diff --git a/sopgpe_plots/load_and_plot_sopgpe.ipynb b/sopgpe_plots/load_and_plot_sopgpe.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..9f7cc7cc37a69ed12201310b19f72cf5533ccea9 --- /dev/null +++ b/sopgpe_plots/load_and_plot_sopgpe.ipynb @@ -0,0 +1,365 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "4a6aa6d9-01fc-4812-bf1d-2e6c3290e3c9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import datetime\n", + "from matplotlib import cm\n", + "import matplotlib\n", + "import math\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3347add7-2a15-488b-af02-537ad53e877c", + "metadata": {}, + "outputs": [], + "source": [ + "dim = 2\n", + "opt_iter = 3000\n", + "trainings = 2000\n", + "mue_alpha = 0.1 \n", + "sigma_alpha = 0.05\n", + "prob = 'rastrigin'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7002b96-422c-46fb-8ffc-a91a16d93a93", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a2ca64c1-e69a-4a98-9cec-47b715fc5b85", + "metadata": {}, + "outputs": [], + "source": [ + "opt_1 = ['sys_pgpe', dim, opt_iter, trainings, mue_alpha, sigma_alpha, 'sopgpe_plots/rastrigin_rewards/00_final_plots/sys_pgpe_samples_0.1_0.05_3000_2_1000_2023-05-09_09-40-31.npy']\n", + "opt_3 = ['sys_pgpe_ms', dim, opt_iter, trainings, mue_alpha, sigma_alpha, 'sopgpe_plots/rastrigin_rewards/00_final_plots/sys_pgpe_ms_samples_0.1_0.05_3000_2_1000_2023-05-09_09-53-49.npy']\n", + "opt_5 = ['sys_pgpe_norm', dim, opt_iter, trainings, mue_alpha, sigma_alpha, 'sopgpe_plots/rastrigin_rewards/00_final_plots/sys_pgpe_neweps_norm_samples_0.1_0.05_3000_2_1000_2023-05-09_09-47-09.npy']\n", + "opt_6 = ['sys_pgpe_ms_norm', dim, opt_iter, trainings, mue_alpha, sigma_alpha, 'sopgpe_plots/rastrigin_rewards/0511_2d/sys_pgpe_ms_neweps_norm_samples_0.1_0.05_3000_2_100_2023-05-11_09-15-24.npy']\n", + "opt_7 = ['sys_mopgpe', dim, opt_iter, trainings, mue_alpha, sigma_alpha, 'mopgpe_plots/multi_rastrigin_rewards/equivalent_rastrigin/sys_mo_pgpe_samples_0.1_0.05_3000_2_2000_2023-04-20_09-22-03.npy']\n", + "opt_list = [opt_6, opt_7]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0ec04713-73b6-45f0-b891-9a2813c5822f", + "metadata": {}, + "outputs": [], + "source": [ + "all_samples = []\n", + "for opt in opt_list:\n", + " sample = np.load(opt[6], allow_pickle=True)\n", + " all_samples.append(sample)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1243bce5-3be6-49a5-93a3-6facb3176dfb", + "metadata": {}, + "outputs": [], + "source": [ + "def calc_values(sample):\n", + " sa = np.array(sample)\n", + " a = np.abs(sa)\n", + " ma = a.mean(axis=0)\n", + " w = a.max(axis=0)\n", + " trans_a = a.transpose((1,0))\n", + " better = []\n", + " worse = []\n", + " for sam in a:\n", + " better_than_mean = sam < ma\n", + " worse_than_mean = sam > ma\n", + " better.append(better_than_mean)\n", + " worse.append(worse_than_mean)\n", + " better = np.array(better)\n", + " worse = np.array(worse) \n", + " \n", + " trans_better = better.transpose((1, 0))\n", + " trans_worse = worse.transpose((1, 0))\n", + " mb = []\n", + " mw = []\n", + " for i, timestep in enumerate(trans_a):\n", + " mb_ts = np.mean(timestep[trans_better[i]], axis=0)\n", + " mb.append(mb_ts)\n", + " mw_ts = np.mean(timestep[trans_worse[i]], axis=0)\n", + " mw.append(mw_ts)\n", + " return a, ma, np.array(mb), np.array(mw), w" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "57ca5867-1ddc-4423-a9cb-d88f1c7aa4f6", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_it(samples, opt_list, with_log = True):\n", + " fig = plt.figure(figsize=(16,9))\n", + " colors = ['red', 'blue', 'green', 'orange', 'pink', 'purple']\n", + "\n", + " # set font\n", + " font1 = {'family':'serif','color':'black','size':15}\n", + " font2 = {'family':'serif','color':'black','size':15}\n", + " font3 = {'family':'serif','color':'black', 'style':'italic','size':15}\n", + "\n", + " for i, sample in enumerate(all_samples):\n", + " # calc values (mean, std, max)\n", + " a_sa, ma_sa, bma_sa, wma_sa, w = calc_values(sample)\n", + " plt.fill_between(np.arange(a_sa.shape[1]), wma_sa, bma_sa, color=colors[i], alpha=0.1)\n", + " #plt.plot(wma_sa, color=colors[i],alpha=0.25, label = f'{opt_list[i][0]} worse than mean')\n", + " #plt.plot(bma_sa, color=colors[i],alpha=0.25, label = f'{opt_list[i][0]} better than mean')\n", + " # plot mean rewards of the samples\n", + " plt.plot(ma_sa, color=colors[i], alpha=1., label = opt_list[i][0])\n", + " plt.plot(w, '--', color=colors[i],alpha=0.25, label = f'{opt_list[i][0]} worst')\n", + "\n", + "\n", + " # add title and axis labels\n", + " plt.suptitle('Reward Values', family='serif', fontsize=20)\n", + " plt.title(f'mue alpha {mue_alpha} sigma alpha {sigma_alpha}', fontdict = font1)\n", + " plt.xlabel('Iterations', fontdict = font3)\n", + " plt.ylabel('Reward', fontdict = font3)\n", + " plt.xticks(fontsize=12)\n", + " plt.yticks(fontsize=12)\n", + "\n", + " plt.grid()\n", + "\n", + "\n", + " timestamp = datetime.datetime.now().strftime('%Y-%m-%d_%H-%M-%S')\n", + " if with_log:\n", + " L = plt.legend(fontsize=\"15\", loc =\"lower left\")\n", + " plt.setp(L.texts, family='serif')\n", + " plt.semilogy()\n", + " #plt.show()\n", + " plt.savefig(f'./sopgpe_plots/{prob}_rewards/{trainings}_rastrigin_{opt_iter}_iterations_{dim}D_{mue_alpha}_{sigma_alpha}_{timestamp}_ylog.png')\n", + " else:\n", + " L = plt.legend(fontsize=\"15\", loc =\"upper right\")\n", + " plt.setp(L.texts, family='serif')\n", + " #plt.show()\n", + " plt.savefig(f'./sopgpe_plots/{prob}_rewards/{trainings}_rastrigin_{opt_iter}_iterations_{dim}D_{mue_alpha}_{sigma_alpha}_{timestamp}.png')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cb80b067-1870-4ebf-afae-5528508130be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1600x900 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_it(all_samples, opt_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "39cddfe1-c24a-4b0b-a7a5-14ae13247986", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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skl9PPfVU0bF79uzRTTfdpPLyclVXV+ud73ynjh49OkcjX3qicUe+TGfxHdvNtp/pWoVefl6SFHKlRMZVkEwVn5gLLhsapGuuyW93XengQenppyVJtbX5XbGYdO21+c/j+/0AAAAAAABgYTjLXNyF4Utf+pJuvPHGom1XXHHF2PsDBw7ohhtu0I4dO/TP//zPSiaT+tznPqfXve51eu6559TQ0DDbQ15yQmFLdtiRn8noyq2mqvJpXSP32F2SpHAo0HDGUXIoq9iyghNzVZbhsPm68kpTadnSYraPThdfscIElNXVZnPhmpeF7wEAAAAAALBwLPjg8pJLLtF111036f7Pfe5zikQievDBB1VZWSlJuvrqq3XJJZfoj//4j/WHf/iHszXUJct1JbeyXNmeQW3dlJVjB2rxV6nj8KDsTFpuKCwvsJUa8RQrPLGszHyN/t5UVWWmkycS+WMyGVmhkFatym8qrLIkuAQAAAAAAFiYFuxU8anIZrN68MEH9Uu/9EtjoaUkrVmzRjfeeKP+5V/+ZQ5Ht3S4ruSUheUFjsqivi7baLqLP529UqFDL5tjQpaGB8eljI2N0oYNUn19fltHR/HClalx08slFa4CEARMFwcAAAAAAFiIFnxw+Vu/9VtyXVeVlZV605vepCeeeGJs35EjR5RIJLRt27YJ523btk2HDx9WMpmczeEuSZYlRWKOsjINeq68wkwX/5muVWjfHklSJCKNjEjZtF98Yl2d6d6TM77TeIngsr+/+DNVlwAAAAAAAAvPgp0qXlVVpdtuu0033HCD6urqdPjwYX3lK1/RDTfcoO9///t605vepO7ubklSbWH3llG1tbUKgkC9vb1qamoq+T1SqZRSBcHYwGilXyaTUWZ8B+xFIndfM31/TlRK24685Ii2bynT33+nTE/rGoVe/DN57/5VOa6voWFfI0MpxSrO/lha2ezY+6CzUzpyRFq92oScMg16RkZM9/JQSEokAkUiM3o7WAQu1rMOzEc871hKeN6xlPC8YynhecdSstif9/O5LysIFs9E2r6+Pm3dulW1tbV6/vnn9eSTT+o1r3mN/vEf/1Hvec97io798pe/rE9/+tNqbW3V8uXLS17vrrvu0t133z1h+3333aeysrKLcg9LwYkTFbrttjeoXIM63bRFj93zZ1M+1x0ZUdWRIyX3dW/dKkk6dapCfX1hLV8+ooaGRMljAQAAAAAAMPtGRkZ06623qr+/v2hpx1IWbMVlKdXV1XrrW9+qP//zP1cikVDdaAVervKyUE9PjyzLUnWuFXUJd9xxhz75yU+OfR4YGFBzc7NuueWWc/5gF6pMJqOHHnpIN998s0Kh0Ixdd3hYOnVgWFVDLdp+bZU+HfM0lKjQydZq7SxfL7+qRv0tg6rZ3KTGdfHJL5RMyvrZz0ruCl7/eknSwYNSW5ultWsDeZ5ZEnPbNsle8AsjYCZdrGcdmI943rGU8LxjKeF5x1LC846lZLE/7wOFvUvOYVEFl5KUKyC1LEsbNmxQLBbTiy++OOG4F198URs3blQ0Gp30WpFIRJESc4xDodCifHAKzfQ9xuNSJB6VPxxR2La0bUtWP33W0dO6Rm/f/6JSr36DYhFXyb6sHCc0ecjoOPl1Li+5xHQZP35cqqgw88Il9fWZQzo6pHTaHNrdLa1YMWO3g0VkKfw9Azk871hKeN6xlPC8YynhecdSslif9/O5p0VVg9bb26sHH3xQO3bsUDQaleu6etvb3qbvfOc7GhwcHDvu5MmT+s///E+9853vnMPRLi2uK7llYWUVkjIZXVXYoOfl5yVJ4TJXqb6EEiNnWb3AtscCSlVXS7nK14IVD3JZcy60lKQEM8YBAAAAAAAWlAVbcXnrrbdq9erV2rlzp+rr6/XKK6/of/7P/6n29nbde++9Y8fdfffd2rVrl9761rfq9ttvVzKZ1Oc+9znV19frU5/61NzdwBJjWVJZ3FZvKCZl+os6i4df+CdJkhNxFQx5SgxmFS8/S/q+erW5YCgk5Rr1eN7Y7iuukE6dMsFlV9eE3QAAAAAAAFgAFmzF5bZt2/SDH/xAH/nIR3TTTTfpM5/5jLZs2aInn3xSN91009hxmzZt0mOPPaZQKKR3vetd+sAHPqCNGzfqRz/6kRoaGubwDpaeaFTyQlHJ87RjNLjcpyuUeXK37N5uyXUVVlpDfRmdtWVUc7PU1CT190t795ptiYR05owk01X80kul8vL8Kbnqy2TSrIG5f/9FuEEAAAAAAADMmAVbcXn77bfr9ttvn9KxV199tR5++OGLPCKcSyQi2ZGQ/IStpvqsVi731NLmaHewU1tPHpVfU6ew6ys5mFY6XaYSy4vmpdPSSy8Vbzt0qGghS8cpPjyntdUUbG7aZF4BAAAAAAAw/yzYikssPK4rhWIhZW0zxXvndpMmPqlXy205KUkKRV1lhlJFQWNJhankJJLJ/PuMKfDU0JB5DQIplTrfOwAAAAAAAMBsIbjErHFdyY26ytoRKZPRzm0mTXxSr5bTcsIcFArJSiWVHMqe/WJTCC4LO5Nv3mxe+/ry2wguAQAAAAAA5i+CS8way5IqKqS0QpLvj1Vc/lSvknNodNHJcFhRpTTQmTx7Q51SweW4bc3NZl3NNWvyzccLr3nOqk4AAAAAAADMGYJLzKpIRAocV/J9bbkkq7JIVn2q0aF9oymiZSkSDpTsTxdN9Z4SyypKJsNh6brrpHXr8ocUBpdUXAIAAAAAAMxfBJeYVaGQ5IQsecmMXD+tnVsSkqQnOzdKaZMk2mVRWUMDGuo5j5LI66+X6uulH/9YGhkp2jUyIp06JfX0EFwCAAAAAAAsFASXmFXhsBRypXR5rTQyomuuNdt/HLxOZd/9B/MhElHMTquv4zyqLm1bamsz70+fLtrV2SkdOWJ2+35+e/Ycy2gCAAAAAABg7hBcYlbZtlTeVKl0KC7Ztq7bbiouH9UbFHrqR2PHRcKBMilvrBt4SVu3Slu2SNdeW7z9zJmij+Xl5nVkJF9xuWWLdNllF3o3AAAAAAAAuFgILjHromW2vPJKKRbTzk1Dqoym1KlG7T1cmT/IsmRnUmefzl1XJzU2SrGYtH9/8b6CxDMWM6/Dw/np4a47M/cCAAAAAACAi4PgErMuFJIsy1IQjihk+7px56Ak6fttV+Xncvu+In5S/a3DRdO7J9XZWfw5CMbeRqP5TamUtG1bvss4AAAAAAAA5ieCS8y6UMh8ZayQlM3q5pstSdL3vJ+X3dVuDorFFE72KzVwjqrLHMcp/vzcc9KxY5IkW77Cxw+ZhS59X+m0dPy49Pzz0tCQOTwIpL4+1r0EAAAAAACYLwguMetc1zTpyXgmbLzx+qwcZfWSrlDr3tEGO5GInIq4/OGEUsngLFcbFQoVfx4ZkU6cMO99X25iUBoclCwTkg4MSL29Gmv+09Zmss7nnrvw+wMAAAAAAMCFI7jErLMs0zAn7TuSZam6MtC1lWaNysceKujGE4nIzSQ13J0490XHB5c5QSAdPapoOD8FfbQQU1J+KcxcQ/JcBSYAAAAAAADmFsEl5kQsJslx5MuWPE9vvLJHkvTIs9X5gxxHITur5GD27N3FpbFKSkmmZXhOT4905ozWLEuqPOZJ6bRSKdPdXDLBZTot9ffPxF0BAAAAAABgphBcYk5EIlK4LGTWucxk9PpfrJIk/efA1UoOpceOi0YtJQYyGug/x3TxFSvy748cyb9/8UVJUlW5p9qKjOR5Y99fMlPFh4eLL3Xy5PTuCQAAAAAAADOH4BJzwnWlaNxROlwhZTLa9LplWmW1aERx/eiBrrHjrHBIEW9EA6+0KUgkJ79gY6O0a5dUVqbJuvmsakiNdRuvrjbbzpwxjXoK9fVN/74AAAAAAAAwMwguMWfKy0c7i3ueLNvSu5qekCR95/uR/EGuq4iVVmooo9RgepIrjYrHTVOenIqKot22Lck3a13W1+e3j58mbvNXAQAAAAAAMOeIaDBnYjHJLQsra4WkdFrvvMV0xvnhkQ35JjmuKzfIKDuUVDIxhe7ihQYHiz76vsYqLkOh/HTx8bq6Jm5LpcZmmQMAAAAAAGAWEFxizkQiUqg8qowTlbJZbfjwjbpUh5RSVI98dzR0tCwpFlPY8dXfOqwgkz37Rbdvn3RXMm2PVVxK0qteJa1eXfrYoCAjHRyUfvpT6eWXp3pnAAAAAAAAuFAEl5gzlmWmi6dsE1yqrEy/1PAjSdKDP3DzB0YiitTFlewcUqZ/ZJKrjaqpkRoairft2CHV1yscCoqCS0lynNKXKTwstwZmd7fO3d0cAAAAAAAAM4LgEnOqvFwKHFe+Z0ocf/GKw5KkRw6uUm+/NXZcKBZSxrOUHDpHxaUkbd5suv/k2La0YoWiWy/RzuvLdN11+V2TBZeF08IrK/PvqboEAAAAAACYHQSXmFPRqBSNWkplTEh56a4qbddzSnkh/cv/ixYdG4rY6utMF03jLsm2TZfxnFRKammREgmVN5YpWnDZwnyzuTn/vrDicsWK/Pve3ineGAAAAAAAAC4IwSXmlONIsXJHmdHgMvmWd+kj1v+RJN13f6gopCwrszQ84CmZnOKFJZNGHjtm5nmfPDnpYVVV0oYNpmmPVFxxOVlVJgAAAAAAAC4egkvMuVjcludbUhAoKK/Qf9nwrKJKaP/xMu3dFxo7zgnZ8jK+Roan0F08V0rpeVI6nd8+PFx0WHW1dPXVZna5ZIo1xx+WLZidXl5+HjcGAAAAAACAaSO4xJwLRR3JsRV090iSyq7erHfr25Kk+x6I5A+0bcVCnvp6/fE9diayLJNChkLF88HPnCn+3iGpokJj08crKszryy+bGeaStG9f/vhzTlMHAAAAAADAjCC4xJyLxh1FylwlM+ZxHHnn+/QR515J0r/9e0hDw6NNehxHESutZF9KicQ5LlpXZ1LJykrTaTznHInnqlX59319E08pzEABAAAAAABw8RBcYs65EUeVdSElM2YxyezGTbriM7+oTdqv4WxE331wdJFJx5FtBbIzKXV1nSODjMelV73KBJgbNuTngBcuXllC4bTw3PvcKevWSZdeOo0bBAAAAAAAwHkjuMS8ULaiWnIcBYNDkqTkW35JH6h4QJL04D8O5Q90XVU4IxoelkZGpnhx15U2bjTvz1FxWV8vNTWZ97ngMndKba3JQ3OGhs6ZgwIAAAAAAGCaCC4xL8QqQ4rWlCk5MLqwpOvqlvfWSpKePLlKp844Y9ttL6PA8zQ0NMnFSslVXBYGl+m0NDiYX8xyVK6L+LFj0nPP5Xfbtjnd88w08meekX78Y9a9BAAAAAAAuBgILjEvOBFXFSsrlPTDY9uafunVukkPyZOrv/zvh0xC6LpSNqt4KKP+/gmZ41m+wWgaWVgi2dEhPfusdORI0aGF61jm1rmUpLY26Uc/MmHlc8/lt4/r9wMAAAAAAIAZQHCJeSNe6cqyLfkZEy76Dcv1OzsflyT9w4EdSu55yQSQ2azCQz3K9A5NveqyVMVlLsTMhZqj1q6VbrhBqqoqvsSpU6Uv3d09xTEAAAAAAABgygguMW/EKlzFyh0lRvJzr7f+yYd0mQ5oRHE9+M+jrcTLy6WebsVSfeo52ju1qsuyMmn9epNK5uSCy9ZWqb9/winLlplXy5KuvHLiJTdtMq/nNWUdAAAAAAAAU0JwiXnDDruqqnOV6k/mN5aV6X2vPS5J+tunRhvsuK5UXqGYk1aqa1D93dmJFxsvFpNWrzZdxnMKp4339k44JRdc5maoj1dRYV7Tada5BAAAAAAAmGkEl5hX4k1VioQDJYbzoeI73xOSq4yeGdqsgw+8aDaGQlIyqXJ7RN2nTZfxcwoC6cQJqbPTTBkvLNUs0R68cAb5iRMTL+d50mWXSdu25T8PDkqZzBTGAgAAAAAAgLMiuMS8EqmNq6rWUSqRL2GsftUWvX35zyRJf/FXo2mi40i1tQrHXGloSH19U6h6TCZNq/CXXjJddrq68vsK174sUFNjXpuaJu7bs8fkp7W1Zjr54KDp9bN37xRvFgAAAAAAAJMiuMT84jiKV7mSl80XQVqWPvpRk0p+u+N6nTpt5Y+PRhXXiAY6EkokznHts5VClqi4lKStW6VrrskHmBoeLjo2V+np+9LAgHlv21RdAgAAAAAAXCiCS8w7ZfVlimtYIyP5bZvftFo32Y/Ik6u//JPB/A7XlWt5CkYS6u6etHDSqKycfF8ujBxXtmnbpq+PJKmvT3rlFenw4bH9PT3ST39qCjiPHjXbhoakkyfPeZsAAAAAAAA4C4JLzDtWvEw1y6Py0tl85WI4otte/bQk6b4fNau7t6DqMhxWhTWsgf5grOpxUuFw/n1lpbRqlXnf2SmNjEg/+Yl08GDJU7c1tOrSVSO6alXH2Lb+fpXsap5OTz6ETEZ67jmpre0cYwUAAAAAAFjCCC4x/8Riqqi0VBUa0UgyH1Be86Gt2qndSvgRfe1/x/LHu64cL62om1Vnp84+Zfyyy0yHccnM7U4WdDA/dkzKZqXW1pKn1tZKK+rTqox7uvJKacUKae3a0t/mbFPF29pM8eaBA+eoEAUAAAAAAFjCCC4x/1iWrFhUVXFPQSI5Nos7u/Uq/UHlVyRJ//f+Cr243zU7XFfKZhVz0spkpPb2SZeslOrqpGuvzX8ubNCTayM+2ZTyeHzsbVVloEsvLVj7UlJjo7R5s3nf02O+ensnXqaiIv/+yJFJxjkqCEwToD17ptB8CAAAAAAAYBEhuMT81NCgspU1KrOSSgyNppC2rde9Ka5b9fcKAkuf+aNKU7FojVZlptOqrDRrTPb0nKOa8YorzHlbtkj19WZbbs63bUsdHWbxysK5583N+ffZrCSpqspsXr/eXKowyHzhBTOW8XL5qCS1tJz9xzA8bIYwMDD2LQEAAAAAAJYEgkvMT6GQ7KZlqllbpXTfsILBIcnzNPiR39YfOp9RXEN69oWwHvh/UXO860qDg7L9rOJxU3VZqtpxTH29dP31pkzSHa3czC1MOTAgvfyyCTJfeil/Ti7o3L69KH3csEFavdq8L1xCUzL55/jqz9y3m4rC4JPgEgAAAAAALCUEl5i/LEvly8tVXmlrcNiWMhn59Y2q+YXX6nP6fUnSF79eocEhy6xbOTIipVKKREwn8K6uc6x3mavUDIXMa269y8JSzUik+JzGRlNWaU/+p/Oa15gKTMkcVlhhKRU1Jc93LJ9EbW3+/aTT3wEAAAAAABYhgkvMa05lXPVblskPRZRJm0Bx6Fd/U5/Q13SpDqqzx9E3/zpuEkLLMiWKiYSiURP0dXVNoQFOrllPqWQw13V83z7pscfMV0fHxOMKhEL5S/X3m6By925z6u7dxVWUhb2BJFPkWTjecDgfblJxCQAAAAAAlhKCS8xvlqXypgpV1blKjJhNXvM6BVfv1B/q9yRJ//tvyvTKMcckhiMjY/OzKypMcNjTc47GNoXdcsY7elQ6cULq7s5va2kpXvuyhNxymZJ0+rRZq1Iyr4X7CkPKoSHpqaekgweLr5WbWk5wCQAAAAAAlhKCSywIFbUhZVNZBemMZFnqvufbevNlR/Xz+r7SWVufvLtKXjgmZTJmrcp0Wo4jlZdL7W2BOo8PTT7XuqIiP7dbKu6wk0xKx44VJ5/9/VJn51nH29Y2tfu66iqTsyYS0jPPmG/T3p7f39lpgss1a8y9AAAAAAAALBUEl1gQylZUK7asSsm+0bnVjqOBz/yR/rd+XZXq154Xw/qjeyqkykoTUHZ0SF1dCgcpxUc61P1yu4bahyf/BqtX5xejXLPm3APKZCZuCwLTSnz//rFNTU2TX+Kaa0x15csvSz/7WfG+l14yU8xPnzYVo+XlUjR67mEBAAAAAAAsFgSXWBDcsK3qFTElRnz5WTO/OnP5DtVft1F/ro9Kkv7X38T16E/CpkRxaEjq65NaWxUe6pWdSavtdFYjI2f5JrmW4JZlOofnlJpKnk6bed/9/ebz6dOmPLKnR2pv166rPG3eLF16qdTcXFzEKZmlMy0rP4V8vM5Oc8nc5SMRk4vmposfODD1qs7z5fsmNN23bwrrgwIAAAAAAFwkBJdYMKobwqqoj2ioNb++5ND7f0u/rH/UB0N/K9+39Bt3VOtYb5VUV2ca9nieVF2tioaoMr1D6mjNTr5WZK4FeWenVFWV375unXT11dLGjdIVV5htqZTptLN3rzQ4aFLFQ4fMvnBY8UpHy5aZcHLDhonNyTdsMMFkZKjblFwmElq+XLrsstJVmmfOSI8/Lj3xhGny09ZmwsvCRj8zxbbN9+vqyq8RCgAAAAAAMNsILrFgOGUR1a0qky9H2YxZczJ99avl1S/Tn2c+rOvWtWto2Nav/fdq9Q9aph13PG5OjkZV6Qxr6FiXWlvzGWVJXV0mvdu+3YSVtbWm6nLVqvx87cJSyd5e6ciRfDlkiTndjY3595fW98j66ZMKnTisTHuPqd7s7pbnmdCy1JTwyaorjx41rz09JkNNJk2V5MDAORoSnUMuaH3+eTP7vaVl+tcCAAAAAACYDoJLLByWpfjKalXXWBo40SPfCyTHUeKWX1BYGf19/NdUV+Np/yshferuquLgzrJkhUOqDg1rsDOhlpYS07Tr683rypXmtabGhJWFctPJx41rwjFdXdIrr5j00PNUm2jR1Vek9NrXSivqUlI6rbXLErr+Rkev3dqvlcs91dWZ09eskaqrJ/8x5I6TzKz4Y8dMuNjfb7qSHzgg7dljwsajR4u7mJ9LNmsqOscHu7lbmWltbWbsdEwHAAAAAADjEVxiQbHCITU2OaqoDWuw33QJH/nFWxXYttbv+56+/da/VsgN9O//GdXnvlJRHLbF47IzKVUn25U9dUZtB/s1PFDQaXzLFtPme3xYWSgUmhhUtrYWf+7qMgtEtrSYLjvHjkmvvKKKI8/JdZVfONL3pXBYrhPokqYhLV+ev0RhOLlyZT7IXLvWDPPSS6XXvtYUa544UfztOzrM6+HD0smTplv5VKXTk++bSgDa2zuxCfvZHDhgqkWp6AQAAAAAAOMRXGJhsSy5KxrVsDIsO5tWMiVlN27SyLveL0m68W8/rC9vu0+S9H/+Ka4//9uyonNVVSVls6rM9irT2auW5zo0PDSastm26Uo+Ppgc9/21ZYuZRp6rzDxbx5+uLikWM+9zZYW5RSN7e/NzwMeVODY3S5XuiNTfr6oqaccO6YYbTHDpONKKFabasnAK+mQyGdPofPwwu7vz24LAVGz29RUfs2JFfviHDpVeUzOZNNltJmOmlp84YdbvPB8Xo5oTAAAAAAAsbO5cDwA4b/G4ylZkVddxWm29rkINYQ38t89ImbTi//L3+tSe98mqO65PdX9GX/h6paIR6YPvGU3oHEcqL5fCYVUOD2twyFPr8aSWr42pvHyK37+hwbxGIlMrFcwtWpnJmHnYhXJJYDJZvN33tTW5W4OWo4rYTkklFr5U6YbnRfr7Jd9Xu2pUV2eW/ZTyRaHRqLRpkxnG4cMTT0+lzDGJhMlbe3rMsqFNTfnC1JdfNmtq9vbmz8vNuh8vkzFZ7fLl5leRc7Yi10Ld3abotbJyasdfLJ4nPfecGccll8ztWAAAAAAAWKwILrEwhcOqa7CVyg6rv89RdV1c/Xf+sZzOdkWfeFi/3X2nWhXWH+u/684/qlQyJf3Gr44Una9wWBX9/RoaGFZLS0wrV2rq4aU0sVX4DTeYedLj526XSgTHy2bN1HF7tAi6r08hN1BtZVbyU5Ifll580Qxww4ax0yoqTPCYSplvXSQIpNOnFfJTyqRSGlm7XK2t0sGDxYe99NJokanvm0Uxh4fNXPRYTJmMKSwtDCWHh80tlZebIHRgtMl7bop6qR9Nzv79Jvw8ftyEfznuWf5LlM2a3kc1NSYklaTrr0vLbm2ZtJtRMimdOmUC0nOGu9PQ3m6ayQ8OmvvZujUfCp9LEJhKV8cp3YgJAAAAAAAYTBXHwhQOy6qtUV1zXKHUkIZHzPTu3ru/rqH3fEiWpD/S7+oz4a9Ikr7w9Up99X/HJ05JLitTeapbVn+v2tsDdXWdo+N4IdvOz9XOvZbqMjPVCxYeV1iBmc2aOdy9vSaNy62ROWp5rF9rGkbU1GTCsFWrpNe/OqP6ipRWrI+quTEltbVppGNoQmi5cqWpgkynZcoZh4akINC6xMvavt1MWV+2zOSY4z33nFk/84orirdHIvn8dbzcLPnC0FKj3zpneLj4x3jggJmKngstJal/9yETEL/wQsnv89JLphj22WfNueO/XykDA2aK+/hnJJudOEW+qir/PpEoHn8qZTLmwrA3Z88e6ac/lXbvNo2UJnPmTD4QBgAAAABgqSK4xMLkONLy5Yo21WhZY6BsIqNkSgqqazXwu19U15/fL9m2vpD+XX1Rn5Yk/c+/qNCXvlFeHEyFQlIkovLhDmVau9XWGuj0aTOVelw+OJFlSZs3m3K7yy4z20p1HZ+Khob8YpJScSecF18snpLe359/n0hIe/dKTz+ty/p+ptetPqGNsRZZT/5EVww9pUuvKlc0bG6k48TkAWooJDMHXFJ9VUZrVmRUU5OfFT+ZdNoMp3Dadyrh6+DB8wiAR29xeNjks7t3m7Uyc7q6Jh4/eGZQkuQPjejlFz2dOWO29/WZYHBwMH/swYOm0rOtzYS0k9mzx1SSPvlk8fZcQFv4Yx9fKVkYtL7yigkyC+9BMr/SgYHiBkilAtVTx7I69HJWe/aUHmcQnL2J0nzQ22uqUucLz5vC3zOmjJ8lAAAAgNlCcImFLR5XZXOVlsWHNJK0x4Kg9K7XqOM7P9HQf/3/9N/X/LP+RJ+QJP2vvy7X+z/sqq2joAFPNGquk+1RbXhIduCp7WC/2luy5w6ILMu0AM8ldytXmhLFwhbh4zU3F4eU27dL69aZadr79pnSwnC4eI5zYUlfLqWTipO4NWtMG/FcWaMk+b5iG0ebCI1fR1P5Q8Nh6dIrwiqLeNq4MmEaEEkmJXv+eS3veVk1NQUnJhImDezvV2dnQV578qS0b59aj6fGvl02Kz31QIteerxL69ZN/mPZvduEhFJx8FgYiiqZlF5+WUMJs7GtJ6yOx17WoQO+HnvMnF+q+3lXl6ncPHnShFhnawaUyZgQNSdXbZnrozTZOTmT9WoqVYU6fqy+Lx1/cJ+0b5+aGkuXiR4+bMLZUhWd01E4hrMFu1OVTpvQdv/+0mMcGDD3cCHha0+P+VNJp80SBXv2lHy8JZnf9e7d0tNP0wRqJqRS5vkrrIAGAAAAgIuF4BILm21LVVWqrpZqQsPqH7THqoG85rUa+OTd6vyHh/Xf6u7T/9b/p5DSeuT5er35zdJTPypIbHKLLPb0KJbuV2WyXd3HB3TihAm9Ss0AL8l1TRXm6tXSrl2mc0tDQ/HimbW10rZtZvvmzeYenn5aY6WeHR0mhdm2TUVpYW4RxYEBkx7k1sXM7TtxwqRyhXOMDx5UWfcpRUK+lM2qpkZ6/evzu3PBkutKK1a7uuZ1EUXr4ma8mYz0+ONSb6/srg5dtiEr15UcedqpZ8wYenoUjxeEcj09ZkxnzujECRMUdRzoUfJUpzr3nlbz8AHt0m69akdC11QdVOXJfeecx51r8u660urghOpjw0plbA0Mjyaanlc6rZS0c+fo2Do7paEh9faaKdqJhAm9OjtjGh6eOISeHhNAFl42V3F54oT04x8XHz84mG9wNFlwGQoV59WSOf6ll8y1X3xRamsN5HmS6wRqqkmWDNpaWszP9cUXzeeRkeKgt6PDdIDPPRqZjHmsBgZM4HT6tLlGNmve//SnZjp9S4v0k59ceKVkYYBY6teyZ4/5vq2t5nPhry9XMdvZefbv8cIL5p6OHcs3h3rllcnHk/sqDKQvVHd38bquS8XJk+aZ6ugwr5P86QEAAADAjKA5Dxa+WEx2Q50aU+3yI1H1DdiqqQrGAi9Four5n/9X/98H3qrr9SO9R/+kF7Rd7/ntjP7Hx07rlz84miaVl5skz7blZlOqiQ4omSlTW1tE/f2WampMF+mzNZIZkwsZ43FThSmZxCyZNCWEsZh0+eVme6nSs1OnpLVrTfD59NNmW246eiQi/exnplJ0/XqzzXVNQpdITCibc6ordN2WPqnalrXdbLvuOhNs7d8vDfb7amoMpKefNePOhanjOqZHldR115VLvQNyX/K0bf2QWiqbddllJmg6flzauHpY7b1h9fT3q6/P5J7Nbj7ZeOKhhK7fPiwdPyj190nJcjPmEl2RnnzS9N7ZsmU0i+3rU3OqVYMNrp47XK49r1Qo5ORS6uLkMRQyX2VlUnikT8nRe/EbdyiTyQVdltrayvTSS5Z27Cj+3keOmK9C1dXm5zU+2KuvN+HhM88Ubw+FzGtnpwkaGxvzz47jmCHnKl5zQV13tyWFw8qm09qzR9qwzRTojt2jbevKKy3t3Zu/fu7xqK42WffIiCnKPXPGPDLj1zU9fNic63mmyFcyQWcuJN2/32Tqtm0eze5uU0BsFRQpt7WZc7dtM4/4iRPm17hpU/HjnAv8h4fNI2/b5rE+ftz8KYwW9GpoSLrqqnzF7SuvnHuZAikffkqTV1wWGhw8dwOuRML8jDIZMybJ/J5eftms9drYWBwcV1VN3oxKMj+P3J/nYtDYmP9Pw09+Yl5f+9op/ndxgUqnp78KCAAAAIALs4j/rwaWDMuSamsVGhrSso42BZF69faHVVURjE0zzmy9WmeebVVlMqFHP/u7+vijb9d9+q/6nT9bpyN9g/r0bcOybdukP4ODUkWFrERCsZ4zcp2I0qpXy0hEAwOmCLK8fNwU5qnIBYrjT5zs/xFbVnEi0tkpbdxoXn3fJFS58r6zdXJpbpbV1yclRkziYlmKRszr1q3SwOPPq/6V0XLCXLvrrq6JZYiJhNzycsk3yVRtZVa119dItslmV66U9FhGjTUZ/eiVJgWjXdKry9I6NXoJP7DyP4uyMm1cmdCeElWFzc0mu801aH/d6yTn+HOSIyXT+QQo442+LxFc7tplfoSrKgd0WNLGlQn1hTIaUUgHDphQLTw4qMT+4+pYvl5nK0CvqzM/uvGh5dq1JtQr1Wgn0zOo7KkhvXSkSZIJP3LhWlOTKbwt2Vso93xkszpyxISEddFhre95RorHFd96pSRHqVRxdWcyaSoWxxXclpTJFK8+YNvFP8If/cgs3XrsmAkVMxlTRCyZQPTQIfP+xReLK+5Wrcp/rgwntSLdpp6OVXrhZVcNDSarzz3S6bQZa268LS3mTyGdLg5JxyusLi2Uq2YNAnPf2awJUmMxM/aTJ825y5adPUR03fzPJps1n/ftM39yL79snsva2vzxbW1mzOvXT/zTTiTMvzFUVpoQOZUyP9Nw2Px8Z9PQ0MysTVlVZX4mhVXog4PFxeEXKpk0Szs4jvmHi/P+b+0M6uoyv/+1a82XlF+iYPnyhRPYBoFpVjY0ZFYmWbNmrkcEzBzPy/+j27Jlcz0aAAAw0xZJDQiWPMeRli1TuKlOTWX9qqn01T9kT5yFHI0p9ZVv6Kt/16i7rM9Lku75uwq9/xPV6uqxzXWqq001Y02NZNsKjQwoPtyh2vK0kqe7dOr5Hh0/Hqi//zzXzMv9v95S/0+3sE11KDT2veU4pqRPyn+zwtKyvr7Jv19jo/SqV5n7yZXCPf649Nhj0hNPSMPDCttZ1Yf6i88Lh0tP3375ZRWlZbW1+bK5gvFZlrTrPevlhk3JXp3br3XLTaeeZTWj5Xhbt0qOo8q4p+uvS48Vk0omqNiwwQw7p7NTJrSVNJywpYoKuU7+h7/r8hHdcIN09eVJXVd7SNdcPjwWfq1aGei1W/u1qiGlhtaCpDCdVqyrS1Z/v07s6VY4XPxryFm3TrrikpRWOy1Fv/B168yvdPy6kFu3SuvWBtrpPqcDD58eWyQzV8UnmeA7V5RbJJ3OJ3+jv4PhYenkARM6+wNDcns6JlRbSvnp0KWWNdi2beI2z8v/jEv9us+cya/vOThoQo9Tp8x95IyfJtzRka/irGg5oMTBk3rhPrMcQGen+T+Wp07lzy0MggurJx3HfJ/xU7EzGTOOUjZvzo+1rc0ETrnr56osz5wxj35h46ihoeIQ1/fzf6KplPmVFC43OziYD9QlE0S2tEwoUJaUr6QdGDDrbL7wgjm/u9vcy5SXoLhA7e3Ss89aOn264twHT0HFuMuMb0R1oTo6zH/aurtN8NvaOnPrk+aqfMeH+u3tpUPx3BIEx48XH3vkSP5ZHu/MmeLneT4YGcn/PR87RoMlLC4nT5r/5u/fP9cjAQAAFwPBJRaPsjJpxQqFKmNapnbVxNPqH7KVKDGF1Nu8VZ/4bVt/p/+qsFJ69CdRXfvWev3elyrV0VXwZxGNmtRjcFBWW6sqrUFVZzrl9Q2qpcX8H9Qpd89ubjbpSql5pZs2mRRp61Yzj7swabr0UnNvoZBJO3JzmOPxie2tx18zEjEp0PjOMp5n/h95qWnq4+fSbt+eLzk8eDCf2vT0mOQsF2QGgSl3qKlRWfsxvbZuv24IPyn19GjN8pS2rR/SJasSZvr78PBYSmAHnpq809oePaiVjZmxnLaubty4RtOkU51RqapKWS9flhdPmNbjFSf2KdpzJt+5JZ2Wjh0bCzmXlQ0qHjP/j906elTSaBrS0qK1awIta31uQgJVVydZT/9MsdOvFLU4z1V1FIZekqnwW9P7nGJhz6zDmUsLRoXDpgIvNy260Pp4uxoqktq6bij/u+npkQYHdehUTD96uV6PHVg+aROdQ4cKvt1oSWOZnSz5mOQqr6TSFW25+yovN4/R4KB59M4WeJw6lJB34rQuXZuWFfjafbDS7BhdILS9Pf+4DA0V95nKDVkyx5w+nW8AEwTmK1fpmRtXzmWX5e+hMNdvaTEBWOHaor5fHEI984ypHB0aMt/j6afzgeJzz5klC6ZS8ZcLkwud7Wf17LP5Ss5C7e3mvkud29ubbzLV1VX8357BQTP2wlA15+RJ89rfn6/uHhgw32eyQPDIEfPovfSS+beO3Jq17e3nX2XY0WEChbP9PBKJfNDbX/BvKem0+c/O2dZeTafP/m84hQYGzM+xMFjMja9UKF7qXi3L/Cxyz3JuaWLfN2M5dMiM+RzL986q8f/IMJWlFYCFYsr/OwwAACxIC2SSEzBFrivV1sqNRLS8d0BRO6buRJn6BqSqiqBoCurwf/mQ3vNPr9O2lp36Bf2bjqfW6e8eKNO//HtUv/n+Yf3m+4cVDskkEtXVY509bNdWuT+ojCf1H8toeLhOlZWmCqms7OzTXCedwxSLacJCiznhsHTNNeZ9YdB42WXmvPHpj2QGUjgfttSgculQoauuKk4XqqrMvefK0np6TJDa2povT9q9e3Qut2PmAnd0lGw5XFs5mgatXFlcotXWJnV3q0ZSTb0jyUzbXrHCfJuRkdGQarSTeEUsq8FoVNXlWfUPOWpuTElDo+lLLrVLJEziVMKWoad1sHKXVq3okt11Wm5os+qrPK1IHlWvNyR1ylSTxmKKxaT4YNvYz6TWHVCPGrRrlxTtPCWVlen48eKENWqnpf5+s0Zk1s7PK+3tVfNrVmvDFSZFa2w0gdLKlfnKwlUNKdmZEVNV2j5gfo+jqdMZRaTl9SV/l9FoPohYuyqr5GBGfm+/2l5uk1Np6VTtFkkTk7WODlPcOzQkXXmluc0DB4qnoO/YMcmU9lGrV5tbbGuTKZP0PGVfGdbpM+d4/gpUVEw+BTwITMA3PiBes8aEapKZsuv75tsUBjIjI/mA2Lbzj3Yyab5fbo1RyQRaZ84Uh025gLinJz8NPhbLB4E5jmPGIJlnNpUyQV+pMDMnVyF7/Li5l64u8+eY+zlUVJj/XITDZmxFoXSB3J/evn35qegDA2bsGzeakHz8PYVC+ZUm+vuLq5sl83M6ddzTqRcHRxeKDevYMfPvEtOpaOrpMb+/3t4S/yAxat++ic2T6uvz/1bQ05P/GecEgXn29u83weXmzeeeJlpY5Tq6msVZmywtX57/t6Lc0gG5ILyz04TeuWezubn4+2ezpUPv9nbzN1uqwvtiOXas+PNsVfuei+fN7VIAWLj6+sw/Tm3cOL/+kQAAAMw8gkssPjU1UnW1nHBYdZ2dKguG1d4TUu9ITJX14XwFTSiknq//rTZ/6oM6cGKTHtLN+n3397V75Cp95Z4KPfz9lD7+287/z95/x0lynfe5+FOpc/fkuDub8wJYAAssEhEIBpOEApUoiQpWsizZlHxFRwVTlOTsq3B/tJyuZcuyLFGWROknUiLFJBIAEYlF3ITNcXLPTOeueP94+0xV9/RsQtpQz+fTu9OpwqlT1XW+5/u+L+99V1PyX6r4SMeBchnLceh1bRqNBPNLOgsJk/xAclnEvIRWc3UkEqIkNRqiSIAoAfPzoiqsWSMqX6dN6LbbJEY2endv2+2i57p1ssyodeG222RHOvNw7t0rNixFtRpuTxfRso3z58Ny5tCuSJXL4gSdnMQA9q1dC8MmeH3Ly731VpjfmGP4oKg4ug6MbbjsWNKs0eDODUXcJRfL9Ll31xKmacLZGn152DhaxykfYmDDOPm0i3YmdGDess3G3gwpp7ysZuwcv4PD36yw8bY8Q5sL6DXZLk2DdMKjvri4rJj1HN8Pu+4DXWfDhrDg/MaNsvn6MVHKsmmf0XEdq1Dmgh7g+a3O1FLCNm2SP5eWwNB8BqwSr5zuAU1j8PQLZLQ6r8xLUaiM0WR9XwkrM0Cj0S7SVCrSnVw3FNn27YMnP7eIW7PpXd9DvZ5ckUJ1fFy6YKUiYo1libD3zZekf00frwChGpFNukQ1KSUi5nKyrGgX2LxZlqscdi+91O7AA9ixycabXAS7FyyLAwe0qBm2K/fdJ+s5fFiW1+mui7o5uzE8LF08qvWPjYlQmc2KmKncneq0sm15fjE30JkzK4VQkO41NyeC8v79q39/aUl09oGBcL2qPc+elbmEoaFQ9Dx4EO66S4TmSkXad80aMUIrbJuw+hAsT6ooR2Q+L3Mcx46FBuWzZ8NJhvHx9uuf68pDZZqYmRGBL+qE7VbxfcuWULjs5tY8dardYaoue0qkGxtbaUqPCnateldtAqkSdhUTE3LMm03Zxp6e9sthtO+ePdsuRrruSoN9pRKKv488Iud9sSjftaywNpqilZZ4GeXqXN6vzg3uwsLCyomBw4fD+bC3nIUF2fHxcdm5IABd5/x56UO33tqeNzbm8vB9uU7kctLXbzZeey28rqhzPy6idfU4jrTlpQrYxcTExMTEvBPEwmXMjYmmyUg+mSRt24yNBhSPzTN/tk4h52GmE5DN4m7cysxnniT9V3/Kh/71P+VDtbv4Q76fj/EfePHMID/6c3DX9jIf/xmHd+2zxRliWTJqbBWySVXmSTkOTjNJyRticdagd9AiX9CwLLmhflOrCnfao269VSxW2ezq1hVNg/vvhyee6P7++Hi43HRaLGCWFS4vmtROuT5VaWwQ9SCVCmOPL4ZKGqeIKjtLS+0KhVKJIrG9Cd2VQVqppRrt3SvbaowyYAAAzGJJREFUFxVDo9x9t7hCo7TUBj+RIHjXu8QB2tqG9aNNoCmOxyjbt6MPD5MygGrofB258CLDY6CZo1B322JWb99Sodow8HyNasNgsMcRhWzHDqJa+LLOrFSV7dvZMTYGzSabvKN4vsax82mKdoWdfVX6hodhcZGxYAF0A//UBfInezADl8wW2Y+dPReY8S1G+h1M3WbTpkil9CAgk9WWtV7Lok0huaP3JKdmHTaOb+bCdKi8ZLNiwIuKXEpUiQ520gULz3dp2DobRhts2F1jNiMOya1b5ZCbJuTMBnoqgWHozM/LslUV9ekLHmgaS0vtJ87AAIxOv8zSdAOO5WH7dubm0nQSFaPyednHkZGwovnFGBkRHT/abVS3NAx5MjyiYRiy85lMKJZ1iqwgQqHriqjlOCIaQbvjsxtLSxcPkQYRvBYXZb6m03w9OyvHfHQ03L7FRTnuUUHv/HkRPrJZEbh8TzpGOuGxcayBmopQy8hm5bhv2RIKl8t9C7mUZLOyXZOT7WH8hw7JOqan4Z575PVupvHNm2Ubd+6U7yiXbC4np6rvrwyLT6elTdXrw8NyvF03dHpGTevqmqxclY4jy+7UAQcH2/vManlWoT3vZbeUDlERe3FxZcqI2Vl4+OHwvHrpJRFMN2+Wfvn66yI679zuM7L0unzh/vsvalvsth1RV/Wbhfo5aNsU3w8d9sePy8kSBLBvH7WatizcxsLllTM5GZ5/w8M3l3PV98OfS9sOC2XdjALum8Wzz0qb3nVXLF7GxMTExFx7xMJlzI2LYSzbX5KuywgOzJvMLxpk/QrJRmPZ8lP/0HfRePC9DP7tx/iB03/AI3yNf8Ev8fv8IN88kuejH4ORQY/v+GCD736szs6tKRlV+76MaJNJrFKJXkvDbbiU7X4Wz4KWTmFlkyQS4rzJ5eRrlzDIXDnK7Xip9lDs3ClqgVJZJiba7U+dAmQmIyPLYjEc8e7eLSMn1w1tRzMzovicOydi6LlzomJMTIiDq6enXdnZvTu0pz7/vDTQagkcO/d12zaxHppmmKxPlaWOUq2GZaUVrZyfbjot7bJz58VtbSC2NcOQ/e+o7KFpyKg9GlOdzZKkSjIho6shnHDdmzeHnSAIRMHQtHDbLUvsJPU6WsLCdBx2rKuBeRYWXFhMhOoXIsDs3dyumFlmwJqh1vJay127FuZfOc+Yd46JWzeHhZ/qdUn2ODoKmzeTzQTs3lgD06bgVsFLgWFw96Z5UZHmd4TfbTbl+EcE52bZ5t5dkbhm22ZofRjWDIjY/tx+GB5meOcuLCuijzebbCy+zMnSgLRVi82bW8Lm16r05GDb2hrZ3TZVM93mmNQ00d4XF8F1AgamDsKLNtoddzA+HhYQijIwIN1cuUiVUJXNykBOCUljzVNk62fJLZq8ltwLJNpSyPb0SFcoldorUSsSCTEyB4HUyoqybp0IerYdGoijodkbN4p4mEzKMa9XPBYWDBYu1FljTJFPDpEdyTEwEIbRnz0rp0B0IPr1rwVy/udyy9fIb36zNRdx8gyJhvSlhBUw3Ocw3R8wXwxtf+oYatrKCuOqZpdtryzaUyy2Z3MoFsPw+07WrpX/lahfqYhguGmT/N0tvFuzm7zyjLdc+erkyVC8VnMgQ0PSzpYlImCxKHMbhYJ046mp8BJTqcjlaGIiFHqjlxHlLi2Xw5yZS0uy/FJJPptKtYvEUWP4akWN9u8P3ZfVqrTvkSNyKVV97dARnZHUonQ2ZbtdBSUoqtyc0dffLLErCODpp8M5smWXqK6H1mRgftKmkPWwbBvLkkmRuFDQ1RFNHdFoyLXqZkH9VOq6pAUHORdjrh51HV9YiIXLmJiYmJhrj+tWuPzqV7/K7//+7/PUU09x9uxZent7ueuuu/jEJz7B3r17lz/3Iz/yI/zP//k/V3x/+/btHI4M/GNucEwTfWINI2vAKsLM6wbe/BTpkQSaKSO3IN/D3P/4LHppEW3Nen71yKt8/O88wG/V/y6f5vuYnhvgP/+vLP/5f2X5lvfW+eWPlxkfISwPnc3C0hKmptFjaeA4BFqShpejWbWpJdIU02mSWYuEFdDbr5NKvc2hTbffLqOdkRF5qHDvqalLuyVvvVXcPWqA3N8vj6iI5zhhuW1lc9J1EUfe9S75zPy8KArbtrUPtm+5RUbR3Ubz0XD4XbvkNU2T0X2xGKoYDz0kImY0bthxRO3o7w/tTYYBroujFJNCQexjmUz3hI4PPigj8xdeWD0Zo4qjVRQKMpLqdJiqbbKssOJMZwniVErW02yGysKOHaJinD3bJlpeFi2xOZmEfVuKMF+X9hwcFAXp4EFRMc6flzZWseEzMwwVjzBRHyGzd2cYPvzaa+ExiXDbJpPT0ym2T9SkfxUKsv/nz0MyibFunezz8ePhMZuZQdu6lf7+iJq/sMD6oRrjfXW0u9YwV0nR37/yXBkftCFRpzDSQxBI8/T2ymHM5SQUtjRZo//4LCwBrstYpspY7zncjVt59kVZ4C23SPdYdkX7Pt6x0wxZfaTSSbRTU6JemSacOkUhCzgeweuvwcY727dpXJa1Iky42ZR9HhsD00TT4O5b6tSeeYUTzTUMaEU2FVw27dyEa6Z48pvtMc79/SKImaacTs0jpzh9fI7S2HaYmuJ8tcqdu2fIb78HTRMHpjIhF4tw110Bjz/eUojm5qS/zs625db1PPmwkv57cy5s2cKuMQ3DCC8XUaGxdSotUyyu7iTtzNEZPdU2bpTjNzPTKojVEr46j/n8/Oru9Wd/t6Xy7tgBqRS2LZflaBj67KyEaEO4P089JaeCYUibzc7KKaDckypvZbkczttomoTL6600ttFTOAhaOUzPzvLMMwvc/wMbSWSlf0cF9tWyW6hLzLFj7W3rOKEDlbk5llIOPTk4csBlOhA3czfHmRJ5Rkdlu1S/6MzBeeoUzM/6rHVPMZxcIli/AX2gr/tGdlmH2lbHkePm+6KpFqwUBjBVTHD4TIZcQeeuZHL52HarEfdWYNty/DqDFt5u6nX5yV279uKTmI4j5/tqaWfUHN+2bTe+aDk7KxNbahJA9Zno9aFel2tYZ4rvmEsTnTy4mZy7MTExMTHXD9etcPmf/tN/Yn5+nn/wD/4Bu3btYnZ2ll//9V/n3nvv5a//+q959NFHlz+bTqf56le/2vb9dDeLR8wNj67LoNjanmf2QJ2FyTqZ4SyplsAQ9PTh9chAzdm5h57f+xSf+pFv4TerP8fn+SD/ix/iz/kwn/tymi8/keIj31rnOz9Y5+7bHRnNJ5MyyqjXRZxoNkjXWyPd2gJ+coBmUadWbVI6lSA5kKMwnF4u/m0YcmP+lt109/a2j9o2bhQr0qUqWoDs1/Dwyte3bm0ftWtamBczOqpQ1iklmnbbttOnu1eNiFqGOokmHTxypH2duh6ODHt7JTa1ZVcLzpzBjoaXK4vXww+LsKaW29cnCsPS0uqiZTfSaUkeODYmNjrDCPN/qj7y4ovdR+3JpHy/2Qz33bYvz1nbjelpWeeOllNyfl6OmVIbovsVjdtdWEDTYHNuGsZ2QtRo2lktB+jv9elfZ8KiL9s/Nia2x9lZsTnqunTwzqJQnifHScU2t+yOlhlAvczoaJey6IrDh9GaTdasX7/irUQCBrN1UOfTiy9itVQsa9pi+/ZtQGgeXeaFF+ipVunhNFTTMFeX47VlS9vHNo9Wqe4MxbpbbglzHK4Y/B08KH2oVBKncRCQfe1ZsjkYyh2Tz5SAl17CzGaBu5e/mkzKodM06VIA2dIp6n1JRo3jvN4S5vYfSPLwe+XvPXvksCvH5vQ0bNiwRKEQkGlU6V9b4/VzmfZtjCiORj7N2gfHYM0wrYh49u6VQxR1Nt1xRzjf0GzK5WC1NLe6LoJyZ85UENFMLTd6CufzIrgpp2GbYXt0ngNfOCuicmQSZDRXYcpNrermfOWVleJqoSBzIo8/HrpVFaYZhuSCdNUHHgifJxIyZ/LUU3I6VautLtz60tGnZtn9rj4olXDd1a+16pJxrNUdOk+x/ftbIe8LC3DuHFP9CQrZOpMXAhiRy9/iohyDaJrjqJF70yb4xjfkuTLMq269uAjlU/McOl/ifMajerTOXd/Wt7INPY+lisGxY/Ldnp72y5i6ZJ0/L6dzT2acOzjJzIJciyueLFCJuKWSrDv60xQEspuuK+fnpX4TJydFsLpYwaPnnxexb88euay/lXTmJo3yyityOalW5ZrRjWZTHKyFggjk3egm3t2IqHp/ui7zLLlc+74fPSr/nz0r/WXfvnA++Uq42DG7lqjV5Hqu5tKuhtlZOWd27FgZqBK7LWNiYmJirkWuW+Hyt3/7txnuEFE+8IEPsGXLFv7Vv/pXbcKlruvcq2JJYm56NA16Bkwyt+RZOlhiqq5h25DLBisGR+6m7cz9z78k9eXP8dhn/4hvP/8XvMQefoZP8WTzQX7vTzL83p9k+LYHi/y9n/S4ZWfrxlfdNUdHfLaNvlgkHQSkgwC8gPp8g3nG8Kt10DT0fI58XgZVKor5LWX9enm8EXRdYl9fe21l2d8rwbZXlr7NZGSk/dpr8rxbYrZt2+CZZ+Tvel1GgvW6qCCDHVW4o8djbAy/24hP02SdjiN396pAUaHQHmupKsGfOBFWRlHVWdatC0fGKlQSRIVJJsXesH//StFS02SfLUuWo/Jljo6KMBO156xdKwJgVNXphmXJvkxNySglagPsIj6uWmJ5tRyiiv5+afvTp2W7HUf2PdrG1erKkeHWrSJmlkorFSP1naGh8Hm3BJUnT0qbdy67s9Rs1HrXbDK2DbEBuikZAdpSEb7tcyop4czMiv6XS3vkOnV4VZrd86RNVKUapbgpZ25UCeuyzzu2etRtgw0bug+mNU2q0Lspi9dbP+UaAdrc7HJ7RQVZ04Rk0ueOO8D6xinKesfFxffhzBksw8fxdPJBGathSAEk0wTDIJ9vT3cLoQNq715ZRFSfB+l+d98twma1Ks19663ttX9ATqvVKl13q6aO75M8fpBNYyYnzp5leHsfhTV10gmP/CaYel3En250c4Rms+AvlqButV0nUqmVXa6bu03XRfhUomhvT8Bi673ZeZ3Df/wqU8UE+dsz2Ml8123L59u3bUV7lEo0GzbMyHnbdHRsR5O+1or7np6WU2nfvpXFi9SlRQkVKnXwmjXy2uIiy/2yVDPBbHD0qBybQqFlyl9chJdfppzcTM1Zy+SkhMRHLyXqMlWpyD9L55fwH92J5fvwyjSbNgZtlz7bFjP8rl3h3Njp0+H23bvXIZVb3Xq4sBAa/5WbtpMgCB2Ks7Oym9ns5aVlVvty8KBcZi71M3fwoDTT3Xd3d1Sq7eiWD1ehLhPdRP7O5bzpqWeuMVTfUj+bQ0Phz2uptLKNrqbCeLEoPz/btl3ePO47iZokOn1arqUqf++VoH5qjx8XF7e6HqVScp1QzvfYfRkTExMTc61w3QqXnaIlQC6XY9euXZyNZsePiVkFK59iYNjArDco1U0Wl0wMEzKpAEtzZSSq67gbt1H5Ox+n8nc+jrZY5LbveIDHSw/xlzzGH/BR/pCP8hdP9PMXT8CudRW+6zt9vvV9DdaMdiTuSiTkLlCVVNY00qUS6cY02OLQ9JoNynaecilBwgqwDI9Cn0kiqaFpoQ50zYVB9fdLYrOrnf6H9u/ee6+0kRKAVdxrtxFjKiUjmdlZCVFPJMRS80bQdbmbj6pGymblOHIclSC3c6f8Pzx8acuGEkQOHAhFsDvuWBaGaDTCdoiKrBs2hArR5s2yrxMToVWqv1+E082bxWKnlr1+vXzu6FFRJ5SF6WpYLSHfrl0yUq/Xpd2UMHr+vGxPdH2dIfEg+7W0JO7TKIWCjEg7y03Pz69MrAiyj9u2hc9rNXjuOfm7M7kfSFtPToaKx/DwStFWJZVUKAVtx44wXL/zmD/xRLiu+XlRo7o5ZS9RdWc0vQRrOvIW2naYIqGF6TbYum+Co88tsGtDTfrW3r1QLGIUCnBiAdauxTS1sF2AfMZj8zaD5C5xqZWmGjTn66wZbOK4Gq6nQdkQ21dUUVoFTQsHuVu2iGtw3TqZA4Awre7AgDzWr19ZXEcd6k631LZtYgru7ZVsDb4PuC7ZlCficdqjb7eO5rbEfjOSb7U1IB/NlBh2zuOOTXB8OrdCOOxNN2k+/hIcKbSFz997r2zX/KwvbZfNks12P8dVOH8uB4PuNE8ZgbRjs8nUglwvyi8d576f2E0iay2nAPZ9mYPYvFlcY41GRCOv1eSF/n6YnKRSr5NJetTRmRhuomkw4l1g+tUZOceHhqi3MkFE91HXV0+D+c1vhk7eNhqNlSKv60IQEJw5ize0htlZbYVQ9PTTcnx7emC6UoHZWV5/sUDDkWubsTDHU59OSWNFOHdO2q7ZjNQ4s21e/F8HuO8Bvf26vrS0nHKkWg07zCuvyJxOVGBfWmqr77bcNrYdCpdK/Oo8VY8cESGsUpFDcfhwmHVE10PHcRR1GZmb6x66v3WrXKYdR9pqz56VfT56Sen2sxIE4fF98UXZ5w5D+EVxXelWltWR0qILnidt5jgyGXKpz7/ZdOZAnZ2V60l/fzhnCeEcXedPQ7dcrp1t+tprsp5Dh6594TJ6Xq82OXO5qGCLZFKu1bouP+fFosy5RX9SY2JiYmJi3kmuW+GyG0tLS+zfv7/NbQlQr9cZHR1ldnaWsbExPvzhD/Orv/qr9MdlLG9uLAstl6XXLpJPBfT4OhWzl3IpoFyuk037JIcKbXe3QW8/c//1T8l++nd4N/D+Y7/OP3vt3/CrfILP8S0cPJPj4G/Br/1WgTt31rl7r88d6+a5/S6D0XEDy2rdPau7aCXaJBJQLmP4Pr1mDb9pYNddGk2fspZA6ymgZbPozTqpZIDZkyWR1EilWA4zb+ms7xxvRLQE2fh9++TvaDULkNDaixWgUCLjm53oqzNGUpWIX43LiTNbWgotJMlk6OSE9v1WI+ienvbXJybC0tuK4eFQWIo6VNevl3bdtk1G9Mris3u37EcQiNCllAclqq/Gpk3tlW1uvz3ctnpdlhdtH00LLWSd31Ukk6KcqM8r0W/9etk2lQe0t1f2UcW3rl3bXizqwoUwzP2229otYFHRcmRERMNqtT0/a6domU7LZztdwKOjsh1KuKxUZDtSKflOp0C6f397bPWOHXIc1IgwlRL1ojWZsfz9mZn2/u77EosMks5AibeuyxpOsub2yDqnpqQtgoB1qRSlqsbgYCsVQqS6zMQD66AVWjtkLsCQjIIT60ZJrF8fxixfysJ05oxsT2s/1+aXGNrqkFwTWj5zufZB8Lp10sWnzjrMzuv0Dhjs3i2CVWfofqEQng5r10qTbxm1MVrOzv6CCxph33NdentlWZkM3L1uGu1wK2b+/ByFux9cFjzWr5dlG/UKZ2eS4f4axrKulrVsNs2+wInJNIyOMr5vdcudEmqZDLhv1xIvvJ6n1uFWrrx6koH7trWdxirEWYlPnicaOKdPSx/xvGWHdhDAg7ctcfRcmumFLFvW1Nl5e4UgWOTg0CPMzooAqk739euly6q5ll27xPFqmmE2imUDcNRiGjnuhgGB46K1Jh8sU4qKeS3rWzodmpM9D048cV5Ukdaypio5zIYI/0fPZ4CinF8RFaxUknDutlNoaYmmrcmkS1Rteu01cBwO//lhpsbDWGqVtkEF2bjuyjkRJfb4fuj0VbXZHnqo/XdUzbVE67udOxdeds6eDXMr5vPtxZuUy9Nx2oXJ6OW82ZT5lfvvbzenR439Uebn5XK4Y4cY3I8ckWV0Clgqf+lqP0mlkvwk5HJSfOxiHD4cOkBPnJCUz6sSBKJ8uW4YrfAGUae1+nnq6QmzjihUmh3HkTk2Vcit0ZA+NTQkbaaIOnofeeT6KhC1e3fomOwWgHA5GIb02VpNDlmqNY+gXoPVc/DGxMTExMS8E9xQwuXf//t/n2q1yi/+4i8uv7Znzx727NnDLa1EQl//+tf5zd/8Tb7yla/w/PPPk7tIMpdms0kzcjdYak3JO46Dc6nKx9cpar9u1P1bQTYrg6uERqbHIl2aJ59yqfb2s7AA5TNLpAezpNLhzbe3eRvNX/y3y8/7goD/8vk/w/vldfwfPsLv84M8z93sP5Rm/yEAEdNMzWXHmjJ7dja5494E9+5tsm6NCUYODB2SCajXoFEDz8MyTax0AvwmQa1MoOUISmXqQYqgVMMLDMik0RMWBh66qZMwfUlMX1rEyqdJ9mcw/Nax1PVLx/0ox98bFSGvFuUk69b/CoWLuwUTiUtXJI/wjvT1RgPt+eflb8Mg2Lt39X3KZsU5l0xe0X7R0yNKhWWFIaRzc2gRIS+wrFDkvfdeEbo0TYSyc+fQoqPvCEErBF9rCVVBNgtBgNbah6BlIVt+7roiKs/NwcgIWkfp72D9erSXX15ug2B8XPpeIiEqwL33wuuvy/rOnCHYsAGtZcUKlG2vVELrVCZWqxCfTBJs2SKTFlELVud+btkSqmfpNFokB2gA4HlomhTg4tlnw/fGxpb3vY1IewZnz6K1FKXg4YfBttGUIHXvvSJYVipyfBxH2u7cOdi4MWzXWk3ytQJaZ2lyIFhaQmv1mXXDFYKRLI4nz916Hc11CbZulXZ+/vnl7VH7sKy++b58tl5fvQ82GsvHNWgV49JefBHDdXHKa9uqwndSyPnkZp6kt5SgcOddcOIMvaOjuO7qCeqWxb6FGm6krYPjx6FWk+1tNNi82eHMGVi7JsD7ZiQu3XUxDIeREbAn51nbm4RcDudcCUN3cHMDEATcdbtDJtPa7RMnyKYaDPcG5AfnSCQGLn1KDg7SuHuA0kIJrcNaGlSWLn7dCUQU3La1l9MHyuwYmGL/0dAKaLs+vu/i+R6O61Nr+LiuS7BxI31ph8lJrSN0O2i7PGazoan96ac1pX8DsO7RzZw74ZB4/TWatiHnMHKJmGi8TnZxmqWqwZEzFu5AZdnaODAQUKvBzIz8VpqNCl61ymCPzdxSgsA0cW0fLSKGBq3JqNHRgKmpVQQuz0PzPM7P6gyXy/jJNLoOWr1OraFzvpggGF55zj3xhIfj6DSbDq7bfdmLi7C4GLRcevKZRiPg5Elpo7Gx8PUTJ0KxJzr/orR91UZRKpWAM2c0KhUpjqUuuYkEK7bp1VcDNm0Ki8sUi/KZXC5o+4l47TUNxxHBcu/egM2b4ZVXNBYWwHFEaZLLknw3Yh5uo16X5S8uwvR0cLGi9ExOhtvqutBsrkyrs0yxuCxuB6XS1SWbXGVbBwYC5uc1Go1wX3M5WFzUGB6W/qfa9cgRGBkJmJyEZlNrOZpDJS762UolaDseatnXKrlce78sFAIymcu/nykWpU0UlUpAKqVSS4Sv23ZwRbceMTFvFzfdWDXmpuZG7+9Xsl9aENwYc2r//J//c/7Fv/gXfOpTn+JjH/vYRT/7p3/6p3z3d383v/Ebv8HP/dzPrfq5T37yk/zKr/zKitf/4A/+gMybcDMWc2Nh1mr0HT3K3f/233K2NsLf8G7+mr/Ffu7kFBvwuswT3L7jAttuKzM2VuH222fp7W1eF8nhY66e/JkzmPU6Sxs24L9NMXepuTmykTDt4s6dBBcTp32f3uPHMTrsHLXhYeqDg6SKRexCYXn7CydPYtZqLGzfTmCamPU6vq6v2L+BSGLD4q5dBIZBZnqadMvt2Ozvp9IRszrQmQyxYx90x6GvS5X1xsAAmueRXI45BS+dZrFlaTPrdQqnTlEbGmprG4D5W28NnwQBiXKZfEt8Ku7YQWBZ9B84gNZh0/GTSfSLxO75loWufqB1nfnduzHrdXpa6kfbegGj0aC3VZXezWQwW1aYxa1b8VIp8H0GWtYbv5U7VY/cAHjJJEazSX1wkForZrXn2DFMZY3rwEunWdq4kaA1wZG9cIHU/Lwc91XiJ6Pbv7htG75p0h9Jcjl/yy1Y1SpmtUqzt5d0sUhtcBCj2aRw+vRyG3qplPS3VrtcEt+n7/XX2/YXoNHfT7OnB7c1KRndPpBjsLBjB2alQk/LTTt/661kJydJzMxxythEYnMP6XSoFmUnJ0nNzQFQnpjATyRwL+MewLZ1zn69iRVp7y2j06QHdJYuIuh2nq8ATcdkvpJjerGHicF5BvMVphZ7OO2vZ6A5xebRGZa2bqGmZ3n99fbKM1u2LLXtT5TDh/twnFCF2rRpiWyqycDBg7iexpPagxiOg2HbrG2epJCuc3ImTBuw1EqnsX59mdOnw/jstUtHKRflGjMxOM+Zod2UakkG8lW8qRrBXI1mTw99u5P09DQ5fLi7cpZcWiJVLDLau0hp+xYmZ/KsW1fGfnGGekmnMjqKl06TyzlUKjLxlSoWsapVamvH2HXbEkEAFy7kKBZXXm8nJso4js7UVJaeHptMxmFyUhTGDRtKnDp1lQXROlizpkIu5zA/n2ZubmWxsdXM7sPDdUZGwty6x471Uq8bTEyU6e218Tw4dGiAIIBt2xbRdZ9iMc3MjFg1b721Sx5jYH4+xYULsp8jIzWGh7tfE3wfDhxoT6K4Y8cCltXdomhNz6OdnieXalLetBHnTaj0Mjubplq1aDQMHEfHsnwKBRtdD+jpaVKvm/T02Jw7l6NUCm2ro6NVpqZkH/N5mw0bwgmo8+ezFItyHEZGaszNpfE8jf7+BmvWdKQnuQYpl63lvjk8XGNkpPvx68bp0/m2dtqyZRFNkz6h2gSgULBZv/4KChLGxMTExMRcIbVajY9+9KMsLS1RuEQR2htCuPyVX/kVPvnJT/Iv/+W/5Bd+4Rcu+Xnf9ykUCjz22GP80R/90aqf6+a4nJiYYG5u7pINe73iOA5f+tKXeN/73od1o2d8vxyqVSonZ3FrNs1mQLkU4GoJUgPZFdHMy/g++B7W0UMkX92POzKGceokS7/zZ+yv7+A59vENHuAp7ieg3bawdrjJt3zA5tH76+za7lDIrXJ6Vipgtwbshi42CF0Hz4eEBYaBX7epeyZ2EzBMNN8hKPRANoeWzWBUFgnKVax8Cuo1TLsmFc2zGZJ9GYxGDcPSwRIHpt5XwEx19AlV+rVQCEOPHee6KHN6U/X1SgVN5b5MpwnuvvvSIXzFItqrrxKsWSMOxZkZgj17uh/bIBCr0CWcusodGExMhK4+z0N79lnpN9ksQUfcovb888uxa8HgIFpLQAoeflg+4PtoTzwBqRRBJoNWKoHrEhQKkoBuagoWF9Hm58URGI0XVOt46qk2R+Hysi/GyZMrnamtqifB9u3ilC2Vlp2dwa5dUC6jtXIwB7t2hUWHVKi5EsOCAI4dQ4tWeI+E8Aa33CK2G8dBe+GFcHnnz7e7J4eH5bj19ODs3s2XvvQl/lY2u2qoRbB1a3tY+4kT4fbefXe4fWfPitMulZK+1RJPg/FxceSq0H8guOuutucAQaEgjtBVBNTg/vtlHc3myoSFURxHjp3CNAmi5b5B3MbRok+JBMF998GFC2gtUTh48EE4eHDZlRz090vViy7rCXp70RYXCbZt657AECSk23FwjSTf+F8n0ep1gnSauyamyaU96eOrpbU4fx4tauOLkk7jVerLxvnJDfdy5JlFtOlpdm1uMPiYpNo4d05OxUJBTp3O0Psos7Nw8KAmqUo8m3sf68c0ArTHHwegWDJ59eQq7Q8EGzZATw/33Rdw4YI4tm65JWDuK68w3XIgPrxngeDhh/E86dr2yfN88/PzBD09PPy3pTjc889rK2qvpVLQs3SamcOLBENDy30zk4H6s6+C7xNs307vaJLdu+US9MwzGtrLL+N5Hi/PzvIdf/dRCgWT3l7J+nD2bPt1r68vwLY1qlVYty5ohc1fevZw796AY8dgaan12XIZdB0jl2bPHRr797cvY8OGgFOnrnxWcs2agPHx8NR79llxHI6PB+TzYpI/dEhch0NDAbOz7eu4//6ga/GeI0dYdrmOjwds3dp9/eUyK/blzjuDVU/Jw18+hzE9ycRQg9Q9t128zPsVUKnACy+0b4dhwD33hPt36FDo+O1kZCRou/QfOABzc+Fn9+0Tx2ahcG0XO1KFsMbG4MgR2f61awPWrbv8+5mDB2F2VqOnJ2B4WJzHpZK2It1AKiXtGxNzrXFT3b/H3PTc6P29VCoxODh4WcLldR8qrkTLT37yk5clWiqCIEC/RELAZDJJsosjyrKsG7LjRLkZ9vGy6O2lb5Mm4ZqJBI16QGnBY6nYoOTkSSUDpeuFtLqVv/tO6rsl95YDpL73R3nwzAne9/gXyf+3RzjtreUzfCdH2cqTvIsD7ObcTJL//HtJ/vPvyahg3RqXW7a77NrmsHu7y+b1LqNDPtlCr6wkCOSht8TLyIYYeaSKa6ufB7U6WmMJfAe/UsLTDDSvgrMgd6tuuo+FZoC/0EA7V0IPPMmRpesEmo6R90hldLJJF3p60NIpzEYFq1TCrNv4o+Po5SWM0oKMplQiKpBtK5dlpJHLXVPVhW6Kvt7XJ0nUlMB9Oe0/MiLfU0LllVR+WI2775ZzacOGMG2BZcm2HTki+SM7j8XevZKvcWJCRq+Li9LPo5/L5aTiRV+f7JsqoKTrYU5Qlcyu27G+6y5JhKa4nP6wdauEqk9NiSKSyUhON1VEStPC3KPJpDy+9rXwHI0KhJ1uxtOnJWQ8emHp7ZW2gzC/JsjoMp+X5WWzYUK//n5pj2JR8nmWSmie+L5N02Q5CaRi+/aVQlw+H25DNit/T0+3J/LTtPAzMzPS9uq5GhWnUu0pEWo1wjjsLnieXC8qFREuVzseqkS2sqql0ys/Ozi4Mu+qqkiiXnccWYZ6XqnI39HCXA8+KO34yivy3pkzIlAaxsrS1NPTcOwYVi7HtgGHWtNg+KG19J6aAcywvHeUarX7cY/S04Op2mx8nL7RHKZeAsMglwLr7FnYsIGNG/XoVy7K+Lh0E/Mbr+D7kHw2kC/dcw+88ALD/dA7G1CuR7Zp1y4Kp15hx7oah7SAkR0m2aycEhs2yK41TJc5Iwnj45j7toJlLe9yejDD7VvOYQ2E19577xWd+uhROYyZTKvK+gs68yqBYatd9MUihqoGlUqRTuqk0zpBIOtWjmGCgFOnLJJJkwcflMM0OSmadDotuSVVFgjTlFM32p07GR6W5ff2Spvdead0nZMnYfjcSZpLDYZ2b8fq68c8dVy2ea3kllVicpRkUrajVFo9x6Kq4VWfKWOefB036Mc0DGbOeswMDlJ4KE9vr3TZhYWV6/D99q42MyOfU5fRVjOteorNzsrn+vrCn/HOz1erchnUdSgvaNiLGWaaA9ylHyJ368blNgBC5e2WW65IIaxWV+7b8HB7JProaJhSubP4lyrIpAygHbdLFIvSd98uPI/lgotXgm2HOSh37JBUBZ4XNmX0fubYMelbe/a0ZwlSc4zr18v5oFLwdrbvaj+XbwTVh3p735T0pzE3OTfF/XtMTIsbtb9fyT5d18Llr/3ar/HJT36SX/qlX+KXf/mXL/t7f/Inf0KtVuNelb09JuZi9PTICErXSfk+qXqdwqkpijML1BtpKloSw22SzpmYydVzSAaZLO6OW6nsuJXKT/5Dev/P/+Dj/zYU22uk+Twf5I/4Xp7lHs6wnjPnTc6cN/mrr7bbOwd7bPZsrrDtlgS37nQZ6vcZGTLYsNbDKorNxR8abbsr1jJpSItDSsdBd13IZzDT6Y47SLmz931lHvXRXAd3cYHKgsFiYIDhgGmgOTam5mMYNfxj59F9h4RXJ5WZIjXaIBgaxrDreLNFDLsuzj2jiJ6WsFZtdATT0jCTBkG1hra4IOLJ2ylsRu/6b3SuNHfpm+2c7enprqRYlgxku5FMhsJQb68UBOqcULrttnZBttvx7KjG3UY2K8LU4cMXt6d1Li+ZlIoGiYSM7FOpleJfdPZQVSmPipbdiBYEUon15uakeJWqlA6yPlXKGqRtMxkZ2a5bR5uF7cwZDGWpUdsbFS67iYijo1LhpdkUi9K2be3fgZUVHJT609cn+76ae7DTXhel0QirTqziymR6WpaxYYNs+9mzcnxtO1SCksn2AkyplIjYhw+3JyRUo3pVHEniY8UVrJSRZDIUjkH6zLlz8ve6deEypqfDSibJJOtGWpXox5Kw0Or73frhiRPtBaW6kcvJNmSzsHYt2TTLwmzaOiSi0Jo1V1z2OW25YEaOY7MZ7gOweU2Dl47lyKU9KnYCEgnGtuXJUGHv1iZEsjtYFjA/z9rBBktlnaH7BqDQ8buYSDDQ40IiTEWh6yLi3XZb+0eLGzeC68ixrlQgl6N5/Fz4gddeY1zzwb8dDcg2FqhKJlqC1u+ayt+YSMj8y8BAuM6oYKi6mkqza5rSlZS429/fLgAZhjx27gTmqmB5MDcJmsve8UkuzCWYMdaSTsumR7EsuO8++Xv/fllPNisCXSfT08DpIiwaQOioZmmJ5KO3krzIfUexGIp1ti1uu05aKXa7ouZnXDfM7Rmdg7Dt9jkfaq0363VsR1tZaE8t5Pjxru73TtQcRrf03J1R6EpYrlbleHWklmVyUvYnCFZefhYWZF1qjuxiIqbvy/G82sCrIAgv4/fee2UCnrpMR6vBd/YtkOOiLk/RuobNpvQ1kPMtYtAHZJ6wZeJ/S1KdHzggbb1lS7ueHRMTExMTcymuW+Hy13/91/nEJz7BBz7wAR577DGeUSVCW9x7772cPn2aj370o3zf930fW7ZsQdM0vv71r/Nbv/Vb7N69m5/4iZ94h7Y+5rpDCSK6DtksqTUDjAfn8IIq1aUlilqeykyNwPNIpTQS/TkM8+LT6bWP/Cju+s0YU+dxN+8g8eKzvM91eK/xGukv/2vKB87wMnt4idvloe/lJBuo+FnmlhJ8ZX8/X+moQZIxmtzmneIW4yBbv+d23vWgxsZNOrpr442tlTtkFePVqpy7/HcQtJUhXdaBTB2SSaxskuUCp40GBD4ksziejtd0MD2HwDSoa4NUXJ/gUBlOOtC0CTwfLZkgqDexDA+SLp7jY5ybwdQDWWUQoDlNjHID0mlMS1t2dqRS4LkBXt3GyCSlfpBTx6/W8YyEFF0xLTHi+U0Mp4GRMPDSOSnk4NhyJx8EcreuaWHF3KkpuatXI6R8XkaQUdGuVJJ9VgWO+tpzyL2pVCqynjiPbnd6e1e+9ma0lWFIudYrRdNWDxnuZN066V+XssFFR48bN8ogH1YqDNGq7gqp/CGj2ogqo5VK5M+ckVF5JiOjxqWl0KLUTUjUdVEt1Cj74MHQorYaui4O2o7CRcvb1rkP27eLoqBG0yDnmlJHjh4VAfXAAQmtV209Nyfi2tat4WebzbDyeie33RaO3g8dCl9PJuUasHOntMvTT8ty5uZkhJ3LSTv19raPtKPtZduhde7IkbDdCwX5rqbJvm/bJuLi8eMrHcxRgVbT5LMzM/L/iy/KcR4akvXk85DJoAH3PZwgCIYxnz0klaOWlkTB6YbnyfbNzEg7bt8etlsUy2pTinrv2MhDmaPoOhTdAgsTMOoAU8ix8jxZZjotx3J6GtOAPXtNmOiiOKXTci6smm8lJJ9H+tyZM/K9LVsIDBM8m3TCY8e6Gj2GJ2J/MsnexDG02+H0lMH+SRGho4bm6CFMJGTzR0fbdez77w9FzWpVfg4uOpfmuuHvSUtYzmc8tq+rs/Vej2MnjWVxacMGqeAerSivfmpUkfVo91ymmzoFJNwamczKuO1sVrpBdD0RLVqoVuHsWez1Q8AAnSwsyCm/fbvo47t2raxUvmJeYcMGOR9efx3X01aWRVes9noHMzPSZbtp/d1e6+uTR7faa+rSZdtybDVNsons3y+njZojitSP6sqZM7L8iYmL1h5blWgV+Gbzsk6DZVR7q/p12ay0wyuvSN5ONY+USIhAPz/fXnlctUEqJfvf6fRNpeTn58UXV89m8UZQ3bhYjIXLmJiYmJgr47oVLj/72c8C8IUvfIEvfOELK94PgoBCocDIyAi/8Ru/wfT0NJ7nsX79en72Z3+WX/iFXyD7Vvwqx9wcpFJQKGCYJoUhnXxPL7WFJtXJEuWaQXW+htMMMIwAqzeHldIxtEDEzAj2PQ8t/+3ccsfy39Uf/nto9Rp3/M3n2XfoZbJ/+CNovtyRlsjzGrfwMnvYz508yz1UyTLJGDUvwzPcyzPevfBp4NMwxAw9LDHBISgU8NZvRstmSGt13CPH2eodYUf5Ocb9c2xMXiD5yZ9nZNwk++n/Rv39H6b50Pu6738LS1c2bxlFiAlAh6wUDwnMNJqpBq9pHAcCx8EIPLxGBbdug2ES+AGBH+BMLUKwgO8HaP39eOj4ro8W+ATzRRnwpDPotTJBqUxgWJBKQjaL7ruY9QqGb2OmTNxBC92A7OIF/FqDRFJDL+Rw6w5lR7apfHYJ7UIdQw+wzABrfokgncHtGSDIZGFpiWBhEctvonkuXjKDN1eHQgEtmUALfPSkhW7qGJqPrgUyOvA8GYXmcmE4/8XwPBFD1Ah6bEz21TDk+5omoxxdD0dskVQAMdcBqnL7pcjnJZ612QztXq6kaODuu0Wk2bGjuyUmWkY4nZYw+FaOSV2Fcff2Sr+67Taxcx06JP1u8+aVakBUwF9NtBwZEXfi009Ln3Sc7sKESlUQHS0PDq5UVKIiJojSUyzKQwmXynrUbIah68PD4ry8GJ4Xxt8OD8s5d/p0KNJGRTzPCy1Ji4siIubz0natPJaAKAPKvhTdt1QqtFQptWd6Wo5Bp3AZFULf9S5Zh9rXe+6R7dO0FWrCsrlSKRYHD4qqYtuiNDWbcgwTiVAMh9B+trgoqkcUFUe6XvJPsrAgl5lslv677qBfA060+snZsyvbPJlsF5k7UU7lclnUsb4+2QbHkfjriDI2kLfZvh0qtSbZVI1jUxn8lrLU1xvQk/PC7SD86prBJkONC6SXpujrW9d1M5RwOTgoh1p1Q10HqlX0Uol8Tw/ol5gY6RTjE4ll967uu/T3G1y4EGau6HTzZbOid5440fFeEMi5rs6pDrZP1NBrFQbG8tx9t2y/EuwsS5r3xRelSX1f5gAUhQL0Tb7K6UaK+vFJZmcHOH9ePndH61bk5Zfl/9deg0ce6X65iXb3RAJszOXYY8/X2t2/0Q93FGFbDSW6DQ6GLsfz5+W1bnNYChX+nErJpTSSKpkgkFPf99tPJ7WpUUdpN9Ql8exZuexdachzVBhtNC5fuGw0RLjUNPkpMAz5OahW4emnNYrFFIuL4byFWm5UuFSXt1yu/XUIby0sSy45L74o3a+/P8wU8kYZH5fL7WXq1jExMTExMctct8Ll1772tUt+pq+vj8985jNv/cbE3HyokNDWIF8DsukU2bECAx7YizWqM1X8epPq9CLNRY3AD3CxJFxb00lmDFLJlWKmIkhnqH/ou6h/6LtoPPg+sp/+HdB1LN/n1i072DU0xo8+9Sf4hS9jTMrg8fDa9/H8xo9w9PkFvnlmmCd5F7MMM8swx9gKJWC5SHMS2MuX2Qt8VF5qAj8P2znMLn6A/s8XWRg7ydDWXjbemmXNQIN1e/oYGvDJZwN0u07mL/8Yd+NW3A1bMU+8jrNtF0Ghd/nuvnPvROMUodPIpmgLRnYcKC2EA5ymH9oj8nkwlsCrQsMk8D0YSKL5LjQq0CzjYeC7TVwrQ7Nko2tFXN1gbs4hyPcRLDkwXQNNQ6MKGpx3h9AcAwIwTKlFFMxUcBszBNksQbUOQYDV1we6gX9hCfwlgoyLj47muRiWgWYZGPiYuk/Cb5AImgTJFE09hW7oWL1Z7FQBNI0UDdzFCg09g+Y0yaU8Es0yrhNA08EwNTR7Dk3XoLcXvVom0HS0Rh1N10isGUKzTBnt9veLU6zRCC0jyk7xdqPsKmqEE4uqV4+KZ4X20XU2u3pYfTdyORn1twTxYOPGsCiQWk9Pj/SjbhYm05T3lDNz40Z5ns+LHerwYVECVMI+xxGFIZ2WUXU0jtT3ZV25nIxgVa7SLVvkO5WKiJBKdVBER9hKrFdiUV+fKBILrTQTKtlflIkJUTyaTYhWqVcO9Erl8kL4lR0JRBVSQuDLL4tbtzOMvnO0r5QE15V2Uu0dVTJGRlbGxXaLk70YSqGZnAzVuG4TtZXKStESVvYD9dxxIsrgmvZcp1HWrm23+nWjWpV2S6elTVX/ihZ3m5+HEycYs21YK8LdQE+ZV561qXoG+ds2wtyrK5fdyge7ZXSGe/pexyim2/t8i1QqdOhVKjA77bdy4QZi8yuVpG9eytHdKbzX66GQ/MILDN5/P7fdJuvrdijXrJHdHh8PU9QCYdqDyAaP3TbEdue1VjE+bzm2PJuVhxIuo13x2WdXOiN7tSXWDTc4PS35Zw98/sxyyolopgZYPfNAELTr/MuX+9a+HzmbIffScfK3bwbTpDhlc+xQnu0TNXouoYI5jjxUuHcqFRqEJyZWnxtRjI5KW2/aFHZf15X90jQxWKuuvHlzez7Hizkun3iife6pUlm9dtjF9k3RKR5eDNXWnf0oKrRGl6cuN+p7S0uheJ1MrsyKEj3tjxyRZZ0+LY9CQQTwN4pax8XSE8TExMTExHTjuhUuY2LecVbJo2eYkB7Mkh7MQrNJsD6DXWoQuB52zcVr1Ag0nVLRoVI08XI9oGvoWkAisEln9YhDUbD3PYi978EVq6t9z99uez4EfEht3oGXsA//Nw6Ov5eZcpr648+TfOlZjMlzeBhUyFEjw7k938Jh6xZmFyzOnPaZd3s4wg6O0Mo/Ndl6PL5yd/sociv3MMwMDU6ynRNssb5K4c6t9H33ezGzCdKVWbb8zs/juz72rXsZ0uZo3vMwjUc/tHIUpyofKAGu2ZQ7bOV8yheWn2vRzPa5HHgeRrOJ0ZcXB2jBgtKiLGs03TKEhs5Qz02ReWma3nEPw9CXU9u5Hmi9WVKBh1atoA1LwQ/X04AAfaxA4HpojTq65xCkkvieh19r4nkalaZGkMuhWQVYbGK4DXzPJzhXJehxMDSPhYaErhupGjSaLHmgpZJ4ToCe6RN36fkaRuASmA6m5st2BT66aZCamgHTItlYwslr6PoCaa2J7en46CT6cgSmRZImRsrC7C9g6j56wkQjgLk5gkpVwk17e5Yrel+R2FmrSdtGR7WqOItyicaxYNcGt9xCoGk0VVWRqKBsmqHFajVuu00ErmJRRpxqpD40JA/Vb3bulJGxWn42K87QRkNEtGZTxMXR0fblZzLySCREiHGcdsEmOso9cECchGr0n0iIkKtcydu2tYeor1sXVrA/dmxlyG20zz/3nLgQo9a0wUFZ/7p17e2Wz8t2TE+LwBatXB7dryjqfGk2pU06R/HLCROvgm4JEqOCWvQ9FbLfmeBO0RlqrmxY0XymyaQoPiqNQZTLqSSt9r1eB5XqxzDkGnLunLyvaSv2yQrs5Xmt/i39sKkj76taZpQDB+Dhh8NjbdswOcmOLWvQE3IbPDEBtbMLDM0fhicjytLFcrGC/DZFc9JCmFxQrevMGfrXrWupo/UVIqrKIgAiNqld3rjW4WQrbDxh+tiZDLX0ANz/sExEHD68oj+r8OBocZoV4dzlMs6Zwxjr4NaNFV47mSVYXFwWLm27vdlVBo1KZdm8DYimG01h2yg7cj5E1LMXnqzT12wwOGpy9PlFaBq8eCzPIxexGvo+fOMb7a9Fjd+p1KVdimNjoeE3avR8/XW5jEVzLCqNXQU7rOa4VFkRoqfV1QhwavmaJrcunYWCVkOtqzP1dHR7HUdO06efDj+v/lei+Lp1YVrke+8Vp+/MTLsI3dlnOk3wV4PjhKb91eqyxcTExMTErEYsXMbEvJUkk2jJJMlBIAhIKYeEptFXq9Mo1miWFyGTwfZNyuerLMwHkEiQ6M1itsZ2CevKzWvO7tvRdt/ObmA3wPsfAO9ekk9/jcQrzxOYFrXv+dv4fYOA13rA4onDvPxEieP6NhZePEXv6ZdZvFDjBfsW5hngBJuoIe6dBfp5nIeX1/k5vlVKqD/begCwFfi6/HkcxrhA7s8qDOjnmfBP4WZ7SFXn6WEJd3QC/+F3U8gHy9HVE+MeI4MeulGgJ++zccKjVLEwvCa+65LtT1LIBeiGAZkMenGOwLII8j2QzZJ86m9IHHkVd3QN7oYtOLfdJe3/L/8x7/uLPwKg8v0/QeVHfgZtcDiipRqQCAfgVrT9DQOSUhlAo1VIvicLnke6rVRoEhU8LzaW+ZajyIJcAuw6jObANJd1l+V1D+RxbR/dd/ECjUzCJEDD86E5VwI8qqkBjPkaftNmMZVBc2x038GbkSrJskwNI1fBwkFLJkgmwSnVoNHAT7roiRqB46L35EmkDbSeHvx6ExwHPZ9F9x0sS5NQeLtOMmNg6AF6cU7Ei97e0KJSq8mIRyVInZkJ/1aOt3S6vdr8W1EBIGYl27ZROXbs6p24t9wiokTUptO5rEIhdCQqlEg5NiaKQWcF9Si9vfI4erR9pBwtijM/L+HQ0SoV0W1R4fHz89LPouL5tm3tyQynp0W0vXAhXP+aNbKN3/iGKABzc+2iV5ThYREwO4vq3H67bFe3i3YiESa5UwLwaorElXDbbaJWXA6jo+KWVCHzIOehsp1F3b4QioidExETE6H9Lao0dVZN6UZ04k8pL54XKmFR61jE8auXFhkbSGKmTJIpDcjIcYtaDLtdUy5cCKu3HD4MxSL60pK0Rb2OsX49u5LHobdDUbmUJe5yFJ0TJ0QpOnpUxOI77pBzpbNPNZvsyk1zJBhnwxaTXq9JbmOFQtaj6egc9NaG80T5vFg0O5y0u3fLZdiyVhanWWZhgQ2jsl8DPS65tEe5ri1fj48eDfXQdevCIjSdYlOnpqs7Tfy5OYyUhTc+vnxeLTx/jKgH2tADmVx46KGu51W3Jn8jp4bKshAtytPNRaq6zWrCZXT/VZeLujODIMwacTF6e8W92GyKEJzJSN21yyGdbhdtjxyROSHF6dPaiswNtt0usNbr4b6mUjKv02i0G847hctLGagvh8OHw0vllThNY2JiYmJiIBYuY2LePjRN7hZbbhStUCCdr5KemgKnCp5H/+YU9SCFU25Qqts4ruTKKjVbrgFNQyNAIyBhV9HTCZIpHc33whKnyi7ReYcLYBg03/Uemu96z6qb2btpgIc3DfAwDvzQGmCN5OoqzmFcOEP2v/9j6n6SI3f/II2qx4H+B1mYtrFKRQ7X1zFzosrciSWm7H4CNGpkWCCMrZpE7o6P+vAM+yBqqJkC/ujKm9bQPAayTQb9GYZqcwwaC/RsHyW7ZZQdn32O3mABuAA8TzP9eU6kdjO0MMwu3sMwM1h/+CQTf/iHpAey+H0DuGMTzL/3I9SSfQz8yX8ht3geXQswpi/QeNd7WPzFfw/JFOapowRWEm/t+uX2BbBeexFj8hyNh98PidYIqZtNJCV5QM2Tr6NVq1ivHyD57OOU/sE/xxufwEzoQIJOzTQxFi1nGhUJWsuPFF4KbAev3sTBxF8qU/Z1jFwarTcP1Sp+wwM0nAtFaoYFORetXkdzHfxEmaDZxA90sEw0xyaZ1tEIMH0bzXAxzQqarpO0fFwnwOwpoOkamuein5gjkWilNcxUoF5Hz6TQ8jm0ZgPDbaKlUyJ0XG2J1pi3B12//CJE3Ugmr6yI0eCgKC+Li6EbWKkpUaGwm/M9l+sunnUTEjMZySm5uBjGgJpm6C7csuXiYm86LSN/VS1Z1y+efC+ZFNtR1N6kRvFXWA18xXK7sXZt6ABULkk1OxN16+3YEebC7NxfXZew/9VQIq3viwJzObNsVzJhkU6LqtISwtaNNCEb+X422y5cbthAkMtRjSo4R4/K9+++OwxLV3lTQY5ZN3dlVGGp1+U479wZ7mN0vZ1VfhRK7Fftroot3X13mCu1UIDXXyc7P8+dPfPQfwdMu1J9HTAND93IhWHJ2WyYMLCvb9ndq+vS9f2ZOZh0YGwMy2oX3UzNawt2KGQ9ynVzOYdyZSlY3taoabhTPLxwQfTTcllyc66rncNPLjHZ6ON4dlhWuqIikOS+LFd1aqfqJHozK2rddXPjvRHhEqS7Oc7FT7VorcJKRfY92pXVduVy7SJnpSKinGlKd9i+/eKXOtOUw61Oy0uZehXK4B4lKpxmMu6KtNeplOxrtBt3ioap1Mow8A0b5NAp5+0brX9XqbRftpV79UqzYKggnJiYmJiYm49YuIyJeSfJZsMqnEGAqWnk02mYmqJvdg7Pl8rarp7A102cUh27GeCjU0tl8ZcqLMxLnjjNaUAygWVXMQb70UslLDMhxWLUHXsqxbKSFEXFSa92F6lp+AND+ANDLP7m7wKwofWWBJSngTWIazMFtkbmr/4Yd91GgkSKyshG/GyBUtVgZs6gVnY5+9VjNE+cQ08n8Ep1igcnSbkVGqRYpBcDDw+Dk2xkShvDDzSOsYUGaRI08TDQ8XFI4AUGM5UMM2yQLfOAg60Hv92+L/XWowt980Vy8xWmjo3iPKFGSt8JQIo6GWpk/qpG8os+c26aJNvJUyabWCCfC5gY91g/803yM8dYpJfxgd9ncOcQiWceJ/HYe0l+6/tY++lfJ/HqC5z3xkjNnaWHJXJUSGBTIk2eMulXvo/Gv/sPkMlgHpNYQWf7LWS+8Gc0970L+877Lt6vIsdRS1iYCUsu9j0dd/yZqFsnK4N4bwGSGvSmwfdgMCd9w7bx9RR2w8fXDGxTRtB1x8N3A3xHBw2Coi7uFpIQZDErNgYeru2imSm0ZhMtJZXedc8mk22QKVTRchX8Qi8pvyaV49MWWlIqZHsY6JZxWTWOYm4Akkl5vP66PNd1cXIeOtTuElROwCvhjjtkFJ1IhDk2YWXCt+3bpfpGp6rSjf7+ULjsLNPbiRp1N8XVzOuvh8n43qg6o8S9DRvkf9cVB6mmyb5kMuI6jNqvCgXZ/s7976SbQBxl06bWrMpl7oNycEbDqlfDNMXypZyx0O40VBXKVZWdXA4ch0Z/P8HQUJjztFpd/fisph4plWdpKYy1nZ2FBx8Ut6WyNW7bJk7dbsLlli2SDzVa3KrRkM8ePSp94r77QmVnaUlSMzQa8MADMmFpmtxFe7Q+MzOyLaWSfD+CXqtw78AZtNEGrpHk+TMjGAmDPXsgv15DOx0uKJtqqV/NprTfiROQy6Fv29IW9d/t0Pb0REzWX5tCN2AiW2S+FxaXcl2FSzSNC3MJJl9qkpvIcNdd8nKpJKd3t0wDl31q1OuSGmDduraUBzt2SJd79VVpw266eSIh615aEifkpk1hSPXCQpgOVtfbhcuDB9u7z5Ejl56jqVbDfKQXM6FfCuXuHBsLOHt2pY3xrrvkElOtyil09qx0Q9u+eJtu2CCPJ5+UfXRdOTZXu62dYvSuXVf+W37ihBjFd+1amc0iJiYmJubGJxYuY2LeaQxjZWzRwABaJoOp61AsYtk2NKowmhGLg2WBYeBM+TQ8i2a2H31uBq/WpGH2YicyuPUm9bOLBIYpxWMyBaxSGY2mzNIXCvg++NU6lldHt0yMwIZMThx5XELMvBiJJLUPf3T5qZLL0pmAkSFxkNyzbwvQXlk3/RefJvun/wutUsI6FUme1Rpj+WiUKJDesZ7G3/ow9l33wROPU/vMX1OsWFzY8R4u7PkgxVmPypee4bgzwZLWR+W2+wlSKfTSEtrSIpnqLFomxUtso17P4DjiAFmgv80dGqVBmgZpigxAJJRshhGwgWLrwa3hm/PAkwA/Cf9/5MFvXLr9ZiD7IxW2cpQK76GfYutxJxP/4zhj9zisL75IbiBJsHMnhZefRD95DP8jHyX/3e+njwX0xSJBOoM/NBqOdjUN48wJrCMHaDz0Pkh2OEB7e8MK6FFBqNVHdaSAe9tBoXP0EbT977omnm+SanUjvx4Q1OuQTeHpWRZcneJ0neBsBdI+ZqOMkcuQNBw8K43mOXiYaJk0WipB/9oshqVj+I6EtLsuRsJAC3zMvjw6PlqjLiM1XZfK8JmMDP6bjVAcUEViIIzxSyTC4i+G0S5yKAtOHNr+9rF7t+QP3LhRnm/fLupGvS6qwuXkUuykp+fyvhdNkncpohagi7ktIexzZ860F7e59daVIdpXypYtss25nLj/fF9+W9atk9eUXSuRCFM27Njxxu1UcHX5bDdvlu3NZOQcPHBAzs+hoXbByzTlsXWrKCBDQyvLQa8Wy9opuCqHJUgbqJjYI0fkf02TZXkey2W2bbtdMAfJyxlVXlSZ5zvukG1VERBBIKpXVLRUqOPfbIa/tcpCp7bzwoWwujsdOv3YmCxDfT+6PbZNKuHD1Gk0R0Ob9lhz/wR5vSoTQn19sl1DQ6Rx4VwgbaHavVJhQj9POh1W/zaNAOoNaY/WObR0sghjyfbjsXYtzXmWr5XjA02CANJJH9fTOFMbZLIYQMqhUhEBb3o6PBSdWufw8BUIlyq/7cGDbepW56nV7TKezcrhU7U/VYQ/tGer0LSwllk+v7JGVW+vvLZ27UpxTqXDjf60dKubdbmoU7dU0piezradBrt3izY+MyOPe++VQ34lGVr27ZPvHDokp5kSLlW64850xasRnf/ZtOnqhEfVzsePx8JlTExMzM1IPAKLibkWUcUQQO5MbVvueDtKQVqZDJZhkAcYGROxJp/H1028JYNmsUqlYeJiEqRSNIppyclYLRFUSiQCF7OvQMNJ4Wo6tucTlKq4i1U0p0kybeAbJkYhi2WCEbig62hGJEdhpSJ359msDCqbze75uy6D+rd9H/Vv+z4AjHOn0eo1glyevl/4aRKvfJPSL/wbat/5Q9Siy951O9bf/VlGgBFAlRkxfjJB9o9/l8YjH8C+M2qzLAAFPN9l//mvcueavRi6SamscWHaYGZel7ya3gUy1KmNbKTegHpDo97QaJ6agi99kcHF49TueojFDXvw/vjPaDz3MkfZyutso7lnH4XNw8y8PMn8fICxOM8ivSzQR5F+NAIGtXnswMJO5KgEORpOu0BcJcdLy3sTwQW+AfARef4kwPfK378tjyE08lj0ssjGgUNsqbzIbu9VtiVP41RtKuRw1r/M0EceYfzI16htupWlR7+DwQFIuxUKv/ObBIkktce+myCVxu/tD0Peg4DEi89gTF2gcf+7CXpDoVer1wjS7SKIabb/0Bi5FORCwTQN0JNuOWFLuCM9uJUG9YaGXq+C66GbOn6limcmODtVBtNEtxsETVuqwScNcD2sXAldD0hYYJcbmHjYRhXNskDXKGR9zHpZsjYUHBLrLUgk0BfmCebm0bNpdKcpo2SVxEwJCrWaiD/KwRYE7bFu70QV9xudXE4EPYWui2Jw/rw8vxrh8q3AskQAbDYvnQxueFiEtyefbH99fv6NC5e6HubNjKalsKyVVql9+975PqtpoWqjae3HGuC110QxUufYmjVcMSMjorKoxIUqmV8mI/3rpZfkdWVHs6ywmNPcXJiPdMMGSSaoJoGiFjJNCxWkzj5ZLoei6NhYe0LCaLqAx7tUv4MOi2UH6XSYm7Rcbl93xFVrmQHZ+hzjuR60b+6XF3fsEFWup4dcbgrjlWmspWnu2FVmspjk1FQK5/QFeFfY5trcLPcZhwjSGodOFlga2sKEcwiedyRfZQtv7Xrq5wiFy2GX3CN3wSuvUMkMc+YlU+4bHAc8j1MvlUW1TCahv39ZEBsYkGa9bGEvKkp3YWkpbM7V5mOjKUuj1cKj4dVr1shprMSzbdtEJ42uZ3FRDovqSop6faXpt9kUkbS3t71ieZQgEK3cNMMUuhB2u2oVXFfO59FRObzQXjxpakrcsVcSuaBcqGo7fV++r9ynhcLF5z2OHZP3x8dFSJ2dvbrTGML6Y5fKIRoTExMTc2MSC5cxMdc6ui6D0G53e9G7b5WfDPHA6X05rL7ccgbEIABvfRJNA71micUhkUEbGcY1RJTymi7+7Dz27BJ1L0PVS2I163jFRWqeho+G72tiu3Nc8FyMfA68gOBCFSNhYKYzaLMlyOcxAhet2URPmOj4+KmMhK5rWjhoXiXR0XLeSGDuv/8F+uJ8q5DQ5eFNbKT08V+59AcbTUhqFPIGhbzLjmUTqAz0MwRk0rDsJNw4BO/+gfZlPPpj4Di8+/Rx3IkNLSejDYgQodXSDPy970UrL1H+2C/QePcHWc5H2YpddxwZjDSa4M0vcvaVIgdnhhicyGAXK5QPnGYuv4mDnzvOQj3FeWM9DT+B73hUjTyeC74fsEgfswwzi4yq9s8DvFtWFS06cBr49wDfLc9/S/5LUaePX6RAiTX/7Ty38zT3pF5ma+8sa8c8Bl/7OpoTDor9bI7mXQ+QfP5J9FqVQNPw1m3CXbeJ5p33Uv3oT16evSOdhnQaEzCTWWkd2w6dSyCD3eYC+Dp+0kLrS4Pv4zVd0C3chk2z7lFzPKx8CtvMYmouweISvqYzPRUQ5CWXpj5ZxpqbI/ACdKcBLmhmEzNtkaaOOdnE9G10S5yXZsok4ZbQEwnZnkYjdGmCjODUhMOlwmpjrp6JCbEyXWuj18u1HnVe6wxDCh9FVZK3g3datLwclPj2Rra1UJAcpk8/HU6qKXeo48hvayYjAufSUvu1autW+f09e1a+++CDopx4Xih4gljZVtvGkydDpWpkRMTCaNX7S3EpJ2syKQrZiy9Kzkyl8kWES02Du253CQ5FtrlSWe6zVj7FvbtKksc50j0dOwjteZ4HBw+STAAE3DKxRHVDg95zTjiRs24duC4Nt9WGpslDty2KSGZZcPfd5IDNxVNUPZupxUU5j5WVLp9fVu4mJq7Cidjpao1ULi+Xw0h/WF24VGlf+/pgz57wdeUG3bNnZfaIzsu9EkdnZlYKl1HnqMo9quZh6vVQuOz86fO8UEOPbns30TC6PdFMDCqLxJWeTslkeIgff7zdYG7bqwuX5XK4/qkpmZcYGpJ9WVqS/1cTarsxNiZC6BvNqBETExMTc30SC5cxMTcJqjYQAPmcVLZuFWJQL5umCZlh0v1penSdIJuDSgW3ZuPVmviGhRfoBFPTeBgEmSx2/yh2M8Cw63iaQdPW0Obn0ZbKNFwglcQr2viJFHqxjI8euthsWxycvodm6OjJBH4mK+Jq60bZMGS79dwgOGDhEGg6zoIMUgxLqoljGBhaa4AYtRP4voxGlFUgkZARkdf6rNdyjdq2vN55F95otGeE7yywo7As3C07ur4VZLLM/e7nLnp81GAjlQTGe9kx3ku4tB74rtvkz5/b0/FNHWhAEGCcO83U0RIz1Rx21WZxSePkV09yxh7lZesuzs2nsT2TsYEmzbOzTHpDlCmg46Hj42LRIM0kaSYZ5wg7+CrvgQZSOGkK+iiyntOs5zTbeJ2J6lk2fv0kfexhLeeYCM5inj6Oefo4qSe+RM//82sAuBMbMc+exN59O87OPTQefN9Fi0QBK0cokaIr4RE2MBPSeGY2ycqjY0AhAZ5HVtOWR31eIY9brqGbGl7SgnyWAA3b16i6afwlBxK90DJFmc0Ay6mRnJyXyPPAJ9ANTOoEfoCZrmImdHwriTbQD5kMVsqQIkWNVgI015XR2sBAnKzzalnt/Lve2LZNRK1bb40LU63Gjh2XrkR/uSi15/DhsISzZYkFzTTlB7KzQsngIOzfH9rwlpZEtep0QV6sWkikIjqZjFzTtm8PXZid7NghsdOuKxa1S036RK8jzz8vOTEta2VZ6EYDLYhY/c6dk9QCAL29WEO9cm0qlRjutZlZsKQw0Py8WAFffbVtcZYZ0LuxDy7oYTh9S6XLIt07lzPQ0w+E7dtiYqPJyXO+qHbROOtGg1TqIqKl74v6NjTUvc2juVtB1LING4CVkf6rodLqdqIcl+ryEwRhXaXVDtH27Stfix727dvlu0oDVyHytg1PPSWa7j33yGvK4GsY7Yc8KmJOTFQYHQ3aTN/RumGdzXO5aJrst+pS69ZJalaQQITVsmNETcmlkoSb33abfOfFF8PUrpeLukfqVrwpJiYmJubGJxYuY2JuVlYbbGna8kBaA8jnsPKwPInv+2DW5S5ycDByFy2OIdcFGoNoF5pSXKiQx/cC/FQGLfDx0fFmi3hNF8dJYWZTGL6DGxg0F2pYzONbKdxaE6OQpRkkcByNwPcJ5uYpGympqt6TJ9ANvIYD5xfRUkncuouGT5CQ4i5WykCrVTHyGbymh2YATYdgaQ7Xl8Gn3T+KVrcxEw1MvxWS37I6eGYSzXbQczmxD5imDF5zuVB4dd3ulgPHCXMlRvE8GQGk02HRJFWRN5sN1dorzS2qaXgTGxiagGjh0Xf/XTV6coGII8WxQCtRtevkLxzGeO5p7Ke/SXHtHqbe94PMldMcPpPh9KmAl55tcrqYY7GZWc4D2jWMHUgnPDYNldkWHGb3hS+xk0Ns4BRrz54jSz8DB14iceAlsn/yP3HXrKP8Ez+HXimB6+GtXYd19BD1Rz6Au/2WK9v/S7RN5+jSSJoYSemz7YYZJUqYQDjQd11wzDRVN8NiteUS1lrLDsCo2+i+g1euoBc0gkQVy5Lq6kmvSiHrgy853vRCAy2ZwOrNksro6EErr10+L8e/myVGVaLu749FzxuB8XF5xKxOJvPm5N+E8Hpaq7W7/C/mjq7V2mOHz54VlUbTwrDvS9nXhoYkKV86HU7EjI2JGPvCC2HZZsXg4OW7d0Fcofv3h89PnxZlSak773qXhLyXy6Lebdgggp5K3ghyPVH2wrk5MkHAvh3VMPmkbbdXoFeo/NzVavib1iLs2l3ad3wc2ywCPoWMS6lmohFw9+Z5MnddJAHjiRMiuM7MrBSZYaWi5bdfvxU7us8vAiK4HjsmaUVLJel+vh8uSt021WqiE8PKSt+KbvMR0Srgvb0rd9X3w1pS9br8HMzOhiHf3ZrmnnugUgmoVpts397epdetk8f8/BszqQ8Ph3WolGgJ7dkOQNqs2ZQ26RRKlalctaFty+2PbYd1I1fD88JTJXosY2JiYmJuHmLhMiYm5srQ9YsmKTJNJIfh+rUY0F0gHUyFlcwtS/7XNLljLxbBacLaLCwuijjpgd908HcUcLQEWm8PyUKSwErgLlbQ5+VO1vaTBGg4vkFzvkK95INp0MwNoPeZ+F6A5thopSXAg0WwzQxWfw9VO8BbKKFrFYJEmqBcwbAbBH39+EYesj3geWiNMlyoEWg6musSJJNo0wuQzWIGDrquoXsOBL4UjEno6KaBlsuCYaCVSrLPpZK0ZaEQ5k9cWJAG9H25k28VYVoOYVQV4d+MAjGWjBKyZoC/ZTv+lu1oH/0RBlAB7vAw0Uq7JSrVMucmDc5NGpy9YHDitMHkjMGZCwZLJZ3pWZ26bXDgfC8HuJc/494Vq83rFXabR1hjn2Ts/CS3/Mpr3M5L3Mqr9LTykOb/669Tf++3UvrYz+NNbHzj+/omoOqDQAA5nW5FiILAxOhNEMwXQbNwqj6BZrCkp1n0LNE4HAculAiSKXStTCYVkEnLI9GTRsfH7M0R2A5etoBhivjJ7KyMZE0ztLh4XlhIaTXBMyYmRqquqDySTzwBjzxy6e9kMlJA6PhxeV4shufY1q1yfb5UMaZkUpSlzokoXZfQbrVclTTwSq/thYLsi6ooc+5cqBglk7K8fF6cpiDXEVXGuxsqh3YuJ0pVsdiuhPX3iwiazYpVUKlJS0uijCWTl55Y0XUmUxuB40wMNzHX9qEV58kkfFnearlrVVX5UmllMSJYqWhFhMyxMdFr16y5uC6s5hNefTVMK757t7yXSoWrjN7WKKfkvn2iqZ46tRwE0kY0kv3228NDrdKUgnw/qhGrquWKbjq7SnV6Md5o+twNG2TbOo280e0JglBD37cvdKOqfVNzEJYV/mQ984y8NjICO3fK3+fOhULtww/LZ2u10Jx7sX1tNGQ+YWIirqMXExMTc6MRX9ZjYmLeGi4WPqfu/tWdvXre3y8DJiXQuC6aZcmFqtGA/h5SKpdgi8RwDgbESpBSVVlbxVS8uQXQdfzhFLqh4XmgaQl0PYdrNzn0RXEjJJNg2xru2h4adSkslDFzGE4DMhlcTHw/Ka4LL4deWoTFRfSk5GX0ii6+XaNKFt92cPUctG7May4Eroc/VUcLPHwt2Qp39gEdrH5INcGwwPXQzARkUmiLCyT0JkHTxsim0F0fw65LgaSBAbE1OE7o3IwKWKYpg1cldEL3gd4VkssG7NjismNLd8uD68LZSYPjp0yOnzY4ftrk2EmTC9M656cMfF+j7Od4xt4L7G3vEnhs43V+MPMZfrD2X1n/5c+S/vJnAWjuvR+/tw/7ljupfffflkrh1xjhIMmA4QGwbYxeSWKWTiUihd0TMNQPjoOHQaOpMVvzYaaCZVSlzkevS9CwaVoOCcMjmwW/ZpMpJElPTqG5rgzuJyelr6dSMtrt73/7cyXGxFwPXO21b2JCxLxTp1a6FDsTGK7GpdIb9PdLntM3S2mZmZF1qmrk0QmNqOXvYqTTci0plcI4674+UZcqFXj55fbPnz4tj6GhUOm7CBt2ZWjYFoMb82i3bYJXq1CsXVy4tKzQ4leprLQ0XkS47OmB+++//PTDalHNpohm0H4Yux0qVdzeNKV7PPWUdBlVFX1xMfxs1P24d2+Y9nRhoT2sXdNkuWq334ysCVeDpomG/9pr8nzdOhGD02npInNz7fkqX301nJdWbanaXtOkPaJuzenpULiMOjVnZqT95ufleS7Xnnu0k8OHpZ2LRWnXmJiYmJgbh1i4jImJubaIFBli3ToRZlxXHqvFOkWtDervTAZjnUzxG10+5pv68upCNx0UCmqQl2g9VqwMBvrBzoXWgZRU1unv7wfPwzMSaK5DYJi4LgSOi7dYJpieIejJYPcPL9cncl2wLFMMc2tG0BMmrq/j1tJUljy0hSKuZuF6Hp6v4ZXr6HMOer2BnkmhLyyg53MkdBs8T4rJlEoyymo0whKiypFnWaGorITeZnNlSKaKjVOh65eBacLGCY+NEx7vfbD9PdcF29E4clyEzHOTBtOzBkeOG7x22GRuweQwO/ml2i/yS/wifRQZYZocFfIvlLmT/dz/laf41k/twkgYkEjiTmygede7KP/kxyF1DRVrUQW1YLnt2syQrZGbAWQTkM3r+D15PB9cT2Oh5GAk02iVGrZusLQYgJklQZKEV6NQLZHIN3FmShiaT7IvQ8KuiKDZaMQ5NGNi3kzS6VBVeatQTserZevW9hjeRiNUuaKKW7eQ79XIZML80CBx1JZ18ZjjyxRGN2w2YHNE4MxmRW2qVuV/VTQpSip1ceEymZTPDAxIxZsOIfNKirrcfjt8/evyd0+PmGMvFaKsfibXrhVzr++Lc/DYMTH8Kh01lWqf102n5TvnzknzbdggOvnmzfKbGhX4xsYufx/ebKK/YUq0fOqpUGhUhlgInZlqv6C9/aNirEKlEq9FAj2OHZNlnTolzy8lPC8tyf/K3eq6rawucTBCTExMzHVPLFzGxMRcuyg18Vqr1KxsEIporjrDEKHUkO01TCBlQboAmUBCC1fVASN39v0JhtaA5o1g++ZyfkT75Hka04v4Yz042T6CkoWbzLEUWLC0RODqaEEKzcqj6S5GvYIZeCR6WxXdm00RNjVNBovVqrRztSojKseRQaFhhEUoLKvdyRcEYZjyZQpkIg4H3HGLwx0d6SuDAGbndf7mqST/57Npnn/ZYsGTXJqKv+FRfh0Y8y+wq3GQdY0zrD1wjk0HTnDn//x2NnIS47EP4G7YgrN5h1Q2X7uh3Z27/2mCdBZn2+4rzyH6FqNbBjqSES6dafWtvnb3ZNMOsP0Uk+erBEGNwE+i9RawztfJ9gxSmK9gFmfQbAPfdkloDtZgz3JBo5iYm5o9e8QKtnnzO70lbz7j42J5O3IktPapa7Oui3J28OBysZrLYutWeTzxhDxfriB3EQfpxqtM7aGuUefPh2W2VaEhxR13SLzw0lJ3FVI5PYvFrsLllaAK0qjafN0yAgwMhE7ATpNoJL0mID+5Kqq+W6ad3l4R+Obm5Gd582YRB6Pi3ujoOxv+XCjI+nO5ULtOJELhUomESrs2TZl7VsJl9FB22w8VaKPaFOR2JOpA7XbYgyCcn00mw0JKzSY8/fTKCvExMTExMdcnsXAZExMT83ZgmlecaErT5Htyr66TADKbB2DAkGUlEkBO3Iw2+F4K1wloLjXwUxl0HerzaRw7oGRl8AMNtCY6dUy3gT49h56wMLNZzHpZRldBICOnRCKsxO66MqLKZGTEonJuum44OM5kZKSgRF3Hkf8vw+qgaTA86PO931bne7+tTrmicfSkSaWmMTuvs7ikc+KMwV98IcFkaZxJVhY1MXF4719+mffyZW7j9xlliq3GSYxN69HnpvH7B7GOS0lXr3+QhX//O9i377ui4/FOk0xAMqGBocsBLxRAD3CcFEs1jcWgD8Ouw+wiGgGm75Ad9ugZbRAYwaVX4LqSCK5QiCtdx9x49PXBgw/emPYrTZNrcy7XHpOs6Om5shLOICqUUtuiYQkgbs7paVGEqlWxxg0NXX2qiv5+sTWqijcgilenEKrC9RcWpFjPhg0rJ8/epPLTSgA7dKh70+3eLc6+RGKlCbWzcPzx43JJvfXW7vWmooLc6dPy865Sq4I0/cWKCr0dWJa0Q/T0UaZcRU+P6MYg22xZ4b5F9zEqYqoMN7YtbkuV7cbz5O9kMnRwTk/L+m65JWzz/fvlUO/bF3aFgYHwO6rYUUxMTEzM9U0sXMbExMRcT6TTK0ZJ4ZhSk0d/ODIKhjN4ntzYOw64bpJmM4m7UMZ26vjJNPV0L46fRavX0FwHzU1g9A2QSICh+Rj11sgkCMQOkc/LKGxhIXRd1luV5m07LBNaLl+VAJbPBdx568pB5y/9A9j/akLCzOd0LkwZHD2hc+CwSblu8QU+yBf44PLnDc9l69Gj7OYADy48wQ8zTR+LGMU5Bn7qe5j/j5/Gvv0ejAtn8fsHJXem41xb7t5udFRbtizo6xFh0vNSUK/jOx5uIk/xfJWFGQd8scVMnnGwMhapVFhLY3kgurQkx1elB3BdEUKuMXdqTMxVcyOKllE2bBD1Z3j4zVmeUn86lblt22Rd6bRManX7zJWg0q5EOX1a8nSqWOFdu8LPRHNsbtokKqNhhEXs8vkriw3vwuCg7NpqWqyur56Oc2xMDoFhhHWTSqXV5y6zWdnVSkUuwVHXIVw7P0mdPwWdh7xSCbMWqBDte+5hOTWOQuneICJvKhVmCwD52anV5FZCaeeKalVeT6dF3FRh4cp1qWnSNaPG4G4pvk+flm1cu/aqmiImJiYm5m0mFi5jYmJibmA0LRQ22wYZgyn8fAJ/aBBPM2k2UzSbBfxShSCRpOmbNJsyMPDoJ5EysAKbZDotzqV0WgaGanSi3Je2HY4ezp+X0Uc6La83m+HnEglRza5AFEun4IG77a7vHTtl8BdfTPG5L6doNjWKizqliuTNPMxO/pTv5uPab7JrU5N3T/0hD1Y/z6N/5ycYp7hiWZUf+LuU/q9PXJd5Ig0DyKUxaIWdm0l8L8AmA/NQnqygaw28QMeyAjJZHS1h4SYyJGeq5AMT48ICadsWwaCnR0Z2N7rgExNzI2CacNttb97yVDWWTgwj/EEpFGTC5426tO0u1/ZTp8Jy0qdPiyKlhFKQ93I5OHtWFKxbbhHF8U2ozLJtm/zUXW1eyVaNwLbnF/vsxo1hc2/cCCdPhu+/QQ32LaPTPRpNUa4Mut32u79fChlNT4uYq4RZlaMykWA5kiRqnFWh6Oo19b+uy3t33RV+NpopQAWAKKrVsH3Hx6/Ln/qYmJiYm45YuIyJiYm5GbEs9Ik16MgPwfJN/VCYD9GWej9Uq1Aq9eC4ULVBa4DpQiaTDQclagFqMOv7MjpZXBT7iGmKBUKNZnxfLCiFgow43mDV8y0bPD7+k1U+/pNizwgCmJrVef24ycGjJn/6l2kOHbN47Xia1/gxPsWPAbCO0zzKV3k3f8NODrGLg+T+938h++nfoXnPg5T+r1/G3bz9qrfrHSeZlNyZvoziCv4SRiJJ0LRpNHTKc6BZJvrIMJW5gEWrB93S6Z9vkjRTJEtNkp63MimZ70vn8P32EWFMTMyNw9AQzM5ePHflyMibU+46KkgqlGgJIlC67kox9eDB8O9Ohc91xcY3NHTFky+JRPd8lFdCNEfl4KAIdYOD3cU83w+boNPlea26AjvTJ1uW/KxDKEKuxubNYpZVh8V1wwI/PT0SGn/4sFQWh9DhWiyGoqYKx+90pJ48KTq3olpt/5mKhre77rUrDMfExMTEhMTCZUxMTExMV9TNfDotrghlmmw2lZgp7ys3Z5u2pevyJceRGDBNk1GO54VCZaUShpiXy1Kh4E2qPqBpMDbsMzZs8/B9Nj/9wzWmZnWefTHBMy8kePoFi6MnLc6wnt/lR/ldfhQAS3PYGJzgfu8pvu+pT/PI/m/D+c7vBaD6kR/F7xskyF1lHrdrggDKZTTfJ51IkO5NQLMG9RlI1XEzBRxfZ6aaIfADEo0yyYVJUoM5rKFeTEsTV015Ab1aloYeHw+dtfEIMCbmxmH7dolhfjsKfCn7XqEgCSRffjm0LG7YEFZeHxuDycnuy4iqU0EgOTObTdmPd6Akd2+vXBbrdREtp6fhXe/q/tmoyBndjVxOdNdrkU7HpWWFNf36+i79fU2Te4mlpfZ5y/HxMOQbRMhdsyYUKh1Hco+q/JXNpqRnHh2V550/QzMzMo+q6Aw/j4mJiYm59omFy5iYmJiYS6Jq7qgB1eCg3PzXavKoVkNNMpVqfU7XZbC4mtPFMGREV62KlaJSkc92q3bwJjA65PPt72/w7e9vLFcyf/5li6e+meDIcZOjJ03mihavs53X2c7v8qMMNmbZ+QeHuI+n+cgffIw72Y+3Zh2a4+ANDOFs2035p/8J/tDom769bwmZDKRorwivqh9ks5iWjgmkUzL6tEsmzcU61UUb/1wD+vowtIBktYFRKlMYSGAuncPSPZL5BNr6de/YrsXExLzJqDLSbweDg3D77TLRZVlSbeXJJ8USF83ZuX27WBAPHGiPxYZQsTpxot2tWSy+I8KlpknU+osvhmLZaiHjUbEtlZKo99OnYefOt347rxZNk2Lvhw5JmtFEQlyUuVy7UHgxFhclJ2YUZfLPZCS1qULNa5471y70gmjZU1PyczbeUb9PpWoF6TIqv+aWLfFcW0xMTMz1QixcxsTExMRcMcpAmcuJeVK5MSsVeahBWjqtra5B5nIymHQcESqrVbFGNBoyclFOzbdo+4cHfR57T5PH3hOOgE6dNTh51uBLjyf53F9bzJWGeIIhnuAh/h3/lLWc5TvO/xnfymfZM/Myw4deIfPZP6J5/6NUfvCncHbtIci+TQP9q6XT1arr0tZdSBTSJAoty1B9ATwPz/Fpluo0E72UZx2wbUwcEr06VqNGui9FNqeRpn7FeUxjYmJuYnp7w789L0xU2KkuZbOi7D33XPja1q3h70Vn7PBbMBF2uZhm+8/YxebxbrtN3jcM0XGVyfRapqdHHo2GXO51PXQ+Xg7dqqw7TvfgC9UNOkVLCEPTdV0Eyc73XnhBRNZol3kHu0VMTExMzBUSC5cxMTExMW8IXReHSCoVDmAcR5wNi4tidkkmZYCyYtAWFcxMUwarjYYMWOt1+ZIaEb0NBWI2THhsmPB49/02v/qP4MXXLE6dM/jil3S+/myKc84En+Jn+RQ/C8Aw0+zxX+bHn/wdHnryY4yYRfyxNZR+9pdoPPqht3x73zZUGHilguHYZPoLkLSQEkByuJzZRarniiydMUgkIa/XSI72kRjtxzDCMEJl9FQ1nGJiYmJWEC3W003FymQk7tpxZNIrqvKNjoa2vExG8iyvX/+OTaJcrqvvcl2K1xqqsvfVNG+3qu1nz0pxpE5WmV9rw/flt0bVBNy3D44dk1StKrQc5P1sVu5RTp2SOdQ3I1VrTExMTMxbQyxcxsTExMS8qSgRM58XIbNclnyYCwthLkzD6FKLxzAkmVcQyIenp0X9TCSgUgZa8erdRjpvAaYJd9/ucPftDt/zLdBo1nji2SSf+XyKb76cYHJGZyYY4Uu8ny/xfgDWuad579kv813/+E/4W/wdDPzl5TXveYjyj3wMe9+Db8v2v+kYhhzQLpgmmEM50uUyaAGNUsCireEtltAqOcx0YnlQq8TKdBoK+QC/VMEsZNBMY1nMNM240mtMzE2NaYoCdbFq5aYZJlmOokLNHUesdo4jtrtOZTAI3pbZk61bJT/juhs0k0ahIPOLl5PXshPTlHD4Q4fC13y/+2cHBuCee+DZZ8PX+vtlcrSTu+6Sw2uaYTEeVfwnnxfR8plnws8vLko3OnBAalFdiWs0JiYmJuatJxYuY2JiYmLeMpSI2dcng4tyOXRkqnSWK5yYmiYji1JJPmBZ8iUVH2bboYUlCNptfG/lviThfQ81ed9Dsh2lssbJswZf/HqKz3w+xblJgzP+ev47P85/58cZZJZv4XN8G3/B+/ki2WcfJ/ns4zibtlH93h+j9q3fC8nUW77dbxumuTxyTbUeLC4SuPPYRfCNBHohh28lYXGR4lmXpUwCb3YBvd9DSyTQ61W0vl6sjIWuy4BYpbyD2KEZE3PTYFlw331Xf9IbhjwyGREtPa/9/UOHRK26++43rSjcaqTTkr7zRmXHDhFnr9bQOjIiaUxfe03MsatVUdc0uXdQbN4MExPwxBPh4d2zR/7vti3z8/J/NttdHJ2ZkduMw4dFEO3mlA0CiTDozEYQExMTE/PWEguXMTExMTFvOaYpAxNVndxxZIBQLou5MghkoLEsUlmWiJe5nLgsm01RPn0/HIQmkzKC8D0wrfb8aG8DhXzAnl0ue3ZV+Mc/XaFeh2dfTPDVJ0w+8xcmc42h5YrlSd3h3YlvcEfjKbafOMK7//VvM/67/4HFT/wGzs49oOvXfm7MqyGZRCuXSDqtsE99oFWUqUoqcPGdFIZVxvchqAV4tou36OL6ffjVGuVijqRXR+8rYBjacm5VyxJB3DTDKrZxKs2YmBuMN2NCSqlPBw6IEJpMykSYqtBy6tTKpIgxV8wbvf5qmqQtvZQoGK0IPjEh/w8OyuHcvLm76zNanAfkN0TlxIxy7lz49yuvSE5MtV/KvNtoyLbefXf3/JwxMTExMW8NsXAZExMTE/O2YRjiPlGRfb29Yqx0HNEkFxZkXJlKgT4wEH4xmZQkVPVWwZdqNcyBlmhVBFBlzd8h0ml45H6bR+63+cQ/hOdeavDXX0/yxa8nOXPe4guNR/gCjyx//qHJr/M9P/3HPMY/YSOnaDzwHhZ/6d/jD46ESu71jsoNYPXIQS4WZbRXq6EZBkatDLkcut0EXcdw66CZUJ8Dpwlmg2bFxm/WaZgpyGSpVCyCoFUIAo8gaAmaeQ27GeB5kDFtrHIRa7iPIJFEM3R0PYw+jZ2bMTE3CVE35dwcrFkDL78cvnbunChe8UXhHUfTLu1kVK7JKBs2iIiZWiWAYXw8DBNPJGQSNSpcGsZKQ26lAs8/D/feK88vXBDREuTnuVKJhcuYmJiYt5NYuIyJiYmJecewLHFhggwGEgkRL+fnZRCSzXaYbpTqmc2K4qmqzvo+LLQSXQ20ijS8gwNR04T777K5/y6bT368zJHjJk8+l+D4aZODr5t885UEj/Mwj/MwP8N/YDuH+eA3Ps/3fvCnuYdn0YDqd/4gBAHu5h3Yt+/D2bgVUtdhGVQ1ElUHe2lJ3LTJZCg2qxFnLicHX+WeazRIAqR00rUlCEQIDawEdiOJv1hC18DzdeZO+ZiWjkZA2dbQyiU450MAWiqBHngYI0MYSZNkUrpMJiPdSddl897iiNGYmJi3m95emJyUvw1D8iZ3WvAc5/Ir6MS8o2zZIgJiNJz8UtXBN22S9Mz9/XKtNwxxZs7Oyvu33y5uyk6UUAmhsx+kztPw8FXvQkxMTEzMVRDfosfExMTEXBNomoR8KU2yVJIUZLouj3Q64sZQAqbvh1VlbVtGF3NzsjClSr3DThpNgx1bXHZscZdfOz+l89kvpfjSl+D5Q3mO+Ds4wg5+i59jK6+znSPc95mn+TB/zk7+NxrgDY4w9/9+Bm/dpnduZ94omtYe0t/NVareVzYY25bOQLA8etQsi6RpglMX8VrXyQY++FKZPmcaMJoEpwaaRuBIOLrXSOAtOJRs0PNZSqk8hiGLTdKgQJlE1sQv9C2Ho6sqtbEhKybmOmRkRFQqJUx+7Wvt76fTsWh5HZFKSeGdK8E0V1YMHxsLf47SacnRefTo6ssYHRX927alyFKxKPcqyeQV70JMTExMzFUQC5cxMTExMdcUSpPM5yW1ZaUS5sPMZGSMuezC1HUZOdh2aLtwXflgvQ61KmSy11xM15pRn5/6oRo/9UNQKtd54rkEf/21JH/5xQRH3W0cZRuf41v5Rf4Vo0zyMF/no3N/wAe/9/0EmzfjbtqGMTuNs3UX7sRG3PWbsO964MYoxR0VM1VugURCRpm6LjaYWk3+z2ZlJKuKNPl+mPhS05b7hAYYlQpGdREaDdKZDHgOFNJ4mommQf14kenFVhX78TyaGTozk0l5GIb8b5rhc8XbWCcqJibmSlDCpMprGUVVc4m5qdA0ES8V+Xz3z50/L9kFUilJkQoiWr7yikxoPfDAW7+tMTExMTGxcBkTExMTc42Sycijr080yEpFzJT1ughEmYyIR5qGjDpSKXmi8kNalghcjiPWzULhmlSVCvmAx97T5LH3NPmVf6Tx0gGLE6dNvvZ0kiefSzDljPFHfB9/xPex1j7LDx76fR449A32cZjh555YXo6zbTflv/uPaDzwKFg3mIMoqhCqUvVRNC0UNtXzTrJZETuTSelEvg+ahtEj+Tezep1sH+DWwJnBb4LTTKHnCjSbJtWqaOIqnDyVks1SYeaqaEQuJ33TNOU9lQLhGux6MTE3F4cOtT/PZFZPjBhzU1EoiOsyk5Gfj5dektePHpWw8GjuzVdekf+jFc5jYmJiYt5aYuEyJiYmJuaaJ52W8aWKDi8WRUQqFsP3dDWyGBoSpajZFJFqcTEsZX6Nx3X19QS8+36bd99v8+PfX6PRhJcOWHzx6yn+z2dTnFua4N/w88ufv4VX+Xbr83w/f8ju11+i/x/+KADuyDiLv/Yp7L33v1O7cu2hHJjKFplKQXFewtFrNVEhC4XljqXrOknDAGwRPRMGBE38TJ7AMGk0pFu1ItWXTaHz8/LQddCcJoFhkUjp9PSEg1+VUi8IwjStyaRsXrMpm5RMXrpQRUxMzGXQbEpV8Sg9PZL88Pnn5WTdu/ed2baYa4Y1a8K/k0npNiDX9TNn5PocrRl4jQVyxMTExNzQxMJlTExMTMx1gaaJmw3EYOk44sJcWBBtcrlauQoLVPG99bqIUuWyCFSK3t5rPnFhKgn33ulw750O//Tvl/n8V1N8/ZkELx2wOHrS5LXgVl5zbuVf8k+4c/A0D5Q+zwP23/Do9FcZ+snvwh2fAN+n8pEfgUfvfqd359pA5T8FKeSkchAoUds0xeYLYY6CSkX6ULOJnq/ByAjZtN7VRplO+rh1B7+4gFavQTpDo5pm8mQdCj1omTSuG5pIVVS7Kg7kutK3Uynp57298vqNUGQ+JuYdwTBaeXJbrFsnNjrDEKt0fHLFXIQggBMn5O+HHnpntyUmJibmZiUWLmNiYmJirjs0TfTJ/n4RdxYXxeWmisValoicmoZk1Z+aEjGqVhOBynFElEqlwuI+12gouSKZgA9/oMGHPyClTheWNL7yZJLPfTnFl59Isn9uPfv5KT7FT2Hg8h6+wk9e+K98kM/T+//7l9z75J24/+q/wVArsVcQgGND4tp2ob6laJoc906UkJFOi5Ko1MRsVoTMVpg5/f2h+O040n/KZUzPg2pFXvOaWFYF/Cbk0gSFdFe9XPXdVEpW02xK1dtSKTSLGoZsSjIp/6uUCSr3a0xMTBdMM5wVAHFaglib1f/RPBCuC0eOSBLE/v63f3tj3nE2bJAuMDoahoSr9B9DQ3JtHhuTrhPr3jExMTFvPbFwGRMTExNzXWNZMpDI5cQYV6mIoDM/r8JvDczhYVF/pqdFAarXw3jzRkO+XK+HCa6uA/p6Ar77sQbf/ViD81M6z72Y4IVXLZ55IcGhYxZf5G/xRf4WFjZ7eYEH9n+Dd3/oEzzU+woZrUGQTGJeOEvjoffTeOj9ZP/P/8CYPMfSP/vX1D/wHe/07l0bKCukZYXFnwqFsIq964qI6fvyPJOR/uS68jnDCEe9rc9ozUbXpJdq8dHnSlf3fdFLlYZqmmE3LRYhFdRJmD5+OksuJ5uQSoVipnJz2nZYXCjmTcbzZAalr2/lBEizKQelp+cd2bQY4O67JXHh0FD4mmGEgqZthyfGqVOiTM3OwiOPvAMbG/NOMzoa3g7MzclrKnXHzp0yoXT8uLy/du07t50xMTExNwvxrWtMTExMzA2BEnr6+8P8l7YtQqauW2SzYAwOyujDdcOEmco1t7go4mUyuXqJ0WuUNaM+3/HBBt/xwQZBAMdOGfzJ59L82RfSnJ9K8Az38Qz38ev+PyJZbPAIX+Mj/B++k8/Q8/gXST3+xeVl9X7iZ9AqJWrf/v03XpGfNwNdl/7h+9K5TFP6UjYrfcg0Jb5boew4mhamK8hmYXCw5Xp1VrVLKmcxRGqIKLdnRGCvH1+gUvMIklUqni/LNszlWlUq/6Zty6b29srfliV/6/p1o9dfuzSbcvyTyTCnhaJUCh+DgytV6pi3nmQS7rmn++uuK8dPpZCw7fD9o0elakvMTYW6xO7fH76mhEtdl1yXFy7AsWNyDe085WNiYmJi3lxi4TImJiYm5oZB00QnMgwJ4woC0QqKRVhaAtNMktLAGhxCU4kDC4XQpqlyYaqw32il6usETYOtGz1+/mcq/LOPVTh7weCZFw3+6vElDu4f4fxChr/mA/w1H+DH+e8M63Ps9l/h23q+zrdsOcSWF/6Y3n/9z8j/l/+b+rd8hPKP/SxBvotTTCVnvFnR9ZVh5io3ZjeSSemMtZq0XS4ntuBmU76nLJK1moyQu1U7LhZFXNc0cY4ZBszPk6ZOOuECdQhcsD35fp+I8o0GaPUaSadBw00zWRfhTJ0fQSCbl0iILloohLq+poX/Q2gojTo6YwhFaN9f+Z5phjH/ti3iZey+vDZIJMRBXS6H528QhO9Hc2PG3FR01vKLXu+il+ejR+GOO96ebYqJiYm5WYmFy5iYmJiYGxZNE30gnxfhcmFBdINSSSOf7w8HJvl8mBTT9yU2zDBEnFKhvn19112MrabBujUea8aabNzzCneM7+XkmSp/9dUUn/mrNMdOmcz4g8zwKH+z9Cg/9wLcN3aKDy79Id9W/DS3/d5/JPd7/xFvaBRch8Z7vgV9YR7r2CH04hyLn/gNGo9+6J3ezeuHQkFCiut16ZDlsvSpubmwaFC5LH0xm5U+mM1KP2w2QxuxihXXNFmOsmbquoy2q1V5pNOQyZByK1CcBt8n19sLvSkIAnx0qVfl+zTKLlgJgkCMg5mMCJSGHuBUbUhY6HMz2FYOJ5kjnZZVZbOyS+l0GFXvuqE7qdlsLy50w+rdniePqOgVfS+REGvWzEzYIImENFRng9ywjXQNohSo06dhfFyOTaUSvh91XyoWF+H8eTlJNm58WzYz5u1HOdXVKa2uadAuXO7c+fZuV0xMTMzNyPU1AouJiYmJibkKdF10x54eGYdOT4tzrFqV93I5MM2WUNDfLy8qm1mjIf+XSrKQ61hQUG7Mf/DjVX72x6rMFXVOnzd48TWLz34pxYuvWTw9uYGn+Xk+wc+z1TjBPd43+MDsF9jBYW77k/+Nhbu8vP5//OPU3/MYerlE9Tt/iMb7vvUd3LvrBFVhp1YLO5/Ksbe0JKPjxcXw72xW+t3SUlggSCVz9TzVedvXYdvSbxcXRTlU3wURTaemwPPQBwfJ5VJQrkJjEXpGIJHAbgaUputouoZh19GrFfShfuxiFT1pk9+Uod7UqZY8Fk8s4mZ7SWUNLEu0nFpNBvZBIKszzVCjq9Xk72xWNlGlDw2CUHdVf7/lFIuysmiRpW64rsx6DA6uLjL6/krhstGQtofQwV0oyLKUGN3XJ4Jmyz2L58mxyuViV+bbwfr17UW6VM5ahW2vFJJdV/JfFgqxcHkDExUtoV247O+Xa1wu190cHxMTExPz5hILlzExMTExNw26LoOMiQkZjzqOaDvRQtGpVBJrYES0oCAQIcG25QOqEvkNgKbB0IDP0IDPXbc5/J2P1pic0fnzL6R4/qUEX3s6yVF7E0fZxO/zQwDkzTr7+o/y2L45vv/orzB65HHSX/lLAKxXX6By9iS1D30X/uiad3LXrn3yeRE/sll5rqoep9NyYFTCtHpdOqjrhpWPk0l5NJvSobu5gPP5MDRdhbr29EgfXlyU77luaEn2fVlXqQTpNIlmk0RlLmKVrIGbAKsBVgCai2U4+AkXzaygWQFOoo+mayxrco4Tbq5tyySBpskio7WxlFjp+6HACdI0SgiNFiN6U6nV5P9yuT3sX+U8VMenVpNH5/mvZkEymVYFeU8+ZxhyDEql8DgpJVYVB2s25X3Hkf/HxuS7ti2frddj4fLtIJWCbdvC5yrvcSolRXpUPgXVGSGMIW403vbNjXl7mZiAs2fl72hdJ9OEe++Vv9W9hLpcxMTExMS8+cTCZUxMTEzMTYcSMFMpGYvW66FWUS6LSSqTgURCQzdMtIwpQsTUpCxAJQO8zkLHL8XYsM9P/3CNn/7hGpWqxteeTvDSAYunX0hw6pzJ4lKar8zcxlc+B//UfDePDOznQe9rPLb4v7m9/hKF3/7X5P/L/42zaw+1D3wHtY/86HXtUH3LUIlYO+lsq3Ra+tpCEXRDBBVFZwK2TlScI4SOMcOQqhKgciaE61GVrIrF9qrnjiOiTbkc9vuZGXAc9EQCmg3QwGo2sUZGruqcUGZQ15VzUU0oJJOyal0PC0CrYu1Ka3xD8whKDG402oXLhQV5TZUVNgzZsEZDNkpZsS5cCC8YhhHmuVTh/q4rz1Xaic6d7u9vF5PV675/3RUIu2HQddi+Xf6enJRj/uKL8vyBB6RDHj8uz9WE1nWWBznm8tm0Cc6dE2N0t0vu/Dy8+qp0gfvvv+FuCWJiYmKuGeLLa0xMTEzMTY1htFcE7esT3aJSCZ2YqRQkswWMAUdEClUgJZ/vLkDdAOSyAd/y3ibf8t4mIO1w8KjJE88m+Mzn0xx83eJL83v5Env5BP+QkUyJD3p/yWPNP+V9r3yJ3ld+keRLz1H+sZ/F3bC1Pc4u5vIxDCmy47pX3tcu1uaqEJBSDUFEmlxOOn9n31brr1ZFaCMANxXajQxD1jc8HH7e9y+rgo/aTBU2DvJV5dpUgqZpyrlpGDLJUK2GOmytJp/L5cJdUlG/HUXYQ3xftr9cFruUskwFgbzuefLFajUMF69WpW0qFVmRzHDIspRwqevyWeWUhZXilmrPREJ2rFgUh6VygXaiPh9PBLz5BIEcr1dekefj47BhQ5jPQHHkCOzeHYb/AzzzjFjvYvHyhkTT4OGHV39fuTFVQEYQxD91MTExMW8FsXAZExMTExMTIZGAkRERRJpNeSwsQKmRQDP6yVHF1FwRLBqNUOxQ7q1oJZIbCF2HW7a73LLd5ad/uMaR4yZPPpfgqW8mePzZBNO1Ar/L9/O7fD+m5vJA8CSPffEv+cEv/gCj2Sqlv//PYgfm1bKaQ/ON0tMjIkytJn+rEXdv78rPKitRLhcq/XOzYZK3el1EvWZTzoWFBRHxRkfDAjRXIO6oEHLlclIGRJW9IZcTvfH8+VCgdF15TWlNZ86Ebs2eHhFFlx2aQRAurFQS92M2Ky97AbpSTSsV2ScVTg+haOn7soHq+Cgh1LLk/2JRVqg2ItqW9XrYHqYp3/F92VC17ijT03Hey7cKTQtFSxAn7aZN4sKdnw9fn5uTThVNfGjbcv5EZ79ibhqiLswXXpBTeWREbgtGR9+57YqJiYm50YiFy5iYmJiYmC6otIPZrGgF9ToszpuUZ1PYjoaVSJFcmCLlemiOHQqWzWZYofwGFum2b3bZvtnlx7+/RtOG515K8NUnk3z1G0mOnTL5Oo/wdR7hn/FvuLX6Kvf8u2e5+398iju2V9jw7o3Y7/kQQT4WYd5RNK27SHm5DEaSvqXTIgDOzYmwZxjQqMOMHjoLo0niOrnMStoqTyaEGl80Etu25fQ7cyassVKvyyalUi2Hpu+TtMtodUjYHkEijV6tUzH6mJ8HYw6S1YBsn0c6CHDKDnozoFH2qM806JswMV0bvTNMuLNwkkre6XntNqx8PgxDj+6YKseukoQqN2sqFT6PeWsYHZWiVQrThDVrJE446kq+cGHld2Ph8qYlevqreQvlwhwejo24MTExMW8WsXAZExMTExNzCVQ4eTZrULPyNGwdV09Q0QdZmKuSyKbJ5g00XROX1fx8WDhFiRbKMtZs3nCuzGQCHtxn8+A+m1/+eJnT5wz+5qkkf/6FJM+/nORlbudlbue/zgKzUHhyiUd/7W/4sPkX7Lulzvg9E5BKU/u27yXo7b/k+mKuQVTex1IpDGnu6xdHp6aJsNnXJ31fhVUvLIRinKaJqtgttFwpkF1UgM6wzEQijM7OZGRTlCm6UhGHJqUKer2K5hokGjpBNoVZdLFHwW4GeLMOWs3AOu2RCVyaMw74CdxcD/bMIqWlEsm0TiqlkbUMiRhPB1iJJF5PEiNw0eo12YBSKYxhj7ZVZzK8bDYsuW6aYh3VNFFdR0dXOjBj3ly2bZP+eehQmEvWNCWv5ZkzcOKEvNaU1BnLeWE9TzqWSpEQc1PR3y+pUGNiYmJi3lpi4TImJiYmJuYy0TTIjvegiof2jY5QPrPA4kLAAmnwfCyvTkJzSWYTofuyVhORRi0E3pjT7Rpn/VqPH/lIjR/5iFQqf/E1i5eeqvHSUzVenF5DiR7+nA/z5+6H4SUYfWmS+3mK+/+f3+GO9wyw+Wc/hLU2jrO77ujtFaEtmQxFRlWAplSSGG7fl3PBsiS0XFXRVgrk2Fj7MoNAlIFlu+TVo7TDwAD8Jp7m4aT60IKAZsPDXJqnnwYUbDBtGnaZes3F0nyMwTyZpI7e10+lqjE3VyfRDDACHc/TSCUDdD3A8zR6Cjr9vaZok319OHaAiYbvye50LeBhWWEYuGo7VXVchaZHQ5Rj3lx0XWJ8C4WVavjwsAjLr74avlYoyPF6/XURmWNuSoaG5JLVTbyM3ZYxMTExbx6xcBkTExMTE3OVJBIwsKWPbKNVRKTSoOJbVBspqrZFQkugG2nSCU/cmJYlFrD5+TBHnqZdVgGT65WxYZ+xR5t86FEDyOO6JV47WOYv/7TJ88/6vDQ7zhRjfIbv4jN8F3wFkl9pcHffcb79jjO8++/tYGxj+p3ejZjLJd3lWOm69PP5eREvNU1EfdcVYdPzYHFBXm80RKRUzuSZGRE4g0Be6yztGwQSnu66Ipy6LmRS7e8HQZuKoBFAvYYZ+Jj5NKCB3gS3IutqiYipapmUCQz0toV157IBuaysw/cDIGjtjnxmZk6nVodsBlxXp1rTME0RHV1XI5MOGOz3L37aFwphG6i8ofV6mEf3cnGc7g7PaPvYdnsV+puZbv03lZJHb2+rMBXSD1Ul+nL5slMdxNx4bNsW1uk6cyZ8/RvfgFtvDbtJTExMTMzVEwuXMTExMTExb5Dlgh/ZJL3JHDUtS6VpUa0E2K5OcTGBldDIDGQwfVvEB+U+8335+yYZ3Zgm3H5bwO23iWpTbxR59ZDF8y9ovPSFaZ47NcxcMMCTC7t58qu74auwy3ydR+4s8a7vGGTvA2ly2dh5dt2Ry4lAls2GYlw2G4pqA4MSVj4/L8JhrSbi0NISuI68NjkpYdOpiDDpOLIsx4HZ2VbBnJZb1/ehOBcWCVLipRIE83l5LVrdR8WZ5/OyTlVZfBXUIkXvClqrDSgu6iwsgWmAYQTYjiZF1i0RNps2pJKQSgZYFiSsoF3I1HVZaKMh2+D7IpCdOydi7+VcL+bmxLWp8osqcTIIwtyblYp8bmQkLvxzKYaGQuEylZL+q+th2ftM5h3dvJh3Bk2DW26Rv7NZyTaQy4Wn1k3y0x4TExPzlhILlzExMTExMW8WmgZ9fWSADBAMa1SrUO/PUiqJmct1ExiZcaxEnaxWC8WD2dmwlLLbqlqeSNzwTp50Cvbd4bDvDuAn+gjqJaZ+5w/4m79q8KezD/Ocv5eD7jYOPgf/8TnQtIBtG13umJhjQ26OneOL3PFdmxkYiuPyrmkMo93N1umc1DQRC0ullrDZCEW7XF5OHl0X8U6lXVBOykZDCgHphnzXbhVTmZwCNBHppqclprPZlGWk06HqqMRLtQ0qp6ZKjnmF6Dr09fjLRtNOspmAUkWjXNFkEzRIJYKWkzMgYQXL0cqaYeBVG9hVn8R4P8ZSMRRZMxkRzPJ5EYU7hbNqVYS2QgFOnRJhMpuV/VeOb9+X608yKWrLDZR7902nt1cE3nxehHDVX+p16VexcHnTMzIiGS2mpuDYMekaMTExMTFvnFi4jImJiYmJeYvQNNECcjmp+2DbMr6tVnWazSzFepZkBlLMYiST8oVKRQbA1aq4zlSlYcu6KQbGWjrN2Me+h49+DD7qeTQ+8zs89fkl/ubwOF9pPsDpYANHTlgcOTEGtPIh/r+wM3eGu7Yucef/196dh9lV1fn+f+/hzDVXZapMJCFkTgjQTIIoGFBs1Cg0atsCtuAj2GpfFcfG0MjVq97bP+jWvle7VVoQFYVuxaikmVpbZgwmJIRAEkgCmWo8p6rOuNfvj1X7DKmqDEqSStXn9TznqXP2WWcPp9ZeVfu7v2utWV2cE3+KObMNpWkzKU2bQVDXoBnMjweeZ0+UQsEG2PL5yvAKrmtfZzL2nAi7lXueDb41t9jnPT2VCVT6MuB4lbEhg8BmdA4X5AsnDAon0XoNDmUkjgON9baLeah/wGH3XpfuXoPrQDxusJOWxyjsy5KnkRg+brGZxp4emgaymFQd+Z4B4pNyNuDb0GD3P5Wy32GxWJl6PQhs+ldfn42mhFmXgzdbSKdtRmt9vc0mDN9PJCo3T8bwDZRDkkrBggW1y5YsObyu+zLm+X6ledm71zY5f+LwvCIi457+0oqIiBwFvl+5oAmDmN3dNg7T5U/AjwY4xTyJ5iSRVAwTgJsbsEEE37dBiP5++zoI7LJMxgYWxmqWlOcRv+xtnH8ZXDDQz//37a/Td9tPeII/4ylO5SVvNk+UTuFZFrMxM4ONv4fv/x7g9UxgD2fwGKdxL8v5PaclN9K6pJ3caa8je84FFE9adKyPTkYSphtWdwmPRu0jDFz6PrS1Df1sGLwEG+xsbKpkbhaL9hHOel4t7LZ+jCQThnjMBisLBejucXFdg+eBX99EMmK7mxdMlFeKbfR05GDnAKV8iWguINKdJZoq0jhpgGDiZCLpThugrKurZLoWi7bRSaUqGa9h1qnv2+Bnd3clWAk24tLXZ8v7vl0ezrp9PCgUhk6281o60Nih+/bZxj4sEw5/MFbbaymr7h6+aROcffax2xcRkbFAgUsREZFjIBq1k9U2N9vr2ULBpVCI090dJ5MHIi6um6ehwcGJRnByWdtFtqsLzGBX1kjUZkrFYjbIUyqN2ewfk0iS/ugXcK76G87auI4/mzufoLkNt6uD9ON38fvvruXpXe08MrCcx0unstdM5F4u4V4usSvohxMf28w5j/2W133jTpaclGPaNRfjnHeepn89noRTg48klYJ9ewefD5YNx8rMZOw5sn839bDMMea69uH7kEgEQ96PRMIJfiCXj2MScfJBnvyuDIHfgOmP0rMlQ7B9D5Pq+kmmfIwXpRwmGynYCzaY1tRUGUvT923gMxq1310yWZkBPho98O/Bpor+Sd/FayKftylvra21QfAjYdcu+73NnWuP//HHbcAc4NRTbSDz6adtg79s2ZHdFznmfN8GL3t7h94PKZVsTLu1dcz+uRYRec2puRQRETmGBicwBuy1bWOjDUxkMgmy2QS9WQiykEgkSEzw7Vh9QVDJEOvqsldCHR32Kiget0GYMdqt09Q3kj/9nPLroLmV1EXncs5F53IO8FEgl+9i3XMRnnk2wjMbfJ7d4LLppRgvmLm8wFy+x1XwPMQ+meUMHuOsyVs5I/dfvC65lrqls+i7/K8pzpyNaWg6VocpfyzHgdYW2LkVXKeyLB6350gQHDz4OcrZ7O3BjMhUBEoueB6FAgz0xCh259lZSJAgTrEHIj40NRoiviEwdpKgiG/KsdqaYXRdt9IgxeM28hKP2yBmImF/7t1b6W7e0FAbFOzstAG8tjb7M5WqjAPp+0c2+3F/pVLlcSR1dcFzz9nn7e2DY65mK++//LL9zsKyMi4sWWKHlt1/9Ilt22D7dnuqnX22gpciIodCTaWIiMgo4TiVsbEaGuz1djZrh+zbuxc683X4pTRxv0jEj+A0DUY5o1EbIDDGBmcyafAj9oppHHZLjEXhtKUFTltaKC/rSTs89YcITzxS5Km1PhtfiNBZqOe/OI//2nUecCV0wZKdf+DMXz7Kn3EPy9t3MfHC5cQuuRC3p4vS9FkELSNkrMnoFo9Xxmkca+fE4PFEIhBpi0FbjGwOetMOjgPpokOm3+A4laE8oxFobDDk81AYHDK0rcWQStqAqONA0Xg4Dc24LphEyiZRRiI2XaxYDAfshRkzbJfsnh4bmOvvtyvo7bUBy1LJBjTDGeTr621w9GjcXCkW7QGHgdcjobpfcG9vJW22WLTLwqBlKJM55kMTyJEXidgEXLCnRV2dXRbG+YMAnn1WCbgiIodCgUsREZFRyvPs9W0qZQOauZxDb+MUBrbtJpNPQl8MPzWFZIOPHxmc2Cebrcw63N1tPxg7illOo1RjveH81+U5/3UAeYzJs/3BZ3jq9o08kj+VJ/aewPP7WljHUtaxlG9zDbwCfA8WfW89Z7CJU/kli06NM/fCE/BOP43SjNnH9qDk8IyC7uBHSzwG8Vg4+Y+hVKpMwu44kM3Bnn0OQeDgeTaoueNVh1jUPvdcyOacwe7rBteF9kkBkYgPkyZRSGfpD+rx9vaRiuzCyeds+1NXZ2+kdHbaAGVfn32ADW46jg0ihpOQNTcfuQCeMTZomk7bNnHSpCOT3uZ5cMIJNpXupZfgtNPstrJZ2z18/6zPJ5+EqVMrUS0ZswoFO2pAYfAe2sSJMGFC5f2uLtixw54CTU32b72IiAylwKWIiMhxIB63j4YGh8KkSXaijgJkMhF6ewd7jydTxJqa7XiYYaZRNgu5AbsSg10WZiDF47XZZ+FszWMtI20YjgMzzj+RGeefyEoA8uzr3MMTayOs3RDhmcdyrHshTnc+xbMs5lkW8x3+Gp4C76kiJ7GZ6fVbOHnKbpaeGmHhMp+pk0qYhkZKU6ZB7AiPqSdyGPY/pRNxSMRrZzbPFyCbtUFEx7FjapoACgWHXN4u91wIDBSLKfoHXNyST9tAL7FIgNfUhBNESMQN7kRb/40fAcfB8Qd3IAhgzx47/mQuZ9sn27D96UHFMAs0GrWpbUFAOWJ7pLuLT59ux7nMZu3xtbfb4zr9dLvtXM6+n8vZrPhwAikZ0yKR2qq3Z499hCZNsiMJ5PP29aJFNrCZTtt4/+TJR3d/RURGKwUuRUREjiOOA9GYQ3QweaypqTIZcDbrMOA0U/INfqRIKlq0swv3Z2zh3h4oBpUum/39doYA1630Sc/n7fh0udyYHitzOG0tAW85P8dbzs/BRwAKdHZlePz3Ef7wXJT1j2VYtynGnkIzG1nAxjTclwaeB+6EFjo4mbUs5ycsbn2Vk5teYtaiBMyZw8CFbyeYOOXYHqDIAUQjEI2YYd6xM573DzgEgzHAaASaGwMKRY89fS2YooNfsLOiNzXYLuf5gsNANlpelkwYBrIe8foJ+Pl+/J4e2waBDTKONHFQqWTfD9utkXR02GhPNGojPtlspbt2eCPnSPE8G6zcssUGKNvb7XI7IKltSxsabLv6yCN2P0ulcXGTaLxLpWwgcjhTp9phq8NyW7ZASws89ZRdFonYP9EiIuOdApciIiLHMcexw8U1NNgkymIR8nmH/v4ImUwEYhPx/SR0Pzd40V81OUmpZCOejY32Ir+pyXbh3LfPjgeXz9eO3zYOtTQb3nx+njefn4drwZgcr+7ezYv/tZMdz3Tw+3U+63dP5NniSXTSygNcwANcAB1AB8RfHGApf2DZLU+xrGU7Jy2J03TFJUxe2KaYhRw3fB8a6ocG/qIRaGmymZthT/CetENXr4sJ7CRCDrBzl0tjfUC6z8F1oyTiEZobG8AY6v0BTGc31DXgxqO1GwhnBg9NnTryThYKtnw2awOCAwP2dRj4DIbO1P6aam21kafeXrvdaHRomVjMZmJms7Zcc/OR3Sc55lpahgYuJ06Ek06yf25DYfX9zW8qyzo7FbgUEQEFLkVERMaE6ol9wCYX9fXZruTd3TZQ2ZVLEXUNMRMhMrEFNyjaoEBvb2W8Oc+zQUvPs1dbpZK9ospmbUpIJGKzhsJJgY7mLMGjgONA+2RD+1+0w1+0857B5bm+XTz/coL1Gz02PNnHs5siPLujkUwxweOcwePBGbAPeNA+Ym6eOclXOXFKH3NmFJi9KMGsU1uZMyNPQ8P4yXKVsSNsCpoaarugA+QLho4ul7qUwfcN6YxDps/B86CxPkV2by90dNAwq41ozGZWBgGknCKldB7Xc3A8Fz/sCj5cJngQ2LYqbK+CwLZZ3d32M2HGZaFgI7GvdTZ5KmXHuvS84YOWofBGUXe3ApfjwIwZNobe0lLb9TsIYO3ayuupU2Hr1trPakQBERFLgUsREZExyHFsYmVdnb1O3rQJWk5qJUjnyLop+vojOE4UPzmJWDRDtClls4HCmQOCwAYouzohGrMX4t3dNqiZHbCzludydkP19Udm0ovjSCwVYcmCIksWFOGdPmAIgm62bvd4dpPPxt928uzaPFt3JdlRmkwuiLEhM5MNm4HNwP2VdU2O7GPuhB7mzCwwb1mceafUcdKJJZobj2BXV5EjKBqBCa1BOVbY0mS7lWdzDh1dDn6kDvam2dldwjUlSKYgKJFoiFLcZ3CdAIci8R07qJ/ZQrK9mVLJNllBAK5jcIpFG5RMJCCbxeDgpJJ2KIxCoRK43LXLZj1Wz5LyWjnhhIOXaWqy/YM7OmDWrNd+H2RU8TxYuHDoctetPHccG9Tctq12RINMZuTkXRGR8WR8X2WIiIiMA2FMcdJUn0gkQTZrE37sRVGcbD5OZgBiQWU4NlzX9mdLJitTETuOzcD0I7YLeZi51NVVCV6q/3OZ68KcmSXmzCzxtgtTQAqyA8R+fis7X8yxubOFLds8Nu+uZ3NfO8+ZeexiCrsKbex6pY3fvAI8Ullfa6SH9ro07RMLTJsSMDO1j+lTS8xO7GL64gZiC+dAPHGsDlfkgPZPcHRdSCYMyQSAa6dCz/QMBh73UDIu+b46oqUsxKIUBkp09nl09fSQ2FkgiMaJRQMKvVmiUUMynyfR2oYb9cl05Eh3l4g0R4jFopjOLhLNASZn8LoKxFMBpQaIkscp5CvDZxwNbW2webNthHt6YONG29bOnn309kFGheXL7a9/7lz7d/fMM22g0vdhwwbb6WHfvsqQqfsrlSqdIURExjIFLkVERMaZcIbyxsZKYmU2axOA8nnbxTweh1gsgTehKhCWTNpCxtgL7SCwk2sMDAwOsFmAtsEspvDqqzqtRCCeIHfZX9EGtAFnDS520r14u56jf/P9bH2qgxe3ujy/PcGzXVNZbxbyMjPpKDTS0dXIui5gE8CcmlU30EN7spvJUxymLGhixgxonxwwa0aJKRNLTGwNxntirIxmsdjgXRMgkcArFEgM9EFrHUSjxIA6IBjIke/ci5NM0Z/O4TsBfXj0xupwi5HB+ytJYknI90O6D0yPj7PDUDJZYt0Ong9B/wCJQpoGv5/43ARuxDs650ckYgc4bGiozET+8su2r3B4/DIuNDbaYGWo+hSYONEGLrdvt7OPb91q/1YvWFD5s/rCC/Dqq/bv9fLllc/29dlHXV3tEDIiIscr/fsqIiIyTjmOTZBMJu2jrs4mUWYy9qKnp8eWicVsuUg0jjtx4tDZfVMpG8wcGLCBTc+zV1ZBYC/OFbw8KFPfQLG+gejcBcy7GOYBFwMUCvgvb2Fgw/3sXNfFrlcCdm3OsC03hW3BdF7qn8gLZjadtNJLI739jTz3IvDi0G34FJiZ6uCEif3MmAkzF6aYeWKUGVNLTGzK0pLI2StgZc3KseY4tn/sMH1k3USMuOdAsUhiemPNe8YYjBmuyTEUTQYHQzafgwI4XV10Dxh6CyX8XBq3sYHm1soH6+rseo7EcJjlwQ6rBzF85RXbddwY25W8pUV9hMexKVNgxw5bBbJZ+xxssHPaNPv81Vftz2zWTuRjDLz0kg1wgq1m8+fb57t22T/P8+eriReR448ClyIiIgJU4gSplI059vXZC6J02gY0+/sBIsRi4Az2EvcjUZwpUyof6O21hcPJMDo7wPVsllEyaSMA6bR9HYvZDShYNrJIhOKceUTmzOOES+CEYQsV6Mu8yr7fbqRjzdPseWoHL6eb2MYJvMwMNjOXXUymSIQX+ybz4lZgK/DQfpsiz1R2sqzxJSbFumid6NN8YgsTvE7aGvK0NBSpW3Yibc0lmD79CERzRA7RCEHNcESLIZJJ/L4eSCZJJYxtf0ppkuQpxGMEvR0UBrK8mm7C5AoExiExoQ7XtU2TN9iERSJ2/QkG8EyRaGv9H3UaGDO4n7Nnw3PP2Zs+O3faaNW+fTaVLpWCP/uzw1+5jAm+DyefbP88dnVVlr/wgh1uOgxegs3ObGmBRx+tHSMzHq8837q1cnNSf25F5HijwKWIiIgM4bp22Mr6ejskWz5vH5mMvcaGwd7hRfvc81x8v55IWx0+RdyIV5l93Pftz3Ta/qyvtz+7u+3FeVeXDWK6bqVfWy5nlyk4dkhSdQ6pNy9k5psXQhDgduzBzaQhl8Xb8xDO3t3s2lHkpR0eL73ssvXVGFv7JvIic9jKLLpooUCUbcxiW8/ghCF7gPVDt+VRZAq7aItnaEllmTTFY/LcOtpOamFCa0BLU0Bzo6GtJaC5MdBFshx7vm+jOH19NvpYV2fvxNTVEUmnISgSKxagvw9cF+NHKHSmKSYaKCRSdpLyTB8lP45xPfyOHvxijkhdBn/aFIpFG0cN78eESedQCXZ6XqUd7bExVOLxRpzFpxNd9xR+NgPPPFOZ4KevDx56CObNs6lzagvHncTgSC3d3bXLXRfWrau8XrDAjnfpeZW/yWCzMHftsmNk5nL2EWZgiogcTxS4FBERkQMKu4vHYjbmGGZ05HL2IrxQoDzhT6HokMlFbDamn8BvmoibiOE7pcrAW2HmZSZjV5hI2OWOM9jfLYDIYP+4MAIQ9tkMU6BkZK5LMGEywQTbHbU4fwkATYOPZYPFIhv/QHTtLzGJJOmFp7Pba2frM2m2PrmPjv4kHdv76Nhn2ONMYm++kX2FJrqDekr47GAaO7JAFuhg2AAngOsEtKUGaJvk09oGzak8LckcTZNjNNUHNDcbmhsDmhrtz+bGgMZ6o9EF5LUXi1VmHYfKTZIggKBk++AOjpXhRCJECwWiThHakoN3bbohkoCWFkw+oLgvQ2GgjoG+ANd36e+3xcA2Zaa/37Z9FKE3jVcXpxCto1i0QabubtuUOY5DrHEJzel1eFOm4iQnEZuUwXtlu23qNm2yd4lmz8YYG5hSMzi+zJxpq2c+b6tCMgl79tj3Fi6sjN5y6qn2PuDEibYqv/ii7QSxZYstGwbXu7ps8HzmTMXDReT4oMCliIiIHJbwQiec5CdULNoYwMBApZt53ktQ7IdSycVxmnDi9WBc4jGItCQJ/Ch+fSNuY3awa3ln5SosDGZms/aKK8zgLBagrt5egenq/Y9WWLCUwoKlAHhAO9A+J8nr3jlphE8MUCoNsHdXkb0b9tCzfjs9z+9l95YMO/bF2c0kdjOJDlrZRxudtBIYlz2ZFHsyDI67GQPqD7hfrmNori/Q1hIweULA5MmGlmZDY72hsSGgscHQWGd/NtTbQGdjfUAk8pp9NTJWDTd7eKlk25uwT3g8btua5GDAMhxAMJ+37wcBTiFPJBkl4hQgmqsEQ7HNmCkFuH2dGJMkXwA6dxEM1JGcEcFvqEzAEwThKBsxdk45DQrASxDzTyDZ100sn7YTrmzYTldhCkEsUc6oS6XsZksl+7q3t5J1F47LGQ4VGh5a2HYHgf3pupUbUeHhaQKv0cfzoLW18jr8naVS9t5fKJGoVEXft0HN//7vSh2ZN8+ORLB+8EZTTw8sWaJhqEVk9NOfJhEREXlNhBe80ajNDjGmko0J9nUu55WHw+zLR/GN7bEZBDYC6iam2K6VnosXz+GV8rhRm6Xp+q69Og8nAspm7ZV4mJHpupWrdDkiPA8mT/WZPLUdVrSXl7sde4k99jBO9gUoFHAzvZit2+jZtIu9XRH2dbnsYSKdtNBBKx201jwPX6dpIDAOHb1ROnph07ZD37eYV6QpkaOx0eDHz2RyY4SGJo+WNo/mwcBnGOhsqA9oqK8EQFNJo8yj8aqtbeiyWMy2M319NtLT32/bmnD83mLRBjYzGTvjyaRJhJFzxwGnaAOejuMQA2iIQzELfT0QaSqPzxk2W42NNpgYBpByOY+u2afiYIi88hLFVCOlfIKIqWRbdnfbTYdBqZ07hx/jMxodOslQGPxMJCrNaBi4jETsZ8KbUtms3UapVBnnMxKptPEHCnqVx/KU15TjVOZ3OhDXteNkPv+8raKtrfZ3MmEC7N1rMy+fe852NQ9/T319tl5U/171exSRY23cBC4zmQxf+MIX+PGPf0xnZyfz58/nM5/5DO9+97uP9a6JiIiMSQeYGJhSqTJJQKFQuTDO593BQCYUvRh5J0aQqscYCPJAvI6Ib/Ci/XjZDE52AMd18BwDBpxMH44ZTCcKgnAgOV15HWFB6wQGLr50yHIfmGIM03btgGKRoGUCBAH+jq0EdQ1ENm/Ef2EN3p5XcXu6KO7rpqejSMeeEnsKzexkKjuZSictdNJCF81001T+2U0TvdiZpXMln90Zn90ZgDo2HMb+u05A0suTiBRJRAqk/DzxlEsyCUknS9LLEm9OEG+rI5ly7ZiiXpa6lCGZgjqTJhUrkmr0SU6so6HBob4uIK5hWke/kX5BjmNT2vr7oTDYBzwas5GdYtE2Xg0NlQErGxsrN03KY2gMQH2DXR6L2UhRLmfX29JSs7nqQFE4NAc40HJCTTlv24sEEyaRaLTZo6USbNsGzc1D79mEN4+CoNLOhgntxlS6q4e7VyrZ3Uunq7bnVTI5wR6649hDCYJK5mcYNHXdyjbT6cqxBEFlHa5bOxZoPl+58TUwYB/RqN1uLGYDpUFQGS0kl6tss3rfwmPWOVdRX2+7kIccBxYtsknE69bZLud79thlDQ2VsTOnTbO/W2NscNP3YdmySkw/DJhXM8Y+wjoVLqsed3P/300YvA8Nt96RPlu93uHKVteLP6VsuN2wjlfvx4H2F2rXG2Y6j0SZryIjGzeBy3e+85088cQTfOUrX+Gkk07iBz/4Ae95z3sIgoD3vve9x3r3RERExpXqC5vhuviGF0alkn0eBJWL6mzWIR9NUUqlMKUAUwooFgIczyXIFsAEmOzgAJxdWZx8D57n2CxOU8TzHUwkil8XtxcK+TxOPoeDqVwlK2vzteM4lKZMr1lUWGBH2ixNnwXnX1zzngtMKBSY1LmXxfEEbn8fbsde3J5OnL7duJkXICjhdu7D7e4k6Owh3ZGjLx+hu9cjvaObbhrpdlvpKabKXdd7aKwJeIYB0AJRAuOSKcbJFIHByafoPNiBVXd5nzhsCZcSMbdI3M1TF8lSF8lTF8tTFyuQigckE4Zk0pCKFkiV0iTrIOXnibY1EPUNfgS8xjoiCZ9YWz2J+gjJhCEeM8RihljUEI9BLGpUZY+EMLUQKg1ROl3pcu449sbI3r02G7yx0Ubcuroqs/KEWZqRiI22pdN2PdWBzkOVz9uxL1/dgYkNpkROmoQzQlQmvHk0knCYz8NVLNq22HFs1idUui+7bm1X9EymEtCqDvjEYpUy4RxuYNcbBljDYGfYez8atcuLRft1hp+tq7PPwwnj6ursVz3Ys78c9Az/jtgxmCtBuELBPq9MNjc0SFYoVJ6HwbbjOUDa0mIzLTcM3uF59lk47TSYMcNmaL7wQm35fL5SlwYG4PHHR1739OkwZ459nsvZ2c5H0t4OJ51knxcKtmv7SCZNghNPtM+DAB55ZOSyEybYYGzov/+7dsb1ai0tsHRp5fUjj4wckGxshOXLK68fe6wytu3+9g8aP/FEZXLD/SWTcPrptWX7+oYvG4vBWWdVXj/9tG1+hhOJwOteV3n9zDO1s9RXc114/esrr9etq5zfwznvvMo5sGFDZdzVIBj6XZ97bqW527QJXn3VPnecoWXPPrtS17ZssdnkI/0+zjijMjzCli3w8ssj7+9pp1Wa7pdegq1bRy57yik2kA+wfXtlnNjhLF1qbxwBvPIKbN48ctnFiyvDPuzebW8KjGTBgsp6ZZwELlevXs2aNWvKwUqAN77xjbz00kt86lOf4vLLL8fTf3siIiKjRpgVtP94a9XjeRWLYIyLMW7Vha4/GOxM2YvnbJbiQIFiZoBidx8FJ0Epb6OhA3szBCUD8RiBm8LgQH8eJ8hCsQSuTcNwCXAiPo7v4UZ8HM/FcUz5wtXBlPt5OsbgYHCK9irXcW3AtNzP8ni/2j1aIhGCSbYreqmxmdKUaQcs7gB1g49SqcDTrzzNhVNPxSsF+Du2EdnwDN6edQSNzQQNTWAMblcH/vPPkhsI6A4a6CdJf9ZloODTX4yQ3d1DtrdAJt5KPykGegsM9Bv6SZKmngx1VY960tSRpp5eGkhTj8ElwGMg8BgIYnQV6ytB0SPAd0qkInlS0TxJv0AqkiMZKRKN2ABnNFIi7peIeiViXpGYWyTq5omZHNG4SzThEU34RBMuUb9ELOYQqY8TK/YRSfpE3QA/FcGvTxBJxYhEDNFEBD8ZIRJ1iQQDRAt9RCjgxwZPXj+C8TycIMB4np1063it/2FaVlNT7fJ43F5lZ7P2StT37fne0GAjMWHEDezPZNJmce7da69gg8BGPlKpg6dcOQ5BSxtu5z6crK1M/tYXaHl+I1F3AqWTzyhH4/wXN+H09hBMmISJJ3C7OnD6MphkiqCugWBq1c2EMKp4iOmK1W1zMlnbzT0Ihu+yXi0MFoax4EikdtzG6m7tpZIN9iQSlcBjmI0ZJr52dNjyYay4o6OyvvBnuE/h/vl+ZbvhrPDhjbLqy8IwwDowUAnIhoHNMKG/+kZc9fcz2jPoJk603+vLL9vvoq7OHk+hYL/D6mDY3LnH76k7WowUOB2uTJghHd4I2D+DtTqQHr4Oy4VZ0UFgn4cB0CCwv9N0evixbF23Nlja02Mfvh/+v1VbB/btq7wOJ3wyg8P/7H+sW7dWjmHHDtv8hdvcPxN169ZKk7l3r80OHingu21bZViL7dth167hy4ENVoY3a3buPHDZbdsq/2+++mol0DqcxkabvQ72T8CBytbXV86rffsOXDaVGjkgPR6Ni8DlPffcQ11dHZdddlnN8quuuor3vve9PPbYY5x99tnHaO9ERETkj3Fok0jE7cPUQbEZ4/kEBXt1WsoWCIoBxOOU8AiMg+kfsO/liphCkSDdRylwKOWKBMUCxVwWEwQEgUMpMARm8GrYc6FYwuAQULmCDgolIADXg1yf/WfeGBwb8QTHsYFOz8NxnUoA1AXH8+yFr+PYQGjJpgM5DuDZq2LXCWxwFOxrY/fBcW2qlePaqwoHYy86/HFwo7b6yioSpTjrJIqzTjrgRxKDj9YDlgInk4ZSEbe3m6CptZzGZaJR8CNQKuF2bsHZvZuBvRmyL7xMnigDxSj96YBM2pDJGPr6HPqzDv0DDn1Zj/5SjLTfTH/Wo68UJ5tzKOBTCDyKRYeciTBg4vSRoo8UWeJkiVOkkq5cNB49+QQ9+cQBjuDoiZAnQoHo4E/7PEuEIr5Tsg83wHMDfN/Bizj4ToDvlPDcAM8J7PuOwXdLuI7BdwN8x37GI8B1DJ4T4DoBXpDHL+ZxIh5uKokbcfE8B9cD13Ntt2TftaeO5+L5zuBr+7P8iLi4noPnuziegxvxcH3Prsex23eCks3ijkVwoj6u74Pn4vpJe876Hq5TwjHgEsFxsriuPS9dzwOThK09uIkBHMfFLeVxmppwk3F7Y4QAxwSDN0oc2xbEozhuBGfSYtyGDG5fGq9rH+QH6M9F6estUcp6OCUAB78nj9ubw+l5uaqrq4HeAUqzmgjyg127+9JE1j1tb8A4jo1kpVJQKuG4DqXpJ2Dq7BW8u/tVvFe24+RzGNfDJJLhisEEFOfMxx1Mf3J6e3B7ujDRmD1P8vlydNG4HtGGqozTQgGKRdtOFR2c/pxd7rr4jkNdIlkpG0YvXco3ghLxqnPecSqZpFXp+ganHHhxHMgXHApFD9dzykHL8L5SmDFmjA0chGOEhsGUMIuzq6uSCRau15hK0n445HK43vBnuO5wTqhwe2Em5/5drsMAaDi8Sli+ugtzGCgKg69hhmm4jvLX5tYGc6NRm/EYBJWhXCdNso8wyBuWzWYrQabTT688D/c35A4ORx1+J6edNjToGe6P59Vm5S5bVruu6u2XSpVAzsCAzYoL11U93mqhUBnOoFSy78+bVxtIrg62gw04hVVs3rzK8vD3G36vYdlw2fTplf2LRCoBxdxgFd6ypTJ27NSpNgAYjlNbLFaC79GoDaSF33E4koRT+beg/HsulWqzBevq7CkblgvXGe7ztm2VOlFfb8uPFITetm3oesPvvvq+q+NUgo/VZaEyDm616psRs2fDCSdUhrCI7nc/KywbBHZ/k0l7A2G4GwHhzQqw2cJTpw5/XPuXnTr1wOPEVt94mDLFBvmHE36v4XczadLQYZOrz9Xq9ba1Db0PVs3zKmPEyzgJXK5fv54FCxbg73eFs3QwJ3z9+vXDBi5zuRy5sNUBegdbykKhQKH6NscYEh7XWD0+kZDquownqu9VSkV7wQs4qQj2OsXgMdhHMB7+rxD+111fuaIK0xcKBYJCyQY2cTDROE40AtmsLepFIFoVuHQcSsb2YwwC7FiPAeC5lAKbjRnk7TrD1AaTL1HMFQkMmMBQinjQ2GwDpIGBXA5TLGFcH1MM7AVVEBC4EZyghDEOpqcfSoNXljX9sapSkaqXO4MX9hiM49qxQh0XMDYYGgY/y6lFBoIS4Nh/yh3HBmQH1+cMfs4ux2awDu5KuN3ytcrgFW4YaN0/Xaq8PAz4hh8b7lfs2GPuTw/gOVWBWtetZMeGqvu37tdnzRn2ys5mEdKSsNsOAMeDgoH8YN/Z+laob8U50RA/68+IAw3DrKnyZQx5OrRMEOD0pfE6tuB1d9o6gMF0dFHcvY9Cdz+57gGy6QJ9hRgZk6Q/SDKQd8nnIJe3Y4DmTJRcECVnIuRMjCwxcm6CfN4hX3DIF12yRVuuEHjkSx45J07BeBRMlHzgkzc+eaI1j+oAaqhAlAJR+kkNPSYz+Ah/FSN0tZSRhPnFUwZfnz5MmaXDLBtOPXDeQUs5BMAkHCba8wh7jlc/t23B4LAbxHCYVFUuud9nBmwgNVwWnutO9TrDmzU9tds01duk9rnjVNZrwop2gLLlpcaOk1xVrrqsqVovhnJ2fU3ZwffL7R6DfztM1bpq2i/7nYXLyuVHVNv+jb2yYeGDfQ8LcZztVes90OCR+6X/vpZl3aqyQaWuHXC9zsHKsl+E9TDK7hdBrq1v+x/bQdbr7LfeMVzW4QC/Z2e/aOmB6sQRKeswLdXCip1j8//3w7kuGReBy46ODmbPnj1kecvgrYyOEQZv+PKXv8yNN944ZPl9991H8o8dFOY4sWbNmmO9CyJHheq6jCeq78e5P6XL0HD/wzv7/TzQ8+plw/1/fZDrhGPhud7DmZ7nOJEAElVBwqmTgeHTRjxsaOvgDvOCyBicwTQkt1DALRSgGJD3E2TdGCUiFPNQKkApbwhyhmLg2dfZgCAXQCHAFAxBrgTZIk4mi5sesOUcn1LJoRS4g1lZLoFxKJXcwWUOJWMzpEvGJTB2WdGNUHJ9TKGEM1DAlCAIHMxgdly4vmBwHYFxCAKXknEwgUPJOATGHXzuYhj8GW4H12ZmD/4s4dnYvXEIcMuPEt5gaM4ZzMB2hzwfadnIZY99n+NwHw56mh9OOzBc2VHWjoiIHEsmY8bs/+/9/f2HXHZcBC5hpLvmB37vs5/9LP/jf/yP8uve3l6mT5/OhRdeSEPDiPfOj2uFQoE1a9awYsUKIsPNliAyRqiuy3ii+i7Hjeo+jMO9HZghRff/fLFQ4D8fvJ8L3vimSm+bwQwMY7Dd9kPhdoIAwuynMFM0CGrLDG6wZrv792kMM17MfstG+j/UmCGJsCMf3AirCPbLnH0tDLOu/Re9ppt8Lfe92n6/uyO6uTAju1Ss9IF1qqZMNmGGsqn0NQ4CnCCsM5Vl5QxvU/W6ZDClgKAYYIwhKBlMEFAsFHlmw9MsPWkZruPa8URLdls2E7uEKdhAczn4WD4fBut7WA8dG+i1CW+VemxMJbfQVnFnMEO7Un+rf9rnptw9G1P1vHod1Z8f3E71usrbri4TVJ6Xz8nqrDTXBo7DFdlz3q08rzpPTXUWmhn83qoYKqs1rlvJkjIBpliqKVj+5GDfURNmewclO4zIftlwJnzu237lYdY8+QPcSPC9yhgpByvreRCpav+qehEOLesfobJeuc+wMVT6vQ53/nlupS++MZAdfr2GgG0duzmhfSZOeG6NNABiuA/VM1QNZEfYASrT3Yey2ZEbC9eBcIIsw+D+jpA15+y33lzuABl2LsQPtaxTGeDxoGWBeNUwIvn8YHt08LImXzjw9OnxOOU7nYX8gcvGYpXz6HDKFgsHnhr+cMpGo+X/A0yhMgzPsCLRyhgCxaJd96GULZXs8f2JZQNgR6GDFSsuHZP/v/cexiCe4yJw2draOmxWZWennS4yzLzcXywWI1bdyAyKRCJjsuJUGw/HKAKq6zK+qL7LeOD69uIlloiqvsuYVygUyAUdTLj4bNV3GfMKhQKrV6/mTRe/QfVdxrywvo/V/98P55iOfb+Do2DJkiVs3LiR4n6R93Xr1gGwePHiY7FbIiIiIiIiIiIiMoJxEbhcuXIlmUyGn/70pzXLb7vtNtrb2znjjDOO0Z6JiIiIiIiIiIjIcMZFV/G3vOUtrFixgg9/+MP09vZy4okncuedd/KrX/2K22+/Hc/zDr4SEREREREREREROWrGReAS4O677+bzn/88N9xwA52dncyfP58777yTd7/73cd610RERERERERERGQ/4yZwWVdXxy233MItt9xyrHdFREREREREREREDmJcjHEpIiIiIiIiIiIixxcFLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh0FLkVERERERERERGTUUeBSRERERERERERERh3/WO/A8cQYA0Bvb+8x3pMjp1Ao0N/fT29vL5FI5FjvjsgRo7ou44nqu4wnqu8ynqi+y3ii+i7jyViv72FcLYyzHYgCl4chnU4DMH369GO8JyIiIiIiIiIiIsevdDpNY2PjAcs45lDCmwJAEAS88sor1NfX4zjOsd6dI6K3t5fp06ezfft2GhoajvXuiBwxqusynqi+y3ii+i7jieq7jCeq7zKejPX6bowhnU7T3t6O6x54FEtlXB4G13WZNm3asd6No6KhoWFMnhwi+1Ndl/FE9V3GE9V3GU9U32U8UX2X8WQs1/eDZVqGNDmPiIiIiIiIiIiIjDoKXIqIiIiIiIiIiMioo8Cl1IjFYnzxi18kFosd610ROaJU12U8UX2X8UT1XcYT1XcZT1TfZTxRfa/Q5DwiIiIiIiIiIiIy6ijjUkREREREREREREYdBS5FRERERERERERk1FHgUkREREREREREREYdBS6FTCbDxz/+cdrb24nH45x88sn88Ic/PNa7JXLIHnroIRzHGfbx6KOP1pR9+umnedOb3kRdXR1NTU28853vZMuWLcOu9x//8R+ZP38+sViMWbNmceONN1IoFI7GIYkAkE6nuf7667nwwguZMGECjuOwatWqYcseibq9Z88errzyStra2kgmk5x11lncf//9r+UhipQdan2/8sorh23v58+fP+x6Vd9ltHnggQf4wAc+wPz580mlUkydOpW3v/3tPPXUU0PKqm2X492h1ne17TIWrF27lre+9a3MmDGDRCJBS0sLZ511FrfffvuQsmrfD4ORcW/FihWmqanJ/N//+3/NAw88YD74wQ8awNxxxx3HetdEDsmDDz5oAPM//+f/NI888kjNI51Ol8tt3LjR1NfXm3PPPdf84he/MD/96U/NokWLTHt7u9mzZ0/NOr/0pS8Zx3HMZz/7WfPggw+ar371qyYajZqrr776aB+ejGNbt241jY2N5vWvf325bf7iF784pNyRqNvZbNYsXrzYTJs2zdx+++3mvvvuM29/+9uN7/vmoYceOpKHLePUodb3K664wiQSiSHt/dq1a4eUVX2X0ejSSy81b3zjG803v/lN89BDD5m77rrLnHnmmcb3fXP//feXy6ltl7HgUOu72nYZCx588EHzoQ99yHz/+983DzzwgPn5z39u3v3udxvA3HTTTeVyat8PjwKX49wvfvELA5gf/OAHNctXrFhh2tvbTbFYPEZ7JnLowsDlXXfddcByl112mWlrazM9PT3lZdu2bTORSMRcf/315WX79u0z8XjcXHPNNTWfv/nmm43jOObZZ599bQ9AZARBEJggCIwxxuzdu3fEQM6RqNvf+MY3DGB+97vflZcVCgWzcOFCc/rpp79WhyhSdqj1/YorrjCpVOqg61N9l9Fq9+7dQ5al02kzadIkc8EFF5SXqW2XseBQ67vadhnLzjjjDDN9+vTya7Xvh0ddxce5e+65h7q6Oi677LKa5VdddRWvvPIKjz322DHaM5HXVrFY5N577+Vd73oXDQ0N5eUzZ87kjW98I/fcc0952a9+9Suy2SxXXXVVzTquuuoqjDH8+7//+9HabRnnwm5SB3Kk6vY999zDvHnzOOuss8rLfN/nfe97H48//jg7d+78E49OpNah1PfDofouo9XEiROHLKurq2PhwoVs374dUNsuY8eh1PfDofoux6O2tjZ83wfUvv8xFLgc59avX8+CBQvKJ1Fo6dKl5fdFjhfXXXcdvu/T0NDARRddxG9/+9vyey+++CIDAwPlul1t6dKlvPDCC2SzWaBS75csWVJTbsqUKbS1tem8kFHlSNXt9evXj7hOgGefffY1OwaRwzUwMMDkyZPxPI9p06bxkY98hM7Ozpoyqu9yPOnp6eHpp59m0aJFgNp2Gdv2r+8hte0yVgRBQLFYZO/evXzzm9/k17/+NZ/+9KcBte9/DP/gRWQs6+joYPbs2UOWt7S0lN8XGe0aGxv52Mc+xhve8AZaW1t54YUX+NrXvsYb3vAGfvGLX3DRRReV63JYt6u1tLRgjKGrq4spU6bQ0dFBLBYjlUoNW1bnhYwmR6pud3R0jLjO6u2KHG3Lli1j2bJlLF68GICHH36Yf/iHf+D+++/niSeeoK6uDkD1XY4r1113HX19fXz+858H1LbL2LZ/fQe17TK2XHvttfy///f/AIhGo9x666186EMfAtS+/zEUuJQDdst6LbtsiRwpy5cvZ/ny5eXX5557LitXrmTJkiVcf/31XHTRReX3DrW+67yQ482RqNs6D2Q0+tu//dua1ytWrGD58uVceumlfPvb3655X/Vdjgd/93d/xx133ME//uM/cuqpp9a8p7ZdxpqR6rvadhlLPve5z/HBD36QPXv28POf/5yPfOQj9PX18clPfrJcRu37oVNX8XGutbV12Mh7mJI/XMRe5HjQ1NTEn//5n/OHP/yBgYEBWltbgeHvNHV2duI4Dk1NTYA9L7LZLP39/cOW1Xkho8mRqtv6+yDHk5UrV5JKpXj00UfLy1Tf5Xhw44038qUvfYmbb76Zj3zkI+XlattlLBqpvo9Ebbscr2bMmMFpp53GxRdfzD//8z9zzTXX8NnPfpa9e/eqff8jKHA5zi1ZsoSNGzdSLBZrlq9btw6gnKovcjwyxgD27tKcOXNIJBLlul1t3bp1nHjiicTjcaAyhsj+ZXft2sW+fft0XsiocqTq9pIlS0ZcJ+jvg4w+xhhct/Kvreq7jHY33ngjq1atYtWqVXzuc5+reU9tu4w1B6rvB6K2XcaC008/nWKxyJYtW9S+/xEUuBznVq5cSSaT4ac//WnN8ttuu4329nbOOOOMY7RnIn+arq4u7r33Xk4++WTi8Ti+73PJJZdw9913k06ny+VefvllHnzwQd75zneWl735zW8mHo/zve99r2ad3/ve93Ach3e84x1H6ShEDu5I1e2VK1fy3HPP8dhjj5WXFYtFbr/9ds444wza29uP2DGJHK6f/OQn9Pf3c+aZZ5aXqb7LaHbTTTexatUqvvCFL/DFL35xyPtq22UsOVh9H4nadhkrHnzwQVzXZfbs2Wrf/xhGxr0VK1aY5uZm861vfcs88MAD5uqrrzaAuf3224/1rokckve85z3m05/+tLnrrrvMgw8+aL71rW+ZefPmGd/3zZo1a8rlNm7caOrq6szrX/96s3r1anP33XebxYsXm/b2drNnz56adX7pS18yjuOYz33uc+ahhx4yX/va10wsFjNXX3310T48GedWr15t7rrrLvOd73zHAOayyy4zd911l7nrrrtMX1+fMebI1O1sNmsWLVpkpk+fbu644w6zZs0as3LlSuP7vnnooYeO2vHL+HKw+r5t2zZz9tlnm1tvvdWsXr3a/PKXvzSf+cxnTDweN4sWLTKZTKZmfarvMhp9/etfN4B585vfbB555JEhj5DadhkLDqW+q22XseLqq682n/jEJ8yPfvQj89BDD5mf/OQn5vLLLzeA+dSnPlUup/b98ChwKSadTpuPfvSjZvLkySYajZqlS5eaO++881jvlsgh+/KXv2xOPvlk09jYaDzPMxMmTDArV640jz/++JCyTz75pLngggtMMpk0DQ0N5h3veId54YUXhl3vLbfcYk466SQTjUbNjBkzzBe/+EWTz+eP9OGI1Jg5c6YBhn1s3bq1XO5I1O1du3aZ97///aalpcXE43Fz5pln1twMEHmtHay+d3Z2mpUrV5oTTjjBJBIJE41Gzdy5c831119vuru7h12n6ruMNuedd96I9Xz/vBK17XK8O5T6rrZdxorvfOc75txzzzVtbW3G933T1NRkzjvvPPP9739/SFm174fOMWZwEDgRERERERERERGRUUJjXIqIiIiIiIiIiMioo8CliIiIiIiIiIiIjDoKXIqIiIiIiIiIiMioo8CliIiIiIiIiIiIjDoKXIqIiIiIiIiIiMioo8CliIiIiIiIiIiIjDoKXIqIiIiIiIiIiMioo8CliIiIiJR95StfwXGcIY+vfe1rAHR2drJq1Sr+7d/+7Rjv6cEFQcCNN97IrbfeOmKZj3/84zQ2NvLUU08dxT0TERERkUOhwKWIiIiIlH3mM5/BGMP5558PwE9/+lOMMXzqU58C4LHHHuPGG2/kd7/73bHczUOyadMmVq1axerVq0cs8+///u84jkN9ff1R3DMRERERORT+sd4BERERERl9fv/73wOwfPnymuVr164FYNmyZUd7lw7boezrM888g+M4NDQ0HKW9EhEREZFDpcCliIiIiNTYunUrXV1dNDc3M2vWrJr3nnnmGQCWLl16LHbtsBzKvjY2Nh6t3RERERGRw6Su4iIiIiJS4+mnnwZqsy1XrVqF4zj86Ec/AuCcc84pj38ZdiMP9fb2cvPNN3PKKadQV1dHfX09CxYs4IYbbqC/v79c7sc//nHNOJp33XUXP/jBDzj77LOpr68nkUhw7rnn1qzbGMPPfvYzLr30UqZPn040GiUej9cEJ7/3ve/hOA7/63/9LwDe9773lbdx2WWXUSgUiMfj5WUrV64c9nvYsmUL1113HXPmzCEWi9HS0sLFF1/MY489VlPuq1/9as1xPProo9xyyy0sXryYeDxOe3s7N9xww7DbWLduHe9///uZNWsWiUSCGTNm8Ja3vIXvfve7DAwMHPD3JCIiIjLWKXApIiIiIjXCwOUpp5xSXrZq1So6OzsBWLJkCcaY8iOcuAdsIG7p0qV861vf4uabb2bfvn1s2rSJ8847j5tuuolrr722XPYv/uIvasbTvOOOO9i6dSs//OEP2bJlC7NmzarJiNy2bRvnnHMOH/7wh7nwwgt5/PHH6enpIR6PE4vFyuWuvPJKjDE0NjbS0NBAEATlfb3rrruIRCJks1m++c1vAnDyyScP+Q7uvPNOlixZwubNm7n77rvp7e3loYce4uWXX+a8887j0UcfLZe9/vrrMcYwe/ZsHMfhn/7pn5g0aRK//e1vWbt2LfX19dx0002sWbOmZhtr1qzhjDPOoLm5mQcffJDu7m5++ctf0tHRwQc+8AG6uroO+3cnIiIiMpYocCkiIiIiNYYLXFYv33/cy9CuXbtYsWIFu3bt4r777uMtb3lLOePw//yf/4PjOPzHf/zHkM+FXbrPO+88Pv/5zzNjxgwmTJjA3/7t33LFFVcAsHHjRs4880z6+vr4/e9/zzXXXMOUKVPo7u6mp6dnyD69+OKL9PT0cPLJJ+M4zrD7G46Buf9n77vvPv7qr/6Kk08+mdWrV7Ns2TJisRhLly7la1/7Grlcjr/7u7+r+Uxvby9bt27FGMOVV17Ju9/9bpqampg/fz7veMc7AHj22WfL5Y0x/M3f/A1Tpkzhlltu4YQTTiAWi7Fo0SI+85nP0N7eTnt7+7D7LSIiIjJeaIxLEREREakRTswzUuBy/+Wh66+/nt27d/PXf/3XzJs3r+a9vr4+jDF4nlezfPv27XR0dNDe3s7HPvaxmveuvvpqALLZLJdeeimZTIaf/exnTJw4sVzmqaee+qP2FSqBy+qMy2KxyIc+9CFKpRL/+3//b3y/9t/l8LiqMy7BBl+NMZxzzjm86U1vqnnPGANAU1NTednu3bvZtGkTkyZNYteuXUyePLn83kUXXTSkO7qIiIjIeKSMSxEREREpe+WVV9i9ezd1dXXMnTu35r2RZhoH6Ojo4M477wTgPe95T817uVyOj370owC8//3vH3adl1xyCa47/L+m//Iv/8KGDRv42Mc+xowZM2reGylweaB9BQiCgPXr19PS0lKzznvvvZdt27Zx0kknceaZZw75XNh9O5/PlwOS1dv78z//8yGf2bx5MwBz5swpL5s4cSILFy5k9+7dzJ07lyuvvJLVq1dTKBRIpVJMmzZt2P0WERERGU8UuBQRERGRsjBTcdmyZUMCiU8//TSO4ww7JuTDDz9MsVgkGo1y2mmnsWfPHn7729/y93//98ydO5cf/ehHfPCDHyxPmBMKsx7PPvvsEffpn//5nwH4wAc+MOS9J598Et/3h8wcfrCMy02bNtHf3z/kWB544AGAIZMChbZu3QrAzJkza7qgh8cxXLBz7dq1Q74313V5+OGH+cQnPkEymeS2227jrW99KzNmzCiPvSkiIiIy3ilwKSIiIiJlIwX8+vr62Lx5M3PmzKGhoWHI51566SXAZiJOmDCBefPmcc011/Dkk09y7bXXsnnzZr797W8TiURqPhdmKg4XDAXYsWMHGzZsYObMmTUZiwClUonf/e53LFiwgHg8PmS98Xic+fPnD7ve4bqJVx/H7Nmzh/3cww8/DDCkO/hIx9Hd3c22bds48cQTqa+vr3mvra2Nr3/967zyyiv86le/4m1vexu7du3iuuuuG3YsUBEREZHxRmNcioiIiEjZSIHLtWvXEgTBiBmMiUQCgMsvv5wf/vCHh7y9tWvXEo1GWbBgwbDvP//88wDDBiB/85vf0NnZySWXXFKzfOfOnezZs4fTTz99yBiV1duFoV3Jw+OoHo8ylM1m+fGPf4zrunz4wx8uLy8UCmzYsIETTjihZhZ0GH680EKhwC9+8Qve9ra34bounudx0UUXcdFFF/Gud72Lu+++m507dw673yIiIiLjiTIuRURERKRspMDliy++CMDChQsBO+HM6173Ov7t3/4NgLPOOguALVu2DFlnsVjk05/+NGvWrKlZHmYjLly4cEgmZigMBGYymZrlxhi+8IUvHNK+ArzrXe/iy1/+cvn1SBmX4XFUzwAeuvnmm9mzZw+f/OQnWbJkSXn5hg0byOfzw2aNDhe4XLduHStXriyPl1mtv78fx3F4wxveMOQ9ERERkfFGgUsRERERAewEO9u3bycWi9UE/YDybOAdHR309/fz1a9+leeee44LL7wQsGNivve97+WJJ57gpptuoqOjg3w+z/r161m5ciW//OUvOe2002rWOVLwsNry5ctZvHgxv/vd77jtttvIZDI8//zzXH755fT09ABDA5fhvnZ3d9Pf388dd9zB6tWraybOeeaZZ4btSn711Vczd+5cvvOd73D33XeTy+XYuXMnn/70p7n55pu59tpr+cpXvlLzmQN1dx8ucBlOKPTxj3+crVu3ks/n2bFjBzfccAO//vWvueGGG4Z8/yIiIiLjkQKXIiIiIuPc448/juM4tLW1AXYW8Egkwlvf+tZymbe//e1ccskl/Ou//itTpkzh17/+Nb/+9a+ZPHlyucx3v/tdVq1axXe/+10mT55MS0sL73vf+zj99NN59NFHaW5urtnuoQQuXdfl3nvv5ZJLLuG6665j8uTJXHPNNVx99dUsWrQIsBPp/OVf/mX5M2eddRZXXHEFDzzwABMmTODWW2/lZz/7WTlLcvfu3ezevZtsNkskEuETn/hE+bPJZJLf/OY3vP/97+ejH/0o9fX1nHLKKTz//PP853/+J9/4xjdqJuU52HGEgcsVK1ZwwQUXAPDWt76VL3/5y7z44oucddZZNDQ0cO6557Jhwwbuv/9+Vq1aNeL3ISIiIjKeOMYYc6x3QkRERERERERERKSaMi5FRERERERERERk1FHgUkREREREREREREYdBS5FRERERERERERk1FHgUkREREREREREREYdBS5FRERERERERERk1FHgUkREREREREREREYdBS5FRERERERERERk1FHgUkREREREREREREYdBS5FRERERERERERk1FHgUkREREREREREREYdBS5FRERERERERERk1FHgUkREREREREREREYdBS5FRERERERERERk1Pn/AfNZjBrHoneQAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 1600x900 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_it(all_samples, opt_list, False)" + ] + }, + { + "cell_type": "markdown", + "id": "2c5d98cc-7f78-43fa-9ec9-bf51fa6ab03e", + "metadata": {}, + "source": [ + "## Histogramm" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1ac98a16-eb4d-4016-9658-8dbd5d2c704a", + "metadata": {}, + "outputs": [], + "source": [ + "x = sys_pgpe_ms_norm_samples[:,808]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "600e174b-01d5-4aa1-9f44-5ec40c488c98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(x, bins=100)\n", + "plt.show() " + ] + }, + { + "cell_type": "markdown", + "id": "a77425a7-875c-461c-83ed-a95954519706", + "metadata": {}, + "source": [ + "## Graph over all samples " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7661b3e2-2883-46ed-a5d8-72c4ca81fbe1", + "metadata": {}, + "outputs": [], + "source": [ + "def calc_values(sample):\n", + " sa = np.array(sample)\n", + " a = np.abs(sa)\n", + " ma = a.mean(axis=0)\n", + " w = a.max(axis=0)\n", + " trans_a = a.transpose((1,0))\n", + " better = []\n", + " worse = []\n", + " for sam in a:\n", + " better_than_mean = sam < ma\n", + " worse_than_mean = sam > ma\n", + " better.append(better_than_mean)\n", + " worse.append(worse_than_mean)\n", + " better = np.array(better)\n", + " worse = np.array(worse) \n", + " \n", + " trans_better = better.transpose((1, 0))\n", + " trans_worse = worse.transpose((1, 0))\n", + " mb = []\n", + " mw = []\n", + " for i, timestep in enumerate(trans_a):\n", + " mb_ts = np.mean(timestep[trans_better[i]], axis=0)\n", + " mb.append(mb_ts)\n", + " mw_ts = np.mean(timestep[trans_worse[i]], axis=0)\n", + " mw.append(mw_ts)\n", + " return a, ma, np.array(mb), np.array(mw), w" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a304f61c-bc73-408d-bf54-594adce655e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1600x900 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(16,9))\n", + "colors = ['red', 'blue', 'green', 'orange', 'pink', 'purple']\n", + "\n", + "# set font\n", + "font1 = {'family':'serif','color':'black','size':15}\n", + "font2 = {'family':'serif','color':'black','size':15}\n", + "font3 = {'family':'serif','color':'black', 'style':'italic','size':15}\n", + "\n", + "for i, sample in enumerate(all_samples):\n", + " # calc values (mean, std, max)\n", + " a_sa, ma_sa, bma_sa, wma_sa, w = calc_values(sample)\n", + " plt.fill_between(np.arange(a_sa.shape[1]), wma_sa, bma_sa, color=colors[i], alpha=0.1)\n", + " plt.plot(wma_sa, color=colors[i],alpha=0.25, label = f'{opt_list[i][0]} worse than mean')\n", + " plt.plot(bma_sa, color=colors[i],alpha=0.25, label = f'{opt_list[i][0]} better than mean')\n", + " # plot mean rewards of the samples\n", + " plt.plot(ma_sa, color=colors[i], alpha=1., label = opt_list[i][0])\n", + " plt.plot(w, '--', color=colors[i],alpha=0.25, label = f'{opt_list[i][0]} worst')\n", + "\n", + " \n", + "# add title and axis labels\n", + "plt.suptitle('Reward Values', family='serif', fontsize=20)\n", + "plt.title(f'mue alpha {mue_alpha} sigma alpha {sigma_alpha}', fontdict = font1)\n", + "plt.xlabel('Iterations', fontdict = font3)\n", + "plt.ylabel('Reward', fontdict = font3)\n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "\n", + "L = plt.legend(fontsize=\"15\", loc =\"upper right\")\n", + "plt.setp(L.texts, family='serif')\n", + "\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de80533f-1f80-4687-847c-16462f24feab", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/sopgpe_plots/plot_rastrigin_rewards.ipynb b/sopgpe_plots/plot_rastrigin_rewards.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..85500da2fc3eaf2e1888ba93b0536ca14e24866f --- /dev/null +++ b/sopgpe_plots/plot_rastrigin_rewards.ipynb @@ -0,0 +1,618 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0d7b66e2-e07e-41b6-a9da-b9d127d283b6", + "metadata": {}, + "source": [ + "# Plot Rastrigin Baseline Rewards SO PGPE" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "83250d4e-c586-4aba-8598-72dd369e2aae", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import cm\n", + "import matplotlib\n", + "import math\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from benchmarks.functions import rastrigin, square\n", + "from black_box_optimizers.pgpe_spielplatz import SyS_PGPE, PGPE, RandomSearch, Learner, SyS_PGPE_MS, SyS_PGPE_neweps, SyS_PGPE_MS_neweps\n", + "from black_box_optimizers.hillclimber import HillClimber, SmartHillClimber\n", + "from optimization.optimizer import OptimizeableParameterDict as OP\n", + "from scipy import stats\n", + "import pickle as cp\n", + "import datetime\n", + "from scipy.stats import levene" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a0939bc6-a44c-43e4-bdd1-845e73df0c0b", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"error\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1a381c2a-f16a-4ff8-b939-ebf89e4e0052", + "metadata": {}, + "outputs": [], + "source": [ + "# parameters\n", + "\n", + "# shared parameters\n", + "dim = 100\n", + "opt_iter = 20000\n", + "trainings = 100\n", + "prob = 'rastrigin'\n", + "mue_alpha = 0.1 \n", + "sigma_alpha = 0.05\n", + "\n", + "\n", + "# standard pgpe parameters\n", + "sys_name = 'sys_pgpe'\n", + "create_sys = True\n", + "sys_filename = f'{prob}_rewards/{sys_name}_samples_{mue_alpha}_{sigma_alpha}_{opt_iter}_{dim}_{trainings}.npy'\n", + "\n", + "# norm pgpe parameters\n", + "sys_norm_name = 'sys_pgpe_norm'\n", + "create_sys_norm = True\n", + "sys_norm_filename = f'{prob}_rewards/{sys_norm_name}_samples_{mue_alpha}_{sigma_alpha}_{opt_iter}_{dim}_{trainings}.npy'\n", + "\n", + "# new pgpge parameters\n", + "sys_ms_name = 'sys_pgpe_ms'\n", + "create_sys_ms = True\n", + "sys_ms_filename = f'{prob}_rewards/{sys_ms_name}_samples_{mue_alpha}_{sigma_alpha}_{opt_iter}_{dim}_{trainings}.npy'\n", + "\n", + "# combined version parameters\n", + "sys_ms_norm_name = 'sys_pgpe_ms_norm'\n", + "create_sys_ms_norm = True\n", + "sys_ms_norm_filename = f'{prob}_rewards/{sys_ms_norm_name}_samples_{mue_alpha}_{sigma_alpha}_{opt_iter}_{dim}_{trainings}.npy'\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "91335f19-d033-40d3-a374-66a7b3c95853", + "metadata": {}, + "outputs": [], + "source": [ + "opt_1 = [create_sys, sys_name, dim, opt_iter, trainings, mue_alpha, sigma_alpha, sys_filename]\n", + "opt_2 = [create_sys_norm, sys_norm_name, dim, opt_iter, trainings, mue_alpha, sigma_alpha, sys_norm_filename]\n", + "opt_3 = [create_sys_ms, sys_ms_name, dim, opt_iter, trainings, mue_alpha, sigma_alpha, sys_ms_filename]\n", + "opt_4 = [create_sys_ms_norm, sys_ms_norm_name, dim, opt_iter, trainings, mue_alpha, sigma_alpha, sys_ms_norm_filename]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "aa2e466b-65f3-4358-9a97-34295f46537f", + "metadata": {}, + "outputs": [], + "source": [ + "opt_list = [opt_1, opt_3]" + ] + }, + { + "cell_type": "markdown", + "id": "ed5441d0-806e-4a44-aa56-1fa18b226565", + "metadata": {}, + "source": [ + "## Hier werden die 2D PGPGE Versionen trainiert" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "636195be-c02a-4db3-8b6b-521a41386586", + "metadata": {}, + "outputs": [], + "source": [ + "# Creating the Optimizable Parameter Dict\n", + "def get_para_dict(dimension):\n", + " para_dict = OP()\n", + " for i in range(dimension):\n", + " para_dict.add_parameter(\n", + " key=f\"var_{i}\",\n", + " min=-10.0,\n", + " max=10.0,\n", + " type=\"f\", # f=float, i=int, b=1-float\n", + " scale=\"linear\", # linear, exp=exponential, ixp=inverse exponential\n", + " init=8.0, # if not provided uses center of search intervall\n", + " id=i, # if not provided uses internal counter\n", + " )\n", + " return para_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "09ee3682-d5e9-4f03-8d82-18411c97d4bd", + "metadata": {}, + "outputs": [], + "source": [ + "def get_algo(algo_kind, para_dict, mue_alpha, sigma_alpha):\n", + " seed = np.array([para_dict.get_init_parameters_array()])\n", + " para_dict = para_dict.parameter_dict\n", + "\n", + " if algo_kind == \"sys_pgpe\" or algo_kind == \"sys_pgpe_norm\":\n", + " algorithm = SyS_PGPE_neweps(2,\n", + " paras=para_dict,\n", + " plot_paras = True,\n", + " seed=seed,\n", + " mue_alpha=mue_alpha,\n", + " sigma_alpha=sigma_alpha\n", + " )\n", + " if algo_kind == \"sys_pgpe_neweps\" or algo_kind == \"sys_pgpe_neweps_norm\" :\n", + " algorithm = SyS_PGPE_neweps(2,\n", + " paras=para_dict,\n", + " plot_paras = True,\n", + " seed=seed,\n", + " mue_alpha=mue_alpha,\n", + " sigma_alpha=sigma_alpha\n", + " )\n", + " elif algo_kind == \"sys_pgpe_ms\" or algo_kind == 'sys_pgpe_ms_norm':\n", + " algorithm = SyS_PGPE_MS_neweps(2,\n", + " paras=para_dict,\n", + " plot_paras = True,\n", + " seed=seed, \n", + " mue_alpha = mue_alpha,\n", + " sigma_alpha = sigma_alpha\n", + " )\n", + " elif algo_kind == \"sys_pgpe_ms_neweps\"or algo_kind=='sys_pgpe_ms_neweps_norm':\n", + " algorithm = SyS_PGPE_MS_neweps(2,\n", + " paras=para_dict,\n", + " plot_paras = True,\n", + " seed=seed, \n", + " mue_alpha = mue_alpha,\n", + " sigma_alpha = sigma_alpha\n", + " )\n", + " \n", + " return algorithm" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "84cc5da7-072c-432a-b984-503502d841f0", + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_problem(pop, problem):\n", + " if problem == 'rastrigin':\n", + " return - rastrigin(pop).reshape(-1,)\n", + " if problem == 'square':\n", + " return - square(pop).reshape(-1,)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8e327323-3eef-4eaf-9083-628a44f12e79", + "metadata": {}, + "outputs": [], + "source": [ + "from time import time\n", + "def create_samples(optimizer, dim, trainings, opt_iter, mue_alpha, sigma_alpha, problem='rastrigin'): \n", + " #print(\"dim: \", dim)\n", + " rew_samples = []\n", + " #f_samples = []\n", + " for n in range(trainings):\n", + " rew_sample = [] # samples of specific dimension\n", + " #f_sample = []\n", + " para_dict = get_para_dict(dim) #initialize the parameters for the current problem dimension\n", + " # get the algorithm object\n", + " algorithm = get_algo(algo_kind=optimizer, \n", + " para_dict=para_dict,\n", + " mue_alpha = mue_alpha,\n", + " sigma_alpha = sigma_alpha\n", + " )\n", + " #print(\"algorithm: \", algorithm)\n", + " for i in range(opt_iter):\n", + " #print(f\"training: {n} iteration: {i}\")\n", + " #print(algorithm.baseline)\n", + " population = algorithm.ask() # gibt mir das Sample\n", + " #print(\"sample: \", population)\n", + " rewards = evaluate_problem(pop=population, \n", + " problem=problem\n", + " )\n", + " #print(\"rewards: \", rewards)\n", + " if \"norm\" in optimizer:\n", + " # tell with reward normalization \n", + " try:\n", + " sigma_before = algorithm.sigma\n", + " algorithm.tell_norm(pop=population, \n", + " rewards=rewards, \n", + " cfg=None,\n", + " logger=None\n", + " )\n", + " #if algorithm.g == 0.0:\n", + " # factor = algorithm.s_factor\n", + " # f_sample.append(factor)\n", + "\n", + " except RuntimeWarning:\n", + " print(\"Something went wrong in tell norm\")\n", + " breakpoint()\n", + " \n", + " baseline_norm = algorithm.baseline_act\n", + " baseline = baseline_norm*(algorithm.max_tell-algorithm.min_tell)+algorithm.min_tell\n", + " rew_sample.append(baseline)\n", + " else: \n", + " try:\n", + " algorithm.tell(pop=population, \n", + " rewards=rewards, \n", + " cfg=None,\n", + " logger=None\n", + " )\n", + " except RuntimeWarning:\n", + " print(\"something went wrong in tell\")\n", + " breakpoint()\n", + " rew_sample.append(algorithm.baseline_act)\n", + " #print(\"baseline_act: \", algrithm.baseline_act)\n", + " rew_samples.append(rew_sample)\n", + " #fm = np.array(f_sample).mean()\n", + " #f_samples.append(fm)\n", + " #print(np.array(mue_samples))\n", + " #print(sample)\n", + " \n", + " #m = np.array(f_samples).mean()\n", + " #print(m)\n", + " return np.array(rew_samples)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cf009dc2-e7fd-4217-88fa-d0cc3be87b3f", + "metadata": {}, + "outputs": [], + "source": [ + "def save_sample(sample, name, dim, opt_iter, trainings, mue_alpha = 0.1, sigma_alpha = 0.05, prob = 'rastrigin'):\n", + " # save samples\n", + " # Generate a timestamp\n", + " timestamp = datetime.datetime.now().strftime('%Y-%m-%d_%H-%M-%S')\n", + "\n", + " # Define the filename with the timestamp\n", + " filename = f'rastrigin_rewards/{name}_samples_{mue_alpha}_{sigma_alpha}_{opt_iter}_{dim}_{trainings}_{timestamp}.npy'\n", + "\n", + " # Save the array to a file with the timestamped filename\n", + " np.save(filename, sample)\n", + " return filename" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "df27fabb-d7e4-4ce7-a654-4628c84f6242", + "metadata": {}, + "outputs": [], + "source": [ + "def get_sample(create, optimizer, dim, opt_iter, trainings, mue_alpha= 0.1, sigma_alpha = 0.05, filename=''):\n", + " if create==True:\n", + " rew_sample = create_samples(optimizer = optimizer, \n", + " dim = dim, \n", + " opt_iter = opt_iter, \n", + " trainings = trainings,\n", + " mue_alpha = mue_alpha,\n", + " sigma_alpha = sigma_alpha,\n", + " problem = prob\n", + " )\n", + " filename = save_sample(rew_sample, \n", + " name = optimizer, \n", + " dim = dim, \n", + " opt_iter = opt_iter, \n", + " trainings = trainings,\n", + " mue_alpha = mue_alpha,\n", + " sigma_alpha = sigma_alpha,\n", + " prob = prob\n", + " )\n", + "\n", + " else:\n", + " sample = np.load(filename, allow_pickle=True)\n", + " \n", + " return rew_sample, filename" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9f12cc9c-b458-4fb3-9f86-1b98e44918bb", + "metadata": {}, + "outputs": [], + "source": [ + "def create_all_samples(opt_list):\n", + " samples = []\n", + " for opt in opt_list:\n", + " print(opt)\n", + " sample, filename = get_sample(create = opt[0],\n", + " optimizer = opt[1],\n", + " dim = opt[2], \n", + " opt_iter = opt[3], \n", + " trainings = opt[4], \n", + " mue_alpha = opt[5],\n", + " sigma_alpha = opt[6],\n", + " filename = opt[7]\n", + " )\n", + " samples.append(sample)\n", + " return samples" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "198a28ea-149f-44ea-9525-a47ad76fdf8b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[True, 'sys_pgpe', 100, 20000, 100, 0.1, 0.05, 'sopgpe_plots/rastrigin_rewards/sys_pgpe_samples_0.1_0.05_20000_100_100.npy']\n", + "[True, 'sys_pgpe_ms', 100, 20000, 100, 0.1, 0.05, 'sopgpe_plots/rastrigin_rewards/sys_pgpe_ms_samples_0.1_0.05_20000_100_100.npy']\n" + ] + } + ], + "source": [ + "all_samples = create_all_samples(opt_list)" + ] + }, + { + "cell_type": "markdown", + "id": "ff8d24ec-ad02-4efd-8e4a-29862ba50653", + "metadata": {}, + "source": [ + "## Hier werden die rewards der PGPE Versionen geplotted" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2d23287b-34d5-4907-b7e0-13d6aa6e3dac", + "metadata": {}, + "outputs": [], + "source": [ + "def calc_values(sample):\n", + " sa = np.array(sample)\n", + " a_sa = np.abs(sa)\n", + " ma_sa = a_sa.mean(axis=0)\n", + " sa_sa = a_sa.std(axis=0)\n", + " aa_sa = a_sa.max(axis=0)\n", + " return sa, a_sa, ma_sa, sa_sa, aa_sa" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "592addef-3b68-42fe-a38b-8aecdd3d98e5", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_it(samples, opt_list, with_log = True):\n", + " # create a figure and axis object\n", + " fig = plt.figure(figsize=(16,9))\n", + " colors = ['red', 'blue', 'green', 'orange', 'pink', 'purple']\n", + " \n", + " # set font\n", + " font1 = {'family':'serif','color':'black','size':15}\n", + " font2 = {'family':'serif','color':'black','size':15}\n", + " font3 = {'family':'serif','color':'black', 'style':'italic','size':15}\n", + " \n", + " for i, sample in enumerate(samples):\n", + " # calc values (mean, std, max)\n", + " sa, a_sa, ma_sa, sa_sa, aa_sa = calc_values(sample)\n", + " # plot worst values\n", + " plt.plot(aa_sa, '--', color=colors[i],alpha=0.25, label = opt_list[i][1])\n", + " # plot area \n", + " plt.fill_between(np.arange(a_sa.shape[1]), ma_sa-sa_sa, ma_sa+sa_sa, color=colors[i], alpha=0.1)\n", + " # plot mean rewards of the samples\n", + " plt.plot(ma_sa, color=colors[i], alpha=1., label = opt_list[i][1])\n", + " \n", + "\n", + " # add title and axis labels\n", + " plt.suptitle('Reward Values', family='serif', fontsize=20)\n", + " plt.title(f'mue alpha {mue_alpha} sigma alpha {sigma_alpha}', fontdict = font1)\n", + " plt.xlabel('Iterations', fontdict = font3)\n", + " plt.ylabel('Reward', fontdict = font3)\n", + " plt.xticks(fontsize=12)\n", + " plt.yticks(fontsize=12)\n", + "\n", + " plt.grid()\n", + " L = plt.legend(fontsize=\"15\", loc =\"upper right\")\n", + " plt.setp(L.texts, family='serif')\n", + " timestamp = datetime.datetime.now().strftime('%Y-%m-%d_%H-%M-%S')\n", + " if with_log:\n", + " plt.semilogy()\n", + " #plt.show()\n", + " plt.savefig(f'{prob}_rewards/{trainings}_rastrigin_{opt_iter}_iterations_{dim}D_{mue_alpha}_{sigma_alpha}_{timestamp}_ylog.png')\n", + " else:\n", + " #plt.show()\n", + " plt.savefig(f'{prob}_rewards/{trainings}_rastrigin_{opt_iter}_iterations_{dim}D_{mue_alpha}_{sigma_alpha}_{timestamp}.png')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "aad1f5fc-d374-44eb-9e42-6f49f458f79c", + "metadata": {}, + "outputs": [], + "source": [ + "plot_it(all_samples, opt_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c89977d7-069a-4648-b7c1-33647392b48a", + "metadata": {}, + "outputs": [], + "source": [ + "plot_it(all_samples, opt_list, False)" + ] + }, + { + "cell_type": "markdown", + "id": "9a887630-6748-41bb-8207-a5cba0b6b08c", + "metadata": {}, + "source": [ + "## Equality Test" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "34e02df2-e7b3-48b3-9111-e2c6933f49ad", + "metadata": {}, + "outputs": [], + "source": [ + "# T-Test oder Welch-Test for equality\n", + "def test_equality(sample1, sample2):\n", + " \n", + " # Levene Test for variance equality\n", + " stat, p = levene(sample1, sample2, center = 'mean')\n", + " if p>0.05:\n", + " result = stats.ttest_ind(sample1, \n", + " sample2, \n", + " equal_var=True, # t-Test\n", + " nan_policy='raise'\n", + " )\n", + " elif p<=0.05:\n", + " result = stats.ttest_ind(sample1, \n", + " sample2, \n", + " equal_var=False, # Welch Test\n", + " nan_policy='raise'\n", + " )\n", + " else:\n", + " print(\"bei levene stimmt was nicht\")\n", + " print(\"levene p: \", p)\n", + "\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "661d20d8-5d2b-419f-89cd-2b38ea7edeb6", + "metadata": {}, + "outputs": [], + "source": [ + "all_samples = np.array(all_samples)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a0dd972d-3126-4a6d-b757-0cc149d8e2df", + "metadata": {}, + "outputs": [], + "source": [ + "def get(samples):\n", + " list = []\n", + " for sample in samples:\n", + " list.append(sample[-1])\n", + " return np.array(list)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a4f0ca46-05f4-4573-b24d-b49c1d9f327c", + "metadata": {}, + "outputs": [], + "source": [ + "sys_pgpe_sample = get(all_samples[0])\n", + "sys_norm_pgpe_sample = get(all_samples[1])\n", + "#sys_pgpe_ms_sample = get(all_samples[2])\n", + "#sys_norm_pgpe_ms_sample = get(all_samples[3])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "9e0c6289-e4d5-4f34-bdc1-42776e11d530", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sys norm result: Ttest_indResult(statistic=0.31010055938251063, pvalue=0.7568106342296057)\n" + ] + } + ], + "source": [ + "# test equality to norm \n", + "sys_norm_result = test_equality(sys_pgpe_sample, sys_norm_pgpe_sample)\n", + "print(\"sys norm result: \", sys_norm_result)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ef3f4db4-3a7f-40e6-92c2-7c53c806d032", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'sys_pgpe_ms_sample' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[27], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# test equality to ms\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m sys_ms_result \u001b[38;5;241m=\u001b[39m test_equality(sys_pgpe_sample, \u001b[43msys_pgpe_ms_sample\u001b[49m)\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msys ms result: \u001b[39m\u001b[38;5;124m\"\u001b[39m, sys_ms_result)\n", + "\u001b[0;31mNameError\u001b[0m: name 'sys_pgpe_ms_sample' is not defined" + ] + } + ], + "source": [ + "# test equality to ms\n", + "sys_ms_result = test_equality(sys_pgpe_sample, sys_pgpe_ms_sample)\n", + "print(\"sys ms result: \", sys_ms_result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "239093d5-a6af-497c-9d1e-2567b44c5db7", + "metadata": {}, + "outputs": [], + "source": [ + "# test equality to norm ms\n", + "sys_ms_norm_result = test_equality(sys_pgpe_sample, sys_norm_pgpe_ms_sample)\n", + "print(\"sys ms norm result: \", sys_ms_norm_result)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git 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