From 66aa2f07020a1fd73f77109ce1910a064bfe76f4 Mon Sep 17 00:00:00 2001 From: Marina Moreira <67443181+marinagmoreira@users.noreply.github.com> Date: Wed, 19 Jul 2023 11:03:18 -0700 Subject: [PATCH] GMM change detection (#100) * anomaly/gmm: Add GMM-based change detection algorithm Signed-off-by: Jamie Santos * caching: add directory for saving files Signed-off-by: Jamie Santos * emd: update the PuLP solver to glpk for compatibility with ARM architecture Signed-off-by: Jamie Santos * gmm_change_detection: remove redundant packages Signed-off-by: Jamie Santos * caching: streamline file handling Signed-off-by: Jamie Santos * caching: add predictions for points for complete model With this commit, the caching is now in a functional state. Signed-off-by: Jamie Santos * Remove extraneous code from previous clustering algorithm Signed-off-by: Jamie Santos * gmm: remove extra model fitting Signed-off-by: Jamie Santos * caching: remove files for GMM cache debugging Signed-off-by: Jamie Santos * passing python code through linters * Add object disappearance detection Signed-off-by: Jamie Santos * wip: preprocess: only save images once point cloud is obtained Signed-off-by: Jamie Santos * artificial_data: randomly generate point clouds with specified changes - Can now get random point clouds with specified start, appearances, and disappearances Signed-off-by: Jamie Santos * organize scripts into package structure * adding some headers and converting file from dos to unix * remote duplicate commented code that is in artificial_data.py * running on ubuntu 20 the example fake data * first pass at refactoring the code to simplify it * removing test data since it can be generated easily * starting jupyter notebook with basic features and no plot customization * tested all modes * merge ground truth with pre-process data --------- Signed-off-by: Jamie Santos Co-authored-by: Jamie Santos --- analyst/workspace/gmm-change-detection.ipynb | 448 ++++++++++++++++++ anomaly/gmm-change-detection/CMakeLists.txt | 33 ++ anomaly/gmm-change-detection/README.md | 21 + anomaly/gmm-change-detection/package.xml | 21 + .../scripts/gmm/__init__.py | 0 .../scripts/gmm/artificial_data.py | 68 +++ .../scripts/gmm/emd_gmm.py | 103 ++++ .../scripts/gmm/gmm_change_detection.py | 257 ++++++++++ .../scripts/gmm/gmm_edit.py | 63 +++ .../scripts/gmm/gmm_mml.py | 405 ++++++++++++++++ .../scripts/gmm/preprocess_data.py | 230 +++++++++ .../scripts/gmm/utilities.py | 133 ++++++ .../scripts/gmm/visualization.py | 181 +++++++ anomaly/gmm-change-detection/setup.py | 7 + anomaly/readme.md | 1 + 15 files changed, 1971 insertions(+) create mode 100644 analyst/workspace/gmm-change-detection.ipynb create mode 100644 anomaly/gmm-change-detection/CMakeLists.txt create mode 100644 anomaly/gmm-change-detection/README.md create mode 100644 anomaly/gmm-change-detection/package.xml create mode 100644 anomaly/gmm-change-detection/scripts/gmm/__init__.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/artificial_data.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/emd_gmm.py create mode 100755 anomaly/gmm-change-detection/scripts/gmm/gmm_change_detection.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/gmm_edit.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/gmm_mml.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/preprocess_data.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/utilities.py create mode 100644 anomaly/gmm-change-detection/scripts/gmm/visualization.py create mode 100644 anomaly/gmm-change-detection/setup.py diff --git a/analyst/workspace/gmm-change-detection.ipynb b/analyst/workspace/gmm-change-detection.ipynb new file mode 100644 index 00000000..b5bee8c3 --- /dev/null +++ b/analyst/workspace/gmm-change-detection.ipynb @@ -0,0 +1,448 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "eb092c10-ae25-4223-a994-cba5887a6a43", + "metadata": {}, + "source": [ + "# Gaussian Mixture Models (GMM) Change Detection" + ] + }, + { + "cell_type": "markdown", + "id": "ad59b4da-a4c7-42f6-9995-50ad705ea143", + "metadata": {}, + "source": [ + "## GMM change detection using artificial sata" + ] + }, + { + "cell_type": "markdown", + "id": "61cf46e1-2f8b-4efa-9b89-cc73434520cf", + "metadata": {}, + "source": [ + "Specify target the target info and the image source" + ] + }, + { + "cell_type": "markdown", + "id": "1b3bb18b-d125-417c-9580-7b5a946801bd", + "metadata": {}, + "source": [ + "## GMM change detection using a pair of Point Clouds" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f8be72b5-3731-4f45-966d-5d83c81573dc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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nfRlnwsX/hFuOzDhmCFzUAsL9JgoOV5ZXi/aoQ79V06Fxh5QntWYAJiOqsZ+T4be//e1AAOx1MtRqtTdGP5+2GHXUvCuRgYskBjqdjq0ZsEwOx3UIHIeLFhnQWvP06dN9JwruPS6MPg9cHessxMAkMqkCpiIIAhYWFnY5GdI0HdQhjMvJMAom3Q0BpRgYpV30tNg0gWUi2E8EjHoIx0WJDBhjeP36Nffu3TtwouAw1Wsw6t3SsBgYN5O+sE4aBwm8IAgIgmCsToZRYCMDo6fT6eyqP3mXsWJgAqnC1Eop1tbW+Prrr/mzP/uzsdxwHMcZiI5x3GiOEnnY2tri7t27h04UHGY4MjBKzkoMTGKaQJ9iSuNF4DjRnuM4GRzH2VWoOK6ZDLZmYPTYNIHlwrLXIeC67tgGCcF4hwlVxz9IDAxPFLx16xa3b98+ciHXuFodn2Vk4KKy36JZaMNmP6OTaaJoR6xqgyv3b/d60OdVG0OSa1wp8N2z3eWeNsx+mJOh0+nw8uVLOp0OwBsCodFonOo79q6kCS6KGDDG2DSB5eJRRQKUUsB36YBxW/+qL2ZRFGOpqN5PDJx0ouAw41q0xzlPYZiz7meQFQYpwHPevhgV2rAd5zhSMBW6373OQ79HCOJcsx3nNAOHRvhdoV1eaNqJwncEzfDNAry8MGz1M3xXMt8IRvYcj8I46kDOciaDTROMnm63a8WA5WKwn0NguC7AdV201mMraBv34jcsBrTWLC0t8eDBgxNNFBxmXHMPzjJNcFZkhWGjVy7Ac/W3F2/pnR2/NgYDVFfpSsF0zWcqkEghkKL8WfX5UdqQKY2hFASC/RctVwrqgXvmUQE4u6ZDb5vJUAmEkzgZ3gUxcJFSHVprKwYs58+wCHibQ2DcO/fKnjjOyYVFUbCyssK9e/cwxpx4ouB+x55UMXBW5wBwpCB0JZ5z+OvtOZLpyEMIkEPvT7Gz2OudSw49B9+Vg8ekecFmP2c6cpmt+Ui5/7kcKWhFuxe6rNB0khzfkftGE0bFeXYgHJ7JMOxrP46T4aI17DkJFykyUDWmsgWElnPhuDMExi0GqnOMKzJQFUE+f/781BMF9zKuUPtZhPDPMk3gSsHMIRGBYfbbtadKs9HLSJSmunVWQkBpgxDQDF0Czzk0FTGMMYb1bspmXzFTc6kH7i4RMkouYjviozgZXr9+Tb/fB+Dhw4dMT08PBEIYhhfuOb2NiyRoqtoOGxmwnCmVQyDP82MNEqqiBZMyP6AiSRIePHjA69evaTQa/OIXvxh5E5dxTUQc19jlveeYJHxX0opc1vYs9MaUNQDawFTo4h4QEXgbNd8FyoiBFIJCGwpt8JzR2mgvohjYj4OcDL/+9a+Znp4myzKePHlCr9fb5WSoahDG4WQYFRcpMtDpdKjVahfmesaNFQMXgNMMEoLxzw8YZWRAKcWTJ0/49ttvWVhY4MaNGxhjxtLNbZzjkY+ya19dXWV1dXVwI67X68d6XyfJseDKsiDQlW8KGdeRJHnBdpwTeA7T0dHfayFKETBcrNhOFKkqmI48Qm90N+pJEQP7UX0mr1+/ThRFwJtOhqWlJbrdLsAbAuG0ToZRUNU+XZTFt7IVTupn4rhYMXCOVJGAaiHfWxx4VM5CDJz2+MYYXr58yf379wnDkD/+4z9mZmaGR48e0ev1RnSluzmvNEG32+Xu3btsbW0xPz+/y062N8970C7tIt6ACm3ICo3vSNTO7jzy3i5chRC0QpfIlWwnCqPLCFimNN5QTcFhDJ/Dk1BIgXOCKMPbmGQxMFxXVHGYk6FKMTx8+HDgZNhrdTzLmQzVPeaiiYHLghUD58DeQUInFQEVZzFZ8DTHX19f5969e2RZxve+9z2uXr06eK7j2r2P89gHiYE8z3n48CHPnz/nxo0b/PCHPxxchzHmQL/5fgIBLl5koJ8p2rGiFbkkSpMXBlf6+O7bP7dClD0Dan7ZwKqTKJY2Y2ZqLtemD58SmBeaXlYQeQ4CCDyHeuCOfOGuonKTSPU5P+z6h50MV69eBXY7GfabyTAsEMY5k+GiioFJFYjHxYqBM2Qcg4Tg4qYJut0u9+/fZ319nTt37nDz5s03vujvghgwxrC0tMT9+/eZmpriZz/7Gc1mE601WZYN/k0Vjr127drg3x0kEIIgQGvN8vLy2DrWHRffdaj5Bt91SoGoNY6EJC9wHYkrBUobElVGDRwpBlGAzThnK87RGqYjFwTEqrQqHhYdyAtDL1GoQg+OO1v3GfUtepIjA0cVA/vxNidD9dkcdjKEYfiGQBjFTIaqePCivAftdvvSFA+CFQNnwjgHCcHFiwxkWcajR494/vw57733Hn/6p39KEOzfQGacYuAs0gQbGxt88803KKX44Q9/yOLi4pHf14MEQr/f59mzZ2xsbLzRsW5qaurQFEOqNJkqiPyTFewdROBKArd0HZT/6xDnBZu9jMh3aQQOm7FiLU+5miqmQpftRNHLCnShcYzBdSWtyCPyHLqpop8qaoE76DroOaKMODhiIBICVzJT95EC4qxASjFyIQCXVwwcROVkmJ+fH/wsz/NBL4RhJ4Pv+2/0Qjiuk+EiFQ+CTRNYRshxbYIn5aJEBo46UXCYSgy8rX3tSRlnAWEcxzx9+pTV1VXu3LnDrVu3RnIjrsK409PTxHHMH/3RHw0EQrvdPrClbSUSarUacV7QSxSOlLi+Q15opDhdjj1VmjjNEVJQ892BPdCVYhC+f7WdsB1rpqfLhdwAuSpAa2bqPmErxOz8G9eRdDNFnJeL+1a/LC6MPOeNzoWOFNT8cpGoCgaNMeSFJskLQs/BlWXXQyEg2nlMXpTv/VGtjJMuBsZxb9mL53nMzs4yOzs7+JlSaleE6yAnQ/X5POgaL5oY6Ha7VgxYTk8lAp48eUKSJHzyySdj+6I6jjNoUzwODosMDE8UdByHL774Ytdu4ijHjnNNO85phqWXfBSMIzKglCLPc37/+9+fuFXyURi+9uE8794IwrBAqJqkhLU6Yb2Bbk2RNptkeHiuw0zNO9Fn0JiyBXEnzjFCcKUpdomBmbpPqgpWOgVCwmLdI/IlhTaoopxZIKQkaga4srQGerJctFOlWd/ok+QFN2YiQNLPClzJgXUBnSQnUZpCFSTKsDhVvv7bcY4rBYEr0Qa2+jlCwEzNP5IQmuTe/ufZfdB13UNnMhzkZKhcNpVwv0hiwKYJLKdir02wKAriOB7rTeY8IwMnmSg4TFVcJwApyh73SV7gOfLU1eKjjAwYY1heXubevXsURcEnn3zCrVu3Dv131aJ+3Pf/sMe/TSBUOd6V16948OAhnczQata4OjvF1FT55zg1CNuJIi80rZpHpgq6cU7kuwjKBVjK0jFwvRWyUXcJPclWPyfNNe04IyvKXbw2Br3T+jhTZUGgFPCqnZLkBTM1n5rvUvMlINAGqqaIw6+hKgwbvZx2kjNXL7sZujudC7/rjGgGKZKjvvSTHhk475qSYY7iZHj16tUuJ4Pruiil2N7eptFonLsw6HQ6R97UvAtYMTAi9nMISCkHUwXHyXlYC+M45v79+6ysrHDrmBMFh6kiA5Fftq9N8oL1bkbNL1vPukMh3uPerEclBra3t/nmm2+I45hPP/2Ux48fDyr+D+M0C8xxoxoHVYp3ez26O3ne5eVlHjx4gDFm1w5tWCBkqgy3V7t/ow2eI2kGLq+zgnaiqIWKmu/QSRS9TOHN1Qh9FykgU5r1Xk6SKxZqHlfDskbAc8pjx7nm27U+Nd/hznyNhUZAURTMRC6R52BMWTS42o7p5xrfdfBdwUzNL68j8sgLQ5oXFIWmm+SYnXNXaQQpBNM1b/C6HPX1tmJgfBzmZFheXqYoCr7++utdTobhYsVxORn2o9vt8uGHH57Z+c4bKwZOyWEOgXGH8KtzjLuAsHoOSikePXrE06dPuXr16qnD5MMLtiPL8LPvCnppgdIwWy9DvIUuO9llStMIXRo7IeRC70QV9okinFYMpGnK/fv3WV5e5vbt2wPB8+TJk4lpRyyEoNlo0Byq3di7QxsWCEGtjvHqTE81uLEwTaPRoFXzdjr+Seq+Qz8ryFRBPXDRRvO6ne60GnZZ7iqUV7DQ1PhSgpTEWYEqDFle0EkV9UByZcpnq5/TTRRSgBYSZSDONZu9jK04ZzPJwZTug1bko7TBc8rUxHzTpxE69DKNNprVToKUgitT4UDEnKTBkxUDZ8uwk6Fy3vzoRz/a5WTY3t5maWnpQCfDQcXJp6XT6VyauQRgxcCJOapD4KwiA9UXaVzHT9OUZ8+e8fDhQxqNBn//7//9kXxR9i7Y5eS8gM3+jiUP0NqQqoJUlWFnYwyB6yCFYbNfvv6NoOx7P5xaOOmCqrXmyZMnPHr0iPn5eb766qtdkYCzmk0wzmPvt0PbbHdZ2dhiq91lffU1r59/i9KG6WadqN4kqjdoNurUPJ92otCm3IlPhR4OgjjJyZTBlTAV+WSqwBHQTgvaSUIvVaS55vZ8xGIjRBvBq06K5wgC16WbFrzYTGgnOY4rCZydTo8GXCEIhgYpSVEWMjqyoJMYNvsKIwyNsHQmeI5gtlba3dROo6O3FRLu17RnkphUMTDMcAHhcZ0MewXCKGYydDqdQwug3yWsGDgmJxkkNMmRAWMMcRyzsrLC1tYWP/jBD45lnzuMYTFQzmcod/mzQ4NzNvs5hTa0Im+narxAFQW+66CNYbOX0k0Ui62QxlDx4XEjA8YYVldXuXv3Lo7j8OMf/3hX1fRJj3tSzrLpkBAC6Yc0p+e5euXqTspGsdXp4aiE1c02L5+/Iu33yLQhigJmWy0WZ6a4Xq/TCB22E4PA0E0VT9b6GGN4byZktuahCo1WGgls9RRKGR6v9uikis/fa/L+bMRmL6WXKRxHcrUZoAvNcjvl4WaXYgEWmx4agSO+E0tJrummBZEvcXeiECvtjKnIZTryEZQRJWNguuYdKAhsZOD8OcxNME4nw35cpvHFYMXAsTjJDIFJrhnodDqDtrpRFPHzn/985Dec4eLEdqzICk09cMiUJnAdQu+78/muRGnJWjfDkTnXW2W6YKUdkyjNrPJZy9OdIjTnWDv46rm2220++eQTbty4ceB7e9TjnmZhOY9Fqe47eFLQTUvLn+8Iphp16kGL+vQc7xeatW7Gs7U2M66i6aQ8erHM6kafqcCg3ICNdo4Wktzp4Lg+kpCZmkdWaCLPIckVL7bTnfkCisiTLE7VCD0HR0rmp0JmAoduWnB/pc16VxH4DpIywrDeS3CloBa4TO/0K9CRIfR8MmWI84LFKX/QxyB0Jc5OkerbmhtZMXD+nMRaOConw16MMTZNYHmT/UTAUb94VYXsOBm14EjTlAcPHvDy5Us++OADFhYWWF1dHcvNZniXXVSTG1UZ/tcm43orYjryMJQ1BZHr4MnSQ24oG9I0Aw8jBAhBlhd4UoPvHGkHn2UZDx8+ZGlpiffff58vvvji0CKl44iM0ywuZ92O2HMknlMK3LzQZTGeMXTTgo1eynovZ7OX4bkei1dmaQQuSdSnvlgwH8Hmdoet/nNIe7x+2qWdGtrLLo3mFAkeC60pWlN1hCititORz42ZiDwv2DaltTTTMBs6vGon/H6pg5CGL95vURjNs/U+/VwTuAJtDIEjMAYSteOxp5yfMFMro0obvQwZuWXHQ/Z/Lwpt0MaAFQPnTlEUIykQPImTYVgguK5LrVaj0+nYyIClZNghUFUaH7exR7VrH2el8qgiA0VR8OTJEx4/frwrV/7y5cuxRTcqa6ExZRpAG4ME8sLdKRgsnQaZ0hRaYwRly9tYDRasyHfoZQWBC5HnDxwIbxMDWmuWlpZ48OABrVbrSA2SKs6qZuA8ZhNUjXpCz6GT5MR5QZZrOqlmO1a0k5wP5+sEjqCXlo4CXwpazYD56SlWVteYmm4xM3eFXr+PSmOerbZZa2/wh8crhNJwtSVZVQG1oIbQLephxGZS8Hy9Bxr6N5poDX2lyZXixUbK862MyJXcnK1TFNCOc8AgRWlBjSjnFfiuHPQZmK37b4w5TpVGUEaZqv4JhTbUXCsGzpuiKMbSswOONpNhbW2N+/fv84//8T/m6tWrBEHAv//3/55er5wDjpQAACAASURBVMeXX365a2T0KPhX/+pf8R/+w3/g7t27g8jrv/7X/5pPP/10pOc5KlYM7MN+DoGTdveq7HZFUYxtAthpxUA1UfDBgwcEQTCYKDh8/HHOD4DvbmadRKG0QYgyUpAWmiRTrPcyNnoZzdAlVRpjyn/Tzwzb/YzVbk7gSt6bKQv9Cm0w5ZN745zr6+t88803aK35/PPPWVhYONY1CyHGXjNwXotSLyu7F9YDl7zQBFIgXEHdd6Fp0IVGSoHvObiOoTDle7DZz8EotlKNlxmuuoKbN+YQQjA/16OvDO1eRi9NiUzC5nKH5+ubrK9toLVmI3dYzcFzBK86LW7MNdHGEPkuiSpTC5HrcqXpEwU+nUThey4LdQcpBZ4UaG0G3QelANffHXLOC81WP9s126D8XtvIwEXgrJsO7TeTQWvNb37zG/7H//gf/OVf/iW/+93v+Hf/7t/x9OlTbt26xX/5L//lSP1FjsKvfvUr/vzP/5yf/OQnKKX4y7/8S/7RP/pH/J//83+o1+sjOcdxsGJgiGERMKoZAtWHWyl1IcXAxsYGd+/eJcsyPvnkE65du/bG8z3t1EI4OCcrpSQrYK2TMF0PUdqgtcFxJFt9RZxpooUa3VSxvBWjWiFzdX8nnA3bscLxHOqBZq2T4u/0vt/o5/RyiOR3193v97l3796uwUknuYFW0YxxM65z5IWmmygi3xn48isiz6HQmrVuQq4NrjC8bGekuWahEXB7PmKuETJX81jvZfSSolx4pWC9n5U2QgP1wAEEr7ZjNmKFKwQ352usdz0K0+Bncwts9GJ6meb1Zh+v2yHsxqS5prO+yeO1dbTjMD/jMy0jssjFcctjCmEIfZep0MEg6KcF/Z2phjN1H1eKfT9vjhQEnrPjUDAIKZmOXAyQJskbj58k3gUxoJQ69+cgpeTmzZvU63X+6T/9p/z1X/81zWaT9fV1/u7v/o7r16+P7Fz/+T//511//6u/+isWFxf5zW9+w5/+6Z+O7DxHxYoBxjtDoKovOOumQIfR6/XeWBgPUuWnjQxU4VilDdPR7kZC5fQ76CU5Qjp0E0UzdKl5goZn6KmCWBXM1X0MMB15LDZDCq3ppAVaFyzWfZq+y/PNPtuxQmvY7GcoDUaYXb0Rrl+/zi9/+ctTeZMnPU2QF4b+zkyAvWIgcCUYl7VeTjfJoSir9fO8QNU8GmFII/RIC8NKJ2WjlzFd81EaWlHAfN2jGThoBEsbPR6v91Fac2e+xrVWRK4N23HBfLO0/bXXu2jpcPPKAu99WmOu4fFotcvz9Q55luKRY5IezX7Oy47m/37hMNPw+Pz9Wd6vL9CqT9GXhm5WYARISkfKWi8jThWz9YBGWN7mpChbFbfjnDjX1AM5qDWY5IZD8G6IgYvUjrjdbuM4zsBSPDc3xz/8h/9wrOfc3t4G2NfBdBZYMUCpSKsiv3ENEhpnEeFxxMBxJgpWjELMVDt+vWd9E0IQuDAdObzuZbzcjpmKPEJHshVrhDCoAuYaHlORj++WPe+fbPR4vhnz/nSNhSmXtMipBy7N0MFzBFORRxFKNta7/F//z6+Ybdb56U9/OpKCoPPK54+K0JM0Q5c4K9/TqXD3DAAhYMqXhE6AIwW3XAdVFDiORBWGJC/KAk4DtcBhvZ/ixYIP5mo0PIPWBU/Xezx63eblVsbClM9sLeDxWp+7r7Z5shYzU5O4QuI6kkBKtJEUGF51Un7/sksnVczWQgK/Qb0V8sfXGrzY6PH/PV5B5xm9zga///oVrtAkTkSPkLlWne+9N08U1XixGVMUBs+V1ALn0DHJVgycPxdpUFE1sfCsXlNjDP/8n/9zvvrqK374wx+eyTn3YsXADuOc+DVue+FRihS11oOmQdPT0/zsZz878kSu00YGhBBMRx7alIVbe3/nOhLfEczXfYw2SCno7Uy0C53KO54yW/dIcsVKO+HRSo9OprjRikhVOUbXaE0z9AhdB51ssvZqmc1exs2PPuWTm9cHU/BOy6RHBqQQOEKw1s3wdgruhiMEeWHYSjTCaK5NhzRDr5xCaAxxrummiiQvWGgGzGmPJ+sxr9oJRdHl4WZOf6tHre6wEeds93MiX/LN6zZqSfN8vcdKL+PmbI3A91hoekzVPOqOwPckzzd6YAo+mAmpuw7L3QzdTri5UOeHH8wQRQGOEHy02AADOk9YWt3i7vImr1bWSVaXyYqCHh4zzSYtM83LrEktqjFdDwZtkTGGflbgOWXXSysGzp+LJAba7faZTiz8Z//sn/G73/2O//7f//uZnXMvVgww/iYyZxEZqCry997QqomC9+/fR0p5rImCFaOIDLhv6f5WiY35pk8zckjzgvWeoJPkbCcZneWMtIDQBYUgcsoFbKoWIh2BKkoBkWaw3u6x+fIpr1+/ZmZmhnpD8L3bN8rw94g4i6ZD416YAs/h6lQI4s33RgjwJGgt6O60hYZyQFBaKPqpphk4NAMXRwpC36MeOKx1MrppQcdoajWNJ0FKgy+BQtFNFa6ULDZ9bs7XkDvNg/KsIAugnyqerccoZXBdSbpTEHitFaK1YWkjpe6XrZEfrnRRxtAIPGbm5vjIb2IMfLxYoxcnfLO0Qb/f4/HSK15tPQUKPlqsM9sqRz07QY1MBrQij1b0boiBs+zbPw4ukhioIgNn8Zn4i7/4C/7mb/6GX//619y4cWPs5zsIKwbOgLOIDED5ZRreHWxvb3P37l16vR4ff/zxWxvpHHb8qq5iHLsPIQRxpvCVZr2b001zHCHKYTW9jJrroLSmnRgkgqvXmrw/W2erl/FyK6ETK65N+awtv+J/ff2cW+8t8tVXX7G6usrq6io1f7Q3mLNKE4zzHK4UzDX8fX/nOXJnyI/AGI3asRtu9DJypYkCF88RbCeqXExDh27dJ1Wa6VAyHXjcXGzwu5cdMJAbQysK6KSG6YbgylSND+Yi2klOAWz1C7KdYtF+Wo6zfviyDY7DbOTgOXU6Wfl7KWC1m4GGGzMhXiTRCAwCZTSbsaIeRLx/dZ5UzzNb8/h7qqBQGYFO6Xa7ZTfN7Q69rGB2qs7s9NRgIZ3UHfakXvcwF0kMdLvdsUcGjDH8xV/8Bf/xP/5H/ut//a/cvn17rOc7DCsGzoBxNx4aFgOe570xUfDHP/7xqZwM1fFHfcPR2qC0oZ0Znqz3eM8JKbRho58xXw9wHUGhNDmCwmjmagEYiVKGjW5MXkCaK9ZWNni49ZxaFPDDH/2I29cWkFKMbQd/3KZDJ1nUz6MuwRhDO1EYoBV5OFIMajyMKUcCb8YpoetQCzySvCDJC9Lc8GStx3o3I1Ea1xNIYYhcQS10cB1nJzwv2Owb/DhjIQ/QhcH1HFyTI12XVq2s7o8cgxIeCEOB4Ol6zLXpgMh1UAaKQjEVBny0WKceeGU9Cob1bk4vLZgKPULPQRZ6pxg1QIj6G881juOBx3xjYwOlFL/61a/e6FLXaDQu/EI76WKgcnJdFDHQbrfH3nDoz//8z/m3//bf8p/+03+i2Wzy6tUrAFqtFlEUjfXc+2HFAOMPyY47TVBNSkyShGfPnvHkyROuXr3KV199NZIPVXWTGXWvhF6q6GUFCkmuyuEyjcBlrZOy2umjVIEvBGudhKwoSHMNQvBgPafbL2h4Bj9ZwdOG7338Ae9fu0ptqC5gXAvqpA8qGsYYQ1aUCz2U44cNZWtiKQTfzX0qK/G3Yk0n7vKDaw2iwOPFRsxWnLC0lSABT0BuYLmdMRUFtOoBm9sxzzb6NEKP0BG0U8XSZp8k1ziOZL7m4kjopIpEGaTrcnu6RiEApXjVzdnqSRYWy+hD0/dwhSFRhkIrupnCcyDNFLqQ5QRLIWjHCs/NqU+/+ZkVQlCr1ajValy5coWtrS3+8Ic/8OWXXw4EwsrKCo8ePaIoigsvECZdDAwml14QMVClCcbJv/k3/waAf/AP/sGun//VX/0V/+Sf/JOxnns/rBg4A8adJqi+SL/5zW9GOlGwYrgx0HHIC40jxL7jhcvfF7TjnMgVNLyykKsZOEhHsL5VsB2n9NKcrSQnVmW7Wt+RONLwcGkNk2p+9kmLX3z+EbkWLG0m3Jwvp9T5O5GBXH1XWDmqvPC7kCaoSJRmq59T852d/HnZ+tlzJHFe0E1yXClpJ6UdT2iNwZAqAyhyY4gLQzfNWWyGTEcumwbW+4qm73Kt5fNqU7Dcjrk5K5ivB/iBi+dIGoGHBJqhx6tOzMv1hE6e8V6rhkCTZIapwOO9lls2N8o1r7Zj+qmmFjhkeYEfOThCMFfz8YTECEHkOxTGsNETKKUptNk1zfKg11pKuUsgVD8fjiAMC4R6vc7U1NSFEAhWDIyWs2hFfNEcSVYMnAHjjAysrq5y7949jDHcunWLDz/8cOS7yirycBxBk6my25vvSqZr++emE1VWpncLyct2ggn73Jmvsd5OyYuCwBUUlNPo6r6g0894vbGNnyjm6rBwYwFRq/N4rYc2ku00w5MwXQvxHEGuYTsp6CYKRNmKdir03nA0nOT1mPQCwgpHiEFFPXzn9ugkirVuQpJr6r6knxk2+imB63BrNkJieL6VUPMdZgOXD6ZrfDATcW9dkEmHxUaIkNAIfa5MeaQqJ9OC51t9WqHPlbmA0POYqbssbcYkWRkZmnY8HClJNax3M7aTnM+uNdiOFS+3YtqxAqNxPUM7VdyYraENdNOCWuAys9NZMFeamu8wU/P3FQJ5oYmzstX129wEeyMI8F0b23a7va9AaDabA5FwVgJh0sVAdX+8KM/hso0vBisGgPHfeF3XJc/zkR5zeMrenTt3eP78OVNTU2Odf3DcBbBs6HLw9ThSUvddGq5gq5uTyi6+K0h2dnPXpiNiZZDSkHQ6LG9s0c+hNd9gcbrBbC2gn8Pd1x18R5LmitCRLLRqg6mFekd9K23IC4MqyiK0t7kbDkNKOfL3cy9nFX3wXclc3d/1uVHa0M8UIMomQpEPQhBsCjqpwnddlNa4EjxhqNUDrs+Ukwe/1nBtyiNqRXTSDFfArfkGM7WA192U1XaBAV63E1Y7He7M1+irgsARzCzWcBDkRdmWuLXjLOmlmnaiyJWm6YGRpWBQheHVdsx6X6GKUuhFvkvklW6TeuAR+g6FNuSFxnfloN9ApspjClFGQaq240dhuI3tXoHQ6XRot9tvFQj1en3kO+BJFwNVw6GL4ujodrvcvHnzvC/jTLFi4AxwHIc4jkdyrOGJgu+//z4/+tGP8H1/rMOE4PhdDn1XMlv32S86a4xho5fTiRWtmksj8nA9h0wKVtoJ9dBhvu4ihEPD0Tx//ZylNfBbPle8ANdxkQJ6WY7nOvRSeLkZI6VmoVHDlewMo3Gou4ZG6KIN1H1DJ8npZQWt6OQRgklLE2hjyJTGc+S+u+S9N2BXCiLPQRWGRuihCk1hYL7pE+eaXpYhjSDNC1Klma1Lkrzgm1cdXnQKpqYNdd8hV4Jeprk+HfDeTETyZJ31HRFWKIMjIc4LUqXY6hcYI5ibDpn1HYw2OEJgTMHdVx1iZfj8eh3Pc8hyQ3NnqFU/LYhcSa3mUQtcVjsxcaaZqXsUBXRThSNgvZ8zV/N3XBKltXK2XkZFqtf6tCOn9/a5P4pAqETCaQXCpIuBvU6o8+ayTSwEKwaAs4kMnHah3jtR8Be/+MWuYRajmlx4ECfpNXBQnrbQhiRXKF2QKujnMN0QeFMRj1e6aKAVCO49XeL16y4mCvHnI3KtafcV0zUHYTTLHUXTlxgNSJhvRlybjaj7kpfbCRvtFKUKhBA4orweIcS+w4uOw6QVECZ5mbJphi7NfRovdZMcAzSC7zoRuk6pqKoojdKGbqJY2ooJHUEz8lntZGggzgoCT7LezejlmnRnmFGSw2o3xhjDR4t1rk5F9DJDrApqoctU3WUmCtjo5eQmoxY6+EIQK8NaO6YbF8w0PDxHUA883puuU/Md+lmB7zncfdWh7jt8/2qDuUbZRfPB6y7tOOc29UGjpGbk7oiGnKnIRQqBK8WuQUbj6DNwFIGwurrK48ePTy0QqpqHSeUiOQnAigHLmDhNzYAxhuXlZe7fv4/v+/z4xz/et3f1WfQyGFWeXJtSEKS5ppcptlJBZzNBxx02+zlxd5P//arNhoar8zNcbdZY6eV8u9YlKwwNV5b98XVO6LjEquBqw+PHt6b5+MoUSQ7L231eb6bEcYEq9CAtML2zozxNmmDSIgPuzoCe/Z5zocuugoUxhDv2PyhbFs/Wy1qPvDDUnVJE1V2H+abHlVbElSmfXqLYjnOEFLRCFwFs9XNuGmjWHLTxmG/4tFNFL9W0agGLnqSfKja6KXWn4PZCnat5SDdVFIWmwBDnitAv2ybP15u814pYbIVkhcEIRc0vr6+XFaWdUZYpodmaS+hJHASFNrCz8Nf9svbkoLbEZ9V06DCB0Ol0TiQQLtrO+rhcRDEwyiLsScCKgR3GeYM/aZ+Bo0wUrLiIkYG34UiJ40oC6TAdCdrasLLV4dHSa3QO8wsNTOGRFbDSzdhOFGlucD1DrDWrXcX7c3WMEbzY6tOqeTSiMvctpKEVenQCl7YuFzzXqZ6HQCJQhaaXFviuJDpmU6LjFhCeZKEZ5cLku5I5d/8iTkcKmqE7cBBUSCEIXclyO6WXKq63QuYaAfXAJXAdfFcyU/OJM4W7naC1JksVvRzW+xpXGu7MNejUFbmBR6/brPZzrjR8pkOXmidJC00UuXieICvKWgGlNGHo8v5MhO+Ucyhc12V+KiTyXDpJSqoKZmsun15p8Go7pbnjTnAdwUdXmsRZQVZo0lzTCBwcWYrHmnfwYnmeHQhHIRDehTTBRRMDtoDQMnKOu2vv9Xrcv3+ftbU1PvzwQ27dunXoF2XcYmBUkYF+VlAUmpmaixCGyHOJGx5sbvFyLWdhqk6zNcvVVsirdsyDl9v8fqNHkhnen4nK3WCiaQWaQgu6aQIYDJInqz22eooP52ssTAWEskG6/OY8BCiL5LqZItTHFwNnMcL4LJsO7Z1cOEyuCjJV1gy4UtAMPfJC00tLh0ahDZEnebqZstZXNH2Yq3sUunRvdFLFWjcjLTSuADCkhUYAi3WPb1djvl3psjgTIdEYYegnOdORZGk7Jc4L/t6ii+uU9satOC9b70pBI/QIXIdmWHZELIdele6ArV5KT2kyVVAPXGbrPs5b1vqTioFCG7Qxu4TUKDiuQDDG8PTpU2ZnZwcuhou0uB7GRRIDxhgbGbjMjPPme9Q0wfBEwevXrx9pouDwOS56ZMAYQy9V5IWm7jts9jPuvfiWZH2FwvG5/tEdupnm8/daTNcD/vbxCk88D9936SU5r9oxmVbMhiHttKCzvEUnKah7kCUFW4nLD3wHhMCYcqfrif1v8r5T7myrZjt6Z0DSUTjqZ6XT6fDw4UMcx6HVag0qyY+zgzvPHWs/K3Cl2JkNoFnvlYWXcVaw0c/Z7GUkqqDmSnxHsjAV8MmMx51rDaYij81Y0UkUSZajNESeSy8zZCplcSoiiiR50SPXBhcwjovSBa97KamCoij/bGcFca7wpKSXKrSBtDA0HUG94dNNFeu9YmAb7aWKF9sJnaRgzgS0aoZgaLHOi9JJUPPLzognfZ2NMTvixDBd80YuCPbyNoHwt3/7t/i+z9raGt9++y1KqV0RhIsuEC6SGIDSTWBrBiwj57DIQDVR8NGjR7RarWNNFKw4q8jA226acVYQ58XOTm3//HToSWq+w8rrZf73390jCDzmW7Os9mGzrwHNRjfjmxdtHm3E1EPBRwtTPJddXm+nbPVyGr6LU7i4EmquJtOCNFFc8R3qkUeaFzxa7YHK6ef7RzOkFESeJC8M7X5GWpgjOwwOEwN5nvPgwQOWlpZ47733AHj16hUPHjzAGEOj0RjYzKampqjVam+8ptXfz1MM5DuFgJHvkGQFcVbs2EElU6FDP5NlU6hCU3MlU4Fk1QHPFYS+w+ZGjyQ3XGlFqMLsTJ3U9POC+bqP68CHCw36uWKhGbKdKBabAYtNj/Wuwm8I0qwgzzTr3YyrUyH1wCHLNAhoJ4pCw5O1Lo4j+P61qYF9MPI9PLnTxGrP65cXhjQvhU64836ftABPCoE5QHCeBZVAMMZw8+bNwf8fjiBMgkC4SGKgigxYMWAZOVVkYO+N3RjDysoK9+7dQ0rJ559/zsLCwonPkWXZqC55/+Pnio1ehislU5H7xg0wVaUYKPvQlz/T2tDLFI4Q9FLF5vY2r59/y8p2l8bCdWrNaR4+f0GSZdTnBHFq+M3TTVbaCZk2NHyJ6xgWmy6g6SWKzSTD9T2m6yGu8Fnv5TQCwfeuNpiP/EHYW7oOcWbY7KW0In+w888LTZIVg0r40jMvBz0JDuMgMZDmBS9evODJ44c0m01+/vOf4/v+IJ9rjKHf7w+a1bx48YJ79+4hhBgIg0oknHf+N8nL99J3d+YKSEG8M4ug7jvM1suJf8lMyGaseLLW43UnpacMGsFU6NIMfdIs5upUwJVWROA6tOOcpc0YzxXEqWIrTunlmlxpGr6HiAQ35+rM1guELJsfrXZTXCmJPIfrrZB2qvEdiQEKrdGAQ9loqB3nFMZwvRViMHTinHaimKmVY5gzVfaZKG2vgs1+joBj9RmoKEdzl/UWBxUmngWVSK8+M0dJMVw0gXCRxEC328UYY9MEl5VxKvuqn3/VWAPenCj43nvvnWoBGFdkIC80nUSRaXBUQS9VKGOIfInv7v7yNgKX0HPwh6ICShvacc5mp8+jJ09YWdng849v8NPv/YCHqzGb/YxYQeQKPmiFLHcSNuOchYZECY/tXsrydorjwgezNbZTzUY3pZ/kpL4E3yd0DQuNiGutOo4jWWgE+J7D41ebPO/Bq+2YRughEQNx0o4VNc/BkWKnUY07qKQ/jP0GIG1sbvG3v/0DSZLyJ5//Pa5fK5vRDDcnEkJQr9ep1+tcu3YNKD8TvV5vIBCePHlCr9cbfE4eP35Mq9ViamrqyCmj02KMIVUaYyBwvrMaTtd88kLj7vzMkRLPdaj7MF3z6OaawCkFXM13+XAuQgJSOuRKs9HL6CYZW/0MY/wyfRL5ZHlMogyRB+04pxl5BJ5DqnIcKVlshNSjcviQ50oSlWJMGZrX2uCIGn2l2eiVroa671DzXRwpiZ2iHGRkDNrAVlwu/jM7TolCG4QoezGc9B5QaIOQZ9c1ci+VMH3b/eO4AqFWq73RSXGci/XwvfG86XQ6ADYyYBk9lRhQSpFlGQ8ePOD169fcvHnz1BMFK8YlBlRhiPMCZSSOKG96WVqQFwZ/6LK1/m7gzXDuXQrD6vIL/tfdp9SnGvz0J19wba5FzXe4rQU3ZiLq6QbPNzIa9YAPPAdHOsyELp085/990Ge9E+O6DqHjcHM6IPQk3X4GQtDwJb4bMNsMqYUOr7sJoSe4Pl2nMAJJWR9QtZzdinOSnVRGNYznuDbD4chA9X4uLb3g2o0P+ODmLaZrwZHrCqSUgx1ZRVEUbG1t8dvf/pY0TXn8+DG9Xg/f93dFD6ampsYywz4rTFkv4JRV+BWRJxE7RYPSEeSF5vFan81+zkLD5/acw/9+AV8v99k2m9QDj36i2HYkm/2UjV6GQZAqjTIps6HPtVaE6wjiVLPY8gg9D60122nB8lZM3ZO8PxeRpIptz2G27tMIHLQRdNOClU5KL8lJCkMj8Hh/JqQeuPiOwAA136GTqLLBVeQS7KQFHLGzs695CCHob5xsMY9zTSfJaYbeyEdlH5VKmB53M3GQQEjTdNAH4awEQjVx9SLQ6XSIomikQ9kmgcv1bM+J6kv68OFDXr58yZUrV0Y2UbBiXPMPQk8yW/PZCsu6h8h1ibNyst1w2iNVms1eRuQ7zDjll3p1dZW7d++iEfzJF9/HiRo0A49GUDZ+iQKPpiP4Rku+3cpxlzu0IsliMyQvCr5e6nB3uUMngSgo6CSKR2uaRGmM49BOM3wJRrp045RX20lpQcw0kefywWyND1twvVXuqIUQg/azkefQTQu0MQf2rz+Iylr47NkzHjx4wPT0NL/85VfUarU3HneSBcZxnMGu5NNPPx1YU6sdXLvdZnl5mTiOCcNwl0BoNpunvok5O7n0vZGSblqw0ctohC5zOztrgaEROMw1PECQKcNWOyNs5FyVEikgyRWR77HYDIlcQTtRPN/ss9LOuDId4giJ74JE4ssyxaBN2TlyKnCp+e5O7YfBEeC5Du1+Rj8rWO0kCGC2HjDX8JneKQrVWrPcTklShbsTrRJC0Ip2LzhVbUumCvq5JlP6RJ0ptSkbM7nH+ByNipOKgf0QQhCGIWEYDlKWZyEQiqIgDMNTX/8oqCYWXpTWyGeFFQM7jOuNN8awtLQElKmBP/mTPxlLLmqUTYGGETtT4ALPJY5zmmG5u5LAWjcj9CTNsOwSF3qSOFW0O11ePXtEr9Pm448/5saNG7TjnOV2iiPLUbhClP72LC8IXMmcZ5iqufQzTS/r82yjx6vNNlqD0ZClsC0T+q5DPXLxMXRjg0BT93OebhjWOzlzLZ/Qkax0E5q+S6xgq5/iuOUi4EtJzRd4UtI1CmOqMOvu9z/JC4wpxdDez0a/36fb7fLtt9/y2WefDXZVo37d4bsQsOu6zMzMMDMzM3hMnueD9MLW1hbPnz8nTVNqtdqu6MFxb9CuFIMwekWhDd1UkRWlra963K35sgtmsJMyen/KI5iucfu9KSLfJZtS5IVhpuax3s/pZwW3F5u4ruThSg8HmKp7ZLqcUOi65VyBmu8yU9NMR/7g9ehnio2eoJuVdseyzXSI78L1VoRB0ElyAtchzRWPV3soVfDJ1eYbNS79rEBrTX2n62KmNL28rHvZTwxoY/atC6j5ZaOmbqKIs+JMXAVvXNtOvcO47mEnFQjH+fxdpJqBsxhffBGxYmCMrK2tlTtjrfE8j08//XRsRSlnZS0Mt9+70wAAIABJREFUPIfAc3YK7wyV/nCkIFeK337zkK211/zgzg3+6ItybgKUOeea5xC4knaa041VGWKNcwLf4fsLPl/emWNpM+X3L7d4sZkiXZcbMxFLWzFJAt0UGk6B1g5RJPGkIcew2c9BFvRdl1bDJ1cFcfL/s/cmTXIld3bvz93vfG8MOWMqoAawqotTkSL5xB6qX7fZe4teyExm0l6mr6C9PoG22vSuv4E2Wj5tup/arPuREtlNsoAqoDADOUbGeEcf3sIjoxIo1IxEgc08WAGJjLgRccP9+P9//ucYxouOBzP4p0cTXqvBGkNtHdfWUzaLhDSUGPdp22RjHbNaL6NvI6JgWf1oGj788EOePHlCEAT82Z/92ZktYF9mYQ/DkI2NDTY2Nlb/dnqBHo1G3L17dyUSO00QvuqIoxRQxIosUstN2DFeiu8GWYhzvk0kBawXse/Xt4ZhFpGGCucc3bRlf1oTKXh9IyePQ0Lpg6kKHJu9xIcGOUfZWdazkCxWpGHAZLTg0XHDhX7iFfw4hllEvqwyOQR7sxZrrd+QpWAtCwlkxCALvb+FM/STAOdg0WiMc8RL10UlHMM0IAp8dHOoJIEUzOuOSdURLEdRn0cUAilACIT4diJpvw3DoS8iCLPZbHX/dV33KaOkZwnCq0gGzisD5/jGmM1m3Lx5k8lkwltvvcXVq1f5+7//+zONvT3LmOSTxz99/Uko2ZC+vO6c48GDB/z6dx+S5AX/1/v/mu31p0mPlJJaGxYTfzo8XHQkgaDuLHVlaRrvKlh1GikcG3mIsyHTqsUcV0QxbBQhx2XH7nFL02je3BkQK8m8cmhrudiP2OkldNYwr1uyKKR1gkYbms5XAYQQhErhHJStRVtHEqjVhg+eHKShXHoV+JLzgwcP+Oijj9jY2OC73/0ud+/efSmL11f1vojjmDiO2dzcXP3+aS/8vb09bt269aVHHE/gKzmflNi1dSvxnXPQGMu47Ji1lg3jy/lCiVVQlRCC9SJiWneUrS/FXx4mHJf+nk1CtdQpWKrWVxO2ipgsDlAC1rLQO0YqSRB4O+ODeUMReRHiotU0nWaQhgxSfzpPljkGZWu8zkEIzDKyuJcE1Mu2gLWOaWNRzmEsHJctRRzQTwJqbVl0lgQ+c9rkZKrAPodYvgy8Ku6D34QgNE3zymy+0+n0D048COdkYIUXcSM2TcOtW7d49OgRr732Gj/84Q9XJ+OXsVmftc9A22lmVUcUeEFeFEiOjo64ceMGndZ8/3vf5eLONnGovOpcflK6VALyKKCzlihS/qhpHWu5YCFi7ow6DuY1d/ZmVNpwZS3jaN4wqQVJrAic4cIgQQnF/rRm0VoslmvDnCoJGTctSkikhDxQhFFAP40QQhLguLyWkMchEkhjv6llkcIu+7xNZ5g1ejURcSKcG41GfPDBB7Sd5r333mNra4ujo6MvTey+7n31ohbGzxKJlWW5IgiPHz9+asTx9JhjkiTPvZZAilUCoJKCwPkEwF4kGSaKQRoyqTWLxp+ym+WmW8QBCJhUGolPUyziwIs7Fy1lZ5jVHWt5zMWBpGq9ydBmEa9aEVmkOBCwP6lxebRyIhxmIYM0WpXp40BRtn4qooh9K0tJsTRTAm0tVeeW94FFCv8aTipYJxqDLFIEUnxu+f8kDOvbwKtCBp6HL0sQyrLkgw8+4P79+0+NOfZ6vZdeMfhDtCKGczLwQvBFiYLwcoKEzrpN0HTGq/G1IXKa/Yd3GI+OuH79OtuXrnBcaqqlde18ubHmsb/F4lBxaZgu1eiWx7LizlHFlSxGR4pRbekvWuJA0DjhRWN1y5W1jK1BxEd7JdNKMyhiVCAZz2tqbZlXLYcLjbaWuqpojaOXSq4hSYRj1ArujyquXehIo5B8ucmfnAiTSPmEvca/tkAIklBR1zUffvghe3t7XLr6BhsXLlGknwgRv+yJ/Zu6Wp6FK+bpEccLFy4AfkM58UCYTqfcv3+f+Xy+EjOeJggnI46nN8dQSTbyiCz0JJHle+TwJ+rjRcvetCYOFb04oNUWbfzEQhwIqs5hnGPatLStJSgcTddRay9SzSLFZhGjja/mhPgWVaAkSSApW00S+Mc6DS9G9JtJt5yMGc1b8uW9WTZ6RWJOSM9pvUS4nER5lfEqk4Hn4XkE4X/+z//J9evXkVJ+bgXhZRCEP0T3QTgnAyt8nZPYl00UhK8fVvRlEQTBFzoEfhMopZBYAmH58NYdRvu7fO+NCyvLZGMdg9SXjI/LFhyI5FnnN8uTSY2SAm3x8+BxwIEVHC7ggra8ud3jwfGCWWVorEBIyRtrGW1tOSgbhLVo3TGuLfK4ROJ7zGkkyGTIouuYVI66E0wHCYGF9SwgWpoeActTqheLrZ+c+PyuRaM1t24/5Pbt2+xsb/H++++j8ZMHJ9vyy4wwfln5BFJKiqKgKAouXboEeJJ74oEwnU4/NeJ4uv8bx/HqmsUyKXCYRQhYika9eVGeBN7pUQnKVlK2hqqzhMuWwjBLMKEBBNPakoUCCyvHwLozTKoOJQWX1mK2ipi6M3ywOyMNArI4REl/r/nYap9geDBr2J/VREpiHcSBJFIhc+eNjcBRazguOwZpuBpBBP9YJ7/zLLyu5Nstb/++kYHnwVpLmqb0+/3PrSDcu3ePtm3PlCCctwnO8ZVwfHzMjRs3aJqG73znO1y6dOlzN+GXcXIHv4CfxXysEALdtfzTL/8RVMz/+a//FVcvbq5+rpYhNkfzBucgjfxcf9WalSK/7jSPjkvyOOTNrYwLgwRjHXkYsBbjDWiso2o0k7LFGs3DUcfdA8MwCdDWcjBrMV2HAiaVYSfTrPdT+rGil0ccz1uC2LFRRAyyiCtDuL6ZsVlESCnZm1RMmo6dXkov8fPorbYkoaIpZ/z6Vx8SScHb73yfSzubJIkXx0WBRBtf1n6ZZODbxElV4PTCqLVmPp+vphjuPXrCeF4zyCLSos9sXjGfz1lbW0MpxaTqqFrDIAu5spYyLjuO5h1bvYhBGmFtS6st88ZXlLaKECViEiWIQsVo0fJoXLKRx7yx5QOLys5yOG9Yz2OkEFTa4hAgva/F0aJlf9qQRpJ+EiJwKOmJ6qzWpJEiChVSeO2Ltg5tLCARPD1X4pxjUnVo61jPIoTw97oUvt0wbzS9JFhlHHwb+JdCBp7dzD+rxdC27er++zyCUBTF11oLZ7PZU6LcPxSck4GviLIsuXnz5ldKFISXUxmAF08GrHWMJ2Nu3rxJ3bT88AffZ3vnwnONespG02iLENBpx+G8JAm8UUwcCMrWYrWjFBol/Xji7YM5B2XHxRzevdTnzuGMVvuKQC9PMccVo7Kj0Y66MVjToQLIpcBqx6LT7ISCi+spTyYtk0rz+lbOdhFwaRjzWMCD44qtDUugHL97NONg0fD2juHaRsa0hKZtuXfnY45GY668doXXr72GkorTsoBW+00hDqUP1XkJJ/aXmVz4ZREEAcPhkOFwCMCs7hgvGkxTcnA8peqOuf/gAXfu3CFJU1qVYcKU1zaGrA17LDrDdKkXeG09pbOWadUihGSriGiN47jy9tED6QWmUgiiwPfkVSAp4oAnk4rxoqEZRCSB5O3tgkj5GOSjecO00UgZMKs1VWfY6cdcWU85mjXAiYGSII+9kHDaWAapv1dPTvqepGhwPujIWMes0YRKspb59Ma6M9+a2dAJft/JgHMOY8yXeg1CCOI4Zmtr68wIwmw244033nghr+33CedkYIkvOol1Xcft27e5f//+V04UhLOvDJzMGb/I51iUFf/rtzc5ODjg9UvbHM4a0uEmdWcQ2q5Edq023B+VzOuOYRYTBRLjHFnoT9PjqkM4eDSuEMr5uNX9GQtt2Z/WSGuJgK0ioukScA7j4PG4Zb2IUBJGi4aFcWz1U9azkNZIRvMKh8BoaDuHtJa1IiRWUBt4NK45bKHfaGZVgxPeHTELBEeLFqs7Do5GLA53ubSzzts/+CG9NEVKSSAhDv3iVHeWSdUBjiSQ1J3fpF4GXjUy8CxOzKMGw00ubG1QTg65ePkaOxtDunrBwWjM3mjK3du7/LYxyCikEimjfo+6HjJqFY02XN8s2CoijkrvZWCM4ePDmnHVsVPEXBx4IaM2ls761EvrLP/8aMZWL2a7F3MwawDvY3FtLSEKJJNSEytBqw27k4bDecPFQYo2djUeGwcS4SxBoJ4q+WvrNQb9JCCNArTxuQYnS4Vz/l4WfPI5fRsVnd93MnAixv26Zf7nEQTwgu7nEYTnGSWdJgjz+fxcQHiOT+N0omC/3/9aiYLgT1RN05zBFXoIIV4Y4TDGcO/ePT66dZu4v87PfvYz0gA+fnRApy0tfhNIQm/n++S45DcPx7TW8d5lRahCb1xTpDw4mvN4VJPGEuksRRJRd5rf7s39ia2I2Mgi/p+RYf3uiDiUPJ7UBFIwmtfMSsO8tRxNW+YdJAKurfeYNZrNXkwaKq5upOShJFnPub6dIgiY1x2t0azF8NZ6RJGGHM4atnoxr60n/PbeLr/73WOGqeTnP3iXty5vsz9rCJTkaN7Qacu1jXzZp9YIAf0kJI0CDsaGeevojP1Ccdk32RxehVbBF6HVdjWzP0x9+E9nHZUV9HpD3hqucek1/38WlR9xvLU74dHeiOn+LpPaEsUBar7GbNhj0O9xsV8ghKTWlmpSoxREgUJbx8G85cGo9H4ExlcmisRHXN/cneMEXOzHFEnAcdmxP6vZ7qdkDvZnNXVr6acBxvp2Qqy8aVY/FqTL8camMxRJ4Mdn8wghBOOy9aODgpXpUhwqeg4C9Ung0WAZiPQy8ftOBk7WrBctCvwsgnDah+M0Qfjv//2/k6YpVVWtpsDOAn/7t3/Lf/kv/4Vf/vKXPHnyhP/23/4b//bf/tsze74vi3MycAqny7LPSxTc3Nz82gv0WY8WnjzHNyEDJ6/5xo0bBEHAz376E/qDIUIImroik4bNXkKrPZMPlGRatRxXmiIJiAMvEEuiwCfBOUfVWY7KjnZqyELFduwdDJ2zFJHgB1cGHE4WPJw7Pnh0zIVhxu64QUhH3XSUWjOalSgJa6mgn8d0xlJpCw5iIZjXLZNasFHErGUJ/STinx+PqTXksSKNIpRQBEpSNRUP7t9ld7fkj67t8M7rVzAWFo3h0jDFOsuk9m2JSd0xqVoOZx1Fqrg48HapaegNj9RLWPRf9cqANyCCstVUgSGS3qJ4tPAtGz9/7zia+1bA9tYWSW+NQMLV9ZSD4zlH4wmzxYLbD3aZzz+miAQX1wuCJKcQEU2tGC18cuGsMUgckZLIQGJw3kUSx3oR0GrvHjmtO+a1YXdaUXeW4ZUB63lMFXa0neHYOdJQ+vFT/O8U+KCkWluSpR9BEnoSAr5lppcTElnkBZHp8ufW+e/2c8wsvxBla3DOjzh+nfXlXwoZeBmv4VkfDviEIMRxzN/93d/xz//8z/zt3/4t//W//ld++tOf8pOf/IR//+//PVeuXHkh17BYLHjvvff4j//xP/Lv/t2/eyGP+SJwTgaeg9OJgtevX+fKlSvf+EY969FC+GZkYDabcePGDWaz2cpC+PTCJKVECofAkZ7qkQZKsd1PuLKeEUoIlaLWdmnn6yiSkKtrgqNFjbGwloR01rFeJCQBLFpDEisu5DBIIkZlS6c7wI+nhUCnfSren729zdX1nN1JjTtc0BpH2xhulxXTuuHSWs5aFrJdpBhtSWNFlAXkkSCPBL+6cZ/b9/d56/IGf/qzt0jimDRWjOYdjdFkUcK4sgigSBSREswby6TpEMIn+SWhop9GZIFbBTI1ncF+hnXxN8GrVhnojKVszdKC138fQiVXlrxp5DfGeWMwtmOr51tG/iTtcyHS0Hs79NKAJAy4vDVge73vzZG0YW9c0bQNA9lyNJ5w7/FjfjPr2M4V64OU4aBPGmaM5h2DJMRox1HXULYahSWPJYvGMKs02oHWlkXT4RBs9UKO5nBUtvSSkPVhShJI7h0t+GC/4ZpoeL1nEEDVaozxrbBACtayCOcsrWHln2GszyOIlJ+cgK9uOnRi82yXItUvm5x5Gv8SyIBSX48IvQicEIT//J//M845fvzjH/PXf/3XFEXBL3/5S/7H//gf/Mmf/MkLIwN/9Vd/xV/91V+9kMd6kTgnA6dQ1zU3b95kd3eX119//YUlCsLZCwjh65GBtm25desWDx8+5OrVq/zoRz96bnqYRWDcpxcef0JKqDvLw+OSad2hhGS7H/keq5S8sZVzZT1jUvmxLb9pOnYnDf/7/hiJI1WwnksejQ1xFFLWDcelZlI1GOvoxSFZGPLwuKGxDicVy/oD1hi0trRG8/BowZ29kqsbCd/bXmO6iOjKGf/7Hz+i6SQ/ee+PGPRy5pUlDQUCr3lYNApjvPdAHgaoQNBPY9YLyKKApvMbYRKqVQXJGMO08cY6SnpHxhMnQ7cMrjldMnZLLcSXDbN51QSErfZx1kp84jHQGes/cykoZIAUfpKk6CdcHCT+540mjxRKSrTxp25jHI+OS9YL3+qpO0PZWvbmLW3n2Li4Bi7Dzgr+6FrETgz3j6YcLxpsdchHBw2GgChR5EWOFRETHTJMI/JUEUlBKAMur6esZRGtsVSNJQoEupMoJZHCa0cWnWHaGu4c12zvGC70YxrjsM6SOedFtFVHZ+xTlsSzxucRrGUhwVJgeJKG+GXhp3C8RfLXDTn6l0IGXhWcCAh//vOf82/+zb/5ti/npeGcDJzCP/3TPxFFEe+///4LTRSEsxcQftXnOLHYvXXrFsPhkD/5kz/5lGjGLAVU2lgmZctBCbOqYa339G0jhEBbS6u9UnyQhggEh7MGpGA9C+i04XDWsGi9yNAYR9l2PB7P6TrHQQmvN5Zr6xmNcdzedUyVRQUBeQRFFPBosqAx3hVOCYF2lp1+wtBYrNGkCA7nLaPSTxxs5xPuPZnRO5xy/TvX+e7OBbJIcWt/xv1RSesS3lzPQAjmVcfDUYV2lmHmXe0iJZFScHmoVn71J6djbWFSdTw4rtDacWEQo423vU1CybzWlJ0hj+TqSzZvNGVrloToyy1+rxIZiEPFei6e8ueXQqzeJ7H8eyAELEfwppVhUnb+tTeWPPI9+sNFw8Gs5XJnubaR+dZPq1FCYJzj/rjm8WjBvOkIZQpJTJB7C+Pr2z3ePJzz/93ao21rmqZmfzylrDVVGnBtIybv5aRpn821gjyOWNQd08YbE0nnENa3NqZ1x2YRs11ISgKssX7sUHph4aTsOFi0HC8aIqUoIuXHULXFGLtyNZwt2wtr2Zf/bE/wTccSz8nAi8V5UNE5+OlPf3pmpapXqTJwEqDknOOHP/zhUwKb02i0ZW9a0y3HBY2FqtGsPed7koWK9SwijxSDLKbVhsNF40Nn6o7G+FCi8aEmFD4it9OWRgtUINAaHhwt+NCU5JGin0dY5eicJc86BnkK1hAKyfG05mDeIaQjCgJG85r9acferGG7F7ORh+j5Mf/vLx8QRZKLly+zuX0BbR21tmzmMbtZQ6sNlbYMiwjpLPdGC8a15jvbBYMsWrUBpBQrJ8V5oxlXms6AkpAEEhcIlJJMKu2FnDICvx9+qn38Ve6vV6VNYJ2jXhoDPTtGp55JOGy0Yb80hK72eQD4PnqAb6MkodeLIBxS+njjcdUyTCMuDBKySDGpNAezhq1+xmYvIQoVx/OOQErCMOC4bLl9OGfcSnb6Azb7F7hYd/QiRUpDU9fsjmY82r3L7VuaIg8wKidOUt7YGRIlCYeLlt15Q9N1vLszYBBKtoqYYS9hb9pgHVwcxN6DQBukgO1ehAOmtabuvNAwXU6cRIHE8YedTfB18SqRga7rqOv6zALlXmWck4FTOMu+/suqDHwe4VgsFty8eZPRaMT169e5evXq5y4ikRIMkpBaG4pIsV0o0vD5i92k0dzYmyOF45LxBjJFHDBvLeOqY5CFXBymNEdz33eOJWmguDyM6cUh5UMfPrO/MBRpwCCPUUjoHIkKCKWglyfEKO5OFsy6llAqyrYjiRQbuWLeAG0NeoEcwJtvXWNv/4AkEMSBYH9aM64M60XIWhYug4tAORgsrYYD5fvh2ljMcuwMYFq1KCmJQ8VGERMqT4De2u6tBGad8c6GgRSE8dKIxlm6zn/uRRyQRl+tHPwqVAbqznJcegvfYfr5m05roFASEBwvOooQrBNkcURsYV5rpBRo4+8thGBeGwQdOMeo7AiFYzMPeTypiUPBIFHMaoNpYbJouL3b8OuHM8Z1R2kNWRJxaZBxaS2m05bDueadrR2MNkyrjkW5oKlKTD1n9/4hDyaasQ7I84StQcE89wmF272IXqyYLBqq1osfh1mItl47kMUBZWeR+KClTkPVWTLjlvbGL+fzeBbW2jMxGntZeJXIwGw2Azh3IDzH2eGkMnBWdsHw2YRDa83t27e5d+8ely9f5s///M+/1OhMoCSbPe8Hr6Qgi+RnhrE46/uxxsDjSUUchry5lfNotOBRaZCEREoRhQGRkKRBQNVq3tgsKJKAm5FEIyiykNf6Mf00QAnHo5GPxQsjySAMuLKeoiLJIA3R2pFHktc3C45mM/7uN0+YzeHilZz+zhadDBjGfjOZN4ajRcfBrCGLAgKpEMs/jdaUHRSJ7zn304hFa+iMYy0LabThwXFFFgVc6Cc4WKb1+ZCjEwOmZ8vDgRJo/YkfgRCC4Ct89K9KZSBUgmI5BXIaznkTHgnkcbDSOITSkaUBi9ZQdo5FqxFL0jkuW4ZpSCActQPTGJx1VK1vocxazSAK0TjuHpVLxX7AvDVIazlaWO6Pa7JIsZVK9krDvf05/VgxrUM6rWmNxnWOfhqSOcesTti5NODtzZzOOIKHIw7HMyJb03NzHt0+xGjN4eOa6WxOQ4QJUoZZRBL6kKL9ac3+pOLiMGVYxCShIo8DOuOea1P8MmGtfWXula+DV6myMZ1OkVJ+KlvmDwHnZOAlQSmf6f48280X+Ryn0/Scczx69IiPPvqILMv4+c9//rUY78lmd5psrARygMWnwn330oDDWcPDo5Ik8wrsvWnDQluOFh1xGLCeRkyrlnnbsTduME4glmmD272QOE7Z6AU0WiARDLKI47KlqQ2ir9D46OHNXkweKnZHJb/66C7zUU0USTY2hxBGTKuO14uIbBCjreX+qGQ87wgCiRKOq2sprXV02jBvfHhNkYarzb7uDIESHM4brHVkcUAvDny7o7F0xvvYO2GWkbjhc7PuvwleFQFhqCSD51QEtHXMa+0jnyMfNbzQjqRzpECsfFx0qCQX+jGd9Yr5Ilbsz1qcNZRNx4Pjlu0iIY0kiVQYvIfD5bWYfhzRTyK0cYSBH2McLwxJT7FZhBzeOmaqLQ/HFTf358Sh4sowZbLo2J3U1J3h8aTicluQKYUVgjwO6Xp91vNt3r7YY5AofvGLXzAcDmmMoxyN2D2uePKxY32YEWc5R42iFAFRqLgwSFfvy7foQrzCq7SZfh28apWBXq93pu/nfD7n1q1bq7/fuXOHX/3qV6yvr3P16tUze94vwjkZOIWzZNen7YLPkgyctAmOj4999G7b8u6777Kzs/O1X58PfRFIKVdkYL5U0Qv8jPeyUk4cCC6tp2wWMTjHIJZcW8vY6ccMsojRogV8lWEzTxnkARt5zD/HcGUQodIE6yS5tERKks1rOhMwLBKGSUDTGcq2o2nh0XzKb+7P6Rxc2+nzg50+a0XCorEILG1nWcwN2lUciwWLrmWzSHg4bkiSiK7TtNrRdZrHs4aLDvpxQN0ZIiUxwN6kYi2LuLSWEQeSzjhCKQgkdFrTWUUt/cjhiyYD8Gq0CT4LQoiTfCdOOh9Z4PUVxlpqY5lU3ru/lwRMar2sMCythZXgQFsOFy3bhdd6HC06duc1hVJcHuaspQF5rFDCcThvCZTgja2Eae1L8z+40kcpMNpx56iiar0QdFFrhnlIEQdYBPOu48FxSR4rQLDoLHHbsT+pmNaKzjrSos/O2jqblwyvN5rRbIFta0Q7p5kfMR21fDx7jN4vPol4zgpaFHGoCKVYRR+/TJzlAeNl4FUiA9Pp9MzdB3/xi1/wl3/5l6u//6f/9J8A+A//4T/wN3/zN2f63J+HczLwknDCNLXWZ+ZupZSiLEt+/etfs7+//5WyEz4LJylxaaieqjxIIVbWrM75TSGQgn4SEAV+Y5xWHfPWsrnMnJ9W3qXt6nrKRhEjpZ/VHi9ashB6acDMOB6P52z3Y4aJBAn9POLdCzlREPBwXNI2HU/2DjAa+kWAVgmBCtga5KSRoNaaIpTUnWZUWXYGgqvDlHsj738QyI66aUFIhIALw5QO2O7FKCEYlx15HOCEQwpJnnyiEI8Cn3kfSBikIUEY4ZYWuC8avw+l35PN78Rrpx8rrgwjXJyyqDV71gdXHc4ajsqOzdwnXE4bTSAE270YlkRzVBusELStZaYgq2s+GDsuDFOyUDIqNcYaWu1ojLckvjxMiZWktX4s9NG0YlJ2SCnY6iVc7Ed8fFQu9RoBg6XaP5DeMntvUqNCxe5ck846dNQhhXc8zNKMNky4cuUiPy0irLVUZcnhaMx4OuPw6A7jWUltFVmRM+j1uLw5ZHtjeKYOds/ivDLw4jCbzej3+2f63fuLv/iLV5Lkn5OBUzjLG0AIcaYCRWMMk8mE0WjEhQsXeP/990mS5Bs/7sm4mBA8VRnI42BpR+zd+xpjyCP/b865lUuhtjBvWuadj5RdyyPW85jWWGwHD0Yle/MapQR5JBEu5I71ITS7Uygby3e2+/SzmLJpqI/3sKMJ13d6bG5us+g0ptVs9hOKSILwpkj9RJEDZq6oWscfbWVs9RNmdYe1EAUBS5sCtvox270UKaBsO44WjknVspbFvLYe+zl1bWmNJQkkgfIboBKQRmf7FXoVF40TnI4pPvFT8F79Ymn+5Cf+OdvdAAAgAElEQVQEWu31GsY64lCirQXnSCLFa2spUgh25w21NgyzACfgYN5ytPAaA+PgB5d7XBzGTCrfXsJaWmsJOsO47kgDyfWdHpfWkmWssCQNJbuzhu0iZLNIubaR0UtCpA845Mm4IlRiGaJlOKoMmbZcGiSkkaIzFaNFw5MJS82MIk5zehsR8WDThxoJx/Fkxuh4wvFkyt07t/nwg4o4jp+Kee71es/17/gycM5X3j5rUuH3XTPwKpGB+Xz+BzlWCOdk4KXiLMYLnXPs7e1x48YNAIbDIe+9994Le/w4VKwr6asA0p+2T0SQJ4tTZy11Z8lCMMb60SttiZXgylrCwVyye1zSOh/00yUhs8ZnyLdaEy1tX61xbA1j3qpzrNMczBuKSJGHsH+wz8d3HpHmMX/5f3yXBzNNL1FcCDIeHJfMO4EVhl6seHMjReNbGf1Ycnfcku/O+O7lIXkcUDWaRatZ1AYlYaPwo4AH846m1aSxxFk/+hYFknIpJly0mo0iJlBfvp//TbMJXmUyAJ9MRhjrMNZhnWNSa0TVMcwisshXk2Il6K2lZJEnZxf6CXnsNQCTqqPrDFkSYh1E0hOto6qhl4Ts9GKmtUYKyWvDlM0iYl77+zBPAibjmg+eTCnigKuDlMOqIxB+JHRStWxmMYGEh+OG7Z5PQTwuG+rWsLWZI4XPHNjpBWz3IrI48K6DeYiUuXceXJLBZuk3kYaSUEmUFGxvrLG9sbZ6T7TWK//72WzG48ePqeuaNE0/RRC+zCY4bzR1Z+mn4XMrUP8SKgNfJfTtLDGdTs/JwDnOHi86n2A6nfLBBx+wWCx4++23cc6xu7v7wh7/BKtIVys5mrdst2Y1dw9+ZC4JFKGEu6OSWaXppwGdlGSxYi1RHAaK0aTmOG65spZRtYayaYnCAKkMYxWwaDVDIclTRW0E6w52xyX/+3c3uZbDO2+/zqiN2K8Ne9OKSeUjZ5vO0E9CNvOIjX7CMA3Zm9X044Aj63gyaSgOS4ZZymYvJI4UiVPUTYeUAdpajhcd2lkabYlDRRwLFo3hSLbebCYJ6Ce+F66NeCkb9at+2uuM3yRDJRktWmpt6LT9VFBPGgUo5RMsHx5XHFd+oqCfBOxOahCwWcRIIZhUmjQO2BCOJ7OaopD0UsWDUYWxsH6hR6AESRhStd0q3nhvVnPnQLNoGkKpmDaWfqSwy0sZV5pRWTGpQtaziLK1TFrDVmcYZBFZIMjikNZ4bUKoIBCCIpRUGgLpCc+s1mjjuLz22aZkQRAQ533W04LtSxLnQDnNfD5nOp0yHo+5f//+UxG7JxqEoig+tbFb570ePut+O9cMvDictAn+EHFOBk7hrBffF9UmaNuWDz/8kMePH3Pt2rWVbfKTJ0/O1MsgChQS96k5+VB5hf69o4W3mM0j1ouITju0cXTGcaEXgnMESlB1Prp4VLZcGSYoJVFSUoSSNPKBQ3ujKQ8e3OPxwwXXLg9453tvYqVkfRkdN20sThtCKVjvJ7yxmfH2Vo9QST7cm9O0ljc2c0b7ERtZzXYvxjpN0ykCJfymH4WspSG7k4b7owXvXuqznnvdQNX6/rSxjiyVFHFAqy2jsvVmOktr3S8aFf2m99SrWBlwzlF2hnHZMq00WaSYVr4N4IBBGrCWRytSoKQglYpG+BFViSANfHDUotXEgSIQcG9UARYlFMYZsjBE4Fsy01pTdpa1ac0gi1jLA5JAcO9wwbzR5IHEKolz/l4apIJrgwxtLWniq0HGQdd56+heFFDHllp7n4CTqYCjWUNtfAhWGvk2mM8gUHTGEihJFArvLqntp0yYVu9Pq2m0z7kQQrCRR2xsbLCxsbH6fycRu9PplMPDQz7++GOMMRRF8VT1IM+yp/IgnsV5m+DF4Q/VfRDOycBLxTetDJzEKd+6dYv19XX+9E//9Kl52LM2NsrigCzyrYNnMa1aHk9qksgHF2VhgIygag2j0noTocB7/CvpH2vRatYK35PfDRShsIRS8vH9e/zjjces54o//8l1DAEPJzWDNOa1tZTaGPJAEUQBm0WCUI5QSsZVRxxIFq0v5a7lIVt5xGwQsd5LmTcd08ZweZiQhl7hPkxDxrWmMZZOO7bXvbCx7gLiKMAYS2cc06U3faQkcaAwDkaLBhckrOXRmfhHvKptgkZbJmVHqy3pMnMgDCRFIDlauhV22hIG3v/fOkfZaJwQbOWeVMWBxFpHIKUPrGo6LN6at9UWKQP++K2CQbp0tUwDplXFw3FFZxy9ZcaFE4Kms1wcZLy9E7CWh/zu4ZijSnOhSPje5QGjeUvVGDazgH4asNMPcS5ikMcczmu0cSgcx2XHxDiSSNKL/fMqtfTWcH6kdZgFbOQRVWs+RYpPZ0/0kpDMumW/35PgZ/FsxK5zjrquV+2F3d1dPvroI5xz9Hq9pwhClmWr++1fQpvgnAx8+zgnAy8R36QycHBwwI0bNxBC8KMf/eipCM4TnDUZkFI+5WNgl/OEUno73gv9mDQKcNYxqTrWlza1UgqsFaSBJAkUvSTkyjBm3nQcL1oCAXuVQx/NuPvwF9wdNVy9vMP117Z5bZgxqrql/avmVw+PmTca4RzrWUwvVVgHo0XHrDZcXU9YzwLCQNEaSKKAPBCsFxGzynH3qKKIQy5fykmWUw9vbQrWsoD13NvNautIl2LISdlRa0PV+Z71ehaipKC1vpdr5i2dsUgp6D/Ha2AymTAejxkMBuR5/ntjR6ytW23azwrXAiVJo4BhFpGGklHZYa2ln0U0VnC06HBhw2AZ4FM2mmljOJw3zKuORWt5bT1hvYi5MEh5eLzAWse19Yw0ktzZn2NxjBeaJ5OazTzi6loKTtA6x7RuufFowrXNjCKR3DvQ1NohhCEK4KjUjErNqOooW0NtHEoJHJJ5Y1BSMUhD3LxZpi5Kag27U81YW7aKiI0UgkCxmUcrTUGReCLj4CkL5hNMa02rLYNnevvWeT2F/IJEQiEEaZqSpik7OzvAsspQliuC8PDhQ+bzOUKIFTnouu7MDc3OEq9Sm2M2m32rs/7fJs7JwCmc9Rfp61QGFosFN27cYDwec/36dV577bXPPAWcNRk4PVporeO4bP3CmEVeN7CRY63l4XFNqBwi91MHZWsw1tJLA2IlGVct1vme7KNxSVk3zGZz2tmEf/XOVf7o+5c4mHubYakkW72Y0aJhd1IzbzqM8X74m/2EXhpQtpZe7J3qms6waC2JAxz005CdXPLWVkHbJaRR4COIQ1+mrjuDdo4L/ZRFq9mdLOglIYMsJJSCLA6olpMRwzQgCiSzqqMxPl8hj335WFg/JnmC062cXq+3Mhk53R/u9XokSfK59923VRmoW82k0gyz8Cl9CLCM9PXK+JPrS6OAPFIkSlBEkjj0VYFp1bFoDXGgltHALc4JOmNotKGfBiQzhVlGAtedIwrEUlOimTQdxjg2ezHf2cnpjGVv1nA4b5lWnQ+Hco40lHQGbu37CQCHJA8lVWcw2hAGCmc1C20Zly29xPtJWOdoO81hBd9JFa8P+/QThXECbXyZP1T+cRyCeWOoOsOlQfLc7+HytnsK01rTdIZhFn3lEVQhBHmek+c5Fy9eBPzmuVgsVgRBa81vf/tbgiD41P31qgjzPg+vUmVgPp+fawbO4XGWpdmvUhnouo7bt29z//59rly5wg9+8IMvnF1+GZWB02TG4UNonHMI6bPYW+dPUEr6cUQh/EhWYyxxoJg3mht7U9bSiNc3cxa3Drl75yFrEVy6cIEr195kUnXEoSHAMVp41bcxjkjB5UFKnoRIHGt5zGYRczBrAIcQMCo1s7ojDSX9JGBUaiZ1x96kRkropxHW+VO9El47cFw2vmztQFuLtT6lEbyiPA4Ebeewy9ihQEkiJShCwWYR+wnFZR79ievjzZs3V2mQQeCtek8W8Ol0yt27d1ksFoRh+JTCvN/vr0bQvs1TXhQo8oTP7FOfQAjBMA2xzhEqSRII1ouYPIsIpFhuuJBFkqvrKQrLrPJxxU8mDW9uZry2kZHGnsgJAdbEaNuSxgoVCA5mDR8flLxzoUcUBPQizTGCWWtQCPppyFoekgrJbw99zHQcCKZlx92jBXkc8NZmhjYxs1YThwptIQ0DhhmAwwLrRcS7F/tY69ib1j6BUQkfw1x12OWIn3BgnB9PPI1eEpBZ96n3TOB1Ey/q05RSrtoGAHt7e/z4xz/29tDLKYaDgwMWiwVxHD/VXjh9f70qMMa8Mm2OcwHhOV4KvkxlwDnHw4cP+eijjyiKgj/+4z/+0j2sl1EZaNsW8KX/tcz3yoNTi18USNayCCF8qblqNXEgfYnVWKaVpqwtopmw99E9TKf5yXvv8g8fPuHOxHCtaZES8tCHAs0qg8PSSyW18V7wR/OGtnNsDVLSUOEc1J1jWjbMm47WOHQU8OC45OFRw+ioRe5NyUNFnoaw7PfjBFks2Z/VIAQbWcQwDdnsxTyZVExKL45LAsXutKHqDFfXM9JIraoEp9sCs9mM3/3ud1RVxfe//322t7e950LbIoSgKAqKouDSpUuAXwTn8zmTyYTpdMqTJ0+eGkFr25bFYsH6+vpLPzk9+9o+D0oKFJ/4DHTGMqk6AiUpkhDtoGz8Cd4iUaEvu0+rlkfH0FpBFgouDhLa5Wk8DgMmZcN40fF4vKAzlgt9n2p4uNBMGkNlLKEUOOlHUzfymLV5w09e3yALJU1ncPjN2QGLtgMH2liqtkMtA5HmjSERjnBpGR4qL2LV1jKrfexxFvlX2ItZpRN6hf8n0zZSiOe2AvpJ8Lk+Ad8UJ0FFWZY9lbZ3MuJ4QhBORhyTJHmqetDr9b7VoKNXqTJwrhk4x0tBEASUZfmZPx+NRnzwwQdorfne977H9vb2Vzodns4/OAum/SzZ8Ivb09d3YjYUKj+fP6k6+sv58QejkkVdM91/wP70mCtXrvDG5cskUYCUu+AscRjwcFwxKzt/0rbeREgISdt90ppQQoDzC7JS3vmw04Zx3RJI2OhHbOUx9TRkOval7SQO2OnHOAt3jxbMGwNOIZHkkWKYhiRR4AVxUlJ2hnnjXRPrzpCFclUCPl1B0lrz4Ue3ePjgPlevXl1Nd8Dnl/mVUgwGg6cW8LZtV4v30dER9+7d486dOxTFJxa4/X7/KQHZqwaHvw+azhIryTANOFyK+DZy/x6D5e5hzf96MME6x8V+wkYRUXeOJJRc38k5WoTUxrI/j/wUgvCPW3aGtUSx3UvRzpHHip1eTGMsO/1kaQoF2oASXhCohMJazd3Rgt1pTT8K+MFra6xnAaNFy6h1HMxbdhrN2tIfYVwa9mcta1nAZuHjjAP5yVjpcemrBcNlFeSzcGJQdSbv9XLk8HmbaRAErK2tsbb2iQdC13Wr9sJ4PObBgwc0TfPUiGOv16Moipe2Qb9qZOC8MnAO4NtpE1RVxc2bNzk4OOCtt97i2rVrX+vLcfI7Z1V2O+1A+Dx0xvdjhRCs574/up5HRIE/pT158oiHDx7y+oU13n7v53QiwFjHMA15dyuhar0BkTUOKYVPBIwklwbpiVkgwyIiDsFan28wrjqUEGwPE+wyRe9iP+b6Tp88DgjaKaoMePtCnzxW9GJf0laBZF535FHgU/mSECUE87pj0XTLnrambDWDNGKnFxOHikbbZQtEYK1lb2+PX//mdxgV8+N/9TMubPqFt2wNzjmSrxJTCETRJyNoo9GIy5cvMxgMVu2Fx48fc/PmTYQQT5GDfr//yvSHIyURSnJcdbTTmq0ioogUOJ8kmISKujNIKoxz9CJFGCpGi5ZZo1lLI7JQsGg0wzTizY2COPDEr+4seai4OEjYHiR8vD+j1oYwkDyZNuzPazYLH4vdTySttjyZ1MwSy2trCfPGcPegIpAOJXxk8u6kIsL5sVIplloES9UZam2Y1v7U76/ZsdFPUQIq7V01/Xrx6c/5JMzrhECcBU40PF/28cMwfO6I4wkBPTw85M6dO2ityfP8qfZCnucvfF056/C2r3ots9nsKXL+h4RzMvAS8WybQGvNnTt3uHv3Ljs7O9/YQvg0GTiLvuCzqYif+rnwcb5SsMwt8KE1o9GI3/72t1jr+L9//kO2t7f9dVqHFFB3llJ7cZZxjre2C0K/ytJaf6o/mDW+FJxFpHGANn7Gu2y9R72fLQ+5vl3QS4JViTsOA2IluDT8xCSmbr2tcFL4mm8We42DsY5x1fkshigglhJjYZiGIATHi5ZZrVfagNu3b1NVFW++9R3y4RZ5Eqxe17zuaJf++ZHwboZfF88qzE8LyKbTKR9//PGqP3yaHHxb5V8hBOnSefAkdyCLfdsnUD774XDe4YTgrY2cJPLvc5oFbLkEbR2jUnNctSxqQxb53y0bTRAorqylbPcT5rXmnx5NaI2jW8ZZp0GAXqZMhsKxaBzGOIRzDNKIdy5KHAbrJIMs4sbulEmlyZRjux/TdD44SWsveF1LQ8rWMK0Ni6albCzGeZ2CtRaHWFW/nm2rTCvNk2nNRhGxlnm9z+dVEL4OVlkh3+AGi+OYOI5XE0onI44nBGFvb49bt27hnFtVqE4IwjetUJ0cLl4FMgDndsTneEk4qQw453jy5AkffvghcRzzs5/9jOFw+I0fXywX3hdteXyCL6oMSClW44QAdV1z8+ZN9vf3uX79OteuXUNKr+D3fWG/AOilaUokHb1ToUCwZOvLjdWb/ECgBBbhjYpiyXHZsr+Yk6qAfhJyOG9ojePKMH1qHNI5R9UajsuOk/XL4fvjSnqDmXndMW00O/2EPCoIlFhlERRJiLGGe3c+Zj6fs76+zvvvv08Yhj7NUH1islMkIbOqY1p19CJBGHz1xe6zqlSnBWSXL1/27+EpC9zpdMrDhw9X5d/TBOEsTnen4ZyjNRbXegX/IPVtF/DvizY+u8BYSxEpLgwSqs5StobtXkIaKh4eV4zmLWnozYh8PLLgzsGcIAy4NEzRxvC7J1MeTWpypdid1ewUEZu9iINZw72DGWGgCAPJta2cnZ5P0aw7y3ruf79sDUkYkIQdewZmtWatiCiigJKTccmYJPzEu2KQee+BQAmKKKCz3ofCPOdzMs7RLdsl49Jrbday6IVqB14EGXgWp0ccT4j7yYjjaf3BSYXqWYHiF03InMarRAbOKwPneApn2YdVStE0Df/wD/9AVVW88847XLx48YU+51mKCL+oMnACay337t3j1q1bbG9v86d/9mc46TdM6by4TArB+tLbPY8CtnoxM1chYDUdMMwi7wMfBVwcJDwaVyzqjjQQBIFalV8jJei0Y17WLDrFpNQIHNPEn+pOrrkz3jff4RimkRex1ZpJ2VKkPpXOCUERKYrYVxeE8M8xKTsOjo54dOdDAqXo9XpcuXIFK7xJzrNGTFnkr2/eQMgXv2ffFM/rD592uNvf3+f27dtYaz+lP0jT9IXegxKBEyz7/AK9rABNli6Fa1lIGmWAJzsH85Ys8pvZo3HFo3HJo3HFRpHwzk4BzvGbR1M+PipZS0Oq7YxQhlSdYZCGDOKQSHpToLLWzBpD01nWU7i2nbBdRD4psepACLZ6EZU2CATvXOhzeRBxfA+ME8ShJE8CHo8ti0ZD2eEE5JGin4SeoCix9CfwUyT6FBE8jWHm/QaiQDKrtU92PPXfnHOrttMXTW18Fs6CDDwPp0ccL1y4sHruxWKxIgj3799nPp+vRhxPT8h8VgvLGLM6xHzbWCwWWGvPycA5zhZN03D//n2qquLSpUu88cYbZ1LC/bIb9tfBF1UGAA4PD/nggw8QQvCTn/yEwXCNutMrd8C1NCQJ1FIMZli0PlcgiQLGxrI7bXg4LllPQ4o4xFqDXBKGQApGrSXtLDtpRBwqP9svBFtFTN0ZkkiykftWy6LRVNprGeCT8a66M3TGEkZqOVrY0u8sUvpNfC1LyU7N1td1za9/8wG7e4f86N23uP7m6/ziF79YqeYFsC7FU1MV4CsOQxmtJjC+Kr6pfuV5DnfPGtjMZjOUUp/SH3yTCN5ACXq5TzNcNN5GuJ8ExIFEW1BSIoR/XUeLjmnd0Y+9ZuTW/hyjHRtZxKV+zE4vprOOtTzkOzs9Boli0VjiwPLuxYJerJi2FiEs+9MWIRx5ouinEYmSCOfFrPuzhsb8/+y9yY9k2V3+/Tnn3ClujDlXZVV2VXV1ddvutnu0291u/+T3RS968QZYINiwQGYBFgvEihUCJAQSEvLKCCQks2DBHwASGATCBoEHYV5TmTXPQw6VGfONO57zLm5EdORQVZmVGVlZ3flIlrurOm/cjLhxznOe7/N9vgbfEoQp1Dsxni2ZLTlMeD6zPhQdK5/QySBiW9KNYjqx5mTV40RlewlPwLbyQKbzTd5WYpjRUOvnMozObYjS/Hm3lORU1X0mQvY80wdHFarRDpmdSliO4+zYQntU/AKQmweBYwPhMXIctDIwekquVqtYlsWFCxcO9DVGcdDDkLZe+3FEo9frcenSJdbX13nllVf6KV5imOU/aNFTSlL188Wr3UuIUt1P8JMYo/GsvMVvuuwiBdSDBINBkC+eZS8vBZT7i2wjiFnvREwWHc5OFZEjEmyYaIgtHpiPyYBnS9baGeudGK/mUfMtCo7CkpBk4NmSsvdxoM7tO3e4fPkqk1OT/L//11eolHygX5LB4PcVgXG0jY0j3ninAJvBAJ2BghAEwab2s71M2Bu8zqZNL8moa8N0KVd6kkxTDxKSNENIwUKtQK2YKzNVT3GvmXCm4nKi6tGNNY4lODNV4qWp/CS+3olITX6arPoORTcjzkDK3Pg3XXKpFWxW2zErrZCCq/IWxyBmI0gIkoyNbjIkKGVXocgDspx+hPJU0cFSkiyzcaJ8CmKS6U0n+Lx8Zah41qY/j1LNRjcPNqoW8j/fOrxp8D6lmcaQGw13UheehqMWRTxKLAdI04+HNA1ilnu9Hp7nUSgU8s6Mev25tzi22208zztyOQyHhWMyMCYYY4YRwkop3nnnHTzP49///d/H+rrjLhNsvbbWmps3b3Ljxg1OnDjBV7/61aEkaIzJF0EJFc/etmG6tmLKkjhK0pQSjGGumpvDkixvmcoX5/y0dbLqUbDyhR3yfvF2mILpt4+pfHhQK0yxVZ4PH1j5ybHdSygX8jS90xM+SuTBOp60GNiFMm2G99hsNllcXGS9E/Lyhc/yysLJTSfAwUZdLoxv4TiM2QRSym2Ld5IkQ+l3MGEvSZId/QdPIyxF1yJK8xHXSX8gkBR5p0igDRYwVXLxLEkzzGv002ke7PSwFZNmmtmyQ5xqLJVPqSy5FkLAcrMHwEzJI9GG+apHmBqCKKHo2pwUsNZNqHdiSl5uLFRKcbJgoYB6L+bqSoalDGshPGxGBKlhtuz2g4tyo2glVhi2m/+SLM9U0Fs+IlsJqgUL9zE+kUHUs2NJ5msFMq2f2Vh41MjATrAsi1qttskXNXjGVlZWaLVaLC4uEkURvu9vUhAOs8VxkDFwVFt2x41jMjAGdDodlpaWaLVaXLhwgYWFBYQQRFGE7ifcjesLPE4ysLVMsLa2xtLSEpZl8d57722qV0O+mU34Nsaw6cQOuVTf6iW5YmCrTUa/KNU0ggTPzsNejAHXEsP6fZRkeQ58ktGJ0nyMrfrYyR+lGm0EJWMwQhInEGcf5x8McuWNMTT7ysOArCRJwtWrV7l37x7nzp3j1c+fRpvtn9VhDRF6HnHEtm0zOTnJ5OQkkJ+I6+0uYdAlDjrDATqwOV65UqlsU46EEPmI4P6QJ8hVlAnfpuQqkszkmy45uSu6Fp876eDakno3oZdCybOpdyNWWj2SLGO+lrealgsuBTtDCegECcWSQ6WgWEWz3o2RQjBb9sgM+Lag6tu4Sg39Cbnpz9AIYqIUNIYgzki1Rsl8A4qzPO/f9FMpbUsNpf+8o8BsKxPYSj7RAxAluYm1WrD6KtSzb3YvAhnYCYNnLMsy2u02X/rSlza1OG5sbHDr1q1hi+PoczYuE+ynOXAIjsnANuyHFSZJwrVr17h79y4LCwu89dZbmySnAcNN03RfNdkn4aDGJO+EQZkgCAKWlpZoNBqbyM5OyDfw7X9uTD6nfbDVjZIBKUR+Qje5wzvThqmSg90nFNrkm75jS2YsF1vmJkIYJCDawyyApC/D+u72BVebnCTk/eCa9ZVVLl26RKlU4sMPP6RUKvWnzm0vA2wd2jQOHJUTSqYNKRal6iST87l5zBizY7yyMYarV68yOTm5qTZsyc3vf6pNX8GRQwm92ldZBhvpXFUNE/4CWxEkGWvLHVq9lPOzJSZ9G2MstDakBhylqBQshChwv94DAVXPouhZWDI3qw7CgjaCFCXyiOQ1p0vDhgnfJkx1v94v87TLbkyzlwzDtKb6uRm2kvlp/gkn+sFI562nfseSlL3HKwd7wYtKBgYYDRzaqcXxSSbYUYJwECFcx8rAMfYNrfUwQrharQ43kq0YzQEYF8apDAzSzr7//e8zPz/PV7/61ceSmlET1U6npIKTu7IHC+Wo6mBJQcHOJwrGaZYTB23opikFW+HZEiXz1LetioMQYlNrYoYEo1Fi+z0oKagWbDrdLv/z3z+l0+ls6/B4XHrcJ1kZ2ArHkv3Ojo/fiMfFK3//+9+nXC7T7XaH8cq+729auHOSlec6CGGGtXhrSPZyGd1WH09MnPQdzkz63N7oEWWaVJv+0B9BJvrqgtGstmMsYZgoOmiTjzq2+wOpohR6cUo9SHCUwFb5KGpX5q2qnm2hVB6ZnRsDFUGckmaaQn92RZxpwiTb9Exn2gxnMwxgjBl2T9R8e9Pf2UoOvQT7xSeJDGyFEALP8/A8b1OLY6/XG/oPtrY4jrY57rVLptVqHSsDx3h2rK+vs7S0hNaaz3/+88zMzDzxlDxOgx+MhwwYY1hdXWVpaQmAd999d1OC2U4YmKgcJVESSq61rf1udDqj1NgAACAASURBVIEcPWnHmaYZ5t0H06Xcf7DeiQgTjSrlm72zy2S/mu9QtLabszKdT6u7ezsPfTp9+vQ2JedJOAwycFROKLI/bOppUCov95w8eXK4qA7ilZvN5ibpt1QqUSiVcbwibb/EdK1EkuYnaUdJWmFC0bWGaoEQghMVj2ohJ58Fe/NmnGS5utMMkr6BMSecmTYooelEKautmHovouQoFiYKbAR5m2mUaFKdd4P4rkU7zFtf00wDkoonKbj5lEO735GSZB/X+Zu9hLTfMjn6TAsYDusaFz7JZGAnCCHwfR/f9ze1OI52yQxaHFW/BXjrFMfHfR7HZYJjbMJuv7hBEHD58mXW19eHEcK7+VKOU8aHgycD3W6XpaUlms0mFy5cYHFxcUfVYytsJSi7FmmWESYG1zY8KSx3tFPBknmgy2gttuhaOEo/sRa7831ILMm2We837y/z08VLTBZd3n///T33Fh8WGTgKysB+MBqvDJBmGRvtgLDbIQo6LK8ss97sUrAEjl+iVC5zYrKK8orIfpYA5MpQpjWpzqcDjn6Wtso9CAKDayketXPi6DtWPp1SSixheNDscr8e8bn5Mq6tkLI/wjjNDaeWAteSRErQiTOM1riWwOkTAGEM3ViTZBlWP/Gy5NlIKZB91WzwnOVeie3thAeNTxsZ2AlSyqFKNcBol0y73X5si2O5XB6qm5/muQRwTAb2jDRNuXHjBrdu3RpK5XvJhH9RlIE0Tbl+/Tq3b9/m9OnTvPnmm1iWxeLi4q5q5Xa/hTDTFsmIeexxGFUGrJH2wwE8W22S/0dh+tPjtpYMBteFjxfNMAxZWlri3vI6L7/8Mp95+cw2xWI32MtGvZ+T4YtGBp52vxvdlNXAMFmscXr+BK+8kudNxGGPeqNJs9Xiwd3cf5BKG+WVKZaK1MoViuUS2oj+2GRBog1BlFF0c7d/mA5O5/lcg4pn0Q4zNJp2L2KlneK5oh9lnLDajujFKc1WTGwEWucJlMutmCzLcPu5Axry6YgGGt2YKDOUXItaP2K42u9UaIcpUmqqfbKSd1DkBDZOs7yboU8SDoogHJOBnbFTl8zArDgasxwEAf/8z//M//7v/w59B81mc2zBQ9/+9rf50z/9Ux4+fMjrr7/Ot771Lb761a+O5bX2imMysEsYY3jw4AFXrlzB9/1nOk3C4SgDzxpyA/nvuby8zOXLl/E8jy9/+cubvlB7JRtKiqEz+0kYDP55EgY+BEdtDvhp9VLiTFMtbM+HHyyUaZpy9+5drl27xtzcHD/7f+d+h2fdqHdzvwMMNsi9vtZRKRMcJGwrT3gsuvlY31YvyVWkfr13gDRNeVRvsrrRpNdtc+/mMkmSkNkehUKJl2YnwCnQSCRzlXwwUZBkuJakVrCpeDapNqy1I5ZbEc0gwsEwWypQGbQZyrxbINUZaQbdOCPThrVOD2EE53ybSsEhzjJ6cUo7SsgwREmKo/KkTG1yYgC5KVKavNSBMQRxmqduSk0UZwiRk1ptnug73BNedDJwmKFDSqkdWxwdx0Epxb/+679y/fp1JiYmePXVV3nvvff4tV/7NX7mZ37mQF7/b//2b/nt3/5tvv3tb/OVr3yFv/iLv+Dnfu7nWFxc7OeyPF8ck4Et2GkBbjQaLC0tEUURn/nMZzhx4sQzL9RHWRnodDosLi4OjXTz8/Pbfs/dpBA+CwZlgq1y/ih6SUZj0JI1QgY0pj9bfvupdHCtH/7whwC88847T/U77AZ5SNKnw0C4VzzpuzHYqJUURKnut3zKbZ+7ZVmcmJnixMzHn1UvDHmwVufOaoM7D1cIuwH3upqZksP5+Skq5TKBKJM4HlKAYyssSxFm+Wjsipe3EzaChFMTBT53osKjTsS1NOJGDIsPWsyWHTphRpam3BACW4VEUUqKINMJWisKrqITZrSCDmHic362mLes+vamwCXfsejFaR5k5VrIfkSzJfMul3w2guobIZ8NLzoZGNdQtd3Ctm0++ugjPvroI77xjW/wC7/wC/zmb/4mP/rRj/jhD394oGv1n/3Zn/GNb3yDX//1XwfgW9/6Fv/wD//An//5n/PHf/zHB/Y6z4pjMrADBhJwGIZcuXKFlZUVzp07x7lz5/bNYi3LOnJkIE1Trl27xp07d1hYWODtt99+7Bd0XHHHgwXtSWTAUZKiq7a1ZFU9m2yLmxty89rly5cBmJ2d5cKFCwe2cB57Bp4No90ZriWHg3ueRq6TTNNNBROTU0xOTSOFwbMUF++ssdrooHXCysP7/Ph/O3RSxVzN5+zcBJO1CgtliwfthJVukg/JkrAw4dGNUlq9hJKT+0rqQZj/vTEoKen2A60avQTblkz7Fn7BZqpokyFZbYd986J+bLZAL9F52auQmxlTnZPWJDN0+vMKPu1k4KjEEQ8mFs7OzvL1r3+dr3/96wd27TiO+fGPf8zv/u7vbvrzn/3Zn+U//uM/Dux19oNjMrADsiwbpurNzMzw0UcfUSgUnv6Du8BRMhAOpidevnyZYrHIBx988FQ37biUga21/Z3gWBLH2t7KKKVAjsyTN8Zw//59Ll++PJQEFxYW+r4EQ5jmTvCtJYW94NPUTbAX7PU92e1GaPrZEkoJio6iFSakWYrn+xSyfBz1wlmPiU7I1QcNylZCEgX8z9IK9+ohtzoWEVAq+vSCCidLDp3UcG2lQ8XK44ZbUUa9m6J1SsmzmSnnMyrKBZtYa2q+RdFxhuO5Z0oOcZqXIsqeHhobBbkCkD9fhjDJKLkWQZzSifLhSq6Vh189SwTxKD4JZOCo3P84DYSPHj0iy7LhGPIB5ubmWF5eHstr7hXHZGALjDH813/9F8aYHVP19oujUiZot9ssLi4SBMGeSh/jVgZ2c+1BW9dO99tut7l48SJhGPLGG28wOzvLP/3TP21KN6x3Y3xX7Ugsdou9eAb2g0+aMvCscCzJZNFBCkGc5cFARUdxaqJAlml6iaYbZ5Rcm0q5CGhkcYa3zzjMN3qEVx+yWg+QScDGasA/rd/HSEUiPXo+rHQgrkd4tmAtSFDE1IOM2ZrHa7MlJgsO692IG486WAJemSkxUXZpR5ogSvoDq0x/EFPe3ZDpPEkz74CwsZTEVrrvo9ldu+bT8EkgA0dFGTiM8cVb16wnKaGHjWMysAVCCN58880DH+s6wPNWBkbjds+cOcO77767p+Egh6EMPAm9OKPZSyi6ajhQCDaXOs6cOcP58+eHv9dop4KtRD/zYH8LqJSSJEme+t/t5xn6JJYJ9gMBfcd+bsCLMo0rFAuTPvGAIJL7EtbaEcuNEN9S1Mou5+YmSDJF1Z9kpupxe73Do0YXR8cEGzFhllJfWeZkVeBoB6SFRFFxi9QKNmGSsdyK6MYZlhD00gw3tXCUoJEZhNA4tkUWp0ONSop8JHISZhhj8B0Lrz8W+6BwlKb+PQuOChkwxgzLBOPA9PQ0SqltKsDq6uo2teB54ZgM7IBSqTS2U59SijAMx3LtwfV3Uh4G0vmVK1col8uPTUnczfXH8d4MerN3QzSkYLjgjgYiFQqFHUsdo2a/ndoWn/V+x91aeFRODHvFuO672Uu4s9Gj6lnYliSMU1ypqRRsLCkJohSlJDNlh5myy2o7ZLUb0+hG3NuICFJBUUDRUdiWhVAe0vaYqcFU+xFfeO08660W11fbRJ2AZLXNzY1VNh64CLtAoC38ks/JyRKWErSjlDTJyWm1YGEJmOyPbhZCYCvB6ZpPnGXYSrDWDmn0EmbLHpUtWQnPCq31Cz1l76iQARhvmcBxHN59912++93v8ou/+IvDP//ud7/Lz//8z4/lNfeKYzKwA8a5CD8PZWAwgS+KIj73uc8xNze3r26IcQ5CehrRKDiqHxAjN81IeO211zh16tSOv9c4JP1PUxzxUYFnK2pFm5Kt8jhiJBjoRim+q5BKstwKkQYunCiDgKUHTdbaEY6E0xMeJ6oeM2WPdqSJIo1AU3QNbgaZ5dE1GaWqx4UFm7uNkLVGmzQxWGGH2/UUHafcr1jMVW2mapN4XoG2sciMoRPGWErh2ApH5dM2NQaBwJCP47662qEXZbx6ojzMzUi1IR9z8OKPMN4rPi1kAOB3fud3+NVf/VXee+89PvjgA/7yL/+SO3fu8Bu/8Rtje8294JgMHDIO0zMQxzFXr17l/v37nDt3jpdffvlA0r6eJxmAXBm4fv06N27c4OTJk0+ckbCX6+4FxwbCnTHO96ToWpx1FEIIOmEy7OfvxBmOEkih6PRiEg0nw4Sap5j0HepBQsXNN+hGmNEMYlq9hG6S4FqC2xsRrSb06vcI4oTTVR9DysWHXaJEs3B+gqJtY1Vy02LYC7jcCCm1VpiUEOkMLRW3bxepVcq8NFOh6BeRAjpRRi/VnKr5TBddgmpGqWANN/4k0zR7CUoIav3WxL3gmAwcDNI0pdfrjZUM/PIv/zLr6+v84R/+IQ8fPuSNN97g7//+7zlz5szYXnMvOCYDh4zDUAa01ty5c4erV69Sq9X4yle+QrFYPNDrjwO7ufb6+jqLi4tIKfniF7+4KUDkcRhHJsCxMvB8MNgsS32/iDZ5d8ijTj6KerZaoN6JuLrSZbbiMF/zEFKSZimXH3aphxHlQhXfVriWRWbg+qOAMIJK1eAqi0rBwrdskiQiDjN6cYYloZdmlDwbv1CjZyIaUcSJuTKnipKNVpeNZoe7a8vcvfMAWwpUwcGyC5TLRcq24MTJKp/1KlgS1AFt4C86GTgqnod2uw0wdgPhN7/5Tb75zW+O9TWeFcdkYAeMu0wwTmWg0+kAcPPmTT7/+c8Pp30dFJ6XMhBFEZcuXWJ1dZULFy7w0ksv7XoRfFHLBC+qgfAwFA1t8hHIEoOlJJYySCERAh62I+5tBMxPFDhVLfQnE0KcZWSZgEyjTYZvSx40AtpBigd8ft4njsFzFc0oITWSRBjubnQpuy5RmuFYklMlD2dWcmUl4/p6lyDzeak2gXB9uipCFRVnax4FEdJodeg2V/jfR3d5dNOhVq1uGpxjWxYTvvPMA41eZDKgtT4yZKDVag0ncX5acUwGDhnjKhNEUcSVK1d4+PAhAF/84hfxff/AX2ecysBOZMAYM1Q5pqen+epXv4rnefu+7n4xjmtuxYtKBg4DmTb04hRb5S2HtUIeP3x7vUOaaiaLDicrHrYQNMIEx7coFyzqQcy9jQ6OnQ9BurHWpZOCY8NyMyJNIW5ounGCAqYKNlrLPMXQsrAktFNN1VO8fbrK7fUuaabpRSkKKLkSKQS26/DSzAQzcwZPCbTOsHVM0suH59y7d48oiigWi0NyUKlUKBaLe9rcX3QyABwJMtButymVSi/se3kQOCYDh4yDLhNorbl79y5Xr15lamqKjz76iO9973sHdv2tkFKOTdnYusE2m00uXrxImqa8+eabzMzMPNN1x7GpHpcJdsZh3W+UZBgDnpUn+zWChEQbWkFKzc9TAqdLXt76F6astsJ8cJA2dGLN2bJkrWXQaCY9KEpIjcCyIBWCXkdjyHCEJMPi/EwR11JIAXGqkcrBSI1UkkfdkG6ccm7C5ysXptEIfEuSZIYoztBKkGSGkldg/vQkL6m8BTKOY1qtFq1Wi9XVVa5fv47WetNEvUql8sQ25xeZDAzWwaNw/61W61M9vhiOycCOGKfMeZDKwMbGBktLS2RZtmmzHKfjf7+DkJ6EARkYzUI4COPj8zQQNhoNbt68ied5VPsS8W6nXL6IBsLDQtafUmn1N9qNIKHZiehluSrg2YpH3ZhTNY8zUwVagcKWEavtCI1AZxBq8CyXkhWgw/ya2oANFF3F7Y2QRynMTyuSJKUbZriOoOg6dKOMThDT7EbcXu3h2HB2soASYHTe+TBdcqhbKZ0opeQpqr5NnGrWOwnGGKoFm5mZmeH31hhDEARDgnD37l06nQ5KqU3qQaVSGRpmX3QyIIQ4Evc/6CT4NH/njsnAIcOyrGGt7Fm/BKMzE86fP8/Zs2c3XWvcZGBc1xZCDAlOuVw+MOPj8yADaZpy5coV7t+/z/z8PEmSDGeqe55HpVIZkoNyufzYZ+FFUwYOA0Gc0o0SXEvhKIFBMOkr0sxi0pZUXYv/716Ty2sBr58o8dqJMnMVj1Kjx816xMONLvc2AnppSs23KBiLVpziWRDHGi0MSoASkkRq4iSj04uIjCLMFJO+oehIhLARbUM7iqlYBSyheNiKKbsWlnTwXYtWlJEkmtmSy6Tv0AkT4iwfuZ1u+WiFEBSLRYrFIidPngTyzb7T6WxSEIIgGD5DcRwTBMGRceXvBUfpntvt9rEy8Lxv4NOGQSres2Rya625ffs2165dY2Zm5rH183FnAYzj2p1Oh06nQ7vd5vXXX9/XZMitOOwywcrKCouLi8N5D47jDGNH0zSl1WrRbDbZ2Njg1q1bpGk6lIQHJMHzvBfWMzDO05UxhnaYstFNqRagUrCxlaAb510FtpSsdSKizOAoWG31CNKMV6ZLzFVc3jhZwpWGnz5o0I4MF6Zs0lASaQgTTc216KQZ3QSmSy5ZmtAIIx40HfyCzUozpmAJzkxZKCE5P1NBYFHxLWq+RWpgpmSjlGClFQKCmbINwtAJE3xHMW9JjGE4hjvThkwbbLU9YltKOXwuBkiShHa7TavV4tGjR9y6dYvr16/v6D84yifdYzJwtHBMBnbAuMsEsPfRnYOWOiHEU8fwjlsZOMhTdpZlXL9+nVu3buG6LqdPnx6eig4Kh2UgDMOQxcVF6vU6n/nMZ5ifnwfYFFtsWRaTk5NMTk4CDKdjNpvNobFsaWkJy7KwLAulFBsbG1QqlT3FRn9SEWd5QM9k0aFcUMNJga6VD6G6ud4liDXzEw6vzBRZbvV42AxZaYa4lqTmO7z90iQCw/VHAdKWRF2DkLm0P1F2aNd7tMMIV0ksZYEQtBJNmEa0Y829huReI6ZoC750boLznytRD9I8Hlnl8ZiPOgmtXkTJs6kWbMIspeRYFBxr24CsVi8hTDUTvj0MInoSbNsePkN3797lC1/4Aq7rDtWD5eVlrl69CrCJZA5KVEeFIByTgaOF49XlkCGE2JNvoNfrcfnyZdbW1nbdUveiKANra2ssLi7iOA5f/vKXuXHjxlgWqnErA4OOhytXrjA3N7cpBOlpryuEoFAoUCgUOHHiBJAvkp1Oh5s3bxIEAZcuXSIMw00nv2q1eiRPfuNWMoIopdnLY4cr5uONZLbskmlNlGZoY6h6LieqLhpwLUXVzz8PJSWugvfOTmJbinuNkLIrcYyg5CiUFHi2pFJw0EJTsW0KFhQ9iyhJKfsKoVNWOwk912a5HTFbKeC7hmnHxbcF3cSgjKbo2pQdRcWzsZTAUZKd3h1BTnCU3PtnaYxBKYXneXieN2wlNsbQ7XaHBOHWrVt0u11s295EDsrl8nOLMz5qZGCcgUMvAo7JwA4Y9wK7m81aaz2U/wYbzG5b6o66MtDr9bh06RLr6+u8+uqrLCwsDI1E45qIOC7PQKvV4uLFiyRJ8lTFZrdQSlGtVqnVati2zeuvv04URcOFfWVlhWvXrgH5ya860ru+W3Pii4qia2HIk/uUGvHJSJETgsywHsRIIdDaDIlD2VX0UpDCoKSgGWlAMulbhJlgrWVYXu5ScAUVz2G65JJmmhNlB88q04hSerbCV5JMCioZzNYKTPkOrqOo+TYg6CUpy80AS0jmqi4lz2aymBORTpjSCEJKrk3Jy5feJNMkmmcmA4/zHg165kul0lChyrJsWF5otVo8ePCAMAzxfX/Tc3RYLXZHjQwcKwPHOHQ8LXhobW2NpaUllFLPNEb5qCoDo56HAcEZ3bxeJDKgtSYMQ/7zP/+Ts2fPcv78+QNf2EZJqeu625zn3W53WF54nDmxVCod+oI7TjLtWJJJ62MPxpZXpurbeI7CdxV2/5QfJxn1bsT9ZkKUZfiOJEmh6lnoLKOZGmwJmdDcr0esWDFlT1Gx8tr//GSBGZPR6qWsNGOiKGW2XOClSZ/X5kogoNlLybTGCNgIEjwlOVH1QMCDZkiSZXTClFYvYabksmAVca08k0BKkQcmsbeRtsaYPRmRlVLUarVNqZ2j7Y3r6+vcvHmTNE0plUqbFATf9w/8cz1qZOD06dPP+zaeK47JwGMwTvPW48oEA0l4Y2ODCxcusLCw8EwM/SgqA/V6nYsXL2KM4d133x3WzA/i2k/DQZOBQXkjy7IdpyQeJB73DI6e/E6dOgUwNCe2Wq3HmhOf1rf+IqAdJiSZ6U8r/Pj36EQpq+0Qx1KUXItOpCm5ilBKkizDEhCb3Cg4W3Jo9lJuN2JMYpivKKzUIY7y2v1kycG1LZSlKLmK6bLPSjshSloIAVMlGwlcXu0QZRlhbCh5FmVHMeXbFD2byaKNEoLbjS6tXkKmDRKo+U7/eZQoKZj0bYwxNMMUrfOWw92oBINnYz+neMdxmJ6eZnp6enjNgYel3W7z4MEDLl++jJRyR//BfnBU0gchNzAflwmOcejYGjyUZRk3b97k5s2bw8E7+/miHaXWwjiOuXz5MsvLyzu2QY5iXJ0KB0XsBpHIa2trnD59muXl5bESgb1u2LsxJ7bbbSzL2uQ9OChz4mGFMEWpJtMGrQ1aQCtMEUDBlkwXHRCSIMmod2PiNCPT4CjJwlQBbQydnmaq7IAJOVl1MJZNybJAe1jS5s2XSkyXPLTICYYxhuVmhO8q3j4zwZXlFhNFlxMll5vrAavtCN8i7wYAagUL17ZoRSkFWxHGmiDW1AqKM5M+k0WXgmMN3y8h8qmGaabRJo9aVjz9sx8Q3IOU9HfysGitN/kPBiqU67rb/Ad7eY6epaNqXDguExyTgcdinMrAaJlgdXWVpaUlbNve9eCdp2GckxF3u2EbY7h//z6XL19mYmKCjz76iEKh8NRrjzrvDwr7JRnGGO7du8eVK1eGKY+9Xo/l5eUDvMvt2O8z+CRz4qC98eHDhy+MORHy36lasNEmLxkkmSZONQIouQ4FJ1/S6kFCyVFoW5ECaZpRK9iUPJu1doQxhvmax2TJ4eq1FvfbEcaSnJxQGCG5/qhLuWAhtKGeaASSc16RSd/GshVpqtkIYrpxhiUMju3gWZKi52B0xs21NgXb4sJckemSixSazAiEFPiOotFLSJIMTd7FUC3kXQfGmGGHxNMwDjKwEwaqQLlc3qRCjfoPniVeOcuyI9Mhc2wgPCYDzwVKKXq9Hj/+8Y9pNBq8+uqrnD59+sAW33GmBO5Gym+321y8eJEwDPc0LGlcnoH9bKqdToeLFy/S6/U2/S5hGO7pmnupBW/9uYPEwJxYrVZZWFgAOHBz4rhJRKpzdUBJga0ktYKNGDHgGWNwLIEUNgLoRAntxFDywFa5NN8KM9phQqY17SRDSBslYarkUvFsmr2Uh/WIbpxgWYKa63Bjrc3lVfAticHQiTImfYWseDgSCo4kTlKwJL5rUSnYnJ7w8/KAgEediDQzaHIVIMoMAkOm8qmamTZ0opSiC4VdtBgOvivPg7RZlsXExMQmP9Poc7S6usq1a9cwxjw2XvmoeQaOycAxDhVZltHtdllZWeH06dOb2tAOCuM2ED7OuJSmKdeuXePOnTucOXOG8+fP74n5HyUDYZZl3Lhxg5s3b/LSSy/x7rvvbvpdDmtq4WFgr+bEgXpwGObEJNOYvgowQBhn9JIM15JYUm3r248zQ6uX0g4TSq6VDzPybcpePszIdy2CJCNOUoxSpEmGRFHy8tTAt05XmK95XF5uc78OQoBnC9a7KQmGQtklQ1C0FQuTBdx+K+KttYDQpNQKCs9W1PqBSHbfTFhwFNWChSUlvqNI0ozlZshE0aXm2/QSTauX4ihBwVa0wwRtoOxZyB2ehcF3cOtzEsT5d79gb/+7cWKn52ineOVBmSoMQ0qlEnEcH/gauBcYY2i322MfX3zUcUwGHoOD/hIZY1hZWeHSpUtorZmbm+P1118/0NcYYNyeAdjc0jT43ZaWlvB9/5lNdUeFDGxsbHDx4kWUUrz//vs7LhIDUjRuPI8EwqeZE+v1Ordv3x66zkdjlQ8S2hiavXxDnPDtoXxe8ixcW+FuIQG9/vAiRwkKTt5NYFuSoqPyMdbG0AhiksxQcCxKnksQx0SpoSdgyhL4jo2SElsq5qseZc9GG8Nc2aHRS+mE+WZdjzKKnoU2EKXQ6CUUXcVk0abq21xb67DeiZmtePiOQgqBY0nCROM7mm6U8dP7TZZbCRdmDSerLmmW5WqHpdB9b0SqDQVbYim5iRA8lpBrQzvMS222crDV8yv1PCleudlscufOHTY2Nvj+97+/iWgOnqXDVA06nc6xZ+B538CnAZ1Oh6WlJdrtNq+++ipBEIxNxofDIQODel8QBCwuLtJqtXjttdeYn59/ZiL1vA2Eo2bHpwU8CSEOZYTxUcFuzYkAi4uL1Gq1fZsTBbmsn8vsH78XtpJsVdEzbeiEKak2TJfykcajCOK8LGArScEWOLaiGybUAwNCMFOwOTdbwpF5h8D11TZxanCVZLbqMVvxmCvD/XZMGCd4to0SsNYKWQ8ipJLMFj3mJwo86uSv41oWYZwSphlpqrGUxLcllhQk2qCNYKpsszDp49oWJQSWyoYthxXPJtM5cchMSs13sKSgl2R0oxQTp9ueT0sKyp49/OejhtF45fX1dWZmZpidnR36DxqNBnfu3CFJkkOLVz5WBnIck4ExIk1Trl+/zu3bt1lYWOCtt97Ctm1u3LhBEARje91xDxOC/He7e/cuN2/eZH5+ni984Qv7lvqelzJgjOHhw4dcunSJarW6K7PjYZUJjupsgp3MiUmS8L3vfY9arUa32923OXFgFnyS3yLVhm6U4lqSopsPARtsglGqMcZsivj1bIXv5P9+spp/xkFZMVUpcKrqUe+l3F9r8Kid4jmKyaLFdMkh04IozXjY7NHoRlQcC42gb791sAAAIABJREFUl2Y0uhlGZlRsi3aYstaOKLsKSxmurHZxLcFUycHW+QCkInnGwcmqi0BS6RMXY6DVS8k0TBVtHEuijSBI8lJJ/iwIwjhloxvjZMmOZHXw+x11DDwDo/HK0O8YGfEfjDteeTDo6dgzcIwdsZ8HbLC5XL58eUfZfGtr4UFjnNcfJAX+6Ec/wrKsA+uAgPHlDDxpUw2CgIsXL9LpdPjc5z7H3NzcrjeqT2qZ4FkxUI1OnTo1JIZxHA/Vg4GpDPZmTnzS55Fkmk6UorViougAfeVKG1q9JG/T6zv4HUsyqpoXXcV0yaXhKaaLCoMg04ZEC6pFi8+eKOM7ksxI0ixFCkGzF/OwHrJhKyZ8m5rvULItXFexUPNQSvCwaWiFKYmBVGf0AsPDVoSj4OxkEUTuGThR8Vhpx6RZ/syn2tCOUgxQLVjYSmAMKAFe3/sAYFsK21KY9MUdXwyPDx0SQhxqvPJA0TouExzjQNFut1lcXCQIAl577TVOnjy5bTEbZ+vf4PrjIANhGHL58uWh5+HVV1890MXoMJWB0bjn+fn5oWqzWwzIwJNOrYO/z7JsOLt9dH770967o1Qm2A12Ii6O4+xoThy0No72rA/IwV7Mia4lmfC318alyA10mfm4y8CSoh/8k39mQZxxrx7woJ1SKBoeNXpEkeZEyUEqwWzVY7kRcmWlTcEWvDpXpOLadIspvmthC4USmvnJIgiBa1tMF21aQUIn0kwUbCaKPmvtmCurbRSSNDNsdCOCWFH2bM5MKfx+O2TZVbw0URh2SZi+Z2IjSJjyodg/8RdsxVzZpZV2X2gysJfQob3GK48ShKfFK7fbbVzX3XXc+ycVx2TggJAkCdeuXePu3bs7us9HMW5l4KDJwGAQz9WrV5mensZ1Xebm5g58ITosMtBoNIZpiM8S9wxP36gHJGBAFgaGQ2PMJiI4+LtRkrD1Op8k7LSoj5oTG43GjubEnZIT477BzrPlNre9EIKS9zG5S7UhTDKCKMXtlwosCUlmWA9Tqr2Ekidw3TwWWCKJoow4yTAmox0aOmHGqYkCtaJLmibcb8TUI8MrjmK9G9MMEhyriBYSx4KiI0k1VAoW5yeLuI7CUYIgyohSjWtJJovO8MQvhBiWDAb3HKUZthS4I6WOgdLREeaFJgP7bS08qHjlVqtFuVx+4cj3QeOYDDwGe8kHH0R2lstlPvzwQ0ql0hN/5mmzCfaLgyQDzWaTixcvkqYpb731FtPT0/zbv/3bWMjMuMlAmqZcuXKF+/fv8/LLL3Pu3LlnXkwHP7f1dDPY8LXWaK0RQmxSHLTWm/5+QBoGGKgHg+fvk0YGdsKzJicmyiM1gqmig2crjDH0Eo3AkGqDIB9sJISg3UtY68RkxmCrlHaQcKLmMl2y8SQoaTFXdllrR9yvR0RpxomyC1JQLlhkGdSDuD8lUHC/GdHqpVSKDmGiiVLD7bUuQZxyqubjFWwQcHu9izGCc9M+Sgpur+fRxEr05ywUHcIkG3YbbHpfpKBayMstO/kA9jKX4ChiHDkDO8Ur93o9Wq3WtnjlTqfDd7/7Xebm5g6s1Llb/NEf/RF/93d/x09+8hMcx6HRaBzq6++EYzKwD7RaLRYXFwnDcE/15nEa/A7q+kmSbNs4B1/cF2WGwABCCOI45nvf+x7FYpEPP/yQYrG472vC5s16sLEPSMBOPeCDxXu0RRMYqgijZKHX66G1JkmSJ6oHRw37PWHtNjmx1Q1xCwVmJ6vUqlUKxRIhNoI83leb/ORf9iyEgDjJiLUhMJp6N6GXajJjMDoljDWtXkIvSsm0YbkVEcSaE1UX37aolG2CJON+M6QRJrSCvGNAZyn1IOFRK2K500MKeH2+jNZ5lDGApcAS0A5TpBQUHJtWmBAmeYdDvZtgKcmJiotScmiAFEI80Qz4SSAD475/IQS+7+P7/rZ45f/5n/9hZWWFf/zHfxwquu+//z5f+tKX+D//5//w5S9/eWz3Fccxv/RLv8QHH3zAX/3VX43tdfaCYzLwGDxpQYvjmGvXrnHv3j3Onj3Lyy+/vKf2qcNQBvY60WyAUWd9uVzmK1/5yraNc1wtgOMgA2EYcuPGjWGC4H5aH0cxSga2qgE7kYDHYSf/QBiGXL16dTjiGXisevCiEIT9YqfkxG4v5P5qnbjXYXV1lWbzGq0YPN9nbrJCrApYns902c8Df3ybXpKRZlCcKPCg1ePeRsRqO6NOwKOsznzVx4h+jz+GIM6DgU6UHRzXzjd4A75j41kCS0jCOKETJay2I3pRxuR9h0ftmIrvcG7KI4gzLq100EYzV/E4XbNIUg8hoBulNMIUW+YUxnMsKp61qQPicXiRycCA9D6PBMJBvPJHH33ERx99xN/8zd/wne98hz/5kz/hBz/4AT/4wQ+4c+fOWMnAH/zBHwDwne98Z2yvsVcck4E9YDSjvlqt7rhR7gaDk/uzRtTu5vqwd+bd6XRYXFyk2+3y2c9+lhMnTux4fy+CMmCM4fbt21y9epVarYbv+8MAnYPA4H0ZEIDRnPhn/UyNMSwvLw/nOXz44Ye4rrtNPRglH6P387zVg8MuaUjLplybwJuZZqI/+e/2Sp0H603q3TYP1ldpdxM820IWCpyaqnLuRA3HLhCmGonAlhAkUG/GRCaiYOcjkKeLLt0w4U4Qsd5NWetElD0bR8BEyWW53qMbaYJYsd6JUErg2pIg1lxeaRPEGrcd0Y1iSo5F3A866oQp9W6CBHqpxncsFiY8LCWJ0oxsh+dfG5OrCgJK/bIHvNhkYEBuj0IccbvdZmJigq997Wt87Wtfe96389xwTAZ2iWazyeLiInEc88YbbzA7O/vMi/5ARRjXoI5RMrAbh3yWZVy/fp1bt26xsLDAO++888T7GleZ46DIQKvV4uLFiyRJwjvvvIMQgp/+9KcHcIc7v1alUkEptS9i1+v1hsFUn/3sZ5mbmxv+3U7qwWg5YfD/Wz+TATn4pKoHXr/mPsAg8U71QNpFpotzvOwIut0uDzbarG40WX64zFonQ9gKYXso18MyUCk7nJz0sG2BLSWzVZv/vNEiCDW1kgMajNY0Ek0vSlkNEnpRguNIkiQvRRQLFtgCR0mmJyzu1lMuP2zx2ZNVXpkr04tS7tU7tEKDoyRKCGaqhppfIUozjJEUne2qQNY3P0oh8B2G7ZHHZOBgcDyXIMcxGXgMBgt7HMdcuXKFBw8ecO7cOV5++eV9P8CDn0/TdCxkYLD472bDHkxNdByHL3/5y7v6UoyzTPCs5Q3YHPJ09uxZzp8/j1KKRqNxoErG4B6npqb47//+b6SUQwl78L/dtikaY7h79y7Xrl1jbm6Oz3/+87v62a3eA9isUjxOPdhLa+Oz4rBc2UIIMp1R7yZUCzYlz8J3FTXPYkNrNJpq0ePMdJkzJ2ZAaC6tdLl+Yx3SEDtJaTQamCQlXmvg6zbr0iXA48xMmVMVn3UZ4yqBlBrfVbTDjEQYyq7EdxyCXkYjStE6QeKSItCZoWAX8F2QWIRpRqcX00s03diAERQdQalgM1PyqHdjgkRT9iwKO3gEbCWp+Q6Cj9sk4fFkINNm0393FDFQLY+Cg7/T6RwIGfj93//9ofz/OPzwhz/kvffe2/drjQPHZOAxGG2nG4zg9X3/QK4tpRzbhjrA007vg5NovV7f89TEcZYJ4NlOPGtraywuLuK67raQp4MKCBptFzTG8Pbbb2OMGWatNxoNHj58SK/Xo1gsDolBrVbbMXVvUJaJ45g333yTqampfd3f4LkaYKt6MOprGP2ZF1k96MUZj7oRCEHJy4cAzVZcJoo2YZqf2HuJZrUTUfEU0mgyAXOTNc7MFrER/PCnV3D8EjiSdqPN/UaPjZU1TpQtgh6sYuF7LudLHr4rWWkGmMzgOjbSFkyWLUwG3cQghAFS1roRp6semWcIM00rymV+JSQTZYuClRML34kxRmOQzJXdYZth1m8r9Ox8roElBZ0oj1semAp3+p4EcUYnSim51pFOIjxKEwsH6t5+8Vu/9Vv8yq/8yhP/m7Nnz+77dcaFYzLwGBhjWF9f5wtf+MIwMOUg8byCh7TW3L59m2vXrnHixIlnmpo4TmVgcI+7RRRFLC0t8ejRI1599VUWFhZ2dPDvh7yMhgeNXnOwiQ7a3UZHAjebTZrN5tADMKoeVCqVYQb7wsLCUME4aBy2evB82iDzU7Cn8jTCa6sdunHKuSmf0xMeUgh0JyZKNc2uZq7s8NpchZJvo8inA84XwZ8uUiyVsbwysR9xsmxTkSmPHjRJOzErGwl3H3RIjSAFpAPTFZf5iTLTRZsHGyHNKMYSEt+2cC1BnBpWWj3qQQxC8NJkAUNGtWAzUbBImyGZFtiWRcGStMKEONNMlRzWuzHrnZiab+PZCkvmIUm20sNphI8jzfoFaEc9SmSg3W5z+vTpfV9ntKXxRcQxGXgMpJS88847Y1vgDqOjYOv1NzY2WFxcBODdd98d9nU/y7XHrQw8DaNmzqmpKT766KPHJojthwyMqgHw8Wb5JLiuy+zs7DBKdXRS29raGjdv3swz8z2PJEl4+PDhY9WDg8bT1IOthsjBzxwl9cAYQ5wZLClQSjFddCgVHJIsn9iX19fz03ViDJNFm/max716QNX2+MKCy6NuxJXVNiXLAgEZ+WbrW4KKp/BtC+G4lGuC6UkIE83t9TbrrQgdgxWD3e1iZMRyC5ZDC88SOMUiKQJbSDxboY0iiCEKU6IMpJJoA9poMm1IU00QxdS7mlTDfM2n6tvYfZm/GcT0+smGNd9GjTx/WuttZcaCLbGVcySHFI1iL+mD48bzmFg4mNh4584dsizjJz/5CQCvvPLKU3NqxoVjMvAEjDN//jBTCEen8Z0/f56zZ8/ua1GXUo6FyAw2nadt3J1Oh4sXLw7bBQeb7uPwLJ/jftoFt0JKSbFY5OHDh9TrdV5++WXm5+eHPfOj6kGlUhlO/NuL9+BZcZS9B49DmGoaQYLvKCqeRdFR2EoSJikTvo1jeVQLNo1eQqYNJTc/eU96FkVX4rsOmdaUHBtHGbQA37JwHUnH2JRcgWNbNIKEeifBs/PI41rRIUwkpUlJ0XM4WbZJk4Qk7DGrQ7pdaHfXKbiKeuTgixJTvoURLn7BoteLSdOMOFHcDDLWg4RZX2OMTSfO8F2FJH+fp0oujiVp9hKUlJQ9e5sPYCdlQAjxXMcW7xZHSRk4qDLBXvB7v/d7/PVf//Xw399++20A/uVf/uW5dTQck4HnhMMoEwwmC165cmXoe3jaNL7dXjuKogO4y+140ik+yzJu3LjBzZs3nxr5vPWaT5sjMIqttfX9Gp3W19dZWlrCdV3ef//9IfMfHcQyqh4MQnV26z04aDyrejAgn+O4P20MzSABkXcR2CrP75dCIFVO9lZbEeudmNMTPkrm4T3akA8N0lAreTR6CbfrDaaLDqerLo1ewloMRQydKKMbZ9giTy+0EHiWItUp2hgmCy5xJpmvOviOQ5hlbISGSb/C//PZM9xvxpg0pqhSVjaatOobrLczQq2QART9IplycJTE92xKloXrWmTAbNlFKkEv1sRpRsFWlPrDiZQUOxoCdyIDxuQZCTslGh4lHEbg0G7R6XQOfXzxd77znSOVMQDHZOC5YdzKgDGG69evY4zZ1el5LxhXmQAeTwbW19e5ePEilmXx/vvv7+nLO1h0nkYGDlINgI9THFdWVrhw4cITTZqjc94H3oPBxL9Go7FNPRiQg+epHoyWULTWrK2tDX/vQQrjQZUXMm2IMk0rTKl6FlNFB0uNEBYDiQENSGGGZruSa+VBQ9oQxgnLjR73myFBOWW64jElBLcMtMKMeqQpWAJlSa6vtmn0ElKjmSu5zJYdjLbRKo8Iniw6hKkhTSA2mmtrLaSyOFkpMFW0mZ2exBiod2LiJEAnKUmvzd31Ovc21pguWRR9n2Kxhl/wmap5w1TEdpihdUypHz5kjEEbs23+wk5kIMkMjV6CJfOY5qPg1t8JR0UZGBiAn5c0f5RwTAaegHF+kcalDKRpytWrV2k0GkxOTvLuu+8e+JdunJ0QW8nAaInjwoULvPTSS3veWHYT0rKbKOG9YGVlZZji+MEHHzyTIrN14t9W9eDSpUvb1IPBxL/DUA/gY5Xo0qVLNJtNXn/9dWzb3qQiDLCfYCRbSapeHiyk5Md180zn5R8lBSfKLpbIU/yizAxb7Hxb0uolZAZmKx5lz2YjiLjfDHl5qshJP88Z8IsWNc/mZj2gGRlWWjFRmqGE5ERV00s1YZhyN9RYSjBT9jG1jNVWwr1mQtU1YAzXHnWpFRxemvS5cLKCpWoEcUqtYKO1IdMJd1fqPFxvETbrtFbucys1OIUCxWKZ+2GRQrHM+bkKlhQ0eimZ1tT8zV6AnZ5nJUVuOBRHe+rlUSEDkBsID1sZOIo4JgPPCQetDBhjWFlZYWlpiWKxyMzMDNVqdSxfuMNQBkZjkavV6r5KHE8yJm4dGrRfEjDYGOv1Oq+99tpjUxyfBbtRD65cuQKwqbQwLvVgkJh46dIlpqam+PDDDzd1puxlKNNuCELBUThWbhJVUqCNyZ36wITvUHAUFc/BALYl6KQQJRn1IGKlHTHpO0z4NjMlByUFnTBluuSwbOc/bxvFRMFGCh8bmPIlDzsJUsKjbkw3of8aFhi4u9ElTTPCJEOpPABpuuxx6UGT1ThEyZysFGxFJ0rZ6MacrHicm6nQ7GnqqUO5UqDoSKKwR1EkBN02dx/cIwojNm7ZTE3UME4R5fmkaZmZSgE18jxvG48uBbXCeJWig8BRIwPHoUPHZOC54SCVgW63y9LSEq1Wi9dee435+XmWlpbGenof57WDIOD69et0Op09DYB60jVhMxnYabrgfqOE79+/PxzzvHVjHBd2Ug+63S6NRoNms8nly5cJggDf9zcZE/erHgxaOpvN5vAz2oq9DGUa4Gnqwdba+ag5VApB0VUoKWiHKcvNHhrBRCE/8U8VbZabEd04w5JwZrqIYwnWQ4OfCTIBvVgjhQEBr85VOD9ruLcRgJC4Voqv7Dw6ONGkmUEpSWwyLDTnpwtIIZkue2ihEZnhzkZI2c0jjDGabqK5vd6lHqa4liKIUzQKSzm4pTLFiWmm5jVKgp2FhN0OjWaTpRv36EQZ56Z9Ts3kn+NggNWLiKNCBtI0JQiCYzLAMRl4IsYps1mWRZIk+7pGlmXcvHmTGzducOrUKd58883hCXCckxHHpQwMJvQtLi5y6tQp3nrrrQM50W6dMLi1XXC/akAQBCwuLtLr9XjjjTfGkkuxWwyGsJTL5W3qwaBzYat6MFAQdvNeb1UDPvjgg12TnqfFKu9VPZBCMPH/s/dmsZGldxn37+zn1F7e7d737pl0ZktmumcmXxIQgo97pAgREREiEgkp3CAhgQQRkUAiBJEIBbgBbgCBxAVwwxYpISGEIQTSttvudntr7y679jr7eb+L8qkpu722y0vP50eyMtPpKR+XT533eZ/3+T9PQmv9s+OHlGy/GdQjSzTckEDA5bxFNqnj+gFF28f1Q9KGRs3x8EOZkiu4qkhc6UmhKjJLVQet7KIo0J9OYOkaCUNGVxSerjdYqjgYikwuqRAR4ZVsAl8wU3Q5n08wlE8wkNWQgfFlm3Ldxgkirvel6UtpFGouIhIMpDU0VUGSZIIwouEFpE2NtKlj+yHJdJaB3ubc+oVrLivlOpZw8Bo15ubmqNfrjI2NsbS01FKMMpnMkXtIOoH9RqUfNarVKsDZMQFnZODEoCgKtm0/939fKBQYHR1FVVXefPPNZ/q4FUXB87zDXua2OAploFQqMTIyQhAEXL16levXr3f09eNrbnfCH5YERFHE7Owsk5OTDA0N8eqrrx5JvPRhsZd6sLy83FIP2o8WtqoH+1EDDoq91IODlDLFSX2K1CQtaUsjaShkk82zdltIJDUZSQJVlWl4AX4UEYYCTZXoy1roSnPyZNrU8cIIS1O4fiXVTPMTAtsLcPyQc3kD34+wQ7jVB2sNnyAUaCooMgQhZAyV2/1JZtZlplarLJVtzuUSDGYtMpaG4wvCUJBPNmuXgzAkaWhkLA0raBKaGN0pg+6Usem9+973vse5c+eQJIlKpcLi4iKO45BIJFom00wmQzKZPHUKQhiGO+aCHCdiMnBmIDwjA7viqJWB5zkmcByHsbExCoVCy1C3U7PgUSoDnXrtIAh49OgR8/PzXL16ldXV1Y6MP26FJEkEQdC67sMSgWq1yujoKEEQ8Nprr5HP5zt1qUeOvdSD5eXlZ9SDKIqYm5ujp6fnQGrA81xb+//C/kuZFEkiZ6moioIfRlzpSbTS+6qOjx8KetIGa3Wf/rQOaBTqPqYqyFo6ysb9oKsKg1kdx41QpKbvwPZDijWX4aUKRBJ3BlJ4GmhByPmsyUyxga6oJHSVSsNnqeJhmyE3+tP0pnWCMKDuh0ysVDmXTzKQNZlbt1EUiaylYWkKQSRahkhJoml61BWSxvaPaSEE6XR6073neV4rv2JlZYWJiQmEEC3VICYIhmFs+5rHhdMSOlStVkmn06eOLJ0EzsjACeGgBsJ4FzoxMUFvb++uiXvwYhwTLC8vMzo6SiqV4u233yaZTFIsFjteKiSEQFVVfvSjH5HP51u730QicWBCEB/NzMzMcOnSJa5cuXIqHmqHxVb1IB65KhQKPH36tJUrUa1WefTo0Y7qwVFgv8FIXhBiewG6qmBqCpYqNZMIwxAvFPhhhBAShqqQNDRMTcZQFXpN6M+aKLKEF0QEkWAoY5EyVJ6WbB6v1JumQ0XmfMbCExFeJJBlyFsaqqKQ1lVMU6UvZdCd1KnaPklDI22oCAR9WYv5YgMhQJUEhqpwsTuBEIKEruL4IUW7SVaThoahvp+NsRO2W1B1Xd8UiyuEoF6vtwjC5OQk9XodwzBaxCCTyZBOp4/1Pj4tnoFKpUI6nT7VkxfHhTMycEI4iIGwVCq1dqGvvvrqvvKvj5IMHPaYoL0k6fbt2wwNDbU+jJ2qMYbN44Jvvvkm5XKZSqXCwsICY2NjKIqySRbfa/qiWCxuOpo57gjT40atVmN6epru7m5u374NsKt6EH8dh3FyazBSEIaUHIeSE9FlKVi61PQI1H10TSapK5iKjNBkEhsmw5IdIAMZA/SNzAJJanYcWLpCxtLIewGuF4IsM5jWOZezmpM7VQ/bbxoRhYjIJ3VMXUGRJNY3WhSHcrHCJdGT1Kk7IbmESlfKoOYGWJqCsZEjYPshXtCMUZYlSOgKmiLtGiu8n0IvSZJIpVKkUimGhoaa71UQUKlUqFQqlEolZmZmCIKAVCq1ST2wLOvIFsnTEjoUKwNnZOCMDOyKoz4m2GtBjUNr4vrkg+xCT6MyIIRgZmaGx48f09/fv21JUifIwHbjgqZpYppm65w7iiKq1Wrr3Pzp06d4nkcqlWqRg1wuh2mahGHI48ePWVxc5OrVq8+VdfAiYTdvwHbqQTzauNV7EL+Hx6EeRELCFxKWoZNNGRiqghtJrDsOui9Imxqq3Jw80BUJPwwIgxBJFoQC1hs+iUhGAkoNn5wFJGAgY2IoMl4oqHnN8KLuhE5/xqDuBqzWPKIIVKU536/IcSRws4OgUHPxw4jetIGpKZhqMzWxYvtIgKHKlJ0AL4joSmhoqoy+QQA0Zfd7bLvRwv1AVVW6urpa3SRCCBzHaRGEubk5qtUqqqpuMiZ20px4WpSBmAyc4YwMnBh2UwaEECwsLDA+Pk4mk+Gdd945cH3yUSsD8YK730WxUqkwMjKC7/u8/vrrO9b1HrZUaL/jgu0tgjEcx6FUKrUaBUdGRlrExzAMXnrpJfr6+j6wRCCeFBgfH6erq2tPb4AkSS3vQdz61u49WFlZ4fHjxwDPdC50Wj3QFImuZPPc31Cbi0zK1Djf1YxvTlg6tN0fitIMJFpcWCAUEqsVF9MJySdUZEngBQHrdZeE3mwgXCg5yAoEfkQQhgxlLQxVpi+lU/ea95ulyYgN30Izx8Bnre5RcwJyCZ3BrIUfRkQC8km9FRcsIrExIgkVO8DSZNLm7vfYQT9/u0GSJCzLwrKsTWQ5JnpHYU48IwOnD2dk4ISwkzIQl/A0Go1DzdgftTIA+5MpgyBgYmKC2dlZrly5wtWrV3d9CDwvGejEuKBpmgwMDDAwMIDneS2jZk9PD1EUMTY2xvDw8KaFLZfLnbgZqxNoVwPu3Lnz3JMCO3kPYoLw6NGjbdWDwzreJUlCV+RN9b2yJNGbNtv/EtC8fx3HYezhQxqNBq+/8mEaGAgECUNhSJEpNnwWig3yCQ1JwFrNJWXIREiU7QBd8ZABgSCIIjw/RFUVFFlQtn0afkguoWOoMvpGdLIfRhQbzajgfEJr3Z8ZSyMSTfOgE+zv3o/v86NaUNsDrmLsZU6MScJ+Pg9nZOD04YwM7ILjiCOO8/LDMGRiYoKZmZkDlfDs9vpHTQbCMNz1GldXVxkdHcUwDO7fv7+vD91ByUCn+wTad8f5fJ533nmn9XATQmDbdks9mJycpFarYZomuVxuk6nuRVEPDqoGHBTHpR4IIahsTAzkE7TUga1w/ZCn84vMTD6mv6+XOy9/CFPXmCvZVBwfgUIupaFpKikzQJNBV2DI02i4AV4g0A2ZtCHjBoLlqo/jB6RMbWNHr6ErMnU3IGmoGFrzOgxFIhRNP0B7nDI0/11BQlNAVWT2UzoYf0aO86x7N3NipVJhamqqZU5sVw+2MyeeJjJwFjjUxBkZ2ANHVWMcL6JRFLG2tsbo6CimaXLv3r2O3JxHSQZaufA7vH68yywUCty8eZMLFy7s+6F1EHNip8ODYmNjtVrddncsSRKJRIJEIrHJjBWfma+urjIxMUEURc8YE4/DVHdQdEoN2AtCNHe8itzcve9XPbAsa5MCs5t6IEkSEiAjmvkBQUTSUFv3gxuErJZK2WX3AAAgAElEQVQa/O/DcerVKvdfuUNfXy8Vx8eNfEBClhUkRUFRFDIJhczGyVwYhvRmZdZrLqYqkzGbkwpEERldoj9tYqoKfiRQJEE+qZNPPvv7ViXo3ubPN/2dXQyD7Whv1Dwp7GROrFarrc/EVnNi/HWayMCZMtDEGRk4IcRk4Ic//CHlcpmbN2/u2mp3UMRkYL+1vQeBJEnbmgiFEMzNzTE+Pk5PT8+e44/bQZblPacs2tWA+Oc7rBowNzfXMjbevXt330YpVVXp7u5ueSDi3VJsTGyXxbcubCflYD5qNWArvDCi2PDQFZme1LMS8nbqge/7rQUlVg+8EIxkit58lmw2R3dXjoTZfD03CPFDgYSEFwgCKcLSae2yZ+ZX+P6DMbKpJP/P/Y/Sl00SbNy/qizTn1HpjQSW/uwjUVEU8imTbMLAD0KKDZ8ACTeAXFInqStUHJ+qHTQLgsT7fpVIgBcKNEVGVw9HVttxGsjAdlBVlXw+38o+2GpOnJ+fZ2xsDICxsTFyudyJJidWq9UWkfn/O87IwAkgiiKmp6eB5oNmO1f9YbFfKf95sXUHH3sdbNvmwx/+8HNXJu91TLBVDTgsEajX64yOjuK6Lq+88sqOxsb9on23tFUW31pFvFU9OI70wuNSA2KEkaDuhsiSRGKbhXYnaJr2jCS9UCixtFaiXK8xufCYyLXpyVjNUCQ9BVqCC31ZEoaGtCHHxy2eM3OLvH77KpcvnCOhNxUDRVboSkoo29xDFccnigQZS0Pe8COgQM0NKDkBeUvFMnUsXcXUFSRFRdNCVEkgb0wthGFIwwtYqXlkDI2etNGxSuf2iujTjO3Mia7r8t3vfpeuri5qtdqJJifWarWzY4INnJGBPdDpY4L19XVGR0eB5oJ97dq1I9mVxQvLUZGBWBkIw5DJyUmmpqY65nU4jnbBmJBNTU1x/vx5rl+/fmSy5U5VxLF6MD8/j+M4z4w1dnLO+7jVgBhBFOEEIboiY2mHMwj2d2fpymWQJai7AZokcBs1iqUSs8sFSuUay5OCXDZNboNczc/PY5omH3vnHq5QsP0IU3tfMVC3WWz8MGS+5BBFUXMcUHv/vkjqCr0pnaylNTsQJAkvjJDlpifAj8AwNLSNvIJ63ccPINT2H6u8H3RqkuAkED9P29NTO2lOPAjOPAPv44wMHBNc12V8fJzl5WWuX7/OpUuX+Pa3v92x5sKtiHcNRzleWCwWefDgAaqq8tZbb3Wk7EOSpCNtF4RmcE5MyD7ykY8ce0nJdk5tx3Fa6sHc3Fwr3KjdmJjJZJ6LsBy3GtAOXZHJWc1ugMMSG1WW2ZjGaxkELVMnmc1z8fIVEFCt1RibXeEHk4sYoUtKAwGMP55AtZpHERkzjyLvMtEiyWQtlUiAvsXNZ+lNU6AcL2JhRKnhIdHMBfDDZn+BpasEAkIUUkmZrpSBrisdq3R+kclA7Bdovx86aU48CM48A+/jjAwcMYQQPH36lMePH9PV1cW7777byt4/aCTxQRA/TI7i9T3Pw/M8JiYmuHnzZkdDeNqVgfYjgU6oAfHExtzcHFeuXOHy5cun5oG6NRQpDMNNoUgzMzP4vk86nX4mFGknnJQa0A5JkpolPzsg2kjfU2VpxwmA3VCs+6w3PAazJhlTYz0UTC8sEfgRH/3Ia1zsyTC7vM5asYxTLLAyN83kaNPgmc5kSKUz9HZ3bXpfFFliMGO2rn8r5LY/U+JyJFkmY6o0vKanQABpQ6M/Y6LKzb6D1n/TgVKmF50MPG9yYrs5cXZ2Ft/3N5kTs9nsgRS1M2XgfZyRgT1wmMUnDtrxPI+7d+8+c45+kEji50GnyYYQgsXFxZYB6NatW1y6dKljrw/vewbav2LD4mGwtrbGw4cP0XWdt95669S3lCmK0lIF4H0jVkwOpqenqVarmKa5yXsQl67EakCpVDp2NeAg8IKIcsNHV2WM1P5/x2EUUXNDKo7X7ByIBNPT00xMPOHm0BA9g+fozyXQdZXenm5y+TxZq5lCGBs8Z5bXGJ1ZInRdutMmPV0HHw9VZIl8Qm89JwytqSoYajPyeDcidJhSpiAIXmgy8Dyf5/2aE+OY8b2SE4UQVKvVs/riDZyRgSNAbFp6+vQply9f5tq1a9ve/EepDEBnxwsbjQYjIyPUajVeeuklZmZmjuSMXZIkPM+j0WhgGMah1YA40jk+njnImONpQrsRa3BwEHg/Y75UKrG2tsaTJ0+a59ymieM4pNNpPvKRj5xq4qMpMmlTRd0letf2m0a8tKGhqzKOH7JWb5IATVVQRMiP/u+HSKHPK6+9hmIkccL3d9emJjdn+TeOKlKpFFYiiW/m0LpdwjAiI3sYob0xuTBBGEXkspvDpXZSVdrvJ1XeOz1wN+ynlCmKIgqFQqumfOuxwmknCZ0aK3ye5MRYPUgkEsiyTK1WOzsm2MAZGdgDB1k4Yll2bGyMZDLJ22+/veuD+HlrjPeLTpCB2Gj35MkThoaGePXVV9E0jfn5+SNpF0wkEkRRxHe+851Dj+MtLy8zNjZGOp3m/v37R1KNfJLYmjHvOA7Dw8NUKhWy2Sye5/G9733vmXn94+gK2C8UWSJt7j5SZnshVTvA0lR0IBQCECQ1mcLqKiPjT7gw2MOrL9+m4kZ4UUTGVLE2jH9Vx2el6mGqMmlLa9YcyzL5pE4UCSpugG6aZIxuugYvEAmo1ergNahXy0xMTFCv17Es65nOheNYeNtLmWzbZnh4GM/zuHPnDoqy2YfQ/t90anKh0zjKjIG9khPjLJDPfvazDA4Okkql+M///E+GhoY4d+7ckVxTjOnpaX77t3+bb37zmywtLTE0NMTP/dzP8eu//uunIofkjAx0CPGIWrVa5fbt2wwODu75wD3qY4LDkoFSqcTw8DDQNNq196Z30o/Q/jCLSVT7nPni4iLj4+P7bhl0XZexsTGKxSK3bt1iYGDg1Cx+R4Gt3oB333239XDZbl4feOZ9PIoZ7yCKEGLvwp29EEXN+mHbb+b2JzQFV4YfDo9g16tcuX6N/t4ehCShqzKC5hijLElEQjQ7AETEQtnDrHlE3Qn6MyY5SyehqaxWbSpuyFrDpStpIEsSyWSSbE8OXd2ce1Aul1laWWXk0RNUNqsHR+F2b8fS0hIPHz6kv7+f119/fc9K563eg9OiHhx34NBWc2IURfzt3/4t3/rWt/jDP/xD/viP/5hf+ZVfYWhoiPv37/OXf/mXRzKBNTY2RhRF/Mmf/AnXr19neHiYz33uc9Trdb7yla90/PsdFJI4ini9DxDCMNx1wW4frTt//jw3btzY94N1dHQURVG4detWpy53E9577z0GBwdb8+77RRAEPHr0iPn5ea5evcqVK1eeeXj86Ec/IplMcu3atee+voOMC7a3DMZf7Ya6+IFcKBR4/PgxPT093Lp161Qw7qPEQb0Bcdpf7D0olUrYtk0ymdykHiQSiX0TqEgIJDaraEII1hseYSTIJfRWRfDzoGJ7jC/W8KOQwYxBtVziv0eeYCRT3L5+hRAJCYmBnElv2gDRVA9kJOpeACKiUPeYX7fJWjq3htKkDQ3HD6k4PqoiYbshXhihyhKhEKR0le6UgR8K/CjC3PAAAJRtn7LtYQifwKlTWC9SrZSxN1IT2+ucYw/HYRAEQasnY7/+j+28B1sf9SelHjx9+pRisciHP/zhY/ue22FpaYmbN29Sr9eJooj//u//5uHDh3zhC184tmv4vd/7Pb7xjW8wOTl5bN9zJ5wpA3tgtwdioVBojYA9z2jdaVMGhBAsLy/z8OFDUqkUb7/9Nslkctu/e1hlIJ4U2O+4YHvL4KVLlzYZ6kqlEk+ePKFerwOQz+fJ5XK4roumaR9IVWCrGvD222/vi/i0p/1duHABaBKKmBgsLCxsMmHtpcJ4YUTZ9tEVmay1mQQrcrOJb58JuzsibWqkTIWnBYcfzE5TKtfI9PYx0N+LpSnU/Ag38Ck1ZIQAxw/xowgVCXmjOKjmBWiKjKrKrJRs6lYANJsF+9IGliZjeyF+EFF1Q2pqiCRLhKGg6gYMZAw0VUGTJXRVouoGeKrKQE8fWqaby6pCQqXl4SgUCi0Px9bOhYOoB+VymQcPHmBZFvfu3dt3oud+vAcnpR6cpihiXdcxTRNZlvnEJz7BJz7xiWO9hnK53DrmO2mckYHngOM4LaZ+48aNTeEZB4GqqriuewRX2MRByECcy18sFrl9+zZDQ0O7/kw7hQPthU6NC8bmIcMwcF2XxcVFhoaG6O3tpVqtbiuJxw/k40j6O0p0elLAMAz6+vpa0y7tKky5XObp06d4nvdMKJJpmhsLiiCSN+86JUkiu+EFkDbk+vi3LNg8nrcVWyO0HT9krVRiamKSgZzJR16/S9mN0BUZWZZwvZCKF5EyImw3YLniIEsgKzIJXaHmClRFIWvpFG2P5UpA1tJJ6AoSAidQWa16rNdc+tIGfWmNx6t1lisO+aSKqajUnJCQgIzRzB9Yr3nIskRPQkfa+Mk0TSOVzZHJ5dEUuTUrHx8vxN6DuNhqN/VACMHU1BRTU1Ncu3aNS5cuHZrUtnsPYGf1oH2DchTqQbNC+uTJQKVSIZ1On9hm4cmTJ3z961/n93//90/k+2/Fi/1UPGZEUcTs7CyPHz+mr6+Pj33sY4c6IzwNyoAQgpmZmVYu/36jkffTIbD1+2yVKw87KVCtVhkdHSUIAl577bWWpyFe1Nol8XjX2570F3+ZpvlCqAfPqwYcFO0qTIx2FWZ2dpaRkRE0TWsaO9MZuvI5IlPdtGDE72kQRZQaPjKABKGAnKVt6yVoeCEl28NQZLIJDUkIHo4/ZvTxIgODg7x68yKGJtMdCjw/wA0EuqYQOc2yoZobUGp4qLJMylLQVY1rvSkkSVB3fWw3JGtqnM8aqKpMzQ2o2gHlhk/ZDjB1lUxCI2caVG0PWZLRNJlGEOD6AlORccOIlKHQldTJJLSW+tEMIPJRZInu5Ma4oWqQyPcyMDiEIkv4vr+jetBeif3o0SM8z+OjH/3okc3B76QebCXs26kHhyEIp0UZqNVqHZm0+a3f+i2+9KUv7fp33nvvPT7ykY+0/n1hYYGf+qmf4md+5mf4xV/8xUNfQydwRgb2QPxAK5VKjIyMEIYhr7/++qEz7OHkRwvjHATf9w/8MymKsm9Vo9N9AmEYMjU1xczMDJcuXeLKlSvbPly2k8Tbk/7iRU3X9U3qQSfOeTuNk84NME2TgYEBBgYGgObvIF7UyuUyc7PNdrp2STxe2IRoLvJCCBK6TLNbcDMaXojjh3hByGLJJookes2IhalxJFnm//3Ya1imRS6p4/oRixUHP4zQVZWsJeEEzaOBSEAogetH9GYMelLNr7rrM7veoO545BMaSVPDDSPCqLkAJnSFMNLQVQVLU7k5oCOEwA8FdTcgFJC1pGbvQABJQyVpqNh+07FgaTKKJDWPIjbOReK2xiAShJFAkSU0Tdu22CpWD8bGxnBdF0VR6O7uplQqIYQ4tntyK0HYGozUriLEOGischiGJ1JKtBWdUgZ++Zd/mU996lO7/p3Lly+3/nlhYYFPfvKT3L9/nz/90z891PfuJM7IwB7wfZ/h4WEWFxd3NNM9L45jtND3/Wf+PAgCJiYmmJ2d5cqVK1y9evXATH0/xwRbo4QPqwQAFIvFlvHyzTffPPCM8HZJf/GDeH19ncnJyVYFcTtBOKmH13GpAQeFoijPBMA0Go0W0ZqcnKRWq2GaJulMloZkkUil6RnqQtfUZ1QBxw8p2h6yAEtTWJifZ2ltkdvXLpLoOUfNC/GdoHn2L8s4XogXRKSzMmldx9RkQgGW1uxAqHshg1kDRZYJI8FyxWW97hEIiYYXslB2mSvWUWSJczmLihvgeD4Xuy3SpooiN2X+ihMgy5C3NIQQlBoBEYJIwNOiQ0aXSVo6mqKjKTJdSZ2a47NW98hYGhlLI4oEmrL9fR/nHpimSbFYJAxDXn75ZQzD2FE9aCdaR429gpGeJ1Y5DMMDt5keBTqVPtg+qbAX5ufn+eQnP8kbb7zBn/3Zn52qTccZGdgDcVHRO++8QyKR6OhrdzIUaKfXdxxn05+trq4yOjqKYRjcv3//uQM39jIQbp19PiwRiIOcFhYWuHbtWscikBVF2TSrv1MFcTKZ3EQODuK2f16ctBpwEEgb43jJZLIVHxtL4mvrReYXi8zMzrHyRNCVz5DJZslksnTlm2E+aVNtLraVKk/GH2G7Hhcv38LoylNs+NTcAE0GOxBYukJ/SqdQj6jYAaosEQjBatlBU2R6MxZ9mab6sF53CaMIU5O5kDOpuAFhBLPrNaZWq/SlTa51W7h+iB02SUnNDYkij5IdINM81nDVEEWRWa55EIbIqoIkBIqqkNQVVLnpi5AlCT8SBFHTS2FqCuzBs2OToGma3L9/v7VQtqsHjUajdU+2E63t0iePGodVD07LMcFx9xIsLCzwiU98gosXL/KVr3yF1dXV1v8XK24niTMysAc0TePu3btH8trHGToULyyFQoGbN28eOolvt3bBTqsBq6urPHz4kEQiwf379ztOytqxUwVx/CBud9u3y+HPWyK0HU6rGnBQtEvi5y9tLBSeTalU4ulKkYmnS8i+QyadJJPJEEURi8ur9Pf1Y3adY67sEpZs+lI6oJCyNGQkHC9AkmR0RaZm+6R0GQmZuZKNFwpMXSFtWSyWbJ6uN/ADgaXLXO5JISSJJ6s1nixXKDoBvSkdJxCYqoQfyTh+RLHhsVpzWam6nE9bqBo0XJ98ykCTwfEjNGSyCZ3+tImlK81YZcdHk8DQFJK6uq0aEAlBJATqhvKwH5NgO9GKg3GCIGgpWjupB9ls9lh24AdRD6IowrZtcrkcQRCcaDDScfcS/PM//zMTExNMTEw8M+59Gib8z8jAPtDpGuMYx2Eg9H2fp0+fMj4+Tk9PD++++25HHhDbKQMHHRfcC57nMT4+3iIwe004HBV0XX/Gbd9+Xh4Xpmx3Xn5QvEhqwEHQyug30qRSKZJd/XhhhCEL6qU1pqencRwHRYL6+ipeo0bDtwgTCfJmN6qioSsyAxmTQs2l6gTIskSEoGQH9Kd1bvSnmVytMrfewAlClioes4Xaxnm9QtUJSBsqtbpPuRGgqzLFRsg3x1fpS+lc60vjhYK1qkPNDRBhhE9EueqjqgqmEZI3VdSUgalJ6KqCocm4QUgYCYIwouaFWIagK6EjaCoNmiKhyjIV26NQ87F0maQSMf5w9LlNgqqqPuM92OmY5rSoB7Zt8+DBAyRJoqenp6OVzs+D444i/sxnPsNnPvOZY/t+B8UZGThBxAbCraNUnUKcmtZoNHjllVfo7e3t2GtvbRfcb3jQftC+M87n87z99tvHcj66X8iy/EyJkG3bLbd9/CCOY4Dby292el8+KGrAfiBJEooMthOyuFZgeXaS8wO93Lp1C0VRqFSrPJxdoTJXoLGyTmF2mp6sQW8+h93dRTKVouYIHi5XIYILXSamKtGb0ik3TMq2T6URsF518YMIN4zQFMF8JUSKJFw/JGWpDOUsErrKfNFGURVyCY2ZQoOaF5I1Za71pZFkibobYGoKuiJjaAo9SZ1I0Cw9cgMqTkDGbIYUVRou0cbGIVYZUoZKxpRwgwgvjKisrFGYfcLQ4LNJgod5T7ce07SrB2tra0xOThKG4abmy+NSD+LjycHBQW7cuNF6fuynlOmo1INKpXLWWNiGMzJwgmjPFe/kGVqcijg5OYmqqrz77rsdn62PlYGt7YKHJQJx3kG1Wn1hdsaSJJFIJEgkEpvOy+Nd2vLyMo8ePWrO3rf5DjKZTCtr4oOoBmyFF0YokoQkQcPxeDz+iFq5zEdfuc2FoWb5khCCZCpNtgeu6lm6UzopDaqVCqVike+PzeA2bEIU5hyJTCpFXutClWGt7uKEAaYmgRyhymCoCnUnoCuhkjR0SrZPb9YkjOBy3iKf1OjPWnQltabrX0QoEvRmLC7kLRRZwlJlQJDQFDKWjh8K1useNTfAUJvRx6oi4/kRhUZAw/UJoubIoyJJGGrzM5HSZWYnpymtFbj7oZeO/Pd8UPUgvjc7qR6EYcijR49YWlripZc2/8wnHYxUq9Van9cznJGBfeGojgniBbqThpq1tTVGRkZQVZU7d+4wPT19JCE78RFEHKLSCTVgbm6ulXdw9+7dUzF+9LzQNO2ZPPT2zIP5+Xlc18UwDDzPI51O8/rrr38gdypCNFP8ak6ApSuEjQojD4bJpjN8/MfeJpAU1uouaVPD9kLcIGQoazKYMUkaGqGISJgmPT29qGt1qg0PVbgk16tUa1VGH82gEZJMagSahaonGerO0ZtuSvXzZYdC1SNtaFzuTuL4EUKERBIU6gEpUyVlaNS9AE1W6M6pXOxKkDQ0aq7fVO5kCU2VqXsBthtQ9UIqDY+EqdGfafYglGyXqt089nOCZsVyJATZhLbJJPjO2/fRdOPIFMGdsJd6sL6+ztTUVMfUg3q9zo9+9CMUReHevXv7KgrbLRgpJgWdKmU6bgPhaccZGThBxDdxEASHloTj8/WlpaVWKmK5XO74tELM1g3DwDRN/uM//gPDMMhms60Y4IO24sUlT67r8sorr3Qkw+G0ob1N7eLFi7iuy/DwMOVymXw+j+d5/Nd//Re6rm8KRDquZryjgBdEVF0fWZKoOgFV2+Pp9FNKhVUGLl7hwtAQQlbx/BA3iDDDiFLDo+6FXMhbpAyVmttcXHOWiqLINHyfqhuQNNN8qKeLat1ltmiT1iT6rYDRuTUWV1aoLi3Qn1HxJAPbllgrS1i6Sm/GoOZF1DxBzXEwDJlARJiqjAToWnNBWav7FKrNmmQ/irBUmfWaD1LEas1HkyUGsxZITV9AKCIaXkB3SmMoayKApZLDet3nwdgE1ZU5rl69yuXLl1vKgqHJZPZobDxqHJV6EBttz58/z/Xr15/7Hj5K9eDsmGAzzsjAPnBU7F2SpEOPFwohWFxcZGxsjGw2y7vvvtti4J0ONWoPD9J1nTfffJMoiloPjtXV1VYEcPuCtlOufVyPHJc8Xb9+/VSMHB0ldmsYDIJg23S6rXHKL4piEkQC14/QVBmnVuP/hkfIJSzefOMNPFmnbPt4kSBjaSR0hfpGWZCmSiiyTBA1ewWqbkB3UqcrqTOQSRCGAieMcF2fQIClKDSEYD1MIKVleoxuLnWZdGkRc6trZKvrVOowN12HyiKSnsQ0LcxUkou5JHYQMl+28cMIVZYhiJgq1AkjOJ8z6M+YzBTqLFVcPnQ+g+2FNBD0pHQKNZ/VanM6oFBzSJka3UmDrKXRZUo8HH1E5Lt85NXX6O3KN1VGIgSCU2AgfwYHVQ/azYmmaW4qVbp7925HfUox9hOrvB/1oF6vn5GBNpyRgRPGYcYLG40GIyMj1Gq11nlcO3HpVI7BbuOC283px3J4sVhkbm6uJYO3EwTHcRgdHQWa9cgHLXl6EbGXN0BV1R0zD0qlEmNjY9i2TSqV2kQQLMs6lXHKpiaTs1SezkwzOT3LwMB5hoaGSKcs/AiKG6l8piojSxKOH5G1NJK6iqU1cwKEEPh+hB800wWTukJ3ymJipcpi2SFjalztSzK6WGWqWqFS9zENBctIEyggpbu5eCFNV5dPQIAWhviBzfpagfrqEtK6SjqboSp0XMnEDmDCD8kmDBRFEIQ6uiJRdoMNI6JMJCIk0VQaUn6E64eUHA/H8Ult5CXEdcODPb30Dn0IX5Jxg2bSoaEq5BNSqwXxtGM39aA990DX9Va64EsvvXRsCt/zqgeFQqEjccQfFJyRgRPG84wXxjvqJ0+eMDQ0xKuvvrrtbrHdoPi8Mt1BxwW3iwDezmkPtGb54+s8jQtaJ3CYhsGtmQftDYNzc3OMjo62OgLaMw9Ow9FCo15neHgYIQTv3n8ToRoIQFMVvA35P6EprdIiVZZwNlz6kiThByFJQ8PUFNJmc7RwveFSdwOiMEREkLZU8kmdtCVT91VKjQaNikNXQsMyDWq2jyFLaBmdQlXQ1Z3gSn6QtYbLYsmh6NpoYcB6eZ2VYkjDB1eWuJg3cSWd6ZUGT7otAhQsFWp2gCZJZFM6uUTz2tZqDmXbR1FlNEkw8XiMucU1XvvQbbLd3VTsAFOVN+UObNfL8KJgq3oghGh1tuRyOWRZbnWGtHcuHNfkAuztPfjGN77B06dPWV5ePpbreRFwRgb2gaNcpA4q5ZdKJYaHh4HmjjqOg90OMVMOw/DAi0MnxwUty8KyLHRdZ21tjUwmw9DQEK7rtpz27eN6nQ7xOUkcdcNgGIathsFSqcT09DRhGG56COdyuWMdU4wXh4mJCS5evMi1a9eeuf8sXUGRZQz1/T8PIoEXRizXPCQRUfMiJBGRTWhUbZ9Sw6Nk+80sgLpHLYggipgrOoBCT1qjUNZxqz62J1DkgCBsRgH3p5vTArYbUnJ9qp5gsewRIpNIZygqOlEu5EZaoWY76H6NxTWH2XLAwpLKhR6NrlSKFUtC15vTCGEoMNVm+NG5LoulVY+p8REySZO+K3eoyxbJIMLSFbLm9sVMLzp832+1nb722mt7qgeGYWwyJh4XcY2/R7Va5Qtf+AI/+MEP+Na3vsXHPvaxI//eLwrOyMAJY7/KQBAEPHr0iPn5+X13JLSTgf2eM289EujEuKDv+zx69Ijl5WWuX7/+TPphe2VuXCAUh/jk8/nWovYizd0fV25AnITYnnnQbgCLa3MTicQm9SCZTB4JybVtm5GRERzH4Y033mhd11aosoy65e1IGSp+GLFUtmn4IVEEfhThhZA2ZWRJQZEloqDp5nddn0iYeFFAxlSQZZXbgxFX+6AnaeBEgmqhyui8QzFnkrJU6r4gCCGpKfSkVBARJdun5vgkDB1F1kimLbKJHi5ckVler0PoowZ1XKfM4sQa1VCmO2uh2730duVAMZmdmSZnTpsAACAASURBVGN2bp7rV85z/vx5Ztdt7CBCliVAou75qLKG7Uf4YUTa1FBkiTASNPxgo/lQQpaapUcvgkoWT0hYlsW9e/c2ZYHs5D2oVCqbvAft6kF7NfZR4H//93/59Kc/zbVr1/if//mfFqE+QxNnZOCEsZcyIIRgeXmZhw8fkkqlePvtt0kmk/t67Xgh36/ysLVdsBNRwsvLy4yNjZFOp7l///6240XtlbmXLl16JsQnXtCSyeQm9eC0npWfZG7ATh0BcVpiTFDalZj4vT+MEhMbWcfHx+nv7+fVV1/d10irG4TYfkhCV9E3ds6GqpBNNIt/lss2kYhIGiZZS6VUdxEIslZzDHFitUHKVEhpCl4koWs6miwIhUABskkdqx5QtD2KDZ+ulI6lS2iKAiQo1Hxsx+fWQIaupE7V82lUfVbKAcgSl3MJZElitZbkRneCa90WY/NFtNDBs2uMjsxRqHpUPYl8d4ZI0lirNEgbKr1pE1mSmF23aXgB53ImdS8kCOFKj0zSUPHCiKWyi+OHWLpC2lA3So9O330do135iSck9vM53M4T064eTE9PU61WW9NJ8b15WPUgiiL+/M//nF/7tV/jV3/1V/mN3/iND4Tq2GmckYF94KiPCXZSBuIAnmKxyO3bt58rjnc/JsKj6BNwXZexsTGKxSK3bt1iYGBg36+5XYiP53mt3e78/Pyms/LTUj18WlMENU2jt7e35exuV2LK5TJPnz59xuR5kPNdz/MYHR2lXC7zoQ996EAOctePqDkhmtKU21OGiqnKWLpC2Q6IAE1u7pYNVSGXNLD0ZhOgAixVXRZLLoWaQxDC5a4Epi6DA4FoPuAuZDUWyi6BJGEoEkU7IPRcQgESEV2WyqUuE8vQqa8ECCCIIqQQnEjghxE1P0JIUPZANS2u9nQhuXVWV9cws3mSVho1dCgXFpmfnkTXFJyeLKqVwZFNTCuBqsikjKZx0NSai5GmSHQlNNywaSw0VKlVgXwa4fs+IyMjVKvVXZWf/eA41INarcYXv/hF/u3f/o2/+7u/4yd+4idO5QbiNOCMDJwwtjsmEEIwMzPD48ePGRgY4GMf+9hzLyp7kYFOqwFCCBYWFnj06BE9PT0dWxB1Xd+0oMVn5cVicdO400mN4b1IKYLtSgw0f2eO47SUmKmpKarVKqZpPpN5sPXeWFlZ4eHDh+RyOe7fv3/g33XCUFCV970DpqaApuCFETXHRwhImSrJjW6D5oKpYOkpUoZK13qDhYqD7fs4foQfhFimTMOOmCk1kERIby5Bd9oEIUgnNXw/ouqEJHWZG/1pZEkhZalEUcTFvMlgLoGERBBGZEyFQtVFlWR6EyZhFOH5Af/14BHCrvLGh26TzuZp+BFBGGJqzZ8lchvUqhVml9cplqpEYUilK8VATzOLIzBlFMNAlWW6U6cnans3lEolHjx4QDqd5t69e0fy2dpOPYhVwlg9iCcXtuYebN3tP3z4kE9/+tN0d3fzgx/8oGVoPsP2kMRpqEs65YiiCN/3j+S1x8fHCcOQl156CWgGYYyMjOD7Pi+//PKhx3P+/d//nTt37jzTt92uBsRO/sMy5kajwcOHD6nX69y5c+dIZox3wtYxvFKp1BrDa1/QTNPs6M5gqxpw+/btU6EGHBbxbHn8XpbLZYBND9/l5WUKhQK3b98+kPKzF4QQzaQ/LySIBClDJd0WzmN7AbYf4QUh63WfmhcgCSjXbSpuSMbSCMKI8aUqILjWn2Ewo9HwBYosk9RlZgoNnEDQm9Toy1qkTZXVmk+x7tCb1rnUk8bzm0FCxYbHQskma+okFJ//GR7H0DU+/NJtEpZBQldxvIClikN/xsTUmuZIU1PwghCZiGrDIXTqVCplapUKnl3fRLbi7orTMAWyFUIIpqenmZyc5MaNG4duPD0s2tWD+N4MggDLsviLv/gL3nzzTTzP40tf+hK/9Eu/xO/8zu+8MNkcJ4kzZWAfOMobX1EUXNclCAImJiaYnZ3lypUrXL16tSPnWtspA1vVgMMSgSiKmJ2dZXJyksHBQV555ZUjiUDeDTuN4bWbEkdGRp5J+Eun08/9s79IasBBsd1seZwfsbKywtTUVLNHIJmkVCoBdIxs+ZGg6oSoskRf2tg0jx9GgvW6T6Hu0Z3S6M/oqA2JuuPTlTLR9JD+jEHZjhjqitDljfFFWSUIPBpRQNYw6UlblBoe605Axa7RndFRJcFqzadQ8zA0nXxCZaXqgoCupMrEzAJuscDg+QHODw7SldCwA5CAkh2wWHbIJ3R6UgY1N2C16pMwFBKaQjKRQE8nCMws/RdU+pJq66hmdXWViYkJhBCbmi+z2eyJE0vXdRkZGaHRaJyaPJCd1IPZ2Vlc1+WrX/0qs7Oz5PN5pqen+drXvsY777zDvXv3TvjKTzfOyMAJQ1VVGo0G3/3udzEMg/v373c0L7udDHS6XRCaozrxTPFrr72266jjccMwDPr7+1uLdBiGrd1EoVBgYmIC4Jmjhb2IzGn1BhwlYh/H4uIi5XKZmzdv0tfX13o/Y7K1k4/DCyKCSOzLKa9KYKoShqY+E8yjyBKmLpOPFHKmRtJQKTUC6k5EzfORBMhI1BwPWZbImiqKorDe8JgqNFBkCU2BlbJHKARJU6HqBszMOvSkVZJac6JhtWbTcDXKTkBCEazOTWFXHG7dvEk+l0JVZVKWTmrD/T+7XicQAlOTSZvN604ZKoamYHsBfhghSzKKJKEqMrquP0O22pWt5eVlGo0GyWRykxx+VFMg22F9fZ0HDx6Qz+d56623Tu3uOr43dV3nyZMn9PT08A//8A+sr6/zve99j29/+9t861vf4u///u9P+lJPNc7IwD5wVB8+13VZWFhoNfQdhfwWexI63S4YhiFTU1PMzMxw6dIlrly5cuodurulJZZKJRYWFnBd95m0xPaRqXZj5AdNDdgNlUqF4eFhFEXhrbfeak20mKa5iWzFccpbY2sxMyRSaS4NdJNO7G7+qrohXiiwtuFXQRQRRWAZGmEkmC/bBFFIb9Yg4cpEESR0haylAYLulEZ3OkHN8QgjgecLAl9QckKCMCSb1LnabSDCOjUnJKWpnO9KYukKCIHm11mcmuHCYDc3b93GjwReJJHSFOwgpOEF2G7IyHwVOwwRIkKRZdLm+3J/KAQ1N0CSJM7nrW3zBrZTttpNs+1TIO1O+/2Q14MiiiImJyeZmZnh1q1bnDt37lSb7oQQ/OM//iOf//zn+dSnPsUf/MEftAyGH//4x0/46l4cnHkG9gnXdTv2WnFD3/j4OMlkEiEEb7/9dsdevx0//OEPW+U4nVIDisUio6OjKIrCyy+//IFq/mo3KxWLRWq1GpZlkc1mkWWZlZUVurq6uHPnzgdeDYDmwjAzM8Pk5CSXL1/eV75FjHi3Wy6XWSoUWS8WiTyHdCq5SY1JJBKb7smq0zQDZiwVQ91MMCMhKDV8JAmiSDBbbOD6gis9CVQZSraPIss0vICZ1TqqrvDRS3ksTWa+7CIJQRAJpldrKJLEubzFYFeCcsNlrepj6SqyLLFcrPN4ahrhNLh75yrnB/tIqCoL5TprtYD+rIEXCJ6u14kQLJddJEninWvd9GcMkkYzR8DxQwp1jyBo/jz5hP7cn7+tzZflchnHcVq+mPg9PczIreM4PHjwAN/3uXv37qn/bHuex2/+5m/yZ3/2Z3zjG9/gZ3/2Z081cTnNOCMD+4TneR2pMa7VaoyMjGDbNi+//DJCCB49esS7777bgat8H7FB8OHDhywsLJDL5Vqtgs+b7hcEAY8fP2ZxcZGrV69y8eLFU2l46iR836dQKDA5OYlt28DmoJ8PUlriVjQaDYaHhwmCgJdffrkj58Xtu91SqUSlUkFRlE3kIJ1Ogyw3S4O2Qfw5LNo+M2t1TEXmQncSLwipeyGy1EwHHFmokNAV3rzSRaHmMbtuczGvUbIDxpfrDGQMbg5k6E0ZRAKKDRfbC1lZK/O9B+MEkcQrL92gL5dCkSRSpoYbhEwVajQ7DpvXkUsZEAlsP8TSVXqSOn0bRkLHDynbPpoikbX0TccebhBuHJ28H8l8UDiOs8lIV6lU0DTtmTn9/dyfq6urjIyM0Nvby+3bt0/9PT0/P8/P//zPU6lU+Ju/+ZuWCfsMz4ezY4JjQhiGTE5OMjU1xcWLF3njjTdQVZX19fXnLiraCe0GwRs3bjA4ONja6cbpfu0P31wut+d54OrqKg8fPiSRSHDv3j0SiURHr/k0QghBoVBoeQM++tGPoqrqjmmJ7e/ni6waxMrV48ePGRoa4saNGx1bGLaOiEZRtMkZ3v5+tt+j7Uc1kYCq47Fa9YkiyGd0UoZKoDWDfGSg2PAZyBhkEjoCWK05FGoupgpLFZeaE2B0JciYGpIkUbU95tZt5hcWeDK7RE9fLzcunydjKJi6wlrdR5Ihoal0JTS8ECQECV1hKGc1a4lrDk6wMaIrsUECZLqSeqtvAcALQoIIaq5PEAqU5Pu5AweFaZrPHNW0Z0jMzMzg+37r6Gu7Of0oipiYmGBubq6VZ3KaIYTgm9/8Jr/wC7/AT//0T/NHf/RHZ4VDHcCZMrBP+L6/qfXqIFhbW2NkZARVVZ/ZYVUqFd577z1+/Md//NDXuJ/woPa53WKxSKlUotFobBrBy+fzrYeF53mMj49TKBS4efPmcwUfvYjYrzdga1piqVTaFP+7kxR+WhG3SdZqtY6Mth4UXhDiOg7VSrlFEOKjmlYYUirDqiPh+QF9GYvulL7pOKFs+1Rsn6ShIhAslWwWKw6GItOfMSnZAY4fcLkryWDeRJVlVss1vv3fw0ihw8Cl66AlGMoYpE2VQr3Zi5BPamQMjVLdwdBVKnbTB5CyNPygObmwUnNRZZlLPSn8MERXZLqT7x8NVB2ftaqLkKTmMYgiY+nPGiU7ha0ZEuVyuZUhkc1mSSQSrKysAPDKK6/sO930pBAEAb/7u7/L1772Nb761a/yuc997oX4XL0IOCMD+8TzkIF4IV1aWuLGjRvbyur1ep3vfOc7/ORP/uShrq+dBMDBxgXbR/BKpVIrEtQwDKrVKrlcjpdeemnbKOEPGjqRG7BVCi+Xy5uaBfP5/ImnJW6HpaUlxsbG6Onp4datW8fuHvfDiFLDR5ahq+1s3ff9TVL4erFM0ZNIJJJcH+qitzu/yUi3VG7Q8CIGsibrdZ8fzZUQQnD3XIb+rIXrR5QaLt5G2VBhbZXpJzPku3Pc+/AtkBWerjdAkkjpCktVj4yhcL7LYqHkMF+yudjVVAOqDQ9dU1BVmfPZBCt1j2LNYyBr0Jc2MFQFva2Mab3uUXN9DE0hn9BbEczHiXhOf25urkUEJEnaNNZ4GtWtlZUVPvvZzzI7O8tf//Vf88Ybb5z0JX2gcHZMcASIc9rjZLZ33313x4VUVdVD1Qx3Ylxw6wherVZjeHiYarVKIpGgVCrx/e9/v7WQnaaa3E6iU5MCO6UlxmpM3Cx4UmmJW+H7PmNjY6ytrZ3ohIQkNb+2np9rmkZPT08rOMv1A56ulKhWytiNGqPLiziOQzqdJpPNIvQUiVSKUJhEIqIrqaGpMqam4gYRhiaTtjSWSzbfH56gsF7l/MVBsr1dFO2Aou02Z/5NhYSu0JtU6UpZpHQZISJqdsD8mo2uysiqTC6hI0ugazJXuxMsqDJhFCFBiwgIIYgEJA2FlKFuIgjHDUmSWFlZYW1tjbt379LX19cyerZ3gbSrMTslUB4Xvvvd7/KZz3yGt956i/fee+9QMchn2B5nysA+EQTBvgp/Go0GIyMj1Gq11oN1tw9QEAT867/+Kz/2Yz92YCYeewPiccHDhge1nxX39/dz8+ZNNE1rZdnHxwqlUumZxSyXyx170FCncNwpgieVlrgd4iOsdDrNSy+9tOls/iQQCYHE7uO8QgjKtocXCvIbhUbtUvjqepFqtU7C1DCSWbq7cqQzGaqBih/B+bzJ6nqZ4eERVF2n78I1ah74IgQhaPiC630prnYnqXsBNS+iJ9nsQ3i0UmO15pMxFZAkEppKf0ZDlmR0tXkk4AYRNTcgqSutWuYgjFiv+yQ0maG8tVGUdPyo1+s8ePAASZK4e/fujt6frWrM1gTKeKzxqAlsFEV8/etf58tf/jJf/vKX+eIXv/iB24ScFpyRgX1iLzIQRRHT09M8efKEoaGh1kK6F4QQ/NM//RMf//jH9y3DtxsEOzUuWK/XGR0dxXVd7ty5s+tZcdw21k4ObNveNJ+fz+dPfGHZD05LbsB2RzVb0xI7GVcbhiGPHz9mYWGBmzdvnvpZ8q2oOT7rDZ+uhEZqI6o4EoKGG6AoMrrMpqOa9WKZohORTacwNIknSxUGBwe4fe0SkQBfgIpgoezghxF3z+dImxoLJRsvEPSkmkbDp+sNdEVmINv01ISRIGEoyJKMKkublIAgEqzXPfwwIhKC1aqHqSlc7U1ibRgGo7gT5Bje+1itPHfuHDdu3DjQvRRFUYvAxu+rbdubmkRjD0Kn7qNiscjnP/95/u///o+/+qu/4p133unI655he5yRgX1iNzJQKpUYHh4G4OWXXz5wCt+//Mu/cO/evT1nerf2CUBnooSnp6eZmpri/PnzXL9+/bmc4+07s3gxi2XGmBycJhPdae8UaE9LjB/AQogDpyVuh3K5zPDwMLqu8/LLL7+QkyF+GOH4IaamtEJ8vCCiUHfRFJme5OZ5fiEE6+vrjI2NYTsuHjI120coOulsltvnuunv6aISyKzXPSIhyFo6piohSzICQRABRIQCupM6QkiUbA9NljaChtRnAoUcP2wefyDhBSFIEkldQZIkIiEoNjwk/r/2zjw8qvrc49+ZZLIx2SEBs5CEhCSTSWQPWdDm0lL0aqG99VFviUQQKFJa7fWKBVq8tldKI4iVQkGqILIEHkulj9Zq1Wwgskr2DYiBbCRh9n3OnPtHPOeeycZMMjPnTPL7PE/+cIiZd04m8/ued/m++LbU4J6/DYqi0NDQgJ6eHmRkZLhsZ4jJZBo01sgdEx3LauwrV66gsLAQqampOHLkiEf3nExUiBhwEIqiBo0AWiwWNDc3o729HUlJSU4ZsnD54osvMHv27BHrYK7eJwD0Hwp1dXUAAJlM5lLfcW6aUaFQsB8UTM8BnyuHhZINcIaBbolKpRImk4ktLYSHh99z7TDXWc6ZPfTeAk3T0Fso+IgGj+p1d3ejrq4OUVFRSE1N7bcBNxjR1dMHjUYDk04NtVoNsY8PbP5SqGxBiAgJRtJ9EQjw84VEjP70v5lCr9aM+0IDEBIowR2tCQE+PpD4iBAW5Iegb7cr6sxW0DYak/x9h73GFsqGHo0Jvj4iRE7yd8tEgVarRVVVFSQSCTIzMx1e/TsauKuxGYFgNpsHmSKNVP6y2Wz4y1/+gs2bN+Oll17C5s2bBe93MF4gYsBBuGKApml0d3ejvr4eUqkUMplsTCM55eXlkMlkgzYLMs91r3FBZ6EoCtevX8etW7eQmJiIhIQEtx/KzDw5t7TgqjtdRxF6NsBZ7pWN4XrZM02hNE1DLpcL3lluIEwJQCQSwV8yvCHRQKxWKxobG3Hnzh3IZLJBwo+maVgoGr4+ItA2G9p7FOjpU+CuUgWdRgMRTSE0RIqw0FD4BAXDKvaHhRYjLiIQUj9fqIxWhARKIPl2DbNYJAJlo9GjMcFEUYgKDmBLAgNRGSzQGK0IDZIg2N+173uaptHe3o6mpibEx8cjKSnJ48KbGWvkZg80Go3d/gqpVIqgoCAEBgZCo9Hg5z//OUpLS3Hs2DH827/927gSq0KHiAEHYcSAwWBAfX09FAoFa9Ax1jfsuXPnkJSUhKlTp9o9PpZxweHo6+tDfX09/Pz8IJPJeDPrYJrouOKAuxeAySC46rD2xmyAszBrhxUKBfsBLBaL4e/vD71ej+joaKSlpQl24cxImKwUejQm6M0UwoIk3xr5jHy4KZVKXLlWDV+JP+bOysSkoME9OXozBaXBjCCJD/wlPrirM8Nqs2FqcAD8fMXQ6/VQqVTo7lOgq1cBi8GASZMCEBURhpDQMEwKDkV4qBQ+A2Lp0RihMloxNdif7WkYiNZkgcFiQ2iAxKXTBVarFfX19bh79y7kcrnHvSJGgil/Me/Pixcv4sUXX0RycjK7mOno0aOYNWsW36FOOIgYcBCKotDS0oLm5mZMnToVqampLjuoLly4gJiYGMTExABwTzbAYrGgqakJ3d3dSE5O5n0n+VAMNO/RarWseQ8jDpz1XR9v2QBnYDrHGf96nU7ntW6JNpqGzmSF1miBxLd/Rn+4tDpN07h58yaqm24iPCoG06fHISpk6Dt0k5WC2miFiAb0FqrfKMjXB1NDAiDxEds1+NE0DavVatdEp1KpIBaL7dLgoaGhsNKAzmTFJP/B+xUGxjrw/Wy12eAzSuGvVqtRVVWFwMBAyOVywTfxUhSFP/3pTzh+/Dh8fX1hNptRW1uLhIQEPPHEE3j11Vf5DnHCQMSAg9y5cwfXrl1ziyvb5cuXMXnyZEyfPt3l44JAf720oaEBwcHBSE9P9xrzIIvFwgoDpu9AIpEM6jsY7vpMhGzAUDA+F42NjeyIKONn4e1uiffqvjcajaipqYHeYEDcjHT4BU6CNMCnfwshRINMfphOfxFE0BgtMFtt3xoCSUADUOjNAIDwYRr8mDo5t9nTbDaPaP87HFqjBTozBRo0Jvn5IniYjMJQ0DSNW7duobm5GYmJiUhMTBTs75DBYDDghRdewAcffIBDhw7h0UcfhUgkgkqlwoULF2AwGPCDH/yA7zAnDEQMOAhT/3JH3e3atWuQSqVISEgYk3nQQLiHYWpqKqZOnSr4D4iRYFbkMqUFpsOee5Ax2wUnajbAbDajvr4eSqUSMpnsnl3YXMHFXRw0cBGT0Ge7KRuNnjv9fTxMkyDEYtA04CsWoUfbX2KYLPWH9Nv6PGWjcVdvBmggfJIENhro05rhKxYhUuoHmrYXA440+NE0DY1OD4VSCYNWw/ZyBAQEDDLw4V5T6tsxRL3FCh+xGKEBjosBi8WC2tpaqNVqZGZmOj3NxActLS0oLCyEv78/SkpKkJiYyHdIEx4iBhyEpmmYzWa3/Nza2lpYrVYkJyfD39/fJeZBHR0daGpqYq1lx+NhyHTYM+JAoVDAYrHAx8cHNpsN8fHxSEhI8Moa+Wjo6elBXV0dwsLCRr1imWn05AoEiqIQEhLCTiw4stjKkxhMZlyuaYCirw8L7h/cJAgA3WojerQmRAf7Y0pw/106TdNQGiygaSAsqP/16ExWiMUiTPL7f8EAwOFOf5ruFxgWikZEkB8kPiL0aY1QqdQw6dTQa9XQqNV2zbPMCJ5NJIaNBiQ+IviIRKDRnwkZqTdCqVSiuroaUqkUGRkZgv87p2kaZ86cwfr167FixQrs3LlTMKWMffv2Yd++fWhtbQXQPyb+m9/8Bg899BC/gXkIIgYcxB1igCkJ3LlzB9evX4dOp2NNPLg1cmfQ6/Wor6+HTqdDenr6hJnP5abGg4KCEBQUBI1G45JrKnS4HfNpaWkuzQAxBlPccg1fbolDoVKpcLWqGmb4ISsjHVMjglnDH+7Mv9VmYw2JAMDPRwyJj9huVNdVaIwWWCgbQgIlEEGEHo0JKoMFfr79GwxDAnzZMVGugQ/3moaGhsIEX1gpGqFBkkHlDZqm8c033+D69etITk5GfHy84LN+ZrMZv/71r/Huu+9i//79ePzxxwUV89///nf4+PggOTkZAHD48GEUFxfj6tWryMjI4Dk690PEgBOYTCaX/JzhGgTNZrPdhy6zMIg5xEYy7rHZbGhra8ONGzcwbdo0pKSkeK09sLOM1BvAXFMme8Bc04HOfkL6UHIGhUKBmpoaBAUFISMjw61z5AyedkscCpqm0draihs3biApKQkxcfHw9ekf7dOaLNCZKAQHSNi5f6Ol3zCMovvT8WGBEjYNb7JSEIkG9xNQNhqUjR5zp7/KaEG32ggRLcK00P7pAgtlg8lCwU/iAz8fsd01ZQx8TPDBJGkoYqP6lzExvhxms7m/L0KvR2Zmpkv9QdzFrVu3sHLlSuh0Opw6dQppaWl8h+QQERERKC4uxurVq/kOxe0QMeAEZrMZY71czpgHcUfFmA8JrnEPs/1Oq9Wirq4OVqsVMpnMK2qGroDxe2hoaHC4N4AZbeJeU5FIZOeU6BU1co5XREpKCq/TIe50SxwKpknQaDQOeRjqzFZov53/D5T4wGqz4a6uP6sXHOALi5VGgKR/m6DZasNd/bd9AgNcCxkr4fAgvzEJAspGw2DuLz8EfVt+0Jms6NOZER4kGbI3gKIoKFUqKBRKdp0zRVEICgqCXq9HcHAw5HK54N0jaZrGp59+imeeeQaPPvoo9uzZI/g1yUD/9T916hRWrlyJq1evQiaT8R2S2yFiwAnGIgZcMS7INe5hDjOm4TA8PByJiYkICwubEI5drpoUGOiaplAo2Bo519lPSDVyjUaDmpoaiEQiyOVy3rwihmMot0Rmq+DA0oKzDOUkONTzU5xaO03T0Jr6DcOkAxwBKRsNlcECiY9o0KGsNlhgpmwI/dZUyJVYKBvMVhv8fMUO/WybzYbGxka0t7cjJCQEFosFer1e0JMgVqsVr776Kvbs2YM33ngDq1atEkxsw1FdXY2cnBx2HPfYsWN4+OGH+Q7LIxAx4ASjFQPusBJWKBSslfCUKVPYkTGr1co2e3n7NsGhGE02wNmfP1yNnHtNPZGOHyo2JjWekJAwavtrPhjKLTEgIIAVW+Hh4axb4lBQFIXGxkZ0d3cP6SToLobyAWAwWSlojFZI/X0H2R+7EiYTYjKZkJWVxbpHms1mu4zMwN0AzCQIHzcH3d3dWLVqFdrb23Hy5EmvMREym81oa2uDUqnE+++/j4MHD6KsrIxkBgj2WCwW1g3QEbiZAFeNcZ7xUgAAIABJREFUC1qtVjQ3N6OzsxNJSUmIj49nD4SB2wQVCgXrXx8eHu5yVz9Pw5dvAFPP5fYdDGf76y70ej1qampgsVggl8u9ok48EkwJjCsQGPOegQcZd7GSXC4XTAOozmyFSm9BsBNjgM7S29uLmpoaTJ48GWlpaSMK+4FZLqVSyZpMcQWCO7v3aZpGZWUlnn76aeTl5eHgwYNe/V797ne/ixkzZmD//v18h+J2iBhwAkfFwMCSgKvMg3p6elBfX4+goCDIZDKH6oVGo9FOHAzsrg8PD+flLtcZ3J0NcJbhejm4fQeuWsLE9Zi/7777kJKSMi7LQFzzHua6WiwW+Pn5wWQyYerUqZg5c6ZgxtCA/rE/C2WDr1js8iVDNpuN7QlhbM+dhfFGGejqyQhZrueBK4SszWbD66+/jt///vd49dVXsXHjRq/JXA3H4sWLERcXh0OHDvEditshYsAJHBED7igJmM1mNDY2ore3FykpKWPaPT9cd70jEwt84A0ugsPN5jMftkwq3NlyjclkQm1tLbRarVucL4WMwWBAVVUVDAYDwsLCoNfrBeOWSNM0LDYaEvHY/7aHwmAwoLq6GhRFITMz06U9IQMzMkwDLeN1MNpmz7t372LdunWoqanBiRMnkJOT47KYPcXmzZvx0EMPIS4uDhqNBidOnMDvf/97fPzxx/je977Hd3huh4gBJ7BaraAoash/c8c+Aa6vfnh4OFJTU11+Fz/SxAIjEEay/HUXQssGOAOzhInbd8At1ziSrmW2YjKmUUJqYHQ3zGufMmWKXZOgUNwS9WYKaqMFUj+fYZcQjZY7d+6gtrYW0dHRSE1NdXsWyGazQavV2gkEbrOnI2uHL1++jBUrViAjIwPvvvvukNtXvYHVq1fjs88+Q2dnJ0JDQ5GVlYVNmzZNCCEAEDHgFMOJAXdkAwwGAxoaGqBWq5GWluaxO+KhJhaYOwfmIGMsf92FN2QDnIVbrhm4hIl7l2u1WtHQ0IC+vr5x89odhdskmJ6ePmiL50BGckvkXldXCymDhYLGaMEkf1/WqXCs2Gw2NDU1obOz06HX7k64a4eH8pHQarWYMWMGJBIJ3nrrLWzduhVbtmzBpk2bxmUJa6JAxIATDBQD3GwA03XsimzA7du30dzczC6Z4fOukKZptimJOcy4EwujTYEP91zemg1wloF3uUxGxmazITAwEDNnzkRERITX11wdRa1Wo7q6ekxNggMnQZRKJbsWl9vP4Qq3RMpGu6xPQK/Xo6qqCgCQlZUlOO+AgWuH165di5aWFsTGxqK7uxtbtmzB2rVrJ1QZazxCxIATUBQFq7V/Xtkd2QCdToe6ujqYTCakp6cL8o9ruIkFJq042omF8ZgNcBSKotDU1ISOjg5ERkbCZrMNMu5hRNd4u/Pi2uomJSUhISHBpSUpk8k0aPxu4OZLd7sljkRXVxfq6uoQExODlJQUrxB/165dw4YNG+Dr64vExERcvXoVLS0tSEtLw6lTpyaEde94hIgBJ6Aoim0idOW4oM1mQ2trK27evInY2FgkJyd71Yc+kwJnBIIzEwsTKRswFMzYnEQisXOU4xr3MNfVbDYPSoF787UyGo2ora2FwWDwmK2up90SR4qDKYlkZGQgKirKrc/nCmiaxnvvvYcXXngBGzduxCuvvMJepzt37uDLL79EQUEBQkJCeI6UMBqIGHCCixcvYurUqWzN3BXZAJVKxZoHyWQyr57JZRg4saBWq1mDGe7EgtlsnrDZAJvNhps3b6K1tdWhO2JmTIzbd8AVXa5MgXuCO3fuoK6ublCToKdxp1vicGi1WlRVVcHX1xeZmZmC8U0YCb1ejxdeeAF///vfcfjwYfz7v/+7V7zPCI5DxIATLFmyBP/617+QkZGB3Nxc5OfnIy8vD9HR0U7/YXC95RMTE5GQkOAVKcLRwJ1YUCgUUKvVEIvFoCgKUqkUKSkpiIiImDAfLlqtFjU1NaBpGnK5nHWUcxbuYitGdDGNXozwEtoSJmebBPlgOLfEsS63YlaLNzY2Ii4uDjNmzPCKv/nm5mYUFhYiKCgIJ06cQEJCAt8h2bF9+3b89a9/RUNDAwIDA5Gbm4sdO3YgNTWV79C8CiIGnIBZk1teXo7y8nJUVFSgtrYWKSkprDjIz89HbGzsiB8UfX19qK+vh5+fH2QymeC85d2JyWRCfX097t69iylTprCNdNyJBW9ZFuQsNE3j1q1baG5uRlxcHJKTk136GgemwIeaBOHLnhZwTZMgH4w0m88tLYx0Xa1WK+rr69HX1we5XO4V43c0TeP06dPYsGEDVq5ciddee02QZamlS5fiiSeewPz582G1WrFlyxZUV1ejrq7OK5YiCQUiBsYATdPo6+tDRUUFysrKUFlZia+//hpxcXHIy8tDXl4e8vPzWQ/5np4e/Otf/0J0dDSSk5N53TTnaUbqDRg4scAsCxqraY+QMBgMqKurg16vh1wu98hmSWaGnFuysVgsdoeYO0bvBsJtEkxMTERiYqJXv++515W5tlzb34FNtBqNBlVVVQgICIBcLheUi+JwmEwmbN26FUePHsWBAwfw2GOPec3vrKenB1FRUSgrK8MDDzzAdzheAxEDLoSmaajValRWVrLi4NKlS2xd9OrVq5gzZw5KSkoENz7kTpydFHDXxAIfMNmkxsZGdlSUz/q4wWCw6zvQ6/WQSqWD+g5cBR9Ngp6Ga/urUCigUqlYHwmJRAK1Wo3Y2FjMnDnTK7JdbW1teOqpp2AymXDy5EmvS7e3tLQgJSUF1dXVkMvlfIfjNRAx4EZomsaNGzdQVFSEy5cvY+7cubh48SKCg4PtygpyudyrpgccxZWTAsxWxoETC9ymRKHtWDCbzaivr4dSqYRMJsOUKVP4DmkQzBIm5tpqtVr4+/vbia7RLmESSpMgHzCLpZhdAHq9nhe3RGegaRr//Oc/sWbNGvzwhz/EH//4R6+7aaFpGsuWLYNCoUBFRQXf4XgVRAy4EYVCgeTkZHz/+9/HG2+8gcmTJ8NoNOLChQtsaeH8+fPw8fFBbm4uW1aYNWuW19vPuts3gDuxoFAo7FbiCmHHQk9PD+rq6hAWFob09HSvyGIA9vVx5i6XWYvL7TsY6RDzhiZBd6JSqVBVVYVJkyZBLpfDz8+PN7dER7Farfjd736Hffv24c0338TKlSu9pizAZcOGDfjwww9RWVmJ2NhYvsPxKogYcDN1dXUj7sI2m824cuUKysrKUFFRgXPnzsFisSA7O5sVB3PnzoW/v79X/HHy5RtgtVrt7nDVajV8fX3t7nA9sWPBarWiqakJ3d3dSE1NxbRp07zi9zYczDZBbmmB28/BfDF3/d7aJOgKuL0RM2bMwPTp04f93TvilhgWFobAwEC3v3+6urpQVFSE7u5unDp1CllZWW59PnexceNG/O1vf0N5eTkSExP5DsfrIGJAYFAUhWvXrrETC5WVldBoNJg/fz4rDhYsWCCozYIMQnIRpCiKvRMbaseCOyYWFAoFamtrERAQgIyMjHF5EA7s51AqlTAYDOzKZrVajfj4eKSkpAju/elOzGYzu2EyMzMTYWFho/oZA0dFJRKJXROtq1ZjA/2/y4qKChQVFeE73/kODhw44JWGQTRNY+PGjTh9+jRKS0uRkpLCd0heCREDAsdms6G+vh5lZWXsOGNPTw/mzJnDioOcnBxeNgsyeIOLINMBzm1KdNXEArN7vq2tDcnJyYiPj59QB6FKpUJtbS2MRiP8/f2h1+sRGBhol5URonh1FQqFAtXV1QgNDYVMJnNZqp8raJkvV7klUhSFXbt24Q9/+AN27NiBZ599VlD9C87w7LPP4tixY/jggw/smh1DQ0PHpSB3F0QMeBnMwcP1Omhra0NWVhYrDnJzcz1m4iOkbIAzjDSxwPWtv5eo0Wg0qKmpgUgkglwun1CeEcD/NwlOnjwZaWlp8PX1hcVises7YFYNc6+rK+9w+YKmady8eRM3b97EzJkz7+kv4orn0+l0bC+HQqEYlVtiX18f1q5di4aGBpw4cQLZ2dlui9kTDHfN33nnHRQVFXk2GC+GiAEvh6ZptLW1sT0H5eXlaG5uZl0SGYEwGpfEez2v0LMBzuLMxAJN02htbcWNGzcwffp0JCUlef3h5gzONAly12K7+g6XL0wmE2pqamA0GpGZmclbet1Zt8QLFy5g5cqVyMrKwqFDhwS5DI3AD0QMjDNomkZXVxfKy8tZr4OamhokJyezRkiLFi0a012Mt2YDnGWoiYXAwEBIpVJotVrQND3q+rA3M9YmQe4dLnOIeZOPRF9fH2pqahAREYH09HRBiZih3BJfeuklSKVSREdH45///Cc2b96MrVu3TijxSrg3RAyMc2iaxt27d+3EwUCXxLy8PIfubMdjNsAZLBYLrl+/jtu3b8PPzw9ms9muwSs8PFxwuwBciTudBJmsDCO+dDodgoKC7MSBJzrrR8Jms+HGjRtoa2tDamoq7rvvPsH/rm02Gz7//HPs2bMH9fX1bCZh9uzZyM/Px/PPP4+4uDi+wyQIACIGJhhcl0Sm54BxSeQuX0pLS7MTB3fv3sWtW7fGfTZgOEwmE+rq6qDRaJCRkYHIyMhhJxa4bn5CM5YZLVwnQblc7vZsCLOzgtt3IJFIBvUdeOowNhqNqK6uhsViQVZWltf0hlRXV2PFihWIi4vDsWPHEB0djW+++QZnz55FZWUltm7dipiYGL7DJAgAIgYmOEwj3Zdffsn2HVy4cAGTJk1Cbm4ucnNzodPp8Mc//hF79uzBI488MqGyAQDQ3d2N+vp6REZGIi0tbdhucXdOLPDJUE2CnmaoJUwA7Grj91oWNFp6enpQW1uLqKgopKameoVbKE3TOHLkCF544QU8//zz2LZtm9e97wiehYgBgh00TcNkMuHChQv46KOP8M4770CpVCI1NRWxsbFsWWH27Nle75J4LywWCxobG9Hb24u0tDSnnfSY2jg3czBwYiE8PFyw11HIToLc5VYDlwVxSwtjubY2mw3Nzc1ob29Heno6pk2b5sJX4D50Oh1++ctf4h//+AeOHDmCpUuXCq6cUV5ejuLiYly+fBmdnZ04ffo0li9fzndYExoiFQl2iEQiBAQEQKlU4uDBgygoKMDrr7+O27dvs+OMO3fuhMViwYIFC9iywrx587zGJdER+vr6UFtbC6lUioULF45q74FIJIJUKoVUKmWtUbkTCy0tLdDpdOyiIOYAE8KOBW6T4MKFCwU3ry0SiRASEoKQkBDEx8ezS5gYcdDU1GTn6MftO3AEvV6P6upq0DSN7Oxsr1mF29jYiMLCQoSEhODKlSuIj4/nO6Qh0el0uP/++/H000/jP/7jP/gOhwCSGSAMw6effgqlUonHHnts0L95s0vivaAoCs3Nzejo6MDMmTMRExPj1tdgNpvtygrMxAJfhj3jad0wdxqEGbtjljANNXbH0NXVhfr6ekybNs1rNg3SNI33338fGzduxKpVq7Bjxw6vKeeJRCKSGRAARAwQxozNZkNDQwNKS0tRUVGBiooK3LlzB3PmzEFubi4WLVqEhQsXIiQkRNAHi0qlQk1NDSQSCeRyOS8b2wbuWFCpVHaNc+6cWPB0k6CnoSjKrudAqVRCLBbbbRHs6urCnTt3kJGRgaioKL5DdgiTyYRf/epXKCkpwcGDB/GjH/1I0H9nAyFiQBgQMUBwOcwIFmOhXFlZidbWVmRlZbFlhby8PI+5JDoS782bN9Ha2oqkpCRMnz5dMHeDzMQCdybfHRMLQmgS9DTMEialUone3l4oFArQNI2QkBBERkayTYlC7ekAgNbWVjz11FOgKAonT570Sl9+IgaEAREDBLfDuCRyLZSbmpogk8lYYeAOl0RH0Ol0qKmpgc1mg1wuR3BwsEef31lGmljgjt052vEu5CZBT9HR0YGGhgbExsZi2rRpduLLYDBAKpXaXVsh9HTQNI2PPvoI69atw49//GO88cYbguvrcBQiBoQBEQMEj8N1SWTEAeOSyHgd5OfnIy4uzm3igKZp3Lp1Cy0tLYiNjcWMGTO8YmRsIGOZWJjI64aB/pJMQ0MDent7IZfLMXny5EHfYzQa2T0ATN8B09PBfE2aNMmjItZiseCVV17BgQMH8Kc//QmFhYWCyLCNFiIGhAERAwTe4bokMuKAcUnkGiG5yv+fqY3r9XrI5XKEh4e74FUIB4PBYJc50Ov1dhMLoaGh6O7uHhdNgqNFo9GgqqoK/v7+kMvlDt/tc3s6GLtfHx8fu7KNO5cwdXZ2oqioCH19fTh58iTkcrlbnseTEDEgDIgYIAgOxiXx7NmzrIXypUuXMHnyZLvlSwNdEh35uV1dXWhoaGANZCZCbdxkMrGH1927d6HVaiESiRAZGYmoqKhxv2KYC03TuH37NpqampCQkICkpKQxvW5mCRM3M2Oz2ezKNq4wmqJpGmVlZXj66aexePFi7N+/X/AlrZHQarVoaWkBAMyePRu7du1CQUEBIiIiBDsOOd4hYoAgeBiXxPPnz7NNiYxLYk5ODltWyMzMHDbVbzabUV9fD6VSifT0dK/pFHclTJNgREQEoqOj2UPMkxMLfGKxWFBfXw+FQoHMzExERES4/DmGK9sM7Dvw9/d3+GdSFIXi4mLs3LkTxcXF+OlPfyqYBtfRUlpaioKCgkGPr1y5EocOHfJ8QAQiBlxFa2srfvvb3+Lzzz9HV1cX7rvvPqxYsQJbtmzxmnlfb4HrklhRUYGysjKcP38eYrGYFQdcl8SSkhKo1WrMnz8fMplswv0+uE2CaWlpg5z0RppYYA4wb9+xoFKpUF1djaCgIMjlco++B4xGo9211Wq17BIm5mu4zExvby+eeeYZXL9+HSdOnMD8+fM9FjdhYkHEgIv4+OOPUVJSgieffBLJycmoqanBmjVrUFhYiNdee43v8MY9ZrMZV65cYXsOzp49C5PJhPj4eLS1teH555/H888/j4CAgHF3xzsSarXazjvBkSZB7sgdc4iNZWKBT5hJlpaWFsyYMQPTp0/n/ffPXcLEzcyEhYXBYrHAYDAgOzsbV65cwcqVKzFnzhwcOnRo3PW2EIQFEQNupLi4GPv27cONGzf4DmXCUV5ejp/85CcICAhAZmamnUsi05SYnZ09bmvlA50EExISRn1nPzD1rVAoYDabXboHwB2YzWbU1tZCq9UiMzNTsCZK3O2Xf/3rX7Fjxw5QFAWxWIz8/Hy8+OKLyMnJ4cUEizBxIGLAjWzduhUff/wxLl26xHcoE4ra2losWLAAv/3tb/Hcc89BLBazLolMzwHjkjh79my2ITEnJ0fwLomO4G4nQZqm7VLfQ00s8D2Pr1AoUF1djZCQEGRkZAhOqAyHUqnEs88+i+vXr2Px4sXo7u5GRUUFuru7sWrVKuzfv5/vEAnjFCIG3MT169cxZ84c7Ny5E8888wzf4Uw4bt++zS4HGgpHXBJzc3MRGRnpVeKALydBZmJh4Dw+tykxMDDQ7deSpmm0trbixo0bSElJcatXhau5du0aVqxYgaSkJBw9epRtcmWyPAqFArNnz+Y5SsJ4hYiBe/Dyyy/jf/7nf0b8nosXL2LevHnsf3d0dODBBx/Egw8+iIMHD7o7RIILYEyIysrKUFFRgfLyctYlket1MHXqVEEeLhRFoampCV1dXUM2CXoai8ViZ9bjiYkFk8mEmpoaGAwGZGVlISQkxGU/253YbDYcPnwYmzZtwn/913/hN7/5jSD7Mfbu3Yvi4mJ0dnYiIyMDu3fvxqJFi/gOi+AiiBi4B729vejt7R3xexISEtiUaEdHBwoKCpCdnY1Dhw55dQf2RGagS2JlZSVqamowY8YM1utg0aJFgrjzHE2ToKehKAoqlcpuAZMrJxb6+vpQU1OD8PBwyGQyr/GP0Ol0eO655/Dpp5/iyJEjWLJkCe/vp6EoKSlBYWEh9u7di7y8POzfvx8HDx5EXV0d8QUYJxAx4ELa29tRUFCAuXPn4r333hOkuieMDsYlkRllrKysxNWrVxEbG8vuV8jLy8OMGTM8JgBd2SToaYabWOCO2zkyscCUe9ra2jyyctqVNDQ0oLCwEOHh4Th+/Dji4uL4DmlYsrOzMWfOHOzbt499LD09HcuXL8f27dt5jIzgKogYcBFMaSA+Ph7vvvuu3YfYRFz+Mt7huiQyDYmXLl1CZGSk3X4FZ10SHYWbEh8P64aZiQVuU+K9JhaMRiOqq6thsViQlZUFqVTK4ytwHJqmcerUKfz85z/H2rVrsX37dkE3OJrNZgQFBeHUqVP44Q9/yD7+i1/8Al9//TXKysp4jI7gKrwjl+YFfPLJJ2hpaWEX33Ahemv8IRKJEBoaiocffhgPP/zwIJfEv/3tb9i8eTOCgoLsxIFcLh9zCpvbJHj//fd7TUp8JEQiEaRSKaRSKeLi4gZNLDQ1NbETC+Hh4RCLxWhvb0dUVBTS0tK8JgtnNBqxadMmvP/++zh8+DCWL18u+ExGb28vKIpCdHS03ePR0dHo6uriKSqCqyGZAQLBDTAuiRcvXmT7Dr788kvWJZEZZ5w1a5bDbnhCaxL0NCaTCXfv3sU333wDjUYDALxMLIyWmzdvshsGS0pKkJyczHdIDtHR0YGYmBicO3cOOTk57OP/+7//iyNHjqChoYHH6AiugogBAoD+P+wPP/wQX3/9Nfz8/KBUKvkOadxhNptx9epVdmLh7NmzMJvNWLBgATutMH/+fPj7+w860DQaDaqrqwXdJOhuDAYDqqqqYLPZkJWVBT8/v2EnFhiBIIQdCzRN48MPP8S6devw+OOPY/fu3bx6MDgLKRNMDIgYIAAAtm3bhrCwMNy+fRt/+ctfiBjwABRFoaqqym5iQaVSYf78+WzmYN68edi1axdu3bqFzZs3IzEx0WuaBF1Jd3c36urqMHXqVMycOXPIsoC7JxZGg8ViwbZt2/D2229j7969+MlPfsK7OBkN2dnZmDt3Lvbu3cs+JpPJsGzZMtJAOE4gYoBgx6FDh/Dcc88RMcADXJfEiooKlJaWQqFQQCqV4tFHH8UjjzwyblwSHYVbGpHJZIPq1iPBTCxwlwRxJxbCw8MRGhrqtn6Djo4OrFy5EkqlEqdOnYJMJnPL83gCZrTwz3/+M3JycnDgwAG89dZbqK2txfTp0/kOj+ACvL/ziEAYJ4jFYshkMshkMsTExOCTTz7B0qVLsXjxYly6dAn//d//zbokMpkDb3RJdBSdToeqqiqIxWIsXLjQ6dKIWCxGaGgoQkNDAQyeWGhvb2cnFrgLmMba2U/TNL744gusWrUK3//+97Fv3z6vmXQYjscffxx9fX145ZVX0NnZCblcjo8++ogIgXEEyQwQ7CCZAf7R6/WYP38+tm7diieffJJ9nHFJZMoKFRUVaGxsRHp6OutzkJ+fL1iXRGfo7OxEfX09YmNjkZyc7JbUPndigREI3IkFJnvg7+/v8M+kKAo7duzA7t27sXPnTqxZs2ZClnUI3gcRA+OY0VgpEzEgDCiKumf6mqZpdHd3o7y8nDVCqqmpQVJSkp04iI+P9xpxQFEUGhoa0NPTg4yMDEyZMsWjzz/SjgVGIAw3sdDT04PVq1ejtbUVJSUlmDt3rkdjJxDGAhED4xhnrZQBIga8GZqmoVAo7DIHjEsid7+CJ10SnUGr1aKqqgoSiQSZmZmC6Li3WCxsv4FCoYBarYafnx/CwsJgMBggEokwd+5cfPXVVygqKsKCBQvw9ttve70JFGHiQcQAwQ4iBsYPNE1Do9Hg7NmzbFMi1yWR2a/gLpdEZ+Jsb29HU1MT4uPjkZSUJEixAvz/xIJCocCxY8ewe/du+Pr6gqIoLF68GJs3b8a8efME7ShIIAwFEQMEAEBbWxvu3r2LM2fOoLi4GBUVFQCA5ORkr29+IvTDuCR+9dVXKC0tRUVFBb766ivWJZERB65wSXQUq9WKuro6KBQKyOVyREZGeuR5XYFCocC6detw69Yt5Ofn4/bt26isrITRaMSaNWuwe/duvkMkEByGiAECAKCoqAiHDx8e9PgXX3yB73znO54PiOARjEYjLl68yC5gYlwSFy5cyJYVZs+e7bBLojOo1WpUVVUhMDAQcrncqUY9vrl69SpWrFiBmTNn4r333mN7G2w2G+rr66HRaLBw4UKeoyQQHIeIAQKBwGKxWHDlyhW278AZl0RHYaYimpubkZSUhISEBK9pcLTZbHj77bfxq1/9Cps2bcKWLVu8Zi8CcRkljAQRAwQCYVi4LokVFRWoqKhgXRJzc3OxaNEiLFiwAJMmTXLoQLdYLKitrYVarUZWVpZXNdpptVr84he/wOeff46jR49i8eLFXiNiAOIyShgZIgYIXsfevXtRXFyMzs5OZGRkYPfu3Vi0aBHfYU0IbDYbGhsb2Z6DiooKdHV1Yc6cOezEQk5ODkJDQwcdlEqlEtXV1ZBKpcjIyHBL6cFd1NXVobCwEFOmTMHx48cRExPDd0ijhjQJE4ZCmC27BMIwlJSU4LnnnsOWLVtw9epVLFq0CA899BDa2tr4Dm1CIBaLkZ6ejvXr1+PYsWNoa2tDQ0MD1q1bB4VCgU2bNiEuLg55eXl48cUX8cEHH6C7uxtbt27FunXrEB8f79SmRr6haRrHjx9HQUEBHn30UXz22WdeLQQIhOEgmQGCV5GdnY05c+Zg37597GPp6elYvnw5WZgiALguiRUVFfj888/R1taG4OBgLF26FN/73ve8xiXRYDDgxRdfxOnTp/HOO+/gBz/4geBjdgSSGSAMBckMELwGs9mMy5cvY8mSJXaPL1myBOfOneMpKgIXkUiE+Ph4rFixAk8++SR0Oh2WLl2K1157DWFhYdi1axdmzpyJWbNmYf369Th69Ci++eYbCO2e5Pr16/jud7+LqqoqXLp0CcuWLROkEHj55ZchEolG/Lp06RKC7QjmAAAF5ElEQVTfYRK8ALKoiOA19Pb2gqKoQZvroqOj0dXVxVNUhKGw2Wx46aWXsG3bNqxduxYikQhFRUWDXBLfeustrF+/HjExMXYWyny5JNI0jTNnzmD9+vX4z//8T7z++uuCHnn82c9+hieeeGLE70lISPBMMASvhogBgtcx8A6NpmlB3rVNZMRiMc6ePTto7E4kEiEiIgLLly/H8uXLWZfEc+fOobS0FMePH8cvf/lLRERE2ImD9PR0t4sDs9mMX//61zh8+DD279+PJ554QvDvq8mTJ2Py5Ml8h0EYBxAxQPAaJk+eDB8fn0FZgDt37ji1557gGRyZvxeJRAgJCcHSpUuxdOlS0DQNg8GA8+fPo6ysDGfOnMGWLVsQFBSEnJwc5OfnIz8/H5mZmS51SWxvb8dTTz0FjUaDr776Cunp6S772UKBcRlta2sDRVH4+uuvARCXUUI/pIGQ4FVkZ2dj7ty52Lt3L/uYTCbDsmXLSAPhOMWdLok0TeOzzz7DqlWr8Mgjj2DPnj3j9mAkLqOEkSBigOBVlJSUoLCwEH/+85+Rk5ODAwcO4K233kJtbS2mT5/Od3gED2C1WnHlyhV2+VJlZSXrksiUFebNm4eAgIAR0/xWqxXbt2/Hm2++id27d2P16tWCLwsQCO6CiAGC17F371784Q9/QGdnJ+RyOV5//XU88MADfIdF4AmKolBdXW23ulmlUmHevHmsOMjOzrZzSezu7saqVavQ3t6OkydPYtasWTy/CgKBX4gYIBAI4wrGJbGsrIwVB11dXZg9ezZyc3MRGRmJvXv3Ii8vDwcPHvQqS2QCwV0QMUAgEMY1NE3j5s2bKC0tRXl5OU6cOIG1a9di9+7dvIwvEghChIgBAsGDlJeXo7i4GJcvX0ZnZydOnz6N5cuX8x3WhMJiscDX15f0BxAIHIgsJhA8iE6nw/333489e/bwHcqERSKRECFAIAyAiAECwYM89NBD+N3vfocf/ehHfIdCECitra1YvXo1EhMTERgYiBkzZmDbtm0wm818h0YYxxDTIQKBQBAQDQ0NsNls2L9/P5KTk1FTU4M1a9ZAp9Phtdde4zs8wjiF9AwQCDwhEolIzwDBIYqLi7Fv3z7cuHGD71AI4xRSJiAQCASBo1KpEBERwXcYhHEMEQMEAoEgYK5fv44333wTP/3pT/kOhTCOIWKAQCAQPMDLL78MkUg04telS5fs/p+Ojg4sXboUjz32GJ555hmeIidMBEjPAIHgQbRaLVpaWgAAs2fPxq5du1BQUICIiAjEx8fzHB3BnfT29qK3t3fE70lISEBAQACAfiFQUFCA7OxsHDp0iBgkEdwKEQMEggcpLS1FQUHBoMdXrlyJQ4cOeT4ggiBpb29HQUEB5s6di/fee8+hddAEwlggYoBAIBAEREdHBx588EHEx8fj3XfftRMCU6dO5TEywniG+AwQCASCgPjkk0/Q0tKClpYWxMbG2v0buXcjuAtShCIQCA6zfft2zJ8/H8HBwYiKisLy5cvR2NjId1jjiqKiItA0PeQXgeAuiBggEAgOU1ZWhg0bNuD8+fP49NNPYbVasWTJEuh0Or5DIxAIY4D0DBAIhFHT09ODqKgolJWV4YEHHuA7HAKBMEpIZoBAIIwalUoFAMQdj0DwckhmgEAgjAqaprFs2TIoFApUVFTwHQ6BQBgDZJqAQCCMip/97GeoqqpCZWUl36EQCIQxQsQAgUBwmo0bN+LMmTMoLy8fNP5GIBC8DyIGCASCw9A0jY0bN+L06dMoLS1FYmIi3yERCAQXQMQAgUBwmA0bNuDYsWP44IMPEBwcjK6uLgBAaGgoAgMDeY6OQCCMFtJASCAQHEYkEg35+DvvvIOioiLPBkMgEFwGyQwQCASHIfcOBML4hPgMEAgEAoEwwSFigEAgEAiECQ4RAwQCgUAgTHCIGCAQCAQCYYJDxACBQCAQCBMcIgYIBAKBQJjgEDFAIBAIBMIEh4gBAoFAIBAmOEQMEAgEAoEwwfk/a5Kau++AZtYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting Gamma\n", + "Fitting Theta\n", + "Gamma number of Gaussians: 4\n", + "Theta number of Gaussians: 7\n", + "\n", + "CHANGE GAUSSIANS\n", + "################################\n", + "Clusters associated with appearances: 3\n", + "Clusters associated with disappearances: 0\n", + "Saved to: \n", + " test_data_t0_1.pk\n", + " test_data_t1_1.pk\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from gmm.gmm_change_detection import *\n", + "\n", + "input1 = \"\" # Empty input1 since we're using artificial data\n", + "input2 = \"\" # Empty input1 since we're using artificial data\n", + "output_directory = \"gmm_saved_models\"\n", + "test = True\n", + "visualize = True\n", + "verbose = False\n", + "n_start = 4\n", + "n_disappearances = 0\n", + "n_appearances = 3\n", + "\n", + "gmm_change_detection(input1, input2, output_directory, test, visualize, verbose, n_start, n_disappearances, n_appearances)" + ] + }, + { + "cell_type": "markdown", + "id": "5c515cd2-790b-48fc-9db1-14a86bb9fbf9", + "metadata": {}, + "source": [ + "### Reuse the previously segmented points to make the process faster" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f015a5d5-3987-466c-b78f-1100606593eb", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gamma number of Gaussians: 4\n", + "Theta number of Gaussians: 7\n", + "\n", + "CHANGE GAUSSIANS\n", + "################################\n", + "Clusters associated with appearances: 3\n", + "Clusters associated with disappearances: 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "input1 = \"gmm_saved_models/test_data_t0_1.pk\"\n", + "input2 = \"gmm_saved_models/test_data_t1_1.pk\"\n", + "test = False\n", + "\n", + "gmm_change_detection(input1, input2, output_directory, test, visualize, verbose, n_start, n_disappearances, n_appearances)" + ] + }, + { + "cell_type": "markdown", + "id": "32e6724f-87cd-4c7e-bdfd-bf7ec586abeb", + "metadata": { + "tags": [] + }, + "source": [ + "## GMM change detection using raw Robot Point Clouds" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "39f56d47-f63e-482d-a38b-76e7a1629d34", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting Gamma\n", + "Fitting Theta\n", + "Gamma number of Gaussians: 25\n", + "Theta number of Gaussians: 25\n", + "\n", + "CHANGE GAUSSIANS\n", + "################################\n", + "Clusters associated with appearances: 3\n", + "Clusters associated with disappearances: 3\n", + "Saved to: \n", + " groundtruth_20230419_1830_survey_run4_1.pk\n", + " groundtruth_20230419_1836_survey_run5_1.pk\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from gmm.gmm_change_detection import *\n", + "\n", + "input1 = \"data/groundtruth_20230419_1830_survey_run4.bag\"\n", + "input2 = \"data/groundtruth_20230419_1836_survey_run5.bag\"\n", + "output_directory = \"gmm_saved_models\"\n", + "test = False\n", + "visualize = True\n", + "verbose = False\n", + "\n", + "gmm_change_detection(input1, input2, output_directory, test, visualize, verbose)" + ] + }, + { + "cell_type": "markdown", + "id": "dcda080c-2377-41e8-a4da-50cf3483eaa7", + "metadata": {}, + "source": [ + "### Reuse the previously segmented points to make the process faster" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "36415f0a-4394-43f5-bf3b-b4b5a875aac3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gamma number of Gaussians: 25\n", + "Theta number of Gaussians: 25\n", + "\n", + "CHANGE GAUSSIANS\n", + "################################\n", + "Clusters associated with appearances: 3\n", + "Clusters associated with disappearances: 3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "input1 = \"gmm_saved_models/groundtruth_20230419_1830_survey_run4_1.pk\"\n", + "input2 = \"gmm_saved_models/groundtruth_20230419_1836_survey_run5_1.pk\"\n", + "output_directory = \"gmm_saved_models\"\n", + "test = False\n", + "visualize = True\n", + "verbose = False\n", + "\n", + "gmm_change_detection(input1, input2, output_directory, test, visualize, verbose)" + ] + }, + { + "cell_type": "markdown", + "id": "70a0bbd4-3c85-4231-bb97-84bd5c592d7c", + "metadata": {}, + "source": [ + "## GMM change detection using a 3D Mesh" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3c80d2de-918a-4736-8ce1-3143118e3f45", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting Gamma\n", + "Fitting Theta\n", + "Gamma number of Gaussians: 25\n", + "Theta number of Gaussians: 24\n", + "\n", + "CHANGE GAUSSIANS\n", + "################################\n", + "Clusters associated with appearances: 2\n", + "Clusters associated with disappearances: 2\n", + "Saved to: \n", + " run5_1.pk\n", + " run4_1.pk\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from gmm.gmm_change_detection import *\n", + "\n", + "input1 = \"data/run5.ply\"\n", + "input2 = \"data/run4.ply\"\n", + "output_directory = \"gmm_saved_models\"\n", + "test = False\n", + "visualize = True\n", + "verbose = False\n", + "\n", + "gmm_change_detection(input1, input2, output_directory, test, visualize, verbose)" + ] + }, + { + "cell_type": "markdown", + "id": "dca62b23-035f-411d-93ba-6174a1cd82e7", + "metadata": {}, + "source": [ + "### Reuse the previously segmented points to make the process faster¶" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "afe2420e-1b66-408e-b423-b38a3ba0e789", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gamma number of Gaussians: 25\n", + "Theta number of Gaussians: 24\n", + "\n", + "CHANGE GAUSSIANS\n", + "################################\n", + "Clusters associated with appearances: 2\n", + "Clusters associated with disappearances: 2\n" + ] + }, + { + "data": { + "image/png": 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lpKTYrWexWFiPHj1Yv379hGXuDkX2ZP5arVbWrl071rp1a2Y2mxljd4Z67dmzx25dV0PRXA1F/uKLLxgA9s0339gtP3bsGAPA1q1bJyyLi4tjYrHY5a0Lly9fZgDY+vXrq91X4vv44+zIkSPMZDKxsrIy9uOPP7LIyEgWFBTEcnJyGGN3cnDfvn3Vbs9Tx/+0adMYALuynTHGli9fzgCw//znP8IyAEypVAqxMmYrq5KSkli7du2EZbNnz2aBgYHsxo0bdtt8++23GQD2xx9/ON0ni8XCTCYTW7p0KQsPD7erl9SUS1W38c9//pOJxWK7su+ee+5xettB586d2ahRo4Tfly5dygCwXbt2ufwcd88DX3/9NQPATp48WW3cjDG2a9cuBoDt3LmzxnWJZzRmXlY3FJkxxtavX88AsO3btwvLALDFixcLv3ft2pU9/PDDtdrHmurw48aNs1v/999/ZwDYsmXLhGV87vzrX/+yW/fpp59mIpFIyPXalI+VVVf+8+eojRs3Vruf/DZu3LjhECt//lu5cqXde/785z8zhUIhnGt+++03BoC9+uqrLj8nIyODSSQSh7ZPWVkZi46OZo8++ihjjLGCggIGgL333nvVxs0YY0ajkXEcxxYsWFDjug3Bp4Yiu9KnTx9IpVLh3+rVq4XXysvLsWDBArRr1w4SiQQSiQSBgYHQarU4f/68w7bGjh1r93unTp0AAGPGjHFYXnUoBGC7oiESiezWc/V+AMjIyBCWXbt2DY8//jiio6MhFoshlUpxzz33AIDTWCvLysoCAERFRTl9fciQITh27BiOHTuG33//HRs2bEB+fj7uvfdeYZjDlStXcOHCBTzxxBMAALPZLPwbPXo0srOznQ7h5Gm1Wvz3v//FhAkTEBgYKCwXi8WYMmUKMjMzHd7/yCOP2P2u1+uxZ88ejBs3DgEBAQ4x6PV6HDlyxO49/D5XnvWPEN6DDz5o93v37t0B3BmWdejQIWg0GkybNs3ueLNarbj//vtx7Ngxt4YTN1T+HjhwAFeuXMG0adOEHuYnn3wSHMc59ODU1o8//ojQ0FCkpKTY7XvPnj0RHR3tMFSte/fu6NChg9NtUR42PwMGDIBUKkVQUBDGjh2L6Oho7Ny5Ey1atKjVdjx9/PNlGO/xxx8HYBuRVNnw4cPtYhWLxZg0aRKuXLmCzMxMALYcGTZsGFq1amWXIw888IAQH2/v3r247777EBISIpwDFi1ahMLCQodbj1zlUlpaGh588EGEh4cL25g6dSosFgsuXbpkt250dDT69evnsN3KdZOdO3eiQ4cOuO+++5x+V/w+unMe6NmzJ2QyGWbNmoVPP/3UYYhnZXQ+8J7GyMuaMDduSenXrx927tyJhQsXYv/+/dDpdA7r1LYOXzX3Bw0ahLi4OIfcDwoKcqgbPP7447Barfjtt98A1K58rG35X7XuCwB5eXl45pln0KZNG0gkEkilUsTFxbnchrO6jV6vF841O3fuBAA899xzDu/l/fLLLzCbzZg6dardPioUCtxzzz3CPqrVaiQmJmLVqlV45513kJaW5nDLA08qlQqjObzBZ4YiR0REQKlUOm1Mbt26FRUVFcjOznZ6oO7Zswevv/467rrrLgQHB4PjOIwePdppEqnVarvf+Xt5nS2vfO9AXd4PQNhGeXk5hg4dCoVCgWXLlqFDhw4ICAjAzZs3MX78eKexVsa/rlAonL4eEhKCvn37Cr8PGjQInTt3xsCBA7F69Wq8+eabyM3NBQDMnz8f8+fPd7qd6h4PVFRUBMaY06Hi/H3PlYeYAHBYt7CwEGazGWvWrMGaNWvcioHf55q+I9I8hYeH2/3OD5vnjxf+uOeHHjqj0Wjsht1W1ZD5u2HDBgDAuHHjhCE/ISEhGDJkCL755ht88MEHdR7ql5ubi+LiYpdzFlTNtepuA6E8bH7++c9/olOnTpBIJGjRokWtbhOqzJPHv0Qiccj56OhoAI7lD7/c1boxMTHIzc3Fjh07HIYB8vgcOXr0KEaOHInk5GR88sknwv2433//PZYvX+6QF86+q4yMDAwdOhQdO3bE+++/j/j4eCgUChw9ehTPPfecwzaq7idgO79VXi8/P18YGu2Ku+eBxMRE7N69GytXrsRzzz0HrVaLtm3b4vnnn8df/vIXu/fQ+cB7GiMva8LX1SvPeVPV//3f/yEmJgbbt2/HihUroFAoMGrUKKxatQrt27cHUPs6vKucrpr7zhr5Vc8T7uZFbcv/gIAABAcH2y2zWq0YOXIksrKy8Prrr6Nbt25QqVSwWq0YMGCA032tqW6Tn58PsVjs9Dvh8fWfu+66y+nrfEcdx3HYs2cPli5dipUrV+LFF1+EWq3GE088geXLlyMoKMjufQqFwmu57zMNW7FYjHvvvRe//vorsrOz7RKVH/9decw4AJSUlODHH3/E4sWLsXDhQmG5wWCARqNplLjdtXfvXmRlZWH//v3CVR4Abj8vk7/PQKPRuH0S43uuTp06ZbeNl19+GePHj3f6no4dO7rcXlhYGEQiEbKzsx1e46/8Vb0four9UWFhYUIPr6urTJXvCQYg/C2rbpsQd/DHzZo1a4RJNqqq6Up3Q+VvSUkJvvnmGwCuC56tW7fiz3/+s1uf4+xzw8PD8fPPPzt9vWphVd097JSHzU+nTp3sLpjWlSePf7PZjMLCQrtKX05ODgDHiiC/3Nkyft2IiAh0794dy5cvd/r5fMV927ZtkEql+PHHH+0aAq6e5+osl77//ntotVp8++23Qk8NAIfJWWojMjJS6H12pTbngaFDh2Lo0KGwWCw4fvw41qxZg3nz5qFFixaYPHmysB6dD7ynofOyJowx7NixAyqVqto4VCoVlixZgiVLliA3N1fovU1JScGFCxfqVId3ldPt2rWzW8Y36Jy9t3Luu5MXtS3/neX+2bNncerUKWzevBnTpk0TlvP3R9dFZGQkLBYLcnJyXP79+L/x119/bXfOcSYuLk640Hjp0iV8+eWXSE1NhdFodJgorqioyGu57zMNW8DW4Nq5cyeeeeYZfP311y6voPI4jgNjTLiKwfvHP/7hMPOZt/EHetVYP/roI7fen5SUBMB283mXLl3ceg9fWPLDTDp27Ij27dvj1KlTeOONN9zaRmUqlQr9+/fHt99+i7ffflu4qd5qteLzzz9HTEyMy2GMvICAAAwbNgxpaWno3r27yytllV27dg0ikajaRjchrgwePBihoaE4d+4c5syZU+26Va+I8hoqf7du3QqdToe///3vTifgmDhxIjZu3Fhjw7ZqLw5v7Nix2LZtGywWC/r37+9WrK7wwxL5C42EuMvTx/+WLVvw/PPP220HsE1qUtmePXuQm5srXLiyWCzYvn07EhMThZn/x44di3//+99ITExEWFiYy33gOA4SiUQYLg3YzhOfffaZO1+BsA3A/jzCGMMnn3zi9jaqeuCBB7Bo0SLs3bsX9957r9N16nIeEIvF6N+/P5KSkrBlyxacOHHCrmFL5wPfV5d6JWCbHfzcuXN45ZVX3O7tbdGiBaZPn45Tp07hvffeQ0VFRZ3q8Fu2bLEb5nvo0CHcuHEDM2fOtFuvrKwMP/zwg90oz61bt0IkEuHuu+8G4H5e1Lf899Q2qnrggQfw5ptvYv369Vi6dKnTdUaNGgWJRIKrV686HR7tSocOHfDaa6/hm2++wYkTJ+xey8rKgl6v91ru+1TDdvDgwVi7di3mzp2L3r17Y9asWejSpYvQS8hf2eW7+IODg3H33Xdj1apViIiIQHx8PA4cOIANGzY0uVn6Bg0ahLCwMDzzzDNYvHgxpFIptmzZIvSm1qR///5QKpU4cuSIw3BswHbliL831WQy4fz583jjjTcgl8vtekY/+ugjPPDAAxg1ahSmT5+O1q1bQ6PR4Pz58zhx4gS++uqrauN48803MWLECAwbNgzz58+HTCbDunXrcPbsWXzxxRduzVr8/vvvY8iQIRg6dCieffZZxMfHo6ysDFeuXMGOHTscZpg7cuQIevbsWW2lgxBXAgMDsWbNGkybNg0ajQYTJkxAVFQU8vPzcerUKeTn52P9+vUAIMz2+/7772PatGmQSqXo2LFjg+Xvhg0bEBYWhvnz5zutIEydOhXvvPMOTp06hR49erjcfrdu3fDtt99i/fr16NOnD0QiEfr27YvJkydjy5YtGD16NP7yl7+gX79+kEqlyMzMxL59+/DQQw9h3Lhxbu3DkSNHIBaLhUoBIe7y5PEvk8mwevVqlJeX46677hJmRX7ggQccGscRERG499578frrrwuzIl+4cMHukT9Lly7Frl27MGjQIDz//PPo2LEj9Ho90tPT8e9//xsffvghYmJiMGbMGLzzzjt4/PHHMWvWLBQWFuLtt992qKhWZ8SIEZDJZHjsscfwt7/9DXq9HuvXr0dRUVFtv1LBvHnzsH37djz00ENYuHAh+vXrB51OhwMHDmDs2LEYNmyY2+eBDz/8EHv37sWYMWMQGxsLvV4v3Odc9R7eI0eOIDw8nGZI92G1qVdqtVpcvHgR27Ztw8GDB/Hoo48Kj7Cqbvtjx45F9+7dERYWhvPnz+Ozzz7DwIEDhRm2a1uHP378OGbOnImJEyfi5s2bePXVV9G6dWuHi1/h4eF49tlnkZGRgQ4dOuDf//43PvnkEzz77LPC0H1386K+5T9gu4iQmJiIhQsXgjEGtVqNHTt2YNeuXW5vo6qhQ4diypQpWLZsGXJzczF27FjI5XKkpaUhICAAc+fORXx8PJYuXYpXX30V165dw/3334+wsDDk5ubi6NGjQq/66dOnMWfOHEycOBHt27eHTCbD3r17cfr0abvedADCMTFs2LA6x14vXpmyqp5OnjzJnnzySZaQkMDkcjlTKBSsXbt2bOrUqQ6zJGZmZrJHHnmEhYWFsaCgIHb//fezs2fPsri4ODZt2jRhPVezifKzj+Xn59strzobq6tZgvnZ57766iu75c4+79ChQ2zgwIEsICCARUZGspkzZ7ITJ04wAGzTpk3CemazmQ0cOJCNHz/ebpuTJk1iEonEYQa0qrMii8ViFhsbyyZMmMDS0tIcvt9Tp06xRx99lEVFRTGpVMqio6PZvffeyz788MMa95cxxg4ePMjuvfdeplKpmFKpZAMGDGA7duyocf8ru379OpsxYwZr3bo1k0qlLDIykg0aNMhuZjvGbDO3BQQEsNWrVzvdDvFv7syKXDX3+GO3ck4xxtiBAwfYmDFjmFqtZlKplLVu3ZqNGTPG4f0vv/wya9WqFROJRHYzS7qbv5VVzuUpU6awzp07M8YYKy4uZlFRUQwAmzdvnsv9v3Dhgt1s7q7ySqPRsAkTJrDQ0FDGcRyrfOo3mUzs7bffZj169GAKhYIFBgaypKQkNnv2bHb58mVhvZpmwRw6dKjDzNLEP9V0/ua5O/sqY8zu+GfMVg7V9vjnzwenT59mycnJTKlUMrVazZ599llWXl5u914A7LnnnmPr1q1jiYmJTCqVsqSkJLZlyxaHz8nPz2fPP/88S0hIYFKplKnVatanTx/26quvCts1m80sMTGRBQYGMrlcztq2bcvefPNNtmbNGuGzeNXl0o4dO4RcbN26NXvppZfYzp07Hb7He+65h3Xp0sXh/dOmTXOYAb2oqIj95S9/YbGxsUwqlbKoqCg2ZswYduHCBWEdd84Dhw8fZuPGjWNxcXFMLpez8PBwds8997AffvjB7vOsViuLi4tzmGmVNKzGyEte5Xolx3EsMDCQdezYkU2ZMoX98ssvTreFKrMiL1y4kPXt25eFhYUJOfPXv/6VFRQUCOvUtg7/66+/silTprDQ0FCmVCrZ6NGj7coxxu7kzv79+1nfvn2ZXC5nLVu2ZK+88grT6/V29Ws+L7p27coAMJlM5rR8dLf8r67Ocu7cOTZixAgWFBTEwsLC2MSJE1lGRobD9+aqXcJ/B5Wf2mCxWNi7777LunbtymQyGQsJCWEDBw50qJN///33bNiwYSw4OJjJ5XIWFxfHJkyYwHbv3s0YYyw3N5dNnz6dJSUlMZVKxQIDA1n37t3Zu+++K8xWz5syZQrr1q2b031sDD7ZsCWMXbp0iQUEBLDPP9iZuu8AACAASURBVP9cWDZ69GgGgB08eNCLkTWuf/zjH0ylUjk8AogQX8HnMv9YjiNHjrApU6aw7t27M4PB4O3w3HLlyhXGcRz79ddfvR0K8VH8IzScPVrEXdVVGquq2tj0BGflsq/lsifs3r2biUQiegSfH/BEXjYGdxv1jLm+KMSjPK67kpISplKp2Mcff+y1GPzicT/NUfv27fHmm29i7ty5yMrKwr/+9S/s2rULI0eOxFtvveXt8BqF2WzGihUr8PLLL9MwZOKz+Fx+9913kZKSgjlz5mDbtm349NNP3brHvClYtmwZhg8fjhEjRng7FOKj+vbti0cffRR///vfvR1KnTkrl30tlz1h2bJlmDFjhnCPJvFd/pCXtUV5XHfvvvsuYmNj8eSTT3otBmrY+rC5c+eiR48emDp1KmbNmoVFixZhw4YNuOuuu1BWVubt8BrczZs38ac//Qkvvviit0MhpF74XObvZ1+wYAF69uzp7bDcYjabkZiYiLVr13o7FOLjVq9e7fPll7Ny2Vdy2ROKiopwzz33uJxFmvgef8jL2mrueVxXwcHB2Lx5MyQS703hxDHmxlOUSZN14cIFdOrUCd26dcOJEye8ejARQuqOcpkQ/0C5TIjvozz2TdRj6+M2btyIgIAAXL9+vcZn1RFCmi7KZUL8A+UyIb6P8tg3UY+tDzt8+DDuvvtu7Ny5EytXroTFYsHu3bvdeqQOIaTpoFwmxD9QLhPi+yiPfRc1bH2UTqdDjx49MHLkSHzwwQfIyMhA165dsXLlSjzzzDPeDo8Q4ibKZUL8A+UyIb6P8ti30VBkH7Vw4UJYrVasWLECABAbG4vVq1fjpZdeQnp6uneDI4S4jXKZEP9AuUyI76M89m3UY+uDDhw4gOHDh2P//v0YMmSI3WujRo2C2WymIROE+ADKZUL8A+UyIb6P8tj3UcOWEEIIIYQQQohPo6HIhBBCCCGEEEJ8GjVsCSGEEEIIIYT4NGrYEkIIIYQQQgjxadSwJYQQQgghhBDi06hhSwghhBBCCCHEp1HDlhBCCCGEEEKIT6OGLSGEEEIIIYQQn0YNW0IIIYQQQgghPo0atoQQQgghhBBCfBo1bAkhhBBCCCGE+DRq2BJCCCGEEEII8WnUsCWEEEIIIYQQ4tOoYUsIIYQQQgghxKdRw5YQQgghhBBCiE+jhi0hhBBCCCGEEJ9GDVtCCCGEEEIIIT6NGraEEEIIIYQQQnwaNWwJIYQQQgghhPg0atgSQgghhBBCCPFp1LAlhBBCCCGEEOLTqGFLCCGEEEIIIcSnUcOWEEIIIYQQQohPo4YtIYQQQgghhBCfRg1bAOnp6XjqqaeQkJAApVKJxMRELF68GEaj0duhubRu3TokJCRAoVCgT58+OHjwoLdDcsubb76Ju+66C0FBQYiKisLDDz+Mixcvejss4gcojxsP5TFpKL6YxwDlMiFV+WIuUx77PmrYArhw4QKsVis++ugj/PHHH3j33Xfx4Ycf4pVXXvF2aE5t374d8+bNw6uvvoq0tDQMHToUDzzwADIyMrwdWo0OHDiA5557DkeOHMGuXbtgNpsxcuRIaLVab4dGfBzlceOhPCYNxdfyGKBcJsQZX8tlymM/wYhTK1euZAkJCd4Ow6l+/fqxZ555xm5ZUlISW7hwoZciqru8vDwGgB04cMDboRA/RHncOCiPSUNqynnMGOUyIe5qyrlMeewfqMfWhZKSEqjVam+H4cBoNOJ///sfRo4cabd85MiROHTokJeiqruSkhIAaJLfNfF9lMeNg/KYNKSmmscA5TIhtdFUc5ny2H9Qw9aJq1evYs2aNXjmmWe8HYqDgoICWCwWtGjRwm55ixYtkJOT46Wo6oYxhhdeeAFDhgxB165dvR0O8TOUx42D8pg0pKacxwDlMiHuasq5THnsP/y6YZuamgqO46r9d/z4cbv3ZGVl4f7778fEiRMxc+ZML0VeM47j7H5njDksa+rmzJmD06dP44svvvB2KKQJozxu2iiPiTv8OY8BymXSfPhzLlMe+z6JtwNoSHPmzMHkyZOrXSc+Pl74OSsrC8OGDcPAgQPx8ccfN3B0dRMREQGxWOxwBSkvL8/hSlNTNnfuXPzwww/47bffEBMT4+1wSBNGedx0UR4Td/ljHgOUy6T58cdcpjz2H37dsI2IiEBERIRb6966dQvDhg1Dnz59sGnTJohETbMzWyaToU+fPti1axfGjRsnLN+1axceeughL0bmHsYY5s6di++++w779+9HQkKCt0MiTRzlcdNDeUxqyx/zGKBcJs2PP+Yy5bH/EKempqZ6Owhvy8rKQnJyMmJjY7F+/XrodDqUl5ejvLwcgYGB3g7PQXBwMF5//XW0bt0aCoUCb7zxBvbt24dNmzYhNDTU2+FV67nnnsOWLVvw9ddfo1WrVsL3LBaLIZVKvR0e8WGUx42H8pg0FF/LY4BymRBnfC2XKY/9hHcmY25aNm3axAA4/ddUrV27lsXFxTGZTMZ69+7tM1N6u/qeN23a5O3QiI+jPG48lMekofhiHjNGuUxIVb6Yy5THvo9jjDHPN5cJIYQQQgghhJDG0TQHuxNCCCGEEEIIIW6ihi0hhBBCCCGEEJ9GDVtCCCGEEEIIIT6NGraEEEIIIYQQQnwaNWwJIYQQQgghhPg0atgSQgghhBBCCPFp1LAlhBBCCCGEEOLTqGFLCCGEEEIIIcSnNduG7VtvvYVPPvnE22HU2W+//YYZM2Z4O4w6MxqNGDhwIIqKirwdCvFhmzdvxtKlS70dRp3l5uZi0KBB3g6jXp577jn8/PPP3g6D+LhHHnkEJ0+e9HYYdfbpp5/69LmoqKgIAwcOhMFg8HYoxIcdO3YMkydP9nYY9TJhwgSfPxctWbLE22F4TbNt2F6/fh0ZGRneDqPONBoNTp8+7e0w6sxiseDIkSOwWCzeDoX4sKysLFy+fNnbYdSZ0WjE4cOHvR1GvZw9exaFhYXeDoP4uLS0NJSWlno7jDq7desWrly54u0w6sxoNOLIkSPgOM7boRAfVlZWhhMnTng7jHo5ceKET5+LMjMzcfXqVW+H4TUSbwfQWKxWK0pKSoTfTSYTtFqtz/YYlpeXw2Kx+Gz8Wq0WAFBaWgqxWOxyvYyMDERFRSE6OpoKXALAdlGEL3QMBgP0er3P5kFxcTEA+Gz8gK1CXFFRUe0+6HQ65Ofno3v37pTHBADAGBOOf15xcbHP5oJOp4PRaPTZ+DUaDQCgpKQEEonrqmFubi4UCgXi4uIolwkA+/q1VquF2Wz22TwAbPtTVlbms/vgzt+AMYZr166hbdu2CAsL86tc5hhjzNtBNIaCggJERkYKv7ds2RIcxyErK8uLUdVdVFQUjEajQ8XAV0gkEpjNZkilUphMphrXLykpQXBwcCNERpoyxhhyc3PRsmVLALY8tlqtyM3N9XJkdRMQEICKigpvh1EvarUaEokEeXl5Na5bXFyMkJCQRoiKNHVFRUVQq9XC70FBQZDL5SgoKPBiVHXXsmVLMMaQk5Pj7VDqRKlUQqfTub0+lcmEl5ubi+joaAC28sBoNKK8vNzLUdWdSqWCQqHw2ZFIrVq1gtVqdftc5G+53Gx6bAMCAnDz5k2hd/D555+HXC7HqlWrvBxZ3Xz99ddYs2YNzp075+1Q6qSoqAhdunTByZMnERYW5nK9wYMHY/Xq1QgKCmrE6EhTxRiDSqXCrVu3wHEcVq5ciVOnTiEtLc3bodXJ9evXMXjwYJ+9wAYAw4cPx4wZM/DEE0+4XOfQoUN44YUXKI+JQKVS2ZXJ/fr1Q2pqKkaPHu3lyOpm2bJluHr1qs8Ow0xPT8egQYOQmZkJkcj1XWpz585Fx44dKZeJQKVSCcfNvn378Ne//hWXLl3ydlh11rt3b6xatQrDhw/3dih1smjRIuTk5ODjjz92uY7BYEBCQgIuXrzod7ncbBq2IpEIISEhQiE6efJkiMVin+09GDBgAAD4bPxSqRSLFi1CdHQ0FAqF03X4wQRBQUF+NUyC1B3HceA4DiEhIeA4DmPGjEGvXr18Ng/i4+OxePFin40fAObMmYM+ffpUuw9KpRISiYTymAhu3LgBpVIpHDcvvvhijcdRU5aSkoLCwkKfjb9NmzZYtGhRtReaAVtdKiAggHKZALDdinL58mW0b98eIpEIPXv2xIsvvuizeQDYzkU9evTw2X146KGHUF5eXm38/Egxvi7lT5pNw7bqiOu2bdt6KRLPiIyMRJcuXbwdRp1JpVL07t0bUqm02vUsFku1V49J81I1j2NiYqBSqbwUTf0pFAr06tXL22HUS6dOnRAVFVXtOlarFSKRyO8KUFJ3ubm5iIyMFIYjd+3a1W5osq9p06aNT8evVCrRu3fvGtezWq2Ux0RgNpuRkZGB9u3bAwBCQ0PRvXt3L0dVP927d6/xAk9TFhsbC6PRWO06VqsVAPyyfu1/e+QmOjF7l7u3djPG/DLxiOc0k2kCmizGWI3nU75hS0hllY8bjuMol73InTzm16tuwkfSvFQ9ZiiPvc/dMhlAtRPF+apmU9NwlmiUfN5HFWJSG1Vzli5Q+QbKY1IVVYB9E42iIpXxOUy57Fuox9bHXbx40eH5clQh9i53T4JUISaV0QWqpod6bEldVc5dauh6l7s9tpTLxBk+dymPva82Pbb+mMv+t0dOmEwmp4+UoeTznsonwerQ1WFSGfXY+ibKY1KZu40o0vRQw5ZUh/LaN1gsFgDUsPVZzhKNrir5BqvVSvfzEACARqPB0aNHHZb7Qx77+j64c3WY8pjwnA1f9Icy2Zfjr02PLeUyqaryse/LeeAPatNj64+53CwatgAlmq+iq8OEZ7FYoNVqHSacId7lzrmV8phUxle8qjZsSdNHuUwqo1FUvomGIvshf7g67MvcHYpMhSjh8ccKY4yuDjcxlMekNlxNOEO57D10jy2pDyqTmw66x7aZoERreujRAqQ2qjZoAbpA1RS48/3TPbakMmcVL8pl30C5THjO8pXy2Dfw99j6Yw+7/z3AqApXCUbJ513ufvcWi4UatsQlfzwp+xqaFZnUhk6nQ3l5OZXBTQw9x5bUVlFRkd1IKtI01KZM9sc6lN/XNJzdywNQhdjbaNgTqQt63I9vojwmvLy8PFy8eNFhOTV0fQPlMuGdPXsWRUVFdssoj31DffN4+fLlGDRoEAICAhAaGurByOrP789O1SUYJV/TR4UoqYwuUDU97l4dpl4ewqPJo5oeuthM6qLq/fKUx97XGKOojEYjJk6ciGeffbbO22gozWIosqseW2rYNn1UiJKaUB43fZTHhMeXvc7KYMrlpq8+ubx8+XL89NNPOHnyJGQyGYqLiz0cHWlMHMcJDahjx45BJBLBarWCMYbff//dy9HVnV6vx9mzZ332YqzBYADHccjNza12nYEDB6KsrAwcxyEoKKhWFyWWLFkCANi8eXN9w/W4ZtOwJU2Lu38XmqiCAK5nUaXcbhrcuTpMfytSHbrY7F2NUSbzvTwDBw7Ehg0b6rQN0rTwORsVFYXIyEgYjUacOXMGSUlJPnvOP3PmDGJjYxEcHOztUOokPT0dMpkMrVq1crnOuXPncODAAWEYcUlJic/ub1XNomFb+X8eFaLeRw+DJ+5y1cPDv0a8x93n2FIeEx4/w3lJSQlu3LgBwDapVGFhoTBbp68pKiqC0WgU9sfX6HQ6mM3mauNnjKFt27YwGAwoLS0FgFr19DTlXh5SO1XLZLVaDbVaDb1eL/zuqw1bsViM4OBgqNVqb4dSJ9nZ2VAoFNXGHxYWhsDAQGRmZgo9tv7Crxu2fOFJk0c1Pe5Uhvm/H/XYEprdvOmiWZFJbTHGYDAYUFxcDKlUCgAwm83Q6XQ+WzYbDAaYzWaUlJR4O5Q6MRqNwsUGV7RaLbZu3YqtW7fi6aefBuBfPT2k9sxmMwBAqVQCsH/efEPkMtNkgAtqCdw+bxBH7nz3/OzmwcHBwrqpqanCxSdXjh07hr59+3os1obg1w1bHv9Hq/qHpgqxd7mTeIB/PkCa1E51Pbak6aOGLanKbDZDqVSiW7du4DgOaWlpiIiIQJs2bbwdWp1cv34d5eXl6Natm7dDqZOioiKcPXsW3bt3d7kOYww9evTAvHnzMH78eADwq54e4j6+TDYYDAAatrPoyLmb+PQ/6Xi4ZCN6sp9xDl1ws897eHhgWwQHBDTY53oSYwyZmZkoKyuDXC5HmzZtIJPJvBaPszJ5zpw5mDx5crXvi4+Pb8CoPMOvG7aVK8HUY9u0uDt8EaCGLbE/Xio3cKmx633uXB2me+UJYH9rkNlsFnprAcplb3Mnj/nXAwMDhV5af+nlIbXDz5vADz3m62uefq5tRXkFNqw9hnjxBdwV/SWCxEAM0vD34/n47HgRvvpzT4QGBSHtWiHUwQrERag88rmeZDQa8cM779i+rxYtwCQSHD58GH/6058a7DPdKZOrrhMREYGIiIgGi6mxNIuGLd2b1/S4WxkGQPfmEeqx9XHUY0sA+/O+yWQShi82lIy8YpgrdAg7sxrFZUao71+MEHW4W+81m80Qi8V0EbyKqrnsL708pHb4spifgbehHNp4FD01pQhGIMwqFbhQLUoRCEACC4AJ604iMQC4XAHIAPy8YGiDxeIOs9kMs9kMa0UFrGIxTFlZyH/wYdwFwADg0sQJKO6UBHAcLl68iI4dO3o8hsaY9yIjIwMajQYZGRmwWCw4efIkAKBdu3YIDAys83Y9wW8btgaDAZcuXUKHDh2cvk6FVdNHPbYEAPLz84VKME0C1zTRc2yJO6r22Eokd6ogns7lHYcu4B//zsDggC8xS/wF1ADe+CQMZWH3YdnErlCHhTl9X16eBlevZuLWrXy0axeHnj3beSym2srPz8cvP/0EiMXA7RybMGECFAqFxz/L3Xsi+XvzeP7Sy0Nqp+pQ5KrPsfVELjPGkH1YA9vYgCAYLXIAWkSjQFjHClujFgCMAHb+9xIe6O+83s/T6XRC/bK8vByFhYWoqKiAUqlEfHw8DAYDdIWFKCspgTQqCob8fFjNZsBgAGQyICcHOHAQyM0BRCLgzFng5k2Xnyev9L9UVwEwBnAcjh07hvbt23u8jtsY814sWrQIn376qfB7r169AAD79u1DcnJynbfrCX7bsDWZTEhPT0eHDh2ox9ZHUcOWAEBOTg4sFgvi4uIcXqMLVN7n7tVhyuPmzWw2Izs7GxzHCc+6rNywBTxXJjPGcPnjcxhnyEKvyLMIbA2YAOQgEjeLgJkfn8VX8wfhnR0ncb2gAi+N7Q6rtgznz6dDq9WD4zhYLBwuXcpGWFgQ4uJaeCSu2jAYDLgw/hF0Li9HzsgR0HTqBEgk+Ne//oVJkyY1ejy8+uRyU+7lIe4rLS2FXm/LE6PR6LQc9kQu594srPQbhyCFbWKz6o4Uq8x5s8ZkMuG3gweRnZVV7WempaUBALKPHkXvn3aiZTXPgnWXGAA/13thbKytMXx7VvHjv/+OfkMbv5e5vmXy5s2bm+zs5n7bsK16H56z14n3uHtFCaChyMSGLlA1XTQrMqmJ0WjEiRMn0KdPH6EHv/Jx48ky+cR3pxFpKAUQiFv53dGl9RlIAWhge2ZjMYARbx8S1l/0xWk8HGuE0QgAtjhEIg4WC8P//ncFISEqhIY6VqetViusVqtDA70mep0OumvXgFOngLJy4MwZIDsH0OuAS5eF9WL5H/btR2nbtjBLJDCZTDAajR6feKYxnmPblHt5iPsyMzOh0+mEkRdisbja+nZdlReWACi9/RuDSmVrHlqreY+mUAOgrcPyf/14EHnZWah2Au/S0js/h4QgvXOSRxq2lR9gZpXL7V7LunED8HDDtrnPe+G3DVvAcfKoqhVgqhB7l7v32NY1+ZYvX46ffvoJJ0+ehEwmQ3FxcZ22Q7yv8ona1URSxDuox5a4o/LTCSwWi93EUfxyT+Xyue+vCj8bYBB+bo0MXILjyI9bRoB/fC7/iDmOsx2vFRUV+PHHPYiKUgqP9DGbzcIQTAAIDQ2FSCSCVqOBZMsXiC4rBfQG25BFichWE9cUAHkFDp/tjlKFAhZ++LHBhO++/BKTGnDimerU57aCptzLQ2qPn4DI2QUqT+SyTmuo9Nud5qyumvds+p8OX//vIGbfHYYuLcMQ2zICnFyOzCv5kKlsbVd3n06liY6GmeMg8dB5yQIAt/OYM5vBxGKUX7zokW3Xlj+XyX7bsK2p8ks9tu7RavVQqRrmfp6a1LfH1mg0YuLEiRg4cCA2bNhQp20Q76PGa9Pm7ugLGnnRvFXOYavVCrlc3nB5bbrzowpFws+3EO909UAAFguDWCwFY4DVCjAmgsViRn5xLuQiAChz+XHFxcVCb8//xCKM+HUXPNmfam3ZEkwsFj7DpHUdS12522NLuUwA2/FisVggk8mEWws87eSvFyr9dqc31eC4qp0yMGz+/Qbayk6iUxAgkQIRVqAE/HgMN4WFoSwgAGFabW3eVU1cAGQySLRahKTfgC5QhYpajvZwR3Mvk/22Ycvj/8BWqxU3b94UrlCUlJRAp9MhIyPDyxHWTVlZGYxGY4PHn5lZgJgYz08MUVFRAYvFUm38ZWVlaNu2LcrLy8EYQ1BQUK0uSPCPIKArxP7B2YPfqdHrG/z56jCpPcaYw1DahsplteSK8LMWrZyuUw499meIMSyu8i1MQH5uGaxSAKJqenrKy20tYV64GqUqFSI8VBkGAEvVyq+1usGYDYcxRrlMhFzlG7Z6vb5BJo/C5cq/3BnCW1NmcWBoLS5CGwmg1QHBOgBBQEhtP18mQ0GLKIRdu17bd9oJhq1ZrgLA6fVQFBSg5ZkzKAkJRcWAfvXadl3dGZnif518zaJhC9gmYsjIyEBIiO3Q1uv1MJvNKCoqqu7tTZbBYIDFYmnQ+M1mMzIy8qBSef6qjtForDH+wsJCXLt2Da1a2SojJSUlwrPzSPNQeRZVVw1bUjN3e2Pqiu6xJbVhtVohlUob5aJUfJu8GtYwADDiMpS4ckOPMHEpelr1iI8AzDoORg5QSgCAwWl/T9VGpkKBwpYtEXHliuO6dZQXbxs+LS3XgmNWGBvgMUm16bGlXCaArY6oVCrthuU3nDv1UAmqP/6CUIJW8lr2zgK2K1eV77PlOFxNTET7ejZseVIAimvXIc/OQnD6DShEN3Gzn+ef79wYsyI3ZX7fsAUg9Ni2bNlSePxPdnY2MjMz0aNHjwb5zKqPMvC0/Px8XL16tcHiB4DCwmJYrcHo0aO9x7et0Whw7ty5auPPuj17XV5eHuRyOYKCgjweB2n6aurJoR7bmpWUlCMkJLBBGrfufP/+PFEFqR1+vguZTAaT6c6YYc/22BaBrwjLpHrb5wKoXDkWlN6ulAfrECjSoZtMD7UEKNUD6hALKm5Xol3ekFO1MgwgO7YNOnqwYSuRymAyGhF+8SIkJhNyunZF4c2bCG/TxmOf4S6r1UoXFIkwcZRMJnM6Wasny2VbdolghO1ZtSVQVRcZ2slLhTXq2xViad8OZXv3IchiqXllN8hzcyGqqIAYgMJqBbRaaDQaqNVqj2zfXfz90f7Ib2saVXt6LBYLAgIChNcbatiTXq/Hr78ewzffHMD+/aeE+0R9UVlZBUwmc4NsuzazIoeFhSE4OBgcxyE1NVWYrMDVv+PHjzdIzKTxueqx5fnridnTiorKUV7uuaGRVTXnq8OkdvjenaqTR3nWnQZsVkEUAFe9N5WmoSkFIvR6hFe6Hi0XA2FiK4JghawW/T/a6BYwePB4jz55CmAMERcvIPr0GUhzcnD+wAGPbR+gHlvinqrPom7YPL5DCx3yb/8sAWwjJZw0NkOQj1a373LwyPg+uRzlHpyBPOLCRYSfsD3migMg0Vbg1KlTHts+QPfY+mWPbdXZkAHbH7Fqw9bTzGYzfvvtBDQaAwAOOTlFSEu7ij597vR4GgxGFBeXw2plsFissFotYAxQKKSQy+VQKuWQyxvnRFGTsrJyWCwN1xvmbsO28npz5szB5MmTq31ffHx8vWMjTYM7J2jqsa1ZebkeMpkUQUGef1akuxPB+WshStzDHyf88y+r5rWnLjZXVFTc+RnATX0o2iEXzresBD/TlJwrR/vgO1f7K1eOuNoOaoyKQm54OGLz82te1w3Bly8BohQE5OZDDiA8/QbSO7TDEI9svXYol5u3yvPW8M+ibugeWwAoRQH2BsZjlNaMCpMUvdKzINFLcCZWAX1wCESwADBgYKDO9eiKOtKr1cCtWx7ZVnhenjC3XYVYDHNUJG55aNu14c8XqPy2YVu50OQTsHLDll/Pk37/PQ1FRXpwnPj29sW4ciUf4eHByMrKRV5eKYxGM6xW/oqX7X0cxwCIwIccHByItm1bITExyqPDmQ0GIwwGE6xW26MWAgIUwvek0xmg0ZRCpVIgNNQ25Le8XA+LpWEOfHcrw1UrQBEREYiI8PxkVqRp4nOZemzrp6JCD5GIoXVrz+aOu88urG8hSo/u8m2Vc7Zyw7YhLkpdPXsNwJ05VHNa3S5va3hfG6UJwbevKd/p6RHB9piRWp5nOA43O7Svd8NWBsAIQGE0QXLrljDTslRTCGg09dp2VdRjS9zB56zJZIJYLBYmIPJ0uVz5NgUAMMGCS8p4RHHtUKRXIDHaAma1IDrCAJG8BCZmy5VAvh5d7wgqsXhu5KIMwNXevcEp5ChKbAsENszF5uY8isrvG7aMMRhtT123GzLh6UK1oKAY2dkacJwcgBhmsxl5eQXIzS1EevotxMa2uB2TGCIRB8ZwuyHLT0hha9wCDGVlBqSlXcMff9xE27aRSEpqDYXizoxwjDHo9QZUVBhqvJfXbDbj9OmryMwshE5nuL3PHDgO4DgRgoOVkMnE0GjKYTTaHrQdFqZChw4xuHLlFqKjoz32HVXWGImXkZEBjUaDjIwMPs4bPAAAIABJREFUWCwWnDxpG/7Rrl07BDbAyYR4nrOhyK7W8UWN1TCvqNBBIvFeL0t9c5ke3eX7+GNdr9e7fN0TuXxy2yXhZwaGczFiWIo5iMAg0umg1hpRHCCFmb/QHSxCYFkhkkJdRm73n7uKg+pftVbAVlkPANDu113CcqYMAFTeKcPofvnmjS+L+bqnq5ytby7n5dkmfeMvUIkhRqC5BBJmBESBCA4oRWlIsDBXspSz5QmPf58Stkmb6qM0JBT63DzopFIUR4TDqAyA9fZcASKOg0Vku//XKJdBFxQMkVSC8PJyxKWdhLMsLY1pBWNiYj2jqh9/zmO/bdhW/tlgMDT4H/DChWuwGDkc++kECq6UoVRZivjeHSASSVBcbERsLG43ZjmH4b228r5yoW77v6JChz170vDjj/9DaKgcLVuGAOBgMllQUlKK/Px85OVZIJFIIJWKIZNJoVTKEBmpRlxcJDSaEpw6dQVarQUcJ4JIJIXVysBxAGO2OA4cOAudzowWLcIQExMOkUiEoiIjtm/fj9LSElRUeK8ybLFY6jXkadGiRfj000+F33v16gUA2LdvH5KTk+sbHmkEzhq0paWlQq+PXq+H1Wr1ylAeTzCbbVeCb9261aCN3OvX0xEZGYno6Oom3ag9/pyVm5vr8gIb/6gujUaD0tuT7NCju5qXynNNuOqx9djxn33nRwssuK4MwemKZOg5OYbk5SFEA2ikQG4ioOUAEQd0CgMUQk9P5YvNHIQWbW3nLlQF1LxOLYgKC1EhEsEQHITMAf08/sgf6rEl7qjcsOVnNneWy/Vt2BbdtH9WswgcWhsz0Vt3A4WlMThuegBBIbaLR5zj/G0CHezupLcpBYLh4g1OZA4djMy+vYGQEEAiAUQivuKOSr1UdsqMRgSWaxF4+bLDa6awMFv+NmAe0T22fqbqCVqv1zuciD3ZY1tRUYHTp29AV2BA7uUiaHRacBUyXNqdgfCkIES0aQGTyQK5XCoMQ3YVr9VqRVFRKQoKilBSUgGzmYNYLEJ+Pofr1zXo3Lk1VCo5xGIpbL2/UpjNgMlkhU5nREmJEdnZpfjhhyPQ6QwICwtFZGQQJBLAbK584gFu3MiGVmsCx4mRnV2CggItYmMjEBQkR05OIfLzSyAShTRYQdbQPbabN2+mirAP42dPrToU+cqVK8KsqhaLBVarFTk5OV6Otm74Cn9ubm6Dfk5OTgGsVg45OZ6tbPPy8vJc5qpWq0VqaioAYNOmTQDo0V3NzdGjR9GpUycA9j22VctgT4++EEMMyMQolMagTBSFuOhS6MKD0TIUaOniPaXgIAEgAScMQpbbXqjd+EajQWgaWzgOZpHIrsmM2z9zt2+VEgEwchxULr4DgzoMF8aMgTUgwFa5rjJUs7H4c4WYVC8vL094SoXFYoFC4em7We/IunZT+FlnNCLdWICS/BA8IruCMIMIYLa+Wu52TjqZnLwaDk3d6ikUtn/OJspyVo81GACNBsFOynULACYW2ya+ul1menpWHXdv9fPXC1R+37Dle2wbsjckO7sQuz87ArFOhDKDAYAcHAArTCg4l49AdQlKSyMRGRl2+zjmwHEMjIlgO8xFsFrNuHkzD/n5RTCZcPs18e3eVX4GOivOnr2FpKTWwnJbbohuNwJs8RQWliEnx/a4g+LiHGRk5EGtDkZkZDBCQviKLUNBQYlwP7DFYsbly5fxxx8ihIfLoNEUQqMxICAgEqWlFQgN9eywp9okHt1H2TxVPUbu3A+uQ69evRAaGory8nIcPXoUffr08UaI9WYwGPDbb7+hV69eDVrI/PFHDtq0aYM+fbp7dLtWqxV79uxBjx49IHMxcyRjDLNmzQJjDG+//TYA0KO7mpn8/Hx07NgRgG2UglgsbrDJoxyYytHWcBKZojgYKswwhnVGTQ/uMN/+xxOe0lm1p0ciAZQuLha1bIXTHTugRB2OsrBQgB/6LBLZemvEIkAmA8DZencZA6xWtE07iU7H/+ewOYsiAFaVCuAblWbPPrHA3R5bxhg1bJspnU6HoqIiREdHN3iPbe4OW49tobYENzVFKFWaUJgXgN36cHRWyYDg241qE4SWYXAwUDk9Xbdz70wa5xarFeoTadCGhsEoFYOBs+WvQmkb8lFcAlVpCZTaCgTfykJUcTGCjUanDVY9H2gDPjGF7rH1MxaLBZZKU4Db7kdt2B7bAz//F1lZhQgLCAZjMnAiDszKwIkYmEiM8vxMaLXrER7OF0QK2K4BtwHQB3q9DJcvF6G83AqOk8D+vts7994yZoXZZMG5c5lo06ZyxfDOfphMJly/ngX+cQciEQdmtqLwWi4Kzl5DS6kK8QiElgMidRU4WZGHYmYCY/zjcqy4dasMUikHq5XDlSs3UVSk9XjD1h2MMb9NPFI9xhhMJpPTQpN/KDxAk0e5y2AwQ6/3/KO73DmHchwHqVQKkUhk10ubmpoqDDF25dixY+jb1/MPsCeNh58EkD9W+EZRgzVkcadCy2ABRFIkWo4jUnMOEs1wZIR0tpWwwbcfYWuoZkNVOAxfNJuBMhfVZ1UAMu++Gwis3fD/AnWY0+V6lerOjJP4f/bePEaS677z/LwXEXnXffR9H7yaIilSEiVZx0iytNL4XM1Cthe+Vobl1XowtldYG2ssIBuztgEDNj0C6JHGa4/Hq4GN9Yzh3bVWGlIjWbIli5RISmo22c1udrOv6uquK7Mqj8iIeG//eBFZmVlZXdmVkdVdWfEBGl0VGRkRGZW/eO/3fr/f90dfJ8a3Y5AnxAm3J8qiAvM9aHZsm4lrXJ6vXOWN+TkQaSxhI5GUS2leKmdhKvwO3ibc2THBYvi2r66lVALH4cT3vs9kk+L6ZlkZGzVR3iYbyo2M9HzcO2WQ7XjgHNtIAbn5D+a67ppeW3FOiP/Tv/175stVRnKTIAQajZASrQA00vLwPIvVNeBa+K/I0tL3eO01TRCkAKtp3DLOr+fa6Nd81NUqYt4ogYpUmvO25JC3QDnnIAUoH4Tncs5PUR6ehr0nsMUQVuggK23Eoq6zzEq6zoGJFLtI85gzwd/Xb6AEFEpLDNdKXLYKlIRNEAQsLZX4p396mSNHdsV2vyBZUUrYmOZ2T83fF1NTvmrP21k8aqtYWioxPl7v2/E3suUgCNY8g5PWXTuDdvvMZDKNdOT2KE/cfd81AVgOJcDWNp4stIhADacBF0rNYZ/bcKfZyKwsg2ObyGxUi9dsK54PKoBaDVZWmJyd5fjza6O1APWRodVoLYAV7/St24jtIIvOJNyeyLFtFmRtFnhs37cXvCDgjSUjyKq1pjK8QkFItBIseRZ1P8WWuYNSUhwbi8WxXT56xPzQZGtTU1M9H7eZbmx5kO144BzbiOiPWq/XCYKgY5pcHBPiWq3GtYVb+FoSBHPY1lR0cBrqw7bqmDV09WrA1augdTqMlmq0jiK1VZSqYTnA/jreq4E5Vlog3uShaoKbr6SZcquARmiBB5SUQNtjSC9D4ChsLJQAi9VJQ9GtU7pR5nhhlKl0niHfYdmtcfzqOXb5FaZlnv8ydoy6AsfRfPObL/KTP/m+nu9VO90YXpLylNBOFK2FJGLbLSsrVVw3/pq8bp+hnRapktZdO4dmO81kMlSr1b5Eea5fu956TGwIjMsa4FKUOXT7rCcLw9WoLEigELhoAiRr3ezhVs82Sq5qLu7L5aFSNntfuMDJF7+LdhwQgiCVogb4w0NkyxVG5+ZIwbp9N5unDQvHH2h1iu/Soy9ZcN65RH/3er3eKCeIMjKa6dWWfd9nrrJEKQjnw0JSGVmioAApcOt5bizUGdnTIRuiuYg9RryY6onLh4+0bgiCNa1It4JBrpUfWMc2olwut6wqRcQ1IX7ppbPUlSlE12IZLcZC6QlTBKs1ZId8fB+kNKnFWguKRcXVqwCp8FoUppdt1BcyWh3zIRvWCyMQ9wvkMQsJLNctahclWaFAwFIgUVhgOabJvAjCWl2BErqhvozW+IHm7K0ljo0XuM8Z5juBj7JSWH6FbOBiB4pSXWNZUC7HH+m5kz62CTub9pTFdsGKuCO2gzJxe+ON61y8OIvreiwsLPclFTkiad2VcDuabTiTyXQsMYDebfnFv/1e6/FQIIwwkyWhqu21DmFjFmRekAiydKBTqDY61jpCaJWhYXZ53qrQU9k4vCwu3vZzNN4f/u8CKmvTYkHD8car7kQVeVAnxAkbE0Vso+/Aet+bXmw5CAIWK2XQEqU1SI0qKGzXRwA3vGlW1hNPG+J2xbWbJlXf/Dw4upzFoQLLJ0+YDI0Iy2LxK1+BN8Wrf7GTMyIH2rEVQlCtVslkMmuaPUPvg6jrunzvuxfw6gvAJIFfwxYaLcMlIykQWqADidYSpWTjvBcvCrTOhNcZDfyrglernwG0q6Bu9BlFThPVzzq7BLPnHQ7bLjJQlLRxqIXyVhsVCNFo70O4TQsBpEDUuVKq8PD0OHsLBb59CNzZc8wLB9dx0K6L7ys8L37nMklFTuiW2zm2cS98+L7P2bNXeeihw7Eed7P4vk+pVKFadVFKhxoCJo6USjmkUg6ZjEMul25J9a3Vajz//Cv4vkQIyYULsxw92nsaVTu9RGzvhKR11/an2bHtRBw1twuvtX7Hl1gCR60qVdimL3vLU6PlF91p450TSrT6Y+s2x70jqtkMfi5HS97Zzf4qqa9HMi7vXCIbjVpoNo+/cYpHnXvpHCueixIgkfgEYIGvBAKopHfhK/B9hcMWfBc9j6EuF6M6YWN0mC+///3oVKrVsQWK6/T23iw7PXC0Yxzber3e8keM4w969eot5l67ghJGlVhpCcIJjy/DMVJTXsyx+2Cx8b6bNzXVanONIJg+ti1X33BGVSkalkGVWDXjNCwEDvtEHRtBSZk/pxZ2Q3ZKoxvHgdVhWwI65VDD50a5yp6hPO+YOMprwxM8P3cNUTELAZ6nse27szqbDKAJnWhORYZ4I7ZXrsxw7doS993nUyyWqdXqzM4ucevWErWah9aKIAjI5bLk8xnGxobYvXuUqanOgi93iu/7XLs2x7Vrs9y6tYLreiilG7VNkQI6rPajNhMMmJwcZ//+CQ4dmuL06QsEAQhhnOBq1ePy5flYrrET/a7nSVp3bW+aJ7rZbHbdiG3P3IDmcE2JBQCcErg+YIelQmsCrBZR1pQhWhrulXgmjrc6RXNmZtZu64GkxjZhIzo5tv2w5W+dfpmKriG0ACHx8EALFnFQgLOiqUtw8XFYW2aYq5jCAjeLMUE//N/jDovkAcdh5IUXGF9ZMZGmqSlYCp3cXB7SaTiwH1ZWzGPj5An4yZ9g9IknCJaKiOEhsp7HX3/+82bfDlT64Nju5MDRQDu2YOTJs9kspQ4Nrno1xGrVY/H8dSzLIvBBKQtEHdPuR6OEcUjtrNsojfF9xeXLUaufVfXjKPV41cGNanQ1uqwRWhtH9SLwcHj9NY0PuEKSkquRVemkjE4FDmgRRmnNe4Q2zq5ZwhaA5LpbZiKbwbYEw3WJVa3jlut4qk4qK5G2Yn5+gYmJ8Z7u152S1NgmQHcR224nZRvx3HNnOHdukW9/+7vMz97k5P5xRg8eR6kAKU17LcuSLC2VKZWqzMwUefnly2QyNo89dpRDh9brjrk+nhdw4cI1btyYZ3Z2EaUESlnhZ5ZNLcKid2gsa3UhTCkz3t68uczNm0Wee+41XnvtPGNjI0xNjSKlwPM0c3PLVKs1stn4eg9uVcQ2YfvjukZ+OL3O5C6uyXHzSH/1xIsQaAJgyc+h966Ttj4MlASrjmiPz5JyGDmu3mG/zCaiz1EDZt/21rX1vnv34bruuvezHzQvsCXsXFzXbSwwd7LZXm25/k0PhIXQoS4Mt0BrXC3QgOdNIuZS/Hf//b9gYmK4MVdcWVmBr1ygcMM8a3Q1LO1rsuelDxzEsywmJycbc4aXnn2W+Zs32XXyJKO7d/Pcc89x7Ngx9u3bh2VZOB/7GIVN9F23w4wNy7J489vfzgsvvLB2J6UYj1kIrhsGuaRg4Bxbk3orGj9XKhXGx8dblNua9+kF1w147fyZ0GgkCoHUVTRpo4wMaKEoTLjYtjn/4qLC99O0Dpyi4dSCadETBAKom2jrkkkfFoAOjD+qNAjHMqqPIbJJkRkRxmujutoQLcxvUgjzTi0IlOR63UW4VW6VVzhgD5FJVXkttQxTdeZHZzl9+gzvec8P9HzPGtexw1eUEm5PZKPNq8GREmO/msIvLJT40pee46vfuUF2KODnx75Aakby1Vc+RGXqnbzvwb2kUulQqV82UnlqtTo3b5Z46aWLBIHPkSPTnDx5EK112HrM2L5tO1iWxLYljuPgODbLy0W+9a1XKRZthHDQunmgMc7sWqFYQdTRLKqbb14MW1gocvHiVZ5/7gwaTSZj47o1PM/n2rVFjh+/c+d7Izay5aT35c4mGouBlmd6/IrmbQvYRwVYFj5Q12OmaHXdx4deHSB7JZ+DhQWOXrhwZ+8bHzNRoOkp9MISc5UVrr/j7eixsVaBKoBMOlYV6W7G5PaWTQk7i0gsKoraN8+147Rlr6pMy0xhnhXeRDVMM1RYQEAOBAwPG9Gl6PtYKBSguNq/S3Qw5tHdu9dse/id70S5dZxRU7f+xhtvsH//fiYmJmL7TA8++GBnx/b6DIdjTgne6fPrgXNsmzGTzloj9an9j917ja2H0kt4KoOUkkBJlLAQWqOURkoBuobjCBxHIaUKUwfBpD1F0SbzuxDRYKEb0Rk1H6AuRlsBB9NGSIB0aKzihnFfNIIg0EgEwvUh5TSOpY2Uhtk7uj4RoLWmVK3hBStoIclYadJpjVAWtZJiWV6mWFzq6V51YicbXsKdE02MmwfRuCK2r7zyOt/73nle+cYbTHiKHxs/wx7bQvoWR8QF/s+rT/DS1Yv86geP8vzZG7x4/ib3TabICc2tW0WqVQ+lQCnN6dPXeeSRRR588EAjXdhcHyglwsmBz+uvX2VmZpHr1+fx/RmGh/OMj+cZHs6FA7oOo7EmcmuOsTrYQ1QnAyCMPaO48J//Bv/FM+Snd1Pef5AV36JU8lhaqrGwsLLpe9SJO4nYJpPhnUtUFtQ+AY6zLg+gaCQWzbHRUFCgLRxAeWl42QZ83vy/vZm5uTnS6TSvvXYLKkvwggCTcAVTQBGToVwEDtFIYTxw4AC5XI6zZ8+uex0Zx2HSSXF09y5429vg+HGoVKC4BHv2wu5dkM+DH0CxCFOTjD3+eMsxrr98gVdffJnIWV8zErp1/E7tFvpI5Egn4/LOJHJsbdtu/N4pFblXW9799jHOvTFHRZcRWNRyK2gFwrLwEWhsDr57F47TwYV5x374z1c7H/hnj3TcbGWzWNmOknGxcuLECV577bWWbc7CPFNT030/dzuDPL8eaMcWzB+vvSYP4hlEXbdOXYXRzyiHXztoJNL2QgfURmtIpTSeJ3HdAN9f+2WS0mpEZsxE1UdrCK5qSGnwBCIAXQ7dYYFZ0QJAgwIZOa6VZWRhDAV4dc8MzjZm0I7QZiKswvrem26J4ZSFdBzKOuB1T1BTCssSrCwKxsbiV2DciEE2vITuiWy1XC73pUXI3NwSp09foH52Bdvz0PUcM/XHOSq/hNYO310Ywnc8asuL/Na/v4ryFFrYXLsueHTCCJ6aRakoghvw/POX8DzNqVOHAOPwWpZFtVphfr7Ia69dRWuBbWdQSrC4uMLS/ArXrjmoIGBkNEc+m2ZqehhRXoaLl8D3oe7CG5fhxgyyUkFXa6EY3Cr1uiZtO2QWF6mPT+MNZRCB4OrVazz77Mvcf/++xkp3r7QvMKxHUpe3s4kWmePKlupEpVJpi9CsDqguUKmPACke/OQJHnzwwcZeu3bd4pv/94vI+ixKCagJuGLUkVXjeFmwDvKe9xxh716TXnj/4SPMvXaO8b37GDl8iEuXLlEqlXhTTOqm1apLKpWnXjeObcuIqRRDN27EvljUjR1D4tjuZJRSLVlT6/Wx7YW9e/ei+N6qPVsphPRBOmglUMrhXT/85s5vProXPjECr9+EfAaO74GlEuQypp/0XeRtb3vbGsfWyxdgKf7A0UYM8pg88I5tOp3GsqxYjS6iVvPwFaBlU2nOimkWoKNBwhhSPq+ACkEg6bD22oRGa0WkfGw/ZMEDJrNY1TQiWG0ZxBCItwnkEIgLGn0pjP4uXycY3QVOylyWEq1OLYRyy+ZHLwgo1XyGMw4auCIsyraNV8ljORVqRUG9Hu/KcLdpT0mUJyFybCuVyroLUpu1b6UUzz13GqVsVl6q4voeCBshJEpb1AOJPT9LVc6gtW3qfqSFxNT6+L7pfWmuAUxNrMD3NRcvXaFYvNJ4XQgIAs2VK7fCenjLLGLV67z+nevsvXiJVGAUXOeF5haSywimLI990sVue2wodOM6mvHU6kTDz2ZQGhQK5QWcPXuZL3zhRd761uMcPbprU/dsMySLVAntEdu4ozy5XI5hhimFEc56NOipgAAoe3sBePxdrZHRgwcneGk6Sy3Mqmi+AmO5NvqBA6TTNuPjqwtCQ1OTDE31rw9zuWx61HekVuP+b3wz1v6X3S42Q+LY7lSEEARBwNDQEK7rtqQit+/Xiy0feWwf9citFYJgLMw0SlkUmeTUxx5g9+7bBFuG8vBIU3R29M7rY/vFRz7yEb7wF38BUReD6Sm8f/pWrOfoNhV5UOfXA/100lr3tbXA0rXLBMqkGiplIq51r9J4+GttanaEgFxOA6lGaqEQkbLpqn5xeGVhqmEoZGEJcAQ6JRDDEjFuoaU5ppWR5O63GP2AjfPuNDIbvieqI0YgV/OQW1GqodpcRaO0bvjmLqAdiSBHEDiQ1Si19Wsg7XUcCTubKGLbPhnuhfn5JUqlGkpZLFVL1OoBAokXVLlcTPHSjSwXS6NolcI8LiUCidLGkX15WbK0LPB9QlsXKCXIDdfJZlxqtbBNlzB1sAsLpbAFj43wPKjXzfvyQxTHxkAIrDD1WGgNWnHTt/m+n2fGd1rrbXWYcdFk20ppNDJM+xAEmSzC90ArlFYs3bjJ4mKNb3/7dUql+Nr/dDOIJna8c4lSkW/nEMVdpxcQLsZKU2Prk4YO3XeklBw4sQ/x6DgCC4HE3iVhWsCURH9gP1JaPPHEATKZrYv4VKvGcbCs/UBb6a9lMdRBELMXup0MQ+LY7lQiG+3UizrORar9R/aA0CiB6WNrCyMbg830R3+HA8f2cvhwfPWvW8n4+DhDX/3q6oZcjurKcuzn2cmlfgMfsc1kMh2NLI5J1uS+aeMfCoHnw5Ir8XUdwQIpO81oJo2WglxOY0oSbJRKtQjErF6Wx5oeegEQphsLBIGvQElECrQl0AHsGvEQc6DeCMgGimUkqAAppHGXBQi11q8VUkAKpE7hu6VGHW4A+Dq6LhvUCKCYWVro+X61k0yGE7qhPWLbic0Ooq7rmUgssFAuIaWDp3wuLbxBSmdQ2qGo8qyWtRp1ciE0ou6jUpIZYRHIgN0FTSEV4NVtPBn1rA4AC62hXvdZWqqhtal7j+riRSj6Vp6cZHJ+3sjOaY0lRKMSP1BwTaeYCxz2yxoTTmB6/JmLaYhHBcpkewg0njLb7OoKdrkM6RTu/BwrKy6joxm+9a3z/OAP9pY22e19T7IvEjzPI9WWCtiPTKrG+VgVkbkBLPt7+Ngf/1DHfY8cmeb8+VsEe6YRQpjuIAK0thBCct99Uxw8GE9P2m6pVl1W3dlRCIpmoRvAcVi2746SKtCosUzYeXRKRe7HPG04k6ZYWY0Ka4SpS7dTPPLI3m09N3z76TP8l4cegr17oVRC3Yq3Fd9OL/Ub6KdTc8Q2zvTFiL1TZpB2ffC0MGOOHEFri3qgWHZ9ChmH4eEAIYzIy8gIzM8bV1XrSBjGRGmFkE2Oro+6pvG/EbSdNYwGWyboOuyUqQkjGzXq+yyTbt4LYadwwlm5mUhH4hphayEzh2YknUZrSRnTPkhocz1YOQJZo7TSnsvcGzvd8BK6J3Jso4hPp4jtZm25UqljWTZKKRbdWZQWVOoue3MStG2UxsMWWUKL0K0F6h4agaxrcimf4xOCTNpcSybTbLOrIdb5+RWktMOoa+NIjZ9EOkMtlSbjmkWuAEzUtrGfoIbkvMohVZURGaBF+O6w8N4XEo15jthSghY480VyK1XqngP7pqhWPaQUzM+vcObMVR58cP+m7l1E0vsyYSOiFjHt34G4xaOauZB9sfHz8vAR3vV7n1rjWEeMjxcYHx9mYaEaOm/RZF0yPT3MI4/EryR+OzzPw/N8oimabQ/jXrgOJ/eZHaRk9vAh7ovxnEnENqEb2iO2EH8qMsCuoRzlWkBd1YEs5AQCyd69Exw40L8SgK3AAZ78f/6OK286xfjsLYbL5ViP322p36Da8UB+qubUiChi204cqz2nn/ptvECjtEkdVgoIjGyxFlDxA5QKmBj30FqilGRiQmPbEqVEmMIsw76VMiyKF2hdRwca/3I4QQ7TDYVudPFBBDAhfWwR6hxrzZjlGS9VK7RXM+Faz8MjCBWRzSTY1NyZ2jyFQEvBcNpCC0EgJPdpSTqM2grHxq1YuN7dWR0eVMNLuDOUUvi+v+b70KsdBwEEgUJrKLt1ql6A0BZlxtBCoIREhjkTxhoFARqFQGnTq/r+PYJMOrqeqNTA/CylCP9JgkCHqshhO6Oon3TT/7N79hAW6GMWnqQRhwp/j3jdz1BTjbBvCw5muxQSWauSWlw0EVO3Do7F8rJrMk205syZq2Gd8ObodvKSOLY7m9uNxf0iyNcaP4/81F8yvOf2yqPvf/99vOMdR9i7dwzLsgFBLpfmne88uOXRoeXlCjrsrtDg/BJcu9H4VcVYX9stiXjUzibqRb1RKnIcZNIOxybHEAhUToCwccYkTz55ONbzbDXR4tBEpcKj//QcBy9evCuO2CCPyQMbsVVKtQyk+49mAAAgAElEQVSm/YjYKj2DJdOgbXxtviASkyIYrRl4SnPpH4/z4A+eR1pmojs9HXDlSnMPMCCcKJuUZPBf8RBXwy9dU9pihKU1u63aqiqyFmQF5KWmogXcugD7HkJgQT1AO5JoAi2lmaRr7aEEjKcdAiF4Q0PBxHvMVF5KpJ2G6kkyagjPC3CceNIJu1lRippuJ+xsohYD6XQ6dlu2LMuogyvNtdISbgBOSqKV1Yh81ioK7GVyhSFcS2BpC4SpxT2+C0aHmq8Dmh1QR6fCyWnk1IaZEtF+ovV/MTIS5UCGHx7C7tTopoUeXwnO+zkesFca2YmtNwS00AydP49PNPEQYDvUan7D/jxPUa3WGRraXKuDbtPQBnl1OGFjtNak02lqtdqa7RFxRHlUUx/brJOnxgoMD6Pkxv1epZQcODDGgQNjVKt1LlyYZ+/eEdLprZ8mlctV07avyWTyF17h6Eydcz/63wAwNXNjnXdvniRim3A7Oimb96PdD0CxsMQk0xw4IZm7X2ClfTKjilRq+7ktz373dZ764jWGMvA/PDrME0AUo83fpWsaZPGo7fcN6ZJoAHUi5bE2YhGPKoNjgW1JjE6Fh1Iy9GlNv0lLSryVLMq3kJZZ7dyzJ2BmxjZCL+ElmGsxURn/XADfl02BGEH0KoCN5liqii3CGj1thJk1gt2yzutBBl0roi99B6aOI0bGQ8+4+WEE+GEnoHyKF9w617QgqwEpKWuBnU8hLYnQGVbqPrWaF5tjCzu7uD2heyLHNpfL4bpurOJR+/dP8MILF/HPz1KueyDSCA3z2TJLzjSL9SyWk+eg9tkzDPVhQEDFMwn9+0Zvd36JRbPNmSwNWqx5NW0mLJfFtwSpwESFI8tv1NKyGqB1tWAmSLHfqmOFvrClQ4mr8DQ516UUBoS9lI3WimKxSBAobNvYsuv6DDU55/1gkAfRhNvTvDAVRXyi7XFzJTXDWN2kDVcOAMNGDbVau7NUv2w2xalTW5t+3IxRRI7Klcy9mvJn2XXDJ/8f/iMql2ZPrUq9Xl83vfpOuRNV5MSWdybNju3tUpHjIMjXUSsBan+d/K7NZxXdC/zOF68BUKnBv/mnEk+x6nyVid+57basYFDn1wPr2EYKqs1GGDeVwGg55G1F1ZVoHamROhgBF0FaOhx/j0Mq+zBwAK3LpFIX2LOnyLVrCiFywARC5JHSwr18CzFbhCMZSKfAdU0D9+IyOgiwBZx0qmRF0JDGELkMemgEpGR8dISiPcZcpgBTU4DEth3w6kg7jU4JUAI7CBAz8xw7PsVMyuGx5RpXv3uDqrBBC1KZFIFvIlZaC1aqplVJXCQ1tgkb0Wy3Siny+XzLxLiZzdp3Lpfm0KEpzv/tLIEO1YiVpDaiqYsMyyqLY2cQeY0e8hkv2AghGNfdDOQpPEz5gC2aV7Zb92rEkrRGC0HNstHax3ccvFQaZYWLXMoslvlSoKTEl5KlnE11zGFkYYHp2VkCAQoZik4JJLC4/wArRYWSQ0T9qz1PY9vGaXbd3lp5dTOpSWx5Z9Mp40JrHXuUZ/boTcZeNQ6pn1+dDN9Yme3puFtNpVJDSkmpUqHmajLpHEdDlefCSgB+BeG0KSX3SFJjm7ARu3bt4vr160BrpLYfEduZhy7jjlSZOXq1p+PcbS7PtQqvljEirZHz1S+XPXFsB5ByudwQmukkMBOH4fmBBQIyToCUCompkxW2RCvIpBz2PDlJYfLNoWBMdB1v58ABEGKJK1fm0Fo1VmUzhw4gDkMkXqHUaoTHti1OndpPLpeiVCxRnJ1l+uSJhqKxiQjBKR3w4ouXqdfd1Ul0OtUQqdFCkC1keOgd9+M4NvNnr2BVPA6PSN4oSRASZyxFMFsCYSMQLLs+w8Ppnu5XOzvZ8BK6pzliu7i4uOa1Xnn44QOcU9+jFoApTgW0ZIhZZisTUC/gyBS+Hw3gUTuvKJpi3meeNRKI7MS0K9BuDQeN8Opo39TAG7dToIUOpctXn0XzR4+ipUQ4ps6v6dOuuXYvZ1GezlObGKewuIis1iPdZlMzj8QvDEGlilYQKE0mk6deD8hmbaQ0NcabJamxTdgIUytqHNvo9+bX4lRV9YaqKDw8fHR+9Xstt5mcSLXq8sLr1/niy8soHGxs/i1AVFYb3kInpmhttyQ1tjubKDtgo1TkOFg+tMjyocWNd7zHOXetuGaby+osoR9087cY5DF5MD8VUKlU1lVQbf95swRK4CsLW1hkbc10ZgihLbS2cSyHQtpm995dCCHavkAm5Xj//jGOHduFbdthZFQ3BCO0FgQBYX2eoFDIcOrUAbLZlHFWhSDqQWL2i77MZv8TJ3Zj206jli9ynrUWDA/nOHXqQKNWwdwnwaPH9mHZNrmpEaQM++ViowUUcm6sRtBtxDZJeUpodmwhfoXzQiHLSq0ciqtJ49vWbVLUqC+DrAssDSIQpLWNENHgHp07SjG20TrVsGOtI7s0+0gpQ9fUeMO6vb5WGGcXx0HY9mrpQGjWOhSSaX5yaS3A93GWSjj1OlKYTruE1+CGz5bGObRJI4wmI9lsmv37xzZ978x9SCK2CesTTaBSqVRLfV4/lFT9UY9KoUp5YgWVXc1ECPzNL97cDSqVGs+cWQ4Vzy0CBDebd+iDltWdRGy3c6uVhN5oj9R2ol9ZkgC+31uG0VYzM7e2R+3X6a+qc7e2PKjz64GP2MLqQ7jd0Ho1vLQVSQdLpIBD4/uYXRJ4qQyO5UMGJicLGOGYzsa+e/cIqZTDuXMz4WqoCvczKYOFQoYDByYYHs6G17x67VrrUGBCth3XvO9NbzrIpUvzzM0VsSwLpRS7d49w5Mg0UpoWQ6YnWQohLHbtGuXAgmI+sAl8HwKBliC0wLb6ub7UmUFeUUq4M7TW5PP5jpPhOPCUEWiy0FhCoz2LlZSkpkeQAoRtoxrjafs5I89xvcdpBk2N8ZEMN25VWt7e4qTSMG7yN27gh+nGQgOWIJCm/ZBVrWIFPqm6x253mQdkBUdpEBBoY68CBQLKU5OhKF1Yiy8EliXDRS7NQw8d6MnGkj62CRth2zZDQ0NYlrVmQhz35HdlT4kz7/kOgeNDYXW7kP2ZZPeLarWOHy5KG3uGK8Ajd/eyGr3lE8d2Z7JeynGn7f0iWlzZLpydWRuxFaOTsDR3F65mlUFebB5Yx7Y5Ytuvdj/ZlEZhIQTYUnF4fJQxW0Euj+trDv7QMaamxsJJnXFWV1MXo0iOZmwsx8MPH+D69RKLiyv4vsfERJ79+8fI59OsqqiuEr3X9L9tVWM17UbMCvl99+1l375xqlWfQiFNJmMDupG2LITN4cN7KRQcJidHOXZsF//6b18zc3XLgsBMt9OFeFOednpxe0L3RCu0uVxu3e9MLxNkpZRpjSMkCtO6S0hBzbMQZLAkYGlUAMZ2ADJADbDJIIz6eCcaYsMZ8lnIuCbNUITZFqtiUpisCs9HWJKhxSXSvmeuJVQz12FUt1FdIDQPWWUsDVqa+yItqGqMepSQBBPj6IqPDrNAhLYAgeNIhodzHD06ten7FpFEbBM2opsITixRHgvc6cqazfMrCx12vndxXa+RYUVYl//N1A/wQ/V/aOxTu837+8UgR3kSNqY522Kj0r5+RWzjEkvbKl68tnZbrt2pHR3dmotpYpA7FQykY6u1plqtks/n12zvtO9mndyso0gJWNECKUzLECUEwoJ/9j89yRNPHGbPnlHOn79FsVilXHYpl2t4no+U0cqnjZQWU1MFDhzYw/BwGseB2dkSpdIKSmmk1KETKhqDnYm4rtbfrj5YNGChNUxODnHkyDRHjkwhpcTzfBYXjZJiEGjy+Uzo7Do888yLLC5W0Frw6x85zr/+m/+E0GPU/YCstjh2MLOpe3Q7Esc2oRsihfNoQtVux70uUpVXyiityDo2VS9sp5OtUSsW0NrCsq2wl6xGZAW5qGVPJbVaJ9vUkEtEC1EiihRFqcowOZnlyhW/6XMoVhekVhepoiOFn9Ccn1VFZAEctStGDbnt8zsSPASV4QIqkyGoLptzSVOSIKUgnbZ59NEDPd+7bicviS0ndEphjD/Ks7pQ1HJue3tFbMu1GlqF5QpaIxC8uu8+9MV/aDwV6jGfM1lsTuiG24lGRfQzFXm7Ue2wbYi2KO4P/fNYz9ltO81BteWBc2yFEFQqFSzLaqklg/gHUVuOMZZ1uVWRCBGYiWn5dd7xP/8ce/eOc+LEbgAeffRAy/u01tTrXpgGnF73Wubmlrl0aY5KpU6tVqdWc6lWPUxqs/ksUhonNp12SKdTZDIpJifzHDw4wehoawN3x7GZnu7c1+PUqcN87Wtn0RocJ8XwoVnKtyyEP4ZwJCs6Xsc2UUVO6JaoxQCsb7e9DKIvfvtFlkUJS1jYwjZp/ilJqT5k0pMt8wyRosnR1ACWSR/WcnU7TdNqDVqJ1V+ATMZmbCzD0lId09NWtWVjCPA9bK8efl5zDBH6uZHDvNdyKUi1uqGJtISKk6Z4+Ihpbq9M2YEOQCNZWSnxgQ98kN2741kl7uZZOsiDaMLGtE+E+2HHAFlyVFnb2kfUt1fq7NJyLRSUk8iwk3WuVu5HaW0LO3kynLAx7arm0f+D5sj2O9U+i9f42QPkr/yr2M/RjS0PaknBwDm2YNKQm4VmbvfH6yVi66RGyDk3Gc963FIFVGDzluIrnDixj0cf3bfu+4QQpNMbp1NMTg4xObnWEXVdjzfeuMaFCxne+943hzWyvX1B9+wZY2JiiFu3TNRWColWJVQwgl2wkGlv44PcAcnqcEK3tDu2nSK2vQyqb3x3Dj/wkdIim7IJdB3lg88ICIkdpGFOYJ+M0odDhzMr0LdAFDENZPNiNWAUBWOzq+cx79NMTOTIZGxu3qyGaumRIAuAZuKNSziAGBlCSwepAxCmB62dz7N7ssDerA+2jT58iNTjb8GxbVABnoL5/+8bLC3cRAinkeVh5siSdEpy+HAhNqc2idgmdEM3jmwck+Mc2Y6Obckr9XTcrURrzfWFkhGSE6urWVm/NfYTtxtxJ4vNgzohTrg97QvM/RSCWw/f97Ht7eO6TALt1bTNV+8DTszp/TtdnHX7fDvugHK5TD6fp1ptGwg6RGx7Mb4MGbTQOLbgaGGKJ/eP8+jMLIfecnDTx+yGdNphbCzP6GiWbDY+UadTp/bxla+cQwgLLSA15hGoRfK706A7R3r7STIZ3tlENtrs2EL8qcici9pXSCSS7JAHIwJxqwBaY0sNnsNb3/oYBw6MIQScOXOVpaUqqjyLrIate1YEElN331i42b+LTCbNo4/uQwgj+LZ07TqogOx7dvPqqzOcO3eBffv2rTqhD78pFJuL0pjN/+PjBQ4fniSddsLPHSlGh5/DkqyUijhOGi1sohRopQQKQcoR7JnOsns87nbwGzPIg2hCd3QTse0VZ50pTT24GxWpm0NrzYobKqBrUGFrsJxqXVyuTuQ6vb2n8270d0lE4HY2nTIv1ktFTjCMZGGuLR+5edberzvVjS0P6vx6IB3bKGJbq9X6Oohmw761aEHWSZN2bMrb+Huye/coH/zgA1y/voLzsqawa4VUpsjQkVtc8WvAR2M9XxKxTeiGqMYW+pOKnD4B6vJq2rCbqpEd1UwPZfCqHrZMQ16TTjsN4bf9+ycozV9CLJua2iA8faAFyLAeXgs0glzOCZ1as31s/77GhOChh/axuDhLJpPB84IwPajxadEacrkMhw9PMjLSOpEVYq2oXLVaD6+zgNY1bFuTz1v4rulPbd1a4tj+8U3fq3a6fb4mtryzWS8VOe6IrUPnTKhFlno67laTSYXOozDicVprMka9roH7cx/b8utK7Hhn02y3G6Ui9ytiWy6XGRkZ6cux+8HEGFxoc2ydpp99wKvHWzHfbcTWcZwN99uODKxjOz4+zsLCwoY1tr0YX97JYUsLKQMKWQetA9bqMW4vJiaGKBRSTD9Sxq36eCspbLuOIt7eYUmNbUI3aK07piLH2ZP68IljnP7yJRoibDlzDicr2D+SJ2sX2P2eI2SzWcC0yCoUshTGhigyj0ChTfdY01paA0KgJs2i19iYyUc2QnDtzx3BxESOhx8+zPJyjfn5MgsLywSBZng4zfj4ENPTQ2hNmAIIkTKzECDlqnOrNdRqdUZGcriuTyrlkMlILl6ss1x00YEke3OWB976UE/3q52kxjZhI7pNRe6VYTpPeO1tNtWZGs6h9QqrknES6bbOjl0Vfz/PpMY24XbcLgU5cnajdlCJKrJh31gerreWRzRVKGFhmhjEzU625YH8VFHEtv0PG7eh7Zt6kIydJSvTODKNJSXxVqLePbQGVQ8Q4T2r4m75NfQzfVFrzQc+8AE+9KEPrXnt6aefZmRkhMuXL/fl3And47puV33rerHtw2/ZY1LspERaGm+sghaSQvoi+4cqvP9fvpUnn7yPj370cR566BDT0+OkUikOHpxCHCsAtmkXJAVKGAVTvTuFdWgPBw+OsXu3SeO3bYGUNBTNhZBYVqRwDgcOTPCRj7yJT33qh/iN3/hhfuzHnuSxx44zOjpCKpVFCAulBEEASgnAQsoUmUyOkZER9u/fxdGjEzz++CEeffQw+fw0QlikpIXAQmmL6tQ009PDm75X7dwLNbaJLW8P2iO2nSZevdfYdk6zX2a5p+N2Q5yZYSnbCVfJQGlQCoZVazq1X4/3M3W72NyvDLjEju992h3ZjVKS+30N24Fceu31NrvmLqBj7s17twNHd9uWt9cyZhf4vo/rug3HdqM+tr0Y44HRJ3jbgQrPXyuZiaYOKGc3ft+9TjptKgC0EkaRFbBjXgO523LkQgj+7M/+jIcffpjPfvazfOITnwDg4sWL/Pqv/zqf+cxnOHiwv7XSCRtTqVRIpVIEgUnDW088qhemd0+jACltRKDRSqK1IPu2FD/z45/g/Pkl7r9/gvHxAuPjBU6d2ofv+8zOLlOvw419y7iuRxAotB+EDbgs9u4dYt++YUz/6qhvtIWU0ghVZR0KBQffn+OHf/hx8vlW5fHp6c7RJ611Y4LZbh/z81eoVOpMTo5w9eoisAtx/SUIRhBCknfiX3q726nIiS3f+6xXmxd3KvJ4aqxjH5wc8daj9pvhvNMQojNmI8jXWnvxejFPhuHulgcldry9aE9Fbqafju52q/F22k3K92lPAL4betKDbMsD59i6rsvQ0FAjXaHZuGJv92M7nNx1nJdvvspKTaADH2+LUv+3ZNXK06CMZqtF/A+Tu11je+DAAf7oj/6IX/7lX+aDH/wghw8f5uMf/zjvf//7+bmf+7m+nTehe6Lsi1JpVdV0vX7UPSHAsWwCZZmnYjqHPfJmHnvsMENDcxw/Ptmyu23b7Ns3xs/8zDt4/fVFrl8vsrxcIwg8gsDm5MlJHnhgCs/zsG0b25bYto3jWC3f+3q9juteIZPpvtZFCNFxcPd9n1qtDkjSaZtdu8a4caPM1KtXuDwEVjrNY9WzFM+cYezUqc3eqRa6ve/9Fp1JbPneZr3F5bgnv4cmDsFMh/P3vVGOIa7Pk7FXbcV0KRDsbdNWzdjx1sfdC0qqiR3f23RyYCO2KmK73c4zOVYAVlY3CNEym7agodERF/dC15G7acsD59jm83mefPJJYH0p8mZ6/fIqBfV6gC0tlLAR8S+i3jW0AB1+HsVgpUpE/OzP/ix/8zd/w8///M/z0Y9+lNOnT3P69Om+njOheyqVCtlslmLRNDTv1wTZ1TVSloPrKbSTQWibyd02UkpOnpxe931DQ1keeSTLI4/sZWWlxtWrRbQWPPBA9J6tS+EolcooZaJg1xaK1CwboQVZmWJ8uYy1PMMjY1ejvkJbylbU8yS2fG+zUepiLO1+Up0js9kttMM4sKQMa/UBbe7LcJMAlgY8L1jv7ZvibmdRRSR2fO+yXvlAu+3GYcsZctQ6qNZE2VvbhbS9diEogIZzaxF/ux+4N2ps75YtD5xj20yzcXUyvFjQ4AUBwjIRWxG/nsNdQwqJFoDWlIi/D2A3K0pbkXbyuc99jlOnTvH1r3+dv/7rv2Z6en1HJmFrqVQqFAqFxu/9SnEqTywjLtkMDXssWQ6p8Tr+rvbuc7enUMhw//2ZjXfsE8VimUq1xlPPXkVpGyEkPyhvsVctcxHBOAG2BcTYA/BeU0VObPneo1lMpt1+47blqbFpeGPt9iDmhdl+orXGtiUY7Tmjri5YI4vll4tbfm2JHe9sblcXH7ctu3Ru0RWVym0XZPttaZvTlgBfxb9I1c0+dzK/fvrpp/n93/99ZmZmeOihh3jqqad417veteH77oYtD6R4VEQ3g2ivxqgRRu1UgfAqA+PYanRDpEYrgc/WG95WDaLT09P84i/+Ig888AA//uM/3vfzJXRPuVwml8utseO4V4cXT16nki+hH11g+IjLyH6f17nQ0zG3muXlMn/3whtoNEKARqKXFzg4tsKUXMZKKVPLs7Cw0aHuiG4d261YpEps+d6kUwpjP+ryLNH5O1a/C+KHmyXqW21+BoRGatbU5dXc+Hsw3O30xYjEjrcX/bDl9XpSb7eIbTZ9e3upA/VK+bb7bIY4A0d/9Vd/xa/8yq/wm7/5m7z44ou8613v4sMf/nBXAlB3w5YHOmLbzHq1Ab2vMimqWpOywC3dJLd9xs/bo1YbR2slGCe+3pddX8IWtvsxdZA7xhy2BVprqtVq2GZn/ehgHNkXK0eKLB6rMLpf4AgbVRXUt1nzruXlMpcWAA1aSoQWPKsP8SRGYNXXUNGAH9/q252oIm+V6Ediy/cmG4lHxUHK7twKpECh4/Z7HaGNc6ulaNHECgARc3p1P2psNxvlgcSO70Vul4pcqVS4ceMGYHrPl0olZmY6FLx3yTgT3IgK5peBHGDB7Oxs38cS3/dZWFjA82IQW/TbmtjqckuNrQRuLs6j1nl2bZabN2+u26dWa83ExAT1er2hXzI0NLTuXOoP/uAP+PjHP84v/MIvAPDUU0/xpS99iT/+4z/md3/3dze8lq225YF+atwuFTm2cyBQvsJKg64s0weNpbuDMCtjlgDtQ2rNenFvaK03dFqTPrY7m1qthlKKXM7Uzd2urUDPq8NZG2dUIbBBg1Cau6NVuHlc18NDmnuERgBBJmOSMLVGCvARMDER63nvpVTkhHuTbtqCxDFG16qd0xflNktO0zpsG0Z0X6B5euwDrt1B/nkLrqtbO46iPE8//TTvfOc7+exnP8uHP/xhzpw5k6gbb1PWc2xrtRoLCwsEQYAQgmq1Sr1ep1brbI/dIJtTkTVQBhy4fv1638VTPc9jbm6uoe3RC6Xltnug6i0zCwXML5SoufFEoqNn6MzMzLq2Wi6X+cxnPgPA7/zO7wBQLBYZHl7bCrBer/Od73yH3/iN32jZ/sEPfpBvfOMbsVxz3OwYx7bTa9DjhHgIhNAEygxCSoMakIitUZEUJvqjA7IifvGNeyXtKeHeJBKOav8O9EN0Jj0kyU3W0NreIv3U+BEivDdCGvsVIO0UVQ06et5B7DW23ewzyM3gEzam2UabMy+01nieh5SSIAhQSvUUJRnLjXXcLpHxRF9uQxzXDyZa5PtBY3HKOLeK5up9BbC0GOtn2uj6tdaUSiWklCwvmx66/YzyJNy7NAeMwHxnHcfhLW95C0IIvv/971MoFDhy5Mimz/EPX3mW695i68Y6vPWtb930MbvlG9/4BidPnmRycnLjnTdgpVqF57/d+P3YuXMt8S8PeMub38xQB6dyMyil+PKXv8yjjz66bj2y1pof+ZEf4ZFHHuFTn/oUYGy5E3NzcwRBwK5du1q279q1qxGhv9cYaMe2mX70v4zUHAIEQoBQPvb2Sv9fF621mQSb9rxMpXZt9JY7Pv5GbGX6YsK9R1Rf2zwJ7kbpfLNYFigP0zF9e7W9bKCFEZ0RWoaiqjqsKTBaAAoYPXEi1nN287foVmQqYTBpt9vm78LXvva1ln2/+tWvbvo8gW4bgEPNw3PZsz0d907o9Ty+r3j11VcwSYqBSUXWrY8kCVAs9+UzXbp0qeP2SqXCT/3UTwEwMmImP4MU5UnYmE72q7XG9/34U01ty3h9zWwfDbgGdtsc9p9954sti+cKSPVBEOt2423UMjCfz3e0326Ody+P6QPn2DaLUvRdPMoy4lEChQT0Fhe197WfV5iJqQG0heyDEN29IEce8elPf5pPf/rTW3KuhO7IZrMtq4T9bBNiTtA4kemIs80G0aUVUxMstGh8FKVMI2qtzfYl4l0UuJMa28SWdzbt9hv9/9hjjzE2Nsbi4iJnzpzhne98Z0/n+fdf/j/WbHvCeQvve9/7ejruRly+fJliscjDDz/c03F836dYlDzz+gUqSMAiCHSLykUAiJP3xfqZTp8+TaFQ4PDhwx1f11rz+c9/nt/6rd/i+eefB/ob5Uns+N5jvbHD9/2WIEQcY/KuQr41/x62W3UQALU2TYtjtSstvzvc22Py5OQklmWtsdubN2+use/12GpbHvjcsPaUiWZ6/jI5EGiNFqauTVVKqHjrv+8aJv0JEJLA12SDfLzH74Mq8tNPP82RI0fIZDI8/vjjfP3rX+/lEhPuMtPT0+zbt29DO41rUBASsESYxivYZtpRZJxU2KI2dMzDRT4bUAJAEmxRc/t27iT7IrHjwaM9wiOEMIsuQC6Xw7IsLMtqRBJ6+deJPIWej7vRPyllLNcfHSsdhR0EHCzO0jyF9IFsId7PJKW87eu2bZPJZLBtm+HhYYaHh+/42XwvR3kSuqNTwMjzvNiz6960O4dJuSittoPfho7tcrW1Fn607XUb+pKZGFepXyqV4vHHH+eZZ55p2f7MM8/wjne8o6dr7BcD7dg2/2H7IjpzbBIlwmpUKcAvo9b5fm43ifKwfS1SmElyILf++u/Ese1Fjjzh3qY9Fbkf4lFgWlxJrU1tm9YQmJXo7dR8D90AACAASURBVELKsUFr0yJEa6NsLkBpbTxbAUHMj/xuJ6rdZl8kdjy4tJcS1Otmwhcpd/ZL4BFgiHjq17YCHdpwZFYC2D97sSW9zgGy2a1fbO7WjuOI8iTcu3RKRY47YntqT56GJ+usNLb3Ikh1N1Bt96F9Jh23E9aPLKpf+7Vf40/+5E/40z/9U1555RV+9Vd/lcuXL/NLv/RLvVxq3xi4VORm2o2rVqut6Z+3srKyeafTUnhhAYwJiHiIKg357AitNTMzC+zdG58aaaVSIQiCNeeKi8bcWAuCAG4tz8Z6rmhSs94xo+bRzZ8xEarY2dwuFTmmE6D9ptmkhpWVOqOj2+cx2dIDU4DwFVqLsC+1wu3DknecqsiJHQ8mnVSRozGgPywDq2myKbZPKpVRHhasajgJ3rPyUktdngX4YuvjEpuJ8jT3rnzmmWf40R/90X5eYkIf6dR/OnJs4y81GcJ0eU1j6oJKUPKZu3GV/YePx3yu/iHbhtz2CqdI+XyruZMsqo997GPMz8/z27/928zMzHDq1Cm+8IUvcOjQoT5f5ebYPjO2TdKcivzyyy830oXA/GHPnDmz6S+VXACtK2hpxKP0vjehr1/nhRdeoFJxuXhxgYce2sPycoVi0WX//s6KjZtBKUUQBLzwwguxHbMZIUS4kqSRCF7mTKznihYTbt682fH1SqXC7/3e7wHw53/+50AiVLFTabdP13UbNV5gvitnz57lwoULPZ1HA9rVJvtCCqjCP/7jt5ic7J+SVPR8+va3v73Bnhvz6qvnkCKqr5VmIqzKpAQIBVUsNIJvfetbPZ8rwvM86vX6bY+pteZDH/oQlUqFUqm07gJVYseDSydV5Mixjb8l3xyQwqQxmvHCW6NCc2+jFKt9azUEbXURPqBr7QWIvdFN9sWdRnl++qd/mieeeIK3v/3tfO5zn7unozwJ3dNJu6b5exGPLedYk3sc+Hz7M/8Lu/73/4iTyXR8171GLWj9DCWal9yi7Mj4FpxvV37ZzJ2W+n3yk5/kk5/8ZE/XtlUMtGPbblxKKd797nc3Up++8pWv8MQTT6wrgLAhNxf58rO3wiUYgXtiHy+//X7+1Q/8AM8++wJ7947w3vc+yWuvXcXzNA8+eKD3DxUyNzfHuXPn+pbj/tT/9W/MM0WBCuAhHuS9731vbMc/ffo0uVyOo0ePdnxda80nPvEJPM/jD//wD4HBkiNP6J72VORKxUzyIpGTc+fOMT093bW6X0e+CxhBYeMQhs+NiYndHD48fps39obv+42+jr2ueF+5UgRKpoRACtCCIbdOoMFFE6CoIdYVh9kMS0tLzM3N3faYpVKJz3/+83z+858H1l+gSux4cGmO2Ea/9yti+xYCnm/btjx7qS/n6icq/CcFSHKYKLTBBkQ2/ol9N5PhQY3yJHRHe9RWa92YU8dLiTWO7ZyLWHgDr1zcNo5tsdy6APXnb/5R/tcX/rbxez1LX4QVd3I7zYF3bCMi44u1SFspLGkhEFjAdW5ycbfLF/7r1ykvSqS0mZtbZnGxhONss/4hwsztdSQ6s6YyIIZTbCBHHv29BlGOPOHOiRapPM9jZGSk4QBdvHiRkZERpqenezyBAKFRCqQlIA3Z7FCjXqwfRJP76enpns8xOjqGA3hCoLRCIBlavAaAH7rsGh1rjZtSilKpdNtjTk1NMTw8zBe+8AUefvjhDRcSEzseXJoXm6N+qXFHbJ/cD89fjX4zZSyZv/8PeB/9eZzcJhext5DoOWAR9ZOHeWsaguXW/fx4ywr6Iei4naI8Cd3RSTzKcZyWbfHYssMkJv+iQd4BPHCynd9yDzKz0OrYXjnxCLUX/rbRl9qPuePIvdipYKsZzE/VRHP6UyrVWmfTs/H5Gil9lFZIARdXTpP+zjWW5v3w+DA7W6RUquB520w8SmtU6NhqASXireXt5r6bWqNEqGKn0y4C5/s+mabV2thUkREoJRFCN9aJz569xNWr87Ecv99ECsg0nFiwlAJh2gH6GJu+G9ellNpQSTWx48GlUyqy67pr9omDqfZ1UK2xA835r/9dLMfvN5FjW9Nhpgqavzz8gTVLy/ouKKluZQu+hHuT9uwLoOPcunestZJvK6ZCtXzrWgzH3xq8tlTk9770VZpjzV6+PzW2cWZfbDcG+gnV7ri2G1/PZByErJtMZA0f+MoM018r4ZAKv1SCmzdLKBXguttHXdV13Uh/BqHNmrFL/Glj3RheN02/t6MceUL3tKcie57X4thGr/VCjjxaaKQAFcVJXHjllWssLcVby9YvtNbkrKj3tJFVrYTZDj4CgWZlJN4BtNtoajerw4kdDy6dJsPtNbbtP2+W8ULbBmVsYnn2aqfd70my2UxjcU0AtckJzja97gJaxdtoux8R24TBpNmWO0Vso+29MUy72zVdM8s7ud0Hezz21pG3W+30bWdb9TRiTrxIIrbsoFRkpVT8EduUhdQglcS2BOjIedXcuLHEnj2TzM2tkM9rfD/eQaiffPH1LxJ6s4i6WTH2YnZs42wtAIlQxSDSqZYHTF1qNptt2a9XDrGXc8xDKJqm0bACtZrPwsJ2aWirGR6G+UVMKYEK8AKNgtCtFTi5e1sVObHjwaS5tna9CXBcUYtse2pfYDIWKvPbx7HN5VKmMgJAw1BlsaX/pQfY+a1Pqx7kyXBCd6wXsW3OwIgnFblOewHf7qqZRz/7y++G9BSnT2S4/4M/wUcf/okez9U/LLu1/thuE4K7W17YINvyQDu2cPtU5J4RAilBWQopBBKJAubni1y6dIuJiTEsS7C0VMNx2peR712+cuXL5oeoxnZFMEF8is7dcieGlwhVDDbNSuZa6zWpyL0OoilSCA2KqIekAAX1esDiYrmnY28lhYx5pJssRkFGK5QWKDQgkc7W1+VB92lPiR0PHs2Rnej/6Nmu2qKOcURs1/jHXh0J+NZIz8feKlKpVLjAZgSkHrh1lr1Nr3uAk45XPKdbVeRBTV9M6J52O02lUn3oLytYbHZRfJiorCbkl9xbHDwNXxz9d/zwff9t/PP7mBjJt7pZi0j2NzX9cWJO5uyXKvJ2YqAd2/a6nrgjtsvUCWQAlkKkLAIJNeDs2RmkdCgWq+RyKcrlMsPD2ycV+QYzpuWJyWlECM0E8aredTuI3skqfiJUMbhEthpF8dtT1HudEOfTGaKZpBamfReeiQ7XanWWl6sMDd3rghWClBV9CIXA4sTlszRMGY3sw9jfjY3eSfZFYseDR3sf2yiDqlarxS4elUlB2B3SbKgYIabyi/8vb3z3n3M9U0Zk0zx58N5Nb8/l0uEnMFkrY4sLLa87QCC23sG80zE5YfBozr7wfTOv7TS3bl+0unMmGWru3lyHVIeuXaqiWSgvsDu1u8fz9YeH9k8BbzR+r1CAJs2aYBluXTzP1JGt7c07yPXyg/mpQtqjPHEXuCsheUG+DsB8ah6hNVcwPegAisUKlUqNpaVl/LgT6fuNaLpeAcfZE/8pktXhhDsgagRv2/YaQaleeWzvBIgK2DWEDigjoAggmZ9f5tatlZ7P0X80iqiPrfn/X6jvh52LTNRWxjwnTep5ErqhPRU5CIK+RVjKdaBpQpy/5RMtK7/01P/I+d/7FH/97/4l//X8s305fxzkclljx8KkTV1MTba87gJuNf7yoJ0c5UnojuZFqqhO3rKsNarIvVPjeL7Jk7X8NeGVGlCeHuXq0pUYztcfctksx5uqBm5kJlpe37cM3/jLv4jtfHcSsR3U+fXAP6G01o0UiU5CRL2sEAc64Et7vsvp9CWeHzmPVAEpbCxLAJrl5Rq1mk+x6OK626tBvABQZlz9/9l78yBJsvsw73svM+vsrr57eu6Z3dnZ2Ru7wGIWWGABEIBIkAREgqRFmqZg2oIt8QiTCNsK+g8qFEE5wqRkyQ7QVsCySZmkHSRFAiRFiCJxeUEce2Fv7DGzO7uzc09PT591Zr7nP15mdVZ19XT11Muarur8Njamjuz3sqryl+/9bqFgDrvWMNs5tinDTXSTDoLAuhwDnDxcMo5OrRH5OgioXIELF+Z57bXzvPrqYOTnlWsN4+kJv6+DRN5aiW42D+kvWuuuK5ynDC/tPeUjxda2x3a+LSLy0FKDaPWN/CQHz8HX3/xGz3MlRbGYxewiTKLtpdGZlvczwLW//Y/W500V25RuiOT0RuHHvctyjrF4tH1moxK2COA4uGpnRxH863/4aPPxUpv4uIB+vb3zdm/YrHsxiAznpwqJftxKpbKhEE30fk+KLT7OKKxkqqy6ZZQIODLm885rL3D58gIrK1XW1tZQSrG4WGmGbex0HFyEI1CY4qoIwbi0nyO8lfClm+GUiEhWfd9vWhltFp3JZCbN9YYAKRBSc+YynDlzibW1Ki+/fLHnOTphM6xPa4Hf0ERNQpzlJbJgCkmhCBCIwG7kSDdenuh3SmV599IeihwZqGxHXgBMZCEy5wBk1vwNRWje2AMLXMImNmW5WMzx2G1Z0BqNYGWiVbEtAtTsGtvSqsgp3RCPvog8tu17aTtGKpeZeMW08npxqshA9c5+88w/+/0e50oWKSV/9ivv5RceneXh8pmW9xaBlfq+zn94E6RRVLtAsdVaU6lUEvkBR9xRvKzEyZl+AlJLrlVBlOdZWanw9tsXOX9+Aa01i4urVKuDodj+xj3/I2IFpMJs9IEZy/Vzul1EhzVUIuXmiEKR7bcWcNFSo5Vupuc5NfB9xcWLC5w/f43FxZ0djmzymkybMTRM1CtowgrPmJu9uAXF2YPAFPxIZXn30h6KrJTC80xgYTwXz4bHdrwtFb4u2dADdnlvKSz1uDMZGcnzwXuOmFx/DRRHiO8e8kB5qf/3oyAIUjne5cSNVPFKyDZkt5WAyZbC3xsNR9Er/7zxF6ysrlie3y6j2Sw/+YE7ORl7TQNv3yVA9b844jBHRA7dp2q3AN9Ise3VqhRVZs2WaqAFSghWEVScfZivVvLWW9dQKqBa9QfGY6szCiEFgQAlBdoH2R4/0QdSxTYlIpLVRqOx4ZqwYx2uoQPTGMcMtcJIsISUGZSSzM+v8fTTZ7YY49aSy2VZWJFhVVjNcqHEegMy0+5HZPvvsY0Ul2FdRFO2pr2QYxAEeJ7X8np79eSbxyXusS3SqtheB6rTGti5G+FcLoPrSv6Lx/biopm79vbGSp++sFqJNs2xTemGuMzGFdvNjrl5zqDiGXztOQbAtUPjgOnV/q+++y97nK9P7Fv3zjaAoFAAjlgbfju95Yd1f70r7lDlcnlDcjv0HjokhMl/8bLa9Hp1NdQ0sjiJ1mZxXVurhmHIAdYNWgnxl89/2VwZAaC0aQTfHsvVI+kimtIN8U2vUqolFNkuI7hRNWRp5LpQEWTqV9Fas7ZW46WX3mFtbef2tB0dLbCqTLsipTX1fIHvEtWBEwRoRKb/fWxTxTYF1u/5kYG3PRTZHgFNxVZrJiqtGx0XIJvl6nW4dM1uOLJN8vkssyMl/rsfvZPP7WtVwi8DfrGIX+uv1zldk1OAPnlsYaQIbijLJ6611qm5BgSj6y7dl9WL1udPhNuONB8qCPuT2e060g3DnOo3nJ8qpN1j20nwehHGeAiV1AItNdmMw5Hlf8+R5S8ysvxtZOMKV68u4vuEYYI7nyfUt02PQRRIgVTALXA2B0GQthZIAVrzeZLx2I6gox62OlxrRiGnzgOwtlbhm998iq9+defm8oyM5HHC2EVHSBDw++OfDMO1TIiyyNqtRNttSgGkiu1upr1FiJRyg4fWnsd2499XWM/Lq0QvjsPnnvmVHudKjnw+g5QOjiOp3HYCYja1tw6Yf4O6vYU5NTanbEV7rZpkPbYjTBfhF+9a4h8cW+aOSuu75QJoLzmFMAlFHYC96x7b7Pps1obfjsd2WGV5OD9VSFyx7eTl6VX4IqFW0Gyl4dYDREPg+pKZ2gLvkt/nA/6XKJerA+OxjZojOOFFv4cR6walbovODKvgpWyfarWK4zgJGTt8tI6iOsLxlzWOlGgtKJdXuXatzDPPvJncgtcjY2PF8FGoxAI/vvgUDlEoskbcgtCjSLHtVM06ZXcQX2vjefJJGS6no/zZMRXbPJrt46kTWaAEAhQBZ6+dTeQceiWXy6KURmtB9dg9rbZlATCLb1Gxhd3dIiSlOzbbN9tfFzWOA++Z8/nQwTqlsdZ3V+9Mrq98og6Vwvp5r7vG7MpUGoo85GitqdVqm3pseyGbzaKVJiNN9WDZFhWkhQCt8eseuvKWhYbV6yQpeO/l4fV5NEw3Jm3LnRl7i88wzMntKdsjCnvyPK9jSkHvsj2KdOS64TTQUBa4DRCXv0P5/DO8c+V5Xll5mcuXF3ucKxlKpTzjmahYlOlj+1iz8qtG4SDq9nLyoDsDVVQ8KpXl3Uu84ExUgCheJTk6BuxskD99dI3juQY/TGuBpQCol8IK/6EL98LKhZ7nS4JiMRt+P+A4tBjGVQ1gnMqKvdSItCpyynbQWjeNlclURR5HCJr/T90OUeDx5DE4dK+PEeLlG4yxA5mcam4zYjGf1obv9nsf5v31cH6qkHjYUxLFo4yyDFpLEIKz+zIEhQxCa3R4yQoBy/UstbUaFvXaRHlw5n7zQJnv5rZg1vqVklZFTtku1Wp1U8W2dxpI10eHRYVlDfSaAqVMNWENkxWXd5ZeZmlpZ+bZZjIZfuSRA0QeZ4kw547Ax9yT/DeVVQNbN6ShyCkR0ZqctPf+0cPwq+9Z5tFpk5cX3TGqQK2UIxaQzEptZ26Mi8UcUhpZVkoQzzDM1AA8RmfHOv3pTZOGIqdsRbRv1lqTzWa3/oObRhO/HDNh1PPYu+C9PwfvO5HBZghv3ygUmrLc/HiWt7mpx3aIiRbRfD5vrfl7J5QwOuC5I1l0vggChA57bSKo+5Lq9QW0HgzN9tWrrwCgJYDm9urejf0SLJAuoindEvfYdsJGM3iENjdEZRZUgYNAolRAoEAiqSuX69crWw12y7j3tjnumVLN76MKuNIouQLwBLz6t69bmy+tipzSDfH1N+phm6TH1pFZRjOa8RmzeSyF/4+9G0ROQkxNdPTO3Nzl89mml1ZrWhTb8ghAHnx7e4rUY5vSDXHFNpMxNRui5+3H9EZUMM10H7n6Kky+D97z9x0m9hUxM6+vPdNM9zhfn9gzy4bMZIuqSTffe9RybVhleTg/VYwgCDZVbK0Inw4vJKW5/Y21qKkGoBCA1kbwRs6/SL3euOFQO4Vv8V0AhCNAC1zh3DKP7bAKXsr2SD4UWeGG3lqEAFchhEZLQcMHcFh2FFo4LC3tXMW2UMjx4++/i88+tp/37hXNejMKiUKwNKu5duWa1TlTxTZlK9pDkTv1orap2EZkMhAGHjPzCLz/7zoU3IWWY3K55HL1emFkJBd6VMz3cS4mZtkKgOx7MdV0TU4BNnhs29cAO2tyVOjQGJ5u+2F46GdccqNG0fUBGWvM/tN3/myP8/WJ8QmuYaR6PnrtFhSWHWZZHs5PFdLusU0CHWg8xwEBuaoKK6tqtJAIFEJAIAS5RcXSb/9viZyDbW4nbBathMnUE9q4fvrMMAteSne0V2DczGPbO6fY4woQpnWXLPtoBFIrGkqjhWBNanRQ4fz5qwmdQ++USgWEgNnxMX7gvqPMAA4KhcZHw2iRSrm/eXlRju2whj2ldEe0GVZKbZqbZ5uVK+bfAz8ED/5shtm9OSbboif3FfZt/MMdQLGYQymJEGYNjJvTchUA1fSY2aDbfPlUjnc3cQNUPBTZvhyPA5FaW+T2x4pk8+vzZVzIOaZ42rsr8IHDH7A8fzL4QlIrwhqw0myj2d/q5mD218PadWTotYYgCCgUzNWTjMdWm9xZDd+/M4tRBWUzy01rQaUO2WqA+qN/19tcfeJX7/1lAKQUqKj1Sd3uHN2GMKaL6O4lfn1E7X4ymUxCHtsscxLQAoHAfaMGWptqwlogcfCLAq1c/u8rv8P1les9zpcMpVKBZlXkTAav+Wy92nPtan/zklKPbUoky42GiVpKunhUxNoiHP0k3P3JDF7OAwX15vAmt/bI7BFr89nEdV0eeOAgWpv+2udkCY0pOLM6DjDa9xTD1NicEsmsUopsNtsit3FZtrEmQ7zAUivSgaxrjKY/VZ/tca7+UfUbODmQEtzm9rb/0ZzDvL8e2jtUPOwpSY8tDiA1AnhnQoAGITHJbBmNQKIDTSYT4OvBsI6MlSbCR8oEVmsSuVLSHNuUbokWySgUuV3p7R2XB+ZMH9tJofFeApSEjCTQUNMgPQcdFNAB/MGzv2dhznVsbeaNYmuK2gkhuIYR3ShBAqEZmSnccIztsJ0c22G1DqdsTbTR9X2/2bIrSU+tcQhnOfgej7s/VcTLmEgPLaHUDPrQ/Pd3/prVeW1/phMn5jhyZBIQ6Nwcq8Ai4JcAMgTaXvGLtI9tSrcoZeo4JBdBtQUaCh7N6IvFor01LWl8MpTzsJqHtfHwRYtLY9rHdogVW2CDYpuIp6coEGGXkOp4FuGBciAQmgZQF4K68BC+vAU2mZtDhOElGo10BAEKLBexTKsip2yHqFDFZjdiG83gx4vwQAP+3j019syC8MAV4CFpjARIx/hLdCD5fvX7Pc6XDKVSASnNd6E1rEJYGdmIcKAk2UKur+cUhTyliu3uJfrt6/U6Usrm82Q9ti6u1xqqqwMYj9o9L13locMPWZorOU6ePMr4eJF8ZtV4r9wwioqVsLWXPVLFNmUrougpMFEFneTWjuHqxtfZSAZmQ1l+1l294bE7CTm+j+pYjnIOonqyXnFDOameSBXbISayKuXzpjhEIhZiRyB06A3JS5DmsSsESnu8Vd+HyJXwtaBu0yyTNJHnWcOiWEkkxzZdRFO6pb0CYxw7CpOHlOBJRSELx++BDAqpwRuT7DmgUMoF7SMCRd12bL4lHMchl8s12ySskUMAAYIGEgfwsnZ75qUpBSlbEW10G43GBo9tkp7bdlQA41GantqZMtyOlJLHHruD3KHL1HJQ80B7HnCFtfk1a/N0W001leXdTaTYRgaq5AyWppXVhqtSGcWlVqtzMbz8l5No25EUjkBXqsxdg9vPg7uwSl7bU8y7vZ8O8/56OD9VSJTP43leR+GzY1XSCKlN0O6VIBoYrQQVitQzJRwpCFyxaa7AjkMIk1Mb5tde4BJYTins1mObenlSwFwLmUxm0+uhdzku47qmirnnwdlTgHQYOyaYOirZu08hhUQFEu1Dnp1ZSRVgamo83HDAJecwpq6qxkEjHRB93pgOcyP4lO6IK7bRtbBZSkFiiq6GjAe3jYMUAYwOSHsQoFDI4BXvYGkSlicBxwFOUyj1NwTT9/1UllOo1WpIKVtk1b7HdmN/aR2WipACWKsQdd7TFosvJY1AUGO9g6bQQMmux7YbhnldHs5PFRK3DkNSnh6AAooMcjFjwo01lMmz5N1FrpA1bX/ygkZ2ZItxdgiuCxXz/SgtWMnWbBZt65rU05MSEVVg3CyloHdKSGnGcl3FfBn2PgwTh3KUxgJcoU2CnhY4nuZA9qCFOZPhkUduY3a2BIBz9HZMhq0mALQSrC7atQ6nkRcp3aC1vmEoctI4mNQCpUFpAcJhaW2pL3PbQDknyVZg7iKU5k0IlZOxtz52K8upsXl3E3ls4wXgksGUNI9WjvkrUF6m6cIdzWiOl6DgBTQGSLHNCAGTI7x4G7x8BBpTI5DtrxzDcO+vh3q3ES2isPnm10YfWyE0deVwLT/JGX0/57iHS957mJwtIR1ASxpZwdpnPtvbXH3kCAW0Bomm4NnPyUs3xCnbQSnVLFTRSWZ73xyPNhVbz9McexiyxSzgMD3dCAswKVQgEQL+03t3bs88KSUf+tBx9u6dYHpuhLIUBIAf1kZeu76y1RBWieQ43RDvXjrl2Pajj218KKGAyjKnrgBIckFAQw9K5QvQUjKyBGMK5kJ9PHcL8uXTNXl3I4RoibyIXrPvsW2tivzW6f1Ualmj2GpwPM1jB30+faLOrEXFMGmcUbOPqU+OUJk2zq7lS/2VYxjutIKhu0PFY/7jwpdUKLJGo4QgD0yXwB2bwZvZx8GDOYpFTFXkvUdYOiDwj9/X01z9JB+MIRzQAvbVJ6G49d/YZphDJVK6I977crNQZDsKk0TKKJfX9J8WIsPRo2sUi5qMKxBKIzScyDzKXGnOwpzJIaXkgx88xvG7Z9HC3IfwTPX2kZI9Ye7GQKW1TuV4lyOEQCm1QTHqtCG2iVJQrZiiUQC4MEeFvBuQEQpfDY6nB2qc2weXinBuyrxic2OaynJKt0TRkPGWXfbluDUqSqtVSqWaCb0QIJHcNbnGR4+U+YGZ/hpre8ERAmjbP1TttStKqyIPoWIbp92qlETIkxDCBMlriSxp5uY89kw6uF5YeUkLyORwSgep1QbHOrzirRhvNPDE9Kswanf81GOb0i1BEDRbC2xmjOpdtvN4ng6tmHDoEDz44BJ79tTxPEEuC+MFF9+HTCaL61ouE54AUkrW3CzKMX1s3YapoTp1aKqv5xEEwdBahlO6I1Jso+sgkuNOa4DNdbq8CqdeOkwQYBYzCUdmGjxysM5YVuDKQbouyyzOjfD6XSOUp0eAkvUZtlqTgyAYiHtfSnJ0G4rcuxwbz2Y0+n3vXsLLrr/rCkGuIPC0z77qgKT5EfVzH4u94mG0dXt0o9gOs+NoqO9QtVqteRNOrN0P4AhNYFJ2WK/hJsCvIVSAUgK3uIdGY3Aqt1VkHSHNRviyc40kauWk1VRTuqFaNflkkSwnk2PbIJMRaA2epxkfB9/XCKHJZCRKS+oaFJJ6/srAhNUuygyOMFm2ufDetOfIHmvjpwaqlG6Joi7iXp52bOfcrq7A2OSq6WurzYZnrujzU3sU58bLFDJbjbCTaF+Ej1sdvduCjqks726iCKr43iyZUGTjhRWYXXWu/fJ3GrjCg3IAH3JG6wAAIABJREFU4mSPc/UPLdu/F7vytJ2qyMO6vx7aO1S8UAXYD3FqIZQ8sWiqqjYQaKXRfgXlN0xOguMOlGJ7f/UwEpCO5pC/H+x1FQDSRTSle8rlcuIpBXAF19VIaWqnua4JYwSHQgEajYBKXeACYmRwIi+8A7dxdY+pGVnLGEV9+tBkX88hLTiTEnlss9nshteTLB41NgnTe6+ZnY5j/p/IC0r5VY7lGhQytyDH5qaZaXt+e7PzQ79I1+TdTSTHUspmVeTk7u0bqyK34HmwFsBz83ApvK8oBYtl6LNcbAeZldDSnujWdFgYZlkezk+FCUNuF7okPLYiDG8SgLlGNFJokBIZ5fsKAb6D7w+OYjuuxk0RWA0fX7kvKlBnlW7CnoZV8FK6p1KpbMjnaaf3zfEEIyNGhjMZxcVzUK2a6390VFDwFEenBRP5gMm2LiGrq2tNr/JOI1coUZ4osjIKtaKD1oLXn3zd2vipxzalGyK57bfHtlAw/zepgZuTuEDh/CLQ33Y5vdEuQ3Z7iKZVkVO6IQiClrSgTkXf7MjxZQBkGFfacbgLFXh5GQoNqFTgXz4N/+Yl+MKzmPyDnYcpghkPlvWsjp/m2A5xKHK0GY5Irk2IQEqF1iAKDixIBBKpNWQLaOGDVqAFjcbAdLKlmjHN60dVlv3Y7/fXbTP4YRW8lO6pVCo3vA7sLKIzOA4UCgGuqymXYXRMoJTEdTWlUcEdBwSTUw3un2xw+fI1zp+/ysWL8ywvr1EqjfGRjzxAobCz+tu6joDQtmZaFu2hWulvwZw0xzYFaHpsK5VKy6Y4yeJRG3ABX0DZh9eW4b3JTmeX9o262/f1MZXllEixhdZ9nH05bl2nGg3Th1pGQ6804PnrUAZWFfz2i+sHV4Cnz8HJwxbOwy6FQoEkFdtuGWbH0VArtvGwp6QS3AUaXIFGIwJllFghUYAgA64EJI16Bd+3q9gmGcKVDTwyLmSkg/L702ewnWHOAUjpnv54bMs4DhSLkM3CQw/D5ctRVWYYH9OUq1VuO1hh9fUKXzvzFABCSKR0WFmp8NWvPs9HPvIAIyM7R7l1Rj1zCxIgHAFijMpK2dr4qcc2pRviHttOr8exua75vkkraCKBhoKnFuBiuHF+8zz8+XnjvP2Zu2F0pxaiaf9eMpZbI6WynLI1QRC0dChIrnhU+7xAZr2YFErAvHHA8PIpkO9u/YNvXoY3L8PsGByahDvaQ/lvJXEjVXbTo26Gbqubp+1+BpBKpdIMe4pIrHiU6yAzND0j0aUitE+gAR1QKy+g1K1REG8KYXoNCqnRwv5lki6iKd0SV2whqeJRV9Aa5uZ8RkZ0mKJjclJBsP+Azz33rFJya5x7+yiOIxHCRWsR5uJK1taqfO1rz7O6WrFwPnbIZbIIYbbEEo0rJZr+Ro6kcpwCRm5zudyWoch252x7wQfOr8FboXHne2/Bn543ry8DX37F6vx2aZchRblsz0gFW3//aRRVSqdQ5E7tfnrfW5trUYXLVWQTa16hkpizc7HzEOeBZ5fgz89Ardbj+dhBKYVxM0dM9P0cot9mWGV5OD8V6x7b6AfsJHxWkAIBpgx5BoR0UITRx9LFUQ1U5TrVlYWmgA4CrvLIuB4eyYWGpVWRU7qhUqm0VDfvRO9yfQ4hjLdWKePp0VoQVYZTgFv30d9bQOsxlJIdjGaCcrnKV7/6LCsWvaK9oKVAhh3JzCcZoV6xt8CnBqqUboiKHEVr8mahyGDX0+O6RrnV0dqrgAtrsBQWl/laW/GIdzT8xZPwzjy8c93aedihPRTZsypX3RZ0TNfk3Y3v+xs6FCSTQmDy36NLXMVlGCDjwkTk7Wzz1rajYwPdYurVOlH+sMFuql+3azKkiu1AIYTYEIq82XE2FlGpNCJThnq4iAJCYp4EDcS1NzDSODia7dHGFHvkOJNqDJFAyHM33/sw5wCkbI0QgiAIOjaDbz+udzkOwrFCsQ3AFGcJ52gIrjxfg8s+jhMqtc+fRT5xFhlago3hTFCpBHzzm6/2eD52CAIfzwWBwBEKjcB1c309h1SxTanXTchgp+vAvqdnHaXCAo/RPs8h9mQTXgP+8E34w1PwxjVr52Ifd0Nod9KkspwyMTHRMRTZvhyPtjyL1mJfhtm3EshEsnz71sN5tyaXtZ2l+RUgXmyy//eYVLEdUDbz2NrGhPmVyY9rWDYhiGFxZPNm0EArkNRDD9BgcLx2kJP+cY41ZhO7Sm5kVYp6pQ2r4KV0RxSGHLUWgKRyy51w7KiXLWgVLdygqwELrzYQaJy1GuLLZ5DnNOqaRHx1HokMr1Xz92trNer1/hZp6oTMGkU940R9tgvkxu3l9HRrHU69PLubarVqUlvaPLVJt/tpDh05OwUwsQ3Dzo7y2sbbn+SB0b7n2KbFo1JyuVxzX5asDI+1PGtemvGpmmvsTs2L30h9rb0V0fesjt+tHEOq2A4UWmuq1eqWiq0tgdQSnCyQraO1pqFBOuGF1aggCECIgbqIRilwItjHpChuUme9N9Kwp5RuqFQq5PP5GxaqsCPHRVM5OAxdrFSIraQgPAkSFALnlRWTWytCZRjQX34b/f+9iXjpPGKtilKaq1dXejyn3hnfM47SRm0XQYBgGse9NV6etE3I7iVSauHG1VNtb5K1DpcvCb7JFoB8tKac2HqAPTvpmo03k68AXtPz0i/Sdj8p8bV4s/21HTluNSo1L/Xo8lNAED3Zma19OuG47XtavWUQiW2i+8aw7q8HR9PaBrVaDaUUuVwfQu4ECAWOACbGEELgoInqRAnXAQFKezjOgC0IAsbyOfQtukySbf6dMgjEFdtkrcMHgfWNsDFomorIQoBwBdlJiQAcJDJUas2GPVRulyX67Tr6+QtoLZmfX03gPLfH+Pg4WoHraYSr0HocGvY2AWnvy5Ru2LNnT4txI1lP7br3pim/JsEcX2ISzgHookrqvtkkTvAmafdK2e+ykObLp2xFe//auCzblenWOhWRYuu6sXYu0eUqd04ngq1QWmM7rzbOdnJsU8V2gIjCkOPhi0l6bBFFtB5pGo0CIZBoBAIdSGiAEJVEQ66SQCsYz+cSsSZ1Gy6RLqK7m0ixBTZdPO3I8SpCgFICrWO5tQKCwIQO+b5RdM0KK8x/OlZAQ5odtFwUKKW5fv3WV0eu1+qgIeNoHCSa8zjZ/i5m29kMP/7443zyk59k3759CCH40pe+lPDZpfSD9k3wjfrY9i7Lm6QAiHDDU93G+I2dtGa3G+prfd+YpoptCrBBhtuxI8f1lmfZbFvrrtUGXPeJikwNCrVyhQ2VkPt8m0lzbAeQdi8PJNf4XevQbipMvJ/W5kXj+WkgasvQEKAVUu6kRbI7tBCJRUmk1uGUrahUKhQKhS1DkXvnajhWYGRageO0VlGXGlSgaShjtEJLBNH/RskVQiCFybddXNzaY5u0J/PaO0sgwEEghUbzXZyMvc2w7by8tbU1HnjgAT7/+c/bOL2UHUJyXp1OrBdmaV6aAlwv3PA0I/Hv3HqoWn3rY5pzJR2V0L4WVqxXRU5zbFO24kaybFe2W1NmNgxdcGDKY5CKsgI0qjVae9falac0xzbm0R8myuVy08sTJwlPTzOfXYv1J2HYkwa0kAgpgQxSDt6C4GiN0vZvHGmObUo3REaq5eXlG4Yi26iKHFVEBlM8qlwWOA5onUEEFVQAgQxLrIp1o5ZEhJXQBVppfEfiSIdGI2B5uUKpdOvCpKrzZQSm04FWClikstzfEOntGKg+8YlP8IlPfCLhM0q5FXQKX0zGYxuNta7YNj09dWAxUlbf38UoO3nT7Pc9CiztY5sSkXzdi9aIpw3TZCVMZuHsGoOEm2+PvPhg389h2EORh1Kx3cxj20mx7RUR9ohE04yAqvkNsm4WtEC4eZRfAQT5/M4oN949Gp1gjETqsU25EVrrjqHIAM899xy1sM1OvV5HKcV3vvOdm57LdV9izx4wVY01SkX5tgohHLRS+DXNgpZUpaaiNUooQCMJqyErE6C8pARLr50O//Ya+/ePbTpv9JmefPLJRDw+p1+82HxsPMuzfP/Nt6h/x04v22q1ysLCApcuXer4vtaaer3O3Nwcy8umquvo6Giac7vL2CwEuf3+blOxdRzzfwuxdbq9nUhHxnZSmGP7/iFo9hO1QZpjm9INQohm3YR2z63dLiRb1IIQwLsmzePnaqYFwAAgVbz/GMDxjaLdA2kf2yFVbI8fP45Sinq9vqVw9Sp8UVcfX2jImceOkzXFozQI3UDiI2rg7ZA+WttBIBNpU9Stx3ZYBS9la7TWzM3NbaiKrJTi2rVr3HfffTiOw5UrVyiXyxw5cqSH2d6mWl3ve2kuz/XrXmYlo/sduOzRQBq5D/8FGfsjSV5LcntmEUJQKo1z7Nj+TWdVSvHCCy9w++23J3KtL725wnVACIWWoPT7OHbbfo4du83K+G+99RaFQoHZ2c5FdlZWVvj4xz8OwNiYUfCXlpYolUpW5k8ZDG5UNKqvlX2zwIE8PHMdgi7mLewkxbZ9zexCMbdMuiandDJSRfQtgsDFGKgmXHj3FLx6CeqH+zN3j2RHsrTKstd3TWw7iu3jjz/Ob/3Wb/HMM89w8eJFvvjFL/JjP/ZjSZ9iTwylYpvL5QiCoNkUHpLMzTNFlhSY8GMd5uVJgQR0UAMtGTvnk3vuu8AjVubsBzqM5UpqHUuLR6XcCCkl99xzT8f+l1JKZmZmcByHcrmM7/vMzHRR5XRT9vLOO4R58KIZxhgVk8IVHPhADnVas/y8IqM1DgFCeqDNHlkKh0BDBg2jZtM5Ojp2w/PyfeM+mpqasup9ifCE11S+jbgdYGZipsfvap0LFy4wMjKy6XjT09N84Qtf4Ld/+7d5/PHHAeOxTdldbBZynHS7nw0oYDQLJ4rw8svAFlWPg4DEFsCeuAebvTu7rUWSKra7m3jbruRDkW9gfNVAzYeca3JtD5yHNwdDsQ2TFGPPBTYL2dj22EZ1L37+53+en/iJn7Byjkkz1HeorUKRoXcLkxCA0EYJ9MH3FVIKpAClNAIHIRRUBNk//cOe5uo3RklXYail/bG7OaabHIC0kuruIB7ulMvlbriwbp87Q6drfPOt16sja012RJA9VkR5a+ZY4RFoUEIghEYBjjStgaLz8rzulNWkNvO5Yg4hJGFsCeDibeijlxxCCLLZLJlMhlKpRKlUSsOQdyHtXp3k23dtgsR4eT44B3f85dbH1zapsLwJyX6WuIfZRD/Ejff9oNviUemaPLx0kt1kCsONtzxrudQVkHejvnyw71rrn5bYWER8myQmyw60Vm4P+p7KHxWP6mYt/sQnPsFv/MZv8OlPfzrp07LGUHpsI9oXzSSKRxnbi0bjo8pw4cI8Bw7MUpcSVwr06AwqO4s++wZ5MThNpCHMH6bPG48Y3RaPGkSLUsr2aA9Fbu9R3fs1avJ4o17TrgvVaoeCFTnJ9JFryKW96LCllwiLR5kTAZEDbUo2MT5+a0MZpe+gUWgNjjSyXA/bF9kgzctL6YZu+9cmrujWMUUxChKOAG9scXw/w6S3hfk+M5nMFsd1R7ce226NzemaPNzEFdm4F/epp55qrtG1Wo1vfetbPcyyzMmT688uXIDDh2NrsgTCgqxnZ2tcfF+4rvkw9TrMVdcVnAB4aRvnUqlUePXVVzl16lQP59+Zt9+43PZKAFV6/K7W8X2fIAhuOF69Xuexxx5jZWUFKeXQ1b0YasU2TlI/mhACITWBCLjacJBKU60GOEWJh0RnizAxAncFZN5+LpFzSIzQyZNUVWRbG+K0kurw024dzmazLe/1zgth6PHGd6QMi0iFm8lssYpeMp2qzdWpUQjTDkhIHCWQUqC1w+xs0cK53Twjs3kify0AQhD018mzLcV2dXWV06dPN5+fOXOG5557jsnJSQ4dOpTUKab0mWQ9tkVgk0qpGWAlMJarCYD21htt7Ci9Nv49GSHuZh3dDumanLIVN+pFPTMzw/T0NGtra7zxxhucOHGih5leanlWrR5CiLPrL5QVeBqEw56ZccbGTsDVVTJ/fRnRtsYp4MSJ27ue+ZVXXmHv3r2Mj49vffA2yagMr7bIslHOe/uu1rl69SpLS0scO3Zs02NOnTrF448/zsSE6ac7bHUvhlqxbQ9FrlarPP30082bd6ViyokvLS3d/ByYHFt0Fl3zAcnqqk+h4CGkRujQpzM1Qf1tzZNPPtnjpzL4vk+1WrU2Xjt3AVUhaCCoCslZ4JLFubTWvPDCC5suklprPv7xj1Mul1leXh46i1LK9okvovY9tlda2oMsLZl7hhP1pq5JRA6QII9Nw4PHkLUGnL6GPlNBCoEO+9lSAa0dslmXUqnHeKgeKVdrSGnCqk3ZZoH27O3WbXtsn376aT7ykY80n3/uc58D4DOf+Qy/+7u/e9PnmXJria6RqAZFJMdBEHDp0iVWVlYAU2X7zTff5Pz58zc916FDimiPVq+b1l0tl2jWBQ2NLLz2MWHa3gaAD3tegNFYwfDTT7wMe7rzilYqFer1Os89l5QBO36PM6GMzz77rJVoiOj++dJLL91wTT558iTVajWtcL6LaY+eijMxMcHU1BSe5yGEYGpqqoeZ1tv9+D5MT8+vt+0KgHLdyHIR3FfmKV59A165wXDbOBfXdRkdHe3x/DuzNlPl1ZZQZCN7tuZaW1ujWq3ecLyFhQU8z+PKlStNj+0wMdSKLbRueGu1GiMjI+zduxeAixcvopRi//7Nq5ZuyZXQawsEFZAqoFoNUMpsJCUKhMZRAR6aw4ftJLivrKxw/vx5a+O1o3nbKO3aNPzJgdW5XnjhBfbv379pKNXy8jJf+tKXmrk5w2ZRStke7cVm4oqtnY2V2cxF6/TYGKyurufYKq1N+y4B3toq+uJZOKXQQYB0XHTU8geJwmzeS6Ud0H4gUJgyAGG4tNbkLYUvdn0KXeblAXz4wx++ZakPKcmxWShyvV6n0Wg0N2GREbOXjVY2u74hDgIQYgTPC3s3ayDQ4JqCLVNTk8AozplFCk9VNmyIpqa9rjfE169fR2udyGbYEL/PmbSmyclJK70olVLMz88zMTGxaRG71dVVfvM3fxOAX/qlXwLSdXm30l4ILlJwo0iqZIwd5fWHDlDMgBOex5q8sVILZnHfASkxtWWf1iiR/qcoRml+Y2NjQ2mYGmrFtt1jGwQBExMT7DENK1leXsb3/ebzm55HKWCV5VXIr9bJF31Uo8yy76OFQGhJdkRSkvQ8V4Truly+fNnaeBt5myzh/QOYzQCW55qZmdngeYu/5zgOTz31FLfffvvQWZRStkd7KLJ9j20RKdf7Xq6tgelpG2q6GpCmQFzwtoeYN3mrwvGab2sEQmuEdEFIpqZufauQ2moNIc2WOFq/tLSnOHbjsbUdLpkyeGxW/VgpRSaT4eDBg4Cpsj01NWVtXTPLRswFu6zhegX2FnAFHCyU4LKCJysd/35kZBYOdm/4DoKg+VmSxXh8emtxtk4QBLz++uscOHBg07aEWmve85738NnPfpaf/umfBtIK57uRdiOVEIJGw+S3xo0iva/Jrevn6uodQCznteJDKWP0woUtqpvDjlBqAdyMwORENF+xPkc3UVQ2DGI7laFXbOOPgyDY4Omx4R3QwshWXZSpXF1l2s2yuOwyNZ6lQYU6GumC+KV/1PNc/URq0EKbYhsW6eY7j36bsbGx1CK8S2m/OcevG/s5tncBppK51nD1ap6pqUgZ1KYolAKx5nP9rf2MjK4XjAqUxpESBQgpUVmNI9kRiq3jRYuXRmiNFLLvC1paPColTjwUWSnVshlOxgASK5ZWEFANr38N/M5p2jfQLVR2UvRAXG7tylO3a7KUkmKxmK7Ju5hOubWRYmu3U0GretJoxK45DfhmXeZ6A87cd+OhdtDlOjpXoOWeZNlj223HkWGuezH0u434j6yUatkQW0GY/6UoUHDHmN47Ti5foFzRCGXy85SQ1HTA+N/9lL1p++ABEVKYG8ctKqCRbohTIqLrPer7at9jWw7nMf1eC4VK2O4nlLOMZO26ovrUIo4qYPyzYT86IcL0VWnkZa9Aa5iZubWFowCohs26pAxrwWmr5sy0KnJKN2xmpOoUpm4/FD12r1CAh1m3K4ote4JM9Tds/8bEFXC755X2sU3ZDu1VkSPF9kZdSLbPnS3PmukEYHTBogfny/C3l2FmCt51A+11rsdTscjE1ASt7X7kDevXbZck6l48+OCDPPjgg4Cpe/Hggw/y67/+6z2fa1LsCo9tVLBCa00+n295v/c+toKKMGtlox6QQaO1gEDREAInYzbKdX9HlVfskrCdieNYNSp1s4hup4H0IFqUUrZHJKu1mgkrjG+G7UReVMOqyGacvXtheTlUBTXggF/R1C76iIxAaZNiIKSJbEA4TQ+uPH6EQiFDLnfrb697bp/hJRxQykizkDj012MbBEG6Gd7lbBaK7Ps+ruu2tA2xq9hG+a5V88+qD65n1rPzki1t+we7CHHsG3EvTzWRGbbaEHcry+maPLy0e2Xjim38GFvG5oixsdda3y5KWJJwsWJE4+ry5kON7ZxUGBNFFd8b6L6n2W5nTR7EuhdDu9tot1p0ygGwQoApRqEVSB/PFWSzGjfrEChTUCaorHHxSglpMbetHwgwOcIkc97dKLbdhE0OokUpZftoramHXdrb0wx6x3hXjYxqqlWj5C4sjNNYMUWkvCKoxiiOCHvXCoFyBbx3MjQBgdASVzV4+OEeCtJZZO74HoRwkFLgOoDW1Gv2+v10ax0e5nyelJsjqoqcrNEjT4tCKASsNOCdMjz5XngkBwOTJhrPA7a7Ue9249qtLKdr8vByo1Dk9irJveG3PNvQeSd6u10pPAr8Ylto8sJO23u3uWgtBmCkUVS7yGPr+z6O42zYEPdiiVheXoFVk2MrqeBN+uQuZRBCmhBkZZTCyvwC9fxdPX+efhMFW0ohrJpAuvnOt+OxHUSLUsr2iOQ28ti2Y6N41PqtQbC8DJcuneDKlaO8591/hQDy45L5uSkKZWiae4oOTIwhxIrxhgrJo/dMMTe3M3bLI6URjNJep+GHeXK6v7f9YV9EU7YmvhZHRFFU9qMv4lyjRSEcdUBI+M4F8E/Cd5PxfCZCrhBz1N4aD1S3spyuycNLeyHHyGPbXqy199+/VUleX59/CmrnIftXUPJAlMKQyfDteWC5Do848N1I691phtV87LEiId/Rpgz7mjy8n6yNRqNh/Yc8ffqceSABKcjmC0jpocO2IFoL0ILG6hpglN2BIDA3A4kArU3uYAKdS2yFIqcMP+2hyO3v9Y653iIZLZcf4MqVhzh8+FmkY+QZISkcfATn/QdRBwqIKQ95aBKZ9ZCPzOCMODz24T3Mvbv7RvD9wQUJXpQuXLSn2KbW4ZRu6BS+GN3j7UdfxGmrdqwwguAqYLL1vUem4AO3tu/0jcjNxhfhZFKbuqlwnsry7qa99R6Y2hf25bh102mCtX4K+AXwv21eHHFgz1H42RPrWQd5CQUP7r9rXcO594CF87FDpVIBYvnCKOuhyLt9TR5Kj237Iqq17qjY9mpVWl2thH3xjAKYdQOE9NE6QGuPIACJRgeKQiHP/Pwqd9yRVHsei0QW9KhHiNZWDcTdfOdBpFwPsfClbI94KHL7NWTDOizEekeAK1cc7rzzzyiVKmgNUuRASGbvfISHHr2fSsXn4sVlrl1bQ2pw56b40I8/wPTcSI/nYZd3XnsLKRYQOm+KYQGul3psU/pLp+JRWuuOqUHJePpKwIdg9fcgK83OZyTfmsY3OgL3HoG/fSaB+Xsnc2SK6tnomV3FdjuhyKks7246tfuJFFu7xaNai0G98857ufPOzwJfjzKHDLftg+kS/NxDsFiHMQ+illX/+T1m/zq1c9blr3/+t4AXYq9krBd03Iphl+OhVGwj2kORbVuDm5XgwnYg9aUGWX0erWeRMo9SyoTyuoJ83uP69c698nYqrjCVVGVUHdkytnJsU4af6FqpVk0sXtxibEeuvfXWPsDx49/DcfJhmzCJQFCra/KFCSYnC0xOFrnvvr3UanUuXFhhbCzP5OStb+/Tzvf+51/GmIM1ShjPc2AxDyr6Hb7//be4++4jHY9Jc2xTItq7FLQrtvZDkQFGgP8BWIPiH5ioxCOj8OGH4M9egovKGG7XqsaoOwYsAe05fbeacnz/YFeeuq2KHASB/TolKQNHPBQZNspyfO998+tz6zpVLh/HxOL/bfhKqPge+oj513Vhuu3anNwBnQnaaJz6Rtsrwqo4d/OdD3tBx11zh4o8tvFFs9dF1PcDhBK4pngqbtU4OIXIAcJE9DoOTsnBdR0WFgZLsVUahAh7hZW3PLxrtpNjm26IU+DGochgwzpsLLxKCUxHoSyEFc6FAC015879IMeOgeuuLwjZbIajR6c6jrgjqF8AwjY/jkAKSVD3t/ij7dFoNHjttbOcOHGo42I57NbhlO6Iqh5HjyOPbfK5mP8N8H7gZ8ApAcswW4SRHHzqLnjtCigP7p82h//YXfDKPBzfGXnyALVqleXn/nXsFe+WnEcqyyntochKqY459L3TuvdTqgL8I+C80VyiZWzPT1mcsw84glIOlpv58mswOtHXUxh2Y/NQK7ZxYavX63ie1/H9XsYXCDKyRpEMxbpPTY0iZSYMtRIIoSjONEJv0K2pZNjDDAhtam0kkdKT5timdEPcOhwPRW7fJPeGF46lcV0oFGpUKllAsLaWo1T6xzjOFUDguoO1IIwYOxta6dDwZu8+ZNI8fGq1gCtXVpibG9twTLoZTunUyqdTKLIdWR4FVsLHGeAHMRVlzq8fkg2NUaNFeM/R1j+fGTX/7yBe+cvfw3GXCJo2KbtFL9I+tind0r7udvLi2/HYtrYQeuCBP2l9uznlzE2Of4sYnYDqYuwFmfZad1XkAAAgAElEQVSWt8zwfjJosShtVjyqt0VUQGM9DbXAIkLMhBYsExmRzSxTrk8hpSCXuzVW1puiAI7AeGst68+2qyKnDD8mJDjJZm9XkRKUMvKcy5k5X3rJ4/r1fwBoMplsuBkfnGty5MGP44b3J0eECrllc6bvG4v91atLHd8f9kU0ZftorZvhi/YNtGNtj78O/GLstdbcvUFA4NEaVNk5ciVJot8sleWUuLE5UmztpxFsXKh8nzCiCqAAfI1bVSH8Zhk/emfbK9pqRGQ3DHsRuOH9ZDEajUZHK0avgqi1AyIMPwYeri8yI94OLxiB1vNoFoATSCnJZgfEQe77UDY9bLVIzit8I6tSWjwqJU5UoCKbNZ6KeL88OwuqQEqTT64UPPgg/PEf38/3vvcgCwsLKBWQzbqhwWpwrsnH/ut/CmICiSBQhxEIAt+egSC6r0opWF7u3Dpl2PN5UrqjUyiy53lW04MM8ev7KvBPgIvmqYuJcBz7hz3O0V/m3vPhtlfsr8vdeNZSWU6JUvrijqMbeWxvns0jo65fd4G/YhCDTt/9078CY/EqzYV253TPdJtja78K/c5gqO9Q8YIz0c3Y5g/p+wGsXgWhYaVORgX8QOFFXFVHiMv4/iILC3fheRIhYO/eAbEUf+dZgLAfr9m02iTNsU25GYIgIJcz7Tjs35D3NSsiCyEoFKBaNTG85869w8WLlykW86ESNzi3TS+b5WP/0/8F3IWUexACCkW7Ra6U0iglWFnpbHYe9nyelO5o738JJFSIqLVlj1JxLw8gHgZ+JoF5k0P49bZXbk1V5GH39KR0TyTPvu8n5LHtHOG4sABPP/1rm9bb2OmMTMwwcVvktc0Co1ZT5tOqyLtIsc1kMh3f77V41O1nLqJ9jShl+NZHj5DV4MhTKFXj6tWD5HITCOEipWTfvgFRbGfNeQpJ2AIlGatOmmOb0i1RKHLksbXv5cmZrlbCjD0/bww7MpSBM2feJJv1cBy712M/LKaZ0SmkEKCXgRqZ4sZ74c2itWaxXOPC9VVWVystnvSIYV9EU7ZPFJHTHopsR5bbi86Yf41y+yPAv2DQwhenjx5j5L6Pxl6xm5bRbS5kKssp7QaqIAhwHKfldTse241uzGee8fjrv/6vuHz5Mi+++CK+b7cQYr8o7DmA6Vl0H+BC3t7YlVqNv3xpnideP7fpMcMux8P7yWLUajUymYz1XB4hJPnlMk5WoDUw7lIRmkpV8OpzE9TroxQKGUDieS5zczurIMWm6NjGVxuHtNXhw9/h/PmrzZZJ7UQb5GENlUjZHpFim8+bFaB9M2wD16Wp3H75y+Zx+y3DcQbreqxWq3ztX/wy8CqOqCJEg9FRe/ehRsPnv/3zc/yf3zzLF/7jK6ytbbSiD/simtIdcTmNvC3JePI7uz+eeGKOev1XE5gveaSU3PF3Ph17Zc8tOY9UllPaqyJHiq19lje8cvbsx5uPX3311YFVbO/5wf8M+FHgg+aFlRsdvT3+169c58tvwq998QyXF653PGbY5XgoP1mUyxMJXqVS6ajY9modHhsb4fuhN1MDXF/hj0/dxumXbseVRYRwKRazuK7D3NzY4FxIs5MASIR9rTbG5cvXOHduvuN7QRC0/IYpu5P476+Uaiq27fRutGqQzRql1vcF/+E/PIiRahG7n+jEoheS4on/51/ReON5hAjw9VsICs1ewDZYWAQhHZRSXCzDysrGlmbDvoimdIcQotkaJDJo2q570Y7vG+PUN75xmDNnPsWzzz7L0lLnImc7HVmtYMKsi8AdVsfWWnN+UfDU6Ys3/P5TWU6JiIciJ+Ox3Rj9U6vNtjyPUpMGjfz4JHAMUwALaM806IE3Y7blf/u1lzoeM+xyPLyfLEQI0fTY2mZmpoRy3GYBKebrnLp4B67QzI5WmZws4Loe+Xye6Wm7eW2JMlGC28z3pZDY1i2jm10QCM6f350WpZStiW96I49ttJDZD198GynXPbRa58PH5oVCwciv7VDkpFm8dBYwn8KRAUI4VjcDs9MOUprCWxrN6mpnj22aY5sC6yGv8Ugd+7J8peXZuXNw6dIPAnDq1CmuXbvW4/i3hpl7ToLzKPBRYNrq2G9fvMTvnoZ//Cen+fyffXvT45LzzqUMCnEZjSLr2nNs7Si2ky3PjHPW/j7+1hEAVUBZ/VgjscfPnt1k5iEvAje8nyxGPBTZ5iJ68OA0jHsmLw9g3jR8/ejhV/jU0WfZ751DCJeRkRwzMxaD6JNGCHjsdqQQuOhELhJz41MsLq51fD/dDKfEibw9nUKR49x8QYmFZj5trQZaB2Qy9WaO+cGDhwAGroft/nd/DICMq41yO5XAJFJiOnpr3jx7dcPbw76IpnRH3FBVrVY79ra1gyliFkUprq2Nt7y7uLjY/gcDQTZfwH3wEUxenl1r86vnrjbH/OJrmxemSg3OKfFQ5GTv7a175gENtOjIs3/yb4B/C3wbuA4W1+WjMc328ibVlod9fz30d6i4x7ZTKHIvOI4DpRl0+C2uVAv4SnJs6iJzhUUm1RkymQwHD44PlscWYNrk4QVaWG8sEP8dyuV6xzyJdAFNiaOUQmvd0dsY3xx/5SvP3eRG+TIAWgvm5+Gxx17jU596gbvuegPQlErjYUXQwQpFPv6+j5k2RkKQ9wSPfea9Vsc3GxyJDotufevVSxuOicJPU3Y38Q1xsqHIrYWVzp8/2vJ8kNeVuSPTgI/tqsgP376/q+PSdTklIjI2R5XN7XtsW3n99bGtDxoAFi9d4Oy//98xLci+AzQojmatja+6aB007HI8vJ8sJFJso2qq7fQseHsnERqE1qxeGiPnNJjICTJCMNq4gpSSD3/42MB5enjlnXATr01F1fEt/2JbmL6kRsAWFzfPy0s3xClAcyMcpRR0Kh61uLjM6uoZKpXXbmIGU6hCSs3p02McPlyhUICHHprn4MEzOI4cSMW2VAorsYe9tg+fPGR1/GYREWG8tn/x3MYwz2FfRFO6J67Ytrf+sYfx9ESdhFZXW6/5KK1g0Chfv87qW98Bvk9kiLNFfmSEbrzAWuuh9vSkbE27x9ZxnARkeCMXLz6c+Bz9oLIWFsVq2uinKczai0WeahuqvgsdR8P7ydrIZrPWi0dJKUxsvAalYfG8x0R2lYwUKA3j2TonTx7k5MkjFIv2LDKJU6nAX15sVogVWljtg6215s0r8Jt//jx/88JbN1RsU1IAfN9vGjo6GTtMi57fB75Avf454MI2Z7gfGKNSETzzzLuR0rQJkVJz5Mh5pHTQWgyegSrEAVwnuc2HI43mrBoBv/eN1oIVqSynQKt3tl6vb3gtet77Jnk9Fs/3oVJprSDseRabRvaRr/0vv4x66Y+AvwCuYtVrG7R6uS8vdI77TNMKUtpzbD3Payq6SXps6/UHWp5PTExYG7ufZCdMAaz15p8u2Zq9VMVH72vdrHdKzxp2OR7eTxbDdU0f2USsSm4W4YSd86o5jk1eACFwBNSm5rj7brOozs0NSA9bgNAiK4n62GrrV8qfnhWcW4En366xtLSx1vmw5wCkbI9Go7HpjThaRJeX/wCtHRqNCtuvn3838M84c+bvUKuNU6tFC7fA88y8risHrt1PE6FxrCcVrG9clDSyqgOf33niOouxtj/xcLWU3Uvc0xMptpCEx3a90n6ndNqpqSQSzZNvTRe8/UrsWQGbi7KJhFk//7eurnY8Ll2XU6LrvFMosl3Wq/ebW0RrjO2gVkQeLRY3vrbPnn6wb7J1rH/3+Msbjhl2Y/PwfrIY2Wy2o9DFLUxXr17n4sXOFXo3o9FohBWR8yCLTE3v4djkhXD7KAjkPmZmTK7qnj0DlB8QhnsKYTzRQgjYZy98S2tNDbOMahR/9t03Nxwz7IKXsj0ajUbLgtq+GdbaZ3k52jRLTEuM7eAA9+N5+wBFEJj2PoZiOIcYuKrIEQKFkJrVFYsN80L+k+PxqpjgNxrUautRGKksp0RsFTVlx2O7blQZH9+4YWyG5w80XSTS9cDLb1/p+HoqyylAi4fWdd1N69f0JsutrSA97zr33vtN9u59HYCRkZFOf7Tj8bJZmDlsnkhjFMiP2IvobNd1fu+F2oY6NsNuoBraO1RcoKL82hsJ2fe+9yoXLmyvWmImkwEN2mhojIzsYXbEtH5VeUngTLNnjxG+QQx/EmFenkDAQbvtBUAgHAeE4LlTG3vZpgVnUuLEPbadwhfBoVw2/5oa5Te38SsU8rjuNQoF460Fjeet5/YMqmKLFjhac/nURuttr3z4gf0I6YDWCAF35RR7JteT8tPNcAq0Kq392lRdunS8L/P0BRHfyFfbi8bamKD56Pef3dxjm8ry7qabUOToOMM88Bzbj6JaN446Tp4Pfeg73HvvK9x//zfIZq9T7OD5HBiuvg1AKeNTOj7C3NGZRKe7cL013W/Y5Xh4P1mI1ppMJnNDj63v+6ysVKnVttcluTlk6Km4N/+7jI+Fnk407H+IXG5w+245OAgtEO/Kw1F74VvNm580RoC3F4MNxwx7DkDK9qjX6y3Xw0aP7SpraxLHAXPY0zc1T6GQR6lRajWBEHDlyjiO8yig0RpKpQEMf5q9DeloHFczPme/eNTs+DjCEeiw2MDKaqs8B0GQGql2Oe258fG+8vY9tuv3iUplP+Pj55mefhMhNhZRGST2//DPmgc5gLsY3WdPs+30nT95+p0Nr6Xrcko8rU9r3eK02bgua+CfA/8U+OttzrSuCEt5gLGx0wBMTMAjj3yVuTnbzpZbg7jjTaaOTm59YJd0kuWvvvBOy+vD7jjaFXeoSLFtVvBsY35+kSCAWu3mFj4pBBl/jGmt0Vqg80bwp+YGM7k9QgBCaOTZCmTsepzf5wpE6P0KGvVmo++IYQ+VSOmOSF7r9fqmocjm+Z+ilEApiRCK9pYf3ZLPewiR58UXf4QXXvgEly//JFoLQKI1TE8PnpX4R/7Z/8vMfe/nyMd+hql9+6yOHVVJFa4DArRQvFlu/e5TWU6JiHrJxxXbOK3r8xXgZppXrudzHzx4Oz/0Q1/j0Ue/wvT0awOtlPkrJjy4BIjcV5i9Y9bq+CNtVZG/e3rjd5/KckpEFN4ahSJ3LgT3IqZX6zXg8W3OEE8NvDcc0zzbu3eB6Wm71/+tQl87m/gcf/j0NVaq61Fswy7Hg3uX75L4IrpZfs/CwhJSChqN7VcZvEefZFzPcti/B9eVgPHeXhQHmQ57wQ4qAqOoizW7lh2tNbeNQ/Py04LTZy+2HDPsoRIp3aO13pBj204mcwohoiJPAvjRm5orm/XIZFx8v0StNoXnOWgNjiOQUjIxYT3+L3Fc1+XgA4+w57Zjic3huF5U4QPV2KjYprKcEs+729rL8zzwG8D/AWwvkip+/MjIK7huhXweHnrouxw6dHMGr53A5UvrKTujPM89P2RPnrXWPNzW0m9peY1KW5Ev0/IsleXdTLRvjozNkQe3c7TFH8ceb2wFd2MmMRXOi8APsbo6heOYNl6mXtXgXoeZj/2XzccH7jhhdWytNR9vcwCPZ6CUXzcmDvuaPPSlKttDkYMgaAmj0FqzuLhKECjK5QZB0P3Cp7XmWPAAa/44hVyJnNDGa6Fh5r2/wNxccVvjbYfIw5nU+PzIKP7nTSt4fbdjdZ4gCDh6FMRrEi1MYZvf/9pr/JPPzDWPqdfrfemNlrLzife8jFBKNWXZyEKAUlEOriYINDfjtXUcUwW5Xjd/63kCrRVKCUZHM2itrctC9G/SC42Uwvr9Ivr+peuglameroOgZZ56vd7sQ5yye4lvfKO6F9FrUbh6dD0FwT9lPTfvFwj7DtwE67miExMBd95ZSXRNtn1/iHPvD/8cL73+zebzkekRa3MFQcC79sHXY2VGvn6mzv3fO8ePPmwK3UQeunRd3t20R1HFDc3x69+87sY6SY2zvTX5IPD3MMnkdxAEJwmCL8feT9ZIFe0xkmB6JN9sSOiv2L0nKaU4eULyN99ed9T9/cda7xW1Wi053WEHMNSKbaT8eZ7Xkk8bEW2YFxau8zfPvMHDd97W0oZgK3zfJwh8UMazed75BIeCr6BLD5IZn8F1nW2Ntx2ic09qfK5UCKREA/7LivqP2pvH932E0Dieh1DGGPDia9WWz/LCCy9w9erVTcPHU3YP1WrVhLu2tRmIZLnRaFCrQRBIpHRwXUW9XuZmbm9CqHB8jdY+Ugp8vwFoikXXurxFi0vShhwpBVImc79oNBpIzzMJ81qhfNUyzxNPPMHFixdvMELKbqFTKLJSqmn4MApugFLzzbBDE0nV/XUr5SyOc4VG40HgXXheTBkcmU5szfR9H6VUYuPvO3438Q7RNufxfZ98XkNbOHIxI5vzlMtlAK5evcrRo0etzZ0yeLRHUUX7NN/3m9eL1ppqdZbQhkWjcZ3tRV8UgZ/EeGYbLC1JpsO0Wt8fQeuE9r6sf76kZPnCa881Hy+sXLc6j1KKvdOTxKtKz8/XW+b41re+xYsvvmhtzp3GUCu2UWPieNiTlLIpjL7vk8lk+LU/+h6oLE9fmecnf2yt63YAZiwHxxGmx+XdH+Zy8AMcPLQXIQS5nJdYHHvk3UksTn40hytMTkNGOFbnyWazRrl1HJRQCC250Aha5vjoRz+KECItVpFCtVol8/+3d+/RbVV3vsC/+xzpSJYs2/EjlmQ7jkNeDgnhkRKSNDT0ER4ltzctHbidm0kHSFt6O9zSy7q3U6YUpoWyWtpJmRZoB9pCS2ela81isqahlKwSBygJjQEXSoKbJnH8iB3HjqP4oec5+/4hH/noSPJTD5+t32etrBUpx9I+sX46Z+/927+tKEmbv+spcfpnRFVhSEWOV1GczSxPSYkTJSUKRkfDkGUZiiLDZpPBuYTq6tKcxZssZzfGzNzuEtjt2X8Pu90OVVXx7Y/X4K4fdYFxBh5LjuVt27bh4sWLWX1fYj2ZUpGBietYLBZDWdkIjGOZsmyHucOVmQbGbgBwDLJ8C+KzRMbX8mD2s7+T07+P8rJ2raQq69fkeHGtid+LA8C1qyfW5JeWlqKqqipl6xBSXIypyPpjI1mWE4M8Tud5w/N9mHns6cdzNDb+JvGsJF05i9ea4Tvn8po82Jf4a6TzRFbfR1EUqKaaNX/4SwS3XTfxHtu3b0d7e7uwE0fCdmwZYwiFQolUCePNsN5Ris96MnBVi1c2ljiOHO/B1qunX/RJUeyQJBmMyXA4FNTWVoLz+AXO4chtxzanF9H6atgAMM6gsOx2oPWNtSX9NRmgmm6GGxoaEIvF0NfXh4aGhqy9N7EevWNrTGfV1/ZIkoRoNJAYFeYccDgAxmZX5EmSbONb/sQSg1OSJENVZSxc6Ml6vBm3P8l1x9bhULL+HoqiQFVVXHZpMyS8DTAGVY3hc//yBp748tVQbDYsWrQI+/fvz+r7EuvRB6GMHVs9dXF0dBSMMQSDQbjd1dA0vbo5MDYWnORV07kRwGYAtQCCcDr1NXnA2FgVgLHsnJCJnt6nz2zmVHAwq+8T74ioMHZsw0DSe3DOsXr1ahw/fhyrV8eL+Xg8HiFvjElm6Qo66h2kcDiMsbGxxL23JE0UjOI8hmBwtp/ZUZSU6K8DjI19DrmKYyCeOaKfSy5Idaug9cerPKO7I+vvEwwmf2f2jyXHss/nw/DwMC5evAjGmHBxLGTHVv8FBYPBpHU9ehqULr72SwPAAE0G5wzv91zE1hm8l8vlGL/BBmw2CYzp7wUoSm5HlHL6QayqgiTFtzyxZXnGVJZl2Gw2SDYeX/7PGGAqOONwOFBdXY2enh7q2Ba5YDAIh8OR6NjqqcgTF9i9iEbjM7ayzDGXsJBlwONxQ9MuQpYBhyP+FSlJLKeFo3J9UXE4FDgc2f8+UhQFkUgEbpcTYOMF56IqOgGcuRDC4upS+P1+nDlzRtjRYTJ9egzrHVuHw4FIJII//elPiX8PBofR0DDRsW1rexXAbAox9qKy8kWsWhV/pGlAW1s/gNxkD2iaBk3T0NbWNvXBs3DxYvJ+77l5nxiMs+PG9xgbG8PBgwdx8OBBfPaznwUABAKBaWe4EXFwzhEOh5MmjVwuF86cOZP4ruecJwaUAODs2RKcPDnbz6yK8vIr4fd34PTpj2Js7GRWziOTaDSKU6dO4fTp0zl5fa3cN/FgQWVWY1n/HjJ27wJIjuWRkRF0dXWhoiKe0SJaHAvZsdXpo0bGGyrjjVUkEsGxzu6JBfAceP0EcPcM3sPtLhmfBWGQ5fiWIPp7OBzWTqGV/scK4LVO2P42+5vc2+12MFmDvj+omia9yefzobu7O+vvTawlHA4npSIDyQVMZPm/EAwyaBqDwzG3daqSBJSW2sGYXnjOBoCjrMyZk5T4fBViYQyoqHBl/XX1jq0kSWiwyeiMscTAQl1FPDPD5/PRGlsCxlhiXZ5+jSwvL8emTZsSlVUPHjyIdeuCMGYqb968FMBsr0G/TPxNljdg8+aPzf4EptDV1YWhoSFcdtllOXn94aEhHHz+24nHmzdvzurrv/baazBXmt28eWPi75xzfOYzn0FVVRW+9a1vAYjP2JLiYq6KrD9esWIFli5dCkmS0NfXh+7uN2G8ZNbVrUdd3ew/s8HgRpSUKIl1trn0xhtv4JJLLkF1rt5s82a8XcoQOduJtX97L5ylpVl76YGBAZw4cQLm4lrGWI7FYrDZbDh8+DCWLVsmXBwL37HVb0bTlSIPh8NoeTcc74yCQbLZZlyQ3O12JV5fkuIdXF0uZ2zzckNss0HzeSCVZ/9DrygKqlkYg7IMxDjM+9gyxuDz+XDmzJkMr0CKgZ6eWF1dnbLGVudyAZEIB2MS7Pa5zghKKC11QpLiGRzxwancb/OTj5nM+vqarL+moigYHR0FAPjq7OjqiIKPZ1/Yx4fr/X4/BgcHEQwG4XJlv3NNrIExlpS+CMRT/vT0eFVVoWkaFOWHpp+sm8O73gjgrwAWAvj6HF5nenIZx54F018iNRuKosCGGDKtoGWMobGxER0dHULN7pCZ0e+pY7FYyrZdxjRlt9u8P+vcYqOkJP3e11Z1xX+/PSevqw82T7YGWZZleL1e4WZqddaeUpyC3rHN1AmMRCI4NhQGw/j6W9vM/zvKy93j610Bu90GzuNpyJLEYLfndtwg1zfD8Uqq0vj+vNmlKAourQEkW3wwgEdjKZ1bmrElQDyO9e1BgNSOrdOJ8eJRgM021wEfhqYmH6qqPOOd5Ph7LVhg7Q6ZLDPIcva/LyYuosDliyris7WMQ41NjBYvXLgQsiyjp6cn6+9PrEOfsTVmPhhnb8Ph8Pj1xrzebHbr5eO2AfgpgKcR3zbE2nzX3w7YPKi59pNZf2273Y6PLJri/WmwueiZr7/6Y+Nz4XAYshww/aQzTy3MDqsum9HrkWyqzXyMPnEk6v11UXRsdcYRJT2VQo1EAc4AyABjmOmYaFlZ/GIpSQwOhy0pGHK9xjbXbOOdzlykYCqKgvoqAJINXAI0VcWFCxeSjvH7/XQzXOQ0TUM4HIbD4UhJRdZjzWbjiEbjKbDxVOQPz/r97HYZTU21aGyshNutX4gZqqpy07HNVyqyLNshSdm/UNvt9sS6ybXNi+L7UjMGLTYxSKWPDot6ESXTp3ds9c+9eb/j+J7z2XxHGUAjgNwPTOUjlq/69Bdw85O/x/q/+2rWX1tRFFy9JHlWzFwBua6uDj09PbSXLUls2ZUuGzISiaC01Lw+dUmeWjZ3Vv5867Po//dTl096nN/vF/aaLHQqcjAYTKzN09OdXn01vqedPsKkaeF4RWSuQZI1XEAMr7zyymQvmyQSieHUqVNwOEoRCJxH/L9UgixLqKkZyNlWNXo1yZm0daa6us7h5MmLeOWVcNZfW9M0eEIcsh3QQjFoAH72qzZ84LL4R5JzjksvvRRHjx5NbBUiWuU2MjV9yy7zdj+6+N7UHJxL4Fwan7G9a9bv53DYUFbmQm1tOZxON1Q1fiNu9VRkWQZkOTcDVPqMbU1NJbjGIYGDqyrGgkG4SkqEHx0m06OnImdaHqQPYFmZla9PiqLAa7fDuP9l58AIlngntkzy+/3o7e2Fpmn52daIzDsTNWQcieq7+v20MftCUcyZF4vz2Mripe+wEJ5ib1yfzyfsxJGwHdtYLIZoNAqn05nYXuDqq69OBN/o6Cjef/998BjAIcfTiSU7OGy48sqZFX94661zYKwEtbVV4FwGYIPP58a6dbmr5js0NITu7m6sWbMmZ++xYEEvZLkPV155RdZf++zZs1Cc58AkB4AoGJPwXxckfP7KKwEAw8PDWLFiBYB4gRFAvMptZGp6RWTzANHEjE9/oiIyADidKoDZF3woKYnfWC9aVI2hoRAkiSEQCOVsgCpfZNmWs1Tk+LZpHC6XA+AcXAI41/CnUz3YsGopALEvomT6jDO25sKO+owtKQxFUTA8PJz03Dtd55M6tj6fD6OjowgEAqisrMx3E8k8YOzYjo2NJQ3mGGPZZjOnHtfnq4lZYfVBKm5a2td59iwW1U7kJ/t8Prz99tv5blpeCNuxndhHa+KG1OVyJR6Hw2HYbDZwTYXEFHANYDKDhPhG5DNRWVmK0VE7HA4nABmM2XHJJbUzfp2ZCIVCkGU5p+9RWuqGy+XKyXuMjY3h/PnzgN0GrmlgTIIW0xCMRFBTWQm32439+/dj+/bt6OrqgiRJwlVuI1MLhUJwOp1Jszv63zVNQzDYjUiEJaqRO51NKWu1Z8LplKFpGhoaqhAK9aG52Y/29v45veZk9FTMXL2+zm6XE9skZZPNZkts/eByOQBo8b1KNYZD7/Zj/cp4+hktKyD6GluXy5W0BZ8uPmNrviWZYtHnPGLl9EUgOftC19nXB2MKaUVFBVwuF7q7u6ljW+QmS0WOz9j+xfQT2S9emCsixvL/+cUJPHt3JUqUeKqy3+/Hvn37CtG8nBO2YyNf5K4AACAASURBVBsOh1NuiM3/PnRhPMWWA5wxMFnCFbPow5WUlCAYNK7/A+rrczuzmI/As9ttWV7vNEEPvLuv8+G7vz4PjXNAU/F+bz9qKivBGMOyZcswMjICzjnN1BapYDCIkvF0Vj3dSZZl/PnPfwYAyPJpNDcDgAZNk9DRcQ5nz7bM+v3OnRtBV9fx8feOYnAwvl9eS4v5Ip1duVxSAADt7X0IBLpyVlny9ddfB+cclZKKQS6Bq2P4bRfD5S0t4JzjQx/6EP7zP/+TlhUUOVVVk1KRjQMt4XAYqWOo1unYAtae5TGul9cdagfu3jbx2LisIFfbGpH5Tf+M69mQwEQqMhCPcVVVkZp8Ye2sJyvRM6n+aasP33opvtXeBQAvvdmBT2xYBmCiEJyI+8sL27HVZ3qAiaAzdgYjkQhefz8a79RCjm/3I8u495aZ75dXUVGKwcGL49WQJVRWutKMPFuPothzUhE5/trxju36lZeA8/fAGYcW45DYxFpG4+jwghxvdUDmL3PGwOWXX55Yq3fuXMV4RWQJqgpcfjlHdfWmWb/X8HAQHk/+qqeGw2G0trZi48aNOb24VFR0YulSHxwO+9QHz1BrayuWLVuG8vJy7OgK4Qe/HwQ0B1bVOLFp01UYHh7GkiXxWZ9f//rXAGhZQbExdmIz7VQQiUTgcJjrOVhnza0oszw3L5Xxm7/GnxsAEInFoIxv3UXr5Yl+ndLrXuiPjetrXa5jsPISbKt39vRY3ti8CHhpYg95lzxRDK6+vh59fX1QVRU2m/X7K0ZinY1BKBQan0mdWNxuFA6H8VpABQcDVzlkG0O5jFltyLxggQuyPAKAgzHA789derBRrgPP5Upd25gt+peix+MGZxwSGLSYit6BAcSrWCZfRHO5lpjMX5dccglUVcXY2FgihmVZTmRjqGo/JAlgTIYsAx5P85wK0MSrsubvgqafkz4IlyulpSVwuZw5uYDpFasdDgeWL12MK48HEXFx7PrIcjgcDiiKgl//+te455578N5774ExRssKipCmabDZbElra80FZxyOn5l+6sr8N7RI6bM8d3z0Cvzmr+8knv9/v/ojvvO362Ef76nQlj/FzbjGVn9sXlJQVXUwZ9l+ZGp2ux3hcDhpn2EAqK2ZWD7g9XoRi8Vw9uxZ1NXNZa/w+UfY3ADz2jzzCEwkEoGmqvEqnrIErjH8/H9fM6v3qq+vGZ8J0RCLaaivz/1NWz5Gh51OBTZbbr6dZDlesMtul8EAcHBwVcObJyZG7PWOLa3NIwCS0p50NttfEutrJYmhtPT6Ob1Hvkdp8zXLk64AV7YY1/N4PCW4cW0d7r/lcqyujw8SMsawdOlS9Pf3w+12o6yszNKj4WR2VFWF3W5PmuExZ1GVlh43/dR1eWzh3IgwywMg5Wb4z/3J31N0TS5u+hZQxp0KzHFcXn6uIG3LJqvHciQSSbm/MD4sKSlBZWWlkNkXRdOxNRsdHQWPqeMfXgaNAyUls0vTKytzY9OmS+ByOVFe7kBZmbU2os7EZrPlLKWaMQa73Q5JAjiQmLE9OZh8nNfrpdFhkjRAZYznQGA1QiEAkOByaZCk1QVr42zl4wLqdNrz0rGtqChN2l5N5/P5EI1Gce6c9W94yOyYZ2yBiRviWCw2nhJn/ilrp/daiSRJsNlsKetsFwKJVGSACsEVO30LPmP2j7m6eY4TkHJOlGUF5nuLUCSU9FjUZQXCdmz14lEAUm6GAeDEaQ2aqoJBAgfAJDbrjq3TqWDBAheuu245li+f/VYjM5WPG+KSktx9Q+nBZ1Ps0ACAA+dNx9DoMEk3E6I/DoUqEI02gnPA5WIAygvQwvkvXrE4N4xFZ6qqSsEYUjI9XC4XKioq0NXVlbN2kPlN79gCqTEdXzMfSpO+aL4izG9WnuUB0ldTtZvWSvr9fhpsLmKh+Ehyxs96fEmB+dl1uW1UDlg5ltPFMQCc6JsYWNYzIkWMZaHX2GZKReac4/3uMLiqAgxgXAJsEiRpdh9kp1OBooTh8Tjh8eRnqCpfI0pud+5uiPXgk+wKtEgYaiyWcozf78drr72WszYQ68hU3dzpvBucH0d5+doCtGpuRInj0dFRAEBpqSvj7DANUhU3VVUhy3LSjG1vby+GhoYQDAYhSfGKRcaQ6Oi4ACCa5tXmn6GhIcRiMZw6darQTZk1VVXR09MDDwB9R9sBFUnnVFlZCVmWEQgEEuvlrdwJIDOTrpBnOBzGqVOnwBjD4OAgGhuT4/j0aRc4t05cxGIxnDlzJr4lpQVFIhFEIhGcPHky6fm24xFsaIz/Hjjn2LBhA06cOCHcbgVCdmyj0ShisViiY2sWi8XQru+JCQYwCRU2hkhMhcM+u/+SfHVo8622NnczYHrH9tYrSvCrP4QBLfUmv66ujm6GSSKOVVVNWc+jKPVgLIrKSuvsk2eUjwtJrtKQgdTR4erq8pSONGOMUhiLnF59U9M0cM7R0NCA0dFRhEIhhEIhlJWdSPmZ+ORQKOX5+UhPp9ZntKyIMYZQKIRVbuCN+FgVwkDSOXHO8dZbb6GiogIAVTgvNuY12KWlpaiurk6kKEejwylLCoLBzbBKHAPxz3i6GU+r0L9jg8EgnJj4n+8KTMTyyMgIvvnNbwIAfvCDHwAQJ5aF7Njqe6DqaU/6L9lYfXEIMrimgTMZjAM3X+2ddacWSA32fMjHDfGCBbmr8KxXYfzIutX45WuvQuJqyjE+nw+9vb2WL8xBZse8lQBjLPF3/UaytLQEqspRU5OfauQkmblju3btIrjdqQN9oq7nIdNTUlICRVESN8CNjY2J7/XOzk4A0ZRU5OZm66yZP3nyJCKRCFauXFnopsxae3s7ZFnGB6/U8MarA4nnm+ObhQOIV6pnjOGtt97CkiVLqMJ5kTHfhzkcDqxYsSIxeHr48LHx4yaOaW7+aN7alw2Dg4NoamqybCePc47+/n40NTXhAwvb8Gp//PkBTMQy5xyPPPII9u3bh9/85jcAIEwsC7nG1m63o6mpKekmGJgIyPhNmB2cxycJNQDrlnsL09hZsvridmDihriy0oNrFslYaNfws79Lvinw+/3o7++39OgZyR5VnRj8CIfDkCQJCxaUwe12p+1MzXeixLGx4Eym34Oo63nI9JSXlyetsTVvEeJypc7YWokosRyJRNBQl3mQ0G63o7a2FhcvXqQK50XK+Ds3Z1FxftJ09JI8tSp7rB7LjLFELF/dnD7rkjGGJUuWoL+/Hx6PR6hYFrJja5SuKrI+YgwA0nhVZFEqGVuJ3W5HJBJBWZkL161uwl3Xr0RdTfL6Da/XC8YY3RAXuXRfuPE0ZAUOh4IPfKCxAK3KDqtfTOx2O1RVTRp0SIfW2BY38/61RvGtfsyDl9bZ6kcnQixHo1GsqvMlPW/8fdGyguKW7jNuXCrkdpsLBP5NHlpFzPQB582rFmc8Ri8EZ/WOvJnwHVtgIhVZNzH7p4FDAoeGoGaNAhVGVr+I6iNK5eUuyLIEcC3lnGw2G2pqaugiWuT0z4WmTXxG4tUX42s5fT6qhlwo+t6kU2VV+P3+xLICUpyM2/yYlwelLgP/n/ltHMm4TciIYTIAiA8407KC4mX8fGialvh7fKsf85ZuJXlqVXaJcn/tdrszHuP3+zE8PJwoHiUK4Tu25jV6gGHGVgMYBwAZsyyIXDAi3BzqgSfLMpxOB7Q0xaP00WG6iBIg9SKqKEoBWzN3IsSxvif1VB1bKgRX3Iwztmbx7X7Mz1orhVGEWM60TcjFYPLAv/Ga/Pjjj6OpqQlOpxNXXXUVXn311Unf4+DBg7jqqqvgdDqxZMkSPPnkk9k7AZI35r2ogfi9dXwJoPHI3FXkzxURYtl4TTZWDzIuG6qsrITT6RQulouiY5su7alewvjZS5AgweunGZ98UxQlkcJYWuoAY+m/TKhjS4xbdemMM7ZWZvWRYSDzDbGR3+/HxYsXMTw8POlxREzGjq05iyocDqTp2FqP1WNZj2POOeoMz793InkpkJ7CuGfPHnz5y1/Gfffdh7fffhubN2/GjTfeOF4MLNWpU6dw0003YfPmzXj77bfxta99DXfffTf+4z/+I4dnRbLN+Dk3DlbFZ2wDpqMP5rFlRGe8Jn9saXzNvAxgzJB9oe9l29PTI1QsC3ApmZpxlgeI3xDfcV0ZuAZoYIDEsGih9aqfWf0iqleSjqdLOMF5+o+j1+ulmZ4il65jSzO288d0ZmyrqqrgcDhokIok3QzHBzdjKRWRrUaEWFYUBZxzxGIxXGWYMH+3J3k/T70Q3Pe//33ccccduPPOO9Hc3Izdu3ejoaEBTzzxRNrXf/LJJ7Fo0SLs3r0bzc3NuPPOO3H77bfj0UcfzeVpkSwzFmY13l/HlxRopqNjeWxZ9lj9/trYsf1fN63Ers0+3HfzYpSXThSG0zu23d3dQsWy8B3bdKnIkUgEqxr9sIMBnGFpjT2n+zzmgggXUb1yWzQaRUWFK+Nx+ugwIcBELNOM7fxhroycDmOMBqmKWKZU5Hj6YrrPzlh+GkYSZFmGJEmIRqP42FUTc7ZcSt4GRC8e9eabb2Lr1q1J/7Z161a8/vrraV//0KFDKcdff/31aG1tnfL7g8wfxkxIcxZVJHKl6ejb8tiy7BDh/trYsXUoCv5mfRM2r/SnHOfz+dDZ2SlULFurNzdLxhElznnihvjO6+rxwaUL8LkblxewdcVNn+mpri6DLKc/hrYJIelGh0WYsRXFdFKRjaPDpPgYb4ZT49iRZsbWegMgVh+kMq6XX9nYiP+2qhxX+hXcsr4+6Ti9EJyqqqitrU36t9raWvT19aV9/b6+vrTHx2IxDAwMpP0ZMr+Zs6g8nuOmIyrz26AssXos6xXOp+Lz+XDy5EmhYtk29SHWZl5jq6oqNE2Doii4vMkLV9SFpYsXFrCFs2f1wAMmboj9/mpUVaVPB9eLzmQqPELEZd6L2kiEGVsRRoaBeBxPZ+0srZcvTsY4Ns/cxuO42vQTNQAW5beRcyTK9ck4SPWlG1eBQ98WcYLP50scYz7nqf4f0h2f7nkyf5lnbI2x7HINmY623jI/Ea7L0xlsBuLX5GPHjgEQJ5aLYsYWSE5flCQJNpsNbrcDkiShvt56haNECDwgOfiuuSZ9FUx9dNi8VtpsphXdiHXFYjGoqmr5ji1Q+ItANkz3IkrZF8Ut3T62kUgEDof5u/2DsGI1VdFimTGW0qkFAI/HA4/HA1mWU2Z0+vv7U2ZydF6vN+3xNpsNVVVVWToDkg/pOj2RSASRyB2mI4ummzGvKIqCWCw25X2z3+/HwMCAULEs/Ccu3UVUURQwxlBRUQavtxyKIvzE9bxlvIhmWufs8/kQCoVw/vz5tP8OYMYV3Yg16bGs77Vos1HszgfTWWMLIFGBkRSfydbleTzvm46muC6Umcz0LFmyBPv37096fv/+/di4cWPan9mwYUPK8S+99BLWrVuXKCZJ5j9zhXNdOByGLF8PYBXiNXg/V6gmzpnVB6mMxVkn4/P5cPbsWVx11VXCxHJRXD0GBgYQCoUAAKFQCKqq4s9//jMAwO2OJv5uJcFgEOFw2JJtNxodHUUsFps0+Djn+MQnPoFjx47B4XDA4/GkfOkYK7oBwO7du/G73/0OTzzxBL797W/n9BxI7um/766uLtjtdoRCIUiShFOnThW4ZXMTDocRi8Vw8uTJQjdlTsLhMILB4KTnwTmHz+fDyMhIYkP4dLFMxDRZKrLT2WA6elmeWzd3omRRTWdtnr5efsmSJXjqqaewbt06bNiwAT/5yU/Q2dmJL3zhCwCAf/zHf0RPTw+effZZAMAXvvAF/PCHP8RXvvIV7Nq1C4cOHcLTTz+Nf//3f8/5eZHsMX5nG6ubx2IxOBwuAP8EYARW24taJ0IsS5KUiGWn05nxOL/fj/7+fjz66KP4+7//eyFiWfiObX19PRwOh2lrARVlZdbL+zfSNE2I8+CcY2RkZNLzGB4ext69e7F3714AQCAQSDo+EongzTffxFe/+tWkn5usohuxnsWLFyMcDiMcDic6tmHDnmxWpN9AWv089NoFk53HyMgI7rgjnqZWXh5f/mGOZd3jjz+O7373u+jt7cWll16K3bt3Y/PmzblpPMmLTDO2kUgEkrQSwEcA/H782Y/mvX3ZIMIgjaIoCATMe5Gm8vl88Hq92L17N/75n/8Zvb29WL16NV544QU0NjYCAHp7e5OyppqamvDCCy/gnnvuwY9+9CP4/X489thj+NSnPpWz8yHZZxycMmdRxWfrfIVtIAEwvewLn88Hzjk2bdokTCwzLsLQhIl+g8UYS6zF09Ncjx8/Ds45li+3diXk7u5uDA4OYu3atYVuypwMDAzgxIkTWL9+fcZjOOf4+Mc/ju3bt+POO+9MmeU5c+YM6urq8Ic//CEpbeLhhx/GM888g/b29pyeA8mdWCyGaDQKxljSuq/Ozk4EAgGsWbOmwC2cmwsXLuC9997Dpk2bCt2UOdE0DS0tLdi0aVPGdc+c88S59vf3Q1GUtDO2e/bswY4dO/D4449j06ZN+PGPf4ynnnoKR48exaJF1iooRCYcPXoUw8PDcDqd6OzshDxeBj8ajcJms8Fmu4jq6vdw8WIDgkHzDO78p6oqACTOy6o0TYOmaZMu8+CcY2BgAC+//DL+9V//FQBlXxQLVVXx+9//Hpdeein+9Kc/JXVwY7FYwdNQs0H/TrL65zkWi0GSpEm3M+Wc46WXXsJNN92EDRs2CBHHws/YmkUiEbjd7kI3Iyus/uEDpr9NSENDA86fPz/pzO5MK7oR6zCPv4m01Y8In1G9IF+8EFD6ji1jDMuWLQPnHKOjo6iuNlfCjaNlBWLSP+dNTU2orKxM3Gy9/fbbWL58OVwuF4Br4fUWsJFz0NHRAZvNhvr6+qkPnscuXryI06dPTzpoODw8jJtvvhkAEqmJmbIviHj0WF63bl0i62hoaAi9vb1YtWpVIZuWFa2trWhubrZ8ccoTJ07A7XbDO8mX6vDwMB577DE89thjAMSIYyE7tnrQcc5TOjfhcBiVldbcV0tEetEZTdMmHVXy+/0Zq6lWV1fPuKIbsQ7jiLD+GQmHw0IMUImUMDOdAlKKoqCmpgY9PT2JFCcjWlYgLmMMl5WVQZKkxNKgyspKyw9U2e12OBwOy98USpKEEydOTHoeHo8HTz31FL773e/ijTfeAGMMHo8nj60khaQXjXI6nXA6nWCMIRAIwOVyWf7zrystLUVJSUmhmzEnbrcbjLEpY/mjH/0otmzZgn/4h38QIo6Fr4os6kyPKDfE+u9iqhviyaqpKooy44puxNpEiWOR2O32aWVfTBbLAwMDM94onlhHuuvxxLo8Mh8oipIYcMiEMYalS5eiv78fZWVlKCsrEyLzhMyeKNfk+bIXazZMZ7DZnBEpwnkLOWNrlG7G1urpBToRPoDTSWEEJva/zJRe/JWvfAU7duzIWNGNWJumaSlbhFAczy8z2cu2u7t70mNoWYF4jJlUxorI+vZ7ZH7Q19ZGo9FJ1wv7/X4MDQ1hdHQUpaWl+WoeKTDGWCL7wpxFZfUZTtFMZ7AZiMfyX//61zy0KD+E7tiaR4f1UUgRRpVEMp1RJb/fj97e3oz/fuutt2JwcDBjRTdibfrFVDfVQIhViJJ5AcysY0vLCoqP8WZYJ0ocA+IMvujbhEQikUm3CampqYHdbkdPTw9WrFiRxxaSQjNWQ9ZFIpFEtXsRiBDLM7kmv/LKK3loUX4In4oMIGl0WJS0J5FuiKczqlRXV4fBwUGMjY1lPOaLX/wiOjo6EA6H8eabb+Laa6/NdlNJgRg3gdf3yxNlgEqECygw/Yuo3+/POGNLywrEle5mWJ+xJfPLdGJZkiR4vd6MsTw0NIQdO3agvLwc5eXl2LFjBy5cuDDpa372s59NDGLqf6655ppZnwfJHVGzqES6t57uNbmurg49PT0Zz91qsVwUHVudvgZAlBtJUc5jOsFnHB0mxcd8ARVlgEok+mbwU5lsxhaILyt46qmn8NOf/hTHjh3DPffcQ8sKBGGesRXlZlhXTNdkfb18po7tZz7zGbS1teHFF1/Eiy++iLa2NuzYsWPK977hhhvQ29ub+PPCCy/M6hxI7uifcxGzqHQixLKeDTlVZ13PiDROIBhZLZaFTkU2jyiJFniimO7ocG1tLXp6eiy/BzGZHf1CI9IAVTGODusVzjOlbtKyAjEZZ2yNsSzKujyRYnm6a/MyFYI7duwYXnzxRRw+fDixR/2//du/YcOGDWhvb580ddnhcEy6PQkpPL0qsk7TNESjUSGyL0SKY0VRprW/sM/nQzAYxNDQUMo2fFaMZeFnbM2Fo0QIPEC84Jvr6DARG83yzH8z6dhONjoM0LICEaX7nIsWy6KYTt0LIHPH9tChQygvL0/cCAPANddcg/Ly8im37WppacHChQuxfPly7Nq1C/39/TM/AZJz5msyAGHur0UhyzJkWZ7yulxeXo7S0tK099dWjGXhO7ZGol1Ei+2GeLJtQojYzJkXolxARRygmuqcfD4fRkdHEQgE8tQyMh9kKh4lUiwX4zU53bKCvr4+LFy4MOX5hQsXTrpt14033ojnnnsOL7/8Mr73ve/hyJEj+PCHP5zoOJH5QY9lEbOodKKcy3SzLzKtl7diLAudipyuahulPc0/0x0dnqzoDBGT8eJiLAIn0gCVKKab9lRRUQG3242uri5UVlbmsYWk0ETefk8kiqJgaGgo5fmHH34YjzzySMrzxt/pkSNHUp7TTdX5v/XWWxN/X716NdatW4fGxkbs27cPn/zkJ2d0DiR3zIXgRIpjke6tgcyDVOliedu2bUmPrRrLQndsgdRUZJHKkYtiJut52tra8tAiMp+JNEAFiDMyLMsyGGOIRqOTdmyNywrWrl2bxxaSQjLfDOvVzUW5IQbEieVMN8Of//znccsttyQet7a24v7770dLS0vi3BcvXox33nkHZ8+eTfn5c+fOzWjbLp/Ph8bGRhw/fnwWZ0FySdTMC9FMN5a//vWvY/Hixbj77rsTz1k1loXu2KabsaWL6PxjTGGc7Jz8fj9VSCxS5tHhioqKArYme0QaHWaMJWLZ5XJNepzX66VlBUXG/N0eiUSEqm4uUixnyqKqqqpCVVVV4rHNZsP58+exbNky2GwTt5MbNmxAIBDAH//4R1x99dUAgDfeeAOBQGBG23YNDg6iq6sLPp9vDmdDsk3kGVudSPfX04nllStXIhAIYOXKlUnHWTGWhV5jK3LHVrSLqJ7COBl9PY9I506mli6ORRodFuUCCsx9bR4RV7p1eXa7XajPvyj0LKrprJePxWIpMzrNzc244YYbsGvXLhw+fBiHDx/Grl27cPPNNydVUV25ciWef/55AMDIyAjuvfdeHDp0CB0dHWhpacG2bdtQXV2N7du3Z/8kyayZt/sR6Zos2v3lXCucWzGWhe7YAhOBJ1I5ctHIsgxJkqYMvrq6OvT19UFV1Ty1jMwXtC7PGqgQHMmEZnmsQ79Pmqr2hdPpRGVlZdraF8899xzWrFmDrVu3YuvWrbjsssvwi1/8IumY9vb2RBE5WZbx7rvv4hOf+ASWL1+OnTt3Yvny5Th06BA8Hk+Wzoxki7GqvYixLIqZbsOXjtViWehUZCMRy5GLchE1pjC63e6Mx/l8PkSjUfT398Pv9+exhaSQRF6XV6yjw3V1dThw4EAeWkTmC8YYIpEIent7wRjD+fPnwTlHb29voZuWFcFgEJIkCXM+jDH09PTA6XRmPEbTNGzevBnt7e1obm4GAHg8HjDGUFlZiV/+8peTvofx+6+kpAS/+93vstN4klOMMVy8eDHxWR8dHYXL5RLis69nDp49exaSZP25v9HRUYyMjEz6u+Gco6SkBLFYDIFAAIyxRBwDsFwsC9mx1X8Z6Ra3i9IZFPGGeKrR4ZKSksToMHVsi5No6/IAcQaogJlVOKdU5OJSWloKl8uVSFsNBoPQNG3SLSOsJBwOQ1XVaQ3sWAFjDOfOnZv0u3Z0dBR79+7F3r17E88FAgGUlZXlo4mkQKqqqnD27NlE7EYiEQQCAYyOjha4ZXOnz0SfPXtWiGtzNBpFJBKZ9Ht2dHQUn/rUpwAgUb/EynEsZMdWZ/xQirQGQEQzSWHs7u5OLGIn4jOuywuHw0INUIlGUZRp7U/r8/nQ29sr1N6fZHJutxtr165NzIIcPXoUJSUlaGpqKnDLsuOdd95BZWUl6uvrC92UrGhtbUV9fT28Xm/GYzjnuO2227Bw4UJ885vfBABKGy4CDQ0N8Pl8kCQJmqahpaUFl112mRCZVJFIBK+99houv/xyYWZsW1tbccUVV2Q8hnOOjo4OLFmyBK2trbjkkkssHcfCdmw1TUMsFkt8MIPBIBRFmbJAkVVomjatgktWYbfbEQqFpl1AihSPWCyW6ACJFsf6eYhyPrIsIxwOT3k+tbW1OHfuHEKhkFBbN5HMzNfkcDgMj8cjzGdf07TEOYrAbrdPK5YXLVqEnp4ey87ukJnTlwRJkoRQKAQAkCRJiM++8ZosQsdWkiSoqopwOAxZljMeV1ZWBq/Xa+mZWp2wHVu90q6uvr4ePp9PmBTGpqYmcM6FOZ/ly5dDkqRJAw8AbrjhBtTV1c349R966CHs27cPbW1tUBQFFy5cmG1TSR5JkgSn05koGOb1elFdXS3M597r9aKmpkaY8/H5fKitrZ3yfBoaGnDLLbfMqmNLsWxNdrs9aUZnzZo1YIwlbRNjZatXr57WNcwqVq1aBVmWpzyfa665Bu3t7XlqFSk0xhgcDkei02ez2fDBD35QmIxI4/mIkE00k/O59dZbUVpamqeW5Q7joi3WJCSNb3zjG6ioqEB3dzeefvppuhkmxKIolgkhhBCSjvXn2QmZhgcffBD33HMP1qxZU+imEELmgGKZEOt46KGHpZTL3gAAB1ZJREFUsHHjRrhcrkRhmqlwzvHAAw/A7/ejpKQEW7ZswXvvvZfjlhJCJmOVWKaOLSGEEEIIybpIJIJPf/rTuOuuu6b9M9/5znfw/e9/Hz/84Q9x5MgReL1efOxjH8Pw8HAOW0oImYxVYpk6toQQQgghJOtmmmHBOcfu3btx33334ZOf/CRWr16NZ555BmNjY/jVr36V49YSQjKxSixTx5ZY1gMPPADG2KR/WltbC91MQsgUKJYJIQBw6tQp9PX1YevWrYnnHA4HPvShD+H1118vYMsIITNRqFgWoxwhKUpf+tKXcNttt016zOLFi/PTGELIrFEsE0IAoK+vD0B8SzCj2tpanD59uhBNIoTMQqFimTq2xLKqq6tRXV1d6GYQQuaIYpkQ63jggQfw4IMPTnrMkSNHsG7dulm/h3lrEn0vc0JI9ogYy9SxJUWhs7MT58+fR2dnJ1RVRVtbGwBg6dKlQuzbRUixoFgmpLBymWHh9XoBxGd7fD5f4vn+/v6UmR9CyNyIGMvUsSVF4f7778czzzyTeHzFFVcAAA4cOIAtW7YAAFpaWnDddddlfI0tW7bgwIEDOW0nIWRyU8UyxTEhuZXLDIumpiZ4vV7s378fgUAgJZafffbZxN8plgmZm3zE8pNPPomf/OQnKf+ux3K245iKR5Gi8POf/xyc85Q/eqcWADZu3Ije3t6UPz/+8Y/BGMMXv/jFwp0AIQTA1LFMcUzI/NHZ2Ym2trakDIu2tjaMjIwkjlm5ciWef/55APG0xS9/+ct4+OGHce7cORw4cADbt29HbW0tjh8/TrFMSIHMNpb37NmDp59+OiWWcxbHnBCS0dGjR3lZWRm/7777Ct0UQsgsURwTUhg7d+7kAFL+HDhwIHEMAP6zn/0s8VjTNP6Nb3yDe71e7nA4+LXXXsvfffddzjnFMiGFks1YzmUcs/GGEEJMLly4gPXr12PFihXYu3cvFa4gxIIojgkRA8UyIdaX6zimji0haWiahptvvhkdHR04fPgwysrKCt0kQsgMURwTIgaKZUKsLx9xTMWjCEnja1/7Gg4dOoQ//vGPdAElxKIojgkRA8UyIdaXjzimji0hJnv27MGjjz6Kffv2YdmyZYVuDiFkFiiOCREDxTIh1pevOKaqyIQYtLW14fbbb8cjjzyC66+/vtDNIYTMAsUxIWKgWCbE+vIZx7TGlpBxAwMDWLduHS699FI8/fTTKf8uyzJqamoK0DJCyHRRHBMiBoplQqwv33FMqciEjNu3bx9Onz6N06dPw+fzpfx7Y2MjOjo68t8wQsi0URwTIgaKZUKsL99xTKnIhIzbuXMnOOcZ/9AFlJD5j+KYkPnnoYcewsaNG+FyuVBRUTGtnzlw4EDKc+vXr6dYJqSAZhrLO3fuxM6dO1Oe12M523FMHVtCCCGEEJIzkUgEn/70p3HXXXfN6OduuOEG9Pb2Jv688MILOWohIWQ65nssUyoyIYQQQgjJmQcffBAA8POf/3xGP+dwOOD1enPQIkLIbMz3WKYZW0IIIYQQMu+0tLRg4cKFWL58OXbt2oX+/v5CN4kQMgv5imXq2BJCCCGEkHnlxhtvxHPPPYeXX34Z3/ve93DkyBF8+MMfRjgcLnTTCCEzkM9Ypo4tIYQQQgiZkQceeACMsUn/tLa2zvr1b731Vnz84x/H6tWrsW3bNvz2t7/FX/7yF+zbty+LZ0EIESmWaY0tIYQQQgiZkS996Uu47bbbJj1m8eLFWXs/n8+HxsZGHD9+PGuvSQgRK5apY0sIIYQQQmakuroa1dXVeXu/wcFBdHV1pd0LkxAyeyLFMqUiE0IIIYSQnOns7ERbWxs6Ozuhqira2trQ1taGkZGRxDErV67E888/DwAYGRnBvffei0OHDqGjowMtLS3Ytm0bqqursX379kKdBiFFb77HMs3YEkIIIYSQnLn//vvxzDPPJB5fccUVAIADBw5gy5YtAID29nYEAgEAgCzLePfdd/Hss8/iwoUL8Pl8uO6667Bnzx54PJ68t58QEjffY5lxznnWX5UQQgghhBBCCMkTSkUmhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp1LElhBBCCCGEEGJp/x+yXEIH62THcQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "input1 = \"gmm_saved_models/run5_1.pk\"\n", + "input2 = \"gmm_saved_models/run4_1.pk\"\n", + "output_directory = \"gmm_saved_models\"\n", + "test = False\n", + "visualize = True\n", + "verbose = False\n", + "\n", + "gmm_change_detection(input1, input2, output_directory, test, visualize, verbose)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12b822d6-00fb-420e-a7c5-f280d6dae2c1", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/anomaly/gmm-change-detection/CMakeLists.txt b/anomaly/gmm-change-detection/CMakeLists.txt new file mode 100644 index 00000000..de0abe81 --- /dev/null +++ b/anomaly/gmm-change-detection/CMakeLists.txt @@ -0,0 +1,33 @@ +# Copyright (c) 2021, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The "ISAAC - Integrated System for Autonomous and Adaptive Caretaking +# platform" software is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + +cmake_minimum_required(VERSION 3.0 FATAL_ERROR) +project(gmm) + +## Compile as C++14, supported in ROS Kinetic and newer +add_compile_options(-std=c++14) + + +## Find catkin macros and libraries +find_package(catkin REQUIRED COMPONENTS) + +# Allow other packages to use python scripts from this package +catkin_python_setup() + +catkin_package() + diff --git a/anomaly/gmm-change-detection/README.md b/anomaly/gmm-change-detection/README.md new file mode 100644 index 00000000..f02f59f9 --- /dev/null +++ b/anomaly/gmm-change-detection/README.md @@ -0,0 +1,21 @@ +\page gmm GMM Change Detection + +# Overview + +This implementation of a GMM-based anomaly detection algorithm was created by Jamie Santos, for the purposes of a [Master thesis](). +This algorithm is able to detect changes on environments such as the ISS using 3D point depth cloud data. + +# Requirements +pip3 install pulp +pip3 install scikit-learn +pip3 install pyntcloud +pip3 install pandas +pip3 install open3d +apt-get install glpk-utils +apt-get install ros-noetic-ros-numpy + +## Usage + + rosrun gmm gmm_change_detection.py + + diff --git a/anomaly/gmm-change-detection/package.xml b/anomaly/gmm-change-detection/package.xml new file mode 100644 index 00000000..c49a2e9f --- /dev/null +++ b/anomaly/gmm-change-detection/package.xml @@ -0,0 +1,21 @@ + + + gmm + 0.0.0 + GMM Change Detection package + + Apache License, Version 2.0 + + + ISAAC Flight Software + + + ISAAC Flight Software + + + catkin + roscpp + cv_bridge + roscpp + roscpp + diff --git a/anomaly/gmm-change-detection/scripts/gmm/__init__.py b/anomaly/gmm-change-detection/scripts/gmm/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/anomaly/gmm-change-detection/scripts/gmm/artificial_data.py b/anomaly/gmm-change-detection/scripts/gmm/artificial_data.py new file mode 100644 index 00000000..2d5bbb3f --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/artificial_data.py @@ -0,0 +1,68 @@ +#!/usr/bin/env python +# Copyright (c) 2017, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The "ISAAC - Integrated System for Autonomous and Adaptive Caretaking +# platform" software is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + +import copy + +import numpy as np + + +def generate_data(n_start, n_disappearances, n_appearances): + N = 1000 # N points in each cluster + point_set_1 = [] + point_set_2 = [] + + # Define first set of points + means_1 = np.random.uniform(-2, 2, (n_start, 3)).round(2) + covs_1 = np.zeros(shape=(n_start, 3, 3)) + for i in range(n_start): + covs_1[i] = np.diag(np.random.uniform(0.0, 0.1, (1, 3))[0].round(2)) + + # Remove old clusters in second set of points + means_2 = copy.deepcopy(means_1) + covs_2 = copy.deepcopy(covs_1) + + for i in range(n_disappearances): + means_2 = np.delete(means_2, 0, 0) + covs_2 = np.delete(covs_2, 0, 0) + + # Add new clusters in second set of points + means_appearances = np.random.uniform(-2, 2, (n_appearances, 3)).round(2) + covs_appearances = np.zeros(shape=(n_appearances, 3, 3)) + for i in range(n_appearances): + covs_appearances[i] = np.diag(np.random.uniform(0.0, 0.1, (1, 3))[0].round(2)) + means_2 = np.vstack((means_2, means_appearances)) + covs_2 = np.vstack((covs_2, covs_appearances)) + + # Concatenate clusters into point clouds + for i in range(len(means_1)): + x = np.random.multivariate_normal(means_1[i], covs_1[i], N) + point_set_1.append(x) + points_1 = np.concatenate(point_set_1) + + for i in range(len(means_2)): + x = np.random.multivariate_normal(means_2[i], covs_2[i], N) + point_set_2.append(x) + points_2 = np.concatenate(point_set_2) + + return points_1, points_2 + + +if __name__ == "__main__": + points_1, points_2 = generate_data(5, 3, 9) + print(points_1.shape, points_2.shape) diff --git a/anomaly/gmm-change-detection/scripts/gmm/emd_gmm.py b/anomaly/gmm-change-detection/scripts/gmm/emd_gmm.py new file mode 100644 index 00000000..7f58b2c0 --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/emd_gmm.py @@ -0,0 +1,103 @@ +#!/usr/bin/env python +# Copyright (c) 2017, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The "ISAAC - Integrated System for Autonomous and Adaptive Caretaking +# platform" software is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + +# https://towardsdatascience.com/linear-programming-using-python-priyansh-22b5ee888fe0 +import numpy as np +from pulp import * + + +class EMDGMM: + def __init__(self, gmm1_weights, gmm2_weights): + self.warehouse_supply = gmm1_weights # Supply Matrix + self.cust_demands = gmm2_weights # Demand Matrix + self.n_warehouses = gmm1_weights.size + self.n_customers = gmm2_weights.size + self.weight_sum1 = np.sum(self.warehouse_supply) + self.weight_sum2 = np.sum(self.cust_demands) + self.distances = None + self.emd = None + + def get_distance(self, means1, means2): + """Given two GMMs, generate a distance matrix between all cluster + representatives (means) of GMM1 and GMM2. Output: K1 x K2 matrix""" + + distances = np.zeros((means1.shape[0], means2.shape[0])) + for i, row1 in enumerate(means1): + for j, row2 in enumerate(means2): + distances[i][j] = np.linalg.norm(row1 - row2) + self.distances = distances + + def calculate_emd(self): + """Optimize the cost-distance (weight-distance) flow between the + two GMMs and use the optimized distance as the EMD distance metric.""" + + # Cost Matrix + cost_matrix = self.distances + + # Initialize Model + model = LpProblem("Supply-Demand-Problem", LpMinimize) + + # Define Variable Names + variable_names = [ + str(i) + "_" + str(j) + for j in range(1, self.n_customers + 1) + for i in range(1, self.n_warehouses + 1) + ] + variable_names.sort() + + # Decision Variables + DV_variables = LpVariable.matrix( + "X", variable_names, cat="Continuous", lowBound=0 + ) + allocation = np.array(DV_variables).reshape(self.n_warehouses, self.n_customers) + + # Objective Function + obj_func = lpSum(allocation * cost_matrix) + model += obj_func + + # Constraints + for i in range(self.n_warehouses): + # print(lpSum(allocation[i][j] for j in range(self.n_customers)) <= warehouse_supply[i]) + model += lpSum( + allocation[i][j] for j in range(self.n_customers) + ) <= self.warehouse_supply[i], "Supply Constraints " + str(i) + + for j in range(self.n_customers): + # print(lpSum(allocation[i][j] for i in range(self.n_warehouses)) >= cust_demands[j]) + model += lpSum( + allocation[i][j] for i in range(self.n_warehouses) + ) >= self.cust_demands[j], "Demand Constraints " + str(j) + + model.solve(GLPK_CMD(msg=0)) + status = LpStatus[model.status] + # print(status) + + # print("Total Cost:", model.objective.value()) + # for v in model.variables(): + # try: + # print(v.name, "=", v.value()) + # except: + # print("error couldn't find value") + + # for i in range(self.n_warehouses): + # print("Warehouse ", str(i+1)) + # print(lpSum(allocation[i][j].value() for j in range(self.n_customers))) + + total_flow = min(self.weight_sum1, self.weight_sum2) + self.emd = model.objective.value() / total_flow diff --git a/anomaly/gmm-change-detection/scripts/gmm/gmm_change_detection.py b/anomaly/gmm-change-detection/scripts/gmm/gmm_change_detection.py new file mode 100755 index 00000000..ab9d6bb7 --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/gmm_change_detection.py @@ -0,0 +1,257 @@ +#!/usr/bin/env python +# Copyright (c) 2017, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The "ISAAC - Integrated System for Autonomous and Adaptive Caretaking +# platform" software is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + + +import argparse +import os +import sys + +import numpy as np +from gmm.artificial_data import generate_data +from gmm.gmm_edit import * +from gmm.gmm_mml import GmmMml +from gmm.preprocess_data import * +from gmm.utilities import * +from gmm.visualization import * + +np.set_printoptions(threshold=sys.maxsize) +np.set_printoptions(suppress=True) + + +def gmm_change_detection( + input1, + input2, + output_directory, + test, + visualize, + verbose, + n_start=0, + n_disappearances=0, + n_appearances=0, +): + + # Path to input data (.pk for pickled GMMs, PCL file, + # or bag files cropped to same positions at different times) + + # input1 = './data/ground_truth/ground_truth_run5.pcd' + # input2 = './data/ground_truth/ground_truth_run4.pcd' + + # input2 = "./data/single_frame_bags/20230313_1901_survey_no_bag_panorama_precut.bag" + # input1 = "./data/single_frame_bags/20230313_1908_survey_bag_panorama_precut.bag" + + # input1 = './data/single_frame_bags/run5_astrobee.bag' + # input2 = './data/single_frame_bags/run1_astrobee.bag' + + # input1 = './data/image_reconstruction/run5.pcd' + # input2 = './data/image_reconstruction/run2.pcd' + + # input1 = './saved_models/fake_data_t0_1.pk' + # input2 = './saved_models/fake_data_t1_1.pk' + + # input1 = './saved_models/20230313_1901_survey_no_bag_panorama_precut_1.pk' + # input2 = './saved_models/20230313_1908_survey_bag_panorama_precut_1.pk' + + # input1 = 'data/image_reconstruction/run5.pcd' + # input2 = 'data/image_reconstruction/run4.pcd' + + # Get file extension + ext = os.path.splitext(os.path.basename(input1))[1] + current_dir = os.getcwd() + + ############################# + # Set up caching the models # + ############################# + + # Load pre-clustered GMMs if provided + if ext == ".pk": + gmm1_init, predictions1, points1 = read_pre_clustered(input1) + gmm2_init, predictions2, points2 = read_pre_clustered(input2) + else: + if test: + filename_1 = get_filename("test_data_t0") + filename_2 = get_filename("test_data_t1") + else: + filename_1 = get_filename(os.path.splitext(os.path.basename(input1))[0]) + filename_2 = get_filename(os.path.splitext(os.path.basename(input2))[0]) + + ################### + # Format the data # + ################### + + if test: + points1, points2 = generate_data(n_start, n_disappearances, n_appearances) + + elif ext == ".bag": # sensor_msgs::PointCloud2 data from bagfile + points1 = read_pc2_msgs(input1) + points2 = read_pc2_msgs(input2) + + elif ext == ".ply": # PCL formatted file (e.g. from reconstructed map) + points1 = read_ply(input1) + points2 = read_ply(input2) + else: + sys.exit("Invalid file format") + + if not os.path.exists(output_directory): + os.mkdir(output_directory) + os.chdir(output_directory) + + # Plot the figures + fig1 = plt.figure() + ax1 = fig1.add_subplot(111, projection="3d") + ax1.scatter(points1[:, 0], points1[:, 1], points1[:, 2], s=0.7, alpha=0.07) + fig2 = plt.figure() + ax2 = fig2.add_subplot(111, projection="3d") + ax2.scatter(points2[:, 0], points2[:, 1], points2[:, 2], s=0.7, alpha=0.07) + plt.show() + + ##################################### + # Cluster the point clouds int GMMs # + ##################################### + + # Run split-and-merge expectation-maximization algorithm + # described in "Unsupervised Learning of Finite Mixture Models" by Figueiredo et al. + print("Fitting Gamma") + gmm1_init = GmmMml() + gmm1_init = gmm1_init.fit(points1, verb=verbose) + predictions1 = gmm1_init.predict(points1) + + print("Fitting Theta") + gmm2_init = GmmMml() + gmm2_init = gmm2_init.fit(points2, verb=verbose) + predictions2 = gmm2_init.predict(points2) + + print("Gamma number of Gaussians: " + str(gmm1_init.bestk)) + print("Theta number of Gaussians: " + str(gmm2_init.bestk)) + + # Move the GMMs to a new data structure to be able to remove + # Gaussians from GMMs for change detection + gamma_t0 = GMM(gmm1_init.bestpp[0, :], gmm1_init.bestmu, gmm1_init.bestcov) + theta_t1 = GMM(gmm2_init.bestpp[0, :], gmm2_init.bestmu, gmm2_init.bestcov) + + ###################################### + # Generate GMM with Detected Changes # + ###################################### + pi_appearances = change_detection(gamma_t0, theta_t1) + pi_disappearances = change_detection(theta_t1, gamma_t0) + + # Output change Gaussian information + print("\nCHANGE GAUSSIANS") + print("################################") + print("Clusters associated with appearances: " + str(pi_appearances.n_gaussians)) + print( + "Clusters associated with disappearances: " + str(pi_disappearances.n_gaussians) + ) + + if visualize: + plot_gmm_results( + gmm1_init, + gmm2_init, + points1, + points2, + predictions1, + predictions2, + pi_appearances, + pi_disappearances, + ) + + ######################## + # Visualize the Output # + ######################## + + # Save model parameters for future use + if ext != ".pk": + save_pre_clustered(filename_1 + ".pk", gmm1_init, predictions1, points1) + save_pre_clustered(filename_2 + ".pk", gmm2_init, predictions2, points2) + + print("Saved to: ") + print(" " + str(filename_1 + ".pk")) + print(" " + str(filename_2 + ".pk")) + + plt.show() + + os.chdir(current_dir) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description=__doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter + ) + parser.add_argument( + "--input1", + default="./data/single_frame_bags/20230313_1901_survey_no_bag_panorama_precut.bag", + help="Filter suffix for bagfiles to merge. Bags should all be in the current working directory.", + ) + parser.add_argument( + "--input2", + default="./data/single_frame_bags/20230313_1908_survey_bag_panorama_precut.bag", + help="Filter suffix for bagfiles to merge. Bags should all be in the current working directory.", + ) + parser.add_argument( + "--test", + dest="test", + action="store_true", + help="Test the GMM algorithm using generated data.", + ) + parser.add_argument( + "--visualize", + dest="visualize", + action="store_true", + help="Visualize the results.", + ) + parser.add_argument( + "--verbose", + dest="verbose", + action="store_true", + help="Print maximum output.", + ) + parser.add_argument( + "--n-start", + dest="n_start", + type=int, + default=4, # Set default value here + help="Input double value. Default: 0.0", + ) + parser.add_argument( + "--n-disappearances", + dest="n_disappearances", + type=int, + default=0, # Set default value here + help="Input double value. Default: 0.0", + ) + parser.add_argument( + "--n-appearances", + dest="n_appearances", + type=int, + default=3, # Set default value here + help="Input double value. Default: 0.0", + ) + parser.add_argument("-o", "--output-directory", default="gmm_saved_models") + args = parser.parse_args() + + gmm_change_detection( + args.input1, + args.input2, + args.output_directory, + args.test, + args.visualize, + args.verbose, + args.n_start, + args.n_disappearances, + args.n_appearances, + ) diff --git a/anomaly/gmm-change-detection/scripts/gmm/gmm_edit.py b/anomaly/gmm-change-detection/scripts/gmm/gmm_edit.py new file mode 100644 index 00000000..254d96c5 --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/gmm_edit.py @@ -0,0 +1,63 @@ +#!/usr/bin/env python +# Copyright (c) 2017, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The Astrobee platform is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + + +# Small class that holds precalculated GMM and +# allows clusters to be edited and removed + +import numpy as np + + +class GMM: + def __init__(self, weights, means, covariances): + self.weights = weights + self.means = means + self.covariances = covariances + self.n_gaussians = self.weights.size + + def remove_gaussian(self, index): # Index of gaussian to remove + # removed_gauss = GMM(self.weights[index], self.means[index,:].reshape((1,3)), self.covariances[index,:].reshape((1,3))) + removed_gauss = GMM( + self.weights[index], + self.means[index, :].reshape((1, 3)), + np.array(self.covariances[:, :, index].reshape((3, 3))), + ) + new_weights = np.delete(self.weights, index, 0) + self.weights = new_weights / np.linalg.norm(new_weights, ord=1) + self.means = np.delete(self.means, index, 0) + self.covariances = np.delete(self.covariances, index, -1) + self.n_gaussians = self.weights.size + return removed_gauss + + def add_gaussian(self, gaussian): # Gaussian in form of GMM, k=1 + self.weights = np.append( + self.weights, gaussian.weights + ) # PLACEHOLDER (weights are now incorrect) + self.means = np.append(self.means, gaussian.means, axis=0) + # print("Gauss type: " + str(type(gaussian.covariances.reshape((3, 3))))) + if type(self.covariances) is not np.ndarray: + self.covariances = gaussian.covariances.reshape((3, 3)) + # print("Pi cov initialized: " + str(self.covariances.shape)) + else: + # print("Curr cov size: " + str(self.covariances.shape)) + # print("Gauss cov size: " + str(gaussian.covariances.reshape((3, 3)).shape)) + # self.covariances = np.vstack([[self.covariances], [gaussian.covariances.reshape((3,3))]]) + self.covariances = np.concatenate( + [self.covariances, gaussian.covariances], axis=0 + ) + self.n_gaussians = self.weights.size diff --git a/anomaly/gmm-change-detection/scripts/gmm/gmm_mml.py b/anomaly/gmm-change-detection/scripts/gmm/gmm_mml.py new file mode 100644 index 00000000..c360ed01 --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/gmm_mml.py @@ -0,0 +1,405 @@ +#!/usr/bin/env python3 + +# MIT License + +# Copyright (c) 2020 Gonçalo Faria Abreu + +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: + +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. + +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + +# -*- coding: utf-8 -*- +""" +Created on Wed Jun 7 18:44:27 2017 + +@author: abriosi +""" + +import numpy as np +from scipy.stats import multivariate_normal +from sklearn.base import TransformerMixin + + +class GmmMml(TransformerMixin): + def __init__( + self, + kmin=1, + kmax=25, + regularize=1e-6, + threshold=1e-5, + covoption=0, + max_iters=100, + live_2d_plot=False, + plots=False, + ): + + self.kmin = kmin + self.kmax = kmax + self.regularize = regularize + self.th = threshold + self.covoption = covoption + self.live_2d_plot = live_2d_plot + self.max_iters = max_iters + self.check_plot = plots + + def _draw_elipse(self, ax, estcov, estmu): + import matplotlib as mpl + + v, w = np.linalg.eigh(estcov) + u = w[0] / np.linalg.norm(w[0]) + angle = np.arctan2(u[1], u[0]) + angle = 180 * angle / np.pi # convert to degrees + v = 2.0 * np.sqrt(2.0) * np.sqrt(v) + + ell = mpl.patches.Ellipse( + estmu, v[0], v[1], 180 + angle, facecolor="none", edgecolor="black" + ) + ell.set_clip_box(ax.bbox) + ell.set_alpha(1) + ax.add_artist(ell) + return ax + + def _plot_graph(self, estcov, estmu, k, y, message): + if y.shape[1] == 2: + import matplotlib.pyplot as plt + + ax = plt.subplot(111) + plt.title(message) + plt.scatter(y[:, 0], y[:, 1], alpha=0.2, s=10) + for i in range(k): + ax = self._draw_elipse(ax, estcov[:, :, i], estmu[i]) + plt.show() + else: + print("only supports 2d data for plots") + + def _posterior_probability(self, y, estmu, estcov, i): + try: + return multivariate_normal.pdf( + y, estmu[i], estcov[:, :, i], allow_singular=False + ) + except Exception as inst: + raise Exception( + "Possible singular matrix detected. Try adding (more) regularization" + ) + + def fit(self, X, y=None, verb=False): + y = np.array(X) + + dl = [] + npoints = y.shape[0] + dimens = y.shape[1] + + if self.covoption == 0: + npars = dimens + dimens * (dimens + 1) / 2 + elif self.covoption == 1: + npars = 2 * dimens + elif self.covoption == 2: + npars = dimens + elif self.covoption == 3: + npars = dimens + else: + npars = dimens + dimens * (dimens + 1) / 2 + + nparsover2 = npars / 2 + + k = self.kmax + + indic = np.zeros((k, npoints)) + randindex = np.random.randint(0, npoints, npoints) + randindex = np.random.choice(randindex, k) + estmu = y[randindex] + + estpp = (1 / float(k)) * np.ones((1, k)) + + if dimens > 1: + globcov = np.cov(y, rowvar=False) + else: + globcov = np.array([np.array([np.cov(y, rowvar=False)])]) + + estcov = np.empty(globcov.shape + (self.kmax,)) + for i in range(k): + estcov[:, :, i] = np.diag( + (np.diag(np.ones((dimens, dimens)) * np.max(np.diag(globcov / 10)))) + ) + + if self.check_plot == True: + self._plot_graph(estcov, estmu, k, y, "Random Guassian Initialization") + + semi_indic = np.empty((k, y.shape[0])) + for i in range(k): + + min_eig = np.min(np.real(np.linalg.eigvals(estcov[:, :, i]))) + if min_eig < 0: + estcov[:, :, i] -= 10 * min_eig * np.eye(*estcov[:, :, i].shape) + + semi_indic[i, :] = self._posterior_probability(y, estmu, estcov, i) + indic[i, :] = semi_indic[i, :] * estpp[:, i] + + countf = 0 + loglike = [] + kappas = [] + + loglike.append( + np.sum(np.log(np.sum(np.finfo(np.float64).tiny + indic, axis=0))) + ) + dlength = ( + -loglike[countf] + + (nparsover2 * np.sum(np.log(estpp))) + + (nparsover2 + 0.5) * k * np.log(npoints) + ) + dl.append(dlength) + kappas.append(k) + + transitions1 = [] + transitions2 = [] + + mindl = dl[countf] + self.bestmu = estmu + self.bestcov = estcov + + k_cont = True + + iteration = 0 + + while k_cont == True: + + cont = True + + while cont == True and iteration < self.max_iters: + # while iteration 0") + + estpp[:, comp] = ( + np.max(np.sum(normindic[comp, :]) - nparsover2, axis=0) + / npoints + ) + estpp = estpp / np.sum(estpp) + + killed = 0 + + if estpp[:, comp] <= 0: + killed = 1 + + transitions1.append(countf) + + estmu = np.delete(estmu, comp, axis=0) + estcov = np.delete(estcov, comp, axis=-1) + estpp = np.delete(estpp, comp, axis=-1) + semi_indic = np.delete(semi_indic, comp, axis=0) + + k = k - 1 + + if killed == 0: + + min_eig = np.min(np.real(np.linalg.eigvals(estcov[:, :, comp]))) + if min_eig < 0: + estcov[:, :, comp] -= ( + 10 * min_eig * np.eye(*estcov[:, :, comp].shape) + ) + + semi_indic[comp, :] = self._posterior_probability( + y, estmu, estcov, comp + ) + comp += 1 + + countf = countf + 1 + + indic = np.zeros((k, npoints)) + semi_indic = np.empty((k, y.shape[0])) + + for i in range(k): + + min_eig = np.min(np.real(np.linalg.eigvals(estcov[:, :, i]))) + if min_eig < 0: + estcov[:, :, i] -= 10 * min_eig * np.eye(*estcov[:, :, i].shape) + + semi_indic[i, :] = self._posterior_probability(y, estmu, estcov, i) + indic[i, :] = semi_indic[i, :] * estpp[:, i] + + if k != 1: + loglike.append( + np.sum( + np.log(np.finfo(np.float64).tiny + np.sum(indic, axis=0)) + ) + ) + else: + loglike.append(np.sum(np.log(np.finfo(np.float64).tiny + indic))) + + dlength = ( + -loglike[countf] + + (nparsover2 * np.sum(np.log(estpp))) + + (nparsover2 + 0.5) * k * np.log(npoints) + ) + dl.append(dlength) + kappas.append(k) + + deltlike = loglike[countf] - loglike[countf - 1] + + if verb == True: + toprint = np.abs(deltlike / loglike[countf - 1]) / self.th + print("deltaloglike/th =" + str(toprint)) + + if np.abs(deltlike / loglike[countf - 1]) < self.th: + cont = False + + if self.live_2d_plot == True: + self._plot_graph(estcov, estmu, k, y, None) + + iteration += 1 + + iteration = 0 + + if dl[countf] < mindl: + self.bestpp = estpp + self.bestmu = estmu + self.bestcov = estcov + self.bestk = k + mindl = dl[countf] + + if k > self.kmin: + indminp = np.argmin(estpp) + + estmu = np.delete(estmu, indminp, axis=0) + estcov = np.delete(estcov, indminp, axis=-1) + estpp = np.delete(estpp, indminp, axis=-1) + + k = k - 1 + + estpp = estpp / np.sum(estpp) + + transitions2.append(countf) + + countf = countf + 1 + + indic = np.zeros((k, npoints)) + semi_indic = np.empty((k, y.shape[0])) + + for i in range(k): + + min_eig = np.min(np.real(np.linalg.eigvals(estcov[:, :, i]))) + if min_eig < 0: + estcov[:, :, i] -= 10 * min_eig * np.eye(*estcov[:, :, i].shape) + + semi_indic[i, :] = self._posterior_probability(y, estmu, estcov, i) + indic[i, :] = semi_indic[i, :] * estpp[:, i] + + if k != 1: + loglike.append( + np.sum( + np.log(np.finfo(np.float64).tiny + np.sum(indic, axis=0)) + ) + ) + else: + loglike.append(np.sum(np.log(np.finfo(np.float64).tiny + indic))) + + dlength = ( + -loglike[countf] + + (nparsover2 * np.sum(np.log(estpp))) + + (nparsover2 + 0.5) * k * np.log(npoints) + ) + dl.append(dlength) + + # countf=countf-1 + kappas.append(k) + else: + k_cont = False + + if self.check_plot == True: + import matplotlib.pyplot as plt + + plt.title("Evaluation of the cost function") + plt.plot(range(len(dl)), dl) + plt.show() + + self._plot_graph( + self.bestcov, + self.bestmu, + self.bestcov.shape[-1], + y, + "Best number of components", + ) + + return self + + def sample(self, sample): + output = [] + select_sample = np.random.multinomial(sample, self.bestpp[0]) + gmm = 0 + for i in select_sample: + for i in range(i): + output.append( + np.random.multivariate_normal( + self.bestmu[gmm], np.swapaxes(self.bestcov, 0, 2)[gmm] + ) + ) + gmm += 1 + return np.array(output) + + def transform(self, X, y=None): + y = np.array(X) + semi_indic = np.empty((self.bestmu.shape[0], y.shape[0])) + for i in range(self.bestmu.shape[0]): + semi_indic[i, :] = self._posterior_probability( + y, self.bestmu, self.bestcov, i + ) + return semi_indic.T + + def fit_transform(self, X, y=None): + self.fit(X) + return self.transform(X) + + def predict_proba(self, X): + return self.transform(X) + + def predict(self, X): + return np.argmax(self.transform(X), axis=1) diff --git a/anomaly/gmm-change-detection/scripts/gmm/preprocess_data.py b/anomaly/gmm-change-detection/scripts/gmm/preprocess_data.py new file mode 100644 index 00000000..02c308db --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/preprocess_data.py @@ -0,0 +1,230 @@ +#!/usr/bin/env python +# Copyright (c) 2017, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The "ISAAC - Integrated System for Autonomous and Adaptive Caretaking +# platform" software is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + + +# Converts ROS sensor_msgs:PointCloud2 to a +# python-PCL-filtered numpy array + +import logging +import math +import time + +# Set the logging level to suppress INFO messages +logging.getLogger("open3d").setLevel(logging.ERROR) + +import geometry_msgs +import matplotlib.pyplot as plt +import numpy as np +import open3d as o3d +import pandas as pd +import pyntcloud +import ros_numpy +import rosbag +import rospy +import sensor_msgs +import tf2_py as tf2 +import tf2_ros +from PIL import Image +from scipy.spatial import cKDTree +from tf import transformations as ts +from tf2_sensor_msgs.tf2_sensor_msgs import do_transform_cloud + + +# See https://stackoverflow.com/questions/39772424 +def convert_pc2_pcl(data): + + # # Convert the PointCloud2 message to a list of points + # points = list(sensor_msgs.read_points(msg, field_names=("x", "y", "z"), skip_nans=True)) + + # data.__class__ = sensor_msgs.msg._PointCloud2.PointCloud2 + # offset_sorted = {f.offset: f for f in data.fields} + # data.fields = [f for (_, f) in sorted(offset_sorted.items())] + # Conversion from PointCloud2 msg to np array. + np_points = ros_numpy.point_cloud2.pointcloud2_to_xyz_array(data, remove_nans=True) + # np_points=np.zeros((pc.shape[0],3)) + + # height = pc.shape[0] + # if len(pc.shape) == 1: # Unordered PC2 structure + # np_points = np.zeros((height, 3), dtype=np.float32) + # np_points[:, 0] = np.resize(pc["x"], height) + # np_points[:, 1] = np.resize(pc["y"], height) + # np_points[:, 2] = np.resize(pc["z"], height) + + # else: # Ordered PC2 structure + # width = pc.shape[1] + # np_points = np.zeros((height * width, 3), dtype=np.float32) + # np_points[:, 0] = np.resize(pc["x"], height * width) + # np_points[:, 1] = np.resize(pc["y"], height * width) + # np_points[:, 2] = np.resize(pc["z"], height * width) + + return np_points + + +# Outlier and downsample filtering of data +def filter_pcl(np_points): + + p = pyntcloud.PyntCloud(pd.DataFrame(np_points, columns=["x", "y", "z"])) + p.to_file("normal.ply") + + # pcl.save(fil.filter(), "inliers.pcd") + # fil.set_negative(True) + # pcl.save(fil.filter(), "outliers.pcd") + + # Downsample outlier filtered data + # fil = fil.make_voxel_grid_filter() + # fil.set_leaf_size(0.01, 0.01, 0.01) + # pcl.save(fil.filter(), "downsample.pcd") + + # Create a cKDTree for efficient nearest neighbor search + # kdtree = cKDTree(np_points) + + # # Compute the indices of the outliers using a statistical approach + # distances, _ = kdtree.query(np_points, k=50) # k=50 nearest neighbors + # mean_distances = np.mean(distances, axis=1) + # std_distances = np.std(distances, axis=1) + # outlier_indices = np.where((distances > mean_distances[:, None] + std_distances[:, None]) | + # (distances < mean_distances[:, None] - std_distances[:, None])) + + # # Filter out the outliers + # np_arr = np.delete(np_points, outlier_indices, axis=0) + np_arr = np_points + + return np_arr + + +# Transform the pc2 msg camera coordinates from the haz_cam to body: +def translate_cam_frame(pc2_msg): + t = geometry_msgs.msg.TransformStamped() + t.header.stamp = pc2_msg.header.stamp + t.header.frame_id = "haz_cam" + t.child_frame_id = "body" + + t.transform.translation.x = 0.036 + t.transform.translation.y = -0.083 + t.transform.translation.z = -0.133 + + # In quaternions: + t.transform.rotation.x = 0.500 + t.transform.rotation.y = -0.500 + t.transform.rotation.z = 0.500 + t.transform.rotation.w = -0.500 + + body_tf = do_transform_cloud(pc2_msg, t) + return body_tf + + +# Transform point cloud coordinates to map ground truth (from Marina and Ryan) +def ground_truth(msg, pc2_msg): + # Get transformation info from hazcam pc2 message + t = geometry_msgs.msg.TransformStamped() + # t.header.stamp = rospy.Time.now() + t.header.stamp = msg.header.stamp + t.header.frame_id = "body" + t.child_frame_id = "world" + + t.transform.translation.x = msg.pose.position.x + t.transform.translation.y = msg.pose.position.y + t.transform.translation.z = msg.pose.position.z + + t.transform.rotation.x = msg.pose.orientation.x + t.transform.rotation.y = msg.pose.orientation.y + t.transform.rotation.z = msg.pose.orientation.z + t.transform.rotation.w = msg.pose.orientation.w + + cloud_out = do_transform_cloud(pc2_msg, t) + return cloud_out + + +# Obtain and concatenate point clouds remapped with ground truth transform +def read_pc2_msgs(bagfile): + skipped = 100 # Number of messages to skip over: 5Hz -> 0.05Hz + n_points = 171 * 224 # 171 rows x 224 columns + n_msgs = rosbag.Bag(bagfile).get_message_count("/hw/depth_haz/points") + n_msgs_used = math.floor(n_msgs / skipped) + # print(n_msgs_used) + merged_pcl = np.empty((n_msgs_used * n_points, 3), dtype=np.float32) + + topics_bag = [ + "/gnc/ekf", + "/hw/depth_haz/points", + "/hw/depth_haz/extended/amplitude_int", + ] + pc2_msg = None + # First message should be saved + count = 100 + i = 0 + with rosbag.Bag(bagfile, "r") as bag: + for topic, msg, t in bag.read_messages(topics_bag): + if topic == "/hw/depth_haz/points": + if count % skipped == 0: + pc2_msg = msg + count += 1 + if topic == "/gnc/ekf" and pc2_msg is not None: + + pc2_body = translate_cam_frame(pc2_msg) + pc2_gt = ground_truth(msg, pc2_body) + + np_arr = convert_pc2_pcl(pc2_gt) + # print(np_arr.shape) + merged_pcl[i : i + n_points, :] = np_arr + i += n_points + pc2_msg = None + + p = pyntcloud.PyntCloud(pd.DataFrame(merged_pcl, columns=["x", "y", "z"])) + p.to_file("ground_truth_run5.ply") + return merged_pcl + + +# # Process data from bagfile +# def read_pc2_msgs(bagfile): + + +# for topic, msg, t in rosbag.Bag(bagfile).read_messages(): +# if topic == "/hw/depth_haz/extended/amplitude_int": +# np_im = ros_numpy.image.image_to_numpy(msg) +# data = Image.fromarray(np_im) + +# if ( +# topic == "/hw/depth_haz/points" +# or topic == "/hw/depth_haz/points/ground_truth" +# ): +# p = convert_pc2_pcl(msg) +# np_arr = filter_pcl(p) + +# if "data" in locals(): +# data.show() +# data.save("image.png") +# return np_arr +# return np_arr + + +# Process PCD point cloud directly +def read_ply(pcdfile): + + # Read the .ply file + pcd_read = o3d.io.read_point_cloud(pcdfile) + np_points = np.asarray(pcd_read.points, dtype=np.float32) + np_arr = filter_pcl(np_points) + + return np_arr + + +if __name__ == "__main__": + # filtered_data = read_pc2_msgs('/home/jcsanto3/bagfile-data/groundtruth/run5_precut.bag') + concat_ground_truth_msgs("./groundtruth_run5.bag") diff --git a/anomaly/gmm-change-detection/scripts/gmm/utilities.py b/anomaly/gmm-change-detection/scripts/gmm/utilities.py new file mode 100644 index 00000000..3eb47d9a --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/utilities.py @@ -0,0 +1,133 @@ +#!/usr/bin/env python +# Copyright (c) 2017, United States Government, as represented by the +# Administrator of the National Aeronautics and Space Administration. +# +# All rights reserved. +# +# The "ISAAC - Integrated System for Autonomous and Adaptive Caretaking +# platform" software is licensed under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with the +# License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the +# License for the specific language governing permissions and limitations +# under the License. + + +import copy +import os +import pickle + +from gmm.emd_gmm import * +from gmm.gmm_edit import * + + +def get_filename(original_file): + """Make sure the filename is unique""" + counter = 1 + filename = original_file + "_{}" + while os.path.isfile(".saved_models/" + filename.format(counter)): + counter += 1 + filename = filename.format(counter) + return filename + + +def find_emd(gmm1, gmm2): + """Find the Earth Mover's Distance between two GMMs""" + emdgmm = EMDGMM(gmm1.weights, gmm2.weights) + emdgmm.get_distance(gmm1.means, gmm2.means) + emdgmm.calculate_emd() + return emdgmm.emd + + +def greedy_select_gmm(gamma, theta, start_emd): + """Find the Gaussian in Theta that contributes the + highest degree of positive change (i.e., removal results + in the lowest EMD) and return "best" Theta GMM from which such + Gaussian has been removed + """ + + lowest_emd = start_emd # Metric for degree of change + best_theta = theta + best_gauss = GMM( + np.array([]), np.array([]).reshape((0, 3)), np.array([]).reshape((0, 3)) + ) # GMM w/ k=1 + + # Remove Gaussians one at a time and track which contributes most change + for gauss in range(theta.n_gaussians - 1): + theta_temp = copy.deepcopy(theta) + removed_gauss = theta_temp.remove_gaussian(gauss) # Remove the next Gaussian + new_emd = find_emd(gamma, theta_temp) + + # print("NEW EMD: " + str(new_emd) + " LOWEST: " + str(lowest_emd)) + + if new_emd < lowest_emd: + lowest_emd = new_emd + best_theta = theta_temp + best_gauss = removed_gauss + + return lowest_emd, best_theta, best_gauss + + +def change_detection(gamma, theta): + """Greedily remove Gaussians that contribute the most change + and place them into a tertiary "change" GMM + """ + + # Initialize empty Pi (change) GMM + pi = GMM(np.array([]), np.array([]).reshape((0, 3)), None) + + # Iteratively remove Gaussians from "after" GMM until EMD is the same + dGMM_old = find_emd(gamma, theta) + dGMM, new_theta, best_gauss = greedy_select_gmm(gamma, theta, dGMM_old) + + for i in range(new_theta.n_gaussians): + if best_gauss.n_gaussians == 0: + break + + # Update Pi with new Gaussian + pi.add_gaussian(best_gauss) + + # Obtain "best Gaussian" that produces highest degree of change + dGMM, new_theta, best_gauss = greedy_select_gmm(gamma, new_theta, dGMM_old) + if dGMM_old > dGMM: + dGMM_old = dGMM + else: + break + + # Map the change Gaussians back to the original Theta GMM + theta_changes = [] + for gauss in range(pi.n_gaussians): + change_gauss = np.where(np.prod(theta.means == pi.means[gauss], axis=-1)) + theta_changes.append(change_gauss) + + # Readjust the Pi covariance shape back to [3,3,K] + if pi.n_gaussians != 0: + pi.covariances = pi.covariances.reshape(pi.n_gaussians, 3, 3).T + return pi + + +def read_pre_clustered(filename): + with open(filename, "rb") as fi: + ( + gmm_init, + predictions, + points, + ) = pickle.load(fi) + return gmm_init, predictions, points + + +def save_pre_clustered(filename, gmm_init, predictions, points): + with open(filename, "wb") as fi: + pickle.dump( + [ + gmm_init, + predictions, + points, + ], + fi, + ) diff --git a/anomaly/gmm-change-detection/scripts/gmm/visualization.py b/anomaly/gmm-change-detection/scripts/gmm/visualization.py new file mode 100644 index 00000000..fe448f74 --- /dev/null +++ b/anomaly/gmm-change-detection/scripts/gmm/visualization.py @@ -0,0 +1,181 @@ +# Based on the GMM visualization code: +# https://github.com/sitzikbs/gmm_tutorial/blob/master/visualization.py +# with modifications to accomodate using the model data +import matplotlib.cm as cmx +import matplotlib.pyplot as plt +import numpy as np +from matplotlib.axes._axes import _log as matplotlib_axes_logger +from mpl_toolkits.mplot3d import Axes3D + +# Suppress matplotlib warnings +matplotlib_axes_logger.setLevel("ERROR") + + +def get_diag(covs, k): + """Get diagonal covariance from full covariance + matrix for plotting""" + + diag_covs = [] + for i in range(k): + cov = covs[:, :, i] + l = len(cov[0]) + diag = [cov[j][j] for j in range(l)] + diag_covs.append(diag) + return np.array(diag_covs) + + +def plot_sphere(w=0, c=[0, 0, 0], r=[1, 1, 1], subdev=10, ax=None, sigma_multiplier=3): + """ + plot a sphere surface + Input: + c: 3 elements list, sphere center + r: 3 element list, sphere original scale in each axis ( allowing to draw elipsoids) + subdiv: scalar, number of subdivisions (subdivision^2 points sampled on the surface) + ax: optional pyplot axis object to plot the sphere in. + sigma_multiplier: sphere additional scale (choosing an std value when plotting gaussians) + Output: + ax: pyplot axis object + """ + + if ax is None: + fig = plt.figure() + ax = fig.add_subplot(111, projection="3d") + pi = np.pi + cos = np.cos + sin = np.sin + phi, theta = np.mgrid[ + 0.0 : pi : complex(0, subdev), 0.0 : 2.0 * pi : complex(0, subdev) + ] + x = sigma_multiplier * r[0] * sin(phi) * cos(theta) + c[0] + y = sigma_multiplier * r[1] * sin(phi) * sin(theta) + c[1] + z = sigma_multiplier * r[2] * cos(phi) + c[2] + cmap = cmx.ScalarMappable() + cmap.set_cmap("jet") + c = cmap.to_rgba(w) + + ax.plot_surface(x, y, z, color=c, alpha=0.2, linewidth=1) + + return ax + + +def visualize_3d_gmm(points, predictions, w, mu, stdev, n_gaussians, axes=None): + """ + plots points and their corresponding gmm model in 3D + Input: + points: N X 3, sampled points + w: n_gaussians, gmm weights + mu: 3 X n_gaussians, gmm means + stdev: 3 X n_gaussians, gmm standard deviation (assuming diagonal covariance matrix) + Output: + None + """ + + N = int(np.round(points.shape[0] / n_gaussians)) + + # Visualize data + axes = axes or plt.gca() + plt.set_cmap("Set1") + colors = cmx.Set1(np.linspace(0, 1, n_gaussians)) + for i in range(n_gaussians): + idx = np.where(predictions == i) + axes.scatter( + points[idx, 0], + points[idx, 1], + points[idx, 2], + alpha=0.07, + c=colors[i], + s=0.7, + ) + + for i in range(w.shape[0]): + plot_sphere(w=w[i], c=mu[:, i], r=stdev[:, i], ax=axes) + + return axes + # plt.title('3D GMM') + # axes.set_xlabel('X') + # axes.set_ylabel('Y') + # axes.set_zlabel('Z') + # plt.show() + + +def plot_gmm_results( + gmm1_init, + gmm2_init, + points1, + points2, + predictions1, + predictions2, + pi_appearances, + pi_disappearances, +): + + fig = plt.figure(figsize=(12, 4)) + ax1 = fig.add_subplot(141, projection="3d") + ax1.set(xlabel="X", ylabel="Y", zlabel="Z") + ax1.view_init(elev=-75, azim=-90) + ax1.title.set_text("Gamma (Before)") + + ax2 = fig.add_subplot(142, projection="3d") + ax2.set(xlabel="X", ylabel="Y", zlabel="Z") + ax2.view_init(elev=-75, azim=-90) + ax2.title.set_text("Theta (After)") + + ax3 = fig.add_subplot(143, projection="3d") + ax3.set(xlabel="X", ylabel="Y", zlabel="Z") + ax3.view_init(elev=-75, azim=-90) + ax3.title.set_text("Pi (Appearances)") + + ax4 = fig.add_subplot(144, projection="3d") + ax4.set(xlabel="X", ylabel="Y", zlabel="Z") + ax4.view_init(elev=-75, azim=-90) + ax4.title.set_text("Pi (Disappearances)") + + # GMM 1 (Gamma) + diag_covs1 = get_diag(gmm1_init.bestcov, gmm1_init.bestk) + visualize_3d_gmm( + points1, + predictions1, + gmm1_init.bestpp[0], + gmm1_init.bestmu.T, + np.sqrt(diag_covs1).T, + gmm1_init.bestk, + ax1, + ) + + # GMM 2 (Theta) + diag_covs2 = get_diag(gmm2_init.bestcov, gmm2_init.bestk) + visualize_3d_gmm( + points2, + predictions2, + gmm2_init.bestpp[0], + gmm2_init.bestmu.T, + np.sqrt(diag_covs2).T, + gmm2_init.bestk, + ax2, + ) + + # Appearance GMM (Pi 1), compared to GMM2 original points + piagonal = get_diag(pi_appearances.covariances, pi_appearances.weights.shape[0]) + visualize_3d_gmm( + points2, + predictions2, + pi_appearances.weights, + pi_appearances.means.T, + np.sqrt(piagonal).T, + gmm2_init.bestk, + ax3, + ) + + # Disappearance GMM (Pi 2), compared to GMM2 original points + piagonal_dis = get_diag( + pi_disappearances.covariances, pi_disappearances.weights.shape[0] + ) + visualize_3d_gmm( + points2, + predictions2, + pi_disappearances.weights, + pi_disappearances.means.T, + np.sqrt(piagonal_dis).T, + gmm2_init.bestk, + ax4, + ) diff --git a/anomaly/gmm-change-detection/setup.py b/anomaly/gmm-change-detection/setup.py new file mode 100644 index 00000000..400d2b2e --- /dev/null +++ b/anomaly/gmm-change-detection/setup.py @@ -0,0 +1,7 @@ +from distutils.core import setup + +from catkin_pkg.python_setup import generate_distutils_setup + +d = generate_distutils_setup(packages=["gmm"], package_dir={"": "scripts"}) + +setup(**d) diff --git a/anomaly/readme.md b/anomaly/readme.md index 5f86a5ca..31f15e39 100644 --- a/anomaly/readme.md +++ b/anomaly/readme.md @@ -8,3 +8,4 @@ Anomaly Detectors \subpage semantic_anomaly \subpage image_anomaly \subpage volumetric_anomaly +\subpage gmm