{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 9. Automated machine learning \n", "\n", "This notebook contains some basics for autoML using CapyMOA:\n", "\n", "* Implement a custom model selection procedure using CapyMOA.\n", "* Perform hyperparameter optimisation, and model selection using CapyMOA's AutoML features.\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found at* https://www.capymoa.org.\n", "\n", "**last updated on 28/11/2025**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", "from util.nbmock import mock_datasets, is_nb_fast\n", "\n", "if is_nb_fast():\n", " mock_datasets()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import contextlib\n", "import io\n", "from capymoa.datasets import Electricity\n", "from capymoa.evaluation import prequential_evaluation\n", "from moa.streams import ConceptDriftStream\n", "from capymoa.stream.drift import DriftStream, AbruptDrift, GradualDrift\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "from capymoa.classifier import (\n", " HoeffdingTree,\n", " HoeffdingAdaptiveTree,\n", " KNN,\n", " NaiveBayes,\n", " AdaptiveRandomForestClassifier,\n", " StreamingRandomPatches,\n", " LeveragingBagging,\n", ")\n", "from capymoa.stream.generator import SEA\n", "from capymoa.automl import (\n", " AutoClass,\n", " BanditClassifier,\n", " SuccessiveHalvingClassifier,\n", " EpsilonGreedy,\n", ")\n", "\n", "# Setup the data streams for our experiments:\n", "stream = Electricity()\n", "drift_stream = DriftStream(\n", " moa_stream=ConceptDriftStream(),\n", " CLI=\"\"\"\n", " -s (generators.AgrawalGenerator -f 1) \n", " -d (ConceptDriftStream \n", " -s (generators.AgrawalGenerator -f 2)\n", " -d (ConceptDriftStream -s (generators.AgrawalGenerator -f 3) \n", " -d (generators.AgrawalGenerator -f 4) -p 30000 -w 0)\n", " -p 20000 -w 0) \n", " -p 10000 \n", " -w 0\n", "\"\"\",\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def print_summary(label: str, results):\n", " print(\n", " f\"{label.ljust(10)} Cumulative accuracy = {results.accuracy():.2f}, \"\n", " f\"wall-clock time: {results.wallclock():.3f}\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.1 Custom model selection\n", "\n", "In this section we manually define a method to select the best model based on its accuracy on a given stream. First we define a list of models to be tried and then we iterate over the stream to train and evaluate each model. The model with the highest accuracy is selected as the best model." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define a generic adaptive learning function\n", "def stream_learning_model_selection(model_list, window_size, max_instances):\n", " best_accuracy = 0 # The best accuracy score\n", " all_results = {}\n", " for model in model_list:\n", " results = prequential_evaluation(\n", " stream=stream,\n", " learner=model,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " all_results[model] = results\n", " if results.cumulative.accuracy() > best_accuracy:\n", " best_accuracy = results.cumulative.accuracy()\n", " model_b = model\n", "\n", " print_summary(f\"Best ({model_b})\", all_results[model_b])\n", " return all_results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best (StreamingRandomPatches) Cumulative accuracy = 90.56, wall-clock time: 2.070\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Code to select the best performing model\n", "schema = stream.get_schema()\n", "ht = HoeffdingTree(schema)\n", "knn = KNN(schema)\n", "arf = AdaptiveRandomForestClassifier(schema, ensemble_size=5)\n", "srp = StreamingRandomPatches(schema, ensemble_size=5)\n", "nb = NaiveBayes(schema)\n", "model_list = [ht, knn, arf, srp, nb]\n", "\n", "all_res = stream_learning_model_selection(model_list, 1000, 5000)\n", "plot_windowed_results(*all_res.values(), metric=\"accuracy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.2 AutoML\n", "\n", "The following example shows how to use the AutoClass algorithm using CapyMOA.\n", "\n", "* `base_classifiers` is a list of classifier class types that will be candidates for the AutoML algorithm. The AutoML algorithm will select the best classifier based on its performance on the stream.\n", "\n", "* `configuration_json` is a json file that contains the configuration for the AutoML algorithm. An example of the configuration file is shown below:\n", "\n", "*Maroua Bahri, Nikolaos Georgantas. Autoclass: Automl for data stream\n", "classification. In BigData, IEEE, 2023. https://ieeexplore.ieee.org/document/10386362*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", "\n", " \"windowSize\" : 1000,\n", " \"ensembleSize\" : 10,\n", " \"newConfigurations\" : 10,\n", " \"keepCurrentModel\" : true,\n", " \"lambda\" : 0.05,\n", " \"preventAlgorithmDeath\" : true,\n", " \"keepGlobalIncumbent\" : true,\n", " \"keepAlgorithmIncumbents\" : true,\n", " \"keepInitialConfigurations\" : true,\n", " \"useTestEnsemble\" : true,\n", " \"resetProbability\" : 0.01,\n", " \"numberOfCores\" : 1,\n", " \"performanceMeasureMaximisation\": true,\n", "\n", " \"algorithms\": [\n", " {\n", " \"algorithm\": \"moa.classifiers.lazy.kNN\",\n", " \"parameters\": [\n", " {\"parameter\": \"k\", \"type\":\"integer\", \"value\":10, \"range\":[2,30]}\n", " ]\n", " }\n", " ,\n", " {\n", " \"algorithm\": \"moa.classifiers.trees.HoeffdingTree\",\n", " \"parameters\": [\n", " {\"parameter\": \"g\", \"type\":\"integer\", \"value\":200, \"range\":[10, 200]},\n", " {\"parameter\": \"c\", \"type\":\"float\", \"value\":0.01, \"range\":[0, 1]}\n", " ]\n", " }\n", " ,\n", " {\n", " \"algorithm\": \"moa.classifiers.lazy.kNNwithPAWandADWIN\",\n", " \"parameters\": [\n", " {\"parameter\": \"k\", \"type\":\"integer\", \"value\":10, \"range\":[2,30]}\n", " ]\n", " }\n", " ,\n", " {\n", " \"algorithm\": \"moa.classifiers.trees.HoeffdingAdaptiveTree\",\n", " \"parameters\": [\n", " {\"parameter\": \"g\", \"type\":\"integer\", \"value\":200, \"range\":[10, 200]},\n", " {\"parameter\": \"c\", \"type\":\"float\", \"value\":0.01, \"range\":[0, 1]}\n", " ]\n", " }\n", "\n", " ]\n", "}\n", "\n" ] } ], "source": [ "with open(\"./settings_autoclass.json\", \"r\") as f:\n", " settings = f.read()\n", " print(settings)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AutoClass Cumulative accuracy = 88.33, wall-clock time: 53.758\n" ] } ], "source": [ "max_instances = 20000\n", "window_size = 2500\n", "\n", "schema = stream.get_schema()\n", "autoclass = AutoClass(\n", " schema=schema,\n", " configuration_json=\"./settings_autoclass.json\",\n", " base_classifiers=[KNN, HoeffdingAdaptiveTree, HoeffdingTree],\n", ")\n", "results_autoclass = prequential_evaluation(\n", " stream=stream,\n", " learner=autoclass,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "print_summary(\"AutoClass\", results_autoclass)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We compare the performance of the AutoML algorithm against basic classifiers:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HT Cumulative accuracy = 85.61, wall-clock time: 0.142\n", "HAT Cumulative accuracy = 87.08, wall-clock time: 0.187\n", "KNN Cumulative accuracy = 85.47, wall-clock time: 1.646\n", "NB Cumulative accuracy = 77.23, wall-clock time: 0.071\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ht = HoeffdingTree(schema)\n", "hat = HoeffdingAdaptiveTree(schema)\n", "knn = KNN(schema)\n", "nb = NaiveBayes(schema)\n", "\n", "results_ht = prequential_evaluation(\n", " stream, ht, window_size=window_size, max_instances=max_instances\n", ")\n", "results_hat = prequential_evaluation(\n", " stream, hat, window_size=window_size, max_instances=max_instances\n", ")\n", "results_knn = prequential_evaluation(\n", " stream, knn, window_size=window_size, max_instances=max_instances\n", ")\n", "results_nb = prequential_evaluation(\n", " stream, nb, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "print_summary(\"HT\", results_ht)\n", "print_summary(\"HAT\", results_hat)\n", "print_summary(\"KNN\", results_knn)\n", "print_summary(\"NB\", results_nb)\n", "plot_windowed_results(\n", " results_ht,\n", " results_knn,\n", " results_hat,\n", " results_nb,\n", " results_autoclass,\n", " metric=\"accuracy\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.3 AutoML with concept drift\n", "\n", "We test the same algorithms on a data stream with simulated concept drift:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HT Cumulative accuracy = 78.82, wall-clock time: 0.326\n", "HAT Cumulative accuracy = 78.24, wall-clock time: 0.364\n", "KNN Cumulative accuracy = 67.14, wall-clock time: 4.948\n", "NB Cumulative accuracy = 60.29, wall-clock time: 0.088\n", "AutoClass Cumulative accuracy = 85.71, wall-clock time: 78.168\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.automl import AutoClass\n", "\n", "max_instances = 40000\n", "window_size = 4000\n", "\n", "ht = HoeffdingTree(schema=drift_stream.get_schema())\n", "hat = HoeffdingAdaptiveTree(schema=drift_stream.get_schema())\n", "knn = KNN(schema=drift_stream.get_schema())\n", "nb = NaiveBayes(schema=drift_stream.get_schema())\n", "autoclass = AutoClass(\n", " schema=drift_stream.get_schema(),\n", " configuration_json=\"./settings_autoclass.json\",\n", " base_classifiers=[KNN, HoeffdingAdaptiveTree, HoeffdingTree],\n", ")\n", "\n", "results_ht = prequential_evaluation(\n", " drift_stream, ht, window_size=window_size, max_instances=max_instances\n", ")\n", "results_hat = prequential_evaluation(\n", " drift_stream, hat, window_size=window_size, max_instances=max_instances\n", ")\n", "results_knn = prequential_evaluation(\n", " drift_stream, knn, window_size=window_size, max_instances=max_instances\n", ")\n", "results_nb = prequential_evaluation(\n", " drift_stream, nb, window_size=window_size, max_instances=max_instances\n", ")\n", "results_autoclass = prequential_evaluation(\n", " drift_stream, autoclass, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "print_summary(\"HT\", results_ht)\n", "print_summary(\"HAT\", results_hat)\n", "print_summary(\"KNN\", results_knn)\n", "print_summary(\"NB\", results_nb)\n", "print_summary(\"AutoClass\", results_autoclass)\n", "plot_windowed_results(\n", " results_ht,\n", " results_knn,\n", " results_hat,\n", " results_nb,\n", " results_autoclass,\n", " metric=\"accuracy\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.4 Analysis of further AutoML methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Bandit Classifier**\n", "\n", "It is a model selection for classification in streaming scenarios.\n", "\n", "\n", "Each model is associated with an arm. At each train call, the policy decides which arm/model to pull.\n", "The reward is the performance of the model on the provided sample. The predict and predict_proba\n", "methods use the current best model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Successive Halving Classifier**\n", "\n", "The algorithm progressively eliminates poorly performing models while allocating more resources to promising ones.\n", "\n", "Successive halving is a method for performing model selection without having to train each model on all the dataset.\n", "At certain points in time (called \"rungs\"), the worst performing models will be discarded and the best ones\n", "will keep competing between each other. The rung values are designed so that at most 'budget' model updates\n", "will be performed in total." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Testing whether SuccessiveHalvingClassifier and BanditClassifier work correctly" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "f = io.StringIO()\n", "\n", "\n", "def test_successive_halving_and_bandit(\n", " stream, max_instances=20000, window_size=2500, budget=None, bandit_eps=0.1\n", "):\n", " \"\"\"Test SuccessiveHalving and BanditClassifier for parameter optimization of a single model type.\"\"\"\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"TESTING SUCCESSIVE HALVING AND BANDIT CLASSIFIER FOR PARAMETER OPTIMIZATION\")\n", " print(\"=\" * 80)\n", "\n", " schema = stream.get_schema()\n", " if budget is None:\n", " budget = max_instances * 2\n", "\n", " # Create a wide range of HoeffdingTree configurations with different parameters\n", " ht_models = []\n", "\n", " # Test different grace periods\n", " for grace_period in [50, 100, 200, 300, 400]:\n", " # Test different split confidences\n", " for confidence in [0.001, 0.01, 0.05, 0.1, 0.2]:\n", " # Test different tie thresholds\n", " for tie_threshold in [0.05, 0.1, 0.2]:\n", " ht_models.append(\n", " HoeffdingTree(\n", " schema=schema,\n", " grace_period=grace_period,\n", " confidence=confidence,\n", " tie_threshold=tie_threshold,\n", " )\n", " )\n", "\n", " print(f\"Created {len(ht_models)} different HoeffdingTree configurations\")\n", "\n", " # Use SuccessiveHalving to find the best HoeffdingTree configuration\n", " with contextlib.redirect_stdout(f):\n", " shc_ht = SuccessiveHalvingClassifier(\n", " schema=schema,\n", " base_classifiers=ht_models,\n", " budget=budget,\n", " eta=2.0,\n", " min_models=1,\n", " verbose=False,\n", " )\n", "\n", " # Use BanditClassifier to find the best HoeffdingTree configuration\n", " bandit_ht = BanditClassifier(\n", " schema=schema,\n", " base_classifiers=ht_models,\n", " metric=\"accuracy\",\n", " policy=EpsilonGreedy(epsilon=bandit_eps, burn_in=150),\n", " verbose=False,\n", " )\n", "\n", " # Default HoeffdingTree for comparison\n", " default_ht = HoeffdingTree(schema=schema)\n", "\n", " print(\"\\nRunning prequential evaluation...\")\n", " results_shc_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=shc_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_bandit_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=bandit_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_default_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=default_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " # Print results\n", " print(\"\\nEvaluation Results:\")\n", " print(\n", " f\"[SuccessiveHalving with {len(ht_models)} HT configs] Accuracy = {results_shc_ht.accuracy():.3f}, \"\n", " f\"Time: {results_shc_ht.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[BanditClassifier with {len(ht_models)} HT configs] Accuracy = {results_bandit_ht.accuracy():.3f}, \"\n", " f\"Time: {results_bandit_ht.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default HoeffdingTree] Accuracy = {results_default_ht.accuracy():.3f}, \"\n", " f\"Time: {results_default_ht.wallclock():.3f}s\"\n", " )\n", "\n", " # Calculate improvements\n", " improvement_shc = results_shc_ht.accuracy() - results_default_ht.accuracy()\n", " improvement_bandit = results_bandit_ht.accuracy() - results_default_ht.accuracy()\n", " print(\"Improvement over default parameters:\")\n", " print(f\"SuccessiveHalving: {improvement_shc:.2f}% absolute\")\n", " print(f\"BanditClassifier: {improvement_bandit:.2f}% absolute\")\n", "\n", " # Plot results\n", " plot_windowed_results(\n", " results_shc_ht, results_bandit_ht, results_default_ht, metric=\"accuracy\"\n", " )\n", "\n", " # Display final model info\n", " model_info_shc = shc_ht.get_model_info()\n", " print(\"\\nSuccessive Halving Final Status:\")\n", " print(\n", " f\"Active models: {model_info_shc['active_models']} / {model_info_shc['total_models']}\"\n", " )\n", " print(f\"Total rungs: {model_info_shc['current_rung']}\")\n", " print(\n", " f\"Budget used: {model_info_shc['budget_used']} / {model_info_shc['total_budget']}\"\n", " )" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "TESTING SUCCESSIVE HALVING AND BANDIT CLASSIFIER FOR PARAMETER OPTIMIZATION\n", "================================================================================\n", "Created 75 different HoeffdingTree configurations\n", "\n", "Running prequential evaluation...\n", "\n", "Evaluation Results:\n", "[SuccessiveHalving with 75 HT configs] Accuracy = 87.225, Time: 140.315s\n", "[BanditClassifier with 75 HT configs] Accuracy = 86.145, Time: 81.125s\n", "[Default HoeffdingTree] Accuracy = 85.615, Time: 0.103s\n", "Improvement over default parameters:\n", "SuccessiveHalving: 1.61% absolute\n", "BanditClassifier: 0.53% absolute\n", "\n", "Successive Halving Final Status:\n", "Active models: 1 / 75\n", "Total rungs: 7\n", "Budget used: 39999 / 40000\n" ] }, { "data": { "image/png": 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dOnXiMvcJA/+E1Ql0HGgetAxlcG/cuIF9+/YlGpRTgEiDBTRoIAvK6ec3NzcXFQxJoe9buXKlGKyg40NZcZp6QOfz2bNnOH/+PO7cuYNy5cqJx9PPFv/4eXp6iq+yY5tclCGngFmGBhQowKefr/yPoJyC7xYtWojqCyI7RzTYQAMzNEhCQTwdc3o+Cu4TouMsGxhIaipCeHg4Zs+eLX5WGlCR/R7Q7xYN8MQPyqdPn47atWsjvXFQzhhjjDHGmJzpaWmIjHVyLT7ngS3X3iA6kdJzDTU1dK9ijeG1Cyb7tVOCgloK5iiTefPmTZGxpgwnBXCU/f4TylxTubosII+Pgm0vL6+4QDMhKlMPCgoS2eT4QkND48rf+/fvL7LMlNWmEmjKKlMwRwYPHiya1J09e1bcRz9LUoMJVKJN+0hl2jTocODAAREI0vfJ9oWyzVTOHh9lcuOX4lMpOj1HfDRwkPBY0WAFle3TwAH9PJTR/133dBo0oGB69erVYoCCfl7aTyrbTgqV61NALkNZcxo0IM+fPxeDLjTQIlOgQIGfMsQpmeqQsDyfAmEKwulnp5+NgmMa7CBUPk7nnAJxqj6gAY1WrVqJ16ZydSo/p9spQKbHUTVCYkF5ctA5o4GWhME27VPp0qV/uk02OJHeeE45Y4wxxhhjckaZViohT+6lYwUrxCLxAIlu71TBKtnPlVgZ8J9Qx20KaqixF5VaU9A0ZcqUuIAwfvAWf84yodLzpPzuPkIBOQWSFNjHv1BAOWrUqLiSYwo0aeCAyuOLFCkSl92mTPqrV69EBpweQ0HXihUrEn0tKj+nwJCy0YS+Urm3rNkX7QuVZCfcFyqj79Chw0/PQ8Ft/IssGyxDVQOUSaZ55TRgQM9DJdgUKCaF5k7TcabsPc1tp0ESCtR/J+FACJ37hPPSf0dW0UBZ9ZRYsGCBmCNP5etUOk8/HwXZsp9PQ0MD586dEwM8dL7onNBgxuvXr+MqEKhygDrkU2BPlRM0IJQadN4IHbf4542mMsSfV05oikNG4KCcMcYYY4wxJZPP3EB0WVdXAzTU1X76Srdbm2dMMCFDgRQ15aI5uST+fN6Ey35RZpoCyITBOqGsM80JTmopL8rifv78WQTGCQNdKt2OHzwOGzZMBLhUEk1BnYyFhQX69u2LgwcPijL5DRs2JPlzUZBL87SpMR0F+PGDXtoXKufOnj37L/uS0mXVaM48BZyU5adsLT1H/Gx7UgMj9LNRhpzmWlMQGz/LnVL0/VRCTsudxc8qf/v2Le46ZbDpOFNlRGKSWpecfj5qQkfztikrTuXiCZdPU1NTg4ODgyjjp32gwQzZYAqh40INBanMvHDhwr80ikvJ7ypVFlBFQsLzRr8b8sDl64wxxhhjjCkhWvbM3jor9t59jw/fQpE3ix7alrNI14CcumhTOTh1+KbgmoJo6mxOQRoFXZTppgZw1KSN5kVTOfrEiRN/eg7qpE6ZUCq1piCLAljKetLcYgoMqYM2Bc0U7NK8aWr6RUEdzUOm0nGaB0yNv+g1KfimcnfKelKDMArWKGNOTcOoZP3Dhw9ijjSVqZOhQ4eK56Tvo2CTsrb0PUmhhnQ0N5mCcVmXcRm6jTLA9HPT3GNq1EYdwSnYpzntdD25aN729u3bxTxrep1///1X7Ddt/w7tA821pkEDCnj/Bs0Tp+NLpf/UJI+y6jRoQedUVk1BmWOapkC/A9Rtn6YDUDBLzd8og02BLmX9E/v5KAtNVRVUkr548WKxlB4FyOTWrVtiIIaCfjrvdP3r16/i3FC2nLrN0+tRx3lah5wGLLp27YrUoN9ZqkqgQRuqEqhSpUpcM0EqiU/t8/4NDsoZY4wxxhhTUhSAj6mXsqZbf4MaaVFgumTJEhEYUbabsos0t3n8+PHiMTQvmsqwqbSbgmwKnmVNzwjNB6esMwXP1FSLSpdp7jRlSQkFRTQvm16DgifKzFIZOaHgkLqLT5gwQZR3U+BGQTMFzzly5BDPRY3BqJyegj76Xsomy5qo0dxm6sBOwToFYDQ3mV4nKfR6sq7gkydP/uk+mg9NXbupJJtegwYPqAEZzXlO6XznPn36iOwwlcfLXpOy5gmXZEuIloOjOddUvh+/ZD61aGCAzp1sMIK6lFPAT1l5GRqEoOCa7qPXpAZ49DtA+0JN+hJDAzM0bYBK1um4UeBPAysUDBM6XnQsaek1ej4q71+0aJEYQKHzSOXy27ZtE4NCNH2BpiHQMUutGTNmiKoO+hlov6g5HFUZyH6HM5pabGpn6ysJOqk0+kYnPLXNADICvaHRG4ysoQRTPXyOVR+fY9XH51i18flVfYp0jinopAwgZULjBzzs71Dmkz7/0+f+3zU8Y8lDgxcUcFOn8qSa72Xmcxz2m7/jlMShnClnjDHGGGOMMSYqGKgRGnVBp74AVIZPc/wpc87SDwfljDHGGGOMMcZENQmVcFNJN829puZz1EhO3pUlqo6DcsYYY4wxxhhjYs43XVjG4qCcsQzw2icYe269xR0PdTzR9ES7ClZiKRPGGGOMMcZY5sZBOWPpbN/d9xh7wB1qUENMrBrcrr3BhmuvxRqitJQJY4wxxhhjLPPiloSMpXOGnALymFggOjYWsVATX+n6mAPueOMTzMefMcYYY4yxTIyDcsbSOUtOa00mhm7fe/c9H3/GGGOMMcYyMQ7KGUtHL74EIZrS4omIjY3Fh2+hfPwZY4wxxhjLxHhOOWPpgALuQw8+4rKHd5KPoTnmebPo8fFnjDHGGGMsE+NMOWNp7GtgOHr/ew/D97khIjrxLDmJiY1FW270xhhjjDGWbNWqVcPQoUPjrltbW2Pp0qXp8tzpiaYxHj58OO76s2fPULFiRejq6qJUqVJ48+aNeIyrq2uG7A+TLw7KGUtDx929UGfJZZx78gVaGmoYWacg5rUsjvzqnzBGaw+Wa63AaM09sFb7RKlyeAeG8/FnjDHGWOr5vgTOTwX+6yF9pevprFu3biJglF3MzMxQr149uLu7I6PduXMHvXv3jruuoaGBEydO/PK4iIgIzJ8/HyVLloS+vj7Mzc3h4OCALVu2IDIyMoP3Gvj06RPq168fd33KlCkwMDDA8+fPceHCBVhYWIjHFCtWLMP3jWU8Ll9nLA34BUdg0pFHOOH+SVwvnMsYi1qXRJHcxsCDHWijMwqxsWqIRQzUoI6+mscxOrIXBu7SwfHBVZDdSJfPA2OMMcZS5sEO4OggMSkOoOo8NeD6MqDJSqB0x3Q9mhSEU0BLPn/+jIkTJ6JRo0Z49+4dMlK2bNn++BgKyOvWrQs3NzfMmDFDBOPGxsa4efMmFi5ciNKlS4vsdEbKmTPnT9dfvnyJhg0bwsrKKsnHpBT93Nra2n/1HCxjcKacsb909vFnkR2ngFxDXQ2DaxTAkQEOUkBOo9VHB0EtNgbqiIYGYsVXNcRgvtZ66AW9xZDdroiKjuHzwBhjjGVmsbFARHDyL58fSgF5bAwQG/3z16MDgc+Pkv9c9NoppKOjI4JGulBAO3bsWLx//x5fv34V948ZMwYFCxYUWen8+fNj0qRJP2Wkp06dKr7v33//FSXoJiYmaNeuHQIDA+MeExwcjC5dusDQ0BC5cuXCokWLftmP+OXrtE06deokMuay63T/lStXRAZ6wIAB4nVpnzp06IBbt27B1tY20Z+R9q1cuXIwMjISPyc93tv7//2Cvn37ho4dO4qBAT09PfE8soEKCogHDhwo9ptK0inYnjNnTqLl67R97949TJ8+XWzTsUmsfP3Ro0ciu07HI0eOHOjcuTN8fHx+Kr+n16QSfKoEoIEIphw4U85YKvmHRGLascc4+OCjuG6b3RCL2pREibym/3/Qg39/jF7/TNyipo5O2pcx61VOLDnvgVF17fhcMMYYY5lVZAgwO3faPBcF5msdkv/48V6AtkGqXy4oKAg7duxAgQIFRCk7oUB269atyJ07Nx4+fIhevXqJ20aPHv1TdpgC0+PHj4sAt02bNpg7dy5mzZol7h81ahQuX76MI0eOIHv27Bg/fjzu37+fZFabStnpcatWrUKzZs2gpaUlbt+5cydq1aolMuIJ0WNkj0uIBhEos16oUCERjA8fPlyU7p88eVLcTwMNT548walTp0QQ/OLFC4SGSivrLF++HEePHsW+fftgaWkpBizokhgqU6f9o+qDkSNHiqA7frBNvn//jho1aqBnz55YsmSJeB0a+KBjdvHixbjHbdu2Df369cP169f/cNaYIuGgnLFUcH7ujbEH3PElIBzqakAvp/wYVqsgdLU0fn7gdyrhSnz0mYrZ61tEYtYLYJXzS5S1yoIadjn4fDDGGGNM4VEgTcGjLKNNGWG6TV1dKsSlcnYZylhTsLlnz56fgvKYmBgRuFOwTijzS9lsCsop0N+0aZMI9mvWrBkXcObNm/ePpeyUdafMtmxfPD09RRY5pXr06BG3TZl1CrTt7e3FvtHPTqX6FOhTNl32c8rQfZQ5r1Klish4xy9LT4j2VVNTUzynrGQ9YVC+cuVK8VqzZ8+Ou23z5s1i7rmHh4eoSiD0mjR3nikXDsoZS4HAsEjMPP4Ue+9KI535zA2wsHVJEVAnytQy0Uy5RA15rQuhazYrbLvxFsP2uuH4oCqwyKrP54QxxhjLbLT0pYx1cjnPBm6ukUrWE1LTACr2A6qPT/5rp1D16tWxZs0asU1Z7tWrV4vS6tu3b4sAdO/evSKIpWw4BbFRUVFiHnd8FMTKAnJCgb2sPJy+j0rAK1SoEHd/1qxZRdY6NUvVpgaVlFMpOc1Fp5+RBhFkAXeRIkVERrply5Yie1+nTh2Rna9cubJ4DGXUa9euLfaXMuA0354ek1q0D87OznEDIfHRsZIF5WXLlk31azD54TnljCXT9Rc+qLf0alxA3t3BGicHOyYdkJPSnRP/x1KIEfdPaFgEpSxM4R8aiQG77iM8KqnHM8YYY0xlqalJJeTJvZSjLG5SwWasdH9yn4teO4WoUziVq9OFsscbN24UGfMNGzbgxo0bYq51gwYNRPb8wYMHmDBhggiy40tYNk4ZZVngm5YoYKUlx1KCfhaak00DCVT+TqXxhw4dEvfJfg4ahHj79i2GDRsGLy8vkdGnigBSpkwZvH79WpS/U6k5lZm3atUq1T8DDWw0btxYzDGPf6EqACcnp5/OC1M+HJQz9gfB4VGYdPgROm68hY/fQ2GRVQ97elfElMZFoaedoFw9oSha8kz6hy5WTV30Xo+VZc51swCG2aGtqY5VHcvAVF8L7h/8RSaeMcYYY+y3zGykLutq6lJmPP5Xup3uz0AUUFO5OAWgLi4uIltOgTiVdlNJNQWvKWFjYyOCdmrEJkPZairV/h36nujonxMc1KDt/PnzYnAgsXnjFIAnREG8r6+vmOPu6OgIOzu7n5q8xS+Z79q1qyizp4Zy69evj7uPAvq2bduKgQqqHDhw4AD8/PyQGhTkP378WFQXyAZDZBcOxJUfB+WM/cbt136ov+wq/r0p/UPSsYIlTg9xQsX8UhOTP6L1Qmm02qYGYioNgpdpBcSU7wsY5gJC/YAzE8TD8pjqYWnbUmKgml7riKvUPI4xxhhjLEm07NnAu4DDYKBoc+krXU/n5dBIeHi4WAqNLk+fPsWgQYPisrkUhFOJN80hp9JqKmOXZZmTi8q0//nnH9HsjRqZUedxKgmXzRNPCgWt1ByO9ouCeELdyGkZNMpkUxM4KgV/9eqVaMJWsWJFkW1OiJqz0XJiK1asEI+lpm2U9Y5v8uTJogkdNXijgJmqAgoXLizuW7x4MXbv3i2CexpI2L9/v5gvbmoaryFwClDXeAro27dvL7L2dFzPnDmD7t27/zIIwZQPzylnLBFhkdFYcOY5Nl9/LVYJyW2ii3mtSsDR9s9rYcZ5cw3wPCONWtdfgBgTK9wLPYkGtRtAo3BDYFsj4P42wK4RULAOqhXKjkHVC2D5xRcYe+AhiuQyhm2O/8+zYowxxhj7BWXEa1ESIGOdPn1azAEnNC+cMskUeMoaqlFJNy3PRcE7rb9NncppfnZKLFiwIC7Qp9cYMWIE/P39//g91CWdMvV58uQRS4vR8m3nzp0TXcvXrVsnSsxpqTYKoAcPHoxixYolmgGnJnTU8Z0GFShTTWuaN2nSJO4xFLSPGzdOvAYtiUYZdRqIkB0TarhGAT8tz0Yl/tS1/U+DCkmhLvbUUZ06rtPcdDqu9DPSfPXUPidTHGqxqe18oCQCAgJEB0b6A07YXEKRUOkM/aHS3JuklmVgGePBu28Ysd8Nr75KpUxtyuXFxEZFYKybgvNCf1YbawIf7wHl/gEaLf71HJ8aC9xaAxjmBPrfAPSzIjomFl0238L1F76wyWaAowOrwECHx86UBf8dqz4+x6qNz6/qU6RzHBYWJuYc58uXT6xjzdIGzUmnz//0uZ+DVdUUo0Dn+Hd/xymJQ3lYhbEfqMHavNPP0HKNiwjIsxvpYHO3cpjfqmTKAnLy5IgUkGsZANXGJv6YWlMAM1sg6DNwcpS4SUNdDcvalUYOYx28/BqMsQcfprpjKGOMMcYYY0zxcVDOGICHH/zReMU1rLn0EjGxQLNSuXF2mFPq1g2PjgQuTJe2Kw8SzdwSpaUHNF8nNWR59B/wWJprZW6og1UdyogA/ZibF3b8mM/OGGOMMcYYUz0clLNMLSIqBovPeaDZ6uvw+BIEMwNtrO1UFkvblYapvnbqnvTeVsDvJWCQDag88PePzVsWqDJc2j4+HAj8IjbLWWfFuPp2Ynv68Sdwff89dfvCGGOMMcYYU2gclLNM69nnADRbdR3LL3iKudwNiucU2fF6xXKm/knDA4HL86TtqmMAnWQ0aqPH5SwudWM/Nliajw7gnyr5UK9oTkRGx2LAzvv4Fvzz2p6MMcYYY4wx5cdBOct0oqJjsMr5hShXf/IpQKwPvrx9aVEybmao83dP7rISCP4KZM0PlO2WvO/R1JbK2NW1AI/TgOvOuPU+57cuAWszfbE++vB9roih2nrGGGOMMcaYyuCgnGUqL7wD0XLtDbHcGWWgaxXOLrLjTUrmFkHwX6HSc5cV0nbNyYBGCprD5SgKVB8vbVNX9u/vxCY1mFvdsSx0NNXh/Pwr1lx++Xf7yBhjjDHGGFMoHJSzTIHK0zdceYUGy6/B7f13GOlqYmHrktjQpRyyG6XRMiRUth4ZDOQpCxRplvLvdxgC5C0PRAQCRwbQeg/i5iK5jTGjmbR+5qKzz3H9hU/a7C9jjDHGGGNM7jgoZyrvjU8w2q2/gVknn4rGbk4Fs4nseKuyef8+Oy7j80Jq8EZqT6fa85Q/h7oG0HwtoKkHvL4C3NkQd1ebchZivXSqXh+y5wE++4elzX4zxhhjjDHGMndQHhgYiKFDh8LKygp6enqoXLky7ty5E3c/rdE8efJk5MqVS9xfq1YteHp6ynWfmXKg+dfbXN6g/rKruPPmGwy0NTCnRXFs626PXCZ6aftiF6cDsdGAbV3Aukrqn8fMRgrqybkpUrD/w/SmxWCX0wg+QREYtPs+IqOlTDpjjDHGGGNMeck9KO/ZsyfOnTuHf//9Fw8fPkSdOnVE4P3x40dx//z587F8+XKsXbsWt27dgoGBAerWrYuwMM4UsqS99wtBp023MOXoY4RGRqNSfjOcHuqE9uUt0y47LvPhLvDkiLTeeK2pf/989j2BfFWBqFDgcF8gOkrcrKulgTWdysJIR1MMMtC8eMYYY4wxVXb48GEUKFAAGhoaIpGX1G0Jbd26FaampnHXp06dilKlSmXYfjOmNEF5aGgoDhw4IAJvJycn8cdFfzD0dc2aNSJLvnTpUkycOBFNmzZFiRIlsH37dnh5eYk/RsYSot+Z3bffod7SK3B56Qs9LQ1Ma1IUO3tWgEVW/bQ/YLR82bnJ0nbJDkCOIn//nOrqQLPVgI4x8OEO4LIs7q585gZY0LqE2F5/5RVOP/r896/HGGOMMaX1NuAtlt5bitGXR4uvdD29devWDc2a/do/59KlSyL58f379zR7rT59+qBVq1Z4//49ZsyYkeRtfzJy5EhcuHAhzfZL9rP+7kKPYSw5NCFHUVFRiI6Ohq7uz422qEz92rVreP36NT5//iwy5zImJiaoUKECbty4gXbt2v3ynOHh4eIiExAQIL5GRkaKi6KS7Zsi76Oi++QfholHHuOKp6+4XtbSFPNaFIOVmT6io+l3Le1fU83zDDTfXkespi6iHEfRCUybc6yfA2p1ZkPz2EDEOs9BVL4aQA6p2VvNQub4x8EKm66/xcj9biiQTQ9W6THgwFKM/45VH59j1cbnV/Up0jmmfaBkQkxMjLikxuEXhzHtxjQRANJz0dctj7ZgauWpaGrTFOmFXku27/HJrv/NzxRfUFAQvL29Ubt2beTMmTPus33C2+K/Fu1XYvukr68vLmmxX6RixYpxlb2EMva0b5s3b467LWvWrHGvFxERAW1t7TR57cwu9sc5Tux3MKPR69N+0N8zVW7El5L3GbkG5UZGRqhUqZIY4SpcuDBy5MiB3bt3i4CbsuUUkBO6PT66LrsvoTlz5mDatGm/3H727Fnxh6joqJSfpQz9Xd7xUcPB1+oIjVaDplosGlrGoFouHzy+dQmP0+uAxsag+rMJMKal1rLWxJNrbgDokkbnONYI5U1KI5f/A4Ts6IzLhaYhVl36ky0aA+Qz0sDrwCh0XXcVQ4tFQ/vn9wEmR/x3rPr4HKs2Pr+qTxHOsaampggqKfCkgI0+2IdFJ3965sfgj5h6YypiEQv6T/jxdYrLFFhoWyCPQZ5kPZeuhm6KpvdRsEHJNVnySyYkJCSuZ5S6ujqOHj0qPpu/evVKfH7v3bs3Bg4cGPd4SqTNnDlTVM76+/uLeICqZqtUqSISdI0bNxaPkyXojh07luht9Phdu3Zh9uzZ8PPzQ40aNUTQTMdUto9z587FiRMncPXqVXG9f//+4jXpcatWrRLnoEWLFmJ/tbSkZW0p3hg8eLD4nuzZs4vqXYpb+vXrJy7xYws6nxSUyW6TvV6vXr2waNEikdWnfaPXnDRpEk6ePClek0rqZ82aheLFi8c9F903b948PH/+XPyOtG/fHiNGjBCvwf6Pfs/kjc4hVX9fuXJF/E0k9veQHHI/szSXvEePHsiTJ4/4RS5Tpoz4xbt3716qnm/cuHEYPnx43HX6Q7SwsBBz1Y2NKXxSTPTmRv9A0Kif7I2A/dnXwHBMOvoEF158FddL5DEW2fEC2Q3T/fCpue6EputHxOqawrrTMljr/X/eUpqd4yB7xG5whEnIezQ0eIiY6hPi7rJ3CkPT1TfwMTgSd6KtMKtx0b/9kdhf4r9j1cfnWLXx+VV9inSOqT8SBWqGhoaiajQkMgROe5zS5LkpUO9+qXuyH3+j3Q3oayU/eUXHjgLEhJ+tZQEpJd6oMXP37t0xZcoUtGnTBi4uLiIgz507tyh/JxSkP336VCTl6Haankpl6W5ubiLopvsoUN+/f79oBk2Z58Rue/DgAQYNGiSC8iZNmojBAAqKaaBBto86Ojoi1pBdp5+BAn+KEy5evIgXL16IGMTe3l4E0oT2xdfXV9xPj6cSeB8fH3G+Ev7sCY8JvR5V/VKAffDgwbjXpuekqmC6nSqA169fj+bNm+PZs2fiZ6EBAAr4aQqvo6MjXr58ib59+4rno+bXDGKwhQJy+j1L815Rqfg7pvNJU7ETVn8nHLRS6KDcxsYGly9fRnBwsNhx6rLetm1b5M+fP64k5cuXL+J2GbqeVKMG+oWlS0L0hyLvN9/kUJb9VATH3Lww6cgjfA+JhJaGGobWKog+TvmhqZEBrRIiQoAr88SmmtNIaBlnS59znCUP0HAxsL8rNG4sg0bhhoCFvbjLwkwLK9qXEQ3t9t37CPt8ZmhdziJ1Pw9LU/x3rPr4HKs2Pr+qTxHOMU3hpICCMsqyi7yk9PVpvykLnDAwpZ9J9nwUVNasWTMukLSzsxOBJ2WNKSH37t070YyNvlJATkaNGoUzZ85g27ZtIsCWxQLm5uZxj0nsthUrVqBevXoYM2aMKCemOef3798XzyX7uWTBW/zrWbJkEVlyCpiLFCmChg0bwtnZWXw/7SvNQadVocqVKye+Z+PGjbC1tY07bwmPSfzbaZuyqJSAzJZN+pxIgwD0fFR+L4tX6HgcOXJEBO40SEGZ+LFjx4oBDULVw3Tb6NGjRRUBQ1zJemLnIaPR69N+JPaekpL3GLkH5TLUVZ0u3759E39A1PwtX7584g+P/iBkQTgF7tSFnUaQWObkGxSOyUce48TDT+J60dzGWNSmJOxyZmAlxK21QKAXYGIB2EujqemmaDPgWWvg4X6pG3ufq4C2NBLtUMAcw2sVxKJzHph4+BGK5jZBkdyKWxHCGGOMscTpaerhVodbyT48q1xXYefTnYimJVkT0FDTQMfCHTGg1IBkv3ZKVa9eXTRmjo8+o3fq1ElsU0abGjXH5+DgIIJ1Ct5p1SX6WrBgwZ8eQyXtZmZmKdoXei3KNsdHU2QppvidokWL/jQPmJKAtF+ESscp801VvDIUIFMgn1y05LMsICdUAUDTFRL+fFT+TBlx2WOuX78uStpl6DhRRpbKoZVhOi5LObkH5fTHQiUIhQoVEmUjNEJGI2k0OkSjDtQ0geaa0KgUBek0B4NGxRLr+MhUH3Ubn3j4oVirW1NdDQOqF8DAGgWglRHZcZkQP+DaUmm7xkRA6+dSlXTRYAHw5hrg+wK4MA2oL2XpCR2De+++4dLzr+i/8x6ODqoCY12utmCMMcaUCX3uTUkJeZtCbbDj6Y4ky9fbFmqboudLKUqmUZAa34cPH5L9/RScUkBMU1YTNsiikv6MkDCTSecgLRuH0TFK+DNT4J9YV3bZ8m30GOqPRfPbE0pYHs1Uh9yDcmp2QPPA6Y+Y5lG0bNlSjAzJ/kioVINK26mcg5ZXoEYOp0+f5l/KTMY/JBJTjj7CYVcvcb1gDkMsblMKxfKYZPzOXF0EhPsDOYoDxdtkzGvqZQGarAR2tpSy9IUaAPmrirvU1dWwpE0pNFx+FW98QzDmP3es7lhG7nNsGGOMMZZ+rIytMK3yNNHUTQ1qIhCXfaXbLY0t5Xr4ad43ZXzjo+uUGacgvHTp0iIDTKXcNHf6b1+LsvTx3bx586+ekxKG1LiL5quXLVtW3EYJRKrqTS3KulPzOMrAW1tbJ/kYytInHPBgqk3uQTk1fqBLUiiwmD59uriwzMn5mTfGHHCHd2A41NWAPlVtMLSWLXQ05dBu/Ntb4PZ6abv2VGlN8YxiWwso2w24txU4MgDo5wLoSqXqWQy0sbpTWbRe64JTjz5j8/U3+KdKvozbN8YYY4xluGYFmqFM9jI46HkQXkFeyG2YGy1sW8g9ICfULZyaptF8aOoXRasrrVy5EqtXrxb3U3DesWNHdOnSRcyrpiD969evYtpqiRIlxPzu5KIO6VQav3DhQtGdneZo/6l0/U+ocpeazVFikMr0KWFIPxM19Upt4oOej8rqqeKXpurSMfDy8hLz86n8nuau0xz8Ro0awdLSUjSFoznLVNL+6NEjUT3MVJN8Z8Yz9hsBYZEY/Z8bum+9IwLy/OYG+K9fZYypZyefgJw4zwKiI4B8ToBNzYx//TozAVMrwP89cGbcT3eVsjDFpEZFxPack09x761fxu8fY4wxxjIUBeBDyw7F/KrzxVdFCMhlGd99+/Zhz549KFasmAg2Kckm67xOtmzZIoJyCnYpM03BKjVCo4A0JWhZsw0bNmDZsmUiuKdmbRMm/H/FmtTavn27WMqNOmtT0Exd2anjd2rLyCmYp67r9Hw0VZeC8nbt2uHt27dxS0DXrVsXx48fF8s506AG/WxLliwR89OZ6lKLla2+rqKoMRwtN0Bl8oq+JBr9kTZo0EDu3UAVwTVPHxGQe/mHgQYjezjkw8g6haAnz8W4P7kD62ipklig9yUgd2n5nOM314GtNHocC7TfAxSqH3cX/TkP3uMqOtPnNNbFicFVYGb462oELH3w37Hq43Os2vj8qj5FOsfUuIuWzKKeSTxXOO3QnHD6/E+f+9O6MzdNt6Ul1M6fPy86yzPVO8dp+XeckjiUM+VMoQSHR4lGbrTMFwXklln1sadXRZEBlmtATs5PkQLhYi1THJCnKWsHoNKPbqpHB0uN5+KNwM5pURw22QzwOSAMQ/a4IjpGpcfdGGOMMcbSBa1PTmueU9BF66xTVpvmglOmm7G0xEE5Uxi3Xvmi/rKr2HHznbjeuaIVTg1xRIX8KVsWI128dAZeXgTUtYAak+S9N9I+mBcCgr2BE8N/ustQRxNrOpWFnpYGrr3wwbILnnLbTcYYY4wxZa6sGD9+vFg6jcrXaXkz6pwu7yoLpnrk3uiNsdCIaCw48xxbXF6DJlPkMdXDvJYlUMXWXDEODi2NcW6ytG3/D5BVARqo0TJszdcCG2sBjw8Bdo2A4q3i7i6Yw0hkzIfudcWKi54oY2mKaoWyy3WXGWOMMcaUCc3vpgtj6Y0z5Uyu7r/7Jpby2nxdCsjblrPA6aGOihOQk8cHgc/ugLYR4DQKCiNPGcBppLR9YgQQ+Pmnu5uVzoOOFSzFcR221xUfv4fKZz8ZY4wxxhhjSeKgnMlFeFQ05p56hlZrXPDKJxg5jHWwpZs95rUqASNdBSoJigoHLvxYjq/KEMBAgQYLCA0S5CoJhH0Hjg6iTm8/3U1z8YvnMcG3kEgM2HkfEVExcttVxhhjjP1KxXsuM6bSYtPo75eDcpbhHn7wR+MV17D28ktQD7LmpfPg7NCqqG6ngOXVdzcD398ChjmBiv2hcDS0gObrAA1twPMscH/7T3framlgdccyMNHTguv775h98qncdpUxxhhj/yeblxwSEsKHhTElJfv7/ds+AzynnGUYytKudH6BVc4vREdwc0NtzGpeHHWL5lTMsxDmD1yeL21XGwtoG0AhZS8M1JgozXs/Mx7IXw3I8v+1LC2y6mNxm5L4Z9tdbHV5g3LWWdCoRG657jJjjDGW2WloaMDU1BTe3t7iur6+vlhFhf39clkRERFiqSp5L5fFVPccx8bGioCc/n7p75j+nv8GB+UsQzz9FIAR+9zw5FOAuN6weC7MaFYMWQ20FfcMXF8GhPoB5gWB0p2h0CoNBJ6fAt7dAA73B7oeA+K9SdUsnAP9q9lg9aWXGPOfOwrnMoZNNkO57jJjjDGW2eXMKSUmZIE5S5tgKTQ0FHp6ejzIoaJiFegcU0Au+zv+GxyUs3QVFR0jytRpWa7I6Fhk0dcSwbjCZ2oDvIAbq6XtmlMADQX/U1HXAJqtBtY4AG+vAbfWApV+LrcfXrugaKx385Uf+u24h8MDHKCvreA/F2OMMabCKKDIlSsXsmfPLpbfYn+PjuOVK1fEWuK8dJlqilSQc0yv/bcZchn+RM7SzQvvQJEdd/vgL67XLpIDs5oXQ3YjXcU/6pfmAFGhgEUFwK4hlELW/ECdGVIn9gvTgAK1gGwF4+7W1FDH8val0XD5NXh8CcKEQ49EWbu8RxgZY4yxzI4+2KfVh/vMjo5jVFQUdHV1OShXURoqeI55ogVLczRffP2Vl2iw/JoIyI10NUXwt75zWeUIyL2fAQ92SNu1Z9AwNpRGuX8AmxpAVBhwuC8QHfXT3XT8V7YvDQ11NRx68BG7b7+X264yxhhjjDHGOChnaey1TzDarruB2SeficZuVQtmw7lhVdGiTF7lycjSEmixMYBdI8CyApQKHeMmKwEdE+DjPeDakl8eUiG/GUbVLSS2px59LLrhM8YYY4wxxuSDM+UsTcTExGLr9deov+wK7r79BkMdTcxtURxbu9sjp4kSZMdl3t0Enp8A1DSkueTKyCQP0OBH1/jLc4FP7r88pLdjftQqnAMR0THov+se/EN4HhtjjDHGGGPywEE5+2vv/ULQceMtTD32BGGRMahsY4bTQx3Rrryl8mTHSWwscHaStF2m80/zsZVOibZSpj8mCjjUB4gK/+ludXU1LGpdEhZZ9fDeLxQj9ruKgRXGGGOMMcZYxuKgnP3VcgS7br1DvaVXcOOVL/S0NDC9aVHs+KcC8mbRV74j++w48OE2oKkHVB0LpUaDIY2WAvrmgPcTwHn2Lw8x0dfCmo5loa2pjvNPvbH+6iu57CpjjDHGGGOZGQflLFU++Yei65Y7GH/oIYIjomFvnQWnhjiiSyVrkYVVOtQQ7fw0abvSAMA4F5SeYTag8VJp22U58O7WLw8plscE05oUFdsLzjzHzVe+Gb2XjDHGGGOMZWoclLMUZ8f3332POkuu4IrHV+hoqmNiw8LY07sSrM0NlPdoPtgO+HoC+maAwxCojMKNgRLtpMZ11I09IviXh7Szt0CLMnlE1/xBux/AOyBMLrvKGGOMMcZYZsRBOUs2CtZ6bb+LUf+5IzAsCqUsTHFisCN6OuYXS2wpLQpUL82Vtp1GA7rGUCn15wHGeQC/V8C5X5vX0bz/mc2KoVAOI3wNDBeBeVR0jFx2lTHGGGOMscyGg3KWrOz4EdePqLP0iph7rK2hjtH1CuG/vpVQILuh8h/BG6uAoC9AFmugXA+oHD1ToMkKafvOBuCl8y8P0dfWxOpOZWCgrYFbr/2w6JxHxu8nY4wxxhhjmRAH5ey3fIPC0X/nfQzZ44rvIZEomtsYxwZVQf9qBaCpoQK/PsE+wPVl0naNSYCmNlRSgZpAuX+k7SMDgbBf1ya3yWaIea1KiO01l17i/JMvGb2XjDHGGGOMZToqEFWx9HL60Scxd/zUo8/QVFfD0Fq2ODzAAYVyGqnOQb88H4gIAnKVAoq2gEqrMwPIkg8I+ACcSry7fKMSudGtsrXYHr7PVSx3xxhjjDHGGEs/HJSzX3wPicDQPQ/Qd8d9+AZHiLnGFIwPrVUQWqqQHZehOdZ3N0vbtafR4t1QadoGQPO1NIsccNsFPDuR6MPGNygs+gUEhEWh3857CIuMzvBdZYwxxhhjLLNQ8SiEpdTFZ19Edvywqxeod1v/ajY4OshBLJ2lci7MAGIiAZuaQP5qyBQsKwKVB0nbx4ZI5fsJ0LrlqzqWQRZ9LTz6GIAZx59k/H4yxhhjjDGWSXBQzoSAsEiM2u+GHlvvwjswHPmzGeBAv8oYXc8OOpoaqneUPt4DHh+UssaUJc9Mqk8AshUGgr8Cx4dRJ79fHpLHVA9L25WGmhqw89Y7HHrwQS67yhhjjDHGmKrjoJzhqudX1FtyBfvvfRBBWC/HfDg52BGlLbOo5tGhIFS2NFiJtkDO4shUtHSlMnZ1TeDpUeDhf4k+rGrBbBhcw1Zsjz/4CB5fAjN4RxlTLG8D3mKF6wrsDd4rvtJ1xhhjjLG/xUF5JhYcHoUJhx6i86bb8PIPg5WZPvb1qYQJDYtAV0sFs+MyL84Db64CGtpAjQnIlHKXktZkJydHAAFeiT5scE1bONqaIzQyGn133ENQeFTG7idjCuKQ5yE0OdwE259ux6PIR+IrXT/84rC8d40xxhhjSo6D8kzq5itf1Ft2RZQmky6VrHBqiCPsrbNCpcVE/z9LXr43YGqJTMtxOJC7tLQ82tFBiZaxa6irYWnbUshprItXX4Mx5oC7WLeescyEMuJTb0xFTGwMomOjEYtY8ZWuT3GZgncB0vsoY4wxxlhqcFCeyYRGRGPascdot/4m3vuFirnDO3tWwPSmxaCvrQmV574P8H4M6JoAjiOQqWloAc3XARo6UvXAva2JPszMUAerOpYWy+KdcP+E7Te4ZJdlviy5GvWfSATdftCT+lMwxhhjjKUOB+WZyL2339Bg+VVsuf5GXG9nb4HTQx3hUMAcmUJkGOA8S9quMhzQV/GqgOTIVgioOVnaPjMB8Hud6MPKWmXFuAaFxfbME0/w4N23jNxLxuTKK8gryQoRyprT/YwxxhhjqcVBeSZA60zPOfUUrde64LVPMHIY62BLd3vMbVkCRrpayDRurwf83wPGeYAKfeS9N4qjYn/AygGIDAYO95dK/BPRw8Ea9YvlRGR0LAbsvI9vwREZvquMyUNuw9wi+E4qU073M8YYY4ylFgflKs79w3c0XnEN6y6/Qkws0KJMHpwdWhXVC2VHphL6Dbi6SNquPh7Q0pP3HikOdXWg2WpAywB45wLcXJ3ow9TU1DC/VQnkMzcQjQGH7nVFDP1SMabidDR0kgzKaV55C9sWGb5PjDHGGFMdHJSrqIioGCw6+xzNV7vA0zsI5oY6WN+5LBa3KQUT/UyUHZe5uhgI+w5kLwKUbC/vvVE8WayBuj9K+y/MALyfJfowqqxY06kMdLXUcdnjK1Y5v8jY/WQsg935fAfr3dfHZcU11DTE1/hzzN2+uvF5YYwxxliqcVCugp54BaDpqutYcfEFomNi0ahELpwd5oQ6RXMiU/r+Hri1TtquNRVQV+Hl3v5G2W5AgdpAdDhwqA8QHZnow+xyGmNmM2lt98XnPXDN0yeDd5SxjPEx6CNGXBqBqNgo1M9XH8eaHUOXwl1QTKuY+FrbsrbIoE+4NgH/efzHp4UxxhhjqcJBuQqJio7BigueaLrqGp5+CkAWfS2s6lAGKzuUQVYDbWRazrOlQNOqCmBbR957o7jU1IAmKwBdU+CT6//L/RPRqmxe0SiQel8N3vMAn/xDM3RXGUtvIZEhGHxxML6Ff0PhrIUxrfI0WJlYYVCpQWhr0BZDSg/BwmoL0a5QOxGYT7sxDTuf7uQTwxhjjLEU46BcRXh+CUSLNS5YdM5DNOKqUyQHzg6rioYlciFT+/wIcNstbdeeLgWeLGnGuYAGC6XtKwsArwdJPnRqk6IokssYfsERGLjrASKjY/jIMpVAndYnXp8Ij28eMNM1w/Iay6Gn+WsfCnU1dYyvMB7dinYT1+fenotNDzfJYY8ZY4wxpsw4KFdyVJ6+7vJLNFxxDe4f/GGsq4klbUtiXeeyyGakI+/dk78L08SiRSjSDMhbVt57oxyKtwKKNAViooBDfaWl5BKhq6Uh5pcb6WqK5fbmnUp8Hjpjymad+zqce3sOmuqaWFJ9CXIaJD31hxogDi87HH1L9hXXl95filWuq5JcQo0xxhhjLCEOypUYLW/WZt0NzDn1TDR2q1Yom8iONy+dV3xQzPReXwU8zwLqmv9fi5v9Gf3uNFwCGGQDvj4DnGcm+VArMwMsbF1SbG+89hqnH33iI8yU2oV3F0RQTSZVnITS2Uv/8Xvo/XZAqQEYUmaIuL7WbS2W3FvCgTljjDHGkoWDciVEy1Btuf4a9ZddERlKQx1NzGtZHFu62SOnia68d08xUJbq3OT/NzAzs5H3HikXAzOg8XJp22Ul8PZGkg+tWzQnejvlF9uj9ruLwSLGlJHnN0+MvzpebHew65Dipc56Fu+JseXHiu0tj7dg9q3ZYsk0xhhjjLHf4aBcybz3C0GHjTcx7dgThEXGoEoBc5wZ5oS29pacHY/v8SHA6z6gbQhUHSO386XU7BoApTpK5f+H+wLhQUk+dFTdQrC3zoLA8Cj023EPYZHRGbqrjP2t72HfMejiIIREhaBCzgoYaT8yVc/TsXBHTKk0RSyZtuf5Hkx1mYroGP57YIwxxljSOChXEjQ/ceett6i39ApuvvKDvrYGZjQrhn//KY88pr82IMrUoiKAC9Ol7cqDAMPs8t4j5VVvDmCcF/j2Bjg3KcmHaWmoiy7/5obaePY5EJOPPMrQ3WTsb0TGRGLk5ZFiCbS8hnmxsOpCaKlrpfr5WhVshVlVZolGcIdeHMK4a+PEazDGGGOMJYaDciXg9T0UXTbfxoRDjxAcEY3y+bLi9BAndK5oxdnxxNzbCnx7DRhkByoNzPDzpVJ0TYBm0vxa3N0MvDif5ENzGOtiefvSUFcD9t39gH133mfcfjL2FxbeWYhbn29BX1NfdFo3pWUBE0FTMxae9cQ2D3Xx9XdTNRrbNMYCpwXQVNPEqdenMOryKERGc2DOGGOMsV9xUK7g2fH9d9+j7pIruOrpAx1NdUxqVAR7elWEpZm+vHdPMYUFAJfnSdvVxgA6hvLeI+WXvxpQvre0fWQQEPotyYdWtjHHiDqFxPakI4/w2Ms/o/aSsVQ56HkQu57tEttzHOfANottoo/bd/c9ai66hI3X3uCBr5r4StfpPTopdazrYGn1pSLrTg3khjgPQVhU4qsZMMYYYyzz4qBcASSWffEOCEPPbXcx6j93MU+3tKUpTg5xxD9V8kGdUpEscS4rgBAfwKwAUKYrH6W0UmsakNUGCPQCTv1+jn6/qjaoXigbwqNi0H/nfQSEcXaQKaYH3g8w4+YMsU3d02tY1kj0cfSePPaAO2JigejYWMRCTXyl66P/c8fOm29x2eMrXF764M4bP7i+/y4GpDy/BMJKrxymVVgMHQ0dXP14FX3PDcC30EDRsJMplpRUQjDGGGNpSTNNn42lGGVf6MMeNQWKiVWD27U3WH/1tVgDOjQyGtoa6hhWu6Dobq3BwfjvBX4BbqyUtmkJNI3UzwllCWjrA83XApvrAu57AbtGQJEmiR4mGjRa0rYUGi6/hre+IRi13w1rO5XlqRZMoXwO/oyhzkMRFROF2la10adEn9++TyeFQusJh//cQ0FDryv0LLbinvdtVN7aHqHvu0MTeqIfg5aG2o+v6tDSlLbpvV92n2bc9R+P00xwPcG2tub/r0vfG/9xdP+P+9T/vx133499EPfF2x9NdTWV/htO7N/iDddeY17LEmhdzkLeu8cYY0zFcVAuR/GzL9JHOyn7Qiggt81hiJXty6BQTiN57qbyuDwXiAwB8pQDCiceMLK/YFEecBgCXFsCHB8GWFYCDLMl+lBTfW2s7lgGrda64MzjL9h07TV6OkrLpjEmb6FRoRh8cTD8wvxQKEshzHSYmWTAGRwehdOPPv94n06cqb6WaLgZGR2DyOhYRETR1xhExcQiMioGEdExiAjLj5B3PaFvuRma+m+hb7kRIe96ICpSH6FKUkwSNxCg+SOg/7H9/4BeNhCQYGDhxyCBdmL3/Qj8xX3q/3+++IMSskEI2f0/3fdjECLhfSkZxP7dv8VjDrjD3jorrM0N0u/AMsYYy/Q4KJfzyLz4IPjjH//46ONEjULZOSBPLh9P4N42abv2dECFMzpyVW0c4HkO+PIIOD4UaLsjyWNd0sIUkxsVwaQjjzHn1DNxnT7cMibvXh1Trk/BU7+nyKKTRTR209dKvEfHNU8fjD3ojg/fQpN8Pgr+2pe3xJh6dn987eiYWDzyccLAi33xHR9Q0n43ZlZcDgNNUxHMUyBPATwF8hTQy7Z/uo+C/Z8eK23Lrv90H21H/XqfdP3/2+IxNIAQ7/Xo8QmJwQVa3U38T7FRTC4L7jWTqCKQBfbUTDWpQRf6N3rv3ffJOr+MMcZYanFQLkf0QY8+ICaG4hwvf24IlGwXpgGx0UDBeoC1Q9qdJPYzTR2pjH19deDZcamUvWS7JI9Sp4pWuPPmG466eWHgrvs4MdgR5oY6fFSZ3Gx6tAmn3pwSXdEXV1uM3Ia5f3mMf2gkZp14IlYRIDmMdOAdFJ7Y+Kl4D2+bzPJmCuBLZi+KLXW3oNe5XngV4IkJt/pjY52NyK6vWEs30s8lMv2y4D4ugP8xWPDTJV6wH2+Q4JfvjVdFkOh9cYMCPwYl4h6bxKBEvAELenx8dJX6WtDlb4/D7wZlGGOMsbTAQbkc5c2il3SmXE1N3M+S4f1t4OkxQE0dqDWVD1l6y1lc6mx/cSZwcjRgXQUwyZvoQ+n3eE6L4njyKQAvvIMwZM8DbO9RgfsjMLm4/P4ylt9fLrbHVRiHcjnL/fKYs48/Y+LhR/AODBfXu1aywuh6djj58JMoZabf6ZiYGKirqYlCZ5pznNLS5gJZCmBrva3oebYnXvu/RrfT3URgntgAgbzQzynLKCsDapwXGZO8SoGE9x24/wEXn3knmi2nf56z8UAiY4yxdMZBuRy1KWeBdZdfJnpfSrIvmRp9Yjo3Wdou1QHIXljee5Q5OAwDnp8GPt4FjgwEOh9KsozdQEcTazuVQZOV13H9hS+WnveIWzaNsYzy6vsrjLk6BtQ7vU3BNmhTqM1P9/sGhWPqsSc45uYlruc3N8C8ViXiplxQsy/a3n3rLe48eQn7IvnRvoJVqucaWxlbicD8nzP/4H3ge3Q93RWb6myCpbFlGvy0mQ81mNRR14BOKj7V2OUyFkF5YihOP+72EfWK5UT5fDz9hjHGWPpQjiFwFZWPPvS1LCHmvlFZI+VdNNSkuXCpyb5kSs9PAe9uAJq6QLXx8t6bzENDUypjp+P+yhm4u+m3Dy+Q3UhkzMmKiy/g/DzxD8CMpQf/cH8Mdh6M4MhglM1RFmPLj/1pAPSI60fUXnJFBOT0/tu3qo1YgjJhDwR6Tx5ZxxZdC8aIr3/7Hp3HMA+21dsGa2Nr0Q2eMuYvvyc+UMsy/t9iGmc0M9CGd1AE2q2/gcXnPBCVyFx7xhhjGee1ii5fyUG5nFH25eKIaujpYI3SZrHoWSWfuM5LsCRDdJQ0l5xU7AeY5Enns8V+Ym77/+kCZycBvr8PJpqWyoPOFa3E9rC9rvjwLYQPKEt30THRGHNlDN4GvEUug1xiHrnWj+USP/uHodf2uxiyxxV+wRGwy2mEwwMcMLa+nViWMiPkMMiBLfW2wDaLLb6GfkX3093xzO9Zhrw2+/2/xc4jquHy6OpoWSavKG1ffsET7dbf5PcuxhiTY5PsmosuYeO1N3jgqya+0vX9v1m6VFlwUK4A0jr7kmm47QK+PgP0sgAOQ+W9N5lT+T6AtaO0FN3h/kDM77syT2xUGCXymuB7SCQG7HqA8CjF7+LMlNuSe0tw3es69DT1RKf1rLpZRXZ8z+13qL34Ms4/9RZzp4fXLoijA6ugRF7TDN9Hcz1zbK6zGUXMiuBb+Df0ONMDD78+zPD9yOwS+7fYUEcTi9qUxLJ2pWCko4m7b7+h/rKrcdMcGGOMZYzX8ZavpGUrY38sX0nXqefLGyXPmHNQzpRTRAjgPFvadhwJ6GX8B2kmJnICTVcB2kbA+5vAjZW/PSw6mhpY1aEMTPS04Pb+O2afeMqHkaWboy+PYtsTaanEGQ4zYJfVDu/9QtBp0y2MPfgQgeFRYqm+44McMbimrVguS15MdU1Fs7dS2UohMCJQdGe//+W+3PaH/VrpQ1MaSluaIjAsCoN2P8Co/W5iHXvGGGMZuJT0b5avVGYclDPldGsNEPgJMLEEyveS995kblmsgHo/BkioI/uXJ799uEVWfSxpW1Jsb7vxViyXxlhao0zzNBdpekvvEr1Ry7IONl97jTpLroiGgzqa6pjQoDAO9quMQjmNFOIEGGkbYV3tdbDPaS/mv/c93xc3P92U926xeO9d+/pUwqAaBcR88/33PqDRimt4+MGfjxFjjMlxKelYFVi+koNypnyCfYFrS6XtGhOltbOZfJXuDNjWBaIjgEN9gKiI3z68hl0ODKhuI7apFOmFd2AG7SjLDLxDvDHEeQgiYiJQ3aI66ubugjbrbmD68ScIjYxGhXxZcWaoE3o55Ve45fn0tfSxuuZqOORxQGhUKAacH4ArH67Ie7fYD7REHK0esbtXReQy0RXllC3WXMf6Ky/FsmyMMcbScSlpJJ0pV/alpDkoZ8rn6kIgPEBaL7t4a3nvDSOUNmqyXJrf/9ldOkd/MLx2IVS2MUNIRDT67bjPZaAsTYRHh2Oo81DRNM3GxAb5Ynuh0XIX3Hv7TcwPntmsmAioFLl3h66mLpZXX44aFjXEwAINMJx7e07eu8XiqZjfDKeGOKJe0ZxizfPZJ5+h65bb8A4I4+PEGGPptJR0zG8y5cq+lLRcg/Lo6GhMmjQJ+fLlg56eHmxsbDBjxoyfShOCgoIwcOBA5M2bVzymSJEiWLt2rTx3m8nTtzfA7Q3Sdq1p0pxmphiMcgINF0nbVxYCH+/99uGUoVzWrjSyG+nA0zsIEw49TLIsibHkoN+f6Tem46HPQxhqGSPkQxcsO/cOEdExqFYoG84Oc0KnilZiTWtFp62hjYXVFqK+dX1ExURh1OVROP7quLx3i8Vjqq+NNZ3KiOUedbXUcdXTB/WWXcXFZ1/4ODHGWBrT1VKP+/ebvqjaUtJyjWjmzZuHNWvWYOXKlXj69Km4Pn/+fKxYsSLuMcOHD8fp06exY8cO8ZihQ4eKIP3o0aPy3HUmLzRnOSYSyF8NKFCTz4OiKdYSKNoCiI0GDvUFIn8/vyebkQ5WdigjAvTDrl7Yeetdhu0qUz3bn2wXzd3UoA7fV23h8UFHNBVc3KYktnSzR25T5Spt01LXwhzHOWhq0xTRsdEYf3U8DnoelPdusQQlk+3LW+L4oCoonMtYLK3XY+tdTD36GGGRvLoEY4ylleUXXiA6JhYl85qgZxXVW0parkG5i4sLmjZtioYNG8La2hqtWrVCnTp1cPv27Z8e07VrV1SrVk08pnfv3ihZsuRPj2GZxCc34OH+/2fJmWKibLlhDsDHQxpE+YPy+bJiTL1CYnv6sSdw//A9A3aSqZrrH69j0d3FYjv0c0NEBNmgQfGcOD+8KlqUyZtkx1ZFp6GugekO09G2UFvQAjBTXKZg19Nd8t4tlkCB7EY41L8yejjkE9e3urxBs1XX4fmF+2UwxtjfeuMTHLcW+aRGRTCqTkGVW0paU54vXrlyZaxfvx4eHh4oWLAg3NzccO3aNSxevPinx1BWvEePHsidOzcuXbokHr9kyZJEnzM8PFxcZAICAsTXyMhIcVFUsn1T5H2UN42zk8UoUkzRlojOVpQOFpRJpjnHWkZQa7AEmvs6IPbGKkTb1EaslcNvv6VbRQvcee2Hc0+90W/HPRzuVwmm+lpQNpnmHCuY576vMOjCcMQiBhHfy8E4shqmtSuCukVzpPn5kNc5Hl1mNLTUtLDj2Q7MuT0HwRHB6FakW4buQ2bwN+dXA8C4eraolN8UYw4+wrPPgWi88hrG1y+EduWUd2BI1fD7tOrjc6x6Fp99jqiYWFS1NUfJPEZKc45Tsn9qsXKcxBkTE4Px48eLknUNDQ0xx3zWrFkYN25c3GMowKbs+Pbt26GpqQl1dXVs2LABXbp0SfQ5p06dimnTfs2i7tq1C/r6+un687D0ky3gESq/nI8YNQ1cKDwfITrZ+HAruFLvNsHK9zKCtc1xyW4WojR+XzocEgUsdNeAb7gaimaJQc9CMWKeEGO/8+h7OPZErAW0vyI6xAqFQ/5BSyt1GCjfmM4f0T/XF8Iu4FL4JXG9uk511NCtwcGeAgqIAHa+UMczf6kgsUTWGLTLH6OSv5eMMZaevEKA+W4aiIUaRhaPgoWh8hzvkJAQdOjQAf7+/jA2NlbcTPm+ffuwc+dOETAXLVoUrq6uYs44ZcSpZJ3Q/PKbN2+KbLmVlRWuXLmCAQMGiMfUqlXrl+ekgJ7mocfPlFtYWIiy+D8dDHmPpJw7dw61a9eGlhb/q/2T2BhoblogbZbriWp1pN8NZZPpznG4I2I3OMHA/z3qaVxHTIP/V8AkpXC5ALTZcBuPvwEfjQqhj5NUCqosMt05lqPAsEjMPf0MxwLnQNPoK9SiTTGz0lw0LipNhVDVc9wQDbH58WasdFsJ53BnWOa3xOBSgzkwV8Dz2yYmFltvvMXCc55w91PHlyg9LGpVXCzJx+RH3n/DLP3xOVYt/Xe5IhbeqFskO/q0KaVU51hWsZ0ccg3KR40ahbFjx6Jdu3bievHixfH27VvMmTNHBOWhoaEik37o0CEx75yUKFFCBO8LFy5MNCjX0dERl4TohCnySVO2/cxQ7vuALw8BHWNoVBsDDSU/PpnmHGtlBZqtBrY1hsaD7dAo0gSwrf3bbyllZYbpTYpi7MGHWHzeE2WtzVDJxgzKJtOcYzm58PQLJhx6BD+dw9AxfwZ1aGFjvZWwz10sU5zjPqX6wEDbAPPuzMO2p9sQERuBseXHQl2NV6NQtPPbp5otHGyzY/DuB3jlE4zOW+6ifzUbDK1VUKx5zuSH36dVH59j5ef+4buY2kizf0bWtfvlfVnRz3FK9k1d3il9KkePj8rYqaw9/jzw3z2GqbiocODiDGnbYQhgoHwBWqaWzwmo0E/aPjIQCPH747e0tbdAq7J5ERMLDNr9gNf9ZXGos/WQPQ/wz7a78MFN6JhLZdxzHGfCPnfJTHWkOhXphMmVJkMNatj9bLdYCi46hrt9K6JieUxwbFAVsYYuTRhc5fwSrdfewDvfEHnvGmOMKbSFZz3E1+al8sA2hxFUmVyD8saNG4s55CdOnMCbN29ERpyavDVv3lzcT+XmVatWFRl1avD2+vVrbN26Vcwvlz2Gqbg7G4Hv7wCjXEDF/vLeG5YataYAZrZA0Gfg1Og/PpyaIc1oWgx2OY3gExSOgbseICqaB+EyM5pLfdzdC7UXX8YRVy9o6n6AYZ4D4r4exXqgQf4GyIxaF2yNmVVmigz5Ac8DmHB9gljTnCkeAx1NzGtVAis7lIaRriZc339Hg+VXcfjBR3nvGmOMKaTbr/1wxeMrNNXVRHWRqpNrUE7zxWkZtP79+6Nw4cIYOXIk+vTpgxkzfmRGAezZswf29vbo2LEjihQpgrlz54pAvm/fvvLcdZYRQr8DV6S55Kg2DtDmRn1KSUsPaL4WoNJaWtLu8eE/fouetgZWdywDQx1N3H7jhwVnn2fIrjLF8yUgDH3+vScGZ3yDI2CTMwZ57PYhGpFwyuuEwaUHIzNrYtME853mQ1NNEydencDoK6MRGa3Y3Wgzs0YlcuPUEEeUs8qCoPAoDN3riuF7XUWPBMYYY/8fjF94Rvrs18beApZmqh8DyDUoNzIywtKlS8U8cpo//vLlS8ycORPa2tpxj8mZMye2bNmCjx8/isc8e/ZMNHLjpUUygevLgNBvgHkhoFRHee8N+xt5ywFVfjRgPD4MCPzyx2/Jn80Q81uVENvrLr/C2cef+Rxksn+Q9915j1qLL+Psky9ipHxgDWvkst0Hv3Bv5DPJh7mOc8U63pldXeu6WFxtMbTUtXDu7TkMcR6C8Oj/Lw3KFEveLPrY07sihtayFStMHHzwEQ2XXxPZc8YYY8AVTx+RlNHWVMegGgUyxSHhLiNMMQV4ATfXSNu1pgIacu1J+NfeBrzFCtcV2Bu8V3yl65lO1TFAzuJAqB9wfChFXX/8lgbFc6GHg9SBfcR+N56DmUm89wtBl823MfqAOwLDolAiL83JdUCg4T64+bjCSMsIy6svh5G2as8vS4nqltWxssZK6Gro4urHqxhwYQBCInnOsqLS1FAX5Zj7+lRCHlM9vPMLQas1Llh96QViqKEGY4xl4kH5RT8qJDtXtEIuk98vqasqOChnisl5NhAVClhUBArVhzI75HkITQ43wfan2/Eo8pH4StcPv/hzGbdK0dQGmq8D1LWA5ycB113J+rax9e1QxtJUBGf9dt5DWCQ3s1JVFIxsc3mDukuv4KqnD3Q01TGuvh0O9quM+9+P46DnQTF/ekHVBbA2sZb37iqcynkqY3Wt1dDX1MetT7fQ73w/BEUEyXu32G+Us86Kk0Mc0bBELkTFxGL+6efotOkWPvuH8XFjjGVKZx5/gfsHfxhoa4jVKjILDsqZ4vF+BrjulLZrT6fOX1BWlBGfemMqYmJjEB0bjVjEiq90fYrLFLwLeIdMJUdRoPp4afv0WOD7+z9+C5UurexQBlkNtPHYKwDTjj1J//1kGe7l1yC0XX8DU44+RkhENOyts4i5t32q2uCu920suCP1lxhedjgc8jjI5wz5voS68wyUfb1afKXrisY+pz3W11kvqgnue99Hr7O94B/uL+/dYr9hoqeFle1LY37LEtDT0oDLS1/UX3aFp+wwxjKd6JhYLD4nZcl7VMkHM8Nfl7lWVRyUM8VzfioQGwPYNQIsK0DZs+S0ZFFi6HbK/GU6tLRd3vJAeABwpD+lR//4LblN9bC0bSkxPrP79jscuPchQ3aVpT/qrL/m0kvUX3YVd958EyPj05sWxd7elURfgfeB7zHy8kgxmNU4f2N0KdJFPqflwQ5gZTmo31iJ3N9via90HQ9+DCAqkJLZSmJj3Y0w1THFI99H+OfMP/AL+/NyhEx+qE8ONTM6PrgKiuUxxreQSPT+9x4mHX7E1UGMsUzjqNtHeHwJgrGuJno65kdmwkE5UyxvXQCPU4CahjSXXElRJvzu57ui6RIFE4mhrLlXkBcyHWrMRd3YNfWA11ekZe+SwalgNgypaSu2Jxx+iGefA9J5R1l6e/opAM1Xu2De6WeIiIqBo605zgxzQpdK1lBXV0NwZDAGXxwsMr3FzYtjSuUp8mnySRnxo4PEYKFabDTUESu+isHDowMVMmNexKwINtfdDDNdMzz/9hzdT3eHd4i3vHeL/YFNNkMc6FcZvRylXhr/3nyLJiuv8fsdY0zlRUbHYMk5T7FNVXJURZSZcFDOFAc1/jo3Wdou0wUwlwIwZWpM8fDrQ8y/Mx+1/6uN7me6413g78vTcxvmRqZkZiNNTSB0zn1eJOvbBtewFcF5WGQM+u24z8sIKanwqGgsPvscjVdcw8OP/mJEfEGrEtjeo7zoTC0b2Bp3dRxefH+BbHrZsLT6UuhoyKmM7cG/Sd9HgfnudsDFmYDbHuDDXWnVCAVgm8UWW+ttRQ79HHjl/wrdTnfLnAOBSkZHUwMTGhYRfw/mhjoia9Rk5XXRb4H+nWGMMVW0/+4H0fTS3FAb3R0yX98Y5W5pzVTL06PAhzuAlj5QbSyUAX1A8vjmgdNvTuPU61P4GPQx7j6a01khVwVceHdBZMUToqCDlnXKtOx7As+OA68vA4f7Aj3OSFn036DsKZWxN1x+Fa99gjH2wEOs7FCal0hUIg/efcOYA+4i0CB1i+bAjKbFkN1Y96fHrXZdDef3ztBW1xYBeXb97PLZ4dDvwJPDUvCdFB8P4Io05z2OvhlgZguYFZAGocTXAkDWfIBWxnWSpYZ4FJj3PNtTTAWgwHxTnU2wMLbIsH1gqUMDkKeHOmLUfjc4P/8q+i1c9fyK+a1Kih4bjDGmKsIio7HiopQl71+tAPS1M1+Imvl+YqaYoiOBCz8yp5UGAkY5oche+78Wgfjp16dFBkpGT1MP1S2qo551PdGMSltDW3RZp6ZuNIecAnEqv6WvZKrLVBGwNyvQDJmOujrQdBWwprI0GEPr0jv+WMv8N+jD6KqOZdBm7Q2cePgJ5VyyoPuPZdOY4gqNiBZLnGy+/hq04hONhE9rUgwNiuf8ZVDlzJszWOe+TmxTyXqJbNJ69RmKMpIUjJ8aAwR9SfpxauqAdRUgqw3g+0IqZQ/0AkJ8pcv7mwm/ATCx+H+gThVBsm26PR3WXc9rlFcE5tT07U3AG3Q93RUb62xEftPMNV9PGVGmfHM3e2x1eYM5J5/h/FNv1Ft6BUvaloJDAXN57x5jjKWJnbfe4ZN/GHKZ6KJDBctMeVQ5KGeK4f526QOtvjlQeRAUEWXBKVigQPyp39O42ymT55TXCfXy1RNfKTCPjwLuMtnL4L/n/+Gu512Usy2HprZNsd59PU6+PolJ1yeJ5+5fsn/my/iaWgD15koN32gZPNs6QM5if/y2MpZZMKFhYdGJfdaJpyiR1xRlrbJkyC6zlLv5yldkx9/6SutmNy+dB5MbFUGWRLJ9z/2ei78JQk3dmtg0yfhDTqsCnBwJeJyWrlOwHPBBCtQT02ipFFjLhAcBfi//H6SLry+kaRrUCd3/nXR55fzz82hoA1nz/5pdp4y7gflfrUSR0yAnttTbIgJzmhJA02vW116PQlkLpfo5Wcagfxdo4LFCPjMM3vMAL7yDxLJpfZxsMLx2QbFCBWOMKavg8CisdpamMQ6uaQtdrbQfnFYGHJQz+aMPsJfmSttVRwO6xlAU1Bjp7JuzOPXmFNy/usfdrqmmiUq5K6F+vvoiM26obfjb57E0tsSgUoNw0uskGpRqAC0tLcxxnIM8hnmw4eEGrHVbi4+BHzGt8jRoaWSuxhYo1UEqY6e1yw/1BXpdlNY0/4Nula1x9803kS0fuOs+Tgx25JJOBRMYFom5p56JEXCS01gXs1sUQw27HIk+njqEU2O30KhQVM5dGcPKDsvYHY6OAm6vAy7OAiKDAXUtoMowwHEE8OiAaOoWCzXEiooXddoCmqz8OSAnOoZArpLSJT4K6il77uP5/0BdFrj7vQKiw4Gvz6RLQjomCQJ12bYNoGOUrB/PXM9cNH/rc66PGFjscaYH1tVeh2Lmfx4IY/JXJLcxjg2sgunHn4hVKNZefgmXlz5Y3q40rM0N5L17jDGWKlQJ5BscASszfbQqmzfTHkUOypn83VgFBHsDWfIBZbvLe2/wLeyb6JpO5enUQV02H5zKz8vnLC8y4rUsa8FU1/SvXkddTR2DywwWgfmMmzNw7NUxfAn5giXVl8BYW3EGJtIdZf8aLwPe3QS+PAQuzwNqTkrGt6lhbsviooP3K59gDNnzAFu7l4eGeiarNlBQzs+9MeHgQ3j5h4nr7ctbYlwDOxjrJj7oFBkTiRGXRsAr2AuWRpaY7zQfmuoZ+E+UlytwbDDwyU26bllJyoBnt5Oul+4IWFZEzL1t+PTkFnIVqQCNsl1/Dcj/9LtOGW+6WFX6+b6YaMD/Q4Ls+o/gnTL3lGH3ui9dEjLKlUh2vQBgavXLAFcW3SxiubR+5/uJgUaaa7665mqUyVEm5ceMZTg9bQ3MaVEcVQuaY8yBh3D/4C96bExrWgwty+TJfNVWjDGl5h8aiXWXpRVMhtUqCC2NzFv5w0E5k6+gr4DLcmmbArFkZEjTQ2BEIC6+uygy4je9bv60jFmpbKVEIF7Hqg6y6WdL89duWbClKC0dfmk4bn++jS4nu2B1rdWZqzO7YXag0RJgf1fg2mKgUH0gb7k/fpuRrhZWdyqDZquu46qnD1ZefIEhtZSra7+q+RYcgRnHn+DgA6npoWVWfTF4Utnm9/Nf592eh7tf7sJAywAraqyACWWGM6xSZw5wc7XUzE3XRFoZoHQXqe9BfGY2iKk+CfdCT6JB9QbQ0ErDqhaaS57FSroUqPnzfZFhwLfXv2bXKeMe4gMEfpIub67+/H20tCQ9X/xA3awAjM0KYH3NtRh0aQjufL6Dvuf7imNOjSmZcqhXLJeYtjNsrytuvfbDyP1uuOLxFTObF0ty4IsxxhTNhiuvEBAWhYI5DNG4ZCb63JsIDsqZfFFWNCIIyF0aKNI8Q186JDIEVz5cEV3Tr368KjJ1MoWzFhal6XWt62ZIcExN4bbX347+F/rjpf9LdDzZEStrrkRRs6LINIo2A561Bh7uBw71AfpcBbSl5bF+xy6nMWY1K44R+92w9IIHSluaiq7FLOOdfPgJk488gk9QhEgK93DIhxF1Cv6xi+q+5/uw9/leUY0yz3FexjUg8zgDnBgB+L+XrhdtIfU4MEq8vF5utHSB7IWlS0K0/JrvqwQB+4+gnUrwqSyeLp5nf/o2Ay19rMqaH8MMjXE9KgD9z/XBkuKD4GTXAtDj/gzKILepHnb1qog1l15gyXlPHHXzwv1337CsXWnuscEYU3g+QeGi+SsZUadQpq905KCcyQ99aLy3RdqmzFTCrFQ6CI8Ox7WP10SztssfLou5qzL5TfKLQJw6p9MyQhmNGi7tbLATAy4MEMusdT/dHQucFqCqRVVkGg0WAG+uSUEFdeOv/6PXwB+0LJsXd99+E/MsqYyd5pfTB1aWMbwDwzD58GOcfvxZXC+Q3RDzW5UQDfn+hKaIzLk1R2zTdI4M+X0P/Cx1Vafu6sTEEmi0GLCtDaVDAXTestIl4fx1+jnjyuDjNZz79gaIDIHel0dY/gUYmd0czgb6GOK2BAvPTUBN6Ccyd52Wc8ufocu5sT+j6ToDa9iiko25eO/78C0UbdbdwNCatuhfvUCm/5DLGFNcay69REhENErmNUGdIgo2GC4HHJQz+aGgKyYKKFAbyOeUbi9DGfBbn26JjDiVqAdFSusjk7yGeaVAPF892Jrayn0+HpWxb6u3DSMuj4CLlwsGOw/GuPLj0M6uHTIFCjCarAB2tgJurQHsGiT7d2NK4yJw//Adj70CROO3Pb0rcVfidBYbG4sD9z+KcnWaF6aproZ+1WwwsEYB6Gj+uXuqV5CXmLYRFRuF+tb18U+xf9J3h2NigPtbgXNTpTnaVN5dqT9QbRygrWKNsui9zDiXdMnn+OsSlN/fiQBd2/cFFvl4YJzvTZxRC8GI7OaY/dUXDd7fAujy85MCJnl/KYcXgbupZbos58aSh1afODnEEZMOP8IRVy8sOueBqy98sLRtKR6gZIwpnE/+ofj35tu4LLka98PgoJzJyYd7P7JUakCtqWn+9NEx0bjvfV8E4tS07Xv497j7cujnENlwCsaLmBVRuDcC6uROpeszb87EQc+DmHVrllgyjTpRU3M4lUfZyrLdgHtbgcMDgH7Xk9WRn5bQWNOxLBquuIr7776Lrt+TGxfJkF3OjD5+D8X4gw9x2eOruF4sjzHmtSyBorlNkj19hDqtfwv/JqaLTHOYlr5/i95PgWND/79uOE2ZoQaDCTukZwa0woPIgFOTurqgGcjzYqKh4zIZR18exdjs2RBu1QTN1UzilcN7AmG0nNt76ZLYcm7UrFOsvZ4gaDfI9lfLubHkobnkFIQ72WYT00huv/ZD/WVXMa9lcTEHnTHGFMXyCy8QERWD8vmywtH29z1nMgvOlLOMR2WV56dI2yXbJWtd6uQ9bSzcfdxFaTqtJ/41VAoWSFbdrKJRGwXipbKXUvjgVktdC1MrTRWd2Vc8WIGtj7eKwHx2ldnQ1dSFyqszE3jpDHx/C5wZDzRdmaxvszTTx+I2pdBr+10xT6mcdRY0KM4fRtNSTEwsdt5+h7knnyI4IlpUIwytZYvejvmhmcyuqfS3SmuRP//2XPxtLq+xHHqa6VQWTU3Sri4Eri0FqG+EloHUVLJ8b87sxqOhroEZDjOgq6GLfR77MPntEYRVGI/2VUf9vJxbYnPX6ULLufk8ly7PE5wDHeNfO8PLridzOTeWPDSwRdN5KHNO5exuH/zRd8d9tC9vgcmNioru7YwxJk9vfYOx/67Uy2VUXc6Sy3BQzjKe5zmpS7CGDlB9wl89FX24pw/2lBGnYJyWU5Ix0jZCbavaIitun9M+Y5dXSqMPV71L9BaN5iiAoYz/15CvIoChZY1UGn1Qb7YG2NoQePAvULgxULBusr61dpEc6FM1P9ZdfoXR/7nDLqcR8mf7/TryLHle+wRjzAF3kYEj9MGfsuM0hzwl1ruvx9m3Z8Xf5NLqS8W0jXTx6jJwfBjgJy23gkINpL4FVILNfkGDlRMrToSOpg7+ffIvZt+ajfCocHQr1u3n5dwsK/46LSDgx3JuPgmCdiqTDw8AvB5Il4QMcya+nFsWa7mtxqEKaN3y/X0rY8l5D7Ge+e7b78Xf7Yr2ZcR654wxJi9Lz3siKiYWVQtmg711Vj4RPyhXlMKUH63FK8uSV+gNmFqk6mlefX8l1hGnYPxNwJu42/U19VHdsrqYn1o5d2VoUZmmkmuUv5EouR/iPASuX13R6WQnrKm1BpbGllBp1g5ApQHAjZXA0UFA/5uAfvLevEfVKYQH776LD6H9d97Hof4OnCH6C1HRMaLyYNFZD4RHxUBPSwOj6xVCl0rWKW4kRX0dVrpKlQ8TK0xE6eylkeaCfYGzEwG3Xf8P/CgYp8EdLqP+42DgqHKjRMZ8w8MNWHRvEUKjQ9G3RN+kpxdQk06aU04XmxqJLOf2JpEM+wsg+CsQ9Fm6vL32h+Xc4gXtRrkzpDGosqMqljH17FClgLlYOu3l12CxfOTY+nbo7mCtcFO3GGOqz+NLIA67SkumjqxTSN67o1A4KGcZy20P4P1EWgu4yvAUfev7wPeiLJ0CcepOLqOjoQOnvE4iI+6Y1zH9ymDliDL9O+rvEEumvQt8J5ZMo3WFqRRfpdWYJFVWUEksLV3V+ke3/j+gMuqV7UujwfJrePY5EBMPP8LC1iX4Q2gqPP8ciNH/uYkyWEIf8Oe0KA6LrH9eri4hz2+eGHd1nNhub9ceLQu2RJqiEmv3vdKUByq1pp4V9v8ANSdL7zksWShYo074NFWGps+sdl0tMuZDygxJ+d+QWM7NTrokFPpdqmKI3xleVhJPS2UmsZwb6D1eNideBOq2/w/ckzlwl5k4FDDH6aFO4u/4/FNvTD/+BFc8v2Jh65IwN9SR9+4xxjKRxWc9xD/V9YrmRPG8/O9yfByUs4wTGQo4z5K2HUck68PTl+AvIhCnrPhDn4dxt1PZq0NuB9E1vbpFdRjQPFEVR2s372iwAwMvDMRj38f458w/mO04W6ylrrLoA33ztcDGWsDjg0DhRkCx5AVy2Y11saJ9aXTceBMH7n+AvXUWtCuv4tUFaYgasKy+9AKrnF8gMjoWRrqamNiwMNqUs0jV4Mb3sO+isVtIVAjK5yyPUfY/5iqnFQrkqFT99WXpevYiUiM3i/Jp+zqZCE2foYz5grsLsOnRJoRFh2GM/Zi0G9zSMwXylJUu8dEntqAvgI9ngrnrtJzba4CWsvzySLr88pxZf82um9smbzk335dQv7cNZV/fgrrzPaBs1x/N8JRfVgNtbOhSTnQ7nnniKS49/4p6S69iUZuSooSUMcbS28MP/mLpVPonZHidgnzAE+CgnGWcW+uAgI+AcV6gfJ8kH+YX5odzb87h1JtTuP/lPmIRGzffkT7MU7O2mpY1YaKT+UbYzPXMsbnuZoy5OgaX3l/CyMsj8SnoE7oW7aq6WeA8ZQCnkcDleVK23MoBMEreHORKNmYYWbcQ5p9+jslHH6NYHhNxYb/n9v67mDtOVQakVuEcmNW8GHIYp67JYFRMFEZeGYkPQR9E88JFVReJZoZpIioCcFkOXFkARIUB1Aix6mig8mCpyzj7K12KdhEZ8xk3Z2Dn050IiwrDpIqTRGO4dEPvZfQ3TpdflnOLkhpAiiA9QdBO/76E+gEfbkuXhEwsEm84R+vUu+8R02TUoYbcsTFQu3EHuLECaLISKN0RqoD+jaApJxXymWHQ7vvw+BKErptvo2eVfBhVr1CyljFkjLHUWnhW6gLarFQeFMzBTT4T4qCcZYwQP+DaYmm7xgQpAxpPQEQALry9IDLitKZ4dGx03H1lspcRGXFq2kZBaWanr6WPpdWWYv6d+dj1bJeY80nBztjyY5WumV2yOY0Cnp8CPrsDRwcDHfYme25wXycb3HvzDReeeYv55ccGVYGJHgdriQmLjMaScx7YcPUVYmKl7NrUJkXRuESuvxr0WXh3ofi7pqkl1KjQVNcUaeL9beDYEGlKDMlfDWi0RMqKsjTTplAbMU1osstkHPA8gPDocNGpXS7vNxqa8ZZzq/PzfRHBUrl7wuw6ZdzDvsdbzu3Sz9+npgnERkmbPy6Q/Rt0dKDU2E5FMuakUE4jHB1YBbNPPsX2G2+x8dpr3Hjli+XtS8OGm2IyxtLBnTd+YglVTXU1sWIL+5WKfoJnCocCclrjNntRoETbuHWKnd87i0D82sdrIpsmU9SsqMiIU2l2unVmVmKUpaIgnLKOFPDsfb4Xn4M/Y77TfBG0qxzKeDZfB6yvCniekTqyl+mSrG9VV1cTJZqNVlzDO78QjNzvhvWdy6puZUEqUVM8yo5Th3XSpGRuTGlcBGZ/Oef0kOchkWElc6rMQcEsaVCyRu8l56cBdzdT9ATomwF15wAl2nAjt3TStEBTEZhTT4Djr46LwHye4zzFaqapbQDkLC5d4hPLufklvpwbzWmnCovfubcNqDMdqkRXSwPTmxaDo202Mdf8sVcAGi2/hqlNiqR6igpjjCW1UtKCM1KWvHU5C1iZqf6U09TgoJylv+/vgVvrxWZY9Qm49t5ZNGu78uGKmKMoU8C0gAjEqWGbyncWT6tSxKJdkMswl/igfPnDZXQ/0x2raq5SzYqCHEWAGhOBc5OB0+OAfFWl7szJYKqvjdUdy6DVmhs49+SLyAT3dlKdzNffCAqPwvzTz0TGjOQw1sGsZsVRq0iOv35uV29XTL8pBTP9S/VHTauaf/eEFFw9PQqcHC117CalOkrr2nODr3RHFUvaGtpi2gwt0RgRHYFF1RaJYF2hieXczKSLZYVfl3Pb0wHwOC0N8CQUGwPcWitlzkt3ArIXhiqhJSRPDXHC8H2ucHnpizEHHuKKhw9mtyjOFUWMsTRx1dNHDPzTihCDaxbgo5oEXlOEpbvIizNwRVsN460Lo9qDGRh2aZhYo5gCcksjS/Qp0QeHmhzCoaaHRGMhDshThsr6N9XdhCw6WfDE9wk6nuiIF99eQCVVGghYVJQ6Mx8ZIH2gTqYSeU0xuXERsT3v9PO4tbYzMyolq7vkSlxA3s7eAmeHVU2TgJwqN4Y6DxUVMPQ7Sn/nfz24t7s9sK+LFJBntQG6HgOareaAPAPVsKwhVn6gQJwGAqnxJFU9KS1aWo06w6v95uNQdLi0NOPqisD66sCdjUDoN6iKnCa62PFPBbF8GpWWnnj4CQ2WXRXlpowx9rdZctlc8s4VrZDLRPVWSEorHJSzdBEdEy3mkE69MBjVv1/DgJzZcUwtGMGRwaIcvXvR7tjbaC+ONz+OgaUHokAWHjn7GyWzlcTOBjthZWwFr2AvdDnVBbc/JdLoSNlRcykKwqhE/81V4Pa6FH17xwqWaFYqN6JjYjFw1318DQxHZvQ9JAIj9rmJJk8fv4cibxY98aF8bssSaZIdo2ZgQ5yHwDfMV5Srz3SYKRo1pkpMNHBjNbCqAuBxCqAGcU6jgX4uQD6nv95XlnIOeRywptYa0SPg5qeb6He+H4JooExZle6ceJac0O9tw8WAXSOA5tB73ZcaTi4sBOzvDrw4L/2OKjma5tOvmg3+61cZVmb64n2h7bobosdEVHTyBz8ZYyy+s0++wP2DP/S1NcR7DEsaB+UszcTExohy1Tm35qDm/proebYnDnxwhr+GBsygiQ52HfBv/X9xpuUZDC83HEXMivC8tTRkYWwh1jIvnb00AiMD0ed8Hxx7eQwqhxou1ZkhbZ+fKjVxSkHJ/6zmxWGb3RDegeEYvPuBCNAzk9OPPqP2kitimTiq6u3uYI0zQ51QxdY8zUbFqSEYVW1Q9QY1dkt1n4NPbsCGGsCZcUBksFQl0fdaos0iWcayz2mP9bXXw1DLEPe976P3ud7wD5fWslfK9xTqsq6mjlg1DcRATXwVATndTmvdt9sJDH8G1J0t9Uah7Dkt07ijJbCkmNTjwEf5K5RKWZjixGBHtCiTRzR7XHbBE+3W38SHb0pcDcEYkwv6fLXoR5a8h0M+mP9ljxpVx0E5++sP4PThe/Hdxah3oB46n+osOoJThsxEUx8tA4Kw8YsPLjTci3EVxqFU9lKpz5ixP6Ku1hvqbBAN8qhsePy18VjrtlacJ5VS7h/ApobUoOlQH2mZpGQy0NHEmk5lxKgtdRxefE76B0PVUVXAgJ330XfHPbGdP5sB/utbCVMaFxXHJK1sfrRZ9IzQVNMU842pGWGKURftMxOA9dWAT64ALX/YaCnQ/ZRUaswUAr2fb6y7USxP+dDnoRiIpSUtlRItezbwLmIqDYSXaQXxla7/tByaYTag0gCg33Wg92WgfG9ALwsQ6CU1M11ZFthUV2oMFxYAZWWoo4nFbUphWbtSYvvu22+ov+wqjrt7yXvXGGNK5Jibl1h60VhXE72ceFWUP0lVdOTs7Jyab2MqhOYsr3iwAo0PN0bb422x5fEWfAr+BAMtAzTO3xiraqyEc5AOpvr6oUKxTtAwT4OOyyxZaK4ndWHvXqy7uL7KdZXIXEbGRKrOEaQUL2WwKFj7eA+4viRF314gu5Eo1SarnF/i4rMvUFU0IHPowQfUXnJZzBXVUFdD/2o2ODnYEWWtsqbpa1HzxmX3l4ltWh2Asqkp5nEWWFVRmsNLTbaKNgcG3gbKdZfm/zKFQitlbKm7BWa6Znjm9ww9TvfA15CvUEpmNoipPgn38vUXX5NcBo3ef3KXAhosAEY8B1pvA2zrSJn19zeBY4OBRYWAg32A11dS1PtCkTQtlUe8T1D2PDAsCgN3PRCd2oPDkz8IyhjLnCKjY7DkvIfY7lPVhhtHJkOqPuHUq1cPNjY2mDlzJt6/f5+ap2BK6F3AO6x3X4/mR5qj+dHmYvttwFvoauiijlUdLKm2BJfaXMJsx9lw+v4VWlR6qm0ozf9kGYqqEYaXHY5JFSeJ7cMvDqP/+f4IjAhUnTNhkgdoMF/avjQP+OSeom+nJb+6VpK6tw/b64b3fqpXnun1PRQ9tt4RP9/3kEgUzmWMIwMcMLqenVgSKS29+v4KY66MQSxi0bpga7S1k5Y+TLbAL8D+bsCu1oD/O8DEEuiwH2i9FTDiZREVmW0WW2yptwXZ9bPjpf9LdDvdDZ+CPiFT0NQBijYDOu4Hhj0Bak0FzGwBan7nvgfY1hhYXhJwngN8ewNlY2mmj/19K2Fg9QJiLGLf3Q9ovOIaHn1U0qkKjLEM8d+9D3jrGwJzQ210q2zNRz29gvKPHz9i4MCB+O+//5A/f37UrVsX+/btQ0RERGqejikw6qC87fE2tDveDg0PNRTZ8RffX0BTXRPV8lbDXMe5uNT2kihTrWVVC7qaukBUBHDxx5xfhyFSyR+TizaF2ohOybKGTNQAjs6pyqA176kBE1UBHOoLRKWscdv4hoVR0sIU/qGRGLDrPsKjlL9hE4mJicXOW29RZ8kVOD//Cm0NdYysUxBHBzqgWB6TNH89mks82HkwgiKDUCZ7GYwrPy4lOwvc3QKssgceH5KyjVQ6POAmULBOmu8rSx/5TPJha72tYrrCu8B3IjB/H5jJBu2NcwFVhgED7wD/nAfKdgN0jIHv74DLc4FlJYGtjQDX3dIUDSWhRe8fdQthd6+KyGWii1c+wWi++jo2XHkl3msYYyy+sMhoLL8g9fvpV61Amk6RU2WpCsrNzc0xbNgwuLq64tatWyhYsCD69++P3LlzY/DgwXBzc0v7PWUZxifUB7uf7UbXU11R+7/aWHh3IR77PoaGmgYq566M6ZWni4z4ipor0DB/Q1Gy/pN7W6SMgEF2oGJ/PnNy5pTXSXxYzqaXTQyodDjRAU99n0IlUOqG5hrrmwPej4FLc1L07TqaGljVoTRM9bVEd9CZx5X/uLz1DUaHjTcx4dAjsQZ5aUtq3FQFA2vYig/X6bHSAmXIqWoml0EuLK62GFoayezg7v0M2FIfOD4UCPMHcpUCejkDdWcB2gneV5jCszCyEO81slUgup3qhlf+r5Dp0PuShT3QeBkw0gNosRHIX43ukFaNONxX6t5+ZCDw9gbNMYEyqJjfDKeGOKJu0RyIjI7FrJNP0XXLbXgHhsl71xhjCmTXrXf45B8mBvFo1RuWPH/9Ca1MmTIYN26cyJwHBQVh8+bNKFu2LBwdHfH48eO/fXqWQSjTddDzIHqd7SU6p8++NVt01FWDGsrmKIuJFSbiQusLWFd7HZrbNheNfRJFzW0uz5O2q40FdAz5HCoA6nRPS6YVMC2Ar6FfRRbr6oerUAlUidF4qbR9fRnwPmVLweXNoo8lbUuJ7X9vvsUR149Q1i6nG6++Qt2lV3DzlR90tdQxqVER/Ne3MmxzGKXb6y65twTXva6LagzqtG6mZ/bnb4oMAy7OBNZWkebg0sBe3TlAzwvSXF2mtGjJSwrM6b3GO9Qb3U93x3O/zNFMMVFaekCJ1kCXI8DQh0D1iUCWfABNJXrwL7ClHrCiLHBlIeCv+O89pvraWNupLGY3Ly7eY656+qD+0qtwfuYt711jjCmAkIgorL4krUQxqIZtmk+VU2WpDsojIyNF+XqDBg1gZWWFM2fOYOXKlfjy5QtevHghbmvdunXa7i1LU7RmOC2ZNeDCAFTbVw1TXKaIEmda2qy4eXGMKjcKZ1udFR+waH5osj5suywHQnwBswJAmS58xhRILsNc2F5/OyrkqoCQqBAMujgI+z32QyUUbgyUaCc1BqMy9hSWhlYvlB2DahQQ2+MOPoTnF+Wae+/xJRAt17hg5omnCIuMQWUbM5wdWhX/VMknGrulF3r/2PZkm9ie4TADdlmT0RmdGl+tqQxcWSBNOyhYDxhwC6jUH9DgEjdVYK5njs11N6Nw1sKiG/s/Z//BYx8epIepBVB1FDD4AdDtJFCqkzQg5fdSmvK1pCjwb3Pg4X/SwJWCoqUlO1SwxLGBVWCX0wi+wRHovvUOph17LMpWGWOZ15brb+ATFAErM320LpdX3rujVFL1CWjQoEHYvXu36OrbuXNnzJ8/H8WKFYu738DAAAsXLhTl7EyxhEWFiQ7Jp9+cFl/Daa3VHwpmKYj6+eqL5bSoDDHFAj8DN1ZJ2zWnAMktYWUZxkjbCGtqrsG0G9Nw5OURTL8xHR8DP2JwmcHKv1Rd/XlSwEcfcGn9cuqMnAJDaxXEvbff4PLSF/123hcN0RR9HhR1N1176SVWXHyBiOgYGOloinny7ewtxAfn9PTw60NMdZkqtnuX6C3eN34rxA84OxFw3SldN8wpnbMiTaVyX6ZSsuhmEcul9TvfD+5f3cVyaWtqrRHLqGV69Ptu7SBd6G/gyRHp7+LtdeDlRemiawIUawWU6gjkKaOQfyNUgXN4gAPmnnqGrS5vxIdxqtJZ0b6UWOGCMZa5UH+edZdfiu1htQqmy5Q5VZaqT5xPnjzBihUr0KJFC+jo6CQ575yXTlMMkdGRcPFywak3p+D8zllkSWWsja1RL1891LOuBxvTJJZ/SS6az0sdZ/OWlzKXTCHRfF/KauYxyoPVrqux6dEmeAV5YUaVGWI5NaWlZwo0XQnsaAHcXg/YNfwxjzN5KKO8vH1pNFx+FS+8g0TGnNbpTe/gNrWo+/Go/9zx9JO0HnINu+yY1bwYcpnopftr05JXQ52HIiImAtUsqmFAqQFJP5jmy7rvA86Mk6poaF5tuR5ArSlS4MFUlrG2MdbXXi+qse59uYfe53pjZY2VKJ+rvLx3TXHQFC9aC50ufq+kJnBuuwH/98DdTdIlm50UnFNjS6McUCRUmjq1SVE4FTTHqP3S+1GjFdcwuVFRtC+f/oODjDHFQVPoAsKiUDCHIRqX5MRshgTlFy5c+PMTa2qiatWqqXl6lgaiYqJw5/MdkRE/9/bcT0th5TbILQJxyooXylIobf7R/OoB3P9X2q49XSFH9dn/0TnvV7Kf6JQ85foUMWDzJeQLllVfBlNdU+U9VAVqAuX+kT7IHh4A9HdJUeBnbqiDVR3KoO36mzjq5gV76yzoXEmxlvKg8tBlFzyx/sorMY88i74WpjQuiqalcmfIB2CqrqGAnOYL25jYYE6VOUlXWVCQcXw48MpZup69iNT8yoKDssyCGoFShnzIxSG48ekG+l/oj6XVl6JKniry3jXFkzU/UGMCUG0c8Poy4LoLeHoU+PoMODdJqgCyrS0F6DTtQ1MbiqKGXQ7RBG7Efjcxz3z8oYe44vEVc1sWF/PQGWOqzScoHJuuvRbbw2sXStepc6oqVXUFc+bMEQ3dEqLb5s370eSLZTiaC07ZiFk3Z4lmbZSVoOZtFJBT5+1OhTthR4MdON3yNIaVHSbmf6bZh/gL04DYaKBQA8CqUto8J0t3TWyaYG3ttTDSMhKN/Tqf6qz8yxjRoBA1Ugr4AJxOwdJcP5Szzopx9aW50dOPP4Hr++9QFHff+KHB8qtYc+mlCMgblsiFc8OrolnpPBkSkNOUJZry4O7jLrKgtNyeoXYizRyjI4Gri4DVlaSAnCowak4Gel/mgDwToiaAtFoHLaNJgzrUz+LCuz8P7mda6uqATXWg5QapezutMEEVaPRvrMdpYF9nYFEh4NQY4JM7FEV2Y11s614eExoUhpaGGk4//ox6S6/ixkuqkGGMqTL6XBISEY0SeU3ECg0sg4LydevWwc7u14Y+RYsWxdq1a1PzlOwvPiQ/8nmEBXcWiOXLqKv2nud7RHMdUx1TtC7YWjTcOdfqHMaUH4OS2Uqm/Yf3d7eAZ8el9YVpLjlTKtT4jRrA0XJWbwLeoNPJTmIOqNKictBma6QyaZqn+exkip+CGqTJlv0ZsPM+vgVHQJ6Cw6Mw9ehjtF53A6++BiObkQ7WdS4rsvqU3c8o/z75F0dfHhXLIy6suhAWxon0nnh/B1hXFbgwHYgKA/JVBfrfABxHKFRmj2UsmhpDy+XVsaojKrlGXBqBU69P8Wn4E6r0Kdcd6HkOGHAHcBgq9WMI9QNurQXWOUqrGNxcAwTLP/hVV1dDL6f8ONjPAfnMDfA5IEws0bjwzHPRA4Mxpno++YeK1WvIiDppVIGbCaUqKP/8+TNy5cr1y+3ZsmXDp0+f0mK/2B8CcY9vHlh+fzkaHGyA9ifaY/uT7fAO8YahlqHIflK54MU2FzG50mTY57SHhno6LUlA80XPTZa2qaQuezK6LzOFUyBLAbFkmqxbco8zPXDhrRJnsqhao/IgafvYkBR/WKV/UBa0Lim6h378Horh+1wREyOftYSven4Vy5xRIyX6c2tdNi/OD6uKukVzZuh+uHx0waJ7i8T2yHIjUSl3gooYWmf8xAhgU21pzXi9rEDzddJSUGZ/2a+CqUw/i3lO89A4f2NEx0rr2x/yPCTv3VIe2QoCtacBwx4DHf8DijQDNLSBzw+B02Ol7PneTsDz00B0lFx3tXheExwfVAVtyuUV71srnV+gzbobeOf7/542jDHVIJrNRsWgvHVWONmay3t3MteccgsLC1y/fh358uX76Xa6jTuup583/m/EHPHTr0/jpb/U3VBWGlg1b1UxT5zm6WVos67nJ6V1hjX1gOrjM+51WZrLpp9NLH836soo0Zl/2KVhGGU/Cp2LdFbOo119AuB5Dvj6FDgxDGi9LUW9Dox1tbC6Yxm0WO0C5+dfsebySwyoLi2bllFdTGedeIJ9dz+I63lM9TCnRXE4FcyGjPY24C1GXhkppsg0K9AMHQt3/P+d9Imb5r1SKW3gj0HZkh2AOjMBg2Qso8gyFU11TcysMhO6mrpiScbJLpNFSXs7u3by3jXlQUsH0txyutCqBrSEGlUFfXIFnh6TLgbZgZJtpWXX5DRYTqtXzG9VUrxnUePMB+++i+k31JCyaak8ctknxljaooG2fXekaY8j63KWPMOD8l69emHo0KFirfIaNWrENX8bPXo0RowY8Vc7lBnRB94Dzw/gbvBdvHR9iZaFWsLK2ErcR12xz7w5I8r8nvo9jfseLXUtOOZxFM3anPI6QV9LP+N3nEbiqfEMqdgPMOZOi8qOfo+o2dvc23Ox9/lezL8zHx+DPoo169Ot2iK9aOkCzdcCG2tKSw49OgAUb5Wipyia2wQzmhbD6APuWHT2OUpbmKJygfQfBT77+DMmHn4E70BpycKulawwqp4dDOWwRFtQRBAGXxwselPQ9JdJFSf9vzTN/wNwcpQ0OCdrVEXzX/Nzk0+WNGoMSL9HNIC84+kOzLo1SwTmXYt25cOWUvpZgQq9pcvnR1JzOPe9QLA34LJCuuQpC5TqABRrCehlyfBj3KhEbpSyMMXQPa64+/YbhuxxxWWPr5jetJhc3tMYY2ln6XkPRMXEisG38vmy8qH9C6l6Nxw1ahR8fX3Rv39/RERIcy11dXUxZswYjBuX8sZKmRmV7k29MRVqUBNZqCdPn2Dbk20i600BuetX17jH0jzOirkror51fVS3rC4aLcmV6w7Ax0MqU60yVL77wtI0kzWhwgTRmX3xvcXY+XSn+F2kslOqylAquUsBTqOBS7Ol0morB8D416k3v9PG3gJ33vhh/70PGLznAY4PckROE9102V3foHBMPfYEx9y8xPX85gaY16oE7K3l8w9ddEw0xl4di1f+r5BdP7vomq1N5bIx0dKycxdnAhFBgLqW9B7gOFIaDGHsD2hgZ7T9aJEx3/hwIxbeXYiwqDCx5j3PR0ylnMWAerOlEnfPs8CDnYDnGeDjPelyejxQuJE01YyWi8zAgda8WfSxp3dFUea64qInDt7/iHtvv2F5u9IoaaHEK34wlol5fgnEIdePYntknYLy3p3MGZTTP5jUZX3SpEl4+vQp9PT0YGtrm+Sa5SzpDDkF5BSMy9A8O3LytZR5omC9XM5yYh3xWla1kFVXQUahIoIB5znSttMoXm9YxdDfePdi3ZHLMBcmXJ0A5/fO6HG6h+igbK6nZPOFHIcDHqcArwfA0YHSXMwUNiGhjM7Dj/549jkQg3bfx65eFaGlkaqWHEn2iaAl2KYdewK/4AjQSiK9nWwwtJatWAdYXla6rsTlD5dFRnN59eXSuf/kJs3Tp+NJLCpIy5xlLyy3/WTK+z4zpMwQ6Groit81uoRFh2Fw6cEcmP8NDS3ArqF0CfoKPNwnBejU64EqhuhinAco2U4K0DOo54OmhjqG1S4IhwLmGLrnAd76hqDlGhfRGKqPU37RJI4xpjwWn/MQM9ioMW6JvDy49rf+6lOloaEh7O3tUaxYMQ7IU5klp6A7KRVzVsT51udF9/Q2hdooTkBObq4Ggj4DppaA/T/y3huWTmgwaGPdjaKT/yPfR6IzO2VNle4DarO10rJcL84D97el+Cn0tDWwplNZGOlo4s6bb1hw5nma7d5n/zD03HZXlHRSQG6X0wiHBzhgbH07uQbkNGWGMphkWuVpKGpsDZydCKyvLgXkOiZAoyVA99MckLO/0qdkH9E8kNDvHE2boYEqlgYMswGVBgD9rgO9LwH2vQBdUyDgo7Rs4YoywKa6wP3tQHhghhxyKnE9NcQJDYvnEmWv804/Q6dNt/AlICxDXp8x9vceffTHqUefRY6DBtaYHIPyu3fvijnk7dq1Q4sWLX66sOShkuBYxCY55y6LbhZRMqpwgn2Aa8uk7RqTAU2ukFBlpbOXFuvbWxhZiPnlnU92xt3Pd6FUqNERrZNNzkwAvr1J8VPQ8j4LWpcQ2+uvvMLpR5//apco6Nhz+x1qL76MC8+8xbq+w2oVxNGBVeQ+4vzE9wkmX5eOF1VMNIzWBlZVlOanUjVP0ebAwNtAuR7SmsqM/SWaTz6xwkSxTfPMp9+c/lMVGftL9Mk5d2mg4UJgxHOg9VagQG1pKVNq1np0ELCwIHCoL/D6ChCTvsfeRF8LKzuUxryWxaGnpQGXl76ot/QKzj35kq6vyxhLGwvPSsmJpiVzo2AOIz6saSBVn6b27NmDypUri9L1Q4cOiYZvjx8/xsWLF2FiYpIW+5Up5DbMnWSmnG6n+xXSlYVARCCQs4TUOIapPGo8SIE5NfoKiAhA73O9ceLVCSiViv2lOeU0B/pw/1R96KxXLBd6VpFWnRi13w1vfYNTtSvv/UJEZmjswYcIDI8ScypprvqQWrbQ1pRvkOsT6iMau1EZsWOO8hjy0h3Y2QrwfweYWAAd9kkf6I0ydkk2pvra2rXFDIcZYlD6P4//MPHaRLGmOUtj1PeBBtY6/QcMewLUmgqY2QKRIYDbbmBbY2B5KeDSXOCbtPZwek1faGtvieODq6BobmN8C4lEr+13MenwI4RFSlP5GGOK5+4bP1x6/hWa6moYWovnkqeVVH36mz17NpYsWYJjx45BW1sby5Ytw7Nnz9CmTRtYWlqm2c6puua2zZPMlNPtLWwVsOrA7zVwRyppFc1kOEuWadD0iY11NqK2VW1ExkSKBmAb3DcoT5kp/a42XQVoGQBvrwO31qTqacbUt0NZqywimO63436KPjxGx8Ri87XXqLPkCq6/8IWOpjomNCiMg/0qo1BO+Y80R0RHYPil4fgS8gXW2lkwz+0cNJ4ckrJplQYC/W8CBevKezeZCqMl9+Y6zhWNTY+9OibWMqf3G5ZOqPFllWHAwDvAP+eAst0AHWPg+1vg0hxgWQlgayPAbQ8QkT5rjNtkM8TB/pXRy1Ea8Pz35ls0XXkdzz9nTDk9Yyz56DOfbApf63IWsDY34MMnz6D85cuXaNiwodimoDw4OFiMeA4bNgzr169Pq33LFNlHmqtJWQH6AELZcfpK1+l2S2MFHOCgbsv0ASl/dcBGWg6PZR7UKXlh1YXoWkRaumj5g+WYdmOa8nxozpoPqDtL2j4/Dfia8rnh1OBtVYcyMDPQxpNPAZh69HGyvu+FdyBar3XB9ONPEBoZjQr5suLMUCf0csoPDQVocET/0M6+NRsPvB/AKFYNK14+hlGoP5CrJNDronTcdAzlvZssE6ClPhdVWyRWgjj79iyGOw8XS6axdC5vtygvNW2k8vYWG6QO7VTN9+YqcKiPVN5+ZCDw7ia9YaTpy+toamBCwyLY1qM8zA118PxLIBqvvIbtN94oz8AvY5nAtRc+uPXaT1T1Da5ZQN67o1JSFZRnyZIFgYHSCGaePHnw6NEjsf39+3eEhKTPSKoqZwWONTuGLoW7oJhWMfGVrtPtCoeaOz367/9ZcpYp0aDRSPuRGF9hvNg+4HkAgy4MQnBk6kq5MxxlggrUAuhDPn3QjE75gAItibasXWnxOXbPnffYf/d9ko+NjI7BKucXaLDsGu6/+y7W5Z3ZrBh296qoUCPMux//K86lemws5n/5Ams1HaDubKDnRWkuKmMZqKZlTayosUJ0/r/04ZJ4jwmNCuVzkBG09YESbYAuR4Ch7kD1CUAWa2na2oN/gc11gZXlpEZx/tJySGmlasFsOD3UEdUKZUNEVAwmH3mMXtvviSaYjDHFyZJ3qmCFXCZKtkyuKgblTk5OOHfunNhu3bo1hgwZgl69eqF9+/aoWbNmWu+jyqOM+KBSg9DWoK34qpAZchqpPjdF2i7eRsqesUytvV17LKu+TKxdft3rOrqe6orPwX/X/CxDUCTdZIW0jB8NNF1bkqqnqWJrLhqzkYmHH+H8ky9YeNYT2zzUxdfXPsGiO2mzVdfFP2IR0THig+bZYU7oVNFKoZb/uXV/I+bfXSC2h/l9RxWLasCAm1LXZo1UrZzJ2F+rkqcKVtdcLd5jbny6gX7n+ynP4J+qoBVWqo4GBj0Aup2QllCjKUC+L4AL04GlxYB/W0jLrEWmTfd0ypRv6WaPyY2KQFtDHeeffkH9ZVfg8sInTZ6fMZY6Z598gfsHf+hra6B/9YxZSjEzSVVQvnLlStF1nUyYMAHDhw/Hly9f0LJlS2zatCmt95EpgpcXgNeXAQ1toIbUIZexahbVsKXuFpjpmuH5t+foeLIjnvul3XJh6cY4N9BgkbR9eR7g5ZqqpxlYvYDI7IRHxaDn9rvYeO01HviqYeO1N6ix8JIov3zsFQATPS0sblNSfNDMbapAI8shfnh/sAdGuC5GtBrQKCwaXeusANrvkT6MMyZn5XOVx/ra62GoZYh7X+6h99neotkkk0NPDusqQLPVwEgPqT+HZWWAOuTT54P/egCLCgLHhwMf7/11eTtNiexRJR8ODagMm2wG+BIQjo6bbmHuqWei+ogxlrGoJ87isx5iu7uDtRg8Y3IOyqOionD8+HFoaEjr56qrq2Ps2LE4evQoFi1aJErbmYqhLtXnpkrbtMZpFit57xFTIEXNi2Jnw53Ib5If3iHe6Hq6K1w+ukDhFW8FFGkKUHdnWgYoFVkeynYPq2Ubdz06lpo0qiE6VmrhSJ9LnWzNcW64E1qUySs+aCoE2jG3vQheZY/Bvtfhr6GBYhrGmNLBGWrFmkvVBIwpiFLZS2Fj3Y0w0TGBu487ep7piW9h3+S9W5kX9ZYo3QnocQoYdB9wGgUY5wXC/IG7m4ANNYDVlaQlFIO8/+qliuY2wbFBVdC+vKV421p7+SVarXHBGx+umGAsIx139xK9Hox0NdHbkbPkChGUa2pqom/fvggLS5syJaYEHu4DvjyUOrI6jZT33jAFlMcwD7bX3w77nPaivLT/hf445HkICo0Cz4ZLAINswNenwKXZqXqaM0++IKlKdLq9aB4TZDfShcLwewX82xwxh3pjvAHwQlsb2bRNsLT5Qega5ZD33jGWqKJmRbGpziaxCsRTv6focaaHWL6PyZmZjVQ9R3PPOx8GircGNHWl99SzE4FFdsCudsDTY0BU6uaF62trYk6L4ljTsYyoOnL74I+Gy6/iwL0P3ASOsQxA1SlLzklZ8j5O+WGir8XHXVHK18uXLw9X19SVezIlQ9lD6rhOqgwF9LPKe4+YgqIs1tpaa9EofyNEx0ZjsstkLL+/XLE/NBmYAY2XS9vXl0tdhVPow7fQv7o/w1BDu6uLpQzWK2esyZoVFw30oaWuhSW1ViGHAQfkTLEVyloIW+ptQXa97Hjx/QW6ne6mHH0sMgN1DcCmOtByo9S9vdESIK89EBsNeJwC9nYCFtsBp8YCnx+m6iXqF8+FU0McUT5fVgRHRGPEfjcM3euKgDAlWf2DMSVFA2BvfEPEqjPdHaSlC5mCBOX9+/cX88hpbvmNGzfg7u7+04WpEFqT3P89YJQbqNBP3nvDFJy2hjZmV5mNPiX6iOsbHm7AuGvjxPrXCsuugdS8iArOqYw9PChF3543i16SZel0O90vd+/vAOuqAhemAVFhOJevLNaaSMubTak0BSWzceNGphxomszWeluR2yA33ga8FYH5+8CkVz9gcqBnCpTrAfQ8Dwy4DTgMAQxzACG+wK01wNoqwFpH4OZaINg3RU9NPTlo5YoRtQuKpSSPuHqJrPn9dzydgbH0EB4VjeUXPMV2v2o2MNDh5q8KFZRTk7fXr19j8ODBcHBwQKlSpVC6dOm4r0xFhH4Hri6UtquPk5ZJYewPKBAdWHogpleeDk01TZx4dQJ9zvWBf7i/4h67enOkOZHfXgPnf6wykExtylkkWQ1At7ctZwG5CQsATowENtUGvB8DelnxvO40TNCUlrTsXKQzmhZoKr/9YywVLIwtRGBuaWSJj0EfRWD+2v81H0tFlK0QUHs6MOwJ0GG/1MeDGsZ+dgdOjwEWFQL2dgaenwaio5L1lBSMD6ppi319KolBz/d+oWi99gZWXvQUzagYY2ln16138PIPQ05jXbFyDFOwoJwC8oSXV69exX1NrujoaEyaNAn58uWDnp4ebGxsMGPGjF8+4D59+hRNmjSBiYkJDAwMYG9vj3fv3qVm11lK0FJRod+AbHZAyQ587FiKNLdtjlW1VsFAywB3v9xF51Od8SHwg2IeRVoerdmq/1eHvLyY7G/NZ26AeS1LiPnj9GFRDbHQUJPmk9PtcluLnOZwrioP3NkgVQGUbA+/Xucx+OMphEaFoVKuShhedrh89o2xv5TLMJcIzG1MbESDSQrMPb5Jcx6ZAqKlFQvWAdpsl8rb6y+QllaNiQSeHgV2twWWFAHOTgK+Jm8Fj7JWWXByiCOalMwtgvGFZz3QYcNNfPJXkClDjCm5kIgorHJ+IbYH17SFrpbU5JspUFBuZWX120tyzZs3D2vWrBFl8BR40/X58+djxYoVcY95+fIlqlSpAjs7O1y6dEmUx1Mgr6urQI2TVJH/B+DWWmm71lReq5ilSuXclUUDuBz6OUQmi5ZMe+TzSDGPZv5qQPne0vbhAVKlSDK1LmeBiyOqoaeDNUqbxaJnlXziOt0ul7/d3R2kOZyBn4Cs+YEuRxDZdAVG3J4Jr2AvkWFcUHUBNNW5DI0pr2z62bC53mbYZbWDX5ifaP72xPeJvHeL/Qn1pqnQG+hzBeh7Hag4ANA3B4K+AC7LpcFE6uB+Z9Mf34eNdbWwrF0pLGpdEgbaGrj12g/1ll7F6Ufca4Cxv7XV5Q18giJgZaaP1uXy8gFNZ6n6RLZ9+/bf3t+lS5dkPY+LiwuaNm2Khg0biuvW1tbYvXs3bt++HfcYWge9QYMGIliXoYw6S2fOc8TcU7EOacF6fLhZqhXMUhA7G+zEgAsDxFrm9MF5nuM8VLesrnhHtdY04MUFwO8lcGoM0GJdsr+VMuIj69jiZJQnGtSxhZZWBncnjYkGbm8ALs4AIoIACrgdhkorJmjpYd7NmaJigSoXVtRYIRrzMabsqBv7xjob0e98Pzz0eSiWS1tda7VYRo0pgZzFgHqzpcF/z7OA607A44y01jldTo8DCjeS+n7QwCk1lEtkylTLsnlF5nzwngdw/+CPvjvuoUMFS0xqWAR62pzdYyyl/EMjse6yVP08tJYttDRSlcdl6R2UDxky5KfrkZGRCAkJgba2NvT19ZMdlFeuXBnr16+Hh4cHChYsCDc3N1y7dg2LFy8W98fExODEiRMYPXo06tatiwcPHohS93HjxqFZs2aJPmd4eLi4yAQEBMTtI10UlWzfFGIfvZ9C020XqHVVVI3JiI1K3jwvpkTnOINl1c6KjbU2/q+9uwCLKmvjAP6fGYYGUbFQsVFsxVi7u7u72zXWXVddc127e621Cxu7uzsROxGDkGbme84Z5RMFRQQm+P+eB7kzc2c83MMM973nnPfFkONDcPLFSfQ/3B+DCg9C85zNYVAUaijqzIbqv1pQXF2L8Bw1oM2lu2ho0H388hpUHgOgfHFJ3tRkKIaIGlOA1K7y9saba7DuzjqIyfXjSo5DRpuMSfL3MD4k5fexobJWWmNOhTnod7gfLr2+hK77umJGuRkokqbID78W+1dfFED2arqvAG8ob2yE8soaKERpteub5JfWzgma/M2hyd8MSPH14Ez6ZOZY06koph+4h0XHH8q1sGfuv8G0Jvnhms4ucj/2seljH/+8hUfuycA8eyob1Mid2rD+5r31Ai6ugNuD88D+swgr3CbazwRD8CPHTaGNp3pFnp6e6NGjBwYPHiwD6NgQQffQoUPlKLhKpZJrzMeNGyeDbuHly5dIly6dDPTHjh2LChUqYPfu3fI5hw4dQrly5b56zZEjR2LUqFFf3b969Wr5OvR9xb2mIK3fFTx3KIpzWfrwkFG8EaXStgdtx/nQ8/J2SYuSqG5ZHUqFYV2BdX2+Hi6vdiDEzA4Hc41HqNoehkgVEYKcLzcjm/duKKFBmMoaN52a4mHK8sDHY/ow/CGWBCyBBhpUsayCcpZff24SmYJQbShWfVgFr3AvmMEMrWxaIYc6h76bRXGl1cIh6AEyvjmODO9OwTziQ+RDb2xc8DhlGTx3KIZw1dcVLu68V2DlPSX8whRQKbSol0mDsmm1iKFQBhF9JiAMGH1RhRCNAh1dIlAgpeEkUHR+cxQFHy+GVg4dinbpcvlccu6MJynLwNCIQeuWLVvC19cX9vb2iROUC+fPn0fr1q1x+/btWO2/du1aGcRPmjQJefLkkbXP+/fvL0fK27Vrh+fPnyN9+vRo0aKFDKo/EUnfRMI3MdU9NiPlGTNmhI+Pz3cPhr6vpOzbtw9VqlRJ/Gmvn1E8OgGzlfWgVagQ3u04kJInNKbWx/omPnKW3VyGWVd0uSMqZqyIsSXGwtLMgPJEhIfAbGkVKLxvQpOzFiIaLRNzJA2qjxVeB6DaNRgKX13SS41rPURUGQfYpY3cR6wfb7O7Dd6FvENV56oYX2p8jOXbKHb4PjZsIREh+O3Ybzj2/BjUSjUmlJ6A8hnKx/r57F8DFR4Mxd3dutHzB4eg0Grk3Vq1NbS56kBToAW0YrndZxd433wIxdDNN3Dwzmt5u5yLI3qVy4K9N1/h4u2HKJwrM5oVzYjMKfWUjJMSDN/HP2f8rjtYcvIR8jrZw717ccM5b3jrBbP5JSLf/5/IQFahRHj307o8OgZExKGOjo6xCsrjNcuPmZmZDKRjSwTkv//+uyyxJuTLlw+PHj3C+PHjZVAufgjxmrlz547yPFdXVznNPToWFhby60viBNkYAiG9tlNcnzk0Rm4q3NpBnTbqcaf4YSy/iwmpa8GuyGCfAcNODMPBJwfRPbi7XOcs1ocaBNE/DRbIZEPKOzuhvLUZKNDMMPo4wBvY/btuSqeQLCNQczKUOatHydwZGBaIQccGyYDcNYUrxpYZC3Mz84RpUxLE97Hh9suMijMw5NgQ7Hu0Twbo48uMR/UsP5Ybhf1rYMTnaYEmui+/58CVtXL9ueLNPSiurYPy2jrAIZNu7XmB5kDyTEjroMbi9kWx4vQjjN15C0fu+sgvURlDq1XgysknWHLysaySoZeknJTg+D7+cS99g7Hy7BO5PahaTrk02WBcW6tb6vIF3T0KqK+t0eWnMCA/ci4Yp6B827ZtX418vXjxQmZRF3XLf2RIX6mMOm1VTGMX09oF8Ysgyp/duRO1PIZYg/4jWd4plm5uBZ6dB9Q2QLnfedgoQdXMWhOprVOj36F+uPr6Klp7tMbcSnOROVlmwzjy6fID5YcAB8cCHoOBzKWBZOn11x7xuXhpBbBvOBDsqxsRKt4DqDAUsLD96jN5+InhuP32trzQMaPCDFiZfT3Fk8gUqVVqTCw7Ub4HdtzfIQN0MYJeL3s9fTeN4oO9E1BmAFD6V+DpOeDSSuC6O/D+EXD4b91XlrJAwdZQuNZB2xKZkd7BCp2Wn0dmxQs0VR1BBsVrPNWmwvqIchiyCSiaOYX+ylcSGZBZBz0RGq5B0czJUc4lFQzKezEzMKYJ3tqPjxuvOAXlXyZZE9MaUqVKhYoVK2LKlCmxfp06derINeTOzs5y+rpI5Camrnfs2DHKaHqzZs1QtmzZyDXl27dvl+XRKB5FhAEHRuu2S/YG7NLw8FKCK5K2CFbWXCkzJz/xf4LWu1pjZoWZKJymsGEc/VK/And26bIAb+sNtHaP1TT2eCfq9m7vDzw+qbst6vvWmQE4FYp290XXFmHvo72y5Nm08tNkTWeipET87o8rPQ4WKgts8twkZ+WIwLxpzqb6bhrFF/FZnLGY7qv6P8Ct7brs7Q+OAA+O6r522gF5G+BFSBk0VZ3DeLNFci2qWIMqvndTbccfEd2w7nw2DKmei31DSdrjN4FYd+7jKHnVnIYzbf0TUVXmi6nr/6cAHJyR5ILyTyPZP0vUIxc1x3v27Alvb284OTmhW7duGDFiROQ+DRo0wPz58+WU9r59+yJnzpzYtGmTrF1O8ejCMl02Q5tUQEkmd6PEkyVZFlkyrc/BPrKkUZe9XeTJ9I9ON00QKjOg/nxgQRnA6yBwfglQtFPi/f9hwcDxqcCxqYAmDFBbAxWHAcW66doWjUOPD2HWJd16/T+L/2k4FziIEplIIPlXib9kvopVt1ZhzOkxCA4PRts8sasQQ0bE3Fq3xEh8idGyy2t0AboYPb/4H1rjP2jNPl1T/TTSppWr9sarFmDsK3FOyaCckrbpB+4iXKNFmRyOKJ41JQzK/SPAzagztaPSAoXawJjpNeWxnZ0dpk+fLteRBwUFwcvLS2ZZ/3L9ghg5F9ndxT4iGZyobU7xKMQfODJBt11uCGDx/9IhRIkhpVVKLK62WCZ9C9WEYvDRwVh8bbGchq13qVz+v0Zp73Dgra5uZ4J7eByYX1r33hQBeY5qQK8zQIleMQbk997dw+/HdEtPRLm5xi6NE6etRAZKjPQMKToEnfLqLqZNOj8JC68u1HezKCGJ0TKx9KjvZaD9TqBAS0RAFe0kJ3GfGDGvGrKXfUJJ2j1vf2y59CxylNygeO4DVjcFwoOAVK5y+Z5ISK0Rc14UKt1yvrqzgZSGWRYtQYPyRo0aYcKEj0HcZ0RpsyZNmsRHuygxnZwNfHity1jo1p7HnvRCrHmeWn4qWru2lrenX5yOsafHIlwTrv8eESPTmcsAYR+AzT0ATUTC/V+Bb4GtvYBltYA3noBtGqDJMqDlum9OzfIN8UXfQ30RGB6IYmmL4bdivyVcG4mMLDDvV7gfehXsJW+LmSQzL840jIt+lHBEziKRC6TBPARlqw6NNvqpuGIqe26r9+wJStKm7rsLjRaomjsNCmR0gMG4tR1Y00JWYEDOmkC3I3jUfhum56mAvuld5HdxG4VawdjFKSg/evQoatas+dX9NWrUkI+REfF/BZzUTXVFxeGAKmlnBSf9UilVGFJsiBzZEqv+1t9dj74H+8pM4no/uas3BzC3A56cBk7Nif//QwQIVzcAs4vqEhcJbh2AXmeBPA2+uZZdXLgYdGSQXJef3jY9JpebLMtBEdH/A/PuBbpjoNvAyLwLYtScgXnSYJvORfc5Hi0FTr6xgUZEJERJ0PVnvvC49lKeZgw0pFHyaxuB9e10swXFeVDT/7D5gQfqHumN5YFeOGoeLL+L21vubUGSDMoDAgKiTZEv0r6LemxkRI5O1I3+ORXW/cITGYDWuVtjWoVpsFRZ4tizY2i/uz28A73126jkmYDqf+u2D44BvG/F32u/fQCsbAi4dwYCfYBUuYCOe4A60wGr71+xnnJ+Ck6/OC1nG8ysOBPJLZPHX9uITEj7vO0xtPhQub3i5go5G0cTY+IgMhmF2kApk7t9TQkN3F+lxdzD9/TQMCL9m7JXV+WqXgEn5ExrIEtYL60ENnUGtBFyCQoaLcajD88x8tRI+ZkdoY2Q72jxXdz+6+RfeOz3OOkF5aKe+Lp16766f+3atV/VFCcD9sZLl+BNqDJaP1mliWJQybmSXGcuSnrdensLrTxawfOdp36Pl0giItZ2R4QCm7vpqhb8DPH849OAuSV0ieRUFrpEbt2OAc6/xOolNntuxspbupH18aXHwyW5y8+1icjEtcjVAqNLjo6cjSNKpxnEMhlKOGKtad3ZUHy5FvXjuvKp5vNxfP8WHLqj54u/RIns/MO3OHTnNVRKBfpXNpDzh7OLdMv4xGW0Ih11MxWVKnm+Iz63oyPud/d0R5LLvi4ypjds2FAmZhNl0IQDBw5gzZo12LBhQ3y3kRLKgVGAOBHJURXIUobHmQxO/lT5Zcm0nvt74qHfQ7Td1VaOoP+SLnYBa7wTZ291ZwJzfwFeXAGOTgYq/BG313p6HtjeD3h1XXdbrFkXZc5+IFHJZe/LMqO00LNAT1TKVClubSFKYhrkaCDLpQ09PhTbvLbJcmnjy4zXd7MoIYk1p86/QHNhOV7cPIN0uYtDla8xsGco7B4ew3L1BAxeE4qsffojU0rWLCfTJ5bvTNqjGyVvWiQDMjsawO/9yVnA3mG67V96AtX+jhw0fB7wPMYlR2LUXDye5EbKRX3xLVu24N69e7Kc2cCBA/H06VPs37//qxrmZKBEQHBzq66u36fM0kQGKKNdRhmYu6VxQ0BYAHrs64Gt98Tvrp7YpQVqTdFtH50EPLv4Y88P9gM8BgP/VtYF5FYpgPrzgHbbfyggf/nhJfof6o8wTRiqZKqCbgW6/eAPQpS01cxaE1PKTZE1zfc83IPu+7pj+qXpWPdhHWZdnoVHfo/03USKbymzQVNhOC5k6Sm/I11+oNVGRLjUhIUiDFO1k7F+8SQEhnLmBJm+4/d8cObBW5irlOhTMYd+G6PVAkcm/j8gLzMwSkAupLFJAw00MY6UO9k6IUmWRKtVqxZOnDiBDx8+wMfHBwcPHkS5cuXit3WUcL/4+z7Wgi/YEkiTh0eaDFoyi2RYWGUhamSpgXBtOIadGIa5l+fqL0lT3kZAnoa6tU6buwNhQbHPIjqnOHBWlGTSAgVaAL3P696HP7B8RNRa7neoH94Ev5HT1ceWGitrMhPRjxGzS2ZWmAkzhRnOvjyL/279h+th1+X3ulvqmkTyIPoOtSVUzVYgMHdzmCk0GBw4DR6LRjAJIJk0cf40+eMoeatfnOHkYKXPxgAHRgOHxului2V8lUZEOS8KjQjFNZ9rMb8EtGiYoyGMWZzO4s6dO4czZ858db+47/z58/HRLkpId/cAj04AZpZABV3CGyJDZ64yxz9l/kHnfJ3l7XlX5sngPOxn13XHlRgtF+XKfO4AB8d+e1/fZ8DaVsC61oD/cyB5FqDNFqDBfMAm5Q//IRUJTW6+uQkHCwfMqDAD1mrrn/tZiJIwZ3tnmSzoE1NLHkSxoDKDdeN5eJlbV8++8es5uLR8sC5YIDJB+26+wpWnvrBSq9CzfHb9NUS8x3b/ARyfqrstRsfLDo6yizjPG3h4IC68uiAvoIpRcZVCFfldDEqMKjlKfpYnuaC8V69eePLkyVf3P3v2TD5GBkzUV97/cbp68W5Asgz6bhFRrIkPXlFv+K8Sf8kPYrEWtMf+HvAL1UPVB+sUQN2P5QRFibSHJ6J/v51ZoBsdv70DUJrppmT1PAVkqxCn/3bpjaXweOAh/zCJuu4Z7PgeJvoZInnQt2aaGHvyIIolpRJpm0zBxey95c3CDxfhxZo+gIbZ+cm0iPJ/oi650KFUZqSys9BXQ4Ad/YEz83S3a00FSkSNI8USvcFHB+Pw08MyD8i8KvOwo8EOtHVti7zqvPL79vrbUT+78S+fjlNQfvPmTRQuXPir+wsVKiQfIwN2eTXw+hZg6QCU/lXfrSGKk8YujTG70mxYm1njzMszaLernX4SfLhU02VkF1PRN3WGct9wuD2YC+WhMcBtD2BxFWDXb0CoP5ChmC6rupiSpY7bNLGjT49i+oXpclvUcy+atmg8/0BESY9MHhRtsSzI0fL9j/bLHA6UBCgUKNRqLDamHQCNVoF0d1cgcF3Hn6+0QWRAtl99jtsv/WFnaYZuZWOfyyZeRYQDW3roqkCJi6L15wFFdTNVPhFVMX4/+jsOPD4Ac6W5XGokEv2KEfE+BfugmU0z+d3YR8h/Kii3sLDAq1evvrr/xYsXMDOLU0J3Sgxi3euhj3WWxWidFWsZk/Eqnb40ltdYjtRWqXHv/T1ZMk1M6U50YqqVSNbm/xzKs/Ph9P4MlCdnAmtbAM8uABb2uqu/ou54mriXjLzvex9Djg6RwYO4KNEsZ7N4/TGIkiqRHCimMjvCI/9HqOleU9Y0fxHwIlHbRolPoVCgdqdhmGw3CGFaFazvbEbEmpZAaCC7g4xeeIQG0/fryst2LZMVyazVemhEKLCpI3B1LSBKEzb6V5db5zMRmghZHWPvo71QK9Wy8k7J9CVhyuIUlFetWhV//PEHfH19I+97//49hg4diipVqsRn+yg+nZmvW8+aLCNQrCuPLRm9XClyYVWtVciRPAd8gnzQfnd7OZqcqD68BoLfyU0FtFBCK79HarlBd/VXGfdEbGJ6fr+D/WT2+cKpC2NosaHyxJGI4qc8Wkwj5SJYz5Myj5xCue7OOtTcXBMjT47EU/+nPPQmzFKtQstOAzBANQRBWnOo7u2FdmVDIOi9vptG9FM2XXyKBz4fkMLGHB1KZ0n8oxkWDKxvq6sApTIHmq3QJc/9IiAffmI4dj3YFblUr2yGsjB1cTpLnDx5slxTnilTJlSoUEF+ZcmSBS9fvsSUKR9LBZFhCXwLHJum267wp8w2SmQK0tqkxfLqy1EiXQkEhQehz8E+WHd7XeI14NKKmD9KxRVgz90/9fLij9NvR3+TddrT2aSTf5zUKj1c2SYyUZnsM8kkQWJd+ZfJg0aXGo21tddiSbUlKJ62uJxOuclzE2pvri1PGpkEznRlSG6NFi07oV3Y7/DTWkPx+BSwvDYQ4K3vphHFSUh4BGYeuCe3e5bPBluLRJ7dLGabrGkO3N2lSzbdYg2Qq9ZXS4ZGnhqJ7fe3y8/hSeUmoXzG8kgK4hSUp0+fHlevXsXEiRORO3duuLm5YcaMGbh27RoyZswY/62kn3dsChDiC6TJC+RvyiNKJsXO3A5zKs9Bg+wN5Af62DNjMfX8VLmd4N6LzMwxZejVfnw87qZfnI4Tz07AUmWJmRVnIqXVj2VrJ6LvE0mCRLKgmJIHifwN/1b7V14ALOlUUmZnF+XSRNm0P4//iQe+D3iYTVDJ7I6oUr0BmoUOx2ttMuDlNWBJNeAda9iT8Vlz5jGevQ9CWntLtP4lU+L+5yH+wKrGwP1DgNoGaLURyF45yi4arQajT42Wn60iIJ9QdgIqZ4q6jymL83xKGxsblC5dGnXq1EHZsmXh4OCAXbt2Ydu2bfHbQvp54o+HrIsMoPIoQKniUSWTI9YcidGu3gV7R2YpH3xkMEIiQhL2P3YQCUZimkqu+Ph43Gz32o5lN5bJ7TGlx8jp+kSUMGKTPKhwmsJYUGUBVtZciTLpy8jgXFSBqL+1vsz54PXei91jYjqXyYLs+UugcehfeIbUwNv7wJLqgPdtfTeNKNYCQ8Mx+5Du86lPpexyiUaiCXoH/FdfV45Z5NlpuwXIUuarcq9/n/lbzkQSs5T+Lv03qmWuhqQkTvMW7t+/jwYNGsiRcbGuURzIz9c3RkT8v94nGYBD44CIUCBLWSB7JX23hijBiM+hbgW6ycRNI06OkAlCvAO95QhzcssESmwosq+fmBHDg9qP2dl/3LXX1+TaVaFLvi6onrn6TzSSiOJTgVQFMLfyXNzwuYH5V+fj8JPDslShWANZNXNVdM3fFS7JXXjQTeTvyoRG+dDwlT8avhyBDTYT4ez/GFhaHWi1Ccjgpu8mEn3X8pOP4BMQAucU1mhaJBFnNX/wAVbU180yEQmm22wGnApF2UXEkRPOTZB5O8TyobGlxqJm1ppIauI0Ut6vXz+5htzb2xvW1ta4fv06jhw5giJFiuDw4cPx30qKuxdXgavr/z9KzuRQlATUyVYHC6sslNPaL7++jDa72iTc2s+U2YC6s2VJD61CBY1I8ybWkosSH+J+8fgPeh34Gv0P9UeoJlSupepdSDf6T0SGJY9jHsyqOAvra69HZefKMmHcnod70GhbI/x66FfcfsvRVFNgbW6GBW3cEGSZGnU//IknVq660b/ldYD7PO8lw+YbFIb5R3Sj5P0r54BaFffEsz/E/yWwrJYuILdJBbTfGW1APuX8FKy6tUreFjMexTlcUhSnXjl16hRGjx4NR0dHKJVKqFQqOZV9/Pjx6Nu3b/y3kuJu/1+60bo8DYH0X9eWJzJVYg3oihor4GTjhEd+j9DaozUue19OmP+sUCug93loSvTGc4fi8ru4Le//QWK6vQjIvYO8kS1ZNowvPV5O5SIiw+Wa0lWW7NlUd5OccilGe/Y/3o8m25vI5JNiRJ2MW6aUNpjRohB8FXao9m4wXqYsDoR9AFY1AW5y6SYZrsXH7svAPEdqW9QrmD5x/lPfp8DSmsDr24CdE9BhF5Amz1cBucibs/zmcnl7RIkRshpGUhWnMz0xPd3Ozk5ui8D8+fPncltkY79z5078tpDizusQ4HUQUKqBSsN5JCnJyeaQTZZMEyWN3oW8Q+e9nbHv0b6E+c9SZoOmwnBcyNJTfo/LCLn4AyWSnFz1uQp7c3s5AmdrbpsgzSWi+CemrE8uNxmb621GzSw15QU1MbW9+c7m6Lm/J668vsLDbsQq5EyNgVVcEAhLVHrZG+8zVdctD9zQDrgoKnEQGZY3ASFYfFyXiHJAFReolIlQTvXtA2BpDeCtly6vTgcPwDHHV7vNvjwbS64vkdt/Fv8TTVyaICmLU1CeN29eXLmi+8NSvHhxmYX9xIkTcvQ8a9as8d1GiguN5uMoOYAiHYEU7BdKmhytHGU5o/IZystR6IGHB2L5jeUyADY0K2+tlEmjRNZRcWKf0Z7VLIiMkbggKDIHb6m3BXWz1ZXv6WPPjskZO932dcMl70v6biLFUc/y2VE1dxp8iFCh1vNOCMrbChCVPrb1Bk7M5HElgyKmrX8IjUDe9Paonjdtwv+HPp66EXJReSZFNt0IeYqv66HPuzIPC6/qklD/Xux3NM/VHEldnILyYcOGQSOCPkAG4g8ePECZMmXg4eGBmTP5gWQQbrgDL64A5nZAud/03RoivbJWW2N6helokauFXPM5+fxkmeVT1AA3FCefn5TtEgYVGYQSTiX03SQi+klZkmXBuNLjsK3+Nlmy0UxhJt/rbXe1Rec9nXHu5TkeYyOjVCowpWkBZEtlg2f+YWj3ujUiSvTRPbhvOLB/lJj2pO9mEuGVXzD+O6Ur3zewas4oSbkTxKsbuhFy/+dAKlddQJ4sw1e7/XvtX8y9PDfyfKeV648v9TNFcQrKq1WrhoYNG8rt7Nmz4/bt2/Dx8ZGJ3ypWrBjfbaQfFR4CHBit2y7VD7Bx5DGkJE+lVOGPYn/IPwBivefaO2vl2u3AsEC9HxuRhE6UbxM1Outlq8c/UEQmRpRXG11qNLY32I7GLo1hpjTDmZdn0HFPR7Tf3R6nX5w2yNk7FD07SzUWtCkCWwsznH30DmNCWgCVddUycHwqsONXwIAu+lLSNOugJ0LCNSiSKTnKu6RK2P/s+SVdUrcPr4G0+XRJ3ezSfLXbsuvLMOOirmJNv8L90C5Pu4RtlxGJt+xBKVKkSPgrMBQ755cA7x8BtmmBEj151Ig+Ep9R4g/AlPJTYKGywOGnh+VJsU+Qj96OUUBogEwE5Rfqh/yp8stEJ/wsJTJNGewy4K8Sf8GjgQea5WwGtVKNC68uoMveLnL0/MSzEwzOjUT21LaY2rSA3F528iE22zQBak8Xf2mAC0uBTZ2A8FB9N5OSqCdvA7H27BO5PahaAo+SPz4DLK+rq0iQvgjQbjtgk/Kr3VbcXIEpF6bI7d4Fe6Nzvs4J1yYjxJS+pibYFzgyUbdd/nfA3EbfLSIyOFUyVcG/Vf9FcovkuPHmBlrtbAWv97pyIYlJjIz/cewP3Pe9j9TWqTG9/HSYq8wTvR1ElLjS2abDsF+GYVfDXXJmjLhIKMo3dt/fHa08WuHo06MMzo1A1Txp0adidrn9+6ZruJ6uIdB4iS7B7o3NwJrmQOgHfTeTkqDp+z0RrtGiTA5H/JL16wA53jw4BqxoAIT4AZlKAW236OqRf2H1rdWYeE4Xn3Qv0B3dCnRLuDYZKQblpubEDCDoLZAyB1Cojb5bQ2SwCqYuiJU1VyKTfSY8//AcbTza4OyLs4nahtmXZsvRenOlOWZUmIFU1gk8vYyIDEoamzQyyZEIztvmbgtLlSWu+VxDrwO90GxHMxx8fJDBuYHrX9kF5XOmktOEu624gLdZagMt1wJqa8DrAPBffd0IIlEiueftj82XnsrtQVVzJuB/tB9Y1VhXGjBrBaDVRsBCV53rc+vvrMf4s+Plthgd71mAs3ijw6DclPi9AE7pEieg8l+AykzfLSIy+HWeopZ5odSF4B/mj277u2G71/ZE+b93P9iNRdcWye1RpUYhr2PeRPl/icjwiAtyg4sOxu5Gu9EhbwdYmVnh1ttb6Heon6x1Lko5ipk1ZHhEiakZzQohU0prPHsfhL5rLiE8S0Wg7VbA0gF4ehZYWgvwf6nvplISMW2fJzRayCoBBTI6JMx/cnsnsKYFEB4MuNQAWqwFzK2/2s3d0x1jTo+R2+3ztEffQn25RC8GDMpNyeHxQHgQkLE4kKu2vltDZBSSWybHoqqLUDVTVYRrwjH0+FDMvzI/QUenbr65ieEnhsvtDnk6oHZWvl+JCEhplRID3AZgT6M96JKvC2zUNrjz7g4GHB6ARtsayYt5hlQ1gnSSWauxsE0RWKlVOH7PB5P23gEyFtNlnxb5fbxvAEuq6eo3EyWg6898sfPaC4gl5CLjesL8J5uAdW2AiFAgd32g6X+A2vKr3bbe24qRJ3UJEFu7tpafbcyZEzMG5abi9R3g0grddpXRIqOVvltEZDTEes5J5SbJAFmYc3kO/jr5F8I0YfH+f4mkcmL0KzgiGKXTl5bZR4mIvrxY2LdwXxmci/WXdmo73Ht/D4OPDkaDbQ2w4/4OeRGRDEfOtHaY1CS/3F5w5D52XH0OpMkNdNwNJM8MvHsILKmuKxtFlECm7rsrv9ct4CR/J+PdpVXAps6ANgLI3xxotBgw+zoXjviMEoMPogytKEf7W9HfGJB/B4NyUyHrYmqAnLUA51/03Roio6NUKDGgyAAMKz5Mbm++txm99veS2dHjS1hEmBzxevnhJTLbZ8aEshNkqTYiougks0iGXgV7YXfj3ehZsCfszO3wwPeBTBBZf2t9ORLF4Nxw1M7vhG5ls8rt3zZexZ2X/kCKLEDHPUDqPEDAS10d5yeJm7+EkoYLj97i4G1vuaTi18ou8f8fnPsX2NpTF2+4tQfqz4t2qayY0fPn8T9lQN7EpYksR8sR8u9jUG4KHp8G7uwEFErdWnIiirNmuZphVsVZck3nqRen0HZ3WxlE/ywxHX7cmXG45H1JjnrNrDgT9ub27Cki+i7xWdGjQA/sbbRXrskUwfojv0cYdmIY6myug82emxNkZg/9uMHVcqJU9pQIDI1AtxXn4RsUBtilBTrsBDIU01XJ+a8ecO8ADy/FG3GOMWnPHbndxC0DMjvGc/WlU3OAnQN128W768r/Kb8OI0X+i9+P/S5zYDTM0VBWmWBAHjsMyo2dWPe6V7c2VWZbT5WAWRaJkoiyGcpiWfVlcLRyhOc7T1ky7fbb2z/1mmvvrMUmz01QQCFHyLMkyxJv7SWipMHW3BZd8neR09p/dfsVKSxT4GnAU4w4OQK13Wtjw90NCBXrPElvzFRKzGpRGOkdrPDwTSD6r70Ejci6JcpEiXJR2SoBYYHA6ma6smlE8eDEvTc4ff8tzFVK9KmUI36P6dFJwJ6huu3SA4Dq/0S7TFZUi/jtyG+I0Eagbra6+KvEX3LmIcUOj5Sxu71Dl9nTzAoo/4e+W0NkMnKnzI3VNVcju0N2eAd5o92udjj+7HicXkuUWptwdoLcFifSZTKUiefWElFSIhLAdczbUZZSG1RkEFJappSlHUefGo1am2th7e21CIkI0Xczk6wUNuZY0MYNFmZKHLrzGtMPeOoeMLfRZanO0xAQMxs2dAAuLNN3c8kURslFckEALYs7ywtC8fTCwIHRwMGxutsVhulm5EYTkB95cgQDjwxEuDYcNbPUxOiSoxmQ/yAG5cYsIly3llwo0ROwT6fvFhGZlHS26bC8xnIUT1scgeGB6H2gNzbe3fhDr/HU/6n8QyWuHIss66IkCBFRfLBWW6NdnnaylJqod57aKrVcbiOWytTcVBOrbq1CsChZRIkub/pkGN8wn9yeecATe298XAYlkmI1+hdwE4lFtcD2fsDxaewhirP9t7xx5cl7mf2/V4Xs8ReQi9HxY1N0t6uOBcoNjnZXMWDx6+FfZX6L6pmrY1zpccyXEwcMyo2ZyLb+xhOwSgGUYgZnooRayzmv8jw5FUsE1qNOjcKMizNiVTM4MCwQfQ/1xfuQ98iTMo+cysW1VUQU3yzNLNHKtRU8Gnngz+J/Io11GjnD55+z/6D6pupYfmO5/DyixNWwcAa0L5lZbg9YfwVerz8mDhUJPmtPA8p8XKO7f6RuKWICluIk0ySWRkz5OErevlRmpLKziI8XBXb8Cpyeq7tdczJQsk+0u556fgr9DvaTOS2qZKqCv8v8DTPl18nf6PsYlBur0A+6uuRCud8Ay2T6bhGRyVKr1Bhbaix6Fugpb/977V+ZyORbazdF0C5qnos16WJt+owKM+SJMxFRQpZ3bJ6rOTwaemBEiRFwsnHCm+A3mHx+Mmq418CS60sYnCeyP2u5oljmFAgICUe3FRfkd0lMAa40QjcCKZycCWzrA7AOPf2AHdde4PZLf9hZmEVm/v/pWbgiw/qFpeKXFKg3ByjWJdpdz708h74H+yJUE4ryGctjQpkJUCvV7L84YlBurE7NBQJeAQ6ZgCId9d0aIpMnRrh7FOwhg3MzhRl2PdiFLnu7wDfEN9r951+ZjwOPD8g/UNMrTEcamzSJ3mYiSprMVeayFNGOhjvk2s4MthnwNvgtpl2YhmqbqmHR1UXxWu6RYqZWKTG7VSGksbfAPe8ADFx/WZf47RMxAll3tq6CjpgBuaE9EM58APR94REaTP9Yl7xL2axwsP66XvgPiQgD3DsDV9YACpVumUWh1tHueuHVBfQ60AvBEcEyOe6UclPkAAbFHYNyY/TBBzgxQ7ctrrKaxcNUFSKKlXrZ62FelXmwVdviovdFtPZojSf+T2R5olmXZ2Hdh3UYeHQg5l2ZJ/cXo1UFUhXg0SWiRCcuCjbI0QDbG2yX6zwz2WeSy2lmXpopg3PxOeUX6seeSWCp7Swxr7WbzIy958YrzDviFXWHwm2AJssBlTlwaxuwuikQwosm9G3uF5/hvs8HmViwY+mfrOgiLgStb6urCCBGu5suB/I1jnbXy96X0XN/TwSFB6GUUylMLT9VXgikn8Og3BgdmQiE+gPpCuoyeBJRovol3S/4r8Z/SGuTFg/9HqLJtiayVvB/t/7D9bDrOPT0kNyvRLoSqJ+9PnuHiPRKrPEUeTG21tuKf8r8I0syimB87uW5qL6xOuZcnhPjrB+KH4Wdk2NUvTxye/LeOzh8xzvqDrnrAq02AGob4P5hXS3zwLc8/BStkPAIzPiY1b9n+WywtfiJddyhgcCa5sAdD0AssxMVAlzrRLvr1ddX0X1/d5n8VpwLiZmAYtkM/TwG5cbm7X3g/BLddpVRgJJdSKQPOZLnwKqaq5AtWTZ8CP8ALbQyEZz4/smZF2fw2O8xO4iIDIJKqUKtrLWwue5mTCo3SZZ89A/zl8ttxMj5zIsz8S74nb6babJaFHNGi2IZZT63fmsv4/GbL5LvZS0PtNuuq2n+7DywtAbg91xfzSUDtvbsEzx7HySXRbT+JVPcXyjEH1jVBPA6qLsg1HI9kKNytLve8LmB7vu640PYBxRNWxQzK85krpx4xIjO2BwYo6ttma2S7sObiPQmtXVqlEpf6pvr0N093RO1TUREsQnORemiTXU3yamnLsld5In2omuLZHA+9cJUvAl6wwOZAEbWzYOCGR3gGxSGrivOIzD0Y+K3TzK4AR12A3ZOwOvbwJJqwJsvprtTkiZ+Z2YdvCe3+1TMAUu1Km4vFPQeWNEAeHQcsLAH2rgDWctFu+utN7fQdV9XeRGvcOrCmF1xNqzM4qkeOkkMyo3JswvADXGCrwAqj9R3a4gIwOvA11DG8FEqRs2fB3CUg4gMk1KhlGWMNtTZICtEuKZwletEl15fKkupTTo3SX7GUfyxMFNhfms3ONpayKzZQzZdg/bLUmipcwEddwMpsgLvHwNLqgMvr7EbSFp+8hF8AkKQMYUVmhbJGLej8uENsLwO8PQcYOkAtN0KOP8S7a53392VAblY8iJy5MytPBfWamv2RjxjUG4sxAf2vr902/mbAuny67tFRATAydYpxtrjCijk40REhh6cV3SuiHW112FOpTnI55hPZlX+7+Z/spSaqHf+6sMrfTfTZKRNZom5rQrDTKnA9ivPsfj4g693Sp4J6LgHSJsP+OANLK0FPD6tj+aSAfELDsP8j4kC+1dygblZHEI5/1fA8trAy6uAtSPQfieQvnC0u957d09WmhEJIsXnwvzK82EjprlTvGNQbizuHQAeHtNl5qzwp75bQ0QficzGn68j/5y4v2EOJmMkIuMgLjCK8kYiX4Y4+RajYiERIVh1a5UMzseeHosXAS/03UyTUCxLCgyr5Sq3x++6jZP3fL7eyTY10G4H4FwCEIn4/qsPeO5L/MaSwfj32AO59CF7alvUL5T+x1/A9xmwrCbgfROwSwd02AWkzRvtrvd976Pz3s6ynGLulLkxv8p82Jrb/vwPQdFiUG4MNBHA/o+j5MW66q6eEpFBECWGRpUcJUeaVAqVHB0X38Vtcb+zvbO+m0hE9MPBuciXsaLGCiyqukiuIQ3ThGHdnXWoubkmRp0ahWcBz3hUf1K7kpnRsFB6RGi06L3mkkzc9RUrB6C1O5CjKhAepMuSfW0jj30S9PZDKBYfuy+3B1RxgUoZ/Sy9GL17CCytDry5ByRzBjp4AKlcot1VlHntvKcz3gS/Qa4UubCwykLYm9vHx49BMWBQbgyurgdeXQcskgFlBuq7NUT0BVH2bHv97Wjr2hZ51Xnld3Gb5dCIyNiDc1H2aHmN5VhSbQmKpy2OcE04Nt7diNrutTHixAg88Xui72Ya9fH9u2E+5HGylwFX9xUXEBwW8fWO5tZA89VAviaAJhzY1Bk4968+mkx6JKatfwiNkL8v1fOk/bEn+9wDltTQ5SgQuQpEQC6+R0O8pzvu6YjXQa9lpRkRkCcTMQglKAblhi4sGDg0Trdd5lfAOoW+W0RE0RAj4n0K9kEzm2byO0fIiciUiBJI/1b7F8urL0dJp5II14Zj873NqLOlDv48/ice+j7UdxONksicvaCNG5Jbq3HtmS+Gbbn+deI3QaUGGiwEinaRi6OwcyBwdJIu5xCZvFd+wVh+UvceG1Q1J5Q/Mkr+6qauvJ7/cyBVLt2UdYfoE8Q99X+Kjns7wjvQW5Z8XVRlEZJbJo+vH4O+gUG5oTu7EPB9AtinB4p313driIiIKAkrnKYwFlRZgJU1V6JM+jKI0EZgm9c21NtaD0OODoHXe5bv+lEZkltjVovCEHHWxgtPsfL0o+h3VCqBmpOAsr/pbh8cC+z5E9BofrJXydDNPngPIeEauGVKjvI5U8X+ic8vA8tq6ZIFpsmnS+pmF/0ou8gXIdaQv/zwEpntM8uLcCmtUsbfD0HfxKDckAW9A45N0W1XGAqoWQ+QiIiI9O9TaaS1tdaifMby0Gg18HjggQZbG2DQkUGyjBLFXukcjvi9Ri65PWr7TZx7+Db6HUW1j4p/AtXG626fngNs6w1EfFHvnEzGk7eBWHvusdweXC1njBVfvn7iOWB5XSDoLZDeDWi/HbBxjHZXEYiLKesiV4TIlbO42mI4WkW/LyUMBuWG7NhUIPg9kMoVKNBC360hIiIiiiKPYx7MqjgL62uvR2XnyrLqxJ6He9BoWyP8euhX3H57m0cslrqUyYra+dMhXKNFz1UX5ZTlGJXoCdSfDyhUwOVVwIZ2uiWPZHJmHPBEWIQWZXI44pessRy5fngcWFFfl7XfuSTQZgtgFf00dDFVXYyQPw14igy2GfBv1X+R2jp1/P4Q9F0Myg2V71PgzALdduWRgFKl7xYRERERRcs1pSumVZiGTXU3oVrmarISxf7H+9FkexP0OdgHN3xu8Mh9hxgBndg4P3KmscNr/xD0WHkBoeHfmJpesAXQbCWgsgBu7wBWNQZC/HmcTcg97wC4X3wqtwdWzRnLJ+0HVjYCQgOArOWB1hsBy+gzp/sE+ciAXGRbT2+bXiZ0TGvzg0nkKF4wKDdUh/4GIkKATKUAl2r6bg0RERHRd7kkd8HkcpOxud5m1MxSU5aHPPzkMJrvbI6e+3vi6uurPIrfYG1uJhO/2Vua4eLj9xi1/TsXM3LVBFpvAsztgIfHgOV1gA9veIxNxLT9d6HRAlVyp0HBjA7ff8JtD2BNCyA8GMhRDWixDjC3iXbXN0FvZNmzB74PZCAupqyns00X/z8ExQqDckP06gZwebVuu8po3fohIiIiIiORzSEbJpSdgC31tqButroyOD/27BhaebRC933dcdn7sr6baLAyO9pgRvNC8vRv1ZnHWPdxPXGMspTRrRe2Tgk8v6SrRS1mXJJRu/7MFzuvvpC/BwOrusTiCe7A+jZARCjgWlc3i0JtGe2u74Lfocu+LvDy9ZJT1ZdUXSJHykl/GJQbov0jdeUuctcDMhTRd2uIiIiI4iRLsiwYV3octtffjvrZ60OlUOHE8xNos6uNnDZ7/uV5HtloVMiVGgMq6wKx4Vtu4PKT998+Tk6FgA67ddV6fO4Ci6sBPp48tkZs6j5dssQ6+Z2QK230088jXV4DbOqkq2OfrynQeClgZh7trr4hvui6rys833kilVUqLK66GBntoy+RRomHQbmBUTw6DnjuBZRmQKW/9N0cIiIiop/mbO+MMaXGYEeDHWiUoxHMlGY48+IMOuzpgA67O8jtaOtzJ2G9KmSX05ZDIzRyfblPQMi3n5DKBei4B0iZHfB7CiypriuJRUbnwqN3OHjbGyqlAr9W+c4o+fklwJbugFYDFG4LNJgPqMyi3dUv1E8G5CIBYwrLFLLsWeZkmRPmh6AfwqDcELzxgvLQGLg9mAPV5m66+9zaAymz6btlRERERPEmg10GjCw5Ejsb7ESznM2gVqpx/tV5OWrebnc7nHx2ksH5R0qlAlObFkDWVDZ44RuMXqsuIiziOzXJHTLqRszTFQACfYBltXWZuMmoTN5zR35vXDgDsjhGvyZcOjUX2PGrbrtYN6D2jBiTQweEBqDHvh64+eYmklsklyPkWZNlTZD2049jUK5vl1YCs4tAeWo20r8/C8WHV7r7xVVOIiIiIhPkZOuEYb8Mg0dDD7TM1RLmSnNc8r6Ebvu7obVHaxx9epTBOQA7SzUWtikCWwsznHnwFn973Pr+wbVNBbTbAWQqDYT66zJx39mVCL1K8eHEPR+cuv8G5iol+lbOEfOORycDe/7QbZfqD9SYIK7kRLvrh7AP6LG/B676XEUyi2RYVHURsidnrGFIGJTr0xsvYFsfOd1EoY2AQqwj/2TPUN3jRERERCZKZH3+o/gf2N1oN9rkbgNLlaUMHHod6CUzth96fCjJB+fZU9tiStMC8ngtPfEQmy/FIombKIElSmG51NBl4l7bCriyLuE7lH6KWMIx6eMoecvizkjvYBXdTsCBMcDBMbrb5YfqyifHkBg6MCxQVj64/Poy7MztsKjKIuRMEcvyapRoGJTr06UVYhV5DA8qPj5OREREZNpSWafCb0V/w65Gu9AhTwdYmVnJabZ9D/VF0x1Nsf/RfmjEmtkkqlqetOhdQTey+Yf7Ndx47vv9J6mtgGYrgPzNAW0EsLkrcHp+wjeW4uzALW+Z1M9SrUTPCtmiD8j3DgOOTf5/labyQ2IMyIPCg9D7YG9c9L4IO7UuIHdN6coeMkAMyvXpvShxEVNSE+3Hx4mIiIiSBkcrRwwoMkCOnHfO1xnWZtYyKdWvh39Fo22NsPvhbkRoIpAUiYRf5VxSIThMg24rLuDdh9DvP0mlBurPA4r30N3ePQQ4NF4X3JFB0Wi0mLxXN0revmQWpLb7opyZRgPsHAicmq27XWMSUKpfjK8XHB6Mvgf74tzLc7BR22B+lfnI45gnQX8GMtKgPCIiAsOHD0eWLFlgZWWFbNmyYcyYMTFOU+revTsUCgWmT58Ok+Dg/O2Rcvk4ERERUdIiMkP3K9wPexvvRbf83WCrtsW99/cw+MhgNNzWEDvv70xywbnIxD2zeSE4p7DG03dB6Lv2EiI0sQiuxTrj6uOBCn/qbh/5B9g1RBfkkcHYee0Fbr/0h52FGbqX+yIBm/hd39YbOL9YFyPUnQUU7xrja4VEhKD/4f44/eK0vLA1v/J85E+VP+F/CDLOoHzChAmYN28eZs+ejVu3bsnbEydOxKxZs77ad/PmzTh9+jScnJxgMgq1+fZIuXyciIiIKGkSSal6F+qNPY33oGfBnnJN7H3f+/j92O+ov7U+tnltQ7iozZxEJLNWY2FbN1ipVTjm6RO5/vi7xPTmcr8BNT9Oez67QFdGKyIsQdtLsRMeocG0j3XJu5TNCgfrz2qMiz7a1Bm4vApQqICGi3Slz2IQGhGKAYcH4MSzE3IZyNzKc1EwdUF2hYHTa1B+8uRJ1KtXD7Vq1ULmzJnRuHFjVK1aFWfPno2y37Nnz9CnTx+sWrUKarUaJkOUPKs7G1AooVWooBGp3sSbTaHU3c+SaERERESwN7dHjwI9sLfRXvQt1FcG6w/9HuLP43+i7pa62Oy5GWGapBFg5kprjwmNdaOe8494wePai9g/uVgXoOG/gNIMuLoOWNcaCAtKuMZSrLhfeob7Ph+QwsYcHUtn+f8D4SHA+nbADXdAqQaaLAPyN4nxdcR7YNCRQbJ6gUiaOLvibLilcWMvGIHoK8snkpIlS2LhwoW4e/cuXFxccOXKFRw/fhxTp06N3Eej0aBNmzYYPHgw8uT5/jqIkJAQ+fWJn5+f/B4WFia/DE7epoBTEeDif3h15zzS5Cyiu/qVIqtotL5bR/Ho0++fQf4eUrxgH5s+9rFpY/8aPguFBdq7tkeT7E2wwXMDVtxagSf+TzDi5AjMvzIfHfN0RJ0sdaAWa6lNuI9r5E6FTqUyYfGJRxi04QoyJ7dEjjS2sXuya30ozKyhcu8Ixd3d0KxogIgmq3QZ202AsfVxSLgGM/brRsm7lskMC6VW1/awQKg2tofy/kFoVRaIaLwM2uxVYowPREA+9MRQHHpySJYYnFZuGgo5FjKa42CKffwj7VNoY1rAnQhEwD106FA5ZV2lUsk15uPGjcMff3ysuQdg/PjxOHToEPbs2SPXk4sR9f79+8uv6IwcORKjRo366v7Vq1fD2to6QX8eIiIiIko8odpQnAs5h2MhxxCgDZD3JVMkQ1nLsnAzd4OZQq/jTwkqQgvMv6XEXV8lHC21GJgvAtY/8OOmCLiDX7ymQq0JwnurTDiVbTBC1aYRmBuToy8U2PRQhWRqLYYVioC5ClBFBKP4/WlIFXAL4UpznMn6K3zsYh6cjNBGYGPgRlwLuwYVVGhl0wouapdE/Tnoa4GBgWjZsiV8fX1hb29vuEH52rVr5Qj4pEmT5Cj45cuXZbAtRsrbtWuHCxcuyKntFy9ejFxL/r2gPLqR8owZM8LHx+e7B0PfV1L27duHKlWqmNYUfYrEPjZ97GPTxz42bexf4yUyTW/22oxlN5fhddBreV9qq9Ron7s96merD0szSzz2ewz3e+645HUJhbIVQsPsDeFsb9xJdd9+CEWDeafx3DcYFXI6Yn7LQlAqY0oiHI2XV2G2thkUH15DmyIbwltuBJJlhDEzpvdxUGgEKk07htcBoRhZxxWtimUEgn2hWtscymfnoDW3RUTztdBm/CXG1xAJD0ecHoFdD3fBTGmGKWWmoEz6MjBlYUbSxyIOdXR0jFVQrtfLhyIg//3339G8eXN5O1++fHj06JEcHRdB+bFjx+Dt7Q1n5/9/YIrR9IEDB8oM7A8fPvzqNS0sLOTXl0SHGXKnGVs7Ke7Yx6aPfWz62Memjf1rnH3WNm9bNHNtJteX/3vtX7wKfIWJFyZiyc0lKJKmCPY+3CtnXYp65zfv3MTKOysxquQo1M9eH8YqjYMaC9oUQaP5J3Hojg/mHn0oS6fFWkY3oOMe4L/6ULz1gvq/2kCbzUCqnDB2xvA+XnzysQzIMyS3QsvimaEOfQ+sbgi8uAJYOkDRxh1m6WNeEy5+l0eeGKkLyBVmmFJuCio6V0RSoTbwPv6Rtin1PaSvFGUaPiOmsYtp7YJYS3716lU5gv7pS4yYi2BeTGcnIiIiIvrEQmWB5rmaw6OhB0aUGAEnGyf4BPnI+uYaaOQ0Xy208rsIaP46+ZccQTdm+TIkw/gG+eT2jAOe2Hfz1Y+9gEgs3HE34JgT8HsGLKkOPLuYMI2lSH7BYTJRn9C/sgvMg32AZbV0Abl1SqD9DuA7AfmoU6NkBQKVQoWJ5SYmqYDc1Og1KK9Tp45cQ75z50456i3Knomp6w0aNJCPp0yZEnnz5o3yJa44pE2bFjlzGv8VPCIiIiKKf+YqczRxaYIdDXd8cyqvAgq4e7obfRc0csuAdiUyye0B6y7D67VufX2sJUsPdNgFOBUGgt4Cy+sAD44mTGNJWnzsAd4HhiFbKhs0yAZgaQ3A+yZgm1bXF2l1F1qiI1Yfjzs9Tv7uKhVK/FPmH1TJVIVH1ojpNSgX9chFGbSePXvC1dUVgwYNQrdu3TBmzBh9NouIiIiITIBaqYat2hbKGE55xWjjI79HMAXDaudG0czJ4R8Sjm4rLiAg5Afrt9ukBNptA7KUBUIDgJWNgVs7Eqq5Sdq7D6FYfPyB3P6zpA1Uy2oCb+7p1vN38Pjm8gERkI8/Ox7r766XF5XGlR6H6lmqJ2LryeSCcjs7O7k2XKwjDwoKgpeXF8aOHQtzc/MYnyNG1GNK8kZERERE9DknWye5ljw6Yiq7qOk85/Ic+Ib4GvWBU6uUmNOqMNLYW+CedwAGb7giA7gfYmEHtNwA5KoNRIga2W2AS6sSqslJlpi2Li6aVE7tjwqn2gHvHwHJs+gCcrGcIAaiPyeem4g1t9fIgHxMqTGonbV2oradTDAoJyIiIiJKSA1yNJDBd0xCNaGyxnm1TdUw8+JMvA9+b7QdktrOEvNau0GtUmDX9ZeY93HN8g9RWwJNlgMFWwNaDbC1J3BqTkI0N0ny9gvG8lMPkUPxFHNCh0Eh1vE7uuimrDs4fzMgn3ZhGlbeWilvjyw5EvWy10vEllNCYlBORERERCYrk30mmWVdrL0VCbHECKP4Lm6PLjkaU8tPhUtyF3wI+4BF1xah6qaqMvh5E/QGxqiwc3KMqptXbk/acwdH7upKxP0QlRlQbzZQorfu9p6hwIExIjKM59YmPbMP3UO28PvYZDkWFsGvgTR5gfYegH26bwbksy7NwtIbS+Xt4b8MR8McDROx1ZTQGJQTERERkUkTZc+219+Otq5tkVedV34Xt8UoukiQtaHOBsyoMAOuKVwRFB6EJdeXoIZ7DUw+N1lmbzc2LYs7o3nRjDKG7rvmEh6/CfzxFxFT/quOBSqN0N0+NhnYORD4WCWJftyTt4G4de4A1piPhb3WD3AqBLTbDtim+ubz5l2ZJy8YCX8U+wNNczbl4TcxDMqJiIiIyOQ52zujT8E+aGbTTH4Xtz8Ro+ainNS62uswp9Ic5E2ZVwbny28uR/VN1THh7AR4B3rDmIyqlwcFMjrANygM3VZeQFBoRNwC8zIDgVpTZa56nF8MuHcGwkMToskmb/u2DViq+hv2ikAg4y9A262AdYpvPmfBlQUyKBd+K/obWrq2TKTWUmJiUE5EREREJGNQBcpmKIvVtVZjfuX5KJCqAEIiQuQ63hqbasgyVC8/vDSKY2VhpsL81oXhaGuOWy/88Lv71R9P/PZJ0U5A48WA0gy4vglY2xIIjcPoexL27IIHOjwYBFtFMPzTlQTauAOWyb75nMXXFmP25dlye4DbALTJ3SaRWkuJjUE5EREREdEXwXmp9KWwosYKLKq6CIVTF5YJ4dbeWSuntY8+NRrPAp4Z/DFLl8wKc1oWhplSga2Xn0eW4YqTvI2AFusAMyvg3j5gRQMgyHiT4iWqO7uQekdbWClCcdWqOOw6ugPmNt98yvIbyzH94nS53bdQX3TI2yGRGkv6wKCciIiIiCiG4PyXdL9geY3lWFJtCYqlLYZwTTg23N2A2u618dfJv/DE74lBH7viWVPiz1qucnv8rts46fUTa+RzVAbabtGN8D45DSyrDfi/ir/GmqIbm6Fd2xpqbRh2RRSFutVqQG31zaesurUKk89Plts9C/REl/xdEqmxpC8MyomIiIiIvqNo2qJYXG0xllVfhhLpSiBcGw53T3fU2VIHfx7/Ew99HxrsMWxfMjMaFEqPCI0WfVZfwrP3QXF/MedfdNnCbVIDr64BS6oB7wz3Z9erK2uBjR2h0IZjS0RJ7HYdD9cMjt98yrrb6/DP2X/kdtf8XdG9QPdEaizpE4NyIiIiIqJYckvjhoVVF8qp7aXTl0aENgLbvLah3tZ6+P3Y77j//r5Bjvj/3SAf8jjZ482HUPRYeQHBYXFI/PZJ2rxApz2AQybg3QNgSXXA+1Z8Ntn4nV8KbO4ua72vCy+PwRG90K+KbsZCTDbe3YixZ8bK7Y55O6J3wd6y78j0MSgnIiIiIvpBBVMXxLzK87Cm1hqUz1AeGq0GO+/vRP2t9TH4yGB4vvM0qGNqZS4Sv7khubUaV5/6YviW63FP/CakyAp03AOkcgX8XwBLawBPz8dnk43X6XnAjv6iwjj22NTF7+Gd0aBwRmRNZRvjUzZ7bsaoU6PkdtvcbdG/cH8G5EkIg3IiIiIiojjK65gXsyrNwvra61HJuRK00GL3w91ouK0hBhwegDtv7xjMsc2YwhqzWhSGUgFsuPAUK888/rkXtE8HdPAAMhQFgt4By+sCXoeQpB2bCuz+XW4+y90F3d40g5lKhb6VcsT4lO1e22V+AqGVaysMKjKIAXkSw6CciIiIiOgnuaZ0xfQK07GxzkZUzVQVCiiw79E+NN7eGH0P9sWNNzcM4hiXzuGIIdVzye3R22/g/MO3P/eCos52my1A1gpA2AdgdVPg5lYkOWLWwcFxwAHdaLe23BD0fl1f1ndvWcwZGZJbR/s0j/seGHZimLyY0yxnMwwpOoQBeRLEoJyIiIiIKJ7kTJETU8pPgXtdd9TIUkMG54eeHELzHc3R60AvXHt9Te/HumvZrKiVPx3CIrToseoiXvkF/9wLWtgCLdcBuesBEaHAhvbAxf+QpALyvcOAoxN1tyuPxMG0nXDpiS8s1Ur0qpg92qftebgHQ48PlUsfGuVohKHFhzIgT6IYlBMRERERxbPsybNjYtmJ2FJ/C+pkrQOlQomjT4+ipUdLdN/XHZe9L+vtmIvkYRMb5UfONHZ47R+CnqsuIjRc83MvamYBNF4KFG4rk5thWx/gxAyYPI0G8BgEnJqtu11jIjQl+2Py3rvyZvuSWZDazvKrpx14dAC/H/1dJgqsn70+RpQYIX9HKGlizxMRERERJZCsybLi7zJ/Y3v97TL4UilUOPH8BNrsaoPOezvj/Ev9JEezsTDDgjZusLM0w4VH7zB6RzxMr1eqgDozgVIiyRmAfSOA/SN1I8mmSBOhu/hw7l85TR11ZgDFu8Hj+gvceuEHOwszdC+X9aunHX5yGIOODpJl9cQFm5ElRjIgT+IYlBMRERERJTBne2eMKTUG2xtsl1OVzRRmOPPiDDrs6YAOuzvg7IuzP5cNPQ4yO9pgRvOCEFW3Vp5+jPXnnvz8i4oXqzIKqKxbW43j03SZyEUAa0oiwgD3LsDllYBCBTRYALi1R3iEBlP36UbJO5fJCgdr8yhPO/b0mEwAGK4JR43MNeTvhEpczKAkjUE5EREREVEiyWiXESNLjsTOhjtlYi+1Uo3zr86j095OaL+7PU4+P5mowXnFXGnwa2UXuT1sy3VcefI+fl64dH/dqLmYkn1hGbCxIxAeCpMQHqJbN399E6A0A5osBQo0kw+5X3qG+68/yNJzHUtnjvK0k89Oov+h/gjThMlkgGIGBQNyEhiUExERERElMidbJwz7ZRg8GnqgZa6WMFea46L3RXTb1w2td7WWI6qJFZz3rpAdlV3TIDRCg+4rL8AnICR+XtitnW6duVIN3NwCrGkGhATAqIUFAWtbArd3ACoLoPlqXYI7ACHhEZixX1efvkf5bLCzVEc+TcyK6HuoL0I1obJ03j9l/4GZCOiJGJQTEREREelPWpu0+KP4H9jdaDfa5G4DS5Ulrr6+ip4HeqLFzhZy/XFCB+dKpQJTmxVAVkcbvPANRu/VF+U07HiRpz7Qaj2gtgG8DgIr6gOBP1mGTV/EBYVVTYB7+wEzK13GeZdqkQ+vO/cEz94HIbWdBdqW+P8o+bmX59D7QG+ERISgfIbymFR2kpwhQfQJR8qJiIiIiPQslXUq/Fb0N+xqtAsd8nSAlZmVrG3e52AfNN3RVGbrFqWzEoq9pRoL27rBxlyF0/ffYvyu2/H34tkqAm23ApYOwNNzwLJagN8LGJVgX2BlQ+DhMcDcFmjjDmSrEPlwUGgEZh28J7f7VMwOS7VunfjFVxdlKbzgiGCUTl9alstTqxiQU1QMyomIiIiIDISjlSMGFBkgR8475+sMazNr3H57G/0P90fj7Y1lbeuECs6zp7bDlKYF5fbi4w+w9fKz+HvxjEWBjrsBu3SA901gSTXg7X0YBTGyv7wu8OQMYJlMd4EhU8kou/x36qEsL5chuRWaFXWW9115fQU99vdAUHgQSqQrgekVpsNcFTXxG5HAoJyIiIiIyMCksEyBfoX7YU+jPeiWvxts1bbwfOeJQUcGoeHWhvC474GIBMhoXj1vWvSqkE1uD9l0FTee+8bfi6d21QXmybMA7x8BS6oDL6/DoAW8BpbVBl5cBqxTAu12ABmKRNnFPzgM8454ye1+lXLA3EyJ6z7XZT36wPBAFE9bHDMrzoSFWINOFA0G5UREREREBsrB0gG9C/WWI+c9C/SEnbkdvHy9MOTYENTfWh/bvbbL8lrxaUCVnCjrkgrBYbrEb+8D4zFrevLMQMc9QJq8QMArYFlN4PEZGCS/58DSGoD3DcA2DdDeA0iX/6vdxKyC94FhyJrKBg0KpcfNNzfRdV9XBIQFwC2NmwzILc0s9fIjkHFgUE5EREREZOCSWSRDj4I95Mh5n0J95O2Hfg8x9PhQ1N1SF5s9N8tSW/FBpVRgZvOCcE5hjSdvg9BnzSVEaOIx2ZydCHB3Ahl/0a3V/q8e4LkfBuXdI11A/sYTsM8AdNgFpM719W4fQvHvsQdye2CVnPDy9USXvV3gH+qPQqkLYW6lubBWW+vhByBjwqCciIiIiMhIiJHyrvm7yuC8f+H+SG6RHE/8n2DEyRGos7kONt7diLCInw/OHazNsaCNG6zUKhzz9MHkvXcQr6wcgDabgexVgPAgYE1zXd1vQ/DGC1haE3j3UDey38EDSKmb0v+l+Ue9EBASjtzp7JE9vb8MyP1C/ZA/VX4G5BRrDMqJiIiIiIyMjdoGnfJ1ktPaBxUZJNegPwt4hlGnRqHm5ppYd3sdQiN+btq5azp7TGism64977AXdl2L54zp5ta6Ot95GwFilH9jJ+D8EuiV923dCLnfUyBlDt0IefJM0e/qF4zlJx/K7dZlLdB1fxe8C3mHvCnzYn7l+bAVWdqJYoFBORERERGRkRJTo9vlaSeD8yFFhyCVVSq8/PASY8+MRQ33Glh1axWCw4Pj/Pp1CzihS5kscnvQhivwfOUfj60HYGYONFwEFOkEQAvs+BU4NgVI4Nrs0XpxVbfGXax1T51HN0Ju7xTj7nMO3ZPr7vNmCsYizyF4G/wWrilcMb/KfDmjgSi2GJQTERERERk5Ude8de7Wss750OJDkcY6DbwDvfHP2X9kcP7fjf9kaa64GFI9F0pmS4kPoRHouuIC/ILjZ+16JKUKqDUFKDtYd/vAaGDvsMQNzJ+eB5bXBgLfAE6FgPY7ANvUMe/+LhCrzz6GQu0DX4fZ8AnyQc7kObGwykK53p/oRzAoJyIiIiIyEaLsVotcLeDR0APDfxmOdDbpZMA46fwkVN9UHUuvL0VgWOAPvaaZSolZLQohvYMVHvh8wK9rL0MTn4nfBIUCqDgMqPa37vap2cC23kBE/GaWj9bDE7pkcyLpXMbiujrk1im++ZQZ+z0RrvRB8myL8T7UB9kdsmNh1YUyWz7Rj2JQTkRERERkYsxV5miasyl2NtiJUSVHIb1tejm9euqFqTI4//fav/gQ9iHWr5fS1gLzW7vJGtwHbntj5kHPhGl4iV5AvbmAQglcWglsaAeExX36/Xd5HQJWNgJCA4DMZYDW7oDlt0e6vV4HwP3qNVhnWoQwxTtkTZYVi6oukuv6ieKCQTkRERERkYlSq9RomKMhtjfYjjGlxsDZzlkmI5txcQaqbaqGBVcWyPJdsZEvQzKMq59Xbk/f74kDt14lTKMLtQKargBU5sDtHcDqJkBIPK9lF+7sBlY302V/z14ZaLUBsPh+crbxe0/B0nkRlOr3yGyfGf9W/ReOVo7x3z5KMhiUExERERGZOLVSjfrZ62Nr/a34u/TfMpj0DfHF7MuzUW1jNcy9PFfe/p4mRTKibQldNvL+ay/j/uuAhGmwa22g1UZAZDB/cBRYXhcIfBt/r39jC7CuFRARAuSqrcsCr7b67tOO3/fCqcBxUJq/RRqr9DIgT2WdKv7aRUkSg3IiIiIioiTCTGmGOtnqYEu9LZhYdiKyJcsG/zB/zLsyT46cz7w4E++D33/zNYbVyo0imZLDPyQc3VZckHW6E0TWckC7bYBVCuD5RWBJdcD32c+/7pV1wMYOgCZcV46tyTLAzOK7T3sd+Bq/HusGpfkbWCIVVtZahjQ2aX6+PZTkMSgnIiIiIkpiVEoVamSpAfd67phSbgpckrvINeaLri2Swfm0C9PkGvToiHXlc1sXRmo7C3h6B+C3jVegTahM6endgI67ATsnwOeOLjB/4xX317uwDNjcDdBqgIKtdeXYVOrvPk0ky2u9swOC8QqaMAfMKL8AaW3Sxr0dRJ9hUE5ERERElEQpFUpUzVwVG+pswPQK02Wd7cDwQCy5vkQmhJt8brIMSL+U2s4S81q7Qa1SwOPaS8w/cj/hGpkqJ9BpD5AiG+D7GFhSTVdT/Eedng9s76erh160M1B3lq4c23e8C36HLnu74HngI2jCkqG83QiUzJQjbj8LUTQYlBMRERERJXEiOK/kXAnraq/D7IqzkTdlXlnXfPnN5TI4n3B2gqx7/jm3TMkxsm4euT1pz20cvfs64Rro4Ax03AOkzQd8eA0sqwU8Ohn75x+fBuweotsu0RuoORlQfj8UEuvsRUB+7/09aMLsEfa0K/6oWuonfhCirzEoJyIiIiIiSaFQoFzGclhdazXmVZ6H/KnyIyQiBCtvrUSNTTUw7vQ4vPzwMvJotSzmjGZFMkKULe+z5hKevP2xGug/xDYV0H4n4FwSCPEDVjQA7u759nPEtPpDfwP7R+pul/0NqDpWVxc9lgH5nXd3oNLYI/BxF7QoVBgZklvH0w9EpMOgnIiIiIiIvgrOS6cvjZU1VmJhlYUonLowQjWhWHtnLWq418DoU6PxLOCZ3G9UvTwokCEZfIPC0HXFBQSFRiTc0RQ1xNu4Ay7VgfBgYG1L4OqGmAPyfSOAIxN0tyuNACr+GauAXJSJ676vO269vQVbMwf4PegEC20a9KqYPZ5/ICIG5UREREREFAMRdJdwKoFl1ZdhSbUlKJa2GMI14dhwdwNqu9fGXyf/wuvg53J9uaOtOW698MMf7lcTLvGbIEqXNVsJ5Guqy6Du3gU4u0gmgFMeGgO3B3OhPDgacO8KnJype071f4AyA2P18gGhAei+vzuuv7kOBwsH2LztDU1oGrQrmVmupSeKb2bx/opERERERGRywXnRtEXl14VXF7DgygKcenEK7p7u2HpvK2plrYXhDZpiwKpn2HL5OfJncEDH0lkSrkEiY3qDBYBVcuDsAsBjkGilXBvvpNVAceqMLqGbUHs6UKRDrF42MCwQPQ/0xNXXV5HMIhnaZv4b4y77wc7CDN3LZku4n4eSNE5fJyIiIiKiWHNL44aFVRdiRY0Vcop7hDYC27y2YcSFtijstgtKc2+M87iFU15vEvaoikRtNSYARbt+vEMLhTYCSvH9U0AOBZClbKwD8l4HeuGS9yXYmdthXsUFWHNCNxW/U5ksSG5jnkA/CCV1DMqJiIiIiOiHFUxdUCaDW1NrDcpnKA+NVoPbAYdhk20a1GlXo+cGDzx/H5SwR1asD7ewARQxhDXi/ksrvvsyItN834N9cf7VediqbeU6+tuP7XH/9Qckt1ajU0KO+lOSx6CciIiIiIjiLK9jXsyqNEuWUxNl1cSItTrZFYSnm4iGG7vjqvfNhD267x9/40Htdx6HzC7f72A/nHl5BtZm1vJCg4tDbsw44Ckf714uG+ws1fHcaKL/Y1BOREREREQ/LXfK3JheYTo21tmI0ukqAVoFPqgvotWuZjLovfnmZsLVMBfT1KOl+Ph49EIjQtH/UH+5Pt7KzEoG5GIGwLpzj/H0XRBS2VmgbYnMCdNuoo8YlBMRERERUbzJmSIn5lWdjmGF/kW4bwFotQocfHIQzXY0Q+8DvXHt9bX4PdqF2vw/qdtXtB8f/1pYRBgGHh6I48+Ow1JliTmV5qBwmsKypNusg/fkPn0qZoeVuSp+20v0BQblREREREQU75oVKIZ+BUYh8P6viPArLHKj48jTI2jp0VKWHLvsfTl+/qOU2YC6s+X6ca1CBY1I86ZQ6daTi/vF418I04Rh8NHBOPz0MCxUFphdabbMLC+sOP0Q3v4hSO9gheZFYx5lJ4ovLIlGREREREQJolvZrLj21Bc7r6WGY2B1lC92Ffuf7MKJZyfk1y/pfkH3At1lRvefUqgV4PwLNBeW48XNM0iXuzhUbu2iDchFnfXfj/6OA48PwFxpjpkVZqJ4uuLyMf/gMMw77CW3+1fOAXMzjmFSwuNvGRERERERJVh984mN88MljS183tnjwe06cK+zDY1yNIKZwgynX5xG+93t0XFPR5x9cRZabUzT0GMhZTZoKgzHhSw95ffoAvIITQSGHh+KvY/2Qq1UY1qFaSiZvmTk40uOP8S7wDBkTWWDBoXSx70tRD+AQTkRERERESUYGwszLGhTBHaWZrjw6B2WHvHDyJIjsbPhTjR1aQozpRnOvTyHTns7yQD95POTPxecx0AE5MNPDMeuB7vk/zm1/FSUzfD/GubvA0Px77H7cntAFReYqRgqUeLgbxoRERERESWoLI42mNG8oCwrvuL0I2w4/wROtk4YXmI4djXchRa5Wsip5Be9L6Lbvm5ovas1jj09Fm/BuaihPvLUSGy/vx0qhQqTy05G+Yzlo+wz/8h9+IeEwzWdPWrmTRcv/y9RbDAoJyIiIiKiBFcxVxr0r+Qit//cch1Xn76X22lt0mJo8aHY1WgXWru2lonXrr6+ip4HeqLFzhY4/OTwTwXnIiAffWo0ttzbIgPyCWUnoFImUU/9/7z9g7Hs5AO5PaiqC5TKmEqsEcU/BuVERERERJQoRImxyq5pEBquQfcVF+ATEBL5WGrr1BhSbAh2N9qN9nnay7rhN97cQJ+DfWQ5tQOPDsgA+0eIYP7vM39jk+cmKBVK/F36b1TLXO2r/eYcvIfgMA0KOTugYq7U8fKzEsUWg3IiIiIiIkoUYgR6arMCyOpog+e+wei9+iLCI6IG2o5WjhhYZKAMzjvl7QRrM2vcensL/Q/3R+PtjbHn4Z5YBeciIJ9wbgLW3VkHBRQYW2osamat+dV+T98FYvXZx3J7cNWcMjkdUWJiUE5ERERERInG3lKNBW3cYGOuwun7b/HPrtvR7pfCMgX6u/XHnkZ70DV/V9iqbeH5zhODjgxCw60N4XHfQyZviykgn3J+ClbdWiVvjyo5CnWy1Yl235kHPBEWoUXJbClRMrtjPP6kRLHDoJyIiIiIiBJVjjR2mNK0gNz+9/gDbL38LMZ9HSwd0KdQHzly3qNAD9ip7eDl64Uhx4ag/tb62O61XdYef+T3CLMuz8K6D+vQfm97LL+5XD7/rxJ/oUGOBtG+9v3XAdh0Ufd/D6qWM0F+VqLvMfvuHkRERERERPGset506Fk+G+Ye9sKQTVeRI7UdcjvZx7h/Motk6FmwJ9rkboPVt1bjv5v/4aHfQ1l3fNL5SXgf/F6uG4/QRgBvdM+pnbU2Grs0jvE1p+33RIRGi0q5UqOwc3L2MekFR8qJiIiIiEgvBlbNibIuqWSStW4rz8ta4d9jZ26HbgW6YW/jvehXuB/s1fZ4F/wOWmh1AflnPB544LGfbr34l2698MP2K8/l9oCquqzwRPrAoJyIiIiIiPRCpVRgZvOCyJjCCk/eBqHv2sty5Do2bNQ26JyvM+rnqC8TuUVH3O/u6R7tY1P23pXfa+VPhzxOyX7ipyAy4qA8IiICw4cPR5YsWWBlZYVs2bJhzJgxkXUIw8LCMGTIEOTLlw82NjZwcnJC27Zt8fy57ooWEREREREZNwdrcyxoXQSWaiWO3n2Nqfvu/NDzXwe+jjFjuhg9fx7wdexw6fE77L/1CqIc+YAqHCWnJByUT5gwAfPmzcPs2bNx69YteXvixImYNWuWfDwwMBAXL16Ugbv47u7ujjt37qBu3br6bDYREREREcUjsZZ8QqP8cnvOIS/svv4i1s91snX65ki5eDymUfJGhTMgWyrbOLebyOgTvZ08eRL16tVDrVq15O3MmTNjzZo1OHv2rLydLFky7Nu3L8pzRABfrFgxPH78GM7OznppNxERERERxa96BdPj2lNfmY194PorMlgWWdq/R2RWX3pjaYwj5Q1zNIxy3ymvNzh+zwdqlQJ9K+WIt/YTGWVQXrJkSSxcuBB3796Fi4sLrly5guPHj2Pq1KkxPsfX11dOT3FwcIj28ZCQEPn1iZ+fX+RUePFlqD61zZDbSD+HfWz62Memj31s2ti/po99bPgGVs6G68/e4/SDd+j633ls6l4cdpbqbz7HycoJI4qPwOjTo2WcoNFqZBZ2sSRW3J/OKl1k34v7Ju3R1UVvViQD0tqpef5tZMKMJG76kfYptJ8WcOuBRqPB0KFD5ZR1lUol15iPGzcOf/zxR7T7BwcHo1SpUsiVKxdWrVoV7T4jR47EqFGjvrp/9erVsLa2jvefgYiIiIiI4k9AGDDpqgrvQxXIm1yDTjlFkP39572JeIMLoRfwTvMOyZXJ4WbuhpSqlFH2ufFOgYW3VVArtRheKALJzNlzlDDEUuyWLVvKQWV7+5hL/ek9KF+7di0GDx6MSZMmIU+ePLh8+TL69+8vR8rbtWv31ZWGRo0a4enTpzh8+HCMP1h0I+UZM2aEj4/Pdw+GPomfT0zVr1KlCtTqb18NJOPEPjZ97GPTxz42bexf08c+Nh7Xnvmi+b/nEBquQd+K2dCnQraf7mONRov6807j1kt/dC6dGUOqMcGbMQozkrhJxKGOjo6xCsr1On1dBOS///47mjdvLm+LLOuPHj3C+PHjowTl4sA3bdpUPnbw4MFv/lAWFhby60uiwwy504ytnRR37GPTxz42fexj08b+NX3sY8NXOLMjxtXPi8Ebr2LWIS8UdE6OirnS/FQf77z6QgbkthZm6FUhB8+5jZzawOOmH2mbUt9D+kpl1CaIaexiWvuXAbmnpyf279+PlCmjTkEhIiIiIiLT06RIRrT5JRPEvN5+ay/jgc+HOL+WqH3+qdRap9JZkNyG89bJcOg1KK9Tp45cQ75z5048fPgQmzdvllPXGzRoEBmQN27cGOfPn5dryMWa85cvX8qv0NBQfTadiIiIiIgS2PDauVEkU3L4B4ej24rz+BASHqfX2XzpGbxef4CDtRqdy2SJ93YSGW1QLuqRi6C7Z8+ecHV1xaBBg9CtWzeMGTNGPv7s2TNs27ZNriMvWLAg0qVLF/klyqkREREREZHpMjdTYm6rwkhtZ4G7rwIweOMVmUH9R4h16dP36+qSdy+X7bvZ3IkSm17XlNvZ2WH69OnyKzqibrke89AREREREZGepba3xLzWhdF84Wl4XHuJBUfvy+A6ttadf4Kn74KQys4C7UpkTtC2EhndSDkREREREdH3uGVKgb/q5JHbE3ffxjHP17E6aMFhEZh90FNu96mYHVbmKh5sMjgMyomIiIiIyOC1Ku6MpkUyQKMF+qy5hCdvA7/7nBWnHuGVXwjSO1iheVHnRGkn0Y9iUE5ERERERAZPoVBgdL28KJAhGd4HhqHbigsICo2Icf+AkHDMO+Ilt/tVziHXpxMZIv5mEhERERGRUbBUqzCvtRtS2pjj5gs/DN18LcYcVEuOP8DbD6HImsoGDQulT/S2EsUWg3IiIiIiIjIaTg5WmNOqMFRKhSx1tuzkw6/2ESPpi47el9u/VnaBmYphDxku/nYSEREREZFR+SVrSgyt6Sq3x+68hdP330R5fNHxB/APCYdrOnvUypdOT60kih0G5UREREREZHQ6lsqMegWdEKHRovfqi3jhGyTv9wsF/jv9WG4PrOICpVKh55YSGXCdciIiIiIiorgmfvunYX7cfRWAWy/80GHpOZTKlhLbbqgQHKaBa1o7VHJNzYNLBo8j5UREREREZJRE3fGFbdzk99sv/bHkxEO8DtY9dvuVPzZeeKrvJhJ9F4NyIiIiIiIyWuEaLYLDdKXRdHnYddPVRVL2IZuu4qHPB722j+h7GJQTEREREZHRWn/+CZQKRYxT3Nedf5LobSL6EQzKiYiIiIjIaD19FxRjrXJxv3icyJAxKCciIiIiIqOVIbmVHBGPjrhfPE5kyBiUExERERGR0WpaJOM3R8qbFcmY6G0i+hEMyomIiIiIyGhlcbTBhEb5IcqRq5QKKKCFSgF5W9yf2dFG300k+ibWKSciIiIiIqPWpEhGFM2cAmvOPMK5m14omjsrWhTPxICcjAKDciIiIiIiMnpiRHxQ1RzwCPdEzao5oFar9d0koljh9HUiIiIiIiIiPWFQTkRERERERKQnDMqJiIiIiIiI9IRBOREREREREZGeMCgnIiIiIiIi0hMG5URERERERER6wqCciIiIiIiISE8YlBMRERERERHpCYNyIiIiIiIiIj1hUE5ERERERESkJwzKiYiIiIiIiPSEQTkRERERERGRnjAoJyIiIiIiItITBuVEREREREREesKgnIiIiIiIiEhPGJQTERERERER6QmDciIiIiIiIiI9YVBOREREREREpCcMyomIiIiIiIj0hEE5ERERERERkZ4wKCciIiIiIiLSEwblRERERERERHrCoJyIiIiIiIhITxiUExEREREREekJg3IiIiIiIiIiPTGDidNqtfK7n58fDFlYWBgCAwNlO9Vqtb6bQwmAfWz62Memj31s2ti/po99bPrYx6YvzEjipk/x56d4NEkH5f7+/vJ7xowZ9d0UIiIiIiIiSkL8/f2RLFmyb+6j0MYmdDdiGo0Gz58/h52dHRQKBQz5Soq4cPDkyRPY29vruzmUANjHpo99bPrYx6aN/Wv62Memj31s+vyMJG4SYbYIyJ2cnKBUKpP2SLk4ABkyZICxEL9YhvzLRT+PfWz62Memj31s2ti/po99bPrYx6bP3gjipu+NkH/CRG9EREREREREesKgnIiIiIiIiEhPGJQbCAsLC/z111/yO5km9rHpYx+bPvaxaWP/mj72sftREF8AABFeSURBVOljH5s+CxOMm0w+0RsRERERERGRoeJIOREREREREZGeMCgnIiIiIiIi0hMG5URERERERER6wqCciIiIiIiISE8YlMej8ePHo2jRorCzs0Pq1KlRv3593LlzJ8o+5cuXh0KhiPLVvXv3KPs8fvwYtWrVgrW1tXydwYMHIzw8PMo+hw8fRuHChWXWwezZs2PZsmXx+aNQDEaOHPlV/+XKlSvy8eDgYPTq1QspU6aEra0tGjVqhFevXrF/jUTmzJm/6l/xJfpU4PvX+Bw9ehR16tSBk5OT7MstW7ZEeVzkOh0xYgTSpUsHKysrVK5cGZ6enlH2efv2LVq1agV7e3s4ODigU6dOCAgIiLLP1atXUaZMGVhaWiJjxoyYOHHiV23ZsGGD/LwQ++TLlw8eHh4J9FMnLd/q47CwMAwZMkQebxsbG7lP27Zt8fz58+++9//5558o+7CPDfd93L59+6/6r3r16lH24fvYuPs4ur/N4mvSpEmR+/B9bNwxUnAinkPPmTNH/r6Iv8fFixfH2bNnoXci+zrFj2rVqmmXLl2qvX79uvby5cvamjVrap2dnbUBAQGR+5QrV07bpUsX7YsXLyK/fH19Ix8PDw/X5s2bV1u5cmXtpUuXtB4eHlpHR0ftH3/8EbnP/fv3tdbW1toBAwZob968qZ01a5ZWpVJpd+/eza5MYH/99Zc2T548Ufrv9evXkY93795dmzFjRu2BAwe058+f1/7yyy/akiVLsn+NhLe3d5S+3bdvn6hOoT106JB8nO9f4yM+Q//880+tu7u77MvNmzdHefyff/7RJkuWTLtlyxbtlStXtHXr1tVmyZJFGxQUFLlP9erVtQUKFNCePn1ae+zYMW327Nm1LVq0iHxcfIanSZNG26pVK/n5v2bNGq2VlZV2wYIFkfucOHFCfk5PnDhRfm4PGzZMq1artdeuXUukI5E0+/j9+/fy7+m6deu0t2/f1p46dUpbrFgxrZubW5TXyJQpk3b06NFR3v+f/+1mHxv2+7hdu3byffp5/719+zbKPnwfG3cff9634mvJkiVahUKh9fLyityH72PjjpG6J9I59Nq1a7Xm5ubyd+jGjRsyLnNwcNC+evVKq08MyhP4BF98sBw5ciTyPnFS369fvxifI37BlEql9uXLl5H3zZs3T2tvb68NCQmRt3/77TcZGH6uWbNm8heeEj4oFyfn0REnf+Ike8OGDZH33bp1S/4OiBNBgf1rXMR7NVu2bFqNRiNv8/1r3L480RP9mjZtWu2kSZOivI8tLCxkYC2IP+rieefOnYvcZ9euXfJk8NmzZ/L23LlztcmTJ4/8jBaGDBmizZkzZ+Ttpk2bamvVqhWlPcWLF9d269YtgX7apCm6k/kvnT17Vu736NGjKCfz06ZNi/E57GPDEVNQXq9evRifw/ex6b2PRX9XrFgxyn18HxtvjPQ+Ec+hxYXZXr16Rd6OiIjQOjk5acePH6/VJ05fT0C+vr7ye4oUKaLcv2rVKjg6OiJv3rz4448/EBgYGPnYqVOn5DS7NGnSRN5XrVo1+Pn54caNG5H7iCmWnxP7iPsp4YmprWJ6VdasWeWUVjGVRrhw4YKcKvl534ipqs7OzpF9w/41HqGhoVi5ciU6duwop8h9wvev6Xjw4AFevnwZ5T2bLFkyOZXt8/esmLJepEiRyH3E/kqlEmfOnIncp2zZsjA3N4/ymSym5r179y5yH35uG87fZvGeFv36OTFdXUybLFSokJwS+/mUSPax4RNTVsV01pw5c6JHjx548+ZN5GN8H5sWMaV5586dcinRl/g+Ns4Y6UIinUOLczvxf32+j/h7Lm7rO44y0+v/bsI0Gg369++PUqVKyeD7k5YtWyJTpkwyqBPr08RaN3Hi5u7uLh8XJ4if/7IJn26Lx761j/ilDAoKkusiKWGIk3WxNkX80X/x4gVGjRol15Fev35d9os4Kf/yRE/0zff6jv1reMR6tvfv38u1ip/w/WtaPr0vo3tPfv6eFSf6nzMzM5MnEp/vkyVLlq9e49NjyZMnj/G9/+k1KHGINYvi726LFi1kjoBP+vbtK9cgin49efKkvGAuPuOnTp0a2Y/sY8Ml1o83bNhQ9pGXlxeGDh2KGjVqyJNslUrF97GJWb58uVybLPr8c3wfG2+M9DKRzqHFhfKIiIho97l9+zb0iUF5AhGJCkSgdvz48Sj3d+3aNXJbXO0RyYUqVaok/4hky5YtoZpD8UT8kf8kf/78MkgXF1nWr1/PiyEmZvHixbK/xQW0T/j+JTJeYhSmadOmMrnfvHnzojw2YMCAKJ/t4uSwW7duMjmRSBZEhq158+ZRzq1EH4pzKjF6Ls6xyLQsWbJEzlQUSbo+x/exccdISR2nryeA3r17Y8eOHTh06BAyZMjwzX1FUCfcu3dPfk+bNu1XmQY/3RaPfWsfcdWfo+SJS1zRc3Fxkf0n+kVMixGjq1/2zff67tNj39qH/Zt4Hj16hP3796Nz587f3I/vX+P26T0X3fvt8/ejt7d3lMfFtGaRyTk+3tefHqfECcjFe3vfvn1RRsljem+Lfn748KG8zT42LmJ5mVgm+Pm5Fd/HpuHYsWNyhun3/j4LfB8bT4yUNpHOocXngpg9Y4h/jxmUxyNx9V38sm3evBkHDx78aqpbdC5fviy/ixFzoUSJErh27VqUPx6fTiBy584duc+BAweivI7YR9xPiUuURRKzHET/ubm5Qa1WR+kb8YdDrDn/1DfsX+OwdOlSOWVZlN34Fr5/jZv4jBZ/hD9/z4opbmKt+OfvWXGSINagfSI+38X0u08XZcQ+opyPCPw+/0wWy1zE1PVP+/BzW78BucgHIi62iXXj3yPe22Kd4aelC+xj4/L06VO5pvzzcyu+j01nFps43ypQoMB39+X72HhiJLdEOocWs6DE//X5PuLvubit9zhKr2nmTEyPHj1kaZ3Dhw9HKdsQGBgoH793754suSLS/D948EC7detWbdasWbVly5b9Kt1/1apVZckAkcI/VapU0ab7Hzx4sMxMOGfOHJZESyQDBw6U/Sv6T5Q4EmUZRDkGkUXyUzkHUeLh4MGDsp9LlCghv9i/xkNk4RR9KLJnf47vX+Pk7+8vS6eIL/Enb+rUqXL7U+ZtURJNlEIRn8dXr16VGX2jK4lWqFAh7ZkzZ7THjx/X5siRI0pJNJE1VpREa9OmjSz3IsqtiM/oL0uimZmZaSdPniw/t0UlB5ZES/g+Dg0NlWXuMmTIIP+mfv63+VO23pMnT8rM6+JxUV5p5cqV8u9u27Zt2cdG0MfisUGDBskMzeJv8/79+7WFCxeW79Pg4ODI1+D72Lg/qz+VJhSfrSLj9pf4PjbuGCkxz6HF32hRZWXZsmWyMkPXrl3lecDnWd31gUF5fB5MINovUZdPePz4sQzAU6RIIX8ZRK1b8UvzeZ1y4eHDh9oaNWrIOrci4BOBYFhYWJR9RN3kggULyjp7IrD/9H9QwhJlFdKlSyePe/r06eVtEax9Ik7ke/bsKcsjiQ+FBg0ayA8d9q/x2LNnj3zf3rlzJ8r9fP8aJ/FZGd3nsiih9Kks2vDhw2VQLT6XK1Wq9FXfv3nzRgbhtra2svRKhw4d5Ank50SN89KlS8vXEJ8NItj/0vr167UuLi7y80OUbNm5c2cC//RJw7f6WARpMf1tFs8TLly4IMvTiRNGS0tLraurq/bvv/+OEtAJ7GPD7GNxUi9O0sXJubjQJcpiibrDX55g831s3J/VgrjQKc6NxYXQL/F9bNwxUmKfQ4v65eICgNhHlEg7ffq0Vt8U4h/9jtUTERERERERJU1cU05ERERERESkJwzKiYiIiIiIiPSEQTkRERERERGRnjAoJyIiIiIiItITBuVEREREREREesKgnIiIiIiIiEhPGJQTERERERER6QmDciIiIiIiIiI9YVBOREREREREpCcMyomIiAzE69evYW5ujg8fPiAsLAw2NjZ4/PjxN58zcuRIFCxYMN7aUL58efTv3z/eXo+IiIi+jUE5ERGRgTh16hQKFCggg/GLFy8iRYoUcHZ21neziIiIKAExKCciIjIQJ0+eRKlSpeT28ePHI7d/RPv27VG/fn1MnjwZ6dKlQ8qUKdGrVy858v7J3LlzkSNHDlhaWiJNmjRo3Lhx5HOPHDmCGTNmQKFQyK+HDx8iIiICnTp1QpYsWWBlZYWcOXPKfX70/w0JCcGQIUOQMWNGWFhYIHv27Fi8eHHk49evX0eNGjVga2sr29WmTRv4+PhEPr5x40bky5dPtkG8fuXKleWsAiIiImNmpu8GEBERJWVienr+/PnldmBgIFQqFZYtW4agoCAZFDs4OKBly5YykI6tQ4cOycBYfL937x6aNWsmp7h36dIF58+fR9++fbFixQqULFkSb9++xbFjx+TzRKB99+5d5M2bF6NHj5b3pUqVChqNBhkyZMCGDRtkMCwuHnTt2lX+H02bNo3V/yu0bdtWzgaYOXOmnBHw4MGDyKD7/fv3qFixIjp37oxp06bJn18E8OL1Dx48iBcvXqBFixaYOHEiGjRoAH9/f9lurVYbr/1BRESU2BRa/jUjIiLSm/DwcDx9+hR+fn4oUqSIDJrF9HURzO7cuVNOXxcjx46OjjGuKd+yZQsuX74cOWJ9+PBheHl5yQBfEIGtUqnE2rVr4e7ujg4dOsj/087OLto15eL/nj59+jfb3bt3b7x8+VKOXsfm/xXBvhhh37dvnxzh/tLYsWNlkL1nz57I+0Qbxaj6nTt3EBAQADc3NzlynylTph86xkRERIaM09eJiIj0yMzMDJkzZ8bt27dRtGhROWougl0xfbts2bLysZgC8pjkyZMnMjAWxOi1t7e33K5SpYoMarNmzSqnh69atUqO0H/PnDlzZFAsRs7FRYKFCxd+lYTuW/+vuGggHitXrly0r3/lyhU5wi5e+9NXrly55GMi0Bcj65UqVZLT15s0aYJFixbh3bt3P3RciIiIDBGDciIiIj0SgawIQEWAfPbsWbktgk8xIiy2xeM/Sq1WR7ktpsGLKeiCGB0XSeTWrFkjg+YRI0bIgFdMH4+JGOkeNGiQXFe+d+9eGWCL0fbQ0NBY/79iHfi3iJHwOnXqyNf+/MvT01NenBABvRhl37VrF3Lnzo1Zs2bJkXcxBZ6IiMiYMSgnIiLSIw8PDxl8pk2bFitXrpTbYk23mD4utsXjCTE6L6aQi/XZV69elRcAxLptQZRkE4ndPnfixAm5/rxnz54oVKiQTNAmRq9/hBjhFgG6SCQXncKFC+PGjRtyZoB4/c+/xHT+T0G+SH43atQoXLp0SbZ18+bNcT4OREREhoBBORERkR6JqeRiRPzVq1eoV6+eXEMtgtNGjRrJgDS+10/v2LFDJloTAf+jR4/w33//yWBZjDoLIig+c+aMDNRFEjbxmMjULta6i/XeYm348OHDce7cuR/6f8XrtmvXDh07dpRr4MUIt1iDvn79evm4yNQuks6JZG7itUXQL/4/MSIvLhKINv3999+yHWLavFgbL+q6u7q6xuvxISIiSmwMyomIiPRMBKdiPbkoUSamsItM52JqeUIQ2dxFQCsynYuAdv78+XIq+6dp8mKaupgqLqaIi/XjIgDu1q0bGjZsKLOpFy9eHG/evJGj5j9q3rx5svyaeK5YLy6ysn8qaebk5CRH5EUAXrVqVTmy3r9/f9lekSzO3t4eR48eRc2aNeHi4oJhw4ZhypQpsoQaERGRMWP2dSIiIiIiIiI94Ug5ERERERERkZ4wKCciIiIiIiLSEwblRERERERERHrCoJyIiIiIiIhITxiUExEREREREekJg3IiIiIiIiIiPWFQTkRERERERKQnDMqJiIiIiIiI9IRBOREREREREZGeMCgnIiIiIiIi0hMG5URERERERETQj/8BnryvwXLLr4IAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stream = Electricity()\n", "max_instances = 20000\n", "window_size = 2500\n", "budget = max_instances * 2\n", "\n", "test_successive_halving_and_bandit(\n", " stream, max_instances=max_instances, window_size=window_size, budget=budget\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the initial test, SuccessiveHalvingClassifier delivers the best accuracy (87.2%, +1.6% over HoeffdingTree) but takes 140s, while BanditClassifier is much faster (81s) with similar accuracy to the default, trading precision for speed. \n", "\n", "The results highlight a clear accuracy–time trade-off between thorough configuration search and faster, less precise optimization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.5 Comparing AutoClass with SuccessiveHalving and BanditClassifier" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def base_models_configuration():\n", " # Create base classifiers with same parameters for SuccessiveHalving and BanditClassifier\n", " base_models = []\n", "\n", " # Add Hoeffding Trees\n", " for grace_period in [100, 200]:\n", " for confidence in [0.001, 0.01]:\n", " base_models.append(\n", " HoeffdingTree(\n", " schema=schema, grace_period=grace_period, confidence=confidence\n", " )\n", " )\n", "\n", " # Add KNN variations\n", " for k in [3, 5]:\n", " base_models.append(KNN(schema=schema, k=k))\n", "\n", " # Add Random Forest models\n", " for ensemble_size in [60, 80]:\n", " base_models.append(\n", " AdaptiveRandomForestClassifier(schema=schema, ensemble_size=ensemble_size)\n", " )\n", "\n", " # Add Hoeffding Adaptive Trees\n", " for grace_period in [100, 200]:\n", " base_models.append(\n", " HoeffdingAdaptiveTree(schema=schema, grace_period=grace_period)\n", " )\n", "\n", " # Add Leveraging Bagging models\n", " for ensemble_size in [60, 80]:\n", " base_models.append(\n", " LeveragingBagging(schema=schema, ensemble_size=ensemble_size)\n", " )\n", "\n", " # Add Streaming Random Patches\n", " for ensemble_size in [60, 80]:\n", " base_models.append(\n", " StreamingRandomPatches(schema=schema, ensemble_size=ensemble_size)\n", " )\n", "\n", " return base_models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def autoclass(stream, max_instances, window_size, budget):\n", " schema = stream.get_schema()\n", " if budget is None:\n", " budget = max_instances * 3\n", "\n", " # Initialize AutoClass with the enhanced configuration\n", " autoclass_enhanced = AutoClass(\n", " schema=schema,\n", " configuration_json=\"./enhanced_autoclass_config.json\",\n", " base_classifiers=[\n", " KNN,\n", " HoeffdingTree,\n", " HoeffdingAdaptiveTree,\n", " AdaptiveRandomForestClassifier,\n", " LeveragingBagging,\n", " StreamingRandomPatches,\n", " ],\n", " )\n", "\n", " results_autoclass_enhanced = prequential_evaluation(\n", " stream=stream,\n", " learner=autoclass_enhanced,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " return results_autoclass_enhanced\n", "\n", "\n", "def successive_halving(stream, max_instances, window_size):\n", " # Create base classifiers with same parameters for SuccessiveHalving and BanditClassifier\n", " base_models = base_models_configuration()\n", "\n", " # Create the SuccessiveHalvingClassifier\n", " with contextlib.redirect_stdout(f):\n", " shc_direct = SuccessiveHalvingClassifier(\n", " schema=schema,\n", " base_classifiers=base_models,\n", " budget=budget,\n", " eta=2.0,\n", " min_models=2,\n", " verbose=True,\n", " )\n", "\n", " results_shc = prequential_evaluation(\n", " stream=stream,\n", " learner=shc_direct,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " return shc_direct, results_shc\n", "\n", "\n", "def bandit_classifier(stream, max_instances, window_size, bandit_eps):\n", " # Create base classifiers with same parameters for SuccessiveHalving and BanditClassifier\n", " base_models = base_models_configuration()\n", "\n", " # Create the BanditClassifier\n", " bandit_clf = BanditClassifier(\n", " schema=schema,\n", " base_classifiers=base_models,\n", " metric=\"accuracy\",\n", " policy=EpsilonGreedy(epsilon=bandit_eps, burn_in=150),\n", " verbose=True,\n", " )\n", "\n", " results_bandit = prequential_evaluation(\n", " stream=stream,\n", " learner=bandit_clf,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " return bandit_clf, results_bandit" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def test_autoclass_vs_successive_halving_and_bandit(\n", " stream,\n", " results_autoclass_enhanced,\n", " shc_direct,\n", " results_shc,\n", " bandit_clf,\n", " results_bandit,\n", " max_instances=20000,\n", " window_size=2500,\n", "):\n", " \"\"\"Compare AutoClass with enhanced configuration against SuccessiveHalvingClassifier and BanditClassifier.\"\"\"\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"COMPARING AUTOCLASS WITH CONFIG, SUCCESSIVE HALVING, AND BANDIT CLASSIFIER\")\n", " print(\"=\" * 80)\n", "\n", " # Initialize default models for comparison\n", " print(\"\\nInitializing default models for comparison...\")\n", " default_ht = HoeffdingTree(schema=schema)\n", " default_knn = KNN(schema=schema)\n", " default_arf = AdaptiveRandomForestClassifier(schema=schema)\n", " default_hat = HoeffdingAdaptiveTree(schema=schema)\n", " default_lb = LeveragingBagging(schema=schema)\n", " default_srp = StreamingRandomPatches(schema=schema)\n", "\n", " # Evaluate default models\n", " print(\"\\nEvaluating default models...\")\n", " results_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=default_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_knn = prequential_evaluation(\n", " stream=stream,\n", " learner=default_knn,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_arf = prequential_evaluation(\n", " stream=stream,\n", " learner=default_arf,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_hat = prequential_evaluation(\n", " stream=stream,\n", " learner=default_hat,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_lb = prequential_evaluation(\n", " stream=stream,\n", " learner=default_lb,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_srp = prequential_evaluation(\n", " stream=stream,\n", " learner=default_srp,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " # Print results\n", " print(\"\\nEvaluation Results:\")\n", " print(\n", " f\"[Enhanced AutoClass] Accuracy = {results_autoclass_enhanced.accuracy():.3f}, \"\n", " f\"Time: {results_autoclass_enhanced.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[SuccessiveHalving] Accuracy = {results_shc.accuracy():.3f}, \"\n", " f\"Time: {results_shc.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[BanditClassifier] Accuracy = {results_bandit.accuracy():.3f}, \"\n", " f\"Time: {results_bandit.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default HoeffdingTree] Accuracy = {results_ht.accuracy():.3f}, \"\n", " f\"Time: {results_ht.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default KNN] Accuracy = {results_knn.accuracy():.3f}, \"\n", " f\"Time: {results_knn.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default AdaptiveRandomForest] Accuracy = {results_arf.accuracy():.3f}, \"\n", " f\"Time: {results_arf.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default HoeffdingAdaptiveTree] Accuracy = {results_hat.accuracy():.3f}, \"\n", " f\"Time: {results_hat.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default LeveragingBagging] Accuracy = {results_lb.accuracy():.3f}, \"\n", " f\"Time: {results_lb.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default StreamingRandomPatches] Accuracy = {results_srp.accuracy():.3f}, \"\n", " f\"Time: {results_srp.wallclock():.3f}s\"\n", " )\n", "\n", " # Plot results\n", " plot_windowed_results(\n", " results_autoclass_enhanced,\n", " results_shc,\n", " results_bandit,\n", " results_ht,\n", " results_knn,\n", " results_arf,\n", " results_hat,\n", " results_lb,\n", " results_srp,\n", " metric=\"accuracy\",\n", " )\n", "\n", " # Display final model info for SuccessiveHalving\n", " model_info_shc = shc_direct.get_model_info()\n", " print(\"\\nSuccessive Halving Final Status:\")\n", " print(\n", " f\"Active models: {model_info_shc['active_models']} / {model_info_shc['total_models']}\"\n", " )\n", " print(f\"Total rungs: {model_info_shc['current_rung']}\")\n", " print(\n", " f\"Budget used: {model_info_shc['budget_used']} / {model_info_shc['total_budget']}\"\n", " )\n", "\n", " # Display final model info for BanditClassifier\n", " model_info_bandit = bandit_clf.get_model_info()\n", " print(\"\\nBandit Classifier Final Status:\")\n", " print(f\"Total models: {model_info_bandit['total_models']}\")\n", " print(f\"Best model accuracy: {model_info_bandit['best_model_accuracy']:.4f}\")\n", "\n", " print(\"\\nTop performing models:\")\n", " print(\"SuccessiveHalving:\")\n", " for i, model_info in enumerate(model_info_shc[\"top_models\"]):\n", " print(\n", " f\" {i + 1}. {model_info['model']} - Accuracy: {model_info['accuracy']:.4f}\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test on Electricity Stream" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "stream = Electricity()\n", "max_instances = 8000\n", "window_size = 2000\n", "budget = max_instances" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "results_autoclass = autoclass(\n", " stream, window_size=window_size, max_instances=max_instances, budget=budget\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Rung 1]\t7 models removed\t7 models left\t142 instances per model\tbudget used: 1988\tbudget left: 6012\tbest accuracy: 95.0704\n", "Top models:\n", " 1. StreamingRandomPatches - Accuracy: 95.0704\n", " 2. StreamingRandomPatches - Accuracy: 95.0704\n", " 3. Leveraging OnlineBagging - Accuracy: 93.6620\n", "[Rung 2]\t3 models removed\t4 models left\t286 instances per model\tbudget used: 3990\tbudget left: 4010\tbest accuracy: 88.3178\n", "Top models:\n", " 1. StreamingRandomPatches - Accuracy: 88.3178\n", " 2. StreamingRandomPatches - Accuracy: 88.3178\n", " 3. Leveraging OnlineBagging - Accuracy: 87.3832\n", "[Rung 3]\t2 models removed\t2 models left\t501 instances per model\tbudget used: 5994\tbudget left: 2006\tbest accuracy: 90.9580\n", "Top models:\n", " 1. StreamingRandomPatches - Accuracy: 90.9580\n", " 2. StreamingRandomPatches - Accuracy: 90.6351\n" ] } ], "source": [ "shc_direct, results_shc = successive_halving(stream, max_instances, window_size)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 14 provided base classifiers\n", "\n", "Chosen model: Leveraging OnlineBagging\n", "Current accuracy: 73.5537\n" ] } ], "source": [ "bandit_clf, results_bandit = bandit_classifier(\n", " stream, max_instances, window_size, bandit_eps=0.3\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "COMPARING AUTOCLASS WITH CONFIG, SUCCESSIVE HALVING, AND BANDIT CLASSIFIER\n", "================================================================================\n", "\n", "Initializing default models for comparison...\n", "\n", "Evaluating default models...\n", "\n", "Evaluation Results:\n", "[Enhanced AutoClass] Accuracy = 91.612, Time: 134.935s\n", "[SuccessiveHalving] Accuracy = 91.300, Time: 86.350s\n", "[BanditClassifier] Accuracy = 82.088, Time: 36.171s\n", "[Default HoeffdingTree] Accuracy = 86.462, Time: 0.036s\n", "[Default KNN] Accuracy = 84.775, Time: 0.624s\n", "[Default AdaptiveRandomForest] Accuracy = 90.112, Time: 16.618s\n", "[Default HoeffdingAdaptiveTree] Accuracy = 87.525, Time: 0.065s\n", "[Default LeveragingBagging] Accuracy = 90.188, Time: 6.593s\n", "[Default StreamingRandomPatches] Accuracy = 91.325, Time: 19.369s\n", "\n", "Successive Halving Final Status:\n", "Active models: 2 / 14\n", "Total rungs: 3\n", "Budget used: 5994 / 8000\n", "\n", "Bandit Classifier Final Status:\n", "Total models: 14\n", "Best model accuracy: 82.7110\n", "\n", "Top performing models:\n", "SuccessiveHalving:\n", " 1. StreamingRandomPatches - Accuracy: 91.5125\n", " 2. StreamingRandomPatches - Accuracy: 91.4375\n" ] }, { "data": { "image/png": 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scRinwESeEDVfzypE87OwVvFoeY7jCOL85YUF9UQL0amAzQY47TY47DY47Xa5NCOz3AZ7+rZ9mOU27G4dQPtAeNjX6gtG8fSejoL3VRe7MTcl0CnaeX1eVZHcnlXikddRFEVRFEVRTg0V5RPMdO71tIo0EYIWIVo4qzl8SW5ettMUlSIwixBLLEI8vjBP+MYTYdgTnXAk2+CytcOVbIcb7XDb2+G1dcBr74DdFpNSeUZf38aC7yUU92MgWo3+SCX6IlXoi1SiJ1yFnnAFukOV6A+XIJqwpbYrIRnI0yNEHcDebZgOUN9RgNrtxqVVgOYLUq6XLVDl0mGD3ZYjVB02OGzZ66Sfw2a9nXodm/GYXLFbaBscdowoiNPvI2u7Mq9pbJfd8nrGsrEUu9/4yy7899MHMDfZjJscT6HB1oGmZA1+E78UR1CH16+ox0WLqnCkO4Aj3UEc6RqS6z2BKDoHIxKbjvTmPa/HaU8L9qxIZdq9LjVoVBRFURRFGQ0qyic4Q05BTgGX2+v5z/duFVFXXezNF6JmdjWVEc0Xvvn9pSNnO0cSysML4uzy30zWd3JmRItTsTBrqQ0JlLgHUeXtQZWvG5W89Hajymdc8naxOwCvg3EENd4jBZ89mnCgO0SBXoGuYGXqsgJdoUp0pZbHEq5hhehwmVBTUBYSeA4b0Nfbg1nVVXA6HYYgNIVfjsizCtHC4tEQoKMWmYW2Ny08M9uZfo4C25ArhDXrOj7ctG4uup75Gb7m+imScvovKZd/5/gTPhv7ID565RcK9pT3h6I40hXA0e4ADotgT13vCuBYbxDhWAL72gclCsFM+rwqfybTnhLrvF1T7FGfB0VRFEVRlBQqyic4S04DsvnIz2AdStbhc78v3CM91bEK0XzhaQrKlHAzlxcUeCOJx4zIzBWSw5X9FhKZrCMOIQQH2uBMtsOebIUt3g5bvBVJM2IdcNnjmO3vlBgOp6sanpQBnc87Bz5e+jK97U5n2QkJlWg0ioceegjXXrtu3GfbK1OXBbZWfMP1PyLGjZN/xDhp9k3XT2Gz/R2AfF+HUq8Ly+aUSeTCk3A0kKNANzLsDCPDzmUDoZiUzDNePtST93ify5EW6KZYN7PsDRU+eJyaZVcURVEUZeYw4aJ8YGAAt99+O+677z60t7dj9erV+N73vodzzz1XRMdtt90mwuPAgQMoKyvDFVdcga9//euor6/HVKepJ4gbbE8UzGB9JvZBPOq+Agtrio5fsjuCyDxuJtRSRpu5bR8263pCJbsFhbJtimbICpvRkUSC5e9tBfraM/3tiUQQsWinxNDg1oLP47D74fXMNszo3LPhddemLhmz4HZVws5ydQorKqpoBP5wB9BzCKCI4TIpT+BlwnI9dRsj3T/ada3XcQLrms+LE1g3d7tO13tLbeMJvTfL9RN6bxj/z2GgRSpCcpH/howNvwCu+rcT+t/gdBil64xCXg/sUzcFujXDzustfUEEo3HsbhuQKLRddaXerAx75noRKvyuKfoboiiKoiiKMklF+Qc+8AFs374dd955pwjtu+66S4T3jh07UFxcjI0bN4poX7lyJXp6evDxj38c119/PdavX4+pznJvB97v/CkctgIZLOdP8GJtEK9adubYHaCL81euCBiN+DC2a/yFyukSbBhTcWdHEr5kAj7r4yxwacxpQ9BrR9jjQNBjR9hrXIa8doQ8DkTddsQTAQwFD0oUwpZMwhNOwMsIxeXy7FAc/XfzNpfH4cjXXooyPPyu/u2HwJHngbpVQP0q47JmCeA4ueoLCuZyv1tiRUN53v2RWELK3yW7nupfNwU8xftQJI7mvpDEiwe78x5f7HEaGfZUZj19vdKPORU+uHjWUFEURVEUZQoxoaI8GAzi3nvvxR//+Ee8+tWvlmVf/OIX8ac//Qk/+tGP8JWvfAWPPvpo1mN++MMf4rzzzsORI0fQ2NiIqQxL1pkZzwhyAyaBuPRVLXcALRO2ecoYwb+lK5aEazAOMAoQtwNhjx1BjwNhb+qSt1NCPuSxI2m3IeR1SKCssGByRZPwRiDhiQA+ubTBF7HBG7XBFbfDBnsmTWrj9dRWyhfPXvh6el3zOk5gXfN+nMC65nXbCaxrXscJrGu93zaJPwfL4070vW3+JbDjD3kni9Ik40DTy0aYOL3A7HOyhfqss05aqFtxO+1YUF0kAdRkb0oyie6hiPSwU6Czp93az86S+cFwDDtb+iUKtcbUl/vyM+yVhmN8mV/bPBRFURRFmXxMqCiPxWKIx+Pwer1Zy30+H5599tmCj+nr6zMyMeX5GRgSDoclTPr7jQM3lsIzJhOloWMpAZGPyPSyuUg2vipzEJ4+0DaEQPK4B+gocL/l+gmLshGES5bQS23fsILDvD4acXIiYmSUAi51O/P5jUYgHWfdQgLtBEWZy2aHq9BnlJrZHol0Iiwl8s0Ih1sQCB7FsWPbUFoaFef4eHwAUZcNURcwkOfbZWTxOY/d46kzets99cZ19rTLMnNmu3tsv+jKxFLaACdFeerbn/UbY7Mjdss9sAW7YWvZAlsrYyts4QHg2AYjzPUdHiRnnY1k3Uoka1fKJWqWAo6x/b6UeuxYXlcskUs4GkdTb8gQ6T1BQ7h3B3G0x7gdiiakLYjx/P6u/Of2Oo1e9gpDuM+t9KWv15Z6pCxfycbcb062/acyedHvjKLfGUV/Z3DC+05bkqmJCeTCCy+E2+3Gr371K8yePRt33303br31VixatAi7d+/OWjcUCuGiiy7C0qVL8ctf/rLg8zHT/qUvfSlvOZ/f78/vf5xIzmr+DRa1PQR7gX7PBOzYN/ta7Ky/aUK2TZmKBGG398Bm60lf2uy83gubrRs22wBs0ioxPMmkDclkCZLJSiQS5UgmKpBMViBhuQR8p+0dKWPD3K5nsPrI/1gqcwwPi02NH8DRqkuyV04mUBRuR3nwEMoCh1DOCB6CKx7Ie964zYkBbwN6/QvQ658vwdsJ++nPSHNP1h8FukJAZ9iGrpDNcp33jdyHbrclUekGqr1JVHmBKk8S1bz0JlHtAbwT3uylKIqiKMpUIhAI4O1vf7sklUtLSye3KN+/fz/e97734emnn4bD4cCaNWuwePFibNiwATt37sw603DDDTegqakJTz755LBvrFCmfO7cuejs7Dzuh3Ha6d4P549fJQfBBTNYH3oBqMwe4aUo1v8TbO+48sorR+W+nkhExJBOsu3hZoRTGXe5LtGCRCLzf2c4HI5iI8vuNbLrRpbdcJXnpdtdA5tZEaBMHroPABvvQNvu9Zi9ZB2w5t2j/33hbqL3UCabbl6G+vJXpSCfdVY6my6Xs84GnB5MJIFITDLoRzmL3cyypy6ZZY/Sc2MEaDDHzHpjhZlhZ2m8kWWfXeKZtiP9TvR3RlH0O6Po74wy3kSnyL6JOrS6unpUonzCz/2fccYZeOqppzA0NCQbXldXh5tvvhkLFy7M+uBvuukmHD58GH/9619HfFMej0ciF/7BJt0fbfZS4PofAvf/vWSwkhTnNvb8JmW5a/aSid5CZQow+u82S9f5/6qwEOP5uWi0K+0Yn+ciH25GNNqDeHwQQ4E9EoWw2fg6talRb8a4t/RlSrw7HNktK8ppYPYSRK/4IjZEHsK1V1x74r+HsxYbsfLGjFCn83/LZqBlC9DMy82wBXsAlsC3bgU232msmxLqYMm79KivNnrWXafve1DmcqGsyIdzGvLvSySSaBsIFXSL5/WuoQh6AlGJrU35vexuhx0NKYFuDbrFU8D73RO+qz1lJuU+VJnU6HdG0e+MMtN/Z1wnsG2T5kihqKhIgg7rDz/8ML75zW9mCfK9e/fiiSeeQFVVFaYVq98BNF6AxIZfoGXHi6g7+3w41t4KVA0/gktRxgN6Nbjd1RKlpSsKrhOLDRnZ9SzBnrot2fZWJJNRhEJHJYbD5apMiXVTsFsEvKceLleFjr2a7NDzoHKBEee82ZJRP2II9ZRIl8tgtwh1iU2mUHcCNWcB9StThnKmUD/97RHMcteV+SQuWJi/jxkIRY0Me848dgp2Zt8j8QQOdAxJFKK62JOex251juftWSUe/a4riqIoygxnwkU5BTgzdEuWLMG+ffvw6U9/WnrG3/ve94ogf+tb3ypj0R544AExhWttbZXHVVZWSi/6tKDqDCReczs2BB/Cta+5Fo5JfMZHmdk4nUVwOhehqGjRsDPbI5H2/Ex7yqCO1+PxAKLRbomBgW0Fn8du942QaTcN6Sb850spJNQr5hlx9hszQr3vaLZI52WgC2jbZsSmu1KPd2Qy6qbz++xlgHti/UBKvC6cXc/Ir9KKxRPiCm+YzmW7xVO4c2Z752BYYsPhnrzHe112KYXPnsduXDZU+OF1OU7Tu1QURVEUZaKY8KNa1th/7nOfk15xCm32jX/1q1+VdP+hQ4dw//33y3qrVq3Kehyz5pdddtkEbbWiKIWgUDbFNLAu736egIvF+iyi3RTuRnk8b9NlPpEIIhDYL1EYuwjzfNFel87A8wSCMkmEenmjEWdfb3FlO5Yv1Ic6gLbtRnCUmzzeYcxNt45nq10+4ULdhI7tFNOMCwvc3xeIpmexWzPtjGMpx/i97YMShagt9WYy7CmxbmbZq4rcmmVXFEVRlGnAhItylqYzCjF//nw5iFcUZfqUyLtc5RIlJWcXXCcep1mjmVm39rebGXeWyNO0rkWiry8ztsuK01k2bHk8L93uKjWkm0ihXtZgxFmvtwj15vzS96F2oH2HEVt+lXq8HahekhLpKzNC3ZM/Rm2i4Wz05f4yLG8oy7svGk+guTeYVQ5v9rIzOJO9tT8k8dKh7rzHF7kd6ex67mx2Ztk5E15RFEVRlMnPhItyRVEUKw6HB37/AolC0BCR2fTC5fHG7VisXzLyg4OMHQWfh/PYOac9k23PGNEZUQe7fWIdw2eeUJ9jxNLrMsv7W/KF+mAr0LHTiC13m08AVC/OZNN5WbtiUgp1E5fDLmZwjEvOzL6PJ6RpLJfOsHdlMuxHugJo6Q9hKBLHrtYBiUIfZ32ZT4zm5lUWpbPrZpT7XZplVxRFUZRJgopyRVGmFJxQ4PHMkigrW11wnVhsID/TniqP5+1wuF1GxAWDhyWGg+PdsrPtmUw7bzudpSpsxpvSOiOWXJNZNtCaX/o+0AJ07jZi6z0WoX6mIdJN53cKde8kG485TFVJZZFbYtXc8rz7w7G4lL8fLuAWz+vBaBzHeoMSLxzIz7KXeJ0ZkZ4S7CLeK/2oK/fKCQNFURRFUU4PKsoVRZl2OJ0lKC5eIlGIRCIqM9uz+9op3DPO8olECJFIh0R//+bhZ7Z7zT72eng92eXy7Hu3sSdaGVtKaoElVxthMtBmjGazCnX2rXfuMWLbb1Ir2ozpFtYe9ToK9fzy8smMx+nAwppiiVyYZe8cjGR62Lso3ofSZnRt/WEMhGJ4pblfIheH3YY55caItznlXgTbbbBtb8XCWaUi4Eu9akaqKIqiKGOJinJFUWYcdrsLPl+DxPAz27uHzbQzeL/MbB/aK1EIm82ZPbPdkmU3Lx2O0zMCrKurCxs2bMDBgwfFKHPt2rXTa8RkyWyg5Cpg8VWZZYMd+aXv/U1A1z4jtv8us27lGdk96rz05WeopwLMsteUeCTWzqvIuz8YiaOpJ+UWb82wp0R7JJZIl8obOHD/ka3px7P0vXGYXnaOlaOoVxRFURRl9KgoVxRFKTizvUqitHR5wc8nHg+OKNqNme0xhEJNEiPPbE9l29OifU56Ge/n9pwKmzZtwiOP3IXZtfswu3YQzS1PYNP/LMJVV70Tq1cXbgGYFhTXAGdeaYTJUGeOUN8C9B0Buvcbsf3ezLoVC7J71EWo54vcqYbP7cCZs0skckkkkmgfCKdF+cGOAbywfR8Svgoc7QlKBr43EEVvoA9bm/ryHu9y2MRkLj2PPcc5vsijhx2KoiiKkovuHRVFUU4CZriLis6QKEQyGZfe9UJj38zbzLRnZra/UvB57HavJcueP7udmXhm/kfKkL/w4rexdt3zQNIG2JJy2dCwHS+80I7Gxu9Or4z58SiqBhZdYYTJUJch0K1ivfcI0HPQiFfuy6xbMT9bpPO6vxLTBbvdhtoyr8R5CyoRjUbxUHgPrr32fBlVOhSO4WhPxi3e6hzP5dF4Egc7hyQKUV3szsxjTwl2I9tehFklHnl9RVEURZlpqChXFEUZB9hLbmS76wreb8xsH8gZ92YR8KFmRCI0pAshEDggMcwrZWa2e9jHXg+brQrhSDECQx7s2PEKzjzzeXHjFkEuD0nKBLIzFz+P5567D9dd9144HDO4972oClj0WiNMAt0pob4lI9R7DmVixx8y63IGu7VHvX71tBLqVpjpXlpbKpFLPJGU8W10h8/MYw+mnePpJs9MO2PTkd68x3OE29wKnwj0dIY9ZUQ3t8IvGX5FURRFmY6oKFcURZmwme2lEiUlZxVcJ5EIy1z2tFhPCfdg8BiCgSaEI62cdi2l8ow+bMx7joa5xgjw/Nfncht6e+/Dv/97M2bNmo26urp0zJ49WzKjMxaK6jMuN8Ik2JMt0nnJTDqz6oyd92fWLWsE6ldaxPpqQ/xPY0yDOMarzsh/r/2hqAh2a/+66RZPl3j2su/vGJIoBDPpVrd4az97TbFHJyEoiqIoUxYV5YqiKJOQWCyGnp5+dHeH0NNjR3e3H93dlejuBnp7i5BILGK+HS5XCB7vELyeIXgY3kF4vUPw+0PweAZht4eMLHkBbLYk5jTsQm3dPoRCRQiHirFrdxE2bylGOFwMn7cBlZVnYvbsRaivr0dtLU3rvJixsJ984WVGmAR7U67vFud39qazT52x80+ZdUsbcnrUVxl97zMEurYvm1MmkUssnkBLXyhtPJd2jk+JdrrFs9edsf5wT97jfS5HXv+6KeAbKnziVq8oiqIokxUV5YqiKBNEOBxGT08Puru702He7uvLN9GywnLziooKVFZWpsO8XV5eni5H37r1drR33C0CPBdm0CnYHY4Yior6JAoxOOTAtm3FeHl9EZCsgsc7B6WlC1BTvRT1c1agvGzuzM1S0qF94aVGmIT6gJat2T3qdHun8ztj1wOZdUvn5JS+U6jPmpC3MpE4HXYR1IxC9AaMEW+589h5vaUvKHPZd7cNSOTCr2ZtqTfLMd6abecs+Bn7/VUURVEmBSrKFUVRxpFAIJAnvE3xPTg4OOJj3W53nvA2o6SkBHa7/bivv2jR+0SUmwLcxChpt+G88x6Cw+5CMNiUKpNvQjB0DEODhxEINiGR6ILDEYe/qE8CaAawDfE40NpmRCLhQCJRAadzNvz+RlRULEJ52Rkycs7rbYDbXT2zRA9nni+4xAiTUD/QujUl0lNZ9c69xix1xu4HM+uW1OULdc5mn8GU+90SKxryx9Sx7J3l7+kMe6qH3TSgG4rEJQvPePFgd97jiz3O7P51i3N8fblPet0VRVEUZTxRUa4oinIK0LCN4tqa5bZGKBQa8fE+ny8v021GUVHRKYvZcJ8bR5+qw9xXN0sPOUveTY4+XYe15xSjpLYefv+CEfraW0Sw9/UfQFfnbgwMHkI43AKgE04nS+TjsNs75XYg8AoCAeDYMeuzuODx1Ilgl/nwXor1OfD65sh1t7sGNts0Fz7eUmD+xUaYhAeA1m3ZPeqde4CBFiP2/DmzbnFtful7aWETwZkGRfOC6iKJQv8/u4ci0sMubvFd2f3sFOqD4Rh2tvRL5EIzeArz3Az7vErDjK7MP4N9FxRFUZQxQ0W5oijKcUgkEujv7y9YZs7g2KiRKC4uLlhmzqAoHwsS8Tj6O9rR3dKEnuZm9LQck2jdtweRUBkGW3yoWtoLd0kUkQEXunaVI9Lvxv3f+ncse82VqJm3ADXzF8BXnD272m73wO+fL1FZeREWzM9+3WBwAMeObUNb2w709OxDIHAU8Xi79Lazp93jCcJmoxndEYme/HZg2GxucY/3mTPas4R7AzzuWdNTtHtKgHkXGmESHjSEutX5vXM3MNgK7PmLESbFszNj2dJCvT67JGKGw5NaVcUeiTWN+TPmQ9E4mnqYZR9KucanrqeEeyiakPsZz+/vynt8qdeZ7RZvKYuvK/NKWb6iKIqiHA8V5YqiKBznFI+jt7e3YJk5g/ePRFlZWcEycwpwlqGPBcz6Bfp60dN8zBDfLSnx3XwMvW2tSMRjwz6WArzlpfxe5c6jh/DkHT9N3y6uqsYsCnRLlNfWwW4vbJTl85Vg0aILJUx4kqK9vR0tLS1oaWlCZ+de9A8chNvVb5jS0YyOgt1Lc7oAtw7B4CGJQthsrtR4uWyxzksKeY6E4wi6aYGnGJj3KiNMIkNA6/bsHvWOXcBgG7D3ESNMimryS9/Zt65CvSBelwOLZhVLFPr/1jEQTgv0rNns3QG5rz8Uw7ZjfRK5OOlGX2HJslvc4nm9xKtZdkVRFMVARbmiKDOGSCSSFtm54pvGajwIHw72b5sZ7twycxqrOZ1j93MaDgTQ29qM7pTgNrPejEgwOOzjnC43yuvqUVFXj8r6BlTUzcHhbZux67mnkEwkCmYR6xafBX9pGTqOHERfWysGuzolDmx8OfO8Hg+q584TgT5r3sKUWJ8Pt6+wKRdHqc2ZM0cCWCfLeFKjs7MzJdSNaG1tRTQagtsdEKFuuMgPwusbQklJRFzk7fZeJJNRBINHJAok2mGzOWVGO8vhRbCLeE9d+lgePwt2+xTe3bmLgMbzjTCJBIC27dk96u07gaEOYN+jRpj4q42MulWol81VoX4c+P9jVqlXYt38/LnzgUgMR7vze9mlNL7HGPFGIc8oBA3mTIFu9rCb2XYa09lZO68oiqLMCKbwUYqiKEo+7OEersx8YCDfmdkKhfVwZebMhI/GWG20xGNRyW6ns90WAT7UW0h6GrCMu3TWLBHcIr7rDPFdUV+Pkspq2HK2sX7xUux69slhn+/qj3wCFbX16ZMBFOcdhzPReeQwYuGwlMEzrJTNrkVNYyqjPp+CfQFKa5i1zhcTdIPn7HPGqlWr0m0B/PtYhTojmHXiISHZdAr26iqgsjKJouKQZN2T6EIk0opkMoZg6IhE4c/MCY+H49yMHnajPD4j4HnflBPtbj8w9zwjTKJBoO0VoHlTKqu+BejYCQQ6gf2PG2Hir8ovfS9vVKF+AvjdTiypLZHIJZFIom0gVNAtnte7hiLS687YcrQ3/8/rsKOhMjvLbu1p52sriqIo0wf9VVcUZUohJdyBQMEyc17yvpHweDzDlpnT0XwsXcKZnR7o7kqJ7mzx3dfehmQyP3tt4i8rTwlvQ3xX1M8RAU4h7HSNvuyVj7/qQx/HIz/+nggufn7yHpNJWW4KcuLx+9Gw9BwJk0Qijt7Wliyh3n74oGTTmVln7Hv5b+n1mT1nFt3Ipi8UoV7VOA8utydv23iSo6qqSmLZsmXGZ5ZMSv9+rlDv7xtAfx9w4ED2c5SVlWDOnCLMmuVAaVkUfl8QiWRH2kmeJnXMtBvXm9CLF/O2g6XvhmjPFuumEZ0h2qdAqbHLBzSsM8IkGjKEesumTFa9fQcQ6AL2/9UI6xz2XKFezGoH5URhlruuzCdxwcKqvPsHQlFLlt3MsAcl287+9Ug8gQMdQxKFqC72oLHSJ/3sVud4CvZZJZ6ZNe1AUZQZxcHOIfz6xcN4eY8dO5x7ccv58woafU41VJQrijLpYAaVWe3hRolxvvdI0LW8UJm5aaw21gesIbqvNzfli+/WZskyD4fL6zMEd0p8V5rX6+fA4x+7Hcyyy67AnKVnY8tjf8HurVuwZMVKrLzi6ixBPhzsJWcpPGPJqzIjvoID/eg4fAgdhw+khXp30xFEggEc27VDwprd5/tM96nPNy6LK6ry/ha8zaoExtKlS9PL6XDPcnerUOd3oa9vQGJH5uVQVFSFurplqKurw+zZNaiupvv7EMLhYwhSnKfGv3H0WyhEV/pISsQfQ2/hT0H61o0s+5zs3nYJ9tyPjW/AmOPyAg1rjTCJhVNC3dKj3rYDCPYAB540IoXTW44LnfWw//VlYM4aQ6xXLNCM+inCfvKz6xmleffFE0mZvW4Yz2W7xTPb3heMonMwLLHxSP431uuyY25F/jx2lsU3VPilj15RFGUq8pv1R/HtPz+Gi+tfxLr6LnS1VuFtPzof/3jNFbhx3VxMZWzJkZoopwHMuPDgjv2ipaX5O7/JAo2RHnroIVx77bXSj6ko0/07wx5j/r8sNEqMt2Ox4U3LCP8/DzdKjNnwsSYaCaOvtUVEtyHAM+KbAnU47A4HymbVitA2hHcq8103B0UVlac1ozXe35l4LCafjTWrzqA5XSG8JaWYZcmq87KqYS4cTteoWxVyhTr71gvt1vidoEg3o7a2FtXVnJ9Or4GOlFjPzGnPZNqPIZGIHGdLbCLaM2Kd/e1W4U7RPvbfyTGFQp0ZdFOkM6NO4R6PFJ7DbmbUpVd9tSHUx7C9QxmevkAUR3sy5fBWt/jm3pCI+pFgv3quW7x5varIfUq/SekM1o79OPfsM6ZNBksZX6b68cx0hC04iWQS8WSShXXyu8LbtKcxlxvrwHI9dTvBx5jrpNZP359ZJ/f5krJezuOTmW1p7Qvh+W2/wK3n3E0By12vTHlN2mz4xStvx1fe/hnMn2S/NyeiQ1WUTxL0B0mZjt8ZbmOuo7kpwLmcGfHh4IEhDdQKlZkzxuM9s1R7oLMj5W5O0Z0R3/2dHVLyPRzFlVWZPu+UyRqvs8faMYYmcFPxO8Me+fZDRkbdDIr3QuZzdocTVXMaLO7vCyWzTjO60Zr5ZZzfjeDtQu75/AzY424V6rNmzcoy7WOLQSTSmcqsW4U7BXuzXOcs99GJ9vosEzqzt93jqYfDMQlFeyyCaMs2bH/kLqyoScDRujUl1Au8X09pSqinRDoFe+VCFeqnmWg8gebeYL5bfErAcyb7SPjdjmHd4pll50z4kTJYn713K2ywIZFMwG6zI4kkvnHDiimfwVLGF/5uP/jQn3HV666W/WWeuEuJvyxxV0DMmfeLiExfz3581joWoWg+Pu+2RXiaz2V9jax1CojJQq9tFZpW0Wt9jex1jNYu63sv9NpW0Wt9/mxhfLzPwVhnMjLL345/v+gr+cNE+LnBhu3Rn+ITV1+OqSrKJ8eRoqIoUxaWkg9XZs4foZGg+ddwZeb8EeP9Yw13bMH+PsPZ3Cw3T2W+6XjObO9wsKTczHib2W4KcI4Mc3vHZt74dKSovAILVq2VMIlFIuhqOoL2VPm7GeGhIXQcOSSBZ57IPEdFZVqoGyPbFsrfgJUIVjh+rqGhQSL9WrHYMM7vUTQ1NUlY+9wpzK1ZdQr3srJZKCtbXfD7FIl2pUris7PswZSATyRCCIdbJfr6Nhb8jOgQ70uPejOy7Uam3bjucHhx2nG6gdoVOFJ9GZZdcy0cPJETjxou79bSd45rC/cDh54xwirUa1ek+tNTmfWqRSrUxxGXwy595oxLzsz/rvYEogXd4lkq39IfQiASx67WAYlceCBcX+bDXPayVxZJabzZz87npiA3Dub5j03EAPnMvVtx7vzKSZXBKihYeGBfSOxYsoCjETVpgWR9/KiEW4FMY97rZYRibhYxP6NZYJ1EStzlLS+QwbSIv8LCeOTXLvTZZQtZq6jmX8UJvPDYRH81lBOAAyIcdpskURw2m9ymn4adt+WS61hu243bXJe/J8Y6RrgcERQ7B+FzDqLYNQi/XO+Hz8HLAXgdA6hy7IIt9fuSBZ8vmUR56NcAJpcoPxFUlCuKclxMY7VC4ntoqLARkVUkDVdmTmO1sXQ0txIJBbP7uy3XKfyGg2fpy2szvd1W8e0rKVUDpTHC6XZj9sJFEiY88Bvo6kD7IQr0jFinS/1QT7fEoc0bMs/hcqMqNarNFOvV8+bDW5Q9c5qZb2bBGatXG8KaVRpdXV155e9mSTxj06ZNsi4POGhGl1v+bvoTeNzVEmVlhqu8Fb6nKEV7qDndz24I91Rfe5CiPYhIpF2ir994zVzc7pp0D3u2g7xRIn/aRLvDBdStMGLNu41lFOodu3OE+jZDqB9+1oj0Gym2CPWUoZwIde1zHm/4XeUYNsaqueV594djcRzrCUoPu2TYOc7N0ssejMZxrDco8cKB7lG/LgXXB+5YLy71uVnAQuJwuAxknhDOFXcFs6n5Wc7JmgVURoYizhR0w4q7lBA0lhtC0BCNxrKsddJiMiUc7dnPPZywNF8v8xoY9rVNkZr32unr+duSvj7Ca+dtnymE84Sx8f/eMczjzdcebtvkvditn1325z5cq0syGUc02odotBuRaI9cRiPdiEZ7EJHrxjK5Lvf3IB4PjPabMOw9820Wc5kpiIpyRVHkYIVGWsONEqNQGQmKk0Jl5ryk6dp49U0zq93f0YburFnehvge7O4a/oE2G0qrayzu5imTtfo5KKmuEXMz5fTD70lp9SyJRevOzzrB0snsucX9vfPwIUTDIbQd2CthpbRmlkWoG73qZbNmZ42L48mgmpoaieXLl6f/H7CtIleo8/8GM+2Mbdu2pZ+D7RW5Qp0nmnLfk9tdLVFaumIY0d5jybIbYp1l8kaJ/DHE40PS987o799c8LNzuapkJntatGf1tlO0F54pP2ZCvXaZEavfaSyLx4DO3RmR3pwS6pFB4MjzRqQ3vigl9E3X95VA9WIV6qcZj9OBhTXFEoW+p52DkUwPe1e2c3xb//AtHNTA+9oHJaZyFvD4osYqGgtkCXPEU1rcFRCHw2UgCwnL3G0xhWIhcTickC0k5jLPO3pxlysmzXWsj8/6rFLPlYjH8dfHHsPrrroSHo+74GenEwUmBjmZFQ/Ifioc6raI6pTATgluQ3ynBHiUPjInfvbLlrTBlXDAHU3CFYnDFY7AFY0bt6MJdJe70FnlHtZodBbPIExhVJQrygyBmUH2tgw3SoylvCNBsVGozJzLKMrHc4fADCmFdq747mtvlZ35cDCzncl4Z0zWymrrCo7oUiYnbA2oX3yWhAn70XvbWw2hfuiACHVepydAf0e7xP71L2Y53dc0mqZyqWicD5c3k2HmQZ/pWXDWWZnX4iQAs+TdFOoU72bs3LkzvW5xcXGeUKd4H+6A0hDtlRLDifZYrNcQ7Fn97MfSmfZ4fFCy8Yz+/i0FX8flqswYzxVwkHc6x7i02OEEZp9jxOp3WIT6HsNELi3UtwLRIeDI34xIb7AfqF2ePZ6NQp3Pq5x2+D2tKfFIrJ1XkXf/Vx/cgZ89e7BgFppf/QsXVuHKs2dnCbfRZDnzxShOIINpWaeQ8CwgDq2iVzl98PijyAWU+lxwufT/+HiSSMQQjfUiGulKCeueVBbbmtU2RbexzvF9UwrjTDjhitvhjlFkx+AKhuGOxuBKiWx3NGG5noQjzs7wAnjLgaIaVLUPorMqYpTfWPepqVaZ+X7LONApiH7zFWUawd5ZioRCZeZcXsjsKncUVaEyc95mGfp4Eg4MicGaiG9LnzdvMyM6HE63J3usWEqAl9fVw1ecnbVUpg/MenOkG2Px+RdljafrOJLt/t559DCioSCa9+yUyDyJDRW1dahptI5qW4iSKrqy27JOSDEWL16cXhYMBvOEOjPpzKrv3btXwsTr9WYJdQb/X42mdYPb4XLR2LACpSXGLPd80d6fEesi3DNZ9mDwaEq0Gwdd/QNbC74On9+cz57pbZ8Dl3M2P1WMnVA/24hVbzOWJeJA597s0veWlFA/+qIRJk6fIdRNkc6Mes1SFeqTgLefP09EeSH4P+mrb14+qXrKFWX6ZLEHEUmVhmeVhFuz15Gu9PVYbGSvn+GwJ+1wJV2GyI4kDJEdCsIdjmYJa15KxJKwD5csp9+Iv0qEthGW6/5qoMgM3q4yqrFoRNm1H2f95kLsXFwEG9tYLLr8rD1D8N/0UUxl1H19kjAVnLSVyeNSStHd0dGB559/XjJxpsM5jdVGmnJIEVBIcPOS2Tyr6/R4EItG0dfWYpisiQDPOJwPNzbLFGAsP84qN0+J72KOFdNRTKNipv7OsJqCJ3dyHeDpCl8I9qRnZdRlVFuj9MEfz/Swra0tS6jT+b3QlAF+/vy/axXqLKUfD3PDaNQQ7VaxnultPzaqgzSnsyxVHm+WyGc7yDudY3gCjEK9a5+RUbeOaGPpe96GeYHZy7J71EWoz5zv92Tht+uPiqkbTyTxO8+MM/dG6r6uHI+Zum/KheM3M9lrM5Odn7mW6ykhnkyOXOU4HK6kBy7JZNsMkc1S8VAI7lCooMh2JEbo5uYJ02JTUB9HaPO66xQ8UDb9EoFHPobmWg+CHjt84QTqW8PwX/X9TFXWJEJHop3khzGR6A+SYoU93MOVmbOUdiS4QytUZs7g/4HxMlazlhUPdHVa3M0zDuf9HR0yYmokl+6Mu3nG5bx8du2oZ1crw6O/M9nwRJBZ9p4e1XbsaMGWCJ74odlflgP8/IXynT1e9Yo5os0U67zk8lwoyAs5v4/3QWosNpAqjy/kIN80StFempdlz5THN8DlOsX9L09sdO/P7lEXoV7g95Dj5djfbu1Rn3W2CvXTwKHOIdxtmVP+tvPnaYZcmZH7Jh7r8Lc1nb1Om5tZBXemXJzrMOt9MtjhgjvpNkR2DHBH43CFInAHg3AFA9kiO2aUjI/YoOFwpwR1SkSb183sda7Qdp/mKpiu/Yhv+AVadryIurPPh2PtrUDVGZiMqCg/yQ9jIpmOP0jKcfqkh4YKlpkzWBo7EiyHpfDmeueccw6qq6vTwps9rafDECU40J/T422I796WZsSikWEf5/b5skV3vdHrTcdzj38czagU/Z0ZZTUHhbkYylky66HBwifD/GXlOaPaFqCivmHE2fRsI6Hze275OzPtufD/Mv9/5/ap8zfg9O2bfo9LLz0HsVh7AQf5ZjmoPB7MpGey7JnedtOUjqL+hH+3RKgfSGXSTaG+FQj3FT7IZH+7tUedQp1j35QxRY9nlOn4nYnHQ6k2oJ6C5eJZyyLd4gVCF/ITxQY7nDavIbLjDkNkS6l4WAS2e2goJawzmWxmsUd+UodFUI8ktFPZbU/JsGZqk4XoFPjOEJ1TriiTAJbvMatdyM2cwTL0kaBreaEyc4bf70//IF122WXj9oPEXu7e1paCJmvDiRRidzglu23NeovJWv0cETHqoqpMVpwuF2bNXyhxzqWvzUwn6O7Kcn/nJf8vMNt+eOsmCRMK8qqGzKg2s1/d9DgwM+KMlStXpl+DvxHWOeq85Mk7tqowtm7N9IPzdyC3/J2/GeODF0VFS+By5fe0k1hsKGM8J0LdEOuGeG+Sg1RmjAYHd0oUwuEoLpBlT81r91G0F/jdYNVP9SIjlr81I9R7Dub0qG8BQn1A8yYjNliEOoW5tfRdhLqaQCrKdGbkkV1W47OTGdmVjcPmgRs+uERk21PO4lER2e7AEFxDAymHcSOD7YwdJ4st2AwBXTpKoU2jNG3zm/So0ZuinALMeLEKo1CZOS8LlahaYfVGoTJzCnCP5/QcGLJUl07VpuDOiO9mmRk9EiVVNQVN1jiSyj4OvbGKMhFQDNL8jbFwzblZJ61oImdk1VOmckcOIhIMov3Qfonc/y818+gAb4xpk6x6bZ2UxssM6dT/f1a/pOe2p5zfrULd+puzY8eOrN+TXKHOZeN9EozO7cXFiyUKwYPZdEl8AQf5SKRTyjYHh3ZLFMLhKLLMaDcc49Pl8lIeX2G8Tx54soyRsewG48H02aBQN0veTcEe6s1k2U3sLmDWWTlC/ZxT64FUFOW0jOzKLhW3jOzKyWSf9MguOOCyF8ENr2F6FqPITqREdsjIYg/2yW0ziz2s2VkuFM5lOaJ6OKHtq9CRkdMQFeWKchyYkTaN1HKDB8eFTJxM2L9NA7VCjuZcfrpKbrjTYkaP5mrdOX3evW0cKzb8yQOaXuX2eVN8l3OsmEcPVJWZC7//dYuWSFg9Ffo62tFxONtUrq+9TU5yMQ5sfDm9vtPjQc3cnFFt8+bD7fMbc9tLSyWWLMm8RiAQyJqjTrHOcniWyTH27NmTXpdVNblCnb9F4+0tYYUz0ouLzpQoRDweNDLrZj+79LYz624IeM5n56z2oaE9EsO9hjnezdrbbmTc6+GqWABb5UJg2VsyQr33cE6P+mYg2GOMaWPgDmNdu9MQ6unS99VGKbwKdUWZ2iO77EWGyKbpWZL92DZDZIcicAWDRiZ7sNcQ3CON7BrOYbzcNDs7jtC2OIwrMxcV5YqSck0ersycB7kj/idyOrMEt/U6/QzGw015OCLBgIjtjLu56XB+TO4b9j243DJCzJr1Nk3W/KVlp237FWWqw6w3WzcYZ553YdbIv44jh2SmemZU2xHEwmG07NstYaV8dl2eAzwrUCjUKbTPOOMMifTzh8NZ/em8ToM5CvgDBw5ImHC8odmbbgp19q2fzt8qKw6HD0VFZ0gM18tpiHYzy57qZxfx3oxwpE0yZUNDeyUKYbd7DbGentGeEvAN8+E982K4XVXGwXbvkWwjOV4PdAGt24zYdGfqCZ1ADYX6ykxWneZyLt84flKKMj1HdkXCnfAXHcPzf/vSyY/ssrnhcpTAZfPDDY/Rjx1nP3Y8I7JZKs5MdmAwNbKrc/QvQIfx8uFEdc6yU3UYV2YkKsqVGbNjoClaoTJzBvs2R4IHscOVmXN+8enMOsVjUcm6dRw5jJ6dW/F4yyEZM0bxPdQzguES55DXzEqbq1l7vWUus/YbKcq44fEXoWHpORImiQRHtTVnZdQZ7F/vbWuR2PvS81nPUd04P8tYrqpxHlxuj7S7zJs3T8Ja5WM6v5vBkW30szh8+LCE9eQind6tQp0975MBh4M97QslChGPhxEON2c5yFOsmyXy4XAbEokQAoF9EoWw2z2ZHnZeLmqAd/l74fPMgTdqh7vjCGzW0vdAJ9C2zYjNd2XMlDiOzVr6znFtbjWwVKYH4zmyi4cgmY4/G1zOUrjsFNk+i+lZ0hDZ4TBcgSG4BwfgGuiFa6hv5JFdJ+MwnrvsdDuMKzMOFeXKtEHMmAYHC5aZU4BzzNhIMPtUqMzcNFY7neZkLIEd7OkuYLB2TAQ57zfpyn0fZeXZGe+Uu3nZrNrjzllWFOX0Ybc7UDVnrsTSC1+dXh7o70Mns+oWB/iupqOSbT+26xUJE5vNLv/Hcx3giyoqpT1mzpw5ElYfjM7Ozrzydwr1Y8eOSWS2zy4ZdHpjvPzyy/I8FO2ny+9itDgcHvj9CyQKwdLWUKgl24wumDGlM0R7GIHAfolC2O1ueIvmwLusAd51t8CHEngDIXh7u+BrPQL3se2wDXUC7a8YsfmXxgNtdkOoM6NuCvXa5XqAr8yokV0Oux8uZ5lRKm6j6ZkrZXoGuMJROIMhBNtaUG0H3CwXH+iBDSN72ozeYbzQvOyp4TCuzCxUlCtTCvZvmyZHuWXmvM3M0Egwqz2co/npGjFkJTQ4mCW40wK8tVnKWkfqZeUIsWASOHvNWlQ3NIoAZwk6e8AVRZm6sGWkcdlKCWuFTPexpiz3d0awv09GuDF2P/90en1fSWle+XtVw1w4nC7JiDNWrVqV/l21Or+bweoiZtrJI488kn7uqqqqvPJ3nricrDAL7vfPlxgu+xcOt8pM9oyDvGlM14RQuFXWCQQOSuRRC9jqXPC6V8GHYnjDCXgHBuHrbIG3rwfe3l3wtO+AbcvdGaFevTh7PBuFukd/u5XxG9llCutTHtllc8g0BLezXES2Cx64xfTMlhLZEbhCZj92P1z9XXAMNQHJIyf6SqkRXaMU2uowrkxxVJQrkw5mZazGalbxzesjGasxm80+7kJl5gyWoZ9uYpEIelubM73eFpM1zvoeDrqXM7ud2+dNkzVmwfg5cSTaBZN8RqOiKKcOxbQprs+2VAcN9fbkzVSnnwR/W45s3yJhHVVIYZ4r1nkSgEKbsWzZsvRz00/j6NGjePbZZ+WEJjPqdIOnqRxj+/bt6efm726uUOdjpsL4Q2bBfb5GiUIkElER7dYsu7W3nfexRDcYbkLQfBCn38kEvPL07GFvzAVvIALfUBDe8GF4Ww/Ce+h38IUT8ISTsFGoi0hPZdXrVhjZPGXGMfqRXaab+CmM7HIUw+2qyGSyaXqWYCYbcEfZjx1LmZ4Z/djOgS7Yhg4AidGVpWdB4VygTDzurcTGPUew+qIr4SyrM4S2v1IdxpUZhYpyZUJgqWShTLfpaM4DwuGgGZEpsnPFNw8M2Rt5umFv6EBnR8rd3DBWM8V3f2e74fQ7DMUVlaiob8gT32WzZsu8Y0VRlEJQ8PL3g7Fg1dr08mgkjK6jR/J61cVsLnU99zcoW6gvREV9vfyeMgO+f/9+XJs6+ccWIauhHIO/3fzdZuzatSv9vJybbgp0U6zzd3sqCHUrdrsLPt9ciYph3KJZAm/0suc7yLPfnSIr6AwjWAr0lOZXZdkSSXjD7fCG/gzvwQfh3RmHL5SA11MHX8VyuGefB/ucNUDtCsBbelretzI28HgmkQimstejGdllxEmN7LK5ZDyg210Jl6PM6McW0zM6i6dEtvRj0/RsEK7BHtiHuoGhnUBs5Ba/grhLsjPZef3Y1oz28A7jiWgUzR0PYdX8SwBNMigzFD3iV8YNlj7mCm8zeGA3Ejz4G67MnOOBTqexWpZZ3EB/Sng3pbLdhvimIVN8hNJ5jjcyZ3hnjxerh9urbr2KoowdNH6rPeNMCevvF08cSum7JavO3y76VzAObt6QNZGhunEequbOQ+9AAMcWzkfdGYtQXFyMRYsWSZjQryNXqLNvnQaa+/btkzBhP3quUGff+kT8po8VdrtTXN0ZwPkFRXsk0p4uj892kD+GEEW7PYagzyGRDfeVf4Mt+Dw8OxLwbozDlyyG11MPX+mZ8Favgbf+EnhKz5TtUE7nyC5Ltnq8RnYxe02RzUw2Q0zPmMV2whWl6VksJbID4izuGOw2vA0CR4DISfR/02E8LbCPI7TVYVxRxhT9BVdOGimdHBoadpQYRflIsIe7UJk5L3ngN1HZlGgoJD3dRo93SnynMt/hEVzamdVmn3c6450S3zRZ85WWTbnskKIo0weZeV4zS2LRuoxw5KhETnIwRLoh1juPHEY0HELr/r0S5N4Nhgt8ac3sPFM5VvXMnz9fIv28kUie8ztvc3TboUOHJKwnYdnjbhXrdH6fiKqn8YBima7ujEIwix4Ot1vK41PifegggoHDCMU6kbQnEPI6JHoRAXAIiB0CWh8FWr8BWxLwJDzwOqvh88+Ht+JseIsXwcuTBd4GeDy1kvFXjjeyy+IgbhnZReMz8/pJj+yyu+FyVcr4PRHYrnK4YIpsOosn4A7HZCY2RTYdxe1DXQBFNkf9hU/idU2Hcb8lYz2S0FaHcUWZMKbHHk8ZN9i/zR7C4UaJ8cBrJCiuC5WZc9lEGgPFYzH0d7RlCW7TZI3jiIaFB7bVNekst7XPu6S6RtyUFUVRpgqs4pmz5CwJE053YAadAr31wH688vKLsIcDGOzqlN9Nxv71L1iew4fqxmyhXj13HhoaGiRM6INRyPmdBp1NTU0SJsycU5hbhTpjInxBxhsaZ3m9dRLlWFfQJTscaTfEet9uhDo3INi/RzLswWQ/Qq4EknYbQo4wQslj6B06Bgw9l/sq8LhnSd+8Nz2rnSPgUvPavXUiGk8VGuE1Nd0Dj3c9Dh7ciYaGm4d1xT99I7vMTPapjezKxpYS1hWZcnFnKpOdcKacxRPiLO4KhuAODMIe6IFNRHYLMLQNCJ5EibrVYTxLaBdyGK8GPKXqMK4oUwQV5YqMyDEdzQuNEuP9I2Eaq+WKb96eyNE5kslPjRXLMllr5lixViRGeF90LraWmJtZ7/LaOikNVRRFma7Y7Pb079+Cteejp6hcespj4RA6U2XvpgN8V9MRRIJBNO/eIZF5EhsqauvzTOXMWeirV69On/ilaVxu+btZEs/YtGlT+mlZ6m4KdVOs+3zTuwWIY++8nloJlK8D5r0j6/7kUCciTU8j1PoCgj3bjAw7+hHyMLNul+x6wg6EI20S6Hu50KvA45mdEesi3I0se0a0j7zva27+HXbu+pw8l9OZwNGmrTja9DOcddbXUF/31rEd2ZUyPhuzkV0Of0pgM5NtXIrYtvnhosiOwchkhyIisl2BAdi6WCbOLPYRYGgDEOjiGa2TcBivzO67Hkloq8O4okxbVJTPEJiJMDPcuWXmdDofyViNGYvy8vKCZea8nOgSQ5oXmb3duSZr0dDwJfROtwcVtXUpkzVL5rt+DnzF6nirKIpihb+Lc89ZIWGtOuLvba4DfKCvN/1bvOeFZ9Pre4tLUNM4HzXzF1pGtTWipqYGy5cvl3W4P+J+KVeo04uEmXbGtm3b0s/J/VOuUKfz+0zBVlQNz5K3SJSZCwPdQMsWoGUzks2bEOnYhFCoWUR60CLWg3LpRMKeFBd5Rl/f+hFEe31KuBvZdq/PuB6PR1KC3BClRreWceJ7587PobxsnZTQn66RXZksNkV2JVxuuotXwM0RXgkHXFGO72I/dkRKxR2BXqCTArsDCOxNlYx3noLDeKExXgWEtjqMK4qSQkX5JIBZgg0bNuDgwYN44oknsHbtWhlNc6Iws5A7Psy8ztE2I0FhPVyZOTPhdDyfSGLRKPraWg2DNRHgGfHNg7+RMgzsd8wI7ozLeUlllWSEFEVRlJODXhosVWecdfFl6eXmqDZrdB07itDgAI7u2CZhHf9YWd+Ql1U/66yzJEzYSmWWvJtCneLdjJ07d2a1TuUKdYr3GePtQbF3xmsk+I6Z4/YEe1AmQn0L0LzZiO4DUkAdddkQZM+6JyXWS0sRKilByGND0DaERDJiEe0bT3BjEnjhxdchmYydwsguCutU9ppiW65Xwm0vllJxcRYPc3xXCM7gIGySwTZjm5HFpuA+JYfx4whtEdlVPON/Uu9TUZSZjYryCYZleffff386O/C3v/1N4vrrr0+X92W5fweDw5aZ03RtJFhKXsjN3DRWm2j3W/YxDnR3oqeZpeY0WMuI7/72dillG46i8oqcbLchvstn18p8X0VRFOX0wd9kxvyVa7JOrrLcPS3UU5n10NAgOo8eltj57JPp9f1l5ZhlyagzFp1xBhYvXpxeh/vEXKHOTDqz6nv37pWwmotahTqD+7+J3vedNnwVwMLLjDAJ9sLWuhXu5s1wt2xGGYV6037eAaBNVjFFe6iyDsHaeQiVVyFU5EHQEUUo1iGmdMebkW0Kco7sSmeurZnslNB220tSmeyM6Rl7saVMvKMjJbIPpjLaXWPgMD4Koe3KH2GnKIoy1qgon+AMOQW5tXTcvM7lPKigkZpVfNO5diRonjbcKDHeNxmyBDJWzCK4TYfz3pZmxKLDG8e5vL7MWLGcmd6eCTSNUxRFUY6Pky7rC86QyBrV1tWZl1XnBAxWQR3aslHCxOFyGeXuFlO5+nkLsXDhwvQ63E+2tbVliXU6v7OajBVpDKvzuzmazQyW0k90ddhpw1cOLHi1ESahPqBla7r83UbB3rUP7rZmlLY1Zz++pB7J+pXYW9WDo469hU3FkknMKX41FlXdDEeAWewuYICi2sxk78pktU/WYTxtblZzfKGtDuOKokxCJlyUsxzt9ttvx3333Sc7TWaHv/e97+Hcc89N77C/8IUv4Kc//amUp1100UX40Y9+hDPPzMxfnapYzWty4ft+/PHHC97HXrncMnNTgDMTMBngOJ3e1paC4pvli8Nhdzglu11RQHwz6zIZTiooiqIoYziqrbpG4oy152WNpmTmPG0qx6z6kUPiE9J+cL/EK5bnKamqQc28+VmZ9bnnnptuUaLzuzmizRTqpvP70aNHJUwoyK3O7wwa1FHAzwi8ZcCCS4wwCQ+khHqq7J2XnXuBgWbYdjejwWvH0XMrRIBnCfNUoqHxiT/CGbrvxBzG84R27hgvdRhXFGX6MOGi/AMf+AC2b9+OO++8E/X19bjrrrtwxRVXYMeOHZgzZw6++c1v4vvf/z5+8YtfYMGCBSLgX/e618n9k0WAniw8yTASLClfunRpnvCeLAcGiURcysrTI8Usfd4DnR0jPra4qhqVIrhTJmv1hvguq5kt/YWKoijKzMXFUvMzl0hYW5z62tuy3N8ZHNE20NUhcWBjxlnc5fGiunFeSqQbYn352WeJbwvhZBFWrOWWvzPTbl63njwo5Pw+1Y9DRo2nBJh/kRFWod66TUS6/4Uf4aw9bdi5uBi2RBJJiy4/a88g/FEnULNwdEJbHcYVRZmBTKgoZy/Yvffeiz/+8Y949auN0qkvfvGL+NOf/iTZ8C9/+cv47ne/i9tuuw1vfOMb5f477rhDzlj/4Q9/wC233IKpDE1nhoMHAKtWrZITFBMJM/ami645x9vMfPe1tYjz7nB4iopQKaK7PtvhvLZeDrgURVEUZbQw682xlIwzz78wawKHKdDbD6VM5Y4eloqtlr27JayUz64zhPp8Q6wvmLcAK1askP0u93n0aLHOUeclPVs6Ojoktm7dmn4unijPFeo8oT5jhPq8C40Yakf9c99HeV8Pmmu9YhbnDcVR3xqCP2wDLvoYcMUXJ3qLFUVRJi0TKspZTsYz1blnmjlz9Nlnn5W+L+4QrcKUTuDnn3++mKEVEuU8w23tuzZdx1mixphMcPzLc889N+L9p2ubOWe2t7VZQvq7LZeR4PAGLuzv4wFOOU3Vag3BLfO86+pl9M1w5eaT7W8xFTE/Q/0sFf3OKDP5d8bucmP2oiUSJol4XPZfnUcOSdl7ZyqGerrR29Yisfel59Pre/xFqGJWvXEBqhvnSyx81QUyOpNCnR4v5tx0M3h8QQHPYPWetcWM4pzBJALFOpdN6/ar5bfA+dz34AslsOhQ5piBxetJmx2x5W/jl2hCN1GZvEyF3xll8tDb2oxtf30Ura9swzO9HVh++ZWiQSYjJ/KdtiVHGlB9Grjwwgvhdrvxq1/9SnZed999N2699VYsWrQIP//5z6WHvLm5WXZqJjfddJPs3O65556852Om/Utf+lLecj4/jc4mGyydO3LkSN7yxsbGkxqLNhLJeBzRoQFE+/sQGejLXA70IT6C8CbOohK4S8vgKjHCvO70F+lYMUVRFGVKEA+FEO7tQrinC5HebuOyv5f9WPkr22yyn/NUVMFTUQl3OS+r4PD65BiEiYVAICBVf+blcGasHDvKhAODxyK85ESU6STU53Y9g9VH/gdJGcLGQ0sbbEhiU+MHcLTK0p+uKIpykvTv3432F5+B5WdGLmdd8GqULsxM5pgscN/w9re/HX19fSgtLZ3conz//v143/veh6efflrMVdasWSPjTji3+2c/+9kJi/JCmfK5c+fKiJTjfRgTBV3VN27ciN27d2PJkiXyGbB//GSQM/rdXQWz3uy7Y0/ecPhKS1FROycr683rZbNq4XTr3M3JePbt0UcfxZVXXjlpfAaUyY1+ZxT9zuQTj0XRfawpnU03s+uhAaPSrtC+stqSUa9pnC8tWpzZzuMPGspZM+oseS90qMWEBJMRZladwb71KT2irfsAsPEOtO1ej9lL1gFr3g1UZpzxFaUQum9Sjgd/Q2n++et/+VTB31Pqwnf9x/8n7U2TCepQ/q6PRpRPuNHbGWecgaeeekr6tbjhFN8333yzjDfhDopwtIlVlPM2+60LwTPPjFwoWiarcHEnYvB1tcDXfBC+6lK5fbxt5VzXnnSPd7bJWmyEsWlOjyftZp41Xqx2DrwzpQ9umjGZv9vK5ES/M4p+Z7L/P9QvWixhwoM+lrpnub9zVFtLM4L9/Ti6fYuEdXJIVcPctPN7w/yFWL38CvhKSkVwmM7vZvA4hiNPc53fmVE3hbrZp04n+CnzGz97CaJXfBEbIg/h2iuunTrbrUwKdN809aEJdDQUlkkZ9PWIhsOIhIKIhUKI8HYoFeEQIqlLY91wermxTjD9WLkvHEpPcyiIzYZdz/wVl7z9PZhMnMhv4ISLcpOioiIJ9mY9/PDD4rpOt3XumDgazBThFO4vvvgiPvzhD2M6sP2JR/HIT74vX6ZkIomNRw9i4wP34aoPfRxLL3y19L1RfHe3ZJusBfv7RjbD4VixrJFiDeJwXlxRNa3K5RRFGR3RziAGXmzGgj1FGHAeQcn59XBV+/TjU5QCcD9ZXFklsWD1usz/o3AIXUePZLm/M+i9Yl63wsebQp1x4ZpVqKi7Vo4tWcFnFerMqlOoHzt2TMK6LRTmVqHO64USEIqiKMeDJx1p1JwWxBTR4VwhnC2geZkW0eZ9lkveR+Edi0Ym5g+QBPo62jGVmXBRTgHOLwfLtvft24dPf/rTMgbsve99r+yIPvGJT+ArX/mKzCU3R6JxdNqb3vQmTHUorinIpQwjdfaHwpw8/KPvSoxEcUVlOuttOJwb4rts1mwpo1MURSFD61vRc+9euV6RdCPwbLNExQ2LUbRutn5IijJKOGatdtFiCRPuw/s72rNEevvhA+hra5V2MsbBTevT69M8rnpuY1qoL1+wEJdfeqlMJbE6v5vBXnVm1hlbtmSy8/SdMQW6KdYno3eOoignB39bWP1qCmERxVlCuYCIlstMpjqTjc6+pBnmeGKz2eHyeuDy+uDymJdeuL1euXQVuHTnLTMe6+al14uX778XG/98f+FWXBtQVjMLU5kJV26ssf/c5z6HpqYm6aO+4YYb8NWvfjWd7v/nf/5nKW3/4Ac/KHO9L774YvzlL3+ZFrNBmSVnhnykcgy3z28pM7dmvuvlPkVRlONlyEWQp35maL1kXu+5dw8880vh1Iy5opw0TCDwZDhj0bkXpJeHAwGjP92aVT96SA6yW/fvlbDCx5tCff68BTh3xVUorZmFgYGBPKHOZTSKZWzfvj3zHGVleUJ92ju/K8oEQ4GbmzXOE8KSaTbLtDOl3VZhnVfiHQmPXLI9BjCJZxXAcuk1hLDTKqItwlpEcwERbTzGeCynM431787KK6/Bxof+WPjOZBLLLr8KU5kJF+U0bWMMB/+g//Zv/yYx3ZAyi2H+s/F9n7HufFz/j/+iO1NFUU76LPvAU00jrjP4UgvKr1UjJkUZazx+P+YsPVvC2m/ZS/O3tFA/IKXwg12d6Gtvk9j38gvp9d0+n5jKUajPmrcAS89bi+q58xCOxtIz1M1glp2JDsauXbvSz8HWwFyhzvnqKtSVGVmync4qHz+bHClQ2p3X6xwKIn4aRrlR7BbONFuzycY6I2anzRCh7Z1SlbUVdXOkvfeRH3/PaPtNJo3fsWRSltOgeiozdf4S0xApsxguU26zobK+QXeaiqKMmmQsgcixQUQO9SF8qB+Rw/1IBGIjPAAYfOYYIkcHJWPOcM8rhd2ruwZFGQ/sdodUvzGWvOri9PLg4AA6DmX3qXc1HUYkGETz7h0S1rJQTkYxhfq6RQtQ89rLZUQpS9ytQp1966w2ZHsgw4T96Nb+dF5Oeed3ZVqVbFsNvsy+50g4lU0u1M9s9j3n9UJnRPRIE4jGrmQ7k0V2Hk9Ei3AehYh2e3T8cIpll10Bf+0cPPmXP6O9sxOzqqtx2dXXYOHSszDV0SOvCWTZa66U/ojpWoahKMr4kghEET4ykBHhTQNALOckH4+xRzoOSQKRg30SA7xtA1y1RSLORaTPL4OzXA2lFGU88RWXoHHZCgkTZvV6mpsyDvCpCPT1ynLGnr89k17fW1ySLn9fMn8hLl6zCiWzatHV3Z0l1OkEz9Fthw4dkrA6v5sC3bykwRyXK8pIJdv5LtqWbPKwWWirgVgQQ/39+NG9dxou2+MMS6vNTHGm9Dqnz9lSkk3BnBbYsjxT4m19jvEo2Vay2bRpE+6//365nnS6cbRvAHfe8xtcf/31WL16NaYy+ks7gUz3MgxFUca49K4njPDh/rQIj7UF8tazF7vgmWeIaYpqm9uOtu9uTPeRZ2EDqt5zDhJ9kfTzxrpCiLYMSQy90CKrOco9WSLdNdsPm10PPBRlPGFZqTkL/axLXpNePtTbIyParEK9u7kJocEBHH1lq0T698DhQOUcY1Rb3bwFWPGq81DV0IihSDTP+Z2j2+jvw0g/3m4XYW7NqjM4Y70Q7HHfsGEDDh48iCeeeAJr164VQzplAvcb0Wi2Y/bxRHROafdwfdLjUbKdaz2WEbzHMQzL620ukJ22iGj+v1CmHl1dXSLIrXPKzetc3tjYOKV/b2zJQhPYpxEcoUbjk9EMbZ8oelqbseWxv2D31i1YsmIlVl5xtQpy5bjwAOqhhx7CtdfqLNjpCCcxRFuHEDnUj/ChPrmM9+ePGnHW+LKz2lXevDP1Q+vbxNRNPN4SqZN/PDFYwH09PhAxsu4U/of7EW0ezMu027yOlPAvNS7nlsDm0oOc6Yj+zkwNYpEIupqOZJvKHT6I0NBgwfWLyiuyRrVVzZ0HeP1oy5mnHgoVzlqy1D23/J197OkMlplkAKZFBmu8YVk1Tb0MwTtMr3OB2c0s2c4yD5P+ZyM7bT523Eu27fZMNtmSReal0+M2TL/cFMoeON0UyLw01pU+aZZmOxxYv3ETLr70Unh9/nTW2UxYyWeUTI7q+qneP53XnQrbmBxhXfpmUNcV/B7abLjoootwxRVXYKrqUBXlkwQ98FH0OzOzSUTiiBwdyIjwIwNIhnPyBnYb3HOKDTGc6v92FBfOWOUS6wyi/8VmNO04iIazF6D0/PpRua4nwuZ2GSI9cngAyUjOdjks2zWvDO55JaPeLmVyo/umKW702NVhCHSzX/3IQfS0thT0sqEIoomcKdSZoXdXVKGnrz9LqA8OFhb6I/Ga17wmPa5tKhz8D3t/IoF4PI54PCbl2wUjkUhdZm7zcbI8EUcynkAimVnGy6zMH8+eErnIqUjKK422Za2S/dicx9tsxokSy6VcTz+H5TLn9a3fltws5TTP7SlTBJvNhnPOOQdvfetbMVVFuZavK4qiTADMSNOILZwS4dHmISCRfXBj8zjSWXCGq6EEdvfJZaQpwEuuasTB2HacdVUjnKmxk8fD7nHAu6hcgiTjZgbfEOnhg/1I8L2wt/3IAAZxLCeDb5TROwpk8BVFGT/4/620epbEGWvPTy9nZrXzyOG8rDqzqm0H9klYKamuyYxpu/gC+GtqEYjF0WoxlePI2pFgKbtC7OwJMD6KCSguSo54RzJzOUm+v+Y+w3o5muu67vT8HLZt24bdu3cPeyKovNw4TpmqqChXFEU5HW6yncFUFtxwReftXBxl7nQvOAUtDdcmW++2zcyKzylG8UVzMr3uzO6nTjKw1z3WEZQIrG8r2Ovuqi+CzaFOz4pyumE5cf3ipRImzNb2tltHtRnR39GOgc4OiQMbXkqvzx7d6sZ5xpi2cxbj5b0H0dTWXiCTaxjXFhUXYe7cxrwD7SQzxnEzaxw3ssapDLMs42U6A53KMmdlqc3rMSRicSRivB3LOmi35R3Am+LTcttykXVnkrli6+3UdZtNTmyy79/hTF26XKllqUvzutu4dLndxrpu3u82ws1L3udJP4bl4JNBAJ3OdWOxGP785z9LO95wfgWKUltbK6J8OKZ6m4yKckVRlPEYTdY8aBHhfUgM5Ywmo8v57KJMKfr8UjjLvVPub8EDKmelV6JozeyMK7wYx/Ubl0cHkBiMIvhKl4Q8zmWHu7EknU3ndR3FpigT9P/YbhcvG8bi8y9KL2dPeufhQ1mmcp1HD0n/csueXRIkXDMHqKod/gXajiHcdjirT5pjr8Zs+1OJ59zkswjf1Hgqw217GMOwQqZhWYZhqT7p1GMowrXyZ+xgGb9VsCtKIWjiRo+K4bwrprLJG1FRriiKcookQjFLKbohQhHLMddx2uGeW2wIUArxxlLYfdPzJ9jud8F3VpUESUY5P30gZSBnCPVkMIbw/j6JARw1TlLUFRmfT6pk31Gmo9gUZSLxFhWj4exlEibMTPe0HMsS6of27EaEopyZZKuwMjPLrU3ojA4jwm22tGC2GoZl5jifjOu28Rh12VaU6cXq1avFZZ1THnbs2IGzzz572kx5mJ5HhIqiKONIrDecmQ1+qB/RtqG8Njy735kpRWfUF8PmnJnl2syKG73lZXKbDvCxjkCWSI93h6SvXnrrn2+W9RwVnsxJDFYS1OgoNkWZaCh0OVaNcdZFl8qyZ371f3juqScRqp2XZyLnbT2MJavXYuWV16aFtFVY04lbM6SKoowWCnCaRwaDQbl0jdIjZ7KjolxRFOV4o8naAhkRTgHZm5/x4Sgyaz84jc70QLMw7JNn6T4D59fJsnifOYO9Pz2Kjb3qgZ52BDa1G4/zOTOj2Pg5z+Eotpl5okNRJhPLXnMlXr7/XjiGBhAtr0bC5YY9GoGrtxOOWASXvOM9OupVURRlBFSUK4qiWEhGjRFgpgCXUutQ7mgywFVfnF1qXaLmNKcCS9X9K2okSCIcEzd38+8QSZW8h3Z1SxgPssHdUJKZl84RcUXT44y5okwlKurm4KoPfRyP/Ph7cHS1ZHo9k0lZzl51RVEUZXhUlCuKMqOJD6ZGk6WytJFjg0A8ZzSZm6PJStLu4WJKdpKjyZTRYfc44T2zQoLQdTnaMpQqeTeqFmgeZwp2c3Kyc5Y/Xa0gJ0sqdRSbopwOll12BeYsPRtbHvsLdm/dgiUrVmLlFVerIFcURRkFKsoVRZkxyPiurlB6NriMJuvIH01mL3Ubs8FTIlxGkznUFXYi4fg0yYo3lAAXp0axdRt/S8Plvs8Yw9YekBh6qdX4W5YYf0szm+6qK9a/paKME8yIX3Tzu9BXUoWLrr122vR6KoqijDcqyhVFmbZIdrXZkl09bGRXc3HOTmVX2RPOEugKNR6aEqPYqnwSRWuNUWzxISNzbv69WfWQGIgguK1TQh7n5ii2zBg699xS2D1a9aAoiqIoysSholxRlOk1mkz6kI0sOK9zHFcW7EOeW5IpcZ5XKiO8lKkP+8l9Z1dJZPwBBhE+3JcZxRaKI7yvVyLtD1BXbMmml8FRqv4AiqIoiqKcPlSUK4oyZRHHbtOQ7VCf9BwXHE2W6i/mpTp2zxxsLgc8C8sk0qPY2jmKLTPOjk760WODEnguNYqtymtxeS9TJ31FURRFUcYVFeWKokwJ0oLKHJt1qE9GZuVCYy/r2Cydba1kjWKrLZIovqA+M3P+sGXmfOuQ+A4EGBvb80/s0OhvzsydOa8oiqIoytijolxRlEkJy84jx1IjsUSEs/Q4lr2SLTWazCLCHaWeidpkZQriLPfAWT4L/pWz8lsg+N07OoBEIIbQzm4J40HGKDYZicfvHd34tQVCURRFUZSTREW5oiiTgrRJlzmarGkgfzSZy26UoJtZS4ohj/6MKWOH3euEd3GFBEnGEog0D1oM5PqR4Hc1dT3XLNAU6o5yNQtUFEVRFGV06NHsJCBy6BC6fvs71K5fj849e1F141vhnj9/ojdLUcaNrHFWKbHD0vRc7CUuQ+SkRLirjqPJtGxYOX2wTN1Dt/bGUpRcYnx3Y53BdPWGjNXrDCLWFpAYetEYxUazOLMnnZcyVs+uY/UURVEURclHRfkE03vv79Fy++2c74OSRAK927ej9+c/R91XvoLyt7x5ojdPUcaEZDyJaAtdsDOl6BxVlYtzli9LhLM/nKOvFGWywO+jq8YvUXRurSyLD0bS32t+x2kaF++PILi1U0Ie53FIZYcp0jkBwO7WUWyKoiiKoqgon/AMuQjyhDGySaRHPC7XW267Df61a+CeN29iN1JRToJEmKOoMgI8cqQfyUiB0WRzio3Z4ClndI60UpSphqPYDd+yagmSiPD7P5Aew8ZsejIcR3hvr4RA07k5hh9C+vtfoqPYFEVRFGUmopnyCc6SM0NekGQSnT/6Eeq+/GXYXCpUlMkNs4LpWdB0sG4ZBHI0uM3rSBmypUR4Q7GMrFKU6QYz4N4zyiXMyQF0dU/3pR/sk/8z0aMDEoPPHpP1nNU+i8t7qdzWShFFURRFmf6oKJ9AoseOifguSDKJvj/8Ef1/eRi+lSsla+5bsxa+VSvhKC4+3ZuqKJavZhKxjmDanZqZQI6QyoVGV+YIKRlNNsuvPbXKjIS95O76YoniV9UbngocxWZm0g/1IcqedPamdwYR2NAmj7MXubJEOh+vo9gURVEUZfqhonwCcc2ZM3ymnHg8SIZCCLz4ooRgt8OzZAn8a9akhPoauGqNvkZFGQ/EffrYoAgH09iKI6LyRpPVFqXHkrnnlcmoKUVR8mH221nhlfCvTo1iC0QRPmKWvPcZo9iGogjt6JKQx7nscMkotkzJO93iFUVRFEWZ2ujefAIpv+Et6PrZzwrfabdj4R/ukx7zwIaNCG7cIJfRpiaEd+6U6PnlL2VVV309fGvXpkW6Z9Ei2OzqUK2cHFnigNlwjiaLFRhNNrck4y7N0WQqDhTlpOGcc9/SSonsk2Gp/4epk2EsfWcMWE+GpbPpejJMURRFUaYiKsonEI49o8s6Td2YMU8mEoaYTiZluWfBAlmPIrvi5pvkerStDcGNGxHYuAnBDRsQ2rUL0eZmif4//UnWsZeWwrd6FfxrDKHuXb4cdo9mLZV8sspoU5lwjnXKRcpoU9k5inBXvY4mU5RxH8VGsT2vFCWXNqTbRtL/V1NtI9GWIYmhF1rSbSPyfzXl3+CarW0jiqIoijLZUVE+wXDsGYVz129+iyPr16Nx3TpU3XTjsK7rrtmz4brmGpRec43cjg8OIbhlM4IbNiKwaSOCm7cg0d+PoaeeliA0ivMuW5bOpPtWr4azouK0vk9lcpA2nDKzb4f6xXAqFzGcmm/JvlXpaDJFmfBRbLP8EkXnpUaxDUSMlpKUSI82D8pJtuDmDolsg0UK9TK456rBoqIoiqJMNlSUTwIowKs/8XG89NBDWHPttXCdgNu6o7gIxRddJEGS0ShCu3any90DGzci3tmJ4KZNEoBRLu8+4wzpS/etZW/6WrgaGtTldxoy3GimLOzmaDLLaKZiHc2kKJMdjlDzL6+WyBtFKP/fB5AMxRHa3SNhPMjy/50ifV6J/n9XFEVRlAlGRfk0g1lx3/JlEpW33iolj9GjR7P60iMHDiCyf79E729/K49z1FSny93p8u5dugQ2p349phrMnJljlyRzdoyjyXL6wT0Oowc1lT1jbzhHOCmKMrWxexzwLqqQIMm4URmTnpRwqB8J/kbQM+LIAAaRGsVWY45iMyYlOLQyRlEURVFOK6q6ZkDJo7uxUaL8zW+SZbGeHsmaBzZskLL34CuvIN7RiYGHH5aQx/n98K1ckRHqK1fCXlQ0we9GscITLp6gHcEN7Rg4asxA5jilXBxl7sxs8HmlYgzFEU2KokxvbGZWfE4xcNEcw0OiJ5wl0mPtAelVZwTWp0axFbvSPemOBj+QmOh3oiiKoijTGxXlMxD2k5dcfrkESYRCCG3bJuZxgY0bENy4CYmBAQT+9oKE4HDAu3Sp9KSnR7HNMkb5KKcHcWNuNt2YjbFJy4bK0b/5QGYlujHP9mdEOOeDl3v1T6QoijGKrdIrUbRmtnwi8aEoIkdSJe/sT28aQGIwiuArXRJklb0CPR07Upl0nbagKIqiKGONinIFdq8X/nPPlSB0gQ/v3Zcud6fbO93dQ6+8ItFz552ynmvuXKMvPSXU3QsX6ii2MSQRimVK0Q/1I9o0gGQ0O2WVsCUlo+VdUG70iDaWwu7T/9aKoowOR5ELvrOqJAh/YyLHBlIGcsbJP0cwjsiBfokBHDVO/tUVGQI95fTuKNMJH4qiKIpysujRu5IHx7J5lyyWqHjb22RZtKVFTOMMl/dNCHMU29Gj6GP88Y+yjqOsLCuTTsd3u1sNw0ZLTEaTGWPJKMbZC4rsdnDY/c50Ftw+x4/Htz6Da17/qhMyB1QURRkOm8uezoiTSDiCJ37/CC6Ytwrxo0PGKLbuEKLNQxJ4vtn4/a/wZEQ6K3RqdBSboiiKoowWFeXKqHDV1aHsuuskSHxgQMavSbk7s+lbtyLe14fBJ56QIDa3W2akp13eV68W4a6kRpO1BRA5nBLhHE3WG87/D1rlTRswSSl6jS/tkh+NRpHcrp+moijjB/0nQv44/OfOhutC4+RfvC9suLunRityTjp71QM97Qhsajce53NmRrGxlWZOiQh+RVEURVHyUVGunBSOkhIUX3KxBElGIgjt2pXl8h7v7kZQzOQ2AD81Huc5c5G4u5su76459TNiFFsyylFFg1IKao4r4qiiLOyAq744bbAkLsglWmmgKMrkgqXq/hU1EiQRjombuzkzndeTwRhCu7oljAfZ4G4oSZe7y+jFIq3wURRFURSiolwZE5gV961YIYH3vkdcfiOHDolpnJlN5232qjN677nH+ALOnm0I9NVG2btnyRLYHFN/PJeYJ6X6MXkZ4WiyeM5oMjdHk5WkRbiMJvNM/feuKMrMwu5xwntmhQRJxhNS2m5k041qIJrHsS2HMZh6nHOWPz0VQk5CVnpnxElaRVEURclFRbkyLvDAyrNggUT5DW+RZbGuLktf+kaEXtmBWFsb+h/6swTh2DXfqlVGuTvL3lesgN3vn9R/JRkz1BVKGbL1GaPJOvJHk9lL3PAsMOeDlxmjyRx6AKooyvTC5rDLSUYGLp6T9RtpmFf2GWPYOI6tPYChl1ozv5GpqRH8nXTVFetvpKIoijIjUFGunL4vW1UVSq+8UoIkgkEEt27LuLxv3ozE4CCGnntOIj2K7eyzM33pa9bAWV09oX+1dBZIDjAzWaBcnLOtWaAyMULSLJCiKDNyFFu1T6JoXWoU22AEkcMDWdVEiYEIgts6JeRxbjvcjamedMbcUq0mUhRFUaYlKsqVCcPu86Ho/PMkSDIeR3jvXgSkD32jZNVjra0yQ52BX/xC1nPNa4Tf0pfuXjB/XMWujCZjv+RhS79kzmgys1/SmuWx+7VfUlEUpRCOYjd851RJjOS7Ed7XK5H23agrtvzOlsFRqr4biqIoytRHRbkyaWAvuXfpUgm84x2yjPPRmUU3+9Ip2qOHj6CPcd99so6josIYxZYax8bMOnvcT5ZCzsK5o8nUWVhRFGXssLkc8CwskzAnVLC0nb/B1gkV0WODEnguNYqtymtxeS/LmlChKIqiKFMFFeXKpMZVX48yxhteL7c5do1l7oGNmwxnd45i6+nB4OOPSxCbx2OYzpkz01etgqO0tODzy4FfBw/8UiI8NYM3FxoQWcf76AxeRVGU8R3FRt8NRvEF9bIs1htK/07zMto6JL3qAcZGYxSb3e9MG8eJgeacYticOopNURRFmdyoKFemFJxzXnzppRIkwVFsr7yC4MaNaaEe7+1F4OWXJbq4Ek3nFi82suir1sJVvxTxQXemRDIYy34Rm3U0mVGKzhFAiqIoysThLPfCucoL/6pZmdYiMY4zDOQiRweQCMQQ2tktYTzIbC0qM37PG0u0tUhRFEWZdKgoV6Y0drcb/tWrJarebzihRw4ezPSlb9mJRNCDpOMMhI7ORXTAB5vDKHtM44T0Jpqzwd08aPPofw1FUZTJjN3rhHdJpQRJxhKINA+mWo8MI87EUMwwkjvUn2fCaQp1R7macCqKoigTy4Qqj3g8ji9+8Yu466670Nraivr6erznPe/Bbbfdlu4JGxwcxGc/+1n84Q9/QFdXFxYsWICPfexj+NCHPjSRm65MQmTsTncIsd4iwLEK9lkL4V0ZyFsvEepDvGsf4t375DLR14ShIh98FPdiHpcaxeb1Tsj7UBRFUU4clql76NbeWIqSVxv7hFhn0CLS++V2rC0gMfSiMYqNZnFmTzovZVylXfvSFUVRlBkiyr/xjW/gRz/6EX7xi1/gnHPOwfr16/He974XZWVlIrzJpz71Kfz1r38V4T5//nw88sgj+MhHPiIC/vrrr5/IzVcmmGQ8KT2FMhs8ddDFkTq50PgnXbo4vxQ2Txyh7dUIbHAhuCGI4OYOYxTbM89ICC4XfGefnelL5yi2SiMboyiKokx+eHLfVeOXKDq3VpbFBziKzdhfsH2JpnHx/giCWzsl5HEeh1RMmfsNzlu3ux0T/G4URVGU6cyEivLnn38eb3zjG3HdddfJbYruu+++Gy+99FLWOrfeeisuu+wyuf3BD34QP/nJT2QdFeUzi0SYI3NMV/R+YzRZJJ4/mmxOcaYUnf3gRfmjyYouuECCJGMxhHbvRnDjJsPlff0GxDo6ENyyRaL75z+X9dwLFhiz0lcbQt01b566/CqKokwhHCVu+JZVS5BEhPuVgYyBHH1GwhzP2Ssh0HRujuEzkt6vlOgoNkVRFGWaiPILL7wQ//3f/409e/Zg8eLF2LJlC5599ll8+9vfzlrn/vvvx/ve9z7Jjj/55JOy/ne+852CzxkOhyVM+vuNPrJoNCoxWTG3bTJv4+mGGY3o4QFEjwyIAI9xNFnOeHCb1wFXY4lkNVzzSuTAyebKOO1y9cQoPlPn4sUoYdxys1HyeOwYgps2IbRxE0KbNyGyb7/0qjP6fnevPMZRWQnvmtXwrV4jl54lS2Bznb7Z5PqdUfQ7o+jvzCliAxyNRfAxUGdM5GgLyL4nktr/JPojiB4dkBh89lh6FBv3ObLvaSyBo9qrJ2l136To8YxymohOEd10IttnS1KBTBCJRAKf//zn8c1vfhMOh0N6zL/61a/ic5/7XHodCmxmx++44w44nU7Y7Xb89Kc/xbvf/e6Cz8ke9S996Ut5y3/1q1/B7/eP6/tRToEk4A3aUTTgQvGAE8X9TnjD+eWCYU8cgyWxdIT8cTmoGm/sgQB8hw/Dd+iQhOdoE+zx7Cx9wuVCqHEugvPnS4QaG5HQvnRFUZSpSxJwR+yyTzL3Tb5gfj4j6kwY+6VS7puiCBbFkdRJbIqiKDOaQCCAt7/97ejr60PpMOOZTylT/sQTT+A1r3kNTpXf/OY3+OUvfymCmT3lmzdvxic+8QnJiLNknfzgBz/ACy+8INnyefPm4emnn8ZHP/pRWeeKK67Ie04KevahWzPlc+fOxVVXXXXcD2Oiz6Q8+uijuPLKK+E6jdnWiYIuudHmIclCSEaCpeiB/NFkdMlNZyPmlUya0WQJVmTs2CGZ9OCmjQht2swvG/z7D0gIdjvcixeLgZyRUV8N5+zZY7YNM+07o5w6+p1R9Dtz6iSCMcmaSyadcWwQrpgdFT1uCcFlh2tOkZS6SxXX3GJxi58J6O+Mot8ZRX9nsiu2R8NJ7SGuvvpqNDQ0iCkbxTNF78nw6U9/WpzVb7nlFrm9fPlyHD58GF/72tfkeYPBoGTS77vvvnTf+YoVK0S8f+tb3yooyj0ej0QuFC1TQbhMle08URKBKMIsQ5d+8D5EmgaAWHaRBsvOaaiTdsHlaLLJehDjcsFz3nkoPe88uZlMJBDZv9+Ylb5xAwIbNiLa1ITIrl0SfXffbTxszpws8zjPokWw2U8tnTJdvzPK+KHfGUW/M6f0Hwiec3zAObMyo9iOmaPY+qQvnfPSo4cGJAQbxNXdbfalzy+Ds3xynGQeL/R3RtHvjDLTf2dcJ7BtJ6V4jh07hjvvvFNc01kqfvnll+P9738/3vSmN8Htdp9QSp/l6FZYxs6ydmsf+EjrKJN0NFlvOH2AQlO2WHtAygCt2ItcaUd0Hqi464tlpM1UhMLac+aZEhU33yTLom1tCG7caAj1DRsQ2rUL0WPHJPr/9CdZx15aKjPWfWvXwr9mNbzLl8Ne4KSSoiiKMolHsVFszytFyaUNRl96ZzAzGeRwP+JdIURbhiSGXmiRx3E+uuwDuf+bXwbXbL+OYlMURZmhnJQor66uxic/+UmJjRs34uc//7mMKWOwbp4CfeXKlcd9nje84Q3SQ97Y2Cjl65s2bRKTN5q6EZabX3rppZJR9/l8Ur7+1FNPSX+51QxOmVh4AMLRZGn32kN9iPcVGE1W7bNkCUrltjmPfjrimj0brmuuQek118jt+OAQgls2I7hhIwKbNiK4eQsS/f0YfOopCUKjOO+yZalM+lr4Vq+Cs6Jigt+JoiiKMlo449w1yy+B8+pkGceuhQ9nxndGWwbl5DVHcjLkcV5HSqBTqJfBPZfGpTqKTVEUZSZwyrXBa9asQW1tLaqqqvD1r38d//u//4v/+q//wqte9Sr8+Mc/FrE9HOwXv/3220XMt7e3S5/43/3d3+Ff//Vf0+v8+te/lj7xd7zjHeju7hZhTiH/oQ996FQ3XTlJhhshk4U9NZrMIsIdxTN7hIyjuAjFF10kQZLRKEK7dqfL3QMbNyLe2Smu7wzgZ7Ke+4wz4F+zxhjHtnYtXA0N0/pkhqIoynTDUeqGf3mNROERn/1IhuII7e6RyB7xmRLp9FWZ4ftRRVGU6cpJi3KWlf/xj38UEU6zqXXr1uGHP/wh3va2t6GjowO33XYbbrzxRuzYsWPY5ygpKcF3v/tdieGg4GcmXpk44oOR9IEDRThNbZDI6Qf3OAwBnjrLz95wu1vP8I8Es+K+5cskKm+9Vcr+o0ePikA3hXrkwAHpVWf0/va38jhnTY3Rj75qJTyBgMxZZ4+joiiKMjWwexzwLqqQIMl4UrLnRrWZsb9NDETEBJUxCGMUm7PGrDgrkxPeHM2mJ2kVRVFmqCj/h3/4B9x9990iIt71rnfJSLNly5al7y8qKhIjNma+lamFzOjuDGbO3h/ul9uFzvq7FxgHBeIuW1ukvXCnCA+s3I2NEuVvfpMsi/X0SNY8sGGDlL0HX3kFsY4ODDz8sMQ8AAf+52fwr14l89Kl7H3lStiLik51cxRFUZTThI1Z8YYSCVw0x/Bm6Q6l98OmN0usIygRWN8mj7MXu9I96dwfu+qLYHNMTW8WRVGUmcxJiXJmv1l6/pa3vKWg07nZd87RacrkRlxjm03XWGPnnxjKGXRP19jZfmOnn8qE06BGz86PP+wnL7n8cgmSCIUQ2rZNzOOG1q/HwMsvwxEMYuj5v0kIDge8S5ca5e7sS1+zGq5ZhkuwoiiKMvnh/tVZ5ZMoWmuM0owPRQ2Bnsqmc4pJYjCK4CtdEukpJo0l6Wz6pJ5ioiiKoqQ5qV/qxx9//LjrOJ1OMWlTJheJUCx7p350AMlojpO90ybl59LDxl427tT9Wh49GbB7vfCfe65E2fvei4ceeACvXbwY0a1bU2XvGxFtbkbolVckeu64Ux7nmjs3qy/dvWDBKY9iUxRFUU4fjiIXfGdXSRDuuyPHBowT6qkT68lQDOH9fRIDOGqcVK8rMgR6yundUaYTPhRFUaaFKOcc8dmzZ6dd0k3YX85+8s985jNjtX3KKRLjaLLDfemdNl3S80aT+Z2Zs+osR58zdUeTzTg4im3xYhSfcw4q3vY2WRRtaRHTOMPlfRPCHMV29Cj6GH/8o6zjKCuzzEtfC++yc2A/gXGGiqIoysTCrLjRW14mt2UUW3vA0pfeh3hPGNHmIQk83yzrOSo8GZHOSSg1OopNURRlSoryn/zkJ/jVr36Vt5xO67fccouK8gkivUNOzQbnTpkjV3KhMYzMVE3tlGkco6Xo0wdXXR3KrrtOgsQHBmT8WmBjqi9961bE+/ow+MQTEsTmdsO7Yjn8q1PZ9NWrRbgriqIoU2gUW22RBM5PjWLrC2eJdM5Jp1AP9LQjsKndeJzPmRnFJifmS0TwK4qiKJNclLe2tqKuzvjBt1JTU4OWlpax2C5lFCSjHKkymJl9ytFkodzRZICrvjjLCMZRohnRmYSjpATFl1wsQZKRCEK7dmW5vMe7uxFcv0ECPzUe5znzzFRfupFNd82p15M3iqIoUwiWqvtX1EikW9iOsOS9T1rZeD0ZjCG0q1vCeFDKdC5V7s5KOpbOK4qiKJNMlM+dOxfPPfccFixYkLWcy9Rx/cSJdgYx8GIzFuwpwoDzCErOr4er2pe3npi8iPg2RHiEo8niOaPJ3BxNVmIZTVYqo1cUJfMdccO3YoUE3vsecfmNHDqE4MZN6Ww6b4f37pXo/fU98jjn7Nnpcndesmze5tDvlqIoylSBpm/exRUSJBlPSGm7UV3XJyf3aR4ngv1wPwZTj3PO8qenrcjJ/crCo9hGezyjKIqijIEo/3//7//hE5/4hMwqvzzlCk3zt3/+53/GP/7jP57MU85Yhta3oufevXK9IulG4NlmifIbzoR3fllW2RnHoORiL3EbO0opOyszRpM58neUijIcPLDyLFggUX7DW2RZrKvL0pe+EaFXdiDW1ob+h/4sId+9oiL4Vq3KuLyvWA67368ftKIoyhSB49No7MrAJalRbF3GKDYzmy5j2DiOrT2AoZda8489OBa1rhiBTW0Fj2cqbliMonWGg7yiKIoyhqL805/+NLq6uvCRj3wEkUhElnm9Xukl/9znPncyTzkj4Rll2YGlkt022qSmrvf+ztix5ZI+W50S4TRs0X5wZaxxVlWh9MorJUgiGERw67Z0uXtw82YkBgcx9NxzEsaDnPCedVbG5X3NGjirq/WPoyiKMpVGsVX7JEwhHR+MIHJ4IKtKLzEQQXBbp4TgsgHRTOWe9Xim5949hqGcZswVRVHGVpTzR/sb3/gGbr/9duzcuRM+nw9nnnnmsDPLlcIE1rfKuJJcN/TMBw24G0uzzkbraDJlIrD7fCg6/zwJkozHpbQ9sMEod2dWPdbaKjPUGfjFL2Q997x58K1dC/+a1VL27l4wX08iKYqiTCEcxW74zqmSIIlIHNEminTLKLZwjp+NlSTQ++eDKL9uoSYSFEVRxlKUmxQXF+Pcc889laeY0cR6wiMKct+yalS946zTvFWKcnzYS+5dulQC73iHLON8dGbRzb50ivbI4cMSfb//vazjqKhIubsb49i8Z58tPe6KoijK1MDudsCzsFzCnPzS+X+vILynZ9jHhF7pQusrXbB5HDI3neGuKzau1/phc6k/iaIoM5uTFuXr16/Hb37zGxw5ciRdwm7y+9QBuHKcD7/CM3ym3MYSYq9+hMqUwVVfjzLGG14vtzl2jWXugY2bEGRGnaPYenow+NjjEsTm8RimcxTqa9dKjzrd4hVFUZSpM4rNXV+E8L4eIFF4HXuRS5zfmVGXEvhD/RhKPwGktN0Q64ZQd9cVwV7q1soqRVFmDCclyn/961/j3e9+N173utfhkUcewVVXXYU9e/agra0Nb37zm8d+K6cp/nW1GHiqqfCdSaBoXe3p3iRFGTM457z40kslSIKj2F55BcGNG9NCPd7bi8DLL0t0cSWazi1enOXyzrnriqIoyhQ9nrEBsz68Eo5yD6IdQURbBmVeuhGDSAzFDDO5DnqXdGaEvN+ZJdQlZvlhc+oMdUVRph8nJcr//d//Hd/5znfw0Y9+FCUlJfje974n49H+7u/+ruD8cqUwHBNCV1KaoIgnSiKZPivM5WqKokwn7G43/KtXS1S9H8YotoMHs/rSo0eOILx7t0TPr+6Wxznr66Tc3cymexYt0lFsiqIoU/B4hhlwhgn3AzSNi6RFuiHUKdATgRjC+/sk0jhscNX4MyI9Fex7VxRFmXGifP/+/bjuuuvkutvtxtDQkPz4fvKTn5QRaV/60pfGejunLXQ3pZFb/4vNaNpxEA1nL0Dp+fUqyJWZMYpt4UKJihtvlGWxjg4ji55yeQ/t3IlYcwv6mx9E/4MPyjr2khL4Vq8yXN4ZK1bA7tVWD0VRlKl2PMP9gKPUAx9jSWV6eTIaR7QtkBbqkVR2PRmKI9o6JIFNmefhiDaz7N1Vb2TXnVU+HRGrKMr0FuUVFRUYGBiQ63PmzMH27duxfPly9LIUNRAY622c9nCHVXJVIw7GtuOsqxrhdLkmepMUZUJw1tSg9HVXSZDE0BCC27als+kyim1gAENPPyMhuFzwnX22xeV9DZyVmYM75fQQj8cRjUb1455m8G/qdDoRCoXkb6xML1wuFxwOx6Q7nqHxm7uhRMJEZqj3hNPZdBHrrUMyV53Z9jDDajbntIuJnKs2JdZTZfB23yl5HCuKoowLJ/XL9OpXvxqPPvqoCPEbb7wRH//4x/HXv/5Vlr32ta8d+61UFGVGYi8qQtEFF0iQZCyG0O7dCG7cZLi8r98g2fXgli0S3f9rPM69YEFqVnqqL72xUQ2DxgkeKLe2tspJWWV6/n1ra2tx9OhR/T80TSkvL5e/sVluPqlnqFd6JczxbCQRjiHaGsjpVR9CMppAtGlQwpouYm972gG+3hDqjgqvGNYpiqJMKVH+wx/+UM6ak3/5l3+RM63PP/88brjhBtx2221jvY2KoiiCzemE75xzJCrf9U4RDNFjx8Q0juXuwU0cxbZPetUZfb+7Vx7nqKoyyt1Tfekc5WbTipQxwRTks2bNgt/vn/QH9sqJkUgkMDg4KCNQ7XY12JpO8PeT1Y3t7e1ye6p6Atk9TnjmlUqYsKc91kVTOWuv+hDifWHEe40I7exOr29zZ0a1paO2SMa/KYqiTEpRHovF8MADD4jzOuFO+rOf/ex4bJuiKMqIUAC6Gxokyt74Rlkmju6b2Je+0ehL37YN8a4uDDz6qIQ8zueTXnTT5d23aiUcxcX6aZ8gLGc2BXlVVSZzpUwvUc6xp16vV0X5NMTnM/q9Kcz5/3gsS9knEma9xRCuxg+sqEkvTwSi2aZy7E9vG0IyEkfkcL9E9mja1Ki22pRQry+Go0xHtSmKMglEOXvLPvShD2Hnzp3jsDmKoiinhqO8HCWveY0ESYTDMoot7fK+aRMSfX0IvPiihGC3w7N0iVHuzr70tWvhmj1b/xTHwewhZ4ZcUZSpifn/l/+fp4soHw673wXvGeUSJsl4QtzeDUO5TL96YjCKWGdQIrgtM6rN5nOmetTNKDZGtbm0kkRRTgeRQ4fQ9dvfoXb9enTu2YuqG98K9/z5M7N8/bzzzsPmzZsxb968sd8iRVGUMcTu8UjpOgP/j2WNCUT2789yeY82NSG8Y6dEz113yeNcc+ak+9J9a1Ybo9i0fLcgWrKuKFOXmf7/1+agIZyRDfevziyPD0SyxrRRsMc6AkgGYwgf6JNIY6dRqTGqzWoq5yjRUW2KMpb03vt7tNx+O3+4UJJIoHf7dvT+/Oeo+8pXUP6WN888Uf6Rj3wEn/rUp8T4Ze3atSgqysycJCtWrBir7VMURRlTKKw9Z54pUXHzTbIs2tZmlLtTqG/YgNCuXdKrzui//0+yjr20VGasi8v72jXwLlsmgl9RFEWZflBQM7yLK9LLxDyuPdtUjmKdQj3WFpAIbu5Ir28vdqWz6WZ23VnDUW2aVVeUk8mQt1CQJxJyW04npqaCtNx2mxybuadwwvikRPktt9wilx/72MeyzrTSNISXOjZFUZSpBEvVXddcg9JrrpHb8cEhBLdsTpW7cxTbFiT6+zH41FMShEZxFObpvvTVq+CsyBy8KcqpcNlll2HVqlX47ne/qx+kokwSWKLunlMskTWqrS+S5/5OozmWwIf39kqkcdjgmu1PZ9PN7DpL6xVFKUy0pQUtX/hiWpDnYbOh93f3YtY/fgozSpQfPHhw7LdEURRlkuAoLkLxRRdJkGQ0itCu3ely98DGjYh3diJIQ7lNmwD8TNZzLzoD/tUZl3dXQ8OMLw2dzPztb3/DxRdfjKuvvhoPPvjgCT32i1/8Iv7whz9IK9eJQuM0iu1f/vKX2Lt3r/T0LlmyBB/4wAfwzne+UyaaKIoyNZBRbeUeCd9ZllFtkbhhJJfjAE9TuWjzkIQVR1lmVJsZNJrTUW3KTCXW04OBv/wFfQ8+KCNwRyQ1jWcqc1KiXHvJFUWZSTAr7lu+TKLy1luNUWxHjxpj2FJCPXLgACL79kv0/va38jhnTY1R7s5xbGvWwLt0iYx1U7I52DmE36w/iqaeIBoqfLhp3VwsqM5uixoPfvazn+Ef/uEf5LK5uRn19fXj/poU5JxesmXLFnz5y1/GRRddhNLSUrzwwgv41re+hdWrV0uGXFGUqQ3HqXkaSyWso9riPSGLqZzRrx7vCRvj2vrCCO2yjGpzpfrdc8Q6x8ApynQkPjiEwccfEyE+9Nzz6fJ04qytRaytTQR4HjabeAFNZU7qf/Udd9wx4v3vfve7T3Z7FEVRpsYotsZGifI3vyl9RpdZc9PlPfjKK4h1dMhZXoY8zu+Hf9VKKXeXsvcVK2DP8eSYaVCMf/berVktUD95aj++ccMK3Lhu7ri9Lmdv33PPPVi/fr3MWv+///s/fP7zn5f7eP0Tn/iEjHszYVb8zW9+s2wj7//Sl76UZZL185//HO95z3tw5MgREfqPP/64jBBjFv4HP/gBZqfc/Jkhf/rpp+V1KcBNFi5ciBtvvFFEeyHuvPNOfO9738Pu3bvFx+Xyyy+X5+IYK9LT04O///u/xyOPPCLvraGhQd7Pe9/7XnlO+sDce++9sh63hVNUPve5z43b56soSj7MejP7zfAtq04vTwRjWYZykmFvDUgPe+TogIQVR5UX7rRYT5nKVXi0MkuZknBKzuBTT6H/wYcw+OSTSIbD6fu8Z5+N0uuuQ+m118jy/ddeV1iUJ5Mof+sNmHGi/OMf/3jWbY7RCAQCcLvdUoanolxRlJkG+8lLLr9cgiRCIZmRHjD70jduQmJgAEPP/01CcDjgXbo0y+XdlRJZUxEK1mA0c1b7eBzqGhJBnuD+1dzJpi4/c+9WLJtTinlVoztp4XM5TuiA9De/+Q2WLl0qZeMsGacIp0gdzXPcfPPN2L59O/7yl7/gsccek2VlZWUy0/uNb3wjiouL8dRTTyEWi+GjH/2orP/kk0/KeixZv+KKK7IEuQnL1ocrXed+lpl1bi9nSlNk8yTAQw89JPfffvvt2LFjB/785z+juroa+/btQzAYlPu+//3v4/7775f33NjYKCatDEVRJgd2nxOehWUSJsl4UvrSc03lEv0RxLtCCDJe6Uqvb/M60ll1t9mvXstRbdN7zJ0yNUnGYhj62wvof/BBDDz2GBKDg+n7ON6s9PWvR+m118KzcEHW4+iyTlM3ZsY5TUem4iSTsnwqm7ydtCjnmfZc2Bf34Q9/GJ/+9KfHYrsURVGmNHavF/5zz5Ug3HmE9+5Ll7vT7T3a3Cwz1Bk9d9wp67nmzjXK3VN96e6FC6dM9oOC/Ox/fXhMnotC/ZrvPTvq9Xf82+vgd49+l8aSdYpxwmx2X1+fCGkarB0Pn88nwtvpdKK2tja9/NFHH8W2bdvEd2Xu3LnpyrJzzjkHL7/8Ms4991zZV47mNXJ53/vel5VVp9Dm8zErzm1hhp5Cf926dbLOfMvMVt535plnSv88v0vagqYokx8bDeFm+SWwMrM8PhgxMunsSzdL4DmqLRRH5FC/RLpb3cY2Kl++qVyJe8rsV5TpA4+Dgps3o/+BB9D/l4cR7+7OKk0vvfZalF53rWTHh/t+cuwZKw27fvNbHFm/Ho3r1qHqphunvCAnY9aUwh3+17/+dTnI2bVr11g9raIoyrSAZ3O9SxZLVLztbWk3UZrGicv7xo0I794tvep9jD/+UdZxlJdLP7p/zWope/cuOwd2t86+PRVYAv7SSy/hvvvuk9sU18xmU6ifjGA22blzp4hxU5CTs88+G+Xl5XIfRTSrCU6GDRs2iLkce9F5YpxZeVNw8zV4UvyGG27Axo0bcdVVV+FNb3oTLrzwQlmHGfUrr7xSsuw8AfH6179e1lEUZerhKHbDscgN7yLLqLaYOaotJdLFYG4QiaEYYu1BieAWy6i2Iqch1K396rP8sDl1VJsytnCfF961SzLifQ89hFhzS+a7zArDq1+Hsuuuk+McyXqPAgrw6k98HC899BDWXHvttDFHHVOnCB7Y0CxHURRFOT6uujrZGTFIfGBAxq8FNqb60rduRby3F4N//asEsbnd8K5YLuXu0pe+ahUcZZmSx4mEJeTMWI+Wbz+6Bz9/9hDiBYSqw2bDey+ej09duXjUrz1aKL5ZWm41duOBg8fjwQ9/+EPpBc8VzywfHwsWL158wieuh4aGxByOwfL3mpoaEeO8bfagX3PNNTh8+LCUszNj/9rXvlZK52ket2bNGsnes7Sd5fY33XSTlND/7ne/G5P3pCjKxEIx7a4vljDhb1hiIIJIOqNulMHHOoMi1sP7eiXSmJn5LFO5YjiKpofgUU7/THGatbFPnEa4JvTRKbniCpS+/joUXXCBGOkqpyDK2Ztmhf/xW1pa5GCGTrKKoijKieMoKUHxJRdLyG9rJILQrl1ZLu8s9+JoEIbZTeg588x0uTtL35319XmlX9xBdv32d6hdvx6de/ai6sa3St/WWMLXPJES8necPw//+2zhEZtJJPHO8+ed0PONBopxlpT/53/+Z162mNnlu+++W8q7B9j/PzQkpmokd/QZPVTiFldYctZZZ6X7tc1sOfu8aRjHbDZ5+9vfLgZsmzZtyusrp/CnyDZf04QivqurS6rRzOelUVwuFOu33nqrxCWXXCLtZBTlhA7vrAZgvPWtb5WMeXd3NyorK0/6s1QUZfLC32NHqQc+xtLKrFFtsTYjqx6x9Ksnw/H0dSv2UreUvFuFurNaR7Up+URbW9H/0J8lK862vPR30e1G8aWXSp948aWvlvY+JZ+TOtrhgUvuf3weDNANlgc6iqIoyqnDHRkd2hl473vkBCjFNU3jzGw6b4f37pXo/fU98jjn7NlGFj2VTacTfOu/fkGMUUoSCfRu347en/9cjFHYnzVRcOwZXdY/k+O+zksunz8OY9EeeOABKf9+//vfL+ZsVlj+zSz6ww8/LKalFM8f+9jH8OKLL4rjuhX2bDP7TLFOp/OSkhLJPi9fvhzveMc7xBmdJwA+8pGP4NJLL033etNQjjPRmcmmcRv7vPlYiuxvfOMb8vq5I9FozsaTAHRxp2s6Teb4WCv/+q//irVr10r/ejgclvfJkwTk29/+Nurq6uQkAKsAfvvb30ovPMvqFUWZeaPa3HNLJMxfWP7mcixblgN8yxDi3SExlgsxdlv8pJwc1ebPGMqZo9q8OqptRs4Sf/hh9D/woEyfSZu2OhwoetWrxDm95IrXStJBGZmT+t9j9rIpiqIopw8KVs+CBRLlN7xFlsW6ujJ96Zs2IvTKDpnjKWerH/pz/nPwn1SGlw6mFO0TaZDCsWfnzq/EPZY55TevmzsugpxQ9FI85wpyU5R/85vfRFNTE+666y7JNP/0pz8VAc1+7g9+8INZ6/7+97/Ha17zGsmEmyPR/vjHP8pItFe/+tVZI9FMWCLP8vLvfOc7+MlPfoJ/+qd/khMAFNA8AbBs2bK87eJJb3NkGw3eWI7ODPj111+fXoeine7xhw4dEiM6Zsp//etfy30U/XxfNJlzOBzS284yd26foigK9y3OSq+E75yq9AeSCMVS/emWaB2SUW3RpkEJKxzLZprKmdl1R4VXRsEp02yW+F8fz8wSj8XS9/nWrhWzttKrr4ZTK7FOCFvyZF1npgj9/f1y8EVnXZbvTVZYtsiDpGunkWGBMr7od0YpRCIYRHDrtnS5+9CLL/LLUvjDsttR+e53Y/ZnP3NSH2YoFJJs8YIFC+DVcrRpCU/Ccz/K/aeK+OnJWP8/1n3T9CaZMEe1WcX6IOJ9hr9FLjZPZlRbOmqLJGNvot+ZKTJL/OmnjVniTzyRNUvcc/ZZ4o1Tes01cFm8WsaT6BTRTSeiQ08qU84MwXnnnYfPfCb7QI5n4jn2haVxiqIoyunH7vOh6PzzJEjTJz+Fgb/8JVNSZiWRQPcddyB88ABKLn8til9z2ZSek64oiqKML8x6u2r8ElhRk14eH4rmZNUHEW0LSK965HC/ROZJAGeVL1P2PssLVzjfYFOZBLPEX3jRmCX+6KP5s8QpxK/jLPGFE7qd04WTEuVPP/20lPLlQvdX7Sk/cXrbAnjl2SZ0bffipdhBnHNxA8pn+0/mT6MoipKFu6FBMuJmyXoeiQSGnnpaAl8AvCtXiEAvee3lcJ9xhs6yVRRFUY4LXdodZ5TDe0bGqyIZTyDWEcwzlUsMRsUFnhHc1inrrkA5OnZusJjKpfrVZ+uotomZJf4g+h9+GPEu01LW8KuRWeKvv27EWeLKaRTlg4OD0r+WC8sHmKZXRs/O55vxxJ275KxhMuHElrYmbHmsCa9511k468I6/SgVRTkl2Hve9bOfFb7TbsfcH/0XQjt3YeCvf0Vo61aEthjR8Z3vwDWvMS3QfatXw+YY/dgxRVEUZWZjc9AQzihX96/OVGHFByJZpnKR5kHE2gNAMIbwgT6JNHYbnDW+lFjPGMs5SvJ1iHIKs8R37zZmiT/4YPYs8fLyzCzxtWtHPUtcOU2inO6y99xzj7i9WqGpjDn2RRldhpyCXKp1pGLHhmTKQ++JO3eiblEZymdpxlxRlJOHJWZ0WaepG93XeRZcdqrJpCznmBJG9Yf+DtG2dukVG/jr4wj87QVEDx9B989/LsEdc/Fll6H4tZej+KKLYPfrb5OiKIpy4lBQM7yLK9L9wX9+4CFcseZSJDtCiDYzs54a1RaKyQg3BjZ3pJ/DXuyCqz7bVM5Z7YfNodnb0RI5fDgzS3z//sxn6/ej5MorpDydDuo6S3wSi/Lbb78db3nLW7B//34Zg0Yef/xxme+q/eSjZ+fzLYYVcoEWGi56/t59WHn5XPhK3fCXuuHxO7VURFGUE4Zjz+iy3vWb3+LI+vVoXLcOVTfdmOe67po9CxW33CxBd9WhZ58VgT741NOI9/ai7w9/kLB5PLKjdl/9OiQXLdK/iKIoinJKJO2Aq74IrnmW8neOausLi0g3nd95SaM5lsCH9/RIpHHa4JptZObNjDoFu90/eY3ATjdRczoLZ4lv354/S/y661B82aU6S3yqiPI3vOEN+MMf/oB///d/x+9+9zsZv7JixQo89thjMo9VGR0DXcGCglxIAge3dEqY2B02+Erc8JW4RKT7eT0l2Lncb7nuLXbBriMoFEVJQQFe/YmP46WHHsKaUbiVOoqLUHr16yRo9kInd45AGXj8r4g2NWHwySeR2L0b8dv+BRG3B46Kcjjo0O3x6GeuKIqijM2otnKvhO9sy6i2cBzRNoupXPOgMaotkkD02KBE1v6szGMIfku/Ose/zZRRbcYs8UdEiAfWr8+eJX7BBcYs8Suv0FniU1GUk+uuu05COXlKqnzDZspJcYUHTrcDwYEIwoEYEvEkhnrDEseD3gsU5lbBLgK+wHVviQsOh/aIKIoyzO+J05l2dJ/12c8ivGevCPTeTZsRkFm2QcTawjIfnWfbRZyXlEgJnBrBKIqiKGOJ3eOAp7FUwjqqLd4dSpW9Z0zl4r1hybYzQju7M/s1d6rf3WosV+uH3XPS0mhSkRgaEq8YGrYNPvdc9izxNWsys8SrMic7lInlpL55HHvG2aXnn39+1vIXX3wRDocD69atG6vtm9bQyG3TI4eHFdVv/OTqdE95PJpAYCAiAj3Qb7nsj8py67LQUFROggUHohLA0HG3xVPkzBPsZhY+OyPvgtOlZk+KMlOhyPYuWSxRHArhwL59slO3h8NyEJCMRBDr7AQ6O2FzOEWcO0pLYC8uVoMYRVEUZXz2TTSEq/ZJYHl1enkiGMsylZPrbUZWPXJkQMKKo8qbbypX7pkSJ5gTkQiGnn5a+sQHn3gSyVAofZ/nLM4Sv9aYJT5nzoRupzKGovyjH/0o/vmf/zlPlB87dgzf+MY3RJwrx4djz+iyTlM3w309aZTSJCHLrSZvDpcdJZVeieORiCcQHIymRLsp1g3xzttpEc8YjMrrhodiEj2tzHuNjNvrGEawZ5fQ89LlUQGvKNMZOrI7Kyrg8XqRjMdljmm8fwCJwQEk4zHEe3skYLNLSby9tFRK5Jh9VxRFUZTxxO5zwrOwTMIkGU8i1hlIZ9NNsZ4YiCDeFUKQsT0zCszmdcJV54fbItRlVNskSFLJLPEXOUv8IWOW+MBAVttaepb4GWdM6HYqx+ekjop27NiBNWvW5C1fvXq13KecWLacLuuvPNOE3dsPYsmyBTjnkoZTcl23O+woKvNIHA8KcmbWKdLNTLxk383b/dlZeJbQR0JxREJB9LUHj/v8Trd9+BJ6q4gvdYvYnwpnIhVFGV6gO8rKJOjynggE5AAh3t+PZDSKOK8PDID1OyxtpzinSNc+9LHjySefxGte8xr09PSgvDxjmDRZeM973oPe3l7xpRkNX/ziF2XdzZs3Yzp/loXeJ5f96Ec/Qnt7O+677z65/0Q+O0VRCkOHdjGEm10ErMosjw+ao9rMGES0PSgO8JGD/RJp7JCsvJlRN7Pr9hLXuB/L0gAvuGmz9Ij3/+Uv+bPEr7kGpa9/Pbzn6CzxaS/KPR4P2trasHDhwqzlLS0tcGr244ShAD/v+gXodO7EedcuOK4B01jCzLxhHudG1WjmGAZilhL6VDY+dTu7rD6CWDSBWCSB/s6QxPFwOO1pE7usEvoCgl6c6GeIQYeiTEU4ds1RXCzhrK2VMjoK8kR/PxKhkCHYAwFA+tA9Rol7SSnsft9pOTnX0dEhYz0ffPBB2Z9VVFRg5cqVsuyiiy7CVOXCCy+UfXFZWSYrdKp8/etfx1/+8pc8YXzo0CEsWLAAmzZtwqpVliPbMeSf/umf8A//8A/j8tzcbhrWPs1yz74+zJ07F5dddhk+/elPY/HixTid5L7PnTt34ktf+pKI8QsuuEC+nzxBwP2woijjg6PYDceZbnjPNEa1kWQsgWh7Jqtu9qsnAjHE2oMSwS2WUW1FLkufeqoMfpZPZrafCnIMvmeP9IhTjEebm7Nnib/udZIR969bp61iM0mUX3XVVfjc5z6HP/7xj+kdP8/efv7zn8eVV1456ueJx+NyJviuu+5Ca2sr6uvr5Sz6bbfdlnVQxp3TZz7zGTz11FOIxWIyC/3ee+9FY2PjyWy+ciq9pEUuiYraouP+eETDcUsJvaX3PScLz+vRUBzxWAKDPWGJ40FneRrUZZXQF+iDp8jnCQd1oleUif3tsPl8sPt8wKxZ0vcmGXSK9KEhoGsfsOEBJAOtiBfXI7H8Fjgalo9rH/oNN9yASCSCX/ziF3KCmcKcoz27LBmHqYjb7UZtbS2mC8XFxRJjzQMPPCDfgde97nX45S9/iTPOOEMy0hzryrGv99xzDybyfXLkLHnjG9+YPh5iQuRUkPFS8bgmTxTlBLA57XDXF0tY/y8l+iOZHvWUUI91BpEYiiK8r1ciDTPzs/wZkW72qhcdPwkXOXJERDj7xCP7smeJF1/xWpRxlviFF+os8Zkqyr/1rW/h1a9+NebNmycl64Rn0GfPno0777xz1M/D/nOWZvGg6JxzzsH69evx3ve+V4T+xz72sfSO6eKLL8b73/9+OWtcWlqKV155BV7v8XurlYmDBxFur1NiNKX4sUjcUkIfzRLsuSX04kSfSCLQF5E4/sYAvmJDnA/X+26a2PE2M/aKoowfdrcb9qoqMYhLbrgDeOTjxn9UZgFtNjh23oXous8isvANkmkXs7gx7EPnSeRnnnlGypPNMZ7cn5133nnDZoD5GGYrn3jiCcmmEu6LeMKYmVYepHHd//u//xOBR/73f/8X//mf/4l9+/ahsrJSROAPf/jD9PMxO8qT2+FwWAxSv/Od70i2nmzZsgWf+MQnZL/I39MzzzwTP/nJT2S9w4cP4+///u/x7LPPyomF+fPn4z/+4z9w7bXXZpVc2+122S///ve/xzXXXJN+/8y+vvvd75YTEX6/H0ePHsU//uM/4pFHHpHHXHLJJfje974nz3siUPB98IMfxF//+lc50c4T5x/5yEfw8Y/z75vPf//3f8uJ+aamJnldEwrRqqoq+fxyy7rN8nceF/Cz5fu/5ZZb8N3vfjddZcZKgQ984AOyHTxB8dWvflWSBvw8GYFAQI41+HnxszDh35xeOXz+QvCEDT93/r35+fLvzOd929vell6HY2J5rMK/OT9bHiPxb1xUVCR/G/rx8HvDbeVxz69+9Sv57lnfJ6/zOYj5ufD7lVv6T8NdHkfxc+Tnzew+Tyi89a1vlfvN78JDDz0kyY5t27bJ39j8/iqKcnLwN5lj1nyMpZXp5YlIHLG2ACIW93dGkiPcUteB9vT6Dnov5Qh1lsTHOjrQ/+eHpE88tG1b5nVdLpkhLrPEL73UONGtTBtO6ghnzpw52Lp1q5xd5oED55RzB8cd04mUXj///POy8zVHq/EA4O6778ZLL72UXudf/uVfZMf5zW9+M73MPOBRpg8c/VZa7ZM4HsyoZ5fMRwuX0FPQD0bFOM90ou9uHoUTvd953FFyvlKXXHK7FUVJQVEdPb5ZZJruA7A98HGaW2SWJY0pka71X0eifAnikTmId7cZfei+VB96SXF+H7rLb4ytOIGsJMUNS4NPJgNJY1OenKbAofjjCePnnntOqrkITzh/6lOfktJvCmKWR/N+kxtvvFH2nX/+85/lRDQF92tf+1rs2bNHBPw73vEOEXR8Hk41oVgz9680W6UYpTik2KOXS6FsMrfp9a9/vQg/qyjnvvtNb3qTiMZoNCrZ4le96lVyooItaF/5yldw9dVXy37+RFrSKBIbGhok20xRzX08RXpdXR1uuummvPX5GbBkmyc6+N5Jd3e3lMpTSA4H1+dz8pLi9+abb5YTIv/v//0/uZ8nHDo7O0WU8jPj34FZcJOHH35Y7qdALsRw/eOhUAhr166VEzH8bNn68K53vUuOSXhChycDeBzE45U3v/nNGBgYkM+UgprfC37m3EYe5/Dvx2OdQq0aPFnD4yEeV/E5h+NrX/uaVBr++Mc/lpM2/D68853vRE1NTfpkE/nsZz8ryRRWhPDEkqIo44Pd7YB7bolEVoVKTzidTTez6xzfFu+PSIR292TWT8SQ6DuKeF8zEoNVcFSfCe+SepRee5UxS7w0MwZOmV6cdNqBBwI8U80z4dy5EB5ckOuvv37UvW88w8uDEJ7hpcDnmf9vf/vb6R08d3rccfKggVkLnslm6Tx3boVgxoFh0t9vmDLwwIMxWTG3bTJv42TCU+yAp9iHivqRRTyN6WhkZ5bQU6Qb5fOGkDcFPc3tgoMR0QbMxDNG40TvohN9KsMu/fCpS2vpvL/EJaX2dKIfy15Z/c4oE/2d4fNIGR9N3RIJIDIE+9cbTvl5jf8lCXgfu3XUj0l8tglwj9xWY8LsI7Owf/d3fyeChsalFNgUdytWrDDeS2ofZL1uXcaMN8U0Ba8plhctWpReh8KWYtDaJ0xBx/u4n6MgY3bTPCFAIceTBL/5zW9EyB45ckSy12Zvs3kymo/nfW95y1sk00rMjHbu9jIoEm+99VYMDg6KCOc+kftVtoDxfgpEXnJfbP4+/exnP5MTAzzZYLakMcuaK/zN/mbztXjy4Atf+EL6fmaAKcxZCm5mb/kY8zvDz4/inycJmNElfP/V1dUiKrmO9TXMx1NYfv/735fX4+fDE/ePPfaYVNTt2rVLrnMKjDmele9tyZIl6dflMQfhY83nLfidyvkseSKAf1MTnhzhCQS+P74WT9SY4ttsrzP/RjzZwBMz3FYexxBuk/n81vfJvxNFP5k1a1bWOuZ74HEO++GZ+eYJFfN7wJMA/E6z2sHcfmbezZMe1vdlvS0tZ9GofKaniu6bFP3O5FDigLOkDM7FZTCPWhOhGKKHezD07BaEd7cgGeAI0TmwOd1wVCyQsBLc50F08AictX44a4vk0lExNUa1jQfRKaKbTmT7TkqUHzhwQM4CcyfNLwN/zK1fCpawjQaeveUBwtKlS2VHwMexzIwZAsIz2zyQYKaBBzgs0+IOkAcjPENuPRNsPXNsln1Z4Y6LO7rJzqOPPjrRmzAzcAPibFcF+YFk8JgoEbUhEbYhHil0ac/cDrPU1ia98Iz+juMb2dnsSdg9STjcvEzA4UnC7k4WuEzA5hx10k+/M8qE/c4wi8ryYP5Oy8nZaAAT5fcdOHIUiZIKJChyR9GHTrHJDPPf/vY3KRHnZ8IScIo9nnAmQ0ND6RO7zHrK6wQCsoyPYalzMBiUyDWRa25uliy8+XgrFIz8zJjRtMLnoYcKH8Oyb4pztndxX0ehZ4o5lmZTsPNEODP1b3jDG7Bs2bL09pnby5MPfC/8O1E4snyeArikpEQyu3ydl19+WbLNucZwzAqzzJrvgTATyxMQVpjFZSbe+jn99Kc/lddgSTqfg9+L5cuXZ50gp3A1b/NYguXt3HfzBAVb4LiMnw+h+OSxgfXxFNN8TRNm5fm35DqsKOD75QkS8zEUtsx+c3u4zPx78TMaSYTmfpbcDiYNWPLO985t4faxj5/Py78P/1ZsQbj88svlRAOrAfna3Ka3v/3tUrHAvxmDf1Oz/z/3fZrbaP3+WD87fk+4fUxYWOHnzRNLXMfcfor/Qt9D62P4esy0m5UeY4Eezyj6ncnHFovBv3s3SjZvQfHOnbBbRFuorh6h1RciPn8FPLYy+IYc8AcccEcckm1nhHdmsupxRxJBfwwBfxzBojgC/hiC/jiSM6iI89FJrpvM3+FxE+XcgXLnQ1McXvIAg2eBeZDAEqnRwjPi3HlzR8+zydyZst+Lhm88s2+ezeVO7ZOf/KRcZ4kaz7zzTHAhUc4suvVMNndEdFSlOZ155nkywp0tv1g8UDyd7uvKycETUZFgPDvbbpbRS0989jK60CcTNsSDDD7DyL+Ydqct3QdvZt6ZcU/fLnHD5bPhxQ3P43XXvhZuD88yKMrp/Z2hyGE/MjOo4vORLDEy1qPE9uTXgBd/DFsy/0Ru0uYAzv8Qkpd9Lv+BzFwODSHBeehDgzJ+zRGOwxHpEkFOgzizFx0jiC7uE7h/YXz5y1+W0mKe/GU2k1gzlmYFlrmMwpafYaH9inmS2vp4KxRfzLoyE50LBRwfwywoe4hZxk3xzZPT3FdSsLKvmdvMjDf/nhSA3PdyuXnymdtnvjaz1MzCsxyagpIVAcyEm98JZvAL+cHwpAGfh/Dvm+uwbpZ5s3KOr/XrX/9a3Ou5LRTzfCyvsyrA3BZ+ZhSo5m2WtfOYghnec889V06SsJ/dvJ9CncLZ+niW/Vs/V65D0cxlvM/821r71MWo1OuV5TxJQJjZHskwNvez5HeDbQYU5nwOvm8em/BYxdweHhfxGIV/F1YcMNHA98RjJX7GPD5h+fz9998v9/G62UJhfZ/W92GS+9mRP/3pT9JSaIXPxXXM7afwH+n4h/+P+XqsFhkLvx49nlH0O5NNMh5H8KWXMfDnP2PosceyZom7GhtRfM01KLnmariHac9NBKKItQYQbQ0g1jqEWEsAsY4gHHGgeMAlkcYGOKq8kkl3pTLqDHupe1pl1aNTRDeNdEJ0TEQ5dzA8mGCJGXd63JHwbDzPdNOgjWXmo4FjR5gtp0kL4U6OBjZ8HopyPj93QHRbt3LWWWdJ+V8huDMq1B/IP9hk/qNNte1U6HIMFJeNzmQjEjJHyWX6363j46zO9JwDn4glMdQbkRiZYvziyRfhK853njf64M1S+lRPfLFL5tgrM5ux+p2huOROnvuBtAByZHrpjsu57wde/FHBu2zsLD/3/bB5Cz+f3V8G1LD/jgKd89D7xc2d89Bl7FpqRyjz0CnQ2It+nN5xnhymKRfN0QiN0Mz3xf5qeb7Ue2U2lFlsfga5nyWzziwltvZKW6EIZuk6M6wjmamxioxBIccydL4es91maTiz6QyejP6f//kf2f+a22v9m7DPmAcuzK5ymygGzfu4LTxBPpxws5Y6W0Wu9bb5Wjw2YFsay7qtlXXWdcWJP/WdIRSOrH5jGT3XZVbXLDs31x/p8bnr8PiA2V62w/G9EVYC0JjNfBxL5nl8wRMGVqM3E5qp8YRD7vszfXDYs25+Nnv37pVjFOv2sHScwVJ+/p34nTKTBdwmBg3iWHbOExn8zHLfZ+5l7ntnZQSPdViRYJb+51LouzDcenzesT7+0OMZZSZ/Z2SW+GbOEn/ImCXe2Zm+zzlrVmqW+HXwLlt2fLFc5oKnzA8ssTx/PCHC3OhRTxnLNQ+J+3u8MyQR3t6dXt/ud4pIF0O5+pSx3Cy/uMtPZVyT/DtzItt2UqKcByHm2XPu2Fimxx0pdz67d+8+oZR+7o6CAt88COABC8+c5z4n+8H4WooyVTCd6Muyq1ULEouao+TMzPswo+RSTvTsgzdvH3eYkw0y0i7Led40rrOKd+mFd8Phmto/1sokp+oM4PofAvf/faqTPJm55HLeP5p56CXFEk723HIeOkU5x61Z56G3tooot5eWojcSwc233or3ve99UurL/RnL0dnXTdHFrCGzl8xOM8PJViq6V1thVvoHP/iBnFSmKKYQf+GFF6QsnPtD9vF+6EMfktJpliyzBJpGb+wxv+KKK0SQsXyZr8lybO5HmflmJpwnB3jSmhluvj6FF8vMTUHOijI+Jx9HsUmhTTE6HMyAUnSzNcx0GDfhMpbt833/27/9mxi18eQ4Hdvp58LKtdHCEvc77rhDsr9mZpjbbZbdDwe3gWXwLJfnCYRTgScx+Pmy9J8meTwgYhUf/6bmgS8z3DyJQaM5euDwZAbL3Wn+xhMU7NmnWC70/uiuTnHOvnZmzHnixkwcsGqQmXJW5vHvzttsZeDf5uDBg9LbztfjZ8rjGgp6U+CfKPzO0hDOzNQzMWKaCfLkChMbiqKcfkK7OUv8AfQ/9BCix46llzvKylKzxK+Df91a2E7Rv4Fzz0Vkc0TxasN7QjwnBqIi0jPj2jiqjfvBGMIH+iTS2DmqzZfl/i6j2oq1+nIiOClRzjO0PAtt7tx5UEEBzR0O3T1HC/vgeMae5WM8CGGGnTs5HiiZ8MCEpXY8qODZYPaUs1yLrqqKMh1xuhworfJJHK9058EHHsJlF78W0WAyK/teaJRcaJCmXJBLBjA6J/r8UXL54+WYjXepE71yMqx+B9B4AbDpTqD3CFDeCKx+16gE+Yjz0GfPNuah93Meer+RTQ+HkejogCsSwdpFi/Dtb34TB44ckf9LbHNi+TozmIRGcDQOY1aTIpv7OYotax8zK8a4j2Ir1f/f3nnAN1WuYfxtmrbpbtll7yFDZIiAoiICAl5Z4sS9J+4t4J7XvQduvYqCylAQUVmyBBRElmzK7B5pm3F/z5ueNEnTNi0t6Xj+/D5OzsjZzTnP9y50KMO9e+DAgTofoghuwShzBvGEDmwj2Rn2E27pqC4Cl3IIN4hmPOdgpce6UH7LKFuG78KabORLQcc4rNEQ6xBgsPxiO6WdFyMrONzLPYGlGrHEyCiObaDzAO7QsPCXN+QLifPwHMcz29gmLPlGEtiSgPs93OkhVBF3fbSgYwDXzuiMgPedbylVdEJAXGMetmmEumFfkMPGH+iYgTUfcdw4bxD+6FiBGAY4XziXKM+G9cF4gLJt6EDBdUQSOng74NoifAHXEOesoiDkAiEGOAbsF6z7SFpo3MOEkGND/u7dWkscLW/LVvf0kKgoicVv6cgREgOPGLhYVnWptrhwCY2rJ5ZORaXanAUOKThQJNINwe5EsrlCt3jxcHI2ITlxUoyEewh1c4MoCQmtPe7v1ZEQp5HysxygFxxJVvAAh1sYerhhvcZLCpLJ4KEWCHj4o6Ym3MdgiUDvMR7ieGmAyDfAyxEeOngBwcsRXkzwQA0EPBhhwcBDs7rHlOMlDbGM1dkNg9Tcewa13SHGfcvG+XOhRyw8li8PyC5fvHxcoQXew/qOcWStr02xTTWFyv6dgeiEBRAdtJURi1qVOG02sWdlueLQszLV7d3T2o44dFjREYteWfXQawOwwuI56hujXZPAuwMEN7Ky+wsnqOtU9t8x32dIXbhnCg4e1BjxdNQSLwxvMmqJR586SOJRS/y006ptLXEt1Zaepy7vBR4u8LYUq8tpzRezScIaR7lFukuwx4gpMjjPy4Iacs+UR4dW6Ex6ZvuEyxd6f5HoDe5c5XnRhvsVepTRSgOWc0/rOSGk/JhMIYWW7rJ7ap0Op7rGu4V7SS70heXkUDu+IM8uBYdyJeOQdyZqf8At3h37biSxK/xsiHdjHNZ6CnhytEBom5GYLCGhMA49W2PQIdKdtgJ1eUcrkBAxRRfWQ4cQrWLLBql84MGA7O3IU4Ms6XDDR+w+LOeEEFJR7GlpkjFvnsaJ56xY4SrbA0wmiT6pn8SNHFVjaonjvcqcYNEWeRzKEblw4F1uv7dQx7gz3yEFe7O0eRKaEOHl+h6eFCOh9SwSYqLhpbxUWveGkcmVEFLzwY+pJSZMm0h02ZnorfZi7vL+XOiRmd6WZxd7gUMyU6zaysIUGuLjLl8U/17kUu/6jP1F5wMhZcehx2pzJjnFmWt1ubjDip5ndWV2R8ktjUO3iCkOy8ZJSKSFHUQ1AFhQ4MINl250/iORGiq9VGdrCiGkeoKcJJk/L9Q48awlS/AD454X2bOnxojHDR8mZp8SlzUVU0SoRLSK0+ZpqIEF3S3SC5s9Lc/drBuLksqFhIdKGLK/F1rTddgkWtdNSoY+eoSQo+5tjYg0a0to7CrBUxqwqJfpQp/pcrPPz7WJw45M9Hnayt4XEYvbTd4oJVdkdfd0obfEhkkoM9HXeTQOPSpSTFGeceiuTO6uOHSrOA5ZxXbokFrb1cUdVvToaBX3pPoBbz7f+t2EEBIoeA5kL14sGbNmS+bCheLMLfIAjOjUySXER4yQ8Obe5Qhrs6EmrEGkNune0KtUG6zonknlELvuzLdL/q5MbUUrETHXs3gL9abREhofwc7uQijKCSHHFMSexzeM1BZIJnpDoJcs4lEXPl+s2a5EdhoTj0z0RUlPSwSZ6F2CPcyvePcsM8dM9HUDuKubUI6zQQOPOPQMHep4Soo2Vxw6XNxjGYdOCCG1oJY4XNLTZ8+WzHnz3WU1QViLFlq+DHHiEe3bB3U/qxOmqDCJaJugzcBpd2q2d8+EcrCwIyu87YhVW+76olpBIRazR4x6tKs1jpaQUqr/FBzOlczl+6TN5mjJNO+S2H5NXR0GNRyKckJItc5EH1sPrezkQ3a7Q6yeAt5vHHyBfrZm5rsy0WcXaEtNLntfwiPNhYLd5T5viHZfF3pNZEcXrdobhw4X98wMl0DPSNdWFIcepyKdceiEEFL9Qfiddd06TdaW8cNcsR/yqCXesKHEjThLreKW7t1pzQ0QZGiHqEaL6lk03Z6V7+X6rq7wB3M1A3z+9nRtbkyi2d7dceqFddVDY8Mle9V+Sf16iy6W6AyXnMX7tCWO6yjRfRpLTYainBBSK4ArenRChLZAM9EXs74bse9GjfjCaXChhys9WtqBsvfFHBFalHneKxu9j4iPC5dwZqKveXHoziR1Z3QlistwlVpzx6Eni8liEROWjYuTEAvj0AkhpDph3bxZk7WhhFnBnj3u6ab4eIkbOtRVS7xvn6OuJU6KQO3z0A7hYumQ6J7mRJLgAznFkso5cmxiO5ijLXfdIffyIVFmcebYisbhE1+Yay/1680S0TpOzDXYYk5RTgip05no6zcruyfdKxN9MRf6Ai+LPJLYIZldBtrhshPZhZpNElnoPu9PvHuWmYuIrngm+rQDObJh8R45st4iK2zbpevJzQPKAUBKikOPElNUlCsOHaI8M1OztyMpkMNq1aZx6GFhrhh0WNGjoxiHTgghQasl7hLieVu2eNcSHzzYVUt84MAqryVOiggxmyS8WYw2kcZFpdoyDKt6UWI52+FcL0FejBBRK3r88DY19hRTlBNCSBkCDLHnaJJUdib6AqtHIjuv8nGu2HfPzPRIeodyclkpedoC6UyA+7xnrLuXC71HHLxnJvqNS/fJwo//0YeW02GWdQf2yLqf9sjpE7tIlwFJvP5HiSkiQps7Dh0WdIh0xKEXFIgtJUXEiENXge6yuNMKQwghVVxL/IcfNE7cus6nlvgg1BIf4aoljg5WUn1KtcVHaIvsXFTZy5FvlyMf/y15W9L8f9EpYkst+z2qOkNRTgghlfgwQex5eKCZ6POLl5JzDYsnt4O1Hm732en52sreF1FhjjrvaQcKM8eqm1eIOB2u0Z8/3iiNW8dKvabopSaVFoeemCiSmOgRh56hIl0Fe3q6toKQEH0RhIu7CnVaZwgh5KjB76tXLXFH4QPPZJKofidK/KhREjtkiITGx/Ns1yBM4aFqUc/bliZSeEm9QHb3xLLDF6szFOWEEBIkwlDLs0GkxAUQAwW3eLWwF3OhdyWv85zmzkQP63xmUU3VYjhFPn9khVrfYxItGo8fk1jYEJ+faCkcRui+kqOJQ0c99FwV6Gecc4706NhRnr3nHhXtnXv0kJsvu0xuveVWCY2LPao49NNOO0169uwpL774YpVfLuzjjBkzZPTo0Tr+zz//yGWXXSZr166Vzp07y8yZM6VNmzayZs0a3SdCCKmyWuILUUt8tmQtXuxdS/z4410lzM4aXmtqiddVovo0kcxfi3IAeOEUie7TRGoyFOWEEFIDQEk2ZKEPJBO9w+6Q3CyXtX3xV1tkH9y9CpOh+MMQ74c8a4r6gHj2mASLCnaIdIj1qHqh4oh2iC3fLo5wp9tdviYA8fjhhx+6x+vVqyd9+/aVZ555Rnr06FGlceimyEgJTUiQsCZNVKQv+vxziY6MFNuhg9qiuneXr957T8ZMmKDLG/XQ8/PzVWx/+umnsmXLFomKipJOnTrJVVddJRdffLGEhYXJsSQ5OVkS4RVQyOTJkyU6Olo2bdokMTExkpCQoMs0aNDgmO4XIaT248zPl6zFSzRGPPPnn71riXfs6BLiI1FLvHlQ95NUHmENIjXLOpK6ucLxnO4ObEyvyUneAEU5IYTUMkzIRB8foa1Jm3hJ3pqmlnNfQkwi3U9rLp37J0l2ap5kpeVJVqrV47Nr3JbvkLxsm+RlZ8mRvVnu71viTdL97HhJP5QrOal2fTiazCGaCd8Uis8mCfUchoZIiCmkmBV4Z8ZOmbFlhuzL2idNY5rKmA5jpFVcqyo/T8OHD5dp06bp5/3798uDDz4oo0aNkl27dlX5thFPjhh0tBYtWxbFoWe6zi/G83fskBBTqJhiY8QWESEjJ0yQdX/+KY8++qgMHDhQ4uLi5Pfff5fnnntOTjjhhGNujW7SxNsqsW3bNhk5cqS0atWqxGXKCzoiwunaTwgxaomvXKlCPAO1xNPTvWuJjxzhqiXeoQPPVy0luk9jzbKesXyf7Pl7uzQ/ro3E9Wta4wU5oCgnhJBaDBK5rZm30/9Mp0uUJzSKkoYtYv0v4nSVg1OBnpbnEuypVv2cZ7W6hbaxrL0AzV/AlwsV7h5Cfc7e7+XJtY/rdHwfw2nrp8nUgVNldHuXW3RVERER4RaNGN57771yyimnyKFDh6Rhw4Zyzz33qHv2nj17dP5FF10kDz/8sNsiPWXKFHXRvuOOO+Shhx6S1NRUOeuss+Sdd96R2FjX+czOzpbrr79evvnmG5125513FtuPNu3by6RJk7S1bt1ap50/aZIOWzZtKv/8+KO88P778tuiRbL0u++k90knuePQ27ZtK+eee66KV398/PHH8tJLL6n1GlbswYMHq7W9UaNGOh/7fNNNN8m8efMkKytLmjdvLvfff79cfvnlus7bbrtNvv76a0lLS5PGjRvLddddJ/fdd18x93Wjo2X16tXyyCOPqNUc3gi+7uvr16+Xu+66SxYtWqT7M3ToUHnhhRfc1nS433fr1k3MZrN88skn0r17d1m4cGElX3lCSI2qJf7nn5qsLXPuD1rVwiC0YQOJO+ssFeKWHj1YS7yOYG4QKbFDW8p223rpMrSlmI+xl1hVQVFOCCG1GCScQ5b1hR9vLHL3goh2ik6HIC8NiK2IKCSMC5P6WrakCKvVKtu3b5d6SdESHh4hdptdcvJyxW53aG13h80hdgztTp2GbSuoapInsjd3jzyx9nFxImuLYckvHD68ZLI0c7SRFrEtJNQMIW9yD02hUsziHmmOPKoXMghSiMD27dtL/fr1dRpE9AcffCBNmzaVv/76S66++mqddvfdd3tZhyHMZ82apQJ3woQJ8tRTT8njjz+u8yFAf/31V/n2229VCEPw/vHHHyVatVeuXKnLwYI/bNgwCcnLF7MlQv43Z44MPukk6dGqlRQkJ8N33FUPPS5OY9bhyu6PgoICtazDzf3gwYNy++23q1ieM2eOzkdnwt9//y1z585VYbx161bJLXQDffnll+X777+X999/X7p06SJ79+6V3bt3+90O3NSHDBmi3gfoeID7+uHDh72WgbBHpwDc7SHEsR10fOCc/fzzz+7lEFaAjowlS5aU8yoSQmoLKFsGIY6EbQUevzuuWuJnFtYS78sqFqTWQFFOCCF1wFqe1D5eNizaI5vWb5dO3dpI11NcFvLKAvHk1pB8OfmbAZWyPgj1K5ZdHPDyC876TWIsUT7ivbirvCcQ0hCPhkU7KSlJp5kKY7jhzm4ACzbE5hdffOElyh0Ohwp3wzI+ceJEWbBggYpyCP333ntPxf4ZZ5zhFpywRpcELPQA8djYH4Otu3bJaUOGSFjjxi5Xd8966AcPuuqhx8WpeycsSwZXXHGF+zOs6hDaiJ3HvuHY4aoP1/c+ffq4j9MA8zp06CD9+/eX+Ph4tXqXBDwJYN3GOg3vA19R/uqrr+q2nnjiCfc0CP4WLVrI5s2bpWPHjjoN20RsPyGkblGwZ4+kz5vvqiW+ebN7ekhkZGEt8ZESczJriZPaCUU5IYTUASDAT/xPGzls3ignjmhzzJOCVTW5WfkiucUzxKurvI9QDzWbNBkeXKXfeP0NtbrDyv3666+r+/mKFSs0Lvp///ufilhYwyFibTabxnF7AhFrCHIAIQ2LNMD34ALer18/r4RysFqXF3XtRxx6w4ba3PXQMzLEnpXtqod+5Ig4rVaxp6ZK/u7dKtLXbNokUx99VNatW6fHiE4EQ3Afd9xxapEeN26cWu/hSg5X9AEDXB0rsKifeeaZKuJxXs4++2xdpqJgH+CKbnSEeIJzZYjy3r17V3gbhJCaBdzR02bPlhaffS47PfN5hIVJzCmnaJx47Omns5Y4qfVQlBNCCKkU4EK+/MLlAS//2trX5NONn4rdaS82LzQkVC7qcpHc2PPGYvO0vJij0C3e5hqGO8O1HC3EtmuaS3yqG73dLjafkOv8XLuEmSwSH9FYrfz1mifJc0+8LF999ZW89uobMmL4CI0hn/zwZBk2fLgkJiaolfz555/3Wo9v5wYs84bwrUwgWFFyrMR66FlZYs/IdBWoR2w/avUmJ8vwYcNkyKmnykevvy6NWrWSPcnJ6hZvxKBDbO/cuVPd2efPn68W/RtvvFGTx/Xq1UvFMuLhly5dqm7mcFGfPn16hY4BHRsQ9k8//XSxeZ5eAYg1J4TUXvD7lDl/vrqn5yx31RLXNF0hIRLVr5/EjxopsWeeyVripE5BUU4IIaRSgCCNCgvcJX5CpwnyycZP/M5zilPO63Reudbn9X2nS6y7WpFQdwl5h2aeR4w9cEDgo6ybwyEhISbJTMuWXxcukubNWsi1l97qOjZTiGzeuE2z2GccydUM8wX5du0cQEk4JK7zLQnXrl07Fe3Lly+Xli1b6jRYq+Gqfeqpp5a47/iO3e7dUXHhhRdqPDqSpsEF3BOb3S75oaES3byZWpNgIUdW981Ll8qRtDR59KabpHmhS/nyv/5yHXNenjuxHlzmL730Um1IdIc4eIhyAM+AsWPHqtUcCeUQM56SkqIW//ICkY+kcfAugKs7IaQO1hKfPUeyFy1S7x6DiB7dZXerVnLibbdJZNOmQd1PQoIFn4qEEEKCAsqeTR0wVSYvnSwhEqJC3Bhiess4l5CtCBCbcFkP1adccbd2JK6TTLvYzFmajC7l8BF5/Y3XJTs7S8uipadnyN59e2Tm919Lzx4nyPyf58nsud9pIjprlutlMj/HpmI/JTnbvc3s9DwV/hmHc8VkDpNLL7lM7rzzLkmIS5DGTRrLQw8/5I5ZLwmIVsSlo+wZMsSjFjgys8+ePVst2UjcdvLJJ6vb/KpVq9TyjNh1I3kc4stRA73DKadoObE3Z86Uq8aNl/Xr/5InX33Vte+7d0teQqI8+uYb0qdfP+nWu7dazxFTj6Ru4L///a9mXEeMN8Q5vAgQL45494oACzwy019wwQUalw9hj8Ry8EB49913JTS0+HUihNTwWuJLUEt8jquWeE6Oex7Klhm1xEOaNJG/5szR0BxC6ioU5YQQQoIGyp71atRLvtnyjbtO+dgOY49KkAfKDz/8IM2aN9PPELidO3dW4TnynGE6be36lXL/lLskLy9PRpw1Qu6//wF57PFHtf47sskjNh3e4rCiw2JuWOdVuGe7hPv9t0+RtJQMOWfMaImJjpHrr75ZDh9MEWtOgUu4h6IUnKi1vSDPrh0JsFKjzBoEbLNmzWTHjh0qzuFejqzlb731liadQ8Z1COhbbrlFy4j5Ags4ktDBwv7au+9KrxNOkGcef1zGXHSRuok6C/LFbLPJ/Q88IDv37ZNIi0VOHjBAPv/0U/c5wb5s2bJFBTNiy+HmXlanQkkgiz0yqiPjOmLTcV4Ruw/re0XXSQipjrXEV2mytsx589RV3SCseXO3ELcU5pAwqkQQUtcJcXqmaa2FZGRkaNbY9PT0Ygl6qhP4QcLLzogRI2pdAiZSNfCeIcG+Z4ySaMjKbbFY6vQFURd4uMfbnMVLwtl8SsKVBaz8mqDOO0mdZ7K6sjLLB/Li7MjOFntGhjgyM3Xcc/um6Gh1gzfFxEhGTo4+PymcayeV/XfMZ1MdrSX+118qxDPmzC1eS3w4aomPEMvxx/v93eI9Q8pLTblnyqNDaSknhBBCjhLEk5tQQL2UdwOI8iLBXvi5MNbdVc/dNU8TtWE+6rmLveRtFssqX1y8lyTckckdolvLqMHCjxJrGZliz8xQl1MkjkMDYeHhYkdiuLg4CYmIOKrOAEJI7SFv61ZJnzVLhXiBR+Z0U1ycxA49U+JRS/zEE1lLnJAAoCgnhBBCjgFwczeXJdwhkP1Z293J6jwzy2OZsoS7/5JwOjSEuylEQmEZj44Wc5PG4szLc5dbc+Tmiik/X2uhaz308HAJjY3Vl24klaNAJ6Rukb9nr2TMmeOqJb5pk3ct8dNPl7hRIyX65JPFFB4e1P0kpKZBUU4IIYRUEzRBXRiaKYDM8h5CvZh4L70kXDErv6dQR4K8yHgxxSaK2WGX3JTDEmErUHd3WNFRD12OHFHrlyk21iXSY2JoDSOklmI7fFgy5v6gQjx37VrvWuInn6xx4rGnn6ZhL4SQikFRTgghhNQgijLLmyQsomIl4XRY6CpvlIQrmVjJg2BPbCAhToeE2PMlJM8qIY4CMWVaJSQjW0xOh4TGRLlFOjLAE0JqLsg3gVriEOLZvy/XWuIKSl+eeKIma4sbOlRCK1iNgRDiDUU5IYQQUssoqyScIdxdce4uS7tLqBtx7kXi3VjO5k5UFy7izzXV6RBTml1CUlMl1CQSGmGW0EiLhEaEuV3m4SpPl3dCqicIV8lauFDSUUv8t9+8aolbevTQZG2xw8+SsMaNgrqfhNRGKMoJIYSQOgjEcYjGnENn+xfuDodD0tMytJwbDGW+4t2IfdfM8iEmcUCNS5gryh3v8wXIVmfz2qbGuZtN7gzzhmA3Yt8p3Ak5dkB4u2uJL1jgU0u8vauE2YgREt6y6stUElKXoSgnhBBCSImEwOodZpKwUmqJe5WEy7eJLccq9vwCl4gPCRWnySzOEJNa3V2Z5R2q2YNVEo6QuozT4SiqJf7jj961xJs1K6wlPlIsnYpqiRNCqhaKckIIIYRUXkm4SLNIvKWoHnpWlmZzt2dmCQzqzpBQcYSYXUI9wiJiDlfh7hL2x6YkHCF1spb4+vWSMWu2ZMydq9UUDEIboJb4cIkfNbLEWuKEkKqFopwQQgghVYLWQ4+P1wbrnNZDh0DPQD30bJH8IgudKTJKTHGxItGxKtiPZUk4Qmoredu2qUU8ffZsKdjpUUs8Nta7lriZkoCQYMK/QEIIIaQKmTlzptx5552yfft2ufnmm+XFF1/0O82XDz74QCZNmiRpaWk6PmXKFP3eWs+SRDWIEJNJQmNitJmbNHHVQ0ct9IxMcVhzxZGbo03kgKseelychGlNdO966MekJFxh3Lsh6rEMITWFgr17JV1ric+RvH/+cU8PsVgkdvDp6poefcoprCVOSDWCopwQQkid47LLLlOxC5HryS+//CKnn366pKamSkIllfq59tpr5fLLL5dbbrlFYmNjS5xWFhDxEPCVhXGspbFgwQLp1auXVEmSOYtFTBaLSKNG4igoEEdGhrq5u+uhHz4scviwhISaXaXW4grroUPcH9OScOhQKBLs3uK9ULhDwFO4k2DXEv/hR1ct8TVrimaYzUW1xAefzlrihFRTKMoJIYQElfwdOyTt62/UuoMkQwnjxkp469a14qpkZWXJwYMHZdiwYdK0adMSpwVCTEyMtspiwIABkpyc7B6/9dZbJSMjQ6ZNm+aeho4Jq9Wqn/Pz8yXcXym0SsAUFiam+vXFXL9+URw6rOiZWeK028SelqoNWedCY6LFFBfnqodegstt1ZSEs7syypeAZpb3EeqGxd1IXMfM8qQyQSdW5jyjlvjv3rXE+/Z1CfGhZ4o5MZEnnpBqTsmpVAkhhJAqBmJ824iRcuT99yXjhx90iPG0b2ZUi3P/9ddfS9euXSUiIkJat24tzz//vNf8vLw8tWA3a9ZMoqOjpV+/fmqBBhgaVvDBgweraCtpmuGu3rJlS4mKipIxY8bIkSNHvLYF9/WePXt6WftHjx4tzz33nCQlJUn9+vXlxhtvlAKP2sIQ3SNHjpTIyEhp06aNfPbZZ3occJeHwG7SpIm7YRkcpzH+5ptvykknnSQfffSRtGvXTiywauOapaXJVVddJQ0bNpS4uDg9jnXr1nnt67fffqsWdnynbdu2MnXqVLHZikqjBRKHHt6ihUR07qQdNOZ69SUkLExroUOIoAPH+s8/kvfvv2I7dEgceXnluq5F5dlMEhYeKhFRYRIZGy4xCRaJaxApCY2jpH6zGGnQIkYaNI+ReknREt8oSmLrWSQ6PkIsMWESbjFrVnojJl0zyxc4JN9qE2t2geSk50lmilXSD+ZISnK2HN6TJYd3Z8mRvVmSeiBHMg7nSlaqVXIz8yUvp0AK8uxqzcd6CCkJh9Wqv5W7b7pJtgwYKMkPPCDZS5eqILd07y6N7r1H2v+yUFp99KEknjeBgpyQGgIt5YQQQioFtSjm5ga8fP6uXZL80ENF1h0Pkh98UCzHHSfhLVsEtK6QyMhKzxi8evVqmTBhgorh8847T5YuXSo33HCDil8IYnDTTTfJ33//LV988YVavWfMmCHDhw+Xv/76Sy3RmzZtkk6dOqm4x3i9evX8Tlu+fLlceeWV8uSTT6rQ/uGHH2Ty5Mll7uPChQtVkGO4detW3U8I96uvvlrnX3LJJXL48GEV/mFhYXL77berlT5QsM7vvvtOpk+frt8H5557rgr4uXPnSnx8vLz11ltyxhlnyObNm/VYFi1apNt9+eWX5ZRTTpFt27bJNddco98N5JhKjEN3NhGn1epycYcV3Wp1JY5DXeUDiEOPcLm4x8aJKapy7gfPWu6lvTB5lYQrdJN3x7kXToO1PbCScFJkbWdJOFJYSxzCG8nasn5a4LrnCwlv306TtWkt8VateL4IqaFQlBNCCKkUIMg39epdOStzOGT76NEBL97pj9USEhVVrk3MmjWrmDu43V4UW/zf//5XxeZD6DgQkY4dO6oAf/bZZ1WU79q1S129MTTc0GE1h6DG9CeeeEIaNWqk0yFWYX0G/qa99NJLKubvvvtu97bQCYB1lUZiYqK8+uqrEhoaKp07d1arOOLAIcr/+ecf+emnn2TlypXSp08fXf7dd9+VDh06BHyO4LIOizms3SaTSRYvXiwrVqxQYQ+rOoClHrH5EO4Q37CK33vvvXLppZfqfHz30Ucf1WMrrygvJpAjI8UUGemKQ8/Pd2Vyd8eh54ntcJ4rDt1cGIceWxSHfsxKwpWAy1XeEOyervJFSepcJeFERTtLwtVttJb4KtQSn+OqJV6Y8BGENW3qqiU+aqREdOzIEmaE1AIoygkhhNRJkOTsjTfe8JoGi/XFF1+snzdu3CjnnHOO1/yBAweq6zfEO6zhGEJA+7q0w5peHrAtuKx70r9//zJFOVzrIcgNYDXHfgFY5M1ms1eitvbt26uQD5RWrVpJgwYN3ONwU0dMvO/x5ebmqkXcWGbJkiXy+OOPu+fjPCE2PScnR93zKwNTeLhXHLqK88LmtNnEnpqqTQqt7YZID1bpJ7i5m8sS7kg858/aXoUl4SqTtAM5smHxHjmy3iIrbNul68nNNRSAlKeW+AaNEdda4gcOuOeF1q+vtcQhxCN79qQQJ6SWQVFOCCGkUoAVExbrQDn0yiuS8tHHUGzFZ4aGSr1LJkrDALONY9vlBTHgEKme7NmzJ+DvQ5xCEMPN3VMYg8pMyFYahku5pzXZ4SccoKLgHPkeM4S/EQfviZGtHsvAWj527Nhiyxhx6ZUN4tDN2H5CQlE99MJs7nD9RdI4NLiMm6KiJBQu7nB1L7T2Vxc0QV0YWsmW/couCWd3FEh2ep788tkmiYy0SExihMQkREh0oqVwGKFx92Wxcek+WfjxP+p+73SYZd2BPbLupz1y+sQu0mVAUsVOSB2rJQ6reP7Ond61xM88U+JGjpDofv1YS5yQWgxFOSGEkEpB3YvLYQVNPO88SfnwI/8znU5JPP98FVDBokuXLmrx9QTjsIxDhJ9wwglqAYYrN2Knj3ZbsNJ78juyKR8FiFtHcrU1a9ZI79693THiKPdWUWB1379/v1rgkTCupGVgpfft8DhWeMehO11x6KiFnukbh75fQiIi1HqOmuhVkZegKijKLF+JJeFsTtm7KU2s6f47dCKizZoED4IdIh1i3SXeLTqOdUKQa446zVMXgpx8ysKPN0pS+3hJaESLuScF+/ZJxpw5ko5a4hs3Fl1fi0ViTj9N48SjBw1iLXFC6ggU5YQQQoICsmonPfaYJnVDCR99oy8cYnqwkxbdcccd0rdvX42HRgK1ZcuWafz266+/rvMhzi+66CJNaoas7BDphw4d0pjuHj16aHx3oKBeOVzjEZ8Nl/kff/yxTNf1skCM+ZAhQzTOG276sKrjmCKPQnxifXCrRzK6Z555Rs/Bvn37ZPbs2ep+j9j1hx9+WEaNGqWZ5MePH6+x6HBpX79+vTz22GNyLPGKQ2/sEYeORHE5OeLMyxMbmmccelyc1nKu6jj0qqQ8JeGys3MlJStM+o5qIzkpNslOzZOstDzJwjDVKrZ8h+Rl2yQv25U5viKs/3WvnHxu4LkMaiu2I0c0czos4rl//OFdS3zgQHVNjzl9sJb9I4TULSjKCSGEBI2EsWMkqncvSZv+dVGd8vHjgi7IDYvvl19+qSITwhxu24888og78zpAQjcITYjdvXv3avw1yohBlJYHfOedd97RRGjYHsTvgw8+qNs9GlDODFndBw0apEnlkN19w4YNFXYjh9ibM2eOPPDAA3L55ZdrJwTWi/U3btxYl0H9dSTRw7l6+umntTMAHQQooxZsalocelViZJaHa7o5PFTa9G1c7L6AcM/PtbkEelqeS7CnWos+F4p3LFMS6Gtbt2C3bF55QBIaRkpcw0iJR2sUKfENonRoiS4l0L421BKf/1NRLXEjXAe1xPv0cdUSHzaUpcsIqeOEOGt5QcyMjAwt2ZKenq71VKsrqCuLF50RI0YUixEkhPcMqY6/M0jctX37dq1/XVWxwqRyQcx8ixYtNCs7MsuXBeLT8RzF8xMW79qKxqFn56iLO1zdnTbvgmUah45zEFv94tCrw9/x4q+2yJ8/73a5r1eAiCizS6i7RbtLrGM8Ki68RoQVeIIwiaxfflEhnvXrb+LMLwrqt3Tr5sqcPuIsCSvsyKrr8B2Y1NZ7pjw6tPZ1/RJCCCFE+fnnnzXxWvfu3SU5OVnLkiEWHJZt4hOHHhujzZxkxKFnuKzonnHo+/erKDfFxbks6DUkDr2q6TaomYpyf+D0jL/XVZIv/VCupB/MlfTDGOboeE56vuTl2OTgzkxtvpjDTS6R7inaCwV7TKJFy9FVm1riy5apEM9ELfHsbPe88HbtNFlbPGqJl5CLgRBSt6EoJ4QQQmqxNeH++++Xf//9V2JjY2XAgAHy6aefVmvLQrDxjkNv7IpDL8zkrtb0vDxxHDoktkOHCuPQ4yQUmdxreBz60YCyZ8iyjqRuruzrTi0Bh6RvmN6olctCZAw9KcizS4aK9FyXaD/kEutoWSmumHbEsvuLZzeZQySuvuEKb4h1l4CPrW/RZHhV7WGRu3q1pEOI/+CvlvgItYpHdOrEzhtCSKlQlBNCCCG1FMR3o5GjjENv0EDMDRq44s6zssSBbO5ZRhx6ijYIchPi0GFFj4mplXHopYGyZ8iyvmHRHtm0frt06tZGup7SvMys62ERoVK/WYw2X5DVPfOIVdIKreoZhWJdPx/O1azxqI2O5s9CH1PPUhi/HuUh2l3W9kDKvJVYS3zD30W1xPfvL15LfCRqiR9fZztpCCHlp249MQghhBBCKgiEtlc99OxslwU9I8Ml0N310EPEFI166LEq0iHs6wIQ4Cf+p40cNm+UE0e0OWqPDFi6YYVH8wWl3GBJd7nCFwp1w9J+MFdsBS5Bj7bnn+JlAKPjw1WsuxPPebSIqOL7nffvv5Ixa7aWMcvfscM9HR0xrlriIyX6JNYSJ4TUQFGO+q5TpkyRTz75ROueNm3aVLPaIuOsvxit6667Tt566y154YUXZNKkSUHZZ0IIIYQQVxy6Kzu7MylJnLm5boGuLu7Z2a64Yo1Dt4gpDsuiHrqFrsyVAGLJ4xpEamvRubg1Oycjv1CsF7nDQ7SnHczVbPHZ6fna9m0pcjk3QDZ4WNVjY0QijuyU0H9WSdjWdRKZe0jCCrI0r0DM6aere3oMaonXsuR/hJA6JspRKgW1Uz/88EPp2rWrrFq1SkusIEsdarZ6MmPGDPn9999VuBNCCCGEVKs49KgozdLuFYcON/ecbHHkWcVxyFoUh16YKK4ux6FX9fWIjo/Q1rRDQjHBjrrrvvHrRgK63Ix8sWYXiHV7gRzQbySKxJ0p0utMHQszOyWuUbQkNImW+KwoiV95xF3iDdvTWHpCCKlJonzp0qVyzjnnyMiRI3UcGWE///xzWbFihddyqP168803y48//uhelhBCCCGk5sShZ+hQx1NStLni0OHiHlsn49CDJdgtMWHaGrdxJZ7DddFa4ptnS/qKPyQ3vJ7kWhpIblRDyW/RRfIbtpFsZ7RkZRRIgS1EjuzL0eZLaJhJLfe+7vBqda9nEVMoO2AIIf4J6q8/ssC+/fbbsnnzZunYsaOsW7dOFi9eLP/973+9aqROnDhR7rrrLrWml0VeXp42z/pwRgZatOqKsW/VeR9J9YL3DAn2PYP1wOqE32k0UvvA9TWGvMYVBMIbceVxcWLGeYRbO9zcMwsTxWWkaysICVFLu9ZCR7m1Y5QhH9cV1xd/z6GhFUt+VhOfTSh1l7NokWTOmSM5vy1y1xLHi3GD9q0lZsQZEjtsmJibNHF/x4hThxt8xmFrYcI5qyadw3R7gUNSk7O1+QILemy9CI1hj2tgKRTvFh1HpnhzWN0V7DXlniHVh4Iacs+UZ/9CnMYTNwjgQYBSLc8884w+CBBj/vjjj8t9993nXubJJ5+UhQsXqpUcvZuwpiOevKSYcsSoT506tdj0zz77TKLgVkYIIaRSMJvN0qRJE2nRooWE15FEVoRUGk6nhOTni8lqldBcq4TYvF/enGFhYrdYxBEZqZ81nXgVkJ+fL7t379bcPjabTWo1drtEbd0qsWvXScyGDRLqYcTJa9hQMnseL5nHHy8FDRuWe9VOh4g9N0RsOSaPVjQujtKun1NCLU4xRzm0hUYVfo52jZvoQEFIjSQnJ0cuvPBCSU9Pl7i44iUhPQnqn/mXX36p9VIhmGEFX7t2rYptxI1feumlsnr1annppZfkjz/+CDgpCgT97bff7mUpxwvj0KFDyzwZwe5JmT9/vpx55pmsH0t4z5Aa8TtjtVr1ZT4mJkYsFovUJAYPHizHH3+8Jg4lJYN++8zMTK1xHuhzmFQMWGoNC7ojJ0dCCgrEDCtLZqaEmMNcFnTUQ4eBoRKvBf6OIyMjZdCgQZXyd1zd3meQJd+6Zo1kzp0rWfPmiyO1KBO7OSlJYoYPl9gRZ0l4FdYSR912JJWDRV0t6z6W9gKrXezWELFbTZKXUvz7kbFhrqR2sKw3cJV5U2u7Zoo31/i/zep2z5DqT0ENuWcMj+1ACKooh0v6vffeK+eff76Od+/eXXbu3KnWcYjyRYsWycGDB6Vly5bu78Cafscdd8iLL74oOzxKUhhERERo8wUXrDpftJq2n6T6wHuGBOuewe8xXgZNcM+tgcmqjH0vyePq2muvlTfffNM9HR3HJ5xwgmzfvl29tvAMatOmjTRs2FC2bdumwtWgZ8+eMnr0aF1XTcZwWS/pXJFKxGKRUIjihg1dbu2FAt0Vh17gXQ+90MUdyeJCjtLlHNcV17eynyXBfDZpLfG/UUt8jquWeHKye15ovXoSN3yYxI0aJZE9ex6zRHvhjcIlsVGM/33NKihMNueReK6wYV5upqsd2F78BR+iPM6jBrurRel4VFx4jRLsfJ8hte2eKc++mYNt0vd9yMON3XgJQCz5kCFDvOYPGzZMpyNLOyGEkJpP2oEc2bg0WTKP5Eps/UjpMiDJb13iYwkshu+99552Anfo0KHUZWFJfu655/yGThFS4XroiYkiiYmueuhZWW6RroI9PV2bxqFHR7syuaPV8TCSvH+3S8bswlri27d71xIfMsRVS7z/SdUqoR5Ec2RsuLYmbeOLzc/LtRWWcsvxqMXuEvCwvufl2OTQrkxtvpjDTYVWdYj2KK/kczFIPMdM8YRUG4L6q3T22WdrDDks4XBfX7NmjSZ5u+KKK3R+/fr1tfn2OCCGsVOnTkHaa0IIIZXFxqX7ZOHH/4jAmIMMJyEia+btlNMndlFxfqyYPXu2xn29/vrrOo5nTKNGjeSBBx7QUKvSQHUQPLtuvPFG/Q4hlV4PHSXU4uJcCfdyc12Z3CHQUQ8dmd2zskSSk8VksYgpFsvGSoilbtRDL0hOlow5c1WMwzpuEIJa4qed5qolfuqpNbaWeESkWRq2jNXmS0G+vUiku2uxu8Q7Es/Z8h1yZG+2Nl9Moa4674ZIhyu8+3ODSAk10zOGkDojyl955RV56KGH5IYbblA3dcSSw13w4YcfDuZuEUIIqQAQDHgJDBRYeiDINd2okXK0cLjw4436EooXxECARaiiAgR5Ta677jodjho1yu1y/tRTT0nfvn1l1apV0qdPnxK/f8EFF2hs2yOPPCKvvvpqhfaBkEDAPR4aFaUtrEkTcUCUZ2SKPTND49CRURzNduigZm9XCzoyv0dF1ap66LaUFMn88UdJnz1bcletLpoRGirRAwdI/MiREnPGGVpmrjYTFh4q9ZvFaPPFbnNlivetx64i/nCuOGxO9VJC8wU/pbCke7nDF5Z2g2APizj6LP2EkGokyhF/h9hwtEDxF0dOCCEk+ECQv33rr5WyLgj1/z22IuDlr3np1Aq9KL722mtqDf/+++/l1FNP9ZrXq1cvmTBhgtxzzz2yYMGCUoUSBDy8v2677TZp165dufeDkIoA66+pYYSYGxbWQ4eLe0ZhHHpBgYpX0XrooWKKjVFrO1y5jzYOPRhoLfGfftI48eylSzWTukFkn94SP2qUq4QZ3P6JWroRBuQKBfL2OnU4nJKVavVwhXcJdR0eytHfcgh6tD3/FCXGM4iKDy8Wv26MR0RV3/heQqoz1SeohhBCCDmGTJ8+Xb20lixZohZxfzz22GPSpUsXmTdvXqmu6ch3cvLJJ6v3FyzuhFSbOPSMTHHai+LQxScOvToDT4CsX35V1/SsX39Vd30Dy3HHaYx43IizJCzp2IW61AYQSx5XP1Jb887FPZ5yMvKLxa8blnbEsOek52tL3ppebN2W6DAvV3iXYHdZ2pFFvi6EVBBSESjKCSGEVApwIYfFOlBWfP+vrPt5t9b39SXEJHL84BZy4tltA952eUEmdZTcfP/999U93d/LIqzeV199tVYKQeK30oC1vH///lpZhJBqE4fe1CmOnFxxZGaIHQI93zsOvQD10DMzJe/ffyWiS5egiyZY/LOX/a5CPHP+fHFkF8VDh7dp4xLiI0dIRJs2Qd3P2gquf3R8hLam7ROKzbdmF2aKP5TjEu1qXXc1iHnMRzu4o3imeHgzqUh3Z4uPUgEfnRjmCmMipA5DUU4IIaRS0LJK5XAh73pKM1m3YLf/mU6RroOaVWnsIgT3888/L6eddppW/igpHhx5TrDsF198Uer6TjzxRBk7dqwKeEKqVRx6dJS2ojh0V6I4jUPHeGam7LnnXokICdFY7NgzBktU794al34sgGU/d80aV+b0H34UO9zuPWqJwxqOOPHq0GlQ14ElHK1x67hi8/KtNq3F7naJdyegy5Gs1DwpyLPL4d1Z2ophipEv166ShEbRHqLdlYAutr5FQkNrT04EQvxBUU4IISQoINYRWdaR1E0zC8FUUpiFHdMTGlV9WbSOHTvKwoULVZibzWa/OU4aN24st99+uzz77LNlrg8VRVBNBOsipPrGoTcUM+qhFxSI/cgRCcnIkJDwcCnYuVNSP/5YGxLExQwapAI9+pRTKj1pGtyk8zZu1GRtyJ7uVUs8MVFihw9TIR7Zq1etSlJXmwm3mKVB81htvtgLHJJxpLhYVzf5w1b1mErbn6vNlxBTiApzz5JuRjx7XAOLmMNrXo4EQnzhWwMhhJCggbJnSe3jZeMSjzrlA5OOiSA3QPmzn3/+2W0xRxJSX+6880554403xGq1linyUdbz7bffrsI9JqRygCXcnJAg5vr1pdUXn4v9jz8kc8HPkrVwodhTUyVj1ixtWC6qXz8V6DGDB0tY48YV3mbedtQSn6NWca9a4tHRrlrio0ZK9EknHTMrPTk2hIaZJLFJtDZf8qz5MmvGD9Kr20mSneKKZ/dsKugLY9z9+VbFJEb4lHUrqskeHkmpQ2oGvFMJIYQEFQjw/mOObcbyX375xWscydwOHDjgHjfKohnExcXJoUOHvKa1bt1arX2+vPXWW9oIqUmYIiMlSl3XzxCn3S65a9e6BPqCBZK/c6dkL16sTaY+IpZu3QoF+hkS0bGD26U8f8cOOfLVdGmyapUc3rxF6p87XsJbt5aC/fuLaolv2ODeJqzzrlriIyXm1EFaZ53UPVAz3RzllOadEyXMpzPG6XBKdnp+8bJuhQno8q12dY1H27s5rdi6kVzObVX3Sj4XqW74DIcg1QWKckIIIYQQ4gYl0xBTjtborjsl/99/3QI9988/xbp+vbZDL70sYc2bq0AXc5ikTJumoSixDoek/fWXpL3/voS3aqWi3p3JC7XEBwzQZG2wjNf2WuLk6IDrOizhaM06epe7Q6eoJp7zcYk3RHtuZoG77f+3eOI5WNE93eEh2hMKE9Ch7BsFOzmWUJQTQgghhBC/QJhEtGunrcE1V4vt0CHJXLhQsn5eqPXCC/bskZQPP/L+Dv4rFOGwnrtriY8c6aolXq8ezzaplHszMiZcW5O28cXm5+faisWvGwI+Oy1P5x/alanNF3OYyae0W5FLPDoITEw8RyoZinJCCCGEEBLYi2PDhpI4YYI2ZG/PWrJEDr/8iuRt2eL/CyEhknD++ZI0+WGeYXJMgSW8YctYbb7Y8u2SftjTFT5Xx+ESn5mSJ7YCh6Tsy9bmz93elXguyqfEm6v2O+LnCSkvFOWEEEIIIaTcmKKiJO7MMyVz7g+St22biMNRfKGQEHGkp/PskmoFMrbXbxqjzRe73SGZR6xusZ7haWk/nCsOm9Ml4g/mihSlSHARIhKbaFGR7mVpL0w+V5VlPknNhqKcEEIIIYRUmLBmzVxlDf0REuKaT0gNATXRkYBUq4B09Z7nQOK5tDx3ojkj8Vxa4RC12DNTrNrkn9Ri646KC3db1d1iHQK+gSvxHKm7UJQTQgghhJAKkzBurBx57z3/M51OSRg/jmeX1ApMqJlez6KteafiieeQVE7FurrCeyegy8u2SU5GvrbkrcW9RyKizYWu8EXx60Y8O7LIM/Fc7YainBBCCCGEVBiUPUt67DFJfvBBtYw7HQ4JMZlUkGM6MrATUtuBaIYlHC2pfUKx+cgUn+El1ovKvOWk56toP5idKQd3+kk8FxGqAj3Bqx67S7DHJERolnpSs6EoJ4QQQgghR0XC2DES1buXHPnyK9m1apW07NNH6k84l4KckELgno7WqFVcsXOSb7VJxmFroSt8UVk3CPjMVKvY8uxyZE+WNl9CzSaJa2Dxrsde6CKPhHRwxyfVH4pyQgghhBBy1MAi3mDSrbJizhzpNWKEhIUxRpaQgP52LGZp0DxGmy/2AodkHPF0hS/KGg/Lu93mkNT9OdpEjnh9Fxb02HoRxeLXjazxSHhHqgcU5YQQQkgZTJkyRWbOnClr166t8nN12WWXSVpamm6vNvDLL7/I6aefLqmpqZKQUNylkxBCSMmgxFpik2htviDxXFZKYaZ4t3W9KAEdSrupBf6wVXZvLJ54LjrBEOyGdb0onh0l5cixg2ebEEJInWTZsmVy8skny/Dhw2X27NnHfPs7duyQNm3ayJo1a6Rnz57u6S+99JImDKpMWrduLTt37tTPkZGR0q5dO7n11lvlqquuktqCIf59eeCBB+Sxxx4L6j6xQ4IQUlWJ52D5RmvRxXseniOIVXfHr7trsbvEe36uTTPJo+3bklZs3Ugu57aqe4h1NEsME89VNhTl1YCdGTvl601fy6rsVbJt7TYZ12mctIpjUhRCSN0gNXmvrF84X9IPHZT4ho2k2+lnSmJS1ZdQeu+99+Tmm2/W4b59+6Rp06ZSHYiPj6+S9T7yyCNy9dVXS05Ojnz11Vf6uVmzZnLWWWdJbWLTpk0SF1cUsxkTU9wdNBDsdrsmbjIhYRkhhNQw8PsFSzha0w4JxQQ7Esshfl1rsfskoEMWeaMd2J5RbN3hllBNMlck2otKvEXHhzPxXAXgkybIzNgyQ/4z8z/y0caPZH3Beh1ifObW2uG2SAghpQExPu2262Tl99/I5mWLdIjx9b/8VKUnLisrS/73v//J9ddfLyNHjpQPPvjAa/5TTz0ljRs3ltjYWLnyyivFarV6zV+5cqWceeaZ0qBBAxXRp556qvzxxx/FXojeeOMNFb2wTrdt21amT5/ung8rOTjhhBN02dNOO83tvj569Gj9/Pbbb2tngcPh8Fr3OeecI1dccYV7/Ntvv5VevXqJxWLR7UydOlVsNpvXd3AsTZo00fn33HOP1KtXT+bPn1/uY3r33XdlzJgxEhUVJR06dJDvvvvOa5k5c+ZIx44d9ZhhJYZHgC9ff/21dO3aVSIiItSK//zzz3vNxzRYty+55BIV1a1atdLtHDp0SI8d03r06CGrVq0qtu5GjRrpcRrNEOWwVmN9iYmJuu+4Llu2bHF/D/cA3OuxneOOO073bdeuXZKXlyd33nmndmBER0dLv3791AJuAA+Es88+W9eL+TgunAMct2G5xzycO1xbQggJNvg9grW7SZt46dSvifQd2UaGXH6cjLu7t1zx7Cly9YuDZMIDfWXY1d3kpNFt5biBSdKsY4LEJEbo9/Otdjm0K1O2/XFQ/vhhpyz8+B+Z+d818uF9S+TtW3+Vzx9ZLnPe+FMWT98i63/dI7v/TlHB77B7P8tIEbSUB9lCPmXZFHE4i25Qu9Ouw8lLJ0uvRr2kZVzLIO4hIYQEDnrebXl5AS+ftj9Z5r31sstV23DXLhzOe/MladymnSQ0TgpoXeaIiHLVcP3yyy+lc+fO0qlTJ7n44otl0qRJct999+k6MA8x5K+99pq6t3/88cfy8ssvq5g1yMzMlEsvvVReeeUV3X+IyhEjRqjIg/g1eOihh1TgwyUd6zn//PPlr7/+ki5dusiKFSvkxBNPlJ9++kmFXHh4eLH9PPfcc9Wav3DhQjnjjDN0WkpKivzwww8q/MCiRYtUbGIfTznlFNm2bZtcc801Om/y5MnF1gmBP2PGDBWpntv0d0yjRo1Sse5peYbgf+aZZ+TZZ5/VZS+66CIVphD5u3fvlrFjx8qNN96o+wDRfMcdd3htf/Xq1TJhwgQ9x+edd54sXbpUbrjhBqlfv76XaH3hhRfkiSee0HOIzxMnTpQBAwZoZwS2jY4FHPeGDRsCuvZYN64PRDeOB9/HNfv777/dCcngRfD0009rxwP2BwL/pptu0mW++OIL7SDBuUPIA64jOiVwrPn5+fLbb7+pKMey6Aho0aKFdj6MGzfObb1HRwUhhNSExHMNW8Rq88WWb9cYdZcrfFH8etqhXMk8YtU49pR92dr81nn3yBTvGc8eVz9S4+fLIu1AjmxYvEeOrLfICtt26Xpyc0loHCU1nRBnZQeuVTMyMjK0xz89Pd3rpaI68OLqF+WDDR+4hbgnIRIi3Rt0lyGthkhCRILER8Tr0PiMZjaxT6UuU1BQoC/leKlkhlsSjHsG1uPt27erxRcW2gKrVV6+dHxQLsYtH06XMIsl4OUHDhyowhBx1bAoJyUlqUs3rNUQfrBeQ5QbnHTSSXq8JSV6g9CFlfWzzz5TIQsgFK+77jq1lnuuBxbt119/vcSYct9Eb7CaQyDCzd6wnkMYQwDDtXrIkCEq2NGpYPDJJ5/I3XffrW75huU5OTlZrzssvzhmiOjly5dL+/btSz0mbA/nCtvCMT344IPy6KOP6jLZ2dkqQOfOnatC9f7771erPYSywb333qtC14irhoiHxXvevHnuZbCviOs3vof9RQcDOjLA/v379RpBoMMNH/z+++/Sv39/PS5YxI34bQhjT9BhgI4MWO+XLFmi1xccOXJEhfOHH36onR+wlF9++eV6jY8//nhdBpZydMZg6BnegHOODhV0GsBiD+HtrwOkJsSU+/4dHy18NhHeM3UXu93hSjzndoX3zhiPTPElEiJqifcV6xjCTR4dBRuX7lOrPJZ1OpwuN3mnyOkTu0iXAYF14ldXHUpVF0T2Ze0TJ+4kP2D6n4f/1FYSsWGxRWLd4hLs/gS85+dIc2S5rEmEEFLbgNUSVmpYPIHZbFaLLUQvRPnGjRtVTHsC8QdrtcGBAwdUnEJ0HTx4UOOPYWWFePP9nu94eTO4Q8Qi/htCHi7Vn376qVrcjVjndevWqdh8/PHH3d/B/kBsYZ/gqg3uuusuFfwQsfgM67SnIC/pmPbs2eO1PxChBhDAeNHA8gDnDu7dpZ0DLAMXdN9OkhdffFG3GRoaWmw7CCUA3bt3LzYN24YoN4DngKe3AlzHcX5wnT33DR0d8JTA/hjAc8Bzu7CGY58g6D1Bxwa+D2655RYNg0AnA8Q6BLrnOgghpK6AmuguUV3ccg0RnZWWV1SD3UhAV/i5wGqXrJQ8bXs3Fc8Ujxrv1uyCwpXhvxAxnI0XfrxRktrHS0KjmmsxpygPIk1jmqpF3B+Yflz946RNfBtJy0uT9Lx0HaJl5mfqMpkFmdr2ZHm/MJVGuCk8YAGPYaIlUWLDY8UUwvQDhJCyXchhsQ6UJV9+Kn/M/VacPvHS+htoMkmvs86RgRMuCnjbgQLxDUuxp+UTTmMQvK+++mpA64CbNyytcEtHvDO+C/EJN+bKBvHK2D9Ykvv27auiE+7cnvHxsJzDbdwXT8snYsUhwtHgFQCB26dPH42fLu2YYPn0xNfLAh29vjHvlYHndozOZH/TfLcNi29FrdJwL/fsuMa5RScBXO6NzgIDI1YdGeyHDRum1wfC/Mknn1TXf4QdEEII8ayZbtHWrFOi12lxOp2aVM5lUc9RV3jPBHQQ425B7o8QkY1LkqX/mHY19nRTlAeRMR3GyLQN0/zOw0vBM4Oe8RtTbnPYJCM/o0isW11i3WieAt7zM76X78iXgzkHtQUKBHlceJyXWC9JwHtODw8tHh9JCKm94HerPC7kx585XP6YU0JSS6dTjh96VrnWFwgQ4x999JGKpqFDh3rNg5v4559/rvHecOtGvLIBXKU9geUVlmuEAgC4kh8+fLjY9vA93/XANR4Y8dywxJYGhDUENyzkW7duVesuXOAN8BnW/5Lc0P0Bt214B8DlHe7m5Tmm0sC580385nvusAy25QnGYY32Fb6VBbaJa4/r6um+jvNmdEr4A9cK1wfWeLjTl3Y+4V2BhnP6zjvvqCgP9BoTQkhdf3+IigvXltSueAWSvJwC+fGdDbL7n5RCK7kPTpHMI7lSk6EoDyIoezZ1wFRN6gbLOBK+QQDDdR3TS0ryhljyepZ62gJFaxXacorEu7V0EW8Mswuydb+M+eUBrvK+wt1TtPuz2MeExdC9npA6AsqeDb3uVk3qJrBO4kELI6XTqdMTm1R+ibJZs2ZpfC8yqvuWHoPbMazoyLQNN29YkeFWDTGMWGfPRG9I8IV4ZyyDmDG4g/tL4gWLNJZBwjisB27zRmw4kojhO0ja1rx5cxXfJZVDgws7YtWxH0hM58nDDz+s81q2bCnjx49Xt3a4tK9fv77U+tyIp+/WrZsmY8M+BnpMpQFRig4PfBcWZFiYfTPbI/EbLP6IS0fHAOrFw0MBHQJVBY4NLvMIA3jrrbfUvR2x7sio7utK7wk6CnDu0bGC44JIRzz8ggUL1EUdmfuRJBCZ3LEs7i2EOaATAMDjAC+buO/Q2YHzWdESbYQQUleJiAqThi1jZc+mFHdeWC9CRGLr1+xEmhTlQWZ0+9GaZX36pumyassq6dOhj4zvNL7Ss65rrcKwaG3NYgKv/1tgL5D0/HRJtaaWaoX3FfMQ8rm2XG3J2ckBb88cYpa4CJdV3kvEl+JyjxZmOvqkVYSQY0+304ZIs87Hyfqf5xXVKR88tEoEOYAgRtyvP/ELUY6s4hBUSCiG5GOIy8Z0xAz/+OOPXutBdnFYqWElRcIviHlf4FaOrN2I30aiMljiDcssYpyRMR2JyyCsYYn1LLXlyeDBgzUxGyy7F154odc8uE5D9GE9SKgGF29klocoLg3sB7wFsG0kAAz0mEoDHQPIOH7bbbdpZnYjGZpn+TasHxnusV0Ic5wX7HtVlwubNm2adkSgAwNhBoMGDdLjLivpIb6Hzg10Juzdu1fDAJCwz0joBys4MrAj9h7x9Uh4Z4QXQPTjHkAHAJLIQdz7dlIQQggpGyRyWzNvp/+ZTpEuA6tforfywOzr1YTalK0Ughxx72UJeE+LPaZZ7d51gMsDLOz+rPAlxcyj1fSkd7XpniG1I/s68Qa/L0gmZ9Qcr4kgXhtWc4hNI7EcqV0w+zoJNnyfIYGycWmyJnVj9nVCAgAu+IYFu6UEbvG32qwBC3jPpHdw988qyNK2N2tvwNuDdb08mesxRGx9qKlqYh4JIYQQQgghJVvLkWV9w6I9smn9dunUrY10PaV5jc66bkD3dVJtsJgt0sTcRJpEF5W2KQu7w+6d9C7AmPkCR4G2Q7mHtAUKYv8N9/qyBLyn1T4iNPDM0IQQQgghhJDiQICf+J82cti8UU4c0abWeItSlJMaDazWyPqOFihadsGWG7CANz7DEg+rPD6jlQe4ypeWud63xVvitQ59TXavJ6Sug98aQgghhJCyoCgndbPsQliUNtSKL2/SO39u9KV9tjvt7qR3+7P3B7y90JBQdxiAPwEfa46VbfnbpPHBxtIgqoFa5Jn0jhBCCCGEkJoFRTkhARIWGiYNIhtoK4+lLLMgU9KtHq71pcXNF45DwEPMp1hTtJXGZz995jWODPslWeG9rPSWos9R5iha5QkhhBBCCAkCFOWEVLFVHsnh0FpIi4C/l2fPK9Min5KbIjsP7JSQqBC14GfkZah7PWrLo5U36Z2viPfrZl9ojddp4fFMekcIIYQQQshRQlFOSDUEieEaRzfWFmgJESS9Qzb6kizwxQR+ofU+35GvSe8O5x7WVp6kd7HhscWEuz9rfGJEons6EvoRQgghhBBCXFCUE1KLkt5peTdLQrmT3hliPTUvteT4+EIRj2lwyYdVHpnv0XZl7gp4m5ZQi18rvKc13tdiD/GPUnuEEEIIIYTUNijKCanDeCa9S4pJCvh7sKzDXb7UOHkf93sMbU6bWO1WseZY5UDOgYC3B0EOd/mSXOpLymaPPACEEEIIIYRUZyjKCSHlBjHo9SPrayuPVR5l5UqMk7f6d7mHJd/hdKgVH608IIFdMbFeKOJLiqFHojyWoiOVycyZM+XOO++U7du3y8033ywvvvii32m+fPDBBzJp0iRJS0vT8SlTpuj31q5dWy0u0GmnnSY9e/b0u++VTevWrfVcoBFCCCG1DYpyQsgxAUIXbuhoLWIDT3qXb88v1Rrv6XJvDOFSDyGfY8vRti97X8DbM5vMapUvzQrv+xkN3yMVo+BwruSs2i+21DwxJ0ZIVJ8mEtYgskpP52WXXaZiFyLXk19++UVOP/10SU1NlYSEwENBSuPaa6+Vyy+/XG655RaJjY0tcVpZQMRDwFcVTz75pDz44IPy1FNPyV133SXBwLcjwmDlypUSHR1dKdtA58bUqVNLXYY15gkhhBxL+BZJCKnWhIeGS6OoRtoCBYLcX9K7VGspMfN56Zr13uawyRHrEW2SHvh++kt6V9pnCP5Ic9UKT092ZuyUrzd9LauyV8m2tdtkXKdx0iqulQSb7FX7JfXrLcgcKOLUDIKS+eseSRzXUaL7lJzosKaQlZUlBw8elGHDhknTpk1LnBYIMTEx2qqK999/X+6++24dBkuUl0TDhg0rbV3o3Ljuuuvc43379pVrrrlGrr76ar/L5+fnS3h4eKVtnxBCCPGFopwQUuvQGPRCC3YrCVx4eiW9K0PAG58h/gGGaLszd5cry36gAt74XJGkdzO2zJApy6Zoxnx0WPy98W/5cOOHMnXAVBndfrRUFrAuOgscAS9vO5LrEuQQ405jJa5B6tebJaxZtJjrB9ZxERJmqpKwg6+//loefvhh2bp1qyQlJaml+o477nDPz8vLkwceeEA+//xzte5269ZNnn76aXXtNqzuYPDgwTpcuHCh32lYHlZibOvw4cMq2E8++WSvffF1Xzes/Vju+eefV/F4/vnnqzs5KjKA5ORkueqqq+Tnn3+WJk2ayOOPPy73339/MVfwX3/9VXJzc+WRRx6Rjz76SJYuXSoDBgxwz8/OzpYbb7xRvvnmG7XsQ9j68vHHH8tLL70kmzZtUqs2jg/70qiRq0PNOB+zZs2S++67TzZv3qzu7++++66eN8yH9wAwruXkyZP1uD3d1y+88EKx2+3yv//9z6saBa7Pf//7X7nkkkvE4XDodXj77bdl//790rFjR3nooYdk/PjxxTo3QkND9ZhwfgCuBfbHbDbLJ598It27d9drtH79eu2sWLRokR7f0KFD5YUXXpAGDRro90rbJiGEEFIaFOWEEFIILNdoTaJdL+eBAMs6RHogAt4zfh5J72CZP5hzUFugQJCj7n1JZeh8Xe6z8rNkytIp4pAisWx32nU4eelk6dWol7SMa1kp9wAE+b6Hl1bKuiDOD760JuDFmz4yQELCQ6UyWb16tUyYMEFF4XnnnadC9YYbbpD69eurIAY33XST/P333/LFF1+o1XvGjBkyfPhw+euvv1TUQqB26tRJxT3G69Wr53fa8uXL5corr1QX8tGjR8sPP/yggrQsIBYhRjFExwH2E0LXsPpCoELkQ/BCqN9+++1qpfflvffekwsuuECXwRDjnqIcFnQI92+//VZFNoT9H3/8odvyFMaPPvqoHhu2gW3hPKF0oycQthDvEMFYz9lnn60CHduDiEfHBM4R8OcZcNFFF8m5556rHgfG/B9//FFycnJkzJgxOo7zCEH95ptvSocOHeS3336Tiy++WC3up556apnn9cMPP5Trr79elixZouPo/EAnAzo4IMTRgXHPPffo/YEOj8rYJiGEkLoLRTkhhBzNj6jJXKGkd9kF2X7ryfuKeE+LPeLjYek25h8tWNeNC26U4+ofp/XjYblHyboIc4TXZx1ivHAZo5kdZrE77NoxgaE4DXN3zQAWW1/RBwusAayuZ5xxhlo7ASyfEODPPvusis1du3bJtGnTdGi4ocOCDEGN6U888YTbSgzhbVhi/U2DSIWYh/g1toVOAKyrNBITE+XVV19Va2/nzp1l5MiRsmDBAhXl//zzj/z0008aj92nTx9dHlZpCEZPMjIyZPr06bJs2TIdh5A85ZRTdJ+ioqJU/MKlHYIT58MQrc2bN/dazxVXXOH+3LZtW3n55ZfVNdxTPAN0Npx55ple60FnBgRufHy8WsmN8+IPeBHAUo3vTJw4Uad99tln8p///Ect3vBewLnHsffv39+9P4sXL5a33norIIGMc/TMM8+4xx977DE54YQTdL0GOCctWrTQDoVWrVod9TYJIYTUXSjKCSHkGAPRERMeo615rLewKSvpXWlWeH8u92VlrN+RsUNbRUgKT5J72t8jznSnmHJMKspDbqmnx4dmEriUu6z7ReMhrnEEj/+WJrGO4/0AADcySURBVLIivch13ZMQkfD+DcQyOMm9vOd6sGLPaXBfLy9wpX7jjTe8psFiDVEKNm7cKOecc47X/IEDB6o1F+Id1nAMIaA9gSiENb08YFuGldcA4q4sUd61a1cV5AawmmO/AKzNcMHu1auXe3779u1VyHsC1/t27drJ8ccfr+OwfkNkwj0c7uTIEA/X+H79+rm/gw4FWMR9PQvgVbBu3TpNlAd3boBOi+OOO87ruHzXg+MPFBwTBPynn36qohyu9bDgw1sBwGMAVnND+BvgGCCsA6F3795e4zgmeCP4s9xv27ZNvQSOdpuEEELqLhTlhBBSg5LeNYxqqC1QXlj9gny44UO3y7onELX9k/rLgGYD1JXearPq0PMz6srn2Qqn2a3aMWDMizZFu8S1e4Uh4gyHxnYFids9XOa9KBThpm4iMSuMfSk2W450KRCHdW+Zx6ii3Ee0e4p/f9ORP8BsMUtCswSv6Qn/ujKuw5MBngTwAsAx6xZCXDH5BrAAQxBDjHoKY1CVCdk8MWLHPc+FIYYDBa7qGzZsULFrgHXAEmzEeJcFhDEs2GgQy3DZhhjHOIRpZQMXdlif4SY/f/58iYyMVE8D47qA2bNnS7Nmzby+FxEREdD6fTO9Y51ws0fMuC/oCEG8+dFukxBCSN2FopwQQmoxYzuMlQ82fOB3HgTcAyc9UOGYcqvVqlbU1gmtJcISoYIVrvmIX9chxsVZ8vQoh9jPtoj9+wPFBLljRD2JaBRZtLzH9/Wfh6u8Mc1TMJcFOhogtg9kF20bHMx1xVvvytglzds1lwW/LZDzU893z/9+wffSql0r2ZS2SeJax6mlfPW21XLigBO9xH2+5MuezD2SkZWh30vJTZEDOQd0mYxc1zTE+8ObAct36NRBlv6+VDsLjPUsXeaKz8dxeXV+BAgs0DabTdasWeO2/MKKDCu2Aazqq1at0phzWK0NUlJSNOEZXODbtGmj4h9eBC1buu4VrANu24ZbNpY7cuSIllODSzfAev3x+++/F1tPly5ddBxZzj1DCEoC8efYDqz5c+fO1Rhzo4MCVnkIYXQKVJbbOLwNkAMACec8Oy8MqmKbhBBC6g5BFeV48MLVDXFqyFSKmDzE6aFOKl5I4A6Gz0gS8++//2qs2ZAhQ/ShX54yMoQQUldB2TNkWUdSNyP7OkQgRCymV0aSN0OIljcrvDKgkdg6ttDSaEad8ug+TcRcRp3ygER/KdMRE281WTUZnucymG54JVx545Uyfsh4eev5t2TY6GGybuU6+fy9z+XBpx/UZVu2aykjx4+Uu6+/W+6ceqd06d5FUo+kyu+//S4dj+sopw49VTLyXAI8PT9dDucc1s8ZOa5ph3IPqXAHoy8bLRNHTpSHHn9IBg8fLEsWLlHXdWxn4xGXa/ehnEPqobA5ZbOec2T7h0V/R/oOtycAhD46G5KzkiWhRYIMOn2QXHHVFfLcS89JWHiYPHzvw2pVxnqw7JvvvCl9+vaRfgP6FfMuQDw4rOV4DiNeHAna4JaPmHhknDeZiq43RDYE9SuvvKLlxmA5RtI3fyDDO9bTuHFjXQ+ylyO5HYDohVUacfFwp0dMO5o/kIUdSdUg6uFabmBkh7/tttvU4o/s9Onp6Zq0LS4uTi699FIpL8g8/84772gSPMT9owMDHRxwmUecflVskxBCSN0hqKIcbmCI50OiF8TFoVcdrnIQ37fccovGZyG7K5Ls4OGMHvVbb71Vk7mU1ANPCCHEG5Q9Q5b16Zumy6otq6RPhz4yvtP4Ssu6frRAgMcPb1Ou70BAhoZUPNt6ZFik5JnzisX074hxxde3S2gnvU/vLV9++aVmA3/z+TfVTXnq1Kly2423uazzTqd89tFn8tTjT8mLU16Uffv2Sf0G9VXkjh89XhpHN5aIfJfIjw+Pl3qWeq4s+LmF+2COlKiwKF3PiSedKI+9+Ji8/NTL8trTr8lJg06Sa26/RjsEDAwPgQJHgY4juR46GCDMDSC2MT/FmqLjU1+eKg9PelhGDR0lDRo1kEkPTpINf2+QHMmRrYe3ymeffiZX3HyFbE3bWuwcnTz8ZPngjQ/kkjsukWvvv1aSU5Nl1NmjJDomWq666So5mHJQOwb2Zu6VkMgQeeHNF+SpqU9pgrcePXvIw48/LBefe7Eug86JnIIc1z49NlVuufUW2bplqz7bZ3w7Q8xhZj02WMAh6pFFHpZ3oyRaSS7sKPGG+HfE+nuCDgG40CMjOjr1ExIS1NqNbO8VAYYACGxkXEcpNOQNwHbhMm90TlT2NgkhhNQdQpyePoDHmFGjRmlPOeLZDMaNG6e9+LCe+wNZZE888UTZuXOn2/2tNJBVFiIfPdbora6uwCsAHgEjRowoFiNICO8ZUh1/Zwz3dbg3WyyWStlHIn7d8n0/l8crwHP63j17ZUDXAfLRzI+k/6D+xZavyleCFUtWyBWjr5ClW5dKXHxcpeUHqMh03891mcr+O+b7DOE9Q6qaghqim8qjQ4NqKUeP+Ntvv62uZ8hei+ymKB+CMjQlgYPCAxQ90P5A7zWa58kwLh5adcXYt+q8j6R6wXuGBPuewXpU0Dkc5U4uRgLHlW2+cKSc+hE1tOEO3r17d0lOTpZ7771XXcQnDJ9Q4ouMp5hHgkB8Pyo6yi3ay+wQMGL/fZZFSAAIM4VJqCnUvYwrMWDF8wMcLcVEu+d44bBEwe8h8P0u66czoCL5AaoS/O2qB0ZBQbGEheUFuRi+2fqNrMleI5v/2Cxj24+tNh45pPrC9xlSW++Z8uxfUC3leBDArQu1QPEgQIw5XNHuu+++Entz4aKGWqzI7uoPuLnBvdAX1DAtKS6NEEJI+UHCK9STRsItxBOT6gdisxETDu8yZISHpxnqaQfiaVbZoNMdGcx37NihlgMDd/I+f/8KX1FKWaLU77u/67NMsAnx/Fco1A2x7jXPzzIl/iu0+Jc2zx/Ijr97927N7YPEgBVldd5qmZk7s9j0MZFjpFdEUVk+QgipK+Tk5Gj+k0As5UEV5UiQgsQxzz77rMaUr127ViZNmqSWct+kKOhpgGv7nj17NEtsSQfmz1KOF8bDhw9Xe/d1lHVBjdPq7IZBqg+8Z0iw7xl0lOJlHpZXuq/XTvCKkJmZqYnMapObt6/Vv0QPAD+eAP68AgJZNph4hQV4uu+jjGG+U5J3J8tPmT9JXkieJjs0miXUIhHmovFi8/DZHCFHco/IjQtv9NvhAW+Bb87+RlrG0mJO/MP3GVJb7xnoUCQzrfbu6xDkcKU7/3xXuRm416E3H0lSPEU5TvyECRN0HlzxSjsolCTxVxMUF6w6X7Satp+k+sB7hgTrnoF3k77cm0xembhJ7cEISzCuM6kYJeUEKEnY+4r8iuQTCLRsoMPm0ASBS/ctleT85Eq/xNivm3+5WXo27ClxEXGa9FCHEfFFn8PjdTw2PFbMJlbrravwfYbUtnumPPtmDrZJ3/chDzd2z9hEQ5Bv2bJFS56gjAohhBBCSE3B01J9rPAV6CWJeGueVfIj8uXqHldLpjNT8mx5YrVbVahbba6hu5UwLz0vXfMPlMTuzN3aAiE2LFaFelx4oXAvFO8YGtM8hbwx3WJmsklCSM0lqKIcsWWIIUdsG9zX16xZo67rqIdqCPLx48drWbRZs2apVQYxTwA1QhnDSAghhBBS8bKB4c5wLc13dpuzKxyG8uLqF+WDDR/4FeZwXx/QbICc2OREycjPUAGvLT9dS+XhM6ZnFWTp8pkFmdr2yt5y7QNc6T2t8G5R7ynePcV+4fSYsJhaFZpBCKmZBFWUv/LKK1qD/IYbbpCDBw9qHdBrr71Wa8KCvXv3ynfffaefe/bs6fVdWM1PO+20oOw3IYQQQghxMabDGJm2YZr/0xEict+J95WZhb3AUaA17Q3Rbgh4v0LeQ9DjM6z/sNgfzD2orTyg4wJu817u9H5c6w2h7+mCj0oChBBS40U5Ese8+OKL2vyB5EHBTo5CCCGEEEJKplVcK5k6YKpMXjpZ3fQhkuGqD3d5TA+kLBoEbj1LPW3lAe+J2QXZKs59xbuXoDemG2I/L0Nd8WHdT8tL01ZeosOivVzrPQW9l7Xe5zOS5NE6TwjxhNk0CCGEEELIUTG6/Wjp1aiXTN80XVZtWSV9OvSR8Z3GV3mdcojbmPAYbc1impXru4iL92eRL8lKb4h5uNcDdAag7cveV67togPCS7z7cav3dcHHMrDoH8u8BISQYwdFOSGEEFKLQGgXQr5K8kKrjqDU6emnny6pqamSkJAgH3zwgZZITUsrv/Wyph5zbQAC/OaeN8ucfXNkRM8R1TorMkByOLRGUY3K9T27w+5ytfewzrsFvE+svK+gtzlt6qp/OPewtvIALwS3gPcQ9P5c7X1d8MNCq/e1IKSuQ1FOCCEkqBw5ckQTfUKAQZyccMIJVVpp47LLLtNtzZw5U2oj33zzzTETQxs2bJCpU6dqnhfUY23VqpWWOUW506ioqAqv97zzzpMRI0ZU6r7u2LFD2rRp4x7HOUKiWdwPDzzwwDF3Jx4wYIAkJydLfHz8Md0uOXpCTaGSYEnQVl5X+xxbjjsuvqxYeU9hn2vL1XAA4zu7JbBs9gaR5ki/sfJen/1kvMf36GpPSNVDUU4IISRoQIwbCT0NlixZIv/5z39UnNcVUG2ksoQ0qpMcC37//XcZMmSIttmzZ0vjxo1lxYoVcscdd8iCBQtUqFe0SkpkZKS2quCnn37Sii95eXmyePFiueqqqyQpKUmuvPJKOZbg3DRp0uSYbpMEF4hbxKGjJUlSub6bb8/371bvI+B9RT0s+hDzEPVo+7NdVYwCxRxiLhYr75v0zp+7PVzt0XlBCAkMinJCCCGVAqxAEJeBkpKSooLcX0JPTIdQClRgQtBWljVn/fr1ctddd8miRYskOjpahg4dKi+88II0aNBA3n77bZkyZYrs2bNHTKai2M5zzjlHrfvvv/++jn/77bdqQf7777+1ssill16q1liz2fXYxb6+/vrrMnfuXBWw2B6qkVxzzTXy888/a/lPWHFRneTWW291b8dms8ntt98uH330kYSGhqqgxLLp6eluy7+v+zqSpmK9W7dula+++koSExPlwQcf1GkGS5cu1W39888/0q1bN50/ZswYWb16tbRt27bYOcI1g4jt0qWLWuaNcwFLeceOHbVDBefsnnvucR/vO++8o+L9xx9/lGbNmsnzzz+vnS/+8HVfxznH8UHw4zzB5fuss87SdSJpLHA4HPL000/rNcI5wX5gWZRW9QTXyRDD2N9p06Zp6VVDlK9cuVLuv/9+7TDC/YxziWPp1auXex04Tzj3q1at0vPz8ssvy5lnnikzZsyQ0aNHl3pOsV6ssySX/f/973863L17t5x88sm6f/hbCPT6k9pJeGi4NIhsoK08IOkehLmndb6kWHlfd3u42cPdPsWaoq28aFb7ErLYew6jQ6PlgP2AHMo5JPVj6mt5O0LqGhTlhBBCKgUImCeeeKJS1gXR9+abbwa8PERURa2ynkAEDh48WMUOhFhubq4KywkTJqhYPvfcc+Xmm29WK/AZZ5zh7lz44YcfZM6cOToOMX/JJZeoUDvllFNk27ZtbgE8efJk97YgNJ966ikVzxDrEJXNmzdX4QzhCFGH70GQYfsAovPTTz9VoQZB/NJLL6kYg7grDQjgRx99VM/T9OnT5frrr5dTTz1VOnXqpG7nZ599trqLf/bZZ7Jz504VhaWxdu1a7XDA8p6dE+D4449X6/nnn3/uFuUAnRTPPPOMPPvss1oS9aKLLtJtBdrxgvOIY501a5YKWZwTnL/HH39c5z/55JPyySef6H3ToUMH+e233+Tiiy+Whg0b6rH6A6IaHQ+4XgaZmZnaiYJ9xH2Ic4dzs2XLFu0AsNvtKrzRabJ8+XJdHp0FnlTknIKcnBx57rnn5OOPP9bziv2/88479ZofzfUndRckhjPEcAtpEfD3cO/Dsl5aIjxPQe/pgo/kdwCdAWjiKkFfJq/MfEWHyE7vVZrO062+BCs9PsMDga72pKZCUU4IIYQU8uqrr6qV17NzAdbvFi1ayObNm9X6CgsthJYhyiFyYUU3hBHEJ2KqIewALKkQxHfffbeXKL/wwgvl8ssv9zr3+K4B4p+XLVsmX375pVuUQyjed999anE19tfoDCgNiENYbQGEMjoc0LEAUY5jMSzZFotFjjvuONm7d69cffXVJa4P5wJAGPoD0+Ea7glity+44AL9jPOLTgu4uw8fPlwCAZ0WsCYblvGJEyeqlwFEOVzRsU64pvfv39993rEPb731lpcoRyw3BG9+fr52JKHjw1OUo1PGE1jeYcn+9ddfZdSoUTJ//nztIICl27C4Yx9gKTeoyDkF2B90KrRr107Hb7rpJnnkkUfc8yt6/QkpL7h/o8KitDWJLl+YBSzsnkLdr2XeozQdytEdzjosVrGqZR+l6qw5VjmYU/6a824rfAmx8v4+Y2g2URKR4MI7kBBCSKUAF3JYYgMFohBxyf7c1/FCeNJJJwVsAayseOx169bpfsXExBSbByEGUQ4LL8QV3M8jIiLUconkZobFGOtAXLxhwQWwrlqtVrWEGgnQ+vTpU2wbr732mnYC7Nq1S630EI5wdQZwUT5w4ICceOKJ7uXhwty7d28VrKXRo0cPr3MLMXnwoOuFd9OmTTof4tHAcxul4e/aBbIPCAuIi4tz70MgwA3fEOQAHgTG9+Gaj3PrKYwBzp9vbgK4h6PTAAIYoQrwfIBLP6zuAOcYruYQ3Vg/rh3WjWtinC900njGg/uer4qeU9wbhiD3Pcajuf6EHEtQ8q1+ZH1tgYC/RXQuDT9ruORLfslu9aWI+nxHvtacT81L1VZeYsJiSrXCe2W595jGmvOksqAoJ4QQUilA7JXHhRyiFKK8tPmV4ZJeHrKystTtGG7CvhhxvZgPMYr46L59+6q7OizPnuuAxXvs2LHF1uEp0iBMPfniiy/UVRnu0rD2QoDC1Rsu0keLb6cFrtXRCDl0ToCNGzf6TciH6cYylbUPpX0f5xzgmiBe3RN0nHgCQd2+fXv9DHGOzhbEniOcANcHHg6oCADXcMSc4/u4HhD4VY2/YyxPxwchNRm42seGxWosenNpXu6a84GWpvNMimfUnM8qyNK2V/aWa7vhpvASY+W9atF7WvAj4rUTgDXniScU5YQQQoIC4qaR6Ms3+zrA9Kosi1YSSOb19ddfq1XWSMrmC4QbBDcs5LDQwgXcMwkYPsNSagi/QIF1Ha7Vhps5gGA0QOksZDhHIrJBgwbpNFhxkaTMsKZXBOw/YrHhAm4IWGyjNLC9zp07a2eEp5eA4SkAN3LEeB8r4B6OfYc1u6T48ZKAtRkJ1CC6cW1xHeAFYZRkQ8K1w4cPe50vTIPVGtfD3/mqyDkti6q6/oTUBoya842jXX+TgWJz2Fw1531K0/mLlfeNqYdlHhb6Q7mHtJUHCHK1ypfhbu9Zus6oT8+a87UTinJCCCFBA1ZWJMw6lnXKDVdgJCvzBNu88cYbNQ4Ysc+IAUcSMghvWLHfffddFXAALuyIL0adbiTj8uThhx/WeTguZP6GYIVQhav0Y489VuI+ITkZsmojOzniyZHsCwLMs7Y2XK0hdiH4IYoRY4ykZ0eT3Aix7cgMj9hqxMJD2CLZGChpvZj+3nvvqbv4uHHjNM4Z7tyw6iPpGSzLgSQ2qyzgVQAvg9tuu02t58hajmsMgQ03eSO+H8AKjozlEOJ//fWXWsQRJoHljOuAcw9PDSRsQ2Z8z/JsOGa4mGOdSFyHRG9wdzfOS0XPaSBUxfUnpC6DWPJES6K2itScL82t3p+QxxAJ9BA7D7d7NHEZ6wMmyhxVpnXeX8Z71pyv3lCUE0IICSoQw8jWfSxBvLCv2zVKYkF4Q8ghGRpKocHSCRdmJCPztAYjGRgEOyziEGCeDBs2TDOEI0EX3ODhkgwBhYzupXHttddq58R5552nIgsdA7Cao2yaAfYLghKJydBBANGH7RmdBRUBYvT777/XjOywuHbv3l07FnBcnu72vsCqj/ADuOoj+R3EKToiIFYh0n3dxqsaJNNDpnWI1n///Vc7eOC14JvnwLjXcM4QkgCLuGf8PzobcF7xXbi6I4EcBL8BvoeM57ieCF9AQjmEGSCswThfFT2nZVEV158QcnQ155vGNC3Xd/PseQHFyvuKeqPmPDoD0JKzk8vdAeEvVr40d3vD1Z4156ueEGctD1ZCLzdcvtBjbvSCV0eMJBd4OaishEWkdsN7hgT7nkHisu3bt6sl92iEBqk4sAojLhrZ2SFKKwu45iMzPKywuG/w/PQtfUaKQEcOrPPwqvBM1ObvnOJ9xNPyHuzrX9l/x3w2Ed4zVYPdYde495JK03nGyntOw2e46VeUEAnROH+/1nhPAe+nFn14aOXnhdmZsVO+3vS1rNqySvp06CPjOo2TVnGtpKbrUFrKCSGEkBoC6l3PmzdP46ZhxUdJLAgqX2t9eYHbPCy+SJIGV3ujNjvEI0QW8WbGjBmaoR+u7hDit956qwwcONBLkJd2Tqvb9SeEVH9grTZEb3nwrTnvzzLv62JvTINFHtZ5Ffv5GbIna0+5tg2Xeb8l6coQ9VHmKL9hOTO2zJApy6ZoRwFCAP7e+Ld8uPFDmTpgqoxuP1pqMhTlhBBCSA0B1mrU6oY7NV60unXrpknVSqoXHihwiYZ7NYZw6T733HO9XLqJN3DVh8hGrDhq1MMlHlnzq/qcVtX1J4TUXo6q5ry9oHi9eT+x8r7Z7tEgmtEZgHYg50C5tmsOMRdzrUcd+oW7F3oth2R7YPLSydKrUS9pGddSaioU5YQQQkgNATHOcJWubJDUDs0X1r/2D2K60SpyTqvj9SeEEH8g03uDyAbaygMEueFqX1ZpOl/rfL4jX2xOm6RYU7QFAizn32z5Rib1PnYJRisbinJCCCGEEEIIIZWCZ8k3iZUK1ZxP9ylN99nGz2Rz6mZ1p/cF0/Zl7avRV4+inBBCCCGEEEJIta05vytjl2xN2+p2Wfe1lJc3C351g6lUCSGEEEIIIYRUW8Z0GOPXSg4wfWyHsVKToSgnhBBCCCGEEFJtaRXXSrOswzUeSd9gHccQ45hek5O8AbqvE0IIIYQQQgip1oxuP1qzrE/fNN1dp3x8p/E1XpADinJCCCGEEEIIIdWelnEt5eaeN8ucfXNkRM8REhYWJrUBuq8TQgghNRDUq05ISJDaxI4dO7Sm7tq1a6U2ctppp8mkSTW3ZA8hhJCqgaKcEEJIUMnJ2S5btz0r69ffqkOMVzWHDh2S66+/Xlq2bCkRERHSpEkTGTZsmLsGNIThzJkzpTpz3nnnyebNm6tEOOL40aKioqRPnz7y1FNPidPpP8FOTRb/Rqtfv74MHTpU1qxZE/A6WrduLS+++GKV7ichhJC6Ad3XCSGEBI19+6bLxn/u04QtyJ6K4c6db0uXLk9K06TxVbbdcePGSX5+vnz44YfStm1bOXDggCxYsECOHDkS8Drw/fDwcAkWkZGR2qqCq6++Wh555BHJzc2VOXPmqHU3MTFROzJqEz/99JN07dpV9uzZI7fccoucddZZ8s8//9Q6DwRCCCHVG1rKCSGEVAqwpNrtOQG3zMyNKshFHOIUu9dw48b7JDPrn4DXVR4rblpamixatEiefvppOf3006VVq1Zy4oknyn333Sf/+c9/1AIKxowZo1ZUY3zKlCnSs2dPeffdd6VNmzZisVjc67vqqqukYcOGEhcXJ4MHD5Z169a5t7dt2zY555xzpHHjxhITEyN9+/ZVMegJtvHYY4/JJZdcostgn7777ju16OO7mNajRw9ZtWpVie7rxv59/PHHur74+Hg5//zzJTMz070MPl900UUSHR0tSUlJ8sILL/h1qYaFHN4D2A8sj23Pnz+/3Mf0xBNPyBVXXCGxsbHqlfD22297LbNixQo54YQT9FzCIu/PUv3rr7/q9YFHA/b53nvvFZvN5p6P/b/55pvdHQfYp3feeUeys7Pl8ssv1223b99e5s6dW2zdsJDjOLHt5557Tjtnli9fXubxYZs7d+6U2267zW1tN4C3BebjHGJ/4IGRmprqnu9wOOTuu++WevXq6bZx3Twp637CZ9y3OC7M7927t9d9QQghpOZBUU4IIaRScDhy5ZdfuwfcVqwcpQK8hLXJihUjA14Xth0oEFlocE/Py8srNn/lypU6nDZtmiQnJ7vHwdatW+Xrr7+Wb775xh33fO6558rBgwdV9K1evVp69eolZ5xxhqSkpOj8rKwsGTFihFriITqHDx8uZ599tuzatctruxDIAwcO1GVGjhwpEydOVJF+8cUXyx9//CHt2rXT8dI6ICAmcVyzZs3SBkEL13OD22+/XUUjBD9ENjonsO6SwLaWLl2q1mNPr4BAj+n55593i+0bbrhBLe2bNm1yr2PUqFFy3HHH6XmDOL3zzju9vr93717dDkQxxOgbb7wh7733nnZgeAKPhwYNGqjIh0DHdnBdBgwYoMcH13Scz5ycnBKP1fA6gAdEWceH69+8eXP1JsA9ggZwT+Da45iWLVsmixcv1u/Z7XavfUWnCMT/M888o+vw7PAo635CJwm2jfsS89FJUVsSHRFCSJ3FWctJT0/H24sOqzP5+fnOmTNn6pAQ3jOkJvzO5ObmOv/++28dApst2/nTgrZBadh2eZg+fbozMTHRabFYnAMGDHDed999znXr1rnn47kxY8YMr+9MnjzZGRYW5jx48KB72qJFi5xxcXFOq9XqtWy7du2cb731Vonb79q1q/OVV15xj7dq1cp58cUXu8eTk5N1Hx566CH3tGXLluk0zAPTpk1zxsfHe+1fVFSUMyMjwz3trrvucvbr108/Yzr2/6uvvnLPT0tL0+/ceuut7mmnnnqqLhcdHa1DbBPnacmSJaWe07KOyeFwOBs1auR84403dBznp379+u77B2AetrdmzRodv//++52dOnXS7xq89tprzpiYGKfdbnfv78knn+yeb7PZdN8nTpxY7HziHILt27d7bSc1NdU5ZswYXe/+/fsDPr4XXnjBa5kLLrjAOXDgwBLPke++gr59+zrvueeegO+n2NhY5wcffOCsLHz/jo8Wvs8Q3jOkqsmvIbqpPDqUMeWEEEIqBZMpUk479a+Al//33xdl1+4PRNRl3ZdQadniMmnbdlLA2y5vTDms0bAU//7772qVhNUSrumXXXZZid+DOzfcig1gvYVVFW7QniAWG1ZrgPmwAs+ePVstqnC9xnxfqzJcxA3gNg26d+9ebBqsqHB79gdcxuHWbAB3bywP/v33XykoKFBXcAO4uHfq1KnYemCNfeCBBzTG/sEHH5RBgwap1dmgIscEF2/st7E/Gzdu1PlGGADo37+/1/exDKZ5uofDmwDbRxw4XOJ9txMaGqrXo6Rz5wmOyWQyqas7cgv873//02UDPT5fYCmHpbs0PPfV9xoFcj/B2wHu7QhTGDJkiG4PXhSEEEJqLhTlhBBCKgUIp9DQqICXb9bsAtm1e1oJc53SrNmF5VpfeYEYPPPMM7U99NBDKnQmT55cqiiH27EnEFAQVb/88kuxZY14b7hkwz0ZMcuIbYab9Pjx49VN2hNPF2RDhPqbhpjkkvB1Y8Z3Slu+JCDWsa8QqnDjhws6xDFEYEWP6Wj2pyz8bSeQcwcRDldziGDP+PxAj8+XQBLvlXZOArmf0Flw4YUXaocBOpNwz37xxReaA4EQQkjNhDHlhBBCgkJUVBvNso5HUUhIaOEjyTXE9KgoV4K1YwXEGSymhnDyjAMuCcT77t+/X8xms4o3z4YYZ4AYbgh9iCZYb2EtRkmuYw0ENo7LM0Y+PT29zLJqiL9HZnIIVSOevTKOqUuXLvLnn3+K1Wp1T4PXgu8yiM32jKPHtuENgLjqo6VFixZqZfbNth7I8SHG3vcegRUccegVJZD7CXTs2FGTzM2bN0/Gjh2rHSeEEEJqLhTlhBBCggbKnvU/ab60bHm1NG40Qlq1ulrHq7IcGlyykdH6k08+UVG4fft2+eqrr9R9HRm3DTdwiCsIJM/M2b7AcgwL8ujRo1UgQbghMRpcv42M2B06dHAnhoN7MqycVWEtLgsI2UsvvVTuuusuWbhwoWzYsEGuvPJKdd/2dA/3xzXXXKPiHUnuKuuY8B1sF+XX/v77by29Bsu0J0gOt3v3bk3ehmRz3377rVqG4cKN/a4qAjk+3CO//fabJqM7fPiwTkMGf3R6YL9xb2GfkZzOmF8WZd1PcGO/6aab1JKO7O/oPMD20HlBCCGk5kJRTgghJKjAIt6+3V3SrdtLOqxqCzksv/369dNs54iV7tatm7qvQxy++uqr7qzhcF+GJRUlu0oCohJiEutB+S1YMFGGDILJiGP+73//q6WxEL+MTNwokQWLaDDAvkD0Ies5BCDisyHoPOO6/YHyXcj8DtdpiNPKOCZch++//17++usvPccQnihT50mzZs30/CKr+vHHHy/XXXeddiQgzr0qCeT4kDUdohmWdiPPAK4/xDSEPGL3ca7RkQDLdyCUdT8hXh6dSrgWmDdhwgStrT516tQqOQ+EEEKODSHI9ia1mIyMDI2Ng4se6nlWV5B8Bw9ilGBhaRPCe4bUhN8ZuB3DyuxZs5vULOCuD+GLTgiIXV8gwPEcxfOzKi3TJHhU9t8x32cI7xlS1RTUEN1UHh3KRG+EEEJIHQE1t+FSDSsuXhJg7QWG2z4hhBBCjj0U5YQQQkgdAnHbmzZt0kRlvXv31rJwnknECCGEEHJsoSgnhBBC6giI3V69enWwd4MQQgghHjBAjBBCCCGEEEIICRIU5YQQQo6KWp4vlJBaDf9+CSEk+FCUE0IIqRBGxtOcnByeQUJqKMbfb3XOYEwIIbUdxpQTQgipEKiZnJCQIAcPHtTxqKgorbNMag8oiZafn69ls1gSrfZZyCHI8feLv2P8PRNCCAkOFOWEEEIqTJMmTXRoCHNS+4Rbbm6uREZGssOllgJBbvwdE0IICQ4U5YQQQioMLONJSUnSqFEjKSgo4JmsZeCa/vbbbzJo0CC6N9dC4LJOCzkhhAQfinJCCCFHDV7s+XJf+8A1tdlsYrFYKMoJIYSQKoKJ3gghhBBCCCGEkCBBUU4IIYQQQgghhAQJinJCCCGEEEIIISRImOtC5liQkZEh1T2ZDkqTYD9ZK5TwniH8nSHVAT6bCO8Zwt8ZUt0oqCG6ydCfhh6t06I8MzNThy1atAj2rhBCCCGEEEIIqUNkZmZKfHx8qcuEOAOR7jUYh8Mh+/btk9jY2GpdYxU9Keg42L17t8TFxQV7d0gNgPcM4T1D+DtDqht8NhHeM4S/My4gsyHImzZtKiaTqW5bynECmjdvLjUFCHKKcsJ7hvB3hlQn+GwivGcIf2dIdSOuBuimsizkBkz0RgghhBBCCCGEBAmKckIIIYQQQgghJEhQlFcTIiIiZPLkyTokhPcM4e8MqQ7w2UR4zxD+zpDqRkQt1E21PtEbIYQQQgghhBBSXaGlnBBCCCGEEEIICRIU5YQQQgghhBBCSJCgKCeEEEIIIYQQQoIERTkhhBBCCCGEEBIkKMorkSeffFL69u0rsbGx0qhRIxk9erRs2rTJaxmr1So33nij1K9fX2JiYmTcuHFy4MABr2V27dolI0eOlKioKF3PXXfdJTabzWuZX375RXr16qVZB9u3by8ffPBBZR4KOUa88cYb0qNHD4mLi9PWv39/mTt3rns+7xdSGk899ZSEhITIpEmTeM+QEpkyZYreJ56tc+fOvGdIiezdu1cuvvhifVeJjIyU7t27y6pVq9zzkSP44YcflqSkJJ0/ZMgQ2bJli9c6UlJS5KKLLtJnW0JCglx55ZWSlZXltcyff/4pp5xyilgsFmnRooU888wzvCo1kNatWxf7jUHD+y7guwzxxW63y0MPPSRt2rTR35B27drJo48+qr8tdfZ3BtnXSeUwbNgw57Rp05zr1693rl271jlixAhny5YtnVlZWe5lrrvuOmeLFi2cCxYscK5atcp50kknOQcMGOCeb7PZnN26dXMOGTLEuWbNGuecOXOcDRo0cN53333uZf79919nVFSU8/bbb3f+/fffzldeecUZGhrq/OGHH3gpaxjfffedc/bs2c7Nmzc7N23a5Lz//vudYWFheg8B3i+kJFasWOFs3bq1s0ePHs5bb73VPZ33DPFl8uTJzq5duzqTk5Pd7dChQ7xniF9SUlKcrVq1cl522WXO5cuX6zvHjz/+6Ny6dat7maeeesoZHx/vnDlzpnPdunXO//znP842bdo4c3Nz3csMHz7cefzxxzt///1356JFi5zt27d3XnDBBe756enpzsaNGzsvuugifeZ9/vnnzsjISOdbb73FK1PDOHjwoNfvy/z586GsnAsXLtT5fC4RXx5//HFn/fr1nbNmzXJu377d+dVXXzljYmKcL730Up39naEor+IfKfwo/frrrzqelpamggs3nsHGjRt1mWXLluk4RLjJZHLu37/fvcwbb7zhjIuLc+bl5en43XffrS9Ynpx33nnaKUBqPomJic53332X9wspkczMTGeHDh30xefUU091i3L+xpCSRDleWvzBe4b4cs899zhPPvnkEk+Mw+FwNmnSxPnss8963UcRERH6wgtgMMC7zcqVK93LzJ071xkSEuLcu3evjr/++uv6vDPebYxtd+rUiRelhoNnUrt27fRe4W8M8cfIkSOdV1xxhde0sWPHqniuq78zdF+vQtLT03VYr149Ha5evVoKCgrU/cIALoQtW7aUZcuW6TiGcBNr3Lixe5lhw4ZJRkaGbNiwwb2M5zqMZYx1kJrryvPFF19Idna2urHzfiElAZdAhLj4/g7wniElAZe/pk2bStu2bdXVD2FSvGeIP7777jvp06ePnHvuuRpCd8IJJ8g777zjnr99+3bZv3+/1+9PfHy89OvXz+tdBq6kWI8BljeZTLJ8+XL3MoMGDZLw8HCvdxmE/aWmpvLi1FDy8/Plk08+kSuuuEJd2PlcIv4YMGCALFiwQDZv3qzj69atk8WLF8tZZ51VZ39nzMHegdqKw+HQOM+BAwdKt27ddBpuLtwUuIE8gQDHPGMZT0FuzDfmlbYMhHtubq7GXZCaw19//aUiHDFXyDMwY8YMOe6442Tt2rW8X0gx0HHzxx9/yMqVK4vN428M8QdeYpB3pFOnTpKcnCxTp07V+Lr169fzniHF+PfffzXfye233y7333+//tbccsst+jy69NJL3e8i/t5DPN9TIOg9MZvNaqTwXAbxpL7rMOYlJiby6tRAZs6cKWlpaXLZZZfpOJ9LxB/33nuv6hYYJ0NDQ9Uw9fjjj2unsXHf1LXfGYryKrRk4YUHvT6ElAZelCHA4Vkxffp0fen59ddfedJIMXbv3i233nqrzJ8/XxOWEBIIhuUBILEkRHqrVq3kyy+/ZCcu8WtUgOXpiSee0HFYyvE+8+abb+rziZDSeO+99/Q3B545hJQEnj+ffvqpfPbZZ9K1a1d9D4YxE/dNXf2doft6FXDTTTfJrFmzZOHChdK8eXP39CZNmqhbD3oQPUH2dcwzlvHNxm6Ml7UMMg/SSl7zgPUBGfR79+6tGfyPP/54eemll3i/kGLADfDgwYNaeQG9wWjowHn55Zf1M3p/+RtDygLeWh07dpStW7fyd4YUA5mO4a3lSZcuXdwhD8a7iL/3EM/3FPxWeYIqMsiUXJ73HVKz2Llzp/z0009y1VVXuafx3Zf4A5WlYC0///zzNWx34sSJctttt+l7sHHf1LXfGYrySgSJ8yDI4X78888/F3OXgOgKCwvTGAoDxDTgQQf3ZYAh3Jk9bzJYxSC4jYcklvFch7GMsQ5S860UeXl5vF9IMc444wz9fUCPstFg0YK7l/GZvzGkLFAuZtu2bSq++FwiviDszrecK+I+4V0B8G6Dl1nP9xC4oSKG0/NdBgYIdCQa4L0Izzd4ahjL/Pbbb5prx/NdBt5j1cmllATOtGnT1J0YOU8M+BtD/JGTk6Ox356Ehobqb0Sd/Z0Jdqa52sT111+vqft/+eUXr9IQOTk57mVQFgJl0n7++Wctida/f39tviXRhg4dqmXVUOasYcOGfkui3XXXXZq9/bXXXmNJtBrKvffeq9n5UQ7izz//1HFkjZw3b57O5/1CysIz+zrvGeKPO+64Q59L+J1ZsmSJltxEqU1UCOE9Q/yVWzSbzVqyaMuWLc5PP/1U3zk++eQTr1JFCQkJzm+//VafXeecc47fUkUnnHCCllVbvHixVozwLFWETMooVTRx4kQtVfTFF1/odqpjqSJSNna7Xd9vkdnaF77LEF8uvfRSZ7Nmzdwl0b755ht9LqHCVF39naEor8yTKeK3oXa5AW6kG264QdPz46YYM2aMCndPduzY4TzrrLO0jh5uULxQFRQUeC2D2o89e/Z0hoeHO9u2beu1DVJzQDkI1IPFdUTnyxlnnOEW5ID3CymvKOc9Q3xBycykpCT9ncFLEMY9a07zniG+fP/992ogQPmhzp07O99++22v+ShX9NBDD+nLLpbBs2vTpk1eyxw5ckRfjlF7GGVdL7/8ci3n6AlqD6P8GtaBexMv4aRmglr2eOf1vQ8Af2OILxkZGfrugo4ci8WiWuaBBx7wKl1W135nQvBfsK31hBBCCCGEEEJIXYQx5YQQQgghhBBCSJCgKCeEEEIIIYQQQoIERTkhhBBCCCGEEBIkKMoJIYQQQgghhJAgQVFOCCGEEEIIIYQECYpyQgghhBBCCCEkSFCUE0IIIYQQQgghQYKinBBCCCGEEEIICRIU5YQQQgghhBBCSJCgKCeEEEKqCYcOHZLw8HDJzs6WgoICiY6Oll27dpX6nSlTpkjPnj0rbR9OO+00mTRpUqWtjxBCCCGlQ1FOCCGEVBOWLVsmxx9/vIrxP/74Q+rVqyctW7YM9m4RQgghpAqhKCeEEEKqCUuXLpWBAwfq58WLF7s/l4fLLrtMRo8eLc8995wkJSVJ/fr15cYbb1TLu8Hrr78uHTp0EIvFIo0bN5bx48e7v/vrr7/KSy+9JCEhIdp27NghdrtdrrzySmnTpo1ERkZKp06ddJnybjcvL0/uueceadGihUREREj79u3lvffec89fv369nHXWWRITE6P7NXHiRDl8+LB7/vTp06V79+66D1j/kCFD1KuAEEIIqcmYg70DhBBCSF0G7uk9evTQzzk5ORIaGioffPCB5ObmqihOSEiQCy+8UIV0oCxcuFCFMYZbt26V8847T13cr776alm1apXccsst8vHHH8uAAQMkJSVFFi1apN+D0N68ebN069ZNHnnkEZ3WsGFDcTgc0rx5c/nqq69UDKPz4JprrtFtTJgwIaDtgksuuUS9AV5++WX1CNi+fbtbdKelpcngwYPlqquukhdeeEGPHwIe6//5558lOTlZLrjgAnnmmWdkzJgxkpmZqfvtdDor9XoQQgghx5oQJ59mhBBCSNCw2WyyZ88eycjIkD59+qhohvs6xOzs2bPVfR2W4wYNGpQYUz5z5kxZu3at22L9yy+/yLZt21TgAwhbk8kkX3zxhXzzzTdy+eWX6zZjY2P9xpRj2y+++GKp+33TTTfJ/v371XodyHYh9mFhnz9/vlq4fXnsscdUZP/444/uadhHWNU3bdokWVlZ0rt3b7Xct2rVqlznmBBCCKnO0H2dEEIICSJms1lat24t//zzj/Tt21et5hC7cN8eNGiQzitJkJdE165d3cIYwHp98OBB/XzmmWeqqG3btq26h3/66adqoS+L1157TUUxLOfoJHj77beLJaErbbvoNMC8U0891e/6161bpxZ2rNtonTt31nkQ+rCsn3HGGeq+fu6558o777wjqamp5TovhBBCSHWEopwQQggJIhCyEKAQyCtWrNDPEJ+wCOMz5peXsLAwr3G4wcMFHcA6jiRyn3/+uYrmhx9+WAUv3MdLApbuO++8U+PK582bpwIb1vb8/PyAt4s48NKAJfzss8/WdXu2LVu2aOcEBD2s7HPnzpXjjjtOXnnlFbW8wwWeEEIIqclQlBNCCCFBZM6cOSo+mzRpIp988ol+Rkw33MfxGfOrwjoPF3LEZ//555/aAYC4bYCSbEjs5smSJUs0/vyGG26QE044QRO0wXpdHmDhhkBHIjl/9OrVSzZs2KCeAVi/Z4M7vyHykfxu6tSpsmbNGt3XGTNmVPg8EEIIIdUBinJCCCEkiMCVHBbxAwcOyDnnnKMx1BCn48aNU0Fa2fHTs2bN0kRrEPw7d+6Ujz76SMUyrM4Aonj58uUq1JGEDfOQqR2x7oj3Rmz4Qw89JCtXrizXdrHeSy+9VK644gqNgYeFGzHoX375pc5HpnYknUMyN6wboh/bg0UenQTYpyeeeEL3A27ziI1HXfcuXbpU6vkhhBBCjjUU5YQQQkiQgThFPDlKlMGFHZnO4VpeFSCbOwQtMp1D0L755pvqym64ycNNHa7icBFH/DgE8LXXXitjx47VbOr9+vWTI0eOqNW8vLzxxhtafg3fRbw4srIbJc2aNm2qFnkI8KFDh6plfdKkSbq/SBYXFxcnv/32m4wYMUI6duwoDz74oDz//PNaQo0QQgipyTD7OiGEEEIIIYQQEiRoKSeEEEIIIYQQQoIERTkhhBBCCCGEEBIkKMoJIYQQQgghhJAgQVFOCCGEEEIIIYQECYpyQgghhBBCCCEkSFCUE0IIIYQQQgghQYKinBBCCCGEEEIICRIU5YQQQgghhBBCSJCgKCeEEEIIIYQQQoIERTkhhBBCCCGEEBIkKMoJIYQQQgghhBAJDv8HJRuTR5+HE2oAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_autoclass_vs_successive_halving_and_bandit(\n", " stream,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " results_autoclass_enhanced=results_autoclass,\n", " shc_direct=shc_direct,\n", " results_shc=results_shc,\n", " bandit_clf=bandit_clf,\n", " results_bandit=results_bandit,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On Electricity, AutoClass achieves the highest accuracy (91.6%) but is slowest (134s). \n", "\n", "SuccessiveHalvingClassifier nearly matches it (91.3%) while running faster, offering the best balance. \n", "\n", "BanditClassifier (82.1%, 36s) is fastest but underperforms, even below the default HoeffdingTree (86.5%). \n", "\n", "Overall, thorough model selection proves more effective here, with SuccessiveHalving striking the optimal trade-off." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test on custom stream with drift" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "window_size = 500\n", "max_instances = 8000\n", "budget = max_instances * 3\n", "drift_stream = DriftStream(\n", " stream=[\n", " SEA(function=1),\n", " AbruptDrift(position=3000),\n", " SEA(function=3),\n", " GradualDrift(position=6000, width=2000),\n", " SEA(function=1),\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "results_autoclass = autoclass(\n", " drift_stream, window_size=window_size, max_instances=max_instances, budget=budget\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Rung 1]\t7 models removed\t7 models left\t428 instances per model\tbudget used: 5992\tbudget left: 18008\tbest accuracy: 80.8411\n", "Top models:\n", " 1. HoeffdingAdaptiveTree - Accuracy: 80.8411\n", " 2. HoeffdingAdaptiveTree - Accuracy: 80.8411\n", " 3. kNN - Accuracy: 80.3738\n", "[Rung 2]\t3 models removed\t4 models left\t857 instances per model\tbudget used: 11991\tbudget left: 12009\tbest accuracy: 85.9922\n", "Top models:\n", " 1. AdaptiveRandomForest - Accuracy: 85.9922\n", " 2. kNN - Accuracy: 84.8249\n", " 3. HoeffdingTree - Accuracy: 84.5914\n", "[Rung 3]\t2 models removed\t2 models left\t1501 instances per model\tbudget used: 17995\tbudget left: 6005\tbest accuracy: 87.2936\n", "Top models:\n", " 1. AdaptiveRandomForest - Accuracy: 87.2936\n", " 2. Leveraging OnlineBagging - Accuracy: 85.9296\n" ] } ], "source": [ "shc_direct, results_shc = successive_halving(drift_stream, max_instances, window_size)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 14 provided base classifiers\n", "\n", "Chosen model: kNN\n", "Current accuracy: 85.1274\n" ] } ], "source": [ "bandit_clf, results_bandit = bandit_classifier(\n", " drift_stream, max_instances, window_size, bandit_eps=0.3\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "COMPARING AUTOCLASS WITH CONFIG, SUCCESSIVE HALVING, AND BANDIT CLASSIFIER\n", "================================================================================\n", "\n", "Initializing default models for comparison...\n", "\n", "Evaluating default models...\n", "\n", "Evaluation Results:\n", "[Enhanced AutoClass] Accuracy = 86.925, Time: 68.542s\n", "[SuccessiveHalving] Accuracy = 86.662, Time: 90.787s\n", "[BanditClassifier] Accuracy = 85.200, Time: 37.273s\n", "[Default HoeffdingTree] Accuracy = 85.100, Time: 0.011s\n", "[Default KNN] Accuracy = 84.275, Time: 0.361s\n", "[Default AdaptiveRandomForest] Accuracy = 86.725, Time: 6.451s\n", "[Default HoeffdingAdaptiveTree] Accuracy = 84.638, Time: 0.020s\n", "[Default LeveragingBagging] Accuracy = 86.450, Time: 2.232s\n", "[Default StreamingRandomPatches] Accuracy = 86.612, Time: 6.846s\n", "\n", "Successive Halving Final Status:\n", "Active models: 2 / 14\n", "Total rungs: 3\n", "Budget used: 17995 / 24000\n", "\n", "Bandit Classifier Final Status:\n", "Total models: 14\n", "Best model accuracy: 85.0703\n", "\n", "Top performing models:\n", "SuccessiveHalving:\n", " 1. AdaptiveRandomForest - Accuracy: 86.7625\n", " 2. Leveraging OnlineBagging - Accuracy: 86.5125\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_autoclass_vs_successive_halving_and_bandit(\n", " drift_stream,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " results_autoclass_enhanced=results_autoclass,\n", " shc_direct=shc_direct,\n", " results_shc=results_shc,\n", " bandit_clf=bandit_clf,\n", " results_bandit=results_bandit,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the drift stream, Enhanced AutoClass reaches the top accuracy (86.9%) with moderate runtime (68s). BanditClassifier (85.2%, 37s) offers the best efficiency-accuracy balance, being more than 2x faster than SuccessiveHalving while losing only 1.4% accuracy.\n", "\n", "AdaptiveRandomForest (86.7%) confirms that strong default ensembles can rival AutoML methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Across tested streams, the three model selection approaches show consistent accuracy–efficiency trade-offs:\n", "\n", "- AutoClass: highest (or near-highest) accuracy, especially under concept drift, but slower than BanditClassifier.\n", "\n", "- SuccessiveHalvingClassifier: accuracy almost the one of AutoClass, but faster.\n", "\n", "- BanditClassifier: fastest but less accurate.\n", "\n", "Guidelines based on these results:\n", "\n", "1. Max accuracy & high resources → AutoClass.\n", "\n", "2. Balance accuracy/efficiency → SuccessiveHalvingClassifier.\n", "\n", "3. Time/resource-constrained → BanditClassifier." ] } ], "metadata": { "kernelspec": { "display_name": "capymoa_dev", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 2 }