diff --git a/__pycache__/nn_helper.cpython-311.pyc b/__pycache__/nn_helper.cpython-311.pyc index 535efe2..351276c 100644 Binary files a/__pycache__/nn_helper.cpython-311.pyc and b/__pycache__/nn_helper.cpython-311.pyc differ diff --git a/plots/discriminator_gan.png b/plots/discriminator_gan.png new file mode 100644 index 0000000..55061b2 Binary files /dev/null and b/plots/discriminator_gan.png differ diff --git a/plots/discriminator_wgan.png b/plots/discriminator_wgan.png new file mode 100644 index 0000000..423cff9 Binary files /dev/null and b/plots/discriminator_wgan.png differ diff --git a/plots/images_GAN.png b/plots/images_GAN.png new file mode 100644 index 0000000..077b1ff Binary files /dev/null and b/plots/images_GAN.png differ diff --git a/plots/images_WGAN.png b/plots/images_WGAN.png new file mode 100644 index 0000000..2a0d525 Binary files /dev/null and b/plots/images_WGAN.png differ diff --git a/plots/losses_gan.png b/plots/losses_gan.png new file mode 100644 index 0000000..0cd540d Binary files /dev/null and b/plots/losses_gan.png differ diff --git a/plots/losses_wgan.png b/plots/losses_wgan.png new file mode 100644 index 0000000..bd4394c Binary files /dev/null and b/plots/losses_wgan.png differ diff --git a/plotting.ipynb b/plotting.ipynb index 2e9f1c6..e886c5b 100644 --- a/plotting.ipynb +++ b/plotting.ipynb @@ -2,33 +2,61 @@ "cells": [ { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt \n", + "import matplotlib.image as mpimg\n", "import pickle \n", - "import numpy as np " + "import numpy as np \n", + "from nn_helper import *" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 16, "metadata": {}, - "output_type": "execute_result" - }, + "output_type": "display_data" + } + ], + "source": [ + "# Load discriminator results for real and fake data \n", + "with open('saved_losses/gan_dis_fake_arr.pkl', 'rb') as f:\n", + " gan_dis_fake_arr = pickle.load(f)\n", + "with open('saved_losses/gan_dis_real_arr.pkl', 'rb') as f:\n", + " gan_dis_real_arr = pickle.load(f)\n", + "epochs = np.arange(0.0, 100.0) + 1.0\n", + "gan_dis_fake_arr = np.array(gan_dis_fake_arr)\n", + "gan_dis_real_arr = np.array(gan_dis_real_arr)\n", + "\n", + "plt.plot(epochs, gan_dis_fake_arr, label = \"Discriminator on fake images\")\n", + "plt.plot(epochs, gan_dis_real_arr, label = \"Discriminator on real images\")\n", + "plt.title(\"D(x) of GAN on real and fake images\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"D(x)\")\n", + "plt.legend()\n", + "\n", + "plt.savefig(\"plots/discriminator_gan.png\", bbox_inches = 'tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -38,37 +66,69 @@ } ], "source": [ - "# Load discriminator results for real and fake data \n", - "with open('saved_losses/gan_dis_fake_arr.pkl', 'rb') as f:\n", + "# Load loss of discriminator and generator for GAN \n", + "with open('saved_losses/gan_dis_loss_arr.pkl', 'rb') as f:\n", " gan_dis_fake_arr = pickle.load(f)\n", - "with open('saved_losses/gan_dis_real_arr.pkl', 'rb') as f:\n", - " gan_dis_real_arr = pickle.load(f)\n", + "with open('saved_losses/gan_gen_loss_arr.pkl', 'rb') as f:\n", + " gan_gen_loss_arr = pickle.load(f)\n", "epochs = np.arange(0.0, 100.0) + 1.0\n", "gan_dis_fake_arr = np.array(gan_dis_fake_arr)\n", - "gan_dis_real_arr = np.array(gan_dis_real_arr)\n", + "gan_gen_loss_arr = np.array(gan_gen_loss_arr)\n", + "\n", + "plt.plot(epochs, gan_dis_fake_arr, label = \"Discriminator loss\")\n", + "plt.plot(epochs, gan_gen_loss_arr, label = \"Generator loss\")\n", + "plt.title(\"GAN average loss per epoch of generator and discriminator\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()\n", "\n", - "plt.plot(epochs, gan_dis_fake_arr)\n", - "plt.plot(epochs, gan_dis_real_arr)" + "plt.savefig(\"plots/losses_gan.png\", bbox_inches = 'tight')" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 17, "metadata": {}, - "output_type": "execute_result" - }, + "output_type": "display_data" + } + ], + "source": [ + "# Load discriminator results for real and fake data \n", + "with open('saved_losses/wgan_dis_fake_arr.pkl', 'rb') as f:\n", + " gan_dis_fake_arr = pickle.load(f)\n", + "with open('saved_losses/wgan_dis_real_arr.pkl', 'rb') as f:\n", + " gan_dis_real_arr = pickle.load(f)\n", + "epochs = np.arange(0.0, 100.0) + 1.0\n", + "gan_dis_fake_arr = np.array(gan_dis_fake_arr)\n", + "gan_dis_real_arr = np.array(gan_dis_real_arr)\n", + "\n", + "plt.plot(epochs, gan_dis_fake_arr, label = \"Discriminator on fake images\")\n", + "plt.plot(epochs, gan_dis_real_arr, label = \"Discriminator on real images\")\n", + "plt.title(\"D(x) of WGAN on real and fake images\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"D(x)\")\n", + "plt.legend()\n", + "\n", + "plt.savefig(\"plots/discriminator_wgan.png\", bbox_inches = 'tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -79,24 +139,103 @@ ], "source": [ "# Load loss of discriminator and generator for GAN \n", - "with open('saved_losses/gan_dis_loss_arr.pkl', 'rb') as f:\n", + "with open('saved_losses/wgan_dis_loss_arr.pkl', 'rb') as f:\n", " gan_dis_fake_arr = pickle.load(f)\n", - "with open('saved_losses/gan_gen_loss_arr.pkl', 'rb') as f:\n", + "with open('saved_losses/wgan_gen_loss_arr.pkl', 'rb') as f:\n", " gan_gen_loss_arr = pickle.load(f)\n", "epochs = np.arange(0.0, 100.0) + 1.0\n", - "gan_dis_fake_arr = np.array(gan_dis_fake_arr)\n", + "gan_dis_fake_arr = -1.0 * np.array(gan_dis_fake_arr)\n", "gan_gen_loss_arr = np.array(gan_gen_loss_arr)\n", "\n", - "plt.plot(epochs, gan_dis_fake_arr)\n", - "plt.plot(epochs, gan_gen_loss_arr)" + "plt.plot(epochs, gan_dis_fake_arr, label = \"Discriminator loss\")\n", + "plt.plot(epochs, gan_gen_loss_arr, label = \"Generator loss\")\n", + "plt.title(\"WGAN average loss per epoch of generator and discriminator\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()\n", + "\n", + "plt.savefig(\"plots/losses_wgan.png\", bbox_inches = 'tight')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "torch.manual_seed(42)\n", + "\n", + "f, axes = plt.subplots(6,5, layout=\"compressed\")\n", + "\n", + "num_epochs = [1, 2, 5, 10, 50, 100]\n", + "for idx, epoch in enumerate(num_epochs):\n", + " for num_image in range(5):\n", + " generator = Generator(100, 128)\n", + " generator.load_state_dict(torch.load(\"GAN_params/gen-params-\" + str(epoch)))\n", + "\n", + " noise = create_noise(1, 100)\n", + " image = generator(noise).squeeze().detach().numpy()\n", + " image = (image * 0.5) + 0.5\n", + " axes[idx, num_image].imshow(image)\n", + " axes[idx, num_image].set_xticks([])\n", + " axes[idx, num_image].set_yticks([])\n", + " if num_image == 0:\n", + " axes[idx, num_image].set_ylabel(\"Epoch \" + str(epoch))\n", + "plt.suptitle(\"Images from GAN\")\n", + "plt.savefig(\"plots/images_GAN.png\", bbox_inches = 'tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/2t0Z0YhGdBZpxGRG9COlWq1GNptN/q7X6zzucY8jDEN++MMfPoo9G9GIRnQuaOSTGdGPlH72Z3+Wffv2ceWVV7K+vs7HPvYx7r333i0dyCMa0Yj+bdKIyYzoR0rPec5z+MhHPsKNN95IGIZceumlfOITn+A//af/9Gh3bUQjGtE5oJG5bEQjGtGIRnTOaBRdNqIRjWhEIzpnNGIyIxrRiEY0onNGIyYzohGNaEQjOmc0YjIjGtGIRjSic0YjJjOiEY1oRCM6ZzRiMiMa0YhGNKJzRo9KnoxSihMnTlAsFrsKWP1HI601pVKJ+fn5njVMRnPVoq3mCkbzlabR2hqORvM1OA2yF9M3/8jp6NGjGhj9pH6OHj06mqsznKvRfA03X6O5Gs3XuZqrND0qmkxc9Olp2RdhKQvCEIQEKRACsCyEZYFlgWWDVhAG6FBBGJr/wXwP0Er3fpBWpt1e1wfNQe0lsWjd+3qvZwFCirY+CilASIRjEVqKr5X+uqusb0zx9afaP42NZdrRPapNdj47vqdznFG/hWUhXAeESOZaBwG63gSt0GE42ByJaCxSRO9NImyzrOI24veGkAhLdHUrnsrkmtLmu/FcAVgWIT7/0vj7vnMFfearH/Wax7bPdfv40ms0lt6i+RMTY2jHQTSa6FrdfDcakG400E2//3Pid5fqT9zvZPw97heWaPWj6x5BIEL+pTzA2nJ/Blvbm89Hqo9dc9r5vdRaTOat1z0d1zrb7Rx7r897vd/0M3u2mX6PgHBdsG0C7fO11Ru3nK+n5X4OK5TJ+dNv30ed7tt/6drgOAhLgushhEAHQWsjCGF+DwJT68f30WGfuY/OE4RZE0IISM+DH5izU7P1uUmfdWdZydoPCPiX6t9suhdjelSYTKxqWsoyi1va0UuPJsh1DIOxbYTjmIOq6UMQgAzRIgCl0FqZCRSpyVLxixcgrNYBQXpSFYYRb3cAyUA6rqcWW3oDde7d6G/puggnOjD6qN+tuZJYwjZfFlEJ39Qh2EY6dU/nOGMmIyyEnTXtuw7CttGNJsrHHPLK7/5uP9KAtiAAKW2EHQFgijBiNKF5VzJiaMk8pDag1ql51ej4EIr3kJAgnbY56UXxZzYWtnDa1wZ0rIVNDtV0fxCgo42rIyaa3syeh56aJsy5WOs1CNbamwolOmg/9HptYq1T7zH+OD5v0vfHTEbI/gecECCC6NfN15atJLZ0zDO3YHRay9S8xNRf6BHSao2ni9G01oJWuvse3c180+0LIbrebzIuIYHobEh9X0RnAkIk4xeWh/AyCNVsfb8HJXvRF9jCbs19DyEhoWjNohXE21ZphBQIy0VI2zCYYh4tBcIPIAjN+7Ok2Yv1BqgQLXx00/SRtrMsmg/ptM5P247mQaCVAl1HE52bQpvvixQT7ux751CERKh4XkVywyBmw0cXuyy9sJRESxBKmevpUuhCGOYRhuYw6qgb3ybRxNw/Jq3Qqs/hv13qN7H9NKeebUgzjs0k7UH6sakUtUnbsSYjLUQ+i3YdRKWGqNXQOhy+H6QOo2iOdefzlUYT9lyY6Wuabm1NK72tMJVOASPe4NuiWAK2bXBaW0fYFsqx0K5ES2nOYKXNmlXaSI6DaAmk5r3XWkofZlutM91H4+17f2+Je7tz1fY9KbrXeUqT6aud9264rf1+2sxA7aW0QB0qcxgPQlL0lr82YzZtt0Vzo5QpRa5C8ANzvemjlTL7IYzvM58n515fy010Ntq20c6UMsJ5bJmInkfHfJv+bKH1x+Pbxnp4dJmMVuhY8yBEaGHeXWwuU5GkrhT4QcLF2w6vnqp4yv4iRH/T0XYoPtj7ttmSLOIxtvU1RToIUAMubBEv7I6Dpq9pYIuxCttG5HLojIs/UyTI23inHVhe2XqxtTXUMr8hjXSvQ9ViGjJlVtAK7etoGGmzRT+mne6HQvtDML9Yyu+x4bvNPZuMN8VAhSXN2sxlIeNFm1qjPYcw6+DnbKyyFTGZEF2rR5tbd0mMseAjIhOj1tqs/7Z3uAkz0QqtRUupSK8jGQkwAwoLWuneGkFag+nQajZlDGkNK25DCkgLe1JASGIWNY2mzNDpccfvUch2Tdh0pOd4uvqTYmiJAhVpoygNjQboZu/x9KJovwkpug9eNaB5UGuEb5gKSpt2/AAdhkZYscwc6KafrKO+cx4xEmFZiIyHzmcR1TqUyqa9IEi+r2PTtRQt070lzfyHYbcglphnZbS/w26z3Sb0rwqFuW1w6UM84sAJcxn0EHw0IkD6+WvolqqB7WsyomPDKkkiCQ/CTKU00rhtoW2JciTasrotIcOSUkZF7/QVJO+zdcgKaTRYYt/CoJLkMNSH0WyLpNlk2DbasUFrhNLg2NH8iUgoiqTF+PDoGHsbacV2MwnamPNWET7bpWHnbxBNvpc03GPN9twvg9Amgl3MFBLTvBDJudKleQ9BbZq4pJ2h9iOljfVGx9quaPlClWopS5tYPPqaX3v6kjvNYxG3HUQ76bxniDXxqDKZXnZYrSQichYL1UD7kXTh+62J3sxh2MsvciYHTaf5Ld1uv0WpO+z9HYwnWRAiOmg38Ql3t92hKUFLU0h/vhkJ41dQxSzaNYelXQ+RzQA17EaLN2iY0kRD1TIrpU0SnWYYyzKbM5ZO04zmbIGDxxKwE815JKn1pD7BHLG2ITzPMJish866aMtCZWy0JQhyFqEXMZnAaN06CLol/nhc2tjdddjnEN3MNJaer6jfsYSfHJRCQLDF3GxC6fejtUCkfBv95092H3Zp53h0uHdZIgBIBeNE13oFGOhgk2CezQdk/rcshOsm/dBhODyDToJYrDaGlWi92piFzbD6+DxiUql7oWVCE6LloA9Vt6Wix/ji/abrDSP8KGW07lBBpWL2qBSRgJd6T0obEzWbvNuYIaoe588W9K9KkwHMy4il4ZT/JYko6+c8TZuPiBlYh8qdXsi9qDPMKVHdezCaLceht/5eZF4aqLk+juou88qgZNsoz0a55nCSTWUcjnE7Q4838n1pBbQ2oRCG8fQ0YcQUz0E4pC9oCIolzaQXbdKu6Drg4s8Tc0gciGJbaMdGu2b+gryNsgShJ1C2QAtjBk2Y2WZz2cFwNjONpaXO5FCLScqE8YiYEQw4L8kYe/G5WNpXqiWdD3qYp/wwxkKhEMLuulfI1OE5iOVB65YZcLP7e1gURDR3cfQjQcSFlRqK0WilwU75J+Lvxv8rlVpvm7yJeC6V7GA0uv17XRoIvddKbGILjMnN+A4dhKXQ1ZZZvUsQ2Mzs2dnPbSjMZ43JnDp1ig9/+MP8j//xP864LWOfjlTGFHMx/7UmvxfX7RstkabUhm6FE9smwqrDfpm0qYcwRbUGkjwr7YNoU32H8slsssmHcJwKKRCeS3PSI8xKtBRoCTmlsY6IKLJryAO/S3tLORsjSay7v9HB2WsOtsPY01+3hIm+GtQUlX5P9Bh++hBq+khANANk3QJpzI0IgbVaQft+a8yDjqFz/jo/jg7qZKOHYYvZKNXNoLdjeuzQmswYUibqTmm6H0OOzYXx/bEA0m8vpy0DaR9qV//6+NI6mU3CvFNzmh5Xmrlsg8xejEy9UnS3EzvYYWvtD8x7xWqZ3KxIwE6HGvfcP2myEuEcoU0boQLdbK0NKQyj78VQI82pK9Q+/ZxemugAdNaYzMLCAu985zuHYjI9JSghW+F1oUIHm9iSOhdZL7NEW9uiZVqITTWOY6SbfA4yHiII0dVqMuE6DBGEaD3goddxOArLapkKYpNGSmoZ5n3Fqm4bbSeoQUh0LkNlp4OfFygXlA0y8Mg7DmyW07EZdfRBN5utUOReTt20TRrM55bV3s42/WrGJOK2tOE4MjG5oQ/DTjmZuz6PI5oqNajUjFkkymsQTR/CEOUHZs1uh0Fu+p04SjKMFEVhfGiRFK6DgLawahhcOheytQ+jsZtDMWwLeEs+j77Tshqk5iy+LR1RF2kfrSCfTehsz1u07mIhLzl4ifdmK9JraJN6HBUbT14HEzW/DiD0xgwmbXILw5YFYDNhJX32Rea/5MwJAnSjkTDB5Lxzo7DquG8yMvM2fUSkBYHVxSCFRSuQ51z4ZO64445NP7/vvvsGfmhMiU+m12dbLRxoP4CSCIjoIA9DE/onrSTxUM5OG3u6Y5kfIdCR9BVmbULPQgQKuxogAoWs+simjyhVCJdWWm2eIW1HGtiUhmgrljZ1xqExKfALoFyNsqExZlHIZJC+j2pyZmMd1PyTvv9sF2mVwuRFaONENbZyjNAwrDM5ZlRtWqgJLdXa5DIkB+vZHkdMqQNeK238JJZomXs6HdjnIpCiHyW5O6LD1HOO5uJsUyp5dlsUa3C9NJcuLWQw82CLQW3NRAHzvq2IOcQpH3FScxIFKk3uIbRbiToFxH6h/ttYUwMzmSuvvLLv4RhfHxrPRyvDZNJqt1bGRJ0O5+yrlbQ7sITrIvJ5c4iWyqh6A5nPISfGCXZN8sCLCjgXlBjP19iVX0ZpST200Vow4dYZd+rUQoe1Zpaq73Lk+DRy1WHyrjnm/q9Cr29sffj2fFmRai1UEqGUvHStoDHIVPUOMx2aIl9Jfb5I45oS+6dXsaTCloq73QNM3r0DayUPC6dR1eo22heJJJWEYPbSSOPPU/4EIvNaImF1ChFDmPC01ohs1oRyhgpRb6CVQtTqJhQ+Fa7Z9r2OfmqlE6akg6Bd4tTaZFJDeyjuuaCOcG7zTBINIpmp2Iep9cBhpnFIK9BbMNjMZt8jLDf5znYO7bRwcjZSD9Lac+zPSodBp/2+Ax6gOs7j6wjBb48qS/k3tzEGPWSek1baaFKhapkDYyYjTCSpsCxEoYCaKiJCjagZLUeXyuhK1ezT1DruEsTCMLFMDCOkDcxkpqameM973sMzn/nMnp/fddddvOAFLxj4wQn1ip6JGI35fTNbZmpBRtFMIpdpqX5hiMhk0MUcjZkME5ct898OfpVLveM8xtEoFCsqwNcwJSWTVo6qarKkmiyGLn82+TRuX55nZWOniT2vOkadHFqrTsXmx9JGbMoY1JOmFdAnsmZQEiJRjf285OIdp3nS1EM4IkQKxQ9m5/HHPUQzMCr1MDwmZvqWhXDsFrMBaDbRYS/zk2xnJLEtu1eOwbAUJaXhueggRGhtTKGRUz42R3TlffSRMnUYQhBpRDHkkdLnnrn0opTvQoeRGSPyPSXJdjD4IbXZ2tpuVOZ2GUOnGQ5I/Cpn0CbQCmRIWzuImx7G1xr1p8Px3wqQGM50vfmzhu+X9jtNbKl36NiojINQGhnlHwKoXr6Ys7QeBmYyV111FSdOnGD//v09P19bWxveBJRO2or/hsEGEofsWRZyrIgu5Gjsm2ThiR5BrmWGUy6EWQVjPq/edweXe8eYtZo4IotCUBSKUGi8KPLFERZFIcFq8sTiQxTtOn+9f5LKZTtxV6dwFtbQ5Sq6XkfXau1Ouc7x99LspIwO4ci2GQ740oQ0mpptt0tfsQ11kLmPJW+lyR+tcs83zuf26f3sPW+Rx0ydxMkELF5RILPiMhNqY9ByXITrmOesb7SF5QrXReZyiFyW8uP2UJ63CHICv2h4Z8w/J+5XTN6xhqg1YXUd3WhGNnCdaBTpAIEtsbEGpSCARhMRSXjJs1L+mf64d60N2inwxNoN0ApjTdv3wfhnomzrs24y6vRtCdk66CCxRIowGCiMWVgWIoY/gdbhqTSxbb4torPPPk3C2LfMHE+F8Kfnz7IQmQwi46HGC9T3FtGWwFtuYJUayPUy4cmFlqS+1TN6hRnHScOAiCZKB4E5bLfxnhLrTToSb1jIqvj9pQUzHUEr9YuITSdBdyaoqqB1j9YgJNLzwHUIJwrUdmWxa4rsSqTB1BvdZ1ivlIu2LovN4lTaaGAm87rXvY5KpdL383379vHRj3500OYAkpDCNA2khsWOvMiJpWYnaM7mOf14j2e+6DtcU3yAQ+4pw0yAjJBIIcgJF4mNJdyoIQvPctqadoTFmMxQQHNd7iEen3mEu87bxZHLzsNbsZl0Jc5SBrleRsUHlh/0kL77mA6FMBK2ZUET8AdbkEIKs1A8zzwrioAzdtVwcJ+GMjhi1kMnOPDpeRrTGR65fo7spT6FXJ3VK20qKy75hTFylRo6lyEoeMi60Qyp1c2zwxCZzcD0BMFUgWPXSQ5d+QgXj5/iueN3khE+UiiUlrz2lv+M9Cfw1kOyD0tkpWYWd63WkrxTkUhAb41iSGajfR9Ra+WSxKa4Lma2Wbu95lSFRtCz7ZbWlvFAtg4wwhBRKkfmtHPop4FWiDW07SdhuVAf4PuWhZAtRtUZyh8HvwCtXIywd1CADgbZv2lAVcu0mc0gpERPjhEUPCr7cpy+SqIcTfFwnuxilsJRD2txaWuhqodW3fooZS6Lz+aww7Q1QP8Bs27jBNw4yi/2jQ2o4KZD5JO+yUGDjGQSpmz60xKk0pZlIYWZ34yHP5WhssPCW5dkmz5qZW0IMNx02Lw1cB7WwEzmZ37mZzb9fHJykhtuuGHQ5rqoN/5Q/4FrpZPEIH86x/oBl9oOxfnZRQ44S+ywmsxaHhKJI6y+7XRSqBUNHdDQAUeDHMeDSQIlaUxqlC2QYQZ31iWznMc9lUfWGqhTi6harbvvnYwmMZHpoSM0INrsMR6W0sNrjum+BQGy7mPXHRCSvNOAHLh2yGomx8olRZpj84QOhK7A8jXevjGkrxAaUBrlSRrjFs2iwN5d4bLxkxzKnmKvvUZGhERyGPvnVjh+4V6ckqQwNoNTCcmcqGItLJtw31q9FT45aJjqIJSyT7cl3202L0OQsG1EPo/IZfD3TOMXHbQFyhGIAOxqiPQVVs1H1AOwJSpjtpy1UUfUGuhqDbW8MvhG70dxlFmqjUFNeUKQHPhta+psmQKFQBYKyIlxtOcQzI4RZiy0NLlFCIG2QAtBsyjxc4LanCDcU8OyFSWdo1mUyDDD2N1eKwJqmPlKR9ptkkw6+JhSeTIdY40RkAfCAhOyXdDWyjCozeZeWshsxjDRYgGdyyD8wOyjIALBTPyakWBQzKMKWcJMaozxftiOpeBc+GTOBSXO7H7RF32/qAED/iYcm8UrM9jXLXHNzALPzt/DvKXJSQ9POJu304MaOuBU2GRRedy4fA23L8/jhxbZS9fMo+2QptAcPzpJ/vAM2VOauS8GqGM9HBi6ZbZLSyu66W8rSkMHAVQ6Fl+/cNut2goVotpAFjx0TnLF+HF2uWtc6C4QIrjzsr2sBnnKgUc59ACwhEaisWWIhcKTAZNOhZxscnnmKHutMnkpKAgnQow29Hvn/y23ze9jKSjyvfV9nK4WOfKNeXbeksNZb+I8soiu1xG6gm6cpYMtDuuNmIxWqm1T9c3EH4LE+Bjh/h3UdmU5+nzN+eedYjZbZm92lYayWaiPUQ1cfrgwS7A0js4H7NixjtKClbtnyB8XjB8OKHwjNMwmQtsdmlS72dEMR6PDAUXNCO8qBlWk0YgSAmmt006TDAy07gxitUQf3MfCE8aoTwvsH1vlih3H8WRI1mrSUDaL9QKBtpj1ysx4ZWacEpdmjuMQct9j5znZHOcTX38S498dbx2omwWCaAW6Q4NJaZlAG4SL0R4GE2T6gobK9gNcCG26qMKeQlKcm4dMlcdoNEzov9J914LMeIhdc+icR3VPkeqcjVtSFI5UkNUm4vQyYr2UmAnF+Bi1gzPUpi2ULUz8UZgSdHut/SjsHJFCCGjbL+cghPmc0XZs1nEESnRwN8fhyTsf4bL8cWYtRUFmBtZe/Gih+jrEJ2RdhRwNCywE4zy4McOp5XFy+TrzYxvk7Cbz2Q3ydoMvqQtZq04hQtmGyNtzfGnHI7QOg23AWeh0RvV2KZa2HBvtSKQbMuOUOOAs8jivgoPF1d49KK1ZUYqFMIcjQiZkEwdNRoAjBI6QFISHlUiAhZ6Pu9JVXOI8wrpqcknmOEf9aX5/1xyNcQuhHBzXgShy66walWLzQTo5rpeEuE0NQjgOQcGlMWaxe+8pfn73LVzgnuYiZ4O6hqNhgbUwx2ezj+O2wm52FEo8a/YelJb8aeXJVHUBd8Oi6HkmUEU2h5MV0s7ZFHMxfw8ZlCAjn0jiCwjb2yO1fvuhoMc+BPNFs84ic44/4VHdKWjsCPn5Az/gJRPfISNCMkJTUhb3+7NUlMdue5UdVpm8VMxIY9bea9/DSjbD/2/yKrRtgmbMM4eYK9PRlnM89gem18aZUMd+FkJESbObdKczrwki8MlNtLRoTnUhS1D0qE3b1GYFypFkll1srbE8D2FVEneCyGVpTFjUpyQy0MioikcyBwPQmaCXP/pMZliKGIzMZhDzO1ATeeq7fZ47cQe77TUKwkFuAfMYakVAyGLY4Jv13ZzyJ/jnpYu5f2mGWtnDOulh1wXeMkyVNKuXZph48il2Z9a4KLfAtFXm6NQkt+zI02hk0FHxr74vTEe+gKA93FUoxdCIlHHIagJbMRwJz0is4cX7OfoTRepzIc889AOekH2IadkgI4yJ0UJEffPxRBWL2LclcbCwhDD3DWhisIQgIyQHnBXyssHYrhJrF06SPe3grhSRjm0SGjud5dtMxsT32+cm1lwSpAeTq9O3rswAm09nXJoTNo0JwUXjS1yZeYQp2SQnLRyt2EuZWVnlp6e/x1XFw0xYVQ65p0z3LrH44b4dfCV/GZP3zWEv5RAnTqFLpcHHmHLAt4ITUnkaw5zCjUYLDic2ucSoBalwdKDNjxb3wyTqRc7o2Cmd8QguPUBtZ4alx1jMP+0YBworPK1wL1PSRHX6GpZVlq9vXMhis8BlhZMc9E4xa2+QcSqEWvPl6iXcUd6DWMggag1Us7k5A005/GN/iY5MxIngAe3MchPNoZN0lCxOSBTSG6VvpNdMxLBNkEl7oEYSPad1EuVIKuy439qTmQwin0Pv2cHR50xQn9EwX2fH9Donjk0hfQ9v3SFTcLHmJqnP51g/z6FZhOqFDQoTNTZOFMk9YiHClvY0wIBpJeiS9H1QetSh/hnCXxKTkAKRzeDvGKM+6zExt8512RUcYQ1kIgsIqeuAU6HLP69dyuHSNA/csYeJewSTy4qxO08bmOxoIv3cAcavrXEgs8xl3jFmrRr3FU/w8NQUC+sO2ttMk2k5T9uidrRCW9bATCaJzY8pcdJuIS6lSQgToZbLUt6fY+apJ/mx2cO8YOL7XOqEOCJtYjQP8yyHycFa35QkEk/Y7LUCJuQ6l8ye4tv782jLpTnh4YYaue6kUA3OLJFQB2ErejEdHZXAvMvk7yTfJL4+6OHsOjQLEr8AF+SWuMQBSxjTYkZALsprOuhUkFljTo2DTq5070NN3cv1lUmqu+bJCnCWV2EIHmO6GzvpO5IAhzWfNptdzKMr05t2P08a6r7ltG5VZRT5POsX5Ni4QCAvX+d3z/975u0aRSGRwqKqQkpasBIW+MHaPIuVPEpLHBHia4sDdhlfw60b+/nOwl4yy8JEdcZ5Tj0nRCSApl3hyv00l0jrG/jg1C24/K4SJXEQQCeqeAeMVdJUB4T/ZsxTZDxEsUB1vkBwVYkf33OUJ008yFWZw3x44lpueehyQlcSZDycSYfVC238q0tMj1V42fzdHPRO8YHsMzi9vgO7KsAe4OxNhct3zsGg9G9Ok4mjUYypwsCieE6AjP51UkP7lFSTktJ8u76XhWCc1SDPYrPIseoEdz6wB7lhM/agpHAiwF33EZUaut4Ky7F8TSXwqCoXR4TkhCYjfTwrHA6lvdNZ1k+KHqit1vfaDuY+4Y4ym0W4DsGlByjtz7J6seTpkwscyp5iWtaQEVMJOxbPIJqKr0O+31Qc9mdwRUhG+ORkg0udCpMySwxabgmRqF5KC1AmDFIGRqLr6UwUsmWOIQV/MgjFmz7WbaMQ1sQ+n04CBQMj5AegxWBhsn6AU1XYNYtj9UmOBAF5qcgJga81K8oiRDArm8xYWSSia34bgY1TCrFLjcHhfDok4vaPUqarM7ACdWWsdxbMSjEiIQygY9KbSJDRY3lqc4L6bp+9hSoL4ThrKsfh5gwlleHe8i7uX59ltZqlemQMWRd8a1+WUzuKjLs1vl/YT0PZfO3BQ4ijGaaO6ySvo3vgqfDfdB2cJDk0xWDScCqpeRN6wLDcVOpF1zvozP2KtbyOxM22e8MQHQyQ4LhjlvKFU6wfsNk9dYoL8otMW2WkaHVaW1CfltSkpDqvuGzHIntya+xzl5i1N9CAVRfYdT14+sQZ0raYzNraGrfccgunT5/uKrr1yle+crjGthPRk82ii3mqs8YeuSdbjcw33ZtuMWxwnz/OnfW9/PH3n4E8lsFdF2SWNd6G5uJ71pHrFeNIjIpMhY1G2wt3KprFWoGlTAEXxZR0mbE3GPPq4KrBTDodjsj4mmoOiccuWln0QLRRrJaTUdCl9gvXRU5PoYs5Dj8/xxOvvYeLCwv8zNj3mZIhRWnjCAuFMSMCLYat1ZaMZlXV+cMTL+C7h/fjuAGFbIPZfJlf3fd5npRptLUnI0YTKAmhQPpgVX1EtdEyGaT7HmUqE4ZDY6ol4bERgnJb+QEnguwXIolSlBsV1OpaK1N6i7UpylWyCw2UneH2pXm+VLiEve4yB+xl1lSW79TOoxxmeEbhHoqy2hbpqKLTbK2WYc8j63ByQISFFA5XG6VNgVb0tx6Q0UhpDtdNar/H661XNJIO4r8dswNt26QVTGcpXdrkZ6+8FSk0N5cPcrpR5Gv3HUIuukzcK5j97jqFZoConQQhWH3CTo5fuJdjFtzpHEI2BfO3B+QfWEWulwnKlT6ClMkjI14rSrV+4v53St/bjDExxb7SqAGm3baclRgvzJKANP4R226ZzrWO1qaEpm9yqjYz1wnB+mOnOfGckInZFW7Y800e6x2niURFCWlamEjQ0gUh9mydq/Ye4zd3/yNTlp9EeiotyCyDt6bQ/jYxCs0kDCzEDM1kPvvZz/Lyl7+ccrnM2NhYe1y+EMMzmWFJSvNiHJsgC0EOcnbvinahViyFDt+tns9d5V2IkxlyJwWZFU1uMcDZaCKOnCBYW9/ysZZUSKGRQuMIG1eE2CJEyB6hygPS0PhZ7V+Oe9aNF9VBwrLQGReV9/CnQp41dTfz9io7LEUuMt80tI+vFXWtsIQgJ6yI8UCgQ3wdshgG+AgsNBLwEVSVzfFwmnsWd8BJj0bGpZ7zKBc97t2xi732fRSlYFy6hFon9WoCbSFCE+kiNIg4mklE8O8hLd/Tdv0yYJiwFIjIYYzrGOex66CykS/NNwxF2D3CeLcgEZnnqw2XY81J6tpmI8ywEhb4/vo+qoHLPneZi5wHcISgGI2lrgMaWtFs2oh6FRVjn22XzgQJQin0JsgTbYgVm5FuVevUQpgiboCvLUp+htVGjlPVAtaCR2ZRUDzahB8eTnwswnbI7Z+iNp0BAVoKpK/JLtQRJ0+b6LvNzDRRQIvuBXPVmVDa9d2IGQxDnYjq0A29FSfJWtIIOgAqNMw4MTEOklwqaRYkk3NrnD+5zG5nlXHps64c1rQx0SoXwgzoYsDsZImD+UX22yEFmaWqmzSi9yMDbR55JufPEDQ0k3nLW97Cq1/9at797neTy+XOvAdbJRF2HDDCdRD5HM2pHBsXgJqvcfnYCWysNom7rOrUdcjvHPsp7v+bC8msaA4cbeCs1RG1JqLegEaTsFLrfGIX+XnB02fu5+rcQ+y0QsAhI30KTgPpKPQgY0ijG+hW6dZBVfQ0crTulewlRetauj/C+K8a+yapzTjk50o8IXOEogzJCBuF4kigWQzzHPZnuLOyB08GPHf8Dg7YZUrKoqRcvlm9iA/cei1ixUXlQmQ2QK+5FA5b2FXN+MmQudUGypaEnqQxnuc9J5/P/5p/Bs87725+Y+7rAJSUZkW5LFbzOOsSqw5hzoYgj6UUMpbsavWh/Qpt82VHGfhKg2Oh81lwbMLxrAFDdSVhViICyJyuYVUiQcWxowNAshVWmi7mKe/JUJ8SVFay/JN1MWsLRbLHHKwGeMsaoeDd181z8oqbOc9b5OnZI7hC8PXaLu6r76J5Kge10xE6wICbvl+OBrQfHIPOXxiCSmMFdiYWyxYD7BcNKkQLCaHRwFotkWn47P7HSb7x3auRAcgmWE3N/pMN7FID6/Q6QYpx6DDEPb7OtCaCAdIIP8Q+vkxYrmzqFDcNRLljcZJ0n3nqiV4wRAhzv/ZaBdo62lHKwFuNF03+TKTtyHIVXam1B1H0ImmSSqs7Ba8/+E0OuIscsNdxBBwPx7mvPm8ef6iKrwRPOu8wT5p4iEszx8hJEwiVEy5WVB1R+sZEPdD6SGPJtQ16cIFoaCZz/Phx3vjGN54dBrMV9ZJgLQvtOvgFm2DWZ/+OVfZ7S223hFpR1yFVrbnj2G4Ofeoo4YlT6DBEbSNkOvQEj8ke5VJnnYJwkQgcEeDJECm3eFFxpE2c2QvtDGJQCTQFjSFSpVkTR2OvrOX42a5LY9KmNi3ZMVbiPNtK8liMhpLnweYcd1b38O3T+8k5PhdnTzAtayyGeRaCcW5ZP8D4tzKMH/GpTdk0xxwKJ0OKX7mHcG0tmVMpBI5lkZ+dIfTOo3x6jG8VDlCd/RccoKotKtql2nCxagIZQOhIRNZGVl2DLwYmV4MUxtuwlMKHE5ZEuw7atfHHXPyCRegIgkyUZLqcctJKCyw9UIiszjg0JgR+QSAqNmsUGLvbYefNJcO0Tq+AFFTmD3LLvgOUxjI83jtKRijuqc9z69penHVpzBaD5sf0OTjbimQNCWCoNZsfOEPkE2mljWO+XIFanfFvlRkXIoKdN7VNVLWKDoIeCeMKVtbwgohJVOugQsJyxUDWb/5gkmKHMdCj0AY6ph9DTuMeCjF4oGe/PRtHnaX9MvG6chxUwQMpUa6FFuD4gZmnrR4XmX39Mc1PFe5hSro0tMRHUwqzHG9MINGcv2MJSyqunbqPJ2cfZEqG2OSwhGyLGRIKxIDgqWa4PdbboP4rtsFknvOc5/Dd736X888/f9ivbp9iiAhLwtQEzT0TVHbZzO5Y4srpY+x1lrv8Br7WVJRExcWStOovhW36bONDCLVsq5J8f2Mn313YS3A6i2ysbG7e7bEoO6OChupP3KaOSrXG9t/IP5PY5qNkL7VjisUrJc3dDZ43fdg44DEMpqQC7qzv5bbSXh6pTLK8nqfkhny3fB4lleWm1YPccWqeyqk8u0+HuGs+sqHIrFp4y42+kT663iC/ECCUzcLSOEcDI5Tc25jnlD/OxqkC0yc1Xklj10JkM4q+c2xEEPlhzrAUs7BtY6LIZQkmc4QZCz9vEXgCocGua6ymRgYq0QCEJTc1HbW13whwSxoRgpaS0HPJnVZYpTqibsovIwXeGtx7co5S0+PCzAKOCPjciUs5cWyKiROivzO7F2mVlP9tuyzZWiI+15RoJMqEo1uRxm5HJsg4DFrIbm07Ru7OZlFjOQPSCiZ/yKoPZP6PQ4K7kgbDdtN0r0NTaz34MovrYPUzv6VAcEU2g7Btwh0TVPbmCT1BbUqiLZi9Q+CcXt7UTCozGcQF+/Ens/jTAW68d9HUow7bUjHhVMmO+WStJgecRaZkSE62rDu+Dmlon7VylvljTdzlumH6A1AryrAdNmlQGojJfOYzn0l+/8mf/Ene9ra3cffdd3P55ZfjOO0hwy984QsHfvigUryQwuBkOTb+/DirF3qU9sPL99zF88duY6/tA/m279Q1lLSDCiIpapBooU2orp02mLFbN/ZRvmeSsRPCFLHq3/luR20qrHagQk5gFrSdwpcKI0evikq1xk5tiEquSvA8RDZD6fwiT7juHl6786ucb5exyREQUtUhK8riprULuO34bppVF9YdfEfxdesC7srv4sjt8+z4NsyUQnKPrCOqdZymbyTLpk/Y6ayOsupVtUruByfI5rOsXTTLnY/fS107fGPlICcrYxQedJi+q4zwQ0QjjHKGBDrjIpRKqpQmGdnbsR+7DiKbIRzPU5n3CD1B6BgIE6eiyayFyKZCNPzo4BZm7uJ3tBkJgag3yJ728RxJfsFsvuxCFRZXDJBo0wfLonAypH5vgcM7MnzavRKJZvHWHczdA2OP1FBbSekdlBQUS4ddny0w6F5MapDTNw1nE/ioGhDtW60jQNgYX82SBpU7kZdaSZtqvEBjJotVD3HACB21GtS2MElrA/6q4zFEGeu60wTWCcoLqYi5wdaYELRMsV3daOXMCEvC5Dgq51E+kGf1kIU/phHnl3HdgPWNcaa/20wK3/V8ViHPyuMmKe2V7N63gBf1vaI0VW0RIslIn0m3wiFvgaKsc8guM2fl2gRvX4fUdUhjJUvm9odRGxuo5mBMpi1XKrYOSAsGjBsYiMn89E//dNe1d73rXV3XhBCE5wr6PIoQ8vM29SlBMB6yy11jSjbxenglfQR17aDVNguESQtrdhqKeZrjkJcNnNR6VVomTt++FEcCdYAXDo3S2rN/qUWelqQsC5nPgeOgx/L4Yxlq05IL8oucb5eZkDaWkASRTTVEoLRAa4FWAisArSQbG1lqDQd3RZJZamBXfZM7VI9gL+qN3ow7MRNoA1DZtLErgrur89RClx8uz1LeyDK5rg0ERtjBRNIhprAt+J1WV6KgASsdUmp+hAarETGZQCFiaBY9BCZcqLB8ZcwPypQMl9WmwUwLVSLRyqZGNkDWJGv1rAkeKQkyqwFWuTk4A02AKweckzMJYz7TLHitSGqrxFF+ETKGyGSQWkeIExHgpmODJajtLlCdtbEbGq/gYDVCXEzWlvZNpce+1SLPRIuLLR2DkJQmNybWHpOoPtmOpmzbYFtoO4qsDIw/xPfNeZAPdfd67yBh29SnJPUdip35DZMkDTgCHBRFWWPSrjBllZmWFYpRMnCawVRVkx/4ghPBDux1a+tco+ThvQIk4muD+68GYjKdYcpni5K69ZvVi4gkIJHx0Pksaxc4eE9a5rKpJa7KHGaH5XZByCg0JeWwEhYgSEUoDbFxrLECCz97AauPDbnwwke43F1iRrpJSYApt0IwpmhuWGaDJAdA6hmR+i881xw88YvVGpSJoho8zLQjAMKy2jlcLGHkcjQu2U19yqG0x6KyTyF21XhS/gGmZGuu4qyijAjZmdng6NgEp30L2XCw6gL3cBa7rhk74pN5aBEaTYOcHIMTxrAl8Xil1crR0MpoVo6DdmzyxzX/91uPx6pIpu6CydWQ7EIZuR7Zo+O581sZ5+m240N/GHhxtDb+O8eURrBrxgmvpSC0wK4r3NMVY47xA6MZ+r7xj/RC1W6b/EhY8H2sio8FyPWqMZE1my3mGyUmWk2FWwLlSRZWxlBaMPOIonD3aXSpsn3BrFeCX7rfg+fokiT1bgMHry9JkRSOU4UszWkD0FjaY+MXBPUZjT/rGx+YpRFSMz62wWy+QsV3OV3JUq+5FL+9i8n7Z3BX6thHFw2oarnSKjsRWwP6YXBFzusus1ZqnHoYwFnLAm0Z05zTKvEgHBMuLxwHPBNOHWZctGPhrQRMNTRBRlA/nkFZgrEHK4ZxbvL+9ViB0hNqvOzy7/KUwg/xIkSTWUsQas1EZpHL3dM4AvJC4gjZlZD+cBDyqu+9Bv/BIjtuURG0//AMRmsjSCWo0wPSo5uMGYWobhWoIIQA1wHHNjhlO45xSf4kO6wmOdkbLysOJSUUrQiJQSMihADHpbwfrnrMQzxl6gGmpE0uwlIKtQGH1K5COZGDuXNzxgsvShzVImzBWqTHP+DBmajo0HL0p1904uR3aEw6VGcl1d2a/AXrnDe5wl57jZzMdrVroclaPgW3yZI0/gWrAfkFRWY1wFsooyM4cN302zdEarzxQSdkXIs+6pMQeBuK3DELd10zedcG1ul14nLGSRgnGPNSBG2SPGILSW+wiQPpG5U/yGrQJjRWVGrQaLay2WMTV4+KmT0pDBF+CKGGjTKqGplN43ccZ76HGulrZENQrzkQCrx1hVpcNoLHICbTPmHcPU2xAFoNx5TPMiVhz7Zt6pjkXRoTNn5eUt4L/mRIYfcGz5g/jCcDPBngiJDd3iq7nVU2wgyPNGc4Wp/kyyeuxN2w0SKDtZJF1C1o+ubQIzKJbZXT1Cu3KNXXYUjEScWxgz9GObDtxOynPddk1NsSLQVWPcCqBbi2xKnYIMBeLkeBSH1ekjRBTrvn1njZxC3MWgpHGLeAhTE35nC7Kpl30rLK0ny4yMydpo7U0KHy6XmL/U1D0NBM5o1vfCMHDx7kjW98Y9v1D3zgAzzwwAO8//3vH7wx3Sc+Py15WJZ5aY6Ndm2CgubK4iNc4J4mLyRhj2TBsmrwl0vP5JvHzyN3xEYrFeU/DOH4l4LQ08xn15m1S11oAkeqU2SOO+ROaUSjmbKPtx8GOgigKRIpvd00NPgJoEON8TB39D/OYM9mENkMaqJAeZdFdZdG7q/wE/vu5UBmiSkZmce0QqFZVXXubhY5HRY5Up1iuZJDhQKdARmCso3UH+eWiCBiYtr4SrQfRIvPzGniJ4jHFYbocgWaTfKHPWSQx66GWMsldLUazYWO8KViP1ME7ZECtuxbN30rUhFKd72BBBzXRtsSuyLREtw1E8KugxBTUzticr7fO3Gv7WVEGlatjlwyDFPX6uD7kSRrI4pFGgfn8PM2zaIJlfbWNPIeF+lD9lTJMJhBN3wC79Fylhu/XqQRpzPK43ovnSWvB6WzARiJOYx1LkMwkWXjQIaVywRBUTF93ip7x1Y5VFzksbmjOCLAFSEShYr22VIwxm3re1hvZrEOlFmc8XBOO4zt2Yld1eQXfOxSE2utCitrJuy9mjpA05pd7IdJYavpyJpgbh0yGi8IiAEmY/+LtiykbUPGawl/2oRgS63RUqAtaa6Fne+yWwC2zz9A6fI5Snttnjr9HWYtRW4bEFwAVeWRWRYUj9Sxl0oEg5w78XqD1hwm5Zc1Aztk2AaT+du//du2QICYrrnmGn7v935vKCbTE5wwZjBxNFmEJIrroDyboKB4cvYBdlg+Oen1bLekFV9+4CKy380x9bA5zIQTO5IH2NTR4lFZU59m1tpIIrLAmOOOliYoHjZJnbrapzKUVq2DJA1psQ1zhA5DtGgxSZFyomLbiFyWcGaMxnSGyh5NuKfOtfsf4pdmvk5RSAqRFhNgEisXQotbawc42RznyMYkG+UsKpCQDxHaQkUOcm1LpG2jY9BBpU14cVraF6JLGtdBYEKbAVkqk38kY8JX6422omFduQo9xp3M1zBMWWOggVSIaPrYEViiqNYNc1GqBQgZm+lChY4P5gEOWlWptLL0I6EotsWrqSKnH5ehManJLAu8VY23oZi6xzdS7dHTBIPYxTsHlf49zWji88dxzMGnhjs4zyppbUz2UqKKGZoTLqX9kv0/dpTzi0u8aOq7XOyukhECTxgwVhmxmPt8yWF/hiW/wH1LcwSBxXXn3c+PFx/gS6uXctOeC1Blh8KDHt6qS+F4hlwUhCGCAF1vtJnFEpj6dHVMIo+CUAmzEVINHJar/TCxcCcAmdDSYGJSGgJlglocyzAZiMKH9abvvn7eNMeeKXB2lLlu/B7mrHzfezejUCs2VIbcSY1zzyNG2x4Yo62d0ZgEaR0Bg57DPJnl5WXGx8e7ro+NjbG0tNTjG9skrQCjhgrHoTFXoDHlQNHHESYrPdQmA1/pEIlIDtDF0CXYMOGk3prfbabaimITS11yuD7DlFXG1wa5cD3CQVsr55jZUDjlwBywvWA+IImd7zT7xAfAoHbgro0S/x+p6Np1CL2IOUhAYBAKiKBcMAsujjJZCYs8UJtjoVZko5ohrNvGBOBowowyyYquiem3Mh4iMOY+HaoE/qWFmUZv5h1L/H4AwtiB26pSpiVxaDmKO5nNmfgJlDaabMM3mpkfRNpL2NKmYg1qO8+INmIsFIldc/i7JqjPuPhFCLOaICuQTYEMjNlElptnBunRQem1ISyZQKts21w2pP+y1/fj5GHlWISeRIRwfHUcP7R4qDDHmKyTEQGeCHFFSE4YbDtfG39CiEQpgdZgi5Axq86ezBo7Z9bZyGeoNIs0JyRhxkG5UzilkIwQiHIlWadtlSZtGyGlefeNRktj3g71A/ZNm4CjH6E1WkUm02aAtqQJBBAmWKRlYo7aiHybzTEbe67GgZkVpqzyUN2L8fFqusmaCjjln2cKDcah4738x33HmmI0ydjlUALM0Ezm4MGDfP7zn+cNb3hD2/XPfe5zQ+fOJI7/PqYmwGTIjhVY+LEMlQMBjzvvKBkREmpoEOBHJhoLwZoKOBZkua2+j+IPbaa/cQxdqaFKpXYH4aadEgjbQWtNdkHy+QcvYX1flmtzh5EEfKl6Pg83ZgkeLFD8wWlEqYKq1c2m6mXWScOwJ5e2sYHTpWpj6d+SBvrbdVBjWZoTLo0xs4B1IKmFDlUtsFRIxjJMe00FLIUO36mdx5cevBC/5CGqFnZDEIyFZGeqNHMOjcksVlMifQ/ZKJpQ42rDMBsVRr6EFtzIZqZIHfgdGkn6vpYPJ2E2EaSMubY9wEchMNJ8ECBSqLnG1BFFf/l+K0Ocbb4X00lkIY/IeCw+eSeLT/cRVjRmBTXPojEl0UclU9+vw/KaMa+dKcWCTaxlWhYik0ngS0RQG6xErmUBBn2iTTvdTk4ZIGzHIAbnsgSRuTCzpAm/PMbi+Bgf/vGncuWO4+StJnm7wbhV46LMSfKyQV07ScRjTEZYUjy5+EOeVryPprZYuHiCcpjhm6vnc/epndRO55j/yi5yJxvY5abBwnNswqKHtiTKlShL4K7WkccWEU0frVSqqN02K81qBZicLl2tmUASz0XnMtHnkbO80kT6AdqxESpnBB6tTdluv+XrlNkMwnUp7bX4lcf+M4/PHuYiJwC6/alpihmLQuPrEIXiAV/wrdpFfH31IGgQRaMNiViDH7S6aNpEG4/5XKIw/8qv/ApveMMbWFxc5LrrrgPgn//5n/mDP/iD4fwxW5CBqMBsJMemOa7xpmvMZzcS70iIJtQaCxFFlEkeCaZ4uDGLt6ZRC6db2b/DQHYAKI1dgcpqhkemJjkRmJd8T22ehyvTuBsCVjdQ9TpJZT0lE4erVq1cmOTwTGs72zABxY7kxL4sZAIrrmyJjv0oCnQgKPseC2Geqmjg08ABToQeC8E4D9dm8Vcz2CUL6YMIBGE2WkTCmDu0BG2Dcm0ktMxlSQBCK1x508CKKGeh72e0S0edUUAtFOYhKLaLR+gIIj5t43Y6EHmHrr8CiWlXug6ikEfnMtRmBQf3nyJQkhMr4wS+hVLCgBM6FgQR0GfsJ0w/dxuHXIIkIUQrijItrQ48FGFMojIlFHX5gAboX+wbijUHy2jWTk2TXVU0qpLFlTwPZ6fJOU0KToNxp05G+oxbVcJod1dCD9+3UMoIS3XtMCdLnO9s4AC+dxpfw7hVJWc3uc3eTX1yAqdqNCFba+PDzTloWxC6Zn/YNQdLypbpSogEJWHQ9x9X9G0zy2ltCu+BcfjHc5X+P1QIYQJFkpo7QqDjwCEwEWquQ5CDKzOPcKkTko3KR8SMJCCkqnzClNSlgFBrQkyNHh/B4WAH99d2sFgroGxMkqsUZoZVaLT6OJozjqg8S/64NA3NZF796lfTaDT43d/9XX77t38bgAMHDvAnf/InZw8cM1bJ4gxeP8CuCGolj5VmjrqWWEIRB+qtKMWacvnbtav5+Ld/HO+0xb77aq0Qx6Hs3maT6WqVuVur5Bc8Vm/bzQ17jObmrQisGuy8t2Fs/rGjOCbRYjRJ2Eds7knDfcQ2fBjMhxabddLXpDRYbkJgb9TJAM6GbWq0jLn88OELePXELyZMA8CqCuyqwCnD3qMBstESdYOcpFkoIkNN/kQDp9Q0h2EQ/TSj8N7IFNFdvOoMzCwpFOGzQkpF4xYtRpP0WbVMZSnTXRsNYFKwZmZQ++ZoTGc5/lSH5rzP+fuP8dO7bmM9yPEt9zyWazlO3TXH2AOC7LIyyYWT4zA3bcxr9SZUo7XaaJr1NGjycLRWReQX0GEItZrZO82mCRYZhLQ2aymugZIgCXcEXQgGOoiE6yLGi2jHxluq4ZR8k0fkh2RyLkE2w+mpefxxTTARgKX5snchQkBYtRF1ibMuGTti2vvi6mO5Zc9+rtxxnP8691XGZYO8VHgCDriLlMYy1EOH2/dOoFyHzLJFZsU2QJCNENEA6RtNJr3ekZETW2tjJdBqMM0vmf6I0cQIDNG60s0moqTNPHou2rZQE3n8cQ9tCZRtotNylSgJVwik6xhNdGqScDxP6MHxYJJxucBOq05OOjzk+9zvz/CD2l7+6r4nUl/3TPSsFoiGxClH5lFBS0gUoG1N+KSA5adn0WEOgpnkO7IpmPueZuJ7p01BuKXlrhSC3i95cMvCtkKYf/EXf5Ff/MVfZHFxkWw2S6HQO4x4K0oWbnKhPXImzsWQQYhdB1Gx2PAz+JioMiUMbuqacjkaTPG1UwfZ/UVB4UgJeeQU4Xay/COpW1WryO/ew5htM57xENms2ciViolCiisHmoG0vt8rozhuujPyRUiEzWBMJjLxCGiZeIREZzKICM/MqTWwHRurUSD0LKxagFVqGHXdj/xSaxuoUrmV5wKmZrgbsexYso/8WHJiHD1WMPMShfe2jbcTJ+tMGQ20O7KhjTEPlVwYl8RNMZq23JteDKbTNNCPhIDJMUrnFyjvtnjaT9zOr+z4IhmhyAg4Ebo0tM2DzizLlR1M3dtANhXasdBOjqDoEWYt7LKPveqAHyBKFWjaUKsNyGRiKbmlCanYDBebQwadJ1skCNQiju6zSDQ+IVo+tC5HT8f7FraNzmfRtsRaLiFTiBiW5zJXnyIoOJTnXSrzjvFPhCAUeCsGicHdaOAdXjYah9rJxvoktwQWPzU9jhSrZHSDjBTstMpYmUcoj2X4zo7zQdqRZmDjVBTZUhPhK0RoIS2JaLay62PE5liLGxiFWavk3Gpp31GUZbRPdL1hogyFEST9MY/SXhMUEKMgZ7KOeWJkjRCuQziZN/lEnmYxKHLKKpOXG0gdcCSY5KbyhXzt5EHyny+w60gTyw8RvsLaaCAeOWEYXMYzJtPZKWr7xintcbj4/7mft8//IxmhcAQ0NCyEOY4Hk/yG/TLyJ8ex1+qIchldM1akFihqx6YbJh2EM8iTWVxc5L777gPg4osvZmZmZug2RIwBtBlFB6pd0dhlyXItx5rKgKzjaIPl4wiT+Vp0GyyPSdypDNnFTH9pNL4emTqSkM84YirltNdBACnzeVLYqn0gPfrdw0TWi4Z0PrZpTVqB30RLYaRQ10CixNKaVW0iq5E5L4qgUo1mSzVO2gwhjTCRqh6og8BoMFpHzDWKwkqFX6ZL7w5l6006oPsf6nH7EQbVME0S+WWAruSxNvOQGjKwIHLOBrNFVi+0qO8MOZg7TVEqfA1VDUeDKb508iJOrYxRPC2wS+Y9BQUX5Vqsn+fSmBaIwMVq5LHqmomHGjgrNeTSOurEyQHNU5EpMT4QtmH263pMJ9MQUTAJVsL8hW3w5XQYmiz8FJ6a8FyaUzm0LXD90CS7xozLsanPZahPWDSLAoTJgvdWNVZD462FuBs+VrmBrtYQUlJYCNCWTYkx3uX8JGOZBhNejYzts1zPs1bLsrqeJ/+gg7eqyayGeKsBdi3EKjcgCNGhg7YsRD3yw8UMYTsCUV+AzA7fsjImNIQwOTJlE1xj1xUi0MhyO2qGboIs1XGFoHjE4Q/veCaFXIOxTAPPCjhZKlJazWGfdtl9MsBdrhtfaRgiqnVTMiEIoCmNtSEIiYqzkrV8ilKZ8xKBKzRNXQd7FWtXlaXLChQWXIoLy7CVv3DI9TU0k6lUKvzSL/0Sf/mXf5kgAViWxStf+Ur++I//ePvozP3CM8MQGk1yiwotLU7vHePeA/PstNfIuItYaIoiIGNvcOHYab64fz/KdfBOFxEnnFYb6YMsDpF2HeTEuGEytRq6VkeEYYIlFYezaj9oTXyKeSQ22bR5IbonZlZJVby2sUbmwDBkUOwy45jsToRUlRrU6sZE4bkI20ZakZ9go4JaW09yRtrmIt12o2HKFdDqaxxarGv1hNHrVPhxPG4RMek4qknXG5FTe0j7bkcwADoKZY/RFMIQof3Bo6XC0AQjxBQE0XuXLYRmrTEhI2ErSm6rBwiRFFJbvTDLldffwxVjx3h+8Q6mpMupsMnxsMBXNy5m/as7mTusKD5UQh49DTOTVPZOUJ+UbDyrwk9deCeTdpV5d5W7qrv51D/9OOMPeEzd4yFOnhpcWtSqJfikxzwMLl586KYKfQEdIb/CSMnSQuQy6FwG2fBRpxYj1GzMmhkrsHFehtCFCQ1uEJqAET9AjeVYvsShOq+wa2BXwC7D1A9KWIvr6GrdmKHDMMHWyn2zQd5z2TFWIJgpoNw8a3mL0JV4az4zKzVmm2VE6bSJ2osTelPOfJHLIh2nhWMYC5X9KrIOSTphKJFPKmLAVGtGID5lUwiUyZtZN0gTulRur5EjJOLIMYRlseNogR1fHYtARV0QHnsCH+EvG1/K+kZSMltH71AHfstsKiS2HxhzmQVjdo1Zy4uQPowPe1wq5nWD1zzmJj4/cxmH75jnojsLiPUN1FZuhnPt+P/a177GZz/7WZ785CcD8I1vfIM3vvGNvOUtb+FP/uRPhm2yL8VZwzpU2DWFU5Wous16mGVM1gi1IBQaR5jM9Umnil9QNMckKmMOW7NPwzZJWWYMcKRwHHTWM4dlbBPXsRM75YztudmjqBIR1zSXaDoWbD+JJ3V9WxFNHVqI0MIkAto2mgARAwX6reTCeAH2bzP+LG7batnf4xySOIgiHobQrWxnzzORb0KY5LPINr1tSTEJbhDtpQwGJB3DrncGW8ioMmbkeAcif43uNi/16XscGhtm4KLCKS7JHCcjQnzgRJjj9tp+7lnbSWZRk1uIEgZrdeP0x2z6qbEqTyg8xE57nUN2mXl7lb+ZuYr6qotfsPEGKDXQFVq6SZ+Hpa6iX3GYtuOYfJBchrCYQbo2Yt0zQkAEoRRM5WlMCEIXGlMOslFABgrRDPCnsjQnNXrKJ1gzEEYAstpEb5TRtVpUW6clpITrG8Z/WanilCpg27jFHNqxkCsl1OISKgnwabcgxMjBwpItK0XMWLYZwrypBSaONkvPo8KYQ2sGwkiXq+A3jTCbFgR0iG5EftdaDRaXW20O+161isoKSJQr8GSAHfUrhv4PtSAjYNYusSu3wUO5nb3hYoYMIumkbSVj/s3f/A3XXnttcu36668nm83ykpe8ZCgm05aM2RnJElMYout1ssfL2NUs6xd4fH99H6u5POe7pynSSFTAx2aP8oVLlzg9N0bt/gwF14Vm0yC+RtqDsCz0ZRew9JiCsQGXFLKpyT1iI+oNc+CkosP6UuogFBnPtJ3OWA86opni79DSEtCDJ4B1PTtenLFFMFRmYUqZSFSx+jxU8ENsJoukIbEVArLvg+ui5mdpzGWx6yFWxUfWfDh6knBjY8ixGU1BZqMQ0JQ0OgxDjtEiElBSHeWRRCGiQAtOJtbyavVWsbTN5itKEI4rP1aVx7fq+wm14Pd+8Fzcr42RWVHM3r6KXN1AV0yYu1zboHAkg13LcrpqxudiINn32us84eKHuXtqJ+sbY8x91epZjtr0O07EtRKg1OSA3a5PTERIyJF0nzCYKBBAODZ4HuHuGYKiR23OpbJD4pQ1066NLNdZfdw06xdIGpOK/PmrZJ2AE1cWUBUXlED4Ap1VXHXx/Vw2dpLPHnkMpcYUdlWg7RTKb799F4YRtpwP9YaxhtbrhilB+3szERFGPgxBUTdm35QpuMu0OKh0HguWpH0yov2zOFco1sSVMqZrP0BFAJVdZvc0bRaROUj/LAt/5zhLj7GpzYccyLRyGDuj1G7euIBvPXwe2eN2IqAKaUBzY4tNV0G7c+n4r1ar7Nixo+v63Nwc1UFqlG+HfB+5UsKt+3hrc5yojJO1fOraARo4CDxhs9dZ5sd3HOYubxcbxT0Ukprbfsu8JQW1HVnWLjKoqLmTFk5F46142JZEaBk5AQd7wQnaqmVBKBGhaqvgl2g3IpV0GEvpaghHdsrZ2O/zuNa6jswM2wrLTdozi1xru/XYzrbi6CbAn8xQ3eFg122cio1ddXFP90Zk6EtxWKdlgRMxAr9psMGGpZSGCRhmKWULvDAOY9Wm3gmhMnbsRiMSMPq//xhlIUZEqmuHY80pVv0c6q4x5v/6AXTZMBaVklR1uYK1tIEnBc2m2XpSKBwspi2f66buZT67zj9NP9EIQ33mKD7Q0omXiU9ku+87LmseScDpwzhOJRCOgz+eoTFpU9kpKe/VuOuC/EIGx7NYOyTJXrXMvkKZp8w8SMGqs7S7SDn0aCqbcuAy4dT4qclbOd9e5/7yHN/KTBK6plqkaNM6e4w+Ft6UNlrAVv6/1EGtmyrKzm8P0ulZinkQaosiTV1Lz6cUxrQY19FpGgBW3WxuX8sfqGvmnPPHXGrzIe6OKnN2S9iLSx6GWuOjOVqZhAUPb5UWJqKQIFqIHMailApcOpeO/yc96Um84x3v4C//8i/JZIw0VqvVeOc738mTnvSkYZtrvZiuENKUSUmbantCCrwVzZHj01R9h9JMBosyIRofk/F7ILPEej7LHbk9iFzWaBpBgLAs5Ow0OpehssMimA4gEEjfJsgJCsdsE1u/FW4VEIcciowHjovIZ9G2ZezOUZIf1VoiESbQ/p3wKQkK9WDz1B6XP8Tm2EZSnbCdJN+hb7OpZEzZDLHrGmVDdcbGqUq8zJBMBswcxb4eQKsQoc5KcQTTXhAg/EjCtFO+tHgDWZYxnW2WXNr0EcD4wwF/fvNTwFXQkAhfMPdDBbV6kvTZ+WxdqyOrOcJKhocbc2SEz0XOMiWluaOylx+s7MIp0duUE+XlJBpaVDfI9HL7CAIiLoUQ9tFaY5Op7+Os15Ghi3JMkqP0oTlu4RctGrMhl08tMZ9d55LMCfKyQcVZiWoxWdSVQ042mLdKFKXgSRMPceKScRZ2FTnijuOtjjP7/Rr2rT+MglSMnycNPZRI/0oPpdmaL/dgMCnMt4FDmGMzLtbmWn6MzZcIAi0medYphuNybOTeedRkgY19NvZMlZ0TJYqyhkKzruqUlOZoWOCza1dzpDrFvXfsY+puQf5UYJDWk5yZdkSOdFrGOa2M+Ud/9Ec85znPYc+ePVxxxRUA3H777WQyGb7whS8M1VabbTMGW0x+T1EYoktlqNUZe2SO+t0eS+Upli8oYHnLKKChFXmheUL2ITLC57vjl6PH8gjbQjR9RC5L4/xZ6tMOpfNg554VmoHFijeGqFqMP2yTiey0fTWAlBlPZDzExDjasQnHsmjHMpEegULUmiYxq0m7nT+GhUnTgJJUekMYzUi3X4fefd5O1raQZnyu0zIppLWJ+ACOzDZaa6x6gFMOqc7alPcK7KrF+F1DBoHEuUNu5CuDlhN3MzPKAJSE5sbovSJrNBow79w3JjNh25EE3CeJV2tUrQa1GvlvPsAlD0ybOWv6iFChN0qEpVLPedfNJmptHctxsNYnuLO0G0/6PME7zbLy+PbCPlaOTbBzMRUeH1MU0WYYsEuCTG6ZCiOisY2E1aRtmaAjAO1+sBgWKXJiy2OLWI6DvT5OZiWHn7co77ZoFmFy/xLPn7md3c4qV7gbZITVBSwL4AkjnL5y/F5+pngXJSW5/3EzHGnO8icf/0nOe3gCXasZP2lstrVkEh7c991sRul74z0YM+u4iiW0RZL2I2FJRBJmF1kPOvsSmxmlNDVlGg1TnkD38P2dKaUZTC5H5ZJZ1g/YbBxUXL33GOfll5mQNRpacSqU3O/P8uX1S/jcl68muyA47/YG3h2PGD9RudKFtJ4gcqTMs8NIfUMzmcc85jHcf//93Hjjjdx7770AvOxlL+PlL3852ezm0AfboSThSZmFZdVDnJLGrkiWgjHWlHH6OwIq2mYxHGMpKBp+FRVDkvkcupCjOudSm5U0pwJ25MrUAodSNouvQFl2m5nLPHyTmYxxgKRERQi/EowW4FsthvCjolS+yrZNABHFB71wXXP4NsOWZN150EdO1ea4R23GpjElaE4qtC3Rrm0Y0TCOy9S8JnQGTlrz/dRBECf4hmF7m1ZkMhuUosg7sbRm/vabxvm8lRkkWmNamrBSC01dR5VXQwvhi1aZoPjwkMIwlpipuG47osHZSmLtU+46SYoGw6TDEFHxcDZswEUEEqEEltRM22UmZI2MsMgKtwshPU0FPHKWZkL6uOI0E1aV5oRCTY8hqp7ZT2m/RRCg1ZlVuO0i2W4xGYiUaoPX3/R7cZ5WfN85Ai0VsQBr29QnLOozwESTOa/MjFPCEYoQTUm5LPjjLNTHcFcF2UWNs1ZHl0pdgT1ni7aVJ5PL5XjNa15z9nrRw9bf/qeJ+0Zr7JUKY0cctHT4wqlL8bXFed5pDjhL3Fo7wCdPXMWJ1XEKKxotBHoiT7h7gtqsy8mfCDh44BTPmjzGM8fu5hF/mr/l8ZzYGCP0xgeCV4hrkRMxPixJUHQIPYnVsLAa5hCRiUksCpVV5kejWzZahgjcaLP3CkQU/dUFsR/PV+cDhjjkhevC9CRhPoO1VkYvr5qDsSOAIDn8xsc4/jSPsasXmXKbHMpU+OHyLPVvFcjcn4lyi4Yo9WpZ6Ixj0GaiKLUuyX6QpmLtJU2+j/ajcUZJcLgOZD1EuRphsvVAMI4duSLloBbChNtCi2kNskmlRE36PHfyTjKyydGwwOHmDEpJE9QnMY52KZC5nPH5zU3hT2ZRrkWYNb687IkKcq2cRK119hcGyEODKIcl7H1YxoEFOgJIbfpm/TWaWKvr2MUCWszSmLQp+zaHnGWKQuOJ7KYMBlpRThLBDgscUSZ3cJ0T103ibGgKJ6ax6yHOah1RbSArNcKl5TMrNZ1m3Far4BiDIrQDOtSG2aVhlaCtPHH781I5ZLFl4Gz7Y4QpkMh4gZXL4IInHuFgcYlnjN/DhFVhQgYoLXnQn+NfVi/kjhPzzPwwpPhgCXlqhTAOEILeWh8klhgtGdzMzzaZzH333ccf//Efc8899wBwySWX8IY3vIGLL754O81tTjqKQNPGUS6qdbzVBt6UxUKpyAOFOTzpMybrHGtOcXRpAn81w0Rdg4QwY1OfcqlNSw7sW+Dlu7/N+e5pLnYqFGWNr2YuYr2RIYwcW4PAKSRMInopyhGEnkAogQilySwWont/p6FTkpoTQ0ih8UvWuhU4kK713qe/g0fNiOR/nXUJCy6y6rQi5nr4zYQl0Z5LY97npfu/hxSK2GV9KjdmHNhyOOlTCIGyTP4KkZ/sTCSs9OGZMKsgMCZNKdGeKYjXVYypbbPJLvNKC56mhYO2pclKGAe7kwm4wFmkoh1KKktJZVuBUZKEqQnPhdjhPuMSOgI/JxEK3HUXuZFaj2doTuySstM+wGT+Y0d6E8pgBQHeypipOBpKpiRkhI0cojyvJSRZXMalZs/4Oj/cPY6bl1i+jV2TCKWxwSR1Qpewc0aUmAUH8MVGpMPQrAHVY+/2khrTkWjnCB8sRprGcwmmA545dy/zzhoHnCUyIsTBYD2uhTlO1Yo0Sh7ZpSZyYRlVqW7ZtzOxjmwrhPmlL30pV199deLo/9a3vsXll1/OJz7xCV70ohcN3tggYXCpFySkQleq2KctxixJ5ZuTfG1qgi+7l6M9jV2S5I8J7KqmcLyOqPs0zhtj8XGSxkzItVNH2esskxE+y6Hgzvpebr7rIJkTDruONgaTQuOIKj+IMIoge9xu+WT8EFEz2coxNEvbeGOKIU8GnaqMi8wUEJ5n2q3Vk0z9RADb7iETzbHM5ZDFAmQzNKay+AUbq5ZBZjIG8Tm2kUdk7Zilcvk81TmbnXtOc0X2CKGW+Fjcl9nJSVu0GOMWz4aWf0k3mljrlchX0iorMGyod8wQRMQktU5pkUoZyHfbBrItE12keQop0FitPAvbRuRyLZs0GMk+TkJMNmn/TlrTUwSH9lDZmWFucpGi9HG0whEha1YOKQ3wYm3aovCEiwAIM6Z8w/p5NtV5jQjAqgusBuQWHexFq4XATHQADpnXoDWJH6qNYjTsLkuDbu3Lpo9cq+AJ8Js2jpA4wtpSi+maGyHJYPOTO+7EfoLi/tOzlEQRZ8PCW7dwak3jj4EopHao5g3F0YuJBqKS/9tQLAZqq90c3iV8xL6XRtOgHse5P+eCtEZmM+gd0zTn8ggvxFc2FoqcCMhE9lcFOCIka/sIS0OoW4mpW/QtHeRjSkqIgWNNhmYyv/qrv8pv/MZv8K53vavt+jve8Q5+9Vd/dTgmQ7xgOhZkTwe2cUCp9RKiXMFeXWfvygzatQ0ekR+Y8OE4Zj5SU2vTFpNPOM0F48tcN34359vrlLTNisrwvdIBpm+xmby3int0mWCzkN+2uPhWoqGu1mBtPZHbNCSJiF1FueJ70oluAx4IwnURY0VUIYOoR5stCNoOh1Ztl2FP48h8kMuh5iZROZf6tIOfk9gVj0zGM+jOtTqoFvpsuGOCU09wqO8MeOX8vVztlWloRUlp7s4u8V2HaDMOKvGZjasbDVhZNZpBc0AzWy+SMipWp0zyZcxIolwSXW+Ao5Bx9FqctJfMiTLZ/a4DngfFvGmz6UOo0E0Bcf8GcUZPT7J0RY7aDsFTJk8xLgU5HVIkZM0qI6NgjvqsZvFxxjmuHFA21C6u89j9xzlVLbBwfBJZsmkelmRtK0mI1VHYadyfYalnLkSnppyoW1GIfrOJWFrFDkICf5qMsJOkv2HJEw7/ZfwhXjH2Qz4+e5D3VJ6Lf9pl4kGJqNTMuthuKQLRex8myABh2I6oMVCTKZN49H8iUMV+wGoVLWVrHZ+rsOVslvp8gdqMje1W8bWFFIoJqXCEQQFvao2FouA0ELYyS2UQMMxeNISAPDSTOXnyZE+05Ve84hW8973vHba5/tTLLqiN2UyHQLOJLFWN7doPTPx5DO0ghamrYRlNqeHbVAOHunLxESwERe5rzPNQaRqnqrFq/taSRkp6M4lKKWdoh91f683NJm0RZsM4xMGIIykfT7KYOw+IIUjEJYPzWfzJLEHWplmQBFnwixbeWB5Rs01BKKWxpifRxTzlvXnquwKys1V2u6s4WPgpdUNbUQRUhN+05VjjbOmUBtMGZLkNihlMG6URBGKTVxBFUtk2wjH1YbAswtkJmpMZwoykOWahLJNfJUONDDRWXSMChbveRNZ85PIawcKptrmV5+/H3zXGxm6P0vkQTDU5L7uEhQBh8hVcEWJbIUgTsGTVNcoWBEUIMxrbCZFCGUZkabRlSvqeaTa2mYPIJH0mpDUoga9DZORrGZZCrTgSNDnsT/D98j7ksoO7KnAqQQsuJoFsOjuHdZxiIKQYLjFaqyTBN7FKKGXAOdvuazGyc0HCMQEham6S1YMujWmYn9pgl7vGhKziCIEjJI3oXKgqj+V6HlW3EGGzdY5s9Zw4sCDW1IYIxBmayVx77bV8/etf5+DBg23Xv/GNb/DUpz51qLZMSeE+6njn37EmEYZGWmso1NJyC9wyNVHCkohMBu062A3N0sIYDd/moalZdtprfGb18Xz5yCHqJ/IcOO0jN2rDJ0elUG57HoBt2kXYHoIcS9NhiB4maioMEY2mKbjUaESQ3Ko/g2lLbusjpUkLmc8iMhn83VMsX5ohyAr8MQhdjbJtYBx3I8Cr1dG1GpWr9rF8iUPlvJBXXvMNHps9yuO9E3giR0MHNKMcntADxgomxLZW6x8ansroF8IERySRXttOLhSGUXVkVYvIr6JFS1DQ5QrUGybvpJBH57NU9o3hFy1OPRF2POY009kqj5s4Sk428bVlzILawtcWpxtF/uWBg+jlPDu+NcHEpzfQfmDWYSHPwy/bwTXPu4Md3gZX5o8wIatc7K5SkFka2gdCMsIn6wTghdhVm/GHfeqTFqXzQU81yWd8Vhs56r6NsDTa1qZWiyXaAklaA5XAYMm+yT7c8sbNG9OBYDEMKMqQSbm14z9NoVY0dMAHFq/l8/dfin4kx56vBnjLFezjy4Rr69sDX4W+WnNLE4n9mwP2N2Z0sfNfRCbWWJBKowqkMeXiNI2z5k+ysOZmUJNjLD5xgktefg9PnnyAqzKH2W/XyAhJQWZQKJT2QcCD9VkePDaLu+Agq+We+Vx9KWUO1L2CTfrQ0EzmhS98Ib/2a7/G9773PX78x38cMD6ZT37yk7zzne/kM5/5TNu9Z41SjCb2i7THc+tulVgIZACiZlGvuiw0xllwJ3ikOkltKUdmxcKuNYx/ZTOIh7ZnxF3YQnNIFpKiU01vo2EknAhZ1aDKDues7EmpfAFsmyBvG8yprMYvaLSraVYs6pMW2hK4YwWEbVOdtanOK3K7yjw5/0MudleZkmYphWiq2qEaemgB2FGuwKCkOzSzM6HOsO50MmyCYq4ThzK2jXZsVNahMWHRmBDIPRVevPdWDrhLPCVziqJ0CbVGYUJCldYcDU1hrXsKO6g+PMnU+Bja9w3kfSFHfW+Tt+78JyakYsbK4giLUJscIlPbPiREEGoByvhbnI0mYcZDS4l0FEoJyg2PetNBhybIxAzsLGgyW6FJDBo8EkhOhVl86hRliLXJoR1qhSKaR62pap91pblvfQfqRJb8giB7vGSwyTZK2y+q1Qv4NU1RmQwdWQYHphjkNvZVKBOW3hbN2FmPJ+nHmTMaEaGM6HyWYDpLbUbw07O3cl32BDnh4Il0jprER1NRmqVGAUoOdkUg/CGE3Hj+InPgOS2//PrXvx6AD33oQ3zoQx/q+VncmfBsxlz320xdWk9kUqvXEUB2sUnx4QzBQpZPL/wYf595AtkTFjsPK7x1H+f4Cnq9lGQXb0m6u5xyl2mvR58SjUaLpIAWMHguTdBEV6rRARlGQQWp5/TxY20+Fo2whAEKzbiU9jjIJ64xV6iwt7DKhFPjRG2chcoYlabD8dUxdDDB/O5TPGf6BAezp7nAWaUYLcCGDvhabRd/dvwpPHBqhh2LClGtD+5XSSV+9aQh8JIMCrNo0ygTWB9oAXvG8B+AznqEk3ka0xk2Dkiak5pLdp3mmtz9TMgmOeFgY0W+E2MQUkIxT5OXzt3C0YlpPjd+GfdcuRutBAiNtBUve8wt7LTAE24SdWUJUxPpVNjk1sY836scYOmOOaYehLFHfJyTa1jVPLPfG6dZzKFsaFjg+DBd00gfcqeieY2dzlonoe1mDgacq04hqMeBrJWkrWhZJ75grc6Or0v+88YbsM8r8/uP+yQXO0uMS5EkZTrCwtchJ8MmJeXwoD/LPfV57i7t4uY7D+GsWhQPw56jAe5aDXFqBVWtGd/ZGUZlxYmsadIRlNC2KV5bMdqKbg9waRNE2+a0vzFxywg0IZCFAmLfPMF4huNPzlN5TJ3zdh/jMneBnHBwIg99zMRPBA3et/gM7lrbxeE75tl5C3irTVhaaxUoG2CsSTG9IQXAoZmMGsa8swX1RTPtPKh7MZheLyFa/FpFTt0wxFmsUjzqoCXYNWNH906VsU4uoX2fsFzpqq+yKW3pV+jzefqwE3qoyGUA7QdoVWsrlLapNjXMhrRNydfanODVh77FYzJHudxdZSqCBgdQKEqqiQJywsITcV3SLAqFr0N8Qr5XOcA99+4hc8oms1g17yGtJXYiXHf2WfeJjhoyWikBX02bWlVUb51IIksfOkqbsrdFl8akRW1XiDXT4ImTh7nCBUkm2bztR4SFZzn8dL4M+TKvn3gYLjQbPM1QoDf6waLy+H51P99Z2c/EfTBz6zpytYRaXEZslJgKFDoToRAoIymLGKPOSpleZQT+SpiE1g4akRfb25NAldYHqV/bD9S2uQ5DRK3O9DeOM/X9LAtPn+bmQ4fIF5uEdokJGeJEHWnogKPBGKfDIv+yfjG3nN7H4tFJDv1VE/uBEwbzrVoFrc8oHaaLrCgKry0xV9EvOGdLalu7/ecmuU+kmHYqMq0F4Bqty6TsRA9GE+f45LJU949Rm7ZRP77Onz/uRqZljfNsC0+0jvR4X54Ks3zx4YsJHiowe4dm8uuPoOt11PrGYMXx4qEMYu3pQdsuWnY2qA2FedMbOySnzr97XQtDY2qo1MiezqItgVUPEIFClqroRrM9fO8cRX10j6WV8wNsbqZo+14LjXhLR/jAwQQRQ/Z9RK2B1YAlv8CKU8BnNak9YQmJr8EREqU1RwLNYuhEOTGKus5wa+0AxxuT/NPDF1N40CazorHX6iZMuC3Ra5tCypmYBeNcKyHbggraKHKiawHS13hLFs0gw9d2HOKgd4p5Z5Wr3SY56W76qNgP0U9W9XVIVTf5dHkvd1b3cufaPD88tgOx7LJ3IUCUa1HdnhCaPrJcRTediAFrRNrpbUfJhJ3jSYdZDzpFKuUXSzOaBMYoYlx29H+ECNGmiQcmfD+/oPg/tz+Bf5y8lJzr49kBtlA4VogfWixW8tSbDrXVLPaybYq6ra6ZsPzmFiUp0tTrDOi6p5t59AxV3iL8vOs5ovPvPn1Jh03HeVaRYCCi3CyRyaDH8mjHQmUcU8KgESBLpq6OqNTQQWgwEvNZmnN5li53aExrLp89zYQ05kmwUGga2sfXivt8j29WL+Ku8jzBwwUKRwW5RR9dN/M8jMnrTMB2B2Yy119/PR//+McZHx8H4Pd+7/d43etex8TEBADLy8s89alP5e677x6+Fx0vJPk9vRh6LIykHkgPZmUYiEKdWsRZXjXXIqeh8uOwvXPIXDaxlRv1NELNlYM93wB3yhaD6QD723QBbBHNptc30NUa3uo8d2/swpEhl3sn2JU6KSUCC4GP4h/Ll/PPpy/GloqM5VP2Pe6/bS/Fw5LpYyFj3ztqik9VKqbcwLBJaL027bCkFW2O3IjRqKaPkIHZ3LadQpwViSPdqSqm74bQETxS3cP/uOCFXDx/ij868DectwWT2Yx8HVJWDR4KbN5x808xeYtL/pTi4ntXTW7V6popNRA5uHWUi5WmNqytuFBc7J8THcm6whoI8LFz/7SwquLniRaatW2QCMT4GGqiAKE25ZUDU9SOUpniN2tc/INCxARtwJREDi1Ta2hnIwDlI4KSierzfcLVteGCb2Ist/Q4Os0+aRBMaI+I6oBg0qmSEtuirb4bY85FCN4IaZhG1qM5U2D1ogx+XlDbpfHHQ5zVLPkTY1g1TeFEgFPyqc5nKM9Lqjs1z37mrTxt7D4udhfYaymksLCEiDSXgGXl8eHT1/Iv37oMb0my7+YG3pEVWC8bDWbQAAqdWhvpc3oIhjMwk/nCF75AI+W3ePe7381LXvKShMkEQZCUYz5r1C/stY0ZpUrodpI2WFKqHifMnX1cnjOmYaSD7YTybnVY6wiMUTexa5qjG+O4VsC92R1IFpKa9T6wGLqUVI7bN/by8OI0UmocJ6DZtMktSArHQ3LHqoQLp7v9MD8qTXEzijZMbLLsJBGFJetQ4zYM/lpm2aFcyPKQN82d83P4LDIrBTnpJH6GTgq1IiBkXTVpao1vLF3UtcViWODexi6cBZexRwIyC1XUg0fa5yvRWEN0s32Da2khHB2Zt4bEWxtkfuIDpBO2PpbALQssiXYdVNYxzuOGZRzesd1+bR19erG93RRTUNuJEIsp1gwcu8VQkz3RY39bqdo7EIXfnuFaPBvBFnH4uRAoRxJmBEEO/PEQd6pOkwzNso3tCII1iQxtmnmBX4RgPGR/ZpkDjqkRsxACaBQBvpY86M+zEIxzz8oOMqck2SWNu1iB5bVWqexh5r+XWXsIGpjJdHL5M+L6ndTPBq9V92cp6STBCrIsZLLgomzbtLZyFvuYYJfFFCfhpfrWpWn0sq0OSzEabbqAUPTM5P9hfTPxwRWYejsT319kI5zh4eI0v3HoQvyJEHuiydzUBuvVLI37x3BKgtyCZseiKSSjLAPomD9WQq6WoVQh9IN/HUylF/WqWRJpBGKtRKZSa30mBN5ikWDMo7KzyNvuuYHmZMh1j7+b/zz7TWatCufZRoKMqap8Klpxe3OG9z70XE6tF/F9C9W0oGSTO27hlGHfD+p4h5fQ5S3mq1dgSxRyLCxTq0RHuH6xpC6EiPKDBhSqtIIezDKGqReWZZJRI6w6LEk4lqU57mLXQ+R61eSZNf0kCbmr3yoKxOg1pkFJRvlcto2cnDA5WFFYvSnap1p1dSAqsR4hVjsRWKvfNOXBUybAYc8IYVmgUwEWvSwxHaT9IIpAEy0NOgwRTR/Hc/BWHUQoqO0ReJ5P03MJ8gZ/0c8bGKEgJwiyGuELPvbAE/hU5rGU6x6NukMYSFTFQfiC7EkLdw2yK4rdj1Swqj7i1Eprns52KPUW9Kj6ZERcT6VffkePg7PNthmbDWzbJNHpKFokPviDszSR6dDoVLVFwGyciKm0+qaTAmJni7TSiaFfSNHbyTgMTllb48bhHj5wmMKRY4wVC4xdcYDajEN5d46FPRm8Vcm+mxp4CyVYXkMtr7QYPcY8GZ6JhNqrTx0a67YrBXZQXNSp7ZoQxryXMJlIa3wELK2Y2jFHfmE3tVmXb+3Yz4+NP0TonmLeKuGkzHIVrVhRNnfXd/PIPTvJLkjyNZNcmVtUjH/vmKntXq4QDBrR2EExxFIb9QjIGVjr1Rp6ROAk/oMY9SDGebOM7yDMSoQGV2l0EG4dqXSmYbsxvE/GQ+ez6Kxr3mUQIkTQhnggIvQGE+rbOiO0VkkC5hl0JNIk+5xd/RBLgtgvGD1bmfNKVrK4lTzKtkCDY4VINyR0HUSoCV0IXYFyDQKECASVY0UqFHHWJF5JYNXBW9U4NcXYPctwfCGKnjPvI3ERRHOzVWG+s0kDMxkhumuhdNVGOVPqdNJtllwIrfoGto2wLXQA6CCS4tL2wzNVj2WibrdlvSYfRy8tXnwy1ddYG+vSZoaMZkmRTkth7R9su83k+2GIbjRxT1Ww6hnshou7buFWFN6pMmKjgq7Vk4Mulk71VvM9yHs4C1FlAz8zqpMCGGgNrbsj91Lzqet1nMUqsqlY++44/9/yTyKzAfliHUtoAiXRWqCU+WmsZpi6S5BdCbEaGulr3LUGulJLIh+HGge0Seim4J3uRjRIgFeHWPP9gmocxwB0xqYmrU2eltJY5QaeFIhAmYJ9uYypYlqrDf7cQSkytclcDjE+Bo5NWPBQno3th6b+kIwc6ZC8twSVQ0e1ILWOYFSi+Yqj6kIM0x72zE3gd4Y8B5MQcwM/JSs1Mqca2GUbP+9RXZohVzFMw2pCdjHAqQZYvotTkmgpktLfThmcaojV1DilANkMEeUqKmYwcWJoei13AaFa7RaSftGfMQnBoIm+MKS57FWvehWeZ4pJ1et1Xve615HP5wHa/DUDt6k6ojRaH3RfS2s30MpvsCxTPtd1TM3vaipirNPktk1mI+IF3IFVlEYaiCUnLMssbCuG4k/1oSNh1NioBztEu8xkaTqLwHs6DNGVKuL+h7GEoOC6FFzHBFFUq23h3nHp5VQn+7w70f5/8jDdfoC2YWbR7rTVymimg1Iv5iREW5tteRIiaD/4OwIVwo0y8qFHsCyLAw/lwXPRjo3OuiZwrVFHBKG55jqIZhVWN0x0XWzKCkPCGL5okLXYuVai0Nck4CUMTWRZuhheStM2IbuDzlc3Qxaei8jnzBqPQ12jdyZXAty1sgk8yHqojIOoN7avTW/WtchEJsbHCHdMROUObJRjEJqtRhPRkMZ8Bomp3FgUDKSRUBrw2zLchbCT/CIThzNYyDf00RIHQk1o+Y9100/6ZFcq2LbN/P05s36ipOuEMWqNKyVjcaXa2NQdw+0onQDyqjBVtiESlhI/TGdwFSRmV2L/lo7Pmv7MZpi5GpjJ3HDDDW1/v+IVr+i6pxem2VmnFL4VEE2Kbv1Ph7/oTBd9Lyklxu7pWGhat/IwBm5rmK7I7lyGs5IZ33X4m4AJDQaEsxabxFLhpZuNZTONpC0qrl1C3zpKbohkzGEowp7q8jOmD14dhT6HIWrd5PIIx0Z4ntng9boJBXfd6FqIKldaNUSiNrbFXKAr/NXcdoZmn17P7aQYH68z0lNrw/Rtjc5lIgYelwi32jXBzjWzXcuC1hAarDgRaiTKoJ4nPqkfkR8wjlzsSq1QgzGatnYwa6TeAMtExBJXAe3UptPfjUPOI8aSDoAQlkxygtrWx2Z7NkY+ILaS9FHrkrV5DqLLPvrRjw7c6KDUlYy5mbM8TnhS0iQsCWmcjfHERfWzk4xU0crwbtMmerbdr4PdkncnTloi1Se4W6nP45fVaeZLJ2UNahftkGgTvKog6G5iUJNVVD45kZLTQQzp8bYwWNo+S89Pi/FZyaHaXq61pf10jisdRpqeq8T3kB77oGu7lzNb625/hjAbWsRCQyzlprUFrRMtAmgxJT9INKE4t0WECtFsGvNbKn+lhTauekiU7etDxjkotA4Rkc0iPLdVJz4yAfU9NkS332lgigNMGs3ExxnXqxfZrAnB9X10o4nwosNOSvBcAywaS9XQ0nxT89eW/NxLaOlcuxGj1hslrMhKYDs22pIm9LtSafkfOnxTccg1cYGyVNttILdD0Kb5fZsJSenovdQ4dTQ+Ic351YXuDO14aJ3MJy14WhYin2tVta3WWgmom+W6pNsnvV5pH2uyXwdnpo+q478v9TogUy8ohggxKrEwLwZaDCZe1J0mmLQNdViNo01zajfrtEmq8ZpNHYxpbeOMSiPHY0hDZIQKRI/F0znGrig90epPfACk91siwQ8iebdrIMkYY5u3xCSfpk2YPZvpYxI8y+aXroRD1QOBIdGudBtn7ELQju3ese0/UOiwQ2vrgm3p8LF0rgnLmH+T9qVMClKJIESr0LyrpOpqn/nczlJLMX18nwTbKjrcRRYDPqojRhKbbyStfmpt9mPEvHVIm5nPMI2O/dir4/EhrDQQohoNc7SlmIZu+t2QUHG7cYBHlAeV+Ew7x/yj0IA2209R4I1WtCIHO2FwYrNXr5yz2K8U3x+vFa1bqBZpgXez/bRZIu82/aOPLpNJR2m0UZ9J6BxkDEoXoxnr1ovoir7p+v5wB1e3KaVl4ukV/Zm+L/k8fehEB7DQYqDiP8ISGLm1PbqNGKKcVGLqZg7JXgxWK3pW+evbmQ4zV0qba79Nt9T1WEPYArup68Bte2eD99GEmfZW69s0yZhUeu2kmKSOipeloM51GPaHb09rZl25gR1rPZm3jnFFRenMh9Ez/Ca6olKMLcVcYolXRH5BEQHa6AEB92OBrIPSkn6CWF1vGF9Bo2GYECBXN8C2zGdN3+wV3283+YTt66NNs4v70NWv1r1Jn8IQtEQIaZJEaWf8WndYMUJlcqLC0DDHdIhz9D7Nt6WJTh0geVUkVTG3OmPYfC+aDvewmPTJ5UrGlbIW9FrLQQCNptFk4veQaE8q1VbKP9lDS2pZGM4g+IZHO4TZig/NlN07Npn0cgJ3Uo/Fm4bHSJ7T47vDTJxW2pQCjvvTlqiWktDSuEjx82UqCzvJpJYt27pwoD5AJxwHoe2WZBuPTbRjcAmhzeEWaQ1tpqg+EkwsKbYu9PBNtP3d/U56tZ8+ZLtwm9LvLBVa2bVJ0/On+2zUXhQLMD0O+n4HQRu0ihM9N97YUfXJ5CudUC5tvqa4/e5xxQJHm1myI59FN43/Jw7ZRUrjJK432nwyXZpqnCwZmcqEGGx7Jwy0kzpKcWghTfRYZCqMoW90nOycRGsp47/rnA/ttx1u6STqTTX8tAk1NiclGlRaqw9b1+L9HYYtzSVtEoq/F88ZmPkcYC8KSyCE1V2RNq0FJh/JPmsj6VTbd1uaSguIt23NJsml0WepaNc4ak43fTNuP2hBOvXY+0m+Ttqn06OvLbfD9jS+R4XJxC860H4rtBDMxKZ+NxQNdNMDpiVRJ1w79TJ7fXfYZNJWG50HlEAkq4HohZEak4hMB61rQotIyhYEtCTFXhRfD4mjksLku+aGsJ0naI3WcRKqTPrdGcYYlYI0knqbr6WXc7pz/rrfSVf7qfva75WGWQhazsto/sw9PebXDItA+21z0ouStSVih2j7AS5ip23bl1LCQcycY5NP/HCtou+CDoP2dtvGLVv3Rf3t9czkHfUcS+Sr1BJpKfO+E7MV7Ydi23dMtFWsrQa62TYnfedKb6JK647fhWUsiPE6A4SKI89kK7S6rc30QStb7zm134Vu+QW7KW43GSlCR9qEDtA6fn5qL0RCSbI3EwEw/Vk0txFttb7azq3U+LvH1vGdjvXRfkP7d9vvT++z+Ixrb99orKm51ML4BaWN1gFa+z36YNqWWqe+G89Lj76m90fUn63Orc5J+JHT0aNHNdE2Gv2Yn6NHj47m6gznajRfw83XaK5G83Wu5ipNQuvtxhNun5RSnDhxgmKxePYTOv+NkdaaUqnE/Pw8skdxr9FctWiruYLRfKVptLaGo9F8DU6D7MWYHhUmM6IRjWhEI/qPQWcWNjCiEY1oRCMa0SY0YjIjGtGIRjSic0YjJjOiEY1oRCM6ZzRiMiMa0YhGNKJzRo9KnswoSqNFo4iWwWkUXTYcjdbWcDSar8FpmOiyUZ7Mv5KfUWz+mc/VaL6Gm6/RXI3m61zNVZoeFU2mWCwC8FT7p7F7Ym6lMk03gzhJw5tYVjcsQgd1YWvJjrbScCedeFyd7Q4EHCnayzX3AEwMVIOvh59J5qST4utPES8wc9ULtbYfDRudvhkS7nYohXHWBm+TPGMAJN7UtUD7fIN/6DtX0GO+kr70gcKJ+9EHtVpEcDKmTpNs72MYoppBq430s/qtwwTWxGoHJ4V2tOp+6y7dxlbzRcg39Ge3XFtP834GC6erD1v2I6ZBCuhttZ62Wiu0w6u0lZ0YhDYpPxE/L9D+QHvxqfZPY/WqitnRbhtttR426+cg3+vqQwf00KDlNzZtUw48V2l6VJhMrGraWNjCifDAOhZ2DNUew3psAo0uRATTIqAf8GVSIC0FOdOl8iraN30YokWqL5B6aQMOVonWy5FO3JkWEKOdMeCofRZXMlfCiQ7NIZhMgmfT7/PN8KJSvw/IULuvxXhdUS36DhC+TSvxdTYX17FQ/efK3NZjbUV9aI0nWgO2ESpM+YY+kO/aQmgLIaWpExMzEKXRIkQTtNpICxHxWmtrS6fGFcHACNFaW4TJ7zoBR+y1nnutge7DSkgLgq3XlqVs7BjnTJBCLApbz0/AslIYW5tSZ7/73B+jgdsOSIHMZsDzTAmLStUAc7ouwrYNDle9YdaO2KTNftQXpLIdc2yQvWgNUlOlE4ldhT36sPm8tG7rfL+bP7rvfT3P0TTc1BbnizLvSkhr03MrTY+q4z9ZqLEmkpb609R3cajujRwDWKaALLsPs96AbwmyqUgBBp4pzLw2i0tH9TiS58RIp4Mull4H1qYMZJuvNt3usG10zL2QphJlUjHUts3cWq3PzynFfYjq2iQ1eGIU7LgiIGz+IuK5tywDzBhrN8lPLBFG66cnmOtgB2IXuu6mN+utD4VBnplmkFtQC9yy8xBU3b/H/dti7PEcCttG5PMwXkQU8gYU1rIQuSyikDeloOnetwNTui/pvm13j7cJRak10IW/2Oc7g7Z9NvPl+7XV+Z563Ze+Jy20bUH/OurJbFbKtBcT6fX7VgtlUwTizvv6HK5n+rJ7jPOs4i10qP8GAXb4okwJnSmDjas5WlZUvjqlJUZIsTFa7EDPOsP+6PTmVxK9GfJ0L4rRqiOofZ2uod7Wzc41tUXbfYSdgelcgnakgWajomXCNmjgSVXGIGihmvfSSrcgg3IekW2hMw4IgcznEk0Gu4WCLWQ3uvbw4xJn+fDewkx/lmsibZs6K3kO9J1Ie4/nTKuhlMhHncl0wczTKcVZLdMSvTdgTzu/aahDwkrfFyMn97AF9+PiZ0Ip6O62Pp2lgkmiA4oeMBVEB1lHZ2u8aVNkBFMvHBtsU6Md20ZnXJASWWug6w2E30SFFdqqRg7ax82oo14GYceppBXaj813m5xYOqrfoaPaKiGmNHXYUZ+jTXrvZRbp3bYOgc66IWfpQBqUWXX5hnqVXojep5yaQHsuoukj6g3DYErlaK2ltISBO6kBA1MvAO25hMUMIqeQGQfClsYhgrC7uN6w1Oe9aKUHQxQ2N9NCKO7ty2u/d5t0Nplgp5ms37nY+fx07aiI0Wil0f7g43rUmUxfSk1EX9W8nyYTT84gUlVqIrsqJp5t6qy3ovRZN1i2FXCKKwL+KOHp0mUWZNp8JsyPZYElzU9StVByZifHJtSn0t/A0mW6lonWPc2obYf5wIXiUht4UOf+uaR03Z6Y0gwmCoLQrmM0jfjQj+ZEA30DKAZ8PpaFzro0xxyEBpl3QINVC5B+iGz6pg89BNMfOQ3DPPQW6+PfIg0x/kedyfSs7AbthxW0ijz1sv0mf2/TjhlJU50BAW0tdEbybBHZs+mhcia0WZRITHExpqieSNshdzYXeeyMj6lNqo9NZR226jBsSaZCmDrtjqnDbsxmZ+nwiIMr0sXmtGpnLkNEPLWRNP4DHY2nrdqnlapcGuUP6GYzqXnfu69bCEHnmrbwvQkhwHHA8wgn8/hjLs6GgyUEoiHR67QXYRv28baDnBhH5LIsXTHBymUQ5hRiMgAN7oN5Mqdh/EiW3HoZqtXIj7SNZ/bV2nv4d/s1sZWGuJl2k9Kwk8CKXkzobL/3XlacraiXEBRrnkP0b2gmc+zYMSYmJigUCm3Xfd/n5ptv5mlPe9rgjXVqJOlQzph6hBWfk40XLzSstsqTbf2L+7Ddg7pXhMiZmkZ6HRBSRs71VD3zXlElZ8Ess5kZk04zjNYIpdGo9ncchwqHA5r3tt9ZjL1rgPUTRz1FfW+LoomqEQqlUvObCiaw27eVDkNTErcX/Si1zO1StJ6EbRHmHfwxGxlqZN1pFVM7g3EISyKyGVQxS3m3IHvRKruKJZ6z425CBP/beTKVTB67ZpP3XPCbiIYYbK0MemgPEKDQuncTv+0gFAsiibm0h6b7o7ZAdNJW6QznQpM5efIkP/VTP8X3vvc9hBD8/M//PB/60IcSZrOyssIznvEMwmEkms7DLuU8NKYr1dKKzyWD6eqXSMqyGj7Qw4RAjwN2mBOyn5R8JqQ0Go3AR4ey5TeAdk3mbJ7kHaWGk8cpjW76plIjoCNziAhDo8EolWg1wop8Hrbd0jjCDmYgBMNGrJp1FPuIOnwnW35XJ/ZnIRU4HnJiHCzZclJrbZilFGjHRJ0FMwVqcx4y0LgbPqKpcE6uohZOd5clPhtruV8+hBg86MNI1K1Sy631HkZO9hBCC4IQq+LjWAK77CPLdWg0UdschzUxjpgYJ9g5wYkfK9CY1shLN3ja7ofY6a1zaeY4AE8+8DB3FXeyODdOded+pA9WA2SgmfxhE+/Wh4y22Gj09s+e7TNDSGBIJpA24Udlrbc0s3Y9V3SfF2diohyWtilcD8xkfv3Xfx0pJd/+9rdZW1vj13/913nGM57BP/3TPzE5OQkwlAoFtOLHE9NYu0nM1Kr/UfoTtFFn40ioSFIVca5Mq+NtNmxhEUUbMdgh1iElD93HNjJzZ+YxKh8bbHL/WXUmpp3FHe3rEFWrJff1ciLHocU4tjm4LVM+OMmHOBuaXnotpfs30Hcj04CSSM8lnBtHebZhmEK0fL9S4OdtQk+weqFF7eI6um6RfSSLW4KZOy3ccgXR9FE1hgoZ3pTaDp3If5kO/hhU3tOqrzlPR+Wv8X0QAmu1gqz7yI0qem3d1JH3NzEFbtb3uRkqh6ZYvdDhJ1/5DV46eQsTMmBcWlgInCg358d2fwF/t6aiNOvPcGgiKakMJZXlV77wci4+OYvcqKBW14zGmAh94ozMeGedorWng2DzA7ufuU3I1p6Jbz2bJuauZ6aiytLXYCiBb2Am86UvfYm///u/5+qrrwbgpptu4sUvfjHXXXcd//zP/2yefyb2/g4fjLn2r8OUILMZRD5ntBsVSQ6ea6JstEb4AYQKXSqhypXowN/6xZ8Vx39bhvQAZrD0wbQdFIO2RxtmYeZFo4N+7cUaReS/CEnyTUTGQ0+OoW2JCBSEClmpwdKykfx7ReRth7a5lmShgMhlYXqC6t48gSdRNmhLJOXWtQVBVqAcqO0K2TG3TqXhUvbH8IsSp+QxEexDBApZD5BKIfwQQoUoVwlPne7W3LZDZ5Ib1W/rap2EGGutkX5g3ncQGk150D6nfRJRXkwwU2Bjr011p+axuaNc4jhI3CjRsUWeFSUxW+DrEIWipDao6nXsmRrV/eN4yx5WrYYub4Ph/aipwz8jXBdRLCDSZnrbRnuOmWvHRlvGuqIt0Xboy0BBtJ5EtQ5BiNoooSrVc6flDLkXB2Yy6+vricYC4Hkef/d3f8eLX/xinvGMZ/Cxj31sqAdDdMgKeh96jxKD0WGIbvqJTVQIgbpwH6efUETZAqeikT5UdwqquxQyELirAqsBs7c18L5vVHdVq/cOje1gxANLWlpDZ6Z3pHUJ2zZ9BaN9hapl9kiH0wqJdB2E67bGCe0IB5s5qDvGIVwXOTVpzEWr64TlHo7MpO9xAmy0sXI5RDFP7fxpTj7ZI8hpZBNkIBh/UDH9VUzGd60WjUdA2tQ08Jxtn4Rtoy47j7VDecp7BOIJ68wUKuzMbzDlVpFopFBIofFkgCNC9nnLXOCewtc2xy+apKo8HvmJKU7Wx1Fa0FQWTWVzfGOMSi2L/b059v8fiVpbN2PtN/+xcNB5cMTC2dk0u/Yg8w6a6LV1EwUW5Qi19a/tC6m1Gq1T6XlGsCjk0RmXE0/L85gX3MslhQWuyR7FEe1+3l7kCItQC8ZlhpwO+X8uu5mPvfYJVA+PceGfzcG9DwwX3LEdOhOfjLSQrpMEj+DY6D07OH31BEFOoKVpujGpaez2sTIhO6fXmcpWsUWIa7WfF4GSKC14eHWa0g/3/P/Z+/M4y7Krvhf87r3PdOeYh4ych5pLVaWxJFFIgKAsCUsystXGwgyy6Y+xZXmgwe1PY/PADQ/bz27c0PCM3aYfNsjPIAwSCAkQCM0qVZWqVGNWZeWckTHHjTuece/+45x740ZkROa9MWSWUP700acybsQ9Z599ztlrr7V+67dwqoIDX/RxnjmPCaPdGZvNc7jDUHvfRub48eN84xvf4NSpU+tftix++7d/m7/xN/4G3/u93zvwydMXZKvPb7EHo/W61wJEFZfGEdC2xq5JZAitIzEzR5doRxYri2VEU1G6bOM6NsLoNDFpNsVtr3kR9yDxnlWdQxau7CQMN9uujsdj2+DYiESt145k+ScThtsnqLeCUt26F+wbPEqbvBphpd8NRmyC4z6Fsk/g24SxpNnKMZJz0xBNGK5fj5D9u+nX2533CyEJRl0aBwWtIzE/fOLr3Je7zP3uVQ4ohUSisnsqs0VHIrKdeALMZQe6AEBiNBpDYCK+GhR4JZzkf629C1PKI/wAouja/N41CeGtcy37Tr03ArREt/00YtGj43bd4she1YWsZsrkXEzepT2l+cfTf8KkajOp3L6Ho4REkRqc7yg+jzyl+e/W69BFb117bT/XkEGfrZ73vqOzKJRK30PLIhzO0TgsiEoaowBpcKdavPPoyxxwq7yn/BTHrfR6XWFvOHSSPSd/0s7xM873Mr9Yof2yg5vLpefzVRbGHzCk1ruW9H62A/RtZN75znfya7/2a7z//e/feIDM0Lz//e/n8uXLg519KyHBW21gSBdroTUilwPLon7QYfzBeYa9No3QJdaSh8orPFC+RKBtzo2PsRgUeWX2OKWzE8haOw2hBUF6vOtRHncYT+0IbwrH7mo9iSjGyCxuK0Sq/2R68j9CdkOaIp+DqTGMrUhKHomncOab8PK51Nhc7z50dqeWhXEdUKlOVppj6y/hbOIkrfo3BstJqOR8hoZXKdoBj8/dmZ6jM2+7IVbsBFKhigVEIc/yvTblb5/nocoyby68zJRVZ0Sy4WWXfa44KnvebaE4aq1Rkj7fed+L/PmP3YtqjXY9udIFw9BLLVQtgAtXenajNwpH7jGuR07JNmAmC6dtiw6DKooBv0umkS2fkW9U+ODY32VitMY/OfGn3OvMYQuNjcETUJIWEoktVDc/sxnjMuAB7yJ/XryTWOUR2xmY7TzB/YQQXU22birBtpHFAjg2ppAjydnUjro4D6xyvLKGpyIclXAkv8IbC2cZUk3GZYwt3I2Crxk6ocXj9grvO/gNLoyN8mlxN4uvPUzlNEz86aX1MP4gG0i4/jztB4X5537u52i1WlsfxLL42Mc+xpUrV/o+8Za4hk10CwyOyei1SqRaSfkcjYOC//2O3+Ueu4ktJArRffg1Gn8kZilJeMcd/4jm6QLeoo29vLruKXRYSJsp20bvrKasow2mJLguwnMhTHn3QpPuFnvrUoTcWL8BmEKO9pEhooKkNSEJK4Khly3Klz10kvSXI7AsjGdhLIllZUZP6ms9uGuGL0AnqSEGXC9iqlDjO0ZP86B3gR86cCStr9HrY9ixXtUOIGwLUSmjh4u0XtPmz+/7DTyhyAkHtsgZbEZnd7nV36W7cMkJ2+ao0fzSwT+jNfNpImOoG0FLW/zoc3+bhU+PkV/MMVytY/wgXai3FfHcFBbdS2wmbXRP2fNMX8/4d+5fFGKirG6r0QAhGf+8S/HKCNUTk/zO33o9rbFnKEmfkmxTlj4HrDaeEBRZN+Sb5/SA5TIk1zhZWuQFaxKx3XOX5YJ2tKu/5lhi6583r1/ZJlB0vHwhU+MyVMI4FtFIjrBsUTsO/+LuP+aR3AVKQpLPhHQ7RkX1EUa8wy7wT0deJDIJPz7xp1S1w9967O8y+uwwSgpEGA1uZPYIfRsZy7Iol8vX/f2RI0f2ZFC3BJ0dvuMgS0WE6xKenKQ95tCeiRmVbUrSwUJtetDTsElF+oyN16meHKOQdxm9nEpgmzBK5UhETxJ7MyNrwDEC66KTnUr6LORFxoQTpJ9veOWkRBTymFKBaLpM9YRNVIRgxJAUE4RWuNWT2LUQdfYKycrqlsZCum7q5Y0Ps3aqiLYFJe8AzkgFUWuSLCyu65Ft8eKl1556MpZvaDVd5nJlTuem0EaSNK31v4c9CSsOAlkq0rpniva4xcToIhXp9YTB1hGZhMBE1HXMk+EYc9EQde2xFucBUEIjMTyQv8Ape5mSMEyofPc4SkjywsE1FhpD3oQEMma6VOOlsTFkJG4chuzFXhX8bjhmFt6UWe5HmzRvsFlJe6BjpkZRtHzcZZ9CSfH42SPMNcu4VowtEzwVMeq2sGXCiN0kL0PuyV3h27x58sLGFRZKSBJjSDBo04cnt9/PUWdj3Kn7yogtwrbTMLVtYSyFzjtox6I9ZtMaVwRjMeOqRklIitLd1mvbCp0QrEbjm7hLJ/dEQt4LCUZLuHEZWWtAu31LNu63vOJ/y5AZ3FSXFkjlq5VEDg8RH5kgGHW58B546/2n+f6hVzhiiS0MTAqJoCQd/pe7Ps5jh07w3198HbmlCbzLOeRaA9NqZWKQKROEJMnyJwOGODq7SqUyhdqOYRFgqVRI0Jj1XWaiEdnuRYiUCRYfmaBxOM/qHZL7/spp7i1dZdJeo6R8vtE6xJe/6xjnF4Y49l+OYn2peS0ZQAjk5DjJxBBLryli3rfMeKHJ6bPT2AsjDJ0eYfzTacLRhGFWYLlOUxd2qsRs/AATRniLPvbZArMrDleujCDdhMLZVCBRuC6m1V7//iDPxE5qGTLoo9Nc+ZGQtx17gfePPr7tS7+mfS7ENk/4d/C/fu7dFM7ZuCuG/KLu7qgTW/CfvsvwPa99hvsKs/xA+QWGVX7DcTo5hjwOntC8ffQlLjwwzFqlwuSXcjf2FnqxuV5mN+gNxyVwza5ol+9osrCErDeoXM5RPD9O4lUQBmJjaAB1KTCWJKxYxDnJf36r4d8++lFOOQsct0KKwiMwMYuJoBrlUp2z7aBvUOgrBOnz0ufgt5vfLEQmPDcNZY8Oo/Mu0ZBHOJQutyIBbQkWXysp3LPCW8fnOGpXcYXdd+gVUgPTMAEtnVA3grmkQGQUvrFJjGQo32bxgRFyi2XGWwEiW4dutkdz643MrUSH6dFRCVYKUyoQjLi0Ry2mDi/wdyc/x6Rq4Ap32zCJyhLSr3WWOGqt8vTUQeaHj2E1POwoRsQxJk4QhKl3sRvufpZXER2voCPNYkxXqUAkSdpep+PJ9Iw7yVkEFUEwqvnesad5g3eRktQUhOSUM8dhd5nP5O5iYeQ45Xx+I+Opo19VzBOMevjjgnccOMup3DytyOGKO4S/nAPXQfh+OrZOCE1vlIc3iYY4RrYjrGZ6DUkoMJaFXe/cn71TJugL2fXFJYfXHjrP3xn/HEesNrAxXNHQPr5JmE0Ur0TjnG5NkbtoM3w6IX+1jXVhYX0B9lyqJw/ywrEpbKGpFp/DFeGWeQaJQKIYs2pMl2ucLhUwA0iq7+a6r4teD2kPN38mCkmiEOp1xGo17ZYUxd2woACQitLEGKaYp3ZkmsW4xIy1SmTSfGfTaNZ0jlZsdwt/bym6yg8SZKr1ph1FnFOEBZlqskUGowTRUML9E7PcW7xKXpguiWQ7tHRIy0RoIMnuQ1VL6salmuS5FI0SGYUnI2yR4KqYYNggEoHJZT15bsEc3VIjI+QOqrj34ryWlXLTZ6ZYePsk/ohAxiBiCIfAPxqQL9f4O4e+znE7dWNvtMNQQlKSFrZIeN/k1/k37x9nbjVH+fkJipdHyV8NsF+8hAmyuHQ/8ezN6FVyjuO0dqGUJ6nkkK0QWWul9QtRBFGcqQUn3RAaSuGP2NQPg5z0OWyvMK4MnrCwheKACnhD7ix6VPIf3nKC9uhdjLzgox57HgCZzyMKeS49Oor+tjVOji7xV4e+zpBs05pxeGloij9buh+T96Dlgx9sKDxM8wompTx3+qYkBhVCEghkKECAUzeITKV5A012EBjNeqMtsYEo0VEYIKPh6jACo7GOHCI8Msry3R5vL81yxGpTkc6Gw16NG/y1Z3+Y5WfHkQHYTYHVhAPP+DhXa4hGC12rr4dNWm0OfGmU6vwUnzk8zbNvmeZEeYnvG3ucN7jL2IhuDL4T7lhLCvixDVG6edjRK9JDG+8LN8qB7jNbq1vQeQ25QaPrDUQQYrWmaWk33anjkxjNJ5t38N8uvolLZ8e5q1Yb5Ir3ZNxbFSp2Q2VKZjUsGqcWIRODtgRhSRG7AlmMuKswzxFnCU+ILkNxKyRG8w8ufxdf+Nx9yCj1hjACkUbi0/8noB0oPrzIuw8+x0x+jdZDc1xdrlCdLVMRR1GLVeLZuesrj+8xXj2ezE2MFQrLQuQ8ogMVVr/d586D86z6OZqBw7HKGn9z+jFm7FXusdeYtm6cdOugKD1yRvO9hXPc9dr/g/PRGP+i8F7CUh5teQy/rDb0H0nDQANcdxbL7n5DCEzeIRxysaVAtAJEojFhlCWLk/XvGIFIEsKSJJyKOTS6xgGrzrBMqY5KSCaVZEhGOPmX+N3XPMiFsVFE4jH+VLrQinIRXSnQel2bp974/8UWCguFRjEkn2Yx/xJ/MXUS49pIS6Xj3Pwwmyxs0QlTao2MSP8fpy+K09DgBxD1SOrvBN3QUVaToBQi56Uxcq27PW1EVvQZTw2xcpdH44jhbm92y3u/qC0afzHBHb9xFuMHJGu1bihvu9dWfu4pRj4vGX3dPZz1prkwMcbYQw2OWl+mJBNkJtHQ0gkRUE88/NhKbcRu3otXAVOzb1yH1KCbTWg2sdqGlnbwjd01Jl9eO8HsN6YoXxHIRuvmGZmussVGQyM6ahCd5nYmbRGhmgbZikgKNmFZkbjg5iJOenPMWKvYPXm6raAxfPbZO7nn/3UuZYq12xsiIh3DpsbHeHH4EJfHhpn21njb0Is8OXaUP3nmjTj1AvkkQczN35Ccc0MMIPO0IyNTrVZ57LHHWFhYQG/aaf7gD/7gTg55c9hknRDTXcdZubdM46Dk+IFL3D80SzXKUY88juaXOWyvMKJaeDsocFNCYgtJSYbkZUASKnINsHyzrkC8gWk2oDe3SbhOtiOsRpRWy7tOSmFu2V1mm8lavgrHQeRyREWBN+Qzka9j95w4MZrIJPgmoWYKrDTzULNRIenuv1iged8U7VGLydH5roFRQhKbiEtxmZfCKaKGgwhaG3uubIXuTt8nP59g12W6GzMGdzXCRFH/zcxuMFdCZfkq10UfmSQY9bCaMVbNR0QJqtbEhBG1mRy142AOtRlVjQ2H+kbo819X3sw3VmcozJrUiAdBfzvCzNDLtRals0WCqsNvy9fxhanjOCqh5AQUrYDXVy4waa9xwR8hSiRCZwuWUtkz8yqSSLnZEAKjYNhqMqIa2D2RBWFI36GbaVRvtF7p9H0XfgixyrxpCRKstoNWkpW6yzdah/E9mzvtCyDS9zAlNGhiEmbjgP995dt4bm2a4ktOlssMr2F/mo6cTpKAAFfGlJTPhFVnwq6jXYg9sR5+3e1c7QeFuYNPfOITfPCDH6TRaFAulzfQYoUQOzMyvRo5+/Gg9C42lsXldwzxrg9+iRPeAm/NvcKITOh0M7eBinRQQmHhbHvIpGfx27z78ITFuApZ1i2oWZQua3ILASYIU62nvdCuykQk5coajh+i8x7RSB4Ra+wg7NaWmDhKpdRLRUSpSGvK8G2HznFvcZZCliPpaAkHJmZFw2w0TO1qidI5hVeNEcUCwbFxLnyvYOTgMj9y+KsbSBC+ifmLxgN8aek47qwNK2votdqNc0/GoOcWGPpSnHZEtFOJGtFsd3n9O5ZbyXJUQoo0CVsuYcoF5t5SpnYqwV12KF7MYfmG/FwZ1Y5ZfEjyzu96nFO5Be60a/TmYv7L8rfx+f/4BsoXY8ZeuEzc8WAGgD53icmVKsK2McU8xnUwtsL3hlgbc/nyu09x4OgS7dAmiCxELDAqk+7RJt0w9IPuOznABubV7PVkNViJK7jLnU2T/tIDIDG3JuQOXJPL2kD17oS2q7VuqBohULkcOVthN2zcSw6fHL2HKxNDPJI7T6VnGWmbkKqO+XTzTv74P72F6b9Y5vDK2fS52+450AlGa4xtGHUaHHRWuMdZxjc2UVETFiXaswbXKtgqVzTAnA9sZH78x3+cD33oQ/z8z/88+Xz+xl8YFPthaDpVx1lNSThkeHflKWZUg2nl4Ir1auOt3NXOriIyCbNJQktb5GVMXhgcIRiW3oYkrsyiqwqNjARWSyODOPNk9DpTaqcMoKxfC6QJdJEkICFxJdISPY3BVJfpwlCZpJInLhgm3RojVrpTj0lo6YgIw2xs8VI0wddbR7DXFE7NoIIsn6IEshQxU06/25mnyCS0dMIrrTEurgynSfsBOPk6jKC6lrr7rotQMjXGyQ7psR1sLiQUAiMl2gbjaLSdapBpJdB2mg/SDsy4VQ7Yq9hCkBjNQtJiUVs8V52mfDEmd3YFs7q2o5i2iUKSpeX0h2zhFI6DlfNQzQms6jBrrRxad9QiWCdbyP7lfgYfmGHX6gg7xXZyND2/l4U8wrGJc1AQIfmMhdVttGC4prnovqLf+eoIj+pUk08oCVGU6tdZEtUWNJoey0GBCIFGI1EkRrOiY54Jx3iifpTypZjkudP9D08ZiiqtN8oLgSeiW3d/2YGRuXLlCh/5yEf21sBs3hHuJZNFpswxmc+T3HmIYNglPBAxoxqMSLnBOGxnYBaSFi/HRZ5sn+L//dlHKZxXNI8kTJ5Y4lh5hf/HzCe5y15nn2k0LWOo6jx2XeItNJHVJrrjxXSve4c79IyhJoRE5D10pUAwUaB+2EFGYFULqCBEeB6MSOLJIWa/vYQ/Zjh6/xUeLp6hLH2WE8FckvBnzXt4qTXFZ87egfvVIs6a4cgZH2u5jaw3Matr2GsVWCzySm6Uy6OjJGaVhgm4HMNz4Qxf+sK9HPhiQv5yDd1oDnA92YuYJOn/lerxYHZXnd0RYgQwfoA0hvGnChRmbZx6greUhstkIyUY5ObyfGruHu6ojHHKWSAyLd77zI/Q/MI4xSuGsRevYFaqqS7dbtGpP4H0eddpXsr37UzOT4OBxLNQpWJKALieEsN2kv/9YD+KOPs5Z4+qcEeqphsKAhASmfNoP3IXa0dt2ve3mVRtbJHrqieE2spyembPWpn3hS3mudOxUyQyLVeAbskCxmQkHImstbCjhNxCjuBynjP2GHOHCozI9WLvn5n9K3z5E68hP2+YeGGu75I6YVnIUsQj+ZcYUT6eUIRGYa9JCvMR1lqbZJB52kr1Yb8EMjt49NFHefzxxzl+/PigXx0cm/IPOz6MUgjXoT3l0ZxQFIfXqEhBUbpbFtl10AmJVbXkbDjBV6rHmf4sVD77MrW3HWfOH2d5psjcVJE77BC68VRDZMDXDsoHtdZGNNtbh352amg6/3RstGcTlSyC4VSoU+cslKXScIxn40/maNwTMnNghe+aOM0Je5kEQd3YVJM8j1WP8cLSJNbTRQ79n+fRq9VU5FObbiJVNQPseolWzWMlLmQaXJor8RAv+dMMvwD5P3gyfdEG2eV3mEVSpErWssfj24xB8ledNgSdGHQUYnSC98oi7qyL8ENMo0c8UAjc6iSzKxUsqVkZzWPTYPWZMe74rUuYlk+8vLK3rByjN7DnZCSIQoVQGpEFNYwtuxpX63PwKg5t9YMezbM0T5ERM7q9a5L16IPnsnbUpnp/zJ0HFihJsWFjqI1AJgKRDEii2StsoHf3KMn3aM91mYwAYYho+2nusaZxVxStMZe69miZBh4aCTx29TBHfn8FMb+Mrq71N5asMNvLhZy0fWzRUSWRWD441RDRDgYP1e9SfLUvI/Pxj3+8++93v/vd/MRP/ATPP/88999/P7a9UbDtPe95z+Cj2O4i9qA+Qjo2olBAjw2zdL9F+1jIOw5cwOt5UHvzKx0XvKEDfrdxnK83jvDs6jQXLo5hLdkcu9LC+D75Kz7Dz+WptfO88uAkr3XOkJc2CplV3yqa2kEFIBqtlI671zCpVLwSArdg41TTeQxGXLQ7TpxXRHlJc1oxMr7E8coSr7TG+cX2O7jaLvPy/DiRb6GuujhrguGXk7T4MYo3KtkCotZk+MVR2ksuvxk/zJMnD7EWeMwtVdA1m2MXw2u+s5PrYbMG14aNxoDH6yRCkwSjVbq7bKa6ciZOteXSwtVUELV8PsT/WpFLpSIfuvQjSFsz+jypGnQQ7snzuAFCpkW1rouR4NQhWnSQcerVuMsCe6Wd3pNMB++b2sD05Ea7skidVuHZZkDmPMh5dCRYGKnQOGw4ecdVvm3slQ3vLcCY2yQYSbBaajB1hC3GtSffNZkKelZ43TWaPX9vogghU6ILAoglp/0DJEZS1zma2qWxWEC2FtG+399z19FJsxRSmq5HFJmE0ChkAKoVpYzKm4y+7sr73ve+az772Z/92Ws+E0IM1BmzI/W/ucPkNf1RYMfMGuG5MFKhfbjEobdf5F8d/58cUAE5kYb7OkZFo7sFThEJs4ng3z33Dni6TOm84e4vz6U1ENU1dBAgn3yR8edcCm+9k6f+ymG+K/8SUsS4wiYymqaxWUsKWE2TxuE7u/M93ImaJCFZWUWs1XCAYn6E2EuNSpyziIoQlg3xWMgHDr7E3blZfuWVt7F8epTCFcmxz66hVtYwrXa64IYRyTbSE/HVeYY+UWfYdZi48xDVQ4dxagl3nl9DtHz08ip6F7v83m6MG7DBTR/ogGk7gyTrYZPliLrGvlcSJXuJnS89x6EnMzl6O1Ud0I0mSSNjmu3lAt/pq+LYqSqxUuQWNSKWeCua/GKMXQsRF+c20KRvfNy98f73HJ3wWCc32mm+1bm/KtPjc51U38u20HmXYCLH6GsW+bWTH6UkBTmR6x5SCcmx3CL5gw3aUSlVBL/RGGDreRGZxv5OmZ49MEmSUvA7/+55L4w2yLafUps1qURPJHh87Qjn3VFeqk2w3CqQP29janV0o9HnfU9rwIxj41gxeeFkskcxLe2mLUqqjfRdH/C52LA+75fU/2aa8l4jbXErtpcr38UOUhSLBAfKtCYsThVXOWqF5EV62RpDQwdEGM7HDpeiMSKjaGqXy+EI/tUCw/OG/EKEmV9Ct9dDXiYM0UmCCjSRViSIrm7QitZ8tXWSr9WOYLfMurTKfiBJ62ZkGGG1EowQaAsSD+KcQXsG4Wi0EdSTHNVaHm9RklswqPkqemUV7fdBxdUJutFAtBXW4hB5R2LVAlhYRrf99Z32TtAJM+xTZf/Gud8Uiut54bTvg78H+ZY+0H3WZSr5jhKoEKyWwWlq7GqAaoZZHuYmKgfvF3p6H8mhSmpIslBZWkuS3hNdzpMUHLQtiXMKf0QxUWgwrtKC4d7QdmI0rcTFbzvIQKznQW7K9dxIJUFv/O+G36X5I2FMWkyZpH2G2olD1c9Ra3q4Aen19HnfVbmIOThNe6bIUG4hSwP0hJd36qxt6FW0s03kq6YY02iz3jq223Br9w9N695pzr9Pkp+o8dbKy2m+BI0tEtZ0yFPBELPxMD//9XfiPllA+eDUDFZgOHmxjbWQVnEn7Y05FeE4SNdFOxIpNIkRJBgSo/n9+mv41U8+Sv6qYPrFWvr3UgAqW/B6r2t3FMy08ZGNafs4l6tYQwVqR0uEJUOSM2hPIwx8eeEYj6vDuE8WOPgnVWSthV5aTtld/XogWfLSXF3AWaunrQSarayD5S5zFdvd650+A7daE2879CZSs5xDNJxH2xJnLcauC7zFNurqStqzPggGG3NvQnqgHNb+5nqkYyNKJagUWXtwgvaoJHEEiQsqgPyiRsaGteOK1gGNkQYUmFzMB0Zf2lLXS2P43OJJSl/OkV/QiFpjm7Nn2O76OuoI/T5rvUKvW21YsuLnbc+ZsT9lYLAbELYlsVbERrK0WoI5F3elU/PS332J7j/OmR9WTB1Y5Z8c/guUkGhjcIVFXgbEnkAX88gg7P9ed55VKa4lVexnMeZHPvIRTp48yUc+8pENn//yL/8yZ86c4Rd/8Rf7PlZXVqY3YdbBHnW2C4YsDh2f5+7hOQ5Yq0SdY+uIqoZL0SjngnHE2TzTX2yiGgHi6jIEAbrtp9pKW409azqkrfUHX5NSgs+0Jxh6EUoXA9Ti2gb7v95zpXPNA7romyGzHjFxDLUG0rYwooSxQduANGAEK408xggqVzXmhVeIezSiBoIx6Ho9lWtPL2gXg18/5jXYaqc4SNOy6x17v7FZauQaNepMfiQTNk1chZFg+QkkBllrp9I0UXRzetTvc1dNIM095T10MUdzStGaMmjHkOQ0qp3ulmVoaM5oho+vAOnaVnBCjjhL28o6LTUKlK4m5JbCNG92U4q65cZ/b+VpXmcMHd1BmRhkZBAxaEQaEWkrvLrEbq8rg9x4PAJ/zOE7732Od418gzd4s0Cx680oDEaBsdU6EaaPY6aX12NodvgoDmxkPvaxj20gAnTwlre8hV/4hV8YyMhc03659/M9QvFSm0tfnGa2Msnnj5xgpNhiqVYgWPUQkcSqS1QgmHg6wb5aBT9At1rrNNqtIAScPEz1niGqJyXvzc/jCc1v1+/m8dpR/uL0KY5ciXDnmhBGCDerw+k8NEmyXvW/0zWks5BlMjUi2/WIdkDxaoIKJVFBEhckIgGr7SJDqJxp7L6SvnMtQuzZZqC/c95cyf+BkC0c1sw08cwIRogsHGJQC1X0/OIGlpHMeeC6GCVRfpzWg7Sibq92E0W7l9QZ9J7cqGZlB+jkX6LXneLK2z3CssY7ssZ0aZ3mvtb2qBbLqLbEFGIaLS8dvpY0HYevt44wZVWZUi2OWvkNIbOHD5znTx95gPxsjkNzo8hM0HXgIt6dzNeGC+3PuKXdaS2EpdJnIwBnTfDM2RmENJRecChfSChcbt+4eSAgC4VUIqsgGHGajKoGNustABJj8I2N1TbIekpa6us6O9JXSbJu3nf4/g1sZJaXl6lUKtd8Xi6XWVpaGuxgRndjhfvVPtZ6eZYj7QmSokP1ZIl6ucz06YjcE+dTWmsU06HRxp0e8n3chMbJCle/XVOcrvFA7gKegI9ffYCzTxyickGQf3kWs7KKUQqRz6deQ8e4AJ3+MmkDrx1cWPaidQyM0ToVzGy1KZ5rkFt0CEs2YUniNDTFZ+cxq2mNR9+V4zdCvzUbu0FvWOJWh7qug46aRHR4jMUH8iBBJAYZw/ALCrvRREQxOstdiXwOch5GqZT1Y0wqcBpGKZssjtc3W4Psznc697uog7jeWKTrQs5j8SGPf/SB3+d+7xIj0qcgNXOJy1xc4VI0yh9V7mO5nWelViBsOKAFxILYsnmqehBPRrwmd5GD1hqKVHZFIvjA6GMMva3NH124m/CxMs5SHtp+RvDY5pnZ7fPZs26lxxtAsUTIVNfMsRFJGpb3lkC84CISmHysjf3iZYzvo8Otoyi91yGKBRipEJQlE06NEdXCFh0lD01Egq9trBawXMW02wNeq9mgwr4TDGxkTp48yac+9Sk+/OEPb/j8j/7oj3ZVO5Mm/zcrsO7BohIEyHoLkSTkF23stsRd9tG1Wpo034lsiZDEnsAaCpgoNbBFKmx4tV4if1WQW9KQScgIIUHo1Lhoc40L3LfXdr0brHXaFEkpREceX4PyExzAbsaYVjs1MFGfleODoifX0GWj7FQSpnvMmxDG2UMYY5BBjN3MGnsBMiGtdRmuIPwQsdZTM9HZPWu9LoapdTeUKqTun1S5F17HNazOXRbDOg76jsO0p/M0DmuOOwscUC0KUmAjiWSAVnU0kpOlRcp2CVclrLo5gtAiqKcRgNlamS/oEySjkgfdx6jIGBuFEoKSTDjorHKgXGPp5BAVeQz3chV5dQGiKDXqN1z4dyDD04tBjXK2FiSeIiwKhAF3OVUjt2p+6m1EUX9zrw3EyTVtDjSmq8bR0m76+04fq5uMgY3MP/2n/5QPf/jDLC4u8p3f+Z0AfOYzn+Hf/bt/N1CorIueG9R9ofZwIpJGExmGoBSFWQ9hWehmK90l7OI8rXHJd548zcn8AmURUNUWrZeHuOOTC6n21vJKGu4wJo2DJsm1C/zARVFiY5iqp1OhVDKt8HdsjK0wlsCuhXizAcIP0fVGX+73jtGh5NpW2qxJm9SoxX2+LJuvcysDM6iYaPc7+/9imcxLtS4vMholGFuRZK2p45wiuH8CdzXCPQPG91MPNAjTDbGS3cXCZExOoWSaPO42fNvf6+jV3eqUouyqVbFUqJFhTn9/kbe99Vm+v3yO17pV8sLp9k1xhWFMhRw385yyF4mMpGlsfGPz1eZJfvvcQ9QbOeovjhCsjnLmvglOvn6eQ/Yyh1SDkhSMSsOb8mcYmWnwmx80XF6rID8zyYHPqLQAem5h43vX+85dU80+QM5vp6QSoyEKwVK0xxS1k5CfFRz481XkSj0tkWi2+lsbjMG0WgjAak8S6Q5rNvViqjrmbFzkvD+KFZh1Ec2dYidqEuzAyHzoQx8iCAJ+7ud+jn/1r/4VAEePHuVXf/VXd67A3MF+vEQ6QfvZi9IcQO5kK3TUjB2HOA/Hc0scsKvUjEs98XCqAnNpdoN8jFBZY7GO18TGF3rvQhMyFZm0FCZ7CGSYIOqZInIWFtwvCNtKjUzOS8ODpIwiwiilew/KkrrmBIORJFJSyf7Roq9BxlAyvp/WIzg2iEJaDzps4w9JhLZwPCfNn0FK3+2wwFRKAhAd+REZIbTeeLn7aWg6Cgm9SHZ4TqmQXhomkzMt/v7knzEiQyoy103gawyWELhYFAUURZx9HpIQUNdXKLj30mw7WDVBYdbgT7qc8ScBGJI+nomxBYzKAJw53jnxHBcrI3x84mHiSg7LpIzVDUaml3W4V57yIPMjJLgueC5RXhCXEoyykMs1krn5wbz/TNdOODZmi3x+ywjm4gqLYTHtP9PxkneLAZ+HHVGYf+zHfowf+7EfY3FxkVwuR7HYf8+VLfEqjrX3Qo2OsPo9p2gclCQP1Zm2V3mqeZh/8eW/jjenmP5KJsPdQ79Odbk6u9N1ivaGYsB+0OGrbyAuZQwQIUBJjOukFb9RZsyaPmatdn0Sw26RGV555CDxaJHVu/IsvTEBR6dx9UQw9lXF+B+cSePMzdaNWW3GXHOdO+slfxPzOB3vK+vrEU2WufL2PMGoRnsanAhn1kaGYzi1CGMJjBTEniIuSLRKpeyNhNKlAOf0bFoZbpqbWlgPmJ/p909Vqj6Qfi0LmwmxnhsaYC6t6UmaD8zQnLQ4Mn6ZvEiNgUYD6/p+qZRseq6OVExk0t8OyRaHS6vEWtKuF6m80kboHP/NfxvxWMTff/jP+b7S07gCRqQkLwJU/mVOuSU+dd/dXPaHKF3KM7qyhugYmQ4V12w0pvvaLbJX5UAp5PHDXHjfOP64xtg9uZ1BQ/dZvqv6zntYeL3AOVbn9fmzDMmYxMCaDvmD+v385xffgn+1wMk5f2Oe7yZix3Uyi4uLnD6dKoPeddddjI2N7exA3yQGBiEQ5RLzDxtO3XuRB0cuM2HVeaUxxtH/GeM9/mIWHtoYEuv+nAl1Alk94ODXvaUH1DE0loWx0/AMiUEmMaIdENfr+7j7Fd1eLdF0mcaMy9KbEj76Pb/KcdvHRhBheJP9jxj/YhmxJhB+0B/xwGw0zGIXFMqbgk4uSqbeZDDm4L5hhXfMvII2Eo3gs5WTNC6WcNcUiQ1GCWIPolJaQBuVDNoCIzxGr+QR7SCbL9NtYb1vnllGXKDTdAu6wo6CJI2a9Wng9HCZ5fts2pOaN5UX8ITG6UlGbzhtp1lXz2eRgZL0OZpfphZ5zDUMzrkFRleKlC4VqR9y+dpdR3m0+Bx5EVOWHmVgTBlapsq7jj7PH5p7qebKjH0+ByvVrlAqSqzXsGTGc+BNTPcd7KfWJFM5yLrxBgfKHHjHJd4//ST/7eKbuHJ+bP1Yg3ownsvSQ4IPv+uPOOoscb+zSl4q6jqhpQ1fWj2OeKLMyILBWqylaizfDDmZZrPJP/yH/5Df+I3f6CoBKKX4wR/8QX7pl35pf+T/bzHU+Dj68AT1gwWcqRb3Dc0yZtepJnnqkYeKdMpmuYG3IIS4NvE2aO3HpkVGWBbCtjDFPNFYOvdW1Uf40Xqr5/1E1nWyPebQOCCxh1qUZIgrJKmSW4J0E3Qlj9QasVbDDCCf1FGD2NEOTEh2m7zu/1Qi9WLGh2keH6J22OL48DJ35ucA0EYyO17h2TuL2DWJuwp206CzgkRtASYlCohOHs/KdL1uhoE1mbei08ZaW8bu+yzgM55FWDEklZiy1e72pE+MyXT9EiJjyEtFHmeDSK3O/jeXDPG1lSNcWBxmrJHlE+IEkaSV8pbQeCLpMqk6UIi0xYbUqWfoOchCbp0OniSwXfhsp9guR5GpSAulMMcPUj9eonpC8R2VOY46S9w7cpUgtlirjoLr3NiIZ/pkanSY5usO0x61kMcbHHcWGFIt6kawGAv+68ojPLV6kDMvTzNxxeCtJJkw5q3Z0O8o8f8Xf/EXfOITn+Ctb30rAF/4whf4yEc+wo//+I/zq7/6q/0fbFNY5NWK6M4ZLj6aI5yM+Yf3fJG/Xv4Gz4ejPN0+zHIzz3g77i/nIGUaZxeSgVcNc21Vvcjo0aKQI5yqUD3uoSLDyGITFpZTuuJ+PlgdqZB8jrUTivaDLR4+fJFxpckLD4nARlEo+jQPlvFchb200p90S3fceqOG3Q7GuO+GRoiuJ1C/a5jZRwRqusEPT3+Rt3iLkI6At+Rf5i9G7+Jse5xPfukhhl4URAUIhtOx2U2BbKfUZ+PZqRdhWT3hsj5JFF2Kbv+XYJIEIrFe3AsbKff9nDfrkROXHKKDAYemVjnspv1zEtKmeAmGy7FF09hMqRbTKunKn3QMTYLh6dYRzj9xkNy8oHipCW0fkc8hEo3QkFMRIxLywl6vm8mMhRQGS2q0bUgqOax2JfUI4zjdeHWowZ3wtR7wfTQ6ZUdsIg5sLsPoSOiYvMfl7x7i2Pee5Y3FBT40+kWOWIJTk3/C4liOf2C+H1PIZQZv+3EIx0lbH9x3EPVP5vm/zjzGg95FTtoJazrhbFTmGf8Qf/B7b+bQZ1rcVa8hF6uYMCS5kRrCIBiQgLOjYszf+Z3f4e1vf3v3s3e9613kcjk+8IEPDGZkvkkQF23CyZjyRIOT7hyTyuUpo7jgj9JouUxEN6YGrlfO9vSa2AMIS6Vy/07aNzylYZpUkmQ/tZyESA1MzsPkXBIbbDshpza6KRqd9Uxhxzz7LRUh+hlixwO6wcu7K3SEHzOPMixKGPc5MFJjxqoyLNcFHRPV4k5vNv1BGWQksl4oIAxpW4gAVGQGC59sHs9OkVGojdw414N6kUYKlJ2QsyKkMCQIgowYERmo6hxN41CSIREJGIUl1luAR0azluSwGgKnltLCe4+tlcCSCSrboXYKD1smpKUTGombdhZN0ryXsa00L9MTyjbaIIS5luywG2x+RlWmDG1bhGXDW0de4aQ7z6TSFGUB8KlIn6Gcj5FZBOg63owsFWF8hNaUzTvHz/B9xbO4wsIVLkumxYvBNN9oHKRw1WCdmYUgIGn76/mePbnGwedrYCPTarWYnJy85vOJiQlardbAA3hVI5vQxrTFX33t47y2eIEH3QUkOX5n6fV8+XP3kp8VqJVL9FV90nmAesXzduKq98R5TblIPFIgziuETsMtRPE6AWEfIKxM6HBslODkJFHJQgXgnyvydP4Ac5MKSHMyCYb6Wo7pcw1UtZE+9H2dZCONORVQtWCnOpyyl3SxR/MiVZfdI8dGMIUcteOC/8u9T3BHbo5DVoQSqTJw2u1Q8eXGKZ5dO0DpZcXYE2sYV5Hk0tdQxAahDdZqCxZX03a6YbjOCrpBKGXjzwNKFm0l4jqohmCnEVtiSCJJM3JoJB5V7bCYlDgbTOIbi0biEWnFg4ULlMQVPJFQkhqJZD6JWdYuF1ojOLVUR1DEGpRCl/O0pl38MUFOpd1cExMRkTCfaP6keRcXg1E++dK9yJcKFBeycTk21JtpkWvPgmsS9jQM2REA7bSPEI6DKeSIyx5xwXDMXWDGWu22K7CFIiEN/SGzTdF24xGC1e85xfJfbXNk4grvLD9NXqZEjcDE/J9rr+PXP/md5OcE00/VU8JPR1Nwr575a+SS+vvawEbmzW9+Mz/90z/Nb/zGb+B5aZ/tdrvNz/zMz/DmN7950MO9+iEkYUXwA6Nf4gEHLPJoDC+tTjDyLOQXI8yNOkH2Lpi9DY52OJ7uf5XC5BzigkXipkVdQqeKtrsuhLwelEpFOUt5mtMOUSHdkXtLgtW1AlXtURANXJE2PTNtC7Uwh67V+ysG7ZGFX696lwixsznrDWPspUPTabolbCtdTCo5gvGEDwx9jUkVbfBilJA0jcX51ihX6hWKVzXipfMIQGa1T8K20nsaRustCTa1wdh6IFtT4gdRk+iG47aq/O/3Ocq8FZEYTKwIE0VLO/jG5ko0wjcaBwm0ItbpIjvh1Gg5c0CCZzRSGOraZi6usOrnsdoGy9eZkZFo1yIoS6ICuDImNAZF2gJ8Mcnz1bVjXKyPoK/kKF82ODUDhowMo3uYn50QYKcD5y7fyY6nnekZiiTbFFgW2rPQrkJ7mglVZ0T52GK9JYFCpB7VjTwEIamekvznN/0fHFINDlgurrAJMiP7jfoM019OKJ5Zg9kFkv1UEx8wMjCwkfkP/+E/8Oijj3Lw4EEeeOABAJ5++mk8z+PTn/70oId7VUO6Ltg22gYn7S/X/V2t5TG5EOEutTHXawTUWQBkGu9mc9uEHST+O22FhVIQRNgNK2Uq5QSWnxb1DcbdF+sJ0D6qo4VlpX0/4gRvJcbyFSKRxHlB7FusJEUUmuWkSDXJo+oqi+/3/xJfIzNk9GA2M3vppSU2aIbtBYTtpPNfyCNKRXQxz9q9Q/gjgvx0jZKM8IS8RtSxpV2W/AK1psdEtGlMncZdUiFUkoZZdNYAa7vFbyuVBd2bH+gzxGjS8r31f/f+bsDnCFB+jD3vsaiHeKp8kGGrycvtSc43RgCYzNUp2z6NxOMJ/xBKmLQPPeAbm8goSo7P2ePgj1g0p0awG8OEZUF7XBCOpCrqK9ribDTGaX+aZ+ozfOnrd+IsS4YuQfFKjN2MsaqttAtqEGzvlZk+Fvl+kCRpSE6bruaXbARYgAzXDUtiDAmalo6oak0rcigkZuuNRJbsF56LdgxD0qckBRJJZBL+W+0Qf7R0H088f4xTCwGi1ryxHE3PsbvYx5zlwEbmvvvu4+WXX+Y3f/M3efHFFwH4/u//fj74wQ+Sy+Vu8O1N2Isbu18QApHLIQp5Egdsobtc/thEtNc88i/OY9ZqJM3rhAk7lfBKZfUsaj3x39md97P29pIkhEQ4Tiq012ijohg3LqDtPCrUqSTFINdp2WmFeaKvX6HfQ1kWuRzECbmLaxhboQ6WCIYUsmZxKRylqvJ8uXaC+XYZbzntBrhtW+UbXrsG1GDVyjIrnLWstCVBu70zLbDNEKk8v3AdGBkiOFDBH7WZfzO4B+u8++jzad2GtK9p613THrO1MuGqh9VK0GHUpaWLzrEthTEWIluoiK/tUtq9ho5x6XSZhKwHSSZLYwH9Pgq987ELbS+hFHKtReXlIsGyzdOFg0hhmG1UmFspY1kJ04fWmHRqLIQlXmxMERtJmKTv1oFcjXGnzpRXZ/V1V/BjizC2CLUgiCyiwCbnRXgyYjau8PvLD/GFsycwsx4nfs/HubDUzWeZMMK0WpgkuXFLi53kwHor4I1OvfRMsJYkwcQxcmUN1XJRfvmar69ozaW4TN13KW4X1hISWSwgPJfEM0yphGGZQwnJmm7ziy9+J9afDHFoNsZ66RLJWq2//Ms1qhoDvJcDhvl3VCeTz+f50R/90Z189ZsGQimYHiccLxAOp3RJ6GnVrEWqTxZG/U14tos3ZuOCsau8ic5iv3GCiBJUqJGhHjjh3ynEE0qnkjDGbN3IrPNQdrwMkXpnqYSKJMoLjKWpJ2kYtRm7NGMnazObeXI7hNGm7435pi/u+JzXIDPIslLGlPJEowVakw7+sIAxn0PDVWbcVWwhkZsGmxidttZteKiGRAW70JDrlWHvbF5kj5GBrPCw31jZJpbnbne1JhUGFTEksaQVOwSxhY4lMTDfShfchXaJ5VYhe4wlImOFla02royYKVS7fVZiLZltVGg3XXzf5isrx7jkD/PE3EH0nEd+QWIvN9Erq93Cx85CzyB5pQGucVt03mltUs8mkqiW4Bn/EE13npJYoiQ1r0TDPO0fplbPMR2vbTxGVlcncx766AGiYY9kOMYVcp3ubQytpsv0QoK7nIZYN9fpbYne5yeLYHQZnPtQh7UjI3P69Gl+6Zd+iRdeeAGAu+++mw9/+MPcddddezq4WwlZKXPur48x9OZ53j/1CmMZ3bEjPEciMEHYnx6YyYQOMzd2PS688xiwCcN0YXHsVDa86ePOmrR//YDxWOG5qe5ZPkcyXEDEGrW57W/Hi+nsmLXG5FxaR8uERcXqnZJgMsGbbHI5GEZiqIY5gtjCSFK1WECEYZ8vQifsk3oxRpvUy+oX2qT9WLTqhqWum1i9EaRKG28VC9TecJDaUYU/ZoiP+BSKPj9y/Os8lD/PcWsFV7gbQmVpG9yIp5qHyX8jR/GyxrlaI6GzycjG19lNxxklfpvwSXYxqadtZa+w0d2/7+io3QoxxM6mSVtgLDChZKlVoBXYmESQ+DZn5g5yNhQ4awK3alLlg3za/+ip17hMnGgw7tR5Q/EceRlkITSL/+Q/gnfaw6nD8uIRaq1DjDcSputNVDOEK/NpWKwTnt5sXPZKlme70ovOe54RJoTUadO5JGH4tObff/5RChNN/m/3/Al3OVf5+bPv5vIzU5TPSqhd2XAoVSzAxCjhoWHO/pDgLXe8wodGnyHfQySJMIg5l8oTV1MB3H660/YoEAjX7YbwRSaeaTqhtms8qk06b/tNYf6bf/Nv8vrXv76b6P/KV77C/fffz3//7/+d97///YMe8tWHTColOB7wU6f+kENWtXtzNZrIZCGuQdoqG71R8LDn80FhtOm2ZhWZoquIYkScpCKLg4TLIJUet2100SMcTotLnQUX0VDrIomdkIxarw/QjkVQVoRlQTCWGpjhYotGnM5VlCgSIzCClEZq2/1RkfekEdp6n529WGzTPiA2wnVpj0maMxozGfDA4csczFf5juLz3GP7uMLqhlU70GgSDCthgdyCoXA1RLT87jjT/4p1w9BRzN3u2eqwC1W6yUhdgSTlQSdJWvSLuTkNzzYjk74xMr0kYkkrtIkiBYlAhJLcgsSuQW5Fk1tIJXaCIYsoJ1g85hJoC1sknHLmKckI3yh8oxDC4K0Y8guaymNXiC+vL8wbr7ST0L+1Kt5Gr+fdcksRhXMuraDEuRPjDKkWlxaGqZwRFGdj2GwgXBddytMed/jue57ml2e+kBWtrm92fWOwWoJkdi4L1fV5vzOJqg0eH6TvSr/FqfvJLvvJn/xJ/vk//+f87M/+7IbPf/qnf5qf/MmfvHlGJttZI2S2c9ubF0qNjqCPz9CYyjE5ucxxa4UhqZE4BCbiTBSzmBRRLXlN6GvLMWa0xpSrvkcCdbCep+ggjLK8h+7PU+gMUSkYrhCPFmkdyFE9rlABTDXHkHHS7YMjKmVad00SlRTtUUkwJIgLhmAqRuZiThxY4lR5kZwMGbZbtBKHq60K7TClWZqClxrFRirfbrbLz1xvYRjEWGTFkcK2UoPcIR50wwNmsGcmq4VBSpy6wVuUtByHhfESltQsJmVWVIuKjLCN2uDJLCYB84nDWuSROBDnFY7nID03nYckNeJp4jgTU73R5kUpRLGIKeTSQsOMsorZgQezV7nRjsdba1A5N0S8oPCWFVFxmGJkujVA3kqE1U6wGhFyrQWWwmrkiPMWyw2bQCsaicuVeAiA31p4mNNLEzSfH+bQ6RB71U8ZnZtVga/5eYv6qr3wZjqippsIA+vyP+vrQrr4G9y5BsMvWdhNxSeO3cdzw9NYFzzKF2LcJb9LHpKeB7ZNeO8hZh/xaE/HfKh0boMqwitRg/+w+B28sDZF8SKD5To7Qq4J6CDYqEKybV5okxczIAY2MlevXt1SbfkHfuAH+Lf/9t/uaBA7Qif5rRT0q4fVD0aGWHyoSHtS8I7xi9xhe92b29ABL4aTnAkmsZqyq+103WE6Tpok7iQhexePnSYa2WRgABNF6LX64AZXKZKOgTmhaD/YJmlZlC4XKNUrqYGJE6KZEeYedggmEkaPLPPtkxcZslrckZsjLwNmrFWGZEBdOyzrAleiEb5qjuKHNkJAXHKxALGW5msIw+4urzMnGxhluzTGQmXPh2OnqsdhlHo2MjM2ie7/mREiDb84NkiBuxpTsNMC2JUDeaQwXImGGVc1oEVepFXsEolGM584vBhOsxbmSDxBWFTk8m6qWN3TyKxDOzdxT+fSDa1+12PpQqmUNj1SwKoKzEo1DQ/eai1AY0hWq7jPGTwpKYRhV8alO7bOOLUhSRKEbWGVy9jFPHZtBj+xqcU5LoTjrCU5Hvv6KYafkcycj3C+9hKm3Sbp3UhtvubNxmYz9ipstsXie42YqEnS5+zSVcq1Jt7SOOcPjfDESJnxl6Dw4iK02iRZmErkcgjPZeVulze9+xkeKF3iO/NnUGJdhPi5cIJPPPYQhYsW06fbO+wCmmCC1IPZb5bZwEbm7W9/O5///Oc5efLkhs+/8IUv8Mgjj+zZwG4EoRSiUEjZOPlcFoMP0Y3mjmpEZD6ftjGdqtA4AuFExFFveQNDSBvDclJkISwhr+cs9HhZncJFk3R2VcmGv9tRkyRYr1jOEot0FqY+F2dhWek1F/JUD+WoHVU0D2oOjlVpBA6rd44SFcYQCQgN/ojAPxxSHGlxaniRO/JzDKkWh+xlPBF1ux36JsHXaRHeSjNPu+ZRyiIBxlaISjHdwTea6Ky+aFN0qXOBO5uYDnTmvSRZjUTnmeiwfwY5fieEFccQSux6hGdLgiGLteUcC1rQOOBd87XIJGg0toCSbDPqNbk8AiKWFAsOlmWloU6lsoJLs1HKZSv0KD2j5EZBy+6170OiexAkCWS5ERME19RGdcN4ncU4EWm4yEk7OF5pVFgLcjQTh7XQw11U5BcTnNVM5XwAT72LzfU/N6nPUPeUcQx+gFUPyF/NEbZscitx2sUzitY3n0mCiROMFIw5DcatOnZ2e1M1hITFeAp3SZGfM1j1AL0HRI39xMBG5j3veQ//7J/9M5544gkefvhhIM3J/PZv/zY/8zM/w8c//vENf3tD7PBmC8/FzIwTFxwST5G4Emc1xHrpEqbZujFlsef8QinE0YO0D5VZeK3D33j35/n24ovc76wC6zuIptE825zhmdUD2A2y8Mu1dE+hFDKfTynG+TzGtVMGUKuFIMtzDJr0v2a3kbm8jSai3V6v7u0TslJGH5/BH/OYfVfM973maxz1lnlt7hwAL546wEqSJuu1kRSVz1FnkZL0GZVtRmS6W3ezl9fOHqW5RHAmmOTF5hRr54coXpHk59PFJMlb+GNjICB/fg1xKaV8rjOjkm7SercwcYLWfrp49YYvdrgAmzhCr9VASCw/wHYd3OUpLD9Pa7LEhWOjvKOYStorIUiMoWUiImMYkVByFvjuked5+XVjrC6XyK3kGL6aS/NhpIuQ8YNrK7RNsuHeC6WQOQ9sB+NYaFumMjC91NlbIOfeCxPHJLVGRrTY9Exu8a6bOEa30u61pYua+WcnmFPwsjWD9CUHH4vIP3kB2n53x98vuu01uicboNvoDQ++BSNrm7VM+0GaN/V9Dq41MbYFqzWS6lpG2kgHpVstCAKENhx2VzhqL1LIzrOqfeYSxZfWTjLxRELpiSvpM3kT0Y02DDCHAxuZv//3/z4Av/Irv8Kv/MqvbPk7ACFEKi29TxBKkngWcU4RlSyiggAc7HIJLAu1eQe1VZyxIwaoFNFInva4hT+u+d7yUzzsKToGJjGamITAwFJQZKWZR24mcvQagU7lr5XqFuHYEETdhOyeIXthdpLgFbZNVHYIhhVTUyv8jeGvMaJ8DiobWyje6K4nVSWC3vZZEveaGpDOrt03NlfDCvPtEnZN4FQNVjtjPUlBnJcYJdCujczmfr2qXadztAP90M0w2mBMsvE4g1awbzjgeq/zZC1BSIFVKpBb8khcRS3aypMxJIAjBJ6AGXuVI5VV4kQR5YYwSiIyleX02WDrmHgn9t8hX1hp91GtUm2uHVG7N2Ovd/Y6GcxZzGqCnIbGqVogUuKACsBbbJPML9z4INuhNwzbK4a5q3qpLSb9urTmNGxm4ijtqQRb3uvOJksk4BsL39g0TQtb+ywmkvPRCJebQ3iLAfGV2Zvjje2yWHVgI6MHqNq+IXbB/jB+gDW/hqp7NGZGWLsDtGWRvHMKBIhIIOJUagVDJkAoEDHERUNcSPWCjEp/6Q77jJYXeHR0liNWm14P5krS4qlggq+3jvLVx+6kdFYy8mKQxvg7oQvo7phlPg/jI2jXJi6mnpa7qKC6BiZEmIxKO4i+1Fa1DFkR2HpRXpZk3xyO2Opwo0MsPujSnjA8OnaZg1abgpDYQl1Tqa6ERLFeI7TZwAQm4quBzdlwmv96+WEuf3UGZ00w+VKMtxgiogQRaYwtsV2FUSCiJH35LSulTwO02xg/QCQJumc3fk31fz/orWLfa3R2wytVSqctVFDhpdVxnhs5wL3uLJPZ49DxaJLsXtkiZtRtsZTzaQMiyGobsjYR1wvzCstO6ybKJfTUKIlnEVYckpzEatipndFmZ57aZsmj7nXeRI8o88K8+TaVs4X0ndWgQoNaafSnDbgZYt2Ap6fYjq3XrXLuP3zdIRUMOte9pQtbjSfLl4w+0+L/91uP8h+HDWP3LnLH8AJfOnsC97kcuQXD5MWLxDfr/mxhYAaRLNpx07JbDR1GsLCEyOeJCqMkx1ocGl/lw0f+nCmrSlXnaWoXbSS+sfG1zcvtSWpxjgdLF3kk/3IqzCcMSgiKwsYV6XT0JtkA5hKXLzbu4LGlI4x9XTD6xDKiWifJFH47rCOiKI1uuA7RcJ4kZxGWU10xFXjYnVbM0FMH0v/Nuga9O4zeqm+gW2C1VWxACOKhHPVTMeWpOm8svcK0ymfXvr3h3+p3idH4JubJ9ikeqx7j3AvTnPiUj7XaRq7WMK02opDHFHIY18JqWhhLpMn4jAFmcinjTMRxutj25kw2J777XgSy3cWm614/zi5e0Oy7ycoqotYgz1EuV4ucCyaYstaAaxUgEmOwRcKI06TspkbG+AFEPQW911mwUiKDDfkcwUSexJXEOYm2wHWt1Mh0jtG7AekDN71V9TYwSYK1WKOkJCLRyDCBWGNW12785W3QDZd1vOTtnokdDXindW43fvbU0y9z9HwZPTnChb86wecPDTPxBYuR33kK7QfEe0V06mCredg0zu5mr7M57hN9G5l3vetdfPSjH6VSqQDwC7/wC/y9v/f3GBoaAmB5eZlHHnmE559/vu+T7xrZJGgH8vmAUa/JqGowIn08ERNJRYIgytxOWyTUtccJZ4EhGeMJgSsUCoEt1DWLaEP7REbz540H+NjzD2EWXA4vxIiWnxZZdR6yDisoG4+JY1QjQMS6GzMXHcl5Ka8lAOx6HnQaWyBlVImpcUzeRbaCtB4jjrsKtMJxwLJojjg4wz6HhqoMqRYxCRLJVjn4zehIqy8lbZ4OR7kYHeS3zr+BxctDlM4prLU2stHC+GmnUGEpdMlLhQol6drfLRzUaUMlSBOgiU4XBKXoNCzbu3nandu/GUKlVdnGkhgNLe3QMi6+qbGmE77iz7AYl3mheYDLrSEW2wWuLgxBzebwfJwamCimS6m+3k5bqTQPY1toW5A4ApEYlCbtsaIURnWkd/bIWNzk5LhQiuDIKCt3ucgkbX1g+ZqKH8Dq6oAHE5l3v66GsG91Q/swRyZJMH6ArLUoXaigfJvCXFb8vdcGZssBbJE767yPAxrXvo3Mpz/9aYKegqGf//mf5wMf+EDXyMRx3G3H3Dc6zX92AqO7EuhRAe4ZXeT+8izH7RpjsiNG17kZMZoWiVdFG4MtJK7IdcNCW+3QI5MwmyQsJjn+y/Nv5vgva+z5OcxaLW2znCVY0+SmXteMAkyjibiksVwHYSYQ2kX6ESiZMc3WcwV9J2m3Wxw7hi1bpGSpyOJbJmhOC7xlQ2E+wWomeFdqSD9El/MkRZfqcYvvOv4SD5fOcNhapa5jvJ5Q2XZeC6TS4hEJn/dn+N9e/h6WlkuMfcblrq+vIutt9Pximo/rGJKciz+ZAwPK18he2ZsoRNfr66EMbdIQh2UhoEt1FbJPjbcbYQ8XBGFZiEIB7droWLISFliOi6wkczwTTvDvz3w3i8slCl/PMfZsSL6dcNdKE8IIllZTJuRmyut253IcRN4jybtEhbR9s7umsdoJqhWtt09OkoET22nPHbqGPfswO/HOdcwGhbAs5t7kcfxdZ2lGDvO1Es01D6c+hnPm3AAHEuvMTscBKTD+NgKgu8E+zokJQ5IoRjSajP5hjTHbRjdb6J0w626EG1GYe0onuvIzAyii921kNsczbzkfPxuDSDQqgmW/wKxb4XxcpClbKGGwMUQIItO7YIpsfY9QmKymATwhuv1PfGMIDDwTHOBSNEK0lMM+f4FkaaXn5OtspVT6hO7PJDplNRmNCGNkZKdy5fuNjqSHDYkH2hFoW6DtjgclMFKmyWJgJcwzH1d4USTMJS08EZGXAQqD2iYulSCyhGSOrzWOszhfwVqyKV6NEBevosMo1T3rzRX1QGiDiFMqcapWmxaPmiTpYQLtcONxsyFlSqEXQKC40qrwkjPFqNXg6dZhFhbLyAWX4hVN7swSBCF6tZpuUKK4L+OyQcW785E2yEQgI43yU926Wx3q2hNISVwwvKZyhWqUx5YJs7JM4pX696p6hUM3Y69YdzdDSaBTy6ITkuWVG//9TnETlJhvbU5mNzfLGEyUUh9n/qxG/dwUjw8f4M+PP0jiGrSnwTLIpsKpSkRCN0QvkrQbYZwH/1CEVYiYHl3jaHmZlaDApeoQbd9GvFwgPyc4fDZKe6H0utu9IpebWZqdn7VGVhs4sUY0WqkHlOUduscYpFL3epGeLGRmWm2GX/TJL9g4tRirGiCDCLGyhokiZLOFsiymG8OcX76DM96dqc6UEl1GDyLTntp8e7Lzd8QP7abhyNUYu+XjnF0kabY3XFNXgG9ljXxXNFCn/W7qzVQZuYd6bbLKd0Emb7Hh8nbKAtq/nbiw0j4yQhtGnlRcuHiUC+Yof8BbsJtw6GyMU/exZ9fQi8uplxGGPcSM/sdkwgj8ALVSo5RR50UrQAQhpuWj2/564r87wAHaSGxF7b3ZG0kh0BZUrBZKaJp5Bz+2Cd0KwrJvXGi8qfqeOIZ2O/25V816u4r2bzXs5LqzzeMg72PfRkaIdZZG72e7QTfhuNMe7DqtWuXxZyk+IRianGD47hnivCIsKWJXkFtOyJ+vpu1XTRpSEn6IabVgbISlN48TDNtcOeIxP10irDu4szZuXTD1lTb2CxcxQZi+xH3w4buy37EGozDNVirb3m53E7z7WcdgggDn0jL2sofww7TYK07QzWZXwsQkCVydZ+jZLTwGo9M+LK6b0q97r6uz8HeS1Vp3X974eky2egPR9tPduEp9JNP2U/JG7/c6c6flBu9wx9jvxcO2wHUgMQy9EpJckTjVCGupgfADkrkFTBDsLvvWmfNOgWMYIToU2DBCZ0rDprd+pFu/0eeZO2HrV0F0Agl5GaIwjNhNlt0CC1ZKfEifjRt8v4fxdQ29f7vr2+Nc3W1sxEDhsh/+4R/GdVMmkO/7/L2/9/coFNKCvaAfBdDrYbc7TmMwvo+z0MRyLJy8jbYlVj1ArjWyivgsRxBFWVKtQflCmWjZwq4pgstF8j64qxrL19grrTR+3nlQ+23s1YswSnflN8HAAGkYKghTpyNrw9w1LL2FetcpShMk3e910SvT3xPu6Ten0A33RDHGmK21y3pYUd3YLzukMG/Gfng0UUoCkZGFYwzGVsiGj6g11vvn7BadnWOSQJTVdpmeRHYn99XLVuw8pzcjRLuXMAarKfhG4yDN2OVKs8JCrchwYMBOW1DcUMppOyt0o/turkO82CvcxPzWvmEH0ae+jcwP/dAPbfj5B37gB675m600za4LkRZDbuhlsAtGS7JWQzRT91hK0a0diLcJc+m2j7Wyiq0U+U7iFFK5DmPSGoZMuK7bebDfdSNzKXWrBZkXZHqNVee/e/y8GWMwzVaq59bZ4XZk8q8p8tv6YoxOwws3IhtcF0Ks56s67ChtMGFPiOwGScb18ezAuPceq/c69lC3yoQh1Orpj4sGYTQmjEg6Oam9WkyM3rBBMJ3iza0EV7MGeX21ue4efwu6981Gdo+cNfja3GHagYO/6qHqCquZpPRtyK5rm7nd6rP98FCMZuAK2N5IwF72AO/nnHv1LO63QOav//qv7+gE/SJdxNPwzY770xuDiQaQnegViesg6xuSHm5TfBu4LvV4iwd6gzLrzUBP69fuLncf+fxbYnNTpIx0AGa9BuZGY+oNYfQynfodUkcpt/vzHjZlkqpHXqOTT9LrHt4+UEyNNhuImN1ncycFga9iWE3DykoR4yvsVYXVEFjt7J3WA+QwN+Mm07Gvixt5NHs9VtGTkrgFYcFbm/jPYsEikxbpehJBnx3e9mlM6S4+qxZWPYtkJ9y2lWd0jZewXkx4jYHZy0WhVwk2W0hNb1Hj5r+9GSGBTr+TTCW7WyRqdNcI9oXdvhTi2pDbrjeRQiA9NyvAXffQ0PHuFsFN57jmo2weu/1mIG1jIMR6b3lI55dvQrZZFhIceb6F5eewfENuyUe2Y6zZFXSztd7xdZebn12/A0KSsmS2eD63IxX0MN7WacC93+tV7pAbIx+7SCF0IwJCgtgUToX+w92dMe4At77ivxNL7igXwzXMopuNdVpytnXMxtYRIBRGdP+ue8M2y35fk2/YlODeLa53DG3WK5t7K+dv0sLTfZA7BmazAi7s7MUZJLy42cD044n2i0ybDli/DnNzOlFuqFrvPJewbmRg91TdW5A76CzA9vwalUQjWxFicQWCAN0J/V6vYLW/k+zPO7DdO7/ZwGTn35xjND05tS5dvVdjba/ROX42lv2O3t16I9NJbBqz8UWRancL0i7HZHQPlbaTcIT+VW6vaZYkuzuXjueGNgit6UuY6UaGKUvkb/kAZ7+/Wei2FA7DdV23zIsaKGx4jeHe2duwuZbpmuP3+3x1/j6KML0afh0iw2YKcb/ox8PciqjR8Va17s6zyCrcTRT3b5R3olnWhwxJ3+gcSxtMvYllTMqca7W7zf52qp69cXybCkw3/G6H9633uJs/h23zGNs+J0Z3DcCeouu5yG6l4Ea6+zbvwqZr6awvwvRfHP3qqJMxmtTDX18QhRTrCd+bGU/t7kwTjBFAWrvRPXvvzd/KkHT/uZGzv56fEOtaZ50wR7+Rwc48bJuQ71mI9jIHMQiyIjIAE+oNOm3d8QyyiPUW1u1ix7XlC7XVz32MTYcRsE2L673IGWy+xx0jJjY+R92QspBp6AxS71GI1PAMEnHeyTu2F89Yb0Ic0KurXQmZvjdI2419K+O5XZ5OZAVife0fs9KLrcbVR5RiKwOzHkrLNmjbHXMn5JcN87ORudnXvetEm3oU0wdhTt4SI9MJK8QmYqM53PjQdsMPe8nUGQgd6842L9Tmz3popD3DNcZkITYJRqS7AJOKV6Zz0HOtm7BxrsjmoZ9w2zYvwa7j0YMsRtvMX1/f71yj7IYnbzRXvb/rztc1f9DHS7Xt8be4nq2OP/Acb7WL3PxZ+vz0PkfrOwqZPlMi/UwgMCbs/9kiSa9poHFn44BdRhw2X9cWJJkb1qdt90xu5aH1frZx/IO8i/03vsvWhN7r2+L43RB87+/26v3d8JUt7tt1j7/+9yIr+Ib+3sUObomRqddT2ufn49+7FafvH2abf2/32fpm4Vr0frZFSVG9Xu+Kj27+HOAL/OH68ft5zvbLJg9y3BvNXz/f7clddrDdXHV+B/AF84m9n4PdXE+/x93uM8OWc9HFNjYV+ni2zCf6GOQ249ktbnRd/R6j38/7uIc3mq/PJx8ffGw3ur6bFXAY9L71/v0WY7zeu9iBMLdAhExrzezsLKVSadeqAd/sMMZQr9c5cOAAUl67O749V+u40VzB7fnqxe1nazDcnq/+0c+72MEtMTK3cRu3cRu38a2BW8sVvo3buI3buI2/1LhtZG7jNm7jNm5j33DbyNzGbdzGbdzGvuG2kbmN27iN27iNfcMtoTDfZmms4zajpX/cZpcNhtvP1mC4PV/9YxB2GeYW4NKlSx329e3/Z/+/dOnS7bna5Vzdnq/B5uv2XN2er/2aq17cEk+mVCoB8G28Cwv7VgwhRa8oZ682UofV3SPpvmtF1G0QE/EFPtmdk80YaK5upZx5NlcDqboOiBvNFbyKnq1BsE+ClHv6bH0L4PZ89eAGUjb9vIsd3BIj03E1LWwscYuNjLRTPZ6O8KXRG4UsO822OhIee90rxHSGsrX7PfBc3Sov3pBJLmUyFPsxjhvMVe/vbvmz1S82XMseG+a9frb+suP2fG2Nraajj3exg9uJ/w46PVC6qsGpRP2GSfxm69FxG69ubO4F9C0e57+Nv5y49VL/txpZK1tUugM3xnQNt1BpTxSMSful3xZH+MuB3bSV3ssxbG5SpbMOhrdqTLdxG/uA255MBzLtgLmt+3f7Zb+NvUCnLXRvCwPYXtX5Nm7jmxzfup5MlvQXlrWee5ECojht89ppw9zpyHcbf3lxszYQUiE9d52g0Wl81kMBNQn7Rpz4pkHHCHdIOUmy97nQ27hp+NY1MrD+INtWyo5SWXOyQKRN1JLkW/tl/8uKvWyDPQCEUgjHBqUwYbQ+BilTgyMFwux/O9xvBqT50fW+J7fTod+82LGRMcbw2c9+ljNnzjA9Pc2jjz6KbX9zMC5kqYSslNEjJZYfHCYsCizfoAJDfj7Ce/wMSa3xrW1grrcA/2WYlw0dGffRcxACNTSEKBbQo2XWTpUwUlB+qY6cXUw9ZT+g0+L7W9prlgp16hjBTCXt6acEMjZ4L80TX7l628PrDbMqhVAKOT6KrhQwrk1UctC2wB+xiPICFYLla6y2oXC2ilitYZotknr9ps5j30bmXe96Fx/96EepVCqsrKzwrne9i8cee4yxsTGWl5e54447+NznPsf4+Ph+jndPIEeHCQ+NUj3lMfTBy7xt/GW+snKMc8sjVJ8rc+LFIlTXbvUwbx025wxE747SsK+L8k3EejgG9uuahFIwNUZ7pszaCYf621tIpYk/WWbMDxGNNqbtY5LkW9tzFgJhW6y+doyFN4KRgDSoluSInsCaWwDT03L6Ww2dmr7MuIh8DuG6NO+ZonbUIiwL2tManU+4944LvGXkLOfaYzy/OsnsSpmhPxll6OU89twaInveblYIsm8j86lPfYogSFs6/tRP/RT1ep1XXnmFY8eOcfnyZd73vvfxL//lv+RXf/VX922wN8R2BUTZ58JxEEqRjJWpHfVoHhC8degqD+XPU088AJ6vlMBSN3PUNxdiE02bTlhQr4cPpUAWC2BZiEIeXfTWv65BNtuYVhuCIPX4vpni5ZkBVcUCYriSfhaEmDjGtH10q5V+ttPFvmOgbQs1PASeS/tQhfpBm9a0YGasiiMTrkyVaB+u4KzlsKSAIERX19C+vyeX+aqHEAjHQea89DkrFjB5j+a0RE62ECKd/6hpE+cUtpKY+FsoZtaTM5ajI+A6GNfGOBbGksR5B+1IakcsmjMQFzVqsk05H/Dg0GVenz/LiNVACs0ZK+bqzEFknKNiwFpYxoQhOrg5m8Udhcv+7M/+jH/zb/4Nx44dA+DgwYP863/9r/nRH/3RPR1cX+hNEvbUuZgoxsTRenLfcRBjI+iix8VHy9z3ztOcLCzy/qHHOaBCDg1/hWrF4x+t/U1M3gOpvrkWz+uhJzSkigVw3TTebaW33zRbmCBAuC7CczHFPM07x/CHFat3Q+HeVWwrQUlNoiUrL05TekVSmo0pfvY0yTeL1ycEslhEuA7h/Ue4+rAHAnILBrtlKJ1ro549C1GEDoLBXsBsIyOzOeTAJLNvH8Mfh+iONq85dIHDhVW+u/IsCsOvvevbefH1k/izBSqni3irmpGvzGEuXn71ezQ9nu6WShnX+x7rRc7y5FEaJyv4w4qVeyEZinnozpf5m1OP4WubpbjMC81pnvrSa8g7TnqKbxFPRuZyyHIJPTbMxXeN0DycIIZCRocb5O2Isdw8eSvk9V6NaadKXoZMWDU8EXHEWmVcGe5yVnk4d5bqaI6/GL+Ly/4wf/Fnr+FEYwZZa2Fm5zDBFr3g9xgDGZkOvXd1dZUTJ05s+N3JkyeZnZ3du5H1N6D0PypN2iMlwrJSlpjWYFIDg22DY6PLeeKKS/tQzE8f/APGlaYobGyRY0wBJEyXaxi7glAK880eA+4xLh0jjOsiCjkQAmOnt1/EMRiNcB1MIYcu5mhOKtoTAueuNX76nj9gSLbwRESI4p+r72MhmUQYRcnzQDa+OeLlQiIcG+G6tMdsWscjUIbEdXBqArfqkHdsjNZZ7cqAmwwhwbYRnkc0lKNx1GBmfL7r1Iv8yNgXqMiAA5ZAG0Nt6jFeqMzwx8W7WGhNEuclQ0UvK8o0g5/7ZkFspF0LqQcbqpAIxwGliIZzNKbT52zs3gXuHpnnr40+waP5Neo65HJsUVEtHs89kLE/v0Vo3kKk61bOIx7yaJyIuPfOy7xu+CLfUXyBIdnmmK3JC+ear0oESuS7Px+2IDExb3SfomUiHj5yirjsYcc6XeNuwuUMZGR++Id/GNd1iaKIc+fOce+993Z/Nzc3x9DQ0F6P78YQMnW5cx5CSnBsjGPjnxilPaqwAoPV0sQ5yco9Cn9M88Dd56jIBFcobKGQPboJhwqrPH3/YUqle3DOXCWem7/513Q9ZIZDOinJwhgD2iA8F1nIb/jT+PAEjSN5jBJoC4wQaaxbgN0y5K8GCG0IT44Q5ySxJwhLgqgoaN4XMDxa5ztnXuaUvYgnEmwBiYH3HXyaz+dOcf6OYV46ehyneoKDn6nD154lG9RNnpTrQ1gWMp9PNxrHDhCMuNSOKErjNYLAJrfgUDkfkbtcT/MjUdyfukOPFy2LBYTr0HzdYRYetAmHNZP3zXOktMrrSheoyICC1Ng4IOAOe4GCDFAHNJ+3Qy4sD1O9MsSQOIFaWiOevfrqmcdekkTXa9lkXG4wVlkoIIeH0CMl5h4ZoTVlCMcTChM1xgstvmvqNEfcJaasNVo64kzk8T/XXsfTqzO4VY0Jw3X9wL9M6NWtEwJVKoHrkhybYuXeIv644MixWR4ZPcO0vYoUmitJhU83DrESF3h6dYYraxUsqcm7IUU75EcOfpF35C/jCUUuM0RKCGwklpUQFzxU214Pm+8z+jYyP/RDP9T993vf+15andh1ho997GM8+OCDezawvpC94CKfw5SLGEthbEVSdJl72Ca5s0m05uIuWMQFwyNvfYbvHXmaE/YiI9LBzoxML+7Mz/Nn9wnao3kONEbh1WJkOkV8ZJ5bLpeGB6MYY0zmWlcwUiKy+oulh4qsvDFCOgnKTpDSEIUWOlTY8zbjuMjIsHKXwp9Mk4bukM9Qsc2PH/8cb8mdY0jCqMwBoLKF5h8Pv8Q/GHqBwMRUH9J8LZjhF1b/FhNPqix88upaDITjIMolTCFH7XiBxoykeTThjePznF8bwbnikf/q2TQn0273v7h3nj/HRgxX0EWPq2+x+Lvv/TST1hpT1hoFGTCu2oxIus+bRHCHHXPMXuUt7gp/Z+hxPn9ohp8687cQSYXyGYmYX3j1hIY21KywHkYe4D7LUpH44Cj1o3mOfOAV/pfDH6ckI0pSIAGVbfR8o6kbeC6Y4ZPn76GxUODocoIJo798RmYTw1EolT6n5QLVO4ssPRJRHmnytw49xiO5MwRG4RuLS+Eov/XK66mtFCg96zD6YkTiSoKyZL4i+K33xzxw5ApDMianUiMjkdgoHCcmKkisto2tbo5n2LeR+fVf//Xr/v6nf/qnUTfJMnYgpEhDQJaFcWySsktr2iMsSfypmEMjNVbcPE07h5WLOZFfZMqqUpERSrgAJEajhCTJdmgjVoNkKqSNQ1xxUZb16oyRGw1apoZGk4YSMnkc7doYKQgrgqGxBp4TUXRClNC0Igc/tliySlRrHjKC9sEEe6xN3guZLNUZ85ocspcZkpDPjLAS6w9kZ7F0jYUtQg5bK/ijAnn8CKLeJJ5ffHXms7TGCjR2Q+AuKZ64cJi45nCiGmOy5P+g91moNMlvXBvt2WgFCkNLuzwfzABwyF5h3KoxJH2OWCGesFBCgFFEIgEDvrZRvsBpxEg/Jnm1UJk3U9l3WLBiRipUTxVoHBS8tbTApIrwhCQvbXwTMxsbWsbifDTGbDTM12pHaK7lkE2FzGqK0hzQbi/oVYDNuSnXRZSK4Dq0T47RHrWoHROMTdSYKa1Rlm00gi+2T/L51VNcqg/ROF/Bq0ry8xp3yUc7ChXYWL7i2XMz/G/u9/Da8gW+r/gCeamIjCYyhiiyUKFBRBpu0jO2Z8WYhUJhrw7VH8Q6V9zkXJKyy+pdeWqPNpkervHXxy5wV+7q+vhkwD3uVUZkTKFnwdQYtEmITIJG86B7iR97/Wf5+tphXj59F+NPFzBhtM462o/r6OdeG5OqoXZ0rsIou36ZFpMqmYbDLEkw4hLnJY3jMf/8js8xYdUYVzU8EZMg0EZyJR7m6685QmQUd3hzTNlVCiKkJH08kXBAGfLSQV5HeUgJSQ6HSdVCP1Dngp5k5HRC8VO1/ZuvQSGy/FwcI3xB4WwNb95l9Bngj0EGTeT5qyTN1sALqLAtRC6H8FyikQJhxQYJp1uTrEU5nrx4iMi3GB5tcLhS5c7yPD84/GXGVZjlAhUrSciZqMzTzcOUzxkKT13B1F+FjL2dru7Zglq9fwT7g/O8ZXie9w89TkWu5xPmE83/WHsD59ujfPHccczFPDIGryWw2mA1wkwpfS8u5Bajh4osXRdcFzM9yup9Q/jDkvpbWzx89AwnCou8uXAGT0QkCK7EZf7dY9/DkY8KCo2YO6urEEaIRgvTbKGkwLYsCpZF6cIkrwzfzefefj+l97Y56izhaxvf2PgrHu5ygLXa2p1n2O+6xV+Giv8sjGSkICoI7p2+ymuHLnGHd5UZa5WCiDLPBTwhkAikEEQmISEmMJok270mgCskr82dR2F4rnw3olKGZgsGCaPcDHQkSZTsypQIrTEotC1IbIHIR7zGvcS4ajOpLNweefI77TlO2IskCMZVSEUqFCL7G4XOhBoDExFlC4yb7cAtVNezUULiCZgernHhQJ72oqR4kz3abXHNLtwgGz4iiBEtH11dgygiCaOdL+odT9oSGJV6lfPtMit+nnjRw25KVnWJREscFdMcsqiYAC00EouWEVyMRrjiD+HWE/TyyqsnTNaB0UAnFLqDd0BIwpLgr0y9zOsL5zhotXsiCYaWtni5OcH52gjJXI7yJYFJHT1kmPIghONgwhBebXOzE3TU3ZVCWIq44NIalwSjhtccvMKPTH6eUdnigBUTGsOz4ShzcQU155B77EV0q0UShlvfCyGQzRZ516F4/E5e8qfRSEJjERmFCCQyiCGKu3mg/V7XvnmNjDFpglYbxFod2xjsZo5hp81hZ4mj9hJTKsAGPCGJMCwngpaxuBIPcSka5bw/xqcv3kWr5TI+XOdQqcqY2+TewhUSBPG3r/Hi0RmGnxVM/P5L6LU6Jo5unbExaSFkNxQuOnIkEcQxMoyQjk2hXUTnbObrOTwRkxdcQ3DIS5uDVogG8sLakJtqmZDHgyJz8RB/uPQaHr94GNeLePjABQ54Vb6j+AKvd1tpnFco8lLxfQee4mvFI3yleS8TngeNV4FiQqd9g+NAzsNYqaK2iGKIonTR6tQI7fgcAuIYe7GJatiMP1niTPUEKoDpywlWO8EfsQnLw3ztnhKzk8NMqTkio5HE/MelR/j9P3sTuXnBwTOpgdn1DnP9h923qMnu4W7zIYkjuMO7yil7sRtJaOmIutF8tnUfX/3c3RQvCSaXNe5qSDBkUT8sSVxYO1kgV7kDd64JL5559RnhQWBMty5NZIzMcNih9pqQkYka3zH6EsetNVRGsjkdVfjHT36A5HyRiSc0pt3OiCnb3FhjUgWJKGL8601+/zcfIc5DMJ5gXM3QaYX0Y0Si0/okx8nW0QHv7wDv9jevkQHQCcZozFoNEQRY/gRDdosZe5UDKmBS5bp/2jIha9phISnx9dZRvl49xMtLY9ifrTC+rFk7kWfu4Aj5sRaFYwETTo1/ePdn8e6N+JnCe5n8s+J6pexeJrYHXYg7L30cpx5c533zA0SzneYIag0s10E1juOKBE/IDd4HgELiqo0yQInRaAwtnfBk+ygvNqb58jOnmPyCJCgX+NM35BgebZA/FnKn/XU8IVFC4AmLv156jkeLz/Ouw8cRrrMzCvBeQoh1GX2lMJ6DUQrhB6l8SxynRmYPDKHRGrGyhhKCylqL8mkPEcawVIUopFgqYUp5YIyF7yiDO0eEARPz51dOcfx3W9hzVfT84t4soF0m2O4P1cWOi1NTQ68dOOEscMQS2CJddnyjqWqLZ+oHmf5yQumJK2ApjKWQR0ZYO+6S5AyNGYk/4lKxJbkz1je3kYEuMy8V4jWEZcUDJ8/x7aMv87bCaQ5aOQITUdcx58NxnK+WmPpSE/vqKnEf9VsmCjERyCde5NALeUS5SP3BadojFsXZEMIo3ZzaFiJjp5p9DM9+cxuZDCbREMWowHCuOcqLuQOMqybjan2H2tIJX2qd4kx7gicXDzJ/ZRhr2WL4aoK7GhO7DiK2aSUFgiMWnogZsRoMyRYHDi9z9dEDuGvTeKsJVjvGvlIlOXtxsB3AXrfZ7bi73Z8zLyeOQQq8ZcGvLr2Ne/KzvLd4mmmruOVhOsblhSjiTxv3cDEY4dNn78ZfzlF62SI/F2A3LcKXXOoVh/9pPYAtEo44SzySu0oxC8PZGAr5gPDEBHYhB1cXbrpOUi+MNggFJAnCD0FJhB9ioih90XYLbdLjyBgjMhIGpLvEOMEEQbop8RziSo44B9oIqtriS60TnAvGqV4aYqpWxbTae8Oe6pEDEtKGPbjMHUMqrMMz6KEi/pjBE6lxaOmIBMPvNu7m964+yJnzk5xaCjG+n4WQLIyAcNgQlxPCUQEaVGClRZmDFsq+2tB5b5MkjUDEBj+xaGmHyEg0mtOR5NP11/GF5RN4Swar2sK0B1SDSNJnkJaFtxggIwdnNUCEEcRJGgXKUg37iR0ZmWq1ymOPPcbCwgJabww1/OAP/uCeDKxvGIOJI0wc4a7GPHN5Bj+xmTm4yklrpftns4nDfzv7BqoXhyidURx/JsCqN7AuLmB8n4kzZUwhx8JbR2m/zqGimtxhL3DQivn/3PlRvvGPZ7gcjvJ7l17D8mqR4c9OMX51IV1I+tlZZQm/rvbX+i92t+PsvGwmSaM+QmCaCcJXjD0d8if5N/CJQyGH3rbM96hmVqy1MZkfkxIf/svyt/GHn3kD3pLg4FfbOBfnoe2jmy08JSl/rYjJucx91yS/9NB3MXlolUN3f5RTVrqS2QLuHZ/jqW+7m/yCx8TnuOk6SVvBhCEsr4IUaD+9XzvKL/R2siQNIfUSHIw2695T9nuhFHq4QP1ojmAkPd/5aIR/++T34D2X48BLCVy6StJo7n6OOknlTPlCEN1SIyNzHtU3HmD1lMS+Z41xFSJxWNExVe3w7594B0f+q+LO5TbylcsktUZ3/NqeIXdHlXvG57mvNMtBZ4Wfsd/H5B/mEa3W7r2Zm5CLuC6M6db+WG3NSjvPXFChXvBIjM//qL6R3/7cw+TmJIe+sYY5d2lg9mMn9CrCEPWMT76j8NH7Rzs1MPuZ+P/EJz7BBz/4QRqNBuVyeUOTLyHEzTcy0J14GWli32LVz6WUUCFIjEGjiYxNo+lh1STeisG9Wkc026leVBghE41o+bhrI1xqDnHOm2BItZBihbyM+e78eWbdWZ4fnua0EUT5XP8VyL2V91KkHRD3i4tpOgKWArsR4y47hGWLpnaB5jV/nhjNmg6pa8PZxhi5OUF+XuNcWCY+f3HjH9caSMcmvzhOc8FipVzANzYJYUbJNYy5DYIxjdASXc4hCzmMH6D9vcgz7MwgG2O6CWMTxztboHo13zrH1Wbd++iEMfXG7yAt4qKDPyyJCwlSGHxjY6oOxSuG3FKYStjsgYGh4031NEa7lRBK4Q8J/KmEY+U6nhBoNFeSIrPRMCy55M7MYepNdGZkTaahh4ChnM+R/Ar35S5z3F5CFlNGZfd6d6Mvt9tj7AGMNggS0BAnkkBbhEYRkbAQlMjNS3KLBllvkexU086Y9JlvNLpF3MJzU4/R81KigDbbEwn2AAMbmR//8R/nQx/6ED//8z9PPp+/8RduImQQo1ZcFr0Sy0kRyRIIDUYSooiaNsWqwFuJYWEZHYTojFlk2m2IIirPrrDw0cP8TuUI/3XSkJRjjh5f4P954n9S1znO10ZYXi4y2uhTmr3HCHf/tleCZS9v7KadtgwT7KbBagsiY6HRSDYulA0T8Gurr+NLy8d56cnDHP9KE2u5iV5evfb4WSO30uk1rHaJOV1g8XVlsJu4WX7me4eeInirxXMr08zXpxgePoV3oQovvTJAkaNAWDZd1ecdGGShFJjMmzCiO/c7ktIXIqtlKIEUmEZzXfNpu2vKGpSJQoHFh1zc71ji4eFF7nDmWE6K5K4oRh9fQqw1iKPd78qFUuki4rpZy3CNuFXFix1xx1KR1Qc0f/vbvsBD+QsUhc2FOOafnX4/cxdGGX9KYFZWMX6wIVQopCDxJHdUFnld4RxHrWXGZYyykh7juYtr2+071zHie/HuColMDH5osxrmWEzKLCWrfGNxmvGvR3hzLVhaufFx+oHR6cbYsmB0mJXXjREVBKNPNxBPv9TNVV47xi2udT8T/1euXOEjH/nIq87AAIhIYzUlQd2mpdOK/shAQoI2EhEorCbYjRhdXdswoZ0drrxwhcl2kCrCHqvQHrU4ryeZOzJEZBRrbQ/qNpafdTbsS35k045yP3YMW/R/EVGCCgwykkRma1pxYDSPrR7lhbMHGDorsZ4/v73gZcaMkVcXKDRa5A/P0NRpvYNNWqD5WrfK1MSf86XiCf7d4fdgtWysRgExCBFAyKxhlUz7rfSy6QadOqNTz7GzKA1qsDrzattdzTeC4IbCgimrLd01Ng9q/tGJzzFu1RhXTZaTIu6qQb90du8KfTtzZlvpIpIkYMLdH3enUAocm9JMjX82+vWsgNdhTSvmXxlj+FlJ5ayPbjQ3LmzZu6ItwbS3xgl7kTEVUZIWSpmdh3f2EnvtIWpDHEtasUM1yVPVDmu1AlOnF9HziySD5mK2QicPlFGndcmjdlQSDhkKV3PkO6H87YznLozqwEbm0Ucf5fHHH+f48eM7OuG+Q2RFi9Ct4gdoGgd7RVKcTbBX2+htdrQmjjGtNiKKyc3ZWC2XYMjlp8beixCG4FIRd01iN+NUkFOp/sMvex0i29T3pbNL7+QFRBDhVROaDYmvbRJjsLZ4R8NEQSwQ2ty4CrhDkRSC/KLm185/O0+Pn+f7hh/nISedh4KIOeQsk7ujynK+jIzyjL5QxrTb11c37vX6Er3hmrIf+pyY7Hud4tUBIT0POT2JybmEk0X8ERu7qfGuNhDt8Fodry0gXBdzcJpoNIcZjjjqLKIwLCYFLkUjyGj3tOANMBpj0lCZkDJ9jnfrIe0QanSE5OQMtekc0+XLaSg1g29s7DVJflFj1fzt30MBnoywRVqx1TJJ+tgolSos7AXL85qN2R5QvneBREvO+2Ppv+t2ulHYY29Ujo0QHRylccijdTKkONyi8UqF4vgopuWjV1e7zNW9Ql9G5uMf/3j33+9+97v5iZ/4CZ5//nnuv//+a7phvuc979mzwe0ERtA1MhrTLSqsJzmKl6D81BymVt82Bm6CgGRxOd2JrlZxbYuZqxO0zgyRuJIoD9oyuMthultTKts13mhx3mOVYpl6JsK20lCJ1pB0esZni029hTfr4E2WWUvyaFIWWcenSbJC1CCxEJFExln+4gbQrRa0fUpnalz67BS/NzmB9XbNfeNfRiEYkYL7nSV+9t5PcOnUKP/BfyejXxlG1h3M8iom2maH3Wswe+tXdhJaNBqhNgo79hUqEwJRKVN/zSTtEcXqfYbCiTUa5yoc/YM8zqJJ23Tf4FiiWKB2Z4XWhOTg9BwPODXmE8kX2yd4oTmNFeywsHErGLPOpFMq9WT8ABPcGk/GTI0z+0iR9pTmg6PnsXpCtDXt4S0ISi+vIRer6K0MtZAYCXkZUhAxkQHfgDEC46Yq2iIM92bP1rsJ6fd2GA3XUcIYCB1pLCA2kmeqB3hBTuEsqbTPUdJntKRPxNPDLD6Qp3nY8P0PPcbrCuf5Z2f/FqPPjmKtthD1evrubZiX3a1dfRmZ973vfdd89rM/+7PXfCaEILmVInYSjAKUoSNinRhDREJTu6gQaPvr/dW3Q4cKHEaYOEa1A6xmqjHVHk1bm4bDDs7oMPgByfUWzn2AcF1kqdiVAze2lZIYllfWPYAs2S39EKttuOCPcjaGA8pnTK1LACWkLy+GAV6yVARTtEO8ZYO2JFf9MitJgifS4ldPCA5Yq3giQo9FtE+M4lSLWEJgmi10EKSsr87xeg8/SI+S6w2zs/Bm6JIu0AjLRjj2BvKGrJQxlSLRSJ7aYYtwCJjyuXNsga8tFzACRNzfCyekJHEEiSvIWRGeUPhG8oo/wYXGSPos7iVMpkWVJN0w7k1v5Zx51jpv448Z9HjImNXo/jqlystUO6sVpFTyTXMppEiNuAQp0mcgQRAZmf6plJnKxR6HrG6BKJqw02JIbQtcN6ZghzQjh0boIkORvsN7PC5tK+I8xDnDhFNjyqqSFDRh2UaG7r4oM/dlZDbTlF+t0I5FXNR4pYCKaiERBCZmNhFcDkewWwZdq/cfRujIadgWUdGiNa5YfZvPnTPzvPDCQUamZ8gvaUpfNCQLi1svPmYPVYllqtWmZqapvn6KsChoTQqikmH4BRj9VAT1epeiq6triFab0nCeP/rGfbx8dJy/PfNlPlhaSOcLgyat3egYGNEjU3NDLK8y+nSewkSOr95/lD8ZuoMTzjyvderkheK4FXJILfNP3vCn/O7Mg7yyMMLwZ45RuBqTv7CGuXR1Y4OwXvn43e7yNx2v2/HTUWkif2KM8PAIOlOiNRLm3uRSePMSI7lFvnv4CmN2gyNOKj//f68NY7UKsFzFNFs3ZoMpt3TFuwABAABJREFURZwTxHko2AESyTPBQX77G69FXXU5Otve3fVtcb0mjtD1BmLQmps9Co10DHf9UJ57Hz7L28dO852FF1EiR5TpA1aTPE7NYK4ubLnZk/k8Ip8j9gS2SK+hpS2axgYj0J6F8jxEo4nZLT27w8Tcyfd2O2VCoIaHMMNlGtMWD0zOck/xKp+cvZe5lTKFOmk+cqdSPtsgLlgplX4o5IC9yrhqU5qqs3L3MKXLispZF1qtPY28/KUoxuxCCoxjcOwYT6ZPYIShrl0aiYuMzWB9KTq7JUuRuIK4ILhzZp4PHvgqv9TOU10axyhJ2XP36YI2Dyfd5emiR3NKElagfTDCHfZprpUYsxRGroeHdBBAGGFV29jzec66Y7wyNklcuookLfpKtnqO+kzSm7aPdXWVXKIJ1/JcDEYpyzY49VSlOSvS/N7ic9x//BK/N/Ja/viFNyJjC3fVSxWuOw3C2IemZx0DL9V6CNGyssRnjva4g7YynSwJ/p0+v3L37zCpGhyxLPLSybTbEsbyTaI4l3rCfdZFaQu0DY5KUEKwGJdQV13yVwVWI9zJ8nbD6zVhmO4XbgF9ubMzD4uSt4+d5r3FZxlXVubBaAIT09QuVmDSkOvm+50lpXEdenkqIRLfZP2TbJWSG/aqgVlnDHuYg+gbrkNS8ogKgsO5FY64SxggaVnIgN1LHm0BbQsSz2C5MQUZkBeGkXybqyNDOGsifVf2+D0c2Mh85CMf4eTJk3zkIx/Z8Pkv//Ivc+bMGX7xF39xr8Y2MLQtUeWQ6XKNkkx3ik1tmEsqrISFdLeu0s4V3YVicxV+b2/t6Ul0Oc/yA0MsvDUmN9rkeyae5y7nKm+cuMAf35Wjli8wMVZGrZbQbf+mhM1EEOOuGmQEMrRJPJvyBZ1SQaN4E2MplTyZeGKY9gWP/5q8idV78wzbLU6480TGQgqDGA6JirlUz0iKLIR2I/mKGNNuI+su1mqZJ1cPoYTmAfcKJRPgCYFC8CX/CH+49BqeujpD8ZKheDlELTfWK+JvQldNIQSikKf55pPUDlv4Y+AfDhG2RtoaKTV/5cRLHLJqlKToarmlKtQJ2oi0YWW/4zQGkYCIwY9TOfsL7TGKFwXlizGy2th7I5OdN/VEB4jl78XOXCrMnceoHy9SvTNtb+AJqOqYFWK+1D7E7y6+lmeuHmBm6Tr6fyqVARIaLgajvOiMsRwXqeschXzAwutHyC3lGf6KQV+4tKd5rZtZMyOUIjg2zsrdLvWTCXflZjlkLzPstZnPJehrm17uwUklzUnF9D3z3Dm0wFFrlYKQvGbkCldPlWlGxUwSam/rhwY2Mh/72Mc2EAE6eMtb3sIv/MIvDGZk9nj3kLiS4XKDk6UlRlUj1eEyirmownJQQBiTSlbAOmujp2lQ52dhWQjPJZwZpjXtsvg6w7/+jv/BHfYCR6yEvLT56yNfY9Ru8gf5+wjGyuTnighjbo6R8QPyizFJXSAugTAGb7aV0kE3n98Y4vkFSn9Up5zzUMGdfKL5EKoScdfMHHkrRAjD6EiDRimHsO10jvrw9jrhGWVZuCuTvLIwhqcivr1YYtS0KMkIieFza3fw5edP4l61GHqphX1pCVOrpw3CsjHuO6RE5PPMPaw48KYr3Ds0x3uGn2RItZhSAXkhsk6C+WsUEdYv2KyrX/dzyhhUBH5iERjNxdYwI6cDvDML6L2qfdhunL3/vQkQtsXaXSUW3gjFY1VO2IvkpeJyDMs6x/+Yfz3PfuEkuXmBc3Vh+yoXlYanhYYLrRGet2dYikrUY4+hfJsLb/CpL7iUX6nAxSvsiwe838g86rVjLquvjzhyaInXeZeoyITpXI0L+WESN5dFFPbu2oQUtKYEP3XijzlqLXPEErjC4R2V58jdEfE/mq/H5NzuGLvY5RgGNjLLy8tUKpVrPi+XyywtLe1qMLuFkYKCEzJkt1AZs+xKXOarteOcWx1hxM92K1skRDsJr46BEZ5H4qVhMuNqJlSdERXhCgcLlTagcpeYLNZZGh/BPTCK0hpdr+/vNRoDcaqfJmKJijQiNsimvzVTJ/1SN8meW0rIX7KIqorn/BmErTFBSmEeXjKYOOmSB24EVSljDk4TjubwxzWTlQYHcjUKIsQWmtBINIJm7EIiELFARsl6g7BsbPuNlNKdsnhkLGiGDoG2KMgATyREBurGoKSmuEUYRiKRwpBIgVQq1Sm77gkFODb+qKA9big7PlUN7dhGxjrVO/tmWxivA5Gp+UYFga5EDOfbJAjqOuEr7ZO82J7m+bkp8nOC3JJGbGa99bSxNpMjtA+VaE0KRpwWJemjLYknI2oFj8aoy1IiicoObrGQEkhuULP0qkJWaCw8t9tU8HBpBU8kKNL8qMm85v05P+RFQF7GSGwkglHV4LC7jJ0PMQUPWSymUZF4bzSJBjYyJ0+e5FOf+hQf/vCHN3z+R3/0R7eudiZ7SBNPcqy0wt25WTwRs6Zj/qD6Fj73pXvJzUu82ZU0Zr2VkXHdtE2v62BKBXTOIRi2CCoSWQgYV01GZCqJr4TkuAXj+bOEkxa/8IYjNKdKTH9ZIa7O7ds1Gm0QwmCaTezZNWwp06ZFvn9N1fRmdHSMCl95heLzpbRVtWdvcI3lWpNkdfXGBYLZLkefOszZ9xeJJiK+576n+WsjTzKu6hyyIhJjuJS4aXFZmEOEAhWCbAaYjJxw0xZaIVMpDSnxFmHplRGeBqqjeRIkT4YT1JMcr82d42GpN3gykjR05qmIIGdh5XMpfXa79y8Lt8ZjJfw3Nnjk6DnuKc7yYjjOUqPARJBkhvwvQwcuUmWDYgFRLNKaFtx/4jKnigs0jcPzYYF/+8x3I54vUbpgGP/qUsqCnF9Mv9ujVCAcG5HzmHvLMNW3BByYWObtlRc43KM/2Cw6LI6W+fOJu3j8xINMLB5ALdeIZ69+0xhtoRRyqAKVIvUTCT9/16c58P9n78+jJMnO+n74c++NLfesrL336eltejZpZjTSaGMQYMEAwlhGIEtG/GRjS7IQr8EWh/ec1zoCw8HGGGP5J5nfa1v+CQvjH5JfLGHEABJIGi0zmn3pnp7eu7prXzIrt4iMiHvfPyKyqnqbqaqurK6R6nvOTFdlVkZE3rhxn+c+z/f5PvYCA0rR0jHt2KbTUXgRG56PMdpgBDgiRmFQItExPGq32KGO8/Do7VT37iEX7UROTBPPX0P1Yx1Ys5H5pV/6JT784Q8zMzPD2972NgC+/OUv8zu/8zs3NR8jpMBIyFsdCrKNbyzm4pgLzQqZaUlmOqFN6uvIlAg72cHgueh8Bp2xCLOSKAOWE+OJGFdklnqyZISDq2x22vOYYkin5BBlFHav9ZCMxsQa2U4KIk29gW61VkdXNYZ4dg5m5y5/vWs00r95JXRzVkHJId7ls39kjjcVT3K3M4edhp1CNNokCdsgtpChQIYk6sSx3txFtruTAayWwa5Jao0Mk2GZugw4GwyyEGbZ7cyhqXEliVMicGRMmLOwCzmE719fCVgk9FrtKAbLi9xdGMMTITNRkSC0EPHG01JvJoRSSXdHzyF2DGWnhSU1M1GRuThPZzpL/wVDYawD41PEbX+Zup62YRBKITIeIpfF7xcc3DnNweIMI1aNkgxwhMYWEJo2I6rBTK7IN4uvJSplsFvBqokqWwJKIbIeOudBIeIe7yJZYbBxiInxY4uoYyEjNrw9crKjB1tEl1X55KWLK2LKTotZT2IyNtK26XbhvVGs2ci8//3vJwgCfuM3foNf//VfB2Dfvn186lOfWrs45kYkHAGZySBcF20Jqp0MJ4JR/s+ptzG2UCZ+scDOxwOcagBz1esaGH3rLpp78wQFSXOHIM4Ygp0hub42D+46Q+EachYazWRYxjvvUjxtcGda6F4ZmC4lV8uk0E4kYTkdrNjBrPfca/mcVHD3YRb355k/qviRw09wX+Es93pjFKSFRC5VeJdkEsYYmysz+AR4cx1YqG2clMpqIMSSJL9ptKgcb5KbcmmeyfHbL/4djGWWCnhfeN0odx/8Q8pSUpQeSsilXc27hr7D/+fnRzk/3c/Ovxik9OhFTLtNvFC7jM4svaRfe2RLpueLfC17kFbkEMQW/ngOdCMJLwnR2+JykX6pHp1E2A7CtpDFAuH+EcKCTWZG8M1HbkfE8AX/jcgAdh2PyJ5fRFUbiYFZ0XBL5rLIYgFTLlC7vQ+/LIjubPCTo08xYtfYqRq4S4XVicq3JOagO0l4f52zIzmGHh+mPD23XHe1xXc0anCAqR/cRWtEcMctZxiUghC4GIecDAd4+pn9DH9LkL+Q1JJtGGTiGGrbUJE+ZSkvK5LVaDrawm5pRDsEz8UaGsAEnUS81FzpGPZQhRnggx/8IB/84AeZmZkhk8mQz1+7T8lmQTg2Ip9DW9CKHC4FfZw8vpPiCUX5TIj32MmkZemVi1va2EooRWs0x/xhRafP4B6o0Z9tc+/AGIezkxxxx8mmbKMrk8LzcY7cJUPpVAs5W+sNY6iLlJJrdEzcjZdu8kMllKJxS56ZeyXWgUX+4cDXuN2xAGdpl6cx2AIKMgICgqpH3xOziMUGce36ags9QyrsSRyjjp0jKwVZ12Uol8XYFlF/jjhjcaZvhKn9GaBNVsaoFf7ej2cX+cHX/Ree79j8HxO/QP5MGbWgELXFZSaeEEnYNZdF25Jo0eLU/ACtpkfcsshMqWS1TGnUPcFmUHGFSHb+2QymkKO1w6OTl2RmNbkJgzcf4b04gWk20c02JuxwLdK38DxMuYA/mmf2TkFnMOZHbn2JH8ufwBECN33mAqPpmESpwpOCvdYC7z3yHV7cNcKT1aP0ZTMp6Sba8jsaXS4w/xpN374F3j74AkXpsaDbTMY5Tvg7KB+T9P3pC5hOZ0ONjFAKbBttQVlqivJqgkukJSrQCD/AODZkXESjjUgdWQErIiar1xFcd53MzMwMJ06cAODIkSMMDAys91A3BiEQfWXCkTJBKUk010MPuybJTWmchc7L9w9Jt+x+n6I9GiP6Ouzvn2PQbXAwM81ue45+mbQaXtm+OCLGNxGN2MNqG1Q9eGUlgY3EZhsXy0KWS4hclvpOBXubHBicpSBDwLpsbCBVWjDQMlaiixZ0Uk9zE0NFVy64qew5pBvolOVjKYls29jVIt9sHWS/O01ZTl/WOVQJiYvNoGoTHWox/rYSVquIs7gDGYPQyfHDrCTMCTolUMUWShh01SEzrshNGGQrSNoOLFGNt7bnDcmuReYyiEyGzoFROmWbKCMJs4LIA39QoG1D8YwgN9HBqgZJE7ZXyBN2oV1JZzCmb0eNWzIzeOl9C1fMFSd9zUbgCc0uZ54wp/hWRRPvGkRWm8iLEzfWUmITYFyF6g+4a3Ai0bPrCoKaRMRWxN386QY+J0IgM17agtxcpiUHcDFqMxbnmWgWyYQ61TCMk9C25yB270BoDYuNRBy2EyKCaNV1rGs2Ms1mk1/4hV/gM5/5zJISgFKKn/3Zn+UTn/jE2tSZb9TrSpka/i0DzB91aewyRFoy0S5SOAfl70xgGi1i//r9OoSSCNehvldw3z2n2Jud54dLz1KWbSqyQ04KXCGxxeXEdd9E1HTMTKeANxcjLk1d1sDquw0ynyM6tIug4tK4r83v3vfHDKk6Ays8ciUksdFIkr4hNW0zExdQLYmp1q5W3F0NutLuRq8t9HPl3Ern6pLD4QeIRtJfR8wm+m/Fk3fxB6fv52D/DAd3/SnFK0gAtlDssTJ8/o3/kfH7S3SMwjc22kjm4jyBtskrn7JqMhWW+fLsESabBfJnFDv+poZsBDA7n7aX0MtN7DZyZ9c1Xt2fNwCyVMDsHKK1M8+Fn465/0DynBzyJmlplxOtESb9AqdmDuE8ew7TCYmbq6waN4ZOXvHao6d5z8ijHHGmkpye0TRNojzYpZdDwvSrqJg3Zs5yp3uRP9l/F7OvLZOdyZKvNWC9fVc2CVHB5YcOHuP/PfxXlKUFeGgSAd+WdpAhy9T+DYKwbESpiCnm0BmDvaJxYWhivunv5eH52xm/VOGgHyblHZ0QE8XovcNUD+cRGgoXiljVNrJahxmfa25Pr4F1Jf6/+tWv8sUvfpE3velNADzyyCN85CMf4Zd/+Zf51Kc+tdZDrh+pvHlYVPgViAsaKRLBRxWAWawnisEv5z3LJFEbZwy35Oa4xZ1hh6pTlpqsVNgolBBXeeo69dRDrZBx6iFvtlbUZkJItKuIshLHixhS9TTnIq7qU6MxhEZzIRrgfGcQ5YvlItGbgJW72JWL+pI8WhSBVLh1w/hcnrNKc26kj4qcpSAtMqmDoYTEFoq7HMVdTrCk8h0RMx+P4RvISUFe2DzbmedL+nYWWx7ZRYOaXYSl/kVJXw/hOAitMdFKUdANLC7cIAjXJSy4BCXF6PAcP9z/PPudaY7YTWZiSUs7tGMbYUhrtaLVGU6zLOrqqJicDJAYYiBOJY8AFCItiiVtjqcoiBglO2ScEN8TxI7cGm0AXg5CYJRg2FlkVF27HksYNnx3K5REVwqElQwmEyNXOGAazcVOhTO1AWTdQoZ+soOJlrvZaistRLYExpKINaotrKsY83Of+xwPPvjg0msPPfQQmUyGd73rXZtnZKRCFfOIXI652yx2vPUiGSuk7LSZaBUTCZkrEo1XoctucR3Coub7C8epqAb9yuAKhSespeTYlROie6Ok0MlNcB0IwxvXU9qqUBJtS7SCYDLLv7zwY9xWnOTn+x9hUIZkJWAgMBEtE3IszPErT7+T8Fyekad1Ekpcy8NzWTHYOvWllrY+elmv7nrH0jGlp6ax6/00dvXzy62f4tDwDD829CwP5V7CE4KsSLqtWqjLSAEYKEmHAnppMXza38O5L++jfEpTPLGInq8mTaHSlsxyaACdzyK0RsQaEUaY2flENeJG21Vv1CLVLQ0YrTB9b5b2qOHvDp/ijZmzlCXkhc3TUY7/cuwBooksu86l7QVWeb9Mq40A8hfzPPrcAc5U+/mRXcd4R/EpPAElGeMIgZ0a9+XrWj5+u2Pj1Qx2feNl8TcSwnYQjk3sSmwRX0GTB5sYW8QJCWWDIQcHOP3OMhxp8K6Dz+GJ5WU/NDGfO/9agr8eYGhcoyYX0Iv1pZ2/mlygYgxoULVmssNpttY01ms2Mq1Wi+Hh4ateHxoaorWJ4SKRtg81uQzt0Zj37fom83Ge483R5P2YV/Seu1pgKInJxBy258hJQVYoJHJpMXk5KGEwMontm43SU9qi0CqlQFYlL14aIYgt5sseZekv9arRaHxjGAv70SfyDD+jyZ9u3Pgu5kYWzlWKlManzuKdvUD20H4au/t5ruEymqnxhswZCiLCVjEYhRTmMpqzEpKscFKNLrPkHQ48F1F49Dy63kA3m8t1IUphchnCgSwiNghtkJ0Y2Wwh0rzVlmA5p60XwqJLc5fBjPjclR3jVisDJN+7qrPo8zmK5wTedHNNxlH7ASKOseabZM9nmQ0rPJXfzf250/TLJhXZxk7rlFZGEjTdHY0hjBT5tsby4+VWF1sQQiW1WtoWKHH1dToiXhIE3WiYfAbnriq/dvsXOWjPYLGstRgazexEif1PBzhzbfRCFd32l3pS6YUqMg3fJc7PGvUfWYeReeCBB/jYxz7GZz7zGTzPA6DdbvPxj3+cBx54YK2HWzeEkph8Fl3MYGxDaCymO0Wemd3J7EKBnS2diCIacfUDm3poamSY+bfupjUkOXDLWKpZJdNJvWwwLg+LBLQMfLl1iK/MH+Hxc3vZv9BJCiK3sCe1XkjPQ2Qy0N9He8Ai6BMIY9DzDlO5PHM6x6BuY8sIJQSP+CX+2/QDHJsdpnAWchd91EKd6EZXTbE5DaWMNohag77jFfxph6/Mvoa/2nEEKQ2WHePYEX/7lmf5/vxxdlh1brUyS7kogLORz8mwn6eru7CaiboBcZwmXzPI/gqmkGXqzRXqtyTOkOwIrCaMfFvhnHcwjSZxtbplSAFBn4VzS539A3PstpMaq67zVY1zeNOJHptaaK6pKbIqFaG/THtPidYtIYM7q9xVusSgqlMQIZ6Q2EIuPYtJGDbmYhzyrybezgvzI5jnimQnWljVFfU3vcZ6csm2jchkiB2x1MKgC4XAE2FiZDZiJ5Oub9bOUYIDQ1R3u+zvO8OIqlGQyR2KjSYipm40oqVwZhvIxRZxFC2VSgiZsjK7aa5uyHmNxnzNRub3fu/3ePvb386uXbu4++67AXjmmWfwPI+HH354rYdbN4TjEFfydCoe2JrQKM61+pk+0487q3Cq7eXE6pUsHiGRjk1n3yDR35vnp/c8w9vyx+iTmavOs9I7resOJ8Iil6I+fv/Um2l/e4DylMG+MEa02PiuKrLrQhQKMFQhGM7T2C3olAxWW5C9pKg7ecYO9VOWLWzRQpqI/zF7P0/96VEy04ahR2bQ58aSHvZrXTCvpY7ba0OT7niiiSnKX6gluw4n0XIDkh1IucAf/OM3c/H+Pl5fOsOuwjmyac4mIuZJfxefm76XY+dHObSQthdOnQ9ZLNDZP0hryEH++Bz/122fYy7OMx728a3qfo63b2PQDGBPWFBbvOl03K432xqS/JOjX+V1mTMctEKUWCb3TIdF+k5G5L5zDlNvvMzRroGBPloH+qketHnbXc/ydwYeZ7dVZUTFuOnucOUOJjQxLRPydLCDb/75XQw9EbF3vIY8fRHTCTc8Yb6REJ6HKeaIMvKqHYsUAk9E5JWP2YBgSHe33D48zIUftjHDPv9g6DkO2D6esFBCEpqYuu5Q1RZOVcKZi8SdznKtkYmT5SyKbth4r9nI3HHHHZw8eZLPfvazvPjiiwC8+93v5j3veQ+ZzNWLdM8gBUbJJUnw0FhE6R0yIklSCcsCrTFXsCBUXwn6E/HLW8pj3J09z6Bqo0RS79M1LLNxm7oRVLXDTFygHmd4ormPqaDA/GSJ/mlDZl4nN2EtMfTL8g03Mgi9h8hnCYZy+P0WUc4QZzXJkyDASYxqaCzGowwzIubsYj/erCE7GyOa7Y3RldqgyuNVQ8dJeOuq6xCoICAz2c/jk7vJWQFB/hS2UWlLAM1xfwcvTI4ip12k37y8iZ9lEeYswpxkMNfggL1IRbXIyYCL2T6e90A7EmP1qIZmjeg2fTNCoNI0vLzCi3dlSJiTUC4ioijpRbLa42ddgj5FpwijXo0RtUhZRrhCoa4oFwhNzJkIvtO+lUdqB8lMGbypNmq+gfaDjaX89gI6CecJbdBXWBKFwBYaR0TJTqdQWO6zBC/voKU9ppKfk3YWcqAfk/VojjrooYCBSoN+1UAhiDE0tE9dRzzT6ed0Zwi7QRICu54zeEVt4VqxrjqZbDbLz//8z6/noxsLKTBSQCSYCos4MsYdbuF7Lu1BB7dShmYbkdJWu55Z840HuPRWBTt8fmHwSe50ZilJtWRcAGra5/+cf4Bvzd7C+ekK6nQGqy3wZg12y3DLZIh3YRrRDoirtdVfc0q7Roq0i2FvhmZDIATN24a49FaLOKcRfT6OE+E4Ea4Vc3tpnorVYFF7fHb+AU5Uh5h8YoRbH6shF+roDdA+6mpbmZibb5CNQdcb7P5SDf/pPH/69nt5/zseYZflcz6ymYsL/MEzr2fPHync+SZcmrzMOJqsR2OnRWtYcGdmEUcIciKiohoM2HUiD8KchWNvkTZPadM3p274yvwRaqUs/cWnKK1YI+/2LvDJHwpZODLIjq+VsL+8sLpdqxC09hSYvg/UaJPXZs+zQ3XISrW0M5QIImIuRgFz2uWjJ3+Kxf85SnZWM/LCLEzPodv+6hbjmwzdaCLjGLdaoR57BCZcqr2TSEqyww5rgeYuQ3jvQezZFvL8pYRMtFTnpy/f4QuJqpQRxUKyDgqBybpcemsf9Vs0zu4Gf//Qk4zaVQ4604QY5iKY0Rm+1TzIf3z0+3CmbHY+01k9YWMdCt/rms0nTpzgE5/4BMePHwfgtttu48Mf/jBHjhxZ24E2SFYGA+3YRgpNKdcmjgVh1sZkvYS5Y1lgDCJtitQcUVSOznKob4YjziQDcjnc0W3XXNOG52s7ODs+gHPOZfApjV2P8CYaiShlo5lIiqzHw05VBja9Pe5aISR+n0LsbZF1IxwrQknDcL7OaGaRYXcRT4T4xuZkbZCx8QqlCYG4OEVcrW1cjirNrW0Fg2yCAHn8NNnTDrmjd7BoXHwTMhfnmIxKqHGX7KMn0I0m8ZUyJ7ZFp5B0Mi3YfsIqEuCJmKzsYKykqZSxthCBxGhUaJhuFRhzKzQLly8ZQ6rBgT3TnPcq+Mcy2Nc5zGVICRBBUSJHfHYOVBmxqhRSAdqVyhGxMVS1w3jUx/lL/dz25SmYmVtfzdVNhOl00HGM8mNa2iE0MRKzxJrzhCAnA6K8xh+wEZGHPelgSJfIrnp8d70RCWVb5LLoYhYjBChBVHBo7NWMHJ3mjsoE358/Tlm2KYiIjoGa9hgP+3ihMUrulEPhvMYdbyQK7j0y0uuiMP/Mz/wM991331Ki/9vf/jZ33nknf/RHf8Q73/nODb/Ia8GEEarm40iBiBwyKmSXV6U81Ga+nOMbbzxIY/cAMgTl7wEBYQ60Y9CHmvzE6Cl2ugtIYZjVIf9x7o18ZeIQ9bZLayGDCBS584r+WUNmLiZ3ro7wQ0StnkjVByvqb9Zyc4xJqKxwYy1ye1gtLlwXuW83cSlD7aDk/r3nKdo+GdlBCoNcoUP+fHs302GBsWMjVI4LSmc7CXV8g2o+jDbJJn8LGWQTRRhjUB2Yj/OUpU9dZ6jrDIgk/i7DiLgrc5Iuqp2hHI27AnaMLHBP7lxa/2FQGEKjsFrgVkNEa4tI1y+pEiQS9BqRtOpegQEV8qMjz/FCfiffGbqbUiaDieOrPOOuvL3MZfFv34XfbzNzLzy4/xS3ZmcYUS1skbCeuqHqE2GRC+Ew//rY2/HPFBg4JqCa1L7d1PmwHufYGEwc4yz4fO7513J63wBvrpziLdmX0j+wmYzKGFfTGrDw+zLIA4cwkqSFgg2xS9LMTJDq7RliB4ydJuRF8vPQrbMc7Ztih1tjUXtcCCt8buo+LtZKNNsunaaDmrMZORmTmQqQtUbvNBdZh5H56Ec/yq/+6q/ya7/2a5e9/rGPfYyPfvSjm2dkOiFqYRE7jhFhP1nZYcCuc8hJpPbvLo4x5lfQaU+TnAp4S+EEe6yFlIKaivRhGI8y/NFz9zH4ly6DsxG558YxjQamEy49LJepN9/gDelSAde0CxJpHuSy13pjaGTGo3moQmNUER9u8o9G/oay9LHTrcSJcIgzwRDzUY5n6zsZq5cZeFIw8JdnE9HIa7XWXS+6oqA3kpPZwAZMkBZvRhEqMEyGJQqyTTXO0tJOsgBkXIgiRNvHGL2ciB10+Km7v807Sk+y22ohhUKllxMahd0w2DMtRKO1pUgkwkBsBKFOvO7YLCshjKos/7D0IlP55/mRkbsQuRwi6KqdL4+78FxksUA81Mf4m1z8fR1ef/gMvzTyl5RkzKBysVBL+Zfx2OGv6rfzbG0nuT8psucLxxIlgXZ7S4fFXhYmKcotfXMXz585xPl7K9j7YzwRkpMBM1ERmY1oD9l0yhox4pPJdLh7eJw9mXkOZSa5072ILfTSs1jTLk3jEBuJRhIjaGoXXyd7yvk4z9PNPZz4+i2UX4LBlsZuaKy2jzO2AK02eq2EjTVizUZmYmLimmrL733ve/nt3/7tDbmo1UDYVsLWKGfRGU3JalFWTcpp2+X9zgxZ2VlKsmVlwB5rgQEVcqzTx/P+buqxx3hQYqGTxb7gkp2JcOf8pGtjq9VbteAbpvR2CwE3joEkXBeZzcJAH4t7LRq7DLsGqvTLNtmUEaOBybDE8eYoY80ypycHiRYd9szHmHZ77UWXvYIQV+/+NhjOouELU3ezL7+bstXCljFRPqZ1aACnWsQWAt1sIbIZhOcSFARZ2UFhqGoL38ScDAf4VuMgj87tw6kbRCrnsSXQlfQBYi3RRhBf4eh0Nd0KMibaGdB40y3IjsFqx2BIWxsYYk8R5RR+WeHvChkcrnEgN0NJxnhCEBtDTMTX/AKPt27hdGuQJyZ3UZ/PsXc2SsJj19MffDUh6JCdScgzc+f7+B/2fYnTKzXNjoO85OHNg4wkvvRoZG2migVyVoDv2ngixhaabBpNUMLH01FiXIyTrHcSFIaxsMJLrRFO1IZwqgKnHmM3Y6xGiGxHqXRMquVnWRsvcZRizUbmwQcf5Otf/zoHDhy47PVHHnmEt7zlLRt2Ya8EUchTP1KhNSgpjla50xujLH12qBhbSHZZE4Rm/LLP2Kn8+X+ZeguPf/Mw7ryg/3iEU424dWIGZueXdZd6qRS83gflWoWhG7ibUYMDBAeGaexyyP3YJL+47xGOOBPstQRgUdURdS35i9mjPPXiPrxLNnseCbDnm8jxGeKNpnGvWOTW9fF0B9HdNSaL1Mbd175n5pn9r3u5OLAP8+Yqdw+Ps2P/LBffW8RMZtj757txxxv4O/K0+y3q+0EJzZzO8WKnSD3O8Afn7qf1tUG8OcPgc1WYW0ikkITkFVsLr9R162Ij5WS64wcEoUU9cgnN1cw3Wyj6pMcn3/RZHn3NrSxGHpf8Mp1Y0Qxdgtgia3coO23KTpu3Fk+w255jRLWopPnQwETMa82HH3s3/X+ewWloRiZ8drZbSY7vVZR/eTnEcwuUHoGS6zD4ZJmgfwAZamSgKcaavlYNEYQY1ybOOQR9Dme/bxfndvazsCfLiF2jINv0yxa20EgMWRnR0hZ17REbiSdCCtYi/2vuNTzy+G0484qhkxHZi01kO0S0UukY308Yb46D8NyEBt5obLghX7ORecc73sGv/Mqv8MQTT/CGN7wBSHIyf/zHf8zHP/5xvvCFL1z2t72CsG2CkiSoCAZzLcrSpyAissJJkodCXFatHxtN23TwTcx4o0R+TJCd1hSeGCeenkni55stQb/FYDyHoGLT7pf8raGz/N38BWyhsHCIiIGIEMl0q4A9a5GdMHgvThDPzl2d5L5R3LB4aqJJJ0TSzG6pSnADjbKYr1E+maHV8Bi/y2Ox4jGYaTK4s8kxOUxQzmLVE82voCyIPUMrdpgMy1zsVJgLc8zOFBk9E+PNRchaM9E2MykTErW63fTSrnbjDbwQAqENQWjRCJPQTGDa2CQJ+u4zZgvFD2RavNV7mprucD7K0DQOc3GelnYpSJ9+1SArA/ZZHUrSgbTy3DcRM9owHhXhUobK0wvIept4fBL9KugRsxaYsEM0NZ0ww2qL5HI5TBAkISttwLHBTgRbbdtGDfTh3VGhmXMY6ytzrm+AgvRpWgnpxpMhngipxllmoiIdY1FWTXIETLRKeJMKdyHJ9clGgOiEST8qs2JXqFJ5rTimFw3g1mxkPvShDwHwyU9+kk9+8pPXfA9ACHF5jcAGodtPPNpRYeZNEXv3zvB3dz6ZFnCpJXbK9eRgNDA+V+KWp9pYC210tbYmvaWtAiG7ooobd8xgT4XxNwvESIt7c+eWlA+UkDR0wPkoy7lwkPGTg+z5ehJa1Iv1l9eHWy+WjrdOL93oJQru8i5mYxk0ut7AvjBLPqxgTeR5KTPIkeFpfmjwGEWnzaN33U5zOIfQILTBm5b80dcfwFgGu6ZQbUHlkqFwrpE0ipISWSmDlBjbQnRC9MwcptuY7sprN4aeUO6u2EFmx32q3ylyslLgd3g7b+4/zR2ZMV7jTpMVgpL0lp47WyhK0mGv1SakzW5rkdDINI9gUEmPBeq6w8XI4kLUx9frh/n8t+7Hm1TseiJETM0n37kX82orIL1vuu0jwqTP0dIalPY+EkJglELEmtFvZAiO2/h9Q/yX/ocwCrTVTfSDVikRoSu+nf6bnRCMHgtQrQh7YgHTbCdGLOMhjLlKhqdXZIo1G5muvP/NgrAsRMYjGPB48M4X+cXhv2KHFdEvM6+oMwZJnxM972I9fawnW8PNgOiF2qwQtIZtDtx9kbv6LnGnO46Fu0ISXHMp6uOUP0z+rCLz189gogjd6zDGDdyfpDZqhYHZYOhmE91qYcUx3kyBejEDw/C27AnKqsW3D+xjsZzBm1R4c+DNGornBCoEb8bHWvQR7Q7U6smiUshBxkVnbOKcjWpFyJSqK+BlDM0GI9Us66oa25M1hp6yaQ9YHK/spBZ4LAxlGbFqlGWHgtTQFQ0l2dVk5eWtMbo1aKGJqekOTQOnw0Eea+7nS+eOcuCzPurpk5hO57smNPayMCYxpFcUK3dJJUt3tdlEzsyQEYIMLN8bpZJdpueCnYa7ClmMlMmOJNaIZhs9N4+JNXHqaKn+CuSzyb3tGhWdOF8iipI29hv8qGyRqq9VQgjEnp20DlSYP2Lz/Zk5SjJMKoRfwcAs6Db/ufoanqvvJHtRQbhFEtSrhdGATgoTe+FxGIPlGy7M96GkZqaU45AdEugOGs2ZyOF/ztzLyfkBvDmDifWWohVfE11m2tLvvRk3ozVW02AtKmodD51qUVWKLWYihbiUITOrUR2D3YiRkcaqtZENH8K00M6xiPtyRHlniaIq7FS1S5tNH2ujDUKYJNTY9nHm2ojYI3/SZXphmM8N9vHVoQPsKlT5Jzu/wmG7Rlla5KV3mUG5GIfMxx5P+3v42sIh/NiiHnqEsWK2kaNZ83AuOljVOfQahRe/p7BUBBknnVi1SQxFRyK0SViMJJqORIkzkugp6iUHS0iR/BzHYGSyY5XpZDMmaXvSA6zayDz00EP89//+3ymVSgD81m/9Fh/4wAcol8sAzM3N8Za3vIVjx4715EK7tQbzrxtk9kd9dg9O8yPFZ9hlZa7q9XItHAtz/Kcv/SD9zxh2vVRPYt+vJnS5+T1K8gJkpgN4ocDxkQwvDO/kte5L1HVMXUv+qn43T/3NYfLnofJCHRNtcSPdlfrfDP2vTkhuWmOUYvLWIs00Lv6G4XOcyQ1w7qn9lJ6aTuT8/SAJjwQddBgiHCcJYbgO9f052gMSu25wFzVCJw9osoPpXbHcVTDdBm/Jv/HMLGKhimPb7HkhC7aNcZNrnrzjVn7vQ4qfHvkOr3EvcsiOlzTGatrw/9Tu4+naLp589lb2fiHGrodYrRA7jNkTBYgwkY+PZ2ZfVcWVNxUrtMWWjLKQCFm7nChjlh1BYVtJMXqsEe0ALIXJeklIrvv3PWJjrtrIPPzwwwQrtna/+Zu/ybve9a4lIxNF0VI75p4gTeSGOcHuwQVuK09Rlh1ksokkNHEqMx+hjVlqetTUhpq2ebR1lMykoHC+jZrbAFXgm4EedD1cCemHOFWIXcULzZ085V5iUXtU4yzP1nfizQhy0xGynkj7byNFHKPaGqslCUNFaBRxSp2XGGQI1JOw15KRiTUmjpFSIpykpsFI0IqkoFMnLQBuiiFfOc9Ii0+jCHwfXa8nL6ZOX6FwlFMzAzya24+vber6Eh0cWrpANc7yZHU3J+cG8cYV2ZNTmNoiutFEL+UgtufRDWHlDmflkta9f6nREUIs71TiOPlZG4TQKfuyd3Nt1UbGXHEBV/7eawgpELZFpyR40+AZDnkTeMIQmIipuMO8drgUlfl24wCLUYZzzQpVP8OlSxXyLzq4VcOOJ2uoS7Po5gYWC94oVqss3K37WPJUNqYwdCXkhWlGvwpx0eHRs6/la333oDogg0S/avRYDbXQxGyAJtmm4LLWzb2736bTIXOpjt3KMDfrMhMXOdcZ4OEzt+HPZtgxESe90cMoicN3Q18mMTSJsGSb4pkW2Skbqxmiam2E30nm6mayHq/0Zq83bmkFuzo7yeD/vY9Hy/fxTfc+Yif5fGIkwV009LU1mYl6QmLoCjF+jzM5e44VjsJSDjf93RgDnQ4iTKM5lpXsbHq0k3z15GRSzn7swV3ZC+yx5rHp8usdxqIKx9o7+ebMfhZaGRZn8si6ov8FwdD/OoGuNzCdDtFWMS7rQTfpB8u5hg0MB8UzMzA7i7Jshl8sIxwnkfBoJZ3wdCckutHFoYc7savOk45XohjQu0XNRBFqbhHbD7GaQyzGHhOdMsFklsykwl1IDUwUXZ281ybt2uljTSygHBvR8jH1Bjod856j68AsiS+ukhJtDPHUNN4Xp/FWcZpXYezg2uhxkW9PIFfc05QIo4MOaI3IZhE4PessumojI0QiI33la5uGOIYwpPyS5le+9lNIN8ZyYoQwhIGFDhSipXDnFLID5RpYbUPxQme5cdRWxGoXW9MtKNwE2Xujoe0ni2K3KngjGFqbOV82cbyMNphOiLAUmWnBH1x6gPFqkeJJRW5S406nYo7XYIeZOIYoXeCbLURgJdp4nU5ay7AJS/PKVtUradGvZoesl9goYd9eI72XRksIozTJv4K63N3JBAFGx8mz3gOCyZrCZT/3cz+H66YFVL7PBz7wAXK5XHqdvRX163qB5S8do+8bheTF9KFdCt2l1L2utTYmaRW6JQu61lMUaDYhkW0MJoqIu7H37nlvBJc1HlsR7uv1PdmM8YLEmLVaEEWUT0aMfWMX7oJg9CvziIlpTLN1/b46OsYEiWAq7famhPdeEVvtWdnG+tElCXTJHCvf6z6L3d1yj+bdqo3M+973vst+f+9733vV31xL02xDYQxxo4lo+0vx7O0HokfotWbbd9t9i2OIY+xGhDdr4VYNst4kbjTTcNgqsFlGcRvfe7jm89Y7pupKrNrIfPrTn+7ZRawJetkqv6oXqlfzta8V3wPf1RgDUYR7aorRhSLCD9Gz88vtbLexja2GlfOyh61DXj2J/5XYfmi3sdWgDYY46QZaW8TEcdJzfnuubm30cHHdRoJXp5HZxja2KEwaNmOrqyFsY0Utybah2RLhsm1s41WFXjPZrqRim0S/izjerlzfxjZW4KYYmS4bLCJcXSHidzEiEmbH9Ypbt8dqGa80Vivfi0xIzwZsZQGtMYBALKk+R1smeb89t14Jl3dM3R6v1SMicaRWU5R/U4xMPaXHPsKf3YzTb0nU6/UlXbgrX4ftsVqJ641V9z2AR/jfvbuAK58rA0Tpf1sQ23PrOrjO+rg9XqvHyz2LXQiz2fowJO0CxsfHKRQKm1vQuQVhjKFer7Njxw7kNVRQt8dqGa80VrA9XiuxPbfWhu3xWj1W8yx2cVOMzDa2sY1tbON7A71pILCNbWxjG9vYBttGZhvb2MY2ttFDbBuZbWxjG9vYRs+wbWS2sY1tbGMbPcO2kdnGNraxjW30DDelTmabCriMbdrk6rFNYV4btufW2rA9XqvHWijMmJuAsbGxbpek7f/S/8bGxrbH6gbHanu81jZe22O1PV69GquVuCk7mUIhaTr2Zh7Cwr7+HwqBUArgu7Z3TETII/zZ0phciVWP1fcAXmms4FU2Xt0W0baVqDhH4YbO8e25tTbc9PFaEuzcAo3rXgGreRa7uClGprvVtLCxxMvcLKkQMjUyuodaVDcT6Ve63vZ71WP1vYBXGKuV771qxssAnW7zKGtj2/puz621YauMlwGQW7vF8yqexS7WbGQee+wxvvWtbzE5OQnAyMgIDzzwAPfff/9aD/XKMBrMVh7pbWxjG9u4iUh3w1t557NqIzM9Pc073/lOvvGNb7Bnzx6Gh4cBmJqa4p/+03/Km970Jj7/+c8zNDS0cVdnTBImS3/exja2sY1tsBRaE5aNUBIT6w0Pt24UVk1h/tCHPkQcxxw/fpxz587x6KOP8uijj3Lu3DmOHz+O1pp/8k/+ycZfoTFbcuC2sY1tbONmQSiFsGxkxkMUCsh8DpnJID0P0hTDVsGqdzIPP/wwX/va1zh8+PBV7x0+fJh//+//PQ8++OBGXts2trGNbWzjCgjXRQ30g+vg39JPc8TGCgxONUL5Mc7pSaLJqS3jnK/ayLiuy+Li4nXfr9fruK67IRe1jW1sYxvbuDaEZWHyWXTBo77Lob5PYLXBm5XYTYM9nYMpCWyNPM2qjcxP//RP8773vY/f/d3f5Qd+4AcoFosALC4u8uUvf5lf+qVf4t3vfnfPLnQpwdWFSRk5Vw7itdgOW2CgtyRejhmy2jFbeYwrE5Ar37vWa2s5T/ezN+lWCttB5nNgWVApofMuItKIMIYwwkzOoBuNmzvXupT/9DkRRpA2e9zGdxFMFCGbbaQxWEEeEQlEDEIDAnQpi7VzFOMHmGYzyWvHMUabm0IQWLWR+bf/9t+iteZnfuZniKIIx3EA6HQ6WJbFP/gH/4B/82/+Tc8udOXDk0ClpAC94o8kQl69cBqdDqreGm1xL8PNWjhX1CBdPq6QtBFeRV3SlceQIqn3iONkMqf3w2izRMdceX+WXu86DNdyIi6DvGlGRmY8GBlA51yqh/O0hyQyAKttcBqa8uNx8lDH8c2ZZ+m9EK67VHcj9HeZkdl2IAEwYYSeX0A0XexGPyqUiAgwCRnXH/JQhWHsmo8an8OEIabtQxRhws1vD76mcNmnPvUp/tW/+lc88cQTl1GY77333qWdzYagy5xwHKTrgm1BXwlcByMEKAHGIDQIYyCKQevkcypdqOLEYoswgqCDiWJ0tYYJOxt3nTeKXhkYqZYX87TYTxYLYNsY1wbHxkgJVjJW5oqHVxiDDNMx1Sb5FxDx5Qu/sRTGs9NdpsAIgdAaGaXeUnpfRBQnP69YEEyrjQmSRdmE1+hb3N0V9QpSJYuyYyMH+zEZF+F3wA9AymSMunNJCHQ+g78jS5hTNHZJgn6DDEG1BUFL4SwO4hWzyXfvhIhOiJ6dx3TC3huerrFXCuE44NgQRYjOFprrL4cV80/m84hsJqm/UCp5z7YwSibzKOhgtIYoSrxzP0D7/k28+JuArhMYRVitGKemkB1wmhoZGWSgkaHGKInpKybrIIk/JxYWiWfnNrW4fc11MsVike///u/fuCtYWeVK4ukKx0FYFowM4u/rw69YTL0BrNEWjhORcUKkSAZIG0G1niVsOEn9kpUsTKZlIUKBsyDJXQJn0VD51jjRhUuXn/8meZ3LXvsGe+dSofpKyWKjFFiKaKTMpTfmCfoN4c4Ow8NVbBmSdwIsqZEYpNBoI9EIIi1Z8DMEoYXfsQl8GxMLTNtavlYBMheyc6hKxgqJjEQbQSdWtDs2ncimOVdC+BK7JnGqAhmD7ICMDKXTHTJn5iDooBeqlxsao9NdzhWG5kaMzop5JqRA5nOIcolwtI+XfipDfn+N+sUK+bOK2IH2zhjjxUs7MDvXYe/gJBXb5435WUadGqFRhEbRih1erA9T62SYbeRoNErIcY99XxzAGZvDVGvEtcWNf6i7igFKIWwL4djQX8Z4LrLehGp7Y8+3EbgipEfqDAmRPPf+/QdZOOyiHYgyoG0IKhqTj7BmbfJjAuUbvKrGamuy5xYRJ05/1yqCXIV0HpswMbLuC2MMj+UTBzCMEocwjjHGEO8dZub1/YQFQX2/Rhcj+r85wNAXDabVRjdbm7L+bVjF/9TUFL//+7/Pv/gX/2JtH1wZ4kpDLsKxwbLQxQzNYZv2kGDP7Zf4iR3PMGLV2GEvoNAoDDGC77T3c7w5ii00OStAG8FYu49qkOHMdD91O4c7Jynns8m5VoRlDFw/v9NjCCmSuPkGOuxCCoTnYTLJDtDYiqDfpXFrTHa0wTv2HeOn+h6jIEIGlcEWEhuFEoLYGEJiAqM5FzlU4yxjYT8XOv20YocJv0RHJ+ExKQwHcjO8q/wdKjIiMBAjqGubmbjAXJznKwu3calV4sJ8H43pLCISqJZEhuBWbdxJD2lMYgzjFZNdSyDufqH1GZd0d3Wt8UFIsB1MLkPQ77Lz9in+2f6H+U99b+U5tQe8mDv3X2I0U0MJg8Sww63yffnjlGXAoNLk04rv7rjN93cIDDzXGeGp1l4ertxG+7F+rIUs0g8QjebGx8S7z45MvX7LSnb7GRvj3xQxj5dH1yhaVnK9kOwaAaEkuC6tEZv6PoP2NBQilBNzcHiWW4uzPDq5h5qqYLUEUVZhNSVONYMUK+bLdzNWzmcdYzTEU9MwNX3tv7tlhPaQIOgzjB6Z5vbKBF+9+BqGMx7EMaLd7mmwoIsNm4mTk5N8/OMfX5ORkdkM1sAIupQnLrq0Rj2MEqhAIzuG2n6b6l0hbp/PW4dOccSdoKIa9MsASRI1iw3ckzmXGh6DJ5MQwUy2SFO7nCwN89zADsYXSkwv9lEevhujRCIk0L0ZxuBdaiAmZ6ATEtfrvTU4XSOnFMJWUN+IYyYeohocYOqhvTR2Q+xBnNFQDHnDgVPsz81yf+40O1SAIwRZYaOEQKblUlIAJlk4B2VAQYT4xqYWZ3FFBB6ERpFXAVnZYZczR1lG5ITEEwYNeKJDViwwqOqEZcVMvsCXOcJLDRcWLXKXBM6iIX/RR85Vk3hxp7NkZJbyZxs9+9MxN9ogpEZkPfzhPO0BxZ5snRGrxtsGXiR7V4eCFXBv4RwVqwGAwlBWTXaoFp6ArLCwRWpsEUhhKEiFZzQH7Rm8XIi9K+bTP/EAE28u4yxUcBZvxakayifbWI0O4uIU8ezcDXwfke74JEIYCEMMIGsNVMuCto+JN2EFWSWskWHCW0YIizbzRx2CPpM8g5LlfyWIPU2Ojk5jiRhPRbgqYk9mniF7ETlieFxpgtCi2XaII4W2M4ye7sO02sSN5tbMu64X1yPmvNLaZAwIgZqt0/dShsaoIve6Dm8qnuQbd+xn7O/sIjul6f/KOaKJyY2/7iuwaiPz7LPPvuz7J06cWPPJRSZDuLuf5k6P1rCiensETow9bWMvCtq3+fzivV9hnzPLQXuGiozJSkVeZC87zh5Lo935K47eBKBVfInaYMyTwQj/tP4ztIdcjAKjkklurISV0f9smXIcIxptRKuFia6RJ9hALIUFHblBRibxEPVgmdbb6/y/jv41B91Jjto17BUGxUKhRP66h5EINIZhJdFo6qbGTFQkKxUlqwXAiFVj0FqkLH0GpIMtFHKF0JJWBo1mr3UW3xhqUZYL8334dYvymZDMxQZyap5oenb1nv1apdVXkghW7JZNSkwwWY/WSLJL3pudZ4cK+HvFF3hf8RhSCDxhIUnGIBkXCWSQCNQVRAkFlESG2Gj6JByyW7zZe5r3vPVxWkbxhL+bF9q7+MqlQ0z99QCZmQz9QQhz8+tzZq70aI0GoyDWxJ3ZZT0ps3Wy/vHoADP35miNGN7+w9/hff3fwBMxnoiRgC2ScbSFwBaSlo6Z0RbaCOJ0bt3uXuKtpRdRGHIyAOCDi+9j5OtlhG0jggATrNPIiDRrsVUibleyaWFtu2BjMFOzFMMI++AQBcfnh7LnaB35G77QdzfHz+yg77kybCUj85rXvAYhBOYaX7L7+np6LBgpiB2B7hapGohdAwXwsp1kQVOLZEWcTECSP7zWg34teFggYYe1wOBwjZmoDNIk+RtpEEpjtKDa9tB2P05dkztfRLYCmJ4lrtbW/J1WjThOEusbAGFbiHyOKOeSz7TY7cwxohpUlItELnne17yMdNegMYQmRqNpmZjYGGbiMhc7FVraoRpm0EZyV/4iZdVEG4FGI9NppIQkNjo1OBJbJFz9QFt0AhvVllitENH0MUFnzQ/NhkFIjK2IPEHsgCWT728jyEobiVwyJrFJjG5gQuo6IgSq2qKlbWIEcboL1EYSoxhUTUZUstAVpCCHZo89j0Yy1tfHo7srhDmJt9BHjgOIeot4ZnaZYgpX5KFe5nuvJFKkOzS0xKQr5U2X/RMCmc0iPJfWSJbGHkM81OFwdpIdqoOdGnNgaX76JiIwmvHY4eutQzRiD1eGKAwl1WLQWsQTIUXpI4UGR6MzNjKwk3VoHde4pZASUmQxjyglZCpTb0LYWTvJIQwxfoAKNFG6wA5adQ4UZjhf7iOsZHH6K5hmq6fkiVUbmUqlwr/+1/+aH/iBH7jm+y+88AI//uM/vrazhyHGloQ5gVFg1RTaleh8jBmIOTI4y0FnikHVoSTVkne5FlgoskJy2O7wu7f9D+YOJV68EklOp4sL9/czHRZ5bGEfzz+3F2euzJ6/KCC+9VzPuOUmjNAbtGOSxSJ61xCtnR57ipc4Ys9SksnO5XroGpfARGg0vompa0OIYDwq0DQOf7N4G4/O7KPa9qiPF5AdyZk7+snuDIjtOW6xF9GYpZ3MkvE3Ol1AIib8EuKSR3ZC4FyqYS5OJDvFXoYkjYYVhrW7gAulQAp01sGvCDolQ1Z2ltJiK8crNprARITEjEeGR/39zEQFvjp7iLFqOfGyY4kxgjhK/r1z1yXeNfw4g9YiB+0aBSE56tQ5YC9yxJng2z90ljG/wp8cuht1YYDSSRj6a4VptpOFJE4Tt6kDck09qmv9bpIY/cpF09zkPIVQCrF3J52hPJNvsPmHP/KX3OZd4h53esn56SIwITGGU6FiLBrkf829lq9983aspiDOGrRrGLhlnl85+DD9qkFJBjhCo7IRnYqHYwxiyoa1LJYr5Vc2IznxShACVcwjPI/O4R1MvzaDiKFyooM73ULO1tCXxlf93OhOiKjWsOoDVIMM81pxqz3D7v4kTPv1219Hn3ULmdOz6LPn13ytq7XoqzYy9957L+Pj4+zdu/ea71er1Wvucl4OJo4T+qwAYUCGAAJdMFhOhKdCYgShgcBotAmxReJnKrqhn5c3OkpIFJDH5X7XoLn2ziT26mg0f+ZN8K8Wi8xni/gDDvliHtMJ0e32xi+KRm9YWE5YijhnE3mCgh3gCtKdxLURG40mCWsFJsI3Gt9ATdv4xuJS1Jck/tt9zDWytBsu7qxCBoKZRo5anKXfahAafU1JciUk2hgUglZko9oCq2UQ7YB4vV7TBo6/kSJR7pOG0CiaWuIpg06fnNDEhMTUdUzLCM5HFY63dzAdFDg9M4A/lwENIhagRTJ3jeBUdoATpVEWnQwjqoGdhnhL0iInAgryODNejhd2jHKSIdqLGXQxixQCfJVQvcMOdAChMWudHiuLXm/2wqkUUSmD328TDEb8SOE59lvgisxSWDZxbiLm4xjfSM6FA5zpDPJSdZDcRYmzaAj6JFEGqgOZ5LAYVMoulcKgLYFRMhnDNWKpjgtuPjtNyIS0k8/iVxzaIwYRgz9toQIXu+Gs7Xg6xnQ0ItJEWhIaSUGGFKRgnzfHl0vg99t4E15vvk+KVRuZD3zgAzSbzeu+v2fPHj796U+v7exS4sy1KLiSMC+RoULbENUcjHJ48tJB3jO6G8uOKWR9PCtiX3GOOwuXGLZqvCVzjkGVJGFfyeColKUkr+PZS2HQCF7jjvP+W7/FhV39fLF4Bxd/8AiVZyVD//MEura4MVTJNGHb/XlD4DqERZswKwhii9nYRhOiZCcJl13xvRs6YEYb6trm662jnGoN045tmrHDgp/l5NgwLFq48wp3DtzIYLXBCMPcWJEvZO/ijr4Jjg5NYYtOsmsxl4cxu/mMhSCLOw9uNUlQbzrSwtCln2OwJ6oMPGPTHrT4w4HX8Z1de/m+wZP8ZPEpZnSWL1bv41K7zGPn9yLGMlhtgbMAqmMo1wx2S4MBESdNAoU2YKD9bJnPDz6IP2D4w/smOFye4kf7nuH7Mon3WJExtqjz4yPPcrywg6/l93M2U8FqgTdvUD7kL3XwzsyAH2DmFtZX27VeYdk0XAPcsKqvzGYZf2OO1r0tHth7nkEZYQsXnc6MpwLJt9sHeXJxD4985zbcOYUKEpq7u2AYPpnkAKfuz9Lp05RzPkpofGNzrFNiMfaIZj0y43VkrUkcBGu7wO5zuFQMfBNzMkIgMx7Ne/ZQu8WmsdcwdNcUYayYyvTjzmUYesrCOze2ese0m9eRyfpmC40twBWSo94lzD2LTI7msFslvGOiZ0Z21UbmJ3/yJ1/2/b6+Pt73vvet+QJktUEmNjglDyM9tA0ySpLxsQPRixliW9AsFag7MLa7n7G9fezOL3CrM01OtslCQmM0+pUNzfXeS/9/q6W4tXSeiDP8o8ojzGmXd5f/EcN/mUc0W8utB24ExrBhvOUub96xibKSKCOIjKSqM9hCkxUx6opzJQl9zVhUYiYq8hfTRzk9PUAcS3QooWFTeVqSm4xxFttYC+0kh1F0iTKK1rjN+Xw/2gjm+z3K0sfGYIlkh7RynGMMjcDFWzA4izFms4yM6XaI5fIQUkoj1lMzZFptMgN9tIb7ObWwi+CoxT3Zc7wYjPK/z9xOezbL8COS/q9fTOLh89Vk4X0ZeEpRsSw4fAun5CiX9pQZPNrgjd4MtpAUhEUB+OHccd6UOcXh7CR/WriTBT/DzKUysqGIPQdnPo9oKES1tnn5eyFSQkrakOtGdtpCIDyX+h0Bv/u6z7HbmqeiXCwUETGhiXkh2M2XJu/gpbMjHP50A54/uVwjRbLLkOUS4t7D6FJE0QuQJEbmZDDMZFDCWZDIyTl0s3Xtot6Xw3qfw5X0+I1YmLtqDRmPhYM2i3d12LFznr+/51F8Y/Mn9muYrBaoz+TxlEoKUVd7aJlcq0yp+DbgCYv99jx/+9ZnOTY4ythz++nlXubmkunTil0pBMIYMq5C2wIZJV6hsQSxIzEWdGoSbQustsNYbZRzuWFe3D1MJdNiZ7bGrswCO50F3pQ5TUHGlKQiK5xrsoG6oaKVkFfEfCQSV0BBhFhOjM5nEYUCItZbRzVgRaU3lsLIpODxXK3CX+VvZ8CuM2gl1DVf28RILgT9TAVFFjoZztcqtDs2rYt53HmFikHEoHzITUa48x1kK0T4ISLSWFIiQk12ykI7LmPBIL9fepBbszP8YP4FbnMCPGGhrsibBZGi2NJY7fjyepjNxIrdzJIUjjYQdMiNa0QkGdMj/Err79BquahTGQo1QXYywLR8SNUJXmlR6Tohqt4mP9ZHK8rw4u5hdD9oY5YS3K6AWEYMWovsyNWIjGS+rvCmJd58ynJsB+hNpiEbbRBX0snXCJnLIXYM0xkukiv5jKgaZdlBkqFhAr7ll7kQ9vOHY/dz4fgI+UsSWZ8j7hpwY5a14spF/EHDyOgCh0rTlFWLapzlr6Zu49xshdwEieMShuuLCqR03zV/ZgO3PMKyL/uuO3fOc7A8Q1m1mIxKjM+V0OMZvAW9JqKQcBxkNkuUdXBVHSXMUsmCJwyjTo1qNst5p9v4rDfP5k01Mrrto8P5tGpZ4o45y4VlXcTxUpEmQiDsVBbFtjA5D+1WeOHgbh7dLWnujXjXGx7j9sxF7nIvscvy8YTCxb7MiAQmopW6hyp93V1R+9BFTkiU1JTybfxdZTwlkGGHuLoBRmY9k/saEJkMwnXQGRutQESG2dMV/qh6H5Yd4TgRUaTwmw6mo8iesSmMaZyGpv9SGxGEiNZ0IqkCacjAJOwvHSfJUSkQQqAWLZSSDC5k6X/OoT2S4bHzd/L1imHs+/r45eG/oiw79KcJ1dgYQqNpt1yGpzrY8y1M52aEy7oPpkZY9tJcIopgoUblb9pUlErmVcaFqIFozkAUoZst4mZr9eQPYzBRhJ6cZvRhge7L89S+3XT2mmRqp/c8JyQKzX5nmu8rn+DrHGLu/C4Gn2pjTy1iLk6gu42oNgupZ6+792idoVwxOsT0W4dpDwnesONZDtsBburwTcWa3zz9EGNj/fQ9bnPkryYRzTbx7OV0bpnLYHYPEwzlcG6v8S8P/Qll2WaH6vD1qMT5b+xm6GlN/kztxsPY3c/dpJyMzHiYncN0hnO4d1T5N4f+eOm9sbCC9XyOwWcicmdrxGtw0mQ2C6OD+EMuI24bTxjs1AEsCMk9mbOUVJOv5e5JclOmNyGzm7uTSR9IABMJSCd3lwG0xK5J/3YJaaxRei7Ksija+0F4xI7FMws7aUYuobGYc2boly12WD52akykEMzGMZNxdol+qtBUpE9BdvCEoCCdhMYqBDYCz4qIspI452Cp67O1Ng1SIR07Keb0PIRjox2L2BFJMWtbEi3axMImkAYigVVP9I1y44bCOR+rHiAuTGKCAN3pLHngS16+UktSH9hWQtCIdWJwYo1qKjwlyE7lkLFgxs/jG0XnGplqYwQi0klS+2agW2meVscv15FoCE0Salm5Y9gAQobpdBBzVVQUo/2hq4IyUoglB8fXNu3YxmoarIU2op7mF27GorcyhLTW86fjbHIe/qDAH9KMejXclKbcNh3mY4/J+SLOlE1uSqPPX7o8MtC9V5kMwWCO9pDNUGGG/VYNDdSNYCYq4i4IsuNtZLVB9GqXlHFdov4M7QGb4UKD/bbPXCwYi0rMhgWcRfBmfUSzvTrD3x3DfI5gKI9fVhSsAJtk3iUFxAJbxDhiWTpp1RDd6tnV/fnW0Z5IhRyBJIwWvowER0rZ1H6AUBH26QkqswWKp3PUTu7mUW8PX6vcS5SF9r4Of+vOF+i3m+RVgC0j/tfFuxk/OYiIBLKTaiftbXJkdJo7iuN8qP+bDCoXhUAj2JWv8tyBUTr5LAMThaSI7oa+6zp3MOnksYYG6BzeQewqrEaIDCIaezLUDiWFkFZbYC9aZKcN+UsRMtKodoiINdZCC7GwiAlDdKO5rJicjvNSzkmbZV2pFZdgjAHhgxRYxlC2JP6Cy+n5AcZ3lMCqMazMZTtHKTXaWyGmucmQrovsr4AQmGYLEwQQx8v08ZUy6BsEoxMHSkQxaEFsQKdffUlhAfhm6yD/1/E340/luOVsBzExjW776y7SXNIFM6mI5CauvapURORyVA+XKD04ydsGxvjBwgtoNOcjw9PBLr5WO0T2WzkGn2rjXFogumKnJrNZRDZL857djP1MxO7hSd6/+xtUlOKv24P8t8k3cGxqhMFTEda5qUR/a7MNTDcns0HnjQ7s4PQ7HZyRJu8ZfRpXSB719/L7Z9/C5GSZvafC1X9XIVCVPkQ2y/ybdzH9UMDQwDQ/0f8kBZlEazSGuo55zr+FF9ujWK1urnKV30dIhCVglTyLrWNkYMnD1NqsTh5CxxgdJ13gJqcQQlB63E5Uh4cG0Pks02/s41v9+6hk2xRdH0dGjL80yMg3BFagsRrJeabvy/Nc26a+y+Xv932bwa60khAMuA38AYOIBcZbI43wul92HZpcXen8fJb6bpfIFWTnJE5N4fcJOkPJouKctXFqUD4VYD/6IiaMlphCrziqS6GDbt2FXM6jpP/qWIPRiFjjCIHslJhouVTjLGXZSgs01RK7TEiDtiXGkgi5tjqnDYFtY/LZRKE7DJP8ijGp7PkqCx/XCpPUu3QX+ivvdNeBOecP0DlbIDctcKeqxPML6zYwyYGTHaiJSefYGj575c9rPL/wPEwxR2tI8o/3PMrbcyfIyaRgdSbO8WxrN8/Pj9J3ooP8xrNE13Aiheci8lnqOy0+8Nqv8FD+eYaVJis8znUGeHpsF4x7ZCabRFPTN2cH8wplE2tF0O9yx93nedvAi7wpcwobxdlgkMmz/XiTFpnxheS7rvLaRDaLKeZY3Cf5hXv+mju9Me50FnHFcno/MHCxU2Gs3YfsrMHB6pIU1OrXrnUZmWq1ymOPPcb09DRaX36yn/3Zn13PIQGSkMU1+sGs/gBmyRM3jSYy1pTO5Zl6tI9Jr49x12AklM9AbtxHhjGynXhSxXM2QrucM4PM3+qxNw37KBJOudnVpqU8dO4Gu3+mISihVLLIrZVtJSQiCMnMxsSewEqptJk5TXzMBg35CY1dj3Gmm+huYd86H8ZEUjy9Jysq0o02SMvC5DJEeQfP8xm0FinJAImLxtAyMVUNUaiQYcLXR2/cbmFV6C6aK88rRKpS0UNhVCGXPd5uSQ7Lu5jQaHyjGW+XyMwIMtMG0VrnDmbFOZcUzIMAVhvxM2Z5u7rOXKGwbPyju5g/6lI9GjFo1WkZxWcXXsuzizs5MTtE/XwJb1ayd3IBfeWiloaAO3fuo3rQZeF2w257Hk/EzGvBTBzwyPwB3OezZKYNcqFBfLNCZFcU+q4XwnURjkOYl+zJLnDQnUQKw7wOeaq6m9Jxi+y0RlYbiZPyct83XfxlPkft9TupHlB07mxxxJ1gh6rjpoaxpn3mNTwd7ORPx+5gbrbAjtk1PJPpGmvW4CCv2ch88Ytf5D3veQ+NRoNisXiZlIwQYv1GxujE+4q5sbBFuruJ5xJCgTs3z96ncghLgecmfSna3Y5xemmR76sOUjqWYzyscOnNfdzhTC6pE9+TOcdDh/r5VvEWwlLhxrZ/QiYJOceGVhsif9UhjW5OwbRaZM4uYGwLnbXRrkXhTIPSUy1EFGNqdUyng+6EN86ESwu6rgnLIipnCPosBvJNDto1smnMNyJmJk48WN22kH4H4YdrLti9IazQfxJRjFHLVf9LYcFeXo+UaU+UrjaXWAoj+kZT1ZJztQrlkzGZKR9Tb6z/XF3J/zRHByCC5vqY8uvIxQjPZfL1Lod/5CQHCzPss2eZ0xn+y5NvovikS3EsZtfjFzGtFnrxig6iQiA9F5HNMPkGj9EfGuONpUnudMdxBZwIi1wK+3jy9F4O/1kVOVNF32jI+kawQewymc0iinn8suCB4ile784xEwvGY5djF0c59KUJzMQ00WrCp10Ho6/MpR/S/MKb/pKj3iXe7NVwhbs076ZiyXPBDh5euIPGYwP0XzTkTy+u7bnUMSZevXO85vXyl3/5l3n/+9/Pb/7mb5LNZl/5A6+EbvMo20Jkk4pe02jeuJZON2/TbifNm5RKGqAphY6iRPkXMGGULN5BB+E7yDDRoVq6PGSilWT5uFaEUTew00rrEJZ/XcOx0r8VKzxzoTUi1EiiZEdWayTMpkbzhgvpLsO1jiOSeoqwYNPJS4p2QproqgyEJuZSVORcOIjwJdKPEGGUNJzaZAglkzCnlIhmG70JbKKllgueA5ZGwVJFusbgG2gZiyC0yAYaGUQJsWK9MBpQyb9aX0bZ7jmERAhB7MEtuTmG7UWqOsNkVEYs2GSnNJkpHz0zi76S0NDVN9s1SlzK4A9qbitNsj8zgy00oYFj/i6eb+5AzNvI2ix6sd5zAdueQyoY6KOzo4TfLyirJgrB+aiP050h4poN9Sb6ZQrglyAEMpdFDA8QDpfwKj53Z84zohq4IgnvL2of32ieDvby8PztPDO1E28WMvMxshX0VIBozUbm0qVLfOQjH9kQAyMsC1XIIzIZ9FAf1SMlEFB+ahZOnl09bfTl0A2hxTF6Bf3vcjFCBa6DLmaI0rClXhFCkEKjhEYKs9wiYK3XJVND2mVvpY2FhFKr8zaFXF40LAudz4ASyGoT0WwnO5dGc1n3ahN2DKaUZ/6ITXvE8H2lCUoymdAaw1Qc8Z8m38qx6RGKJxVyfAbdai/TY3uNFTVEolSkua+MUYJc0MHML/S8Xkdms+i9wwT9Htlim2yqvQdJMeyMdjkXDtBquQy2Y6Qf3dg1dcMYjSbGthMnxLF6335ZiISw49hEWcPR7DjzcY7/NvNGztUrVJ4T9H37IqbZIu5c4fikzwQH9vDSe8vI3U0eOvAE7+3/Jk76UJyPivy7p95G9pkMO07FiQJCu70xRdErvkP6w+YQJaRCZjwmfmiE9oN1jo6c5Ig9S93Avzz1o4yfGGLgGYFpvXLTOWE7CNvCHNnH+bcX8IdjfurAoxy1a3hCEpqYhgn5SmsXZ4Ih/r+PvYUdf2FRWYzJnJ1GNFroxY2Qgb8+1mxk3v72t/P444+zf//+Gz972jyKjEdU9miOJBIIxVNeqim0QQVCXebUSu/nil2EsS1iz8JYiVFZCW0ksbnCK1yHoRHddrLrwFJzKkBIibElRklUEC7VCZi1ymrcIHTGJqgYwkrEkLO4JC6pMTSNxdlqP83JHMNzGlNbTAzMZvb7SD1s49iEBYW2IGdby4a4Z+cVYFtEBYdOycJzwjRUtjyH6tpjPsoTRxIRmWV6942wlrrU61hf7tD0GN1WycY29FsNZqMCZxf7GZ8rMTodE124eM3vJJRCWBZR2aPvtjl+Ys+zvDX/IkftGN/EzGuo6izyosfAcyHeRAPd9nuzixFp1qzXRqabOHccWjsNf+/wExz2JqhIybzWjE+XKZ2U5CbCVeVrhZII18Xv9/APBIyOLPDa7HkqyiU2iTZcUxtOBcMcq4+SPeNQ+soJTGPzaPKrMjJf+MIXln7+0R/9Uf75P//nHDt2jDvvvBPbti/723e84x2rP7tMYrk660FsyE7rRChzsb2moqP1QiiVJN8yHtX7hpm9WyBvrbPHmkcKkYpHav6q8Ro++/jrcSZtbpleTLtprvHmGJ0k+ruG4spukK/4cZMsjkJimi2s6VpCyW00E/bYRozX9XpYwGXfVxWLiGyGxb15nLuq3DM4yT2ZcwBExNR1h3PhIPMvVeh/QVA8107yXzdJsFHUm+TPNZP5trDYWwPTPafj4PfbtAYkJbeDnzpLtlC0dMi5zm6eb+6Cmo1VrydhvE7nxh56Y5Yk/5Pk7CYYdCGXGG0yEJwMhvnq7EEmvjNKZlaQuVS7brxf7Rwh2DfAwmGXuwZOcV/2LP2yTWgMx8IcfzT3Bk7Uhiicg8yFGqKW1sS8iiHzecyhPfh9Hp3RkAPeFBXVYF5rzkUl1LhL34sB7mTz+sY03QkJz6V9336qBxwaew1vOPgih/NT7Lbn8E3E8x2XrzZu42RriK9+5yiZccXgMyGm1e69CvoKrMrI/O2//beveu3Xfu3XrnpNCLEm4yAshfEc4oKL0Ib8mI+MNNR63JmyC6WQhTymkGPmHsFP/dA3OJSZZK/VxsYhJCY0mr+ePsTIly2yUx3k+Mz6WC3GJEl4kRaZymhtvWSMThfHmLgeQqO59PpGjtVV3q8RyXm7HrYQiGIBPVBica/inx35S344d568sFHCoaEDatpwKhih8rxg6C/HEq9ps6V4up0wjUFXa8g0qb5pRY5OYmDaw7DXbeMbgybGxdA0mpf8EV6ojmBXZcIeqi1ujIeu46RyWxuMtUkkC5kw6VQALzVHOHFxmH1f6eCOVZOeTNf5WLizwsxrPBp7NT/Yd4wHvGrKujM8097Lnx87ippy2XfcJ37x9IbPdWDT67ZkscDs7UVaw4LdOye43RkHYE67nO4Mk78gcB99KWmDcp35kPSbKWAKOSZf77D3wfO8rTTB+/q/yaBMPtPS8GjrAH946j6akzkO/D8drCdOJO1FNvlZXJWRuZKmvGEwBhEn9RbCAJFOdJM2KaknhEj6ojs2safZ580yYiWdJAFqOqauFQutDMVajL0YLKkSrBsm5aTrG0zK9oB+K/N5ZKUMUmJsC5RE1Fvo2iKQbM2xLDr7Bqnv9Wju1IxYNbJCLUny1HTMi+EAp9pD2C2TxM83OYy3/IXSvIxeruBfrx7XqtHdDSpF7Api1+Co5fmsECigoHwKToDpRaWaMQgl2IwEg7AtZLmELuWJsoZBp46yY4xSSV3Sleh64Y5DfdiludMgh30G1SIKwVOdAs/5u/nS9O3YF128GYFa7GB6FWbdIHmnV4JwXWTGQ/cXaewU+MOava7PpTgRqX2htZMT9WHcxYS4YVZcl8xkEJaFKBYwxRw6Y9McydLJK/wdEXvz84y4NWySdh1fb+/jdDDMlycO0z5XIDsjsRYWe9OuZBW4qcWYJtYQdFDNTrJ4LzYSvajGKhgVGwGlMLkMccGFcrgkrpkVyS7muc4AJ/wdLEwUGTlXg5mFDbm2pS6GXU22VX+wRxOkK0Oxe5S5eypEGUFQEmgHSmc05ecWMEIQFV3ijMWFtzscvv8cbytd4k5nAVckrMDQxDwdDPGfxt/Ki+PD7JnqoKu13i/s1/pKqYERlpXsxIIguY4e54S68Xad9eiUIapEDLmNhF1GEi7LSsMdmYtIDM+V9iSst/V0dXyla9kEJ10W8jTvGKU9aOHessjfKj7PE4N7WOzfhdXMYVczkDopANJz4dbdhH0ZJl8v+ZkfeoQD3hRHnQVCI/n4mR9n/NEdZMcF+79ZTXZ5cwtbpivyeqGGBgn3DFA9mGHkBy7yA0MnmAtz/M/Z+3h8cjfRY32484bBlxpLyicmjBJq975dRKUMC7dlqR6BqBRx+OA4h/Pz/GR2mr3OLEXpExjF+aiPj33tJ6k8YZGd0Rx6qYrwA8zETSpcZR1G5iMf+QgHDhzgIx/5yGWv/4f/8B84deoU/+7f/bvVHyzNMxBGiE6IbrWTbeJaJbvXCykxnk2csbDdiIqM8YRECUGgDZfCCqfaQ6iGSjz6ZnPD4vlGm42o59oYpEoCOufSHpBEWQj6Ndoz2HVFri9hsnWKNmFOYnb6/N2RJ9htz1GQ1lJdTGhiJqMy5xf6CKsuqldJ2rVACoi7shmbkBNKdzHGVsSeQWYiMioJT3S1yhSCrAioWA1QJmmg1gtsgrqCsG06pURxoi/XZlg16PeazOUEYcHGznhLpQNCKUQuS9Cfxa/YRIMhP1h4gWHVoCAVgdFMVosUzkF+PEScuUi0uPiK17CVISwLhMQUc/gDDu0BwQ/2n+MHC8/zpcW7Od0YpFH36B83ZOZiZCdO1N7DMKl7cR06lSydskNrWCD3NthdrvP3d36bI84EoVHE6bxqGpvJqIQ3blN5oYU900CfubDp4bErsWYj8/nPf/4yIkAXb3zjG/mt3/qttRkZo9H1BiI1LMYP0rjr5iSIZX8fEw+UaY8Ibhs5TQyEGOq6w8XI4t88/UM4z+QYORlj6kmB40Zdm5BibTHmlVXZGwxhWwjLorErS/21Prmiz5G+BcpOm1O3DHD6dUWEMFiOj23H/OS+Y9zpXqQgQyQ2DRPw1+1BTvij/N8nXk/mLwrsnNNYF+dWXXS+0TDaLBMiugZmEzy5br1XWHbRe9u8dvdFbs9euuxvQqM5Fw7yVGMPqq4QfucykdIbv4i0x9AmtAkwxTxzdwjC3T4/OHiOstS8te8lHnvbXubnXQond5CbHKE5IqnfGmM8jdfnk/UavHvXi+y1FrEFzMZJXiKYyLL7WAur2k5qanqJHm/1ZC5HfPcB/EGXmbst7HsW2Fuu8reKz7NDBRzwpljMe9RGPC7cNYoKFGE5KelIdEoFSEOmEODaPrdVZnld+TwDVp073UuUZZRo4gFPBDv5w4k3cHahQvGMwbk4n5CCtgBRYs1GZm5ujlKpdNXrxWKR2dnZNR3LxDG61YLVFBxtJNLwkC5mqd5mKOytcn/fOQA6xqCBC1EfztM59v7xeMLxX2xsWKglaSQkN9WgXv9iRBLvdRzaA5LvO3ySo/lx7smcY0Q1CEclHWTS8haDFIayjChJhUopyy0d8436Qb41fQvm+SIj//scem6e6GbI+ndh9LUVvHuM7liGeYtbh8f5scFnOeJMAEkDt9gYQgyXOn2cq/djNSUmSNQZNqoBFnR3br1fYHTeRe9v8+ZbzvCW4kuUpMMbs6f5x3d5jPkV/qxyO62LGYq3zfIHt/8RO1SLilquGQKXlg6Zii3Gwn68aYV1/AImCJYKpnuGHherioxH9VCW+h7B8JvH+dxtn6UgHSwUmgz77BmqmSxhn2LxYCJX9YsHv8JPF5L5siykerkx1BhCI9FYxGkgcSYq8syp3djTNkPnfeKL45sSHl4N1mxkDhw4wJ//+Z/z4Q9/+LLXv/SlL21M7cxmIFV81p6NqAQc7J9hh7OAIpESPxNWOO7vxG6SSL8Ewc03Bl1c6X1tQLEqcYyJImQHptoFKnaJ0LOQGLIyolt2q9IJbZN44wHgm4jxKMPfjB9k/mSFvjGD8f2bSlm+ChuomPuKcGxMPkOYlQy7bSqqQVaG2Km0f7du4Tvze3np3AjlGVIRzQ0aq01KZC+dTkmy2YBbsnOUZdIuuSAi9jszZGWHU6ODXPD6eM3gOIOqTUEKPGGlC21SxzEeCz49+xZOLA6RmUnUqzeroDipx+vNeYTn0dgl6Bxsc7RvEltIYmOomzYtY/iL+uv568lDNDs2i/Uslh3jm7TNyHWaLXbD0vM6IjRJ8zsnle23syFRTqGt6zWZvzlYs5H5pV/6JT784Q8zMzPD2972NgC+/OUv8zu/8ztrC5WtxEa2Ml3N6WwL6bq0+1xet/8MHxr9CiOqiSckJ6MsX1h4Lc/Pj5Kd1sSzc2uTwV7ThXRlE1fztyKRooDLpGk24mHUnRARRbh1zdnZfmIteX3hNI7QZAVk5fKU1akn7hvDvLY4Ew7wfHsX/lcHOPSleWStQbxRdNwbxWUP6SaFy3JZOgN5/D7BgdwMR5wZCsIsee6hSar9X3xhNzu+JsiNNZPd/IYqQBtA914nTgi0a3Gwf4IfKLzAbtVACZdh5fC2zCQxEzyUO45vJAWpGVaZyxZPbZIF89vtW/iLv7yH4lkYfLqRMBI3kSyy4Yam21enlCfz+ln+3W3/P3ZbNWwsGibkxTDHeNjHf3v2fkrf9IiyAgYNfjFmOiwSmhhbqKsMRbfZYl0bToT9NLXLiFVlULXJyYBbhua4YPURFjKpvNPN38XAOozM+9//foIg4Dd+4zf49V//dQD27dvHpz71qRtSYN5MCMtC5LLEGcmA02RENckKQwjMx3lOLg4yuVBgtHXjzas2GqIXSWKjMVqifI1f9ZiwC8xERZrOFLaIlqrVNRolBGEahvGNYjIsMeb34S4YxKUpdLdN8fcqlEI7SatwKZKFq9vyNiQmxNDSLlZdkpkJsGrty+SONgSbQitLEvnalmStDkUR4HW7DQhBMZWVH7gWjTlFaNLK/jiHNyfITUZJIXavSBpXjMtS2BoQUiOMWJ+g6HVglMCzQ/pVk8AoXgoNVV3gyfY+LgVlxLRLbkrTyUtiRyBQHKuP8nj+RRxibNFZih4ALBqXui7S1C6n/BECY0EGKtLHEyH9XpP5TJbYzib0fSO2RDBhXRTmD37wg3zwgx9kZmaGTCZDPp+/savYZGqd2DVK41CFhQMW/U6D2AimtE3TOPzR9P1Mfmk3/eOa3EszPfEFlijMyS+r/JBZVqq+8vUbvqAkfp87NsU+PUxjtMx//sk3Mru3wGuz53ijN4Mtls/jCokrYDzo448uvo6Ls2V2TqX5ta3SpdCk8ejNDJUBxlJEGYWRcMkvc6wzzEF7hqylqeuYi1GGF4KdeDMC9+wsprnBOlwrdrvC6A1dNJcgBCqfSzThyha20MQIQpLwqY3CElwV7ukiTuf8RNzhZNjPE7W95CY02bEGolbf2DzCii66wrpiuUuNTCLFEyNivfr2CKuArLeZfnoH/zD4WWq1LCw4WC1B/gLYTdh3IcC9MI9xbfqOe8Su4uwzh/nFvtvSa+fyfzWIrkSWTEoMvvoj4/znw/+NW+0ZfmboUZ7K7+NPBh+kVCwmYetG46Y/j+uuk5mZmeHEiRMAHDlyhIGBgfUd6CYMQNyXZXG3hT9gyCsfjaCqM8zFeU7MDjH8uI97dgY92wM58RvxMns8VtH5MZwLlxi8dS/H7x/gub4dDNh1Qnca0EsUXFtIbKGoxlnGpvsQky7OYnDzii5fDps9vyyFdpIGMgtBlrFOPyOqBoSEBibjEhOdMs6iQU/Ppo3TNlCxobvTXUsodk0nSL3/TNKgLPIEloyJSbt/GoMWr2zZNIaqdjjXGWC8UcKtxsjZWtL9cUOvN6HnC8dOdBKvEQkQUmA6gLThBsXfgWUmqB+QHxM06KMwISidj3CqEc4zZ4kXFoDLbZoEiul/1/4uqSSV4yDLJSgVOH7nAPIwDKuQXdYMRenzx4UHEVlvSyT9YR1Gptls8gu/8At85jOfWVICUErxsz/7s3ziE5/YGPn/XkIIWjsyVO+MyA03OehOUZAxY5HFVFimHdioVohp+T1T6l25TV9TTuZaBqoHsXxRb9L37DDP1A5y4c4+Rg7W6FcNDtiL5FZ4pxKNkEkjOHMT2ipvOQhB2J+jdouitUNza36Gvc4MBdkBBC2jONcZ4EK7DxVwdWfODTh/0lcmDQEZsfEqzOkcoe0jFpvkJnL8xZN38vjO3Twwcp7vLx1n0FrkqN3EEwpX2EtqEJDsYgITERJT1XlmowLNjk050Jigs/YmfteAsBJKvsjnYLCSqA/4ASKM0tymTL6HH2CieG3yTmuACUOy04n6QW4iJjPeRjVuwBnrkjriOBl/x4EwmVdKxHgIPBGiHTC5TLIzE7VNYRm+HNaV+P/qV7/KF7/4Rd70pjcB8Mgjj/CRj3yEX/7lX+ZTn/rU2g64yeEMhKR6q+IDb/5LDrhTvN6dpCQdmtrlnN9P0HBR9Rp6cbF3RaHpQmCMWVtu7lrhh42eQMYQz84x8jnNaNbjwrt28z9Kr+NQfprB8mMULFL2i8QRMVJqIkXPangug1ijFLtY6dWn6KV3JySNXS7N17QZGazxttIx7nRmyQoBKKra5YXGTk7XBrBbemN7/nQvIa15MilrsCcwhrjRRLR9HD/ggN5F0FfmSw9WuPjaMgcL0+T6HmVQdajIyym4EYn0vG8MM1GR8aBMs+3S34qSWrQNyIEK101aEI/2U72jjLYEhbEAe6YFSmBshYg0MooTo7ayB88GwrR9iifrZKdd7IlF9PmLSafaG/mOJmHfxY0mChD+LuZ0BkmLiiXxRESUNYSVLHasU1LDhn2ldWFdxZif+9znePDBB5dee+ihh8hkMrzrXe9au5HZTKRNw7QNu5x5RqwqXroAjYd9HF8cQdQtCNPeHr26OzLxpsRNaOC1Gpg4Ri8uIlotvNldvDA1Qity+JHiM+wwPpf12VGGSJmtu5PZtMZd6dyyBI4XUXACciJp5AYJq6yuM8z4eWqtDJWoV4zFRHZf9Jp8YTQm0hjfx55tIUIPbyrHsYlhplp5bBEz5CxypzfGbmuRgjBUVFIL0g3keTIkpwIsSwOJ07VelpewLGRfH8J10P1FwqKHP+DQHJUYCd6ChVVVCGMQkUaEqUZirNNi3R7cD2MQrQAlBKLlp8XcG3QOnfaj0hAaRditqREGo0A7CqytQWRes5FptVoMDw9f9frQ0BCt1jriqZtaKGcjHBttQ1k1KcgOUghaJuS/nnk9na8NMDKmYaHWO57+ij7sptOBcC39tVd0O+yle2IMptPBhBGD35yhNdXHhdtKPPp/HOBw6Tk0SaO3nAwo5dpM5x2008PFvLvbXZf6tV6KyxtterZz7uqkxQ5kvYCy2yYrA2wETaNpGTjm7+S5sR2IKRe32oP8VTq3cGwIdBIK6hXSMdTNFmpsAmvSYm9tkPCbWSKvj68VHqCTk8y8OeLwreO8eeA0/6jvCUrSoSAdCsDdziSVcoPTAwMsurtvKIOkRkeY/JHdtIcE/iGfo3smyAnNqIqY83NMm10MN1zsBR9xaQbCtD35CkUIHW9g8afRyfM9MY20rN6IU2qNiAQzURFbxMS0UUDsaTolC7vubJ6T9TJYs5F54IEH+NjHPsZnPvMZPC+hKbbbbT7+8Y/zwAMPrO1gPZRKuQpCJA1+bAujDJ4IsdGAIDSGhfk8u05GeNMBZjU9tW/kUlI14zWpTa8cq82QSOm2rz43RnZ6DiMPMhUupyQ1GoUhY4dIJ8b0WidrraGyqz4vEQpM1CPj3NUsU+DZERkV4qCxhUQbjW8Us2EevWjjLUpk0CMDIEXS1A563v0TAB0Td/XF5uaRgCMVrm2h+sq0h27lVG6QituiU04UD1xhoYRkUMUo0WDQa1C7QWq+yXrU90G8u81PHn2GXxz8GnWtGIvKvBiM8qnyTmJXYUMSCr9STcBsvEJC0qm0t+wuEUNTu/jaRpsWIDCWIXYk2pbIXunirQFrNjK/93u/x9vf/nZ27drF3XffDcAzzzyD53k8/PDD67+SbrtcNqbA8JqncBxwXbQDZdmmLDWKruKpRLXTXuu9CmOlIZVELDAxNMJSq6NNrgxHCbmC1tjjhSTtuClDTaAtQmPwBFgosjKgz20x4+XRttOb81/2vdeak0l2MLK/QrR/FKTAPjNJNDWzsYZ6hQMTu4L+TIsBp4ErYiQWNuCJmLwKwNXEGYO2ZC+4X5hOmPSSiTWoVc6tDb8IncybVpvKixG1IMtjZh+1nYqyXH62xiLNM8FuXqoNYfvrDFGn64YuZoh3+7x23xj35M9TEBJfaJraJdA2Ud7QGLWQnQyOUpdPo146bD0+tuULXmyP4hub3VaNmTiHaiqcxSghMN0EBfQrsWYjc8cdd3Dy5Ek++9nP8uKLLwLw7ne/m/e85z1kMpm1X0GXlpeGG6BHuktCgmMnnThtw6DqUJBWynyJIJTYjQ6yHaJ7Jqkvk/+kSnYysQZ7DbTJdNFcOhZgeryr6Up8qI4m0mqJp6CEJCc6DHoNprIFtHWDtVIvh5VMvNV+1RUGnYE+Zu/Oom3BiN+PmJ1PptdGzjHbBssidmE0U2Onu0BOamyhkl7raEpWCysTEWUsjN0DE9MN0cRxEkq5WU7siuR0/jvnyR3Pcq40SvUBl10EaJLw1Jmowl/XjnBptsz+drSuhHi3tUKn6HDnnov8w9Gvc9ieoyiz1E2LpnYSL78U0hp1cesWbqqM3FMHbRPUFgBUG44vjhBoi4POJDNxEbshcKodRNNP1odenX+VX3FddTLZbJaf//mfX89HL8cVT0EvZTCETIQgjW1hVDf5uMnxSpPkMtDxkl6VWONKkBRyis3VBTMGDLRjm5YR5NJz20InYSEV0+nlUK7MRa0FQia74yjGqRu0BdKPelKfSBxDt/keoM3y9SbCmNCIPaKWhdMQyE6P7p82GOI1z6uewCS0ZKEUsgN1naGuWygZYgvFM629fO38AfTFLNK/fgfNV4TWyI5mqpXnmL+Timqwg5h4xXIilEE7oK1NGpcrmY0b7Qx2214bCGNFoC18Y+NrGwQYS/a21cMavsu6jMyJEyf4xCc+wfHjxwG47bbb+PCHP8yRI0fWdqCuZ0+6e9GpJ9MLD0NIyGbQhSza0SgS+Yvl98EIei7JYeIY02wl3P21ToJ0cb/MAd8svbdIMxPkORNWsO05ilLjiZhRp8Z4psRYrx7epe+31jBKEr4Srouo1ak8ln5+diENx26kfohB+wEijpEhdLSV9PkwSe7KN4a6sTjVGiJ72iE3YbAWWhuvJmEMJo4TOREhk/l8M2GSzqjEMXYTXgxG8UTIXmsRT0T81xfewO7/ZGHPL2IujK/vFOlO255vMfvcEP+x9mbmj+TY1/9t6mnbUVvE2G5C7Y2drk5iD520bug/nYMolRBpNqpYWQikk5CYMNAMHWphhsmozEKUI3YMnbKNarlbIvG/5iv4/Oc/zx133METTzzB3Xffzd13382TTz7JnXfeyec///k1HUtIsfQfQE+l76XAWCoJU8hlA7O0mxEGY0uMEr3zApekYfRSSGNNnTGXjtEjyuXLQGhDEFk0tUu41HzLkJUdPBVibv5cvhppC2ATRTC7ADNzyaLXC6R5iGuFEDSgjaAeudgNcOoa4fdOxn6pQdsWiMebWKcK34ZLQR8XwgrjcZap2Caa8/COXUKcuoBu30CpvTEQdHAWBNFshjPNASZjxXycZT7OU4sz6Hg51Npz4dCVUAohNnhNERJsG2HbSSE0yfxKHBuJURBlJNqx1r6+9ABr3sl89KMf5Vd/9Vf5tV/7tcte/9jHPsZHP/pR3vnOd676WEYbhJv03zBpgrlXfTCEEJisS5R3wE4MWdfAeEJSHG4wc1cfhYs2xbEM+BuhL3EdpBpkQqklralX/ozhxuhVNwahDfPtLGc6g+y0FrjFMsQIpNDYQifG2XZSSmgPlRJW6YMIKRCeB6V8qkmVGPWkyn7j6cPCcdI+MnB3YYyD7iQ52a2RScQNq0EGt2ZwF6Kk3XgvsDK0uAUWmO6usXKszZ/+yQP8r8wblhyS0ScMutFcblZ4I5irMvJohaBi8fTUbfzELbci2gp3WqF86L+k8RYivPFWer7eJuRNHINIVQWk2JDC7iUlg0KB+NZR/JKDP2DY57UZcJsMWosUZBv71jrTFKi4WSrPOzdd7mnNRmZiYuKaasvvfe97+e3f/u21X4Ftg+siogjTCRFSY0wPahmkRHsWUVYh7IjlVLJACsGtlVmevrWIMIqiY2/suVciLTgTUifhsrWuA5utkNA9baRp+g6Xgj4WPQ9NUhOl0EkBmGS5N/kW0UwSroPOZzCRTiRF4hhRVxs/ft3Gb65DlDNLBYjZVE7FN4qWdmmFDk5DY9f8REKlF+jKvmyVjiI6xmiwj19gX3UIJIgug3OhRrxBFN+4WsX59nFcxyZ3YQ/N3VmcWkTmzBS0fUyzlXTavNGK+9UipURv2LPQnWOeC6U89b1Z/IogroSUnTZlq0W/aoCC+3Ze4HlnlEa1n/4rRUFvAtYc5HjwwQf5+te/ftXrjzzyCG95y1vWfgVxDGEnufFG9653C4A2CG2u2hAoBJbUGCupll3X1nY9n4ljiNc44W+WoqoxhB2LWpihqrPUdYe6tqlrj3ZsI2I2Ptdx5SWsIfxjtEmSzo02stlGtHxEO+jJAiOUQhYL0Fci9gwF6eOlDIDYGJ4OdvH5ufu4ONmHuxAi6z70uO96kuO8+eGyLkwnRDZayHob0WwjGq1kN7eB89mEiaOqqi0y0x2cOR9abYwfLLHutgKld83ori0ySfYDqI7BaoM1a/PEpd08ubCbus4QG8liJ0PLd5Ahm0sQug7WbObe8Y538Cu/8is88cQTvOENbwDg29/+Nn/8x3/Mxz/+cb7whS9c9rcvCx0nlbDd7XIvF1CtEbFGRgaju/mY5byMp0KwEwbSmtAVJZRi9fU9af8WOh10r4oDNxgi0kQti4vNMufzA4w7U1yKykwGJWb9HKpjNl7wcSWWPPRVQsfohQXoFgqmi8tSS+YNhHAc4p0DBAMZ4krEiAqoSAuJpGVCPjv+el56Yg+lsxL35Hnimdne6eLB0lhtpb4+utFIwlSwgsCygddnDCbsYKIQcf4i1iUL4pg4ipZzVFuhBcVq0VW77v6asmOFbWMAtxqiAoWILToXCrx0OMvkSIkd9gKTzQLBXIbc4tZwNNZsZD70oQ8B8MlPfpJPfvKT13wPkt1AvJpJ1INK2+tBRBoZalZmqZVIMmcZFSK9CG3Za96VXFa7strv0jU0N1khddUwBkJJo+PQit20x7gkRhIbmVB3t4DXtBImipZVFXrZfVUI4pxNmJcoL8ATAlsoYmPQwGwrhzsncas66fq4FVsi9BqpEdiU8wRbtO3EDcIYg4DEWfZjLMCrClRH4g8onm3uZtYtMF/LYdUUVnuTSQ7XwZqNjN6ioo6vBBNrVLWBHRtEu3TZe7ZQ/K3yC9hHNP/bvwsy3ssfbMXuBVi7p7SClrtV8hevBOGHuNMWk04fFyt92CWNLSJcGeGqiIaVaMMlu7neqf/elM++AkTGo7bPo7FbsGugip3ukAMTUdUwM15m79Mh3qyfSBZtBta689vG1kLX+U6dIxMD7TY6DKHZwmq1EZaFaye1f/kLBZ4481q+Y8PoTIxdD3CmG0mk6Cbj5meFNgnd+hQJiE75svckgjvdCXJ9AV8duBVjW9dPsHcVCrrV5NqAWWdseZNpyDcCEUY4ixAtWCx0MigMCoMnQxwZJYl/tTkqBFsNwrbx+wX+aMyOXC3tr07aatnCWrDInp5GNNvEV2pm9RLfQ/fguxYr7qGJUlUE34d6/bI/Eyeh/O1l9RSETCJJW8CJXXXi/6GHHqJWqy39/lu/9VtUq9Wl3+fm5jh69OiGXtxGQiiFyOfQpRzavdrD84Shohp4doSxLcT1wmbd9qc66dfRM7XmLQZjKcI8xKWYku0Tp956qBXaSGJbIAoFZMZbGzX71QyR0rZzGVqjhoF989xRGEciiY2hqQ1NYyNDEql33391Jp638aqC0abnJJy1YNVG5uGHHyZYEef8zd/8Tebnl9sTR1G01I55K0IoiS7n6QzmIBOjEEs9yJWQlKRihwooej7GsxCOvSTYeRXS/vEmiraEp7AZMK5D0B9THqoz6tXQRtAxitAoNIIoI2CgjCgVkwTl94ChEZaNzHjoco7CoQX+2cG/4MeKz+AKC42mbizm4jyqJdDzC+jFxvfMfNnGTUA3MqLTHcwWcX5XHS67MoG0FRJKa4KUGFsROxLQNI3G1R2UEMTGMBvHTMZZFn2PfpKdj9kCkgxbBSKMsBqSWi3Ls7WdDNuLXOz08ezCTibrBeyOSSmWaTUyaa+Om1TXsylIQ6Ymzc1pI6lrh+m4xbxWfLt9Kyfbw9jNNFy7hdhe29jGZuF7JieDUsRZizAvITY8GQxRVi3K0kcbwWcX3sIjU/uZf6nCQFhLCkQ7HUz0XbxIrgVTM+z9szxhyebSrlv41NB+VADuvMELoDAWJN0xbQuZz2GiGFmvozsh8F2Yo+kWx+WyGEtSncnzP/vvYcBtMuws8kxtJ899+wDetGDkifbm9HbZxjauRC9ZlavEqo3MtfR3toTS6yohhEBbMlFhjQVjYT8t7eKrBhrJC7VRJsf7yMxJMAah5HIjru9mb3yV0I0m9vELOI6DOzeEP+ihAo2zECStbLVGGJOMlZPwq3reyOxmYUV7im6LW9FSXFjsY8HNMu3kOTEzRPl4YnydSwtEXQbiNraxWVhZa3MTSyXWFC77uZ/7OVw36dPt+z4f+MAHyOVyAJfla7YUuhTAKMIdX8Sqe8ROnt+b+7GkF7ZtEAYyU5KBWUN2OkLOLWJa7d4WzL3KYLRJ6LdhhDVZJdvKIsIY0fKTvjjGJNpgWieNs+K4t8WZWwAmiqDZxpqxGHo0Q/vsEE0FExa4NUPfiRbWXBOzWL8543Cj3US38erFlRuAjXaUe9FP5n3ve99lv7/3ve+96m+upWm2FSC6UttnLiCFoP8FRb+UyU6sW0i5VBEeEXc6y7UvPb+4V8lCoGN0q5Vcb6P58n975bh9t+0C0x2b6XQSaf16nb7JGSpCJLnKVGHbRBHxzao2F4I1NXnbyrhexOS7bV5tFFbsYJZq+WI2ztCscW6t2sh8+tOfXucVXY0uaSAi3ISHQCC6i143Lh6xvBBeqVh7PfpfjyZ0lPbHvR6RYnPHahXoXsNqQ6UbOG4RYXrI6x9z88ZLJIKb0krO0xW8vHL+3LSFUBClHWteNXPruniZubaJ8+vVNV6pkUmbCpluuGxDxuuV59ZK3JTEfz0tJHqEP+v9yQw3p8/5GlGv1ymVStd8HTZprNaCm/iQXW+suu/BJoxXt/PCFo0Sr7w/r7q5dSU2ea59V4zXsqhIb46f4uWexS6EuQlcZK014+PjFAqFVxV5oBcwxlCv19mxYwfyGony7bFaxiuNFWyP10psz621YXu8Vo/VPItd3BQjs41tbGMb2/jewHcpx3Qb29jGNraxFbBtZLaxjW1sYxs9w7aR2cY2trGNbfQM20ZmG9vYxja20TPcFArzNktjGduMltVjm122NmzPrbVhe7xWj7WwyzA3AWNjY10m9/Z/6X9jY2PbY3WDY7U9Xmsbr+2x2h6vXo3VStyUnUyhUADgzTyEhX0zLmHLICLkEf5saUyuxPZYLeOVxgq2x2sltucWlytTvEK1xg2P10pByqVzXlENKSTSsZLWI7FeUiFZamb3Kukqu5pnsYubYmS6W00LG0t8l07u1SKdT9fbfi+NlXCwVt6uLSDhvel4hbFa+d723GL1c+u7dayu+t6v8Kz8/9n77yi7rvO+G//svU+759bpDYNOAAQIiSIpVhWq0qKKo8iRLcuR/MqxIzuW9HNPcexl57WWZKe5vFb85rWdKHHsxJZlS5ZVrC6qkCIpsQAgCtEGwPSZO7eftvfvj3PvoJAEZ4CZwYCc71qzSNw7c+65+5yzn/Z9vs9VrpewrAtUj3X7P+YiQyOUQign1b7TMcZ0nuOOSrK8rIrOusESnsUOXjzzZNYCz7bgQiKkSG+2q5mKaMzFN9+LybhsYAPrHe0oRqhOJCMxxiBIMFpebHSSJN2cL4xeXsBYtpGZmJjgwQcfZGJiAoDBwUHuuOMOBgcHV/zkrjcIpRCWdV6JV8h0jLNtYcIoVTHewIsbnZHU10la5LrHhZHFKs+FEkoiHGdxYqpIEnSzBbotnmgMmAQT6jQQeJFc/yUbmXq9zj//5/+cv/iLv0AIQXd3NwBzc3MYY3jXu97FH/3RH+H7/qqd7LqGEIhMBuFnEEmCCcJ0kJfdDqGF2Bh+9iKFzOfT+0JKsCzQGj1f3nA6Xmi4lGX1XOPbX2R7wJKNzIc+9CEeeughPvOZz/D6178epVKPLEkSvvSlL/GBD3yAD33oQ/zX//pfV+1k1yWkQtgWwnEIb9/F/A0OTtVQONlCNiLkdBm9UEkjmxfZzfWih1RIz2X2HTcxfXcMtsZyE+Kmxda/HMH5wqMbEc1qoh05rNnHdUaJaL0ogb84uO9FfI2XbGQ+8YlP8JnPfIa77777oteVUrzxjW/kT/7kT3jLW97ywjMyl9ZZLrxZhEDI9qx316G6yaG8T+POKFTo4lQs/IV6OiUyeWHnXTdwCTr3husyvxd+9ZWfpseqsdWa5alwkN/+7o/QL0U7X3/tRuNuYAWRJGkaLEnaM4VevIblQizZyGitcRznOd93HAetr9+NVFhW+rN5hPlb+4iyAm2DUQKrYXAXNHZd4z82Rjwxufh3RhuIYwhCCqcDtONi1zT+RIhqRhDFKesEMHHU/qN1fvMJgfT9NNUHaW2pmKe+b4A4I8k/tYA5eiJ9mOLrYFjPGkKVioiuEkkpR3lvnqBLUrhxhh3OFJ6IkMJgi4TGkEDfvg9ruoo+cXpjHV8AMLpT6Dfr/xlfQyzZyLzlLW/hp37qp/jjP/5jXvayl1303ve+9z1++qd/mre+9a0rfoJrBZHJILM+87f00ff+k9zT/TTb3Cn6VZUvVvfx96f3Mj9RYGdtEDU9c54tZhJMkGDCEPvbB+n/npvmYi0LOqwy10XQHgOtDRdNElqH96KwbGR3F8b30hekoLajizM/HNHfW2Hqk/0MnJ1cHD+88UBdgIE+aru6KW+32PaPn+YNfQd5eeY4N9mGhomYTCSeDIlvaHAmzNJ92CN/bnLDyFxPuDS70fm3Tl7oRLErwpKNzB/8wR/woz/6o9x66610dXXR398PwNTUFOVymfvuu48/+IM/WLUTXVUIgewukfQVafRLXlI8y23+cUatCn1S8JQzhxDm8gbBGHSrBUGQbtIZL2WZCJkam/ZGLBZTJOvvbkzTfi7C94lGewiL5yPX+pAil68y4Nc4nh9AdBURzdZiNPO8zWQv9L6eNoU16fKpjiiaA4abiue42TtFjwyIUEwngu+2tnAq6AUjSHxDqygpbB7GqjUxCxV0EGxEiID0PGRvD1hq8TVTq5PMzq2Pe+g6IvEI20H194LrYCpVkrnymtaJlmxkurq6+OxnP8tTTz3Ft7/97YsozHfddRd79uxZtZNcbQjLZvYVI0zdaShunuONhSe4waphtzfGR6pbqT/aS2kS7Kk5kst578Zg4gjdaBuR52KYiPVnaGRPN3rzAI3BDKffDMNbZ9BGYIzAk5pBr0krsWgMaaZfOURmNiF30INGM90UE40Jw4tZU0KmxAjLahvi4Or6hdYjhEA4DsKymLglx8APneIVhSneXnyEUStiLHZ4KirwN7O38uVv78eqCYQDccYwvw/m9/Vg1wSD34nxT1UQs2XiyanrZhNbFezZzvG3lYgKGoxAGOh+Ero/+SS6PQb5muHCZ3o9a5gJgbBs1PAAJ390lMa2iL5vDdH7NwcxrSB1aNbgHlt2n8yePXtW16BcAw9BKEljULJ59zle0n2W7VaNXpWhYUICo5ls5clMQnYyQTSXcGGMeaYnKgSizcgTMr0x11u9V2Q8Wr0e9QHF7l2nef/o1wiNIjIW03Ge75S3M93MkWQ1zQELhMLPeUhjEGGEiWOE0YsGVCiVGhnLQnhuWp+S4XqzrSsCoRTCcWj1wfs2PcBWe4addoInHI4axcmwj0PzAxQPC5yKobJd0urTUIwY6F9gvupTP5HDWchgN1rX+utcc0Qlj2h3k4GeBRIt0UZQK/fRY230jy8VQqXMV53P0tgZcu++wzw4tp9eN30W0+d09TehK75ixhi++tWvcuzYMYaGhrjvvvuw7auUpuh4BWuVWmlbepH1CboNrx44yi5vgqyQNEzIny7cyHfK23nyyS1sPRLgzjQxV+pFGXOe4rjOICwLlKKxu5+x+xSir8U/7j3GoFrgj6dfxZeP7ELXbTJnLKwGDExqMjMhdiWlaJswhChOU4JRSm5QpRKNu3bS6LfQNiSOwJvXdH/jDMnEVLoW13tE075/ZDaD3raJsMujNRSz1Z5hUAXYOEQm4X/P3c3nju7FnPLZdDzCqsckbgYZKeqOYTRfZsCv8dhdHgu7Mgx81yV7ZhwThdf6G6492s9+lLfYMzLGnd0nmIly1GOXrxZ701rntU5VGQ2i01S7DqNNqRBKoV9+I2dfnSXo1bxy70FeUzrEA/mb0t8xZs0yKUs2Mvfffz9//ud/TrFYZG5ujvvvv5+HHnqI3t5eZmdn2bVrF1//+tfp6+tbzfNdWQiJzHiITIawN+adxYcpygRfukwnAf/r5MuZf7KX3oPgPXyMpFK7emmYdYhOqqd8g8MH3vD33OydZtSq4Ar49tmtDH7KwZuNcQ+cRJcXUjkMozHaEF+a2+3Ia5QKnH2VRX7vHBknImeHHDk9QOFYF3JuHgJ93Uc0QimE5yLyeRb25GkMSno3zXCDFZGTGQAWdMQXT+4m/xWf7GSC/9gYJoooqS3YDZdWr2RffpwBe4Hbu05SS1w+2XwFuc9ZL04jQ7quYV7yzsHvcn/2FIejDGfjLr7YtRdhqTXzwJ8TpiNCvD7RSU9P35LlZ/7pp7nVO8l2u4UrJL9ejNPndw2ZwEseWva5z32OIAgA+NVf/VWq1SpPP/00U1NTnDp1imw2y6/92q+t2omuBoRtIYoFdHce4SX4IsERgsQYqloyV87hTwgycwkmjK5/z/tSiLSPgxu20Lr9Bmqjhq3ODL4MeCQY4e9qu6lPZfFmY+z5FqbRxAQBJgrTdKB+Zm1KKIXMeOhshrgrZmf3DDuKM9xQmCaTD9COWkyjXe+Q+Txi8zDh1j6qWyTVrZptpVns9ncLTETDGFo1F39G485FmCDEhBGqEuLOx7hzku/Ob+F7tc1ERlG0mmjbgFLnJWheRJCZDLJYIPYEWRniC5usiCjIFtgaLKutorGOayHXEkIgMx4ynyPOwIg9z4Bq4gqJ6ogfmvPNomuBK0qXffnLX+a3f/u32bZtGwCbNm3iox/9KD/5kz95dWezxp6+zGVp3jhIo8+ip2eOUlsWYkGHjMVdOAczjHxhFrFQI24Fa3puq45OUbC7i6M/XGL7naf5sZ4T3OZOcCbO8JtPvoXmqTwDD4P7xAlMq4WuP78MisxlYaCPxpY8u3aO84sjn1t8rxxlOFO8ATvjIeL4uvfU9Y4Rzr26QLPPcNern+QHe77PHmeSjHAJTMxkEjMWF7DPOBQeOp2uYbWK0QZ57DSZ0zaD0TaOi20c6tW87LZj3N11HGOBzPqp/Eyz9cJzbp4LQiD7e4n7izT7BHnZxBaKXtXEFfPYmQiTyyBrPnqDgfesEEpBfy9RT46g2zCoFijJ1MBERoMWEMdtJYKr2G+FWHIwtywj05F1np+fZ8eOHRe9t3PnTs6dO7ecw11zCNsmKCqCkqTba2ELSWQ0DQNl7eNUgLMT6BdgFNOJOEw+SzwS8L5ND7DZmiMrJC1jU5/KUjgtyU4E6Pn5pT/QtoPOuUS+ZEe2zG47RhtDhGHArXDaEggpMS8ATzTOOTT7DclQwH3dB3hbdh6JC0BEwkTiczrqxq4J9MxsSvVur2OHIeVO9pEddxBaUg09pNAYAdipsCrNa/Xtrg1MxiXsckky4IgEicATAi01lqUxbRHaF0IkvCKQapFIBCBcF533CLsckozBE/FiZJ3QbsPQV1mPEQKQq2NkfvzHfxzXdYmiiBMnTrBv377F9yYmJiiVSss5XHqy7UW6aO7CGkU0ppBjdr8kGA14U89JbKE4FRv+tnIr369swptve5LrtGB/JRC2kypDb93E1F3dNPsEt+98iv3OOJNJjr+ujfDAwg2UnrTo+14D+9w88XK+fzFHfUuO2rCi162hEARo6toQaBuhubLrK0RabF0PdZy2gQy6bZydFXb0zrLVnkYiCExMYGK+3Bzklx96B/Ksx8hjKfPu2Ygfolyl9LSPClyCxKJb1YhLCdHmXqx5H/kiUu8Wlk1lbzdTt0nUzip9qo4SGTyhgATPiUgKHnbdR9Tr1y4SvtYOklTIrJ8a26E+op5suucLQZxRTN5hE2xrccv2EwyoCLCYTGLK2kEG8spTZfI8O1bAkp/FJRuZ9773vYv//4M/+IM0LrnxP/GJT3DzzTcv9XAphEzDOykQwpyv5a1RUU/nPZKdTe7d/jT35I9goZhOXB6Y3cHx6R4GyhoTvLDSZMKxERmPxuYCs/eEDAws8I/7HmGX7TEWK74yv4fvT4wwcChAPvhkamCWcVOarEdtUNHqM3RbdSSSxMS0jCTQFpiUmbhsQyMkQuh1YmTSGUFBQXL7yGluyZ9mWDVQIkdkEqpG81B9O91f8uh5soY6M038HJGgLi/gHIOcGKSpJT1WDZmLaAy6ZCyBfc6GF4eNQShJdbOi/2UT3Nxzlm6Z7gO2UEgkrh2TZCws31uUanoxQiiVqnp7Lo3NRSqbLRBgBMRZQd9d4/zsti+z1Z6hW7lEJmFWu5yLu5ChSIv+V2BoxAXN5QIN0dL+bslX6k//9E8v+/6v//qvLyozLxVCikUmhInjRcbSmkAIjK0o5Bvc4E/RI+to4Omwn0PHRnAmLNy5F97TLZRCuC5xVtLVU+HG7klKskHThDzcuJFvHt6BPeFglytXJBkTdWWobTYkgyFD9jwAVSM4FXcx2cojI51qvS2X3bLGxcrLodN/kLgw5C4wbM/jtZ3byGjK2qIcZbAbBllpphTv5zqWbWF8jzijyNkhfarK5oE5JvaPkJnwGDpZgErtha3k22lmzfrEGej3q/Q5VZQQJEYTmYSWSQhjRS7UEEbXvh3gWvTzuS7SdaG/h/JtA7RKguaAIOhtr4UB42ru6pqgX1XJiwiwiYxmLOrnWDCACrj689YGs4xgbsXcgWw2u/w/EjKVMcn6EITpw7gWvNZ2Y2Tk29zS/zQ/VHyUbgng8aW5G9ny1+Afm4TJGV44iTLSB8N1MdkMjV7JD239PvflnyAvI+a04a9O3sz2/wHu5ByMjZMs52ZsU5eroy4ve8URbi6c4VZvDFCcjEp8pXojx2d7GK5GmGZr+UXbNZZtf0602TtkPMKC4J78EV7qpB4jQFUbzsVFzjZKZKYjzLlJzGVIIyKTIeov0Oy12J2fZbcd8xs7/pYHh3bwf07eSvRED2pyOq0LruX3vzAltMqbqbBsVFcJU8gR9GhuK51mtzeO264lVHVMWUsaLZf+SgtRraOvZdH/GtWDZKmI6eumvL/EyM8c410DD5GXTbIyoGVsykkWJTRbrVm6VYQvBBJJ1Wi+Ud3FE/PDuPPiiunLaQCQ3oPGLH39r33MKQUoeV7naw22den7iFyWqKDoc6p0S7CFJDAR5TCDN91MN4cXWKoMWFxvYwkG7AX6VMhcYjNhXCpVn8HxCkzNprWoZaBDS0482JWbYrc3Tl4mgGIiLnKoMkh9wUOGASZJ1i5iXWkImQqeZjwSB0qyQV6m6RyAqrE4G3VRbmXwgwTTCi7vdVsWcUaRuJBTAb5w2GrVUP5RHixuY97No5RCyHjt+orWuOYglISMh856aM/Qa1fJyyYKgcbQMlA1NnGkIInSsRnX6/2zXHSiPKWgVCAYztEYkLym5zBvyc4CkBhDYFrM6QUSBL4wOEKcL/gbWIgylJseMuLKMwIXqHks52a8pkbGJElaVI8T0CatFyi5umwuIQju2sP4PS6t0ZA7c8fwhc1kEjKnHabrOfqaETp4ns3hesYFD2hZW/z2uR/ge+c24T2eQZTH0fXG8r67EGnPiOcSlAQv80+x3x3HBmom4mMnXk3wt/2MTGvUmTPEUXx9svVEmt41I300B7MEfZqSTA2DJE3tfLm+h48/fQflE13sKc+TxNFlIwFdzFHZ4lAfFvQ7VSSColTYVoNNfpmpwna8UhFdXlg7yu6FI4vXQnUjn6exu59mr8IfqnKzd4qSDLFFqpjwRNjPodYIccVB6HWQwjaaZbQYXhWk76P3bafV4zF5h03fXePcVpzmtf5hJC7zusVsImgYi7NxCYAb7Bn6VHrdNJqGURwt9zE3WaC/Yq7OQF8BOevaRjKm7ZG0NzRhWxgpEYnGrOImVN3sULxjiju7J7nBnsEVHg2TcDYu0QhsiK4gnXOdoqFtvj8+gjmYJ39aY+qN5Rt5IRGug8mlOfWt9gzDStEyCQ1jmDjTzY1fmoRKLVWAvR4NTBtCKaIuL5XLyUf4IsFuS4xEJuFYY4Dy6RL+uFySzp3J2ARdgrCkKap0A/WFg6c0vXaN2JXgOudn+6w22sPWYA2ycx11CNeh2atoDEiGihVGVYAnJBJJi5BzURdH6gPIplwfdSljYC2CvXYU0xzOUBtSODfP8+l9/4uccFHCJzEpa3NOZyhrn4m2kdlszaPaGaHEGFpGUW5kUAsWVvMqwuErXPtrny5TKu0JcAWIDMIYTK2ephnieOVTVkKSODDg1+l1anhCozEcCAf56sKNNGZ9RFxf2c9cRxBCYJTECFBC48uIzd3zHB71aE07aTptqaFwR7srl2Xhnq0sbFfofTVKMqSs4a+qN3GkMYh31kY0Wmkt5jqNDoXtIEtFKOaYvtmjcmPE/p1nyLc35MgkBCbiyfkhCocV2cnUYD8vtEYmIBJB0vaOJWkfQmIkMmk7YWuYHjLaXNR7sVqQmQwimyUZKFEdlTSHEu7IzeEJiSvSrUkh6LZqDHkLaFeDbKfWr/T8LhCqvYjYIgQpRWtpx1hVCIE1Mky4o59Gj8PEHRI93OLNm45ho2iakOMRzCU+/336TTx4Zgv9hRpvGjrAkD2PLfRiqkyjKessjfEcxeOSzHRrzdXfr8jIlMtlHnroIaampp4xDfM973nP0g/UHu5lPAccmySfFk/VnINstDDNJkkYrpz30vbSkoxgZ36aHd4Unkg3iAcqu/iHo3vInLYhuL470S8LpTCWxCiwRUJJxvzAwAFG/AW+PrU/FSBc4np3Gjrp7eLsD2g+dPfn2eOOM6AsjkWCPzr4SuLjOQaeTEhmZtvEjnXgiV4BZDaDGe6lNZRDvWaWT+7/ON0qokumHmUqIZNwaqyXGz8/CQtV9Fz5+Q+sQcQgY9BGooQkMbptaEDGZtHhWkusxXRHWcijB3uobc0R3NRk19AU95aeIiddJAIlJBrNZmsOnZGIbIyxJFJeeaqqo5YNpIQMk1z7vpcL0Y7ughsGOH2fS9Qf8aE7Ps8/zj9JUSpc4TKeNPhi7SUcbgzwrX+4ic1fbDF56zBT7z7Njd5Z8jIhI3wCE9MwEWejLgpPKQYfmEfOLCyv720FsGwj8+lPf5p3v/vd1Go1CoXCogoApF7ysoxMu4Ak4qSdJnu2YVcSWIHccKeA5jgkLvTaNbovmBkzF2aJKw6ZJi+o5stnIEkQsUZoUGgk0GdV256iWRpzpu0NymIBM9RPOJAl29NgvzdGn6q3abw5WlUXvyyw6jpd0+vUwADguoQ9Pq1uxWC+yjZbY+Og2oSRU7FhIikgq1bKfqrVlxS1CWMQz7IsGoNGIBLakczaep9CpnOEVuWadaIJ1yHxbeKMIJttMZot06Nqiwamg4Q0yjNaQGIwK7EW63FUvFRY/b2YnM/CsEM0ENLbV2Wve5bNVu6iX7VFgitjEg+Ckk2chYLVIisDOlr4Gk3LGKo6g9UyyGoT02qt+XO4bCPzC7/wC7zvfe/jwx/+ML7vX92nG4Ou1hBBiLAsVMVNw+EkSRkkSZLmonU6COxqFkdYNmpoAJ3zaQ5q3pR/nAEVUpQZAhNxaLaf/BGL/FiCeaFGMsag6w0kYDV7AMgKyT7nHH2qwp8V7kiZPs8Dlc8jsj6Nl2zi1JsVVn+Tn9z1HfbaCzQMHI1dHm1uxT1jU3pa4000rl82WRtmqDcliwwmvLnnOL5IveHEaM7FAf/m1Dt4arKf4lMCXakuWXPMCIFWXNR3oDFEJqGROKhAp8Kka1j0l16aUSAMV/5zhUDmcgjHJukrUh/xqA9L7h4+ydu6v8duexYlciTtlE5kEs7GvRxqDiMqNrJcJSkvXLb36HIwSQKdv720iL3U/WWlazKdtHMxz8QPbmd+n6a4pcyv7voqo/Yst7hl4HyLSLd0uC93kLv9o4y+aY7H7hnlddkp3ll8mD5lyEsXJSTVJOZ4nON4sw+nYjDzC5jmCugULSe1yBUYmbNnz/LBD37w6g1MGyYMMVGchrFxnEZGHTqzNmkNQXL18t5SYLIZ4pKHziZssdJUh2rPjqk1PIqzBqeSvLAjmSjCtFqI9t5hC0m3irBFBekuMXXg2JDxaPZZbNt7jtt6TvNK/wjdyqURB0wnecbDInZF4M2GyHprcdO4LiEESdahORSTG6qx2ZnBFmrxO1WNxdGZXuJTOfwZvTzFbnn+R4r0eBpNRII2ApEYTBSvmZFOu7pF6uytzgekLFLHIcnYhDlJlDPs9KfYY8/QfUFDd2psNeUky3SYQ7UEptW6ujrthXOd1lNkLQXC86hugRv2neWVfcf4ofyJdpH/vIFJjMYVFlusVC1+Z+lJdPEJbCHJCO+iCDACyolPOfJRoUnlia52b7uC1OKyjcx9993Hww8/zPbt25f9Yc8KY0jTYSL1TpRCZLy0NhCLNJpJktRIdNy9K7g5ZKHA1N3dVLfA7h2n23pI5+G6EVFeEFdV2gdhO+cHaz3bwq6nG/QKIHT7BtQxEijKBCkvKII+x/cTlkW0bzNzezwWdhne0n+El/kn6VNNImPx8fIdfPzb9+BMK4afjHDHyjBfuX7Xq50jTzyF3RWwpWuefqu6aGA0hqp2aMz4FM4J3Pl4WYXV1qBP9eYWA/0L3OBMkBjNXBIwmdiMt4ppClmKtWgfA9q1mHb0suKGTQikY0NPF0neY363x9xLNc5AgxvcSfJSYJM+lxpDw4ScSwQfO/Iq6oe66HnSYJbZv/WsMKZ9Xdeu4fRyEJaNzOcwhSxRT8zdvce5KXNmcS2eDRKZch8MaKGRSDSG2EQ0dETLaJ4Ku/hmbReHy/1YrZTJe9XXtLN2y8CSjMynPvWpxf9/85vfzC/90i9x8OBB9u/f/4xpmG9729uWdQLAee+iTWcWfgbhOGk0JttpMiE5n7y+ghpNMcfsnRFvfskTvKZ4CFfYi1ZfIci6IZU8hDmZDqLyXGgFmHYD0oVsm/RCXccyH0IiNCwkPgta0S0T8tJCWcnzerDCspi90aN2b52bhiZ5V/FhNlsZAmMRGc0nT7yEPf+lhpyYRZcXSNZojvhqQkhB4kmGexa4uXSGPlUFrHbdRFPWeZwpi+KJGGe6jl7Kg9x+UGtDFu+9+Zvclj3Ofmce8JnTigPhMOONAla8xhGgTjDhKgjVdujKjkPcl6fV67CwC15x2yF2ZafY60ySE/ZihBiZhIZOGIt7CL7bzY6/mUMu1IhXwshA+t0683qMXnYKaCUhHBuRzxGVMuT667y9+CglGWOLdPDdpVkAJeSi+ZHthlVNumYazbQ2zCUZHmtt5qGZLYxPF9neiJfdRPmcWOZ9sSQj84/+0T96xmu/+Zu/+YzXhBAkVxGOCSnSefC5LDrnI+tNCAIMIDqFOqMxeplkgI7XIg2WTLDFxXlmiWQ0X+bhkV6MUmT2D2FX+xaPbyyJttJNQbSH4qkgQQZxWkRvhqlxbIWYKIKOcm6SXJH+12rCmNRTdWqaL0zeSDXxeFPhMV7qhO3nTDx7arJDnMhkMJZASoMUmgRBTQf8bX0rT9Q3UT9ZRC6kDZ2pFMr6+e5XAun7iIxHmFP0u0167SqeSACLyCTUTMRsnMOuC5yFOL0XLvcgt9dX5bLgukQ5QbdVpyQbKCGISUjaCf8ut8HpPcOUrH24p2ZJzoyv/tjqzvUHVtKREpadTqEtFtI6zIAk6Q/YlZ1iszODLwyqbXg1hhNxwicrt/F4ZYTMlEFW62k9YbXSrlci2rrCny1iTb3i8Y3GDdzgTFD0KnjCSqOWC4pAidGLDnKHQdaBBiKTvpeXLfoyNab8HImbwXKc1amzPQ+WZGQupSmvBjrUQpHxCEd7aAy5+JMZnGYrpRR3UjgdlYClkgE6D40QEEsWogxVnUGzQGJSFosrLD40/A880f0UBxvDfOPlOwhjRVe2ScFtUXKajPqp2GMzsYmN4milj1NzJYJ6BvtMEasuyEwbMnMadz7CPTaFaTYxtXp7s10fkU+nBpY/MMP0/xrhkwObOPuDJX5n5HPp6Vmp+KMJLz5f4Tiovl5M3kcrCFs284HPRJLlZGTzW596ByNfjblhvIoen3xhzOCRCjEySDhcpLpFcn/XKW7JnFxUB57TIYejIg/XtpE/pXGeOJWmc57rOrcLvMJz0bs20+rPUN+k2e5O0qfSgmxDR2ijsEXM63qf4tF/1uRso8i5v97C8F+1MK3W1Y8Bfy60nxXppNmJFdFLa4/ykKUi9HfTHMlz7vUJu3eO8a6+I/xQ4Xv4ArqVi4UiJiEyCX8yew9f/J93kjuTMPD4NMnE1MozFDsyKdcYJkmgFaAWmuQez/Pvo/u4ccc5fmfbJxhQIV5bhVoJgdWOYRKT9vedSaJ0MJ5IKIgAKQzaCGyRsN8bY+vgDJ/L7Oc7/beRKRYw9QZJpbICJ329dPxfinbEkbiSKCNIXNWOQFIda6FTNs4iGWCph+0UMy9Yl8QYpDCLYeduu8mgOsx2ZwpXxgTaYrc/wYg9z7A1z247RiGo6piWgQcLo3yruJPT9W4elyNEVRujVNroKG2cs246/VEplqyJvRZoC02KSo3CqRIqsBlvFACQ0mAcG+m66I4Rbz+EwnEw2Qw6mzKPTKCotFzGoh7KiU/ulMB/8GlMK0C3Viilca3QptgKx0EXMrR6bcKCodeq0iOb2CJNUQQGZpMcc2EWp6ZT6ZfLRPKdviLhZ2h2ezT6LJJ8TF628IQhMSyylhyRMGLPc0PvBGXt86vDmzFdBUTNRkbt4WcdDbgVdGCEPF/0T+c8rcDxlEJ4LlEpQ1Cy6Bqc53X9T/HyzAk2Walx6XjmsUlIMIw1uygdjck+PQ+T0y9MHcELYOIYEUa4c4Zg3OZUVxdnRwtApT14LOWHXFiliYCTURcnoz6yMqBPVXBEgi8DHFLJoz7VZLM7xwOuANeBazDhd9lG5oMf/CA7d+7kgx/84EWv/8Ef/AHHjh3jP//n/3xFJ5JSC9PIxDs5hzPvIytNdK2eMqLMBZo7nZEAS3iwFj1H38UttXhpfoxRe3YxNO/kO20h8UXCqLXAGwpPEqHoa8tl56XGE24atkqJT8JL3bP0WRVmCzleWtrEfORzst7DRC3P+JEe/HM57ChG1Btr3mG7JChF4kliT+Bbqbd00+A4R35gN5mZPkoHFlBT8+C5mIxLXMowe5NPlBM4VcPgVxSR38OH+34YmcDwIzVMvXH9y/EIgSqViF6ylaDLZuJ2RXbfPLf2TnJn5jgDSuMJhUYzFhf4+sIeDs32U2xeJjXaiRC2bWb2rgFaXYLKTREDI9O8tf8UI6qGJ0R7ExFttt80EoMnNBFl7nzNAb65eQdmrpvC0c3YNUPpWAt7vAzVOsn07NVHN53aaNQu/K8AE0n6Prgu9f1DnH2VRdwX8e7Nbfqt1cDCv5gRZRICo2klNirUiCBCJ6v4/KyDZ9NEMabRhETTfaBAdsqjeqbAT5/+CYxt0hyYSXumZCxAp827QoMMBDKGsMugdtToztf5kdFHeG32KWyh8YQhp1qERUE8WEo3/HJ5TbMqyzYyn/jEJy4iAnRw991385GPfOSKjQwm9ZxNHCFOnQUpznvT7fevBEKl2khJxqIrX2O/N8agqiPxLvo9G4UvwZcwaqWjcVNlXQtbqEV9qs5/iw7cSEJi5nl7dg5gUazu5zL/hNYXhrFm7VQ2Zz1CShJXoh3wVIwtFC8vneTh27ZQm3JwqnmysSbJu4RFh2avxfx+DfmY/i/adP3D0+ms8CBIZ9GHEfp6T4+1IYp55vZ4NAYFN73iKH+87W/bFFEHsNO6iTGcjbt4cn6I+bkc3a3LpHLaw/miwSLTd2gygzV+8cav86P5wwDIS5iO3cKiV55Pjygh+ePNX0Fv/hJ/V+/hNza/mZmZLMby6KKEbVuI2bmV2S/N1T9zi+goVmczLGy1eek9R9hfOMfbi4+y05LYInORgYF0Hk/LGMJEpbOHwmj1Gic7TKlrncY2Gt1sQitAHjiO7zhkSwV6Hi+BIK39JgbRCBD1tGfKVGuYKG4PfBSwZztn3lBiqi/Hk93D3Jc7iI3BE4KCbBJnIeh2URXveU9npbFsIzM7O0uxWHzG64VCgZmZmSs/k04XsJBpQ6CUmBXgbRpj0v6bWGOMILkgz3ZhMU0JgW5TpDuy7REJkdF4nO9fmEsCWgZsAZ4QRMZQ1pLAKB5q3cDBxjBHz/azvRohWsH5uRfX+ka+FDJNORolkG3W3qg9x+bBOSYzeaZuzeNt6SFxIfYgyhtyowtk3ZBm9wCU8qkeWRCkjbPrwCO8WgjXRfo+SU+e2iYIh0NuyE/jCgslznehBzodsXyoOcyp4/14ExZWdf780E4hUPk8ZvsmkqxD0OUQFiSVLZKeLTNsK82y1Zm+ePZ6G9oYqiahYQQKQ1Gmku0NnRABx8M+qjNZrBkbGYKx0uF7IpNBRG0ZfNpRSHKFadoLC/+w/Hu3U3uyLegtEXX5hCXY5JcZcspkRYwS7kXPXwe2kHgY9hXH+dydW8hu2UzPo3nkkZOYRF91U/YzsNbPpVRps6tSi/XR9DzSZ6iTCRDNFla5kRrBMEIk7WFtjWaaJo3a47wTQApkrUnubAEZSc42SrSMQom0PaFb1WiOxMxXbVSQxz6i1jTjsGwjs3PnTj73uc/xsz/7sxe9/tnPfvbKe2c6OXA37fgXSqY3eptZdjU3gglDtDbIVkQYKyIUybOMdZNI7AteToxhQSfUtSQrY4rS0NAJDwaDTERFSqpBt6pR1RkOt4aYivL83VP7sY9k6B4zOGNn0DNzqae/3gwMpJGMLdBW2gSYGMMd3hiDOz5Fy9hM7c/TMs7ir3siZNBaoGFcfv6Gd9N9sAtnvoXseFQvAMhSETPQTWVnnqE7xnnz8BO8OvtU28h0ZnNoGiaiqg2fP3MjWz5l8CYXEKcn0oN0nKVNg5z8RyVaIxH7bhjj7QPfo8+qcIM9Q1Zq8kJiC5vIpI4MpKkygDNxhseDUTwRssOZIisiJpISs0mOL07eSOEJh8ysxq4bYk8hsy52qZimleMYEp0ysa6E7ts5fynS9HQnNb2UKLWdgl5kkvkZaju7qG5SNLaH3Ft4iu32DN1SLjpylyIjHFxh+FDf17nj/3qaR+rb+ML/dzfDc1VMs4leuLKJrdccnZRpxkP292JsC7FQxSxU2sYzrauZMB3eaIIA5svp3z6jTHBxDc5oMGfG6a43KQ10c/SuPsqbPWzZwBOSG+x53nTr4zy5bYgZM8TwN631bWR+/ud/np/92Z9lenqa1772tQB86Utf4j/8h/9wZamyTmNPO6VwfnjZBe9dJUySpGq2F+DZvKgOEmPaUYvNVJJqBjkioaI9HqptZzIoULIbdNkNqonH0WofC2EGM+nijxsyswmmkY4LWK9yKkal9ZjEA7fNlspLwXa7QmJgr9MZiAQRqVctSbvbKUQ0+1ID5GW8tFn2Ai/sGZDqYuVbWDdsuwshPJeo4BHmBdtzZXa74/TIACUu1o1qGUPDKOoth+6ZFmq2io5jhGUhc1lEPk8wkKM1GNM7tMDr+w7xj3PHsduGBWAuCZiLAxLEIuW0gyPhAE/WR3BlTFVn8ETEeFRiKswzNl8iP29wyxoZG4Q2qZfbLrCTaJDm6jr2r0aBuZOJsC2wbWJPEPsC6SXpFEcRPyM9eCE6PSADyuW1mXP0qyp/23838XA3qhagbBsTRehKDRNdP/JPMpNB5HMIzyXuK2BshR2laa+LnoNO20QcLzbFLgU6CDBz8yjXIaz2czQYRDtTjFoNPAG7/AkSI3ggO5TeG1ebJryESHU5LNvIvO997yMIAn7rt36Lf/fv/h0AW7du5WMf+9jyxDEvhGjLd9sWCJFqh3VC/6vdiDqKAoCldJvJ0/YcL/BOO0iMISJhLkn43ck38d1zm6lPZCkcsVCBwWq0lXFVmm4SGlRoEIlh23SIM11H1JvoajX18NdbnaK94cf9BeZeYlCDDW7On0YJgY+9uDaQRnedlCGkaZusSfiRlzzM57v3MHm8m61yM+5kPW2+nCs/M20mJGqgj2SghIg1aqEOUZzqe1Wrzzw3KZbuOa8khCDa1MPUbT71Uc3e3DgjVnlRyr+DwMQ8FvZysDVCc8EDGaaMvJ4uMCWmXruJmVeF5Lsa/Pi2x9jtjbPXHccVFg0TMRZrprXP7519E0+OD2HbCVk3RFygkjlxppvMKbtd6E3vMbtmsJrQN5+QPTZz8ayaIEz1zYw5T5K5iqK9ieIrkvoXlp02FmY86CqifZc4k47WEDIVaqzqBkUZo0U6+Ou5zI2FIi8ddtsVXn//Izx46xZmZ3PYYz2484JNfz9NcujoFX/Hq8IynF9hWaAUrVftY+JOm9gzxD0xCMPQPwxR+uw8aH31PaCmLT+0UKX3myN8ZO7t9O6f4n/v++8UpeJe/zB73bN8sfelCD+D1Bq9RlmWK6Iw//RP/zQ//dM/zfT0NJlMhlwu9/x/9DwQnYZJIdNFX8kooN3sJIXBExHqkntECYk2yWIEk+bFLb4/OUJ4uED/Qej59IEl9SesM5PyDAgpEEoS5W2cTXVuHJhghzOFRGIJ8SyF2ISIBNWeF+4Jzbu7HuRV+cP8TuY+ao+MIBIfb6GOUPK89E/n84TAFLK0Bn1EbHClRLZCxLPQnEU7ihVSX5MST9DlUB/ViKEWW9wZSjLEvcTr1mjGwh6eqg0hmgojUufI2BZGCco3wkfv+Su22jPstmNywkW3dXG1iZjWPifDXh49sZnMIY8oY5jOGZBgRNrsW3xa0nMgQLVirNk6Iggx5QWShbS/IblwBsoFahQrQmduO2Um4RlKF88HodKOfuGlo5QT3yZxSJ0xIDSKlrHQxO0Wgmd2s0M7mhEShWTIsvnI0NdoDSZ8vrGZj2+6i2PjfUQP5dZoNuVzYCmRgGjTtx2HyhaL7jsn6MvUual4Dm0En37qFZSUWjmdOJ2gGw26D9Twyj5ns73Ub5QMKItdtmGLtYDOJQjXTR35K+2DWkYUA1fRJzM9Pc3hwyk7Zs+ePfT29l7ZgRZvao2I49TIXMj/XykYQxgryolPSV4cZqeNTako4WSiebS1icOtISrHS/QchvyZIBU9XI2db5kX7Ko/znURvk9QstjRd5a7uo8zbC0gcZ719yOT0DARyojFAnheJgyqCnf1nuDPXjHAXNnBnduEXduESAwyAgQkblrzCYsQdmlEJHDnHWQI2YkeMtMxiSdplRRGgQoMMoHc6SbykafWvDdCaIOIBVqnG2unRteR62iZmIZO8GREt1Mnt6nC2Xu7UEEWFQIGzKYG2kimkzwt00Ibyd+Ub+G705uptVyqlQymqSgctMmfSUgcQexd3PeVG49wJ2tpwbfWwERRev/BMzc2c94gXNMUpFTIgT6S3gLaswkLNtoR2HVD7gxUlc+vWW+jt1DnPVu+w+3eCXzZoiShqg1Hox7q2mWHPc0mK263FKRjrdN6qWHUnuXO3hMEiUVU6CPj+6n3fi3SZktpn3Ac5NZRki6f2ii8su80vXaNIbtMVXupYxGGK1tjShLUQpOMrVC1DNEFplgKgZWLCLf1Y8/lkCfPpMoky8VqyMpciHq9zgc+8AE+/vGPLyoBKKV4z3vew+///u9fmTpzm59v2o1CJl6eyOCSoA2t0OZc3EWPeubkyw4//2A4wH87ezen57rofwi6v3Ic02iSNJsr/wCvsYFBiFSIr6tAo1/yL4Ye4n5/DF/az4hgOghMzII22MIgRQJG0SsduqXmX3R/mx96w8O0jMVUkqeqM5QTn/GwhC0SbsqcoUfV8ESEJ2LKOsMTrVFm4hyfPbOXk2dKeN1N3rDtKQpWiycXhpluZjnzwCBbD/mp7tlaLk9ikDHEkUS14w/dTp8GJmZaG1rGwpcBm905fmT7o8yOZmlqh9P1LuqRw12lSUKjGAt7OBH0MRPkeOAf9jP6pYB8LWTT5FQqBNtsj/h+NsXjKFpkJV42Orkol7+CMfTicTsSTpxPET3bechUJSLa1EN5ZwZtQ+KlCtLF4xHeeI3SUZfwYY/6QI4/feddNDY7DFoLjNqzjEU9/J/J25gPfN4w8BT35x8nLyMGVITb1jOzUbzUabK960H67Qr/vfctZAt5dL2x9kZmiVL/0vep7O+hNqxwb5rnA71fxRZQ1hZjcSkd8RAEKzot1iQJTE5jL1RxyjtoGUVi2pI9RjHUs8Ds/kH8KZfCbBmuxMjA6nb8//zP/zxf+9rX+PSnP80999wDwAMPPMAHP/hBfuEXfoGPfexjyz1kCqPTXDKcT5OtMFUxjhRzcY664wAXG7EEQ2IMde0y1/Rp1R36ahpdrbWN3voqUi8bbdaQ7u2iuTlPq8/QpyqLUwiXik4Tq0JRlBJfJmgTMGw1qWvJgnaZsIvYImaPPUNvu+CfqiVUgDFmkxwnuntoRRabigvcljuBJyOO1ftoRVY6qOsawGolOGWHKG8xHRcoa0lJamyhSTCo9k9BtoisGkVVZ9iZp65dHBlTjTzyVou5JMdMlOfh2c3M1LL4EwJnvIKoN0kmp6+fgvWF6TJhpz0ZlnXeKGqdpsdKBYznUB3xaA60qfGi3TgIiGaIlRhkpDEqw9h0kW/ld9Dr1hlwKpxpdXFwYpCwZfMVuYta4pJTAcPOPHnZYq8zwaglUQhK0kpZjkOCcPcw9tky1Grr8/l0bBq9ksawYXuhQlGmLQ8no26OBYOosONErOy5mygGFSGTdNqqJkK1q19SnK8nrxWuqBnzr/7qr7j33nsXX7v//vvJZDK8853vvAojk9L3VivsF1FMPOvx1dld5FSLu9yxi4qOqccKk1GR6cki9pSNU2mlw6dWs0Ag5OpHM0IgXReR9Rm7v5uu143zxp4z7HfmscVz19MSo5FC4ApwhMAT1qJ2EoAlwMVCC4OPJpIJgyZgizWBEoKccBabVyUCWyluElUiU2F0cJaJ3pQKPqpqnEt8Hjy0ne6HbAaOByszXGk5MAb74BlGZ7pZ2FviL3ffQmPY4Tb/OPudStpvICVgKMpZIpOy7zTQMopRe5a5JMeh5jBfndnNU5P95D+Xo/tsROb0NObcZJr2iteRxNDzQCjVZorZCM9DuA7RaC9x1kImBhEbmv0Ok7dL4u6YXG+FkeIC5VaG6dk8umpTelohWiE0WsiZmOx8lsHPDHC0dzeHLTAKrIZh8FSM3YiJM4N8IzOMtiD2JGFBMPCOU3xk219TlBHDlsvLvXPc90++w5NvGObMZzYz8l8m02bG9WZoinlqr27w/v3f4Db/OEXp8e1A8a+feDuN8Rybjq1CxqZD+ohi0BCiSAiR7bWphw7OgsGp6mWx164GyzYyjUaDgYGBZ7ze399P40pDrw7aulqrAq2RTclUPcd8nEWj4RJuS2KgmniIhsKqC2Swyoq3awVxfqOojyb8zo6/Z1BV6Fbuc/5JckHvhtOWPOn0NlyaWuvEKq64eOzDpVBIXJX+Tr/SaKfDLstQNSH2jE334Rb2VO18E+saIpmehpkZ8v5NnCjnOd7VyzZ3isQstI2t1WbhXYyWiYnMPFkZcKAxwkQ9TzCTYev3KnDwGMl6ZBkuFbI9ZMxzMb5H0OsSFCUyBhkZ6kOKwt4Z9vVOsM2fZcSZ52hzgG+wgxmVI3HSDnMTRph6HREEFA9nyJ5z6ZQLVD1CPn0WXa0itcHRCcJ2kNkMDPVz5J4+Zrf42KIGpPTmn+v7Ogs9irdu+bk0urraoYarAOPZ3DRyjg90HW2PlFbMJTkaZ3NkTync2caqG0ZtJPqC9F6cSPzAoILkfP/NKmPZRuauu+7i13/91/n4xz+O56U3ULPZ5Dd+4ze46667rv6MVkvmIdFYDcFcxWcmeqb3bgtJVhryqoWxNdqWGClWdMrqs2INaFTSsREDvSRdOYyn2zPT08l6XMLwuZRMKZG4wqAQz5i9/mxIjCa+gGPXkSl/rr9La2Exc0kOuyKwxyuISu3a9RcZg5yv4TwyxBfHX4q+S/KG4fF2j4tanN8BLM7wqOqEx4NRTgT9/N3TNyEfzdM7aVBzlXT0xfWohiAEwrbSMck7Rph9aY6wIKjujLGKrXaTtCCfa/K2zU+y05ukR9XoVjUGrTJdVoOJ/gJ//9abmL55FHdekDurEQntSbdgNwx2LUGEGgkXkX1MkmDCCFltoI738n/3vYVX9R/j/9f9XXLSJSskyASTi2HTINZCjWRqZn2kIjssWSmRwlx0/7e0jVWVuPMGVY9WPIkhXJfklt3URzxqO2K6VQNbyPa9qqnVPXrHA+y5xhWPsF4ulm1kfvd3f5f77ruPTZs28dKXvhSAxx57DM/z+PznP391Z7NCzZfPiiTBrkGt7DET5hY3WEg9cxcbiSSnWuBotM3qG5k1Cu+F5xINlWj1Oig/JDIWCQJNsigZrjk/U70jKw5pDcZuM8+ezVBcSkGNSWjoNCUkhUAhsIVCXUI4XRy0RELVaGaTHE4Z9Kkz7VEO184rNZMzjHzJJ+zJ8J0tW/A32RcpBXfi38CkD25VSx6tb+VQeRDxWJ4tfz2FqDXSTe86FgwVlgWuS2Vnltobaoz2lPnV0a9zp3cWG7Db19eX9gUd/BKcKvf5TxKZhA/1fYWqtvnz8h389aGbies29rS1OBojFxlU0KnxXHDNdYJuNhEVi65DhnNmmE+/1OMnuh4kB/jSxjYJXiGgubmIO+MgKtV1YmRkOi7DklhSX/Tc1LWLWxb4M3E6lnxFP1cgMx7T+33m92t27hqnT8a4IkPDhLSMJq7aOKcnMAuVtBRwFZ+1as2YN910E0ePHuXP/uzPeOqppwB417vexbvf/W4ymcxyD7dmMFpj1cGqKOaDZ2fAKSHIygA7ExH7NsZerTnnF459XZ2PuAjapD0XDYWec/hieR8lu8GjzhxSGGaiPLXkfOrMlgldVh1fhgxaZUasMr6IGbbS8bhHIsPJOJX4PxX0EhmFEhqJQZPqw9kioWg18EREn1Wlz6rgkGCLBIXBFmlBfTpJGWffq23GqZnz9PVrCOF5NIayNPoVXX7zIgmUxGjmdZOqNhyPizxYv4lzQYmvju2kPp+hZ9KkIoaNVRywtUYwxiCSBBUawoZD2c+gjcQGPCEXjcuFnnrH6ZAoLKHoVQZfRNyYOcfm/s2Umx7zdp6oqYiziihvYVcVXWIb1sIwaq6CmV9IT0ApRCGNoKKCoZhpXWDKJBJDKdegNpxDWz7Zkw5Un/k91hppL5pCP0uPkS3iVAswKzHO5dPLS/uwC4bgDfaRdGepj0BmqMb2/Ex7LIVmLkmY0w4ilKkG2hpKQV1Rn4zv+/zkT/7kSp8LVzI/eslotiieiLCaFkd39BLtuNiHSBlWklF7lpuGxznq9hEWcqyG2ewIgWJ0exDTKnzIBdDNFmpsCn/Go/87Q/zDwi2pTHgkkBHkT2syUxHalmgnnedTG5LEWWjsCNm/8wyb/Xne2fMgPbLJrxz/Jxx7fBPetKTnYIzV0GhLYKRAt/s+EkfQ7BPEPgT9Cf5QDceKKWZauCpmNFtm2Cvz3bktPPXEKO6sYvRofV14/maoh9NvgdFtE7x387cv2kQDE/Pl5jAHmpv4P0duwftKHndBM3g2xKo2UTOTJNMzqbFcB9/limFM2lKQJPjnWmSfzFLud3hkeCt7nIl0HIFJkJiU3NGp4V0S7eZw8ZXh/uwJbt4xRstYTCTFlMUZ55iJc5xrlfjWma00qx6lBwv0P1zCKIG2UyM0/9KEW/cd5+6u4+SlWmRD2kLxA8OH+J+vz7NwOsPOo10wM7vmS/UMKIXwM2jXwhIXOxr9VpXWpogFY5Md99vU4ivYADo6cY6DsCySPVsYuy9Pqz/h7lsP8a7+7zCiFshLh4aOeLA1yrFgAGdepiM5guDqsgWrPbTs8OHD/P7v/z6HDh0C4MYbb+Rnf/Zn2bNnz5Uc7mKsUgrJJAl2I8apScrBc3sQWREynKkw4+fQdn5VzgVIZXTWKCNkkgRdbyDiGH86JszbyBjsusYKDPkDs5hTZ9Ib1s9AxsPZ1UdYtNCOw9OlHupFh+P5fqpWhRPT3eROSXLnNPnvnEKXFxBtZVmRyWAKWXTGpjGaJcxJaoGiQY66ralkfZSVUAtdqnmXU3Nd+GcV3qzBqqxw+uBKIATadygMVnnN4BH2uOeATlNqyIJOONYa5EBliGDcZ+RgC3uugTg7ha7UiK9xqm9FYTQmilH1EG/ORzuCsWYXp/NdhCwgCXCEwEcvpli1ubgG0dEi61dZ+lVnHacXJf0bRjAWF8iokJP1Hg6PbaPVmzYqJo4kzEmcrjr7C+fY7k4tioiqtpO2xZ1h68Asx+qDGHd9zGAU7U5/o87PrOqshyci7HxIWFSEBYtsLpeOMmj3ynQUzZ+1Gb0zQPACKrnIeAjHodnr0dwUkR+o8YrSUe5wZ1GklOmq0RwP+jlS70c1RaqmsoK9Oc+HK6Iw/8iP/Ai33XbbYqH/O9/5Dvv37+cv/uIveMc73nFlZ3LhbPHVoDArReRb6U3rPpNG2rlpB1TIa4qHyFoBXyoOkl/pruKO1IRSK69q8FwwOvVKo4jMsRmc+Xza4xAkqbjlzBy6LScukgTRauEfFWQyLt5sjvrRPBW3wH/o+SG0Bb0nNLlTdayF5mIfkWmaVEImjBCtFsqyyNUCjGuRP5UhLNloS5I4LkZCs5DlYG4Qt2HwpxKshkbUrpKdeJWQ2Swil6XR43JDzznuyh6jTzVpGsWXm9389tM/wPRCDvFUjuw5w+i5BPfkDKbZSr3D67XI/2zoSNYoiZyt0POEReGUw6H6Hn65ZzfBQEzXUIWebIM3Dhxk2C6Tl00KskW3arDTkhepV3cgSVOuSghsYcgag2cv8INdjzJbyPGp17V4Yv8QAEpqXDvmn44c4K7sUQZVDVuc37KUkOx1z/KmgQP8eTNDkveRrnvNNQNNHEOjiWrFNGKbpgmx2+zL7XaF9+x7kBPbenlw+xbOvHEvsiFx5wRWC3JnNe5chFMOUGdnMFojZEoiwHXQvkdS9JjbkyHKC1p9hrArwe5u8aYdR9jkzrPHHadlDMeiPA82dnCgNsS3v76P3GnB0IFWWvBfz0PLfvmXf5l/9a/+Fb/5m7950eu//uu/zi//8i9fuZGBC5R6AVbY0ChFkpHEWYHbHqX8jF8Rkj7l8srMOJ4M+Vzu7nT8AKzoHIuOp3M1IobLgjGYKMREoI+fhOPtly/9NZ2cN6blNC9uHYDis6UwzSXTfuI4PV6rdT4vPjEJpExV78JjCInqKiLyuVTzK+ul51h7phLDWkJkPCgVaJUUe/KT3OLOIYGWSfhmbRdz3xwkf87Q9+Ac+mAqzhiv1mZ2uQ771Ubns9ujmPXMLGJmFkcpRh73Ea5D/SXDzO7r4WRPN39/q2RnYYY+p0qXXWe7M82omsAVz9xelJDYKFhsDhQUgM1WAizwjuyX0VvS7xy1KcmatBnWRj1jRMB2KySbO8ATvSOcyu7GdRzQBnMtjUySQLOJbMU0YoeGSfABV9iMKJ9f6nmCqDuhPBxT1ZInwiH+auo2ztWKTDwxQPaMS27cptiMIIoXdfHigkdUsKkPWsy+IqS3r8pbNx3iLYXv48uIbhnjCEHLpKPBDwQjfObcTZyZ6GL7ZwOsbx9IHeY1XptlG5nx8fFnVVv+sR/7MX7nd37n6s7G6AsGJq0ghEgfjH5JfZNhV6HyrPMsEpPqU00nktk4h3aB3i5krXF+SNAKXKBOQXWteOpXjZXY6C6RQDFhBM0WIrbPd5CvhdHtRMztiEMohcznwbGJdo1QvsGjuhU8GTEW23y5fiOPLGzh4VOb6R4z+NMxstZAr7ZO2PMdW6rUUGcymCDE1OuLE0pXYgwzQqR1JbhgnolBBAFGJ3jTLfJjCqciGLOHOJnrB0ejHI3rhfy/pQUyVoRvhbgqZmtmltuyx8nLFlutJkWZSsV0mnU7jL1Oei0xGlsoIpMwp2PqWjKZeJyMUo3EPqtCVoTkpU1eRgy5C3xvj0OX3IM72cCaWcC0ApLZuWsW1Ygg4thEH3/adzMvy5zkDq/SbgWQbbFZAVIzYs2zLz9Or1unvCNDJZ+lOaSoD/QgEtA2INPhgYkHYUmzfXSarbk5dnqTFGXAgnY5GAxRTny+tbCDsVoX5+aKJGM+mVmJPTeHjlah+XMJWLaRuffee/nGN77Bzp07L3r9gQce4JWvfOXVn9GFi7ASPTPtKX2mkKN8k2bPvjHe0v/44s3dQYfKO5ckfD/YwlPNYcK8ob67l8xkE1lPeeU65Mpv2o6HuBoCoNcZdL2BaAVpo1+Upi872nWrCWHZbbXo9L6SroveOkxcchl7ncvLX3uIXrdGUTX5RmMXH/vy69n0ZcO2+QjnyAlMs0lSv4bd5Z3hV55LcsMmGkMZvJkQZ2wWWgFmvowJVmBTNeZZZ5okbVUOeaBF6ZgLlsWg7y3OKDHt6Mc4OQJLUuvyiDOKh2+y+Zt7XsJIcYH3DH+Lm91z5EVCXlqX7aWKSHgq7OJ42M8XZ2/kkaNbAejqrVLMtHjDwFP8WOkR7s0f4ltv2c7ZuQLWE0W6n8qRmQqxvt965kiJq8XzkZPaWoyiUsf/bh9/NPta9tw0xoe3fpKijMi3p516QuELSd4J2NL1EJGBn+j9OnXjUNUe03EBgLxsYYsYRyTYIk4Zm6qJJww2KSv2saCX//z065iey9P1FY/ex2tsb4bIWjkdrXENje2yjczb3vY2fuVXfoVHHnmEO++8E0hrMn/5l3/Jb/zGb/CpT33qot9dFhYLW21hvhWXXABtBC1jU9MBrrAWG+xiEiKT0DKSlrZJkMRZQ6NPARmylX5kECKqtbR7uT3BLj3uFWw4neLeixU6wXSiibbCcGd08FpACJEaGilACbQSaBt63RqujHm61cdClCEzocgen0NWGiQzc+ujD6MNIwVGgbHaIptKpd9rVT80VeXQjcblxRXbc4vc/l4c3yMo9TMxmacV2ny3sJ3IWIs1HFvEZEXU1ohLx6Cnw9wUdZPjocYOTjR6OTLbhz1pg4H5pEA1m+FEoZdWUeDJiN2lSTwr4ki/T2NOIhMbW61GZmRpUlAmjHDnDdGk4sxokaejPvKySUk1cNBtGn9EYgQahcTQLUMGREhkakT2LApDt0zrW520YWA0s4lgTlvUjU3L2HyvsYWp6QJyxiF/JkIePoWJY+J1ILezbCPzMz/zMwD84R/+IX/4h3/4rO9B+hAny0h/CMtG5rKgJCYIEUnSnmGdXN0QK2PSesrUDNv+pkTlm6P87qtHqN3jMWSX2e+NUZIhkZFERlIxPp6M2OZO86q7D3D6JV3UQ4fphkerViT/2Cb8SU3+ZBPr0Ok0umm2lnZ+7TSESZKr12i7ljn7lULb49O1OkixJrpeJo4wyfmNR+sm8tQkmUmXEXuIL0/dDgZUC1RkGD7UZo6F60R3rDMaIwyxT0xSmMmm82Zq6TC4dUObNulIYT1fRlQtuh4WZGa6SNwMX+u+ky+7d6YGUqXjIGI/1TGTIenYBN0Z2GbSaxEaSnWNN51q2kU5C207fOmNN7HrtRMUVZO7Ck9zV+FpHi1McfylvRx8bAs3fr+4WF9cUTxflsUYTHu2S3bcZa7exS9O/3A6tVS3GxmVSf+dCIglKMPo5hl2l6bIqJCcCsipgFv8kwyqCmeTEmNhD49Ut/Klh27CnVFp718D7Lphy2SM1Qxwjk+TNFvrZkz1so1MR95/pSGUTGmwUqYLE6VDzAwghEm93itdMGNIygtYX36UgmXT6rqVb+3ZztbcHCXVoGVViIwiMhahUdgips+q8s/6v0ZpMEBiUMLwRDDEL8kfIjjhIeMMpdN+qkwbBEsPujr57nU4fviaQCdrW4i8RB/P6CTVLBOCbBSROduFSAyiUk+j1VqdpH5tCQnPQDuVFU9OI6Znzk+W1WZNqamXRfveXpxXUqlgH6HdyHnxyHXhucjeboxjIxaq5xmLl2FBOaSKBIVtt/PEy0fY4c/w+vyTDKoGr8wchz54T+s9mMxz6/OtNkwQIE9O4E+4CDOIDNvKGYFB6FRex0gQCViBIXEEZ1r9LIx6ZJyIotui6DbptmrgwOHWMIfqQ3z77FZGvgK5I3OI6TmSqemL1mmduBmLWB/EctJUiWk2zw8ta0cx5+sXK7MhmySheDzi6Qe2cMTbwmdL+xG2Tg9vBEJpLCfBshNuGhznxvwEtkjwZcjxZh8s2FgNsBoa02qlqbPlpr0unGzIGs+U2cCzwxhMo4lccKBzL66nyODZYDrzXhKEEasiG78quMDRMgmIKMLUGghLpc9UHLeblC//XUySUHo64ttf28cDvubj3Xdg2cnin6lDOUqVk6tw/uno6Of/NQNBgDEad7JO0UqNqwz1opFBpnN3ZNjRS3Rone2ioqDsgLYN3+3aAa5GNBWqLnFnBf6ZKnKhhmm21v01X7KRuf/++/nzP/9zisUiAB/5yEd4//vfT6lUAmB2dpZXvvKVHDx48IpOxEQhyUK06N2kzYrJynpmbS/W+9qT7HgoA0oueoGd8c8mnyUcLhLlXb5/1y6+t3UUy07IuCH1pos3oXDnDc5ClHpcV8nJF0pdmeuxzm+s6xFJtQodGnUnNF3P63xBVHbdcUg662oSdCuBIFh+CtkYMl9+ghse9MGyEBkPYylEp7bXnCRZDQWAJQ4tQyfpPSUkolojc9xZbLzsEE8Wa4OkDLu+7zrpeIUOCUIKkGoxUkWnjreuN9PG3+vgwi/ZyHz+858nuGBS4Yc//GHe+c53LhqZOI4XxzFfMToPjRSg5cWvryB0q5X2c1yIjiBks4BjKVTLIzOVo+Z5BLah5XiIQOKXwa0YVDNKL/p1cJE3sESs5qiJDVweV7j2i89ye2YSSqWbtk5Hul/zSLT9vUyoz+uFXeCUPqNXbY2nwa4FlmxkzCUb/aX/XkkYbdoMszUM/zs55FodeWYCZVuMLPSQ5L20KC0FItaociMttFZqJFfboGnWUQ59Axu4nmFM2iPEBeSM9eQAvogdmHVTk7kIZpUozEv56DgmqVTSf8zNL74u2sbkxXmbbGAD1wFeKJpxLzAsmUQuRLtucclrG7gKXKjXtoENbGADL0AsK1324z/+47htLa9Wq8X73/9+stkswEX1mhcMFlkwK5Syu9QoC4kQGtZRVL+BDWzgRYyLZl2tzL63ZCPz3ve+96J//9iP/dgzfufZNM2eDZ16Tkz0HPTddLbL+uglWclx0JdGfpKkTS17rhrX86/ViwdxO99+uXrgxnqdx/Ot18ZaXYyN9YKL9qjLPGdLeRYvOM7aY2xszJBepo2f9s/Y2NjGWl3lWm2s1/LWa2OtNtZrtdbqQghj1j5U0Fpz7tw58vn8i76uY4yhWq0yPDyMlM+sz2ys1Xk831rBxnpdiI17a3nYWK+lYynPYgfXxMhsYAMb2MAGXhzYoDZtYAMb2MAGVg0bRmYDG9jABjawatgwMhvYwAY2sIFVw4aR2cAGNrCBDawaNozMBjawgQ1sYNWwbO2yOI45cOAAExMTAAwODrJ3715s217yMTaogOexQZtcOjYozMvDxr21PGys19KxHArzkpsxkyQx/+bf/BtTKpWMEOKin1KpZH71V3/VJEmypGNtNDUtvalpY62WvlYb67W89dpYq431Wq21uhBLjmT+5b/8l/y3//bf+MhHPsJ9993HwMAAAJOTk3zhC1/g3/7bf0sYhnz0ox993mPl83kAXsH9WCw9AlpxCIGw2p9vdHvEwLOIVhp9sST/SrQWtT2h2IQ8wN8vrsmlWPZaPZeH9XznvJIabUuBVOlaw7OPOxAXqHBfIOdxubWCNbi3hEBmPIRlYcIQ3brGmn2X0Zp6vvW6Zs9h55zXU4ueEMQm4gE+s/7Waz2gfd+jFCaMiIL6ZdfqQizZyHz84x/nf/yP/8F999130etbt27lp37qp9iyZQvvec97lmRkOqGmhY0lrvHFag9HE1Klo+k689IX3zeAxlyo6bOikXL6oD1X+L1ia7WUc17TDIAgnT/LM41659+CVL69c17tPelyqYpVvbfaqtlSOAhlY5REi2uobvoMwVUu3rifZ72u+XO47jJOS3wWhYO1TqekrCqaMZ0xvqb9/ZeSNlzySnXyb8+FoaEh6vX6Ug+3ftD2ls2isdHnp3IuvreOPK4XEi6cF9RRvO68Lq7NPKHLwrQdjiSBSFz7gXMXrtkGNvBsEAKhFCKTSaPvIEA3Gmt6Cktml91777384i/+IjMzM894b2Zmhl/5lV/h3nvvXclzuxhCrM4DZUz6oxPQCSaOMVGY/sRxOr51YxjSyqOz7p2fS1/TyfpKp3RgzOKDui5G5T7bOl4tOs/ahgG7viEVwrKRvo8YHULv3ITs6V7z67rkSOa//Jf/wv3338/Q0BD79++/qCbzxBNPsHfvXv7u7/5u1U50AxtYV1iPBnADG+hACGTWR5aKGM8hGMwTZxV+M4KzkrUcBb1kIzM6Ospjjz3G5z//eb7zne8sUphvv/12PvzhD/PGN77x+alsV4ONh3oDG1gbbDxrl4cx67CedB7CdRFK0XzlHk6/WUI+orenQt4NOPvZTWw6nUU3W5g4WpNrvazqlZSSN73pTbzpTW9arfPZwAY2sIENXAWEUgjXZWGrzY/e8w1uy57gFneCbmmx/+kPgOsiwhATr835LJsi8dBDD/Htb3/7ombMu+++m5e//OUrfnLrBlIhHRuRyaC3DpMUHOzxCub0WUyi18wjWDW0c7SqVIK+boxjE5c8tKsQ2oABYQwiSgvxYZdDmFfIyGDXNSpIcMbmYWYOE0YprXddTDW9RliPFN0NvDggFcLPIDIZYh82u7MMqgUAqjoGIy5mz64BlmxkpqameMc73sE3v/lNNm/efFFN5ud+7ue45557+MQnPkF/f/+qnSywSCMFntFHsVqQjo0oFqC3i/FXF2kMGXq/79JdqWFaLZJK8vw5zs55r9E5LwtCIpSCoT7mb+4mzAlqWyAqaEQsEAmIWKACgTAQ7myye+QsM40sZ8eLyKrD0Df7KTwukfUmzM6lxjdJXlzGpmNcFinZa3itn62Yu9yPvfQYL5br9gKCkAKRz6GLWcKi4WbvFDdYEWUNVaMQcfsar2Zp4xIs2cj8zM/8DEmScOjQIXbv3n3Re4cPH+Z973sf/+Jf/Av+8i//csVPElhs3pO5LCKXgzhG1xsQRegwWnkGmFSo7hIi66PzWcJen6DLpjFkSAYDgpILnguJRkjx/GzbNv11vUFYFmpwAFPMUd9WpLZJEmUhHAxx8wFJrNBaoBNB3FJgBCO9C9xcOsMZr0SiBdVshupoFtXqwa7H2HNFZBgjKnVMq4VpttacNrkWkL6PLBbAsjC5DMZWF7OytAYNIggRYYRpBejZuZSxuNq4Xg1Ee+2EZS82/2FZCCUxUYSpN847MBusz4shBMKyiPsKNIcyRF0aTyQkGM4lPhNxCdkSae+fXru9aMlG5vOf/zxf//rXn2FgAHbv3s3v/d7vrR6Fuc2UEK5D65ZtTL/Uwa4a+r5fR81UUbNlkvn5Ff08Vcgx85ZdzO+BZCjglu2n6XHrvN2fpKga/N/1t9H7/S6ssouo15e2caynB7/Nn5ddXZz+0S0Et9QY7Jrmrf1PU7SaDNnzFFSL0Cha2kYjCdsCEVvtaUatBRrGYrovT127PL53lDPNLs42ioyVSzQqBQqP9pEdT8gfqyGePHr9pxUvhBCYfTs4/eo8Ycng7FtgW/cclkiQwqCNINQWQWLx9Nk+1LhL/gQM/a0kmZ5pR3kruBZXe6zLKAesJYTjIBwH2ddDY1cfsS9p9kiinCA7rik+WUY1Wpi5eXS9uWFsOug8z6UiJ9+Up3jHFG8fOE63jJlMFL977g08NdNP/rjENBqpY75G13nJRsZ1XSqVynO+X61WcV13RU7qGRAS4dgI16XRZ1HbFmOXFYVTLplWjKiucBOokGA71DYJ8ntnedXI0/x6/9cpSI+YhJaJ+e2eFolvo5p26m1djxAS4bnUtsd84KYH2O2d4xXePJ6wkO0WKo0muiAVKJHYQmELv/1KAAT8o+wTaAzHooAHW1v5fn0zn567DSMU3pyHoyQmWVvq5KqhnfoMejxqO2L8/jr/dt9nuN+fxBYKiUSjqeqQhjH8ftcr+VJpFzXTDR3vXJsXxlqsJNqeuPA8dMGnPmAR5QWNIUNUTNBKkR3PoGyFajQRYQSA2TAyKZQC16G1OeRfbf8qm+05PCE4ZyyOzfVSPZdnsKxTh3gNG52XbGR++Id/mPe+9738p//0n3jd615HoVAAoFKp8KUvfYmf//mf513vetfyPn2JTUFCCoRtg2PjzSUUjtjYVUNmvI6craAbzcsfoKOTpVRae2jDJAkmuqTZUoj085TESFDSoC5IcyXGEBlNHCrsSoioNTFRtKyvvR4gcznEUD/hUAGvp8le7yx9qkpgNFUdcDzOUU58Gtqlrl2yMmCrPUNehvSpiKJ00uNc0s9bkpo9zji+DHjiJcOcGSkx5eQYWdiJqjQxZ8av69SZsCzU6AhJKcfcjTYv3fs0ewvj7LKnkEgORwlPBIPMxTkerW5mPvA5NttLfdYnUxdEA0UsJWFyhuQyTtuao6MesIZRjPQ8RCaTFqK1Acuids82Zm+0iIoGs7mJlwnZlK/R5TY4saWbYztLqLpL/kQRt6wpHmsgvnf4mc/xiwyqu4tkxwi1gQy9A2X2uefwRYwGqtpjoeLjTls41bjt4KzddV6ykfmP//E/orXmR37kR4jjGMdJN5kwDLEsi5/4iZ/g3//7f7+8TxeSVMNqCV/YtjGOjTfVoL/hoBoxYmyCpFK7vLyHVAjbQgiR3tBW+ysbjUg0ulbHXGjVhUw9AiFAgqUSLKmRbYMYkRAZgw4Ucr4MC7W1ybGvMGQuS2N7N/UBi229p7jFnSM0hrqGOe3wlepeTje7qcYuC0GGotvk1d1HGLQWSJwpXBGjEMh2dVkJgUTSrVyKMmG3Pc7WHZ9gbmuOD/HDzE/kycxk8OfK0Gxet2kzYVkEW3uojrpU9oX81pa/YZulsEV6Xz0RDPG/J17O2UqB8tPdWDWB0OAagVWH5qCH41t4zQDWk5GBNb8mIutDd+n8Z7sO514peffrv8ZmZ5a7M8fJS40jBBJoGUN1v2QsLvLRk2/i9FQ30deyDDzloWlhwhcRyeRSdJeY3Z+jOSB49cBpXuKotsMYU06ymFkXf8LglKM1l2taVrrsYx/7GB/96Ed55JFHLqIw33rrrYuRzaohihChQjYEIjGIIMKE0XkG03NA2FZKFvA84pEekqyNkQIjQAUae7yMaAaYao2kVj+vDKw17hxMnOnmMbfFuS5Dn7ogYjLruBtrKTAGGWlUZAgSi7pOi4MHgk2MhyU+d+5GZss54khhAoVwE05Xusi7AUP+AkNeBV+GDNgL+DJgjzvOsGriCYEvbGwh6ZEBCsNQV4WpLTkS1yJ70Ie5MnB9bQjCslJ5jkKeymaXyg7o6q9SlAmBMfxdo48TQT9fnNrDsVMDiJoie0ZiXRC02XWDamlEYq5J5LBeICwrdeT6e2hsLWGUIHEFsScQQy12uJMMWgvkpcYTAg2pYwc4QqdRdW6OKFHMdfmIUhFpO+j5+evS4VsR2BZRQRAWDCWrgUSQYGgYqGsH1RTYNZBBvOZajMvukykUCrzmNa9ZkQ8XUiyJcGXimGS+jCiLlHonBMaYtB/jeUJkWSigN/cT9PmMvV6hRhs4TkzGiZidz5F/aIjMjKZ0sII49HSbeWEw1RpDX5un+6DPiXs383f9+9ntjnODPUNWGhAGbAthqWeqCF8HMK0WzkwDbWWZWMhzMOrlf0/fzjee2I01Z9H/iGbr2RYyDBFhDFKiPR8js5zx+znlKVpdiuoWQZQ33HD7Kd459DBb7Rle5taxUfQqRbeM+cDWL/OF0j6+euIGug92o2bmMEFwXW0IslhAbxumNZCh8uYa//oln2WHM0W3dHgo8PhXf/cueh4X+NMxe87UEFGCaAYQJ4t9Cca2MFkv1T8LI4RS6QP/IkrzCMtClooIz2P69l6mXx3h5lrsGphmwKvyutJBXpEZA9KtYUEbZrVLVXskRqLb6dl/3PswUY/Fz4//MPV9AzhzIdaBYH2lINcQcTFDdXuCN1RnhzdFTEJVJ0wkPieCfjJTgsLJJtZMlXi9RjLPh8nJSf7oj/6IX/u1X1upQ14EE4ZpYmaZnp9QEu1axL5E90bsHZyiYLfodWs84Q5zrmsTMhQkGRslBAazOD9GTc6RqTTw9o8wE+UZtstESC6yjGvIN19JmEQjWhFWI6HVdDgZ9nF8oRfvnI03A4XDC/D0WNpcGYXpHwmBEBI36yM8D3+gBxWVaHZLTmzv4VApVeneYlXISo0vFJ602ONMoro0Y/UumoURLN9PN9rryMgI2ybs9mh2W+wdnOBd+UkCE9EwCaejYXKnJN2PLaCmy8Rnzz3zPhUirYMN9Kb3zIvFsLRJEkKplLxjW4hCHpNxafYJRkdm2Zyf522932OzNcew1aRPuVR1yJnYomUszsZdzCY5ALQR+DJgn3uOkgzJFpu0ugqI2MayX4Ty+20YR2JyMd25BlmZCrdqoGVsGtrBahqsagBBuObntmJXZWJigt/4jd9YlpFZVth2hWkFXa1hn57BKmcZcLsZ69mOtkHbYDVg4ESEXYmxx+dJ4vOhpCDBRKm3qS14iT/GfvcsJRmnvlQi0jRbq7X+JOmXANMKEHMLOGFE7+eH+X8OvxVv2jB0PMSqRYjJOXQnHbn4R22p+1YASYKYFhSfhHzOoVzN8dm+u/lkn+G3tjTpKtb517s+y2sy0+0azRRv7D/I7715FP+lNzD0nSbyG49fN82a8dYBTt9nIYaa/F+9BwH4n5Ud/OcnX0s46bP1QIAan0l7t57t+xiTrvlsGaRo93u8sA2NsCzU5k0kXVmqO/LM3iSIM5AUY4SXsGf0JO8cephuVWOPM01eGGwhaOiIv67dwEcfuQ+z4ODMKOw6aAVGQdCt+YnXf4X3lB7hZYNneODOG/HPOGw5WoDZuWv9tdceQpC4inxXnRtK0/RZFSSSyEBVZ5gLszgVg5xZwFRra/68LdnIPP7445d9//Dhw8v/dKNZxrSBK4Ku11M20zlJ15kJcFLKsbDtxbQFOkHXG+c9ayHS+TJRjJERRsEeZ5ydliQwkrrRaU2mFWBawXU5b8ZEIXp+HsoL9Hy2Rm8mk36XahWTaJLn6mkxZnEUAs0mTM8ipKD7+xbYNuwYZe4lRWojPt8e3snd3iR5qehTFm/IHuLQHUMc2dPP/Owwvd9SKYt3vVN5haA54HHbnUd4Q/dBXuk/jSTDF2b2kv9cjuxkTObAWeKJycsexkQhyfzae5LXBG06cjRUoj7sMnWb4Iff+AA7vUlu8U4zqBJ8ochJr/0HWQAWdJOGTvj6/C56/sGjcDrAPX6O5NxkOpE06xPsGebRl4/yz7oe5RWlY8zdlOVAZgSdz1y773uNoW3BQL7GDn+aHtlAYpMgqCQe9djBqWv0zOw1yR4s2cjcfPPNiHYt5FJ0Xl/KlLRrgo4HHoZgTEpPjttUviTBGINJLh2gRWqMLIURkCAITMTByGM6KaBqMl0LY64sklkHRd903LTGdELoMLpADmYJ57Y4xIu2ZE6IqjTwJ33A5u9P7iXWkpfnTvCKzBgt49Dn1FjwM8zlBaq/N5XlmV9Yt+kjVSoisllaXYoRr8ygXeZkVOJcnHB0to/u6QR3NkjvrQ0AoAoF2DRIUvCYfqlPfZPB3l5llzfOZnuObhnjCwtbKBKjCUzMeBJSNxafrb6ERxY2890j29gyFWPPtzCNVDHYhCnzU7YS5gOfiUSh0Iz4ZY74/ZjrNHV9VZBpW0biSoa9GpudGfIyAmwiI6nqDI3YQcRpivxaOMRLNjLd3d389m//Nq973eue9f0DBw7w1re+dcVObMVhDDoIoDNoagn6Z8J1MNkMxoLIKCaSiL+ev40DC0NkpiTE8ZXJMyzqr+nl60utJHSSZqtqNajLK0tdtX/fRGEato+dIzMzh99dYlqM8LnhO/nC7Xv4nf2fQKK5MXOOXrvKw8O7ae0ewpltIOsNdGsdGhmpYGSQ+pYC1a2Cu/PH2GvP8Mfzd/Hw3GbCA0Vy3x9Dz82TNFvX+mzXB4SA0SHOvrGHZp9h190neM/wt9hszbHbDnCFhS0ySAQas2hgPl27iePNPv7+q7cy9E3DzpkQ+6kzaXd6ECw+vyKOsSotzi7k+X5rE7aIeVXxCEd6+9FeaT0r8K8KpGMjHIcwJ7mrdJx7/ZN0SwslJHVjMR6WmGlmsaO2kO81wJKNzK233sq5c+fYsmXLs75fLpefNcp5XqylR3/R/PMlbGqei877JI5BYYiQnG2VmKzmUS1SFtp1UE94XpgV6j5vp9KSOEJJQXaiH2FspmayHA0GyasmedmiW9VI8gmtHguZeFjrVDFBSEFc9Gj0W4RFTY+q4Qk42yoxNl/CWRCYWh29WmPHhUBYNsB1IZ8ibAdhW8RFj2afIRqIeHnXKV7pncWXipzwUG3nLjGaBd1iOhGcint4rDrKyWo3mQlJ7vg8stJAV6sX6xJ2yCJxQhy7VHWGkmrQo2pk7ZBQinWRIVgzCIHwXEQuR+xBUdXJC9muxySUE5+TjR7KjQwD0QXTZ9cYSzYy73//+6lf5mHavHkzf/qnf7q8TxfyvEd/IdbBTSIzHgu3DlHeqZB7qvSpJrPa5bFzI8THc/SPJ+n43SvVoFpuim29piKfDcag6038pybJjGXQqof/GN2H19fk5276Envcc7z8pqd5JLsZ71CGrceKq7dRXylkOpNj8vYs7humeW3vObbbFRoGvn5sJ/mHMpSORZjm86hNPBcuVeUmnQOSMrEkSInwM5jhPoxjYY3PEY9Prl+ihFTInVtojRaZuclh7z1P87LSGG8qPEZROthCoYQkMZqaCQiM5vdm7+QvD7+McN6jeNDCLRuGj9QQZybR4WWEb40hiRULsc+gtcAWa54Br8opewjLsl9YGnnPhbYDEu3fzvwej/n9ms32HLaQzOmQwMCfTL6Bxz+3h8ykwR2bJFmJNbkCI75kI/P2t7/9su93dXXx3ve+d1kfLqRI00WXpq7WAYRtURtW1HeFvLR/Cl/AhFG0ZjMUxgXeXIyJ4itjCF14kYRYWspsOeoI6wAmColPnwEh6S54JG6W2tYcjb0OfbLB/b1PMJxZ4G+DmzEZd915oEIKhONQ26L5d7s+w4hVplc6nIgT5DmPnicD3Mka+koLqUK21bvbhqatNCGUatcCLUTWpzWYI3El2XqAmOz8/vqLaIQURL05Kltsals0Pz78Te5wJ+hWLq5wFn8vTZFpqtrwzentWN/PkZ829H9rBqbnMfU6yfPJDhmDTgQN7aCEpk8Z8nYLo9qzUsT6XKMVRdsZqQ+7lHeBP1KjJJtIJA0jKGuHg9MD9D8c4U01YOYqBYQvdHKXume1cW2J5UKmpIH1xM5qq5kKz6M5aNi1dYLbuk7hCUlkLFRN4s0ZrHq0PK/ywjk4F8IssS6zBky8FUebGCBbMU7VoBoSbSSe0ORli367inSTdRelCctCFguIQh6d0QxaC/giJjBQ1S5WXeDMNhC1xvLvXamQnot+yU4agx6xK4kzAiMhccBIgYwNMobYEzSGDcaCIbrITsxgwjBlS64jg9yJ+mqjLvN7DbktCwyqBbwLUmOBiamZiIlE8f9MvZ7D5QHOPDbE4NEEp5yOhdCtVqpB9jwQUYyYcfj65E78oZBXeJPYIiFxJW6mLTETvHCNjCoVifdto9HlMPMyQd9NU7yk5xzdKqJhBH9Wvp3vzGyjcbTE0HwdWWleHTHlKucMXVsjIwUYmTKc1li07TkhJMJxwM9gtjf4d9s/SY8M8KVL3Ti4s5L8WAs1WyNZahTTNlzPptYsEr20MTPrfK74c8IYRK2JP+3T7HWIjMITMGLNk3gCNxOtPyPjONDTRdydxSqEbLXSB7RqDBNJEXcOxImz6DBcXp2kPWFVFguM3ZsjelmNvmKNO3vHyKmAXruGLwNOBH2cqPeQtwL258+gjeS/Nn6A7QeKiEZzfaklCJEWn32f+d2S+17xKDf642y3W4v0ZI1hQYeMJS4P1Hfz1X+4ma6Dhu0nGlgHT2LCiHg501RbAfmTkrNygIczNX6q61FcGZN4EpHPIxKdprJfiBACBvoYe4NPazTkzS95jF8e+BK+EBRlhjNxkz878HKyD/kMnUqwTk2lPVlXuh6XDom8gj16XbTIrqdIRsiU329sC8eNGVQBnhBt9WULGYFqxosy489/QLGYCpHtUQimzUq7pqSBtkcNpGm/DvNkFc5JJBoZaWR7P1ZCIIXGExFSrj8NL+G6REMFmr0OuewCrpA0dMK5OMNY2IMKTapAkVzGO5AKVcilA7dyWYzf7gcxhjjv0erVbOkpszU3xy25U/gyoF9V8URESTXwZUhetdjrnkUjCfoSmtt7cGZbiPLCOjIy6bgI4bkkGcMWb5Zhe76ti5GOO2gZw+GoyNdre/heeRRvSuBPhliz9VSgdpl1TWMMMjTIlqARp6k4T0aEWYnuyiFaAVSrq/SFrx1kPo/MZQkH87T6Y7r6quz2JxhQLmm5P9V5SxoWzoLBrqcN5Vfc9NtRa+jIIiWcdwivl3SZieJUxgXWzSYjHAfRVSTqzpLP1OiWFpHRLOiQiaiIN2uwxmaW3DkrHCfNr+eyUMilnv1CLaVSh+E16/pWxQJ66zBYEjU+h54vY+J4dTzAOEEGCTIyJCb1ihw6Rmb91OGA9CEa7uf4D7pktlZ5346H8IXD4UTzR1P3cmB2kMyMbg99eu5zVz3d1O/cRrNHMXuzYXDPFAuNDPWpLAjDy/cd5b6eAwzaZbZbczhCY6fC3xTlWUbtWTwRM6zSKOqfvuoBPr/jRsYe72PXx/rQp8+si2dGZjwYGSTs9kkGA16dfYq8DNHAdBLwQHOUY8EAf3b45fj/kMOb14wcnIWZeUyjeWXD25IEqwl2TdCIUiOz2Zlhfh/Efhd9j9owPb3yX/ZaoT2qJL55J1O3ZagPG37wju9yb+Ep9jqTWJxvQg2NRNYs/JkEuxxAkkYfy3bkOxNKVapiD6QkJ22WvWdd20hmPdYZlMJ4LtpTuCohIxwSAlo6nctgtQy6Ul1yjrNzkYRto303VT+uNzFRxyNY40224534GcIeD2NJMpUMoi2HsirbltaIWCPaX1UCUhiU0OsyA5hkHbLbF3jb1ie5zT+OLRTlxONouY/ZuRyjDf3cabLO+mYz1IYUzQHB9v1n+Mj2T/BUOMQn+15GqC1e33OIW71T5GVEt5RIodDGkGBQUpOVDWygW7lYKN5RfISX+af4N80fxHirNBzwCiCUIsm7RAULz2+yyWqigNBAwwiOB/08WR0mOpVl4BszMLeALi9cnTNjDDIxiESQtNXQC6pF1B3TaNhEeQdrnUXHV4NOdqXV5yyKYN5ffIy7vSruJbRwjUDEqcK8SHRaklCpkTJmmWsi5OLfAwitMRJE2p2+ZFyRkSmXyzz00ENMTU2hL2lGfM973rP0A63DOoMY6GXmzj4ag4J7SqlMyFyS8Fg4yMHaMFbLQBSlVn0JWCxkNpvIskw9gWazPaZgbQ2MsCySO29ifneGKC9oDhrQMOh2k9MaWa0vSdl6uTCNJmquhlPNEhir7eVmeSoYpt5wQa+j/LkxGCXJuiEDdoWCCACX6aTAuckSasLFbrTSRs02pOcitm4iKXhUtvlUtkqiosG+oUJ/vs7bBh9nQIXgjPOaHp/IKDbbswBUtU1Vw0RS4E8mXsHJhW425cvsyU8y4s7z1twheqVDXsSMWnNkvRDjWgjHWR+DumyLKGcTFBUZN8QTgslE8p3mNk4Effyv79+Oe9yl75hGzFfS9NgSivuXg/B9yrsE4sYqd/adPP+GZdC2wawzv/VqIFwXOTqMzvvM71Js2XOWXcUpRqzK4gyjC9GnNHtuO8WB0giimcOu7MaqCXqfiMlMNFDTCyTnJs+PSHkuo9Mm7ZAk6X4n2+xH2pmyZfR1LtvIfPrTn+bd7343tVqNQqFwkZSMEGJ5RmY9of094oEi03ck5IZq3FV4GoDJJMNDte0cKffhNJI0rbRUIxOnOVERxYh2V7gJwzbRYW17HoRlMXm7T+GNEwx6TbZm55gJsxyY34M3nccSAjEzu+LBla7VEXGMs9BLS6fNhWejLg7UR0iqNiJeZ0wgKSi6LUad2bZEh8u5qIR11iV7TqAq4UUkDpHNUt3TRW1QUX1Fgw/f9kkGrQX22HVywm6Pq87RpyK2WE8RGUPVCFpGUdYeE3GRR+rbeOxruygehQM7ezm4a5CR7gX2bx+j6DQpSUleRnR5TYzblZITkuTas/4ti7Bk0SpJSl6AJxQTSZbPTO/n2Fwv/V+06fnaaUyjQbxC8kEml0Htq/Ar+z7PDmcK1fZUpZ2gbRtjvUCsjBDIjEdrazfNfpvGnoBf3PZ5BlWFYWUW6zAdKCHpkRn+246/orHd0DKCqrb5TnMH/+kzb6F0OE/XURtrZg5i0Tb2z614gklTY0YbhFJpalSp1WeX/cIv/ALve9/7+PCHP4zv+8//B9cJhJXKkLdyFnZ3i23dc/RZFTSGWZ3lSK2f2UqWTeEV6P+0BTU7hmnRwKwlpALbJs7C7tIUWSug36miEWgrpc6uGsvLpB6R0IZYS8L2TerIGJRZX+wyITBS4KgkrRm1Xy6qJlFXQjOyWLgxTy63L31DQpCxqGxWBF1QzKdS6w4JLWOACGkiFIKJBB4NNlNNPI42B5gOc9Qil4Uww8RCHv+cwJ+OiHybmpPjRNPmqZFheuTTFKUmLxVKahIlkEpi1sEcIyElsStIPHBVGqFMxwUOTQ4STPl0zyeYWj1Nj12tgenQvz2HrBcyYs+TlyEJhkriYSoObllgNdcJKWKJELaDLOTSZ7RdZCefJenOEeQd5ve4BF3Q01ulT1UpyfCiKCa5ZC/JSwfPJERGkxchNzgTyE0NKrGPkR7dehciTlsLRJIgJudIpqaf09Ck4UuqaZjOAFve3rVsI3P27Fk++MEPvqAMTDrrI4so5KiO2rxn7wO8KZ+mOAJj8b3GVh45vBVnwsYqV9JxzUu15h1tr3bRLP3HZbyH1YBMvRBZyNMcjvnnA18hMorppIDEoB0wtgS1OpuW0QaiGBkbKnGGBa3IypDN7hwqk2AstT4YZm2qubEEJafBoKqQlYLEaG71TvLGW59gNshSe6VLK7YRwmBJjQX0tmsDNxYnmY1zlEWWI2H6miMSPBnx2fn9fOGR/djzitIRyI5HqFCjWgmjYYyaOo1pNsk+nsHkMlRv7OZP+u7m7EgXr8kd4na3hSMT6rZCuS6iFWCujRzVebgOrR5Jq9/Q69VJMHy9spvsF3IMjsX4T02SVKsrQnBRuSyit5v6oM/20ji3OFUiDC1jeDoYoHhQ0X0owDk1S3yt76WloF2/U/29tPYMEWcUpu3wze1WqDvm6farvLrnDCPuPLdkTrLXTrDFeTZZTLLYya/azppE4gqJKyAH3OFV+H9v/x9M3FLkS+W9PDi+mSCwCRd8RFMx+g8FvL+ffe4GVqPTJuAwSlmNq134v++++3j44YfZvn37cv90XUP4GXQ+S5QX3JQ5w402RCgio5kK86h5G6cskEF05fIMF3oca5kmk6nGEa4DXsJ2K2RBG8rax5Ztr281T8doQIGB2EgiI7FFjC+DlF22KLGyDtJmQmIuiaw0hpIMeVnuNFXfwxMxtoiRIl20QNscbgxSiV0smXAm7AGglrgkSHwZYouEw+UB/NMWmRlD95NV5LH2ULhmE2MMl/rf2exNnKj6TAQF6lkHaCGFBtlWPl+D5XheSEniQZwxZFSENoaZIEt2PCFzqoxZSbq165IUs0R5RbfToCA95nWTqpbMhilzzZmqY+pXKPWzVFwaeV+uWbHzXocKfKFsUHsMtSnlafTbaVOuAiOhOZLwI1sOsNWb4WbvFH0yoCQlOZk692mR39AyMcGi05r+p5OilQiUkBRFhld6MZoZ+qzv0O3UmQlyHC73U25kCEp5PJ4Dl9CY0ctnqi3JyHzqU59a/P83v/nN/NIv/RIHDx5k//792LZ90e++7W1vW/qnC3FRAfWaFDHbIfjCnaNMv0zCDTW2WrOA4FQsmIgLfOPsDvoeNfhTIcyWl3V44brpzZQkaaG/HXauJWQ+T/iSrTT7HPJdCzSM4emoi7+ZvZXD5X6yZwzu6TlMtb465/YsaZ1UbDIikwnBukL2yyrAJAmqGfPE1DCf9G9ZjCB8Afu9Mao6w6ONrZwLSlRil7kgy1Q9R/mxXjJTIlX+ESDadVNh0k0DAc6CYeh4C6sWos7OpMrNl6HwGinIZgJGvXlKsoEtFLFRqEZ88fyjawid86htixncOsu+3FkSDLXIxSmHMFNOB9xdLdobXetlWzj5FoU90OB1xYPEJPxtbQd/ce7lHDs5wM6xADE5i1ltHTwhka6X1sUcG5H103MMQoxuF8vjOC2U53MYx0bnPeK8S1i0mN9lEWchLGp0LkFmYrpLc7hW6rhIYbira5w3Fp6kJJsMqAhfKrx2iiwxmpiElon5ZG0LXyvvZj7wOVcrYKuEf7r5Qe7LHiYvBV0ys8g+Axi1KtyTO8LY/7+9Nw2S7DrP9J5z7pp7VtbaVdVdvaO7ARALAe6gIAQ5XGJGos0JjmhpNKZmaIsyBEdIEZQ1P0yTWoJhhSKooIL0D4/k4ZhDOUQ4JEBDAhwDIxLgBhAbAXSjeu/aq7IyK/fMu53jHzezqhsLUXs3MPVGNAp9s+vmzZPn3u+c73u/93X6KXkpvNBEGW+crpbJJDKfA0A3u6QNn+1nl33iE594zbEvfelLrzkmhFh/F3zvd1a1htTuFzF7EjKOw8pNBrf+0lluzc4xbAQoTKbDPJOdUSrzWU4+U4RiGbWRJi8R618Jx44nXcfrLtZ3N8iIVJLqIYfWsGA006CpJJeDQZ5dGqO8nGFiPiSanttZIoIU1zAJ89KjIDukXQ9t2N1AdJ13Ml01aqMdUFlO85P0IQ7YJe5wLpGUBsesNnXV4kl1nIuNfsrtJMuVNKrkcOgxH+fnU+hOJ2YPXp0afVWQ1VqtK52jDUna8dlnVchIH4mN0gLhBbED5/VmlgHKtciP1vjo6BlOOPMEWtMOLdxaB7Wysi2Llp5waOWwxefu+x53Jy5xk1Uj0CZPVo9x8YUxMrMSe2aWcHl5xxcqvcyASCQg4RIV0rEcUCuICT5BCH4ApkE4kidKmLQHLFqDBp0hGL9nmtv7Zvhw9iXe577+80Qi46ZlTCTxQv7qYBHoiJaKeHzlBE9OHoO6SWLOQFnwveQpbnWnGaRNTmqM1XMKhg1J0lkib7T4mXOQcidJ+xdkyYXroPqzoEAqBbR3Jl32aprydmLVOOs6dP1Lx0GM70PlknSGFDdn5znkLGEIQV2F/GPtJD9eOoS7YCLaHqrHClsvhES4LiKVgDACy0aEYZfGuUsmV0KgXZv2kKC9L2I4UccQmmqUYKWUwVyyMVteN8jvzHcgXQeRShEmDCSaCMEFf5i5oI+lcpac14jrXDcIRKNN6lyec80x/qOWRGOS5SDD6cY+yl6SydlhdMnB6AjshsCqg12qxw22vQ7rjdpKXA0Z91ZFrkHebTNiVagol+d9n8VGhsFQ3VBiskFk0IgcfH1VVmJVjmTrxX5jeAidTeEVBINmHSkUT3tD1FWCp2YPkL4iSS0qaHd2ZSeslY5X9IaPAGTTQhsGmBLlOCg3TZCxCBOS+n4DPwNhRhPkQsycz+19M9ycnGXErOOItUyQ6jK9eun4QEdI9Grq65phQeIKyZHkMhdGBqhkErSsFBiakUSd6HX6D1U3n2YANhEJI8AxQ+opgTk8GOviNZqgdFyjdmyCQyOUb04iQ8hPOpjFGqJSg05j3Sn26y8ro9V1S8XLfI6Vu4ZpDUn2n5rjX/f9FAuINExHDg++dAeZZ1yGLoSo8sqGhQmFYUA+Q9ifjpsRO/EqR0bRG9sbbye6OzWVT9E61eH2g9N8sO8srtBcaQ+QfMUhNaexF+tEO5V6EQKZzaBG+ukUDBwjpKlt/r50O09NT2CeTSKaxRsi9dODmp5j4psBOp1g7sPjfPnOQYwFm8HnNE414vhCE1kpxd3USsWU9mqNqNdguMXvVSZcRDqFnzN5V3aOu50S32ke4se1IyzP5hhqL133tCIQzy+l6XQs5js5KsnkavuElnHtQUdbq7VJ26J98yi1CYvWUZ8T9jwA/8fMvVws9uP8MMP4w3PoZouoXNn6Z1oPVBQ/C9odhGUimy2E46AOjuD1u9QmTFZuUYi8z3978/Pck5kkJT0ysoMrIkaMCEdI3K47aA+Rjo3cEIqODmmpCEMI0hD/O60whMQQEgcTQwg+lfsZ705doBIlmQ4KKC055CyhtFxtVO3Vb3pBzBICS0TkzRZ9TovpIU3n1BhWzUdOLUIUoQ7uwy+4LNxtc+Ij56j6CRb/0zh9Z22Sl20oFXcuyDzwwAMcPXqUBx544Jrjf/mXf8n58+f5yle+stFTxtjtm0YIcB06fYLOgGY0VWVA2ng6pKg0C2EOKhapRYWz4scPwQ11y4rVn1qIuJ/IEBDtIl23q5mmbINEymM8WaHfaADgKROzBVZTIbwdoij1VrMJlyDvEiS7tGWg7KXwKi7pJnEq8QaC9jyi+QWE45Ba6Ke5YJNcEGQuNTBWmlAsEVaq2/um0sBIp+IcfzaDyiZp9xn0WU0sBDN+gZfL+zCrZrwrvt7o2v5qKZBCY8nXuabtsEM2DLy8SWtIkMh2cEVITTss1DN4ywlyZY0qltAdb3edH7upVR0Q39+9wxLCpED2ewz21bknM8l9iTKWMLq7lnjn0lOmXlGxrUHQfWI7QmIgUOt41kgk/YbGEGVaRo280cLXBinpIYXCEK89h4FAIXBFRNrwyFkdgqymOWLhupJkMw9hRJB18DMGYSreGZlSsWTFdcJXE2PeDBsOMg8++OA1RIAe3ve+9/HlL395Y0Gmx8FetSLenUAjLBvhOgRjBarv73DHxDSfGHwWSxicDTTfXHkPL1f3kT8jyT9XRNQahJvoUtZRBMUyVjPOY+quUoDajW29EHGaKpnAy1gMZSucSs4xaNawiFleZltjttSGc6zrvoSu8nTr+CAL77HpjAYccWNNqcvlAqkLFukZFY/LDQYdReB55J5bIjmfw2j4yLkitDvx97dNEGbcvS8H+1n46DiN/eAPhRT2VRnLXuImZ57JwOGvnn0/w49aTCx4qPIWvUG2gq6OlkynEOk0jeEEh4dn+eV8XJOxAFOqeEHVkzPZbGZPGshMmsW7Be/7wEvcmpnFERHTfj/10wWGX9LkzjfXAsyb3VM7QZPXsY6dBGTLx2qaRLbFqbEFjqWXGDLqBFohkUTEO4qW9vG0Wt2dtiOLip/EliH/dPDn3O1eISMVOWlgIK5Jl/V6Yno7E0dIClKRlyEFo0SkwRUxndkRcpVhhlZIDKSQWEIxSsA/zb5AJe0yfG+NZ2/bz0w1x/TFAmZbYDZErA9Xh8cevQOzJRj5mYczVYZKbUPp2g0HmVKpRC6Xe83xbDbL8vLyRk93XSAsE+HY+DmLuw9d4Hf2Pc5Bs4EkSUkleba8n6mlAqMzEerC5bhWsZkiq1YxUaCnNLuVQu1GVg89cTvTRLgukSsZcpvst0vkZQdDxJpPMog1jnZsZSwkwjBoD5r4x9qM9NcYNGsYKFoNh4EFjVsOYYsyIzuCrtVvdO4i8lycGdiRURISYVuoXIqVdyiOn5zho8Mv85ncGQKtuBJaXA4GcM855P/hxThvfh1l7EVPC8t10dkUfkZya2aZ290Z8jLEEgJDqO4OR2y+YbRnj+E62Ifq/PHYd4g0BAjKYZrUrCB/poaxWCFcb4Dp/dzOQNOVX9GRQvgB0ovQBpzMLnAyMbfaLKq6AaZXsK9rwbONCX40ewjPMwlaNsJUjCcrHLaXkLQYkMY1VORe2gvi+k2kNRZG13VUkIPV/hnjVePe+7vR/a9jWPQZcdC6a+AZvP6f8rSX4/8c+CBzjRyzlwZwigZOSdB3VmE1ItyzC0SLxQ2Lmm44yBw9epRHHnmE+++//5rj3/3ud7fWOyMkwuhJSm/S0vhN36PL+T60n/rxPJVjBr+cXmBQtgg0zEYtnmy8i0un95FYMHCLjc135/eaMFX38bTVQu1GdN50t4veMMC2UJYgafpkZAelBRUFFT+JU1NYK50dUV4Wlo0xMoROJ2iMS27dP0fWbvOj+lHa0SmsaYfMjI9d2qKh0htBGnCjOolKA2OwH5FK4h0osHLcodMvOHBsjg8MXOCEE9cdJoME/+vFTzBd7KNwWW1IM29H0GNL2hY6l8EfSsdyMlaLlAi52khdmxJsKyZDbAJGLos+sI/2SJq+dBlXCBaUwcVggDOtfbEJ3koT3dlAVuBVdtfbBh0/I0SrgyEldiXNs+X9LKUynHVGSBsez9fGOVcaJIgMgsBARRI95+IWJU4ESQ8iF54eOsCp5BzKXmDC7FxT8F9RbRYjSUcbFKMMvjbIGy2ywiMpA/ISLARJaWGwJpp5Ndrap6UjpkOLh2p3MNfJM1kZolhL02nYWPM2ZlvQV9Q4VY3diHBKHrIdxlbjeuOkkw0Hmd/7vd/j/vvvp1gsct999wHw2GOP8ed//udbqMeoVSoxUsZU3x0ojPekYyq39DH/oYjCyAofyrzEYcvifBDyst/PI3Mn2f89TfJyGTG/RLRVmuj1pJnaFjrhELqCgt2iX7ZpapNKmGGhkSE/30HOLKHqje19367CgH9wkM6gTeuEx/924CFe8Uf445c/TnMpxegLGufZi2jP25GVuTAMuFGtii2TaGKY1liSxbslH/0nP+Om5AL3JSfZb8p45as132+cZOXbYzuvfxgAAB8rSURBVEy83MGemiV8E3uB177Rxmxy3/x8EpFwEa6LP5ShfsChPQzjdpmClAToVckgZcf3s2i1N34JQsBAgdKdfbSGBXfnizhCUoxSPFE7znPLYySXQtTC0s4sUDYBHUWolQqi2SQzV+D8hREuJge6L0LmqQSj31tC+O145x5F6DCCHstUSOjPMzk2zNN9hyALdzkXAVZ3MTOhyU/ahymHaV6qj9IKbY6kixx0SwyaNU4582REiBQhJsY1xf4eilHIdJTmsfrN/N+P30NyXtL/YsDhn8+upfSVjv9f67iWLAUojWptrjdrw0Hmt37rt/A8jz/5kz/hj/7ojwA4ePAgX//61zcnjtntJhWOg8xmgJgyHfPrt7FOIw1kKoFwXbycINXfYn+2Skb6gMHlsI9nWocormQ4vOIjq41YkfgtDCElkWuizJhNItF0tEVFJekEJtIP40m+ndTlrvujSCVpD9s0hw2S2QZJGeJrg2Y5gbNkYFeDuJ9ko4SK3Ua3wI1Wm2bA9Tq7pePEzXlJl9qBJI19BsGQz53pKxy2lxg0NI6wOBMEPN/Zzw+Wj5IsKqylOrrZ2nVB1dd8DhnvZHBs/LxFa0Tg90fkjRaym4ZSgNYCEekNa1xB3PwnkgnCwSytEUFnUDFgN1BaUwyzvFzdR3Elw8F2FPtR3SiGh10xSXyw6hHWso1yDFACoYgp1vNLRJ4X05+v+i6FZSPTKZASbWpSpkdKrj171rr7TerKZcHP8kppiFbHZrGVZjIxTN5u81JynIzRoc9skpVrqgeWiBgzV0jKgIvBCOe8YV6ojOOUJO6yxl1qEc4vXju/rvaTMU203riPTA+bojB/7nOf43Of+xzFYpFEIkE6nd7UmwvTjG8824KBAs1jAyAhebaEnF2IJ9F29JMIgUwlCW8+RGfAZuUdivuP/5gJe5mCDKmqiK9c+TCXnx4newWsqWlUqfyWDzI6k6IznKRTEOTMNobQTAf9vNwao1FJIhtVVLO9fawcIWJ9qf4+/LE+Zv+J4ubjU7yzb4q5MMP3KycYfNKi73QDc65MuIO1hS03AfZ0pfpyiEwaOh5RaWXjO2whMAb60YUc7f1Zlu608XOa7M0l3j08zTvSM9yTuEhSgEKwHLX5H8/8K7yHhkgsK/LPzKNKK3Hn/E4FmHXW+4RpovrzhHmXxbsN7vrQaY6llni3O40rHOrKo6JMGoFNph3Etr8bqbdJA33qMLXDaVaOS0595Cw3Z+f5YPoVmlrx0PLtTD02QX5JY88sbrwNYId7i7Tvo4XEeWmaw+XBmPzQ0xVbqhK1Wq9bCjAGCrRu209z2GT82AL/svAjCtLHEbEZWVv7dHTEUjTIgpfjqaUJ+G6BobkIGbo0VIGGhCnrOFoKlCnQEpQJkS0I0oLaOzsMD1VZKmURiw72imTwhRCn5GEsVQlfvYC5SnNxq4rxm+6TKRaLTE5OAnDixAkGBgY2fhLR1e+xbHTKpVMw0IYgkXTi4qJSWxcA7NVhbAuvYNMaMjAHmrwveY6C0cEVgpbWTC33kTsP6bm450G1Wlt84+sMrWOvj5QkcuLVjIGmHrnMezl0x0D0bJe34+HVoys7DiqTwO+zGTuwzL8ZewKAikoy28qRveIhX75I5O9wn9BWDfF6O+xEApVNIqVEdNOK6x6zHs03nSTsS9Iatmgd88n3N/iXh5/iV9MvkZKCnHSItKasfOpKsjBV4OTjRUS1Hge2zSy0hADk9qbLpES7JmHawhuK+DfDP2DUrDNs2N30DHS0QRAZiFBtyBID4lWzX3BpjEna4yGfHn6K2505JBBomGnkyV1SJBcDqK3PmXYVvTrljs65mNYcLS7B4tI1L/3CUJtwaQ2ZtIcFt+aKnLTAEgksYRBpRaAVHa2pqwS1MEGlkWDsrI97ehbVaKIarxqLLgNQJBLIVBI1XMDP9rHgGdiLJqlZsBsKd7GNUW2jO148T1+P4NT9TFvBhoNMs9nkd3/3d/nGN76xqgRgGAa/+Zu/yVe/+tWNqTP3VhZSQKRj73RJ3A0J6G2YEDKRQPblUYN5lm81aU0E3D0+y7DRxhAwF5kshBmC5QSZmRBnub35xsDel2uasSClkLvb3f8qKNfEz0jClMaRARGCZ+oH+eGlw7hzZix9sR03nTQwcllEMkHz9jHmPmASDIR8avgiGdnmwfLd/OOVo/hX0hwrVbqGbTtcK9mCIZ5MpWITsozD/B0pakc1Vl2SmtmH3dDkn1teYx2+anUcF8ZtxMggy+8bxisI2kOaoC/C7mty38RFxhOxom6mKzrYUgEXQ5P/5eKnuTg/QN9zJqJaX7Mn3uznZ3tX7joIMcoN3FBhNLJUVJKM6qCMOJ1z2u/nycZxlpczDHh11Hqu/SppJ5FOUTppE91T5Z2DixyxijiCVQvn6el+jk51sIoNdGsTIpg3aFo2HMhQuhX0vja3Z6avoSx7OuR04DIb9vHNuXdz5pVxErMmdrEc7xR9/7Wfq9fg7vtoQyIrDfomszjluEdHG9DuF9Q+nEEbGWQwhAwgPaco/GA6tmL3vG1rkN5U4f/73/8+Dz/8MO9///sBePLJJ3nggQf4/d//fb7+9a9v+CKEiD0KzI5GSx2vsDd8ljc4dypFNNJHazyFuqPOPz/yEvdkJhk1HarK53JQ4Lw3grNokJxcQLfaRJtMk61aLSdcRLe+JMJtSvlt+GIEyrXws4IwpUhKn0gLXiztw3glRWZKx8ycbXgfYRiIvhxRX4rFd1r8wSf+X044c7giJELww9lDJL6Xob+oEItl1HUKuuuFSKeoncjTGpTwsTL//pZv8XT7MN+89C4WSmmsZoHk9FzM9LraI4het36a5tF+wk+W+ej+Sd6fPsvdzhKWELjCQCK7D5IEDe1RVRHPdw4w/739HPppB3t2kWi5tHWW5TY/VHUYoBaLiKqDXc1TCtPkZYuIJgrFs62DPDZ/HGPBQXRKa7WHN0Jv7pgmMptBZ9PUbgn49h1/TV767DNsGlrwZO04P16YIHnRxnrlUtzZfwPotm0LhMAbdJm4Y5ZfHjrLPcmzWGLNXrulA57vHOFMc5Qzk+OM/heJW/IQs0tE9frrf8e9VJfvo5RG+AH5pyDnOrSO9lE5YtEZ0hx7/2XekZslacQq4f/u5feSuTSAFYaoLoV/O7CpZsxvf/vb3HvvvavHPv7xj5NIJPjUpz61oSAjzK5KaTqJSljIoDtgV928m0YvfTOQp3o8Q2tYMtpX5Yi7tNr13lSal9r7eaU5jNUAOl68ut/sW7oOMpVcc4+73isnrREKRPc+N4QmYQWUEprI4Rp3x41AJpNxIE0kUIUM2rGo7U/SyUk6YwEjVgWAx5snmfX6qM1nGF9WuGV/05TWXYeIu5tdK2TEaHHYXuJYXxHbDCnfNILRPonQILrBpdcF7SUkYUJSmzA41V/kZGKOg1aZghF7gPTYPg3l0dGK00GOJxs38ePSIRJLGqvcQrQ620PjXy+7bCO7viiCIESEUI5S9Kskga7jCkgaHmnbZ8laX8+KTCTieZRO4R8YwCtYJAtNBo3YxlkRp4lmWnlWymmydWJ1iBtIt20r6N1HfsbgcLLGAXt51Ym1V+wPtCbQBgqB8CR2LcKs+zFDbT3z4+qx6sn1d5XB9yVqHE8s4IoAVwYM5Rs0DgyRFiNYlwSq3d0tbnEebjjItFothoeHX3N8aGiI1gbrGCKbJZgYpDXqYnQ0zoqP9EJEo4UKNpbPfc25bRthmqzc0U/06yVuzi/zm8M/4ha7hCsEkba4GOb4j+fvormQYvxyRFReiW+izayShEAO9hOM5DBaAbLY3XJeL4ql1kg/wmxppBdPrqTQ3No3x9KxNE0/GzOFpLH+ol5v5XlwnM54lvqYRemdCpHzufnAFd6Rm2XcLtMvm/zc28/XH/8Q2XMGExcCUi/MoDudWIDvLQChQEYaQ2hyUnCns8SB0UeoaYcfjJ7g7CeHAFBaIoUibfqYPakOs02f2eSexHn6DU1aWKuU0kBHdHTEC36W6aCfr134Jbz/PEhiWTH4dBE9M7+1etU1RfxtrslojfIDhNZYTXihtp8gbXKns0AOyTFngXf3Z7hQGIqN6F5vXgkRtxIYEjk0QDiSpzmWYO4+cIeb/KvjTzEgbRSKlo6YCxP8/PIYmWdd8hcD9E7X8nYL0kCMjRCM5qgeknys/0U+nJwiLWwAQiJaKqClu3MMjdUQJC6tIBqt2CbizaBj7xcBcV0w5xI5EhlqtIB3pGe4L3kRCdhC8OkDT/PnH/8wxmKSA4+MYa9U0JHaciZmw0Hmve99L1/4whf4xje+gevGVjftdpsvfvGLvPe9793QuYRpELomfkpia4X0I2Q7WCsYbnbFIgTSccBx6PRJPrTvPLenpjhllxg2EgQ6IiCiFKVpriRwlg2smv/6+c11vp8wDLRjESXM2Nq05ylxPSmWkcbwQYagtMAAhuw6g5km0+kMOukiE+5qjWTVdgHWVj29ukPXbEnYNmE+QWvQpDUi6D+4wkSuzD8feoZ3u9PUtUkxSjHr95GcM8ifD0hO1YiWlreuerCL0F1fGFMqLCFxhaAgBYoOY7mfUc+sqedKocmIMF7NS4OksLtd13F9MtARng5p6YCq0tSVxTlvhAudIYqLOSbOBjjLHVguo3baC2Wr0AqUxvA0i+0MBbtJLwGRkR2GrRrSjt6YsSZkLJPfVTnw+h3aA5LMWIXbhme5yZ3HEIKWiliIDKbCAlQtEssKq7oLtbydRi/I2hYql6Q9YBPkNPutEv0yZpNFOhbILCtFSTlUowSVIIHREYhGK/Z1We846NgUUJsSbcnY60jFG9ec0aQgzVVbgTFrhb5Cg3IkCZMGdi8js0XCxIaDzF/8xV/wkY98hPHxcW677TYAXnjhBVzX5dFHH93QuXSrhb3UJAMY7RBjuQZ+sHltqG5wEYkEnbuPUB+3qLwj4J7MJMesZXIyLqhdCiOe98b5++Lt5J63yV0Kca+sbMrxUjgORl8eHBsN2KU2ouXFplK+f11vCmO5Su6CRZBMsBjkCIB3JS8wtL/GQ/ZtnP/vDuGWhug7G+DO1An7ErT2OUQWhAmBMsGpatyViMgVNIcNwqSgdjxk8ECJI+k69/afpWA2KBgNisrh3xU/yPeeuRV72WDsWR/3Uhkq9bdUgBEJl8aoQWtUcypduUo/SgIGA4YmI9fy1ZJYJdcilvdYYwVFeDrg/6kf5LHySSbLg9TO9GO2BGYTDA/GZiOSZ5cQzXbsEbNV9B4KsGPd7TqKKJzusPid/Vw4OMovfWSSfcYyg9LjlDtDJtVB2xbCtNa+9x4lvJCnet8xGqOS5rjCPtigkG7xz8ZeZMJeJtKSR1s5Hi7fweM/vhWnJBl/MSR1sYpc2ZyG4K6jJ4kDa4u2rpWGOTxI7T0TdPokKzdrUkeqvGtonoNmA0WCmbBNVVn8Q/0OHrx0O/VGAuOii1MRDL8coGr17mJ4Hd9t7zqkjFXg/VgeRhuCTkEyH/RRjC7T0gaBljxcup3OjwYYnNckp1bWrJZf77m4gUbfDQeZW265hXPnzvHNb36TV155BYBPf/rT/Pqv/zqJRGJD51JtD6tUwQlChOfHVq1BGMucbIKXLQwjTpOlU5RvsqmeCrnp2Bx3O0sMGcnVztnpMM8Pa8d4cX6UsRc72C9dQW8mjSNiJpku5OKaUstHVhrodmet0fA6QlWqWGFIamiCUpAi0HCnU+EDbpMj9iJfvfdDXKn0sWwX6JcZGmMmleOgXIXIe5h2RHU+SXLWIkxBeLxFX67J/3zwaT6TOwNAoBWB1kxHDuUozRNTR5h4SOMW68hLc0Qr1eveRLhRaNuiPaQJ9/kcSJS7elByVZY9J9Y3zwMd0dIRj5Zu5ukXj5C+YHL8wVnUYjGe593d+qbtvN/wA+hrf243VIR1Zorx5QKluwaY/KV9fCi5SL+hSckquUQHbaUQlsnVZoRCCkQ2Q/FOQeLECp+cOMPv9j+J2w2KgdY80RnjmcZRHj97nGP/oY68PB/TdD1vm7lyO4iu+nncLS/XdgJRhC7kKN4h8cYCfvX25/m3Q9/HEZKkiDMsc1GS6aCf786dIvxhgXxJM/DzBsbCCrpeJ3o1XXm916EUMogwm/FY23Wb5SBNWdmUohQVleS5pTFGfurhXi6hV6qxb842ZGI21SeTTCb57Gc/u+U3R2m07yNandjsqSu3sFkIx4HhAcK+FO0RTX60xvHsEq5Y0/FRaC77A7xQGqVTSmC02uAHsTXyRtGdOKLVQYYRwvPB8+Pz3QidyF3pCsNTTDULvJIf4JhVImMK+mWLW3KxntgTJ9MEWQu/oEiONkjYAf3JJq4RcsXto5JNY7ghx/ctMZyoM2JWaamIxcjiqc4RloMMT60cZK6RJTybwSk1kNVWN3/+1gowACIIcSqCKGmx6GUJiEDzusKDEM+rtvYJtOJcaHHaG6MYZnimOkGpk+LCK6NkLhikZ1VMS97O/qTrBT9ANNokSiEPXrmNRuTw/sxZ7rSXOZYr8rP3jpKZuIXUxRpysYyQ8QMv6s8QJhVp1yNUkothmkqU5In6TSz7aX5e3MdKOY171kVWK3ET6o2eIrs6NShkrHiRSMQK6MdG8HMmkS1QlqA1KFHHmhwciFXRe9L+Le1TVRF/V3k3Py0eZO7SAIOLGrcaIWvteNG63mJ/D1p1nwEhstFGRgrRsTA8i9S8wbeffyffHz6KF5gEoUF4LsNwuQqt9loWZht2w5sKMpOTk3z1q1/lzJl4NXvy5Enuv/9+Tpw4saHz6DBANZqIdmfN/GkL3aWyL0/jxADNIYO+O4r822Pf4YC5Qlo6GELGtRgd8YOV4yy9MEx2TmAWa4SN5qYHU3keenbhtTWMG4ABo4MQWi3sasCZhWH+zn0n/6zwHONGhUOW4n8q/JgAKI78f9SVS1J6ZESAITQWGkNAU0nq2sJAkxQhhtB0tMFcZPMPtdv59y+8B1G26X9ekLvQYaBcRk/NxS6im61xXWfoRou+syF2xeDlkyPURyNSInYofD0+XkjEXBRRjly+Mv9hfvriUeyiwdj3fZyFJiebC9DuoD2fqFp7y6QNfxGi7n2bMiSNvxvj74c/wCsfHeaXD/8nfnvov/Af/rXH2doQ0985yPDPkqud6J2Ciez32JeqUQmS/P3KnbGY5ONjpOY1+Smf4ZkKorVIVFy+8eeQWKtj9lJkIpWEvhz+WJ4L/8Lk8LEF3pFb5F2ZC2SNDoetZVIipCAlaeHS1j7LUcS5oJ8Hf/wuBn8qmSiFsX5i20Mvl2PdsI0G2y4NWUcRemEJZJe4YxhkL9lkX8iCZYIKQPuIdgVVXCZarYn/gnHfSRXmBx98kF/7tV/jrrvuWi30/+QnP+HWW2/lb/7mb/jkJz+5ofPpIFx9MG9VvgDbopM38POCA+kqR6wSBRkhsa7KkYdU/AR2VWDXdUwF3MpNr/Ua++LqFc2NcGN0VzLSj/CrLpOVISYSBzhgruAITUbGFkoTZtBVBIg9xYGuv7jEkwEd7aMAv6tNNR2muOwP8nJ9H3LRwS0JMtMe9qUldLt9w/jPbxphiFUPcR3BUi3JZJAjIzsMyjaWiLvP4/GQBEhayuKsP0E5SjO5PIS7YJJY0CTOFwmnZlFvwd3cm0JFaBWhm23SCyEyMrlS7WMx8jGwuCdzliGrzl8NTdAcsbt0bwjSAq2hETjUfZcZ8swU+yjMatIzPu7lEtHUzObtNa4DhLzqvpcifg5IiTIlRjbgptwSH8ie5SPJWRxhYnXNyxrKYzZqUY4szgZjnGmP4SwZpGc9rKqHqDbQQRAvZLeSer/qGaV7brnNFpTKuzIvNxxkPv/5z/OHf/iHfOlLX7rm+Be+8AU+//nPbyzIdCWydajW/r4ZdFcTwUiO5XdqzH1NPth/jlFDYwlzdRezrHwqyuTScj99FxWJYizSuG24wR4kPd0hc3qJAw9N0Okb4W/G9vF/Dd5LlAsZGy+TdTocTpcYtOtkjA45o4UrAwaNGq4MON05wOnWKKE2CJSBpwyeOHOc5DkbZ0Uzcc7HbAaYs2VUeeUtVeB/I6hGE+fcAvasSyc3zP8w91lUKiI91MSUimo1iW6ZGHUDdzn25TFbGhlAphQxuNjEqHuoYml30oVXraZXd9C7NBdVrUbq5UUS6SRT+wb4RPRZDvWV+e9Hf8hdyYvM3Ztn8s4hppb7iKZSyADs8wmmJidwVsAtKUYbitT5ZUS9harWds7qYydwVd1DR10DwDCuMZvNADGT4h+do5gHI97tTmOJ+GHvafjfFz/MP146hl9yyb1iYtc0B15pYM6U0J4fS1tF0cb0394MVwtd7tIYbzjIzM/Pv67a8m/8xm/wZ3/2Zxu/gm36oEIK/IxF6mCV24dnud2dIi2dVXkGhaKuDIpRik7dIbngY5Vbcc737YqeltJyidQP2qRsi76JETrDSZojFvO3DjGbCZkfzDKUbpCxOwy5DRLS56BbImO0eaZ+kGeXxlAq9gwPApP8szYjT6wg6+1VufXwrfRgeBPowCecnUOYJoMpl0Q5QydvUj+Yxzc0uXmBU1Gk5n3cM7Pojvca+aBdS5b2tPm6q2mt5CptdVt7ZN4A2vMIL08hLJvC8RxLyTwvHXFgFA5aFT4//BhyGL41fBt/Jd9HZ8Ul/ZxJalGRutSA0+chiojewvNHGEY83lGcjVk1MGsH2BVBq5hkarBAa8DAQhFoSV3Z/HDmMPYzafqnFPlHzxCtrABvonO2Hdjlcd5wkLn33nt54oknOHr06DXHn3zySe65555tu7CNQiuNNgRZ12OfWyMpPWQ3gx5pxVzo8Uezv8Lp4jDpV2zspWVEs010g/nLbzuEiMcmDBEQa08pMDouYBMmbPxsgStuAWVplAXa0ChXgQSzZmBX4geW0GBGkLsYxCy6jrcmt74bE3eXHpw9aKUxKg1SMwZ21cZqW2gJzkqIVQ+wVroF2d3QYnvDi4w1yrS6PjuZtetQJOfa9CWTtCpJfs//F9jJOOgKAZ1igvQlk3wTcpcC7HIHY6VOtKry+9YMMGgV7zSkWK3Fat9HtyWyYtF3NouzYnCmfJhfnf1c3BipBSoUJE+75M9FJJauY9P2LmDDQeZXfuVX+IM/+AOeeeYZ3vOe9wBxTeZv//Zv+eIXv8hDDz10zb/dFXRvNGUJRtNVjrsL9EsPQ6SJtCIk4nQwwAv/+QRDPwtJTpVRF65060Fv7dTOL8RV/RKxbYGHaLVgRmIbkoGnrTVTIiHXyAtXp1/UayV+dMdbM9DarYfDTqgKvxlURDg1i5hdwJIC2+zeLl1DJxVFN0ZqZxuUcrd8CWGI/Pl5CpMO/Y6NzsT+KERRLL3jx4KORFGXuaTi3e9b/f67uibbO+R5RL4PtQaZ5TJZK1aaF3a3gbend9fprC5Qrqel9k5jw0Hmd37ndwD42te+xte+9rXXfQ1i0ctol1d3IoJOZNFSDh0d72JCIjo6pB4lsOrEVqK1FuGNzlrZbnRXuDoCdBhbKGyHQObbHd0CN7AjNtVvJ6iOh/B9RNtEtNog4zqF7gbjG54ptp3oBv5rLEOuXrj9V4QNBxm1Cbe7XYHWmK2IyYUhJJoJu8ghs0JV+SxGFpOdfbgljTVTQr+ReunbETtREO7tdHZzJ7MD0vV72GaoCK1FLFHUTUOv9ou9HRl268E1RmA7HFxWMxc31jhv2rTsRoQMFH7dZi6dpRhmaekiFSVZitKUghRmW6Pr9bd3sX+ncVWhOS4y7+Kq7Aa7efbwOujJzL/da517WDfWHWQ+/vGP861vfYtcLgfAl7/8ZX77t3+bfD4PQKlU4p577uH06dM7cqHrgTVfYfCJEfzcIF8e/W/44/zaA9CsGByaanXlPN7mK+Jr+nViccvVHQ1bXFFeXWi+ARpO97CHbYEQxP4O1/tC3n5Yd5B59NFH8a7KSf/pn/4pn/rUp1aDTBiGq3bM1wvRhcsUpucQQsTOlKaJSCVR+TQiVDC3FDc23UgyFdvNmLpmp7GmPhDTLGV347E9gWbD17X6u5vELrPLritu0NTH2xKrRJddJpbsFG6wubPuIPNqK+StWCP3fjck2N4vVQNebDomQg9hCIQO47Z2pSBso3SA1jcAI6iLsMuKf6Px3PhYxSwsoUX8u93dhuh63seffTvy4xudyFuf+G82Vle/tu1za9exHeMVdE+xXXPr7Yr4ngn1W328XmWvsIPPuDebW1fjutRk6vU6AE/yne0/ee8zB90/HWB5+99mu1Gv11dTka8+DhsYK9398+qNxnanyDc6f7dxvr/RWPVegx2aW7uJXRivt81YbRW9e6aLt+x4XYfA94vuxR7WHWSEEHFPxauObQajo6NMT0+TyWQ2fY63C7TW1Ot1RkdHX/f1vbFaw5uNFeyN19XYm1sbw954rR/ruRd7EHqdeS8pJR/72MdwHAeAhx9+mPvuu49UKgWA53k88sgju94bs4c97GEPe7hxse4g85nPfGZdJ/zrv/7rLV3QHvawhz3s4e2DdQeZPexhD3vYwx42itfa/O1hD3vYwx72sE3YCzJ72MMe9rCHHcNekNnDHvawhz3sGPaCzB72sIc97GHHsBdk9rCHPexhDzuG/x9qQPFaAKU8pwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "torch.manual_seed(42)\n", + "\n", + "f, axes = plt.subplots(6,5, layout=\"compressed\")\n", + "\n", + "num_epochs = [1, 2, 5, 10, 50, 100]\n", + "for idx, epoch in enumerate(num_epochs):\n", + " for num_image in range(5):\n", + " generator = Generator(100, 128)\n", + " generator.load_state_dict(torch.load(\"WGAN_params/gen-params-\" + str(epoch)))\n", + "\n", + " noise = create_noise(1, 100)\n", + " image = generator(noise).squeeze().detach().numpy()\n", + " image = (image * 0.5) + 0.5\n", + " axes[idx, num_image].imshow(image)\n", + " axes[idx, num_image].set_xticks([])\n", + " axes[idx, num_image].set_yticks([])\n", + " if num_image == 0:\n", + " axes[idx, num_image].set_ylabel(\"Epoch \" + str(epoch))\n", + "plt.suptitle(\"Images from WGAN\")\n", + "plt.savefig(\"plots/images_WGAN.png\", bbox_inches = 'tight')\n", + "plt.show()" + ] } ], "metadata": { diff --git a/test.png b/test.png new file mode 100644 index 0000000..04a5553 Binary files /dev/null and b/test.png differ diff --git a/testing-WGAN-generator.ipynb b/testing-WGAN-generator.ipynb index d9060d4..073f50b 100644 --- a/testing-WGAN-generator.ipynb +++ b/testing-WGAN-generator.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 144, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -18,7 +18,7 @@ "" ] }, - "execution_count": 144, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -51,27 +51,27 @@ "n_filters_dis = 128\n", "\n", "generator = Generator(100, n_filters_gen)\n", - "generator.load_state_dict(torch.load(\"WGAN_params/gen-params-10\"))" + "generator.load_state_dict(torch.load(\"WGAN_params/gen-params-100\"))" ] }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 166, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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u+eGxW7xr/u2ha71rJMkd+78J1eHCcAYEADBBAAEATBBAAAATBBAAwAQBBAAwQQABAEwQQAAAEwQQAMAEAQQAMEEAAQBMEEAAABMEEADABMNIB0jmb5q9a070Rr1rctL8B4tWL/6ld40kffDDLO8a192d0LYGtUSGhN7wRe+a5toR3jUZlyW2v//5ho3eNXdc3uJdc9r5D9zd/bXrvWvSfvOhdw1SjzMgAIAJAggAYIIAAgCYIIAAACYIIACACQIIAGCCAAIAmCCAAAAmCCAAgAkCCABgggACAJgggAAAJhhGOkBc1H+waI/8BzWmB/z/T7E8v8m7RpJueqXWu+ay3470rine/ol3TdfliR3a4bJM75pp8/0HXS4cs867Zkya/zF0yiX2f8wx6f7HXlcCg0Vn/fAx75rS//Mr7xoMTpwBAQBMEEAAABNeAVRXV6cbb7xR2dnZKigo0Ny5c9XcHP85N6dOnVJtba1Gjx6tUaNGad68eWpvb09q0wCAoc8rgBobG1VbW6vt27dry5Yt6urq0qxZs9TZ2Rlb55FHHtHbb7+tN998U42NjTp8+LDuvvvupDcOABjavK7Ubt68Oe7xunXrVFBQoF27dmn69OkKh8N6+eWXtX79en35y1+WJK1du1Zf+MIXtH37dt10003J6xwAMKRd1DWgcDgsScrLy5Mk7dq1S11dXaqqqoqtM2nSJI0bN05NTX3faRWNRhWJROIWAMDwl3AA9fb2atmyZbr55ps1efJkSVJbW5uysrKUm5sbt25hYaHa2tr6/Dp1dXUKhUKxpbS0NNGWAABDSMIBVFtbq7179+r111+/qAZWrFihcDgcW1pbWy/q6wEAhoaE3q23dOlSvfPOO9q2bZvGjh0be76oqEinT5/W8ePH486C2tvbVVRU1OfXCgaDCgaDibQBABjCvM6AnHNaunSpNmzYoK1bt6qsrCzu9alTpyozM1P19fWx55qbm3Xw4EFVVlYmp2MAwLDgdQZUW1ur9evXa9OmTcrOzo5d1wmFQhoxYoRCoZAWLlyo5cuXKy8vTzk5OXr44YdVWVnJHXAAgDheAfTiiy9KkmbMmBH3/Nq1a7VgwQJJ0ve//32lpaVp3rx5ikajmj17tn7wgx8kpVkAwPARcC6BCYIpFIlEFAqFNENzlBHwHww5aKWle5cU/vJy75qXx73nXRN1Xd41UmLDUgdKuLcnobrfnCrxrvnodL53zZ+iud41e4/793boeMi7RpKqr/i9d81vH73euyb9vQ+8azD4dbsuNWiTwuGwcnJy+l2PWXAAABMEEADABAEEADBBAAEATBBAAAATBBAAwAQBBAAwQQABAEwQQAAAEwQQAMAEAQQAMEEAAQBMEEAAABMJfSIqEuB6vUs+Xtj3p8iey9X/bYl3zVdvqT//Sn24deT/864Zk/6Jd01+uv8k8Z+duMa7RpL+x+7/5F1z9T//1bum59AR75q0zL9415SebvOukaR/S/efRJ8eZbI1/HAGBAAwQQABAEwQQAAAEwQQAMAEAQQAMEEAAQBMEEAAABMEEADABAEEADBBAAEATBBAAAATBBAAwETAOeesm/hHkUhEoVBIMzRHGQH/gYgDIhAYmO0M0D9NIBhMqK7rlsneNUen+m/r8+91eNe4nXu9a84UDqpvB2BI6nZdatAmhcNh5eTk9LseZ0AAABMEEADABAEEADBBAAEATBBAAAATBBAAwAQBBAAwQQABAEwQQAAAEwQQAMAEAQQAMEEAAQBMZFg3kDQJDAjNGDc2oU11tx72L+rtSWhbA8FFownVZdTv8q4pqfffDuNBgeGJMyAAgAkCCABgggACAJgggAAAJgggAIAJAggAYIIAAgCYIIAAACYIIACACQIIAGCCAAIAmCCAAAAmhs8wUuc/srL7o9YUNAIAuBCcAQEATBBAAAATXgFUV1enG2+8UdnZ2SooKNDcuXPV3Nwct86MGTMUCATiloceeiipTQMAhj6vAGpsbFRtba22b9+uLVu2qKurS7NmzVJnZ2fceosWLdKRI0diy6pVq5LaNABg6PO6CWHz5s1xj9etW6eCggLt2rVL06dPjz0/cuRIFRUVJadDAMCwdFHXgMLhsCQpLy8v7vlXX31V+fn5mjx5slasWKGTJ0/2+zWi0agikUjcAgAY/hK+Dbu3t1fLli3TzTffrMmTJ8eev//++zV+/HiVlJRoz549evzxx9Xc3Ky33nqrz69TV1enZ555JtE2AABDVMC5BN5AI2nJkiX6+c9/rvfff19jx47td72tW7dq5syZ2r9/vyZOnHjW69FoVNFoNPY4EomotLRUMzRHGYHMRFoDABjqdl1q0CaFw2Hl5OT0u15CZ0BLly7VO++8o23btp0zfCSpoqJCkvoNoGAwqGAwmEgbAIAhzCuAnHN6+OGHtWHDBjU0NKisrOy8Nbt375YkFRcXJ9QgAGB48gqg2tparV+/Xps2bVJ2drba2tokSaFQSCNGjNCBAwe0fv163XHHHRo9erT27NmjRx55RNOnT9eUKVNS8hcAAAxNXteAAoFAn8+vXbtWCxYsUGtrq77yla9o79696uzsVGlpqe666y498cQT5/w94D+KRCIKhUJcAwKAISol14DOl1WlpaVqbGz0+ZIAgEsUs+AAACYIIACACQIIAGCCAAIAmCCAAAAmCCAAgAkCCABgggACAJgggAAAJgggAIAJAggAYIIAAgCYIIAAACYS+kTUS14/H0txTol98jkADFucAQEATBBAAAATBBAAwAQBBAAwQQABAEwQQAAAEwQQAMAEAQQAMEEAAQBMEEAAABMEEADAxKCbBef+NjOtW13SoB2fxiw4AOhPt7ok/f3neX8GXQB1dHRIkt7Xz4w7OQeyBADOq6OjQ6FQqN/XA+58ETXAent7dfjwYWVnZyvwmanTkUhEpaWlam1tVU5OjlGH9tgPZ7AfzmA/nMF+OGMw7AfnnDo6OlRSUqK0tP6v9Ay6M6C0tDSNHTv2nOvk5ORc0gfYp9gPZ7AfzmA/nMF+OMN6P5zrzOdT3IQAADBBAAEATAypAAoGg1q5cqWCwaB1K6bYD2ewH85gP5zBfjhjKO2HQXcTAgDg0jCkzoAAAMMHAQQAMEEAAQBMEEAAABNDJoDWrFmjK664QpdddpkqKir061//2rqlAff0008rEAjELZMmTbJuK+W2bdumO++8UyUlJQoEAtq4cWPc6845PfXUUyouLtaIESNUVVWlffv22TSbQufbDwsWLDjr+KiurrZpNkXq6up04403Kjs7WwUFBZo7d66am5vj1jl16pRqa2s1evRojRo1SvPmzVN7e7tRx6lxIfthxowZZx0PDz30kFHHfRsSAfTGG29o+fLlWrlypT744AOVl5dr9uzZOnr0qHVrA+7aa6/VkSNHYsv7779v3VLKdXZ2qry8XGvWrOnz9VWrVun555/XSy+9pB07dujyyy/X7NmzderUqQHuNLXOtx8kqbq6Ou74eO211waww9RrbGxUbW2ttm/fri1btqirq0uzZs1SZ2dnbJ1HHnlEb7/9tt588001Njbq8OHDuvvuuw27Tr4L2Q+StGjRorjjYdWqVUYd98MNAdOmTXO1tbWxxz09Pa6kpMTV1dUZdjXwVq5c6crLy63bMCXJbdiwIfa4t7fXFRUVuWeffTb23PHjx10wGHSvvfaaQYcD47P7wTnn5s+f7+bMmWPSj5WjR486Sa6xsdE5d+bfPjMz07355puxdX7/+987Sa6pqcmqzZT77H5wzrnbbrvNfe1rX7Nr6gIM+jOg06dPa9euXaqqqoo9l5aWpqqqKjU1NRl2ZmPfvn0qKSnRhAkT9MADD+jgwYPWLZlqaWlRW1tb3PERCoVUUVFxSR4fDQ0NKigo0DXXXKMlS5bo2LFj1i2lVDgcliTl5eVJknbt2qWurq6442HSpEkaN27csD4ePrsfPvXqq68qPz9fkydP1ooVK3Ty5EmL9vo16IaRftbHH3+snp4eFRYWxj1fWFioP/zhD0Zd2aioqNC6det0zTXX6MiRI3rmmWd06623au/evcrOzrZuz0RbW5sk9Xl8fPrapaK6ulp33323ysrKdODAAX3zm99UTU2NmpqalJ6ebt1e0vX29mrZsmW6+eabNXnyZElnjoesrCzl5ubGrTucj4e+9oMk3X///Ro/frxKSkq0Z88ePf7442pubtZbb71l2G28QR9A+LuamprYn6dMmaKKigqNHz9eP/3pT7Vw4ULDzjAY3HvvvbE/X3fddZoyZYomTpyohoYGzZw507Cz1KitrdXevXsvieug59Lffli8eHHsz9ddd52Ki4s1c+ZMHThwQBMnThzoNvs06H8Fl5+fr/T09LPuYmlvb1dRUZFRV4NDbm6urr76au3fv9+6FTOfHgMcH2ebMGGC8vPzh+XxsXTpUr3zzjt677334j6+paioSKdPn9bx48fj1h+ux0N/+6EvFRUVkjSojodBH0BZWVmaOnWq6uvrY8/19vaqvr5elZWVhp3ZO3HihA4cOKDi4mLrVsyUlZWpqKgo7viIRCLasWPHJX98HDp0SMeOHRtWx4dzTkuXLtWGDRu0detWlZWVxb0+depUZWZmxh0Pzc3NOnjw4LA6Hs63H/qye/duSRpcx4P1XRAX4vXXX3fBYNCtW7fO/e53v3OLFy92ubm5rq2tzbq1AfX1r3/dNTQ0uJaWFvfLX/7SVVVVufz8fHf06FHr1lKqo6PDffjhh+7DDz90ktzq1avdhx9+6D766CPnnHPf/e53XW5urtu0aZPbs2ePmzNnjisrK3OffPKJcefJda790NHR4R599FHX1NTkWlpa3LvvvutuuOEGd9VVV7lTp05Zt540S5YscaFQyDU0NLgjR47ElpMnT8bWeeihh9y4cePc1q1b3c6dO11lZaWrrKw07Dr5zrcf9u/f7771rW+5nTt3upaWFrdp0yY3YcIEN336dOPO4w2JAHLOuRd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", 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