR2DexIYSLC34sa0YE8Gh5tqR4Ns6aVpr6QBzCx8CHZjUTLQ6LLk0qXShDXpt925gJaCmrg27yJYq0wey4V2fQG7E8pIbRCv0j/qqPR68yuq0047wHp6GtdI/+oMMCH9MQyBuJBtIDSB4zhcO2BD4TDN20AgbUB3P6UdgTcQgMV1RGAKyCS5h+sBT4QEBOc2gZCwpBEUYmACuIiEsUQbbqwBugYBSK/ZW66TSFOBfSYvLR8bLzXdrogeaNoAg7jgRa3uFCcU3moDSzZKlzMBECuWq+o0wK8WNIOzgP3a0y9cv3J+Cnip4Up/59uOplHUwmO3oC0R2l6AGcZGQbP+C1Yi2ALfzhsC4L0ACfQICeXxdl84GTzGPQkSgKwv/OBImcBPGgGRQU8AG2RjBaS2ETTYNuAHGoJogN1cHppDkcZtYc+VJCeCHmy9Y1Kotwn/zJQBKyH7GfRBBJZHgFtQ8iBaSRedFZZPrxDAliQkt7G9bJVxOfBma/DzWDSA0ALmAr0ZrCTfK5EA7/xzO0IXrrlAVfqD0ojG/qTXngRwZXXAVFJTQe3d+SrjkUrIfFdAEMBlbgQJ3TeAJ+RnAnBgmquikq9fERPndonss/MsFQ+z5TT3azf0kD89JEXaQKreDEhZGJmmiuVG4bk/g7yrUkeGOWHOYzR20VEKuJX87t2RQTqPMeFjQVjo5iVBJwDNNoGkCTARLARQ/AZ4lvz0NmEfkBX4HG73umDdE/EA9yRI4Hr560sV5nUCXKYhJ4fNJ7rGpcvNrP18qLUimBJwPhJ90cVxnTjfRByI+9v1xnPLfW88PyOCKTS2BLE0fmWCVMm+sVJxdqTYXaAlsD6wwPYdDp7XCiF+N72KW5Aw4NLYtZ73fJ5AAV4yHPek5w0qwBN7IoN8AfuVI2sA7p8302NqWLZJLn6P4YEnQQIAZgW7cMwGP7xRZD7o6evaiCfbZQ4We+GCD6EqhoE0qCxuxwdcnh34FzIh4aWUPslSllqcX8lbynkbX/xGCmwfkJP0iYyS30b7JY7KGebCiKPRtDFJ8YFiKZKe0FjDy/BeAF74IxMubWqeWXf9XMMqeWwHR5ImRAAMYAb1tV8igCP7ocBF547Z8bu7zOPrrAkM9utJwNh3aZDZWNG949yGaVX7bFyxYLHYbpidtafWxAzujRT0fGkALtpCB3ArJ0t6LiCB9RoRVFKQEz84z3kjwQHoBZCD2IsBvoLXdx1u4uP9e0IVntdsiKADfupXkRI+ypHkwMoryeni6c9HnnM8JrYnKaToCSEdjzjXEk4EIBdsCeBO8Ci7wJMggdFGG00AWBvGJb+6RsAu2oEeee3GUzn6fJlAXQeLcjjnTQmqbOT3THLenqZqEh3gG/DztQ76CuCZ1ykp0D2cUPgeXjcdBACBv5L3TH0/i+/CbySCRQtAJFPrwFkRKekW1/QvM4D6qaZEwpd58RT8ZqYMcuRx7L8DPTEcEY+R70WAC5HA3Tw3Anjjcu0Ror4lngQJAMB2OgDA5mFktfGfEDHYJpcLbCMoYUfRTwmQx0EVEB0RLNdpk+2JRnBGDC4gUTSDOvJlLVsF+pl2kNLO86oJeHnovuKFs4oXkNbpAbMkTwssnEAuHREUrYG/EWDlC/LkdyYGiVwlgs4p5dv1bw1IxW3AflX6HyXt4aRrlv8q+SsBvCH8pcbO3behT4QEdK8J6ORjAr9w76Rf7xx0ygF0pNPqz+VY0/AYr+l3GkEbb7ggMJJAyxmhBzf7E9ApnxbsVCmHaUcIqTGiBYTZgqcHt2gBtt12pxGUlxrIvL/SvEpm4yqpMkYovKHp7AEy7tz8yhSKb8JGygJubyNqq04DqFKfwY9p/GP1f4Le1f8L8IaMLfdvXgRvyOMeCn4aJKDY2gQizSQAGClEYws3vDmJ4Zf6ryEAlr522h25uCmbAujkToDvwEVUp2izLlhahqqAvsFvePPpgKVpytrWI5ECMeiiemhm3jMt4IQIxOPHPeKtRaWYnsTIYBIUxO0CllCo/h3Z22ERL6VNpIZ7oTSOasdCFHU6UOb+rfp/WQngDZGpBVzwhlxO9YCdexok4KpRG0OMmo8yj2PoEClItL+7AqKtlNWMs5MSZ0ATOM4kfgX+og1o5NG+sbjznwG++Akffk8vVgL4Gnd9gFEfcQasBTBAGfwLEZQKuUSn3qY2UkRA+oAKABF6cpFHxS27qyoZbs+57gp//qJdGaClPj8GCVTp36v/kwBE8MZlEMCbcrmlkxb3REgAUK2t6zEk9CONLw+m6wxBzYhtQJQEFafdhYPGZp9ljuD8kIu2JQUa/3WDj1exgL4aA2taueYv5fBjB/wdbrrum30jVdXYgb8SAbGcLPaASQaz8Gar4B2M9rDS7o0GQSwPcbmiQvVMDab2Y+G1I4Q8/99a/y89Abw5tYA3Lq+1JoCtJjDiNPm9m9W6mIeNptfnp98USL6EWITCVt1LZVk1BRZ+fq1EuoXfNqRQpwLpRlf8AiRNnEFe46sfdt7Vu5BDC/bGpTy0enrwSwrHwn7560f5Pq4ZzFB+UpCJdEtgTQTjN9WtI0eXLDTiWtBbmIE/CIDBv0h/IwABqf+CN6cW8IZc8OZ+7/2pexokoGN/9kmC5TRjpIpX9L1t0r1L2wG1hmnxngHiCilw+TuJn1bHZnk6gkjgB9K8/zSewrmpFv+NoK/XXk+nuZIt+CX753X0MXLKk4AvId+X4jOveIoG0qWvl+klE0EyVFOCnU2gEkIhADf+kfqfbQA9Adw9pLPIPQ0SAM41gY3rBGMOVxzNBRfTBizsikbgN7nhfLlU0EcsqkRoAuZ3bFgaymvZUt/E78C/aApYYXBKDI27RgDbeJ66+ZIeV672cn1MGbTcKp6NXcMkm0rRYX+GVbC3/m29NCdsDYGkBSCmAHXjz11nAzACmOr/m1MjuBOFnLxH8My97DsGfxbA38NYgHyhql8pIp8L4E8A+OUYbxb6V6+9bRjAfonwvATxl8cLOXv12AGkvqm78+rAQo5eArVL0GVS7tlqAzbwClBb4+AVIqh7C3bg77SArv63SPezNDeRQ1KrDImV/SRdo5T5YqMxhYLGx8glGuu0XJTfKaxS39fUjcSvhIBhxL4rKwBvyM4GcMEbl4YAMJbNL4/C0NvwtmEA/7Sqvk9Vv3KefyuAH1LVLwPwQ/P8utMbf+TsmQGZjXDtazU+lKScm/8GUHQEwOqijWfvb+Q0HkfV6ZaXEy64LGWcOaBrGJedw5iU2G/n8yeaz9Gc78J216c4NG2bGjPmy3LM/uXnR2y/CP38BeKzM7j+cdT1fs3pgu/kr9RQBwJ3IoXzwMAxngG4kOp/GYC3o/3evAzV/807wXsuF7x5ucwjcCcD/Bc9cIHiovvfzr0T04GvB/A10//dAP4CgG85u8CJceeKZF00bJZ059ztybWeU2BSM+1+pqqTdO7inVQk5+VVoLqkuBJupNSVvYvfXdOBLZFf01wdOG8Nu9ld7yZPFH8F/gCTlDHDnepzqRLXGhyBeAw67mpj8lCNc8TlrVsGZie9ggl9CbAa/0wbmBqASf6xDBhTgjsoLkcIwTOgn7mXJQEF8OdkrAH9Z/M14l9gbxtW1Y+JyOd3F4rIBwB8AAA+5zOAU0VG84BLfc0BQOpO7kyUsFyYAgYGNI2nqn5XfwUll7GSQdVILMzVdenDKtjbMAr3+tE9PbgjmRtJ4ZrLsFrjbsrfpG5i7WkAbAggsKdL3DhGR8Z7KfLtVMfLaQ6MLxH758mhvrJUlZulBnWw+hixQTWOvh9gEoGBf0h4IcBffDrw5twefAcM4Lv2uz5Dc6t7WRL4alX9uQn0HxSR//nWC/m7A1/wObLfJmDp55EHthvRamIifO8sXQdf60y6E7ivvbSjG/EL6M/IALcBfJH+JwRQ01hkRwbptAzgHUBvIYYzIqjpzhM4iqNQi4pOBVPSIFgl50cLy3ZkndfaWEnfG8B88Sjimxa7Zd8YfCWcCQBzO7BpAaQJvHnBtPrHMuAb9RyA6AHB+M6GaH7fxkPdS5GAqv7cPH5CRP4UgK8C8HH79oCIvBfAJ67mg9MPpAAomlaR3N6VrO0hawJtx3U3MQLQ5l40+Laf5yICqUB3v6xxVdI7YK9IepE1j+pHSdeWqWuOArbHuFuJYHvxkpNmqV/LOJGvNW5+TAQ6nztA7CIMnhCbrbvU9+8RwsaRPSlAD6iJwJ+qtEKlAWneORjNFkAkMOb/4vN9A/2dbQpybWASgGLRAiQ1zO3uZT5N/tnza8QQkc8G8M9jfGjkBwC8fyZ7P4A/fUt+dfm0/uxLSsHUJR5r+mqs8/vQeaoTeqkpUkB37bxeN38XKfGb608JoLkXh6OmJ7+dg+M2/ZEEm2zibnShNp/HL/2O8lP7SMhmkIDe+oMcXtMG8DWXAaH+xxGuEQQZlDpJ8/M4pY4a/qQJ3AFv3Anec3fBm3d39LvgPXd3eM/0v3k3lgLvgGEPWIhgHje/nXsZTeALAPyp+XqnNwD8V6r634rIjwD4PhH57QD+NoDfcktmD9EEFj9J7jR4iRhrp9Xb+Rp9lfycWIJAZBPPwem4kcStFK9EgpNwCkNNz3nSjc9AvI2b7floqY4rQuqaBHNFgBJKPo08dO3sqfo75J0QMjz4NX8B/kkAqukdoX7Lqo1Q+aIMCn/UvRDA3UUG6KcW8J5pBwgtYNgALg50++nsk+tAP3Mv8/GRnwHwjzXhfxfA1z4sr3MSsDZmNd3xx6AFR0TefqrXx5rMPLHJM4HfMq6StvjrEdLHVVB3QG+nDFjB3oY1963+M/d2TA9a1+SpXVwNrH3kZNyQQNIYJIJrEhR7gMaU4Giu8ZsvVtYihSSuYC3gjYvgzbu57m/S/3LBHSb4RfAGBBcc44VO8862HA6bCihemWHwbXNn5TcCYENgSwozTcWoebzzeAxJjBnh67tMroTtgHUGPAaonZ8BfQnvCGUTdlaeMyf15O0kgh0xX71HA3T32/sQEeUtUwZOz+OBge9TgkIAbA/ImgDrZIj7e3kVuIRR8O5uGv0upu4P9f/NywVvYBKAjJfpytztlrS+WQLXCh7pngwJ3KQJzPMFsDjXCNL4uNJWNd+Ul928hAmHl+hr4EthnRZA/irdr6n+nGe978IATbvcShKPcep/dpEl2gbAEhjhAk6jOb3bBuxKsx1ETuNDtwPibgtAGAiNEFabQKcJrMWErFrAGxP8bAt4j5PAnALMD57KHGjLW7eJDB7jngwJnGoCLK2BJPFZI3BXzrsBV2+XtMkC+mvgqZrDVY3gJO01LQAlzXbpcRdO+SbHQLrmHqkNPFS4LxexJPA4Bjan17KCFJoAFvBnv6v/9PMVAvudjLdVG4grRWxFQHB3mZuA5i7ANy8XvOfugvdc7gYB6NwtyVl5v1Kek5VeaxKwht851gTqOOgIYZHk5V67G7TXdIClTNoNN1f82/hbJP4ZAZwBv4mv/geB+8a02ySVpDdpzqYKsZcjawTDrzEuZKRRTuso1vl3bCCqtoCqDShQbAOzN64hUEeZbINQIgDTAEwbuFzG8wD0yfNtn9Vx+whyfhIkUMi5i25B3hFCp67f5Dow71TkjSSv54/x7wB/TSvY5Vsl/3YwceDbRATXsuk0e/fWixspwOmWNfK6YciXBrNUT/clNf9ALBP6l4lLmlxEoV/jaGWACeCNu7t5vEwiGLsCL0YANZusj4CnB491T4MEcKIJCNJUYEsIgnZTT5Nd8Wzi6eQMOFU7OJPy1/J4iBbApJDyOCnzVQLgyJcbV48iAG0iE1CJAKScm5R3kq7aAW8+sCuqig+smgB42VDTrkG/wWljEl3I6J9lKnB3wZtmHLxc8IZojBc/rrTD7qEyj92TIIHT6lXJ3gGd/DsDYb0cikWVv1Wqt3EN+B6cR82HiaMk7gimGwi3hnWJHGiNU0rXR+zdkkR6TfAsK236L13Izxcv6dacjSfYAHhffqEJhD/mG7k+6aaTyZgA7MdE8MZcKryzJ2kWde6ko5vb3uqeBAlcc9anLv3tXIL0UziQt/UCGVCWbxlIPl6uNORW2m/87Xk3wk8y4LHc8aI0aWpYl2/VZE7LROkWUi3pF2VCc5J2L8ZOk+sqItj3UyHPtWpza42MB4hUBvjvFTj0wL0qXqji/jjGj0jBVg1sSrHXBLjCU22/AJfLBZe5/s9kEIQguDtmwQ3417ahsuR7hAb3ZEjgzCbgAEc+XkXGPE/aoaxj7QwkS1ke6N9meXYfKVWTXK2dUtTW5+Re23qfDaQNiXT9l7Dc5U8VWYih9Fud0yTNycJ473RKyyDK1eO9dknyHwdeGBlMYrhnIlhq2kiZpOPqfGsQg19wd5GwD1wuuIiOL3Qz+EflNuA3/+Pnb0+GBM5cJ+l5kPgAAvZiEllr4KgWOOS6uFs331yVtLWYlQCojDjx8/0GachavysEl+bRu0JuHLdpCtfmsg7gm37kTWLpXpWMpJyIvaYsS2obO6YBWHvbI8ODAAb4XxzH/KlrAzZdUJsLnO0P4LsKcLmI/9gu4KQgMkmA2qWCf/e7yFBlbilOca8FCQCZCAD4dCASYJU2nfgkt0hQ2SQ9adgdAdycR1F7l2JvtAJvB5GUbso9D6u3knbQ7mhFHZy7OmjxLMQkTdiO0WrcPE/9nsAe+bOk98uZLAxQlNC1ABEcABHAgfuj2ASYCGCvq6tsJOmQK6y4yAV3/CtTgbuL4E4FFwhpNWfAv8TgEACX44qw6SOfDAncMiWtUrxKD9YSUqaC1obgaXYArdKmBm+IpXW6SbO5oCUAFOKagyTSyUokLgh3A9QCMzJlCS+VqKCnfD1MmzA64b5Lkp+vpbQpswp2ZwTJ4M+JYFqApdF5v2ETCNC/0KwFpOmA2QPOBgI3lIzjRUILuFzCLuC2gIvgcsxPjBtpbacB8+vQF6oITx92ZWnckyGBnVsEg2lhHH8iTYSuAV3bzafdnTWkrF4bY+myTk/ny69N4UoZKinoVHd1splpBFyeHTGcEcEC/qSPV1KAX9OCvrvPLZLfrq1xnb/+MOvMhFCvg8nmoQkckLwicNCUYJLBvR60RGhqKLNNHRgaFVAN8IvgkgyCZCOY9oCLayy6J4Mafrnk9mxd//6up0MCZ4WXMh6qxAeBncN1k0YQL5nZJ88XdkH7MdaPiV2eGoedETSOMgmgIQIgt9Vuc8IyJagTCbtg9Xsa5gZPUSpZThMx3CD5FztPqYukgAGGpPFb3Kxv4DYThMKk/JF/xzotsOlALkjXnpa/TQUGuG3un5cKJ0EA/pNUTm0Af5D0n1rBVU2gd0+HBM4cobPOLevAT4lsQNmApTbqhEzryoATPilplijt05wSQnFBDELHIcEyEVB2VEj+BPp+x5KZES1iRaQ0n3Xmv/VKqK7Lc117nEj+ZXrHlydAg/qWGEDqtbES4D8R3x+QpwOKF8U+wA8QBbnsJESur00FfEogE/zzJaJ3csEF94MgWvBj9V8EgzKOedPLdQ2zcY8mARH5VRjfFzD3pQD+XQC/GMC/BeB/n+G/V1X/7LX8rmrHG9RWNTSlIRHKRFCzqWr0ks/mXEpeUjt/B/ydhMtFJvsHAb8Qgd04l10K+OefTd0CPGuBrpFkvip9Byji66rDkgB9vNj1Ob23MxGBsC3AQMLZ1/gZq4AbBW068IKmA9VQeAzmWFumayh6cGgQQAD/4qsDphEAlyO0gWA2I4KOEFgDMH9TjivuZV4q8mEA7wMAEbkD8HcA/CkA/waAP6yqf/Cxebf3WzzYV3gz4ReKT5Kzy6tes0janJbH5bJqUfOnMCaxfC+z+o/BEMt+QQS2DJakZZkaLAWeEZnAVhZdNAMS13YHnaK60kdPJ+M+aVVnB/YSn1YHSj1GWVFjJ1lIJg2K9I1CiF2CvArwYk4HXpQ9Aq4FOEgrIUyw+px1PjnomgDZAWx6MI2EF0vHoHc2Z/DXoxkJP82aQHFfC+CnVfV/7Zeg3iGn6TBcBZs0/pJscRuJ2cVJ4xcu2xkhtNpNAH7n13kztg+MSytzNWG7KYGrHt3KQB/OvqoBcMZMKfmG+bS1D1gclzmBoPcvxOBYTR+xxzAM1q3CB+0VCGLoCYDus4yVaCcD99gncMmbhiQ2CdmXiCRJ/8mcHQmYfQAX4Pg0awLFfQOA76HzbxaR3wbggwB+zy2fITtzDyG3qjq2wOPBddZoNwC++tOga6TkadlNqtGcH2KbfsT94yw+y42ZLpXZ4sq5LGmosJ5itQ9IPvX4/P3f7sqonQ1kgULbbZB7TcHTFCBIAsXMn0lhto0RmG8QmmmGJtDvCXhxNNMAvSBL/w78XK/Rk75BSLotw4ILdL5HUHDng6cAHlz3y9gXcFDYIzWBl/4MmYi8B8C/COC/nkF/BMCvwJgqfAzAd2yu+4CIfFBEPvj3X6B9eaz90Pw2wQCfl3S7Obj/doQgvZ/npnIRQC6Qy2V0kL1CRi6Qcm4/Leeh2g2/ysUyH+rr6OkZZxqBrQ6YZLLjpT1XBwvfU7Z+caDNsIvM+shtP9QwEHg5DOmeDi4mrMJgkiJrB8kaVdJYv7MW4HYBmgb0BEBlXLSNPL/z6YBIs2uQlg5F/IvEFxmbhniKkP38u/gzCZx//e3c26EJ/EYAP6aqHwcAO47Kyx8D8Ge6i/jjI7/0s9vHaVrX2gbWU2d5oQSLHeAk/32TrfeJAUGD4Zrqb6plkYbKgztpASM9awjjslglSPlLJ/VD+lmWkZ/O/OPveNRWAA4Dhi1gxsf8VxBi3HR7nXWIeOVvt3mb2L1Ku1Kb8bMf1ty8VO/SHzwWrG3gNgCYLWCG+U5B1wCOtFcgCKCAn9u0dQp7HUkFr2kDFwlbQLwunPlOsW0Uqxi15WNfMPZ2kMA3gqYC9uGRefqbMb5F8NLOp2Nd+JXruqZpwV4SexoHaPZbXPSFpo5otQ/v1+ZGJKHCtkJE4CDMROHXFiEYpLcfHIy1dJ6F2ZKmhulJ2Jl/BGgJLz7KXCfBUEulK2QCPYhieHQS7HgrUCwVxtLgsRKBbQrSC/aDT0uDGDFO5tJjSOpWgg8DrX9FiH6h7rL6yw1Buq/31SPmAnj5T5N/FoB/DsDvoOD/SETeN4v2syXuJLN91K5q18KTkN3kv5P8zAdLfosA1NnnAnFp19ynm45QmNDfAD5QbQRZDZVc+K6iGxY83dGHniBqNa4TgaYj+zj1QgBVCNayo69q9BtFCnAYEYjgmIL9gPgyoBHBCyICTQTADFtu3C6BDgIA1I194ynC6Uf8ujmvf3EZgH9sxcCv5T6JIB7uXvYzZP8vgF9awn7rg/PBdYneXfOY8DPljZ3MQH4vAa+9887DqgHz3XZ905FCPNNQNQKW+oJqLAQKoG/SCgvEdQX9Seq1LiWev+xT04W/SvyOHvZ3NONiR+CATRFMExAcEu/lPcBTgSMRQb8cOP0sHfxuJhHIDwFwQEQd/HcMfiKDqgVIAb1Ploks4itLteIPJ4PXY8dgcTcTwMn04RacKPZTgUQSFq51hKx32xN2VXDn4LVz0wZ87i+RhoFQKyYnwNZcwir1z+KAZvzhHPwdSXRnaWxrOmyndtxmPhWwsgvJWJHFHlDfGTD2CAyyWLWArjBdCw9N4DK/MByGvvqzXjYpz9MB+sKB5oYY468QwiMIAHjNSOCsii+jSRig6zRdOr9JfLvWNQGdAM0jJDSDPe3EFZUILJ8YiK4BQIptoMmT1qkB9Op/43YEcAv4c1hNnylipyWcxe3IIKS/xUYb2TGmAmQPOGgz0MErAooxFThZQGsZncOOJPF5WuBagEt7/ohIIYRKCjRVMA3OifMRPPDakMDN0r+J20rJXR4a881OA1BreNYQYEO8o47byp0AjtjV55K+LrnRdCDyUFKR2VSkLYirOyOAbR8Uab0Hf5bwShczns7IIecouYWZnIsAZ4PgsNnL8hYhJoLx4ltbou0KckJbJCEW4C+ksE4DGPjp46oILWH9joLFPdw9GRJ4TPGvEQADFTiD5JU8kDWAFIaQsLJI/eHXJbfqZBOVJVpsGGI/fIqgcPOh3zO0gCjTmep/i6tk0msGVqIa3lHDdcnfu5YK/DqeRiUtYE4FHPhVCzhMvVtJtgW/1ripgYmOB4UQS4J5WoAs6dHYA/gWlD2PwRsa6tQ9GRJ4qLuqATSgqgP/NP+qDVjYvNjDQHPrNEe8TSPoypju213KYabuLndUJ4kO+JFR35JXNYKk/ey1gAX8Ap8iXQP+Ln47FUgJ4hFra4dYIpwPDR2NLcCNgv5QL1Wce50LRSUmVFbpfycYnxUnbcCAz0uDQllq1QCq9DetwIvycDZ47UjAq3gF5DfnQ27JcgoEB7tdRxoAx+VMCZZEDuuGjtD5/WEhk/TVT7vp2O/rlU4G+W9+6Pc24HdhSztQTfPxVmKgPGam23ypORfQzxMj4thcBWfRZBBko2DdIKTH/M6AaWGXvrZJNCNJ8zFA5ivGebcf1qXCYQuYuxa6lYF51OU8bj+EEBPQw9zTIYEbhOVV6f8SeXsec7BVKV8lcooDzo1uddVgk3arP5j6YT/J/pgExJUM/ZUI9oDGA8JuA/l+SnBOJHGy69toI26tvKKCeQybwEh9r+g3CPEuwWRYOCnFlgAG8Afgy6oAxJcH3QhIWoGF2R4BWYCf7QLtC11vdE+HBE7cY8G/kxi33rNKeSODDkTpg6k1l6v6a+cC6G4kFAP1BD9rA9vymKUgiKCD9Bnwd1MDrsoe8I8Af3P0+nGAbJpSjO4Ae+0a2wQOCNkA8gahewX0qGRb3MJQKwF0U4FqFBTJ4O92BAbYsUwJHPjzjxPFA92TIYHHFP7qNUV93ETffC8BwhgIOhZi2Ba0I4MyYwiQc7Sk8FYzmAPBAS/zqPGkXyrfplH2k4VcT8tiD17dhD/iSIM9vSyl6AKJb7nvzTgI8TcF+8dFmAjUXiJq04C6Xbi0DJNBIQA78h6BeGeATQWObAsotgGbBpjB2bUCGF80GgIe7p4MCTzUPZg0HtA6ixbw2MJsL5blmB4c8mQmjfg6A36Oj/cKGFImIfjXeeOh34dMCSInI8CyEVgJ8Brhyfhn0gyAvWVoATsDvcY1LRhkZvszqOpehyCIQxCagNImISKCoQ1gbvteCXZLkToJANEtey3ASAFJAxjHY/40/7xxtTRUiePGe4B7bUlgwVcj9R0n1W8So+JrHiWfrke5Es8+kea8CxtH3upqBsF47BYlPu7FbxowPTFJxRMVpXnsaYnjyQSLZpuXTkXV/bzbTReiABFFf1w0gG3xJ4AOe7OOUubhtw+HdJ8YG3aA8v7AZYSVRkxAnG0vpO6DDIHNUaDzS6cT+IeBfx6PKfmP2ZZbf5TjkXbBp0MCD1ZjpB8YHVgJQ/tjCbM8roE9k0K8vCKzzIYQTNKwn/YDCBWe5/6etdAUAUgvA+34rSt/9gcBmNTn8CCLALepqTZv1UIMQRCR062gX+Krs/drYhLAYe8Bnhb9S2TEjwv7a8SPQQbH1AIOxnQ0Mkj/Jq0AkXhOAwTdkqAsxBCrAQf0GASgxwE97udxvCxEreIHgXwSgMfV80e4J0MCNztpvSkwDfATTeCMCDh/h98Sx+/qmyEd0K0g18ILCTgR+L2qlkDZ1CYSgW82QU3Do4XgqeWcwe+Sn+IM9GSwymQQ2e5I4BT0NRwbd8w/rgnoABIAI4R7URyX+dKQQ3F/T68UJ00ArAm0mzS6NgwCENQVAfhKQCKChgDcf394IwTYMbUDNHF2ftpKW/d6kUABOIe3pw/RBJgIyr2SRjAjDWgGyfG/k/TlnMK1hCeQL/6S3QJ+mdbmtUn8ml0cEKjzE9YGAvyxK7IBvcZ1W+DTrZLmjv05Twd2Q1wVpAnACcGMafc6NweJ4sW9vTosfsehrolnAqCGS20VteHxkzQBDE0gbxCKtX4cB9SnAkYA99AjGieRAIOdwrU23APda0MCHSnvdtMl8FJ/3kwEBWBCADdJz8BPYalgHdzi3YBSwl39h2kB5E/SqUwDeJwK0uvZeUktNxdpCWnwKJ2HxHfgA8sadSaDHvRVK0hAbyR/l2YQZ3Z+Pt+1qQffcZZL6HsCRxBA/tCoTQcEYV2cbdxtArFC2orA7Ic8/5dkEDTuvgAD+EkTyD9uKE1VYiLgxoIbXR/qrr5jUES+S0Q+ISI/QWGfKyI/KCI/NY+/hOK+TUQ+IiIfFpFf/6hS1TI050wAi7Tnc2LoWwkgXy/N7wKZ79pbwi6XOPfj9F8u/o6+Ll9wWtICTCtYSWq1FbRSHibRa1wGv7DInSPNjXoaP6Wj+nlK4rlzWD0/SvhBP09zrOE1zH73h70vMD8NaCr/vcK1gBcHGQcPMgpqbqH1yO2mafxVIkjvDwBPBdSl/6iMTQXuCxncD01Bh8Ywfuph8PMwwp7/enfLi0b/cwC/oYR9K4AfUtUvA/BD8xwi8uUYbx7+innNfzq/SXDVycmvpjGCToDvzsvx4UTQgJ/8FzHQV1II0A9imATQ5FHzhVRiEAJ+aAUdCfq5yNJuta3daQxklvhVDJu6n+b/hO40BTgBfkcEDPoavoDfCOAw0NsrwuJ4fxTrv5JR8DjIHkBvE/Zp+G70VTdqWwVPfWFI7BNgwyCp/3NKoEcQAhNAGApJa9Da/poJYfPbuavTAVX9iyLyy0vw1wP4mun/bgB/AcC3zPDvVdVPAvhbIvIRAF8F4K9cu8+pE7SDWuik8+8Ajk24xzvwTBoDLpV5GkB+UNyZPN7UggptUt38+R7RHqVRrOzU114UtfN1ILhGwGLQBZ2WuAl4QnmSNawBIBPDoh2Axm/jRxePyMOP85N8/gWuA+M1ADbwj0Fg95c8HXjhy4PDHpBXBrhPkiecRoxpjenZAEwCQF0aRDIKmjbQTgdSY+Zz3cU9wj3WJvAF9jJRVf2YiHz+DP9CAD9M6T46w17KnYHe45IkjGMH9DOCCMAzCUxgOtArSWSy2JR875eSlu4XFaphUU4ASY0dTxAiDYpTbYBdBX46RrwSAfB9EvDLeTfnryA/I4aOBNxvNgG7zxH2APVpwYEXB7JRUGMqMKpG5Ot9QTf3Aoy8rS1tKlDtAvbkYISRSkMEAJ4K6NwS3IB/56/98BD3dhsGu7HVFk1EPgDgAwDwWe95xE0aAqgAt7gHEYGBnCU8gZylvn/mioggFYiaRC3vEj7ihEIkFT7CKEWtMOdeniRZO8Qeo2lcg7I0uBZCiEMn+R+qBRyb8CWPvqhBBKwNHMfYJXgoXmCuDNwfrg0chyZMntAjxUX7GfCNCMIeMLcJo+4TUMSGoLxMiON+kOtBt1n64Ab/A91jSeDj9mpxEXkvgE/M8I8C+GJK90UAfq7LoH534KzpgQLcJgxYgX8m8dGGEwGw1CeJL/PCrBXwkl4qcePP5/kJwMjf0wmH07U+bbB0Af5dW+ZwghOr+whJn+KU050DvoI/pZ/HahS8VRPoSCCdM2kcChWFHmM68OKebAX3tEfAlga9vLL5gRPllKYF0C+WBYWmA2HUyARgc3pcBz4ozVqkB7vHfoHoBwC8f/rfD+BPU/g3iMhniMiXAPgyAH/t5YpYQD89HLYD+mUT3h87a32APRvz+DcNfzP+kiz82drfn6/39Pu6ljELipiGxFlph037teHd4PHR1xOAe1P64qdB2wG5JQD6dZb/5XeUn5pRkAyHCjf8mVHwxf19mg7k3bod6Lv2GZ6amo1/d7CHhvJW4rhZGAdtv0D32MB2ylTa+WWI4KomICLfA+BrAPwyEfkogH8PwB8A8H0i8tsB/G0Av2XUT39SRL4PwN8E8ALAN6nq/eOLR+WgI0v+KvE5/GxKsIQn8GUtIPlZK2j9XFrMzuk1AU0xlKZKeT9k7SIpHpbZPEo552PVUcaACpma56JjFNo+AL5dK6WvhO1U/hTO6Xf5ScHAnAIo+xUwy/gwCt5PIhhLhLzSEDaH2g/U/gVoLICyBiD0inFxm4AAK3tpJoBWCzg7snskEdyyOvCNm6iv3aT/dgDf/rjinLs6eBMxNITQnfN0OhPAlLp4JAFwWpOCXuiQ2TzQurCUWiKEa57A34zOjQxzp1rvHQVWEjG8E40EICLFbURw1LhKANrHLRqD5SHlvN6X87J7HIr7A2mLcF2aDFZuWlDrifogStqA5BeI5HcL5heG5DXQ6JvFIGglegghPMA9/R2Dko/SnDNWTgmBLpUEsABw+iH7473/+RsANnb8dWMNeB3o1GHtq8YoidR4ul+OtRvPWxTEdqTASTSFa5CBaQFarjsB/M1hHciL3+/Z5UOawDYu3VPSnDv9uB1zY5TG03Rg8Ls2AHux6AV3uMznBsJAmFQe1IqWMpU2SGEF+NeI/8w9HRJ4QC0WjEnujCTxKyGkuDoPjzwXgbDx21uA7X0AFXYLDKXfu9ed60wvu3graycJiI1y9Jo4gEGGKdU4Igah0jWPBf8O9KdkEMy4qwbVG8TMRgBb/KyuJkgXZqS6QRDARS4D/CK4w/Bf7OfLFlqzcC7gKFM01vv3ZbtapxP3dEjgIW4DesfwCQFEHIM/OD1pBKAj+U0LMMt+fuEogzwzxx78+W3BlYGMSFYFY4L8ygvmehJR+lvHpOajDTQacHXAPgj89XiLv+bbaQIWnzQBcZBBBfZsgOpGMxCuELdbQZsNExABQOajw0EAd5gagU0Tm9+i/vOtGgLYG3Qf514vErgmmQ2raDSC+ccs7mAtAFkjqKA/v28lCEo0D7sHeisx5P0CJa00ZFDTGRPN3Py6doCMxGnszT9xLEtWCBAyTh6jFSzE0YCeq/EQTcDzEs6T34n0EFfAP09YCF0kwO/AlwC/bRuGYksEdg/nojwwkn9pG6z65EPc60ECDYaq9G/9pBGMo0n60AQWyY+Y68f9VnLotYC4WSKD4t+TwjjXUs/1egshRAgyUFRS6rOBP0BDhJCmBQX0DSGcgb9Nd40MkO/9UE0gE8WU+kQOLQBr43ZhXGDXAgQXFPDztGBOBS6EcEmVCZKxendAFy5H438YsWX3epAAOYNiCiB/nR64IC8WfZ9rL+GWF2sCoREE2KM0bg84KdiWFKSG5/gqAL1s4IFyJh73cTrFZoxJJVCGQbAFaBPext1wfXvORNE1RKmO36tqAhY/1f9g2GDNRA7CmXHuS8u5BnBXpL8D34+jUAv4O1KiYvBtqzb3MpK/uteHBFgrJyZwwHf4RZX4yFMBi08EEKAXvmmjEShdojDJvNEE0rpeZKolbOlcyenWzhekTyAJlhETZemIoAAQ8WjqAuANKVwDP87CtPhL/nye4oomkCok9X7xiXhbJfBMTmWowzEXYA6Di00BwJ8Xu5CB8OJbh0UBHJhLhFimBUx+1cSz2AA4fnpehhReGxJYleaMKyaDVt0HAx7ogR9pEuNIWRL06Pq1IC5gD3qgEoSkylncrlNP4+eY9unGYjAMMZqMfMigAZKw2vtregrbgZ/To0nbEQI4vtEEUvkliMUuCPvAJABYGzGLbRyzXDABAb9OBaTYBC64EyQCaNmrK4OuUa1R8EoVrrnXhgQAZA2awlYysGf3e/CzRhDxIAbhjEntoDT+im+JwSl87SxNdE4HeinHcOoxPR2k9+8rf/SU3RjouwFSAeYAV71OAA1oGS/XwliadcTQHbncacegwpuwxpkmYFJ2pJEmUzryT2qakdBm+tUoeAHZAiYRYH5foGVcOmc7DMqtbyKERzLB60UCQMIkw1NM+vs+/ksCt1giYB9OIF40goYQWAsY50AP7JUccoWiDNVpTrWcOfgFYNtAaLpSU4KnBhmk9vKQHvR1cw+Ah4O/XNse6bpEFpaGtHid1U7TfSczIgC+3jMsZKDY9gMDjNV/k/aXsjcg/LIQgKRGWjdjpR7rCKG0Sxv/APf0SUD603UlrzyUc7lsAR7YZtBH7sujui79QXlKowVUkGepv5DEohFQuYrryYAaw9XcfB7XEnK8PPxSEF1Ar9rv6fcXcAALuBNBcHxDDGkgXwnjBqpGP0OO348aKepnbWIsIXThRoRqOWIY98IOYDsCYzkwGwnz0qD9cqPBSYv9tZ+5rt0Y2FXhFvd0SOCMyk7iDJQxBeCpQJ4CDF+Wygx+1ww8goA90/E0gDWD6INOslfg78nilP09qlJFfBGAjYRECzH2S17LHB+AqvonvJ0MCjmc2QXYXwkBdNz6OyLgPKguCmSBLlxG0wIkl9s/gVyJkW9UT3QC0N4WdKGNQeLS/5J2CgpE7yEHZ1Mbe73tQteliFTVHPBI93RI4JojTTxrA1Pt9/f8ib/sM7QALKDMp106JoBMCPwQaZAMF/BcI8hhNW14l84uLsbpHDYy/NkKwOcj3UIEYIBoAQycEJZ3AVoZOn8BP8eh8YOu9+Ba0FmFKu0Nz4kkvG5EACT1MxGUAiPnzWAV8LcETNrT8wLCRykEcNtPkYG/GwfWXmfy8xb3JEiAB011yxRNEG+AwqUAdJCBn7tkb0Aoq1/9fhX8FrYSg1aiSPe7AviFLM6k/z7eYkIaXgAcSTuJ9r0AYnGj/O1PB1lcHcMF7EDCTKf5but2S9jD0gdZ5y8yz97WadHRqUe5ZW76DyPWwSKmzl9U6OGgIAKfFsyj6HhXoKSfEPE0BT8L79xGmXmIexIkcOZsfsRqkknsMUc3FX0A1Pf1y2UKxgBaEApt7ClEoeTvJfxKBNLFPYIAgLU/W/bfObHHf8d7tvgDYO6XA6qXCBeMt+/IhfyAyv0pkF0FLxK4quUulbkDsaZ1baCkcY2BG0Ka89Y/X+Uhl/mJNrFmApt0bR1/zKR0POcv8/vFIrAXgAyy0Alz8ReHBBGIx10gg0EPsUb23/h3gX8rWenFolj7/EzSy7UEN7gnTwJAQwAYqh0/vZcJIO8PcDV+tphQ2LgOE6tnGoAlWuNu1gb4vuW8XwqMT3l1ztvCGkf941/zWpPll9avqMAvftznKSwJsDPQe5lvIQVKe9XPla5+PhcQAVif2Gz+8ERDC4iY9FGV8hGToQko7i578N85OUyjdFWbUkHzb5DBefW6qr4d7pY3C30XgN8E4BOq+o/OsP8YwL8A4FMAfhrAv6Gq/9d8NfmHAHx4Xv7Dqvo7bynImYRbpKEQAZhangjgMjWFACwbBGONncE9iCWDnf23k8JsuLgHne/IYH23ANV/YxlSClCYdOdnAAshCBJRKNSBHwJL6Q09CpXD78UaQQV9JYVkfEf4k2TfSfxGQ/B8qAndLyUMw0CsRgT0Fr3QAEgTUPtUODL49bBAnzJcVMZ0QIXsAfzegOGXQyFToRBXncoPMsjKXy2cq1XdO0UKt2gC/zmA/wTAf0FhPwjg21T1hYj8hwC+DeO7AwDw06r6vgeX5AoLZG0gpgImicejvfNjT402oGwj4LB5zuGnUwD2p3VKrOn4HiymiDDSfTdtoTVQaqSBPyQ8il9lvHMrawTHtAFcYmxexttu03gFEYH9CPQG3qoJsGpf7XBVyt8UXppxAb+HzSnArJu3+SyoAJBpD7iYLqmKi44vGI2PmR4zHwB6DDEjmqcBGn62BYzPjFFjHeL2APHpQEwJhsYSRFABLYunidslSK4H2aM+PqKqf45OfxjAv3Itn6v32YRP4TWOE/hGBKbKJ63ApgW4TOBXLYDDAsw6j9KAXR9MChYOP2/3Edh9a+fVvqQ5wdLNAvhXgZapwNQLyA6gaUpQwH4x6T/z5Xf2aSGCAuodAezAfQsBtH5rBDoXoTwmAfD3fkITOGBTggH80Aj8W4FKb1qWwwegYE4FVJwI7hYiMFuAIs+jrKGtw2aZRAG9DBu2KkTmzkKq5g7XNqpOGWJxjySBG9y/CeBP0PmXiMj/COAXAPw7qvqXuotu/e5A0gA0iABobAA1zC34mNJ+NtokCmtlfoZAyV+l9pmmkAyQNY2VoRCElHOv8NJY0Rr9KkrRAkQHaPWCeDKwnyqoTNuVvfjGbAJ+bmQgU0LGXORWAuhsBRyOEt5OI7r2kPqTIAH+MRHDgB8awUV5SjABfBze30MLwEiHSQTKU4H4J9A5pUCztGIEYD8jJ53lxNA6lv3A4ofFdkRa5C000LmXIgER+X0YbxX+4zPoYwD+YVX9uyLyawH8NyLyFar6C/Va/u7A5362bD+VJlKIgMEOIBkGxeaCjYFQMIFP0p40hxFVgE9A1hrHpFAIIn1y3IimnANRnlxhbqSl1Xqy8FWBqRVoA/Y6PUiGQRujc5VgEgA6MjiOrHN0BMDF2wD9wQSwmw54GwggdwsByFwdsBsKjAQuENMIZthFFReVKcinJgAAOHC5zA1Cyur/Oi0QemnoHvz0k9mwVI3SuTxkciOkwy0U0L/4+9EkICLvxzAYfq1OCM9vEH5y+n9URH4awK8E8MHH3qdOBSZXZwJwUqCpgB2nhAiAk1S28HludoOVCHp/7NJrCAIATy30JM7zILWfozKi1rhOyoe/qP9EBsMmMIkAmQAM9P7JbyBe5T01Ah7rO7W+kkX130wACfB07v17gV4umQjS6gDGOQ4/D2Ne8euBe2NBmcuCcnFjoBOB5mlAvEl4Fk0xbQCxx8DtArxUKGlkAChm4g2+pQqQR7pHkYCI/AYMQ+A/par/L4V/HoCfV9V7EflSjI+P/MzLFnIdD6Tuk+rPYZjbh0Pag0AfYHcbAc/1G7U/7AIF7EQW/jUhsyUUkvBOlhzH4cCUQuy88o26JIBZ/Dvgn4cBKgf0ItDjQhqBzLA4Dn1YxtzhInO6wblFB7XTAOq/M3eVALg9JgGggj8RwGVqP8e8hKYCMEDqnBYMbUB0SHQziF4uYyrANoBqELyo0KvDCcSmDUBC5XLIE8v6mDqQHkovdb+FHB7qHvvxkW8D8BkAfnCykS0F/joA/76IvMDQPX6nqv78LQXZPgBh2FDE0mC1AdAxhfmKAJEBkYADdgnPc/xOG0iqPBFEnfv32gCiTEhDxm/jcKlqfw2biXbAD/W/Dwvgm5QX6OUIbSDF0XFKSfskNmsGbREt7JbpwTXnTUoEcLlA5G6sBtTfNMTJ1ALcKKgxMWBt4E7tmwTHgKo9DKTNysA8xtJiV/Eh3fORCWCQh4iNBFMlcnXbNuhPH+Qe+/GR79yk/X4A3/8S5WkyhUsTQZ0WEAF0WsE0vDgZsBZgwMc+HEBoDOTn8GThb4yDvcTPqwJJrXPs00BIY0tTmM6W6WwAW+DzlICBDgy7gJ1X4F8E44WdQuAfZOA7FSVrMstUoenemxyThCCDnDQB3x/gKwSSLgwdgLWC0AAuaqQw6jTiMKcCZhjMzwwITQG6PopCwxti3N92DR4Qmcu6IoBqYxsoThbR8Wj3JHYMnnDoaEsdQAlp30wLigawTg+KtO/CCyFkcN9ICtPPxkGZGkBakfBriibAUpKIQJuwkS7eHTAe/jmAo1H7d9pCJQHbJ5AIYE4L9JjCS2Av5ogPlx4e5qRgdymAuBn41Zkm5cDvf6wRKG0UMujZHgHTAkIj0JDyKpME6LuCWpYIdWgUuNdVFDeSOoinpouNXsDYj7BrrdEEndr06FZ9GiRw5ry6PI8HrQKYVuDAnzzum0UE8aThCvxduHdbA2AUfzd1kHotWOLH1EBSXiFR1CRBmg5EmAdLnDu0L3m1YOBRgUOmVkDaQpHyOI45Jmc9WYX1MDsfRrNxr8v0HyV8fgrdyiFRjUR4THTWHksa2QJ/JYKpEbjl3QyCRRNwyW9qvsbUQOfLQwj8bgi0JUV7yAhRVhFxZUAAFwKLk/D4cwTz5YORuiMEbsSXd0+eBAA4OCV1tPig0Et0uiQpQWmuaQEeZ9dZV/TgX0mBiSCuXSS+eCiYQITio29pgDnwq6rJc3Gd97UFavPPCy5joj82xASYRSYTHHOHnR6QY+6Y02NYxebHM3GZar9bwoc6y4BfwT+mH2JEQNULv3BV5x8p6RoSgPUv9TlyvE9brE/EGnD4yU5PQB9teYFpAkgGwVgNiGL6eDBJXkiOw0J80WV2LtzBqbNL492S7rp7OiTQEOUIlmn0MXAWVbD6L0EGehGcaQFBCJc1Lmjd/TfvFaBrbdoSeWFqMpQH+uljrPfPMLaeGT74MUsHpgH8IEmuRABTcvuGogNyXACh73Q78Me5XIaUV1XI3Ctg91PYk3DmV7+nEhn4akIhApd7jB2ldqkkQEe1l8jwaoD1qQZZJ83LYa9gAjgQkl4nEQhkvjyUSWJu8zmo7WWWWULjSeCHTy5HGSRGxjAIhoCQ9Enpxs0bKK6ku9E9IRK4bMKRmf9C0uCEDJSIY6cFVA2B07RbhZOfyCAZ+jLgx1DDEp6+NtQYBofEl9K9TWf7dEAIxJkMTE2XOc+1J+IUkwiOC1QOiH/Pe+ZzOSLtfJRWjwN6yVLe/UYAOvcRNATg22KnpFeE4Ez8QAa00B6s3ScBuFSf/YzhN/uRfXUov0sgyNuI4CJwAtB5rfl5CsA/JwADrOQiTgt26jNSQMa9h7FrEkEQwJhO7HpePSNxItgPj1vckyCB0Qg3kEADepULJEl/A7+l6bSACK9aApgArhr+GNAF7GgIIPklOLw1nReGZ4lpAZzf3FOt9kJ7eyBlAjK0g1DZB7gvEDELIF3jZHFQ2qEh8CO3JvUT4NM0IMLiPCS8eN2iGgDGdIXCMsmGNE92IoRfDYRJi7Bc1n+XSRb2u5t5xduE8zTAALyCHzOcpgpsyRceFZIvF8rS/4S8915PqgaNlW4Y3eCeBAlAZAD2WjxLep//r5oBE8MK9kwMWRO4ND1hA22cZ/BbGB/ndcT4qOEsOUoKdgGEjuKFgpPeOcqrOgnBBssgBtFVZa8EIPOZgyALJgJW66uEz4CXel5JAH66gD9pAOo1xgFxNT9Ab4Q7z23lAsZ9iui3EMdsDxCRaaMPbcA0gjuQPUCVX0lQs1z9a695aW0YjPvb0DOSKAQw62DD0qZVizbwCPc0SAAgoC0RJNEvjb8jhlUTqBpAbwycaQn4q8RH8rOkX6S+DWgp4ZHYgx3ubX8SGeziVYvfMp5TANa5TWpYeJoyXJI09x9J/n4KQBpAIYV8jnlu9Z0DmwSnVcU1AC4uwci0I4eN7/uv4Kd2ommAyWKzCcwJEvV/WTmwDiJb60oEpgWIPx/E0j74PwAtZQyYYTAIAHN2MeuTxk6MicdSwRMigb0mkFcF1qnBOgUgQthoADu7gEmAaNtMAAvoZQ1H9Wt0+JLm1p4zDaK7gFVekiL5yElmuM09nSAu079qDAZ0DhugvEYAaLSEWWzTYEkb4CODH3QOIg4jA8tDZwZKfKnzb/QRGQYltuxcHHyB7LAHzHocs4CM3J1GMDcEMtP7wsEcC+lyGpbctz6zme2tQm3E3f5I90RIQPYkICDgS/jPtIHLBbjcZVW/sQ/EklKAf44nvzm3bSv1nYWJ75PQjxNRqUHnbqsVdNR/QgB1kBgZ2bzWay1UYxLHzohZxfe0bCPwePR2gqQFxFE2x5ww2lA422NAd2gARABTGxjdRCiVQgQT7AZH71sJQ+D4luBcx5/TRUH4XQMwkh0fKJhEoEFWWAkAEMrGVgewEoAQSaY+fQkGwJMhAVwhAWmNgq02sNgLdlpAWJQV87ENkyalCA5wsXM64XhOsExvJP4qpZUcv5kPcGE8Lc8FZYlnDSAkV9qMliSOTLDM2rE45gtZfGMCwTQCbj3VHEbEYMcF+I0mEAQ0q2GgV4wXoGC+Gm3aQLwPJ8d5iYz4CPhhD6BziaVBIwcB4v0CjtbSzPUHGSsIF/F6iK8YTFKxPuEVArNfeckPv4e3lT9rYM1aVYOHuadBAoLRWG0US/+sDfQ2ACaFQgCTFHQ+aqzAXEbC+muKoyWwPiyUKpTAlq9LpkAmBM+n9Ob2dKY1nDLoyc/3y1WYy1Q2iNL9SQTxnU0CAjB1P9sbkIhCSrivbjsvZJCT0pHiwm6pOGSAX0XH68Dmi1D8AyncLEJ5MUolE8HF6553gF6gc+NUAT9pBN4ErA3YmDYDxSyHf43YgG8agdunAtymMeSeqeqB1bUZNze6p0ECmMa5nWNjYKsNSEsK6oQRGsAggNFoJim6d+tDyxp9AY+lGacdEdB5Qwg95dF1RSNYulcp7QyIPDMB1GuzAiCeLjIO+3RSHZSHWtYIGL1C4a6tFANASGp1RSE9A0FAtjwO0AtRQW/zZulfzz2PAH4yJk5pf8z3BwK2yhB7JDCHjwE/VppQpL+17qzzMcHNRGCghxFAjJ1ECPO7EUIEovFqrWmzWYH/GBp4IiQAnBkG99MAaYDP50Lp8rw/fWYLKxmM+/of0gIkhYfUl+CELcRDQ0iAZfxxODQHnfbwCvcaEpJFlzIU6NMNJV2fS6RxtSeNJxPGwSqcyWK0PRkJ01w+q/WmcQwSmD/XABQqx5wSZDLwIiQtgIhAInzsGJxvHlAdzwTYjsk0jcQNv5nuooMIrI9dyiTWgE1D4gfYo8aKC8Yrx5A0ACM1thI+Tg94MiQgexKwRi2gbkmBiCAeIpkEQGp/ehEs+fkcQG7Vig0KS+lbSd+TgiwZZBfLQSfdS2Wp5MPCSVLSTDDixag5xH39eie6kPwRrvm6zbRASdrHg05EBKYhkLZgGoEB/5ADh9r3PS5OBtUWkLfamEi3mlqtjAiAe9V4USh/eTVsyA/4iRfE3yxkURqy3/crGAl4g4fAUbcMzvKu1sHcyQ9wJ+J35ivyXSLyCRH5CQr7/SLyd0Tkx+fv6yju20TkIyLyYRH59TeVQuD7/pdfM9dfwtJPYD12yNgPPgaL4h6Ke4y+PXQ8Acp+Pj9U/boDdG4Dj/JhElEaPzmvuD7SzHC/B6cd6/E5rskX86f5p4hruTxGdAdCM+I6ZIIUT3fM9vRrZlj6dBnKz0mYjmC/pH6LOI7n6+OXpnmMvEVqk5/TzIFnktdDiMdsWdRXOB7wUz7vrkd3ZFAUQi1hoyZ5CxRXsf1t3GO/OwAAf1hV/yAHiMiXA/gGAF8B4B8C8N+LyK9U1f4Nh+xOdwzeJVLQRSugweADajfn1xW4SxpgZdt5TGy7SYOdJqD0l4NlzvFSbDhFE1MCJd8zHjnP8j2lWdKvZc8aRFWOeHKQS1fHnGrOyfb0R61lagJzCiNKfahTm0PM+2WG0blLXusnJ4IZJxw+pgNu3KW5fgyndWK3w1KG7PxbsV/CkuQ4ZvkOmY9yGzGMkSm+/duey8gjVvz4cPeo7w6cuK8H8L3zhaN/S0Q+AuCrAPyV88smoNso2T8olOLMqiu4Vxl2HQGpknCpeAb+aEoGtRFAqGO27bOgItotdUdHDBY8Msl2QALXwgnq47zmxYsQYmkE4Lk+v49iSwibMveAqOBfqSxTEIEesaMvSGEU0qdvVuDEsV6xBPKFDJgArIFsOiBAPCOintfgjSCDkY8RRN92Kz3bOKFoBvxkLlUZL2yRoe7buxzHJx4yCYz8wp/2X5DoaoXIFfcyNoFvFpHfhvEm4d+jqv8ngC/E+BiJuY/OsMWl7w585h30ctfeRARD8l8qAfCmodAE3NBE4K/A78HPS4UrwIUIAFMy8TmElttmCarrZaU6YBepqvWaXfjMkUS20CULOTzYr20+GegE/qKVcKuw/pA0AbG+y2QAFV8NMFLwb0MYISwS3wrI5wH2eEpUI65qA0BoBV5yYgBnWW6x6BgfH47PAH8lgwgbpDDkYRDA2NJtozSe0PRRq4lCH+weSwJ/BMB/MKv3HwD4DoyPkHTaSFuy9N2Bf/AzdDcdGERc9glcJIhBLog3ypaBpEQEy6/uD8hpWQvIam9EiXsEbrGllL1qtpKE5tO4WxEmaZCtrbQHPqFQKJ6HcBWwXR2yv1Baud8CD8rXVlpWTWBkZEZCI4BRLst0ZNRPASyOwG3XznOB5HghrQ6DHNJUwNptqwWYG9oLk0MSPmq/qeXMx7rH25yM1MQlVDtySfL76NV1IvtQ9ygSUNWPm19E/hiAPzNPPwrgiynpFwH4uasZCoCNJgAgGQrr68LcCOXgyODag/+cIBIBFKmfrOuVELidvHJraIpZgK2Mdw8rWweQX02u4BeWCh2NQHjJ8AzoehLX+kn79euFW4vqI15DVK3AwisBuK1ggj+APdOkKUCQQd7GSzYAmgaI5RnKgGsApt2lF8G2TDulupSpmpXVpf48IoeNaQGNTdMEmpHrT3ciH+OmDyeCx3534L2q+rF5+psB2MrBDwD4r0TkD2EYBr8MwF+7Icdzw+B8SQhoF6BZmrP0H3mxie0h4B+SYOZEgzp8Y0DwW3ZFgxBE8hV5RKxOF4+dxv0jjS7nNWfb2AKIS/+btYNN+EMIIRGAEl1K1lK8jsjgt/0BoL6CgCQsXNL7vg2eHtBmmpUMhH7qgOcnBsNgiHTkSq5aQAiHWdhpmFaS9igGQTW2K8fpnw8pVd3UiWAhgNK4D3SP/e7A14jI++ZdfxbA7wAAVf1JEfk+AH8T4/Nk33TTygBwQgKStwpPPz/p55IjDSxuQmsyzPgNQaRNFwF6A2CVeEY4Mkd9toCTo6BWlWw0gWRXUs1JE+mVvEkoLsCvaR/gB3rikKm+m8C1dEaKJpwZx6NoBn4D+siVpT98pSBwM2/qZGAZK4Me5JfZh64F2PVECPMeRliZCGw0SLTl0olMBCWoSTPIgAlC8ooB4IJteQScRre08Q93b+t3B2b6bwfw7Q8qhcjpdGA8GTjWiwGJF0uIAcQIoNMCKiEUyT9jNQ20SQCUr8Hdw+0hDszBr90GXa5EOrRx7j2T+opUR49IwjJGYALuTvrf4M/nUu4VpGjtIRh9M171lYkgyy7SBMDUJklztsK7FuBgRjDOqTZA0h4aROnB4hpLMg4i2wZ6YE9/s6c//zSk/sGtICnH+DShel5JjAm1muq87TtIAp82d+VRYt6MYpLCBgMTgYNe4RbgFfwm/TvtIIaphDdWmZwAwl4gBFrx0VWd7vuoEESS/IR0I4iOEKAhqWLNP69z8zgOTSFTlwlSJpV6fUCXwC8Yex1EsiagpBE0NBmrA1aoAn7TFIyQhfqcbQJmQ9hoAwZ2WwGo35rwFSFeESBNoDQA+XlWroFzNcJC+emyZyBPBzDfXKTUGdTmrq1GPO/xeIx7EiQwNor0moBt5rBpuNtWZkM4J5I67mDX3L5+r+nzdp/iSz103NMkatYCLHacxYRgDsqwUHYV7QO1JNlJfo1yg/1WM3u4xOI3/pgidM8b9H4/TwRhm299UuStwgQQjECZerVJExAOD/Av7VMMgboAf3a8YBoDJ+DZOGj3458Xh/bwS00WJBE8oEiNRfv5ub6NJBr1NWKw9yJcim6wgFypXTmzx7knQQIAcL8MuekM/KgEYP7MxHZJ1ggsq3W60IWbM4s/H3UaA3V2BM+HFzK+lQgKuHeg56XDnAauMrJGgGLZlnIEkKYIKS6RRXMdHc1uIqYFCOG04lLT8C5/QUSQC+X9NaUsBMkmkKcBDSmQ5Ecihald+hSANQrxvifm611qRyJ2G7iWTUMCLvkvcT7aqpALEUsv/R9HBE+CBLwddvEdEZgfcLXL8lpAPa+pnFm1AgsDgGH5n97ZgSH9ig5AxBC9XW62O+dCWl1vJQQaawHafpuwULud2Qa0nGNzzsSY2sOmR2YwnJJV/ZraDE2Y1DRxYgbAMSZs6mAgZz8Bd54vy4Gg85lsrCbylKBriaV0uYyI8ZZWB4CYErh/9KVPDeyVZD7Xz07sDk1fPtY9CRIArpAAGPw2pxJvbANDkCxNCexoczQPE0/naYg89mCfZJw0vgBARiaac2zOe+BnsOuWJNIeAAZ5EmIVioGbTtDttYShVoeMXNvKsDeEma2yBBFVt5NhTAzRj6Nw6mp3zOktTOPmAWShShL4Wz9rCyYamHG35dWcxAaJFj8wykegh3/7UV0L4y5gPmp3hz7SPQkSMAI8i49BbyyrOQwRh9rWU38KbYEIQEzKEgGQSMxqvqkEdhExQVdo9+s+zqM1+RPIt8SglKXCpgLVbzJ7FF2LP8qUtsXagcoa0wOdGvbUjWwqQPcVZBuFzPuFDnHu2iZ1qTl/0AgDUhhSWIiFKhxSN/H55AAubJ0eRUE1vKB72/3ncAkNgDQBqwP5LS9rf15VsSK0089HssGTIAGgrJgUF3N6eOONc+pUATUsd0gs53Hnu8rJBEDShi3//vYdjcb3PGiAVKxfIwJt4hzkgBsZMzE0NoJ0Qx8mMMjZEpsAbjwVk5reShjtNLOpQK31kxkY78cjqenq9Aybfluv37t+FHsxVXEcCtVjPC59KA49xrsGLUz7MPvBiaL452hKbep2BGvb3NRjDOS+8pZPKAarjQgbgboQUi39S03SyRmbytimrH3rXXdPhwTOZAMB24Es5EeAf2H7qqHbcpCPd6GOBKzVvd8W0BuIxkoALxlad6SasKilCNWSwKJpEPBLOT1lM1gS9NVUSVO/TZW1jTdEBr7enARarkNVPzm4JQGEZR2yEgLlmW7AbVFHszWRgXwBOBHAcaxhesC+luzgnwSAckxtzdMElIFkIAZcgESfkMR34WQaAR09CxqPDeC5D5xHQMMRulVIb3FPggSy5D6Pd87WXVwwtIauP8MkM+2OEBQO7lgJMNAHsYw8in/erGJ8AbsH7UiA6kiDrQuzXGKRzmsDn0Mj5rVWz62EKXXh02i60ZbxJpxKCCH9EyGkzAplboSuzSl0Sn/VYxIBgf6ooF/9qvkJvE4DSCB2RWCdwNhskDqO+o1G5JQmLqhs7wBomsBHNEBXBnxxFPf6awInLJA6BtEdoQ00cz3lK5H02e357DQHgQFAckcsm2FSeMnHbzDvxfUs0wAfSHOQ+JHj0zHiuaVsRIxBFBXy1YFaPonDSl4pCQUUqa/7qQETgjd1RwDpnnadN8htmsAE/THDzW/gXIhgZEwEzMRgdZmNlTqf25A1APVzP7NB4qQQ43j5aQG7k01upmVr9tplN7unQwInVdDlyGBpwus1PKGVCVQ6B2iTD51XVX81CDbhVKIO8MQHXgGliBiMFm15bcigaScHvvBWoFjyjEE2Qan5+nrWDrCd6m9xyb8jge4Glt9KVEOTJ5Anm0BoBZUAzB/Tgfi0etaoqkbAxSytkJCI2TF5NPqcf/ZX3bgGuqL+qDO3WkEKn8V5jDrwJEhAcb46EGDPHVRBn1nZCACpQX05ic5B58lwhsC6dwCHY9UG4saFCBYSWIlisQGc2QJ4WmMF49sDvp3ZBoZ6JS24DPiNC8xyYU+kvvYkAAqbVNwQgKY2sUSiIFCT+n9U9T9PDUxLWIDPUj+dByGkNrOVFON+GO8XrcL+qsb+FWr/Bexo4uY1C/lSXtvpwrXObNyTIAEgg2GJq8BO3ZTJIQGEW4YaqI1DPte6QuADtF4zj7UDkuSeCZWSNPHLfJ+llJa6ke0giw5zpAUkLtA0KK85r1YzGmUCnrWCVfU3f7YfeHlY0tIGrXnxPKf585T8y/z/qFOBOmXogZ+nANbaZWRV6UpgTGPKj0Qit0h/RzMRTLlflf7eN5qnBI9xT4QE9MbpQICByYB9icMXgNKDIgs5CFhfljnw9suBtDWGyCFAQ5LERUgmgQyuOt/f2AfSMdKvquDanpUUzlzluNXpIuHPSQALCYQ3CEApfizP2u1Gy5pBMBkHqyZQwH/4yoB9vyzP/VH8PJLiuYS+MdP1EnmrFZmKf5UMapvzUCXnsw87QRqeD3ZPggRUzw2D3NRxlkGwhqOcrRpB4L6g3VU/u6ZqA536H4zMU4BEAl1cSZeADiy2gD5NukXvmoHsQc3FtwyougwYxkEtxEB+Oub2t/JMQoA1vxGHZqCX/QL9VCAThBNAOmL6oyFNvbf5/LJryH3lL00p6hSAr6uAT79ZpGvgr9Jf0QmC29wtLxX5LgC/CcAnVPUfnWF/AsCvmkl+MYD/S1XfN99K/CEAH55xP6yqv/OWgpzuE8A1wJNGwBIYaPSn4bEPbmoigDWNNa7CNICZaBoL3MLA99Eol/sLmBl38eRhU48b7QRXXZOkv0qvJXCX1HwmhBG5TBcqGZjWEMuy8NHtpAJNc11bGcjGwRKmxWBoNoF5NMh1WoD7J+Lyu3tKJ1NDVVJI4GctgPw2DXDwN9qC37WAP5XGivtIdeBR3x1Q1X/NCyjyHQD+b0r/06r6vocW5KzsCTjgJieQ1XinU6CT9GtLwlFuY3RI/LlCAGeAtNgQhitNdciSGwngVUNYbAFRqRMSsLypLmdtSH9L4OkVZ2mzIRAwErC4lhjS0UiA8lPTApgA5hbopPLrahRsdgnW1YHR3pMMytTAKprbSqegaFpIazprmAheNrWVJq1xHPYg8ONRSgCAl/zugIwe/1cB/DOPvP+4B67tEygw1zUsE4WmRuqmAIMPxJAOA/LA+pRwQDYdzEGrhQyCa8R7x4CfyuY9vqr/fpVeP3Zpu/ZaGnnTrmdptmTgUj6AXG0BrX2A1H1bVfD2F41rjYw1rxiYyp+l/iaM7AMjAyIDIwTkcw/zFqIH1ZY2WDUxz0Ximh3YlzjNpAFFQvY18N8gC1r3sjaBfxLAx1X1pyjsS0TkfwTwCwD+HVX9S7dkdL5teNUCbg5LewRIYhOC/WWhhPqBZ/FltmQkxBioSp2faNvSbUhgUf8r0LuwJo3S/UqtS/vlkyWNbk+8fEu8GlgHSEVjh2VoB/x0JU6OpnHZ4JZMunZE1QQ6qd+TAtsCwO0fzBz9VfxqaLShlLZamh5hYyy3VwK75PAdEcR9luzyI+FN3DtiE7jivhHA99D5xwD8w6r6d0Xk1wL4b0TkK1T1F+qF/PGRN/+BN3AcpzsFAOThywDU1JwBOkiW2g5OoQarYdNfJXxV9xearvk5YLEBuxeUVP1ZG0Le1jDIbXCNBGqxz9KuqKcgXdPao7yFCCohAD34hwbA2gTa6QKTQJb0moyDqrxNOH6JBAzkPD2wCpF//GOoec869Nfw/Kutps158kseWdU/k/S8vETc5h5NAiLyBoB/GcCv9bKMz499cvp/VER+GsCvxPhKUXJKHx/5rF/8mZqkak271IxUa+qAdZAGO9uSnomYeFFoiHiz/pOwy9MHrzuNlVk+27e/An9PADXea1pJIYX1REjs88BxsLmu6Y88B+5yKkSA0KgyGQAG/iABnNoMKglUIjgLCw0ArTZg4A+ipQaZy7+ZCAn0GrpC07KJCBYyKDIkOSIDB7/ma6KMzc0f4F5GE/hnAfzPqvpRCxCRzwPw86p6LyJfivHdgZ+5mpNirOXekDBjv5FYtTl97mpgKkDfaACsOqx3WXl6ADzCd1OAKu23U4Tkz+QR98s179wV3OaUlQw6Yl40ogD/aIrRDk4AZXoFVBIwWwFWEkDVHjqQowc/OhJQQ24iBtYKrD4GW1WAP5RKFEy/NaQCvqZBF98rlqvkb9zLcMGjvjugqt+J8fXh7ynJfx2Af19EXgC4B/A7VfXnr91DMZZ+zlM0YW2tdTk9Bfoc1P59ATPMrFySrj8rZwiULL2vEUCStCdkMK++iQRucVWryofKgplAUxkU8e4Fz9e0AEuXwT9DWmKwo9kJ4ODGCejRhiegRwdRO6qHRaPwdICIAVGODvTcmhaeDH5NfA0zTQh0vhwr8h85DB773QGo6r/ehH0/gO9/eDHGXO7WtABO6DEHCgHd5vZADGBeDozBumZeNwbl+2U2YpBfmwJ0BFABnkCqkYouvNF1rEmSLJEQ3T8no3tG3d3nmkpoBnk6RUAnVb8Dvx2NKrhNM9Ar8OPcwZy0gUwE3sY0NYhKDSJIKn/yUPuV35qCwmpXbEgian5FI1A8+nHiJ7FjELh1OjDcWUVDYo9mU43lKKhGQ9kUQatdgIiBM15OKgUHGCrYbYD5uHMwN9MBlrSFDGB5cWHOSEBqSzEUKYTzsPKl5JUIOD6GKpdEUj1qsUIDMK5YwD+JQUlLWEmgEAII/OS3cFwhAq6TTQm8fXxKGf86SHZEUMN319SwOulMpNAl2OR/zT0JElA9mQ5IOoz06IlgqI2RyAyB1tcxzT+zC5Slv3Lfk1oE+zOwN2C3QcxhoHR+xxaIGxJIjZLnLXs6qGWAlzkSMgF1V5dy9CmiLA50+Px/JYY6RcgkEO1ayADcthE2sE6A74igIQMzIq+WkBXw3bi8Bnz1hujTbBXQt9E9CRIAdK8JaAZ3NIqktvM0SmlYvac9/4wPni4YSZTbd0VC7fLE+jbgwMdCAPMiHtD5ZhZecl8IShtvroif7VQoH/dUBqU7L0TQ3bNmuU/D4O9IoGoAFl81KD6u4YVsfQKfiUCV6tyQwYA/TweIRErFOlLYxe+cbTLiMZzarV7/NjDFEyGBIolqHFy7pzrzIJdmZx/mwKhSP+wCJvWDGEYmvEUzCQZU/yhNJQD4YMQcaDxQuzAGfL1pZaVckk76eLtUFdGqXW0Y6eakjSQioNIVrSGXphaZycPujwR+tTJVDYDjZ2WSes/nDRHweZL8ds6ArmRgJGEDiUZd+lGWOy1gAb7ckKZxu3jGx2PckyABxblNIAwjm1pWApgdY8tKNn8SVLsAglg08spjPKRqP/bNggxP4wPwxDbQaQiec0VtE6dtfNTB540pWGZ9K7HsiKDcT7kdMlHlIvc2BOde4LZpQI2fOac2Tf4g0z0JMBloJgMHf9TD7EqaCKGH7DVAN3fKwGVyOAN0A/hrBHLmngQJQM+XCG0zicGtTgW8VQoB5N2CsXY9+nkkjlcISDJmAUEACaIJhOYnSPr40sbPc1VkP2rGDQGcxltjNVETXAz0tCpCHgY4EwGTAEp5ez+3SUcCO6m/nyaM/HLZViKw28f9e6Mggb2SBOWkqjRP5FGn+XIsuLxKCi/rTLihHh/ongYJQHG2RDjqJvSqL6otawEzvb8Z2Ad67BYcdoFgCyOMZBcwFV+DANJRsYTP5BRfAZ8NVGngJlW05tqcaw7z1phklx5vBhCfSANpCTSRLCDP4I+yJb8TQjZYpnYr+VlYkvrAxi4Q0wTeaEQ5kQZfjbK537SR9oIaVhuYiAAhfnhtQDi53+s66NfSYPvSkWtuSfMItnkSJKC4Mh2gHX+hAxTaM1wbKRTAK2zeNDUCjetUA0Sdyl+lPxNBG1aMUg4MApXPXYko8l2seE2vdvaTqgE4OdLblGDcJzH/SYCPvJUqHeDP9oIK+GtHy3dLAmlKwIRgFeIWylOO6AfN5ymR+m+vHVDH2njCnA7UHT85adYTNAO7pZuN1N7huAt/BOYX9yRIAKBBt4tHr25d135KKlfvbkg6/ySgn4Urx+V5dUcAC7AaicTNIm2aWq0htcKQGt8fsIN9LszvyURlmfkhyhxY0vV4RgI1PZSI3R7hFiJqJgsNTa5MzwoePW+qQsQxk8+fKDL4O8gqoEqkiajrbkwq9kOsHbDVLiA5vLMPLKNA+3S3uKdBAjRQdm6Z6tqI8edPdVr+QQNnNozaxzIxNYYJDZeWOre7FgFZ7rmSQJVOXd2i5CaVfX5LT9rFBK+peK403UxLsmsjrA9b2tWPTBAzmKYB6RjJCwHk6wzc9ip3axFAUx+vpo0IWf/mInNINJWBevykSn27NpGETi3FmQlmJKxfZLLLu2XmCurF34XdCujNsHmIexokAOTBlFzMZ7v2HddOLjCJ4sCGP7lmbweKF4rYIAycun+2bEcAYS8Yf6JkK364Dv7hcitfIjA0HVmpnRJRGbtrpfF12dRC9/WNM+YeTcei9ZSwRAQa5OcTPH6LM8rRXirSVMN8tb13Y2QFuy7k4ARhPTv1eiFi22XtzVrZjI87/y2awxWwd8R0i3syJLBXBMr3/bi1FaRSIqmRsVSosIX/VeLPc45rbsQEkKSLREGcDLZIEr/a5J7bLWyLs18z7y2ckVCclQVLz2+XUSmF20BQsnSwxnmOz2TAS3IRrY6pIICY/thUwDSiMLFNQqAWuuZ68Gs5p8LNQiQtwBKqTQ84PQrhmiZAnIENNhu1fuvfTQc+Te4JkUDf6Sad08de0oXwiaTNi83wF8+xz3ieGjgK6FxNMnVDMNM7p6/FyZ56peT6cNktccqD7kFpqfLpPnt3HrvK2gwyJoaEfD9VSpf9OqUu20SsVdI3HpcS27KmrGJuAf82Ogq/gNyYiYjBtYKJRycHZ7ETol/LkH6S/YurYe04jKSbYfBg92RIYKcKtEOT9lUaB4yv7waYTK0XeyFEUv/Ve4GnAwCWF4Z4onRCZJB6YN8by3zXxzWr+FQ/K7NrCJG3vYtv/yqZ68SwkJWDXUuCnFbrkdL3W6QBN6T5H/HpWmTOFpNGG9BN3+zq1RaegR5xWQMwoQGSOkxeuxsBtcgexkfyMzF0BHB6/ja6J0ECPGgWR1LzPJPRSS7FNdTvZTowR7CtRScNwMCWJPIoRO6HMnelqcGi02m+wvyJyFAjY8AnDcGMmoATW+vkJcaNDfiCeOXKaECC+473PKwbpowyYwrXTwtKRTzDqNF+PJwMliTRNftZI5hpeRnZMk32ROIS/7H0fsB0wHmIhs6Sz5nby5+r7nItgYh8sYj8eRH5kIj8pIj8rhn+uSLygyLyU/P4S+iabxORj4jIh0Xk199Wg82PLLLsPw7NH52o4ceBw79XF5+uOo78AcvjoFdVT7+/s+6IfMf1oDkhHZcqlNHB7ek/WyWX+Cfz5xLfzulKiSvtnDKNZNcbnfGcjimJ5rQJY+RP4CdJqw64ijn1a/JRS3xOl94TUH+Hjo9adkPpYPRGfYTOzU7EBCBdXtwe502b3Y4MKKwZMre7ExidZXqLJvACwO9R1R8Tkc8B8KMi8oMA/nUAP6Sqf0BEvhXAtwL4FhH5coy3Dn0FgH8IwH8vIr9SVe9Py39Fz8sygig6iDuEJTVwLAcq2ulAnWcLXzMyzkI+awBpO6u9Bee0FkgDIBvyRrnSsw1Texnns6xUFyA0gx74etuoqiDXJlrLEQTuWRI2ACrFh82AMy7aFFB0/vPWXMq+cdF2CxMFgVBFEgFQX0xuehhQH6ANLFW6wuQ3ts5Vd8ubhT6G8RZhqOrfE5EPAfhCAF8P4Gtmsu8G8BcAfMsM/14dLx39WyLyEQBfBeCvXLnRefQNoUoeg4Uv+dmadJ0OUBa2bGcdwN8cEeEmDwJgY2MqQ8J7Qj3W3iU1lwlgFnVdyUA2ZJ600LrMWKK7yzTHrWk0E4GlsXJasCJpSllboGkBfLHQyWKdPDUF1YgNtyIn2pCyUWpnIGkBfk5peGyxdwtWnhFeI4Cu+I+eyz3cPcgmMD9C8qsB/FUAXzAJAqr6MRH5/JnsCwH8MF320Rl26q4ZfNoBjNJWpYNQJaZLGSkCJ4yK4zym2/xqct9ybIlmvmzxp2CkZMuJbZkt4TYY3WouQUSzrPEsBL8ApY6arkH3YCoYWMtj0rwAQh3xkdSnbZ4ultYsA6PRQJpQHJNBXy3uA065bLNO6N1oAo0WsNz+RANQLVy7A/CtZPAAAng7tIGbSUBEfhHG+wN/t6r+gn9Pri9XdUs5+bsDl/fs3+Zzmk03aEs87w2I8UabU0Sy4dHfmz+nBaTiD6kgMCNhSC+Tzuqbk6IViNqFBu8c+IkIiESG9mH+WEobBBblD22mtkRlIw7XPorCLM+EifbEcDSAlIDC4Lf8iqo/FBqGfZTP4irMI0QpNFeJX2zKdROUhHOMDG0uX5t2ClMJdhpAOxYfog08RPovEvDx7iYSEJE3MQjgj6vqn5zBHxeR904t4L0APjHDPwrgi+nyLwLwczVPpe8OvPlZd7Gt7NStu8Nq/MITLP3B0wFMiU82A4S6DRkgdI1gK9GB+FKxpNFYn0CV9NcCw8hXpwJWndhUtIbF/XdqfyMrOg7oThqpuCwDUlL1COcEz4DtBRaStAFvFe7jlQBqXVbwh3aQ9QSS+o0GUJOm1qx1JKJeiIBB/04RQClvv6/ldnfL6oAA+E4AH1LVP0RRPwDg/dP/fgB/msK/QUQ+Q0S+BOPbA3/t/C56/mskiksest6zNf/Q1cqfVwfmikGzGuAfsTzK++x5tUBLuahYWZoiBpXvTYgjawb1qTomCH+STvL1oPgYR6H5dE2dpTUNcgK486nP6ZXScXbWF9Qt1Hdsd0NqOyYSXnFZVwM4PudB7X+MH68c5FWEPKRsA5BrAQYoJj5PR7+l/g9w7yQZ3PLbuFs0ga8G8FsB/A0R+fEZ9nsB/AEA3ycivx3A3wbwWwBAVX9SRL4PwN/EWFn4pmsrAwyHvYtasIoYqrzGwB2JYHN4i453BSh4F1pabjd211Df1fPjc5ycs6oeKruwoYFXAVI9sHSYxO1PlKCdms/tkm/iKr9yugBdlya/ICWD2Z/bVwb/hiwRthX1v6PtRk2sb2o8ynXw1K5FeauVdli0gRzdCfHUpKzZKdZbdI74ePubw4L9n053y+rAX8a+ul+7uebbAXz7QwpyOWlR3mZLEINJKQMJYOk0WjTt77crswp6jRREkO0Kwh2l7Z4dBy4ZE3k3nHihxeu4FTE7f6l7xIfI0hKmhMQEfuX4An7SBjjM/En62q2SNKbC+f3t0eEM/gB0nDnmkqpfSQEISqB4bTCrnHr0dyKAEh8CpIQ3Tq4l4DIY8FGI4IbL306eeBI7BkWAE0NjGOgSeQcle0f74EQeeDyJS9qBAX+a9xQeXzB6ct5rDJanDV6VSgSRwl5/Bs7DzjYEsO6itIA4OshB4Gf1nu61ezfAEpeIgfxJeyDwOykbKVj7bcCvFhuGOtYOksKm1hPwHNZRRFfM8vNbhXyHILIGkLSKRUuMMF4RWu69GdIM/KQpRJO1jrPTXcQj3JMgAeBWTSD3gsKs8ZMICAehJWSpv/jprUWY2oVF1YcKNw8Z5vP5/LkThOccgI93HdBqgudcSQxECmji6H58eeIRzUdX22tcA/4mjcXlKUJJk+5T7TnW/lyZIsW1IQhwGI+CdSqgKUc7Rtty1wn9alxTxL1jbeGEANhfNYAdCchJ+JY1bnRPhwRONAGlcePWfFcj4cabIABQfzNaDfR+ZVzIgNXYZHSmEYT0789Hel78ivmtE5Qg7AZAKTeWDmYNYPtMBUv9EykeQD0jhjg64C09k4eu9+D7JP+sX0j90Ays1bN2kAmCe9RamXoz8uobx38s+S2t1GQpcC/5d/5dMRI1UXE1hnbkJ2selUK7+97qngQJCGRPAsyUPoZmT9jAnLmEPlUHAffmxu9qPNPDuIc9npwi7cpZPi6vawNUPyv30AAkdgEC6c3IKR/2aArcjywfXWzNJ6A6aBtyaIlh5jWPnLadFlAeneax2ASsZdS0NmoXogKPUSbTAvrFFe1iIQcfOSsh1CwbQmjvyGNjk0V39F8dT6m8jf4kbbIHuSdBAsB+OhBG78r/TJ/5F4Pd0pZJ3RAvNAQY4KwRRIe4diAgdX/NOlhbUjqZYWng07DP+t4NYOfLNF/OqveyHIc8Z68qPh9vtw1gJRbKw7sikbO6dwG7lvPaVrVRNKcJguhsBB3CN9GcrBueqW+vpOX8ZL0FD+Fj9mfSLhvnWunJLW9xT4YEdoZBq+gcdjiWWB5O5LhV+bn8DeAtP+VWrQC31CpJO6jaQEwZbH2ftYJ5H5+VVBFD8/vNYG8HhouRtQ3q2rk6ORQNINCapX0b3xADkUoQg10fZFBV8ABrMzXQzi4Qmhqfp75tXUSIxHTAu3pDAN3ITFvEm3SyZE7ZUjG7X6vrz2DekMojpynOze5JkIDgumHQwH9REBGQRdmEj05QGigq+P2OiMEqtdVpHl8Anltb/DztdEsawUiXFV3OIi+V5RutXs7RQJlJIcCOCn76JTX+hASuh6+Aj2O9Hv178JwcuKfO7AKRvh/8O7E9jkLl2STJx85JOlx3hQgaro7wM0RTf9Oq9anGcM09CRIAzg2Dh46tjQb+PDgIuooy+AN03KpL2NSnM03MPfn0nAA0gzvvJ5iinUZ51zGdUmsPA3nYQgicuj9d4jIH+G8hBbofTwPqeUpXyYHn/5vjLcCy/rSzMbjXqUHO55wcMp5seRALyFyAnJTxDPCy8S/FLWH+U0rXDBwbd0kToqrwxrOHuidBAgLBZbODWaG4CBGBhFXZjGvcINyyKUyylIncKY0Nkcks/OWbsVdhltfAL9QZPl3IakPtmEw04dM2BYU1wV4LMylXEePXxs9sA6tdYLaHi6I9CSTpT+GdTSFVict2TWz5pd1+gRNtYMmXtLyi0SVNnYqciKBB1q1kUJ12P2t6oe7LzJXKV2/i7aD9Zbe4J0ECQ33uiy+YBCDAoToJAzgM/BCI7oiAWs6X/UaCPFZWe0GaeyngLwzRdTB1nRJna33agFb6P9L56DKQZ+AzEWxJ4AGksA+n8qDxd+dddVzi7dR/y6raCMoNSHTyBDC9Y/CsvCc2gOrkSnzcPLw+ZKsmUOwA8ZLaFfiPGUVPgwRwbhOAmMWUCWDMiusGoWQP4P63ge3qPKnfmQJAM26ERoBoecwBOfPj6QKmPQCC5fGs1EHFDNGTYC3XFUeiJHggyCBNA47VuLeA+sGkwGlKpTtC6Kt7UzxjpQX8Ejddo2ov0p/8UhF2TTMQ+p04nYKGwa9ArIaxYLHmr8JGYyqwlOMB7smQwNYkoPYmvvJCShpptvc7tIFKAOTXCGXQ1+HjS1Jija3pzdf83QDYvZPVS5bBtgwoSroC4BbotxfS5V5YKEhKaw6vc33MdEmqExH4dSldxC1VOCOARwB/l6yNs+tlTWhSFSAiKP7bb9SM4c08fcmiEIKFlafeo1xVAzhrmBvc1UeJX7k7rdz1Zw9f1j1IS0+9+MTdaTkN4lcq00TrSdyD3evSlk/EPba5nj4JPLtn9+zeUfdMAs/u2b3L3TMJPLtn9y53zyTw7J7du9w9k8Cze3bvcifLI6yvohAi/zuA/wfA//Gqy/IS7pfh9S4/8PrX4XUvP/DO1uEfUdXPq4FPggQAQEQ+qKpf+arL8Vj3upcfeP3r8LqXH3g1dXieDjy7Z/cud88k8Oye3bvcPSUS+KOvugAv6V738gOvfx1e9/IDr6AOT8Ym8Oye3bN7Ne4paQLP7tk9u1fgXjkJiMhvEJEPi8hHRORbX3V5bnUi8rMi8jdE5MdF5IMz7HNF5AdF5Kfm8Ze86nKaE5HvEpFPiMhPUNi2vCLybbNPPiwiv/7VlDq7TR1+v4j8ndkPPy4iX0dxT6oOIvLFIvLnReRDIvKTIvK7Zvir7Yf67rlP5w/AHYCfBvClAN4D4H8C8OWvskwPKPvPAvhlJew/AvCt0/+tAP7DV11OKtuvA/BrAPzEtfIC+PLZF58B4EtmH9090Tr8fgD/dpP2ydUBwHsB/Jrp/xwA/8ss5yvth1etCXwVgI+o6s+o6qcAfC+Ar3/FZXoZ9/UAvnv6vxvAv/TqipKdqv5FAD9fgnfl/XoA36uqn1TVvwXgIxh99Urdpg479+TqoKofU9Ufm/6/B+BDAL4Qr7gfXjUJfCGA/43OPzrDXgenAP6ciPyoiHxghn2Bqn4MGB0O4PNfWeluc7vyvm798s0i8tfndMFU6SddBxH55QB+NYC/ilfcD6+aBPbv1Hr67qtV9dcA+I0AvklEft2rLtDb6F6nfvkjAH4FgPcB+BiA75jhT7YOIvKLAHw/gN+tqr9wlrQJe9vr8KpJ4KMAvpjOvwjAz72isjzIqerPzeMnAPwpDDXt4yLyXgCYx0+8uhLe5HblfW36RVU/rqr3qnoA+GMIdflJ1kFE3sQggD+uqn9yBr/SfnjVJPAjAL5MRL5ERN4D4BsA/MArLtNVJyKfLSKfY34A/zyAn8Ao+/tnsvcD+NOvpoQ3u115fwDAN4jIZ4jIlwD4MgB/7RWU76oz8Ez3mzH6AXiCdZDxNtnvBPAhVf1DFPVq++EJWHy/DsNK+tMAft+rLs+NZf5SDKvt/wTgJ63cAH4pgB8C8FPz+LmvuqxU5u/BUJffwpAwv/2svAB+3+yTDwP4ja+6/Cd1+C8B/A0Af32C5r1PtQ4A/gkMdf6vA/jx+fu6V90PzzsGn92ze5e7Vz0deHbP7tm9YvdMAs/u2b3L3TMJPLtn9y53zyTw7J7du9w9k8Cze3bvcvdMAs/u2b3L3TMJPLtn9y53zyTw7J7du9z9f4ku9pryspGEAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -923,7 +754,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -935,7 +766,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -947,7 +778,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -978,68 +809,16 @@ "text": [ "tf.Tensor(\n", "[[[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " ...\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", " [0. 0. 0.]]\n", "\n", " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]\n", - "\n", - " [[0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " ...\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]\n", - " [0. 0. 0.]]], shape=(224, 224, 3), dtype=float32)\n" + " [0. 0. 0.]]], shape=(2, 2, 3), dtype=float32)\n" ] } ], "source": [ - "print(X_batch_aug[i])" + "print(X_batch_aug[i, :2, :2])" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3af8369f-2f88-478c-a8e0-7ee1ddf337c7", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb b/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb index c0f65cb71e..be9517c9c9 100644 --- a/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb +++ b/benchmarks/cifar_exp/unsupcon/loss_demo.ipynb @@ -21,6 +21,11 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "\n", + "import os\n", + "\n", + "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n", + "\n", "import tensorflow as tf\n", "import tensorflow.keras as keras\n", "from tensorflow.keras.applications.resnet50 import preprocess_input\n", @@ -59,29 +64,9 @@ "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n" ] }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2021-12-12 13:15:04.782100: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:04.818025: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:04.818231: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:04.818857: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2021-12-12 13:15:04.819771: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:04.819930: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:04.820070: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:05.164301: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:05.164492: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:05.164647: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-12 13:15:05.164782: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 6601 MB memory: -> device: 0, name: NVIDIA GeForce GTX 1070, pci bus id: 0000:1f:00.0, compute capability: 6.1\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA84klEQVR4nO19fcw+WVnedc/z/nYTkURQoOuydheymABpViX4By21tSoS05WmUvjDblvSlQRSTWzioqYlJibWCqZJU5o1ELeN8tEgsiVNZSU22kQEVldgWVZ2YdVlN7sqtktrA+zvufvHnDNzn3vu8zUzz/vM877nSuY5nzNzZuZc17nPPfPMEDOjoaHh8qI7dgMaGhqOiyYCDQ2XHE0EGhouOZoINDRccjQRaGi45Ggi0NBwyXEwESCiVxHRg0T0EBHdcaj9NDQ0LAMd4jkBItoB+CMA3wPgUQAfB/B6Zv7M6jtraGhYhENZAi8H8BAzf56ZvwrgPQBuPdC+GhoaFuDsQNu9HsCfivSjAL4zVpmIGKADNSWGU3hSsvScnMKxNGwAf87Mz9GZhxIBq/cGPZWIbgdw+5hz7Yzd1HZ+FutwJu+QICOuw1RerL2pY1qjjbF0bh+x8iZe54w/tjIPJQKPArhBpJ8P4DFZgZnvBHAnABB1rTc0NBwJh/IJfBzAzUR0ExFdA+B1AO4+0L4aGhoW4CCWADM/TURvBvAbAHYA3sXM9x9iXw0NDctwkFuE1Y2gjptPoPkEGg6Oe5n5ZTqzPTHY0HDJ0USgoeGS40RFQJq7NetsDannAKyy1NQhV7cGte1KYYvnvUHixERgDvn9ejX5h0QtuWNlMpRLbnu17StZd47QNHHYCg71nMAMrN0prO2dl+OvBCVETZGaIyESZanjzpF/LaJv4dw3SJyYJZADY761IHGoR5hrRtUlYY1FQCpfp2PrzUETgC3igohACfFLOuAh/79Qa+IvDVNTBF0GI221O1U3d+6aAGwVJy4CpaM+R+LnhfOyAGKhRXqo8pL8WF0LjfSnghMWgVLyz3UKrmEVpEbMOR7+tQUhRvIai6AETRC2jBMUgVLT/5hOqdIRs2TufigLQbYzZw0ccprUcGycmAjMJX/Juh4WAUuRI0zOQRercyiLINbGGuI3X8CpY0O3CHNIdaZap2BNx6RM/aVkKREEnZe6BVgSzoVct5H7omBDIjC3Uy0Rh1JoIaghUgn5S0Z/nbdECJa0W5Y3IbgI2JAIzMEc07/0VqGutwbxdVkN6bdgCTRMcYjzeb7iesIiUCsAtSe2dqSbKxKlQqDLlxB9bQtJh1t6MvOQsO6uzN3O8R5tn+0YJKIbiOi3iOgBIrqfiH7U5b+ViL5IRPe55dXrNdfj0ALgUeLoW9OJJuvo0b/U2Tenbs3SYF+bmG8nt3Qq1PHDn/sllsDTAH6cmX+fiJ4J4F4iuseV/SIz/8Ly5lmoIXrtg0QxLL0AsQ4SK6+xBCTW9gtY8Pu86KO8hdJrVpKfK5N12Iivd/5niwAzPw7gcRf/MhE9gP5V40fAFjtkzahv1U8JQY7Mc6cLa941uWioFYAlomD9GUzHJZZdh1WeEyCiGwF8G4Dfc1lvJqJPEtG7iOhZa+wj04LK/No6NSiZQhyqLUuPd475WUOAU4Z+9DyVjuXp7ZQgZxX6+Pyp3GIRIKKvB/B+AD/GzE8BeAeAFwK4Bb2l8LbIercT0SeI6BPrOOCWCMF5IzWqWFjy3wftD/DxUsFovoAROfKXisEa0zEfX35tFr1olIiuAPgQgN9g5rcb5TcC+BAzvzS9nY6BK5V7X9s5WFq+ZCTXhLQcTCXlsj0l8RIRKe0Hqe1bdwYu8pQhNy2oTXuUWhC153a/7otGiYgAvBPAA1IAiOg6Ue01AD49dx+ZFqyUX4KlHdlS7DntWXKXI7ff0lF/aflFQq1lsMQiiE27lp/vJXcHXgHghwF8iojuc3k/CeD1RHQL+iN8BMCPLNhHBjHnVG1+DWLOmVLxOc85dMyzHLModHtKHY+XHfq8WumSshxi12VZ/9nQdweuydRKtXOtqUGpyVVK5FRezPyPhTKeG1HmjD5z83NTgeP3r/NHqTPPWmfO+Spd5+qpf3dgzlz8UM7Cuc8WWE662n0u8S77dI1p2e4U1KPGXyPTS6Z78+8OnNhjwynz85BTgDVwKDLUCBJn8nx+yXncynndKvQ0LDY1WNIv1ulTJ2QJeKxlEZScwDUccTq9xBqYu/9U/tLRu43+aeTu0JSKePnIXosTFAFg3anBobGmN73Gu5y7CzA3rwZNDHrU3KrVKDmHy6YDJyoCwPGFYI6VMKfNsX3VjCClZSWj+tZE9lSQ8umkprgxrGcRnJhPQCPnI0CiPLe+RsnDQrE2pOK1WEN8UnP7knMi57klPoXmPwghz90a1tUyIdiQJVBvxozr1ZQfesSqac8xpyipdpz3OavFYebGh8ec29wSJVO2emxIBFLIHeya826PmvnbIfZf24Y50EJQIwy5srXJaZH+PJysa2PuY9W5azXfJ3Bi04El5r9cd4l5WmrC5Yhx3hZBbEqQO6e1j7auPRUosVIuytOLtdODdSy2DYnAGhdw7nw59mht6pHbFMlzo9USB+Eac0ifnzvWmnoN5Sh5HBuJOCJ5867HhkSgBod8tNIivDzZpQQvMVuXTFMOaT1sieDWtbDSW2lvDVKPZK8l9nlsSATWvohLzNhYh9PlMp7KW2IFxDpEiRiU+CpqpwUpS+GQiJFfx08RUshqpwPLj/0Ci0AtrM5lmVolBK9xXpVc9FTnWProqW7L2ub+IcV9SxbLWlg6pa3HhkRgK4jNsQ4xHahBTJx8Wem2LSuntgNthXxbaMOhcH7HthERYKx70GuOjLn8NZyBtShxEs1FjSOwOQoPD31+U+E8bEQEgPo5fM22Up78mn0f0gqoJdBS51Ej8GnhcNdnkQgQ0SMAvgzgKoCnmfllRPRsAO8FcCP6Nwu9lpn/clkzNawTkru1lqpb64zR8dq8VPtzFzt122iJY6k2XrrdhnWx/nld44nBv8PMt4g3ltwB4CPMfDOAj7h0AbhySa2/Jkgtc/KAqSgQbMKmHIDW7bA5VswaWHt7DXXQ/X0OZ3oc4rHhWwHc5eJ3AfjBstVqyZ86wCViYJFZlwFpoqeEYI4VEhO9NRDzW5TEG46PJQNnj6UiwAA+TET3EtHtLu957utE/itFz7VWDL87UHIwcpelxK8RgxTp54z4KfJbab3fGHKCkDvemAWyBE0YjotlA8JSx+ArmPkxInougHuI6LOlKzLznQDuBAAiKjgK6xYZq7TPy3nOdTpHwpoRsnQElZ5dqHgMlsjNJeDSeX8Nmn/g8Jh/jhdZAsz8mAufBPABAC8H8IT/9oALn1yyj8ieYVsHsXQNYiN2aXxOXWvfHqVTgdTxLhGKXLzh1LHk4yPPcF8jBhE9A8D3ov/QyN0AbnPVbgPwwaWNjMMivy6PlXnUjvKpeKkvICUEMWinoOUkzGGOhVO7zYZTw5LpwPMAfKD/EBHOAPwqM/93Ivo4gPcR0RsA/AmAH1rezBzWuG1WatqvMR2QU4FDmN9r4tBThYZjYyMfHynxCRRtKRMvMcVr6syJA9PbOrV5ubaWTj9ilpIVj+XlblPpdRuOCPPjIxt6YnBN1JrecwVAQ1skvn7qrsWceI0I+HCpCFjxGPl1ecOWcYFEYK3RvUQkJPQdipwHP0aemvQSCyBmlcTanqqbEoGGU8EFEgGNpQJQ67xLdf6YJVBjTsfIOscqKGlf6TFY7Ws4JVwQEVhChDUEwKOECBbRcyJQsk9dN+cPSG2rJL8R/6LggogAsI4QxMpTKBk1ZX4J8dcgl7WdnF9Ar99wGXABRGCOo2+Ox9+a8+fmzLF4ajkkmre+YYoLIAISMfIuvc1XY0ZbRMuN+o2UDcfDBRGBJfftawTCp3MmdOzWnszbJ7bT0HB+OHERSJE5d498Tjw1/08RXsbb6N+wLZy4CGhYo/aa8ZwQ+Hjpff+GhuPjAoiARfyUVWCtVyoeEql7/zrdyN+wXVwAEQCmxJd5uXvlNWJQ8lCNz28C0HAauCAi4GGJAZC3BGrKNHK3/JoANGwbF0wEPAjzLIFc2npWQKMJQMNp4YRFIDbql9atTeuy2ANAVrqhYbuYLQJE9K3ovy/g8QIA/wrANwD45wD+zOX/JDP/t7n7KWhJ4QLYxK7Jq3mWv6HhNLDKS0WIaAfgiwC+E8A/BfB/mPkXKtavbEQp8bUIADbBc2VyGqAf9knFmyA0bAoHfanIdwN4mJn/2L1u7MhIiYCsMxcpcpdaDA0N28BaHx95HYB3i/SbieiTRPQuInrWSvtwqBn1U+vU7K+h4eJisQgQ0TUA/j6A/+Ky3gHghQBuAfA4gLdF1lMfHyna28xl6bol7UqlGxq2i8U+ASK6FcCbmPl7jbIbAXyImV+a2UZhIyySdpH8UkKXHr/0/Ot5v5XX/iDUsDmYPoE1pgOvh5gK+A+POLwG/bcIVkCJw2+OGMydJpS0t6Fh+1j6afKvA/A9AH5EZP88Ed2Cfhh8RJWtgCViANcsTVA5YpORV9ouvU5zEjZsH4tEgJn/CsA3qrwfnre13MhZMorn5v9aAFjUl+mGhsuDQ3ya/IAoJXwsP1ZHbt+K17SvoeG0sKHHhkssARnPTQNieUBoEfi4tAqsuFw3185mUTScDk7EEigleOnIr/NkqONz29vQcBo4IUtA1ktZBTnHoRz5Y2EMNSP8WhaBJU77Fbbb0NDjhEQgRnSdzs37LcwRhBLUOhxj1ollrTQhaFgHGxKBEtQS37IEgCnZdd55wiJ6LC5DoAlBwxrYiAiUjNYlJMkRaI5D8JDCUOrf0On20pKG9XAijkHA9gXE4qX1SrAFkqWOqaFhGTZiCQDLHINLt6lRe1tw7vsFY1OQNR2UDQ1pbEgEcrCmDLl0Cjmix9Jrv0NQT1E8YnltKrAu9J2jy4cNiUANgdcWhFLMsQhqtlvqf2gCsBydWICpyMu8VPz0sSERyCHm6S9xKpZi6TRgjX1rIbDSDfPhib9D3/2lCGgBKI2ftihvSARqO3eK/EucfiVCELvoSztFqRCcdqc7Dgg98f1y5sKYJRAju1VnD+AqTvWW7YZEIIXcfX9db23kyL0mKUuEoIlAHTTxZWhZAinCW+VX3XaedvHTwoZEYAl5l5C/xBpIrWtZDoeaGujyhjT86H+GkPgyvUM56WOLf7uVx2kJQfY5Afey0CeJ6NMi79lEdA8Rfc6FzxJlbyGih4joQSL6vnWaWfKU4NpIkflQ5Le2Z408DXl0AK4AuMYtMu6Xa9Wiy69R65csXlxOByUPC/0ygFepvDsAfISZbwbwEZcGEb0Y/ZuHX+LW+Q/umwQZxMhtPfV3CKSIlfMRaPKvLQRyH6fvhDof7DAlZ0wAdDwmACXCIK2M03kOL9tSZv5tAF9S2bcCuMvF7wLwgyL/Pcz8FWb+AoCHALx8eTPPwyOeE4LY6K/rrI2YV7rBxhnKBCAWz1kE1xjb1QLgl9O4kzPXJ/A8Zn4cAJj5cSJ6rsu/HsBHRb1HXV4BSv47ULIsQQ25DjX65/bVYEPO/6+oMJUnfQK5r0rFynW/8+V79M7CbWNtx6DFQrMHE9HtAG6Pr5bbbKruUkdhjnQxAWhicDz4KYBFeBnqPD9b1URPEV+H8ulOXX4VW79uc0XgCSK6zlkB1wF40uU/CuAGUe/5AB6zNsDMdwK4EwCIdlxvCZTAUuhSpG4H5uKHxLY71HGQIrqOq3S3A5j7JSBvThRkaInAHuPdh21bA3O9F3cDuM3FbwPwQZH/OiK6lohuAnAzgI8tayJgk/7Qdwc8Yg45a67ecP6Qt/1ipDd8At01wNk1wNm1brkG6K4FyPIVaAehDC2noLz9uMPWfQNZS4CI3g3guwB8ExE9CuBfA/g5AO8jojcA+BMAPwQAzHw/Eb0PwGfQy9+bmLnwpumaUwIgvNeu82uX0nUbzhcdpoTTzwIYxKQdQGdA5xZmgN3ozR2w37t0h3FU93E28oDe7Pf771S8w5afHVjl0+SLG0E7Bp5RUhNTC6A0DcwTAL1Yc8Xjn8PLB+8IjI3+sTy37M6A3ZVeEICR+HsnCCzJnpsqfA3AV93ylUi4iSnBQT9Nfs7Qo7xMS0LGnrlPkbtUBHy84Tjwo21nLF74dVoMCEz9AnKWgE+7ssHhp59T8duVvoDU9zD104Tbw4ZEIDeaSsKnyB971NbXryW9Vbd9bPS4sIhvCYImolgCEYAQghT5dSjFoIuE5+G3WoYNiUAJtADoeE4ISgSgtKzhOPAE28Emf4qIWgTcJhmjAHAJ+YFRADJiEyzb7DcnJgIeMdLnTnSM5DHix/IbjoeUAFiWgA4xhoElACEAPK07Ib/Os6YAOtxm3zlREdCQAhALfb1SU7+Z/9tDivAW+TMjsx/Ig2lAzNqUJr0WhELrY6M4IRHIEbwEKcLnxKDhuMhNA2L+gJJpgSUASMSlNRATm4hDcoM4IRGQSKl2ShxKBMCyBBqOD8sJKJ8NKBUERWx24UQAUoLg2yOnBTHiy7xt4sREYI4zUK+fmg6023/bROoOQI7wqQUoEwDfBt0nrOlAyvLYJk5MBID0HQIgLQwl8/4mANuCnN/npgO6bokwAHkBgFHPI3U70tr39izLDYlA7uTELhSrOrm7AxbxddiwHWhfQO7ZgBqfgN++7kMxWNaAXycnANu9Q7AhEcjBMtkQyfP5lhWQWxq2A0JIdMsKyFkEMVLCCEvQYdpnSgVgm1OCExIBwDbVNHEtC8GnU6N/mwJsD6m5f6l/IOYY1Cb6EoKW+AOaCKyIGOlj5TI/NR1o2BZihC+1AmoIGTPTS0lrWR4pC2RbOEER0Cg14dsU4HRgOfhy5E9ZANocjwlAakBJETglNM0S2BhYhKzyGraFnBdfQwu6tvi8GMi09ifp/lGbZw0s2+9fl0wEGk4DsRE5RTpP7NzLO/R6ncrXdVJpH78qlr1atm9xdrkKkY+P/Fsi+iwRfZKIPkBE3+DybySi/0dE97nlPx6w7Q2XChYJNdk0Aa+q5enI8rVIXC9XE/GrYp9aALb979OsCMD++Mg9AF7KzH8DwB8BeIsoe5iZb3HLG9dp5loodSI2bAcpM98SA4v8nrBaDL6GkfQp8scEwNqPbsv2rYHsdICZf5uIblR5HxbJjwL4hyu3q6FBITUNAPL+Avl9gU6EcjqgQyvPCmMisG3ye6zhE/hnAN4r0jcR0R8AeArATzPz71gr1X13oKEh5gOAC2O3ea1phBQB62Ezy2mcEoLYdOA0/oy2SASI6KfQ20W/4rIeB/AtzPwXRPQdAH6diF7CzE/pdaffHWho8Kh1DOYEQJLfL3vYlkAsnsqzLAHGVAi2idkiQES3AfgBAN/N7pXFzPwV9K9XBTPfS0QPA3gRgE+s0NaGS4GUAPiwlvyWaMhnCqz9WelYPOYXsPa9PcwSASJ6FYCfAPC3mfmvRP5zAHyJma8S0QvQf3zk86u0tOESo8YS8CO+rq+JP0cEYmk9DYgJwTYx9+Mjb0H/iZZ7iAgAPuruBLwSwM8QkXedvpGZv3SgtjdcaFjkTI3q2kEo5/6yTkwEYiQtyZd3JKzbltsWgg19fOTrDrwX61ZS++vw9pD7U5Amcem/93L/KEwh10dSzyDo5aj97SJ9fKTh8iA2r9Z3Cfx/ADqV9nFZb8mfeiwSW4PL6dwqbCLQsCGkSBkTAR+3iB9brP8OyDbUQj+gFHticJtoItCwYXhCy1ASX1sBqXcGpNIWSsTA14n5BLZvBQBNBBo2g9y/BaUQAGkrAJEwVRZrU0mef2AoNx3YJpoINGwIuTk6i3rWrTrr3QCxdwjE8uakLafzdkmvsSERqDlp7THjiwWL/Dn/AES5JQAl/UlaDjJupXXb9INDen9aYErbdP7YkAjUIHcym0icDmLOuxLESGzFLYFIxVFRzzomH+ple0JwoiKQgzzRTRAuNlLkB+ZZCB6lAmOtExOCJgIJHGp0T5l1DcdF7lZeqVUQI79O68HB6nP6boTO0/uzkLIEticEGxKBHFJzrtp1G46PGqLXCoFPy3VTAmARP1ZmTTNiYiIX6zVm28AJiYBGrcm/rRN//rAIp++7n1c7ZHug0jFRqLnGlhjI7ZRYndYzCloIctuwFi8G23nN/UZEIKeOuZPeTH4bsffgA9Mn76yn8dYUBmuu7EOL+HNGf5kf21bpMZUIQcwnoKcS2xaCjYhADiWjfs5jexmgO1osDkzJnxODWlHQo7yOWxaBZR3EtulR0zcsxMhdUiflZyBVT55//29GYAtCcCIiIJEj+2WzCiziWwIgQ8AmeOxFGFY9uX/dnlg6Nmpa8dg6HtZ1rrVcYlMDi+Q1UwJNfp8nBUAKwXH9BCcoAh4pMaiZt52qryBG8JLQH7dF/NirsmU6R4TSOX2K9Och5Cl/QU4IYJRb29LHIwUgNv063z4597sDbyWiL4rvC7xalL2FiB4iogeJ6PvKm1IyAsXWq8k/dXTotTu2XDHC2CLr6WUnwtiS+r8/RfJyCxJhDiV9KDf1seLIxCUs68ayzqzF+uqyniKtjxJL4JcB/HsA/0nl/yIz/4LMIKIXA3gdgJcA+GYAv0lEL2Lm3GdhChEb/S/DFCD2Ug090qfqyE6V+jqzNlm1BbDms/FzCY/KNtT6M/To7+N+WzIe24aGH/1jI39KeErz6jHruwMJ3ArgPe6Fo18goocAvBzA785uod0qlAlBzmQ9BWshNXKkiJ9KaxGIfcXHC4A0bWUaKDuHuTprTwty+0uZ71ZaE94SA2t7JYh992BOPIenzdwlPoE3E9E/Rv8m4R9n5r8EcD36j5F4POryJgi/OwCUdxRZ/6JbBDGTMSYMGcHoun4BgD0De+ufbzpP+hC0FeFhXTtNqFg9Wa7jMcSuc83UsFQIZN1YWm8jVUf6Y6zpR6x9tWkLtghkfQIRvAPACwHcgv5bA29z+cVXhpnvZOaX9e88K73wcw78FEZ7C57wftFz9ZQ/QCx0BuzOgCtXgDOxXHFLp30EsSXlE9D+AWv6kfMDwIjXiIPVN3SfSZnhubow0ilYvoGUX0Cfw5QvRveHVJ+Qi41ZlgAzPzEcKtEvAfiQSz4K4AZR9fkAHpuzDxtzRvncOlucFlgESznijIW6ceSX8a7rj3i/B4j6ZU/AVQK41HnnrQGPJXNZjxThc2kNbSlY8/uS7WjknHTSYiqZipbW9zhMP5373YHrmPlxl3wNAH/n4G4Av0pEb0fvGLwZwMcWt7Lfa2U6lufzt0Z8j5S3uEQIKEp+UAdyIgAiMCli791SJALeyYUFoUSpCOh4yVxaz++tcm2ZpKyWmCVTijkC4Pe7PuZ+d+C7iOgW9K1/BMCPAAAz309E7wPwGfQTkDeV3xmoOcC5gpDrEMeGJnyNCFB89KdRGAYR2PfHzYAxyOesAu8w9FuImdcl5RbBU6S34imxsa47VHmpCKTyLcwlewyHEYGNfHeg4/5bJtmamXSqju94sW/FHRt6LpiKG+SPkF7mExG6rgOBwLwH7/fY7/ejkzBYco7DmHMrJQRLRCCWFxMZqw2xsrUEYI5FlOt7KeLXisKfb/27A7UHtGQ6sDX40VX7ArQAGCLQaQtACwAFU4Guo14E9sAehA6EPe1dnyaxOJ8B+ymCvF3o4xbJY+SPiYA//lSYKkuJDhlxC0sEoLaPlVoFpf15eR/fkAiUomb013nWNGALU4IaL7F0/FE42gcCEMap60DKJ0CO/N2esJfE90vHvQBQ11sFLAXA+wRqF6BeBFJhqUWSut4pslt5Ot/C0qmAJYAlZfU4IRGYq4x6xNgC6SWs+X3iMV3amaN8YBEYYtALAPUhAdgzOsJA/lEI2K1D/ZTA53UE7L0YSEtgzqIfQKohvWUJ5CwPSywkaq0Anef3PYfsHnK9GMlL4vXYiAikFDVWf06eFoBjC4IfWUtv++2A3c4gvhAAI48GS4CEJdCP8h3tRyFgAtO+v2vAkvzOIug4FAJmgFNiECsDbAEoIb0uq7FAUtdBbrPWMqhFzEpIiUAs1PF6bEQESjGX/D5vSwIAVFkBXgCSImCHJJ2CRCDyo/x+EAKm3lnorQH2IjCIgSO/FwJ2zkPuXGj9+5BgiwFEWCMCVnyuJaJRQvZaEaidEtRYRFY4DyciAkvJD4SdbguCYFkBEX+AFIBBBKgo7EnfjQLgLAEixp57CwCC8B0xuGPwnlzYAZ0jvBaCId9ZCnvurYMJ+UnE9d9o/bkoIbwVT1kcMcJ3RtlSK6CG7DHMsYRk3jxsSARqDmSuKFhkP5ZF4G7vRc1/IQidFIEzN8IbpFdWgB/9OycEgU+AGd2eewtgvwe70b8PvWUQCsIgBMzuNqIQAu874L17zsDP+/VdBB/WikCsTIuMFoAOcUHQJJ4jAHMJaAlGrQjqvHnYkAiUYKlFsCUBSFkB4tZgtwN2Sgi0CAzkD/PICcEwHSB/ixBg5p60nsDMwxSBBjFwS9eB9wzu9v160irYdxjuKgx3E4RlMBDUh0BI1Fry6bRlbWgB8PvtMB39ZXxuO1KomRKUCl9OGOqwIRGoPYBaQdiKAPh95yyAXU/u3W66TAg/jXdE6DpHfOUPIEF6GsgurAFmUMc98QchYLCb/3PH/UNGgxDQ6DAMbjXuHS+lAAAjMUtG2xJSWkIg99Op+F6sP0eILALWzv8tzN3/MmtgQyJQiiXWgM/fggBYQqAeD94ZVsDZLkJ8ZxEQCbM/EgcAHgWg9/KTEAQehYBHMcAgBgzad7gq/4Tkby0O/0cQJN/vxenWglAiAqny3LTDh/r9CIC9zZI2WXXmIHV3oOYcXBoRqCW6lXdM8nvkfAHCD9BJARBWgUF8nyaSVsBoCQxTA+cTIObeh8fcx/cMJheXQiCID8YgBntnAVy96qcDeyEAXhgE2QeOWhZZSedXC7n6gZWhyW+9IYlgi0EN4WvJV2IlzDgHF08Eag+iRgBy2zkvcfD76hBevA4TcfAPAulFzv+1BWCM/L4eCR9B3xRyAtAbAoQ+7Yk/iIMUChF27l+IHfbjHw/lYVrYQzgMO1U5R3opLiLurYxBDKQoyLgXAh3Xd41KyQ8jHutDlgDEHIOXWgRyJNQHyTPzt4KKUcSNwo6Rot/QOLq66ODU89WJnKuMnZ+udwyCOfTVEw/xPiQX8pgm0YQ9RhFiJ0SSV7H4cBlidwcM0lvkl3EmdVfCb1P7HdiIWyTUbYqUeUEdDik1HUmVJc5DyUJaUCOIUGBDIpCDPllz8vWtqfOGJn6sk3jie0+8Yx37+/Q0euU7t819T8I93CPA7jVi5OvD+wL2IFBPbmHeD3FB+zGGgS/sjoPJ3V4cSMnu8KQw0Ng+dKGVPrk70E1JnhIAT8BBIAnDMw9Mg59j3IeeFujnFTKE93Gi8Th9fLh0QqxNQUjlyX359sZIb5wLLUgWvmZnb0gEaiyBEuLLsmOTH8iP+hwu/pFc7mwB6Nwot6d+mgA3EnaEPbqB/DSQby/i7lwIc7/PHTtx0F0pzOstgl5IOCCEIIgnP3cubxQjAO5vyr7zdogSPyoALmRPfMbwiLMUARkOjPVCIPsFGaE7ngn55THLy6esNh+HCKNCECE81LHrc3UeIkBE7wLwAwCeZOaXurz3AvhWV+UbAPwvZr7FvZX4AQAPurKPMvMb860rQS3xrTLLBJPrHUMoWMWVJTBYBF4AyPVhP9IKcehNAaDbg9H1t/2dOHDXocMezP1fifvdOREYyD/aAdIiCFrpfAnjO0cIwZ2BIC7EypyPY6xXQnwr308FPNk7Py2QIiCE1D/eHPwJShA/RXognm+RPyoIhZZAjOzBIurNxKzvDjDzPxqaTfQ2AP9b1H+YmW+Z3aIixAQhVZYSgENDXlwLujNIARhH+N4C4PF+fBezDvo4OythD4C4J5+32vvdOKLLF8sMecNPYAEgGGAl6SX5EYadNMWDLRoduYD4cgnI7qyCjlW+FgJhZXkRGMiv2j5cPlUGVSdmBVhxXV9aAqWEn2MJRLDouwPUu5pfC+Dvzm7BuKeKuha5S8r0qHss5MTALYM/wMf3tgUwPL4rCOf++8/cWwXkLATadyDiYXfDWVBvmOLY+SG4x4vhfAhSADCGnT9G/xCRFyklCKnOPSGFMW2AJ7QmvZFGJ+p2Y7450ruDNYmv6vvzNyG+SEOXqfiw7wzpu0TZTCz1CfwtAE8w8+dE3k1E9AcAngLw08z8Owv3YaDUEpDlKQEgI28tDD1Ktce3I7FIa8C/4cd3hD1sAZgIg7MKQNhz108P3IRADPYIFCE4FTw0e9AJfwjeAmBPDicGw3QFjuveZ+EsGbi6jHiHzpFfWgK+cQHhLVHwQqDqDccUsQBkXIvBIESICwESZYNIGOeiS5yDc54OpPB6AO8W6ccBfAsz/wURfQeAXyeilzDzU3rF8OMjNSTMkV7XSVkD1jprioEmf6pdPk+JwGD6SzGQxIcSgNEvMMx7uR91vVVg7naIJ45fX6aAGFIAMI78g0vAtwUYiAiMHTlqCmcEYkIyf+6Ew1D7WGRaHsvQHhGXx2nFTRHwgmqQPSoUhaO9zpNCEbUw05gtAkR0BuAfAPgOn+c+P/YVF7+XiB4G8CL0XykKwMx3Ariz31bHujyO2Eifq8NG/nmg5MLItkkhEB1ZPpdvEt9ZAOz2yaLM+QPGoZ+n7arRYD+CMzA6GSR54NropwB++104xQHKR7lYvib2QDxFzoD42hJQbQ9GeijSG2lgSuxhHyKvxBLoMsTf2HTg7wH4LDM/6jOI6DkAvsTMV4noBei/O/D5ss0dyhKo2faaCHpRoh4bcWUNDKOaG/2hiO+nBqxFwQmAJ+PgER+YnD4EjpTL1f1UQB6mDwch4JH8ehQuHfEGEoz5RP2fnQJrIBADK8+oP7TZOhYtAEa9gPwiHiV+xBLoEucgSv5uLJuJWd8dYOZ3ov/68LtV9VcC+BkiehrAVQBvZOYvzW6diTmWgMzPCQIV1MnBEoCcucb2MkwB9hhMURbElwSfjPxqSuDzg33qNpEq13kuPczpZZ6Leq2RcflcDmMUmKiJGxeG4N+QAIaHnBwJWYqAFgUtCPrwNMllOYmEJQJJ8z+WJ85jlPwJ4tP4n5Ac9pH8DX134JqSmjVbVWk9ysp4LF2L2JAow04s1puEjPjwl+IO4/8IRGcIXi5akD841/R5isSterpD742OrvP2quMDZqe2hWEUgOElKeQYyOOtzuHpBi0IMu7FwMcLToEpAD4uxaWY+MpSAaLHbJGfxDnw5yRHj69+9r9u/bsDJYiRs9Qa4Ey53F6tEOQEwILeR8wacBZB8P8YGn0DwOgPiFkG/p64HNytQyRZaLXdIIIeOT06OKuFw7R2hk1Gu07k92nZ2ceXpIyPPwPhMw/DY9GC7KFAiHiM7C7KQdn0VIzXCAnCJ8ohzoUpAOP5GF4X54WgG+NzsSERyJFyzrpk1In1fM2OUiGI2o2RMo0I8bXxJgWgw5Tke2d3W2X+nri4UzA9DD+qEkDy+FW7fZJVgmSBspU1+eVjvNZcV42A5N+IRP1fo0cxoIDcmuyAfyLSxQGMGeETkUFMHTJbeRTW8H+9LhMDJQyDJWBZRf256MS/Q7UQDtOBmTqwIRFIYa5AWCNtCloAUkKQIn9JeQ6GNbDnnqB7JxDW6O8tBi0A2l8gyar5HhOCqKYZguGzGEIACAFJovNcOfK59yNMxMDPg0Nxt4nuStjIE1sI1iGoWiJOk9qDAEgxYE32mBDo6YB/S7Qx2nfiL+Hy3ZHdxbAE5kKO4DlYpI6ZvjEhyBFdxq08P+enyCLrizxZHDVLZTpg9TjST4idGO2laezjgbkcWVf066DAP1jkBYGAyTRAvQOh69T8V6X18fQTBBoIP7aORU8JaZ0aKhgcON7tumyLgLdMTFGIiwB1ockvXw3XBRbAKAAljsEYTlQEalVPm/sl5bqD6/JS0lvE7tSi81R6cO51wE6SxTsAZVw7A8Wi0wAGJ6GMk2jrQH5xPJNRh8e6E42Vo7/Ki00HrLYGWinSk5a4RkixcvuymtfnC4uAxs2Oa/k0hxoot+LfzTgRAR54zs4qGvOFEBBM4k9NfymM6t2R02YV4YREoPQQY/Vy62vCp+rPFQItAgXxTpC7M4juCTO8fNQILTGIEl/kxeLD4CuOVTNMkj+wAtz59X9DNAlPzhLwVaaC4F9X0G9tsnP4krHdvoSHX914tdZU68w+IawrHzDQ/1tTkX2wGNCLQaAOSIz4aWvAi8JcbEgE5h9EPcFz6ywVgFgdKQI6NOJy9I8KQDiPnNwKnISwR/UJ2VX5JJ45RaziwwdOfNyXxwTAhR2Fp04soXNOU1iff19G0xIKJw5aIoIeozY5vqCF+teykXhFm19ZE15MFcYXn2AY9fPEty2FudiQCNSihvip/JqTV0P8WJgTAEFiPfrLUM+hJ28eNkJpWicJrslO0/gAZTUFAkCDqTsRArn9iAhMLQAKLADzspjEF+2JINwEJaQkMqEYBA4YXukuSA/01oGaGwRTlZgTMDtFcK+Wn4sTFIHcEHSo/DUEwBMoIQQx0gcCoEb/gOgRkSCEYpAiuBl3oRQI7+GPnUI/ZZBC0A+7op4SJ3IvPQny5OJfaWY0z2xHorCmiKIlABg0CJwnt6vLU8JPhcAfbpz4UxEQt0svznQgh7WJrNOlZaVET5V10zjFyK9EQJM/mlbLxCmoGDSZDkSIr0VBnzK2Qkf82KPGQ3toIAO5+LB/KQi+jVJPfNO1VaIRK57LIUJo4TjR69/ZoMRAjvzKHzCKgD0liBFf3jKcewgbEoHaQ5hL/hShS/OWCIAmvyUASgRI5QXkVl51Uts0RtpgShAQH2ObZJs18fWo48lu5clQWwFyv4P5L/bhBQHeSUgwTzXG/KhTT2QEh5NDCbmc01MTn4LR3t+FMIQADMKU2Ekh6C6kY7AUc8kv00vC2jKdJ6wASXqyBCCSb5JekD9W5p1sAMpGe4rUtc6t2K6/AxAIgIqrbXmS94G2AkTdQTS8f3FMT9ohduMjU3Fw+fbRTKtaGYMAuG2xJzYGxx8Nd0R83PsChAgMJNfWgHhuwLIG/JSh4BgsnJgIlBDdyltKXJ23cB19a0+SOxAAlY7+u27GEhMAa+S3hCE4zep8E0bXfVQAxsreFAY85wkQeRMhwOggnI78fZ3R+Bh3SvK4hsBoe6ypk3zfZkFoZvg/Nplkl0IAjILhRnrTGkhMA6RwxFudxomIwFLy6zxNzhRxS4SgQAAIIwEnZj4Zo35MFAwylxA+KQKqzbrc5dHkONVplffsJPmtVfz82Z8WT/xBAPqVRn1S7FTh1CpQcSUS/SYtSk8PS5aQUZFAPfmHbfKwHrEnfDjqD4Lh4v1lUY9Fd+KR6ck0QEwTLs50oOYgcmSPpWPErs0vjA+kE/HJQzwW8Y0ymR8jtdxfrg5EHX2OBtMyPJZJnoYcmvWplwk/TAfkx/AT8N3vV4jB6GuU69J09A83FMTH6UastyjiRw7JP4fYm+OK5CJObopEg0CM8UAEDDNfioAlEgf/7wAR3YD+deN/Df1fU+5k5n9HRM8G8F4ANwJ4BMBrmfkv3TpvAfAG9C8W+RfM/BuzWxi2ZkFad16L6CWL3laC9FDp1NN81uiv6g7fEnTLeKvMEAZVxkFZ325PQH08ZOT540taAxajZF391I2sLgRBVhnOq96UaLowKnrauQIW25TiIKcZukcMv+o4pCRY65AkvItDxCkmDsAQ6pHdf1pez/8nvoJzsASeBvDjzPz7RPRMAPcS0T0A/gmAjzDzzxHRHQDuAPATRPRi9G8degmAbwbwm0T0Ima+OruVAJYLgIzLJfVnngIh0CN9EI+kIySP5QV/nPFlwJTgIg/k8l1ecO/dt9+wAkJhkOfLlU/KSq8Bhu3SpHgqCKL6uLqqb478QmByoSSOpPb06Czij/FACMifRYvokTwnRgPplclvOQytvLko+e7A4+jfIgxm/jIRPQDgegC3AvguV+0uAP8DwE+4/Pe4l45+gYgeAvByAL8b34vsaCUoJbxMW2SOCUCBMFgjfJEAZEjvR31F/CHsnEtJjv6AI/zYyZkUoaXlkBIAue3J+cMoKLlzrxhsrqM1olJTBiEQ4XQqEB4zTfLGtk1baB+pLhsJLYUgJH2XKBu6hRr5c9MAaTGc278Iqf8IybcB+D0Az3MCAWZ+nIie66pdD+CjYrVHXd5KKCF8LJ4ieiot7+mXkF8RXtcxBKAnOfrRKSICfT4GkjKJY6JQHIYyLxIQJmOU5IIcwfkK8+LWAImkGltFfgCa5EQuK5t1RkeiaH9g9o/nzAtAOB0IBUAcpa8i8u3JUN9D1OhPnvwuj1KC4LsBRayBWJ7wC5B1IstQLAJE9PUA3g/gx5j5qcQcxCqYPHBNk+8OLEGO/D6eIHgsjwjmgzf+jzixUX9S7jpjQHoXd+QnSxAsEbBIL+OBOHgHmhODlABM8jBsI14+EtFeL5QDk/UB0TAtH44NGLrSwOOQ8KMgWCJglQvCB7uaEt4WDDGaQ3QFCHGg0C/QxdKS5KTSwQOhro84YfP5c1EkAkR0Bb0A/Aoz/5rLfoKIrnNWwHUAnnT5jwK4Qaz+fACP6W1Ovzsw/WOGakVJSxNhjPTG8/ukyB88s49iMSBXTvLCOiEYCE6YkH9Y1xCDgZBihJ8SPLQEGEbcFMsw5Em+UVcRJiS5IA0Z27C0Q8VpUkYq6ogdIXiK/N46GMUgbDVF8nw6qCfIP470oXVgCQKRtwyg3hg0Lp07BnF1w3fB5KiTQcndAQLwTgAPMPPbRdHdAG4D8HMu/KDI/1Uiejt6x+DNAD62rJnA9BnUFOFh1NFCEPkXn/7/Pol4zLx3xB6ITFPie2X3Zpsk+Uh6hCN+JN+7lUBSBOKWQVwIPMg97Rone7COfx5eMHgkq9qGrGYJx7S6nTccz2TXA8k9qa2wD0To2zBsUhOcRDw4yuGSy/X8Oj3Jw54WioQlADz2GUgBwHQRp8Y/mblQA4osgVcA+GEAnyKi+1zeT6In//uI6A0A/gTADwEAM99PRO8D8Bn0dxbeVHZnYG1LwBIASXiZ7jD5+65+vfcgCgiuyDiiUzCv02abL9OkHrcxbkvmeWtBWwLSyRdYA1IUaDz+IK7O5ZD25MaU9EG6hOxaIICRxENSkVpcMhIRs0yROE54uZ0wTIuARfqpdeBzOkX+kfihNSAFIfAjDE0SAoAxjmCb4iqK9xHMRcndgf8pjlvjuyPr/CyAn13QrlhrIk2JkV6nDfKjs4kfiIBLKxNdjvSTUV+mBzMPJskl0TXxgzTEOtB+gPF42SrXoiFOafAmPiEEQ3oQGIj+RkFQRHa/QqARoUXgjZeQ4CNBgs0HxJblFJar/dgioISAVFocobw0Uhhs8oteR4YgYLQexvaMIuDbO+TDX1lC+Bft+djQE4M5WAJgpclIJ0Rgp0i/64BuN8mjrnOeWEV4QfCUEPh4SHIERO+brEVC1EmJgCZ5rg77s0pDJ5Ik7+M0Pgks/hU7nQ70aVLpUScigjEcsiSyJrE4X8Np8ufI2Lcmu4zL/SGMSxHQ1gGJurIXDXXkpdLknwhCOB3Q4iPbLYmvTumY519YgvnYkAjMnQ5Y+Tnyu7Qk/k4Q3wvBrgPtOnRdh91uFyV8jSioXiZI7zIC0ou4KI+a/4YQDKM8ya45En54iNWffuGiHYTCDzx+RfLPvMlTPpJJpseoqK07uiTuJJ2o58UAKi7J4+Ny94alMJJWm/xTkvv2SJEIlkBENPn9PkKLwDp3sZ4NQFwwV5/ny8CGRGAJYqTXAiDi0swPllEMut0Ou10vADsnBuEoD6StAJffjWJBcF58TfLhMMYOyiIuRQCImf8G4U0hQP+qKyiiByEHxB9CwiAemtuabCFJjXQwwo9TIJnnCT+YxoEYKIvCn09xas19hs2Bp7ZJ7MBSCEViGMEDkdCLI/ogOIZFAHdyTdoLGDwnYJEAAJsSgdSBZE6OWT8hBh1NiS9C2u3QOfKfSRHYdRkfQFoU/Hosmwg4cqq0Hh6COinzfyoE8tmA8YFVDOQev9sHQXj3lLuYfvqQvQSQujKKYD5COk1ylZD8cmogHaaDaTxom9yOEh9B7kAgjDaSWD8gLom4zxciMbRdrqPm+YDcZlgPot7Q1oECHFhkQ8RfB8mVgpvrOWxIBFKQhxkTBHmqrTwnAL3NPnr9lSVAZz3hz3a7nvxnY7wLfAKC6F1eCAafgGsWq7AnK8LyIT525qTHX5v8RJHycOSXIhDk+84YWAAY24kp6eXcu8/Q0waxliBzQHgYAiDqTaYGYl+iKYYAiDZLIYJBaLLiEYEQ5ZD1MBI8vDOghKA/44HFNRJe3ARkwL/GbNSC5SpwIiIgoc2mFPF1mtAzVgiA8AnQmRv5z3Y98X2463B25kVAju4W+dPlIZmVGAT5pERC1p0SfWr+G05BXy7Ne0d2aQXw8MEMch8M4tASEAoVmv8ISR8RBvL1hiaFllJfbJA+IQSqCUaaonUm0wAidX8/LLPifg9B71PigeBKjOQfpMud51Fw2fV2GoS6XwP9R04AfwEDp24tNiQCcx2Dsjx2OUYCDM/t70KfAO26QADOzvplJ+OBTyBO9NQUwTePYRHfEAWjfjCi++OCZf6PQiBvVnkzfxQCFp/M63shy3wSHVS1I7gyMdKLCvGpQEjw8XNjvnwqFsGtRwqCID+XJ0f2TsRtayBlCcgR3kp7MWCV7i8E++8TiPPcL+zWGk++FABhMszChkQgB8txYglDQgiCqUAoALuzbpgGeNIPy84LQmcSu9QKkAOSvMgTUfAG4CTf1w99ytOpQHp6wG5kGV94yyPpIQVAdkrq20WhJTD8Tkg/slKKRDgVkMRWRBdPUpoCMPyPwugNU21I5nsSdzGyu2vXiTjpuNhmGPfXfUr84IkNplCMh8WL7yADkGyXn14/cRHIHYFFdqs8JQDy6T8KRGBwAp7tcHbWuaVPXznTlkCM7Cm/wBhqQvsvc8kPZQcCMV5mkecJ3sftqYALA6vAh6qDDR2NhSiQCkXH1Od+QnQfJxmo+JTQgSB0Kk0Q1oGeOuj+MLZQC1SQL9pE8A/zJIhPI6k7ERcG3mSkT+crfwD3H57m/TgQMAN7EgLAY78YvmY0CPo8FdiICOTgrYCUNWDrcGgFkHAG9kLgnwHo7wL4eC8GVwYhOMPZlV4E0qN+XhBsYoemNlvlkAISjuwhwUMxsPJsETCIv3ejP3QoT78f1cbTHpDSW0CuPIgbpB/upEhh0OSX6aF/RNoUGVyGMovYXhSGuLummFoIHcZjCsnNKs+2AIaWMvdfnndfk9/v+5bvCejQl/mjIRcZpgfjBTWPNYcTEYFSUDw+SLlY3Es6hr9tdh12HfWWQde/yKG/NUjYdb1IyP8AWCN9IAKYikN/zUiRW6Sl6Q1Zf0z78Ur6BYjkXeeQ+GF9Qigw033s/WnrfCIhwmIU9D9k5ru0GDbFZTAEQYmCJQCdJLuF8WyFeUNjsiP/8A8/JwYxocBwZjXhIfLgzjSFedxbhN2+J71rWl/XnXbqdWK4CsHVWyAAwIUTgfmwO5K/WFNxmaq/tboUH7clgrhg4yWdNCTxx5CpOT52OzVdn+4hvtlpEyrr5xBMCwrW1QKi7f7cfqPXlOwD0vVJRcxyCnPIOFlWO9Rq+gNG0fbNp3oc3QG22dDQcEJoItDQcMnRRKCh4ZKjiUBDwyVHE4GGhkuOJgINDZccxAvuL67WCKI/A/B/Afz5sduyAN+E024/cPrHcOrtBw57DH+dmZ+jMzchAgBARJ9g5pcdux1zcertB07/GE69/cBxjqFNBxoaLjmaCDQ0XHJsSQTuPHYDFuLU2w+c/jGcevuBIxzDZnwCDQ0Nx8GWLIGGhoYj4OgiQESvIqIHieghIrrj2O0pBRE9QkSfIqL7iOgTLu/ZRHQPEX3Ohc86djs9iOhdRPQkEX1a5EXbS0RvcdfkQSL6vuO0OkTkGN5KRF901+E+Inq1KNvUMRDRDUT0W0T0ABHdT0Q/6vKPex3GF0qc/wJgB+BhAC8AcA2APwTw4mO2qaLtjwD4JpX38wDucPE7APybY7dTtO2VAL4dwKdz7QXwYnctrgVwk7tGu40ew1sB/Euj7uaOAcB1AL7dxZ8J4I9cO496HY5tCbwcwEPM/Hlm/iqA9wC49chtWoJbAdzl4ncB+MHjNSUEM/82gC+p7Fh7bwXwHmb+CjN/AcBD6K/VURE5hhg2dwzM/Dgz/76LfxnAAwCux5Gvw7FF4HoAfyrSj7q8UwAD+DAR3UtEt7u85zHz40B/wQE892itK0Osvad2Xd5MRJ900wVvSm/6GIjoRgDfBuD3cOTrcGwRsF66ciq3K17BzN8O4PsBvImIXnnsBq2IU7ou7wDwQgC3AHgcwNtc/maPgYi+HsD7AfwYMz+VqmrkrX4MxxaBRwHcINLPB/DYkdpSBWZ+zIVPAvgAejPtCSK6DgBc+OTxWliEWHtP5row8xPMfJWZ9wB+CaO5vMljIKIr6AXgV5j511z2Ua/DsUXg4wBuJqKbiOgaAK8DcPeR25QFET2DiJ7p4wC+F8Cn0bf9NlftNgAfPE4LixFr790AXkdE1xLRTQBuBvCxI7QvC08eh9egvw7ABo+B+resvhPAA8z8dlF03OuwAY/vq9F7SR8G8FPHbk9hm1+A3mv7hwDu9+0G8I0APgLgcy589rHbKtr8bvTm8tfQjzBvSLUXwE+5a/IggO8/dvsTx/CfAXwKwCcdaa7b6jEA+JvozflPArjPLa8+9nVoTww2NFxyHHs60NDQcGQ0EWhouORoItDQcMnRRKCh4ZKjiUBDwyVHE4GGhkuOJgINDZccTQQaGi45/j/pC82L6rUbsQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -93,7 +78,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -105,7 +90,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -129,7 +114,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -141,7 +126,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -153,7 +138,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -165,7 +150,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -177,7 +162,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA76ElEQVR4nO19fex2SVnedb/vgkmFZEXZl3V3LWB2V6GxixL6By21pSqatluaauEPXS1xIYFYE5uwi6YlNiRoBWPSlJQNRGz4bBDZGFJdSY2aiLB8yNe6sguo6252UYQlNUHe3zv943lmud/7vT/nnPN8vL9zJSdnZs6cmXvmzHXNPXOeD2qtYcWKFacXZ/ZtwIoVK/aLVQRWrDjlWEVgxYpTjlUEVqw45VhFYMWKU45VBFasOOVYTASI6AVEdC8R3UdEty1Vz4oVK6aBlvicABGdBfCnAL4PwAMAPgTgxa21T89e2YoVKyZhKU/gOQDua619trX2dwDeAeDmhepasWLFBFyxULnXAPgLFn8AwD+yMl955ZXtKU95ykKm7BdVT4uIZi9zBK21lC0d2bxRPut6NT0L7X6ZlsmTsWeqrVPx0Y9+9K9aa0+W6UuJgNbai0YuEd0K4FYAOHfuHO64446w0GP8iPMuRKAaz9gmRaCHo3MPZ/PLvPzQ0rR0CxFRz5w5o5bvpVdskvaNCs5ceMITnvBnWvpSy4EHAFzH4tcCeJBnaK29sbX27Nbas6+88sqFzFixYkWEpUTgQwCuJ6KnEdHjAbwIwJ0L1bVixYoJWGQ50Fo7T0SvAPBbAM4CeHNr7VNL1LVixYppWGpPAK219wF431Llr1ixYh6snxhcsTfse7d8xQaLeQJz4xjfDIyg+mru0JDZrc++crN2/6e+FZhS35yvKg/lOR+8CBwz+Udt36cQcJun2pF5fTbn68GKMGhlR68Iq68FszaOvCackxcHIwLHTHaJOdqytBBoNlppRFSyJ0PmLLEyaZEtkY2jh7QhI1SWTdVnPefYOBgRuFwwp5jNJQSdxFFdmbo9mzxXOju7VjwGq04vnV9bivhaOGvflOc9OvYuKxFY0pvYtYvGyxyZJSq2WJ8wHPECuA2WAPC4Jg7yfi8u68zYpdmY8T7mFIGMvdXnOCogl4UI7Oqz9BK905eun5NwrqXGyDXLJg6PRJ3wmgj0s1eGdS2CNxNnyO/VO0UEPPsy1+bCUYvAvvcRdln/UnsEciNQ1icFKOvaZoRAE4U5CRZdGxGdql1ZIcjY3DH3uDtKEdg3+feFXbVbLgdkOAuN/FwALCHg90Zhrc6MXfJcIXJVJCq2ZTD3ZHBUInBayb8ULC9Ay1dxaeWsbpFfEwNe1hyutmWjV492PcpftW9uIk/hxlGIwEr+6eiufYTMpuDo60JLDM6ePTvJDY/qj65Fs/YSIpC1OTv2p4jKQYhAa+1UEb23de7ZgCNLem5P9jWhV6dHCun+dwHQPIEs8Sw7svaOhEeWBaNYcox0HIQInCbM+Ym8pRD9CEl2aZBdEnQhyKzFeblR/RlYSwQtvg8RkFhisrzsRGCOTlqCmB6x9ikE0gvQlgMdI+Ti5JdCwL0AbWPQO1ftsezzyrLyLCECu3D7LVw2IjD3J/WA+To882m9XQtBdn9gKtEyXkAXg36Pd7bSptiYTR/ZG+jnqL+ntGXq2B8WASK6DsCvAXgKgAsA3tha+xUiejWAnwTwhW3WV21/W2ARLLmXMDoLWmVE+Ubq8Mqv7Atky8xAWwZkBKHfy89a2lzegGV7dK0qBlU7l/hdSg9TPIHzAH6mtfYRInoigA8T0V3ba7/cWvulSZYlsOsP6wD5Dp9CvjkHtiUEPV07y3zVw7Ijk8dKy7jrU5Apy+ov2b9Z8T2UzfBhEWitPQTgoW34K0R0DzY/Nb4T7KsDPe9gLpuqr+AyrmaG8Na9cxyZNvf6etyyd8p3GqL6PWT6mtvk2RZtvkZ2zIlZ9gSI6KkAngXgjwA8F8AriOjHANyNjbfwN3PU03EoCrqLpchcD9wiTUSkqeTW0F8J80MSnIejzyxoNi8BrS7pDXgeglWOVW4vT8OcbZz882JE9AQA7wbw0621RwG8AcC3A7gJG0/hdcZ9txLR3UR095e//OWpZly2yHyGouI1yLBcz1Zn96pAWAOet1P7JKN1tuoYFWhNoKLjwoULF4W94+TkxIyfnJw8dsi0qBxug3VYmOQJENHjsBGAt7bWfn3biQ+z63cA+E2js98I4I0AcOONN6af2KF4AbtGNONFQmC52xrkrDsqAJG3oA3OaNbXZtpIcCrLkWx6VFemvIzAyaWF9cyz+xAaprwdIABvAnBPa+31LP3q7X4BALwQwCdH65A4rQJgobp30O/hcascbfBFIqDd79nOw5Y7ndkPyIhBZX3uuecRIg+Fh0dFQEvT7sliiifwXAA/CuATRPSxbdqrALyYiG4C0AB8HsBLJ9QBYCX/nBjdE+DhSlyrU9av2ZPdD5BiFtWXqd+L8/TquJTEj8JAvs972LPZwpS3A38AqP85OPSZgJXoy8EbHBFhKgNQG5AatJlP2uYJgeYZyPKrYsft8cJeWlSebG8Uzy6/+LURXDafGNwnvAEx+mDmQNVFt8rwSM/D0bpVgySAXOvPKQRa3V7YE4JIGDIC4KV3WMT3jipWEUhgipeSuXcJocjM8NkyLBc/e12D5U5rm35ZIZDt0pYLmk2ZzbpM2LtHI38kBBHZrV9kqmIVAQW7XpporvAUaPdbZXp1VUSAp1XqtzwBSwi0+zNEz8Ais0XubP5IACxRAPS/T+9pUij6R6+rWEWA4VD2JUbW7l6+aFng3ZM5e2KQnaGkC6y5+5YoeMTPikKV0FGYp40eRIQLFy5cMutz8mvpVawisMWhCIAFzd3NwFufW9e0cPXswRrw/VovJyK9JQQVMlhLEnnWiF2Nt9bCD/X06x3arN/DZ86cuSi87glMwKELAEdlgI+QPLqe9QwqM7O2HMiEs0Jg1anZJsOam+658NlZXoqBJg7dEzhz5sxj5058fta8sgpOvQgckwBEmEr6Oa9pcUlGPtit5zC3EHhEt8LZw7vHI712rbdRtpOHuRDw/FWcShGYi/iynJEHMFpvZfareA9Wfo9w1qzKidFnMjnIO6QHYcXlNWlDNewRWEsbOaJZ3xIE7vLzTb+eNuUZc5wqEViK/Fb6rkRhBNlB45HeCve8nPgyjZ/7/SMi0OMdPM2yLSsC3rXMF3aqpJf5vOfDPQOed/UEFCxN/Ow9hywIHRlhkKIAXEo4fs0ifj9HpPdmf08EeFimRcS30rMkHxEATwQ0Aet9N8f4vixFYJ/Ez5Y1VRTmcgVHyrcIrw3KHreIz9OyIsDj3I5smNs2KgYa8Stuf+QRWDZLT4fbOoqjFIE5ybnLsueopzJTZ69nPQBZvzZDWfcBXxeCHtYIPqcIRNcypNfSsrP5yDKAvyLU2sK9Id63U8btwYjArsh3aHVXscSsXylfEl9L5+DE7/E+kDUvYKoIZONV4vc0jbAVcmfDrV26688Pvjl4Kj2BuXBM5NcwMutXywds7yPbf/xTb1p6VQTkvkBmqeUtBypiEAlBRSSia72NJycnlwiA3HSdglMnAnMR3ypnyVma1z3i0mfKsfJZsMilwSL9iAjwtKxdPN0iehS3iF8Vhijc6+1t7EIgBUDzBKrj4FSIwNLEt/LsQhDmwqjXMNK3fHBHAjAqAh2Rp1QVA434niiMLgm0furlcgGQz2HkGU79jcHPA/gKgBMA51trzyaiJwF4J4CnYvPLQj/SZv614Qx2SfzMvUsJQtYrqJA8k7faL3JAa2lLiACH3MOQZOfhzHJAkj0jENlwa+2if2vuHoD1w6JTMIcn8M9aa3/F4rcBeH9r7bVEdNs2/soZ6glxCMTPlBnNTh4kgXaFyC7ZPjlLSQJqa/ulRUCzOSK/vOaRPhKE6nKgt/HMmTM4OTl5TAikKE3FEsuBmwF87zb8FgC/iwVF4JCJv+u6ssLA80X3WLZW03ldnPxAbf0/lwhUyM/DFuEzgmAR31oOALhEADQvYN+eQAPw20TUAPzPtvkZ8XNt+2vDrbWHiOgq7UYiuhXArQBw7ty5WqVHSPy5sKQHkBEHrc9kmuYFyLOWBuivw6z0UQHj17PkB6AS3RKA7JLAWw4AeOybg0uQv2OqCDy3tfbgluh3EdGfZG9sA/87cGjkl+XsayNwKWGIyO3ljcrl5O5nbXmQSY/s9tpWEQJtORAdIyLQlwN9KdD/vdnbE5gypieJQGvtwe35ESJ6D4DnAHiYtv89QERXA3hkSh1zYw4BiFzhXYlBhvxVgch4ABlxkDM9h0deq25ro5N7LllwcvdzVQgi4su8WQ+ALwc8L2FOj2D4b8iI6Btp82/EIKJvBPD92PzRyJ0AbtlmuwXAeydZeHGdkzeDpqIyy+wT0QzpkTp7X6acrB1WPq0+eb9nv0WYCumjI6rTs7PSf1bbR+3smOIJnAPwni0hrwDwttba/yGiDwF4FxG9BMCfA/jhCXWYGJkB+n2jJK3ONvsUqynI2h6Jg9xf0NK8cuUbBS1tqicQCYCMZ0mv1SfrqdhbIX8VU/585LMA/qGS/tcAnj9abhWjYlDFSPnawF0aFfHJkDLjPVh9o5UZpcnrkSBUvBgr3ZuxPe/BIp6X7tkQwau3xy9cuFAeb5fNJwaXFIOpZc7tFUwpb2SW1+LRfRmia4SP4rzsOT0BGde8AZluzc5WXVq6Z1+2LXvzBA4VU9x9DXOVtQ+vgNdd/fxAlC8TziwBrHyA/nsFMj6nJ+AJQIX8loDwa1kbK0f3Aqpj9mBEILPLXSlrDvIu6VXMLQaj3kHmvizpK3VY9Va8g7k8gawgeELhpWlhKy3TjkgMqhh+O7BrVN8KTCXZEgIgy99FHZX06Frmnsqg11xtL68koAxbtlkktvJZaRlPIbI9SvPg2Zc5LByNCHTMMYPO6XVMxRQFr9aTvTbHzC/D2Xun2JAd+NYsb5Wj3SPzavEs+bW2ePdYAnRqRADIewWj7vG+sGvxqdRdJWV2oEciEYUzhLdIHYmIlx6VlyW/ltfCKPkjETiYPYERHOom4FQb5ljK7GI5VPEMRvYEtHCvx3q7kEFEcOtaRgC8fJodWfG1yo/akMFRegIckVdwjB/YqTzIKXmz3kBlhtcGKQ97aZlZX0ubyxOw8ntki9rrlT+KES/gKDyBKd8G6/cfwkw+F+aYzecsp5elhaO0KR8Y4h5A5nMGI+3IkCZL+mimrmDECxj5sNBReALZRk0Z7IcoIEvYVPUGsu5qJj2TNuI9TPEEqvdWvYIR4nsiZLX9svAEImTfB2v5LjcvYWlE3kOW4F55Ix5K5Z4p5IuIVBWqSh2WXfJ+69uKR/1hoSyiz7fzfKsQXIrRtypz912vwzrLNCts2amJzhzwZvjIoxipS5KcH/KnyEc94YMQgUoDLMJreTwhOBZRGJkxOZbcGM32X4bwMr0S5vZ4Y6FicwVTy8wuOSwx4IIwYstBiEAFGYW3XiuddmiCUNlvyfTjiGhFRM+KgLSj55NxaePI0iG6L8rjrf0t97//3LhGft62Kg5GBDIDp+IF9GtSCC43UZhC7H0g4/73cFYQAP/tQs+f8RA9TCE9z+ftFWjlSfIT0UUCcHJyUmqHxLAIENGN2Py/QMfTAfxnAFcC+EkAX9imv6q19r7RekSdl6TJRltun9ZBxyIIo0sCi2Be2hzQ7PXq98ivpWXXwJowWM/bu2YRl58z8GZ9LU16Avy/G6UA9Dbs9PcEWmv3ArhpW/lZAH8J4D0AfgLAL7fWfqlS3hyeQOQFrIixCy/C2/yzyJ8VAf7MNQGYOh5G77VEhMelsGj7AbztXAA65P89ZjDXcuD5AO5vrf3ZkoMo2g/Q3EPvfFqwtBdQ3SD0wj2ukV+7lrFNe/5ZuytLAOvslanN/DwcCYHsi5FxPdeHhV4E4O0s/goi+jgRvZmIvilTgNUw74F71w95XTyC6OEeans9u6JZP3Nd8xK8s2dbNMmMLAFk/kpY2xjk4b4vkD0sTBYBIno8gH8N4H9vk94A4NuxWSo8BOB1xn23EtHdRHT3l770pWxd7gzgiYE3GC4nZNrn9d8UZMhhzfpe/iz5I0HQ6s9iDs8xS3oe7qSX5O8CIIXg/PnzZRGYYznwgwA+0lp7eGv8w/0CEd0B4De1mxr785Hv+I7vaNHD8Vx/ef20u/9A/C5+n7DEeuSQ8DYDtXFQHRvZJUBmGWHdp4kBfyvQ7dbKGHm+c4jAi8GWArT945Ft9IXY/BfBZESumuyU6IEfozCMPuR9o+K5yWtVEZDQ9gBkPFPGKKbsKfQwFwKv7L2IABH9PQDfB+ClLPkXiegmAA2bvyZ/6aV3XlJOaHxEenntmMm+FLLrc5k+R/9VXf5MHqtMSYaI/FobtTZXZvvsvZmzJQK87H7sXARaa38L4JtF2o9OKdNC5P7La5r6n2ZhGBGAJWwY3QOwrluQxOdpvKw51/qjG4YW8Xu4k79/TkCWIZcMVRzNJwYtT0DrePlwTyPpgcNY/1vIzOyZTcAOaxasjBsNI7O/lddy9+VZikA/8w8M9bQzZ85c5AUctQh4GFXYOes5ZEJFyAis51pnypcbsUsevc5on0hr/1yTQWVD0CP9SL1af0/ZLzoYEagobCZd22HVrk2t+5DFoTJANPfZgixTlj+F4GfOnEkLQWSjbJvWhgymrOPlzJ6B5vHw/ul9JMNH7QlUOsnLZymuJwaZckftAQ5HJLIzRbYfLAHo16aSfEQA5p7xM2OtKgxWuZpYWwIgRUAKQRUHIQLAfC6/NePPTf4sKjNstrxRN3CqLdrsqQlAP2eIL6/JezXyW4Iwt6uvpUXreXmOvE7ep1JYtdlfEwQpBlUcjAh4qCwDeHpVjZfElDVbpfyK6w/UBSGb3yN/xhvoZXjxXaC6xteWANUlAX+OGeJLEaj2z8GIwBJ7Ato5urYklhYCra6ozrn2OmR+jeiZtF6WFR61L4NoHETepDbJZMaW1RZLQOVx9uzZy8MTmLonINOjZcAKH9HSQUu33HnNldXisgytTJm21DPNLB+zojCySSjbbe0FcAE4e/bs6RCBKL8342tp1oNcasbepTcwB7TNKg7tWlYANM9AlqOVbeXJtmcEHuEtT8DzBjIemLeU8ryBKg5GBDyM7gnwcDZNxo+JsBaWEJ6IoB7hrbBVrhcesXvU67TIL+PWssCrt7eJP6uI+FIAuidwlHsCWRepoqgZty1rG3BYYiDX+9G531OFNetnzlUBkDOY53HwtNF28eeamQy8eCQGkVfg2Wb1lbYUODXLgZHNQS+crfvY3Pg54G0uRmt2j/TeksCDJQTd1qUQEV9L8wRA3msJt7YU8JYBR78cqDzEUSHIxKN6T5sQSER7AID/ZsAThbnsmioIWY9T2+izNgCzHgA/e4cUgn4ctQh4mEL6SlrWlqWEoLJrvCSiJZA160fEj7yCkVldyzuHIGRJr13zlgcePAHIfEbgsl8OTBWCbDmZTpxbCOZ0Zb19gWr9WTGoHtFn3iMxqPTX6L5BVI9F+ux1z14etvYD5N7AlLcD4R20+bHQR4jokyztSUR0FxF9Znv+JnbtdiK6j4juJaIfyBoiO83rxMgN88q26tbCx4DsLBPdr2GU5J4XoAmA9ok3y0vgdslw1A4tPdM/2T2jCiozvPYWgIflksA6LGRk41cBvECk3Qbg/a216wG8fxsHET0Dm18efub2nv9Bm/8kmA1LkFSbhbL5565/1/CI7OXxBqo2QCXRtX0DrX6P8JaNUVvlvRl4E4lmo9ZHcu0uSXrFFVc8djzucY977Ojxfo3n7eEpIhAuB1prv0dETxXJNwP43m34LQB+F8Art+nvaK19FcDniOg+AM8B8IdRPRmMCkDGJcwOiqmE9VzrQ/FCuI3eTn7m1V8m3g++dInCkQfTYZE2s/y0PFJ+L7ebC8GZM2fUtwDZcy+DC4RH8H494xlJjO4JnGvbHxNtrT1ERFdt068B8AGW74Ft2t7BB9GU++ewwbs+4lYuaY/l3kcufzTLy3yWPZL0nHRSHLw2Zvs1cv8tAQC+/vNfXQB6mNtheTpa3PMarOMQ3g5oo0rtUSK6FcCtAHDVVVdpWS4uJLmzGhpYHBRzkL9SzlSxGrXFSvOEwFrfZwRAHhze5qZ2TdrvvTGobhpHG3zSdikA3L7KYS2vvCXFrj8n8DBtf1qciK4G8Mg2/QEA17F81wJ4UCugsf8duPHGG90Rv+Q+QDSDzFXPyH1L739EcW3G1nanNVHwZjhrFoxgCYDVRm8pENWpbTx7sMSAX9f604tbIuBtEo6Mt1ERuBPALQBeuz2/l6W/jYheD+BbAVwP4INRYdXXKBZGiDMX2Zcor+IVjNQrCS/D2swk49qhET0Kd1heQPTqM5qlPTdeXtfeOsmwrIOX18vneaOlk/fGxNto1dKqCEWAiN6OzSbgtxDRAwD+CzbkfxcRvQTAnwP44W1HfIqI3gXg0wDOA3h5a83+/6MFUCHOnPUtXcdcIinDnhB4bmp0aHVEZwlPALy2jS4HtPr7WdsY9LwKbmfFi5Jx+WZFEwAeX8QTaK292Lj0fCP/awC8pmzJzFhaDHZB/qXq8wTAct89AdBeAWZExmqXRixrg9Br38ibAUl06yzLk+2RaVnxrBza9wZ2uRw4GkQzxGhZlxM00moCoImBNjNZBI/iHvm9cI9r7dKu8fZ6iATAaodMIyKVsN4sXzmkl1HFZS8CHNask817OcAiu3dNc1mtAR25pNl+1V7/eZ6AJwiRZ6DVLcP8XBU3TzCjc2XpsIrAIC5XsmdgueeaN8AHXD97A3cUFvmta167KmKg2cHDck+gss8h+8h6vae97tP6Xdtf4OcqTr0IXG6wBoG3No8EIOMRZH/sMktAObNrBJ6yHJD3a/m014RZ4eRhLpqVD/1oRNdI38NamzJYReCUQnNhPQHQ9gMsMZDQXs9peSzia2VYaTI9k9+yladZy4FMv2kCoH0MWKZxkkvSW8cIDkYEMu7dinmhDZ4R0suZiyNa2/M8FvGjGVtrl5Yvuxzg7r8nALJsi6iyr7Qv/mhpHul5nZoXUsHBiIAHr/NX6NBc3swsEuWJvIQejl7D8TxcADTiW2S2yrbyyff22TZ1IfBmZYv8/ex9409ek18G0kjuhas4ChFYBWAappA6ejVluaIasae2ocPyEKy0jk7oCxcuqCTXPhEo64sEwFq7e98E1F4P9vt4mzSyTxUA4EhEoAqtM+YeiBZ28UlFbSB4Z3mvN4NHAhDdxz2B6NyReQ9veQiyrMwz6uTqpOdCIG3S+s3brNPCmT0BayMw+3ynTJQHLwLVxln5rfS5PycQ3be0SFgzheY+RgNaEwApBlIIqrZGn+rzwsD4UlF6Av3cy9TyWyJonT0RiD4YZM36/CzDWjyDgxGBKUo2pQw+mOayI1Mfx1JeijZAKoNYc1Ojd9J8oM69HPA+MVgppy8HuEfAz1H92b6TIiDFQItroqqRPkqr4GBEYCqmkndp8mfqHiFLZoB4hzVopSdgzXSWp2Ft/lXbZi0nqmXwg7/BkHGrDB7W+ilKk29SvG8EWp5ANlzFZSEC+yTwnJhr1uxlWQJhuayeCGiuqjdrZVz60XZlBcGri7eBw9oL4HGvr7w+jL4CrIlrr1Pa5MWrOHoRuFwEoCNLEm9GsOKWFyDFwCO/NWC5HUuRHvB/dagCb/a3PJx+LfKWIiG1vjgkBYbXqdmYScvg6EXgcsSo6xzFreVA5bDKsQiT+bQgkFuP8zCvRxMCrS6+NJD7AllofZZNywgsP/M6PXum4qhF4Fi9gAzJs3miuOcJzCUGvG5Jzkp7vPZLIahCltfJb4mBJW4ZgnvXLW9B886kPUsh88tCbwbwLwE80lr7B9u0/wbgXwH4OwD3A/iJ1tqXaPPT5PcAuHd7+wdaay9bwvBjEgDPdZv7laE2gHh9FvmzQuDN/pV2jgihJjBymZAth/8SsLSvX+f9debM118ljpDfmu1lWPOotP6cExlP4FcB/HcAv8bS7gJwe2vtPBH9AoDbsfnfAQC4v7V205xGHiOyD8sjQ5YoFvk04vO4HLg8rH2f3RuwlhBMFTlPREbL62TmQsBFhX+ikO89RCKQFYDKsYsPnw39+Uhr7bdZ9AMA/t3Mdrk4VC9g6sBcom6ebi0DKjNYdGTtnLrn0VF5QyD7mQsB/6wAF4J+1kSg8ktAlmBGgpoZG1PHzhx7Av8BwDtZ/GlE9FEAjwL4udba72s3UfF/BypYytXO1Dnl/ujTc5kyNDJ65M8IQXX28rDE8iebT4oBFwAuAlII+HUi/afCPFHIeGWeN6W1MVomVTBJBIjoZ7H5VeG3bpMeAvBtrbW/JqLvAfAbRPTM1tqj8t7G/nfghhtuSFsePXQ5823ryhZfwtweyZzuX0YQpBBUZ7Fdwquv8rqQ9zEXAE58HufX+z1Z8kceAG+XfFbR2LWujzyXYREgoluw2TB8ftta0jb/QfjVbfjDRHQ/gBsA3D1aT9GmUjqQ/925KajUrwmBnMWyrrcsQ7vX8hK0WSwqaylkie09f+3zBdrBvQR5DUCa/N5mX1YAuO0aePqUyWNIBIjoBdhsBP7T1trfsvQnA/hia+2EiJ6OzZ+PfHbYuppNR3GfVk5VCHhaxjXXbM3ca4lFBItg3tHvm/o8snsEnhBY1wHdE9DIr/UxtzPrUWnktsg/KgSjfz5yO4BvAHDXthH9VeDzAPw8EZ0HcALgZa21Lw5ZtgPs2qW1UCH9SNn9XD3kfRk7RgfiiBBoLnHkDWY9AksYpKeU3TfxbKtAI/1UIRj985E3GXnfDeDdZSsmInrwS5U/FdrglWlz7BFEM+OIR7GkgEohyMzu8n4tnad5M762Ucg9ASkEPG55TFrfVfvQI/3OlwOHBO9Bj9y7S2Q8gFEh8Gb0yN3PuLH7RkUUrDzeBqAmCP2+6ucnIhG17PXIPpcXAFwGIiAxZXAsPbtZdVaEoDJzW8i6/tkzb6NGqAg8r3Tbq6jcw/vVm/0tTyBD/jm9qEgIVhFwsMRywXJBKzZoA5/nn2tpIEnO05cewNlNwZH2jKT1dN73XLy4zT3Mz1niZ/sv059Zj+BUikDUodWBMactHd6DiYiuxSv2eAPRm/0tjyLjzk7dw6h6ANUxwNtpCYEUZfkMIi9KS8/Y3qH1YSQEU7yBgxEBzfg5Z2otLeM2V5Bpwy72ALyB74U10agI6Sjm2PwEciIlw5oQdJssDy0joDKvVn8G1po/47VkcTAioEHOCl4HVq5NfTDZejxRyBI/uubNNFq90ewVubMZVFx9PnAlATWvoEL0rDse7Udo3lgkqDI8BZL83j7GCA5aBEYRPfTMtRFos7x3zdv8i5YFWeJb5NCIYs1oU+AJgkybuhmYEQLPs7H2aLRx4pU/Kp4SFvllfMr+CnDEIjDi+mXun8smSxCyewDWtchWjcAe6ef2AKLrUwdsBhFJ+zl6Rlb7MwKT7cNMn8m4JganUgRGkRWJUWgDSHMnM7O+NlAtZGbuDDE0Mai49SOQgzrr5WhxzzW30jwPzrIrQ/hKO7z+0wiukf+yFYGpLiIPZ9NGbJRlZNIyZJf5tOvejBWRJeMFyDKyM34G2p6AFrfgETMSBu0+y77seJlrMrFssWZ9/oWnKg5GBLzO88hbJfuIy5a1fY5dfglrc8wif7QcsOD1S9Vl5ekVTyZrT5Q3KwyZNmQFozqGtJldhiXprUN+47GKgxCBaDbjZy0te85eA+quVTSTyd3vXp+3M63d0/N6s7hlX2S/DGc38yr1SGh9MjLrZieRKXmmwutj7RyR3jpXcRAiAMS/A7+Ls4cqibTBrV2LhEFbCkQufdb2EaGbcj+H9JS8ZzMi4rsgNUe0fNHW7pk0jehW+Kg9ASBWcm9wRGmVMxBv0mhpFZJX7vE8AR7Ouv/R7D5FMCquv+cpZQVApmvXdolo3GizvBeXZNcEQBOEKg5eBDJkn0sYJDLusEyzXL7KjO8JRrZfImTaoQmQdX9GSLqN2vXomYzM/PsUBA6P9J7Lb5HeOnq+Kkb/d+DVAH4SwBe22V7VWnvf9trtAF6CzY+K/FRr7bcSdYTLAWvms+I9nD2PDngej2bx0dm/4jprZ8tuK616z+iyIOMJaGcrTSvXSxuxk9vrweq3DPGzpLeEoIrR/x0AgF9urf0STyCiZwB4EYBnAvhWAL9DRDe01k6iSjxPoJ89Aah4Bt65IzvTZclupfW6q56AtDnyaiJYHoyXz4tHg3FU2GTYyjMHRsqrkn+E+CcnJ+71Kob+d8DBzQDe0TY/OPo5IroPwHMA/GF0Y8YTsMgfeQY8XabJa5FrnwlLMciKghbu9snBZRHBinNkiWrdl41LZNrB00aWAFZZFWTLrQii5+5bIsDJLolvxZfyBCy8goh+DJtfEv6Z1trfALgGmz8j6Xhgm3YJiP3vwLlz59yOt0g/txB0ZEku0zRye3mmegJWX2nwBofVXu/+0SUAALUP+DXtbIWznt3S8MZMJAAZovewPGv3VTEqAm8A8F8BtO35ddj8CYnW8+poaex/B77zO7+zecuBkaPfy8vQwjItIrqVliG8duZ5tXC3bwrpOCpioHlHVhkZIbGQce89ARhBZok1Wq4V1oQgQ/TKeWeeQGvt4R4mojsA/OY2+gCA61jWawE8mCkzuxzoR/Y33SpCwNqnnr1r2jkjBL1ub/b3CKmhkifKO6U+717LGxgRgLm8gNH7PFH0vACNxFPDOxMBIrq6tfbQNvpCAJ/chu8E8DYiej02G4PXA/hgskwz3Tsyf5BZCVdILs8WyT1B6Ne92d8SCQ6NSJUBEc3uVlp1meAtAbR4VgCsunaJaGxoSwGNyPKQ17S8XEyqGP3fge8lopuwcfU/D+Cl28Z+iojeBeDT2Pw92ctb8s1ARgQsws8lBB3y4ck0LU+G9Fb+zOxfWSKMzMwj91cFQCIShIoAeF7ALsVgRAguXLiA8+fPmyKQEYpFPYFW+N+Bbf7XAHhN1RBvOSBJHsWzQhB5AtaD9NKygjA6+2vEsZYXvC6Z3ztrqApAZimgtY3nkeHo+hRMLYO3N7MUiAidEQVLKKo4mk8MesTXrvF7s0IA2ApuhTXCa9ctosq6M7O/5wXw/CPg9meWHqOQbZhDAOYWhgw08vew5wVYM3snvyYCkTCcP39+GU9gF+DE1a5lPQDtH2CqYQ45O3mwCJxFdinAhUBL80RmKWQGnuX6Z5cDIzZll1OeIFll9zM/tLROfI3g58+fd9NGvIKj9gQyIpBx/UcEwEI0cC1C8nBGHKz7vPqsAazdw9O9s5V2LJD9a3kzkSelQfP4vAP4+g99aLN8JjyyR3C0IkBEOHv2rHvdOrJ/AZ0d8B7RolmYp0XXq+Vpg7YiEBlSjxI/S6oRwfLCGjQhkPdGtmpiXRGATn7u/mtkzwiB9yZgZ28HdoXq5wSqXoB2zkAjbFYcOKIlQkUwIjt4mmzvlD6w4lMxRXw0WK59xWbPa5NEl2naR4Et4mtx6QVUPitwWYqAJLVFds8LqJwjwnG7pszqI+SOyC5t4+2SYa1/d4GMgMxpS6YuK48mfBbpLfL35UBEekscDvYTg3ODyN8Y7GeL/Facn7W06mDLEtgTgo6R+6PZfi5vYFeCkMHctox6NHw5oH3hR8Z5mjXTa0LgeQKZjxofrQgACPcE5DkTlvdrZWnhyowdEbnDu6ahMoONCIAsa5fwyOfZMke/jebt+TPk1z4P4BHeE4HMl4suCxHwPIF+fco5G/bqn1MQOub0BqoCsDTxo1l27mWBV9YIMax7IrLPJQJ8OVCp82hFAKj90KiWNkJ4zQPgYS9taU8hqlfa7LVjtH+scucCF7qo/hFIezP2R2KSnZnlpwIzpP/a1752UTwSAO04WhHIegIj4Uo8S6rsTO8hu4cgiZ+xS7tutV1i10sDq87qM+SIyG8RJXNftDbXBKFC/J7GlwPWksPah6jiIEQAiN8OWPHRPJn0zAZcxm3PegGynKjuKM1rn7xWJX/WnZ/be9DA66iGK3m1md8683CF/J4nwEnvhas4CBEg8j8sZN0zej3r9mbICIwLgFZGJlwRAB4eWQbsA5VZ34JG5IjoXlprF38EmLv6lhjwcNYb4GFJcnm2rlVxECIA+HsCoxgd3BUh4OHsMsEj+Uj9nt0Vr8jrh1FUy5giSN4MP8dZ7gl4H96R8Qzpe5gvB3i92lmmWf3g4ehFYMog1dxyfs1zrzOegHfNEgKt7MgezxuI2lxZJo2KgmzLyL1RGkdE5CzhtTTt1V30kV7LE7AEQPMEJOFlmItAFaP/O/BOADdus1wJ4EuttZto86vE9wC4d3vtA621lyXqKG30eOmVgWaR3irLi2ddSnm/NkCjNO1er565ELnTc9SduV8Tyah/RvpSpmWJH+WJNhLlPoBFeq9NFQz970Br7d/3MBG9DsCXWf77W2s3lS1JwhvwVkeMupiRCGTqj9KiB2pds8rUwtLLiNoU3Vfpe6vsLDLPbkp/8nQtLO/L7AVYxNaeodZefnh9MddezqT/HaCNFT8C4J/PYk1si/pgtGvCTrNMb91eTauEvQE7qvZeumVPtTxLhC3bqraOYLQvs2OphzMf1rFmda9+SXyir78y78IDbJbMXnwUU/cE/gmAh1trn2FpTyOijwJ4FMDPtdZ+f2IdAOIHLfNwZNeV0Zo3M6BHhCBy8/j1EWhr8kpZHuG9NKuurFBkbYv6rDJ2ZJkyPvoBHikGGrgAXLhw4bHnFpGfx0e8g6ki8GIAb2fxhwB8W2vtr4noewD8BhE9s7X2qLyR2J+PXHvttanKKg9b1GXGs50WDdQM+Xk8aofWLqn4UzbNIjut+yLSjApiZIeXHo2F7Fo6apMkc+YdvrUU0MboVE+gx6sYFgEiugLAvwXwPT2tbf5+7Kvb8IeJ6H4AN2DzL0UXobE/H3nWs57lWq49HO9ViScCI+/Ksx2bHdxyUHntkGFpr2xDa01t1wghrfZ5ZLEGutV+q+7KtYyQVoXAa1/0mk6eoz0B+bykR5Ahfw+PvMGZ4gn8CwB/0lp7gDXgyQC+2Fo7IaKnY/O/A5+dUMdjsB5Cxt2yCCPT5rAxG/cGqvdOmJOcbx5ZAlAh+WgbNBtlfi+tml+mVUS0KgRaesXj8PYEODRPQAqAR/5+TY6BDIb+d6C19iZs/n347SL78wD8PBGdx+avyV/WWvtiySIBb9B57phog3uW4amIiNTTrFkjEgK5eyzjUig0WyrioLUnQwqtvoooSAJ61zKz8xQhyF638msTFA9LAWitXUJyzROYY3Nw9H8H0Fr7cSXt3QDePWyNbYN5WJsxgE9+TxAqsNyvKE2bKTJhXq93jNpowet/LczLr4iCRrbouieakVc1QviqnVbdElM9gX1tDM4GzXjZURH5+esZXqZHekmabCdaH1aJ2sDTo40kLc5t1jaSNDstwmXstGCJARerrBhEBI/isv5ofZ4VAYv8sr+0ME/L7AlYz5QLgEf+Hq4+R+CARCAC71yNJNqPLVrk98ShwxMDb/PFewhysHiCZolDr1/++UqfBbgYaPsEWn9W4JFEG+ij4eysLPvQE4QRb0CzI3q2mT6zwJ+fJLrlFUxdEhy0CPRBrA0CyxPwRGAuIch6C9HAsMjvHQAuWjNy2/lg4fVrM5lmp5UnOwvLsFa3VoZWZmZGjggficFUEYjGAfcWraUSzyvH5OoJCHgzgPY5bUDv2CgukU3LtoGHqwJwcnLy2L1cCIBLZ4uej9sakT2yucet55AhbUYIKiSNiO+JQ6bcSACiN058ItPay/Nogq49W08URnCUIuCRJCMCkRhwRJtsGsmq7dHaZH38lN8r9wH4ayKerwIpVJ7NVhtGRKAiLDK9spyKRCASMyC3tJTjySuP5+PhiPTWxmD1mR+FCFiDhj9ob0/AEwJv07DD2zgcXRpEYmbFgdzXrvmPtGizj3XO2s/LtZ6Llyd6phbZredfOSyyZzyEzBjS0i3yc0jySwHQREFbDlQ91YMRAatzPOJ7R0f1YWUFYHRJwNulzUyRGxpBW9ZYSx1uCz/3sHRlKyQbPay+8ARgxBuo2mI9BzkmrEMTvkzYE0IrXMVBiIBnvPVwvAfc184R8a08HdVwtc3ZwRlBtiFKs+zpZ1nvVDJX8mQGuQzLsaAJrOcJWG3M9LnW39r/Y0qhlf1rnTMeS0asPByECACxJ6CRxHOjgUvXbtk4vzcbHmmvNjgtEkpUia/ZKsvV6p9DACrxqSKQEQbLbq+9FiTZ5atbuSSI+l+GPXtHJw2JoxEBi/iWEHRkyC/DPc7PVjgjBFbbtMErB6RExt2PljjStiohqmIQkTmbFuWtnrV2anH+LKwxoAmBFIEMZJ3VQ5aRwdGJgDXYNLc6Q3iNLFkxmMMT8Aa51y/S9iiuLYUiu2S80veZc1UERoTBSrPa6YW9Z6AJgRQBr98tT636PEZwVCJgzf7yGt8TkOcM+TPEnyIAVtuih+p5JRnyZ2yxwh7hNWHQiO4JgCxvxIuI4taSyzvzcF/bR8SXSwL5Kc5sOCK/lj6CgxABrwHew/WOjizpq8SfKgZZZR8Vg6yH49nS06K1tCUEmkBraVURiIgdiZMmALIfrLMlqJ4gdBGojj/r2fC4dq2KgxABwPcE5EO3Bpe2HADyQqCds3mmtNl7wBLR7FERAmmDZssU8mfE2hIEi/iRAES2RQJghfl4ks9D9jcn/9mzZ13PzIpr9VvPSnuOFRyFCGgP0RKC/qnBjirpp4jESHu9h+g90IjomVlGs8USpAzxK+SPRKEiBtlDtsfq5yhuPYMuANbSIDpkWfLZVM4VZH5U5Dpsfm78KQAuAHhja+1XiOhJAN4J4KkAPg/gR1prf7O953YAL8Hmh0V+qrX2W1E9GRGIBEBbDmztcc+ZPEt7A1o8M/g8+63ZxbLDm20yxPfySKGuiMCIF6DZztO8/q0QSSOzFAKeZh3adWnL6IQRIeMJnAfwM621jxDREwF8mIjuAvDjAN7fWnstEd0G4DYArySiZ2Dzq0PPBPCtAH6HiG5orZ0Y5buN8GYCTwxa039rL5O2KwEYQVXAvFnHgkWkDPHls5H3RX+6kREBefZstq5FiPJEs7rcE9DIHoU1OyziLyoCrbWHsPkVYbTWvkJE9wC4BsDN2PzsGAC8BcDvAnjlNv0dbfOjo58jovsAPAfAHzp1pDyBjAfQB1eH5bbP5QXMKQReWVZdU4XKIzIRqaQeIb8lAFIINIH3JgLLe+Fts65V+j+CRX7NG7DSNI9As1WzfWlPgDf0qQCeBeCPAJzbCgRaaw8R0VXbbNcA+AC77YFtmgurEXLwZWcZyxPIhCPXWjuPQNbd+8CyL2OnZrflAcg+0mbQEfJHgq39LdeoN+ARXUvzyCL7w+p3Hvdcek8MrL0D7fMFc3guHtIiQERPwOb3A3+6tfao01nahUssJPa/A9dcc03KE7BcU22AaYSScetaRP6MAGTFwfMqujBUvRZJ+khUep/2+iSJov7XrmkzuiUAljdQFYFuLz97Yas/JCIyWksBzzOIjrm9TA8pESCix2EjAG9trf36NvlhIrp66wVcDeCRbfoDAK5jt18L4EFZZmP/O/Bd3/VdzROBzGwkByG/n7XjkrhoZ3ieyxPoZVmzj0Vg79A2l6KNqdE2TBmgnsjw65mzR8yex7I1MyHwsHz1F537kSU+z5sVgTmEIvN2gAC8CcA9rbXXs0t3ArgFwGu35/ey9LcR0eux2Ri8HsAHo3oid8YjfRbSOxhxofiMKUWlo/JgIhfTmmW0gWcNKG8NaoX7d9Oj3y6w7OSf2tS+1dn3HHpdJycn4YyvXePPxXpelWfghYnoMWJfccUVYbjHR7wAvjmYtX0UGU/guQB+FMAniOhj27RXYUP+dxHRSwD8OYAfBoDW2qeI6F0APo3Nm4WXt+DNgIUs4TUXL1r79XxeOTxdI741YKa4nD1szfAR6fk1npYhvuYxZF1gSWiN7D3M8/TwmTNnzFeAXth7blmMiIA8JPkjT0AKupau2RHZP4LM24E/gL7OB4DnG/e8BsBrskZYBLdcxakPnZcvkREQ6Ulo92ii4Ln9Mm6585b7GaV5RLfiwGZjVg7ITmge7/d1oneSa4IgxaDfZ5E9ileRcf21MBcB6fJb5Pc8sijs2ZlJz+KgPzHoCcCcYhDZ0dMl+QF7n0EjvpWmPWwpAN4a0hIC6QlohI9EQNotyd/t5wJgkZ6fuQDwzVyL9F667NMIU0RAW+97Yc0Ts8gfiYBlf7X9EkcjAtrG0Zx1Ve+LBMETA69MjaDeej+a/TVPwBMAfgAX/4y1FAMuAlIM+q6/RX4pBJ4XEB1e/2bSR0TAO2tpmghYwtDPXhvmFIKDFgGeHp07vI6YsnkU3SMFQBMDGe4/BmotSzQhGFkGjIiA1q5uNxcALgKWN8DFQBMC73WjNxF4IlCJV0UgElstbpHeCy9N/o6jEIGMJ+C56NU6Zd0RNAHwyK+Vz+/XSFrxCLRwhfw83O3qHgEnfZ+1eVySWgqAJgSWAPA+8gSh27x02HoOmcPqd88TO1Ui4JHN2wfwCCqFQObNlJP1EDQBsEQhU75G2MwMNOIJSOLzuLRJI6GWLsu3PtgVeQG9jyIvgNurkTibFoUjIdCuWUTPkD9D+KkCAByICAA5T0CmzVFX1ruI0qUAyNnfuqYN5rnIr20MRjO/RRIpat5MLcmdOSK3X+svTwSy50xY9pMkvBaWadEhn720RbPPylPFwYtAv6YRJoL0BmQ92mDKeg8ybg0YD7I8a+bhA2pUCPpGkzXQLLulgElPxyJrhvRamlaWlmb1XbZtU0RAEl3O7J4HYD0Dr/+tMZKJZ3DwIpAVh9H6rHMlrM303C3WvACvfZ43UCG/9AR42T3snbk9Hvnlmbdd8wosAYhEwHpOWrsyYX6vF9bIKwkfpXnlVZ+FFp6CoxAB6xito3rOXpOk79c04veNNlmWNmi19WaG/PxadrDJs1wGaO3T+oPn5UIgBaDHPVc/ej7ZmTYz22YEIXtoz1M7Z56DxFwCAByICHikrhKfEzGqU56niIQ1+1tiELVJm10qG4HW5wN62fyspfGzJgSyH7W+7Pl7uAufJghVj0wTTov4nhhY/eD1T5bgmX620rT4UjgIEQDyG4NZQeCDNzOgsqIQzUYW+WVca4NFfG2jL+MFyLVpr4OfozTZl1IA5ECVfdUJztvMxUB6Atpz8p6h1m/RrB21NRuei9yjZJ9LJA5GBA4JmsBk06JyLdJIVAaOdY0Pei1fNU0jX5SmlZVZYlhio/VhRQAiEfCuVYWzUk8Vc3oJ8X9cr1jhYFcu64rlsIrAihWnHKsIrFhxyrGKwIoVpxyrCKxYccqxisCKFaccVH3NtYgRRF8A8P8A/NW+bZmAb8Fx2w8cfxuO3X5g2Tb8/dbak2XiQYgAABDR3a21Z+/bjlEcu/3A8bfh2O0H9tOGdTmwYsUpxyoCK1acchySCLxx3wZMxLHbDxx/G47dfmAPbTiYPYEVK1bsB4fkCaxYsWIP2LsIENELiOheIrqPiG7btz1ZENHniegTRPQxIrp7m/YkIrqLiD6zPX/Tvu3sIKI3E9EjRPRJlmbaS0S3b5/JvUT0A/ux+mIYbXg1Ef3l9jl8jIh+iF07qDYQ0XVE9H+J6B4i+hQR/cdt+n6fg/zRjl0eAM4CuB/A0wE8HsAfA3jGPm0q2P55AN8i0n4RwG3b8G0AfmHfdjLbngfguwF8MrIXwDO2z+IbADxt+4zOHmgbXg3gPyl5D64NAK4G8N3b8BMB/OnWzr0+h317As8BcF9r7bOttb8D8A4AN+/Zpim4GcBbtuG3APg3+zPlYrTWfg/AF0WyZe/NAN7RWvtqa+1zAO7D5lntFUYbLBxcG1prD7XWPrINfwXAPQCuwZ6fw75F4BoAf8HiD2zTjgENwG8T0YeJ6NZt2rnW2kPA5oEDuGpv1uVg2Xtsz+UVRPTx7XKhu9IH3QYieiqAZwH4I+z5OexbBLRfpDiW1xXPba19N4AfBPByInrevg2aEcf0XN4A4NsB3ATgIQCv26YfbBuI6AkA3g3gp1trj3pZlbTZ27BvEXgAwHUsfi2AB/dkSwmttQe350cAvAcbN+1hIroaALbnR/ZnYQqWvUfzXFprD7fWTlprFwDcga+7ywfZBiJ6HDYC8NbW2q9vk/f6HPYtAh8CcD0RPY2IHg/gRQDu3LNNIYjoG4noiT0M4PsBfBIb22/ZZrsFwHv3Y2Ealr13AngREX0DET0NwPUAPrgH+0J08mzxQmyeA3CAbaDNb7G9CcA9rbXXs0v7fQ4HsOP7Q9jskt4P4Gf3bU/S5qdjs2v7xwA+1e0G8M0A3g/gM9vzk/ZtK7P57di4y1/DZoZ5iWcvgJ/dPpN7Afzgvu132vC/AHwCwMe3pLn6UNsA4B9j485/HMDHtscP7fs5rJ8YXLHilGPfy4EVK1bsGasIrFhxyrGKwIoVpxyrCKxYccqxisCKFaccqwisWHHKsYrAihWnHKsIrFhxyvH/ASd1bEXgO8pfAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAiN0lEQVR4nO2df8wtR3nfP9/3GiwVkDAFW5bt1DZyUG1UXcByKlFQ+iPgWFEuVCIxqlKrRTVItgQSlWqD1KL+laYx+aeC6kZYcSuK45YQLEQaLAsFRQo/bGKMjTG+xg5cfGsXSGOnqZz4vk//OLN7ZmdndvfsnvOec+4+H2nfnZ2dnZ19z3m++8yPMyMzw3Gc+XKw7QI4jrNdXAQcZ+a4CDjOzHERcJyZ4yLgODPHRcBxZs7GREDS9ZIel3RK0m2buo/jONPQJsYJSDoGfA/4BeA08A3gvWb2nbXfzHGcSWzKE7gOOGVm3zezvwbuBk5s6F6O40zgvA3lewnww+j4NPBzpcSSZjdsUYoPQIVwKxhfVx0mca38t4zVf85h0v/32Oe15f/LSnHhxAgn/sdm9ro0clMikPsKNoos6Wbg5g3dfzcRHAh0AAcHC0ONwwcH4TjES+2NTFzpXENQojJkD/tEwwrfa2vsWvF1MHNx9ktcus+WyIrsgP9r3/Onz14d2yEcHsLh2bAfEF5BDP4sF7kpETgNXBYdXwo8Eycws5PASZinJ+A4u8Km2gS+AVwl6QpJLwduBO7d0L0cx5nARjwBM3tJ0q3AHwLHgDvN7NFN3MtxnGlsqjqAmX0R+OKm8nccZz34iEHHmTkuAo4zc1wEHGfmuAgcJXHfcUenaKH7vLP/vNSH37ou7Z/uzMCZAxtrGHTymAGHwMEyfMhioNDh4WLMyYEWcbnBQNVmhcFCtaxbOK4GocQDXKpzox4gGyxGjhktWBVtJ3RpzP9pRMGjj6p93zSsJDzxH+UicMSYLTbZYnSYDkCHYNEIQusaMViIr7fDRBSqXTwEuWPIcpJ02DOtfKLDE4q+1AMGMW6Ulf4PU4S1uln6QF0jRA8W36EDwaFGDSGucRHYErEYSE1BOCyJwEHTyLPnS8OGq3Bl6DlRUPRdzP0eYU3P3cvAGwkmKUGXDq1Sjq4MV/aEYsOn+Xmkn/fBQfAYWXx/xv4vXAS2TCUGkBh4SQS64g6TOMgbf0EQpPBCK7iY9ZdxQ/+LUUwoTFFEevJcx/OXXvyNWlzqBcYCEDyAKoz6NaAkwC4CO0RREEpeQBpXGX9SJajFIGP0nefrP3EhiU42yabfdbZV3oLQxtFSs+0nDnOw9BSq6/pUwM7m410EdpSGIAiIDLv+lWH65j8k6y1UeXQZfewFVI2IFr6RqXtsgJI6cJy+kXyika3DRtfVdjDqeTpu3tKByBWQQnWRxPjD5119Hw4EhweL9uC+qtahi8D+YqGfrzLSw2DwWTE4jH6mHBl96k5C5g3DMmwKhs5SFEqNXy3BiMSiJQqNQD6v7ojVqbMoVXGGXr9uwv84FQJZIsi2/FxaIn4AB4cLIfA2gZkQC4Klb/8gAJZ4BJB4BqmnUBCKuH2g0VZQsIou7wEiN7dDTDbqnpfuuSklGGiUuZpB7QlEnhlJuOpWroRgrMfjIrDH1FWGYHSKBSAWAvLG3yUKtUdgSyGpw1HrVS0WNJsLrBKfTBtCrjoxlVxWg41iE8Iz9OaRaFoap/b/vKoKUFUJ4mP3BGZM5RmcXbqPaQNhadxBlzjEbQPqMpT4S2q0qhLQb/RDvQAVD3rSWmO3WVa9V6QAdTASgupE/S+s4ioP4KDZhrQqLgLnGGYLMWgZteUNvRIHoq3VIm3R+YwxN5yDWAhYnkjf/kO8gVUMvhc1dusXhakZZQS0/l9VAlulrd7+VdhYDhgYwejfDki6TNKXJT0m6VFJHwzxH5P0I0kPhe2GsfdwxmO2qC+ePYSzZ5MtxLfmrDtczllXXW/h+NCW4a6tniOw8k6gaXADjCWuvjT6wQYwOHnsAa12iyb1Q7ajVyZ66zd6XjrEOz4+CPNTlrYSUzyBl4APm9k3Jb0KeFDSfeHcb5nZb07I21kXUVWh/vJU9c1qUlNLvlREVYWkZbp+eUftAbCsv0LTIyAOa1mmTqsbaJFqBQpZpC3whcS158JII17ebi10VsFgMVYgFeERajZaBMzsDHAmhF+Q9BiLqcadHaVRVQhfIJLGw/qNEVcNGpksz6U0GhBpVwlqQckVLnXXCwxtO0gviqsBgwRhiBhY5+Eo4kcz5ePjuLgxcex0vWv5KbGky4E3AV8LUbdKeljSnZIuWMc9nPVhFlUDor0dZqoG0XaYqQ6QqxLQrBLUx2k5coUrvNXjRswuepPELnRfRkPy2wRVVSW+f6lKkE5T37GVmCwCkl4JfBb4kJk9D3wSeD1wnIWncEfhupslPSDpgallcMaRM/qG4VdtA1WbQEc7AIkgpG0DuX0fjbaBrnSRYTTq+gMMvbNNoOdNvBFijyh5ljgcDwir16vo2Yq3nLIWoaSXAV8A/tDMPp45fznwBTN7Y08+R9Jz4xRQflGUQQ1SpfMh33iwEnF85nzs6vfVh0dVC/qqAqUqgGWD5fiB5IrfaFStylMS1ej8EGH98f/iQTO7No0f3SYgScCngMdiAZB0cWgvAHg38MjYezhHRHjT180BCi5i9YqM3yKHmbiKuJIajLoe9Qb5LsFMXJcA9DaWdRG1UXRVRXJDeQdb+YDGud5HCPdLB2uV0tXtASP/N1N6B94K/BrwbUkPhbiPAO+VdDwU72ng/RPu4Rwhls5yFH6YkjX81CgyDVNG9AUOX9KiGFCIq04NqBLkyDq6A8SgJQRREYt6EDeAFMpTfIxEgNLRgq0G1VgAKDznQKb0Dvwx+WfytQb2mFoIwidbT3DCYnRaLQRRuGFQaT3a8mIQo0K4Pl6HOOSMukcMGga/ijcQ8ux6zuKJ6D51b0uUJA43umWjtKviIwadFnYIZ2H5+4Mw/Ngyv1isp0NL0maHJROFozaCbLqQthHMGJVl4hrPMvihC9fk4nviGifVTtsSgxVc+djws8fDsmngIuAUqcYVwOLLdhivnhyJQT3DTW4ug4IY5H6zUN0nHi+fCkL2OAqn3sjyYVZ89p6ITuPPJRwiBkPyy7Gql5LgIuAMIhaEWgwqj0CJSIT2g/gtnzV6ldNA09XPhhORyHkQKWPelH2CMDgTdUStkmdi9LVHNFIIXASclbHw2/VDWA5UiQShMVEqtIy/JAq5qkO9S+NSoSgJQlr2tIqRUkWuYFCl9oRswowQrHrbor2PUThcBJyJVO0HaNFw2GgvKBh6Np4ObyAWk469RdekXXytN64yNjnFrU6sudPlL1y+kg3nvIFVro9wEXDWQxhrADTmQyxtJXFIqwp9gpCLq8Wg+hO1/nf1UlSMfKFm823dpuO+E6r1UM62FxcBZ/1YNIqNDiPvm+iEQljNfEnSNcTAlnGQDL4pdOMVjTGTtvT8nQ2BEwb2xPee0g4Q4yLgbJzWzMmVseemUFfbuHu7E6Nr6oE2LK9JxaAkBFmbir2KXA+BWklb+WajdkgIXAScI6UxDj71AOI2BcpVBwacQ2SnOqtHK8YjGHMFrQSmujaNrx9oGT/E9W94BWsQgjoz7yJ09pKo2pCKQWfPQVccLCdJpbknEYASVVpL46AhYNGuISq5+Myjr9f+J2TmIuDsBGmVYWgjYulcOklq44dM0P0bhpgqH2se1x6C8gY/xPUfUoahXYZD0+ZwEXB2jqIg9IxIzAqBtYWg5Q1kBKK6d6tnIa7KhGtLsyUNcf0Hi9EAxmbhIuDsNPXqzcEA+0ShTwiqPFWymOo+JEYcRCRr/Em42CC44arBWFwEnL2gblCMjTwY88EBCyuKttK06a01FErdhLEYRAJUNH66jb3P0HPCtIbev0G4CDj7RdWYGFcJLO8VpAt5pvX0VBDit399HAlA9vf9logMPULQoQZpdaRYsDXjIuDsJ1W7gcJvFQpCkHoFDY+hj4wA1FWCnraAUUKQ9Eg00mywvjBJBCQ9DbzAYvj4S2Z2raTXAL8LXM5iZqFfMbM/n1ZMx8kTtxmI5S8YKzsr2XvJDqu3fz3DD8k+iWituNSTf9+5cQmXZR/DOqYc/4dmdjyawPA24H4zuwq4Pxw7zkYxozF7smW21ozK1r3Vb+Z4b8v7tQuROSy48YOnA8ukSx2aoY5NibWsO5BwArgrhO8C3rWBezhOi2rptNLWMvSCEFRGX8exjKvuE6Ka8bkylU6wghBEbKJWMFUEDPiSpAcl3RziLqpmGw77C3MX+roDzqbIvfmz3oFljnMC0SUW8Z7mubo8hfhG+s4HWm6ZLCYztWHwrWb2jKQLgfskfXfohWZ2EjgJ4OsOOOum0aVIs3Ev7WKsxhwcVI1+1cbymCgfOs7XIwxDONrVvQdV12P8Wu8cu1BdHvUSZHsQRjJJBMzsmbB/TtLngOuAZ6u1ByRdDDw35R6OM4nItVdq5MkkKPHCq60RiWTiyaRnea6iYdwlkdDSI4hFI32WnLHH4jCGKUuTvyKsRoykVwDvYLHQyL3ATSHZTcDnxxfPcdZH3Xh4drHVS7W/FLZ0CfezcBidi6+J88iF4yXfz8bLv59tV1HS6kq97FtfNSWqigzZSkzxBC4CPrdYiIjzgP9mZv9T0jeAeyS9D/gB8J4J93CcjRA3ANaDiwpTouV+nxB7Ar3eQFpVqDwALe8fl6X146SSB1DllXoQKzJpLcJ14W0Czq7Q9aOktL2gKBg097m4VpoqP/JxjXAiMOk1Jc78YM1rETrOuUjqIUC/V5Ceaxh5auDxPuMh1Pvw9s82GCaeQeoRrIqLgOMUaAwMStz/hiDEw5WhbfzRta15DuJ4a+/jIYs5QYhOj8ZFwHGGEPUyQGT0BzS6GnO9BnF6knOxILTHKNPo5iwywQsAFwHHGUXcOl+sGtA2+Lg60RjDkBGFvglRW/uR7oCLgONMoeqCo9x2QHIuN9dBdU1dXSgIQNdYgbFt/C4CjrMmStOi9XU5xvX9uloQVwU6BGBiTQBwEXCcjVALQqaq0HjrJx6D0fQMlhnSEoBKAaY2DroIOM4myVUXDtpv/dbEJywFgVQQaHsAVVvCGFwEHOeIqCdAMYqzIKWi0PV6rw1/Yn3ARcBxjpjqNwCtasJBQwea12TioOkBjB136yLgONsgajNALH7Kd0hTBXJb5id/cbvhmIYBFwHH2SJ1FYEwP2Jk6LFG1LZ9SPG3vxpZNXARcJwdwA7DrMlhboO6nSBn8B1CMAYXAcfZEcxYVgkqI0+PA636vw8Wcpxzg7o78TCpHiRicHi48BpqbajOj2C0CEh6A4v1BSquBP4t8GrgXwH/O8R/xMy+OPY+jjM7QjvBWWj8QOkgGmKsEM4NOFqVtUwqIukY8CPg54B/Afylmf3mCtf7pCKO00FuoJEOgjCEcB9/9ZebnVTkHwNPmtmfaawcOY5TpDHQKOcJ2Phhw+tqY7wR+Ex0fKukhyXdKemCNd3DcWZPtcDK2cP2xKa5iVLjrcRkEZD0cuCXgf8eoj4JvB44DpwB7ihc54uPOM5YwqjDs5kZkEtbicltApJOALeY2Tsy5y4HvmBmb+zJw9sEHGcqffUBy7cJrKM68F6iqkBYcKTi3SzWInAcZ9NYz1Zg6tLkfwv4BeD9UfRvSDoebvt0cs5xnB3D1x1wnPmwseqA4zh7jIuA48wcFwHHmTkuAo4zc1wEHGfmuAg4zsxxEXCcmeMi4Dgzx0XAcWaOi4DjzBwXAceZOS4CjjNzXAQcZ+a4CDjOzHERcJyZ0ysCYbLQ5yQ9EsW9RtJ9kp4I+wuic7dLOiXpcUnv3FTBHcdZD0M8gd8Brk/ibgPuN7OrgPvDMZKuZjHz8DXhmk+ENQkcx9lRekXAzL4C/DSJPgHcFcJ3Ae+K4u82sxfN7CngFHDdeorqOM4mGNsmcJGZnQEI+wtD/CXAD6N0p0Oc4zg7yroXJM1NepydP1DSzcDNa76/4zgrMtYTeLaaWjzsnwvxp4HLonSXAs/kMjCzk2Z2bW7iQ8dxjo6xInAvcFMI3wR8Poq/UdL5kq4ArgK+Pq2IjuNskt7qgKTPAD8PvFbSaeDfAb8O3CPpfcAPgPcAmNmjku4BvgO8xGJloo4FkBzH2Ta+7oDjzAdfd8BxnDYuAo4zc1wEHGfmuAg4zsxxEXCcmeMi4Dgzx0XAcWaOi4DjzBwXAceZOS4CjjNzXAQcZ+a4CDjOzHERcJyZ4yLgODPHRcBxZo6LgOPMnLGLj/xHSd+V9LCkz0l6dYi/XNL/k/RQ2P7zBsvuOM4aGLv4yH3AG83s7wHfA26Pzj1pZsfD9oH1FNNxnE0xavERM/uSmb0UDr/KYlZhx3H2kHW0CfxL4A+i4ysk/amkP5L0ttJFkm6W9ICkB9ZQBsdxRjJp8RFJH2Uxq/CnQ9QZ4GfM7CeS3gL8vqRrzOz59FozOwmcDPn4RKOOsyVGewKSbgJ+CfhnFqYsDmsQ/iSEHwSeBH52HQV1HGczjBIBSdcD/wb4ZTP7qyj+ddUqxJKuZLH4yPfXUVDHcTbD2MVHbgfOB+6TBPDV0BPwduDfS3oJOAt8wMzSFY0dx9khfPERx5kPvviI4zhtXAQcZ+a4CDjOzHERcJyZ4yLgODPHRcBxZo6LgOPMHBcBx5k5LgKOM3NcBBxn5rgIOM7McRFwnJnjIuA4M8dFwHFmjouA48ycsesOfEzSj6L1BW6Izt0u6ZSkxyW9c1MFdxxnPYxddwDgt6L1Bb4IIOlq4EbgmnDNJ6rpxhzH2U16pxczs69IunxgfieAu83sReApSaeA64A/GV9Exzk3kQCBaO4J82w1pttK5t6yTFwfpUnEpkw5fqukfw48AHzYzP4cuITFYiQVp0NcC0k3AzdPuL/j7A2LqTgjw4+NX800FTmjzRqyDdODsy/l48c2DH4SeD1wnMVaA3eEeGXSZstnZifN7NrcnGeOs+9IoAM4OIBjx+DgGBw7L+zDdnDeMnzsvGRfhaPjg/R8iDtI4kpbiVGegJk9u3xY/TbwhXB4GrgsSnop8MyYezjOPhG79o23fY8HkPMIIPPGT9/2ubf/yOl6x647cHF0+G6g6jm4F7hR0vmSrmCx7sDXxxXNcXab+G1f7VthJXFqp1USzp0vXRPfRwfdW4mx6w78vKTjLLTnaeD9AGb2qKR7gO+wWJ7sFjM7O+k/7Tg7ROvNDq16fdYriNKV0lZ7C2GsfVwHo+Mqr7Hz9vu6A47TwxDDbxl6Jk2n8Vdh8r0CnXEDreeFv8ivOzBpQVLHOVcpdd+lLfm9HkGSZpBgELUJVHFxG0Aal2uOXwEXAWfeKLGhVQx+QLqua0rXV+GGk15VFfriRuAi4MyCRh98bPjR2zcNt4yzZPDpvmTsuTxisciUOR0UNDRuFVwEnHOOhiFC1tCzx7Gx9+yHpMkJRJ9o1KSNgAPixlYLXAScc4a6m2yIoYf4klA0PIOefW/VIN13CEaz4LR7CKI4iMQA3BNw5k2jz36IoafHGaHoNPZk33VdrwAk5WzYcnVtpmGwIRDJM6yCi4Cz9ygZhJNzr1fxCFrhHmMfVH3IXFfck2nsUyY+FrGBvx/I4SLg7DWNEXRJdWCKR5C21DfiMm/vdQlAes9UDOr4+k/m+VbERcDZW+LhuC0RSI0iIwJQNr44fc74692QuD4PIlOOuDy5QUFV/qsOGMrhIuDsH2q6/y0hCCIATWOEDqMP6XJv9jSfnJcQh4cKSe5cTWrw5BsBBZMHDLkIOHtF3QBYEoGuhsH0uCQU8bkegx/cnrBCXMuoU4NPy+uDhZy5kPYA5ASg0TAIgwy9yjs+2WnYq4Y7vInW+WjfZfC5HoSxuAg4e0FDABIhSMWgr7FtcVAQivS4J5zmu1K1oSNPoNktWCjrOn7/5yLg7Dw5Acj+Vr9LBEZ4BJ3eQpp2iCdRuCYnAOm1pWHBjd6CkbgIODtNUQCSxsBWm8CYakB6nBjwSscdxt+VrkRV7tLko1NqBEMmFbkT+CXgOTN7Y4j7XeANIcmrgf9jZsfDrMSPAY+Hc181sw9MKJ8zZ3oEoEsMGtkMNexCtaAO9h2neWTyGyoapa6/RpqJbQEVQzyB3wH+E/Bf6pub/WpdKOkO4C+i9E+a2fH1FM+ZM1V3n9QfrscI5DwBeo5XMPbB1/TdMwRSUWgErX3vKjpTrNFMWndAkoBfAf7RmsrjOMDSoBvz7Km9kezjX+otMop2qxp7j/GX4sjFpQIwATGtDSClY/rBQbwNeNbMnojirpD0p5L+SNLbJubvzJCcsTd+IVgQgHZGC4PJ2uOQt/06KUwT1qrjx1smi8KpSUxtGHwv8Jno+AzwM2b2E0lvAX5f0jVm9nx6oS8+4mSp2gEKQpAz/Mpg62rACnX79HwxTSluALVXHwINL98WdftS1p0GvyY1GC0Cks4D/inwliouLD/2Ygg/KOlJ4GdZrFLUwMxOAidDXj7RqANExp9UAVJ3X9VbviQIpIEV3viZyJXtv1Cf7xKC3vymJ8kypTrwT4DvmtnpKkLS66oFSCVdyWLdge9PuIczI2KXP60CtLwBWApDdH2IbgRq52BIHX8N9YDCSmGtg86qQE/VIHfZWHpFIKw78CfAGySdlvS+cOpGmlUBgLcDD0v6FvA/gA+Y2U8nlM+ZCbHBH3Q0BLaqBbTDQ6oEq7QDFKsHfVjHYSQEqxjwQG1YCV93wNk+Svr9S4KQnCsd93a9JXH1YcHQu7yD0nWl+2eTJ+XblDE89bivO+DsKK1GwAN6qwJ1NaB648fVAtLAgPiSAHSUu+tcWuePE7eaCyKrTycQPQpcBJytUvopcFd1oPLnG42DFVFVII5qBpJzXQIwoY2gTwiy2W/BJ3YRcLZGY8HMUmNgSQygWfdPGgkhMbAVhKGOXlMjYUMIkvtmoo4cFwFnKzR+DqzmcWMYcEfjYF0tSCy/y/gbUesQgAHpsr2FPYJwlLgIOEdO3NiXqwYMEYCW2587Tugz/vrUBl7JneP9p1j/GsrqIuAcKTkBiF3/kgCQbFmvgLYR93kFjVMrGNRY28vMJD4Nn1TE2Rcahp40/qXdgKUxAb1eQZW2dfOOcg1Is0n6bPgoiuUi4GyclsF3iUFGCBoiQLkmMPSt3zg9wsrWZphdCtDTTrBOcXARcDbKkAE+XQKQE4G0StDoJYCihawiEsXnGZPHGJe9RyDWWa1wEXA2Qm7gT6fxp+cgKwKNvCP3PxYHKBjFBEsZdekKxr9SV2FGAXyOQWenyDbwpWKQE4QoHA8GKolAONVqC1hXPb94+ZB8C/MBDGHlt7yvO+DsEq16f8HgS8afqwZU+dZv/Vwcy/Ba6/ljhKTrh0M9abNJojKssy2gwkXAWRuVAGR/BZjrCiycSz2AKu96r4zRDxCATgPagHWtbUKQzG8L1lncqdOLOc6SqJEurtOno/uUpo+Pc+GuuHL0ymnWzVpFp6+9YwIuAs7a6Oq7r7/AJWFQK2nbCyCzH2ARRy4AQ284It0mnmXIpCKXSfqypMckPSrpgyH+NZLuk/RE2F8QXXO7pFOSHpf0zg2U29kxsgN5MvGLxNDyArrioaAAM+AInnOIJ/AS8GEz+7vA3wdukXQ1cBtwv5ldBdwfjgnnbgSuAa4HPlFNOeacu3S5/llxoFmfT7/sJS9g5XKNvO7I6Cpg+j/ZUBF6RcDMzpjZN0P4BRYrDF0CnADuCsnuAt4VwieAu83sRTN7CjgFXLfmcju7RMb1b739S+nSqFy7QMYd3tV2gPTmg8pQ8og6kmTz6NsKrNQmEBYheRPwNeAiMzsDC6EALgzJLgF+GF12OsQ55yi5t35WEOLonnYDlofNhsRkv/Nv+qF0qFvnM/YY+BAGdxFKeiXwWeBDZva8VLxz7kR7hWVfd+CcIevyZ7aWsbejlnl2eAHZAvRHHT0CrN4NS79q/hMurxjkCUh6GQsB+LSZ/V6IflbSxeH8xcBzIf40cFl0+aXAM2meZnbSzK7NTXzo7A+rGH+nKKTxVf5poPD2z9UizgWGCt+UZx7SOyDgU8BjZvbx6NS9wE0hfBPw+Sj+RknnS7qCxdoDX59QRmeXKbj1JeMvXZrGNwI5w98XS0+qNiMu7T0x9V8xpDrwVuDXgG9LeijEfQT4deCesA7BD4D3AJjZo5LuAb7DomfhFjM7O7Gczo7S9fYv9f13tRusYvj7ogMVg6sFfZmUD8dl6esOOGOphwkfa+/jXwK2vIH4mML5+iaZcPx2LYVXfpgxF62AZYNFssWZ2Pbx9BP5dQd8xKAznsLbPO4pKBl4w7ATL6BTAPaVXDtHf9LOyHX9P/wHRM5ouhr6UgFovbEz7QTx2zwVAJJwJmr3ieoDK1UNhgrAyH+EewLOKIqjAQsC0PIMkrxSkUgFYJ1f+q2SiF76CH3tIIWoSf8L9wScccRvfnrEgIwAdHkI8T3oON5XEjeg+DxDH3TiP8RFwBlF6gWUxKCKywpAlE/J/V9VEPZGIPrqA4UHGeIprIqLgLM6hbd+OjaAxOhbAtBVDYjiGsdJXPvkHlGVeeB8YpsQAHARcEbQaAQkIwbQNvwoLs4jNfRW9aB182xwv4nF4IiqADEuAs7KZKsCOc8A2oZPWwBK6eL7NQOZAp0LdDyHigeDLu/Eewec1Une3LVToGZc7N6XDDzNr/hFLgnD3FizAICLgDORsV8+FfbO0eMi4Dgzx0XAcWaOi4DjzBwXAceZOS4CjjNzXAQcZ+a4CDjOzHERcJyZsyvDhn8M/N+w31dey36XHwY+w+HZxcbfbL5AKzKbz2AkfycXuRNzDAJIemCfpx/f9/LD/j/DvpcftvMMXh1wnJnjIuA4M2eXRODktgswkX0vP+z/M+x7+WELz7AzbQKO42yHXfIEHMfZAlsXAUnXS3pc0ilJt227PEOR9LSkb0t6SNIDIe41ku6T9ETYX7DtclZIulPSc5IeieKK5ZV0e/hMHpf0zu2UuknhGT4m6Ufhc3hI0g3RuZ16BkmXSfqypMckPSrpgyF+u5+DmW1tA44BTwJXAi8HvgVcvc0yrVD2p4HXJnG/AdwWwrcB/2Hb5YzK9nbgzcAjfeUFrg6fxfnAFeEzOrajz/Ax4F9n0u7cMwAXA28O4VcB3wvl3OrnsG1P4DrglJl938z+GrgbOLHlMk3hBHBXCN8FvGt7RWliZl8BfppEl8p7ArjbzF40s6eAUyw+q61SeIYSO/cMZnbGzL4Zwi8AjwGXsOXPYdsicAnww+j4dIjbBwz4kqQHJd0c4i4yszOw+MCBC7dWumGUyrtvn8utkh4O1YXKld7pZ5B0OfAm4Gts+XPYtgjkppbbl+6Kt5rZm4FfBG6R9PZtF2iN7NPn8kng9cBx4AxwR4jf2WeQ9Ergs8CHzOz5rqSZuLU/w7ZF4DRwWXR8KfDMlsqyEmb2TNg/B3yOhZv2rKSLAcL+ue2VcBCl8u7N52Jmz5rZWTM7BH6bpbu8k88g6WUsBODTZvZ7IXqrn8O2ReAbwFWSrpD0cuBG4N4tl6kXSa+Q9KoqDLwDeIRF2W8KyW4CPr+dEg6mVN57gRslnS/pCuAq4OtbKF8vlfEE3s3ic4AdfAZJAj4FPGZmH49Obfdz2IEW3xtYtJI+CXx02+UZWOYrWbTafgt4tCo38LeB+4Enwv412y5rVObPsHCX/4bFG+Z9XeUFPho+k8eBX9x2+Tue4b8C3wYeDkZz8a4+A/APWLjzDwMPhe2GbX8OPmLQcWbOtqsDjuNsGRcBx5k5LgKOM3NcBBxn5rgIOM7McRFwnJnjIuA4M8dFwHFmzv8HRa0oEsdGmcUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -189,7 +174,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -204,7 +189,7 @@ "(X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data()\n", "X = X_train[:100]\n", "X = preprocess_input(X)\n", - "X = tf.math.multiply(1.0 / 255, X)\n", + "X = tf.math.multiply(1.0 / 255.0, X)\n", "print(np.shape(X))\n", "N = 10\n", "X_batches = tf.data.Dataset.from_tensor_slices(X).batch(N).take(1)\n", @@ -213,7 +198,7 @@ " batch = tf.map_fn(aug_seq, batch)\n", " for img in batch:\n", " plt.figure()\n", - " plt.imshow(img)" + " plt.imshow(tf.clip_by_value(img, 0.0, 1.0)) # clamp for imshow" ] }, { @@ -235,106 +220,14 @@ "output_type": "stream", "text": [ "tf.Tensor([ 20 1024], shape=(2,), dtype=int32)\n", - "sim: [[ 1.00000012e+00 6.44194484e-02 -4.01839435e-01 4.84464586e-01\n", - " 4.83069681e-02 9.80198383e-02 -6.81136772e-02 -1.20690420e-01\n", - " -1.21997662e-01 -9.32031795e-02 1.00000012e+00 6.44194484e-02\n", - " -4.01839435e-01 4.84464586e-01 4.83069681e-02 9.80198383e-02\n", - " -6.81136772e-02 -1.20690420e-01 -1.21997662e-01 -9.32031795e-02]\n", - " [ 6.44194484e-02 1.00000000e+00 -8.91178194e-03 -4.72242944e-02\n", - " 1.86651349e-01 -1.12601612e-02 2.27519006e-01 -1.57265496e-02\n", - " 1.41042009e-01 -1.46952376e-01 6.44194484e-02 1.00000000e+00\n", - " -8.91178194e-03 -4.72242944e-02 1.86651349e-01 -1.12601612e-02\n", - " 2.27519006e-01 -1.57265496e-02 1.41042009e-01 -1.46952376e-01]\n", - " [-4.01839435e-01 -8.91178194e-03 1.00000012e+00 -3.74087662e-01\n", - " 2.40125820e-01 1.49331868e-01 1.14729464e-01 -2.41538376e-01\n", - " 2.32156247e-01 2.63454974e-01 -4.01839435e-01 -8.91178194e-03\n", - " 1.00000012e+00 -3.74087662e-01 2.40125820e-01 1.49331868e-01\n", - " 1.14729464e-01 -2.41538376e-01 2.32156247e-01 2.63454974e-01]\n", - " [ 4.84464586e-01 -4.72242944e-02 -3.74087662e-01 1.00000000e+00\n", - " 2.18436107e-01 3.04554522e-01 -1.56026453e-01 -1.63626254e-01\n", - " -4.03645694e-01 2.87846565e-01 4.84464586e-01 -4.72242944e-02\n", - " -3.74087662e-01 1.00000000e+00 2.18436107e-01 3.04554522e-01\n", - " -1.56026453e-01 -1.63626254e-01 -4.03645694e-01 2.87846565e-01]\n", - " [ 4.83069681e-02 1.86651349e-01 2.40125820e-01 2.18436107e-01\n", - " 1.00000012e+00 1.70243725e-01 2.56860238e-02 5.12362607e-02\n", - " 4.35247608e-02 2.88137645e-01 4.83069681e-02 1.86651349e-01\n", - " 2.40125820e-01 2.18436107e-01 1.00000012e+00 1.70243725e-01\n", - " 2.56860238e-02 5.12362607e-02 4.35247608e-02 2.88137645e-01]\n", - " [ 9.80198383e-02 -1.12601612e-02 1.49331868e-01 3.04554522e-01\n", - " 1.70243725e-01 9.99999881e-01 1.81283385e-01 -9.47606340e-02\n", - " -3.78558517e-01 3.78208905e-01 9.80198383e-02 -1.12601612e-02\n", - " 1.49331868e-01 3.04554522e-01 1.70243725e-01 9.99999881e-01\n", - " 1.81283385e-01 -9.47606340e-02 -3.78558517e-01 3.78208905e-01]\n", - " [-6.81136772e-02 2.27519006e-01 1.14729464e-01 -1.56026453e-01\n", - " 2.56860238e-02 1.81283385e-01 1.00000012e+00 1.99036789e-04\n", - " 1.64356008e-02 9.51356720e-03 -6.81136772e-02 2.27519006e-01\n", - " 1.14729464e-01 -1.56026453e-01 2.56860238e-02 1.81283385e-01\n", - " 1.00000012e+00 1.99036789e-04 1.64356008e-02 9.51356720e-03]\n", - " [-1.20690420e-01 -1.57265496e-02 -2.41538376e-01 -1.63626254e-01\n", - " 5.12362607e-02 -9.47606340e-02 1.99036789e-04 1.00000012e+00\n", - " 6.22373484e-02 -1.29843578e-01 -1.20690420e-01 -1.57265496e-02\n", - " -2.41538376e-01 -1.63626254e-01 5.12362607e-02 -9.47606340e-02\n", - " 1.99036789e-04 1.00000012e+00 6.22373484e-02 -1.29843578e-01]\n", - " [-1.21997662e-01 1.41042009e-01 2.32156247e-01 -4.03645694e-01\n", - " 4.35247608e-02 -3.78558517e-01 1.64356008e-02 6.22373484e-02\n", - " 1.00000000e+00 -2.52394438e-01 -1.21997662e-01 1.41042009e-01\n", - " 2.32156247e-01 -4.03645694e-01 4.35247608e-02 -3.78558517e-01\n", - " 1.64356008e-02 6.22373484e-02 1.00000000e+00 -2.52394438e-01]\n", - " [-9.32031795e-02 -1.46952376e-01 2.63454974e-01 2.87846565e-01\n", - " 2.88137645e-01 3.78208905e-01 9.51356720e-03 -1.29843578e-01\n", - " -2.52394438e-01 1.00000000e+00 -9.32031795e-02 -1.46952376e-01\n", - " 2.63454974e-01 2.87846565e-01 2.88137645e-01 3.78208905e-01\n", - " 9.51356720e-03 -1.29843578e-01 -2.52394438e-01 1.00000000e+00]\n", - " [ 1.00000012e+00 6.44194484e-02 -4.01839435e-01 4.84464586e-01\n", - " 4.83069681e-02 9.80198383e-02 -6.81136772e-02 -1.20690420e-01\n", - " -1.21997662e-01 -9.32031795e-02 1.00000012e+00 6.44194484e-02\n", - " -4.01839435e-01 4.84464586e-01 4.83069681e-02 9.80198383e-02\n", - " -6.81136772e-02 -1.20690420e-01 -1.21997662e-01 -9.32031795e-02]\n", - " [ 6.44194484e-02 1.00000000e+00 -8.91178194e-03 -4.72242944e-02\n", - " 1.86651349e-01 -1.12601612e-02 2.27519006e-01 -1.57265496e-02\n", - " 1.41042009e-01 -1.46952376e-01 6.44194484e-02 1.00000000e+00\n", - " -8.91178194e-03 -4.72242944e-02 1.86651349e-01 -1.12601612e-02\n", - " 2.27519006e-01 -1.57265496e-02 1.41042009e-01 -1.46952376e-01]\n", - " [-4.01839435e-01 -8.91178194e-03 1.00000012e+00 -3.74087662e-01\n", - " 2.40125820e-01 1.49331868e-01 1.14729464e-01 -2.41538376e-01\n", - " 2.32156247e-01 2.63454974e-01 -4.01839435e-01 -8.91178194e-03\n", - " 1.00000012e+00 -3.74087662e-01 2.40125820e-01 1.49331868e-01\n", - " 1.14729464e-01 -2.41538376e-01 2.32156247e-01 2.63454974e-01]\n", - " [ 4.84464586e-01 -4.72242944e-02 -3.74087662e-01 1.00000000e+00\n", - " 2.18436107e-01 3.04554522e-01 -1.56026453e-01 -1.63626254e-01\n", - " -4.03645694e-01 2.87846565e-01 4.84464586e-01 -4.72242944e-02\n", - " -3.74087662e-01 1.00000000e+00 2.18436107e-01 3.04554522e-01\n", - " -1.56026453e-01 -1.63626254e-01 -4.03645694e-01 2.87846565e-01]\n", - " [ 4.83069681e-02 1.86651349e-01 2.40125820e-01 2.18436107e-01\n", - " 1.00000012e+00 1.70243725e-01 2.56860238e-02 5.12362607e-02\n", - " 4.35247608e-02 2.88137645e-01 4.83069681e-02 1.86651349e-01\n", - " 2.40125820e-01 2.18436107e-01 1.00000012e+00 1.70243725e-01\n", - " 2.56860238e-02 5.12362607e-02 4.35247608e-02 2.88137645e-01]\n", - " [ 9.80198383e-02 -1.12601612e-02 1.49331868e-01 3.04554522e-01\n", - " 1.70243725e-01 9.99999881e-01 1.81283385e-01 -9.47606340e-02\n", - " -3.78558517e-01 3.78208905e-01 9.80198383e-02 -1.12601612e-02\n", - " 1.49331868e-01 3.04554522e-01 1.70243725e-01 9.99999881e-01\n", - " 1.81283385e-01 -9.47606340e-02 -3.78558517e-01 3.78208905e-01]\n", - " [-6.81136772e-02 2.27519006e-01 1.14729464e-01 -1.56026453e-01\n", - " 2.56860238e-02 1.81283385e-01 1.00000012e+00 1.99036789e-04\n", - " 1.64356008e-02 9.51356720e-03 -6.81136772e-02 2.27519006e-01\n", - " 1.14729464e-01 -1.56026453e-01 2.56860238e-02 1.81283385e-01\n", - " 1.00000012e+00 1.99036789e-04 1.64356008e-02 9.51356720e-03]\n", - " [-1.20690420e-01 -1.57265496e-02 -2.41538376e-01 -1.63626254e-01\n", - " 5.12362607e-02 -9.47606340e-02 1.99036789e-04 1.00000012e+00\n", - " 6.22373484e-02 -1.29843578e-01 -1.20690420e-01 -1.57265496e-02\n", - " -2.41538376e-01 -1.63626254e-01 5.12362607e-02 -9.47606340e-02\n", - " 1.99036789e-04 1.00000012e+00 6.22373484e-02 -1.29843578e-01]\n", - " [-1.21997662e-01 1.41042009e-01 2.32156247e-01 -4.03645694e-01\n", - " 4.35247608e-02 -3.78558517e-01 1.64356008e-02 6.22373484e-02\n", - " 1.00000000e+00 -2.52394438e-01 -1.21997662e-01 1.41042009e-01\n", - " 2.32156247e-01 -4.03645694e-01 4.35247608e-02 -3.78558517e-01\n", - " 1.64356008e-02 6.22373484e-02 1.00000000e+00 -2.52394438e-01]\n", - " [-9.32031795e-02 -1.46952376e-01 2.63454974e-01 2.87846565e-01\n", - " 2.88137645e-01 3.78208905e-01 9.51356720e-03 -1.29843578e-01\n", - " -2.52394438e-01 1.00000000e+00 -9.32031795e-02 -1.46952376e-01\n", - " 2.63454974e-01 2.87846565e-01 2.88137645e-01 3.78208905e-01\n", - " 9.51356720e-03 -1.29843578e-01 -2.52394438e-01 1.00000000e+00]]\n", + "sim slice: [[ 1.0000001 0.06441945 -0.40183944 0.4844646 0.04830697 0.09801984\n", + " -0.06811368 -0.12069042 -0.12199766 -0.09320318 1.0000001 0.06441945\n", + " -0.40183944 0.4844646 0.04830697 0.09801984 -0.06811368 -0.12069042\n", + " -0.12199766 -0.09320318]\n", + " [ 0.06441945 1. -0.00891178 -0.04722429 0.18665135 -0.01126016\n", + " 0.227519 -0.01572655 0.14104201 -0.14695238 0.06441945 1.\n", + " -0.00891178 -0.04722429 0.18665135 -0.01126016 0.227519 -0.01572655\n", + " 0.14104201 -0.14695238]]\n", "sim shape: (20, 20)\n", "contrastive loss: 2.043300151824951\n", "model loss L: 3.1468095779418945\n" @@ -351,7 +244,7 @@ " batch_z = tf.concat([batch_z, batch_z], 0)\n", " print(tf.shape(batch_z))\n", " s = get_pairwise_sim(batch_z, N)\n", - " print(f\"sim: {s}\")\n", + " print(f\"sim slice: {s[:2]}\")\n", " print(f\"sim shape: {s.shape}\")\n", " cl = contrastive_loss(s, 0, 0, N)\n", " print(f\"contrastive loss: {cl}\")\n", @@ -383,7 +276,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -395,7 +288,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -407,7 +300,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABngElEQVR4nO29a8x121Ue9ox9uEgFhG3AxrFNMcigAmoOYNFKNJSWJlwU1VCV1PwgboMKSCCBRKXYULWoEVKacvlTQWMEilsRjFUgWBFqcS1aGqncTMzFGIMNBA4+shMuBTUVKV6jP9YcczxjzDHXWnu/33fe/Z5vj+/b75pr3m/jGWOOOddaoqq40Y1u9OTS6b4rcKMb3eh+6QYCN7rRE043ELjRjZ5wuoHAjW70hNMNBG50oyecbiBwoxs94fTYQEBEvkRE3iMi7xWR1z+ucm50oxvdjeRxnBMQkacA/CaAvwrgGQC/AOCrVPXXH3lhN7rRje5Ej0sT+DwA71XV31bVfwXgzQBe85jKutGNbnQH+rDHlO/LAPw+3T8D4N+aRf7Yj/1Y/cSXfOI0MxG7yvGrAAIBRCAA3c+v7c+NHhw9Cm32+T/273jHO/6Fqn5C9n9cIFD1aBgpEflaAF8LAC958Yvx97/3e6eZnURweuopPPXUCafTU3jqqafw1OnU/Z46PYXTUyc89dRTOJ3WK8c9nU5reEtzOkW3hcvpqbXq8vyfEA+f1H/qV1ve+ggK3UiamUIXSf4S4zwPSET+WeX/uJYDzwB4Bd2/HMD7OYKqvlFVX62qr/7Yj33BY6rGjW50oz16XCDwCwBeJSKvFJGPAPBaAG99TGXd6EY3ugM9luWAqv6FiHwjgP8VwFMAflBV3/U4yrrRjW50N3pcNgGo6k8C+MnHlf+NbnSjR0O3E4M3utETTjcQuNGNnnC6gcCNbvSE0wMBAd+z3du1nYXLZuiNng+kyT0eIdL6XJHm1E8WPTbD4Lk0Ze92bkP6yT+68qm/4L8mEosj7QBQOyvS7wEPvwHEAyIdnKrt0FB4FkagwowvQL8XiHA+0jJr136AyPyev3QVICACyGne0afG2HKS1W1XOTX3qYWfetz1JCDHoTSWXwcL+KA/v8f7gZPS1U8KGgCounsdVIU0hl/Hle+14YWHAWhCRoj3n/9AcBUgAPi5/zKsMzcx/UlwCu4Wx44BNwDoceQEOa1xGQS6FnA7KnzltAUAC3RxEFAA0jQCTWCgBRisgr+BgSrU5oWeEhCY+/lFVwMCpy0Q2JT+QpqCMb8DQGf8gvk7CBj6r6U9Nw2+0RnEALB0td+k/kJagOriS38RQHVl4QYGxvAGBtB1fim5O8vLAlEB5ASfF88/reBKQEDmmoBk5uelQVwGnDrzOwCYv4fXIHBbClwrafwl1V91Wa9NE1jsYSJI1AYaGIAZvo15f+hIBKrahYicVlOB6JKA4PlFVwECq01gvlEhAxCcAhDYMqBrArYU6EsA/2UgMAPjja6RRgDo6n9i/A4IS1sOQJu0T9pABQZtAhgArLQAyzqvRiB4fmkDVwECwM5y4HQiIMjML4m5V+Y3MBg0gLBkyFrA82dgHz6Njwqvqv7K/EuhCSy0RFiN/QJpln41MGA3sIJBoQmcTCgtCwHB83PX4GpAYMsw6My+wfxsEOxhpAGc4q5A1AKeH4P5/KDKALj4+n8hxu/3aVnQkndtgMGgbQVKAgZAgiawLEsHAll0PVEjS2EsfPhz5zpAoDH1JLBpAb4EEJkwP2sC4rsHvm3oceREWkAr50b3TRkAFtgOgJbMX4OB8aa2rT4Rdffq0bYHtUl/drsmYECwYMFJT2u2ds7gebSGvAoQEAAn2bAJnBwIshYQlgENDHxX4JQ0BgcLPlR04/9roAQAmADAolhmYLCQYfAM6W+vmAuagC444bSCCk5rGACVtozgg0UPfAJdBQgAe8sB3uYj5idjYJDyQRsgw6HMAOBhD+LDJx1/tuZfaoavNQG7j0uBDgATN3Q1Epq/nASn5QQ9KZYFOJ20awXdLhDsAw+bLn52QEReISI/LSLvFpF3icg3Nf9vF5E/EJF3tt+XHcyv/lVagLih8MSMHzQBYnwzLJ7anm9YBtzofilrADMAWAgAlgAGdh/c7X6NN7qXibvvMPRyNPz6DsXwpMLDpbtoAn8B4FtU9ZdE5GMAvENE3tbCvkdVv/NwThs2AQGDQlwOmLo/ML7ZCZomkAHgpgVcC20AgGYAOOheFLZJKHQ0OLvX3UFzSzscpBAVnE5L0wBObQvSlgZrvQSndVnwPNEGLgYBVX0WwLPN/Wci8m6srxo/m/ZsAr73H5cDrAWM/mQLODXpfwOAK6IdAOhnAEZGX0hLqEEBmwAQ3bIyP2Ang7AsJ5xO2jQK9KWB5Q0YALA94OHaBh7Jo8Qi8skAPhvAzzWvbxSRXxGRHxSRFx7MY+Pn1n6X9hK0gGgMtKXBqQOAgcgNAK6JqoNArnovhWq++i0DKCxLXCosy9LODWS3Jvean7ltSbBoS8PPJBAgQZvGoQ97KQA8AhAQkY8G8KMAvllV/xTA9wH4VABPY9UUvmuS7mtF5BdF5Bf/+E/+xA1/6RcNfnwE+BS0gBjm2gAaOLSN3hsAXAWNZwH8OYDFdwOSNlCCwtKYeAACbczNbss3uYP20cKWOQCEpxU7kD1cuhMIiMiHYwWAH1LVHwMAVf2Aqn5I172V78f6SbKBlL478KIXvnBg4PgsQDQI2q/HS1pA+PGZ7xsAXBE1xtG8FIhHgY3xpwAw0w4IAOZawdKXFlkTGH/E/EggoBrb9MDoYpuArLr1DwB4t6p+N/m/tNkLAOArAPzasfz2nx04tUeGI6PLXAsYzgHcAOD+abQFjOr/7DoDAL5q376zvX+IQFT7k4Wre50Xoro+OmyPHopg0dOaR/oJAcH6QpJ1SSC9LQ9zft1ld+DzAXw1gF8VkXc2v28F8FUi8jTWXvldAF93JLPZOYGVlycaAC8LZlrATfpfIdXSf9QCCq2gWB4M2gJWK79iAgDE9JrDAZyWpdVQGpsrVNZ6SKqrGwgfLt1ld+CfoOaui741cNp9sxABQWE3qLUATKp4o/ul2ibAa+8Zgx+5rvxNANC0AhgAFKAA2ANCgqUdClrrsh4g0mUFggxYbYexp32IGsFVnBi0w0B1IPo+f/94qD0mnDSE8QGh57YdN9ojMqIVjJ+3/9w/X7d/h5bmxq+tXk03KOpm5a5AsEheGiy0UyiU8cOZfFcBAgC2DwsRAAQNIGsI2RZwoyulqAH0x4L5/QDL/LoHCsaDkvEgMD77tQCzH5fg0rSCZV0iGBhAFU+ptsNDSzH3rn8eXg0I9Oe3EwngjwL3pwLppSJ8PNgA4GYIvEKiJYAxFjKT8bbcnNHH/fsNTWDK+CmIbmK9ZmDges36iBHWp4z7o8a5wOulqwCB8BKHgvozAeFlIc741WvDbnSNpOE3GgPpmYCS+WoD4jnLgRnjh1pKNwceWn5EI+HSjAQPRyO4ChAA5prAGsbnBfz5gfCikBPbAW72gOskP2k32xUINoFliUuBg3YBK8qJ1gYF44vEg38hv8IYyPVlteC0ADidCvug3VznMvUqQGBfE/DzAf214lNj4HV29JNNJP03tgazhK8Yv5b+S1hedKrUfgsSiXHJb/gJ183XAaeOAae17JMCy+LPqTDjX/ES4SpAANjaIqTnAyQCQXxbkPSdBEt3oyujvjFwQL0uHuPdO8arappGoonaH8LoWgITmrTX01ink4PDqR3C7UUa/wfNgCt0//P0ikBg68Rg8dagDgCnUQu4/369UafxTMB6qRjfmX8hMDhnKaDtjEAt/ZvaT4E53no/ahrAqajvguUEB4dFsZyWdUcLAtF1XvrHTFhTvZ7txKsAgb3lAJ8I5PcHltuDN7pSakuBfu6+AgK3BVTq/8wdfpb/lvQ3su1B0bidKLFOi55wSjsZS1v/nxIgnJbTsPzvrF7y/P0DwVWAALCnCRQPCqUThLYOu9kErpGMwyKjZi3ADIOsBdTLgyPGwWQQoPMAU3ywOMEOgGTMzKAQAWEBaQL0b02BbqPs5XnBuK95exUgIHIABJIWEN4j0LWAG/NfJ9lSgKT/5LhwULWDNJ7ZBmqtwGhgeOI3O/JbnStY67hA28NEKwi0+2YHWAGAXkCyzOfxokufpyrVDsL9AcFVgMBq/DsAAl0LmOwK3IDgykjJVQBB+Vt2mH4ZmT5rFtCJqN+gBAaq2pQCMzauALCoNi2ANQIHg2VZuubq2mk8QCRYsL7a7LRhMASeq7l8FSAgOKYJ+JuE7GMipxvzXz358wK1BpCkeX6Zx1Iw/ZYGYWUA+1IfHM0DxerajIwrCGAFgAYIi55wWhR6MgBYTxK22YwFbBpYcGr+scylGQxPCQi47yr/R0tXAQKQ7S1CPyJ8CicF7VVjNyC4clLfGagluB8RzjaB/MXhZeO48AACBa3L/rZNUGwPooPFCgILFCddoGjLgmWBnk5dO1i1gfWKZWk7WQwBK+OvPhEM3GDIXzZi1aAChEc/x68DBA4sB/yzYvGkoAPAja6T+uGAVSfga1b3NzWAyhg4OSuwCQMHatyNmH5dNYIVDBZVnJYFy+kUrno6AViwLLZzBZxkMaMXAHvOwJ42YCDQyP8DWcCjB4OrAIE9wyDEGb8DgGkAV3wc88mm0R7QGXQiwf1dfzUAHNICTOvoVO0S0JmBTIL1DcMJBFaNIIJBvi7t46Wl7F8cDGogWAobQWpDd6O4v5zuBAIi8rsA/gzAhwD8haq+WkReBOBHAHwy1jcL/Q1V/eOdnPZBgE4J+hLg9iGR6ydjfITlwGgXcEY/tgRIh4qQQCCr+jOahGsHgbYjYIbB9l3CBQtOywnLia5YlwSLaa5Y0xsYnAC0LYQNIJANU0C1g3B3MHgUrxz/91T1aVV9dbt/PYC3q+qrALy93W+TYPqi0LArQK8QdwC40fWSurjtjIqBaafPAywHAaAAghpotu0IuYypQXLyFuSF0yz8UtOUXzgVuQz1dWOqnbBMfmRsDX19IT2O5cBrAHxhc78JwP8O4G9vJZAjNgFb+5+aYeX2jMADoggAzpxIjEUGwqnqv3NQiIFnl+ZqwroSUN8VgH+u3LQBZL/lBMiC5WTHg9A0g1MzCSyDRqBe2lAjyQL/sL3gPLorCCiAn5L11at/X1XfCOAl2t42rKrPisiLq4Qi8rUAvhYAPumTXrH5jsF1+4D2XEvr6Y2uj5wpOwB0QLj7bybp16J9SbCu/wX960PDrsBqIAjezY/BYHWuLvs0GQBoV/GbBWA9P+wMD9tGbG7zV3P7sgAApNVC21UqHn+Eh4zuCgKfr6rvb4z+NhH5jaMJG2C8EQBe/bmfq5uNKPdQHwI9vm2d6yal60zlBjFtWiqop+159H9zhTiWP/b54Ns5fkWKgAvsp9pfVqoNXPrbjEFbjr1OzdKPZjjE6l63E5sbp/b+AQaC1b5lgIUOXLYDttZpfVMyM387CHEh3QkEVPX97fpBEflxrB8a+YB9e0BEXgrggwdz2wibQeHdEPDx0Wy9do11fZSk0W0MPpHcbDRUs7xnP92eGTVJ6+mqv2V0NlEb1O+cVAFtbxQVqysDg0WzvX5TSLj2fRsRMCCQZd1GNGOigY8QAHRAaJXUXtkWBjMmXja/7vJp8o+S9WvEEJGPAvDXsH5o5K0AXteivQ7AT1xaRkmXA95zRIkRyvurb8SZVLVzoaXAqAU4OBDzsx2syv5Atw1Ko7Q/4k6OENmm4Hwu1uptrM02jaz1TGwY2VjI3z0MX0SyLyTxT+Mn1tC/vLT+sPeb0F00gZcA+PH2+O6HAfiHqvq/iMgvAHiLiHwNgN8D8JV3KGMlnhW7Wyb3SbpxzXaMcoH3wGjGrWhjNjHiIYIB2D39bVPv1W5Z29EF8nDwtVgzdF2OHJqiac/AQ/JW4OrZJL+0V+2fLKYAKu3pZoF9Ol2DVoB4BWBvMdILlwR3+fjIbwP4y4X/HwL4ogty3AhLQ2lGnx5230BwqbSfWXWvHRQ2mL9Lz1H974w/AQNT/esedG0h02rIs2imIqPQAubLg0oHkHCXXAXQJL0hpbE1f1S+FyyQJT0Mp23dL9K+aZCusKdmtcW3a9G8A3QVJwaPUSU5ea19X0AwA4DZiHA9c50fgpYwW+5o8ptY8s0fCBqAawUhiwkYzCjOg/mOWrIBZLCgkrZ7n9h+o1r5YaJ1A9F8IihoY2hF0wbEv5Jk31ActALAv6K0Wd+argYEplu74lsma0TA3xzLqtd9AMGcAYLUuqhK1wYIR5kfzVC28Q5AvoKvnE/sw43p0ZYAUQ1nxl7vj9gARr+hXJ2EZPTYoQ4M9J6B/r4B1a7eS1geoIUjaQWAGQ4vUQauBgSmFASn+uAOzF+5H3fF7Jrc3VAUo0bDFAdWmkGlJdwHIBxnfmdaMoRNHvU1bYCveUkQ8yyV8pFaN00N/Sb+sy2gjJyaHjIW0gAmgFBW08Z1VfvNyq/wdxKu1VzV+341TaWlGbQCqC+JzqQrAYEt9RlYO0xd8psWMAUFy/NxMMpM/W/3BgB0wMSqyJPGBnW/rJm0ei7AbgZ0hZ8C0cq/bRDs2gDQ1UA2FFqYhjILSlqA2wckMGyVzN3HxkI5kiqNq/Q2zNLygqAlX8++mW/TcNeZIb4sGLQC7VrBqA3Ubd2jKwGBbbKuWSeIDVjr2GAkZHocknMGACaqGAA0zYu1viMgrA5/SeqM8Y+A2qVtnE3gDW3H3Cb5GQhU0zHgYkkADUDgh4a4+Nzf26LCEIA+LRoYXIIWMGf8wX5oa3Kqk5JA6mvyEgh89hqzryfgbf6ukl3F3lBsEh5xvT/RChS0RLhwQfAgQGAlYwKNt9291QGzsHOYZgsAEgOUIFDlR6CQAGMbFCq/PdA7MjlynB0Q4GVPb/dEC0jagPVXAIKeJ9fEtIX92gd94PDQUtzyeRRnYtYGjFnNPpUUkiJtC+ufMBbSBtSNgC1Psbcgt8lRagWtYFFaQlxAVwQCG6Ns0t96LV9NIoU+2JKcs0Xb5oIwXY35TUIRABwCgaoMBgWvv8RZtJne27En3Y+EbTF/8wuWflvTr1pAfgov7xDYsFnfheWBRubf1QMKLpxpAcE/ZVH1SAcANbXbNIPVb/z8cU7rPl0rUNcGLF+xcEXbDUDQCno7Bm3AQeISuiIQ2KJB7CcgoCCgGM0t5uEElSTdA4DMBHGSA5WEmNUrSQ5YE4/aEI7QOeBQg0BnWpDUX29qbQDRFhD7iMGg597L3GX+TOf2URb+lTKABAZwAPCz/QpsAMKwpBAzBiYwgIbtwK4VQOslAoHBpfRAQIDYg1UqA4D0ffk5GIAinKMlFMzQrdmJGQoQ2Cp3G54oVEiTPCOHOs+j/qndBbOzdAcx+eYXg7mfYGkdEBxY66odE3iFmi/9D8ijcBf90Bg8nt5Tn4JjClqhErgTGPSHlFpe8XzAWqdRG6ADQn1psMa5lK4IBLZGVto4tKYa4pobaSQ6HzMTncssVd0qAEgSbhMEJnkrTVhWOyfxZY4IZ7TliD9rPRjby4zf/DFhftcGLB56V3ZsgOfJWkC/lsggvU+UANF7RkZ3XyJ4FgM+wOVNX40CxRLAtQB/rrDIp7clgUFf7/vDQML5teWLtrLm2sAZ2lKiKwKBLXKG17Z2CgNAUUrKUH2YdyxhlIYRAGo1dw4CR5iX45h7THeZHegoCCQNYAoC8d6BYHI+IP1zFOhIELWAI0Tdw7yJ6hoSTdwEyIF9w/xzd9dMeJh0HC9bwTIARCCAXyH9EFQ/QmwABI0HhDoYXEYPBASMmuRhy3lu/KCbJYbqZ6xt1hwos5e1AwCHQKAqIVsC1jz7efCijgEWzhr9mawq/BQDo4d2k8ZTr/3tCbeJdlACg/VIuwat4Bgd0QL2QaLqESVVnb5fyMbpNAE9jW9zu94SgQB8RdIG+GwAUIPBhTDwwECgUVoUuk1EhjCmUhjoLDCUEAGgnPAZAPRMiVZxu08Y9L8bbTs0Bw6CQF7zE+Nn6T9qAzp8Kmx2XsCkv1eBGJ+rlcCg7lZWi2WDwQtwQB03A7Q25gdIGOnG9w0TrTyuXf3PQDAcEV4Lcm3AxiUsDdTPLVxAVwQClzSAj25u5eGs1FNmAAiByfMSAFDdqFbBzooD6/yua4Z4TRgcNBPUDD967YHAnjYwBwJj/tar/k8dAAIo7FR/RrUWcBQcYl/wHrxXzdiR/Ape9FGLkD4CAQaGBxANhqsHLUP82YFL6XpAYGNw50F6IA4Sg6kbWswQw0zFWz2kWVT73IE5yD+CQORML7bwzy6ldX9i8KgbxLat7aj6oWD2wHActbWF3Lz9twcEsw+HdBBNfZgRk/9mLaBTZ7h1vNhK7kY/7g9JXRPBYWpjkVEjiH1IUW3c6QTh9DAhfBxtuzDufNk8sJ0DPzzUtxsNTKAXGwUuBgER+XSs3xcw+hQA/xWAFwD4zwH88+b/rar6k9u5rQ+anEOlcJ2FdS1R2n+fGN0Ag+bPenVnwELdJSZA9jOUbhMiDpBrL4N/10z6VEYfZDHwWidE315q+8giGoxMM1SsmV6HSToDAAY4BwOEflnBwN6SU2kDBDJWTtCuek030F2sE535pfcufKzRmUlkyx99vX0O1UsJyoeQJZ71kOFvmHsTmgIB5mO+R3d5qch7ADwNACLyFIA/APDjAP4zAN+jqt95OC/4pJvH2EbT7BHQufcPTQAGBB685I5Mnie7M8NoHXdNwAZoHWPWXmp/9DWhAwA6ALTwtnYUQT9d1tVG8XaOfTbry9G/ZP4zwCACwewtQ1HraLOB6hF0Ah9T6z8Dgl73DYafgELWGi5XrL1uOS+ZgkEoOmSSlL9O3Z+0Dhl66Dg9quXAFwF4n6r+s4vOL+v6/vZzElRSIneDTaSBsZs7A0KLMaD1Kj2LSY8IAKwOGxis2dBEVlZBd/wLAOhagc61gB63axKTPtzxXxkzakG9jcr94szv4eNSYLANMKCC8k2DO5veDgTtXmLgnhbQ+7u7j8/dbaYjAEjSfTyyPM63iuJyJC1OVEM/nEuPCgReC+CH6f4bReRvAvhFAN+iu58hWyfLERrUVhuMeJmkiZI+9j8PXOzQLPkGQJgximVNGqoDWNqyIn+vQg0A4EdK21p40AL6WWVipjO0AteAJu3aA0VaCsw/Le4aYDAK+qjukrMF+VVagF0Sw4e4pTo+Uz+3mY7zynMs1L7KZir+WTewPvIlwaV0ZxAQkY8A8B8CeEPz+j4Af6fV6u8A+C4Af6tI1z8+8opXvHx7OdDV+3pCHwECKpdvJiDQ/7SyaKK2wjUwSmIaOFNwfcSND15rzdqHM2aQ6hsAMNcCkGpwPhCMIIcCEGutYOuFIsj+oRyrV8ENE94bVvPi/RpBYcMPIEYNyD1OqgzeQ/XG+RQUFSljbioj65ygfrE5l0o+lx6FJvClAH5JVT8AAHYFABH5fgD/uEqk9PGRz/nsp/XocoBVxag1xiVCBQR+/to9oiZWA0EEgSYR6ToFgGEeeeWY8S2vtUoRfPwkmdJSAN0OkPeXoxYQei44tQoL/qM20PsggOGoCXSNoWsDy2ggNDBI/Ru1l9SBJc2Zn/uT7SSY+EXsp3w1C/7I9tWJXUn5HAGAI3xsYzKaMO9REwDwVaClgH14pN1+BdZvEeyQT4h5ePJRnq7+ZwsIBnXPJkzwzpMBBZOnK7KWQNdWkbzMsPS5TtYu8x81AWZ8PzzSt5CaFpAOVXJPpXYVYZZmsuQZ2pvAj5l9bylQGwl9fKxCtd0+S08fy0G6By2A01V+qY86plDFuLsSChzVBqiyKR3lPfWfqiZn010/Tf6vAfirAL6OvP+eiDyNtf6/m8KmpBuawCid2l0BBCxtXV/Ymizx3hzMmwwCVsIoxTzMAcDLNv9Ry1hDc92C6qcA+lLA8hH0rcS+ZehaQJjMG0Aw0wqGNs8AwK4VENCuQP4Cb6kNhH4DaO92BbgoT9Gajjx+I7NT3EELqEHA5pPbZuLYsPiXBArdP/DlCABHjegzIAgR7ksTUNV/CeDjkt9Xn58PDp0TiIzW/GgWT8NhD1pwbiQp6D7GkDAp+4RthXWlNQOCV8YrYpK9ec3OCAhZEfsyAOg2gHViNqnPWgEQtIBSsZqBwRYQ6Ah6AwBYOANBG1M2EA42AHZzeb0L5gd0gBEAwvmPXWaPmgJrBZQrApCHMXK00DCWOb3EewaqjfiZBuWIPC9n/5Wu5MTgznKAJLwxurtr5mPNoDPzJgi436QKKW9W9wkQYMzg9QRs3ag0d8Rv+exAl35tg8/OAjSmhxn/gHTO3NImLaBoyDGtIGoBXRvo7aN2FkAwLgmqrcIYl0a5VcGNoF0hav3JVBn50MCQ1/qbwBDStirY9qwNHQN0a3cAn7yOGQCl1SsNSW+TjENSwvME4C+lKwEBTJcD3LaserO7A0KanB6zYPDqcIgMPiFfKjkwe1imZNHaP1k1Mv5az/GMQDww1LSSFRUaADTDYMswvn1mzUysLmNjYjs2wrYBYAIE7arLFgCYNoCezrUDtOFyJqyHzhk+MPVU6tdMn+Pl7hByOZZrnz9dgCX0raT7ONeSL4NQRRMAKMf5IF0FCCiAZUsTYCYv1+D1hAyc6aeEIjGSk190FEzey+VWcJE+LELSvcdMjO+4Zqqp58fq/4ojvgQwANAAAAwalwFBBQJrfTReJ0Bwzq+na+1d22qnIq3favVG+vVyAKhBgKwQvd9jfazNksBgEC2lRtBrvUE1QHMNh6G9AAuuAgSgesAwuDERZxOVO2ki4X2AZkDQqxhqRLw+AgHfisfm5xeY8fM5gS7Ju5ZJe/9NCjmuzACAKrYlKWZgMAWCeT8fBgLUQIAWBkU8CxE50OsYtIEEBNZ/dDhIZlpAAR6xJAKE5l77ftUGMhhkOp/5W6Ipdo/Mv727tk3XAQLYNwzuTkR1psrqKoBa9Upeg9LWmTDUhP5G7wwG7pQuSWASnSav1dMma/dVV3tVTQUlfgC/dtrrLjJOEuuccqqE6mYgIAbfBAJ0ALgUCNimEF/EkZmytbN3oyBuA0YA6IwuUoNCjsOFqYYXhGZ3H8+mrXH3TRYB+wBQEGuYwb/SBs6kqwGBI4bBGgjUhMjoV4LAcLN3O+3j4/7+IoouOQrGd4nitbD29NVM0xxWDLB3LlqZ0m0I84ptrB4zGAzMz306+tUAYH7r/ZKBoBXrP9IEHCXjoGRAb3g6B4B9UGC/KPcxBQB+zRjUtm1nnbvN/KQI1vjNLqVRtEDdGNcdugoQ0CPLAZpc7bZYFpAkShN1PgLTBduxuh+J1Bkf/UURNeOvFWHG7+Woq5B2OCUK/B0ACBWeaDPkqWHCNZ8J03M7fE5mKQ+wBtBQ2gYy/FbGEy9DmhY0Vaw7CnQAFV4OCMUkUIhaQFo+9FbNwMABwA5ulRxc1jqGRPk0k+xzALjLUgC4EhAAdgyDAwC42hi1AQKDLPWO9BNJ4ItIuBhSBn2xjrCepDIdGxy1YhRvi79blSVhBABfVEzoABhYicpxB41gQ2uogIBAoANDCKeyg2At1DVhp7hLIgAMGsKGFrBm6FpY356FwF0K7Ue0HRTMr6ht0fezOIKtycrzuRqDS+hqQOAsTSC4azDIkuksKkdnMqzsHU4jMeOvDj4roBTojL9KfCD5eTKYTLR1QFwOeJVyu+fCRes4SSPYBwIMmkC1NHAQSADQ8yNN4Ag57zfmRlT9CQDmS4OoGZT9JAwKrh8wKJS2mKrKVTFVOvG+9igdasn/cgAArgQEFPtvFgrSfZD6EQyG5cFdaBgwiU4tbjgKbQ9GMEAX6c746Hl0P8qPJ8HsTeuCGouquNGzAANNE48CNJTPmgAG5kd329ik5YFl3sG7aFS6leAaf3k5EJi9awxzECD2Dte1obKO5/AhEgFZaGP19yYiqW6802P9SZ1NmlbzTFrBuXQVINBmzGYwEqNvTbQBKOjv+XWTNAk7Bxe1NBVxjG1k0ykCyPgi1CrrHS8vT8OcShHGUioNYHX65JuCQQjHoA0MIGDSPo9lWvI5ydBYA4DA9l0LMOaHS31aMJjKUAIA2wOszHCtGX+4Dj0c6z/t8BA5+sc5TNc7AgBwLSBgo1iSn5G3RkdL+ZpW1R/OYdubqk+aKm//O6vbhN0KfzMWjaAh6W6Mp9DhfQOhbjrWYjZ9ctg45yZAoNlvDwTiBMxaQQXOCGCAABqbAxG6sVAN2EgQFhPSAcIZ3vMY/rZJ4+9mWK9dxeIX0Rb1tWm6SQEQJN1yvi2zrhoMqBQKuxQHrgIEePiq0P7gDEAML13FzifpbCS6M5FS3v43huxWeBpWgYb7hbIUoYJNRyiApK6dS61jEyEyWwEEo9pQr0k1Tr0qznTpFvIw9CCbQFnrjQ7n9VIKkBgpLCEMFEpNIDA+mnZHL3OBvbgtawGhuOlgSHVjgst0RRJsI7s/WroKEACwPc62ButM3rWzdcBMiiZQ6F0XJNUO4ISYe/Ur9dTRHyCVpPLPMEQHijaGfntSzFVEVue3kxwBgUobgDN2BoCkCbhNINcNsFXTUVr5Oi0HkJifYsewOGXs0NDI+CaYjV1zDTTetrbttmMKHNtSX1scHQbgOF0NCGx1Ettb+ht0oPT5pjko9MMc0GkZad7hCO6WYzXEyMuF2j+sX0L+WWfJhe+PeLmHrMV0mswhrbQMzbWrgICMhwkAApAopQ+5GhNuzI2s1vf+I2YPOwKISwLbGuwp/BSiaQLxWDYZAI2zSQvIs6bXYkcziKRR/eflQSuvAu/j+Y902osgIj8oIh8UkV8jvxeJyNtE5Lfa9YUU9gYRea+IvEdEvvhYNaQP1vijAZbWsR7U/eK2DyidZSX0wyDA828Pu/scEu11kSFVYuI95m0W8tEfaTvNrerak2n5s0jTs/opDBxviffg8oey0P07s1N8BoBgILR2IwNW4e7aUejVyUhJkPszyR+OHKesuymx0ODMjzULLrc0D46TbPBm4+SY9+OhXRAA8A8AfEnyez2At6vqqwC8vd1DRD4D65uHP7Ol+d72TYJdqhjRB4k7iTpLUnhnfiHGrxnc4/iPIw3pijhOo1LoP0Vt99chnQdp/FXIPwvPzNkZswaKXSAofxjisZof9v6p7AgA6AAQNYLUMzq0vqaJYTmy4wgB7jKGb4KiAICR8XtQnJtHqotiTgGxrluZ0T4wKwJbvxntgoCq/gyAP0rerwHwpuZ+E4AvJ/83q+qfq+rvAHgvgM/bKwPAFgo4o3fDDXU6gwKY8aWnzZ0dtpM2qsDayDSO99ROA9MsD/4HpnmSrFMtACGg0Ao2JHnSArpVvwSIWrsIUr4zvkn6BABhETDrn21itl5drvExgsclgIQ54PMijqiIw0MAgAEMjrF+FkTjRBePKZ6Ky5zShUsB4HKbwEu0vUxUVZ8VkRc3/5cB+FmK90zz26U90Os7M81jfNTU11IeD73z1P6y0AQaeMQeNK0016nqZwnhip2WeCpyDmFDXQpNIDUkm6g4zpiFr9dn5WiOjxSf/pRhoQwDh1hXC2eQ6IOm2H6KkBm2S9EM2BniMxN6PNYErLRunW9Gwv4Id/8ScHZTttQpubxtWid7/7TaXbj7ID1qw2DV0rIV/N2Bl73spXFQQ2p+k47CtmUcCBwcDAfiJ3rdaGMdbJVy/mvxet2Kymts3AwQKJe6PSG1DBnF9EcYO6NaHZ6ZvqvhlFajI4RnVtfg0BSXUnFepKlkoGDNYHhYaBNbicWKOONygMGANL2gCax9v/K+0BxEDQBUVr+TDEJD51DtKdgEHo+/Fx7qV/f5+XTEJlDRB0TkpQDQrh9s/s8AeAXFezmA91cZqOobVfXVqvrqj3vRiyrlqKlh4toRaUx97Ghvt6tsFMfuB3WQyggqI+LAeD1ixcISo4jveu3W8Hj4GDMxNy8D/I+HdTUfXTX39X7LZEv93/khxc9Lk9mSYWV0TQCgmAIE94XmPtkiY25je3FvMgjzHEAf76gJ9HkXAKbDRp80EoquNYuymsV8DPkn2DquRVxGl4LAWwG8rrlfB+AnyP+1IvKRIvJKAK8C8PN3q6KreWwbAPjqjJrX+2wgXPOK4OITwfNnARHrMfGbgIHT9lTWAgJi0rTWBzGlMRMDBYVtr+ER1v9I8UabwsZ9q2WHhQAEDkzdJtABgG5CV+2zf+C9hNx9vT+mSPoAhUbpQWPLYLD+iQDA1dhmWGf12aSRFLluw/ReN34T2l0OiMgPA/hCAB8vIs8A+K8B/F0AbxGRrwHwewC+EgBU9V0i8hYAvw7gLwB8g6p+aL+Moq2pXfm0Zlv+t2s+udWuTUFDU6/yk3lC+71d0WLpxEBAUkkoD5Bf3sKNtzn1rKWUmlV2YpSwfu/SNlZUye3RlJP0+IEHY+Awd6bLgnDvhQ4qK0v8zPtNS4hvF7ZxrMilf78OfCWJ3Rz549ZxC7WJBQRbwHq//ulKf58+/oanGbOdLdEF/YzCFoX+Pa42BdoFAVX9qknQF03ifweA7zi/KrMOSjYBEZoYjAyMEAhXP3CyenQbgVidqXSbfHmCCo2xgnKLLdgGAgwpdBaEEQCYkQcNoWD+EL87Fcm7G+Y86R6jnwEEuSyv3lC+Upzq9HXhVdDI9sbxQfMu4vjhnjZbOhi0+GqghD7YbUZt1Mb/zuvr5C+MqQBgA2XuQNdzYnDaT/yhDbC9j6QFXwkkCDQAjBpBul8naIsvPmG562k+9DCk8H0gMGKGniwgJgBganVkak1hG0CgsQxSDEYmntZ8Hqe815wqYVqKL8HBVE0WCZpb3v7zdHFJ4FuKloWPllpGrA1Y4nxsmGSQe1Xq/jS0Z14DSzWL9iDoGF0NCGyRgD9CUaj96TqgRT9mbBOLXtBJ953BSdJnzWDG7Dwc43BNEG6iBvQDziUAROk/MHVPQ0BQagC0DNCegsDjiLSfuep0FfMH/1Zl4Z2dilkCMfML+LI6B1OhqwMJIHw5QYsHHoMWJtxfVgVN732c1nqjPQWQsJgZ5lXVhxfQ1YDAEZuAMagUV1YJ8gphZWSyDzDi93vQJGzlMoPb/KJBCvvDm8QDaJnP28piOjD2RBOYagE5fsiagaPlQ/UaZfaetG8pinHUFHkAhgSw9tWlIZPsJwWr5SN4IXLcAQoA0TWBou4z5rdsSXXfAoA5+3uI5551zDFNH0DdiHaArgYE5sjpH91Ujc95MxLkL/UyMthyokMt4BOPvbJmQGDQh6THV8edVhTjAdmXhvb4pJ9xDN/rcJ1qAkOcrObPwMX8UvgOCHQ/iR6RTSTGTc2a560BDCoMCGUQAzOT000K5YgOCesgKjjDKfM3NXHW3uhT1b4I6egX52mUNXPJcwkWXA0I7NkEUEj+SuIbsfbAnB4fRy7cMXrXDKJWoIHpp0CAYlB0egNNYtSlN++xo/9Ztwad4ddL1hqShC+WGOUSIdSucnkjt6zS28uK8amK3p/IbJN9CknPvl2yx+WA8bw9HyApCxM4EaxznIr5azoi/WdCXyjMh+jRAgBwRSCwRdIkeH6XG7/ogd83wNrAqjWsudgx0O6/endJH1R+doOBgE+PcR33B2EaRwdHuGXGdwDQJN1HUBg1hor51bMFgwcaOI4V6n6pQRVAxLCkFbDBksMSqG9rAcz4QtcCJMq9aDMM+qGziGpRy9hi/py0BACpfF0zkdAnKRwARqPBnenSw0L3QpKujtxjeDr3seGOlmHLL7o9jSTVMcimVI/snrWnpN2BNsk3z2WugB4s8xFPtu28dR54tB578XQSKahKRSAdjtrMfqh2VRYf7goVCNUJv3RIawjvTdDt34QehCZgtDlvpmG8lZPc/ZVQvo3YDYgC9JdGEvqyVrDuWvDSIb0OqloiRE0zxROudh84j5N2QcD2EexwOPXLNB6J/4BkXNuCJsUneRr8rMoWOhNwrZWeQ9PS+D2NalVk6zGXGg59FG+PokFY/8ZTkTz21ZOTztUYyu6HiMCAzbYaA3PSzgbuLnqlYPIZxu3RwwGBQwx/gIR52rYU2/C37Z3w7v8WJjTZtIWFZUQCBZu8MwYfXhhTug2yCpDC3rf6LqNxydJy3lDNnVERlhCS4gDWbunhEfT265fLzwDQbUYgVlOh2IilU7kKSmfLLY2goAXjreAAhENXoAWOEiD05sY6KTxOLq/89X9U/iUIgIcEAkaH2xlnld8x4rd78d0DY3DYvZhQdluATWTXCAAkUOhxqBaDNGQ3CbAMBGYPQVsz+ocwmyQ8oA0MPKZZGldUZCg5RtwXn4NE71JWciZAMGlEz9y1AA5YAaD1FRwgewmSmZG1BgZd7UxtDBkYv6n0phnMVG5N5fd+klQHEIjOVPdCQ+h1bPXcW67M6GGAQNW2iV9U+GO/VEAAc/EbjUHvJeySX4jJtTAYOsO7/PY4yJJ/slSIuxAWSJqAGT1tMhkA9E45Y2lASc6Oai91pcSjlObeJv61tloiyzLe7tZiVQBWNDMASKWBYcqXV17S7Jn9LvXBjO/MT1wY/dXLtmUl/K53wKgJeBUDcw+Sn3SAJ2Y5oBM3+WXZPsaL7L8yT/Ijpsp+vXcHceaV6AIshQevDASH3CTF1CZWYwIGgHMYv6IhvQZZuhk54I5SDGZWpD7KmpXnFYui9lqwWjoPCwBILWAAjT3KgiAJDqADQHz02gqP/r38fkOMTUuRqDEx+mUopV9XOQaejzE15XkGXQ8IXFb/i0naDMwdFx4/bejan1SETz73R1fFVz9aFlie5s5AkCV/cFB9WiR+kAWgJQCAak1cA8MOWuyCSStniOatHU5gQscnQJHqfmj8uVSCHVoOmZ3EIczra+jB9pUoCODaFy0FtHNZ9ltziYDg/cCg2OsgXJ5rKB0+SkavJX/QRHC0D0e6HhA4hwKTJV17Lx6TAP2rPy1BiNEQ2teapqZLNP71vEBTT2smz26KgyLcI/lUdnXG3AUAcF67jH2U6oxYZyDWjE9vmvRGbTupBjCUZjfp2ttsAMBnR+D7Na7ZkZ961qHXFZGxWCVX8iMAMEDwZti8SJpAmyxKJTtg9MJHJq+WBC1KQ4qLgeDhgMCEyY+QkGtQmSTeCA0ix7EjrKpJsonQZGIV14yMCQjyMiFVhYHC8oyJOQHFLgBgRjXLbVMtgzcAgCZ2X68bSAr6sqvXqR3gOlZ+NvpJEdliOVpEEJauPUkOU6sfGQi7fQAFIMDvvUWN6d1vMBTKMMqjmg+MHl1LYEDQcW4fpIcDAkZ77ZwwmNFgMR4jBEebT6TLwpcGxPQrE4qDBEbBhYl7bhCMMiLsd8Mi5npvUK7UXlym6gH/IaMEYW2i2nJq5TuXkNKk97G5O5Y/LANMC0ADm6YCaUNIO1tApsJiXBoYtXoyAGwBAlkGe27erKaHpPMWDBp9kbKnAXTNI2kLF2oBwOUfH/nvROQ3RORXROTHReQFzf+TReT/FZF3tt//cFm1EpWNk53wPZKN31jKulXXzps3Tz49KCG+dJQ3zZ1zDScXx9Zs8KfEfzL7YSMsHpM9FE8klwxJteHadegS6iPrA+6Xob37SNb5LPgRA7CKzGFm3GPmNX/AGX9Y+6unJf2btYUgmQNQcK3dbjAcROr10k0NoDQGUnu5ztVvRpd+fORtAD5LVf9NAL8J4A0U9j5Vfbr9vv5A/isVKo/3BsWp3CimzxnAMMBAnvwDQ5Nf5+LGAJIntfk7gzhI0G8Ir+uWPaT8HWRsauMppMt51PcowpHvex953/i7/AxcZ4NYjanyTRjnzHjBeLdGiAwXmDwyqBKXuerPa/EaDLhCkQkROdduQXmCyiw0gEr6Rw3hGBtlOvJ6sZ8RkU9Ofj9Ftz8L4D/ey+c5IWrp9pJgzyOGrZownRPoiiN9zwCmCFa256iFH/FjINir6n57TEHewcZWma14Vt+5n/dI38M3H23nL5q/r8V3alYU2rKAgr47CbYrSLRDQNs7A8dX2ANuxF2r10awMyOIMUFMGN1etrfKK66+u9PS5fAW6zDDBy3B6nIBPQqbwN8C8CN0/0oR+acA/hTAf6mq/2eViL878PKX/aXzStzQCLZo5I1jiqjvSdvkk7Xj7dCQWe/tWQRBW58iGp14olmh6uVvvaAk17TaBcj31Qs+dhlulzJH+r2CDHYK2ipszGYHsloV2K+uHQFKVTy5DRQ8qZW55mBfEV7H0EAhFm9lZxBwd2vlBjBwS+zAmd3bewm8Ka3E3J1WD842MXxW/UF1PZfuBAIi8m1Y3yr8Q83rWQCfpKp/KCKfC+Afichnquqf5rSq+kYAbwSAp//yZ+3X/g7zVqo7GRmHozhKN2liuwC2Vdi4LGoCQuxgjCjlNvioBWjhB2eqos5CbcntzO4trWg7rJL9iT3VfborP+DUUWFlyD75RxVoo7S498959rKsDgGAG9Mnt8CNhPmwmUtkcqMAhtXhbqqz23FZf0RHKz8qTHpUsBd0dh8YPoShKv84XQwCIvI6AH8dwBdp6xVV/XMAf97c7xCR9wH4NAC/eGk5AFzdaW4cdMswxbcl//ie+pZLU2Ft628tok2pJlnQtQKAX0KZGbvaCeCHamb186q50c0vJvHm6Y9Q762a7z1Ak4/kJI1dbTngqAnaSoGpTUI9VL5tKddCY5nrvQNFx5cOwGsCd6PXowJeY/yg5pdg0NpqA5okcdiDaIMmFG/co/C7xOvuX4UZfzyXmoCIfAmAvw3g31XVf0n+nwDgj1T1QyLyKVg/PvLbF9VsXjpmsmtb0XXZnueZJA6SFDFImDag8eEdjFqBzVLYfJ9MuFR3BokeRnUxJ2sBFpJ3Hbb74wJiqR3YnrWA1lddSEeGHx/3xeYyKJTN48bAArfXWP0UoBfMEGgD8DOFlIDDO3MTGHS3+63VGDUER2ha91ueqUwG954fcfemBjAsB6yjzqNLPz7yBgAfCeBtTXr+bNsJ+AIA/42I/AWADwH4elXNXzSu6UjdL5nRNHkG6Vqq06NUBdygle0BxPauFQRfz8P+xseNMeyVM0+wdmJgkIEgaAmTtmba4zsO7wy2pR2we+VA9F6oNIFecT1zXKk8A5oe4gDDRls+2OWqTmqpRqeBQAUG0S+CgtfR8oo97QLHwEPGNMzvFBpxgMDAAOGcbiS69OMjPzCJ+6MAfvTCupxHRZ+7O0+ucfZWkhRAkKamc/ZHi4VeS2YTPICBejJeInS/XAebe6wQs2Osr7QCaiA4DgJVPcqiO8/xilyHOpsENVATk/ZWIaXY0phDi1K30ImYvkOMcg1aJBunNg4c32vhbSmKgS0F+nUGChQnnxiE1RHo/WDAUYZbvh1wkhYQtIPg5WB7AT2cE4NKjnPbSnMRIADADABItU4MHbSCFiEsEeATq1rtuvTHZjsCFrF2kgCgBAXWZEpOFb+/E5HkT53c2dvsAuw7eYhnCwB4mZHr7XnLALrjA11J8hbFHgGBGhRSrQzsWj5rWbIZ3qU955MBwcAAESQuxIArAYGk+mzGq2+SNlagexBKbcJ0YbSq+d1gR68d8/jog23jYOjvdiGTCBauoZrGK/1eyZ/LoXrzAzFxjQ3XvLc42oRvZ4omcYTX7v6Cko0simuzrheS3V/P4Xk4uQEwwENGxtaH+X0Jbl9h1na5HnIJXZNtATGO9THv93dGBzaBARSvCxYLA6ImYPXt4Rm1bQLF+ZOrvCVEzqHrAAFwx2/GCp0de8J7qwrzSbPSYBhiyxLPXGZ8GFJ7+SUoIN7n6pQgMIBFn5mpDyIrRmZwjUU74lF/5SyAPvm7QEJ6i0CPO1s0UA1oomtfiK+/E4DF8lRSg3vNS/akjqq2YzkPjcA44CLVOSMaD7xSfuDxy3PPazuYAyowTWgYoymGQx077GDV9nm1Ho66BBeuBgS2aq8cIfX4gB3JmtLHWzwsTh/OG96xoBNtLOEBX5P1MrZAgqtFgzSEjfder8bcFMd5s4v49HBOZLLcv8zoSkBTagSFJI2nJckIZ2GtjxbKpgOBBLbr1ntvX+SYkflXlzdx1CA21JeicePk6yOlIyA4EHC8DAqtpnld1puWK0PhhzhZ/K84SF2ywrsaEDiiCcR1Fw96nDp51vOtK40VxUEKA92KDutABgXEe6tWzfSxvhkEQjNz/Wyy+KGEIKz7c/RsBKkyC8Ke252j8YEa9ql0kWg4XKA4YYHCwcCqLa0fHKCr9joIOsvk0evq2jEOCIBAGmCRPi7nMhDE+VhV3+ZPUDYo0KqQUgwUuyerqxxn2pGbdBUgwAy0Hau5sv5VAkPsjrrrYu6S0nN5DggJCMw/S/9CXazvNdQ15NFqPlOUWRvo5+Abl0nZ+pryOYl5PAYCY/a1/MikqyZwUmDRE7AopMGASOtnRbfDSDF9eXVmS6Jehr02nLQ7T4jI1Pm620LLxMc5/O1jN5uPnB3NqtbOdLYZ/mbrc2o2iSMGBOfRVYAAsCGdB2/mIBqgYWHGaSe5J+lXzZMs7R0INIW3chgYEONwtUdAGOOGJpCs7XLYDIZtcvXn59Nz65Ib2u8keEsRh8vurh4/2vjNtcZRLMuqCSwnQBaf7AI3cvJ26tqxRfHUESvz57cC7VABCP5NS3SDqQbkieBczTX+695tLDwybP2jgL8kFnZpY3aoIdOFbG/Yw10O6I4mQAzvfjOmH4ZmiDbmX8ZOwZoYfmXcwW8GDshpx2bYBNuW+s4vVRhg4fbATL13EA4h0aSUYhr16dUmLUvtDjMBSBSLCk6nBctygmDBSU5YsKwgYG9pSuq4rDn1EXTJTw3QYowSk9NKiXTxsscm95ZvPZc0hQ8hSmMVI8R+KrH5EBr0dA7cD32LcBcFEKR69N+S8kfESnaOaaYgUDB8n8ADYIz1HbSCcL/O4PiIS/HoS1D/o1agQTtAj8OTzs8VjEAQmF1YF3De0uBrk19wUl0BQBacIFhaviLrlt+qBYi7if2Z6VlwBiZvHjX7Wh9tAMaEilPN4BGZ+nGCnkkrjo2ANpeE+rEZdns2R7iZVTIbA8l6wjG6EhA41u5RDAxidCNsdYyTYmNo+aItNTPtFByorA0mz+EhD/pbPXRkktMkjs3cvloXB4qsC0i/EgDkKxNJL0XIqseNmkBr3WkBIB0MVhBYtQBn/pBzpAAAkemi8rs9ecSSc7PsPr8GuWc3W6BW/qluScL33YJgrGVwjhWs5Rf10aS7qMiz6GpA4DxdZgMMitvVq06j8Q/50X1nTAKBcNUYr4ofsxzTpmaNTUiL2kE7AM0ANxQKSSUOD/ETAITJmvGA+aTIyhyLArKcGsMv4Lc0rdpAy4zvuXeG95bbi0panzHvcn2ax7gkqHpsg5uoLvMYkfm7r2ldCRm7ySGBke/K5jlYFBmQmGwAZtO4gK4IBC6MVDY8clscxrx2YkbVMs2mhO9hBTNvSP3xPgKG107o70quCUbpDzAgSJ+IYSmAHtyu4gBAjOoRkdySnT2M636CArKsk7Or/S1/CNCYMfD+IMacQ2wXQXtKDQnz4SPOcgCKMmzzuBLlrUU9i2oDAJ3KRLvXdi/tnpcNI5rNKehA4vPgkuNCVwMC21UvuGOWYoaGzMAtHrs9CsNBJclr6T4sDVK1Le8ARxwXCUgaReYv2EBizA4ILXAAANYWWBMIkjrHtUipYsnNW42LamNywQmC9ZXtLW9JbgYW7x0CALKK2OfPig/HHKE9fYp3PMrEk6BZPBsjU2q6VgDDgORJ10obsJ5isOe1YmXY3aPrAAHFnHmryGXUbVCIHcragDpz9+jmHtNO1/spPPjluFV4uA8yH6z7OiiMx3iG+LDJJ+OKwPIQl878IlGbuZ09SwAgfwpXtDfYymktWgA5adsV4DJco5hPXtNw2tSnF7YEMFRqs/ptuIYey4eeKg3Da1CqEh4a2i95C6BrY0Bf+4vPC9aqDioCnr8OzrPpKkDgGAbECJL994ChW/KJFYn7NPiZtI/Myu7pMwEBGLT2pz8jAPTahbb6RIxTVWIM8JTmDIJP5jeJv/4m5E1mn/tJa7tCcdJ1OXDiZUGb9eEtzhPyrXs3co6nFKeyO2WG3j3+DFaE0qhmp7SZJuEdA3qGDQiA1vaOSt4yP0Y5rf7I6NR2PjZ+Jl363YFvF5E/oO8LfBmFvUFE3isi7xGRLz5cE9WdH8KPX+XsW3Mhw37JBrvuF/JZf0j3ukzcPY95XKQ4+apF+Zw/593r2iVfSg9A4eEa/lXjaj8Zfgj3J8gp3bPfSXCS0/o7rcx+Op0gsvp72lNQ//115HHp0fmK0LUbdanNe2M36/Oh38iPx6XXIcy5NB1pHoVOzgIiCZF+S2FKQinMU8T03FGOvdKvW6+Wn9ERTeAfAPjvAfyPyf97VPU7Q/VEPgPAawF8JoC/BOB/E5FPU9UP7RVyBMH4oZh5Huvf0OTUuxquLv07c6VryIIq6xKeACcXGe5Hye/5UJjl1fVEa1PcCWB5SKpCj5s4qveK982wOPBlQU/PEl/4Qg4McU+nE9YTeSecRF0L6PkTAMBNhd45fqQYSXF3e8CoBWypxSztPbWmMM+hzKdQFXi73oes1btrBer91eaM0H3XGALN53vUDh/zckCL7w5s0GsAvFnXF47+joi8F8DnAfi/dlPurweGRspGqCbHoMZnADBJkP1sQmyCgJe1DwiFPSGl5TICowODa1gOiIQyOmtlSWspSRsAuWcg4Hm5f5Tmq/+yLB0INEikXmhn/FpIGfOvbnswqgOCxr4QkqRB5Vc3JjIZn67LAl5YVBxFfcD+4ezyGsf6XVJ8Mln4MkALIBgm1YwSlN1hOXAXm8A3isjfxPom4W9R1T8G8DKsHyMxeqb5DcTfHXjZS1+6iQHjHBnRf5MCU8PVyfUG2v1YC8j2Ac+rlOaFe9sAGAdslsbap3RXvpUHbZaRhLL1p0KK5+st3NVySdI6MrsxsPuJZxLjAEDXBARyOsUTgjBNJei0GEm7mNXuDmy/+Tr36LdpRi3mEms5XEgBCCbFySDYtRiW/rxlSEpPBozgLPiCtYBZ1c6hI58hq+j7AHwqgKexfmvgu6h+mUr2VtU3quqrVfXVL3rhCxAXXPE3vGtNEX7sXRTkUrGv/WxS8RozrRWXFn9mE1jGuo1rVIS1Zl6Xosq3tyfWBxw/19n+tTjWMWwEjVcZAMCuMzvBKa3tT8bc7Wo2ATmd6P7kcYYfaAlQTBtrhqFucgfQRuxf7k/2i/1OwiD0L0K/W7/6HKObqq7pEoRbHysaCsufR6icyERZqzMNrffl7FfTRZqAqn7Ay5fvB/CP2+0zAF5BUV8O4P2XlDEtm9xDszSALHg0vM+dOfpEgCY3Lw8smcZcdeJO5R1bCiR7AGWcZZefD6DlAElIfqOuPymXVQByMgA06czLgy71g/GJ/E38BE1AsJwWiPquwDIYqXxiVlM090NYeKtJQ94itJwU0TXTDOpwGWJRbQTIjzEH24sCfABoTaOwl51yQfTNlN6+gfenYFDpMJfTpd8deKmqPttuvwKA7Ry8FcA/FJHvxmoYfBWAnz+Spy4bjSlAbNb8yn9gbpCERQUGQFwSoMfr7v5nCwg0hO8x/rBMUGeTvla15YAaBND0Jd2QAcAkGsygpg1cRFuc1h/27b6+1l3j5MeVlYsTq6f0CW+vFYu7KP4L0jH1wdwzMtfKb24epE4HrO0gA2JnRu39aUbAvPXY+zPVSga/6lwBxRH4S144l/6NRItvS4fWijAPaM7GP7NeO5su/e7AF4rI060Wvwvg69bK67tE5C0Afh3r58m+4ejOwFLNDKtDAdMab3fy1z75wjJgrTRsiw0NDCJTVswfmZsukdlzujyglEcADGqg+dpaUqnl4UlCoHOkCNe95WCMaW3uQKJYFuB0airzqQGyoHM5v0JcTfXUKM0U5l4Dlg4CS7FMYpAwBXljQg8DUugN2nvJtR/VzpM8X/gAETzKoEdkrWBk+EldTTnQXNURRDqUdw1uTZgFAi/tfM5woZfTI/3uQIv/HQC+49yK6AYI9AE8h/OBMAHAE06tvAwGMS7Xa2D4DeZ3dzVgc8avyuiSq3WAS6+1gXaKrk9aoQdJxOov3l5rH4GAtXPBgpOeysmuCjc0Not7kKgMEIhMr4nhNZdgGNDX5rmzqk6Sfu93dmP1QXpb88qV/HRl3hmQouiSAqq4Oy4gItNXYfw3F+BjRX4aQr3Nd6CrODHoTHkJRVTo42H9ahN9kPYVGJiEQhyATeaP6nsWWhx3UPcpz4TzFN6kvjFza2E+OrsChWXUplbfT0+SRRWKBVhO0FMCu0XX9TxkZRg+e9tFfrtELxhAGPiUAKDw5RdbxDIV/uYl1O/dqkDjkj8/xmwffWqlfyy8UCeS3sD9kiks6SitbWHSKCPOAJ5/zPbe2Aiml/HQdYAAdBcEev8b0ne/Aw3vjF2BAQgoQPEyg2rs9Ik7Mr8HDAItx4OX1y9CzJUkFsA6gU1SXo+6RuDfUcjSZVXXgVPf11+g9hqAxOBwNbuVNSwTKHLc8RiXAlYHhYUNg0aZxb6pUNTnh7+6rHegqTG9nqQloLYIOFVLg1jFrarXlgXr/QQGdO6ggILVrfv+59KVgMCxRhiWz8VHo9zz6pPNGT6qxqtCUIDCYebnwfHyd5k+5zn4G8NXQDCuY81iJ2XdRhBYzQDtblHgtL4j2CtAzG4lBGQA8yr648u6DEAAA17qe264AVXygDKnlR3lfdif45cGnQQK5buZgunAGRTWpy0wM3I5B7lfilHaWw4MuealQCgqTcQ70FWAwMp/ew2hLgqdvRW/Re4gsN6H9X6XMhug4Nk0dxoQZvjBHVZvQxr2Z2hwQZZUWM1AQK7Y5NYNphGQqkkggAV9SbCgvSEYCwSnKNnJ2GZvLcraAMy4JSDDoGsAGQDUapSZn6kI60CU3KvHCoL9G4T89aY2rn3nhHtyOHF3hNGL+5y6j2Nkcx+qDANAHye+U5Rh4/35dBUgAOyBgHfe9hhI6n2P5UzNYGBXAgVgAIAg5UdBNTI8++c0sVZ1vuQwd5fz9mKKCgjCq3S0ZxzApanH6yKgMb+a7F+gy6kdIVu8nOJRZOP56Pa66aIrEAzLglands0YkKdBGMoSTTMoWH3NwwyDrceavUIQNYSY6QQAjoQp7c5USwJbhtij4X11JUPj99idbQNjxxyn6wABXV9HNaP9dX9UtMoitMmdAQDQJpKmK/mjZn7PJ03k4GYWzOmH+Ty48772qp3WQDBM5D7JPUclu0GfRMsCPXUYIJuAol77r7OXGS4cTVYU9oDZGCAAbq9qHspqaCtQgAOBgSbIHTWEJn0TSJRIVEgeLcLHUdh62CmHNbDdAYPa73KN4DpAANg8LESPXpMnmucWMlP0QdrzdQIOPFERB6dmfiU3giSnaIN7yNsc62x1AID2B16mkh/ZwBRznRmWlkVx6hrAaZz3JrWoxFWCmTsBhCrCGQEUGgE0TvhSDcgdRfWhNP2+/TXgMtBEM76tqj86SAQA2GWkjSVpBgYMo9LchRYXDllxlkeY/y7sv9JVgIDmyTBGCB3ut77OHfEgjtDA3ABseYAcVsb1sqO7Di9ZTcNl1x0+2cXSzWDBJHCXMCaGc54k/amf2QQIrN8IOJ3MJiDwT7KztHcmt50CVRkAYpkaBq1vsxY1giD3awzQIiJ63zg3NuY3LQUGVG1UCAwMHMaDSEw7zEZ4zGd/Mhj0qDRcGU/GUmtEvBv7r3QVIABgGwQwdtRcA6iXBlHdjwzhB4I4TvMpmV/74Fmgux0UZgye72cg4cYs0zWpF8jYZ+0WcseVLjFY6OcIA4CuD04J/QiIghsOTBVAbP+oRKXxwIRyB9FdNwpmIBChcKWTjk1oNC7t/dTueempwPZKc5yUm1TsTQAG4/0II2evnLj2fwR0HSCg+yAQO3w83WX+qDquZGzWBkDA4MVREopfhCdQmC0hKPngrsKCygqA368nfU2OwO6ubpoPhRXrzUEbwInuHWjCKUHTAnhMEkPMAAD5ntuuRad4hrGTCJDD7oDpAh1Ysm3EjYPtrhtLB7FSyJmheoUYp2e4wvsKqmx9p8JUiAne8OTL1Mu/DByuAwRwAASwB7yVZuBSMzJrIfF7cPaL6nyIx36IAzUz/p1z34GODVvgk3Cgj4zkPihEGNe7U2b89d62AMcTgzazTdpuawNhqxC2/NLO8F0RyAgYqp0APyKwzwv1O9dYbKxtyaLNTuC2g8Z7XsqW9I+V4CIHqkamrzgY0C2f/PxAVWxRzl0OCgEPDAQaJ6Bm9h0/zUydAWH0i+CQ8gExOjHXzM61x/ibfsnI1d+cS6BzxKxFLRp8F0UzDALr4QHpUqnzRON/K3VYInS8WPPLZwX6LkGrh3Zun9S7AgdzaPTjvhZifACB+Y397UlJ0Z4ChAZn07o6I5lPHRcAIP3lMwq56T0x+9GYn7MU2aKrAAGFbj9FuJl6HDUzmsUJxMyryW8CBIAzGs87RutiEpaW/oP30Y+e2IPvDPSJQIYtn1hrujrnBBQ2M2UB5LQ+Tcj2gMbVetg42KRw6wNddHhhShf9pA3A/GeUxjH68zhLvzXGX5P4w8awV42pUC+1vmz+ueBzMMHiRsZHcvHZBdMOSMuiEoduGas3+p9JVwECUBzcIoy2gCCl4HHKYSPGjm5W92tQiBI/+cGB4lFrAbAz/2KPyK4x7aw5SzSwlJtO27i0iROnPUOAiAH0qMAo+S2blldws/RfjOFJG2hjwPpAB4aqZ3T0igCA0OmB8aH0wk+veWfYbiTMBY11OQYI4xzMoOBXmtPpwJDmDLLnDBDOpOsAAUTpeTyRrVWNcufHnhvX7ObmyRM5OUp/TkvM70F9MrNfcGb1LnuyvzFhAxh7u8/q9jK6JDFJo8Bo5tqGh5Xy1kB6+q40DiqGY8TtbEP1LgG2DxD3p/6YzOkjKNs5mwyB5E+sTycez597W4CR1f/q2c+mxrXxy8eIMEh2zUPJ0WWIfhYdeanIDwL46wA+qKqf1fx+BMCntygvAPAnqvp0eyvxuwG8p4X9rKp+/ZGKHD4n0N31JJ/fs6TeA4UtN0mtmV/7U0r8enZPNAHp8YNFuwsMcRsd50FSewBCupP06yYBDjTJX0l7zr0DFjqDz7cHKdzKCwKfAELTBFfqLU0dqq4LMpIy2Pqb1qLmJgUbbTH6EGcQ/vMlWQCFZJvIDF4JD2Z+u9883rBDF313QFX/k143ke8C8H9T/Pep6tPnVGIdy43OXkUdSOwhdryjqjOGzZ6sYmmcIHmyDJLpOAAwxnA5zouziTbSOkmczWqGM+lM4Ur15vVlKkjSZAvOav4WfuwV3QJX+62vHH4YWOs8ZwzU4lQAO4xbzdZsHORCjxlVRxd72RgoEF5n1g92qbcvPhCOtEsR69YieFEM8tUy4Uy603cHZNVP/waAf//yKrRyNsL4HMXq9u7L/cBWAxkmRlGeSbtYIlht02F03K/CLpuErpJaQZM6hCgkzcjBGBJeHCpI8VdQ6C8DtV/3PCAyuFM3/Fj6z2hk56QsWx8K6Pl+dE2j7OQta/pBCs2p2ntXynnOClQCA+qLkA7wOdj8yvZe2IZLXzlu9FcAfEBVf4v8Xiki/1RE/g8R+St3zB9AJZebP3WQhrjuVowdVt8TN0m6b54djIdwtDU5ol9QthN1ntxg0FaOUHh/C7CsYCDE4PyhT9OI+s9qUoEDpPAb60uXnj8hk/mG+8EfDmLhDcYhXWtr96WwoWrUL+C023Q3nq9Ty+wmTDjSItnmBDVPmOU02E+6f3SGCa47vwnd1TD4VQB+mO6fBfBJqvqHIvK5AP6RiHymqv5pTsgfH/nEF794t6BR4s/drKLmPFItkpRfHe5sARwe93Virvx+v4qyeEcqeowYsEGICQKPmfSnNMIgkZhdUvx6TjODcqSREUu+pG7jY7FdLab3HPApSKFlnDZVw58HcF1vKATBuUFH4KHOJYbwrNunXmNvHgW2dtH0qrWB9peKvsMqoNPFmoCIfBiA/wjAj5ifqv65qv5hc78DwPsAfFqVXunjIy94wQsOAVh0a/TXKo5fQ2fJGDdKb/bLIpBOl1s4D5hZ8IMf5yWD/8qQ/s/CuqZAGsDqxX4k/bs2QJLR7k1yM+cLlZl5Y5D8MbADA/VR/ragI1VM43LatQnWCjy/uvzLpfhR/eCcEtKYbqXNGkHSBjBIfdIImCMKTSFsvU5+M7rLcuA/APAbqvqMeYjIJ4jIU839KVi/O/DbdygDQK3xADXDr24t/UN+hRjUwKwcbAxlfuJ5V0DAHJTLEfanG3aymm/FBdU/+bF0T0sH4kt0qCltCgYWzAqRKaov28rgippDuDOtojM+X+HlC8A1GZYFFjqpz+UgkXM66kslbxZOM5eluMI1yIwBnHTG1B0fLkOBI58m/2GsHxT9dBF5RkS+pgW9FnEpAABfAOBXROSXAfzPAL5eVf9or4yjVDG3gwIfOqm1iJlGEKS7+Qc9fEjgUq7nObEZcLpNoCgAwRiWmYfAoOOPCDE/MTTl0ZmfGK5mmcIvzO0k5VtgwsfmJ3SVECECQKEJEND1dju+BfA6xvV7karwGlKO5TSPFXakSI0Nz1dMpH63GyBpAwd+M7r0uwNQ1f+08PtRAD+6l2eZ3054uTd90J1yCr6+rC9SCKDZLtDN2eQOeWSbAtJ8qCZt9isAggUNMxgDRquSLyMA1yosSwKLnt8IeIKYb80MAfXSVQc3bZi1MfI7jmF9Z3GAuFuTH5TOYzrSJQBQhWvwuWg93ienYvwKigyZhqlpfrOCD4HhSFdzYnCPaib382xVHGDsl7L/QqKUA01INwoSENh0KECC7QKdkTYBgZkVUWoGydruu+Q35o9gISxVCTEoVUgfK1NLxrgjEOvKbfSPfmB8zffgL40HFPzuBD75yH+p18ltDFVU+5FRnBsBCCoQZzKet9vG86s/vay1JdeUli5DlTTFO5euBgSO4HgGUQur5AHLkTrHIiQPpKlqPbpLJA1aQMqvyN6/zmNxEsMFvqJ7lsYkuVl7jszvGoExphDz53V4MMRZrAl4xRpLiBGaBhur4m2I1l8JUNfLunvQ+1p8BPuDS2AwyIxfjWtdv63wfRJyaTQC7xKJMNUO5OF8QKUNpKJHxr8c/a4EBIbVegplaW/Ty1PuuWuaAEGOYmAw0QL80NA6Ie1EWjiBlg1YwTDnDDhyGiFDl+aJkS2MjWrlToJnFG0F1M5enITr0ClD9d1O4K2plkxdZoOeSMC6XUiagGAFhh6bmc3734Aj6giprpt0CQDk5PVc7JQ8bSo5M9PbkWlJCaAEl/nhtMvpSkBgn7J6f3R5sE25l3f0kQwENLHncbJYHQFg5u68GcBAPIoZy3qQ3/QtQb52BiZNILB6MevI2Dim2Igv9sYcYnj+BgAvD8CaAHq/dWuAeqk9LpCVtMe8FMjtPOQVabAHmNNf694BwJ1ITvLTO+MYcCUgsK0HrDFs4g3M3zzqJcG5NElRoHR35mtIFwGgt4LBwCR88q+2z4J0J+ZHZn5Lb0ZBSwNEIKhAgcvLvcJLGuk1jdpA7AAwp4blQbYTwDQBdADtXSv5EJYDQignuB+jFnBW1mPkvlDtbUXxjkGNLqlC/OYu+HcVIHCE5mr/1vIghgU6Zw6ENSwKQEiaQTZQJabfB4DkRwzubnTmtyUAAwTnnQFAqvI9dtFXVWfN/boWYNIdNsm9rxwIgPxxkKAJaJT+/pFVK4/Vga26nRP+6GiAIxJaq+BXUOOGtHyjRcijUH6uBgR2FPEeh93nhA2Z4fhUsPRm1LIJbcbBtkLtk3O0VNcAQGK3+w0MKuiStnL3dT0DBK31SyCgey7epbvXW8KdR5ZJwrhUUMLHqAWsvMs7BvCXgQaggAMEGDB6CT3nIy9YuzP7n5XBJHLWXsPSMiwIQpKt+zW/yyDhakBgi0YGnywPGppWYUC+2Vo2JB/ey7Xw0j6AIJXCMYEKAJJftMwboxvT2h9i/goQDAto+yCwvyTZLxQWGDjWubYJoMjL7vxpTuuQbgCE7xIExm6awYoQkpSrPMXFJedZc/8IF98BKqqk1eqE/JT/TOao34+NzfaDc+l6QGDWiNRRQvdxisV7d8cRmI1RmNrDgBnTE/Mzt/d0DAiMCrk9EqT0AAqdn0hqM3MzsyXmp4iRbStmD3WQFLcC0GjTkJAupQg46S9FrZYIgmgs7LsIRXeu7gYyZ0/8OwLAXvKt8BkQ5LTKwUe1gbstCq4GBKbN6Iy/9mLN/FthdTnRf73jwxwluVhKWkC7AqbwdmDxi6QrQliQ6oAzlyS/xrgr8zMotDADhRZ/lN8TkJn0Cadk/+hDfmJGu1ZItZ3XmTu98980AQP62LWULp4wDOcG7sQQR0Di/KS+/mdHEanlk8EtQ8Hu0uBMuhoQ2KLZGp/vt8KAJLBCvMiUnhdLtWI5YAuT5oyHhxCu/s57zjaDwggS/FReZ3CS9CyRo0YQGb0DDLfZfJIkj1qAhPqOQn/c7eh5KrPp2rMOBEB4006yESAxPQh3Q11R7w/UNDEQxwZdHLxHfZ0/X4NyxH6zx/CX2gGYHgQIGAWNqh03rZnfD530+0KCAVJIf9uu4oJtFvpsjM8c5IFofsNAR6Z2qcyMj+Doa382HhKzD/YBjpNazPd5W2+wRwwubkXMI7upB4iBI/MbqJhkh/gywRJriw/q+lFS7rP/42bwavNklzXLCHMFX88MP4euBgSODuMRreDwvbhfYBgZl3DaryMguNSXBk6pQcT7AWCGqyNBl6hB2sdDPl0FaPeDfYB3AGaaAOeVfPm+0gy2iUU6qD+SBM/aAdD7NIBHzAJ9GRBOFlaz6AiHn48Ce91wBJqcttb+G9qA3oX1na4GBPbGYWDKJMErpg33NrEoHHx2m/7a6S3luBSnP/qtVXhdh1wf9tsKWx3rnTaRKLlh6+Z6Z4reUOWdktW/xxS2oZhq09xUgJ1v7/0F/nCGsV+hmCvaU7D+CKy/BCOFwV6METuzA0LRt50k3/obi6bR5jeHyqjqUwmM4xQhI9/lrc8+UsGWc/nC4HpA4AilwYhDHY8MW7gnM0aKWan6pHc2MEmPPhNHQCDY6Eu9Kt4Ggxd+Xst4ByAYzYxxA+9aI9T7IhyYEvI3hgb8rIqV2BWdtW9cZRdK1wDTcCdP1s7kzuzx2fbWYw0svJ85nJ6tV37OPjPaRPWSsZ8jXQYAFd1VGu8DwVpKCQYhzvl05KUirxCRnxaRd4vIu0Tkm5r/i0TkbSLyW+36QkrzBhF5r4i8R0S++MK65ZoUA19L3zxNfI4VfuSvOX2XUu025VxNx4pmmsLoN8bQwUWSdKi/un/YVyc1Oyb0S1hoa5LEzsxr1uplVEy+ZKYnsCzAwBifNYFDWsBAtqygldQ03qMDgEdHG9pL87F/Od6R34yOvF7sLwB8i6r+GwD+bQDfICKfAeD1AN6uqq8C8PZ2jxb2WgCfCeBLAHyvvXLsTtRaocDwdFVg6D2/tP+i7K+Ff793yZURuZL+M6rjVOCSfANzUAzN9Y8M7JI2aSnq2XR/haftWWlvM0v3CAAjc5cfI+15xF/udxT16M5qYA/TQea3qI8iztm0BwTmz4Bwt4rsgoCqPquqv9Tcf4b1C0MvA/AaAG9q0d4E4Mub+zUA3txeOvo7AN4L4PN2y5n8VhobOZOqmbnqeBv+w8k0koBFyVPGN5uC+H1d4yItMR17afbTbb+oC4AYf0gQW1GI4ViW9ntnbtNQCubPQNC5vFgmtDgWLwPVnPLhpXNkYcjmHjSA7UrstWAN2/83o7NeNNo+QvLZAH4OwEtU9VlgBQoA9t7wlwH4fUr2TPO7iBQySH4Pw6EXOtQTiFeYOShMwyGPrB2wb8hPcqj57esKIedKeyHuaII5+bnk9oZSeAI21wKaT8CGmG+U/CiZ+dBvqx9ynafdJoUz+Z3zO0qPAyiGOoyVu0uVZ3TYMCgiH431/YHfrKp/Wr3p1aIWfqOgpO8OvOQlLwbm+fUMuuFrFlber3dWAQkRjAUi6noyk6jmFw1f3clWnGaYO0KzerJfMHYq4rPnqv4xULORqALt5J3CjH7NmKdrCXa+wox8Q+dRO8LJPzrUs/oJHDaiKavWClD8aoDgqrhmM3S9E9XnsUvyi/OPfcTemffrGVQXHOfQ+XRIExCRD8cKAD+kqj/WvD8gIi9t4S8F8MHm/wyAV1DylwN4f85T+bsDH/uCQ5V1yT0ZhUrypjtSRsucQ7jGlFHub3f4TCOY+c3qW5eYtBiS0ABoSUMSnhkr2z9MmnPuMXOP2NV+K2diHCyZv0SBoq1RIxk0go1eeux0Z4CJWsrMgHmZAnOZmnNkd0AA/ACAd6vqd1PQWwG8rrlfB+AnyP+1IvKRIvJKrN8e+Pm9cg5Ra4eme/ebsfYY1tXoIU6VYg4AOvwdihnu9hg+SjxiBpaIxJh+70AAU9W5tprqrallGR0NVEDMjMzwM4kf1/kdQPpSgPq/AIyONNNeIuJDUTsa5Z3okWXduP8RKvZ3WekcWQ58PoCvBvCrIvLO5vetAP4ugLe07xD8HoCvBABVfZeIvAXAr2PdWfgGVf3QmW0aKbeiuNfCG/AJNJ4SGOPEeGPYngbQs6+i7S5lihYo4ltqewxFPxrdlgVQtGO2tP+vpr7zSzpaPNI77aWe6ws90T/6GruMNYS17Gyv8GobACQmNy2mYvzewgitBS5tEz9qWtTsbHrUuCKzbM8vSAbH+XTkuwP/ZKOIL5qk+Q4A33F5tYiGkif6k5VtSSYMZ651Ttd5zeZOBoA9LcCqO9StuMs+0RpADGlM3pi2u9uaXVscgSGA2wr6ab+WVwcKNDsDQgXWP9aZif/ZI7bd7ASF0RCmEDhAeA5saJyB7RYDS0e43oRynrCnls4h2mE6kMmFzJptBo+SrufE4KGGbSygOiVj2oQ66+qawZ4WuQUAvQ6sfu/mNwOEWYi3qzOtJLe2Y9DerPYyDmqf1dEMigSEK344cAAmodXb2P244SDjaOuZvkzJIGBLA9cWOvP3dqJpEPBlgVblatK6ogo2U8hy3QNy7KapaIRB968nwpHpXjO+zONcSNcDAkdoKlVHiur9HrVJmHrd5/U2ABxTUefuEgJM6psUFvZvcdUk+erfHiEYtQRzg54Z6FkrvfFXPF+MkjRr/lv9MIAAHAA0AICn9mWB7vbxIHOb4hM6JPXrnBwu7goA5lMCwRkc6zx/cNFwB1vIAwGBudpet30chpRbTQE52OCWgyeTc1/0bFNEgPDXIvCavW/7BbBw1T66W/VMW8BqUwhLJwIQZXvBrM1Cbo1NjyDQ2DoBQNdKyIjZkhDiHLLCRKIlzDkD8igA4FHQWv095pe9lfFhuh4QOBfJWIUtw+a6wmzoZBKp0gPqfOYr2W0FP7vHlWt/qIeAAIn5Qf46uFtc0xbgXc7AEFWOxNjZHaR2jNO3JAMIRADw7cWWj3q6NS0XWvX7DuoSwvWHm6bR74rgkYbZd3B6D+c2QlLXKCqIuBQQrgcEzqGsptbemyEVbU8BYooi4lGhM4emrZjO7EFT0Da57bVcUIxP/bFgtI9/uOGwv5hl5P+auQtm1OEvM7ZGJg9gYBGzJhBzDoA89LH3Eb+KbCRjoBThYr6/HDDm4z+T/jPmp9A7qAQPCwR2GloIjZbu+IBVRczyDbel3aCS+SV7D7Gi9PcwtgNIj9cYvtVDeEeAVf8KU4zPBB1I8ncTjb2NT8N9Fad3R2L8tkUI9oPWmkDaPZgzt3VEYwhBAJQhWpb4pFGOb4OZ0bH51Mf2EIPKEHcOACPzX64HXAsICB7N4mZGZ4D2XtQx3CdrlXbO8CZ1dWMpFPWGAASJWTUxP9CYvu8OrIjSDYB9eWCI4EDCr1TMJrp+r+mewxkoEsNXjJ81AerSiwTuCpJbasGE2Ufke45IwsWdGQAqyX8X9l/pOkDgEdJzN3YaJ+t2zMj8kbdjODMz0A8CVTYFY2RX43k7UBHes0haxZY7VJQZfAAEDf5bIDCCgdW1uFIeVJHBOVAh4JVVn3MnxiMFhDTgRUGzhcAcACLz3+Wk5FlPEV4zKZ5DAOjGroszoL/YdGcPHa6FJlJkplvuSbkxvwQArcODjaAb/ChOv3KlHU7GoFnl70hN28wq9eG0j5tkeoPHCQDA8wgEnju6YMvqOaVNONlP8pjpuvvu+ui5wJ8bCNzoRk843UDgRjd6wukGAje60RNONxC40Y2ecLqBwI1u9ITTDQRudKMnnG4gcKMbPeF0A4Eb3egJJ5m9I+45rYTIPwfw/wD4F/ddlzvQx+Nh1x94+G146PUHHm8b/nVV/YTseRUgAAAi8ouq+ur7rsel9NDrDzz8Njz0+gP304bbcuBGN3rC6QYCN7rRE07XBAJvvO8K3JEeev2Bh9+Gh15/4B7acDU2gRvd6Eb3Q9ekCdzoRje6B7p3EBCRLxGR94jIe0Xk9fddn6MkIr8rIr8qIu8UkV9sfi8SkbeJyG+16wvvu55GIvKDIvJBEfk18pvWV0Te0MbkPSLyxfdT60iTNny7iPxBG4d3isiXUdhVtUFEXiEiPy0i7xaRd4nINzX/+x2Hi74r/4h+AJ4C8D4AnwLgIwD8MoDPuM86nVH33wXw8cnv7wF4fXO/HsB/e9/1pLp9AYDPAfBre/UF8BltLD4SwCvbGD11pW34dgD/RRH36toA4KUAPqe5PwbAb7Z63us43Lcm8HkA3quqv62q/wrAmwG85p7rdBd6DYA3NfebAHz5/VUlkqr+DIA/St6z+r4GwJtV9c9V9XcAvBfrWN0rTdowo6trg6o+q6q/1Nx/BuDdAF6Gex6H+waBlwH4fbp/pvk9BFIAPyUi7xCRr21+L1HVZ4F1wAG8+N5qd4xm9X1o4/KNIvIrbblgqvRVt0FEPhnAZwP4OdzzONw3CGy+5v/K6fNV9XMAfCmAbxCRL7jvCj1Cekjj8n0APhXA0wCeBfBdzf9q2yAiHw3gRwF8s6r+6VbUwu+Rt+G+QeAZAK+g+5cDeP891eUsUtX3t+sHAfw4VjXtAyLyUgBo1w/eXw0P0ay+D2ZcVPUDqvohVV0AfD9cXb7KNojIh2MFgB9S1R9r3vc6DvcNAr8A4FUi8koR+QgArwXw1nuu0y6JyEeJyMeYG8BfA/BrWOv+uhbtdQB+4n5qeJhm9X0rgNeKyEeKyCsBvArAz99D/XbJmKfRV2AdB+AK2yDru8F/AMC7VfW7Keh+x+EKLL5fhtVK+j4A33bf9TlY50/BarX9ZQDvsnoD+DgAbwfwW+36ovuuK9X5h7Gqy/8fVgnzNVv1BfBtbUzeA+BL77v+G234nwD8KoBfaUzz0mttA4B/B6s6/ysA3tl+X3bf43A7MXijGz3hdN/LgRvd6Eb3TDcQuNGNnnC6gcCNbvSE0w0EbnSjJ5xuIHCjGz3hdAOBG93oCacbCNzoRk843UDgRjd6wun/BwTEZJur6lmRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -419,7 +312,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -431,7 +324,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -443,7 +336,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -455,7 +348,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -467,7 +360,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -479,7 +372,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -491,7 +384,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -512,7 +405,7 @@ " batch = tf.map_fn(aug_seq, batch)\n", " for img in batch:\n", " plt.figure()\n", - " plt.imshow(img)" + " plt.imshow(tf.clip_by_value(img, 0.0, 1.0)) # clamp for imshow" ] }, { @@ -535,86 +428,14 @@ "text": [ "tf.Tensor([ 20 1024], shape=(2,), dtype=int32)\n", "tf.Tensor([ 20 1024], shape=(2,), dtype=int32)\n", - "sim: [[1. 0.8707794 0.72607917 0.92626184 0.8129478 0.8374222\n", - " 0.88093984 0.83906555 0.89032537 0.6510596 1. 0.8707794\n", - " 0.72607917 0.92626184 0.8129478 0.8374222 0.88093984 0.83906555\n", - " 0.89032537 0.6510596 ]\n", - " [0.8707794 0.9999999 0.76015204 0.88075596 0.8441278 0.84828204\n", - " 0.89051485 0.8232098 0.8619512 0.71471506 0.8707794 0.9999999\n", - " 0.76015204 0.88075596 0.8441278 0.84828204 0.89051485 0.8232098\n", - " 0.8619512 0.71471506]\n", - " [0.72607917 0.76015204 0.99999994 0.73289716 0.81865394 0.8398766\n", - " 0.82302576 0.7184563 0.8288122 0.8371977 0.72607917 0.76015204\n", - " 0.99999994 0.73289716 0.81865394 0.8398766 0.82302576 0.7184563\n", - " 0.8288122 0.8371977 ]\n", - " [0.92626184 0.88075596 0.73289716 0.9999999 0.8331569 0.8257782\n", - " 0.8722574 0.83548003 0.88991874 0.65458894 0.92626184 0.88075596\n", - " 0.73289716 0.9999999 0.8331569 0.8257782 0.8722574 0.83548003\n", - " 0.88991874 0.65458894]\n", - " [0.8129478 0.8441278 0.81865394 0.8331569 0.9999999 0.8076869\n", - " 0.8351393 0.8121177 0.85741943 0.74866045 0.8129478 0.8441278\n", - " 0.81865394 0.8331569 0.9999999 0.8076869 0.8351393 0.8121177\n", - " 0.85741943 0.74866045]\n", - " [0.8374222 0.84828204 0.8398766 0.8257782 0.8076869 1.0000001\n", - " 0.89643306 0.8204988 0.8418261 0.73426837 0.8374222 0.84828204\n", - " 0.8398766 0.8257782 0.8076869 1.0000001 0.89643306 0.8204988\n", - " 0.8418261 0.73426837]\n", - " [0.88093984 0.89051485 0.82302576 0.8722574 0.8351393 0.89643306\n", - " 1.0000001 0.8646959 0.89291215 0.7624423 0.88093984 0.89051485\n", - " 0.82302576 0.8722574 0.8351393 0.89643306 1.0000001 0.8646959\n", - " 0.89291215 0.7624423 ]\n", - " [0.83906555 0.8232098 0.7184563 0.83548003 0.8121177 0.8204988\n", - " 0.8646959 1. 0.86432946 0.6969238 0.83906555 0.8232098\n", - " 0.7184563 0.83548003 0.8121177 0.8204988 0.8646959 1.\n", - " 0.86432946 0.6969238 ]\n", - " [0.89032537 0.8619512 0.8288122 0.88991874 0.85741943 0.8418261\n", - " 0.89291215 0.86432946 1.0000001 0.7751156 0.89032537 0.8619512\n", - " 0.8288122 0.88991874 0.85741943 0.8418261 0.89291215 0.86432946\n", - " 1.0000001 0.7751156 ]\n", - " [0.6510596 0.71471506 0.8371977 0.65458894 0.74866045 0.73426837\n", - " 0.7624423 0.6969238 0.7751156 1.0000002 0.6510596 0.71471506\n", - " 0.8371977 0.65458894 0.74866045 0.73426837 0.7624423 0.6969238\n", - " 0.7751156 1.0000002 ]\n", - " [1. 0.8707794 0.72607917 0.92626184 0.8129478 0.8374222\n", + "sim slice: [[1. 0.8707794 0.72607917 0.92626184 0.8129478 0.8374222\n", " 0.88093984 0.83906555 0.89032537 0.6510596 1. 0.8707794\n", " 0.72607917 0.92626184 0.8129478 0.8374222 0.88093984 0.83906555\n", " 0.89032537 0.6510596 ]\n", " [0.8707794 0.9999999 0.76015204 0.88075596 0.8441278 0.84828204\n", " 0.89051485 0.8232098 0.8619512 0.71471506 0.8707794 0.9999999\n", " 0.76015204 0.88075596 0.8441278 0.84828204 0.89051485 0.8232098\n", - " 0.8619512 0.71471506]\n", - " [0.72607917 0.76015204 0.99999994 0.73289716 0.81865394 0.8398766\n", - " 0.82302576 0.7184563 0.8288122 0.8371977 0.72607917 0.76015204\n", - " 0.99999994 0.73289716 0.81865394 0.8398766 0.82302576 0.7184563\n", - " 0.8288122 0.8371977 ]\n", - " [0.92626184 0.88075596 0.73289716 0.9999999 0.8331569 0.8257782\n", - " 0.8722574 0.83548003 0.88991874 0.65458894 0.92626184 0.88075596\n", - " 0.73289716 0.9999999 0.8331569 0.8257782 0.8722574 0.83548003\n", - " 0.88991874 0.65458894]\n", - " [0.8129478 0.8441278 0.81865394 0.8331569 0.9999999 0.8076869\n", - " 0.8351393 0.8121177 0.85741943 0.74866045 0.8129478 0.8441278\n", - " 0.81865394 0.8331569 0.9999999 0.8076869 0.8351393 0.8121177\n", - " 0.85741943 0.74866045]\n", - " [0.8374222 0.84828204 0.8398766 0.8257782 0.8076869 1.0000001\n", - " 0.89643306 0.8204988 0.8418261 0.73426837 0.8374222 0.84828204\n", - " 0.8398766 0.8257782 0.8076869 1.0000001 0.89643306 0.8204988\n", - " 0.8418261 0.73426837]\n", - " [0.88093984 0.89051485 0.82302576 0.8722574 0.8351393 0.89643306\n", - " 1.0000001 0.8646959 0.89291215 0.7624423 0.88093984 0.89051485\n", - " 0.82302576 0.8722574 0.8351393 0.89643306 1.0000001 0.8646959\n", - " 0.89291215 0.7624423 ]\n", - " [0.83906555 0.8232098 0.7184563 0.83548003 0.8121177 0.8204988\n", - " 0.8646959 1. 0.86432946 0.6969238 0.83906555 0.8232098\n", - " 0.7184563 0.83548003 0.8121177 0.8204988 0.8646959 1.\n", - " 0.86432946 0.6969238 ]\n", - " [0.89032537 0.8619512 0.8288122 0.88991874 0.85741943 0.8418261\n", - " 0.89291215 0.86432946 1.0000001 0.7751156 0.89032537 0.8619512\n", - " 0.8288122 0.88991874 0.85741943 0.8418261 0.89291215 0.86432946\n", - " 1.0000001 0.7751156 ]\n", - " [0.6510596 0.71471506 0.8371977 0.65458894 0.74866045 0.73426837\n", - " 0.7624423 0.6969238 0.7751156 1.0000002 0.6510596 0.71471506\n", - " 0.8371977 0.65458894 0.74866045 0.73426837 0.7624423 0.6969238\n", - " 0.7751156 1.0000002 ]]\n", + " 0.8619512 0.71471506]]\n", "sim shape: (20, 20)\n", "contrastive loss: 2.783541202545166\n", "model loss L: 2.963444948196411\n" @@ -632,21 +453,13 @@ " print(tf.shape(batch_z))\n", " print(tf.shape(batch_z))\n", " s = get_pairwise_sim(batch_z, N)\n", - " print(f\"sim: {s}\")\n", + " print(f\"sim slice: {s[:2]}\")\n", " print(f\"sim shape: {s.shape}\")\n", " cl = contrastive_loss(s, 0, 0, N)\n", " print(f\"contrastive loss: {cl}\")\n", " L = model_loss(batch_z, N)\n", " print(f\"model loss L: {L}\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2e806a6d-9be6-41ee-b15c-ef5717ddcbd2", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py b/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py index aad92a42c2..65344b1920 100644 --- a/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py +++ b/benchmarks/cifar_exp/unsupcon/unsupcon_loss.py @@ -7,14 +7,11 @@ import numpy as np import pickle -# from sklearn.metrics import accuracy_score import tensorflow as tf import tensorflow.keras as keras from tensorflow.keras.layers import Activation, Dense, Lambda, RandomFlip, Resizing from tensorflow.keras.models import Model, Sequential -# from tensorflow.keras.applications.resnet50 import preprocess_input - class DataGenerator(tf.keras.utils.Sequence): def __init__(self, images, batch_size, shuffle=True): @@ -128,7 +125,6 @@ def get_aug_seq(img_h, img_w): Resizing(224, 224), RandomFlip(mode="horizontal"), Lambda(color_distortion), # if preprocess, ensure this can handle negatives - # RandomGaussianBlur(), ] ) return aug_seq @@ -234,12 +230,8 @@ def main(): tau: hardcoded in contrastive_loss """ (X_train, y_train), (X_test, y_test) = keras.datasets.cifar10.load_data() - # X_train = preprocess_input(X_train) - # X_test = preprocess_input(X_test) X_train = X_train / 255.0 - # X_test = X_test / 255. X_train = X_train[:1000] - # X_test = X_test[:1000] f, loss_batch, loss_epoch = unsupcon_learning(X_train) f.save("unsupcon_RN50_e100.h5") with open(r"loss_batch_e100.pickle", "wb") as outfile: diff --git a/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb b/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb index 1df52d0d9f..cc74e497c7 100644 --- a/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb +++ b/benchmarks/cifar_exp/unsupcon/unsupcon_results.ipynb @@ -84,14 +84,6 @@ "plt.xlabel(\"epoch num\")\n", "plt.ylabel(\"avg unsupervised contrastive loss\");" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "655211a3-3795-4c7d-98c0-a39c7ecb80b5", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {