diff --git a/plots/total_keywords_2015-10_2017-12.png b/plots/total_keywords_2015-10_2017-12.png new file mode 100644 index 0000000..ae43772 Binary files /dev/null and b/plots/total_keywords_2015-10_2017-12.png differ diff --git a/plots/total_keywords_2017-12_2019-01.png b/plots/total_keywords_2017-12_2019-01.png new file mode 100644 index 0000000..5a43944 Binary files /dev/null and b/plots/total_keywords_2017-12_2019-01.png differ diff --git a/plots/total_keywords_2019-01_2020-12.png b/plots/total_keywords_2019-01_2020-12.png new file mode 100644 index 0000000..c3b8fa8 Binary files /dev/null and b/plots/total_keywords_2019-01_2020-12.png differ diff --git a/plots/total_keywords_2020-12_2023-02.png b/plots/total_keywords_2020-12_2023-02.png new file mode 100644 index 0000000..fc52dd1 Binary files /dev/null and b/plots/total_keywords_2020-12_2023-02.png differ diff --git a/root_word_frequency_plot.ipynb b/root_word_frequency_plot.ipynb index 310ece4..c2d4583 100644 --- a/root_word_frequency_plot.ipynb +++ b/root_word_frequency_plot.ipynb @@ -1282,7 +1282,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e1afa048507d4916983b598f50c8b9d6", + "model_id": "8ab24b3ee4eb4288a7b05fa21ab577ca", "version_major": 2, "version_minor": 0 }, @@ -1498,13 +1498,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a49f0207d9404a8da25cfc788132265e", + "model_id": "2ed4f10726954b90a888502e5d5c7c2f", "version_major": 2, "version_minor": 0 }, @@ -1517,24 +1517,244 @@ } ], "source": [ - "from tqdm.notebook import tqdm\n", - "for period in tqdm(df.index):\n", - " x = df.loc[period, :]\n", - " mask = x > 0\n", - " x = x[mask]\n", - " labels = df.columns[mask]\n", + "# from tqdm.notebook import tqdm\n", + "# for period in tqdm(df.index):\n", + "# x = df.loc[period, :]\n", + "# mask = x > 0\n", + "# x = x[mask]\n", + "# labels = df.columns[mask]\n", "\n", - " #define Seaborn color palette to use\n", - " colors = sns.color_palette('Blues')[0:len(df)]\n", + "# #define Seaborn color palette to use\n", + "# colors = sns.color_palette('Blues')[0:len(df)]\n", "\n", - " #create pie chart\n", - " fig = plt.figure(figsize=(6,6))\n", - " plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", - " plt.tight_layout()\n", - " # plt.title(period)\n", - " plt.savefig(f'word_distribution_pie_charts/total_keywords_{period}.png')\n", - " plt.close()\n", - " # plt.show()" + "# #create pie chart\n", + "# fig = plt.figure(figsize=(6,6))\n", + "# plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "# plt.tight_layout()\n", + "# # plt.title(period)\n", + "# plt.savefig(f'word_distribution_pie_charts/total_keywords_{period}.png')\n", + "# plt.close()\n", + "# # plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Piecharts of Select Periods" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ae721346bbdc4c83ad8cd1bd9708dee6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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"code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "62c15f75fe7f4c589a29d642be786558", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+ "text/html": [ + "\n", + "
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\n", + " Figure\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# extract data\n", + "period_start = '2017-12'\n", + "period_end = '2019-01'\n", + "x = df.loc[period_start:period_end , :].sum()\n", + "threshold = x.mean() + x.std()\n", + "mask = x.gt(threshold)\n", + "x = x[mask]\n", + "labels = df.columns[mask]\n", + "\n", + "# define Seaborn color palette to use\n", + "colors = sns.color_palette('Blues')[0:len(df)]\n", + "\n", + "#create pie chart\n", + "fig = plt.figure(figsize=(6,6))\n", + "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "plt.tight_layout()\n", + "plt.savefig(f'plots/total_keywords_{period_start}_{period_end}.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0f66c8508f3d4e5bb920d4e628285dba", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# extract data\n", + "period_start = '2019-01'\n", + "period_end = '2020-12'\n", + "x = df.loc[period_start:period_end , :].sum()\n", + "threshold = x.mean() + x.std()\n", + "mask = x.gt(threshold)\n", + "x = x[mask]\n", + "labels = df.columns[mask]\n", + "\n", + "# define Seaborn color palette to use\n", + "colors = sns.color_palette('Blues')[0:len(df)]\n", + "\n", + "#create pie chart\n", + "fig = plt.figure(figsize=(6,6))\n", + "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "plt.tight_layout()\n", + "plt.savefig(f'plots/total_keywords_{period_start}_{period_end}.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6d17364551ca4e1799137f01948f1a1d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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i/aEIoKbVgySvHqnWwMccR7Mo1BiwKKQUIeDzC6w/2IpWNg4l6pVcmxk+f/RujaO2ZqcPLp+CLBs3jabQ4xQhhYwQAm0uH1bva2a4Iuolq0kHq1kf860ZesvlVXCwwQWXV+lcmkAUCgxYFDLVLW6srWhhfyuiPujYGodn2vaeXwBVzZ7Ox45Bi0KBU4QUVB1vZDtrHTjY5NK4GqLIlWMzw+tjMOiPRocPbl+g+zv7ZVGwcQSLgkYRAj5FYN2BVoYron5IiTfAqJfR1M7F7f3lcCuoavZACI5kUXAxYFFQCCHQ7vFj9b5mfigQ9VOOzQS/ImBn6wFVuLwKKpvc8CsMWRQ8DFikOiEEmp0+rNnfwmaIRP2kkyVkJnBrHLV5/IEtdrx+wZBFQcGARaoSQqDO7sG3B1rgU/imRdRfGQlGSBJ7XwVDxz6GLh/PMCT1MWCRqqpb3NhU2QZmKyJ1dEwPurnAPSgUAVQ3eeDwMGSRuhiwSDX76tux7ZAdfIsiUodJLyM5zgCHh9ODwSQA1LR42GOMVMWARf3SccS3q9aB3XXtGldDFF2ybYGtcRo4PRgSdW1eNNgDjzVHs6i/2AeL+qzjDWgL9xQkCoocmxlev4DCAayQaWr3wa8IpCcY2CuL+oUjWNQnQggIAWyoZLgiCoZEsx7xJh3auK1UyLW6/DjU4oEAR7Ko7xiwqNcUIeBXgHUHWlBv92hdDlFU+m5rHK4L0kK7R0F1kwcKG5JSHzFgUa8oQsDnF1hT0YxmJ4+siYJBQiBgebhvp6ZcPjYkpb5jwKIeU4SA1y/wzf5m2N08qiYKllSrEQadjCYHD2K05vULVDW74edIFvUSAxb1SMfI1dqKFjjZUZooqDp6X7E9Q3jw+gWqm9ycLqReYcCibgXWXAmsO9CCdg9HroiCSS9LSE8wwslwFVY8R0ayuEk09RQDFp2UEIFTxNcdaOG0IFEIZCYaIQFodPAEknDj8QlUN/PsQuoZBiw6ISEEFAF8e6AFbexwTBQSOTYz/IoAB4vDk8un4FBzIPwyZNHJMGDRcXX0ufr2QAta2IeHKCQsBhlJcQbY3ZweDGdOr4JDLQxZdHIMWHQMIQQEgPUHW9mKgSiEOnpfNdq5NU64a/coqGllyKITY8CiLjrC1cbKVjS2802eKJRybGb4/AIcv4oMDreC2lbuXUjHx4BFnTreIDZXtaGeR9BEIWWz6GEx6tDCUeOIYnf7Udfm5Z6FdAwGLOpiS3UbDrfx7CWiUMu2maAoAi1Orm6PNK0uP+r4vknfw4BFnXbUOjrXFBBR6EgSkJ1ogptb40SsFqcfDRz5p6MwYBGEEKhodKKyyaV1KUQxKd1qhF4no5Fb40S0pnYfGh0MWRTAgBXjhBCot3uwq9ahdSlEMSv7yNY43IYq8jU6fGhx+qJ+0bvH48GSJUt6fP3i4mJ8/fXX/f69y5Ytw5QpU/p9O6HAgBXDFCFgd/uxuapN61KIYpZBJyHdauQ2VFGkrs0Ll1eJ6pC1fPlyPP300z2+/ueff44xY8YEsaLww4AVoxQh4PULrD/YCn/0vgcQhb2sRBMAcP1OlKlp8cCvRG/7ht7er/T0dBiNxiBVE54YsGJQR5f29QdauKiWSGM5NhN8igBfitHFL4DqFnfY7Fv4wgsv4JxzzsGIESNw8cUXY+3atfj6669RXFzc5Xp333037r77bgBAa2srfvGLX2DcuHEYP348fvnLX8Jut+Prr7/GPffcg6qqKhQXF6OyshJ2ux333HMPJk6ciOHDh+OCCy7AqlWrOm/36CnCKVOm4OWXX8Zll12GESNGYPbs2diyZUvnddetW4f58+dj1KhRGD16NH7yk5/g8OHDXer8y1/+grFjx+KMM87Aiy++GKyHrV8YsGLUpqo2tHHzZiJNxRl1SLQYYOden1HJ4xOobfVo3iNr27Zt+NOf/oTf/e53+O9//4tx48bh1ltvhaKcPNU/8cQTqKurw6uvvooXXngBO3bswFNPPYUxY8bg3nvvRVZWFj7//HNkZ2dj8eLF2LdvH5599lm8++67GDduHH7961/D4zn+melPPvkkbrjhBrz99ttISEjAH//4RwBAW1sbbrzxRpx++ul499138a9//QsHDhzAM8880/mzVVVV2LlzJ1577TXcfvvteOihh1RZ36U2vdYFUOjtrHWg3s52DERa69wah2cPRi2HW0Gjw4uUeINmNVRVVUGSJOTk5CAvLw+33norzjnnnG5H1qqqqhAfH4+8vDxYLBY8/vjjAACj0YiEhATodDqkp6cDAMaPH4/rrrsOQ4cOBQBcf/31WLp0KRoaGpCdnX3Mbc+dOxfnnXceAOC6667DLbfcAgBwuVy46aabcN1110GSJOTn52PatGnYtGlT58+aTCY8+OCDSE5OxpAhQ/DNN9/gP//5D0499dT+P1gqYsCKIUIIHGxy4SDbMRCFhRybCV5/YHsqil6NDh+MOhnxJlmT0azJkydj6NChmDlzJkpLS3Huuefi0ksvxf79+0/6c1dffTVuuukmTJw4ERMnTsT555+PmTNnHve6c+bMwapVq7BkyRLs3bsXW7duBQD4/ccfnR00aFDn11arFV5vYA1ieno65syZg+eeew7bt2/H7t27sXPnTowdO7bz+vn5+UhOTu78d2lpKZYuXdqThyKkOEUYI4QQaHB42Y6BKEwkxxlgNujQ0s7Rq1hQ2+aBxy80WY9lsViwdOlSPP/885gwYQKWLVuGiy+++Lhhz+f77vk4ceJEfPLJJ/jd734Ho9GI++67D3fddddxf8edd96Jhx56CImJiZg/fz7+8Y9/nLQmg+H4I3q1tbWYNWsWVq9ejbKyMtx777247rrrulxHlrtGF0VRTnh7WuIIVgxQhIDT48emqjYeKROFiY6tcVq5/iomCAEcavYgP8UEGSKkI1nr16/H6tWrsWDBApx22mm44447MGnSJHzzzTcAALvdDqvVCgCorKzsHF167rnnUFxcjLlz52Lu3LlYvnw57rnnHgDoUr/dbse7776LJUuWYOTIkQCATz75BEDvF/i///77sNlsXQLaiy++2OV2Dh48CKfTCYvFAgDYtGkTCgsLe/V7QoEjWFGu44zBDZVt8CuMV0ThQJYC7RlcPHUwpvgUgUMtgfWvoRzJMpvN+Nvf/oalS5eisrISy5cvR3t7O8477zyYzWY8/fTTOHjwIP75z39i27ZtnT9XU1ODhQsXYsOGDdi/fz9WrFiB0tJSAIFRsZaWFuzfvx9GoxEWiwUrV65EZWUlPvvsMyxcuBAATrjI/USSkpJQXV2Nr776CgcPHsQzzzyDlStXdrkdt9uNu+66C+Xl5fjPf/6DFStW4JprrlHhkVIXA1aUkyQJ2w7Z2cSQKIxkJBihkyUubo9BLq+CujZvSEewhg0bhsWLF+Of//wnLrzwQjz99NN4+OGHUVJSgkWLFmH58uWYMWMGduzYgR/84AedP3fLLbdg7NixWLBgAWbPno329nY8/PDDAIDTTjsNAwcOxMyZM7Fz5048/PDDWLFiBS666CI8+OCDWLBgAdLT07F9+/Ze1XrhhRdi1qxZuPnmmzFv3jx8/fXXuOuuu7Bnz57OkDVs2DBkZmbisssuwzPPPIP7778fw4cPV+8BU4kkwqFBBwWFEAJVzS5sr+G6K6JwMiY/EclxBuyr5wknsSrNaoDNotO8hQMFD0ewolTHNjg7uaidKKwYdRJS4w1wsA9dTKu3R/92OrGOASsKday72ljZCi67IgovWbbA1jiNDm6NE+sORfl2OrGOASsKSZKELdVtcHq5gJYo3OTYzNwahwAAigjsWUjRiQErygghcKDRicNtfNEShRurSYcEsx6tTk4PUoDLp6DR4eMoVhRiwIoiihBoc/mx6zDXXRGFo46tcZrYXJSO0tTu43qsKMSAFSWEEFAUgY1VreBrlCg85djM8Pr4AqVj1bZ6IQTXY0UTBqwoEVh3ZYeL666IwlJKvAFGvYymdi5up2P5FIHDIe6PRcHFgBUFhBCoaHSizs51V0ThKsdmgl8RsLt5EETHZ3f70erkeqxowYAV4RQh4PQq2M11V0RhSydLyEgwcYSZulVn98KnaLMpNKmLASvCSQC2VLex3xVRGMtIMEKW2PuKuifYuiFqMGBFsEBLBhdanDwjiSicdUwPurnAnXrA7QucacpRrMjGgBWhhBBweRXsruPUIFE4M+llJMcZ4PBwepB6rtHhg9fPqcJIxoAVwTg1SBT+so9sjdPA6UHqpZpWThVGMgasCCSEwIEmF5o5NUgU9nJsJvj8AgoHsKiXPD7BLu8RjAErwnRODfKsQaKwl2DWId6kR6uLB0PUN03tPrh9nCqMRAxYEaZjI2dODRKFvxyb+cjWONx7kPqullOFEYkBK4J0bOTMqUGi8CchsP7K4+PcIPWP18+pwkjEgBUhhBBw+RSUc2qQKCKkWg0w6GRu7EyqaG73sQFphGHAihCSJGFrtZ1Tg0QRIsdmhl8RcHBrHFKBAFDPvQojCgNWBFCEQFWzi5vEEkUIvSwhPcEIF3tfkYocHgXtbj9HsSIEA1YEEAI8a5AogmQmGiEBaHBwcTKpq87OA+1IwYAV5oQQ2FPXDo+fRyzhqO5QJf76+9tw+xXn4bc/vhir3nj5uNe57bJzulzW2tSAR+9ZgF/On4pX/vZQlyPST957Hf/3z8eCXToFUcf0oIcnD5LKvH6BZm6jExEYsMJYR8+rA01OrUuh41AUBX9f9Esk2JJw91/+jSt++kv8b+nzWPPJys7rNNXV4uk//gpeT9eRjPeXvQSrLQl3/OkZ7Ny4BpvXfA4A8Hm9+PjdpZh68Q9Del9IPRaDjKQ4A+xce0VB0tjug1+AISvMMWCFMUmSsKPWAb6GwlNbcyPyCobg8p/+Ehk5+SgbNwnFI0/B3u2bAAAbV3+Kh355PfQG4zE/W1t1AMPGnIbs/AIMKi5DbeUBAMBXq95F2djTYEtJC+l9IfVk20wQQqCRUzkUJEJwwXskYMAKU4oQaLB7UG/nGo5wZUtJw/W/WgSzJT4wlbt9E3Zv3Yghw8cAALau+xIzrvwJ5v3olmN+NjktE5X7dsHrcePQgX1ITs+Ez+vFR++8xtGrCJdjM8PrF+D4FQWT3e2Hy8sF7+FMr3UBdHwSgJ21XNgeKe67YR6a6moxfNzpGD3xbADAlT+7GwCwa/O3x1z/3Dnz8cRvb8YXK9/G0OFjMWbi2fjqg3dRytGriGaz6GEx6lDXxgMjCr7DbV7kJ5u0LoNOgAErDAU6trvg4ArZiPHjuxajtakRrz39Z7z+7BO49Ce3nfT6GTn5WPjM/8HR1oqEpGT4fT589PZruHnRk/h8xZt4f9nLSEpNx9W3/BapmdkhuhfUX9k2ExRFoMXJ1y4Fn8cn0Or0I9Gi43RhGOIUYZgRQsCnCOytb9e6FOqFgYOHYcT40zHvRzfjixVvweftfv2NrNMhISkZALD6w/dQMnoChBB46/m/47b7n8LIU8/E0v/3aLBLJ5VIEpCdaIKbW+NQCDU4vFC44D0sMWCFGUmSUH7YAR9btoe91uZGbFz9aZfLsvIHwefzwuXs+fSu3+fDh2//B1Pn/RD7d21FRu4AJKWmo2zsadhzZME8hb90qxF6nYxGbo1DIaQIoMHOBe/hiAErjChCoM3lQ1WzW+tSqAcaaqvxz4fuRXNDXedlB3fvhNWWBGtiUo9v5+uP/ouSUeORlJIOSZIhRGAExO/3g6eQRo5smwl+RcDJ7u0UYq0uP9xehaNYYYYBK4zIkoQdNXaty6AeGjh4GPKLivHSk/fj0MF92Lr2S7zx/N9w/iXX9Pg2/P7vRq8AIL9wKA4d2IfdWzdg9QfvoqBkeLDKJxUZdBLSrEa0c90kaaSObRvCDhe5h4mOtgzNTk4vRApZp8MN9z6Ipc/8BY/cdSOMJjPOvugSnD3j0h7fxjcfr8DQEacgKSUdAJCSkYVZP7wRzzx4D1LTs3HtHb8PUvWkpsxEU2BrHPa+Io24fArsbj/ijTKDVpiQBMcUw8ZXe5tgd/MImCjSnDrIhjijDvsbOL1P2jHpJeSnmLUug47gFGEYUIRAbaub4YooAsUZdUi0GNDm4uuXtOX2CTjcbD4aLhiwwoAEYE8d2zIQRaJsmwmKEGhycHqftNfo4FqscMGApTFFCNS0utlUlChC5dhM3BqHwobbJ9DOUaywwIClMY5eEUWu5Dg9zAYdWtj7isJIo8PHUawwwIClIUUIVLe44fTy2JcoEmXbzFAUgVauv6Iw4vIpaPdwFEtrDFgakgDs45Y4RBFJloAsbo1DYYqjWNpjwNJIx9orjl4RRab0BCN0soQGLm6nMOTyKnByFEtTDFgaCYxeObUug4j6KMdmhl8RcPEgicIUR7G0xYClAUUIHG7z8MxBoghl1ElIjTfAwd51FMacXgUuL0extMKApQFZkrCXa6+IIlaWzQQg0HOIKJxxFEs7DFghpgiBeruHXduJIliOzQyfIsD17RTu2j0KXF6Fo1gaYMAKMVmSUNHItVdEkcpq0iHBrEerkwdJFBnY3V0bDFghJIRAu8fPaQWiCNa5NQ6bi1KEaPcocHMUK+QYsEKMo1dEkS3bZobXxw8qiiyN7RzFCjUGrBDyC+BQs0vrMoioj1LiDTDpZTS3cxSaIovDrcCn8MAglBiwQkQRAlVNLvj5/CaKWNk2E/yKQJubq9sp8rQ6fZwmDCEGrBCRABxs4vQgUaTSSUBmggluNhalCMUTM0KLASsEFCHQ4PByWxyiCJaRaDqyNQ6nByky+RSBdg8Xu4cKA1YIyJKEA1zcThTRcmwm+PwK3FzgThGs1cnGo6HCgBVkHa0ZeNRLFLlMehnJcQY4PByFpsjm8HCxe6gwYIUAR6+IIlv2ka1xeKBE0YCL3UODASvIFAFUt7i1LoOI+iEwPSigcADruLweD266eh42rV/TeVn5zm2446dXY960ibj9xquwY+umzu81NtTjzp9dh0vOPx1P/Glhlw/7d5f9B8888aeQ1h9ruNg9NBiwgkgRAlXNLvg5HEsUsRLMOsSb9Gh1sXP78Xjcbjz0h7tRsW9P52XNTY349a03YGDhYDz2/17BGVOm4Te3/RSHaw8BAP7v5X8jMSkZf3n6BWxYuxpff/EJAMDr9eKtpa/gkiuv0+S+xAoudg8NBqwgkiUJlWwsShTRsm3mI1vj8Kj/+w7s24Pbf3oVaqoqu1z+wf/eQUJiEn52x6+RP7AAcy+/CqUjx+C9N5YCACoP7Mcpp07CgIIiFJeORGXFPgDAynffwPiJk5GSlh7y+xJrWrjYPegYsIJECAG7yweHm2/KRJFKQmB60OPj3ODxbN6wDiPHjMefn36+y+U11ZUYXDwMOp2u87JBRUOwY+tGAEB6Zhb27toJj9uNA/v2ID0z+8jo1cscvQqRdo8CHztfBxUDVhBx7RVRZEu1GmDQydzY+QQumnsZbrj5VzCbLV0uT05JRUPd4S6X1R+uQWtLMwDg4iuuxjdffYp50ybClpyC088+F6veewunnDqJo1ch1OriYvdgYsAKoppWBiyiSJZtM8OvCDi4NU6vTDrrPOzcvgX/e/t1+H0+rPv6S6z+/GN4vYGzMHPzB+LZJe/hxTdX4f7H/gEAeHPJS7j0B9fjv2/9H66/7CLc+fPrUXuoSsu7EfW42D24GLCCQAiB5nYf3JxWIIpYellCRoIRLva+6rVBhYNx869+i3/+9RHMOXcCnn/mSVw05zLExVs7r6PT6ZCUnAIAWPXe2xgzfiIUoeDfTz+GP/3tWUycfA6efuwhre5CTOBi9+BiwAqS6hYubieKZJmJRkgAGto9WpcSkaZeNAev/fczPP/6Cjzxr1chSRIys3KOuZ7P58UbS17CpT+8Dju3bUFu/iCkpWfilNNOx9ZN6zWoPLZwsXvwMGAFgQBwuI1vykSRLOfI9KCHy696beO3a/DQ7+6CTqdDSlo6hBBY+/UXGDl23DHX/eB/72LMuNOQmpYBWZIgRGDEUPH7EXg3pWBqZ2f3oGHAUpkiBOraPHzCEkUws0FGUpwBdq696pPc/AH4+stPsPyNJThUXYmn/nI/7G2tOPeCWV2u5/f58OZrL+LSHwbOHCwaWoID+/Ziy8ZvsXL5mygpG6VF+THH4fJzmjAIGLBUJksSDvHsQaKIlm0zQQiBRju3xumLtPRM3P2HP+Ht11/Fz665BFUHKrD40X/AEhfX5XofrngXI8dOQGpaBgAgIysHV9/wc/zx3tuwZeO3uPHmO7UoP+bY3X5OEwaBJBhbVeXzK/i4vBF8VIki1+SiZOhkCQcaebBEsaEwzQxZZshSE0ewVKQIgZpWN8MVUQSzWfSwGHVocXLxFcUOh4fThGpjwFIRpweJIl+2zQRFEWhhjyCKIZwmVB8DlopcXj+aedRLFLEkCchONLGHHcUc9sNSHwOWShQhUNvK1gxEkSzNaoSeW+NQDBKCIUttDFgqkSUJ9XYGLKJIlmMzwX+kuzVRrLG7OS2uJgYslfgVgSYnT+kmilQGnYQ0qxFODz9kKDY5GLBUxYClAiEEGhwenj1IFMEyE02BrXHY+4pilCIAl5fThGphwFIJpweJIlvH9KCXs4MUwzhNqB4GLBVIkoR6HvUSRaw4ow42iwFtLn64UGxzuBW2a1AJA1Y/CSFgd/t4WjdRBMu2maAIgSYHzx6k2OZTBNycJlQFA1Y/CQB1bZweJIpkOTYTvH4BHiYRcZpQLQxY/cT2DESRLTlOD7NBhxb2viICEDibkNOE/ceA1U8+v8I9y4giWLbNDEURaOX6KyIAgMcv4PVzPLe/GLD6QREC9XYvOFNNFJlkCcji1jhEx2h3cx1WfzFg9YMsSah3cHqQKFKlJxihkyU0cnE7URdOL88m7C8GrH4QQnD9FVEEy7GZ4VcUONn8iqgLF18T/caA1Q92tx9eP4dQiSKRUSchNd4Ah5sfJETf51MEfPx86xcGrD5ShEBTO5uLEkWqrEQTAKDRwdcx0fE4vX6uw+oHBqw+kiWJZw8SRbCcJHPgKJ0DWETHxWnC/mHA6odmJ498iSJRvEmHBLMebU62ZiA6ES507x8GrD7y+BSme6IIlZ0Y2Bqnkc1FiU7I4xNQOEXYZwxYfSC4/oooouUkmeH18YODqDsuD/th9RUDVh9xepAoMqXEG2DSy2jmQRJRt9jCpO8YsPpAkiTuW0YUobITTfArAm1sz0DULRfXYfUZA1YfKEKg1c2ARRRpdBKQmWiCm0flRD3i8nKKsK8YsHpJCIE2lw98vhFFnoxEE3SyhAb2viLqEQHAzfWKfcKA1UsC4AJ3ogiVbTPB51f4gUHUCxzF6hsGrF6SJQnNbDBKFHFMehkpcQY4PJweJOoNp9fPdVh9wIDVBy0cwSKKONm2wNY4nB4k6h32fOwbBqxecnn98HADTKKIk2MzwecXUPhZQdQrfgXw+vnC6S0GrF7oWOBORJElwaxDvEmPVhe3xiHqC7dXcB1WLzFg9YIAYHfzDZoo0mQnmqEIgSb2ryPqEw9HsHqNAasXZEmCw8OARRRJJATWX3l8/IAg6iuvX3Chey8xYPWSgyNYRBEl1WqAUS9z9IqoH3iA0nsMWL3kYAd3ooiSnWiGXxFwcGscoj7z8uSuXmPA6gWX1w8+x4gih16WkJFohIu9r4j6RRGAX+EHYG8wYPWQEIIL3IkiTGaiERKAhnaP1qUQRTxOE/YOA1YPCcH1V0SRJtsWmB70cGafqN88frZq6A0GrB6SJMDO9VdEEcNskJEcZ4Cda6+IVMERrN5hwOohiS0aiCJKts0EIQQa7dwah0gNbNXQOwxYvcApQqLIkWMzw+sX4DE3kTo8Pk4P9gYDVg95fAp8PIOCKCLYzHrEGXVocXJan0gtPoVrsHqDAasHAmcQ8o2aKFJkJ5mgKAItTo46E6mJ/bB6jgGrBwTA9VdEEUKSgKxEE9xckEukOo+Po1g9xYDVQ3yzJooMaVYjDDpujUMUDNz0uecYsHpAliS4vXxSEUWCnEQT/IpAO7u3E6mOZxL2HANWD3EEiyj8GXQS0hKMcHJKnygo2Aur5xiweogBiyj8ZSaaAlvjsPcVUVDwbPqeY8DqIQYsovCXYwtMD3JGnyg4uASr5xiwekARgqemEoW5OKMMm8WANhenB4mCSeFZhD3CgNUDXo5eEYW9bJsZihBocvDsQaJgUjhN2CMMWD3gYsAiCns5NhN83BqHKOg4TdgzDFjdEELAxQUdRGEtyaKH2aBDM3tfEQUdF7r3DANWNwS4wJ0o3OUkmaEoAq1cf0UUdH7Bbu49wYDVAwxYROFLlgLtGfg6JQoNhS+1HmHA6oYsSXzjJgpj6VYj9LKERi5uJwoJP6cIe4QBqwfYuZYofOUkmeFXFDi5VpIoJBiweoYBqwfYA4soPBl1ElLjDXC4Ga6IQsUvuB9hTzBg9QDTOlF4yko0AQAaHdwahyhUuAarZxiwesDPsyWIwlJOkhk+RYCz+EShw0GHnmHA6gE+mYjCT7xJhwSzHm1OtmYgCiUOOvQMA1YPMGARhZ/sRBMUIdDI5qJEIcVO7j3DgNUDzFdE4ScnyQyvjy9OIi1ww+fuMWB1g5taEoWflDgDTHoZze1c3E6kBX42do8BqxucayYKP9k2ExRFoI3tGYg0we5F3WPA6gZDOlF40R3ZGoebsBNpiJ+N3WLA6gYXuBOFl4wEE3SyhAb2viLSDD8Zu8eA1Q0GLKLwkp1kgl8RcHOBO5GG+PrrDgNWNxiwiMKHSS8jJc4Au5u9r4i0xOXJ3WPA6gYDFlH46Ngah9ODRBTuGLBOQgjBswiJwkhukgk+v+BeaEQa4ydj9xiwusF8RRQeEkw6xJv0aHVxepBIa/xs7J5e6wLCnSRpXQFReJAB6GRAJ8uQZUAnS5AlCToZkCFBliXoJCnwPUmCJEvQSYAsSZCkI5cd+bcsS5ABSJIEWQr8HfjekcsAoONnEXgd6mUJQgjYLHrYLHzrItKSzOGZbvFd6iQkSULg7Z2o/2QZ0EvfhRKdLEOWOoLKd8FDJyEQQKSjLj/qb+mo70n4LqAE/v4u0ASCyXcBRcKRLyC+e153XI6O76Pze9JR35dUPtLwKwKKEFAEjvwd+NqvCPgV5cj3j/xbCJj0MtLijJAkCXsOt6G62aVqPUTUOyPzE5FqNWldRlhjwOoGR7DCh14GZFnuMpLSEUaOCSVHRlOkI2FGwnejKvJRIaTzbxwJJScLKEcShwSBjlhy9PPjmIDyXYZRNaCILsHku4DiVwJfexQFiiLg7wwsge/7OkKNEtihwC9E5/WUzq+/CzZH32bg6yPf+97PHR2W/J238d3vOfp2/EL0aWrhuvF5cPkUyFLgAb3t1Y3w8QQUIs08fc0YTB7CgHUyDFgxQkIglMiyDL2EI9M4gamewIhKIHh0TOPoOsOKdOQ6HcHje6MpR0/x4KhwctyA0jEyEggo388coQwoftERVL4XIgTg8ytdQkRHaDg6rPhFYC8upTOoHBsmvh9KOr4+OpR03M7xw87xrxtrsSLfZkZqvBEvr61GY7sHvzhzEK4/YxCe+WSf1qURxSwdRx+6xYDVjY7nkIwjUzyy3Bk4OgKKTuq6/iQQQOSjpn1wVCg5Oph0XXdyvIAiH/niyIH7MUHj6BDScYF01PeCMb1z9JROx0hFR9AITO98Fww6RzQUfDeC8r0RjRMGj6O/d9TIyNE/e3Sw6Qwlx7luZz2xlk6iwIXDMtDq8uG/2w/D4xe4oCQdC6YU4oPth7HnsEPr8ohikiwzYHWHAasbKXEGTB2WpuptdoSBLtM7R772KUogNChHh4KOsHL0KMn3Q8nRUzffCyXHjIZ8d92O33307+u83WNGZgT3ZqSQKk6PR5LFgKe/qIDnSDpe/P5uPHP5CDxwyXDMf/ob9qoj0gBHsLrHgNWNVpcPX1U0dV2XcoLg0aOww88Coh47d0gaatvc+Ki8ofOydq+CZ78+iAWnD8TVkwbg359XaFghUWzScQSrWwxY3XD7FWw61KZ1GUQxZ0xOIqwmPZ756uAxU7sfljdiWkk6bp46GB/tqMP++nZtiiSKURzA6h47WXRDz5ROpInJhSmoaGzHV/uajvv9RSvKoQiB++eVgS9TotCyGHRalxD2GLC6wYBFFHqnD0qGxaDDC2uqTnjWpMOj4IVvqjAiz4YrTxsQ0vqIYl0im/12iwGrGwxYRKElARifn4RtNW3YWH3y6fkVO+uxv9GJ284fgvwUS2gKJCJYTQxY3WHA6oaO+wEQhdR5Q9Jg1Mt4cW1Vj66/aOVuSAAWzyvjuhCiEIljwOoW00M3dHzDJgoZvQwMz07AmgPNKK/r2cL1VpcPL6+rwtiBybhsfF6QKyQii0HmWYQ9wIDVDb1O5m6ERCFyYUkG9LKEl9dV9+rnlm+rw4GmdvzqwqHISTIHqToiAoAEs0HrEiICA1YP8GwJouCzGGQMSYvHJ3saUdmHzZwX/m83ZEnCormlQaiOiDokcIF7jzBg9UCckQGLKNhmlGYCkoTX1h/q0883u3xYuuEQTi1KxbxxuSpXR0QdEs0MWD3BgNUD8QxYREGVZNZjQJIFK3bUoc7u6fPtvLG5FlXNTtw9vRhZNpOKFRJRB04R9gwDVg/EcYqQKKhmlGXCpwi8vrGm37e1aMVu6HUS/jCHU4VEwcApwp5hwOqGIgSnCImCKDPBiCyrCW9trkWry9fv26tv92LZphqcPiQNs8Zkq1AhER0twayHwo11u8WA1Q0hOEVIFEwXDcuA0+vHO1trVbvNpRtqUNPqwr0zSpCewKlCIjUlmg3wCwas7jBg9QCnCImCY1CyBalxRizdWAOnV1H1thet2A2TXsbvZg9T9XaJYl2CWY8T7mFFnRiwuiFLQLyJAYsoGM4vTkez04cVO+pUv+1auwfvbKnF2SXpmD4yS/XbJ4pVVrMebBDZPQasbkiSBKuRC/qI1DYsIx42iwGvflsNrz84h8OvfHsIh9vc+O2sEqTGG4PyO4hiTZrVxE7uPcCA1QNcg0WkvilD0nCoxYWPdzcE9fcsWlkOs0GH38wqCervIYoVA1ItkLnxZ7cYsHrAzDVYRKoal5eIeKMeL62rRrBPRjrU6sH/ttdhalkmppVlBPeXEcWAbG5H1SMMWD2glyUYueszkWomDUrB3oZ2fF3RHJLf9/yaKtQ7PPjd7FIkxbFJIlFfJZr1iOOymR5hwOoh9sIiUscZhckwG3R4cU1VSH/v4pW7EW/S4dczOFVI1Fccveo5BqweYqsGov6TAZySm4TNh9qw+VBbSH/3wWYXVu2qx4Ujs3BOSXpIfzdRtMhNtmhdQsRgwOqhBBOHRIn6a2pxOox6GS+tDe3oVYd/rq5EY7sHf5hbikRu90HUazlJFvjZxb1HGLB6QFEEkrlug6hfjDJQmmnF6v1N2FPfrlkd96/cg0SzHndPL9asBqJIlZts5jY5PcSA1UOpceyhQ9Qf00szoZMlvPJttaZ17G9y4uPdjZg1JgdnDk3TtBaiSJObbIGOJ331CANWD8iyhDQ2KSTqs3ijjMLUeHxU3oDqFrfW5eDpLw+gxenFwrmlsHL6n6jHBqTEsQdWDzFg9VAKpwiJ+mxGaSYgBJZsOKR1KZ0eWLUHSfEG/OrCIVqXQhQxeBZhzzFg9ZBBJ8PKVg1EvZZs0SPPZsF72+vQ4PBqXU6n3fXt+GJvE+aNy8PEohStyyEKewlmPeI54ttjDFi9wFEsot6bWZYJr1/BG5tqtC7lGE9+VoFWlxd/nFfGXndE3cjh6FWvMGD1kBACKVzoTtQr2QkmZFhNeHNzLdrcfq3LOa6HPtiLNKsJt5/PqUKik8lJYg+s3mDA6iFFcASLqLcuGpYBh8ePd7ce1rqUE9p52IHV+5twxan5GF+QrHU5RGGrID2ePbB6gQGrh2QJPJOQqBcKUyxIjjNg6fpDcPkUrcs5qcc/2Y82lw+L55XBYuDbItHxlGQnaF1CROE7SQ9JkoRUBiyiHptWnI7Gdi9W7qzXupRuKQAe+WgfMhPNuGUqpwqJjmd4biJ0Mls09BQDVi8kmPTQ88lF1K2yLCsSzQa8sq4avgiZUthS04Z1B1tw5cR8jBmYpHU5RGHFYpCRl8I1WL3BgNVLXIdF1L1zitJQ1ezCZ3sbtS6lVx75eC+cHj/un1cGk55vj0QdBmda2WC0l/gO0ksMWEQnNyHfhjijDi+urUKEDF518ivAo5/sQ06SBT8/t0jrcojCRkl2AhQRYS9ojTFg9YJfYasGou5MHJSM8joH1h5s0bqUPtlQ1YYNVa24ZvJAjMhL1LocorBQkpXAMwh7iQGrFyQJSOdCd6ITOrsoBSa9Di+uqdK6lH55+MM9cHkVPHDJcBg5VUiEstxEGHR8LfQGH61ekCUJeexkS3RcsgyMzrVhQ1UrttXatS6nX3wK8MSn+zEgJQ4LzinUuhwiTckSMCTTqnUZEYcBq5fijXokcC8momOcPzQdRp2Ml9dG9uhVh7UHW7Clpg3XnzEIpTns/0Oxa0BqHEwGbiXVWwxYfZBrM2ldAlFYMetllGRY8eW+RuxrdGpdjmoefH83PL7AVKFexzOoKDaVZPEAoy8YsHrJrwjkJHKakOho04dlQCdJeOXbQ1qXoiqPAvzt8woUpMfjhrMKtC6HSBMl2Qnw+sN7N4ZwxIDVSzpZQj43vCTqZDXqMCglDqt21aOm1a11OapbXdGM7TV23Hh2IYqzuA6FYs+wnAR2cO8DBqw+SLca2dGd6IiZZZkQQmDphhqtSwma+1ftgcev4P5LhvO1TzGnLDeRTUb7gAGrD2RJQmYC12ERpcYZkJNoxrtbD6PJ6dW6nKBx+xQ88+UBDMm04vozBmldDlHI5KdYkMT+j33CgNUHihDItXEdFtHM0kx4/Are3FyrdSlB99neJpTXObBgSiGKMuK1LocoJCYUpECwg3ufMGD1UW4iR7AotuXZzEizGrFsYw0cHr/W5YTE4pW74VcEHrhkONekUEyYUJjMDu59xIDVB4GGo1zoTrHtwpJ0tLl9eG97ndalhEy7V8GzXx/EsOwEXD1pgNblEAXdxKJU6NnBvU/4qPWRxaCDzcyGoxSbBqfFI8liwGvfHoLbF1unb39Y3og9De24eepgDEqL07ocoqAZmBqHFCvXX/UVA1Y/cB0WxaqpQ1JR7/Diw/IGrUvRxKIV5VCEwP3zysCZQopWEwqToXD9VZ8xYPURG45SrBqZnYAEswEvr6uCL0bXZjg8Cl74pgoj8my48jROFVJ0Gl+QAiVGX+NqYMDqo0DDUQYsij1nFaXiYJMTX+xt0roUTa3YWY/9jU7cdv4Q5KdwTSZFn4lFKVx/1Q985PohLd4Ii4EPIcWO0wYmw2LQ4YW1VeBxLbBo5W5IABbPKwP7MFI0KUiLQ3I811/1B9NBP0iShIIULnKl2HHqABt2HrZjfWWr1qWEhVaXDy+vq8LYgcm4fEKe1uWELeH3wrtiMZTDu767rL0Rvs+egnfZbfC+93soB7/97nutNfCufADeN38F/9blXW7Lv/EN+Hd9FLLaY9WEwhSuv+onBqx+UBSBolQGLIoNUwanwqTX4cU1VVqXElaWb6vDgaZ2/PKCocjhsoFjCL8X/q+fA1q/2whcKH74Pvs7IOugn3o35OLz4P/6eYiWagCAf/PbkNOLoD/rZii7PoJoDjznhLsNSvUmyEWna3FXYsr4gmSuv+onBqx+kGUJhanxnBqgqKeXgVE5iVh3sAU7Dju0LifsLPzfbsiShEVzS7UuJayI1kPwffBnCHt918trtgLOZugmXA0pIRO6osmQsssgGvYGvt9WCyl7BKTkfEiJWRBtgZ0ClJ0fQC46E5KOU1fBdhrXX/UbH71+Mull5PJsQopyFxRnQC9LeGVdtdalhKVmlw9LNxzCqUWpmDcuV+tywoZStxtyxlDop9zR5XJxuBxSxlBIhu9ODtCffgPkwskAACkuGaL5IISnHcJRD8QlQ7jtUKo2cvQqBArT47n/oArYKbOf/EemCStbXFqXQhQUZr2Moenx+GxvIyqanFqXE7be2FyLswen4O7pxfiivB41LW6tS9KcruiM414uHA2Q4lPg3/QWlIpvAJMVurLpkHNHAQDk0unwf/40lM3vQBo4HnJqAfyb34JcdAZHr0Jg0uDA+iuZ0zP9whGsftLJEoakc+NXil4XlWZAkiT859tD3V85xi1auRt6nYQ/zOFU4Un53FD2fw1426Gf/FPIAyfA/9W/oDRWAADktELoZ90P/awHoJ9wdWD0qnID5KLJ8G9dDu/y38L3+dMQbrvGdyQ6nVeWCZ4m3H8MWCpIiTMikdvmUBRKNOsxKDkOK3fW4bDdo3U5Ya/e4cWyTTU4fUgaZo/J1rqc8CXJgDEe8tjLISXnQ1d8LqTs4VD2fnHUVfSQTFYAgLLrQ8hFkyGaq6HsXw39tHshxadC2faeVvcgaiXHGTB2QBJkblHQb0wFKhAiME24voqnroeC3+vFmw/cjEmXL0B28Uh8+txfUL561THXyy4eiem3PYjmmoP46P89CHtTHcrOmYWxM3/YeZ1vXv8X4pJSMfzcOSG8B5FjZmkG/IrA6xtrtC4lYizdUIOzilJwz4wSfLm7EXVtnCo8hiURkiRBkr47xpcSMjrPIjya8DigVK6Hfto9UPZ8BimlAJLBAimrFP4t70AXyrpjwNkl6TxxSyUcwVKBQGDzWwo+n9eDj/71EJqrKzovO+3yGzH/oZc6/8y88y/Q6Q0oPWcWAGDtG88ha8hwXHjr/djywZtorNwHAHC2taBiw1coOeNCTe5LuEuPNyI7wYy3t9ai2enTupyIsmjFbpj0Mn4/e5jWpYQlKaUAoqUaQny3UbhorYEUl3LMdZVdH0Eumnxk7ZWMzrkroQDs06S6acMzwe4M6mDAUoEsSRiQZIGBQ6pB1VR9AO88dDva6rquBTJa4hFnS+n88+27L2HQKZMxaPQkAEBzbSXyR56KtAGDkZQ9AM01BwEAm99/HcPOngG90RTy+xIJZpRmwOVT8PaWw1qXEnFq7R68s6UWZ5WkY/rILK3LCTvygFMAIaB8+xqEvQ7+3Z9C1GyDXNj1DEHhaYdycB3kwsBieSllAMThcoimg1Aq1kBOLdCi/KgVZ9ThtKIU6PhZpgoGLJXoZAkDkrkfWTDVlG9G9tCRmHnXIye8TvWODagp34Jxs6/tvMyako6GA7vhbrejrf4QrCkZcNlbULH+S45enUB+khmp8Ub838ZDaPf4tS4nIr3y7SEcbnPjt7NKkMotR7qQDBboz/o5RGstfCsWQyn/GLrTroeUnN/lekr5R5ALJ0PSBx4/Oa0I8qBT4fvkCcDdBrlsuhblR60zh6bBwN5XqpGE4BirGvyKwOZDrVi5q777K1O//eun0zH9tgeRXTyyy+X/fexeJGbk4PQrf955We2ebVj5t9/D62xH0ann4Kxr78CaN/4NS0IShp83N9SlR4QbThsAALhp6RZ4/HyL6KvsRCP+MqcUH++ow22vbtK6HKKT+vPlI3BeaQYbjKqEi9xVopMlDE6LZ8DSUGvdIRzauQmnXfbTLpdnFpXiyj+9DK/LCbM1ES57K/Z/+wXm/vZv+Padl7Drq/eRkluAM6+5HWZrokbVh4+S9HgkWQx4+osKhqt+OtTqwf+212Hm8ExMK8vAyq2cbqXwZNTLOKs4neFKRXwkVWQ16ZFp5VSAVvav/wIp+YVIzhlwzPd0ekNneNqy6g2UnDUdjVX7sOur93Hxb59CQloW1r/7cqhLDktThqShts2ND8sbtC4lKjy/pgr1Dg9+N7sUyXEGrcshOq6JRSmwGHlOppoYsFSkKAJlWQlalxGzKreuw8BRp530Om5HG/Z9+xmGnXkRavdsQ0ZBCYyWeOSVnYKaPVtDVGn4GpObCKtJj5fWVvFMIhUtXrkb8SYd7p1RonUpRMd1bmkGfH6l+ytSjzFgqUiWJZRlJYAnYISeEAL1FbuQWXTyDtpbPngDJWdOh95ogiTJ6FiCKBSFnYsBTC5Iwf7Gdqze36x1KVHlYLMLq3bV48KRWZgyLF3rcoi60MkS114FAR9NlVkMOhSkxGldRsyxNxyG1+VEUvax04Md3I427F37KYadGTjzKH3gENTs2oT6A3uw++sPkVEY26MLpw9KhsWgw4trqpg1g+CfqyvR2O7B7+eUItHC5a8UPsYOTEKihdPXamPAUhmnCbXhbGsCAJjiTvzYb/3wLZScMR16oxkAkDm4DEMmTsV/H70brrYWjJ3xg5DUGo5kAOPzk7C1pg0bq9u0Lidq3b9yDxLNetw9vVjrUog6ncfpwaBgm4Yg8CsCf/1iP9w+PmEpMkwdmoYxuTbc8+4OlNe1a11OVPvppAE4rzgNN72wHp/yrGPSmEEn4ZO7z+IIVhBwBCsIZClwqjtRJNDLwPCsBHxzoJnhKgSe/vIAWpxeLJxbCquJU4WkrXNK0hmugoQBKwgEgBHZ7KdEkeHCkgzoZAmvrDt2o10KjgdW7UFSvAF3XjhU61Ioxl06Pg9+hbMtwcCAFQSyJCHHZkYSF7JSmIszyBiSFo9PdjeistmldTkxY3d9O77Y24SLx+Vi0uBjNzgmCoXsJDNOLUqBTmYUCAY+qkGiCIGyTC52p/B2UWkmIEl4bf2h7q9Mqnryswq0urxYdHEZ4tjgkTQwd2wOuAo7eBiwgkQCpwkpvCWZ9RiQZMH/tteh3uHRupyY9NAHe5FmNeH284doXQrFGFkCLhmXCx0bNwYNA1aQSJKERLMeeTaz1qUQHdfMskz4FIFlm2q0LiVm7TzswOr9Tbji1HyML0jWuhyKIacVpSAjkZ9PwcSAFUR+9sSiMJWZYESm1YS3Ntei1eXTupyY9vgn+9Hm8mHxvDJYDHxLptC4ZFwee18FGV/NQaSTJQzLtELPIVgKMxcNy0S71493ttZqXUrMUwA88tE+ZCaacctUThVS8CXFGTBlWDq3xgkyPrpBZtQFztIiCheDki1IjTPg/zbUwOnlEWw42FLThnUHW3DlxHyMGZikdTkU5WaOzobMA/+gY8AKMkUIjB+QpHUZRJ3OL05Hk9OLFTvrtC6FjvLIx3vh9PjxwLwymDlVSEF02fg8bm4fAnwVB5ksSchKMCGXi90pDAzLiIfNYsCr66rh9fMdNpz4FeDRT/YhO8mCn00p0rocilIj8hJRkB7PEawQYMAKAb8iMD7fpnUZRJgyJA3VLS58sqdR61LoODZUtWFDVSuumTwQI/LY5oXUN29cLhe3hwgDVgjoZAlD0uKRZGZnd9LOuDwb4o16vLyuGgoHr8LWwx/ugcur4IFLhsOo51s0qScl3oBZo3O4uD1E+CiHiBDA2DyOYpF2Jg1Kxt76dnxd0ax1KXQSPgV48tP9GJAShwXnFGpdDkWR+acNYGPREGLAChFZljAqJxEmHpGSBs4sTIHZoMMLayu1LoV6YM3BFmypacP1ZwxCaQ576VH/WYw6XDWRASuU+GkfQjpZwihun0MhJgMYm2vD5upWbDlk17oc6qEH398Njy8wVajX8UOR+ufisTmIM3HPy1BiwAohCcC4fBt4AEGhNLU4HUa9jJfWVmtdCvWCRwH+9nkFCtLjceNZBVqXQxFML0u4/sxBWpcRcxiwQkiSJFhNehSnW7UuhWKEUSehNNOK1fubsKehXetyqJdWVzRje40dN5xdiOIsvm9Q30wbnonMRDNkiUf3ocSAFWKKEJjAxqMUItOHZUAnS3hlHUevItX9q/bA41dw/yXDue0W9clPziqAn6cOhxwDVojJkoRMNh6lEIg3yihMjceHuxpQ3erWuhzqI7dPwTNfHsCQTCuuP2OQ1uVQhJk0OAVDMq1c3K4BBiwNKIrABDYepSCbUZoJCIElGw5pXQr102d7m1Be58CCKYUoyuDeptRzPz6zgI1FNcKApQFZljCYjUcpiJIteuTZLHhvex0a271al0MqWLxyN/yKwAOXDOdoBPVIaU4CJhSmsLGoRvioa0QAXItFQTOzLBNev4Jlm2q0LoVU0u5V8OzXBzEsOwFXTxqgdTkUAa4/YxBHrzTEgKURWZIwMieRo1ikupwEEzKsJryxuRZ2t1/rckhFH5Y3Yk9DO26eOhgFaXFal0NhLC/ZgmllmRy90hAfeS0JYHJhitZVUJSZXpoBh9uP5VsPa10KBcGiFeVQhMDiecPZU49O6NrJA6EInjmoJQYsDcmyhGEZVqTHG7UuhaJEUaoFyRYDlmw4BJePUwPRyOFR8MI3VRiRl4grT+NUIR0rN9mMS8blcvRKY3z0NaYI4MwijmKROqYOTUdDuxfv76zXuhQKohU761HR6MRt5w9BfopF63IozPxsSpHWJRAYsDSnkyUUpcazLxb12/AsKxLNBryyrho+NhWMegtX7oYEYPG8MrBBN3UoyojHjNHZHL0KA/wfCAOKInAW12JRP51dlIbKZic+39uodSkUAq0uH15eV4WxA5Nx+YQ8rcuhMPGL8wZD4QFWWGDACgOyLCEvyYICDvVTH03IT0KcUYeX1laD762xY/m2OhxoascvLxiK3GSOgse64bmJOK80g6NXYYL/C2FCEQJnFaVqXQZFqImDklBe58Dagy1al0IhtvB/uyFLEhbOLdO6FNLYrdMGs+9VGGHAChOyJCHDakJxOrfBoN45uygFJr0OL6yp0roU0kCzy4elGw7h1MIUzBuXq3U5pJFJg1NwWlEqR6/CCP8nwkjHKBZ721BPyTIwOteG9ZUt2F5r17oc0sgbm2tR1ezE3dOLkWUzaV0OhZgsAXdeWAw/1weEFQasMCJLEpIsBgzPStC6FIoQFwxNh1En4+V11VqXQhpbtHI39DoJf5hTqnUpFGIzR2djcKaVe1SGGQasMCOEwOSCFOj5QqFumPUySjKs+GJvI/Y3OrUuhzRW7/Bi2aYanD4kDbPHZGtdDoWI2SDj9vOH8MzBMMSAFWYkSUK8UYcxuYlal0JhbvqwDEiShFe/PaR1KRQmlm6oQU2rC/fMKEF6AqcKY8HVkwYiOd4IOUwOyu+++27cfffd/bqNq666Ck8++aRKFWlHEoKbFYUbIQS8isD/W30ADg8366VjWY063DBxID7cVY9nvjqodTkURjKtRjx2cSm+LG/Az17aoHU5FEQp8QasuOMMWIw6rUvp1NbWBgBISOj7Upfm5mYYDAbEx0f2SV8cwQpDkiRBL0k4m20b6ARmlmVCCIGlG2q0LoXCTK3dg3e21OKsknRMH5mldTkURHecPxQGfXh9jCckJPQrXAFAUlJSxIcrgAErbMmyhLKsBORxCx36ntQ4A3ISzXh362E0Ob1al0Nh6JVvD+Fwmxu/nVWCVG4mH5XGFyRj9tickKzXraysRHFxMT7++GNMmTIFY8aMwR//+Efs2rULF198MUaPHo0bb7wRdru9yxRha2srfvGLX2DcuHEYP348fvnLX8JuD5ztXF1djeuvvx5jxozBxIkTsWjRIni9gfez708RLlu2DBdeeCFGjhyJiy++GGvWrOn83pQpU/Dyyy/jsssuw4gRIzB79mxs2bIl6I9JTzBghTFFEZhWnM59xqiLmWWZ8PgUvLm5VutSKIwtWlkOs0GH38wq0boUUpnhyNmioW7L8Mwzz+Cpp57CokWL8OKLL+LnP/857rjjDvzrX//Chg0b8H//939drv/EE0+grq4Or776Kl544QXs2LEDTz31FABg0aJFiIuLw5tvvom//e1vWLFiBZYsWXLM71y2bBkWLVqEG2+8EW+++SYmTZqEG264AbW1373/Pfnkk7jhhhvw9ttvIyEhAX/84x+D+0D0EANWGJNlCalxBozNtWldCoWJPJsZafFGvL6phuvz6KQOtXrwv+11mFqWiWllGVqXQyq6/oxByEuxhLwtw0033YSSkhLMmDEDqampuOiii3D66afjlFNOwcSJE7F3794u16+qqkJ8fDzy8vIwbNgwPP7445g3b17n9xISEpCTk4OxY8fimWeewVlnnXXM73zxxRdx1VVXYc6cOSgsLMQvf/lLDB06FC+99FLndebOnYvzzjsPBQUFuO666ziCRT13RmEK4sNoESNp58KSdLS5fHhv22GtS6EI8PyaKtQ7PPjd7FIkxxm0LodUMCA1Dj89pxCyBlMb+fn5nV+bzWbk5uZ2+bfH4+ly/auvvhrffvstJk6ciAULFmDz5s0YNGgQAODHP/4x3nnnHUycOBG33347qqurkZd37Kble/bswciRI7tcNnr0aOzZs6fz3x23CQBWq7VzqlFrDFhhTpIk6GUJ5wzmgvdYNyQtHkkWA15bfwgeP0/+pZ5ZvHI34k063DuDU4XR4HezSqDVqhGdruuBviyfPEJMnDgRn3zyCX73u9/BaDTivvvuw1133QUAmDVrFj766CPccccdcDgcuPnmm/Hoo48ecxsm07HtRvx+PxTluz0XDYbwPHhgwIoAsiShNDMBBSkWrUshDU0dmoY6uwcf7KrXuhSKIAebXVi1qx4XjszClGHpWpdD/TB9ZBZOjaD9Bp977jls3boVc+fOxeOPP44HHngAK1euBAA8+uijaGhowPz58/GPf/wDt956a+f3jlZQUICNGzd2uWzjxo0oKCgIyX3oj8j4XyIoQuD84gwYwqSZHIXWqJxEWE16vLyuGhy8ot765+pKNLZ78Ps5pUi06LUuh/og0azHvTOKoURQ68qamhosXLgQGzZswP79+7FixQqUlga2ctq7dy8WLlyIHTt2oLy8HJ988knn94527bXX4qWXXsKbb76Jffv24c9//jN27NiBSy65JNR3p9cYsCKELEmwmnSYVJCsdSmkgTMLU3CgyYkv9zVpXQpFqPtX7kGiWY+7pxdrXQr1wa3ThiDBbNBk7VVf3XLLLRg7diwWLFiA2bNno729HQ8//DAA4Pe//z3S0tJw1VVX4bLLLkNGRgZ+/etfH3Mb06dPx2233YYnnngCs2bNwjfffINnn30WRUVFob47vcZO7hFGEQIvrK3EYbun+ytTVJg4MBlnFKZg8crdWF/VqnU5FMEWnD4A5w5Nw00vrMennGqOGKPybXj5xglal0G9xBGsSCOAC0syNFvkSKE3YYANO2rtDFfUb3//4gBanF4snFsKq4lThZFAL0tYOLcUvqMWdVNkYMCKMLIsIcNqxNg89saKBecOToVJr8OLa6u0LoWixAOr9iAp3oA7LxyqdSnUA1dNGoDC9Hjouzljj8IP/8cikHRkn8JU9rWJanoZGJmTiHUHW7DzsEPrcihK7K5vxxd7m3DxuFxMGpyidTl0EkUZ8bh56mBIEbTuir7DgBWhJACzh2eFvJMvhc4FxRnQyxJeXsfRK1LXk59VoNXlxaKLyxDHJsZhyaiX8cjlI7kcJIJFTcCqqanBLbfcggkTJuDUU0/FH//4x86usp9++inmzp2LUaNGYdasWfjqq686f+7999/H9OnTMWrUKFxyySX45ptvOr9nt9txzz33YOLEiRg+fDguuOACrFq1qvP7xcXFeOuttzBjxgwMHz4cV155JQ4ePBiS+yvLElLiDDirkEeg0cislzE0PR6f7W3EgSaX1uVQFHrog71Is5pw+/lDtC6FjuOWqYMDU4MR0vOKjhUV/3MejwfXXHMNnE4nXnzxRTz22GP4+OOP8ac//Qnl5eVYsGABpk6d2hmGbrrpJtTV1WHHjh246667sGDBArz99tuYNWsWfvKTn6CiogIAsHjxYuzbtw/PPvss3n33XYwbNw6//vWvu2wH8OSTT+LXv/41li1bhqamJjz22GMhu9+yJGFcfhIGsQFp1JlRmgFJkvCfbw9pXQpFqZ2HHVi9vwlXnJqP8Wz/ElYmDU7BNacPhMwZiogWFaeRfPbZZ6itrcWSJUtgswUWf993331YsGABdDodxo4di5tuugkAcMMNN6C9vR2tra3417/+hcsuuwwzZ84EENg3ac2aNXj11Vdx9913Y/z48bjuuuswdGhgMej111+PpUuXoqGhAdnZ2QCA6667DhMnTgQAzJ8/Hy+//HJI77siBGYMy8S/vjkAp5dnmUSDRLMeA5PjsGJHXcy341B8Xux+7l7kTL0O1oGlOPju39G85dNjrhc/oBSFV/4WroYqHHzzCXhaG5A27gJknvFdM8JDH74MQ0Iy0sZPD+VdCGuPf7IfI3MSsXheGWY//iXfQ8JAUpwBD1wyAn5FcAlIhIuKgLVnzx4MGjSoM1wBwNixY+Hz+bBv3z6UlZV1uf6tt97a+XP//e9/8dprr3V+z+v1YvLkyQCAOXPmYNWqVViyZAn27t2LrVu3Agjsg9Rh4MCBnV9rscmkLEkwG2RML8nA65trQvq7KThmlmbApwi8vjG2/z8VnwcH3/4r3PWVnZflnHcNss6e3/lvb0sd9r6yCKnjLgAA1H78H8TnlyBv5NnY++oiJBaPhyVjIHztrWgtX4sh1z8U8vsRzhQAj3y0D789fzBumToED763U+uSYt6iuaWwWfQMV1EgKgLWiTaDBE6+GaXf78dPfvITzJkzp8vlZrMZAHDnnXdi/fr1mD17NubPn4/09HRcfvnlXa4bDptMypKEorR4jM5JxIZq9kqKZBlWI7ITzFi2qQYtLp/W5WjGVV+Jg2//FfheH2SdOQ46xHX+u3L532ErORW2oeMBAO7GaqSMnQpLVgFMqXlwN1TDkjEQdV+/i9SxUyEbjCG9H5FgS00b1h1swZUT87Fiay3WVzRrXVLMmjcuF+cMy9C6DFJJVKzBKigowP79+9Hc3Nx52YYNG6DX65GWloYdO3Z0uf4VV1yB5cuXo6CgAJWVlRg4cGDnn9deew2ffvop7HY73n33XTz66KO4+eabMXXqVLS0tAAAwrH5vRACU4akIoWtGyLaRcMy4PT58faWWq1L0ZTjwHbEDyhF0dULT3gd+/4tcBzcjsyzrui8zJCYBmfNPvhdDniaa2FMTAuMXu1ag5TR54Wi9Ij0yMd74fT48cC8MpgNUfGxEHEGpcXh3ouKw/LzhfomKl5Jp59+OvLz83HnnXdi586dWL16NRYtWoQZM2bghhtuwNq1a/Hvf/8bFRUV+Mc//oHy8nKMGzcO1157Ld577z288MILOHDgAJ577jk899xzGDRoEIxGIywWC1auXInKykp89tlnWLgw8GZ/9CL3cCFJEmRImF2WCR1HliPSgCQzUuONeH1jDdpjfC1M6tipyDnvasiGY0enO9StfgvJI86CMTG187KM0+eh/ut3sO3xnyChcBTicoeg/pvlSB3D0auT8SvAo5/sQ3aSBT8/N/z3eIs2ep2EP18+EjpZYs+rKBIVAUun0+Gpp54CAFx22WW4/fbbce6552LhwoUYMGAAnnzySbz++uuYMWMGVqxYgaeffhqZmZkYPXo0/vSnP+GVV17B9OnTsWTJEjzyyCMYP348jEYjHn74YaxYsQIXXXQRHnzwQSxYsADp6enYvn27xvf4+GRZQlq8EWcUpnZ/ZQo7F5RkoMXpw/+212ldStjzNNfCXrEVqaec3+Xy+LyhKPnF0xh28z+QP+Mm+JxtaNn5DVLGnIfaz5Zix1O/wP6lD8PnbNOo8vC1oaoNG6pacfXpAzGSO0WE1M+nFGFolpUtGaIMN3uOUq9tqEZFk1PrMqiHStLjMWt4Fv7+eQU+KG/QupywsvnB+SiY/1tYB5Z2Xlb39Tto3vYVhlx3/0l/tuaT16CzWBGfV4wDbz6OIdc/hNrPlgBCIGfadcEuPeLoZeDZ+aNwuNWFi/+6Gh5fbI+khsK4Qcl49kenQObIVdRhXI5CihCYUZoBC9dSRIxzh6ShptWNj3YzXPVE296NSBw67qTX8TntaNmxGqljpsJRuRNxOYOhM8choXA0HJU8W+54fArw5Kf7MSAlDgvOKdS6nKiXEm/Aw5eP+P65HBQl+AkchWRJgkWvw6yyTPCgKPyNyU1EvEmPl9dVQeEbbbeEEHAe2ov43JNvVly/5j2kjDkPssEISZI6Fw8LxX/Sn4t1aw62YEtNG64/YxBKcxK0Lidq6WUJj185GslxBrZkiFIMWFFKliUMSLLgnCKuxwp3kwtSsK+hHav3N2tdSkTwttRD8ThhSss74XX8Ljtatn+F1DGBMwct2UVwHNgGZ80+NG/9HHG53B7mZB58fzc8PgUPXDIcep41ExR3X1SMUQNsXHcVxfg/G8WkI1vpDM/iUWi4mjwoGRaDDi+urQIHr3rG1x5ol6Izx5/wOvVr/ouU0ed2noUYn1eM5BFnYe+rf4SvvRUZk+eFpNZI5VGAv31egYL0eNx4VoHW5USdeafk4opT87nuKspxkXuUE0JAEcCr66tQ3erWuhw6igzg5jMKUF7vwO/+W651OUTH+MMFQ1CSacVlT63Gzhq71uVEhdH5Njz343FsyRADOIIV5SRJgiQBF4/IhtWk07ocOsq5Q9Ng1Mt4aU2V1qUQHdf9q/bA61dw/yXDoec6oX7LSDDhiR+OPvK+zMcz2jFgxQBZkmDWy5g3IptvkmFCLwPDsxLwTUUzyuvbtS6H6LjcPgXPfHkQQzKtuP6MQVqXE9GMehlP/nA0Es3cZzBWMGDFCFmWkG414oKSdK1LIQDTh2VAJ0t4ZV211qUQndSnextRXufAgimFKMo48bo3Orn7ZpVgWHYCF7XHEP5PxxBZklCamYAJA5K0LiWmxRlkDE6Lx8e7G1DZ4tK6HKJuLV65G35F4IFLhnP0pQ+uPC0fc8bmQuZjF1MYsGLQWYUpKEyJ07qMmDWjNBOAhCXrD2ldClGPtHsVPPv1QQzLTsDVkwZoXU5EGV+QjLumF2tdBmmAAStGzRqeiZQ4g9ZlxJwksx75SRb8b/th1Du8WpdD1GMfljdiT0M7bp46GAVpPEDriZwkMx6/cpTWZZBGGLBikCRJ0EkSLhmZDZOeT4FQmlmWCZ8isGxjrdalEPXaohXlUITA4nnDwdmuk0s06/H3q8cgzqjjtGqM4qdrjNLJEhLNeswuy+QbZYhkJhiRmWDCm5tr0Or2aV0OUa85PApe+KYKI/ISceVpnCo8EbNBxt+vHoOBaXFc1B7D+D8fw2RJwsBkC6YPy9C6lJgwY1gm2j1+vLPlsNalEPXZip31qGh04rbzhyA/xaJ1OWFHL0v4yxUjMTzPBr3Mj9hYxv/9GCdJEoZlWDF1aJrWpUS1gmQLUuIMWLrhEFw+RetyiPpl4crdkAAsnlfGDeW/5w9zSjF5aBqnBYkBiwIha0yuDWcUpGhdStSaVpyOpnYvVu6s17oUon5rdfnw8roqjB2YjMsnnHjT7Vhz+/lDMHtsDvcYJAAMWHSUiYOSMT7fpnUZUacs0wqbxYBXvq2G18+tPyk6LN9WhwNN7fjlBUORm2zWuhzNXTd5ILvdUxcMWNTFOYPTMDI7QesyosrZg1NR3eLCp3satS6FSFUL/7cbsiRh4dwyrUvR1Owx2bjjgqFal0FhhgGLuhBC4PzidBSnc0sMNYzLtyHeqMdLa6ugcPCKokyzy4elGw7h1MIUXDIuV+tyNHFWcRoWzi2DEHyBU1cMWNRFxw7vM0szUcAzhPpt0sBk7Kl34JsDLVqXQhQUb2yuRVWzE3dNL0aWzaR1OSE1dmASHp0/CpL03XsnUQcGLDqGJEmABMwdkYVcG9dW9NWZhSkwG3R4YU2V1qUQBdWilbuh10n4w5xSrUsJmaGZVvz96jHQyRIXtdNxMWDRcclS4E3j0pHZyLAatS4n4sgSMDbXhk3VrdhaY9e6HKKgqnd4sWxTDU4fkobZY7K1LifoBqTG4Z/XnwKTQWY7BjohBiw6IVmSoJclXD46B8kW7lvYG1OHpsOol/HSWo5eUWxYuqEGNa0u3DOjBOkJ0TtVWJgej5duGI9Es56NROmk+Oygk5JlCSadjPljcpBo1mtdTkQw6mSUZlrx1b4m7G1wal0OUcgsWrEbJr2M388epnUpQVGcZcWLHeGKW+BQN/gMoW7JsoQ4gw4/HJuLlDiOZHVn+rB06GQJr35brXUpRCFVa/fgnS21OKskHReNytK6HFWV5STi+R+PR7xRx3BFPcJnCfXI0SErk2uyTshqlFGYGo8PdzWgutWtdTlEIffKt4dwuM2N38wsQWqUvFeMzrfh3z86BRajzHBFPcZnCvWYLEsw6mTMH5uLPJ5deFwzSrMAIbBkwyGtSyHSzOKVu2E26PCbmSVal9Jv4wuSjyxo10HHNVfUC3y2UK/IcmDh+2Wjs9kn63uSLXrk2sxYvq0Oje1ercsh0kxVqxv/216HqWWZmFaWoXU5fTZpcAr+cc1YGHQ8W5B6jwGLeq2jhcO8Edns+H6UWWWZ8PoVvLG5RutSiDT3/Joq1Ds8+N3sUiRH4NrNs4rT8LerxkAvSwxX1CcMWNQnsiRBkgKhYgT3LkROognpVhOWbaqF3e3XuhyisLB45W7Em3S4d0ZkTRWeV5qBJ34wOtBElOGK+ogBi/qsY2uIC0syMC7fpnE12po+LAN2tx/vbTusdSlEYeNgswurdtXjwpFZmDIsXetyemT6yCw8csVISBLYoZ36hQGL+qUjZE0ZnIbJBckaV6ONolQLki0GLNlwCC6fonU5RGHln6sr0djuwR/mlCLREt699K44NQ8PXjocMsMVqYABi1QzaVAKzh2SqnUZITd1aDoa2r1YtbNe61KIwtL9K/cgwazHPReF51ShLAF3Ty/Gb2YOO7L8geGK+o8Bi1Q1NteG6SUZiJX3pxFZCUg0G/Dy2mr4FKF1OURhaX+TE5/sacTM0dk4c2ia1uV0EWfU4W9XjcGVE/O1LoWiDAMWqUqSJJRlWXHZqGyY9dH/9DqrKBUHm534Yl+j1qUQhbW/f3EALU4vFs4thdUUHlOFmYkmvHzjBEwanMopQVJd9H8CUshJkoR8mwXXjMtDagSent1Tp+YnIc6ow0trq8HBK6LuPbBqD5LiDbjzwqFal4Jh2QlYctOpKEiLYxsGCgoGLAoKWZaQYNLj6nF5KEqN07qcoDhtUBJ2HbZj3cEWrUshigi769vxxd4mXDwuF5MGp2hWxzkl6XjphvFIijNw6xsKGj6zKGg6ur5fPCILEwYkaV2Oqs4pSoFJr8OLa6u0LoUoojz5WQVaXV4surgMcUZdyH//VZMG4PEfjIJBL3PrGwoqPrsoqKQjZ+ScXZSKGaUZ0EfBULxeBkbl2rC+sgXbax1al0MUcf70wV6kWU2444IhIfudOlnCb2eV4K7pxZ27URAFEwMWhUxJhhU/GJsLqwZHrWqaNjQdRp2Ml9dVa10KUUTacdiB1RXNuHxCPiYUBr9/XrxJh79fPQaXjs8L+u8i6sCARSEjSxLS4424ZnweshNNWpfTJ2a9jJIMKz7f24j9jU6tyyGKWI9/vA9tLh8WX1wGiyF4H0WD0uLw6k9PxamFKRy1opBiwKKQkmUJFoMOV47JRWmmVetyem36sAxIkoT/fHtI61KIIpoC4JGP9iEj0YxbpgZnqvDCkVlYetNpGJBi4ZmCFHIMWBRygfUPwIzSTJxVlIJIedtLMOlRkBKHVTvrUdPm1rocooi3paYN6w624MqJ+RgzMEm12zXpZdw3axgevmwETAaZZwqSJvisI010bEUxIT8Jl4zKDuoUgVpmlGZAEQJLN3L0ikgtj3y8F06PHw/MK4NZhfeBAalx+M+CU3HJuFwA3FOQtBP+n2oU1SRJwsBkC340YQAGJVu0LueE0uINyEk0452th9Hs9GldDlHU8CvAo5/sQ3aSBT8/t6hft3XB8Ey8/rPTUJAWB5lTgqQxBizSnCxJMBtkXDY6B1MGp0IXhu+LM0oz4fEpeGtzrdalEEWdDVVt2FDViqtPH4iRebZe/7xRL+M3M0vw5ytGwqTnlCCFBz4LKSx0DOOfkmfD1WG2xU6ezYy0eCNe31QDh8evdTlEUenhD/fA5VXwwKVlMPZiH9P8FAte/ekEXHakBQNHrihcMGBRWJEkCSlxRlwzPh+jcxK1LgcAcGFJOtpcPry37bDWpRBFLZ8CPPnpfuQnx2HBOYU9+plpZRlY9vOJKEqPZ7CisMOARWFHJ0vQScC04nRcPCJL0wXwQ9PikWQx4LX1h+Dxc0dnomBac7AFW2racP0Zg1Cak3DC6xn1Mn49oxh/mT+KU4IUtvispLDUcZZhYWocfjRhAAZqtAD+vKFpqLN78MGuek1+P1GsefD93fD4FDxwyXDoj7MgsywnEa//7DRcPiEfAKcEKXwxYFFY61gAf/noHJxTFNoF8KNzEmE16fHyumpw8IooNDwK8LfPK1CQHo8bzyrovFyvk/Dzc4vwyk8nYEAqzxKk8KfXugCi7nQugM+3YVCKBW9vrUVDuzfov/eMwhRUNDrx5b6moP8uIvrO6opmbK+x44azC7HqyNrHhy4dgcKMePa1ooghCSF4bE4RQ1EEFAh8vrcJayuboQTp2TtpYDImF6bgjyt3Y0NVa3B+CRGdkEkv419XjECL04s0qwlCCK61oojCZytFFFmWoJdlnFWUgmvH5yMnSJtGjx9gw45aO8MVkUbybGa0unxIiTdCJ0sMVxRxOEVIEUmSJKRYDPjhKXnYUNWCT/c2wuVTVLntcwenwaTX4cW1VarcHhH1nFEn4YqxOZhRlgEhwE2aKWIxYFHE6ljkOjInEcUZVnxQXo9ttfZ+3aZeBkbmJGDtgWbsPOxQo0wi6qER2Qm4afJApMYbAmutmK0ogjFgUcSTJQlmvYwZpZkYmZOIlTvq0Ojs2yL4C0oyoJclvLyuWuUqiehErEYdrpmQi3OGpMGvCC5kp6jAgEVRoaNvVl6iGddNyMfqiiasPtAMfy9WwVv0MoamxePTPY042OwKVqlEdIROAqaVpOOKsdkw63WByzglSFGCAYuiSse04aRBySjLSsCKnXWoaHL26GcvKs2AJEl4bf2hYJZIRADG5CXi+gl5yDpyoorEUSuKMgxYFJUkSUKiWY/LR+dge20bPtzdcNKNmhPNegxMjsOKHXU4bPeEsFKi2JKfZMZ1p+ZhZE4i/IpgsKKoxYBFUatjHUdxhhVFqfH4cn8T1lW1HHfacGZpJnyKwOsba0JdJlFMSDTpccXYbJxXnIaO7oucDqRoxoBFUU+WJBj1Es4qSsG4fBs+2dOAbbV2dMSsDKsR2QkmLNtUgxaXT9NaiaKNXpYwvTQdl43OhkEn8+xAihns5E4xRYjAlES9w42PdjdgX6MT143PQ5xRhwVLtqDdq04vLSICTh2YhGsn5CEt3sCpQIo5DFgUkxQROBX8UKsLWQkmvLCmCu9sPax1WURRoSDVgusn5GNYlhWKIrgxM8UkThFSTOpYn5VpNUGSJJRlWbG+qhWVbM9A1GfZiSZcMioLZxaldO4TynBFsYojWETAkeaGwOd7m/DahkOoaXVrXRJRxBiQbMa8kVmYWJDM7W2IjmDAIjpK4LRx4KPyBizdUIN6B1s2EJ3I4LQ4XDIqC+MGJMGvCAYroqMwYBEdR0crhw921ePdrYdRzREtok7DMq24dHRWZy8rBiuiYzFgEZ1Ex4fHuoMteHtLLbbW9G8zaaJINjo3EZeOzkJxhpXBiqgbDFhEPdDxYbK/sR1vba7Fl/ua4Ocrh2KABGD8ABsuHZ2NgtQ4BiuiHmLAIuqFjlPOm51evLPlMFbtqj/pFjxEkUqWgEkFybh0VDZyk8wMVkS9xIBF1AdCCAgAXr/Aql31WL71MPcwpKiQEmfAlCGpmFaShpQ4I/tYEfURAxZRP3Wcebimohlvbz2MnYcdWpdE1CuyBIzKScS0kjSckmcDAEgS2H2dqB8YsIhU0jGFsrvOgeXbDuPrimZ4uFCLwliSRY9zh6ZhWnEaUuONnAYkUhEDFpHKOj6k3D4FX+xtxMe7G7H9qM2libQkARiZk4DzS9IxLp+jVUTBwoBFFEQ+RUAvS2hwePBReQM+3tPILvGkCZtZjylDUnF+STrSrBytIgo2BiyiEOn4QCuvc+DD8gZ8ua+JZyBSUOllCcOzE3De0FSMH5AUGKkCR6uIQoEBiyjElCOL4v2KwJoDLfh4dwM2VLWyrxapwqCTMDInERMHJeHUAUmwGHUcrSLSAAMWkYY6PvjaXD58sqcBn+5pxN4Gp9ZlUYQx6iSMybNh4qAkjMu3wWzQwaco0Muy1qURxSwGLKIw0RG2mp1erDnQgm8rW7Cpug1un6J1aRSGzHoZp+QHQtXYPBuMepkjVURhhAGLKAx1jD74/Aq21tix9mAL1h1sYTPTGBdn1GH8kVA1OjcReh1DFVG4YsAiCnOKIgAJkCUJ1S0ufHOgBd8ebMHOw3au24pyEoBBKRaUZSdgdG4iRmQnQCdLDFVEEYABiyjCdLR+cHr8+LaqBWsPtGJDVQva3DwjMdJJAPKTzRielYDh2YE/cUYdFCEgBBiqiCIIAxZRBOuYShRC4GCzC9tq7Nh52IFddXbUtnE6MRLk2swYnm3F8OwEjMhOgNWkZ6AiigIMWERRxOdXoNcFzhxrc/uwozYQuHYetmNPfTu37gkDWYkmDM8KBKqROYlINDNQEUUjBiyiKOZXAi/vjnU7B5qc2FZrx67DDuw87EC9g6NcwSJLQHaiGYNSLBiYYkFBigWFaXGwmQ0QQkBhoCKKagxYRDHm6FGuFpcXO2rs2N/kRFWLG9UtLlS3uDjS1UtxBhkDUywYmBKHQcmBIJWfZIbhyOPsUxTIkgSZHdSJYgYDFlGM8ysCAoFtVTo0tntQ2exCZbMLVS0uVLe4UdXiQmO7V7tCw4BBJyEt3ogByRYMTLagINWCwtQ4pMYbAQCKEFCEYINPImLAIqLjE0LArwjI8ncjL26fgkOtLhxsCgSvjtDV7PSixemDK4KbokoAkiwGpFkNSIs3Ii3eiNR4I9KtRmQmBL5OMOk7r+9TBGQAMqf5iOg4GLCIqNeON+oFAF6/gja3Hy1OL5ravWh2+dDq8qLZ6UOLM/B1i+u7r4M5EykBMBtkxBl1iDPoAn8f+dpq0iE1zog0qxEZ1kCISrIYuqyJ8isCQnQNmEREPcWARURBIYQIBCghIEnScRd0e/0K/EJAUQKBxn9k1MynHPu3TxHw+ZXOrwHApJe7/DHqAn8MOgkmvQzpBMGoY3TuRHUREfUXAxYRRZyOt60TBSgiIq3pu78KEVF4YbAionDHU12IiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIiIlIZAxYRERGRyhiwiIiIiFTGgEVEUe3QoUP46U9/ilGjRmHKlCn461//Cr/fDwD49NNPMXfuXIwaNQqzZs3CV1991flzH330EebOnYuRI0di+vTpWLlypVZ3gYgiEAMWEUUtIQR+/vOfIzU1FW+88QYeeOABvPPOO3j66adRXl6OBQsWYOrUqXjrrbcwY8YM3HTTTairq8NXX32FX/ziF5g9ezbeeustXHrppbjtttuwZcsWre8SEUUISQghtC6CiCgYvvrqK9x+++344osvIMuB48kPP/wQ99xzD+bMmYNt27bhxRdf7Lz+Y489hpkzZ+LRRx+FyWTCI4880vm92267DZIk4S9/+UvI7wcRRR691gUQEQXLnj170NzcjFNOOaXzMkVR4HK5sGfPHpSVlXW5/q233tr5c1dccUWX740ZMwavv/560GsmoujAgEVEUcvn86GwsBBPPfXUMd+7//77T/hzJpPpmMsURYGiKKrWR0TRiwGLiKJWQUEBqqurkZKSgoSEBADAF198gWXLlqGwsBDbt2/vcv0rrrgCV111FQoKCrBx48Yu31u/fj0KCgpCVjsRRTYucieiqDV58mTk5ubiV7/6FXbu3Im1a9fit7/9LSwWC+bPn4+1a9fi3//+NyoqKvCPf/wD5eXlGDduHK699lqsWLECzz//PPbv34/nnnsO77//PubPn6/1XSKiCMFF7kQU1Q4ePIhFixbh66+/RlxcHC644ALcddddMJvN+Oijj/DII4+goqICQ4YMwT333IPx48cDAJYvX44nn3wSlZWVKCgowC9+8QtMmzZN43tDRJGCAYuIiIhIZZwiJCIiIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8AiIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpDIGLCIiIiKVMWARERERqYwBi4iIiEhlDFhEREREKmPAIiIiIlIZAxYRERGRyhiwiIiIiFTGgEVERESkMgYsIiIiIpUxYBERERGpjAGLiIiISGUMWEREREQqY8AiIiIiUhkDFhEREZHKGLCIiIiIVMaARURERKQyBiwiIiIilTFgEREREamMAYuIiIhIZQxYRERERCpjwCIiIiJSGQMWERERkcoYsIiIiIhUxoBFREREpLL/DyJX+B1EY0RzAAAAAElFTkSuQmCC", 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