From e6560a6f091c8931e60831a3117c3504a215802c Mon Sep 17 00:00:00 2001 From: yezhengmao1 Date: Thu, 10 Apr 2025 05:33:02 +0000 Subject: [PATCH] [lynx] --- lynx/loss.ipynb | 1743 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1743 insertions(+) create mode 100644 lynx/loss.ipynb diff --git a/lynx/loss.ipynb b/lynx/loss.ipynb new file mode 100644 index 0000000..eeb1b98 --- /dev/null +++ b/lynx/loss.ipynb @@ -0,0 +1,1743 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n", + "plt.rcParams[\"font.size\"] = 16\n", + "\n", + "g_label_fontsize = 16\n", + "\n", + "colors = [\n", + " \"#455D7A\",\n", + " \"#233142\",\n", + " \"#F95959\",\n", + "]\n", + "\n", + "edgecolors = [\n", + " \"#FFFFFF\",\n", + " \"#FFFFFF\",\n", + " \"#FFFFFF\",\n", + "]\n", + "\n", + "hatches = [\"\\\\\\\\\", \"\", \"\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"0.82812,\n", + "0.77344,\n", + "0.76172,\n", + "0.76562,\n", + "0.78125,\n", + "0.73828,\n", + "0.80469,\n", + "0.73438,\n", + "0.75391,\n", + "0.79297,\n", + "0.79688,\n", + "0.85938,\n", + "0.78906,\n", + "0.82031,\n", + "0.74219,\n", + "0.80859,\n", + "0.73828,\n", + "0.80078,\n", + "0.78906,\n", + "0.76562,\n", + "0.70703,\n", + "0.71094,\n", + "0.75391,\n", + "0.81250,\n", + "0.84375,\n", + "0.78906,\n", + "0.77734,\n", + "0.71094,\n", + "0.84766,\n", + "0.77344,\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [], + "source": [ + "cnt = 150\n", + "x_data = list(range(1, len(data_base) + 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "legend_labels = [\"XLA\", \"DLRover-Lynx\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(13.333333333333346, 0.5, 'Loss')" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.plot(\n", + " x_data[:cnt],\n", + " data_base[1 : cnt + 1],\n", + " color=colors[1],\n", + " label=legend_labels[0],\n", + ")\n", + "ax.plot(x_data[:cnt], data_lynx[:cnt], color=colors[2], label=legend_labels[1])\n", + "\n", + "ax.grid(True)\n", + "\n", + "ax.set_ylabel(\"Loss\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.legend(\n", + " ncol=3,\n", + " loc=\"upper center\",\n", + " frameon=False,\n", + " shadow=False,\n", + " fontsize=g_label_fontsize,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VKxAAaMHBCtPnl44HhICmh/82Ybfb4FVUrDC8DFYQERERERERERERERFRYmoWwYpbb70VU6dOrTNQEU5LkNqVLsrKynDdddfh008/beDviojCoapYAQBFxTXbgWh2u7oCQ4sOVvik4/K4hZrFYoF8JsDwhKiKQURERERERERERERERNSEhV/jvYn6xz/+gQ8//FAaphCnStLruo6+ffti+PDh6N+/P1wuF9LT0+FyuWCxWFBeXo7y8nIcP34cu3btwvbt27F161YAlVUsAoEAbr311uo5iKjpyEhXByuKS0oAdKo5mJIClJQE7duSW4EoK1Ygsqo/AJTBCtPLYAURERERERERERERERElpoQOVuzevRuPP/54UKhCCIHk5GRMmjQJN998My644AKkpKRENPehQ4fw6aef4u9//zvy8vLg9Xpxww03YNu2bbDZbLH8NoioHlJTnbBYdBiGGbStdsUKAJXtQCTBipZdsUIVrIicXxHGEAxWEBERERERERERERERUYJK6FYgf/zjH+H3/3BBUAiBlJQU/O1vf0Nubi6mTZuGyy+/POJQBQB07doVv/3tb5GVlYVrrrkGALB3717897//jdn6iaj+NE1DelqqdFtJaXCwQnM65RO53bFcVkIRAXmdiWgqVgQUrZhU7UaIiIiIiIiIiIiIiIiImrqEDVYcPnwYX3/9dXW1CiEEJk+ejF27duGRRx5Baqr8QmukXC4XvvjiC1x99dUQQuDvf/87TDP4zngiajwuRTsQZcUKCVFeHsslJRThl1esMBQhiVACmvxtRXgZrCAiIiIiIiIiIiIiIqLElLDBiunTp8MwjOqvH3/8cXz22Wfo3LlzzI+l6zrefvttZGRk4MSJE5gzZ07Mj0FE0XOlp0vHi0skwQpVBZsW3ApE+OVNP6ILVige42ewgoiIiIiIiIiIiIiIiBJTwgYrFi1aVP3/t912G5566qm4Hq9t27a4/vrrIYTA7Nmz43osIopMhktVsaIkaExTBStacCsQBFTBisjfIgzdIt+gqIpBRERERERERERERERE1NQlbLBix44dAIBWrVrhP//5T4Mc88ILLwQArF27tkGOR0ThUbUCiaRihWjBFSsQULQC0aOoWGFRvK0oqmIQERERERERERERERERNXUJG6w4duwYNE3DjTfeiBTVHegx1qFDBwDAgQMHGuR4RBSeDJe8FUhRcXCwQlmxokUHKwzpsBlFxQrTIq9YoSnCG0RERERERERERERERERNXcIGK8rLywEAo0aNarBjFhcX1/gvETUN6Wmp0vGSCCpWtORghaZqBaJHE6ywRnQMIiIiIiIiIiIiIiIioqYuYYMVaWmVpf87d+7cYMdctWoVAEAI0WDHJKK6ZbjkrUCKZMGK5GTpvi27FYg89CCiClbIK1boBoMVRERERERERERERERElJgSNljRvn17AEBhYWGDHM/r9WLq1KkAgIyMjAY5JhGFx5UubwVSLAlWaE6nfBK3O5ZLSiiaaUrHVSGJUITVJh3XFe1GiIiIiIiIiIiIiIiIiJq6hA1WjBgxAgCwZMmSBjne448/jiNHjkDTNPTp06dBjklE4VFWrCguDa4wo2oF4nZDKAIGzZ2mqCYRTbACVnkrEN1ksIKIiIiIiIiIiIiIiIgSU8IGK8aPHw8hBKZOnYrSUkm5/xj673//ixdeeAGapgEAzjnnnLgej4gi40qXByv8fj/cHk/NQUUrEABAC20HohmKQIkeRcUKu7xihVV1DCIiIiIiIiIiIiIiIqImLmGDFZMnT4bdbkdBQQF+97vfxeUYbrcbv/rVr/Cb3/wGmqZV3/k+ceLEuByPiKKT4ZK3AgEqq1acTlNVrABabDsQVTUJYY08WKEpWoFYBIMVRERERERERERERERElJgSNljRqlUr3HLLLRBC4K233sLDDz8Mw4hNqXmv14s333wTAwcOxGuvvVajlUC/fv0wbty4mByHiGLDpWgFAgDFJbUq2oQIVogWWrFCV7VAscjbeoSkqljRQtusEBERERERERERERERUeJL2GAFADz++ONIPlXW/+WXX8bw4cMxY8aMGkGISGzYsAGPP/44unfvjnvvvRc5OTkQQlRXq9A0DU899VQsvwUiioH01FTltkiCFS21FYgqWBFVxQq7XTpuZcUKIiIiIiIiIiIiIiIiSlBR3I7cdHTt2hXPP/88fv3rX0PTNGzbtg2TJ09Gu3btcNVVV2HUqFEYMGAAunTpgrS0NDgcDrjdbpSVlaGkpAQHDhzAjh07sH37dixatAjHjx8HgOpghqZp1V9rmoarrroK1113XaN9v0QkZ7NZ4XSmoLw8OBhRXLsViNUK2O2Azxc8EYMVNVkjf4vQHA7puC3KwBsRERERERERERERERFRY0voYAUA3HfffVi3bh3efffd6soSubm5mDJlCqZMmRL2PKdXuagKVJxuwIAB+OCDD2KyZiKKvYz0NGmwoqikJHjnlBRpsKKltgKxCBMIftmDZpW39QhFVwUrIp6JiIiIiIiIiIiIiIiIqGlI6FYgVd5++23cdttt1ZUlqgIWkfypelztUIUQAoMGDcL8+fPhcrka6Tskorq4XGnS8doVKwCo24G00GCFVVVNIoqKFZYQwYpo2zQRERERERERERERERERNaZmEazQNA3vvPMO/vvf/8LhcAQFJcL5A9S86FcVuLjuuuuwatUqdOjQobG+PSIKQ0Z6unS8qCQ4WKGpghVudyyXlDAsqsCDLfJghZ4kD1ZYNACGEfF8RERERERERERERERERI2tWQQrqvzyl7/Ezp07MXny5OpgRCROr3TRrVs3fPXVV/j444+RmpoapxUTUaxEVLEiOVm6rygvj+WSEoYqWKHb7BHPZXUkqTdK2q8QERERERERERERERERNXXNKlgBAN27d8dnn32GrVu34s4770RKSkqNlh8yp28fPHgw/ve//2Hnzp2YOHFiA6+eiKLlSpMHoIpLI6hY0UJbgVggf23UoqhYYU0OEazw+yOej4iIiIiIiIiIiIiIiKixRX7VLEGcccYZePPNN/HKK69g3rx5WLBgATZu3IisrCwUFRXB5/OhVatWyMzMRL9+/XD++edj3LhxGDFiRGMvnYii4HLJW4FIK1awFUgNNsV4VBUrFNVAAED4fNAinpGIiIiIiIiIiIiIiIiocTXbYEUVh8OBq666CldddVVjL4WI4igjXd4KpKgk/GCFaKEVK1RvBLo9tsGKgMeDyGckIiIiIiIiIiIiIiIialzNrhUIEbVMLpc8WFFcXBI0xlYgNSkrVthVW9SsKepgha+8Zf58iYiIiIiIiIiIiIiIKLExWAFg//798Pl8jb0MIqqHjHRFKxBWrAjJMAzYFP05oqlYYXcqQisA/C3w50tERERERERERERERESJj8EKAI899hjatWuHm266CdOnT4fH42nsJRFRhFQVK8or3PD7AzUHWbGims/nh02TJyssDkfE89lDtALxV7gjno+IiIiIiIiIiIiIiIiosTFYAWDatGn44IMPcOjQIUyePBlt27bFddddh48//hjl5eWNvTwiCoMrLVW5raS0ZtUKZSsQd8u78O8PBJQVKyxRVKxwpCTDL4R0W6AF/nyJiIiIiIiIiIiIiIgo8TFYAUDTNEycOBFLlizB7Nmz0b17d3z++ee46aab0LZtW1xzzTV4//33UVxc3NhLJSIFl0veCgQAioprtQNRBSu8XohAQL6tmfJ7vbAqKlbojiiCFXY7fCaDFURERERERERERERERNR8MFhRy2WXXYZNmzbhscceg6Zp8Hg8+Pbbb3H77bejffv2uPLKKxt7iUQkkZEubwUCAMUltYIVIdpVtLR2IN4Q7TmsSZG3AnHY7fDKcxUIeLwRz0dERERERERERERERETU2BiskLBarXj66afxySefwGazAQCEEPD5fJgzZ04jr46IZJKSHLDbbdJtRcUlNb7WnE71RC2sqkKosIPVEXmwwm63watoBWJ4PBHPR0RERERERERERERERNTYGKwIYfLkyfjf//4HIQQ0Ral8ImoaNE1DRrq8HUgkFStEC6tYEfCqww5WR1LE81ksFvgUFStMLytWEBERERERERERERERUeJhsKIOd9xxByZNmgShuAObiJoOl0veDqSouFawIiVFPUkLC1b4Q1SRsCZHXrECAPyKcYPBCiIiIiIiIiIiIiIiIkpADFaE4S9/+UtjL4GIwuBKS5WOF5fUagWi60CSohpDCwtWGB6fcptN9TOqg09R4UcwWEFEREREREREREQNyDRNTPvsa9z94GN49KnnsW7j1sZeEhERJSgGK8IwaNAgDBkypLGXQUR1cLlUrUDKggcVVStaWiuQUFUkrEnqlimhBBTBCi1EdQwiIiIiIiIiIiKiWHvyuX/jtef/A9fmjTg5bwHuvvd3WLx8dWMvi4iIEpC1sReQKEaPHo2tW5lkJGrKMtLlrUCKS0qDxrSUFIiCguCdW1iwIuAJEaxw2KOasxg6gOD2SUlFhVHNR0RERERERERERBSpvPwC5M2Zi9m928B26maw/d4A/vvOh7hwzLmNvDoiIko0rFgRpr59+zb2EoioDi6XPFhRVFwSPKioWAG3O4YravoMn7qKhGaPLlhxVLdIx9OKi6Oaj4iIiIiIiIiIiChSmzZuxV87pFWHKgCgl8OKcbmHYJpmI66MiIgSEYMVYerQoUNjL4GI6pCRrmoFElyxAsnyNheivDyWS2ryDJ9fvdEaXVGj4xZ5ICOtvBQiEIhqTiIiIiIiIiIiIqJIWPbtg9MSfBlsnNOOwiLeBEZERJFhsCJMrVq1auwlEFEd1BUr5K1ApFpYxQrT51NvtMgrT9TlhD1JOq4LAeTmRjUnERERERERERERUSTMQnlr4jSLjvyjxxt4NURElOgYrAhTUpL8QiERNR2u9FTpeHFJ+K1AREVFLJfU5Bler3TcJwS000rkRSLQti0MIaTbxJEjUc1JREREREREREREFAlD9rnwKcWHDzfgSoiIqDmIrs57C2Sz2Rp7CfUihEBOTg5OnDgBh8OBHj16IF3RNiERvfvuu8jOzq7++sknn2y0tVDjcSl+p0tKy2GaJnT9tCyZqmJFCwtWCEUrkACiC1UAQJ9+vZGzbzt6OoLfYsThw8A550Q9NxEREREREREREVFYQrR9LmfFCiIiihCDFWGqcUE2gWzZsgUvv/wyvvnmG5w8ebJ6XNM0jBgxArfccgvuuusupKguMieAWbNm4fbbb68xxmBFy5ShaAVimibKyiuQnvZDRQtlK5AWFqwwA6pgRfT69emJfb6ANFjhO5iD5HrMTURERERERERERBQOPUTbZ++Jk8ptREREMomZFqA6FRYW4q677sKwYcPwzjvv1AhVAJUVLNavX48HHngAffv2xbfffttIK62fvLw83HHHHY29DGoiXOnyYAUAFBXXKvvGViAAANPnk47XJ1gxoG8v7PPKZ/CfVlmGiIiIiIiIiIiIKF6sHo9ym1FY0IArISKi5qBJBCvef//9xl5Cs7J7926cffbZePvttyGEgKZpuPvuu7Fx40a43W7k5+dj+vTpGDlyJADg6NGj+NGPfpSQVR7uuusuHD/Okl1UKcOlbm9TXFJac4AVKyr5FRUrtOhbgXTu2B5HNIt0my0/D8I0o56biIiIiIiIiIiIKBx2v/ymMgDQSkqU24iIiGSaRLDi9ttvh19xcY8is27dOowePRr79u0DANjtdnz55Zd4/fXXMWzYMCQlJaF169aYNGkSVq1ahcmTJwOorGDx1FNP4Xe/+11jLj8ib775Jr766qvGXgY1IanOFGXbnqLimsEKZSuQEOXhmiPhl1eWMBB9sELXdRjtO0i3WUwTOHEi6rmJiIiImguv1wfDMBp7GUREREREzVaSoa7Laysvb8CVEBFRc9AkghVCCJQ38TexRPjAKycnBxMnTkRhYWH12PPPP49JkyZJ97darZg6dSoGDBhQPfbiiy/i5ZdfjvdS6y0rKwsPPfRQYy+Dmhhd1+FKT5VuK66dQE5Olk/i90Mo2mM0R0IRajO0+r09pPbtDVMI+TGPHKnX3ERERESJLL+gEHf8+lEMO38izhr/Yzz30usJ8e9NIiIiIqJE4xTqyrnJXm8DroSIiJqDJhGsACrbUTRlTb2iRiAQwKRJk2q0xbjgggtw//33h3xcUlISXnnllRpjv/vd77BmzZq4rDMWAoEAfv7znzf5MA41jvS0NOl4cUlZzQFVxQqgRVWtEAFFxQo9+ooVANC7f18c8csvEJiHD9drbiIiIqJEJYTA3Q8+hiUr1sIfCKC0rBxvffApXnlzamMvjYiIiIioWfH6fEgL8RFnqtG0r/kQEVHT02SCFZs3b27sJYRUVlZW906N6B//+Ac2btxYY+yJJ56AptV9cfTiiy/GqFGjqr+uCi64m+jF5aeffro6+DFkyJBGXg01NRkuRbCidisQp1M9SUVFLJfUtKmCFfWsWNG/T0/s88mDFRWnWhURERERtTQ7du/F5m27gsY/+XImhKLaFxERERERRa6kuBQui/ozzlZaZXs+IiKicDWZYMW0adMaewkhnV4JoqnJzs7GM888U2Ns8ODBuPjii8Oe484776zxdVZWFl566aWYrC+WVqxYgWeffRZAZUWOBx98sHEXRE2OK10erCgKtxUIAMFgBUy9nsGKvr2wzyufO3Awp15zExERESWqrdt3S8dP5OUjv6BQuo2IiIiIiCJXnJcHW4gbTzOtOvJO5jfgioiIKNE1mWDFrFmz8MknnzT2MpS+/fbbxl6C0nPPPQePx1Nj7Nprr41ojp/85CewWCxB8+bnN50Ti9LSUtx8880wDAMZGRn44IMPoNfz4i81PxmudOl47YoVSEoCVCfWLShYoSn6eYt6PrfS01KRnyxvt+LIz4cw1f0NiYiIiJqrPfuyldv2Z7NdGhERERFRrJTlngy53aZpyD98pIFWQ0REzUGTuip9880349FHH8Xy5ctx9OhRuN1umI108c0wDOTn52PlypW46667MHPmzEZZR12OHj2Kd999N2h84sSJEc2TkZGBkSNH1hgrLS3FG2+8UZ/lxdRvfvMb7N+/HwDwv//9D926dWvkFVFTpK5YUasViK6rq1a0qGCFohVILEJLHTtJh22mATSh0BYRERFRQ9mz94By2/6DhxpwJUREREREzVtFGJ8/lh5hsIKIiMJnbewFnC4QCOD555/H888/39hLSRhvvvkmvF5vjbHk5GQMHz484rnGjx+PNWvW1Bh79dVX8cgjjzR6ZYgvvviiOkBy880344YbbmjU9VDTpQpWFBeXBA+mpEhDFC2pFYiyYkWtCjbRSOvfF1hzTD7/4cPQ2rat9zGIiIiIEkmoihUHGKwgIiIiIooZb37drfbcuScaYCVERNRcNKmKFZqmQQjRJP9oIXpxNaaPP/44aGzIkCFBbT3CMWrUqKCxw4cPY+nSpVGtLVaOHj2Ku+++GwDQs2dP/Pe//23U9VDTFm7FCgDQUuStKlpWxYr4BSt6D+yHY375/P6cnHrPT0RERJRI8gsKUVBYpNy+P5vBCiIiIiKiWPEXF9W5j+9kXvwXQkREzUaTClYAleGKpvinKdq0aRN27doVND506NCo5hs4cKB0/PPPP49qvlgQQuC2225DQUEBLBYLpk2bhrQ0+YVzIgDIcMl/P0pKyoIHFcEK4XbHcklNmh7HYEX/vr2w1ytvNVK6J6ve8xMRERElkj17s0NuZ8UKIiIiIqLYMWQVjGsRRXVXtSAiIqrSpIIVjV2VItSfpmj27NnS8e7du0c1X58+fWC324PGFyxYENV8sfDyyy9j7ty5AIDHHnsMo0ePbrS1UGJQV6woCX4uJyfLJykvj/Gqmi7NNKXjsQhW9OjaBdkB+eunkcMLB0RERNSy7Nl3IOT2Q0eOwef3N9BqiIiIiIiaN1EuudGuFr00uMoxERGRSpMKVjR2VYpEq1ixYsUK6XiXLl2ims9isaBbt25B4zt37kReXsOXxNq2bRv+8Ic/AABGjx6Nxx9/vMHXQIknw5UuHff5/PB4vDXGNKdTPklLqlihDFZY6z23zWZFmcsl3ZZSVNBkQ2tERERE8VBXxQrDMHHo8LGGWQwRERERUTOnhdHu2dGCPgcmIqL6a1LBCqDpVq1oilauXCkdjzZYAQDt27cPGhNCYNOmTVHPGQ2v14ubbroJHo8HaWlpmDp1KiwxuIOemj9VxQoAKCqplUBWVKwQYZx0NxeqYAWs9Q9WAICueD1yGAZQyFJ7RERE1HLUVbECAPazHQgRERERUUxYPZ4690nxeevch4iIqEpsrpzFiMViwcSJEzF69Gh069YNaWlpSEpKgq43bP5DCAGv14vS0lIcPnwYK1euxIwZM+BvQmVZjxw5oqwiUZ9gRbt27aTjO3bswCWXXBL1vJH64x//iC1btgAAXnnlFfTq1avBjk2JLcOlDlYUF5egY/u2PwykpMh3bEHBCouQByu0GAUrXP37A0f2SbeJI0egtW4dk+MQERERNWVCCOzZl13nftkHD8d/MURERERELYDN5wPqKEaeLgwIIZps1XIiImpamkywwul0YsGCBTjrrLMaeylBHnzwQSxbtgyXX3453E2kNNSBA+q7neoTrGjbtq10PCsrK+o5IzV//ny89NJLAIAbbrgBt9xyS4MdmxJfelr4FSs0BitgMYW8dlGMghU9zxiAk99/g7bW4Ioz5Vl7kTZkSEyOQ0RERNSUHTt+AuXlleeYrSwaHm6bhkvSHPAJgbfzKzCtsAIGWLGCiIiIiChWkgJ+wBY6MNFa11FcUqpsL01ERHS6JtMK5He/+12TDFVUGTt2LB555JHGXka17Oxs6bjT6URqamrU8zocDun48ePHo54zEoWFhbj11lshhEC3bt3w2muvNchxqfmw2axwpshbfJSUlNUcUAQrWlIrEGXFCltsghUD+vbCPm9Auq1k9+6YHIOIiIioqTu9WsVzHV2YnJEMl0VHW6sFj7ZPw42tKs9fD2QzWEFEREREFAspis89T9faquPkiZMNsBoiImoOmkzFip/+9KeNvYQ63XjjjXjyyScbexkAgMOH5SViU1R34IdJFazIzc2t17zhuvfee3HkyBHouo6pU6fC5XI1yHEjceLECZw8GdnJ1t69e2t8XVZWhpKSklguq1koLy8P+XW40tJSUV4RXF3meO6JGj93XdNglzxelJe3mL8fixCQ1cTzQ4vJz8Bus+AQLBgl2WYcOtRifs6JLFbPS+ncFW58NmMW8gqKMKBfL1x5yQUN3v6LKBHF83lJRNGp63m5ZfsuAMAAhxXnpwb/m+vO1k5MLXRjX3YOz4+IYoTvl0RND5+XRE1Pc31e+v1+hHv76bE9WWjfXl7Jm6gxNNfnJVGslJWV1b1TnDSJYIWmaejVq1djL6NOvXr1ajK9tlQftsUrWNEQH+69//77+PTTTwEAjz76KM4///y4HzMar776Kp566ql6zbFmzZoGqwKSyNasWRPV43RNSMc3bNwEV8oPLSnaHDuGsyX7iYoKLFywAGgiz/d46mOaAILbdOTm5+HYwoUxOUae3Q4gOCGeWlTUYn7OzUm0z8va3B4vXvjfNBSdVknmky++xu3XX91k3muJEkWsnpdEFDu1n5fLV1Z+PTLFJt2/vc2CTjYdR4tKMPO7WUhJTor7GolaGr5fEjU9fF4SNT3N5XlZUlaOKy3hfb60fcUqFAa8cV4RUfSay/OSKFZycnIa7dhN4rZQIYTygn5Tous6bDb5B2ENrULRqiA5Wd4CIVwWS/AFVgDweuN7YpGdnY37778fAHD22WfXO7hALZvqg+gKt6fG1wHF81kXAhbDiPm6miJlm0HFa0E0KjIypOOpELDH+bWFmq7vF62uEaoAgO27D2BnVnbjLIiIiCiOjp/IBwAMTlL/e3KQo3LbyfzCBlkTEREREVFz5S6vQJolvMtfemnj3flMRESJpUkEK2699dbGXkLYbr755sZeAgB1sKK+FSsMxcVkn89Xr3lDMU0TN998M0pKSuB0OjFt2jRYrU2imAolKHWwouZFfFWwAgCsfn9M19RUqZ5pIobBCqN9O+W2lKKimB2HEocpBDZu2wMASNaAVhat+ndx0/asxlsYERFRHJimidyTBQDqCFYkVb4bnsgraohlERERERE1W0aZ/PqJjE1xrYWIiKi2JnH1esqUKY29hLC98cYbjb0EAJVVPmTqW7HCNIPL9QPqFiGx8Le//Q3Lli0DALz88svo27dv3I4VC/fddx9++tOfRvSYvXv3YtKkSdVfn3POORg4cGCMV5b4ysvLa5S1Ouecc+B0OiOeZ9n6ndiyY2/QeGpaGsaPH//DQFERMHu2dI4xw4dDdOwY8bETTfG0j6TjXXv2RO/Tf1b10L5jVxS+sAOtrMFZvl5JKXDF6DgUH7F6Xp5u6449KC2vwO2tU3BfphNOi47DPgNP5ZZgR85RXHjhhdD1JpH9JGqS4vG8JKL6CfW8PHjoCAKGgRRdQ0+7Orx6xqnQRXJqes1zViKKCt8viZoePi+Jmp7m+rxc65kLrAtv30ybleff1KQ01+clUazs3Lmz0Y7dJIIVFLnU1NS4zOvxeKTj9a2EobJu3brqth/XXnst7rzzzrgcJ5batWuHdu3Ud+CHIzU1Fenp6TFaUfPldDqj+jm1bZMpHa9we2vMJ+x2qOpSOHUdejP/OxJCQJXHTo7h7+iZQwZhoy+As6z2oG3+nBw+FxJMtM/L061atxkXOO34fbu06rEudgv+2cmFK/fnI+fIcQw9Y0B9l0rUYsTieUlEsXX68/Lo8c0AgDOSrNA1dZ/nQaeCFUePneBzmigO+H5J1PTweUnU9DSb52UEFSscbnfz+J6p2Wo2z0uiGInXNfJw8HbQBJWWliYdVwUjwuX1eqXj9a2EIVNRUYGbbroJfr8fnTt3xptvvhnzY1DLlJEuf34UlZTUHHA4ANVd8S2gBJw/EIBN8dm+xREcgohWcnISTtjl7Vlw9GjMjkOJY97iFbgrMzhlnWbRcX1GMhYtWyN5FBERUWLas+8AAGBIiDYgAJBp1dHOquNAzuGGWBYRERERUbPlLS4Ke19HPa+pEBFRy8FgRYKKV7CirKxMOp6RkVGveWUefvhh7NmzB5qm4b333kPr1q1jfgxqmVwu+fOjuLi0xteapgGKaiyiJQQr/AHYFXdN6vbYBSsAwJvZRjqeXloiHafm6+Chozhx4CCGJ8svLo1x2rF4OYMVRETUfOzZlw0AGFxHsAKobAeSnXMYhmHEeVVERERERM2XURz+Z46pAV8cV0JERM0JgxUJqlWrVtLx+gYrSmrf0X9K9+7d6zVvbd9++y1ef/11AMBvf/tbXHzxxTGdn1q2DEVZrKKS0uBBVZubFhCs8Hm9ISpWOGJ6LHsP+WtIumlAlEr+XqjZWrBkJS5IdcCiCPUMTbbh4M7dyC8satiFERERxcmevZUVK8IJVgxKssLn8+Po8RPxXhYRERERUbMlysL/vDEDAj6/qmE0ERHRDxisSFD9+/eXjqsqToSrqKhIOt6tW7d6zVvbnXfeWf3/L7zwAjRNi+rP7bffLp1ftT+1DKqKFeXlFfD7AzXGtBYcrPB7fco+37EOVrQ+Y5Bym3v/gZgei5q2+YtX4KJU9e+XRdMwKsWGZSvXNeCqiIhoxeoN+NtLr+EfL7+BI0dzG3s5zYbX50N2zmG0smjoYrfUuf9AR2X4Yn/2oXgvjYiIiIio+SoP/7PdNhYd+QVF8VsLERE1GwxWJKgzzjhDOn7y5EkEAgHptnCcPHlSOt6jR4+o55Q5cYJ3YFH8ZKTLgxUAUFK7OkJLbgXi8Sq3WR2xbQXS88zBKDFM6bYTm7fE9FjUdBUVl2Djxi0Y4wz9+zXW6WA7ECKiBvT6ux/hll/+Hm9/8BneeO8TXDLpFmzZvquxl9Us7M8+BMMww6pWAQBnJFkBAAcOMlhBRERERBQti8cd9r5Oi478Y8fjuBoiImouGKxIUK1bt0aHDh2Cxk3TxLFjx6KeNzdXfnfayJEjo56TqKGlhwhWFBXXClYkJ8t3bBHBCvX3aElKiumxunTuiOyAPFhRsXdfTI9FTdfi5WswwmFFqiX06cdYpx1LV65lf3kiogZQUFiMV96YWmPMHwjgiWdfbqQVNS+RtAEBgPY2C9pYdOw/eDieyyIiIiIiatbsPvUNZTLFOTz/JiKiujFYkcDOPPNM6fjhw9GdBHg8HuTl5QWNt23bFr17945qTqLGkKFoBQIAxSU1gxWa0ynf0R1+qjlRBTw+5TZbjIMVuq4jP1n+s7YcZyK8pZi/eCUuSqu7zUw7mwVt3RXYsn13A6yKiKhlW7l2I9weT9D4tp172I4iBvbsywYADE4OL1gBAAOTrDjAnz0RERERUdTs/siqepfz80kiIgoDgxUJ7IorrpCOHzhwIKr5srOzpeOjRo2Kaj6ixpKclASbTf7hde1ghapiRUtoBRKQXESpYnXUffE7Uv62baXj6eWl0nFqXnx+PxavWINxqeH9bo112rF4+eo4r4qIiLbtUIfYvl+4rAFX0jxVVawYcqrFRzgGJdmwn61AiIiIiIiilmJGFqzwnwy+4ZSIiKg2BisS2I9+9CPp+IYNG6KaLysrSzo+ceLEqOYLRQgRkz9TpkyJaH5qGTRNU1atCGoFkpIin6SFBytsybGtWAEAjp49peOZwoRZXh7z41HTsnrdZnQK+NDZZglr/8pgxdo4r4qIiLbu2KPc9v2CpQ24kuYpa182Olh1tLGG9/4HAIOSrMg9kYfyiuZfQY2IiIiIKNZ8fj9SI3yMUVgQl7UQEVHzwmBFAuvZsyfOOOOMoPH169dHNd+WLVuCxqxWK6699tqo5iNqTK50ebCiuKSkxtdaCw5WGD51KxBrjFuBAEDbIYOV2/K374j58ahpmb94BS4Ks1oFAIxMsWPfzj3Iy+c/bImIoiFME+bGjTC+/x5mTo50H9M0sW2XPFwNAFu278ax3JPxWmKzV1ZegcNHj2NwUvhtQIDKihUAcIBVK4iIiIiIIlZSUgqXRYvoMVrtKsdEREQSDFYkuJtvvjlobOPGjVFVZ5BVurj00kuRmZkZ1dqIGlOGIlgRbsWKltAKxPB6ldssdnvMj9dz+FBUmKZ028nNW2N+PGo6hBCYv2QlxqWG/3tl0zSc47Rh6cp1cVwZEVHzJDweBP76VwSefx7Gu+8i8OijCHz6adB+Bw8dQVlZ6KpRcxcuj9cym729+w8CQMTBis42C1y6huycw/FYFhERERFRs1ZUVAKXRX7py6fJx20VrKZLRER1Y7Aiwd17771IT0+vMVZcXIxVq1ZFPNfy5cEfmj744IPRLo2oUaUrK1bUDFbEqmLFybwCbN+VlVAlmwMedbAC1vD7gIfLleFCjilPi7v3H4j58ajp2LlnH/wn83BmcmSBnbFOBxYtWx2nVRERNV/m999D7NxZc2zGDJi1KtuFagNSZe7CZTFdW0uyZ1/l+c3gZPl5lTZggPKxg5Js2J/NYAURERERUaSK8/Jh0+SfQZamyT8zTvaF+JyUiIjoFAYrEpzL5cK9994bND59+vSI5lm/fj1yc3NrjI0YMQKXXXZZvdZH1FgyXOEFK1QVK+B2QyiqK5zONE28+PIb+NtPb8G3v34YD/745/hq5txIl9sozBCtQGCL7M7KcBU55R0ObSdypePUPMxfvAIXhKhWofXrJx0f67Rj2ar1CASMeC2NiKhZMleskI4HPvwQIhCo/nrrjt11zrVmw2YUFhXHbG0tyZ692QCAMxQVK/SRIwGXS7ptUJKVrUAoIsLvh7FsGYwZM2DuqTs0RURERNRcVeTlKbf527WXjqcZgaiqgBMRUcvCYEUz8OCDD8LpdNYYizRY8eWXXwaNPfPMM/VaF1FjcoVZsQLJyfIJhAA8njqPM3/OAly4aC6e65iOh9ql4b+ZDpT/77WEKN1s+uXBClMIQI/P20OgfQfpeCuW22vW5i1agfGpDvnGTp2gX3qpdFM3uxUudwU2b9sp3U5ERMFERQXEIcUF+WPHYM6fX/3ltjAqVhiGiYVLI6+GR0DWvgPobrMoyxBrvXpB69FDuq2yYgWDFRQeUVqKwFNPwXj1VRifforAk08i8N57jb0sIiIiokbhyctXb+zUSTqcqWsoK2/+raGJiKh+GKxoBjp27IgnnniixtjevXuxePHisB7v8Xjw1ltv1RibPHkyrrzyyrDXMGPGDAwbNgwOhwPdu3fHs88+CzOMu/2J4iXDlS4dLyqu1QqkViipBnfdbT1OfPYFhibXvAvxJ+kOLHvz3Tof29hMn186HgCgKcrl1VdK717S8faagK+sLC7HpMZ1LPck9u7OwnlOebBCHzEC+pAhEIrfubFOO9uBEBFFQGRlVQZEFYwvvoAoK4NhGNi+KyusOecsYDuQaOzZl43ByYoqYJoGrWdPaD17SjcPSrIiO+cw75qjsJgLF0Ls319zbM4cmDt2NNKKiIiIiBqPt6hIuS1JEWxuY9Vx8mSIQAYREREYrGg2HnroIZx99tk1xv7yl7+E9dgXX3wRJ06cqP66ffv2+Pe//x32sT/77DP8+Mc/xubNm+Hz+ZCTk4M//elPeOCBB8KegyjW1BUrSmoOqFqBoPKOz1CEEBhUUijd1n7HNhhG025fYHjlFSv8iE+oAgDaDRuq3HZ43Ya4HZcaz4IlK3Fuih3Juvz3Sh8xAlp6OnTFhaWxqQ4sXrEmnkskImpW6mwBUFYG46uvsP/gIVS4667OBQDLVq1DRRiBU/pBYVEJTuYVYHCSVbpd69wZWlKS8v2vu90KzeNB7kl1GWOiKua6dfLxBQsaeCVEREREjS9QXCIdd0NDevdu0m02TUPBkaPxXBYRETUDDFY0EzabDZ9++ilat25dPTZv3jy8V0f5zyVLltRo+ZGUlIQZM2agk6Iklsyf//xn6firr76K3NzcsOchiqUMVz1bgQBAHcGK48dPoKdVfrF4tE3D+iZ+MVj41RUr4qXL0CHwmPI7L/O2bo/jkamxzF+8Ahep2oCkpkLr1w8AoJ15pnSXc1Ls2Lt7L07wrgEiorCI3bvr3MecMwf7V8svxMp4vT4sWbG2PstqcfZn5wAABifJK1ZovSqreKlagQDAwCQrDmQ3/fZy1PhEvvw8yVy3DoKhKCIiImphzNo31p3itljgaNdW+bgyBiuIiKgODFY0Iz169MDMmTORmppaPXbPPfdg+vTp0v0/+eQTXHXVVfB6vQCAtLQ0TJ8+HaNGjYrouHv37pWOm6aJ/bXKkRI1lPQ0VbCirEabGs1uB6zyOwnrClYcWLcBKYq78O26hpzpX4e32EaiDlbEr2KF3WHHUc0i3ebLzo7bcalxlJVXYOXaTbhQEazQhw2DpleeiuiKYEWKrmFksp0X9IiIwiACAYh9++reMRBAxyXhtQ2s8j3bgURk74EcWAAMUgUreveu/J82bYDT/v12ukEOG/YfPBSnFVJzIQIBQFXu2udTVrMgIiIiarbK5Z/peq02wOVSPszNm0SJiKgODFY0M6NGjcL8+fPRsWNHAIDX68W1116LH//4x5g2bRoWLlyIKVOmYPz48bjhhhtQVlYGAOjfvz+WLVuGyy+/POJj9u3bVzqu6zp6nboTi6ihqSpWmKaJ8ton14p2IHW1Aimso8JC54P74VOEF5oCU7E2Q4tfsAIAStLSpeP2PJa6bm6WrlyLvrpAe5s8TKOPHFn9/1rv3srn4linHYuWr47LGomImhORkwOcCk3XZUBxPkYkyy/6yyxcuqpJn9c0NfsO5KC3w6pshVVdsULToCnagZyRZMWBbAYrqA7FxYCQV4QDAHP58gZcDBEREVHj0z3yz3T9Dgc0qxWlipvKfHmslkpERKExWNEMnXPOOdi4cSNuvPHG6rEZM2bg5z//OS666CLccccdWLRoEQAgPT0dTz75JDZv3oyhQ4dGdbynnnpKOn7fffehffv2Uc1JVF+udPnFewAoqt0ORHExt66KFcbB7JDbh9t1rJ23KOQ+jUpVsSLOwQrRoYN0PFPxjx5KXPMXr8RFaYo2IBYLtCFDqr/ULBbop319urGpDixftR5+fzwb1RARJb5w2oCc7v/apQV9pHjp+DHSfUvLyrFq7aboFtYC7T2Qg8FJiqpoFgu0bj/0dla1AxmYZMOBHLYCodBUbUCqt2/dClFc3ECrISIiImp8NkXY3EyqbAldbrNLtwtVFTAiIqJTGKxoptq3b48PP/wQO3bswO9//3ucddZZaNWqFWw2Gzp27IgrrrgCr7zyCg4dOoQ///nPcDgUF77C8JOf/ATTp0/HmWeeCZvNhq5du+Kvf/0rXn755Rh+R3K33XYbhBBBf4hUFSsAoLi4ZrBCUwUr6uhHnFpYEHK7rmnImzkr5D6NSQTkF6njXbEipW8f6XgnHSg4waoVzUUgYGDRslUYp2gDog0aFPTc0xQBv74OK1I8bmzcsiPm6yQiak7Enj0R7T802YYr05NqjP3iluuRmuqU7j93IduBhEMIgX0HcjBE1Qake3doth+2qSpW9LRbcPRgTlzWSM1IQeh/k0AImCtWNMxaiIiIiJoAu09+M5lwVv47x5OUJN1uKS2VjhMREVVhsKKZGzhwIP7xj39g7dq1KCgogM/nw9GjR/Hdd9/hV7/6FdJD3NUfiUmTJmHTpk3w+XzIycnBH//4R+g6f72o8aSlOqEpAgJFJSU1B5KTpfuJ8nLl/KVl5ehq1n33fO/jR+B2e+rcr1Eo7v43tfg+dzsOP1M6btE05KxbH9djU8NZv3kbHOXlyt7y+ogRwWMhKieNYTsQIqKQhBAwFcEKbcAA5eMebpsKx6lTJpvNhjMG9sX4sedK9523eAVM06z3WmNFmCaMJUvgf/FFBF55Rfn9N7SS0nKUlpVjsKLVilarXaKuCFbomob0ggJ4fb6Yr5GaD1FXsAJsB0JEREQtS7LiM1s9rfJGPCM1Vbrd4Ql9kx0RERGvfBNRs6TrOlzp8pPk2hUr4JTflRmqFcie7bvQ1Wapcx397Bas/ea7OvdrFIY8vW3EORTVun8/+BWVZQp37IrrsanhzF+8QlmtApAHK7TMTGhdu0r3P9/pwJLla2K2PiKiZufkSaCwULrJMnEitJEjpds62iy4tXVlBaEBfXvBYbfj0vFj5YfIK8CmrTtjs94YMD78EMZrr0GsXw9zxQoEnnwS5pYtjb0sHDuRD7sG9HPIW4HUDlagXTuYirvmBjosOHjoaKyXSM1IOMEKsX8/xLFjDbAaIiIiosbl9weQCvnnjtaqm0xdLul2p5+BZiIiCo3BCiJqttLT5O1Aikrq3wrk2IZN0MNsmVE+b35Y+zU0LWBIx804Byt0mw25FvkdnP6DB+N6bGoYQgjMW7QC41VtQLp1g9a2rXybomrFaKcdWVn7cSz3ZMzWSUTUnISq1qD17QvrjTcCFnko9Betnci06BgyqB8A4MIx58Bul79Xf7+gabQDEYcPw/wuOLwaePttiEauqnH8RD4GOKywKc4Vtd69a36tadB79JDuOzDJhgPZh2K9RGpOwghWAIDBqhVERETUApSUliJd8dmmvVUGAMDaOlO6PV2YCCg+LyUiIgIYrCCiZizDJQ9WBFWsULUCCVGxwp2VFfY6BhXlobSkCfboCyhagTRAG5+ydHkyPDk/P+7HpvjbdyAHeUeOYVSKXbpdk1SrqKKfKW8Vk27RMTTZhiUrWLWCiEhG7N4tHde6dIGWmgqtUyfol1wi3cdp0XF/GycGnwpWOFOSMeZceYWLOQuXQigqTzUkY+FC+YaTJyG2bm3YxdRy/GQ+zlC0woLDAa1z56BhvVbYosoghxX7D4YfrBB+P4yZM+H785/h/8c/YG7eHPZjKTGFU7ECqGwH0hSeu0RERETxVFhUApdFHnBOatO68r/t20m3t7HoKCgsitfSiIioGWCwgoiaLVdVebdaikvDrFgRIlhhP3487HV0tFqw4bPpYe/fYAx5Als0QLACnYIvKABAW58HhmJdlDjmLV6B0U477Lr8H7KyNiBVtP79AYe80sVYpx2LlzFYQUQkIxQVK7R+/ar/33LttTAULScmZyRjZGZG9dcTLjpfut+hw8ewO2t/9AuNAeH3w1y6VLldGbpoIMdy8zE4WR6s0Hr0gCY519IUFSt6O6w4dCD8il6l/3sNxrRpQFYWxKZNCPz97/AtaxpVRig+wg1WIDcXYu/e+C6GiIiIqJEVFxUjzSL/bNPZpg0AIK1TR+n2VhYNJ0+wUioREakxWEFEzVbYFSsiDFYEAgbaussjWkugCX6grZuKViCKMuGxlNa/r3S8q03HoZzDcT8+xdf8xeo2IHC5gnvLn0az2aANGiTdNtbpwPI1G+Dz+2OxTCKiZkOUl0Mclr9/nh6s0NLSsL3vQOl+Fk1D12WLq7++6ILR0BVhy+8XNm5LAXPtWqCsTLldrF8PUVzcgCv6gWmayD1ZgCGKihWq90BVKxCrpsHIDi9YEdi9G0mrVgaNF773fliPp8QjTBMoLAx7f5PtQIiIiKiZKwsRjLC3agUASO3cSbpd1zQUHzkSl3UREVHzwGAFETVbrnR5sKKopKTmgCJYoWoFsj87B33s8vCBvLkGcGZFCQpO5Cm2Ng5NVbGiAYIVHYbJ2z3YNA05GzbF/fgUP3n5BdiydScuVAQr9OHDpXfq1thn6FDp+BlJVtg9bqzftK3e6yQiCpe5fz/8f/sbfL/7HQJvvgmR17TezwFU3oWuKPGv9+9f4+uvfRpyfIozlq1bq1tHtG7lwtkjhkh3m7uwcQOjZl0VKQwD5pIlDbOYWgqKSmAzDfRSnCtqipYf6NgRfqtVuiktPy+sFg4npn0kHW9VXgaD7daap5ISZRU6GXPlSghFO0AiIiKi5sAT4rxXS00FAFhat1buU3Yk/CrFRETU8jBYQUTNVrgVK5StQNxu6fD+TVuQoSgpVzTiLOl4ukXH1o8+Vay0cWiGKR0XevyDFUk9usNQXB8o3rEr7sen+Fm4dDUGO6zItMqfI6HagFTvc6Y8eKNrGs5zOtgOhIgajJmTg8ATT0Bs3QocPQpz4UIE/vEPCI+nsZdWg7l7t3yDywW0q9k/eNPuLLx4Ul3twZg6FeLUhdrLxo+V7rNzzz7kHD4a3WLrSeTmQmzfXud+xqJFYYURYu3YiXwMcliha4p2WIqKFZquw9u+g3RbTwRQWFQi3VZF5Oej1V55OxgAOLFmXcjHU2IKuw1IldLSytczIiIiombKE6qal9NZ+d/UVKiiqZ4TJ2K+JiIiaj4YrCCiZsuVni4dLyoJsxWI211ZXrf247eqP8zvcMdtKFN8hm9dt1b5uMZgUbQCEYq7JWNJs9mQb5OXyDYOHYr78Sl+5oVqA2KzQRs8uM45tA4dgPbtpdvGOu1YvILBCiJqGObXXwO1zgXE4cMw585tpBXJiT3yC+pav37QTrvA7/X6sGfvAcwt9WJ9hU8+15Ej1RUhLh03RnnM7xupaoVRV7WKKseOQexq+LDm8RP5GJIsP8eB06l8fwMAW58+0vEzkmw4cDD0+VHZ198gVDS2YOOmkI+nBKW4I9NnClRI/h0DsB0IERERNW/+InlLwAAAJCUBqAw1lypuLDMiDa4SEVGLwmAFETVbrvRU6XjtihVITlZPImkHIg7lSHctstqgt26Ng+3lffrO9HuQG2aP7IagKz5shTX+FSsAoDyjlXQ8JYI+0YmkqLgE/379fTzx7L/w4effwIigbHNdhBDYtmMPvpu7GMdD9JKMN7fbg+Wr12N8mjxYoQ0eDO3UP2LromoHMsZpx9592Th6LDfqdRIRhUMIAXPHDuk2Y86cJlNOXwQCla1AJGq3AdmVtR+BQOX7z99PlMoeAgAwPv8coqICnTq2x+CB/aT7zF3Y8BdnRSAQUYuPOluGxMHxE/kYnCQPVmi9etUIutSWMqC/dLyvw4rsfdnKxwmvF1gU+nu1HGw656AUO6qKFbkBA/NKvdJt5vr1Ta7qTrzoW7ZgzJw5uOTLLzFy6VJovAOViIio2TNr31B3ilu31DgXr7DZ5RPUbiFNRER0GgYriKjZcqUrWoGU1moFUlUGTqZWOxAhBFIVF/7LW1X258u86grpdruuYddHn6mP1cCUwQpL/CtWAIDepYt0vIPhQ3mFvA1LoioqLsGVP70L/379PXz4+Td44tl/4c77/xiTEuVenw/3P/I0Jv38l/jNI09j7OU34OE/PYsTJxu+l/qKNRvQxgigr0P+OxROG5DqfRXtQNpYLRjgsGLxclatIKI4y8sDiork2woKYK5rGq0VxMGDgE9efULrVzMUsXXHDy1DtnkC+KZY8X5bUgLj668BAJddJG8HsmHzduTlN+zdXGLTJvXfiYS5ejVEmbrtSTxUBivk74Oaog1IXdttmoYSVbsXAMbSpXD4/SHnblta3CitUSi+1MEKE9+UKMITXm+Tef2KJ3P3bthffRXpRUWw+f1od/Qo7C++CBHBawgRERElHlEuP//31KrQ60uWVzC2NfC/H4iIKLEwWEFEzVaGS94KxOv1weM57Q6uEBUrRK2KFbkn89BDkwcSLN27AwC6XjweeUJ+N2L6ti2hltygdNWH6w3QCgQA0gcMkI73tFuRlbW/QdbQUP756hScyKsZdFi2al1MwgGfzZiF2fNq3r379az5uPTa2/DO1M/h9zfcHdXzl6zEuFRF4h+RBSu0QYOUv4vnp9qxiMEKIoozU1EFonr7rFkNtJLQVG1AYLdD69GjxtC2HTX3/dfJMnhM+fmAOW8ehM+Hy8bLgxVCCMxbtCL8dcagwkfYbUCq+P0wV4S/xvoKGAZ8hcXoalcEDOsKVnTqBL+iooWeI6+YJoRAxVdf17m2NAj4jx2rcz9KMIpgxXG/gVXlPuQF5BXSzGWRt/I5cjQXa9ZvQVl5cEW/psj44ougMa24GIF33234xRAREVGD0SXVhwHAb69ZXdVU3JDn8LaMyl5ERBQdBiuIqNlSVawAgKLTy7qlyBPKAIJagezasQe9FHfjtxoyGEBln76j3XtK9xlo+nFoq7yseEOzCkXFClvDBCvaDB4kHXfoGg5tajoBlPry+f34dvYC6bb5i+t/sWf6t3Ol4+XlFXj2n//DNTfdizXr4//z3HcgB3PmL8X4VEUbkJ49obWSt3+R7p+UBK2/vCT6GKcDK9dsgFdxhzYRUSyo2mtUb8/KqjN80RBMRSUDrXdvaLUCaqdXrACAYwET7xaUyyeuqIC5ejX69OqOXj26Snf5fmHdF2dFSQkC//43/HfeCd+vfoXA559HVTlB5OdXVqyQ0MeOBRTvMebChQ1WqeFkfhEGOdQt1bTevUM+XrNYUJDmkm5zFcgrUYmtW5GUnxfW+o6uWBXWfi3d1h278ev/ewo/ve1+/PXFV5Ff0HTb1IWqWGEA+E5RtUJs3QpRLO8/frryCjc+/nImJt30S1x49c/ws188hHMuvlZ5/tlUiJISCEUrJ7FmDczVqxt4RURERNRQrF55OzSjVmtaTdGiOC0QuhIcERG1bAxWEFGzleFSByuKi39oB6JZrYBdcZd9rWDF8U1bYFPcSeg8rS92hx9fI91H1zRkf/a5cl0NSVWxQrPK+4LH/PidO0MR7UDpbsXdtwlo2cp1KCmVlxFcv3l7veb2eLzYsSsr5D579h7Az37xUFzbg2zetgs33PkAjLIynJUify7pI0dGPK+qHciwZBt0rxfrNm6NeE4ionCJrNCvrwBgzp7dACtRE0IoK1bUbgPidnuQtf9g0H5vFVTApzgPMk9ViLhUUbVi5ZqNKFW8xwGAME0E/v1vmKtWAX4/UFgI88svYUydqnyMirl4MaA4d9EvuQT6hRfK13DwIMT+hqmEVdkGRHEelZEBrXXrOufwdeokHe8a8CIgqT7g+/bbsNdXunVb2Pu2REIIvPXBp5h8y68xe94SbNyyA1OmfYHbf/0o3O6meeeiOlhR+bvyraodiBDwh6hasXPPPjzxt5dx3oTr8Nhf/oltO394nfH5/PjD08/j8NHj0S88zsz16wFV20MAgSlTIErl/deJiIgosdkVN+GIWjfW2du2ke7XSkOza1FMRESxw2AFETVb6SErVtT6IE1RtaJ2K5AKxZ2pAQBax47VX3c592zkKF5i22Wpe2Q3JKvq4oS9YYIVmsOBIpu8uoE4cqRB1tAQvp3zQ9lyGwDHabmcrH3ZytBFOLZs3w3/qdLqGoAMizz0A8SvPcjSletw8z2/RWFRCcY67crgkRZBG5DqxwwdKh23aRrOTbFj0TLebUhE8SH8foiDwSGE2szVq5UXNsM+lhAQ0fbxPXECKCqSbtJrVf3ZuWcfTMmFxgpTwDvybPnadu2COHpU2Q7EHwhgYYjXYrF+vfSucXPWLJg7dyofFzSPacJYtEi+sXNnaH37wjJunPLxZqQtRKIUKlhRV7WKKkm1AjFV+tmtOHzocI0xceQI9G3hhyXshw/XvVOMiUCg8k8DVQ0JuZaKCojcXOmfioMH8czv/4xpr7yFzhYNXW0WZFoqz+V37NqLdz/6spFXH0wIEaIVSOVzfZsngGyf/Lxv/0eforDoh6oVbrcHX3w9Gz+59deYeMPd+PCzr1GuaPsRCBj48pvv6/kdxI+5po6WcSUlMD74oGEWQ0RERA0qyZCf+2ipqTW+Tm7fXrpfG6uOvPymW7GMiIgaF4MVRNRs2W02pCQnSbedXrECgLodSK1gheO4/M6sImdqULntvP4Dpfv21AQOLG/8UsxWKD7gtjVMsAIA3Io7N53FhdKLP4nG4/FWt/u4PiMZC/q0xcb+7TGzZyZGJtsghMDGLdG3hlm/ufJiyg0ZyVjZty1W9G2HOb0ycXOrlBoBjipV7UF+9LN7sHr95qiPW+Wb2Qvwiwf+iIpTd3Gq2oCgdWto3btHPL/WtauytPv5TgYriCh+xMGDlRUW6mIYMOZGXxLfmD8f/nvvhf/uu+H/wx9gKqpPqCj31zRoffvWGKrdBqSK05mCjB9drV7jwoUYMqgfOrRvK90eqh2IEaKiR+CNNyAUZXpzT+Zhw+btyNqfjaLiEphbtwJ58nYXlvHjoWkatHbtoA0ZIt3HXLECwhP/igPHTuRhSLK8pZreq1dYc2QOHyYdd+gajtdqlWZ8H9mF7Q4VZRANeH5lzJ0L/333wX/LLQj83/9F/PsdK6KgAP6nn4b/F7+A/6GHpH+sf/gDHj26F3N6t6n+s7RvW3zXKxNnJtnw5nuf1CsMGxelpcrXqdyAAau1si3NN8Xy3/1eph8P3v5rLF6+Bs88/wrGXH49HnnyeWzaGl7oadW6TVEtO95EWRlEGIEjc9kymBs3NsCKiIiIqKH4/QE4Fa2PLenpNb5O79JZul+aRUfesaZbmYuIiBoXgxVE1Ky5XOnS8eJaFSs0VbDC/UPpt7LyCnTwyT+YDHQMLtvc64afKNd1fMbXym0NxarIVegNGKywdusmHe+mAXsP5DTYOuJl0fLVKK9w47wUO/7cIR2Z1sq33Z4OK17pkgGXrmHjlujbgWzYtA0XOO14okM60k/dVdnVbsUf2qdhTq82+FlGMmySgEXWvmzc9IuH8dAf/4pjuSejOvZ7H32Jh/741+qy5NekJ+GyNHmQSR8xApqikkUomqYp24GMTXXgwMHDyNqfHfG8RER1EYoKVTLm/PnKgEAoxqJFMN5+u/LiKCrDHIEXXoA4Gf7rsrINSJcu0JzOGmNbd8j3HTywLyzdu0Pr00e63Vy6FJpp4tJxY6TblyxfA48n+Ps3s7MhQlWlyM2F8XnN9mj5BYV4+E/PYuzlN+C623+DK35yJ84a/2PMevxp6RSGrmO+X8OqdZtQUFgMffx4+bE8nsp2JHFm5BWg7amL2bVpYQYrHL17wac4R3Pv/iEcI8rKEFBU8Sg25B8mJ2tA+b6GaYtibt0KY8oU4FQ1FnHkSOXvd4W8AkK8CCEQeP55iF27lK1kQulht2JKt1bo7PPgnamfxWGF0QtVLed4wMSPrrgYD9x7K2aq2oEAGF5ejDvv/wPe+2h6xMGRjVt2SJ/7jc3csAEwgtvmyATefrvBfyeJiIgofkpKS+GyyC952TMyanyd3L6dep5mVEmXiIhii8EKImrWMhTtQGoHK5CcLN1PlJdX//+evQfQzyG/CzGlX9+gsXb9+2OXLg8pdD2UDTPMD/zixaq4zq01YLCizZAzpOO9HVasa6J3wUWiqg3IfW2cQdtcFh3XZSRj/aboghWmaWLDlh24ubU8FNTOZsFjHdIxu1cbXJeRDNnf6jezF2D8xJvw0B//io1bdoRVplsIgX/+9x088/x/AVS2Nnm6Qzr+1skFhy7/pdKjaANS/VhFO5BONgt62S2YM39p1HMTEalEEqxAWRnM5csjmz8/X16GvqwMxowZ4c+jClZI2kmoKlYMGVjZMkQZSigpgVi/XtkOpMLtwfLV64PGzRDVKqr3+e47mHv3QgiBL76ejQmTb8fXs+bXeD9qbdEw3mmXPn5OUQXue+oF/Pzu32LMhOvw6NfzgDT5uZ+5YEGd66kPt9uDzl71BexwgxWa1YqjVvm5mPW0Vh7mwoXQFdUK/nmiDH7Fe/qxlQ1TNc34WhIiLiuDuWRJgxy/ijhwIKy2PqEk6Rr+3SUDX370JfILi2KzsFhQBCsCQiA/YKJr5464/+5b8PDTj2KzR14S++p0eShWJkXT0NNuQdW/hvx+PzZsjj4gHC91tgE5XUEBjGnT4rcYIiIialBFxaVwKdrkOjJrVc2tFbQ4XcWx3BiuioiImhMGK4ioWXMpghVFxSU1vq59V2e10+5g2rt1O9rb5HchZpwxSDpefuYw6Xg7Hdj3/Tz5MRuIqhWIxS6/eBEPDsVFhmRdw9HVaxtsHfFQVl6BhUtXoYvNghEp8p/paKcdm7ftrK76EIn92YfgLi3FyOTQf18dbRY82SEd3/Vug2tdSagdDQoEDHwzewF+etv9mHzLrzBj5lx4fT7pXIZp4i8v/g+vvl35AXQ3mwUfdW+Nn2TIg0kAAIcD2iD58yMc2uDBgKLaxVinIybBisKiYvzh6Rcw6tKf4Pwrb8RrUz5qEr3giajxmFlZke0/e3bYrxtCCATeeqtGVawacy1ZElbVClFeDnHahfbT1Q5WlJVXYH/2Iem+QwZV7quPHg0kyS+yGgsX4uwRQ5Hhkp9XzV1YM1giiothrlgRcv2VOwq4X/kv7rz393jkyedRVLtVG4BrXMmwKd4HPi/64WfoDwQwffZCrEmWr1Hs3QvzkPxnEAsHDh7G4CR5ADfQujU0ReBDpihD3iqtdVFlr2dhGMo2IHkBAwe798R+v7xqhXtHeG0e6kP4/crQj2o8bmupZ6iiSmebBU9m2PHmlI9iMl8sqCpWnAyYMAF07dwRAHD1hIvQ9uorpft2s1sxNCl0qLqn3YLnO7mwsl9bzOzVBov6tMW41Mrzz6bWDkRUVEBs2VL3jqcxFy6EGUbrECIiImr6iotLlBUrUjIzaw4kJUFVe8uvaENIRETEYAURNWsuxQWAcCtWnH7Ro2jbDuVxLD16SMf7/ex6+Ez5hZaiWXOU88WbYRiwKy5S6I6GC1Zo3bohoMnfivR9exP64vaCJSvh9fpwVYg7AYcn22F4PNiVtS/i+ddv3oZhyTYkKapE1NbZZsFfOrrwba9MXJOeBFlEaMv23fjd48/hwqt+hpdfew8n8374wN4fCOCDz2Zh+rdzAQCXpDrwWY/WGFDHh/H6RRdBq0dYR0tNhdY3uCIMAIxx2rFzzz5k50RfolEIgd89/hw+mzELefmFOHb8BF74z1t45U3JneRE1CKI4mJAEWzY55Xf9S0OH4YI88KcuWwZxObN6h0MA8Y339S9zqwsZWsDvVawYscu9Xvq4EGVFSu0pKTKcIXsWFu3wlJYgIsukG+fvWAppn32NUpPtRIw588HAvKfVW22E7kYekB9sX2yS36OdsgXwOqK4CDgX9eq76A3Fy4Ma03R2HsgB4OT5e+JNsX7mIq/s7zfcxfDB2GaEOvWAfn50n0+KnRj8rVXITdV3g4v+fixiNYSDbFvH6CopmEeOBD349dYy9GjMZtrbKoDafO+R+7JpvFBuypYcdxfGditClYAQPefXAuhy8+5J7rk56rdbBa8eUZ3fNu7La5KT6oOOLW26nihUwY6WvUmF6wwN25Uvvbkt1OX+w68+SaER11xhoiIiBJDcV6+MpRtb92qxteapqHUIj9/N0K0XCMiopaNwQoiatYy0uUfKhfVDlakyNsp1Oi5q7jLscJiVZaPy+zcCdsd8rl7nTgGI4qe7LHg9wekrSEAQLc1YLDCakV5hw7SbX0MP3IOx//D/3ipagMyMUSwwqFrGJ5sx4bN6tCOyoZN2zFKUQkjlG52K/7WyYVvemXi6vQk6e9BXn4h/vPG+7jgyhvxp7+8hL3Zh/Hm1K+wddc+WAH8X7tU/LtLBtIUdwFU0c45B5Ybboh4jbWp2oGcm2KHU9cwZ0H0ZcXXb9qGxcvXwKYBAx1W9LZXRk5efWsaDhyM353NRNR0hWoD8tixEhiKgIIRRusLUVQE4/3369zPXLRIedG0ep/d8tYeyMgAal1A3LpTvm96Wiq6dfnh4quyHYgQMBYtwqWKdiBlZeX4899exugJ1+EPj/8Nnu9mhVx7bb/IdGKApN3ayGQbeinasH1R7JbW3spy+3A0PUP6GHPZMghFVab62rf/IAYrwoZ6nz4RzZUycIB0PFnTUL5vP4xZ8p+vzxT4xgdccemFCHTtJt2no9cDEWboJVpi1y71xtxciLKyuB6/xlpiGKwAgF9kJGPeP/8T0zmjpniNyA1UVis5PVihpacrz6cuT6tZ0ax/Rho+Pm8IZvVthzGGB5rkNS9F13B9Rgq2bN+F8gp59Z3GoGoD4klOxvqxY2G2aSN/4MmTMD75JI4rIyIioobgzpOHjwFAT00NGvM4HPJ9S4Mr6REREQEMVhBRM+dKDz5pBoDiWqWmNUWwoqoVSCBgIL2kSLpLeWYmNEUaGgCMc8+VjqfpGvZOr/uO1Hjw+/3KBLelAStWAIDzzDOl48OTbVi7PsQdvU1YcUkplq5Yi0EOq/KCUJVRKXZs2Bx5+eH1m7dhlKLnfDh62K34RycXVvZrhze6ZOCu1ikYmmStUcnCHwhg1rwl+N97X2LfwSNob9XxbrdWuK21onVOFYsFlp//HNYHHoBmC13RIhya4nfErmsYl1q/diBffDMHg5Os+KZnJr7omYlverXBu91awW4a+OuL/4t6XiJKXKo2IEf8BjZ7/FhQJg9Fio0bIY6pA4FCCASmTAHKy+teRCBQZ9UKVUsFrV+/oPOSbTvk+w4ZVHNfrXdvaN3kF+TNxYtx/jkjkKxoFwIAHo8X3qXLYKuQf49C0Q7Dpmn4S8f0oHZVqlZTASEwvVh9d/k7hxStVMrKYK5bp3xcfZTsP6AsO6wpWp+ptB8+DAFFgKds5kzl3/23JR6MuWQcUpKT4Romv4hu14CibeqqHrFg7gzdbkTs3x/X49c4liJY8XpeGS7aezLoz1vDRkF74UWILl2Uc16+fzeObY6s3UQ8KCtWBAw4HHa0bVOzpYw+Zox0/0yrjvOcdlw8pD9mXXU+vuychqEFJ6CZ8nYyVa52JcEIGFi3cWt030CMCY8HYtMm6bbjXbrAsNkQ+PnPlY83v/9eHVgjIiKihOApKFRvlLSBDihaQ9vdFdJxIiIiBiuIqFkLuxVIHRUrDuQcQh+r/CXTqmgDUmXIDT9FqSH/YNKzKH4lqUPx+f2wK1pIWB3qCybxkDRksHS8vc2CrDXxufgRb3MXLoc/EFCWVj7dKKcdGzZHdoEjv6AQeYePYojizlitd2/AGjrQUSVF1zA21YGH26Xh4x6ZWNm3LV7tkoFbW6VgoMOKqt+S81Ls+KJHJkbUVSWjdWtYH38cliuvDBk4ioTWsyfQqpV022VpDmzZvhtHjuZGPK/b7cG8uYvxfCcXutl/+Hmdk2LHMx3SsWjZaixatjrqdRNRYlJVrNjirmxt8H6B+kO2UFUrxOrVEGvXhr0Oc8ECiEL5B4MiEKhstyCh9+8fNLZ1h/xi4RkDa7YM0TRNXbWioAD23btw0QWjQqwauKW1/JwqYLHgzuNlKAjIz4kGJdlw+6nH2mw2/N9dN+FHmfLzuF3JaegxdDA6d2wv3f7l8QL4FcE+c8GCkOuPVrIiVGPi1PtYBDp06YT9fvnPqdVa+R35APBBYQV+OukKAEDvMaPhUbSjO75KPUd9iUBAGfyo3qeBghXC5wNOnJBu2+oJ4HjArP5TbLXjD3/5E+77v9/A1qkj7A8/DJ9V/juUZtFhvPSvRm8doQpW5PpNdOnUIeg8TB85ElDclfmfIb3wH1GG7vv2QDOMsI7fyWbBiGQbVjeRdiBi0yZlC5rjp4Iy5oAB0C+6SDGBQOCNN+JW1YaIiIjiz19UpN4oCVGIdJd01xRf41QYJiKipo/BCiJq1lyKViDhBiuqKlbs3JmFPorKAxlnDAq5hrTWrbAtNUO6rVdxAXzFJSEfHw8+t/qD4IauWKGF6DseCFVKugn7ds5CWABcGaINSJUzkqwoPXESx3IVd9dKbNi8HWen2GFRBBes994L20svQb/4YsBike6jkmrRMS7VgUfap+GLnplY0bct3u6agTe6ZqC1IlxURRsyBLZnn4Xer1/I/SKl6Tr0c86Rbjvf6UCKpmHOgsirVny/cBnO1g10twc/ty9PT8JAhxV/ffFV+BQf0hNR8yNMU3nRd/OpYMV6tx87PfLXBXPJEghJRQpRUoLAu+9Gthi/H8bMmfJ1ZmcDiot/Wq3X4JLSMmTnHJHuO2RQ8Ou1PmYMoAglGAsX4oF7b4PdLt8+MtmGQYrQ36d5pVh16DiezVWX1f1Vm1T8aOgAfPPR67izTxdoipYVw351Dz566yV8+/EbcKYEV7XwCGC+4qVb7NgBcfy4cg3RKC4pRbeA/NzK0zoTWogqHzK6ruOQTX4BXNaWAQBWl/tgdumCMwdXthFp16Ed9ikKDvh2hw4+1Ic4cACoo9WdqQgFxXwtx48Dip/Xft8Pv1vdunTC5+/9B1ddNq56TOvQAbZf/0o5dzufB8Uv/QtCMX+8CSGAfHmp69yAUaMNSBUtKQn62WdLH2MrKgSiaBEzMT0Jq5pIsELVBsSblITC01qAWH72M6B1a+m+OHYMxhdfxGN5RERE1AACJfLPWD2aBk1yA5JFcU6QZhow66jeRURELRODFUTUrGUoKlYUlYTZCsRd2TP42NZtSFFUeLCFUd7ZfuEF0nGHpmHvpw3/4V0gxB12DV2xQktNRVmGvBpBd3d5RIGDpiC/sAgr127AuSl2tLXWHWqwaBrOSYmsasWGzdsxSlU5IiMD6NQJWmYmrHfeCds//wl93DhAj+4t32XRMdrpgB6q+oSmwTJ5MqyPPAJNEWaqL1WwIknXcH6qPapgxZffzMHEEOGXe9o4ceDgYbz/8fSI5yZavHw1rr7+Fzj3ksn4xW/+iKz92Y29JAqDOHwYULxHVgUrgBBVK7xemIsWBQ0b778PKD7k2+XxI9cvv0PcnDcPorg4eJ2qigAOB7Tu3WsMbd8pb20CAEMGBVe30FJToSvamIkNG9DTlYoZU/+H884ZEbT9ZkW1CgCYWlj5M/uu1IMFpfKfsV3X8Fz3NujdoyvMhYqqXq1aQRs2DACQlpaKyT+6XLrbmwfU4QlD8ndUH1n7spVVpPQ+vaOas6RVZkT7f1BYgZ9ec0WNKgX5Lvn5VVqevIpDLIg62oAAUFZbiTlFGxC/EDjsq3zOXTjmHEyf+ir69w0+n3eccw52DRqinD5l6xaY330Xm7VGyu1WBliOB0xpsAJQtwOJ1oT0JOzelYXS0rKYzhsp4fXC3LhRum2RO4AX3vgYr0z5HI8+9SL+9tp7mN9THQI2Z86E2YDtaoiIiCh2RJn8nMRjkZ+rO9q1kY5nWnQUFgX/O4yIiIjBCiJq1lzp8mBFWVk5/P7T7spSBSu8XohAAO698g/XTABaiB7MVYZNnoRcRelrfdXKOh8fawGP+k5CS1LDVqwAALui6sfwZFuT6dscrjnzl8IwTFwdRhuQKqOcdmyMIFixfvN2jHLK/570wYNrXFTR2raF9e67YXvxRegXXADEqD1HtbQ0WB99FJbJk6FFGd4Ih9a/P+CSl2i8LC0JGzZvx4mT8js3ZY4ey8X2dZtwQar8juCqefs6rHjlzanIy5eX2yaS2bpjN+68/4/YlbUf+QVFWLhsNe66/48or3A39tKoDqo2IH4hsNP7Q7Diu1IP8gLyMIQxZw7EaaX0zfXrYa5YId03IAT+dKwEbxcEV7kAAPh8MCQXbk1FsELr3TvoTixVG5BWGenKVhrKdiCmCXPpUvTr0xPvv/Y85s14H/fefiPatmmNzjYdFyteU5eUeZHt++Fn8lRuKUoUbdKQlQXj9dchDh6Ur+3CC6GdVo3p5uuvke630xtQVn0wlyyBiOLufJWsrP0YqAhWpAwKXdlMRXTvFva+h3wBLPcYmHTVpTXnULQg6RjwwXTH5/XIDCNYgaIiZZubWBKKYEWOz0AAwK/u+jne+NdflP9eAICB//c7rDXU506BDz+CuWNHfZcaMVUbEADI9Rvo0rmDdJs2eDAQaQi2ffvKKmgSLouOsck2rNmwJbI5Y0xs2aIMmnx86ASO5ebhQM5RfL9wGd6Z+jnun/YVvipWPAdME8ef/RsO7DsQxxUTERFRPGgV8gC8zy7/DM3ZUR5GbWPRcTKCz5iIiKjlYLCCiJq1DJf6g8OS01PMqmAFAFFRgaQTudJtZSlOaIpexadLdqZgV2Y76bZuFaUISMqGx5M/VMWKCMtVx0LyEPndgH0dVmxZu6GBV1M/385ZiCQNuDTEBfvaRqXYsT7MYIXX68PR3Vnoq2hNo51xhny8ffvKFiEvvFAZsIjB37PWr19l6w/F318sabquLF99YaodDgh8v3BZ2PPNmDkPl6U5YKsjaHJvphNlZeV44ZW3I1ovtWz/e/vDoLEjx3Lx8ZffNsJqKBKqYMVOTwA+AfTu0Q0jzjwDfgF8XKi4KJeXB7F+feV85eUIvPOO8nhv55djpzeAz4vcyqCG+f33EKdVuxBCKCtW1G4DAgBbd8r3HTywf40gXo15BgwAOsgvzBoLF0KcKovbo1tn/O7+u7D0u48x5ceXKltU1a7wcTJg4h8n1C1BzKXqKkSWceNqfN2ze1dcOEZe1WjKkTz5JEVFEIq726ORv32HsrKZ3ju6ihWpAwfACLPNxNRCNy4aPwatW9UMIGaOCK4qAlRWy8pdF/vzK2EY6moqtfdtgKoVqmDFfl8Al19yAR6673ZY6miZZrPbUPqzm3DIJw/iaMJE4N//hlC05YgbxfFMIXAyYKKbomKFZrFAP++88I7Rti0sd98N2wsvwHLzzUBycNsdALi6CbQDMVevlo4XBkysq5D3BXout1T5utumohzf/Pq32LYjfm1ziIiIKPasis87A4rPwNI6d5aOO3QNBcdi2z6QiIiaBwYriKhZc6WlKrcVF//wgb6yFQiA/CNH0FXIP0w1OslPwGXSL71EOm7VNOQsCf+CcCwEvOpghU3xoWk86f2DS5EDgK5pKN+SOBUrjp84ibUbtmB8qgNOS/hvsb0dVpzcuw8VYdw9um3nHoy0q+fWBw8O+XitY8fKgMUbb8D61FOwXHdd5d2LivS+8jhXXQXrY49By4ysVHl9qNqBpOg6xjgdmD1vSVjzCCHwxTdzcHWINiBVJqQ50MtuwRdfz1He9U10OsMwsGKt/ILt3AUN+1pPkRNZ8rYZVW1Azho+BP969k9wpafhkyI3fKb8wnfgVJUJY9o0QHFn/j5vAP/LrwxWegTwToj2Isbs2T98feIEUFQk3VX2fqq6MDhkkLoUvqZpsKiqVuTmBrV7sPh96LJXfpx93gBWVPiCxm3jL4IxcKByDdJ1DRkCrV1wUPXWG6+V7v9NkRt+RTUlQ9VqJBqKtgGGpkHrFn7lidN179MLB3zyi76nKzNMfFnsxk+vuSJoW9/RZ6NUURkkb936qNYVijh4sLqNXl0aotWCKlhxwGvgjAF9w57nsomX40U9FW7F8x0lJQi8/DKEX34BPx5UFSvyDRMBAF0UwQoA0MeODT15ZiYsd94J24svwjJuHDSLBZrdrmwRNC7VgS2NGKwQfr+yDci8Mg9Uz6JiU+Dp4+qA150ZDvzrsb/AMOp+HhIREVHTYPPJK1gJxWed1szWyrnKjsjPJYmIqGVjsIKImjVXiIoVRcWn9ToPESbI3rUX/RXVAZwD1Bclaht2xWUoVny4nb96bdjzxILhCb7AUcWWFH6lhZhp1w7eJPnfQYfiQuQXFjXseqI0a+4SCCFwtUvx+xTi9+zsJCu2bK/7wv36TdswKkURgujQIeygg2a1Qu/bF5ZJk2D74x9he/NNWB9/vLKlx4ABgFX+Oy+SkmB98EFYb7opqNx8vGkDBwKp8rDUhDQH1mzYEtbvyobN2+E/dgxnqX6Op9E1DfdkOiGEwNP/eAUizLuHqeXauXsfysrkVYjWb96O/IL4l7+n6IjycogjR6TbqoIVw4cOQqeO7fHcn3+HfMPEzBJFUHHPHhhffw1z0SLpZlMIPHasBL7TXlI+KaxAgaJtmDlnTnW/YHO34r1C06D1rXmxuKi4BIeOHJPuHipYAaCyupHibn6zVijBXLIEUJTd3dypK2y2H9pk9O7ZDdPe/Cf++sRvkXTvvUAYlb+q16QIe4wdNRK9enQNGi83BeaUyc95xObNMakyUOF2I6NAXhmj2JUBzSZvEVKXHt26YIen7gv1Xxa7kd6uLcacG1ydIs2Vjv2a/O/QiEPFiNqBm5D7xrlihTBNmIpgxT5fAAP69gp7Ll3X8eNf3oEnj5co9xF798J4//2I1xk1RbDiuL/yNaRLJ3nFGQDQe/WCJgurZmTActttsP3zn7BcfHHQeZ4+Zox0Poeuofvxo43Wh1xs3aoM9Hxfqm5/CADzyryYo3gdt2kabjEq8O2cGIawiIiIKK6SAorzZ6dTPq5oOQsA7lx59WIiImrZGKwgomYtJTkJNsXF35LS8FqB5O7Ziy42+YfSKX3Dv9vNkZyEAzb5HfL2g9lhzxMLgSbWCkTTNEDxsxyebMf6jdsaeEXRmfn9QmRYNIx1yi/Y62PHAor+jaNS7NgQRjuQDZu3YZRqfkUbkHBoNhv0gQNhmTwZtieeqAxa/PGPCFx+OQratkWpy4WcXr3ge+wxZeWIeNMsFmU7kHGpDliEiXmLltc5zxffzMFVYVSrqHJlehK62yzYuGUHvp41P+zHUcu0esNmAIAG4JJUB27ISMaQpMr3ISEEFixZ1Yiro1BEiDvoN58KJA4fOggAcOn4sbj5+kn4oFBRZQKA8fHHym3vF1Zgc62L5m4BvFugaA3mdldXrVC2AenSJagC1zZFGxAAGDxIXi2qej6XC9rIkdJt5po1EKWVd3oL06xZUeN0Tieuf+FZrJ73OT5++1/48oP/Yvbn7+DckWdWHqNtW1huvDHkOqqlpUFXrEfXddx8/STptg9PKi6GCwFz8eLwjh3Cxi07cE6yPDxh7RP+eWJtaalO5FhCBwBNITCt0I3JEycoW1oUt24jHW9dKL8wXx/mrl3h77t/f3zDigUF0HzyUM0BXwD9IwhWAMAl48bgYNfumBbiOW/On4/AW28h8Nlndf4xvvkGZphtU2RUFStyAwZaZaQjLVVx8eAU6333Qb/mGmjdu0Pr3x+WW26B7V//guWyy5RhIG3gQBjp8osPV6c7sGb9lsi+iRgx16yRjhcbJlaXq8PkVf6SW4oiRfh9lNOORW+/z6oVRBQxr9eHLdt3Yc/eAwznEzUQvz8Ap5C/p1vS5TfeaTYbyjX5JTJ/XuzPl4mIKPExWEFEzZqmaXC50qTbTq9Yoem6spqAdf9+6Koe5BGWd3Z3le/f1V0OIyBvNxIPhuKDZgBR31lZXylnDpWOD022Yd36TQ27mCgcOnIMm7buxOVpSbApfl/0MWOUrTpGOe3YsCl0gEQIgePbd6KzIuhTVxuQSGgOB/TBgxGYNAmrL7oIyy6/HNvPPhuijfwCTUNRhTpSLTrOS7FjzvylIR/vdnvw3dzFmKiqKiJh0TTc3abyAsU/Xn4D5RXhlTmnlmn1us1waMC07q3w7y4ZeKJDOj7pkYnft62stjI3jPAPNQ5VG5C8gIEjfhMZrjT07N6levzRB++B1qMH1kjaXISS4wvg3ycrw50d2retse3DIrfyAp85ezZERYU6WNEvuALFVkUbkDaZrdChXd2v58p2IIEAzGWVrW3Epk2A4m4u/eKLoTkcSE9LxVnDh2DoGQMqw5Sn73PJJZWVkuqgX3BByHOUaydOQKrkYvImtx85Qv6+bCxaBGHKf97hylq2Ej3s8hBvxohh9Zq7pE3bkNsXlXlxOGDiJ9dcrtzH0rePdLyDMOAvVldgiJQwTYgIghVaeXllW5s4UVWfAYB8RzI6tg/9s61N0zQ8dN8d+EduKdaHeM6bCxbAnD69zj/GRx8h8OSTCEybFtE6qqiDFSa6dFK3Aan+fux2WK+/Hra//Q22P/8Zlssvh1ZHWzhN12E7X95G5JwUO7atXF33wmNMBAIw162TbltQ6kXtf12dP/osnHfOCPTu0Q1OZ2UQLd8w8WyuuiXIjwLl+G5u/UNYRNRyrNu4FZf/5A5ce/OvcOV1d+EXD/yp0ar6ELUkJWVlSFe05bVlqCtTlKv+jVFcFINVERFRc8NgBRE1e650ebCioLDWP2wVwYoORfIPLv26BWgb2YeyGWfL77RM1TUcXCm/2yoeQgUrVC0g4k12QQgAknUNeRs3N/BqIvfd3EUAgImqSgjt2kHr21dZVaKjzYKTO3bBDHGBJzvnMAb6Ff0iAWiDBkWy5ISknXGGsoTjZelJWLFmA4pL1B+Oz120HF38XvRRtPeBIhQzMT0JXWwW5J7Mx2vvfBjxuqllMAwD6zZuxW2tnRiWXPMC1e2ZTgxPtmHZqnUM5zRR5t690vEt7spLc8OGDIKu//DPJ4fDjn8/9xg+Kau7XcPpHj9eAo8ALrpgNL79+A2MOmtY9bYKU+C9AsUd8RUVMKZPhzh8WLpZ6x9cgWKbIlgxZGC/oICDdM4hQwBFoM5cuBBCCHW1Cl2H5dJL6z6GrsP6i18AdQQ7LePGhdzuTEnGTxUBgw9PKAIEeXkQ2+pXFUvfIr9L3wRgGT68fnN37x5y+/uFFTjv3BEh2z60P1de6QkAjq6IXQUdcegQUK6ouKJgxrEdiFC0Acn1G+jap1dYv/+1jR01EsOGD8FDR4pxMhCbCgbmzJkwDx6M/IHKViAGunauO1gRLVU7EF3TkLq14StWiO3blW2Ivi+tWaGvfZtWeOmvf8D7rz2POV9Oweal32DT0m/w/Zfv4vq/P4OTbdtL5xnjdGDuW++FPEcnIqri9wfwyJPP12jFtmjZarz6dnRBOiIKX3FxKVy6/HKXvVVr5eNUrYktZWXScSIiatkYrCCiZi/DJS/39tV382qUZKxdPrtKX13+IVpFZpvKShcR6HvxOPgVZSCPL1sR0Vz1YXhD9BturGBFjx4IKMpYZ5zIRWlp0/4HzczvF6GLzYLhKYo2HWPGQNM0aIMGQVUIdLDwY192jvIY6zdtV7YBEd26QUuTh4iaE81qVZaCvyjVAS1gYMGSlcrHf/HNHFytCr9oGiw33CDdZNU0/CKz8jXi7amfIeew/IINtWy7svajpLQMP1L8jl3rSobP58eylfK7a6nxCCEgVMGKWm1ATteze1dc/MB9OOQLr+rUR4UV2OA18OhD9+D1l55Bhis9qNrAtMIKlKiqVsycqZxblwQrtu7YLd23rjYgVTRdh+XCC6XbxOHDleEKRTBBP+ccaJmZ4R2nY0dYfvpT9fb+/aF17lznPDdfP0l6wfzrEnfQnetVzNXR32Xv9frQt6RQuu1kega0ED2bw9G5dw9kK363dnn8WFPhx3XXXBFyjt4jh6MgIP99Kti4sV7rO53YuVM67jOF8vkRqv1OvdejCFbs9wUwIMI2IFU0TcPDv7oDeYaJh44UK8/pI2WuXRvxY0R+vnQ8N2CiS2d10Ka+tO7dUeLKkG4b7XcjL79hS2ar2oCUGSZW1KoscuF5I2qE4wAg1ZmCXj26YvS5I9Dxnl8oj/MjXxlmzVtS/wUTUbO3bNU6HDwUXDXpky9nIhCjUB4RyRUVl8BlkYdnU9qogxVGqvyztCQPb4ggIqJgDFYQUbN3xgB5f+vtu7Iw7/SS7Ipghaqtg61nj4jXkuJyIVtX9C3eKy9BHg+momJFQIiIwyKxolmtMLrJ78wcnmTFhi3bG3hF4duffQg7du1VX7AHYDl1h5+Wmgoo7kAdlWLHhs3q73PDpq04VxHcsA6Vt1JpjlTtQFwWHec67ZitaAdy9PgJrFq9AVcp/p60QYOgX3kl0EF+QWKSKxmdrDp8Pj+ee+n1OtdpGAYWLl2Fux98DGMuvx4XXHkjXn17GryhKsZQQlu9bjO62CzoqaiIcnGaA1awHUiTlJsLKO5I2uyurEgxfIi8KtCkiROwtVPdrcGO+Q1MQxI+eutfuOvm66oDABMuOr9GC4syU+CDQkXVCpVWrYIqS+QXFOLocXmrhSGD5FWiZPRx45TVfIwpU9SPuyL0Bf+g/a+8Elrv3vJtF10U1hzdunTCRReMDhovMgS+L/FIHlF5UVsY0V3o2LZ2I4YlyZ/vxtAhUc15ul7du2JZmfw944PCCmS40nDJeHkFgSoOhwPZVkXoM5pKCQqmIlix1ePHBre8qouIY8UKUxmsMDCgX3TBCgA4e8RQnD/6bGxw+/H8CXWFrEioqtAo9/d4lFUajvsNdItjxQpN06rPaWsbkGTDtrkL43bs2oRhKEMpC8u88J+We0lPdWLkkNCBMm3gQHi795BuuyDVgdmsWkFEYVD9e77C7cHe/dkNuxiiFqaosAhpilYg9lat1A9UtAlJ8fOzGyIiCsZgBRE1e9defZly28uvnfYBmaIViErqgPDu9qytpIP8w85OZSU1KmjEk+mTf8AdQORlkWMpWXERYkSKDWvWN3x54XDN/L7yQ2RVsELr1Qtap07VX1sUIYhzUuzYuFFdkjx/yza0tsrfulUtRpojbcgQ5fP10jQHlq5ci7Ly4AsOM2bOxVnJVrS3ySuj6GPGQLNYYLnmGul2m6bhzszKi5/fL1yGFas3SPcrLCrGG+9+jEsm3YpfPPAnLFiyErkn8nD0+An887/v4Gd3PYxjuSfD+VYpwazZsBljFFVlACDDouPsFDsWLl0Fvz+8CgfUMFRtQEwhsNUTgK7rGDp4gPLxl/35D6io4y38s1Yd8PGHr2PEmTVfr5OTkzBxwvgaYx8UVKBMUVT+t8sAAQAASURBVLVCRu8X3Npj2055GxAAGDww/GCFlpkJTRXeUwQStD59oPeVB1uVx9F1WO+7D2hd824ybfhwZfsBmVtv+LF0fJYiWIGyMmW1hbrkLVwIiyJ0knHhBVHNebqe3btiSkF5UMWJpWVefFXswTVXXgKHXf2aU6W8nbzFQduS2PR7F0JA7Nol3bauwodtHvl5p3HgAEScLlQbhw5Jxw94o69YUeXhX90OAJha6MYnkYagJIRirUqKNiBA/CtWAEDGBPW/rcSKhgsOip07lYG470trVuc7/9wzYa2jKp+maXD+7Ebl9qvcxZizQB7eJSKqsnHLDuW2LYpKYkQUGxV58opewKmbnBRsmfLWh60g4PGEqPhLREQtUuPUeyciakCDB/XDJePOw7xFwa02dmXtx5wFS3HFJRdCczqVLRpk6up7reIcdiZwLPgD1I4WDdmbt6LnsPhXHhCqihVxP3Joev/+kH283tZqQfaGTQ29nLAIIfDtnIU4I8mKXoq71GtfENLPOAPmN98E7dfKqqNwm/wOl8KiYnQpKgDaB5coNHUdmqQEfHOl2WzQR4yAuTz4w/tLUpPw9PFSLFq2CldP+OEOZyEEvvxmDu5KVwSobLbqShj6mDEwvvwSOBkcfpjsSsYb+eXIDZh45oX/4puP3oDVWhnU2LJ9F6Z++hW+nbMQvtPCS+c77Rif6kCqfuriW/4RbLj31xg5bDDaZCrumrBYoHXuDG3QIGg9e0JTtMlJVOb27TC3bwdOtRnQ2rZtlHWI/HyYK1ZAnDgBrXdv6BdcEHXVHtM0sXbDVvw1LfRFzglpDqzMLcW6jVsx+pzhUR2LYk9kyatGZXkDqDAFBvbrhVSnvLIVAKRkZqJ81Chg9Srp9j0du+Dh558LKkNfZfKPLsdHX3xb/XWJKTCtsAL3tFF/AHg6rV9wUGLrDnmwon27NmjXNrwWHVUsF12EwObNYe+vX3553TtJaB07wvb00zC+/x7IzYU2eHBl6C2C5+Xoc4ajb+8eyNqXXWN8WbkXFaZAih4chDBXr4Y+eHDE601V/N7kCg2uLl0inq+2Lp06IA86Jh3Ix+2tU9DRZsGaCh++KnbDBPDTOtqAVHEMGACcCC5L3kYTcB/PRXIHefAibEeOAKXy6g1rK/woM+Vn2LrPB3H0KLQY/KxOJ8rKlD2xswMm+vbqUa/5hwzqj0vHj8HchcvxVG4pNrj9GJfqQCvFHZJVMiwaBiQFV64Tx49D+HzQwgjJAIAIGaww0LVzJ+X2WNDatsXB5FR0dwf/jPueOA5hmg1SAU/VxqfCNLGs/IeLIA67DaPPCq+CjDZ4MLxdu8IhCbtclJaE3775HiZcdL7ytZyIWrZAwMDmbZVBwxHJNlyc6oBbCHxS5MbJgImt23fjuklXNvIqiZovT4iWZJrTqdyW3L6ddLyNVUdeQSG6dIpvaJWIiBILgxVE1CI8cO9t0mAFUFm14rLxYyOuWKF17RrVWnpdchEw61vptkOLljZIsML0qypWNC6tb18IQFo3I+VQDtxuD5KT1e02GsOevQew70AOHmmnuPiladBH1yxLrvXvD1PXoUvu0uxeUoj8wiJktsqoMb5xyw6MVtwJH+jRE0lJTevnEm/6OedIgxWtrJUVAWbPX1ojWLFxyw4cPXQEl/aRX8DXhg+HdqodkGa1wjJpEow33wzaz65ruLO1E8+eKEXWvmxMmfY5WrdyYeqnX2NrrTuQUjQNT3VMV7Yewe6d0iBRkORkaAMGQB80qDJo0b17o7XsiQXju+9gTJ1a/bU5YwYsN95Y2QZAced3rImCAhhffQVz4UIgcOqVb/58mOvWwfrb30a1jt17D6CipBTntg8dErk4LQlP55Zi3uLlDFY0IUJRsWLzqTvthw+VtwE5XZvrr4NvzWpotapP+Z1OnPHUEyGft2cOHoA+vbpj7/4fWjO8V1iBm1unICWM57ssXKcKVkTSBqR6/uHDAZcLKA6jwkHr1sqWTWEdq3VrWG+4IfrHaxpuveHHeOyvL9UY9wpgcZkXV0hek821ayFuvz2i11af242BvgpAEtTYk5aOs2Pwema1WtCtayfsO5CD50/WvIg99Iz+GNBP3jqltk7njQKWzJduO7x8BfpOllf5CJeqDUhACGxy+2HqGvxCSNvriX37gFgHK44dU27zt2kbk3PJh355O+YtWgEhBL4p8eAbVUWU0/SwW/Bdr+A7IjUhKgMmPXqEdWxVsKIgYCKg6ejUQX5xIJZKh54JrA4+D2unA/mr16DN6FFxPb4wTWUbkEVlPnhPexkePXIIkpMcYc2raRqcN9yAwPPPS7dPqCjCvEUrcNlFYyNeMxE1f7v37ofb48GdrVPw23Y/3BBxS6sU3HGoEJu3y6s7EVFs+IqK1BtDVKxIVbRRa2XRsetEHoMVRERUQ+J+Kk9EFIGB/Xrj8kvkJZn37j+IWfMWAynqO1Frq0hOCVlGLpTUjh1wTPHyG4iyFHWkhCpY0UAXNVU0pxP+dvIPg4faLdi0rWF+PpH4ds5CWADlxXNt8GBoGRk1xxwOGD3lZajPTbFLy4du3LgVZ6UE3+UIAEnDh0Wy5GZBO/NMwCH/kPyyNAcWL1sDt/uHixxffjMH41Idyn6blrE1PyDXzz8faCMvB/nTjGS0OTXP319+A488+XxQqKKP3YJPerRWhyoi4XZDbNwIY9o0BP70J/jvvhv+F19E9lvv4B+/fwKXT74NEybfjmmffd1g7YSiZe7aVSNUUTloVn5v//oXRHl5XI8viooQeP99+B96CObcuT+EKqq2b9gAsUHe4qUuq9dtwrAUG5x13LGcadUxMsWGuQuXN/m/r5ZCeL0QOTnSbVvc4QcrtA4dYL355pqDyclIfvjhOs8ZNE3DT66pWeWhyBD4sNBd53HhcECTVNHapig3PWRQ5BWONKsV+gXhtbawXHoptDpK7sfbj668GK704ApP35cqLn6XlEDsjqw894E5836oRFRLUZRVzWTOPWuYdDySO157DB6IYwF5lK9k89ZollWDqpXKdo8fFULgwgvHIMsrj++K/fvrffygOY8elY6XGyba9KlfG5Aq/fr0xMTLL6p7x9Mc8hnwKap3iMOHw59IEazIDRjo2L4tbLb4P/+6XjMRfsV7WNGs2XE/vti9GygpkW6be9rz3Gqx4PxRZ0Y0tzZsGLyd5FU/LktLwow33+X7NxFJbdyyA22tOn5Vq+JYqkXHg21TsWfvAbYVIIqjgCIEbgBAiJuRUtrLq7dZNA3Fh+XnlURE1HIxWEFELcZv7r5FeRfyv19/HyKCO/7Nzp3rtZb8NvI7mtsW5DfIB3WqYIUhrRXRsByKUtzDk21Yu6H+H/6HIoqL4Xn/fZS/+CICs2ZBeELffSiEwMzvF+HcFDvaWOWtGvSx8jvaVGGIkSl2bNoY/H0Wb9ykvGs5mvLliU6z26EPl9/tf0maA16PB0tXrgMAeDxefPv9IkxUhRycTmjDhtWc32qFZeJE6e4OXcMdmeog1sT0JHzcIxO9Fa1h6q2iAmL9enRaMA8PHtmL9ywe/NJbjI//+V98/lX8L2ZES3i9CLz+unr72rXw/+lPMLOzY3/skhIEpk2D/8EHYc6eDSheAwFIK6GEY/X6zRjrDO+O2MvSknD0+Ans2C2vkkANSxw4ABiGdNvm6mDFGWHNpU+YAOvjj0OfMAGWn/4Utqefhj5wYFiPnXTlJdWthaq8W1AOt+JCbBWtT5+gdkG5J/OQe1LeY3jwwMgrVgCAZdy4uney2aBfFNnF5nhISU7GdZOC22QsLfMpf57mmjURHaNipbztS6lhQu/fJ6K5QrntxmvhTKlZVW340EGY/KPw263ouo4jDvn7lv1IBBf0JYQQMHfJ78BdW+FHvz49cf7os7DNrTj3VFSLqdeaFMGK/T4j7Cof4fjNPbcGPWdDMQDs9ykCJhEEK1QVK44HTHTp3DB3VLbt0Q3rTPn33mb/PuW/NWJF9Xx1mwJLy35oeXjFJRcgQxKyCkXTNDhvvFG5/bLSAsxbLK+ESEQt24bN2zHO6UCSJHg5KsUOh2ny/J8ojkxFKzi3xRqyKqXWStGiFUBZiEpoRETUMjFYQUQtRr8+PXHVZeOk2/ZnH8LW7PA/0HRKeplHwnGG/AJNbyuQszf2d+7VpmoFYjRyxQoA0CXlzAGgj8OK7es3xe24oqgIpb95APrs2bCtXw/zgw9w/J5fYsO3s2AoLrht27kHOYePYqJLccHebod+1lnSTZoiDJGiayjdtKnGmM/vR2au/B9zfosVWu/YXSRIJKpS822sFgxPtmH2/CUAgLmLlsNSUYELUuUXvfVzz5XeXa2PGwe0bi19zPUZKWhtqfl8sWvAk+3T8PdOLqQo7mKOh1ZWHVemJ+GzHq0x/39vwhfnixnRMj7/HMjNDb3TiRMI/PnPMBYsiEnITJSWIvDxx/A/8ADMmTMBn6/Ox5gbN0J4I7uTzDRNrN2wBecr2vXUdlmaAxqAuQujC3FQbKnagJQaJvb7DLTKcKF7V/ndy7VpmgZ94EBYb70Vlh//GFoEQcw2ma0xbuy5NcYKDIFPiipCH1NyTrJN0QYEAAZH0QoEALSOHaENCl25Qz//fGhpkV3EjJefXzcJeq1AYoUQWFouf36ba9ZASFp0yQgh0OGIvMrJZlih2+QVpqLRq0dXfPXha5h01aU4e8RQ/PoXN+P1l/4ScVUCj+IO/A4VZfV7vT1+HFCUXV5X4cNZwwbjzCEDsdWjCBTk5EAEYtuMzq+oQHPAF8CAvrGpWAEAPbp1xqMP3hPRY1SVO4yDB6XjMqpgRa7fQFdFKet4OKKovpZiGhC1zmVjSZimMlixtNyLitN+n2++/pqojqGNGAFve3lI5fI0B6a/waoVRBRs49YdGKX494CuaRiSZAuqdEhEsaMpKmD66jo3T0tTtmn1njhZv0UREVGz07g1WomIGtj9d9+C7+Yuhin54Hzm0tUYHGbRCmvPHvVaR7fxFwKLFwTPq2nYN38RuveN74VyTfEBtqE1ft5O79cPshiDrmnAvr3w+f2wx/CCRZWDL/8Hnfw1L7pm+r1Info+nn19CrQLLsSPrrwYQwb1r066fztnIZI14BLVBfuzzoKWnCzdpvXqBb/VCpvk76JN7vEa3+f2nVk42yG/K9DbsyecjVxyvbFow4YBdrv0YvmEtCT8e+kqeH0+fPH1HExIT5L2dgfUVUU0mw2Wq6+G8f77QduSdQ23tXbin6d63nexWfCvzi4MSor972a4dE3DI+k2LF+xFuMvPK/R1iFj7t0L87vvwtvZ74fx1lsQu3fDcvvt0CKoJlRFlJXB+O67yuoUdVSeCeL1QmzZAu3ss8N+yJ69B2ArL8eAjvJqRLW1PRX+mbdoOR785W2RrY9izlQEK7Z6/BCorA4Q6g6nWPrJNVdg3qKad0K/k1+BGzNS4FAEtnRJsGL9pm3SfTt3bI/MVhlRr08fPx7GjuB2VdXbLw+/ikK8de7UHpeOG4M5C5bWGJ9b6sVlaZLXlcJCiL17pUGV2gLZB5FpykOXB1tnQh7Ji16Pbl3wwjOP1msO5+AzgEPB4V2XBpTsPwBX7+gCB6aiDYghBDa4/bhm2GD07dUDWabi99cwIHJyoPWKXeAhkHMIsrOm/b4AborxOfZtP5uMMwcPxOLlq1Fe4UZyUhKSkhxITkpCcpKj+v+TkhwoKi7Brn++LF/zwYMIr+YRQrQCMRs0WNH6wgtR+u4eaZu18vkLkBbB+2gkxN69QGGhdNv3JT8Ep8aNPRd9enXHoYORh9Yrq1bcgMC//hW0Tdc0XFych4VLV+GiC0ZHPDcRNU95+QU4fPgYzu2j/vfAmck2bNnOYAVRvOhueRtFvyP0ZwqarqNUt8AlOb83C+XnXURE1HK1zCsxRNRi9e7ZDRMvvwhffTcvaNuBk/lAV3X5t9Np3brVax2pffsgHxrSEXynk/v/2Tvr8CiOP4y/s3t7llzcEyBAkGCBoMXdKU6LVKm7u7eUeksdWgoFfhSKU6G4O0GCBBKcQIC4Jye7vz8iJLmZy11yUebzPH3K7ezOzl3u9vZm3u/7Hq/auAsAAEtYUY1V9kz8/GBydYVEsfBrIxZU4UZG2GfJbi9yXh48TseAloSiEQheNaiwatsmTFmyEv4hwRg1tD9GDumHfzduRz9XLVwoE8oAIPTowTwnUamQ37gJpDjrquJOGhEnY+LQoV1BZXD04WOYoKMv2Lt2pjti3A4QrRYkIgLKwYNWbYMMGsy8mYSVa9dj9/4o/N7Ag96Jj4/NRTShf39Y1qwBKFmdUzx1+C0lG5E6NT4OdIMb431QjK8vrrh74eCR4zBb2NW5BEC4pzuaKybY539wi2BJxNZVa2uVsEIxmWCZMwdwsLJT3rkTyoULUD33HAij0rrUebKzoZw+DfnECcg7dgCMSRW7zr1/PwQHFoQOHI5GDzvdKooYbNDgk7jzuBx/DQ1D7HND4FQNLMeKohgQZ3/n2KJP9y7w8fZEUvKtRcMki4xlabmY5kWJciAEpFmzUpv2HTqK3/63nNp/Rd0qihA6d4bFxQWgVIORtm0hhIRUqn9nc9/kcVbCim1Z+TDKCtSUex55/36qUKUsNzduAm3ZxKwoyK1icWxFadSrB7DuL2rblV17KiysUBgxIKfzzciSFXRs3wYqlQhdWFPkZt+AjvK6K+fOAU4SVihmM6Q0+qJ7AlEhKNDPKecpSYd2rYrv2WxhNlvw3xffUtuktDQoeXl2iQmZUSAmC/pUo7Cic7eO2PDd9xjvYS0iVp04DiUnB0TPjk6rKPL+/dTt+bKC7SUcaR6+765KnYd06oR8Xz9oEm9atQ130+KF2fPRr1e3ahPecTic2s2R6FNorlHBS8X+TdhOJ2HDSfr3JofDqTySMR+0SRSFUfBUkly1Bu55FKfA9AwnjIzD4XA49YmaL03mcDicaubpR+6BSFkAzSonw7wICyEggZWbtCSE4KY7XcThcfNGlVvLsiyX5VrgWEEIgcTIo++gV+PgkWinnzN2+Sroy5kTHeuuwx+NvIDr1/H9LwsxdMKDSLh+EyNZMSAGA0jbtjb7ZFXytdNJiD58rPhxxqHDTLcFVbt2tgdez2HFgfhLIiJ0EmZ+/TMCRYJOeoYla/fuIAL7fU/UaogjR1Lb9IKA3xp44vsQj3JFFaRjR0gzZqDpB++iw1efYZ7khveuZ1L/e/d6JibFxKPzmRu451IKvk/MwoEcI4x2XqNaXT6PvDzHoiyqEsuaNQ5lx5dEiY+H6a23YNm717otLw/ysWMwL14M01tvwfTIIzB/+SXk9evtFlXIjGutfOSIQ/nw+w8dQw8Xu2uNAQCDDFoQwMqdgFO9KMnJzOrvImGFPQumzkKSVBg7YpDV9rkp2cijXANI+/alFi4vXo7HUy+/B7OZ7qYQ0bplpcZH1GoI/ftT28QRIyrVd1XQObItwpuXFjpkywp2ZdNjgeSDB+27BztyhLr5aJ4Z/o3sj3+pTvwbNcAlM/255Z6iu06Uh6IoTMeKgzlG+Pv5IDjQHwDQrm04YvLo11XlvBNj8K5fh8D4GwrBwTW6CK5SiZCD2L8h7PmuVIxGIIM+wX/TLCMkiB5fURV4e3rgqMGD2ibaiOuoDIqiQKYIagFgd7YR2YXXyXatW6BLZOXukYkgQH83XZwhEoK+qTexfbfznyOHw6mbHD52Et0YvzmLiNBKuHApHhmZ1kUkHA6n8mgYv+EVF5dyjzUyxKBSDj1ehMPhcDi3LzW/gsbhcDjVTGjDEIwZbr1okWGxL1c739sHxAnRC6yKyHBBQXz8tUr3bwvCWHCx2Fhgrk7ElvSFn7ZaCVFRzhdW5Gy2jmWh0UIrYXmoF4YaChZQPUWCnqwM1W7dyn2fiO3owguJEGQeigJQMIHsFk/PCs9VSSANGtg19vqK0KEDwHidBxs0yMnNwwg3dvUnKwak1D4DBgAGA7WtZXnRH4IAccoUqF54AcTVFQDQolkTrF70IwaU4yphUoCoXBN+TM7G/ZdT0TXuJh64nIKfkrIQlWOEibFwFKlVIWrNP+U+r+pAvnQJ8po1zPZXr6Xjn4xyojry8mD57juY582DfOIEzH/+CdN778H08MMwf/op5L//LliUc0CQlmS2YOaNTDx71dqJBACQmwvFTvcgWZZx6PAxtmOFjw91c6Akoq1WhU3bubCiJlHOnWO2ReeZIIoC2lbS5cFRxt9pHadxwyzjjYT00j5XXl4QJ08ufpiekYmHn30TaemZ1H61Wg3G3zmk0uMTx40DCQ0ttU0YNgxCLRT6EUJw791jrbZvyGRcd5KSyl3kV9LS4J1Od0SIVmmgqqXxXIQQ3HClf5fprydUrNPERCA5mdp0KMeETu3bFAsZItqG4wRDWGGKi6vY+Sko1+j30GZFgXuzMKedp6L4tmiOHEokIWCfsIIVgQEA180WNAypPscKAHDtGInrJvrvCnnXLqefTzl/HkhKoraV/Fw/fN9dThHRCF27It+b/j0+yl2LpbPnV7kgnsPh1A2ORJ9Ct3Ic7LxUAhpIIk6csnat5HA4lcNstkCv0O+xBMZ8TkkUgxt1uzbfwWhRDofD4dR7ascKGofD4VQzTz48DSpV6fRlex0rpMaNnTKGwF70mAhXUcDpLdudcg4WRKY7VigiLZG6+mFFM+gEgqxTMbBY6BO4FSEh7hxa5NlfMeIiCvgq2ANv+Bkwyk0HFWPS1p4Fe9KgAXIk+uSL+9UrUBQFl+MTECHQfxxmh4badFu4HSB6PQhjMW+woUBQMcqdbvtIGjWyy7aeaLUVq8T28IDqrbcgjhxpNblvMLjipy/fx4tPTYdg598wXwH255jwXVI2HkvKw6IWEewxb9zg+HidjGKxwDJ7NsD4vK7LyMNfGXl4+Vo6PriewRSKFCFv3Ajzxx9DXr0aSmwss19bpJhlfH4zE0POJWFhag52ZOUjnSGqs7fS9uz5SwjOy4EHw7VEnDIFYFxbBxu0OHTkOFJSGQIPTpUjMxZ0LxnNSLMoaNmsKfR2WMc6k7AmjdC+rbVz03+Z+bg7xQQyZSrERx+F9Omnxdcwk8mMp15+HxcusRdmX3nmYXh72Rd5Zgui0UD14YcQn3kG4j33QPXee1Ddc0+l+60q7hw2AJ4e7qW2bcvKZ15zyvvsm6OimD+iEwKqzy2gIlga0KPsgvNzIVfgmspyq5AVBVE5RnRs36Z4W0SbcJzIo99/CgkJUPKcM2ktX71K3X7FaEHzls2obdVJeMtmOJvPECJcuVLu8awYEADIECWnfMYdoVvnDviXIZCUY2JsjrcisD6fJkXBtqwCt66GIUEY3K/8+3B7IIIA/V2TqG0qQtAzOQE79x5yyrk4tkmPPo6zL7+KKw89grMfzYTMcG7hcGoCo8mEmJhYdGLEd5YkQifhGI8D4XCcTnpmJtwY8caSO100URLB04O63WA2cxElh8PhcEpxe6/GcDic25aGIUEYP6p0RWimncIKbZhzsrPd2rWFiXHKjMN0i2mnwXCskGvJIj1p1AgWFX1SoiUsOB3nPMvo6PkLmTEbtpjmpccrfq70Rn9/kLDyqyIJIcgpU/VbRASRceVqAo4fOISWGnr1q3vXrvYOt17DigMJkkRMcNchjPH6CT3o4ibqvoMGAa6MvzcF0ro1pJkzITDcVwBAEAQ8/uAU/Pb9THh6lP9DHyi4dr310hPY9d9SPPrea7iop48pIjsd2dcqWIHsJOR//oFy8SK1LdUsY8aNWxPiS9JyMfVSCq4yql4rS5pFxlc3MzH4XBLmpeQgt/DaawKwJYsemyIfOsSMTSrJvkPH0JMRA6JIEoTISJviH1mWsXWnddQJp3pQzp6lbi+KAYmMaF2dwylmwuhh1O3Hb6Zgp5sXxD59QAotbRVFwfuffou9B9n3DlMn3ol77hrjtPERUYTYrRvEYcOYDly1BY1GjbvHlRbHZcgK9rLiQPbvtzl5mrVrN3X7hXwz3JqGVnic1YFbBP1apBcIEo+fdLg/hSGsiM03I11WSgkrAv19kaCj2zATRWF+XzhK1jn6PeIFoxktmzVxyjkqQ6sWYTibT/9uyT3LdtApgiVUyLDI8AoKqPaoky4dI/B3Jv17lCgK5D3Oc2VSLBbI+/ZR2/ZmG5FR+Ftu+j0TITpRLC7ccQeMnl7UtjHuOvwxex5fcKli0qKOADNnouHVK/DPyULDU8dx8ZnnYM7m9uycynHiVCx++X0pflu0vFLxHDFnzqG5oMClnHhIoEBYcfzkmQqfi8Ph0ElPz2QWO6g9yxeeqn19qdu9RIL0DLojIIfD4XBuT2rHChqHw+HUAE9MnwqphF1zjqxAtmNSjDSkV/s5ClGrccOFbkfneo1ebecMFEUBGIuFilBLHCtUKggMAUukXsLBw86JA8nPN8LrDL1aJFkBFC/6JGoRAsutokcPuye23bvRxREttRJO7I9Cxv6DzPPoO3W06xz1HSEykukI8CpL/EIIhO62ozhK7a7TQRxGX+i06nfsWKhefx3E3b38/QH07NYJqxf9jLatWtjc55dZM7Bp9e+4f8p4GFwLFqfM/QZQ95cIwaUFi+w6f1WgXL0Ky4oVzPYZNzKRYil9vT2RZ8aEC8nFFafOIN0iY1ZiFgadS8KvKTnIoVzjN7CiSHJyoJwsf6HxwOFj6OnKiARq1QpErYbQuTO1PUQtopVGhY3b6Au1nKpFMZuZsQ9FwooO7VpV55CKGTG4L7RaumBn+Zr/Sj2ev3gllqxkx//07NYJb7/8VLUvuNYmpky8E2KZiVZmHMjNm1AuXaI2KUYjNGfpLifbc01oVM0xDI7SuFd3mBn3ugn79jvcH8ux4lCOCS4uerQIKy1k8AlvyYzesxXL4wjmy/T4tAtGC5qHhTrlHJWhRbPGOGtkiPau2hEFwhBW3DDLCAmqfscUdzcDxNBGiGOIReTdzvt+s/z5Z0H8DIWiz7OXpwfGj6p85FFJiChCN2kitU0iBN1uXsPu/VFOPSfnFkp+PnJmzYKuzFdYiDEPBz/6xCnnuHTlGl58aybuf+JVfPPTfGTn5DqlX07tZtGfazD+vifx6aw5+Pirn9BnxBRcuFS+cxCNI9En0U1vOwakiLZa7ljB4VQFaekZcBfpv3d0Pt7lHq8L8Kdu91EJuJnkXAcuDofD4dRtuLCCw+HctgQH+WPi2OHFjxXY51rhLGEFAFia0ivnWsCCa9dvVrr/lNR07I86hkV/rsE7M2dh8kPPo8uAcbiZcIO6v6KqHcIKABAZlf6ROgkHo5wjrNi8Yg0i1PSvwhstWkE9cyZIBDtugYXogBOCviNbHJF+4ABcLtMXd9IkNeDn5/DY6iPE1RWkTRtqG6tqiLRqBVKOcKYswpAhgF7P3sHVFapXXoFq4kSHI1qCg/yxZO43mH7PRLjoC2IH9Dotpk68E/8t/w3zf/wU/Xp1s4oNaT5pHBIs9OuW//FjUIz0iuyqRJFlmOfMAUwmavuWzHz8W7gA4qLXwdvLo7gtXVbwZHwavrqZCUsFqz9vmCxYm56LNxLSMehcEmYnZyPbxrV9T44RWaw4kP22FxoVRUFM1DG01dIddoRCpwqhUyem+GeImxa79kUhN7f+Z7fKp0/D9MEHML7wAsw//ACFsUBWXSiXLzPfpzUtrDC4umDogN7Uti079yI5Na3g3zv24uOvfmL207RxQ3z76dtW8We3G4H+vlav55asfKbIgPXZV06ehIoRmXHZ2w+SRHdIqi14+PrgkkKfcDaecSzvXUlOZi5yH8w1okPbVlbvu3btwnEqj/6ZkxkiJ4fGpCjQpjIcHVwN1R7rQ0Ov0yHLg37/oc3JgZJlu2Ka5Vhx3WRBg+CaEfZ069wBf6XTF6KVS5fsijgpD/nAAch//UVtMysKNhe6Ztxz12imKK0yCD16wMgQzI5312HR7Pk16lpx7fpNLFnxN9b8uwl5ec4TqNYGUn6dCx8z/X621YWzOLp9V6X63x91DKPufhhr/t2EXfsO4ftfFuLex17mLiT1nIzMLHz3/Vy86K3HqlAvLA/1Qj/Bgndnfluh/g4fO4VuLvYJK8K1KqQlJuFmYnKFzsXhcOikp2fAjTEPo/bwKPd4t5Bg6nZ3UUCyE+ZnORwOh1N/qN0zPxwOh1PFPP7gFCxbvQ6mwoWVLFmBu421B6NGC8mOG3J78bujK3D8mNX2IEnE1p17ETRxtEP9xcSew6q/NyDmzDnEnb+IpORU6n5SID12QHGibW5lEVq0AG2p00cl4mr0CSiKUqnqW0VRkPj3v8z2sGmTQQwGqF5+GfLatbAsWwbY42jSpAlIoP0T28TPD6mSBp4m60lQ7blzCIcZUFt/XWc2aAS/27j6uCxCly6wHLP+LDH3d0D8UgTR6yGOHFlQMVm2LSwMqmefBfEuvxKChUajxuvPP4anHr4HGRlZCPD3KdfKWiVJONkgFIHXrAU4BkVGzpatcBnq3MrN8pDXr4cSR6/ozrDI+KBEBMjH77yEQf16YNO2PViy4m/sOXAYCoBfU3JwLM+EL4Pc4VPOgnCyWcaBHCMO5BixL9uIS3bEiXh6uGPU0P4I9PfFp7PmYGtWPka5Wy+4yYcOQZk+HYTxd4g7fwnh5jyIREttLxJWEFdXkFatoBw/brXPYIMGXydmYde+QxjkpEz42ohl2zZYfvml+DoqX78O+fx5SDNngqjtm4h2NqwYkDxZQWy+Gb4+XjVSAV7EhNFDsfqfjVbbzWYL1vyzCd27dMDzb8xgLv54erjhl1kz4GawP8aoPjN14mj8s2Fb8eM0i4IDOUZ0p0T5yAcOQJk0yeo+Q46iV6WnW2S4dKTHbNQ2kt080TTL+v7QkOjYhDHLrQIAonKMuKe9dYxORJtwRP1hRjfKa246E4vyk+nLITUVaobwhTAmy2sCdeNQ4Cr9e1KJjwexESPGElbcMMs1J6zo1B7v/rECL/jRnfjk3bsh3H038/is7Bys+nsDLl25Bp1WA3c3AwwGF7i7GeBuMMA7LwcN5/3KrAranJmPdFmBTqvFtEmO/XayF6JSQTdxIiy//mrVphYIuiTEY9/Bo7ijS4cqOb8t/tmwDS+9NROmQkfCz3zn4M953yE4iF55W5eQ4+LgspstnNAJBPHf/YDQ9u3g4W5frF5JLsdfw1Mvv4ecMuLWYydisHHrbgzuX3/vy253du+PwvvuKvQ33LqH/yTIHS/FnMK1hBsICnTs8xNz/BTau9v3LSYRgnCthOhTZzCwj/0OihwOxzaZKSlQC/Q5MmJHrKvk7Q26/BfIuHqtEiPjcDgcTn2DO1ZwOJzbmkB/X0weP7L4cSajarkIJTjYqVbabpGRzLbkAwcd6mvZ6nUYdfcj+G3Rcuw9eIQpqgAKfsxTUVV6SttpkGbNwJIxNDHl4dwFutWzvRw5dhJd8um5vAk6F7gWRpEQQYA4ZgxUb7wBuJU/YVeRBftMhgtKD1FGKEVUAQCGrvRogdsVoWNHwF6XCEmC0KVLxc4zahRIyWNFEcLw4VC9806lRBUlMbi6IDjI3+588IAJ45DNuHblrF1brRV3yo0bVOFJEZ/dzMRNc8FYp0wYhRGD+0ItSRg+qA8W/Pw5Nq3+HQ/dMwmeHm44mGPCuAsp2FkmGiTdImNjZh5m3MjAneeT0OtsIl68lo6labk2RRVqtYRhg/pg9tcfYs/6P/HOK0/hgakT4O/rjQ2MfHhkZUGxsXh4IOoYelIWCAFA8fYGgoKKHwtd6bE/jdQqNK/ncSCWnTtLiSqKSUiAvHVrzQwKbGHFyTwTzAA6tG1Vo/EZXSLboQEjWuKPFX/hkefeYtqVS5KEn778AA1DgqjttyOdI9sirEmjUtuYn/2EBCjxpWMZFEWB8eAh6u7bs/IR2b6tU8ZZ1SiNQ6nbQyxGmPPtr3RnXRvP5ZuRYlHQifJ6tG3VAicZkRGqlORy3RrKHdM19qS3e/PmlerbmYS0aol0ViRKvO04ECWZXuF8w2xBSHDNCME6dWiLGwpwMIfuKiDv2QNFpj/fvQeOYPDY+/H+p99h/uIV+Om3xfjkm9l488Ov8NTL7+PRJ16GZdYsCIz3ZrpFxheJBbnnE0YPhaeHfTFsFUHo3RtGA/23wAQPHX6fPa/Kzs3iZmIyXnvv82JRBQDcSEzGK+99Wu1jcTaKyYTcH34od9JysJrgx7c+cvh+NzMrG48+/zZS0zKo7dt3H3CoP07dIuHY8VKiiiJe9XfFhk07HOvrRiKCMtPYcywUIrQSok/wOBAOx5nk2ojrsEdYARtFdLk3rldgRBwOh8Opr3BhBYfDue159IG7odEUVMtmlRMFom0W5tRzEzc3JKvplc7qSxft7if+2nW88/E3du3bQBIRKNEv/5525A5WF0SvhxJMry6M1Ek4eLhycSBbFi1FUw1dtKDr389qm9C6dUFltY0qQhAC4Y47HB6LgbHI78GIsQAAn168gqokxM0NpJV9lv2kQwcQW5Eeto4VRUjPPQfVjBlQvfgipG++gWraNBBVzZmAte/SEetN9Ik897RUKKdOVcs4FEWB+ZdfAMbix57sfKxML6gIbNmsCd544XGrfUIbhuC15x/FrnVL8dWMN9A4og0ejU/D+AvJePxKKsZfSEaPuEQ8ezUd/0vNxVlj+e4Undq3wUdvvYB9G5fju0/fwYA+3Yvt+lUqEePvHIpd2fnIYSz62IoD2X/oKHoybH/F9u1LLcoLnToBjAnXwQYNtu7cB7O5/OdT17Ds3g3Lzz8zHX/Ki1upSmSGsCK6hmNAihAEARPuHEptu3Ap3mZk2Mdvv4BOHerGQn91QQjBlAmjSm3bnJnPjB0q+95ULlyAKpO+ALcjx4SI1i2cM9AqxrsjXdSrIQRXGcIRGvJp+oLQwRwjRFFARFvr+yUXvQ7ZfuwqYOXCBbvPTyPvwkXq9iSzBU1a27h/q2bCWzbDWYbAJCeOfl0qwpKURN1+3SSjYQ05VhhcXdAmvAX+TmdEWiUlQTlzptQmk8mML7+fi3sffxk3k9h2+B8HujHv12VFwSvX0nHVJEMQBDw4bUKFn4M9EJUKugnjqW1agSDy6iVEHT1RpWMoy2+LliM3z/p133/oGI5EV8/9X1VhWbUK0k37nHT6XDmP//25xv6+LRa8+NZMxJ27yNwn6lj1/i051YscS3cN8lWJiN+0xaG+jkSfQje9Y+5rEToJ0SfPlL8jh8OxG2Mau7gMLi7ld6DTgRWkakyk339xOBwO5/aECys4HM5tj7+vT/FEe4bFtrBCYDgLVIY8Rp9h5ny7cze/n7OwVKVSSQJUAka7aTEj0A2bmvpgfVMftNfRf/gHMSpjawoVQ8QQqVfj4BFrS317SUxKgcdJ+mSZDMB3+DBqG/H0hOrNNyGMGkVtF3r0AKlAVIxvL8dcLq6p1BCcGElTX2A5ApRFrICriNW5GjeG0LGj01wqKjUWQUBq5y6QGYuDuYxMcmcjb9nCFHHkyDLeuV6wIKnXafHtp+/YzEDXaNS4c9gA/PHr11i3fC4G3T8Vhp490LRvL4wcNgBjRw7ChNFDcdfYEZgyYRTuuWsM7p88Dg9Om4CH752ERx+YjPdffxZb1i7Ekt9m4e5xI5hxCBPHDEO+AmzPYlTaHjxIrbRVFAXJx47DT6I7ixTFgBRB3NxAwsOp+w4xaJGallHvJvEt+/bB8uOPNmOUlDNnoKTamASrIpTMTOA6vfLoWF7tEFYAwNiRgx12zXjsgckYO3JwFY2objNmxCDotLcErckWGVG5dNNf5UDpamX58GHqfiZFQUpIQ+j11nFCtZEm3bshjyEkTjxAjzopi5KaCiQkUNsO5hjRqkUz6HX01yO4TSskMURkyrlzdp2fRfoZ+iLVeaMFLZs1qVTfzqRVi6ZMYUWejddAMZshZNDFPQWOFTV3H9+tc3usz8yDkfHesixcCCUxEUCBIHzKw8/jp98W23QZmO6lx2BKRXkR3ydlY2d2wXf38EF9qiUKRejTByZG1etdHnr8vWx1lY+hiPSMTPyxgn2PN3fRsmobi7ORL16EZe1au/fvrFdj7+y5OB1r3zXkqx/nYcuOvTb3OXv+EtLS6Z83Tt1HVXg9otEi6ToSbVS+l+VI9EncwRBas4jQSTh+6ky1OgtyOPUdU1o6u9EOYQUhBFkMF185Na2Co+JwOBxOfaTmyis5HA6nFvHo/XdjyYp/kMWoWC6CVIGwwqNzR+BsrNX2FhoVtu8/hKEjh9g8/sKlK1j594bixz6igC56Nbq4SOimV6MhI0qChlBDOfcsSIsWwObNVtvDNCrEHImGoigVsmlfuuIvjHGlP9f0kAbw9/Rkj0kUoZo8GXLz5jD//jtQWDlIwsMhTpvm8FgAQPDwwDWVGkFmlj7eeowca4ROnWD57Tebi7hwcQFp377axlRd9Bw9HNv27EJ/g7VYQRUdDeXGDRD/qsvaVpKTYVm8mNn+1c0sXDMVXF8/fPN5NAm1/z3crEkomj0aWtkhMmkQHIgeXSOx4dRJDHOjLOBkZEA5c8ZKFHHuwmW0seQDsL6WyIIA0rq11Xaha1dYKOKTphoVmqpFbNy6G107RlT4udQm5AMHYPn+e9ufRwBQFMiHDkEcNKh6BlZ0WoZbBQAcyzVBUqnQJrzmowOCAvzQo2tH7Npnn5PAkP698MKTD1bxqOoubgZXjBzaD8tWryvetiEjD10olaZKfDyUq1dBCt2zWMKKgzlGtOvfvkrGWxVoXV0QJ4hoAet7XtlOYQPLrQIADuaYMLJ9G2Z7RNtwnDi0F31drUVp5rNnYV8IFh3zFXqMxmUZ6B5Ydd+BjuLt5Ynrarq4UJN4k31/m54O1l1vrs4FLjUo7unWqT1mz/sDO7LzMZAihlAuXoTpjTdw5I7eeGz+MmRm0eP4ivvTq/GcL9u2e0tmPmYn3+rjoXsnVXzwDkDUamjHjYNlwQKrNp1A4Hr4MDKzsmFwtaMytpIsXLqaGQcFABu27MLl+Gt1LhJKMZthmT0bpJzf5WV5zkuH517/EMsW/cQUdgHAmn83Yfa8P+zq80j0KfTr1c2hcXBqPxmZWfA25gFaunBroKsG6zduw92Tx9nVX+zRE3iR4axDIiOhUO4fAiURmpxsXLpyDaEN6S6dHA7HMeTMTOr2fCJAbafDaJ5GC5itRddiFr1vDofD4dyecMcKDofDAeDj7YV77hqNTBtRIAoAEhLi9HN7dOxI3S4SgoS95Vukfzt7AWRZho8o4PtgD+xo5osvgt0xyUPvkKgCQIXcFqoSoQXbVjswMx1XE2443KfRZMKZtf8yq8y9GG4VVmPr2BHS119D9f77UH3yCVRvvQXiRs9dtoe0YPsXml06darweeozxN3ddlQLCha2iUSvQqjLtAlvjv9U9MlBAsCyfr3Tz6lYLJDPnYPlr79g/uwzIJc+uR+VY8QfaQVtE0YPxejhA50+lsoyaewI7MwyIpfxHUCLq9gfdQw9XRiuG2Fh1LgZ23EgWmzatrteVK7Jhw7B/N13gJ2LIvKB6s8xZ8WAXDdZcMMso1XLMJuuKtXJxNH0OJCytAlvjs8/fBWCwH/i2aJsHMjGLHp8EVDgWAMUiMdw8SJ1n21Z+egc2Y7aVltJ9/KhbvdMtc8pTYmJoW6/aDQjySKjUwe2sKJ9m3CcYLiEmBnW7PaiS6VXGOd6eNa6z4USSF/s1ppMAMOVQklm/33U/r5OGVdF6di+NSSVCn9lMOJAACA7Gx02rcODWtgU0ASpBHwZ5A6R8X15yWjG6wnpKPq27N29c7UK4YT+/WFkLNyPdlHh3w1bq3wMObm5+P2PlTb3kWUZ8xfb3qc2Iv/9N5RLl6htyWYZx830+6RGahW6pCXjoy9+ZPZ99HgMXv/gC6vtY9y12NbUB8da+GFxI0+EFy6SV3e0C6d6OB17HqFq9lXIRRSQuMm6uINGfr4RbvFXIDCuV+Lo0cxj22kLXCs4HI5zUBiizXwH5n/MDFcqdU5OhcbE4XA4nPpJ7Zpd4HA4nBrkoXvvQr7A/oFt8vIC0VTBIktgILJFRoVDOTnLsWcv4O/1WyEC+CHEg1qtbjeSBKG2VfL7+EB2d6c2RerUOHg42uEuN27ZhZ6M5ESzIEDVpYvdfRFRhNCsGYSGDSvknFESfWe6wKYsZkVBw4H9KnWu+oxQzt9PcEIMSG2EEIIG/fshNo++WGXZuhVKJScDFFkusGb+5x+YPv8cpkcegfntt2H54w8oV65Qj8mTFbyVkAEFQLOmoXj3lacrNYaqYmDf7tC4u2FnNn2BlRYHcvTgEXTU0ydppMhI6nbi6VngxENhkEGD+GvXcTruvAMjr33IR47APGsWYKFb/dNQTp2CwlhIrCpYjhXHChd8O7St+RiQIgb27QF3N4PNffz9fDD7mw9tVulyCmjbqgXatrr1OUw0y4jKYUQBFYqqWG4VALA924RONhwaaiNiWDPq9mDFgnxGtV9JWMKKg4WvY8cI9usR1qQR4hT6NISUlVnhaCAlNxdulApDABCrQBhdWVxbssXDrO9UpNCFIzmyDO/gmnUl0Ot0iGjTEtuy8nHNZPv6/6iPK35t4Akf0fp90Kl1S/zc1B+eKvp7JEdW8MzV9GIxfGjDYMx4+8XKPwEHIGo11IxYwIZqFU6t/rvKx7B05b9ITSv/e3P5mnV1Ks5CiY+HZSVbDDLjRgZSR40GS4L6hI8L1q9Zh3/WW4tbrt9MxBMvvgujsfR14nlfV3wc6A4/SYRECNrr1PgpxAN6Qriwop5yOvYsGpVTgNIy6TpSbcUKFHIiJhadtfQ5JJOHB0hYGMBwDYzQSTh2gu0AVd9ITknFC29+jM79x+KOwRPxy+9LITvoTMPh2ELMoxd6mBguYVQYxVJ6k33ushwOh8O5PeDCCg6HwynEy9MdzdtZW7cXITWummxmQggyA+iZwI3ys5FsI8tv1s+/Q1EUTPDQoa2uElX4bm5QPflklUYFVARCCFQMB4IOegkHKiCs+GPJKgxyZfywioykVplXB40G9IPJjkr1i6Ia6ko4Y9R3bAorfHyYi9r1gZFD+2NBKl08QfLzIW/f7lB/iqJAvnIFlv/+g+mrr2B69FGY33gDlv/9D8qRI0yHipJ8n5SFSyYLtFoNvv30beh07Kz0mkSjVmPcqMHYmMmoXE9NLbUQrygKLCdPQGIIqkg7dvU66z3aUiuhkVQQB1JXkY8dg/nrrx0SVQAojgOpLhRZZgorogvFSR0i2PcD1Y1Go8aoof2Z7TqtFrO//hD+vnQXAo41kyeMLPV4A+Ozr1y6BOX6daawIjbPBLcmjWEwsCMLaiP+XejOVypCcGnXXpvHKhkZUK5epbYdyjGhYUgQfH28mMeLogilcSi7//MVE5fJ8fQYEADwsCFiqCmatG2FJDP9Wpl3jv4aKAxhxXWTjJBg+m+J6qRb5/YwKcDT8WnM51ZEVxc1VjT2QqfC3y8e7gb8/PWHWNQrAmGEvdB2bfgIPPX+65jx9gv4ZdYM/PPnrwisAbcOqV8/WBj3ABHJN3D2PN1xwRkYTSb8uvBPq+1uAoG2zJBycvPwx4qqF3o4A0WWYZ4zBzCbqe2bMvMQ4+GNvpMnQujTh7qPuyjgMR8XvDnja1y5mlC8PS8vH4+/8C5uJpV2fXnKxwUPe1vHtvhJIsa4axF96gyMJrpgi1N3uX7qNLSC7aKI7no1dlIEOmU5En0K3VzoEaPqdu1ACIEQFkZtj9DdPo4ViqLg2dc+wtp1m5GaloHEpBR8OmtOnbk+ceoGqny6a5bFgTkIlRf9HtZdsfDvAw6Hw+EUw4UVHA6HU4LOPboy21Q2JoEri6F9BHV7e62EQ4eOUttOnIrF+i074SoQPOXj4IQ+ISChoRCGD4fq5ZchzZpVbqV/TUGa061922olHDl8zKG+Tp6Og8f5s3ClVMgBgJYxSVcdaNzdcUEoXxyTwrCO5hRAPD2Z7xmhe3eQWmYF7kyahzVGjJcvUsz0BQnL+vVWrgss5AsXYH73XZhffRWWBQugHDoEZNvOQy9LdK4Jv6cUCD3ee/UZNGsS6tDx1c2kMcOxLSsfRjviQC5cikc7mT6xYtTpQRo2ZJ5H6NyZ2TbYoMGm7XVLWCHLMq5dv4n4jZth+vJL5oIIAAijRjGr9mhxK1XGtWtMYVCxY0W72uNYARTE6NAghOCrGa9Xqw1+fWDkkH4wuN5aTNuUyY4vsOzYAeXUKWrbtiwjunSsWzEgANCwcySyGNe6lMNHbR6rnGZX1x7KMdqMASmiSdvWuMpwNZDPnSv3eBopMfRx5cgKGrarfY4i4c3DcDaffr3MYDwXlrDihtmCBiG1QVjRAQAQk2/GuAspxQ4mLHxVIuY19MT7bZvir8Wz0c+SB3nbNub+wrBhaHXvNIwY3Bd3jR2Bfr26QaOmL2hWNcTdHfnh9O+JwQYt/l7xV5Wde/U/G3HjZlLx4wCVgD8aeWJfcz/saeaH9wIMpaJWFi5ZjXxj7a+0lf/7jyl6TLfI+OB6Jp6YPhUqlQjVpElQGE6SUzz18M7Pw3Ovz4DJZIaiKHjt/c+tFrAf93bBEzZ+Q3d1USM/34iTMZWLKOLUPnIuXCh3H4kQpG/aVO5+5w8fRSjD/UJo2xYAClwrKLTWSjh9Og7mcoRo9YHok2ewjzKv9c1P82AysX87cDiOoDbSf58remsBHQuNvx91u48oIim5Yq5qHA6Hw6l/1N/VBQ6Hw6kAem92hR1p0KDKzuvemV456CIKuLh7H7Xtm5/nAwAe9naBN8MutyQkJATCkCFQPf88pNmzIX38MVTTpkHo0KFqIk6cBMthQCsQ6G8m4maifXngALBw6WqMdKPbpFt0epAIusClurBHNKFjRAxwbkHNstXrIQ4eXP2DqUYIIRg8pD+WpjEiP27ehGLDzh4odGLYvBnmd99lTm7bQ76s4K2EdFgAjBkxCOPvHFLhvqqLpo0bIrxda+zKpi8+WPbvh1LoKrP/4BH0YlSnie0jbAp4iLc3c4J1sJsWp06fxdVrNxwcfc1w9vwljJ76OF6acC8Mc38FsSGqiApsgPkmAWe96JXFyqlTULKyqmqopZAZ722zouBUngn+fj4ICqBPqtUUbcKbY/L4kVbbX33uEQzq17MGRlS30et0GDvy1ndCgllGdC59Mlb+5x+AUaG2JSsfXSLrnrBCJUm4rKJfw4RLF20eKzNiQOKNFiSYZXS0IxalfZtwnGC83sYzseUeTyPtNP24i0YzmjerGte5ytAgOAAXZXrFtMyIAjHfTKRuv26W0SCo5oUVHdq2glpdIBJOssh48HIqfkm2LcoUCcFEUxZ8fvsVlvnzmfuRli0hTp7szOFWGrdR1tdkAFALBKYdO6pksdBisWDO/CXFj10EggUNvRChK/g8awWCSR56vOZ/Kz7qZlIy/v5vi9PH4kyU69dh+dPahaOIT25kQhfojzuHDQRQIKRWMeJYJELwgp8rjp2IwTc/z8dPcxfj7zLOA4946/G0r+3ChE46NQiAqGM8DqQ+YbFYICbSr6VlaZF8A5lZ7GuYoijQnGP/XhJaF7ifse77dQJBQ8WCuPMX7RpPXWbfoSPU7alpGVTBBYfjKGazBXqZLlISDLYjFUviGki/n/JRCUhKsn/ukcPhcDj1Gy6s4HA4nBLYioGwVYFc6fM2bgwTw07WTKkMPHzsJLbt2o8gScC9nowxSxKEAQMgPvMMpJ9+gvTZZ1Dddx+Ezp1BXOuOZTVp1AgKoxotUi/h4JHjdvWTmpaOnRu2opcrvS+pR3cQle2s1apGG9nBZnuerKDpILYdPKcAoUMHiNOmAbpCEU1AAFTPPgvCsHWsT4wY3A9L0nKZsTKW//5jHqvk5cHy00+wzJ1r03WgPBJMFjx1NQ1njRY0CW2A919/FoRxfatt3DVuBDYwKtdJSgqUwkrqc/sPogGjOk3dsWO55xG60t2RWmslhEhinXCtyDca8fiL70B/+RJ+DPGEzoal8oKUbNyz9RA++WYOXl/HiKSxWCBHRVXRaEujxNGrT8/km5Gn1D63iiLeeulJvPniE+jQrhX69OiCud/NxEP3TKrpYdVZrONAGK4VDFFFktmC43kmdOrQ1tlDqxay/ejuMb4ZtjPlWY4VB3MLRGkdI8oXVkS0bYnjeYyqwvPni0VsjmBhRIHcECW4utRMzJstBEFAjpc3tc01PZX6Ghhv0EV3N021w7FCo1EjskSsogXA14lZePxKKtItth2zlJMn2fcenp5QPfNMjd+nl4W0bYscRhXsMEnBtl10cXxlWL9lFy5evhXF86KvK0LUotV+kz10aKG59XrNXbS8Qp+r6kCRZZh/+QVguGrszMrHmow8PP7gFEjSreckjBgBMO7tBxm06KSTMGf+Enz142+l2h700uM53/IX2TxVApqqRRw+etKBZ8Op7Vy8fBUhds6Et9dK2PfvBmb71YQbaM1wsMvx8gbx8ABQMJ8Bie5M2U4nIfok2wmqvnDoCFug9O/GbdU3EE69JSMzC24i/feoyoEoXX1gAHW7ViBIuXa9QmPjcDgcTv2DCys4HA6nBIShToarK+Bbdfm9RJKQ4U3PRg/OykBaekapbd/8NB8A8LyvARrGYpYwfDhU06dD7NYNxN3dqeOtTogoQmjWjNrWQSfh4OFou/pZtnod+moESIwFXqFHjwqP0Vk0HdAPuQxrbgCIgQAPH/okPKc04vDhBYKiOXMgff55sRVrfadJaAP4NG2C/zLoC4TKqVOQL1nnfitXr8L89tuQd+1y+Jx5soJ92fmYlZiFqZdSMORcEnZnG6HRqPHtJ2/DRU93iamNDB3QG4cUkSlMkQ8cKKhOi6VXRisAhDblLyrail4abNBg49baL6xYtnodDDduYHYDD+htiCoWp+bgk5u3nChO5pnZEQAHDjh9nDQURtRAUQxIyYXB2oRGo8YDU8dj2fzvMPe7mejTo3ZGeNUVmjUJRecSbhMbMvMdOn57lhHNwxrD06Nu3mOpW7akbg8WFOTMmwf5yBEoZSJzlKwsKJcvU487lGOEp4cbmjYuX4js7+uDazr6grSUnwfcvFluH2XRp9HtmfM8a6+oUh3aiLpdK8tAMqUqMpX+HG/KCgIZ1tXVTbfO7a22bc82YsLFZKZLiU1EsUAcW7hAWZsgggD1gAHUtuZaCYeWr3Hq+RRFwc/zFhc/7qyXcDdDYC8Qglf9bgnpY89ewM69h5w6Hmchb9kCheGEk22R8d71DIQEBWDsiNLOc0SjgTiJLS581d8AlLmfu9dTj5f87K9c7qRX49DRE7VWlMJxnNNx59GYIkZikb2Z7fZy+OgJdNPTizbUJaJeiUoF0rgxdb8InYToE2eobfUFWZZxJJotUNqwZVelHX7MZgsWLFmF6U+/jskPPY8nX3oPb330Fb78fi5+W7Qcq/7eiO279yP65GlcuZqArOwc/rmuZ6RnZMCdEfmr9vSwux/B05PZlnUtwdFhcTgcDqeeUrsk/xwOh1PDED8/kJYtrarxhIEDbVq7OwNNm9YAJVe4g67AlWFQ34KF/70Hj2DPgcNop5Uwwk1L78zNDeKdd1bhaKsX0rx5QSVbGTroJPx4+Fi5x1ssFvxv2Vp8wnq9fHxAmtd8Pr23vx/2ygI6CvQf+cn+5UeFcG5B1GqghrK3a5KRQ/piwZz5GOVOFzTI//0H4dFHix9bdu+G5ddfgXz7FhWNsoJjeSYcyDFif7YRx/JMMFHesm+/9CRaNm9aoedQU+h0WvQfNhB792xHb1friCTjnj240b0n2sMMwHpSNsvPH952VMQQX1+QJk2gnD9v1TbIoMHvR6KRmpZeaxds841GzJ/3B34Ldofexnfjn6k5mHEj02r7how8POBtvaiqREdDycmx6R5VWZTcXCgMm/0iYUVtdazgOJ+pE0cVCzTjTRaczDOhtZZeVVqWbVn56NKnZiPEKkNw927ANnp+vGrjRpg3bgQEAaRJE5DWrSG0alUQ18NYiDiYY0Jk90i7HYo0LZpDvhoHgbK/fP48RH+6owYNxWyGt8kIUE4tVmGUX2XxatMGiKNX8ZouXoLa55boWpFlqLPpcUkmVzeoVPYvFFYlPbp2LBaAl+SqScYDCZn4Y0AXhF2wP2pMvPdeCLXgHp2FbtBA5P+1llqx1PjiWdxMTIafr3NE0Tv2HMSp0wWvnY4AHwbYvt/o5qJBHxc1thdGnM1dtAy9u3d2ylichZKUBMvixcz2LxKzkGCW8VEZt4oihJ49If/3H5SLF63aWmsljHTT4q9CsfFUT12piBR76KxXY8m1NFy6chWhDUMcOpZTOzkdew7jGa5zNMJTbiInJwd6yr3p5YNRGCrRr73aDqWdKElYGBSKMDtCK2HhqfotrDh/8QrS0q1/DxSRnpGJPQcOV0ow/PbHX2PZ6nUOHSNJEvx8vNCjW0e8+NR0eDuw+M6pfaSmZcCD8btUYyPy2QobRWl5FRD+cjgcDqd+wh0rOBwOpwyqF14A6dgRUKkAFxcII0dCHD++ys/rHhlJ3R4oiYjZW1DFqyhK8WRlySqksoiTJoHo6k6VeHmwJlR9VCJyL13Bhi27IMtsi+EtO/cBSYnoyKgoEXr2rDVRBYn+dOtBoHTlC4fDYsTgfjiZZ0ZUDt1SWd69G0p6OhSTCebffoPlhx/KFVVE55rwc1IWHrycim5xN3Hf5VT8kJSNQ7l0UcWjD0zGXeNGOOPpVDuTxg5nRgKoUlIQt3ELOjOuJbrOnew+D8u1IkKnhh8Btu3ab3df1c3yNf9hpCUHAYzJZABYkZaL929kgrYEu57lDGCxQD582DmDZKCcOsVcGI7ONUGSJLRqSc/C5tQ/BvXrCa8SE+kbGG4/ZcmXFezJzkeXju3K37mWEtCqJVJtuGQBAGQZytmzkNesgXnmTFi++466W4LJgniTBZ3al+/YU0R4uza4YGS41zBcZVjkXrkCiXEb59GyhUN9VSfN27VCAsPBJ+V4GcFFejoExrVL9KG73tUE7duGo0tH6/vVsCaN8OfCH9FqxgcQn3oK0FiLF8si9O4NYeDAqhim0yA+Pshq3ITaNtSgxT9r/nXauX6e90fxv5/2dUVDOxaHX/YzFFdT7d4XhZhYxz5bVYmiKDD/+iuQR7/uHsgx4s+0XAQF+GHcqMHUfYggQLznHuY5nvd1hZYAd3no8Ka//VbwRXTWFwjtoo6yYww4dYtzZ+IQZOP+tSyNJRFH1tI/x+IZuiBCBkDCw0ttE8Lo95aNNSrcOH8BeXmOuWbVJQ7Z8flZt4kRFWgHJ0/HOSyqAACTyYSrCTfw56p/MXn6c5V2zeDULOkZmcwoEI0DrldErUYOoS+XmZJTKjI0DofD4dRDuLCCw+FwykBcXSG9+CKkuXMhzZkD1ZQpIGLVV4HZqsbKLZxc3bHnIKKOnsBQgwYdGAt7pEEDCH37VsUQawzSrBkUhvChg07CEy+9i2ETp2PlX+upP4gXLlmNkW5soYlYC2JAipDat6duTzHLaNq3V/UOhlMnCQkKQESbcCxMzaHvYDbDsmwZzO+/D3kTvVq5CKOs4P3rGbj7Ugq+TcrGvhwj8hSAEAIvTw80D2uMHl0jceewAXhw2gS89vyj+GvJHLz89EO1RqzkKK1ahOF6UAOYGQtYjXfvYEZfaDvbXwlqKw5koEGLxcv/gtFUAdv0KibfaMSyeYvxgBfdxh8AVqfn4p3rGVRRBQAczzMxFxOrOg6E1X+KWcYlkwVtwptBcxs63dyuaNRqTBwzrPixvXEg+3KMyFWAzh3qbsyUIAi4rGOLdB3hUKGQr6MDwoqINi1xIo9+jcs9RY8FYHHtCN29TFYUNOjYgdpWGwhr0gjnGOKSnLOlXR2UFPZkvi6YEWVYAxBC8O0nb2HowN5wcdHD08Mdjz0wGasW/ogWzQoECGL37pA++ggkOJjdT2goxAcfrBP3Ep6j6S6BeoEgZf0Gp9jNRx09Ueyu004r4V5GBEhZmmhUmOhx6zfQ3IXLKj0WZyHv3Aklmh7pmCsreCeh4D7isQenQC2xnYSE8HCQTnRha4Ak4qcQT7xbjrsHKxLSRyUiVC0i6hg7xoBTt8i6cNHhY/IorqI5ubkIzUqn7p/m5WPlvkYY0aYA0Fot4tQZ+5186hqHj5UvrNi4dXeFf/csXflPhY4ryfmLV7B+y45K98OpOdJT0+HGiAIhBsfcinIkxlxrOv0zz+FwOJzbDx4FwuFwOAyIjQmcKjmfmxsyDG5wy8ywavNLTUFGZha+/nEe1AR4wZf9w0CcOrXKY0uqG6LXgzRoAFByvSP1EtZk5OHchct45d3P8PVP8zF92gRMGjscep0OZ89fwp4Dh/F6Y7oNLwkNtTmxW920GjwAG1evwiBD6diSxSYBz4eWn1vO4QDAyCH98MmXMbhmslCrsuQt7LzgIuKNFjx/LQ2n8i145ZmH0bJ5U/h4e8LHyxNenh61xna8Khg+biQOLJiH7i7WFbWNjPTKyjxRBUNT+6NPSEAASKNGUC5dsmobbNBgYfQpvPz2J/j64zch1KJr+oq16zGF5EMn0MVqyc1aQNulO97KyERqWjpS0jKQmpaO1NR0XIq/hoTrN6EA2JSZj3u8rBeGlGPHoOTmVonrkmI2Q46KorZtzypYUI+MaO3083JqN3ePG4E585dAURRcMllwJs+EFuXEgWzLykfT0IbwccRauBaiGT4M8spl1DgORziUY4JaLaF1OHvhqCxtwpvj33wzRlPaVPFXoMiy3fezGaet7dUB4JpZRmho7Y0CUUsSkvUuAKwXk1Q3rpfewBBWGGUFXg1qV0SBj7cXvv/sXQCALMvU7zASHAzVhx/CMncu5N27SzcaDFA991xBpFsdQIiMRJZaDZ3R2imsjzkPR6JPVfq75effCuIyJALMCHRz6DP7lI8r/s7IQ6as4O/1W/DiU9MR6O9bqfFUFiU1FZYFC5jt3yZm4bLJggB/X4y/c0i5/akmT4bpyBHAYi1U6upi+30kTp8O4Y47IO/ZQ3W06qxTc8eKekJaegYMmRmAm4dVmywIuKh1QZMc68iKVqlJyM/NhabEvWn08Rh00tHvFVRtKaJLLy/A0xNITbVqitBJiD55ut7eg0YdLV+YlJ6Rib0HDqNPj64O9Z2Tm4s16zZXdGil2HvgKEYO6e+UvjjVT25KMrvRhV0QQCNfpwMov/nFLHakDYfD4XBuL2rPLC2Hw+FwILag2xVH6lT49Js5OBETi2meeoSo6QuaJCICQru6a0ttC4H52pSeLEu4fhMfffEj+oyYgu/mLMDs+X8gXKNCUw1dS8iqUKopGjUIwoGITliUkoObJgvijRbMuJGBxvffUyeq9ji1g2GDekMmBItZrhXlsDUrHxMuJuNknhmvP/8YHrn/bvTu3hmtWoTBz9e7XosqAGDk0P7YlseOF6KR2SjUYXcjlmtFR70avioB/2zYhg8//8Ep1a7OIN9oxKbfF2OMO130ILu4IOCVl3DniEG4b/I4PPf4A/jg9Wfx3afvYNGcL7Hi9+/h6lowscWKW4HJBPno0SoZv3LiBJBD/0ysLxxPh3atquTcnNpLg+BA9O5+y23GHteKbVl1OwakiHYTx+HgHb1w0Vg5++uDuUZEtG7pkNuLTqdFuq8/tU1lNgPXrtndl+XqVer2RLW2VgnTaFgC6G4TnjnZUErE3MnJ9AWD62YLGjYIqpKxOQNbrz/RaiE+8QTEJ58ECQ0F3N1BIiIgzZgB4udXfYOsJESlAulFd5Vrp5OwfcnySvV/OvYcthbGgz3u7cL8TcPCUyXgUe+C716z2YKFS1ZVajyVRVEUmOfNY34fH8s1FruuPfbAZLuuKyQwEMJgelyILcT774c4YECBiD80lLpPZ72EcxcuIzWNVyrXdU7HnUcoI0JH8fWFpXt3apu3KODUqrWltl3ZvQ/ujOp4j+7drLYRQkAYcSDttBKiT9JjReo6SckpuHSF/h1dln83OB4H8s/6bcjOrtjv3bIcOX7KKf1waoY8G85exEFhhcWVXsimYURXcTgcDuf2o3bPMnA4HM5thlsk3a64uUaFv9b8C0+RFE+MWSEIUE2dWoWjq1kIIyqlqUaFVpQJxtS0DMz6+Xes+nsjRrlrKUcCIAQCYwKlJnnjnZdgvOsuPK3xxmsGf/R48zWMuXNoTQ+LU4cI8PNF58h2WJ6WixzZ/kV5s6Lgy5uZeCo+DRmygqkT78QDU8dX4UhrJ64ueohdOsPigKDBo6fj1xJbcSBDDAVuGQuXrsaPc//ncN9VwYo1/+FBkW3TK02caHPiys/XGy8//RAA4EiuCYlmRhzI/v2VGygDVgxIpkXG3sIoAy6suD2ZPGFU8b+Zop9CTuaZcMMso0vHiKoeVrXQ65knkPDcixh3LQvvJmTg34w8JDE+mzSumiy4aLQ4FANShHurcJgY11n5/Hm7+3FJs64ABoA8r9rvKKJvTnf50ABQbtwofpzLEJrcMMsICao9USCOQgiB2KMHpI8/hvqnnyC9+iqIj09ND8thDMOHM9t8jkcjOye3wn3Pnr8EABCuUeEh1u9AAOKDDwIMEcI0Tz1CCh3M/ljxN7KctBBZEeT9+6EcOkRtM8oK3krIgAzA39cbE0cPo+5HQxw71qGqZPGeeyCWEGOQ8HDqfp0K4zcP8ziQOs/p2HNozChQUYWEoNmEschj/G4ybS8TE3GKvghvBGEWywgsYYVOwvGTjkVg1RXscasoYuM2x+NAlq6ix4C4GVwxZEAvdOkYgWZNQ+Hj7QmRIYQpIu7cRWRkZjl0fk7twWRL/ObqWPSd4OlB78ZsqjUFDxwOh8OpWbiwgsPhcGoRLFcGkRBEaCU86eMKA+MHodCvH0hI7bICdiYCQ1gBAMsbe+PrIHeEUSZKBADDDXRhBWndGsTT01lDdBoatbogj3rRj/hz3rcY3L8nd6vgOMyIwX2RIStYnW7fZH6i2YIHLqdibkoOFAB9e3bF2y8/ddu+90ZOHINDOfZP7ultiCRYkOBg5nX7ZT8DJhfmon/94zz8sfwvh/t3JkaTCccW/oEuevqijdnPD0L/8u1zJ48fiYg24ZABbGQ4AyjHjkHJL981wBEUsxkyYyFna1Y+TAoQHOgPf9+6t6DHqTz9enZFYEBBhfw5owXn8tkODtsKY2M6R1KsvusofXp2xedzvsZOrSteupaO3meTMOp8Ej66noENmXlIs7AdfH5IKliEqIiwonW71jjLeK1NsfR4j7LIsgw/C/1arWpQe2NAigiKbA+ZMUmfdPxW/EDutQTqPjdMFjQIDqiSsXHshwQGIjWQ7hwy1EXC+gpa1V+8fBX/bNgGFYCPAt2gYtyTCd27Qxw4EMLIkdR2tUDwgm/BwlJmVjaWrV5XofFUFiUjA5b585ntPyVn45yxQNj16AOTodHY74JDXF0hjhtn177i1KkQh5UWbQgMYUWAJCJEEhHFhRV1ntOxbMcKEhgItZsbzrjR5waapafAmJUNoMB1JSglkbpfoqcXM8aI5VjhJgrA9RtIz6h/MQOHjh63e9+MzCzs2X/Y7v3PxJ3H0eN0QcrEMcPww+fvYfEvX2HdsrnYt3E5Yvavx+Hta7Bk7jfUYxRFYfbHqf3IjM+PBQC0jEIrBpI3PUbYSwCyCq8DHA6Hw7m94cIKDofDqU0EBCBPraE2TfDQYZIHI3Nep4M4YUIVDqwW4ONTkE3KYIibFqsbe+OzQDeElhBYdNWr4SfRK1OEnj2dPkwOp7YwdEAviKKARXbEgezLNmL8hRRE5RYsToW3CMM3M9+q95EftmjfNhzHtPZVPiZq9SAVrIwmDEGGRAjeDnDD50Hu0AsE78ychXWbHLfIdRYrV/2D6Wp2Fbv2vvtAVOXbkwuCgBlvPQ9RFNjOAPn5UI4dq+hQqSgxMUAWvQqtKPqBu1XcvoiiiLvG3qo4X2/DtWJLZj4ahgQhwM+3OoZWbYQ3b4oVC75Hq5YFCz/njBYsTsvFc1fT0SMuEeMuJOOTG5nYmpWPc/lmnMoz4aWr6VidXvBaVSQbPqJtSxzPo4si8mLsW9y4HnsObgJ9sdmrFX2htDbRonVLxJvo19bU47cWcuUkehRIMgR4MSorOdWL552jqNvdRQHxaysmjvx1wVLIsozp3i4I10r0ndzcIN57LwBAHDkS8PCg7jbUTYsOuoI+5i9eAbMDzjTOwrJgAZCRQW2LyTNhbnLBgpWfjzfuGjvC4f6FQYMAf3rEUBHi3XdDHGHdN2nRAmAIVzrrJRw+eoLaxqk7xMSeLTVPUBISWOD8I/Skx4S6CATnVhbE6Fw6fxFtJfp0uhLOvpckjRtDYcQjRegkHD9V/+JAHHV6+XfjNrv3XbrqX2bbpDHWLkKCIMDN4IqO7dvAx5suoDkSzeNA6ipyNl3wkK+SHC4U0QXQv0d8RAGJyXSXNA6Hw+HcXnBhBYfD4dQiCCGQmzaltg1z0zKrlMTRo0Hc3atyaDUOIQRCG9vVkAIhGOmuw1+NvfFxoBsaSCJGsmJAJAlCp05VMFIOp3bg7eWJOzpH4qLRgh1Z7Or/2UlZePhKKpIKK5L9/Xzwy6yP4Oqir66h1koIIfAbal9ed54NR53yELpZ5zCXZISbFn828kJTScALb87E3gNHKnyuimI0mZCweCmzys/YrBlI+/Z299eyeVM8OHUConJMSDHTK+HN+/ZVZKhMWDEg2RYZu7O5sIJTMAlfZBP9XwZdWHHVZEFMvhldOrarzqFVG/6+Pvjj12/Qv/cdpbYrAE7nm7EgNQdPxqdh1IVkTLiYgn8LBSjNwxrD3Y2eR22LpqENEafQpyQ0129AMbOdQ4q4doR9TQzp2N7hMVU3BlcXxAv0a6v58uXif4uZ9MVoo6vrbessVduQ7rgDuSL9b9kxPRnnL15xqL8biUlY8dcGNFWLeNxWBMj994O4uQEAiFYLcdIk5r6v+hlAAFxNuIH1m3cw96sK5KgoyHv2UNvMSkEESNEn/pH773LIraIIolJBNWUKs12cNAninXfSj3V1BWG43HTSqxF96gzyjUaHx8SpHZjNFiRfulzgDkGhSFjRetwYpDJcmuTduwEAl7Zsh5Yh6PPv24s5BqLVgjRsSG2L0EqIPlm/hBW5uXk4eTqO2ubC+J25cetuuz5neXn5WP3PRmpb5w5t0bQx/XUGCn7jRbaji0EPR3NnmrqKkEMvJjEyHGRsYQimO1B5qQTcvEl3q+FwOBzO7QUXVnA4HE4tw7VDe8cO8PGBMHRolYyltiGMHMnMDi6JSAjGuOvwTxNvjGDEgAgdO4Lob++FY079Z8TgvgCAz29mIrdMZnCaRcZjV1IxKykbRTWLLnodfv3243pXiV1RBo8bhSOMauqS+PbrW+FzCCEhELp2tblPE40KS0O9MVQn4rEX3kZM7DmHzpGVnYOY2HOIPXuhQmP8a/laTNPQreoVAPoHH3R4Ye/pR+9FQKA/NmXRF7BNBw9BcdIChiLLkA8epLZtzzYiv/CpcWHF7Y2frzcG9i2oVD1rtGB5mnWM0hc3C2yGu3aMqNaxVScueh1++vJ93Dd5rN3HdKyAWwVQUD1qDqEvZIqKDKWEsIBFRuxZ6vY0GTAULpTVdrI86Y5HLqkpAArsyfV5jFivCrolcZwPUath6tyZ2tZZr8bmpSsd6m/eohWwmEz4KNANasYiLunUyeoeQujdG6RRI+r+7XQShrsV/Daau2hZtWXFK9nZMM+dy2z/NTkbMYWxQD7enrh7HD3SxB5Ip05U0aowbhzEMWNsH8uIA+msU8NoNOFkDH2RmFP7uXD5CoLBfr+ToIKFVK2rC06502MAGmekwZyaCstxerxFtgLoW9m+lxQYcSD10bHi2MnTTGecxx+kC6Ays7LtigP5b/MOZGTSnegm2eF2w7rnP3biNCyW6nfz4VQeMY/+m9KiZbj+2kDyoUdDqghBBiOajcPhcDi3F1xYweFwOLUMwcHKZ/Huu5k5nvUNISQEqnffBQkNtWt/FSHMiUihB93mk8OpTwzu3xOSSoVzRgumXUrBxsw8HM81YVFKDsZeSMaO7FsL14IgYNYnbyO8Od0153bEw90N8UH0Rb8i8hTAENmhUucRH3+83GginUDwaZA7XnZT4YVXPkBicprN/dMzMrHyr/V46pk38OyIu7Ds8ecw/5Gn8cgjLyD+2nW7x2Y0mZC/fAXcGRV++V26QmAs4NhCr9Ph/defxYYMupuKZDEjcbtzqmmV06eZ1uNFcSRarQYt+Xv/tmfqhFuVzB/eyMAnNzIRlWPEnux8PHolFesLY2M6R9ZPx4oiRFHE2y8/hbdffhICw7a8JB3b23YUs4VP2zbIkxnCrfPnyz1evnqVuj1Z41iedk2iakCvrPU15Re4dmRmQmIsgGvKiT3gVC9eY0Yz29R799gdv5GWnoHFy9fiHk89InSM33l6PVQPPGAlbCSCAHHqVGbfz/u6QkOA6JNncPAwfYHY2Vj+9z8gLY3adi7fjJ+Sb1m4P3zfXdBq6dGY9kAIgfj44xAnTQJp0gSkbVuoXn4ZKjtiMwWGsCJELSJQJSCKx4HUWU7Hnmc6ryl6PWC45bok9e5N3U9FCC6vXA3fxBvU9nh3T5ByvjMJQ1jRTKNC7InTNo+taxw+Snd/cDO44v7J4+DqSnfisScOhBUD4mZwxbCB9L9fSVjxZVlZ2Th7/lK5x3NqH2oTXZCvVKCYijAitQAgkwsrOBwOhwMurOBwOJxaB2ncGBY7JrGBgh/mwh13lL9jPUJo3BiqGTOgev55pl1rubi6gkTU32pTDqcIdzcDenUvqJ6MyTfj2avpuOtSCj6+mYkbZSIY3n31afTtads54XYkdNwYm+3x7p4gEiP33E6IWl2wCPDQQ0A5fU3y0OMHDxX+/mMN0stUaiWnpmHZn2vw6SPPYdGkexA89xd8mngBPwUZ8Jq/Ae8FuOHj9Gv47pFncOoMvcq7LOv/WIHRavqCnlEQYLjvXvueJIW+PbvC446uSGdYLp9ZvNQp1bTy/v3U7bmygp2FMTl3dO4AdSX/jpy6T7fO7RHaMBgAYFKABak5uOdyKh66koadhUK0oAA/hAQF1OQwq437Jo/DT1++D53WtkihU4e2FT5H24jWiGE4A+Weiin3eNf0NOr2fG96xXFtxLMNvXJWIgTpcWehpKQwjzU0quC9MKdKEBo2RIon/b03WE2wc+deu/pZuHQ1fMwmPOPrytxHvPdeEE9P+jjatAGJjKS2BUki7vUsWGiau2iZXeOpDPLx45C3baO3KQreTMiAqfCr3tvLA1PGj6r0OYkkQRwzBtJHH0F6/XUIHewTwJKWLZltnfRqRB3jwoq6SkzsOTRWi9Q2ISiolECpw9hRuGKii6BUO3ciDPQ2U7PyC2SEZs2o20VC4JedgRuJSeX2UVdgfV46RrSGVqvBoL7dqe0bt+2xGQdy7sJlHDwcTW0bM2KQXcKsNuHNIanoQpvDx3gcSF3DYrFAZ6HHxxFX9vcoE4MB9F+nQLYDBQocDofDqb9wYQWHw+HUMogkwciwRS6LOG3abZmrTAiB0LkzVDNnQvXMM0BwsEPHC127gjB+SHM49Y2iOBBbTL9nIqZOpGdO3+5E9uuF0zYKTJU2Fa/ULgkhBGL//lC99x7gazuKpZVWwq9eapxauhZJ1xOxbe4CLLvvEZx54CEMW7kEz2fdxMNeenTQqyGV+Y5wEwV86KbCgRdfxe7ddMFBEUaTCfq/1lr1UYRp0BDmoo69vPnKU9ieS3+Bw3MyscGOqjVb2IoB2ZGVj9zCxZzhg/pU6jyc+oEgCJg8wfaiXpd6HANCY0Cf7vhj7tfw86EvFjdqEIzgwIq7JrRv0xIn8uiT4fKJEzYjgXJz8xAg04+VKiq+rQFCu3aCiSEiSzh0GOZEep63SVHgE+q4YxCnajGMHE7d7q0ScGZZ+XEgNxOTsXDJKnwQ6AYdKwIkIgJCr142+1FNmQKI9IXkR7xd4C0K2Lx9D07HnkNmVjbSMzKRkpqOpOQUXL+ZiGsJN3DlagIuXo7H+YtXmLb7tlDy8mD+5Rdm+4LUHESXEFa99NRD0Olqzm2GuLmBMH5XdtarcfjYqWqLT+E4lzNx5xHKEFaQMrFRLi56nPSgRwEEGPMgMu6L/fuU75SAgABmBX2EVkL0yfoRByLLMlOgEFnocjV8UF9qe1ZWNnbtPcTs+8/VdLcKALhrLP36WxaNRo1WLekilyPHT9nVB6f2kJGZBTdGcZroZqButwURReSI9PnC/Js3He6Pw+FwOPUPLqzgcDicWog+onyLaaFbN4djQ+obRBAgdOsG6dNPIT75JBBgXwVpeZb7HE59YkCf7tBo2HFBg/v1xKvPPlKNI6pbEEKQ2ZKdlxw8ZJBTzyc0bgzp449BOnWyuZ+bKOADg4hJWzdj6ME9GG3KQie9mhl/VJYpbhpIX3yBdUtXMffZMW8hejFMHDJUEjzunmTXuWzh7+sDj4H9qW1uooB1s35GZgUWc4pQ4uKY9uNFMSCSSoUBfehVc5zbj3EjB0OtZruXdOlYv2NAaLQJb47lC75Hy2ZNrNqeefTeSol8fby9cFVLX2TSZmXCspK9EH32dCyCJPpCmVdruqV/bcQvwB/xFvpibVZsHNIv0m3JE80yGjQMqcqhcSqAvm9f5BP6VFuLq5eRlEx3IDGaTPh14Z8YNO5+DIIJXfSMezetFqrp08v93JGgIAgDBlDbXEQBT/sU2PCPvPsRdOh9Jzr2HYMuA8ah26CJ6Dn0bvQeMQV3j70Xs+59FOsffQq/jJ+CGS+9jcQktoNKWSxLlgBJ9Ar8y0Yzvk289f1+/5TxmDB6qN19VxWEEQfSSS8hJTUNFy/HV/OIOM7gdOw5ZhRIWWEFAGj79XOo/ySLgsDI8oWXhBCma0WETkJ0PYkDiTt3EZlZ2dS2jhEFwooe3TrCwIgDWbeJHgeYbzRi5V8bqG0RbcLRgnKfwiIygv77jjtW1D3S0jPgLtK/EyV3jwr1adQxIkTSUivUH4fD4XDqF1xYweFwOLUQsUUL2zuoVBDvvrt6BlMHIIIAsUcPSJ9/DvGxxwA/P/bO/v4gt7kghXN74eqix0DGonG71i3w5UevQ7Azfuh2peXUu2CmVCheESV4NKNnJVcG4uIC1fPPQ5w6FUo5fxuNnUIKGu11EiJXLMWaz76xqsA05hvhv3kT++AJE0E0Fc9AL0nfRx5ADqOtq2LEVz/Oq3Df8oED1O35soLthdEOPbt1hJuhAjaxnHqJp4e7TaefLnYsnNRHggL8sHTet3jxqelo1TIMnSPb4aevPsDo4QMr3bexaRgsjCpwy99/Qz5/ntp27SjdChwAfNs6x02oOiCEIFlHX1wSExKQHX+V2nbdZEFIUMXdQjhVA9HpkMlws7pDL2HjirVW23fsOYiRdz2Mn7+dg0f1Al71Y1fYipMng/jQq+mt9h03DmBUx4/30CGsTAW/jyhguEGL9wIMWNfEG1vDfPFpkDume7vgaR9XvHD1LPY89Bg2Ll1ZrnODfPo05A30BVAAePt6BvKKXaP64o0XHqsVTowsYUWoWgUfUUDUUb7oWtdISU1HcmIyGtjpWAEAXUcOwQlGTBWNCy4Gu39P2RRWnKwfwooohjhBUqnQrnXBXJdakjCoXw/qfpu270F+vrVj1aatu5Galk495u5xIxwaY4d2ranbL16+ipRU+jk4tZO09Ex4iPTPn8a7Yu6Ksrs7vb/sbMgyKyiEw+FwOLcLfBadw+FwaiHlLfwLw4aB2BIP3KYQUYTYuzekL76A+PDDQNlJR0GA6r77asWkHYdTnbz8zMNw0etKbWvUIBizv/6oRi2X6wrezZvhQrvS+dxmRYFq2rQqOychBOKIEZDeeguKh0eVncdTJWDIkf3Y/NzLMBlvTSAf+nkOWtDnn3FNq4c3w+q8Iqi0Wpjb0RerBxg0WPLnGhyrQAWfIsuQ99PjTnZn5yNHLljRGcZjQDhlmDyeHgfSICQQjRoEVfNoag8ueh0ef3AK1i6ejT9+/RqD+tIXRBylcYe2WJuRR20jsgzT7NlQzNaRH5mxcdRjjABE/7olODD50cfrmZ0JE8N2Ok0QodfpqG2cmsV/wnjqdoEQGDdvLhYlXLpyDY8+/zaef+Z1jMxKwcYmPnjI2wVaVgRIeDjThYK6v5sbxLFjqW0iIXjN34AhBg3e9jfgr8be2NHMF18Eu2OShx6NKNX9IiEYplehx+pl2DH9MSSdpscWKEYjzHPmMMe1JDUHB3MK7jm6dorA5x++WmtEvkLLlsy2znoJUcdOVONoOM7gdOw5BEsiM9oOFGGFu5sBpzxtR/OVJK+p/UJrEkbf10clIulMXL2Imzl05Dh1e+vwZtBqbwmzbcWB7NxnHQeydBU9BsTFRY8RQ+h9sejQju1IeCSaC6jqEukZmXBjOFZoKvg7WuVH//z7CcDNpOQK9cnhcDic+kPt+OXC4XA4nFIQV1eAke8KgwHi6NHVO6A6BlGpIPbrB+mrryA++iiE7t0hDBgA1fvvQ2jfvqaHx+FUOyFBAVj2+/e4c9gAdO8SiQemjseaxT/D18erpodWZ2j12stIuf9BnA1qgHONw2B+9z00cnIMCA2hZUuoZ86EuTwno8qcgxD0TryGmIcfQ+6NmzBmZaPR3j3M/XX33w/i5AUQr4H0hSIPUUAnnYS3ZnwNs9niUJ/K+fNACt2yfH1mPoCCyrmBTloc5tQfIiNaY+xI68/3s49ycWZV0LlDW3x2IxNJjM84uXIFplWrrbYr165R90/V6Jx+japqdM2aUrcHQIbIiFLIYzgRcGoeISwMKS5014m+shF790Xhy+/nYsKk6Whx4hg2NPXBYz6ucGFU3AKAIklQPfyww+9tYfBgpptfdxcNvg72wGRPPZpq6DEJNFSE4I68TOjffw9x77wHOTGxVLtl+XLg+nXqsQkmC74sjABpEdYYP335ATRqdmRddUM8PZnxkp31akQd5cKKukZM3DmEMtwqQAgI4+/tMqA/002pLN497I+UI03p13sAaGIx4tIVuktRXYIVpzExNAjmefNg/t//oCQkoHvXSKZr3L8btpV6fOnKNew5cJi6751D+zssNAz090VQAP3aeDj6lEN9cWqWtLR0uDO+G4mB7QBlC5cQetSavyTiSnxChfrkcDgcTv3B/l9OHA6Hw6lWhI4dIV+1/lEtTpgAwidS7YKoVBD79AH68GpkDqd501B8NeONmh5GnYUQgoDBAxEwuPK29w6f290durffRtr836HbuAGCHQu7uSoVzE3D4N61C4TWrSGnpCDzy6/gYmbbGrc05SLl+eeREhiMMMa6TYyrByJ696zoU2FC2rWDotGA5OdbtQ02aPD+mbNYsGQVHpw2we4+WTEgJkXBtqyC8/AYEA6LD15/Do0bNcB/m3fA1cUFD0wZh0H9nP/e5wBtW7VAq47t8dHpU/gm2IO6j3nVKgidO0EVGgoAUBQFrhnpgM56SiPf276YhNqEf/v2wLbNVttFQhCQlQlQLvuyR8XsrTlVDyEEmsGDgVUrrNoCJRGfv/4uGkoC/m3oDncbYoqSqCZNYi4A2xyLJEE1eTLMs2Y5fGy5YyIEjc7GIvfZZ2Hp1QuGu+6CkpoK+Z9/mMe8ez0D2bKCwAA/zP1+Zq38DhbCwyFThCGd9Wp8cOEKUlLT4eVJt4nn1D7OxJ1HY5ZwyNsbhCHs6T1sIPYtXYIeLraFPxeNFrTs1tnu8RAXFygBgSDXrRdn2+kkRJ88g9CG9EXdusD1m4mIv2b9+XnKxwVj405AjisQJ8nr10P13nsY3K8nlq/9z2r/zTv2Ij/fCI2m4PVftpruVgEAd411LAakiA7tWuHadWtXqCOVEFacu3AZc+YvQUpqGlqHN8NjD0wp5dLBcT6ZKalQs+IxXehRa+WhDQoETe4boBKx92oCOke2q1C/HA6Hw6kf1K0yDg6Hw7mNEIcPt6ouIl26QOjfv4ZGxOFwOJyagggCPB98ADfvfQBpsnX1XJYCXPDyQfKQYVDNmAG3+fPh/e47UA0dCqFBA6giIuDxzde44elt8zxeUBCWEE9tMykKfJ94zCnPpyxErYYYGUltG2jQQgDw87w/kJdnLbygoSgKMwZkT7YRmTwGhFMOOp0WT0yfirWLZ2PxL19xUUUVQgjBh28+j8NqPdYzIkFUUHD5g49gMRWIw67fTEIIoVcSqxs2rLKxVhXB7dsin1EZrWKsFah87bep51Q/HsOGgCVl/CrIHc/5GuwWVQjdu0MYNqzCYyFdupQbNVkZJADanTuR98wzMH/5JcB4L69Kz8WubCPcDK6Y+91MBDCs1msaEh5O3d5Uo4KXSHCYxwTUKWJizzMdKwglBqQIb08PnPIq/z0aq9Y5vHAuNm9G3R6hkxBdgfi72kTUUevPR7Ak4GHvMgvcZjMsP/+MYQN7UfvJzs7Bjr0HAQAmk5kqvgCA1i2boU2ril3fIiNaU7dHnzwNk8k6gqw8Lsdfw9hpj2PFX+uxddd+fP/LIkx79MV6Ee9Sm8lLSWW2kQoKK4g3/Tezt0rA1cv038ocDofDuX3gjhUcDodTSyFubpA+/hjy1q1Qbt4EadECQpcuICLDxpLD4XA49Z6GwwbjQsMQbP/me2hzc2B0dUXrcaPRYuAAeJVjD068vBAy62vEffoFQk9GO3zuQ15+6NO+6qpzhC5dIO/da7XdWyWgo17CwdQ0rP53E+4eV35VmnLxIlDGmryIjZkFC7c8BoTDqT2ENgzGgp8+x9OPvYCuLjI8KAvOIXk52Pja2xjyxUycPh2HTmr6dIZXa/qiaG1GpVYjgagQSq2PpKMPDqrCEXEqC3F1RVLTMASeO1vxTtzcII4eDWHIkErF2xBCIE6bBvM771To+DyVBK0Nx6siRFkG0tKobUlmCz67kQm1WsLsrz9E86ahFRpLdSCEhzM/iZ30ahw+egID+9gf/cCpOUwmM86ev4TQQLozii1hBQB4DuiP3L9XQseqhgeQU+ik5AikWTNgxw6r7a00Er45WbeFFYePWcflDDNoIVEc95T4eNzhooG7mwHpGZlW7es2bsegvj2wdec+JCXTF8/vGjcCiixD3r4d8tGjQHa23WMdaTLjqpceC1NzYCqhfcjLy8eZuPMOCzY+nTUHObmlBaJHj8dg26796Nerm0N9cezHxPjeAQC4VswViXixI1MzL1+pUJ8cDofDqT9wYQWHw+HUYoheD3FExWwNORwOh1M/8W4QAvXIIZBRcDMf1K2r3QsuRKVC8zdfQ8ySZfBbvRIGGxPFJUm3yGjy7NMVH7Q9Y4uIANRqwGi0ahts0OJgjgm/LVqGSWOGQSjn+bLcKsyKgs2ZBa4XPXgMCIdTq2ge1hhffvcpvn7+NbzvpaXu0+PqJfz62bfQ6nXowbh+6Zs2qcphVhmZHh5AWrLd+3s0Dq2ysXCcQ8CE8cCnnzp+oKsrxJEjIQweDKKlfxYcRQgLg9C9O+Q9e8rfOSAAQuvWIK1aQWjVCpLBgKsrVsGyaiUCUbHK6/evZyJDAb6f8Watt1An3t6Ary9VoNlJp8b6Y9yxoq5w/uJlmEwmNK6AYwUA9B/cF1uW/IERbvTPoawocO/axeFxkbAw6na1QGC5eAEmkxmSVDen7GmOFYMN7OsY2bgRg/r1wPI1lDiQ7XuQl5ePpavo8UI6rRajhvaHZd48yJut47TKwwDgJT8Derpo8OCV0sKNw9EnHRJWZGZmYcuOfdS23fuiuLCiCpEzMtiNFXSsAMOxAgDyEqyjbjgcDodze8GjQDgcDofD4XA4nNuM8LsnIv2FFxFntm+BZG9gAzRoTp8EdhZEqwVp357aNshVAwLg/MUr2LqTPmlZhKIokA8coLbtzzEivSgGZGDvygyXw+FUAW3Cm2PiJx9gZw69Ol4jELTZuxNR/65n9lHeQllthYSE2L2vrCgIZFjJc2oP6nbtkKpxQBih10OcNAnSN99AvPNOp4kqihDvvx8IDrZu8PWF0LcvxCeegPT991B/9RVU06dDvOMOEHd3EEFAyMTxCPztN2xv2RZXTfY7qwDAuow8bM7Kx9svP4UhA+i2/7UNgREH0kkvIfrkGeTnW4tAObWP03Hn4SIQ+KoYwoog284/AX6+iLERB3I634y2XTo6PC4SEgJZkqht4SIQd/6iw33WBrJzchETW9qlJ0gS0EZHf64AoBw9inGd6GKr7JxcLFn5N3bsOUhtHzG4L1yuJ1RIVFGSbi5q9HFRl9p22EEB1abte2Ey0e9djsfEVnhsnPKxZGZRtxsFEURVMYES0WiQr1bTG1NSKtQnh8PhcOoPXFjB4XA4HA6Hw+HchjTp0gleX32J9bLtCadLRjPaP1e1bhVFCF3oVX9+koj2hZOycxctt9mHcuUKcJ1eSbQho8CtgseAcDi1l8j2beDx7DPIlOnCr456NR7W0xfJMjRaEI1jWfe1BfdW9keYJFlkBAT5V+FoOM6AEAKlV/kiPkWrhTBuHKRZsyCOGQOi11fNeFxdIX34IcSHH4Y4YQLERx+FNGsW1LNmQfXIIxB79rRpf67WajDonddh/OBDzIYWCXYILFLNMmbcyMCjD0zGvXePceKzqVoIQ1jRXKOC3mLGCb5QWic4HXsOoQy3CgAgAQHl9uE/oB9SzTK1LVoRERjg5/C4iChCaNqU2hahUyP65BmH+6wNHDseA4ul9Gtly62iiPbX4+HhbqC2ffbtL1AU+v3AXeNGwLJqleMDpdDPUPre4Uj0KYeO/3fDVmbbqdNnYbE4Jkjj2I+QQ49/yZcYwgg7sbi5U7e75uciJze3Un1zOBwOp27DhRUcDofD4XA4HM5tSmBIEPr+8iN+1bgjl7GIuSe0GRqGNqyW8QgdOgCMCr4x7gUTsweijuH4KfaEM8utwqIo2JxVkHvcvWsk3N3oE7gcDqfm6divF272H8hsb6ahC8KM3j5VNaQqJ7iT/VXPqUSEKLIXCzm1B//xY5En0P9WsloNYfRoqL/9FqoJE0AqalnuAESrhdivH8Rx4yD26QPiy67GZ9EivDke+30O1g0egY8Ts3DThsDi45uZ6DNsIF56anplhl3tsBwrBELQUa9G1NETVXp+1kIyxzFiYs+jsZohIFarbdr9FzF4YB8sT7deRJUVBfGNGoMQ+2L1yiI0p8dMRGglRJ88XaE+a5pDlM/FYIMdYsdduzCqNz0qw2iku0A0D2uMCFctlCNHHBoji2760ovwVxNu4EZikl3HpmdkYte+KGZ7bl4ezl28UqnxcdiIeXnU7WZt5YS2gg/9njJAJSL+Ko8D4XA4nNsZLqzgcDgcDofD4XBuYwwGV0yfPQs/hYThXL65VNuSTCMGPP9UtY2F6HQg7eh2wBM99HjQq6CKd+7CZcw+lP37qdsP5piQYimKAelTyZFyOJyqpuXDDyI1yP54DADQhDaqotFUPZqgQOTauZaa7Ui8BKdGIe7u0D/9FBTcWny1qFQQRoyA5ttvobrrLhBX1xocYcWQJBUee/heTPlpFl5Qe2HmjUwkmUsLLOYkZSM9vDU+fvulCi8+1xi+vgDDvaOTXkKUgzEB9nD9ZiKeePFdtOg8CB36jMZns+YgN5e+YMixj9NxbMcKEhAAIpQ/Ld4gOBDbvANwIrf0Av8vydkI7NypwmMTwugReyFqEVdOxlS435ok6lhpYUWASkB7nR2uAfn5mOLn4dC57ho7HJbVqx06xhYN1SoESaXfD/a6Vmzcuhsms9nmPidsiMI5lUMy0qOZFF3l3J+0jGg5f0nE5asJleqbw+FwOHWbigVNcTgcDofD4XA4nHqDRq3GK5+9j3kL/8Qvi5fC3WxGsqcXprz7CkKC6ZNKVYXQpQssUfSqr5f8DDArwP82bcdLTz+EkKDSFs5KfDyUq1epx27MLFicUKlEDOzb3bmD5nA4TocQAr9XXkLuSy9BVc6CRRFuLegVwHUBIghI1OrQML98e2mTwa0aRsRxFqquXSH+8D3kQ4dAPDwgtWgB4lY//obNwxpj8e/f45cFSzFyzgJEqgkaSioczjVC1awZ5n/xHiSp7k09EkIghIdD3r3bqq2zXo1fjp2EoihOE4yYzRY8+dL7OHaiYEE9Kysbc35fii079+HbT99B86ahTjnP7URScgqSklMRGkS38yeMRVMa06dPxd0vv4/+rhp4qQTE5JlwSdJi251DKjw+whBWAIDL9QTk5uZBp6s7Ijqz2YKjZYQIA+1xqyik0emT8PFwQ1JaRrn7qtUSxrRrCeUvRjxgcDAzXhCyDHnNGmpTN70aK9NviZkOHzuJoQPKj3P6d+O2cvc5fioW40ZV/P3CoWOxWKC1mAFQHA9dK+cCJfr6gObHFKgSEBXPhRUcDodzO1P3ft1wOBwOh8PhcDgcpyMIAqbfdzdMUyYgNy8PBleXGqkwFTp2hMXNDcigT6y+5m+AWVEwf/FKvPXSE6XaWDEgsqJgU1Y+AKB7l0h4uNePBS0Op75D/PygmTIFlgUL7NpfDHHM4aK2ke/rC8RfLnc/wad8+3pO7YJ4ekIcNKimh1ElqFQiHn9wCoYN7I0/V6/DtYQbGNW6Be69a2ydFFUUQcLDAYqwoqVGBVNGKi5cikeT0AZOOdd/m7cXiypKcvb8JYy75wm8+8rTmDB6aN1z/qhBTsedBwA0ZjhWwAFhxdABvfHckw9i9rw/kJ2WiwYhgfjh7RfhZqi42wzx8IDZwwOqtDSrtrYaFU6dOYuO7dtUuP/q5szZ88jOKS0MHGxwQBiSnIynOrbGe5v3lrvrsIF9oN+4ASyTJ9XkyRAiI5nHm44cgXLZ+ruWJqwoj9S0dOw5cLjc/U7ExJa7D8dxMjKz4CbQr4uCoZKxj4yooABJxOX4a5Xrm8PhcDh1Gh4FwuFwOBwOh8PhcIqRJBXcDK41NnlP9HqoHnwQsHH+twLcYNm0ERmZWaW2s4QVR3JNSDTLAHgMCIdT1xAGDwZhZNGXhQQFVfFoqhZt4yb27RcQUP5OHE41E9owBK888zC+mfkWpk+bWKdFFQAghIdTt4uEIFIn4dDR4045j6IomD1vCbM9Ly8fr3/wBV58ayaysnOccs7bgdOx50EANFLT34eOOFYAwBPTp2LPhmU4uGUlNq78HXd07lDpMUotW1K3t9VK+Hv91kr3X51EHS0tQvARBUTqKC4CNhgm2xd9c1+vLlAY9/wkNBSkg+2/DWndmrq9m0vp2JKTp88iP58eM1HE+i27YDbTfA1Kc+rMWbv24zhGekYm3EX6b0a1u0el+iaMOCgPUcD1eLpDIofD4XBuD7iwgsPhcDgcDofD4dQqhC5dID70kM19XvfSIWrWD8WPlYQEavUZAKwvEQMyqF8P5w2Uw+FUOUQQoHrkEUCyvUBjlNRAHY9X8I1oa9d+bqENq3gkHA4HAQGAhwe1qZNejcNHy69mt4cdew4iJvYcXAWCV/1csbmpD5Y08sJTPi5wL1GJvXbdZoyd9jhOnTnrlPPWd2Jiz8FPJUDPqGZ3VFgBAC56HTw93KFSMVwwHERo1oy6vZ1OhRVr1iElNd0p56kODh87UerxQIMGAkMkzRJLGhKu4Q4fenRLEU1CGyA89hSzXRw7tlxxuNCG7gTioxIRVsLhxGQy4eTpOJt9rbMjBgQA8vONOHv+ol37cuwnLT0T7iJ9eUvt5VmpvgnDsQIA8q7xKBAOh8O5neHCCg6Hw+FwOBwOh1PrEPv1gzh9us197jh5FMbNmwEA8sGDzP02ZRbEgNzRmceAcDh1ERIUBHHCBJv7SA0b1HmbfEM4vXq5LD5hTat4JBwOhxACgeEo0FkvIarMQnJFmT2/wK1iRqAb7vNyQaAkop1OwhM+rtjQ1AdP+rjAUCgOuHApHhPuewr/W7YWisIKQqheFEXBzr2H8PaMr/Hl93Nx6UrtsMg/HXsOjRluFUDFhBXOhoSFUbfrBQEhigWL/lxTbWNRFAVXriZg/eadmPe/FVj19waHHFIOHS39eWDGgAQHQ7z/fmY/zza17Tz10MBeUPbto7aRBg1AOna0eTwAkJYtAZEujinrWnE4mi2gSk5Jxd6DR8s9XxHHT/E4EGeTlp7BjALReHpUrnOGYwUAKMnJkGW5cv1zOBwOp85St335OBwOh8PhcDgcTr1FHDAAsFhgmT+f2i4QAmXuXFjUasj791P3OZZrxPWiGJBBvatqqBwOp4oRhg+HvH8/lPPnqe1iSEg1j6gK8PBANhHgotierHdv2KCaBsTh3N6Q8HCAsojbWivhRuxVJKemwbsSi3dHok/hQNQxdNVLGERZiDaIAp70ccU0Tz3mp+RgYWoOcowmvDtzFvYePIKZb78Ig8G1wud3Bj/P+wNffj+3+PGCJavw7advo0+PrjU2JqPJhHMXL2OCq5q+g5sbiItL9Q6KAgkNhaJSgZjNVm09XNRYuHQVHrp3IvQ6nVPPK8syLl25ipOn43AyJg4nYuJw6sxZpGdkltqvQcgC/PjF+whvblvMdy3hBq7fSCx+7CUSdNbTXaaELl0ghIaCtGoF5ZS180SbzDT4qoTiCL+SSCoVRhgzAYaoSBw7FkQov4aU6HQgTZtCibUWOnTTa7AoNbf48ZFjp4B76P2s37LLocX1EzGxmDhmmN37c8onLT0DbRiOFcS1ctdGolbDrNdDlWMtMPIhCm4mJSPAz7dS5+BwOBxO3YQ7VnA4HA6Hw+FwOJxaizh4MPJsVKoTAJaff4Zy4QK1fUOhW4UoChjUl8eAcDh1FSKKEB95hFllSuqBsIIQgnSDbVeddAUQNJpqGhGHc3tDwsOp21WEoL1OwuFjlYsDmfN7gVvFBA+9zf3cRQHP+rpiYxMfPOilh44A/23agTunPIbok6crNYbKEHf+Ir764bdS27JzcvH0Kx8gJvZcDY0KOHfhMsxmC0LVjO+LINuuCNUFkSQIoaHUtnHuOqSmZWD5mvWVPs/Vazew6u8N+OjzHzB5+nPo0PtODBp7P557fQZ+WfAn9h48YiWqAIAr8Ql4+Nk3kZiUYrP/qDKfgwGuWogMBymha4HgRhw6lN4uy3gggB7hcHfPLpAYDnUkOBikSxeb4yy1f+vW1O1d9BJKvmsOR59kusP8s2Gr3ecDCoQVHOeSkZ4BN4awApUUVgCAwIgD8VeJuBLP40A4HA7ndoULKzgcDofD4XA4HE6txm3cOGz0t1GhbcMOe0NmHoCCGBBPD9u5zRwOp3YjNGwIcexY6wZRhNC9e/UPqCoIDrbZnCkxKrA5HI7TIcHBgMFAbeusl3D4aMXjQM6ev4SNW3fDXSAY5GqfWMpTJeAlPwPWN/XBvZ563LyWgLseeBa/LVpeI9EgrPPm5ObhkefeKndBvqo4XSjqYEWBkICA6hyOTYQOHajbm2pU6KCT8NuiZTCbLRXq22Kx4K2PvkLfUVPx8jufYv4fK3HwyHFk5+SWf3Ah128k4smX30O+0cjc59CR46UeDzIw3s8BASANCu7nSWQk4Euv9p/koYOaost4xMeFec8v2OlWUbx/mzbU7a6igDbaW24biUkpuJpww2q/xKQUHIiKpvYRFOBH3R4Tew4mk7U7SW0hPuEmYuIuIiMru6aHYjc5yTauMU5wpRH96H/LQJWAy/G1I/aIw+FwONUPF1ZwOBwOh8PhcDicWk/4s0/hq8Qsh445kWvCVROPAeFw6hPCmDEQhg0DiqphNRqonn4axJNe4VrXMLRsYbM9rxbY13M4twuEEJCWLaltnfRqHKqEsOKX35cCAO5010Et0Kv7WfioRLzmb8D6Jj6YZJDwxdc/4e0ZX1eruOJmYjJW/7OJ2Z5w/SYee+Ft5OXlV9uYiihyy2A6VgQGVudwbCL07n3r+6wMEzx0iL92Hes2ba9Q39/NWYglK/+p9Pvi8LGTeO+Tb5n9lHRucRcIurnQBYBCly4ghc+VCALTtUJvNuGhZqUF1S/eNQreMQyHmMBACN26lfc0SkHCwgA1fZxlx09zplm3aQfz9Xj+iQeo241GE+LOX3RonNWByWTGS+98iq/nLMGvi9dixqz5WL7mv5oell0YU1OZbc6I+yFeXtTtAZKIK1e5YwWHw+HcrnBhBYfD4XA4HA6Hw6n1NAltgAttIjDLAXFFkVtFQQxIz6oaGofDqUaIIEB1zz2Qfv4Zqg8/hDR7NgQH7L9rOx6tW9lsVzzok/wcDqdqEBhxIO10Es6ejkN+PruSn8W16zexZl2BKGGCh67CY/OTRLzp74Z1TXwQt24DVv5V+dgIe1m4dDVMJpPNfY6dOI1X3/us2t00zsSdh0SAYKl2R4EAAPH2Bmnfnto21KCFq0Aw5/elDr+GsWcv4Od5i50wwgKWrV6HhUtXW23PzMzCmbO34vj6GzRQsWJAynxXC336ADr6+/+pRv74esYbePPFJ7D89+/xsLcrYKE7d4ijRzvkVgEUxLCQFnQhYzd9aWHFkehTVvv8y4gBaRraECOG9INaLVHbj58649A4q4MFS1dhy459xY/NZgs++24uYs9drLlB2YklPYPd6IQoEMKIAglQCbjMo0A4HA7ntoULKzgcDofD4XA4HE6d4KF7JmJ2cjZ+SLJPXLExs6BKslvnDvDy5DEgHE59ghgMEJo2BWFUnNZVhJAQm+1qf7otNYfDqRoIQ1ghEYJwVcUWSuf9bznMZgsitBKaaRhxFS1aMBedyxIoifgxxAOzv/4J167fdHg8jpKdk4vFy/+ya99/NmzDt7MXVPGIbqEoCmJiz6ORJEJgLPDXpigQABD79aNu1wkEI9y0iDlzFrv2Rdndn8ViwesffFnhCBEWM778EXsPHCm17cjxGMiyXPx4sEFLP9jXF6Rx41KbiF5fIK6gceUKRjQMwANTxyMi0BfydoZrh58fhB497H4OJWHFgXTQSdCWeOuUday4fjOR6VYzfHBfqCUJLZs1obafOBVbobFWFYqiYPEy68+y2WzGoj/X1MCIHMOSmUndLgOAlvFedASGY4U/d6zgcDic2xourOBwOBwOh8PhcDh1gk4d2qJd6xb4ISkbs8sRV5zOM+GSqWBCedhAxqQth8Ph1DKImxuyVfRKVwBwDQmuxtFwOBzSoAHAsJTvrFcj6phjcSCpaelYuvIfADbcKgiB6qmnIM2aBWHMGLsWCA2igMlagtff/7zKHSJWrP0P6RmlFzQDVQJ0jEST7+YswNp1m6t0TEUkJqUgJTUNoWq6YAWCAPj7V8tY7IV06AB4eFDbit4jRdEx9vC/ZWtx7ERMufsJgoBmTUMxZsQgvPniE1j8y9f4b/lv8PWhLyZbLDKefvV9XI6/VrztcIn3v0Eg6G5HDEhJxCFDmFEolv8K4igsf/3FdqsYMwZEpDuTlAdp3Zq6XS0QdNDdeh6n484hJze3+PG6jTuYfQ4f3AdKTg66NWsM2qhOxMRVaKxVxfmLV3DpylVq29//bamQI091QnJyqNvzJTX1/eZw/wzHCndRQBIXVnA4HM5tCxdWcDgcDofD4XA4nDoBIQTT75kEAJiVlI1fk7OZ+xa5VYiigMH9eAwIh8OpO+R6+zDbPJs0ZrZxOBznQwQBpGVLalsnnRpbd+yDhbHoS2PRn2uQk5sHF4FgmBtdMEEiIgoiIlxdoZo0CdI330AYNQoox6FngrsOsVFH7XaTqAhmswW/LVpe/LiBJGJFqBc2h/niYHM/zAhwK1XtX8Rr739uVflfFcTEngMANFYzFtv9/EBUDNFFDUFEEULv3tS21loJ4RoV9hw4bJfbwbWEG/jiu1+Z7SMG98V7rz2DZfO/w7Gdf2Hdsrn44sPX8MDU8ejSsR3CmjTCD5+/B0miC/zS0jPx2AvvICu7YEE76uitv2lfVw0kVgxI167U7cTfHyQyktqmHD4MOSYG8lZ67AZ8fCD0rPg9PgkNZcZFdCshELFYZESfvOVM8+/GbdRjmoc1RuPDh2B68kk8d/oINjT1QVd96dfxdOw55Btrj1hhy469zLaMzCxs2ra7GkfjOEIuXVhh0mic0j9LWAEAUmZGKcENh8PhcG4fuLCCw+FwOBwOh8Ph1BmG9O+F4MCCSsOvErMwP8VaXJFilvFHWsFEW7dO7XkMCIfDqVPomzdjtmkCalelNYdzOyAwhBUROgnHjp3Ah5//YJdLRE5uLhYsWQUAGOGmhV6gL0KXjYYgbm5QTZ5c4GAxbBjAWPTWCAQPeunxydezcenKNeo+lWX9lp2Iv3YdAKAjwK8NPBCuLRiPQAjGeujwRZA7yj4zo9GEx198p8qjSk7HFQgrWI4VJDCwSs9fUVhxIMAt14o55bhWKIqCd2bOQk5uHrW9d/fO+GbmW5g2aTQ6tGsFnY4u7ImMaI0P33iOeZ7Ysxfw8jufwGgy4ejxW84Ygw2MxWxvb5CmTZn9iUOH0hsUBeYvvgDMZvpxo0dXSiRDBAGkVStqWzd9aRFTkSjoWsINHIk+RT3m2TZNIa9cCeQXiLsDJRHfBnvAvcTn3GQ2I+7sxQqP2dnYElYAwPK166tpJBVDKnytyyLbGaNULowoEAAIUIm4Es9dKzgcDud2hAsrOBwOh8PhcDgcTp1BpRLxwNTxxY8/u5mFD65nIN1SkO98Js+EZ6+mIc1SsMDBY0A4HE5dw9CyBbvRxiQ/h8OpGkh4OHW7ViBop5Ww6M81+P6XheX2s2z1OqSmZQAAxrszFv7c3QuiIWjjcHeH6p57IH3zDeDpSd3nLg89XExGvPrupw45adiDoiiYu/DP4scPerugAUXA0N+gxSPe1vEpySlpeO71GchjLIY6gzNxFwAAoQzHitoqrCD+/sxoipFuWugI8N/mHTYFM/9s2Iptu/ZbbfcRBXRw0+Oj5x6xOx5hwuihuH/yOGb7xq278dxrHyE3r0DEoRcIerrQhRVC5842z0tatQJp2JDeyHIE8PJiunw4gsB4zVtrVXArIYgoElP8u2k7dX8RQK/r8VbbDaKA0WU+68dPnbHaryZITUtHVAkXGR9RQJhahKbEn2rXvkNIuJFYqfNYLBZs3LYbfyz/C6fOnK1UX2X71TJEN6z4JkchKhXgThfoB0gCLvM4EA6Hw7kt4cIKDofD4XA4HA6HU6eYMHoY3Ay3rHuXpOWie1wiOpy5gXEXUxCVawJQEAMyqD+PAeFwOHUL0qQJvcHXF0RLrzDmcDhVB2nUCGB89joVVrbP+vl3/G/ZWmYfJpMZcxcuAwC01KjQVkd3nRB69y63Cp94ekK8805qm1YguN9Lj0NHT2De4hU2+3GUg4ePF0ci+KkEPOjFXrx82scFPVyso0vOXriMRSvWQ5Zlp46tiOIoEE3dcqwAAIHhWmEQBQw2aCHLMn5btIy6T2paOj747IdS2wiAN/0N2Brmg/8FGeDz7tswvf46zAsXQo6KgpJDj1Eo4rXnH0P3LvSYDgDYsHVX8b/7uKihYTiwCF262DwPIQQCy7WCgXjnnSAM5xZHENq0oW8nBJ1LuFYciT4JRVHw74Zt1P3vbd4IqrRUaltkmTiQEzFxFRusk9m++wBkWQYB8JqfK7aE+WBtEx9sbOqDAa4FIhlFUbD6n40VPkdObi4m3v80Hn/hHbz98Te4c/Kj+Oan+U4Zf2ZWNtxExnvOYHDKOQB2HAh3rOBwOJzbFy6s4HA4HA6Hw+FwOHUKVxc97h4/stQ2BUC+UvD/Irp1ag9vT4/qHBqHw+FUGqFRI5Dmza22i/3718BoOBwOEUWQFnQnmZ4lxAPvffIt/t1Ir2j/e/3W4hiM8R5sm3pbkRAlEfr1Azw8qG13e+rhKRJ89cNviDt/0a7+7OGXBbeiKJ71cYWOsZAOFCxMfx7kjiDJeuo5Ju4i/tqwi3JU5cjPN+L8xctwFwg8RPqUNwkKcvp5nYXQqRPg6kptK4oDWb72PySnWC/gf/L1bKSkppXa9ri3C6Z66iEWuUUoCpRLlyCvWwfzl1/C9PDDML31FsyLF0M+ehRKGXcIlUrErE/eQoOQ8sUogw0M0Z+HB/X7rCxC9+6Am1u5+xX1KfTta9++5REQwHSC6lbis52Wnokdew4WC4vKco+XnnmKyDIiquMxtcOxYsuOfQCAse5a3OvlAlXh+8RHJeKTQDcEF352V6z9z66oIxqfzfrF6jX7/peFOHTkeCVGXkBaegbcBPrnXOVu53vJHljCCknEFe5YweFwOLclXFjB4XA4HA6Hw+Fw6hz33j0GUjkVnTwGhMPh1FVUL70E0qVLQZW8hwfE8eMhMCrUORxO1SMw4kA66tUYarhV3f3imx9j9/6oUvvIsow5vy8BAGgJMMqNvghNWrUCCQiwazxErYY4ciS1TS8Q3OfpAqPRhFfe+QwmE8Mu3wHOnr+ErTsLFmLDNSqMdi/fPcdDFPBtsEepaIEiduw/ij2HKr+4WpK48xdhschMtwoAdr++NQFRqyH06kVt66hXo4laRH6+EQuXri7Vtnt/FFb8tb7UtuYaFR71KScOQVGgnD8P+e+/Yf7sswKhxTvvwLxkCeRTp6AoCjw93DH764/gomeLgXQE6O1qIwaEsfhdEqJWQxgwoNz9AEAcNQpEbe2GUhEIIUzXim760uf45JvZ1P1aaVQISEthnsNHJaKhdCuaJvbsBeTnGyswWudhNJmwY+9BAMD9FOcZF1HAVM8CscjFy1dxuERkiL1cv5mIpav+pbb9WiJSqKKkpWfCneFYofagRyVVBMIQ3gSoBC6s4HA4nNsULqy4TVAUBZcuXcLBgwcRHR2NjIyMmh4Sh8PhcDgcDodTYQL8fDFyKLuqk8eAcDicugxxdYX03HOQfv0V0g8/QBw/3mZGPYfDqVoIY/EVAN7yd4Nn4QKfyWzGEy++i+OnblVpb925D3HnLgIABhm0cGO4KbCiIFgIAwYwq/yneurgLhAcP3UGs+f/4VC/NH773/Lif7/iZ4Bg5/WolVbCO/70Ma76dxv2HTpa6bEVcSbuPACgsVqk76DTMV0+agu23gNFrhULl65Bdk6Bu0Rubh7e+ujrUvuJAD4KcIPk6HeGLEM5exby2rUwf/QRzG++CeXqVTRvGoovPnqdeVgvVw3TvUTo2tXu04sDBwIi429XhJsbBCe7N5HWranbm2pU8FPd+qwWfYbL8nTj8sU6HUq4VpjNFpw5e96xQTqZQ4ePIysrG03VIsIYQqTRbjpIhX/W5Wv/c/gcv/y+FCaTidq2efteXLpyzeE+S5KekQF3xrVU7UTHQqawQuJRIBwOh3O7woUV9Zzo6GhMnz4d/v7+CA0NRZcuXRAREQEPDw906tQJ3377LXLKydSrKdLS0vDjjz9i0qRJaNasGTw9PaHRaBAUFIQOHTrgsccew19//QWjsWZVvhwOh8PhcDicmmH6tInMtq4deQwIh8Op+xBB4IIKDqcWQBo3BmnalNrmpRLwup+h+HF2Ti4efOp1XLh0BQAwe/6S4raJrBgQFxcInTs7NiaNBuKIEfTuRKE4nuD7Xxbi1JmzDvVdksSkFKz6eyMAoJ+rBl1dHHMLGOuhw12U5y0rCp59fQaWr3F80ZZGTGzBYnWomr5QTAIDa/31VAgJAWnWjNp2Z+FCd3pGJpatLnACmPXz71ZV8/d76dGmTPxERVAuXoTprbdg2b0bg/r2wPNPPEDdbxArBsTNDaRlS7vPRzw9Idxxh819xJEjQTR0d4yKwnKsAICuetvvdR9RQE9SviNMB32ZOJBTsfYNrorYvGMPABt/OwCeKgEDCp1I/t2wDTllomJskZiUgiUr/2G2K4qChUtW2d0fDVuOFYQRqVMhWFEgKgFXriVAlmXnnYvD4XA4dQIurKinpKam4qGHHkL79u3x22+/ITExsVS7oiiIiorCs88+i2bNmuHvv/+uoZFak5+fj9dffx0hISF48sknsWzZMpw9exZpaWkwGo1ISEjA0aNHMXv2bNx5551o3bo1Vq9eXdPD5nA4HA6Hw+FUMy2bN0WPbh2pbcMH963ewXA4HA6Hw6m3EEIgTp/OrKgf6a5D/xJxCKlp6bj/iVfxz/qtxTb6oWoRnRgLtULPnhWKNxAGDQIYi4jTPPUwCARmswUvv/0J8itYmLRw6WqYTCaoALzka2PB0s+P2fSGvwHttNaL/SaTGa+9/zk++Oz7SkeWnI49B6DgdaZRm2NASsJyrfAqsdD926LlOHo8ppSTCFDw3J/yceKicn4+LD/8APNvv+Hxeydh2KDSMXsaAvRlCG2ETp3sigEpdczQoexGgwHCwIEO9WcPxNMTCAqitnUrR0R0t6cOoqKUe45IXel+SjraVDeKomDLjoJYn8EG2yKVIpeU7JxcrN+8y+5zzF24rFTcSUedhKEGDYKlW++HZWv/Q2ZWtiNDL0VaWjrcGe8vZworCENY4SoKUJvNuJGY7LRzcTgcDqduwIUV9ZAzZ86gc+fOmDt3LhRFASEEjzzyCI4cOYLc3FwkJydj1apV6NixYBL62rVruPPOO/Hee+/V7MABXLp0CR07dsQnn3yC7Gz7bq7Onj2LsWPH4o033qji0XE4HA6Hw+FwahtvvfQE9LrS1VbNwxpj/KghNTQiDofD4XA49REhNBTCqFHM9nf8DTCUiES4mnADz77+UfHjCe4Mtwo4HgNSBNFqIQ4fTm1zEwVM9SxwrThz9gK+m73A4f5zcnPxv2VrAQB3eerQmBEbQFq3hvT++wDDNl8iBN8Eu8ObYd2/YMkq3P/kK0hOTXN4jEDBYvHpuAJhRWOWYwVj8by2IXTrVhBbQmF84UL3tes38cCTr5aqlhdQEAGiYcRykBYtIPToAXh6OjwmedMmWD74AJ8+9QDCW4QVb+/hooELK9rGgRiQ4mOaNAFp0YLaJg4fDqJlOyxUBoERB9LNhmOFmgBTfQzM9pKEaVRwL/F3ORkT59gAnUjc+Uu4cjUBjSQRLSlip5J0d7klhlhhZxxIcmpa8TVDIsCvDTywsJEXvgr2wLomPriv8JqUnZ2DZavXVfh5ZKWmQ814r8PFpcL9loUVBQIUulbwOBAOh8O57eDCinrGoUOHcMcdd+DcuYIfE2q1GitXrsTs2bPRvn17aLVaeHl5YcyYMdi3bx/Gjx8PoOAHyPvvv4+XXnqpxsZ+7tw59OzZEydPnqzQ8TNnzuTiCg6Hw+FwOJzbjGZNQvG/X77CkAG90KFdK0ybNBqLZn8JSaJPqnM4HA6Hw+FUFHHsWCA4mNrmJ4l4xY++0CoBGM0QVpCwMAgNG1Z4TMLgwYBeT227z0sPl8LFxzm/L8WR6FMO9b18zXqkZ2TCTSB4kuWEQAjEqVNB3N2heu45QEW/BwuQRHwR5A66nwSw/9AxjJv2RIViS24kJiEtPRMCgIYS4wyBgQ73WxMQrRZC9+7Uth4lFrrLVvtP8dQhkiUE0OmgevppqJ58EtL330P68kuI06cXiDjc3Owal3L+PFQffIDfpt8Fr8K4PabjgasrSHi4Xf2WRZw2zcoZhjRoAGFI1YmmWXEggZKIRoz30wg3LdxRvltFEREl4lliz11AXl6+Y4N0Elt27AVQvltFEeMLr1v7Dh21ip2hMW/RcuTm5QEAnvZxRXeXW+dREYKX/VzRTltwjViwZBUsFotD4y/CmJrKbCNOFFbA0xNgRAgFSCKuXL3mvHNxOBwOp07AhRX1iMuXL2PUqFFILXFj8fnnn2PMmDHU/VUqFRYtWoSWJfLuvvzyS8yaNauqh2pFRkYGRo0ahfj4eABAv3798Pvvv+PcuXPIzc1FRkYGjh8/ji+//BKNGjVi9vPJJ59g06ZN1TVsDofD4XA4HE4toG2rFvjh8/ewbP53eO+1Z+Dl6V7TQ+JwOBwOh1MPIZIE1aOPMhfaxnvo0J2yuN3PoIG3ilHZX0G3iuIx6fUQhw2jtrmLAiYXuhzIsoxX3v0Uubl5dvVrsVgwrzBq4jEfF3iwnAl694YQGlrw77AwiPfdx+yzq4saL9iIE7macAOTHngGf6/fYtcYizgdex4AECSJzCp2UkeEFYDt98Q4ikAnRBLxnC/bPUGcNq248p4QAhIYCHHAAKieeQbSTz9B+uwziPffD9Kqle2BZWfD/bdfsWJUH3jqtejnSl+cFzp1AmEIbMpDaNoUqtdfB2ndGggKgtCvH1SvvFJlbhUACkQgjM80Kw7kHk+6mIlFyTgQi0VGTGF0TXVTJKwYZLDv9RzrrisWQ638a4PNfdPSM7DwzzUAAC+RFDvmlEQgBE8UirTir13H5u177Rx5aUzp6exGZ0aBqFSAhwe1LUAl2iU24XA4HE79ggsr6glmsxljxozB9evXi7f17t0bTz/9tM3jtFotvv/++1LbXnrpJRw4cKBKxsniscceQ0xMDIKDg7FhwwZs2bIF9957L5o0aQKtVguDwYA2bdrghRdeQGxsLPN5KYqCl19+GYod+XYcDofD4XA4HA6Hw+FwOByOIwhhYRAYQgYAeD/QDfoyi/vMGBCtFsIdd1R+TEOGMOMj7vdygb5w0fjCpXh8+f1cu/pcv2UXrlxNQANJpC6QAgA0GoiTJpUeS//+EPr0Yfb7gLcLhruxF3Xz8vLx3Osz8NmsOTar2RVFwenYc/jqh9/w3iffAgAaq1l+GAAJCGC21TZI48YgjMKycSUWuov4IMBg9Z4r7qtNGwh9+7LPRQhISAjEwYOheuMNiJMnA4LtJQP/A/uwrX1jGFhimy5dbB5fHkKrVpDefBPqL76A6uGHQby9K9VfeRBXV5DGjaltd1CEFZ31EjtGgyHQiNSX3v/4qVjHBukEklPTcCT6FIIlAW10tmNAivCXRPRyLXgNVv29oVT8TFl+/2MVsrNzABRcd3SM92RvVw3aFLpWzFu8wpGnUIzRVmyQMx0rAOb7L0AScJlHgXA4HM5tBxdW1BM+++wzHDlypNS2d955B4RxM1eSAQMGoFu3bsWPzWYzpk2bhtzcXKePk8Z///2HP/74A+3atcPhw4cxaNAgm/ur1Wp8++23eO2116jtR48exf79+6tiqBwOh8PhcDgcDofD4XA4nNscceJEwN+f2hYsiXi+hCtDkCSgO6PqXbjjDqdU4hNXV2ZUgpdKwF2et0QX8/9YiUeeewsHD0czC5MURcGvC5YCAF7wdYXEmF8UR44E8fQsPRZCID7wAEihiwWNj0M80cbNdsX/nN+X4uFn30R6Rmap7XHnL+Kbn+Zj6PgHMfLuR/Dj3P8h/lpBoVkjlrDCy6tKHQ+cDSGE6VrhL4noWeL9NMFdh24ujFgHjQaqhx6ya34YAIggQBw1Cqo332RW6RchpaTQG/R6EEa0Rm2GNeauerXVAsq9LKERIQXRPBTaaCWUlDKcjKl+YcX2XfuhKAoG2+lWUUSRMCz+2nXsjzpG3SczKxu//7ESAOAhEkzxZIjJCnnMu0D8cPBwNE44+FpEHT2BK7H0yCCjKFbYLYVJodtLWQK5YwWHw+HclnBhRT3g4sWL+PDDD0tta9OmDQYMGGB3H9OnTy/1OC4uDl9//bVTxmcLRVHw0ksvITQ0FJs2bYKfn5/dx86YMQOdOnWitm3Z4phlIIfD4XA4HA6Hw+FwOBwOh2MPRKOB6pFHmO1TPfXoWFgRPs5dB4GxsC307++0MYnDhgEa+gL7A156aEsMYcuOvZj80POYcN/TWLdpu5UzxKEjxxF98gwidRKGsNwlPD0hjBhBbSJqNVTPP8+05FfLMn4N80f7puy4XwDYsecgxt3zJHbuPYQffl2E4ZMewrAJ0/H9Lwtx7uJlq/0bq+kLqnUpBqQIoUcPQKK7CkwsjHfxVwl4xY8deyDefTeIA3OtxecOD4c0c2b50SC0YyMjnb+wXQ0IrVtTt7uLAlpqbj2fBpLIjEAh7dtD6NWL2qYVCMJLuFwcrwFhxebCGJDBBoYQh0FvVw18C6OMVqxdT91n4dLVyMjMAlAgPNGX43rS36BFeOHrOn/xSrvHkm804s2PvoK7SL+mKnrHIlrsgeVY4S8JuBx/zenn43A4HE7thgsr6gGffPIJ8vJK5yOOGzfOoT4mTJgAUSyt6v7kk0+QnJxc6fHZYsWKFYiNjcXKlSvh6+vr0LGCIODNN9+ktsXHxztjeBwOh8PhcDgcDofD4XA4HI4VQng4hIEDme0fBbr9n737Do+qTPs4/jtnZtIbIQkBQgeR3gSCSC8qiGJdXXvDsir67rrruvbu2ldXXStrXwtgFwERFEEURHontAAJEFpIn/P+EQgMc04yk2RS4Pu5Li+Z5znnOXeSeZgh5577VpRh6ByHNiBG8+YyWreutniM2FjHT8snuV06L8E/jt+XLNfNf31AI86+Qu98+Kny8kp/v/ja2x/JkPTXlFjH67kuuKDcKhBGcrLcN93k2Boh7sABvd00Tn8/pafKq6ewYdMWXfmnv+mZF9/UqjXryznSuRVIfUysMKKjZfbtazt36Eb3falxinFox2G0by+zgqrA5V4/Pl7uO++UOXZsUOc5xVzXGe3bOyaypB9RIeTiBs6JUq7TTy9t4eKQ4HRkO5A16zboQA1Vi5ZKExJ+nPOrGrtNdYu0r6CT5bBP3Ef8PfbN9Fnatz/XZz73QJ7efPdjSVKcaegSp4oeR7kuqbRqxZdTZigrO7B7EK/+939as26D4h2e9+FHVdCpDoZDxYpUt0s7d+1W7oGa+zkCAGofiRX1XGZmpiZMmOA3PmbMmKDWSUhIUK9evXzG9u3bp1deeaUq4VVoxIgR+uabb9SjR49KnT9y5EiF27xZ9Ti8EQYAAAAAAACqg+uii6SkJNu5FmFuvdosQake+5v95pAhAbdoCDieUaOkMPubptckRivM4XIbN2fqvsf+pYGj/6iHn3pR02f+pFFxEeoaaf/7NaNlS8dP5h/J7NpVrgsucI43K0uX7tiiH05qq+FBforeTotjqGKF5FzRxG0YerZJvAY5VE6QxyP3uHEyKqgaUBHDNOW+4AK5b7/dsfqIj4gIGV26VOmatcUIC5PRrp3tXHpU6Z6KNstJlGrWTEanTjJcLhlt29oe0+OI/eT1erVi1boqRh24efMXKfdAnoaX0wZkeY8e2h9rn0x1TnyEDEn5+QX6etpMn7n3P/5cObv3SpIuTYxyTPY52sjYCLULd6uouFjvffxZhcevy9ikf7/2riQp3uG5bQTyPA2SU8WKQ3+3bw6yHUjO7j169qU3dc+jz+nDyV/J6/VWOUYAQM0hsaKee/XVV1VQUOAzFhkZWalEhSE2vftefPHFkL64x8fHa2gVyh5GRUWpVatWfuMnnHBCVcICAAAAAAAAymVERsp9VHvdI/WIsk9ykMdT2uqhuuOJj3esopHicTneFD4kZ/cevfnuJwo3pP9LLqfFxMUXB3zT3jzzTBkOrXwPSdy/T/9qmqCJrZM0KNrhe1aBSENq7JDEYjRpUqk1a5vRvr3kkBTi+NyS5DrvvGpNJjF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+ "text/plain": [ + "
" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig.savefig(\"loss.pdf\", bbox_inches=\"tight\", dpi=1000)\n", + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}