From 4d17f80efbd27d6edd0d9179d5631993dd3cd97b Mon Sep 17 00:00:00 2001 From: Shubbair Date: Wed, 31 Jul 2024 20:23:57 +0300 Subject: [PATCH] Updating GAN Code... --- gan/main.py | 38 +++++++++++++++++++++ gan/playground.ipynb | 79 +++++++++++++++++--------------------------- 2 files changed, 69 insertions(+), 48 deletions(-) diff --git a/gan/main.py b/gan/main.py index cd1a6ff9..1ae1abde 100644 --- a/gan/main.py +++ b/gan/main.py @@ -120,6 +120,44 @@ def main(args:dict): return gen_loss # TODO training... + # Set your parameters + n_epochs = 500 + display_step = 5000 + cur_step = 0 + + batch_size = 128 # 128 + + D_loss_grad = nn.value_and_grad(disc, disc_loss) + G_loss_grad = nn.value_and_grad(gen, gen_loss) + + + for epoch in tqdm(range(n_epochs)): + + for idx,real in enumerate(batch_iterate(batch_size, train_images)): + + # TODO Train Discriminator + D_loss,D_grads = D_loss_grad(gen, disc,mx.array(real), batch_size, z_dim) + + # Update optimizer + disc_opt.update(disc, D_grads) + + # Update gradients + mx.eval(disc.parameters(), disc_opt.state) + + # TODO Train Generator + G_loss,G_grads = G_loss_grad(gen, disc, batch_size, z_dim) + + # Update optimizer + gen_opt.update(gen, G_grads) + + # Update gradients + mx.eval(gen.parameters(), gen_opt.state) + + if epoch%100==0: + print("Epoch: {}, iteration: {}, Discriminator Loss:{}, Generator Loss: {}".format(epoch,idx,D_loss,G_loss)) + fake_noise = mx.array(get_noise(batch_size, z_dim)) + fake = gen(fake_noise) + show_images(epoch,fake) if __name__ == "__main__": diff --git a/gan/playground.ipynb b/gan/playground.ipynb index 8d9cc56b..591811fa 100644 --- a/gan/playground.ipynb +++ b/gan/playground.ipynb @@ -395,11 +395,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "def show_images(imgs:list[int],num_imgs:int = 25):\n", + "def show_images(epoch_num:int,imgs:list[int],num_imgs:int = 25):\n", " if (imgs.shape[0] > 0): \n", " fig,axes = plt.subplots(5, 5, figsize=(5, 5))\n", " \n", @@ -407,39 +407,11 @@ " img = mx.array(imgs[i]).reshape(28,28)\n", " ax.imshow(img,cmap='gray')\n", " ax.axis('off')\n", + " plt.tight_layout()\n", + " plt.savefig('gen_images/img_{}.png'.format(epoch_num))\n", " plt.show()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### show first batch of images" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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KpYJ79+5hbW0Nn3zyCa5du0bVIPqZfTcuZKBEUYTH44HT6dxRNFWr1aha5+LiIoLBINbW1lAoFCBJEn2eJEloNBqHIh/djxBVWYPBgJGRETpRnU4nDAYDdVvlcjm0Wi2q0lsqlRAOh2n6NXHpPD6muVwOiUQC6XSautlMJhN9z7GxMZjNZuTzeaRSKSQSCaRSqSP3/TQaDWSzWeh0uh1JCmTT02w293Qzt9ttSJIEmUyGeDyO9fV1mhkpk8mocSGxxd1cvMcNkiFqtVppIH83F2yj0aBz9CR4HMgG7syZMxgZGYFard42JkQ8N5VKYXl5GcFgENlslq6B/c6+Gxfi/vJ4PHjrrbfgdDp3pHum02l88skniMVi+Oijj/DgwQNUq1Xk8/ltg0jcXYxHOBwOBAIBDAwM4Hvf+x7sdjv8fj9sNhvN5qpUKvRIff/+fTx8+BDFYhHhcJhKxD8pI4dkOjkcDpw5cwZWqxXvvPMOxsbGMDAwgJGREWQyGQwPDyMWi+Hjjz/GzZs3d2T19TulUgkPHjxAJpPB2NjYtvawxL2azWa3bXSeBKmlqlQquHHjBgRBwNDQEL7zne9Ar9fD6XRSeRmz2QyFQoF8Pn+ss6LUajVOnz6NoaEhjI2NwWQy7XCLA4++h2AwiEgkgmq12vc78xeF4zhcunQJf/AHf0CVHLp58OAB/s//+T9IJBK4f/8+0uk0KpXKkTAswAGdXEjvBovFApPJtCPdk+yqc7kc4vE4gsHgfl/WkYYE7UVRhN1uh9PphM/nozpqSqUS9Xod+XwepVIJ8Xgc6XQaW1tbWFlZoXGSvS5ojUYDJpMJlUoFyWSS1oOQxdHtdkOhUMBisUCj0aBerx+p+Ev36WS3x0jB7V530uR5+XwekUgERqORLpQkHVytVkOlUkGSpGMde5HJZOB5HkajERaLBVqt9omJI0TVt1KpHGvDwnEcdVfbbDb4fL5tWWHExVwoFLCxsYFEIoFYLHbkhE/33bgolUoIgkDrCIxG4454i0ajwfDwMLRaLW7cuAGe52m6MWM7xG+vVCpx/vx5/MZv/AbMZjN8Ph9UKhW2traQTqextraGmzdvolwu09oMIqRICkX3SqlUwuLiIra2tlAqleB0OjE1NYVLly5BpVJhaGgIQ0NDaDabsFgs2NzcxGeffdY3MhTfhNlsxttvv41AIACfz7ftMaLykM/n93RyIXQ6HWQyGWxubsJisewwXCQmo9FoaOLJcYNIvLhcLpw6dQpTU1NUYbobYrCLxSKCwSCi0eixqaHaDb1ej+985zsYHBzEpUuXtsWeiFZYPp/HysoKlpeXkcvlnmnu9Qv7alzIqYXIvBCtr8eNiyAIcDqdkMvltP5irz7ukwYR5lSr1RgaGsJrr71GYy8khXNhYQFfffUV/uZv/gblchmSJL3QWEqShEgkAplMhnQ6DZVKhUKhAJvNBrvdjpdffhkGgwHFYhE8z0MQBNy4cePIGBetVouZmRkat+qGxFDK5fIzu64qlQpdKB4ff7VaDZvNhlardWx7BhHBWIvFAq/Xi6GhISoP/zikcJKIxR53N+HFixdx4cKFHQF8cuKNRqNUbqjfs8KexL7OauJSqFQqNM2QVIyT1FdSuW80GtHpdOB0OuHxeFAsFpFMJo+Ma+WgIG4ok8kEm80GQRDQarUQDAZRKpVw9+5d3L9/HxsbGzQ9uFc+WqKz1el0EA6H8dVXX8HhcFAdOFIDc1S+M6Ky7fV6aZCduGy75YFu3ryJjY0NbGxs7HksSU1CMplELpfbMSZErUKlUh1b+ROi2WYymaDVaqmmYDedTgfFYhGSJCGRSCAUCiGbzR7Lk5zT6cTExARcLhdGRkbgcDig1WrBcRxNsiFaYevr67h///5zGVnSYVcURbqhVyqVNMnncUqlEh4+fIhcLodSqdSzTeG+b5kkSaKd+YLBIOr1Ou36SCRGVCoVbeI1MTGBWCyGra0tZDKZI7NQHRSCIGBiYgKBQABDQ0PQarVIp9OYnZ1FPB7H3/7t3+LGjRu0iryXwb9Op4NqtYpqtYr5+XkkEgk4nU4q20OSA45K9pPD4cDExAQmJydpvIrsIkkCRDAYxI9+9CPMz89Tw7pXstkscrkcxsbGdrjFlEoljEYjSqXSsTUuGo0GHo+HJi8YDIYdLrF2u410Oo1MJoPV1VUsLCygVCodS6/FyMgIfv/3f5+6CUkGIfAoM+yzzz5DJBLBhx9+iHv37qHRaDyXO0yr1eLSpUvw+Xzw+/3weDwwmUwYGRnZtb3B+vo6/vAP/xALCwvY2to6OsaF3IzlcplWy5O6DIvFArvdTnWulEolrFYr/H4/9T0+voMhBYDE1dOtJXYcJ+Q3QW5WUlhKJuR+pQOT1ySyOSqVCpFIZFujtXw+3/ebAo7joNfraeq2UqnctvBVq1XEYjFEo1HkcrnnKuYjY7CbkjQJ6pON1nGkW9+OKJU/DsmuSyaTKBQKNBnkOEEUMAwGw7Y6H+L+r9VqKBaLiEajCIfDSKVSe3aFkcQeUjtI1Ca8Xi/cbjeV3DIajbtq5wGPTi5+vx+1Wo2mP/eCA3P2bm1t4cc//jGUSiV4nodcLsf777+P3/7t34YgCFT588qVK5iZmcHGxgbOnTu3LbBHUpFTqRRmZ2dRLpepiGKlUtmRunwcabVaSKVS4HmeLuKkApr0cdfpdKjX6/sqeUO02qrVKn7yk59AEAS6mJKMn36G4zicP38e//bf/ltaJd3NxsYG/uqv/grxeBzJZLLn76/X6zE4OAgAJ7JZFsnQq1aruHv3Lu7cuYOHDx8eO8Mik8ngcDhgtVppmrvZbKZFtEQM9eHDh/jFL37xzM3kSGLP0NAQLBYL3G43jEYjzp07B7PZDJVKRQVCn9Q3x2az4Z/9s3+GbDaLP/zDP8Ti4mJP1o0DMy7FYhFra2vgOI4e9WZmZlCtVmkGFNFecrlcUKvVkCRpm3EhVamRSATRaJTuCOr1OtrtNsrlMt0lHrVCvr1CPicR4CQLOnEvkp9Op7OvGSZEkbperx85/Seyo7bb7ZicnNx205F5UygUsLa2hnQ6vS/jSIpSd6tUP06QU8tukNN2MpnE5uYm0ul03594nxWO42jXTZIt253UQHolJRIJbG1tPbUMo1vpAfg6ucfpdGJoaAgulwtDQ0PQ6/UYHh6GXq/f9XXIHCclDSqVCqOjo5AkCTabrWef/cCMC6m+5TiO7k4ePnyI//t//y+8Xi+uXr26zedtMpkwOTm5zdVF3F/Dw8MYGBigWTzkOJdMJlEul2nKLPHlEsn942BsGo0GbRI0OzuL4eFhKJVKGjS9cuUKbDYb1tbWcOvWLVooedxu2udFrVbj1KlTsNlsGBkZ2eaSarVaWF9fRzKZxPz8PLLZLEql0r7spkulEiKRyK6u3+OCxWLBzMwMPB7PDr2sVqsFSZJQKpUQCoWwsLBwJNypzwrP87h06RLeeustBAKBbcKonU4H9+/fx1/+5V8iGo0+UTZfoVDAarVSwVmj0QiTyYTx8XHo9fptyQEmkwmCIDzxNNxoNLC4uIhUKgWPx4Ph4eF9c8semHFpNpvbdrgcx+Hhw4eo1WpUJZm4JjiOg8lk2uGq6IYYmm7jQrr8Xbt2DbFYDMvLy6hWq9SPexyMS7PZRDgchkwmw8OHD+Hz+eByuXD58mXarW50dBTXr1/H8vIyCoXCkcrg2m/UajXOnTuH8fFxDA8Pb4sDtFotrK2tYW5uDvPz88jlcvvm3iuXy8feuJjNZpw+fRp2u32Hcenu2RIMBrG0tHQs7s/HUSgUeOWVV/BP/+k/3dG2vd1u48GDB/jTP/1T6n3ZDZ7n4XA4YDKZMDAwAL/fj6GhIXzve9+D2WymJxDC04pya7UaFhcXMTc3hwsXLiAQCBx94/I4JK21UCjQH6LOq1AoaAyle8DJoJFMG9KFkrTpJRXjY2Nj1NLrdDpkMhmsrKxAkqRj06a30+kgnU5jaWkJ1WoVg4ODMJlM4HkedrsdIyMjePXVV1EoFBCNRlEul2kR5UlGoVDA6XQiEAjQk3J3ynwkEsHi4iJisdi+JoiQnftx7HhKusYKggBRFHd1/RGX2HFunW21WmEymWifJEK9XsfW1hZyuRyCweA3bv54nqfBeSL35HK5npjGTurdSMfU7li0JEmYnZ3F5uYmTCYTLV4nfYw0Gg2MRiPq9foLS80cavUW0bgymUwIhUIAQJtXra+v4/bt29vyvIn/1uFw4OLFi9DpdNQYEWG8druN8fFxNJtNqlM0OzuL//k//yeSySTt93LU6XQ6mJubw8bGBkZGRqDVauHxeDA9PY2xsTGMjIzgnXfeQT6fx82bNxGNRvHxxx/jk08+OdGnGLVajfPnz+Ott96isveNRgP5fB7ZbBa/+tWv8Fd/9Veo1Wr7eqIgp21ysjxOkFioTqeDw+GgnU27Ia3Ej6uGmMlkwptvvgmPx4OBgYFtj+Xzefz4xz/G7Ows5ubmvvHzi6KIy5cv0yZiAwMD4Hmeeioep1gs4tq1awiFQvjiiy9w+/ZtaiRIEkW9XqdKCG63G++88w6MRiNsNhvGx8eRyWSwvr7+QsWsh2pcSBoe2VULgoBqtQqVSkW7Tnbf4CStsd1uU0NBJjKpWpfJZDCZTOA4Dq1WC3K5HIlEAlqtlvrPj8vNTGpODAYDYrEYlEollb8nOxCj0YhoNAqFQgGHw0F3JdVq9VjuGJ8E2U3zPA+dTgeDwUAfazQayOVyyGQySKfTPTvddbeKftz10Gq1UK/Xj00skECSczQaDd0okqLpbkj76Eqlcmzux27kcjnNQiTxDxL7JfG2zc3NXTPDyJpGMrxIyQZJYzabzTTbjrwmOf2QbNpIJIJQKISNjQ2srq5um2NkHSXZtt0xWbJZf9yF9zwcqnEhfsbl5WX80R/9EZWGkcvlT6zQJ7Llf/d3fwdBEGgTIqI0a7FY8Prrr9PcbkEQUCwWcenSJUSjUdy9exfhcPiQPvH+kEwm8bOf/Qx6vR5LS0sYGhrCyMgIXn75ZcjlckxMTGBwcBAWiwUXLlzA+vo6/uZv/gaZTIamch93iOy9z+fbEewMh8P43//7f2NrawsPHjzoyfvJZDJcuHABL730EqampnbEHGq1GvL5PIrF4rFaXJVKJa5evYqzZ89ienoaFouFZoJ2Q5TQI5FIX3dT7CVk/YlGo5idncXKygrK5fK2hZ/neZw+fZr2eDl9+jSMRiMmJydp23Lg0caS9GS6d+8etra2kM/nEY/HUalUEAqFaG3h44bF6XRCp9PhwoUL+M53vgOj0QiDwYBOp4NUKoWVlRVUq9UXnpeHalyI5SXtY58VmUwGs9lMXUJjY2Pw+Xw4e/Ys7HY7NBoNNBoNXC4XhoeHoVarsbKysg+f5HApFou4d+8elEolarUabbI0PT0NnU4Hl8tFXYdjY2P46quv8MUXX9Dj8UkwLsQHbjabdxiXXC6Ha9euUZHAXiCTyTAwMIDXX38dLpdrx3s2m026czxObkqFQoHx8XFcvXoVTqcTWq12V8mXUqmEpaUlBIPBno15v5PL5TA/P49wOIxgMIhEIrHjOTKZDF6vF2fOnMGZM2fwne98Z0frbeDRxjyVSiGTyeDWrVu4f/8+otEoVlZWnupmk8lk1P0VCAQwPT1NX1+SJBSLxR0G6Xk50op5pJaj0+kgHo+D4zhUKhXMzc1BkqRt1bBDQ0NULDAcDtN+J8cJYqhbrRY90ur1egwMDFBXEPn/d955B7FYDLOzs7R/BunyeRxxOBy4cuUKlSIBQOcAaaD2POKUj8PzPGw2G7RaLYaHhzE4OLhNCZxI5JDU+Vwud6xOLjKZjPat0ev1O9xh1WqVCnpubm7SsgHGIxQKBQYGBmg78SfVCKVSKfzyl79ENBrFgwcPqJLEk+5fQRBgMBig0+nw6quvYmxsDNPT05DL5ahWq7R4czeD99yfpWevdAgQccByuYxCoYBwOIxQKAS/349IJIKLFy/CYrHAaDTizJkzcLvduHHjBu0b/6xaUf0MkcUJBoO0buDjjz+G0WjE66+/Do/HgzfeeANDQ0PQaDTQ6/XIZrP4sz/7M9y4cYN2Aj2OwVUAGBgYwO/+7u/C4XDA4XAA+HqnlsvlkMvleqLwoFKpaN0B2X2Spmskdb57cSWFv8cFmUwGu92OwcHBXRuCFQoFJBIJbGxsYHZ2FqFQ6NjOuedBoVBgenoa3/72tyGXy5+omB0Oh/HHf/zHWFtbowryT2szrtFoqNTRb//2b+PKlSs0ppPL5fDFF18gGAxic3OzZ2vikTYuwNdaVySgRTShFAoFhoeHqUyJWq2GVqulKqHH1RVEbtTugH0sFgMAqmwAPJps7XabNhoDgHg8TuNgx8XoEkhFfLebhmRskUSP5/nMSqUScrkcarWang4HBwdht9thNpu3NcYiXS27s8SOi2EhyRIqlYoGpB83LMQdRprXHZfMzV5DNPrIvCFlGyR432g0kMlkdigYk8QmotMol8tpczqSdmyz2WiWWbFYRLlcRiKRoJvSXsr7H3njQiBWO5vN4qOPPqLSGgMDA1Cr1bQGJBAIIB6PY21tDclk8tjumkgfkmaziRs3btAMvIWFBfj9frz55pu0SdaZM2fw2WefIZFIoFQqHcv0WKVSua1ZXafTQTQaxb179zA/P/9cEi9EQsZoNGJqagpXrlyB0WjE+Pg47bzYnXFTr9cxOzuLxcVFLCwsHKu5JwgC3G43rFYr9Hr9rplGnU4HCwsL+PnPf45gMPhcYqDHnVarhVgshsXFRZjNZni9XjSbTWxtbaFYLNIeL3NzczvGz2AwwOPxQKPRIBAIQKvVwuVy0c6xY2NjtEXH4uIi5ufn8eWXXyKdTuPOnTv0BN8rjo1xAb628NFoFEqlEul0GuVyGQqFgqaE6vV6GAwGiKLY1+1ln5YKuNsO+0m/IwVVMpkMBoOB1na0Wi0olUo4nU6YTCasrq5Co9HQQPNxMy6kxQPRESPtA9LpNIrF4p5PEKQamuM48DxPe5/7/X7MzMzAZDLRVgiP02q1kE6nEQqFnuofP4qQFG/SZvvxqnHg0ZjncjlsbW0hkUgcuzn2OOQEQr5nUqdHTnW7xVNkMhmq1SpyuRzVCCTu1Hw+T08ZqVQKnU5nm9q0RqOBxWKBXq+Hz+eD0WiE3++Hz+eD2WymUi9E/oVkR2azWWxsbPQ89nWsjAuBfCHdIpYAaAHm8PAwMplM3xoXg8GAU6dOQavV0l7bzWaTythks1lIkkQNUKvVQqlUolXPT9oRN5tNhEIhqFQqzM/Pw2azwe1208Kpt956C7FYDJ9//jkSicSxFf8kkCCnKIp7ksAgCREGgwGjo6PQ6/WYmpqCy+WC2+3G4OAgrevoptlsolqtIpPJ4MGDB7h27dqxOTWTeJLb7cZv/uZvwufzYXR0dJtx6XQ6VOOuWCwin88fu1jT4xQKBdy4cQPr6+s4ffo0AMBut+O1115DMpmkQr6PQ9xYGxsb1LW/G0ajEZcuXUK9XofFYqGnlJGREahUKlq4ajQaodfrUalU8OWXX6JYLOL69evY2NhALBbD+vo6JEnal4LhY2tcdlNGlsvlsNlsGBgYwOrqat/20dDpdDh//jwcDgf0ej00Gg0kSUKlUoEkSdjY2EChUKA3NmnGVqvVIEnSrvGkx091S0tLKBaLcDqdsFgsGB4exquvvopgMIj5+XmkUqljGXvpRqlUQqfTQaPRfONc4DgOOp0Obrcbfr8f3/rWt2C323H27Flagf2kzQrR1ctms1hcXNxWMX3UIbEWl8uF7373uxgZGYFGo9mhoSVJEs1ILBQKtNj3uELKA3Q6HX77t38bAGC1WmGxWGjBrsvl2vVvOY5DMBiEyWR64hgZjUa89NJLUCgUGBkZgd1up8alOwmAfA+rq6u4e/cuIpEI/vZv/xYPHz4EsLvHo1ccK+NCXB9WqxVarZYK5hFXULvdRj6fRzKZ7Pu0WyILT5qqNRoN6q4SRRHVapVm4zQaDRon2a3ZEjGyRCLf6XRicHBwW18J0jWw3W7D5XKhUqnQwPNxhEihOxwO1Go1XL16FZlM5qnPt1qtsFqtsNvt8Pv9MBqNe3Kv5vN53LlzB9FolLozjgukAZbb7YZarQbP87uqERCNq0wmg2KxeOyNC/B1z5pEIoHV1VVotVrYbDbwPA+v1/uNGxrSSBEAjWORZosE0vacSPnL5XI0m03E43Fq0CVJwubmJhYXF2lTtoOYg8fGuBBfpslkovUMZ8+ehcPhoFX/zWYTm5ubuHPnDoLBYF9P7k6nA5lMBp/Ph7GxMdo/heM42sWuG+Ji2c2VRT4nMS6CIMBoNILneVrcR6RhPB4PlpaWYLVacf/+/WNrXADA5XJRWfg33njjqW4qIh9DZDmIaOBunf0eZ319HT/4wQ9oqudxgeM4BAIBXLp0CSMjI7BYLDtOLcCjrLzl5WUqCkrSj497zAV4dGq9f/8+tFotxsfH8eabb0Kj0eDll1/+Rrdod4zQ5/PRdiPdf8dxHF3fyGYzl8vh+vXrtFgzGo0imUzi4cOHqFQqqFar+/qZCftuXARBoLsZsiA+noJJHiOWmbhjyL+NRuOJzydxB7JQWiwWOJ1Oas3JzV8ul7fVNFSr1b7dQZKUalITQdKp6/U6nUiCIOy68yG/6/Z5kzFqNBr0Nbr/nnSzJIoGoihCq9XuaeE8yhBDAWCb1tiL8HjaaLPZRCKRQDQaRSwWO7Ab+6BQqVS0OK877ZpA6q/y+TxSqRRKpdKO+/k40263aetgo9GIbDYLURRpz5XdaoF2gxgZnuepskn3utA9nul0GpFIBOFwmP5ks1lks9kDLRzfV+OiUCho7wySVtdut7G5ubltR6zT6TA4OAilUkkHghS4VatVrKysbHu+VquF1+ul2V9qtZpKGpCCSYvFAqvVCp7nEYlE8PnnnyMej+PatWuYm5ujAfB+JJvN4pNPPoFGo8G9e/fgcDjQaDQgSRIEQaDjKYritm5z3T3LibFVKpVwuVy0roWcgGq12raAa3f8hhjdfk146GfK5TLu3r2LTCaDpaUlrK2tIRQKYXNzE8Vi8djVV5EGVlqtdld3WKPRQDabxe3bt/Hw4cOeFukdBVqtFu7fv49QKETT0M1mMy5cuEDbH9vt9j2/XjqdRjKZRDwex+3bt5HP5xGLxbalEBMJqEqlQjeohyHztK/GRS6XU60vl8uFU6dOodVqYXZ2dltfcqvVinPnzkGlUmFxcRHhcBjlchmZTIZKoXcfoU0mEwKBAERRhMPhgE6ng91upzInj6eCFotFzM3NIRQKYW1tDZFIpK8zoYhB5TgO4XAYOp2O9hvRaDTIZrNwOBwwm807ail4nqcnG9JLYzdXxeOQal2yq+zXZId+p1arIRQKIRgM4vPPP8ft27dRqVSQzWaPRXbY45DCyd1O0u12G41GA9VqFcFgECsrK0in03173+0H7XYb0WiUxtuKxSKtOyEivKTl8DdBFEmSySQ2NjZw/fp1JBIJLC8v91S2pVfsq3Eh8s+rq6vUBaFWqzEyMgK3202fJ4oiTCYTlEolBgYGYDAYUKvVqH/Q5/NtqxwVRZGKAWq1WlodbTabqStHkiQEg0GEw2GsrKxQg0aCWUdhghPtNOCRK5Es/KS3uyiKO3o6kJMLMTBKpRJ2u50G7p8EWSSKxSJu3bqFZDJ5rBqLxWIxfPzxx3A6nTh16hTVF3tRiFbYxsYG7t+/j3Q6jXv37iGdTmNtbY2eVo7CfOs15XKZ+v1TqRRyudxzFaseFyqVCmKxGMrlMj7++GPcv3+fbhD3Cmndnkql6PzqV1frvhuXcDiMdrtNfbJGoxEOh4P6EIGv3TnAo1NJ9+JPfLaPQ4qHiMUn8ReS9lipVPDVV1/h008/RSgUwueff079vUfpRifHWgB0hzM/P7+tmG83un+/l94MKpUKoiii1Wohl8s9te3qUWRzcxM//vGP4fP5YDKZemJcSE+ScrmMzz//HD/4wQ9oTxjiDz/u6dxPI5/PY3l5GVtbW7Sl80kdC+DRvbyxsQGO47CwsLAtZrxXumPRRLKoX8d0X40LqYImlaUrKyu0gZUgCLRy/lkGlyyojycHdKfh5vN5VCoVbG5u0uMoqf84igtm9+Qh6Y29prvZEFkYjxOSJCGRSEAul2NlZYWmeev1evA8/8R52B2gJ8aCFEU2Gg3E43EUCgWsr6/TNNsn1RqdNOr1OhUEPY7tnJ+VbkNw3O6v3dj3k0sikUA2m0Uul8Pa2hpEUcTAwAD0ej3sdjucTueejQtx95DKU+BRjwQSnyFHThI8DYfDiMVi2zovMnaHdMjbL+N12GQyGdy9exeLi4u0QO3q1at45513oNfr4fF4dvRcAR6NC4kBkp9sNov5+Xnk83nMzc0hHA4jl8shkUicmBTbvZDNZun4dAssMk4G+56KTGQfms0mJEmCSqWCJEkwGo20xelejQtJw1WpVGg0GuA4jsZRkskk7Q2xvLyMYrGIQqHQU5XP48yT3I/HBVLjQ2IgRII8nU6j3W5Td+zjSJJEi0mLxSKKxSI9hWezWTx48ADBYPAQPlF/QIxpvV6n2YyEUqmEdDqNXC7HTnInEK6zx7PqC/dT/n+1FQqFgrrFdDoddDrdnl+ju5CNBKhJmh1xv5FGTLVajS4oveZ5jvcsrfdrDnP8OI6DSqWiuk1jY2O0VmO33hndMSgSvCcy5cTVdtAbmOd1L+3HHAwEAhgcHIROp4PH49nWNTEcDmNubo4Gsvvp9MLu4RdjL+N3YMblOMEm5ovRT+P3rK/bD3GDfjIu3/T6/TBeu9FPc/AospfxOzbyLwzG89Cvi99RhI0loxtWKcdgMBiMnsOMC4PBYDB6DjMuDAaDweg5zLgwGAwGo+cw48JgMBiMnsOMC4PBYDB6DjMuDAaDweg5ey6iZDAYDAZjr7CTC4PBYDB6DjMuDAaDweg5zLgwGAwGo+cw48JgMBiMnsOMC4PBYDB6DjMuDAaDweg5zLgwGAwGo+cw48JgMBiMnsOMC4PBYDB6DjMuDAaDweg5zLgwGAwGo+cw48JgMBiMnsOMC4PBYDB6jmKvT+Q4bj+v40jxPELSbPy+ho3fi/G8QuZsDL+GzcEXYy/jx04uDAaDweg5zLgwGAwGo+cw48JgMBiMnsOMC4PBYDB6DjMuDAaDweg5zLgwGAwGo+fsORWZwWAw9pvH032fN+2acfgw43ICUalUsFgs4HkeSqUSCsXX06DZbKJYLKJer6NSqaBarR7ilTKOOxzHQafTQaVSwWQywel0Qib72qGytraGzc3NQ7xCxvPCjMsJRK1Ww+fzQavV0hubIEkSgsEgSqUSUqkUMy6MfUUmk8FkMsFkMmFkZATnz58Hz/OQyWRotVr42c9+hq2tLXaCOYKcOOOiUCggk8mg0+lgNBq3HcOz2SyKxSLa7TaazeYhXmVvkclk9CY2m80wmUyYmJiAKIrQarXbjEutVoMoiigWiwCAfD6PdruNVqt1WJfPOIZwHAeZTAZBEODxeOD3+zEwMACfzwe5XI5ms4l6vQ6NRnPYl9pXKBQK8DwPtVoNm80GnuchCMI270OtVkMkEkGlUkG9Xke9Xj+caz2Udz0kZDIZXUzPnj2Lq1evQqlUAnjkDvrss89w69YtSJKEQqGAdrt9yFf84shkMqhUKiiVSrzxxht48803YTabMTw8DLVaDVEU6RgAQL1eRzQaRalUwp//+Z8jlUqhVquhXC4fi/Fg9AdyuRxqtRpGoxHf/e538fbbb0Ov18Nut6PZbCKZTKJYLMJisRz2pfYVer2e3r+//uu/DpvNBqfTCaPRSJ8TDofxwx/+EEtLS4hGo0gkEodyrX1hXGQyGXieB8dx9IfsXHoF2SmRBdVmsyEQCEChUKDRaKBer0Or1UKhUEAul/fsfQ8LjuMgl8uhUCggiiJUKhWcTidGRkZgNBrh9/uhVquhVqu3GZdGowFBEFAsFmGz2aDRaMBxHBqNBlqtFlqt1rEzMt3zr9lsotVqMTfMPkNOLRqNBi6XC4FAABqNBnq9HrVaDcViEZIkbYu/nHQ4jqMG2WazYXh4GC6XCx6PB2azmT5Pq9XCbrcjGo0ik8kc2vX2hXGx2+144403YDKZ6GL38OFD/P3f/z0kSXrh1ycLrFarxVtvvYWxsTEMDAxgcHAQ+Xwen376KWKxGFZWVpDL5dBsNo/84mK32zE8PAyDwYCJiQlYrVacPn0ak5OTEAQBWq0WPM9vO04Dj3aURqMRarUa4+PjuHTpEmq1GkqlEiRJwurqKlKpFNrt9pE3MiShwel04tVXX4VGo8Ht27extraGWq2GSqVy5OdBv6LT6TAzMwOHwwGv1wu9Xk8NfLlcxs2bN7G5uYn19fXDvtRDh+M4qFQq8DyPc+fO4cqVK3C73RgZGaHjJkkSOp0O/RkcHES73Ua1WkUoFDqUedwXxsVoNOLVV1+F1+uFwWCAKIoQBAGffvppz4yLRqOB0WjE+fPncenSJWi1WhgMBjQaDWxubmJ5eRnhcBilUqkHn+jwMRgMGB8fh8PhwBtvvAGPxwOHwwG73f7Uv5PJZPSk4/P5MDk5iXq9jnK5jHK5jHQ6jWw2CwBH3rgoFAqoVCo4HA68+eabMBgMyOVySCQS4DgO1WqVGZd9QqPRIBAIwOPxwGazQRRF+li1WsXi4iLm5uYQi8VO/HfAcRyUSiVUKhVGRkboRtztdkOpVEKSJNRqNWpYAMDhcKDT6WBpaenQrvtQjYtarYZGo4HVaoXFYoHZbAbP8z1/H1EUMTQ0BJvNBrfbDavVimKxiJWVFQSDQcRiMaTT6SOdGSWTySCXy+FyuWA0GjExMYHz58/DYrHQ33UH7r8JjuPgdDoxPT2NZrNJ4y7lchlarRbJZBLBYPDIGhiO4zA0NISZmRm4XC5YLBbqHpQkCY1G44UXNYVCAYVCAb1ej0AgAJlMhnA4jHw+j3q93pON01GDnJYNBgP8fj88Hs82w8LYiUqlwvDwMCwWCwKBACwWC1QqFSRJQqVSwdzcHCKRCFqtFvW6dDodmEwm6PV6aLVaNBoNaoAOikM1LkajEW63G4FAAIFAAC6XC8ViseeLvMlkwuXLl+F2u3Hq1CkMDg7iyy+/xK9+9SuEQiEsLi4iGo0e6YWS53moVCqcP38e09PTOHXqFN5++21oNBrwPA+5XP5M/muZTIbx8XEMDg7S31UqFVitViwtLeHmzZuIRqOHlonyonAch0uXLuHf//t/T1NfS6US2u02isViT+IugiBAFEWMjY3hd37nd6BUKvHzn/8cDx8+RKFQOPCbvR9QqVTQ6XTweDw4e/YsvF4vC9o/ARJ/1ul0eO211zA6OooLFy5gYGAA9XodmUwGuVwOP/rRj/Dpp5+i2WyiWq3C5XLhn//zf46BgQE4nU5YLBZUKhWk0+kDzfo8VONC3BIksCwIAiqVSs9enwS0SYDLZrNBEAS0Wi2USiXEYjFay3EUU4/JzpjneWi1WoiiCKfTCbfbDZvNBr1eD0EQnvv1eZ7fcZIUBAFKpfJIJz10zwuLxYJGo4FYLIZsNotKpdKzeBJJE9XpdLDb7RAEAUajEVqtFrVaDRzHnTjjQu55jUYDnU4HnU63bY6RXXe73d7m5jmJKBQKqNVq6HQ62Gw2OBwOesqTJAnxeBypVIr+22g0IEkSBEFArVZDu92mc04mkyGbzZ4c4yIIAi2gIjUYlUqlJ3EPjuOoq21mZgZvvvkm7HY7arUaVldXcffuXXz00UcoFAooFAo9+DQHj9VqhdPphMlkwtTUFEwmE1577TWMj4/TgH0v6XQ6yGaziEQiyOfzR/LGJwkLJAYniiKWl5fxwx/+EJubm1hZWemJS4zjOOj1erjdbgwNDeH06dNQqVRYWlqCJElYWVlBJBLp0ac6GnAcR91hPp8PPp8PLpeLumtJfRlxGdZqtRNdX2Wz2TA1NQWv14vXXnsNY2NjAIBEIoGVlRX8f//f/4doNIqHDx8ilUqh0+mg1WqhWCwiHA5DqVTCYrHg6tWr2NjYQDKZRKPROLDrPzTjQoJU5NSiUqkgCAJkMlnPFi21Wg2z2Qyr1QqfzweLxYK1tTVkMhnE43Fsbm4eWb83x3HQaDR0RzM+Pg6LxYLh4WEEAoFv/PvHd4XkCP5Nf0NiL/V6/UgaF5J5Q5IWSKbN/fv3sbKyAkmSeuYeValU0Ov1MBqNsFqtdD6SbLyT2DaXnOT0ej10Oh20Wi19rN1uo9Fo0HRw8u9JRaPRwO12w+Px0J90Oo1MJoNEIoEHDx4gFAohlUptW8dqtRoKhQLy+TyUSiU8Hg9KpdKBexsO9eRiNpsxPj4Ov98PpVKJVquF9fV1zM3NYW1t7blcVd1Fg1NTU3jppZcwNDSEZrOJTCaDO3fuYHl5GYuLi0dy4ioUCtjtdmg0Grzyyiu4dOkSjEYjAoEAdDrdtnx3ADQdkdSpNJtN5HI5rKysoFqtolQqoVarYXBwkO6uSb3P45Aqf7fbjXA4fCQXR0EQMDo6SusDgK8XtXq93hPDQmqM7HY7Tp06BYfDgWw2i1wuh3A4jFAohFwudySN835SLpeRTCYRCoWwsbGB9fV15PP5w76sA4fo/Xm9Xly8eBFOpxOiKKLRaGB1dRV37tzBysoKYrEY8vn8jtNIpVLBnTt3sLGxQV3n8XgctVrtQD/HoZ5cbDYbJicn4XQ6IQgCms0m1tbW8MUXX2BjY+O5Fn9Sha/RaDA9PY1vf/vb0Gg0dFG9desWbty4gWg0eiSNC8/zcLvdcDgceP311/Hrv/7r1CDI5fIdCz4JUEuSRF0NGxsb+NnPfoZkMolEIoF8Po933nkHdrudZpXtZlzkcjnMZjM8Hg+Wl5ePrHGZmJjA+Pg4NS6tVgu1Wq1nyQmkYNflcmF6ehoGgwHZbBbVahVbW1vY3NxEJpNhxuUxSqUSQqEQNjc3sbq6itXV1RM3RhzHQRAEWgpw+fJlmM1m6HQ6NJtNLC0t4YMPPkAikUAsFkO5XN7xGqVSCV9++SUtGlepVKjX6yfDuJB0RL1eD5vNBoPBQHeP2WwW8XgcuVzuuXaRcrmcVvoSlwTHcahUKigWi8jlcjRwe5QmLs/z9HMNDw/D6/XC6XTSolOZTLZtsW+1WpAkCdVqFSsrK/QzVyoVRCIRmhKbzWZRKpVQqVS+sTqd4ziIogiTyQSDwQCdTodKpUKDh/0Ox3E0DdZqtaLdbtM09F4ldJBTC8/zMBgMcLlckMvlKJfLKBaLKJVK9LR4lObfi0AWTIVCQVUiPB7PjphgsVjE2toatra2TmyNEckOMxqNMJvNNHZaKBTQbDaRSCSQTCaRy+WeujkmSSn1ep0qTxz0eB64cZHL5fRkMTQ0hAsXLkAmk6FWqyGXy2FhYQG3bt2ivtdnhed5eDwe2O12jIyMYHh4GJlMBgsLC4jFYlhbW8Pq6uqRk/gwGAwIBAJwu934h//wH2JqaopOPrJT7qZSqSCRSCAajeJP/uRPsLS0RF0zpCiSuMna7TZyuRxqtRr9/91QKBTweDzQ6XQIBoMYGBhALpdDJBLp+9gVqQPSaDQYHh7G6dOnsbW1hU8++QTLy8s9S38nMR2NRoORkRFcvnwZ8XgcX375JWKxGLa2thCJRGg21ElAoVDAarVCq9XiypUr+M3f/E26OelmdXUVP/7xj5FMJpFKpQ7pag8XuVyOwcFBjIyMYHJyEg6HA+12G1999RVisRhu3bqF2dnZbzyJkLlVq9VogsqxNy7k5lOr1VTyvdlsolAo0Ewxosj7PK/N8zyMRiMsFgu0Wi1NxS0WiygUCiiXy32/EHbTrR5LMuocDgfcbjcEQdgRpCOTqFqtIpPJIJVKUVdDNpul1fWPQ/y2T5uARNuo3W5DFEVoNBrUarUjof9ExpC4ELVaLZrNJuLxODKZTM9OLt3vI4oi9Ho9stksyuUynX9HtTboeZHJZPTUTYp6u12vRK+uWCzSlPCTNkbA1xp3er0eDocDBoMBCoUCtVoN2WwWiUQCmUyG1mM9DkmxB75WzyB6gIfBgRsXpVKJoaEhuFwuOJ1OqiW0sLBAb/TngYjg+Xw+fP/738fExAScTify+TxCoRCuX79+qAqhzwPHcdTfGggEcPbsWTgcDthsNqjV6l0NS6FQQLVaxe3bt/GTn/wEyWQSDx8+RDqdfmGfK8dxVFXaZrPBZrMBAEKh0Au97kFgsVhonMVms0GlUiESieCTTz5BJpPpWX2VWq3G1NQU7HY73G43OI5DsVjE/Pw8QqHQkU17f16InNCpU6fg9/sxPDxMa1uIu2ZjYwOpVApLS0tIp9MoFotHsu7sRRAEAWazGQaDAa+//jreeOMN6PV65HI5pNNpXL9+HfPz81hbW9t1A8hxHHw+H6anpwEAmUwGtVoN4XAYsVjsoD8OgEMwLsTvGggEYDKZADzSEiJZNM97aiH6YRaLBRcuXMBLL72EfD6PYrGIVCpFq/CP0s1NFnNSzzI4OEiLI7uVjAnkxEKywT788EM6Br24WcmpEwD1C0uSdCQKKrVaLd3UkPHLZDKYm5tDtVrtWbCTpH4ODAxsm9+hUAjBYHDXAOxxhaS3C4IAv9+PsbExOBwOqrQNPNphx+NxbGxsIBKJoFgsolKpHMlkmxehOxY4MTGBl19+GaVSiXofFhYWcO/ePZRKpR3GhYyz1WrFmTNn0G63EQ6HaYzv2BsXuVwOpVIJo9GIyclJnDp1Cna7HdVqFel0GrOzswgGg8/ta9VqtfD5fPB4PBAEAZ1Oh6Y2kp9UKnUkjtskGKxWq3Hu3DmMjY3B7XZjdHQUer0earV6179rtVoIh8PY3NykQdH9ChwbjUaMjIxAEATcu3ev56/fK4jsjdVqxczMDMxmM/L5PD0pd/uke4FSqUQgEMD4+DhEUUQ+n6e7z0wmcyTmX68g1fh6vR6Dg4MYHx+H1Wrd9hxSO0VUt49jS4e9IAgCXC4XHA4HdDodZDIZ6vU6XbdKpRItKehGLpdTyf2ZmRnMzMyg1WqB53lkMhkEg8FDU4I4MOOiVCpp9szVq1fx2muvoVqtolAoYGNjAx988AHW1tae++azWCw4ffo0fD4fRFFEp9NBJpPB5uYmNjY2aIXqUZi4KpUKAwMDsFgs+P73v48333yT9nHo9qs+TrPZxPz8PD7//HMsLS0hn8/vm3FxOBx45ZVXYDab8dFHH/X89XuFQqGAUqnEwMAA3n33XSiVSnz55ZeIRCJYWVlBuVzuqQtGFEWcO3cOL730ElqtFmKxGCKRCEKhECKRyIGngx4m5J53OBw4d+4cXn75ZSgUim1Zje12m7bULhaLqNfrJ84lBjyaN8Rta7FYaIbh5uYm3XQXCoUd9zLP8zh9+jROnTqFc+fO4b333oMkSVCr1YhGo1hZWTmkT3TAxsVoNMJkMkGr1UKtVtMgZ7FYRLlcfq6MHdLCV6fTUctP2qTmcjkEg0EkEokjJSXR3dRMr9fDYDBAEAQIgrBrbUmz2aSp1qlUCslkEvl8/pky4kjq8l4r7wVBgMFggFar7duAPlEx0Ol0tJUDiYEkk8knBkafF5lMRvWgNBoNzc4rFAp00TwpGWIEkpCiVCp36NwRuZdCoYBMJoNisXjixodAir+7Y6mdTgfNZnOb0jHZXJJ5JooiXC4XVXsnCTektOMw17wDMy6kZwY5wnU6HcRiMdy9exeLi4vPtaMjMQlBEDA9PY3f+q3fov70VCqFX/7yl/izP/szFAqFI9WnRalU0valJpOJHpOfVLSYzWZx8+ZNJBIJfPLJJ/jyyy9p3cpeKZVK2NraQr1eh9vt3ibLsRuk2FKSpGeS8j9I5HI5xsfHMT4+jtOnT0Or1aJUKmF+fh63b9/uaRMlIlIpiiJ0Oh1EUcTc3Bzu3LmDxcVFlEqlnrrfjjpEwTebzeL27dv4xS9+gXw+fyJPLQCokOqT4qkEk8kEi8UCq9WK6elpmM1mvP7669RlTrLLVldXsby8jGQyeWhz7kCMC9lBEn0cshiVy2WkUilks1m02+1nqvjudDpUn4z0hBkaGoIgCEin07RYcG5u7ki4wrohuxiNRgNBEL5RgLJWq9HCSJId8qx57fV6HYVCAaIo7mm3o1QqoVQqodPpnuimO2yIXA2RdSfjmM/nkUgkUK1WoVAodozV4+NG/v9p40nSSEl3S57nUS6XEY1GqWLtSTMs5NSym25dp9NBvV5HtVpFIpFAMBh8ao3VcYeUUZD2DwTimSHFucQ9brfbMTo6CqvVisHBQfj9fvrcVquFQqGAbDZ7qGUX+7oqcBxHlWfHx8fx8ssv04p8AFS9s1wuY2BgYEew70mUy2VEIhFwHIeZmRkMDw9jamoKCoUC1WqVdrCLRCJH8oYmN+VeerB0Oh3k83ncvXsXGxsbSCQSz1UwFY/HcevWLQQCAbz00ktwOBwv8hH6ArKpMZlMVKpcpVLhwoULMBgM1EDW63XkcjmqL9ZoNKh8eaPRQDqdhiRJ1M3Vbrd3GGCr1YqxsTEMDQ1BrVaj0WggEolgdnb2wNVo+wWLxYLz58/D7/fvKJgsFAq4d+8e4vE4EolEz3TdjirEja/T6agXR6fTYXBwEFqtFu+88w4mJibg9/vh9/thMpkwNjZGs0l3k346bPbduBgMBjidToyOjuLixYtUjoUUTYXDYbRaLQwMDOz5dYkEAsdxOHXqFF5//XUMDQ1BoVCgUChQ4ctoNLqPn27/IMZlL4al3W6jUChgdnYWKysruwb99kI6ncbt27dRLBafOx28HyHS+hqNBsAj4/LSSy9hcHAQXq8XXq+XBk6r1SptVlepVJDP51GpVLCysoJcLof19XWUSiWa0dQ9zlarlTa/UqvVaDabiEQiuH//Po1lnTQsFgvOnj0Lt9u9q3G5f/8+QqEQ4vH4iTS+3TQaDeRyOdrrBwCtbyM9h7LZLIaHhzE0NASVSgWTybQjQaKf2FfjIpPJYLFY4Pf7YbVatw0EEa6cmpradTHsliYhEE2ybDZLYwLj4+NwOp0wGAw05Y4sukqlEnq9Ho1G40hoFZHTiiiKGBgYwMDAAPR6/ROfn81mkUqlEAwGqV7V8wbwyLj1+xg9K6RFQDabRTgcpskePM+j1WqhUqmg0WjQdg/d1eQmkwm1Wg2CIKBYLMJqtcLj8aBer6NUKqHZbNKKe7/fj0AgALvdDqVSScfxabGy4wgp/BVFEV6vFw6HY5tLstlsotFooFgs0k3iUVLM2C/q9ToSiQRt6lUul+kaptFoaH0QMdK1Wg2xWAwymYx6hwikp0smkznU1u37alzkcjkmJyfxxhtvYHh4eFvsgOM4nD17FmNjY7suaCRNudu4kP4PRMWW/I705egu5iPNwgYHB1EsFrG1tdX3uyNSF+B2u/Hd736X1krsRqfTwfz8PK5du4b19XXEYrHnPrUcV4hmWigUQj6fRyaTgSAItAc5OaUQUVC5XE5dkUQmBgDNuimXy1SAkrhzV1ZWkEgkcPbsWXzrW9+CRqOBKIpot9u0tqvZbJ4YA8PzPKanp2kixblz52gfd+BR4kg+n8fW1hZmZ2cRCoWeW5XjOJHP5/Hll1/CaDTizJkzGB4ehiiKMJvNVICXpG2Xy2XkcjksLi6i0+ng8uXLGB4epq9Vq9Wwvr6O+fn5Q01k2jfjQm4sg8EAu90Og8Gww81DFH1J2hxJoWu321AoFDt2fSQNT6VSwWw2b1sMAFBXBVGlVavV0Ov1aDab9H36WTCwO22TqKI+DUmSkMlkkM/ne+Kz3kvDsKMGcW+R+aVSqWhbBvJ5SS8hElAl86rT6dDvA3g0/1QqFVQqFRqNBsrlMkqlEmQyGWw2G0wmE00XbzabNPgqk8lorKZf516vIHFWl8tF46uiKNKNX7PZhCRJ9HspFot9v+k7CJrNJnVHZzIZGqcj85V4Y4gCB0lxB77WBSSp3WR8yan8sNgX46JSqWhvkKmpKZw7dw6iKO7IKorH4wiHw0in03jw4AEKhQKt0SBy0d03I3GL+f1+vP3227BarbTYsFaroVKpQJIkqnnVrQpAKvZJtStjO8RoE/fQcaDZbNJ0TIVCQecPOaUAX2fjkLYF5HmiKFLDQCBinSRLjud5+Hw+jI+Pw+Vy0cw5ElN8++234fF48ODBA/zJn/wJUqnUkaq3eh7IyeW9996D0WiEw+GgY0ruwXg8TgP5zC32CJI9VywW8dd//de4d+8ebU/AcRwtiCZJJQaDAWNjYzCZTHQup1IprK+vY21tjSahHGZq974YF4VCAZPJBKvVCrfbDb/fv+M5JMtpa2sLwWAQH330EZLJJDY3N5FMJp/6+tPT0/B6vZAkCVarlQa8iP9bp9NRna1arQa5XI5CoQC1Wn2ktMUOEqLmS06Mx4FOp0MXsr3SbYBMJhMdC6LdZLVaYTKZaF0BSQwgsjzdJ7+pqSkMDg5CFEX89Kc/pT05jrNxkclk8Hg8OHXqFHie31YD1el0IEkSCoUC/TlOySMvQqfTQavVQrVaxezsLObm5uB2uxGNRuk87j61jIyMYHBwcFvqMnH/h0IhVCqVQ08i2deYC8kI61YiJv7AXC5HC32IBg7RF3oSoijSitSBgQH4fD7wPI9SqYSFhQVcu3aNVql3u4zIiYV0YmTsxG634+WXX941bfQkQVwLpA/54w3YiF5dPp+nsv3pdBqBQABGo5EqUpMTcqlUor106vX6sTYs30Sn06EijKRgl7ETMkeINBb5b5IiTwouvV4vfD4fjWdVKhWq/N4P69y+GpdOp4N0Ok0HCHiU4fRXf/VXWF5eRjgcxtbWFr2hiV/xSRBf7sjICE6fPg2Xy0W7S167dg3/9b/+VyrpQV6rO3vsOGZD9YrBwUG8//779CR4UiH9L4ikTjepVIrGaUjQP5lMYmRkBK+++iomJyeRSqXwx3/8x7h379426ZdisXiiDQvwaD3Y2trC559/jng8ztxhT4DMwVQqRZMdyLpFNthGo5G2MSBJP/l8Hqurq4hGo30xtvtiXNrtNiRJQqlUQjQaxerqKn0sl8vRquVcLrfnFGHSYtdms8FoNNJGWYVCAel0mgrfnSRJc5LYUCgUoNFoaADvedtDk5jLXoL61WoV5XK5p422+om9bES6q6ZJinOtVqOZacTts1vR5UmFnAgrlcqJLprcCyQBqRui6afX67fdr8Slls1maQLLYbMvxkWSJASDQSgUCqRSKfzt3/4tfYy4EarV6p5FEoFHN/Lw8DDeffddDAwMQK1Wo1ar4caNG7hz5w5mZ2f7YkAPCjIearUa8/PzePDgAXiep82W9pu1tTXcuHEDGxsbT+xuedxRKBQYHR3F5cuXYbPZkMvlkEqlkEgkaNX5SRSrfBKdTge5XA6bm5u0Toixd0hDsDNnzmBqaopusomSRDAYxFdffYVcLtcXm+x9O7kQl0KvAugcx0Gv18Pr9VK5A9Kmdm1t7cjI6e8V4sZ72ilCq9XC7XYjm83CbDbT6vpn7d/QnYK8l1NLp9NBsVjE5uYmwuFwX/h3DwOZTAaDwQCbzQatVkslYyqVCqrV6olIPX5WSOKNJElsbJ4RItTrdDphNpuhVCrpOkg8Rel0msZnDpv+VBzsgsjPq1Qq+Hw+TE5OUnHKYrGIxcVFPHjwgNYRHGVIvU+pVMLGxgZ4nqcp3btBjsQDAwN4//33EY/H8cknn+Dhw4eoVCrI5XLfKLZoNpvphNXr9dBoNE8Uoux0OlQJIBQKYXFx8USmkhKRQbVaDavVCq/Xi1qtRjN5iLIEWzwZvYLE+YxGIwYGBmC328HzPJrNJtbX1xEOh7G+vk5PMf0w946EcSFVzx6PBxMTEyiXy1hfX6enloWFhcO+zJ5AEhuI/D2pPXmScSFFfz6fD++99x5yuRxti0p8/k/z9RN5HpvNBrvdDp1OB41G88RUZFIhXCwWaSwtl8uduJMLqYshMS+Xy4VYLIZoNEoLWvvh5mYcH7qNi8fjgd1uh0KhQLPZxNbWFh48eIDNzc1Dr23ppu+Ni1wuh9lspk3GOI5DpVKhWRH5fP6wL7FnkKy2RqOBTCYDvV6/p1MBOd21Wi2Mjo5SiY3BwUHUajVaUEVSsdVqNWw2G9RqNYaGhmCz2TA4OEgVE56kh9VsNrG2toatrS2srq5SYceTFqxWKBRUkoMUnVYqFYRCIUSjUZZi+xjP4nJl7IQ0Q1SpVHQzSBRPyGY0l8uhUqn01aam742LSqWi7T+dTic4jkMikcDPfvYz2iv+uECyQ4rFIlZXVyFJEkZGRr7x73iep10hv/e97+HKlSuo1+tUYuOzzz5DLBZDLBZDIpGA1+vFW2+9BYvFgkAgAJvNBr1eD6vV+lShxUqlgp///Of4+7//eyqYSdImTxIajQZ+vx9OpxNGoxE8zyOZTOL69etU443B6BVKpRJerxcmkwkTExO0QJXneTQaDSSTSayuriKRSPRVaKDvjQux2kRskHSwS6VStDDyuEHUdovFIhWqUygUO9rEdkM01oi8fLPZpH1KvF4vlTmRy+VwuVy0gZbb7d4WHNzNsJDTVKVSQTqdRiwWo/3O+2mndFCQk0t310Ay1qQK/yRDlI9JYsnj+oBKpbIvAs5HBeKZIG5rtVpNm4IRxXdSgN5P92PfGxeVSoXR0VGcOnUKgiBgY2MD6+vrWF9fRzAY7IuUu14jSRI2NzdRKBRgMpmQyWTg8/lw/vz5p7ZA5TiOKkST/tuk0VC1WkW1WoUkSdBoNHC5XBAEgXa7fJrkCynOisViCIVCNM7STxP5INHr9Th79iw8Hg8tOC2VSgiHw1Q/7KTSbrcRjUYxPz8Ph8OBwcHBbXOLNFVLJpMol8uHKgl/VOB5Hm63Gz6fj8Zf6/U6stksMpkMNjc3sbKyQgvI+4W+Ny4KhQI2mw0ejwfAo6ZW5Oe41leQmEu9Xsfa2hrd/c3MzDzVuACgir4A6EmHdP7cC7sZDEmSEIlEEIvFaOHrSXOFdaNSqeDxeODz+Wh1NDu5PIK4dZPJJFQq1Y6sOVEUYbfb0Ww2t7XIYDwZuVwOg8EAq9UKURTBcRxN6SbtjMl60U8bvr41LiqVCnq9Hg6HA06nEw6HA9lsFtlsltYQHAeI/LtSqaRV781mE/l8HpIkYWlpiaoPkBYCNpsNGo2Gyr+TKvEXEZwkwnmNRoO+NxEVzWazWFpaQi6XQywWo50YTzrtdpvWV0UiEVp5fpINb7vdRjgcxoMHDwAAY2NjVMmANBIbGRmBTCbD3bt3D/di+xySIaZWqxEIBDAxMUEV38vlMubn5xGPx5FKpfpSt65vjQsRZiMdGf1+PyqVCgqFAu3Sdhwg2XB6vR7JZJJKuBAdq3g8DplMhvX1dWQyGZjNZpw7dw52ux0Wi4XGol5UKp80YKtUKvS9PvzwQ3zyySdU5oX4d0/yzrybVquFYDCIaDSK9fV12kGw327yg4S0OZAkCQqFApcuXaI6bDKZDE6nE2fOnKF9dBhPRiaTged5aLVaTE1N4eLFizCZTFSC//bt2wiFQgiHw30Ze+5b4wJ83faX/Ev8jP3mW3xRFArFDqn7bsFNjuNQKpWo2J/RaEQ+n6duGLVajXK5vK3T57PSaDRo+97V1VVkMhlEIhFks1ladX4SM8N2o1uHrVwuo1aroVgssuJJPJq3lUqFNrwKh8MwGo1wOp20hkqhUDwxeYTxNTzPQ6/X00xQjUYDjuO2VeOn0+m+jfH1tXHpptPpIBwO4/bt2wgGg307oM8Kx3FQKBRQKpVPrYxPJpO4efMmFAoFbty4AaVSCbvdTm9ap9P5QjvBer0OSZJQLBZx//595HI55PN52mq61WoxVen/h0qlgtfrhc1mw2effYbl5WWsra09t2jocaLVaiESiSCVStFOnh6PB7/xG7+BQCDADMozYDabMTU1hYGBAZrVmc/nkUqlsLq6ijt37iAUCiGdTh/2pe5K3xsXspiR5l+ZTOZEypfXarUdBpW0iVWr1SgWiz0zLisrK8jlci94xccTshkQRRFqtRqSJNHeLSfdsBBIwW4ikcDGxgZarRYKhQIt4mWCnnuDKECYTCZa4NxqtahKRiaTQTab7duNdt8al0ajgUKhsE09VZIk2vzruNzIzWYTiUSCftZnueGInDvP80ilUk88+ez1Okh9AksP3R21Wg21Wg2TyURlz4kkTr/e4IdJNpvF/fv3qXK22WymSTnJZJJ1oXwKHMfBaDRiYmICHo8HoijSZmuLi4vY2NhAsViEJEl9u9Hua+NSLpe3BUhJTOA49YJot9u0IdCzUqlUdjS0YuwfgiDQ4kmdTgdRFOlOst8K2PqBfD5P5Zm++uor+ns2Tk+HuA71ej2GhobgdDqhVqvR6XSQzWaxvr6OUChE4339St8aF9L8Jp1O41e/+hVisRju3buHVCp1rE4ujKMDkTaXJAnVahUajQZKpRIGg2FHS2TGdphB2Tukri2VSuHu3bswGo1IJpPQ6XSYm5vD/Pz8kdCw61vjUq/Xqfz8f/tv/w08z9OdOlEPZjAOEuKCINL6SqUSWq0WHo+H9tFhMHpBp9PB0tISwuEwTUmWyWSo1+s0ZtXv7uu+NS4kM6leryOZTB725TAYtNC0Wq3S4kmisdavfm/G0YUYkqMK19njeZXtyr7meY74bPy+5qiOH+nYSdRplUolkskkSqUSrTs4CPfP875HP4xhv3BU52C/sJfxY8blOWAT88Vg4/diMOPy4rA5+GLsZfyeXy+EwWAwGIwnwIwLg8FgMHoOMy4MBoPB6Dl7jrkwGAwGg7FX2MmFwWAwGD2HGRcGg8Fg9BxmXBgMBoPRc5hxYTAYDEbPYcaFwWAwGD2HGRcGg8Fg9BxmXBgMBoPRc5hxYTAYDEbPYcaFwWAwGD2HGRcGg8Fg9BxmXBgMBoPRc5hxYTAYDEbP2XObY9Yo52tYo6EXg43fi8Gahb04bA6+GKxZGIPBYDAOBWZcGAwGg9FzmHFhMBgMRs9hxoXBYDAYPYcZFwaDwWD0HGZcGAwGg9FzmHFhMBgMRs/Zc50L4+ixW17+89ZIMBgMxrPAjMsxguM46HQ6qNVqBAIBnD17FgqFApVKBY1GA7lcDrlcbte/bbfbaDabkCQJW1tbKJfLaLfbaLfbAJhRYjAYzwYzLscImUwGk8kEk8mEK1eu4D/8h/8AQRCQTCZRLpexsbGBjY0Naig4jqP/Xa/XUa1WkclkUC6X0Ww20Ww20Wg00Ol0mHFhMBjPRN8aF6VSCY1GA0EQ4HA4oFar6WOtVgvVahWtVguFQgHVahW1Wg3VavVELoIymQyCIEAQBPh8PgwMDMDv90Or1UKpVKJer0MQBEiShHa7jU6nQ11mZLwajQYkSYLFYkGxWEQqlUIikUAymUS9XkexWKSnGAbjeVEqlfTettlsUCgUaDQaaLVayOfzSCQSbJ49BbPZDLPZDIVCAVEU0Wq1EA6Hkc1mt3ka+gGus8fV+KB1dZxOJ8bHx+FyufCP/tE/wvDwML2GYrGIzc1NFAoF3Lx5E2tra4hGo1hbW0Oz2dz3Ae43XSKNRgOv1wuj0Yh/8k/+CV5//XWYzWZ4vV7IZDI6JvV6HY1GY9fXIEan2WyiUqlAkiT8/Oc/x8cff4xEIoG5uTlIktST6+238TtqHGVtMZfLBYfDgZGREfz6r/86jEYjPS1fu3YNf/EXf9GzefY0juIclMlkePfdd/HOO+/AbDZjbGwMjUYD//2//3d8/PHHqNfrqFQqB3Itexm/vji5cBwHhUIBmUxG/1+v18Nms8HlcmF8fBwTExP0y83n81AqlcjlcohEIqhUKqhUKvTvTxo8z0Ov18NsNsPj8SAQCEAQBMjlcnAcB0EQAICe/kh8hUyQTqcDmUwGmUwGjuMgl8vRbDYxPz8Pm82GRqMBnudRr9f7ame0F+RyOeRyOWQyGRSKR9OdGNtWq4VWq3XIV3hy4DgOSqUSWq0WFosFo6OjsFgsSCQSKBQKWFxcPLH38DdB5q/ZbMbQ0BBsNhumpqZQr9epZ4d4JPrFe9MXxsVsNuP8+fPQarVQqVTgeR4+nw8zMzMwmUywWq0AvraWKpUKPp8PdrsdWq0Wly9fxi9+8QssLi6i1WqdmBiBTCaDXC6Hw+HAu+++C6/Xi9HRUXpczufz4DgOGo0GPM+j0Wig0WgglUrh9u3bKJfLdJwsFgvcbjdEUYTH44FarcapU6fA8zwWFhaQzWaRSqWQSqUObHf0osjlckxOTiIQCMDtdmN6ehqtVguzs7NIJBJYWVnB0tLSiZgr/YJarYbVaoXZbIbFYoHFYkGr1QLP89BqtYd+OuhHlEol3G439Ho9pqencfr0aajVaoiiCLlcjomJCaTTaaytreHevXtoNpuHfckA+sS46HQ6nDlzhhoLlUoFr9eLU6dOQaVSQavVblsAeJ6nBsfj8QAAwuEweJ4/UZOTGBeTyYQLFy5gcHAQXq8XKpUK5XIZpVIJMpkMPM9DLpdT45JIJHDjxg2kUikAj4x2IBBArVaD2WyGzWaDKIoYGBiA1WqFWq3G559/DgAolUpHyrgEAgFcuHAB09PT+O53v4t6vY6f/vSnWFlZQaVSwfLyMjMuB4hKpYJOp4PBYIBOp4Ner6duMJVKdaLu372iUChgt9ths9ng9/sxNDQEuVwO4NG96/f7kcvlUKvV8ODBg5NrXGQyGQ00e71eBAIBOJ1OnD59GgaDASqVCkqlEiaTCUqlEu12G+FwGPV6nS5suy0Gy8vLNLPppKDVamE2m+F0OmGxWGAymagLLJfLYX5+Hq1Wi7rIiPswFAphaWkJ+Xyejle5XEa5XIbZbEa73YbVaoXRaITBYIDFYsH09DTMZjMKhQL9u351kSkUCuj1eoiiiOHhYUxPT8Pr9VK3WCAQgFqtBs/zcDqdiMViuHXrForFYk+vQxRFaDQalhDx/+A4DlqtFi6XCxaLhX4fjKfDcRx1ixGj0v2YKIowmUzQaDR9ZZwP/NtVKBRwuVwwGo14//338Vu/9VtQq9XQ6/VQKBTU508oFAqYnZ1FLBbD5uYmQqHQrgZkZWUFkiRRt9hJwGq1YmJiAhMTEwgEAvB4PNRnHQ6H8eGHH6JUKkGSJDSbTeRyOeTzeRQKBWxubm4LnKpUKmg0GpjNZmxtbcHtduPq1au4fPkyAoEAvvOd7yAWiyEcDiMcDh9I4sTzolKp4Pf7YbVa8dprr+G73/0uFAoFlEoleJ7Hyy+/jFarhXfffReNRgNffPEF/uAP/qCnxoXjOFitVng8HuRyOayurqJWq/Xs9Y8qJFbgdruhVCoP+3KOBCRWpVQq6RpJkMlkMJvN8Pl8WFhYONnGRS6XQ6fTUZ+rzWaDUqmESqWiAWUAqNVqKJVKKJfLqNfraLVaUCgUUKlUu76uTqeDyWRCo9GgmU+SJNEF9LgZHBJLsVgsMBgMUCqVkMvl9ERBalYKhQLK5TIajQby+TyKxSLK5TItrCS0Wi00Gg1wHIdEIgG5XI58Po9GowGZTAaj0YhGowGtVgu1Wo1arfbEzLPDhud5mEwm2Gw2GAwGaDQa+lh3ggPBaDTu2BE+LwqFAgaDAYIgwOPxwO/3Q6PRIJvN0pNjv47bfsNxHHiep96JfloIjwK7jRfHcfSn3zhw46JSqTA9PY3R0VGMjIzQoFS3YQGAeDyO2dlZNBoNKBQKeDweTE1NwWAw7Pq6i4uL+OKLL2hGU6vVwt27dzE/P49ms4l6vX7sDIzP58Orr74Kt9tNM8EkSUKj0UA8Hsfi4iIymQyKxSJqtRotjCQ/3bRaLdRqNWSzWdy+fRt6vR4ejwcjIyM0BmYwGDA+Po5UKoVoNIqNjY2+PL2YTCa89dZbCAQCGBgYOND3NpvN+N3f/V0MDg5icHAQPp8PW1tb+Oijj5BIJHDz5k1sbm4e6DX1E0qlEqIoQq1Ws8ywHtDpdFCtVlEsFg8khftZOFDjQnYuNpsNXq8XJpNpWwpyN5VKBdFoFJ1OB263G1qtFn6/H4FAYNfX5nmeBrVIqm00GsXq6io4jqNunONiYIjUi9vtpsVopE5FkiSUy2VkMhlkMhnkcjnU6/Wnvl6n06EGhqSGkn9JnEwul9MMn2Kx2Je7JeDRAubz+TA4OAi9Xv/U5/YydkROk5OTk5iZmUEgEIDP54PJZEIoFIIoipifn4dcLj9Wc/FZkMvlEAQBPM/T353EcegV5J6v1Wp9FxI4MONit9sxNjYGp9OJc+fOYWxsDHa7nS5QZGCazSZarRZUKhVGR0fBcRxsNhvUajWMRuMTX99qteLs2bN0R95ut6HX6zExMYF8Po+NjQ2USiWsr68jlUr1dUD6m1AoFNS9QFQMSLHk7OwslpeXcevWLeqKeZZajk6nQ11hkiShWq1Co9Gg0+lAoVDQLL5arUYTBvoNlUoFl8sFn88HrVb7xOcFg0Fsbm5idnYW1Wr1hd7T6XRiaGgIfr8fo6Oj8Pl81LCRbL7x8XF4PB4kEgncvn0bf//3f39iXGQks5Hn+W2xg3a7jVwuh0QigXw+f2TvycOi1WohHo9jdXUVyWSyr8bvwIyL0+nE1atX4Xa7ceHCBQQCAeorJLtmEitoNBpQq9WYmJiAXC6HXq//Rh+t3W6n6cnAo0VycnIS+XwekUgEX3zxBRKJBCqVCnK5HH2/o0Z3cI8YF5LCWa/XcefOHXz00UfY2tpCJpN55sWLGBcSs6pUKhBFkRoXv98PmUyGWCzWt24NQRDgdrvh9/ufOGc6nQ42Nzfx6aefYn19/YXTq51OJ15//XV4vV6Mj4/D5/PR9zabzbh06RIA4J133kGn08EPfvADfPbZZyfOuHQnVhDjkslkEAqFkMvl+mrnfRRot9uIx+NYWVnpO+mcfTcuPM9DoVDQtFmSLtsdY2m32zSjKZPJoFQqQRRFqqFDKs2BR4tCrVZDJpNBp9OBKIp0J/R49okgCNBqtTCZTDSwOjAwgEqlgnw+T08wRwmS8240GuFwOGhad6VSoeOSSqVQKpVe+LMVi0XEYjEoFApa6EaSMfR6PVQq1Y5q/36gVqshFovBZDLBaDQ+8fRCTq/P607gOI4Gpx0OB02r361egxhi8q/dbsf09DTS6TTC4fALn5z6GaLAoVQqoVarqXK3TCajskRk/vbTPDoqkM15v43dvhoXIuOi0+ng9/sxMTEBm822oxKXLIrlchnz8/MIhUKYmJiA2+2GSqWimTxEmC2RSOBXv/oVqtUq1R/T6/WwWCzbdtNkV6/X6+F2u1EsFqFQKBAIBHD//n386le/6puCo70iiiKuXLmC4eFhXLp0iRY/RqNRZDIZLC4uYn5+nvpgn5d2u42NjQ1cu3YN09PTOH/+PNRqNbxeLywWC+bm5mAymcDzPM0q6xdyuRw+/vhjrK+v49VXX8X09PS+vI9cLofb7YbFYsHLL7+M733ve9Dr9U91xRHOnTuH//yf/zNWV1fxwx/+EBsbG/tyjf2ATCajNT9OpxOBQIBuOiVJQi6XQzQa3VZ3xTj67LtxIbEBsmMRRXHX4qlGo4F6vY5sNot4PA6Xy0UnWrvdpm6fer2OQqGAaDSKSqUCs9kMQRDQ6XSg0WioX5doZZHiI5VKBUEQ4HQ66WQm1cEkw+woyMYoFAqYTCY4nU6YTCao1WoaiK9UKrQYshc7GUmS6EmSfAekIFOtVlOl5X4L7JPeNel0+oVrSx7XvSO/I/PMZDLR6mmr1bot7flpCIIAk8kEg8Fw7IsJiStXEASoVKptG0bga0Xuk1YEfdw5kJOL0+mE2+2Gx+OB0WjcUWdAaDabWFtbwxdffAEAGBsboycfhUKBhYUFLC4uIhgM4pe//CXK5TLu3bsHq9UKu92OQCAAo9GIs2fPwmw2b8unJxN8enoabrcbw8PDmJmZQTKZxK9+9SukUilaB9KPkMVMFEW4XC4MDAzAaDRSv3WtVqOGshc3KYm5EFWEbuPC8zwEQdi1Yvi4odFocO7cOVgslm2/czqd0Gg0GB0dhcPhgNfrfaaiwPv37+OHP/whkskkksnkflx636BUKuHxeGCz2WA2m7dtRtrtNsrlMrLZ7DatO8bRZ9+NC8nyMhqN1Ff/JEhwanl5GU6nE9FolPqilUol1tbW8PnnnyMcDuOrr75CuVzG1tYWtFot3G43wuEwXC4XPB4PLcokKY9kB+r3++HxeOB2uzE0NIStrS2EQiG6QPercSHXT3a8NpuN7pJJEL7RaNBsu17QbDZRrVa31QiRXTYxLI/XJx03BEHAyMjIthR4o9GI8fFxaLVamvX4rGxtbeHDDz9EuVzu4dX2JwqFAlarFW63Gzqdbttj3ZsYpmBwvOir83in06HBvY2NDXz00UcQRZFKwywsLGB5eZlmQZECok6ng0QiAQBIpVJ0MgcCAfj9fqhUKhiNRrrjJs2KzGYzqtUqvF4vms0myuVy3+4i5XI5zQ4jhloURXAch0qlgrW1NYTD4Se2MX4eyuUyVUJOpVJUufa4yHaIogi73Y5Go4Hp6WkUi0W43W6YTCb6HK1Wi/Pnz2/LRCQnF7Va/UTFCMbXkBMvUecGvg5C1+t1ZDIZRCIRlor8jJAxrFQqtIiyn05+fWVcSCpyoVDAnTt3MDc3t03egOzMSYYSACoRk81msbGxAZlMhk8++QQ8z+Pq1at47bXXYLFY6E7T4/FAo9FQVVae5zEzMwODwYBUKoXV1dVDHoXdIQu7wWCgNRwkDlAoFPDll19iY2MD8Xi8J+/X6XSQy+VQKpXgdDqxsbGBVqsFv99/LIwLx3EwmUwYHh6mWYmtVgtvv/02ZmZmtj1PqVTuGnMBcOzdgr2AFOESYVoA1FNQLpcRCoWwuLhI3a+Mb4YYFiLrlEwmUSwWmXF5GiSoTtw8e31+96SUJAkymQzJZBKhUAjVapWegAwGA7RaLc27V6lUMJvNkCQJVqsVJpOJnp766YsCsC1JoXtRa7VaVEetl0WN5LVIG9p+FqvshqS2k/T2JyEIAnXTulwutNtt2Gy2bSeXXl9XLpejtVb9Nr/2C5lMRgP6pHiSJKGQQl0S0GfsHZI9W6/Xqfu6n+g749Ir2u02Hj58iFAoBK1WS+Vmfu/3fg88z0Oj0UCr1UKr1eLSpUsolUpUvjocDuP27dtHpvaAGGMi8NkrSAYd6djYj7n0uyFJEjY2NiBJEvL5/BOfZ7FYIIoims0mxsbGAGDfDAvwSNLoJz/5Ce7evUt1804CCoWCSj6RmIskSQiHw0gkEkin07QlwVGYX/0A8d7UajWkUimEw2Eq2tsvHFvjAgDZbBbZbBZqtRrFYhFWqxWpVArVapUGpkkBnNFohM/ng8/nQ61W6zt3x5OUT7sLAfejmJG8/lG68ZvNJorFIgRBeGqQWBAEmrnYnQ22HxA30Pr6Ou7cuYNIJNKX0jn7AUns0Wq1NObSbDZRKpVQLBZPtFL0i0DuS1KG0G/357E2LgTSy4TjOASDQaysrMDn81GpdVILo9VqYbVakUgk+k7aRBRF+Hw+eL1e2hQon88jn88jGAwiGAwiHA7vS/bR47Le/Z4dVqvVEIlEqFrsYZPJZLC0tIREIoG5uTlsbm72nX98PyG93x0OB3Q6Xd/Pn6MAqSEUBAF2ux1+vx+lUokql/QDJ8K4kKBXu93G1tYWrFYrVCoVhoeHAXwdoCXGRa/X951x0Wg08Hq9tL898CiQv7W1RY1LKBTa9+s4CgtDvV5HJBJBsVhEqVQ67MtBNpvFzZs3EYlEMD8/f+Ik9+VyOTUue1EvYHwzpMxCEATYbDb4fD7EYjGqm9gPnAjjQmi1WkilUtja2qIBXAKRSyd6VHq9nsrX94NEDNH1ImnZJA07m80in8/v2zV2n1qOgmHpptVqYWtrC3fu3IEoirBYLDTetteq+GaziVQqBUmSaL3Ws0IUA7LZ7Imu5eieP93zqd82cv2GXC6n7cbJxpLEQkkJRaFQYKnIh0m9Xsfs7CxCoRAMBgO+9a1v0bRaIu0vk8lQKpUQCASg0WgQDof7wrWi1WoxODgIl8sFlUqFTqeDVCqF+fl5bGxs7MuiRbLSyA9ZBPppAj+Ner2ODz/8EGtraxgfH8fVq1dhNBoxNDT0jX1eCKVSCdevX0ckEsHLL7+MixcvPrORLZfLWFtbw9bWVl+cpA6abnfq45uUo7ZhOQxIIe/4+DicTidV5Wg0GqhWqwiHw1haWuo7pfe+MS4cx21Ltd0Pna9Op4NKpQKZTLZrJphSqYRWq6Uie49rIB0mpMmSIAjbWkEXCoV9qw8g6aNqtZoKDZKeO0chyN/pdJBOp+lpJRaLoV6v04wwnud3NK3qrqUicvCRSASRSISKq5KeJN+0MHYHXLvbTTO2Zzj204LYjxD1baIAT+hORe63LpRAnxgXkgdPKultNhskSUKhUDiwxYukISuVSiooWCqVti0+/UahUEAwGEQ8Hu+5W0wmk2FiYgKTk5OYmprC6OgojEYjbVcQj8fpgtkvPt7HIQraxWIRyWQSq6ur0Gq1GB0dhdVqxdjYGO0ZBDxyX83OzmJjYwOFQgGxWAzVapXWSpXLZVpUevbs2afGD4hhS6VSWF5exurqKiKRyIk6uXT3cOlundHpdFAsFjE3N4dIJIJsNnvYl9rXyGQyqNVqiKLY1+vR4/SFcelWmdVoNDQX/qAzakgTLtLjm6gs9yMk5pLJZFAoFHq+wHMcB6fTidOnT2N4eBh2ux0ajQb5fB6ZTAb5fH6bonQ/QhaxYrGIRCKBpaUlqFQqbG1twWKxQJIkmEwm+h1LkoTbt2/j7t27iMViWFlZoUZbJpPBbDZTA3vq1KlvfH/yvvF4HPF4HKlUal8/b79B7muiKt3tEpMkCdFoFKFQ6EQZ3OeB6AoS78FRYV+vtNPpUH2qdDqNZDKJRqMBvV6/zQLL5XKIooh2uw2Px4PR0VGEw2FkMpmeLlyk/4bb7YbD4dgRSCQKwMlkcs+9548zarUaZrMZOp2OtlHe2trCxsYGQqEQarVa3zUK+yZarRYymQzt2lmpVOiC12w28eDBA9pb5EXmXqfTQSQSwZ07d7C6unoi55EgCDAYDFSwtluXjsQMmMz+N0Nc0UQp46iwr8al3W7TBkChUAibm5vUZ91tXBQKBQwGA5RKJcbHx1GtVqFUKrG0tNRTHzXP8xgbG8PMzAyGhoa2nUo6nQ6y2SxisRi2trYQiUSQTCb70pd5EJB2CW63G2azGXK5HPV6HXNzc/jyyy+pFtRRiyE0Gg1EIhFwHIf19XV89NFH2x4nqtKPSwo9K+12G8vLy/jggw+QSCSOjNpDL1Gr1XC5XHC5XLBardvk9olk0Ys2tTsJkO67pAX8UWHfz1ikEVA2m8Xm5iYqlQpMJhNtTUyOeeToZzAYYLfbab2JXC7vmWYWEdAzmUy0EJFA3Ez5fB6lUgnVahW1Wq1vXT7A17nu3W2gXwSSVEEaq5HmbkqlkgYNc7kcDWz389g8DXLdzzqnNBoNbDYbLb59GuTUnslkqLTJSYPMpye1ZiDCiydxbJ6Fo6iSARyAW4ws1Ldv36YdJv/lv/yXmJqagsVi2SZlrlAoMDU1RTWIIpEI0uk0FhcXn6oRtVdIP5eZmRk4nU7qFiM6PZFIBA8ePMDy8jISicS+1o+8KN29cqrV6gvXChCVAo1Gg5GREZhMJkxOTmJgYACdTgexWAzZbBYLCwu4f//+iVswZTIZxsbG8A/+wT+AKIoQRfGpzyep4ouLi7SBG+Nrms0mVZg4iS7DZ4UYGGZcumg2m2g2m0in07TvQDweh8fjgSiK6HQ624qpjEYjtFotXC4XNQCkPuBFXBXdVfhGo5GeXLqLkUqlElKpFHK5XF+qjD6OQqGAKIo0ZZp8nueBGBdBEGCxWKg6sFarpQKQhUKBnlxOkq+c7L7NZjN8Pt83nlqI1htpH3GSjPBeISm0/e4dYDw/B5Z6QHysuVwON2/eRCqVwmuvvQa3273tuEwySwYHB/G9730PqVQKZrMZ0WgUsVgM0WgUjUaD9nXfCxqNhrraLBYLtFotFSysVqtYXl5GNpvFtWvXcO3aNaTT6b43LBzHYWhoCO+++y6WlpawsbEBpVKJQqHwXP59rVYLp9MJp9OJ7373uwgEAhgeHoZGo4EkSYjFYojH48jn8yfKT65WqzE1NUWbz32T+7FUKmFhYYEqQZwUA/yskGyxcDiMSqVy2JfT1+zWbO0ocGDGhexU8vk87ty5g62tLbjdbly5cmWbS4dUg/v9ftjtdmSzWfA8j2AwiHv37kGSJFQqlWcqHFSr1fB6vXA4HDTeQorgqtUqlpaWEAqF8OWXX+L69etHZkEYGBigis6//OUvaVHa8xoXj8eDoaEhvPPOO5iamqILKcn0i8ViKJVKfW94e4larcb09DSGhobg8/m+0bhIkoT79+/TjDrG7tRqNcRiMcRiMeYy/AZkMhkEQYBKpWLG5Wm0222USiXIZDIsLy/j+vXrMBqNGBgYoINHqvRJ3YvX64VSqUSr1YIgCIjH46jX6yiXy7Sa+mkuM6J4rNVqoVKpaBIBkU+Ix+NU5qVfDUulUkE0GgXHcXRxl8vlVFXA6/Wi3W6jUCjsqSiNuAmdTicMBgN8Ph8mJydpvIvjOCr8GAwGsby8TI3LSeNZtNVarRby+TzS6fSJzBB7FohLul/vuX6hu6fSUXIhHrhxaTabSCQSyGaz+Ou//mvcvn0bY2Nj+P3f/3243W7odDpavEgMzOXLl9FsNnHx4kUkk0k8fPgQ5XKZLnZEXPJJO2pBEOBwOOB2u6HX66FWq6mbLpPJYHZ2FouLi4jFYgc8GnsnlUrhxo0b8Pv9eO211wCAVj3b7Xa89tprGBwcRCaTQTAYfOprkSwejUaDK1eu4MyZMxgYGMD09DS0Wi3sdjtVkF5dXcXc3Bx++tOfIplMIpfLHcCnPbrUajVsbW1heXkZ6XSaLZxPgNRu9GvCTD/R6XRotuZROuUduHEhmkJEt6nZbEKv16NQKNBAO4HsrklmTrvdhkKhQCaTgcPhQLvdBs/zqFQqT3UHkR7o5Esi9Rm1Wg25XI4Gq/tZsbbRaKBYLKJQKNCqeLKbFgQBJpOJFqhqNJpdtdmIwe4+8TidTng8HrhcLtjtdvA8T2/6bDaLaDSKeDxOq/JPkksMeHbpje6F4CjtMg8KMi/ZiWXvdNe5PG6MyRopl8v7Lpvs0IwLaeBVqVSg0+kwOzuLXC6HM2fOUPmXxyE3+Llz5/AHf/AHKBQKWFhYQCwWo7Iku93QnU4HiUQCuVwOoihibW0NxWIRuVwOiUQCDx48oDpS/QppZ6pSqajigUajoWmxp06dgs/nQyQSgSiKtL6oezxIIZtOp4PX64UoipiYmIDb7YZSqQTP8yiXy1haWkImk8H169dx+/ZtZDIZZDKZE5nZI4oiXnnlFbz88suw2WxMxfcFIfHSk5bK/iLUajWsrq6i0WjA5XLRDFsiCaPX62G1WmlzvH4xMIciVNNdxCZJEtLpNCKRCORyOUZGRp74d0T7iwSf6/U6zGYz1tfXkclkEI1Gd81iymQyWF1dRbvdxurqKvL5PDUs+Xyeyn30M41GgwonlstlqnQAPHL7kdjJ6OgoKpUKJEnaNtE4jqPNxsxmMyYmJqDVamE2m7cZo2azic3NTYRCIdy/fx+3b9+mLsd+mbQHCc/zCAQCmJycPOxLORY0Gg06P5lx2RvNZhPJZBJyuRyFQoH+nnghVCoVtFot2u12X7QHIfSFClq1WsXq6ioVBCTuKeL2USgUu+4YZTIZXC4XdY0NDAzsOmELhQJ8Ph+q1SoVJCRBV+JS63dI3UQ6ncbHH3+Mra0tTE5O4vTp07SaXqlUYnh4GCqVihqLbkizK2JUiLuQxME2NjaQTCZx8+ZNhEIhBINB6sI8iYbleZDL5bDZbHC73SdOqPKbIBJL6+vriEQiRyp+0G+QuKlSqYTf78f09DQ2NzeRzWb7Jo7VF8alWCzi/v37CIfDeOWVV6iYYHfgebfCNYVCgUAgAL/f/9T+L6VSCdFoFKlUCn/0R3+Eu3fvolwuI5vNUlmFfocUeUqShB/96EdQq9V4//33oVarYbFYqHvs7NmzmJmZAbCzqVe3Mi1J/ybigeFwGNeuXUM4HMYHH3yAYDBIiwEZe0cQBHg8HhrYf5HC1uMGUXp48OAB1tbWjsSmrl8hm26VSoXx8XG0Wi0oFArMz88z49JNq9VCpVIBz/PY2NjAgwcP6JFPEAQaH3hc8BIATVveDUmSIEkSSqUSstksstksyuXyNsG8o3bjkxMMOSpvbW2hWq3CarWi1WpBpVJtayi0G41GA/l8nhajSpJE6zLi8ThravUcVKtVlEolxONxJJNJeipmfA3R70un00y5oEd0q5v0W7vovjAujUYDyWQS2WwWP/zhD/EXf/EX1Co7nU7843/8jzE6Ogq73Q673b6n1+x0OggGg9jY2EA8Hsfdu3eRyWSwsLCATCZzJA0L8HXmSKPRwFdffYVsNgufz4dyuQy73Y7R0VF4PJ6nvkY6nca1a9eQzWaxtraGVCqFYDCI+fl5VKtVlm78HGxtbeGLL75AOBzGT37yE2xtbfVVcPUwITVorVYLkUgEd+/eRSKR6OvszKMCSenuxzTlvjAupBVsrVZDuVwG8Ch4r1araaDearVCFEXU6/Vt8Rfi6nm8iJIUs8XjcUQiEWxtbdHGWkf9OE5cedlslvbTjkaj6HQ6cDqd39gmIJ/PIxwOI5lMYmVlhVZKh8Nh5gZ7TkixaSgUQjgcRjQaPexL6hu6iwCJUnQ+n2dz7Rkhrn/yQ9Y9knDTL+4wQl8Yl90g1jiZTOKjjz7C3Nwc3G43nE4nNS48z2NkZAQOhwPRaBTr6+u0eVWr1cL8/DxWV1dRLBYRDodpBtVxoVKp0NTun/zkJ9Bqtfjggw9gNBqf+neFQgFra2u0kyXJPmNuiucnEongk08+YYWmXTSbTdoWm2jfra6uYnNzc9eaDcbutFotFAoFCIKAdDqNRCIBQRAgiiKVr/r8888RCoX6akz71riQ00wul8MXX3wBtVpN3WLEuKhUKrz99ttotVp4+PAhPv30U9TrdbpLWl5exubmJu0bcdxcFOS0l8vlsLW1BQB7rsM4bmNx2CQSCXz55Zd9n9J+kJBYarFYRCQSoRqBkUiEbWSegXa7TRW2c7kc0uk0RFGEQqFArVbD+vo67t6923fp3X1rXAjtdpsOGsnuIiiVShpL2dzcRDgcpvUYrVYLpVKJ6vGclMX0pHzOg6LRaFBtNbPZDIvFsu0xkuV49+7dvvN5HzbNZhPVahXZbBb3799HIpFAOBxmc/QZIXqMnU4H8/Pz0Ol0UKlU0Ol0qFar2NzcpG6xfhpbrrPHqznMymQSVyEZZN3XJAgCFAoFVQTu/jj7pV30PF8gq+z+mqM0flarFb/zO7+D8fFxvPLKK3jllVfotWSzWfyX//Jf8Jd/+Zcol8u0pfd+87zvcdBj2H3PqtVqyOVyVKvVvlDCOEpzEACt9VOr1VCpVHRsO50OCoUCJEl6ajlGr9nL+/T9yQXYXtH/+O6wHyYq4/hCGt2Fw2FEIhGEw2Ga8pnJZBAOhxEOhw/5KvuT7kD+UU+iOWzIJrnRaGyr0u9njsTJpd84aruefuMojR/P83A6nRBFERaLBRaLhV5LvV7H/fv3D7xvy1E5ufQzR2kO9iN7GT9mXJ4DNjFfDDZ+LwYzLi8Om4Mvxl7Gr79KOhkMBoNxLGDGhcFgMBg9hxkXBoPBYPScPcdcGAwGg8HYK+zkwmAwGIyew4wLg8FgMHoOMy4MBoPB6DnMuDAYDAaj5zDjwmAwGIyew4wLg8FgMHoOMy4MBoPB6DnMuDAYDAaj5zDjwmAwGIyew4wLg8FgMHoOMy4MBoPB6DnMuDAYDAaj5+y5zTFrlPM1rNHQi8HG78VgzcJeHDYHXwzWLIzBYDAYhwIzLgwGg8HoOcy4MBgMBqPnMOPCYDAYjJ7DjAuDwWAweg4zLgwGg8HoOXtORe439poW+LxpmwwGoz/Y7V5n93X/c6SMi16vh16vh1arhc/ng0ajgd1uh8Fg2PHcVquFYDCIUCiEQqGAUCiEWq2GRqOBdrt9CFfPYDCeBY7jMDAwAL/fD4PBgMHBQXAch5WVFSSTSSQSCWxtbbH7uU85MsaF4zgYjUb4fD54PB5cuXIFNpsNZ8+ehd/v3/H8VquFjz/+GNevX8fm5iaKxSKKxSLa7TabjAzGEUAmk2FsbAxXrlzB0NAQvvWtb0Eul+Ov//qv8eDBA9y9exfhcJjdz31K3xsXmUwGURShVCrhdrsxPDwMl8sFt9sNk8kEnU4HQRDQarXoqaTdbqPZbEKv12NgYAAcx2F9fR25XA6RSASNRuOwPxbjGMBxHHQ6HVQqFXQ6HUwmEwBAkiQ0m02kUimk02nmwtkjHMeB4zgIggC32w2dTofR0VH4fD7Y7XZoNBp0Oh3I5XIoFArIZCxk3M/0vXFRqVQYHx+HxWLBa6+9hldffRV6vR5+vx+CIECtVgMAyuUy0uk0Go0GyuUyWq0WnE4nxsbGsLm5Ca1Wi1gshg8++ACFQuGQPxXjOMDzPCYmJuDz+XD+/Hl8+9vfRqfTQTAYRD6fx1/+5V/iZz/7GVqtFjMwe0Aul9NN5L/5N/8GY2Nj8Pl8cLvdEAQBKpUK1WoVAIu5HAX61rjI5XLwPA+NRgOLxQKHwwG32w2v1wtRFGEwGKBQKFCv11Gv11EsFpHNZlGv11EqldBqtWAwGGAymVAqleBwONBut6FSqQ77o+07ZAf4pJ0duTE7nQ79YTw7MpkMer0edrsdfr8fp06dQqfTgVqtRiaTgdlshkwmQ6fTQavVOuzL7VvIfOV5Hmq1GkajEYFAAKOjo7BarTCZTJDJZDvm83GftzKZDArFoyWaJDXsNg7EW9NqtdBsNg/8Op9E3xkXnuehUCgwNDSEixcvwmQy4ezZs7DZbPB6vbDZbOh0OsjlcpAkCdevX8fKygpyuRxSqRSazSYkSQIAvPrqq7hw4QKazSYsFgs4jqMnneMI+XyCIECr1cJisUAul297TqfTQbPZRKVSQaPRQDqdRqlUOqQrPpqQhVCj0WB8fByvvPIKhoeHIZfL0W63IYoi3dwYDAbUajWUSiUWG9gFmUwGo9EIjUaDgYEBnDp1Cm63G2NjY3C5XBAEAXK5/ESJRhKXn9vtxuTkJD21KRQKOBwOOJ1OAI/mYbPZRCgUQjabxcrKCr766qu+cfv3nXFRKBQQBAF+vx9vvvkm7HY7ZmZm6EIpl8tRrVaRy+WQyWTwq1/9CtevX0c+n0c6nUar1UKr1aIWXqvVQqvVwuVygeO4Y39yUalUEEURFosFg4ODUCgU9MYkOz1JkpDNZiFJEsrlMjMuzwjZUapUKni9XkxOTsJqtdIdpVqtRqvVgiiKEEURHMehXC4f8lX3JyRuZTKZMDIyQhN1vF4vjWGdNGQyGXieh8PhwEsvvQRRFKHVaqFUKjExMYHx8XF62qvVapidnUUwGATHcbh37x4zLt0olUqYTCao1WoMDg7C6XRicnISgUAAer0ePM+j2WwiGo0ilUohl8thZWUFmUwGq6uryGazqFar2wL6nU4HoVAIt27dgkqlgtFoRK1WQyKROOyPu28oFAqMjIwgEAjAZrNhYGBgm3EBHhmYWq2GbDZLF7xOpwNJklCpVI69q6FXkJtboVCA5/kdJ0TG01EoFNBoNNBoNDh9+jQGBwcxPDyMgYEB6PV6CIKw699xHAeDwQCbzQa/34/JyUkabyWlBv3kGnpWiNfG5XJhYmICU1NTUKvVUKvVUCgUsNlsEASBzj+5XA6XywWe55FIJDA1NYV8Po9IJELjU4f2WQ713f8foihiYmICNpsN77//Pi5evAhRFKmvtV6vo1ar4d69e7h27RrC4TCuX7+OQqEASZLQaDR2jR/cuXMHDx8+pPGHTqdz6AO+nyiVSrz22mt47733YLVa4ff7qXHhOI6OT61WQy6XQz6fp79PpVIIBoPMuOwBMp9IXFAQBOobZ+wNQRDgcrlgsVjw/vvv48qVKxBFEWazmWaD7YZCoYDT6USn04FGo4Fer0cmk8GtW7eQTqdRLBaPtHHheR6vvfYarly5Ar/fjzNnzkCpVNJTMfHeAKD37uTkJJrNJgRBQKVSQSQSwYcffnjoa92h3BEymQwcx0Gj0UAURVitVvh8PlitVjgcDlitVjqA9XodyWQSlUoF4XAYkUgE8XgcmUwG5XKZur0I7XYb9Xqd/ntcXD5kQSP+fplMRsePIIoiPB4PbDYbTCYTDAYD9Vd3G5d6vU5fT6vVQqVSgef5E+XXfl44joNSqYTFYoHZbKbuCmLEuzc5LGHia8gcJLtwg8EAr9cLi8UCu90Ok8kElUpFd+VPex21Wg29Xg9JklCtVqFUKiGKIkqlEiqVygF+qt4hk8m2xUqdTifMZjPUajXkcjl195MEJmB76rZCoYAoinA6nWg0GvTviBfnMDhw40IWNEEQcPnyZVy5cgVmsxkTExPQ6XSw2+3QarXI5/MIhUJIJpP42c9+hs3NTVpxTyaVIAh44403MDk5CeCRe6dSqWBtbQ35fB7BYBDhcPigP+K+oFQq6bi5XC5otVq8+uqruHr1Kj2VyeVyDAwMwGazUVcNmYDA1xknPM/DaDRCJpPBZDLBZDKhWCwy4/INkF2jz+fD97//fbjdbpw9exZ2u32bcSEnbfJDTtYnFWKQeZ7HxYsXceHCBVitVkxOTkKv12NoaAh6vX5PgXuFQgG/3w+Hw4GRkRFIkoSNjQ2sra2hXq+jWq0eyVIDrVaLkZERWK1WnD9/HufOnYNMJqOemUQigUqlgmAwiGAwSP9OoVDg1KlT8Hg8EAQBV65cwebmJm7duoVisYhyuXxoBvdQjItKpYJarcbAwAAuXLgAs9mMoaEhWiTV6XTQaDSQyWQQi8Vw7949LC4uIp/PI5/P09dSqVTweDyYmpoC8GgSF4tF1Ot1qNVqZLNZuvAe9ZtbLpdDrVZDo9HQk8mZM2do1TL5fI/HVx7fPXc6HRorUCqVUCqVEASBnobI8fs4jFmvIa4wnU6H8fFx+Hw+OBwOaDQa+hySjUd8/61W68RniXXPN7fbjZmZGdhsNkxPT9MiVJ7nt/1N99x7fG4/7q3odDowGAzQaDRH1j2pVCphs9ngcDhgt9tht9tRrVZRLBZRrVaRyWRQKBSwsbGBpaUlOiaCIMBsNkMUReh0Oni9XjSbTTqutVrt0D7TgX0TOp0ODocDRqMRr776KjweDyYnJ+H3+6FUKtFsNqkGWDabxfr6Om7duoVUKoX19XXk83maYkxot9uIxWJYXl6G2+3G+Pg4AMDhcECSJIyPj2NxcZEaqMP2Qb4Ibrcbb731FoxGIwYHB2E0GjExMbHNFUPo/l2pVMKdO3eQSqUAfG1cAKBarWJ2dhbhcBh6vR6/9mu/Rh9rt9uYn5/H0tLSwX/YPsVms8HtdmNqagqjo6P0BAmA1hkUCgXMzs4iGo1iY2MDlUoFzWbzRBpqEnDWarW0nOCVV17BqVOnoNVqodfroVQqqQu81WqhVquhXq8jHo+jUqkgnU4jk8lAJpPRjdDk5CScTic9SarVakxMTIDneRpzOCpYLBZYLBb4/X58+9vfhtPphMPhQKVSwfLyMr744gsUCgUqYZVMJpFMJunfKxQK5PN52O12nD9/Hu+99x7dhKrV6kPNUjww42IwGOhu71/8i3+BmZkZ6vdvNBrUQs/Pz2NlZQX379/H3/3d36FSqUCSpF2L0FqtFiKRCORyOdUd02q1MBqN4Hke9+/fx/z8PGZnZ7G8vHykjQtxxTgcDgQCARpPAf7/9s70N87zOvvX7Pu+L9x3UgtlSpas2Fbi5HUMJ02Kt2uAAv1WoOhf0c/9H9oCRYu+QdomddPEdhJvsmVrsSSS4r4Mh8PZl2f2feb9YJzjoURJlESRQ/L5AYJsiRrOPLyf59z3Ode5zt6nDPqzXC6Hjz/+GIuLi4+8ZqPRwObmJhKJBC5evIg/+qM/YpUOKe9WV1dP5YPxYSQSCZxOJ86cOYPJyUmMjY3B4XDsCsa1Wg3ZbBb37t3D6uoqNjY2TrUCjwKCyWTC5cuXMTo6ivPnz+Ps2bOPNAPSia9SqSCXy2FhYQHJZBLLy8tYX1/nviI6oVgsFk79arVaTE5OwmKxYHNz8wg/8bNjs9kwPj6O8fFxvPvuu/B4PGg0GigWi1haWsL/+3//D6lUCsFgEPl8HgAe2UguLS1BrVaj1WrhRz/6EavwtFrtIyfCw+SlBxdqCDKbzejt7YXf74der4dcLkc+n0cul0OxWEQ4HEahUMDy8jK2trYQjUZRqVS4OL8XrVaLo/n29jaWl5dhtVoxNTXFRUOPx4NQKHRspaKUMjCbzVykp4YqeqA1Gg2WYicSCU4dttttpFIpBAIBxGIxXpQKhQIGgwFSqRQul4vTkh6PB0qlEsA3gWdqagqZTAaFQgHRaJQFElRQPE1IJBJWMBqNxkck3qTAS6fTiMViiEajKBQKpzawAN+kbCwWCxwOB9xuNzweD4xG467A0mq1kM1mUSqVIAgCEokEcrkcFhcXkU6nsb29jXg8zn1FdDIhEQA1WRoMBlSrVZjNZhiNRtTrdVQqla6+/mTGOzAwAJ/PB61WC6lUikAggHA4jIWFBU6HVavVPTfY1OtCpYRuqpu+1OBCijCtVouRkRG8++67cDqdcDgcaLVa2NjYwN27dxEOh/HFF18gk8kgHo/zxSwWi0/M/TcaDWxtbWFnZwfRaBRra2vo7+/H3/3d38FkMrFyKpvNPlY3381IpVLY7XbY7XYMDQ1haGgIFouFH2ydTZDBYBCZTAa/+tWvcPPmTX6NRqMBQRA4ILTbbdhsNpw5cwZmsxmvvfYa+vr64PP5MDY2Brlcztd7cnISf/3Xf43FxUX8/Oc/RzQaxeLiImKx2JFcj6PG4XBgcnISPp/vkR1hJpPB4uIiF1NXVlaONN/dDVitVpw5cwY9PT24cuUKxsfHH1GD1et1zM/PY319HZubm7h79y6v52KxyOooEqaQ6CebzWJychJWqxVqtZp7u0ZGRjA4OAhBELCzs9M1DYV7IZFIMDY2hp/+9KewWq2wWq1oNBr4+c9/jv/8z/9EsViEIAhsyrsX1FpAIhJ63W7gpZ9cSDZotVrhdDpht9t5d1wul5HJZLjHIpVKIZvNPpM5HdVhMpkMIpEIdDod/yBIIvo0eWM3Ql3gJE2kdIBareaA22w2UalUUCgUOBe7sbGB5eXlJ742yWf1ej1cLhd6e3vhcDhYsQN8c+2NRiOAb+TgLpcL9Xr9WAbpF4VqB+R7pdfrH/F3In87Ep1QCuM0IpPJWBXqcDhgt9v5REHrln4vl8tIJBLY2dnB9vY2AoEAn5QfrrEC35x0BEHgxul2u83O6cC3xf5KpdLV9zz18hiNRjgcDhgMBgDfrCPaKO8XyuzQ7ySaOtFpMYVCgVdeeQUzMzMYGxtjG236wOSCSimeVqvFx1yyzaffnxZo1Go1rFYr52IBcKNgIpE4Vo1VKpUKTqcTOp0Ob7/9NmZmZtDf3w+VSsWBpdVqIZPJIBgMIhAI4L333kM0GsX6+vpTX9/tduP//t//y5JOk8kEjUazp1JMIpHAYrHg8uXL6OnpQSAQQDAYfKmfv5ugep5Wq8Xw8DCmp6eh0+l21aaazSb/LCKRyKlNG8rlcsjlcvh8Ptjtdpw7dw5vv/02n74BIJvNQhAEdtnIZDK4fv06VldXkc1mEY/HUa/Xn+nEIZVKef3a7Xb4fD4AwNbW1kv5rC+KUqlEb28vzGYzBgcHuTdlfX0d6XQa6XT6uV+bNoVvv/02pqam8N5772FnZ+dI0oMvNbjIZDIMDw/j6tWrcLvdsNvt/OCnHQftcqjZR6FQsN0L8K0K52kXR6FQ8JRKkuYWi0Ukk0lks9ljJQdVKBR8TD5//jyuXbvGMstOaXGxWEQ8HkcgEMCNGzf2rZKhYDE0NMSv1ek/9rAMVKfTYWRkBAaDgU8zpwWZTAadTgej0Qi3243+/v5dpztKWdBaS6fTx2ojc1B0yo3dbjd6enowOTmJV199FQaDgeXapVIJyWQS4XAYt27dQiKRwM2bN7G+vv7cDX/UR0NpM6vVimw227XzXshlwO128yRdQRAQjUYRi8VeqPGbnAump6cxMDCAe/fusXr0sHmpwYWKTNVq9ZHTh0QigdVqxejoKFuTdzrHUrqnVqshlUqhXC5zuoF27sC3qa+pqSkOYgaDAe12G9FoFHNzcwgEAsdqN0mNki6XCzabjXfK1KFPbG9v47PPPkMoFNpXoxTVv8xm8yMF6c5mS2B3bwF1pJ/GtJhSqcTQ0BBLRDuvUavVQjqdRqFQQCAQwOLiIpLJ5LHtEn8eaINoNBoxPDwMk8mE6elp9Pf3c+8a9Z40Gg3EYjEsLi4iHA5jZWWFC9YvsvlrtVqoVCqoVCqIxWIIBoPskN6NkMuGSqXioFgqlbCysoKdnR0IgvBCr00bIgBcgjgKXnrNhezGSdHQSU9PDzweD1qtFt55551du+ZsNstRfGlpiY/R6+vr3KRGagutVos333wTf/EXf8FOtCSj/d3vfoednZ0987fdilar5SFUPT093E3/8E5sbm4O//Iv/4JKpbKv4rHZbIbX64Xb7eYT5MPd+3v9mVarhd/v53kbpwmdTodXX30VExMTGBoa2nWdms0motEoQqEQvv76a3zyyScoFotdXUQ+aOi04vF48M4778Dn8+HSpUsYGhriv+s84a2vr+Pjjz9GJBLhLvIX7QNqNpsQBAH5fB4bGxuYm5vj/qJuhGoiNGFXIpFAEATcuHED6+vrL9ynI5fLYbPZoNVqdzWbHjYv/eSSz+cRj8ehVqsRi8VYWtv5oCQ9fGeaTCqVotlsQqPRIJfLQavVshyPPHboGKzVatk2Rq1Wc/DJ5/M8r+Q4psUcDgfLEzv7KYrFIiqVCgRBeOrDjHZJMpkMVquVZ+I8LM0m1Rkp/MiUkU44VIA8rpLuZ4UEFSqVapflOUHpWqoTCIKAcrl8rE7IBwGZTVKahxqlOz3vWq0Wcrkcp8SSySQX5J/lenWOOuh8MJOYgu4Het1uliEDeOS+pk3iQQyWo2t1lKnBlxpc6vU6bt68ic3NTfj9fszPz0Ov18Ptdu+yzNDpdOjp6YFGo2EzQK1WC7fbjWazCYfDwQOuyuUyF/mBb39ANpuN52hEo1Hk83msrKxgYWHh2N30RqMRV65cYe+lzpukVCrh9u3biEQinKd+EgqFAl6vF3q9Hv/n//wf/OAHP4Ddbmd1Cp0Wl5aW8MEHH0ClUmFmZgZ2u53VfZ1f1+037EFBM3HcbjcrxCi4dJqi3r9/H1988QUCgUDX7pRfFhKJBFNTU7h27Rr8fj+uXbvGfUCdFItF3LhxA6FQCB9//DFu3brFaaz9IpPJoFarYTAYMDAwgKmpKZ7RVC6Xcf/+fezs7GB9fZ1rrMdhQ3nQ91WnzdNR368vNbi0Wi3E43GeHUKLo1Kp8MMN+KZ7n7xxSG5Lbp8AdgUiKk5R8Y9uaNpZ1+t1lEol5PN5FAoF5PN53tkfVWHrWVGpVDzWuXOxAGATu2AwiGw2+9TPQ5JQm82Gvr4+TExMQKvVPqI8S6fTWFxchEajQU9PD+RyOUwm056vR4KJ43DzPi8KhQJ6vR4Gg4Gne5KxIp1ayLGbZPTHYW0dJLSpo6mRXq93V2DpHPEQDoexubmJnZ0dxOPxZ75WFFzUajVMJhP7aUkkEtTrdSSTSUQiEWSz2WO1kQQe7bg/yNc7Sl56zYXkxMlkEvPz81CpVFhfX99VGFar1dxtS6ktm80Gv9/PRzupVMpjY3U6HbxeL6fXSHlGxWen0wmDwYAf//jH6OvrQzQaxa1bt5DL5RCPx5HP5/kB0a08XGCnP2s2m0ilUgiHw7tMPB+HyWTCu+++yxYTZI1D141GF2xubnJw8fv9KBQK0Ov18Pl8/D40Gg3eeustmEwmrK2tYXZ2FtVqlU+TJwmHw4ErV67A7XZjdHSUa1/AN/1Z29vbSCaT3MRbLBZP3DV4HDKZjOXrfX19GB4ehsVieaR4LAgCwuEwIpEIvvrqK6ysrDzzzCAKKH6/H6+//jqcTifOnz/P2Q+yj4pGo9je3j6W/UU0Idfn87FhbyqV2ve/J1ETpQlpE33UfT6HElwAIJlM8gXb60M//GfDw8O4fPkyzyogq21yonW5XNBoNI8c/eRyOadyfD4f3n33XczOzqLVaiEcDrMtBDnWdiudwaVzoVBwiUQi+7IXMRgM+OEPf4hr167x69LvjUaDm1gDgQCWl5ehVqvR09ODUqmE/v7+Xe9Ho9Hgu9/9Ls6cOYMPP/yQb+YnWfQcVxwOBy5dusTBxel07jL8DAaD/EA7KWMd9gvV70wmE3p7ezE8PAy1Wv1IcMlms2zndPPmTSwuLj7zrppOKiMjI/iTP/kTuN1u+P1+PlXTOo7FYgiFQscuuNB9rlar2VdsY2Pjmf69SqXiXw+LcY4ywByqP/XDKZ4nkc/nsbOzA6VSySIAh8PBURr4tluXajH5fJ67dUnZRP92dHQUZrMZ5XIZCoWCfYyOcpjOs/DwTuRp+VQy9/N6vY80SJJBYKVSwcbGBoLBIHZ2dtBoNFCtVhGNRgFg18mIvr9Op0Oj0YDZbIbJZGJzzJOmkCIrczrpdd6stVqNu8SPWwrmRSCBg16vx8jICNxuN3w+3657Evi2sTSdTnMq7HkMPGm9ORwOdqkgXzcAbI9C8t1cLncsfh5UvCd7m3a7DaVSyVmC/Si8SGSjVCoxMDAAp9OJnp6eXff5UdO1ww/IY4wsUGhHTTsmmUyGWq3GO6NgMIj5+XkolUqMjIzAZDKhr68Pfr8fKpUKf/qnf4pqtYre3l4sLS1hfn4eN27cQK1W21eT5mGz1yyWzr972knB6/Xi8uXL6O3thcVi2fWapVIJoVAI6XQa//3f/42bN28imUyyj9OtW7eg0Whw6dIltFqtXalHKvKvra1hYGAAsVgMqVTqWEm99wP1bdjtdq75UYChoBwKhY7lYKrnhUQ2brcbf/mXf8lzWXQ6HaelyUy2VCphcXER//u//4tUKvVMaR5CIpHA4/Hg/PnzmJiYgN/vh9Vq5Wbi7e1t3LlzB8FgkHtEjkOPETk6kHlvu92G1WrFm2++iWQyiVu3bj31NaiXxWQy4Uc/+hFee+01Hl/ycFH/qOja4EKzHZrNJns50WlELpdzKoZSRKFQCMFgEEqlkucYUJOS1WrlfhoyvYtGozwqtVAodGWAAR7dgTztPdKMC/J1stlsj/gLUQE0kUggGo0iEonsMgml5tWHAwbJmoFv0m12ux31ev3YDmh6EnK5nE++nR35VEAmG5PjsFM+KMgFw2KxwO12w+v1smwd+NaxoFAoQBAEDiqZTGbfJ1saw0GTK0mSTzVZcu8gGXgkEkEsFmN5fjenuol2u80nl1KphFKpBKlUyspQGqHd6U7ycIZFpVLBZDLBYrHA4/Ggp6cHRqORn5mdFlsqlYrbMw6Trn0qmM1m+Hw+mM1mXL58GR6PB+fOnUNfXx9KpRLm5uYgCAJ+/etf4969e9zTIpVKsb29zblao9GI0dFR/PEf/zF7+fT396Ovr4+L/Z988gkSiQTb13cDlIulU0Pnnz0uj9o55nhiYgLT09Ow2Wy7lHkSiQTb29v453/+ZwSDQWxsbCCTyewZXPf6fvTfExMT+Ku/+iusrq5iZWXluXam3QgJSDodDOi60EMtkUjg1q1b2Nra2jW46aRCa8Dj8eB73/sePB4P/H4/DAbDru77YrGIYrGIDz/8EF9//TU2Nja4gXk/DzZKu5Fbt9vtxrlz5zAxMQGz2Qy1Wo1arYa1tTWkUincuHEDv/71rznFfVxqf/V6HZFIBJlMBrdv34bH44HdbsfU1BTsdjv++q//GteuXUM6nUYwGOSets6NjNlsZkeEixcvoqenB5FIBA8ePIBGo8H58+dZtn316lWejXOYGYauDS4ajYaP4JcvX8bAwAD7k9FJJRKJ4N69e7hz584u9Rd1uJIQIJ1OY2ZmBq1WC4ODg7Db7dDpdNBoNAgEApidnWVr624JLg/zcEDZqzlKKpXCarWit7eXf5nNZlbmkYqEzAL3Y3L5uO/v8Xh4EuNRdgEfNA83n3UGGOqvyuVy2NzcRCAQOMJ3enjQJoemn7rdbra6J6iOkM/nMT8/j08++YTrUvt94NMu22w24/z58xgaGsL4+DhGRka41aBarSIej2NrawuLi4u4e/cu79a7MfOwFzTDhsYWP3jwAP39/ZiamoLBYMB3vvMdfOc730EwGMTs7Cy7RHdOlaTJk0ajES6XCwaDAcFgEEtLSzAYDBgdHYXJZILNZsPw8DCUSuUz3e8HQVcEF1q8crkcPT09sNvt6Ovrw/T0NCwWC3w+H/R6PWKxGBcIr1+/zjbzj2uYooATi8Xw0Ucfwel04urVqxgcHES9Xoff74dSqcTrr7+OgYEBzM3NPZPV9ctkr3TYww+6h5HL5ZiYmMDVq1fh8XhYrqlQKNButxGPxxGPx7GxsfHMs0Y6T0+df3Zcbuj9IJfLWXZMo3jJ0w34RuCQTCYRj8ePRfrlIJBKpejt7YXdbsfZs2cxODgIq9XKNkA0R4ROc4lEAisrK7ss8Z/2+i6XC0ajEXa7nb/XmTNn4PF4oNPpWLCTSCSQz+fx+eefY2NjAysrK9zqcFzXYSqVwtLSEhqNBotqjEYjNBoN9Ho9enp6UK1WYbPZdp1cqC9QKpVibm4O+Xwe6+vrWFhY4BlWZrP5SDfLXRNcaIzpxYsXcf78eYyMjODq1au7vInm5+dx/fp1hEIhfPbZZ6xSetyNTkGHApLJZEK1WkU+n8fAwAAmJyfR19cHvV6PRCKBf/mXf+ma4ALsHUSedBMplUpcvXoVf/VXf8U2OqQqabfb2NzcxO3bt7G8vLyvkc+PExXQCei43tCPQ6lU4rXXXsObb76J/v5+7t2gzxuPx1lAclpqLbRhmZmZwdTUFKanp3fVWUqlEjKZDJaWlvBv//ZvCAaDCIfDSKfT+1ojCoUCQ0NDGBwcxPj4OK5cuQKj0Yj+/n7o9Xre4YfDYXz55ZeIx+P43e9+h+Xl5ScO0ToOtNttThsKgoBz586hXC5jYGBg1+wg+trO30nxmc/n8dlnn+HmzZvIZDKIRqPo7e3FD3/4w0cC0mHTFcGFmqSMRiN6enrg9XpZpSORSNjAMhKJIBKJIJFIcAFvP9BQIrlczqNoPR4PFAoFWq0WD9ahPPtRPzRpCBi9Z7qRydbcbrejp6cHmUwGJpOJ5dcWi4VdlOnGJlO/crmMcDjMY2P3s6Op1+v8HjrluCcNEouQY3Tn4LTOjvxcLodIJIJ0On3iTy40HE2r1bJbhM1me0R2nMvluNcnmUxCEARUKpXHpsIovUWCCTJF7e3thcfjgdVqhVar5aI3dd5TKpxGaJwUdSKNa8hms7xpoX4hhULBnosE1f1oxIMgCIhEIqyuLRQKKJVKPJ3yKGtQXRFcent78bd/+7fo7e1Ff38/7HY7222kUin86le/wtraGpaWlrC8vIxqtfpci6vRaCAQCHCH8aVLl17Cp3lxKpUKQqEQdDodXC4XS4mBbySyP/7xj/Hd734XH3zwARQKBSwWCy5dusQDmoBv01eFQgEff/wxQqEQvvzyS3z55Zcol8u78rd7QbWZzc1NGI1GDsbd1KR1UKjVan54jo+PY3JyknfnrVaLXb1nZ2fxP//zP0gmk0+9fscdvV6Ps2fPwm6346233sLrr7/OZpFEq9XCnTt38Itf/AKJRAJra2soFApPPE2Q2oxGIFssFly7dg1jY2M8tbZWqyEYDHIK7ObNmxAEAVtbW7zLPymQ7yGZeur1erzxxhuYnJyE0+nE0NDQrhlYNAAxHA7j+vXrSKfTWF5eRiQS4ZOcwWBgld5RBuEjDS6dti6Tk5MYGhpi48p6vc4XfWtrC0tLSwgEAtzg9zzfi+bO53K5R/LBR31a6YR6BbLZLAcWeogrFAr09PSg2WxieXmZBw6R0qSzp6XVarGvE80o39ra2tdnbbfbPEOHhrmdhECyFzRu1mw28y86xZIknnaKW1tbKBaLXSv8OCiUSiXsdjt7hnm93l1jH2h9JZNJLC0tIZfLIZ/PP7aW19mJTqN9+/r6YLfbMTg4iIGBAQBg0QTVtzY3N/HgwQOUSqV9n7iPE50u79lsln0FNRoNGo0GrFbrruBC8u5gMMjzg+jUQlQqFe5ZazabR3bfHklwITXOxMQEzpw5g+HhYfj9fpjNZtavb25u4uuvv0Y0GsW9e/fYqPF5MJlMGBgYgMViwRtvvIGhoSGMjIxAKpWi0Wjwg3yvmTNHQaFQwL1795DJZKBWq+F0OgHgEWnsxMQEp8T6+vo4zQB804S6traGWCyGL774AmtrawiHw/v+fO12G8FgEDdu3MDAwAA3o9L76AbX1YPCaDTiwoUL8Pl88Hg8u1IR+XweH3zwAU/7TCaTB2aL3s0YDAZcuHAB/f398Hg8nCIEvknlUANpIBBAOp1GqVR65JpQXxql2JRKJS5duoRLly7BYrFgeHgYer0edrsd7XYbkUgEa2trSCaT+OyzzxCNRrG5uYl0On3kKZ7DotFoYHV1lVPeX3755a60GIkbBEHA9vY2SqXSE08nOp0OdrsdgiAc+riMQw8uVGBWKBSYnJzET3/6U7hcLvh8Pmi1WmQyGRQKBSwuLuK//uu/kEqlsLKy8kJHYaPRiKmpKbjdbrz++usYHx9n0ztq+srlcs+soHpZFAoFLCwsIJVKYWJi4rHKsZGREYyMjPCfAd9KlJPJJO7du4dQKIRbt25hY2PjmQIBdUDfvn0btVoNb7zxBgwGwyM1qZMQXCgF1NfXt2uQGvBNcPnkk09w+/ZtRKPRU+N+rNVqcfbsWYyMjMDlcu16wFFwoTpIOp3eU1hDztJKpZJnvFy+fBk//elPeaSBXC7nOkI0GsWXX36JnZ0d/O///i9CodCpuNadNJtNHor4NJ52bWg2k9VqhdFoPPTZLoceXBQKBRvP0c2s1+uRz+dRLBaxtLSEUCiEBw8eIJFI7Nu3ihqwyC5GoVBwL4vP58OZM2dgs9lgs9m4GSscDiOZTPLY1WQyeQhX4OnU63UkEgk0Gg3cvn0bjUYDHo8Hk5OTnPOmANP5sG+1WohGo2wYuLS0hHg8zt33zwJ16kciEbhcLsRiMQBgmeRe0uTjhkqlglqthtlshs1mg91u594NSp/G43Gk0+muOtkeBnK5HDqdDkaj8RGHB+ppodMKCWLISYMgabFKpYLRaGQfLJ1OB7VazenWaDTKk2bX1taQSCT2JWM+ybzIZ280GojH42yo6vV6kUqloNVqUSqVUK/XD+UUeOjBRavV4urVqxgaGsLly5dx/vx5dpnNZDL4+c9/js8//xyFQgGpVGrfckOtVguHw8GmemazGUNDQ5zXpTkmarUacrkc6+vrmJ2dxdbWFv793/8dwWCwa3yJisUiFhYWIJPJMDc3B7VajT/6oz/C3//938NqtT62qE7BaHZ2FgsLC/joo4/YXuJZIZkk5blnZmbg8/kwNTUFjUZzIgr6ZrMZHo8HIyMjmJycRG9vL09QTKVSWFhYQDAYxNbWFqLR6InL9z8JpVIJh8MBt9v9SDqFUteJRIJ9sSwWC1555ZVdbhCjo6O4evUqm8fKZDJotVpWgcpkMpTLZdy5cwfz8/OYm5vDxx9/jHK5vC+pvMjelEol3L9/H+l0GpcvX8arr74KAHC5XKwePYxC/6EGF+pnIa8vi8UCjUaDSqWCTCaDeDzOXldkjf+kHTJJc8mXhySkXq+X7WOolmM2m6FUKlkplUqlEI1GOdWRTqcP81I8EdoZAmBVUjgc3jNv2nlyKZfLvGOJRqPIZDIvlOqr1+ssRy4UCiiXyyeq1qBUKqHX66HT6XjjQbvpSqWCbDbLstfjMDb3IKF7i/rMHu5zor+j+85msz0yLMzr9cLn87E/G8m6SdpN92IikUA4HOZx0ce5d6UboOCv0WjQarVgMBg4i9PplfeyObTgQrOvrVYrzp8/j8uXL8Nms0EqlSIej+O9997D1tYW5xo7g4pSqeSmwM5jN814sdlsmJiYwGuvvcaGjTRnm3bZZM3/0UcfYXV1FdFoFFtbW8jn88hkMod1GZ6bzc1N/Ou//ivvrPcaBlStVnHjxg0sLS09VRL6PDxcaznOBX2JRMJCD5/PxzLbYrGIarWKnZ0dLC4u8tyc01BMfpjHnUo1Gg2mp6cxPDyMmZkZCIIAtVoNl8u1S6psMBh2BRYAbAmTyWSwvLyMTCaDjz76CIuLi8hmsydq83JUVCoVrK6uIpFI4MqVK9BqtbDZbBgYGIBCodhXK8JBcGjBhZxOqQYyODjIgaJYLOLBgwdYW1vb04mXmq46GwqBb3aeZKJ39uxZvPnmm9BqtdDpdFworNfrqFarSKfTSKfT+Prrr/HVV1+x1JGkpt1OMpnE7du3eTwx0XlyqdfrmJubw9bW1kt5D3sFlOMaXABwUZlOtTTVkOaERKNRxOPxY7E+DhOqm5LtSrPZ5NkiT0qTkrw9k8kgHA5jdnYWiUQCCwsLWF9fP9Y2Lt1Eo9HgRvNyuQylUskBplwu75oC/DI51LQYLR7yI6ITidPpxE9+8hPE43FuWKMThUwm4yK8Wq3eJYeVyWScAvN6vWi1WiiVSkilUmg0GjxitVQqIRaLIZ/PY2FhAclkEuVymQtbx2FBFwoFbG5uPtHenmTVBw1JQynN0dPTw9fMaDTiypUrPPr4ZQW2g4JOwnK5HB6PBxMTE/B6vbzjprVJg65O4qya/UDimna7zZ3znVDfGM352cutm3pWyuUy1tbWWD67vb2NdDqNxcVF5PN5CIJwKk+GL4tWq4VarQapVMpDASUSCex2O2q12i7D0ZfJoQUXarqiAn2lUuHTjN/vx9/8zd9wsYka1oLBIORyOQYGBmA0GmEwGLhgSAuZFnapVEI+n0ehUMDGxgYEQcDNmzfx9ddfI5vNYnt7G7VabVdAOQ5Bhchms/sKHC/jJo1EIvjlL38Jl8uF119/HRcvXuTrb7Va8cMf/hDT09P4xS9+cSyCi0ajgUajwcDAAC5fvrxLAVev13kz8uDBA2Sz2a4Rehwm+Xwet2/fRiKRwOuvv75ncHkaZGOUTCbx+9//Huvr69zMW61WkclkWIZ8nO7FbodOiGQTQ/Ni/H4/5HI598K9bA49uFQqFUQiEQQCgV2FdtLDFwoFAN9an5MFB6W3aOdOuyY6geRyOaTTaRSLRQQCATa7S6VSKBQKx76rmtIPRwHthOihSwGE/J80Gg2LNGjeTrf6b5EDN/mJ0SmG1hOJPajvqV6vn8oHX71eRyqVglqtRjgc5vuUpk4+7HkFfGsUSw4Y5GxABXsSmdAwutPSGHlU0PNREARUq1UYDAZUKpWTlxYjdUg8Hsd//ud/4saNGxgZGcHo6CicTidmZmag0WiQTCYRDodRKBSQzWa534ImLHbWXGq1GtbX1xGLxThHTheTJr0Vi0W2WBB5McrlMj744AMEg0EAYBnq1atXMTIygnfeeQcjIyNYXFzEr371q64dAUxGnPSr0+pldXUVd+/exdLSEs84P40PwHw+j3v37mF9fR3xeBx3796F1+vF2bNnodPp2A6foPu7Uqng888/x/LyMrcTZLNZ3L17F4lEAtVqFdVq9bFjMkQODmonuHv3Lg9N9Hg8MJvNh/L9D/XkQsfk7e1t5PN5btQCvpXcUq2lXC6jVCqh1Wo9VtlAwSUUCnGRsF6vI5/PH+tTSrfSbDYRiUR2+Ut5PB5cuXKF1UIAjsRqYr90zg7qrBVQulYQBN6s0KyQ00ij0UA6nUalUmGvv1arBa/Xi3q9zq7RnV9PKZhIJIL19XXk83kkk0kednWSDCePA+12m2vQCoUCBoMBMpmMFXyPmwt1UBx6EyWNic3n8yiVSggEAtDr9fj000+hUCiQSCRQKBR4XsGTaLVa/PWVSgWFQgHNZvPUPhBeNo1Gg4uxRDQahc1mg8fjYeUVWet0I3K5HC6XC1arFWazGRKJBPl8Htvb2+zpNjs7y0rC0wqlxSjFReax9+/fh1KphMFg2JVeIaFOo9HA5uYm4vE4arUau/6KTZFHA7lJd6aAx8fHEYvFEI1GEQwGX9rz8kiCC/WVRCIR/vOHJxyKdB90cumEbMIdDgeuXr0Kn8+3q4O/25DJZLBarfB6vSwOKZVKWF1d5amAq6urnLo5rZAzMYBdtkj7+bmK92930G63kc1msbOzA5vNxgFmYGAAmUwGcrkcoVDo5ASXxyEuyONJo9GAIAiQSqVYW1tDq9XC2tpa13ZZ08m53W5jdnYWANh+iLzEaAcurslHEa/J8aHdbiOfzyMcDsPj8SCXy0GlUqFQKCCfz790iX3XBBeR40mtVuPpjCQdJ3VeN1KtVrGysoL19XXcu3ePm1KpplCpVE6tQkzkZNFutxEOh3l0x87ODrRaLSKRCKLRKHK53MmquYicLGggWavV4rz6k8bcHjVUGwAg1gFETjy0Ucrn84hEItDpdMhms6yEfJlI2vvconVrDv0oeJ5d7Um9fmRG2lnAp76YxyFevxfjeU9V4jX8ltOyBkkdabFYMDo6CqlUyia41If0POzn+onB5Tk4LQvzZSFevxdDDC4vjrgGX4z9XL/u1IuKiIiIiBxrxOAiIiIiInLgiMFFREREROTA2XfNRUREREREZL+IJxcRERERkQNHDC4iIiIiIgeOGFxERERERA4cMbiIiIiIiBw4YnARERERETlwxOAiIiIiInLgiMFFREREROTAEYOLiIiIiMiBIwYXEREREZEDRwwuIiIiIiIHjhhcREREREQOHDG4iIiIiIgcOGJwERERERE5cOT7/UJxCtu3iFPsXgzx+r0Y4iTKF0dcgy+GOIlSRERERORIEIOLiIiIiMiBIwYXEREREZEDRwwuIiIiIiIHzr4L+iIipxmJRAKtVguNRgOpVAqFQgEAyOfzqFQqaLVaaDQaR/wuRUS6BzG4iIg8AYlEArlcDoVCgatXr+I73/kOTCYT+vr60Gg08Ktf/Qp37txBNptFLBZDq9U66rcsItIViMFFROQpUHDp7e3FpUuX4HA4cObMGdTrdSwuLiIQCKDRaIhSVRGRDsTgIiLyBAwGA9544w34fD689tprGBgYgF6vh1wuR7PZhNvtxujoKABga2sLzWbziN+xiEh3IAYXEZEnYDKZ8OMf/xgzMzPweDzweDyQSCSQSCRoNBrw+/04c+YMisUipFJRHyMiQojBRURkD2QyGZRKJXQ6HfR6PQwGA8rlMoLBIBQKBXQ6HZrNJlQqFaxWK3Q6HWQyGSQSyXN30IuInCTE4CIisgc6nQ5OpxN+vx8ejwd2ux137tzB119/DYvFgsnJSWi1WpjNZlgsFmxtbUGtVqPRaKBer4sBRuTUc+TBRSKRQCaTQaFQQCqV7rsoSqqcRqOBVqvFv0REDgKZTAa1Wg2VSsXprmw2i2AwiFKpBJ/Ph3a7DYvFAp1OB61WyycX8fTyeGQy2a7rJJFI+L7vvIebzSba7bZ4Xx8g9Gzt/P1xqdx2u/3C0vojDS5arRY6nQ4+nw8/+MEPOL2gUqme+O+q1SoymQxKpRIWFxcRDoeRTCaxvb0tLkSRA6HZbKJcLiOTyeDOnTtIJpP49NNPcf36dfT19cHj8cDlcsHpdMJut8NoNEKpVEKhUIj9Lg8hkUigUCggl8vR39+Pvr4+6HQ62Gw2qNVqOJ1OGI1GpNNpRCIRlEol7OzsoFgsYnt7Gzs7O0f9EY4tFMypN0sqlUKj0UChUMBiscDhcOwZYBKJBBYXF1GtVp/7ex9pcFGpVDAajejv78dPfvIT9PX1wWq1Qq/XP/HfFQoFbG9vQxAE6HQ6PHjwABKJBDs7O2JwETkQms0marUacrkcVldXIQgC5ubm8ODBA9RqNSSTSajVashkMhiNRmi1Wsjlct6Vi3wLBRelUomenh5cvHgRJpMJAwMDMBgMGBkZgcvlQjAYxMLCAl/rVCqFQqEgBpcXQCqVQi6XQy6XQ61WQy6Xw2g0Qq1Wo6enB8PDw5DJZI/8u/X1daytrR2v4CKRSPhDjoyMYGpqCoODg7DZbHyDPg25XA6DwQCZTIbJyUkYDAb09PTA5XIhn89jdXUVuVwOtVoN9Xp93+/NYDBAq9Wi2WyiWq2i1WqhUqmcGHmpTCaDXC7ndINEIuFdjEajYYkt/XwsFguMRiOazSYqlQoqlQoePHiASCRy1B/lpdNoNFAqlSCRSLC+vo54PI54PA4AvPvb73o9bdBO2Wg0wuFwQKvVore3F0ajESMjIxgbG4NGo4HL5YJarYZOp+OHnt/vh8VigVQqRTabRT6fRyqVQqVSQTabPRWbR7onpVIpnzxUKtWeQQAABwvqx3r4tTQaDZRKJQwGA+RyOf+/1WqF2+3mk0u73UahUECpVEIqlXph9eOh3xkymQxmsxk6nQ5vvvkm/uzP/gwmkwk9PT278ttPQqVSwe12o91uw+12o16vI5PJIBqNYnt7G//4j/+IlZUVCIKw7+AilUq5gFsul5FOp3mHWiqVXvRjdwUqlQoajQbtdhv1eh0SiQROpxMmkwlutxuDg4PQaDRwu93Q6XSYnJzE2NgYyuUyUqkU4vE4/uEf/uFUBJdqtYp6vQ5BEBCPx1l63G63oVQqYbFYYLVaoVQqj/qtdh2UHuzv78drr70Gp9OJ733ve/D7/dDpdNDpdFxrpd/p/rPZbGi1Wpienka1WkW73YYgCEgkEiiVSi+0kz4OSKVSmEwmmEwmKBQKrvvZbLY9ywVyuRzDw8McxA0GA9f8JBIJTCYTDAYDC1TkcjnXuKRS6a7nbavVQiAQwPb2NrLZ7COB6lk5kpOLSqWCTqeDyWSCzWaDTqfjSA3sbxANRXGdTse7mVarhVqtBo/Hg0KhgHa7jVKphHa7/cjpo/PiqlQqyOVyOBwO+P1+lEol6HQ6lMtltFotSKVS1Ov1Y7GwFQoFn1CUSuWuXCsVnuk6yWQyOJ1OmM1muFwu+Hw+aDQaOJ1O6HQ6uFwu2O12lMtltNtt1Gq1F15wx4nO4nInnWuHrmWnsOQ0FvPpmshkMlitVhgMBvh8Pvh8PjgcDg4clDpsNBooFAp8gga+3fzQ1yiVSthsNrhcLjSbzcfu3E8SEokESqUSGo0GRqORg4rFYoFarX7k6xUKBbxeL+x2O9RqNYxG4660rMFggF6vh1qthlarhVQqRbPZRKvVQr1e53VLaziZTCKdTiOfz7/wKfHQg4tCoYDP54Pb7UZPTw8cDgeUSuVzLxyKwgaDASqVCgaDAT/72c+QSCTw29/+Fh9//PGeR2qlUgmtVgu9Xo+xsTGYzWa8/vrrmJmZQb1eR7FYRKFQwCeffILNzU1sbW1hZWWlq4/lUqkUbrcbVqsVTqcTg4OD0Gq16OnpgV6v5yMyLSypVAq73c7XjhRPFGyp9tXNn/koabVaSKfTfFNWKpVTK0NWKBQwm83Q6/V499138corr8DlcmFoaAgajQZWqxVqtRqCICCbzSIej+PevXsoFoscTEZHR/Hqq69CpVJBqVRCqVTi3LlzUKlUuHv3LhYWFk5MFuFxSCQSWK1W9Pb24uzZs3j77beh1Wp5o7gXJILqVOJ1vp5UKkWpVMLGxgYqlQqi0ShyuRyy2SwSiQQKhQI2NzeRz+dRLpdRqVQgCAIKhcILfZZDDy5SqRR6vR5ms5lrHI8LLHSTPnyzkoSx8/8VCgX/mpiYgM/nw4MHD6DVatFut3mXSVBtwWAwwOv1wul0YmJiAufPn+caQzabRSgUQrVahSAIXV+olclkMBgMsNvt8Pv9GB8fh8lkwsjICMxmM9RqNdRqNcsMJRIJnxyJbv+M3US73UalUoFEIkG5XEaz2WQJ7WlDJpNBq9VyXeXSpUswm83weDyQyWRc56MHVywWw+LiInK5HG8utVotzp07x6cWmUwGh8OBVquFWCx2Kk7NVJM2GAzw+/145ZVXdt2fT2Kv52Wj0UCz2UShUEAmk0E+n8fW1hZSqRQSiQR2dnaQyWQwNzeHbDZ7oJ+la6uRyWQSgUAA5XIZ8Xh8147FarVicnISOp2Oi1mETCaDyWSCUqmE3+/H8PAwEokEBEFAo9HgXbnH40F/fz9cLheuXbsGj8eDgYEBKJVKtFotPrrTcbKbFzYVR41GI7773e/izJkzfGNrNBqWfJIctLOgL9YMnh8KLo1Gg38/bWkxuj/cbjfeeOMNuFwunDlzhjMSjUYD2WwWd+7cQSwWQzgcRjgcRiaTwdraGiqVCqcY6/U6VCoVHA4HLl68yOvWZDJBr9ef6I2PVCrlzZ/FYoHdbn+iarbdbvN9XCgUUK1WEY/HsbW1hUqlgmQyiWq1yimwQqGAcDiMarWKdDqNUqmEUqmEbDaLSqXyUlL+XRtcEokEbt26hVQqhdnZWaRSKf674eFhqFQquFwuLnoRJBjQ6/Xo7e3F6OgolEolVldXUa1WuUDm9Xpx9uxZ9Pb24vvf/z58Pt8jTZytVovzlQqFomsXt0ajwdDQEJxOJ9555x1cu3aN6y7Ew++98/9P08PwIKHgAgClUol3iacJrVYLq9WKoaEh/OhHP0Jvby/8fj9sNhsH3XQ6jffffx/z8/PY2tpCKBTa08kgm82iWq2ir68Pw8PDHFzofj7J3m1yuZzFDlarldPVT2pypJMypRrn5+fxySefIJPJYGlpiUsBVC/N5/O8Ph8+5byMZ8CRBJdWq8UR9XEfiopM5XIZgiDsCi46nQ5LS0tIp9Osn5fL5VCpVKyEootJuUM6jZjNZpjNZvh8PgwODsLtdkOj0exKzdEPrtFo8AOjm+sOVPh0Op270oz0njuvcbvd5iZUqi1Vq1UuHpJvVmdgqtfrSCaTSCQSx0LUcFiQdLNaraJYLJ7KIG21WjEyMoL+/n7YbDZWK9EOORQKIRKJYGdnB8lkEoVCAbVajR+MnVSrVeTzeRSLxV2NqN26qXsRKLVP3nU6nQ59fX0wGAwYHh5mcU06nYZcLufrUa1WufheLpdRq9UQi8WQzWaxtraGnZ0d5PN55HK5XWuyXq8fej3w0IMLRdFKpcKLjOSInVCfQS6XQzAYxPb2Nv9dJBJBKBSC3W7Hz372MzSbTVitVlaVpNNpFItFbGxsYG5uDoIgsNJpYmICw8PDuHjxIr7//e+zfG+v753P51EqlVAul7u6UKvX63H27FluQq3X6xzAgUeDy87ODj799FOkUimsra0hFothenqaXRJGRkZgNBr53wiCgK+//ho7Ozu7gvxpp9FoIBgMsgT+tJ1apFIpzp49iz/7sz+D0+nE2NgYdDodSqUS0uk0bt26hf/4j/9AIpHA/Pw8UqkUK5T2upeoM1+r1aJWqx3BJzo8SMQwNDSEiYkJ+P1+vPXWW7DZbDAajRxY7t27h1qtxkE5mUxymSAajXKBnk59pVJpV58eQWm0Q/2Mh/rd8O3OmfoIGo0G51wfLtLTD4BOMATJg8vlMmKxGNLpNKRSKQwGA5rNJjdfCYKAXC6HarXKKiiLxcK2HU6nc1cthS4+dWZns1kUi0UOhN0KdeFKJBIumJIirBNaYFTISyQS2NzcRDQahdvtZqVI54mHirDJZJLzuCLf0G63US6XedRxt24+XgaUdjWbzdz4SLXJarXKijAqHpNd017QLp5e86S7HHTKtvV6PbxeL3w+H/r6+mCxWHY9h+LxOCqVCjeFR6NRxONxdi6oVCqIx+PI5XJH/Kke5dCDS61Ww+bmJuLxOM6ePYtkMgmdTgez2bwrFePxePDmm28iEAjg008/3fUa9XqdL/aHH36I5eVleDwejIyMoFarYWNjA9lsFrOzs0gmk9BqtRgdHYXVasW1a9fwyiuvwOl0PnJaKpVKqFQqWFlZwW9/+1skk0nMzc0hHo8jk8l0bWosFovhv/7rv1j5ZrVaeUHu9cArFAoIhUL8QKRF7na7YbFYOOBmMhkIgoCFhQV88skniEQiiMVih/3xuppGo4FqtXqq/MSUSiV6e3thNpsxMTGBgYEBViEWCgXcuHEDs7OzWF5exvr6Oqde90IikfBOfWZmBj/60Y9483dSISGNWq3G2bNn8cd//McsN87n8/j000+xuLiIZDKJYDDIaf5Wq8WFeMquUHqsGzn04NJoNBCLxSCVShGLxZDP53mBdWI2mzE5OckzNTpptVool8uoVqu4f/8+VldX4ff7uSawuLgIQRC4GUij0cDr9cLj8WBychLnz5/nrmCis+gVDAbx+9//HrFYDLFY7IX13i+bbDaLmzdvQiqVwmKxwGAwoFAoIJ1OPzEgSqVSuFwumEwmVqlQZ3C73UaxWEQikUAoFMLCwgKi0eipeog+jc7a3GlKicnlcrhcLrjdbu5ZIzl2pVLB0tISrl+/jkgk8tQ1I5FIWMI8PDyM7373uzCZTDCbzYf3gQ6ZTq+13t5eXL58GY1GA4lEgo1Sf//73yOXyyEej3ftpvZpdK1ajI6OnV26hUIBxWKRv4ZSbO12G8lkEmtrawC+aeiy2WywWCxotVo8opY6hTtTcK1Wi1N0Dx48wPLyMpaWlpBMJpHP55/Jm+yooetB6bHHpWnIlUCj0WB6ehpDQ0M4e/YsDAYDlEolF/82NjZw7949LC0tsVvBaYZSGRSIrVbrUx28TxKdqZypqSmMjIygp6cHEokEtVoN6XQagiAgGo0iEok80Qus0wnizJkz8Pl8mJ6e5lMMbfxI0HMQHePdAt2nABCPx7GxsQGZTIZms4l6vY5yuYxcLsfOGHtBaX6SMHem92nzTearR/UM69rgQnUEjUYDn8+H4eFhBIPBR4ILHROp8G8wGHDu3DnYbDY4HA7Y7XYMDAzghz/8IYxG4yMGcM1mE7lcDoVCAb///e/x3nvvcfMkFcaPC3TaIMubxy1M6qa2WCx499138dZbb8FoNMJut7Mmvlwu49atW/jlL3/JJ8DTtDvfC7LUMRqNbLmh1WqP+m0dGhRY7XY7vve97+G1116DyWSCTCZDpVJBMBhEPB7H6uoqu1k87v4xmUy4cOECXC4XfvKTn2B6epotT2jz1263+V5MJpMnZv1ReqtSqSAQCODOnTswGAxwu93csB2Px594D8vlcphMJqhUKpYtE7VaDYlEAuVyGdls9nQGl1KphGQyiXa7DYfD8cjf006J5HoqleqRQUz033TUVKvVsFqtcDgccLvdcLlccLlcbN72MPSDSKfTiMfj3GBEDXHHjf2oQqhHyOFwwOFwsG8RybjT6TRyuRz7DBUKhRNzY78I1Dnd2ftEc1+6WU14UMhkMrYQ0uv1vFkDwF3g+Xyem/fohExQrUGpVLJJLPnX0Tych1sCCoUC1zxP0hoksQwpu6gdQqlUQq/Xw2QyodVqsZNGp+sxBXk6OZMEnKjVaqzaEwSB2w7oPj6sTfORBZd2u43l5WX88pe/xPDwMFwuFzQaDf897V40Gg07FT9JBmuz2TAwMAC324233noLPp+PBzrRDbEXmUwGv/zlL7G+vo779+8jFovtqcE/CZAqp6enBz/72c/g9/tx/vx5WCwWXnzJZBIffPABQqEQvvrqK254O4nX41mg6zY5OYmpqSlu8CM599PqWycBnU6H3t5e9PT0wGazQa/XczAg76pQKIRisQiVSsU2T51Cnf7+fn6N73//++yD15kKA8Bqx4WFBfzmN79BKBTq2sL1i0AbEoVCwSKjy5cvAwDXXNRqNSYmJrg84PF4oFAoeOSDVqvlIE7u3cViEbVaDZFIBIlEAtvb2/jss8/Yeiefz7/0z3akwUUQBGxubkKr1e55dCN5Iu2SOjvxO0d1SiQSVjuRISbNPne5XI98X/q91WpxP8zi4iJisdiJXMAEnQQNBgNGR0fR19cHu93ONh2VSoUFDWtra4hGo10vZjgIHh732rlGOk/GBoMBHo+HnWqlUil70FEq8iSjUCig1+vZ6LQzz995cmm1WmyEarVa+dpKpVJOcff29rLn3cPSYxJK1Ot1pFIpBAIBpFKpEy0moVOhUqlkayraTJPa1eVyoa+vD729vbtcz8nSCgCPiyYF487ODuLxOLRaLZaWlgAA6XT6UD7TkabFqtUqcrkcd+XSjudpA5i0Wi37Zg0PD8PpdMLj8WBoaIiN88iPqBO62IIgIBQKYXV1FbFYDPPz86wdP4mQMm5sbAxjY2MYHR3FwMAAnE4np8O2t7fx5ZdfIhaLnZqGSQq2brcbb775JgwGA9eXMpkMm5Zms1k0Gg04HA6Mj4/DarUiGAyiWq0iHA5DEAQWlpxkqEBMsliaGQJ8U0OZmZnB0NAQBgcHkUgkYDAYYLPZOLiQUSpZ8lOfEKUYKQ0kCAKuX7+OcDiM69evY2tri1PVxxFyK+4c/dE5JoQyA5Q2HBsbg8Vi4UFpcrkcXq+XN+EksInH46jVarxRBnaXEkgMZbVa4fP5MDMzwz6LhxFgjjy4UMMjNSvSSM4nodVqMTg4CLvdjh/84AeYnJyE1WqFx+PZFdEfhjqqt7a28NVXX+H9999n87Z6vX4iUz+0Kyd3gnfeeQc+n49HzNJDIhgM4sMPP0Q0GsXs7CzS6fSJf1jKZDIeAfHnf/7n8Hq9WF9fRzQaxfr6OtrtNtuQN5tN2O12jI+Po9lsIhgMQhAERCIRCIJw1B/lUCBLJqqpdJ7qjEYjZmZm2DOs0WhAq9XCZDI94tdH8u1yuYxyucxu5hS84vE4/ud//gcPHjxg+5jjvBapVtLZnEyfh4ILGcnSfToxMcEd9ySMaDQaWFpawtLSEuLxOO7evcvrs7PJW61Wo6+vj41sh4aG2Bg0kUjg3r17rKx9qZ/7pX+HJ1CtVvkoTSonMpYk6NhHNi00mnN0dBQOhwMejwcWiwV6vZ6LXQ939xaLRfY1Wltbw9bWFsLhMAe0zkFPJw3yU9NqtTwQzG63szsySR7j8Tii0ShP4DzON/N+0ev1vJ7MZjNMJhPsdjvf/I1GA7lcDlqtFvl8Hi6XC1qtFoVCAalUisfvnhbq9To7X2xtbcFsNrPJYqejBik9KW0IgNM0lKmgNgMafaFWqzmdQw3A6XT62Dof0NhmhUIBu90Ok8mEdDqN7e3tXRvZfD6P7e1tzh6QJxj51ZFKk/zEaHOcyWTYBob+jqhUKlAqldzrRtYxFOQOy/3gSIMLXUiz2YxIJMKLrFPVRQ9Hh8OB/v5+5PN5jI2N4c///M95MBYVFvcKLO12G7FYDB9++CHi8Thu3bqFYDCIdDqNZDJ54qcHqlQqjIyMwOl04uLFi7h8+TJ3BzcaDS7C3rlzB7Ozs1wIPOlQgX56epqNFx0OB3Q6Hfdu/PjHP0Yul8P169cRj8dx4cIFOBwOlEolbio9rPx1N1AoFBAIBCAIAn77299iZWUFV69exRtvvMHzWCgoN5tN9hirVquIRqMoFotYWVnBysoKrFYrzp49yxsfo9HImYxUKoVQKITt7e1jmwqjMeFWqxUXLlzA8PAw7ty5g3//939HLpdj0VAgEECr1YLH42GVF9U7BUFAOBxGrVZDqVTiTn0KTuQf9rBCVCKRYHt7m5s0x8bGdk24fFpm6KA40uBCF5jyuHtJ5KRSKTQaDXQ6HWw2GxftSUpLtgmd0AWnU0k6nUY4HEYsFkM0GkUymWTn1ZMaVCgdplKp2NSTct0SiQT1eh2VSgWZTIb92egkd1rQarWckyYZLKUfKKVD4xkUCgUsFgvvtjtlop3DsE4ydLIg00SVSoV4PA5BEHY5XlBwyefzSCaTKJfLHFx2dnaws7PDD8fO9BopFmkdHmcfO2rkpsZtp9O5p4U+jSRQKBSIRCLQarXY3t5GJBJBJpPBzs4Ou5c/S6Cl52mnRP5h4crLpmubKAmS4fX392NiYgLZbBYmkwlut5u13500Gg2kUimUy2XMzs7iwYMHCIfD+Oqrr7hAdtIDC/BNyofShj/5yU8wPj6O3t5eSCQSZLNZrK6uIpPJ4P3338fc3Bw3jZ4G6Cbz+Xx49dVXYbVaWVDy3nvv4fbt2xgeHsaVK1eg1WoxNDSEyclJmM1mbqB85ZVX4Pf7uXeAJv2d5FMwUalUMDc3h83NTYRCIdy8eXNXcKGdNQWXTh8s2n2T+7bP54PFYgHwjdv5p59+iu3t7QOfinjYWK1W/OAHP0Bvby+KxSI3glJ9hDYi5AJCY0XkcjlyuRynu4rF4i6H8/1ACluNRgO3242+vj5Uq1WkUqlDNQTtiuDypB0fTY3cL3SjZ7NZPHjwAH/4wx+QTCaxvLx8qnbl1GTl9XoxPT2NCxcu8MIql8u8O7p37x7u3r3Lu8jTAAUXi8WCgYEBqFQqznHfvn0bv/71r3Hx4kXY7XZ4PB4MDg7C4/Gw7N1sNqOvrw86nQ5utxvxeBwATk1hv16vIxQKAfhmqN/q6uquXTE9PGkz13l/0zylRqPB3mS0QRQEASsrK4hEIo91UD4uaLVaTE1NYWhoCHfv3kU4HEY+n3+kPkIO8dlsFtFo9EC+NzVdkiGwzWbjzc9h0hXBpVKp8LwWh8PxSG/K4yD7l1qthlQqhUgkgmKxiEAggFwuh/v372NnZ+eZj5THGSqqejweXLp0CX6/HyaTCQDYWJBqLGTffZpcfSnNqlKp+MarVCrcCEnmp6FQCF988QX8fj/6+vq4K1+lUkGlUsHj8cBgMODNN9/E4OAgtra2sLCwsOvhQWnZTiitRsXVYrGIzc3NXbZGxwnq86HAC4AFMg/LsyUSCaxWKwYGBuD1erlXiNLjuVyO09fHve7XaWETjUaxuLjI6cCXBaVoTSYTpqenWcBDz8mdnR1Eo9FD6+XriuBCBVJBEDAyMrLvf9dqtSAIAgRBwPz8PD799FMIgoD19XXkcjmeI3FSlWAPI5FI+OE3NDSEd999F06nEw6HA1KpFPl8HolEAktLS/jggw8QDoeRzWZPdOPow0ilUhiNRuh0OrhcLvj9fgSDQXz99dcIBoMIBoMol8tYXV1FIBBAX18fZmZmYLVaYbFYWLk4ODiIdruNiYkJNJtNzM3N4aOPPto1BC+bze6as0Hfm+bO6/V6RKNRZDKZYxtcaJjew+w1PlcikcDj8eDChQsYGRnhqalkHEsZBkEQTsSalEqlaLfb2NjYwOeff45cLvdSU89kZkktGmNjY/D7/Wi1Wshms1haWuLBYodBVwSXZ4WsIejEkkwmuVhPDULFYhHlcvnU7MiBb25esit3Op3sOUQS0mg0is3NTQSDQR6EdlrqLJ1QoxnttDvXET3USFqrUCj4NJjNZiEIAnePA+Cu6lqtBrVazScjmpPTKTaRSqV8AqJO6uO+6dnvhEO65kajES6XCxaLhdNhVIshGfLDUxSPI50D0HQ6HaxWK+RyOa8dUn89DF3Pp11Tsn3pHLRI3nc+nw9OpxMWiwXNZpNHh8Tj8UMd+HekwYV+AEql8pkszMvlMiKRCHK5HL744gusrq5ibW0N9+7d4wV6Gv2wlEolLl++jAsXLmBiYgIjIyOQSCQIhULI5XL4zW9+g9/85jfI5/OIRCK8wz6tkAonHo/j9u3bWFtbY5cGm82GoaEh9PX1sZfW+++/jw8++AD5fB7hcBgAMDExwV5PNHuIVGV7rUGaGLq1tYWlpSUkEokTXwukgKtWqzE+Po633noLJpOJg3CpVOKaADkkHPdNIW1ONBoNLl26BKPRyOqvfD6P+/fvI5FI8NeT2pAmvz5u00e1LavViqmpKd6s0Iyd/v5+WK1WXLx4ERaLBV999RXu3LmD7e1tXL9+Hblc7tCmVh55cOm01icjtqfRaDSQzWb5h0VNkYlE4tgvyueFuvBdLheGhobg8/mg1+v51JJMJrGxsYHZ2dljvys8KEhOTO7cyWSS/47SC2Srr1QqkUwmcf/+fQiCgEAgwC7S2WwWdrsdfr8fALif4HHQzpTmlJz0Ndt5CjSbzfB6vVCr1Szhpj4OOrWclNM0ndYcDgdqtRrMZjMUCgUEQUAwGNwlWiBrGFKGkUSbTjB00iZVHnkpUpBWKpXw+XwYHR2FwWCAxWKBRqNBLpfDxsYGdnZ2EA6HD1UocaTBhbp7x8bGcOXKFfj9/n2NN43FYvj1r3+NcDiMpaUlVmKc1oem0WjE6Ogo7HY7XnnlFZw9exZqtZrHFN+5cwdbW1vY2to68TLZg8LpdOLy5ctwOp2o1Wrcn0FKJgoIW1tbyGaz0Gg0MBgMUCgU0Ol0T90kJZNJnoF+Gk4uNKqARl9Qp3i1WsXy8jJWV1exurp6Yk7StNmjKbgGgwGVSgXDw8OoVCqYmpra5WXYaa0zOzuLzc1NpNNpbG1tQafT4Tvf+Q7cbjdb5dhsNpw9e5bXGgUfiUSCQqGA999/H/l8Hjdv3sT9+/ePZPDhkQYXs9mMgYEBjI2N4eLFi/D5fPvSYScSCfzud7/DxsYGBEE49rLFF8VgMOD8+fPwer04d+4c9wPFYjGWGy8tLSEUConBpYMn9aRQoDYajajX6zyyNxaL7Up3UdB5nv6B0/KzkEqlLIs1GAxcyKfa6draGr766itsbm6emOBCPmEqlYobv4HdP/NO40+aC1QqlfDf//3fuH37NlZXVxEKhaDX6/G9730P586dg1KphEKhgMlkwsDAwK4TcjweRyAQQCaTwUcffYStrS2usR7FWjv04EJ2Lmq1GiMjI5iensbg4CAXOffLXrYHpw2lUsnDgnp7e+Hz+bgDv1qtIpFIIB6PI5VKQRCEE79DflaoEErpC7lczs1nNERNLpdjc3OTpwM+LiCd5nX4JKim6vV64Xa7YbFYIJFIuEO/VCohkUggFAo90hNznCkUCpibm0OlUtklYKCBh53Q/yuVSrRaLfT29qJSqcBiscBgMMBkMmFwcBAOh4O77uv1+q5my1arhWAwiMXFRSQSCYTDYSSTySMdBXHowUWlUmF8fBxutxvf//738c4770Cr1cJsNh/2Wzn20Gji0dFRvPHGG+jt7WUTwXQ6jbm5OYTDYayurmJjY+PE7AoPis7AQimM4eFhPgEODg4im83i+vXrnKo46c4OBwnVCAwGA1599VWMjY1haGiI7YcEQUAymcT8/Dxu3LhxokQ4kUgE//zP/wy73Y53330XV65cYdeMzuBC/00yYqVSiddffx2vvvoqK+joGioUCq6dkAEotWMUi0U8ePAAn332GfL5PA9tO8p63qEFl07rd4PBwA1sDoeD3Yz3C4kAOi0nThsSiQRarRZ2ux02mw0WiwVGo5FPLcViEel0mu1ujntT2kHycO8FnVhMJhNb5tBmp9FoIJPJIJFInIqBYAcJPTBpaBh5AQLfFrDJev+49vk8jmq1ikgkwqad8XicZe6dzzoSOgC71yWlv2hAIgWaXC7HI5/pF/VJUdq2VCqxs/JRcmjBRa1Ww2QywWQyoaenB729vbDZbGwY+CwpMZrBTQqTk7YwnwalcGZmZvDTn/6UO3E1Gg0P+aJ5Nel0+lQ59+4HerDRw8/j8eDtt9+GIAi4dOkSRkZG0Gw2sbS0hEgkgmAwiFgsdurW2YtC9jrkPj05OfnIfJeTCrk8kOPD9evXoVKpoNPpdg1P6+npQV9f357XhCbDUoAil2lBEHb5jZErRDabRTwe576ho+bQggvtDkkmZ7VaodPpnuv0IZfLORfZOWr1NECpBplMhp6eHly5cgU6nY4tXrLZLEKhEDY3N7G0tHQqpK7PSqdLLK2l8fFxlMtlXLx4EWNjYwgEArhz5w52dnaQyWSQy+XE6/iM0MRYr9cLv9/PUu3TAE3UBL7xTKNNtFKp3DWifWpqCufOndvzGdhptLu2tsY1FjpBd/sp+tCCC83JcDqdmJycxMDAAFwu13PtYlQqFRwOByqVCjY3N1/Cu+1OpFIpG+LRdTSZTJBKpTy4an5+HvPz81hbWzsRnc4HTavV4ul+q6uruH79OuRyOXw+H0/r29jYwNzcHD7++GMWRHRaw4s8GUpzk9ULCU06oQdmNBo9tKa+o4LGipCPGkENzq1Wa8/gQsMUa7UastksN1ceh8ACHGJwMZlMGB8fh9fr5dQDqXWeFbVaDZ/PBwCYm5s76LfalVCdyWg04q233sLk5CSmpqZgs9lQLBaxsbGBVCqFL774Ap9//jkvxpNSID0oyK23UCjg7t27UCqVGB4exp/+6Z/CarViYWEBa2tr+Pzzz/GLX/yC0xLiddwf5G+nVqvR39+Pt956C3a7nW31iWw2i9nZWezs7OxqXj2JNBoNPvXuNSV3Y2Njz3/38Dhk+rPjwqEFl4c7nl9kGhrJ8LLZbFfkFg8DEkSQVY7L5YJer4dEIuG54/F4nO0zKpWKeGp5DHSDFgoFhMNhKJVKrKyswGQyYWVlBeFwmLuZxdPfs0P9HdRY2tlUWq1WUavVIAgCIpEIIpHIiTCp3C8PBwcqyp9EDi24OBwOvPrqq2xZ8CIIgoCbN29ic3OTZ2mcdGQyGdRqNYxGI8bHxzEzMwOlUol2u41kMok//OEP2N7exsLCApLJpJjGeQrtdhvBYBDJZBK3bt3CH/7wB8jlcjbzzOfzKJVKJ/bGf1lIJBIYDAZYrVa43W54vV6ujbbbbe5pmZubw/vvv49IJHLsB4OJ7M2hBRelUsmDgp63CE/HxEqlgkQigWQyeWoaA+nUQgHGYrGwYqRSqSAajSIUCiGbzR65BPG4QMVRADz8SuTFoKZJrVYLjUbDs3OAb+cv0dwcks6KnEwOLbiUSiWEw2G0Wi2YzWbodLpnfg3qON/c3EShUDhVNQW73Y7z58+jp6eHezCq1SrK5TLS6TQ2NzcRCASQz+eP9o2KnGpkMhkbKPr9/l09HXRavH79OgKBwKnZGJ5WDi24VCoVxONxyGSy51pU7XYb6XQaGxsb2N7eRqFQOFWFVrPZjDNnzuxS3pBlPOWvxd23yFEjlUrhcrkwMjICl8v1SHAJh8O4e/fuoc4VETkaDi24ZDIZzM3NIRaLQafTIZ1OQ61W8+hYGqZDlMtl7i0g/xyS2W5tbXE+/KTXFXQ6HdRqNbxeL4aHh+FyubjLOR6PY3l5GWtra+IuUKQraLfbKBaL3DVOqdtMJoNSqYR4PI5MJnOqXcxPC4cWXDY3NxGLxWAymRAMBtHT0wOHwwGn0wmn04lLly7t0sKn02ksLi4in88jGAwil8vh5s2buHXrFuu/T/qpRSqVwuFwwO1248KFC3j77bdhNpuh0WjQarUwPz+P//iP/2CvIRGRo6bVaiEWi2F9fR1er5fdfpeWlhCPx7GwsIDNzc0nDsQSORkcWnChoUrNZhPRaBQymQz1ep014OFwGHq9nr8+HA5jZ2eH5aK5XA6xWAzpdPpEjIfdD9RBTm6qOp2OTy3NZhOFQoF3gic90IocD0hwQx5Y0WiU02G0VjubAUVOLofuilypVDA7O4uVlZVH0mKdKrJyuYxsNstpsXq9zg/R07Io6UbN5/MoFosol8tQqVSo1Wqo1WqIRCIsbhB3gSLdQLPZxPb2NpLJJEKhEL766isA4KASi8VQLpefOEtH5GRw6MGl0WggGo0e9rc9ttTrdR7/2mg0eCRsrVbj3eFpUs2JdDftdhvZbBbZbBbRaBTz8/NH/ZZEjogjnUQp8mSoL6DdbuPevXv4p3/6J6jVanZBvXnzJsrlsjhjREREpOuQtPf5VDoNNtn75Xke5C9y/Tpn4XS+B5qHcdw47Ot30njejYR4Db9FXIMvxn6un3hyOQZQIBFTXyIiIseFfZ9cRERERERE9svpnBEsIiIiIvJSEYOLiIiIiMiBIwYXEREREZEDRwwuIiIiIiIHjhhcREREREQOHDG4iIiIiIgcOGJwERERERE5cMTgIiIiIiJy4IjBRURERETkwPn/bwJGHGxE4kQAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "X = batch_iterate(25, train_images)\n", - "for x in X: \n", - " show_images(x)\n", - " break" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -449,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -570,7 +542,31 @@ "name": "stderr", "output_type": "stream", "text": [ - " 78%|███████▊ | 388/500 [42:56<2:56:15, 94.42s/it]" + " 80%|████████ | 400/500 [48:13<14:39, 8.79s/it] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 400, iteration: 468, Discriminator Loss:array(0.566545, dtype=float32), Generator Loss: array(0.67279, dtype=float32)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [58:22<00:00, 7.00s/it]\n" ] } ], @@ -608,24 +604,11 @@ " # Update gradients\n", " mx.eval(gen.parameters(), gen_opt.state) \n", " \n", - " # if (cur_step + 1) % display_step == 0:\n", - " # print(f\"Step {epoch}: Generator loss: {G_loss}, discriminator loss: {D_loss}\")\n", - " # fake_noise = mx.array(get_noise(batch_size, z_dim))\n", - " # fake = gen(fake_noise)\n", - " # show_images(fake)\n", - " # show_images(real)\n", - " # cur_step += 1\n", - " \n", " if epoch%100==0:\n", " print(\"Epoch: {}, iteration: {}, Discriminator Loss:{}, Generator Loss: {}\".format(epoch,idx,D_loss,G_loss))\n", " fake_noise = mx.array(get_noise(batch_size, z_dim))\n", " fake = gen(fake_noise)\n", - " show_images(fake)\n", - " # plt.imshow(fake[0].reshape(28,28))\n", - " # plt.show()\n", - " # show_images(fake[:25])\n", - " \n", - " # print('Losses D={0} G={1}'.format(D_loss,G_loss))" + " show_images(epoch,fake)" ] } ],