{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature Observers" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from job_shop_lib import JobShopInstance, Operation\n", "from job_shop_lib.dispatching.feature_observers import (\n", " feature_observer_factory,\n", " FeatureObserverType,\n", " CompositeFeatureObserver,\n", " EarliestStartTimeObserver,\n", ")\n", "from job_shop_lib.dispatching import (\n", " Dispatcher,\n", " HistoryObserver,\n", " PruningFunction,\n", " composite_pruning_function_factory,\n", ")\n", "from job_shop_lib.dispatching.rules import (\n", " DispatchingRuleSolver,\n", " DispatchingRuleType,\n", ")\n", "from job_shop_lib.visualization import (\n", " plot_gantt_chart,\n", " plot_gantt_chart_wrapper,\n", " plot_disjunctive_graph,\n", ")\n", "\n", "plt.style.use(\"ggplot\")\n", "\n", "CPU = 0\n", "GPU = 1\n", "DATA_CENTER = 2\n", "\n", "job_1 = [\n", " Operation(CPU, 1),\n", " Operation(GPU, 1),\n", " Operation(DATA_CENTER, 7),\n", " Operation(CPU, 2),\n", "]\n", "job_2 = [Operation(GPU, 5), Operation(DATA_CENTER, 1), Operation(CPU, 1)]\n", "job_3 = [Operation(DATA_CENTER, 1), Operation(CPU, 3), Operation(GPU, 2)]\n", "\n", "jobs = [job_1, job_2, job_3]\n", "\n", "example_job_shop_instance = JobShopInstance(jobs, name=\"Example\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_disjunctive_graph(example_job_shop_instance)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0. 1. 2. 9.]\n", " [ 0. 5. 6. nan]\n", " [ 0. 1. 4. nan]]\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 1.0 0.0 1.0 0.0 0.0 0.0\n", "1 0.0 1.0 1.0 0.0 1.0 0.0\n", "2 0.0 2.0 7.0 0.0 2.0 0.0\n", "3 0.0 9.0 2.0 0.0 3.0 0.0\n", "4 1.0 0.0 5.0 0.0 0.0 0.0\n", "5 0.0 5.0 1.0 0.0 1.0 0.0\n", "6 0.0 6.0 1.0 0.0 2.0 0.0\n", "7 1.0 0.0 1.0 0.0 0.0 0.0\n", "8 0.0 1.0 3.0 0.0 1.0 0.0\n", "9 0.0 4.0 2.0 0.0 2.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 0.0 7.0 0.0 4.0 0.0\n", "1 1.0 0.0 8.0 0.0 3.0 0.0\n", "2 1.0 0.0 9.0 0.0 3.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 0.0 11.0 0.0 4.0 0.0\n", "1 1.0 0.0 7.0 0.0 3.0 0.0\n", "2 1.0 0.0 6.0 0.0 3.0 0.0\n" ] } ], "source": [ "pruning_function = composite_pruning_function_factory(\n", " [\n", " PruningFunction.DOMINATED_OPERATIONS,\n", " # PruningFunction.NON_IMMEDIATE_MACHINES,\n", " ]\n", ")\n", "dispatcher = Dispatcher(example_job_shop_instance, pruning_function=pruning_function)\n", "\n", "feature_observers = [\n", " feature_observer_factory(feature_observer_type, dispatcher=dispatcher)\n", " for feature_observer_type in FeatureObserverType\n", " if feature_observer_type != FeatureObserverType.COMPOSITE\n", "]\n", "ealiest_start_time_observer = [\n", " fo for fo in feature_observers if isinstance(fo, EarliestStartTimeObserver)\n", "][0]\n", "history = HistoryObserver(dispatcher)\n", "composite = CompositeFeatureObserver(\n", " dispatcher, feature_observers=feature_observers\n", ")\n", "\n", "print(ealiest_start_time_observer.earliest_start_times)\n", "print(composite)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 1 -------------------\n", "Scheduled operation: S-Op(operation=O(m=0, d=1, j=0, p=0), start_time=0, machine_id=0)\n", "Current time: 0\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 0.0 1.0 1.0 0.0 0.0\n", "1 1.0 1.0 1.0 0.0 0.0 0.0\n", "2 0.0 2.0 7.0 0.0 1.0 0.0\n", "3 0.0 9.0 2.0 0.0 2.0 0.0\n", "4 1.0 0.0 5.0 0.0 0.0 0.0\n", "5 0.0 5.0 1.0 0.0 1.0 0.0\n", "6 0.0 6.0 1.0 0.0 2.0 0.0\n", "7 1.0 0.0 1.0 0.0 0.0 0.0\n", "8 0.0 1.0 3.0 0.0 1.0 0.0\n", "9 0.0 4.0 2.0 0.0 2.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 1.0 6.0 1.0 3.0 0.0\n", "1 1.0 0.0 8.0 0.0 3.0 0.0\n", "2 1.0 0.0 9.0 0.0 3.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 1.0 10.0 1.0 3.0 0.0\n", "1 1.0 0.0 7.0 0.0 3.0 0.0\n", "2 1.0 0.0 6.0 0.0 3.0 0.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 2 -------------------\n", "Scheduled operation: S-Op(operation=O(m=1, d=1, j=0, p=1), start_time=1, machine_id=1)\n", "Current time: 0\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 0.0 1.0 1.0 0.0 0.0\n", "1 0.0 1.0 1.0 1.0 0.0 0.0\n", "2 0.0 2.0 7.0 0.0 0.0 0.0\n", "3 0.0 9.0 2.0 0.0 1.0 0.0\n", "4 1.0 2.0 5.0 0.0 0.0 0.0\n", "5 0.0 7.0 1.0 0.0 1.0 0.0\n", "6 0.0 8.0 1.0 0.0 2.0 0.0\n", "7 1.0 0.0 1.0 0.0 0.0 0.0\n", "8 0.0 1.0 3.0 0.0 1.0 0.0\n", "9 0.0 4.0 2.0 0.0 2.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 1.0 6.0 1.0 3.0 0.0\n", "1 1.0 2.0 7.0 1.0 2.0 0.0\n", "2 1.0 0.0 9.0 0.0 3.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 2.0 9.0 2.0 2.0 0.0\n", "1 1.0 2.0 7.0 0.0 3.0 0.0\n", "2 1.0 0.0 6.0 0.0 3.0 0.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 3 -------------------\n", "Scheduled operation: S-Op(operation=O(m=1, d=5, j=1, p=0), start_time=2, machine_id=1)\n", "Current time: 0\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 0.0 1.0 1.0 0.0 0.0\n", "1 0.0 1.0 1.0 1.0 0.0 0.0\n", "2 0.0 2.0 7.0 0.0 0.0 0.0\n", "3 0.0 9.0 2.0 0.0 1.0 0.0\n", "4 0.0 2.0 5.0 1.0 0.0 0.0\n", "5 0.0 7.0 1.0 0.0 0.0 0.0\n", "6 0.0 8.0 1.0 0.0 1.0 0.0\n", "7 1.0 0.0 1.0 0.0 0.0 0.0\n", "8 0.0 1.0 3.0 0.0 1.0 0.0\n", "9 0.0 7.0 2.0 0.0 2.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 1.0 6.0 1.0 3.0 0.0\n", "1 0.0 7.0 2.0 2.0 1.0 0.0\n", "2 1.0 0.0 9.0 0.0 3.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 2.0 9.0 2.0 2.0 0.0\n", "1 0.0 7.0 2.0 1.0 2.0 0.0\n", "2 1.0 0.0 6.0 0.0 3.0 0.0\n" ] }, { "data": { "image/png": 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doBmbxVGxm81isFkMNpNq8vLy0L17d7z44ouyU5zGQVUHVDwZnM3iqNjNZjHYLAabqaIUFBRg6tSpaNq0KSIjIzFw4EAcOnSoxHb79+9Hly5dEBkZiX79+uHEiRO3fd/x48fj+eefR+vWrSsqXRgOqkREREQSzJo1Cxs2bMCCBQuwbds21K1bFyNGjMC1a9fstouJiUFMTAx++uknVKlSBU8++WSl2WvumoOql5fsAk0yMzNlJ2jGZnFU7GazGGwWg81UEXJychAbG4sZM2agR48eaNSoEebOnQsvLy8sXbrUbtspU6aga9euaNq0KRYsWIDU1FRs2rRJUrlYrjmoKsbT01N2gmZsFkfFbjaLwWYx2EwVISkpCWazGffdd5/tMZPJhOjoaJw+fdpu2zZt2tj+f3BwMOrXr49Tp04Ja5WJg6oOqPgXCpvFUbGbzWKwWQw2E8njmoOqYrflUHGpOzaLo2I3m8VgsxhspopQp04deHh4YP/+/bbHzGYzDh8+jIYNG9pte+DAAdv/T09Px9mzZ0ts46p4H1UdSE9Pl52gGZvFUbGbzWKwWQw2U0Xw9fXF6NGjERMTg+DgYNSsWROffPIJ8vLyMHLkSLttP/zwQwQHByM0NBTvvvsuQkJC0K9fv1Lf+8qVK0hJScG5c+cAACdOnICvry8iIiIQHBxcoV9XeXPNPaqKUe03DcBmkVTsZrMYbBaDzVSeLBYL3N2v7yecNm0aBg4ciIkTJ6Jnz544d+4cVqxYgaCgILvXTJs2DdOmTUOvXr2QkpKCr7/+Gh4eHqV+jiVLlqBHjx54+eWXAQAPPfQQevTogZ9++qnCvq6KYrBarVbZEeUt9fx5mN3cZGeUWUhICNLS0mRnaMJmcVTsZrMYbBaDzRXPZDIhNDRU02vOnj2r5P1iR4wYgbp16+K9996TnVJCVlYW6tWrJzvDDveo6kBBQYHsBM3YLI6K3WwWg81isJnKQ3p6OrZs2YK9e/eic+fOsnOUwXNUdaCwsFB2gmZsFkfFbjaLwWYx2Ezl4YUXXsDhw4fx3HPP3fb8UrLHPao6oOKhCzaLo2I3m8VgsxhspvKwZMkSHDlyBFOnToXBYJCdowwOqkRERESkS645qCq2hGpWVpbsBM3YLI6K3WwWg81isFmfuFey/Onxe+qag6piTCaT7ATN2CyOit1sFoPNYrBZnwwGAxc2KEcWi4WDKjnmpdgeYIDNIqnYzWYx2CwGm/WpWrVqyMrK4rBaDiwWC7KyslCtWjXZKSW45lX/+fmAQvdRVfFWtmwWR8VuNovBZjHYrE/e3t6oWbMmrly5AqvVWim+5opgMBhgMBhQs2ZNeHt7y84pgTf8JyIiIqnu5ob/VDnoao/q2rVrsX//fvz111/w8PBAw4YN8cQTT6BGjRqy0ypUUFCQcusys1kcFbvZLAabxWAzkTy6GlSPHz+OPn36oH79+iguLsby5cvx9ttvY+7cuS59vo3RqN6pwmwWR8VuNovBZjHYTCSPrgbVN954w+7jiRMnYty4cTh79iyaNm0qqariqbjUHZvFUbGbzWKwWQw2E8mj6x+5cnNzAQB+fn6SSyqWin+hsFkcFbvZLAabxWAzkTy6HVQtFgtiY2PRqFEj1KpVy+E2ZrMZubm5tl95eXmCK8tHQECA7ATN2CyOit1sFoPNYrCZSB5dHfq/2aJFi3D+/HnMmjWr1G3Wrl2LVatW2T6uW7cuZs+eLSKPiIiIiCqYLm9PtWjRIvz666+IiYlBWFhYqduZzWaYzWbbxwaDAd7e3khNTbV7XO88PDxQWFgoO0MTNoujYjebxWCzGGyueLw9FZVGV4f+rVYrFi1ahP379+PNN9+87ZAKXP+N7ePjY/ulxxvVloW7u253bJeKzeKo2M1mMdgsBpuJ5NHVoLpo0SLs3r0bL7zwAry9vZGeno709HSlfiq8GyreeovN4qjYzWYx2CwGm4nk0dWPXFu2bAEAzJw50+7xCRMmoGvXrmV/I8WWUCUiIiKiknR5jqqzuIQqERGROniOKpVGV4f+K6vAwEDZCZqxWRwVu9ksBpvFYDORPBxUdcBNwb2/bBZHxW42i8FmMdhMJA8HVR1Q8WIxNoujYjebxWCzGGwmkoeDqg6ouKIWm8VRsZvNYrBZDDYTycNBVQdUPJeIzeKo2M1mMdgsBpuJ5OGgSkRERES65JqDqmI3Os7OzpadoBmbxVGxm81isFkMNhPJ45qDqmJUvDqTzeKo2M1mMdgsBpuJ5OGgqgPe3t6yEzRjszgqdrNZDDaLwWYieVxzUM3Pl11ARERERE7iEqo6YDAYoNp/BjaLo2I3m8VgsxhsrnhcQpVK45p7VBUTEBAgO0EzNoujYjebxWCzGGwmkoeDqg6oeNI7m8VRsZvNYrBZDDYTycNBVQfMZrPsBM3YLI6K3WwWg81isJlIHp6jqgNGoxEWi0V2hiZsFkfFbjaLwWYx2FzxeI4qlYZ7VHUgKChIdoJmbBZHxW42i8FmMdhMJA8HVSIiIiLSJdccVBVbQjUnJ0d2gmZsFkfFbjaLwWYx2Ewkj2sOqooxGAyyEzRjszgqdrNZDDaLwWYieTio6oCPj4/sBM3YLI6K3WwWg81isJlIHtccVLmEKhEREZHyeHsqHVBtqTuAzSKp2M1mMdgsBpsrHm9PRaVxzT2qivH395edoBmbxVGxm81isFkMNhPJw0FVB9zd3WUnaMZmcVTsZrMYbBaDzUTycFDVgaKiItkJmrFZHBW72SwGm8VgM5E8PEdVB1Rb6g5gs0gqdrNZDDaLweaKx3NUqTTco6oDKi51x2ZxVOxmsxhsFoPNRPJwUCUiIiIiXXLNQVWxJVRzc3NlJ2jGZnFU7GazGGwWg81E8rjmoKoYFU8TZrM4KnazWQw2i8FmInk4qOqAr6+v7ATN2CyOit1sFoPNYrCZSB7XHFQLCmQXEBEREZGTeHsqHVDtNiIAm0VSsZvNYrBZDDZXPN6eikrjmntUFaPiIRo2i6NiN5vFYLMYbCaSh4OqDphMJtkJmrFZHBW72SwGm8VgM5E8HFR1QMWl7tgsjordbBaDzWKwmUgenqOqAwaDQblbibBZHBW72SwGm8Vgc8XjOapUGu5R1YHg4GDZCZqxWRwVu9ksBpvFYDORPBxUiYiIiEiXXHNQVWwJ1by8PNkJmrFZHBW72SwGm8VgM5E8rjmoKkale93dwGZxVOxmsxhsFoPNRPJwUNUBFe93x2ZxVOxmsxhsFoPNRPK45qDKJVSJiIiIlMfbU+mAm5sbiouLZWdowmZxVOxmsxhsFoPNFY+3p6LSuOYeVcV4e3vLTtCMzeKo2M1mMdgsBpuJ5OGgqgMeHh6yEzRjszgqdrNZDDaLwWYieTio6oBKh2duYLM4KnazWQw2i8FmInl4jioRERFJxXNUqTTco6oDISEhshM0Y7M4KnazWQw2i8FmInk4qBIRERGRLrnmoOrpKbtAExWXumOzOCp2s1kMNovBZiJ5XHNQNRhkF2ii4knvbBZHxW42i8FmMdhMJI9rDqqK8fPzk52gGZvFUbGbzWKwWQw2E8njmoNqYaHsAiIiIiJyEm9PpQPu7u4oKiqSnaEJm8VRsZvNYrBZDDZXPN6eikrjmntUFePl5SU7QTM2i6NiN5vFYLMYbCaSh4OqDqi41B2bxVGxm81isFkMNhPJw0FVBywWi+wEzdgsjordbBaDzWKwmUgenqNKREREUvEcVSoN96jqQHBwsOwEzdgsjordbBaDzWKwmUgeDqo6YFBsgQKAzSKp2M1mMdgsBpuJ5HHNQVWxJVTz8/NlJ2jGZnFU7GazGGwWg81E8rjmoKrYT5Jms1l2gmZsFkfFbjaLwWYx2Ewkj2sOqorx9/eXnaAZm8VRsZvNYrBZDDYTyeOagyqXUCUiIiJSnrvsgAphsQAK3Z7qQZ8nZSdo9sf8drITiCq9fY+q93dHZmam7ATN2Ewkj2vuUSUiqgQ8FbtwFGCzKCo2EznCQZWISFEqDiNsFkPFZiJHOKgSESlKxYUF2SyGis1EjnBQJSJS1LVr12QnaMZmMVRsJnKEgyoRkaJUXCaTzWKo2EzkCAdVIiJFqbhMJpvFULGZyBHXHFQ9PGQXEBFVuIKCAtkJmrFZDBWbiRxxzUHV6JpfFhHRzVQcRtgshorNRI5woiMiUlRAQIDsBM3YLIaKzUSOuOagajbLLiAiIiIiJ7nmoFpcLLuAiKjCZWVlyU7QjM1iqNhM5IhrDqpERJWAyWSSnaAZm8VQsZnIEQ6qRESK8vLykp2gGZvFULGZyBEOqkREilJxmUw2i6FiM5EjHFSJiBSl4jKZbBZDxWYiRzioEhEpKigoSHaCZmwWQ8VmIkc4qBIRKcqo4OImbBZDxWYiR9zL+w2tViuOHTsGs9mMxo0bw9vbu7w/xZ15ePAWVUTk8goLC2UnaMZmMVRsJnLEqUF1+fLlOHXqFGbMmAHg+pD69ttvIzExEQBQtWpVTJ8+HeHh4c6XamE0clAlIpeXn58vO0EzNouhYjORI04dG0hISED9+vVtH+/btw+JiYl49NFH8dprr8FiseC7775zOpKIiEpScZlMNouhYjORI07tUU1LS7PbW5qQkICIiAgMGTIEANCrVy9s3brVucK7wSVUiYiIiJTn1B5VNzc3FBUVAbh+2D8xMREtW7a0PR8UFITMzEznCu8GD/sTUSWQnZ0tO0EzNouhYjORI04NqpGRkdi9ezeys7OxY8cOZGVloVWrVrbnU1NTefiBiKiCuLm5yU7QjM1iqNhM5IhTg+qwYcOQlJSEsWPHYuHChWjcuDGaNWtme/7gwYN257ASEVH5kXJXFSexWQwVm4kcceoc1RYtWmD27Nk4evQofHx80KFDB9tz2dnZaNKkCdq2bet0JBERERFVPk7fRzUiIgIRERElHvfz88Po0aOdfXsiIipFWlqa7ATN2CyGis1EjpTL0hWnTp3C2rVrERsbi0uXLgEACgoKcPbsWd7LjYioggQGBspO0IzNYqjYTOSIU3tUi4qKMH/+fPzyyy+2x9q0aYPq1avDYDDgnXfewYABAzB06FCnQ4mIyJ6KF8ywWQwVm4kccWqP6rfffosDBw7gmWeewfz58+2e8/DwQLt27eyGWGFMJvGfk4hIMBWXyWSzGCo2Ezni1KC6Z88e9O7dGz179oSfn1+J52vWrImUlBRnPsXd4U+SRFQJ5OXlyU7QjM1iqNhM5IhTg2pmZiZq1apV+psbjSgoKHDmUxARUSlUPA+RzWKo2EzkiFODapUqVfDXX3+V+vzJkyftllgVhkuoEhERESnPqUG1U6dO2LZtG06dOlXiuW3btuF///sfOnfu7MynuDtcQpWIKoGcnBzZCZqxWQwVm4kcceqq/6FDh+L06dOYMWMGatasCQBYsmQJsrOzkZaWhujoaAwcOLBcQomIyJ7RWC53GBSKzWKo2EzkiFODqru7O6ZOnYrdu3dj3759sFgsKCoqQu3atfHoo4+ic+fOMBgM5dVKREQ38fb2Vu6iGTaLoWIzkSNOr0xlMBjQuXNnOYf4iYiIiMhl8dgAEZGirl27JjtBMzaLoWIzkSNO71E9fPgw/vvf/yIlJQU5OTmwWq12zxsMBixYsMDZT0NERLfw9/dHZmam7AxN2CyGis1Ejjg1qK5fvx5Lly5FUFAQ6tevf9t7qhIRUflyd3d6X4NwbBZDxWYiR5z6nbxp0yY0a9YMr7/+ur7+UJhMgMUiu4KIqEKZFbxnNJvFULGZyBGnzlHNyclBu3bt9DWkAlxClYgqBRXvlclmMVRsJnLEqUG1QYMGuHjxYnm1EBGRBkFBQbITNGOzGCo2Ezni1KA6duxY7N+/H/Hx8eXVUz6KimQXEBEREZGTnDpmP3/+fBQXF2PBggX4z3/+gypVqpRYDcNgMOCDDz4o0/sdP34c69evx7lz53Dt2jVMmTIF9913n/awoiIe/icil6fi4V02i6FiM5EjTg2qfn5+8Pf3R/Xq1cslpqCgAHXq1EH37t0xZ86ccnlPIiJXpeLKf2wWQ8VmIkecGlRnzpxZThnXRUdHIzo6ulzfk4jIVfn4+CA/P192hiZsFkPFZiJHdHa5vjZms9nuFhwGgwHe3t4Si4iIiIiovGgaVI8fPw4AaNq0qd3Hd3Jj+/K2du1arFq1yvZx3bp1MXv27Ar5XEREepOeni47QTM2i6FiM5EjmgbVmJgYAMDSpUvh7u5u+/hOVqxYob2sDIYMGYKBAwfaPuY5OURUmfj5+Sm3TCabxVCxmcgRTYPqjBkzrr/o/7/B/42PZTGZTDCZTFIbiIhk0d1iK2XAZjFUbCZyRNPv5FsP4VfUIX2nubsDVqvsCiKiClWk4D2j2SyGis1EjujqR678/HxcvnzZ9nFKSgqSkpLg5+eHqlWrlv2N3N0BrnNMRC4uKytLdoJmbBZDxWYiR5weVC9cuICdO3fiypUryMnJgfWWPZkGgwFvvvlmmd7rjz/+sDvvNS4uDgDQpUsXTJw40dlUIiKXEhwcjLS0NNkZmrBZDBWbiRxxalD9+eef8dlnn8HNzQ01atSAn59fiW1uHVxv55577sHKlSudSbqOhzyIiIiIlOfUoPrdd9+hbt26eP311xEQEFBeTc7jEqpEVAnk5ubKTtCMzWKo2EzkiNGZF6elpaFbt276GlKJiCoJLUes9ILNYqjYTOSIU4Nq7dq1eQ4MEZEkvr6+shM0Y7MYKjYTOeLUoPrUU09hx44dOHnyZHn1EBEREREB0HiOqqPlSX18fPDmm28iIiICVatWhdFoP/saDAa8+uqrzlUSEVEJKi6TyWYxVGwmckTToJqcnOzw8apVqyI/Px8XLlwo8RyXNSUiqhi+vr7K3S+TzWKo2EzkiKZB9dNPP62oDiIi0kjFJaTZLIaKzUSOOHWOqm5xjWMiqgSKi4tlJ2jGZjFUbCZyxKlB9ejRo1i2bFmpzy9fvhyJiYnOfIq7w0GViCqBzMxM2QmasVkMFZuJHHFqUF29ejWuXr1a6vNpaWlYvXq1M5+CiIhKERwcLDtBMzaLoWIzkSNODarJycmIiooq9fn69euXegFWheISqkRERETKc2pQLSoqQtFthsKioiIUFBQ48ynuDgdVIqoE8vLyZCdoxmYxVGwmcsSpQTUyMhL79+93+JzVakVCQgIiIiKc+RRERFQKFS+YYbMYKjYTOeLUoNq3b1+cPHkSc+fORXJyMoqLi1FcXIw///wTc+fOxalTp9C3b9/yaiUiopv4+fnJTtCMzWKo2EzkiFOXx3fu3BlXrlzB6tWrkZCQYFuVymKxwGAw4OGHH0bXrl3Lo5OIiIiIKhmn7+P0yCOP4IEHHsD+/fuRkpICAKhWrRratm2L8PBwpwOJiMixjIwM2QmasVkMFZuJHCmXG46Gh4fjoYceKo+3IiKiMvL29kZ2drbsDE3YLIaKzUSOuObKVERElYCHh4fsBM3YLIaKzUSOOL1H9dChQ9iwYQPOnTuH3NxcWK3WEtusWLHC2U+jjbs74KCDiMiVqHhlN5vFULGZyBGn9qju27cP7733HjIyMtChQwdYrVZ07NgRHTt2hIeHB2rXro1hw4aVV2vZcQlVIqoEVDwPkc1iqNhM5IhTg+q6devQoEEDvP/++xg+fDgAoHv37nj++efx4Ycf4tq1awgLCyuXUCIishcSEiI7QTM2i6FiM5EjTg2qFy5cQMeOHWE0GuHm5gYAtpWqwsLC0KdPH3z//ffOV2rFlamIiIiIlOfUoOrp6Qn3//8wu6+vL9zd3ZGenm57PjAw0HbLKqE4qBJRJZCfny87QTM2i6FiM5EjTg2qNWrUwIULF2wf16lTBz///DOKi4tRWFiI+Ph4VK1a1elIIiIqqUjBH8rZLIaKzUSOODWotm3bFr/88gvMZjMAYOjQoTh27BhGjx6NcePG4ffff8fgwYPLo5OIiG6h4jKZbBZDxWYiR5y6PP6hhx6yu9F/69atMXPmTNtyqq1atUKzZs2cjiQiIiKiyqfc7+PUpEkTNGnSpLzfloiIbpGZmSk7QTM2i6FiM5EjmgfV2bNna9reYDDg1Vdf1fppiIjoDjw9PZU7F5HNYqjYTOSI5kH14MGDMJlMCAoKcrgK1a0MBsNdhRER0e15enoiJydHdoYmbBZDxWYiRzQPqiEhIUhLS4O/vz86deqEjh07IigoqALSnMAlVImoErBYLLITNGOzGCo2EzlisJZlt+gtjh8/jvj4eOzbtw95eXlo2rQpOnXqhHbt2sHb27siOjVJTU213YlABaMiXpCdoNkf89vJTiCq9OKHPSY7gahcmEwmhIaGys4gHbqrQfWGoqIiHDp0CPHx8Th48CAsFguio6PRqVMntG7dGiaTqTxby4yDasXjoEok37FnJuDatWuyMzQJDg5mswCqNXNQpdI4ddW/u7s72rZti7Zt2yI/Px8JCQnYunUr5s2bh0ceeQTDhg0rr05tiovlfF4iIoFUvAaAzWKo2EzkiFM3/L/BbDbj8OHD+OWXX3Du3Dl4eHggLCysPN76boPkfW4iIkFUXCaTzWKo2EzkyF3vUbVYLDh69Cj27NmDX375BQUFBWjRogXGjx+P++67D15eXuXZSUREt1DpFKcb2CyGis1EjmgeVE+ePGm7kCorKwtRUVF47LHH0L59ewQEBFREIxEROeDv74+0tDTZGZqwWQwVm4kc0Tyovvnmm/Dw8EB0dDQ6duxoO/n577//xt9//+3wNfXq1XOukoiIiIgqnbs69F9YWIiEhAQkJCSUafsVK1bczachIqLbyMrKkp2gGZvFULGZyBHNg+pzzz1XER1ERKSRh4eHcucislkMFZuJHNE8qHbt2rUCMoiISCsVl8lksxgqNhM5Ui63p9IdNzfZBUREFc6J9VqkYbMYKjYTOeKag6qkFbGIiERSaeWhG9gshorNRI645qBKRFQJBAUFyU7QjM1iqNhM5IhrDqpcQpWIKgGjUb2/wtkshorNRI645u9kXulIRJVAQUGB7ATN2CyGis1EjrjmoEpEVAmoOIywWQwVm4kc4aBKRKQoFZetZrMYKjYTOcJBlYiIiIh0iYMqEZGiVFwmk81iqNhM5AgHVSIiRZkUvGc0m8VQsZnIEQ6qRESK8vLykp2gGZvFULGZyBHXHFS5hCoRERGR8lxzUOUhDyKqBNLS0mQnaMZmMVRsJnLEXXYAAd9nL0F6errsDE2CgoLYLIiK3WwWg81isJlIHtfco2qxyC7QRMWl7tgsjordbBaDzWKwmUge1/ydXFgou0CTQsV6ATaLpGI3m8VgsxhsJpLHNQdVxeTl5clO0IzN4qjYzWYx2CwGm4nk4aCqA4GBgbITNGOzOCp2s1kMNovBZiJ5OKgSERERkS5xUNWB7Oxs2QmasVkcFbvZLAabxWAzkTwcVHXATcEFCtgsjordbBaDzWKwmUgeDqo64O3tLTtBMzaLo2I3m8VgsxhsJpLHNQdV/iRJREREpDyD1Wq1yo4ob6mpqTCbzbIziIiIqAxMJhNCQ0NlZ5AOueQSqm/2/QBnDp2TnVFm67JikZGRITtDk8DAQDYLomI3m8VgsxhsJpLHJQ/9GxTbSaziSe9sFkfFbjaLwWYx2Ewkj0sOqh6wyE7QRMXTFNgsjordbBaDzWKwmUgelxxUVZObmys7QTM2i6NiN5vFYLMYbCaSh4OqDqi41B2bxVGxm81isFkMNhPJw0GViIiIiHSJg6oO5OTkyE7QjM3iqNjNZjHYLAabieThoKoDBoNBdoJmbBZHxW42i8FmMdhMJA8HVR3w8fGRnaAZm8VRsZvNYrBZDDYTyeOSg2ox+JMkERERkepcclAtMqj1ZV27dk12gmZsFkfFbjaLwWYx2Ewkj1oTnYvy9/eXnaAZm8VRsZvNYrBZDDYTyeOag6piS6i6u7vLTtCMzeKo2M1mMdgsBpuJ5HHJQdWTS6hWODaLo2I3m8VgsxhsJpLHJQdV1ah4vzs2i6NiN5vFYLMYbCaSh4OqDgQFBclO0IzN4qjYzWYx2CwGm4nk4aBKRERERLrEQVUHcnNzZSdoxmZxVOxmsxhsFoPNRPJwUCUiIiIiXeKgqgMqLnXHZnFU7GazGGwWg81E8rjkoMolVImIiIjU55KDqmpLqKanp8tO0IzN4qjYzWYx2CwGm4nkUWuic1G+vr6yEzRjszgqdrNZDDaLwWYieVxzUFVsCVWTySQ7QTM2i6NiN5vFYLMYbCaSxyUHVdWWUC0qKpKdoBmbxVGxm81isFkMNhPJ45KDqmqysrJkJ2jGZnFU7GazGGwWg81E8nBQ1YHg4GDZCZqxWRwVu9ksBpvFYDORPBxUiYiIiEiXOKjqgIpL3bFZHBW72SwGm8VgM5E8HFR1wKrYXQoANoukYjebxWCzGGwmkoeDqg6oeL87NoujYjebxWCzGGwmksclB1UuoUpERESkPpccVFVbQjUjI0N2gmZsFkfFbjaLwWYx2Ewkj1oTnYvy8fGRnaAZm8VRsZvNYrBZDDYTycNBVQdUXOqOzeKo2M1mMdgsBpuJ5HHJQdXTWiw7QZPiYrV6ATaLpGI3m8VgsxhsJpLHJQdV1ah4LhGbxVGxm81isFkMNhPJw0FVB0JCQmQnaMZmcVTsZrMYbBaDzUTycFAlIiIiIl3ioKoDeXl5shM0Y7M4KnazWQw2i8FmInk4qOqAiie9s1kcFbvZLAabxWAzkTwcVHXAz89PdoJmbBZHxW42i8FmMdhMJI9LDqpcQpWIiIhIfS45qHIJ1YrHZnFU7GazGGwWg81E8uhyotu8eTMmTpyIkSNHYurUqThz5ozspArl7e0tO0EzNoujYjebxWCzGGwmkkd3g+revXsRFxeHYcOGYfbs2ahduzbeeecdl/7p0MPDQ3aCZmwWR8VuNovBZjHYTCSP7gbVDRs2oEePHujWrRsiIiLwzDPPwMPDAzt27Cjze6i2hKrFYpGdoBmbxVGxm81isFkMNhPJo6tBtaioCGfPnkXz5s1tjxmNRjRv3hynTp0qsb3ZbEZubq7tl6r3jUtPT5edoBmbxVGxm81isFkMNhPJo6tBNTMzExaLBUFBQXaPBwUFOfxDt3btWowePdr2a+bMmUI6y5uKS92xWRwVu9ksBpvFYDORPO6yA5wxZMgQDBw40PaxwcDbUhERERG5Cl0NqgEBATAajSX2nqanp5fYywoAJpMJJpNJTFwFys/Pl52gGZvFUbGbzWKwWQw2E8mjq0P/7u7uqFevHhITE22PWSwWJCYmomHDhhLLKpbZbJadoBmbxVGxm81isFkMNhPJo6tBFQAGDhyI7du3Y+fOnbhw4QK+/PJLFBQUoGvXrrLTKoy/v7/sBM3YLI6K3WwWg81isJlIHl0d+geADh06IDMzEytXrkR6ejrq1KmDqVOnOjz0XxoLl1AlIiIiUp7uBlUA6Nu3L/r27XvXrzcrtoRqZmam7ATN2CyOit1sFoPNYrCZSB61JjoX5enpKTtBMzaLo2I3m8VgsxhsJpKHg6oOqPgXCpvFUbGbzWKwWQw2E8njkoMql1CteGwWR8VuNovBZjHYTCSPSw6qqlFxqTs2i6NiN5vFYLMYbCaSh4OqDgQHB8tO0IzN4qjYzWYx2CwGm4nk4aCqAyou/cpmcVTsZrMYbBaDzUTycFDVgYKCAtkJmrFZHBW72SwGm8VgM5E8HFR1oLCwUHaCZmwWR8VuNovBZjHYTCSPLm/4X9n4+/sjLS1NdoYmbBZHxW42i8FmMVyhWYVTAYqL1bpjDznnxu9Jg8Fw29+fLjmocglVIiKqzIqLi+Hh4QE3NzclhlSj0Qir1So7gwS6cQs1i8UCg8EAd3d3GI0lD/S75KCq2hKqWVlZshM0Y7M4KnazWQw2i6Fas4eHB6xWKzw8PJQYUoHrg6q7u0uOJFQGFosFRUVFcHNzg5ubm91zak10LspkMslO0IzN4qjYzWYx2CyGSs0mkwkmkwnu7u7KDKlERqMRJpMJxcXFJU4B4aCqA15eXrITNGOzOCp2s1kMNouhSrPBYIDJZOLeSVLSjd+/lWJQ9VBsCVUVz8thszgqdrNZDDaLoUqzm5ub7Rw/VZqJbnbjKMDNv39dclBV7WDHtWvXZCdoxmZxVOxmsxhsFkOV5psvnMrPz5dcQ3R3jEaj7UIrwEUHVdUEBQXJTtCMzeKo2M1mMdgshirNN5+TqsrpCkS3MhgMrr9HVTWObsegd2wWR8VuNovBZjFUbHaFC6mSkpJgMBhw+PBhAMDOnTthMBiQnp5e5vfo2rUrXnzxxdtuU6dOHcyfP/+uO1UVGxurxA9h6v3pc0EqLnXHZnFU7GazGGwWQ8XmoqIiIZ8nISEBQUFBGDZsWLm/d2RkJC5duoRmzZqV+3tXNo6G8REjRuDUqVNygjTgoKoDKv4lyGZxVOxmsxhsFkPFZlGrPH399dcYP3489u7di0uXLpXre7u5uSE8PJx3MCiF1Wp16gcSb29vhIWFlWNRxeCgqgMBAQGyEzRjszgqdrNZDDaLoWKzp6dnhX+O7OxsrFmzBuPGjUPv3r2xdOlS23NPP/00Ro8ebbe92WxGnTp1sGzZMgDA1q1b0bt3b0RGRqJWrVoYOHAg/vjjD9v2tx76v9XVq1fx2GOPoWbNmvDx8UHz5s2xfPnyEtsVFRVh0qRJCAwMRNWqVTF9+vTb3hUhPT0d48aNQ2hoKAICAtC9e3ccOXLktt+L3377Dd27d4e3tzeqVKmCZ599FtnZ2bbnR48ejcGDByMmJsb2vv/4xz9QWFho28ZiseDdd99F3bp14e3tjZYtW2LVqlW252+c+vDjjz+idevW8PT0RHx8PP744w8MGjQI1apVg5+fH9q2bYtt27bZXte1a1f8+eefeOmll+yWK3V06P/zzz9H/fr14eHhgUaNGuHrr7+2e95gMODLL7/EkCFD4OPjg6ioKKxfv972/LVr1zBy5EiEhobC29sbUVFRWLx48W2/d3fikoMqb8pBRERUsdauXYuoqChERUVhxIgR+Prrr20D4PDhw/Hjjz/aDWvbtm1DXl4eHnzwQQBAbm4uJk2ahJ07d2LDhg0wGo0YMmSI3RXft5Ofn4/WrVtj48aNSExMxLPPPosnn3wS+/fvt9tuyZIlcHd3x/79+/HRRx9h7ty5+PLLL0t930ceeQQpKSn48ccfceDAAbRq1Qo9evRAWlqaw+1zcnLQp08fBAcH45dffsF3332Hbdu2YdKkSXbbbd++HSdOnMDOnTuxfPlyrFmzBjExMbbn3333XcTFxeGLL77AsWPH8NJLL+GJJ57Arl277N7nX//6F9577z2cOHECLVq0QHZ2Nvr374/t27fj0KFD6Nu3Lx588EEkJycDANasWYOIiAjMmjULly5dKnXP99q1a/HCCy/gn//8JxITEzF+/HiMGTMGO3bssNsuJiYGw4cPx9GjR9G/f3+MHDnS9r2ZPn06jh8/jh9//BEnTpzA559/jqpVq9pe27Vr1xI/wNyJS+5PLzS43XkjHbn5D7Iq2CyOit1sFoPNYqjYfPOeuooSFxeHESNGAAB69eqFCRMmID4+Hg888AB69uwJHx8f/PDDD3jssccAAN999x369esHf39/AMCgQYNs72U0GvHVV18hNDQUx48fL9N5qTVr1sSUKVNsH0+ePBk//fQTVq5cifvuu8/2eGRkJObNmweDwYBGjRrht99+w7x58/DMM8+UeM/4+Hjs378fKSkptr3Sc+bMwbp167Bq1So8++yzJV6zbNky5OfnIy4uDr6+vgCATz75BA8++CBmz56NatWqAbi+tO1XX30FHx8f3HPPPZg1axZeeeUVvPXWWzCbzfj3v/+Nbdu2oX379gCAevXqIT4+HgsXLkSXLl1sn2/WrFno1auX7eOQkBC0bNnS9vFbb72FtWvXYv369Zg0aRJCQkLg5uYGf39/hIeHl/r9nDNnDkaPHo0JEyYAAF5++WXs27cPc+bMQbdu3WzbjR492vbf9N///jc+/vhj7N+/H3379kVycjKio6PRpk0bANfPjb1ZrVq1UL169VIbHHHJPaqqUfH8GzaLo2I3m8VgsxgqNlf0nQpOnz6NAwcO4JFHHgFw/Xs0dOhQxMXF2T4eMmQIVq5cCeD6XsdNmzbZBlsAOHPmDMaMGYMWLVqgevXqtqHmxp7AOykuLsZbb72F5s2bIyQkBH5+fvjpp59KvL5du3Z2d0Fo3749Tp8+7fA83iNHjiA7OxtVqlSBn5+f7de5c+fsTku42YkTJ9CyZUvbkAoAHTt2hMViwcmTJ22PtWzZEj4+PnYd2dnZOH/+PM6cOYPc3Fz06tXL7vPGxcWV+Lw3hsAbsrOzMWXKFDRp0gRBQUHw8/PDiRMnyvx9vPnr6Nixo91jHTt2xIkTJ+wea9Gihe3/+/r6IiAgACkpKQCA5557Dt9++y3uvfdevPrqq9i7d6/da+Pi4vDuu+9q6lLvT58L8vLyQm5uruwMTdgsjordbBaDzWKo2Ozu7g6z2Vxh7x8XF4eioiI0bNjQ9pjVaoWnpyfmzJmDwMBAjBgxAv369UNqair++9//wsvLCz179rRtP2LECERGRuLjjz9GjRo14OXlhWbNmpV5b/AHH3yAjz76CPPnz0fz5s3h6+uLF1980am9ydnZ2ahevTp27txZ4rmKvJXTjb32GzduRM2aNe2eu/V845sHYgCYMmUKtm7dijlz5qBBgwbw9vbGsGHDKmyvuslksvvYYDDYTtfo168f/vzzT2zatAlbt25Fjx49MHHiRMyZM+euP59LDqqqLaFKRESkiqKiIixfvhz//ve/0b17d7vnHnvsMaxatQpjx47F/fffj4iICKxevRpbt27FkCFDbEPO1atXcfr0aSxYsAAdOnSA0WjEoUOHNHXs2bMHgwYNwhNPPAHg+sVIp06dQtOmTe22S0hIsPt43759iIqKgptbydMEW7VqhcuXL8Pd3b3EYevSNGnSBLGxscjJybENkXv27IHRaESjRo1s2x05cgR5eXnw9va2dfj5+SEyMhIhISHw9PREcnKy3WH+stizZw9Gjx6NIUOGALg+9CYlJdlt4+Hhccc7QTRp0gR79uzBqFGj7N771u/nnYSGhmLUqFEYNWoUHnjgAbzyyiscVG+l2m2OSztBW8/YLI6K3WwWg81iqNicl5dXYe+9efNmpKen48knn0RgYKDdc4MGDUJcXBzGjh0LABg2bBi++uornDlzBhs3brRtFxwcjJCQECxevBjVqlXDX3/9ZXdhUVlERUVh1apV2Lt3L4KDgzF37lxcuXKlxGCVnJyMl19+GePHj8fBgwexYMECfPjhhw7fs2fPnmjfvj0GDx6M999/Hw0bNsTFixexceNGDBkypMRhdwAYOXIkZsyYgVGjRmHmzJlITU3F5MmT8eSTT9rOTwWunzc8duxYTJs2DUlJSZgxYwYmTZoEo9EIf39/TJkyBS+99BIsFgs6deqEjIwM7NmzBwEBAXbDo6Pvw5o1a/Dggw/CYDBg+vTpJS5Iq1OnDn7++Wc8+uij8PT0tLvA6YZXXnkFw4cPR3R0NHr27IkffvgBa9assbuDwJ28+eabaN26Ne655x4UFBRgw4YNaNKkie35p556CjVr1tR0+J/nqOrArX/QVcBmcVTsZrMYbBZDxeaKvD1VXFwcunbt6vD78tBDD+HQoUNITEwEcP3w/u+//44aNWqgXbt2tu2MRiMWL16Mw4cPo127dvjXv/6FDz74QFPHtGnT0KpVK/Tp0wddu3ZFeHg4Bg8eXGK7p556Cnl5ebjvvvswceJEvPDCCw4vigKuH8betGkTOnfujDFjxqBhw4Z49NFH8eeff9oNnTfz8fHBTz/9hLS0NLRt2xbDhg1Djx498Mknn9ht16NHD0RFRaFz584YMWIEHnroIcycOdP2/FtvvYXp06fj3XffRZMmTdC3b19s3LgRdevWve33Ye7cuQgODkaHDh3w4IMPok+fPmjVqpXdNrNmzUJSUhLq16+P0NBQh+8zePBgfPTRR5gzZw7uueceLFy4EIsXL0bXrl1v+/lv5uHhgddffx0tWrRA586d4ebmhm+//db2fHJysub77Rqst7uZmKJebPVPHDus7SRimX7I/Vq5n9hDQkLYLIiK3WwWg81iqNLs5eVlO7Tu7e1doXtVy5vRaCxx7qUrGT16NNLT07Fu3TrZKbpXXFwMq9Vqu4iRe1R1QMRtRMobm8VRsZvNYrBZDBWbRa1MRVTROKjqgEo/9d7AZnFU7GazGGwWQ8Xmirzin0gkDqo6oOL5T2wWR8VuNovBZjFUbPby8pKdQDeJjY3lYf+75JKDqsuddEtERERUCbnkoMolVCsem8VRsZvNYrBZDBWby+O82tOnT6NBgwbIysoqhyL5unbtihdffFFqw8yZM3HvvfdKbZDh+PHjiIiIQE5OjubXuuSgqhpHNx3WOzaLo2I3m8VgsxgqNt+8ZOjNLly4gAkTJqBhw4aoUqUK7rnnHrz66qu4evVqiW1nzpyJ8ePHw9/fv6JzbY4cOYLHHnsMkZGR8Pb2RpMmTfDRRx8J+/y38/zzz6N169bw9PS862FzypQp2L59+129Ni0tDZMnT0ajRo3g7e2NWrVq4fnnn0dGRsZdvV95ys/Px8SJE21Lzz788MO4cuWK7fmmTZuiXbt2mDt3rub35qCqAzdWqVAJm8VRsZvNYrBZDBWbb13mEgDOnTuHLl264I8//sBXX32Fw4cPY968edi1axd69uxpdwuu8+fPY/PmzRg5cqTIbBw4cABhYWH45ptvcOzYMbzxxht4/fXXS9yTVJann34aI0aMuOvX+/n5oUqVKnf12osXL+LixYuYM2cOEhMTERsbi82bN9sWV5DppZdewg8//IDvvvsOu3btwsWLFzF06FC7bcaMGYPPP/8cRUVFmt7bJQdVk9Vy542IiIgqkX/+85/w8PDAunXr0KlTJ0RGRqJ3795Yv349Ll26hLfeesu27dq1a9GsWTPUqFHD9tjSpUsRGRmJH3/8Ea1atUK1atXw5JNPIjc3F0uXLkWzZs1Qq1YtvPLKK3d9e6ynn34aH330Ebp06YJ69erhiSeewJgxY7BmzRpN75OTk4OnnnoKfn5+qF69eqkrUWnx8ccfY+LEiahXr95dv4czh/6bNWuG1atX48EHH0T9+vXRvXt3vPPOO/jhhx80DX83GhYuXIjIyEj4+Phg+PDhd71nNiMjA4sWLcLcuXPRvXt3tG7dGosXL8bevXuxb98+23a9evVCWloadu3apen9XXJQNSp2OdW1a9dkJ2jGZnFU7GazGGwWQ8XmW2+plZaWhu3bt2PcuHEl9hBXq1YNw4cPx+rVq3FjDaC9e/eWWN0IAHJzc/HFF19g8eLFWLNmDXbv3o3HH38cW7duxapVq2yrGd18hfuLL76I6tWr3/bX7WRkZCAkJETT1//KK69g165d+P7777Flyxbs3LkTBw8etNvmH//4B/z8/G77q6ItXbr0jg27d+8u9fUZGRkICAiw3Ry/rM6cOYOVK1fihx9+wObNm3Ho0CFMmDDhrroOHDgAs9mMnj172l7fuHFj1KpVC//73/9sj3l4eODee++97dfjiLavjCpEQECALs4x0YLN4qjYzWYx2CyGis2enp4oKCiwffzHH3/AarWiUaNGDrdv2LAh0tPT8ffffyM0NBTnz59HdHR0ie3MZjPmzZtn26s4ePBgfPvttzhz5gz8/PzQuHFjPPDAA9i9ezcefvhhAMAbb7yByZMn39XXsXfvXqxYsQIbN24s82uys7OxaNEifPPNN+jRowcAYMmSJYiIiLDbbtasWZgyZcpddZWXhx56CPfff/9tt6lZs6bDx//++2+89dZbpS4Hezv5+fmIi4uzvfeCBQswYMAAfPjhhwgPD9fUdfnyZXh4eCAoKMju+WrVquHy5ct2j9WoUQN//vmnplYOqjqg4on6bBZHxW42i8FmMVRsNhodHzAt66rpeXl5Du/F6uPjY3foOzQ0FLVq1bLb+xgWFobU1FS7bUpbX/52EhMTMWjQIMyYMQO9e/cu8+v++OMPFBYW2g1aISEhJYb0sLAwhIWFae4qT/7+/nd1sVpmZiYGDBiApk2bYubMmZpfX6tWLbsBuH379rBYLDh58iTCw8PvuutOvL29kZubq+k1LnnoXzUqriDCZnFU7GazGGwWQ8XmW88RrVevHgwGA06ePOlw+1OnTiEoKAhVq1YFAFSpUgXp6ekltrv1Ii2DweDwMYvl/64VuZtD/8ePH0ePHj3w7LPPYtq0aWX6mrVS9dB/VlYW+vbtC39/f6xdu9bhhXMiu8LDw1FYWFji98uVK1cQHh5u91haWprmH1q4R1UH7ua+YrKxWRwVu9ksBpvFULH51uG6SpUq6NatG7788ktMnDjR7jzVK1euYOXKlXjsscdst7Vq0aIFfv/993Jp0Xro/9ixY+jevTtGjRqFd955R/Pnq1+/PkwmExISElCrVi0A188zPnXqFLp06WLbTsVD/5mZmejTpw88PT2xfv36u16BLDk5GRcvXrRdLLdv3z4YjUbbXmctXa1bt4bJZML27dttp3ucPHkSycnJaN++vd1rEhMTMWzYME2tHFR1ICgoyO62ICpgszgqdrNZDDaLoWKzl5dXiQuq5syZg169emHIkCGYPn06ateujRMnTmD69OmoXr06pk+fbtu2Z8+emDRpEoqLi50+9UHLof/ExER0794dffr0wcsvv2w7x9HNza3M7+Hn54exY8filVdeQZUqVRAWFoY33nijxOkQWg/9nzlzBtnZ2bh8+TLy8vJw+PBhANfvEerh4VHm97mZlkPsmZmZ6N27N3Jzc/HNN98gMzMTmZmZAK5/j7X8d/Ly8sKoUaMwZ84cZGZm4vnnn8fw4cNte0C1dAUGBmLs2LF4+eWXERISgoCAAEyePBnt27dHu3btbNslJSXhr7/+srvoqix46J+IiKgSaNCgAXbt2oU6depg1KhRaNmyJV544QU88MAD2LZtm92V9b169YK7uzt27NghtHHVqlVITU3FN998Y3dqQNu2bW3bJCUlwWAwYOfOnaW+zwcffIAHHngADz74IHr27IlOnTqhdevWTrWNGzcO0dHRWLhwIU6dOoXo6GhER0fj4sWLtm0MBgNiY2Od+jylOXjwIBISEvDbb7+hQYMGdt+f8+fP27arU6fOHc9bbdCgAYYOHYr+/fujd+/eaNGiBT777LO7bps3bx4GDhyIhx9+GJ07d0Z4eHiJW4otX74cvXv3Ru3atTW9t8Fa1jOrFfJc61dx5tA52Rll9m3qF3ZXZ6rg1itKVaBiM6BmN5vFYLMYqjR7eXnZzld0c3O763uZ3vD//t//w6ZNm+xuNVVRjEYjfH19y7Ttjh07MHToUJw9exbBwcEVXFZ2586dQ8OGDXH8+HFERUU53Ob111/H7t27ER8fXyENubm5qFKlCn788Ud07drV4TYzZ87EunXrbHuERSgsLERUVBSWLVuGjh073nbb4uJiWK1W2y23eOhfB0pb6k7P2CyOit1sFoPNYlTW5qeffhoZGRnIysoSuozqnWzatAlTp07V1ZAKXO969tlnHQ6pVqsVZ8+exfbt2x3e9qu87NixA927dy91SJUlOTkZU6dOveOQ6ggHVR3w8fFBfn6+7AxN2CyOit1sFoPNYqjYbDKZNC9VeSt3d3e88sor5VRUfj744APZCQ5NnDix1OcyMjLQtGlTtG3bFlOnTq2whgEDBmDAgAEV9v53q0GDBmjQoMFdvdYlB1UuoUpERER6ERQUpJvTR2bOnHlX916VxSUvpuISqhWPzeKo2M1mMdgshirNN19ycusV/0SqcslBVTV6OvenrNgsjordbBaDzWKo0myxWGzDqqenp+QaortTXFxsdysxDqo6cOPKNpWwWRwVu9ksBpvFUKW5qKjINqiWtoQqkZ5ZrVZYrVYOqnrj7AnvMrBZHBW72SwGm8VQpdlqtdqG1ZuXMCVShaMFJtT4MdHFZWdny07QjM3iqNjNZjHYLIZKzQUFBTAYDLq5cIeoLKxWa4n7p97AQVUHVFyej83iqNjNZjHYLIZqzfn5+fD09ERhYSGMRqMS94HlXuDK6cZ/d4vFAqPRCHd39xK/X11yUH3j+xdhdnJtYiIiIlW5ubkhLy8PBoPB9kvP3NzceAFYJWQwGODm5uZwQL3BJQdVeHkBZrPsijLLzc2VnaAZm8VRsZvNYrBZDJWbb1ycondGo9G2/CvRzXgxlQ6o8JfIrdgsjordbBaDzWKwmUgeDqo64OvrKztBMzaLo2I3m8VgsxhsJpLHNQdVXu1IREREpDyD1QWPD6SeP6/UxVRGo1G5qx3ZLI6K3WwWg81isLnimUwmhIaGys4gHXLNPaqKUfEQDZvFUbGbzWKwWQw2E8nDQVUHVLzSkc3iqNjNZjHYLAabieThoKoDqizPdzM2i6NiN5vFYLMYbCaSh+eo6oDBYFDuViJsFkfFbjaLwWYx2FzxeI4qlYZ7VHUgODhYdoJmbBZHxW42i8FmMdhMJI9LrkzlbjIBiu1RVe18IjaLo2I3m8Vgsxhsrnju7i45jlA5cKlD/2azWak/mERERPR/+O843cqlDv2bzWZ89NFHyMvLk51SZnl5eXjttdfYXMFUbAbU7GazGGwWg81i5OXl4aOPPoLZbJadQjrjUoMqAOzZs0epE8itVivOnTvH5gqmYjOgZjebxWCzGGwWw2q1Ys+ePbIzSIdcblAlIiIiItfAQZWIiIiIdMmlBlWTyYRhw4YpdSI2m8VQsRlQs5vNYrBZDDaLoWIzieFSV/0TERERketwqT2qREREROQ6OKgSERERkS5xUCUiIiIiXeKgSkRERES65FKL627evBk//PAD0tPTUbt2bTz99NNo0KCB7CyHjh8/jvXr1+PcuXO4du0apkyZgvvuu0921m2tXbsW+/fvx19//QUPDw80bNgQTzzxBGrUqCE7rVRbtmzBli1bkJqaCgCIiIjAsGHDEB0dLbms7NatW4dly5ahf//+GD16tOwch1auXIlVq1bZPVajRg3Mnz9fTlAZpaWl4ZtvvsHhw4dRUFCA8PBwTJgwAfXr15edVqqJEyfafj/frHfv3hg3bpyEotuzWCxYuXIldu/ejfT0dISEhKBLly54+OGHYTAYZOeVKi8vDytWrMD+/fuRkZGBunXrYvTo0br6N+VO/45YrVasXLkS27dvR05ODho3boxx48ahevXqum1OSEjA1q1bcfbsWWRnZ+P9999HnTp1pPWSfC4zqO7duxdxcXF45plnEBUVhY0bN+Kdd97B/PnzERgYKDuvhIKCAtSpUwfdu3fHnDlzZOeUyfHjx9GnTx/Ur18fxcXFWL58Od5++23MnTsXXl5esvMcCgkJweOPP47q1avDarVi165deP/99/H+++8jMjJSdt4dnTlzBlu3bkXt2rVlp9xRZGQkpk+fbvvYaNT3AZvs7GxMnz4d99xzD6ZOnYqAgABcunQJvr6+stNu691334XFYrF9nJycjLfffhvt27eXWFW6devWYevWrZg4cSIiIiJw9uxZfPbZZ/Dx8UH//v1l55Xqiy++wPnz5zFp0iSEhITg559/xltvvYV58+YhJCREdh6AO/878v333+PHH3/ExIkTERYWhhUrVuCdd97B3Llz4eHhIaH4zs0FBQVo3Lgx2rdvj4ULF0ooJL1xmUF1w4YN6NGjB7p16wYAeOaZZ3Dw4EHs2LEDgwcPlhvnQHR0tFJ79QDgjTfesPt44sSJGDduHM6ePYumTZtKqrq9Nm3a2H382GOPYcuWLTh9+rTuB9X8/HwsWLAA48ePx5o1a2Tn3JHRaERQUJDsjDL7/vvvUaVKFUyYMMH2WFhYmMSisgkICLD7eN26dahWrZpu/wyeOnUKbdq0QatWrQBc/x7Hx8fjzJkzkstKV1hYiISEBLz66qu27+vw4cNx4MABbNmyBY8++qjkwutu9++I1WrFpk2bMHToULRt2xYAMGnSJDzzzDP45Zdf0LFjR5GpNnf6t69z584AgJSUFFFJpHP63uVRRkVFRTh79iyaN29ue8xoNKJ58+Y4deqUxDLXlpubCwDw8/OTXFI2FosFe/bsQUFBARo2bCg7546+/PJLREdHo0WLFrJTyuTy5csYP348Jk2ahI8//hh///237KTb+vXXX1GvXj3MnTsX48aNw6uvvopt27bJztKkqKgIu3fvRrdu3XR7GL1hw4ZITEzExYsXAQBJSUk4efKkrn9QLy4uhsViKXHzeQ8PD/z++++SqrRJSUlBenq63d8fPj4+aNCgAf9dJKW4xB7VzMxMWCyWEntzgoKCbH85UvmyWCyIjY1Fo0aNUKtWLdk5t5WcnIw33ngDZrMZXl5emDJlCiIiImRn3daePXtw7tw5vPvuu7JTyiQqKgoTJkxAjRo1cO3aNaxatQpvvvkmPvzwQ3h7e8vOcyglJQVbt27FgAEDMGTIEPzxxx9YvHgx3N3d0bVrV9l5ZbJ//37k5OTounfw4MHIy8vDSy+9BKPRCIvFgkcffRQPPPCA7LRSeXt7o2HDhli9ejVq1qyJoKAgxMfH49SpUwgPD5edVybp6ekAUOLUt8DAQNtzRCpwiUGVxFu0aBHOnz+PWbNmyU65oxo1auCDDz5Abm4u9u3bh08//RQxMTG6HVb//vtvxMbGYtq0adLOI9Pq5r1jtWvXtg2u//vf/9C9e3eJZaWzWCyoX78+Hn/8cQBA3bp1kZycjK1bt+p68LvZjh07cO+99+rmnElH/ve//yE+Ph7PP/88IiMjkZSUhNjYWAQHB+v6+zxp0iR8/vnn+Mc//gGj0Yi6deuiY8eOOHfunOw0okrFJQbVgIAAGI3GEj8lpqenK3XOnCoWLVqEgwcPIiYmBlWqVJGdc0fu7u62vSD16tXDH3/8gU2bNuHZZ5+VXObY2bNnkZGRgddee832mMViwYkTJ7B582YsW7ZM9xcq+fr6okaNGrh8+bLslFIFBweX+GElIiICCQkJkoq0SU1NxdGjRzFlyhTZKbf1zTffYNCgQbZzImvVqoXU1FSsW7dO14NqeHg4YmJikJ+fj7y8PAQHB2PevHlKnMcMwPZvX0ZGBoKDg22PZ2Rk8Cp6UopLDKru7u6oV68eEhMTbbe5sFgsSExMRN++fSXXuQ6r1YqvvvoK+/fvx8yZM5X5C/tWFosFZrNZdkapmjdvXuJq2M8//xw1atTAoEGDdD+kAtcvBLt8+bKuD+82atSoxKlBFy9eRGhoqKQibXbs2IHAwEDbRUp6VVBQUOL3rNFohNVqlVSkjZeXF7y8vJCdnY0jR47giSeekJ1UJmFhYQgKCsJvv/1mG0xzc3Nx5swZ9O7dW24ckQYuMagCwMCBA/Hpp5+iXr16aNCgATZt2oSCggLd/sR+4x/yG1JSUpCUlAQ/Pz9UrVpVYlnpFi1ahPj4eLz66qvw9va27cH28fHR7SHqZcuW4d5770XVqlWRn5+P+Ph4HD9+vMQdDPTE29u7xHm/np6e8Pf31+35wHFxcWjTpg2qVq2Ka9euYeXKlTAajejUqZPstFINGDAA06dPx5o1a9ChQwecOXMG27dv1+2e9ptZLBbs3LkTXbp0gZubm+yc22rdujXWrFmDqlWrIiIiAklJSdiwYYPtDi16dfjwYQCwHRn4+uuvUbNmTV39m3Knf0f69++PNWvWoHr16ggLC8O3336L4OBg210A9NicnZ2Nv//+G2lpaQBg+2EyKCiIR0grKYNVlR9ry2Dz5s1Yv3490tPTUadOHYwZMwZRUVGysxw6duwYYmJiSjzepUsXTJw4UULRnQ0fPtzh4xMmTNDVX943+/zzz5GYmIhr167Bx8cHtWvXxqBBg5S5kv6GmTNnok6dOrq94f/8+fNx4sQJZGVlISAgAI0bN8ajjz6q+wtPDhw4gGXLluHy5csICwvDgAED0LNnT9lZd3TkyBHbfaL1vOAGUPLG+SEhIejYsSOGDRsGd3f97ivZu3cvli9fjqtXr8LPzw/3338/HnvsMfj4+MhOs7nTvyM3bvi/bds25ObmonHjxhg7dqzU3zN3at65cyc+++yzEs8PGzas1H+DyLW51KBKRERERK5D/ye7EREREVGlxEGViIiIiHSJgyoRERER6RIHVSIiIiLSJQ6qRERERKRLHFSJiIiISJc4qBIRERGRLnFQJaIy+/TTT3W7IEV5OXbsGIYPH45jx47JTiEiqvT0uywIEQlR1tVeZsyYUcEl+hUfH4+MjAwMGDBAdgoRUaXClamIKrmff/65xMdHjx7FpEmT7B5v0aIF/Pz8YLVaYTKZRCYKZbFYUFRUBHd3dxiN1w86vffeezh//jw+/fRTyXVERJUL96gSVXKdO3e2+/j06dM4evRoiccrC6PRCA8PD9kZREQEDqpEpMGnn36K48eP2/YspqSkYNKkSXjiiSfg4eGBDRs2ID09HY0bN8Y//vEPVKlSBatXr8a2bduQlZWFli1bYsKECfDz87N730OHDmHt2rU4d+4cDAYDmjRpgieeeAKRkZG37Vm5ciVWrVqFlStX2j2+c+dOfPbZZ/jkk08QFhYGAJg4cSIiIyMxePBgLFmyBMnJyQgODsYjjzyCLl262F577NgxxMTEYMaMGbjnnnswc+ZMHD9+HMD/nSYRGhpq+x78+OOP2Lp1K1JSUmAymVCtWjUMHDgQnTp1cuI7TUREAAdVIioH8fHxKCoqQt++fZGdnY3169dj3rx5aNasGY4fP45Bgwbh8uXL2Lx5M+Li4jBhwgTba3/++Wd8+umnaNmyJUaOHImCggJs2bIFb775JmbPnm0bNMvD5cuX8eGHH6J79+7o0qULduzYgc8++wz16tUrdSgeOnQocnNzcfXqVYwaNQoA4OXlBQDYtm0bFi9ejHbt2qF///4oLCxEcnIyTp8+zUGViKgccFAlIqelpaXh448/ho+PD4Dr53muW7cOhYWFeO+99+Dm5gYAyMzMRHx8PJ555hmYTCbk5+dj8eLF6N69O8aPH297vy5duuDFF1/E2rVr7R531sWLFxETE4MmTZoAADp06IDnnnsOO3bswFNPPeXwNS1atEBISAhycnJKnA5x8OBBREZG4uWXXy63RiIi+j+8PRUROa1du3a2IRUAoqKiAAAPPPCAbUi98XhRURHS0tIAAEePHkVOTg46duyIzMxM2y+j0YioqKhyv0VURESEbUgFgICAANSoUQMpKSl39X6+vr64evUqzpw5U16JRER0E+5RJSKnVa1a1e7jG0NraY/n5OQAAC5dugQAmDVrlsP39fb2rtBO4PqweaNHq0GDBuG3337D1KlTER4ejhYtWqBTp05o3Lixs6lERAQOqkRUDm7cxqmsj9+4K96N/500aRKCgoJKbHfz3lhHDAaDw8ctFstd9WgVERGB+fPn4+DBgzh8+DASEhKwZcsWDBs2rMz3pyUiotJxUCUiaapVqwYACAwMRIsWLTS/3tfXF8D1PbQ3/j8ApKamlk9gGXh5eaFDhw7o0KEDioqKMGfOHKxZswaDBw/mba6IiJzEc1SJSJqWLVvC29sba9euRVFRUYnnMzMzb/v68PBwAMCJEydsj+Xn52PXrl3l2unl5YXc3NwSj2dlZdl97O7ujoiICFitVhQXF5drAxFRZcQ9qkQkjY+PD5555hksWLAAr732Gjp27IiAgAD8/fffOHjwIBo1aoSxY8eW+voWLVqgatWq+Pzzz/HQQw/BaDRix44dtvcoL/Xq1cPevXuxZMkS1K9fH15eXmjTpg3efvttBAUFoVGjRggKCsKFCxfw008/oVWrVuV+fi0RUWXEQZWIpOrUqROCg4Oxbt06rF+/HmazGSEhIWjSpAm6det229e6u7tjypQpWLRoEVasWIGgoCD0798ffn5++Oyzz8qtsXfv3khKSsLOnTuxceNGhIaGok2bNujVqxd2796NjRs3Ij8/HyEhIejXrx+GDh1abp+biKgyM1jv9ioCIiIiIqIKxHNUiYiIiEiXOKgSERERkS5xUCUiIiIiXeKgSkRERES6xEGViIiIiHSJgyoRERER6RIHVSIiIiLSJQ6qRERERKRLHFSJiIiISJc4qBIRERGRLnFQJSIiIiJd4qBKRERERLrEQZWIiIiIdOn/A2qriwDRfkuGAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 4 -------------------\n", "Scheduled operation: S-Op(operation=O(m=2, d=1, j=2, p=0), start_time=0, machine_id=2)\n", "Current time: 1\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -1.0 1.0 1.0 0.0 1.0\n", "1 0.0 0.0 1.0 1.0 0.0 0.0\n", "2 1.0 1.0 7.0 0.0 0.0 0.0\n", "3 0.0 8.0 2.0 0.0 1.0 0.0\n", "4 0.0 1.0 5.0 1.0 0.0 0.0\n", "5 1.0 6.0 1.0 0.0 0.0 0.0\n", "6 0.0 7.0 1.0 0.0 1.0 0.0\n", "7 0.0 -1.0 0.0 1.0 0.0 1.0\n", "8 1.0 0.0 3.0 0.0 0.0 0.0\n", "9 0.0 6.0 2.0 0.0 1.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 0.0 6.0 0.0 3.0 0.0\n", "1 0.0 6.0 2.0 2.0 1.0 0.0\n", "2 1.0 1.0 8.0 0.0 2.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 1.0 9.0 1.0 2.0 0.0\n", "1 1.0 6.0 2.0 1.0 2.0 0.0\n", "2 1.0 0.0 5.0 0.0 2.0 0.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 5 -------------------\n", "Scheduled operation: S-Op(operation=O(m=2, d=7, j=0, p=2), start_time=2, machine_id=2)\n", "Current time: 1\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -1.0 1.0 1.0 0.0 1.0\n", "1 0.0 0.0 1.0 1.0 0.0 0.0\n", "2 0.0 1.0 7.0 1.0 0.0 0.0\n", "3 0.0 8.0 2.0 0.0 0.0 0.0\n", "4 0.0 1.0 5.0 1.0 0.0 0.0\n", "5 1.0 8.0 1.0 0.0 0.0 0.0\n", "6 0.0 9.0 1.0 0.0 1.0 0.0\n", "7 0.0 -1.0 0.0 1.0 0.0 1.0\n", "8 1.0 0.0 3.0 0.0 0.0 0.0\n", "9 0.0 6.0 2.0 0.0 1.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 0.0 6.0 0.0 3.0 0.0\n", "1 0.0 6.0 2.0 2.0 1.0 0.0\n", "2 1.0 8.0 1.0 1.0 1.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 8.0 2.0 2.0 1.0 0.0\n", "1 1.0 8.0 2.0 1.0 2.0 0.0\n", "2 1.0 0.0 5.0 0.0 2.0 0.0\n" ] }, { "data": { "image/png": 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KTlZWFrp27YpJkyaJTik1DqpERERF8Pb2Fp2gmYzN96OcnBxMnToVjRs3RmhoKPr06YMjR44U2O7gwYPo3LkzQkND0bt3b5w8ebLI1x07diz+9a9/oVWrVuWVrhsOqiIpgPqgO6wdO0JVFNE1REREpKPZs2dj06ZNWLhwIbZv347atWtj8ODBuHHjht12UVFRiIqKwk8//YTAwECMGDHivtlrzkFVJHcD1HUhuLZ2LcBVRIiInNLNmzdFJ2gmY/P9JiMjA9HR0Zg5cya6deuGBg0aYP78+XBzc8OKFSvstp08eTIiIyPRuHFjLFy4EFevXsXmzZsFleuLg6oTcHV1FZ1ARESFkPF7tIzN95uEhATk5eWhbdu2tvtMJhPCw8MRHx9vt23r1q1t/+3v74+6desiLi5Ot1aROKg6AX5DISJyXjJ+j5axmcgRDqoiZVqhNDkL19BQLqFKROSkZFyOVMbm+02tWrVgNptx8OBB2315eXk4evQo6tevb7ftoUOHbP+dkpKCs2fPFtimouJ1VAVTkvMBXBOdQUREhZBxOVIZm+83np6eGDVqFKKiouDv74/q1avj448/RlZWFoYNG2a37bx58+Dv74+goCC88847CAgIQO/evQt97cuXL+PKlSs4d+4cAODkyZPw9PRESEgI/P39y/XrKmscVImIiIrg7+9f4FPYzk7G5vuF1WqF0Xhr/Jo2bRqsVivGjx+P9PR0tGjRAqtXr4afn5/dc6ZNm4Zp06bh7NmzaNq0KZYtWwaz2VzoeyxZsgRz58613e7bty8A4KOPPsITTzxR9l9UOVJUVVVFR5Q167X+gCVWdMa9ZVphqHsGAHApPh6qh4fgoOIbGfKC6AQiIl18n7kMycnJojM0CQgIkKrZZDIhKChI03POnj0r5fViBw8ejNq1a+Pdd98VnVJAWloa6tSpIzrDDs9RJSIiKkJOTo7oBM1kbK7oUlJSsHXrVuzbtw+dOnUSnSMNHvonIiIqQm5urugEzWRsruheeOEFHD16FM8//3yR55eSPQ6qRERERfD29pbqMDogZ3NFt2TJEtEJUuKgKpICqC1cobo04RKqRERERHfhoCqSuwHqlhq47rIFuE/W7CUikk1aWproBM1kbCZyhB+mcgImk0l0AhERFULG79EyNhM5wkHVCbi5uYlOICKiQsj4PVrGZiJHOKiKlGmF0uYczA0aQMnKEl1DREQOyHi5cRmbiRzhOaqCKRcsUJAI8JsKEZFTknGFJxmbiRxxqkF1/fr1OHjwIC5evAiz2Yz69etj+PDhqFatmug0IiK6T/n5+SElJUV0hiYyNlNBe/fuxYABAxAfHw9fX1/ROUI41aAaGxuLnj17om7dusjPz8eqVavw5ptvYv78+TzfhoiIhDAY5DtLTsbmshKYH6Hbe1132av5ORMnTkRqaiqWLl1aDkW39qa/99572LVrFy5evIjAwED07t0br776Knx8fMrlPcuTUw2qr7/+ut3t8ePHY/To0Th79iwaN24sqIqIiO5nMi5HKmMzlY2kpCQkJSVh1qxZqF+/Pi5cuIApU6YgKSkJX331leg8zZz6R67MzEwAgJeXl+ASIiK6X8k49MnYfD/KycnB1KlT0bhxY4SGhqJPnz44cuRIge0OHjyIzp07IzQ0FL1798bJkycLfc1GjRph8eLF6NmzJ2rXro2OHTti6tSp2Lp1KywWS3l+OeXCaQdVq9WK6OhoNGjQADVq1HC4TV5eHjIzM22/svjJeSIiKmMyHi6Vsfl+NHv2bGzatAkLFy7E9u3bUbt2bQwePLjAh+GioqIQFRWFn376CYGBgRgxYgTyNCwUdPPmTXh7e8NodKoD6cXitMVffvklzp8/j9mzZxe6zfr167F27Vrb7dq1a2POnDl65JUZtb4ZqktdgEuoEhER3TcyMjIQHR2Njz76CN26dQMAzJ8/H61atcKKFSswYcIE27aTJ09GZGQkAGDhwoV44IEHsHnzZvTr1++e73P9+nXMnz8fI0aMKJevo7w55aD65Zdf4vDhw4iKikJgYGCh2w0YMAB9+vSx3VZkG/Y8DFB310Sy8Weoubmia4iIyIH09HTRCZrJ2Hy/SUhIQF5eHtq2bWu7z2QyITw8HPHx8Xbbtm7d2vbf/v7+qFu3LuLi4u75HmlpaRg2bBjq16+PKVOmlF28jpxqUFVVFV999RUOHjyIWbNmITg4uMjtTSZThVgmzmg0IpeDKhGRU5Lxe7SMzVS20tPTMXjwYHh6eiI6OlraecmpzlH98ssvsWfPHrzwwgtwd3dHSkoKUlJSKvz/2XjpLSIi5yXj92gZm+83tWrVgtlsxsGDB2335eXl4ejRo6hfv77dtocOHbL9d0pKCs6ePVtgmzulpaXh8ccfh9lsxrJly6T+++BUe1S3bt0KAJg1a5bd/ePGjbOdm1GhZFqh9D4Ps0tLKN9/D9XdXXQRERER6cDT0xOjRo1CVFQU/P39Ub16dXz88cfIysrCsGHD7LadN28e/P39ERQUhHfeeQcBAQHo3bu3w9dNS0vDoEGDkJmZiU8//RRpaWlIS0sDAFSqVAkuLi7l/rWVJacaVNesWSM6QXdKXC4UnOQSqkRETio5OVl0gmYyNt8vrFar7dP306ZNg9Vqxfjx45Geno4WLVpg9erV8PPzs3vOtGnTMG3aNJw9exZNmzbFsmXLYDabHb7+sWPHbHtg//GPf9g99ttvvxV6JSVn5VSDKhERkbPx9fVFamqq6AxNZGwuKyVZLUpP165dQ+3atQHcOkXj7bffxttvv+1w24iICFy5cgUA0KNHj2K9/p3PqQic6hxVIiIiZyPboVJAzuaKLiUlBVu3bsW+ffvQqVMn0TnS4B5VIiKiIsj4gV4Zmyu6F154AUePHsXzzz9f6PmlVBAHVSIioiLIuOqhjM0V3ZIlS0QnSImH/omIiIrg6+srOkEzGZuJHOEeVcHUECNgqMYlVImIiDSQbjVKCTjj7ykHVZE8DFB/rY1k4z4uoUpE5KRkXI5UxmatFEWB1WqFwcCDw2XBarU65aDKP10nwE9nEhE5Lxm/R8vYrFXlypWRlpYGq9UqOkV6VqsVaWlpqFy5suiUArhH1Qm4u7vzxHciIicl4/doGZu1cnd3R/Xq1XH58mWoqgqVC+eUiKIoUBQF1atXh7sTrpDJQVWkLCuUARdgdokA1qwBnPAvCBERkbNyd3dHrVq1RGdQOeKgKpIKKL/nQMFhKKoK/ixIROR8bty4ITpBMxmbiRzhOapERERF8PHxEZ2gmYzNRI5wUCUiIiqCjB9MkrGZyBEOqkREREXIy8sTnaCZjM1EjnBQJSIiKkJGRoboBM1kbCZyhIMqERFREfz8/EQnaCZjM5Ej/NS/YGqAC2DwF51BRERE5HQ4qIrkYYB6og5umH6BmpMjuoaIiByQ8TC6jM1EjvDQvxNwxrV1iYjoFhm/R8vYTOQIB1Un4OHhITqBiIgKIeP3aBmbiRzhoCpSlhXKYxdg7tEDqOBrMhMRERFpxXNURVIB5ZcsKNjDJVSJiJyUjMuRythM5Aj3qBIRERXB29tbdIJmMjYTOcJBlYiIqAhGo3wHH2VsJnKEgyoREVERLBaL6ATNZGwmcoSDKhERURHS09NFJ2gmYzORIxxUiYiIiiDjcqQyNhM5wpNYBFPdFUBxF51BRERE5HQ4qIrkYYB6th5SzPuhZmeLriEiIgcyMzNFJ2gmYzORIzz07wRUlVdQJSJyVjJ+j5axmcgRDqpOwNPTU3QCEREVQsbv0TI2EznCQVWkbCuU4RdhGjAA4KF/IiIiIjs8R1UkK6DsyIQLtkCxWrmEKhGRE0pJSRGdoJmMzUSOcI8qERFREWQ8jC5jM5EjHFSJiIiKYDKZRCdoJmMzkSMcVImIiIog43KkMjYTOcJBlYiIqAhpaWmiEzSTsZnIEQ6qRERERfD39xedoJmMzUSOcFAlIiIiIqfEQVUkDwOsl8JwIzkZqoeH6BoiInIgKytLdIJmMjYTOcJB1QlYrVbRCUREVAgZv0fL2EzkCAdVJ8Dr3REROS8Zv0fL2EzkCAdVkbKtUMZcgmnoUC6hSkRERHQXDqoiWQFlUzpc1q+HwsM0REROKTU1VXSCZjI2EznCQZWIiKgI7u7uohM0k7GZyBEOqkREREUwm82iEzSTsZnIEQ6qRERERcjPzxedoJmMzUSOcFAlIiIqgozne8rYTOQIB1UiIqIiBAQEiE7QTMZmIkc4qBIRERGRUzKKDrivuSuwnqmLVPMuqIoiuoaIiByQcTlSGZuJHOEeVZEUBfAwIN/N7dZ/ExGR05Hxg0kyNhM5wkHVCXh5eYlOICKiQsj4PVrGZiJHKuSh/+vqf5FnzROdcW85OfB75RW4uo4BZs8GXF1FFxXb95nLkJycLDpDk4CAAOmaATm72awPNhNRRaeoqqqKjihrV69eRV6e8w+qSmYmqoaFAQAuxcdD9fAQXFR8RqMRFotFdIYmMjYDcnazWR9s1geby5/JZEJQUJDoDHJCPPRPJeLm5iY6QTMZmwE5u9msDzbrg81E4nBQpRKRcXk+GZsBObvZrA8264PNROJwUKUSsVqtohM0k7EZkLObzfpgsz7YTCQOz1EVSOZzVImIiMoKz1GlwnCPKpWIv7+/6ATNZGwG5Oxmsz7YrA82E4nDQZVKRJFwgQIZmwE5u9msDzbrg81E4lTI66jKQnV3R9KxY3B3d4fq7i46R5Ps7GzRCZrJ2AzI2c1mfbBZH2wmEoeDqkiKAmtgIHJNJkCCc2rvJMM5wHeTsRmQs5vN+mCzPthMJA4P/TsBb29v0QmasVk/MnazWR9s1gebicThoCpSTg58p06FcdIkICdHdA0RERGRU+HlqQS68/JUj6I/shV5zsQ480E70QlE9739T4yQaplMQL6lPQE264GXp6LCcI8qEZGkXF1dRSdoxmZ9yNhM5AgHVSIiSck4jLBZHzI2EznCQZWISFIynrnFZn3I2EzkCAdVIiJJ3bhxQ3SCZmzWh4zNRI5wUCUikpSMy2SyWR8yNhM5wkGViEhSMi6TyWZ9yNhM5AgHVYFUNzdc3r8fw9EbOXARnUNEksmR8PrLbNaHjM1Ejshz4c6KyGBAfmgoLiueokuISEIyDiNs1oeMzUSOcI8qEZGkfHx8RCdoxmZ9yNhM5AgHVZFyc+HzxhsYox6DUbWKriEiIiJyKhxUBVIsFnh99hkGIQ5GcFAlIm3S0tJEJ2jGZn3I2EzkCAdVIiJJmUwm0QmasVkfMjYTOcJBlYhIUm5ubqITNGOzPmRsJnKEgyoRkaRkXCaTzfqQsZnIEQ6qRESSknGZTDbrQ8ZmIkc4qBIRScrPz090gmZs1oeMzUSOcFAlIpKUwSDft3A260PGZiJHyvxvsqqqOH78OI4cOYKsrKyyfvkKRXVzw5X//Q+j8RCXUCUizXJzc0UnaMZmfcjYTORIqZZQXbVqFeLi4jBz5kwAt4bUN998E8ePHwcAVKpUCdOnT0eVKlVKX1oRGQywNGiAvxRf0SVEJKHs7GzRCZqxWR8yNhM5Uqo9qgcOHEDdunVtt/fv34/jx4/jiSeewCuvvAKr1Ypvvvmm1JFERFSQjMtkslkfMjYTOVKqQTU5Odlub+mBAwcQEhKCAQMGoGXLlnjooYcQGxtb6sgKKzcX3vPmYYR6gkuoEhEREd2lVIOqi4sLLBYLgP87N7VFixa2x/38/HDz5s3SFVZgisUC7/nz8SROcglVItIsPT1ddIJmbNaHjM1EjpRqUA0NDcWePXuQnp6OnTt3Ii0tDS1btrQ9fvXqVR5+ICIqJy4u8n0Ik836kLGZyJFSDaoDBw5EQkICnnnmGXz++edo2LAhmjZtanv88OHDduewEhFR2XF3dxedoBmb9SFjM5EjpfrUf/PmzTFnzhwcO3YMHh4eaN++ve2x9PR0NGrUCG3atCl1JBERERHdf0o1qAJASEgIQkJCCtzv5eWFUaNGlfbliYioEMnJyaITNGOzPmRsJnKkTC74HxcXh/Xr1yM6OhqXLl0CAOTk5ODs2bO8lhsRUTnx9ZXvGsxs1oeMzUSOlGqPqsViwQcffIBff/3Vdl/r1q1RtWpVKIqCt956C4888ggee+yxUocSEZE9GT8ww2Z9yNhM5Eip9qh+/fXXOHToEMaMGYMPPvjA7jGz2Yx27drZDbFkT3V1xdUffsB4dEUul1AlIo1kXCaTzfqQsZnIkVINqnv37kWPHj3QvXt3eHl5FXi8evXquHLlSmneomJzcUHeAw8gTgmAVVFE1xCRZLKyskQnaMZmfcjYTORIqQbVmzdvokaNGoW/uMGAnJyc0rwFEREVQsbzENmsDxmbiRwp1aAaGBiIixcvFvr4qVOn7JZYpbvk5sJz0SI8rp7iEqpEREREdynVoNqhQwds374dcXFxBR7bvn07fvnlF3Tq1Kk0b1GhKRYLfN98E8/iDy6hSkSaZWRkiE7QjM36kLGZyJFSfer/scceQ3x8PGbOnInq1asDAJYsWYL09HQkJycjPDwcffr0KZNQIiKyZzCUyRUGdcVmfcjYTORIqQZVo9GIqVOnYs+ePdi/fz+sVissFgtq1qyJJ554Ap06dYLCDwkREZULd3d36T40w2Z9yNhM5EipV6ZSFAWdOnXiIX4iIiIiKlM8NkBEJKkbN26ITtCMzfqQsZnIkVLvUT169Cj+97//4cqVK8jIyICqqnaPK4qChQsXlvZtiIjoLt7e3rh586boDE3YrA8Zm4kcKdWgunHjRqxYsQJ+fn6oW7dukddUJSKismU0lnpfg+7YrA8Zm4kcKdXf5M2bN6Np06Z47bXX+H+KElBdXXHtm2/wzuMLuYQqEWmWl5cnOkEzNutDxmYiR0p1jmpGRgbatWvHIbWkXFyQ2749jinBXEKViDST8VqZbNaHjM1EjpRqUK1Xrx7+/vvvsmohIiIN/Pz8RCdoxmZ9yNhM5EipBtVnnnkGBw8eRExMTFn13F/y8uARHY2+6mm4cAlVIiIiIjuKevfH9DWYPHky0tPTcePGDbi5uSEwMLDAahiKouD9998v1uvFxsZi48aNOHfuHG7cuIHJkyejbdu2mruuXr0qxfk5SmYmqoaFAQAeRX9kK/KcQnHmg3aiE4jue78OG4WcnBzRGZq4urqyWQeyNZtMJgQFBYnOICdUqsnIy8sL3t7eqFq1apnE5OTkoFatWujatSvmzp1bJq9JRFRRybjyH5v1IWMzkSOlGlRnzZpVRhm3hIeHIzw8vExfk4ioovLw8EB2drboDE3YrA8Zm4kckedYswN5eXl2h/gVRYG7u7vAIiIiIiIqK5oG1djYWABA48aN7W7fy+3ty9r69euxdu1a2+3atWtjzpw55fJeRETOJiUlRXSCZmzWh4zNRI5oGlSjoqIAACtWrIDRaLTdvpfVq1drLyuGAQMGoE+fPrbbPCeHiO4nXl5e0i2TyWZ9yNhM5IimQXXmzJm3nvT/L/B/+7YoJpMJJpNJaAMRkSgyLrbCZn3I2EzkiKa/yXcfwi+vQ/r3C9VsxvUlSzB/5H+QW7pL2hLRfchisYhO0IzN+pCxmcgRp/qRKzs7G0lJSbbbV65cQUJCAry8vFCpUiWBZeXEaERO9+44qHwvuoSIJJSWliY6QTM260PGZiJHSj2oXrhwAbt27cLly5eRkZGBu9cPUBQFM2bMKNZrnTlzxu6816VLlwIAOnfujPHjx5c2lYioQvH390dycrLoDE3YrA8Zm4kcKdWg+vPPP+PTTz+Fi4sLqlWrBi8vrwLbaFn4qkmTJlizZk1pkuSSlwf3devQQ03ADtRAvsLD/0RERES3lWpQ/eabb1C7dm289tpr8PHxKaum+4aSlwf/l17CFAA/IwT5PE+ViDTIzMwUnaAZm/UhYzORI6WajJKTk9GlSxcOqUREAmg5YuUs2KwPGZuJHCnVoFqzZk2eA0NEJIinp6foBM3YrA8Zm4kcKdWg+uSTT2Lnzp04depUWfUQEREREQHQeI6qo+VJPTw8MGPGDISEhKBSpUowGOxnX0VR8PLLL5eukoiICpBxmUw260PGZiJHNA2qiYmJDu+vVKkSsrOzceHChQKPcVlTIqLy4enpKd31MtmsDxmbiRzRNKh+8skn5dVBREQaybiENJv1IWMzkSO8HpJAqtmM5M8+wxtoxyVUiUiz/Px80QmasVkfMjYTOVKq6ejYsWNYuXJloY+vWrUKx48fL81bVGxGI7IffRQ/KyGw8mL/RKTRzZs3RSdoxmZ9yNhM5EippqNvv/0W169fL/Tx5ORkfPvtt6V5CyIiKoS/v7/oBM3YrA8Zm4kcKdWgmpiYiLCwsEIfr1u3bqEfwCIAFgvcvv8endQLMKhW0TVERERETqVUg6rFYoHFYiny8ZycnNK8RYWm5OYi4LnnMB37YQYHVSLSJisrS3SCZmzWh4zNRI6UalANDQ3FwYMHHT6mqioOHDiAkJCQ0rwFEREVQsYPzLBZHzI2EzlSqkG1V69eOHXqFObPn4/ExETk5+cjPz8ff/31F+bPn4+4uDj06tWrrFqJiOgOXl5eohM0Y7M+ZGwmckTTdVTv1qlTJ1y+fBnffvstDhw4YFuVymq1QlEU/POf/0RkZGRZdBIRERHRfaZUgyoAPP744+jYsSMOHjyIK1euAAAqV66MNm3aoEqVKqUOJCIix1JTU0UnaMZmfcjYTORIqQdVAKhSpQr69u1bFi9FRETF5O7ujvT0dNEZmrBZHzI2EznCq8wTEUnKbDaLTtCMzfqQsZnIkVLvUT1y5Ag2bdqEc+fOITMzE6qqFthm9erVpX2bCkk1mXBj/nx88dJK5PFnBiLSSMZPdrNZHzI2EzlSqulo//79ePfdd5Gamor27dtDVVVEREQgIiICZrMZNWvWxMCBA8uqteIxmZA1eDC2KrWQzyVUiUgjGc9DZLM+ZGwmcqRU09GGDRtQr149vPfeexg0aBAAoGvXrvjXv/6FefPm4caNGwgODi6TUCIishcQECA6QTM260PGZiJHSjWoXrhwARERETAYDHBxcQEA20pVwcHB6NmzJ7777rvSV1ZUFgtct29HW/USl1AlIiIiukupBlVXV1cYjbdOc/X09ITRaERKSortcV9fX9slq6ggJTcXgSNH4i3s5RKqRKRZdna26ATN2KwPGZuJHCnVoFqtWjVcuHDBdrtWrVr4+eefkZ+fj9zcXMTExKBSpUqljiQiooJuH8GSCZv1IWMzkSOlGlTbtGmDX3/9FXl5eQCAxx57DCdOnMCoUaMwevRo/Pnnn+jfv39ZdBIR0V1kXCaTzfqQsZnIkVJdnqpv3752F/pv1aoVZs2aZVtOtWXLlmjatGmpI4mIiIjo/lMmK1PdqVGjRmjUqFFZvywREd3l5s2bohM0Y7M+ZGwmckTzoDpnzhxN2yuKgpdfflnr2xAR0T24urpKdy4im/UhYzORI5oH1cOHD8NkMsHPz8/hKlR3UxSlRGFERFQ0V1dXZGRkiM7QhM36kLGZyBHNg2pAQACSk5Ph7e2NDh06ICIiAn5+fuWQVvGpJhNS3noLy17/hkuoEpFmVqt8l7Vjsz5kbCZyRFGLs1v0LrGxsYiJicH+/fuRlZWFxo0bo0OHDmjXrh3c3d3Lo1OTq1ev2q5EIIORIS+ITtDszAftRCcQ3fdiBg4RnUBUJkwmE4KCgkRnkBMq0aB6m8ViwZEjRxATE4PDhw/DarUiPDwcHTp0QKtWrWAymcqytdg4qJY/DqpE4p0YMw43btwQnaGJv78/m3UgWzMHVSpMqT71bzQa0aZNG7Rp0wbZ2dk4cOAAtm3bhgULFuDxxx/HwIEDy6qzYsrPh/nAATRXr+A4gmDl+bxEpIGMnwFgsz5kbCZypExOjMzLy8PRo0fx66+/4ty5czCbzQgODi6Ll67QlJwcVHr8cczDzzAjX3QOEUlGxmUy2awPGZuJHCnxHlWr1Ypjx45h7969+PXXX5GTk4PmzZtj7NixaNu2Ldzc3Mqyk4iI7iLTKU63sVkfMjYTOaJ5UD116pTtg1RpaWkICwvDkCFD8OCDD8LHx6c8GomIyAFvb28kJyeLztCEzfqQsZnIEc2D6owZM2A2mxEeHo6IiAjbyc/Xrl3DtWvXHD6nTp06paskIiIiovtOiQ795+bm4sCBAzhw4ECxtl+9enVJ3oaIiIqQlpYmOkEzNutDxmYiRzQPqs8//3x5dBARkUZms1m6cxHZrA8Zm4kc0TyoRkZGlkMGERFpJeMymWzWh4zNRI5w3U6BVKMRqdOm4T9oBgv/KIhIo1Ks1yIMm/UhYzORI5yORDKbkfH88/hGaQCLwj8KItJGppWHbmOzPmRsJnKE0xERkaT8/PxEJ2jGZn3I2EzkCAdVkfLzYTp6FPXVZBh4mIaINDIY5PsWzmZ9yNhM5Aj/Jguk5OQg6JFH8An+xyVUiUiznJwc0QmasVkfMjYTOcJBlYhIUjIOI2zWh4zNRI5wUCUikpSMy1azWR8yNhM5wkGViIiIiJwSB1UiIknJuEwmm/UhYzORIxxUiYgkZTKZRCdoxmZ9yNhM5AgHVSIiSbm5uYlO0IzN+pCxmcgRDqoCqUYj0l56CUvRiEuoEhEREd2F05FIZjPS/v1vLFOacAlVItIsOTlZdIJmbNaHjM1EjhhFBxDwXfoSpKSkiM7QxM/Pj806kbGbzfpgsz7YTCQOB1WRrFYY4+Ph4usLBAcDEi15J+PyfDI2A3J2s1kfbNYHm4nE4aAqkJKdjeCuXW/9d3w8VA8PwUXFl5ubKzpBMxmbATm72awPNuuDzUTi8EcuKpGsrCzRCZrJ2AzI2c1mfbBZH2wmEoeDKpWIr6+v6ATNZGwG5Oxmsz7YrA82E4nDQZWIiIiInBIHVSqR9PR00QmaydgMyNnNZn2wWR9sJhKHgyqViIuLi+gEzWRsBuTsZrM+2KwPNhOJw0GVSsTd3V10gmYyNgNydrNZH2zWB5uJxOHlqQRSjUakP/cc3NzcoBr5R0FERER0J0VVVVV0RFm7evUq8vLyRGcQERFRMZhMJgQFBYnOICdUIXfjzej1Pk4fOSc6o9g2pEUjNTVVdIYmvr6+bNaJjN1s1geb9cFmInF4jqpAiqqispoB44ULgNUqOkcTGU/Ul7EZkLObzfpgsz7YTCQOB1WBXJGP5fgRrg0bQsnOFp2jiYynVsjYDMjZzWZ9sFkfbCYSh4MqlUhmZqboBM1kbAbk7GazPtisDzYTicNBlUpExuX5ZGwG5Oxmsz7YrA82E4nDQZWIiIiInBIHVSqRjIwM0QmaydgMyNnNZn2wWR9sJhKHgyqViKIoohM0k7EZkLObzfpgsz7YTCQOB1UqEQ8PD9EJmsnYDMjZzWZ9sFkfbCYSh4OqQPlQsBF1YRk7FiqveUdERERkp0Iuofp8q5elWplq6cWPINsfg6IobNaJjN1s1geb9cHm8sclVKkw3KPqBLy9vUUnaMZm/cjYzWZ9sFkfbCYSh4OqSKoKXzUHxhs3AIl+8gUAo9EoOkEzGZsBObvZrA8264PNROJwUBXIDflYi+/hVqMGlKws0TmayLg8n4zNgJzdbNYHm/XBZiJxOKhSich4jT4ZmwE5u9msDzbrg81E4nBQpRLx8/MTnaCZjM2AnN1s1geb9cFmInE4qBIRERGRU+KgSiWSmZkpOkEzGZsBObvZrA8264PNROJwUCUiIiIip8RBlUpExuX5ZGwG5Oxmsz7YrA82E4nDQVWgfCjYiprIHz6cS6gSERER3YVLqDqBZX8vhNVqFZ2hicFgYLNOZOxmsz7YrA82lz8uoUqF4R5VJ+Dp6Sk6QTM260fGbjbrg836YDOROBxURVJVuKkWmHJzpVtC1WQyiU7QTMZmQM5uNuuDzfpgM5E4HFQFckM+vscGuFWqJN0SqhaLRXSCZjI2A3J2s1kfbNYHm4nE4aBKJZKWliY6QTMZmwE5u9msDzbrg81E4nBQpRLx9/cXnaCZjM2AnN1s1geb9cFmInE4qBIRERGRU+KgSiUi4/J8MjYDcnazWR9s1gebicThoEolIuPld2VsBuTsZrM+2KwPNhOJw0GVSkTGa/TJ2AzI2c1mfbBZH2wmEoeDqkD5UPAzqiN/wACoBv5REBEREd2J05FAeYoL3lAexLVFiwA3N9E5mqSmpopO0EzGZkDObjbrg836YDOROBxUnYCHh4foBM3YrB8Zu9msDzbrg81E4nBQdQIyLnXHZv3I2M1mfbBZH2wmEoeDqkBuqgXb1LVwc3eHItmlRPLz80UnaCZjMyBnN5v1wWZ9sJlIHA6qVCIynv8kYzMgZzeb9cFmfbCZSBwOqlQiAQEBohM0k7EZkLObzfpgsz7YTCQOB1UiIiIickocVKlEsrKyRCdoJmMzIGc3m/XBZn2wmUgcDqpUIjKeqC9jMyBnN5v1wWZ9sJlIHA6qVCJeXl6iEzSTsRmQs5vN+mCzPthMJA4HVYHyoeAAqiC/Vy8uoUpERER0F05HAuUpLpimdMC16GguoaoDGZsBObvZrA8264PNROI45aC6ZcsWjB8/HsOGDcPUqVNx+vRp0Unlyt3dXXSCZmzWj4zdbNYHm/XBZiJxnG5Q3bdvH5YuXYqBAwdizpw5qFmzJt56660K/dOh2WwWnaAZm/UjYzeb9cFmfbCZSBynG1Q3bdqEbt26oUuXLggJCcGYMWNgNpuxc+dO0Wllzk21YKO6Hq6BgdItoWq1WkUnaCZjMyBnN5v1wWZ9sJlIHKPogDtZLBacPXsW/fv3t91nMBjQrFkzxMXFFdg+Ly8PeXl5ttuKokh3uMMd+YBkQyoApKSkiE7QTMZmQM5uNuuDzfqQuVlRFLv/dVaKosBisYjOIAEMBgMMRXyg3KkG1Zs3b8JqtcLPz8/ufj8/P/z9998Ftl+/fj3Wrl1ru127dm3MmTOnvDMJt5bnS05OFp2hiYzNgJzdbNYHm/UhW7OiKPDx8UFubi4MBoPTD6kApOmksmexWKCqKlxcXGA0FhxLnWpQ1WrAgAHo06eP7Tb/khMR0f1MURS4ubnBbDZLdfhfURS4uLiIziABXFxcoKoqLBYL8vLyYDKZ7B53qkHVx8cHBoOhwGGWlJSUAntZAcBkMhX4gkgf2dnZohM0k7EZkLObzfpgsz5kab49pLq4uHBlKpKKoigwmUzIy8uDxWKx27PqVB+mMhqNqFOnDo4fP267z2q14vjx46hfv77AMrrbnecGy0LGZkDObjbrg836kKXZxcUFLi4uUBSFgypJyWg0Fvi761SDKgD06dMHO3bswK5du3DhwgV88cUXyMnJQWRkpOg0uoO3t7foBM1kbAbk7GazPtisD1mabw+pAODq6iq4hkg7RVGgKIrdaStOdegfANq3b4+bN29izZo1SElJQa1atTB16lSHh/5lZ4WC31EJzTo2gsrza4mIqBSK+uQ0kSwMBgOsVqvt77OiqqoquKnMPd/qZZw+ck50RrGtSPpEustyGI1GNutExm4264PN+pCh+fblGW9/IOn2P/ayMBgM8PT0FJ1BTiA/Px+qqtrOU+WPX05AxkM0bNaPjN1s1geb9SFL851XvqkIn6BPSEiAoig4evQoAGDXrl1QFEXTdW0jIyMxadKkIrepVasWPvjggxJ3yio6OlqKo9UcVJ2ALN8E78Rm/cjYzWZ9sFkfMjY7uh5leThw4AD8/PwwcODAMn/t0NBQXLp0CU2bNi3z177fOBrGBw8e7HAxJWfDQVUgN9WCb9SNcA0N5RKqOpCxGZCzm836YLM+ZGzW66y+ZcuWYezYsdi3bx8uXbpUpq/t4uKCKlWq6DZ0y+b2tUdLyt3dHcHBwWVYVD44qArmh1wo166JztBM5iUFZSNjN5v1wWZ9yNisx7Vf09PTsW7dOowePRo9evTAihUrbI89/fTTGDVqlN32eXl5qFWrFlauXAkA2LZtG3r06IHQ0FDUqFEDffr0wZkzZ2zb333o/27Xr1/HkCFDUL16dXh4eKBZs2ZYtWpVge0sFgsmTJgAX19fVKpUCdOnTy9ykE9JScHo0aMRFBQEHx8fdO3aFb///nuRvxd//PEHunbtCnd3dwQGBuLZZ59Fenq67fFRo0ahf//+iIqKsr3uc889h9zcXNs2VqsV77zzDmrXrg13d3e0aNHCbvXN26c+/Pjjj2jVqhVcXV0RExODM2fOoF+/fqhcuTK8vLzQpk0bbN++3fa8yMhI/PXXX3jxxRdtn6oHHB/6X7RoEerWrQuz2YwGDRpg2bJldo8rioIvvvgCAwYMgIeHB8LCwrBx40bb4zdu3MCwYcMQFBQEd3d3hIWFYfHixUX+3t0LB1UqEX9/f9EJmsnYDMjZzWZ9sFkfMja7ubmV+3usX78eYWFhCAsLw+DBg7Fs2TLbADho0CD8+OOPdsPa9u3bkZWVhUcffRQAkJmZiQkTJmDXrl3YtGkTDAYDBgwYUOw92NnZ2WjVqhV++OEHHD9+HM8++yxGjBiBgwcP2m23ZMkSGI1GHDx4EB9++CHmz5+PL774otDXffzxx3HlyhX8+OOPOHToEFq2bIlu3boVuoxuRkYGevbsCX9/f/z666/45ptvsH37dkyYMMFuux07duDkyZPYtWsXVq1ahXXr1iEqKsr2+DvvvIOlS5fis88+w4kTJ/Diiy9i+PDh2L17t93rvPrqq3j33Xdx8uRJNG/eHOnp6Xj44YexY8cOHDlyBL169cKjjz6KxMREAMC6desQEhKC2bNn49KlS4Xu+V6/fj1eeOEF/Pvf/8bx48cxduxYPPXUU9i5c6fddlFRURg0aBCOHTuGhx9+GMOGDbP93kyfPh2xsbH48ccfcfLkSSxatAiVKlWyPTcyMrLADzD3wv3pVCIyLlcrYzMgZzeb9cFmfbDZsaVLl2Lw4MEAgIceegjjxo1DTEwMOnbsiO7du8PDwwPff/89hgwZAgD45ptv0Lt3b9t1afv162d7LYPBgK+++gpBQUGIjY0t1nmp1atXx+TJk223J06ciJ9++glr1qxB27ZtbfeHhoZiwYIFUBQFDRo0wB9//IEFCxZgzJgxBV4zJiYGBw8exJUrV2znJs+dOxcbNmzA2rVr8eyzzxZ4zsqVK5GdnY2lS5farlzw8ccf49FHH8WcOXNQuXJlAIDZbMZXX30FDw8PNGnSBLNnz8aUKVPwxhtvIC8vD2+//Ta2b9+OBx98EABQp04dxMTE4PPPP0fnzp1t7zd79mw89NBDttsBAQFo0aKF7fYbb7yB9evXY+PGjZgwYQICAgLg4uICb29vVKlSpdDfz7lz52LUqFEYN24cAOCll17C/v37MXfuXHTp0sW23ahRo2x/pm+//TY++ugjHDx4EL169UJiYiLCw8PRunVrALfOjb1TjRo1ULVq1UIbHOEeVSqRnJwc0QmaydgMyNnNZn2wWR8yNpf35bTi4+Nx6NAhPP744wBufXjrsccew9KlS223BwwYgDVr1gC4tddx8+bNtsEWAE6fPo2nnnoKzZs3R9WqVW1Dze09gfeSn5+PN954A82aNUNAQAC8vLzw008/FXh+u3bt7Ab3Bx98EPHx8Q5X7/r999+Rnp6OwMBAeHl52X6dO3fO7rSEO508eRItWrSwu7xWREQErFYrTp06ZbuvRYsW8PDwsOtIT0/H+fPncfr0aWRmZuKhhx6ye9+lS5cWeN/bQ+Bt6enpmDx5Mho1agQ/Pz94eXnh5MmTxf59vPPriIiIsLsvIiICJ0+etLuvefPmtv/29PSEj48Prly5AgB4/vnn8fXXX+OBBx7Ayy+/jH379tk9d+nSpXjnnXc0dXGPKpXInefVyELGZkDObjbrg836kLG5vJdQXbp0KSwWi93y5qqqwtXVFXPnzoWvry8GDx6M3r174+rVq/jf//4HNzc3dO/e3bb94MGDERoaio8++gjVqlWDm5sbmjZtWuzf7/fffx8ffvghPvjgAzRr1gyenp6YNGlSqf680tPTUbVqVezatavAY+V5Kafbp0j88MMPqF69ut1jd1914u7rzU6ePBnbtm3D3LlzUa9ePbi7u2PgwIHl9vfWZDLZ3b5zJanevXvjr7/+wubNm7Ft2zZ069YN48ePx9y5c0v8fhxUqUS8vb0LPV/HWcnYDMjZzWZ9sFkfMja7uroiKyurXF7bYrFg1apVePvtt9G1a1e7x4YMGYK1a9fimWeewT/+8Q+EhITg22+/xbZt2zBgwADbkHP9+nXEx8dj4cKFaN++PQwGA44cOaKpY+/evejXrx+GDx8O4NaHkeLi4tC4cWO77Q4cOGB3e//+/QgLC3N4rdmWLVsiKSkJRqOxwGHrwjRq1AjR0dHIyMiwDZF79+6FwWBAgwYNbNv9/vvvyMrKgru7u63Dy8sLoaGhCAgIgKurKxITE+0O8xfH3r17MWrUKAwYMADAraE3ISHBbhuz2XzPH14aNWqEvXv3YuTIkXavfffv570EBQVh5MiRGDlyJDp27IgpU6aUalDloX+BrFBwCv6wtmzJJVSJiEgKW7ZsQUpKCkaMGIHGjRvb/erXr5/t8D8ADBw4EF999RV27tyJQYMG2e739/dHQEAAFi9ejDNnzmDXrl146aWXNHWEhYVh27Zt2LdvH06ePImxY8fi8uXLBbZLTEzESy+9hFOnTmHVqlVYuHAhXnjhBYev2b17dzz44IPo378/tm7dioSEBOzbtw+vv/46fvvtN4fPGTZsGNzc3DBy5EgcP34cO3fuxMSJEzFixAjb+anArT3zzzzzDGJjY7F582bMnDkTEyZMgMFggLe3NyZPnowXX3wRS5YswZkzZ3D48GEsXLgQS5Ysuefvw7p163D06FH8/vvvGDp0aIEPpNWqVQs///wzLl68iGuFXGloypQpiI6OxqJFixAfH4/58+dj3bp1ducB38uMGTPw3Xff4fTp0zhx4gQ2bdqERo0a2R5/8skn8dprrxX79QAOqkLlKi6YoHTD9S1bgP//E5Ys0tLSRCdoJmMzIGc3m/XBZn3I2Fye59UuXboUkZGR8PX1LfBY3759ceTIERw/fhzArcP7f/75J6pVq4Z27drZtjMYDFi8eDGOHj2Kdu3a4dVXX8X777+vqWPatGlo2bIlevbsicjISFSpUgX9+/cvsN2TTz6JrKwstG3bFuPHj8cLL7zg8ENRwK3D2Js3b0anTp3w1FNPoX79+njiiSfw119/2Q2dd/Lw8MBPP/2E5ORktGnTBgMHDkS3bt3w8ccf223XrVs3hIWFoVOnThg8eDD69u2LWbNm2R5/4403MH36dLzzzjto1KgRevXqhR9++AG1a9cu8vdh/vz58Pf3R/v27fHoo4+iZ8+eaNmypd02s2fPRkJCAurWrYugoCCHr9O/f398+OGHmDt3Lpo0aYLPP/8cixcvRmRkZJHvfyez2YzXXnsNzZs3R6dOneDi4oKvv/7a9nhiYqLm6+0qql5XBdbR861exukj50RnFNs3yf9FpmQX/Pfw8GCzTmTsZrM+2KwPGZoVRYGHhwcMhlv7n0wmE/Ly8gRXFZ/BYChw7mVFMmrUKKSkpGDDhg2iU5xefn4+VFW1LfTAPapOQI/r3ZU1NutHxm4264PN+pCxmas5UUXBQVUgV9WCZepmmBs0gFJOJ72XFxl3xMvYDMjZzWZ9sFkfbCYSh4f+BXJTLfgeGwAAl+Ljod5xfTUiIqLiuvvQv2wq+qF/Kj4e+qcyUZ7XkysvMjYDcnazWR9s1oeMzTKerkDkCAdVKhEZf2qXsRmQs5vN+mCzPmRsLoslVOPj41GvXj0pr3rgSGRkJCZNmiS0YdasWXjggQeENoiQm5uLWrVqFXqJr6LI9/8+cgoyLikoYzMgZzeb9cFmfcjYXNgSqhcuXMC4ceNQv359BAYGokmTJnj55Zdx/fr1AtvOmjULY8eOhbe3d3nn2vz+++8YMmQIQkND4e7ujkaNGuHDDz/U7f2L8q9//QutWrWCq6triYfNyZMnY8eOHSVu+M9//oPIyEj4+PhAURSkpKSU+LXK0rp169CjRw8EBgZCURQcPXrU7nGz2YzJkyfjlVde0fzaHFSpRGT8xi1jMyBnN5v1wWZ9yNjsaBWic+fOoXPnzjhz5gy++uorHD16FAsWLMDu3bvRvXt3u9W3zp8/jy1btmDYsGF6ZuPQoUMIDg7G8uXLceLECbz++ut47bXXClyTVJSnn34agwcPLvHzvby8EBgYWOLnZ2ZmolevXpg6dWqJX6M8ZGRkoEOHDpgzZ06h2wwbNgwxMTE4ceKEptfmoEol4uPjIzpBMxmbATm72awPNutDxua714cHgH//+98wm83YsGEDOnTogNDQUPTo0QMbN27EpUuX8MYbb9i2Xb9+PZo2bYpq1arZ7luxYgVCQ0Px448/omXLlqhcuTJGjBiBzMxMrFixAk2bNkWNGjUwZcqUey7XWZinn34aH374ITp37ow6depg+PDheOqpp7Bu3TpNr5ORkYEnn3wSXl5eqFq1KubNm1einjt99NFHGD9+POrUqVPi1yjtof9Jkybh1VdftVs8Qavo6Gj4+flhw4YNCAsLg5ubG3r27Inz58+X+DVHjBiBGTNmoHv37oVu4+/vj4iICLsFAIqDg6pAKoAE+MDaqBHAJVSJiKicJCcnY8eOHRg9erRtrfnbKleujEGDBuHbb7+1XdZq3759BVY3Am7t0fvss8+wePFirFu3Dnv27MHQoUOxbds2rF271raa0Z0Xtp80aRKqVq1a5K+ipKamIiAgQNPXO2XKFOzevRvfffcdtm7dil27duHw4cN22zz33HPw8vIq8ld5W7FixT0b9uzZU+bvm5mZibfeegtLly7F3r17kZKSgieeeML2+J49e+7ZtWLFCs3v27ZtW81fD68ILFCOYsQY9MCqnxdBzc0VnaNJenq66ATNZGwG5Oxmsz7YrA8Zm3Pv+jflzJkzUFUVDRo0cLh9/fr1kZKSgmvXriEoKAjnz59HeHh4ge3y8vKwYMEC217F/v374+uvv8bp06fh5eWFhg0bomPHjtizZw/++c9/AgBef/11TJw4sURfx759+7B69Wr88MMPxX5Oeno6vvzySyxfvhzdunUDACxZsgQhISF2282ePVvTOvbloW/fvvjHP/5R5DbVq1cv8/fNy8vDxx9/bHvvJUuWoFGjRjh48CDatm2L1q1bFzjP9G6FLSlblGrVquGvv/7S9BwOqk7AaDQW+Kbi7NisHxm72awPNutDxmaDweDw8HtxL52elZXl8BJXHh4edoe+g4KCUKNGDbu9j8HBwbh69ardNoWtL1+U48ePo1+/fpg5cyZ69OhR7OedOXMGubm5dgNgQEBAgSE9ODgYwcHBmrvKkre3t64fVrvNaDSiTZs2ttsNGzaEn58fTp48ibZt28Ld3R316tUr8/d1d3fXvBwxD/07ARmvd8dm/cjYzWZ9sFkfMjbfvYRqnTp1oCgKTp065XD7uLg4+Pn5oVKlSgCAwMBAh58oN5lMdrcVRXF4n9Vqtd0uyaH/2NhYdOvWDc8++yymTZtWrK9Zq/v50P+9lNeh/+TkZM0/tHCPqkCuqgUf438wt2wJ5fvvod513hAREVFZCAwMRJcuXfDFF19g/PjxduepXr58GWvWrMGQIUNs119t3rw5/vzzzzJ5b62H/k+cOIGuXbti5MiReOuttzS/X926dWEymXDgwAHUqFEDAHDjxg3ExcWhc+fOtu3u50P/FosFv/32G9q2bQsAOHXqFFJSUtCoUSMAKLdD/8ePH3d4SklROKgKpACohZvAyZuAZCvZ3nkZE1nI2AzI2c1mfbBZHzI2Z2VlFbhv7ty5eOihhzBgwABMnz4dNWvWxMmTJzF9+nRUrVoV06dPt23bvXt3TJgwAfn5+XBxcSlVi5ZD/8ePH0fXrl3Rs2dPvPTSS0hKSgIAuLi4FPs1vLy88Mwzz2DKlCkIDAxEcHAwXn/99QILN2g99H/69Gmkp6cjKSkJWVlZtkGucePGMJvNxX6dO2k99J+UlISkpCScPn0aAPDHH3/A29sbNWrU0PSBM5PJhIkTJ+Kjjz6C0WjEhAkT0K5dO9vgqvXQf3JyMhITE/H3338DgG3PfZUqVVClShXbdnv27LG7ukRx8NA/lYivr6/oBM1kbAbk7GazPtisDxmbHV2eql69eti9ezdq1aqFkSNHokWLFnjhhRfQsWNHbN++3W7Qeeihh2A0GrFz5049s7F27VpcvXoVy5cvtzs14M7zKRMSEqAoCnbt2lXo67z//vvo2LEjHn30UXTv3h0dOnRAq1atStU2evRohIeH4/PPP0dcXBzCw8MRHh5uG86AW6c9REdHl+p9ivLZZ58hPDwcY8aMAQB06tQJ4eHh2Lhxo22byMhIjBo1qsjX8fDwwCuvvIKhQ4ciIiICXl5eWL16dYm7Nm7ciPDwcDzyyCMAgCeeeALh4eH47LPPbNv88ssvSE1NxcCBAzW9tqIW98xqiTzf6mWcPnJOdMY9uakWfI8NAIBL8fFQPTzEBmkQEBAg3V4GGZsBObvZrA8260OGZkVR4OHhYdtr6O7u7nCvqhb/+c9/sHnzZrtLTZUXg8EAT0/PYm27c+dOPPbYYzh79iz8/f3Luaz4zp07h/r16yM2NhZhYWEOt3nttdewZ88exMTElFtHzZo1ERUVVeiwGh0djUmTJum+qtXgwYPRokWLey5WkJ+fD1VVbedZ89A/lYhsn4AF5GwG5Oxmsz7YrA8Zm0t6wf07Pf3000hNTUVaWpqQT6YXZvPmzZg6dapTDanAra5nn33W4ZCqqirOnj2LHTt2aD5HU4sTJ07A19cXTz75ZLm9R0nk5uaiWbNmePHFFzU/l3tUBZJ5j6qLi0uZfCPUk4zNgJzdbNYHm/UhQ/Pde1QVRSn2paicgZY9qjJKSUlB5cqV0aZNG6xYsQI1a9YU1iJqj2px3b1HleeoUonIeM6WjM2AnN1s1geb9SFjs4yX1KrI/Pz8kJOTg5iYGKFDKgCMGjXKaYdURzioCqQCSIIH1Bo1uIQqERER0V04qAqUoxgxQnkY1w8dku4aqjIuKShjMyBnN5v1wWZ9yNhcFufVxsfHo169ekhLSyuDIvEiIyMxadIkoQ2jRo1C//79hTaIEBsbi5CQEGRkZGh+LgdVJ1Daa9SJwGb9yNjNZn2wWR8yNiuFHKW7cOECxo0bh/r16yMwMBBNmjTByy+/jOvXrxfYdtasWRg7dqzuH6RKTEzEI488Ag8PDwQHB2PKlCmwWCy6Ntzt+vXr6NWrF6pVqwZXV1eEhoZiwoQJuHnzpqbX+fDDD0t8+aqEhAQ888wzqF27Ntzd3VG3bl3MnDnTKT7s99Zbb6F9+/bw8PCAn59fgccbN26Mdu3aYf78+Zpfm4OqE3CXbG8qwGY9ydjNZn2wWR8yNt+9rClw6/JJnTt3xpkzZ/DVV1/h6NGjWLBgAXbv3o3u3bvbXYLr/Pnz2LJlC4YNG6ZnNvLz8/HII48gNzcX+/btw5IlSxAdHY0ZM2bo2nE3g8GAfv36YePGjYiLi0N0dDS2b9+O5557TtPr+Pr6OhzkiuPPP/+E1WrF559/jhMnTmDBggX47LPP7nm5Jz3k5ubi8ccfx/PPP1/oNk899RQWLVqk+YcODqoCmdV8fKzugDkiAijl9e6IiIiK8u9//xtmsxkbNmxAhw4dEBoaih49emDjxo24dOmS3YpB69evR9OmTVGtWjXbfStWrEBoaCh+/PFHtGzZEpUrV8aIESOQmZmJFStWoGnTpqhRowamTJlS4qskbN26FbGxsVi+fDkeeOAB9O7dG2+88QY++eQTTXsOMzIy8OSTT8LLywtVq1bFvHnzStRzm7+/P55//nm0bt0aNWvWRLdu3TBu3Djs2bNH0+uU5tB/r169sHjxYvTo0QN16tRB3759MXnyZKxbt65EDVFRUQgKCoKPjw+ee+65Uu2ZjYqKwosvvohmzZoVus1DDz2E5ORk7N69W9Nrc1AVyAAVDXADhsOHoUh0GRHg1rrJspGxGZCzm836YLM+ZGy++2L/ycnJ2LFjB0aPHl1gD3HlypUxaNAgfPvtt7ZLWu3btw8tW7Ys8LqZmZn47LPPsHjxYqxbtw579uzB0KFDsW3bNqxduxaff/45Fi9ebLdIwKRJk+xWmXL067ZffvkFzZo1s1tHvmfPnrh58yZOnDhR7K9/ypQp2L17N7777jts3boVu3btwuHDh+22ee655+Dl5VXkr8L8/fffWLduHTp37lzsJkfefvvtezYkJiYW+vzU1FRNS6fetmPHDpw8eRK7du3CqlWrsG7dOkRFRZVZlyNmsxkPPPCA5uGeF/ynEvHx8UFqaqroDE1kbAbk7GazPtisDxmbXV1dkZOTY7t95swZqKqKBg0aONy+fv36SElJwbVr1xAUFITz5887vDB9Xl4eFixYgDp16gAA+vfvj6+//hqnT5+Gl5cXGjZsiI4dO2LPnj345z//CQB4/fXXMXHixGJ1JyUl2Q2pAGy3k5KSivUa6enp+PLLL7F8+XJ069YNALBkyRKEhITYbTd79mxMnjy5WK9525AhQ/Ddd98hKysLjz76KL744gtNz7/bc889h0GDBhW5zZ17te90+vRpLFy4EHPnztX8vmazGV999RU8PDzQpEkTzJ49G1OmTMEbb7wBg8FQqq57Peevv/7S9BwOqlQiMn64QMZmQM5uNuuDzfqQsfn2hf/vVtxFALKyshxei9XDw8M2pAJAUFAQatSoYbf3MTg4GFevXrXbJigoqLjppXbmzBnk5ubiH//4h+2+gICAAkN6cHAwgoODNb32ggULMHPmTMTFxeG1117DSy+9hE8//bTErQEBASXaI3rx4kX06tULjz/+OMaMGaP5+S1atIDHHYsMPfjgg0hPT8f58+dRs2bNEnfdi7u7OzIzMzU9h4f+qUTy8vJEJ2gmYzMgZzeb9cFmfcjYfPc5onXq1IGiKDh16pTD7ePi4uDn54dKlSoBAAIDAx1eFP7uD2kpiuLwPqvVarut5dB/lSpVcPnyZbvXu327SpUq9/iqtSnJof8qVaqgYcOG6Nu3Lz7//HMsWrQIly5dKnFDSQ6x//333+jSpQvat2+P//znPyV+77LuKo7k5GTNP7RwjyqVSEmuhSaajM2AnN1s1geb9SFj893DdWBgILp06YIvvvgC48ePtztP9fLly1izZg2GDBliu6xV8+bN8eeff5ZJi5ZD/w8++CDeeustXLlyxba3c9u2bfDx8UHjxo2L9Rp169aFyWTCgQMHUKNGDQC3zjOOi4uzO6e0JIf+73R7GL/zFAuttB5iv3jxIrp06YJWrVph8eLFhe45v5fff/8dWVlZtr8H+/fvh5eXF0JDQ0vUVVzHjx/HwIEDNT2HgyqViJ+fn92lTGQgYzMgZzeb9cFmfcjY7ObmVuADVXPnzsVDDz2EAQMGYPr06ahZsyZOnjyJ6dOno2rVqpg+fbpt2+7du2PChAnIz88v9akPWg799+jRA40bN8aIESPw3nvvISkpCdOmTcP48ePh6uparNfw8vLCM888gylTpiAwMBDBwcF4/fXXCwx1Wg79b968GZcvX0abNm3g5eWFEydOYMqUKYiIiECtWrWK9RqOaDnEfvHiRURGRqJmzZqYO3eu3ekVWvc25+bm4plnnsG0adOQkJCAmTNnYsKECbbfI62H/hMTE5GcnIzExETk5+fj6NGjAIB69erZ9kwnJCTg4sWL6N69u6ZWHvoXLAVmqP//UAsREVF5qVevHnbv3o1atWph5MiRaNGiBV544QV07NgR27dvtxtMHnroIRiNRuzcuVPXRhcXF2zatAkuLi548MEHMXz4cDz55JOYPXu2bZuEhAQoioJdu3YV+jrvv/8+OnbsiEcffRTdu3dHhw4d0KpVqxJ3ubu747///S86dOiARo0a4cUXX0Tfvn2xadMmTV2lsW3bNpw+fRo7duxASEiIw1MngFunXtxrUYFu3bohLCwMnTp1wuDBg9G3b1/MmjWrxG0zZsxAeHg4Zs6cifT0dISHhyM8PBy//fabbZtVq1ahR48eqFmzpqbXVtTinlktkedbvYzTR86Jzii2r69+VqpDByLc/YlSGcjYDMjZzWZ9sFkfMjQrigIPDw/bHjEXF5cSX8v0tv/85z/YvHmz3aWmyovBYICnp2extt25cycee+wxnD17Fv7+/uVcVnzF6RoyZAhcXFywfPnycmk4d+4c6tevj9jYWISFhTncZtSoUUhJSdHlz/W23NxchIWFYeXKlYiIiChy2/z8fKiqCqPx1kF/7lF1AoUtdefM2KwfGbvZrA826+N+bX766acRERGBtLS0MigqO5s3b8bUqVOdakgFiu6yWCyIjY3FL7/8giZNmpRrw7PPPlvokCpKYmIipk6des8h1RGeo+oEPDw8kJ2dLTpDEzbrR8ZuNuuDzfqQsdlkMmleqvJuRqMRU6ZMKaOisvP++++LTnCoqK7jx4+jffv26NKli+ZlV7UYP358ub12adSrVw/16tUr0XM5qApkVvPxNvbA3KMHsHgxIOF60kRE5Bwq4Jl8FcYDDzyg+fqh5eVe5686Gw6qAhmgogWuAXv2QFFVyPQtRsYlBWVsBuTsZrM+2KwPGZpVVbUbVO/+xD+RrHiOKpWIt7e36ATNZGwG5Oxmsz7YrA9Zmu+8yH5xL+VE5Gzy8/PtLiXGQZVK5Pan8WQiYzMgZzeb9cFmfcjSfPvT0kDhS6gSObPbRwY4qFKplfYkfRFkbAbk7GazPtisD1ma8/PzbcPqnXtXiWThaIEJDqpUIunp6aITNJOxGZCzm836YLM+ZGlWVRU5OTnIz893+uu+Et1JVVVYLBaoqlpgUJXjeAY5HRmXFJSxGZCzm836YLM+ZGq2Wq3Izs6Gj48PcnNzYTAYpLgOLPcC359u/7lbrVYYDAYYjcYCf18r5KA6e8sU5OXlic64JyUzE9bmP0nxTYSIiORwe69UVlYWFEWR4nxVFxcXfgDsPqQoClxcXBwOqLdVyEFVFqqHB5JOn4abmxtUyS4m7SzXg9NCxmZAzm4264PN+pC5WVXVUi+lqgeDwQCTySQ6g5yQ8/+YdR+Q8SLNbNaPjN1s1geb9cFmInE4qDoBT09P0QmasVk/MnazWR9s1gebicThoCpSdjYCRoyAacAAQLJD/0RERETlTVEr4PGBq1evSvNhqqphYQCAS/HxUD08BBcVn8FgkO4TmjI2A3J2s1kfbNYHm8ufyWRCUFCQ6AxyQtyjSiUi42ElGZsBObvZrA8264PNROJwUKUSkfHTmTI2A3J2s1kfbNYHm4nE4aBKJSLLkoJ3krEZkLObzfpgsz7YTCQOB1UqkbS0NNEJmsnYDMjZzWZ9sFkfbCYSh4MqlYi/v7/oBM1kbAbk7GazPtisDzYTiVMhV6YyGiX5slxdgfBwAIDR1RWQ6JwiRVGkOwdKxmZAzm4264PN+mBz+ZPm323SXYW6PFVeXp5U/8ckIiKi/8N/x+luFerQf15eHj788ENkZWWJTim2rKwsvPLKK2wuZzI2A3J2s1kfbNYHm/WRlZWFDz/8UIproJO+KtSgCgB79+6Vao1jVVVx7tw5NpczGZsBObvZrA8264PN+lBVFXv37hWdQU6owg2qRERERFQxcFAlIiIiIqdUoQZVk8mEgQMHSnUiNpv1IWMzIGc3m/XBZn2wWR8yNpM+KtSn/omIiIio4qhQe1SJiIiIqOLgoEpERERETomDKhERERE5JQ6qREREROSUKtTiulu2bMH333+PlJQU1KxZE08//TTq1asnOsuh2NhYbNy4EefOncONGzcwefJktG3bVnRWkdavX4+DBw/i4sWLMJvNqF+/PoYPH45q1aqJTivU1q1bsXXrVly9ehUAEBISgoEDByI8PFxwWfFt2LABK1euxMMPP4xRo0aJznFozZo1WLt2rd191apVwwcffCAmqJiSk5OxfPlyHD16FDk5OahSpQrGjRuHunXrik4r1Pjx421/n+/Uo0cPjB49WkBR0axWK9asWYM9e/YgJSUFAQEB6Ny5M/75z39CURTReYXKysrC6tWrcfDgQaSmpqJ27doYNWqUU/2bcq9/R1RVxZo1a7Bjxw5kZGSgYcOGGD16NKpWreq0zQcOHMC2bdtw9uxZpKen47333kOtWrWE9ZJ4FWZQ3bdvH5YuXYoxY8YgLCwMP/zwA9566y188MEH8PX1FZ1XQE5ODmrVqoWuXbti7ty5onOKJTY2Fj179kTdunWRn5+PVatW4c0338T8+fPh5uYmOs+hgIAADB06FFWrVoWqqti9ezfee+89vPfeewgNDRWdd0+nT5/Gtm3bULNmTdEp9xQaGorp06fbbhsMzn3AJj09HdOnT0eTJk0wdepU+Pj44NKlS/D09BSdVqR33nkHVqvVdjsxMRFvvvkmHnzwQYFVhduwYQO2bduG8ePHIyQkBGfPnsWnn34KDw8PPPzww6LzCvXZZ5/h/PnzmDBhAgICAvDzzz/jjTfewIIFCxAQECA6D8C9/x357rvv8OOPP2L8+PEIDg7G6tWr8dZbb2H+/Pkwm80Ciu/dnJOTg4YNG+LBBx/E559/LqCQnE2FGVQ3bdqEbt26oUuXLgCAMWPG4PDhw9i5cyf69+8vNs6B8PBwqfbqAcDrr79ud3v8+PEYPXo0zp49i8aNGwuqKlrr1q3tbg8ZMgRbt25FfHy80w+q2dnZWLhwIcaOHYt169aJzrkng8EAPz8/0RnF9t133yEwMBDjxo2z3RccHCywqHh8fHzsbm/YsAGVK1d22v8PxsXFoXXr1mjZsiWAW7/HMTExOH36tOCywuXm5uLAgQN4+eWXbb+vgwYNwqFDh7B161Y88cQTggtvKerfEVVVsXnzZjz22GNo06YNAGDChAkYM2YMfv31V0REROiZanOvf/s6deoEALhy5YpeSeTknHuXRzFZLBacPXsWzZo1s91nMBjQrFkzxMXFCSyr2DIzMwEAXl5egkuKx2q1Yu/evcjJyUH9+vVF59zTF198gfDwcDRv3lx0SrEkJSVh7NixmDBhAj766CNcu3ZNdFKRfvvtN9SpUwfz58/H6NGj8fLLL2P79u2iszSxWCzYs2cPunTp4rSH0evXr4/jx4/j77//BgAkJCTg1KlTTv2Den5+PqxWa4GLz5vNZvz555+CqrS5cuUKUlJS7L5/eHh4oF69evx3kaRSIfao3rx5E1artcDeHD8/P9s3RypbVqsV0dHRaNCgAWrUqCE6p0iJiYl4/fXXkZeXBzc3N0yePBkhISGis4q0d+9enDt3Du+8847olGIJCwvDuHHjUK1aNdy4cQNr167FjBkzMG/ePLi7u4vOc+jKlSvYtm0bHnnkEQwYMABnzpzB4sWLYTQaERkZKTqvWA4ePIiMjAyn7u3fvz+ysrLw4osvwmAwwGq14oknnkDHjh1FpxXK3d0d9evXx7fffovq1avDz88PMTExiIuLQ5UqVUTnFUtKSgoAFDj1zdfX1/YYkQwqxKBK+vvyyy9x/vx5zJ49W3TKPVWrVg3vv/8+MjMzsX//fnzyySeIiopy2mH12rVriI6OxrRp04SdR6bVnXvHatasaRtcf/nlF3Tt2lVgWeGsVivq1q2LoUOHAgBq166NxMREbNu2zakHvzvt3LkTDzzwgNOcM+nIL7/8gpiYGPzrX/9CaGgoEhISEB0dDX9/f6f+fZ4wYQIWLVqE5557DgaDAbVr10ZERATOnTsnOo3ovlIhBlUfHx8YDIYCPyWmpKRIdc6cLL788kscPnwYUVFRCAwMFJ1zT0aj0bYXpE6dOjhz5gw2b96MZ599VnCZY2fPnkVqaipeeeUV231WqxUnT57Eli1bsHLlSqf/oJKnpyeqVauGpKQk0SmF8vf3L/DDSkhICA4cOCCoSJurV6/i2LFjmDx5suiUIi1fvhz9+vWznRNZo0YNXL16FRs2bHDqQbVKlSqIiopCdnY2srKy4O/vjwULFkhxHjMA2799qamp8Pf3t92fmprKT9GTVCrEoGo0GlGnTh0cP37cdpkLq9WK48ePo1evXoLrKg5VVfHVV1/h4MGDmDVrljTfsO9mtVqRl5cnOqNQzZo1K/Bp2EWLFqFatWro16+f0w+pwK0PgiUlJTn14d0GDRoUODXo77//RlBQkKAibXbu3AlfX1/bh5ScVU5OToG/swaDAaqqCirSxs3NDW5ubkhPT8fvv/+O4cOHi04qluDgYPj5+eGPP/6wDaaZmZk4ffo0evToITaOSIMKMagCQJ8+ffDJJ5+gTp06qFevHjZv3oycnByn/Yn99j/kt125cgUJCQnw8vJCpUqVBJYV7ssvv0RMTAxefvlluLu72/Zge3h4OO0h6pUrV+KBBx5ApUqVkJ2djZiYGMTGxha4goEzcXd3L3Der6urK7y9vZ32fOClS5eidevWqFSpEm7cuIE1a9bAYDCgQ4cOotMK9cgjj2D69OlYt24d2rdvj9OnT2PHjh1Ou6f9TlarFbt27ULnzp3h4uIiOqdIrVq1wrp161CpUiWEhIQgISEBmzZtsl2hxVkdPXoUAGxHBpYtW4bq1as71b8p9/p35OGHH8a6detQtWpVBAcH4+uvv4a/v7/tKgDO2Jyeno5r164hOTkZAGw/TPr5+fEI6X1KUWX5sbYYtmzZgo0bNyIlJQW1atXCU089hbCwMNFZDp04cQJRUVEF7u/cuTPGjx8voOjeBg0a5PD+cePGOdU37zstWrQIx48fx40bN+Dh4YGaNWuiX79+0nyS/rZZs2ahVq1aTnvB/w8++AAnT55EWloafHx80LBhQzzxxBNO/8GTQ4cOYeXKlUhKSkJwcDAeeeQRdO/eXXTWPf3++++260Q784IbQMEL5wcEBCAiIgIDBw6E0ei8+0r27duHVatW4fr16/Dy8sI//vEPDBkyBB4eHqLTbO7178jtC/5v374dmZmZaNiwIZ555hmhf2fu1bxr1y58+umnBR4fOHBgof8GUcVWoQZVIiIiIqo4nP9kNyIiIiK6L3FQJSIiIiKnxEGViIiIiJwSB1UiIiIickocVImIiIjIKXFQJSIiIiKnxEGViIiIiJwSB1UiKrZPPvnEaRekKCsnTpzAoEGDcOLECdEpRET3PeddFoSIdFHc1V5mzpxZziXOKyYmBqmpqXjkkUdEpxAR3Ve4MhXRfe7nn38ucPvYsWOYMGGC3f3NmzeHl5cXVFWFyWTSM1FXVqsVFosFRqMRBsOtg07vvvsuzp8/j08++URwHRHR/YV7VInuc506dbK7HR8fj2PHjhW4/35hMBhgNptFZxARETioEpEGn3zyCWJjY217Fq9cuYIJEyZg+PDhMJvN2LRpE1JSUtCwYUM899xzCAwMxLfffovt27cjLS0NLVq0wLhx4+Dl5WX3ukeOHMH69etx7tw5KIqCRo0aYfjw4QgNDS2yZ82aNVi7di3WrFljd/+uXbvw6aef4uOPP0ZwcDAAYPz48QgNDUX//v2xZMkSJCYmwt/fH48//jg6d+5se+6JEycQFRWFmTNnokmTJpg1axZiY2MB/N9pEkFBQbbfgx9//BHbtm3DlStXYDKZULlyZfTp0wcdOnQoxe80EREBHFSJqAzExMTAYrGgV69eSE9Px8aNG7FgwQI0bdoUsbGx6NevH5KSkrBlyxYsXboU48aNsz33559/xieffIIWLVpg2LBhyMnJwdatWzFjxgzMmTPHNmiWhaSkJMybNw9du3ZF586dsXPnTnz66aeoU6dOoUPxY489hszMTFy/fh0jR44EALi5uQEAtm/fjsWLF6Ndu3Z4+OGHkZubi8TERMTHx3NQJSIqAxxUiajUkpOT8dFHH8HDwwPArfM8N2zYgNzcXLz77rtwcXEBANy8eRMxMTEYM2YMTCYTsrOzsXjxYnTt2hVjx461vV7nzp0xadIkrF+/3u7+0vr7778RFRWFRo0aAQDat2+P559/Hjt37sSTTz7p8DnNmzdHQEAAMjIyCpwOcfjwYYSGhuKll14qs0YiIvo/vDwVEZVau3btbEMqAISFhQEAOnbsaBtSb99vsViQnJwMADh27BgyMjIQERGBmzdv2n4ZDAaEhYWV+SWiQkJCbEMqAPj4+KBatWq4cuVKiV7P09MT169fx+nTp8sqkYiI7sA9qkRUapUqVbK7fXtoLez+jIwMAMClS5cAALNnz3b4uu7u7uXaCdwaNm/3aNWvXz/88ccfmDp1KqpUqYLmzZujQ4cOaNiwYWlTiYgIHFSJqAzcvoxTce+/fVW82/87YcIE+Pn5Fdjuzr2xjiiK4vB+q9Vaoh6tQkJC8MEHH+Dw4cM4evQoDhw4gK1bt2LgwIHFvj4tEREVjoMqEQlTuXJlAICvry+aN2+u+fmenp4Abu2hvf3fAHD16tWyCSwGNzc3tG/fHu3bt4fFYsHcuXOxbt069O/fn5e5IiIqJZ6jSkTCtGjRAu7u7li/fj0sFkuBx2/evFnk86tUqQIAOHnypO2+7Oxs7N69u0w73dzckJmZWeD+tLQ0u9tGoxEhISFQVRX5+fll2kBEdD/iHlUiEsbDwwNjxozBwoUL8corryAiIgI+Pj64du0aDh8+jAYNGuCZZ54p9PnNmzdHpUqVsGjRIvTt2xcGgwE7d+60vUZZqVOnDvbt24clS5agbt26cHNzQ+vWrfHmm2/Cz88PDRo0gJ+fHy5cuICffvoJLVu2LPPza4mI7kccVIlIqA4dOsDf3x8bNmzAxo0bkZeXh4CAADRq1AhdunQp8rlGoxGTJ0/Gl19+idWrV8PPzw8PP/wwvLy88Omnn5ZZY48ePZCQkIBdu3bhhx9+QFBQEFq3bo2HHnoIe/bswQ8//IDs7GwEBASgd+/eeOyxx8rsvYmI7meKWtJPERARERERlSOeo0pERERETomDKhERERE5JQ6qREREROSUOKgSERERkVPioEpERERETomDKhERERE5JQ6qREREROSUOKgSERERkVPioEpERERETomDKhERERE5JQ6qREREROSUOKgSERERkVPioEpERERETun/AQUH0UTVQ6QyAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 6 -------------------\n", "Scheduled operation: S-Op(operation=O(m=0, d=3, j=2, p=1), start_time=1, machine_id=0)\n", "Current time: 7\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -7.0 1.0 1.0 0.0 1.0\n", "1 0.0 -6.0 1.0 1.0 0.0 1.0\n", "2 0.0 -5.0 7.0 1.0 0.0 0.0\n", "3 1.0 2.0 2.0 0.0 0.0 0.0\n", "4 0.0 -5.0 5.0 1.0 0.0 1.0\n", "5 1.0 2.0 1.0 0.0 0.0 0.0\n", "6 0.0 3.0 1.0 0.0 1.0 0.0\n", "7 0.0 -7.0 0.0 1.0 0.0 1.0\n", "8 0.0 -6.0 -3.0 1.0 0.0 1.0\n", "9 1.0 0.0 2.0 0.0 0.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 2.0 3.0 0.0 2.0 0.0\n", "1 1.0 0.0 2.0 0.0 1.0 0.0\n", "2 1.0 2.0 1.0 1.0 1.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 2.0 2.0 1.0 1.0 0.0\n", "1 1.0 2.0 2.0 0.0 2.0 0.0\n", "2 1.0 0.0 2.0 0.0 1.0 0.0\n" ] }, { "data": { "image/png": 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iIpKXiOdoETMTWcJCVQEMBoPcEYhIIM7GXGwzbsE24xYuoWoHIp6jRcxMZAnHqCpAYmKi3BGISDA6cPohexHxHC1iZiJL2KOqAN7e3nJHICIiK0Q8R4uYmcgSFqpERERECnTo0CH4+fmV6lkceOlfATIzM+WOQEREVoh4jhYxc3F5dl2E3d4ravBLkl8zadIkJCUlISLCdjkjIiKwefNmnD59GqmpqYiJiYGnp6fN3s+W2KOqADk5OXJHICIiK0Q8R4uYmYpPRkYGOnTogClTpsgdpchYqCqAu7u73BGIiMgKEc/RImYujbKysjBjxgzUrl0bQUFB6NmzJ06cOFFgv6NHj6Jt27YICgpC9+7dce7cucced9y4cXjttdfQqFEjW0W3GxaqRESCMUCFUyiDUygDA5dQJRLWvHnzsH37dixduhR79uxB5cqVMWjQINy/f99sv7CwMISFheHXX3+Fj48Phg8fXmp6zVmoKkBycrLcEYhIINkqB0xVtcNUVTtkqxzkjlPiiXiOFjFzaZOWlobw8HDMmTMHHTt2RI0aNbBw4UI4OztjzZo1ZvtOnToV7dq1Q+3atbF06VLEx8djx44dMiW3LxaqCuDk5CR3BCIiskLEc7SImUub2NhY5OTkoGnTpqZtWq0WISEhiImJMdu3cePGpu+9vLxQtWpVXLhwwW5Z5cRCVQF4QiEiUi4Rz9EiZiayhIWqAnCpOyKSwtmYix+M2/CDcRuXULUDEc/RImYubSpVqgRHR0ccPXrUtC0nJwcnT55E9erVzfY9duyY6fvExERcvny5wD4lFedRVQAudUdEUumRLXeEUkPEc7SImUsbV1dXhIaGIiwsDF5eXihfvjyWLVuGjIwMDB061GzfTz/9FF5eXvD19cUHH3wAb29vdO/e3eqxb9++jTt37uDKlSsAgHPnzsHV1RWBgYHw8vKy6c9V3FioKoCXl1eBO/yIiEgZRDxHi5i5tDAYDNBoHpRfs2bNgsFgwIQJE5Camor69etj/fr10Ov1Zq+ZNWsWZs2ahcuXL6NOnTpYtWoVHB0drb7HypUrsWDBAtPj3r17AwA+++wzvPjii8X/Q9mQymg0GuUOUdwMd/sCudFyxyi0bP1pJCQkyB1DkhGBk+WOQFRqORtz8RO2AgB6oS8yVexzsKWf0lcJd4729vYWKrNWq4Wvr6+k11y+fFnI+WIHDRqEypUr48MPP5Q7SgEpKSmoUqWK3DHMcIyqAmRlZckdgYiIrBDxHC1i5pIuMTERu3btwuHDh9GmTRu54wiDH8MVIDubY82IiJRKxHO0iJlLusmTJ+PkyZN49dVXHzu+lMyxUFUAd3d3oS7REBGVJiKeo0XMXNKtXLlS7ghCYqFKRCQYA1Q4Dy/T90REJRULVQVISUmROwIRCSRb5YCJ6Ch3jFJDxHO0iJmJLOHNVAqg1WrljkBERFaIeI4WMTORJSxUFcDZ2VnuCEREZIWI52gRMxNZwkJVAUrgVLZEZENOxlysMu7AKuMOOHEJVZsT8RwtYmYiSzhGVQG4eggRSaECEIB00/dkWyKeo0XMTGSJogrVLVu24OjRo7hx4wYcHR1RvXp1DBs2DOXKlZM7mk3p9Xquy0xEpFAinqNFzEwFHTp0CP369UNMTAw8PT3ljiMLRRWq0dHR6Nq1K6pWrYq8vDysW7cO7777LhYuXFiix9uo1RyBQUSkVCKeo0XMXFx88lra7b3uORyS/JpJkyYhKSkJERERNkj0oDf9448/xv79+3Hjxg34+Pige/fueOutt+Dh4WGT97QlRRWqM2fONHs8YcIEjB49GpcvX0bt2rVlSmV7XOqOiEi5RDxHi5iZikdcXBzi4uIwd+5cVK9eHdevX8e0adMQFxeH5cuXyx1PMkV/5EpPfzAGy83NTeYktsUTChGRcol4jhYxc2mUlZWFGTNmoHbt2ggKCkLPnj1x4sSJAvsdPXoUbdu2RVBQELp3745z585ZPWatWrWwYsUKdO3aFZUrV0br1q0xY8YM7Nq1C7m54t18qdhC1WAwIDw8HDVq1ECFChUs7pOTk4P09HTTV0ZGhp1TFg8Ru+KJiEoLEc/RImYujebNm4ft27dj6dKl2LNnDypXroxBgwYVuBkuLCwMYWFh+PXXX+Hj44Phw4cjJyen0O+TnJwMd3d3aDSKupBeKIpN/N133+HatWuYN2+e1X22bNmCjRs3mh5XrlwZH330kT3iERHJxgggFh6m74lIPGlpaQgPD8dnn32Gjh0frDS3cOFCNGrUCGvWrMHEiRNN+06dOhXt2rUDACxduhQNGjTAjh070KdPnye+z71797Bw4UIMHz7cJj+HrSmyUP3uu+9w/PhxhIWFwcfHx+p+/fr1Q8+ePU2PVSoxJ2pJTU2VOwIRCSRLpcEYdJE7Rqkh4jlaxMylTWxsLHJyctC0aVPTNq1Wi5CQEMTExJjt27hxY9P3Xl5eqFq1Ki5cuPDE90hJScHQoUNRvXp1TJs2rfjC25GiClWj0Yjly5fj6NGjmDt3Lvz8/B67v1arLRHLxGk0GmRnZ8sdg4iILBDxHC1iZipeqampGDRoEFxdXREeHi5svaSoMarfffcdDh48iMmTJ0On0yExMRGJiYkl/n+2kjz1FhGR6EQ8R4uYubSpVKkSHB0dcfToUdO2nJwcnDx5EtWrVzfb99ixY6bvExMTcfny5QL7PCwlJQUvvPACHB0dsWrVKqF/HxTVo7pr1y4AwNy5c822jx8/3jQ2g4iotHMy5mIZfgMATEQHZKkUdSonokJwdXVFaGgowsLC4OXlhfLly2PZsmXIyMjA0KFDzfb99NNP4eXlBV9fX3zwwQfw9vZG9+7dLR43JSUFAwcORHp6Or744gukpKQgJSUFAFCmTBk4ODjY/GcrToo6u23YsEHuCLJISEiQOwIRCUQFoBKSTd+TbYl4jhYxc2lhMBhMd9/PmjULBoMBEyZMQGpqKurXr4/169dDr9ebvWbWrFmYNWsWLl++jDp16mDVqlVwdHS0ePzTp0+bemCfffZZs+f++usvqzMpKZWiCtXSytPTE0lJSXLHICIiC0Q8R4uYubg8zWpR9nT37l1UrlwZwIMhGu+//z7ef/99i/u2bNkSd+7cAQB06VK4Gygffk1JoKgxqqWVaN3wRESliYjnaBEzl3SJiYnYtWsXDh8+jDZt2sgdRxjsUVWAkn6zGBGRyEQ8R4uYuaSbPHkyTp48iVdffdXq+FIqiIWqAoi6ohYRUWkg4jlaxMwl3cqVK+WOICRe+lcAT09PuSMQEZEVIp6jRcxMZAl7VImIBGMEEAcX0/dEpZGoq1EqmRLblIWqAnCpOyKSIkulwXA8J3eMUkPEc7SImaVSqVQwGAxQq3lxuDgYDAZFFqr811UA3p1JRKRcIp6jRcwslb+/P1JSUmAwGOSOIjyDwYCUlBT4+/vLHaUA9qgqgE6n48B3IiKFEvEcLWJmqXQ6HcqXL4/bt2/DaDTCaORAmKehUqmgUqlQvnx56HQ6ueMUwEKViEgwjsY8LMR+AMAbaIdsVcnvPSOyRKfToVKlSnLHIBtioaoA9+/flzsCEQlEDSNq4L7pe7ItEc/RImYmsoRjVBXAw8ND7ghERGSFiOdoETMTWcJCVQFKw6B3IiJRiXiOFjEzkSUsVBUgJydH7ghERGSFiOdoETMTWcJCVQHS0tLkjkBERFaIeI4WMTORJSxUFUCv18sdgYiIrBDxHC1iZiJLeNc/EZGAEuEodwQiIptjoaoAvERDRFJkqjR4Ab3ljlFqiHiOFjEzkSW89K8ASlxbl4iIHhDxHC1iZiJLWKgqgIuLi9wRiIjIChHP0SJmJrKEhSoRkWAcjXlYYNyPBcb9cDTmyR2HiMhmOEZVAbjUHRFJoYYR9XHX9D3ZlojnaBEzE1nCHlUFcHd3lzsCERFZIeI5WsTMRJawUFUAjYYd20RESiXiOVrEzESWsFBVgNzcXLkjEBGRFSKeo0XMTGQJC1UFSE1NlTsCERFZIeI5WsTMRJawUFUALnVHRKRcIp6jRcxMZAkHsRARCSgDDnJHICKyORaqCpCeni53BCISSKZKg97oJ3eMUkPEc7SImYks4aV/BTAaOQ8iEZFSiXiOFjEzkSUsVBXA1dVV7ghERGSFiOdoETMTWcJL/0REgtEa8zAHfwAAwtAcOSqOVyWikomFqgIkJibKHYGIBOIAI55FnOn7HJnzlHQinqNFzExkCS/9KwAv0RARKZeI52gRMxNZwkJVAbRardwRiIjIChHP0SJmJrKEhaoCcKk7IiLlEvEcLWJmIktYqCpASkqK3BGIiMgKEc/RImYmsoSFqgJ4eXnJHYGIiKwQ8RwtYmYiS1ioEhEREZEicXoqBcjIyJA7AhEJJFOlQWcMkDtGqSHiOVrEzESWsEdVAQwGg9wRiIjIChHP0SJmJrKEhaoCcL47IiLlEvEcLWJmIkt46Z+ISDBaYx7ewlEAwIdoyiVUiajEYo+qAiQlJckdgYgE4gAj2uAG2uAGHGCUO06JJ+I5WsTMRJawUFUAnU4ndwQiIrJCxHO0iJmJLGGhqgCOjo5yRyAiIitEPEeLmJnIEhaqCpCXlyd3BCIiskLEc7SImYksYaGqABxLRESkXCKeo0XMTGQJC1UF8Pb2ljsCERFZIeI5WsTMRJawUCUiIiIiReI8qgrApe6ISIpMOKAX+pq+J9sS8RwtYmYiS1ioKgAHvRORJCoVMnn6thsRz9EiZiayhJf+FcDNzU3uCEREZIWI52gRMxNZUiI/kt8z/h9yDDlyxyg0EYe8/5S+CgkJCXLHkMTb21u4zICYuZnZxrKyoH/zTTg5OeH2vHmAk5PciQpNqHYmItmpjEZjiVt/Lz4+Hjk54hSqGo0Gubm5cseQhJntR8TczGxbqvR0lA0OBgDciomB0cVF5kSFJ1I752Nm29NqtfD19ZU7BikQL/0rgLOzs9wRJGNm+xExNzOTNSK2MzMTyYeFqgKIuNQdM9uPiLmZmawRsZ2ZmUg+LFQVwGAwyB1BMma2HxFzMzNZI2I7MzORfDhGlYhIMCKPUSWyhGNUyRr2qCqAl5eX3BEkY2b7ETE3M5M1IrYzMxPJh4WqAqhUKrkjSMbM9iNibmYma0RsZ2Ymkk+JnEdVNJmZmXJHkIyZ7UfE3MxsW0adDnGnT0On08Go08kdRxKR2jkfMxPJh4WqAog4npaZ7UfE3MxsYyoVDD4+yNZqAZFyQ7B2/g8zE8mHl/4VwN3dXe4IkjGz/YiYm5ntg5ntg5mJ5MNClYhINFlZ8JwxA5opU4CsLLnTEBHZDC/9K0Avl+FyR5Ds0uJmckcgKrV0WVk4u3IlAEA1dSpEmmMwOTlZ7giSMTORfNijSkREduPk5CR3BMmYmUg+LFSJiMhuRCygmJlIPixUiYjIbkRcDJGZieTDQpWIiOzm/v37ckeQjJmJ5MNClYiI7EbEpT2ZmUg+LFSJiMhuRFzak5mJ5MNClYhIMJlaLVq/MwPJp07B6OwsdxxJsgSc95WZieTDQpWISDBGtRo3fLyRGRAAqMU6jYtYQDEzkXzEOsMREZGJh4eH3BEkY2b7EDEzkSUsVImIBKPNzcVbP/4EzdtvA9nZcschIrIZFqpERILR5OVh7G8HoFm8GKrcXLnjSJKSkiJ3BMmYmUg+LFSJiMhutFqt3BEkY2Yi+bBQJSIiu3EWbJYCgJmJ5MRClYiI7EbEpT2ZmUg+LFSJiMhuRFzak5mJ5MNClYiI7Eav18sdQTJmJpIPC1UiIrIbtWALFADMTCSnYv9NNhqNOHPmDE6cOIGMjIziPjwRUamXqdWi61tTkXrkiHBLqGYLOO8rMxPJR1OUF69btw4XLlzAnDlzADwoUt99912cOXMGAFCmTBnMnj0bAQEBRU9KREQAHiyhGlM2AOmVKwOCzaOamZkpdwTJmJlIPkXqUY2KikLVqlVNj48cOYIzZ87gxRdfxJtvvgmDwYAffvihyCGJiKggEZfJZGb7EDEzkSVF6lFNSEgw6y2NiopCYGAg+vXrBwDo3Lkzdu/eXbSERERkRpubi/G790Jz5z4wejTg6Ch3JCIimyhSj6qDgwNy/7vslD82tX79+qbn9Xo9kpOTi5aQiIjMaPLyMHnnbmjee0+4JVRTU1PljiAZMxPJp0iFalBQEA4ePIjU1FTs27cPKSkpaNiwoen5+Ph4Xn4gIiITBwcHuSNIxsxE8ilSoTpgwADExsZi1KhR+Prrr1GzZk3UqVPH9Pzx48fNxrASEVHpptPp5I4gGTMTyadIY1Tr1auHjz76CKdPn4aLiwtatGhhei41NRW1atVCkyZNihySiIiIiEqfIhWqABAYGIjAwMAC293c3BAaGlrUwxMRUQmSkJAgdwTJmJlIPsUy4f+FCxewZcsWhIeH49atWwCArKwsXL58mXO5ERGRiaenp9wRJGNmIvkUqUc1NzcXixcvxp9//mna1rhxY5QtWxYqlQrvvfceevTogf79+xc5KBERiU/Em3yYmUg+RepR/f7773Hs2DGMGTMGixcvNnvO0dERzZo1MytiiYio6LK0WvR94zWk/vYbjE5OcseRRMSlPZmZSD5FKlQPHTqELl26oFOnTnBzcyvwfPny5XHnzp2ivAURET3CoFbjdMUKSKtdGxCs5ywjI0PuCJIxM5F8ilSoJicno0KFCtYPrlYjKyurKG9BRERWiDgOkZntQ8TMRJYUaYyqj48Pbty4YfX58+fPmy2xSkRERafNzUXogYNwSM0ChgzhEqpEVGIVqUe1VatW2LNnDy5cuFDguT179uCPP/5AmzZtivIWRET0CE1eHt7e9jO0M2cKt4RqWlqa3BEkY2Yi+RSpR7V///6IiYnBnDlzUL58eQDAypUrkZqaioSEBISEhKBnz57FEpSIiMSnVhfLrIh2xcxE8ilSoarRaDBjxgwcPHgQR44cgcFgQG5uLipWrIgXX3wRbdq0gUqlKq6sREQkOJ1OJ9yNPsxMJJ8ir0ylUqnQpk0bXuInIiIiomLFawNERGQ39+/flzuCZMxMJJ8i96iePHkSv/32G+7cuYO0tDQYjUaz51UqFZYuXVrUtyEiohLA3d0dycnJcseQhJmJ5FOkQnXbtm1Ys2YN9Ho9qlat+tg5VYmIiDSaIveP2B0zE8mnSL/JO3bsQJ06dfD222/zfwoiIjvJ0moxeOIr+K57L+GWUM3JyZE7gmTMTCSfIlWXaWlpaNasGYtUIiI7MqjViAquhuSGDQGDQe44kog4vyczE8mnSDdTVatWDTdv3iyuLEREJIFer5c7gmTMbB8iZiaypEiF6qhRo3D06FFERkYWVx4iInoCTV4ehh88BIevvgJ4iZeISjCV8dHb9CWYOnUqUlNTcf/+fTg7O8PHx6fAahgqlQqffPJJoY4XHR2Nbdu24cqVK7h//z6mTp2Kpk2bSs4VHx8v1PicEYGT5Y4g2aXFzeSOQFRq6bKycHb6TADArZgYGF1cZE5UeE5OTsjKypI7hiTMbHtarRa+vr5yxyAFKtLgUjc3N7i7u6Ns2bLFEiYrKwuVKlVChw4dsGDBgmI5JhERKYeIqxUyM5F8ilSozp07t5hiPBASEoKQkJBiPSYRESmHi4sLMjMz5Y4hCTMTyUfo2/VzcnLMLvGrVCrodDoZExERERFRcZFUqEZHRwMAateubfb4SfL3L25btmzBxo0bTY8rV66Mjz76yCbvRURERZeYmCh3BMmYmUg+kgrVsLAwAMCaNWug0WhMj59k/fr10pMVQr9+/dCzZ0/TY47JISJSNjc3N+GW9mRmIvlIKlTnzJnz4EX/TfCf/1guWq0WWq1W1gxERFR4Ii4Qw8xE8pH0m/zoJXxbXdInIiLrsjUajBo7Ess6d4fR0VHuOJLk5ubKHUEyZiaSj6I+cmVmZiIuLs70+M6dO4iNjYWbmxvKlCkjYzIiIuXIc3DAvmdqI7FlS+Dpp8KWRUpKitwRJGNmIvkUuVC9fv069u/fj9u3byMtLQ2Prh+gUqnwzjvvFOpYly5dMhv3GhERAQBo27YtJkyYUNSoREQlipeXFxISEuSOIQkz24eImYksKVKh+vvvv+OLL76Ag4MDypUrBzc3twL7SFn46plnnsGGDRuKEomIqMTT5OWhz1/H4aBbBXTpAnCsPhGVUEUqVH/44QdUrlwZb7/9Njw8PIorExERPYY2NxefrF0PrF0PVUwMjAIVqunp6XJHkIyZieSjLsqLExIS0L59exapRERUKFKusikFMxPJp0iFasWKFTkGhoiICs3V1VXuCJIxM5F8ilSovvTSS9i3bx/Onz9fXHmIiIiIiABIHKNqaXlSFxcXvPPOOwgMDESZMmWgVpvXviqVCtOnTy9aSiIiKhFEXNqTmYnkI6lQvXr1qsXtZcqUQWZmJq5fv17gOS5rSkRE+VxdXYWb45OZieQjqVD9/PPPbZWDiIhKARGXvWZmIvkUaYwqERHZX7ZGgwmhw5EZESHcEqp5eXlyR5CMmYnkU6RC9fTp01i7dq3V59etW4czZ84U5S2IiOgReQ4O+CWkPu536gRoFLUS9hMlJyfLHUEyZiaST5EK1U2bNuHevXtWn09ISMCmTZuK8hZERGSFl5eX3BEkY2b7EDEzkSVFKlSvXr2K4OBgq89XrVrV6g1YRET0dBzy8tD9xCmoN20CcnPljkNEZDNFKlRzc3OR+5iTZG5uLrKysoryFkRE9AjH3Fx8Hr4KjsOGQZWdLXccSTIyMuSOIBkzE8mnSIVqUFAQjh49avE5o9GIqKgoBAYGFuUtiIioBBHxJh9mJpJPkQrVbt264fz581i4cCGuXr2KvLw85OXl4d9//8XChQtx4cIFdOvWrbiyEhGR4Nzc3OSOIBkzE8mnSLeLtmnTBrdv38amTZsQFRVlWpXKYDBApVLh+eefR7t27YojJxERERGVMkWe1+SFF15A69atcfToUdy5cwcA4O/vjyZNmiAgIKDIAYmIqORISkqSO4JkzEwkn2KZgC8gIAC9e/cujkMREVEJptPpkJqaKncMSZiZSD5cmYqIiOzGUbCVtABmJpJTkXtUT5w4ge3bt+PKlStIT0+H0WgssM/69euL+jZERPSfHI0G04YMwrtt2sMo2JruIt6NzsxE8ilSj+qRI0fw4YcfIikpCS1atIDRaETLli3RsmVLODo6omLFihgwYEBxZSUiIgC5Dg7Y9GwT3OvVCxCsUBVx7CQzE8mnSIXq1q1bUa1aNXz88ccYOHAgAKBDhw547bXX8Omnn+L+/fvw8/MrlqBERGTO29tb7giSMbN9iJiZyJIiFarXr19Hy5YtoVar4eDgAACmlar8/PzQtWtX/Pjjj0VPSUREJg55eWh/NhrqX37hEqpEVKIVqVB1cnKCRvNgmKurqys0Gg0SExNNz3t6epqmrCIiouLhmJuL775ZDsf+/YVbQjUzM1PuCJIxM5F8ilSolitXDtevXzc9rlSpEn7//Xfk5eUhOzsbkZGRKFOmTJFDEhFRyZArYA8wMxPJp0iFapMmTfDnn38iJycHANC/f3+cPXsWoaGhGD16NP755x/07du3OHISEVEJIOLSnsxMJJ8iTU/Vu3dvs4n+GzVqhLlz55qWU23YsCHq1KlT5JBEREREVPoUy8pUD6tVqxZq1apV3IclIqISIDk5We4IkjEzkXwkF6offfSRpP1VKhWmT58u9W2IiKgEcnJyEm78JDMTyUdyoXr8+HFotVro9XqLq1A9SqVSPVUwIiIqeZycnJCWliZ3DEmYmUg+kgtVb29vJCQkwN3dHa1atULLli2h1+ttEI2IiCzJ0WgwZ0A/zGzRWrglVA0Gg9wRJGNmIvmojIXpFn1EdHQ0IiMjceTIEWRkZKB27dpo1aoVmjVrBp1OZ4ucksTHx5tmIhDBiMDJckeQ7NLiZnJHICr1IgcMljsCUbHQarXw9fWVOwYp0FMVqvlyc3Nx4sQJREZG4vjx4zAYDAgJCUGrVq3QqFEjaGX6pM9C1fZYqBLJ7+yY8bh//77cMSTx8vJiZjsQLTMLVbKmSHf9azQaNGnSBE2aNEFmZiaioqKwe/duLFq0CC+88AIGDBhQXDmJiOg/aoMBTS5dhsPBg0CtWsB/S1iLQMT7FpiZSD5FmvA/X05ODk6ePIk///wTV65cgaOjI/z8/Irj0ERE9AinnBysW/YVHLt2hSorS+44koi4tCczE8nnqXtUDQYDTp8+jUOHDuHPP/9EVlYW6tWrh3HjxqFp06ZwdnYuzpxERFQCiDQsKx8zE8lHcqF6/vx5041UKSkpCA4OxuDBg9G8eXN4eHjYIiMREZUQ7u7uSEhIkDuGJMxMJB/Jheo777wDR0dHhISEoGXLlqbBz3fv3sXdu3ctvqZKlSpFS0lEREREpc5TXfrPzs5GVFQUoqKiCrX/+vXrn+ZtiIiohElJSZE7gmTMTCQfyYXqq6++aoscRERUCjg6Ogo3fpKZieQjuVBt166dDWIQEVFpIOLSnsxMJJ8izaNKRET2l+vggA9698DUZ1vAqBHrNF6ENWZkw8xE8imWeVSJiMh+cjQa/F/H9ogPDQUcHeWOI4lIqyXlY2Yi+bBQJSISlF6vlzuCZMxsHyJmJrKEhSoRkWDUBgPq/XsVDsePA3l5cseRRK0W788OMxPJh7/JRESCccrJwdaFn8GpdWvhllDNEiwvwMxEcmKhSkREdiNiAcXMRPJhoUpERHYj4lLbzEwkHxaqRERERKRILFSJiMhuRFzak5mJ5MNClYiI7Ear1codQTJmJpIPC1UiIrIbZ2dnuSNIxsxE8hFr7T0iIkKugwOWdOuMCY2aCreEKhGRFOxRJSISTI5GgyXdu+LO+PHCLaGakJAgdwTJmJlIPvworgA/pq5EYmKi3DEk0ev1zGwnIuZmZvtgZvtgZiL5sFBVABGXumNm+xExNzPbmMEATUwMHDw9AT8/QKDsQrXzf5iZSD4sVBUgOztb7giSMbP9iJibmW1LlZkJvw4dHnwfEwOji4vMiQpPpHbOx8xE8uFHLgXIyMiQO4JkzGw/IuZmZrJGxHZmZiL5sFBVAE9PT7kjSMbM9iNibmYma0RsZ2Ymkg8LVSIiIiJSJBaqCpCamip3BMmY2X5EzM3MZI2I7czMRPJhoaoADg4OckeQjJntR8TczEzWiNjOzEwkHxaqCqDT6eSOIBkz24+IuZmZrBGxnZmZSD6cnoqISDBGjQapr7wCZ2dnLqFKRCWaymg0GuUOUdzi4+ORk5MjdwwiIiIqBK1WC19fX7ljkAKVyI/i73T7BBdPXJE7RqH9evOU3BFIwTLcTyApKUnuGJJ4enoysx0ws30wM5F8SmShSlSSiHhTBDPbmMEAhxs3oElJAVxdhVpCVah2/g8zE8mHhSqRwok4jIWZbUuVmQn/Zs0efC/YEqoitXM+ZiaSjzgfw4lKqfT0dLkjSMbMZI2I7czMRPJhoUqkcCIuhcjMZI2I7czMRPJhoUpEREREisRClUjh0tLS5I4gGTOTNSK2MzMTyYeFKpHCqVQquSNIxsxkjYjtzMxE8mGhSqRwLgLd0Z2PmckaEduZmYnkw+mpiIgEY3RwQNqIEXBydoaR82USUQnGQpVI4e7fvy93BMmY2cacnJD0/vsPLu8Ktgq2UO38H2Ymkg8v/RMpnLu7u9wRJGNm+2Bm+2BmIvmwR5VI4TQa8f43ZWYbMxqhTkiAJi/vwfKpAt04I1Q7/4eZieTDHlUihRNxKURmti1VRgYC6tWDc4UKUGVkyB1HEpHaOR8zE8mHhSqRwok4HyIzkzUitjMzE8mHhSqRwun1erkjSMbMZI2I7czMRPJhoUpEREREisRClUjh0tPT5Y4gGTOTNSK2MzMTyYeFKhEREREpEgtVIoUTcSlEZiZrRGxnZiaSDydaIyISjNHBAekvvAAnJycuoUpEJRoLVSKFS0xMlDuCZMxsY05OSFy8GGq1GjAY5E4jiVDt/B9mJpIPL/0TKZyrq6vcESRjZvtgZvtgZiL5sFAlUjitVit3BMmY2caMRqjS06HNzgaMRrnTSCJUO/+HmYnkw0KVSOFyc3PljiAZM9uWKiMDZYOD4VymjHBLqIrUzvmYmUg+LFSJFC4lJUXuCJIxM1kjYjszM5F8WKgSKZyXl5fcESRjZrJGxHZmZiL5sFAlIiIiIkVioUqkcCIuhcjMZI2I7czMRPJhoUqkcEbB7uoGmJmsE7GdmZlIPixUiRROxPkQmZmsEbGdmZlIPlyZiohIMEa1Ghk9esDR0RFGNfsbqCCj0QiVSgW1Wg2VSiV3nCdycHBAdna23DHIzvJ/Rx/3e8pClUjhkpKS5I4gGTPbmLMz7n/zDRwcHIC8PLnTSCJUO/9HtMxqtRqZmZnQ6XQPltkVgFqt5iIFpZDRaITBYEBOTg5UKhU0Gk2BgpWFKpHCubi4CDcnIjPbBzPbh0iZHRwc4OTkBJ1OJ1QPpUqlEqLnl4pXfo8qAOTl5SEnJwdardbsd0GMj1pEpZiIvQzMbB/MbB+iZFapVHBycoKDg8OD3nYigeT/3j66qhoLVSKFyxPs0i7AzLamSk9HufLl4azTQSXYNEQitXM+UTI7ODiYeqcMBoPMaYikU6vVMBgMZrNWsFAlUjjRxscBzEzWidjOomR+eHxfVlaWzGmIpMsfCsBClUgg3t7eckeQjJnJGhHbWZTMD4/r0+l0MiYhenr5vaqmxzJmISIiomLAm5GopGKhSqRwGRkZckeQjJnJGhHbWZTMDxeqOTk5MiYpHrGxsVCpVDh58iQAYP/+/VCpVEhMTCz0Mdq1a4cpU6Y8dp9KlSph8eLFT51TVOHh4dDr9XLHeCIWqkQKJ8qNHA9jZrJGxHYWMbO9llCNioqCXq/HgAEDiv3YQUFBuHXrFurUqVPsxy5tLBXjgwYNwoULF+QJJAELVSKFc3NzkzuCZMxM1ojYziJmdnR0tMv7rFq1CuPGjcPhw4dx69atYj22g4MDAgICoNFwyndLjEZjgamcpNDpdPDz8yvGRLbBQpWISDBGtRqZHTogr1s3LqFKsklNTcXmzZsxevRodOnSBWvWrDE9N3LkSISGhprtn5OTg0qVKmHt2rUAgN27d6NLly4ICgpChQoV0LNnT1y6dMm0/6OX/h917949DB48GOXLl4eLiwvq1q2LdevWFdgvNzcXEydOhKenJ8qUKYPZs2c/tsc5MTERo0ePhq+vLzw8PNChQwecOnXqsW3x999/o0OHDtDpdPDx8cHYsWORmppqej40NBR9+/ZFWFiY6bivvPKK2aIMBoMBH3zwASpXrgydTof69etj48aNpufzhz788ssvaNSoEZycnBAZGYlLly6hT58+8Pf3h5ubG5o0aYI9e/aYXteuXTv8+++/eP31183GMlu69P/ll1+iatWqcHR0RI0aNbBq1Sqz51UqFb799lv069cPLi4uCA4OxrZt20zP379/H0OHDoWvry90Oh2Cg4OxYsWKx7bdk/AMR6RwokyN8zBmtjFnZySsWoW74eGAs7PcaSQRqp3/I2LmzMxMm7/Hli1bEBwcjODgYAwaNAirVq0yFYADBw7EL7/8Ylas7dmzBxkZGejVqxcAID09HRMnTsT+/fuxfft2qNVq9OvXr9BzwGZmZqJRo0b4+eefcebMGYwdOxbDhw/H0aNHzfZbuXIlNBoNjh49iiVLlmDhwoX49ttvrR73hRdewJ07d/DLL7/g2LFjaNiwITp27IiEhASL+6elpaFr167w8vLCn3/+iR9++AF79uzBxIkTzfbbu3cvzp07h/3792PdunXYvHkzwsLCTM9/8MEHiIiIwFdffYWzZ8/i9ddfx7Bhw3DgwAGz47z11lv48MMPce7cOdSrVw+pqal47rnnsHfvXpw4cQLdunVDr169cPXqVQDA5s2bERgYiHnz5uHWrVtWe763bNmCyZMn43//+x/OnDmDcePG4eWXX8a+ffvM9gsLC8PAgQNx+vRpPPfccxg6dKipbWbPno3o6Gj88ssvOHfuHL788kuUKVPG9Np27doV+ADzJIrsT9+5cyd++uknJCYmomLFihg5ciSqVasmdywiWeh0OrOTvQiY2T6Y2T5EzKzVam2+hGpERAQGDRoEAOjcuTPGjx+PyMhItG7dGp06dYKLiwt++uknDB48GADwww8/oHv37nB3dwcA9OnTx3QstVqN5cuXw9fXF9HR0YUal1q+fHlMnTrV9HjSpEn49ddfsWHDBjRt2tS0PSgoCIsWLYJKpUKNGjXw999/Y9GiRRgzZkyBY0ZGRuLo0aO4c+cOnJycAAALFizA1q1bsXHjRowdO7bAa9auXYvMzExERETA1dUVALBs2TL06tULH330Efz9/QE8GI6xfPlyuLi44JlnnsG8efMwbdo0zJ8/Hzk5OXj//fexZ88eNG/eHABQpUoVREZG4uuvv0bbtm1N7zdv3jx07tzZ9Njb2xv169c3PZ4/fz62bNmCbdu2YeLEifD29oaDgwPc3d0REBBgtT0XLFiA0NBQjB8/HgDwxhtv4MiRI1iwYAHat29v2i80NNT0b/r+++/js88+w9GjR9GtWzdcvXoVISEhaNy4MYAHY2MfVqFCBZQtW9ZqBksU16N6+PBhREREYMCAAfjoo49QsWJFvPfee0J+oiUqDvYaa1acmNk+mNk+RMxs6yVUY2JicOzYMbzwwgsAHiw20L9/f0RERJge9+vXDxs2bADwoNdxx44dpsIWAC5evIiXX34Z9erVQ9myZU1FTX5P4JPk5eVh/vz5qFu3Lry9veHm5oZff/21wOubNWtmNiNC8+bNERMTY/EmuVOnTiE1NRU+Pj5wc3MzfV25csVsWMLDzp07h/r165uKVABo2bIlDAYDzp8/b9pWv359uLi4mOVITU3FtWvXcPHiRaSnp6Nz585m7xsREVHgffOLwHypqamYOnUqatWqBb1eDzc3N5w7d67Q7fjwz9GyZUuzbS1btsS5c+fMttWrV8/0vaurKzw8PHDnzh0AwKuvvorvv/8eDRo0wPTp03H48GGz10ZEROCDDz6QlEtxParbt29Hx44dTdX7mDFjcPz4cezbtw99+/aVNxyRDERcCpGZbUuVng7/evUejDc7dQrGh/74KZ1I7ZxPxMy2vus/IiICubm5qF69utl7Ojk5YcGCBfD09MSgQYPQvXt3xMfH47fffoOzszM6depk2n/QoEEICgrCZ599hnLlysHZ2Rl16tQpdE/wJ598giVLlmDx4sWoW7cuXF1dMWXKlCL1JKempqJs2bLYv39/gedsOZVTfo/9zz//jPLly5s9l9+zm+/hghgApk6dit27d2PBggWoVq0adDodBgwYYLMeda1Wa/ZYpVKZ/h/p3r07/v33X+zYsQO7d+9Gx44dMWHCBCxYsOCp309RhWpubi4uX75sVpCq1WrUrVvX4hQKOTk5ZnPFqVQqrsZBJY6UOQOVgpltTy3I3J6PEq2dATEz23KMam5uLtatW4f3338fHTp0MHtu8ODB2LhxI0aNGoVnn30WgYGB2LRpE3bv3o1+/fqZipx79+4hJiYGS5cuRYsWLaBWq3HixAlJOQ4dOoQ+ffpg2LBhAB58oLhw4QJq165ttl9UVJTZ4yNHjiA4ONhir3PDhg0RFxcHjUZT4LK1NbVq1UJ4eDjS0tJMReShQ4egVqtRo0YN036nTp1CRkaGqU45cuQI3NzcEBQUBG9vbzg5OeHq1atml/kL49ChQwgNDUW/fv0APCh6Y2NjzfZxdHR84jRrtWrVwqFDhzBixAizYz/ank/i6+uLESNGYMSIEWjdujWmTZtWcgrV5ORkGAyGAp9a9Ho9bt68WWD/LVu2mN0RV7lyZXz00Ue2jklkV97e3lYH8SsVM5M1IraziJl1Op3NFirYuXMnEhMTMXz4cHh6epo916dPH0RERGDUqFEAgAEDBmD58uW4ePEifv75Z9N+Xl5e8Pb2xooVK+Dv748bN26Y3VhUGMHBwdi4cSMOHz4MLy8vLFy4ELdv3y5QWF29ehVvvPEGxo0bh+PHj2Pp0qX49NNPLR6zU6dOaN68Ofr27YuPP/4Y1atXx82bN/Hzzz+jX79+BS67A8DQoUMxZ84cjBgxAnPnzkV8fDwmTZqE4cOHm8anAkB2djZGjRqFWbNmITY2FnPmzMHEiROhVqvh7u6OqVOn4vXXX4fBYECrVq2QlJSEQ4cOwcPDw6x4tNQOmzdvRq9evaBSqTB79uwCVwEqVaqE33//HS+++CKcnJzMbnDKN23aNAwcOBAhISHo1KkTfvrpJ2zevNlsBoEneeedd9CoUSM888wzyMrKwvbt21GrVi3T8y+99BLKly8v6fK/ogpVqfr164eePXuaHnP5OCIiItuKiIhAu3btChSpANC7d28sXrwYZ86cQZ06dTBo0CAsWLAAFSpUQLNmzUz7qdVqrFixAtOnT0ezZs0QHByMZcuWoV27doXOMWvWLFy+fBldu3aFi4sLxo4di759+xa4p+Wll15CRkYGmjZtCgcHB0yePNniTVHAgzpix44dmDlzJl5++WXEx8cjICAAbdq0MSs6H+bi4oJff/0VkydPRpMmTeDi4oLnn38eCxcuNNuvY8eOCA4ORps2bZCVlYXBgwdj7ty5pufnz58PX19ffPDBB7h8+TL0ej0aNmyIGTNmPLYdFi5ciJEjR6JFixYoU6YM3nzzTSQnJ5vtM2/ePIwbNw5Vq1ZFVlaWxaEhffv2xZIlS7BgwQJMnjwZlStXxooVKyT9mzg6OuLtt99GbGwsdDodWrduje+//970/NWrV6GWOKWeymiv5SsKITc3F8OGDcMbb7xhdsfesmXLkJ6ejunTpxfqOK82mo6LJ67YKmax+/Xm4+dno9It2fko0tPT5Y4hiYuLCzPbkCo9HWWDgwEAt2JihBqjKlI75xMhs0qlgouLi6kI0Gq1Qi2jqlarC4y9LElCQ0ORmJiIrVu3yh1F8fLy8mA0Gk0LPSjqrn+NRoMqVargzJkzpm0GgwFnzpwxG7BNVJqI9McmHzOTNSK2s4iZRVz2lcgSRRWqANCzZ0/s3bsX+/fvx/Xr1/Htt98iKytLUtczUUmSP+egSJiZrBGxnUXM/Oid4kSiUtwY1RYtWiA5ORkbNmxAYmIiKlWqhBkzZth0WggiIpEYVSpkNW8OrUYDI8fmEyleeHi43BGEpagxqsWFY1SpJLmrjkRubq7cMSTRaDTMbAfMbB8iZH50jKparRZq/teSPkaVCk/RY1SJqCARL+Exs30ws32ImLk4VqaKiYlBtWrVkJKSUgyJ5NeuXTtMmTJF1gyhoaGlcvGinTt3okGDBk/14YmFKpHCifhHkpntg5ntQ8TM+b1Rj7p+/TrGjx+P6tWrw8fHB8888wymT5+Oe/fuFdh37ty5GDdunN3H6F69ehU9evSAi4sL/Pz8MG3aNNl7tE+dOoXBgwcjKCgIOp0OtWrVwpIlSyQfZ8mSJUUaBpCQkIChQ4fCw8MDer0eo0aNMq1qJafevXujQoUKcHZ2RtmyZTF8+HCz+e+7desGrVaLNWvWSD42C1UihRPp8l0+ZrYtVXo6/OvWhVNQEFQKnzbpUSK1cz4RM1sa1XflyhW0bdsWly5dwvLly3Hy5EksWrQIBw4cQKdOncwWNbh27Rp27tyJoUOH2jM28vLy0KNHD2RnZ+Pw4cNYuXIlwsPD8c4779g1x6OOHTsGPz8/rF69GmfPnsXMmTPx9ttvY9myZZKO4+npWaR7boYOHYqzZ89i9+7d2L59O37//Xerc8LaU/v27bFhwwacP38emzZtwqVLlzBgwACzfUJDQ/HZZ59JPjYLVSKFE3H5Rma2PYeEBKju3pU7hmSitTMgZmZLS6j+73//g6OjI7Zu3YpWrVohKCgIXbp0wbZt23Dr1i3Mnz/ftO+WLVtQp04dlCtXzrRtzZo1CAoKwi+//IKGDRvC398fw4cPR3p6OtasWYM6deqgQoUKmDZt2lNPj7Vr1y5ER0dj9erVaNCgAbp374758+fj888/l7R2fVpaGl566SW4ubmhbNmyVleiKqyRI0diyZIlaNu2LapUqYJhw4bh5ZdfxubNmyUdpyiX/s+dO4edO3fi22+/xbPPPotWrVph6dKl+P777y2u3vmkDGFhYfD19YWHhwdeeeUVSe37qNdffx3NmjVDxYoV0aJFC7z11ls4cuSI2dRuvXr1wl9//YVLly5JOjYLVSKF8/LykjuCZMxM1ojYziJmdnZ2NnuckJCAvXv3YvTo0aa15vP5+/tj4MCB2LRpk6kn9vDhw2jYsGGB46anp+Orr77CihUrsHnzZhw8eBBDhgzB7t27sXHjRnz99ddYsWKF2cT2U6ZMQdmyZR/7le+PP/5A3bp1zVaB6tq1K5KTk3H27NlC//zTpk3DgQMH8OOPP2LXrl3Yv38/jh8/brbPK6+8Ajc3t8d+PU5SUhK8vb0LncmS999//4kZrl69CuBB2+j1erNlXDt16gS1Wo2oqChJ77t3716cO3cO+/fvx7p167B582azJWyl5HpUQkIC1qxZgxYtWkCr1Zq2V6hQAf7+/jh48KCkrIqbnoqIzIm4NDAzkzUitnNJyHzp0iUYjUbUqFHD4v7Vq1dHYmIi7t69C19fX1y7dg0hISEF9svJycGiRYtQpUoVAA+W3fz+++9x8eJFuLm5oWbNmmjdujUOHjyI559/HgAwc+ZMTJo0qVC54+LiCixVmv84Li6uUMdITU3Fd999h9WrV6Njx44AgJUrVyIwMNBsv3nz5mHq1KmFOuajDh8+jPXr1+Pnn39+qtfne+WVVzBw4MDH7pPfqx0XFwc/Pz+z5zQaDby9vQvdNvkcHR2xfPlyuLi44JlnnsG8efMwbdo0zJ8/H2q1WlKufG+++aZpJdFmzZph+/btFl/z77//SsrKQpVI4bKysuSOIBkzkzUitrOIma3dfFTYGSkzMjIK9MoCD5aTzS9SAcDX1xcVKlQw63308/NDfHy82T6+vr6FjV5kly5dQnZ2Np599lnTNm9v7wJFup+fX4HCrzDOnDmDPn36YM6cOejSpUuRsnp7exe5V/Zp1K9fHy4PLb3cvHlzpKam4tq1a6hYseJT5Zo2bRpGjRqFf//9F2FhYXjppZewfft2sw9NOp1O8nLEvPRPpHBFGTckF2Yma0RsZxEzPzpGtEqVKlCpVDh//rzF/S9cuAC9Xo8yZcoAAHx8fCyOzX34Ui7woOfW0raHb0CTcuk/ICAAt2/fNjte/uOAgIAn/NTSPM2l/+joaHTs2BFjx47FrFmzipxByiX2gIAA3Llzx+z1ubm5SEhIKPa2eZpL/2XKlEH16tXRuXNnfP/999ixYweOHDlitk9CQoLkDy3sUSVSOHd3d7O7cUXAzGSNiO0sYmYnJydkZGSYHvv4+KB9+/b49ttvMWHCBLNxqrdv38aGDRswePBgU+9XvXr18M8//xRLFimX/ps3b4733nsPd+7cMfV27t69Gx4eHqhdu3ahjlG1alVotVpERUWhQoUKAID79+/jwoULaNu2rWk/qZf+z549iw4dOmDEiBF47733Cv26x5Fyib158+ZITEzEsWPH0KhRIwDAb7/9BoPBYNZ7XBinTp1CRkaG6ffgyJEjcHNzQ1BQkORcluR/UHn4akRmZiYuXbpkcUjJ47BQJSISjFGlQnb9+tA4OHAJVSq0BQsWoHPnzujXrx9mz56NihUr4ty5c5g9ezbKli2L2bNnm/bt1KkTJk6ciLy8vCIvHiDl0n+XLl1Qu3ZtDB8+HB9//DHi4uIwa9YsTJgwodDz2bq5uWHUqFGYNm0afHx84Ofnh5kzZ5pW7con5dL/mTNn0KFDB3Tt2hVvvPGGaUyog4NDkYY1SLnEXqtWLXTr1g1jxozBV199hZycHEycOBEvvvjiY4tGS7KzszFq1CjMmjULsbGxmDNnDiZOnGhqIym5oqKi8Oeff6JVq1bw8vLCpUuXMHv2bFStWhXNmzc37XfkyBE4OTmZbSsMXvonUjgRV4VhZhvT6XB3xw7c27kTeOQObqUTqp3/I2JmS+Nqq1WrhgMHDqBSpUoYMWIE6tevj8mTJ6N169bYs2ePWWHSuXNnaDQa7Nu3z56x4eDggO3bt8PBwQHNmzfHsGHD8NJLL2HevHmmfWJjY6FSqbB//36rx/nkk0/QunVr9OrVC506dUKrVq1MvZBPY+PGjYiPj8fq1avNhiw0adJEUq6iWrNmDWrWrImOHTviueeeQ6tWrfDNN9+Y7aNSqZ64qEDHjh0RHByMNm3aYNCgQejduzfmzp37VJlcXFywefNmdOzYETVq1MCoUaNQr149HDhwwOzDxbp16zB06FCzsbGFoTIWdmS1QF5tNB0XT1yRO0ah/XrzlNwRSMGSnY9KHnwuNxcXF2a2A2a2DxEyq1QquLi4mHrEtFqt2RyWT+Obb77Bjh07zKaashW1Wg1XV9dC7btv3z70798fly9fVtTUYYXJNXjwYDg4OGD16tU2yXDlyhVUr14d0dHRCA4OtrhPaGgoEhMT7fLvmu/u3buoUaMG/vrrL1SuXPmx++bl5cFoNJpWV2OPKpHCWbrzVumY2T6Y2T5EzGxtCVUpRo4ciZYtWyquR3nHjh2YMWOGoopU4PG5cnNzER0djT/++APPPPOMTTOMHTvWapEql9jYWHzxxRdPLFIt4RhVIoUT8aIHM9uWKiMDvu3aQa1WQ/XbbzAKdPlfpHbOV1ozazQaTJs2rRjSFK9PPvlE7ggWPS7XmTNn0KJFC7Rv3x6vvPKKzTJMmDDBZscuisaNG5stVCAFC1Uihbt//77cESRjZhszGqG5ft30vUiEauf/iJjZ0hKqJJ8GDRooZvjIk8avKg0v/RMpnF6vlzuCZMxM1ojYziJmFnG4ApElLFSJFO7RKVVEwMxkjYjtLGLm4lj2NSYmBtWqVVPcGNWn1a5dO0yZMkXWDHPnzkWDBg1kzSCH7OxsVKpUCX/99Zfk14r3fx9RKSPi8o3MTNaI2M4iZra2hOr169cxfvx4VK9eHT4+PnjmmWcwffp03Lt3r8C+c+fOxbhx4+Du7m7ruCanTp3C4MGDERQUBJ1Oh1q1amHJkiV2e//Hee2119CoUSM4OTk9dbE5depU7N2796kzfPPNN2jXrh08PDygUqksrh4mh82bN6NLly7w8fGBSqXCyZMnzZ53dHTE1KlT8eabb0o+NgtVIoUT8Y8kM5M1IraziJkfXUIVeDB1Udu2bXHp0iUsX74cJ0+exKJFi3DgwAF06tTJbPWta9euYefOnRg6dKg9Y+PYsWPw8/PD6tWrcfbsWcycORNvv/02li1bZtcc1owcORKDBg166te7ubnBx8fnqV+fnp6Obt26YcaMGU99DFtIS0tDq1at8NFHH1ndZ+jQoYiMjMTZs2clHZuFKpHCeXh4yB1BMmYma0RsZxEzW1rF6X//+x8cHR2xdetWtGrVCkFBQejSpQu2bduGW7duYf78+aZ9t2zZgjp16piteLRmzRoEBQXhl19+QcOGDeHv74/hw4cjPT0da9asQZ06dVChQgVMmzbNYqFcGCNHjsSSJUvQtm1bVKlSBcOGDcPLL7+MzZs3SzpOWloaXnrpJbi5uaFs2bL49NNPnyrPwz777DNMmDABVapUeepjFPXS/5QpU/DWW2+hWbNmT32M8PBw6PV6bN26FcHBwXB2dkbXrl1x7dq1pz7m8OHD8c4776BTp05W9/Hy8kLLli3x/fffSzo2C1UiItGoVMipXh2GWrUALqFKhZCQkIC9e/di9OjRpvXd8/n7+2PgwIHYtGmTaVqrw4cPo2HDhgWOk56ejq+++gorVqzA5s2bcfDgQQwZMgS7d+/Gxo0b8fXXX2PFihVmk8lPmTLFbDUnS1+Pk5SUVOjlPPNNmzYNBw4cwI8//ohdu3Zh//79OH78uNk+r7zyCtzc3B77ZWtr1qx5YoaDBw8W+/ump6fjvffeQ0REBA4dOoTExES8+OKLpucPHjz4xFxr1qyR/L5NmzaV/PNweioihUtNTZU7gmTMbFtGnQ7x+/bB0dERxuxsueNIIlI75xMxc/YjvxeXLl2C0WhEjRo1LO5fvXp1JCYm4u7du/D19cW1a9cQEhJSYL+cnBwsWrTI1KvYt29ffP/997h48SLc3NxQs2ZNtG7dGgcPHsTzzz8PAJg5cyYmTZr0VD/H4cOHsX79evz888+Ffk1qaiq+++47rF69Gh07dgQArFy5EoGBgWb7zZs3D1OnTn2qXMWld+/eePbZZx+7T/ny5Yv9fXNycrBs2TLTe69cuRK1atXC0aNH0bRpUzRu3LjAONNH+fv7S37fcuXK4d9//5X0GhaqRAqn0WgK/NFROma2D2a2DxEzq9Vqi5ffC7sQQEZGhsUprlxcXMwuffv6+qJChQpmvY9+fn6Ij48328fX11dKfAAPJsnv06cP5syZgy5duhT6dZcuXUJ2drZZAejt7V2gSPfz84Ofn5/kXMXJ3d3drjer5dNoNGjSpInpcc2aNaHX63Hu3Dk0bdoUOp0O1apVK/b31el0kueT5aV/IoUTcT5EZrYPZrYPETM/uoRqlSpVoFKpcP78eYv7X7hwAXq9HmXKlAEA+Pj4WLyjXKvVmj1WqVQWtxkMBtPjp7n0Hx0djY4dO2Ls2LGYNWtWoX5mqUrzpf8nsdWl/4SEBMkfWtijSkQkGFVGBso89xwcHByg+uknoZZQJXn4+Pigffv2+PbbbzFhwgSzcaq3b9/Ghg0bMHjwYNP8q/Xq1cM///xTLO8t9dL/2bNn0aFDB4wYMQLvvfee5PerWrUqtFotoqKiUKFCBQAPVhe7cOEC2rZta9qvNF/6z83NxV9//YWmTZsCAM6fP4/ExETUqlULAGx26f/MmTMWh5Q8DgtVIoV7eMoYUTCzjRmN0F64YPpeJEK1839EzJyRkVFg24IFC9C5c2f069cPs2fPRsWKFXHu3DnMnj0bZcuWxezZs037durUCRMnTkReXh4cHByKlEXKpf8zZ86gQ4cO6Nq1K9544w3ExcUBABwcHAp9DDc3N4waNQrTpk2Dj48P/Pz8MHPmzAILN0i99H/x4kWkpqYiLi4OGRkZpkKudu3acHR0LPRxHib10n9cXBzi4uJw8eJFAMDff/8Nd3d3VKhQQdINZ1qtFpMmTcJnn30GjUaDiRMnolmzZqbCVeql/4SEBFy9ehU3b94EAFPPfUBAAAICAkz7HTx40Gx2icLgpX8ihfP09JQ7gmTMTNaI2M4iZrY0PVW1atVw4MABVKpUCSNGjED9+vUxefJktG7dGnv27DErdDp37gyNRoN9+/bZMzY2btyI+Ph4rF692mxowMPjKWNjY6FSqbB//36rx/nkk0/QunVr9OrVC506dUKrVq3QqFGjImUbPXo0QkJC8PXXX+PChQsICQlBSEiIqTgDHgx7CA8PL9L7PM5XX32FkJAQjBkzBgDQpk0bhISEYNu2baZ92rVrh9DQ0Mcex8XFBW+++SaGDBmCli1bws3NDevXr3/qXNu2bUNISAh69OgBAHjxxRcREhKCr776yrTPH3/8gaSkJAwYMEDSsVXGwo6sFsirjabj4okrcscotF9vnpI7AilYtv60cD063t7ezGxDqvR0lA0OBgDciomB0cVF5kSFJ1I75xMhs0qlgouLi6nXUKfTWexVleKbb77Bjh07zKaashW1Wg1XV9dC7btv3z70798fly9fhpeXl42TFd6VK1dQvXp1REdHI/i//z8f9fbbb+PgwYOIjIy0WY6KFSsiLCzMarEaHh6OKVOm2H1Vq0GDBqF+/fpPXKwgLy8PRqPRNM6al/6JFE60u40BZibrRGxnETM/7YT7Dxs5ciSSkpKQkpIiy53p1uzYsQMzZsxQVJEKPMg1duxYi0Wq0WjE5cuXsXfvXsljNKU4e/YsPD098dJLL9nsPZ5GdnY26tati9dff13ya9mjqgDsUaXHiVcdLJY/Ovbk4ODAzDYkco+qSO2cT4TMj/aoqlSqQk9FpQRSelRFlJiYCH9/fzRp0gRr1qxBxYoVZcsiV49qYT3ao8oxqkQKJ+L4OGYma0RsZxEzizilVkmm1+uRlZWFyMhIWYtUAAgNDVVskWoJL/0TEYlGpUJuYCAc1GouoUpEJRp7VIkUTsTlG5nZtow6He5EReHesWPCzaEqUjvnEzFzcYyrjYmJQbVq1ZCSklIMieQXGhqKvn37ypph7ty5aNCggawZ5BAdHY3AwECkpaVJfi0LVSKFK+ochnJgZvtgZvsQMbPKSk/79evXMX78eFSvXh0+Pj545plnMH36dNy7d6/AvnPnzsW4cePsfiPVa6+9hkaNGsHJyUkxRV1sbCxGjRqFypUrQ6fToWrVqpgzZ47kDwRTp07F3r17nypDQkICJk2ahBo1akCn06FChQp47bXXkJSU9FTHKy6FyVW7dm00a9YMCxculHx8FqpECqcTrMcMYGZ7YWb7EDHzo8uaAg+mT2rbti0uXbqE5cuX4+TJk1i0aBEOHDiATp06mU3Bde3aNezcuRNDhw61Z2yTkSNHYtCgQbK8tyX//PMPDAYDvv76a5w9exaLFi3CV1999cSplh7l5uYGHx+fp8pw8+ZN3Lx5EwsWLMCZM2cQHh6OnTt3YtSoUU91vOJS2Fwvv/wyvvzyS+Tm5ko6PgtVIiLR/LeEqmPLlkAR58qk0uN///sfHB0dsXXrVrRq1QpBQUHo0qULtm3bhlu3bpmtGLRlyxbUqVMH5cqVM21bs2YNgoKC8Msvv6Bhw4bw9/fH8OHDkZ6ejjVr1qBOnTqoUKECpk2bVqRZEj777DNMmDABVapUeepj5OXl4Y033oBer4ePjw+mT59epFkQunXrhhUrVqBLly6oUqUKevfujalTp2Lz5s2SjlOUS/916tTBpk2b0KtXL1StWhUdOnTAe++9h59++klS8Zef4euvv0ZQUBBcXFwwcODAp+6ZLWyuzp07IyEhAQcOHJB0fBaqRAp3//59uSNIxsy2pTIa4XjqFNTHj0Ml0BREgFjtnE/EzI9O9p+QkIC9e/di9OjRBXqI/f39MXDgQGzatMlUzB0+fBgNGzYscNz09HR89dVXWLFiBTZv3oyDBw9iyJAh2L17NzZu3Iivv/4aK1asMFskYMqUKWarTFn6Km6ffvopwsPDsXz5ckRGRiIhIQFbtmwx2+f999+Hm5vbY7+uXr1q9T2SkpIkLVtqyZo1a56Y4eDBg4/N4OHhYZrKqbAuXryIDRs24KeffsLOnTtx4sQJjB8/3qa5HB0d0aBBg8e+zhLe9U+kcB4eHrKPQZKKmckaEdtZxMxOTk7IysoyPb506RKMRiNq1Khhcf/q1asjMTERd+/eha+vL65du2ZxYvqcnBwsWrTI1NvZt29ffP/997h48SLc3NxQs2ZNtG7dGgcPHsTzzz8PAJg5cyYmTZpkg5/SusWLF+Ptt99G//79ATxYevTXX3812+eVV17BwIEDH3uch3uUH3bx4kUsXboUCxYsKFLO3r1749lnn33sPuXLl7e4/e7du5g/fz7Gjh0r+X0zMzMRERFhOvbSpUvRo0cPfPrppwgICLBZrnLlyuHff/+VlJWFKpHCiXgjBzOTNSK2s4iZ8yf+f1RhL39nZGRYnIvVxcXF7JK8r68vKlSoADc3N9M2Pz8/xMfHm+3j6+tb2OhFlpSUhFu3bpkVWhqNBo0bNzb7+b29vZ+qR/TGjRvo1q0bXnjhBYwZM6ZIWd3d3Z/qZrXk5GT06NEDtWvXxty5cyW/vkKFCmaFZvPmzWEwGHD+/HkEBATYLJdOp0N6erqkY/LSP5HC5eTkyB1BMmYma0RsZxEzPzpGtEqVKlCpVDh//rzF/S9cuAC9Xo8yZcoAAHx8fCxOCv/oTVoqlcriNoPBYHosx6X/wniaS/83b95E+/bt0aJFC3zzzTdFzvA0l9hTUlLQrVs3uLu7Y8uWLRZvnFNqroSEBMkfWtijSqRwTzPvnNyYmawRsZ1FzPxoce3j44P27dvj22+/xYQJE8zGqd6+fRsbNmzA4MGDTdNa1atXD//880+xZLH3pX9PT0+ULVsWUVFRaNOmDQAgNzcXx44dMxt3K/XS/40bN9C+fXs0atQIK1assNprLYXUS+zJycno2rUrnJycsG3btqdegezq1au4efOm6ec7cuQI1Gq1aWiIrXKdOXMGAwYMkJSVhSqRwun1erNpY0TAzGSNiO0sYmZnZ+cCN1QtWLAAnTt3Rr9+/TB79mxUrFgR586dw+zZs1G2bFnMnj3btG+nTp0wceJE5OXlFXnog9RL/xcvXkRqairi4uKQkZGBkydPAngwF6ejo2OhjjF58mR8+OGHCA4ORs2aNbFw4cICPcRSLv3fuHED7dq1Q8WKFbFgwQKzoQ0BAQGFOoYlUi6xJycno0uXLkhPT8fq1auRnJyM5ORkAA/aWMq/k7OzM0aMGIEFCxYgOTkZr732GgYOHGj6WWyRKzY2Fjdu3ECnTp0KnRNgoUpEJKQ8b+9i6dGh0qNatWo4cOAA3n//fYwYMQL379+Hv78/evTogbfeesusaOvcuTM0Gg327dsnubAoqtGjR5tNYZR/U9eVK1dQqVIlAA+GF6xYsQKhoaEWj/G///0Pt27dwogRI6BWqzFy5Ej069fvqW+K2717Ny5evIiLFy8iMDDQ7LmHx70+KVdRHD9+HFFRUQAe/Fs+7OG2qVSpEkJDQx87drVatWro378/nnvuOSQkJKBnz5744osvbJpr3bp16NKlCypWrCjp+CpjUSYWU6hXG03HxRNX5I5RaL/ePCV3BFKw+9o/zO7eFcGjdxyLgJntg5ltQ6VSwcXFxfThxcHBoUhzmQLAN998gx07dphNNWUrarUarq6uhdr3ypUrqF69OqKjoxEcHGzjZIVXmFxvv/02Dh48iMjISJtkSE9Ph4+PD3755Re0a9fO4j5z587F1q1bTT3V9pCdnY3g4GCsXbsWLVu2fOy+eXl5MBqNpqmt2KNKpHDWlkJUMma2D2a2j9KaeeTIkUhKSkJKSordl1F9nB07dmDs2LGKKlKBx+cyGo24fPky9u7da3Har+Kyb98+dOjQwWqRKperV69ixowZTyxSLWGhSqRwLi4uyMzMlDuGJMxsH8xsHyJm1mq1kpeqfJRGo8G0adOKKVHxmTBhgtwRLHpcrqSkJNSuXRtNmjSRvOyqFD169ECPHj1sdvynVa1atQLDAgqLA5yIiESTkQGfAQPg2KULl1AlkxI4kq/E0Ov1yMrKQmRkpOQxmsVt7ty5dr3sX1TsUSVSOBGXb2Rm21IZjXD64w/T9yKVJyK1cz4RMhuNRrNC9dE7/olExR5VIoVT0tiwwmJmskbEdhYl88OT7Ds5OcmYhOjp5eXlmc1owkKVSOHy73wUCTOTNSK2syiZ8++WBqwvoUqkZPlXBlioEgmkqDdEyIGZyRoR21mUzHl5eaZi9eHeVSJRWFpggoUqkcKlpqbKHUEyZiZrRGxnUTIbjUZkZWUhLy9P8fO+Ej3MaDQiNzcXRqOxQKEqxvUMolJMxOUbmZmsEbGdRcpsMBiQmZkJDw8PZGdnQ61WCzEPLHuBS6f8f3eDwQC1Wg2NRlPg97VEFqrzdk5DTk6O3DEKLVvvLcxJMJ+3NzPbS+FWoqbSxqDTCVGAkP3l90plZGRApVIJMV7VwcGBN4CVQiqVCg4ODhYL1HwlslAVTXp6utwRJGNm+xExNzPbltHFBXEXL8LZ2RlGwSaiF6md84mc2Wg0FnkpVXtQq9XQarVyxyAFUv7HrFJAxEmamdl+RMzNzPbBzPbBzETyYaGqAK6urnJHkIyZ7UfE3MxsH8xsH8xMJB8WqkREosnMhPfw4dD26wcIdumfiEgKlbEEXh+Ij48X6mYqtVot3N2OzGw/IuZmZttSpaejbHAwAOBWTAyMLi4yJyo8kdo5HzPbnlarha+vr9wxSIHYo6oAIl6iYWb7ETE3M5M1IrYzMxPJh4WqAoh4pyMz24+IuZmZrBGxnZmZSD4sVBVAlOX5HsbM9iNibmYma0RsZ2Ymkg8LVQVISUmRO4JkzGw/IuZmZrJGxHZmZiL5sFBVAC8vL7kjSMbM9iNibmYma0RsZ2Ymkk+JXJlKoxHrx1KpVMKNJ2Jm+xExNzPbmJMTEBICANA4OQGi5IZg7fwfZrY90f5uk/2UqOmpcnJyhPofk4iIiP4//h2nR5WoS/85OTlYsmQJMjIy5I5SaBkZGXjzzTeZ2cZEzAyImZuZ7YOZ7YOZ7SMjIwNLliwRag50so8SVagCwKFDh4Ra49hoNOLKlSvMbGMiZgbEzM3M9sHM9sHM9mE0GnHo0CG5Y5AClbhClYiIiIhKBhaqRERERKRIJapQ1Wq1GDBggFADsZnZPkTMDIiZm5ntg5ntg5ntQ8TMZB8l6q5/IiIiIio5SlSPKhERERGVHCxUiYiIiEiRWKgSERERkSKxUCUiIiIiRSpRi+vu3LkTP/30ExITE1GxYkWMHDkS1apVkzuWRdHR0di2bRuuXLmC+/fvY+rUqWjatKncsR5ry5YtOHr0KG7cuAFHR0dUr14dw4YNQ7ly5eSOZtWuXbuwa9cuxMfHAwACAwMxYMAAhPy3TroItm7dirVr1+K5555DaGio3HEs2rBhAzZu3Gi2rVy5cli8eLE8gQopISEBq1evxsmTJ5GVlYWAgACMHz8eVatWlTuaVRMmTDD9Pj+sS5cuGD16tAyJHs9gMGDDhg04ePAgEhMT4e3tjbZt2+L555+HSqWSO55VGRkZWL9+PY4ePYqkpCRUrlwZoaGhivqb8qS/I0ajERs2bMDevXuRlpaGmjVrYvTo0ShbtqxiM0dFRWH37t24fPkyUlNT8fHHH6NSpUqy5SX5lZhC9fDhw4iIiMCYMWMQHByMn3/+Ge+99x4WL14MT09PueMVkJWVhUqVKqFDhw5YsGCB3HEKJTo6Gl27dkXVqlWRl5eHdevW4d1338XChQvh7OwsdzyLvL29MWTIEJQtWxZGoxEHDhzAxx9/jI8//hhBQUFyx3uiixcvYvfu3ahYsaLcUZ4oKCgIs2fPNj1Wq5V9wSY1NRWzZ8/GM888gxkzZsDDwwO3bt2Cq6ur3NEe64MPPoDBYDA9vnr1Kt599100b95cxlTWbd26Fbt378aECRMQGBiIy5cv44svvoCLiwuee+45ueNZ9dVXX+HatWuYOHEivL298fvvv2P+/PlYtGgRvL295Y4H4Ml/R3788Uf88ssvmDBhAvz8/LB+/Xq89957WLhwIRwdHWVI/OTMWVlZqFmzJpo3b46vv/5ahoSkNCWmUN2+fTs6duyI9u3bAwDGjBmD48ePY9++fejbt6+84SwICQkRqlcPAGbOnGn2eMKECRg9ejQuX76M2rVry5Tq8Ro3bmz2ePDgwdi1axdiYmIUX6hmZmZi6dKlGDduHDZv3ix3nCdSq9XQ6/Vyxyi0H3/8ET4+Phg/frxpm5+fn4yJCsfDw8Ps8datW+Hv76/Y/wcvXLiAxo0bo2HDhgAetHFkZCQuXrwoczLrsrOzERUVhenTp5vadeDAgTh27Bh27dqFF198UeaEDzzu74jRaMSOHTvQv39/NGnSBAAwceJEjBkzBn/++Sdatmxpz6gmT/rb16ZNGwDAnTt37BWJFE7ZXR6FlJubi8uXL6Nu3bqmbWq1GnXr1sWFCxdkTFaypaenAwDc3NxkTlI4BoMBhw4dQlZWFqpXry53nCf69ttvERISgnr16skdpVDi4uIwbtw4TJw4EZ999hnu3r0rd6TH+uuvv1ClShUsXLgQo0ePxvTp07Fnzx65Y0mSm5uLgwcPon379oq9jF69enWcOXMGN2/eBADExsbi/Pnziv6gnpeXB4PBUGDyeUdHR/zzzz8ypZLmzp07SExMNDt/uLi4oFq1avy7SEIpET2qycnJMBgMBXpz9Hq96eRIxctgMCA8PBw1atRAhQoV5I7zWFevXsXMmTORk5MDZ2dnTJ06FYGBgXLHeqxDhw7hypUr+OCDD+SOUijBwcEYP348ypUrh/v372Pjxo1455138Omnn0Kn08kdz6I7d+5g9+7d6NGjB/r164dLly5hxYoV0Gg0aNeundzxCuXo0aNIS0tTdN6+ffsiIyMDr7/+OtRqNQwGA1588UW0bt1a7mhW6XQ6VK9eHZs2bUL58uWh1+sRGRmJCxcuICAgQO54hZKYmAgABYa+eXp6mp4jEkGJKFTJ/r777jtcu3YN8+bNkzvKE5UrVw6ffPIJ0tPTceTIEXz++ecICwtTbLF69+5dhIeHY9asWbKNI5Pq4d6xihUrmgrXP/74Ax06dJAxmXUGgwFVq1bFkCFDAACVK1fG1atXsXv3bkUXfg/bt28fGjRooJgxk5b88ccfiIyMxGuvvYagoCDExsYiPDwcXl5eim7niRMn4ssvv8Qrr7wCtVqNypUro2XLlrhy5Yrc0YhKlRJRqHp4eECtVhf4lJiYmCjUmDlRfPfddzh+/DjCwsLg4+Mjd5wn0mg0pl6QKlWq4NKlS9ixYwfGjh0rczLLLl++jKSkJLz55pumbQaDAefOncPOnTuxdu1axd+o5OrqinLlyiEuLk7uKFZ5eXkV+LASGBiIqKgomRJJEx8fj9OnT2Pq1KlyR3ms1atXo0+fPqYxkRUqVEB8fDy2bt2q6EI1ICAAYWFhyMzMREZGBry8vLBo0SIhxjEDMP3tS0pKgpeXl2l7UlIS76InoZSIQlWj0aBKlSo4c+aMaZoLg8GAM2fOoFu3bjKnKzmMRiOWL1+Oo0ePYu7cucKcsB9lMBiQk5Mjdwyr6tatW+Bu2C+//BLlypVDnz59FF+kAg9uBIuLi1P05d0aNWoUGBp08+ZN+Pr6ypRImn379sHT09N0k5JSZWVlFfidVavVMBqNMiWSxtnZGc7OzkhNTcWpU6cwbNgwuSMVip+fH/R6Pf7++29TYZqeno6LFy+iS5cu8oYjkqBEFKoA0LNnT3z++eeoUqUKqlWrhh07diArK0uxn9jz/5Dnu3PnDmJjY+Hm5oYyZcrImMy67777DpGRkZg+fTp0Op2pB9vFxUWxl6jXrl2LBg0aoEyZMsjMzERkZCSio6MLzGCgJDqdrsC4XycnJ7i7uyt2PHBERAQaN26MMmXK4P79+9iwYQPUajVatWoldzSrevTogdmzZ2Pz5s1o0aIFLl68iL179yq2p/1hBoMB+/fvR9u2beHg4CB3nMdq1KgRNm/ejDJlyiAwMBCxsbHYvn27aYYWpTp58iQAmK4MrFq1CuXLl1fU35Qn/R157rnnsHnzZpQtWxZ+fn74/vvv4eXlZZoFQImZU1NTcffuXSQkJACA6cOkXq/nFdJSSmUU5WNtIezcuRPbtm1DYmIiKlWqhJdffhnBwcFyx7Lo7NmzCAsLK7C9bdu2mDBhggyJnmzgwIEWt48fP15RJ++Hffnllzhz5gzu378PFxcXVKxYEX369BHmTvp8c+fORaVKlRQ74f/ixYtx7tw5pKSkwMPDAzVr1sSLL76o+BtPjh07hrVr1yIuLg5+fn7o0aMHOnXqJHesJzp16pRpnmglL7gBFJw439vbGy1btsSAAQOg0Si3r+Tw4cNYt24d7t27Bzc3Nzz77LMYPHgwXFxc5I5m8qS/I/kT/u/Zswfp6emoWbMmRo0aJevvzJMy79+/H1988UWB5wcMGGD1bxCVbCWqUCUiIiKikkP5g92IiIiIqFRioUpEREREisRClYiIiIgUiYUqERERESkSC1UiIiIiUiQWqkRERESkSCxUiYiIiEiRWKgSUaF9/vnnil2QoricPXsWAwcOxNmzZ+WOQkRU6il3WRAisovCrvYyZ84cGydRrsjISCQlJaFHjx5yRyEiKlW4MhVRKff7778XeHz69GlMnDjRbHu9evXg5uYGo9EIrVZrz4h2ZTAYkJubC41GA7X6wUWnDz/8ENeuXcPnn38uczoiotKFPapEpVybNm3MHsfExOD06dMFtpcWarUajo6OcscgIiKwUCUiCT7//HNER0ebehbv3LmDiRMnYtiwYXB0dMT27duRmJiImjVr4pVXXoGPjw82bdqEPXv2ICUlBfXr18f48ePh5uZmdtwTJ05gy5YtuHLlClQqFWrVqoVhw4YhKCjosXk2bNiAjRs3YsOGDWbb9+/fjy+++ALLli2Dn58fAGDChAkICgpC3759sXLlSly9ehVeXl544YUX0LZtW9Nrz549i7CwMMyZMwfPPPMM5s6di+joaAD/f5iEr6+vqQ1++eUX7N69G3fu3IFWq4W/vz969uyJVq1aFaGliYgIYKFKRMUgMjISubm56NatG1JTU7Ft2zYsWrQIderUQXR0NPr06YO4uDjs3LkTERERGD9+vOm1v//+Oz7//HPUr18fQ4cORVZWFnbt2oV33nkHH330kanQLA5xcXH49NNP0aFDB7Rt2xb79u3DF198gSpVqlgtivv374/09HTcu3cPI0aMAAA4OzsDAPbs2YMVK1agWbNmeO6555CdnY2rV68iJiaGhSoRUTFgoUpERZaQkIDPPvsMLi4uAB6M89y6dSuys7Px4YcfwsHBAQCQnJyMyMhIjBkzBlqtFpmZmVixYgU6dOiAcePGmY7Xtm1bTJkyBVu2bDHbXlQ3b95EWFgYatWqBQBo0aIFXn31Vezbtw8vvfSSxdfUq1cP3t7eSEtLKzAc4vjx4wgKCsIbb7xRbBmJiOj/4/RURFRkzZo1MxWpABAcHAwAaN26talIzd+em5uLhIQEAMDp06eRlpaGli1bIjk52fSlVqsRHBxc7FNEBQYGmopUAPDw8EC5cuVw586dpzqeq6sr7t27h4sXLxZXRCIiegh7VImoyMqUKWP2OL9otbY9LS0NAHDr1i0AwLx58yweV6fT2TQn8KDYzM8jVZ8+ffD3339jxowZCAgIQL169dCqVSvUrFmzqFGJiAgsVImoGORP41TY7fmz4uX/d+LEidDr9QX2e7g31hKVSmVxu8FgeKo8UgUGBmLx4sU4fvw4Tp48iaioKOzatQsDBgwo9Py0RERkHQtVIpKNv78/AMDT0xP16tWT/HpXV1cAD3po878HgPj4+OIJWAjOzs5o0aIFWrRogdzcXCxYsACbN29G3759Oc0VEVERcYwqEcmmfv360Ol02LJlC3Jzcws8n5yc/NjXBwQEAADOnTtn2paZmYkDBw4Ua05nZ2ekp6cX2J6SkmL2WKPRIDAwEEajEXl5ecWagYioNGKPKhHJxsXFBWPGjMHSpUvx5ptvomXLlvDw8MDdu3dx/Phx1KhRA6NGjbL6+nr16qFMmTL48ssv0bt3b6jVauzbt890jOJSpUoVHD58GCtXrkTVqlXh7OyMxo0b491334Ver0eNGjWg1+tx/fp1/Prrr2jYsGGxj68lIiqNWKgSkaxatWoFLy8vbN26Fdu2bUNOTg68vb1Rq1YttG/f/rGv1Wg0mDp1Kr777jusX78eer0ezz33HNzc3PDFF18UW8YuXbogNjYW+/fvx88//wxfX180btwYnTt3xsGDB/Hzzz8jMzMT3t7e6N69O/r3719s701EVJqpjE97FwERERERkQ1xjCoRERERKRILVSIiIiJSJBaqRERERKRILFSJiIiISJFYqBIRERGRIrFQJSIiIiJFYqFKRERERIrEQpWIiIiIFImFKhEREREpEgtVIiIiIlIkFqpEREREpEgsVImIiIhIkVioEhEREZEi/T95D5OIYaCMOAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 7 -------------------\n", "Scheduled operation: S-Op(operation=O(m=0, d=2, j=0, p=3), start_time=9, machine_id=0)\n", "Current time: 7\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -7.0 1.0 1.0 0.0 1.0\n", "1 0.0 -6.0 1.0 1.0 0.0 1.0\n", "2 0.0 -5.0 7.0 1.0 0.0 0.0\n", "3 0.0 2.0 2.0 1.0 0.0 0.0\n", "4 0.0 -5.0 5.0 1.0 0.0 1.0\n", "5 1.0 2.0 1.0 0.0 0.0 0.0\n", "6 0.0 4.0 1.0 0.0 1.0 0.0\n", "7 0.0 -7.0 0.0 1.0 0.0 1.0\n", "8 0.0 -6.0 -3.0 1.0 0.0 1.0\n", "9 1.0 0.0 2.0 0.0 0.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 4.0 1.0 1.0 1.0 0.0\n", "1 1.0 0.0 2.0 0.0 1.0 0.0\n", "2 1.0 2.0 1.0 1.0 1.0 0.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 2.0 0.0 2.0 0.0 1.0\n", "1 1.0 2.0 2.0 0.0 2.0 0.0\n", "2 1.0 0.0 2.0 0.0 1.0 0.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 8 -------------------\n", "Scheduled operation: S-Op(operation=O(m=2, d=1, j=1, p=1), start_time=9, machine_id=2)\n", "Current time: 7\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -7.0 1.0 1.0 0.0 1.0\n", "1 0.0 -6.0 1.0 1.0 0.0 1.0\n", "2 0.0 -5.0 7.0 1.0 0.0 0.0\n", "3 0.0 2.0 2.0 1.0 0.0 0.0\n", "4 0.0 -5.0 5.0 1.0 0.0 1.0\n", "5 0.0 2.0 1.0 1.0 0.0 0.0\n", "6 1.0 4.0 1.0 0.0 0.0 0.0\n", "7 0.0 -7.0 0.0 1.0 0.0 1.0\n", "8 0.0 -6.0 -3.0 1.0 0.0 1.0\n", "9 1.0 0.0 2.0 0.0 0.0 0.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 4.0 1.0 1.0 1.0 0.0\n", "1 1.0 0.0 2.0 0.0 1.0 0.0\n", "2 0.0 -7.0 0.0 2.0 0.0 1.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 2.0 0.0 2.0 0.0 1.0\n", "1 1.0 4.0 1.0 1.0 1.0 0.0\n", "2 1.0 0.0 2.0 0.0 1.0 0.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 9 -------------------\n", "Scheduled operation: S-Op(operation=O(m=1, d=2, j=2, p=2), start_time=7, machine_id=1)\n", "Current time: 11\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -11.0 1.0 1.0 0.0 1.0\n", "1 0.0 -10.0 1.0 1.0 0.0 1.0\n", "2 0.0 -9.0 7.0 1.0 0.0 1.0\n", "3 0.0 -2.0 2.0 1.0 0.0 1.0\n", "4 0.0 -9.0 5.0 1.0 0.0 1.0\n", "5 0.0 -2.0 1.0 1.0 0.0 1.0\n", "6 1.0 0.0 1.0 0.0 0.0 0.0\n", "7 0.0 -11.0 0.0 1.0 0.0 1.0\n", "8 0.0 -10.0 -3.0 1.0 0.0 1.0\n", "9 0.0 -4.0 -2.0 1.0 0.0 1.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 1.0 0.0 1.0 0.0 1.0 0.0\n", "1 0.0 -11.0 0.0 0.0 0.0 1.0\n", "2 0.0 -11.0 0.0 0.0 0.0 1.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 2.0 0.0 0.0 0.0 1.0\n", "1 1.0 0.0 1.0 0.0 1.0 0.0\n", "2 0.0 0.0 0.0 0.0 0.0 1.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------- Step 10 -------------------\n", "Scheduled operation: S-Op(operation=O(m=0, d=1, j=1, p=2), start_time=11, machine_id=0)\n", "Current time: 12\n", "CompositeFeatureObserver:\n", "------------------------\n", "operations:\n", " IsReady EarliestStartTime Duration IsScheduled PositionInJob IsCompleted\n", "0 0.0 -12.0 1.0 1.0 0.0 1.0\n", "1 0.0 -11.0 1.0 1.0 0.0 1.0\n", "2 0.0 -10.0 7.0 1.0 0.0 1.0\n", "3 0.0 -3.0 2.0 1.0 0.0 1.0\n", "4 0.0 -10.0 5.0 1.0 0.0 1.0\n", "5 0.0 -3.0 1.0 1.0 0.0 1.0\n", "6 0.0 -1.0 0.0 1.0 0.0 1.0\n", "7 0.0 -12.0 0.0 1.0 0.0 1.0\n", "8 0.0 -11.0 -3.0 1.0 0.0 1.0\n", "9 0.0 -5.0 -2.0 1.0 0.0 1.0\n", "machines:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 -12.0 0.0 0.0 0.0 1.0\n", "1 0.0 -12.0 0.0 0.0 0.0 1.0\n", "2 0.0 -12.0 0.0 0.0 0.0 1.0\n", "jobs:\n", " IsReady EarliestStartTime Duration IsScheduled RemainingOperations IsCompleted\n", "0 0.0 2.0 0.0 0.0 0.0 1.0\n", "1 0.0 0.0 0.0 0.0 0.0 1.0\n", "2 0.0 0.0 0.0 0.0 0.0 1.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solver = DispatchingRuleSolver(\"most_work_remaining\")\n", "plot_function = plot_gantt_chart_wrapper(show_available_operations=True)\n", "for i in range(len(dispatcher.unscheduled_operations())):\n", " solver.step(dispatcher)\n", " print(f\"------------------- Step {i + 1} -------------------\")\n", " scheduled_operation = history.history[-1]\n", " print(f\"Scheduled operation: {scheduled_operation}\")\n", " print(f\"Current time: {dispatcher.current_time()}\")\n", " print(composite)\n", " plot_function(\n", " dispatcher.schedule,\n", " makespan=11,\n", " available_operations=dispatcher.available_operations(),\n", " current_time=dispatcher.current_time(),\n", " )\n", " plt.title(f\"Step {i + 1}\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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