From 83034cfab1e840ab1d7d7d5ff2080ad0c9900199 Mon Sep 17 00:00:00 2001 From: jonghyeon Date: Wed, 15 Jan 2020 13:29:09 +0900 Subject: [PATCH 1/4] change text_processing to text_helper --- utils/build_vqa_inputs.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/utils/build_vqa_inputs.py b/utils/build_vqa_inputs.py index b585ee0..43cceb3 100644 --- a/utils/build_vqa_inputs.py +++ b/utils/build_vqa_inputs.py @@ -37,7 +37,7 @@ def vqa_processing(image_dir, annotation_file, question_file, valid_answer_set, image_name = image_name_template % image_id image_path = os.path.join(abs_image_dir, image_name+'.jpg') question_str = q['question'] - question_tokens = text_processing.tokenize(question_str) + question_tokens = text_helper.tokenize(question_str) iminfo = dict(image_name=image_name, image_path=image_path, @@ -66,7 +66,7 @@ def main(args): question_file = args.input_dir+'/Questions/v2_OpenEnded_mscoco_%s_questions.json' vocab_answer_file = args.output_dir+'/vocab_answers.txt' - answer_dict = text_processing.VocabDict(vocab_answer_file) + answer_dict = text_helper.VocabDict(vocab_answer_file) valid_answer_set = set(answer_dict.word_list) train = vqa_processing(image_dir, annotation_file, question_file, valid_answer_set, 'train2014') From dcfd60e2c8ab69813ca4045accb9cd9f4b91f10b Mon Sep 17 00:00:00 2001 From: GGAVY Date: Mon, 23 Mar 2020 14:23:24 +0900 Subject: [PATCH 2/4] work in multiple gpus --- models.py | 6 ++- plotter.ipynb | 38 ++++++++++++-- png/train.png | Bin 26877 -> 25578 bytes train.py | 22 +++++--- tutorials/peek_datasets.ipynb | 94 ++++++++++++++++------------------ utils/build_vqa_inputs.py | 4 +- 6 files changed, 99 insertions(+), 65 deletions(-) diff --git a/models.py b/models.py index f00f0fc..3bb2604 100644 --- a/models.py +++ b/models.py @@ -43,15 +43,17 @@ def __init__(self, qst_vocab_size, word_embed_size, embed_size, num_layers, hidd self.word2vec = nn.Embedding(qst_vocab_size, word_embed_size) self.tanh = nn.Tanh() self.lstm = nn.LSTM(word_embed_size, hidden_size, num_layers) - self.fc = nn.Linear(2*num_layers*hidden_size, embed_size) # 2 for hidden and cell states + self.fc = nn.Linear(1*num_layers*hidden_size, embed_size) # 2 for hidden and cell states def forward(self, question): qst_vec = self.word2vec(question) # [batch_size, max_qst_length=30, word_embed_size=300] qst_vec = self.tanh(qst_vec) qst_vec = qst_vec.transpose(0, 1) # [max_qst_length=30, batch_size, word_embed_size=300] + self.lstm.flatten_parameters() _, (hidden, cell) = self.lstm(qst_vec) # [num_layers=2, batch_size, hidden_size=512] - qst_feature = torch.cat((hidden, cell), 2) # [num_layers=2, batch_size, 2*hidden_size=1024] +# qst_feature = torch.cat((hidden, cell), 2) # [num_layers=2, batch_size, 2*hidden_size=1024] + qst_feature = hidden qst_feature = qst_feature.transpose(0, 1) # [batch_size, num_layers=2, 2*hidden_size=1024] qst_feature = qst_feature.reshape(qst_feature.size()[0], -1) # [batch_size, 2*num_layers*hidden_size=2048] qst_feature = self.tanh(qst_feature) diff --git a/plotter.ipynb b/plotter.ipynb index bdca778..0f66dcd 100644 --- a/plotter.ipynb +++ b/plotter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -22,9 +22,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:19: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:28: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n" + ] + }, + { + "data": { + "image/png": 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jE9aNG/3GetXp1s3vHH3UUf4YOtT3Loukkx49ehwEsHr16spP4njggQc6Tpo0qc/999//zZVXXhm2Z0UkY8eO7fPiiy92/OKLLz4bOHBgPRYrryotE2NVjEXS0u7t5QNWAYdHuG6smY0AvgSuds5V3pNjZguBMuBO59xLcY02TRQUwDvvwLJlfuLbsmX+2LAB/H5O58bte3fqBAccEH507Ojj2rDBJ7obN+55XVzsd4Xu2hW6dNnzNTfXP9M5f++6dXuO/Hy/8V7fvj4h3ntvffQvkqrSMjFWxVhEopgFPOOcKzazy4AngeMD5/Z2zq02s77AW2b2mXNuRegD6rQ9fZp7+WU4//y6785cH/37wyGH+OrsIYfAkCE+wY2mXTt/DBhQt+9jtufeQYMaFrNIurngggu2HnPMMUt69+6dtLVb0jIxVsVYJC1Vbi9fqSd7JtkB4JwL/ujuceDuoHOrA1+/NrN3gKFAWGJc2+3p093WrfDjHzc8Kc7N9UsSd+gA7dvv+dq+vV+aeOhQnwQnaL8OEWmAjh07lnfs2LEe21XGTlrugqyKsUhaWgAMMLN9zCwbv4vmzOALzKxb0NsxwOeB8fZm1jzwuhNwNOpNbpBHHvHtBXWRYRUMObicX/7S7+nx7bc+sV61Cj79FN59F/71L5g6Ff7yF5g0CUaMUFIsUldz585taWbDTjrppKiN/X379j0gOzv7kPz8/MyioiK74447Oo8cObJ/9+7dD8rOzj6kbdu2Q4466qh9n3vuuVr/DXzggQc6mtmwBx54oGPouZdeeqn1sGHDBubm5g5t27btkBNPPLHfxx9/nFPfP2M0qhgHqGIs0rQ558rM7FfAG/jl2qY655aEbEF/pZmNwfcRbwYuCdy+H/CYmVXgCwp3RljNQmpp1y64//7qr2lGKf1YwUCWMXSfAo6+43QOH9VRSa4klRnDkh1DXTlHXl3vOeGEEwr79OlT9O6777Zdt25dZteuXatUcd9+++0WK1euzDnllFO2dOnSpfy7775r9rvf/a73kCFDdhxzzDHbOnXqVLZu3bqsuXPnths3btyAVatWfXvNNdfUe3/CadOmtZ8wYULfrKwsd/rpp2/u2rVr6QcffNBq5MiRgwYOHLirvs+NRIlxgCrGIk2fc242MDtkLHgL+huBGyPc9z5wUNwDTBNPPuknpAXLoJz/4Ub2ZykDWcY+rKQZ5fDLX8J992lXUpEEGz9+/KY777yzx9SpUzvcdNNNG4LPTZ06tRPAj3/8400AnTt3Lv/yyy8/7devX5Xe4E2bNmUeccQRg2699daeEydO3NSqVas6t5cVFBRkXH311XubmXvzzTe/GDFixO4GrEsvvbTX1KlTq5ktUHdqpQhQYiwiEn/l5fDnP4ePj+NZruceRvMqA/iKZpnAgw/6Q0mxSMJNmDBhU0ZGBtOnT+8UPF5UVGSzZs3q0KFDh7JzzjmnACA3N9eFJsXge4YvuOCCjdu2bcv8z3/+EyH7qtn06dPbFRQUZI4ZM2ZzcFIMcPfdd69p1apVTHuS0zIxViuFiEhyvPCC368j1PV75jn6HUhfe81Xi0UkKfr161d6xBFHbFuyZEmLvLy83b28M2bMaFtQUJD5ox/9aFNWVtbu6xcuXJgzduzYPj179jwoJyfnEDMbZmbDbr311p4A3333Xb1W6160aFELgBEjRmwPPdexY8fy/fbbT60UDaWKsYhI4jkHd90VPn4KrzOET/yb/v1h1iytdSaSAi666KJN77//fpvHH3+847Bhw1YD/P3vf+8EcOmll+5exWfu3LktR48evW9ZWZkdeeSR208++eStbdq0Kc/IyODTTz/NnTt3brvi4uJ6rd69bdu2TICuXbuWRTq/1157xXRpt7RMjFUxFhFJvH//GxYtCh//DYFs+dBD4fXX/ZprIimoPhPZGrMLL7xwy3XXXdf7hRde6PjXv/51dX5+frN58+a1GThw4K4jjzxyd6X29ttv71ZUVJQxa9asL0ePHl2lsnvjjTd2nTt3brv6xtCmTZtygHXr1kXMWdevX58Vaby+0rKVQhVjEZHEi1QtPowPOZZ3/Jsrr1RSLJJCWrVq5U4//fQtGzZsyHr55ZfbPPHEEx3Ky8vtvPPOq7LCxDfffNO8bdu25aFJMcD8+fNbNySGQw45ZCfAvHnzwp6zadOmzM8//zy3Ic8PlZaJsSrGIiKJlZcHc+eGj/+GuzDwW8adckqiwxKRGvz0pz/dCPDkk092nDFjRsfMzEw3YcKEzcHX9OzZs6SgoCDzww8/rJKk3nvvvZ3mz5/foEUWzz///K1t2rQpnzlzZod58+ZVyeCuv/767jt27MhsyPNDqZUiQBVjEZH4iVQt3pdlnMnL/s1hh0HnzokNSkRqdPLJJxf27t27+LXXXmtfVlZmxx13XEGPHj2q9PtOmjQpf/78+W1OOOGEQaeffvrmNm3alC9evLjlokWLWp166qlbXn/99fb1/f5t27atuO+++76dMGFC35NPPnlQ8DrGy5cvzx0+fPiOhQsXtmr4n9RLy4qxWilERBJn+XK/GkWo67mbTCr8m1GjEhuUiNTauHHjNpWVlRnAj3/847CNOs4+++xt06dP/6pfv367XnnllQ4zZszolJ2dXfHKK68sO+200woa+v1/8pOfbHn++eeXH3DAAYWzZ89u/9RTT3Vu165d2bvvvvtF7969ixv6/GDmXJ3XWk55w4cPdwsXLox6ftUq6NWr6lg31rCm6zBYuzbO0YmkFzPLc84NT3YcyVDTz6J0cdllMGVK1bHurOZr+tKcEj+wYAEMT8v/TCQB6vpz6JNPPvlm8ODB9d6pTVLbJ5980mnw4MF9Ip1TxThAFWMRkdhbt87vdBfqKu7bkxTvtRccckhiAxMRiSAtE+Ook+8KC6GiIvEBiYg0UZMnQ3HIB51t2cplPLZn4LTTICMtfx2JSIpJy59E2dmQGTKHsYwsSl0m7IrpBioiImlp0ya4+GK4557wc7/gYdoQtKqT+otFJEWkZWJspiXbRETiwTn45z9h//3h738PP9+cIiZx/56BzEw46aTEBSgiUo20TIxBfcYiIrG2Zg386Edw7rmwfn3kay7nUboQdPKoo6B9vVdyEhGJqbRNjLWWsYhIbDgHjz/uq8Qvvxz9utM7fsDdXF91UG0UIpJClBgHUSuFiEjdlJXB+PHws59BQZTVStu2hSce2sWsghFkU1r1pBJjSVFNcTlbqfnfa9omxmqlEBFpGOfgyivhueeiX/PDH8LSpfDT7m9gZSFJcY8ecNBB8Q1SpB7MbEtJSUlWsuOQ2CspKckysy3RzqdtYqyKsYhIw/zlL/DII5HP7bWXn4T34ovQvTswe3b4RaNG+dnQIimmoqLita1bt7ZOdhwSe1u3bm1dUVHxWrTzaZsYq2IsIlJ///wnXHdd5HMXXwyffw5nnx3Ie52LnhiLpKDy8vIp+fn5W/Pz8zsUFxdnqa2icXPOUVxcnJWfn98hPz9/a3l5+ZRo1zZLZGCpRBVjEZH6ef99uOiiyOfuuw8mTQoZ/PRTWL266lhWFpxwQlziE2moYcOGfZOXl3fW2rVrJ+bn55/mnOuU7JikYcxsS0VFxYzy8vIpw4YN+ybadWmbGKtiLCJSd199BWeeGb6bHfiEOCwphsjV4hEjoLU+qZbUFUiebgockibStpVCy7WJiNTNxo2++2HjxvBzZ57pe44jUhuFiDQSSoyDqJVCRCSyoiK/wsTy5eHnDj0Upk/3m9iF2bLF916EUmIsIikobRNjtVKIiNSOc3DJJfDee+Hn+vSBWbMiFxsAePNNqKioOrbPPjBwYIyjFBFpuLRNjFUxFhGpnaefhmefDR9v1853SXTpUs3NWqZNRBqRtE2MVTEWEanZzp1w443h41lZ8NJLsN9+1dy8ciW8+mr4uNooRCRFpW1irIqxiEjN7r0XVq0KH586FUaOrObGuXNh+HDYtKnqeE4OHHtsLEMUEYmZtE2MVTEWEaneunVw553h42PGwIUXRrnJOXjgATjlFNi8Ofz8KadU05AsIpJcabuOsSrGIiLV+/3vw38kNmsGd98d5YaiIvj5z+Fvf4t8vmXLatZ0ExFJPiXGQVQxFhHx/vtfePzx8PHLL4+yoMSaNXDWWfDhh5EfuPfevim5X7+YxikiEktqpQiixFhExLvuuvBV1tq29VXkMB995PuJoyXFI0fCggUwZEjM4xQRiaW0TYyrbaVwLvEBiYgkwOefw+23wzPPRK8DvPkmvP56+PjNN0OnTiGDb70Fxx0Ha9dGftivfgVz5kDnzg2KW0QkEdK2lSJqxbisDEpKoHnzxAclIhJHCxfCkUf6H3MAPXr4lt9zz92zrHB5OVx7bfi9ffrAFVeEDM6e7dsniovDb8jKgocfhgkTYvlHEBGJK1WMgxQSyJbVTiEiTdC11+5JigFWr4bx4+H4431PMcC0afDZZ+H33nmnX2ltt3/9y+8RHSkp7tIF3nlHSbGINDqqGAfZSSBb3rEDOnZMbEAiInG0bh3Mmxf53Dvv+PbfX/4Snnsu/PwRR/iq8m7PPAMXXeTLy6EGD4ZXXoGePWMRtohIQqVtxTg3N3xsJy2pwFQxFmmizOxUM1tmZl+Z2Q0Rzl9iZhvMbHHgmBB07mIzWx44Lk5s5A33r39VP32ivNwvP7xuXfi5v/wlaAfnadPgggsiJ8WHHw5vv62kWEQarbStGGdm+o8Fi4qqjheRQwslxiJNjpllAg8BJwGrgAVmNtM5tzTk0medc78KubcD8HtgOOCAvMC9WxIQekw8/3z97jvnHDjqqMCbhx/2ZeVIRozwleLWrev3jUREUkDaVoxBaxmLpJnDgK+cc18750qAGcCZtbz3FGCOc25zIBmeA5wapzhjbsMG3y4RqkeP6u/Lzg7a+W7y5OhJ8UknwWuvKSkWkUYvqYmxmeWY2Udm9omZLTGzWyNcE/WjzYbS7nciaaUH8H3Q+1WBsVBjzexTM3vezHrV8V7MbKKZLTSzhRs2bIhF3A320kvhaxLvsw989RXccUf0HZqvuAL69sXv9PHrX0e+aPRomDlT2zyLSJOQ7IpxMXC8c24wMAQ41cyOiHDds865IYEjwl5M9aNNPkQkxCygj3PuYHxV+Mm6PsA5N8U5N9w5N7xziqzdG6mN4uyzfTvZjTfCF1+ETK7D727329/i2yMuvzzyg8eOhRdeCFmuQkSk8UpqYuy8yiw0K3AkbHeNqBXj7dsTFYKIJM5qoFfQ+56Bsd2cc5ucc5Xrjz0ODKvtvalq0yaYOzd8/Oyz97zu1QuefRbmz4err4bbbvNz6Not+9BnzJEm2l1wAcyY4fstRESaiKRPvgtMiMkD+gMPOeci7Sk61sxGAF8CVzvnvg+9wMwmAhMBevfuXavvrYqxSFpZAAwws33wSe144PzgC8ysm3Oucgu3McDngddvAHeYWfvA+5OBG+MfcsPNnBme1/bqBYceGn7t0Uf7A4Avv/RtErt2hV94wQXw5JN+FrOISBOS7FYKnHPlzrkh+ArMYWZ2YMgltfposz4fX6rHWCR9OOfKgF/hk9zPgeecc0vM7DYzGxO47MrAfIdPgCuBSwL3bgb+iE+uFwC3BcZSXrQ2it3Lr0WSnw+nngobN4afO+kkmDpVSbGINElJrxhXcs5tNbO38TO9/xs0vinosseBu2P1PVUxFkkvzrnZwOyQsVuCXt9IlEqwc24qMDWuAcZYQQHMmRM+HtxGEWb7dhg1ClauDD83dKjvKVb7hIg0UclelaKzmbULvM7Fry/6Rcg13YLeBn+02WBark1EmrJZs6C0tOpY9+5+J7uISkv9wsWLFoWf69MHZs/Wkmwi0qQlu2LcDXgy0Gecgf9o8xUzuw1Y6Jybif9ocwxQBmwm8NFmLKiVQkSaskhtFGPHQkakkohz8LOfwRtvhJ/r2BFefx26do15jCIiqSSpibFz7lNgaITxWn202VDRWyki7IkqItKIbN/uc9lQUdso7r/fT6gLlZvrl2wbODCm8YmIpKKkT75LJlWMRaSpevVVKC6uOtalS9CqE8E+/hiuvz58PCPDL8kWtfdCRKRpSevEWJPvRKSpisF1LagAACAASURBVNRGcdZZERaTKCyE884Lb0YGeOQRGDMmfFxEpIlK68RYFWMRaYoKC/08uVAR2ygmTYJly8LHr7gCJk6MeWwiIqksrRNjVYxFpCl67bXwfTk6doQRI0IufO45eOKJ8AcMHgx3x2xlTBGRRiOtE2Mt1yYiTVGkNoof/QiaBU+3/uabyBXh3Fx45hnIyYlXeCIiKSutE+NIFWO1UohIY7Zrl19EIlSVNoqyMjj/fL8DSKj774f99otbfCIiqSytE+OoFePi4sgTUUREUtwbb/ge42Dt28PxxwcN3HYb/N//hd989tkwYUJc4xMRSWVKjEMUEigjh/5mERFJcVu3wp13ho+feSZkZQXevPsu3H57+EW9e8OUKWAW1xhFRFJZWifGUSffgdopRKRRWbMGRo6EDz8MP7e7jWLzZrjwQr/LXbCMDHj6aV9aFhFJY8neEjqpqq0YKzEWkUbiyy/hlFP8fLpQ3bvDiScG3kyaBKtWhV90yy3wgx/EM0QRkUZBFeMQqhiLSGOyYIHfzS5SUpyV5Vdja94cmDMH/vGP8IuOOQZuvjneYYqINAppnRirYiwijdmcOXDccbBxY/i5li396hSnnopfquLnPw+/qF07nyw3S+sPD0VEdkvrxFgVYxFprJ55Bk4/PfI84U6d4O234eSTAwO33w4rVoRf+Oc/+0l3IiICpHmPcXa2n3NSUbFnrJRsSmlGlhJjEUlRzz3nlyGOZO+94c03Yd99AwP//W/kXexGjICf/jRuMYqINEZpXTE20+53ItK47NoFv/hF5HMHHQTvvx+UFFdUwGWX+Q09gmVlwaOPamk2EZEQaZ0YQzXtFEqMRZLKzD4xs5+bWetkx5JKnnsONm0KHz/mGJg3z69CsduUKT5TDnXjjdrdTkQkgrRPjKNOwFNiLJJs+wMPAmvM7H/NbHiyA0oFjz4aPnbiiX7Hu3btggbXroUbbgi/eN99fWIsIiJh0j4xVsVYJGX1BH4HbAAuBT40s4Vm9jMzi/A3t+lbvBg++CB8/PbbITc3ZPCqq6CgIPzixx6DnJy4xCci0tilfWKsirFIanLO5Tvn7nDO9QVOA14CDgYexVeRHzazIUkNMsEiVYuHDIHDDgsZnD3b91yEuuQSOPbYOEQmItI0pH1irIqxSOpzzr3hnBsL9MJXkTcClwF5ZvaBmV1iZk26DLp9u9+1OdTll4fMoSssjDw7r1MnvzybiIhElfaJsValEGk8nHP5wP8A1wBrAAMOA54Avjezq5IYXlw9/XT4j6XWrSMs23b77fDtt+EPmDwZOnaMW3wiIk2BEmO1Uog0CmbWw8x+D3wLvAh0BWYCPwT+CJQDfzGzPyYvyvhwDh55JHz8wgt9crxbYSE8/HD4hSec4C8WEZFqpX1irFYKkdRl3igzexlYCfweyALuAPo6537onJvpnPsDMADIw0/Ua1I++AA+/TR8/PLLQwaefRa2bas61ry51iwWEamltN75DlQxFklVZvY7fJLbC98yMQ94GHjROVcWer1zbruZzQL+kMg4EyHSpLujjoKDDw4ZfOyx8AsvvBD6949LXCIiTU3aJ8aqGIukrFuBbfhk+BHn3NJa3JMH/D2uUSXY5s2+EBwqrFq8eDF89FH4hZddFpe4RESaorRPjFUxFklZlwNPO+cKa3uDc242MDt+ISXe3/4GxcVVxzp0gHPOCblwypTwm4cOheHaF0VEpLbSPjFWxVgkNTnnImR66cW5yG0UP/lJyB4dO3bAP/4RfuHEieotFhGpg7SffBd1ubbCQqioSHxAIgKAmR1iZreYWZco57sGzjfZTT7efhuWLw8fnzgxZGDGDL/QcbCWLSOs5SYiItVJ+8Q4UsW4kMDgzp2JDUZEgl0LTADWRzmfj5+cd03CIkqwSNXiE06AffcNGYzURnH++dCmTVziEhFpqtI+MY5aMQa1U4gk15HA2845F+lkYPwt4OiERpUga9fCv/4VPh426e7jj2HBgvALNelORKTOlBhHm3wHSoxFkqsrsKqGa9YA3RIQS8JNnQplIYvSde0KZ54ZcmGkJdqGDfOHiIjUSdonxlEn34ESY5Hk2gl0ruGazkBxDdfsZmanmtkyM/vKzG6o5rqxZubMbHjgfR8z22VmiwNHhCaH2KmoiNwdMWECZGUFDezY4feKDhXWhCwiIrWR9qtSqGIskrIWA2ea2TXOubC/jGbWBjgzcF2NzCwTeAg4CV+JXmBmM0PXRzaz1sAk4MOQR6xwziVkot/KlfDdd1XHMjLgZz8LufCZZ8J/TrVqBeedF9f4RESaKlWMVTEWSVVT8BXhOWZWZY83MxsMvAl0ClxXG4cBXznnvnbOlQAz8Il1qD8CdwFF9Q28oTZvDh87+GDo3TtkMFIbxQUXQOvWcYlLRKSpS/vEWJPvRFKTc+5Z/C52hwMfm9kaM1tgZmuARfhE9ynn3DO1fGQP4Pug96sCY7uZ2SFAL+fcqxHu38fMPjazd83smLr+eeoi0o+esAUm8vL8EUqT7kRE6i3tWymqXa5NibFIUjnnLjGz94ErgAPwE/IA/gs84Jx7PFbfy8wygMnAJRFOrwV6O+c2mdkw4CUzO8A5ty3CcyYCEwF6h5V4a6cwwl5/YT+rIjUhDx/ud7sTEZF6UcVYFWORlOacm+KcOwhoBfQEWjnnDq5HUrwa6BX0vmdgrFJr4EDgHTP7BjgCmGlmw51zxc65TYF48oAVQOhqwsHxDnfODe/cuaa5g5FF+tHTqlXQm+3bYfr08ItULRYRaZC0rxhHS4wdYEqMRVKGc24nfqWK+loADDCzffAJ8Xhg99ZwzrkCfM8yAGb2DnCtc26hmXUGNjvnys2sLzAA+LoBsVSrxorx9Onh2XPr1jB+fLxCEhFJC2lfMc7MhObNq445MigiRxVjkSbEOVcG/Ap4A/gceM45t8TMbjOzMTXcPgL41MwWA88DlzvnIkyRi40aE+P//d/wCy68MKSsLCIidZX2FWPwVePikJVQC2lJrhJjkaQys5bAL4BT8BPlmke4zDnn+tXmec652cDskLFbolx7bNDrF4AXahd1w1XbSrFlS+RJd1q7WESkweqcGJtZe/xOUyucc8VB4z8BfggUAvc55z6KWZRx1rKl/10TbCctVDEWSSIzawfMB/YHtgFtgAIgG8gNXLYGKE1KgHFUbcX4v/8NPzlgAAxJyBLLIiJNWn1aKe7AL3y/+14zuwJ4HDgD37f3jpntH5MIEyDqJh9KjEWS6bf4pPhSoH1g7F78JLyj8Eu2rQD2S0p0cVTnxHjw4LjGIyKSLuqTGB8NzHXO7QoauxY/mWUEcG5g7JoGxpYwUTf5UGIskkxjgHnOuWnOOVc56LwPgFHAIODmZAUYL9W2Unz2WfjJgw6KazwiIumiPolxD2Bl5ZtAZbgX8Ffn3Hzn3PPALHyS3ChEXbJNibFIMvUCgptpKwjqMXbOrQdew39K1aTUuWJ84IFxjUdEJF3UJzHOpepWqUcDDvh30NgKQnaUSmVqpRBJSTvxyXClAvZs8FEpn0b0s6a2olaMnVNiLCISR/VJjFfjP76sdAp+YswnQWPtgeBWi5SmVgqRlPQ9VTfkWAqMCOxQV+kHwLqERpUAUSvGa9aEzxTOyYF+tVqUQ0REalCfxPhtYJSZ/crMJuD7AF93zgVXdvrhf6k1CqoYi6Skd4GRZmaB98/if7bMNrNfmtk/8bvTzY72gMYqamIcqVq8//5+QXYREWmw+qxj/D/AWOB+wIAdwB8qT5pZG3wVZ1oM4ksIVYxFUtKT+KXZeuL/R/tR4Hj8spAnB655D796RZMStZXiPU28ExGJpzonxs65lWZ2AHB2YGimc+67oEv6A48B02MQX0JUWzF2DnYXrEQkUZxzi4CfB70vA84ys2H4nzPfAAtCPq1qEupUMVZ/sYhIzNRr5zvn3DrgwSjnFuHXF62RmeUA8/AzzZsBzzvnfh9yTXPg78AwYBMwzjn3TX3ijiZqxbi83G+Jl5MTy28nIrVgZiOAbc65xcHjzrk8qq5W0eRETYy1VJuISFzVp8c4IjPraGY/MrNTzKy2DW/FwPHOucHAEOBUMzsi5JpLgS3Ouf74xf3vilXMlaIu1wZqpxBJnreBtNznOGIrRW45LF0afkIVYxGRmKlzYmxmPzezD82sQ9DYMOAL4Hn8RJj3zSxCHbaqwEL9lb8CsgKHC7nsTHyvIYHnnxA0GScmIlWMCwkMKjEWSZaNNKLVbWKlvByKisLHc9esCD/Rvj10756YwERE0kB9Ksbj8Dnt5qCxe/BLtE3DJ8aHApfX5mFmlmlmi4H1wBzn3Ichl/QgsMJFoMewAOgY4TkTzWyhmS3csGFDnf5AqhiLpKR38Fs/p5VobRQZS6P0F2sOhIhIzNQnMR4AfFr5xsw6ASOBJ5xzE5xzZwALgPNr8zDnXLlzbgh+5vlhZlavzwWdc1Occ8Odc8M7d+5cp3ujTr4DJcYiyfNbYKCZ/dHMspIdTKKov1hEJHnqM/muI766W+nowNd/BY39B7ikLg91zm01s7eBU4Hg0shq/CL/q8ysGdAWPwkvZqJOvgMlxiLJcyP+Z8FNwKVm9gl+M4/QdivnnLs00cHFi1akEBFJnvokxpuBTkHvR+K3bX0/aMwBNS7lYGadgdJAUpwLnET45LqZwMXA/+GXiHvLORf6i7FBVDEWSUmXBL3uSvh20JUcfpJukxB1DWNVjEVE4q4+ifHnwBlmdjNQDozHryW6LeiaPtRum9ZuwJOBVSwygOecc6+Y2W3AQufcTOAJ4Ckz+wqflI+vR8zVqrZivH17rL+diNTOPskOIBkiVoxzK2DJ8vATBxwQ/4BERNJIfRLj+4GXgFVAGdACuD7kmiOAj2p6kHPuU2BohPFbgl4XAefUI85a0+Q7kdTjnPs22TEkQ8TEmEKoCNnHpGdPvyqFiIjETH12vptpZpezZ33Rp51z/6g8b2bHAq2AN2ISYQJouTYRSRURWynKtoYPqr9YRCTm6rvz3RRgSpRz7+CXbms0VDEWST1m1ru214ZsS9+oRawY79oYPqj+YhGRmKtXYtzUaPKdSEr6hvAVKCJxNKGfZRErxjvWhg+qYiwiEnP1/mUS2Lp5Ar5HuB1+4408YJpz7v3q7k01Wq5NJCX9nciJcTv8FvJ74zcBaVK9yBErxltWhw+qYiwiEnP1SozN7Hb8GqOhWy4NAX5qZnc5525qaHCJ0ry53zwqeBG4EppTRibNlBiLJIVz7pJo58wsA/gdfofNixMVUyJETIx3hCzyk5EBgwYlJiARkTRS553vzOwc/IL73+Erxn2B3MDXCYHx35jZuTGMM67MqqkaKzEWSTnOuQrn3K34dos7kxxOTEVspSBkcMAAyM1NTEAiImmkPltCXwHkA4c656Y6575xzhUHvk4FDgU2AL+MZaDxFnUCnhJjkVT2PnBysoOIpajLtQVTf7GISFzUJzEeDDzvnIswTRoC4//Et1U0GlGXbFNiLJLKOgAR/vY2XrVKjNVfLCISF/VJjJsBO2u4ZieNbJa4KsYijYuZnQiMA/6b7FhiqVatFKoYi4jERX2S1xXAaDO70TlXEXoyMClmVOC6RiPqkm2RlkkSkbgzs7einGoG9AIq1zm+LTERJYYqxiIiyVOfxHg6cAfwspld45xbXnnCzPoB9wD7AzfHJsTE0OQ7kZRzbJRxB2zB7675Z+dctAS6UaqxYpyTA/36JS4gEZE0Up/EeDJwKnA6cJqZrQHWAl2BHvj2jPmB6xqN6BVjJcYiyeCcq0+rV6NXY8V4//0hMzNxAYmIpJE6/+JxzpUAJ+ErwiuBnviVKHoF3t8MnBC4rtGIWjEuKfGHiEgC1JgYq79YRCRu6jVBzjlXCvwP8D9m1gpoCxQ453YAmFmOmeU657bFLtT4qnZb6MJCyM5ObEAikpZqbKVQf7GISNw0+KNK59wO59zqyqQ44BFgc0OfnUjaFloktZjZb82s1My6Rznfw8xKzOw3iY4tnlQxFhFJnnj28IVuF53Soi7XBrCt0RS+RZqSM4B3nHNrIp10zq0G3gZ+mNCo4si5WiTGqhiLiMRNWk5uiSTqBh8AX3+d2GBEBKA/sLSGa5YGrmsSiouhvLzqWBYlZFPq37RrB90jFtBFRCQGlBgHVFsx/m+T2j9ApLHIpebNhIqA1rV9oJmdambLzOwrM7uhmuvGmpkzs+FBYzcG7ltmZqfU9nvWRa2qxdaoPowTEWlUGtXudPFU7eS7JUsSG4yIAKwCjqjhmiOA1bV5mJllAg/hV9VZBSwws5nOuaUh17UGJgEfBo3tD4wHDgC6A/82s32dcyH13YapceKd+otFROJKFeOAaiffKTEWSYbXgRFmNi7SSTMbD4wEXqvl8w4DvnLOfR1YTnIGcGaE6/4I3IWvRlc6E5jhnCt2zq0Evgo8L6bUXywiklxKjAOqrRh//nl445+IxNtdwFZgupm9aGYTzez0wNd/AU/jV7+5s5bP6wF8H/R+VWBsNzM7BOjlnHu1rvcGPWOimS00s4UbNmyoZWieVqQQEUmuWrVSmFmTzwqrrRgXF8OKFbDvvokNSiSNOedWB3p5/4lfeSK4umvAN8A5zrlVsfh+ZpaB37HzkoY8xzk3BZgCMHz4cFeXe9VKISKSXLXtMa7PbI86/UJItmon34GfgKfEWCShnHMLzWxf/NJtRwDt8FXkD4BZgc2Gams1fofOSj2p2p/cGjgQeMf8BLeuwEwzG1OLe2Oi2opx9+7Qvn2sv6WIiASpVWLsnGvyLRfVLtcGvs/4rLMSF5CIALt32nwxcDTEAmCAme2DT2rHA+cHfZ8CoFPlezN7B7g2kJzvwrd0TMZPvhsAfNTAeMJEqhjvTox79Qo/KSIiMaVVKQJqrBhrAp5Io+acKzOzXwFvAJnAVOfcEjO7DVjonJtZzb1LzOw5/LrJZcAvY70iBUSuGO9upVC1WEQk7pQYB1Q7+Q60lrFIgpnZb4HfA3tH2v3OzHoAK4HfOefuqs0znXOzgdkhY7dEufbYkPd/Av5Uq+DrqdpWCiXGIiJx1+RbJGqr2sl3AF9+CaV1aWcUkQZKuy2hq518165dYoMREUlDSowDaqwYl5bC8uWJC0hE0m5LaFWMRUSSS4lxQLQe4ypLa6idQiSRYr4ldKpTYiwiklxKjAOaNYPs7KpjjgyKab5nQBPwRBIppltCNwbVtlIoMRYRiTslxkFqXLJNFWORRIr1ltApr9qKsXqMRUTiTqtSBGnRArZsqTq2kxZ0ZLN/o4qxSCLdBVyAXz94HD5RXo3fivk0YAx12xI65VW7jrEqxiIicafEOEiNFeOvvoKiIsjJSVxQImkq0VtCpwKtYywiklxKjIPUuMlHeTksWwaDBycuKJE0VtOW0EC5mZ3pnHs5iWHGjCbfiYgklxLjIDUu2Qa+nUKJsUjCRNoS2sz2Bm4BfgJ0w+9k1+hpHWMRkeRSYhykxk0+QH3GIkliZpn4doqJwIn4ycMO+Hcy44qlqBVjM2jTJvEBiYikGSXGQWpspQCtTCGSYGbWF/gZcAmwV2B4I/AY8IRz7tskhRZzURPjdu0gQ4sIiYjEmxLjIDVOvgNVjEUSwMyaAT/CV4ePw1eHS/DtFGOBl51ztyQvwviI2krRvmvigxERSUNKjIPUqmL89dewc2fki0WkQcxsAL46fDHQCb/6RB7wN2C6c26LmVUkL8L4KS/3i96EymWX+otFRBJEiXGQiBXj9r0geG1j5+Dzz2HYsITFJZJGluH7hvOBycDfnHNp8TFNpDaKFhSSgdOKFCIiCaKmtSARK8ad9w4fVDuFSDw5/G52L6RLUgxaw1hEJBUoMQ4Scbm29j3DBzUBTyRefgd8h1+G7T0zW2pm15tZtyTHFXdaw1hEJPmUGAeJuFxb2wiTXlQxFokL59yfnHN98Vs+/wvoh9/y+Tsze9XMzk1qgHGkNYxFRJJPiXGQiBXjFp3DB5UYi8SVc+4N59zZQC/gJuBbfLL8DL7VYoiZNalGf1WMRUSST4lxkIgV4+z2fnH9YN9+C9u3JyYokTTmnFvvnLvTOdcfOAl4HigFhgMfmdnHZvbLpAYZI0qMRUSST4lxkIiT70qaQd++4SeWLo1/QCKym3NurnNuHNATuB5YDgwGHkhqYDFSbSuFEmMRkYRQYhwk4nJthcABB4SfUDuFSFI45zY65/7snBsEHI9vr2j0qq0Yq8dYRCQhlBgHiVgx3gkceGD4Ca1MIZJ0zrl3nHMXJjuOWIhUMVYrhYhIYikxDhJx8p0qxiKSAFrHWEQk+ZKaGJtZLzN7O7BW6RIzmxThmmPNrMDMFgeOW+IVT8TJdzuJnBirYiwiMaTJdyIiyZfsLaHLgF875xaZWWsgz8zmOOdCZ7b9xzk3Ot7BRK0YDxwImZlQXr7nxJo1sHWrev9EJCaqnXzXtm1igxERSVNJrRg759Y65xYFXm8HPgd6JCueqBXjnBzo3z/8pNopRCRGolaMW7WCrKzEByQikoZSpsfYzPoAQ4EPI5w+0sw+MbPXzCxCXwOY2UQzW2hmCzds2FCvGKJOvgNNwBORuIqaGKuNQkQkYVIiMTazVsALwFXOuW0hpxcBezvnBgN/BV6K9Azn3BTn3HDn3PDOnSPsVlcLOTnhe3kUFwc6KDQBT0TiKGorhRJjEZGESXpibGZZ+KT4aefci6HnnXPbnHM7Aq9nA1lm1ik+sVRTNVZiLCJxFLVirHkMIiIJk+xVKQx4AvjcOTc5yjVdA9dhZofhY94Ur5iibvKhVgoRiaOo6xirYiwikjDJXpXiaOAi4DMzWxwYuwnoDeCcexQ4G/i5mZUBu4DxzjkXr4CiVowHDPATYEpL95xYvx42bIB6tm6IiFSKuo5x+whb0ouISFwkNTF2zs0HrIZrHgQeTExEkSvGn3wCfftmwb77hrdPvP8+nHlmYoITkSZLk+9ERJIv6T3Gqebgg8PHHnkk8GLIkPCT990X13hEJD1EnXynHmMRkYRRYhzikkvCx+bMgS+/BMaNCz/5zjuwYEGcoxKRpk4VYxGR5FNiHOLEE307cahHHwVOPx0GDQo/ec89cY9LRJou55QYi4ikAiXGITIy4Oc/Dx+fNg12FmXAddeFn3zhBVixIv7BiUiDmNmpZrbMzL4ysxsinL/czD4zs8VmNt/M9g+M9zGzXYHxxWb2aCzj2r1eepAsSsimVImxiEgCKTGO4JJLIDe36tjWrTBjBnDBBdCtW9WTFRUwOeJqcyKSIswsE3gIOA3YHzivMvENMt05d5BzbghwNxD8F3uFc25I4Lg8lrFFrRaDeoxFRBJIiXEE7dvDeeeFjz/0ELjs5jBpUvjJqVP90m0ikqoOA75yzn3tnCsBZgBVlpQJ2XmzJRC3pSGDRV3DGFQxFhFJICXGUfziF+FjixYF5tlddhm0bl31ZFGRz5xFJFX1AL4Per8qMFaFmf3SzFbgK8ZXBp3ax8w+NrN3zeyYaN/EzCaa2UIzW7ihlv+zHHUNY1BiLCKSQEqMoxg2DA47LHz8oYfwH21OnBh+8sEHA7uBiEhj5Zx7yDnXD/gN8NvA8Fqgt3NuKHANMN3M2kS5f4pzbrhzbnjnWm7+U20rhRJjEZGEUWJcjUhV42efhY0bgauugmYh+6Ns2uRn6YlIKloN9Ap63zMwFs0M4IcAzrli59ymwOs8YAWwb6wCi7qGcU6OP0REJCGUGFfj3HOhQ4eqY8XFgdy3Z084//zwm/7yFygrS0h8IlInC4ABZraPmWUD44GZwReYWfBijacDywPjnQOT9zCzvsAA4OtYBRa1YqyJdyIiCaXEuBq5ufDTn4aPP/KIX4iCa68NP7lyJbz4YtxjE5G6cc6VAb8C3gA+B55zzi0xs9vMbEzgsl+Z2RIzW4xvmbg4MD4C+DQw/jxwuXNuc6xi0xrGIiKpQYlxDS6PsCjTypXwxhvAQQfBaaeFX3D33X7FfhFJKc652c65fZ1z/ZxzfwqM3eKcmxl4Pck5d0BgSbbjnHNLAuMvBI0f4pybFcu4orZSKDEWEUkoJcY16NcPTj01fPzhhwMvrr8+/GRent8qWkSkFlQxFhFJDUqMayHSJLxXX4VvvgFGjoRDDw2/4O674x2WiDQRUdcxVo+xiEhCKTGuhVGjoHfvqmPOwWOPAWaRt4l+/XX4z38SEp+ING5R1zFWxVhEJKGUGNdCZmbkXuPHH4ddu4CzzoK+fcMvGD9eu+GJSI3USiEikhqUGNfSpZdCdnbVsY0b4a678JlzpKrxmjVwwQVQXp6QGEWkcdLkOxGR1KDEuJb22gvOOSd8/M47YcUKfOZ85JHhF8yZA3/6U9zjE5HGS+sYi4ikBiXGdfDb30JWVtWx4mK48kpwzbL8tngdO4bf+Ic/wNy5CYlRRBoftVKIiKQGJcZ1MGgQXHNN+Pjs2fDyy0CvXvCPf/gJecGc87vkrVmTkDhFpHFRK4WISGpQYlxHv/2t3w061KRJsHMnftHjm28Ov2D9ejjvPG0XLSJhVDEWEUkNSozrqFUruO++8PHvvgtqJf7DH+C448IvmjcPfve7eIYnIo2Q1jEWEUkNSozr4ayz4OSTw8fvuQeWLcOvUjF9OnTtGn7RnXf63UFERAK0jrGISGpQYlwPZvDgg+HLt5WWwhVX+JZiunaFZ56BjAj/iC+6CBYvTkisIpL6Cgtd2FjLjCL/EZWIiCSMEuN6GjAArr8+fHzOHHj++cCbY4+FP/4x/KItW/y5+fPjGKGINBYRJ9+1zwqfyCsiInGlxLgBbrwR9t47fPzqq2H79sCbG27wE/JCFRT4fozZs+Mao4iktvJyKCoKT4Bz2zVPQjQiIulNiXEDtGgBDzwQPr56dVChOCMDnnoK+vQJv3DXLjjzTHj66XiGKSIpbOfO8LEWf1niswAAGgFJREFUFJLRQRPvREQSTYlxA51xBpx+evj45MnwwguBN506wbvvwsCB4ReWlcGFF/qmZRFJO1rDWEQkdSgxbiAzXzXOyak6Xl4O48bBjBmBgd694T//geHDIz/oiivg1lsDM/dEJF1oDWMRkdShxDgG+vb1/cahysvhggvg738PDHTuDG+9FXmNY/DrH19xBZSUxCtUEUkxWsNYRCR1KDGOkRtugOOPDx+vqIBLLoEnnggMtG7tJ9z98IeRH/TQQ3DoobBoUbxCFZEUojWMRURShxLjGMnOhlmz4KSTws85BxMmwCOPBAZycuCf/4Sf/CTywz79FA47zO8/XVwct5hFJPnUSiEikjqUGMdQixYwcyaMGhX5/C9+AfffH3jTrJkvI//615EvLi/3e0wPGwYLFsQlXhFJPk2+ExFJHUqMYywnB1580a/CFslVV8Fll8Ebb8DOXeb3kb7nHr+NdCRLlsARR8BvfgNFRfELXESSImrFWD3GIiIJp8Q4Dpo3950S55wT+fyUKX7Pj/bt4cSTjLsrrmXxU59RcdDgyDdUVMDdd8PgwfDvf8cvcBFJOLVSiIikDiXGcZKVBdOnw/nnR7+mpATmzvXF4KHn70e3/I+57qj32JS5V+QbvvzSNzGfcw589118AheRhFIrhYhI6lBiHEfNmvml2i65pHbXr19v/Pn9o+iXu4a7ut/HLnIiX/j887DffnDHHZqcJ9LIqWIsIpI6lBjHWWamn2N3882+ilwbBTsyuWHNJPZtk8/fMi+lPNK/pp07/UMPOghefz22QYtIwmgdYxGR1KHEOAEyMuD22+H77+Gpp+Cii6Br15rvW7WtDT8pf5yhLZbxGqcScU+85cvhtNNgzBj46KNYhy4icVa4vSJsrBU7oG3bJEQjIpLelBgnUJcucOGFvr1izRq/XPGf/wynnOIn7EXz2c7+jOI1Dm+2iHu4lq/oF37RrFlw+OEwciS8+qqfsCciKa9wS/hOly1zXfSVakREJG6UGCeJme+C+PWvfSfEypUwcWL1vwsXlA3leu5hAF9xMJ/we/7AYgZXrSTPmwejR/uHT5umHmSRFLdja1nYWKtWSQhERESUGKeKbt3gscfgs8+ir4Ec7DMO5jZ+z1AW048VjGMGk7iPO/kNf+Ni3ljak09/ei8beg/D/fkvUFoa/z+EiNRZ4bbysLGWrfWjWUQkGZolOwCpar/94KWXYP58uO46+OCDmu9ZSV9W0jfyyfWw73XLmPb6Hznq37fFNlgRabAdEXqMW7ZRG4WISDKoLJGifvADeP99eOEFOPjghj3rSwZyytzrWPTkp7EJTkRiJtJyba3a13IJGxERiSklxinMDM46Cz75BD7/3C9bfOih9XvWDlpz2sRerFgR2xhFpGEKd1rYWMsO1czGFRGRuFFi3EgMGgQ33uhXZPvuO3jgATj2WL8UXG2tL2nPySOLyc+PW5giUkc7doW3TSgxFhFJDvUYN0K9esEVV/hj0yb4+GNYu9Yf69YFXq+pYOn8zWyo6FTl3q9XN+e00+Cdd6BNm+TEL5IsZnYqcD+Qyf+3d+/BcZXnHce/jyTL1sWWb8J2fIOCA6GNuYyJ02CoYUgGEoJhSsBJHNyUhDCBGDeENmVocNp4hlJCOiU0DAEmkALGQxIwDCRxQi5cBmwD5mYgGALYAt+wZVuSJVnS0z/es9nV3iRZ2j2r1e8z8845+56zZ5899r776Oz7vgduc/fr0rZfClwGdAMtwCXuvina9q/AxdG2Ze7+q6GIqbUjs9tE/WG1Q3FoEREZICXGw9ykSXDGGdm2VND0n7/kE98+hXeZ3WvL88/DeefBI4/knz9ZpJyYWSVwM/BJYCuw3szWJBLfyD3ufku0/znAjcCZZnYssBj4a+BDwG/M7MPunjmlxAC4Q+vBzMS47rC6wRxWREQOkbpSlLHpyz/Hr6YsZSIfZGx77DG46CLdB0RGlI8Bm939LXfvBFYBvSZHdPd9KQ/r4C/ThC8CVrl7h7v/GdgcHW9QOjqg23t3pRhFJ9WNuuudiEgcYk2MzWymmf3OzDaZ2StmdkWWfczM/sfMNpvZi2Z2YhyxDkujR3PMNefzCJ+mlsyh76tXwxVX6B4gMmJMB7akPN4a1fViZpeZ2ZvA9cCygTw3ev4lZrbBzDbs3Lkzb0DZZqSooxUmTMj7PBERKYy4u1J0AVe6+3NmNhZ41szWpv20eRYwJyrzgR9FS+mPiy9m/sqV3L/tfD7LQ3Sn/ZP/8IehjB8fblk9dWpyWVcXrignintyfdSocHeusWMzy5gxyX1Tn+MeBgtOnhxeY8KEgQ0eTNfRAU1NoU91ZWWIN7XU1iaP390NbW0hEWlrS66PHg3Tp4eYLHNygKwOHoR9+6CzM6x3dibLwYPQ1RXOQU1NZqkq8CfOHQ4cgP37Q4z794eYRo3KXrq6YM8e2L07c7l/f9je3Z271NaGW5yXE3e/GbjZzL4AXAMsHeDzbwVuBZg3b57n27elJbOujtbwgRQRkaKLNTF29/eB96P1/Wb2KuEqTGpivAi4y90deNrMxpvZtOi50peaGrjqKs668kru4B9ZSvYsprk5lNdfL15olZXQ2AiHHRZKY2MIt7o6JKzV1cliFgYWbt0KW7aEZR8X44BwvO7ukLTmk0iQp0+HGTNCqakJr7FjR++yZ8+hv+eqqvBePEqX3JPrEJLVxHsfPbp3Mcv+x0ZPT0j09+8PpXtQvV4HZpgN4GwCZqY8nhHV5bKK8If4oTy3X7LOYUyLrhiLiMQk7ivGf2FmhwMnAM+kbcr1E2avxNjMLgEuAZg1a1ahwhyevvY1uO46Ltr5U7YzhX/mv+KOCAgJ3LZtoRTKgQP926+jA956K5RC6urqO47h1LWlmEn4EFgPzDGzIwhJ7WLgC6k7mNkcd38jevgZILG+BrjHzG4kDL6bA6wbbEC5u1LMzNwgIiIFVxKD78ysHvgZsDxt8Eu/ufut7j7P3ec1NjYObYDDXV0dXHklAN/iBr7J92MOSMrFcEqM3b0LuBz4FfAqsNrdXzGzf49moAC4PBrvsBH4JlE3Cnd/BVhN+DXrl8Blg52RAqBlX+bo13pa1JVCRCQmsV8xNrNRhKT4bnf/eZZdCvIT5ojz9a/D9ddju3dzA99iNu/wfyzh3Zqj2dnRoNkp5JAMp8QYwN0fAR5Jq/tOynrGAOCUbSuBlUMZT+uuA4TJL5LqKtpDXxoRESm6WBNjMzPgduBVd78xx25rCFdxVhEG3e1V/+JDMHYsLF8O3/kOBizjJpZxE3RX0/3Wm+waM4Pt20O3hsTy4MEweK2iIvRvTV3v7Ez2aU0vHR3JfdOf29mZ7Le775B+G0gyC4MEp08P662tvUtqNwqzMFCstjY5MK+mJgx+2ro1+0/a+TQ0hAF2qf2gR40Ky8pKaG8Pr9/WFpaJ4nmHYg2N0aPDP/e4cWFZXR3+LbMVs9CddeLE5DKx3tAQ+kRXVYX3lK0UejBhuWvd2UpGYlx9MJ5gREQk9ivGJwNfAl6KfroEuBqYBRBNtP8I8GnCvKFtwJdjiLM8fOMbcMMNvTPSzk4qV/wbU378Y6ZMqWLu3OKFc+BA78FtH3yQnN2hoyNztofJk5MD42bOhGnTQjKaS2JQWmVlSGJzzTrhHk5JU1NIkrduDesdHb0HByYGCE6efGgJoXt4HwmJeMySA/IOHkz2M06cg9R+x+l/oCSWY8b0ToRleGjZmdkJvn5MHx3RRUSkYOKeleIJIO8kWdFsFJcVJ6IyN348LFsG3/te7/qf/ASefhquvx7OPrv/85YNUk0NzJoVSiFUVIQp5fpiFq6ONjTAsccWJpbE6/SVtFZVhfMiI0PrB5kjLetq1K9JRCQuJTH4Topo+fLs2eJrr8E558Dpp8OzzxY/LpERqGVPZreJutoi9LcREZGslBiPNJMmwVVX5d7++9/DvHmwZAm8807RwhIZiVqbMxPj+rExBCIiIoAS45Hpmmvg8svz73P33XD00bB4MTz44PCaXFdkmGjdlzmtR93YyhgiERERUGI8MlVUwE03wbp1cOqpuffr6ID77oNzzw3TP3zlK/Db3w6/ObpESlTL/sxuE/UNSoxFROKixHgkO+mk0HXigQfgwx/Ov29zM9x+O5xxRpgWYtkyWLMGdu0qSqgi5Sjrne/G55lqRURECkqJ8UhnBosWwcsvw803h7nI+rJtW7jivGhRmL/sIx+Br34V7rwTNm8uzmS9ImWg9UDmDDB1E0fHEImIiED88xhLqRg1Ktwd74tfDNO23XIL7N7dv+e+9loot90WHjc2whFHhMmGE5MOJ5azZiXvyCEywrUcyOw2UT95TAyRiIgIKDGWdA0NsHIlXHstrF0L994buloM5NZwO3eGsm5d9u1Tp8KCBaF/8ymnwEc/Gu7CITLCtHZkdpuoa6yNIRIREQElxpJLdTV85jOhtLXBQw+FJPnRR8Pt2AZj2za4//5QICTjn/hESJKPOw6OOgoOP1y3cJOy13Iw8/+4EmMRkfgoMZa+1dbChReG0twMDz8Mjz8OTz4Jr7wy+OPv3RsS7kcfTdZVVMDs2SFJTpTZs5PdMqZODfuIDGOtXZn9ieunaSJjEZG4KDGWgRk/Ptz8Y8mS8Hj3bnjqKXjiiZAor1s3+CvKAD098Oc/h7J2beb2qqrQVznRd/mII2DOnDC7xpw5oZ+z+jFLKXOntSfz/t9108bFEIyIiIASYxmsiRPh7LNDgZAUb9kSytatvZdbtsCmTUOTOHd1hTvz5bo7X0NDSJDnzAmzZhx/fCgzZihhltLQ1kYLmbdnr2/MTJZFRKQ4lBjL0KquhiOPDCWb9nZYvz50xfjjH8PV5v37hz6OvXthw4ZQUk2cmEySjzsOTjwxJM4a/CdF1r1rD+3MyKivqdUfbiIicVFiLMU1ZkwYZHfKKXD11eHK74svhkR548YwD/LmzWGAXiHs3g2PPRZKwrhx8PGPw8knh0GA8+fDWPXzlMJq27Yvo67W2qio0OA7EZG4KDGWeFVVhau2J57Yu76lBd58M5kov/lm764Zzc1DF8O+ffDrX4cCYVDf3LnhzoBTp8KkSeHGJ6nLiROhpibM/6yuGXIIWt7LTIzrq9oBJcYiInFRYiylqb4+dHU47rjs21takonyu+/CG2/0Lu3th/7aPT3h6vXGjX3vaxaugtfUJJejRyeT5dSk2SyUhgaYMCFZJk5MrldWhjsH9vSEklh3D8ceNy57qUr7KLsn70CYeozEMrE+alSIV4qudUfm3OB1VR0xRCIiIglKjGV4qq+HY44JJV1PDzQ1hQT5tddCV42NG8PywIGhjcM9HHOojztQFRW9k+GBmDQpDEqcMSM500diSrzUvtfpST6E7aedNrjYR6iW7VkS4+qDMUQiIiIJSoyl/FRUhCncZs6E009P1nd3h2Q5cTX4uefg6acLM/iv2Hp6Dv25H3wQygsvDPy5tbUDuyui/EVrc2YSXD+mK4ZIREQkQYmxjByVlcmrzIsXh7ru7nCTkqeeCvMwP/UUvPVWvHHKiNB65t/DD3rX1R05NZ5gREQEUGIsI11lZRhoN3cuXHppqNu2LVxJfvdd2LUrXE1NLBPre/eGfswH9dO3HJqWlsy6et0OWkQkVkqMRdJNnQrnntu/fbu6oKMj9DFubw/LjpQBVOl9fru6wowae/aEqeNSl83NYf+KitCHt6IiuW4GbW1hBo1sJVff4kRf4NRjpR6zvX1w3TA0I8chy9YDpa6u+HGIiEiSEmORwaiqCiXOjCYx0wQkE97+JqxdXeEKeVNTmOUjUZqawpXxhNTEO3V9zJjBxz9CzZwJF1wQrhy3toZy1FFxRyUiMrIpMRYZ7ioqDv25VVXJWSjmzx+6mKRPCxeGIiIipWMQ36giIiIiIuVDibGIiIiICEqMRUREREQAJcYiIiIiIoASYxERERERQImxiIiIiAigxFhEREREBFBiLCIiIiICKDEWEREREQGUGIuIiIiIAGDuHncMQ87MdgLvRA8nA7tiDCed4smtlGIBxZPPQGKZ7e6NhQymVKkt6rdSigUUTz6lFAv0P54R2w7JwJRlYpzKzDa4+7y440hQPLmVUiygePIppViGi1I7Z6UUTynFAoonn1KKBUovHhn+1JVCRERERAQlxiIiIiIiwMhIjG+NO4A0iie3UooFFE8+pRTLcFFq56yU4imlWEDx5FNKsUDpxSPDXNn3MRYRERER6Y+RcMVYRERERKRPSoxFRERERCjzxNjMzjSz181ss5l9uwTiedvMXjKzjWa2IYbXv8PMdpjZyyl1E81srZm9ES0nxBjLCjNris7PRjP7dDFiiV57ppn9zsw2mdkrZnZFVF/085MnlljOj5mNMbN1ZvZCFM93o/ojzOyZ6PN1n5lVFyOe4aiU2iK1Q/2KJ67PWsm0Q33Eo7ZIylbZ9jE2s0rgT8Anga3AeuDz7r4pxpjeBua5eyyTo5vZqUALcJe7/01Udz2w292vi76wJ7j7v8QUywqgxd1vKPTrZ4lnGjDN3Z8zs7HAs8C5wD9Q5POTJ5YLiOH8mJkBde7eYmajgCeAK4BvAj9391Vmdgvwgrv/qJixDQel1hapHepXPCuI57NWMu1QH/GoLZKyVc5XjD8GbHb3t9y9E1gFLIo5pli5+x+B3WnVi4A7o/U7CY1eXLHExt3fd/fnovX9wKvAdGI4P3liiYUHLdHDUVFx4HTg/qi+aP93hiG1RSlKqR3KE08sSqkd6iOeWKgtkmIo58R4OrAl5fFWYvxARxz4tZk9a2aXxBxLwhR3fz9a3wZMiTMY4HIzezH6ebNoP6emMrPDgROAZ4j5/KTFAjGdHzOrNLONwA5gLfAm0OzuXdEupfD5KlWl1hapHeqfWNuiUmqHssQDaoukTJVzYlyKFrj7icBZwGXRT3glw0O/mjj71vwIOBI4Hngf+H6xAzCzeuBnwHJ335e6rdjnJ0sssZ0fd+929+OBGYQroMcU67VlyKkd6lusbVEptUM54lFbJGWrnBPjJmBmyuMZUV1s3L0pWu4AfkH4UMdte9SPLNGfbEdcgbj79qjR6wF+TJHPT9Rn7WfA3e7+86g6lvOTLZa4z08UQzPwO+BvgfFmVhVtiv3zVcJKqi1SO9S3OD9rpdQO5YpHbZGUs3JOjNcDc6LRqtXAYmBNXMGYWV00eAEzqwM+Bbyc/1lFsQZYGq0vBR6MK5BEwx85jyKen2hQx+3Aq+5+Y8qmop+fXLHEdX7MrNHMxkfrNYRBZK8SvpTOj3aL9f9OiSuZtkjtUP/E+FkrmXYoXzxqi6Scle2sFADRFDL/DVQCd7j7yhhj+SvC1RmAKuCeYsdjZvcCC4HJwHbgWuABYDUwC3gHuMDdCz4QJUcsCwk/zTnwNvC1lH51hY5nAfA48BLQE1VfTehPV9TzkyeWzxPD+TGzuYQBLZWEP6ZXu/u/R/+nVwETgeeBJe7eUeh4hqNSaYvUDvU7noXE81krmXaoj3jUFknZKuvEWERERESkv8q5K4WIiIiISL8pMRYRERERQYmxiIiIiAigxFhEREREBFBiLCIiIiICKDGWEcLMVpiZm9nCuGMRkZFLbZFIaVNiLP0SNeR9lYVxxyki5U1tkYgUUlXfu4j08t08294uVhAiMuKpLRKRIafEWAbE3VfEHYOIiNoiESkEdaWQgkjtR2dmS83seTM7YGY7zOwOM5ua43lzzOwuM2sys04zey96PCfH/pVmdqmZPWlme6PX2Gxmt+V5zvlmts7M2sxst5mtMrPpQ/n+RaQ0qC0SkYHQFWMptH8CPgXcB/wSWAB8GVhoZvPdfWdiRzM7CfgNMBZYA2wCjgGWAIvM7Ax3X5+yfzXwMPBJYAtwD7APOBw4D3gCeCMtnq8D50TH/wMwH7gQOM7Mjnf3jqF88yJ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+os.environ['CUDA_VISIBLE_DEVICES'] = "0,1,2,3" import torch import torch.nn as nn import torch.optim as optim @@ -8,7 +10,10 @@ from data_loader import get_loader from models import VqaModel - +if torch.cuda.is_available() : + print("cuda is True") +else : + print("cuda is False") device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') @@ -36,14 +41,19 @@ def main(args): ans_vocab_size=ans_vocab_size, word_embed_size=args.word_embed_size, num_layers=args.num_layers, - hidden_size=args.hidden_size).to(device) + hidden_size=args.hidden_size) + + if torch.cuda.device_count() > 1: + model = nn.DataParallel(model) + model.to(device) + criterion = nn.CrossEntropyLoss() - params = list(model.img_encoder.fc.parameters()) \ - + list(model.qst_encoder.parameters()) \ - + list(model.fc1.parameters()) \ - + list(model.fc2.parameters()) + params = list(model.module.img_encoder.fc.parameters()) \ + + list(model.module.qst_encoder.parameters()) \ + + list(model.module.fc1.parameters()) \ + + list(model.module.fc2.parameters()) optimizer = optim.Adam(params, lr=args.learning_rate) scheduler = lr_scheduler.StepLR(optimizer, step_size=args.step_size, gamma=args.gamma) diff --git a/tutorials/peek_datasets.ipynb b/tutorials/peek_datasets.ipynb index e84b761..252890b 100644 --- a/tutorials/peek_datasets.ipynb +++ b/tutorials/peek_datasets.ipynb @@ -42,25 +42,25 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "idx = 0" + "idx = 10" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "dict_keys(['image_path', 'question_tokens', 'all_answers', 'question_id', 'valid_answers', 'question_str', 'image_name'])" + "dict_keys(['image_name', 'image_path', 'question_id', 'question_str', 'question_tokens', 'all_answers', 'valid_answers'])" ] }, - "execution_count": 5, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -71,46 +71,40 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'all_answers': ['net',\n", - " 'net',\n", - " 'net',\n", - " 'netting',\n", - " 'net',\n", - " 'net',\n", - " 'mesh',\n", - " 'net',\n", - " 'net',\n", - " 'net'],\n", - " 'image_name': 'COCO_train2014_000000458752',\n", - " 'image_path': '/run/media/hoosiki/WareHouse3/mtb/datasets/VQA/Resized_Images/train2014/COCO_train2014_000000458752.jpg',\n", - " 'question_id': 458752000,\n", - " 'question_str': 'What is this photo taken looking through?',\n", - " 'question_tokens': ['what',\n", - " 'is',\n", - " 'this',\n", - " 'photo',\n", - " 'taken',\n", - " 'looking',\n", - " 'through',\n", - " '?'],\n", - " 'valid_answers': ['net',\n", - " 'net',\n", - " 'net',\n", - " 'net',\n", - " 'net',\n", - " 'mesh',\n", - " 'net',\n", - " 'net',\n", - " 'net']}" + "{'image_name': 'COCO_train2014_000000393221',\n", + " 'image_path': '/data/basic_vqa/datasets/Resized_Images/train2014/COCO_train2014_000000393221.jpg',\n", + " 'question_id': 393221000,\n", + " 'question_str': 'Is the sky blue?',\n", + " 'question_tokens': ['is', 'the', 'sky', 'blue', '?'],\n", + " 'all_answers': ['yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes'],\n", + " 'valid_answers': ['yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes',\n", + " 'yes']}" ] }, - "execution_count": 6, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -121,12 +115,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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Ei/PmUatJu93G2oCjoyNOz8+Ioghj8qEhFc7Hv2/SptPKtRXruGL+q5e93XhZte4zcVqL/VmQzxLc1oVLIQ7Uua/1O6S6Sk2Gb+qPYBdKpF3bGUwXuMbAEgpBB1GcS0Hg8PCQRhgB8PD4EXGS0Gq1ieOkSFfiI5W81m/T/H22R6MFqO+wz9a1zZh+n7o8YPb7hrDORF5Wt1Xh0nACsHsCsFr68vcuCcAqZW9DAIo5WYs6yQlIEddPPYdIiuBIkoQwDLl69So2sIxGI4bDIeAdjPpjxoIXCfwBY59R9m2rdllavZXy36TPtuUANH9m7zrxvgjmHbzaBJbhvg5cCk4AFnfCU05gNqgARRlS+Zj/ylctf6gUyZ1MKBJYDg8PaTVbjMYx9+4/wKlibUiSOkRsZbZWt77MU05gjfFUgxV0it/0nEAVllXmIsJXpagXHQ5eE79sd8Gp9x6juddgqHEG+THSTA+YcQMpqglRM+LgylWwlv6gz/379xERbBAUB4uq3ES+vVVd/S6i3stglXbZpOxNw6vtXu2LWX+rQF6/6t+q6TaFS8sJ7GLAzMpnWf6rrCqrpl06sCpKt1Wgyv4qiiPNN+sqOwElJ6DqZX9r/LFh8KcEUWV/f49Wq4VzjqOjY1otzxEYIxgTVLiU3NeQTNlyXCTsqv+X5bv2eDMyVf2pjdkFWS3S4UxO+mWczTJYtW6XhgjAk1+BF4U/jlVu7fwFskPBADgk28wziEBgDIk6f0lFmiKkNMKATqfJ3l4H5xyPHp2SJCmD4ZAgaAAGpw7EFjYTdcMej0exd3AZ22XFsp807hdZ9jrpL404sImC6XGFb5v3prAKZ1ErG0EzmT23FjQiWGswOJxLEOPY22vT7ewRJylHj45JXEqSpARBgAlKXUCu8Cr5jExZuER2nonbBbbLrPwverxcJGxb9rrpLxUnAJt2zuqKml0qmdYNn4bl4sCiclQypl18XlrI/t6qL02cl/Ot8e7DNCawhkYjxFihPxgwHo8RDEEQ4hDCMCQeJ6h6ApCLLDkHICL5ZQvbtcuS5llnlb7IPptSvlX1LzPxWiD/C4WV9+y0ywnZJuLAsnSXighcJm5g13lvAksHgYBmrkGkMAHIVmxVEIcAaZJgJCVqhOzttdnrtonjMaenp4DgVImaEePxmDAMSw5AJNttEJAq07i6k9HH1S6bxNskPG+OebBw52MN3d3j5AYuCRFY7MJ5KvZU+MWwghfPDazHCUy+F79rBMCDMQYrIerG3g+9Ubp7Xa5dvUqn3eKduyecn58DhjRJCRsNnDrG4xinICY/mprxFhm3UY7yuopr7XbZISdQ/f24F4ddwzJuYF1cVol/aXQCOVwWbuAyy5HFqpQvLVIxRBGySerDrLEYY2lEDfb292i3mgz65xw/Os52DxxOldQpjUZEkngfA1kBeYGUs/bytcvjFAceJzwubmBrTkBEXgfOgBRIVPW7ROQq8L8B78d7F/qRdT0Or74S1Naj4jkr+azBUuXQpo8Szy971nm94rxiJXzXw6beLlL58w9BvCigDuccNhDCMKDVjui0O6gKD44ecXbew5g2SZIgxniRIIpIkiHGmmy7Kuc0Ms8VE7WZ3hpbrd22PIe3EazLWUx+q4VvrBTYrO5L23XmNz8iy9Oe83PYlTjwb6rqg8rvnwB+VVV/UkR+Ivv9F+Yl9uKnzd7nU/XZ4VKuXHPzn+7MYjWt7MtOHSWezmniWcLctGtQ8EW4zcJFpFkYAlnxeoEAl+3oO5wmJImj2WrQ6XYJW20G4xFHZ0NiDbw/AtsosB2NE0wQFKcIpaLFKg47mWob5MSn/lx+nfzEuce16r0cysNPy8fTJIhILf2M3BdnsMwc0s5Pr1pXOk41W75DU8V15gZu4TmChZrIIu7FwA8Dfyt7/1vAH18l0SbUeh3YJv9Li5tUJmiV9hghCC2gNKOI/f19kiTl5OSU0WiMWUI4l5e92uS6iHZbRNS3zfuywGrtNn2IPA+TbHXI9QiL8tsFEVDgV0TkN0XkM9m3mxWPw+8CNycTSeXegWTUuzDZbNYgWTf/i5Ybt9FTmMpZAd+Z9c4Pw5C9vX1arTbD0cjbBaTJypNzk3bZts2rA3fZ32R5q5a9KSzLaRdlzce9WreZhttlmEy34zzYhTjwKVV9W0SeAf6RiPx+NVBVVWSaJ6neO9C58nxpgr32wFmuMV042ObE3WSyr7pCrYvnvHj5VaKly4+s8wvzU28evL+/j3OOXq/PoD/E2AAqXoPWxWcZMdj1dfLr4rZO2YvynRNjIbe/ajmrpJuNe0kAClog0z0pUm2LxSLB1pyAqr6dPe8BPwd8N3BXRJ7NkH8WuLdKXo97sCyK+zhw2yT/4ll8pzIoSzZQ1WGtPykYRg3Oej3Oz3qARSR3HbY+PvXBuB4HsOs+nVz51+XgNoILIgCL8qnnWSEA2VNqeJU3Rvs/H8csuJp82xuIOoDJLiTtAD8A/CXg7wN/GvjJ7PnzS3LaauCswwmsk/8uuIF1B8WqKy7irflyEcAPBr/6C/7AULfbptPpkCQJp6en9IcDbBAUlGOZQ5LF7QbVGbEQ1yX1WiV8Wdx1OJVtwFd7vXZbK/+lbT4Lofx1esX3Xb2Y4G8rDtwEfi5DNAD+V1X9hyLyWeBnReTPAG8AP7Jqho97xX2c11xvi1stjMohHryWuDTuVcIwYG+viw0M5/0+vV6fNFWCMNs/cLqUrV2E2zp4T6ddFr49IVgF78sOy8fbxHve7lkbVwn1orpvRQRU9evAd8z4/hD4vm3yXnd13zT/bSfrsvBlR0MX4bNwoHtTAILAkMYxKhCEBpfGCEq706K718WpcnZ+zmgc+1OCYgvb/03aeFWRadvwRe22CdGYzHNVnGYkWKuciyI8hThQvGu2tamIybYIRTCmFAnmwSUxG57uzHmNNx2+3YUPq7B3u4bV67YoTMH5m2dc9tsYwSVKEFj2ul2iZoOTszPOz3uo+uvGnPpDMCa7sWYTPNet3yTufo5s5xhkU0KwSt4LYdpmand5r5RXPc+q+ZX3CJdNfsrJv0wsvTREAB7f6n8RaS86fEaKwr9FYC1GFJzDGqHTbdPN/AUcHx8zGo88AUBI/MGAHRC+9dn2JxG++7QbUIENYBGRExFyIyAp/p9QCELGBSxfJC8NEdhU3l61H+fmv0IG2+oCdhU+WW9r/GlBYwyCQzWl0Qg4ONij3W5xcnrK6ekpaaqEQQOX5vtJuTZh/mq8ygTZps+8RLJp+sWi0yqwaVrPxCzmYnZFmCbfi9/VFb5yqttkh75EvL6o+nsRXA4iUJuT6w6M9cSBmfmvmP5JEoOpMMVvCDqHGEU19VxAp8Pe3h6qKUfHD0nTBGsbZGYD2CDMLh1JMTtaZdet14Q7go3aZVfiwPrEYDuT5nU4m6m4kttfaLnii3guEMkmPRkRqPxeYghwOYhABpsNhi3z/wYgADPjSUYEKidyGmHA/sE+YSPg9MxzAdZabBCQqIKxGBOQOhB1bMcJrLYaz+uzUpG9GwKwCWySj5+CFwPL6uffJggAJZdgbOYVUrxOwNgJDmIOXAoikCNe/F5jYKzLCUzl7z9slvZJcgMVadAag4il1W6x1+0Qx2MePHiAc44gbGSKw5wAOBRTiBCr1nVOjI3qxQyru/XSz//9OLiBzcnO6pzA7AWrTgAkFwmyOKbGHVCGLyEE/8r5E9g2/4vEbdfcgABGDNZagjCg1WzSajUZjUY8evSIMAgwYnCpQ7IrreM43tg//TJ8Nq3XrsIvOwFYBaoTdt57GbdcQCcn+6oEAC4JJ0DtiOSCDpXsPylXwrV6pSIC5MmcTAfn4VNKoCJ51TZrIoNK2mr6PE1eL2/s4yq5SPG1Wvc8RjW9ZsU23RlBI8Q55erhFW7dvMnZWZ877z5ETItEQzQ13iWWE1QcYRhUVuHNhrTiPRtP5jKvz8puy8JN5R2m2lJqTTrdbrXsi8KreCyrwSw8ZV7IRDyzcqvNIk5pcd6jmot3EVe17PX6morGHz9ebKYJ9K7hTbbiZ8pAU074Qt+jwJL7Cy4JEaA2QWvPZfEWxV05vX9UBxsiUw41Z+O2ILySvjqBpdJB5XyccxIkz6+St4+pBAG4dIwNGnS6HYIg4LzXYzgc+bsDVEpfgVl5hQ35LrgBmfNcFm9ePTOYnPRT7TYVd7KcZfWaHz6vnFrqFdttkghUN/XKZ7UfSkJUrvB5XmChZPPJdgAmxYKJclfxzXCpxIFdNf5F5L8tbvMGcOm4Upipxp3HEAHGhqSp0m632dvbZzQec3py5l2EmRkrmxSlLsR1JahwRQujPaY+26V4c5Hgu1uKH+UEzmV5qUxsym+sdpR6E7g0nMCmcuG6VHn6fZr6T1LS+eVNN/7k++JjtXUPvv7/en2kDKqnRXDOETVbXLl6jUYj4t6D+/R7/YJzEDJOILsvIM+7WD03pAXlgrtpny3Jf8agXlTWepNg98R8Ubx6n1XKFxDx7r+KNaCY9PlqXyr9AO/8Fe9GvrQBmE0IFo3hSbg0RCCHTQbWOhRwapJSH5SrEoBJFm5m3svSV8UB6gSgFjc3Usvyyy8iTRzcvHGNw8Mr9IcDjo6OiV2CtaFXRchkrlUCsNyIZB5M2sxt1meLy1jW7tstCo+XEOTvJWdelfXzie5/25wLyPwDFiKBkHEE5eSf5Agmy11VHLhUROBxEwD/rDrVnW5MrSj2pvNZPlAXphcpPQbjJ7fv78nVY2LSqR8QQRhy5eo1jA04evguZ70eYizG2sxJaKZ+klKZKGRWZvObaSnM5U4eMwHYjA1+PARgVho/1hz51C/t+zPFn0ims1EEU4gFuYlwLirkec4TC+pl+uc3hGJwHco+j/JtUhast2c9zdYuxmXh71p6KR75SjslGgiAg2xw7B0c0uy0Oev1ePjoBFUhaDRQFcTkl4hW09Yz25QQVJiMmfVa3mfre+dZhzNYDo+PEMxsiwkMRHKjn+wv5w6MFtyCtwDMjotPEIJqOfNwW4TzpVIMwmYry0Xkv0nZ64ZP3vYrOd9HfQJ79jFzGFLhFvb2DrA25KzXpzfoY2zoRQEUY+xk6cXo26TdFsGT6LN1JsBlgALH2ledQQCyv+w4sKG+nbjKqr9uu2zMCYjIh/F3C+TwAeC/Ag6B/xi4n33/i6r6i4szm925OUyy1PPCZ4UtWzWMzPafPyuveWWsEj6z86oOoyVjAytJA2NwzhE2As5Pz+h0OoSh5fT0lBdeeIFn3/Mct2/f5t0797BBA4xhHCeImKxNMnJRjK5K5jO4w1UnkZDtamxYb1i/z6rvs1yCP04CsKmPCM/q19l4m4kAuQ6gVBhWCEJ+5+QCnESWuUqfDxsTAVX9CvCxDAELvI33MfhjwF9T1b+yem6z5ZoidENZZyVZiRms8pyy14V5gzt/Zt79S3asCPeYiQipi7EJNJtN0jQmTcZ0Ox329/Y47w8YxQkq3mw4m56ZgVE2oKrihs6vzzqr6SxxYFHdd9Vnq+C5DP8trzSYC6uPW4rJ7wkBlC1aTv5cX1CmX6/MRd6dJmFXOoHvA76mqm9cJEVeLmsuZj0fN27Lw73HX80nPf5ZbgZ4S6/xeMzeXod+r8d4POK9732Wvb0ud4+O6Q+H3t7MZheJ4hAxFW5gRjtQZwQ2apcVk8zus3oGyyb5tuLERcEqhGjy3VY4MpFcHCh3AIRSPCjEBSkJep7dJOe8TbvsSifwo8Dfqfz+cRH5PRH5myJyZVli3y6zK7JsUOS/J2XEyfjzwxbgtbRhV8dtVtnZspC7Bs1+m1wthFNHaAOcc4XpZzuKuHn9BuIcR49OGIzGZdoMp6IcmcZNakUvtk2f3y6LacDyPput2Z41sDfBbxnui8OXl7HKWJv9l7HtAsZQ/25KIpETgNJwKFcIzm+nbWBrIiAiDeDfBf737NNfBz6IFxXuAH91Trri8pF4dO7toM30HmgWt3jOa4BFjV8ps/YuGfldlG6VTl2G26KyCy8/Um7jkQ0E55QwbCCiDIdDjIHr16/TarU4OXlE77xPEqdemhTj8zKes9DKajt70C7GbeFfhuCydpvfLovLWobLtrBsrCyr/7J2m5cHSIlw2AIAACAASURBVDb5y/CqJaAt+muCQFxwu+xCHPi3gd9S1bsA+RNARP4G8AuzElUvH9m7/qLmSo3a3YALvO2u8740/Q64gVVxmAzXfFKpw9Pk3KxXMq9BQiMMieOYw70u169fZzjsc3R0ROxSfwW5MYW9geS30CnedFjnlb0+7jmsqxNYlPey91VxWgeW5bNuOevVwT9Nbi0gYGwWD8g7rGo6PCuveUR3E9gFEfg0FVFARJ6tXEH2J4AvLMtAKDW+uRyc5VX7nX+bfF/UCcvcX+9ST7Q2Acje62bL5UEiESFNU8IwJE1jDg4OaLeb3Lt7l975Oda2CuMSR85qeuIxefipXnblxuEVcd8GZvfZsvDV+/RJwqq4F8/8L5/kGS9u8y1cqu2TeQzKFwopAmZyBpu2yy4uH/l+4M9WPv9lEfkYvgavT4TNz6vCumr2L4eZrqIzbXflMfFen2RZcGU3oMJ+7xhWmUTepDibqxlOgpaXiWQreZIkNKOQRhTR6XRQ4Oj4mMSl2DBf9RXFFa0mlPlO4zYHH6bbbXElV4k0q+y60XG1H2cSzmp4/l7r0UoN5lpG1WFR/WRJ+CRuCjU3bflqXkxalOoZkdohdDF45WDeZxPnDCuswKwaV9srT7sJIdj23oEecG3i25/aLDP/mGRzVBWVsoKT4oICmHr/14+XVhqKcgWuUuZFI3oRVV+lwRcRBFtZjb0pcJpphh3gEIFxEjMcOZ5/3wt0rl/n9jt3OB4lNFtdTJJW2iojBq7YIERmrPb5n2N6r3+d4bOMBiy69koAi6lzeMhiN+gV5Krac/D10AoNIG+PvLB8kOQZLbiue9mWceXYJxRtXz0LoCVRF28JkisBQbEmv/Zd8N4FqjqWifGSj7NirC6W/Te9V+HSmA3DclYR8QNbM6rvB7POHLyLbf43x+3CYM7AVFWazSbNVovRaEi/30cVjAlwxDPxXKRXKcIvuj5LYBVbgfmJZ6WvLBxb4rYWFFx6hd0viG3J4RbRJ+T4eUq9XestFsGlIQK5ciSHWh1zLiFntrQelq7Q7fOJwfLG3ET5uEoczZYqEUdpMVayhKpKEAQcHh7SjCKOT87o9XpYG8y0eskn+CJOZVXXYhdL9GpWClPlzSbr9fQzhscUESiYgHV4/GWQy+eUIlxtUlfwyIlAdaLnuq9ZxCDndNfVLW0Ll4IIzKKG8yo62UiqmnnOnZ3vorzK9/XEgcn3RbBSPMn/K04RgAguTel0uxweHpIkCQ8fPiRJEhqNJuM4ZtLR1SwZcfJ3EWeS9dwU903SVmZpLg9nu5v4TZHFM3Yq54qaIZ+IuTggOQGY4Cg3xj1n33MRwJREoShfhNwQqCQCiwtexrlW85oXvilcCiIA0/bg8+Sbycp66rk4XTX99Pv6k3m3q2RVLvb/57bjxhgODg6IoogHR8ecnp4SRk0ajQanJ6dEjcYUTotwWwfvi+QECrk5++d945X6AMn85c+DTO1R6ohyYjK5kLB7TiCfy4UOoCIGQD6OK16BKXcBJuu0iCubqYtaEr4pXA4iIPUGqoqs5b11OaubJcnZKwSVcntx1mq4mMvIEJiH2oocyqrp64EFpkjhiL9cJrvdLp12u/AenKZKKwhQN1MaWGllLwauyPSoXCOvZbA4fak8M4bMaWYZ31qz8DBMmnqvSqrqrSmri/yFcwKlErCa3aQ+q9QJVOwAJojRKmNpUlG47XicBZeCCOQDAqhN9HIbLTegyWNXE3utch6/+pxUkuXfZr2vhOcs6rwFS127mLPg0svfh4eH2CDg5OSMXq9PFEUI3m14GIZrl1tXRC3fCrwobkAybscYwdiKpWit3PnYWWsxxpCmXtPumE3sLwKmZflqGJRcQJ3OVvUFixSDy2xiJnGpvj8RO4HdwWw2f5mCCyhWtXlcQK2UmRN3/YGzSqetBv6wj3OaTQqDqL9SrBE22N/fZzga+fsEE0fUbqKqJInD2hA0qeW2TKlUHXQXqUGv9k11cOZPY/yFKZ4DoDClLQQiWXwpClhEyqOzzqVFiPhVY6f1mYbCGoMSZ/CXg5RbkbmIU4oGFAvWJAHI22nxuJ31bXvCd0mIQN1icPK5SF+g6Mw0OUw21rqEYJNGXsbaFcQtdRhjUE0Bf6V4GqdYa7l69SrWet8B/X6fIPBd5RzZQFvv/Pgk4aqeLZiF2y4gX+ELtj0DawxRaGtcSTkpluc7itPirIkxBk0puIJVYBPdSJlGi2c+zPwpP63VocCv4Ag80TCV4zqz2nzR2Ml1DPPSf0OLA4iXC+u6gLLRq5O7vgeeiRLGzOUclq/Uuxn0m4gF1hpSlyACQeBNg51z7O/vc3BwwPHxMf3+MItrMcbiUn9RhZaL0FYiySrh68JkP1Q5A2MM1npxgHz1rG6jLZYEAN9u1X4rF5DdmhQvb7fsrzgRCMWuQEU08LhNiH0LJvvkmF0mCmwLl4II5DqBKktYNoQU37wyKLMOy/UEGS9Zbex5YsRspcr2jbmu7Fa8G8GljiCwWCOMxgmtRsj+/j5BEPDo0SNGozEingBIfsCoQi03Lpu65eS89KvUeRbMItzWWn9lmgUxqcdAMiu7Qifi/1s0la21OFfmm3McaZorCqXIa3p3YAUqw6J2qU7wcpWvvpfpitZYKe+cAMzvx9U5h3XgUhABmDdBy/e8cXLWMh9c1Rt2qnFm5bnOt23rsMqEdOqw1ngxIE1R5+ju7WVHhU8Yj8eoKtbagtvx898Wl08uKnvhYJsasOsPrHnxZhHinAsIggBrFKOuIPpV4p/nuAgDNQZVN6Ofq7/n7Q6sd/PSdLtkZtnF5JesblTYdUUKZqUUH3y6aXEgf19EAHKdwixxYPJ9Xbg0RGAe5IOnmPSVia7qHTgvUiNV5eZNbatXxXNRnrPCnXOEYYgxQjxKiKKQvW4X5xwPHjxARLDWuw5TBaeZu+pMqbZN2TknsEr6ZfVdJSzvR/+nmKlzDSsVm8cuJkbJccyKtTknkOM8+V5wLMXkzxWc+UStKEWL1IvH3SyiPalcFZGaZfkuuYFLQwRqrJRMUrzsm/omzkUCEP/NlY04uQotWq3yNLutxxoTMlsF0zRFDHS7XYIgoNfrMRgMaDQama8AKeprjC1Wk2Xc06JwZHn6Ves5C/K2nzXAJ/t33fxzJaPJHLGmzuGcw7ndcwLTuJTKy0kxwBgDmpZ1k4zkzJm8k79njdsqEciyXJp+XbgURECkalAxmyoWHKOWnQyAo9C4LiIAi8KWEYrV67Heipz7AkiShDAI6O51SV3K+fk51lrP7eTysoARC5lDUefS2uq5btmTNbsIcWDeQC77cDNwzmVWhT5PlzovTulsJdo2MN0us82vi/rl+j9ZLNLMznv6vRZ/xfTrwqUgAiDlBZpFXUrFYFXmm1pBDEjqw1zOIWjpkaA4aiIyk2VE6r4Lak0tE79ndOv04T+pi4JS++qf5fhBnfcd0Gq2iJptTk5OOD47p91uEycJ/qpysi09Vxl8Wr8evDLhil3syuqhOXs6gwDUsF+RzQ+TLqCoONS4yjNFxSHGb9+SKfCMmOxeBK/cdA6C0PtPTJOYIAgwYtA0Ow6m2c0Lqtk1bOUKHIeBPwqt3mNzYgSn5T0L1e1Pf/K3YpKsYDOOwWT9UVlSfBr8uFHJ7n/IbH4VCHWE0czKUQwGwYrx14MBSEBZen6su8zdVSxDa9zuVGvnB8okRxTRBpLVs5ZyS7q3EhEQkb8J/DHgnqp+W/btKv7egffjnYf8iKoei2/t/wH4o0Af+I9U9bcWF8DMC3k9TF/dXAWrYLMJ7jLFWeaXs7jwCfIb4EtOoMhdZ+0vV5u4WuYEkpUtzXkgM/Iq2UUhTRIajQbtdofheExvMABjSRU0u0BE88GQXUBSFF4jWFJ7VjX/+Xt9N2AzLidf7YwGgENFcLkkLOp9O4h3coIoxkoxUcARx0PEQWgsiMuu3gr8ZSlOi52fnLhW2ywnBiq+r506f4JUDGJyHVHeBv572S6VaueWxpmcnV/ykbPuvpUNaSFWmIygCkYNNtvvNxh/bwDGGwHVOEylGC8FA1RdcCYHzuQOgm/PKtMr1B2Y7ApWtTb5n4EfnPj2E8CvqurLwK9mv8H7HHw5+/sM3vHoxlBXKM36s8V7boVmrcm2o8xUmN+nLtPUFC+FjDdtzulhmSXb4npMfcOztp1Oh2azWewItNst4jjOiFVG6Rf0/bby+ybhaoaoHaMmBknApBmRMggWYxqIBqAGQ4AhwBJgNCCwAUFgcJqiKEHYQBESp6QIKhY1Ac6EONvA2QapBMQSEhPgkhiXJGiagksRlyI4jIAVMCgWMOpPmBr8UxRvkSkOTMbFSM69pChpwcmoSRHJ/xJEUpDUd4VM7AgUBLJoHZYR2ZL/yNMbCt5kSg+QESNxqCQb/82DlTgBVf2nIvL+ic8/DPzh7P1vAf8v8Bey7/+L+hH86yJyKHW/gzMaBOzUtVll2MJBKoJgim1DybkB9TTcAWjpxcYVyUoDk/lYZV1Z68/cISizZIHpHKR8Vr+B9ybcbDZptVo45xiNRl4/EEYZjnUOqMaVZCvyMrlyvtzoV8t1dQl5Uhf0AYOTPA/PznneyxJIiJMUUcWqIJmsZsWvpM6lJElCit8qBcHml6k6XzcVg8vEuzT783oSv3VKNqn9i/WcB+VuUSEYFXK691Kl1hWioUqpbC5ncXZmJRPsjQhO/JiRjPszhvq5h6JjtfKsNmR2MlQq41w9TtUupeBetRj7uQjp7SpWt4xcFbbRCdysTOx3gZvZ+3uBNyvx3sq+zScCIoTBbFTm2VPX03sXTp6VFJz6VUA1H0ya9Yt395RtKgFg8622KWKQe/vzaYtBkw061Yw+L+GlqqtDTbchgqpjf/8K1lrOz88Lrmc4HBKG4QTfMTEZq+aV+beJ98UEoi5OrEMMEEjtENS7OfeeEb3CUjCghjR2BMbSsAFWIBkNScZj38yBw1pHgJCkjniYkqSOsBHhEIxtZJ6THIrgVHBOCnY/cI7qJJPKnwqImxABaq+KE+cnNZk/SwUnmdFSTjdy5y6ZTJ7tx3jRRUxBAPKjwz5uXpKrlJgTqRyPMr5PU3qYzi0n8/ExyWWouHxZ2ynsRDGoqiqyZFmcABH5DF5coHPwTKYwmpU3pOl8VkayfyriqXzGBmi2IphssDs0u/pbCrkvy6B8ThGCuiUiVL2/VDOZW8eF72EY0mq1SJKEXq+HCSxBEDAYjGg2m7g0ZVIcqOoTyhVuXQJQVHhh3EXpU5vi3aQHGXH127VoJg4okKQ4N8aIYjSm1RD2ui2ef+4mH/zgTRCh11cenZzzxptv0R+MGcUpg/GYsca4nLEX4/UjuYIunZ7kfp3M2OtcWSNlWNmABq3MQ1Wpd3vRPHk+uXGQZ8fFBVMiZH0gVPcDp/ZgKMdUzt2VIp9f+SnCq6IplIRp17ANEbibs/ki8ixwL/v+NvB8Jd5z2bcaaOXegevv/ZDO3RYREFmMppBzAYrLJqjLtMvq/KT3bGLFA3H24qbUIlIhBmVnlUYpldNes1GewF/m/u5290jTlOFwSJqmOLw7sWazSZIkPq6UOxxT2uQFeS/7Xa5a88IXEIOc/kg28cVkTk0NBotFaISWeDBG4xjTgEbgaITQbTqudANuXdlnPI5pSkoyUM4evsvD4xOCZocw6mAkIFElyTk6AAsGixhbatmL9qgqAcuLXgVb4pxN5HzHhQz3Ok9RXgfnzzdk27RQrNSlnqpsRz8+SmvC6upf47jyvqwQY6lwHXnaqn6qCJvgInYF2xCBvw/8aeAns+fPV77/uIj8XeB7gJNF+gDIKeD8GbVcI1pOUFHNtt185xWOSDP2PWemypVdprOSUrPr2fb8mSt8KszlHNdms6DKhovA3t4e5+dnjEYjzwGMvBjQ7XY4OjomjKLqGlbPZ8G5iNVW883TAzga3qELAQYLar3mXMHikMRhiWk1Yb8TAkPOT+/z5oNH9I9f5/zu1xgMhgSNiOEo5a2vfoFRorz/pQ/T6VgSFYYJjNKExHkhTp1X6Gou+5H3Y3mLE+rjFhJBLq9VCKpoTvg94SqneLXCeV97haOXKzO2Xfx3kaAmApRdMjlRq2QmJ+j5r4KdKwlN8azGhWKvcMew6hbh38ErAa+LyFvAf42f/D8rIn8GeAP4kSz6L+K3B7+K3yL8seUlKGjVFXNR8pwVq2SZoDzSmW8tqQgm0w0IaU2KspmS0GW6AFsxNFKt3Hmgnv7nF0iqq+h8pXx3M5QCs45Bj8djvxeemUC32x3SNME5RxzHiAjtdhtVpdfrF3ELTmRKHJjgDGaIAYvDpsWB+dzYdLi4Jmfn59y4ekhgQh49OKIdNWk1I5LRAJIhTZvw3ptXcek5b77+Vd555zWcG+H6V+jdeZ3+YAAmoNne49ZhE2dCvu2Dz/G+D7zM57/8Cm/eucdhq8vJeY/BKKG7t0/qlMS26Q8GBLZBq9MijhPiJCGQEKxXEvvzFpYkKcdVfvaiETZQVeI4JXFKFDb8Kc4kxbls0mu2zYkg4rKVWYtDUHVz9LQ402KD+UoiqfRYofwzZFag/rdzqScIUh3nHoLKlmd+hF6d1jjT2o6ClNzLIlh1d+DTc4K+b0ZcBf7TVfJdBgV3J5PfZ5lR+lXfZYTDEwRBxHolISU9Vi2vA1dsbdKqlucU8rJU8QpAV4oGIlKZRrX61xrdOT+A8kntnCMIgkIXkCTJDPNmP9jyus8wkSpwm3xffSLPVgyumr4ZdmkctHGxMhgN6EYtmoFF4gFNE/PWW6/RacJeo0ccP6J//i6BDDBBTMiQVmBJJOHk9BGj3gnN9h7DRPncr/0Tfu+3P8vRaY/DK9d47zNXudKJOHp0Suz6jMcxQ2s52N9HgX7/HBDanQ4iwng8JjSBt1fQFHUpaZpgraURRRgRxr1TwrBB0zZQ47nBJHaZxWGAGOP1HepQUiDNtw9qW9KlUtC3id/gmqMfwI+NVOOMk8vGsfPWn6p+nPh+ryxslEpQTW0xPnO1hzEBQVB6Wqod384IhFsiQVwSi8H8QomqnFS8kWtxc8iV/TkL5We0FwXyCe8ylk80l+PL1TTXH/gIZoIIKFQIg/f6k4kCJmPgXO67v7KH4GWOSo082UlTf0GIv0rMOw9ptSKiKOTkpF9wAfUJ7QfYqoLGMkp/EeGhRPT658TjId1WRDsMSEfnxPEAp0NG5/cwsXJ0/5zR4CG93jGGMUky5OH9AUNp0YiaRIGQuoRh7xEmiBicx5w+esgocYz7p/ROjnEI/eEYYw3NqI3caBIFLUbDIW50TqMRkY5SXCo0mxHjdEg8SkCEZhQRtiLSVOn3T0nGY/abkb8URJQUZZwoQkAUNXFOGccxnt33u05GAqzNfSFWxancgjMXNKuOXupENjdds4TkXqSqTldyJaL/puXYzvJSdUgQkm93u+K8REI8isuFSQTJ7GJsEJRcy4I+vjREoCYDTaxwftWd4S8QvMtnyY/YAphMDMipYbZrkPHwnhj4I8g+TU4dJk6kae6oJHPiUSFEajxh8ei6Stqqi6iyLvnASNOUKIpotbwx0Gg08uxnNhhQsj3zKkuZcRzVBZxyIG6i2S9bb/P0J0dHXNk/IDroIC6m/+gBDZtw45kOycDxrozQ0ZDR+YjxuIcbjVBNGI1GDEYJZ+MzbBDy/hdf5CMf+XaMDXn37n0+/8UvMRzHhFGH4fkJw/Mz9g72aUrAcJiQuJiO9vk3vvt7uXKlxZe+/DoPHzxkNB5xen6OuJQwTYhC74Mhic/on40QY7h2sE/3mWvEgxGJU1QTUgJwyigeMRymWBtibT6xBWMcxpbOT0XSSp/nreGWsN7leEiSUcEBlBxFOeG9q7T6OZecG0jHMaL+OHYYhpggLJThLvXH0ovTtiiaxMTxeOk2+6UgAoLUb2aVfEKXslHOApXgqafgL2zMr6ICb0bsbctzhU1mEJLJemTyfU7QC20ulZkmVBRI5a6Af89WflG0plOYbugg8FtKaerlzWbTuww/OjoijuPCghEgLZSMlUsoJsWBCju/fBuQBeGzxYGV0iPstQPS8RknZz0iqxgGXN3v0IkSfv+rXyEeHjMenBJyQGAFo5bxOMXFId29Qxo24O69+7zy9dv0xl5HYowlCEOS/oBGpDSjABHLXrsJYogfDdA45fbv/zZfutHlk5/6FH/kUx/g5OwDfO6zv0N8EPE93/NdNLtwdOR45+13ePfuXU5OTjg/P+fs/m0evZOwt3dAnCpiGjRaXdrNFs0oIlYotiHV23EoYIx6JyhGscbUFNm+j0yh4JtWFNd/BxWdQalgtCWHIeVuQQ65CBA0wDg8IXIOdRRGcuoco1FacALetZnJjqILssCg5VIQAZhWgtS2Rmpy7GTC8iFSbgFaqLkir8lFJhMbtJIBkN/WW90KK08o5kSlMuEr5VX9HVQJgrVe6ZNkZwSazSbOOQaDQaE4FCldaPuyve7ABAF1TkCmOIFqW02+z/pWFbm2SZ8OTrl16xnuvnOf99y6wTPXbvEb/+xXOTm+w7PXD0nGJyTDAem4iQQhyVAZDyFJAu73+zjruHb9WUTg3vEp8b2HGGMYj2ICGxA2GgRBwGgUZx6WRgyHI7rdDsE45pd/7mf43P/3D/mDn/xDtFsdfu3Xfo3T01Pu3v4i//mf/zGuRYZr7Vu89N4rRFFEFAWcnw945927vHnnHr3BiKNH55z1jhkOe9iogwmbxPGIcZIWC5ENBBtYgtCbOlu15bkGEXLfgtkooM7F1bk6ESE0dYeiucLRD1WtxfXjqiQKzchigSSJieM42w4XwjDIFhJT6J9ybiGoigRz4HIQAalP+slndRBWV9syThZGwYRnvzXzXegVgS5jJqqeiTzbz0SeZXmu6PCcEJTxFH9rzjxWKxcFVJUwDGm321hr6ff7RVheh9x/ft6ZZR6rcQLV9ph8nx1ettO66UXg2rUOb7/5Cj/8Qz/AR16+wn/7l/4yg5P7fPpH/jif/53P8sZXx7SaIVEYMh4pyQiMaxKoEHUjgoMGSZrS7/eJGi2eufEs4/GIeDTm/OyM3nDEXjeku79HYCzD4RBre56oxsdc6wYMT+/yKz//s9y6dYv3Pfccg4OIL33uX/AzPx3xbd/xMW7dusXg0X3evH+fVrvN9Rs3ef+zhzz3/E1s2OTug2O+/Orr3H7nPv1Rn1E8RIIGYaORr+sZF5DtEJgEEin6Jz98lm8h1xeySZ2Ah36/X3pYCkpjI+8LIScM5aJYKKYFkmSIqndEG3UaRFFEu92m1WoRhmHmds2RpN4kO4k9sUjiUc3R6yRcDiJAVuHyh3/kPyvfPOjEs4yvxXf/Ld9mU823/QAqspOb7qgad1DYZ0x2qv89OVcKCl/5rao0Gg263S5pmjIYDCqKwpIoIVIQAedcbUdj1lZEtfa13RJhInJV0UpJ0Sp5l9xPTkBLUppzI0VVFR4+uMO/9b2f4nd++zf5n37qn3P9MOIz/8mP8eEXn+f1V34Pl4xpt/aIwgaj/hhDg073ENQyMilngx5JEntxLgzpDYbcuXOHbqfDjZu3SMcxvV7fO1cJG77vVBkO+5h0QBo7bl69ypUrVzg/P+frr36RRtjk2n6Xf/HP/jH7nQYfeO4Wn/jIh0n1QxwdHfOFL3yRV7/+Gs++9CE+/p0f5ROfuM57X7jKa7fPuffwlEfnQ2I1YCyj8ZjhaMB4PCRJxsTpkCSFJh3KvSVXiKSeUFA4Npl32Kzdjmg0GrRaLZrNZuFFOhcjgsAWBMAr9Er/iyYZYkmLFT4fX3EcMxyNGA6HU+UpYKwy52iOL3N+0OMDAYKKYrCcdH7iWmsyTrj0EpDLzV6Gs7W8crCUV2Tnq7hzDhV/DBWB2Aa1DbjCIEhzTqL8LlBb9Z0TNI0Q4zMXl6IGnEtwJKg6GmGD1IGS0GgGPDzuEYuSuhQxmbGJ+IEnwCjNlJEF+yalyFO77luKsNKiLTcn0VqsciJLMclDPCGIMag0IGiQiCFVBU3BjeiEik17vOcg4t3Xvsy1tqFpEu69+xZfe+s2L/873074DPzB/+CP02p3OesP+L9/5Tf49d+9zdDewNoWbmSQKCSKFGt6qEtpAFcCS5Ip4AJi0vGQ63tN2u2IZHCKqhI1cr+EeJlWDKMRDJttGo0GabvLuVi0u083ahKGDaJmBK0m906Oef6lq6RjODuPuXpjn09973fzh7/ve3jlla/xtd/5DdzJB2g0GrzUdbzHDGm/L6Db3ef3f/81QNjfP+D55z7I/n6H4+M+p6c9zvSM88E5p6enjEajjMX3F8GkaeondyNilGnsW42IKIoYj8ee82u3PKFQgBFJMiSJU7x5QABq/bhyAs6gzsvzxlhGKCkpw2EmDmTbz0mSMBwOaLVaiIhXOo8HADSbTYwxhb3ELLgURMBDphSB7FlSwMp4p9hSybZnVBZvf0ztKEjJIahmfuBleudB5+zOSyWuMVKyCqrFAiviLRaNCUiTFFW4cv0G4/GY8XhMvttRVm4G+z2H1a+KPjmYyspeOBKpyzhURQwFxAYYIE0dsYtxY8Xle+DWOznR8Sn33n6TaLTHu+++w6v33uLGQRvRMS+//DL/8l9+DrEhzz3/fl54/wf4uf/rF3j99pv0ej26nQ6NMCDEIGIIxDsXjZMx4zQhTf05iSiKambS+aA+Pz9HVdnb2wModlJarRbDUz9xBoMBSeLPlbgkxVqvDd/rdnnllVf5hV/4p3zvpz7F4UHDOzEJApzCxz72Bzg5eZHRaEy32yVJUu7fe8Bbb73Nb/7mr/DZz34OELqdLi+++AE+/vGP85GPfDsvvngDad9gjPdZEYjgHMSxEkUQGhgMwVqIYyFJIMjWJ0285v/Lb7zO+dlZZjwWAYbRcEyagpEw0zsZBK8URUsi0E/60y6BuQAAIABJREFUxOqvo6/an4APHwyG3iWdDWiELdI0IYm9sbxbYNl6SYiAlCqUzGEjUq6AHjS7tpZswOf88XwCMLOkQs7KBQc7rdxzeVgmd2uuA9B6keIt5dHMC47x4oUxBnUBxgqj0YhG1OTKlUPeefcuSZJ4G4ANNPvTYVqaVFfEKa0Q1Jp3oew4FQJxmnhfOOK1yCJKYBw2NARWOX14h2eudji+f5dg/Ijv+e7vJO29xKtf/F1efeXr/MHv/cO88eZbvPPOHX7zt36Xj37s44xiR7vZot1s+VOhzpGmMQbFWX8QbDgeMYoTCMNCTs37IxePcvGpakTVaDQwxnjlasvfxGQkd8NOoV1XFe68c5fnX3gvP/uz/wef/fXP8slPfpIXXniuMMQx1t/z+ODBA9566y1u3rzF+973LO95z3Wee+55/tAf+tdJU8ejRyecn51lhjgx/b7jwYMTolaTdrtJrJCmHt+zR2P6/T4HB1dI09Q7SQEk8sPV42f41m95kQcP+vT7Q4IgZDyOeXD/mOPjRwyHvey0pC3umywsWR1gLRLk1oV+FyBfrCwh49HAOzwJDeIbHMV7cArnHNCDS0IE/MTDn0zNJlnpTDMfCH7bbsoir9DyL4dqulJbasvGziimtyvINLOUeoZJsuNdTwH5UBTj02aGCopXCB4eHiLirdlyBb8UIszqxKAaVqz0eXtRuhUjU1pWdQa5Z5yc44rdGCtCYP0q7dvXYZIRxDEf/dALvPrlzxMy4n3vfR/Xrxzy6p3b3H1wn8Mr1/ilX/5/+PSnf5Q/9+f/S27ffpNf+MVfJFX46le/zv3793nfCy8wGvSJ4yE2M7iRzADHWsGJMBwOOTs7KzTYIkKr1fJWf2GIiHB6eooxhsPDQ5xz3LlzJ7Py80rUKGr4CZfd4hTHCXGcMBrGjIYxX/nKq5ydnfEn/+Sf5KWXXmIcjxHxfhx7vR5fffVr3HnnLs899xw3bjzDjRtXeM97rhOGEIZkE9CQpvDGG/cIO216xz3evf2uvzMibKACSaqkScrxUY+TkxOiqIUJLPt7B6RpSrPZ8sShkWREwhDakEa7gbuipHHKqTsjTf14ThNHmpJd1JLtHhkLpn4HpUuzRYqQRiigQjKG1DlULWEQEjWaRFE0dzxdCiKQQ6F9n9hzzzXZhQKsOj+cFhdSrgo1YpBNyqJsyTq+oMI5mz+pjIRc+WMLRZwWE07xDjA7nQ5Xr1zh0ekp6pQwCBnHGTdQ4dA24QaqAkW+wpfiABRabMnuGfAZ+PAg8CupEVwaIxoTGCUUB8mQRtpH+8f8ax/9FiwJv/QP/gFHD+/ynlvP8PGPfZSEgC9+4SscHZ9hbQOXKq1mG+cc7VYLv/B4s12HX82MEZqtJqEqY2cYj8cMh0OMMTSbfqDmIoK1liRJGI/HxRbXcDjk/Pyc9t6+7ztjEfHel9PEG/+o8/vuYdggSVJ6p2dYE/C3//bP0G63+aEf+mN84IPPc3JygrUBL7zwPqy1PHz4kHfeuUOv1+fk5BQRQxRF3Lp1i+eff4EXnr/KtWtXGIwS7h4/4tHJIzqdPdLEcXx8Qurg6tWrjBK/sjfbXuwbj5R+f0B3/4DhcIBKz09IVX/eIWgQhiGFQVDq2f3UuUwn1SAIhDQVUp1e9Jz64+ZGhCiMCnsUK2Hh80BTGA+39Cx00VBYBearVW6Yk7HiPtLEXkA+mA1TPuyrMGtLcbLsKuS6gjxtzrLWbLKLvEuHEF4kkGKxRYTAeBv3IAw4OztDTOZrb+w5nVkuGBYRg8mwSQWgFuEGNZX3glqUOxdiPNeSugTSIQ0Lh+2ITgSSCv/in/wSV/a76OiMr3z1VaJGwM2bNwmiJkHU4Qd/4I/w0z/907zx+tuEYUhnr8vt27cZnPdoRiHxaEyaJKTOD8phmhBYQxhajA2wYgstee5XIQxDoiii2+0WXpYODg6w1jIYDBgMBrTbbW86nO2kBEGQ2cyn5Dc1gfKlL/1+5ruxy8OHx/R6PV544QXefPMthsMe3/It31KIHEEQkCQJb7xxm16vz9WrVxiNxhwdHXN0dMSrr77Kd3zHd/DRj76MU8Mf+NAHSWLHW2+9zYPjY64eHtLudkEMcezHS9RokKRKnKac9fp09w+8OBNGGDEMhgPOz88JbMjB4SFX9vfY77QZDseAEMfjTE/ix+NgMKA/jElTLfoPQDOL0yAISJMYVzFTz5WEZ73zb5AtQlvumZOtpIJ3BKJSrHXk+/PFuC6Ix2yYtYc/bX5crrIq5c5A/q2WphKmKsVq7mVzBypeAFRH1GzR7XYZ9HpokhIY4y3VxBMDb7lewWMNcQDNDJ6k1AFkmIBI7XSjp0m5gOAJlVOHURBSRBwNq0RmjMQxSf+UJmOO77zB7VdPefnll/mWj3yEX/qlX+L+wyP29g/QX/nHvPb121y9epWDK4c0s71pI0qjETIa9XEuwRrBOWU0HjFUR9Ro0Gi2QErFYG7YIuItK8/Pz+n3+wyHw2Ir7Pz8vLiSPR77cwHehDcmSWJcGhOGDVqtgKgR8cEPvMwbb7zBnXt3OTzcZziMEbG8e+ceX/nKFwmCgJdffhnwuzn7+20+/OEP8uyz7ykmzPl5j/F4zNe+9nUePnzI/fvPcnW/w0FHSVLLq70Tzh4dce39h9y6eZ3BcMznv/Bl7rz7NmmacNbrMUoS3nrzDi996CWsNTxzpUPq/Dbf1StX6HQ6dNpt9g/2aTQChsMYay1pmmQ7AMpoOOTRySPuPxzQHySAeDEBSJ33jtWIAm8iHFiCwNIIm544pjHOCjLHcxdcFiIg3m2Th8quAOW5gPy9kqiSvD5h5q3+swhCNsVrv8ud8VI3Qcbyq5ZPBVS02MlQl+0YOM/FtFstGkHIg95DjDU4DM7F3vRUDIgrtPrzlX/MDS9xr7sZ18zzrRbxswMoaGanroAnSpLGuKQPOPqnY/pH9zh5+C43Dru8dnSHG1f2+I6Pfivv3r3H6fkZ3/8DP8jdu/f50pe/wnAUc3zyiL2DfV5/7TXOz844PT2l2WwgojTCALAkiZLGmVxLblGZH4Apj1JP1jMMQ0ajEaPRyG8ZRlG2e1F698mViYFt0Gq26XRaDHp9hsMxqsL169eLdN/6rd/G9etXscGLnJ/3GI18ua+99hqvv/46h4eHfOITn8A5xyuvvMLR0REvvvgiV64cZIY4Cb3eKeqatNptvvMT3844SRiOE5JkhJGUF198D8qY6zdv8f8z9yaxtmVpftdvrbXbs097+/v69+K9aDMjMysj08ZlFy53IANCBkQjJjRCshhYjJAKGAAzBENmCGQZXJYHlhhhlw1Coig7y5VVmZHRZkS8eP3tzz39blfDYO1z3o3IiMyUASn20323O+2+e33ra/7Ns+dHXM6mqEAj0GRZj04cY6xhMBhy4/p1kjQizwuENWAETZkj4wglhKclC1AE1GVIv2eI4lbJSa6BQRopFXEUIGTkz1sQoFRAnudYSytk+w3vCTjnNiOiNbhHyitAHLfWiL7K0PrFhfELY76vWvRfyhzsl0A/Lxe5/1ibgLT35io5yK1VdQQ4a6garxTsWh+ENE0oqwKjdTs7hEAF0E4drj72rypbvuq1X81g7HoMKFqptQ1IKcSahqauCeTL52/qHBkHXF4cMz19wat3r6FczdPPPwFdMD55TKgCXn3wCk8fPSLOenz/+z9gmZf8/NPPsNqxXCzY3r6PNYbpZIJUgnv37nFxdkocB0RJhHMW02hUoMi6HZI4Ji9qJtNLoigiiiKapqEoCqSUNE2z6QFcFV9dN3KDIMBpTZIkm2arF2z1C321LIjCgKqqPFw4CLkYn7G3t0ee5zx48EP2D3pUleHjjz9lZ2ebvb09qqpiNPJ6j71ej+FwwHK5YDQacnh4SBAE7OwMMeUCpSxFMSOOQ5yDKArZ3s64nJVk/YSsl5CmGU+fPWR3u8ug9xqzRc6tm69wfXuPwaDHcllQVyVhIMFqGuPIOgk72yOsMWjToJsGYw1RqDjc32H3MMDgKcPGWIyxGxAcSJRce1aCFJL33n/OZ589ZG9/75dmlt+IIIDbbIgvU+31BY4fbQmxSdBf7m68XAjAZtT05c9feKpfCAxfbDT+0r7Buk/Bekrh02xnLVJJsizFoz4c3awLzlHmOc5ar6QrFNY4n4K7Kw29X+P42sDA1V4ArAOl77ZDU5dYUxNIRxRIJDWmadjpJ1T5HKlzXn9wiwe3r3F5/JxuFqNcgG4iJtMx773/PoOtHW7e7aHCkE8++ZROr8/5yZlvgo0vqJuyXXQhTVUipcXbcfnFGUUBVVVT1iXLfEpVNpRl89JqTfn+QBAEGyyFWZcXbdMwiiIAtNZUrRzbmpwVhuHmd0JAGCZUVdX2d3ymsVwu+aM/+iM++uhDHrx6l9/+7d/GWsd0OufatUMePHiwCUhHR0dcu7bP3bu3sBbG4zHGGHq9hCwNSeKQTz99yKeffsbldMq169f5c7/1Z+h2QpZFSb+fYGzDd779Gnfv3cRYx9PnJzx7+pzVMqGTRoSBQMmAQApqWn0j601bVDtOFE4ijKcgSyUxtgFnCZUiCiSuhbyvHZrruiQQvvFcVBWhcty4vstwOGA6nX7ttfUrg4D4auOR/xb4V4AaeAj8+865qRDiDvAR8PP27j9yzv31X/UcDjAbRF57Ybu1+urL6cAXWoObESJXdvFfxNP/qp6AaJ90M4FYTwvwgegqSO/qI21uIwXGOZQUxFFEsVoRhQG9bncD5VwThVxrl7ShnLorAihf0QS8SjK5+nnzwh2bN/+yFPBfe9WihiiQpGFIIAxKWBQWpKBanDM5O2JvNODWwRZnx0+JJXz3e2/zRz/6J+zt7nDj9i1+/tlDxpMZq/oTLiYLiqri7v0HPHn8GBUoqqZkPtcYUyNrQyUtccuTaHTNapVjrKWqa6qqxjqHMR4TsM4ErhJcNk2utsF1lWyzbiCejxcUhd58L6UfN2qtUYEgDBTL5cIj9uKo7Tu0QVE3nJyc8nf/7t9lOp3y9ttvs1wuOT09aT0rFMfHx4Sh4vr16xweHjIcDjg8PGC5zAlEQBhKdvd2KauS+XLOyfELzs8vuXb9gO0k4/RsysX4gqzb9+y+ouLuzUN2Rz2oQvr9mKryClJGV2Ab//poqCtNoFT7B/W+Cl4v0xKodQPdgdM0jaGuasqqpqk1L168YHdvn+3RNtmwRyd9haosuZxM+PzhxS+sg/Xx62QCfxP474G/deVn/wj4HeecFkL8N8Dv4D0HAB465777azzulcNtEFDgEWvr733a/FLnb3OP9U7P16f968+/jEvtu8q+pe8Dyhfv98V194uPJYXwWvKtEo2UXiZMBZJ6XvksQXgHG2195uLrWoU2X00//rX6A5v3L78QAPzvHUpCqAICacFUGFshMJTFksuLM/Tygns3DykW5/wf/+AP+f53v8tr3/0256enfPf730OIgDhJ+ezpEbPFigavzHP95m0q3TAYDsg6CTiHrkoC5RudTVWSJDFKCvKqJi8KtLGUdU1dN76exy/2brdLlmVeY6AoNud3/bdf8yvWmUG/3yfLMlaFpqpqwjAgTWOEEOi6BmFRMmyxBR6HH4YB3W7GfD7DOctodIPZdOa77UXOT37yU9577z1WqxVKSaIo5OBgn9FoyCeffMKHH37I4bUD/sJf+G0mkwmffjxmOOhz7/4rvPHmm7z11lskaURjBHle0unGhEqyvTUky/o0RYWpSkhiBt2ERsmWdGawpqGsPFZC65pFp0O328WGoQcobZSnbHsdBQStfJoxFtPUNHVNXZY0tabXyYhVCMZRlxWBCJBRQoCin2VfuwZ+ZRBwX2E84pz7h1e+/RHwb/yqx/k1ngdYO87KLxAeXq6Tl0Ig6x1Urjv6X3H8qp7B193najnxdff1t/FFiVKKpq6oa0sYerXgqqooqxIP+QRjfdlA25yTUiLsy3Lmqx//F/sEVycoXt7bl0v+7Kz/85yHUAqcbtBVTho6ht2ESlZcHq3oR7A4e8Z4fEE3jhFo5rMpd+7e4/5f+W0++vhzPvn0Ia+/9R0eP3tGVTfs7OyQZl3Ozs7Y3t1CCcFsMqEsC7pZShyFOG0wWnN5eYkxlkB55KSxgqbxfAslPa/ep7AeK7DWYAQ2NOswDDeZgjGG1WrVNhPFRkqrKHL/uVwBEIaKuiq5dv263zy0YXd3h+Wyz2g04u7duzx//gzd9hW09qWC7wuUvodh/K5a1zU7u9uUZcF7772H1pqnj56wvbVFEGa+ueksrzy4RRgmSBlQl5ZO2mUUS8ra0hjL4d6IVd5QrCokERpFqAS9XkoUSpxpmM9rmqoi6PVaBwf8lKk1YxFCYq3DOLNJQ0MZoZKQJOy0GbRASOWVmrXGOUFVNCwXBVna/9pr/v+LnsB/gPckXB93hRA/AebAf+Gc+/2vupP4ku+AdW3tI6THOVvfBxBSImw7JWCN5xctpLc1ePxS2rz+ep2Gw685Kryy0H5ZI2VzfxzOGEQLybRGk3RSpIBlvkI3GiGV73lYPz6UrLv3v3A+vuocfe33fsF/qRcgXpZMzlq0rklCiOMAdE4+z0GX7AwzhkHA5clTXL2iO+jy7Olj/ujHP6Y3GPHWt7/D7buv8NMPPiaJUy5nCy7GY8I44fj0zCMf0VhjWC7n6LokSQIyFYGAqqyYz2dkWdfrJyBBhIRRhyCMsLahyOfUdb3RWVxDgsETcdYTgziOCcOQsizJ85zZbEanO2izQ0tdV20DV5JlGcPhkH4v41vf+haHhwfoqiGKAh4/fsz5+TnPnz9jsVhycvIy/U/ThK3tLQ4O9jk+PuLhw4cEQUAUhZvR22Qyodvtcvv2fbq9HstVw+TykpOzYz57+JTDw332dneIoojhcEAdK9I09otYg6st/U6HRr8UBQ1UQKgESRyyNRpgjNuMSteHtbYVE4VqzTZty0mhhG8ghH5N1JXGOlBBBE4RqIi6stSVIQrSr72O/18FASHEfw5o4G+3PzoGbjnnxkKI7wP/qxDiLefc/Mv3dVd9B6696mzbE6Dd3dffS+dajfkrevCbf+147uVj/sLCWQeBL9eXVxuHV+/3VQHgy83GzftvU1ej/TzctSgzrRuqovSpcqO9g45zgAezGMAauwkEX7fr/5Lzvgl8G+jyld4AwsOYVaBQ0iKsYzGfcXn6DGlKdne2kLKhKRY05YqqWCKjFG0anj57zvPTMX/5X4hRUcKT58d0exlyMqOsKp/1NA3L1YR+v8/+4T66LKiKFcvlgkBAVXq3oWTowUBFqdG6xlgQCurKNwWzLPOknnZUCGywA+tzsN7xnXP0+3263S6L3EuzS6WIIn/7reGImzdvcO1wn/v3H1DXXoDkxdNnfPbZZ/z85z9nla84OT5hPl/S6/XodJK23JRcXFywWq1avr9vVNZNxdHREf1+nzfeeJ3hcMj1G3e4e/cuAom8r/n880/55Oefc3oy5v2ffUgcBfzwhz+kaUru3LlGkiQUxvcpBCCkxRoP8MFZrDUEgSKO4w2l3JiX16RSwcZ6PRCq9XegbQj662idHQkUzjhqo1nMl3Q6XSQBgYw3zdOvOv6Zg4AQ4t/DNwz/omuvYOdcBVTt138shHgIvAr8+Fc+nmuZdRsjuXUn/grSaS0vz5XPzttUIdY4f7HOiAE2fnLrn22W16abuA4orbW0k1cCQQscaqnCaxrzy2AiEE6iG9N2uBOEipjPFpRaYEXohSyNxTqBUEFrsxVgrEYbTwKxzqJUiG4tuptGI4X3urONRko/hsIamtrr5SVJjGxmGO1NPD2m3MtsSxl4LIIzuLJCVznVaoltKpytUcKyyjWrQmBdiDYCKk2n00GoiKpxHD19yv0791hOF1w7OGRxecn58Qu63Q62qYicI5WC63u7zCaXHC/nWGvJ25250hojQAYBhpq8WFHVDUIpqqrEmoa0q1BhgrRQVxVlYwkBYyXaKtI0JesNCIKATqfDaDQiiRO0XiEEDIdDhsMBW1tbbI+2GAz7jEZ9/uAP/jGPHn1OHMcsZjMeff45l5NLsixDhbB3uIe1lmWxRArBqlxydnHCcDgg66SEocToim7H+z6UxZIsifjnfvgOYTQgSf3faHu7w97+93j77beRCv7kj/+Ep0+foULJZLbk4aOn9Pt99vZ2GY265IVGBv46CKIAZx2NbbzHorVeK7AVBbHGbjJf5xzGWox1G6dt78PgG+pXg4cfryvixBLGGgEMhi/JWl91/DMFASHEvwj8p8A/75zLr/x8F7h0zhkhxD28M/Hnv9aDunUl5LjqC+Vfu38DEtEGgnVR4BuJDvWyU76e8+OLBmtfduDXIWAdQPwtI/84rn2azbihbRRKQKyViGz7sY4wDolCGxAqJE561Foyyxsaq5AqpMZgVBucWsPNRhu0kKjQj8WKskQGEU3dEKoY01hEK3wSqACBwTYVAY5OCNIZXL0gtsccHN5AG8FkmlPVIEUCjc84rGlQEmarFflsBlqjFEwnFygTodUWNZDXIFVDGHlwjikLyvmMfDKlWa5Yji/Z7nXJQ8Pp2XM6nYTIwPzshHkaczkeUxcFvV6fPC9wUtA4x2S5oAEabTA0OKVxwiACgQo7NE6wLGusFcgwRYUxQRQz2umjVMjWaIvh0LPy4igh7aQs5guu7XSYz2Z005j9nZFP+3XDuz/5Iy4nY/7wD3/EfD5racqxzwp6MXGsUGEKQYflckFeFV7zzzm6nZQkCQlDSSADdF3SVDlpFJFFAZ98+B6mWvHbf+WvEidDBsPUIxVdSKfnEX5/+jff4XvvvI0QcHhzh9WqVZCKJKU2EDiM8NLztZcJxLRZLy3V1+Iwwn940dH2kODw3Ij1BiYDv1cSujYz8BlGGApG211U20RMsp22hPvq49cZEX6V8cjvADHwj9q0bT0K/C3gvxZCNO2S+uvOuctf9RwgsMKPRYRYa7m+3InVevE6zxOQTmwyB4lAinVq/EU/97Zqb8k19goc4GXq7S2pX6bSPiCITaBQay6B8Coyrdtpiwr05CUZKMIoRErBarVsZ+QWJQOUMEghMNZhGq+wYyqvAKNC5XUHrFeRDaUjkI4kFCgpwWmSKMQ1jrLIsUAUBSznU85Oj+nHE4b9LW7cvMON6xmnZxMaDYtFQVVWVOWS6eUZVTlHYCiKFdiKhdXEKsNqT0pZ5iVSGuzSX0SdLCPr9ZlOZ61DsmD/4ICiypjOxqhAYeqGRhsuLsYUZYFzvvkZxTFFWSKEoiwrtDaEcULSSbFF0V6MYoMUDFTIYNBne3ubra1tkiQljj3YJooi6qpmuVxhnaGqSlQgubw85/GjR1RVRb/f5fDwECEEH330AaenpyRphBDSm7paR1X56cJatckYP6Z11pKvKsJAIbtdpI/4vuQBVsscm5jWKSrnRz/6p3S39lFhyMHBAcY4oqh1vGxbU3EcYZ0hjLr0+31/XlqTGd8QfpmZytZWzVhPNluD0wIlWcPT13wUgWiZgVeNS9kgMHEtFLyVq5dKtu8HoiD5pU3xX2c68FXGI//j19z27wF/71c95i/cT4C5UrtfyeX9bt4aXvl936fgot3hA+mQrWnkpk5YH2ItMOoX7NUy4eXxMtqug4BjXZ6AQMEmyBhfGliHky13sW0uhVGIMZrlao41PuDoOieQ0uvYW0ccBFTFlKwV0aibAiclUSCJA0soJJIKR4N0xs+C84IokPQ7Mav5jKfPjpnPLjG6odAn6Mqws7XL4fUtfvL8c4aDbe7cus5iNufdnz5kPj1jNMxIowFbvYjLi1PKYomxUDfaf9YNWS8mCRUH+wfs7V2jqS2Xl3PiJMEAQRxTzsfIIESFAUEc4KiYTGctXUKhrSWKE1ZFiXWOOE4wLbQ1kCFNo9HaEIUJURAzGo7Y2dnl4GCf3d1dkqSD1pqiKFDSURYrVqsVSZIiEFxcXDCdzcgvn3BycuLlyYTj+bPndLtdyjJne3ub1WpBGIQIBHVVYbRpMyovvlE3vsMetNmXNRbTGLS24Gp05XfNKEpxQFH4XkivP+RyfMmHH3xMHKUcHu5QVYYir0iSGK0NUqkNDkIFrZGItSgpiSKFMV7IxWy0FCRrrWJr/c/X5aj/eDlBCqTCrTeodrdzbl2ielVk57woyyrPqaqKpmmurKuvPr4ZiEHEhvX2ss3X/maztbe5wZVd2vcEHEqaK3s5bUax5tRf3fWvPuP6eInfXxcMwrUy5g7fb2iDyCazWLsfCx8AVKBQoaTIc7SukUIQrgUshCWSAqMNWud0AgfNgkgp0khincE6i9VLXNNQaS9IEcUxwhp6gy7Oak5evODk+TPKws+z40hiTUBTVXz+ycc8f/qYJ5/9HO7eJQwayjznjdduMOy/QZmvKPMVs+kloXAsFzHaxFgCjKlY5lN6/QSBQ4YR2sInnz3k4nxKWTVsb2+RpDHnF5eknYyyXEHtySvaOKIWsquNJzXVjUYbbytea0MoJaPRNtvbu9RNw2iwxe72/qYBKIRgOV9weXHBYrGgaRqGwyFFUXJ2dk4YeiThyckJTdOQSj8f73azFivgJcOF8JLurjXlyFe5zx6U8qNKIQGJafzC72ZdkiiiqUoPwbWOuNOhLAuaqqKTpnQ6HbRucNYRBDFPnjzl8eMn/Ozdd/nOd97iBz/80wyHHZrGtXW5QUmFs44iz3HOEkURAqhKjSNAN54chBAELVBq0+Zt9TO8aJX44p6Gr0/9z15e62sPjDxfYYzXVCiKnLKsNhlQEFyZuX/p+IYEgZeH2Ozq4sqnNT7PK6ms6/626sdas4mOrl3A7YN8aYzG5ty97BB88Vi3DtYO816W6eVzuvY2rZaQT7uUwFpNXZfEkfLuNhh0U9NJYq4dHjAcZhhtKFZ5O6ZaeEKR0URBhFAhW71q40WkAAAgAElEQVQUa7xbcafTYTIes7+7zWQ85v3jZ5y+eMxo2CcKIpbTKf1UMT0756fTCZ1uh8Gwz6CraIoLlIBvv/kaH77/Ac+ePuX2zVvsbg1BNwRCYGSX4fY+KoAnTz/l7PyYy/E5ydmYvd2cZV4RxinWKQbDEXGS0hjD1mhAXq6QyluQd7o9EFBWFcIYr3mvApSQpFnGYGuLfr/P7du3iaLI+w9akE5RFjmTyYTpdLax4qrrmtlsxtbWCISH7IKjrirqpmZ7e4dOECOwBFJgjaGpKpSUFEXuORIqoKxrVoslWmt6vR7OWJqqIQgFzhic1nS7XZTsUhS5H1MqD+su8grnoNaWZr5EN5ooDPyUJy+o6opPPvmEn/3sZ7z3/ge89dZr3L//Ordv30apgCAQNI1jtVoihGgh0RKtPahbCjZ+h7QpvJJeNejldcsX0n6/A74sVa9e0JsWVRRgrUMrRSglnTgBaF/TNzwICCySmg1MeP3m2zW8gc9iNxkArFN2i2tNHNedvLU/gI+qL9+8+8K912HFfiFbaO/IuklpNpVGm361jUtvTCFQygNf6rrEmZo4EOimZrmYU5c5/cN9eqnk7o1dtoZdppM5D27tMh6P+cmH7zOZzUmiPr1eh4Nr+zSNRinfzX10fkQ5H5MvFyhX0O+ESFNhigppKkLVYXs0JOumnJw8J5QNobzF4bV98nxFHDQc7PUZZPdJkw6hitjf2eX0+IxJKUh6Q6azC6bzFY1x7F+7QRzG9Hp9dvaukyZdpAzIugmr1RycoKwqrPV+DELCTkvMqeqGoFXB3d7dIwgV/X6fNE2JosibfywWnhJcaWzju9qLxYKiyAmjgCSOvAArhqYpEALiWPrxq6vR2mBMiUEQBpJOJ2159w1l4dB1QyAVRZXTNBVGewiukpKqrNCNpt8PCaREO4fCaz6kcUotaox2NMJiLWht0TrHWedZeJ0+jW4oyhVpmvAbv/EbJEnCdDLhvfc+omkcZ2dnvPXWm4BltcqZz2deJBcYDPooGRBHAaFSxG2/ArhiSeZLhS+uDVoyndjsRVcTAXgJpuv10s3o0FnvzLm+xy+bOn9DgoAjcqVPDZ0fm3mgkHi5GwuxqY2Ee1knXSUQvdzm2yzBiVanQG5uafnS2XC2xdi4LzzKBsm30RtcByT/3TrQKAVRKCmWOc42gKAuVpwdP8c2JTqfMDt/wWcf/gmdJCBLO/S7XXq9Ln/1L7/DdF5T1xZjYbS1zcnpOdPJjIuLMS+efOrfq7MIXREJTZ0XhEFAL0tI45hBv0echEwvT1DC8qP/+//k4HCXLOsgbclv/bk/z2pZ8fv/1z9mMcv5y3/pLzHs9/no8QSVdjk7P0UbR38w4tVXX8EaS9NYtka7OCNIkpSmqZhMJwxGI1b5BKUUZV7T6/V469vfwVrLZOJZgcYa9vZ2mS9mPHnyhIuLC3/7smC1WgEORYByrYmmrggUdBKvHaibGiUt1jQ4p4mjgDgOkcISKEcnDaGqEMLXwDiLsxprHE1TeaDWcrmZvadJQhCGzKZTpFIMB0PiMKCp8CjPqiRoATr5KsfEBq19iRYGEU44tHUsVgXz+QyoWw8Exa1bt3nw4FX6gz6HB9e4c/fQ+yIaTxvu9XpIKVr5ND95sNa1rlP+ax/YTJvNig0ZCHxmK1vauRBibY60CQKb7tk6OLQ+qgiLDDyc3eGJVWvK9Vcd34ggEEcBB6MEYzRxFHM5uSRNUqIwYGfHjzeaVmWmKkuePXuGdY6s06HSllKDkAohfVNFIrDOoo0lDFV78r1kUxCGGy62FBLjqs3rkK12nV27uwqIo5j5fE6/72GXa3Xbuq7odzOyRDCZXGKaik4cslrOOT16ynR8isRQzC0nT2tMXRJIRy/LiCI/x//X/u2/xnBrj4vjZ2jruHG4y+v37/DBBx/xBx+8y2x86nfW0RZHZ0cEUtLNYpwxlPmCSErGdYVSjjgMiEJJU0Mah9y7c5PnTx/zd373f0EQ8uLFGYFMOT4+xzmJsdBJM7L+gOliye2ta6zyEmM0nSQjjhOKompx/JKqKlnMZqyKBXEcsL27y/e+9z22d3Yoy5IwCphOp8xmMyaXY+rKNwdXC48fEAAtMEZYz4QT0hEkEQ5LXeXU5dI3EZX0IJpQkUSeahsGEPczojCkNg1VWTKbTj1+AsdyucBaQxgo4jikqmo6nQ7gF0u3mzGZTDg+PiJJMo9EVIKq0Tjrsw1vWppTlCXWOuLEEEYxTlsaW6HCmN2dXXrdjG6vy2hri8Nr19jf32d7e5tO1icIIxbLFdZYBoMeQaBYLJZMpwuiOPSYiLX8uBCUZbVxqhbCX19KBaRp0sqFe+KTbz77TUdI2YrEvmwgbqYDykPujTGelCcEUq4Bd199fCOCwGiQ8q//y+9weuprs9l0B6UUs9mU6eyEuqqZzuak8ga729u4vT7WGK5fv06YDjg6n3N8ckKRlwjlcMZjrbM4pa61N59EYqxDOI3Bbk782hZss/CdQxIgWnx/viqIwgSroaqb1vLJq7eGQYwwK2LpCEKBaUry+ZSqWBGqdpJhLNpqolCxNeyTpQmLxYLx+IL/6X/4m7zx5hvs7x8w2t7h/Xff5ejFCUVVsrs9Yno5xjQNwmr2drdQApqqQtuGXpbQ6IbJdMG163tYJ1kuFkRRxOnJKVJAnKTMZxMuxjPOz6Y4F1LWf5+d7X3iwSG1jHAIbt66xcnJC5q65NatWwjhmXyy3fWsaxA4+oM++wdbDIYZaTRka3ubo6MjTo5eUJYlq9XSS4pXFUI49vf36Xc7NFpjtMEWDVY3mFpjEK21V4AUgqYq/FxcgHES8B37ugQVBIBFyoBAhbz5nW9xfHTExfiCJInopClN0/dy7lJsavjhcODZi2VFFITcuHadnd1d5rM5y9WK8cWk3fWhk3VxQmCMZXd3j2s3bnBweI3BcESv16PX86VNoMzGnDQMA6I4xhrN5XROXlbk+crLrXUzloUfBdd1Q13XrMoK3ZYlSbvItXXUdYMpSpRUdLKMWjeYvERbiGNvVhIGChk4kBYn7CajvaqMHcgAIRxWtCVyS0n2jexveCZQVzWHWwNu73uxh5/9bMX5xQVvv3YfIeDdd3/Gzb0hg8GQKAoZdQ7JsozRcEhnkPLG67t8+tmQj3/+mPPzCxwQhDG2zhEGlIgIw8CjK/D1nnEWjGa1yP1stf3DqrZ4ss7ijCUOAobDkdcItBaFwNQ1oVK4pmGRX2B0w2I+4+L8jNn0kroscKYhSxOUilgtpghnifZ2ybKeV7WpNdJZnj15yuXlhChKmM4XLJc5w9EWMgjRdUUUhkynl8RRAM7S6cSIjh+3ZfGAKI34wQ/e4ZNPPua9937CaNSj0RXLxWNUEBKGMcYqwiSjqiwvTk4ZTxb09zQ3w4ThoOeZcEnA9mjAzs42SZTQNJogUGRpB6UAWxMFhqJcMp1csqTi5OgFFxcXmFYQJowU/azLSoDWNVWZky+XVHXliTl23TlvWhOYECcsQikC6RCBb5A1uqY/6LM1GtHr90iThMnkkqOjI4rlitXOFs7UhApsU7JsSrQ2xElMv9tHCMXk8hKrGwIBhF6MtN/LeO3+PX74p/4Us/mcPC9Y59gPH37ObL7iweuvc/PWLVQQsioq6rohTrxbkG4lvI3zC9cJRacbY4QiDhU3buzw/PkFQjiME9SNpZN1yHo+QBV5zqysQUpqbbBFiZCSME7oxjGB8s5HjfHEI6kCwij2gAKhQNovGNB4/Mu6XwaNMYBpJwZsxqJKuV8sg68c34ggEAYKU5VUtSCOYu7ePACd88rtXZSSHO7+JlVlyVc5ZVWxXCxZTS/ohILhMCNKAt5+c58bh0PGFyvmiyXjyYzTswuM8XbQdV7ghEclShkSRyFC+h5BEKgvCIxaa8EYdOMzhuV8wmKxIOtkOONFOfq9LRSaMBSs6ppyOSOfz8BoOkmMMwHLxRwloN8fopuG49Mxj588xxrD/v41sjTy5JTxjOXqmLws6XYH5Kucs/Nz0iRlOBzx7NkTjPaS3df295BKcHp8SuMKBv0Bt+7eAyF5+vQpWjdI6eWtl7MCoQyjrR3u3LtLkvY4PTvn8ZNnlOqCa7fvoY1hMplw68YNer2U1WpJr9tH1yXWaJZlyWq54OLylGI5YZlPuBifkkZbvvkYx9y4fs2DvKxGCklVrNjb26UuS3RdYpqGNIlIktSPEuvQa+K3/ZgwFAjCTYNsNNqnP+gzn895+ugRYRR5AU0H+3s7nJ292DgAJbEf4wVBCFjyfEmSpJRVznI5J0lTOmmKdY7p5JI/+ZMfc352zPXr15Eq4De+/w43bt/hzp071Now2t5BhTEXlxPmyxyEIO1m9Ho9byS7WtJJU4IwIE07jEYdikJT1xVSJtx/cMjZmdcETFRIGCUe7uskUZIx2lZ00g5SCbQ21LVXEHICnFQkaUan2yOOQpLUl7LOSrQB23hvRIQHsUm1tsv1hwq+mPI7BBpwVnho+Ncc34ggEEUh28OYomhRUk5TVwVlnqOUb6Zhcy6Wc87OzrgYj1ktc3Rd0R/2sYVgOp+Tpl3u3x2h9YiquUbSMYwvGj77/IgXR2cslzlFWeNkgGsZViiH0f5UruuxJE5JohCioG2qFGSpopNKr6EXJSSR4OjpM2RxwnK1JJ/PEbZGOYPTflrR6WSe064CZCraReABHr1ej2o580CTKCOOu4jpDIREyoDDa9eZTmcY5/scvV6P+XzK0ekJwllWqxU713a4nE35+7/3jwiUpLGSxbxiOBh4q3fhZ/ePnpxA0OPV129gzsfIKOLg4BAlJWHg+y6hssSxYjqp+fD992gqTbEqWS6WzC4vyMsF/W5CkkriMKDX7dDUBUkc0s0S8qKgqStCpdB1RbFcYIxh0O+2ijkCKaGqawLliNOQPM/RuiIgIQg9kcc5ODs/IS8WFEXJdDr1TU7hsQLLZU4oc6JIkCTdFmEY4Vyb4WnN8fHzFr/hR7d5kbcddslyOefjD6e8//57bO9s894H7/HOD/4Uf+bP/hZRkjKdL8gnExrr6PYyLIJGa8aTib9YLUSpwGjL8nJCXlWenOMsF1OPE1nMVzS6RlsYT7wtupCCbub5/o32asJrRyVjPcak0c2G4uyxBY66aVqdxZqsGxEnngi0bhp6QRb/dRzHpGmHJAk3oDelPKAuDL/hQqPWOhojaFrN9ayb8da33mRnN2MyrbmcTBgMBvSHA8aXl4RRTJrBfLHg008+xMmGqmrY3dtj2L/LoNtlmWvKvCFLJNvDGCmGKLVD04DWhqKuOT8/43I5b+mqkTfJUAYpS5rGQ1zjOCUIBEkcUVVz6mpOvxczuTzi/fd+TFheoqQXr1BAWZZUVe3lrIVgtfIpsApCotqSdTokacqytlTLkuWyRilDpTXaQpakzJcFVVUzn0/pdDrsHRwSSIedWpb5EqN9jZm/eIKznrb8ve98jzfe/A4fvP8B48sFWluGoyGBkGhiVqWmNo67Dx7w6ltvkSZbNJXBOkOWJpydviBNI06Pjzl+cczFxQSnIVKBVw3Cj0Kj0Ke+wjmsNpSFp/fWhaeQ9EcD+t2M8/MTsiRhd3eHqiyYzWZoXeOcI00jjFLopvQj0ZYPgvNz7tVihm0bsDiL1ZYoUcg4RjiYXI4ZDgcM+hnGGGbTy9YHsEPW6bKYQ6/X3fwtamNJOyn9XhfTGKypqeqGi/MzwtmMf/KP/4But8ef/s0/y97eDquipqgatLZUWjNfrli2CkmD3oiq9lTnyeQS0+IQojimqtY6CIGX+l7O0U3jtQ6TmMUypxNG1HXN8fExUkruv/IKvX6fxXK1UaEqyqqFO7dNQ6UIwpBmanCsNtJrVxmW4Efp3W6Xfr9HHCdEUfjStfibjhNYrVb86J/+MUEYekGO0o+fiqpCN5Zef8D55QQrBK++8Sbz+Zznz18A0O1FRKEEEvJywqPPVmxv76HCmPPxJbN5zsV4SpJ2Obx+jzTNPK69qnlxFGOjgLTTQamAqvRyYHVjWCwWzKZzlsspSip0EGCMY/9gRBDAo8eP0LpgGAWEYUQUJzgBURCijSEMY8IkYb5cMZt5GOtga5tbt+8QRzGfPXwIMuLmzTsMt7aZzWYUVYUMFCdnZ4SR4Pbde8RxSJqEHB+/wOFaC66I1GX0965R5BWhCMiLilBF3Lr5CubQsVzmXFyOKeuGtDdgsSp4cXzC3QevIKMQYw0Ox/GLFzx98hl1kzMYdPj84ecMuj2SKEQoz0jTjaGuCqoyJwyjFgpdIqRD64Zi6VF+zhqUdFTFijSOW1yHpWkqqionaJV7wkB6cpPyu7NStCIY/oL2WgI5QeDJXVVVEwS+XFgsFmRZijEN4/E5QnjXojT1OP1VvmC01Ucgmc9LlAqI46iV74KyyqmLFWGUEIUKbRpOT4/427/7P/Peh+/zW3/hLzIYbrPMSxZ5QVHV1I1XFK7rhsePX+Ac7O7uMhj0cUJhkORlzYujI+7eveuhw3VNXnrOQpikOBGgrWd8plmXrO+diZxUzFc5RycnLTNxC9P4IKO19rZr3S5pkoCQ3juyaRBVhWu9CeyagWgMi1VNUc2AuVe9Ugrn7Gaq9VXHNyIIWGv5/NEjgiDgYP+Qsiwpy5KiqMiyjIvWPKIsKtK0w+7uHq+//ro3jWimSDEly7o02lDW7YlLM/qDDEfA0ckZWsNgkFI1GmMawkCQdWK6u1sEgcf9F4FgMMgYDkekqcBZx3hcMp3OWa1WRGHIwcEhH374EZfjM4bDjLj0+viz2RRjHUEYEYSRfy3TOY2xbO/scu3mTZIkZTAYEScdur0xcZKwms85enFMXpVoY1jkK5qm4fs/+D53793m937v7/Ps2ZjxxRndTsRkMkYKuPfKKzx48CqPPn9MVdV8+vARvU6ft17/Fv3+FrPZnCdPnzJdLFhVBUkScHD9BoOtEXVTE4kEIw37+/tMp+ccHNyhyJe8ePac1XKFRBKIkDiKCJSlqQV5vsLqHGNr0k6IdH5UWhQF4C/CovCYdaUE88UcKYWnPztLqEJ0UyGFptOLiWLfuALBapVvWHDe+8+glG2Dgh/3rSc5iIJO5glGTe3NTeq6RKkQpSR5XrRwXMHW1hClAlarlRfqxLY7ZMKifc4gSmis5kd/+Id88PHPuf/q69x/7U36oy2qxmv5CfzEZO9gn4uLMWVd0XWOWmsSKdjZ3kEGCusEURCwu39Ifzji6PgFZxcXJEnC1tYW8/mcra0tnHPM53NOTk83mWiWdTc4lLXuYhiGOOfIiwJBgHOy7SU4tBZoLVib4MSxFw6xxuNdgyjy6MmypMibr11/34ggoK1ApgeUdc3J1DAc7jKvDWXtqBAsVzMCpUiSPrkTnC8qnp4/IUkSHty9TifqYazl+fOnnJ6eMRyNuH4jIooSsizh1bt3sc67x9aNj4hRFHL/1oiihLIo0UYQ9lKcszTVksAqOt2U3cMuk7DC7gT0+33qukIcxtz+N/8ioHjyZELTeEnvPPcpY7fbJYoiiqLwHPui4POHDynLivC110j39hglhk8fPWQ2nTEYDOj2utSV5t6tV3jjzTfodrv87u/+LqvFgnI+JyViK9vlO2/8Brs7uyRpQiMVh7uHbG1tYY3l7OwMEWlkUhNqzWvfvsWqLF76IUrBbD7x2PpQM7mckGUdfviD3+Djjz7k3Xd/RtNosA1FVRCGCkuANg0NuQ8Macaot0MWlAzu7LaS3ft89NGHHB8fM5mcEkcRYRSxXOXMlw1xHKFiQUOBFZYwHtKJtqiapl3sIUmSMh5PQCmmuWNre4dGKpxw1JSsZBdLiuh2icMuTiouZ0tv4xWETBY5uAqEoCobwgjSpE+pBXVRUpUNqnEkcUwaSKJIMgg6rPKCuikJhEKFAeVixsfv/pTp6Tn3X32Na9dugBVMplOWyxWT6YQwDJmHAU8+qDY2amsJtOVyydbWFrs7uzS64cnjx5ydnbG7t8e9e/eIwphHzUeEccze/j7DTocwijywTUqsMazy0mNU4hjpFE1hUGFA47xic9bpevuzxRQVKGyjUUpRa+0FS5Sk0+m0QcmPtsvqGx4ErLUcHfmObb8/YDabMxwOuXvvGpPJhNl8/nJEox1SVhRFSVlWXF6mJDtdpJTcunWbmzdveUi28HTV589fYJ0jjCKkCHz9JF9aWFkLcRwSIMlbrHcv6xJGXkHn4vSMbrdDEMSURY5wjhvXr/nMoWjY3bm9adKsU9okSVHKp66LxYKqqvju229t0t3FYoluBgx/8D3mszmDwYBbt27T63nhzTzP+fTTT6nKFaNhj9devc/t27e5fv0aWmsePnzIhx++j5PKy27NZ0ghvZimaShWc6azGdoaRqMRQZaxnI3RxrS7tOL46AXj8SXXDg7pJgHYijQK6KUhSRSQJCFJHNHpxD4bCCRJEtHvdknTlMXlMUIIqqrkj3/8E05OTrDWkHX6FEXBdHoJCKQIKXLfwwjCgDRJ0Y1lNp8TxQm9Xh/RsuO0sZyPL3nzzTfRFmaLJePxJcPhiO+/8w4f//wTJtMpO/sJq+XC1/t1QxD4C7xqBUmzLNsQyNaKz1VVeUAOEULXlEUNbbqcht4yrCwaer0BQRDx9OljXhwdc+fOPW7duoNSAcXKj0dfHB1xdHRE0zRkWcb29ja7u7uMRiOauma1XGK0Js9zxuMxi8XC25l98gnL5ZIoitne3eXOHa9SdHh4yHC0TRiGFEVJ01QEYdSqYjnKqqJZNIRJ5N2NnSWUiiSOUFJRWddCkC29fs+vlcawmC835cIvO8SvI775//cx3Np3f+3f/RscHx9zMR5z/do1rxXX7/Pqq6/y9ttvo7Xm+YsXKCnZ29vbmFb2OyGjLCCMQjpZjFKS2Szn5OSUyWzWGl2mBGEIAprG0NR+B3LCW17HcezVcFpwRydrjS3Kik4n8Rx4a1v9N1pgzAqcYDTa36Rta2VcgKbd5ZqmwTnHYDAgy7oURcFiscA5y6OHn3N8fLzpEoMgSTyz7uzsjE6nQ1mWzOdzZrPZRlZ7Lcw5HI4QQnjmnHMtcs8bXC5XK7TR7B8c4pxjuVrSGK8LaKyl1x0QqJAsy9jZ2QYc+WrpGXOmJstShBAY7QUwq6okz5feDMSY1vjTm3+8++67m93QI/OmhGHAkydPSdOUu3fvAo7JZEq/32d3e5u68s0vpRR13ZB2uqgg4HI648Frr3MxnlLVNbfv3uXeK/cZDkf8/u//PioMePHpn3B+dsr+/r5vpBXFxr9w7V1wddy7rofjOCaJQ6QrN4ItUZQipKf4NtpSN94kNE46FEVFvirodLrsHRwwHI2IkpTPHz3i2bNnxHFMp9NhsVgwmUyw1tLr9ciyjDAMN9dCEHgzlMVi4UlLqhV9aX+XJAlxkqBUSK/X4+7de7zy4AHD4XBzHXU6HRqjWeb5xplpsVgShtGmnEiSlMXc/43C2F/DZUuuyrpd/p1/6e0/ds698+X19yuDgPhq34H/EviPgPP2Zv+Zc+5/a3/3O8B/iCfq/w3n3O/9qiCwf3jT/cf/yX9Fp9Ph2bNnPHz4kMFgwOuvv87BwQHvvPMO4/GYTz/7jJ3tbe7cuUu3m6GU4vz0BcvZKaPhlkd1dVKP4rKWPC9YrlaeshmEyNasYl13KhkymUx8Sqe8XZNSiqbyF1Ec+0WSL5fUte/UrhZLJpNJ251tePLkmb+g1n2FoqBpWoTYarURzLz6saacVq2qbpZlSCmZzWabnWx9ca+7u0JIjNEeBBJ4VpjSXovfWEvZvr41J91YswkqRWvWsb44m6YBqbwfQFWhBHRbvb+m9hz0slghhCAIJKH0EF/X6j0666hJUcqPUD0+QbNardrsoGI8HrO7u9sKebwkyQAItBdOUUGrfSeI05SqqpktllR1w/ff+QGv3H+N4fYWRVG25CSvxCSqc/7h7/0DiqLg7MwLn964cYPxeMxqtXppVyZf+lteZfNhSoIgJAwjrLE+VZaSbrdPU2vqWtPpZDgLVZtGKxUghKRx8Oz5c8bjMf1+f7NQ12rJSZJsNoQ89xOTtVtS0zTEaWfz+6IosNBmjoqm0ZRVTZZl3Ll7l299+9vcuXOXOI5bd2YJUhCEXpC1LD3pLgijlpbsx67T+QJtDIEKieOkfU0x/9Zfff2fOQj8FrAE/taXgsDSOffffem2bwJ/B/ghcA3434FX3S/DLAK9wZb7zT//r/L666/zzjvv8NZbb7G7u8ujR4/48Y9/3BIrfErzxhtvsLW11dpPWZo6pxN7Dfsw8Mwsa70mW6MbmkbjWt6/EN72qzF6kybt7u56zzZt2ovH7/TCOaIo4sWL5xwcHOCM5eOff8hnn33GbDbzXPViRRh4EYe1XPZVy6z1BeDFR/XGas05j1HPOh2UUq0Mlt/N1wvZq+b0KYqSqlUiCls9eq87b3CrmjRNqeqauqk3YpLWWoI42oiCllVFEHqdvvXza+Pfr5Ky9azzTTiJIMs85n6t6LTR/td1KwArOF56l+LZbMbx8fEmo9FaMxqNuH3bl0lPnz7BGEO320MI4YNktaSfeWKMtY4oTghCzzRMOh329g95861vkWaexbhcrVrRFn9e9oeKp0+ecHh4yLNnz/jpT3+KEILVakWn02E2m21MTq/+LZxby76bTeNNa01VNf8Pc28WJFea3ff9vrvf3DMrqwpVKKCxL9MLumef4YzZ7BmZMmVREmV7SDnCdJhWkDLtJ/vRT1aEXxzii+xQKCQ7FAyG6EUKk6IoDWM4Q87G6WlNr0A3Gt1AAwWggFqzcr95188P57u3CsNpzgRJK/pGdHRVISsz6+b3ne+c//mf/x/LsqnX6tRqddI0Yz5fyIRhEADC8U+ShPbyCRaxqA/LBKTgPp7nEQRBZXd2/AAoX8uyLE6sr7bmBDcAACAASURBVKOUVakna61RJgAUWmZbhocjlLJYW1/n1OlTtFpttIbBwT7RfE6r3eLsufNsbJwirDWIFgmPHm8znU65cOES3aVl9vf3mc4j+v0+gR8ym834u1/55I8MAn8u34E/4/obwP9pBEfvKqVuIwHhe3/ma+QFoevw1muv8vq/e4UrV67QaDTIsoxWq8WjR4/o9XoCrFiK+XhEHMc0mw3W1tfodeqAnPbzKOLB1kO2t3fJs5xGs0EQhjhWgOuK6Yeb28SxLIDd7ceVtn0czQjDkBMry1U58KlPfpw7d+7wyiuv8PZb1zk8PKBWq7G0tES/22Q+H7BY5Nh2qWws6bjjOKbLMSPP52ZR2hUC3u83cS2zSedDpuOsKits28ZWir2dB4Bs/sD3seycPJfSxFEKL7DxjIispRSeZ5la2Ma2ZTTVtx0CTzZzspgSRRGO58qkphb6s0OB7QqbUtiSKUmcVFlTOXJtO26FpTw4XHDmqQvkeU5/6QStZg/Lstja2sJxHDptGfy6fOmZqpz75je/yfbjfWqBAFciMZZLCWLanxsbG/zC3/7bHBwc8s7Nm9y+e5fNzfsobEaTMV/84heZHWjefvsGN2/epNFocPnyZRqNBu+++y737t2rZLtt28Z13SoYiJpTIqScQqMNOazRDKvMK4oiPMcjcD0jbxYzGY9RStHpdNjZfYzjegShR5b7pFlMnmsKnTGPpkSLOpOp6SZ5HvWa4BNZlpFmKbu7O09YrJWBWGshOoGi3WlR5AV7u7s8evQI13NpNBoki5jhcEhRFOxs73HthQX9pWXmi4T33rvN+3c+4P337/L0M89w5ux51k50TcYRYzv/P6gNA/+tUuq/QJSE/3ut9SFwEjEjKa+H5md/6jruO1CrNRgN9+l0OjQaDbYe3jOS0DXufvAe3W6XyXjA4KDOjeuzqje81OtBEZNEQsDpdDp02g0a9UucP3dORD2TjNTc9DiORfcuSVgshAxUZCm1QEZya7UatSDE8x3G4zGT6Yjf/73f5fbt9xiPx6yurHByfZXxeESSLFA6hSxFpwlFbmEZ+ew0S8nMe2wE7Srik2cUqaSejusQL+ZSV4atCjQUSShJLRv1I634NI2Jp3FVd3baLaLBlDwXfrx2LIpCMo1CixlH2We2LKsazw4Cj1qtRp6nIrGd5VUaW9p/LaIRaKvKTGQeXU5UGXstSIsa49nUiGZmrG2cpCgK3EDkra8+8zQbGxs8eCACKqPRiKWVZVbX1xgePGJn6z2Wl5c5ffophqOxAGZ+wHQy5g+++lU+89nP8iu/8l9x48bb/PZv/zYPHz0mmk+5+8Ftpm1xGRIw8qgO1yZ7K993iccc9zpEKZJM9P6yQuTVQkcCty4KkjgRoRqdkWWi9FOv+WRpxnw6ptXsomy3mgSUST+r2uie59Hv92k2m5W9emm0miQJ7Xab2SwRqjCSdaZpSpplWAajyYsCZQJErd4gTVMGB/s06nVazTq7u/u8//4tdnd3QNko5fB4Z4dOr8/W1hZBrUG706PvuERRTF7kNJrNv/Qg8I+Av4/MMPx94B8gJiQ/8XXcd6DX6+szp09KhEwX9DpN4QXMJ/Q6bdIkYmd4wGQ0qNxrZVbbwrYVjgVhrWbqZZdut0u90SBJUiazGXlR4HsB7XaH1ROrrJ88yamT67RaLTxXalbfd3Bdzc6jId/99iu88srLbG1t0ajXcV2b5X6PIkvZ390lLzLxt7Mt0ljEKTzHrRZgecWzSExVTF1qWRahJ8KdqZkm01nOzDC/yt/PkoQizanVQqIoIs9zgiCg3WhJuZDlHB4cQi5KuZ7nSavITEbKcI5Fo+mT5TmzaG6ky2Ujz+IEz3VwgwDHaC9MIwEdfT/E9XwsJaw3nRcVldqyrMoq3M0V79x8i/l8znw+5zOf+QwnT57k2rXnuHr1LEUBs9kcyy5otVo0m81K/386fixBybbwg4Dxg4cMh0OeOvMUWZ6zee8uJ0+u43kei8WCfr/H4eGAjbUT5EnMaDin1+vheV5VPgnqLgGu/AxKvcIyKCilZKowEWpuTkZi6vZ2q0UQ1EErPFeo6mmSMJtPKIz5KcBiNpPhn0I8FzvLfbmnsxnTNCGez1hdXcXutHn48CGz8ch8dnWgXgV7y8IQeeS9lsE6SRZYliMiqLmAwJ7n0Wo1UYXGsm2WlrpYlsNkMjWdtC71eo2Tayd47vnnWV5dZ29vj7v3NllZWaHT6bG3s/uhe/HPFQS01jvl10qpfwL8a/PtFnDq2EM3zM9+3DOSGMpliaj6nkOWweFgX/TnawGOrXAakkYmcQSAbYkfe5qIr5vjuoxGhxSFxnXFEWcymdFfWeGTn/oEn//8p7Atn+k0EiqsmavYebTN66+/zssvv8z9zU1832W5v0SWpBRZRpJn2JaN78r7iqYTxklCYNvYtge5TZ6I4GZ1cyuTTduoxuTkaW5+5qAKTVGAbXki11WIT11gCCLkDoFbRzsaS1mowsE2MupFnuEZz/mkxBsc22wuhzTL2HrwEEsplldXcD1PsAHHIUtTFkbLUKin4AQhnuWYTELm7MOwTs3zSZOcyWwu2EOckKYpB9OICxcu8uKLX+Tq1aucPn2KVrsGGhYLwW98P+QLX/gUizjhwf0t5vMJeZ4Q1gL8wGexWLCzu43tKLrdDltbj+j2uly7do17d+/y9W98Qxh3rrAMu50mSZKCkk3YaDSqwLa0tFSVL+IrKEGxJJ4lSWJKLQfbtplMJiRxgq0USZwyGo1Elk5ramFAo1EniUXDMc+yigcQBD6+kixJKVVlRo1mnf7ykik5JGtTFoQ1wXrSTFiPk8nIZA0Jdb9OkmTU66HBZcw0YBajsPA834yui75CbARPAdMByQW/UTAZjUUMtd4knk9p1gM67Tadbpc4Trh86cKH7r4/r+/Amtb6sfn2bwE3zNf/CvjnSqnfQIDBi8ArP8lzFpmAKJ5jGyUWGzwIPFcWuBYtfjNFXUkuuUZUwrIUGxsnSZOUeSSDLbP5HK0VL7740/zsz/6sOVHGzOMhrVabRsPm/Zsf8MYbb/DK97/Hzu4u9Xqd9ROrKAsW0RzXGGhqnUNekAN5lqGLTLhuyhU5Jy0zCZZ15GFYRnnLKqj8krR8iHkOjhNUWcLRJdmN3GcLyzxXoYvKXMJxfFw3IDfjz47jQSl2kkOepxTKZmnlBIeHQw5HU4IwwPMDaR3ZLo5to4uiArYc15W6USuyrCCsh+zu7jMYHGI5DkEgZplnz5zlqafO8qnPfZJWS+bsS/whz7WpuRM6nQZ5rjk4kBHg/f19JtMDHjy8w9aDe+RZRpIkxHFMGIacP3+e5557jk99+jN89at/wP7+TXzXxm/UKmDSsR2CRkiRW9WJWnIzSh49iCkJUCntCiiszGmuiMYzAlfqfpHwNs9TaJmcnIx5/GiLwA8Ig8DIm0m3aJpl5GV70YC+aZpW9ueLKGKp369mF8rXFX7ImKWlJaL5oqIF27aIioqGYkoQBAR+YCTupByxkHF7y7LwfJ8kFZVX3/ep15usn1zH80POPHUOZRX0e32W+is82n5E6NuEfo33b73zoXvvz+s78KJS6nmkHLgH/CqA1vptpdT/DbyD2JP9+o/rDACVVjoKPFdOxVKHvfSgt2yZNS8/VPPe5ANMYmaLmDxJaXc7+J5LluWsrZ7gS3/lyzz99NPUanVGozFB4NNph+zujfjaV/+E737rj6rF0u20JeU1Jpda50YFWWSsinKxZTmW1tiOg+/6VbqptTZKxUbzvdRH1PJebcuuNr3WktoB1e+C0VfEAHyFNvPjCl1IkFFKYbnSZz6czioQ0jF1rTKGE5k5oVpteS0v8PF8XxyZLJhMp2Zhe6AKZtOINJ9Rq9dpt7ri69dfpt9f5vKlK5w6dZp6vYlf82g0YD5LzCksswEl4Om5oqB7eLBHu9Nh7USXbqfGZLJKuxUwPNyBLKLTbLGxscHS0hKnT5/m4sWL1Ot1tre32d/bYT6bGFFXh6KQoCuSbkf373jpdbwLMJ1OK97CD3dn8jwn8DwJrmAAu4Q8k0ju+z5W4AuPQUs3ojBdBcuyCBptsfqKF+RZWoGQFhrLtgg7bVyjKxh4LrFjV1hBrdMmiiJcz6Hf62LbNlEsWgvdbhulLLJcOg1xksgsiQGLXc/mYHBIWIgle7Pd5sKFCywvLxth2jpnz56l3erSbDZYX1/Dsp4lSQpuf/ABujhS0PpTe/yjQBbq95f1f/jlvwpIS61sbYH0xI9/wMATPfc4isjSpCJhCI885amzZ/lbv/ALXDh/ntk8Ii8KgsDn0aNtvvnNb3Lj7XckOo8GgrR7nhlSOWollbblIo2lKQoh22gEjbctB9eu/akFWaalcLRYj49+li0+VT5GHmi+PjKXyIu8MpA4/hqWaTklVmXRcvSaiioIAOIbYE7SOIlJswzfD1he7rG6vMry8gq1MBRlGk9aXKura6yutrEdy+jui7y460GSKCaTKWFQUL26+SzKNphliclmnOQVpuE4Dp7rCnMTxWIaMZ/Pabfr1Osht27d4caNt9nd3ePevXvcv3+fyWSMZdnYlqqUnsrnOu5f+KM09Uup7bLzU97zotDoTO6PnMapqB5pUbTOc9lktVqN2JDCbAMA2rYNticaAFlqhp/KLMPGdhzD2xfDERFmkXR+Mp0yHA7pdLuG9FXQ6bRpNlukecHOzg5ZnrFx6pTwERLxDojihQleBUG9SRQndLtdPvOZz+K7Ys7ywgsvcOGCCPAsdZeI45jt7W201iwtLTGdTHj0+BH/+X/64p+vRfjv4yr74rYBSsoUSqkjj/of9aErpfAD0Yobj0bYtsgzffzjL/ClL32Z9Y1TDA4PxYpqseCPvvFHfO/l73F4eAgIYttpGCOQJCZNY1zHxXEsUx+KXwClz4ABdKrer7LIUlkMx4kpYFB18624LMsGL/+OLBeJa2Ud9z6kOnUEPBIEG+Sks809yfOMNMtFBjxNJTBZCsuRiUbH93F8l2ZTyCxBGFSgWbvTYWVlmbXVVSEhwZGhsRJjJV1oJtMIx5BusjRBKRvHsvBqGteu49i6CpZlMCtMXaQ1TMYCuHmOixOElYRbsoixUPiBS73eA+Q0PnVqgyzLxNTUsUSH0TaCs4gqsGVZ6Lyo1sTxEgCofhaGcl/iOK6wgCoIWzbKQTILpbFdBzwhXOVZRpRnVQtPy40n1yI2arkWs9kYranckkscK13EVdBpNBoURSHkr0LYkB2nhdymkudhcAhLPBdPnlxnOp1x/94mlm3RaLYI/JA8zwS7sC0WScKVjz3NmTNn8H2fc2ef4vlr19hYXyWaixdDUST4nsXWw01+8MorXLp0kU9/+tMEf8ZO/0gEgZL6WtbR5WYvb3AZxUvF1ONssGi+wEbT6QhnvdNu8czTT3NibZXJaMj+/j43bt7ktddeY293X+ScTC++3W4yGw5kFLXVoiiyqlfsGg05tDk9tBicWLaNY9mmNFFkqsB4WpgTUfQRdOVcAMo6OuXlXzQow+rTqjo9RSFZmxaVxrZErEJrUJbCdkCpkrWXkcwl7W03GqysrLC2vs6JEyfo9/u0uh0a9TqWY+OYDohWssHTJKVIYqIsFQF8dRSc8kI2s7I0RRZhOR610EdZQpjRhcZxHchVRWktA6LWRiFaKWzD0lQIhmJZNq7nUxQ5WZqRZRZpmrCIIh4+fMC9e/d46623eP/990nThDROBfR13SpldxwHZR05FZcb26mCY24Cesn49CuCVDk/oIDAclBa4zoutuNg2cIhiBYLQxZKGY4muJ5LWGuQ5Rl5odHKEmt18/pleVH2/B3HYTAY0Ov1ePHFF3n66afZ29vj29/+Frdv35EBtDjDMxT20XjMdDpmMhnT6nTxfY9+f4npbIZI2ueSVXke9WaDC888x4XLV2nUG5w8uc7Hrp7Ds33Gs4h64JNlMUWW4fse589sMBnu8uqrL3Pz+mv0ur0P3X8fjSAAeL4PWph+WYnGFoWctJZFlmYmhZZuQBkEPNej5h8x6er1GloXXH/rOrdu3eLVV19nPJ2Yow5UYclJa6J4p9MmTROm0zG6KHBth3oQCh5QFAbwEnahrUTJVVlQaEHVLcsBygClj3xR0BW7rkzTOZbSl2Cf1iKMKsapqrohliWqOCABQOucND1qN7qujVNI8Ag9l3roE3oujtJQZAz3d7n++gPyQgQ1FMog1yk7OzvMKzzBJjMU1yiKyLSUKYPDQ5rNJqfOnObKlSucOXeWTqeD49lonWNbPkUOSpvT1Wjm66wAS6TjyTGTbJrJSKjXQeDjuDZZtkDrgh/84FV+93d+h52dnQoDShJB5EU2zDl2CMgayAv9RMZYXlWZZTK1MAxpNBrVv9u2LX6WJiihRLdbaV0Rdwot2VihC9Isw/MD/KCGAhxfRnOTJK4wBuCYwo9Fv9/nBz/4Ae+88w5f+cpX+MVf/EW+9KUvcueOWKTfvHmTzXubTKYzTj/1FNeuXaPfX8bzAw4GA/b2dlnEMUEY0Ol0hLtSq9Pt9ljaOEOiFZ7r0mzUuHXrFocHB1w8f57dNGF1eYlut4HONb1em7/+H/8czZrPd779HW7devvD999HARPo9Zb0z/3Vv171cX3PN4CVYmGGetJMTh3Hltor8H3DetPkqYyQeoGP7/l02h1sx2Fzc5PUGGBqZUw+EYDO8zywFIvZEMe2cV3PWIeBrlyHxIm4RKAtJRJYjmFfZVkmyrjlc5ctI7MQS1FI27JNQKDi9AswqMzpaVWYgGULWVcYbnllLKl1UfW6yzaXj00SJxVhxg8DYSAuYuaGDJXnOb7vGbvrHNd1GE8m6EI4FYUJdGVdXxpWuL7pW6cJKIuTpza4du0a58+dp1avk6Uyg+D7Pq1WA88X36Ui12R5SpGnjEbyHg4ODnjv1ns8fPiAWq3O2voa09mE3b1ddh4/Zm9PRlDm87lsRsN78D0PyxLPgkLnuJbNbDrDNvX58Q5MOViVpintdrvKCEqsqBzC8VwXnSRYhrKcpClZGThcV056Q+uezudkaQa2rJs8zwh9j9KrxrFtlHWUgZS4jed5lXzY6dOn+fKXv8xnP/s5Tp3aIE0T/viP/5jvfvdP+ODuPT72sY9x4cIFrly9SqfTpb/cJcty4mSBUgWe6+EHIZblMFooohx2dnYYj0aEYcB0PGYyGhF4HvEiot1ooLTm4YMHXLx4gUsXz/PwwUN+67d+i3/4D//nP9/swL+Pa6m3pP/Kl/4jIzM+khPHsNjKoZQoiqrBkMycEgBOWIMgxPdkqKK/1OfTn/oEzXqDP/rGN7j97i0RZbQUi/mcLE6Md52kmajSq02yi+NI//EFVpYrZQ/a932yXJO7AY1GQ+S1Wy3iOGY2m+E4TkWNtSzFfD7HcdxqEnAymTAfHhBHkRBXTLnjuvKYkr1X4iTH099yOrHWbKCUuOs8e+05rl27Rq/XY3PzPt///svc/eADPFe06rI0ATS26XYsUos40Sa4ZETRjDiJCAKfpvH4U4U2CzxnsUiIowX1WpN+v0+WFcxmUzq9DqvrawSBT1ALKCg4ODgwMwXbuLbDYr4Q5VtDIMqyjPFkRGi8/kr0vpxh8H2fblcmJAcDaTE6jsPKygqDwYBGV96DbdtVBjOdCiXatm06nQ6+77Ozs8OJEyeo1WrMZjOWlpaEP+IEFYOwnO6LoqjCZspgW2Zdx/EHrXVFRZYyRVD3o/WTV6VHvV7j4OCAXq/HZz/7WX75l3+Z9ZN9dnf3uHv3Lv/2336V2WzGrVu36PeXeeqpM3zuc5/DdTx2d/eYzWZ0Oh0uX75Ms9lEuTUcPwQlIizD0YTZdCZGr7moSXlegBeETKczsizn9OmnWOr1OTg44Ms/dfqjCwzmRojScR0azaYYdBaFWF5pTW46BUv9JUbDEbVajWaryVJvif7aOueufoyNjQ0cx6bIC3qdJuPhiGajwblz57hw4RyPHz3itVdfpdvtYtkW+3u7rCwvEydRdaKUAOTxTVfyz/M8x/M8er1eNdNw6qkznDh9jk6nw+rqCq12G2X49+V0nHwtp06eF0a+TERI/uD3fpc333idw8PDqm8chmE1iFN2SMrau3w/Vd/c91hZWSGaL3jllVe4f/8+H//4x3nzzTd59913xYnHZBkiC64JfI8wDLGcOsPhiMPDQ+ElqBylNLZtVdRlUQ5KKApJ9afTKePR1Lwvi939PbK7d7CvuxRI2RHWwmo4azAY0G62aDXaFEVGLZD0/GAwkKlA81+hNVleII7BGTXHIS85DFrT7nRYLGKm0xlplpvx46QqAY8rRZcZwmQyqQJE+dmWWVIttEgS0YF0XVfEPs2/lxhUiTGU66AMDmmaSivUsDtLnKp8/TxPK1EZ13UqK7Y7d+7wL/7F/8NXfvE/IQxDnn/+BZaXV7l37x62bbO5+YA333yTzc37fOLjn+TSpcucPHlS9DCjBYeHQ+Jc0e4tsdxfptNqU6vV2N8f8OD+Fo+3twmCeoWnea50Kh4/ekQUzWk2/vJpw3+pl2VZBGEobbwwYB7NcX2fJE3RFKRFRqfbYTSZMJqOuXjxIi+++CLPPPMMtVaH3JJT03VstIY0TrBtjy996UvYSlELA66/+SaHBwNspZjNJmJSkWcGgT4CJKt+vzkF0jSl2Wyyt7dHs9nkC1/4AqdOn6bdarF+6hSF8nEcOV3FklqjbMc8X44uchaprjCM0A8IPB/qmmeeeZq7H9xhd3f3iZn3LMs4ODio6uFyYTqOU1FlsyyjULC1tUWz2UJHsLm5ydbDLW6+e5Msy2i3Wkf2akXBkdacwq8FZpZiQa3mo4uCvDiyq7IsC0tjNplDEIREsznj+VR+p9nCDwJU7hhOvsa2XQptgXKIFjPSTJMkmdG/K8jMAl3EMXGWYbs5AYokTkjSVMRLgBxFWmjR3ndcwrrNfBETJQm1RoMkSaqJzHJyskz/y++n02kVSEuQsOTwz/W8yrrCMKzauSWzsASey+BbAsnHu1RJkhBFokpUchEkS7UrbKPRaDCbzYiiiDiO+ZM/+R4Hgz2ef/55nn/+eVzXR8hhHvN5xCKKUdi89trrHBwccvXqVc6fP8/Gxgae5xKnWrwzlOBFvuuyvLSEMnyPJEmZTObs7+3g+yGe5zMZTmQw7syZD91/H4kgoIEcLT1s48qCGYRxPY9Gq8XgYECr3eLpZ5/l6aef4doLL+Ab19Usy0BrstTU80VBGIqxhmfbjEcjURwqCt5643UePRrRbDblFMqPlFqP/1dGf1F7iTh9+jSf/vSn+dznP0en2xWEuxBH5DRV5vTTko0UYhM9n88QwZCaseG2GA4PTUoc8/jxY4bDIUop6vU6CzP3f7xFWp7+5c+OE6WOspaCuSlT9g/2sZW0CwGyXGpV24BXGkVWFKTTWTWH4Xk+SRqRxkILzkJBmHVWtuBkUYuQi/T9x5MZk+mcJIsJazWCWo1cK9IoRqwwBUnPtOJwOK6o3XleUG+2qBvANS80cSKMO8dxn9i40+ms4gXEiRkGchzCet1oK+gKGCzbzK7rVkHS8zzKwZ4wDKtpwsUiEvXeNCHLM3zPkw4PWvwDjJV3bpySpWSi4gaUwSBJEnITFNJUDFXabfEnODg4oFYLq3ahNuDj9bducOvd9/jBD15n4+SGZC3jGbWwjsJmNouIooTpNOK990Q/42deeonPfuYz+GGdAsnK0iQhVymeF3B6Y52NjZMoLA4Ohtzd3DQZW8J0OsSNPdJk8aH77yMRBCxlYTseaVYQJylJmlGg6PSW6Ha7RkPeY319nZ/+6Z/m0qVLghMsYhzXF3mqQpMVqbFrsqtBm/kiZjAY8PDhA955523ev30bz3VptVrs7+8TBl7ZOKiu48QX15WJtSAIWF9fp9lokiWpCEYoC+34JpMoTHtQkPadnR22traYzWacOnWK5eVlgiDgvfducfPmTe7fv894sM/dDz4QPTjL4vDwkMPDQ4JAgtvxVPO4Qk6e56RZhm0WdZIk1Rz7fDrFsmVjN+o1oihiYdSAUBa2skgLzSKaVZtNrMYEMS+KnCSJCcOAzJQoQleeV/XwYrGg1g4pFMxmkViKBSG6yImTWLo5uUzFOa5HNI/w/ZDcBPXnrz2PZVvcvn2byXSKsmxcT0qm2TwiSzNsxzX6eAnzaMEijrEsm+lsTn+5Q1FIMCzvVXlal1ld+T1ISZMkiZH0LkjSmCD0zWzBHKU0YRjiBx7RwjLdIKSvb1nSQtU5mgLXcavPo/Q2KF+jnAIts4Bms2nKLZt2u83h4ZB6vU4cx+zvDRiPpqytrbG+fpLLl68yHI64f/8+BwcD0BaBHzKZzHn35ns8/bFnabW7gOAPaZZLuZynpFkuwaHQLPXa9HrPk6YZ4/GEu3fvcng4JJpNPnT/fSSCAAqiRVQRhk5unOTChYtcuXKZXrfNG2/eYOPUBp///OdZWuoThIGxh/IptHCvLcdmNotRRU6tHhJHKXuDA965cYObN99h8+49kiQWKbE8YziUFpgo6DxJQDoeBMbjMcvLy+zu7vLNb36Tfr/P2toaIAswynKKnCdqdt/z6Ha7+J7HZDLBdpyKo5/nwjcoiSXlNGSZBdi2XYmUpGlaLWw4ohfbto0HxGlGrS7EmGQRs4giGvWa4AWWxVK3S9JoiL3ZZCKOw1lOmhdQWAYoK5hOx9jKxvdFw65EulPT/9Ya4U44TrWwozgmyzOy0qLdcWXDLmJsSxSHXNfBdamyj9D3OX/uHM89f439wYB79+/LhGMhpqdpnmO7nihCF5q60YIYjUcUc7m3cZoyHA5lA5q2XAnKBYHx9zP3r7yvsaHflgGinMwDnlB+AioCUJlllEBsiT2UvopllqhNJ6HkugwGA65du0YQBNTrNba3t5lMJkYpOSeOJR3o2QAAIABJREFUU8bjKa4b0O10SdOcdrtBp9Mj8OsUuSbPNOPxlHq9ydmzZ3nuuWv0+0vUaz5CRKNiZdq2Ik1hbtaPzsUezXMtVpeX6PcaZFlKoT/ivgNKWURm7npldZUXX3yRK1euiLBmGmO7Ht1ur5JqXsSCyBZ5QZFrPM/FcVzCQOqyyWjEjevXeefG23zwwR2Gw0PyNDN6gh6266ALbaidRzVgWRseZ/85TulClHPv3j2++93v8uKLL9LudsjzDM/1AIVn6ueiKFCOIxNcplVVpu7b29vs7uyws7Mjpp2oag4+SYQO6vt+lQKX7S2tdSVbVvakHcfBctxK7HJne5taGBCGASB23YtoTlCr06jXWSxiEeJMM+I0pR42OHXqFL7vc/fuHSbToekSLPBThzAMiYxUF0gQqHV7NOohBwcHpGbgCzMjUWhI0pw4yQgDD41FkuZYVlLJXq8sL/PZz32Gp599mpvvvsf6xgaJ6QqI0YvPyZMnjdy8ALadTgfbtplOp0wmE+7cucNoNKpO+rIEKOnJZVlQknnK5ymNPHwjPVd2cJRSVaZQZg4V5mJO+6NWq0+ea2zLZmlpiaWlJRbxXLK68dj8DS57e3u0221WVparYON5nmg1LBI8NyCKFuhiSBTFXL58hcl4xs7ODvfu3atUptI0R3wVh9y4cYNOp06n3aa31CcM6wDkaYYuZPCu1gyYzVOyXBiph6NDFosZSbxgZBicP+r6SAQBrQvW109y7tw5Ll+6zLPPPktYCylyjVIeV65cZTqZsVjEZiJLTtIi1zLlZdpkWZYRRxGvvfoq3/72t9jf3xO9ej+g3qtx/tw5Wu0Wjx8/5uGDB8xMBC/T7icn/wRxbjQajMfjinl2/fp12p0O156/hmO7WF5RPb7c7OWpIZz1nOFwyL1793j11Ve5efMmo9FIaKfmBPI8r0KbS0DqeGZSFMUT4BNIXRg4NgeDA9CaMAxoNhukyYJ0sSBOEnZ2xfoszYWEFdTqaGURWjbdZoeVlRVs2+LRI5/R2LxnS+TGBoMBhQl+luVQzuzPlYBnjlnUlmURJymj8Zg4TskzjW3LtF7g+5w7d4ZGo0an1eTj167xiY+/wMrqEvNozuuvv06SxHS7narFurKyynQ64a233mJ7e4dGo8GJE2L9vb+/x2QyZm/7wRPtUuAJebfj7d1SSPYISxEDFMnEjgA/CSC5ySxsoesm8Q+VYhq0TXe5y8bGBq1Wi8HhAY1GowrcjmOJVd7+PloX1evu7e0J0JiJAnS9LvbvBwcH/OAHr0omZHCFMkgNDg65/f4dajWZ4Gw1A1rNOp/45Cf5whe/QL+/glIwGAy4c+cORZHw1JmLNFstpuMJ/+r3fo/NzfuMJx9eCsBHJAgoZfEzL77EJz95jSCQVkaRazJzU8SBxjGiI7nxfhNaKlq0CCwFvmPz9vvv8f3vv1wtrna7zZmnnuLy5Yusra3x8OEWjx49YjafobWm5nlVrX2cM1F+XW7IsvUyGAz49re+xfvvvUej2WJl/aSx2MoqLsPly5fp9/tMp1Pee+89bty4webmJgcHB1VJkGUp1rE5geOvWy7KUgUZqPAJOKpxbU8096P5HNexmc+n1GsBvrsivPlMeOdxlqNsl7BWp9dfoVZv4oDRwhMAKfADHNemFgYkyUIygLwwJYqIuBRZzmQ8MadsQhwvUAqyNKEwCkWuF+A4Lu12h6tXr3D50kVspfFd6Zh8+9vfwnYsFnHK3bsfsL+/D1BJre/u7qK1Znt7m+3tbZIkZn9/r8qW8jwX2y/PfSIIlCdtiegfHyAq105J6imFWnU1ng0gbkrSEnYqbkeZaVSPz6R1+ejRIx48eMB0OhYzF9NuVEqyNsdx2N3dPaK3R5F0dkzgF1asDHPNZjNAVbMOAsIGRPMFIPTs7e1tdrczIOfxzg73Hzzk4sWL1Gohm/cf8PDhFtPpjJdeijl7/hzT6ZQ7t29z5/Zt4iyl31/+8P33USALXbh4WX/9j79Hr9vi4GBIlmU0Go2KQaiLQsZgtbjclHVylmXkaYplHFt2trf52tf+kA8+uMO1a8+xvr7GidVVmq0mk8mY69dv8Prrr5kPyQhLzCOTeknAKRHl8lSWFG5Rocuz2ayqF7UG2w+Fk64USRJTr9U5f+E8nuexv7fPzu4O4/EEy7JYWuqxvLzMcDhka2vLOPMe8ROOTx/CkzhFWQOX6W6SJFiuJ3RWS2EZurBjKWr1Go16nazQHI6mWK5PlGbMooR2r09vaZl8sWC4vy9cAsfCDxxz8uU06qZtlpcYhJRbFookFvR+uJiwvz8A5eC4HhunzlKrN/D8kNl8RqPR4As/9VM8fLDJ4GCPJI442N/FQpMXOVmmcdwjJ+I4Ft9AtBaNCI2w+YxYbHnShmGAzuPqczperx/v5ZfYSXnSC/chrbosZXAo7/nxQF9+9mVZUj6HBGGnmpNI0xRlPQlCFqbN6roujYZxSTJry7Jskrio5MhdoxpcFNr8PZaUYeY1G/Wm4UdMJYhlMZalqBmB2lq9BojT09JSnyzLOH/hPCfWxMVre2eHx48fo4Fer8c//kf/y0eXLNSo1/Fcj4ODMZayaTZD0iQT3ruZdIsWCyylZAglF0tnDXiejypy3nzzDb7+h1/Hti1e+pkXuXr1Kv1+H89zef2N1/ne977H4eGAkyfXOXv2LNvb2/z+7/8+8/FE5rpNzV2m/SUoV6rTeJ5XkUpKaihKMX68TWG+r9drTCZjvv/9l4VHXxTUG3WuXr3M2bNnaTVbRIsFb9+4IWCkbVOUmn0/pEyrlKoAp3Ictkx5S7LK/nCIKjRh4NOoB1haGUfgKRZQazTpdtpk2EwPhkymc6aLbXb3h7i6II3mpGlCGPpkuUNRpFgK5nNJgQOjaV+WAnma4dhy4tXDkLHnkKYFK8t9et02rXYXx5Ghneeee461Eyf4+tf+gM17d2jUxLCz1WwYcC4x6LpTiW4ow7abTcXk01KQJaKbH4RSCtUCnzg+YnmWxKkyAyg7A2WgLmvyEj8oA4ZllQEWHMeusiyRCo+ObXptlIFnMk5s+RVtW14nf2K4zbaP2rtxHFcZiTx3Rn95Ga0149GkKjmVoaMrZclshSO2aevra1y+coV33nmHN954kzTLQRc4josmZX9wWA0jzeYPaDQavHX9Otfffhs/CHjmmWdotdscHh4+MWPxw9dPIiryo3wH/i/gsnlIBxhqrZ9Xokp8E7hl/u1lrfWv/bjXKAoZPLFQoKFICzNplsnAh2VhIWIdi9mc1NCGfd8nTxO2H29x+9Z7NOt1vvDFn+JjTz9djaVOZ1Pef/99Dg72pe2VZdy6dUuINVtbdIwUdrkIHLMoyw8ujuNKhLNkqJWniut6MqOfppw8uU632+XRo0fV78DR4trb2+POnTtsb2+zs7NDGIZ4jkN2jJkmi8iuMp2jhWU/cWKVgULbNnG0wLUUvufhOxa571LkOZ7n0mm3SHOI0oKNjSZ+o81gNCUI66hkQR4vCMManmeTF6Utu0tRZOJRYJUtNwlEubLIUkmH3bpNt90kTjI+/9lPs7p2ipXVNZFKcxw6nQ4PNu8xGQ9J44jU0WRpzGgYo5RFoYWLX6vVQItpjOs6OE7IeDxhPp8aklROr7ckRrVxTJ6nTxC7yus4f79Wq1WEouN4y9F0oVd9vvCkVkOpDQBG5TnwqzYkyBzI8QwjzYRL4Lpu5WtwlBX88KhzUeEEni8TlvI+ZfhMfBxSZrO5lAA7j+kv97l27TmyLOXOnQ9oNposLS1xOBzw4MGDau6h0DL1MZ/OGBwe4jg2rXabU6dPU2hNaGj2P+r6STKBfwb8r8BvHrtpXym/Vkr9A2B07PF3tNbP/wTPW11aazzHxVKK+WyOpcWiGyXiHZYFo7FIODfqdbJMPvCdx4+5e+c2r77yMrfeu8WZM09R5Dn7e3tsbz/m29/5Dnv7ewyHQ/I8QxmG3f6+BIRer0ueZEZg069q8NJAouSkl6Yd5QlcbmzX80hMjV/ajQ2HQ0CwhFJ7fmtri9FoVKHaJaDm1d3q1ChT0HKDA9UJVwaE42SiEvBybQeKlCxPyZMcnWcy5TjXTCcTessnIMnotXqcuXiF4WRODuw/uM/96cQg4OI3GMexsQmXfrc25iCeF4h1u7JAy3tL9Zxet81kuuDZZz/GhfNXaXV6zKOUotC8/c7bfPObf8xsPKbTbmFZBZZyCXwH1/VJsgLXcej2eiLoOZthKXA9H5oFcZJQFBm25eB5jjlxZTDJcb0qKAZBQLvdBo5GzB8/flyl4KX/QHkPpcZ3/tR8QBlgy2whDMPqMxH1ngaHh4coxP+gpHRLlmYdy0zSJ8qK8jUkeGvmc/FGcF0JJDJtnhhMQ0hGlmXRbrcZDod897vf5cSJVYIg5NzZc6ytr3Pt2vNMZ1P+6I++wQd3PmC+EC5IOjjkwoXzfO6nPo/tCGX59OnTDMdj1k1b+0ddfyHfASV38D8DXvpxz/NnXZZB94uioBaEWLbF4GDAaDRCAYfDQ65fvyGzAOfPEccxm5ub3Lt7j3t377C/+4hCFwyHh+zu7rKyskJRFLzxxuvMFxG2ic5lj9iyFFmWskjAKSxig0HYts1wODTabXXG47GpQ4+45fV6/Qmq6f7BIbUg5GBvH6VU5eQTLRaEfkAtCJmMxkSzGYEnxKLZZIpr20Qm3T+OBRwp4JhSyCze4yIZti3jv9FoRKNWw3dtKCRguqGPoywWsTASsV1q7SX6/T7La6cZzRZoZeHmOYMd6WHLIrZI03IUV4IA/pGbTprOsZVFGNQJgoDpcJ8w7OFYiulkytraCfJCMRpO2Ny8z9e/9jVuvvM2lqUJ/IBoPiZLYhZ5wryYURSKsBYSz3054dOMsCHDTq5lkaHxDKU7mk6MwpI2VPIjmneZtR3PBMox3xJvOZ5lWZaq6MVldnc88Jb3ulwvZfZXDrRNJ+KBWbYbfd97oh3puke/57pOuYfMZ2wzn88Qinlu2s+iVCUqThrXs6mFdVHbNoNko9HIcEQsrt94h+lszurqKp1Oj2evtfADn9F4xHA04srVK7zwwgu89sZrvHvrFg8ePiRJU+7cufOh++8vigl8EdjRWr9/7GdnlVKvA2Pgf9Raf/vHPUlRFMymU8bjMbu7u2xubvL+++8zHo/xfb/6WbPZZHl5mdlsJp54WUaymGOpXOrz8Zj9/X2DIAtvOytEgyDL0iOWl21jO3KKZHNB2suNODHtFM/zGAwGVVZQEnVKvnnJQEuThFarxfraGrPZjNlMakfP8xiNRiSxgFjxQtpNYRhiKUWRFxVPvUz3yxS3HCYqiS/H8YlSa8Exk4xlCpkmETXPwXMDEcxwHZqdDoEZSHr8eJtxlJJpm+l8wXwkyVuaJsxmOVmeYNtSQ8/nU5nrTxOSwwTH8fA8n8DzK359UaTYSgTG7t27i+s4HOwe8PDhA77zne/w7s13RCnX0kTzOaDZWF/HdmB7e4fFIsN1HFHzMdODRRhUOIiIuYq4SlqIsnAYhoxGo4r8EwRBZVkeRVE1MFSWTOXmL0uDam7C94/8GI7NiJT1e270FUpPgeFwWOFFjpPhOFKmldhDySMRVN+ruCEl+FhmBmXJc7ykFKq5Y7KYgjQRZqLvexSFZH/7+3umTSzipW+88SYaZC2ZDsjTz36Mv/E3/yaNRoNer8fv/Zt/w73NzcrG7sGDBx+6//6iQeCXENux8noMnNZaHyilPgH8jlLqaa31+Id/UR0zHzlxYo1//E/+NzbvbzIejZlMJzQbwqSrN+oykqsS9gaPSfJ5tVE810M54o1nWYpkkTAaDXFdF983fWxlBD5tSIsUnWsc28XGIosy4qyg3e0zjWJmswNsTwghe/sHhLWa0QIRWbFms85iMSeaTXEdl8HhEKfWpLA89g7H1GohbqBFzluJM/I8mhFFZarr4DsWXquO1qAdD2XZYClyFFku9mBZVkj9mGZgu3iOSKerogAnF9uqAiwtPg2iSOwwjVLidEKn06G3soTveygs0nROspgSD7dlIm14SJxJfbq2JiO7OzvbWEos22czWdi+58vQUZFha5s4hziPcV0Py/E5GI4IwgZbD7fY2tpi8/5Ddnf2OLGyzMWLF7i/uYnjOijLIqh1GC1Ewg3Hx/E0aZFSLDSFgkIpJlGEZTtgWTSbYr11OByJ5Hejg/IDSMFHSp3Z/oDZIqXZbACKNAfLFXKTbznM53PSAubjGc1mk1wtiPOEuuOT5Boby7T+tAkCckgUyqVQirRQFJlMfyplkWHT6cokqxwWKYEV4Ng+tmWyhlwyW8dxsS3RHsizTGjllsJ1Q3Ea0jZoi+lkTLvTEfp1JpJzwo9RlYRZkqTMZhPSJMG2XWqB0YEoUtAZq2srfOraNb7w6WvM5pKt/srf+TvcePtt9vZ2efzoMXGt8cNb8Ggv/iQtQlMO/OsSGDQ/cxBPgU9orR9+yO/9MfA/aK1/8Gc9/7PPPKd/9Vd/nT/8wz+k0+lw9+5d8aULRCTjzJkz3Llzx1iPNavo6zgOtlIUht5azpeXp2g5kXd8+uuH/15lO1Uklg0b0TADP1EkrS5D2sVxHOr1Op7tMJlMGI4nzAqbfm+JXq/HaHTI/v4eSRxTr4U4ts1iMYeiMDZhrvSgDbswVS5aHZ1Gx2XUjre9jlNej8abHWqeXbHtwkB0DWq1AN/z8RwHywLb/G6apkTRrMp64kIxns0rBLusoUu8oyx9yt8FqrZbs9mUjkJW4Psh9VqDX/7lX+HS5Y8RRRGb9x6ApfiN3/gNZrMprucQxRGj8SGua9Oo+fi2wnYctDb98VROacd1qdXruF7AbD5nb39AYrKterMlQ2VGYPV46l4KgZZEm5IjMBgMxK3ZzIuU6+E4SajUByjxlvLvL+91edm2ja2taly8fPxxrcHyKnkdP/y5LRbzaiy9Xq8znU6r92pZVsU1eQIANp2OJE7J0qO1DVR/6+nTp1EK8WWAivsSxzHLy8t8+ctf5ud/4ct/6S3CLwPvHg8ASqllYKC1zpVS5xDfgQ9+3BNpNKurqxVBRlDZgG63SxzHlfNsWZ8dB9HQcpJkeUZghocyI9esHBvPF01+W4tzsFKQmlTTdhx0QfXcJ06coCgKxodDIiP2kaYpYRDQarUZDAbMpjMy0+c9eXKDg5mMlI5Gh8znc1HDUTCPInzPpTQjkdPakIFAREsdBU+wFIU4ZdsKrTG9Y+kjF0VepZWWmXgDxIjVFfuqZqOB5xlr7kwWmpB6RK5LMiRp+Vk5aMuuypqy5CmB0HI0twQuyzZeeQ0GA1ZX13Bdn8FgwG/+5j/j1/7ef8cLLzxLFC34p//0/2A2m7G6usJ8MWM8GxvwzCXPNVGaolRqanGF5xkn4XLoJ00q2nC5aV3HxvUDtu/fZ2mpR80POJjOiNIUx7IJ6h5pUeAoC8d2WFtZZTaZ4tkyu7HcE3OQ0XhEvVYniiLG4zG2q6gFQaVi5fs+iWULNdp0p4qiYDGb024KAc2yrIokVqvVSFMRDq3ValUJV5ZuJaBcTmKW1mRleTibzeh2u7TbbeGPQHUIlP8Pw5Bud6l63iKXAaLcEJjev/0+URTxqU9/mizNGE/GnD93nk63Q7/f5/zFv4D5iPoRvgNa6/8d+EWeLAUA/gPgf1JKpUAB/JrWevDjXmN3d5ff/M3f5ObNmzx8+LCi65ayycfJHaWyUHmD8jyrBnKSNCVaLCqBkpJPXoJEQaArLjiA47p4vrjhJkkCBhDLk1RaeJ5T1YqDwYA8z8ViCmWeQ9NuNUjiiL29PSEwpSm1MKC51BCJqSxHFwJqgQzjKAWFwlipKKOvL8YillKVWGe71apKHxlAys1gT06iNUViVS48JQgGxnxTyVSjbdtHPnitFvV6KJ2M+QzPCzhx4gSDwaBitJU2Xsfr6nLQqQRWZfHWxfl2OqfZaNHraeazCe+88x5f/eof8Mor36NpTt7DwYDVfh/bsZnMJlBkFGlsPhfTlnVdNJDlOdPhEJRNEIbiClyepoDORJAlTVKUYdOlRqQlNkNXJYg6m81wbJtas1n1yefzuShIQ7UpXddFoapgU+JAJf5R3ts4jhnpUYVHlc7RrVarKina7XblenQ8+yzXYQlUlkpKJehcaiLW6/VKP6Lkh4DU/6J+LICq47i40ZxaluP5gj9dunqFv/fr/w3Lyw3296eEYe2JLPjDrp+kO/BLH/Lz//JH/OxfAv/yxz3nD1+z2ZwHD7bo91eqqOgaP3pJl1wsy6mGebKsQKmiOiFroV+lRyV77ziyXg6DlH334yO64/GYPM/p9Xrkhch+rSz16XQ63Lv3Ab1ej8D32N3dodfriVDEeILjSEmQWjLPsL62Bgr294T2mpt0zHZsikzeZ14UaH3UMkqzVPq7xz6gss2lDJ5QDrjEyaJinYkEeoFSLoeHRsbLdVhbW2Pj5EnCsE5iC9stMGnnkSJRRr3eJMo08zihVqtVsl2u69JutxmPx9V7KEGuEqS0LHEUPtw/4PyZs1y8eJkT6/KaWmtObWzwS7/0iyRJwvdefpm9/V1cV2y7h8ND8iyjHgYs8pww9KsNXhQajLqwLsAyWUuei9aj6zhY5m9YXl4y7TxB4x3HIs9TxuNhxRbM85xHjx6amnpBEHiMRmInLpsxrVL1PE9ZLEQGXNyfCjzPIc9tkqSoAkuep6D9ilhWtgXL+9JsNo89Z16d2keMQYs0jStAswQPXddlOp3+KcZjGIbVvIjneewfHjKdzUVotNWiQA4T1/dxXJcojvl/f/d3WVs7wQsvfJzl1ZZ0uGybeRR96P77SDAGyxvkeUfI6s7ODmfPnq1q3h/W2xOjEI0uLFzHw3U8PM8lS3NmsxlJnNJoNvBcMQkp2zwACjk5LWUzm82qWXxlwTPPPMPh/gEPHz7k0qVLMjasNXEsPfq7d+8y2NsX2ahanVoYcubMaX7+53+eJEm49e4tbr37Lvfu3SUvDJsMKBIRICkwtaVl49mlsOmTQiZVz3puJt0Az7ZwA7/a0FmWkaMIi4Jm2qzq9XLYqNFoMJ2OieZzPM+vuPnzuTghL3V76MEhWSJyWHlDFl7NDyjCI9vs490KS0On0+XUqVP8zH/9dzl16hRnz55DOYrRcMb3v//vyPOE06dW+Gt/7ed47bVX8dwOvX63shurqZAsS/H9gNDoKMRxLJOhClxXzFBdzxOqOEdDVkUhRKVmv19xMFqtVkXNLdcJUGEZrVaLw8ND6nWREi8nUY8/tjzFyzZhHB/Rksssq8xI0zSp7rXjWBweHvD48ZYhIfk0Go0K+S87Ub7vVu+pVguecIBO01S6R8fmBsr3dhyPieMYjaoe6ydJJUUHYsj74MED3njjDS5dusSSOci0ST3L5/lR10ciCAQm5QtrNZaMgKSyLNMThsDUTXmei+qL0aYDoWJmRU6+iEjzDGVbtIyd2DyKKoDEcRwoDPBjSYsuihcsLS1Rr9fZ2toiy1OWDa1zaWmJl156iSRJeOfttyslW8+404DIZE2SfdbXTxD4PuPRiO3Hj9k/2Eejq9o6jmNAGaMSheNYVX1eAlHldZzAAlSLscRLSj7DIo6JYrG6rtfrEqiiBbP5HNuMMgeBzDXkWuOiqtRzNp+jbWl1lqpMpXBmOTBz/P2UvfjyvWmtefvttxkMhsznCzY2NvCDkFarxcHBPq+99jqT6RQQkdVHW49od9p88pOfYj6f8+6775ChBWFXijCs0Wq1iaIFk7HM3mdpSp5lOJ6PaxZ+eaIGjTqueU+NRqMavy5JWGWbcDqb0ajXSZOEWhiSHbvn5aY7fmKXGyqJY5Gfd11qpqWbmgPEttwK1Ct9CMvXq9frDAZS/fq+MA3DMHyCj3A8Ky2D2nGXpPIzF6qyWJuDCQKWheP7KNui2W7Rbrd59OgRWZHTbLdotlt8/gs/xUsvvcTFixcr7MH1XPorH/EBosuXr+rTpy/QbreriNXv97l9+zbdbtcIKu4zn8+regqMrly8oHT80VrTbre5dOkSruty/fp1/j/23jzGsuy+7/ucu739vdq6q3rfZ984+4iLSM9QlCguJiLJlqHAG2BAkYI4QBDJQRAYAQI4BhJH8R8GJMiWFEiQZdpWGJKShpxwG4ocztrd09Mzve9de9Wrt97l3JM/fufcd6s5LdEWnO6BeYFGdb+uqnffvef+zm/5Lv1+X8xFLAHINWpcjefZ+v6ee+5BeXDhwgWefeppnn76aU6fPsXLL7/M0uIic3Mzxcy3GspNm9+1C61Crl69QqMpD/zW1pZ0shuNAtfuiChJksiuHkXWjsug3ud6uCCQ2Waemyu72bjWIj7phxUynRaNVKUUeZohDj4R9VqN6ekpgaL2+1SjCtVqheFwwOLyKs12h06nU+AuXEfb7TDu3KNI0vler1cAqIyGLBe3n/vvv58HHniQZrPJKI757d/+VyRJyrPPPcNTTz/Ne++eZefOnfzMpz9Fo1nl1Vff4uWXv1PoNj755JM8/PDDOM2G119/nbNnz1pGoezGaZYR+KLQ09vaLPoXrgycAHK8Asfhsp7l5WUqlUqhZuwyT3eUa353/T3Pk0lQKctQSrJK5zh1K33c/S63YZTRiu783Pp2SMe1tbWi1CqQpDYIuADgXI26gwGZbd62Wi2q1So3b97kvvvu4yMf+QjPPvss1apYyQ0GIm03Z7MmpRR7F1p3r+T4ffc9YH7yJz/FiRMneO655/jc5z7Hnj17ikgtHvWzvPzyd/n617/O+vo6vd4WWaaZnZ2h1Wywa9cuHnroIXbv3s38/Dz9fp8/+qM/4tq1axw8eJB2u73t4TLG0O/32bt7Fw8//LCgDI1m3759zMx0ePFPvsY//+e/IfPaKLLQVbmRkW/lpZVilMkD6v64ssPh1V097Qgsw+GxIp4YAAAgAElEQVSQLLXQ31CMUNzuUIaYlrHu5YmI69JnmUabyRgpz3MynYKBKPABoSlPT0/LNWpZ/f0sI0tSUp0T2xTYCZtsbGwUVF0HrnEjMLeAHWAqHiVUq1UOHTokzawsLbD6jVabL37xi+zevYdf+IVf4PNf+AzjkabXE7RcvdEktgYenU7DYuo9arWAOBan3gsXLnH9+k3q9SrjsVCbT506xWuvvcbG+mqBpnN9GtmRRT4MJuAfYNtub6wxjNtMXOPT6Ti4a+yuveOSALZZVy3utcvmQBikLp2Xa6cLYtKkia3FVYpJhuWAZeWyy21yjvfg1q3xfYyacEpmZmZ45JFHeOaZZ9i9e7cdQY63Qd8BW9r5tGre3csirFQq/I2/9Ys8/1OfZPfu3Rw4cKDoD7g06sSJE3z9G/8vp8+8x2OPPcbPf+RviPrQ7l1UbLpVq9UKO+gwDJmamipkwl1kdl4AbhzmK9jc3KTZbLJzfgcXLlzgt3/zt3jjjTdoNpuyG1tAiYv22s6Jc2PQ1qE4UB6pkRJhWIIDu65/YNF4nu+Bp0jSlDiRm1nGLzirM08p8Lb7IWgtzUWd5xglUwUZEWlMboO5krGMr3yMMqyurdHr9ZienmJmRhquqRZR1Fxr0iTBswsytP0HnWV2boEYsOS5mJPY+2XynE6nw+LiIgCPP/44H//4x2m0mpw8eZIzZ8/Sajc5efIEW1tbLC4u8Ynn/xqVqMbUVIeoEuBHAVlm6A9j0iyhUjwsMB7HHDt2kP3791OtyogyTXKeefopcq156aWvFel/r9crdmq3y95KJ3YPUYEWLRG03O5bTtdd/8k1/lyDVLKFMVFUKbINlyG4Xb/VajEcDoWmbs/J4RCiKKIS1Yp7WS79yhuAW/tudB1FkWRloxFGKdrtNuPxmCNHjvDJT36yQLn2er0iMLk1AzIR2di4vSvxXREEjDHcd999xS5XTr90Jje6Vqvxwgsv8PGPf5x77rmHgwcPipKr1gx6AkhMbU2b2KbJ/MICvV6PgXW2CcKQ/mDA5uZmke6m4xEHDx5kY2ODf/bP/g+++92X8ZEg0uv1mZ2ZsSlfVqSRFedApDXGsspkRxETzdF4TGoXlzGgM43ONanOCJStLf0Qzy78W1NKtxutr68T5hLVledBLl6Gnm8x6XbHQCn80CcKI9tFt1qHQYhIjYkv4nA4otMJmZ2dZTgckWVb22DJ9Xp9Gy3WnZd7KMqd7yzTBVvv29/+Nm++9ToHDx5kYdcu7r/vHrI0ZmZ6hrNnz/G1r/2Ztdz6EGmqWVpax7NMvSAIaDUbJEnK0tIKlUpEtVqh1xOOxLWrN2m321SrVc6dO8fJkydF48/IuolHY7JksusHQUAlFOdjBxN3D7LLmmIr7eb5gR3TikcjuRGSlI12nhL2qkKhDCgD49GYMJyoFZWh38aYoqRwpUoZ9OXKDBf03Y5fHiO6f5dfczqJ2sCOeVFZmpub47FHHsXonFqlijLQbrYs1FkRxwkmN9RqFapRxNC//aN+V5QDDz/ymHnxa98tZtoTzrdXXKxKpUKtVsXzII6zQjMfcurVaBueQEwmxtsifNnII89zGg0Bi6wuLfLSSy/x/e9/n9xIjRsPZQRUtb9Xckh5QMMwpGIVZ7XOCUuWWLkNYHEcE6dicKkzjecH6FxbS2tNYGv4co/CBaXywnUCJsoTl2RjTGFn5vs+kUW5AUUfIPBEASfTGSY3VKPQ1qkjslTwD1NTU9vw60AxtgKKhex2P9gun6YzTXd9i2azydzcLFuDPoNhz47rAnYuzPPJT/4UTzz+JMNxwuLiEsYodu5YYDSKibMUbbEQJs+FPp4LjLkaidjpeDxm7569aJ2ytLTIe++9xyvf/z6n3zlNVPG3cTlccPItn8KVLu5awqRnUM4M3OF6RGXR0fJMv0jHjWEcp7hHpoxBcQ+4W2+uDCiXc6BoNdvFz7psoMwvcK5Irg/gmphaa+I0oz8c0ul0+Lmf+zk+8YlPUKvVaLdDskyRJHnBL3H31TUc0zTl0IHZu7cc8D2/uAnlqOpuYqfTotcbbJP6cjDQPNf4SlB/g8GILMvtwvDJMk21KootmbWL8v0Q34erV6/zrW99i6+/+CeElimoPIpzaDQaBIHIeYuHYV6UGaE/kasaDvvFIgiCCD8Qe3CjPAwihipBIAcVo7y0WCxZbjAe+ChyFLnyyBVgd5/puR30+wPG4xHaSJmQ52L/neucLBtZXLpjrUk9mMYJhtxy8H0qNhWNoogsTbl582apnp1o9pevfdn3oIxjUBbMdPDgQbrdrjRsR30qdbEUGw5FePN3fud3eOP1t/iJn/gwx+69j9EoKbwZu90t1rd6tNttdJ6xsrxE4Ad0Om0Wb9wQXEQ84vQ777Bjxxzrq6u8+uqrRa1eqU529vLoy6XzTmqs3Lwr911cIw7Y1pl3waA8ri2XarLTjxgORwWYxz3ortHnVKUTi+tw5+nwAOUgX564uPvgiEju+ru6Po5javb7P/zcczz1xBN4GJYXF3nv9AadTkeQjpYhOTc3R70ekKaiYxC2Grd9/u6KIJCbnCRz9k4Wh21BP8r36Pb6RU0f+NKdzTGkeiIv5haw1pogDAq6b6/X25YKOkZZr9fj+vXrYkVmS4jcCI48CqUG63aFjBP4PkpJM8n3fBsUrNZ97pPmbuEIVj8IfIIoEiOVTJOkKV5u8IOwAOzEcYIKQrTReNrYoAd2Y8RkOaEWY45xLAImfuAyjtx+T1Is2gAwxkJUKxFZKtlStd2m2WxZyuuk+aRyU/AKimzQEmVCT9x7fU909YuZuu0LeAZu3ryJ8N7bhJFPnIzp9Xo4G64wivjBD77HtWtX2b//EPc/+DD33HM/u3btwosiUiVms61Wi9nZHQz6PYbDEUmasr6+zpn33uXrX/saYRTQtEKbAo+u0e9vSXmEBFmXvrtd06EeHV3Y7czuQS/vlJ7nFW7YRV/GBgr3cJbRflNT00xPzxRIQ2H5rRaTk0Zj8rC5NVkupdKs9L6lo1wOOOjx0tJSgWqUwJLy3HM/wWd/9jMcObSHy5dv8P0//x69Xo/Dhw+LDuHysvW9FLOXbreLH4g68u2OuyIIgCoAFC41KqdW4/F4G5nFNWTkexSea/hEMuse2fQJKNLFLMtA54zThEajwaOPf4hqo84br3yP8WgkdOUrl0RPIAgLTYEkSTCBE7UQz4AoCIsdczgUKWeNIc/HosHv+/hhSJpJiq88yyoLQkSJ10MbgxdM9Azlj/AEMoskdD50xqorixhlUqTr1QC7a8pcOwjEOcf3fTws3h9IdUbaT9A6K2bcQrz64V0PJlj5gp/BBGXpFvTMzEwhpKJzje955CrHWaz3+33qjTrr6+ucPXuBt995l+ee+wif+qmf5tChvcwszHDl8iLKjnW73Q0WrRjID37wAy5fusj8/Dzj0aA4r/X1VWanp6lZ5ymXLXolEpYxhsFWrzj/sa3d3Y7uHkr3/8loXMzsy41DSruxb/sHxvPpj0aEFq8xPz/PoUOH2LNnD1prVlZW+IM/+INtpDX3cLsMoVHvbLvG5Qayy07KpazWmmazyZEjR7j/vgf46EeepdOZob+VcPniFV77watorXnjtde34R9cQOt0OjzwwAPcf//9t3367oogoCzG3TVBgG3zcWDb6MTVrpK6K/H7s/NsN85xNZmnFEPLIWg0GgQ2lV9ZXubihQvcuH6NpaUlhsMhU1Mddu1aIB6ObHos7xv4ts625UitUi1q6B07dhTvFdvRkB8EVOt1PD+004lZ2p0pwQYoD98PCKKQOJtYY2u7O6Ul8onrLjv0XpIkrK6t0tvqoXWGHvUZDod0u116W1skSQxWdDXwxDY7jsfCNFOKqBLhW59Ez/PBM8UY0C1EN/XY1llXE0t1KQdEACNJE3Ijhqu+HxDrhHEcozwo/AuHMfML82xt9fizP/tTTp54m4+/8Eme/eiHuf/+o+Ta4AGDwQ6uXrnMV77yFbobG+zcsYP19XWMgVaryeZml717d5OMx/YhFlcgd5RrfdcX0nku11ZrcWCy6DmZ93tFMBiPx6JnaTcimOzU5Rrft9OlOEm4cOE8N2/epNVq8ewzz9BstTh//jwf/ehH2dzssrq2yvraGqPRGM/3CKMIN19x1znLMhEU8VwQE8m1OI5ZWFgozG/37d/PZz/zGe45doRed8BwOGZ5aYk///M/58qVKzTqdWqWxCSmJw2L/ZBrFUYhfnB785G7ojH46GOPmz/9s2/aCyKLtzgv24Cr1qrbaiZjeQPYUZn73slfDcpyuV3H2CHixA0mZ3l5mUYoKMDBYEC7LVjrU6dOsba2VqRXtVqtyEBcxPY8j+npafbvPcD09DS7d+9mYWGBTqdDVKvh23qx6AxLRCG1xJIoiki8GsNRXNR+2thOsq1tnZ1anKUF/NMP/CK46X6vSG+7XXEYLtuaX79+vVAiunTpEpcuXSoANJEP2DLm1snENpKV3Q0dMg4kwPbHcQHAcv2ccu3s6nf3/W5Xk2sX8uijj/OFL3yO/fv3k2Xyc2LX/Sd85zvfYTgc4vt+gV1wNGBhE4rtWzGy1ROB0TAMGY3HZHY0V5SIbtSnNdVatdih3c7vLOONMYUQh0MCujl+EAQEOiXwPTY3t5iamWF2dgd/82/9IpVanQuXLmNy6EzP0mi1+dMX/4xvfONb1JtNfD9kPB6RWzl3Rz8uNzCDIODAgQN86lOf4tixYxw6tJ8kidncFGZnO6qi45S3T53im9/8pti4DXqkWUpYqTAc9WW87Hl4gU8YCmegPxwQhiEvf+vFu7cxqEBGM4DvKSGT2GaXHwRkCG7d93xCzyL+EBy+URRutyi1LRAoJbtIr9cnGYsWAUDXqup0Oh28bIvpqSmCIODq1au89NJLfPvb3y4guk7XoNyNdmlcr9fnjdfeLL7XQVhlklFj586dhQdhq9WiXq8X6Lt6vY4OmoSVatEFTscJXuATGOEqmDFi7pnnZHbRa53JnF/nBKk8ZE7ays2kHWR1h+13DAYDVlZWChSaU8zJ84l1mtv53L/dw+0eFAdsKTcJXYlQbrq53+OuV/l118D0PI/Tp0+zsrLCE088wXPPPcuePbu49957OHToEMeOHeUP//Bfc+3aNdrt9jYcfr/fJ/Fza6/uFw+qq6PXNzcEC4JBmxyFh/LlD4BOdVFKlkshV4o6pSLHAmw0Gtv4AEmakCaGPXv20O336Pf7/N7v/V889cwz7NqzF50ZQTquiFfCwQMHiWpVxuOY4TBCx5PNSHoqHXbv3s2+ffs4cuSIdSsOieOYs2cv2Ib3gKmpKbphlZXFRU6/c5rFpSW6vS26W5uM4xg/CIiqISrLGCdCapuaalOpVclyvU3r4NbjrggCLipXKj6VisKYgDie1FQKCiRUMW9VoosHk6xBlX6f+5ok0lA0SpqE/X6/6P77vk8yTHnppZf45je/yc2bi2TZZAdxeoPyUERFvd3v99nc3MQYaLdl5JPnImbhgEJBEHDx4sVi9ywrGIPsuO253dx7/wM888zT7Nm7lyzTeNrD86p4GPClHs09D9+A1oYUEfs0ShF6kzm07HQOECOZwPLyEtev3+DixYucOnWK8XhEp9O2mPWYwNtuuSYXcbvnQrnDXSZwNRqNIgspj7vcg+92Tzeecp9ZsCBS5t24cYOlpSVOnDjBhz/8YZ588nFmZmb5whc+z4MPPsCrr77G8eMnWF5eptvtsra2xtzcHGvrSwVbNDcGZbYbgbrdFSiuuavBy+ujvPbcbpznOb1erwAhuaDlPsv+/QfYWFsvoMGdTocky9i5cycvvPACngpY29jED0N+cjRicXGZbq9HtytYlsibBM8oimi328zNzRW+kI4+f+bMGb74xS+ytrZGFEV0Oh3atQbdtXXxighFmNfzA6p1H2Pz4SAKCexDPxiLJobB8Bdl/HdFEOhudvm3/+aL+L7P1JSIIHQ6gmtvtZo0m8Ism+gJyE3L0gxtcggms2B3GGPwDAzG1t7agnqc9daZM2f5zne+Q2/tOpcvX+Lypcsoz2NudpbpabkhygtE5y6XCYbnB1TDCrWaIY6tmq31NXS7JVBEescRL9Nby9TmzX7MO6ff4c03X+MzP/sZHnvsMXy/QjweEYUhOS7DkQCnPEXohyirwZ+V/PdubTD5vmLfvr202y2SZMzZs+/R62X4vuVNpDG6NNt2Rzko6FymEK7kKtfYYTUoyjOXjruf3T4bn9TABWuPHIxfBJLz589z8eJFTp48yfPPP8/u3bvZs2eehYXP8NBDD+Eo46+99hqXLl/m3TOnijJhutMuds5KpUK73eb8+fP4YUC92ShUg13PYDweE4/G27ABDqJddiqCSW+hLDirlJSBSysrVKIqV69fo1ar8847p3nokUdpNtrkuSFQirkZ8SvUWU6uFFGoyOJJ0HQ9sOFwyKVLl7aRpFxQC6xGwvnz5/FyiMdjojBkZnZGNBCMZGpxkqB1SicKpEEej9na2mKcTPgQtzv+0p6AUmofIjc+j0yvftMY8xtKqRngXwMHgUvALxhjNpS8228AnwaGwN8xxrzxF73HsWP3mn/w93+Vk2+/zVa3S7VWY2ZmhoX5eWbn5pieniaKIhbm55mZnaVRrwsXwPMYxWOM723LBoq/GwpzD4WUCmmasrGxweuvv843vvENBt0lPE8ViyWx6LM814XLrYBtYsSOq40YUsRgdyHXI3AZRPkBuBW4UX5AxqkEFieVtbBrFz/5iU/w2KOP4vk+M3Ozk/GSks9icFRkz/ZFJjJX7mF27+3m6NevX+d73/seb775ZkHNztNEbNw9UeB1eZSbuMg5YicOIcbkhcgGQKIlQLkGl4O3FjyGW/gQLvgppajW6niegKFc+eJSdKewc+DAAZ5++mlmZ0UNqGzceu3GVd46fpy33nxTrL+DgNx24OM4FmEZJaw+3xNWYW6zyDzTVCwevxycy4Qfdz3dvXQlURiG1MOAdrvF5oaI4PaHA9rtDtooDh89wq/99/+IWqNOfzhmNBqjfNfll0lSFPjbAre7hm7i5QRL8jzn5MmTHD9+vBDPTUZjxqMRYSTI0DiOUb5M1uIkwaicdqdDAYkPVCGjr5TiW1//6n8cgUgptQvYZYx5QynVAl4H/jrwdxApsX+ilPp1YNoY82tKqU8D/7UNAs8Av2GMeeYveo+DBw+bX/rFv8f168LLdtjpW7XtnBPsgQMHeOKJJ1hYWCDRGVpx2yDg0HWj4YibN26Iu269xsWLl3jxxRfpbS6RWpixAyNVKhWG1oo7tTj6LMsILEDJ5HkxGowsTNgBmJxKjcEUsOc0TQXuW0orMRCEFRKL4qtWq2x2u/i+z1NPPcWzzz3LQ488UmQ/QhASzL/ve3ieb9sfCkOOEWQwgT8xPBnHMcZIwDl79hxf+cpXeO+998jSDN9TBKXGpb3X20ZTLpC4JlYZYTiMx9tg3q4scffL/Y5yOu2+z6CoVus06nVG4zGD/kCMR8KQ8WgkqjlRyPzOnTz40ENFndzr9Th69Cgq8AhCgVW/++67XLp0iY2NDRYXF7l58yZra2torYugNPH3q4iTdQk9Wv68rmRzpWdZEsz5UKhMU6/XqEQVtMmpVKoEYUhuFKnO+Ln/4hd49ieeo92eYhTHMpDwZYMYDAa0Gs1i0lUuT9y6cH/qVmthbW2NK1eucOrUKV595QfWUyGxQcQjqkaEkfSpOp0WfhAUHor1hpCTEjsp+caffuk/rjFojLmJqAhjjOkppU4De4DPI7JjAL8LfBP4Nfv67xl5Er+vlJpSSu2yv+f93yM3BcOuvLM4GLDbgVZWVgrc/9GjR9mxY04uRlCCgtqo53oJlC5wFEVMTU2xf/8upqdnWFpa4vgb32c4Ggr3Pu2SWsfdIIzoTHWoRJWCIpxmMsLLsow007JjBgHKD/A8Q1iZiEXoLBNOfKneFFFTVXy2arUisuiZRucps7PTHDhwgCeffJxDRw6yvrKMQfAC7gGqRBGNZpN6vYY2HlGlQhj4ZEYwBX0byDzfQykxEskyzbDfZ9Drk2eZqBA7bALYQEExDlR4oueQJMRJQqR1keUYRAVoYsCpCjy+W9gOQeeu+0RS22r4WzDSoG9NYWu1ArlXjSpFEFlaXGJleYWrl68UpJhqVKHWadBut5mdneUTn/hE0bh74403+O53v8u7777LxsZGQd92gSwMQ1KToEulmcvgXBbggqIbywaBmHg4d2ptCVdTU1Mkqcilb231mJmdo1Fp8u6773L/gw/QbLbwlCLTVqvREx6CA6+59yijBifTE6+YxtTrdR5//HEeeeQRHnzwAV5//XXefPMtrl69ivIUSZYyimU8HicJni1FC4yCMUSVCo2/ogNRcShRHf4Q8AowX3qwF5FyARsgyiLn1+xrtw0COtdFQ63ValGpVAq8tGtCuRvibliv1xP5rEaD3JsEAEqgEWWE8eZ5HtNTU7SaTcszF/GQn//5n+djH3uW1dU1+v0e165dZzQaMT01Rc1iAGZmphkM+ly5cpUrV66SxDFxkrCxsc5Wt4vOUjzfRwGtVovp6eliLu2ykl6vx/r6erEgHc1Y55qpqY7Vs5eR2vLyIl/96pepf7NeNN6SJCnkymq1OtPTU7TabaJ6qxhnuTFht9stUnaXPo/HguZbWVkRs0+M+DEoVbgiK6VsySS4C88TVGaSpeSI9JfneeB5GKOLRevqVpdCb9vxjSl2OZdegzhOO0UdMYLRDAZ98lxQlxJcRJdxMBhw6tQpCxaDq1ev8OiTH2Juxw4WFhaYmxMFnVqtxoMPPsiRI0dYX19naWmJ1dVV1tfXWVtbK0qF4WBAFifbSGpZlk14GnZc+34MwjAMqUUSuDc2NkUZKQhottr4gWQQMzMzRKFVlfaEnhTZaZFAmuvbeiTlbKnsRlUtYRZchvrU00/Q6rREVgwHVQ+sm9YMR44cKoRjoiggCINCa2J+fgf/5vf/1fs+fz9yEFBKNRH9wH9ojNkqNxqMMUYp9R8EOFAl34H5+QWeePJJ1lZXJQhUq4yGIs1cr9dl/KM1sU27tdZcu3aN6Zlpjt5zlCSfwD1L54QSzgZKCbjF932q1QrGMtDq9Tr33Xc/zlZKFqt1qlEeKOGJt1oNnngiZdW6DI3GY773vT/n29/6NuNRn8DO1XcuLPDhD3+EqalOkeJrrTl+/Dhf+9rXWF1dJUeB55FkGbOzMzz00IMcPny4kJ9+6623OH78OP1+X7jkiFmlrybd+studKrEYltMNxXD4YB+v/9D6bjsNvJQycMYTLr/Opdr4/l4wWS8J+8bEEWAkXLIUy7dF/p3v98vyiD38LjGpCvhyoFgAqMFowWHjzGWbyF1fZqmKAI8JWSpajUCI1bonic6/S+99FJBFd+zdy+HDh1i3969zMwInHffvn3s2b27UKzq9XoMB4Oi5taJ8CeWl5fZ3NxkaWmJxcVF+v1+sX7cOnOBtN/vE4YhG12ZCmmtSbXoXPqBT7Uu1OK3336bMAz55E/9FLv37GY0GoPW6MDHV9v1JMt9nPJ7loFKZfTs2XMXee31NzHA/v372b9/P4cPH+bIEVk/s7PTiMNSSr0ekCQaY2Acj4nC2zcGf6QgoJQKkQDw+8aYf2dfXnJpvu0bLNvXrwP7Sj++17627TDG/CbwmwAf+tAT5jOf/Sxpmti6TLrySZqS57ogv/T7A1ZXV9CZZmpqiqnpNrnR5PnkgpabLRhDGPrS3de5Tf1E6z5NUzGnyMpW4ADKpvxOpVVYgEpBq9MRGa6VFeIkJdUZ7alpWq0WzWaTBx98kENHjlCtVhkMB/SGA/q9AeubXfxQxDbG4zGDkTSu4lR26a2tLTa7m6ytrbG2tgZQkHtq1Sq+mgheOJZcpjV1Z5SZG7TOIDdUo0pRy5Znw64BlmUZcTJC+b5QaX0fkwt2Pk+MyLcFPmNrE+56G0Yb8C03wlcWgzHxgHCZged5BcW4zKIrYw5ck9aXegUPUMaIjZrVNDD2/rlMxeTSYVdKUa1XyY1hfW2N5cUlTrz5Ju12h/n5nUxPT3PPPfewb/9+9u7ZCxjiWOTFojAkzzR+pNjc3OT06dOsra0VnX8QGLbrJbiRsguqgmZ1noYJBkjihDhNCuj6zZs32draQinFT3/6Z5iemqLf7xOPR1RrFcbJpDHsso3ymLLsduV2+nI2tdXrcenSJWampzl48CDHjh0VnUXbc3Cb2dpKQhj6nD9/jmvXrtHvTQLcrcePIjmugN8GThtj/vfSf30J+NvAP7Ff/+/S67+qlPpDpDHY/Yv6ASCjJy/0qUUNsizFKENUqxJUIhILfMgVVOs1OjPTtgkiSkGjOMUPJp5v5T/khvHYzovtTpokE0hstVolN1lRGzv2nlLiDae0BuWRppOxTpJm+EHIfffdX5h97N2zh/n5eRqNBuM45uzZs7z15ptcvnKF0XDI5uYmcRzTbDaJ7EMcVSr0+n2Ov/02bxw/XthrKQtIqtfrssCSFGUMqTWVUMqljR5xPN4W9LS2+gJMfAqc0o4sKB+lxC03NzmYvGhiOgKNjylgwrIDleCmSppcvu8Tj0dF2eZASq4J59h8t8KRYTIhuZXlV2RgXlhc71tHje73pf1BUeOHFSlFuhubbG5soIBXX3mVz33usyzsmBech/KoRVVSlXJlY0Mk45aWuHHjRmEb5xp/bjTnuuoO7xDHsX0wfaJKRSYSeS41d1ihWq2Raw3KMDc3S7vdIh6NSBsNms2G/I5xQqXW3NYIdFD4Mk/Drd9br9/+/fv47Gd+lrW1NZqNpuhj1qssL6+weHORgwf34/seYRCSJQkri6t86d//MWfPnaNj8Szvd/womcCHgf8SOKmUesu+9j8gD/8fKaX+PnAZMSYF+CoyGTiHjAj/7hlBtXkAACAASURBVI/wHqRaA7ZGUgqlrapQGIIS/H+lUqEzPU2WpgKW8CAsgYVy47j/FI1BV1cZm+LeOhfP3S6YTyS83KKUG+GB8sTpN9NkiTD6HnzoYR5++BGybFzUxcYYwjxnx44d7N23j9W1NUEcWs+43O6aTkC1Vo3Y6g/QWgQ1a/VG0cg0BprNVtGNb7VrRQM1y2ShZmZCerHcQ7TOGI0mvHj3MLmg5/vSE0j0hCMAE6y8q+vdz7trWe5cuwe+zPdwLD+Xrbg02k0Z5Frnhc6ispMNJ/XliEeSPUgGJoexDU43wZCPmoxjxsMRTkOg2WgQ2fdfWVnh0oWLXDxwnqNHj1KrVCDPCX2fuZmZom9jjClKGqUmY+LyZKosDCKfSxp5/V6fLMuY37nAgQMHOHz4MIPBgP5gi8cee4zHHnuMjh3X5bn0hwLfK4JMoUGRb4dsu6/l/3PnNxyO2LljB/M7d9Lb6nPj+g2CQHHuzDm+853v8Pf+7t+m3WpxY/061y5f4dz5s9y8cVP6Vc3WbZ+9H2U68DITMN6tx/Pv8/0G+JW/7PeWD6UUWa7BIGQHz7fAFAkEGElT8RTa5KS5Jk/tgtW5JfjYaUCp8+ohZYBj/5V52g7Qk5FjcmHwGSzcNZ+YTPqBb6W3QglIWmNQ5CAd+NwTnrxrlIUhBw8dYu++fRw6fJirV68WLkouVXTKyZVqRNbrYbQwIdNMFyQljCE3kKUp01NTHNh/AN8T2+1edws/8NFpbPsX0mcgDIlKSsG5MWS2AZZlmfWyc7u0XzzE5dFgeZcWNKYNlAUuQKYDlSgoSpYsywril5sEOMi1Y8S578uyDF95whFBFRwQYwza8wQL4XAdUGAYXGB2fxftBdk0RoMheZZh7JShWW+wsrTMe6dPU69W2b17N9V2m1qtRvPQYfbs20e3u8nm5ga9Xp+BtWMrg3McatCJvbp+h+9XGI3HbHW78vuaLRbm57nvvvvwfcko5XshTRKiyNKALUzY88Oi2Vu+7i4rcIHUPkvbmqpVIyPO9fUNVldXOf7Gm9xcvElvq0s8GvHn3/0uvudz/tw5NtbX6XY3aLfa6CCiu7Fx2+fvrkAMolTBDw9sk0mn0nQxtllXb9bJ7U7o20iaSzNg2w7uFHhALmKl4qNUSBJn9LZ6lvOuC7eXoBJt46O7ncBhzz3fL7T8wjCkak1NJHrnVKoiNAkUFloOaXfo8GEOHjqEUuIZt7q6VnTq4zgm01pQXaMRw+GA9bV1sjQl1zlb3S6Dfp/RcMxWr8/a2jqe57OxuUUyHlOv1UmTpJh+AMWuWO4yl3kFxTgKwPPEDLXIpJR9wMUMNbASavI5pUk4abyqogxwHgdbW1vFNXQkpnJtWz5HXyk8M+HqO9CTySUSe55XYtZtb/gqpRiNhIRTqwt339XBaSLXzjkPvXv6XS6cv1AoUO/atQud56Tk7Ny5k127Fjh6tAWoogPvUnGtdaET6DKbra0tavW2DYwiAX/p0iXOnTlLv99nZqZNvdFgbm6OIAiJdU5ecw+xotFoEudeMfkq8yrKmZf7nOXxYfn61WtjqhY8t2NuFjAs3lxk0Otz5uwZbly7RqNWZzQYECgL4mK7fkH5uDuCAEbgt1ifQIt88Xzp0Odakxuh3aIkUGgtda3vewIKUqoQ+5DaP0GnGb2tTVZWVrh44RIXzl9gY2ODqakpy9I6xH0PP7gt9XLNGPdAuc53+ShuigGl5FzLaa+jOEdRSBxPkHCtVruQj9JaF8qxChgNhzIRCH3W1zZ58803eeO110H12djYZNAf4ilV7FgoRZzExTm7QOhq8TJ4x2UCZWEVFSiCqCR2cYv2frmp565JufEaBhV6vV5RBjl+/dTUFIPBgMuXL29DxbmmpOM2OFPWMtS4PKN31xm2c0HyPCcKQozOiUdj/MAn9AOMJ9Tm8WhEJaqwtdll0OuR26zu7ZMnRS/S9xnnGTt27GDPnj0cOHCAY8eOsbCwUMznXeBqtVrFw5plmXUYClEWZWlMztbWFufOn+P06dMEQcA4HjI9PY2vvELhx+km7pyfpz2zwPT0tAiuRoo0NaSpLkaE5dGqwzfcuvYa9QZHDh1m/959pGmMyQ1Xr1yl211ndXmJtaVlRsOR4DfGMa1Gk8FgcNun764IAgoIjKScpoiOCrS98VYi24F/smwovH1PRCE9IzvX6soKFy9dZHV1jeFwwHAw5NrVqyyvLLOxvlEYb641m6zcvMpbr9Y49s5DPPDgA+zbt0+85VptPN+zugMpuX3Ia7UqOpORWp7LAg6DgDyReXdqu+FBEDAejVAeRF6TmkVzJbZ+Ncagk5hKVEEFHgZ5uOq1CjvmZgijgOnpaYLAI88zrl69yrWrV9na2qJSq9GcajIcjYjzlND3KbxJLSYiSyaKu+UFlemMDAlMURCifIVOxfXH9zx0nuIZuabxeExqtPVEFJNQT8gDBRlFeRXSeEwykhFZo9Gg3Whwz5EjTM9Mc+H8BY6fOM7K8krRdOsPB1SiitTGmbaW8VJOBXYC44KjUkqUlfVEQNQ1ziIDWZqJRkCuya3qk9EZRmcEQZUslXsVVSICXzEeDljR0s9JdMaw22Xp2jXOv3uaS+fO8tijj7J//wFp3kZOiCZHGfnMge8RmAD5V4ZOpQl4z+EDhF7O5UuXWV1d5dKF97h84VzRIK3ValQiQfVVKhXalhtz9OhRdu9aoNWaYnZuB41mS8RktFwX19hWOGQomFyuTaUSEng+lWqF0VBIVEfvOcZ4NOTU2+/wzun32Or3aTQbYKA3HJOkmtsdd0UQwIBJMxkVlXYCbYUgptt1sszBUZXMmQ1kmTxQ436PU+fO8dprr3HmzJmiDnV1v9t5G1Wh2HrK0F1fZV1rLt+4zvlzZ3j++RfYs2cPcThkNBpJSud5pPEYpTzy0CexApC1WoXxOEGnKSrPiEeZdPDjhPNnr3DixAk2NoTSunffXvbvP8DM9DQzMzMA+ECtEjGIRxZoJD16rTX5WFOrVbnn3mPs2r3AcDjgzJmzvPjii5w9e5ZR7OrWhCisWqnxSYNPM9l93YhNKVHLzXONyQVbEEYhWYFm9PCiEGdm6ubZrtWgyDHaFCWbAnpb3QJt53keo8GAM++9y/LSIjMzM2LoGgTULXe/1WwQhTK2TLPMUqNycm0gMwShsWxPZCyJwiglD11uUHkOnhJRUgBlcNAU10QMQh/PF7yE54nzThgGmMCQZbJzZ1kivaI0Yawz+t1N1paXWbx2jYWFBVqtFjMzM3YHrxQ7cqMhZKRxlhYZle/7tJo12s06o2GPpcXrxNZ63FMGk0sm2lcCRZcx9yYXz7/HybfeIIoqtFotjh27l70HDtBqtti7dx9zczvwlC0bPA/fitMY5B4EtpdDnhNaiH21WqVeq/HXXngBPwx55ZVXZNysfLq9/jYMxK3HXREEXGfW81zqmG+ziFpfX2M4nIxvoiggyzS9Xp/lmze4+N4ZLl++xOrqajHWCQJFGFaoRDWyWloSpFTk2hAGEbVayMjkXLhwkWr1uzz00EPce++91pJLk2VxgVAMgpDxOC4ifJqKfZefY7X3FGfeO8uXv/xlTp06ZaW0W1Sqoi9w4MABXnj+ee574D6ajRbj4Rh8D0/5OG9EjDTBciOoukpUZceOnezcscDMzBxf/n++zFvH3yIIPEyuUHiOLIEEAkpfEfSfEdq1sjWhySHLcrRJEExESq7H+EGApxS5yQCPikU15rl9UMkxvpRcyvOoVGoorEhpKjtY4mWMR8ssL62IAIobAdqFW6vWhQ2qMzxbRjjijEmljHHKT76v8IMArWyJA5DZ7MbzMUbZ6yW9mKKHoBSYsQQw5WOjiv1+G14UNszI9R8Nx1y8eJmLFy6JxqSdCIROX8C5V3keI50SRlGhITE7KySvzvQMDz/aZvfefYVfYK/fY31tnWvXrrHVHzAzUyEep9JYzmUysb6+yeraOvWTJ6lWaxw5cpRDhw4zPTPDeBSzbN2uDx8+yqHDh6lUBaSVZZl1zpYg0O/1CIOQe++9l9nZWY4ePcq1a9fwPdkxt7a2OHn6lfd//kyxYu7ccejQYfO//M//FN/3yOzIaTwSvkCSpqysrKCtkIaxO0OapozjmDxJMGlSyJL7vl/Me0WYslGMylwX2wk6VCoVUl+RpdI827dvH7/8y7/M3r17GdsMoNGos76+QdX2Bwq6sM5oNhrkiXTfL126xMsvv8wbb7xBr9crglG1WiW1JKEHHniABx96kAP7D7CwsEC11djGLHS7S5k/4eDUjWaNb3zj2/zWb/1W0fysmO21s6ut3eF+r5sCOLAOiCaiF/ik9iGsViUIu0DrQCsyJbENPk8V0wgHjskt2tL3PSrVKgpVaCQOBmKo2qg3SLOU4WAgmv1RJJqIvmgLpGm27fMnaULgBwUxRqzEHc9B0I0mn7Any9qASk3kxovRcT5hArrpCEx8Ht17l63AnIiKsn0YEHvw1JPzcD6BkQ0I9XqdTqfD5uYmu3fvZmZmhk6ngzGG48ePc+bMGer1GoGaaDmmqSbVmmq1IsxK5VnotEenM0W73aHfl118586dfOzjn+Chhx9merqJUh5ZKpZnuc6p12sMBhPvQqe4LNyUjCgMeeRDR+9eZaFud4uvfvVP7GLNSdNkm1yVNKZsalegqyyiyhbFqdako2GxSKv1mrDSEgF5eL6P53tE1Qqh9TBotlqMU03Dgjn27dvP0aPHcBp2c3NTpKlh964Kng/LSxt861vf4eLFi3Q6bZ58/AkefeB+hr0+b73xJq++8gOyLGN2eoY8F1RZnmX4SjHqDzjx1nEunDvP9PQUc7NzHLznKDvmdxbCJK6D7wgrnU6niPSBHxKPx3hKVHTi8Zg8s85Abo6uLCXYUig85UFuUXq+j3KCoHmO78m1yKKI0LIo7cWeCHEohQ8oL98WXHJjiEejQl7MWPUjZ+HtFH+bzaaMvyyeoWEFP/q9HibVhQVX6Pm2DyC9GJNl0uzVBpXbP2qyg+MpciNfJUdx+IEcjCIzuWgvhBGBL9LzzlXa5BBWK+LaZEFRzudQehORLSNC2UHtNOnIkSM8+eRTHDh6iKhSodvtcu3aNa5evcqFCxe4efMm165do9VqCUx5OKTdbrOwsEC320UpRaVSFbNTbOAJfCphQJ5Dz9rdV6t14nhMt3vFGrW2McZw/vx5btxc5IETJ3jm6ac4evQYnc4UlahiCXZpMRkCGccOh8MCRXhrg7F83BWZwOz0nPnUC58FbEPLTgNcf8B1oLEdZDeKy7XGGKm/nAaA5wnsVeu8GFW5rnNZJmtqaorp6WlGcUK9VmfX7l3UanV27dplqac+SRJbsotgzi9cuMilS5fo2+g6NzvDA/fcw9RUhzNnznLhwgWMMXYkl+BZIRPB9lPSKczxPJ/UaBqtFs2mcOXTJMUPfJrNFvV6DU951gK9RqfT4eSJk5w4eZKmFZLstCR4bOdM5EWAdLteEPh2rDVRzzEYi3rTaJ0XpKbRaIQjsJS789uQmMhu5T5XksRonVttAOExDAYDWq0WeZ5vMzUdDoeMen1CNamr3X0XTQIpxdzhuvPlPpFXnagWuc/vphnljWMCaBKJ9zJU17EbBQIcF+vMrTVRmJowJZ2vwJ79gv84dOgQs7OzGAxXr17l/LlzdLtbVpvyJufOnQcMO3fOE8cxGxsbVKsVpmemSRPJPD1PAoOAkzJ73jJJiuOYXk+MRB2hSYKa9GDmduzgqSefFFDS9NS2z+y4Dm7ECTJafPLp++9eQ9LZmTnzMy98rrjh5TTO8zxarVZBJy4TVYQyqYWL7jT5baNMCXPIWmtljEZj0tQi2Iwwu6rVKt2u4Lzn5nawtdVFKa/YhS9cuMD09FQB6FhdFVx/u92WhznXYFPS4XBYuMaIO9KIMBT2TZKktsnmE0UhnueTZSlBpSKqvUlKpjNJgcOgIEuFUWQdjDymp6ZRSghNkQXp9La2LMxZFXiJyahT3i9L0yJogrELX3bKvLjGE0COnG9CEIRFj6Y4LKAKHCjINXGVUKd1ZoOP7fRnVnUII5Zetj8QeT4R1sbNBndtG5ihlUkvcw4821PIjfhReLWqgLss7FkpVVCcc60JrSKQG3m66xFFFQLfZzAUGfNKpYqnxBfS9z3CMEIphNqt7brygwJBmBtDWJPU3/d9okrEzPQM0zPiRTA3N4fWmsuXL/Puu++yvr6OAtIsZTyWjDQKfTxLOIuCkGazRRwnONMUhwvIdU7gBaBkEuIHwoFBTfACu3btYmFhAWcrX61W6Q/6ooVRErhxz9H/+D/9t3dvOZDnprAddzPp4mLk4uF+qwiD+z4n5jBOEwLfL0oKhzbUmELOWykPPxRwkDaGYTymWq0VakNJkrBz5042Nzfp9XrWkFSTpuPCa74MKImiCmhBwbmU3smKNRrNIqg5bHr5vH3fR9smnud5+MYZYIo3gadkZ6vUhWuwublZMBNFclwLHdgBazyhreZK/nieFdfMBWmJBQmpIMD3cpTvo9MEo8ALAllovkelUsWAlRFj2/UWMJZrwCGiGbkhtIYx2mYavqfodrdwnhAKRWaygsmZGsOWBToFYUglioTBqBR5ILN6nQkORKGIAple5Jkmz2R06A5POXw9ZEYLojQe26mIhx8GKGPNV3ONCnxaU1OMrXQ5YMeAqjB31bZcUr6PCgIC34dAsqrcGMYWKJVlGSuWWQrSM3C6/2AtwIwhDCOiqLJNfRnkvrnSwB1pklCr1shzTZIlBVZFsB6aaq1OaMlhN69fZ3lJ9BYTq4zkB4FwQSzN23EfnAjO+x13RRCQh0pupNY5WstO5G5ukmQFqg2wu73UgRIcA2qVcNLkISdQHlpnDAYjHIlG8D0TUobJDLUowPdD+1BX2drqI+CfnPF4YnKSphrftwajWgQ0hoyIfN9yD6R55JpmMmdOSW3X2/MsxNfuriYXTr+rwT1PMR6LlZorIfr9PkpNwDRxnKJUDycCkubbIb/l9N3zPEwkFyk3qhglptlYkJh23ISBLJXRp8kVvd6ggE27ksB53dfrdbwwsA+Anmg9ZlKGeZ6S3kySYYwijjM8L98mr+37OWEYkBrDaDym5gmxS9mIo1x9HoUYrbc98FpBqhS+sQQCLK8elzkYtDYWbyCEKhfAZL3kpKmmUpESSMoOmwW5B9JOaFA+OjfoJC0FbxnT5VomD1EoBrRuXSZxShhUyHPZvU0OYVghCHwyrfH9sJjC1GqT9R1F1eKeVSs1Qt8n8AOSJCZLk2LU6yuPahix2d3E93ya7ZY0NNOUHXNzaLthjmJR1t7c3CyCgDaT63jrcVcEAbC3VClcMp9DQaYpvueW0kUpseQS6r8dL5YBMtZhZ0IwyvHMdjRcqh0aDSiispuzg86NyH6Tk9ngY/Kc3MJtx0mC53tWyUdZkkxc8O/9YGJxXXTmM402KVp+mYzxco8s16RZim9yGR+GEy/7IjFXMtpSAEleXDtdypIK9F0JeecclVqtFo16HaOk/nSGJpubm4yGI3Q+EQpxwiN+KM26UTwWTUeXCYURYUUWWZplkFnuhx8wHgwKbkFifROMEdCNFwVU6xHVjiDyepauGwYhuRH1JJQis7ut53mEqXS74/GYiheJRVop3VVK/AEq1Srdbleclpr1gnotYjJD4S/oiVZAQcBSCp0bG5QnRrEyVqQItI5N6AKD+/uEXFV2HjLkeUyaTrgAaRbbgC3eEeWKS6cpOsvQVndSwEIU49Zapc7q0jKf+9znGCcxr7z6KtVKhdFohM5zUZkKQ5Q/0XuM04l9+u2OuyIIGGOko4tC28guhKJJrYitAV0YKJcLgiyc2Ga7WfmkoVTGxwOufsxNMT0oH2Ucd2Zy0PIe5f9zCyDPDaHvFdmEBAwFXmA5B4o8ywvPQc/6KuR4+IFXLDClZJLv5QaUJzuScsGqHAAnWZAxEjRVPrmOkwCYMR47aa3AXh9FmmrJdpRAtMtNzFZbLLLcKHU47BfXUHb8FM/zqdWqgDw0Jt2uoJxpx2wMaTRaxcTANSm1NvQHQwax2MVXq1Uim3GIA5NkBZ7nkRlDZgyesWAhpfDCkHSkMQEo5eN5ASDn1usNioZfmmqybMhwOC7q/DQVbES1WsMYBxW31OpiHDpxYS6zTeU1VXhcTARSPNzmkec5STbeBoW+9fclmcazKM2CM2DxHb6n8BxFOctEtUopojBEeR5bm13OnzvP8beO88ijjxBYzkO72SLJUob9Pu2pKUKlih5aqmV0vnv37ts+f3dHEMBYzT6vaOw5bLmrbco7OoCbiLnSAD3hZyuQ9M7CaZXLMIzF1uQTNpxYWd3KDSj9fpshqBKDzTVncPW476PtbmBQVGr1woDEiVE4DT6UIgjsgrAgG1e/GrFWxQGGMj3ZZW79/CCZTjkouYCHEti1b/UMPd8n0znpYMBmd0tYbHaWX6/XabVapEnC2sZqwWSLoohKTaTLnPyZux9AAQUejUYoP6BalwnHeDRiFCfi/JsbWfR+QFStkg4GxElMrVFlZ6dZ6Oi56YHDbjinJ/cgle3YJGWuMhqN6G71UQqq1ZrUzlFQ8EYcU2/CfRBlZQUsLa8W2Y7v213Z8wjCCFQmZYS9B+WVoXODzhwpKkd7efHz5fvjUJpl6LZSdkOyY81MGzy7YUmXU6jGoWUxJuMxuc6oRBF+tSoaiwR89CMfQeuMjbV1MHD+7DkOHjpYyLePRiM2NzfBU8zOzuIFPqurq5w/f/62z99dEQRAgF2yi2JH3bKrSmZgMJhbf6K4Qe5rcSOUKhpG70f+cV+VUqjghy/Btvo6N7YL7lss/QSS61K1HDlfbXJ53zAgrFWpNKxOIIZxmpIa8UpwhwPwFOQnpYp/50qoyhgB6TilHdxCQ2FMVnzuW0k47ijTVp1YRqvVotaos7G5WdB9fd+n0+kwMzPDzp078TyP+fl5du/eXWj4KaUKO/IvfelLxRy6PHosg2hcg9eJkjpdwX6vj95MmZ6eJhunDAaDYtw4HA7tqDCajCBtI87zfaIwJNbSX2k2mwVqzo0itdbs27dv28gPKAJOEAQcPnxYfm+SsL6+zsrKiqj/FPbswbY1Uqw4YwjDCd3aNX7La8+9361lrPuZsFa399CKutgsQOTxZcpCnpPrrCgVFJItdKyDcxAELC4ucu899/DcTzzHgw8/RKplitTt9Xj77bc5fvIEm91N+gOBUDvI+vsdd0cQUApVGCbqYhv2PL8IDgZz64ZtH0I3tzLkCozthOfF927fQSe4dNtFL/0+9zAVJQhSligjoBlHx3S7M4DnU0hmKV/S+yRLMcMBW31xsSmPPidgJ/vg2J1AKVvnFwAYl8bYz2oDQvn3qMAv7UA2QOjJLuQYhcU83niYLCUzOcNEYK2e5xFWogLD0Bv0yRY1Dz/8MLM75qg16kK/1aL93+q0SbKU/+pXf6VIl9M0Lbz8HD5BHpiwABS50V273aZerZInMZubm0KMsgpFggzVLC8vFzJfZXkth/E4cOQYMzMzzMzMEAYBw9GIra2tovu+vr5eyMd1u12Wl5e5ceMGveFAREK7m1SsFZsz/8jznLAifYexRQjK0lTbdvXQD6RPYLbjEYqelNbF95avhXvdnaPdYmRdedIfwBiyNJNNR3l4Sv691e2SZSlTrWlWllfpWf1Jz/PYMb+TlaVlbi4vEUQhOxcWeP7553niqSe5ubTID37wA65cuVLI1r3fcXcEAXdJjCnUgcoile7/tpcDk0mBMk4JSOreSe3//s1ESt+rs7yYS//QWanJ5iskFb3tvQFypQojUXekOmOcTOypHdEmdOMmu6h0mkoX2UwccuRzCpjIWW3JIrPnnKsCxutZ8dByoHPn5nmBsM0sBNhBpyW1tsaiUUSr1WI0HLO8vMy9997LL/3SL/Gxjz1JEFRslx3SFMIQHKgQJq/JNYY4lu8NQ/mTJJDn8jNSd4Pvw/r6gDPvnOXimXc5e/YsN27cYGZmhh07djA/P8/DDz/MFz7/aWqVClkmZDHlVqncOq4vDVhbX+fEibd5++23ee+991heXi6gweJmPGneObi3u0eb3R5+f2jXzwR+rLUDE0XbGqz2TgM5cQHqmXg4aij6CXIvRTQFzyNXWO6E0L/TLC9+n1KebdCWhHB8X5rFdvScpSlZmjIej+ht9gm8EKPg6NGjDAYDvvudl6k16uzctcCVa1dZ29hgbm6O/QcP8NAjD/PhD3+YXbt28cqrr/7Q+nbHXRIEBPbrdi8QajHwQ4HAHUpesAyz0m8qfU85VYPtTb3idX9SVBTvVYoHUXXihmxsc0ptaxr9sFacew+XDpebTsmtNbzvWRFNCTpuuqFyXTRJlULmm9gyyTYKjd4+9nm/caEjYbnD1d3KjuYcu+zee+/l85//PM899zhpKgjDNJVFHUXSWNzamoiKhqHPaDRRHJpkBRKUqlWPfj9hNLLiLxiSJObFF7/OV//4j6kpmJ2d5e03j3PynZNUogpHDh3h8OHDfPSjH8X3fVZWVooU3TFCkyTh8to6W71ewZF3JYFrUDr5MNe/eL+03j2wLkiUr1c5zXfX0r3uzFyLTNE2VweDAePxmE6nI3Lhll3pMgKnTjSO00kmabQdUFqctzu3LCWNY3It+guB7wtAiRCjYffu3Wysb6B8j42NDZbePc3Bw4dpT3fo9Xp0u12uXr/G4tISrXar0Hq43XFXIAaVUivAAFi90+fyVzjm+GCfP3zwP8MH/fzhP+1nOGCM2XHri3dFEABQSr32fpDGD8rxQT9/+OB/hg/6+cOd+Qy3Fx778fHj48fHfxbHj4PAj48fH/+ZH3dTEPjNO30Cf8Xjg37+8MH/DB/084c78Bnump7Aj48fHz8+7sxxN2UCPz5+fPz4uAPHHQ8CSqmfVkq98ll8HQAAAytJREFUp5Q6p5T69Tt9Pj/qoZS6pJQ6qZR6Syn1mn1tRin1NaXUWft1+k6fZ/lQSv1LpdSyUurt0mvve85Kjv/T3pcTSqnH79yZF+f6fuf/j5VS1+19eEsp9enS//0je/7vKaU+dWfOenIopfYppb6hlHpHKXVKKfXf2Nfv7D0oM8/+//6DqG+fBw4DEXAceOBOntN/wLlfAuZuee2fAr9u//7rwP96p8/zlvP7GPA48PZfds6In+SfILisZ4FX7tLz/8fAf/c+3/uAXU8V4JBdZ/4dPv9dwOP27y3gjD3PO3oP7nQm8DRwzhhzwRiTAH8IfP4On9Nf5fg88Lv2778L/PU7eC4/dBhjvg2s3/Ly7c7588DvGTm+D0wpsaC/Y8dtzv92x+eBPzTGxMaYi4hB7tP/yU7uRziMMTeNMW/Yv/eA08Ae7vA9uNNBYA9wtfTva/a1D8JhgBeVUq8rpf6BfW3eTGzYF4HbYzXvnuN25/xBuje/atPlf1kqwe7q81dKHQQ+BLzCHb4HdzoIfJCPjxhjHgd+BvgVpdTHyv9pJJ/7QI1ePojnDPwL4AjwGHAT+N/u7On85YdSqgn8W+AfGmO2yv93J+7BnQ4C14F9pX/vta/d9Ycx5rr9ugz8eyTVXHLpmv26fOfO8Ec+bnfOH4h7Y4xZMsZoI0KSv8Uk5b8rz18pFSIB4PeNMf/OvnxH78GdDgKvAseUUoeUUhHwN4Ev3eFz+ksPpVRDKdVyf4f/r327VUEgiMIw/E6yazIqeAcGg1nQZjNp8DK8B5vRZDBr1hsw+YuoV2E2rOGMMAiCFmdhvgcm7YQPDnuYOezSAo5Y9oHfNgAWcRL+5FPmJdD3E+oGcA+OrLnxdkfuYnUAy99zzhWccxWgBmz+nS/k7NfDKXDOsmwcPIpbg5jT0mACesWmt6PYeb7MXMUmzzvg9MoNlIA1cANWQDF21rfcc+zI/MDul8NPmbGJ9MTX5QDUc5p/5vPt/UtTDvaPfP4L0M5B/iZ21N8DW786sWugLwZFEhf7OiAikakJiCROTUAkcWoCIolTExBJnJqASOLUBEQSpyYgkrgntLh6Shnntc0AAAAASUVORK5CYII=\n", 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" ] @@ -146,16 +140,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['net', 'net', 'net', 'netting', 'net', 'net', 'mesh', 'net', 'net', 'net']" + "['yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes']" ] }, - "execution_count": 8, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -166,16 +160,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['net', 'net', 'net', 'net', 'net', 'mesh', 'net', 'net', 'net']" + "['yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes']" ] }, - "execution_count": 9, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -186,16 +180,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "9" + "10" ] }, - "execution_count": 10, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -235,7 +229,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.6" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/utils/build_vqa_inputs.py b/utils/build_vqa_inputs.py index b585ee0..43cceb3 100644 --- a/utils/build_vqa_inputs.py +++ b/utils/build_vqa_inputs.py @@ -37,7 +37,7 @@ def vqa_processing(image_dir, annotation_file, question_file, valid_answer_set, image_name = image_name_template % image_id image_path = os.path.join(abs_image_dir, image_name+'.jpg') question_str = q['question'] - question_tokens = text_processing.tokenize(question_str) + question_tokens = text_helper.tokenize(question_str) iminfo = dict(image_name=image_name, image_path=image_path, @@ -66,7 +66,7 @@ def main(args): question_file = args.input_dir+'/Questions/v2_OpenEnded_mscoco_%s_questions.json' vocab_answer_file = args.output_dir+'/vocab_answers.txt' - answer_dict = text_processing.VocabDict(vocab_answer_file) + answer_dict = text_helper.VocabDict(vocab_answer_file) valid_answer_set = set(answer_dict.word_list) train = vqa_processing(image_dir, annotation_file, question_file, valid_answer_set, 'train2014') From f667f4f600493d504311c115bcc5798da596621e Mon Sep 17 00:00:00 2001 From: GGAVY Date: Tue, 24 Mar 2020 11:40:37 +0900 Subject: [PATCH 3/4] change to bi-LSTM --- models.py | 11 ++++++----- plotter.ipynb | 15 +++++++++++---- png/train.png | Bin 25578 -> 26593 bytes train.py | 2 +- tutorials/check_vggnet.ipynb | 2 +- 5 files changed, 19 insertions(+), 11 deletions(-) diff --git a/models.py b/models.py index 3bb2604..788e162 100644 --- a/models.py +++ b/models.py @@ -42,8 +42,8 @@ def __init__(self, qst_vocab_size, word_embed_size, embed_size, num_layers, hidd super(QstEncoder, self).__init__() self.word2vec = nn.Embedding(qst_vocab_size, word_embed_size) self.tanh = nn.Tanh() - self.lstm = nn.LSTM(word_embed_size, hidden_size, num_layers) - self.fc = nn.Linear(1*num_layers*hidden_size, embed_size) # 2 for hidden and cell states + self.lstm = nn.LSTM(word_embed_size, hidden_size, num_layers, bidirectional=True) + self.fc = nn.Linear(2*num_layers*hidden_size, embed_size) # 2 for hidden and cell states def forward(self, question): @@ -69,7 +69,8 @@ def __init__(self, embed_size, qst_vocab_size, ans_vocab_size, word_embed_size, super(VqaModel, self).__init__() self.img_encoder = ImgEncoder(embed_size) self.qst_encoder = QstEncoder(qst_vocab_size, word_embed_size, embed_size, num_layers, hidden_size) - self.tanh = nn.Tanh() +# self.tanh = nn.Tanh() + self.ReLU = nn.ReLU() self.dropout = nn.Dropout(0.5) self.fc1 = nn.Linear(embed_size, ans_vocab_size) self.fc2 = nn.Linear(ans_vocab_size, ans_vocab_size) @@ -79,10 +80,10 @@ def forward(self, img, qst): img_feature = self.img_encoder(img) # [batch_size, embed_size] qst_feature = self.qst_encoder(qst) # [batch_size, embed_size] combined_feature = torch.mul(img_feature, qst_feature) # [batch_size, embed_size] - combined_feature = self.tanh(combined_feature) + combined_feature = self.ReLU(combined_feature) combined_feature = self.dropout(combined_feature) combined_feature = self.fc1(combined_feature) # [batch_size, ans_vocab_size=1000] - combined_feature = self.tanh(combined_feature) + combined_feature = self.ReLU(combined_feature) combined_feature = self.dropout(combined_feature) combined_feature = self.fc2(combined_feature) # [batch_size, ans_vocab_size=1000] diff --git a/plotter.ipynb b/plotter.ipynb index 0f66dcd..cccc5a7 100644 --- a/plotter.ipynb +++ b/plotter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -35,7 +35,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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a/models.py +++ b/models.py @@ -71,6 +71,7 @@ def __init__(self, embed_size, qst_vocab_size, ans_vocab_size, word_embed_size, self.qst_encoder = QstEncoder(qst_vocab_size, word_embed_size, embed_size, num_layers, hidden_size) # self.tanh = nn.Tanh() self.ReLU = nn.ReLU() + self.batch_norm = nn.BatchNorm1d(embed_size) self.dropout = nn.Dropout(0.5) self.fc1 = nn.Linear(embed_size, ans_vocab_size) self.fc2 = nn.Linear(ans_vocab_size, ans_vocab_size) @@ -80,6 +81,7 @@ def forward(self, img, qst): img_feature = self.img_encoder(img) # [batch_size, embed_size] qst_feature = self.qst_encoder(qst) # [batch_size, embed_size] combined_feature = torch.mul(img_feature, qst_feature) # [batch_size, embed_size] + combined_feature = self.batch_norm(combined_feature) combined_feature = self.ReLU(combined_feature) combined_feature = self.dropout(combined_feature) combined_feature = self.fc1(combined_feature) # [batch_size, ans_vocab_size=1000] diff --git a/plotter.ipynb b/plotter.ipynb index cccc5a7..83b64cf 100644 --- a/plotter.ipynb +++ b/plotter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -35,7 +35,7 @@ }, { "data": { - "image/png": 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\n", 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