{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "a48e9306-f459-4d8a-8608-9bd71a7600ae", "metadata": {}, "source": [ "# Parallel ensembles\n", "\n", "This notebook is aimed at showing how to use the parallel and mini-batch variants of the ensembles and includes:\n", "\n", "* Examples of all the available parallel ensembles.\n", "* Examples on how to use the parallel versions.\n", "* Examples of the trade-offs between runtime and accuracy when using the parallel ensembles.\n", "\n", "Please note that this notebook may take a while to execute as it processes hundreds of thousands of instances with ensembles of up to 100 learners.\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found at* https://www.capymoa.org.\n", "\n", "**last update on 01/12/2025**" ] }, { "cell_type": "markdown", "id": "d2bb536e-4716-48fe-bf9b-05455b9e5a85", "metadata": {}, "source": [ "## 1. Using the most basic bagging ensemble\n", "\n", "* **CapyMOA chooses between the standard and the mini-batch version behind the curtains based on the parameter configuration used**.\n", "\n", "* For more information about the parallel ensembles please refer to the following references: \n", "\n", " G. Cassales, H. M. Gomes, A. Bifet, B. Pfahringer and H. Senger, Improving the performance of bagging ensembles for data streams through mini-batching, Information Sciences,Volume 580, 2021, Pages 260-282, ISSN 0020-0255, https://doi.org/10.1016/j.ins.2021.08.085.\n", "\n", " G. Cassales, H. M. Gomes, A. Bifet, B. Pfahringer and H. Senger, \"Balancing Performance and Energy Consumption of Bagging Ensembles for the Classification of Data Streams in Edge Computing,\" in IEEE Transactions on Network and Service Management, vol. 20, no. 3, pp. 3038-3054, Sept. 2023, doi: 10.1109/TNSM.2022.3226505." ] }, { "cell_type": "code", "execution_count": 1, "id": "3d1a9e23-a272-4c01-ab9b-e7f3ec5f7395", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:16.892340Z", "iopub.status.busy": "2024-09-23T01:05:16.892166Z", "iopub.status.idle": "2024-09-23T01:05:19.538479Z", "shell.execute_reply": "2024-09-23T01:05:19.537904Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "from capymoa.datasets import Covtype\n", "from capymoa.classifier import OnlineBagging\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "\n", "cover = Covtype()\n", "\n", "ozabag_sequential = OnlineBagging(schema=cover.schema, ensemble_size=10)\n", "ozabag_mb_parallel = OnlineBagging(\n", " schema=cover.schema, ensemble_size=10, minibatch_size=25, number_of_jobs=5\n", ")\n", "\n", "max_instances = 100000\n", "window_size = 5000" ] }, { "cell_type": "code", "execution_count": 2, "id": "3b68b03a", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.540608Z", "iopub.status.busy": "2024-09-23T01:05:19.540395Z", "iopub.status.idle": "2024-09-23T01:05:19.544931Z", "shell.execute_reply": "2024-09-23T01:05:19.544420Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "from util.nbmock import is_nb_fast\n", "\n", "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", "if is_nb_fast():\n", " scale = 1 / 100\n", " max_instances = int(max_instances * scale)\n", " window_size = int(window_size * scale)" ] }, { "cell_type": "markdown", "id": "2cc119dd", "metadata": {}, "source": [ "### 1.1 Understanding the parameters\n", "\n", "* Since we used different parameters in the constructor call, each instance references a different object:\n", "\t* sequential: note the CLI help only mentions `baseLearner` and `ensembleSize`.\n", "\t* parallel: note the extra parameters `numCores` and `batchSize`.\n", "* Setting the parallel parameters on the constructor call will make it a mini-batch parallel ensemble." ] }, { "cell_type": "code", "execution_count": 3, "id": "f8cce492", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.546866Z", "iopub.status.busy": "2024-09-23T01:05:19.546711Z", "iopub.status.idle": "2024-09-23T01:05:19.549899Z", "shell.execute_reply": "2024-09-23T01:05:19.549388Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-l baseLearner (default: trees.HoeffdingTree)\n", "Classifier to train.\n", "-s ensembleSize (default: 10)\n", "The number of models in the bag.\n", "\n" ] } ], "source": [ "print(ozabag_sequential.cli_help())" ] }, { "cell_type": "code", "execution_count": 4, "id": "44663fbf", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.551698Z", "iopub.status.busy": "2024-09-23T01:05:19.551553Z", "iopub.status.idle": "2024-09-23T01:05:19.554195Z", "shell.execute_reply": "2024-09-23T01:05:19.553756Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-l baseLearner (default: trees.HoeffdingTree)\n", "Classifier to train.\n", "-s ensembleSize (default: 10)\n", "The number of models in the bag.\n", "-c numCores (default: 1)\n", "The amount of CPU Cores used for multi-threading\n", "-b batchSize (default: 1)\n", "The amount of instances the classifier should buffer before training.\n", "\n" ] } ], "source": [ "print(ozabag_mb_parallel.cli_help())" ] }, { "cell_type": "markdown", "id": "c2d0c1ae", "metadata": {}, "source": [ "### 1.2 Example comparing sequential and parallel" ] }, { "cell_type": "code", "execution_count": 5, "id": "6608ef14", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:19.556099Z", "iopub.status.busy": "2024-09-23T01:05:19.555784Z", "iopub.status.idle": "2024-09-23T01:05:32.403420Z", "shell.execute_reply": "2024-09-23T01:05:32.402901Z" } }, "outputs": [], "source": [ "result_seq = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_sequential,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "result_par = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_mb_parallel,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "result_seq.learner = \"OnlineBagging(Seq)\"\n", "result_par.learner = \"OnlineBagging(Par)\"" ] }, { "cell_type": "markdown", "id": "b4bff3fc", "metadata": {}, "source": [ "* Note that the mini-batch approach creates a divergence in the results for two reasons:\n", "\t1) It uses local random generators instead of a global one.\n", "\t2) The mini-batch defers the model update by a few instances which causes differences in the predictions.\n", "* On the bright side, it also decreases runtime." ] }, { "cell_type": "code", "execution_count": 6, "id": "4c0aa846", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:32.405523Z", "iopub.status.busy": "2024-09-23T01:05:32.405312Z", "iopub.status.idle": "2024-09-23T01:05:32.748562Z", "shell.execute_reply": "2024-09-23T01:05:32.747924Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 84.59299999999999\n", "wallclock = 8.546567440032959 seconds\n", "\n", "Cumulative accuracy = 83.722\n", "wallclock = 6.080326557159424 seconds\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(f\"Cumulative accuracy = {result_seq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq['wallclock']} seconds\\n\")\n", "print(f\"Cumulative accuracy = {result_par['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq, result_par, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "fc004980", "metadata": {}, "source": [ "### 1.3 Increasing the ensemble size\n", "* Ensembles with more learners will get a bigger decrease in processing time.\n", "* Let's see the difference when using 100 classifiers." ] }, { "cell_type": "code", "execution_count": 7, "id": "f08e7ba3", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:05:32.750561Z", "iopub.status.busy": "2024-09-23T01:05:32.750407Z", "iopub.status.idle": "2024-09-23T01:07:06.767686Z", "shell.execute_reply": "2024-09-23T01:07:06.767174Z" } }, "outputs": [], "source": [ "ozabag_sequential = OnlineBagging(schema=cover.schema, ensemble_size=100)\n", "ozabag_mb_parallel = OnlineBagging(\n", " schema=cover.schema, ensemble_size=100, minibatch_size=25, number_of_jobs=5\n", ")\n", "result_seq100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_sequential,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "result_par100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_mb_parallel,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "result_seq100.learner = \"OnlineBagging100(Seq)\"\n", "result_par100.learner = \"OnlineBagging100(Par)\"" ] }, { "cell_type": "code", "execution_count": 8, "id": "11c2c15a", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:06.769458Z", "iopub.status.busy": "2024-09-23T01:07:06.769311Z", "iopub.status.idle": "2024-09-23T01:07:06.972184Z", "shell.execute_reply": "2024-09-23T01:07:06.971696Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 84.99600000000001\n", "wallclock = 75.55597376823425 seconds\n", "\n", "Cumulative accuracy = 84.20299999999999\n", "wallclock = 45.28148531913757 seconds\n", "\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAHWCAYAAAD+cEOeAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAA2BZJREFUeJzs3XdYFFcXwOHf7NJBiqAiCoKg2HvFEns3auwx9hI1GhOjsSQaEzWJ3USjxs8UNfaaYuy9995FUVQsCEiHhZ3vj1GUCIqKLOB5n4eHZefuzJll0D1z7z1XUVVVRQghhBBCCCGEEBlKZ+oAhBBCCCGEEEKIt5Ek5EIIIYQQQgghhAlIQi6EEEIIIYQQQpiAJORCCCGEEEIIIYQJSEIuhBBCCCGEEEKYgCTkQgghhBBCCCGECUhCLoQQQgghhBBCmIAk5EIIIYQQQgghhAlIQi6EEEIIIYQQQpiAJORCCCGEEEIIIYQJSEIuhBBCCCGEEEKYgCTkQgghhBBCCCGECUhCLoQQQohXEhUVZeoQhBBCiCxNEnIhhBAik7h+/Tr9+/fH19cXa2trnJ2dadu2LQEBAc+0DQsL49NPP8XT0xNLS0vy589Ply5dCA4OTmoTGxvLmDFjKFy4MFZWVuTNm5f33nsPf39/AHbs2IGiKOzYsSPZvgMCAlAUhd9//z3puW7dumFnZ4e/vz9NmjQhR44cdOrUCYDdu3fTtm1bPDw8sLS0xN3dnU8//ZSYmJhn4r5w4QLt2rUjV65cWFtb4+vryxdffAHA9u3bURSFNWvWPPO6xYsXoygK+/fvf9m3VQghhMi0zEwdgBBCCCE0hw8fZt++fXTo0IH8+fMTEBDA7NmzqVWrFufOncPGxgaAyMhIatSowfnz5+nRowflypUjODiYv/76i5s3b+Li4kJiYiLNmjVj69atdOjQgUGDBhEREcHmzZs5c+YM3t7eLx1fQkICDRs2pHr16kyePDkpnhUrVhAdHU2/fv1wdnbm0KFDzJgxg5s3b7JixYqk1586dYoaNWpgbm5Onz598PT0xN/fn7///pvx48dTq1Yt3N3dWbRoEa1atUp27EWLFuHt7U3VqlVf4x0WQgghMhdJyIUQQohMomnTprRp0ybZc82bN6dq1aqsWrWKzp07AzBp0iTOnDnD6tWrkyWuX375JaqqArBgwQK2bt3K1KlT+fTTT5PaDB8+PKnNy4qLi6Nt27Z89913yZ6fMGEC1tbWST/36dMHHx8fRo4cyY0bN/Dw8ABg4MCBqKrKsWPHkp4D+P777wFQFIUPPviAqVOn8vDhQxwcHAC4f/8+mzZtSupJF0IIIbILGbIuhBBCZBJPJ7UGg4EHDx7g4+ODo6Mjx44dS9q2atUqSpcu/UwvMmhJ7eM2Li4uDBw4MNU2r6Jfv37PjTsqKorg4GD8/PxQVZXjx48DWlK9a9cuevTokSwZ/288Xbp0IS4ujpUrVyY9t2zZMhISEvjggw9eOW4hhBAiM5KEXAghhMgkYmJiGD16NO7u7lhaWuLi4kKuXLkICwvj4cOHSe38/f0pUaLEc/fl7++Pr68vZmbpNxjOzMyM/PnzP/P8jRs36NatGzlz5sTOzo5cuXLxzjvvACTFffXqVYAXxl2kSBEqVqzIokWLkp5btGgRVapUwcfHJ71ORQghhMgUZMi6EEIIkUkMHDiQ3377jU8++YSqVavi4OCAoih06NABo9GY7sdLrac8MTExxectLS3R6XTPtK1fvz4hISEMGzaMIkWKYGtry61bt+jWrdsrxd2lSxcGDRrEzZs3iYuL48CBA8ycOfOl9yOEEEJkdpKQCyGEEJnEypUr6dq1K1OmTEl6LjY2lrCwsGTtvL29OXPmzHP35e3tzcGDBzEYDJibm6fYxsnJCeCZ/V+/fj3NMZ8+fZpLly4xf/58unTpkvT85s2bk7UrWLAgwAvjBujQoQODBw9myZIlxMTEYG5uTvv27dMckxBCCJFVyJB1IYQQIpPQ6/XPFFybMWPGMz3WrVu35uTJkykuD/b49a1btyY4ODjFnuXHbQoUKIBer2fXrl3Jts+aNeulYn56n48f//DDD8na5cqVi5o1a/Lrr79y48aNFON5zMXFhcaNG/PHH3+waNEiGjVqhIuLS5pjEkIIIbIK6SEXQgghMolmzZqxcOFCHBwcKFasGPv372fLli04Ozsnazd06FBWrlxJ27Zt6dGjB+XLlyckJIS//vqLOXPmULp0abp06cKCBQsYPHgwhw4dokaNGkRFRbFlyxb69+9PixYtcHBwoG3btsyYMQNFUfD29uaff/7h3r17aY65SJEieHt7M2TIEG7duoW9vT2rVq0iNDT0mbY//vgj1atXp1y5cvTp0wcvLy8CAgJYt24dJ06cSNa2S5cuSRXnx44d+/JvphBCCJEFSEIuhBBCZBI//PADer2eRYsWERsbS7Vq1diyZQsNGzZM1s7Ozo7du3fz1VdfsWbNGubPn0/u3LmpW7duUtE1vV7Pv//+y/jx41m8eDGrVq3C2dmZ6tWrU7JkyaR9zZgxA4PBwJw5c7C0tKRdu3ZMmjTphcXXHjM3N+fvv//m448/5rvvvsPKyopWrVoxYMAASpcunaxt6dKlOXDgAKNGjWL27NnExsZSoEAB2rVr98x+mzdvjpOTE0ajkXffffdl30ohhBAiS1DUV12MVAghhBDiDUlISMDNzY3mzZvzyy+/mDocIYQQ4o2QOeRCCCGEyHTWrl3L/fv3kxWKE0IIIbIb6SEXQgghRKZx8OBBTp06xdixY3FxceHYsWOmDkkIIYR4Y6SHXAghhBCZxuzZs+nXrx+5c+dmwYIFpg5HCCGEeKOkh1wIIYQQQgghhDAB6SEXQgghhBBCCCFMQBJyIYQQQgghhBDCBLL9OuRGo5Hbt2+TI0cOFEUxdThCCCGEEEIIIbI5VVWJiIjAzc0NnS71fvBsn5Dfvn0bd3d3U4chhBBCCCGEEOItExgYSP78+VPdnu0T8hw5cgDaG2Fvb2/iaIR4OQaDgU2bNtGgQQPMzc1NHY4Qr0SuY5EdyHUssgO5jkV2kFWu4/DwcNzd3ZPy0dRk+4T88TB1e3t7SchFlmMwGLCxscHe3j5T/4MjxPPIdSyyA7mORXYg17HIDrLadfyiadNS1E0IIYQQQgghhDABSciFEEIIIYQQQggTkIRcCCGEEEIIIYQwgWw/hzwtVFUlISGBxMREU4ciRDIGgwEzMzNiY2Oz1PVpbm6OXq83dRhCCCGEEEJkam99Qh4fH09QUBDR0dGmDkWIZ6iqiqurK4GBgS8sCJGZKIpC/vz5sbOzM3UoQgghhBBCZFpvdUJuNBq5du0aer0eNzc3LCwsslTSI7I/o9FIZGQkdnZ26HRZY4aJqqrcv3+fmzdvUqhQIekpF0IIIYQQIhVvdUIeHx+P0WjE3d0dGxsbU4cjxDOMRiPx8fFYWVllmYQcIFeuXAQEBGAwGCQhF0IIIYQQIhVZ5xP+G5SVEh0hsgIZaSKEEEIIIcSLSSYqhBBCCCGEEEKYgCTkQgghhBBCCCGECUhC/pYLCAhAURROnDgBwI4dO1AUhbCwMJPG9Sb995yzqlGjRtGnT58MP+7w4cMZOHBghh9XCCGEEEKI7EYS8nRwLTiKCRsuMHDJcSZsuMC14KgMOW5gYCA9evRIqhBfoEABBg0axIMHD155n35+fgQFBeHg4JCOkWpzih9/mZmZ4eHhweDBg4mLi0vX46SFu7s7QUFBlChRIl33e/bsWVq3bo2npyeKojB9+vQU2/300094enpiZWVF5cqVOXToULLtsbGxfPTRRzg7O2Nvb0+XLl24e/dusjZ37tzhhx9+4Isvvkh67v79+/Tr1w8PDw8sLS1xdXWlYcOG7N27N13Pc8iQIcyfP5+rV6+m636FEEIIIYR420hC/pqWHwmk7pQdzN11lXWnbjN311XqTtnBiiOBb/S4V69epUKFCly+fJklS5Zw5coV5syZw9atW6latSohISGvtF8LCwtcXV3fSFGu3377jaCgIK5du8asWbNYuHAh48aNS/fjvIher8fV1RUzs/RdZCA6OpqCBQvy/fff4+rqmmKbZcuWMXjwYL766iuOHTtG6dKladiwIffu3Utq8+mnn/L333+zYsUKtm/fzp07d2jTpk2y/cybNw8/Pz8KFCiQ9Fzr1q05fvw48+fP59KlS/z111/UqlXrtW7QpMTFxYWGDRsye/bsdN2vEEIIIYQQbxtJyJ+iqirR8Qlp/joX9JDhq05hVCHRqCb7PmzVKc4HPUzzvlRVfalYP/roIywsLNi0aRPvvPMOHh4eNG7cmC1btnDr1q2knlNPT0++/fZbevToQY4cOfDw8GDu3Lmp7ve/Q9Z///13HB0d2bhxI0WLFsXOzo5GjRoRFBSU7HXz5s2jaNGiWFlZUaRIEWbNmvXMvh0dHXF1dcXd3Z1mzZrRokULjh07lrTd39+fFi1akCdPHuzs7KhYsSJbtmxJto+goCCaNm2KtbU1Xl5eLF68GE9Pz2S90RcuXKB69epYWVlRrFgxtmzZgqIorF27Fkh9mP7WrVupUKECNjY2+Pn5cfHixWTHHjduHLlz5yZHjhz06tWL4cOHU6ZMmaTtFStWZNKkSXTo0AFLS8sU39+pU6fSu3dvunfvTrFixZgzZw42Njb8+uuvADx8+JBffvmFqVOnUqdOHcqXL8/MmTPZt28fBw4cSNrP0qVLad68edLPYWFh7N69mwkTJlC7dm0KFChApUqVGDFiBO+++26ydr169SJXrlzY29tTp04dTp48mSzG77//njx58pAjRw569uz5zHkCNG/enKVLl6Z4jkIIIYQQQoi0eavXIf+vGEMixUZvTJd9GVVo/MOeNLc/901DbCzS9usICQlh48aNjB8/Hmtr62TbXF1d6dSpE8uWLUtKiqdMmcLYsWMZOXIkK1eupF+/frzzzjv4+vqm6XjR0dFMnjyZhQsXotPp+OCDDxgyZAiLFi0CYNGiRYwePZqZM2dStmxZjh8/Tu/evbG1taVr164p7vPSpUts27aNbt26JT0XGRlJkyZNGD9+PJaWlixYsIDmzZtz8eJFPDw8AOjSpQvBwcHs2LEDc3NzBg8enKx3OTExkZYtW+Lh4cHBgweJiIjgs88+S9N5fvHFF0yZMoVcuXLRt29fevTokTTce9GiRYwfP55Zs2ZRrVo1li5dypQpU/Dy8krTvkFb9/7o0aOMGDEi6TmdTke9evXYv38/AEePHsVgMFCvXr2kNoULF8bDw4P9+/dTpUoVQkJCOHfuHBUqVEhqY2dnh52dHWvXrqVKlSqp3hBo27Yt1tbWrF+/HgcHB37++Wfq1q3LpUuXyJkzJ8uXL2fMmDH89NNPVK9enYULF/Ljjz9SsGDBZPupVKkSN2/eJCAgAE9PzzS/B0IIIYQQQognpIc8C7p8+TKqqlK0aNEUtxctWpTQ0FDu378PQJMmTejfvz8+Pj4MGzYMFxcXtm/fnubjGQwG5syZQ4UKFShXrhwDBgxg69atSdu/+uorpkyZwnvvvYeXlxfvvfcen376KT///HOy/XTs2BE7OzusrKzw9fWlePHiyZLT0qVL8+GHH1KiRAkKFSrE2LFj8fb25q+//gK0nu8tW7bwv//9j8qVK1OuXDnmzZtHTExM0j42b96Mv78/CxYsoHTp0lSvXp3x48en6TzHjx/PO++8Q7FixRg+fDj79u0jNjYWgBkzZtCzZ0+6d+9O4cKFGT16NCVLlkzzewgQHBxMYmIiefLkSfZ8njx5uHPnDqDNDbewsMDR0THVNjdu3EBVVdzc3JK2m5mZ8fvvvzN//nwcHR2pVq0aI0eO5NSpU0lt9uzZw6FDh1ixYgUVKlSgUKFCTJ48GUdHR1auXAnA9OnT6dmzJz179sTX15dx48ZRrFixZ87l8bGvX7/+Uu+BEEIIIYQQ4gnpIX+Ktbmec980THP7qZsv8dueABJTGG6uVxS6V/dkcP3CaT72y0rrMPdSpUolPVYUBVdX12S9yi9iY2ODt7d30s958+ZNen1UVBT+/v707NmT3r17J7VJSEh4pjDctGnTqFevHomJiVy5coXBgwfTuXPnpKHPkZGRjBkzhnXr1hEUFERCQgIxMTHcuHEDgIsXL2JmZka5cuWS9unj44OTk1PSzxcvXsTd3T3ZHO5KlSql6Tyffp/y5s0LwL179/Dw8ODixYv0798/WftKlSqxbdu2NO07PT2+AWFlZZXs+datW9O0aVN2797NgQMHWL9+PRMnTmTevHl069aNkydPEhkZibOz8zP78/f3B+D8+fP07ds32faqVas+cwPn8ciM6OjodD03IYQQQggh3iaSkD9FUZQ0DxsH6FS5AL/uuZbiNhWVDyoXeKn9pZWPjw+KonD+/HlatWr1zPbz58/j5ORErly5ADA3N0+2XVEUjEZjmo+X0usf3wyIjIwESOq1fppen/wmg6urKz4+PgD4+voSERFBx44dGTduHD4+PgwZMoTNmzczefJkfHx8sLa2pk2bNsTHx6c51tfx9Hk+Lmr3Mu/Ti7i4uKDX65+pmH737t2kGwiurq7Ex8cTFhaWrJf86TYuLi4AhIaGJv2OH7OysqJ+/frUr1+fUaNG0atXL7766iu6detGZGQkefPmZceOHc/E9t8e+Rd5XDTwv8cXQgghhBBCpJ0MWX8NXi62TGhdCp0Cep2S7PuE1qXwdLF9I8d1dnamfv36zJo1K9lwbdCGPC9atIj27du/kUrp/5UnTx7c3Ny4evUqPj4+yb5eNL/6ccL++Bz27t1Lt27daNWqFSVLlsTV1ZWAgICk9r6+viQkJHD8+PGk565cuUJoaGiyNoGBgcmS3sOHD7/2efr6+j6zn5fdr4WFBeXLl0823N9oNCZVxgcoX7485ubmydpcvnyZGzduJLXx9vbG3t6ec+fOvfCYxYoVIypKW4avXLly3LlzBzMzs2d+V4+T/KJFi3Lw4MFk+3i6mNxjZ86cwdzcnOLFi7/UeyCEEEIIIYR4QnrIX1PbCu5U9MzJsiOB3AyNIb+TNe0ruL+xZPyxmTNn4ufnR8OGDRk3bhxeXl6cPXuWoUOHki9fvjTPm04PX3/9NR9//DEODg40atSIuLg4jhw5QmhoKIMHD05qFxYWxp07dzAajVy+fJlvvvmGwoULJ82FL1SoEKtXr6Z58+YoisKoUaOS9VAXKVKEevXq0adPH2bPno25uTmfffYZ1tbWSTcf6tevj7e3N127dmXixIlERETw5ZdfArzWDYqBAwfSu3dvKlSogJ+fH8uWLePUqVPJip3Fx8cnJcnx8fHcunWLEydOYGdnlzQyYPDgwXTt2pUKFSpQqVIlpk+fTlRUFN27dwfAwcGBnj17MnjwYHLmzImdnR0fffQRVatWpUqVKsCTQnB79uyhZcuWADx48IC2bdvSo0cPSpUqRY4cOThy5AgTJ06kRYsWANSrV4+qVavSsmVLJk6cSOHChbl9+zbr1q2jVatWVKhQgUGDBtGtWzcqVKhAtWrVWLRoEWfPnn2mqNvu3bupUaPGM0UFhRBCCCGEEGknCXk68HSxZVijIhl6zEKFCnHkyBG++uor2rVrR0hICK6urrRs2ZKvvvqKnDlzZlgsvXr1wsbGhkmTJjF06FBsbW0pWbIkn3zySbJ2j5POx/PYa9asybfffpu0HvjUqVPp0aMHfn5+uLi4MGzYMMLDw5PtY8GCBfTs2ZOaNWvi6urKd999x9mzZ5PmU+v1etauXUuvXr2oWLEiBQsWZNKkSTRv3vyZOdcvo1OnTly9epUhQ4YQGxtLu3bt6NatG4cOHUpqc/v2bcqWLZv08+TJk5k8eTLvvPNO0jDx9u3bc//+fUaPHs2dO3coU6YMGzZsSFbobdq0aeh0Olq3bk1cXBx16tR5pkBer1696N27NxMnTkSn02FnZ0flypWZNm0a/v7+GAwG3N3d6d27NyNHjkx63//991+++OILunfvzv3795N+D4+P3759e/z9/fn888+JjY2ldevW9OvXj40bk68+sHTpUsaMGfPK76cQQgghhBACFPVlF8DOYsLDw3FwcODhw4fY29sn2xYbG8u1a9fw8vJ6rWRNmM7Nmzdxd3dny5Yt1K1bN8U2e/fupXr16ly5ciVZcbrXVb9+fVxdXVm4cGG67fO/jEYj4eHh2Nvbo9M9mWGiqiqVK1fm008/pWPHjm/s+ABjxoxh7dq1Seu2r1+/ns8++4xTp04l3Uz5L/nbEk8zGAz8+++/NGnS5JmaFEJkFXIdi+xArmORHWSV6/h5eejTpIdcZCnbtm0jMjKSkiVLEhQUxOeff46npyc1a9ZMarNmzRrs7OwoVKgQV65cYdCgQVSrVu21kvHo6GjmzJlDw4YN0ev1LFmyhC1btrB58+b0OK2XpigKc+fO5fTp0xl+7KioKH777bdUk3EhhBBCCCFE2sgnapGlGAwGRo4cydWrV8mRIwd+fn4sWrQo2d2xiIgIhg0bxo0bN3BxcaFevXpMmTLltY77eLj3+PHjiY2NxdfXl1WrVlGvXr3XPaVXVqZMGcqUKZPhx23Tpk2GH1MIIYQQQojsSBJykaU0bNiQhg2fv1Z8ly5d6NKlS7oe19rami1btqTrPrOKMWPGyHxxIYQQQggh3gBJyIUQQgiRcR74w/GFEHYDHD2gbGdwTr/6HkIIIdLmWnAUy59aKapdBXe83vBKUeJZkpALIYQQImMc/wP+GggogKp93/sDvDsTynYycXBCCPH2WH4kkOGrTqEoCqqqoigKP+/0Z0LrUrSt4G7q8N4quhc3EUIIIYR4Tfcuasm4agQ1Mfn3vwZoPedCCCHeuGvBUQxfdQqjColGNdn3YatOERAcZeoQ3yrSQy6EEEJkZRk1BNxohPgIiH0IMWHa92Rf/3nuv23iI56zc0U7h3pj0j9uIYQQySw/EoiiKJDC6tcKCsuOBDKsURETRPZ2MmlCHhERwahRo1izZg337t2jbNmy/PDDD1SsWBGAbt26MX/+/GSvadiwIRs2bDBFuEIIIUTm8jJDwFUVDNEpJNMp/Jxim/BHx0h/RlVFF3bjjexbCCFEcjdDY1BTSMYBElWVg1cfYEg0Yq6XwdQZwaQJea9evThz5gwLFy7Ezc2NP/74g3r16nHu3Dny5csHQKNGjfjtt9+SXmNpaWmqcIUQQojM44H/kyHg//Vnfzg2HxLjkyfWxoTXP66ZFVg5PPXl+J+fHcD6v885ErbzJ+xO/oaZ8my8RhXCLfLi+PrRCSGEeIH8TtYpdY4nOXYjjFqTdtCjuhftK7pjZymDqt8kk727MTExrFq1ij///JOaNWsC2vJKf//9N7Nnz2bcuHGAloC7urqaKsxsLyAgAC8vL44fP06ZMmXYsWMHtWvXJjQ0FEdHR1OH90b895yzqlGjRnH37l3mzp37Ro8zfPhwoqKimDFjxhs9jhDiJR1fiNYznorAgyk/rzNLcxKdUjvVzJKIuAQeRhsIjY4nLNpAWIyBh9HxhEYbCAs1EHY7/sn2mAgeRodgH12MLRYqqgrKf8LWobLMWIsP0+WNEUII8TzuTtapjndSAEcbc26FxTD2n3P8sOUSnaoUoJufJ3nsrTIyzLeGyRLyhIQEEhMTsbJK/ou1trZmz549ST/v2LGD3Llz4+TkRJ06dRg3bhzOzs6p7jcuLo64uLikn8PDwwEwGAwYDIZkbQ0GA6qqYjQaMRpT6GFIqwf+KCf+SJq/p5b5IEOWcAkMDGTMmDFs3LiR4OBg8ubNS4sWLRg1atRz36OnPT7vx+9BlSpVuHXrFjly5Hi99+Q/9Hp9ssdubm60bt2ab7/9NsNHPeTLl49bt27h4uKSrud49uxZvvrqK44dO8b169eZOnUqgwYNeqbdrFmzmDx5Mnfu3KF06dL88MMPVKpUKWl7bGwsQ4YMYdmyZcTFxVGnTh3mzJmT7MbUnTt3+OGHHzh58mTSOXTv3p0FCxYAYG5ujoeHB507d2bEiBGYmb36n/rgwYPx8fFh0KBBFCxYME2vMRqNqKqKwWBI9rsXb6fH//b+999g8Xr0IQEoqjHFlFxFQc1XHmO1T7Uk2soRLB3Ayh7MbeBRVd2I2AQtmY7Rkuqw6EePQx99f5xsx9zjYcwtQqMNhMcmkGh8+aHrD8jLsIQ+TDCbi6oqKFqU6BQIw5ZL4ZaZ+hqR61hkB3Idi+sPovlu/YWkn/W6R1XW0SYlfduyOM1KurL2ZBC/7g3ganA0s3f4M2/3Vd4tnZeefp4UymNnsvgh61zHaY1PUVObQJAB/Pz8sLCwYPHixeTJk4clS5bQtWtXfHx8uHjxIkuXLsXGxgYvLy/8/f0ZOXIkdnZ27N+/P9UP+WPGjOHrr79+5vnFixdjY2OT7DkzMzNcXV1xd3fHwsLilc7B4uxyrLcMI9n8PVRi6k0kvnjbV9pnWgQEBNCgQQO8vb358ssv8fDw4MKFC4wePRqDwcDmzZtxcnJ64X5u3LhB6dKl2bVrFyVLlnxj8To5OfHTTz9Rt25dDAYDZ86cYcCAAXTv3p0vvvjijR03Ix07dow1a9ZQpkwZvvjiCwYNGkS/fv2StVm9ejX9+vVj6tSplC9fnjlz5rB27VoOHz5Mrly5AC0B3rRpE7NmzcLe3p7PP/8cRVHYuHFj0n4mT57MgQMHWLlyZdJz/fv35969e/z000/ExcWxefNmhg4dypdffsngwYNf+nwSExNRFAWdTke3bt1wd3dn7NixaXptfHw8gYGB3Llzh4SEdBgiK4R4hs+1BRQL3fJMbzNAgqpji00T/rRtT3SCQnQCRCWQ7HFMAqSczqeNhU7FxoxHXyq2SY/B1kx95vG+ezr23lFwV+7SXr+D/Mp97qpONNUdwE0Xwi7LWoQW6/Hqb4gQQojnik+EaWf03I5W8LRT6eidyOH7OkLiIKclVMltJJf1k/ZGFc6GKmy/rcM/4sn/F8UcjdRxU/GxV1P8P0hooqOjef/993n48CH29vaptjNpQu7v70+PHj3YtWsXer2ecuXKUbhwYY4ePcr58+efaX/16lW8vb3ZsmULdevWTXGfKfWQu7u7Exwc/MwbERsbS2BgIJ6enlpP/eOCN2kVchXlf7VQ/jN/TwVQdKh9doKTV9r29ajHIq2aNGnC2bNnuXDhAtbWT/5y7ty5Q6FChejcuTOzZs2iYMGC9O7dmytXrrBy5UqcnJwYOXIkffr0AbTE3tvbm6NHjyYNWa9bty4PHjzA0dGR33//ncGDB7NkyRIGDx5MYGAg1apV49dffyVv3rxJx503bx7Tpk3j2rVreHp6MnDgwGTJqF6vZ9WqVbRs2TLpud69exMUFMQ///wDaNfDZ599xsGDB4mKiqJo0aKMHz+eevXqJb0mKCiI3r17s337dlxdXRk7dixffvklgwYNSuqNvnDhAn369OHIkSMULFiQ6dOn07Bhw6Tjp3bOmzZtYsSIEZw7d44yZcrwyy+/4Ovrm3Ts8ePHM2PGDGJiYmjXrh0uLi5s3LiRY8eOPfP7KViwYLKYHqtatSoVKlRIGv5tNBopUKAAAwYMYNiwYTx8+JA8efLwxx9/0KZNG1RV5ejRo1SuXJm9e/dSpUoVAEqVKkXfvn3p379/0r67d+9OWFgYa9asSXquYcOGREZGsnfvXqZNm8bvv//O1atXyZkzJ82aNWPChAnY2Wl3OR//rn///XdGjhzJpUuXuHTpEp6enixYsIBRo0Zx/fr1516Xj8XGxhIQEIC7u/szo2DE2+fxTcL69etjbm5u6nCyB2Mid3+sQ/6os88MAVdVLdGuEz+F6+qLp3xZm+twsDbH0cYCR2uzR4/NcbS2wMHGDEdr86eee/TY2hxL85cb/RLwIIqGP+zlv53rlZXzLLEYh05RSWi/BNWn/kvtN6PIdSyyA7mO316qqvL5qjOsPRmEs60Fa/tXwfUlhqCfCAxj3p4ANp2/lzT/vISbPb2qe9KwWG7MMrAAXFa5jsPDw3FxcXlhQm7SGfre3t7s3LmTqKgowsPDyZs3L+3bt091WGzBggVxcXHhypUrqSbklpaWKQ6BNjc3f+YX9nQPoE6ng/go+D7/a5+XAqAaUX6ukfYXjbwNFrZpahoSEsKmTZsYP348trbJX+Pm5kanTp1Yvnw5s2fPBmDq1KmMHTuWL774gpUrV/LRRx9Ru3ZtfH19tfOGpPcgpZ+jo6OZOnUqCxcuRKfT8cEHH/D555+zaNEiABYtWsSYMWOYOXMmZcuW5fjx4/Tu3Rs7Ozu6du2aFNvT+7906RLbt2+nW7duSc9FR0fTtGnTpGHsCxYsoEWLFly8eBEPDw9Aq7wfHBzMjh07MDc3Z/Dgwdy7dy/p95iYmMh7772Hh4cHBw8eJCIigs8+++yF5wjanOwpU6aQK1cu+vbtS69evdi7d2/SOX777bfMmjWLatWqsXTpUqZMmYKXl1fS6//rcUyPxcfHc/ToUUaMGJEshnr16nHgwAF0Oh3Hjx/HYDDQoEEDdDodRqORwoULJ52Pn58fISEhnDt3jooVKybbv6IozxzTxsaGkJAQdDoder2eH3/8ES8vL65evUr//v0ZPnw4s2bNSoolOjqaSZMmMW/ePJydnXF1dUWn01GlShVu3rzJjRs38PT0fNElik6nQ1GUFP/uxNtLrod0tGs6+aPOEqeaYUZi0hBwFe37sIQ+xNt70tE3d1Ii7WRjgcOjx442FjjZmGNvbY7VSybWr6qQqyMTWpdi2KpTKI+GzKsqHFSLskzfjI7GvzFb9yn03w82OTMkplch17HIDuQ6fvssPHCdtSeD0OsUZr5fDnfnHC+1bGbFgrmoWDAX1x9EMW/3NVYcDeTM7XA+WX6K/E7W9KzuRbsK7thmYAG4zH4dpzW2TFEyz9bWFltbW0JDQ9m4cSMTJ05Msd3Nmzd58OBBsp7Zt9Hly5dRVZWiRYumuL1o0aKEhoZy//59QOtNf9yTOmzYMKZNm8b27duT9f4+j8FgYM6cOXh7a3+gAwYM4Jtvvkna/tVXXzFlyhTee+89ALy8vDh37hw///xzsoS8Y8eO6PV6EhISiIuLo1mzZowYMSJpe+nSpSldunTSz2PHjmXNmjX89ddfDBgwgAsXLrBlyxYOHz5MhQoVAK1nvlChQkmv2bx5M/7+/uzYsSNpzvX48eOpX//FPS7jx4/nnXfeAbRCZk2bNiU2NhYrKytmzJhBz5496d69OwCjR49m06ZNREZGpuk9BAgODiYxMZE8efIkez5PnjxcuKDN5blz5w4WFhbPFNTLkycPd+7cAbRpBqqq4ubmluqxVFVl69atbNy4kYEDBwLwySefJG339PRk3Lhx9O3bNykhB+13PWvWrGS/ByDpWNevX09TQi6EeINuHITt3wHwRUJPDht9k4aA31RzsSyxFjeVvPQpmy/TrSPbtoI7FT1zsuxIIDdDY7RemuO3GBPdmgZOp3GODIB/h0KbX0wdqhBCZBvHb4Tyzd9nARjWyJeq3s4vt2zmUwo42zK2ZQk+rV+Yhfuvs2B/ADdDY/j673NM33KZD6p40NXPk9w5ZIRkWpk0Id+4cSOqquLr68uVK1cYOnQoRYoUoXv37kRGRvL111/TunVrXF1d8ff35/PPP8fHx4eGDRu+mYDMbbSe6rTa/i0cmA1q4rPbFD1U6Qe1R6b92C8prbMNSpUq9SQsRcHV1ZV79+6l+Tg2NjZJyThA3rx5k14fFRWFv78/PXv2pHfv3kltEhIScHBwSLafadOmUa9ePRITE7ly5QqDBw+mc+fOLF26FIDIyEjGjBnDunXrCAoKIiEhgZiYGG7c0NamvXjxImZmZpQrVy5pnz4+Psnmyl+8eBF3d/dkBdCeLpj2PE+/T49v+ty7dw8PDw8uXryYbHj44/1u27YtTftOTzExMQApDgX/559/sLOzw2AwYDQaef/99xkzZgwAW7Zs4bvvvuPChQuEh4eTkJBAbGws0dHRSfUVLCwskr0Pjz2eFhEd/RJTOoQQ6S8mFFb1BDWRE471WXmnJqAwMaFDsmY6VNpXcDdNjC/g6WKb7EZBRc+cfLT4GL3De7LKYgzKmZVQtBkUb2XCKEVGuxYcxfJHN2ryO1nTroI7Xi5pGzkohEjdg8g4+i86hiFRpXEJV3rXKPj8ZTP/GgAeVV5YoDqnrQWD6hXiw3cKsurYTebtvsa14Ch+2u7P/3Zdo1XZfPSu6YVP7hxv6MyyD5Mm5A8fPmTEiBHcvHmTnDlz0rp1a8aPH4+5uTkJCQmcOnWK+fPnExYWhpubGw0aNGDs2LFvriq3oqR52DgAFXrAgVmpbFS17S+zvzTy8fFBURTOnz9Pq1bPfmA5f/48Tk5OSUXC/jtcQlGUl6ountLrH98MeNxD/L///Y/KlSsna/ffwnuurq74+PgA4OvrS0REBB07dmTcuHH4+PgwZMgQNm/ezOTJk/Hx8cHa2po2bdoQHx+f5lhfx9PnqTyakJmeVdhdXFzQ6/XcvXs32fN3795NuoHg6upKfHw8YWFhyXrJn27j4uICQGhoaNLv+LHatWsze/ZsLCwscHNzS6quHhAQQLNmzejXrx/jx48nZ86c7Nmzh549exIfH5+UkFtbWyed+9NCQkIAnjmeECIDqar2AephIDF2HnS+2x5QUADd4yq5j/59ntC6FJ5ZJJlpWiov/5xyZf0ZWGrZho6xy+CfwVCgGtjlNnV4IgMsPxLI8KemMiiKws87/ZnQuhRtM+mNJSGygoREIwOXHCfoYSwFc9kysU0p7XPec5fNfLS93pg0HcPKXE+nygXoWNGDzefvMnfXVY5eD2XZkUCWHQmkbpHc9KlZkEpeOVP8jCkg42bfp6Bdu3b4+/sTFxdHUFAQM2fOTOpVtba2ZuPGjdy7d4/4+HgCAgKYO3fuM8N9TcrZWxvWoei0HvGnv787840tfebs7Ez9+vWZNWtWUm/pY3fu3GHRokW0b98+Qy76PHny4ObmxtWrV/Hx8Un25eX1/IJ2jxP2x+ewd+9eunXrRqtWrShZsiSurq4EBAQktff19SUhIYHjx48nPXflyhVCQ0OTtQkMDEyW9B4+fPi1z9PX1/eZ/bzsfi0sLChfvjxbt25Nes5oNLJ161aqVq0KQPny5TE3N0/W5vLly9y4cSOpjbe3N/b29pw7d+6ZY9ja2uLj44OHh0eypc6OHj2K0WhkypQpVKlShcKFC3P7dtpHg5w5cwZzc3OKFy/+UucshEhHR36F83+j6szpE9OfCNWGjpU82D6kFn1qFqRpKTf61CzIts9qZbkk5psWJXCyMWd0WFPu2xaGmBD4exCYru6syCDXgqMYvuoURhUSjWqy78NWnSIgOMrUIQqRZU3ZfIl9/g+wsdDz8wflyWH1qPMp7AakthK5mggBeyDh5TrEdDqFhsVdWdXPj1X9qtKweB4UBbZeuEf7uQdo+dNe1p0KIiEx/Tq7sotMMYc8SyvbSRvWkcaCCOll5syZ+Pn50bBhQ8aNG4eXlxdnz55l6NCh5MuXj/Hjx7/R4z/t66+/5uOPP8bBwYFGjRoRFxfHkSNHCA0NTbbcVlhYGHfu3MFoNHL58mW++eYbChcunDQXvlChQqxevZrmzZujKAqjRo1K1kNdpEgR6tWrR58+fZg9ezbm5uZ89tlnyXp169evj7e3N127dmXixIlERETw5ZdfArzWDYqBAwfSu3dvKlSogJ+fH8uWLePUqVPJChDGx8cnJcnx8fHcunWLEydOYGdnlzQyYPDgwXTt2pUKFSpQqVIlpk+fTlRUVNLcdAcHB3r27MngwYPJmTMndnZ2fPTRR1StWjWpwvrjQnB79uxJVrX+eXx8fDAYDMyYMYPmzZuzd+9e5syZk+bz3717NzVq1EhW0V8IkYHunoUNWs2NRTm6s/uuB755cvBV82JYmesz3Vzxl5UrhyVj3i3OoKUn6BbWk38sv0S5+C+cXAJl3jd1eOINWn4kUPv/OYWbL4qisOxIYJa/voUwhY1n7zB7hz8AE1qXolCep4aOO3o8/8U3D8MPpaBSbyjf/aULbZYvkJOfO+fkWnAU83ZfZeXRm5y8+ZCPFh/DPac1vaoXpG2F/NhYSCoKJu4hzzacvbVhHW1+1b6/4WQctOT18bJe7dq1w9vbmz59+lC7dm32799PzpwZV6G2V69ezJs3j99++42SJUvyzjvv8Pvvvz/TQ969e3fy5s1L/vz56dixI8WLF2f9+vVJPblTp07FyckJPz8/mjdvTsOGDZPNFwdYsGABefLkoWbNmrRq1YrevXuTI0eOpPnUer2etWvXEhkZScWKFenVq1fSOuevs/xWp06dGDFiBEOGDKFcuXJcu3aNbt26Jdvn7du3KVu2LGXLliUoKIjJkydTtmxZevXqldSmffv2TJ48mdGjR1OmTBlOnDjBhg0bko38mDZtGs2aNaN169bUqlWLPHnyJFtv/PF7vnTp0jQPqS9dujRTp05lwoQJlChRgkWLFvHdd9+l+fyXLl2arEaAECIDxUfDiu6QGEeAkx+j7tbE2lzPT53KZliF9Izwbmk36hfLw9lEdxZYPUrC1w+DhzdNG5h4o26GxqRaE0dVVW6GxqS4TQiRuqv3Ixmy/CQAPap50bz0fwoBF2mW8vxxABSwcYaIINj6DUwrDus+g+ArLx2Hl4st41uVZO/wOgyqWwgnG3MCQ2L46q+z+H2/jSmbLnI/Iu7FO8rmTLoOeUYIDw/HwcEhxfXfYmNjuXbtGl5eXrJWchZ18+ZN3N3dn7s2/d69e6levTpXrlxJVpzuddWvXx9XV1cWLlyYbvv8L6PRSHh4OPb29smWM1NVlcqVK/Ppp5/SsWPHN3Z8gPXr1/PZZ59x6tSpZMPgn0f+tsTTDAYD//77L02aNMnUy5NkWn99DMfmE2+di2ph33BfdWBSm+w5t/ZeeCz1p+0iMiaWvbkm4hpxGgrWgg/WQCpLTGYUuY7fjAkbLjBnp3+KsxP0OoU+NQtKD3k6kus4+4uOT6DVT/u4eDeCip5OLO5dBfOn1whXVVjeGc7/rf2s6Emqso6qTbst2QbOrIb9P8Hd049eqEDhRlC1P3jW0GpvvaSY+ERWHrvJvN1Xuf5AKxRsYaajdbl89KxeEJ/cdmnaT1a5jp+Xhz5NxgmILGXbtm1ERkZSsmRJgoKC+Pzzz/H09KRmzZpJbdasWYOdnR2FChXiypUrDBo0iGrVqr1WMh4dHc2cOXNo2LAher2eJUuWsGXLFjZv3pwep/XSFEVh7ty5nD59+sWNX1NUVBS//fZbmpNxIUQ6OrMKjs1HRWGw4SPuqw68VzYfbcrnN3Vkb0RueytGNyvGZytO0iWkOxusR6K7ugOO/KINnRTZTm3f3EnDav/LqGbe1QKEyIxUVWXE6tNcvBtBrhyW/PR+ueTJOMDJpVoyrjOHdvO14ekpTbst0xFKd4CA3VpifmkDXFqvfbmWhCofQYnWYGaR5visLfR0rlKA9yt5sPncHX7edZXjN8JYciiQJYcCqVc0Dx++U5AKBZzeqgJw8glbZCkGg4GRI0dy9epVcuTIgZ+fH4sWLUp2dywiIoJhw4Zx48YNXFxcqFevHlOmTHmt4yqKwr///sv48eOJjY3F19eXVatWUa9evdc9pVdWpkwZypQp88aP06ZNmzd+DCFECkID4O9PAFjn0JF/7hamoIu2/mt2/qDyXrl8/HPqNtsvwjyrbvSJnAObR4N3nQyZEiYy1oojgUmP9Y9WCzA+6i13tDbHwTrz9n4JkdnM3xfAnyduo9cp/PR+OXLb/2eUYtgNWP+59rjWcCjSVPtKjaKAV03tK/iyttzzicVw5zSs7QtbxkClXlCh50vNM9frFBqVyEvD4q4cvR7Kz7uusuX83aSvMu6OfFizIA2Ku6LXZd//7x6TIesyrFZkYqkNWc/s5G9LPC2rDC3LVBIN8GsjuHWEuw6lqXb3M3RmFqzp70dxNwdTR/fG3XkYS/1pO4mMjWeP63TyhR0B9yrQ/V/QmWbevFzH6e/c7XCaztiNqsJPncpy5lY4N0NjyGVnyYazQdwOi6WajzPzu1fC7L+9fOKVyHWcfR29HkL7nw+QYFQZ1awYPav/Z7UjoxEWvKv1eLtXhm7/gv4V+majQ+Dob3Dof9o8cwAza603vUp/yFX4leL3vx/JvN3XWHXsJvEJ2vz2As429KruRZvy7lhbaP/2XwuOYunB6xw+50/FYt50qFwAr0y6zGdah6zLv25CCCFEZrNtHNw6QoKFPe2Ce5KAGaOaFXsrknEAVwcrRjUthoqOTsFdMZrbQeAB2D/T1KGJdKKqKt/+ex5VhWal8tLULYZhZkuZYT6D0dbL+aOlCzYWevZeecDEjRdNHa4Qmdr9iDj6LzpGglGlWam89Kjm+WyjA7O0ZNzcFlrNebVkHLSe8BqfwaBT0GouuJaChBgtSf+pIixqC1d3vPSyld657PjuvZLsHVaHgXV8cLQx5/qDaEb9eRa/77cydfMlft1zjbpTdjBvTwDHHyjM2xNA3Sk7ko20yYokIYdUq3sKIV6N/E0J8RqubIW90wEYQ1+uJ7rQuIQrH1R+wTI12UzbCvmpWTgXAQnOzLZ+tFrFtnFw77xpAxPpYsel++y5EoyFXsc3HidgZgXY+yOcXQN7f6TgslosqajNLZ+76yp/nbxt2oCFyKQSEo0MWHyMu+Fx+OS2Y0LrUs9Oa7p7DrZ+rT1u9C3kLPjsjl6WmQWUbg8f7oJu68C3CaDA5U2woAXMqQ7HF0HCy1VRz5XDks8a+LJveB2+aVEcj5w2hEYb+HHrZb755xxGFRJVFRWFxEdTXIatOkVAcNTrn5OJvNUJ+eOhOtHR0SaORIjsJT4+HtCWoRNCvITIe7CmLwC7HJrzR3gZ8jtZ831KH7CyOUVR+O69kthZmjHpXkVuuNSAxHhY86E2pF9kWQmJRr5dp91Y+bS8jpxbP9OWYFITk30vfexLRlTRCkZ9vvIk526HmzJsITKliRsvcvBaCLYWeuZ8UB5by//0fCfEweo+2r+fhRtBua7pG4CigGd16LgEBh6FSn3A3AbunoE/+8O0ErBzIkQFv9RubSzM6FLVk+1Damnz4XNYPicEhWVZuJf8rS7qptfrcXR05N69ewDY2Ni8dR94ROZmNBqJj48nNjY2y8whNxqN3L9/HxsbG6nMLsTLMBq1ZDPqHqF2PvS+2xozncLM98u9tYWt8jlaM7JJUUauOU2nu++zw+Y0+qCTsGsy1B5h6vDEK1p+5CaX70XiaGNOd+s9aMstpUSht+1e9hVuws5L9+mz8Ah/D6iOk23aqzqLrOtacBTLjwRyMzSG/E7WtKvgnmnnCpvKv6eDmLvrKgCT25ZOedmwHd9pS5fZOMO7M15pubI0c/aGJpOg9kg4+jscnAsRt2H7eNg9BUq11+aZ5077UoZ6nULTUnnZcCaIf04HpTgSXlVVbobGpN95ZLC3/tOyq6srQFJSLkRmoqoqMTExWFtbZ6mbRTqdDg8PjywVsxAmt+9H8N+GUW9Fp7APicOCLxoVoYy7o6kjM6mOldxZd/o2e6/ADOu+fBL3PeyaBL6NwK2sqcMTLykyLoGpmy8B8HGdQljdWYq2BnJKVHQPb/Bjh7I0n7mHGyHRDFxynN+7V5Qib9nc8iOBDF91CkXRKu8risLPO/2Z0LoUbWUpPACu3Itk6IqTAPSpWZDGJfM+2+j6ftgzXXvc/Aewy50xwVk7QfVPoeoAOLtWq/8RdAKOzde+fOpB1Y+gYO003yDIn9MGnaINU/8vRVHI72SdvueQgd76hFxRFPLmzUvu3LkxGGQInMhcDAYDu3btombNmlmqGqqFhUWW6dEXIlO4eQS2jQVgmllPzkXlo06R3M9WyX0LKYrC9++VouH0XUy/U4oWBRrgdXeTNrS/z04wl5UcspK5O/0JjozD09mGD6oUgB0epJ6QK+DogYONOXO7lOe9WfvYcyWYSRsvMqJJ0YwMW2Sga8FRDF91Slv+7nHy9ej7sFWnqOiZE8+3vKc8Ki6Bvn8cJSo+kSoFc/J5Q99nG8VFaKOuUKFMJyjaPMPjRG8OpdpCyTZwY7+2nvmFdXBli/aVu5jWY16y7Qv/LW9XwZ2fd/qnuE1VVdpn4Rs1b31C/pher5f5riLT0ev1JCQkYGVllaUSciHES4h9CCt7gDGB4/a1mXHPD1d7Kya3LY3uLVh/NS3cc9owonERRv15lk5Bbdltdxz9/QvaMMgGY00dnkijoIcxzN2tDa8d3rgIFmY6KNQA9kxL5RUqlO0MQBFXeya1Kc1Hi4/x866rFM/nwLul3TIocpGRlh8J1EbYpdITuuxIIMMapX3Ic3ajqiqfrzrFlXuR5LG3ZEbHcimPGNkwAsKug4MHNPo+4wN9mqJAAT/tK+QqHPwZji2Ee+fgrwFawbmKj9Yzt8uV4i68XGyZ0LoUwx6NnDAajegUBRWY0LpUlr5JI11YQgghhKmoKvz9CYRdJ8o6H13udUKnKPzQoQw5ZZ5sMp0qF6BKwZzcjrdlmtVH2pP7ZmhDMkWWMGXTJWINRip6OtGwuDZlkCO/PWmg6EF56qNp5X7anNRHmpbKS993tJ+lyFv2FRgSjdGY8qiJrD5XOD38suca604FYaZTmNWpHLlSKnZ2YR0cXwgo2hJnVqmvgZ3hchaExhNg8DmoPxbs80PUfW2u+7Ti8OeAVFfTaFvBnW2f1aJXNU/KOqv0qu7Fts9qZflpDJKQCyGEEKZyfCGcXY2q6OkZ2ZcIbPi0XmEqF3Q2dWSZjk6nMKF1KazN9cy8XRj/fC0AFdb2hbhIU4cnXuDs7YesOnYTgJFNimo9oDcOwOnlgALt/4BqH0PxVuBW7tGLVkNMaLL9DG3oS83CuYg1GPnwjyOERsVn8JmIN+lkYBiHA0JSryqggpvD2ztN5dC1EL5bfwGAL5sWpXyBnM82irwPf32sPfYbCJ7VMjDCl2DtqP3NDzoBrX/R/u4T47T/F2dVgYWttGHt/xkp4eliy5AGheha2MiQBoWydM/4Y5KQCyGEEKZw7wL8+zkAv1p+wAGDN37ezvSv7WPiwDKvAs62DH00V/L9wJYk2LlBaABs+cq0gYnnUlWV8evOo6rQvLQbZT2cwJgI67Xrn3Kdtfmt9cZAm1+1NY2dfSAiCDaMTLYvvU7hxw5l8MhpQ2BIDB8vPU5iKr2pIusIjoxj2MpTtJy1l7vhqa9brQI7L93nxoO3b8nie+GxfLT4GIlGlRZl3Ojq5/lsI1WFvz+G6GDIXRzqfJnhcb40vbk2x7z3NuixEYq+q42U8d8Gf7TWkvOj88HwaGTEA39028dS/tosdNvHwoOU55VnJZKQCyGEEBnNEKPNG0+I4bJdRcaF1cfFzoLp7cugl3njz9XNz5OKnk7cjbdksvWjXqDD87QPbyJT2n7xHvv8H2Ch1z0pPnV8IQSdBEsHqDM6+QssbKDlbO1D+cnFcHF9ss2ONhbM7VIea3M9uy8HM3HjhQw6E5HeDIlGftlzjdqTdrDsSCCqCu+Vy8foZkXRKdoNmMffFcDKTMeFOxE0/XE3f5+8berwM4wh0chHi49xPyIO3zw5+O69kimvZHN8IVz8F/QW8N5cMEt97e5MR1HAowq0XwgfH9eKvVnYwf0L2k2GacVhSQeYWQHd/pm4hR1Et38mzKwAxxeZOvrXIgm5EEIIkdE2fQn3zhJn6cz7wd1R0TG1XRly27+9QzHTSqdTmNimNJZmOuYEenCpQAdtw58DICbMpLGJZyUkGvn2Xy1h7l7NE/ecNtow9K3faA1qj0i5iJN7JW3JJIC/B0F0SLLNRVztmdS2FAA/77z6ViVn2cXuy/dp/MNuxv5zjoi4BErmc2BVPz+mtitDj+oF2dXTgz8817PCZR5/eK5ndy8Ptnz2DuULOBERl8DAJccZvuoUMfGJpj6VN+67fy9wOCCUHJZmzOlcHhuLFOpyh1zTCrmB1jPuWiJjg0xPTp7Q6DttnnmD8eDgDtEPtJtzqhFFTUSHiqImgmrUCsNl4Z5ySciFEEKIjHTuL61HFxgY25f7ONK/ljc1C6dcWVY8y8vFliENtJ7WDwKakODoBeG3nnwYFZnGsiOBXLkXiZON+ZPpGDsmaB+ucxXRKiunpvYX4FIYIu/C+mHPbG5Wyu2pIm+nOB8kRd6ygsCQaD5ceITOvxziyr1Ictpa8P17JVn7UTXKF3DSGh3/g/yLalI1aBHlI3dQNWgR+RfVJH/AGpb1qcKA2j4oCiw9HEjzmXu4cCf7/u7/OnmbX/deA2BKu9J4pTRn2pioLQUZHwkFqj25mZXVWTmA3wD4+AQUafqchsqjInZZkyTkQgghREYJu6HdyQdWW7dmU1xxKhRwYnD9wiYOLOvpUd2Lsh6O3Isz43vLQaiPhzdfWGfq0MQjEbEGpm2+BMCguoVwsDbXqicfmqs1aPSdNn80NeZW0HKONnT99HI4//czTYY29KVGIRdiDIn0WXiEsGgp8pZZxcQnMnXTRepO3cnGs3fR6xS6V/Nk+5BadKjk8WS6zgN/+Gug1vP5uAf0qZ5Qs7BrDGnoy6Kelcmdw5Ir9yJpMXMvCw9cR01hqbSs7NLdCIavOgVAv1reNHi8OsF/7f0BAg+ARQ5tuocumy3lrDcDM6vkqzAko2r/v2ZRkpALIYQQGSExAVb1htiH3LItxrDQFjhYm/NDx7IpryErnkuvU5jUphQWZjrmXc/NpYLdtA1/D4KoYJPGJjQ/77xKcGQ8Xi62dKpSQCs4tX6YllwVaQbedV68k/zlodon2uN/PoWoB8k263UKMzqWxT2nNYEhMQxcIkXeMhtVVfnn1G3qTtnBj9uuEJ9gpJqPM+sH1eCr5sW1GzVPe7xcV4qe9IT6+biwflANavnmIi7ByKi1Z+j3xzEeRhve6PlklIhYA30XHiU6PpFqPs58ltqN26BTsP1b7XHjCeBUIOOCzEiOHjz3unD0yMho0pV8AhBCCCEyws7vIfAACeZ2dAjpjQEzJrctTT5Ha1NHlmX55M7Bp/W0D6md/OuQ4OyrrWf7z6fPLJUjMtbtsBj+t/sqAMMbF8Fcr4ML/8C1naC3hIbj076zWsMhV1Htd/vvkGc2O9pYMLdzhaQib5M2Xkyv0xCv6XxQOB3mHmDA4uPcfhhLfidr5nxQjj96VqZwnhwpvyjsBqS+8FmynlBnO0t+7VqRL5sWxVyvsOHsHZr8uJsjASGpvD5rUFWVoStOcTU4irwOVvzYIZUbt4ZYWN0HjAbtJleZ9zM+2IxStjPPvS7Kds7IaNKVJORCCCHEm3ZtF+yaDMDIhF4EqnnoXs2T+sXymDiwrK93DS9K53cgOFbHt5afoOrM4PxfcGaVqUN7q03edJG4BCOVPHPSoFgebWWBjY+WMKv2sVa0Ka3MLKHVbFD02trkZ9c806Ro3idF3ubs9OefU1LkzZTCouMZ/ecZmv64m4PXQrAy1zG4fmG2DH6HRiXyplwh/LEcrs+5ofZsT6hOp9CrRkFW9fOjgLMNt8JiaD/3AD9tv5JlR0vM3XWVDWfvYK5XmNWpHM52qVRL3zYW7p8H29zQ/AetUnl25ewN784ERYeq6DGioCp6bRj7uzO17VmUJORCCCHEmxQVrA1VR2WLVUOWx1SiZD4HhjcuYurIsgUzvY6JbUpjrlf49aoDFwr31Tas+wzCg0wb3FvqzK2HrD52C4AvmhbVkq99M7SeTft8UP3Tl9+pW1mo8Zn2eN1nEHn/mSbNSrnx4TsFARi64lS2LvSVWSUaVf44cJ1ak3ewYP91jCo0LZmXLYPf4eO6hbAyf8Hc5oe34NJmUu0JVROhcJMUN5XK78g/A6vToowbiUaVSRsv0vmXg9wLj329k8pg+/yDmbBBW5lgdPPilPVwSrnhtV2w/yft8bszwNYlgyI0obKdYMARjFUHcNuxMsaqA2DAEe35LEwSciGEEOJNUVVY2w8i7/DA2ouBYe2xszRj5vtlsTTLZkV3TMjXNQeD6hYCoPPFahjylIbYsEeFobJmD1lWpaoq49adA6BFGTdKuzvCw5uwe6rWoP43YJFClei0qDkU8pTQKrSvG5zi7/bzhkWeFHlbcFSKvGWgQ9dCaDZjD1+uPUNYtAHfPDlY3LsyP3UqR34nmxfv4PZx+F8deHBJK06m6LRREYoueTGvtR9C6PUUd5HDypzp7cswqU0prM317PN/QOMfdrP94r10Oss3687DWD5echzjo/XYP6icyrzo2Iewph+gQrmu4NsoQ+M0KWdvjLVHcdSrP8bao7J0z/hjkpALIYQQb8qBWXB5E0adBZ0efkgMVnz3XkkKOL9iQiJS9eE73hR3syc4RmW8xceoeku4shmOLTB1aG+VbRfuceBqCBZmOoY21JamY9MoSIgBDz8o0frVd25m8aiCdOrTEp4u8nYjJFqKvGWAoIcxfLzkOO1+3s/5oHDsrcz4+t3irPu4On7eaey1vbAOfmsCkXcgdzHov0/r+az2MRRvBdUGQZc/wbEAhFyFXxvB/ZRrBSiKQtsK7vw9sDpF89rzICqe7r8dZvy6c8QnGNPxzNNXfIKR/ouOEhwZT9G89oxvWTL1of3/fg7hN7WpHw2/zdA4RfqThFwIIYR4E24fh81fATCRrlwwetCxkgfNS7uZOLDsyVyvY1Kb0pjpFH6/bM25ooO0DRtHptqbJtKXIdHIt/+eB6BHNS+tVzRgjzbvW9FpFaBfd45r3lJQ83Pt8b9DIOLuM00cbSz4+YMKWJnr2H05mMmbpMjbmxBrSOSn7VeoM3knf528jaLA+5U92DG0Nl39PNO2eoSqasOul3YCQzR414UeG7R54s7eUG8MtPlV+16wlrYtVxGIuK0l5beOpbprn9x2rOnvRzc/TwD+t/sabebsIyA4Kj1OP92NX3eOYzfCyGFlxpwPymFtkcooqrNr4dRS7W+q1VywtMvQOEX6k4RcCCGESG9xEbCyBxgNHLaqxpzoWvjmycFXzYuZOrJsrZibPR/V9gGg67nyGPJVhvhIWNsfjJm3Zyy7WHo4EP/7UeS0taB/bW9tqb/1w7SN5btpyXR6qDEYXEtBTGiqFfWLudkzsU1pAGbv8GfdKaknkF5UVWXzubs0mLaLSRsvEmNIpEIBJ/4eUJ1vW5Ukp61F2naUmKDVA9g4ElChQg94fzlYOaT+Gns36L4e3MpBTAjMf1e76ZMKK3M9Y94tztzO5XG0MefUzYc0m7GHP0/cermTfsPWHr/F/P3ajcPp7cukPooq4g7884n2uPqn4FE5YwIUb5Qk5EIIIUR6W/cZhFwlwjIPvcK6Ym1uxk+dyr64oJF4bR/V9qGIaw6CoxMZZz4QzG3h+h449LOpQ8vWImINTN98CYBP6hXC3socjv0Od8+AlSPU/jL9DqY3h1ZzQGcOF9fBqeUpNnu3tBsf1tSKvA1ZcVKKvKWDK/ci6frbYXovOMKNkGjy2FvyQ4cyrOhblRL5npNI/1dsOCxuB0d+ARRoMB6aTgW92Ytfa5MTuv4FnjUgPgL+aA0XNzz3JQ2Ku/LvxzWo5JmTyLgEBi09wdAVJ4mOT0h7zG/I+aBwhq8+BcDAOj7ULZrK6huqCn8O0G5EuZaCd4ZnYJTiTZKEXAghhEhPJ5bAqWWoip4eEX15iB3ftCiOT+5U1twV6crCTMfktqXR6xTmX9BxpsRQbcOWMRB82aSxZWezd/jzICqegrls6VjJA6JDYNs4bWOdL8HWOX0PmKe4tj45wPqhqVbUH9rQl+o+WpG3Dxce5WG0IX3jeEtExBoYv+4cjabvYtel+1jodfSv5c22z2rRoky+5y9j9l9hgdpwc/+tYG4D7f8AvwEvN53BMgd0Wgm+TSAhFpZ1glMrnvsSN0drFveuzMd1C6FTYMXRmzSbsYdzt013o+ZhjIF+fxwl1mCkRiEXPqlXOPXGR37V6mLoLeG9/2k1FUS2IAm5EEIIkV6Cr2i948BcXTsOG31pVTYfbcrnN3Fgb5cS+Rzo945WebfbqeIYCtTSPrSv6asNkxXp6lZYDL/suQbAiMZFMdfrYPu3Wk9e7uJQvvubOXC1T7Tl0GIfasN4Uxi6bqbXMaNjWfI7WXP9QTQDl0qRt5dhNKqsOBJI7ck7+d/uayQYVeoVzc2mT2vyeaMi2FqmoUf7abeOapXU750FO1fo/i8UbfZqwZlbQbsFUKo9GBNgdW84PO+5LzHTa+uhL+pVhTz2lly9H0XLWXtZsD8ANYNXZDAaVYasOEnAg2jyOVrzY4ey6HWp3JR44A+bHo0yqTcGcsuymdmJJORCCCFEekiIg5XdwRDFBavSTIhqSkEXW8a2LPFyvUciXQys60PhPHYERxkYZ9YfLB3g1hHYO93UoWU7kzdeJC7BSGWvnNQrmhvunHk0FBlo/H3ahiG/Cr0ZtJwDegu4tAFOLkmxmZOtBXM7a0Xedl26zxQp8pYmJwLDaDV7H0NXniI4Mo6CLrb81r0i87pWxNPlFVaKOPcX/NYUou5py9f13qrdUHkdenPtGqjYG1C1G6K7p7xwucOq3s6sH1STukVyE59gZPSfZ/lwYcYukzd7pz+bz93FQq9j9gflcEpt7n1iAqzuoxW986oJlftmWIwiY0hCLoQQQqSHzV/BnVPEmDvSJawPZmZmzHi/LHYv24Mk0oWlmZ5JbUqjU2D+2QROlxqpbdjxPdw5bdrgspHTNx+y5rhWIOuLpkVRQCvkphqhWEstgXiTcheB2l9oj9cPh4cpF+t6usjbrB3+/Htairyl5n5EHENXnKTlT3s5GRiGrYWekU2KsOGTmtT2zf3yO1RV2PsjLO+iLX/nU1+rlu6QTiOHdDpoMklbpx5g6zewefQLk/KcthbM61qBr5oXw0KvY9O5uzT5YTeHA0LSJ67n2HM5OOnG0NctilMqv+NzGk/VbiZaOjxa9k/St+zGpL/RiIgIPvnkEwoUKIC1tTV+fn4cPnw4abuqqowePZq8efNibW1NvXr1uHxZ5n8JIYTIZC6uh4OzAfg4pjf3cGJU06IUd3uJIkci3ZV2d6RPTW3oeo/j3sQXagJGgzZ0PSHjesKyK1VVGbfuHACtyubTkopza7UiemZW0GBsxgTiNxDyV4S4h/D3x6kmYu+WdqPPU0XeLt6JyJj4sghDopF5u69SZ/IOVhy9CUDrcvnZPqQWfWp6Y2H2CmlDokGbTrB5FKBCpT7Qcak2Bzw9KYpWq6DBeO3nfT/C34PAmPiClyl0r+bF6v5+eLnYcvthLO1/3s+PWy+/sakNt8Ni+HjpcYwqtKuQnw4V3VNvfOuYdhMRoOnk9LuJITIVkybkvXr1YvPmzSxcuJDTp0/ToEED6tWrx61b2t3NiRMn8uOPPzJnzhwOHjyIra0tDRs2JDY21pRhCyGEEE88vKUtqwUsM2vO5oSyNC7hygdVCpg4MAFaxW/vXLbcj4xnnNIbbJy1yt87vzd1aFnelvP3OHgtBEszHUMa+kJ8NGx8NM+1+qfaWtIZQafXeg7NrODKFji+MNWmnzf0pZqPM9HxifRZeESKvD2y69J9Gk3fxbh154mIS6BUfgdW9/djSrvS5La3erWdxj6ERW3h6O+AAo0maD3Zb2oKA2jF4d6dqa3RfWw+rOqZpptvJfI58PfA6rxXLh9GFaZuvkSneQe48zB9c464hET6LTpGSFQ8xd3s+abFc6Y0xUfDmg9BTdRGm5Rsm66xiMzDZAl5TEwMq1atYuLEidSsWRMfHx/GjBmDj48Ps2fPRlVVpk+fzpdffkmLFi0oVaoUCxYs4Pbt26xdu9ZUYQshhBBPGBO1uX0xIdywLMSoyDbkd7Lm+9alZN54JmFlrmdim9IoCiw4FcPpsmO0DXumwc0jJo0tKzMkGvnu3/MA9KzuRT5Ha21+fvhNcPCAaoMyNiCXQloPKcCGkVol7xSY6XXM7Fguqcjbx29RkbdrwVFM3nSZ+Zd0TN50mWvBUdx4EE3vBUfo8ush/O9H4WxrwcTWpVjbvxrlPJxe/WCh1+GXBnB1u7b0YMclUCWD5j6X6wxtftOWxTu7BpZ21JLbF7CzNGNquzJMbVcaGws9B66G0PiHXWw9fzfdQvvm73OcDAzDwdqcOR+Uf/5SmFvGQPAlrfhds2kvV4VeZCkmm9iWkJBAYmIiVlbJ77pZW1uzZ88erl27xp07d6hXr17SNgcHBypXrsz+/fvp0KFDivuNi4sjLi4u6efwcG0pA4PBgMEgd0FF1vL4mpVrV2Rl2fk61u2ehP76Hgx6G7qE98Wos2Ba25LYmGXP882qSrnZ0cOvAL/svU6vw27sKvIelhdWo67uQ0Kv7drSSy+Qna/jV/HHwRtcDY4ip605vaoVwHDfH7O9P6AACXXHoGIGGf1ele+N/txf6G4ewvjnRyR2XJliEmNnofBTx9K0/98hdl66z+QN5xlcv1DGxprBVh67xRdrz6IARlXh5J5rzN19DZ1OIdGootcpdKniwYBaBbG3NicxMYHE54/2TpVy6yj6FR+gRN1HtXMlof1ibd3sjLweCjdFabcI/cquKFe2YFzQksT2i8HqxdOImpfMQ4m8dnyy/BTngiLoOf8I3ap6MKRBYSxfZdj+I6uP32LRwRsoCkxpUwLXHOap/nuiXN2B2aGfAUho9iOqeY6M/3vKxLLKv8dpjU9RM7rG/1P8/PywsLBg8eLF5MmThyVLltC1a1d8fHz47bffqFatGrdv3yZv3rxJr2nXrh2KorBs2bIU9zlmzBi+/vrrZ55fvHgxNjYv/g9XCCGESIuckRepfvlbFFQ+M/RjVWINWhRIpI7b29HbltXEJ8LEU3ruxyrUcYngp7jhWBtC8c/VkDP5O5k6vCwlJgHGHtcTlaDQxiuRGq4qFa/NwC3sMPftirLPZ7jJevNsY4OodWEUZmo8J9y7cd2lTqptjwYrLLis9VB2L5xIGefs+bd7Lwa+PaFHJeXfiaedkY7eRlzT4WNy3tBDlL/+M3rVQJi1BwcLDibWIufr7/gV5Yy8RJWrUzFPjCbM2oP93p8Tb26fptcmGOGvGzp2BmlJeH5bla6FEslt/fJx3IyC6af1GFSFRvkTaeye+rVmnhBJ7QtfYG0I5ZpLXU65d335A4pMITo6mvfff5+HDx9ib5/6dWfShNzf358ePXqwa9cu9Ho95cqVo3Dhwhw9epRffvnllRLylHrI3d3dCQ4Ofu4bIURmZDAY2Lx5M/Xr18fc3NzU4QjxSrLldRwdgtm8WigRt9loVpsPI3vzTmEX5nYqiy61dWSFyR25Hsr7vxxGVWFt/UjK7O4DQMIHa1ELVH/ua7PldfyKJm26xNzdARR0seWfAVWxCNyD2aL3UBW9NuIgdzGTxqc79DP6zV+gmtuS0GcXOKZez+H7DRf5Ze91bCz0rOhTicJ50rnYWCYwedNl5u0JIDGFj/w6BXpV92Rog8KvdxBVRbf/R/TbtUJ+xkINSWz5M1jYvd5+08Od05gtbaf12Of0JuH9VS9VHG3bxfsMX32G0GgDthZ6vm5elBZl3NL8+ocxBlrOPsDN0Jg0/T+hX9Mb3bk1Wqw9t4HFKywxl81llX+Pw8PDcXFxeWFCbtK1WLy9vdm5cydRUVGEh4eTN29e2rdvT8GCBXF1dQXg7t27yRLyu3fvUqZMmVT3aWlpiaWl5TPPm5ubZ+pfmBDPI9evyA6yzXWsqvDvpxBxm/sW+fk0vDN57C2Z1r4slpaprCMrMoWqPrnp5ufJb3sD6H/IhR2lO2NxciFmf38M/felqfJztrmOX9HN0Gh+338DgJFNimJjrodN2rJjSsWemOcrbcrwNFX7w8V1KDf2Yb7uE+jyV6pLRY1oUowLdyPZe+UB/Zec5K+PquNgk31+v1fuRbDlwr0Uk/HHgsLjX++aToiHfwc/KaZXuR+6huPR6Z4zPzojuZeD7htgYUuUEH/MFzSDLmu1ugNp0LCEG6XdczJo6XEOXgthyKoz7LsWytgWJbB9wbKWRqPK56tPcDM0hvxO1vzQ4QX/T5xeCefWgKJHee9/mNs6pv0830KZ/d/jtMaWKRays7W1JW/evISGhrJx40ZatGiBl5cXrq6ubN26NaldeHg4Bw8epGrVqiaMVgghxFvt0P/g4joSdeZ0i+hPrGLFjx3KktNWkvGsYGhDXzxy2nD7YSzfJnbWKoE/vAEbvzB1aFnCpI0XiU8wUrWgM3WL5oYjv8D982CdE2qNMHV4Gp0OWv6k1QYI2K3FmAozvY4ZHcuRz1Er8jZoWdYv8hYZl8DSQzd4b9Ze6k3dhf/9qFTbKopCfqdXGIP9WEwoLGqtJeOKDppMhsbfa5XvMxMXH23tc+dCWuHBXxtB0Mk0v9zVwYrFvavwab3C6BRYfewWzWfs4cyth8993cztV9h24R6WZjrmfFAeR5vn/D/x8BasG6w9rjkU8pdPc3wiazNpQr5x40Y2bNjAtWvX2Lx5M7Vr16ZIkSJ0794dRVH45JNPGDduHH/99RenT5+mS5cuuLm50bJlS1OGLYQQ4m115zRs0io5T0joxFnVk0/qFaZyQWcTBybSysbCjAmtSwHw+5FgTld8tPzZsflwaZMJI8v8TgaG8eeJ2ygKfNG0KEr0A9j+aN3nuqPAxnRzhZ+RsyDU/0Z7vHk0hFxNvamtBT93Lo+VuY4dF+8zbfOlDAoy/aiqyqFrIQxZcZKK47YwfPVpjt0IQ69T8PN2TmX2uPa69hWesw7284Rc0yqpX9ulDU3vuAwq9X7lc3jjHPJrSXne0hAdDL83g+v70vxyvU5hUL1CLO1TlbwOVlwNjuK9Wfv4be81UpoBvPPSfaZt0a6lsS1LUCLfcwrKGY3wZ39tqTi3clBzyEufnsi6TJqQP3z4kI8++ogiRYrQpUsXqlevzsaNG5O69z///HMGDhxInz59qFixIpGRkWzYsOGZyuxCCCHEGxcfBSu6Q2IcB8wqMTe+Pn7eznxU28fUkYmXVNXbmc6P1onvt8caQ8VHyzH9NRCiQ0wYWealqirj12nLnLUqm09LLraN0xII15JQLhMWnqrQEzxrgCEa1n6kJT2pKJHPIelGzcztV9hwJiijonwtd8NjmbXjCnWm7KTdz/tZefQmMYZECuayZUTjIuwfUYfFvaswsU0pdIqWVCqo6BVt/viE1qXwdHmFOco3DsK8etqyXPb5tES3cIP0P8H0ZusCXf8GDz+IC4eF78HlzS+1i0peOfn34xrUL5aH+EQjX/99jt4LjhASFc+14CgmbLhAz98P02fBEVQVOlbyoN2Lbnoc/h9c3QFm1vDeXNBn3mHYIv2ZdA55u3btaNeuXarbFUXhm2++4ZtvvsnAqIQQQogU/Ps5PLhMuJkL/SJ74GxryfT2ZdBLEbcsaXjjImy/eI+boTF8F9+O0c5b4cFlWP85tJ5n6vAynU3n7nIoIARLMx1DGvhqw32P/q5tbDwx8w1RBm3oeoufYLYf3NgHh36GKv1Sbd6iTD5O33zIvD3XGLz8JAVz2WXKIm/xCUa2XbjHiiOBbL94j8cj7G0t9DQr5Ua7ivkp5+GE8lSl+7YV3KnomZMlB69z+Jw/FYsVpGPlAq+WjJ9eCWv7Q2Kc1tvccRnY533x6zILKwf4YBWs6AqXN8GSDloSXKJ1mnfhZGvB3M7lWXjgOuP+Oc+W8/eoNWk7EXEJ6FCSzdkvme8FRaXvX9RGcQA0GJvmue0i+8gUc8iFEEKITO3UCjjxByo6ekf1IxR7prUvQ257GbGVVdlaPhm6/uvBO5yuPFGbA3t6BZxda9rgMhlDopHv118AoFcNL9wcrLQbVKhQog0U8DNtgM/jVEBLcgC2fA3BV57bfHjjIvh5OxMdn0ifBUd4GJN51jm+fDeCcf+co+p3W+n7x1G2XtCS8YqeTkxsU4pDX9RjQptSlC+QM1ky/piniy1DGhSia2EjQxoUevlkXFVh1yRY1VNLxn2bQvf1WSsZf8zCBtov0pJwYwKs7PnkBlMaKYpCl6qerPnID3cna8JjE1BVnimg9+XaMwQEpzKPP9EAq/tAQix414WKvV7xhERWJgm5EEII8TwhV+GfTwGYo77HQbUo/Wt5U7NwLhMHJl5XNR8XOlbyAOCjHQqGqp9oG/75FCLvmS6wTGbRgetcC47Cxc6CfrV84MwqCDygFU2rnwVGMZbvDgVrQUKMNk/XmJhqUzO9jpnva0XeAh5E88lS0xZ5i4g1sPjgDVr+tJf603Yxb881HkTFkyuHJX3f8WbrZ++woq8f7Sq4v7Di92tJiNd6xbeN036uOgDaL8zaS3KZWcB7/9OuD1T4exDsmf7Suynu5kDDEq6pztNXFIVlRwJT3rhzIgSdACtHbTRHCjdSRPYnCbkQQgiRmoR4WNkD4iM4a1acyXEtKF/AicH1X3PNXpFpjGxSBDcHK26ERPN9TAvIUxJiQrQP589ZKupt8TDGwA9bLwPwSb3C2BELm0ZpG2sMBod8JowujRQF3p0JFjkg8CAcmPXc5o+LvFma6dhugiJvqqpy4OoDBi8/QcXxWxi55jQnAsMw0yk0KJaHeV0qsH94HYY3LoJ3rgxY5zs6BBa2gpOLQdFD06nQcHzmnKbwsnR6aDYNqms3XdnyFWwZ89J/+3fD41LNpVVV5WZozLMbAg/D7sna42bTsuZIA5EuJCEXQgghUrPtG7h9nBh9DnpF9sXO2oofO5bFTC//fWYXOazM+e7x0PUDtzhbeQLozOHiv3ByqYmjM71Z268QGm3AJ7cdHSq6w56pEHEbHAtA1YGmDi/tHN2h0bfa461j4f7zk2xTFHm78zCWn7ZfofbkHXSYe4DVx24RazDik9uOkU2KsH9EXeZ2qUC9Ynky7t+gB/7wS324vke7odFpOVTsmTHHziiKAvXGaF8Ae6Zpy489pwjgf+V3sk5xmoC2+xSWlouPgjV9QDVCybZQ4r1Xi11kCyYt6iaEECJ7C7xymsAtP5Pz/mUOB23Gvd6HuPuUNHVYqXvgr62nG3ZD+zB2bg0AH8f0Jghn/te2NPkcX2PNXpEpvVM4F+0q5Gf5kZsM2GZgU83hmO8YC+uHgVcNbbmkt1BgSDS/7Q0AtJEEZg8DYN8MbWPDb8E8i9VQKNsZzv0JV7bA2r7QYxPoU/8o3LJsPk7fesgve67x2fKTeOeyo1A6F3mLTzCy9fxdlh8JZOel+8kKtDUv7Ua7iu6UdXdMNdl7o67vh6XvayNGHNzh/eWQp1jGx5FRqn+qFXz7ZzAc+RViw6HVnDRVPG9XwZ2fd/qnuC3FpeU2falNh7LPB00mpUf0IguThFwIIcQbcWjNj5Q/MZq8aMvsqEGHUBb+waEyY6nUKhP2rB3/Q1v2CgVQtZ4L4AAl2GysQPdqntQvlsekIYo354umxdh56T7XgqOYFNmAkfnWw60j8OcA6LzG1OGZxKSNF4lPNOLn7Uxt39ywtBMkxkPB2lCkqanDe3mKAs1/hFlV4dZR2D/jyVDlVIxoXIRzt8PZf/UBfRYeZe1H1XCwfv0lqS7eiWDZ4UDWnrhFSFR80vOVvHLSroI7TUq6YmNhwo/pp5bDnx9pv2+3ctBxKeR4C/79q9ADLO1hzYdwZiXERUC7+WD+/BuxXi62TGhdimGrTqEoCqqqJn1/Zmm5S5u0hB+g5SywdnqDJySyAknIhRBCpLvAK6cpf2I0ekUFHs/FU1FVqHDiS0LNg3FyLaANDdabg87s0feUfjZ78rzeIvVtOnNtmaNX8cBfS8bV5EMUVaCiepYGrlEMb1zkdd4Skck5WJvz3Xsl6fH7EebtDaTF+xMo/mczuLoddn6PLj6G8tcOott+FMp3BWdvU4f8Rp0IDOOvk7dRFPiiaVEU/61wcZ02h7jR91m3+JRDPmj8PaztB9u/hcKNIHfRVJtrRd7K8u7MvVwLjuLTZSeY16UCuldY7jA81sDfJ2+z/HAgJ28+THo+dw5L2pTPT9sK7ni9yjJk6UlVYecE2PGd9nPRd6HVz1pV8rdFyTZaUr68M1zeCH+01m5IWD1/+bLHS8stOxLIzdAY8jtZ076Ce/JkPOoB/DVAe1y5n1ZsULz1JCEXQgiR7m5um0vexz3NT1EUrf/Z6cj0N3NgRZd6kp9aEq83g5CAFIv4aGegMMn7JJZm7d5MzCLTqFMkD++Vy8fqY7f4eFMkG+qMxnzTCNjxPTpFj5tqRNl/WOtZfXcmlO1k6pDfCFVVGb/uHADvlc1P8Tw2MHuEtrHyh5A7i9+cKt1RG7p+aQOs6Qu9tjx3WLKznSU/dy5P69n72HbhHtO2XOKzBr5pOpTRqHLg2gNWHLnJv6eDiEvQbvqZ6RTqFc1Du4r5qVkoV+aoS5EQp92YPLVM+7naIKg75tVvdGZlhRtoI2MWt4fre2F+M/hgNdi6PPdlni62DGuUyt+HqsI/gyDyLrj4Qr2v3kDgIiuShFwIIUS6s4i4iY6UC+IYVQhSnTmjemFGIuYkYEYiZkoi5iRiRgLmqT2f9Fj7eoZq1NbHTYxLt3PRKeAQ9+YLOonMYXSzYuy+HIz//Sh+u+tNn0fPK2qitqyR+ui6+2sAeFTJlj3lG8/e4XBAKFbmOoY0LAyH5kLwJbBxgXeGmTq816co0Gw6zKqiLTm1dzrUHPrcl5TI58D3rUvy6bKTzNh2BRc7S+6Exyb1hLb7T+/27bAYVh29yYqjN7kREp30fKHcdrSv6E7LsvlwsbN8M+f3KqJDtCkJN/ZpoyCaTYXy3UwdlWkV8IOuf8Mf70HQSfitMXRe++orC5xcCuf/1m4Wvzf3hcPgxdtDEnIhhBDpLtpgTHVNViM6/F0bk7/lt4RGGQiNjicsOp7QaAMhUU8eh0XHExIdT1iUgYi4hBT2pCYl5s8k8sqT53OYqzhZKThZgaOlgoOlgoMF2FtADgvIYa6S98Y/5Lm359EQ+//Eq0K4RV4c0/MNEpmWo40F41uWoM/CoyQe/QPVXI+iprRutaIVAHxcmTmbiE8w8v36CwD0rlGQvPoI2PG9trHuaLB2NF1w6ck+r1ZMa3Vv2DEBCjcG1xLPfUmrsvk5fTOcX/de46u/zvJ41LqiKPy805/xrUpgb2XB8iOB7Lp8P2nQjZ2lmVagrUJ+ypiqQNvzBF+BxW21ImOWDtqcae/apo4qc3ArA903wMKW2k2pXxtBl7UvfyMu7Aas/1x7XGu4tl8hHpGEXAghRLpavGkfjWIOoyjaCL2nP3uqKiioFGzQj/xuDmnepyHRSFi0lryHRv0nYY82JD0XGh3/KMHXthtVIP7RV3jq+/dUWrLVYk+q8S4z1uLDl30jRJbVoLgr75Z2I9+5+xhVIymvtqxqH7KzmT8OXCfgQTQudpZ8+I43bBgEceGQtwyU/cDU4aWvkm21oesX/tHmlPfe9sKK2h0rufPr3msASRXRH2feI1afSda2sldO2ld0p3GJvFhbZNI1uwP2wLIPICYUHD3g/RVZf0pCestVGHpsgAUtIcRfS8o7r3nhDZwkRiOs6af9HeWvBNWeX0hQvH0kIRdCCJFuFu+9RLE9H5FTF8UDfW4cE+6jqo+qrD+qtn60zFgq+aTxg8wj5noduXJYkitH2od4Go0q4bGGpEQ9LDqekCjDox74Rwl8lPb47G0zhhn6MMFs7jPxDk/oQ2zM8+cNiuxnzLvF+fOSK6pRgRRGTgBaApONPIw28OO2ywAMrl8Yu+CTcHyRtrHxRNBl0qTyVSkKNJ2qzRG+cwp2T4Vazx+Sv/r4LfSKQmIKNSdAW66sezUv2pTPn7yYV2bwwB/d0flPihPa5IRt48BogHwVoOMSsMtt6igzJ0cPLSlf+B7cPQ2/N4FOK8G90otfe+AnbR13c9tHy6hJ+iWSkytCCCFEulh97Ca6DZ9TRn+VGDN7cn60mVsPIrmxZQ6J9y+jz1UIj3p9XzoZf1U6nYKjjQWONhZ48fwPxhM2XGDurlocjvelvX4H+ZX73FRzsSyxFjeVvPRxkrl+b5ucthYUrP8hysa1z4ycALR6BfcvamsVv6D6clbx044rhEUbKJTbjnbl3eD3HoAKpdqDR2VTh/dm5MgDTSbDqp6wayL4Noa8pVJtfjM0BpWUk3FFgdpFcjOkYdoKvmWoR8s66lC04oT7DpJUdLNYSy1RlDnNz2eXG7r9A4vbQeBBWNACOiwC7zqpv+buOdj6jfa44fhsWXNCvL63sGyiEEKI9Lb+dBBHVk2lg347RnRYdZiP4uRJfp8SVOw5jZBS/anYcxr5MygZf1ntKrijqirXVVcmJnTgY8NAJiZ04LrqiqqqtK/gbuoQhQl4FC7FsIQ+GFFIUHUkqtp3o/pouPLFf2FOdQg8ZOpQX1tgSDS/7w0AYGTTopidWQE3D2u9evW+Nm1wb1qJ1tryXsYEbeh6QnyqTfM7Wac6B1ynKLjnzITLgz21rKOiJqJDRUm6qaBAnVGSjKeVtaM2XN27DhiiYVE7bdpDShLiYHUfbS33Qg2lSJ5IlSTkQgghXsv2i/f4ddlyxpj9rj1RZxSKz3N6DDIhLxdbJrQuhU4BvU5J9n1C61KZb+ipyBDLjwSyxliLOvFTmJvYjHXGKsxNbEbt+Km0T/iaMMu8EHZdm1O6cyIYUyr+ljVM2HCB+EQj1X1cqFXACrY8WpLpnaFaAbTs7PHQdRtnuHsGdk1Ktenjm3cpybQ3744vhNTKbCo6OPFHhoaT5VnYauuSF2uhDfdf0U0bgfBf27/Vhrdb54R3Z6QwzEYIjQxZF0II8cr2+z/gy4VbWaWfhoWSiFr0XXQ1smbBmrYV3KnomZNlRwKTljJqX8FdkvG32OPhyY9HTjwt0OjKePf/Mcl6PpxeAdvHg/92bTkjx0yYlD3HsRuh/HMqCEWBkU2KouyerK2VnLMgVOlv6vAyhl0uaDpFS652T4EiTcCt7DPNHt+8G7bqFIqioKpq0vdMefPu4U24tOnJcn3PyJ7FCd84M0to8xv8PUi74fHnRxD7EAo30n6+dQyu7dTaNv9BmxohRCokIRdCCPFKjt0I5cP5+/mfbjquSiiqiy9Ky1lZuhfA08WWYY2kwrDQJA1PTqFH1KjC4aAETnaYTGmf+rDuM20N59nVoPk0bRh0FqCqKuPXnQegTbn8FLO4B/tnaRsbfqclHm+L4q3g3F9wdrVWFfvDnSmef6a/eWeIgQvrtF7bqzsglTnvGiXbFSfMMDq91vNt5QD7Z8LGkbDxC23UwdM3QOIiTBejyBJkyLoQQoiXdvb2Q7r9eohPjQuorLuAapkDpcMisMxh6tCESDfPG54MEPAgmhY/7aXLUS9ONf9Hq1Qd9xBW9oC1/bPEB/ENZ+5w9Hoo1uZ6PmvgqyUVRgP41IfCDU0dXsZrMhlsc8H980/WX0/B45t3MzqWZVijIqZPxlVVq2Xw9yCYXFgrUnd1O6Bq12VqQ9ZRoWznDAw0m1EUaDDuqZEk6rOjEf4aoM3jFyIVkpALIYR4KVfuRdDll0PUid9Bd7ONACit5oJLIRNHJkT6+m9tAQUVvQI6BYY29KV1ufzodQq7Lt3n3UW36GQcQ2CJj1BR4MQimFMDbh419WmkKj7ByPcbLgDQu2ZBXO/uhMsbQWcGjb7L0qNdXpmtMzSbpj3eOz1T//4ACL+tLdc2syL8Uh+O/q6td+3oAe8Mh49PQO+t0OInUHSoih4jCqqi13py350plb9fl6JoIymU1NIq5dE8fiFSJkPWhRBCpNmNB9F0mncQ1+hLTLCcpz1Z83NtvqUQ2dDj4clLDl7n8Dl/KhYrSMfKBZJ6RAfVLcTsnf6sPBrI3mvh1LhWjc55C/BF3DSsQq/Brw2g9hdQbVCmW8d74YHrXH8QjYudJR9Wyw/zHs2Tr9Lv7b7BVrQ5lGwHp5fD2r7w4W4wtzJ1VE8YYuHiOjixGPy3aUvwAZjbaIXGynSCAtVA91SCWLYTeFTBeHQ+QecOkrdYZfTlu0oynl6eOw9f5umL55OEXAghRJoEPYzh/XkHiAsP5hfr6Viq8VCoAdQaYerQhHijPF1sGdKgEP8mXKZJg0KYm5snbfNwtuG790oysI4PP+/0Z8nhQBYG5edPvuYn+4XUiN8NW7/WEqdWP4NDPhOeyRNh0fH8uPUyAJ81KIzt8f9BiD/Y5tZusr3tGk/QinIFX9IK9jUYa9p4VFUrFHbiDzizSisg9piHn5ZwF2vx/GlDzt4Ya4/iaMy/NKndBP1T17F4TY4epD4tQObpi+eTIetCCCFe6H5EHJ3+d5DboVHMtZ2Nq3oPnLy0itI6+a9ECDdHa75uUYI9n9emdw0vDOYOdA7vy1BDH2KwgoDdqLP9Ul+zOIPN3HaFhzEGfPPkoJ2vubZsG0C9MWBlb9LYMgWbnFp1bIB9M+DGQdPEEXEH9kyHnyrDvDpw5FctGXdw126cDDwGPdZD2Q+khocple1M6sXzZJ6+eD7pIRdCCPFcYdHxdP7lIFeDo/jGdg2VEk9oQyM7LAJrJ1OHJ0Smktveii+aFqPvO978uvca8/eZczjOlx/Mf6J07FVY3gVj2S7oGn+vrWdsAtcfRDF/fwAAI5oUQb9tNMRHQr7yULqjSWLKlHwbQ+n34eRiWNsP+u4BC5s3f9yEOLj4rzYk/cqWJ0PSzayh2LtQ5n3wrCk3QzMTZ29tPv5fA9B6ytUn32WevngBSciFEEKkKiLWQNffDnPhTgTtbI/TJXGVtuHdGZCnuGmDEyITc7azZGjDIvSp4c1v+67RfU9eeiUspa/+b3THFxB+aRfWHX7H3P3Zta7ftIkbLmJIVKlRyIVaNtfh5BJtQ+NJkuT9V6PvtGrlIf6wbRw0+vbNHEdV4fZxLQk/vQJiw55sc6+iJeHFW8nohczs0Tx9ji/U5ow7emg945KMixeQhFwIIUSKYuIT6Tn/CCcDwyhvfYfvdbMgEag6AEq2MXV4QmQJDjbmfFKvMD2re7HwgC99d5Xj68QfyRsVgOGXehwt/DHF24zEyiJj5vMevR7KutNBKAqMbOwL/7TUNpTpBPnLZ0gMWYq1o3YDclEbODALijaDAn7pt/+Iu1rxuBOL4d65J8/b54PSHbTfiyR0WYeztzbtQ4iXIAm5EEKIZ8QlJPLhH0c5dC2EvJbxLLafie5hFHjWgHpfmzo8IbKcHFbm9K/lQ7TfQFbteYd8u4dTRz1I+UtTOfjdFvyrTaJVzYpYW7y5SuyqqjJunZb0tSvvTtE7f2u9shY5oO5Xb+y4WV6h+lpP5/GF2vry/fa+3nSDhHi4tEFbGu/y5ifrVptZaRXey7wPXu9kuqr8Qog3QxJyIYQQyRgSjQxcfJxdl+5jY67wr8ciLAOvgn1+aPs76OW/DiFelY2FGZ3rlCO2+r/sX/sDZc5NoLJ6ikK7WzNy30cUrtmezlULYGeZ/n9n/56+w/EbYVib6/nsHVf4/T1tQ61hkCNPuh8vW2k4Hvy3Q+g12PI1NJn4cq9XVbhzCo4v0oakx4Q82Za/0pMh6daO6Rq2ECLzk09VQgghkiQaVYasOMmmc3exMNOxvtxBnE5uBr0ltF8Ati6mDlGIbMHKwoyq7T4j/k5TQhZ3I2f4eaYZJ/DHliPU3dGd96sXoVs1Txys02coe1xCIt9vOA9An5oFyX3sB4i6D86FoNKH6XKMbM3KAVrMgIWt4NDPWk+2V40Xvy7y/pMh6XfPPHk+R94nQ9Lf5jXfhRCSkAshhNCoqsqXa0/z54nbmOkUltWOoMDu6drGplO0CsxCiHRl4VqEnB/vxLjlG3QHZvKB2VYqGy/w8dYBzNvtTRe/AvSsXpCcthavdZyF+68TGBJD7hyW9C1ugHlztA2Nvgez19v3W8O7DpTvDkd/g9W9oURriAh6tnhXQjxc3qQl4Zc3gjFBe15vCUWaasW/CtaWIelCCEASciGEEGjJ+Nh/zrPkUCA6BX5umpOyu/sCKlToAeVkDVUh3hgzS3SNxkOhuqhr+lEo8hZ/Wo7ie0NHZm1vyG97A/igSgF61fAidw6rl959aFQ8P269DMBn9QthvfUTLUks3BgK1Uvnk8nmGozV1pKPCIL9P4GiAArs/QHeGa5VRz+1DKIfPHlNvvJaT3iJ92SpSCHEMyQhF0IIwbTNl/h17zUAJrXwoe6x7hD7EPJX1HrQhBBvnncdlH574c8BWFxaz2jzhTSxOUffiF7M3ZXI/H0BdKzkwYfvFCSvg3Wadztj2xXCYxMo4pqDNjnOgP820Fto86LFy4m8BzGhj35Qtbnhj+14akk0uzzakPTS70PuIhkaohAia5HFJoUQ4i03e4c/P267AsDXzYvR+uYEuHcWbHNDu4VgZmniCIV4i9i6QMcl2jQRMysqGI6yz+ELeuW5RFyCkd/3BVBz4nZGrD5NYEj0C3cXEBzFwgMBAHzRsCD6TSO1DVU/kuW0XsXxhaA85+OzcyF4fwV8eg7qfyPJuBDihSQhF0KIt9iC/QFM2HABgGGNitBVWQdnVoHODNrNB/u8Jo5QiLeQokDFXtBnB+QpgUVcCF8+HMO+0huo7mmHIVFlyaEb1Jq8gyErTnL1fmSqu5qw4QKGRJWahXNRI3gZhAZoBcVqDMmw08lWwm4AasrbFB3kLQWFG8hqFEKINDNpQp6YmMioUaPw8vLC2toab29vxo4di/rU8J9u3bqhKEqyr0aNGpkwaiGEyB5WHAlk9J9nARhYx4d+BW7B5tHaxobfQgE/E0YnhCB3Uei1FSr3A8Dt4gL+MA7n73Y5qVHIhUSjysqjN6k3dScfLznOpbsRAFwLjmLChgt0mneA9WfuoABf1XSAXZO1/db7GiztTHRSWZyjB6CkslF5tF0IIdLOpLfvJkyYwOzZs5k/fz7FixfnyJEjdO/eHQcHBz7++OOkdo0aNeK3335L+tnSUoZPCiHE6/jn1G2GrToFQI9qXgyuZANzu4OaCKU6QKU+Jo5QCAGAuRU0/h586sLafnDvHCXXtWBhg3GcqN+WmduvsOX8Pf46eZu/Tt6mhJs9Z4PC0SkKiUatg0MFzLZ9DYZobc3rUu1Me05ZWdnOWgG3FKnadiGEeAkm7SHft28fLVq0oGnTpnh6etKmTRsaNGjAoUOHkrWztLTE1dU16cvJSSpUCiHEq9p6/i6fLD2BUYUOFd0Z1cgLZXlniA4G11LQfPqjysFCiEyjUH3otw986kNiHKwfSpk9fZnXxot1H1encQlXAM7cDkdVSUrGAcorFylwex0qCjSZKH/fr8PZG96dqQ1PV/TJv787U+blCyFemkl7yP38/Jg7dy6XLl2icOHCnDx5kj179jB16tRk7Xbs2EHu3LlxcnKiTp06jBs3Dmdn5xT3GRcXR1xcXNLP4eHhABgMBgwGw5s7GSHegMfXrFy7Ir3s839Av0XHSTCqNC/lypimvqj/fIpy+ziqtRMJrX8HzCAdrzm5jkV2kCmuY0snaLcY3ZF56LaOQbm0AXVWVXybz+TH9nUYaaFn5bFbyWY46zDytfl8AE66NKd4rhLp+vf9VirRDtwqoDu5CCXsBqqjB8bSnSBnwUz/3maK61iI15RVruO0xqeoT0/YzmBGo5GRI0cyceJE9Ho9iYmJjB8/nhEjRiS1Wbp0KTY2Nnh5eeHv78/IkSOxs7Nj//796PX6Z/Y5ZswYvv7662eeX7x4MTY2Nm/0fIQQIjO7FgGzzumJNyqUdDLSvbCRgiHbKBP4OyoK+72Hct++hKnDFEKkgX3MDcoHzMY+9hYAV3I1ZGRUBw6HWGg94Y901G/lO/NfCFdtGGQ7iZa+OUwVshBCvFWio6N5//33efjwIfb29qm2M2lCvnTpUoYOHcqkSZMoXrw4J06c4JNPPmHq1Kl07do1xddcvXoVb29vtmzZQt26dZ/ZnlIPubu7O8HBwc99I4TIjAwGA5s3b6Z+/fqYm5ubOhyRhZ29HU7n344QEZtAdR9n5nQqi9Wdo+gXvotiNJBYezRGv49fvKNXINexyA4y5XVsiEG3dQz6o78AcNe6EJ0ffki8qtBOvxMvJYhaupNYK/GMTeiMWdX+DGlQyMRBC1PKlNexEC8pq1zH4eHhuLi4vDAhN+mQ9aFDhzJ8+HA6dOgAQMmSJbl+/Trfffddqgl5wYIFcXFx4cqVKykm5JaWlikWfTM3N8/UvzAhnkeuX/E6Lt2NoPv8o0TEJlDJMyf/61IR67hgWN0DjAYo+i76moPRv+F5pXIdi+wgU13H5ubQfCoUrg9/fkSe6Mv8Yz4MM4wYUdBhRKeAqkKkakW/ygUyT+zCpDLVdSzEK8rs13FaYzNpUbfo6Gh0uuQh6PV6jEZjqq+5efMmDx48IG9eWRtXCCFeJCA4ig/mHSQ02kDp/A780q0C1nojrOgGEUGQqwi0nCVFnoTIynwbawXf3CtjoSSiU1TMFC0Zf+x781/wVO6YLkYhhBApMmlC3rx5c8aPH8+6desICAhgzZo1TJ06lVatWgEQGRnJ0KFDOXDgAAEBAWzdupUWLVrg4+NDw4YNTRm6EEJkerfCYug07yD3IuIo4pqD+T0qkcPKHDZ+ATf2gaU9tF8EljKnVIgsL4creFRN8eaaooCiKHB8oQkCE0II8TwmHbI+Y8YMRo0aRf/+/bl37x5ubm58+OGHjB49GtB6y0+dOsX8+fMJCwvDzc2NBg0aMHbsWFmLXAghnuNeRCwfzDvIrbAYCrrYsrBnZRxtLODkUjj0s9ao1c/g4mPaQIUQ6edhIKAAKZUHUiHsRgYHJIQQ4kVMmpDnyJGD6dOnM3369BS3W1tbs3HjxowNSgghsrjQqHg6zzvEteAo8jtZs6h3ZXLlsISgk/D3IK1Rzc+hSBPTBiqESF+OHkBq00+UR9uFEEJkJiYdsi6EECJ9hcca6PLrIS7ejSCPvSWLelUmr4M1RIfAsg8gIRYKNYBaI168MyFE1lK2Myn3jqM9X7ZzRkYjhBAiDSQhF0KIbCI6PoGevx/m9K2H5LS1YFGvyhRwtgVjIqzsoQ1XdfKC9+aCTv75FyLbcfaGd2eCogNFn/z7uzO17UIIITIVkw5ZF0IIkT5iDYl8uPAohwNCsbcyY2HPSvjkflSsbdtYuLodzG2gwyKwdjJtsEKIN6dsJ/CoohVwC7uhDVMv21mScSGEyKQkIRdCiCzOkGhkwOLj7L4cjI2Fnt97VKK4m4O28dyfsGea9vjdGZCnuOkCFUJkDGdvqDfG1FEIIYRIAxmzKIQQWViiUWXw8pNsOX8XSzMdv3StSDmPRz3g9y7A2v7a46oDoGQb0wUqhBBCCCGeIQm5EEJkUUajyojVp/j75G3M9QpzPihPVW9nbWPsQ1jWCeIjwbMG1PvatMEKIYQQQohnyJB1IYTIIq4FR7H8SCA3Q2PI72jF3fA4Vh+/hU6BHzuUpXaR3FpDoxHW9IUHV8A+P7T9HfTyz70QQgghRGYjn9CEECILWH4kkOGrTqEoCqqqoqpPFjea3LY0jUvmfdJ492S4+C/oLaH9QrB1MUnMQgghhBDi+SQhF0KITO5acBTDV53CqAJq8jWGFXgyZxzg0ibY/q32uOkUyFcuw+IUQgghhBAvR+aQCyFEJrf8SCCKoqS4TadTWHYkUPvhgT+s7gWoUKEHlOuccUEKIYQQQoiXJgm5EEJkcjdDY1D/0zP+mKqq3AyNgfgoWNZZK+aWvxI0mpDBUQohhBBCiJclCbkQQmRyzrYW2nD1FCiKQn5HK/hzANw7C7a5od0CMLPI2CCFEEIIIcRLk4RcCCEysXO3w1l/OijV7aqq0ttsPZxdDTozLRm3z5tqeyGEEEIIkXlIUTchhMik1p8OYvDyk8QYEnG2tSA0Oj6pyvrj77++E0vOfeO0FzT8DgpUNW3QQgghhBAizSQhF0KITMZoVPlx22Wmb7kMQI1CLszsWI7Q6HiWPV6H3Mma930V3Fc0BjURSneESr1NHLkQQgghhHgZkpALIUQmEhWXwJAVJ1l/5g78v737Dovq2tc4/t0zdJAiHQVFxI4laowlmlhjNNVoivGYnhxNMeakx5x0y0kxvd2Uk6LGJGqKMcbYe4uIDQtiFxAVQVDa7PvH4CjHhgQYGN/P88yF2WvNnt/AOt687LXXAu7uEsvTfZvgZrUQ4OPOk1c1sXcsPA5fXAV5ByGiJfR/C86yEruIiIiIVE8K5CIi1cTuQ3nc+9UqktNy8LBaeOWGFgxqF32yw8EUWPM1ZO2CA8mQvgG8a8PN34C7t/MKFxEREZFyUSAXqa4OpmBZ/V/api7HMnc1tB0KwXHOrkoqyYrUQzzwzWoO5RYQ4ufJx0MuoW292ic7rPkGfn4IMMC0ASXLrrcZDEH1nFGyiIiIiPxNWmVdpDpa8w3me+0wlrxHZNZyjCXvYb7XDtZ86+zKpBJMWL6L2z5dxqHcAlrU8efnBzuXDuMHU+xh3LTZ7xfnlD3Qlr5vbxcRERGRGkeBXKS6OZiC+dNDGKYNC8VYMbFQDDYb5k8PKny5kMJiG8//tJ5npq6jyGbSv2Uk39/fiajA/5l+vuZr4Gz3hxsl7SIiIiJS0yiQi1QzWYs/p9g8/bhhQLFpb5ea71BuAf/4bAVfLd2JYcDjfRrz7q1t8Pawnt55/9qSK+NnYtrvKRcRERGRGkf3kItUM/t2bqYxZ0jkgBUbeZvnEFh4HNy9qrgyqSib03K456uV7D50DF8PK+NvaUOvZuGnd8w/CnNfg5Q55zibAYExlVariIiIiFQeBXKRamaPGUojDDhDKDcMiMrdSN7YJhxqNoTQ7sPwDIys+iKl3P7YkMaj3yWSW1BMTG0f/m9oOxqF1zq945Y/YPpjcOR8V79NaDOkUmoVERERkcqlQC5SzeyIvgHLwYmnHTdNe0TPIJCIosP4JL1D/toPme/XgwPN76ZZ68toElELi0V7UVdHpmny/txtvP7HFgA6xQXz/m2XEOTrUbrj0Qz4/SlY/6P9eWAM9HsLjqbDzw+C4481JV+vfU+r74uIiIjUUArkItVMr8s7M/evVvSwJmIzwcTAxMDA5Kmi+2jQ4y68t02n3b4JtDC20S33d1jxOwuWJvCw+7UYDXvSJT6ETnEhRNf2cfbHEeBYQTH/+mEt05P2A3BHp/o8268p7tZTlvEwTfvibH88B8ePgGGBy4bBlc+Ah6+9T8xlJ/chD4yxXxlXGBcRERGpsRTIRaqZ2BBfDM9sKII5tjbk4cVeM5TJxVcwbEBvBraLhu5NMG2PsjNpHsVL3qd+xhy6WtfR1baOrclf8tmGvjxf3IWI4EA6NwyhS8MQOjYIPv1qrFS6fVnHuPerVWzYl4271eCl61pw66X/c8935jb45RHYucj+PLIVXPMORLUu3S84Dnq+UBVli4iIiEgVUCAXqWaKsvZSv2g7NtPgj/jn2ZaeS/tmcXzRoR71Q3wd/QyLhXqtu0Pr7nB4B8XLPoa/viK+cC9jLP/H427f8c2RnnyzvBcTlgdiGNAiKsAR0NvVD8LL/QwrekuFWbXjEA98s5rMowUE+3rw4e1tuTT2lP3Fiwpg8duw4D9QnA/uPnDls9DhAbDqn2cRERERV6f/4hOpZrYv+4lGwEYjjhcHdeaPmb9zde943N3dz/6ioPpY+46GK5+2T2le9hHBR3bxiNtUhrv/ymy3rrx1tBfr9sawbu8RPpqfgoebhfb1g+jcMITOcSG0qBOAVfefV5jJK3fz7LR1FBabNI3059N/tKVu0Cm3EOxaDr88DAeS7c8b9oR+b0BQfafUKyIiIiJVT4FcpJo5vnEmAOnhl9P41HuMy8LLHzoOh0vvh+RfYen7uO1ZQZ/C2fTxnE1GyGX85H0Dn6fFsT+ngMXbDrJ420FgM/5ebnSKC6FzvP0Kev1gHwxDAf1CFRXbeGX6Jr5csgOAqxMieH1gK3w8Sv65PX4E/nwRVn0OmOATAn3HQosB9mX0RUREROSioUAuUo0UFhYQm70CgNA2/ct/IqsbNL/e/ti9Epa9Dxt/JixzGfeyjHuC48nsdBd/uF/J/O25LN1+kOzjRfy+IY3fN6QBUCfQm84Ng+nc0L5AXGgtz7//AV1cVl4BD05Yw6JtmQCM7NWIh7o3PPmHjU2/wG+PQ459cTfa3A69Xgaf2mc5o4iIiIi4MgVykWpkw/I/aU0eWdSiebsrsJmn70V+waLbQ/SX9pW5l9vvMzcObiV0/tMM9g5icLu7Kbr2btZle7N4WyaLtmXy184s9mYdY/KqPUxetQeAJhG1HPefXxpbG1/P0v98pGbmMnnVbvYcPkbdIG8GtYsm9pR73l3d1vQc7vlqFTsP5uHjYeXNQa25qkWEvTF7nz2IJ/9qf167AVzzNsR2dV7BIiIiIuJ0CuQi1cihxOkA7Ay6jFZubtgKCyvu5IEx0OdVuOIpWPMNLPsQsnbCwtdxW/w2bRJuos1lw3iwe0fyCopYueMwi7dlsnhbJhv2ZZOclkNyWg6fLUrFzWJwSYz9/vMu8cFsST/Ks1PXYRgGpmliGAYfz09h7ICW9lXhXdzsTek8MimRo/lF1A3y5tN/tKNppD/YbLDqM/sU9YIcsLhB5xHQ9V/g7u3sskVERETEycoVyOfOncuVV15Z0bWIXNQKimxEZS4EwKdZ38p7I89acNk/4dL7IHk6LH0fdi+DtRPtj/qX49NxON3i+9CtUSgAB4/ms3T7QRZvy2Th1kz2HD7Gih2HWLHjEG/9ecq5T1zRL/n65I9JtK9fu9Tq8K7ENE0+mr+dcTOTMU3oEFubD29vS21fD0jfaN/KbI/9FgTqtrdvZRbezLlFi4iIiEi1cYErRtldddVVxMXF8corr7B79+5yv3lxcTGjRo0iNjYWb29v4uLiePnllzFPmaZrmibPP/88kZGReHt707NnT7Zu3Vru9xSprlau20ATdmLDoMFl11b+G1qs0OxauHsm3DOnZFExK+xYCBNvgffawYpPoSCXYD9P+reMYvSNLVn0ZHcWPH4lr92QQL+ESDzdzv3PyLfLd1b+Z3GC44XFjPgukbG/28P44A4xfHNPB2p72GD2y/Dx5fYw7lELrn4d7pqpMC4iIiIipZQrkO/du5cHH3yQH374gQYNGtCnTx8mT55MQUHBBZ1n7NixfPjhh7z33nts2rSJsWPHMm7cON59911Hn3HjxvHOO+/w0UcfsXz5cnx9fenTpw/Hjx8vT+ki1dbelb8AsM+nKdZaoVX75nXbwk2fw4gk6PQweAbAoRT47V/wZjP48wX7fdAlYoJ9uK1DDO8PvoRezcLPuji4zYTPFqVy15cr+XrZTvZmHauaz1PJ9h85xqCPl/JT4j7cLAYvX9+CV29IwH3XYviwEyx8HWxF0LgfDF8Ol95r/wOIiIiIiMgpyhXIQ0JCePTRR0lMTGT58uU0atSIYcOGERUVxcMPP8zatWvLdJ4lS5Zw3XXX0a9fP+rXr89NN91E7969WbHCPsXTNE3Gjx/Pc889x3XXXUfLli356quv2LdvH9OmTStP6SLVUkGRjcB98+1PGvZ0XiEBdaH3yzByI/QdB0GxcDwLFr0F4xPgx3thX2Kpl0TX9sFyju26bCbMSc5g1LT1dB4zhz5vLWDMjGRWpB6iqNhWuZ+nEvy16zDXvreYpD1HCPJx5+u7OzCkZS34aTj8t7/9Dxl+EXDzN3DrBAio4+ySRURERKSa+tuLul1yySVEREQQHBzMmDFj+Pzzz/nggw/o2LEjH330Ec2bNz/razt16sQnn3zCli1baNSoEWvXrmXRokW8+eabAKSmppKWlkbPnicDSkBAAB06dGDp0qXccsstp50zPz+f/Px8x/Ps7GwACgsLKazIBbJEKtCC5P1cZiaBAaGtr3aM1f/9WmUsnnDJXdB6KMbWmVhWfIhl11JYNxnWTcYW0xHbpf/EjO/Dja0j+Hh+CvWN/QyyzqeucYA9ZiiTi7uxi0g+vK01W9KPMm9LJmt2Z7E5PYfN6Tl8ND+FAG83ujQM4cpGIVweH2K/97oam7JmL8/9tJHCYpNGYX58NLgVMft/x5zyHEbuAQCKL7kT25Wj7HvC698cwInjWKQCaRyLK9A4FldQU8ZxWeszTLN8+yoVFhby008/8fnnnzNr1izatWvH3Xffza233sqBAwd47rnn+Ouvv9i4ceNZz2Gz2XjmmWcYN24cVquV4uJiXn31VZ5++mnAfgW9c+fO7Nu3j8jISMfrBg0ahGEYfPfdd6ed84UXXuDFF1887fiECRPw8fEpz0cVqXSrk7fw0rFXyDH8mNPqPTDKNXmlUgXkpRKXMZM6h5djoRiAox5hbA/rw/YcK9dk/RcTAwPT8XVq0D24x17uOEduIWzKMtiYZbApyyCv6OSVdQOTen7QPMhGsyCTOj6cdSp8VSs24eedFubtt/9eEoJs3FcvnUv3/pfwnCQAsr3qsDb6Tg75NXJmqSIiIiJSDeTl5XHbbbdx5MgR/P39z9qvXIH8oYceYuLEiZimyZAhQ7jnnnto0aJFqT5paWlERUVhs519SuqkSZN4/PHH+c9//kPz5s1JTExkxIgRvPnmmwwdOrRcgfxMV8ijo6PJzMw85w9CxFnyi2xMHHsf9zKNA/WvIXDwF462wsJCZs2aRa9evXB3d3dilafI3odl9WdY/voS4/gRAEzgf7OzCWBYKHpgmX3f7f9RVGxj7Z4jzNuSybzNB0hOP1qqPdzfkysahXBFo1A6xdXGx8M5uzRmHytkxOQkFm47CMBD3WJ4xHc21oVjMQrzMK0e2Lo8hq3jQ2Ct3lf4naVajmORC6RxLK5A41hcQU0Zx9nZ2YSEhJw3kJfrv3A3btzIu+++y4033oinp+cZ+4SEhDB37txznufxxx/nqaeeckw9T0hIYOfOnYwePZqhQ4cSEREBQHp6eqlAnp6eTuvWrc94Tk9PzzPW5O7uXq1/YXLxWrAtnU62NWCB4Nb9sZxhnFar8RtcD3q/BN2esG+TNucVjONZp3UzSv6ve9IE6HX6rBV3d7isYRiXNQzjqathX9Yx5m7OYG5yBou2ZZKenc93q/by3aq9eFgtdGhQm+5NwujeJIx6wVWzjVrKgaPc+99VbM/Mxcvdwqc93bk8eTjsL1kno15njGvexhoSj5ZsO79qNY5FyknjWFyBxrG4guo+jstaW7kC+ezZs89/Yjc3unXrds4+eXl5WCylp+ZarVbHVfXY2FgiIiKYPXu2I4BnZ2ezfPly/vnPf5andJFqZ8Hq9bxo2YmJgSXeiQu6XShPP/vq4TuXwIaplFwTL80shiXvQMocCGta8mgGoU0gIBpO+d9/VKA3gzvUY3CHehwvLGbZ9oPMTc5gdnIGew4fY+FW+x7oL/6ykQahvnRvbA/n7erXxuM8W6+Vx9zNGTw8cQ05x4to4A+TG88hZN7/gWkDrwDo/Qq0vr3UZxARERERuRDlCuSjR48mPDycu+66q9Txzz//nAMHDvDkk0+W6TzXXHMNr776KjExMTRv3pw1a9bw5ptvOs5rGAYjRozglVdeIT4+ntjYWEaNGkVUVBTXX399eUoXqVbyi4qxbZ0FBuSFJODrG+Lski5cUD37Pe9m8ZnbTRukJdkfp/Lwg9DG9pAeekpYrxWBl7uVKxqHcUXjMF641mRbxlHmJGcwJzmDVTsPs/1ALtsPpPJ/i1Lx83Tj8vgQrmwSxpWNwwitdeZZO2VlmiafLtzOmBnJ2Ey4JyKFp22fYF23296hxQC4agz4hf2t9xERERERKVcg//jjj5kwYcJpx5s3b84tt9xS5kD+7rvvMmrUKIYNG0ZGRgZRUVHcf//9PP/8844+TzzxBLm5udx3331kZWXRpUsXfv/9d7y8vMpTuki1snBLJh1sf4EVfJpd5exyyqfNEFj89pnbDAsMmQoFuZCx6eQjcwsUHIW9q+2PU3kFnLyKHtYMI6wp8WFNie8Wx/3d4jhyrJCFWw8wJzmD+ZsPcDC3gBnr05ixPg2AlnUDuLLk6nlCnQAslrKvDHe8sJhnpqxjypq9BHOE/wufQpusWfbGgGjo9yY06l2en5KIiIiIyGnKFcjT0tJK3dN9QmhoKPv37y/zeWrVqsX48eMZP378WfsYhsFLL73ESy+9VJ5SRaq1GUm7ed6yDgAjvoYGveA4uPY9+PlB7HeOmye/XvseNLjC3q9Jv5OvKS6EQ9tPBvQDJV8PpsDxI7Brqf1xKt9QCG1CQFgz+oc1pf9lTbH1b8faTJibnMGczRms35tN0p4jJO05wtuztxLi58kVjUPp3iSMy+NDqOVV+l6e1MxcJq/azZ7DxwjycWdF6iGS07IZ5LaAl70m4nkk2/5HhQ7/hCufsU/TFxERERGpIOUK5NHR0SxevJjY2NhSxxcvXkxUVFSFFCbi6o4XFpOxaTEBRh5FnkG41bnE2SWVX5vBEHMZrPkasnZBYIz9ynlw3Jn7W93t09VDG0Pz608eL8qHzK2lQ3rGJji8A3IP2B87Fjq6W4A2taJoE9aUkY2akt22Ictzw/l5Xy3mpOSSeTSfH1bv4YfVe3CzGLSvb18Y7somYfy18xAfTf2Dgdb59MK+d3qwrRmTPH/hMmMDFAERCXDNO1CTfzciIiIiUm2VK5Dfe++9jBgxgsLCQrp37w7YF3p74okneOyxxyq0QBFXtWDLAToUrwY3sMb3AEsNX6c7OA56vvD3zuHmCREt7I9TFeTCgc1wIBkyNkJGsj2oZ++BnH32R8ps/IFeJQ+zdj0O+8axsbgO8w+HsDg7lL+257N0+0Fe/W0TA63zmOX+qWPPdAP4p/VnDANsbl5YrnwWLhsGVudstyYiIiIirq9c/6X5+OOPc/DgQYYNG0ZBQQEAXl5ePPnkkzz99NMVWqCIq5q+bj/3WuzbZxnxvZxcTTXn4Wu/Sv2/V6qPH7EHdUdI32gP7UfTMbJ2UjtrJ12ALgCeYMNCulsUW/OD6GJZh/328tKrw5smTIp/k9s6D66azyYiIiIiF61yBXLDMBg7diyjRo1i06ZNeHt7Ex8ff9Y9yUWktOOFxSRu3EwLyw77gbgeTq2nxvIKgOhL7Y9T5R4sPeW95Mq65dhhIov2EGndc9ZTFmMhJH0RoEAuIiIiIpXrb83F9PPzo3379hVVi8hFY/6WA7Qv/gssYEa1wfALdXZJrsU3GHy7QP0uJ4+ZJhzNgIyNpP34BGG5WzjTAuwGJnWNA1VXq4iIiIhctModyFetWsXkyZPZtWuXY9r6CVOmTPnbhYm4sulJ++ltSQTAaKjp6lXCMKBWONQKx6tJb2yrt2HBdlo3E4Ooeo2dUKCIiIiIXGws5XnRpEmT6NSpE5s2bWLq1KkUFhayYcMG5syZQ0BAQEXXKOJSjhcWM3fTPi4v2e4M3T9e5QI734XVsF80P5VpgtWwt4uIiIiIVLZyBfLXXnuNt956i19++QUPDw/efvttkpOTGTRoEDExMRVdo4hLmbc5g8aFyQQYeZjeQVCnrbNLuvgEx2Fc9x5YLNiwYsP+FYvFfvxs27WJiIiIiFSgck1ZT0lJoV+/fgB4eHiQm5uLYRg8+uijdO/enRdffLFCixRxJb8m7ecKa8nq6nEusN1ZTdVmMEbMZRhl3TtdRERERKSClSuQBwUFkZOTA0CdOnVYv349CQkJZGVlkZeXV6EFiriSYwXFzN6UwQMl251purqTVcTe6SIiIiIi5VSuQN61a1dmzZpFQkICAwcO5JFHHmHOnDnMmjWLHj20fZPI2czdnIFf4UFaeO2wH9B2ZyIiIiIiF61yBfL33nuP48ePA/Dss8/i7u7OkiVLGDBgAM8991yFFijiSqYn7adbyXR1otqAtjsTEREREbloXXAgLyoq4tdff6VPnz4AWCwWnnrqqQovTMTV5BUUMSc5g/+cmK6u7c5ERERERC5qF7zKupubGw888IDjCrmIlM3c5AMUFBbQzartzkREREREpJzbnl166aUkJiZWcCkirm36un20NrZRi1zQdmciIiIiIhe9ct1DPmzYMEaOHMnu3btp27Ytvr6+pdpbtmxZIcWJuIrcfPt09eEn7h+P667tzkRERERELnLlCuS33HILAA8//LDjmGEYmKaJYRgUFxdXTHUiLmJOcgbHC2309kkCG7p/XEREREREyhfIU1NTK7oOEZc2PWk/oWTR2LbdfqChtjsTEREREbnYlSuQ16tXr6LrEHFZuflFzN2cQX9Lkv1AZGvwC3NqTSIiIiIi4nzlCuRfffXVOdv/8Y9/lKsYEVc0OzmD/CIb/fzWQxFaXV1ERERERIByBvJHHnmk1PPCwkLy8vLw8PDAx8dHgVzkFNOT9mGlmI5myRVy3T8uIiIiIiKUc9uzw4cPl3ocPXqUzZs306VLFyZOnFjRNYrUWEfzi5i7+QCtjBS8i7PBKxDqtnN2WSIiIiIiUg2UK5CfSXx8PGPGjDnt6rnIxWz2pnQKimzc6LfBfkDbnYmIiIiISIkKC+QAbm5u7Nu3ryJPKVKj/Zq0H4BeHuvsB3T/uIiIiIiIlCjXPeQ///xzqeemabJ//37ee+89OnfuXCGFidR0OccLmb/5AKFkEZ6bbD/YsKdzixIRERERkWqjXIH8+uuvL/XcMAxCQ0Pp3r07b7zxRkXUJVLj/bkpnYJiGzcFbobjaLszEREREREppVyB3GazVXQdIi5nelIaANf5bbQHck1XFxERERGRU1ToPeQiYpd9vJAFWw5gpZj4nBX2g9ruTERERERETlGuQD5gwADGjh172vFx48YxcODAv12USE3350b7dPX+tfdhzT+i7c5EREREROQ05QrkCxYs4Oqrrz7teN++fVmwYMHfLkqkpptesrr6rbU32w9ouzMREREREfkf5QrkR48excPD47Tj7u7uZGdn/+2iRGqyI8cKWbD1AACt81fZD+r+cRERERER+R/lCuQJCQl89913px2fNGkSzZo1+9tFidRkszamU1hscmloIV4HkuwHtd2ZiIiIiIj8j3Ktsj5q1ChuvPFGUlJS6N69OwCzZ89m4sSJfP/99xVaoEhNMz1pHwB3R6RCDhDZStudiYiIiIjIacoVyK+55hqmTZvGa6+9xg8//IC3tzctW7bkzz//pFu3bhVdo0iNcSSvkEXbMgHoZK6xH9Tq6iIiIiIicgbl3vasX79+LF68mNzcXDIzM5kzZ84Fh/H69etjGMZpj+HDhwNwxRVXnNb2wAMPlLdkkUr3x8Y0CotNmoX7UGtvyQKHun9cRERERETOoFxXyFeuXInNZqNDhw6lji9fvhyr1Uq7dmXb3mnlypUUFxc7nq9fv55evXqV2jrt3nvv5aWXXnI89/HxKU/JIlVi+jr76up31j8Eaw+DVwDU0XZnIiIiIiJyunIF8uHDh/PEE0+cFsj37t3L2LFjWb58eZnOExoaWur5mDFjiIuLK3Wl3cfHh4iIiDLXlp+fT35+vuP5iVXfCwsLKSwsLPN5RC5UVl4hi7bap6tfaU0EwBZ7BcU2E2zlG3snxqzGrtRkGsfiCjSOxRVoHIsrqCnjuKz1GaZpmhd6cj8/P5KSkmjQoEGp46mpqbRs2ZKcnJwLPSUFBQVERUUxcuRInnnmGcA+ZX3Dhg2YpklERATXXHMNo0aNOudV8hdeeIEXX3zxtOMTJkzQ1XWpVMsyDCamWInyMZnu9RxBean8FXMvu4Mvd3ZpIiIiIiJShfLy8rjttts4cuQI/v7+Z+1Xrivknp6epKennxbI9+/fj5tbuU7JtGnTyMrK4o477nAcu+2226hXrx5RUVEkJSXx5JNPsnnzZqZMmXLW8zz99NOMHDnS8Tw7O5vo6Gh69+59zh+EyN/1w39XAwe5s21tglamApBwwwgS/MLLfc7CwkJmzZpFr169cHd3r6BKRaqWxrG4Ao1jcQUax+IKaso4PjFT+3zKlZ579+7N008/zU8//URAQAAAWVlZPPPMM/TqVb4FrD777DP69u1LVFSU49h9993n+D4hIYHIyEh69OhBSkoKcXFxZzyPp6cnnp6epx13d3ev1r8wqdkO5xawZPshAK7z32w/GNES96C6FXJ+jV9xBRrH4go0jsUVaByLK6ju47istZUrkL/++ut07dqVevXq0aZNGwASExMJDw/n66+/vuDz7dy5kz///POcV74Bxz3r27ZtO2sgF3GGmRvSKLaZNIv0Jyz9R/tBra4uIiIiIiLnUK5AXqdOHZKSkvj2229Zu3Yt3t7e3Hnnndx6663l+ivFF198QVhYGP369Ttnv8TERAAiIyPLU7ZIpTmxunr/hDBYOcd+UPuPi4iIiIjIOZTvhm/A19eXLl26EBMTQ0FBAQAzZswA4Nprry3zeWw2G1988QVDhw4tdf95SkoKEyZM4OqrryY4OJikpCQeffRRunbtSsuWLctbtkiFO5RbwJKUgwDcEJoGx0q2O6vb3smViYiIiIhIdVauQL59+3ZuuOEG1q1bh2EYmKaJYRiO9lP3Fj+fP//8k127dnHXXXeVOu7h4cGff/7J+PHjyc3NJTo6mgEDBvDcc8+Vp2SRSnNiunrzKH8iDyywH4zrDtZy/71LREREREQuAuVKDI888gixsbHMnj2b2NhYli9fzqFDh3jsscd4/fXXL+hcvXv35kw7r0VHRzN//vzylCdSpaYn2aer92sZCVtm2Q9qurqIiIiIiJyHpTwvWrp0KS+99BIhISFYLBasVitdunRh9OjRPPzwwxVdo0i1dfBoPktSMgG4Js4d9q2xNzTs6cSqRERERESkJihXIC8uLqZWrVoAhISEsG/fPgDq1avH5s2bK646kWru9w1p2ExIqBNA9KGl9oMRLaFW+fceFxERERGRi0O5pqy3aNGCtWvXEhsbS4cOHRg3bhweHh588sknNGjQoKJrFKm2Sk1X3/qF/aC2OxMRERERkTIoVyB/7rnnyM3NBeCll16if//+XH755QQHB/Pdd99VaIEi1VXm0XyWbbevrt6veRh8NtveoPvHRURERESkDMoVyPv06eP4vmHDhiQnJ3Po0CGCgoJKrbYu4sp+X2+frt6qbgDRx5K13ZmIiIiIiFyQct1Dfia1a9dWGJeLyonp6lcnRMK2ktXVG1yp7c5ERERERKRMKiyQi1xMMnKOszzVPl396oRI2FoSyHX/uIiIiIiIlJECuUg5zDwxXT06kGjPPG13JiIiIiIiF0yBXKQcfi2Zrt4/IRK2zQZMiEiAWhHOLUxERERERGoMBXKRC5SRfZwVOw4B0Dch4uT941pdXURERERELoACucgFmrE+DdOENjGB1A3whG1/2ht0/7iIiIiIiFwABXKRCzR9nX26er+ESNj7l327M88AqHupkysTEREREZGaRIFc5AKkZx9nZcl09VLbncVdoe3ORERERETkgiiQi1yAGev2Y5pwSUwgUYHeJ7c70/3jIiIiIiJygRTIRS6AY7p6yyjIzdR2ZyIiIiIiUm4K5CJllHbkOCt3HAbg6oSI0tud+Uc6tzgREREREalxFMhFyui3kqvj7eoFERngre3ORERERETkb1EgFymjk9PVI8FWXHKFHG13JiIiIiIi5aJALlIG+48cY/XOwxgG9G0Rab93/NghbXcmIiIiIiLlpkAuUga/rUsD7NPVIwK8Tq6uru3ORERERESknBTIRcpgetI+APollCzepvvHRURERETkb1IgFzmPvVnH+GtXln26ekKkfbuzvX/ZG7XdmYiIiIiIlJMCuch5zChZzK19/dqE+3tByhzAhHBtdyYiIiIiIuWnQC5yHr8m2QN5/5Yl4fvE/ePxujouIiIiIiLlp0Aucg57DueRuNs+Xf2qFhFgs0FKyXZnun9cRERERET+BgVykXOYUbK6eofY2oTV8rJvd5Z3EDz9IVrbnYmIiIiISPkpkIucw68l94+ftrp6gyvA6u6cokRERERExCUokIucxe5DeazdnYXFgD4tIuwHt/5h/xqv6eoiIiIiIvL3KJCLnMVvJVfHO8QG26era7szERERERGpQArkImcx/cR09ROrqzu2O2sB/lHOK0xERERERFyCArnIGew6mEfSniNYTqyuDie3O9PVcRERERERqQAK5CJncOLqeMe4YEL8PEtvd6b7x0VEREREpAIokIucwfR1+wDol1AyNb3UdmcdnFiZiIiIiIi4CqcG8vr162MYxmmP4cOHA3D8+HGGDx9OcHAwfn5+DBgwgPT0dGeWLBeBnQdzWb83G6vFoE/zcPtBbXcmIiIiIiIVzKmBfOXKlezfv9/xmDXLHnoGDhwIwKOPPsovv/zC999/z/z589m3bx833nijM0uWi4BjunqDYIL9PO0HT9w/runqIiIiIiJSQdyc+eahoaGlno8ZM4a4uDi6devGkSNH+Oyzz5gwYQLdu3cH4IsvvqBp06YsW7aMyy677IznzM/PJz8/3/E8OzsbgMLCQgoLCyvpk4gr+XWtfbr6Vc3D7GMm7yBue1djAIX1roAqHEcnxqzGrtRkGsfiCjSOxRVoHIsrqCnjuKz1OTWQn6qgoIBvvvmGkSNHYhgGq1evprCwkJ49T65o3aRJE2JiYli6dOlZA/no0aN58cUXTzv+xx9/4OPjU2n1i2vIOAYb97thwcTYm8RvGUnUObSEdpgc8Ypm3qI1wJoqr+vE7BGRmkzjWFyBxrG4Ao1jcQXVfRzn5eWVqV+1CeTTpk0jKyuLO+64A4C0tDQ8PDwIDAws1S88PJy0tLSznufpp59m5MiRjufZ2dlER0fTu3dv/P39K6N0cSEfzt8ObKNTwxAGXdcWAOtPvwDg1+YGru5+dZXWU1hYyKxZs+jVqxfu7rp3XWomjWNxBRrH4go0jsUV1JRxfGKm9vlUm0D+2Wef0bdvX6Kiov7WeTw9PfH09DztuLu7e7X+hUn1MGNDBgDXtIqyjxebDbbPBcDauA9WJ40hjV9xBRrH4go0jsUVaByLK6ju47istVWLQL5z507+/PNPpkyZ4jgWERFBQUEBWVlZpa6Sp6enExER4YQqxdVtP3CUTfuzcbMY9G5WMsb2r4G8TG13JiIiIiIiFa5a7EP+xRdfEBYWRr9+/RzH2rZti7u7O7Nnz3Yc27x5M7t27aJjx47OKFNc3G8lq6t3ahhCkK+H/eDWP+1fG3TTdmciIiIiIlKhnH6F3Gaz8cUXXzB06FDc3E6WExAQwN13383IkSOpXbs2/v7+PPTQQ3Ts2PGsC7qJ/B2/JtkDef+EyJMHT+w/3lDbnYmIiIiISMVyeiD/888/2bVrF3fddddpbW+99RYWi4UBAwaQn59Pnz59+OCDD5xQpbi6bRlHSU7LsU9Xbx5uP5h3CPassn/fsOfZXywiIiIiIlIOTg/kvXv3xjTNM7Z5eXnx/vvv8/7771dxVXKxOTFdvUt8CIE+JdPVU+YAJoQ1h4A6zitORERERERcktMDuUBqZi6TV+1mz+Fj1A3yZlC7aGJDfJ1d1kVlesl09X6nTlff+of9a7yujouIiIiISMVTIHeyyat289SPSRiGgWmaGIbBx/NTGDugJQPbRTu7vIvC1vQcNqfn4G49ZXV1mw22lSwoqPvHRURERESkElSLVdYvVqmZuTz1YxI2E4ptZqmvT/6YxI7MXGeXeFGYXjJd/fL4UAJ8SlZSP7HdmUctiNEigiIiIiIiUvEUyJ1o8qrdGIZxxjbDMPhu1e4qrujidOL+8atLTVfXdmciIiIiIlK5FMidaM/hY2dd0M40TfYcPlbFFV18tqTnsCX9KO5Wg17Nwk82nNjuLF7T1UVEREREpHIokDtR3SDvc14hrxvkXcUVXXxOLObWNT6UAO+SK+GltjtTIBcRERERkcqhQO5Eg9pFn/MK+c1a1K1SmabpuH+8X8tTpqtruzMREREREakCCuROFBviy9gBLbEYYLUYnHqx/LHejaivrc8q1Zb0o2zLOIqH1ULPU6erbz0xXV3bnYmIiIiISOXRtmdONrBdNO3r1+a7kn3I1+3JYsfBPBJ3H3F2aS5vetI+ALo2CsXfq2S6us0G20oWdNN0dRERERERqUQK5NVA/RBfnryqCQDbMo7SZ/wCZm1MZ0XqIS6Nre3k6lyTaZr8WjJdvf+p09X3J2q7MxERERERqRKasl7NNAzz4+b29nvHX/tt01nvMZe/Jzkth+0HcvFws9CjadjJhm3a7kxERERERKqGAnk1NKJnPD4eVhJ3ZzFjfZqzy3FJJ/Ye79YolFpepwTvrdruTEREREREqoYCeTUUVsuLey5vAMC435MpKLI5uSLXYpqmY7uzUtPV8w7BXm13JiIiIiIiVUOBvJq6r2sDQvw82HEwj4krdjm7HJeyaX8O2zNPTFc/ZXX1lDlg2iCsmbY7ExERERGRSqdAXk35ebrxSM9GALwzeys5xwudXJHrmL7Ovrr6lY1D8fM8ZV1Dx+rq2u5MREREREQqnwJ5dXAwBf58AX64y/71YAoAt7SPpkGILwdzC/hkwXanlugqTp2u3q9l1MmGU7c70/3jIiIiIiJSBRTInW3NN/BeO1j8DmyYav/6XjtY8y3uVgtPlGyH9unC7aRnH3dysTXfhn3Z7DiYh6ebhR5NTlldPW0t5B4ADz+I1nZnIiIiIiJS+RTInelgCvz8kP2+ZbO49NefH4SDKfRpHk7bekEcL7Tx1qwtzq64xptesrr6lY3D8D11uvqJ1dUbXAFuHlVfmIiIiIiIXHQUyJ1pzdeAcZZGA9Z8jWEYPHO1/Sr55FW72ZKeU2XluZLUzFzGztjEf5fsAKB9bFDpDicCue4fFxERERGRKqJA7kxZuwDzLI1mSTu0rVebq5pHYDNh7IzkKivPVUxetZseb8zj4wXbySsoBuDV6Zv4ftVue4dTtzvT/eMiIiIiIlJFFMidKTCGc14hD4xxPHviqsZYLQazkzNYmnKwSspzBamZuTz1YxI2E2yn/O3DZsKTPyaxIzP35HZnoU0hoK7zihURERERkYuKArkztRnCOa+QtxnieNYg1I/bLrUH9NEzNmGzne11cqrJq3ZjGGf+o4dhGHy3avcpq6trurqIiIiIiFQdBXJnCo6Da98DwwKG1f71xBXzWpGlrpADPNwjHl8PK0l7jjgWJ5Nz23P4GKZ55j9emKbJ3kO5p+w/runqIiIiIiJSdRTIna3NYHhwFXR+GJrfAB3uB88AyN4LS94t1TW0lif3d4sDYNzMZPKLip1RcY1SN8j7rG2GYXCJx66T253FdKzCykRERERE5GKnQF4dBMdBzxfgps+h71j7A2D+WPvWaKe45/JYQmt5svvQMb5dtqvqa61husaHcLbZ/aZpcp3vRvsTbXcmIiIiIiJVTIG8Omp1iz0gFh2HX0fAKVOufTzcGNmrEQDvztnKkWOFzqmxBrDZTMb/udXx3GoxsBgnv44d0JKgffPtjdruTEREREREqpgCeXVkGND/LXDzhtQFkPhtqeaBbevSMMyPw3mFfDQ/5Swnkc8WpbI89RDe7la+uftS7uvagH4to7ivawPmPHYFA5v5wp6V9s7a7kxERERERKqYAnl1VbsBXPGU/fuZz8LRDEeTm9XCU1c1AeDzRansyzrmjAqrteS0bP4zczMAo/o3o0t8KE9e1YR3b23Dk1c1oX6IL2yfq+3ORERERETEaRTIq7OOD0JEAhzPgt+fLtXUo2kYl8bWJr/Ixpuztjinvmoqv6iYEZMSKSi20aNJGLdeGn3mjlu13ZmIiIiIiDiPAnl1ZnWDa9+1b4e2/gfYOsvRZBgGz1zdFIAf/9rDpv3Zzqqy2nlz1haS03Ko7evBmAEtz7wPuc2m7c5ERERERMSpFMiru6g2cNkw+/e/Pgr5Rx1NraMD6ZcQiWnCmBnJTiqwelm+/SCfLNgOwOgbEwit5XnmjmlJkJuh7c5ERERERMRpFMhrgiufgYAYOLIb5r5aqunxPo1xsxjM33KARVsznVRg9ZBzvJCRk9dimjCoXV36NI84e+dtJbMNYrtpuzMREREREXEKBfKawMPXvuo6wPKPYO9qR1P9EF9uv6weAKNnbMJ2tk23LwIv/rKRvVnHiK7tzfPXND93Z90/LiIiIiIiTub0QL53715uv/12goOD8fb2JiEhgVWrVjna77jjDgzDKPW46qqrnFixk8T3hISB9lXBf34Yik/uP/5Q94b4ebqxYV82P6/d58Qinef39fv5YfUeDAPeHNQaP0+3s3c+dhj2rLB/r/vHRURERETESZwayA8fPkznzp1xd3dnxowZbNy4kTfeeIOgoKBS/a666ir279/veEycONFJFTtZn9HgHQTp62HJu47DwX6e/POKOAD+M3Mz+UXFzqrQKTKyj/P0lHUAPNAtjvb1a5/7BSlzSrY7awKBZ1mBXUREREREpJKd4zJi5Rs7dizR0dF88cUXjmOxsbGn9fP09CQi4hz3A58iPz+f/Px8x/PsbPvq44WFhRQWFp7tZTWDZyBGz5dx++VBzPljKWrUz75fOTDk0rp8tWQHe7OO8eWi7dzVub5za60ipmny+PdrOZxXSNOIWjzYLfa8v2frlj+wAMUNumOr5mPixGep8WNXLmoax+IKNI7FFWgciyuoKeO4rPUZpmk67abjZs2a0adPH/bs2cP8+fOpU6cOw4YN495773X0ueOOO5g2bRoeHh4EBQXRvXt3XnnlFYKDg894zhdeeIEXX3zxtOMTJkzAx8en0j5LlTFNOqaMIyxnAwf8mrGk4ZNQsq3XsgyDiSlWfKwmoy4pxsepf26pGovSDL5PteJmmPyrZTGR5/sVmzb6rH8Er6IjLG74JJm1znOvuYiIiIiIyAXKy8vjtttu48iRI/j7+5+1n1MDuZeXFwAjR45k4MCBrFy5kkceeYSPPvqIoUOHAjBp0iR8fHyIjY0lJSWFZ555Bj8/P5YuXYrVaj3tnGe6Qh4dHU1mZuY5fxA1yuFU3D7pilF0jKL+72K2uhWAYpvJNe8vYWtGLvd0qc+TfRo5udDKlZqZy3UfLOVYoY1n+jbmzk71zv+i/Wtx/7wHprsvRSO3gNtZtkWrJgoLC5k1axa9evXC3d3d2eWIlIvGsbgCjWNxBRrH4gpqyjjOzs4mJCTkvIHcqddQbTYb7dq147XXXgOgTZs2rF+/vlQgv+WWWxz9ExISaNmyJXFxccybN48ePXqcdk5PT088PU8PWe7u7tX6F3ZBwhrBFU/Bn//Gbfbz0KQv+IXiDjxzdTPu/HIlXy3bxR2dY6kb5AKzAs6gqNjG41M2cKzQRqe4YO65PA6LxTj/C3fMBcBo0A13b79KrrLiuNT4lYuWxrG4Ao1jcQUax+IKqvs4LmttTl3ULTIykmbNmpU61rRpU3bt2nXW1zRo0ICQkBC2bdtW2eVVbx2HQ3iCfcXw359yHL6icSgdGwRTUGTjzT+2OLHAyvX+3BTW7s6ilpcbrw9sVbYwDie3O2uo7c5ERERERMS5nBrIO3fuzObNm0sd27JlC/XqnX3q8Z49ezh48CCRkZGVXV71ZnWHa98BwwLrf4CtswAwDIOnr24CwNTEvazfe8SZVVaKtbuzeGfOVgBeub4FUYHe53/RwRT7Hy52L7M/D3Ht6fwiIiIiIlL9OTWQP/rooyxbtozXXnuNbdu2MWHCBD755BOGDx8OwNGjR3n88cdZtmwZO3bsYPbs2Vx33XU0bNiQPn36OLP06qHOJdDhn/bvf30U8o8C0LJuINe2isI0YezvyU4ssOIdKyjm0e8SKbaZ9G8ZybWtos7/ojXfwHvtYPnHJ499dS2s+bbyChURERERETkPpwby9u3bM3XqVCZOnEiLFi14+eWXGT9+PIMHDwbAarWSlJTEtddeS6NGjbj77rtp27YtCxcuPON94helK5+BgBg4shvmvuY4/HifxrhbDRZuzWTBlgNOLLBijZ6xie2ZuYT7e/LK9S0wjPNMVT+YAj8/ZN933LSdPG7a4OcH7e0iIiIiIiJO4PSNsfr370///v3P2Obt7c3MmTOruKIaxtMP+r8F3w6A5R9CwgCo05bo2j78o2N9PluUyugZyXRuGIK1rPdZV1PzNmfw1dKdALw+sBWBPh7nf9Gar4GzfW7D3t7zhYoqUUREREREpMyceoVcKkh8T0gYWHLV9xEotm9C/+CVDanl5cam/dlMW7PXyUX+PYdzC3j8hyQA7uhUn8vjQ8v2wqxdpa+Ml2La20VERERERJxAgdxV9BkN3kGQvg6WvgdAkK8Hw69sCMAbf2zmeGGxMyssN9M0eWbqOg7k5BMX6stTfZtcyIsB8yyNBgTGVESJIiIiIiIiF0yB3FX4hULvV+3fzxvjuDf6jk71iQrwYt+R43y5ZIfz6vsbpq7Zy4z1abhZDMbf3AYvd2vZXrh9HiT/eo4OJrQZUhElioiIiIiIXDAFclfS+jaI7QZFx+2rrpsmXu5WRvZuDMD7c7dxOLfAyUVemD2H8/j3TxsAGNEznoS6AWV7YepCmHALFBdAeAv79nCGtfTXa9+D4LhKrF5EREREROTsFMhdiWHYF3hz84LU+ZA4AYAb2tShSUQtco4X8d7cbU4usuxsNpPHJq8lJ7+IS2ICeaBbGcPzjsUwYRAUHYP43nDvHHhwFXR+GJrfYP/64CpoM7hyP4CIiIiIiMg5KJC7muA4uOIp+/d/PAtHD2C1GDx9dVMAvlq6g92H8pxYYNl9tiiV5amH8PGw8uag1rhZyzBcdy2DbwdCYR7E9YBBX4Obp/3n0vMFuOlz+1ddGRcRERERESdTIHdFHR+E8AQ4dhhmPg1A1/gQujQMobDY5D8zNzu5wPNLTst21DmqfzPqh/ie/0W7V8A3A6AwFxpcAbd8C+5elVuoiIiIiIhIOSmQuyKrO1z7tv0+6XXfw9ZZGIbhWJ3857X7SNqT5dwazyG/qJgRkxIpKLbRo0kYt7SPPv+L9qyCr2+EgqMQ2xVumQju3pVfrIiIiIiISDkpkLuqOm2hwwP2738dCflHaVEngBva1AHgtd82YZpn2w7Mud6ctYXktByCfT0YM6AlhmGc+wV7/yoJ4zlQrwvcOgk8fKqmWBERERERkXJSIHdlVz4LATFwZBfMfQ2Ax3o3wsNqYdn2Q8zbfMDJBZ5u2faDfLJgOwCjb0wgtJbnuV+wLxG+vh7yj0BMJ7jtO/Aow/R2ERERERERJ1Mgd2WeftD/Tfv3yz+EvaupG+TDHZ3rAzBmRjLFtupzlTz7eCGPTV6LacLN7aLp3Tzi3C/YnwRfXQfHj0D0ZTB4sv0zi4iIiIiI1AAK5K4uvhe0uAlMG/z8CBQXMvyKhgR4u7M5PYcf/9rj7AodXvx5I3uzjhFd25tR1zQ7d+e09SVhPAvqtofB34NnrSqpU0REREREpCIokF8MrhoD3kGQvg6WvkeAjzsPXtkQgDf/2MKxgmInFwgz1u3nx7/2YDHgrUGt8fN0O3vn9I3w1bVw7JD9XvnbfwQv/6orVkREREREpAIokF8M/EKh96v27+eNgUPbGdKxHnUCvUnLPs7ni1OdWl5G9nGemboOgAe6xdGufu1zdE6G/14DeQchsjXcPgW8AqqmUBERERERkQqkQH6xaH2bfTuwouPwywi83Cw83qcxAB/OS+Hg0XynlGWaJk/8mMThvEKaR/kzomejs3c+sKUkjGdCREsYMhW8A6usVhERERERkYqkQH6xMAzoPx7cvCB1PqydyLWtomge5c/R/CLenbPNKWV9u3wX8zYfwMPNwvibW+PhdpYhmbnNHsZzMyA8Af7xE/ic40q6iIiIiIhINadAfjEJjoNuT9q/n/kMlrxMnrm6KQDfLNvJjszcKi1n+4GjvDp9EwBPXdWE+PCzLMp2MAX+2x+OpkFYc4VxERERERFxCQrkF5tOD9mvMB87DDOfpnPDELo1CqXIZvKfPzZXWRlFxTYenbyWY4XFdG4YzB2d6p+546Ht9ivjOfshtCkM/Rl8g6usThERERERkcqiQH6xsbrDtW+DYYF138PWWTzVtwmGAdOT9rNm1+EqKeO9udtYuzsLfy83Xh/YCovFOL3T4R3w5TWQvRdCGpeE8ZAqqU9ERERERKSyKZBfjOq0hQ4P2L//dSRNa1sYcEldAEbPSMY0zUp9+8TdWY571l++vgWRAd6nd8raVRLG90BwPAz9BfzCKrUuERERERGRqqRAfrG68lkIiIEju2DeaEb2aoSnm4UVqYeYvSmj0t42r6CIR79LpNhmck2rKK5rXef0Tkf2wJf97bXVjrOH8VrhlVaTiIiIiIiIMyiQX6w8/aDfG/bvl31AVO4m7uwcC8CY35MpKrZVytuO/i2Z1MxcIvy9ePm65qd3OLLXHsazdkJQLNzxK/hHVkotIiIiIiIizqRAfjFr1BtaDADTBr88zD8vjyHQx51tGUf5fvWeCn+7uZsz+HrZTgBeH9iKQB+P0h2y99sXcDucCoH1SsJ4VIXXISIiIiIiUh0okF/srhoDXoGQto6AxE94qHs8AG/O2kJeQVGFvc3h3AKe+CEJgDs716dL/P8szpaTZt/a7FAKBMbYw3hA3Qp7fxERERERkepGgfxi5xcGfV61fz9vNLc3Kia6tjcHcvL5v4WpFfIWpmnyzNR1HMjJp2GYH09e1aR0h6MZ9ivjB7dBQDQM/dUeykVERERERFyYArlA68EQ2xWKjuM5YySP924MwMfzUziQk/+3Tz91zV5mrE/DzWIw/ubWeLlbTzYePWAP45lbwL+OfQG3oHp/+z1FRERERESqOwVyAcOA/uPBzQtS59PfnEfLugHkFhTzzuytf+vUew7n8e+fNgDwaK9GtKgTcLIx9yB8dR0cSIZaUfYwXjv2b72fiIiIiIhITaFALnbBcdDtSQAsfzzLc1eGAjBhxS5SDhwt1yltNpPHJq8lJ7+ItvWCuL9rg5ONeYfsYTxjA/hF2MN4cNzf/hgiIiIiIiI1hQK5nNTpIQhvAccOc2ny63RvEkaxzeQ/v28u1+n+b9F2lqcewsfDypuDWuFmLRluJ8J4+jrwDbOH8ZCGFfhBREREREREqj8FcjnJ6g7XvAMYsG4yLzZPw2LA7xvSWL3z0AWdatP+bF6fuQWA5/s3o16wr73hWBZ8fQOkJYFvqD2Mhzaq2M8hIiIiIiJSAyiQS2l120KHBwCIXvwMt7Wxb082+rdkTNMs0ynyi4p59LtECopt9Gwazs3to+0Nx4/Yw/j+RPAJhn/8DGFNznkuERERERERV6VALqfr/px9+7GsXTztNQUvdwurdh7mj43pZXr5m39sITkth2BfD8YMSMAwDDieDd8MgH1/gXdtexgPb1bJH0RERERERKT6UiCX03n6Qb83AfBd8wnPtj4OwNgZyRQW28750mXbD/LJwu0AjBnQkhA/T8jPgW9vgj0rwTsI/vETRLSo3M8gIiIiIiJSzTk9kO/du5fbb7+d4OBgvL29SUhIYNWqVY520zR5/vnniYyMxNvbm549e7J169/bikvKoFFvaDEATBu3pb9BmI+F7Zm5fLdy91lfkn28kMcmr8U04Zb20fRqFg75R+HbgbB7OXgFwJBpENmy6j6HiIiIiIhINeXUQH748GE6d+6Mu7s7M2bMYOPGjbzxxhsEBQU5+owbN4533nmHjz76iOXLl+Pr60ufPn04fvy4Eyu/SFw1BrwCsWas44O45QCM/3MLR/OLztj9xZ83sjfrGDG1fXiufzMoyIUJg2DXUvAsCeNRrauufhERERERkWrMqYF87NixREdH88UXX3DppZcSGxtL7969iYuz70dtmibjx4/nueee47rrrqNly5Z89dVX7Nu3j2nTpjmz9IuDXxj0eRWAtqkf0TEom8yjBXy6YPtpXWes28+Pf+3BYsCbg1rhZxTAhJth52Lw9IchU6HOJVX9CURERERERKotN2e++c8//0yfPn0YOHAg8+fPp06dOgwbNox7770XgNTUVNLS0ujZs6fjNQEBAXTo0IGlS5dyyy23nHbO/Px88vPzHc+zs7MBKCwspLCwsJI/kQtqPghr4kQsOxfxTtCXtD/8EJ8u3M6gtlGE1fIEICMnn2emrgPg/stjaRXmhm3iLVh2LMT08KP41smY4S1BP/8LdmLMauxKTaZxLK5A41hcgcaxuIKaMo7LWp9hlnUvq0rg5eUFwMiRIxk4cCArV67kkUce4aOPPmLo0KEsWbKEzp07s2/fPiIjIx2vGzRoEIZh8N133512zhdeeIEXX3zxtOMTJkzAx8en8j6MC/M9nsaVyc9iNQt5zfIAn+R1pVO4jZsb2DBN+DjZwqYsC3V9TR5rdozOO8YTlrOeIosnS+Me55Cf9hkXEREREZGLR15eHrfddhtHjhzB39//rP2cGsg9PDxo164dS5YscRx7+OGHWblyJUuXLi1XID/TFfLo6GgyMzPP+YOQc7MsHo913isUegbR4chosgx/brqkDhv357B+XzbuVoOf77+ExvOHY0n5E9Pdh+JbvsOM6ejs0mu0wsJCZs2aRa9evXB3d3d2OSLlonEsrkDjWFyBxrG4gpoyjrOzswkJCTlvIHfqlPXIyEiaNSu9F3XTpk358ccfAYiIiAAgPT29VCBPT0+ndevWZzynp6cnnp6epx13d3ev1r+wau/yEbBpGu7p63ndfxJ3Zd/H5NV7Hc2W4gICfr0PS8Z8cPPGuG0ybrGXO69eF6PxK65A41hcgcaxuAKNY3EF1X0cl7U2py7q1rlzZzZv3lzq2JYtW6hXrx4AsbGxREREMHv2bEd7dnY2y5cvp2NHXXmtUlZ3uOYdTAy6F8yjq2Wto8mdIt51f4eojPnYrF5w23egMC4iIiIiInJOTr1C/uijj9KpUydee+01Bg0axIoVK/jkk0/45JNPADAMgxEjRvDKK68QHx9PbGwso0aNIioqiuuvv96ZpV+c6rZldcQg2qV9x1i3T/jF1pFI4xDNjR00sKRx3HRnWqP/cEuDbs6uVEREREREpNpzaiBv3749U6dO5emnn+all14iNjaW8ePHM3jwYEefJ554gtzcXO677z6ysrLo0qULv//+u2NBOKlak2oNJW7/r0RaDnOPMQMwsRhgmvB1cS+SbAmcvva9iIiIiIiI/C+nBnKA/v37079//7O2G4bBSy+9xEsvvVSFVcnZNPLJJYA8ACxG6fUA77LO4P+873JGWSIiIiIiIjWOU+8hl5pnkHU+NozTjhsGmBjcbJlX9UWJiIiIiIjUQArkckECC/ZjOT2PA2Ax7O0iIiIiIiJyfgrkcmECY7AYZ07kFsOAwJgqLkhERERERKRmUiCXC9NmCGCepdEsaRcREREREZHzUSCXCxMcB9e+B4YFDGvpr9e+Z28XERERERGR83L6KutSA7UZDDGXwZqvIWuXfZp6myEK4yIiIiIiIhdAgVzKJzgOer7g7CpERERERERqLE1ZFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECBXIRERERERERJ1AgFxEREREREXECN2cXUNlM0wQgOzvbyZWIXLjCwkLy8vLIzs7G3d3d2eWIlIvGsbgCjWNxBRrH4gpqyjg+kT9P5NGzcflAnpOTA0B0dLSTKxEREREREZGLSU5ODgEBAWdtN8zzRfYazmazsW/fPmrVqoVhGM4uR+SCZGdnEx0dze7du/H393d2OSLlonEsrkDjWFyBxrG4gpoyjk3TJCcnh6ioKCyWs98p7vJXyC0WC3Xr1nV2GSJ/i7+/f7X+B0ekLDSOxRVoHIsr0DgWV1ATxvG5royfoEXdRERERERERJxAgVxERERERETECRTIRaoxT09P/v3vf+Pp6ensUkTKTeNYXIHGsbgCjWNxBa42jl1+UTcRERERERGR6khXyEVEREREREScQIFcRERERERExAkUyEVEREREREScQIFcRERERERExAkUyEUq0OjRo2nfvj21atUiLCyM66+/ns2bN5fqc/z4cYYPH05wcDB+fn4MGDCA9PT0Un127dpFv3798PHxISwsjMcff5yioqJSfebNm8cll1yCp6cnDRs25Msvvzytnvfff5/69evj5eVFhw4dWLFiRYV/ZnFtY8aMwTAMRowY4TimMSw1xd69e7n99tsJDg7G29ubhIQEVq1a5Wg3TZPnn3+eyMhIvL296dmzJ1u3bi11jkOHDjF48GD8/f0JDAzk7rvv5ujRo6X6JCUlcfnll+Pl5UV0dDTjxo07rZbvv/+eJk2a4OXlRUJCAr/99lvlfGhxKcXFxYwaNYrY2Fi8vb2Ji4vj5Zdf5tQ1mTWOpbpZsGAB11xzDVFRURiGwbRp00q1V6cxW5ZaKp0pIhWmT58+5hdffGGuX7/eTExMNK+++mozJibGPHr0qKPPAw88YEZHR5uzZ882V61aZV522WVmp06dHO1FRUVmixYtzJ49e5pr1qwxf/vtNzMkJMR8+umnHX22b99u+vj4mCNHjjQ3btxovvvuu6bVajV///13R59JkyaZHh4e5ueff25u2LDBvPfee83AwEAzPT29an4YUuOtWLHCrF+/vtmyZUvzkUcecRzXGJaa4NChQ2a9evXMO+64w1y+fLm5fft2c+bMmea2bdscfcaMGWMGBASY06ZNM9euXWtee+21ZmxsrHns2DFHn6uuusps1aqVuWzZMnPhwoVmw4YNzVtvvdXRfuTIETM8PNwcPHiwuX79enPixImmt7e3+fHHHzv6LF682LRarea4cePMjRs3ms8995zp7u5urlu3rmp+GFJjvfrqq2ZwcLD566+/mqmpqeb3339v+vn5mW+//bajj8axVDe//fab+eyzz5pTpkwxAXPq1Kml2qvTmC1LLZVNgVykEmVkZJiAOX/+fNM0TTMrK8t0d3c3v//+e0efTZs2mYC5dOlS0zTt/4hZLBYzLS3N0efDDz80/f39zfz8fNM0TfOJJ54wmzdvXuq9br75ZrNPnz6O55deeqk5fPhwx/Pi4mIzKirKHD16dMV/UHE5OTk5Znx8vDlr1iyzW7dujkCuMSw1xZNPPml26dLlrO02m82MiIgw//Of/ziOZWVlmZ6enubEiRNN0zTNjRs3moC5cuVKR58ZM2aYhmGYe/fuNU3TND/44AMzKCjIMbZPvHfjxo0dzwcNGmT269ev1Pt36NDBvP/++//ehxSX169fP/Ouu+4qdezGG280Bw8ebJqmxrFUf/8byKvTmC1LLVVBU9ZFKtGRI0cAqF27NgCrV6+msLCQnj17Ovo0adKEmJgYli5dCsDSpUtJSEggPDzc0adPnz5kZ2ezYcMGR59Tz3Giz4lzFBQUsHr16lJ9LBYLPXv2dPQROZfhw4fTr1+/08aZxrDUFD///DPt2rVj4MCBhIWF0aZNGz799FNHe2pqKmlpaaXGWEBAAB06dCg1lgMDA2nXrp2jT8+ePbFYLCxfvtzRp2vXrnh4eDj69OnTh82bN3P48GFHn3ONd5Gz6dSpE7Nnz2bLli0ArF27lkWLFtG3b19A41hqnuo0ZstSS1VQIBepJDabjREjRtC5c2datGgBQFpaGh4eHgQGBpbqGx4eTlpamqPPqUHmRPuJtnP1yc7O5tixY2RmZlJcXHzGPifOIXI2kyZN4q+//mL06NGntWkMS02xfft2PvzwQ+Lj45k5cyb//Oc/efjhh/nvf/8LnByL5xpjaWlphIWFlWp3c3Ojdu3aFTLeNZblfJ566iluueUWmjRpgru7O23atGHEiBEMHjwY0DiWmqc6jdmy1FIV3KrsnUQuMsOHD2f9+vUsWrTI2aWIlNnu3bt55JFHmDVrFl5eXs4uR6TcbDYb7dq147XXXgOgTZs2rF+/no8++oihQ4c6uTqRspk8eTLffvstEyZMoHnz5iQmJjJixAiioqI0jkVchK6Qi1SCBx98kF9//ZW5c+dSt25dx/GIiAgKCgrIysoq1T89PZ2IiAhHn/9dsfrE8/P18ff3x9vbm5CQEKxW6xn7nDiHyJmsXr2ajIwMLrnkEtzc3HBzc2P+/Pm88847uLm5ER4erjEsNUJkZCTNmjUrdaxp06bs2rULODkWzzXGIiIiyMjIKNVeVFTEoUOHKmS8ayzL+Tz++OOOq+QJCQkMGTKERx991DGDSeNYaprqNGbLUktVUCAXqUCmafLggw8ydepU5syZQ2xsbKn2tm3b4u7uzuzZsx3HNm/ezK5du+jYsSMAHTt2ZN26daX+IZo1axb+/v6O/7js2LFjqXOc6HPiHB4eHrRt27ZUH5vNxuzZsx19RM6kR48erFu3jsTERMejXbt2DB482PG9xrDUBJ07dz5t28ktW7ZQr149AGJjY4mIiCg1xrKzs1m+fHmpsZyVlcXq1asdfebMmYPNZqNDhw6OPgsWLKCwsNDRZ9asWTRu3JigoCBHn3ONd5GzycvLw2Ip/Z/rVqsVm80GaBxLzVOdxmxZaqkSVbZ8nMhF4J///KcZEBBgzps3z9y/f7/jkZeX5+jzwAMPmDExMeacOXPMVatWmR07djQ7duzoaD+xZVTv3r3NxMRE8/fffzdDQ0PPuGXU448/bm7atMl8//33z7hllKenp/nll1+aGzduNO+77z4zMDCw1MrXImVx6irrpqkxLDXDihUrTDc3N/PVV181t27dan777bemj4+P+c033zj6jBkzxgwMDDR/+uknMykpybzuuuvOuPVOmzZtzOXLl5uLFi0y4+PjS229k5WVZYaHh5tDhgwx169fb06aNMn08fE5besdNzc38/XXXzc3bdpk/vvf/9Z2UVImQ4cONevUqePY9mzKlClmSEiI+cQTTzj6aBxLdZOTk2OuWbPGXLNmjQmYb775prlmzRpz586dpmlWrzFblloqmwK5SAUCzvj44osvHH2OHTtmDhs2zAwKCjJ9fHzMG264wdy/f3+p8+zYscPs27ev6e3tbYaEhJiPPfaYWVhYWKrP3LlzzdatW5seHh5mgwYNSr3HCe+++64ZExNjenh4mJdeeqm5bNmyyvjY4uL+N5BrDEtN8csvv5gtWrQwPT09zSZNmpiffPJJqXabzWaOGjXKDA8PNz09Pc0ePXqYmzdvLtXn4MGD5q233mr6+fmZ/v7+5p133mnm5OSU6rN27VqzS5cupqenp1mnTh1zzJgxp9UyefJks1GjRqaHh4fZvHlzc/r06RX/gcXlZGdnm4888ogZExNjenl5mQ0aNDCfffbZUls9aRxLdTN37twz/vfw0KFDTdOsXmO2LLVUNsM0TbPqrseLiIiIiIiICOgechERERERERGnUCAXERERERERcQIFchEREREREREnUCAXERERERERcQIFchEREREREREnUCAXERERERERcQIFchEREREREREnUCAXERERERERcQIFchEREREREREnUCAXERGpJg4cOICHhwe5ubkUFhbi6+vLrl27zvmaF154gdatW1dYDVdccQUjRoyosPOJiIjI2SmQi4iIVBNLly6lVatW+Pr68tdff1G7dm1iYmKcXZaIiIhUEgVyERGRamLJkiV07twZgEWLFjm+vxB33HEH119/Pa+//jqRkZEEBwczfPhwCgsLHX0++OAD4uPj8fLyIjw8nJtuusnx2vnz5/P2229jGAaGYbBjxw6Ki4u5++67iY2Nxdvbm8aNG/P2229f8Pvm5+fz5JNPEh0djaenJw0bNuSzzz5ztK9fv56+ffvi5+dHeHg4Q4YMITMz09H+ww8/kJCQgLe3N8HBwfTs2ZPc3NwL/hmJiIhUF27OLkBERORitmvXLlq2bAlAXl4eVquVL7/8kmPHjmEYBoGBgdx222188MEHZT7n3LlziYyMZO7cuWzbto2bb76Z1q1bc++997Jq1Soefvhhvv76azp16sShQ4dYuHAhAG+//TZbtmyhRYsWvPTSSwCEhoZis9moW7cu33//PcHBwSxZsoT77ruPyMhIBg0aVKb3BfjHP/7B0qVLeeedd2jVqhWpqamOwJ2VlUX37t255557eOuttzh27BhPPvkkgwYNYs6cOezfv59bb72VcePGccMNN5CTk8PChQsxTbNCfg8iIiLOYJj6/2QiIiJOU1RUxJ49e8jOzqZdu3asWrUKX19fWrduzfTp04mJicHPz4+QkJAzvv6FF15g2rRpJCYmAvYr1fPmzSMlJQWr1QrAoEGDsFgsTJo0iSlTpnDnnXeyZ88eatWqddr5rrjiClq3bs348ePPWfeDDz5IWloaP/zwQ5ned8uWLTRu3JhZs2bRs2fP0873yiuvsHDhQmbOnOk4tmfPHqKjo9m8eTNHjx6lbdu27Nixg3r16p335yoiIlITaMq6iIiIE7m5uVG/fn2Sk5Np3749LVu2JC0tjfDwcLp27Ur9+vXPGsbPpnnz5o5QDBAZGUlGRgYAvXr1ol69ejRo0IAhQ4bw7bffkpeXd95zvv/++7Rt25bQ0FD8/Pz45JNPTltw7lzvm5iYiNVqpVu3bmc8/9q1a5k7dy5+fn6OR5MmTQBISUmhVatW9OjRg4SEBAYOHMinn37K4cOHL+jnIiIiUt0okIuIiDhR8+bN8fPzY8iQIaxYsQI/Pz969OjBjh078PPzo3nz5hd8Tnd391LPDcPAZrMBUKtWLf766y8mTpxIZGQkzz//PK1atSIrK+us55s0aRL/+te/uPvuu/njjz9ITEzkzjvvpKCgoMzv6+3tfc6ajx49yjXXXENiYmKpx9atW+natStWq5VZs2YxY8YMmjVrxrvvvkvjxo1JTU0t649FRESk2lEgFxERcaLffvuNxMREIiIi+Oabb0hMTKRFixaMHz+exMREfvvttwp/Tzc3N3r27Mm4ceNISkpix44dzJkzBwAPDw+Ki4tL9V+8eDGdOnVi2LBhtGnThoYNG5KSknJB75mQkIDNZmP+/PlnbL/kkkvYsGED9evXp2HDhqUevr6+gD3gd+7cmRdffJE1a9bg4eHB1KlTy/ETEBERqR4UyEVERJyoXr16+Pn5kZ6eznXXXUd0dDQbNmxgwIABNGzYsMLvl/7111955513SExMZOfOnXz11VfYbDYaN24MQP369Vm+fDk7duwgMzMTm81GfHw8q1atYubMmWzZsoVRo0axcuXKC3rf+vXrM3ToUO666y6mTZtGamoq8+bNY/LkyQAMHz6cQ4cOceutt7Jy5UpSUlKYOXMmd955J8XFxSxfvpzXXnuNVatWsWvXLqZMmcKBAwdo2rRphf58REREqpICuYiIiJPNmzeP9u3b4+XlxYoVK6hbty6RkZGV8l6BgYFMmTKF7t2707RpUz766CMmTpzomBr/r3/9C6vVSrNmzQgNDWXXrl3cf//93Hjjjdx888106NCBgwcPMmzYsAt+7w8//JCbbrqJYcOG0aRJE+69917HtmVRUVEsXryY4uJievfuTUJCAiNGjCAwMBCLxYK/vz8LFizg6quvplGjRjz33HO88cYb9O3bt0J/PiIiIlVJq6yLiIiIiIiIOIGukIuIiIiIiIg4gQK5iIiIiIiIiBMokIuIiIiIiIg4gQK5iIiIiIiIiBMokIuIiIiIiIg4gQK5iIiIiIiIiBMokIuIiIiIiIg4gQK5iIiIiIiIiBMokIuIiIiIiIg4gQK5iIiIiIiIiBMokIuIiIiIiIg4wf8DrQAFO5euo5EAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(f\"Cumulative accuracy = {result_seq100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq100['wallclock']} seconds\\n\")\n", "print(f\"Cumulative accuracy = {result_par100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par100['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq100, result_par100, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "3c102052-1a19-4f30-b3d1-f0163cab6af0", "metadata": {}, "source": [ "## 2. Other variations\n", "\n", "In this section we show:\n", "* Sequential execution with mini-batches.\n", "* Parallel execution of the incremental approach." ] }, { "cell_type": "code", "execution_count": 9, "id": "6ec20c8a", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:06.973979Z", "iopub.status.busy": "2024-09-23T01:07:06.973831Z", "iopub.status.idle": "2024-09-23T01:07:22.421630Z", "shell.execute_reply": "2024-09-23T01:07:22.421092Z" } }, "outputs": [], "source": [ "mbSeq = OnlineBagging(schema=cover.get_schema(), ensemble_size=10, minibatch_size=25)\n", "incPar = OnlineBagging(\n", " schema=cover.get_schema(), ensemble_size=10, minibatch_size=1, number_of_jobs=5\n", ")\n", "result_mbSeq = prequential_evaluation(\n", " stream=cover, learner=mbSeq, window_size=window_size, max_instances=max_instances\n", ")\n", "result_incPar = prequential_evaluation(\n", " stream=cover, learner=incPar, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "result_mbSeq.learner = \"OnlineBagging(mb_seq)\"\n", "result_incPar.learner = \"OnlineBagging(inc_par)\"" ] }, { "cell_type": "markdown", "id": "be6442f6", "metadata": {}, "source": [ "* Incremental Sequential differs from Incremental Parallel because of the random sequences.\n", "* When compared among themselves, mini-batch parallel and mini-batch sequential (single-core) have the same accuracy, as their random sequences are initialised in the same way.\n", "* Incremental Parallel has the same random sequences as the mini-batch version - its improvement comes from making all of the predictions with the most up-to-date model." ] }, { "cell_type": "code", "execution_count": 10, "id": "04be33ac", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:22.423666Z", "iopub.status.busy": "2024-09-23T01:07:22.423491Z", "iopub.status.idle": "2024-09-23T01:07:22.672435Z", "shell.execute_reply": "2024-09-23T01:07:22.671927Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Incremental Sequential \n", "Cumulative accuracy = 84.59299999999999\n", "wallclock = 8.546567440032959 seconds\n", "\n", "Mini-batch Parallel\n", "Cumulative accuracy = 83.722\n", "wallclock = 6.080326557159424 seconds\n", "\n", "Mini-batch Sequential\n", "Cumulative accuracy = 83.722\n", "wallclock = 8.373425006866455 seconds\n", "\n", "Incremental Parallel \n", "Cumulative accuracy = 84.391\n", "wallclock = 9.659797430038452 seconds\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(\"Incremental Sequential \")\n", "print(f\"Cumulative accuracy = {result_seq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq['wallclock']} seconds\\n\")\n", "print(\"Mini-batch Parallel\")\n", "print(f\"Cumulative accuracy = {result_par['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par['wallclock']} seconds\\n\")\n", "print(\"Mini-batch Sequential\")\n", "print(f\"Cumulative accuracy = {result_mbSeq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_mbSeq['wallclock']} seconds\\n\")\n", "print(\"Incremental Parallel \")\n", "print(f\"Cumulative accuracy = {result_incPar['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_incPar['wallclock']} seconds\\n\")\n", "plot_windowed_results(\n", " result_seq, result_par, result_mbSeq, result_incPar, metric=\"accuracy\"\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "55d070de-8697-4f98-a11b-eab4e3d5c281", "metadata": {}, "source": [ "## 3. More ensembles\n", "\n", "There are more mini-batch ensembles with parallelism implemented such as:\n", "\n", "* AdaptiveRandomForest\n", "* LeveragingBagging\n", "* OzaBagAdwin" ] }, { "cell_type": "code", "execution_count": 11, "id": "0795a8a8", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:07:22.674167Z", "iopub.status.busy": "2024-09-23T01:07:22.674022Z", "iopub.status.idle": "2024-09-23T01:09:38.594758Z", "shell.execute_reply": "2024-09-23T01:09:38.594142Z" } }, "outputs": [], "source": [ "from capymoa.classifier import (\n", " OnlineAdwinBagging,\n", " LeveragingBagging,\n", " AdaptiveRandomForestClassifier,\n", ")\n", "\n", "ob_adwin = OnlineAdwinBagging(schema=cover.get_schema(), ensemble_size=30)\n", "lb = LeveragingBagging(schema=cover.get_schema(), ensemble_size=30)\n", "arf = AdaptiveRandomForestClassifier(schema=cover.get_schema(), ensemble_size=30)\n", "\n", "results_ob_adwin = prequential_evaluation(\n", " stream=cover, learner=ob_adwin, window_size=window_size, max_instances=max_instances\n", ")\n", "results_lb = prequential_evaluation(\n", " stream=cover, learner=lb, window_size=window_size, max_instances=max_instances\n", ")\n", "results_arf = prequential_evaluation(\n", " stream=cover, learner=arf, window_size=window_size, max_instances=max_instances\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "eb64cf4d", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:09:38.597212Z", "iopub.status.busy": "2024-09-23T01:09:38.596977Z", "iopub.status.idle": "2024-09-23T01:09:38.836618Z", "shell.execute_reply": "2024-09-23T01:09:38.836117Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy OnlineBagging with ADWIN: 87.63300000000001\n", "Accuracy Leveraging OnlineBagging: 92.55499999999999\n", "Accuracy AdaptiveRandomForest: 93.826\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"Accuracy {results_ob_adwin['learner']}: {results_ob_adwin['cumulative'].accuracy()}\"\n", ")\n", "print(f\"Accuracy {results_lb['learner']}: {results_lb['cumulative'].accuracy()}\")\n", "print(f\"Accuracy {results_arf['learner']}: {results_arf['cumulative'].accuracy()}\")\n", "\n", "plot_windowed_results(results_ob_adwin, results_lb, results_arf, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "3cd51294", "metadata": {}, "source": [ "## 4. Mini-batch size impact\n", "\n", "* The greater the mini-batch size, the greater the impact on performance (both good and bad).\n", "* Although this behavior can fluctuate during the stream, at the end it is expected that larger mini-batches have a slightly smaller runtime and slightly worse accuracy.\n", "\t* It becomes slightly faster due to the reuse of data structures in the higher memory hierarchy.\n", "\t* Predictions are slightly worse due to the larger number of instances predicted with the \"outdated\" model.\n", "\t\t* Especially in the case of concept drifts, which suffer from the delay in detection and reset of the classifier.\n", "\t" ] }, { "cell_type": "code", "execution_count": 13, "id": "05500e74", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:09:38.838381Z", "iopub.status.busy": "2024-09-23T01:09:38.838195Z", "iopub.status.idle": "2024-09-23T01:10:13.363611Z", "shell.execute_reply": "2024-09-23T01:10:13.363007Z" } }, "outputs": [], "source": [ "ob_adwin_mb50 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=50, number_of_jobs=5\n", ")\n", "ob_adwin_mb100 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=100, number_of_jobs=5\n", ")\n", "ob_adwin_mb500 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=500, number_of_jobs=5\n", ")\n", "\n", "results_ob_adwin_mb50 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb50,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "results_ob_adwin_mb100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb100,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "results_ob_adwin_mb500 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb500,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "results_ob_adwin_mb50.learner = \"Mini-batch size 50\"\n", "results_ob_adwin_mb100.learner = \"Mini-batch size 100\"\n", "results_ob_adwin_mb500.learner = \"Mini-batch size 500\"" ] }, { "cell_type": "code", "execution_count": 14, "id": "ae4f018b", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T01:10:13.365549Z", "iopub.status.busy": "2024-09-23T01:10:13.365392Z", "iopub.status.idle": "2024-09-23T01:10:13.603388Z", "shell.execute_reply": "2024-09-23T01:10:13.602865Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy None: 85.038\n", "wallclock = 15.45273756980896 seconds\n", "\n", "Accuracy None: 85.954\n", "wallclock = 13.486253023147583 seconds\n", "\n", "Accuracy None: 84.97200000000001\n", "wallclock = 12.69246792793274 seconds\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"Accuracy {results_ob_adwin_mb50['experiment_id']}: {results_ob_adwin_mb50['cumulative'].accuracy()}\"\n", ")\n", "print(f\"wallclock = {results_ob_adwin_mb50['wallclock']} seconds\\n\")\n", "print(\n", " f\"Accuracy {results_ob_adwin_mb100['experiment_id']}: {results_ob_adwin_mb100['cumulative'].accuracy()}\"\n", ")\n", "print(f\"wallclock = {results_ob_adwin_mb100['wallclock']} seconds\\n\")\n", "print(\n", " f\"Accuracy {results_ob_adwin_mb500['experiment_id']}: {results_ob_adwin_mb500['cumulative'].accuracy()}\"\n", ")\n", "print(f\"wallclock = {results_ob_adwin_mb500['wallclock']} seconds\\n\")\n", "\n", "plot_windowed_results(\n", " results_ob_adwin_mb50,\n", " results_ob_adwin_mb100,\n", " results_ob_adwin_mb500,\n", " metric=\"accuracy\",\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }