From bb25818c5505c4f4ff35e1ba9e94a7d6dd37b9d6 Mon Sep 17 00:00:00 2001 From: Dominik Schindler <60650591+d-schindler@users.noreply.github.com> Date: Mon, 27 Feb 2023 15:12:29 +0100 Subject: [PATCH] Implementation of linearized_directed constructor (#70) --- README.md | 18 +- examples/Example_3_directed.ipynb | 98 +- examples/benchmark/run_benchmark.py | 1 - src/pygenstability/constructors.py | 71 +- src/pygenstability/pygenstability.py | 14 +- ...structor_continuous_combinatorial_gap.yaml | 968 +++++++++--------- ...constructor_continuous_normalized_gap.yaml | 968 +++++++++--------- tests/data/test_constructor_directed_gap.yaml | 738 ++++++------- tests/data/test_constructor_linearized.yaml | 2 +- .../test_constructor_linearized_directed.yaml | 530 ++++++++++ ...constructor_linearized_directed_alpha.yaml | 26 + ...t_constructor_linearized_directed_gap.yaml | 530 ++++++++++ .../data/test_constructor_linearized_gap.yaml | 374 +++---- tests/data/test_run_default.yaml | 1 + tests/data/test_run_default_leiden.yaml | 1 + tests/data/test_run_gap.yaml | 1 + tests/data/test_run_minimal.yaml | 1 + tests/data/test_run_times.yaml | 1 + tests/test_constructors.py | 19 +- tests/test_pygenstability.py | 7 +- 20 files changed, 2818 insertions(+), 1551 deletions(-) create mode 100644 tests/data/test_constructor_linearized_directed.yaml create mode 100644 tests/data/test_constructor_linearized_directed_alpha.yaml create mode 100644 tests/data/test_constructor_linearized_directed_gap.yaml diff --git a/README.md b/README.md index 735f33b..8499835 100755 --- a/README.md +++ b/README.md @@ -82,15 +82,25 @@ results = identify_optimal_scales(results, block_size = 10, window_size = 5) plotting.plot_optimal_partitions(nx_graph, results) ``` -## Custom constructors +## Constructors +We provide an object-oriented module for constructing quality matrices and null models in `pygenstability/constructors.py`. Various constructors are implemented for different types of graphs: + +- `linearized` based on linearized MS for large undirected weighted graphs [2] +- `continuous_combinatorial` based on combinatorial Lablacian for undirected weighted graphs [2] +- `continuous_normalized` based on random-walk normalized Laplacians for undirected weighted graphs [2] +- `signed_modularity` based on signed modularity for signed graphs [8] +- `directed` based on random-walk Laplacian with teleportation for directed weighted graphs [2] +- `linearized_directed` based on random-walk Laplacian with teleportation for large directed weighted graphs + +For the computationally efficient +analysis of **large** graphs we recommend using the `linearized` or `linearized_directed` constructors instead of `continuous_combinatorial`, `continuous_normalized` and `directed` that rely on the computation of matrix exponentials. + For those of you that wish to implement their own constructor, you will need to design a function with the following properties: - take a scipy.csgraph `graph` and a float `time` as argument - return a `quality_matrix` (sparse scipy matrix) and a `null_model` (multiples of two, in a numpy array) -Please see `pygenstability/constructors.py` for the existing implemented constructors. - ## Contributers - Alexis Arnaudon, GitHub: `arnaudon ` @@ -176,6 +186,8 @@ If you are interested in trying our other packages, see the below list: [7] Preprint incoming ... +[8] Gómez, S., Jensen, P., & Arenas, A. (2009). ‘Analysis of community structure in networks of correlated data‘. *Physical Review E*, 80(1), 016114. + ## Licence This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. diff --git a/examples/Example_3_directed.ipynb b/examples/Example_3_directed.ipynb index 94ae640..b5a2cb0 100644 --- a/examples/Example_3_directed.ipynb +++ b/examples/Example_3_directed.ipynb @@ -41,9 +41,9 @@ "output_type": "stream", "text": [ "Your graph is directed!\n", - "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 90/90 [00:03<00:00, 27.50it/s]\n", - "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 90/90 [00:17<00:00, 5.11it/s]\n", - "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 90/90 [00:01<00:00, 47.47it/s]\n" + "100%|██████████| 90/90 [00:01<00:00, 75.81it/s] \n", + "100%|██████████| 90/90 [00:09<00:00, 9.46it/s]\n", + "100%|██████████| 90/90 [00:00<00:00, 186.37it/s]\n" ] } ], @@ -63,12 +63,14 @@ "outputs": [ { "data": { - "image/png": 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+88m/9H9mHQ9/u4d/jqZhsUp1FSGEvcI8E4V5JmeH0Sj4T51K8rPPYty9GxQF85kzZK9cyZkXXiTguuscGotDWwZ7PrEGRVFQgEte+sNuLTyrVSW/2MwNA1s5MqQmzb1LF1p/+QUZy5ZjTqveOnb5G//CmpdH9ooV+F05Aa8hQxo4SuHKdFoN79zYlzfXH+HH3Ymk5BTxxbZ4vtgWT6iPgaHtg9Fry3+1i/DzoGOYD53CvWkd5IVOK62JQghRVtAdM0G1cnLGrahGIydvvAnFzY3AW2cQeNONDo1FUR1YPPWbHadRVZUHv93DgvFd8SmzqLReq9AiwJO+rVy7a/L06dNER0cTHx9PixYtnB1Ovcv88iuSH38cAH10NG1//AGNh4eToxKuwGJV2RKXzsrdify8N5lsY/W+/btpNbQN8aJjmA9tQ0oqrZz78WlmC8sL0ZSZiiy8N+dPAO54fbjLdRO76ue3WlxM8alTWAsKMLRrh8bLy+ExOLRl8Oq+Jb/86MCSpE8vrQUux3/q1WSv/BHj9h2Y4uNJe/ttQu+/39lhCReg1SgMaRfMkHbBPHlldzYeSeVQSm65/axWlVMZBRxKyeNISi4FxRYOJudyMLn8vsHeBtoGe9E2xIt2Id60DfGibYg30QEe0poohGjSEh95lLBHHkHr7YWhfXvbdmtBAclPP0Pks884LBaHJYO5hSZbK0C3SF8KTRYKTZYK95XWAudRNBoinnqKuKsmoppMpH+0FN8rrsC9a1dnhyZciJtOw2VdwrisS9gF97NaVRKyjBxKzuXImTxOpOUTl5bP8bR80vKKbD9bT2SUO//QdkGM7hbOZV1CCfWpfBkqIYRojLJXrCD0vrngbd8SaC0qIvuHH5pmMtjryV/Z+uhIgr0N9Hzy1wonkJybWHK8ma8v6GyGtm0JuvM/pL3xJlgsJM1fQOsvv5BqJqLGNBqF6EBPogM9GdnVPnHMKTQRl3o2OUzN41haPsdT84lLy6PQZOX3Q6n8figVRYE+LQMY3TWMni38qe761wFebnQI9ZY63UIIl2LJyytZY09VsebnYylb99hiIe/PP9HVYvJnXTjs0/2zmYPwP7u24OczBznqsqKWgm+/ndxffqHoyFEK9+8nY/knBM24xdlhiSbE111Pr2h/ekX72223WlWOpuaxNjaFX2NT2B2fxY6Tmew4mVnja7QI8GBst3DGdg+nT8sAqaQiRANSFAht5WN7LCp2uP+Akl+QolS87JuiEHLPbIfG5NAJJE2Bqw5AbQgFO3dy8vobQFVRPDwIe2Qeir72Xfj68Ai8Bg2sxwhFc5CcXcjaAymsjU0hIbOg2sclZBkpNFltz0N8DIzuGkbLwMZVjcfXQ8/VfVvIGGsh6shVPr/zt24FFU7dcgtRb7yO1s/P9pqi16OPjEIfFurQmByWDB5Iqv5q2l0ifBswkrpxlT8mR0l+aiGZn31Wb+cLX/gUAVOn1tv5hKiMsdjCn4dTWbM/mXUHUsgtNDs7pFq7a0Q7Hhzb2dlhCNGoudrntykhAV1kpEsMZXFYMthm3ioUSsYFXjAgXHvMoKv9MTU0S14ecVdehSkxsV7Opw0Opv2a1U6ZOi+ar2KzlU3H0/n94JlGlRQaTWZ+3puMVqPww91D6R7lV/VBQogKudrnd97GjWg8PfHs2xeAjE8/JevrbzC0a0f4gvl2LYYNzWHJ4OkadO+0CHDdbhxX+2NyBFNKCnkbNoC59h+iOWt+pWDzZgBC7p1D8H/+U1/hCdGk3f3Zv6zak0TncB9+nD1MygEKl2UqtvD5E1sAmPbEQPRuss7ghRyfcCWh99+H9/DhFB46zImrryZwxgwKtmzBrW1bIhc967BYHDaBpKESvGWbTvDun8dJzSuiS4QvT17ZjZjzBqSf8/X2eB74Zo/dNjedhsNPV79ub3OkDwurc9eu58BBHJ8wASwW0j/4EP9rr5Xax0JUw5NXdmPTsXQOJufyzh/HpHa7cF0q5GYU2h6LCytOSMCtXcn6grm//or3JZcQOve/GPfvJ36WYxtMHJYMro1NYUSnEPRaDWtjUy6476iuF1677JyVuxN5+qcDPD2pO72j/VnydxzTP9zCb/ePINjbUOExPgYd6+8fbnuuVLjIjahvhrZt8J88mayvv8aal0f6Bx8Q9sADzg5LCJcX7G3giSu78X+f7+St348wpnsYncNdd1y1EKJ6FL0etdAIQP6mTfhddRUAWj9/rHl5Do3FYcngHcu3s+3sOoN3LN9e6X41GTP4wV9xXDcgmmv6RQPwzMQe/HbwDF9tj+euEe0rPkhBFrB1kuC77yL7xx9Ri4rI/ORTAm+6CX14uLPDEsLlTegZwcrdiayNTeGBr/fw/V1DpEKLEI2cZ58+pDz3PB59emPcu5eoV18BoPjECfRh1WsUqy8OSwbjyiR4cfUwQaTYbGVfQjZ3jWhn26bRKAxtH8y/J7MqPa6g2MLQ537Dqqp0i/TjwbGd6BjmU+n+RWYLxebS5SnyihrP4HNXow8PJ+CGG8hYsgS1qIi0t/9HxMKnnB2WEC5PURSemdidrXEZ7E3I5r2Nxyv/wiuEaBTC5z9G8pNPkbvmVyIeX2BLAPM3bsDrooscGkujLSmRWVCMxaqW6w4O8TZwLDW/wmPahnjzwpSedI7wIbfQzPsbjjPlf//w69yLifDzqPCY//1+jNfXH7E9N+ek1d9NNENBM28n66uvsOblkfXddwTOmIGhbRtnhyWEywv1dWfB+K7c9/VuXlt3hNFdw2gfWvkXWSGEa9NHRhL97uJy28PmzXN4LE5LBv8+msaHf8Vx9ExJv3j7UG9uHdqGYR2CG+yafVsF0LdVgN3zka/8yWdbTnHf6E4VHnPXJe24/aLSZCUhIYEu7zRYiE2eLiCAoNtvI/W118FiIfWNN2jx2qvODkuIRmFynyhW7knkj0OpjHxlg1R5EC5Fr8IcShpWuj2+GpOL/X26WmNOVUu26SMjHRSJk5LB5ZtO8OTKWC7vEcGMoa0B2HkqixlLtzJ/fFemD25d5TkCPN3QahTS8orstqfmFRFSyeSR8+m1GrpF+nIivfJlbww6LQZd6fR4b0OjbUx1GYE33UTGJ59iSUsjd/VqjHtvw6NHd2eHJYTLUxSFRZN7MOHNv0jLK0bqRwlXYlUhTWO1PXa1P09X+/dy9LKRF6zb1yV2v8NicUpm8/bvx5g/vis3D2lt2zZjKCzbFMDbvx+tVjLoptPQPcqPf46mMaZbySQEq1Xln6PpTB/SqlpxWKwqB5NzuaSTY8u+NHcaLy+C7/wPKQufBiDp0UcJnDED7xHDZbkZIaoQ4efB3w9fSo5Rxi8L13WXswOoQGJCAjEu1LPX5vvv7J6rJjOFB2LJWPoxIffOcWgsTkkGcwpNDO8YUm77RR1CeO6Xg9U+z+3D2nDf17vp0cKfmGg/PvzrBAXFZqb2LZldPPfLXYT5ufPQ2TJOr687Qu+W/rQO8iKn0MS7G46TkGnkuv7R9XNjotoCpk4l46OlmE6fpujwYZLmzQOtFs9+/fC57DK8hg1F4964Zn3rwsJQtK61yKpomgw6LSE+8rcmRE0Uebs5OwQ77p3Ll5j06NEdXWgoGR8uwXf0aIfF4pRkcGSXMNbsT2bW8HZ229fGJnNp5+q30k3oFUlGfjGvrj1Mam4RXSJ9+fjWAYT4lHQTJ2QZ7Wr+ZRtNzPtuL6m5Rfh66OkR5cu3dw6hwwVmE4uGobi5EfXyS5z+vzmYU86uO2mxULBlCwVbtjg3uFpya9WK1l9/hdZX1oATQghRO4Y2bTDu2+fQazqsHN1Hf8fZHucVmnlv43H6tQqgT8uSbsGd8VlsP5HBzIvacs9lrrvCvquVs2nsVIsF4+7d5K5bT+66dZhOnXJ2SHUSNu9hAm++2dlhCCGEw5mKLXy9qGQd4anz+kk5uipYzl9YWlUxp6aS9tZbFB2Po+2K7x0Wi8NaBj/8K87uuZ+HniNn8jhypvSX4euh56sd8S6dDIr6pWi1ePbpg2efPoQ+cD9FR46Qt349RUeO4KDvKXVnsZL7668AZH71NQHTp9u1SAshRLOgQmZSvu2xuLDD/QeUn0Ciqugiwol6+WWHxuKwZPCvhy511KVEI6UoCu4dO+LesaOzQ6mxkzfeRMH27RQfO4bx33/x7NvX2SEJIYSog7R33yN37VqKjx9HcXfHo3dvQu+7z25tXGtREWeef56cVT9jNZnwHjqU8McXoAuuepm8lh8vtXuuaDRoAwNxa9kSRefYUXxSz0iIeuB/7TW2x1lffeXESIQQQtSHgm3bCLj+elp/+QUtl3yIajZx6vbbsBaULkeXsmgRub//QdTrr9Fq2TLMZ85w+p7/q9b5vQYMsPvx7NcPQ9u2Dk8EwYmLTidlG1kXm0JCViEmi9XutfnjuzopKiFqx2f0aDRPP4M1O5ucX1YTNm8eWn9/Z4clhBCillp+8L7d88hFizgyZCiF+/fj2b8/ltxcsr79jqgXX8Rr0CAAIhY9y/ErxmHctQuPmJhy58z97bdqX9/nUsf1qDolGfz7aBq3f7ydloGeHEvNo2OYD6czC1CB7pF+zghJiDrRGAz4T7yKjI+XoRYXk/3jSgKn3+TssIQQQpzHmp9vN3lDcXND41b1sjPW3FwANH4leUrh/v1gMuE1ZLBtH0PbtugiIyioJBk8fffs6gWpKE1/0ekXVh9k5sVtmTuqI90WrGbxjX0J8nZjzhe7GN6p/PqDQjQG/lOnkvHxMgCyvv6KgJtulIkkQgjhYlLGTyC/zJqwwXffTcg9F07SVKuVlGcX4dGnj21cuzk1DUWvL7ecmC4oGEtaxaXvuhyIrWP0DcMpyeDRM3m8Ma03AFqNQqHZgpdBx9xRHZm5bDs3DapeBREhXImhfXs8+vTB+O+/FB05inHnLjz79HZ2WEII4RgK+AS62x67qrCfVhIVFWV7rlSjVTD5qacoOnKEVp992pChOY1TJpB4uOls4wRDfd05WaY2cGZBsTNCEqJe+F8z1fZYJpIIIZoTvZuW6c8OYfqzQ1xujcGyNF5eaL29bT9VdREnP7WQvD/+pOWyj9GHh9u260KCUU0mLDk5dvub09PQVmM2cfLTz5CxbHm57RmffErys89W827qh1OSwd4t/dl2IhOASzqF8MyqWN767QgPfrub3i39nRGSEPXCd+xYNGe7DHJ++QVLdraTIxJCCFEbqqqS/NRCcteto9XSj3A7b6Fq927dQK8nf9Nm27ai43GYE5PwrGC84Plyf/0Vjz59ym336B1D7ppf6xx/TTglGZw/risx0f4A/HdUR4a0D+anPUm08Pfk+Sk9nRGSEPVC4+6O35VXAqAWFZG98icnRySEEKI2kp96iuyVK4l86UU0Xl6YU1Mxp6ZiLSwEQOvjg/+UyaQ8/xz5m7dg3LefpEcewSMmpsLJI+ezZGWh9fEut13r7Y0lM7O+b+eCnDJmsGWQp+2xp5uOZyf1cEYYQjQI/6lTyfzkE6CkqzjghutlIokQoskzF1v4/uV/AZh0Xx90LtxVXB1Zn38BwKnp9iVGI559Fv/JkwAImzcPRaPh9Jw5qMXFeA8bSviCBdU6v1urluRt/IvAVvbzJPI2bEQfHV0Pd1B9TkkGL3rhN368exgBXvb99NlGE+Pf3MjGB6VaiWi83Dt1xCMmBuOuXRQdPkzen382qqoq2qAgNAaDs8MQQjQyqgpnTubaHjd2XQ4eqHIfjcFA+IIF1U4Aywq85RaSFz6NJSMDz0EDASjYvJn0j5YSNu/hGp+vLpySDJ7ONGKp4C+l2GwlJbvICREJUb/8r7kG465dAJz+z53ODaaGNH5+tFq2DPdOjSeBFUKIxsZ/yhTU4mLSFr9L2jvvAKCPiiL88QX4T5zo0FgcmgyujU2xPd5wOBUfd73tucWq8s+xNFoEeDgyJCEahO/lY0l5/nmsjXACiTU7m6RHH6X1l1+gaBt3N48QQriygGnTCJg2DXNGBhqDAY2Xl1PicGgyeMfy7UDJ8kP3fb3b7jW9RkOLAA8eHdfFkSEJ0SA0Hh5Ev/UmWd98g7W48SyXZNy9G3NiEoX79pGxfDlBt9zi7JCEEKLJ0wUGOvf6jrxY3KJxAAx7/jd+nD2MQK+qF3oUorHy7N8fz/79nR1GjRT8u5OTN9wAqkrq62/gM3IUbi2iqj5QCCFEo+XQpWV2nMxk/YEU/nroUlsi+O2O0wx7/jf6LlzLvO/2UGS2ODIkIUQZnn16EzDtOgBUo5HkJ59EbQojwYUQQlTKocng6+uPcDiltDj0weQcHvp2D8PaB3PniHasO3CG//1+zJEhCSHOEzJ3LrqwMADyN24k56dVTo5ICNFYuHvrcffWV72jcCkOTQYPJOUwtH2Q7fnK3YnERPvz3JSe3H5RW56Y0I1Ve5McGZIQ4jxab2/CF8y3PU9ZtAizgxdAFUI0PnqDltteuojbXroIvUEmnzUmDk0Gs40mgr1L1y/bcjyDEZ1CbM97tvAjKcvoyJCEEBXwuewyfEaPBsCSkcGZ519wckRCCNH0JD+1EEtWlrPDcGwyGOJtID6jAChZU3BfYja9WwbYXs8vNqPTOqVCnhDiPGGPPYrGxweA7BUryP39dydHJIQQjZ8pOdn2OHvVKqwFJXnR8QlXYkpyTu+oQ2cTj+gUwvOrD/Lw5V34dX8yHnot/VuXTqc+mJRLqzKl6oQQzqMPDSX0/vtJfvxxAE7feRdu7dqVtBqOGol79+5SZk8IYWMutrDyzZJl4ybc06vRl6NrKMeuGIfW3w/P3n1Qi4owJSejj4zElJCAajY7JSaHJoP3je7Ef5bv4Nr3NuHlpuOlqb1w05W2BH61PZ6LOgQ7MiQhxAX4T72anF9+oWDzZgCKjx0j/dgx0t97D11YGJ4DBqDozxssrlHwGjQY33FXSLIoRDOiqpB4JMv2WFSs09YtFMbGUrB9B7lr1xJ/xyx0QUFYTSby//oLzahR6IIdmwspqhPWjcgpNOHlpkOrsf+gyCooxtNNZ5cguprTp08THR1NfHw8LVq0cHY4QjQ4a2EhmZ9/Qe7atRh37qz2u7xnv36EP/UkhrZtGzhCIYQrMBVZeG/OnwDc8fpwl5tE4iqf39bCQjTu7gAcGjCQNt9+gzk1lVMzbsXQoQNFR4+iDw+n3epfHBaTU2oT+7pXPO3c31MWoRbC1Wjc3QmacQtBM27BnJZG7m+/kbt+PQX/bEI1mSo9rmD7do5fNZHgmTMJmnUHGoOh0n2FEKK5ONx/AIYuXfDs3RvVZEItLMSzTx8UrZaoV19BFxZG4d69Do3JKcmgEKJx0gUHE3DNNQRccw3W/Hy7gdDnFJ88Rcpzz2E6dQpMJtL+9z9yfv6ZsMcew9C2TbWuo+j1aIODpZtZCNHktN/wJ8adu0p6Wsxm4qZcjXuPHqgmE4X7Y/EJC8Ozb1+HxuSUbuLGzFWamYVwZdbCQtL+9w7pS5ZALQdE61u2xGfkSHxGXoZHr14oWtfqchJC2JNu4po7NGAgrZYvp/j4MRIfehhdcDDm9HQ8evSg1SfLHRaHtAwKIeqdxt2d0Ln/xXfcOJIffxzjrl01Pofp1CkyliwhY8kStMHB+FxyCR4xMVDN5ae0vr54DhiI1turxtcWQghH0fp443v55SQ9+hgtP16Kxt2dgm3bHBqDJINCiAbj3qkjrT77lOwVP5D/99+o1urVHrekplGwcydYSva3pKWR9fXXZH39dY2ur+j1eA4ZXNLCeMklDp+hJ0Rzo3Nz3QmgrqjtDyts5T/1UZEoOh26kBB8r7jCoXFIN3ENuWIzsxBNkTkzk7w//iR3/Try//obtbCwbidUFDz69MGtVav6CdBBNO7ueA4aiPewYWg8ZR1WIWpLPr8rJ8lgDckfkxCOZzUayd+0GXNK+QkrFVFVleKjx8hdvx5zSkoDR+cYisGA19Ch+IwcifclI9AFBFR5jBCilHx+V06SwRqSPyYhGg/VaqVw/35y164jd/16io8dc3ZI9UOjQR8RATLbWohqyykupu/GDfL5XQEZMyiEaLIUjQaPHj3w6NGD0Ln/xZSUZKsD2liYEhLIXf8bub+tx5KaVrLRasWUkODcwIRoZCyW6o1Zbo4kGRRCNBv6iAhnh1Bjhnbt8L74YsIfX4Bx925y160j788/sWRmOTs0IeypKsbckoXoPXz0LtdyrTEVOzsElyXJoBBCNAKKRoNn79549u5N2AMPODscIcppDOsMEh3t7DBckswBF0IIIYRoxhp1y+CGDRt4+MOfSfDpAu6+tPLT8cYtFxET7V/pMS98sY7Ff5/GYvBDyU/j+m5ePDv7escFLYQQQohGI+PTT8n4cAnmtDQMnTsT/tijePTs6eyw6lWjbhn8My6P5IihTOvpT9LSOUR5wfQPt5CWV1Th/is37eftfwvo6p7Ne1PaMqiFB5+e9GTJt6sdHLkQQgghXF3Ozz9z5rnnCb77btp89y3unTpx6vaZmNPTnR1avWrUyeD2PD9uHNyG5+64ClN6PFPbWPBw0/LV9vgK939hxVZ0qYf56cU5jBnciy8evREfcxZv/LLLsYELIYQQwuWlL/0Y/6lT8Z8yGUP79oQ/+QQad3eyvv3O2aHVq0bbTVxstrIvIZu7RrSzbdMoMLR9MP+ezKrwmMRid7oE2ue/fSI9+e2Qb6XXyc03kltgtD2PTz4DQFJSUh2iF0IIIZoWc7GFzLxUABISTqNzc60JJOc+t4uysrD4+9u2K25uaNzcyu2vFhdTuH8/wXfMLN1Xo8Fr8OBa1Vt3ZY02GcwsKMZiVQn2NthtD/E2cCw1v8JjLHpPwrw87LZFBHiheBRjNBrx8PAod8yNzy5ntyXK9rww8TAAAwYMqOstCCGEEE3S/E+dHUHlTl11FcX60uQv+O67Cblndrn9zJlZYLGgDQqy264NDqIoLq6hw3SoRpsMOsonj9xk1zJ48kQkQ5bDD9+9QkS4FL2vb2rOYWeHUP8Stzg7gro7XPP/LxlHMyrcfuxkbl2jqba96aXrnKUUu9aaZ0I0NYrGQNdBbwMQu/luVGvF4/edJa/Yyu9noOWKFbRu08a2XamgVbC5abTJYICnG1qNUm6ySGpeESHntRaeozUVkJJjtNuWlJmPasypsFUQwMfLA58yrYnWopLqBX16d6FFVFhdbkFUQM00OzuE+uffBEqgFZ+u8SEpuTkVbtdnO67rKLOwdFiIqpVkUIiGpGh0RAS0AiDNQ4dqda2KH546KxbMGAIC0Hp7V7m/LsAftFos500WsaSlowtuWo1BjXYCiZtOQ/coP/45mmbbZlXhn6Pp9GnlX+ExkW6FHMiw2m3bmVhAMBV/aAkhhBCieVLc3HDv1o38TZtt21SrlfzNm/GIiXFeYA2g0bYMAtzYL4JHfjiAnzUbXVALluzJJ9fsxpDwkhaAEQ9/hCU3jY1vl6zW/+DEAcz+7ihXPfgGsyeP4KPf9pKj8+fxy8OdeRtCCCGEcEFBt9xM4sPzcO/eHY+ePcj4eBlWoxH/yZOcHVq9atTJYIjxFClrFvNK5mQib3mTHceOk7HuKV6LH8zSpUvJLAZzYWlL4ITB3ThwMonFf/ty+zfHUfILuKGbwq1TJjrvJoQQQgjhknyvuAJzRiapb76BJTUNQ5cutHz/vSbXTdyok8ERI0aQs2PEeVvn2h7tfmVGuWMevG4kD17XsHEJIYQQomkIvPEGAm+8wdlhNKhGnQwKIYQQwjWoqomTe5+xPRaNhySDQgghhKg71Up26l/OjkLUQqOdTSyEEEIIIepOWgaFEEIIUXeKBr/gIQBkp/0DqrWKA4SrkGRQCCGEEHWmKHpa9XgUgL1/TERVXasCiaicdBMLIYQQQjRj0jIohBBCCFGJzw9+ztJ9S0kzptEpsBPzBsyjR0iPCvf95vA3rDy2kiNZRwDoGtSVOb3n2O3/6F+P8uOxH+2OGxo5lMWjFjfcTVRBkkEhmimzqqJTpF6vEEJUZnXcal7c9iLzB82nZ0hPlscuZ9a6WaycuJIgj6By+29L3sblbS5nXug83LRuLNm7hFlrZ/H9Vd8T5hVm229o1FCeHvq07bleo3fI/VRGuomFaIZeSElk4OH9LMtIdXYoQgjhspbFLmNKhylM6jCJdv7tWDB4AR5aD74/+n2F+z9/8fNc1/k6Ogd2pq1fW54c8iRWrGxJ3mK3n5vGjWCPYNuPn8HPEbdTKUkGhWhmUkwmPs1Mx6SqfJieilVVnR2SEEI4TIG5gLziPNtPsaW4wv1MFhOx6bEMihxk26ZRNAyKHMTu1N3VulahpRCz1Yyfm32ytz15O8O/HM6E7yewcNNCsgqzan0/9UG6iYVoZn7NzeZc+pdpsXCoqJAu7h5OjUkIIRxl4uqJaD20tud39rqTu2LuKrdfZlEmFtVCkLt9d3CQexBx2XHVutarO14lxCPELqEcFjWMkS1HEuUTRXxuPG/8+wZ3rruTT674BK1Ge4GzNRxJBoVoZlbnZNk935yfJ8mgEKLOVNVMfOzLtseuasXYFURGRtqeu2ndGuQ6H+z9gF/ifmHJmCUYtAbb9svbXG573DGgIx0DOnLFd1ewLWUbgyIGVXSqBifdxEI0I6eLi9lbaLTbtjk/r1bnygdS6iEmIUQToVrITF5HZvI6UC3OjqZSnjpPvN28bT+VJYMBhgC0ipb0wnS77emF6RVOHilr6b6lLNm7hPdGvUenwE4X3DfaJ5oAQwCnck7V7EbqkSSDQjQjq3Ozym3715hPkbX6lQJMwMdahUsNGkYbNPwp7yJCiCZIr9XTNagrW5JKJ39YVSubkzbTK6RXpcct2beEd/e8yzuj3qFbcLcqr5Ocn0xWURYhHiH1EndtyNu4EM3ILznZtscDPL0AKFJVdhoLqnX8TgWuc9Pwsl6DUVFQFYXvtPI2IoQAFA0+Qf3xCeoPStN4X5jedTrfHv6WH47+wPGs4yzcvBCj2cjE9hMBeGTjI7y24zXb/h/u/ZC3dr7FU0OfIso7ijRjGmnGNApMJe+xBaYCXt7+MrtTd5OQl8DmpM3832//R0vflgyNGuqEOywhYwaFaCaOFhVypKgQgF4enkzyC2RrQT4AW/LzGOTlXemxmcBrOoXvdeXf4LdqSloLnbtKlhDC2RRFT5teTwFNpxzd2DZjySjM4O1db5NmTKNzYGcWj1xMsEcwAEn5SShl1mv96tBXmKwm5v4x1+485yapaBQNhzMP8+OxH8kpziHUI5TBkYOZ3Xt2g41drA5JBoVoJtaUaRUc6+PHIC8v2/NNBXnMqeS4rfl53GfQkF3mDa+LVcUd2KlRyFcU9irQR1aoEUI0Qdd3uZ7ru1xf4Wsfjf3I7vmaq9dc8FzuOnfeHfVuvcVWX5pGO66otZ9WbaBTt0l06HoVHywpv4hmenoWV03+L527T6ZrzykcOxZv9/rV1z5Av0E3OCpcUUuqqvLL2VnEGmCMrx9BOj0dDe4AHCg0kmUpP/vPpKo8mnTalgh6qyrzTFY+K7Yy2VKa/W3SSiUTIYRorCQZbMbMZjNzH3iF3359l51bP+fFl5eRnp5lt8+cuS9y7dTRHNz3Hds3f0J4eLDttbXrNqOV8WKNwoGiQk6ZShZW7efpRbCupFP3XNewCmzNzy933NrcbFLMJgB6WVV+LLIyzaKiBQaVTQY1kgwKIURjJd3ELig1NZO//9lVq2Pd3PRcMqIfJpN9K4/B4IbBYD8eYeu2/XTr2o6oqFAALh87hF/XbmbadWMByM7OZfuOA3zy8TMAeHqWrkVnMpl49vklvPHKA8yY+UStYhUXpqoqP+dkkWQ2cWNAMO6a2ifeP5dZW3Csr7/t8WBPb5ZlpAGwuSCP0b6lq+SrqsonZ18D+D+zldKvAhAGtLOqHNMo7FMgB/CtdYRCCCGcRZJBF/TAw6+x7rcthIddeB2jihw4GMeEcRfz5de/2m1//LE7eGLBf+y2JSamEhVVOpU9KjKUhMQztudxcYkEB/tzw/RHiT1wnBHD+/Lic/ei0+l45bVPufmm8fj4eCEaxrfZmTyVnABAXFERz0RG1+o8VlW1jRfUAaN8SlO2Pp5e6BUFk6qWW29wl7GAfWfXJOxsVelXweozg88mg1ZFYYsGRlV/hRohhBAuQpJBF1RUVMyc2dN44L6ba3zskItvYfy4i3jvncfstp/fKlgdZouFrdv28dZrD9GzZwemz5jPRx//yBVjh/Hruk2sW72YkyeTanxeUbU9xgKeTU60PV+Zk8UoHz9G+NS87W2XscDW1TvEywc/bek/ew+NhhgPT7YV5HPaVMzp4mJauJX8rSwr0yp4k1mloo7gwVaVT84+3qxRGGWVWSRCCNHYSDLYBOl1Onx9K18m5JzIyBASElJtzxMSzzCgX3fb86jIENq0jiImpmT19KsmjOCPDduJjAgh9kAcbTqOx2y2kJqayRVX3sPPP75Z/zfTDKWbzcxNOIkZ+8RqYUoCvT097ZK56vilTBfx5b5+5V4f5OnNtrNLzGwuyONqt0BOFxfze14OACE6HWMLK14ioq8V9KqKSVH4W6OgUnHSKIRo+lTVTMKht22PReMho/+bsQH9u7Ev9igJCWfIyyvgl9X/MGb0YNvrEREhhIYGEBdX0lX5x4btdOnchnFXXETSqV85cWQVf/2+hB7d20siWE/MqsqDiac4Yy55I+3j4cmws5M8Us1mnk+pWUusWVX5Nbeki9igKIzwLt+yOLjM+oKb8nMB+DQzjXM9vtf6B1W6hqAn0PvsjokahXjJBIVovlQL6Qk/kZ7wk0uXoxPlSTLYjOl0Ol5+fi6XjLqDmP7Xcd9/byQoyJ8rrryHxMSSFsNXX7qfKdc+QI/e15CTk8/M2yY7Oeqm7fXUZFsrXYhOx0tRLXk8vAU+ZyeP/JSTxe+5OdU+3z/5uWRaSt6UL/b2wUurLbdPF3cPfDUl27fm55NjsfB9diYA7orCVP/AC15jsFVmFQshRGMm3cTN3JUThnPlhOF228q28vXr25V/t35W6fGtW0eyffOnDRZfc7ImJ4uPz47T0wEvR7a0LQHzUFgkjyWdBuCp5JLuYv8quouPFRXajgG4vMws4rK0isIALy/W5eaQbbXwTEoCBWdrFU/wCyBAd+HrDLaqvH728SaNwrUWGTcoRPOkwcu/pBZvftZ+QGaUNRbSMiiECzhaVMiCpATb8wfDIonxLJ2pPcHXn4u9fABIt5h5LiWx3DnKOl1czKz4OLLOtgr28fCssIv4nEGepV3FZesX3xhQ9Yz2zioEqCUJ4LnSdEKI5kfR6GnX5wXa9XkBRSMFKhsTSQabuaoqkIwYOZPO3ScT0+86Yvpdh9FYUtvWarXywMOv0rHrRLr0mMxX5y1lI2rm2eREjGrJt+jxvv5ce17XrKIoLAiPsnXn/pyTzfrc7HLnAThjMnFHfJxt3GEXgztvtmiNTqm8C3dwBXWJL/Lyoc3ZCiUXogEGne0qzlNK1hwUQgjReEg3cTN2rgLJ72vfw8/Pm74Db2DSVZcQFORvt983X7xA9+7t7bYtWfoDOTn5HI5dgaqq5SqXiOpLNBWz3VgyTrCl3o354VF2hc/PCdXreTgsgkfOdv0+kHCKET6+XOMfxABPLzSKQqbZzKz4OE6frTbS1s3A4ug2+FQwVrCsFno3IvV6Ek2l7Xo3BQZf4Ah7Q6zwy9lLbNIq9DZLV7EQQjQW0jLYBJnMZnJy8ux+ioqKy+1XtgKJt7enrQJJdbz7/rfMf2QmUNJqFRwcUK/30JysKdMte6VfAB4XqDQyztefS89295qBdbk53BEfx1XHD7M0PZW7Tp/gWHHJMjBRej3vRrepcswflPw/HFymq7ijwZ2BntVfUFxK0wkhROMlLYMuSjUmombuqvmB5nxW/PAHN90y325zbSqQnHP99EfQarXcdMM45t57IwDxp1P4YMn3rFy1gVYtI/jfm/Ps6haL6lttVyqu/DqAZSmKwnOR0XyYnsq3WRmkWUq6gk+ainklNdm2X6hOx/vRbQnTV3/cziU+vnx7dhbxzYHBFbZOVqZsabq9Z0vTCSGEaBwkGWyCJl41giXvP263rTYVSAA+/fgZoqJCyc7O5crJ/6VTx1aMu+Ii8vIKCAkJYMeWz3j3/W+478FX+XTZM/URfrNyoriIA0Ul4zC7uXvQ0s1Q5THuGg13h4RxR3Aov+fm8HVWOlvOLkcD4K/V8m50G1slkeq6yMuHpyNaoFIybrGmypam26qBHjU+gxBCCGeQbuIm6FwFkrI/FSWDFVUgiYwIsdsnKioUAD8/H665ehTbtu8v2R4ZyuSJlwIweeJl7Np9qKFup0lbU7ZV0OfCrYLn0ysKo339eL9lW35s25GbA4MZ6ePLB9FtaFeNiR/nUxSFK/0CuMovoEatgufIeoNCCNE4SctgM1a2Aomfnze/rP7HNg4QSiaYZGXlEhwcQHGxiV/W/M3NN04A4MoJF/PHnzuYdt1Y/vizpDJJdWRl5fL9D7+x8a+dnDyVREFBISHBAfSO6cSY0UMY3LlBbtUlqapqt4zLmCq6iC+ktZuB+0Ij6iOsWitbmm6TRuEOp0YjhHA41ULS0Q9sj0XjIclgM1a2AolVtfLgfTfbKpB8sHgBfn7ejBl3NyaTGYvFyoRxF3P1lJEAzHvwVqbdNI9FLywhMNCPpR88ecFrJSamsuDJd/j081+IjAxhQL9uxPTqhIe7gYzMHH7/czsvvbqcVi0CWHDfVVw7cYAjfgVOdaSoiONnJ3v09vAkXF+7rnxX4QnEWGGbFk5rFBIMWqKK5ANBiOZCVc2knvrW2WGIWmj0yeDbb7/Niy++SHJyMr169eLNN99kwICKE4mlS5cyY8YMu20Gg4HCwkJHhOqSqqpAsmNLxdVHAgP9WLPqf9W+Tu8B07j5xvHs2PwpXbu2rXAfo7GQ7z9byuvvrSU+MYP77xpb7fM3Rqtzs2yPK6sO0tgMsaps05Z0EW/3cyfqTH4VRwghhHC2Rp0Mfvnll8ydO5fFixczcOBAXnvtNcaMGcOhQ4cIDQ2t8BhfX18OHSod31absVGi5mJ3f1Nu/cLzeXi4M23yIKZNHkR6Rp5jAnMSVVVZfbaLWAOM8qm8OkhjMqRMabrtvgaukmRQiGZEg4dPyZq0xtyjSDm6xqNRTyB55ZVXmDlzJjNmzKBr164sXrwYT09PlixZUukxiqIQHh5u+wkLC3NgxK6nqgokUFJtZODQ6Vx97QO2bet/20Lv/tPo1fdaRl9xFxkZFVfDOKeqRLDc/oHlK2I0JfsLjbaFoQd4ehOkaxqlmzqpEHi2NN1uXwMm+a4lRLOhaPR06P86Hfq/LuXoGplGmwwWFxezY8cORo4cadum0WgYOXIkmzZtqvS4vLw8WrVqRXR0NFdddRX79++/4HWKiorIycmx/eTm5tbbPTjbuQokv/36Lju3fs6LLy+rsJLIhx+toHUr+8kJ9973Ml98sojdO76kT0xn3n2/6nEiGzbusPtpzlaXmThS1dqCjYmGktZBAKNWQ6x34x4HKYQQzUGj7SZOS0vDYrGUa9kLCwvj4MGDFR7TqVMnlixZQs+ePcnOzuall15iyJAh7N+/nxYtWlR4zKJFi3jyyQtPjnA15yqQlGUwuJVbXqZsBRLAVoFk2nWlY/UyMrL54qs1PPLQrbzz7je27YoCuXkFAOTk5tO5c+sq47r5ttK1DxVF4fihlTW+t6bAqqq28YI6FC5rIl3E5wyxwE9nS9Nt93OnV2756jdCCNFYfH7wc5buW0qaMY1OgZ2YN2AePUIqXkn1m8PfsPLYSo5kHQGga1BX5vSeY7e/qqq8vettvj3yLbnFucSExjB/0Hxa+bZyyP1UpNEmg7UxePBgBg8ebHs+ZMgQunTpwrvvvsvChQsrPGbevHnMnTvX9jwhIYGuXbs2eKxkHIG4WvzvKcqu1wokjy542265mXPeeesRxo6fjZubjnZtW/Dmaw9WGVrc4Z9qcidN1k5jAWfMJZVDhnh546dtWv8My643uN3XwG1OjEUIIepiddxqXtz2IvMHzadnSE+Wxy5n1rpZrJy4kiCPoHL7b0vexuVtLmde6DzctG4s2buEWWtn8f1V3xPmVdJ4tWTfEj478BlPD3uaKO8o3tr1FrPWzuKHiT9g0FZdeKAhNNpu4uDgYLRaLSkpKXbbU1JSCA8Pr9Y59Ho9vXv35ujRo5XuYzAY8PX1tf34+PjUKW5HmHjVCLLTNtj9zHvo1hqfZ+fOg2Rm5jBieL9yr736+qes/fl/JJ78lcEDe7Lo+Y+qfd5ly3+qsFZycbGJZV/9XeM4XVVsdgovH/yTrzLTOVJUiPXsWLqy5ecub0JdxOcEAZ3PJoRHvdzI1DXatxkhRDO3LHYZUzpMYVKHSbTzb8eCwQvw0Hrw/dGKx9g/f/HzXNf5OjoHdqatX1ueHPIkVqxsSd4ClLQKfnLgE+7oeQeXtryUToGdeHbYs6QWpPLbqd8ceWt2Gu27tJubG3379mX9+vW2bVarlfXr19u1/l2IxWJh7969REQ4d7He+lZfFUg2b93Lxr930rrDOK67cR6/rPmbO+5cSGpqJgcOxtG7d8kK0VOvHsU/m3dXO74ZM58gO7v8bOHc3HxunVP55J/GpNBi4s7t3/Fx3A6eTklkStwRLjoSy+z4E7bxggZFYYR30+oiPmdomdbBHX7O+aYrhBAVKTAXkFecZ/sptlQ8lMVkMRGbHsugyEG2bRpFw6DIQexOrd5nXqGlELPVjJ9byRf/03mnSTOm2Z3Tx82HHiE9qn3OhtBok0GAuXPn8v777/Pxxx9z4MAB7rzzTvLz821rCU6fPp158+bZ9n/qqaf49ddfOX78OP/++y833ngjJ0+e5Pbbb3fWLThV2QokeXkF/LL6H8aMLk2k75w1lYQTazhxZBVffLKIy8cM5b135hMQ4ENqWiZxcQkArP9tK506Vn+sg6qqFS7pc/r0Gfx8Pet+Yy7g1+QjZBYb7bblWq1syM8l21qyEPPF3j54abXOCK/BDbHrKq55aTwhhGgoE1dPZPDng20/H+z9oML9MosysagWgtztu4OD3ININ6ZX61qv7niVEI8QW/J37riKzplmTKvprdSbRj1Y6dprryU1NZUFCxaQnJxMTEwMq1evtk0qOXXqFBpNab6bmZnJzJkzSU5OJiAggL59+/LPP/84ZgygC6qqAklkZEilx/3vjXlMmHQvWq2GqKhQPv7wqSqv17v/NBRFQVEULhszC52u9M/PYrEQdyKRsZd0qbf7c6ZvTu2xPZ4eGMzp4mJ2GvPJtJRW5JjsF+iM0BwixgoeFitGrYYdfgasNPJvnkKIqqkWUuI+sT12VSvGriAyMtL23E3bMKsefLD3A36J+4UlY5Y4bSxgdTXqZBBg9uzZzJ49u8LX/vjjD7vnr776Kq+++qoDomo8qqpAcs6I4f3sxg5ePWWkrTRddU28cgQAu3YfYszowXh7lbYCurnpad0qksmXBNfonK7ocG4qu7ISAWjvHcR9IeEoioKqqpwoLmZPYQFhOj2DvJruWop6oFdOEZsDPMjSaznuqad9gcnZYQkhGpCqmkmJ+9TZYVTJU+eJt1vV778BhgC0ipb0QvtWwPTC9Aonj5S1dN9Sluxdwvuj36dTYCfb9nPHpRemE+JZ2uCSXphO58DONbmNetXok0HReDw+fxYArVtFcu01o3F3L/9NSc3c5eCo6l/ZVsFrWvZCsZaMy1QUhTYGA20Mrv0Nsb70O5sMQsmsYkkGhRCNiV6rp2tQV7YkbeGylpcBYFWtbE7azLTO0yo9bsm+Jby/530Wj1pMt+Budq+18G5BsEcwW5K22JK/vOI89qbu5dpO1zbczVRBem6audpWIDl2LJ5+g26gfZcr+c/dz6CqaoXHVuTm6RMqTASbggKziZ8SDwDgrtUxLrJpdHvXRr/s0prf2/1k3KAQTZ+CwaslBq+WQNMoPzS963S+PfwtPxz9geNZx1m4eSFGs5GJ7ScC8MjGR3htx2u2/T/c+yFv7XyLp4Y+RZR3FGnGNNKMaRSYStblVRSFG7vcyLt73uX3U79zOPMwj/z1CCGeIVza8lIn3GEJaRlsxs5VIPl97Xv4+XnTd+ANTLrqknKl485VILFYSutMPvTIGzwxfxbjx13M1dc+wKqfNzJ+3MV1jqltvwe5ZFhnFj48icjwgDqfz9HWJB0iz1wyM+3yiE746Jtm0lsdUUUWIgrNJLnr2O/thlGj4GGt/pcGIUTjomjc6DTwXQD2/jER1Vrk5IjqbmybsWQUZvD2rrdJM6bRObAzi0cuJtijZEhTUn6S3YTIrw59hclqYu4fc+3Oc2evO7kr5i4Abu1+K0azkSc3PUlucS69w3qzeORip44rlGSwCWroCiSqqvLP5t18/cULANx4/RWsXLWhXpLB6dcO4WR8OsPGL+L49hfqfD5H+zq+dGmAq6N7OjES19Avp5CV7t6YNQq7fAwMLtNaKIQQjcH1Xa7n+i7XV/jaR2Pt19hdc/WaKs+nKAqze89mdu+K5zs4gySDrioxEXbV4ltVfn6DVyBJT88iMMDP9m0oKqr8cbX1xAMT6+U8znAg+wz7sksWQe/sG0p3v+otft6U9csuYmVoyUDt7X6SDAohhCuSMYNNkCMqkNTFU0+/R0GBsdx2o7GQp17+sV6v5UjfxJdOHJka3bPCtRSbm145RWjPdg3LuEEhhHBNkgw2QQ1dgSQoyJ+MzGzbpJGEBPvjqvLk0++Rl1c+GSwoKOSpl36oya02mFxTEV+f2sOerKRq7Z9vLmbV2Ykjnlo9V0Q6b4kAV+JlVemaVzKGMtFdR5KhaS6yLYQQjZkkg81YbSuQKIrCoAE9WPXzRgA+/fwXJtRgvGBlFUh27zlMYIBX3W+sjo7npXP9P5+ycP86btz0OQv3rSPPdOEu+58TD1JgKVk65YrIznjpGmYR08aoX06ZWcVSjUQIIVyOjBlsxmpbgQTg+WfncN2NDzPnvpe47JL+jLvioiqvFxA63FaBpGO3iXYJocViJS+vgFk3D7/AGRrehjPHeWjXz+SXqVX5dfweNqQe5/HuoxgW0qbcMaqq8rVdF3Evh8TaWPTLLuKjFiWPd/u60da54QghhDiPJIPNXG0rkHTo0JIdWz6r0bVee+l+VFRunfkkTy74D36+pSvAu7npad06gkGdnLP0iKqqLDm+jTcO/8W5CFp7BZBSmIfRYiKlMI+7tn/PVVHdeKDLcFRV5UhuGkfz0onNTuFgTskEmu5+YXTxC3XKPbiq1sbSxaZT9dJNLESTpVpIPfmN7bFoPCQZFA5z8/QJALRpHcXQIb3sahOf44wKJEaLiSf2/sovSYds20aFd2Bhj7FkFhfw5L61bE4/BcAPCfv5OfEgpkre6GQ5mfLcVPA2W8nTaciSZFCIJktVzSQd+9DZYYhakDGDzVxVFUguvvQ2evW9lq49p/DU0+/Ztl9/0yN06jaJ7jFTmfdo+ZbE8+Xnl04YGX5x3woTQfv9HbNYabHFzMyt39glgnd3GMJLMePx1OmJ8vTj3f5TeKL7KLzPjgOsLBEcGNSyWVccuZAAU8nvLFMvbzlCCOFqpGWwGatOBZKfVryOr683ZrOZYSNuZcK4i+nduzPTbxzHp8uewWw2M3Lsnfz2+1YuvWRApddq3+Uq5syexs03jSeikpnHqqqy9s/9vLp4DRcN6sS8OePq+5bLWZt8xDZj2EOr59meY7ksvIPdPoqiMDm6B0OCW/PKoQ3szkwk0sOXDj7BdPAJoYNPMO28g5p1tZGq+JusxHuAUauhWKvgZpFKJEI0PQp695L3d1NhKiD/zhsLSQaboPqsQOJ7dlyfyWTGZDLbJn2MHTMUAL1eT0yvTiQkXHjR6T/Wvscj89/iiYXv0qtnR/r17UJkRAju7gYyM3OIPXCcTVv2otNYePj/xjFr+og6/Q6qa3VyaYvgK70nMDSkdaX7hnv48EJMwyeoTVGAubQ1NdddR1C+6QJ7CyEaI0XjRpchHwNNpxxdc1HrZNBkMpGcnExBQQEhISEEBgbWZ1zNXl5SLil7a/6BaSoortcKJABDLr6FvfuOctesqcTEdLJ7LTc3n1W/bOT+/950wbg6dWrNt1+9xKlTSXz97To2/rWTfzbtwWgsIjjYn94xnXj/nccYO9AbrdYxXYk5pkL+Tj0BQIjBi0HBLR1y3eYowFRa1zrXXSvJoBBCuJAaJYO5ubl88sknfPHFF2zdupXi4mLbmnEtWrRg9OjR3HHHHfTv37+h4hXVMPGqESx5/3G7bRUtOl1d/2xYSm5uPldf9wD79h2le/f2QEm37i23Pc6dd0wlOrp6pddatozgvv/exH2VJI+OnEDye8oxzGpJkjI6vCNaRcazNRS7ZNBDOiSEEMKVVPvT75VXXqF169Z89NFHjBw5khUrVrBr1y4OHz7Mpk2bePzxxzGbzYwePZqxY8dy5MiRhoxbXEB9VSApy8fHi8suGcDqX/+xbXto3usEBPhWmti5ul+SDtoej43odIE9RV2dm0ACJd3EQgghXEe135W3bdvGhg0b6NatW4WvDxgwgFtvvZXFixfz0UcfsXHjRjp06FDhvsI1lK1A4ufnzS+r/2H+IzNtr2dn51JcbCYkJICiomLWrN3Ef//vBgAWv/cNO3cf4ucf36j29eY+8HKV+6iFqbzy1HU1v5kayiw2suXscjER7j709I9o8Gs2Z/7mst3EkgwKIYQrqfa78ueff16t/QwGA//5z3+q3lE4XVUVSEwmE1OufYDiYhNWq8o1V49i/Nmyc7PnPE+bNpH0H1zSKjjnnmnMuPmqC15v565DF3wdQDHnVblPfViffATL2drKoyM6VlgeT9Qf+5ZBWWtQCCFcSbWTwbfffpvhw4fTvXv3hoxHOFhVFUi2b/60wuPMxm01vtbva9+rch9HjRksO4tYuogbXtkxg3nSMiiEEC6l2mMGk5OTue6667jkkkv49ttvsVqtVR8kRBn3P/QqBw/GOTsM0ovy2Z5+GoAWHn509Q1zckRNn7QMCtEMqFbSTq8k7fRKUCVHaEyqnQwuXLiQffv28dlnn5Gfn8/TTz/dkHEJB7lQBZKCAiOXT5hN5+6T6dbrat58+4tyx9//0KsER1xarWv9sPIPusVMZcjFt7Bk6Qq7qiSOtDb5CNazi6GOjewkXcQOYFDB01Ly4SBjBoVomlTVROLh/5F4+H+oqiwf1ZjUeC2NiIgIFi9ezL333tsA4QhHOleB5Ldf32Xn1s958eVlpKdn2e3z8AMzOLjvO7b8vYy33/mKo0dP2V6LjT1OcnJata93JPYHfl/7Lh07tGLO3JcIjx7FrTOf4J9Nu+vrlqqlbOm5seHSRewo/iZJBoUQwhXVamG1LVu2UFhYWG57Tk4ODz30UJ2DEo5RtgKJt7enrQLJOZ6eHgy/uC8A3t6edOrYiqQyyd+Dj7zGswtn1+iaF1/Ul6UfPkly/Fpef+V+jhw9xbARt9Klx2ReemUZKWeya3S+tKJ8VibEkmMq//dYkWRjLjszEwBo4xVIB5/gGl1P1N65rmKjQYtZI62xQjRFWr0fWr2fs8MQNVSjZPDqq6/mueeeA+DMmfKVKvLz83nppZfqJzJRa+fK0ZX9KSoqLrdfdSuQAMTHJ7Nn3xH69O4CwJdfraFfn660bFm7JVm8vDy49ZaJbPx9CYf3f8+ksd1Y9Pz7tOr7QLXPkWzMZepfy3l0z2oe3/trtY5Zm3zY9niMzCJ2qPOrkAghmhZFY6DbRV/Q7aIvUDRSq70xqVF/TcuWLfnpp59QVZVevXoRFBREr1696NWrFzExMRw6dIiICFmvrT4kpxWy/3D5BK4qBUZLtcvRVVdRUTHX3vAwLy66Fy8vD/Lzjbzx9hesW/1Orc5XVt7pLWz4dSsbNh0iM6uATu2rV8mkyGLmvzt/JL24AIA/zxwn11SEj/7Cb0Crkxw8izhubcNfw4lS9iZXe9/z6xMHFJgbIiQhhBA1VKNk8JVXXgHAzc2Nv//+m8TERHbu3MmuXbv4/vvvsVqtvPDCCw0SqKi+6pajq6gCyYB+9ksHqarK9BnzuWLsMK6eMhKA48dPc/RYPF16TgEgMzOHnn2uYc+/X1U7xr/+3smSpT/wzYpfUa0qV4/rz3PzpzJ0QNULlauqysL969ifnWLbZlat/JN2gjEXSPASCrLZm12SvHT0Caatd1C14xV1Z98yeOG3nk3JGgaHy2xEIYRwhFqN5M7Pz0ev1wNw1VUXXmhYON65cnRVqaoCCcC8R9/E09Odxx653batR48OpJxeZ3seHHFptRLBpKRUPl7+E0uXreTIyVP0ursrbV/rgEVROaIv5KWif1iyZRdBBk9aePoxpUUPojzLjz357OROfkyIBUCBs/OCS1oHL5QMrrHrIpaJI47mL8vLCCEaoc8Pfs7SfUtJM6bRKbAT8wbMo0dIjwr3PZp5lLd3vU1seiyJ+Yk82P9BbupqX7L1f7v+xzu77XvWWvu2ZuWklQ12D1WpVTJ4LhEUjVtVFUisVivPv7SUrl3aEtOvpETc88/+H2NGD6nV9aLbXkFQkB/jZw6nZfeWJBVlcC6VyzYVkm0q5Bjptv0/Pr6Daa1imNluAH5uHgBsTT/FSwf/tO3zbM/LWbh/HQUWE3+lxmFRrWiViofC/pJYphaxzCJ2OLuWQQ+ZUSyEcH2r41bz4rYXmT9oPj1DerI8djmz1s1i5cSVBHmU710qtBTSwqcFo1uP5oVtlfeUtvdvz/uj37c91yrO/YJc7XfkU6dO0bJly2qfOCEhgaioqFoFJRynqgokavG/VZ4jLem3al3r00+fIb51OssPrcZaVJIEGjRaOvqEkFFsJL0on0Jr6Tgyk2ph2YkdfH96H7e3G8CI0Hbcv/MnWxm529r2Z1xUF9anHGVdyhGyTIXszUomJiCy3LUP5pzhUG5Jl3h3vzCivfyrFbOoPwFSn1gI0cgsi13GlA5TmNRhEgALBi9g4+mNfH/0e27vcXu5/bsHd6d7cMlwq9d2vFbpebWKlmAP11nNotqzifv378+sWbPYtq3yMmTZ2dm8//77dO/enW+//bZeAhRNw960Y8w//iEfH/wF69lkruBYAfsfPsiXU9azdto//HvLbg7dfZAfL57BbW0HYNCUfFPKNRfx6qGNTNy4lKyzS8gMDW7N7I5DARge2tZ2nT/PHKvw+ue6lQGuipKSis4gVUiEEK6gwFxAXnGe7afYUvFkTZPFRGx6LIMiB9m2aRQNgyIHsTu1buvjnso9xaVfXcrYb8fy0IaHSMpLqtP56qraX89jY2N55plnGDVqFO7u7vTt25fIyEjc3d3JzMwkNjaW/fv306dPH1544QWuuOKKhoxb1JOfVm3gvgdfxapaeej+W7j91kl2r9/9f4v45rv1RLcIs6tTXFhYxH/ufpZNm/eg0Si8v3g+w4b2Lnf+7KI83tj9DV8f/R1DZMlMXy0aLnPrw9Ce3dE8exKATduP8uaH67GarbT2CmBOp2Fc27IX/zvyDz8k7EeldGxgS09/no+5wtYdPCykjW3s4J9njjOn00V2MZisFlYlHABAr2i5PFK6iJ1B6hML0cSpVjKS1toeu6qJqyei9Sj9Qnpnrzu5K+aucvtlFmViUS0Eudt3Bwe5BxGXXfvSqj2Ce7Bw6EJa+7YmzZjGO7vf4ebVN/P9Vd/jpfeq9XnrotrvyEFBQbzyyis888wzrFq1ir/++ouTJ09iNBoJDg7mhhtuYMyYMXTvLq0ujcW5CiS/r30PPz9v+g68gUlXXUJQkL9tn+uvu5xbb7mKWXc9Y3fs089+QMcOLVn64ZOYTCby8+0XfbaqVr479iev7/6arKI82/auga15ZtAdtPdvAcDBbb8w7+lvWPnrbm6YMognH5xo2zfcw4eneo7hxtZ9eO3wRv5KPYG/3p3X+lyJr97dtl+QwZMe/hHsyUriaF46CQXZdhNP/kqNI9NUUvru0rB2dscKx/GwqrhbrBRqNdJNLEQTpKomTh94xdlhVGnF2BVERpYOJ3LTll9toyFd1KK0waITnegR0oMx34xhzYk1TO4w+YLHXmgcYlkP9n+wRjHV+B3Zw8ODq6++mquvvrqmhwoXU7YCCWCrQDLturG2fYYOieHEicRyx37y+c8c3PsdUDKhyN+/dFLRvvTjPLNtGfsyjtu2eegM/Kf7RG7qPAa9RkdiYiqPP7WYj5f/yJgR3dm5/gm6d2lRYZwdfUP4X7/JJBRk461zs00mKevikLbsySppZt+QepxprUpbKVec3m97fFWLbtX63YiG4W+2kqzVSDexEMJpPHWeeLtVveJGgCEAraIlvTDdbnt6YXqFk0dqy9fNl1a+rTiVc6rKfQ9mHKxyH4WaF1Oo89fzzMxMfv31VxISSkp8RUZGMmbMGAICAup6alFL5yqQlGUwuJVba7AmFUjKysrKRafTcv9Dr/LPpj306tmBN159EB8fL5YfXM2L/36OauvUhctbDeK+3tcR5hlIdnYuzz63hDf/9yUxvTqy7psHuGhQx2rdV0XLzJwzPLQtbx35GyjpKj6XDKYXFbAxtaQ5P9TgxeDgVtW6lmgY/iYryQbId9dhUUCrVn2MEKLxOFd5RLUWOTmSutNr9XQN6sqWpC1c1vIyoKTXa3PSZqZ1nlZv1ykwFRCfG8+EdhOq3HfJmCX1dt2yalWb+JwPP/yQwYMHs2XLFqxWK1arlS1btjBkyBA+/PDD+orxgt5++21at26Nu7s7AwcOZOvWrRfc/+uvv6Zz5864u7vTo0cPfv75Z4fEWVOnchU2JWtq/JNrUljxwx/4BV9s97Po+fr7AzKbzRw7dprLxwzl362fEREezHMvfMTx7ERe2fmlLRFs5xfFh5c9zAtD7yLMM5AXXlpK205X8tPPG/l8+bP8s2FptRPBqnT0CSbc3QeAbemnKTCXDAj+OfEg5rNjV8ZHda102RnhGGUnkci4QSGaFkVjoMeIFfQYsaLJlKOb3nU63x7+lh+O/sDxrOMs3LwQo9nIxPYTAXhk4yN2s4ZNFhMHMw5yMOMgJquJMwVnOJhx0K7V76VtL7EteRsJeQnsOrOLOb/PQatoubzN5VXG89K2lziefbzK/WqqTu/GL7zwAv/++y9eXvYDHhcuXEifPn247bbb6hRcVb788kvmzp3L4sWLGThwIK+99hpjxozh0KFDhIaGltv/n3/+Ydq0aSxatIjx48fz2WefMXHiRP79998mNdaxPiuQVCQoyB9fX2/GXVEy7mHSxEt5fOFiFu1Yjlkt+bC/tsNlPNT3BvSa0j+xhx99Ew8PA+3bRfPx8pV8vHwlmLLLnf/bj2ZX70bLUBSFi0Pb8tWp3ZhUC5vTT3FpWHt+TCjTRRwlXcTOdn59Yj+jlKQTQriusW3GklGYwdu73ibNmEbnwM4sHrnYtixMUn6SXY37M8YzTF051fZ86f6lLN2/lH5h/fho7EcApBSk8NCGh8gqyiLAPYA+oX349IpPCXQPrDKe3+N/Z/mB5fQI7sGUDlMY03oMnnrPOt9nnZJBRVHIzc0tlwzm5uba/XIayiuvvMLMmTOZMWMGAIsXL2bVqlUsWbKEhx9+uNz+r7/+OmPHjuWBBx4ASpLWtWvX8tZbb7F48eIGj9dR6rMCSUUURWH0yEFs2rybwYN68cef2wkcGMDm5JLEK9IrmPt6X2eXCAJMv3E85f4simtef7kyw0Pa8NWpkun+f545RqSHr21twZ7+EbTxrvofmmhY59cnhsbflSSEaNqu73I913e5vsLXziV450R5R7H35r0XPN+Lw1+sdSyrJq9ie/J2vj/6Pc9tfY7ntj7H6NajmdJhCjGhMbU+b52SwZdeeonhw4fTvXt32wLTp0+fZv/+/bz88st1OXWViouL2bFjB/PmzbNt02g0jBw5kk2bNlV4zKZNm5g7d67dtjFjxrBixYpKr1NUVERRUekHVm5ubt0CdyFVVSCJjAzhltseZ83aTaSnZ9GizVheffE+pl49iuef/T9umjGf3Nx8otuEU3iDAmcnFD/Y53o8dOW7CJZ++GS5bWrmrnq7nwFBLXHX6ii0mNlwJg4PbemkFmkVdA3+NahPLIQQorx+4f3oF96PRwc+ypoTa1hxdAXTf5lOa7/WTG4/mfHtxtd4Qes6vRuPHz+eyy+/nK1bt5KYWDLjNDIykgEDBqDVNuxswbS0NCwWC2FhYXbbw8LCOHiw4tk2ycnJFe6fnJxc6XUWLVrEk0+WT2KaiqoqkFSUwAG0bduCv/8s+Ub0+q6v+SC2pKbi0IgeXNqibwNFe2EGrY5BQa3448wx0osL+OrUHgDcNFrGRNTP2ERRN3YLT3vIjGIhhKgtT70nkzpMYlKHSZzKOcWKoyv4YN8HvLHzDf69qerqYWXV+au5Vqtl8ODB5bZv2bKFgQMH1vX0Tjdv3jy71sSEhAS6du3qxIhcy4mcJJYeLJmEo9NoebjvjQ4ZIlCZi0Pb8MfZKiTnJo5cGtZe1hZ0EQHSMiiEEPWqwFTAjpQdbE/ZTk5RDq39Wtf4HA32bjx16lROnap6zZzaCg4ORqvVkpKSYrc9JSWF8PDwCo8JDw+v0f4ABoMBg6G0yzMnJ6cOUTctqqry3I5PMFtLWntu6XwFrX0jnBrTxSFty22bKF3ELkPqEwshRP34N+Vfvj/6PWtPrkVVVUa3Hs1/+/6X3qHlq4FVpU7vxtdcc02F21VVJSMjoy6nrpKbmxt9+/Zl/fr1TJw4EQCr1cr69euZPbvi2aiDBw9m/fr13HvvvbZta9eurbBls7moqhzd1m37mHH7ExQVFzP9hvEseOwOANb/toW5772O9cqSP6FQ9wBmdr/S4fGfL9Tdm66+YcTmlCT9oQZvBga3dHJU4pza1idWgb86BmDWKFx0OANdLSpdRbvLooZCNCjFQnHaRgBaGCyguta/uWyNa8VTG6kFqfxw7Ad+OPoDJ3NO0jOkJw/0e4DL21xep1nFdUoG161bx/Lly/H2tp+5qqoqGzZsqMupq2Xu3LncfPPN9OvXjwEDBvDaa6+Rn59vm108ffp0oqKiWLRoEQBz5sxh+PDhvPzyy4wbN44vvviC7du389577zV4rK6oOuXo7r57AZ+9PYNunaMYNv5ZJl4SSY+uLbj3/qcJebgFqeZ8ADoc98Aj9wCu8E/t4tA2tmRwgrPWFoxb6/hr1rddu8ptStlb+fjaC9l/uKRFXQW0vcKxaDWk6PRsSq78/03Z1+K6+rK1f0kL/nZfT4b8lIimFgnh4HDXrZdaUxf63QnhFKqJ/MPPVL2fqLVR34zCz+DHhLYTmNxhMm39y/eG1UadksERI0bg4+PDxRdfXO61nj171uXU1XLttdeSmprKggULSE5OJiYmhtWrV9smiZw6dQqNpvQNc8iQIXz22Wc89thjPPLII3To0IEVK1bUyxqD9Tkr1kObz9/ZKq28rER7Vu8N36Kq7MlSSStS0RXFk33Kfka1wU2HwaC327Zl21G6dQgi0jMRTDB2RAfWrPiCaZMHAZCYnInZbKVnt2gArp04gJ/W7qZH1xYw0tOWCPpn6BngFVXX2y5RD0nUVEz8ondDoyjcoMlx7cSsgoTL1dQmATyX/J1TNnEx5Fso8NVQ5GnfMhhfWPFYUxXY2690WaCEDj78PiqCDj8mo1Tj20dTbRFsSomtEI6QWmiFQ86Oom5eGv4Sl0RfglZTvxPw6pQMfvfdd5W+tnatYz6AZ8+eXWm38B9//FFu29SpU5k6dWr5nWupPpPAc5577GpGrf6Hj45bCHa30jtAS5SnUuHEDLNV5WCOlT2ZFjQKvP7CLezaH8/Vt/3Pbr8F91/JEw9MtNuWmJxFZERp2cCoiAASkrPsXo8K97d7/c9Nh/gpIRZizpYcKrZiWZPP9I+G1v6G6zlZC9Hp+bFtyexhZ05maQ7OT/qqw1BgpsBXT5GHFqsCGrXyRBAgq50nxhD7pYrSuvuisai0+ymlFlU4hRCicZr7x9wqP9cUFHZN31Wj89YqGYyNjaVz5852rW6i/oQE+7Lr4AdkZuUzZvC9rE8246NXiAnQ0tpbQaMoFFlU9mdb2ZdlwUun8MH//sOU8f3QajUUFZm4/66xduc0uNXPYP18TzNP7V9ne/5038v5e/d+Fr2+isfmVl1X0VEkCXRd7vkl4wZVjUKxuxZ3o+WC+ycOLG0VDN+eRUpvP1Stwplefihmlbarz0hCKIQLsCruHG7zIwAd465EoxY6OaKm57VLXqv0td2pu/nswGdY1Zr3GtQqQ+jevTvu7u507dqVXr162f34+/vX5pSiAgH+Xmw98D75+UV88OkGHnvyc7alQ5SnhiO5VoINCt998l/GXNLdLvkxGPTluoQrEhnuT2JSpu15QlImA3q3tXu9bEvhieR0jvTIo9BSUkJsUotuXNWiG5ETPHnixRV1v2HRLLgXlJagK/S6cDKYF24gu03JoGj39GLa/HoG35MFHJ4UARqFlL7+aExWWq9Pk4RQCNHkXdry0nLb4rLjeG3Ha/x5+k/GtR3H3TF31/i8tWra+/PPP/H19SUqKorc3Fzef/99LrnkEoKCgujUqRPz588nKyurNqcWFfDyMjDnjlGkx73HKy/OoMgCv/0wj4QTHzL20h61bgUb0LsN+w4mkJCUSV5+Iat/28uYS0rHT0aGB6DVKuzZH4/ZbOHzvD3kGErKx5kSi5nmXTIudP3GWDq2q3x5HiHKci8oTf4KPS/8fTRxYOkwhsitmSgqBB/Mo8OPybaZikmDAjk6IYyCoPL1t4UQoqk6U3CGJ/55gsk/TsaiWvh6wtc8M+wZIr0ja3yuWrUMzpkzh3feeYdJk0qXIVm/fj2zZs3ixhtvZN26dXzyySds3bqVkJCQ2lzC5alZ+1E9kxx6TTc3HTOmXcSMaRfVy/l0Oi0vPXEtl05+AatV5YG7xxIU6M2461/l/VduITI8gDefvZHr73wXU1cthqv8APDU6rkltB9Tb/4fWq1CVEQAS9+4rXZBuPLkDlFvBodbbZNI3PPLtAx6aisdL1jkoyOtqw8AunwzIXtKxyeG7M/FqlM4Nr7kS0hqTz9Se/rhF5dPxPYsAo7kV2tyiRBCNDa5xbm8v/d9Pj/wOZ0CO/HB6A/oG1a3yl+1SgYPHjxIt272C/ledtllvPrqq3z88cf88ccfXHPNNTzyyCO8//77dQpQNKwrx/bmyrH2C1Su+uy/tseD+rXj25/mcOOmzyg6u7j0Ez1GMzaiE/+ZUH4WuWg+ajN5BOxbBou8dFS2MlbSAH/QlCSK4Tuy0Zrts7uw3TmgQNyoUKxuJYlmdhsvstt4YcgyEb49iwF7M0Am3Qohmogl+5awZN8Sgt2Def7i5yvsNq6NWiWDffv25dNPPy1Xs7d79+78+uuvKIrCAw88wLXXXlsvQQrnyC428vGJHXx2YqctEby2ZS/GRnSqv4u0GdV8Wwcb8bIyNU0E7ZaWKTNm8IybjtYV7G82aEjpXdISrTFZCd+RVeF5w3blEHQgjzM9fUnu509hYElXcZG/npMjQ/DXq3TenlnhsUII0di8tuM13HXuRPtG8+OxH/nx2I8V73eBiSYVqVUy+NJLLzFy5EiOHz/Oo48+SufOnSkuLubVV18lMLBk5l9ISEi50m/CdaiqihW1wgWZc0yFLI/bwScndpJvKbZt7+obxgOdhzsyTOGCapIIVrQw8rnZxAAmL/u1ss6tCXiwny8WQ8lrrWNzaGc1Q6XlpS202ZuJujeT5NZeHOntT1LbkoXwU1p50Xl7pqzJJ4RoEia0m4DSANPlapUMDhw4kE2bNjFnzhy6du2KwWDAbDaj0+n46KOPANi5cyeRkTUfxCjqn1VVOVWQxcGcM7afA9lnyDQZ8de7E2TwIsTgRbDBCw+tntVJh8g1F9mO1ytaJkd3Z3aHIbhp67GebHNoEWwErX+VqaxVsFtH31p3EQOkZ5Ymg1pfbblFoa0aONyndOJIpx3VK22pABEn8gk/kc+Ps9pR6K0jPcKdgeclgt06+tY6dmeqy+9cCMew4FWwxfZY1L9nhjVMhZdaf7J3796d9evXc/LkSXbv3o1Wq6Vv376Eh5cM6A4JCeG5556rt0BF7fyVGsf8PWtILy6o8PUsUyFZpkKO5aWXe02naJjUoju3txtAhEc9fYBKAujyqlNxpDYJYXyhQrS7ShvVwnaLiqpVKpxNbBjgjdGnZGmk7vG5jDEUsakGCx8oQHCikdMdfTAZtKT4GRgZZqjyOFfXWJNY0bz04MWSB74egIdTYzlfUp4VNmY7OwyXVOdmnlatWtGqVaty2y+6qH5mvIryii1mDuScoatfGPoLlKRJNObw4K5V5JmLy70W4OZBlIcvGcVG0oryKbaWaa1RFK6K6sZMNxNRbiokbyl3vEM08qSqumpb79eZziWCNamPe64FUAF8i8xke+pRfbR2Xbgq8HKXINvzSw6UfEmpaTdvYW4BpymZiVzUPQBSK/4yJIQQopbJoNls5vnnn+enn36iqKiIHj16cOONNzJq1Kj6jk9U4Il9a/kp8QCdfUL4cOA1+OjLt3pYVZXHtnxuSwS7u3twsbcPnQ0edHb3IEyns61PqKoquVYr6WYT6RYLrdzcCNEpgBPWbWsmCSA0ziQQShLBc0lgZcvCnN/1e34y93ehhWxPPbnuOqyULniaEGDgdGDJ4MDodCNtU421irF1WulxsV5ujGsCyWBYD1nLU4i6MGUWA9IyWJFaJYMPP/wwn3/+OTNmzMDNzY3Y2FjGjx/P9ddfz5IlS5pHKbD4jVBU2aIY9aiNfYKdVWzkl6SDABzMTWXuzpX8r98k+xbCuLUsT09luzEfgAidnnej2+CjrbgVUVEUfLVafLVa2jTMXVStiSaBjTXhq0x1EsFzr52fEJblXVgyo9iqUTC6afEqLmmZ3tLW37bPoKNZtR4mHZ1RiN6qYtIoxHrLYtRCOILJ4sZH+xYBMKP7PPTa8r1SwjXVKhn87LPP+OKLL7j44tJ15uLi4hg/fjwvvfQSDzzwQL0FKOz9nnIMi1r6Ibsl/RRP7FvL0z3G2JLww4WFvJFWMpNbAZ6JbFFpIihEbUW7q1W2DFbWvetjLF1eJte9JBk0axR2tCkZF6c3W+lzsqQrurZj5ToUFBPrbeC0h55snQY/s1Va14RoYGZr4x+f2xzVKhnMz8+nRYsWdtvatGnDm2++yaxZsyQZrE/nTbhYF3/C9lhLyXytlQmxRBSmMjsknGKrlXlJ8ZjOJozTA4Pp5+ntuHhro4m2CjY1ZVsFoSTRG1zFMZUlcm08tWw7+zjXQ0d4TjE5/UMoMJS8JV2UXUi/NnX7u+2SV5IMAiR1C6WjrC4jhBAVqlUyOGzYMD7++ONyi063adOGxMTEeglMlJdrsbApPw+AUJ2Oh0IjuT/xFCrwXnoqEXo3ThYXcaSoEIAOBnfuCQ5zYsTV0EQTwabSPWw/UaQkERwcbq3zzFZ/U2lm5tfGh25+Oh4L9rJtG51W9zF+3fKK+fbs410aheFWqU8nhBAVqVUy+PzzzzN06FAyMzO555576NChAyaTiTfffJOuXbvWd4zirA15OZgp+UAb6ePHKF8/HjBH8MKZkhrJTycn2Cpv6RWFRREtcNNUf7anw1QjAWwqyVRjVFkCCPW3vEmAuXT2eqZeg6ZHONsMJdcKV1XGtAqgrgMbyhZL3KMoENOrjmcUQlyQSQd7zj7u2RP05gvu7nBnCoBjNT7s84Ofs3TfUtKMaXQK7MS8AfPoEdKjwn2PZh7l7V1vE5seS2J+Ig/2f5Cbut5Up3M6Qq2Swe7du/PHH38wc+ZM3nrrLdzc3LBYLPj7+7NixYp6DtFF7d8HiY4dmL5OrwFtyRitkclnIOkMNwJJOoXlOo3dEp/3FFvoePCQQ+OriaqSveaywG5NlmZxHPuu4Ppc3+7cmL22ZW67ONKXn1Swnh3zeqVFrXMiCBAKRKoqiYrCXp0Gs6qiaw6T24QQ9WZ13Gpe3PYi8wfNp2dIT5bHLmfWulmsnLiSII+gcvsXWgpp4dOC0a1H88K2F+rlnI5Q7WRw8uTJxMTEEBMTQ69evejduzfbt2/n0KFD7N+/Hx8fHwYOHIivryyM2hAKgL/PfoAGqiq9y/R43WdWSVJU1p1NFPtZVW6y1E+XWEO30DW1pK+myd2FZuQ604VmAteHoDKnzwB+15b+Hq6sp79dgJ5WlUStQqGqcriokK7urrUIrhDC8QrMBeQV59meu2ndcNNW3LizLHYZUzpMYVKHSQAsGLyAjac38v3R77m9x+3l9u8e3J3uwd2BkjrC9XFOR6h2MtiuXTs2btzIW2+9RVpaGv7+/vTq1YtevXoRExND27Zt8fCQN9qG8rcGCs+2alx6XsuJBnjWZCVAVchQFOaZrPXSsiJEQymbDP6tVThz9m+7j1WlZT3moTFWWH32H8NuY74kg0I0IEVRiQxPsj12VRNXT0TrUfopeWevO7kr5q5y+5ksJmLTY7mtx222bRpFw6DIQexO3V2razfEOetDtZPBF1980fY4ISGBXbt22X5WrVrF8ePH0el0dO7cmd27nXdDTdW6Mi0nIysYCO8OzDergOv+AxTiHH9Ao6pYldJEEGBiPbYKAvQq829ll7GAaQEX2FkIUSc6nYWJl69ydhhVWjF2BZGRkbbnlbUKZhZlYlEtBLnbd90GuQcRlx1Xq2s3xDnrQ63GDEZFRREVFcW4ceNs2/Ly8ti1a5ckgg2gGNigKfnA9FVV+ssSGaKR01KSEGaU2eauqoyq52SwowruSkk38W5j469CIoSoO0+dJ95uLr7kmoPVuTbxOd7e3gwbNoxhw4bV1ynFWZs0kH+29WSEVUXv5HiEqA9BKmSUGTI52qriVfnutaIHurl7ssOYT6LJRKrZRIhO/gUJIaoWYAhAq2hJL0y3255emF7riR4Ncc764IpTGcV51mnKdBHXc8uJEM4SdN6f8lUN9Lcd41FaNlJaB4VoOCaTjiWf3cCSz27AZKq3tian0Wv1dA3qypakLbZtVtXK5qTN9Aqp3VJVDXHO+tD4/281cSZKZ1p6qiqDpYtYNBFBqHC2+nCUVaVvA/1t9yyTDO4yFjDSx69hLiSEoLCoaU3Smt51Oo/+9SjdgrrRI7gHyw8sx2g2MrH9RAAe2fgIoZ6h3Nv3XqBkgsix7JK1DE1WE2cKznAw4yCeOk9a+ras1jmdQZJBF7ddAzlnu4gvtqpI1UfRVJRtGbzKojZYN0WvMsngHmkZFELUwNg2Y8kozODtXW+TZkyjc2BnFo9cTLBHMABJ+UkoZSbBnTGeYerKqbbnS/cvZen+pfQL68dHYz+q1jmdQZJBFyddxKKpusiq8omq4gdMbsC/7UCdjpZ6N06ZitlfaKTYanXNyjxCCJd0fZfrub7L9RW+di7BOyfKO4q9N++t0zmdQd4RXZgFWH+2i9igqgyTLmLRhAy0wuoiKyuLrIQ28LXOtQ6aVJUDZ2t3CyGEKCHJoIs6oMB8fcki0gBDreBZxTFCNDbhgCNqFvWym0SS74ArCiFE4yHdxC6kGFirUfhCp7BbY1+mbLR0EQtRazHnTSKZ7sRYhBDC1Ugy6CLWauAZvcbWEniOt6oy1aIyuoKqI0I0hHN1iQeH1++4hLAe4fV6vmqJiQGgncEdL42GfKuVPcYCVFW1G/QthKg7RVEJCU61PRaNhySDLuAM8JBeg7nMh1N7q8p1FpXxFtWp3cNhPcJJ2ZvsxAgav/jCqpOOcwmYq6ivRLDGCeDZ5K2+aRWFHu6ebC7I44zZzPq8HFliRoh6ptNZmDrhB2eHIWpBkkEX8IVOsSWCAywq/zFb6aueW4FNNFbVSQLB9RLB+lDtJLCBkr+KXOnnz+aCPAAeTzpNV3cPIvUV1yQVQojmRCaQOFkB8PXZGcM6VeVZk5V+kgg2etVNBIXjjPP1Z/TZ1sBcq5WHE+Mxq00vERdCiJqSlkEnW6lVyD7bKjjWqjb4EhvCMc619l0oKWzMLYL1Mv7Pga2CAErb0SyILmTf35+QaMxhl7GAd8xe3NNxqEPjEKKpMhUrfPFWJADXzU5E7+Zi73GGDEC6sSsiyWAtpR1Mo8XgyDqdwwp8oi1NFm4y2//Daapj9fYfzqlw+6bkptdQ3RgTvnPjBbt1LF30pd4mfzg4AQSgzSjbQ1+9O8/3uoJbtnyJRVX54NgWBgRFMzCopePjEqIJys2StKIxarT/1zIyMrjnnntYuXIlGo2GKVOm8Prrr+Pt7V3pMSNGjODPP/+02zZr1iwWL15cqxjqmqxt9nPnZMcgAGJyigg8lEZKnc5YscqSL2c6P/FrKt2qZZO/+p6N6yx1TgSdkQCCXRJYVq+ASO7pMJTXDv+FCszb/QtfD72JIIOs5CmEaJ4abVPMDTfcwP79+1m7di0//fQTGzZs4I477qjyuJkzZ5KUlGT7eeGFFxwQbcW+DS9NXKck59X7+fcfznG5RHBTssYuEYwvVJpMIghNJ6lt6m5p25/BQa0ASCvKZ/7e1Vhl/KAQoplqlMnggQMHWL16NR988AEDBw5k2LBhvPnmm3zxxRckJiZe8FhPT0/Cw8NtP76+jqh/UN5RTz27fA0AtDCaGJAtJbKEcBSNovBMr7EEupW0Bv6VeoJv4vc4OSohhHCORpkMbtq0CX9/f/r162fbNnLkSDQaDVu2bLngsZ9++inBwcF0796defPmUVBQcMH9i4qKyMnJsf3k5ubWyz18G1baKjg5Ja9x/o8QohELNnjxbM+xtudrkg45MRohhHCeRjlmMDk5mdBQ+3m3Op2OwMBAkpMrH8d3/fXX06pVKyIjI9mzZw8PPfQQhw4d4rvvvqv0mEWLFvHkk0/WW+wAaXoNvwd6AOBjtjIq3Viv5xdCVM+QkNb46d3JNhUSX5Dt7HCEEMIpXKpB6uGHH0ZRlAv+HDx4sNbnv+OOOxgzZgw9evTghhtuYNmyZXz//fccO3as0mPmzZtHdna27Sc2NrbW1z/nh1BvLGdrD084k4e7lJoTwmmiPf0BSCnMpchidm4wQjRyASHFBIQUOzsMUUMu1TJ43333ccstt1xwn7Zt2xIeHs6ZM2fstpvNZjIyMggPr/7Mx4EDBwJw9OhR2rVrV+E+BoMBg8Fge56TU7cJGUaNwqpQLwB0VpUrz+TX6XxCiLqJ9vRjX3YyKpBgzKatd5CzQxKiUdK7qUy7J8nZYYhacKlkMCQkhJCQkCr3Gzx4MFlZWezYsYO+ffsC8Ntvv2G1Wm0JXnXs2rULgIiIiFrFW1NHPfS8F+1Lrq6kQfaSDCNBpqax/IgQjdW5lkGA+AJJBoUQzY9LdRNXV5cuXRg7diwzZ85k69at/P3338yePZvrrruOyMiShaATEhLo3LkzW7duBeDYsWMsXLiQHTt2cOLECX788UemT5/OxRdfTM+ePRs03iQ3Lc+1DeDO7qHs9HMHQKOqTEmun8koQojas08Gs5wWhxBCOItLtQzWxKeffsrs2bO57LLLbItOv/HGG7bXTSYThw4dss0WdnNzY926dbz22mvk5+cTHR3NlClTeOyxxxosxmydhk8jfFgZ6oVZU7r+XFiRmbtOZdPOKOOThHA2SQaFqB+mYoVv3i0ZqnX1rGTXK0cnKtVok8HAwEA+++yzSl9v3bo1aplFZKOjo8tVH2lIOVqFu7uGkGIo/RX7mizckJTL+DP5yL8RIVxDtKef7bEkg0LUTWaqm7NDELXQaJNBV/dhCz9bImiwWJmSksc1yXl4WSQLFMKVBBu8cNfqKLSYZXkZIUSzJMlgA9jv7cbPZ2cMe1qsLN53hohii5OjEkJURFEUoj39OZKbRkJBNhbVilZplMOphRCiViQZrGdmBV5v5W97fsvpHEkEhXBx0Z5+HMlNw6xaSTbmElWm61gI0bx9fvBzlu5bSpoxjU6BnZg3YB49QnpUuv+aE2t4a+dbJOYl0tK3Jf/t+18ubnGx7fVH/3qUH4/9aHfM0MihLB61uMHuoSqSDNaz78O8ifPUA9Ahv1jWERSiEWhx3vIykgwKIQBWx63mxW0vMn/QfHqG9GR57HJmrZvFyokrCfIovwzVrjO7eGjDQ8zpM4fhLYazKm4Vc36fw1fjv6JDQAfbfkOjhvL00Kdtz/UavUPupzLSF1KPUty0LIv0AUBRVeacyELr5JiEEFVrKTOKhRAVWBa7jCkdpjCpwyTa+bdjweAFeGg9+P7o9xXu/8mBTxgaNZQZ3WfQ1r8t9/S+h66BXfn84Od2+7lp3Aj2CLb9+Bmc+wVUksF69HZLPwq1Jb/SK8/k06nA5OSIhBDVIcvLCFE/fPzN+Pi79rJpBeYC8orzbD/FlorL55ksJmLTYxkUOci2TaNoGBQ5iN2puys8ZnfqbgZFDLLbNiRqSLn9tydvZ/iXw5nw/QQWblpIVmFW3W6qjqSbuJ784+/OpgAPAAKLLcxIqFvZOtE4Rbs3jdni3Tr61v0kMTF1P4eDyPIyQtSd3k3lprkJzg6jShNXT0TrUdpvd2evO7kr5q5y+2UWZWJRLQS523cHB7kHEZcdV+G504xpFe6fZkyzPR8WNYyRLUcS5RNFfG48b/z7Bneuu5NPrvgErcY5/YmSDNYDo0bhrZalHyZ3xmfLEjLVEF+oVL1TIzU4vGmUGQzrcYFa340o2atKuLsvOkWDWbW6dDKoBMQ4OwQhGi2lIAWAFWNX2KqVAbhpHbs24uVtLrc97hjQkY4BHbniuyvYlrKtXKuio0gyWEcZOg0vtg0g9eyagv2yCxmeYXRyVA1jU3L9jSqoKBFsKq1q5xLBemldcyK7RLAhEr82o+r/nFWoLJnSA5FeIZzKSyHemAv+vVCUpvtlRYjmzFPnibebd5X7BRgC0Cpa0gvT7banF6ZXOHkEINgjuML9gz2CK71OtE80AYYATuWckmSwsTl0PIc/2vvy5cAw8t1Lfo16s5Wxf5wmNs+1xgrWZxJXV+eSwKaS+JVVtjVQEsFKOCEBPKeqVrVon1BO5aVgNBeRXphDsIfMKBaiJszFKt+/ngvApDk+6Nwa9xcqvVZP16CubEnawmUtLwPAqlrZnLSZaZ2nVXhMr5BebEnawk1db7Jt25S4iV4hvSq9TnJ+MllFWYR4hNTvDdSAJIO19OPAcPZ2L/1m4GM0c+M/iQTXcyLorESuIbtwz08Em0qX6jmSCLqe6nSvRnuHAXsBiM9LkWRQiBpSVThzymJ73BRM7zqdR/96lG5B3egR3IPlB5ZjNBuZ2H4iAI9sfIRQz1Du7XsvADd2uZEZq2fw8f6PuajFRayOW83+9P08PvhxAApMBbyz+x1GthpJsEcw8bnxvLL9FVr6tmRo1FAn3aUkg7W2q52/bdmYHvG5tF2ZQobRwqZKJmjXNOGp7ySwKY/PE6I+RPuE2h7H556hd0hHJ0YjhHAFY9uMJaMwg7d3vU2aMY3OgZ1ZPHKxrds3KT/JbkhJTGgMz138HG/tfIvX/32dVr6teP2S121rDGoUDYczD/PjsR/JKc4h1COUwZGDmd17tsPHLpYlyWAdGEwWJm9PYcDxbDYbXacrVghRc9HeZZLBvDNOjEQI4Uqu73I913e5vsLXPhr7UbltY1qPYUzrMRXu765z591R79ZrfPVBksFaij5j5NZdyfXeLSyEcI6WPmG2x6dyU5wYiRBCOJYkg7V08/qTBBukNVCIpiLKq3Tw9mlpGRRCNCOSzdSSpokMjhVClHDXuRHqEQBIN7EQonmRZFA4VVObSSwuwInLylTXua7izKJccosLnByNEI2Pu7eCu7dMWGxspJu4HlRn5q8z1/pzpZnEZZeVaYqJ4PnLylywgkdz4eQksCZVO6K9Q9l+5iBQ0jrYNbB1wwQlRBOkNyjctsjf2WGIWpBksJZ2nNHg5+baDauulARC008EzyeJIE5PBGvKbnkZSQaFEM2Ea2czotZcLREUojEoWXi6RLzMKBZCNBPSMiiEEGed3zIohKg+c7HKynfyAJhwp3ejL0fXnEgyKIQQZ9ktPJ0ryaAQNaGqkHjUbHssGg9JBkW1nF9PWIimyNfNCz83L7KL8zmVJ93EQojmQZLBJqg+xgs2ZPJXdvLI+bNvAfYfzmmwazeUiu6j0YuJqf2xjWziSFktfcLYm36cMwWZFFmKMTixXqgQQjiCJIMuzNWTutqoKhG80Hbhglw86avJsjLntPAOZW/6cVRUEvJSaesXVf+BCSGEC5HZxC4ovlCR2cBCOEnZcYOnZNygEKIZkGRQCCHKOFeFBCBexg0KIZoBSQaFEKIMuxnFDbC8THxuCttSDqLKdEvRBOncSn5E4yJjBoUQoozoMi2DZbuJC83FfHJoDZuS9zGu9RAmtb0YRan+cA5VVVl+aA2v7PwCi2rl6vaXsKD/LTU6hxCuTG9QmPVygLPDELUgyWAT5GqTRs5pDiXozpFSdI1XsLsfHlo3jJZiTuelYFWtrDqxiTd2f01yQQYAW1MOsC5+O08OvI0QD/8qz1lgLuKJLR/yy8nNtm3fHP2dIHdfZvec0lC3IoQQ1SLJYD1pqAkfrpDYNackTtRQ3NqKt7v4LOMLURSFFj5hHMmKJyEvjWlrniA240S5/TYm7mbSqnk81v8WxrYaWOn5TuWmMGfD6xzNPl3utXf3/UCQux/TOo6sz1sQQogakTGDtZRYpNhm/TblRFCIxqo2y8qcc27coFm12CWCF0X24qmBtxHs7gdAdnE+D/z9Ng/+/T+yi/LKnWdDwi6uW/24LRH00rnz2kX/x0N9brDts2j7ctac2lrrWIVwFWaTyk/v5PLTO7mYTfL51ZhIy6AQQpynZZkaxQAd/aO5v880Bod3B+CSFn1YuO1jfj2bxP1ycjOrT25Bc974P4ta2qrexjeC1y6aQ1u/SADSC3P4IHYlKirz/lmMv5s3A8O7NuRtCdGgVCucjDXbHovGQ5JBIYQ4z/jWQ/n+2AY8dAbu6jGJK9tchFZT2pHib/DhpaF383OLPjyzbRm5pgJUVCyVzBAeGd2PpwfNxEvvYdv2f72uJr0wm++Pb8BkNTNnw2s8PXgm/gYfu2P93bxp5xclE02EEA1GkkEX5UpdxJuSNQ0ybnD/4RypNtIUNeLxgud0CmjJ75PfRKdoK03CFEVhXOsh9AvtzFt7vuVwVny5ffQaHZe3GsT1HUeVO4+iKCwYMIPMolz+SNhJvrmQ/258s8JrXRTZi2cG3UGAu0+FrwshRF1IMiiqZVNy3YeXykQU0ZjoNdV7ewzzDGThoJm1uoZOo+WFoXcx6/cX2Jl6pNL9NibuZurq+bw49C56h3Ss1bWEEKIyjXYCyTPPPMOQIUPw9PTE39+/WseoqsqCBQuIiIjAw8ODkSNHcuRI5W/AQgjR0Dx0Bv434n7m9JrKjC7j7H5u6XI5gWe7jVMKMpix7lk+jP0JqwzIEsJhPj/4OWO+GUPf5X25ftX17E3de8H915xYw4TvJ9B3eV8m/TCJDac32L2uqipv7XyLS766hH6f9OP2X2/nZM7JhryFKjXalsHi4mKmTp3K4MGD+fDDD6t1zAsvvMAbb7zBxx9/TJs2bZg/fz5jxowhNjYWd3f3Bo64+lypixikRU+Ihuat9+D2bhMqfO2mTmN56J932H7mIBbVymu7vmJ7ykEWDLgFzzJjEIVwNnNx6WdXTnE+Ohcb55pbXFDjY1bHrebFbS8yf9B8eob0ZHnscmatm8XKiSsJ8ggqt/+uM7t4aMNDzOkzh+EthrMqbhVzfp/DV+O/okNABwCW7FvCZwc+4+lhTxPlHcVbu95i1tpZ/DDxBwxaQ53vszYUtZHXRFq6dCn33nsvWVlZF9xPVVUiIyO57777uP/++wHIzs4mLCyMpUuXct1111V4XFFREUVFRbbnJ0+epGfPnlwRAV56bb3dxznhbq7xvyMmxDEJYIfWTXPMYFDH8m8SjVKXLjU/JmpI/ccBKH6dG+S8jYHZauXLuPV8E/cHKq7xHiHE+XQWN6btegyAz2OexqwtdnJE9sxGM8cfPc7+I/tp2bKlbbub1g03bcU19K5fdT3dgrrx6KBHAbCqVkZ9PYppXaZxe4/by+1//5/3YzQbefuyt23bblh1A50CO7Fg8AJUVeXSry/l5q43c0v3WwDILc5lxJcjeHrY01ze5vJ6vOPqa7QtgzUVFxdHcnIyI0eWLu7q5+fHwIED2bRpU6XJ4KJFi3jyySfLbf85CcDSQNG6gKMOus6mHAddyNGayn3F1eKYn+s9CiFE4zCfs5+lnzo3jgsZv3w8Xm29bM/v7HUnd8XcVW4/k8VEbHost/W4zbZNo2gYFDmI3am7Kzz37tTdTO863W7bkKgh/HbqNwBO550mzZjGoMhBttd93HzoEdKD3am7JRlsaMnJyQCEhYXZbQ8LC7O9VpF58+Yxd+5c2/P09HTatm1LfHw8vr5Ns1VLCCGEqClTkYWPHvoLgBnPD0NvqP/es7rIyckhOjqa3//zO0FBpb03lbUKZhZlYlEtBLnb9/QEuQcRl13xF+U0Y1qF+6cZ0wBIN6bbtlW2jzO4VDL48MMP8/zzz19wnwMHDtC5s+O6iwwGAwZD+T58X19fSQaFEEKIs0xFFjzcSlrcfH19XS4ZPCfAKwBvN29nh+FSXCoZvO+++7jlllsuuE/btm1rde7w8HAAUlJSiIiIsG1PSUkhJiamVucUoinJzy4i7XQeuemFFGQXUZBroiC7CGNuMcZcEyig0WrQaBW0WgWNVoObuxafYA/8gj3wC/HAN6Tkv676ISCEENUVYAhAq2hJL0y3255emF7h5BGAYI/gCvcP9ggGsB2XXphOiGeI3T6dA503LtqlksGQkBBCQkKq3rEW2rRpQ3h4OOvXr7clfzk5OWzZsoU777yzQa4phKvKzy4i6Wg2qfG5pMXnkRafS0FO/Q329g/zJLK9H5Ed/Ino4I9vkMx6FaKpUzTQrk+I7XFjp9fq6RrUlS1JW7is5WVAyQSSzUmbmdZ5WoXH9ArpxZakLdzU9Sbbtk2Jm+gV0guAFt4tCPYIZkvSFlvyl1ecx97UvVzb6doGvqPKuVQyWBOnTp0iIyODU6dOYbFY2LVrFwDt27fH27uk+bdz584sWrSISZMmoSgK9957L08//TQdOnSwLS0TGRnJxIkTnXcjQjiAqchC4pEs4g9kEH8gg4zE/Bodb/AseauwWFSsFitWi8qFJrVmpRSQlVJA7N9JAHgHGojqEECbmGBadQtC5yYth0I0NTq9lrF39HB2GPVqetfpPPrXo3QL6kaP4B4sP7Aco9nIxPYTAXhk4yOEeoZyb997Abixy43MWD2Dj/d/zEUtLmJ13Gr2p+/n8cGPAyWVh27sciPv7nmXlj4tifKJ4q2dbxHiGcKlLS910l024mRwwYIFfPzxx7bnvXv3BuD3339nxIgRABw6dIjs7GzbPg8++CD5+fnccccdZGVlMWzYMFavXu1SawwKUV9yMwo5viuVuN2pJB3NLkngKmHw1BEc7UNItDcB4V54+rnh6Vvy4+HjhlZX/mu+1apSmGciJ81IdqrR9t+slAJST+XaXS8vo4hDW5I5tCUZnUFL6x5BtO8bKomhEMKljW0zlozCDN7e9TZpxjQ6B3Zm8cjFtm7fpPwku1KTMaExPHfxc7y18y1e//d1Wvm24vVLXretMQhwa/dbMZqNPLnpSXKLc+kd1pvFIxc7bY1BaALrDDpaTk4Ofn5+ZGdnywQS4XIyk/M5viuV4ztTOXMyt8J9/r+9+45vq7r7B/7Rlm1Z8pBtee8Vj9gZdhIgMcQNhhACgTYJFMJ4krZQdtOGhwIFQhsKlFIIlLYZ9PcUUkKzIIM0hJBlnOURjzjejme8omFZ1jq/PxyLCFuJ7dga1vf9evll6dwj6RzdK92vzj2DwwECIqUIS/JFUJQU8nAJvP3ENtfgHQuD3oSLdSq0VF9CS9UltNUoYTQMnbuSL+IhZqocKXNDERwrG9cyEELIlej8bRsFg6NEBxNxNpfatag+3Y6qUxdtXv6VysUIT/ZDeLIfQhN9IfYS2LWMJqMZzed7UH36ImqLOtDfaxySxy/EC6lzQ5GYrYDQw2UvWhDitgz9JvztqW8BAKvened0A8no/G0bfeMS4oLU3TpUn7qIqlPt6GgcvgVQHi5BbGYAYjIC4Rvs6dBWNx6fi4gp/oiY4o959yWiufJyYFjYgX7tQGDY3dKLw1vO4/j2GiTMDEL6LWHwD6HpHwghZKJRMEiIi9BpDKg+cxHnT7ShtVo5bB5FjAyx0wIQkxEAqdw5R/DyeN8HhnOXJaDmTAdKv21GW+1AnYz9JpQfbUH50RZEpcsxbUEEguN8HFtoQgiZxCgYJMSJGfQm1Bd34vyJNjSWdcNsHtqrIyDCG/EzghA3IxDefq41GIov4CExW4HEbAU6mzQoO9yMyoI2GPoHlnqsL+lEfUkngmNlmHZrJCJT/cHhUr9CQggZTxQMEuJkzGaG5soeVBa0obawwxIYXclX4Yn4mUGInxEEnyBPB5Ry/MnDJJh3XyJmL4lFxbFWFB1ohKanHwDQWqPE7g9K4BfihaxF0YjJCKDBJoQQMk4oGCTESXQ2aVBZ0IaqE23oVQ6dANrLR4T4mUFImBkEebhk0gZDQjEfU+eHI3VeKKpOtuPM/kb0tA4MjOlu6cW+j0oREOGNrEXRAy2Fk/R9IIQQe6FgkBAH0qr0OH+iDee+a0NXk2bIdqEHH7HTApCQpUBIvA+4bnSJlMfnIml2MBKzFag/24nT+xrQXqcCAHQ0qrF7fQkUMTJkL45BWKKvg0tLCCGui4JBQuzMaDChrrgTlQUD/QDZD/oBcrkcRKT6IzFbgah0f/AFzjU9g71xuBxETw1AVLocDaVdKNhVi84LA4FzW60SO98pRHiyL264Nx7+oTT6mBBH4XCByFR/y23iOuw2z+Dev54dUb7bfu7cS9nQPEVkLBhj6GhUo+J4K6pOtlumU7lSULQUidkKxM0IhIdE6IBSugZmZqgt6kDBF3WWy8fAwGTaKTeFImtRNDy86f0jhFij87dtdmsZFIp5gPtc4SIEANCn0eN8QTsqjreiq3noZWCJrwgJ2QokzVLAV+HlgBK6Hg6Xg9hpgYjOCEDVyXYU7KyFulsHxoDSw804f7IdMxdGIS0nbNhl9AghhFijFUhGiX5ZkGthZoamyh6UHWlBXXHHkDWB+QIuYqYFIGl2MEITfN2qH+BEMOpNKD54Aaf3NliNvJYFeGDu8gRETPF3YOkIIc6Czt+22S0Y3PfRWSTfGIKIKX4uPfqPDiZiS6+yH+fyW1F+tAWqTt2Q7UHRUiTPCUbcjCCIaLm1cder7EfBzlpU5LcCV3yrJWQF4YZ74+EppUvHhEwkQ78JG1cfAQA88uZNtBydC7HbGUmnNWL3+8Xw8hEhaXYwkmYHQxbgnCskEDJSzMzQdK4HpUeaUV/cOWRSaA9vAZJmBSNpTjD8guky8ETykolwy4PJSMsJw5HPzltWaTl/oh0NZV244Z54JM1WuPSPUUKcnVFvdnQRyBjYLRi865lMqLr6cO54KyoL2nB6bz1CEnww5YYQxGYGgiegvj3Edeg0BlTkt6LscDOUHX1DtodP8UPKjSGISpdTvzU7C4jwxt3PTkNFfiuO/6ca/Voj+nuNOPjPClQWtCLnvqRJM1E3IYSMB4f1GWw6142K462oLeoAj89F/MwgJM8JRmCkczfdUjOz+2KMob1OhdLDzag+dREmo/UvYE+pEMlzgpF8Qwi1ejsJrUqPo1urUHWy3ZLGF3Bxw4/jkXJTCLUSEjKODP0m/O2pbwEAq96dR5eJXYjDOi6FJfkhLMkPep0R50+047udNSg70oLHPrjZUUUiZFj9WgMqC9pRfrQZXc29Q7aHJfkidW4ooqbKweNRK6Az8ZQKseDRFCTOUuDbTyqh7tLBaDDj208q0VDahZt/mkR9CQkhbs+hvdhVnX2oyG/FufxW6PtMCE+iVQSIcxhsBSw72oLqk+0wGqxbAUWefCTNDkbKTSE0JYwLiEzxx/KXsnF8WzVKv20GANSXdGLL2hOY/2CyZaJcQghxR3YPBo0GE2rOdKDieAtaqpSQ+Iow5YYQJM0OhrefeNTPd/ZQEwr3N0Kr0sM/TIK5SxMQFD1882/ZkWZUFrShu2WgdScgwhuzFsfazE/cj7pbh/Mn2lD5XRt62rRDtitipEi5KRRx0wPBFzrXJRBydQIRD/OWJyIyxR8H/18F+tQG9Kn0+PL9YqTlhGHOkljap4QQt2S3YLC9ToWK4y2oPn0RRoMZMRkBWPTEVIQl+Y65307VqXYc/bwKOfclIihKhuKDF/DFe0W473ezhr3003z+EuJnBEERKwNfwMWZrxqw6y9FWP5SNiS+ouutInFRep0RNWc6UFnQiubzl6ymJQEG1gdOzFYg5aYQWu5sEohKl2PZi9n4+uMKNJZ1ARj4UdlWq0Tez1Ih9af+noSMBYcDhMT7WG4T12G3ASTrf3EQ8jAJkueEICErCGIvwXU/59Z1pxAU6Y25yxMBDEzz8fHzx5B2cxim50Vd8/FmM8M/nj2MucsSkDQreESvSR1QJ4c+tR51JZ2oLepAU0XPkMEgwMCXWtJsBeJmBEFALUaTDmMMpd8249h/qmG63A1A7CXArStTEJbk5+DSEULGG52/bbNby+BPnp+JgAjvcXs+k9GMjkY1pudFWtI4XA7Ckv3QVqsa0XMY9SaYTQxiT9uBqclgtgoU9H1D15Qlzo8xhu7WXlwo70ZdcSdaqy9huJ9BskAPJM1SICFLAamcWogmMw6Hg7ScMITE+2DPX89C1dEHXa8Bu94twuwlccjIDafRxoQQt2C3YFAsEUDdPXRVhh8aab9BncYAZmZDLgd7eguH7es1nPxtNfCSCRGWbHvgyul99Ti5u95yv08/dDQpcT6MMSgv9qGpsgfN53vQXNmDPrVh2LxeMiFiMgKQkK1AULSUAgA34x8qwY/XzMB/N5ajsawLjAHH/1ONjgYVbn4g2emmxyCEkPFmt2Dwny8cx3CnWAZ8n87h2G1qmdP76lF1qh13PTsNfIHtL/vpeVHIyI2w3FepVFi9yR4lJCNlMpjR3daLrmYNupo06GrWoLNJYzP4AwCfIE/EZMgRnRGAoEgpOLQ+sFsTewmw8PF0nPiiFqf3NgAAqk5dRHerFgsfTx/T4DZC3I2h34R/vnAcAPDg63Poh5QLsVswuPSFmcOmMwZUn2pHycEmCMQjP3DEEgE4XA60Kr1Vulatv+a8YYX7G3Hmq0YsfjoD8rCrDwjgCbhWq6MIDbSmrL0xM4NWrYe6Swd1lw6qrj6oOnVQdfZB1dkHTXf/kGXgfkgg5iEk3geh8b6ITPWHb7AntQASK1wuB7MWxyIwQooDm8th6Dehq1mD/7xxCnc8MRXysPHr5kLIZKXT2P4RTpyX3SKb4b5IL1R0I397DS5d1CJzQQQyfhQxzCOHx+NzERDhjaZzPYjJCADw/TqxaTmhNh935qsGnN5bj0VPZjj9aifugpkZepV6S3Cn7OyDulMHdbcOmh4dND39MJtGN85JLBEgMMIboYm+CE3wRUCEBFyaEJqMQExmAO5VzMDuD0qg6uhDr1KPbW+dQd6qVERMofkICSGTj0OauToa1Ti+rRqt1UpMuSEYd/xy6phWAcjIDcfXmysQGOmNwCgpig9egFFvQvKcEADAgU3l8PIRYfbdsQAGAsGCL2qx4JEUePuL0avsBzAw/5hQTC1+E40xBnWXbuBybrMGnU296G7RQNWpG3Y070gIxTxIAzzgF+IF/1AJ5KES+IdJ4CkVUssfGTO/YC/c++vp2P1BCdrrVDDoTNj9fglyfppo+X4hhJDJwq4RkLJDi+921KKmsANx0wOx/OXs61rDNX5GEPrUBhR8UQutSg95mDfueOL7wFLdrbOa66j022aYjQz7/lZq9TwzF0Yha1HMmMtBhqfvM6KtVonWGiVaqi6h44IaBp1pVM8h8uRD4iuGt58IEj8xvP3EkMo9IJUP/Bd58inoIxPCw1uIxc9k4r8bylBX3AmzmeHgP89B3aXDzDui6bgjhEwadptn8NtPKlF+vAVhCb6YdXcsAsJds/8NzVNkm15nRPP5S2g6143WaiU6L6iHnb7lSjw+F7JAD6sATyb3gLd8IPCjFlviaGYzw7GtVSj5psmSlnxDMHLuTwKXBh4RYmHoN+FvT30LAFj17jynG0BC52/b7HamLT3SDD6fC61aj4P/rLCZb+kLWfYqErlOjDF0NmlwobwbjeVdaK1WXrVvn8RPBHmYN/xDBy7p+odK4BPoQX35iFPjcjm4aWkCvP3FOPafaoABFcdaoe8z4kcPp1gNMCOEEFdkt2Bw5sJoe70UmUD9fUZcKO9GQ1kXGku7hozmtuAA/iESBMfJEBLng+A4H1ryj7i0jNwISHzF+O/GMphNDDVnOmDQlSDv52m0Qg0hGFiCLjDS23KbuA67XSaeLNytmZmZGbpaNGgs60ZDaRdaa5RgNqZxkcrFiJjij/ApfgiJ9xmXJQcJcTYNZV3Y99ezMF5ewi44ToaFj0+FyIO6NBDizNzt/D0aFAyOkjscTJoeHS5UdONCRQ+aznXbnLyZL+QiLNEX4VP8ETHFD7JAD+pUT9xCS/Ul7H6/GPrLA6Lk4RIseiJjTLMiEELswx3O32NFweAoTbaDyWwyo7u1F221KrTXKdFWq8KldtvL+ckCPRCZ6o/IVH+ExPtcdfUWQiazjkY1dv2lyDLJrk+QJxY/nQGJL61WQogzmmzn7/FEweAoufLB1KfRo6dVi562XvS0atHZpEZ7gxrGftvTvQhEPIQm+iI82RcRU/zhE+RpxxIT4tx62nqx889F6L00MGepVC7G4mcyIfUf+5RZhLgqg96ET39XAABY/rtsp+tL68rn74lGnVwmEZPRDE2PDqrLy7ZduXxbT5t2RMsEcXkcBEZ6IyzZD+HJfgiKloJHo30JGZavwgtLfjUNO98tgqpjYJnE7W+fwV3PTLuuOVQJcUlsYH7fwdvEddg9GNT06GxeRmmrVUIRI7NziVyH0WCCqkMHZYcWqsHl2rp1UPf0Q9Otsz2y9yokfiIoomUIipZCESODPFxCl34JGQWp3AN3PzsNO/9ciEvtWmi6+y8HhJnUkk4IcQl2DwZ3vVuEJaunDxlp2lp9CV+uL8HKd+bau0hOx2Qyo7ulFx0NalxsVONSWy+UHX3QXOof868tT5kQvgov+Ck84RvsBd/L/71kNN0LIddL4ivCXc9mYuefi9DT2oveSwMB4eKnM+EX4uXo4hFCyFXZPRgMipFh17tFuOvZTMvqEi1VPdi9vgQz73DPuQj7+4yoLexAR4MKFxvV6LygGd1avRzASyqExE8Mia8YUn8xvC//Sf09IPET0UoehEwwL5kId18OCLuaNdCq9Njxzhnc+VQm5GESRxePEEJssnuEcMtPk7Dvb6XYvb4Edz6ZgdZaJfZ8UILsO2MwdX64vYvjFIz9pquuygIAYokAsgAPqz9v/4Hgz8tHBB6f+vUR4mge3kLc9Uwmdv2lCB2NavSpDQMB4ZMZCIykDuuEEOdk92CQw+Vgwf+k4Mv3i7HjnUJ0NWsw665YpN8cZu+iOA0vHxG8ZEL0Kgf6/MkCPRAYKUVgpDcCI73hHyqByJMmcCbEFYglAix+OgNfvFeM9joV+nuN2PnnIix6Yir1iSaEOCW7BIOdTZohaVl3RGP/hjIkZCsQEu9jyeOul1NuWpoAkScfARHeFPgR4uJEngLc+WQGvlxfjNZqJfR9Rux8twh3PJ6O0ARfRxePkInBAXyDvSy3ieuwyzyD639xEBxYj3248v7gbQ6Axz68ZaKLc11oniJCyEgZ+k3Y82EJms71AAD4Ai5u+0UaIqb4O7hkhLgfOn/bZpdgUNXVN+K8zj5ZKx1MhJDRMBpM2PdRKRpKuwAAXD4HeavSEJ0ud3DJCHEvdP62jVYgGSU6mAgho2UymrF/QxlqCzsAAFwuB7kPT0H8zCAHl4wQ90Hnb9vsPgT19L56lB9rGZJefqwFZ75qsHdxCCFkwvH4XNz6PymW4M9sZti/sQwl3zQ5uGSEjB+D3oRPXinAJ68UwKC3vcwpcT52DwbLDrfAVzF0Ela/EC+UHm62d3EIIcQuuDwuch+egik3BA8kMODIv8+j4Ita0AUaMikwoKe1Fz2tvbQcnYuxezCoVenhJRMOSfeQCKFVjn45NUIIcRVcLgc5P03C9LxIS9qp3fX49tPzMJvp7EkIcQy7B4MSXxFaa5RD0ttqLsHLZ2iQSAghkwmHw8Gsu2Jx44/jLWllh5ux/x+lMBlGsfIQIYSME7tPOj3lxhAc/awKZpMZoYkD8201netB/rYaZPzIPVcgIYS4n6nzwyGWCHDw4wqYzQw1Zzqg6y1C3qq0IWu3E0LIRLJ7MJi5IAK6XsPAZZHL6+/yBFxMuzUS0/Oi7F0cQghxmMRsBcQSAfZ9dBZGvRnNlZfwnz+exsLH0uET5Ono4hFC3IT9l6PjcDBnSRxm3B6FnjYt+AIufAI9wRPQ2rqEEPcTmeKPxU9nYs+HJehTG3CpXYvP3ziF236WZrl6QgghE8lhEZhQzIeXTAiRJ58CQUKIW1PEyHDvb2bAL2RgpoV+rRG73i1C+dGh03AR4rQ4gLefGN5+YlqOzsXYfdJpZmY4tbceRf9thKF/YB4igZiPjNxwzLgtChyucx9BNGklIWSi6PuM+OofZWgs67KkZeSGY/aSOHCd/LuREGdH52/b7H6Z+Ludtag43oLZd8dCEesDAGitvoSTu+tgMpgx665YexeJEEKcgtCDj4WPpeHY59WWCamLDlxAV7MGuQ+nwFNKMy4QQsaf3a/PnvuuFTf/NAmp88IgD5NAHiZBWk4Ycu5Pwrn8VnsXhxBCnAqXx8VNSxMwb3mC5UrJhYoefPb6CbRUXXJs4Qghk5Ldg8H+XuOwK5D4Kjyh0xrtXRxCCHFKqfPCcOdTGfC43BrYq9RjxzuFOPNVAxhNUE2ckFFvwtY/nMTWP5yEkZajcyl2Dwb9wyQoOTR0Pc6zh5ohD5PYuziEEOK0whJ9sfSFmQhN8AEw0Oc6f3sNdn9YAp3G4NjCEfIDjAEXG9S42KAGrbDoWuzeZ3DOklh8ub4ETRXdUMTIAABttUpoevpxxy+n2rs4hBDi1LxkItz5dCZOflmHU3vrAQY0nO3Cv18/gVseSEb4FD9HF5EQ4uLs3jIYmuCLn74yCzEZAejvM6K/z4iYzADc/8oshMT72Ls4hBDi9LhcDrLvjMGiJ6ZCLBlYnUTT049dfynCN/86B72OutgQQsbO7i2DAODlI6JRw4QQMkoRU/yx9IUsHNhcjubKHgBA+ZEWNJZ1DbQSJlMrISFk9OwSDHY2aUacl/oNEkKIbRJfERY/lYGyI804tq0Gxn4TNN392PVuEVLmhmLOklgIxQ75nU8IcVF2+cb49+snwAFwrf6kHACPfXiLHUpECCGui8PlIHVeGCJS/HHwnxVoPn8JAFB2uBn1xR2Yc08c4mcGgcOhiaoJIddml2DwgbWz7fEyhBDiVqRyDyx+OhOlh5txfFs1jHozepV6/HdjOcqOtOCmpQl0tYXY1WCfVuJa7L4cnauj5WwIIc5I2dGHo1urUF/SaUnjcAbmK8xaFA2xF52kiXuj87dtdg8GdRqD5ZeDuluH8qMtMBrMiE6Xu8RoYjqYCCHOrP5sJ45+VgVlR58lTewlwPTbIpE6NxR8Ic+BpSPEcej8bZvdgsGuZg12ry+BpkcHWaAnFvxPCr54rxjGfhM4HMCgNyNvVSpiMgLsUZwxo4OJEOLsTAYzir5uxKk99TDqzZZ0Lx8RZi6MQtKcYPB4dp9ZjBCHovO3bXYLBr94rwhcLgfTbo1EZUEb6s92IWKKH27+aRIA4PC/z6OjUY17fzPDHsUZMzqYCCGuQtOjQ/72Gpw/2W41gk8a4IHsRdGInxFkWf+YkOtl1JvwxXvFAIBFT0x1ulZoOn/bZrefhhfr1cheHIvgOB/MuScOvcp+pM4LBYfLAYfLQfrNYehp09qrOIQQMulJfMX40SMpWPpCFqLS5ZZ0VUcf/ruxHJ+8UoCyI820jiwZF4wBLVWX0FJ1iZajczF2m4xKpzXA8/KC60IxHwIhDyLP7zs0izwFMNAs+oQQMu7kYRIsfCwdbXVKFOysRdO5gQmrL7VrcehflSjYVYu0nDCkzguFh0To4NISQuzNrjOT/nDKK5oCixBC7EcRLcPipzPRdK4bp/bUW+Yn7FMbcOKLOpze14CkWQqk3BSKgAhvxxaWEGI3dg0Gv/64Ajz+wJVpk8GMQ59UQnC5T4HJaL7aQwkhhIyTsCQ/hCX54WKDCkUHLqD69EUwM4PJYEbZkRaUHWmBf5gEybODkZAdRK2FhExydgsGk2YprO4nZAf9IAcPiT/IQwghZOIERkqx4NEUzLorBiUHm1B+tAWG/oH+g11NGhzdWoXj26oRnS5HQpYCYcm+tNQdIZOQ3T7V81dMsddLEUIIGQWpvwdu/HE8Zt4RjaqT7TiX34r2OhUAwGxiqCnsQE1hB7h8DsISfBGZJkdUuj+k/h4OLjkhZDzQTzxCCCEAAJEHH6lzQ5E6NxTdLb2oyG9FZUEb+lR6AIDZyNBY3o3G8m4c+TfgF+KF4DgfKKKlUMTIIAv0oPWQ3RxfSPNXuiJajm6UaJ4iQog7MZnMaKroQX1JJ+rPdkLT028zr8iLD0W0DAER3vBVeMJX4QUfhaelbzghjkTnb9soGBwlOpgIIe6KMYau5l5LYHixXnXt+eQ4gLefGL4KT0j9PeDtL4bETwRvXzG8/cXwlInApYmviR3Q+ds2CgZHiQ4mQggZoNcZcbFehbY6FdrrVGirVUKnMYzqOTgcwMNbCE+ZEJ5SETxlQnhJB+57eAvhdfm/p0wEoZhHl6GdmNnM0Fp1Cb2qfnhJRQiO93GqQJ/O37a5fJ/Bs4eaULi/EVqVHv5hEsxdmoCgaNs7ufr0RRTsqoW6SwdZoAdm3x2LqDS5zfyEEEKGJxTzLdPUAAMth6rOPnQ196KnrRc9bVr0tPaip10Lg274VU4YA7QqPbQqPQDNVV+Px+fCQyoYCBqlQsufh7cQHt4CeHpfvi0VQOwpoKX27Kim8CIObzkPrVJvSfPyEeGmpfGIzQx0YMnISLh0y2DVqXYc2FyOnPsSERQlQ/HBC6g5cxH3/W6WZbWTK7XWKLH97TOYdVcMotLkqDrZjjNfNeAn/zsT/qGSEb0m/bIghJDRYYxBq9JD3a2Dprsf6i4d1D06qLt00Cr70avUo0+lh9k8fqcjDgcQeQkg9hLAQyIYuC0RQOTJh8iDD6GYD6EHb+C/mA++kAu+kPf9fwEXPAEXPB4XXB6HAsurqCm8iH0fldrcnvezVKcICOn8bZtLtwwWHbiAlBtCkDwnBACQc18iGs52ouJ4C6bnRQ3JX3LwAiJS/DBtQSQAIPvOGFyo6MbZQ03IuT/JnkUnhBC3weFw4CUTwUsmAqKHz8PMDLpeA7QqPXqV/ehT6dGrGggStVf89an16NMYgGvEjYwBOo0BOo0Bl9rHoQ5cDng8jiUw5HA54HBw+f/AbVyOFzngfH97kseQjLGrDioCgK/+XgqJr8jmJf6YzEDccE/cRBSPjJDLBoMmoxkdjWpMz4u0pHG4HIQl+6GtVjXsY9pqlcjIjbBKC5/ih7qiTtuvYzBbrY6i76P1kwkhZLxxuJzLl3uF17xSYzaZ0acxQKvUQ6u+HCCqDAP/1Xpo1QO3db0G6HoNNi9RjwYzMxjNDBhdl0gCgJkBdZftgFGn1tvcRuzDZYNBncYAZmZDLgd7egvR06Yd9jFalR4eUsGQ/FqV7YP09L56nNxdb7nfp+8de6EJIYRcNy6P+31L4wiYjOaBwFBjQH+fEfo+I/Q6I/R9Jstto94Mo8EMo950+bYJJoMZZhOD2WSGyTjw32xiMJsZGBsIEBljYOaBFjIAALui0dJ1e2GNmNFgHlGwLRAPXHofdpuHy4YikwbtgWuYnhdl1ZqoUqmwepMDC0QIIWRUePzRBY9k5Jore7DjncJr5lv4i3SEJvraoURkLFw2GBRLBkaKaVXWzctatX7YwSMA4CkVok9lGCa/7S8I3uVOxIOEBpd9ywghhJBxFRzvAy8fEXov2b7CJvEdmGaGOC+XjWx4fC4CIrzRdK4HMRkBAAaa7JvO9SAtJ3TYxyhiZGg6142p88MtaU0V3VDEjHxU0eClAJVq+H6JhBBCiDvJWKjAgU3lNrffcHskNBq1HUs0vMHztgtPojJhXDYYBICM3HB8vbkCgZHeCIySovjgBRj1Jsvo4gObyuHlI8Lsu2MBAOm3hGPH22dQ+N9GRKX5o+pkOy42qEc1krirqwsAEB4efo2chBBCCIGTda3q6uqCTCZzdDGciksHg/EzgtCnNqDgi1poVXrIw7xxxxNTLZeJ1d06q2H9wbEy/OjRFBTsqsV3O2vgE+iJ236eNuI5BgHAz29gctXGxka3OphUKhXCw8Nx4cIFt5qfiepN9XYHVG+qtztQKpWIiIiwnMfJ91w6GASA9JvDkH5z2LDb7n5u2pC0uOmBiJs+9skvudyB/oMymcytPkSDpFIp1duNUL3dC9XbvbhrvQfP4+R79I4QQgghhLgxCgYJIYQQQtwYBYOjJBKJ8PLLL0Mkcq/5qqjeVG93QPWmersDqrd71XskOIzGWBNCCCGEuC1qGSSEEEIIcWMUDBJCCCGEuDEKBgkhhBBC3BgFg4QQQgghboyCwR94/fXXMWfOHHh6esLHx2dEj2GM4aWXXkJwcDA8PDyQm5uLqqoqqzzd3d24//77IZVK4ePjg0cffRQajWYCajA2oy1ffX09OBzOsH9bt2615Btu+5YtW+xRpREZy37JyckZUqef//znVnkaGxuxcOFCeHp6IjAwEKtXr4bRaJzIqozKaOvd3d2NJ554AomJifDw8EBERASefPJJKJVKq3zOuL/Xr1+PqKgoiMViZGdn48SJE1fNv3XrViQlJUEsFiMtLQ179uyx2j6Sz7szGE29//73v+Omm26Cr68vfH19kZubOyT/Qw89NGTf5uXlTXQ1Rm009d68efOQOonFYqs8k3F/D/cdxuFwsHDhQkseZ9/fhw8fxqJFixASEgIOh4MdO3Zc8zGHDh3CtGnTIBKJEBcXh82bNw/JM9rvi0mDESsvvfQS+9Of/sSeffZZJpPJRvSYdevWMZlMxnbs2MGKi4vZnXfeyaKjo1lfX58lT15eHps6dSr77rvv2JEjR1hcXBxbvnz5BNVi9EZbPqPRyFpbW63+XnnlFSaRSJharbbkA8A2bdpkle/K98XRxrJf5s2bx1auXGlVJ6VSadluNBpZamoqy83NZYWFhWzPnj1MLpez559/fqKrM2KjrffZs2fZkiVL2K5du1h1dTX7+uuvWXx8PLvnnnus8jnb/t6yZQsTCoVs48aNrKysjK1cuZL5+Piw9vb2YfMfO3aM8Xg89sc//pGVl5ez3/72t0wgELCzZ89a8ozk8+5oo633fffdx9avX88KCwtZRUUFe+ihh5hMJmNNTU2WPCtWrGB5eXlW+7a7u9teVRqR0dZ706ZNTCqVWtWpra3NKs9k3N9dXV1WdS4tLWU8Ho9t2rTJksfZ9/eePXvYCy+8wLZt28YAsO3bt181f21tLfP09GTPPvssKy8vZ++99x7j8Xhs3759ljyjfR8nEwoGbdi0adOIgkGz2cwUCgV78803LWmXLl1iIpGIffrpp4wxxsrLyxkAdvLkSUuevXv3Mg6Hw5qbm8e97KM1XuXLyMhgjzzyiFXaSD6kjjLWes+bN4899dRTNrfv2bOHcblcq5PKhx9+yKRSKevv7x+Xsl+P8drfn332GRMKhcxgMFjSnG1/Z2Vlsccff9xy32QysZCQEPaHP/xh2Pw/+clP2MKFC63SsrOz2c9+9jPG2Mg+785gtPX+IaPRyLy9vdnHH39sSVuxYgVbvHjxeBd1XI223tf6nneX/f3OO+8wb29vptFoLGmusL8HjeR759e//jVLSUmxSlu6dCm79dZbLfev9310ZXSZ+DrV1dWhra0Nubm5ljSZTIbs7Gzk5+cDAPLz8+Hj44MZM2ZY8uTm5oLL5aKgoMDuZf6h8Sjf6dOnUVRUhEcffXTItscffxxyuRxZWVnYuHEjmJNMbXk99f7Xv/4FuVyO1NRUPP/889BqtVbPm5aWhqCgIEvarbfeCpVKhbKysvGvyCiN1/GoVCohlUrB51svce4s+1uv1+P06dNWn00ul4vc3FzLZ/OH8vPzrfIDA/tuMP9IPu+ONpZ6/5BWq4XBYICfn59V+qFDhxAYGIjExET84he/QFdX17iW/XqMtd4ajQaRkZEIDw/H4sWLrT6j7rK/N2zYgGXLlsHLy8sq3Zn392hd67M9Hu+jK+NfOwu5mra2NgCwOvEP3h/c1tbWhsDAQKvtfD4ffn5+ljyONB7l27BhA5KTkzFnzhyr9FdffRW33HILPD09sX//fjz22GPQaDR48sknx638YzXWet93332IjIxESEgISkpK8Jvf/AaVlZXYtm2b5XmHOx4GtznaeOzvzs5OvPbaa1i1apVVujPt787OTphMpmH3xblz54Z9jK19d+VneTDNVh5HG0u9f+g3v/kNQkJCrE6MeXl5WLJkCaKjo1FTU4P//d//xW233Yb8/HzweLxxrcNYjKXeiYmJ2LhxI9LT06FUKvHWW29hzpw5KCsrQ1hYmFvs7xMnTqC0tBQbNmywSnf2/T1atj7bKpUKfX196Onpue7PjStzi2BwzZo1eOONN66ap6KiAklJSXYqkX2MtN7Xq6+vD5988glefPHFIduuTMvMzERvby/efPPNCQ0OJrreVwZAaWlpCA4Oxvz581FTU4PY2NgxP+/1stf+VqlUWLhwIaZMmYLf/e53Vtscsb/J+Fq3bh22bNmCQ4cOWQ2mWLZsmeV2Wloa0tPTERsbi0OHDmH+/PmOKOp1mz17NmbPnm25P2fOHCQnJ+Ojjz7Ca6+95sCS2c+GDRuQlpaGrKwsq/TJuL+JbW4RDD733HN46KGHrponJiZmTM+tUCgAAO3t7QgODrakt7e3IyMjw5Ln4sWLVo8zGo3o7u62PH4ijLTe11u+zz//HFqtFg8++OA182ZnZ+O1115Df3//hK0Paa96D8rOzgYAVFdXIzY2FgqFYsgItPb2dgBw+f2tVquRl5cHb29vbN++HQKB4Kr57bG/bZHL5eDxeJb3flB7e7vNeioUiqvmH8nn3dHGUu9Bb731FtatW4cDBw4gPT39qnljYmIgl8tRXV3tFMHB9dR7kEAgQGZmJqqrqwFM/v3d29uLLVu24NVXX73m6zjb/h4tW59tqVQKDw8P8Hi86z5+XJqjOy06q9EOIHnrrbcsaUqlctgBJKdOnbLk+eqrr5xuAMlYyzdv3rwho0ptWbt2LfP19R1zWcfTeO2Xo0ePMgCsuLiYMfb9AJIrR6B99NFHTCqVMp1ON34VGKOx1lupVLJZs2axefPmsd7e3hG9lqP3d1ZWFvvlL39puW8ymVhoaOhVB5DccccdVmmzZ88eMoDkap93ZzDaejPG2BtvvMGkUinLz88f0WtcuHCBcTgctnPnzusu73gZS72vZDQaWWJiInvmmWcYY5N7fzM2cJ4TiUSss7Pzmq/hjPt7EEY4gCQ1NdUqbfny5UMGkFzP8ePKKBj8gYaGBlZYWGiZJqWwsJAVFhZaTZeSmJjItm3bZrm/bt065uPjw3bu3MlKSkrY4sWLh51aJjMzkxUUFLCjR4+y+Ph4p5ta5mrla2pqYomJiaygoMDqcVVVVYzD4bC9e/cOec5du3axv//97+zs2bOsqqqKffDBB8zT05O99NJLE16fkRptvaurq9mrr77KTp06xerq6tjOnTtZTEwMmzt3ruUxg1PLLFiwgBUVFbF9+/axgIAAp5taZjT1ViqVLDs7m6WlpbHq6mqr6SaMRiNjzDn395YtW5hIJGKbN29m5eXlbNWqVczHx8cy0vuBBx5ga9asseQ/duwY4/P57K233mIVFRXs5ZdfHnZqmWt93h1ttPVet24dEwqF7PPPP7fat4Pfe2q1mv3qV79i+fn5rK6ujh04cIBNmzaNxcfHO8UPnEGjrfcrr7zCvvrqK1ZTU8NOnz7Nli1bxsRiMSsrK7PkmYz7e9CNN97Ili5dOiTdFfa3Wq22nJ8BsD/96U+ssLCQNTQ0MMYYW7NmDXvggQcs+Qenllm9ejWrqKhg69evH3Zqmau9j5MZBYM/sGLFCgZgyN8333xjyYPLc6kNMpvN7MUXX2RBQUFMJBKx+fPns8rKSqvn7erqYsuXL2cSiYRJpVL28MMPWwWYjnat8tXV1Q15Hxhj7Pnnn2fh4eHMZDINec69e/eyjIwMJpFImJeXF5s6dSr761//OmxeRxltvRsbG9ncuXOZn58fE4lELC4ujq1evdpqnkHGGKuvr2e33XYb8/DwYHK5nD333HNWU7A42mjr/c033wz7uQDA6urqGGPOu7/fe+89FhERwYRCIcvKymLfffedZdu8efPYihUrrPJ/9tlnLCEhgQmFQpaSksJ2795ttX0kn3dnMJp6R0ZGDrtvX375ZcYYY1qtli1YsIAFBAQwgUDAIiMj2cqVK53yJDmaej/99NOWvEFBQez2229nZ86csXq+ybi/GWPs3LlzDADbv3//kOdyhf1t6ztpsJ4rVqxg8+bNG/KYjIwMJhQKWUxMjNV5fNDV3sfJjMOYk8zzQQghhBBC7I7mGSSEEEIIcWMUDBJCCCGEuDEKBgkhhBBC3BgFg4QQQgghboyCQUIIIYQQN0bBICGEEEKIG6NgkBBCCCHEjVEwSAghhBDixigYJIQQQghxYxQMEkIIIYS4MQoGCSEu6Ve/+hXuuusuh5ahq6sLgYGBqK+vv2q+ZcuW4e2337ZPoQghZJQoGCSEuKSioiJkZGQ4tAyvv/46Fi9ejKioKKv0Z555BkuWLLHc/+1vf4vXX38dSqXSziUkhJBro2CQEOKSiouLHRoMarVabNiwAY8++uiQbSdOnMCMGTMs91NTUxEbG4v/+7//s2cRCSFkRCgYJIS4nKamJnR2dmLq1KkAgNLSUtx+++2QSqVQKBR47rnnoNfrrR5TUFCAG2+8ER4eHsjIyMDhw4fB4XBQWlo6pjLs2bMHIpEIs2bNsqTp9XoIBAIcP34cL7zwAjgcjmX7okWLsGXLljHWmBBCJg4Fg4QQl1NUVASZTIbo6GgUFhZizpw5mDZtGs6cOYMtW7bg008/xRtvvGHJX1paivnz5yMnJweFhYV48cUX8eMf/xgikQhJSUljKsORI0cwffp0qzQ+n49jx45Zytja2op9+/YBALKysnDixAn09/ePsdaEEDIxKBgkhLicoqIiS6vgypUr8cADD2Dt2rWIi4tDTk4OHn74YXz55ZeW/E8++STuvPNOrF27FklJSbjnnnuQnZ2NKVOmgM/nAwDuvvtu+Pr64t5777V6rS+//BKJiYmIj4/HP/7xD0t6Q0MDQkJCrPJyuVy0tLTA398fU6dOhUKhgI+PDwAgJCQEer0ebW1tE/GWEELImPEdXQBCCBmtwWDw3LlzOH369JC+eEKh0NIC19DQgG+++WbI5WCRSGQJKAHgqaeewiOPPIKPP/7YkmY0GvHss8/im2++gUwmw/Tp03H33XfD398ffX19EIvFQ8pWWFho9byDPDw8AAz0NSSEEGdCLYOEEJczOJK4rKwMAoEACQkJVtvLy8uRlpZmySsUCpGSkmKVp6Kiwipoy8nJgbe3t1WeEydOICUlBaGhoZBIJLjtttuwf/9+AIBcLkdPT8+wZRsuGOzu7gYABAQEjKHGhBAycSgYJIS4FLVajdraWmRkZMDb2xsmkwkGg8Gyva6uDtu3b8f9998PAODxeDAajdDpdJY8X3/9NcrKyoYN2q7U0tKC0NBQy/3Q0FA0NzcDADIzM1FeXj7kMWfPnh12lHNpaSnCwsIgl8tHVV9CCJloFAwSQlxKcXExeDweUlJSkJ2dDR8fH6xZswa1tbU4ePAgFi5ciGXLliEvLw8AMH36dAgEAqxevRq1tbX44osvsGrVKgC4ZjB4NbfeeivKysqGtA6azWZUVlaipaXFal7BI0eOYMGCBWN+PUIImSgUDBJCXEpRURGSkpIgEokgk8mwY8cOHD58GCkpKVi5ciUefPBBbNq0yZI/ODgYGzduxM6dO5Geno5NmzZhxYoViIuLg5+f31VfKyQkxNISCADNzc2WQSNpaWmYNm0aPvvsM6vHrF27Fps3b0ZoaCjWrl0LANDpdNixYwdWrlw5Xm8DIYSMGw5jjDm6EIQQYi9msxk5OTm48cYb8fvf/95q26FDh/D+++/j888/BzAwgCQ5ORmHDh2yDCA5fvw4/P39AQC7d+/G6tWrUVpaCi7X9m/rDz/8ENu3b7f0NySEEGdCo4kJIZPa4cOH0dHRgczMTHR2duLNN99EQ0MDduzYYZUvNzcXxcXF6O3tRVhYGLZu3YrZs2fj7bffxs033wyz2Yxf//rXlkAQABYuXIiqqio0NzcjPDzcZhkEAgHee++9iaoiIYRcF2oZJIRMalu3bsWaNWvQ3NyMoKAg5Obm4ve//z2CgoIcXTRCCHEKFAwSQgghhLgxGkBCCCGEEOLGKBgkhBBCCHFjFAwSQgghhLgxCgYJIYQQQtwYBYOEEEIIIW6MgkFCCCGEEDdGwSAhhBBCiBujYJAQQgghxI1RMEgIIYQQ4sYoGCSEEEIIcWP/H0kMPqMGX91FAAAAAElFTkSuQmCC\n", + "image/png": 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SuGztucA/0Lrmv5iTvvDRxGVrHwE256QvXJO4bO1jaEnMClQAt+akL8zs65wjoZpxKGRLC8Xp6VS+8SbYeh7UOxSG0XEkvv76UbGitqJ4m9oKrTkpOML1nbw8sdK0JdkUhjZo+uzBPtbZ48zap3K+D6gE3kCrZrwcCPfE5MNHazJrZ2tpgbYjX1dMNjeTm3Yrjdu24TtpIuNeeQV9WNiRB6goilfyUDLzAXaaMi1TBvtYZ1czbkFLXu2DWW5x2CcBr5hJ/2iiMzpp6RN/fxJWPEfO1VfTnLWP3LRbGfvSi+j8/Z1zfkVR+pW1uRiASXNGRs2IJdn0Efa1zAAdMBV4ayjn8prejK5ytJfMnK21qIicK6/EWlCIIToaXVAQAEKvI2zxYiKuGtJSRIqiDMBImZuxnSXZtMDhrhU4aMq09N5duw+u6gBC4rK109GybEflbk76wkE36inexSc2lrGrXuDgkmuxlpRASUnHvuI//wWhNxC++HIPRqgoynBhyrR846xzuapr/p+AU9GS2SfAOcD3DKGHiuJ9fMcnMfGLL2jNPzxyov6HHyj+62MUPfww+rAwQs7+hQcjVBTFm1mSTbUcrl50JABpyrSEDPacriqZXQLMBLbmpC/8VeKytTHAoCeOVLyXzs8P3wkTOu77TpiArb6e0mf+ScG996IPCyVw3jwPRqgoircyZVqGMktUn1yVzBpz0hfaEpettSYuWxsClNB5QLQyAkWmpWEtr6Dy1VfJ+/VS/GfPdnsMwmAg6te34j9z0POUKoriZpZk0zxglynTUmu/HwxMNWVaNg72XK5KZpsTl60NA/6D1sOxDm0WEGUEE0IQ8/v7aauspGbtWup/+MEjcbQW5JP0wQdqYVNlxDn7lumeDsHZngMce7PU97BtQFzemzFx2dpEICQnfeEOl16oF6o3o/tJm43Gbduxuf11lxT+6U9YCwoZ/eQThJ5/vpuvrygjhzuXgOmybYcp0zKjl4f0ylUzgHyVk77w9P62uYNKZkeXqnffo/CBB/BJSGDCJ2sRPmpBSmXksKzXZvMznRjn8mu5KZm9B3yNVhoD+DVwminTcuFgz+Xs9cz8gAAgKnHZ2nAOD54OQVviRVFcKnTRBZSvWkXLgQNUvfc+4Zdf5umQFMVpMn90XzJzkzTgn8Af0Ho3foV9+a7Bcnab2S3Ab4DRaG1l7WqBZ518LUXpRhgMjLrjdvLvupuyf/+b0AsXqXXdFMVLmTItJWiTyh+xXpYrHrL1wInAb3PSF44HHgZ2At+gzaSvKC4X/Itf4GsyYS0upvL11z0djqIobuDsZPY80JyTvvBf9tWgHwNWA9XASidfS1F6JHQ6Rt15BwDlz6+kYdMmZIvrFzNUFMVznF3NqM9JX9i++t/lwMqc9IXvAu8mLlu7zcnXUpReBS1YgP/s2TRu3crBa65FFxBAwPHH4zd1KugH9h1O5+uL/+xj8J+RgjC4bOY3RVGcwOnJLHHZWkNO+kIr2iJrjg156tNAcRshBPH/+idlK1dSv349Lfv2U7duHXXr1g36XLrgYALnzcNv+nSEYWBj14SPD/6zZ+M3daoa76Y4zXm3j6zJACzJpj+YMi1/sd/2NWVamod6LmcnmNeBbxKXrS0DGoHvABKXrZ2IVtWoKG5jiIoi9ve/B7TZ/ut/WE9LXu6AH99WVUXDjxtoycmh9osvqP3ii0HHoA8NJeDEE/CfMdMjpTtdgD8Bxx2HcexYt19bcT4f48j4YmRJNt0HfIs29eFf7Jt/ZAiDpds5fZxZ4rK184A44POc9IX19m2TgaCc9IU/O/ViA6DGmSlHqiUvT0uEBw8O+DFtNdU0/Lih02TMnuSTkEDgSSfil5wMwtlN5Yq75O+tBGDM5HCXXyti8eUuG2dmSTYtAhYANwLbgUzgLOAsU6Zlz1DOqdYzUxQXkVLSeugQdT/8QMv+bI/EYC0tpX7jRmzVqmJEGZypezJdmcwWABvResAfB5iAtUAGMMWUaTlxsOdU7ViK4iJCCIzjxhExbpxH45BtbTTt2kX9Dz/QWlDo0ViUI5NjLgMgMSXK9Rf7y59defZfAA8CE4CngR1AvSnT8quhntCrSmbBM8/6LGTepacLnaHNEBr9p5z0hemO++NvfcnXWltuNgRHJNqaG6x12z+7tGbLR2v7OqcqmSmKMlJ420rTlmTT2cAzgB5YZcq0pPd1fA+P3w7cgNZW9iiwB6g0ZVoGPbGq11SeJy5bqw8/I2167c9rL8r/zy37gCsSl62d6nhMa9nBp9vqyv3yV9zga60p/av/+DlqsU9FURQPsCSb9MBytMWXpwJXWJJNU/t+VDefmTItm02ZlpVAninTMh8YUunMa5IZMFfn47uzdvOHZtpaJfAGsMjxAH1Q5AUtBXtWSSllwMS56cYxU0J1Pr4jZpIyRVGUYWQusM+Uack2ZVpa6OEzuz+mTMvvHO5eZ99WNpRgvKnNbAzg2G86Dzje8QCdb2CotbbMDJCTvtAav/TlFr9xM6YCnRoCohbe9YoxdtLFAA0NDQghUBRFGf7sn2W/dX3zkFGIAEuyabPDppX2ElS7fj+zB8OUadk+1MeCdyUzpylb+/drgGsAAt+4R9ZXrfdwRJ4hK7d57uIHBj8my+m2bQOg2Fx0RKfZtbdmSI/7sUir+MhtUl+mFOcYP/txALK33ufya63MamkwZVrmuPxCTuJN1Yz5QILD/Xj7tg625vpqQ3BUCkDisrUG4WM0Nh3csduNMSqKoiiafj+z3cmbktkmYFLYqb+KR+8j0JYFWON4QFtd+UfG0VNuFEKIhn0/LWsp2FNta21WfY0VRVHcbxMwyZJsSrIkm4z08JntTl5TzZiTvtAaNOOsQ6EnXPZ1wJQT9VU/vF5T/f1r82KyH36ipWjfwcpvX/61T3TS3W01pWeNSXuhxdbc0Fq34/MrPB23oiiKu9R5sumgC1OmxWpJNt0GfIbWNf9FU6Zll6fi8apxZq4QGOiv2sw8QbWZqTYzZVhbmdXishlAXMGbqhkVRVEUZUhUMlMURRkmEmc+QuLMRzwdhlfymjYzRXG2amC9TmAIMjKm2UpEqw1V4acMZzqdr6dD8FoqmSkjVrqPYK1eB6ZRAPi32ZhZ28wf91VgHNlNxYpy1FHVjIpHNdhs/LEwj09rqpx63lZp4xudVg6bUtdCsNVGo17HhjB/vogKcOq1FEXxPJXMFI96t6qCD6sr+Udpzz0O36ws56LsvRxoHtxq6lsaGqgTggk2ybOWUt7bWsiy/RUAvB4XjFXVNyrKiKKSmeIxVil5rUKbU7SgtZUya2u3Y96oLGd/SzPpxQUMZhjJN3Vad/pTbYcfc2pFIwmNrRT7GvgyUpXOlOGnpuwnasp+8nQYXkklM8VjMmprKHBIYNsbGzrtr2qzsr9FK5H92FDH13W1AzqvlJJv7Mee0nY4memBqwq07f9VpTNlGCrLfZey3Hc9HYZXUsnMjerrG1ly/YPclPZnXvvvJx3bCwtLueOuJ7j9N4/zw/ptHdvTlj7Kb+/7uwcidY+XK0oBGG3wAWBbl2S2tUG7b7SvevBESQHNNlu/5z3Q0kxeawvhUjKjS2Hu1IpG4htbKfQzkBGhSmeKMlKo3oz9aG1t5a23v8Bqbev32OPnTic5OanX/e+9/xWXXHw655+3gMuvvI+rrjwXgL/9/RWCgwKoq28kfkw0AO+8+yXHzZmGJfOAc56Il9neWM+OpkZCdHrujo7jtwWH2NElmf3cqK0QfnV4FN/W17CvuZmXK8q4KSq6z3O3l8rm2yT6Lvv0wJWFtTwxPoL/jg7m9PKGbscoirdy56z5w40qmfVj67Y9/Pv5t6muqevzZ8/eHH5140PMmXdVx8/KVZ2rA/LyS0iIjwVArz/8Ebpr936uvfo8HvrjLfz5r6soLi5n67ZMTj9trlufqzu9bG8ruzQ8guMDtRlzdjU10ioPl7y2NmjJbE5AIL+LHg3AqvJSiltbqbBaeaOynLTcA7xUXtrp3O3tZQvaem5jSy1vJK7JSr6fga8j/J37xBRF8QhVMhuAGSmTuOO2vuc03r07m7z8El5+6c+9HhM/Jpq8/GJmzZqCzaG6LH5MDOHhIQQF+dPU1Mw3326hpLSSRx5dyfYde9m79yCTJ49z2vPxtLyWFr6qrcGA4IqwSEL1BpKMvhxoacbS1MQM/wAabTZ2NzWhA2b5BxCk13N6UAhf1dVwzcH9lFpbaS8rr6+vI8Fo5IzgUKrarGxrbMAAnNhLjWR76eyppHDeigvm9IpG9zxxRVFcRpXM3Ojii07n3fe/4tbb/sr5C0/hmuv+AMDdd17N7+5/hptv/Qu33nIpl116Fv9Z8UcefOBmTjv1uBGVyABeqyzDBpwTEkq0j9ZeNstfa79q7wSys7EBK5LJvn4E2Uux90THYRSCInunkfmBQVwSFgHAnwrzyGtp4Ye6WmzAsQGBBPURw+nlDQRYbWQH+FBoVBWNijLcqZKZGwUG+vPSqoc77re3mU2dOp7/e+HhbscnJo7mb4/f5bb43KHFZuOD6koAromI6tg+wz+A96sr2d7YwDXAVntSOybg8KTd8UYjKxKSyG1pZkFQCBEGA1JKKqxWMupquCf/IHE+RgAWBIVARe+z3ftIOLamme8i/NkY5seFJfUueLaKoriLSmZuVF/fyK9vfwyj0YdTTzm2I5k99MgKLJkHCA8P4cEHbmb06FE8+dRqcvOKSUoczV13Xu3hyJ1nS2M99TYbk339SPY73F7VtWTW3vljtn/nHodzAgKZ45DghBA8EhdPZk4WluYmLM1NACwICu43luOrmvguwp+fQlUyU4aH6pJvPR2C11LVjG7U3pvxPyv+yJqPv+nYbjAYMBp98PExEBYWxNatmfywfjv+fr7ExY7q9Xw/btjO0jseY8YxlzFqdCpjJ5zLuRfczvLn3qS6emBjstztW3tPw5O7JJskoy/BOh3F1lbyW1o6uunP9u9/OaUQvZ6/jR6LwT6N8HijLwnG/idknVutJb5tIb406tSgM8X7leevpTx/rafD8EqqZDYAsrms34UuZU0+WVmHmDPvqo5tN994MTff+MuO+3n5JaRMnwR07s34+2XXo9PpWPPRN6x68QOiR0VgSk7isUdv55rr/sCiCxbg7+/X6XrnnH8bo+NGsej8U3lg2Y1ER4fT1NTC3qyDrPt6M4t+eTd33XAiF5w92wmvgPN81z6YObBzMtMJQYp/AOvr63inqoIGm414H2NHm1p/pvsHcF9MHI8WF3B+aNiAHhNutZFc10JmkJFtwb6cYE9uiuKthH3WfGkb3PRuRwOVzJxo0qSxQ+rNqNNpBeTo6HB27trHMbOTOZRbCEBAgB/Nza3dktkrL/2ZqKjwTtuCggwcM9vEMbNN3HPXNZTu+85ZT80pclqaOdTaQohOT4p/9wHLs+zJ7K2qcqB7FWN/Lg+P5IzgUML1A+/QMbe6icwgIxvD/FQyU7xekn0tMzXOrDuvSmZCiLOBZ9B6T6+SUqZ32X8d8CSQb9/0rJRylVuDPAIXX3Q6t92Zztr/fd/Rm/GV//sLf01/gdy8YsrKqvjn3+8lNjaK19/8lLvvfYrYmEjCwrq3/3RNZD2Jiuy/3cid2ktlJwUFYRDdq/Vm2pNXrT3RO3b+GKhIw+De0sdXNfHymBB+CvNFHkStd6Yog5CyOqXTZ7Z5iTm9y/67gRsBK1AKXG9eYj7oili8JpkJIfTAcuBMIA/YJIRYI6Xc3eXQN6WUt7k9QCforTfj75fd0O3Y5f+8v89zJU0+DyEEo6LC2fjDy84N1EV6q2Jsl+IXgADahzofM8iS2VBMbGgloqWNUqOBA/4GxjdaXX5NRRkJUlandPvMTlmdssa8xOz4mb0VmGNeYm5IWZ1yK/AEcLkr4vGaZAbMBfZJKbMBhBBvAIuArsls2OqtNyOA2ZzF6Wenkb3nI2w2G7+68SEiIkIJDg7g6Sfv6XauA3s/dmfoR6y+rY3NDfXogJN66WkYpNcz0dePrOYmwvV6EgfQieNI6dCqGj8dFcjGMD/GN9a5/JqKMkLMBfaZl5izAVJWp3T7zDYvMa9zOH4D4LKu2d7Um3EMkOtwP8++ratfCiF2CCHeEUIk9HQiIcTNQojNQojNVqv3fNPurTdja2srq176gHN+cRIAubnFzJ6VzH9W/JG8vJI+z9k+8Lq/bZ62saEOK5IZ/gGE6Xv/DtXeRX+2fyCih6pIV2jv1bgh1K+fIxXl6KEP1htSVqdsdvi5ucshA/3MbncD8D9nx9nOm0pmA/ER8LqUslkIcQuwGkjtepCUciWwEiAw0H/gi2D1piYPDnzR9zH51WRl5Q6pN+Pfnn6FO5Yu5s9/1Zr/xo8fw6bNuzjn/Ns4/rjpfV521+7sTvfb2trY8rNlQE/Lndq75M/vpYqx3YWh4XxfV9sxs4c7HFvdjMEmyQwyUqPXEdLW/8z8iuIJlYX9fA45UVttm9W8xDzHGedKWZ1yNTAHWOCM8/XEm5JZPuBY0orncEcPAKSU5Q53V6HVv3qNofZm3LZ9D8Ul5fy0aSfP/+ddxo2N45cXnc6115zHzbf+mYqKaiIiQjud67HHX+Svj79IY2MzIZEnA9o6XkajDzffcLFrnmAvmtus/GPPdyyIHs+8qO5Tb0kp+b7e3l7Wz2DmFP8APpuY7JI4exNgk6TUNrM11I9Nob5qrkbFa1UWfenpEBz1+5kNkLI65QzgAWCBeYnZZWMKvKmacRMwSQiRJIQwAouBNY4HCCHiHO5eAHhfEaQPvc3N+OZ/H+cfT93L3OOmc8tNv2T+SbNY8/E3/Pr2x2httRIeHtLtXPffdz21Fd9z793XUlP+HTXl31Fb8T3lRet47NHb3fq8PszfxWsHt7Js+/9obOu+WnRmcxMlVivRBgNTfL2zKu94e1XjzyGub6dTlKHS+4Sg9+n+eeAhm4BJKatTklJWp/T4mZ2yOmU28DxwgXmJue82kyPkNSUzKaVVCHEb8BlaN88XpZS7hBCPAJullGuAO4QQF6B186wArvNYwEPQW2/Gdu3zMwYFBfDOm08O6JxdE1dhYSkREaH4+hqPMNqBW5OvtfdWtDTwzqEdXJN0bKf97b0YTw4Mdls72GBNaNCScJ6f1/xLKEo346Y/AHjHODPzErM1ZXVKp89s8xLzrpTVKY8Am81LzGvQhlIFAW+nrE4BOGReYr7AFfF41X+ulPIT4JMu2x50uH0/0HefdS820N6MgYH+pC19FINBz/ikeO6565oBX+OaX/2R/dl5/PKi03ly2WmueBqdHKirYEdVIToENiQvHdjMpWNn0F7+qm1r492qCgBOCfKab5TdjG7WFpQpVMlMUQbMvMTc7TPbvMT8oMPtM9wVizdVM454A+3N+P0PW5k+bSLL/3k/27bvoaWle9Vdb778dAXZez7iV9e65MtPN+2lsgvGTMUUEk1Zcz3v5po79j9WXEChtZVpfv7MH8Dkv54S2dKGj01S6aNX8zQqyjCkktlAlJfBtm19/1gyO+ZmHOxK0+29Gdur4PLySkiIjwEgOjqC8vKqXkPrqRv+tb/6I9OmTRjqsx2wNmnj4wJ7MoufRtrEeQC8lL2JZpuN/9VU8XFNFX5C8NjoBHy8tIoRtDqS2GZtGEehr1rfTFGGG1Wn4kTO6s0497hpbN+xF4DS0koiI8N6PWfXrvlWq9VtXfM3ledS3FTHGP9QjgkfgwCmBI9iT20pz5WV8LZ9jsV7o+PcMgD6SMU1t5Hr70OBr5oJRFGGm0GXzIQQgfapp5RBGnhvxtns2p3NnXc/ycwZkzEau88c/9jjLxIcMZ8d5ixCIk8mJPJkgiPmExN/JovOP9Utz6e9ivH8MSZ0QiCE4BZ76ezFilJqbTZOCQx265ixIzG6o2SmvuMp3kktAdO7fv9rhRA6tC6XVwHHAc2ArxCiDFgLPC+l3OfSKEeIgfZmBHju2d/3ea7777te+3ngX27vig9Qb23hy+IsQGsva5caM5FJwVFk1ZYRoTfwcFy81/Zg7CquPZn5qe9qindSi3P2biAls3XABLRehLFSygQpZTQwH22urceFECNnKWQXqq9vZMn1D3JT2p957b+HOwB98OE60pY+ysJFd7Bh4w727Mnh+pse4lc3/onHn/y/Hs+Vk1MAdO+a305KSV5BxZBjLW+uZ/WBzdS29jzG8YuivTS1WTkmfAzxAWEd23VCcL/pNCb5+pE+OmHQs9h7UlyT1qOxQJXMFC/l4xuFj2+Up8PwSgP5rz1DStmtO52UsgJ4F3hXCDGwFRSPcu29Gc8/bwGXX3lfR8nswkWnceGi09i6NZMvMzZy7z1LePE/DwFw8aXdJxkGuHfZP7DZbCw6/1SOPcbEqFHhNDU1s29/Luu+3sxX637iobvPJH700Kr4/pb5DWsLMtlUnse/jl3UrXTl2IuxqzmRCbybNGlI1/UkVc2oeLuEqfcC3jHOzNv0+V8rhLgQOFMI8U8p5Z7ejusp2Y0kjeUNFJuL+jymrKKNrP1DW2ka4Km/v8JHa7/lX3//Xce2N978jLPOPKHH6739xhPs3p3Na69/wourP6SwsAx/f19MyUksPGc+D9x/A76NQ+sIUt3SyBdFWhXit6XZvHloO4vHzToc18FtbK7Iw09v4KzYyUO6hjdq781YbNTThtbDUVGU4aHPZCal/EAIYQbOEkIssE/gq/RiqL0ZAe656xquuWoh9/3+GV5a9TBvvPkZBw8Vct+91/V6vqlTx/Pon3tf2k0OcYrBjwsstNjaiPELoripjqcyv2FORDwTg6NYV7yf9N3aqg4PTD2dIB/v76U4UL4SolraKDPqKfHVE2cfSK0oivfrtz5FSrkfeE4Ikej6cEa23laaXvXi+2zfsZfq6jpuuuEitm7N5LfL/s55557M3fc+1eN6Zu+9/1W/1/q8cC/P79/AojHTWDx2JsY+ll5pJ6XsGPR8b/KpfF96gA/yd7Fs+ycsm5rKfdvWYkPy64knsCh+2tBeCC8W12SlzKinwNegkpmiDCODaRx4DzjGcYMQYp6UcoNzQxq5euvNeOP1F3U7Nu/Ap32e66O1vfdqEkJw6jnH8fDOL6i1NvO3zG94/eA27pwyn1/ETu6zd+GOqkL21ZUTbvTntJgJzB+VyM+V+eytLePGjW9jQ3JR/LSOLvgjzehmK2Z8KfDVc2z/hyuK4iUG0jX/MrQkFiyEMAF7pJTtdWQrgRkujG9E6W1uxvQnXuJATj5lZVU88/S9xMfHYLPZOP+i3zB94SSakm38ZtZlJIUcXjTgsb/cTmxs772aHtywilprM9NDY2lsa2V/XTm/27aW18J+5u/HXECUb2CPj3svbycAi8ZMw0enx0enJ33muVy74Q2s0saJUeP4w7Qzhk13+8GKU51AFC9Weug9T4fgtQbSNf8HtGWww4GngX1CiJ+FEB8DauGnQehtbsZlv/sVz//7D1x95bms+3oTAM/++03OOGcuGQHbyMjbwq3rnqSssbrjMbOOu4Izzk7jhZc+oKqqttN1tpVm8X72txiEjr/OPIe3T7qGB6efQZRvINurCvnVxrcoauz8GNDGjn1aqPXzuSj+8KKg08NieXzWuVw5bhZPzT4fH93I7RrRPuFwgZpwWPFCteUbqS3f6OkwvNJA2szygZeFEPullD8ACCEigUQg07XheYeK6lZ27a3p85iDdZKstqH3Zqyra+Ctd75g5XN/YNeu/bS1tZGdUEJTfSsCQX59Gbd98zQvnvF7/Gst5G19nC+/3c2bH3zF7x/4B/OOHc/ii47nvF/M5NGt7wBw3fg5JAaGA3BJwgxSoydyy6Z32VNbynUb32TV3Es6jRH7X0EmjW2tHBs+hqSgzl36z4ydzJkD7bnY36rcXkx1z1e8mW/AGACaG7qtgXnU67dkJuz1Se2JzH67XEq5RUpZ73jM0W7SpLFs3vBax49jIoPDvRmBTr0Za2rquPW2v/LEY3cSHBzIlxkbMRfs5+vabWCDJ45NY0zgKHZVHODedY9htdlAB2NmRzH/zhk8seYazr5iNh9++jMpd/6FzJoSYv2CuXH88Z2uH+EbwAvHX8r00FgKGmu4bsNbbCrPJb+hmtrWZt7N0zp+/DIhxbUvlBeLa9KSWYGvHunhWBSlqzFT7mDMlDs8HYZXGsjXz3VCiHeBD6WUh9o32leDng8sQZsl5P9cEuEI0ltvxutu+BOtrVYeTX+Byy45kztvv5Jb1/0NCsHUnMDZU05gSlwi13z+CN+WZnPNhtfJa6imurWp0/l9ztcR1KaVxH5nOpUAQ/ex7CE+fqw87pfctuUDfq7M54af3u60P9jgyxmxw2/As7OEtEmCrDbqDDqqDDrCrbb+H6QoiscNJJmdDVwPvC6ESAKqAD+0MaWfA/+QUm51WYQjSG+9Gd97+6lOx32bv53vC3cQ7BPAiou1kf5JIXH885TfcFNGOruqtdJdjE8QweUG9ueWYBujpzUMhF5wYtQ4To+Z2GscQT6+PHfcxTxp+RpzVRHVrU3UtDbR2NbKkqQ5+OmP7gld4pqtZBmMFPoaCLe2eDocRRnxUlanXNzXfvMSc789XwbSZtYE/Bv4t33aqiigUUpZNcA4FbveejN+8r/vefa5Nzn37JO45ZZLeHLrfwGI3h/M0399hb88shSAY6Kn8MLcS8mqK+Op+z4ma08hl5w/hwcuWsyxMxMpbKxhT00pcyL6n9zXX+/Dg9PP7LTNJiU6VWPM6GYrWYFGCvz0TK33dDSKclQ4v499Em1oWJ8G1cptn7aqcDCPGQwhxNnAM2ilvlVSyvQu+32Bl4FjgXLgcilljqvicbbe5mY895z5BAT4sXPXPj488B05NYXoawSTa8cQF9+5+/3M8NHMDB9N9O2+nDyv85ixOP8Q4vxDhhyfSmSa9sHSqhOIorjN/eYl/cwZ2I9B/7cKIa4ELgDaAAF8JKV8/UiCsJ9XDywHzgTygE1CiDVSyt0Oh90AVEopJwohFgOPA5cf6bX7U9wg+LGo774yJU1H1pux3VtZ2lRRcdlhPPHEb/jdsn+wf38uEyYkdDru6/V7+Hp9z9NlCgF/vPuC/p+Y0qPDnUBUMlO8S0nOEX/UeqttKatTdgKvA++al5irBnuCofy3LpBSLm6/I4RYbg/gSM0F9kkps+3nfQNYhDbGrd0i4CH77XeAZ4UQQkrpFR3PBjo344SpCbTou8/NXKqvxlKZQ7AhgMTmaADCwoKpq+s+nC8wwNhtW0NjCy+89h3lFXUqmR2B9u75Bb4jdzydMjzVVW7zdAiuMgY4A23tzL+mrE7ZgJZXPjQvMQ9oPPNQkpmvEGIhkAvEA/5DOEdPxtjP2S4POL63Y6SUViFENRAJlDkeJIS4GbgZwGj0nm/XF190OkvvfIw/F76M7Sy4/JZlvPl8Oj9u2M7T/3iV/OmVYIILJ5xM7a5q7r73KVpbrcyc2X181z23nt1xu7aukWdWfslL//2eyy+cyz1pv3Dn0xpx2gdOF6qB04qX8QsaD0BTXbaHI3Eu8xJzG/AZ8FnK6hQjcA5aYvtHyuqUr8xLzFf1eQKGlsx+DVwMpKAlnKVDOIdL2Wf3XwkQGOjvFaU20Hoz3pV+LVd//ggAY6/Rqg5PmDeT1996jNT376TF2sQlE09l/MNj+j1fRWUdT6/4nP++u4FrLz+RLV/+ifCwnqepUgYusqUNH5uk0kdPo67/dsRaPz0fHBPDnAPVmApVjxHFdUZPugUY2euZmZeYW1JWp+wGLGj9I0wDedygk5mUsgF4tf2+EOI+tLarI5UPODYMxdu39XRMnhDCAISidQQZFurrG7l75T+0uVOATw9t5LLiVPxLffjtf/9Fw/QmkgPHMi4olquXPIC/vx8tLa28tOohdDod0qGK4d6H3+L9tVu46ZoF7PjmEYIC/TzxlLrzltk/tm0b8kP1aGub5fr7UNhPVaMEXp83mt1jgsiN8CP542y6pr8EP6/5PqUMc772pvuR+J5KWZ2SgFYauwIIRKtmvMC8xDygmaaG0gHkLce7wCyck8w2AZPsY9ny0Z7UlV2OWYM2SPtH4BIg40jby2Q/ddBRPqXsrbWxtlAwOUSHn77zR5WUkrwGyc6qNsT7nzBn586OfTddvYCbrz214/47b/9Aa6I2bimoSEddrI3HfvoP4e+3EbzIAPVg/amCmpkbCTI28txjl3Lr716mMmc9EeFBna779HOf4etr4NG/f8Rf//Fxp3iEEFTv//cQX5F+DCZZHUFCcYb2BVX7m4qsJ8GjQ2GMDy/vtxJv7/yT29S9lFY8K4T9Y7S/TUmoLy+2BBJcoA1mb//AOSFWDbxWnOOgUXtPpbjjPWV2/SXapaxOWY/WjPQ2cJN5iXnLYM8xlGrGGinlje13hBDPDeEc3djbwG5DqzfVAy9KKXcJIR4BNksp1wAvAK8IIfYBFWgJb+DXGELjadK4UeTsfpbzTryTT/KtRBgFU8N0hPgI9tTY2FdrI9pP8NHHDzFjWkKf5zKXF1EZ1ESkMYDYzVB1qQ9ZtWWETtRTXd9GiI8vvtk2QoL9aG62ct5V/yA2OrRbIgNoK3phYE/AUyUlDyeydl0TWX+9UtvZClpgDFTE+hG/r67HRNYUauDAGVpHnYDiZhpifClNCelIZoqiDNgy4DvzEvOQCydDSWaPdrn/wFAv3pWU8hPgky7bHnS43QRc6qzrDVRoSADf7fwPUkq+27CX669+ktpWyeQQHft3PUtI8MD6wFTHaT0YU2Mmsrt1H78zLeDOn9dQnah1ODh71BRyA/L5ecdBEsdG8eIz1/Po3z9i285DzJo+dnBBe7K6zwsSWfGRDVkh5mA9mcdFUJgYyIzvy7rtl8C+82Ox+eqI3F1L/PoKtt84jrKpwSR+UYJOFcYUZTBOBU5NWd3jvLDSvMTcezdxu6G0mR3ocr9isOcYroQQnHLCFPbtX9XncZvLc1m2/X/clXwyC0drbZdSSgpCG6ARdn+Uw3lnzeTFRzI48bpxrC87CMCO1/fx4A3nMX7cKJ5+7jN+fd8rlFfU8pubz+p8AW9plxpmBloqA4jKb0TfaqMqxo/9egNGOq86XTg3jJpxAfjUWRn/aTE+jbaO0lnlxEAi96qOIIrzjap4ydMhuEpP/zABwI1oPdadl8yEEFlotajbgW3A9mEx+4a0Dal68Uj8K2s9Jc11PLzzC6aHxjIuMJz9deUcaqwizMePl+/7FT46PVddcgIH6iq4+sfXmR0+mmfTD684/d/n09was9KZwSoZlddIUVIg+skBJFgOV1c2+evZeKo2M8u8L4oYLdvAD+ot1WyPiaZuVgi3thw+ftrkoc/Koiid5dl/u+E99UWl669hZ15i7pigNmV1SjBwJ9qcwG8AT/X2OEeDKZk9D4xH6z14DvCaEOIA8D7wZ/tUV0e9XdVFbK3UOmE2tVm5f/v/WD3vcr4sygLgtJgJnRa3TAqK4IvTbhr4gpeqVDYkPxbpemz36ovfvnpICqQoMYBEh2R20BRCm4+OuOw6Rmcf/kI5LrOGHaeMonB8EHXb9QQ1t/V0WkUZsnI5BYBI0fPsP8NZyuqUCOBu4CpgNXCMeYl5wBl1MMnsainlrPY7QogVaJmzBm0F6tsHca4R65UDPwNwcfx01pcdZGd1ESv3bWBdyX4AzojpvrxKgKH7bB6K54VlNwBQNC4QCR1d7nOmad+Kk3ZWdzrev76NmIP1FCUFsXVcCCfvdd83W+XosLNN6+C9wPAnD0fiXCmrU55EG7+8EkgxLzHXDfYcg0lm1UKIGVLKHQBSym1CiAVSyplCiJ8He+GRqKixls+L9qIXglsmzmPhaBM3/vQ2/9n/EzYkQQYjx0cOsiOH4jH+ZS0Ya1ppDvGhKtqX8JJmKkf5UhXth7GxrVOprF3SrhqKkoLYlBSqkpmiDNw9QDPwB+ABh44gAq0DSL/1qoNJZmnAq0KIbWhtZlOABvs+VbQA3ji0Dau0cXbclI4Z7K9LmsNLBzYDsCB6PEa9miLJUxL85KCqGgUw5mA9B1LCKEoMJLykmQP2UtnYzBr0bd3HkR1bV8PWlhgORflTFGLk9FgvGcyuKC6Qsjql00on5iXm9C77TwH+AcwAFpuXmN/p6TzmJeaB987qxYA/WaWUFiHEXLSi4AxgH/AnIUQgWiPdiNJgbSWjOIvUmEk9rtjc0/Hv5O4A4OrEYzq2L510Ij+WHyKzpoRz4pIHH8hwayPzom757WPMfizSdSScEwZ5rq1VdRwgjIZJARyXV8bH9mS2qKiKhB4GrhrbJLMO1bJhYhi5x4yCglpiUmKH/mQUxYExSys3xExyx3uq75qFlNUp3VY6SVmdssa8xOw4Ofwh4Drgty4KssNgejNGAHcB0Wgz2b8spWx/tn9xQWzOIduGlBD+U1rEC+WlnBa0nn+MGdtp3bBGm43b8nIotVq5MDScRaHhfFFbTU1rMzP9A5hRuRMqtZlAjMCqmCh2hwYyr34/HNh/ZM/HC5JFf450jNeR2rW3xp7AtJ6E0+zzNA8lqRwLvCIlOTEBNP9yCvVGHRNtkmtPG9tt2qp2Rh1sADaNj+a+008a6tNQlO4K7RMozJrlhotZ+jtgLrDPvMScDZCyOqXbSifmJeYc+z6Xj7wcTJ3XG8CXwEa0SYa/F0L8Skr5k0sicxabbdAJQAJfGHWgE6yrq+HtnTu4zF6lJIE/+wg26bVS8T9Ki3i2pFBbOkAIrqmu7Xa9EGDeEELvLSkMZXomd/mxj6mf3CXBTyuJOXaJH2rpKBSYJsGsE/zNXkBf1CZ7TWQAc20QqNOxt7mJvJYW4o2qFl5xjvlzf3TbtfTBekPK6pTNDptWmpeYVzrcH8hKJ24zmGQ2Skr5hP32x0KIN4H/MrTPaa+2T8AhncBHSlqF4EmD4FibZIKEN/SCj/U6/KRkmVXyjU7wjQ5qhWC0lKQO8PvHUEov3pzEHHkykbnCiTaJWSeoFAK9lJzX1veMO0bg5MBgPq2tZl1dDddERPV5vKIMVFSk++aoaKtts5qXmOe47YJHaDCNbhVCiI4uJvZFNAOcH5LnfWVf9uO8Nskiq41mIbjPR8cGHTxp0PY90iq5uE3yTKuNT5tt3Ndq45kW25DmB1O820kOyWu+TZuOoD+nBWulwnW1w+MLiDI85BaMJrdgtKfDaDeQlU7cZjCfvb8G3hVCfIc2E8g04AgbgLxThn1m/FSbZI4Ntuoke3WCNB8dNiG41mrjbNvhD7hY4Kp+vq0rw9d0CcFSUisEi9oGVvSeHxiMAcHPjfVUWq2EG9TXHOXIbdk+G4CE0QUejgSwr3SSsjqlr5VO3KbfkpkQ4hUhxN1oWTcVWAeMArairTszouQJyNQJAqRknk1bVCe91YZBSmxCcFyb5DdWlbiOJgbg962Sa6w2Th1gNXKwXs/cwEBswLf1ta4MT1E8wrzEbAXaVzqxAG+Zl5h3paxOeSRldcoFACmrU45LWZ2ShzZB/PMpq1N2uSqegXxdfAmYCVxj/x2K1lvFCJyPtv7MiLHOXsV4sk3ia982XcJfWyXf6CW/bZWqKvEotNAmWTjI/linBYWwvr6OdbU1LAoNd01giuJB5iXmbiudmJeYH3S4vQmtIORy/X4uSykzgIz2+/YVnk1oiW0uIyyZfdVexdhlWr2zbZKz1bIeyiCcGhTCo8UFrK+vpdFmw193xONCFUXpxaD/u6SUVimlWUr5qpTyXlcE5SnlwFYBPlJysk1VJSpHJsbHh+l+/jRJyYb6QU81pyjKIKgaMwdf6wVSCI5vk3Rf21lRBi81OISdTY1k1NV09HBUlKFacOL3ng7Ba6l6DwftXfJTValMcZLTgrQE9k1dDVap3lfKkQkPrSY8tLr/A49CXlEys0+V9SaQCOQAlzlMleV4XBvasACAQ1LKC5wVQw2wUQdCSk5zcTf7kTpgun32jwQ/2WnyXU+YNjmk86wfbpn+p7vxRl/GBYZzsL6SFdZAbpusprdShi4n0x+AxORGN1ztdTdcw3m8IpkBy4CvpJTpQohl9vv39XBco+OaagMhbbLf5FFl0PHHSZG0+umZWdOMdU8ZxYO5iIv0lsDak4an9DXDR4Kf50sf3VZ29lAiAxBC8DvTqdyx5QNW7t9IrH8wlyTM8Fg8yvC2bb323nZPMhtevKWacRHayqLYf1/orgsX+ur5jWkUmUFGYpqt/Canyl2XHpLhkMg8XSrzGklnQtKZnDwqiQemnQ7Ao7u+4ruSbA8Hpigjj7eUzGKklIX220VATC/H+QkhNgNWIF1K+UFPBwkhbgZuBvDp47N/b4APD0yOpMpHz4T6Fh7NKiey1XUfxEOtKhxKAnP1/IjeUALzaklndrp7ScIMihprWbl/I7/dtpaXjr+MqaG9vc0VRRkstyUzIcSXaDM/dfWA4x0ppRRC9PZJOU5KmS+EGA9kCCHMUspuU2pJKVeiLb9NgE/P56rXCe6dGEGDj57JhXVc/20+RVYbnl28pLOekthIm8T3aLJ00okUNtXyUf5u7tn6MZ8suL7T0kKKogyd25KZlPKM3vYJIYqFEHFSykIhRBxQ0ss58u2/s4UQXwOzGeL8kF9GBdDga2BcWSM3f52LQdWMKS4mhOCh6WfybUk2+Y3VlDTXEeMX7OmwFGVE8JY2szXAEvvtJcCHXQ8QQoQLIXztt6OAk3BYBG4wJLAmOhCAUy3lKpEpbuOj0zM5WFsSZm9tmYejUYab039Zxum/VO+bnnhLMksHzhRCZAFn2O8jhJgjhFhlP8YEbBZCbEeb7DhdSjmkZLYt2Mghfx9CGlqZkasmgVXca5I9mWWpZKYMUnBoG8Ghbf0feBTyig4gUspy4PQetm8GbrTfXo+2wvURWxOtze9x4r4q9Kofg+Jmk4JHAZBVW+rhSJThJsusLSE5KaXBw5F4H69IZu5UYtSzPtwPvU1yQlaVp8MZcbylW37HgGl3jTHr0nuxL6pkpgzVrk1aG6tKZt0ddcns//QGbEIw+2A1oU1WT4czKN7Qk7GvLvneksjcZhAJzNHEoEgEkF1XQautDR+d3rlxdSHCZ7n0/IobGbRmEREe5+FAvM/IT2aBBr7PayC8wYpVJ/jxQm1sz/y93WbLcjvHrvddE4HjPm9IYorzBBiMxAeEkttQzYH6Cibbqx0VRRm6EZ/MZLiBhy+ayOiKJqJrW6jzNzC6sonxpWo6GMVzJgePIrehmqzaMpXMFMUJRnwyo9GGsdVGQYQfBRF+gFYqO1rKOq6aqcNbqxS7zcvY1RCrBo9U16q+SaOy+ap4H1mtOlUNqChOMOKTmSxt4dF39rIvJoBdY4Jo0wmOy/bsEgo9zezxY5Gu3wThDVNI9Rdjv8nEDXrt/OEliQxgclgCAFlVeW6ORhnOzr4h0NMheK0Rn8wAfGwSU2E9psJ6t1xvqJMB9/a4yxK9a1yJNySs3vSYyDyUxKD3zheTwuIB2FuV68ZolOHOP8hbhgZ7n6MimbVz14zzzuqw4Q0lMcU1EoJi8NMbKW6ooLqlnlCj+sat9M+yoRkA0zxfD0fifY6aZDbcEpmjwcTurW1ZSmd6nY4JoWPYVXGArKpc5kQnezokZRjI3NgCqGTWk6MmmQ03jqWy4ZagOq3wrPRqcliCPZnlqWSmKEdoxFfA2qTnF7QcSby5vWy4Ue1mircaju9JVTLrhycGLA/nUpkycJPDxgKQNQw/OJSR7Z/b3vZ0CIOmklkvnJ3EhtKZw9sS2UBKZaqK8bD+xo+1l8yyqvKwSRs6oWoQFM8rbqjgu8Ltng5j0I6qZKamhVK8SYRfCFF+oZQ1VVNQX0580JHNBGK1tZFVlcuU8LEqMY5Q590a5PJrfJj9PTY5/HpSH1XJTFG8zaSwBMqKqtlbdajPZNZobSa7poDs6gICffyYHzcDo96nY//PJXv46+ZX2FN1iEsnnsaDc3/ljvAVN/MxuvYLuU3aeG//Ny69hquoZKYoHjQ5LIEfi3aSVZVHavyxnfbl1pXwWubnfFOwjfy6UiSHvy2HGAM5Z9w8zkiYw4fZ3/FxzvqOfW/vW8fJo2dyWvwxbnseinuYv20CIOUUP5ecf2PxbvLrS4kLiGSnS67gOiqZuYga8OwlPDj7x0C0t5u9uuczDtQUcmz0FGIDInhv/zdk5G3pqO4xCD2JIbEkhYwmt66YzMpDvJn1FW9mfQWAUefD9VMX4qv34Zntb/PQxhdIiZxAlH+ox56b4nz7trYCrktm7+3TSmUXTVjAFwyvEtpRk8zc1V7mrCTmbZ0/lMEZ6OTBJ8ROJyYgguKGCtbmrGetQwnLoNNzftKJLJ50OlPCx+KjO/zvuqfyEB9mf8e3BduYFJbA3bMXkxAUjU3a2FC0i43Fu3lo4wv8a8FdCKHaipX+VTbV8lXeFgSCi8afzK89HdAgeUUyE0JcCjwEmIC5UsrNvRx3NvAMoAdWSSnT+zu3RHX8OOq4a3VpJ4gOCOfzRU+zrzqfLSV72FKSycHaIk4ePYsrJp/BKP+wHh83JXwsvzv2Kn537FWdtuuEjr/Mu4mLP3mAbwq28c7+r7l04mlueCbKcPdxzg+02qzMj5tBbGDkgB6Tsjql02eyeYk5vct+X+Bl4FigHLjcvMSc49TA7bwimQE7gYuB53s7QAihB5YDZwJ5wCYhxBop5W73hNg/b6tadPcAZ9Utf2h0QsfksAQmhyVwxeQzjvh8sYGR/OG4Jdy3/jme3PIaeXUlLEw8sWOmfkXpSkrZ0fHjlxMXDOgxKatTun0mp6xOWWNeYnb8TL4BqDQvMU9MWZ2yGHgcuNyZsbfzimQmpbQA/VWHzAX2SSmz7ce+ASwCXJbM3JmcnFmtqGbpcI3htO7YuYknsL5oJx9mf8eLu9fy4u61TApL4LjoZNVtfxjzrz0egMe3rHHqeRusTeyrzifCL4QFo2cP9GFzgX3mJeZsgJTVKT19Ji9Cq3UDeAd4NmV1ijAvMTv9w9UrktkAjQEcp0rIA47v6UAhxM3AzQCRkZFsCUkc0gW3DOlRQ/NBhRNPtsGJ5xoO1+1mby+3jz6+HJ6Q9hAlHKLEg9EoR+5r7dda55/ZF1/qaeaEJ29t3xSQsjrFsclnpXmJeaXD/YF8JnccY15itqasTqkGIoEypwaPG5OZEOJLoKd6qAeklB8681pSypXASoA5c+bIzZt7bIJTRhibTdLc0Ip0KOTqDQKjv0F1glBGhNLcWgBGJQS7/FpCiC3mJeY5Lr+Qk7gtmUkpj7QxIB9wrPSPt29TjiK2NhtVxY2UF9RRnldHeUE9dZVNNNS00FjbirR1r73QG3QEhBgJCDUSEulHZHwQkWOCiIoPJjDMqBKdMmx8/1YWABfd4xVjCAfymdx+TF7K6hQDEIrWEcTphlM14yZgkhAiCe0FWgxc6dmQFFdra7VRnFNNQVYVBfuqKdpfTWtz7ytv+wYY0Om15CQltFlttDa1UVvRRG1FE8UHasjafLiqLTDMl/gp4YyZEs6YKWGERPq7/DkpygixCZiUsjqlr8/kNcAS4EfgEiDDFe1l4CXJTAhxEfAvYBSwVgixTUr5CyHEaLQu+OdKKa1CiNuAz9C6gb4opdzlwbAVF6kubeDQrgoO7Sonb08l1pbOnWOCI9pLV4FEjgkiJMqfwFAj/sFG9IbunRtaW9poqG6mvrqF6pIGyvLqKMutozy/jvqqZvZsLGLPxiIAwuMCGT8ziqRZo4geG4zQqVKbovTE3gbW6TPZvMS8K2V1yiPAZvMS8xrgBeCVlNUp+4AKtITnEkIOwwklB0O1mXk/W5uNwv3V5JjLydlRRlVxQ6f9EaMDGTMpjLhJYYyeGEZgmHNW2ZU2SXlBPfl7KsnbU0nB3kpamg6X+gLDfJk4J5opc2OJSghS1ZGKx73/1M+Ae6oZhRBbpJRHZ5vZ8rSMu/vav3RF6tPOvJ4yfDXWtXBoVwUHzWUc2l1Bc4O1Y59vgIEEUwRjp0WQYIokKNw1S8QLnSAqPoio+CBmnp5Am9VGQVYVB7aVcmBHGXWVzWz/MpftX+YSHhvA5LmxJJ8QS1C4a6YSUhRl6Jxdzej6LjbKsCRtkrK8Og7uLOPgzgqKD1TjWCkQFhNAYkokiTOiiJsQik7v/rFQeoOOBFMECaYITl48meIDNez9qZh9W4qpLGpg45psfvoom7HTI5l64mjGzYhE74E4laPXvAsneDoEr+XsZPbJ0hWpm5x8TmWYam60kru7QktguyporGnp2KfTC+InhzFuehTjUiIJiw7wYKTdCSGIHR9K7PhQTrp0InmWSjJ/LCR7WykHzeUcNJcTEGpk+iljmHbyGAJCjJ4OWTkKxE1QE0f3xqltZsvTMrYCQcAbwOtLV6R6fKop1WbmXtWljRzYXkrOjjIK91Vjc+gqHxTuy9jpkYybFkl8cjhGP6/ofzQojbUt7NlYxO7vC6gs0tr2dAbBpDkxzDojgah4VTmhuE7h/mrAPUltuLWZOb0DyPK0jCloPVYuB1qB14E3lq5IzXHqhQZIJTPXklJSUVDPvi0lHNheSnl+fcc+oRPETQhl3PRIxk2PJGJ04IjpRCGlJG9PJTsy8sgxl9G+1FjijCjmnJNITJKaUkxxPtUBpHcu7c24PC1jJlpiuwwoWroi9SSXXawXKpm5RlVxA1mbi8naVNxRQgEw+ukZNz2SpJmjSJgagV+gTx9nGRmqSxvZsS6X3d8VYG3VhhEkmMI5ftEEYhJVUlOcRyWz3rmsnmd5WoYOiAZigEBQk8INd031rezbUkLmj4UUH6jp2O4baGDC7GgmzB7FmCnhPY71GslCR/lz8mWTOfbsRLZ/dQjz1/nkWirJtWxm0nExzFs0npAoNRhbUVzJ6clseVrGycAVwIWAGa397K6lK1KrnX0txfVsNkmupYLM9YUc2F5Gm1Urefj46hk/exSTjoshPjlc9eoDAkKMnHDRRGafNY6fPzvIjow8sjYVk721lBmp8cw5N3FYthMqynDg7HFmucBBtAT20NIVqYMqjS1Py+i00NvSFanpXfbfDdwIWIFS4PqlK1IPOiN2pbPKonoyNxSxZ0MR9VXN2kYB8cnhJJ8Qx/hZo/Dx1Xs2SC/lF+jDiRdPZPqCMWz8MJu9PxWz9fND7NtcwoKrpjBu2sAWPlQUZeCc/TVx/lCTy/K0jG4LvS1Py1jTpUfkVmDO0hWpDcvTMm4FnsBFC70djRpqWsjaVMzen4ooOVjbsT10lD/JJ8QxZV4swRFqwPBAhUT6c+b105iRmsDXr2VSllvHx//azuS5Mcy/dBL+wao7vzI48y+b5OkQvJazk9lDy9MyeutRIpeuSL2hj8fOBfYtXZGaDbA8LaPbQm9LV6Suczh+A3D1EcZ71KsqbuDA9jIO7CilaP/hgcxGPz0Tjokm+YQ44iaGjpheiJ4QkxjCpcvmsO2rXH766AB7fyom11LB6UumMm66KqUpA+eOpV+GK2cns4972JYA3IVWddiXAS++aXcD8L+edixPy+hYnLOxrrWfyx49pE1SWdxA0f5qCrOrKdxXRXVJY8d+nV4wblokU46PJTElEoNRVSM6i06v45izxjFh9ijWvZJJ/t4qPn52OzNTEzjhognofVSbo9K/XIu2im+CKcLDkXgfpyazpStS322/vTwtYzzwe+AUIB1t9mSnWJ6WcTUwB1jQSxwdi3O+NMdnZM+k3EWb1UZdZTN1lU3UVTRRU95EZVEDlUX1VBU3dJuB3jfAwLjp2jRS46ZFYvRXHRRcKXRUABf8ZjZbPz/IT2sOsD0jl/ysSs66YRrhsYGeDk/xcps/yQFUMuuJK3ozJgN/AGYDTwJpS1ekWvt+FDDAxTeXp2WcATwALFi6IrX5yCMeXqwtbVSXNlJd2khNWSM1pY3UVjZTX9VMXVVzpymjehIY5kvs+FDiJoQSNzGUyPgg1RPRzXQ6wbFnJxI/JYLPX9hJWW4db6dv5ozrpjJ+1ihPh6cow5KzezO+DRwLPIVWtdgGhCxPywBg6YrUij4evgmYtDwto9eF3panZcwGngfOHmxPyeHI2tJGcU4NxQdq7Gtw1VJV3EBf49yF0BJWcIQfQRF+BEf4EhYTQHhsIGExAUfFIObhIiYphMsfmMu6VzPZt6WE/60wc+zZ45h7wXh0ah01RRkUZ5fMjkOb2Oe3wD32be3/lRIY39sDl65ItS5Py+i00NvSFam7lqdlPAJsXroidQ1aSS8IeNueIA8tXZF6gZOfg8dYW9so3F9NnqWSgqwqSg7VYLN2zlxCJwiL9ickyp/QKD9CRvkTHOFHYLgvQWF+BIT4eGTGeWVojP4GzrpxGtGJIfz43j62fHqQkkO1nHXDNPXFQ1EGQS3O6UFSSiqLGji0q5xcSwUFe6s6pkMCQEDk6CDiJoYyamwwUfFBRMQFqo4ZI1ReZgWfrdpFU10rIaP8WXjrDCJGq3Y05TA1nVXvVDJzs6a6VvL2VJJrqeDQ7nLqKjo3+0XGB5FgimDM5DDiJoTiG6C+nR9Naiua+OS5HZTl1uHjp+es66eROCPK02EpXqKySJvI2x2dhVQy8zKeTmaNdS0UZ9dQkFVF3p5KSnNrO2ZYB/AP9iFhagRjp2rLogSGumZVZWX4aG1pI2O1hX1bSkDACRdOYPZZY9VYP8WthlsyU/2wnaipvpWyvDrK7Z01ig7UUFXc0OkYnUEQNz6U+OQIxk6LYFRCMEI19isOfIx6zrpxGpFjAtm45gA/vr+f8vw6Trs6WVUxH+UO7CgDIEmV1rtxSTJbnpZxw9IVqS902Za+dEXqMldcz53a2mzUljVRVdJAdUkjlcUNVBXXU1XUQH11927xBh8d0YkhxI4PJX5KOLETQ/FRH0hKP4QQzDk3iYi4IL74v93s/amYquIGzkmbQVC4Kr0frbZ9cQhQyawnriqZ/XJ5WkbT0hWprwEsT8tYDgyrSf2a6lupKKizDzjWfqqK66mtaEbaeq6aNRh1RI4JInJMEFHxQcQkhahxXMoRGT97FJdEH8vaf++g5GAtb6dv4py0FGKTXL/SsKIMJy5LZsCa5WkZNuBsoKqfeRm9zua1OWzPyO2+Q0BwhB+h0f6ERgcQHhNAWEwAYTH+BEf6q/FBitNFjgni0vvn8OnzOynIquL9p35mweIpTJ0/2tOhKYrXcPagacc5Vm4EPgB+AB5enpYR0c+gaa8SNTaI6MQQwmMD7D/aoOPQKH81j57idv5BRi74zSy+fyuLnd/ks+7VTIoOVHPK4skYfFS1taI4u2S2Ba2vnnD4vdD+0+egaW+TPC+O5Hlxng5DUTro9ToWXDGFmKQQvn5tD5YfCinLrePsm6erlayVo57qmq8ow1Bpbi2fPm+mpqwJo7+BU6+awqQ5MZ4OS3Gx2oomALesKzjcuua7pL5seVrG0uVpGWEO98OXp2X82hXXUpSj0aiEYC69/ziSZkbR0mjl81W7+OplCy1NA5nTWxmugiP81AK5vXBV489NS1ekVrXfWboitRK4yUXXUpSjkl+gD+ekpbDgyinofXRkri/krUc3UZRd7enQFBfJ2lxM1uZiT4fhlVyVzPTL0zI6uvUtT8vQA2qNeEVxMiEE008Zw6X3zyFyTCDVpY28++QWvn8ni9aWNk+HpzjZzm/y2flNt5WxFFzXNf9T4M3laRnP2+/fYt+mKIoLRI4O4pJlc9j08QG2fn6I7V/mcmB7GanXJDNmcrinw1MUl3NVyew+YB1wq/3nK+B3LrqWoiiAwUfPCRdN5JJlWimtprSRD57eylcvW2joZ9FWRRnuXJLMlq5ItQEvAA8DD6GtTabqPBTFDaLHhXDp/cdx3HlJ6AyCzPWF/PehDZi/zsPWy+w1ijLcuao346lAFvAs8G9g7/K0jFNccS1FUbrTG3TMPS+JK/54PGOnRtDcYOXbN/by9mObyNtT6enwFMXpXNVm9hRw1tIVqXsAlqdlTAZeB4510fUURelBWEwA590+kwPbyvju7b2U5dbx4d+3kjgjihMvnuCWdbEU5zn7lumeDsFruarNzKc9kQEsXZG6F1CrTCqKBwghGD97FFc+NI/jL0jC4KsnZ0cZrz/yE9/8dw/1Vc39n0TxCv5BRvyDVMfwnriqZLZ5eVrGKuBV+/2rADUNh6J4kI9Rz5xzkzCdNJqfPjqA5YcCdn6bj+XHQlJOjeeYX4xVH5RezrK+EADTiWqqva5clcxuBZYCd9jvf4fWdqYoiocFhvpy2tXJzEiN56ePDpC9tZRtXxxi13f5pJwaz8zUBAJCVFLzRpk/qmTWGzU3o6Ic5UoO1rDxw2wO7dYWtdD76Jh60mhmnZlASKSawNibvP/UzwBcdM8xLr/WcJub0dlLwJjRZsfv0dIVqTOceT1FUY5c9LgQzr9jFkXZ1Wz59CA5O8owf53Hzm/zGT8ripQF8YyeHIYQaq0+xXs5u5rxPCefT1EUN4kdH8rCX8+gPL+OLZ8eZN+WEvb/XMr+n0uJGB3ItJPHMGlONP7BqgpS8T4ur2ZcnpYRBZQvXZHqkfpMVc2oKENTV9nMru/z2f1dQccMIkInSDCFM+m4GJJmjsLX31XN7kpPVDVj75yazJanZcwD0oEK4M/AK0AU2hCAa5euSHX7/IwqmSnKkWmz2sjeVsqeDUXk7q7omEVE6AQxicHEJ0eQYIogelwwBqNa9dqV2ieP9nHD6zzckpmzv1Y9C/weCAUygHOWrkjdsDwtIxlt0LSabFhRhhm9QcekOTFMmhNDY10L+38uJWtTMUX7qynKrqEou4bNn+QgdILw2ABGJQQTlRBEWHQAodH+hET6o/dx1ZDWo4s7kthw5exkZli6IvVzgOVpGY8sXZG6AWDpitTM5WkZ/T54eVrG2cAzgB5YtXRFanqX/b7Ay2gziZQDly9dkZrj1GegKEqv/IOMTD9lDNNPGUNLk5WCvVXkZlaQv6eSioL6jp89Gx0eJCAozJeAUF+CwnwJDDUSEGrEL8iIf7AP/sFG/IN88A8y4htgQOhUR5Oe7N1YxLdv7qW5wUpQhC8nLJrA5ONjPR2W13B2MrM53G7ssq/P+kz7mmfLgTOBPGDT8rSMNUtXpO52OOwGoHLpitSJy9MyFgOPA5cfediKogyW0c9A4owoEmdEAVoVWHl+HWW5dZTl1VFT2kB1aSO15U3UVTZTV9lMST/nFAL8gnzwC/TBL0hLdO23/QJ98A/ywTfQB19/A74BBnwDfDD66fHx1Y/oJLh3YxHrXsvE2qJ9xNZVNLPutUwAldDsnJ3MZi5Py6gBBOBvv439fn9rfc8F9i1dkZoNsDwt4w1gEeCYzBahzcIP8A7w7PK0DOGpziWKohzmY9QTmxRKbFJop+1tVhv1Vc3aT3UL9VXNNNS20FjbQmNtK421LTTVtdJU30pzg9W+rXXQ1zcYdfj46jH46DEYdeh9dOgNOnR6Yf/RIYRApwOEQAgODzfo/MvrHNxZjrXV1mmbtcXGulczyd5W2ml78glxHV8wjiZOTWZLV6QeSYXuGCDX4X4ecHxvxyxdkWpdnpZRDUQCZY4HLU/LuBm4GaCxbvD/FIqiOI/eoCMkyp+QqP4HYLe12bTEZv9prGulqa6FpvpWmuqs2u+GVprrrTQ3WmluaKW1qY3W5jasLTZ7yeXo+Z+3ttrYv7VzMoudENrL0SPbiOxXu3RF6kpgJcBLc3xUqU1Rhgm9XkdgqC+Bob6Depy0SVpbtKTW1mrD2mqjrdVGm9WGrc1GW5vE1iaRNomU2H/bPxraf3nxJ8U3r++hqYcv5n5BPiy4YkqnbVHxQe4Ky6t4UzLLBxIc7sfbt/V0TN7ytAwDWq/JcveEpyiKtxI6gdHPgNHPmz7SnMdmtXVqMwOtWvXkSycx8dhoD0bmPbzpL78JmLQ8LSMJLWktBq7scswaYAnwI3AJkNFfe9mWLVvqhBB7+jrGS0TRpbrUS6k4nUvF6VzDIc4hxRjkFxoREhA5Rq8zGNts1paahvL8un9VV7ggvnZT+j/Ee3hNMrO3gd0GfIbWNf/FpStSdy1Py3gE2Lx0Reoa4AXgleVpGfvQBmYvHsCp9wyHgX9CiM0qTudRcTqXitN5hkOMoMXp6RgGY8TPmj+c3jgqTudRcTqXitN5hkOMMHzibKeG5SuKoijD3tGQzFZ6OoABUnE6l4rTuVSczjMcYoThEydwFFQzKoqiKCPf0VAyUxRFUUY4lcwURVGUYW9EJDMhxKVCiF1CCJsQotfeN0KIs4UQe4QQ+4QQyxy2JwkhNtq3vymEcMlSukKICCHEF0KILPvv8B6OOU0Isc3hp0kIcaF93/8JIQ447JvlqTjtx7U5xLLGYbs3vZ6zhBA/2t8fO4QQlzvsc9nr2dt7zWG/r/212Wd/rRId9t1v375HCPELZ8U0xDjvFkLstr92Xwkhxjns6/Hv76E4rxNClDrEc6PDviX290iWEGKJh+P8u0OMe4UQVQ773PJ6CiFeFEKUCCF29rJfCCH+aX8OO4QQxzjsc9trOWhSymH/A5jQBvh9Dczp5Rg9sB8YDxiB7cBU+763gMX22yuAW10U5xPAMvvtZcDj/RwfgTaeLsB+//+AS9zweg4oTqCul+1e83oCk4FJ9tujgUIgzJWvZ1/vNYdjfg2ssN9eDLxpvz3VfrwvkGQ/j95Fr99A4jzN4f13a3ucff39PRTndcCzPTw2Asi2/w633w73VJxdjr8deNEDr+cpwDHAzl72nwv8D23e5XnARne/lkP5GRElMymlRUrZ3ywfc4F9UspsKWUL8AawSAghgFS0WfgBVgMXuijURfbzD/Q6lwD/k1I2uCie3gw2zg7e9npKKfdKKbPstwuAEmCUi+Jp1+N7rcsxjrG/A5xuf+0WAW9IKZullAeAffbzeSROKeU6h/ffBrRp5txtIK9nb34BfCGlrJBSVgJfAGd7SZxXoC1a7FZSym/RviT3ZhHwstRsAMKEEHG497UctBGRzAaop1n5x6DNul8lpbR22e4KMVLKQvvtIiCmn+MX0/3N/qi96P93IcTgZmMduIHG6SeE2CyE2NBeFYoXv55CiLlo35j3O2x2xevZ23utx2Psr1X7ChADeayzDPZaN6B9Y2/X09/fFQYa5y/tf8t3hBDt87x65etpr65NAhxXLXbX69mf3p6HO1/LQfOa6az6I4T4EuhpFboHpJQfujue3vQVp+MdKaUUQvQ6LsL+TSgFbXqvdvejfWgb0caA3Ac84sE4x0kp84UQ44EMIYQZ7UPZaZz8er4CLJFSts/W6rTXc6QTQlwNzAEWOGzu9veXUu7v+Qwu9xHwupSyWQhxC1qpN9VDsQzEYuAdKWWbwzZvej2HnWGTzKSUZxzhKXqblb8crRhtsH9D7mm2/gHrK04hRLEQIk5KWWj/cO1r4d3LgPellB3rPjiUQpqFEC8Bv/VknFLKfPvvbCHE18Bs4F287PUUQoQAa9G++GxwOLfTXs8uBrUChBDCcQWIgTzWWQZ0LSHEGWhfHhZIKZvbt/fy93fFh2+/cUopHVfPWIXWntr+2FO7PPZrp0d4+FoD/dstBpY6bnDj69mf3p6HO1/LQTuaqhk3AZOE1tPOiPZmWiO1ls11aO1ToM3K76qSXvus/wO5Trf6dPsHdnu71IVAj72RnKDfOIUQ4e3VckKIKOAkYLe3vZ72v/X7aG0A73TZ56rXs8f3Wh+xXwJk2F+7NcBiofV2TAImAT85Ka5BxymEmA08D1wgpSxx2N7j39+DccY53L0AsNhvfwacZY83HDiLzrUdbo3THmsyWgeKHx22ufP17M8a4Fp7r8Z5QLX9i587X8vB83QPFGf8ABeh1d82A8XAZ/bto4FPHI47F9iL9m3nAYft49E+MPYBbwO+LoozEvgKyAK+BCLs2+cAqxyOS0T7FqTr8vgMwIz2ofsqEOSpOIET7bFst/++wRtfT+BqtKWHtzn8zHL169nTew2tCvMC+20/+2uzz/5ajXd47AP2x+0BznHx/05/cX5p/59qf+3W9Pf391CcjwG77PGsA5IdHnu9/XXeB/zKk3Ha7z8EpHd5nNteT7QvyYX2/4s8tLbQNCDNvl8Ay+3PwYxDD3F3vpaD/VHTWSmKoijD3tFUzagoiqKMUCqZKYqiKMOeSmaKoijKsKeSmaIoijLsqWSmKIqiDHsqmSmKoijDnkpmiqIoyrCnkpmiDJEQ4nQhxKsuPL+/EOIbIYTefj9e2NdjE0IYhRDf2qfCUpSjnkpmijJ0M9FmxXCV64H35OHJaE9HW4cKqS0x8hVweS+PVZSjikpmijJ0M4HtQohkIUSG0FYI/tI+tx5CCJO99LRDCHGvEGLfIM9/Ffb5JoUQ84GngUvs1xkPfGA/RlGOeiqZKcrQzQR2oK0UcLeUchbagoV32av/XgPulFLOQJuvcsATGdsnqh0vpcwBkFJ+jzaR7SIp5SwpZbb9fMc57+koyvClkpmiDIEQwgdt2ZZTge+llNvsu3YD0cDFwHYp5VaH7dvtjx0vhHhBCPGO/X6gEGK1EOI/Qoj2klYUUNXlslOAzPY79urHFiFEsJOfnqIMOyqZKcrQmNCWGZmKNrN4uxS0xDWDzu1p09vvSymzpZQ3OOy7GG2hxpvQli8BaESbWR/oWBakWh5ewbudL9B0hM9FUYY9lcwUZWhmopW08tESGvZ2rGuAl9EW2pxs3z4LbSma7b2cK57Dy9G3AUgpKwG9EKI9oSUCBY4PEkJEAmXSYQFXRTlaqWSmKEPT3pPxFWC0EMIMvAFcL7VVj18B5ti33wDk2Nu5epKHltCg8//k58B8++1MIEoIsVMIcaJ922loK2grylFPrWemKC4ghAiSUtbZb98LhEop/2C/Hwk8CpwJrAL+CTyLVl34vZTyNftxxwB3SSmv6eUa7wHLpJR7Xf18FMXbqWSmKC4ghPgjsBhtNd8f0Ho7Ng/hPNcDqx3GmrVvNwKLpZQvOyNeRRnuVDJTFEVRhj3VZqYoiqIMeyqZKYqiKMOeSmaKoijKsKeSmaIoijLsqWSmKIqiDHsqmSmKoijDnkpmiqIoyrD3/xchAMhDlWUiAAAAAElFTkSuQmCC", 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\n", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot optimal partitions\n", + "plotting.plot_optimal_partitions(nx_graph, all_results, show=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Your graph is directed!\n", + "100%|██████████| 90/90 [00:00<00:00, 3204.56it/s]\n", + "100%|██████████| 90/90 [00:11<00:00, 8.10it/s]\n", + "100%|██████████| 90/90 [00:00<00:00, 499.42it/s]\n" + ] + } + ], + "source": [ + "# scan markov scale for communities using linearized directed\n", + "all_results = run(sp.csgraph.csgraph_from_dense(adjacency), \n", + " min_scale=-1.0, \n", + " max_scale=1.0, \n", + " n_scale=90, \n", + " constructor=\"linearized_directed\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# select optimal scales\n", + "all_results = identify_optimal_scales(all_results,kernel_size=30,window_size=10)\n", + "_ = plotting.plot_scan(all_results)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, diff --git a/examples/benchmark/run_benchmark.py b/examples/benchmark/run_benchmark.py index f95c4c9..a20c545 100644 --- a/examples/benchmark/run_benchmark.py +++ b/examples/benchmark/run_benchmark.py @@ -49,7 +49,6 @@ def get_comp_time(sizes, graph_type="SBM", constructor="linearized", method="lou with_postprocessing=True, with_ttprime=True, with_optimal_scales=False, - with_spectral_decomp=True, method=method, n_tries=50, constructor=constructor, diff --git a/src/pygenstability/constructors.py b/src/pygenstability/constructors.py index 35bb613..599c39f 100644 --- a/src/pygenstability/constructors.py +++ b/src/pygenstability/constructors.py @@ -264,13 +264,13 @@ class constructor_directed(Constructor): .. math:: - F(t)=\Pi \exp\left(-\alpha L-\left(\frac{1-\alpha}{N}+\alpha \mathrm{diag}(a)\right) - \boldsymbol{1}\boldsymbol{1}^T\right) + F(t)=\Pi \exp\left(t \left(\alpha L+\left(\frac{1-\alpha}{N}+\alpha \mathrm{diag}(a)\right) + \boldsymbol{1}\boldsymbol{1}^T-I\right)\right) - where :math:`a` denotes the vector of dangling nodes, i.e. :math:`a_i=1` if the - out-degree :math:`d_i=0` and :math:`a_i=0` otherwise, :math:`\boldsymbol{1}` denotes - the vector of ones and :math:`0\le \alpha < 1` the damping factor, and associated null model - :math:`v_0=v_1=\pi` given by the PageRank vector :math:`\pi`. + where :math:`I` denotes the identidy matrix, :math:`a` denotes the vector of dangling nodes, + i.e. :math:`a_i=1` if the out-degree :math:`d_i=0` and :math:`a_i=0` otherwise, + :math:`\boldsymbol{1}` denotes the vector of ones and :math:`0\le \alpha < 1` the damping + factor, and associated null model :math:`v_0=v_1=\pi` given by the PageRank vector :math:`\pi`. """ def prepare(self, **kwargs): @@ -281,13 +281,16 @@ def prepare(self, **kwargs): n_nodes = self.graph.shape[0] ones = np.ones((n_nodes, n_nodes)) / n_nodes - out_degrees = self.graph.toarray().sum(axis=1).flatten() + out_degrees = np.array(self.graph.sum(1)).flatten() + _check_total_degree(out_degrees) dinv = np.divide(1, out_degrees, where=out_degrees != 0) + self.partial_quality_matrix = sp.csr_matrix( alpha * np.diag(dinv).dot(self.graph.toarray()) + ((1 - alpha) * np.diag(np.ones(n_nodes)) + np.diag(alpha * (dinv == 0.0))).dot(ones) - np.eye(n_nodes) ) + pi = abs(sp.linalg.eigs(self.partial_quality_matrix.transpose(), which="SM", k=1)[1][:, 0]) pi /= pi.sum() self.partial_null_model = np.array([pi, pi]) @@ -297,3 +300,57 @@ def get_data(self, scale): exp = self._get_exp(-scale) quality_matrix = sp.diags(self.partial_null_model[0]).dot(exp) return {"quality": quality_matrix, "null_model": self.partial_null_model} + + +class constructor_linearized_directed(Constructor): + r"""Constructor for directed Markov stability. + + The quality matrix is: + + .. math:: + + F(t)=\Pi t \left(\alpha L+\left(\frac{1-\alpha}{N}+\alpha \mathrm{diag}(a)\right) + \boldsymbol{1}\boldsymbol{1}^T-I\right) + + where :math:`a` denotes the vector of dangling nodes, i.e. :math:`a_i=1` if the + out-degree :math:`d_i=0` and :math:`a_i=0` otherwise, :math:`\boldsymbol{1}` denotes + the vector of ones and :math:`0\le \alpha \le 1` the damping factor, and associated null model + :math:`v_0=v_1=\pi` given by the PageRank vector :math:`\pi`. For large graphs teleportation + leads to memory error and so we recommend `\alpha=1`. + """ + + def prepare(self, **kwargs): + """Prepare the constructor with non-scale dependent computations.""" + alpha = kwargs.get("alpha", 0.8) + n_nodes = self.graph.shape[0] + + out_degrees = np.array(self.graph.sum(1)).flatten() + _check_total_degree(out_degrees) + dinv = np.divide(1, out_degrees, where=out_degrees != 0) + + if alpha < 1: + ones = np.ones((n_nodes, n_nodes)) / n_nodes + + self.partial_quality_matrix = sp.csr_matrix( + alpha * np.diag(dinv).dot(self.graph.toarray()) + + ((1 - alpha) * np.diag(np.ones(n_nodes)) + np.diag(alpha * (dinv == 0.0))).dot( + ones + ) + - np.eye(n_nodes) + ) + + if alpha == 1: + self.partial_quality_matrix = sp.csr_matrix( + sp.diags(dinv).dot(self.graph) - sp.diags(np.ones(n_nodes)) + ) + + pi = abs(sp.linalg.eigs(self.partial_quality_matrix.transpose(), which="SM", k=1)[1][:, 0]) + pi /= pi.sum() + self.partial_null_model = np.array([pi, pi]) + + def get_data(self, scale): + """Return quality and null model at given scale.""" + quality_matrix = sp.diags(self.partial_null_model[0]).dot( + scale * self.partial_quality_matrix + ) + return {"quality": quality_matrix, "null_model": self.partial_null_model} diff --git a/src/pygenstability/pygenstability.py b/src/pygenstability/pygenstability.py index 22662fe..b33815c 100644 --- a/src/pygenstability/pygenstability.py +++ b/src/pygenstability/pygenstability.py @@ -124,6 +124,7 @@ def run( with_optimal_scales=True, optimal_scales_kwargs=None, method="louvain", + constructor_kwargs=None, ): """This is the main function to compute graph clustering across scales with Markov Stability. @@ -158,6 +159,7 @@ def run( optimal_scales_kwargs (dict): kwargs to pass to optimal scale selection, see optimal_scale module. method (str): optimiation method, louvain or leiden + constructor_kwargs (dict): additional kwargs to pass to constructor prepare method Returns: Results dict with the following entries @@ -178,14 +180,18 @@ def run( scales=scales, ) assert exp_comp_mode in ["spectral", "expm"] - if constructor == "directed": + if constructor in ("directed", "linearized_directed"): L.info("We cannot use spectral exponential computation for directed contructor") exp_comp_mode = "expm" + if constructor_kwargs is None: + constructor_kwargs = {} + constructor_kwargs.update( + {"with_spectral_gap": with_spectral_gap, "exp_comp_mode": exp_comp_mode} + ) + with multiprocessing.Pool(n_workers) as pool: - constructor = load_constructor( - constructor, graph, with_spectral_gap=with_spectral_gap, exp_comp_mode=exp_comp_mode - ) + constructor = load_constructor(constructor, graph, **constructor_kwargs) L.info("Precompute constructors...") constructor_data = _get_constructor_data( diff --git a/tests/data/test_constructor_continuous_combinatorial_gap.yaml b/tests/data/test_constructor_continuous_combinatorial_gap.yaml index 9b8b649..3c1a497 100644 --- a/tests/data/test_constructor_continuous_combinatorial_gap.yaml +++ b/tests/data/test_constructor_continuous_combinatorial_gap.yaml @@ -44,487 +44,487 @@ null_model: - 0.045454545454545456 - 0.045454545454545456 quality: -- - 0.002903773157439476 - - 0.002903773157439475 - - 0.002903773157439475 - - 0.002903773157439475 - - 0.0029037731574394748 - - 0.002903773157439474 - - 0.002903773157439474 - - 0.002903773157439474 - - 0.002903773157439474 - - 0.0028516353945955085 - - 0.0023335029660762033 - - 0.0017987279601447228 - - 0.0012805960103630457 - - 0.0012284583007121507 - - 0.0012284583007121507 - - 0.0012284583007121507 - - 0.001228458300712151 - - 0.0012284583007121507 - - 0.001228458300712151 - - 0.0012284583007121511 - - 0.001228458300712151 - - 0.0012284583007121507 -- - 0.0029037731574394774 - - 0.0029037731574394774 - - 0.0029037731574394774 - - 0.0029037731574394774 - - 0.0029037731574394765 - - 0.002903773157439475 - - 0.002903773157439475 - - 0.002903773157439475 - - 0.002903773157439475 - - 0.0028516353945955103 - - 0.002333502966076204 - - 0.0017987279601447235 - - 0.001280596010363046 - - 0.0012284583007121511 - - 0.0012284583007121511 - 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- 0.086377639023732 - - 0.086377639023732 - - 0.086377639023732 - - 0.086377639023732 - - 0.086377639023732 - - 0.086377639023732 - - 0.086377639023732 - - 0.086377639023732 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 + - 0.08637764385707256 - 0.0 -shift: -15.066240858414151 +shift: -15.066241757415494 diff --git a/tests/data/test_run_default.yaml b/tests/data/test_run_default.yaml index faf3ae7..61e0d84 100644 --- a/tests/data/test_run_default.yaml +++ b/tests/data/test_run_default.yaml @@ -117,6 +117,7 @@ number_of_communities: - 3.0 run_params: constructor: linearized + constructor_kwargs: null exp_comp_mode: spectral log_scale: true max_scale: 0 diff --git a/tests/data/test_run_default_leiden.yaml b/tests/data/test_run_default_leiden.yaml index 1a833dd..92285a5 100644 --- a/tests/data/test_run_default_leiden.yaml +++ b/tests/data/test_run_default_leiden.yaml @@ -95,6 +95,7 @@ number_of_communities: - 3.0 run_params: constructor: linearized + constructor_kwargs: null exp_comp_mode: spectral log_scale: true max_scale: 0 diff --git a/tests/data/test_run_gap.yaml b/tests/data/test_run_gap.yaml index 58ac644..d901ff7 100644 --- a/tests/data/test_run_gap.yaml +++ b/tests/data/test_run_gap.yaml @@ -95,6 +95,7 @@ number_of_communities: - 3.0 run_params: constructor: linearized + constructor_kwargs: null exp_comp_mode: spectral log_scale: true max_scale: -1 diff --git a/tests/data/test_run_minimal.yaml b/tests/data/test_run_minimal.yaml index 628738f..549f419 100644 --- a/tests/data/test_run_minimal.yaml +++ b/tests/data/test_run_minimal.yaml @@ -117,6 +117,7 @@ number_of_communities: - 3.0 run_params: constructor: linearized + constructor_kwargs: null exp_comp_mode: spectral log_scale: true max_scale: 0 diff --git a/tests/data/test_run_times.yaml b/tests/data/test_run_times.yaml index da09960..fcb0840 100644 --- a/tests/data/test_run_times.yaml +++ b/tests/data/test_run_times.yaml @@ -49,6 +49,7 @@ number_of_communities: - 3.0 run_params: constructor: linearized + constructor_kwargs: null exp_comp_mode: spectral log_scale: false max_scale: 0.5 diff --git a/tests/test_constructors.py b/tests/test_constructors.py index eb086bf..7ff852f 100644 --- a/tests/test_constructors.py +++ b/tests/test_constructors.py @@ -14,6 +14,7 @@ "continuous_normalized", "signed_modularity", "directed", + "linearized_directed", ] DATA = Path(__file__).absolute().parent / "data" @@ -60,9 +61,23 @@ def test_load_constructor(graph): assert_almost_equal(data["null_model"], expected_data["null_model"]) +def test_linearized_directed(graph_directed): + data = _list_data( + constructors.load_constructor( + "linearized_directed", graph_directed, exp_comp_mode="expm", alpha=1.0 + ).get_data(1) + ) + # yaml.dump(data, open(DATA / "test_constructor_linearized_directed_alpha.yaml", "w")) + expected_data = yaml.safe_load( + open(DATA / "test_constructor_linearized_directed_alpha.yaml", "r") + ) + assert_almost_equal(data["quality"], expected_data["quality"]) + assert_almost_equal(data["null_model"], expected_data["null_model"]) + + def test_spectral_exp(graph): """Test spectral exp computation.""" - for constr in CONSTRUCTORS[:-1]: + for constr in CONSTRUCTORS[:-2]: data = _list_data( constructors.load_constructor(constr, graph, exp_comp_mode="spectral").get_data(1) ) @@ -70,7 +85,7 @@ def test_spectral_exp(graph): assert_almost_equal(data["quality"], expected_data["quality"]) assert_almost_equal(data["null_model"], expected_data["null_model"]) - constr = CONSTRUCTORS[:-1] + constr = CONSTRUCTORS[-2] with pytest.raises(Exception): data = _list_data( constructors.load_constructor(constr, graph, exp_comp_mode="spectral").get_data(1) diff --git a/tests/test_pygenstability.py b/tests/test_pygenstability.py index 08c9af4..6de21fd 100644 --- a/tests/test_pygenstability.py +++ b/tests/test_pygenstability.py @@ -38,9 +38,14 @@ def test_run(graph, graph_non_connected, graph_directed, graph_signed): results = pgs.run(graph_directed, min_scale=-1, max_scale=0, n_scale=5) # test we don't use spectral for directed - results = pgs.run(graph_directed, min_scale=-1, max_scale=0, n_scale=5, constructor='directed') + results = pgs.run(graph_directed, min_scale=-1, max_scale=0, n_scale=5, constructor="directed") assert results is not None + # test we don't use spectral for linearized_directed + results = pgs.run( + graph_directed, min_scale=-1, max_scale=0, n_scale=5, constructor="linearized_directed" + ) + assert results is not None results = pgs.run(graph_signed, min_scale=-1, max_scale=0, n_scale=5) constructor = load_constructor("continuous_combinatorial", graph)