{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Anomaly Detection Darts Module" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This notebook showcases some of the functionalities of Darts' Anomaly Detection Module. We'll look at Anomaly Scorers, Detectors, Aggregators and Anomaly Models.\n", "\n", "- `Scorers`: compute anomaly scores time series, either only on the target series or between the target series and a forecasted/predicted series. They are the core of the anomaly detection module.\n", " \n", "- `Detectors`: transform time series (such as anomaly scores) into binary anomaly time series. The presence of an anomaly is flagged with `1`, and `0` otherwise.\n", " \n", "- `Aggregators`: reduce a multivariate binary time series (e.g., where each component represents the anomaly score of a different series component/model) into a univariate binary time series. \n", "\n", "- `Anomaly Models`: offer a convenient way to produce anomaly scores from any of Darts' global forecasting models or filtering models by comparing the models’ predictions with actual observations. Each Anomaly Model takes one forecasting/filtering model and one or multiple scorers. The model produces some predictions, which are fed together with the actual series to the scorer(s). It will return anomaly scores for each scorer. \n", "\n", "The figure below illustrates the different input/output for each tool:\n", "\n", " \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The notebook is devided into two sections:\n", "\n", "- How to use `ForecastingAnomalyModel` to find anomalies in the number of taxi passengers in New York. \n", "- How to use an `AnomalyScorer` and the importance of its windowing capabilities on two toy datasets. \n", "\n", "First, some necessary imports:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# fix python path if working locally\n", "from utils import fix_pythonpath_if_working_locally\n", "\n", "fix_pythonpath_if_working_locally()\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/dennisbader/miniconda3/envs/darts310_test/lib/python3.10/site-packages/statsforecast/utils.py:237: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n", " \"ds\": pd.date_range(start=\"1949-01-01\", periods=len(AirPassengers), freq=\"M\"),\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from darts import TimeSeries\n", "from darts.ad import (\n", " ForecastingAnomalyModel,\n", " KMeansScorer,\n", " NormScorer,\n", " WassersteinScorer,\n", ")\n", "from darts.ad.utils import (\n", " eval_metric_from_scores,\n", " show_anomalies_from_scores,\n", ")\n", "from darts.dataprocessing.transformers import Scaler\n", "from darts.datasets import TaxiNewYorkDataset\n", "from darts.metrics import mae, rmse\n", "from darts.models import SKLearnModel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Anomaly Model: Taxi passengers in NY" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and visualize the data \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Information on the data:\n", "- Univariate Time Series (represents the number of taxi passengers in New York)\n", "- During a period of 8 months (2014-07 to 2015-01)\n", "- Frequency of 30 minutes " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, anomalies are subjective. It can be defined as periods where the demand for taxis is abnormal (different than what should be expected). Based on this definition, the following five dates can be considered anomalies:\n", "\n", "- NYC Marathon - 2014-11-02\n", "- Thanksgiving - 2014-11-27\n", "- Christmas - 2014-12-24/25\n", "- New Years - 2015-01-01\n", "- Snow Blizzard - 2015-01-26/27" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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pxstxHCeUk0JnzZqFm266CQ888ABOOOEEtG3bFvfffz8WL17sum/Hjh34/vvvkZ2djTVr1iTs2R4U/g42cjz//PO44YYbMH/+fLzyyiv461//infeeQfHH388xo8fj9/+9reYM2cO5s2bh7vuugsvv/wyfvWrXyEajeKqq65y7RMWjUaxefPmmGENUJcD/s1V+S2XraDfvE+fPvj+++/xzjvv4N1338U111yD+++/HwsXLkyQKSzIaEYQBEEQBEEQBEEQPmnTJpjHVyaZPHkyjjrqqJgnD6dr167Ytm2by+AhbtqeLJ999hmGDRsGgO25tWTJElx33XUAgGOOOQavvvoqDjnkkKQ8htq1a4eePXvio48+iqUFsE3pZU8nL3JyctDQ0OAK+/DDD/Gzn/0M11xzTSxs3bp1Cc9efvnlGDx4MK688kr88Y9/xM9//nMMHDjQV/qm/LKV4+ijj8bRRx+NP//5zzjhhBPwz3/+E8cffzwAYMCAARgwYABuuukmXHTRRXj++efxq1/9CscccwxWrFiB/v37x+KJRqNo3bq19YGMP/rRjzBz5kzU1NSgTZs2AOA6aABI7pvn5eXh7LPPxtlnn41rr70WP/rRj7B8+XIcc8wxvuKxhQ4CIAiCIAiCIAiCIIgWwBFHHIGLL74Yjz76qCv85JNPxs6dO3Hfffdh3bp1ePzxxzFv3rzQ0n388cfx+uuvY9WqVbj22muxe/duXH755QCAa6+9Frt27cJFF12Ezz//HOvXr8fbb7+Nyy+/PMFw5cVtt92GKVOm4JVXXsH333+PMWPG4JtvvsGNN97oK55DDjkEixcvxg8//IDS0lJEo1H0798fX375Jd566y2sXr0aY8eOxRdffJHwnp9++in+8Y9/4Le//S3OPfdcXHzxxaitrfWVvim/vOTYsGED/vznP+PTTz9FcXEx3n77baxevRo//vGPUVVVheuuuw4LFixAcXExPv74Y3zxxRf48Y9/DAC444478Omnn+Laa6/FN998gzVr1uDNN99UnjKq47e//S2i0ShGjRqF7777Dm+99RamTp0KIO4tF/Sbz5gxA9OnT8e3336L9evX48UXX0ReXh6KUmi9JqMZQRAEQRAEQVhAyzMJgmgO3HPPPQnL5X784x/jiSeewOOPP44hQ4bg888/V54sGZTJkydjypQpGDJkCD788EO88cYbsb2+evbsiY8//hgNDQ0444wzMHjwYNx4441o3769a/80G2644QbccsstuOWWW3DEEUdg/vz5ePPNN3HYYYf5iufWW29FdnY2Bg4ciK5du2Ljxo24+uqr8etf/xoXXHABjjvuOJSVlbm8vVatWoXbbrsNTzzxBPr06QOAGb/27NmDsWPH+krflF9ecuTn52PVqlX4zW9+gwEDBmDUqFG47rrrcNVVVyE7OxtlZWW45JJLMGDAAJx//vk488wzMWHCBABsr7KFCxdizZo1OOmkk3D00UfjrrvuQteuXa1lb9euHWbPno1vvvkGRx11FP7yl79g3LhxABDb5yzoN+/QoQOmTZuGoUOH4sgjj8R7772H2bNno3Pnzr7y1w8RR64tRKMmGo2iuLgYRUVFvhsQgrCByhiRSqh8EWFC5YlIJarydd11QE0NMG1ahoUjmhzUXhGphMpX8+GHH35A37598fXXXyccMJApwihfM2fOxGWXXYa9e/ciLy8vZAlTC+1pRhAEQRAEQRAEQRAEQYTCP/7xD/Tr1w+9evXC0qVLcccdd+D8889vcgYzgIxmBEEQBEEQBEEQBEEQREhs27YN48aNw7Zt29CjRw+cd955uPfeezMtViDIaEYQBEEQBEEQFtCeZgRBEEQqOeSQQxL2m2uK3H777bj99tszLUYo0IJngiAIgiAIgrCAjGYEQRAE0bIgoxlBEARBEARBEARBEARBSJDRjCAIgiAIgiAIgiAIgiAkyGhGEARBEARBEARBEARBEBJkNCMIgiAIgiAIC2hPM4IgCIJoWZDRjCAIgiAIgiAIgiAIgiAkyGhGEARBEARBEARBEAQAYPz48TjqqKMyLUaL59JLL8Uvf/nL2P9PPvlkjB49OmPytFTIaEYQBEEQBEEQBEEQzZDx48cjEom4/nXv3j3TYhEBeO2113DPPfdkWowWR6tMC0AQBEEQBEEQTQHa04wgiKbIoEGD8O6778b+n52dnUFpiKB06tQp0yK0SMjTjCAIgiAIgiAsIKMZQRBNkVatWqF79+6xf127dvX1/IYNG9C/f3/86U9/QjQaxYwZM9ChQwe89dZb+PGPf4zCwkKMGDECW7dujT0TjUZx9913o3fv3mjTpg2OOuoozJ8/P3b9N7/5Da6//vrY/0ePHo1IJIIVK1YAAOrr69G2bVu89dZbANjSxBtuuAG33347OnXqhO7du2P8+PFGub/44gucfvrp6NKlC9q3b4/hw4fjq6++ct0TiUTw7LPP4le/+hXy8/Nx2GGH4c0333Tds3DhQvz0pz9FmzZt0KNHD4wZMwb19fWx6yeffDKuv/56jB49Gh07dkS3bt3wzDPPoKKiApdddhnatm2LQw89FPPmzYs909DQgD/+8Y/o27cv8vLycPjhh+Phhx82vo+8PLO2tha33347evXqhYKCAhx33HFYsGBB7HpxcTHOOussdOzYEQUFBRg0aBDmzp1rTINIhIxmBEEQBEEQBEEQBNFMWbNmDXr27Im+ffviwgsvxPr1662f/fbbbzF06FCcd955ePLJJ5GVxUwIlZWVmDp1Kl588UUsWrQIGzduxK233hp77uGHH8YDDzyAqVOnYtmyZTjjjDNw9tlnY82aNQCYAUg08CxcuBBdunTBwoULATCDV3V1NYYOHRq754UXXkBBQQEWL16M++67D3fffTfeeecdrez79+/HH/7wB3z44Yf47LPPcNhhh2HkyJHYv3+/674JEybg/PPPx7JlyzBy5EhcfPHF2LVrFwBg8+bNGDlyJP7nf/4HS5cuxZNPPonp06dj4sSJrjheeOEFdOnSBZ9//jmuv/56/OlPf8J5552Hn/3sZ/jqq69wxhln4Pe//z0qKysBMKNi7969MWvWLKxcuRLjxo3DnXfeiVmzZll/m8suuwwff/wxXn75ZSxbtgznnXceRowYEcvja6+9FjU1NVi0aBGWL1+OKVOmoLCw0Dp+gkHLMwmCIAiCIAiCIAjCL5WVwKpV6U/3Rz8C8vOtbj3uuOPwj3/8AwMGDMD27dsxceJE/OxnP8OKFSvQuXNn47Offvop/t//+3/485//7DKIAUBdXR2eeuopHHrooQCA6667DnfffXfs+tSpU3HHHXfgwgsvBABMmTIFH3zwAR566CE8/vjjOPnkk3HjjTeitLQU2dnZWLFiBe666y4sWLAA11xzDRYsWIBjjz3WZeQ58sgjcddddwEADjvsMDz22GN47733cPrppyvlP/XUU13/f/rpp9GxY0csXLgQ/+///b9Y+KWXXoqLLroIADBp0iQ8+uij+PzzzzFixAg88cQT6NOnDx577DFEIhH86Ec/wpYtW3DHHXdg3LhxMSPikCFD8Ne//hUA8Oc//xmTJ09Gly5dcOWVVwIAxo0bhyeffBLLli3D8ccfj9atW2PChAkxGfr27YtPPvkEs2bNwvnnn2/8LgCwbt06vPTSSygpKUHPnj0BALfeeivmz5+P559/HpMmTcLGjRvxm9/8BkcccQQAoF+/fp7xEomQ0YwgCIIgCIIgLKDlmQRBuFi1Cjj22PSnu2QJcMwxVreeeeaZsb+POOIInHDCCTj00EPxwgsv4Oabb9Y+t3HjRpx22mmYOHEibrrppoTr+fn5MYMZAPTo0QM7duwAAOzbtw9btmxxeYkBwNChQ7F06VIAwODBg9G5c2csXLgQrVu3xpAhQ3D22WfjkUceAQAsWLAAw4cPdz1/5JFHuv4vpqlix44dGDduHN5//31s374dDQ0NqKysxMaNG7XxFhQUoG3btrF4v/vuO5xwwgmICB3A0KFDUV5ejpKSEhx88MEJcWRnZ6Nz584xYxUAdOvWLSYT56mnnsKzzz6L4uJiVFVVoba21vrU0q+++gqO42DAgAGu8Jqampgx9IYbbsCf/vQnvP322zjttNPwm9/8JiEPCW/IaEYQBEEQBEEQBEEQfvnRj5gBKxPpBqSgoABHHHFEbAmfjq5du6Jnz554+eWX8cc//hHt2rVzXW/durXr/5FIBI7jJISJOI4TC4tEIhg2bBgWLFiAnJwcnHzyyRg8eDAaGhqwfPlyfPLJJ679u3RpRqNR7Ttceuml2LlzJx566CEUFRWhTZs2OOGEE1BbW2sdryiz+B7y+6niEMP4vTzeWbNm4aabbsIDDzyAE044AW3btsX999+PxYsXa99HJBqNIjs7G0uWLEk42IF7511xxRU444wzMGfOHLz99tv429/+hgceeMC1lxzhDRnNCIIgCIIgCIIgCMIv+fnWHl+NhZqaGnz33Xc46aSTjPfl5eXhv//9L0aOHIkzzjgDb7/9Ntq2bWuVRrt27dCzZ0989NFHGDZsWCz8k08+wU9/+tPY/08++WQ888wzyMnJwd13341IJIKTTjoJU6dORVVVVYKnml8+/PBDPPHEExg5ciQAYNOmTSgtLfUVx8CBA/Hqq6+6jGeffPIJ2rZti169eiUl289+9jNcc801sbB169ZZP3/00UejoaEBO3bsMH7LPn364Oqrr8bVV1+NP//5z5g2bRoZzXxCBwEQBEEQBEEQBEEQRDPk1ltvxcKFC7FhwwYsXrwY5557Lvbt24c//OEPns8WFBRgzpw5aNWqFc4880yUl5dbp3vbbbdhypQpeOWVV/D9999jzJgx+Oabb3DjjTfG7jn55JOxYsUKLF++PGb4OfnkkzFz5kwcc8wxCd5tfunfvz9efPFFfPfdd1i8eDEuvvhi5OXl+YrjmmuuwaZNm3D99ddj1apVeOONN3DXXXfh5ptvju1nFlS2L7/8Em+99RZWr16NsWPH4osvvrB+fsCAAbj44otxySWX4LXXXsOGDRvwxRdfYMqUKbETMkePHo233noLGzZswFdffYX3338fP/7xjwPL3FIhoxlBEARBEARBWEB7mhEE0dQoKSnBRRddhMMPPxy//vWvkZOTg88++wxFRUVWzxcWFmLevHlwHAcjR45ERUWF1XM33HADbrnlFtxyyy044ogjMH/+fLz55ps47LDDYvcMHjwYXbp0wZAhQ2IGsuHDh6OhoSFhP7MgPPfcc9i9ezeOPvpo/P73v8cNN9yAgw46yFccvXr1wty5c/H5559jyJAhuPrqq/HHP/4xtul/UK6++mr8+te/xgUXXIDjjjsOZWVlLq8zG55//nlccskluOWWW3D44Yfj7LPPxuLFi9GnTx8AQENDA6699lr8+Mc/xogRI3D44YfjiSeeSErulkjEkRceE42aaDSK4uJiFBUVJWXZJggdVMaIVELliwgTKk9EKlGVr1tvBfbuBaZNy7BwRJOD2isilVD5IlJJSy9fLe+NCYIgCIIgCIIgCIIgCMIDMpoRBEEQBEEQBEEQBEEQhAQZzQiCIAiCIAiCIAiCIAhCgoxmBEEQBEEQBGEBHQRAEARBEC0LMpoRBEEQBEEQBEEQBEEQhAQZzQiCIAiCIAjCB3T2PEEQBEG0DHwbze69916cccYZGD58OC644AJ8+OGHAIDZs2fjuOOOw0knnRT7t23btthzK1aswEUXXYShQ4di1KhR2Lp1a+xadXU1xo4di2HDhuEXv/gF5s+f70pz9uzZGDlyJIYPH44JEyagrq4u6PsSBEEQBEEQRFKQ0YwgCIIgWga+jWYXX3wxZs+ejYULF2LcuHEYO3Ys9u3bBwD46U9/ig8//DD2r3v37gCA2tpa3H777bjwwgvx/vvvY/DgwRg3blwszqeffhp79+7F3LlzMWnSJEyePBnFxcUAgLVr1+LBBx/E1KlTMWfOHGzZsgXTp08P490JgiAIgiAIwhra04wgCIIgWha+jWaHHHIIcnJyAACRSAS1tbUoLS01PrNkyRLk5eXhnHPOQZs2bXDllVdi5cqVMW+zuXPnYtSoUSgsLMSQIUMwbNgwvP322wCA+fPn4/TTT8fAgQNRWFiIK664AvPmzfMrNkEQBEEQBEEkBRnNCIIgCKJl0SrIQ5MnT8bs2bNRU1OD4cOHo1+/flixYgWWLl2Kn//85+jUqRMuuOACnHvuuQCA9evXo3///rHn8/Ly0Lt3b6xfvx4FBQUoKytzXR8wYABWrFgRe/aEE06IXTvssMOwefNmVFdXIzc3N0G22tpa1NbWul+yVauYoa+pE41GXb8EETZUxohUQuWLCBMqT0QqUZUvx4kAiFCZI3xD7RWRSqh8EamkuZavrCw7H7JARrMxY8bgtttuw5dffom1a9cCAI455hi8/PLL6N69O1auXIlbb70VnTt3ximnnIKqqioUFBS44igoKEBVVRUqKyuRnZ3tMoAVFBSgsrISABKeLSwsjIWrjGbPP/88pk2b5go777zzcP755wd51UbLpk2bMi0C0cyhMkakEipfRJhQeSJSiVi+6uv7AGiF4uJiWOraBOGC2isilVD5IlJJcytfffv2tbovkNEMALKzs3HcccfhpZdeQr9+/VzeYIMHD8aFF16IDz74AKeccgry8vJQUVHher6iogJ5eXnIz89HQ0ODy3OsoqIC+fn5AJDwbHl5eSxcxWWXXYaLL77Y/ZLNzNNs06ZN6NOnj7VllCD8QGWMSCVUvogwofJEpBJV+WrViq3PPPjgImRnZ1I6oqlB7RWRSqh8EamkpZevwEYzTjQaRUlJSUJ4RNj0oV+/fnj99ddj/6+qqkJJSQn69euHdu3aoXPnzli7di0GDx4MAFi9ejX69esXe5Z7swHAmjVr0KtXL6WXGQDk5OQ0GwOZiaysrBZZYIn0QWWMSCVUvogwofJEpBKxfHH1loVlUCiiyULtFZFKqHwRqaSlli9fb1xZWYl58+ahsrIS9fX1eO+997BkyRIcffTR+OSTT7B7924AwKpVq/DKK6/gpJNOAgAce+yxqKqqwuzZs1FbW4vp06dj4MCB6NGjBwBg5MiRePbZZ1FRUYHly5dj0aJFOP300wEAI0aMwLvvvotVq1ahvLwczz33HM4888ww84AgCIIgCIIgCIIgCIIgXPjyNItEInjjjTcwZcoUOI6DPn36YOLEiejfvz9mz56Nu+66C9XV1ejatSsuueSSmOErJycH9913H+655x5MnjwZAwcOxN133x2L96qrrsLEiRMxYsQItGvXDmPGjMEhhxwCAOjfvz9Gjx6Nm266CRUVFTj11FNx+eWXh5cDBEEQBEEQBEEQBEEQBCERcRzHybQQhD3RaBTFxcUoKipqka6RROqhMkakEipfRJhQeSJSiap83XEHsGsX8OSTQKukNzkhWhLUXhGphMoXkUpaevlqeW9MEARBEARBEARBEARBEB6Q0YwgCIIgCIIgCIIgCIIgJMhoRhAEQRAEQRAEQRAEQRASZDQjCIIgCIIgCIIgCIIgCAkymhEEQRAEQRAEQRAEQRCEBBnNCIIgCIIgCIIgCIIgCEKCjGYEQRAEQRAEQRAEQRAEIUFGM4IgCIIgCILwgeNkWgKCIAiCINIBGc0IgiAIgiAIgiAIgiAIQoKMZgRBEARBEARBEARBEAQhQUYzgiAIgiAIgiAIgiAIgpAgoxlBEARBEARBEARBEARBSJDRjCAIgiAIgiAIgiAIgiAkyGhGEARBEARBEARBEARBEBJkNCMIgiAIgiAIgiAIgiAICTKaEQRBEARBEIQPHCfTEhAEQRAEkQ7IaEYQBEEQBEEQBEEQBEEQEmQ0IwiCIAiCIAiCIAiCIAgJMpoRBEEQBEEQhA9oeSZBEARBtAzIaEYQBEEQBEEQBEEQBEEQEmQ0IwiCIAiCIAgLIpFMS0AQBEEQRDohoxlBEARBEARBEARBEARBSJDRjCAIgiAIgiAsoL3MCIIgCKJlQUYzgiAIgiAIgiAIgiAIgpAgoxlBEARBEARBWEB7mhEEQRBEy4KMZgRBEARBEARBEARBEAQhQUYzgiAIgiAIgvAB7W1GEARBEC0DMpoRBEEQBEEQBEEQBEEQhAQZzQiCIAiCIAiCIAiCIAhCgoxmBEEQBEEQBEEQBEEQBCFBRjOCIAiCIAiCIAiCIAiCkCCjGUEQBEEQBEEQBEEQBEFIkNGMIAiCIAiCIAiCIAiCICTIaEYQBEEQBEEQBEEQBEEQEmQ0IwiCIJo1dXXArFlATU2mJSEIorngOJmWgCAIgiCIdODbaHbvvffijDPOwPDhw3HBBRfgww8/jF2bMWMGTjvtNJx66ql4+OGH4QgaxYoVK3DRRRdh6NChGDVqFLZu3Rq7Vl1djbFjx2LYsGH4xS9+gfnz57vSnD17NkaOHInhw4djwoQJqKurC/KuBEEQRAtkyRLgnXeAjz/OtCQEQRAEQRDhs3s3UFLSJtNiEESzxLfR7OKLL8bs2bOxcOFCjBs3DmPHjsW+ffvw0Ucf4d///jdmzJiBWbNm4aOPPsKbb74JAKitrcXtt9+OCy+8EO+//z4GDx6McePGxeJ8+umnsXfvXsydOxeTJk3C5MmTUVxcDABYu3YtHnzwQUydOhVz5szBli1bMH369JBenyAIgiAIgiAIgiCaLpMmRfCPf/TMtBgE0Sxp5feBQw45JPZ3JBJBbW0tSktLMXfuXJx77rno3bs3AOB3v/sd5s2bh3POOQdLlixBXl4ezjnnHADAlVdeidNOOw1bt25Fjx49MHfuXDzwwAMoLCzEkCFDMGzYMLz99tu48sorMX/+fJx++ukYOHAgAOCKK67AxIkTcfXVVyvlq62tRW1trfslW7VCTk6O31dtlESjUdevLXV1QG0tUFCQCqmI5kTQMkYQNmSifLGksuA4UVCxbl5Qe0WkEnX5igCIIBql9oTwB7VXRCrZt4/5wlD5IlJBc22/srLsfMh8G80AYPLkyZg9ezZqamowfPhw9OvXDxs2bMDIkSNj9wwYMACPP/44AGD9+vXo379/7FpeXh569+6N9evXo6CgAGVlZa7rAwYMwIoVK2LPnnDCCbFrhx12GDZv3ozq6mrk5uYmyPb8889j2rRprrDzzjsP559/fpBXbbRs2rTJ1/3/93/dsXFjHu68c0OKJCKaG37LGEH4IZ3lq6ysAMBBKCvbjeLifWlLl0gf1F4RqUQsX/X1vQG0xsaNG5GbSxubEf6h9opIDX0BUPkiUktzK199+/a1ui+Q0WzMmDG47bbb8OWXX2Lt2rUAgMrKShQWFsbuKSgoQGVlJQCgqqoKBZKLU0FBAaqqqlBZWYns7GyXAcz0LE+jqqpKaTS77LLLcPHFF7tfspl5mm3atAl9+vSxtowCwMaN7N6ioqJUiUY0E4KWMYKwIRPla9s29tupU0cUFXVMS5pEeqD2ikglqvLVqlUEAHDwwQcjLy+T0hFNDWqviHRA5YtIBS29/QpkNAOA7OxsHHfccXjppZfQr18/5Ofno7y8PHa9oqIC+fn5AJhnWUVFhev5iooK5OXlIT8/Hw0NDS7PMdOzPI08jaaSk5PTbAxkJrKysgIV2JZYyIlgBC1jBGFDOssXTyYSyQIV6eYJtVdEKlGVL2pPiKBQe0WkEipfRCppqeUr6TeORqMoKSlB3759Y15nALB69Wr069cPANCvXz/XtaqqKpSUlKBfv35o164dOnfubP3smjVr0KtXL6WXGUEQBEEQBEEQBEEQBEGEgS+jWWVlJebNm4fKykrU19fjvffew5IlS3D00Udj5MiRePXVV7F582aUlpZi5syZOPPMMwEAxx57LKqqqjB79mzU1tZi+vTpGDhwIHr06AEAGDlyJJ599llUVFRg+fLlWLRoEU4//XQAwIgRI/Duu+9i1apVKC8vx3PPPReLlyAIgiBscWj7IYIgCIIgCIIgfOBreWYkEsEbb7yBKVOmwHEc9OnTBxMnTkT//v3Rv39/rFmzBpdccgmi0Sh++ctf4uyzzwbAlkzed999uOeeezB58mQMHDgQd999dyzeq666ChMnTsSIESPQrl07jBkzJnZKZ//+/TF69GjcdNNNqKiowKmnnorLL788vBwgCIIgmjWRSKYlIAiCIAiCIAiiKeLLaJaXl4ennnpKe/2yyy7DZZddprw2aNAgvPzyy8prubm5mDhxojbes846C2eddZYfUQmCIAiCIAiCIAiCIAgiMC1vFzeCIAiiRUGeZgRBhA0t9yYIgiCIlgEZzQiCIIgWAQ1yCYIgCIIgCILwAxnNCIIgCIIgCIIgCIIgCEKCjGYEQRBEi4A8zQiCSBZa7k0QBEG0JHbvBv7735atR/s6CIAgCIIgmho0yCUIgiAIgiAI//zjH8C332ZhwICWq1CTpxlBEARBEASRwN//DlxzTaalIAiCIAgiU3APs5bsaUZGM4IgCKJZQ55mBBGM774D6uoyLQVB2LF6NfDBB5mWgiCIoLRko0xjJq5Ht1yFmpZnEgRBEC0CUsYIgkiGCROA0tJMS0HouP9+9nvKKZmVgyCIYNx9N9PVxo/PtCSEipasR5PRjCAIgiAIgiA8KCmJ/92SBw8EQTQ+IhEHjtO0PYHENpZoPHBPs5bc79HyTIIgCIIgMsZ33wE7d2ZaCoIggvLNN8C+fZmWgiAIgkgWxwG++gqIRhOvqcJaCmQ0IwiCIJo1tKdZ4+bvfwfuuSfTUhBE02LPHmZwbgw8/jjw1FOZloIgWjZNXdd5881MS0AAwLffAk8+CXz+eeK1pu7JmAy0PJMgCIJoEbRkt/LGTlVVpiUgiKZDdTVw223s72nTMisLZ//+TEtAEERTZvbsTEtAAEBlJfutqIiH0fJM8jQjCIIgCIIgCF+kc/BQWQls3hz//xtvxP9uyctlCIJg7NwJRKMt1wuICA+VgYyHteQyRkYzgiAIokXQUmfIdu0C5s/PtBQEEZyqKuZRVV2daUkyw9//7j5Nrq4u/nemjWY8/aa+NKy5UlFBnrwtgVmzMi2BP3btAhYtyrQUjLffZvIQ3rRUPRogo1mT55NPgHHjMi0FQRBE46UxDeZ27gS2bUtvmnfdBbz6KlBbm950CSIsvviC7a+yZEmmJckMxcXu/4ttWqYHMZkymq1fDyxenN40myKjR8eX8hLNl+zsTEvgjyeeAF58MdNSsPbrX/9qPMvcGwOmtjzT/U0moT3NmjivvBJfe0wQBEE0bu68k/2mU0Hj3jkNDelLk2j6bNiQaQkIHeKgJtOeZnwQlW6j2d/+xn6POy696TZFamoyLQGRarIEN5imYNhoLHsg8vaT9CPCC/I0a+Jk0RckCIKI8fnnzJtLJFOeZjNmsBOIMomoPNfXZ04OoukxaVLm0pYHfU1hEJhOGtMAOdNGO87ChZmWgCAyR2NqE2wQl5hnksbSfjV2eJnat6/l+luRyaWJ05iWHREEQWSaadOA++5TX0u3Ivnxx8BXX6U3TRlRISSjGdEU2LULGDWKHXvPycQgsLISuOaaCLZvz0l/4gJe757OQV9ZmftENQD4y1/Yb6b10X/9K7PpE0QmISeKYJDRTI8qb/75zx7pF6SRQFWsidPU1rCngxkzgCuvzLQUBEFkisbg9t9YlsOQp1kiO3awPkLeJ6qxUFcHPPMMUFqaujSWLHGfxqgiU0aQ995jv6tXs99olO3Jl26ZNm8GGhoi+PbbwvQlqmDTpsSwTO1pNmYM2yNL9BLZuzdRJoIg0ovYDjQFTzNOpmXVGc327EmrGI0KboDN9LdpbJDRrIlDMwuJfPxxpiUgCCKT6PamSKcC8H//l760TDR2T7NMKGXcWPb99+lP24ayMrbx/Ztvpib+hgbgqafcpzE2Jt5+m/22bs1+16/PzKmZ8bLZeEYOXKZML8VqrAbnlkxNDbBgAe1zTDQNYwc3smdaVpW+uHYtOzzju+/SL09jgH8bUX/M9HdqDJDJpYnDFSexYNfVNb2K3tAALF/u/7lnniGvMoIgEtm3L/53Jjwgtm5NDPvoo/TLQUazRBqTR4zjAP/9r3tWW6Wwhgn35JLlkAcPmVaSudEsU98rPqhTC5Cu/GklbCGj2nQ/E99p1qzEsEzXq0yX10zz6KPAzJnA7NmZlqTxsHIlM37IS4qbI+RpFl76O3aw3+3b0ytLRUXjKKvctvDaa5mVo7FBRrMmjspoNmsW8Pe/N63ZpvnzgUceAbZs8ffcF1+kRh6CIJo2ixbF/86EUqZaOv/CC+mXo7Evz8zEfiKZmuHes4cZyMR0y8uBN95gg10OP7UyVXmjUso/+QS4+momXyYR84YbizLlUc9lyfSpaqLRTCVLJtq3XbvSnyZhZs0a9vvDDxkVAwBbsvv115mWAnjwQdbuzp+faUlST1MzmjVmTzNOumUbPZr9yzSqCZBMT4o0Bsho1kwQK3ZZGfvNtKLnB74nRm1tZuVoTHz1FVn5CSIomZ6tayxL50XDi2yEycSSN5lMK8zp5LbbmIGMD26B+PuLBs3p09lvqoxmqrK5YgX7feON1KRpi6i3cE8z0QCdTsWd5380yhIVvVfTifjOXCZVWDr5+c8Tw9L5bTLdvjdGGosRAgAeewx44olMSxGnMU4YpZLGUAZsybSsqja1paP6Jpn+To2BRqLWE0GhSt60cBy2nPTFF73vffJJYN681MtEEM0RcaDNO/t0dvqN0Wgmvv+33wLXX5/+5QcymVyemalTs8RN1MW/ZdIpX05mD4iMIRrNVJ5mmTCa7d/fCjU1wC23pC9tEbGO8PzJtNFM1b6l89vQEsREeDloDBPmjW0T9ZZ2aFpTMnBkWlY6PZOwpZGo9URQTJv1kUGt8cHd1cWlYwRBhE86N8ouLQVuvTXz+6ip0C3Z4Bt5q/ZeSyV/+xvw7rtqmdKF6tusX88mNNIx2JP3IAXSa4RQxcu9ujKNWB4yvacZNz6sXZtvNG6mGi+jWarqUH193ANRJtPLd7w8ITI9EM8EmZgc0qGSYckS4Oab0y8LAOzenZl000lTLf+ZlpW3qevXZ1aOxoTqmzQWnTaTkNGsGdMYCvi339otachUo1lent70GtvsG0E0V9LZ/n3xBVtivnZtZtI3ofM0y5R869cDr7wS/38mjWZi2kuXst90GBHFb/Lqq+xX3LeKk06jmSr9TMO9QzJVVhuLB4JYTrlM6ZgUmD0beOih+JYfIpnOGy8DQaYH4pmkMbx7fGlzPGz+fGD//sxsC/D55+lPk7Aj0+VVNSnR0qE2VQ0ZzZoJjbUwP/ww29tAZMsWvbypUo5Xr2Z7hImsXQvcdBOwbl1q0qyuBqZMcW+YG2TJVkvbi4EgwiCdnmZ8L0ZxiVtjN5o1ln08Mjn4Vg2805EfYtn85hv2myqj1datzINO3Bxc9Y6NZflSY/KWEMtmpusJJ50HAZSW+kuTH2CRDvg+uKIsmV6y2pior2f7E2bKQ1J1iAbvHxvDXprNkcbUdvoh07KKZbQxGs2qq2m/78YCGc2aOKoZ88a2PFP0NNu2DbjrLuCjj9Irw/33sz3CRPhJnfKJnatXAyUlyae5fj0zzH34YTwsiNGspSt/qaK6OnMKJZF6VEaAMJSzykrgjjviR5ID8Tpq2rD8k0+STzsIOkW6sfQPmUD17ioPnlShKpupMlpt3Mh+773XfF863nvHDnd/CDDv6/374/9XlddMlVteJnr0qEnrwK662r3RvZexO1U6Ah9AqspmpvWSQw+N/53OJatNAccBvvySnYT76aeZkUG1vxovR6k0ANBqDkZTKv+ZllVsyxqj0ez664EJE9KbZqa/SWOFjGbNhMY4w8A9pMS9Uior2e/mze57MyEzHySIDWZ1NTOwhdFAqZRbPwo/VzDSmTd1dfG9jkTEQU1z4frr2f5KTYmqqswPVhoTjz0G3Hmn+ppY177/Prw0161j3qOffebvuXfeCU8GE5995l4mqvM0U13PBJnsr1T9ZiqNR506sV/b5ZFhGIhs955Kh6fZ1KnAP/7hDrvtNv0G+5kum+IASiVLqsruXXcBo0er0+EypcOTlutwJiOzyLHHpkYOFbm55uuZLjuZRCwPjcnTjLcxqZLp669ZeyJPhLcUGuM40IZMyyq2FaY2L5OIk7TpwFSWOnVquW5vZDRrJmS60VGhmv3jAwNdp5nOhoornWLecaOezLZt/mfHVIMw3futW5d4ip1qlj0aTe1yzVmzgEmTslyKzubNbPPWZctSl26m2LQp0xL444YbgJkzMy1F42HpUmDnTvU10Qv3gw/ifycLrxteG6enw3OnsjJxZnT6dLYsnOOlSKdz+beq3c/E4JaXjTfeSJQjHRtGq76DymiVKqOZioIC9puXF0760Wjifqa6ZVl+9qdKpa6zbZu7PngZnFOFuKWDnLZqMi5VsvG2RVVHVWGZOghAtbqiMerE6US1CiWdZMLTjK8QUe3BJ7N+ffOcDOY0hfLfWAxTmdrTrKbGrqxy/v3v1Mkio+pzOI3lu2UCMpo1cUyFN9ONpip9bjSTGyaVgai0FHjmmdTNSqmUCt2+MmPHAi+84C9+P8rt5MnAX//qDlPlydNPA3/6kz85/MA3wW5oiAvN9zXhy3yIzMJPYCXMpOokMdUyvkydJHfjjYmeOzKiwsP/LisD/vMf9ne6lUSgcQ5uuRzPPBNOfFu3Jh4qwNNQGRzS6WmmgsskGs2S4b//ZR5kXt5aMl7LM1NlZN24kfXzogepqu5kGlV9TfXyTNtNodNZl72MZo3le2UCx4n3T/PmZU4GwP0duEypMppxo5xo+O7fX33v3/4GPPhgauRoDDSWftWGxlRX06kPPfooMGaM/f1vvZU6WUw0pbKUasho1sQx7WmWaUxH1orLh3TPvPkmO5WOG23ChsuiUozz8xNlUi1bNJHs7KdqwCAfZhA2caUjLrRqGSuRORpL/W6s8DLMy2uq8ssr3nR4mgHAkiXqcJPRUNyzMZ1KIpdFPDAhE+U5HW3ZuHHsn4jpm6RqOb7KaGYyeOjyxq9cfEm031l8L6NZqsoLrxPcsAu45c2kkShTyzNVnmZduyaGZRryNEuEtyc2p9enAl52xDrEv0+qJsK53i6uGOHlQNwD78UX2a+8TUxTp7GMA5csYYfPNJXN68W8SqfnfZjbhoQNeZqpIaNZM6ExKAi7drkbHJNM8lJE1TOpPtBAtTxTRdANosM6nS6d35a/o2g0k40QRGZpDHW9MSMP/tNpNMvEhuU6Q4RqwMvlE5eWZsJolk7lvq6OKfBTp8bDvNqyVMukSl/VH6XK08y03E41yJXl8kMyXmKp8jTbti2+ZFtGXCbLT2h0nMZ9ymuqZDO1oWGl+dJLwQaPXm1IS9ZXRE+zTNDQoDaapbpP5qjavLZt438vWuSWhwiXzz9nv6LxcuFC1g+ryLROa5rYybRsmaKxGGAbG2Q0ayZ4zc6mgzvucC8VCpK+6oj3VL2HytPMtOdPGBslqzrpdeuSjzdsotFET7PGeKpMS4Q6MDMmo1mqDWiqpSicVBnRdDOjKqOZqv1JZ73mS7zF77BtW7hprFnj9hbie4aIA3OvcpDqOmYa5KfDaKaCpx+Wp1lQQ0Y6lmc+8gjwz396y8b3vItGM9vuZnr/LpWOFFaa77/vNmgHgcuSDu+7xgxf4t2pU2a9QcR9Rr28NcNEtZw4U+OhTJCOZew2qMZWpqWFupVHmUDWpz7/PHV52Zg9tkx6c2OWO9X4MprV1tZiwoQJGDlyJIYPH45Ro0Zh7YHSPnv2bBx33HE46aSTYv+2CdrwihUrcNFFF2Ho0KEYNWoUtgqbfVRXV2Ps2LEYNmwYfvGLX2D+/PmudGfPnh1Lc8KECajL1HEwjRDT0otMdBKqgUmQJYkiqWqwVMsOVemrDjSwwfZ+r1P4Mr18iSti6XRbJvS0BOUvDFLVDtruI5npWWzTfkSq+9LBww+zX1GmBx4IL/5oFLjvPuD//i8epjqwwevbpCpPTGUyneW1fXv22717PExlNEvG4Gxa7mlrNEyV0UwVlyreI47g1yIZr8+cTBjNVN8knaeJAmwv1y++iP+/sZ8KnAkGD2a/mTaaicvyVJ5mqd6DL5VG3sZMY3lH09hK9e2ffDL1MpkweZqtWwd8+ml65VHJkUlaYluqw5fRrKGhAb169cLzzz+P999/H8OGDcMtwlnhP/3pT/Hhhx/G/nU/oJHV1tbi9ttvx4UXXoj3338fgwcPxjhhs4+nn34ae/fuxdy5czFp0iRMnjwZxQc2kFq7di0efPBBTJ06FXPmzMGWLVswffr0MN69WdFYCrV46lMQY1k6FTHVcpgwBzO2nnIqDzbxlLF0doR82azjxDUu/h5NZX+C5k5jqeuNlVQvzzS1B+K3kZWeZAcxc+bol5Sp4EbuxriMKVVtGp9PE5f/q/JddXy7eF+qFVYxz7nhKp2DO55GYWFimM4zJEy5VHHxb+dlNAtDDr6nnjj/qhpw8z2SyNPMLFOq4aeaeh3SQQcBMBwns0Yz0ePP70EgycDrs6r9biwGpXSRyfc1Gc10y/8bCyonCdFzPRWUlyeGyZ7Q6cbsadbCKpOAL6NZXl4errjiCnTr1g3Z2dm44IILsGXLFuzZs8f43JIlS5CXl4dzzjkHbdq0wZVXXomVK1fGvM3mzp2LUaNGobCwEEOGDMGwYcPw9ttvAwDmz5+P008/HQMHDkRhYSGuuOIKzMvUcTCEFXzjUdsBWk0N8OGH/p4JA15sxfhffTX89L0UfpXRzGuZaxgd4g8/sD0GxH0HuFu9aga+pSkdjRX6Dnakyghh8uBSeWiGxX/+40+RUtXbxjKQTJUcKm9Y1XfiJ4fqSHU+qb6JqrymanmmapIqbC8QvuTGtk9XLSBIlacZr5sqj5j9+1XpR9LW7nr19yqjWarLq63HSKrwMoJk2qjXWBC/TSYNEroJiLB1ybVr3XHx9t/W06wxGm3CorEZzXheNyYPKo6qDIn06JHadPk2ACLffJOaNG0xta/Nud54kZRav2zZMnTq1AkdOnQAACxduhQ///nP0alTJ1xwwQU499xzAQDr169Hf+Hc37y8PPTu3Rvr169HQUEBysrKXNcHDBiAFStWxJ494YQTYtcOO+wwbN68GdXV1cjNzU2Qqba2FrWSS0yrVq2QIx7X1YSJHii9/DcSiQCIoKEhKnRIiWHcPhpNqabD0uDpssYxC47jIBp1DqSfKMtHHyU+y2DvUV8fNShoqveKxxWv3In3/fOf8TAe/MUX3I4cl1n1HjawRicLjhOVlAW3LPwbimG7d8fDVN+xoSGa9EavH3/M0igpiQrHcmfF5OSy8PcX88RxmNfLSSeplz8ly+7d7GQjvtwgNaSjToSN/3LY2JDbsORwf0OxfjU0sHyKl18gGvWfdw0NbsN2vD1IbHO//dbBkCEs/i5d3PWa38Px//76tk7X/kWjiW2u2DaLYekhsX0R5+6ClAmxPLGu391Wye+qS5Pt46hqc71xHPbP3SYnfhtV38zTVZVX8T2Swy0LT0OsDw0NTA53HYm/UEND1Oe+nqo+XdV/sT9qaqLIz1eXTbEM+/02Klq3Zu9aXR1FQQELY4OlLPz3v8BZZ/H2hN1XXp6N+vooxPwQ5QsTVXlV1WFGauuwqrzGwxLLid++SaUPqmBlxTtPRF0qjHKSCsLt/9zwb8O+gQNVeU0H4rcR9fd4G5P8t9mwAZgyJQuXXhoFHyLW1iaOGXieuMsmky0Sadq6lIyoY2Sy/PN6KH7nrCwWVlsbFU7PThz7JKsPBEFVXkVdEkhVXqraTbf+KoYxWdOTJ25dmr+/6ns1D7IsB9SBjWbl5eWYNGkSrrnmGgDAMcccg5dffhndu3fHypUrceutt6Jz58445ZRTUFVVhQKumRygoKAAVVVVqKysRHZ2tssAVlBQgMoD7i/ys4UH1hNUVVUpjWbPP/88pk2b5go777zzcP755wd91UbJpk2bAAC1tT0BtEFJSQn27WMm/Kqq7gDyUFKyCQUFvGD3BYDYstfUwNIoKdmEPXuiKC/PBnAw6urqUFzMznbesaM1gN4uWXbtagugCwBg27btyMtjaxMrKroAaIstW7YhEtH5x6reKx4WN5qxsB9+SAzbvXsviov3uMIaGqIoLma7VvP3qK2Nv4cNO3fmAejuil98Vy7z/v0dAXRwhdXU9ADAyndJSQn27OHTM/H38DOAiXdc8bAFC/j32o7Wrfl60L4H7o/EytjWrbkAeqC8fD+Ki9mu2hs3tsErr/TEtm27MHToXntBLHnmmV4oLc3BnXduCD3uOIllZ9myQvTrV4XCwkY4HQYA6AvHcVJcj9MDL1/J4a7XrKNnYXv37kNx8S5UV2cBKDoQtkeo696Ul2fjkUcOxi9/uQMDB1YAAHbsKATQ1VWv9+5ldXjRoghOPPGHA2GdALRHJMK+V10da6s5/r+hua2Tw3ifsHVrDoBeB2TfieLiSmzfztomANi1aw+Ki8Ovw2r6HvgVy3Df2NVkyvWmTZuwbx9rq6uqalFcvAUAsGtXKwB9XPH37t0DJSW5rrD9+9n34nHl5dkrhXPmdMHSpW2l9oq918qV8X64vv5gANnYubMUxcWsPNXV9QbQGvv2sfa1piYC4BAAQEVFOYqLS5Vp7trVCk891QfXXrsJ7dvrN5zcsSP+rfm7lpW1A9DZlU979rAyHI1G8MMPPxzoJ8VvsxE5OX4GmOzZjRs3IjfXcYX98IMYFw/bjH376mPfEABKS3ehuHg/tm5tA6DngfdOvrzW1TEd6eOPyzBkCFsbU1bWHkAnAPF8qqjoCqAQdXVZ2LZtC7juwikpKcHeveH2FXV18e/P5diyJf7+W7ey/nrXLvYNWdg2tGoV/hoiroeIOlh9fR8ArWLllcG+YUVFJYqLFWufNTADobduWlbG9MZu3Wpi5XX37vj7b9rE6lg0ymQDgJKSzaioaLwbsYbT/7mprOwGIB/791dgx479ANwuMunSG0Q9f8uWuH5ZVcXK0/btrB9KBl4nli/fj5492b4wu3axNrysbDeKi9mSl5oa1u9WVlahuJiv22dlLhJJX56kg8rKgwCw8fKWLVtRVZWZ8l9ZycZuJSVbUFPDXIgbGnoByEFxcUlMv25oiNfXsPUBE5991h6DBpWjbVsmx7ZtbIwDAFu27EBBQRVKSwsAHHTg+nbk5lZrYksG9q7i2Eo1Bk1HnsiUljI9FwA2bWLfrKqKtS+RSGrar0zSt29f75sQ0GhWU1ODW265BSeeeCLOOeccAECvXr1i1wcPHowLL7wQH3zwAU455RTk5eWhoqLCFUdFRQXy8vKQn5+PhoYGl+dYRUUF8g9sJiE/W35g8W9eXp5StssuuwwXX3yx+yWbmafZpk2b0KdPH2RlZSEnh1mAevXqjU5M34uF9e7dB+3auZ8vKipKuYx9+rB0d+9m/2/dunUsXdHQw8M2COOMrl27gYtYUMDe46CDusNLbNV7HXxwUYI31rZtRTj+eHdYu3YdUFTU3hWWlZUVi5Mv4xTfwwa+TLV9+/ax+H/4IVHmDh0iCWF5efGwnj17o2NHd9y9exfBT5G+9dYI8vKAe+5JHPT06NEtIX+jUcTKGF++2bZtWxQVMaM1X+Pfpk1HFBV1sBfEEjZwBNq1K0p497ARv+mkSVk49FAHt9/e+GYf332X/UYikbTU41Qht2FhUFlZhIED3W7khYXtUFTUFmLXo6rrJrheUFraFUVFzNhdUsLCOnSI1+v27RPrcNu2LMxx2Pfi7bJ8n19Uz6nCeJ8g5kmXLl1RVBRvm9h7dEhJHTajLsNB8kQsT3v2sPKUlZUTi6tN3E4ZCzvmmPh3PPjgIkQiQLt28e/Tu3cf135fXixdmpUgf36+g8rKCAoL++BgZgNCdjZLo1OnLrHyxMMKC1n7WlUVj7dt20IUFbknHDm8L6mo6IUjj9TLJi435PKtXs3+37p1TkJ5BYA+fYoSJmX69DkYinlKT3r3PhjSnKkyru7de6FHD/e+qB07dkJRUSfX0s327ZMvr5EDM2cLFnTB2Wczw8u33/L4HWU/fNBB3SHTq1di35ws4vfncohLmg46iPXX4qnb3bp560he7N7NTpoVFn3E2iwxfl5eCwri+gAnPz/fVx0WF4WYnuPe7FVVOQllGAB69eqD9u2BVq3i36tHj17o1s1alLSRiv6Pw8trXl4BunXLT7ieLr1BfK0uXeL6JfPwBLp27Zp0eeWT3zk5rJ8HgNxcFti+fUcUFXV0pZmbm5fw/llZ6cuTdCC2V92790D37uGWL1t4X9qtW0/0YfNVsW/To0d8rMrbEsBer0mW+nrg/fezsHlzR9x8M9PzxT3LOnc+CEVF7n1ReZubKsSxVZystOWJCq4fAfExqFi+UtF+NQV8G83q6+tx5513omvXrhg9erT2voiw6LVfv354/fXXY/+vqqpCSUkJ+vXrh3bt2qFz585Yu3YtBh9Yi7V69Wr069cv9uxa4TzaNWvWoFevXkovMwDIyclpNgYyE1lZWcjKynItP+Tll6/JjkSyEoxG6SjkTLZ4p7Z9e+SAa657LTSXxb0+Oi6zuHzDS2zVe6nef9OmLPzsZ+4wx4nLJzydEKa+zyRT7K/Y36r3F2VU5YnqPWzyRGT/fvZPJX92dmJc0WgkVsb42vasrPj78z1h2H32eaJj1ChgxAjg179m/+eGupdfzsK117K/p01jxz9LjqRJI5ed6mr3O23ZwgZU//u/4abrl3/9i/1GIuHkeabh5SsMeB1x7/3D8sldl/zlHTcciHWfp7F/v7ley3VY3gci6LurnlPHpW83vNuX1GP/HvbxRSLs+S1bzH2OCH//MPJEjL+wkLVj6nISDxP3zZLLq6of4nA1p6HBLKto/JLfv6EhsVzL8sUkMeTJkiXsxD7VZC3XB6TQwGXTcZIvrwcdxIyO/frF358blw89VJ3n0ai6vKay7qRKH1AxcSLbkFrsX23Kq5vgfZOp7nOj4b596nodZh1OF2H2fzLRaMRlkBDTTAfuQyoSy06Q8nr77cBvfwscdZQ7LrFPj+9ppoo/sWw2F11KBSv/makAqrEP74fEb+PVN/uVf/Ro4PjjgQsv1N8TP9jMvi0Jo301IY6tOLrxZma+qfv9I5HUtl+NGd9vfO+996Kmpgbjx493GcY++eQT7D7gWrRq1Sq88sorOOmkkwAAxx57LKqqqjB79mzU1tZi+vTpGDhwIHoc2F1v5MiRePbZZ1FRUYHly5dj0aJFOP300wEAI0aMwLvvvotVq1ahvLwczz33HM4888ykX7y5oDqhUXVqWiaw3cDea0PboEunbdP3yqdkT8+cPdvfc+KzunTD/Laqds9r42HeAYa1qafjAOL5HtwoJx5S8Pnn4aTlhVzeHnoobrAiGhe8TLZlE83GDda9qK9nG8SL3g/xvVjiYfxvr5MsU3XyoC22JwE3p60pghwk4/ektf37gY0b9dc5qhMaVf216SAAE7yNVG2gL6LatNdr03+/efLUU8CkSeprtn266aTMsOtSF+bkh8MOM8skkq564pX3qcoTfoLbZmEHCpuTgpNJW6c/lJW58/vjjxPvyfSJoo0R8Xs1ls26wzoIYPdu94bpPC7xPf0eBNDcxvyNpczzfBW/PR8zqDbaD4uKCuC99+zuFVcXerWljUV/yxTNSUdMFl9NxtatWzF79mx8/fXXOOWUU3DSSSfhpJNOwtdff43Fixfj/PPPx0knnYQ777wTl1xySczwlZOTg/vuuw8zZ87EKaecgqVLl+Luu++OxXvVVVehsLAQI0aMwJgxYzBmzBgccsghAID+/ftj9OjRuOmmmzBy5Eh069YNl19+eXg50ExYvz7+dyZOJ1Gd+JWMgUokTKNZEKNcqhsvlXLjpfCkWia2OTX/O7VpqYwP/P3EpSqpRqdcNbbTfqRzTlLO8uXq033SzcMPA/fc4w5LnMFOxLaufP01MGcOP5iEoTKamerD4Yerw/3WoauvZoaIZLA1QjRlrrwSePXVeFsVZKLEr4Ho3nsTy6EJr35I/ia2Bk2bsg/Yn56ZztMIbY0wqTLy8vhUxnDdACpd/YDXCbCpMppx1qxJDLMtr35RfcvaWmDMGNYWc0TjpgqV0awlk8qyum8fsHWr+R5dvQlqNFMZyEztum371ZzLSyb7eNXpmekwmqlYvTo+IQDE80WUI53tq4owx71hYXr/SKSZKJAB8LU8s0ePHvjyyy+V144++mjcdNNN2mcHDRqEl19+WXktNzcXEydO1D571lln4ayzzvIjaovj2WeB445jfzcWq3gQOcL0NFORTk+zsPIkE99TzHOVwsIJQ+n44gt9+pkwmsmI+z8BTLY5c4AzzoCvfeWaKo88wn4PbF+ZMfieQyrC8FJRKXO8HIr7opkUcnEPyWSUroYGtuQtbBrLLGqYLFgA/OQn7O+wlE9TnpSV6a+J8LbRawAnD/TSoaybBpe68KCy2H6TMOrw/v3Ms/vCC+28SEQ5ghjNUvF9bD3NUiWHynNRZTQLQy9TvSvfg+/NNwGu9vMBt7idj87gawpr7ojfJlXvP348+0a222Q0NACvveZeSeBXts8+Y7+qVSkqQ5qtpxkZzVKDydMs3ZPQ99/Ptg248072/3Q6biRDpo1mIolGs8zI0RhoZs6pLQ9T4U1no2nrzeDVcTVmT7NU5WcQr7IwZVEPYBK9N1TfKYzGk2/y606f/aqMZlu2JJ+mCV3e8nxauZIp9LZu4E2ZxtRxmzDVEdsBN39XcQ8o8Zv7iUO+L5NKl8lAk274JuN8Y/wwCOIpnA6vKpPHtWpSwq9Xla2MQTzN+N/ipvCpMJrZfgfbtN94g3kuex3sZetBmo46XF/v3og6iD6SKqOZKf9VS3yDehCJmIyGXvGLhlIymqUmDfFgER1y+/bOO+7rfmXjz6vKvEovtTVwN+flmZks//ybNAajGeDe1N5LH/DqG1NBYzHUiWRaf22sNLMmo+VhUojTiW2aXp1eY9zTLMz0VWTaaObVYIuuzWGkX13tVsxV3lqmPXfuuit42ia8FHN5r0CxIw6bxx9nS88yzfLlmZbAjOzN4zXDbCq3XJkTFWnTQFpciumVViYVWC850qkQ8fN7wjC2c7nr683LM5M1qgWRSRdm400VdrkJYuTltG4d3zstzPST8SozfU+V4dskk8qTTJdfqRrsPfEEcN115nSC5FNQvPI8zElEU33hJ+zpZGvsg7qdOzMnV7rTnTsXmDxZL0uyS/JUZa66Wn8feZo1Xk+zdC/PBPzlRaqcJJYv1++N3BgN/Kb+pTnXGy/IaNaMSWdFDOLN4DVYMS1v8SsTJ52eZsnkv5dCnM6ZjxdfZL9heZpdf71bwVINynj8XoOfMFF9Z9EDgHf2XKbPPwd27UqNLN98k5p4/dIYO3MVfgfmKlRlmSvmhx6aeE08wNmrzQszH209o2zzJJ2Emb6tN4Ht8kivePzKpPI0M5VJv8szk1Fc/ZRX273TvNISURm5bfc0M8Hz37bf8NpvSWVUCxt5YiLTRjMVpm+YTNqmJfFiPti+c2M5CGD/frYc7K230puure4dNq+/DqxblyiHjqDyic8tXcp+VXXdq+xwmtvgv7FM1KnGbiqjmZz/YcvM07edCNXJEEZ9euQR4O231dcao57d2CclMgUZzYjQMTUAXhUxVTOaqvRNYeJm66lu0Ly8BcMc1NkbEhOF8vII9IN4+pzJRT6de4apypvoEccVMTEf5P3OUsnAgez3wKHDaaGpKJW2nismVEYOfnprfr5dWl7L3VQy+8Wvl06mDfCqtMJIU7X3UpD3CzNPxO+vGjioyolpeaZtX2rC9H6qwaUsi2mZadD0TYYR1bO2eaLbf3PzZveyMpXRTnXquPh3ujwkMr2nmSr9VOllqkNtgizTVU3iZXIgyt+ruDgz6adyeaaMV3kMQw5Vu9m3L/tV7SNqq582Ff0mCJks/7Z7msnf6dFHw5VDpbOr8BoXOQ77t3x5avK1MRrNRBq7fOmEjGZNnMbS6AfxfrBVdMIYwPgNU+2N4ddQ5Hewnmw8NixbFv9b5eFl8u4LQyFV7Uemev+f/5z9HjhE10g0Gs5MiNcATbV8L517YvC0+vVLX5qNpX3xIhlDPYe/q2jQtR3Iq+JP1UDXtB+UbZrJ7NfhOOZDGTjV1WyJki6OZLE1YqTT08y0ZEiH/E2SGXA6DtvTS5TDxsikS9dxUuNpZmM8lOUwxefF+PHAffclxtEYPM1kvNIJK090iHuM2kwQJNP3qoxmQQa6jc1olqyheefOYM8G1VWTwasdDqN95R7/oleZ33bNS89vDgRtExyHbQfCD1xIFpXRjIeJ5WX3bvdzYW8HEmS/Ul2bt3Qp8xb7+uvw5LOVKROY9OamMi5IBc2syWh5mLyUMlURTZ2U1wA2E55mKkTDRKrzMUgDFFQpEpVUlWIXPyraLFTQ9FXLFVSKCzfo2aQzZQpb8pksXoMR3tmH3WG8+Wbj2L9MRWPvHOUy7GVIMsHvX7gwHmZrjPMarIS52bzJaOZ3T7fWrf3L8dlnwMMPA6tWme977DG2RMl2qYxfvE75k9PUofJOCiqfqFDbLs8MehCAqm6WlAD//CfbY0hOU8SrbIjXkzUAqPBrIPM7GBTz7fvv2e+2bcHijUTYhXR5mtnqTWEbzY49lv0WFNjJFEab5uXVJseri19lNMskcT3K/7M7drB285NPzPfV1QHvvuv2dhf7oXTp/2I77Hfyxhb+Xbt3T4xDVTdsDdyNpbxkGpXukwyq8i9ua8IZNIj9pvo72PRzXmH8BHXVHs/J0qZN+HEmi6kO8z6xJUJGMyIUgihwXp2pnwGW2HHbnlpmK8eePfZyeMUbhDCVH9X+D6olRao0vY77tkF1v2mjaZt3X79ePWMdFN0+ZanyNBCPYjcRxh4yfmkqSqUpb2zbJr4E87DD7OLwM7gPY+BgSsuv0Yz/ivuy2bJ3L/vlS1d1cGPF9OmJ6YfpGepFEE8zv/A2rGfPxHhtJ4L8GohU17iHmVebYjvbDiTvaWYyuIRtNFN5SquW0PM4bPbN4nGmy2hm21Y4TnLGGV0aficzw65LtkazVLWvYRJEBl5eN2823/fss8ArrwBPPpl4TTaa8fYpFXki1iHVYRphfJuTTmK/ffokxuGl55vKdVPRb4Lgp00Iu1yoPM14Gfzqq3gYNxYF0UNMqJbac2zLpu3kVTIcdxz77dw58Vo6t6bxQs6n5uah6YcW/OpEmPhR9OS/dTP8foxma9YkPrdypZ1MXg3iww97p6/CtiMKsqdZ0Ebca4PkuNEsok1bTD8MpYPv0XXUUfGwMAfXtojvyo2wXsvYMrFBple5evvt8E4YbexKpcnI63dQx+vGwQeb77dV1r3C02WEUKUptr1BJwNsjchffKFPPxmS6XO8nvFbrzt21Kdla6AKQ1lXed+Z9sjyMkKIRqMwB1a2ee63vKiMSO+8o4/XxqCqWlakujcIts/rvlOYgxeTwcPv97LFFK9fveiVV4CtW/2lnyrCaOdU5VaEb7UhTl7o2mYbw3dNjT/DsOnbhW0083uoitdeiZzmNvgPWt7CNprx76U6GOd//9cu3WRObeaT6F79XJDDZ8LMK1W55gY0UQ9NNTt3stUuYvsp59O+ffEJ0+zsRjAjkSGaWZPR8jANatM50+bV6Nh2pkH32lmyJDFMtXzISxFTyRFEHj8EMZoFReyIzMszzXIENRaZ3lWcWVGVoTANOGENrmVD28qVwRVCFUEG4f/6l3rvuCA0xlNzTPtG2SrVKpIx1Kqe9WrLklVwVfXRNk3+m5XlXw7eRnz6qb/nVHIkQxADmMkwkMwASjWzblsmbe5XoWo3bDdW90KUJZWnZwaprzbvIz63YYP+uo1npurbhkUQQ5yYd8l+G1W8XtfkvEtGV0lG95Lbv3ff9X4mXSRjNPN7eICuDPnVnW6+2b3vnxembQJkWWzCbNLy2gNRhelbNPZJwWTwk8dhToKr4hURJ3ZsJy+CYmsAs+mH/Ewe1der9VRd+uL7i3tKpotNm9jvN9/Ew+T3v+WW+H6/ZDQjmiWZMpqpwkzeEbpTGf0oHosW2cmkwnZQEYZCqELlaRfEgGOD1/LMeFhi7xmGIc/UKXu51Ic5K2hrNPMqG+L1Tz8FHnzQvZG8DaY8MZ00lA7y8tKfphd+T030azRLxvCRaU8zv3uaBTGaderEfoPMhCYzmPQTvy7M9M1UG6DbYjKs+G1r+P/btg0+uBRJxtMMSO1BACodIUg7zDEdZKNK38YjxeRpZmL/fnVbJRJk03/xmu372qBqQ2Q5xL9Ttbea6iCAIO1GJo1myXyPBQvs7uMToKpDP+T0xTq8ZYtavtraRANzcTHzXFeRjOE7qC5tm5ZtmmQ083+vn/hStZ+pbfp++jldHID/+vzoo3b7LPstw6mCn0Cr289Xfv9jj1XsedBCIKNZMySTyoKYfpDO1BRfUDmC3JeqPOSdtG4NvymfRIUmFUYrMV5bT7Mw9jQzDYxU+62FQTKDa919O3awX5sZJluqqvRypINMLV+ortbvU2cymiXT5iSjmNt6eqnS84uqviSzPDMoyXow+WH/fmDUKPc+P7bttl8jQBD5VMsCg5Yn/hvEoKn6nskuzwzLaOY1CAljwK0yIvGwDh3MaaniF9+/ocFfZbn5ZmDGDHdYcbH7hDrREGdr+I5G2XNlZXbfpqREb/gQMXnu2OxpFqS8+q2vfga/mdSDk2lfbZel8W+vW5Itvj+Xo6yMbd3w/vt2aTz0EPNcV5FOTzPV9+eTk8kY0pqb0SzI+Eq8N6w6Y+pTbb9NqvY99asj6e4zodoaiOPlHJAJoxl3pigrU18XZfnRjxz07RviIKeJQUazJo7tcsNU41Xpg2wQmmzjkUwHHqSjLynx9gwSFUyOrafZQw/Zy6LDdgDp1XE89VSw9FWYOg4xzGs/tiBpel336szD2FxWNdDjS1VV+5Wkk0wNPK6/Hhg7Vn1NHGjKeRdESTJhq1RxdIaXMPMxDE8zcVDnVzadMrthg/eBHKp6bUNJCXtWPHkrSJ6mSklW1WG/RiC5DCdjhBDbIFvvN118yQ4sTUYzvwOYjh3tjGbiPaefzn4HD/aXFv9b5Wl20EF6GUSWL3f/f+JE98EYKqOZiC6f/u//2OmKNkaz++7TGz5UaYn4GdRmZfmv134Hy03NaBaE44+3u8+rzRdl4OWEH2pVWmqXBj8p0NaDNVV7mqni5dsDJGM0a857mgUxmoUth1ffoyuvYaVvGluI4bZlKAy8nANSkaYXftJvboZmvzSzJqPl0Vj2NPNK3zQrpTsIQKzIFRXA66/7U8rCNpqZ8rqyEpgwAXjzTTvZxPhtlyGE0YjbDvRVBwHwv+vr1YOzoNgqOqlWcIJ0nGHWMVHB4Cc5ijM/OsPQd9+ldwPk2lpg/vzUe7z5OcXUVK5feMF8n3x/kDbC1girSs8Gr7aU54lfo5mXYcZx7MpWNApMmgTMnGm+L2h94QZzr+V0tt8pjHodpEzYtO/itwlax3r3jv8dZPsB1b5ZQWWxzXObAYxXeVUZLwsK2K846WLb5+iMZuIpfgDzgFS1V17LL8U4VROLOrgng43RTOWJ9MorwK23qu/3GtTJA1Hx2/jFVA50eqFtPJkkmT2i+FIpL1QGAY5c7mQ5/OaXrbdqqoxmtnqxTRwiLd0AwAlbl1MZzbz6PPl6MnU6mXGUrh/45z+TlwtQO1akykDnF13b4+Uo0JIgoxkRCkEGJiaj1rJl8c39HQd47TVg7lx/G5yH3cGa4B4WonxB0k/nLIdfhYHL4eVNYpu+6ZpKIczEnmZeYSqZ/earalDKl++qjpOX+fvfgXHj/KVpiyqfPvwQePXV+Old6cavRwRf1mz7XVTf3Hbpnq7eJluHgyp6pngAbyPE11+zsqVaGq6qB7bGW7/5wZcseW2SHSSfTYNP27RMe0v5/V78Nzs7+OBSJMjyTJHG5GkWxGjmx0CmSl+1X52cJ+PHA3fckfi8V5kS4/RjmODL9k3tnined9+Nn4TmlZb4q7pP7PfC0FX86gjy36awVLFtm3qD8yDwZ0XPSNN9KsNENOqWQdad/LZ1qv38bE9bDdNo5nelhBzW0OCe2G5unmZBjRtBdVc/8ngZssL0ttK1Ubq/bcJqaoLJImO7PDNVxqmKCnZS5g8/JKapG9uIfP99y7Y0N7Mmg/CipCQ18Xp1jH6V5K+/doepNocNIlM6njXFoWqcgpyeGbRB9at0hN2Ym97Fa4Y7VQpOGIM6XTw2qI7n5t4RPXokxi/mibhcTeaDD/zJoUL1LtyAwZdupBtV3bEZwHl57pjKvFcdTMZY48X69Wpl2La8moyAXu3p7t3sd/t2u3i9CNqGtGnDfsUTkW0HYzZ7ROnCTKgmIPwOIE33p2OPKDlMVZ/CPKFRTt+vgcarvCZjNJOvcVSeZl4nqakMGqb7dDLp6jXfN5O3wan4NjqZdLKlcnmm1/ul00CmYuxYt5dtGLqnV1m31ZvEuILqKCqjmW27Gca3UaV11FGJYV71uqQEmD07HtbcPM2SNTKFBf9efg5VSmYbAR1ez6dqWw8VvKypnA7CTsvEtm3sV9xb06tdyHT72pggo1kz5o03EsPmzk1NWrbKn4jJDV/spB0nfq+ffa2S6cBT1UjYNk5hN6KFhfq4bNOyNfhxiovZjAbfRwPwv1+JeH+q9jSzHXyrZArDqKjyZOBGgp/8xCzTtGn6eLk7uS2Vlcxrbf9+c5r8RM316/3FHxamb2MymtkeguF1zSZ9gJUDvx5IMjt3An/7m3sjb1VaQfaMBLy9Q/iJkl5eFCblU5W+3zaN1xHbfam8CKN9DWKgy4QRwtaDiacpX0/XQQA2HqS2hkTb2XwvOcX39+OlbVvO/fY9fuLhmCabxINmTN9JzjvVdwhi5FVhW2+C9OF+2bzZrb+YEL1gbQ1fjsMOi+ADWcC+znfrpo6PxyG+v6xjmNJQtRcmo5kqzOvbmNLfupUt9Vf1OWJcbdvq09KFyXWhKRsD5s1zGwCB4BN5yUyE19UB69apr/k5TVp1gFbQ7+N3YtHr2TDbtTlzEtPyu3oiGUyHFvnx5G2pkNGsGaPyQglrZmXzZv1Ayo/yJaPr9PhzfryNwjaa8QGkLUEaHb8Kvi22g3c5/70MWSa+/JL9igqhn28uh6V6eaaXN0+QeGww7ddkO+AOg+XL2f5oXput83rw4YepkcMLUSZduU7G08yPEm6SjafplZ4Jrkjyk1kB/15lJsXRy2jGyyY/qUwndzJGM68ThcX7/XjuqMJM1/0OOGw9zUxymoxsQYwQqokonmfi6ZEqGR1H7ZHi5VXlRTL1Sg7zKq9+Pf5syksQo5mKZMqmiF+9xtT3v/JKYhw2cojvv2kT+02mvKqw/Yby3/wQnTD6yfHjgb/+1f9ztmlXVQEffwy89JL/Zw8+WJ9uMkYzlYHMVA5tJwpkHnuMTQjJvPUW2w5g587EtILoW6JM8vNN2Rjw2muJeygHNXQkkw//+hcwebJ7+aJN/yaHiR5YyfY5cvxA3Gveth9IlQFJtULDdgwWBkG84ptyPQkbMpq1MMIyPIwf7z4FykvRCqroyc/7UVbDNprxzdlV+J159mqQuDeP7rrfRsykONsOFv024ioPBT472qlTYrxeMx+pcqU35a+tEQKIn3QZ1Gim2rDZZPDwwm9+8WWXQTZbTyc230s1gPPyVLQp+7ow3XWT8meTj6p6azvD75VOJGJvhFiwwCznV1+Zr8uyiGkWFrJ/QY1MfvBb123jCjopIT7Pw7ih1HZPM68tF/x4Iara7FR6mvlR3LksQQ1EftPiYcl4momoTsq0lSmIcY1jOsjBy9NMV+/4BMTSpfFTvVPpacaxGciGvZzYay8jL73AL8k8q4tD3gLClDcqPcQmDV2YrrwuXar2Vld9P791Q5emqNu0bp15XSZsgvaPyeQDP4lVXh2kC/NjmAmzz+GTvUHSFPPVa+IOMOuath5eqmthYGs0E2lu9SQZyGjWDElXARf3l1Gl76UkqwxhuiWbOk8zvuyQww8PkNMy4bWnGMev10iQMP73IYckhqkUXFtMgwkVpgbbtmNWeVDxZYe9eiXG4dWIp8rTzKbjkv+Ww1auBD75RH+fCT4zLs60eSl/qcD2hEIbpSGV2Liyq+o0N0zs3QssXqyPw8vj0M+3MQ3g/HxHr7Lp9Yz8rLh01MYIoYpXfO7VV+1kkuUwpaMiiEHX1oDiFY8pXi6/aDy0+U5yef3qK+D++9nftssz+f6HurRsvXlEOUTZxW+zaBHwxRfeRlRTGqJMfgfBtkazMAfcqjpsu6eZiGiMsDVM2PRDtoZvVbvNJ0pUaerCuNEMcB8mEOQgAFNaQQd16d7cPZm2nS/p9DpRz5Tu4Ycnhnl5mnFdRYXX5J1JTr96kwlbHU31jC598fnmdggA4J3vOoI4JXBU24vwtL2WZ3p9G9M77N2rN2j71ZH8lGGVJ6aMXycF03cLW9/3a5ROhQxNmWbYbLQs/DZygwaFl7afSuXX60vs0BxH3wjK8T71lDl+v0YjW2wUTZtr4nuGNeC2ldMtR2LBsl1iy7FddijHrwsLc08zEb/Kl8qoojqJxhZuNFO5t6ez4zIpPyKq71RRAbzzTno6V5u2RGVw4APup54Cnn3WOw7dNdW30Slf4uCaX/OzfEhV5mxlkq/JecI9zUxwI/fPfhZcTq/7eFtnk//JekGaynM06s9LRfWuS5fapaUrr2vWxMNsPc2CDCR15cm0p1k0Crz4IvDMM+5Nz70I2paJZYL/2hqIkpkA0RmI/Ay4bfWBZMK80pNlVX1zsU+17fN4nI7j3rIik3uaybKZroeNqW32al/nzWO/+/aZ49uzh+0PK55iLKcl/q36Xrq4ZWyNZiqDiB9PMx0qg7TJuGFb11WGxLC9eDJNJjzNTHtkNTQAs2YBEyaYdRQ53GZC79Zb416uuri89FfbNk+8bjPhodKlTenbTASHhZ+JpbCWyTYnyGjWwhCX/YWJqoOz9djQxaMKk6+bKrOqIfJ6fz5r77eRsB2s2XYcqgFMMqgGE3JYMoq+CtNyvyCDBdWect98o0/fhNe7hlVebfBrNEtVB6YycqpQpT9rFvu3a1f4cpnS15Vh1WCFD+r4Mlqb+G0Vc92zKqXDjyLipcDZPMsJYoTg1/imyzqZ+N9es7A6A06QDd5N8evCvOqVnzbXb5tvukdVJrzyxG8bZfNOqTg9U/Xc7t3AnXe6jQWynKry6mWsCvv0TPH9/Qywk+kr/PY5ySxZlScndemr2jXHSd5oZlM3RGyWZ9q0r+vXs/07w8CvXqTCayDN942bNMl8nxifKk943y625zLcKGBbDm2Xm6meVRHGvoS6tNKx3UcmsS2Dd93l9jY06U0ie/awdls8HMPUPtbVscnUkhLveqL6Nl7fdu1a83W/banu/cX7uL5uwqRL++2bwtb3bbcM0emvLR0ymjVDUl3AgxgKTMszbeLRGXZsl57wTVPFpSymZ7wUNlNaYYQB5g7M7zc2Gc1UcZoac9VgWYWp47BNS6R9+8Swxx/Xp28iSPqm+1QnwNrCO2Gv04NS1YlyVMqP7UDRdrlRGPgZSIonmvEw3SDS1nhsKxNPUxfmxzDjVQ5MXqC6Mmqzp5luubycPq/jtgZXvwN/fs3L08z0rJx+sgYi1T2nnWaXvlzW+Ptv3Rq/19YIEWSwrssTsbwuXswO/OH5ZLMsxZSWWDa/+opt9L18uf5+sWyK+WRqk8LY00wOS4WnmV+Dp1yvxUMzvOqwaVBrm0/yfTqjWTTKDg258kq3QVSHmNb+/ewUPj8GkqCHNPztb+yk6DDwqyuqnlUtzxSxPQHXcZje5bU80zR5bLsHoo2nma5smsqrX08zm3LC5ZDrcHMzBthOrm3Z4j4ExLa8LlnC2m3R4KzyquLx+fEMD9Og6Vd/l/th1X09e7K/O3f2Tl/VD/Xvz36POioxfZPeFnYZta1fQPNcwpwslCUtjDAqoFfj50chBZKblQrDkBUGth4QXgYa2wGc3/ewmV1I5ruq8HsqpNeMJf877GWafpQvGduBiAm+L5/opZWMTBy/ioetRwVPX1Qe0ql82pRhriSL+8TJSrJoUNPF77ct0w24dTJfeSXbI0pHRQX7tfV0k+MXf0WDg+PYzSLyuqvySFHJZGtYUeWTSQ7bvsLPRIxqKaKfmVWVLF7GRZ1s/P1XrnTLF0ae+CknYhvAlzDzsGSNZl7XVAq74wCrVwMvvOCWxQvbJTBecoplws+gLtnv4BWP6CnE27oXXgD++c/E+017molGL1N51Rl5Rfi3uece9vvtt4nxyIhxPPIIO4XPj45g+jbp6pPC0M/ESSfVAJb3Y/36eafB9SOVkZeH7djh3lJChVc5NE2Em8qJLj6OaY/hoDoql6O5G838vI+Yz1zP8IK3IWK7Ybt/F0dXrnSrYDZvtut7vNoL032y3ig/q2trdKgMiXyrC5WOkE6jmZ+88bsXdkuAjGYtjDAqYFiV2bYz1TWsXjIEHWhGIv4GX7prfmcbVXKYrvshmY7NdL+Np5nqBB1bF2Wv9IMSZABj8ubxE7cO25OGUqXomZY2iaRaDi9sZOLKj2hg5WH8PSdNYoMHXRy6MJMc8nXT8kyuUL33nj4OVZlTpW9Th+RZf5s9zfhgzmvvI/4uKuXWa2DO88mmPAXxNBMRn5EHkqLRyCZuv8uSbL7Nsce65bNp62yMLPy3tpYtA9eVJ90BGkDwA0BsjDGq+/igds4ctyymb2PaXydoveZlP8z2zrbPMw3qODzso4+ADz5IjEOVJ0OGsN/eve1kUskBuOs7l4Nvy2A6bVzFzp32cnBMEz3p6p9M3+3rr80Dfp6P4uSO6l24F3qPHonX5LKuMpqp6vC996plsi2bNqtHgniacbxWKPjxDG+JRjOvvkNs6ydPTgyzTcfU5qqeUbVf8vPiM+PHs60//MgUtLyaPM1Mccv43dNMxKQ3hIHp/VT5QbihLGmG+DXuhBG/7cyu34EeD+Ph69a5r5kUedU+PH4aPJUcOrzi1ymfMqrZwTAMMzb3u79DJCHMdkkJx3ZjedM124GOF4sW+Tvt1TYtv8r6zp3xzX9lVMq13846Gfj38jql1WQgUC0xDRsbYzhXfkRjj7w8EwDKyxPjEk9AlK/p0tTliViHt2yJywHE68W6dfoyYWOMsQ1TzXB6GSHEwZwpftVyjAED2K9oCOJ5IuddEK8qL5m8wkyb3vtvL9mvyavWJBtPV+x7vA4C8LvEDwCuvRa47jr9ddUAiLdLNgY8myV5urTlMF42RS8cW+OqbX21CQuyPNNrcsp2UKlr18TwZE7P9NuuieU1GnW3nzyMHxoin2yuQlX2VNd08pqWZ6bLIOJVD01ePNzA6PUdeB0U60KQ8hqm4dsmTNWu2xq+Z8yIh9kayHT6mKrehGE0q6nx3lcrnSQ7oexlNLOdVLHp8/jfpjrM4/TyitTh9X1lOXVl09ZRgGMa+9g6cyQz3rHBT9+Xrra0KUBGsyaO38IcRuG3bYhUYbadrg6xIwWAoiL2Kx67LV/TpaWCD6r9ymbTOejk0D0bpqeZX5lM99vum8Cx9aDyE6/f93/xReCBB8zPq5SvIOXVJNvjjwOvvaaOw0Yh9oo/DD78MDFNFapr48eHLo4xXdOgDnCXPW5A0+0/F6TdamgwD0TEOsxlUc2svvaaWY4gnjOqAYy8PNNrAKPa38a2bqjeRxzAmMJ0cQSpe7pnTEYzG5Lx2lUp69Gou2zyvYm88GpLTffJspiWRtkMuPlhJrYy2XiaiYbbsE7PlK/pwsQ8ScWeO7bfid+nM5qZyomt950qfd39Kk8zLpvJ+2vKFGDZMnVa8kDTRkcIckhD2NjqEiq43vrznyfeL8ZhazQD7L1cdOgMVNGod/tru4zXRocR93eU4xfTsK3DjpNYh5PVpf7xD1amGwu24xUgXodLS5NL09bTTKc3mLzxVZNxOpLRkcR0vcYjNmXG60RRP3KG3bb5mWwTv01zPDgjCGQ0ayHwjfDDGHAnO1iRw7xkkjtrEb45PN+kUX4uiJw6F10TyeSr7aAuGWwaZ9tBsK1xi197+WW7OPx0cMnmifj85s128ZvCxA7F1MlxL64gM1B+y6RfePrduyemqbovzEGkH2z2f+B1WMxn1eAy2aWof/kLcPPN+u+lqsNes/6qAZdtOTCVYbldszGa+R1c+/ECFO/zauts2wPbPFEp634H4V7py9/OS1kXf/nfNt8mrOXUuu8QRHn3akttvIH4+4unCvNndu507/9mSt9WJpOXinzdS/4g6X/1Fdvj0OSZrTOambA1JJrCdMvuVO2aabnV2rVqfUDE1qtIrMOZ9DTzKks29YZ7nOniMy1/17WlyXqaifGuWQNcdRWwfXvidVWbJ6ara+t0mPR2r7Lp1eeEvTyT50cmjbYifie0AffKgiB6nMmrykZvMLWvNkYzxwH++9/EVQNLlyYeUKUz/Mp6Iw876CA2xvQ79uDvpDogy29/nap2zGa8I+oDZDRjkNGsieO3QoVRAYMohLb36TofP4OpZO8TG85ULS20yQfTQNJvJ22rJOueE9P0+61VCqFNg226L0wl5fvv9Wl5LTvmf9uenmm7ZDXo9xIJ2skddJDdfbrlSqkerNjUKz6oE/NZtTzTdrmfrmyUlQGVlfp3DrJHlKqch+Vp5jhM3vnz7QaXpjqvyjubWVR5ry5ZOTPhNftrW/ZUaYphNvgdoJjqueylA3gvz0ymjdC1q7xMiMusTd9bxuQl5NWPyffx9xeNZly+8eOBBx9MjI8/Kz7jZwCnCjPtEaUjSFqffMJ+9+5NvC63a/I3M31vLmtlZeI1v+2KXF7lPsBkLOL/V+2PKOLlabZvH7BpUzxNOa10D+78tFk295g8zWzqlaldt+lzamuBq6+O60UAsGED+1UtkzPpiDpPM5uJRVUaQccZptMzV69mxmq+p54f0m2g9cImf2SdVdTPvbDxChOv2+goXnuaAWaj2e7dwBtvuI3xO3cCjz0GzJ4dD9uyhRl+xeW0cnmV246srMT21U9f/9JLzGOypMQ8plDpSLKMYWGSQ0b83o2ljGcaMpo1cWyVszAbd9sOTKyUa9cmHkNuq8zado4bN3rHYZNfNi66XnHYhHldD1P5s3n/IAMdU4POnx061J8curAwG20/Zdd0n66z1WG714GtnGGi+jYmmXRGs1TPuvqpw2I+q05dtS3LQbx5ROXHy8Ckikv82zZ9k0w8T/7zH2D/fjY4CbLxr+pduSezuCRe96xKCbU1QgSpA7o6JCvr4veySce2vtq0r3wA9+mn8XuSOT3TTz8jhqlmyE3tk0zQiRXxbzlP5G/mOPq99vi9XnpGkEGdn77Zti/zW9eDLM/kefGvf5nTN8mp8zRTycb55hv3dW748TKaeU0U3H03+yd+G9v+2g+2z5tOGBavqxDry/79zICjSte0r6DjAOvXswkcXRvmdQqeeO++fUxm8VAJfpiLlzFa1+eIeE1M5OS409SlpZJdfg9u/DcZV9esYb98z9EgpFo3s8Wm3ZWNZsn2qaJO+9//An/6k7823+QZafI65fD3EI2t/LuLExAlJex3/fp4mKld++wzZnyTJwhs8ovX+VWrgHHjgAkT4s/ZeOSJhuVMLs8U25LGUsYzjQ8bM9FUsDFkhI1XBeSba2/blnifTUPvFe448aPOTc/IA72NG9WNuO1g1eaaLKcYppvF8BrAhfEdTYM6Gd0+bzZlzWtQ53egZXM9CDaDBd19tt5LtsskbAd1YcLjXb7c7j556aN8PVWYyo484FYtz/Qjq9/voBtwyx5vouymOEyKk58BBE/XcfxtrG67VKZXL9aWqpb2yjKJpxHy9JNdnrllSxtMnpyFP/zBfd00S5zsQQDLlsW3BbAtE7r3MZ2K6EWyS91FbPdi0aHbbH7PHvX9pvIllw0xTAe/lsz+kDaDOi+C9F8870wTKkEOAuAGF3H5EsdmaZvqmkmOvDz2f/lQCL9GM1155QNh3bcJagzYvp0Ntrnh3/Z78++l0wFs92N66CHWho4YEQ/bt4/lmxjHt98Cbdq48+lvf2N/9+hhXrLqp88RUT0fjbpPnxavi+XEa8mm2E8C8QO8TjjBLKeXfnnLLUDXrvH4GxrUnpEqT1JbvPI13djIIdcL8ZmVK5mDQ//+6mdNnvOOA7z5pr7e6toVm/Jq0+YnswJEbtcqKhInXkxjAl18qjA/eeIld1ioyoQoRzpkaCqQp1kTx1ZJt7lmS5AlTarKZ2pE/CyhkuNQhflpsIIYzZLxEtLdF+ZBACZF1GZQoZv5sHmvIPLrZApr41/bsmkjkxiH7lkOV9D8bgaqCwsTvwN+3ZKYVCuQqvh1M4YqY5VOVv5eXbsmhqmwbUsAtYHRz+a2QQwj8rVMGWZ0AyTxuq2xSpfnq1YVAHB7C3jJFNRoxgd1PXqoZeHIZVIemP7nP/HZcZVXWVjLM237xmjU3L4G9TTbsQO47Tbg88/jYTZtbpCT9zgqT7RUeIvq8CoPqrR4e2CSM8jyTL99ma5siP9XDXT59+KeQocd5k6TGzKzstjEzJVXMu8qOS1VPugIc0+zv/4VmDgxUR4vvDzNVPuQyfc5TtwAJT57773AHXe4l6w+/DBw3316OZP1NLMtS++8w/b0FL15amqAxYvd6XoZzeR+0KYcet3Hf3fu1LfrPMxUv/fvDz7+yARyH6PCy9OMLxO3RaXP+NFRVN9GNmT66Xt099vot7wtff75xDA/nmZecq5e7V4ZpepzVGU+DLze49VX2TJWoHEctNLYIE+zZkiqG3BV42fbSAUd/Oneyasyv/km0KWLPyUxSIPF71+61O4+U/qiHPJ1VTx+sB9oR1zXVEahnBw7OYIOrlVh3HiXbBn3ylMbI6N4n63RzFbBMBFW/b7nHuDcc4Ef/9hfWqqwVC3PdJzE2U3TN+G/qtMzVYNwPwbg5cvZwMZPu2Ua1IW9p1lZmTse1ay/37bEVDZt23LVoImHy3t56WQxxQ8A9fUsU728WFRy2La5HK9TWGVUshcXsxl9/s1UM/jy9/r8c2DwYCA/3x1f0A2YVeGmsunH00yMkw+q+b5IIjaeZiJBDkcwDRJ05am6Ov6dU+lp5tcwYONpJho/AWDQIOadxJdQ+0lfvLZgQdwQppJDDpPLCzeaZWfHl27u3q1PX/dtxLBUDups+1mVp5m7bfJOQ6XTOA6wa5c7DlvPQDncz8EVpjopXuMHKImGz//8h60m+eUv2f9VnmZyea2rs9/31lZ/lTHtaabz/nccdsjPyJHAr35ljr+xGBVs8kKWNVnZxTqo08dMYToDvBhm817i9/NrNJPbV9EQLLdrQfJYDHMc4P772d99+6plEifMwtL3xfjleEV533svfj3IASLNHfI0a8JEo94bc6qeSTWqSunXm0cOs1VC5bDZs9msgd8OluM1e+GVPqe6mimuXs+I18L0NLMZTJmuqQyJhYV2ZS0ZLxkZP8un/GKrpHFE5c+vp5moSPsdQIVBNMpmul5/3Ry/zQAVSN1BADrlZ/16s5LGZ7hVBwHoDHxeZfORR9ybzdoMwoN4mvkthwAzqIwZwzad1d2XzHI3EVuDsi4+VVkJchCAiMloppMzzIMA5Ph16XN4GRC9bxyHGcXEe/iz1dXAtGnAzJmJ8SfjBSjLnuxyN1XZULV5NptHq5YTe8mhyhPVc15xXH89cOONrD6FZTSzLRu6Nl+3KbNch2UvO26Q+OILu/RVskSjrOw99hj7v8loxp+R2zf+/UVDiqq+6Zb4qgjT08w2TRmV0YzvnyReN6Hqy1Rp2JSrIMszdfGp5OTwPcfE8saXtIl5IscnTwbI5dVvG2YTptuuwXHU7ZP4f/FABB2p0EeDYKMvenma+cU0EaxCpyOZyqvN2EtlNFON5Ux1SKcjRaPx5196ybtOFxay3w4d9GmJf5vGFqkas3uVD7EtaSzluzFARrMmzPvv+1MwwsJGIRVnn3TP2gwqdNdt4giiuPIG068rrldaL73E3OrFjVS3bAHeekuvzNs0WGvXsn0IRKqrE0/KMslno0CrjGZey4dUaSc70AvLaBZGeRHzxLa8JrOnGSeMTpSnrzIy8OU1uvRV3zBVyzNVce3YwfZweecds9IBqI1mIqbvu307O5VJd58qHscBbroJeOAB7wFMUE8z1X3c1V/cO0pXXsVBiu2G5rYzt6rrpjrMN+VN1tOsoSHiioeFMY8u3TdW7ZtiM7i0nQDiRKNsZlmc4JI9IVXL7sR34d+soiIxfp0cX3/t3oDY5hnT+9t6mm3Y4B6A6galcpy68irvwWfC7+Da1A+JBk35Xi/EtPg386ovJkNiNMquqzxmZMPE9derZRH3G+TY6mM8zKu8imFyeVFNQKq+p5/Bt2lSwnHYpuRffqmPw4RsrNXBda02beJh4mSUqd6I39dP3yQ/K2Januk1UFbFp5NJ1Y+pZJHDZL1R1InFNByHrdwQD0fRlc2NG92nWMvl2lRe+Xu88oo7XtWyWx2N0dPM61vr2nqvNlaO27QPph+dPllPM68y7KVDAOoyrao7Xt+b73Uq7ssXJE9UMiaLyQtORPdtWjpkNGuiRKNx92gZL0UjFYjxrl/P3JpXr068T9ewtm7NlDpd5fUzmFLJJHamH3zAZNQ1WF57HqnwGlRyd19REXv4YeDf/9Y3oqaBJE9vyhTgwQfd18aOZbPkKllMDbbpmmhw4L/Z2XYKVpAG12bAnQxez9t406gUQvFZFaplgzaduY3MfpAHhH7SVIWlymimGrjw2ezdu91l7IcfEsuranmmrayikcNmsMIpL2enJvE05XuDzPrL7dDWrf7LCx84FBQkhnmlL2LraaaTXcyTyZPZ32K9rqlh+x2Je2B51RHuaSby+utsjyKVoUlOU5bNhO3+nPy9q6tZX/jaa4lpiwMz1aCOx8EHlirjvM7w9PLLbo8XEfGkMfHZZPc0q6gAJk1i+6KI7wGojWbigFhGZzQT8+jKK93fV1fmxF8duvtMeeKllwDxb6AqG6b6JV+PROyWZ+pkOeKIxDDbPBGXVgKJXmWqMNNeVaayJF579VV2+pyuffMyBtXXA3Pm6NPSUVMDjB5tfy8QPwBBJYMOsbz60cfkv8WwZD3NbIx8ujD5WZvlmSZPs8ceA557zjtP7rmHHaSgk89UXnn9lieaeZmXN4RftiyeTro8cSoqErdfUJFJTzOvtP20r36MZvyaOB5WGeVtZFLthasyuNriVV9MdZhfM/WRQeDxem0lBPhrN1oKvoxmtbW1mDBhAkaOHInhw4dj1KhRWLt2bez6jBkzcNppp+HUU0/Fww8/DEcoEStWrMBFF12EoUOHYtSoUdgqrCOprq7G2LFjMWzYMPziF7/A/PnzXenOnj07luaECRNQZzsF1Ix59tkIPvpIfc00qA2jcZeVv//+162E8xMyVUY9XafHZ1FV99nKYss//8k8VXTPqgxEXml5yeE1IyrHYzuAU6E6qcykJPvpTAB7TzO/yp9NWCqVFL9lLsgeUbazcpwggz+OacbQtHmxTafOf8W8MD0TlPp6ZuAWPVf5IIXvvQAwo8S99wJLlrD/6w4CcBz3/imq2ckgio7OkGSaudQNTlQyiWFr17KBpHjKqU095O8v5pvtgNs2T7zCuByA+pCG8nLgzjvZ3+JyMo5OMedGMzFObqzQea4kcyCBfI/497RpwHffJV4T71F5munkA+IDS9XeP7o2Ql7SJcYte3fw66b9ZWw8zbhqJp6SzeNULc+U0xd/edns0sX9nPxtxP1n5LjEv209IWSSnagRvXk5NTXAjBnMoCpjI6dcToL2w7b9Cy9/PC90y+5E44+N0czLsPPWW4kTBGJ8XB6VYZzHE2S4oDpIQofXgNLGCCV+U796pvxdg3iaieEmeb2M6XI/qNKR5DCTp5kcFo0CTz8NvPhi4n3ixuqiTPX15j3N+DLT3r3dcvB82L49Hvbtt8Cjj7ondGRZU8HYsWz7BRWqCViTTPI39GMQ0e29Kcej+obc+KjTkUxGM5vJebHcqsqwbtXCrbey9kP05JW98aPRYJ7GXrqcfD//m5fN0lJg3jz7dIOiq2tkNEvE17C8oaEBvXr1wvPPP4/3338fw4YNwy233AIA+Oijj/Dvf/8bM2bMwKxZs/DRRx/hzTffBMCMbbfffjsuvPBCvP/++xg8eDDGjRsXi/fpp5/G3r17MXfuXEyaNAmTJ09GcXExAGDt2rV48MEHMXXqVMyZMwdbtmzB9OnTw3r/JsuSJe7Wy+skL5trtogd46ZNbAkTX8YE2O8zIXfqOuVPVhJVBDE46NLijaQuDtv0VYMkUUn22rPM1GAF/Y66Qa1qeYB4j87TzCZPvBQtP++SCk8zv4MKURab++RngOROzwwD1T4sQRDLByfMDra2lhm4p041y8oHzqWlcXl0SnJYstq0STazqCZU7RDfPNu0f5n4jGkAo3tWvpbMgFuOT+V5xMO+/TauXPuJXyWTabCsGlw6TtzAwcNWrmR72anQtcuffw5Mnx6Pg8uhGsRyY7DXMiY+sAxiNPOSfccOdsoclwPwt+2DasCtKi8mjxuOuDE8L6+dO8fDVDqC+H8/y3l0qNp5MW6v++V7Vf38Z58BH3/sNgzz/NHVa1FHksOD6ny6Puf++1nZl8uw7GlmMszojGbr1qm90UyTCV46kphnst60fTs7EMoPa9b4u18nI2BX7lX6VxAdBQjmaaaqw6rrqnf8178Sn+X3ibo0R+6H5Pwx9VGOw5bbLlqUKFNDg15Okz7A8+bww73l4Po71zfSZVTQbXcDuFf0BPE0k2X323aa9jQT41J5Pav6YUDdN/vBtg359FP2LfmqAt6Wqryb/ejiJrlV/RUA3H133Cs2Ge82L2zHk9EoLc9U4ctolpeXhyuuuALdunVDdnY2LrjgAmzZsgV79uzB3Llzce6556J3797o0qULfve732HeARPpkiVLkJeXh3POOQdt2rTBlVdeiZUrV8a8zebOnYtRo0ahsLAQQ4YMwbBhw/D2228DAObPn4/TTz8dAwcORGFhIa644opYvEQc2woddiXkDaY4W2TqSFSNutiIi52tfJ8KP4M1nUxyHEG8ZsT7amvdnboYp6gkcwVUbKBVz3il51c+lbxXXcVklq+rBtw8D3WDcF0c4rO2CqEcFpbRTIQPRP12hEE8EsM2hPJZUtFoboONkUUME8NVsqd6eabouWKCn8pmoyQD6v1YvAzmQcpr0IMAbMNs2kFVfQ17jyibZ3mefPZZohxeBk2vQYHKaKZT5lVLQOSB/wsvuD36RFlNsqhmvVX5xb2xTbPtQKJHmhhHNMoMHI8/7n4/k6eZOFC95x7m3Se+v1fei3gN5HmYl/Hg44+B229PNHyb+i4dQeurKv4gRjPV86p2Vfye3Fis8iDls/5Blmeq5PSqw6tXs31YeZjK00x8D35NbHN1RjPxOT+GHRVcnnbtzPHMnm0fJ2C3+TvHK+9TtTxTlb5OR0qlp5npPtVkgBymq9+2OpJX+8PT1OkDOg8gVVpc35InZDJpVNCNH3TfWm575PtUXsgcsb365BO2PN7kaWZKn6N6vl8/d5jf/FXVOa82T8wP2dNMbnN177dmDdNrTP2grgxv2sROn+V1WOzDOSqv5TBQySROrJPRLE4r71v0LFu2DJ06dUKHDh2wYcMGjBw5MnZtwIABePzxxwEA69evR//+/WPX8vLy0Lt3b6xfvx4FBQUoKytzXR8wYABWrFgRe/YEYTe9ww47DJs3b0Z1dTVyc3MTZKqtrUWt5FvdqlUr5Ii7WzdhoprS6zgO1qxxsGcP4DgRABHX/TwsGo0mXQFYZcoC4CArywGQhYYGJ5YmwP5WhUWj8TAuC1PWI4IbrINoVHwH50Cldr8T+5vdx5YCu0eAYlr8ungfv+44zoE02XtFIs6BztSJveuAAQ527uTPmPIEmDvXwZw5bllYPqnD6uoS8yQajRxoxOPfrH//CIqLgbo68TtmJeSJKox//4YGHn/8vqoqlv5XX4kyutMQ84SHZWez/NHlCb8vGnVQX+8cmAmMfy/+nPgNTWGOEznQwcbfQ7T76+qGKk/E79WrV2KeqPJJDsvKctDQwPJDjC8uWyKRCHuv+vr4Pab3Z/kdf385rKAggj173M/G88TRfhsurztN/qyYpvu94oaXeNiBNwMvO6b3Z+lEXb9qWPw1NdGYnPF0EusSD+Mzwby81tc7sbh4WKdOiD0vfof4ezl46im3N6/YbqjaEr4/ROJ9LK36+qhLDjlMzA+5LPE6FM9f/reqfY1CV14jEV534+/Fw/R1OLHMifXaVDZVdV2swzt2xOXnbWEkIsqfmKbjOKiudvDpp9wDyT2zIPY5vF0Vw+J9TmL7Go3GZeNhvL42NESFAUNiXyq+azwf2L1cDlUZEr9DXDGPf9N4f5iY5zysocHBjBnA7t0RHHxwvL6wgUNEWV7cfTN/ByeWJ7zccTlU5ZXnidhG8nvc5ZWFif2cqr/mngi7d/OywPuceJ7wsCFDgKVLeVyJbam77Ni1pfI3FL8Nu9edV7wMMIO+vn/h8rn7ksRv0r+/g1WrIjjiCAfLl8fLa20t8N57cXniBpZ4nsj1WqcjyXki5pOYJ/yXp1Nby8Li9VT9beLvGUF9vbv/cesrTuweuQ1zh4nv467rYnkVyxv/Xu4y7K0jiWWYHSyizk8ZsW1K7IPjbY4cFwuPfweW/+r+RWxXVPqrqs8R71Xp36IsYnnldViVvthu1NSo+mEciCNeTlR9DtvORa0vqOqh6l3Fciq/p659ZfJnKcPEtkDOE55PrH9gbRmrH269OnXoy2ttbWL7x/52lOVWLq/iewLsu3rr9FG89Rb/Tqy8iP2Dqgxz5HZI7nNuvz2Khgbgww+z8N137PnKSlUdFPPE3TaoynC8nOjKFaTlme52TR6Dqr73ffcxOYYMSSybfuowl2P//nh5HTbMwUcfsWeqqtjBI0G28FGVa7FtFus6924W6w3HrL83PbIsMzOw0ay8vByTJk3CNddcAwCorKxEIT9nFUBBQQEqD+ysWFVVhQJx9+ED16uqqlBZWYns7GyXAcz0LE+jqqpKaTR7/vnnMW3aNFfYeeedh/PPPz/oqzYJ6urqcd99bBqEKTYMvsy1pqYngDYoK9uF4mKDr68Fe/dmAzgY0aiDbds2A+iDqqp6ACz9/fv3AWiPqqpaAOxIoaqqKgD5KC+vBMC+5/btO5CfX41du9rBcdqjtrYe+/bVoLi4DBUVXQC0BQDs2bMHVVW5APJc7wQA1dU9AOSivLw8dn9czr0AOgAA6usbALQ6UK4KYnkGtEZlZRWKi7cfaDj6or6+Dg0NrVBcXIzS0tYAeqO2thr19a1RXLxJmSfbtuUCYO4+paXs/UVqatj7izQ01AHIwZ49cdlLSjajqqoeFRVdUVfXCkAudu4sRXFxBaqqeqB37yg2bMjH9u07UFhYBaBvQp6owqLRIgAR7N69B99+W468vCiAQwDEv1dNTfx7sZmPTdi5k71/NNqAyso6FBdvw/bt+QC6oa6uGpWVDoqLhU0fBHbtag+gEyoqKjF9ej2+/LI9jjtuD4AOqKurR3ExGyWVl7NvXV8fD6uq6gYgH9FoFMXFGw/kYU9Eo1kAWmPTphLs2dMQe9fEPJBx58mePa0A9AHAymFBQRW2bm0DgB17s23bduTlVWPbtjwA7NixnTt3ori4EqWlbQF0QTTagN2796O4eA927WoHoPOB996N4uJ9Silqath7bdiwE7m5vI3rDiAP+/btR3Ex2+21trYXgBxXWH39wQCyUVNTg+LirQfC+gBohdraOhQX800EeZ442jzZu5e9f3V1NYqLmRvXjh3suzpOPJ927iwE0DWWd1lZcL1rcXExsrOB8vKO4HWtpGQzysvZVN/69XlYvTofI0Yk7mK7aZO6LonvsGnTNvBvwscD5eX7AbRz3V1by+pS/P/VqK3Nxq5dFQA6AgCqqipRVZWN/fvrwOvb9u3x9nD37g4AOqK+vgFLlri7RqaEsWm+/ftZfeVtiu6+6urqAzLnobR0FwC2OVNdHatnO3fGw4B4nldWZgEoAgCUle0G0Bm1tfG0eFu3b1+83eBxlpXtjb1vWVkZiovLUVrKvmFdXQ3Ky+PvzvKkCtnZDoqLd0DF3r3su4rlcM8elk+83QSAioqDABSgoqICxcU7D3wD1udUVcXLWH19H9TVNQBog7y8stj7V1ZWAChEWVkZeHmrqIg/x9vXaBR4883deOedzvjpT/dCbmf37Im3vbxPEsM2b96C6uo6lJd3QV1dzoHvwPKpsrLbgb3R8rBjB6vr1dWsfq1fXxzzSK2v7w2gdew5lv8srLycvQc3pgMRVFSwPqe6Ot6+VlZWg/dn7Pka1NW1QlVVXSx83749iEbb4YcfNuLLL3lbGs/f3btZPayurgErc62xezf7/vX1Daivzz7wDVl9EZV1URbOunUOevWqAZCHsrI9ADrFZANysWtXvGwBwA8/sPaAKeGsvvJyLsa/axeLa/v2+OCJ6wMqdu9m36u2tgYVFVHU1UVieVJZWYna2ghat3bA+/EtW7bE9rndt68zgHaorKyMlWnev1RX16K4eMuB9FmbW1NTiyVLdqJNm+iBtrlNQr2uqNgPoP2BcsvCeZ+5bNlO/Pvf3WL38jq8a1e8f9m5cwsikTrs2MH6UgAoKys/IFO8DldXszJRURHPmy1btuKzz3Kxcydrbxsa6rB3bwWi0Xi5b2iox969FeDtryiH+K779u1DcfGuA2kxvWnv3n347LNytG9fj/r6ngBaY+9eJlNtbT2i0WwAEdTUsDJQU8Pa2draajQ0tMHevfti6VZVVaChIe/A8+2xcGEE/ftvQbdubBJ769YcAL0O3MvqBE+LvQfLX7Fd4+zZ4y577LtWoK6uNQAuB8sT3hfs3BlvS+Q8MelNq1Ztwr59HSH2MSbdgutDxcVMf+F6JKe0NN5OiGzatAl79rD2lfcpQLy+ivoYb/PFsKoqVl7E8lpfX4+6uiiANgfyrAMAoLqa5fe+fe6+k79XVVW8z+H1XKyj+/ez58Q42YSW2vWFt7l1dbUH+tv42LC+vhb79sXDtm/fjvz8+L4le/d2AtA+1pYCiOnt/J3F9xfDamtZm8/LKaeurhaOkxNri5j8VYhGc1FaysrJ3r3xPo69Q7wO83wqLWX90O7de1FcvBu1taweiTpPatCX123b2PgAABwnXu527dqlLHe8beL6tqjjAsCePfF+V2b3bqb7lpaWoba2PYCcA+Osji59hn878dtwRJ2ztrbXAaNZTuw7lJdvxv792QB6Yv36eBlYvHgruncXHWLYu5aUsDGoW04mE2+3AMTaiIqKeJxcPla+8lFfX4e9e6tQVxdvX+vqarFvXw0aGgrAy/vGjRuRk6MyLDKZeHndty/eLvG6q2qruI4AMKNxNFqHaDQLr79eHQuvqNgPx2mLdeuKcd99fXHccXvx85/vUshgZvv2+PeOl+u4ns+N9/v2laO2NgdAjqvv/8lP9gLw0t+bHn379vW+CQGNZjU1Nbjllltw4okn4pxzzgEA5OfnH2jYGRUVFcjPZw1uXl7egYIK1/W8vDzk5+ejoaHB5Tlmepankac5quayyy7DxRdf7H7JZuZppiqsrYTNTkRXy6Ii1hG2bs0qQqdOnVBU1CkpGfgpLvX1WejThylBkUg8/fbt2x2QKZ7n/Hvl5sYV5dWru+Ff/4rgF79wkJ0NtGmTg7Ztc1BUVIiCgriC3a5dB4j2Uf5OANCmDbuvoCDeKXPato03fNkH/Frz8uLp8zzLy8vDjBmH4MwznQNxtkYkwtLh7tj5+bnYs8edtoh48g5/f5H8/MTy2qZN6wO/cdl79uyF7t2B/PxI7HCFzp27oKioC1q3joDbpbt2PQiiKCq53GEsnzp06IBHH+2E44+PF5K2bRO/l+MAffr0QatWzPqek5ONNm2yUVRUFNv/pqAgF1lZ+jxZuZL95ubmx5Y7tGvHvkl2divU1hZh0ybEvnVWVqtYXLm5fJYny1WGudt1z569D3gMmfOAvwund+8iPPRQBD//eTyQ56Xo0t2tWzcUFbGNyTldunRFURFQXMxmn1q3zka7du1RVNQeq1YB+fls5rJjx44oKnIr+BxeD9966yCMGOG43rWwsC2Kigpd94lh2dksLCenTexds7JYWKtWrRPePzs7os0T/g3btMmN3SPuJ8TDxH0oDj64CNnZ8ZMhAaBPH1ZH2rWL19cePXrhoIPYxrwvv8zKz1VXxcs4b8P69OnjObvTtWtcmeOzb23btk24Lze3tev/eXm5qKtjbQensDAf9fVAQUEb4bl4e8iXRWVlJQ4ERDl5W+N1X5s2uTHvpPbtOwnhrJ516OAuwDzPxf1LOnXqmJBW27Ys/fz8eJ7yONu27SA82xk9e3aOfcPc3DbIz3cbSvLz84x1uG3bxHLYvn3kQJp5sefy8iIH4itAURFrY3kZzs2Nl7Hs7Ahyc7MPyBd//7ZtmWLYWdjAKicn/pzYvrZr1/FA/PF2ludzQUE8LCurVULYt9/2wscfR3D88U5s8/DOnTujqKgzcnPj3kS8rldUsO/Zs2dR7HS8eF/KngOAVq3i78/kicRk4n3ejh3xvG/Txj3hl5vbBhUVQJs28e/csWN7RCIRrFhRhIULs2Lx8/zle9m0atUm1j/m53cAwPo7rvwWFLQVZGLeEdnZifpQXV0WcnJYRO3bdxBkZXKLZQuItwdiu8nLdOvW8fjFuOJxJvaHWVnMw5x/r7w89l5iE1FYmI/KyvgyKQDo0aMnejE1JFZec3PzY2WH9y+tW+egoKAIlZXxNjcnJwfPPNP7wPuw9jhbWgPTvj3PP7EOtjvwHl1d9/I02wjVrFevnujZ0720JieH1aUOHeJ1OC8vNyFvunfvgV3CuKh161Zo27a9q0/jYSo5WHy8DrdDUVFbV1jbtu3w/PPtceSRTky+3Fze37SKleHWrdkLtWrVOiZrJOLWsdq2LTgQFq9v27f3xE9/yr1K4vIVFnL9Pv7+rVoxAcR2jaMqQ/n5BbFyX1gYT5PrVZ06dXbd760jMXr16uPSP3X3cbg+vHdva3TrVpRwKp3YTgDu/q99+8R35vVVHLPwPkesV3y8JPYNe/a0RseOLL/Fb8PHUzxu8b1uuimCs8+OF6jCwg4A3GMs3ueKcbIJTDXxOpyDvDx3W5Ob6w7r2rWbS5fldZi3pSweJr/YbvL3F8O4Tt+6tVsfyM3NgeNEXOUoPz8PkQjQsSP7Nvv3t8XBBxfGyny+YNPn35/r5EzvaxerRz179kJXd1OQElTlsH17Nj6QHX86dOjkKnccXmf27GmNPn2KEvZL69kzV1ve+d5fnTp1jvWDXMcS9Rn+7eR+DnD3661bR2LtDv8OvXv3iumiRUUFsXHE55/3xPXXJxqqevHGX4DLxNstIN5GiOWKy5efn4+sLCAnpzXatnWXnTZtclBYmOPqh/r0ORgKn50YvM8X2yVed91hrWPpi7Ru3Qo1NcCJJ+bF9lfk/dD27SzvFi9uj0svbevb28ytX7IxmDyWYjIVxrzZ+LjtT3+K4sgjC7Bp0y4r/b054ttoVl9fjzvvvBNdu3bFaOFM5r59+2Lt2rU48cQTAQCrV69GvwMLk/v164fXX389dm9VVRVKSkrQr18/tGvXDp07d8batWsxePBg5bPiCZ1r1qxBr169lF5mAOtomouBzA9cQZb/TizUWYFPZVQRiXCXbtEVmruZJoaJrrpr1rC/d++OuDa55YaAxGcZqooqpiU8qbiuDtuyBXjlFW68icTk4ElnZ0eUsqngxg2vMB4Xm0k/IEkk/n3ir5kV2weCdzDifezexDwRw+JKNgv77rvEfGCu3e7n+fflsorvn53NBplZWWxZ3OzZwK9+5d6smscf3y8gXjamTmV/Dx0ae/uE/GXLucTyrH5/Hqbao0lUJioqsrB6NVBR4c7zb74BBEdZlJVlYfRo4IILXDmCrCzEyip3Kxe/F/cu0dUxvvfKoEHx94p/G/P7q+6L75OQ+GxWVmJY/J3Z7/ffq+5RP6fKc3V7wsJefFGURV0+vTpdXv7cLv7mus7ijgjLhxi8Doph9fVx+blC6B1/Yluiuy++sXz8PXl7Jg86eF64yzB3oxfrQGJ9VYUtXJiFF18Efvtbd7qHHso24xaf8yonqjKnLife5ZXnifj+8fZRXNYUf05sP1R9CUfV54h58vHH7O/PPovg0EN5aFZs2XHcsOEu12LZj+dJFlauBA46KP6ubFkXS1t8f5Oc/P3lfVOys7PgOMCGDe62WpXnHP6uvM1lS00iwrPMM4zLqZNL/Db6/I63h/Hn+RKPSEKYTuZYbFmsP1mwgF1T5Ulct0iUQwzXtZt/+QsLGzBAJUei3sLlktPkcsjtl6oO87IjhvHyLn4HVXmNRrOk/XX0soiIfSG/NxLRl50VKyLo0AEumcQyLOsIvH11v3vi92poSKzD4vuL78rfQ1021XUo/t1Vuqb627hiVegMjpOVsJeQ7eCwoiJLsSeUWudmcSaWOVFHEiS1DBPbcnPZ4jJUVgL//W9iGyKWK1Ub0K0b2y5EhamcuNtGQD8mMfe5Jp1eX4fdfQ4rr+zaunURfPppBAeGsK5ywb9/vD+PuMYHjhPuuEqHuhzG+y8RVt/NQn39dZbLwA8Ahx3mrTeypY/sr3iei2mZdSSVTs+fz8rKiuVz587x+0pL2XMvvwwcfbQok6peq8p7Yrnmsm/fzvoe1fhB1f4z3VXxaoa0bMswT9Nx4pMbAJuYcxygsDAe9u67WRgxwiSHQjIhqenTs/Ddd8Dvf594H186y/QI3ieL41Nv/b054vuN7733XtTU1GD8+PGuAjFy5Ei8+uqr2Lx5M0pLSzFz5kyceeaZAIBjjz0WVVVVmD17NmprazF9+nQMHDgQPQ7sXj1y5Eg8++yzqKiowPLly7Fo0SKcfvrpAIARI0bg3XffxapVq1BeXo7nnnsuFi9hj2kTwmTgA1CvI35Vm06KG0DGjRCJ98mDXxG/7yPezzcc5mF8Q03VQQBebYNbiU28bgrTnfQiDwREo1nQ78ifE70D4vshuO8rLXW/vygH4D7d7d13gbffBg5sRehKy3ES31/+vrow+RnTQQC6PFF9GzFs/XrgySeB996Lh33zDZtVFL2qxPhEIy/gLsOmpf7cnn/IIYnyeb2/6hqXRXW/aZN3lYy2eeoVxuOWlbEgeJUTOU0OzxMxXLWJNr9eVhb3NBPLmSr+Tz/Vy6H6NvLzfjYWd++3ppdJlc5GtqrZtYm36t1MZc2Uvm0d1uWJql6K7ZKfgxJkeb3CgLjh0NRPxQ18ajkefhj4y1/UMpvKa+IAJ/Ee1UDItu6xyQz2t3j4jOl0TPF51bcxbRDO4ffIfYlJZlk28f+JRrPEZ3Xf5ptvgAUL1Pepvo2urJvKgA6vesDf1bRhNQD83/8Bc+fG/6/alNpPnujCxJMHTc9u366XQ3dwgyp9VXvl9yCAhgazPmATj+5deRtvg5h2fb35AATds6IcH36ov8+mPzTp2rr2xL3nWuK9Kh1Rs9gHgHsTcZV8Ytgjj6g3sw/Sv3CvP/m7qvpclY7A+0w5XoB54k+dqr4W9rjKD7oxgU09rKtLzCub8qoqG+JKBdu+T6Uj6caBvEy99577RGtT3Ve1+aqwLVviOrxXeZXTjEb1J3XbjGlUmPRG0V8oPtFrjxgn9zrjewHL99mMaVoavjzNtm7ditmzZ6NNmzY45ZRTYuGPPPIITjzxRKxZswaXXHIJotEofvnLX+Lss88GwLy/7rvvPtxzzz2YPHkyBg4ciLvvvjv2/FVXXYWJEydixIgRaNeuHcaMGYNDDowq+/fvj9GjR+Omm25CRUUFTj31VFx++eUhvHrTpmtXBzt3GkbFAvv3x4/kDqNxV8UhKn8m5ccUJjZOfg0ItoM6E/wdxNN9+K8cNnMm8ItfxN1aVQqKF16KgKz8OE5wo5l8v+nUQADYtas1/vKXLPzv/7L/q76NaDQzpSnO4Hh932+/ZeVV912DnJ6pUtbFMG5U4MeI656VlUk5T2RDmkkWnaH044+ZYc3UwcvP6E4xNZVDGxl1f9uGhYFJSVPdxzGdlqWKK9GzwFtR8HrP0lKgd291/LowOV5VOTANOFVxipMBqgG3jULkJZNtOwzE2zBRVpURQTWQ06XB+fzz+N88T1SGb5V8qvbVti8zGRySKa+m51SDW9UpreKzPE4+uNTJqopHfg9Vv2EKk2WRkeU1GYh07YGYJwfOocLxxyemqSqv4lJ0ES8jtwqveqA6OVtVh2WZVG29l3E1qBFCzGebflhVhnUyqYy3prqmGxibnrEx8ooTkRzVANKEXP+CGCGks8sSnrP9hoC5vNrUYdW9qvbNVB9EnV43oSVSXR1fcu23vNqUF1XdUpVXsf+R4+Anc6vSTLdRoaYmrqPojPq6cmdqK0zPyffI+S8u+/OjA8ptSSSiN3JyVPVFlk9+XiWbqpyowqJR/XOzZjFDnriVetA2l6M7dRZw9xnJljuT3qg6PbMFOpYl4Mto1qNHD3z55Zfa65dddhkuu+wy5bVBgwbh5ZdfVl7Lzc3FxIkTtfGeddZZOOuss/yI2uyRlkAbG6kJE9TH3gdF1Zl6eZrJ98thosHBcYDFi1kF7dLFfoBvumYzqBMbCfma2Fjs3AksWsQa7j/+kYXpGncbOXUDQpW3SxCjkXg/T0ulHIhylJeznpgr7SpPM52xRo6Xf185THX/ww+zvwcOTLxPHPTplOggA02/Rl7+jJwnXjPtYrqq/HccYMYM9jffH8Nx2LHegwfrO12dsdnkacbvE7aQsq6vquuqPA7SoYsDIcC+XdEp5iqjmUrxFwdOYnkVw2wQ79uzB+jTJ1E+L28fXdmWr9vGyRVMlfJna+RNZhAuv4dKIVYZzYL0VaoZ3x3qMw4AJHqLiu2HOAvv1YbIsor57GVAEeVQGSFMz5lk03mvmVDVXZ1ibSqnQYxmKk+z+np1HohxerURqu/Ad/yw+zYOIJ2e6YVX3VB5Vtp6WqnaOtOA2bZuyu2KqQzbeprxv6urgSlT3PcCyRnNdJ5mqokxHT/8ABx2mDssGaOZytPMptyIezaqULU5fF9SVXmQ79XliV/Dt63RrKFB76USVnk1XdMZHLyMZiqPN1FuDo/H1I6kkuuui//N0/73v9336GQSw+fPBw5sS+75HGAuB7Ze1vKzsj4g5rPXJJIuDT/pq54tKEBsz1NVWyei8kpNdlyqagtVk41BdGxVu6DrQxOX+PtPr7kR+PRMIrP4GdSJHjRhN+62xiBVmFhhRaMZ77hsvAtsByZ+Ol0vAxG3G3OlRY7D1hqvUoS+/x5YtkxtaBJnlfx+R/l+L08z+blkPM3Ed7EZcJrCvJZLmeQA4gYEPx2HHA9/H1H542FeHkoqg4dNGf72W/VyCJ4nqnzNlKdZMkazO+5wu5/rPPJk/CjJKlllbJYw2pRB0+DQxmhmO4AxxckH5qbBlA5TfbVtg3QKoR9PM9u2XJWOCdkwJbZTBw4GT5DFJJP4a9s3iXKojBC2aQLuyTGVjuCVJzwum3pnag9UAyhTXIDd8kyVkURVN8Isr0E8zVTxqWRSlXFRr5CJROw9qOR4vWSSUS234qgMDqqJCv6cGBe/F4gviRfx0+Ynu8yzuppNVB15pDteP4iy6Yy8ABtcH3OM+xAL2zZiyZLEMPGACBGTl478bqbl1F71ysS2bfF0dRNaIrb6kF+9SUwTSOyH5fJqMpqZ+qCwx1V+4Gl/8IE6XEZ8361bg72L2C4n2+aqlmeajOE22OrZunLSuzcbixUVqY1mcp3XpR9knAPoVwUAyRvNVM+o6gUfl9usumhJkLNdEyWoxTfZxl12P1cpyX4VGa788Moqz77aNuJBw2RsDUSit1/Qxh1w58lLLwGvvcb+Vu1pFpanmWrQYVJSdIZE1eyQKg65wQ9ijBEHfX7eX7yXK0V8bxZRdnE/C9WzokzyUkwxzMZoZhsmXuMnN8kyqb4N4N9o5pWntt/JNj4Ve/bEFW7AfgClUn5USoccpjJA8Tz1SlOFTglTfRddObGtG7ZxisqP/P4mOfzIZGpX5HhMnmY2EyV+BsVeyHVYV2e8BpWqa0EGdTrZVM+Z2mvdu3hN6JjaV52nmUom3lbp4lKFybKpBrWAO29VcvlJ0/bbRCKO8nvr+j25vMiDU1PeiSc2y+iW7QT13AlqhLA18nLkfDKVQxujIMD2T+VeYSr9y6bNzslhWyI8+aT/9Dnr18f/jkaBbt3i/2/VislRVgY89xzw6qvqOMIur3K4Lk/4u3qtPDCFqdi4Ma4T2Xia+TVu6O7T3W/raWbydDYZKzJpVAg6FuD4eRfbvt+0JYJKfxXj0XmaJWs00+l6IqKOeNxxwF//6r2ixm//Y6M/m/r+VJQ1LwcXcczX0iFPsyaKrafZnj3hpVlfD/zpT8DJJ5vT9TuQ5oM6fl1lNJMbGhvFKOjgXmWEEBuxgw9mv6rN3PnzXmn4kUmURd5/wy9eAz3dNdVSRC+DpuyFBSRnNONyiOGFhUD79sDmzXZGCFUHJ5/2qXoHlUzJepqtWBF3AZfl9FOu5aWFHFMHl6zHn/y3SomS8y6Iod9ro2w5TQ4vr14zy7p8sGlfbZRV06y/zT5nPA3VDLit95qs7PtRRP225TZhpj3NbLzLbAfFNuVNrMOmSQm/7ZXXMlOd4cOr/noNZL08zWyVXlXZkuuiKR/E5WY2HpmA/UEA8vNBBtw210RYOUksUDZlbNs24NlnETuVT0x3yxb/sgQ1QqiwKZuq+1R9v8oIIfaV8r0yfpdnAnEDo+17yKj2RvJrNBM9fOQ+h+cJrzuiMVmUMZn2VcbkpWNjILHt023yNyxPM1OYbXkFvD3PTX+bvGdt624q0H0HG33Y5v+qOFU6tRjG23+bMqzyNFOVV7l/NMlrMpCZvqM43uQyeHmamQiiXwPqtvSggxLl5zIuXQoMGmQey5jS1OnJsiMALc8kT7Mmi23hve029/+Tadx5xfr668QwEV7B/C6tUinnugZr61a2n4BpUBcU0UDEf1XGKpsBngmvTl/lzRRkeaaX0UjVwcjX5DzRGYh0HYNfo5kqPnHQJ+adV554vT+/rjrt0TRwl/MkK8vfPm8PPcQ2D/VrmJCvi98hSGeukk11X1kZ8NZb+m8nfxvdwNYPyXqayQYiuS3RlX0b44IfhdDGwBWNAldfDbzzjl0aKuOXyshYX+9WRGX5bMurKKecvm15Er1OVfLrBmWqAaDfwa0K0bu5okJvNLP1ukjGCKEKtx3QcLlVByGo7tNh+jY2e5olEyb3sTqjma4Oi/EG9aBShXFPMxU2A1O+QbboQcufEw9kMPVDoiyqNHUGTfHvIGGyvKIccriu72toYHvAqp5XYdvm8zRlOWw8UXlZq6lJvJaMJ4dsXJHbV917izqSV/xeYaY6LN9rqw/y53TL53WE7WnmNeCX7+eYvJu9lpLz8MbqaeYXU9/mJw65rfU7Blu2jC1Ft63D4gm/siy6MFX7amPIEuujl8e3qm7Z9jl8ibWuvKrSkfNp2zbgscfcpyybUMmp009tVs+0NMho1kSx9TST8duwqVDNbKuuqyqaacNB3ji99553+uPGsY1lbQZ84t82ja7YYPFrKu8zmwGeCZWCLyLmyerVbJZSlE23p4Usk5fxwvS9dO8ve5rxX7FcivebjGYqvJRkMW4v7zsxLlN59RosrFrFNuWvqEg0aPJ3tPU0S2YAI9+nMvLqnrWJn4eXlrqvT5um32yWy6GLO0yjmY0RQuVpxu/LtKeZbikl//8nnySGqdJVXSsuTgwzLc8MYjRL5j4g+eWZtntM2XqaOQ5bOrV1qz+jmcowYovOMzLot7H1KkuF0cyrzbH1HFIN/nV5omtbVDLxPUiD6kg6g7Octi4Ov++vMuRwsrLUJ/3u26eXy09fosOPEUJOe/Fi4O231c97xcnRGcjlfljE1D5wj4wwPM1E5D6HDzhl+X74IRcTJkSUg2IxLpmgBvggnmaqMvTZZ4n3m1B9G52n2Ucfsf3lbMsh7+ts8kln5FXdyxHLhuO4jdk2k8XpwqTDqfCS3UZ/tfU4NLU5r7zCfuU+l48t5OfFvXtFvE7SlNP97ju9fKIs/G9Vn6MiyCSi7n5TmnL7xPsL07J+gDmZjB1rf5K7PC4HaHkmQEazJksmjWa2CqFNpw0kHgQgKli2LtReyoTfBouH8+VzomFi4cJ4mvv3s9NJxVlkFaZ0xT0xxGuilf/++5nRTPSq+stfzGnaGs1MeajzNLNZninGy/NUdfiurdGIG+vk6372iLJd7qe6Jh4AofIC5J5mqTaayfGpjGY9eviXQ7z//feBP//Zvbxb5UGq+g5ecfshTE8zUb6jjmKnpkWj7B3lE5Bs9jSzDQPsPCH4/2VlXZfGmjWJYaqTIk3LM00yi9d0ZXPfPiavn3JtO4Dx8jQLoy/j9ZV7T9ssz0xFmMlAJKIzhqjKazJLKWyMZvwecYY7zDzR7cEnh6naI9v2xlY2nb5lY0jkspg2GdeFqVAZBGw8zVTXvbz0dNh6izqO2ghoKpsqfejdd9X3cj3EpLuo8OvpZks06v7OOh1p0aKO2LIl4rmcWsamjJi8VOTnTf2rlwdWUE8z1bOOA7zwAttfTnWPql7xMm87iSaHqzzNRP72N3d8olEiLKPZmjXu/fSCYKP36sJzc4PrA3I5sZ0c4IhGKfl5VVjXrvYGn6DtOk9THLOoDN9e9UFVXsV9lL2Q+74TTtDrJvz9vQxac+awcaq4dYKpzd+wgel3kUg8DVqeSXuaNVmCFl5eSbZsYYMdcV8uW2w9zcTKyeXdsEF9v2kgJCvJth2UeJ+fNfa88dm9G3jiiXgYl4Of+NTQwN6npMTOxdsPXImSlQ6x4VQZgOQ4Hn/c+2Qok6cZD9N5VTkOa4jfeCN+n5i++C6ybKr7VNf/9a/4zHAqlmfqvI3Ea2LaPN9l7zsbV2avdzXdp4tP5QXptUzUS+HdtIn9ioqiavBsMprZzkaaCOqlYvIY4rJyg8nDD7M6LMYV9qSEH08zr0GbX+VUnpQQ8epHvIxht9wC9O+vzm/ddzJ5qfhp58VvlizylgAyqrJs+x38eEaKqOTQfYeg5VWHjdGML5cRJ7ls3z/Zga7KKFVRAXzxhV6OZPLEtKxO/r9cz7h8oheoXyMPR1dOVO0c/1V55Jj6F5tv6MeDVoVpTzO/BPE0Mw0WVXpVZaX74CdTvOK+ZfLkjaznmoxmtujaDT8TNaowVRk2patCpQ9lZSXmsZeu4Le86toSm3ZNheMA//2vXsag+s0LL/gzpqjSstF7deEnnxzMaCYakWzuV4XJ5V2sI7olj7btZtDyKvYv8vJMr+eD6qqqMNlodvnl8b5NN3nlZTTjYyiVrqNangmwSdh27YKX7+YIeZo1UZId1N11F3Dvvf7SVDWStsunTKxdywx4KqXBaz25385UhWrmFnAb/XSb3NqmYXs4gHhNpej42dNs1y7gm2+Af/wjHubX04xf03maRaNsE37x/uXL2YER4gyUjdFMRTTKBmVz5+oNM8kazUxLRsUwno64R5SoYPpZnmk7w+81QJKNZvxXddqrKl7dd/DyDFXFky6jmZ980inJ4reSjS/iu+ji9yOHfK8ub1WDtWQUMTle3cDBcVhbt3u3Pl5TfV271v3/G24A/vlP/bNBPM1Usoledbq+wwu5PukM346jPzlavs8GXTkx9XUAsHevOi5V++o1qaLCz/LMaBQYNcosry5MhWrgIM/w83RVE3eit3dQY5DqPpa/7sAuXdTPR6Ns30fRS0XlaRU0n8RZf1MYl0u3P6JNvTbJZqub6HQkWwORl6GK6xYqHU6V7qefsmXYHNs2V17+ypEP2nIct6cZ75t5mPzefj3N/PQ5qv5cvtfkpRNGW2fraeb1Xl46opdsqvdXeZrp8klOgxswbOQzEUQvCtNo5jW+0qWt0qn9GojkPl9lNJP1AS991IRtO8T7HNFoZhOXTi+2eVYlF287efo6/c3WaMbbZ3Elg43h2E8aLQHyNGuiBC28QRt33bPJGM3Exmj/fvNyPzHcqzM3YWvlB+LHmQPqE990cqjePyfHThZOQwNLUzbC6PbvikYTy4RufyPVs+KvOEBQNZaiV5Ws7DkOW0pRXx+fcbVVCMUw3amvcsfhOPE84WFz5wJ9+gBHHJEYr0lJ9FJSRU8z1fJM2Wi2Ywdb9nXGGXZp2cgkexrIRjOetq3RDGCDiHHjgHPOiYepDMccVblXGc286oQNfhUxjmmPqNpaoGNHVj51coXtuWNzEIDt0mG/itiyZfF0ZSMEz5Nx45hBZto0fbx8pt30fR2H5esHHwCdOqlls934V3zun/9Uh5uwGZjL9Um37DwaZYc0HHqofR0Wn5Xlsi2v8nuIXgmq/OOo2lwbTEq0zjATJCyZOhxW/DpMg6u+fVk54PuJymnv35+476OqDU2mPVGVJ91AurTUnKYYxreisMnPZD13VKh0Wtv9SuUyojPWPPcc87jgba1o4OKo5G/dWp2+bMxXta/RKDB9uvp5Ux1WYVOuk/U0szWo2rRrtgZN8Z6dO/Vp+mk35DA5HR6m2hNLtdx56FD38lGRZCcF/bTXyRrN5EnCIF5zur7fD7pJVp2nmR+jma3BWc5zMV1x+ahcr8U6wsuKrZFXhcnIK7eLui0BvGwCpuXIOk8zOY2g3rDNCbIbNhNUlbRzZ7v7RN580+2GrHrWy4PEtsGSMQ0mdPH7tejbKPW8YXjmGbcc0ai7cTGdpmOTrskTgHvDyM/qlkDwfdZEOnSwk0Pu9GQjGA8TjWvi4FI2qOXmsr+50VHlaeYlE1f2VQYiMTwajSu0PD9ffx145JHEd9ClZer0VQM2ruCoPM3EMvz002wA5dWZmja01XWm4vVkPc34cuN16xLvW7o0MW3dHkKyp0EYnmbJKs4qr6rqarapL99Y9thjE+OymZTwMzBX1WF+b9u27DdVRjP5PpXRTOXBJMYbjbIl2HwZtil+Lzltl3bpykyyBkwZ2YtE5bnD01y3Lr5kOaiByLTEzstopkI1YaLLoyADsyBeKrq4TPfZ5olcr/lgyu/JfrZy8HQ53BgMJOaB6kAIW08FG5lVnswmbxGvOpRM+yrHrzsIwLa+qgxkXkYzXvbldsc0ASuWE1Wbm+xBAKo+h3u3yWWB70upMpokU0bk5209WcU0VKe9mp7VLbn1azTjW7iI96xe7S2vKIdOp1eVV9ETlMevav9lr0e/k/eOoz+ww49+lKzR7KWXzPfZ6o1yG+O3LZHLpGr8Ieexn03sbWRRGc14HRY9vHTt2FtvqeUIq30V2wWdB6nf/cZUBjLx1G2ZSETvadsSIaNZE8Wmgz3ooMQw+b4NG4Affoj/f/Zs/cBI1RCE2WDp7pMbrGQGkn4aLHEgqTIYqIxLpjRkI6bptBPRm0vMT90pbaq4VAqnzUCPKR0R1zXRCLNhQ9wzUDaIiY28OANjKq+mDkZ+Ruw4uGx8rb5O2fUympncy3VeVUCih5duH626OrZH2JdfmgczXmUISPRuk+UQw0yKmHi/Xw8BnXKgU4L8xK2TU8SmfVENrsUw06ENKqOZH6OUCtPg8txz2W+qjWY2ew5deaX5dCnxea86rAtTzXj62Q8pTKNZJGK3RMu2T1OhK5sipj3NbAZFYc8A23ip2JbXVBjN5LblySeBqVP9xa/DpKt4tQu2g4ug5UnnQaUrr7o+xbYf0oWZjBBB66dKX7FdUWFrwA76nKk/lp9VlVfORx+5vdPKyuLxB/Vutvk2ujpsE5+tLDqjmUq+oO2rn3ZDJZuqvNp4G6qMJl56pcx777E9QEXPU/7cU095P6+TLeiEpJ/n6+qAb79VG/mCeppxVG2R/L0GDfLnaWZKx4TYv4jGKt23F7emSEZHkDEtHQ66p5l8vw6VIfH779nfXgfetQTIaNZECcsTYtIk+73NVI1bMieXyPDK+j//4w6TOyxbDxZbBV43KyXmMTca2ewTEzRdEXH2QMzjlSv1aXBMRhA/Bgfxfh5naWnc+4gP9GRPM/lvLyMEj8/GaCYq5vx+7mkW1GjGPeJUSzB0Aw3Zq4x3smKHw/+urQXuvpt5npkMhDaDGpWhVjRoqsJUBFWo5fvENEyeZkEJqkyb9u/if3PlXR6sqQYwtrLJ2CxFVG3QKspik64qTKX8eA3qADawk9O3La+q6/J9KmOQzktFha2SbPMN5QHc4sVqA1Yyg2s/RjMbDy85XlX7qiubQfJEJ7NqWVOYA11bo1k0yvbu9EpThY1srMyqI1QdjhBWuoD6e6n2NFN5n+zbF1/q5ifNZNpXOczG4GvCRs/VlR3bDd5lbHVano58n1f7yg1l8nM2RjM/g3CbviOZMmHSTcQw1X1hymHblsj3mvQeldHMJLPNd+FehaJnG49Tbr9Eliwxy6HDj5FIRBX/f/7DDkzi26bYGgxN30tX3lXjCb4qwLa+Juu4oTKaqb63zisuaJ5wxPZVXCaqiluVbyZUxkkRld7IScYLt7lAe5o1UcLuYG1QDYJsBxM2DT1vnFq1SgxTyREkzKYx5Q1JVla8keBGCF2j4aUoehmOZMQT72xmc8XywOUO6srMBnARVzrcK0c8+p1/G7njkI12sjeaSn5dmIzK0ywso1lOTuJAkC9ZVHnTqQ5HENNTGY/8GiFMCqHYcctpBfE088p/lTFWTFe135x8n4qdO9mS3oKCxGvJGCZ0BiIelp3NvrdKcQh7z0jVjKGoEMr3mOKzDRPbL/E+nSGRIxqPTWVYlb54TdwTUpZLjtOPp5mfQa0X8vvX1LD+J9WDOpsBJ0eXJ6a2RIfXvbw9sOnDVR4aqTCaeX2LML+NLkwcQIm/qfSYAVjbIBrTs7IS812nI/35z4n9mTzplsz3AtzvK+8taopPhY3hH3DvSWYqrzbpmgwmqn7VSz55cK0ywLfSjLqCeovq2hJZDjlMR1C9WWc0s6nryXjpqPR3eQLK1OeoDGkbNybKZyrXfowJPI3Nm/UrR0TELTJUY5Bkx3nie7Vv745vxw62HJ3v4ahaPaLyPjPJJhucVHVMvqY7FAYI33FDZTTT1X/R2Cne43dfPlMdNvU5omy2Oqtfw5dqor4lQ55mTRSbDta287PFtsEK2gHyBstrU8IgRghTmMpoJP7yv2XZSkvtBy4qw5GJ4mK10UznCq3q+JPxNJM7Qh6nqPDpPM3k9FUGwyDs2uX2ZpI9dVTvVlPjPQOky1MR3UEIYj7J3mcqZcImLUC/dFe3FNMUpkJlNPNqG3RGM8dhS3ZlJVQ1o6rizjuBm2+2bzf8GL5NnmZcEVN5mgX15NVh8sgQT2W1ScPvQJ+jGyTYGM1UaamMomKYznia7J5mtvkUxKuqTRu1l0oyxhD1pERiGB8UjBjBDmTwmln+8sv4/20mJWzQGSFURvgwl2faDq5VZTgZzwtbeXVlKR1GM1kOWyOEbDBzHODBB9m/ZGXzs6dZ2NiWHZtyoZLPtlzzdOT75PY1GgWGD/cvR7L12sbwHbS+qsL87GkWtN741V/5Kbd+Pc1mzkxMw6RzqyYQvOAH9HghlkdR7+WoDHqyfCbE+1q1cv//L39he6CZ3j3omFL+JqKxWqUjpctoxu8VPbxM788R88G09Y7f9lVuA8T37dTJv9FMpYua0HnTtVTIaNZECTorFQa2RgivMBW6mRTVAE2+xwY/A+5DD42HceVV3I9ixQp1vMl0YCJ8Q1Qxvm7dvOMznZJi823kvbrEMHkJYzQKvPaaOi5x0GzjZWeTR6rlmaZZ1Ouuc59mZnp/UxkV6xufHZS9vmSjGT89NMwBt2rWR1yKKSoZyRjNTEYIfsoav2/xYjazxk/2k99fDNu8GVi1yiyTbViPHolhsku9apAgfiuV0SwVqAaXvH7yNkW1X0QY5UQMkxVsndFs3z42y6xK09aQJs+88nKjmzFVvYcKWyVZlwfy/1VGs1QOLk1yifXRZDSrqXHvh6RSmMMyJHLksDA9I03GIJVBSAwL0/PQ61k5/2zyJJn2X2U0s1meqTqxU5VWsu2LrRHCJo2gOpzOMGMTn6mc67adEFGVTVX76jURIafH7wuiN5m+jc3gPxV9jhymyjebNFWo9HdZH7D1NOPIRjCdLsHReVWbCOIZpDIcqcZMtsjvpfo2P/ygTlOu78mUJTEendHM67kg6er6HNFYZWuAD2vcB6iNZmJYTg7Qq5fekGjCyylFpSNx+KFVLRkymjVRbGagklFMVG7DXgMjU5gfK7+qEdcN2kyNWVCDHpejqCgexjtir5NFTWnInWS/fuq4OPX1iTP8fFBnwq+nmVqpibiucTnEtPnf/PRHfr/KbTtoeZUR4+aDei/lQ94TQpeuaOSRERWx7dvZIREmo9nSpe5BrZxW0Dpi62lmazQD/HuaiUYvx0k8eVGXx+vXA+PHAw8+aN/t+FWIRAVDbjdkJZnPXqoGJskMulWI79GunVsOPhuuKn9B64luY3n53VRKcqtWzPvvL39RK8SmAbeI+OyddwJjx8ZlE6+LYTbvpt5XMtgsUtieELaKuW6iQmU0Uw0wZW9PVZ+QjNHMxjAT5umZpvKqMq7K5bF9e285/NYl8SAl+ZtwUukxAyS2TbYGzVdfNcfvtx9SfS/5eVUd1rWltnliOzkst522A10VqtPobAfsuvbVy8gbjarbf9v3V21toOr7bOqwCj9lQiRT7avOkKgqr6q0/R4EIHrV22JrNBP7u61b1WUu6MSBbHTRGZtVfZA8zvBr5JTbcjFcvmbabiQVkzdyP8zT7tpVH1cybb9uDKoaO/Ew3mf6daBR9aeqtMX/8/ceONBfWs0RMpo1UVJtNJs2ze7ZZBosVeUUO4Bjj7V3jbV9Lz+eZuK9fMb34IODpWFrOPKSA/BWCMPwNONhfONPHqef/ebE/Q/CWJ4pyuE4wD33sL/lDehNBFUudJ2LOPgQZfv22/h9Ku87FbadOgD861/xUw7Fjl42CAFsGfGoUe4NiEWDBo9TPEVXhW5grivX/fu70/vb3xKfF/eECMMI4eVpJt5nWp4ZdMClQpTv0kuBX/wiLouokMhH2nNZgoSZPHe83q1168RBgJfRzCZM9NAE1MqbPAu6bx9w111uWWzbNZUHoa7PEeNJtaeZzkBkm478DXXtaxDDL6/PNuUpE55mqjA+8+6VpgrTfT17iumqb0zl4F8VXySSuN+SakDptd+c6b399EOqE3BVe14GxUsWXvY3b068L6h3iMpopotL9f1V5VW8r6HBTpc29a0yQdsn1eS4n4lw0fMkGU+zZOqIrmyKf6sMuqaJGtXyfFN5SqWnmWg0+/xz7/4gjrc1RX5W92142KefxsPS6WmmmgTlhDl5w8N0nmZ89ZFt/Cr8tImyHDwsKyv4xEAQr8Qw9eGmDhnNmig21uVkjEviEizTs2F7mvEG65hjgKuv1ivJNvGGYeXn8A5O5x0metvo0vWapZbJzk5sGMUORYfJ08ymg1F1nLzTEmf0VfeJsoozp2F5mqkUDd0GxCrCHOjywUplJVuiuGdPXD5xwB7mgJvn49tvA4895k5LrCeivKtXs7/lDWXlOL3QDcx1CrB4v+7bzp5tTtOUT7JXmYhuwM2fF41mqvcK65Qgnr44ESDvwWcymAQNS9bTTI7Xa8Ctuk+HaYZfbuuWLgW2bNHfY5LJxnNFbl952bAxhgRVknXtK79X3EtF9bzKaKaqw/+fvT+Ptiwp7kPh3z53rntrrq7qGm93QzeiaQkxirGZBTRi+PSYBIgnZGg02Fg8SZinJUa1ZSRkS9iWLQwIPmuxnmSjhy2sFsJ8sgbkJz0ZSQg3Qk0z3K7qmrrmqjvfe/b3R944O3acyMjIvXdh1RBrdde5sXNnRGZGRkRGRubevt3HHxDsLa/r251plhs0k0GIy+EPxTJnODSVE+/GWoo+QUyerDJtcFYQQspm28V0E9BkWANLXrvINCM9nNo4i9XvDayU5fCGrmb7JG2pW2O85MgEh9i8vhzB5v37bT4kHcsOaf7qf//vcV707GcdcmwlUJfjtTXd5266GWz5A/xfy8/PDZrFIBU0i0Gb4/mWXpMbsPQ7Bk3XvVY5LWhG9k5ulqRoWZuVWjkC7bjztQzXg2ZXKGhKXe62auCdxLGsEgltFjAalGVQCtZdDtrvLnmzjh54HLF+PxyjlHRzM83IeHjaoTmvTRc1QRkXQzjp/MX4oHbS8Um+ELT48IDl/Higawe+LIHf+q3wm9orFz+aYWvKR2rBTc/oeGZZAjt31vmT9XoNYUwnxGSi3/fdwafxZOGsnWu5s6ztopKMWnNLCzgcOgQ8+tHpdkiQ/Gk7hlq7YrimcqIFHLRyGv0UzWPH/LzlHM9s63RKSAXNCGctEiyankVdbGwknZhclOXwIk2bmzt2ALfdNozXIBYMuvHGkBn57QqacbuZk2nW1Z2ZkiftN4emi/8Y8Ow27d2iGPbzNHlK+YJcR8eepfgA9EyzVIAoRiMnME1zSfOriL+mNsebyarhNXmV2Wc5RyI1uabj/ZIPubjWbHxZ1jf0Jif1ury41Bzx+q9d6Ffa0OV91jTT7BnPqP8tM8kmJurvyY9uWJCrh6Su12SuySYffSkz5g9YfPJ512WmmZZVBdQ/lNOURo7O4XOPy7CUcfJvgXb20Erc0PqEgmaxdbEG2rrQ6/vH2n8twvWg2RUM0iGmxTFB08AEUP/6xwMPhEuq2zg6nqCZXEwCesbEvfdWv3OCEDFHyrOoy81m6sqJlzumtOiWzo/mILW700zHUZ13313Refazq3L8uJ18n0PTwKqmtPnYpHZemsqrtSPD70zTynl35TTIDZrJnTnu3MgL/OXzFHgXjnxBRllLsfamaFPdtEjiOCvTjJysWNAMsL/IpN0R0+/rRygtoP6leSODZDyI1tYh5AEHa9dfC0Lk0NSe5+y05wQJ/e0fFiSvfuU0Jyf1LJWmwSANZ81ha+HA65M6JRbQ9sorl5der2r/e94D3Hxz3eb87M+GZ13faRYrl5JPTYflzBttrgO+XfguA4naOHrtEJX76Z8O/z7taTYfHr+JsuoteeVH+jU9FssC9G6ixoBvahQFMDOTpuEdh5w7zbTgj2ZzOE7rk35/uA2WXH/Hdwzjpc6PBeB37QLuuSf87f3qo8dP8N5pptnrNvJAdUm9yX/HNtFitGVbUnec/df/6reB9N7f/Z2vfOrrmUCzr3eS/yP7xGuXqf/oaHTT9aZnw0iTGckbDya3XV9Ieaf6ZKCVr7m7CPxKiPkD/Himt9+tftbK8b/bxBKuNrgeNLtCQZvUExP1FO2migOo33/0C78QLnFus3CQkMqEsI52/emfpuvXeIsdWdLKyfetBUyKLpXzOPYSrEyI2N0h9LtNpplchPJMs9FR4ElPqvjgu9pf+Yq+qOnqTjNeJ+eNcPyOjsu90CXcrbcO4z7/+fY0NZzWj7FMM4nT6o05w9o7scVPbE6sr+cFm5v2CR8bbbf9KU8Bfv7nh8tZl8uWZf0icMI1kWO5UxkLmnUpJ1Sndpw6NRZa4Dl3wW3hLP2a+lKYfM8CrZzlED760cA/+kf6u95gu9V+LpuxYAifjzG56Pf145MeXmJ9J99fWgpzV+62F0V1B1+XX4rU+NcyQbQ+SWWmW0BzmjJIY5kzckxiG1NdyImFi8kO4WiTwisPHnnlftPUVLz+WKZZG9mMjaMcG6mbm2wGEDTNNNM2JbS7mGKBRC3LMHbMVmaIaWW1eUP6heREC7bkyGtsvnCcp99z5s3ISD1hoGnQzHtNAKDfWSbb4M02o7pjG8wSUkGzfh/4whd0/hYW6gkQfLz5aQQgXIejrZE0HzLmNzbdvIjVKTdILb2eCnLn+JJ8Pmn+pfZ+m8BSTtCMH89sQj83K/F60KwO14NmVyhII0kTXbv8uEuaEtp8fScWDOr3q3akFnp0UX3bwIfEcf7e/va4kxxrV2rHmN6Vxzjlc5n18IIX6JkQWpCx6UXN1u6gZ2w8BjbHmGrAy3L6P/VTdn1eh9C7w1+WwB13DONidbUNOFi7/nwseNCM019bAz75yXpwMbWDbJWLjf/p0+GrqnRpteT50qVh03Pq1HD90mniOILYcQzibWoqLPTloia2q0r8akEzT1+NjNRlAqhnL0jnx3II2wbNtA93yMVUrrx2IcOSjhYgGR9v1ycAcOCATpv/TWPzspcBe/f6MyG8+sqSV5qnbTLNrEWIF2Rm6sJCyFLTgmZtj/9r5UgO5YK3369nyHIZpjkWC8x4eCO89b71PHV0KkbXEwwikJsyVtDMOnKm0bf45XJIOMrKszZvmn7ZtSzDcWAOMf0s5ZXTod/07nd/t56JFuODZwVb5XhZKh/Tr8OZZvUKvbaF6tYCZJbekBs1sj6NRoq/mB+Sqk+TYe9GCPWv1gar/zQbm/MhAHmfmfaeN2iWG4BIrTnKEjhyRKfzkz8Z1i8En/tc9Zv7SLt3D394zeLzcvgqmu2jsvzDVhLa6FxrDaptckm+5LxuQjNWjvCxoBnx5ZUna7OSg7Wx6F0rXM1wPWh2hYIWIJOBtDaOvlaHVwHkOMlauVSmmQYeJSkdGuLDyjTbsSN8Ztfa9ZegOfExp0Mu6rR3iOef/ulwTK0ohp11bdybBs2sS8Tlrj7hLPA6hB7QnJ/YAqCNvMaMqYSyrI9Faoeb6r1cGRnSqZYy/8ADwB/+IfDZz1bPPYaT1ylBmxN0xxWBbMf8/OgQnYWF4bq1RYK2qJN8c+cntmNoHc+MzVdPpplcwPGMNhkk43+30ddawEFC10GzGB8psIIu5MC//OV5waAYTtuUSAW5iY9U/V5dQmDtXOcETqXO1ewa4T2bFZw+/bZsGPkdbTbMYgtuSZMCZjMzwK/8Sl2Gb745BFmkv+ClyXHpS/9LlT9PpllbO5Sz4WQFArQ57B0buWhM2SGCmIzE6O7YkS4n6Wvyyv26qSl7jkjI+XqmpktTOE1eU3VL8NgmnlUkbUzuRo3XpweGs5s9vlTOfJVtlbJvyWYq0+xv/ib8e//99fcPHtT54JA6IkkfXUjZSNlfvF7yaSQvT3yiXpdcJ/CsM35PmNafmt/K/7YCtx7QZEALEBGvqTncNBjMgc9XbdNA6rh+v/pKfE7gV0Jsk14LJJ4/H75aK09KpORK9inHpd7ztu1agOtBsysUpILSjIkGucKfKt9m8e9RFLk7pxZOU7qxAJHkg0DyHFv4eYNmHudJc+LIGFImiXa/WdPjM8FI1JmNZZrJ92++WW9D1zsUnkV8U+cvVk4CtSl1l4U8chaj6Qk4aA6ndTyz36+3hY51WF82jfGilZP107t/9Ed2fbTTzvFjY3E+LIcolvVA8iqdH5qLqeOZGs6bDRBbxPM7zdpmmlm6Q1tAyF3UZz+7XdCsqbxqQUKpc2OBmxjdsiywc2f9gScIoe0iF8Ww7tSuBGjqmGtBiNxMM082T0zXPf3pw3iZrSn7iXimeQO0tS/pIG+vVx2LunQpZDnJIATxqs23XbuG69R44/M1107JPsjZqNq8eRiXCpDF5pPMNEvZL0/QTFs0EhAdfjVD7HimBl1m5BF/cgx5n7QNmsX4kDpM2kMN5xlnCxd7X+oNuZnHy0mbw4OVsbFJ+bT0m98tFfPzPX60N0BiBXStTQlrbXH4cP1vzTfx8EuwvBzuhU6V++Y3gbe+FXjLW+rvEuzapdsDOjYdAwq88X7mxzO5HfKupbxrHO/GjWX7LL3cVpdo5bT1tcYHXw+13fTUQPOB1tbCus+6500Dy+/SyvG/Y+2/FuF60OwKhlQQpo3iILhcmWYajiYnvwuJyuXyrdWvZZVoC+ecBUzb3WFr4UuKW1tgkUP0hjeEf/nxA6LVdOcj1ic0NjJjgr+v9XGsnfLDFcDwkTgJ1AdaKrxGV4J3URcL6EqcXMBqC4wPf7j6PTc3XI8Fnl1a7vz90386jPv0p8PvL31peMHrDQQRbQ+PZTl8X4cnOKUdLffqDfmbB4hi8krj7NWT2uJcu2id9yn9lvfY8MBETLfE+IgtHFJBCN7+170OeP3rdRqxuxItXOxZLBgiy8pAIumg2J0+Go4fRc3hT1t0yXL/838O12XpV/6VVat+bVHnsTnSLmuX2XsXMRp9a8PICsx4dK61USVB6gQuw71elS2qBc282Wdan8d+y3+7vNNMA08/SXnS5DdG0+LDE4SIBb4JcvRrTF6/67uGy2r3l8WC4RQc0MAaLy0wEyvL73gty/ARhX/9r/WAXZhbdYY8wUFeTpubVqYZf1+zOakAYY4d1gKaspzmm+fQTGeG1nHW0TRJm4JbFn/amsSyB3/7t/V3Y6D5hzw7bHpa93OJ9vOfr9P5jd8I/8rjxDQ/Ndsk/5U0Pbgc0NZbfLxTPmQTGY75+dx+aD4CX2NRQLXLDXleNuYjSP811f+Wn8lBzq3rQbM6XA+aXaEQi4SnMpdyLwFMBc1iO0RyAePZbZIOscRZYCknyq7hNOnLUN5MM+kkz87q7ZLvpXCp8eIKi5clPmZm6mUWFqqdqTZ3mlmZZnJsUjISW6jFFsSU7mwBD5rFLrVtGjSzjqdquNTxzDNn4gvQFE6CdZeMFoDq96t7xRYXh+W4bdDsU5+q35Mh+eC4Rzyi+nt9vRjwR+BdwEgDHrvTLNAZzoyk302OZ0oYGQHuvHMYr2XuxI4zeI9USZzlJFoLGK5fNXni43DffcM4D2+SJofUnVg8aKbJXM68To1hLIAl69Oys5qOF9cv2qIutnDg9XmOZ3r7hNOi37F+SgV5NfDqUo2PWH0eOclx8FOLcI0/4oVDzjzx2AQtGKTxyfWkJr+SD+su2NgmIqev6aycTLOy1I+8aeVSQV6iI3Hcb4r5jzk+rQbUvte/vr6IHRsLR8M1Hym2qarN81iGkydoJAMknLbsq6ZBM+98lXxKudDuM7XGzPIHrHmrHU2TdHgWvsWLxFlrK28ANpXRJjdMCEe8fN/36e/RcVOZaRYLmvX7wL/7dwEXk02Pf2SVszYctKBuzM61lWEOnI4WSNTakvOxqxgflkxoGbRk+3ifpNbIBLnHMy3+rkW4HjS7QkEzHDFjwsH7WWSCVNZB1ymptCCQCstbp1Y/D8J4FkipTLNeL1zID9gLPw9/nkwzeVyA80zHvehvyjQiXiV4g0YSuDHVsgBvvjkc94oZWO/4yfpjQAGyG24AHvvY8Ftmn3nbnxPQ1XBa0Gzv3uGyHHL6Q4J8V7tjKBaI0RzFNkEzefeHrJsCmjSvaS5S0IyXpd/82JLmrFhZgJqTzOWJO5jW7mVsYaPhrAUMvbO4qO/yppxpr5MoIcaTdJI1GqlFo+WkabokJoMxJ5kCmtpXEeN0i8ZBCM/81476WeOVWtR5gmYxOv1+2i5beE1uuL7QgryEiwWPYrxyHM1rHoCzeOLjQFmRcl5pvPLnEieBbJPnmgQNmgbNcvRLDh/UJ00XjbIuwA6a8fZqNqeLTLNUQJR0TGxey68EctDGK+dOM76o54tYy3/1bJYSTEzUP46g+fkEsk5tcSw3obyZZjF5TYHlS3K4997hcpbc8HpzNhs1v0e+r92D6ZnXbdY9RCPVlph/TRAbRwrGpY5n0tjce2/9tICm57z6S8M98EC1mUtAd3XxdvB1jsZH1zi+zomtt/h7/X7l43a5Fpb+EMdJ2+cF4p1nUmp6xFr7eNcKVzNcD5pdoRCbjNrdVhy8mWZ0LwGfQPxsvUUjhuP3JsQWK0STZ4fMz4dsHQvKMpzr58f7vIvLGB/SmBBvpLDobwk5i9+c45mxdGG+MD15snq/TaaZBC3TjBsQCt7FnFOvw+pdwFCg6nWvq4yW/Cy4FiD2jE0sQKaBDJoRbs+eOk62qY2BlUC88aAhOUmxIDnRjzngGngdfd4O+RVPugPHyjTj9+J5AhPeTDNZznI62i7qJC3+tVKCnDvN+OXKsUCiFTyk35ouyV34p+RUGw/tuRU0Gx8P8qy9nxMM0t5N9YnkLUazrWPOebZsjrZI4vyRzpUZujF59WZVyeexhYSsHwAOHapwmsxJSC2ut2+v46htXR3PTN1pFgsWlmUIarzrXeHv3MC3B1JjI30YazNAApXjH8ewbJ8lm3wOf+d3Bl8sFjTzBmFi8qotXiWffI7l9HfO1zPl5qUWhJDBkPC8XqHlH8lrLLxBM8uGyfFLBQg99jAVUOflNBrah81k5pXGb0yXajjN5njsn/YFS/meN9Psox8N/8ovxUq9roFWhuNiQTM6vk96FNCDvKQ7+DFR+VEnqtsbRNXwv/Irw7i1tWq8tfVWylfzBH5TvGlzWKNBf5dlfqZZTgDW8pH48VoP0Pv8a9QxuO22+nvXM80quB40u4JBTmrpYLQJmlHdX/5yhZM7A4BvN1/jJebIaO2gr85YQHXxoJlmSDxZBXzBnQqaeTPNYk6i5hDGPjGvLViIF+9YUzm6ONQKGnLQgmZUH1fiOQsEb2BCAwoGjYzoQSNexkOTgxXQ1XA8mMxlR16Im4Kmi3CiqR1ZlX3CjX2sfsBubwpiQbP19eGgmRaMsZwVjWfLSV5bG5ZXkrFcpyNHXq1AGD3nfAD+zCWv86fR1LJWc4Nm/GivVq4sq7vetPpT7S2KarffO4e9dkhCTP97gmaWI6nZ4Zj+5uW1oJnGi8eO58irJ5AmAySWbrLkVcuytBa8kiduh2LHM3PmtNbnMfra+0VRXQHRdKMK8C1MYjzxfk+NjYbj12kQTgskSnnlwOf1zEzY/MjdlNBwKVuktZfPMesYPpXZt28Yp5WL8UyyyP0hwssAS0xeyxJ48pOH8ZousearZntimaxNfQ4N5/UZYotwLeg3MQE87nHDNK25aclrrE84eOawFjSz5i/n6aGHwr/yPlQt00yjYZWJ9QvNbx6oo3GQ+s8TvIvZW20DWes7bwIGX2/FdLo1X/mHSrwyrNkEbS1JdKxMs7abKHz+S39A9knK5mmyEeOF35HN6XjXAFczXA+aXaEQC0ylhDo3aPbxj9frl5ATNNMUDgdyMLRglQckDc8iXAv0WEdl6MiQtfBrGkiU9OkdT9AsV2HzTL5Y+zlQudiHAOQxUUmzLIFt2+r42MXvOZlmuUEzb8DBu4Apy4ouHeHq90M/0RHNG27wjf3lCJpx52THDt0J8y4wvVCWwHd8R/gtv+JZBc0qPOdFghX4thZwPKgtZZ3mFS2mNNDmfk5mpJZtxbMPScZ4AN4bNJP1ahArTzJC46CVS9kI6znxSzvG1tjI7BjC0djw+jh4HVHv7qgn0NMm8KHpbwkWTtbZ74e7BPnfOf2UCpDFsq74hgnXkTfdVK9fvqsFYWIL7phMy0Udr1PLNAP0zJWtW4H9+4fLWgGioC9KlT/SJdYcjukwr//mCSR6NtG8QU4rGOKRYTk2bfxGrZ9iPAHhqobXva5OQwtccZpAPQOnydczuf8jF7oyCGEFzaxgewxHoGXfEcix0RbgVlvbBKYlxOQzlinnbT+vP4bzZJp5vgrcJmjG65B//93f2bxoAS2O43RS7dAyzag+6Tt7dFVsfnmDOTLYzOnExiqF88h1jGfNXsk5Vpb69Si5ENO5vE/q9mhYv3YVNPMkllzLcD1odoVCzMGSRpdH2oH8O80kTQlNI+mWY9fv1xe6nsCZ3DHhvFk7BhzHPxhAvEgl7l3oeg1KagwB+44NUp5e5SeNiXcBR/cfWJlmckHDywDDi5XRUf0yYI9DpAXNZHu9QbM2mTsUNLv9duD9768Ha7ZuDWnOj3iEXx7kfPXwoQXNqBwPmsXmnHcOe4AHV4HhO82qDKKixien6cVxmvI3z/jTgrxUhvTGoUPARz4CvPnNOg3Cdb3QTTl13j7xZu6QPHA58+y08zKpTDPAF5SPzUWPk0yZshUM32lG9C0czyrTbAKnqfEaAxnkkSDH0DrSKumcOVNlK/D7d7wLG0/AQ9ZnZd/xjAkrACnnYWqOxPqE04gFzajMs541XC8/eqItGjWaMXvJFzCArUtTpwBStk+jv2PHsF2P+QMaePRralNA4mgOW8dEu/KR+POiAP7hP6zsrQyaaWAFjTQZjr1vHc+UPlGQV50hjw7z+o05+jXV1qZzJLYBKsfju79bLxPz6b0yqQVh5LNc+8d5s8pofFjQ7wNf/KLNi+VfSzop/5fLJvUPzZUDB2z+PbpK8mbhYngur5YukTx6g2YStLWftm7k/OXeaeZdgxBeziuuX5v66RZ/mm3W+vNahetBsysUYopTOmY7dwKPelSF80bDPdk+Gh+E05SL1yGUO9o5kLsI1xxzK9OMeOPBEQnexUpM4fEsC01h93r1ezdiCzPJWyyrTsv4k6Adz+SOiHQaJXDDzHHygu1Y1gCB7HceNJPt1T653jTTzFr8rqyEOyPGxqpyXE6sRZ3ETU7W7/TyGEWSFx40ozssOC42Nk0D3xrwbFGg7lD0+9Ui/9ix8IMfF/BmaXgWddLBIByf/7FxjkEXizpOhzs/xCvBe94T+s6TaacFIbT2FEU1J2hcNLlO7SpaQTPCU/2pTF7Jp+yTWP3eBXcKNP3qCZrt3NlNZmBMNvi/1qLuJS+J08zJZrKCdtq7fFz5u545rMmE185z2Ukdz5Q2J3fB7QHqk9hYxXA58hrrm3e9K+gJ+Ty2wPTS9PhIlizzQGIs0yyn/d5MXk2/UlnLL5GQsjllCTz88HBZ3l6pm/t94AlPCMF+b9aWFjSy9Iv0mXmdsU1fb3DB4zdYsqHxKcEzh3MX75pPL5/JtjU9oZAbNJPltfe1L0xaATxOx/oQBKDPT5JXfs2NBrE1ngesAHYsQBTzv3l9TYJmmh2i+WrVR3+XpZ0Vb/HrgVSfXI5Ms6a2+VqB60GzKxjkpNYMrDQ6XaaQAu0yzWI0PBkY2nspB0NTvNpihWepWAqL/paQk33mWXBrzr62+Jdtk2PN2+85KqO968k0k6AtroC489j0eGaTHUMN5w2mEJ+rq/ULTPm8sxZ1GsScROtdKk9ZRG9+cxWc+qM/qr/nCa4CebthHKj9FKyjfiE5oQynP/uzbQPadDSGxjTlJGtBDk6f16E5hDSvYl+PIhrehY13USdBBuB5/RRMzAlUxuhbPGmyntLpnuOZPCgX44PToWwlGYRos+COyWtscW3hZP179/oCDpwPK9BgBQEsvU7B8Rw77Al4SH5p7njbZQWyNTthHY+Uv3lgIpVpJkFrA5/Dsbkq+0QLEFF9Gs0UHxbPGh9A0JubNg33U04GgjfTisDqJxmYse4Si81XbSFuyasFnkyz3DkMAF/4AvAzPxMCZ9z3kfaF6pDyGht7yUvMb4rhtL6jj2/dfntVZ1f61es3eiCml2QdnqCZtREeCyRy8PpDWkArB2LjzevTMs3kfWCxoJkW/JOBNLlG5H4+B+/ahX/sTWuTBZYf1lReU+vI2Oa4Nod5fVRXv28fz+RBNQu89oqXvZyZZhxidvhahetBsysUYkpLm6BNgmbeyeHNyJF10m9+zEbuIsf4kF8T4qDtLFtGl5fXduqkEqfjXlbQTBubWBAiteDQFHZR1I9skvKURpLe4/2ltT9nwR077uZxCDW8du+MRp9nSwJVxkwXxzM1I6HhYmMo5ZW3l/72HJ2QDgznbXZ2uDznDQA+85nw7w03VM++9KXh+iXEnER5BM67qOP98UM/VL27vj78Naz19eprPr/zO8P1Wc6PFXCIBSF4H/CMzRhdifM6j6kghJbhKXeBuRxagURL58bACpp1cTzTymTjdd58M/BP/kl1EbdnU6Lt2HDg/Fl9Ytm5pz99mLcughCxPuAf5LF2uXNkwpO5I/+l+vlRHk/7tQBcasFtBatidlSCpl95XRK0bFGtTh40834IwOs3SPD0WcxWWTKS0i8SrKANt32xQEJKb6bKaX6brIfa8dd/Hf7VPihlBchiC26afwsLesCB+0g8y43Lq4cPwjfRa1Ru585w7QBdgyHbZrWV22rveHmeazhrk86bLWrxoulSLq9PelJ1NUPTaz1yM81SQTctaNbvB7mTOE1++Ls8yEPAT49I3ZxaJ8ZkmF8gTyDvMrb8AQItaBYLwKfma4ouh5g/IPXkz/1cVSffHNdoen1/DXjihpYtmhuo9dC1bPP1oNn1oNkVC9ouhRR2Uoh80nrvNNMmh0dh0UTWDL0GMgBGQQjrTrNHPjLOW67itBbcVmqstkv1Mz8zjLMg1iepTDMZSKO/5XFEy+mwFtwxR0eODfHIM2Zihi0Gmpx4dlat45nf+73hX++X9zQoS//9YrHsu9xMM88CRnuXxoOck+3bq/JPfWr9vTYLuJxMs9VV4HnPq+a3XEwQrK9Xcnv6dFVHijdJU0JqIcX1Cq/PchByFrqebEmpS4iP7/me4aCZtaizghAp58cbNPM+lzKcCgaNjNT1eaxPJI3h+TRMKDbXZT/EbFiqLo+z7g0MWUEAWedf/uXw+97FddMgr3yH99F3fAfwz/95uMNR6xOPzUktguW7MgjBbdIrX6n7Q1q9sUBaDGJ6XFuUE8T0f+7YxH5LH0brX85rE5ykmZrXRZH+aqXHJqYyzSzdTWNB9/+dPTtcj9X+mB0iv4KOz0u/bGWl/qEV6Q94+pfzoekDy0fyzGXZf9Z85TiLX4/eiOHKUrunUl/TxOrw8BSbn71eRd8b1MgJmjV5f31dzzSz7jnjbY9tfo2PAz//83V/Xdq+lK/n0V/PfnbF10tfatcn35fjFdNp9F4MJ2U49lVIDvzqGyqnzQmqk9uhGH8vfrH+TPJLGaFSl8Zo8rFPrW1i806CtkF4HSrICpp9+MMfxqte9So86UlPwu///u8P8J/5zGfwPd/zPXjmM585+O/48eOD5/fddx9+4Ad+AE9/+tNx991349ixY4NnS0tLeNe73oU777wTL3nJS/DZz362RvMzn/kM7rrrLjzrWc/C+973PqxqFxVdo5AKOGhGt02mmTdo5lGoKafLOj6oBQ20gIAnCGEteGMKK5ZpRh8SaLM7KHmKLep4O0h5fu1rw7zy9hAfsboIYg6ZDMLK4B53EDlYwZqmDqGVaUZZK96gmZVFIunzS6+lQ8z547tB3kWZtoCTY6/1JZWnbLStW6vyW7bU67KcBA45u2EcqL301UrOt1zcEm0pTxoflgOfypKJLSYIv7bmc65j89qTdaE9j+mS5z+/Xn8KvHpF6ydON/a35IMWoR5n1XJ2uX7VdlGBy3NnJIeYfrWCZv/iXwzrYAnaHE7xEatDvs+/Vqnxl4vjtDgv1uJTtp/rGfluTCZSC24N6F0ZNCOYmYmPTSwI4aGf+npmKsjbFCdpeua6lfUQyx5OjZekn9J5nA9vWz2BGY2WpV9jvFo0rWD43/4t8Kd/Gn5TUFBmlS0vDwfN7r8fOH6c+CpUX9Uz/pyXVDktc0f+bpql02YhHVtbTEyEr59KmqlNRA9P3MYeOAA88YmVzuL+K5WR4MFZet7jT2n1kf17xCMqefMGzWIZc+Pj1RfduS4FKhnWrnaRNC3coUNhEzdHljR5Jf9K6hatPinDfExj7/b79Xt1ue60dCLHpzLN5HtWOSsLWq4tpH7tKmhm6dTrkBk0O3jwIH7yJ38Sj3nMY4aePfnJT8af/MmfDP67cUMSV1ZW8I53vAOvfe1r8Qd/8Ae444478O53v3vw3oc//GGcP38e9957L37+538eH/jABzA3NwcAeOCBB/DLv/zL+KVf+iX87u/+Lo4ePYqPfexjbdp71YDH+aVyfKF6uYNmsXJeh5AW19YE5UrnzjvDf0RDM7AaH5rzJxfv1p1m2oJGlonxzHGpBVdsUcePZ1KZf/2vdZqW8teMRGoBp2VVpYJmWr1awMHTJ4B+p5m8fN6TZq8t6qk/U4ZDczo4zso06/frX74DhusinKSbcjpiQYf19bygmUeGJcj2c95imWbagpyg6aLO0h/SQfEGXGL6zzOHNZ60hZMs721/7qLGetcbMLVwUkdMTQ3Le2oXtQldifP0g6YTNB02NQW86lXA5s3xelMbHPxfDrGAJtX5qEcBz3lO+Jsfv7b6KSfwnQrMaHPUo0s5H3JhZtVP5bTnWtDME4SI6Vduh3L7QcowtZWynYmGZwHnCfJavNBvOQ7Pe17IXiV49KOb86HRfOELwxFrOXaajKRoePQw1W/xBMRpa4EZ79j8i38xHBTUjmdqXw+em0svriX/qeAEh1Q53k+W3tDqi9WllfeWA4Af+ZGg22ge8uC7NTbewLfElWUIkrz1rcM+vPSjOFi4V7wiXsbzvvU3+Wbf//1hQyDmX+cEzaTvr+nEtkEzLlcxP0eCJmN8bFK6JDWHZZmYveJrK1kuFtSigGYMUuvSVCYbf8bby2nm2o/YOxLnzcK+ViCrO+666y485SlPwbg8t2TAF7/4RUxNTeHlL385JiYm8Ja3vAVf+cpXBtlm9957L+6++27MzMzgsY99LO6880587nOfAwB89rOfxQte8ALcfvvtmJmZwZvf/Gb83u/9nklvZWUFly5dqv23tLSEfr9/1fwHkGDXpbvfL0E7ovR3WdZx6+vloI76u32BHy7H/967txzQAIBqJ7aiec89fbzrXX1WruKj4om3Ibwb2hH4CeWG2ynfKUsqVw6V47QqhRB+8E9/V+UqnouC+iHg1tbKjTaGv9fXwzs/+7P9AU62FcCAv0c9qsSePWUNJ4H4oOdEA6AxKlkf9Dd4HK6HcNTGqp+q9tN48XJcXiqeqvb3elWfUJ3hnfD32tpw27U+kfJKZTX6xBu1aXEx/Ds+3h8ai5GR8PfKyrCcV31J7Qq8jYzU5UCOTVpey9rYUHupfq2dO3eWuOOOsoYry7Imk5oMy7Hu9ertL8uqT/hYBL60PtH0QUyGbaB+oDZXc6I/mNcVjT7W10ts3RrqpX+1OazJq5Tbejnepn5tDoc6h+crL6PNTdKndSgFrTof9bGnvunX9CXR5OMn57nU61wvcp073A8cV/FZ0egPzYn1dV1eY23koMkrtWN8vGofp9PvD49FVWa4b7Wx0Z0/Xb/KOcx1qez3N7+5j127ysHYa2Mj6+P/8n7TdIi0OZyPqk+AQ4dKPO1pw33isTkpXOCD6ixrsln5BXUZTvWblFeO8+pXahv9pj6p7FiYR+vrUicQv3K+luy/qj/qc2d4LMPzClf3w8raHKa2vuhFffzLfynHRpvDjJpDXvk7XBY5jmzO5GTAP+Up1dhIPaGNl+YjyGdc501M9HHLLX0xXsGOkb+5efOwLvXpVwyVq+Pi+pXa9l3fFf49fz7wNzo63H5Ot2pjhVtfl/5xwK2v9wf+UEWzsifSN6M+GQ4kDM8Jkl+vj1T3G2lBbc1hffzjNrfeDvme1H3Dvyv+Cfbs6WPLFl02tT7RdW6avmXrqzEjnyntN/JyBw5Uejm2ZpN2jHwfieOwutof0Oj1KlmS/PX7JdbX+wN9XfFX78t+P9RX+e/1tRPJa1mWSnuHfQTLtpAe5rq6Xq4CWg/xseFzp/IjY2tXzXaEuoblenh+6TiA2zWOq+qrfNpgh3Te6usu3Zci3GMf299YF4S6/u7vgG99C6q80lhxW2TFDTS62rpR6xNA+gMwaV2J/3lh1F0yAV/60pfwvOc9Dzt27MBrXvMavPKVrwQAfOMb38Aj2aUlU1NTOHDgAL7xjW9genoap0+frj2/7bbbcN999w3efSq7lOfWW2/FQw89hKWlJUzSWTgBH//4x/GRj3ykhnvVq16FV7/61V019e8FLC0tYX5+Hbfc0sPqaoHDh6ewurqG+fkFAFsBAGtrayhLYHFxGUA4zL28vIa5uSMAbq7VR9l9hF9bW8Xc3EO1cmfOnAUQLil61asO41/+y0Mb9Kbx6lcfx9e/PoX/8T+2YHW1j36/wMLCgxtR+5uxttbH2to6gBBwDUI6gtXVFQAhBeHSpYtYXp5Avz+Os2fPYG7uIhYWbsDa2hSAKl2OaALAxYsXMTJSYmVlCv3+GBYX51lbVwGMY34+4LjOWFpaBLAJKysV/fX1dQCjOHPmFIDdWF5eQb9fYm7uGE6enASwFxcvXkK/P4mTJ08B2Ivz5y9gdHQz+v05HDs2CuAglpeXsbY2AqC6SXVtbR3Ly6v4wR88jpMnx/DRjx7A+nqJhYWFAb8Ei4uXAGzG+nofq6trWFkZATCKhx46gosX17G+fgDz86sANuH48WPo93fj7Nl5ANtq9VA/ra2FNpYlNsZgFOvrawDG0O+vo9/vASgQlGOB5eUlAJtqdZ05cxrADbh0aQH9foG5uRM4c2YzynIn5ucXMT5e4sKFFayubsb4+CKAzYN3gwwubhja6VqfBB6r7cV+v8TCwnzt/TBeoS0XLlwAsAUXLiwDmMTx43NYXS0A3ITz5y8C2IKzZ08CuBEnTgSeOVy6VMkOEHZr1tf7KMtq/yD8DYR7ksJqKRwLH98w3iMb/XsJy8tjWF7u4dKlRczNncHCwg1YWhrB8vIILl1axOLiKFZXC/T7Y+DysLS0jJWVHvr9FdD4r6ysot8fxdJS1f+rq2G8VlZCe1dXV7G+PjrgCwDOnQvz8uzZCyiKLZibm8OJE0Fez527AGAr9uxZxunTYzh27ASAvbU+OX36PIDtNdz8/CL6/Qnwebe4uIwbbujh4YfjmyZl2ceZM+exsrIFFy5cxJEj5wHchJMnH8b6+m6cO3cGu3ZtwenTYzh8+DAWF/fj0KElnD69BbfcchZzczs2xj/0ycJCmKc0X8P4BDmlPqF/w7PQX6dOPQxgDwDgzJmgS86cmQFwA/r9EmfPnt3o2924dGkey8ujmJs7hocf3gRgD5aXV7CwsAo+N/v9EpcuXQKX17IscO7cuaH+u3TpPIBtG3Ifxn51lXQq0O8fAjCCtbVVPPhg0LMXLgT5PXbsGMpyBWU5u6G7p7C2FuQPAFZX11CWoxtO2ghC4KvY+Ht0o0woT/8CwPnz5wDsAACcOHEcY2PLOH9+K/r9beDytLCwjKKYqOnL1dWgLzisrfUxMlLgttsW8Ld/O7NRjuR1CcAUVlfXN3ZEexs6fxSnT5/eGAdgeXkJc3PHsbDQAzCL9fUSKyvLOHnyHIC9OHNmWDYXFpbQ74+Dy2ZZFjVbAgQ5WVoK/Vd/n9uIJayujgEYxdGjD2FpaQ2rq/s2duknABxFr3cDzp9fQr+/GefOncXc3AUsLu7G0tIIgElcuhTGjfoEGBnYHA5hXk/VbE6/H/r19Olgc4BKXk+enAAQzppfvHgex4/PA9hf6xN6b35+AaurvVpbV1fXMT+/BCnDQYduq/FGsrGysroRIBqvyeva2n4A4+j3g/9Qlodw8eICgM04fvwEJieXsL5+EIuLqxttrOYr9QnZofX1NZTl2IYuDXJHc5jmLwCcPVv5GydPnsDU1BLOnt2Cfn87yrKHM2dOYXFxCouLowDWAUyj3+/j7NlzWF/fjpWVNVy8uAjyh8qywPr6+kb7tw9wQDmYr1y/X7wYxvXChQsoiqmB7MzNPYxjx8YB7Mfy8gpGR0scPnwcwE24dCmM+5EjhzEx0QdwM5aXVxBsRzlo79pafyPwVM2pMB8qXUawuFj1JfEEAIcPP4iJiRKXLu0c4B566Aj6/b04d24eY2MzeOITL6Isz2FhYReWlsbQ74/X7DvN1/n54HOQjADFwOaurVVzf3U18Mf167lz5zE3dw4nT44BCF+FuHTpItbW1rG6uhnnzl1Ev78ZfLmxsLCEtbWi1tZ+v9xoa2WfQ10VbwQXL4bxWl/vY2VlDUGu1jE3d3ijfw9s1D+K/fsfxv/4H7vx279NtDX7UvkF5DdynXvq1GnMzV0C94ePHDmKM2c2oSy3Ym7uQayt7cf584tYXp4a+AOLi7s3+CDbtYbz5+chl179fonl5RVcurQ6aGtZFlhbW8XCwlKt/f1+1X4ONIZcH5F+DXDTBm4Zhw8fA3DzQF657iSZIHkNPhIZg2KDt/CM2wWSDS7DFy4M83nxYvBJAODo0aNYWNiGxcURrK6O4NKlJXBd2u8XG+3aMuiT0NaqjQQkJ7wtxAv5r/1+NYdPnAhzuN8vMT8/j5MnLwHYi4cfHvYbybfkcPTocQD7cPp08KlOnDiFubl5aHDiRPArCObm5rC6ehDAKG67bR733z+Nw4cfAnBwUObBB49gfn4EwH6cPHkM/f4enD17EUUBbN68GS996cP4whe24dKldZw6tYSi2LmxjgsyurCwMhiHxcVlzM0dw9mz29Dvb8bc3GEsLt6AhYURAOtYXh7B3NxxLC2RDVqtjRvXQeHvpY21Hbc3a1heXgcwidnZczh3rsT6+laUZYnz5y/in/yTc/iLv9iCP/3T7SA5uvXWeXzP95zEH/3Rzej3gdXVFczN0Rc7bsLKyvrAx1pf376RbLMf+/cv4aGHQtsuXqRxr+Yr6dzKRwr8ra/3wP2Gfr/ckOHw3vz8RSwvTwIYx+nTYTwvXtyO9fUtAIqBr01juLZ2aEPGt2740Ttq4760tIyynMCFC+dANifwVk+7Jz5XVk7irW9dxOHDle0nWqdPB/26ttbH8vIyLl1aw9LSBE6fvgDgBly4cAFzc2cQgwsXtkPORc3elCXNuZmNNoSxL0seJwAOHz4cpXUlws0335wuhI6CZo9//OPxm7/5m7jxxhvxla98BT/1Uz+FnTt34jnPeQ4WFxcxPV03gtPT01hcXMTCwgJGRkZqAbDp6emNQAKG3p3ZuMVvcXExGjR705vehNe//vX1Ro6OZmXH/X2Gfr+Pw4cPY3JyEjMzwNveVuJP/xT49/8eGBkZxdatlWIfGQnDOzPDh3kUs8qn+CRufHxsCLdlS7V4uemm4BxNTgZF+rSn7cGzngX85V8WGBkZQa8X6qwuVexhbKwKTIyM9DboVOOyefNmnDoFAAVuuGEHZmd3YHq6wNgYsLhY8TE1VSnvHTs2oyyrI3kzM5W8jI6O1XA8NX5q43KPiYmK/thYUKY33LBr4/1xTE6GdtAXa6amZjA2BuzdGwzg9PQWFEUoQ/ddjY1NDKVG93ojmJoawezsLPuyXDE0N0I/zGw872FiYnzQ9oMHD2DbNmBsrMDERKhk3769GBsrsGXL1qF6JiY2DbWx1xvZ4HF0o40j7FmB9XVg06bhuXXDDcFQjI9vGowt6c/JySls2gRs3z6FXq/A5s0zuPnmEocPY8NhLDA1NQU5ZXu9EWzdWneGgQJbtgx/gmd6OrRly5Yt6PWAkZFgdG6+eRZLS6HMpk2bN/okGP5t24Y/s0qyMz1dYn6+2DhG0qvJxuhoD6ur9bTk8fEgSyS3QNBHZ8+GdO6tW8cwO7sZMzMFVlbCnWtbt46hLMPXjuRXI8fHJ9DvA5s3Vw/GxsZQFMD0dOWI0HhNTU3U+OCwffv2jTZtGYxN1SdbMDlZ4nnPG8Nv/VaBPXv2DL2/efO2IdzExNRATjnPqWSzkZEetm3bhl6vwPbtWzE7G+Ry584b0O8X2L17B57wBODP/3wNBw8eRK83gu3bQ5u2bg188Dk8OTm10f7wb1jQFxs8TtT6Bqjkec+eyunduTPoEvp6WlkW2LFj++AoyNTUNBYXQ7/RZdFjY+OYnpY2o8DmzVJegW3bhufe1q1bB3xTP3KdOjpaDHA33TS70e5Q9969e3HoUJiPExOTg3IEIyOjKIogp+Hv3saRoGouT0yMbbSjem/Hjm2D33v33ojZWeC++6qFCMHo6MTQcQOyJRx6vR6Koj5eJK+kQ4inoqj0687B118KTE1NYnZ2FpcuoYYj/arrtUn1q7vSxhdFqEsC17lTU5ODeb5//37s3g1MTBSDtu/fvw8TEwVmZsZRFGGuzc5ux6ZNxeBexS1bKpnobVSm25zJDf65zQn9unv3rgGO5JVf37p161bs27dlg962AZ5s1eTkpqE+GRkZqY0N9cnWrVvxutf1MT4OfOITgd/t20Odo6Njg3omJip5HR8vNp4H/2FkpMD0dNDTN964B7OzQabHx8PLr3nNJL70pRJ//dfAxYu9WrvHx0c3+qaSu8nJiY36q0bs3Fn5G0Tj618HaP7v2rUTZ88WWFys7po8eLCHnTu3oygKjI2NYcuWur7s9XrKfC0GuB5T+jSuW7ZsARAGY3p6GrOzlf8xNjaOiQng0KFDAIBNm0J/Hzp0cHB/2NhYkJ1iI12tKEr0er3B/CUoy6ofOEyxi8i4rB06dAiTk8CWLVU/Hjx4AGNjBTZv3oqREWDbtm2Ynd2KmZkCCwsYsi80P8nnoP4IbQntHGWGgHQu16+k57mN27JlM2ZmSvR6oW9HRuo6RpvDRVEMaHKo8xaAj9fk5PgGnyMDeR0bq+bwjh27BriVFd2+cLrkN3Kdu337TszO1v2JvXv34dixIPezs7MbemIMY2PAli3BH5ieLrC0BIyMlHje84AvfWkUMzNbcP58/ROIRVFgfHwCmzfXx390dNRsPwdaH5EdATDQr6Gvgq8yOTkxwJG8ku4MsjmyUb4YvAcU4iqTYuNr2MOyMcHO4ZMd5MDXKPv37xv4TNRvFY0e+n0oPmJ9Hsj2c/1KvsGuXWHsyrIYzGES67IsMDMzgxtvDH2xffuw3zg9PUxv9+5wBRHZqp07d2F2dtdQOaD6yBHB7Owser0C3/d9JR796Cl88IPA3r37sWlTiZtuAr7ylQJ79x7AhQuh/IED5OdvAxDuJXvWs/bgL/+ywKZNwLZtQf/zNdvoaDUO4+NhzLdsKTA+HsrNzBRYWwvXDlRrmGLDL63zu2lTfeNpYmJyyBcM6+xRfM/3lHjDG7bic58Lch300FbccstWfP3rlR4EgEc/egqPeETgmWw4l9debwQjI2QLCtx4Y9jw5T7fpk0zG3WN4QtfCDjSuVzHjoyM1nzacE1AUZvnmzdvHuilG24I47llS3UH4Y4dlU2anZ1FURTYvn0bRkcLbN26DSMjJdbXq/bRXNi+vZoHY2NBPp///BKf/zzZhMDn7t27MTtbP1o7OVlidnZ2sH4qih6mpqawdStw7BiwYwetzbbg0KHNQ0c8CbZuHX4wNjZsb4C6juS+9+zs7CAGEfz3a+/sZidBs/379w9+33HHHXjta1+L//bf/hue85znYGpqamPXtYL5+XlMTU1h06ZNWF9fr2WOzc/PDwyYfPfShmc9pX1mZQPGx8evmgCZBeEsdYFerzJmZVkIRyRM9vqdZkXNWa2gLvxUd51mVYYCYLTg6vV6g3ss6Jx3/f2iNpkrB7JC9nqVozMy0hvcCTWcyl5g927g5EngFa8o8J//M9Upz18Tb0Xtb46T9Ik2APT7xaAd1f0HhWhb9Tf1M/XJBz8YePzgBwNO1kU4CRVPBfi59dHReh/zftKPJ9XbXxSV8icavV6Fq5ykYaZIOfb7IYhJ7QgZWdgIZPH6gX/1r4AvfAH45Certkj+hu8IkDJc5433SejP3lC/k2yGXSW9T7T2E1A/1e9oictLv08GvhiMDc076iOt7XJuVuMV5xcoIDOJK8M1LIv9fjEYmxDAHh5b/cuDPpyE0HeBx5ERzkcV4BkZKTdkpof19WJwaXKlXyo6XhkOf3Nc1Ymkm/i8431EC4LU3IzNV81xqBaJVZ2aTiVckJthXcrLURslHyTDdd40edX7RMpTv19gYqL+NV597IflVepczmvVD5yP+liQTqD+4zbH4iWm/2z9Wpcn3u/cDvG7REhGtLHhvPH5OlxuGMeD8VJeA65gfRL+ff7zqzHV2kq2SuuT5zynGHzQgWgSb9U7lbxKGa7f8zIsr5s39/D93w/8zd/wcnl9k5JX0v39fqCxbRvw4z9e4M/+rG6HZPtlAIfzpvHE5VXzucKdNvWxqftDxYZuqurQbMKwj1T5ecN8xuSkLq9kD+r6ot4fsl4pw3K+AH55JZuTaivRTc1XAq5feb9yW0BycscdgbHnPrfAZz6jz1fL5my0aMhXKYrewPfR/CGOm54OwQleRrad+JZ4zUfS1qqajyL7hMpJeeXzT9pXrz8U8+ljfIbfvVqfpPwhq15Lr3Bdos3hZjYnlKPATFkOy0hVVvLf2/CRuCz3NgKRVf0kw2NjVd30Xl3migGOgN9LRj6PJpuBnwrX7w/7BHIOxuSyLMPdpaOjvH+pz4fXc7RhzfVkXRfV15KV/uH8hN/f930FXv5y4J3vHNa5xJ9o1eDXd3838M1vptegUu8FmS02PkZXYPNm4Ny5YRpyLQyEzTnJm9SlW7cCt9467CPRWpfbhz/5kwK33FLgGc+AG2I+vTaHpf8aeL32gmaXpcW8w2+55RY88MADg78XFxdx5MgR3HLLLdiyZQt27txZe37//ffjlltuUd/9RghYhwAA4NRJREFU2te+hv3790ezzK41qJyF8K80bGSIOC72IYCyrD/TnBeuSDlNWV4PEuh1SidRXsLIaci/X/jC+hcrtfbH2hKjD6BmnKrFQlUnV2oUvOFlCLdtG7Br13AbZLkYT9Qe6ndOh+NiQbNK+Q/jeLtk/Zoe5DzLPqF2yLpGR8F283SZkLR4/RzqBrheH/1LskNOh/ah3eGA0zBvsn4OWjmrT8gJGXYwhp1E3j7Jb32hM8wXEL9oPzhm1d/aexJy5jAHOU/ob/nhBjLWa2t1GQH0tlrz2jNO/F8ur/S3xv9wECLdfo2+9Tw2p+lfq62ynNVmi76Up34//pU9iYvpXDmGKV0nx0L+/drXhsvGqT6PbMbmSVEAu3cDT3lKPQgTG4vYOHhkU2urhuP9FRtrqede/GJbXi2bYIHHDqT6ROND1psjr7yctH309+xsyDgjPjw63KLfhD9LJnhdufLqxUt/QPMRU7ZE4zdFU3vGgyGaLpWQo19j/HEctYM2ZSgBKjVfpT6I8avZftleiavktRiqKzYWXjuszasYxPStNoc1/zKlGyROK0e/OU0pm6m2puhroPn0/O+YbMZw1cZgnObDD1e/yd+pNlurv/v9yn9dX690PflN/b7+oQnNx+TZSlSnXK/QhgMBr4+DR1fF9Bx/X9ZDfob2vNerPhQl5fKlL61/AI7Kb9tm2yEpe9QfP/7jwC/9kt8PI+B+Po3Vi15Up6n5V0D4wugP/zDwnOfEdb+mE7ncyPrvv1+vJwYxukAIPv7cz/nn1bUCWUGztbU1LC8vI1z2HX73+3389//+3zfunwC++tWv4rd+67fwzGc+EwDwhCc8AYuLi/jMZz6DlZUVfOxjH8Ptt9+OvXtDmuVdd92Fj370o5ifn8eXv/xl/PEf/zFe8IIXAABe9KIX4fOf/zy++tWv4tKlS/j1X/91vPjFL+6y/VcsxJRCyuhcrqAZx2sBopgjFnOmtKAO51WrKxZwaOo4a+3lSjxWJuUQexYGvB7NgMlFnWXUecDJuwiP8cS/dsjpVLtF8QChxp/WT5ZDxPskNl7kIGhfD9LaH3OINfqyv6i9muPM+0Rrp2yrJq/WImzHjnqdWp9QII3oeINmMWNtye7dd1eGXDqE1TFtIFxgWuG5EwnUj7JKx1QbL+9ml+TdO185zus4yCCvpC9xmrMG6HM/FuSV5SR45/r6ui9optUr28Dfs4Il/H1Nv955J0CnOvXxGm6IxfM//afAP/gHOs+afrUWCZa+SuG0ZzF54TLFeeNtkPx57FyTd1J607PgiMnBi18cgpqpPoktHGI0gPimTNom6wRIh/OFLwce1OO0Ygtsjxyknsd0iWVLUhsVFs0Yb3whKaFt0NDSIQSa/yPLe2x/DEcBB0/QjPMqAxUccv2hFK6e/VeVk/o5xq+Fi9HM5VPzo2Jt8NSb69PS75SvGsN5gmaf/nT1mwew+MYi+U1W0CwWqNX0Gr178811HqmcFtQm+YzNWwC4/fbh+btzp21vOZRl+AL05s3As55V0eX/8rJ8XIjG9HTYSCO8fDdHrmN6SHtX2/yWdoj7r/SehisK4KlPDf6vpGn5j7y9qeBmCsqy/jVlXs8jHhG+NHsd6pAVNLvnnnvw9Kc/HX/1V3+F97znPXj605+Ov/zLv8Sf//mf49WvfjWe+cxn4md+5mfwxje+cRD4Gh8fxy/+4i/ik5/8JJ7znOfgS1/6Et7//vcP6nzrW9+KmZkZvOhFL8I73/lOvPOd78RNN90EAHjkIx+Jn/iJn8Db3/523HXXXdizZw9++Id/uLvWX+EgJ1MsaMZxlhPDgwyaAdCCaikHI2aIYkZMC5ppkfqYY5JyEjWa8ncqi4wbulhwQdaZ4yRK/rQ+4Rl5sUwzj0Os9Z3VX7wdPCDCF5extnpwkl8COU48eEf/Up9QECb2yW1Jy9qB0ujLNsScGBobSfPAAT2DjOpLBdJiPMX6hI6J0t8Eb397RUPjQ2trrB9e8xrgSU+q+k7OE55pxvukfhwh/Pv4xweH6IYbKtwLXxh2F2+7zXbgpWzK5xyn6SZLr8WgyaJO8mQtTGLlNF3n5dOa63wn26pfsy8xnZNaEHE+eBBCCxB5F7WpABD9Tu0sc73G37P40Og+97nAwYPAvup+30byynW/1SfUrh/8wTB/ZLmYjFqLT/635uhbfDz3uVW5GBQF8P3fH4KanjlE42cFKjikghDeecvr0/6Wc7Op7bdwsTmsBRK5DGv2xWpDrmwQjvS81n5PxqMFmtzH5rUMaKZ8RG/QJGb7pY/EcXyO3HpriWc+E9iyJS4PqQzdFE4DbZ489rHh36mp4fHSfKQuM820zEjA9n1SOsTDU0q/crD0GtdDKbjzzqpcKtPsP//netCM5lO/P5xpZtns0dGqHj7/uWxq/qt2TQoQTvdIPfL0p6cDxoQDAj933ln56jE54X40b5Pl+2jyqpXTQPMHOPA70fp9YHkZmJ+vbxBo701OAu95D/DkJ9dp0b/W/JflNV3iAa/fJCEng/VagKw7zd773vfive997xD+iU98It5OKzAFHvOYx+A3f/M31WeTk5O45557ou++9KUvxUtf+tIcNq8J0CLQnkVCTLH3+xhcHk51ybLaBI4tODSFlbOAsYJmMcUpaVgLGI8xlQ4RoGeayYVPbHfAwmm80W8rA4Uv6iRoWR+WQ8yNqQQZIJN0+G6L1havIyp5kjjqW2noeX05mWbhLoLhPtdwgL641RwF4k86U9/93SFD7P77/QEHTouDHCdNnijTjBwg3id0XCU2phpOOlKbNwMXL9Z3DPliguogulX2XTGgzY8eUJnnPQ/4wz+scJOTwMteBnzoQxVtyV/MqKecZG3hleOMaJDKNNN40+aOtdDjEJPX2ALG4ongGc/A4GJdqz8sGebz1auH+d/eBUxTJ5kHcDkvHKftyPP6LRx/tmcP8O53A7/xGxXOMw70XLO5Uge97W3hE/W/8zsVL3feCXzlK8Dv/75dv8WTpv88TjiX6yc/ORyJZXumKn0LJ/Uv17eSZs4iwWqzNofls5id4ws/yV+TRYjHXyCasSCvdwy9YxLrO2tRlxoHL8T0q+ZL5uhS/p5VTmbuaP0udQmVGR8H3vhG4I/+KNz7GqPRRfZV7DnRfNrTQobnz/5sCAJIWrFNxFT9KZDyqulwrxxqz3J4Svmq0kbzcvLDOTHYu7eqQ8vGL8vKx/rrvw7jQvUTfX4NB/e3NH8NCIEe8r/kmkbLliReRkb0QBDPjCLgfaP5whzkvJHvcBzPPI+tLay1j+QvJRtFMdxmXo7zfOxY+Pe//JcwrjH9QvwdOBD6zloLxewLx8lMM97+224brpvz4sHFoMn8vhohK9PsOvz9Ac/CQe4ixN4j/Mc/Xv2tpeh6dyVzjx7ceSfwvd8b/ubHuGI8a04yQdMsHY5LZZqR88NpcEil/GsKUQN6HjMA9DvW5zJ9nPOhLYKsoBmvUwtWVcEQv/MTa7/lJHKHI2ZM5P1dz352nX8OsUWNNzNSOgDSiYkFEjXHnNrXdaYZD5rxOa3JOefDg+v1gsNAgUopA1SeB814n6ytDWef8fZZQYhYP3hx1jxsu8OfmuOyPXJxRf/GAjOpBYzGm9fpic1hTzktaGbVF8NpC12rT+ly3Ec8os6Lp/2pYGVqbLS66AOd/GOA1kLTo4c1p1kuHL7zO4E77qhwlmxIeOELgR/5EZtPzqNHXi1dmiOvsbKaLs21Q7H6PcAXdVR/qt4mPpJVVr4Ty9yx/MEuFkQaHxQI8I5Dqt6c56k5THxIXE5wTW6apgIHq6sYfIndM89y9aYFms3h/HIfjsu0pussHzGXT0uXxoKGuX2S0rm8vV6fngdlNf9FAy6Hsp95VhlBzp1mckOT+8Myu434lnqSaFiZZvzjK7xdlu6TsiQz42LjFPMveFnLR/yH/zCsLXN0biyAJYEfuZQB8+c8JwTJLN9fw0masXVOLEnBI4McPPqlC9twNcH1oNkVDFKYY8EazRBr5fglgqTYtPqf9zzbwGiLFSui/YM/CLzqVaGcDJppyk7uSmlKh7fTUn7WbkfMUPIMGs6HlV2Ss4CJ9R3vE95PqWMxd94Zjs7RXQRaW2M4glSmWcwxlcEuD6SUuHRQpNNBKdT091OfCvzar4VsJY0/4u3QoapOT2CCO8Tago07U+Qg7NpV9ZMWIMtZ1GiZZtqOId/N5JlmfEyBcPeFbP9P/RTw6lfrfUI0tT7h86Qohj8EQO9S38ScCSt46ZXhGM5yTNpCytHXFjCeHUjAt9BNtcNKudd2/fv98CWn2N0cHpzmhGv9LvUrPZe4H/kRYOPq1AHuHe8AfvmXh+loNOm3N5M3tkjQ+vBJTwJ+7MdCZmmqrbE6OMhjPLJOb+A7xgcAvPKV4fioV66soKGGayOv1hyWY2NBrJylN2LPJR+AnbXIy+fYQw6pYAW3w9oCU9YR27zh76TkNdY3WuYVp9tG16YWdXJ+akFe4kPjDQhHzoCQERbTzVrmjrQnPDDx0EPAX/7lMMOxOdJV0Ij/Ttkcb+A3hvOMDf8t+4jAs2GYM0ctnjje8vs5yOtqPAEL7m9yHxGobyxKGvxL7NyflP4WAPyjf9TH2Fi/ZnepnlimmfSH19erO3O3b6+3gTLNPPo/tt6IBc04FEW13khtosk6qE2zs2FtqfEWo8mDoRLooyJAxf+Tnzy8Jnnd64CN7xmatDi/2rOYDue88jLWXXQaeOxQ177xlQ7Xg2ZXKMSCMB6jYwVYgOreIDkB6W8eNIvtrKUc+Bjv1u71ox4VFPa3vlWvO+aEWs66heMKWsuq4ko8dYm6pvy8fNA7liPOnY7ZWWBmps4HEHB33113/mRbNRy//FhbnPE+kJlmEjwBFwJrcc37RBsbzhdvaywww52Y/+P/CMenvIs7zWGRbaMyU1Phjq7v//56P6WOXliOoxYgk3JHfFiZZvTeO94RvpbD6T7qUSHYCvjGlfcJ50Uez6QdU6B+MS7nXRuvnLGRv2Pvehf/OaDNKw20tmr8ftd3hX/Hx9svalI4DUheSRY43rI5coEQo68tpHh9kiYAPOEJwBveUMfxRUiMlsTJfpcLbK0Mpxlr/+Me12wcYvIa03OcF47Xgms59LXst5S8pmyVh76kGXuX7LBccFs2NydotmdP+PfWW0u1T6g+7wKO00oFNOVvi2ctIzHml2kbNan6c3gikJt5mu23aKZwBJYfLG2QFRzXeLv9duAjHwnXGMT0kLZhxmlYfeCR15iP1CSQJunF7KuUTW+gtKnN0fjg4G2rl6alSwD/h5H4uKaOZ37Xd4WrLLhtkbojFTSjfuLHM3mQi3B33AHs3Lk64I8fCZR+s+arUX1bt4ZNlMc+dtgWxPxojx6m+i0/n34T3xvfGcRDDw2X0zYlYhsVfJxjcmLZq23bhuk+4xn1DQLNR/DwpkFsQ7cogG98Azh3ri6vlgw23bzw6vxrBa4Hza4ioEmxY0dIDSWcx2HhE4qUbCzTTFvUpBSFd6FnZZq9+tXBsCwvp3c0YjhJ3zKmmsLiAaJYmZRy8iohesdSvDQWcteTeJPtshbmnqwHT4BIa6vldEjwZOloGU71LzT65JCMfVGEI1U808LTNzGng+8ikjF95CNDgEjy/b3fCzzxifpuKw8GpPopNjapTDPif3S02kmTu48Sx+vnQGMjFxPDmZHFgJfRUd0RSzkwvJyFiz3Pzdyh5098IvA931PHveY14X6aHPry39hCFwCe8xzg3/ybKmiWWgSk+LDe0eSQ8NpRby14Yx0J1wI82kJKvmvr3CLa/h07wte9LJ0vf8eCZrws4XbtCv9u25YfbPXYIflb+yBPSr96542Fl7x5nH++WPHQyXHgue3T2kp0f+EXqrnJedn43lSU7q5dwIc/TF8XCwQ0/SppSn49fZLro1jvWHY4RasJSDtBYAUh2m5KaPQljtvDVKaZhbMy+bUghOx3LdsuJq8SUpsNGs7ra8bsq+Yj5dDPmcNUf8z3SS3qvTYvR7/GAqmSlvwYlxWwGBsLviVvq9yA9wTNaF2mZTfKTQbiJyfTjMafstli+ou3lWx9TH41WZf8xmSM5J8SJf7mb4briq1p5PhSO9/3vpAFLuvh5ax6eNsIp41/ym/QQOpSS4ffd1/4vbg4zJMXUptI8vd1uB40u2LBCkz8wi9Ui3AgZLkA9btOtPoI6HL0kyfrZTxf7fIoWfmMg9xF1wy7fFdTdJw3r5MYy1ySOHl8KDYOHOdRZiklHdvR5IbYWqxqOMuZ0GjH2sb50CDmdOaODfW/PCbK5YRnM/H6NMfZ61RxeMUrwv0/mgPAnQ6+gOFtkM7Kq15V/7Tz5GScX96P9KloelcbGyvTjMArr7GFuTUOvE/oN/3Ng2YpBz41NwhmZ4dxBNKptOZrrH4AeOtbw+4iL/f854e73SSt1MKV/2tlPRRF/SujuQuTGH0NJB88QzW1O6wFyDQ9ZM0xHuTVLiLODQb9s38G/PzP+/tEyiLXrxz4JtW//bdVNmCsfRqOjoR7s6o43Zgd1myTBrFnlv7nZSz7kqIhn+WMDecppl+Jl6II48M3A4CQQbTxgXeTvpZhJ8HyVQin6U0NvPYw9tyyw3wzR/LhpevVk9LmpOyGVZcGXl2i2RJ+xMrSubyOWODLG4Sg37feGucxtlGR6yPFnms2R7Ov2oZkqq4YeOZ1zPZZG4Y5cujljfsDErQ5LG2EFTSTm5dcTmTQTN5pRnqO5jUFtIi2xEn+eKYZn/9aFiSvj+tXqXelPYxtesZshCcYTL/leks+T61nJS833ljPApc0Uxu1L3tZyMLjfm7snrfY2lXWH7MHHt80lnEugT976lMrXFEAP/qj4ZokrX7vXL9W4HrQ7AqFlJPMcePjwUmk7IiVFbs+UrJnzoS/ybGPfY1QUzop4x9TBNqHAOQ7Wn2pBWcMLJ6kQ0Q4vljRAmsxJW4pv5kZf5/JtlGf9/vh8+UE2ldgPE5y7HgT1Smfa8czZV0ew0bg2dm0gjXUJ1pbpZxYbQWqjE3ehy95Sbj/R2svx8lMM04z5qwC4RjnP/yHwEtfao/Xox4V5jVlusgdSOon3k4t0yy2E6jpEglWajx3zmTAXQuaWX0i+QMqfUabAkUBvOlNwPvfn15AcLBk83WvC+Mg6/IsBjzPLccphfPyooE117lM/7t/F5xEAm9QnsuWlAdN3rSFFBDXr/Xy9U6SbeeLFY2WBCnD9Lec51zf0D2KuWPzylcGeR1NfMdc6xOOi83hWF1tcV7Z1OrKtccWL1zfSvD6SFb98recL7FAKn+PaObOVw3nCa5yeZV8yPJtfSSrnGZLCIiXD34wfLHRgra6lv6mtt5+e8g8PHTIlhuqY2IinG7gGR1UTmazWf4AELLNb7ihhJYZGwscpeRAa7Ml45Z9JZoaLV5Xm0CWfMfKNIvV0URfpXBa5jmBJcP0rnWfFM/c4jQ4XfKHaL115531Y4zUT7EPAcR00+pq9aVH7VSExFE2m5ZpxnUuAT/VFAsY8/c1fW3plV4vZIoD1YZyioZHrmPyom3U8efSp+e4GG8xv0Grn/+r2TAJvK1W0IzDk59cL//4x4dAogbW2FyLcD1odgVDytHRHH1AD5rJdNuyrM5vv/nN4V8rCMPB2kX9hV+o7k2K8QzEj+1oNGIOoWV0+bvab3pf9p0WNIuV4biY8isK4J57wsJJvjM+HlesvJ+403HrreHy9jvusI8jeJwerW9422T2WcpJbrIw0MpR+yVOBmasdGnZhhit//P/BD70oXifSIdFOiLcwMYcaQ6Ee+xjh7/OI0HOkdidZlrmDgcre1DyVhThbg7aMdeCl9YRa+50xTIDeV2Wo/OkJ1V3ztCz8fF6xlfsXe6sxuY5ADznOeHurFzgdVuBWa8zxcvnBCZi+s2iwWWTj1dZpo9nSv2tleN9EuMjldmqQUq/eJ9rY+EJhmm8pRzNkZEgr9pRFf4u322PBc2sOezVvTH6mm2wFgmx93J48dgGLpu5C47UfNFAPpf20OoTynDy9kkKYjxrmzIEqSCfVj8H/pVkiw+uX6lPuF4mutu2VQvitpCykbxPnvnMys+VvMs+mZwElpaAw4freC3gIO26lE9Nf1t6LcdvSsm9Nk6egEMbefXwrukN4i3WfouWdw7H7Kcn4AIM3w9rzSUKQkk/TPPNRkaA3bvDZqAMkNHmuOZv1gPq5YCfv/iL8O+5c77MSOoDKa/UD1xGbrwRePvbbb8kZYdieB6Mfu5zw+99+4bLxfwmKa+ar6rxkbL1mv8qN4YJPOvjHL+N4x7/+PDbGzTjzzZvTpe36F/LcD1odoWCtdDjOP7b2knhk0emmpLStrJKOM5STjt2BEXrXdRZysNy1jm/3/EdwLOfHY5Q5dQf+1KkTLOW76ecFgl79lRKjMr98A+HgI1cONFzSZcb00c9yqf8JWhHUaTsaH0i73mL7fADwA/9UDjeaIHlaJEx7+p4pkaTt398HNi0Kd6HmuNM+Fj2HT2PBdK840XAZVHLAiwK/Xgm59WjS2gM/8W/AH76p6v6ZPaDFlyXO6tlWajZkhyayLDk2fOuFuRNvefFpQI8Wh/xMrHAd1GEjEfK0ouBx/mK8aw5f7lHu/gikj5SsmnTcDmp5zRdIunG2pCyKamycixSxzNTdkir3+Ip9kz2CdfPMdvvhdQ7mrzGsgi89XL+U3NUw8sNI1k2Nq+1Okk/UiZDrKym57V5woHG5qd/OhyByZ2vOX4R16WafQHy5zB/9spXhv92707zLo9n/szPAD/xEwHnOXbkgdimhObLNM0EIb/ht397mLaWacbpywAmt/Nam2X7U7aJw403Bj/35S/39aNlX6U+jtFvYl80eY0FyGLj67XN3jnE/47dwaeNDVA/URAD6SNrV91Qphn5SDzji+jE/EbtYn3tVIUnM1IG5mTb+XsHD4a7gL32gOqLrRFjet5ag3rtsGezzSM7VqaZFjCP0bJA40P62fyI5ehoCLJ6gmC8Tj4OqdMZTfyKqxGuB82uAtAmgGWcUxez0g4cdx74ZZKShmbovMYsBtZut+SX/605hCMjwOtfry/WNP74s7/6qzqOHEDNMY850jE61u+nPjXszMb4HL5YXU+zjrUrZpxizwhiO/qpPiHc059ev9ejKIIj/Q/+QZ3O4x4XjsZJ3ugdzehKR8QK3vD3JHhx3HmQ2TZappl8L4cmHd/ix7jkO9bXM7XjmbyMBGv3kXDUx9xZ6/WGL7SVsih1E5dhTi81Xm0cZy1zh5fJCXyn5pfHcW/i/N15Z7hLyzu/Zftj5STN1PEZDbTss8c/Phw71u4TkbxrtiqmXy054JAzTjIA36VsenmK8RmTV6/NSYGXJyuTWdKLtcWThWnxJMeKl8mZw1u3hoDWa15jl0vN/1hgpiiCPb/zznY2xyNPMftizWGvfGzaVL/P03pXZtBMToZ+5nQ9YPWDtKuxcrEsQG82ellWR9wIyK5rmUC8PrnAjvllsQz9VDY8Qa8X/Nxt2+I2T9KNyUmOLZE4r86TNDVI6bVU/Tk+giZTBNrYyI2V1PFMLauM4x54IPx7+nTVJ1qmGZcJKqedvKB2UEaSDPJqOkHa+tg6TFtbWhtLvJwG1vjEsqxlO/l73gQPC2I2h6+3CDc6Onx9UcpvaOK3cVysT2JAvLzjHcM4CywbfS3C9e64QsEbSY8tfiVwhT8zUzf+pLQ8QbOYEouBZwETq0dTnF5j7lVY8pk8ipjq3xyFmHI6Yu2NGVNLmWqKkLLdOB3Jk3ZvFgVrUpmMsXY95jHA9u31dv7YjwGPeESF27EjGCZadGhOAh+bmEwQ7mlPG26rBA/OWrDF+NCclRiO4Lu/O+zw33lnnCfpEHE+ZKbZP//nfhnmbU3JEpc7vqOpZZrJfsk9nikhR5dw/rTFtbVrHOOD46hu2oVN8ZSar/w9j6OTcqCscrHFNV8gEi5WB+9bXu6xj9X1SmxsPMczY3YhBh45kfo1Z5GfouW1A/K51K+aXgP0HeOmdibGk6XXtDpy56anHB+blD/kqf/OO8N81YDuzZN2UzueJ2lYGQ6eBUlRAO9/P/BP/6mvP7k/oMlICifr9YwDMCx3VnZ6LNNMA+9zr37lZTzjRbiXvKSOp6BGSv41XZLjv2vQZL5o5XMWzU3GycOnlNenPrW6cylVR0pvWnxqfAB+/3XYp4nTlMczZVYZAFy8GP7lm4ix+8ukfPX78UwzuvtVZpDxDV0tkBbz5y09LwNwsb6L2fCYXonZvpR+terXgOuwWLCayyuVo6QSz8Zi7oZ5DMfl1ZJdDgcPhqQFbbw8Psh1uB40u6LBUlhc+cly2o7In/xJ+PfWW8NuoIykx9KP22bupJzpGMh2yYU65y3XMedAuzRcKcWyVDTeNFqxtml4bsz4+/Jz15oxzd3ReMtbgLvvtnmOZZHJPtFkU6PtlZfx8ZBV88hHVrIty/GAniavHPfCF4b7sLS+0ZzE2I5bzIiT05FK27YMrKT/whfqmWZWgCG2wzkx4ZdhTb9wutJZSx3PlHrIyubxZEI0WUDIfs+drync2FiYS298o493zfnT5Evj19s3qfR7Xn+MN+/RrljQTNKPzTXLqUu1P8emeGSHjwPHX27Z1PgAhu0y4bxOrdf2WjhNXoH8Rb5cmOSMF/VJzM+JLQiagNZ+rUxs7sTm4T33hGObqTHZu7d+JDIl/5YtaTIPcp7R85zAN3/v2c8O/3nBI69aphnnw7I5lqzHghCaPxDjw+qTWD81CWRpOlc7imrVIXE59H/8x4evHCE54e384R8OG6kEFk9d6Vf+t2edw3HUBitgEfPDuF7fsyf8S9eryOOZhJMbJFIOCagcP9qoBdykb8rLyb566Uvj8yHmR3Lw2nCOk/5AjK6lc2M4SduaL4SjsfaexNLalAIPnzKQ6N2A4f/mbMC2taFXC1wPml2hEDOwlvG3MoHOng3/Tk8PL/RTi1qPQYrhYs9jQQqCJkGIFC8azR076jjreKbWv237IfZcBiHkjhHnw6vsZmbC5eqWMdG+nikNbOr4UFunXauHZJY/8xzHyAXZJ9ql9zyAGTt2qDkrsd27FC/W2FC/y0wzOU80GZb0Y/NJHs/Usu80J1EGfq3xijkwsi0WeJxkzZnwOncSnvSkeqaZ9g5vl+V0Wo6YxWfOHOI0Ncfcqs/iJZd+TJdw/nLrtGilnlu2L6cuC3J4S2WatXVuLf2fan/OLjofZ4um9TymS4G4rvfqEs9c17I0ZH0WHzfcANx2m982ep7zI1Ycb81hufERK2fxpPEBpPWrHIfXv9537+n+/cAP/ICv77RxSGUH8Tq07DCZkcPLabbe0iVUnyZfTfwlzzuafeXPtHnioRnj4/bbgVtu0WlZvk+uzcnhieOk3rj99uq5dTyzKICjR4HPfz7OW+xDAHyeaF8Y1+40o99UloJrsYx/GTTjQV5NhoEKR3z0euHOvO/7vqru2BzmPFBdEhf7HcPJPuJlvAG8WIJHjr8ADOtXmWnGQdO5VqJJjgxzeU3ZPM6LxHlt73UIcD1odoWCJwiR40zyL7fQu/J4Zk5qrORF8ulVWLHn0pnQMiFylZNWTgsQaenCMd5SCserMGO7SNxJlgE8awFzww3hX/qil0a/KMJxKo6LZTNxJR7b9dcg5ehq5WLP5fFEbfxzsg+9NAF94cTnjeVIy/dy2sxBGxv5IQDtWEAsQKaNYUo2i2I4kCgDYtoOWWy8PPpF8hP7LXHW8YHY8aEmjrlX12ibHLHARI4jIz/TnuJJyibHaYtr+qLe/v3DNOny/xitlJMcy1KxdHQMmuoVb5aKl5bXJljySjhNvzaRvRRotsHyB7xttTJmPPISW0gCvgWBxHnLEUidFdNhufXm8Cmfx8bBktfbbw8XyD/nORWOfAP+FecceeIL3dQctiBG673vrd8RZ8m9Zl+ID41n7d1+P1xh8YM/WL0rfQ6pO+WGQyygqfFiAb3zlKcM4yTvMVzK58jdFPDqV/kO7zetrDdo56UZq5fKkpz82I+FI9GALq/aBmQMYuuG2KkV6pOc45nDa4RQiAfNZIAs5ZtyGdmypWpDLEkhFeRtanNkH+XaHE3WNfBspHB9wHHeTaRcv0E+4zQB/4ZmSudYNuU6VHA9aHYFQ1OHUDueuboa/h0drQdhgPSi1uukazzFcLG2vfGN4bdmYIjXWL0pmlu2hH/5ETgCuYjjSlzWHzsq09ZwcF60o23cIBIfnHdex0tfGo6FyLvEJLzlLeFribxtsj5PIDEWhLBox4A7pBykc+4J8raRV0BPjdaOzsZ2/TkuJ6DHgS9OtLEhPoB60IwgFeSMyXUsG1TLvrOOZ1pORxeBbw34c07DezwlB6wx0+SVQ2x3UKs/Zgf+2T8DPvCB9DtW/ZZ+3bUrHDPj9+0dPBgu/X/hC3WeUsESbSER4097X/vtLRtzkuV7OYvcGC+aLkuNZyqQmNN+rZwnkBVrfyq7S/5+7nN9/MXmJY1NjkxYPKUWDvK5FiDRyqR48dK0dAkvIxfDnI9YHd/3ffVNtGc9C3jta4Hv/E6bT01etKNovExqsdZE51rjGbOvVja+HFfyr+jKDpm5w/0wSYP3ffg9TJB4+ZVfAX7kR9Lt/chHgOc9T3/m7VPPgrur8SGQui7Wb7n0NRzP0kq9K23O2Fh1x2GOrtOg368SEoBmmWbavKZyVL8GnkwzWZ8Mmsn5GuODfvN/U4E04kXieD1yw4iX8eJi9ccg9jz3JFaKflM+uLzyseIwPw/82q8BS0t6XTlBs7Z+8NUC14NmVxnEjDV/pgXN6KtGN9+sG3pNAQDDC2lrgnkdVyDuJNOup6SrLeosR1rj8+UvD85K7O4QTjeVCRF7X+K8hkOCdjwzdjxRg5GR+rEQjb+iCAHEzZvtMeYGlnjz9olXXjwLB20HTtLwBKZSBpzj5G6jPJ4Yo2llmuXOHT6vY2Mjj2fyMqlsSY7TINYnqeOZsZ06r9OR4oOAO4la+Zy2yjpj9FP8SZy2e5vqE63e974XePOb6+VnZoCdO/0ZWSlHWmvDnj3D/f/Yx9Yd+RzH2dKvqWMWOc6fR+9YczhFNyUnOXPd0q/aEbguaBJYQd7cPuHPXvGK+N2S3rGJLbhjm1dNINYeOSeabix69JunnNSlko/YuxpudDQEZbzlJWiZZgSe4KoXLHsd27ihf3OyVLSMepndnwomWPJKuOlp/QSA5Cn2zNMezi8H3l8evRqbr+QzpuYz4S1fNdfmc9wLXxg+4PCoR6Xf5eMgy1jHMz121XM8U2bj07FL2sS3glxaphlBLGhG/R6rj/dHTKZ5P8X8kpRtigGnJ+vi9cT8fC+tmIzG9LTGC5/XHDzBVq9t4OOrJSloY/Dnfw588YvAX/+1TjOV4CF/X4frQbMrFmK7MgTa0SNNiRHQcb3HPS4/0ywFXqPvcSK1yc75aJNpNjYGPOEJ9rtkdCyD4FFEFk57LnfKuKGQO6GEtwJEuY5Y6l3eJymnw9vmFH1ZLvUhAK+T7KXJ+1jL8JNjozmrmvEn8GafpBw77phpwSvJm6xLKxfjiWdBSidG0pXZktp4WQ5GG1yOk+zZpdbq9zy3xp/4kGAFr/bvr76WZYEl/9bisqujMlrf8meazKXkMMVTE73CHWIJVvDSy5OXD/53TqaZBbFyXt2YGyDLBY+uIT5icmLVlZPdB5QKrt1iMob7qZ8Kl6ZbYM0rzeYAdlaVVW8TnFzUyT5PyWvOvLVwnB/P2MRkgvtXXL48mWZ8MW3ZtJS8pqCJXvFuhOVAUQC/8AvAv/7XPr2mZePLAAEAbNuWrkvCxEQIzGv1WfpVPu8i04zLTirTjPpkbW34eKaULxkMk7zzOaetm7TNdpL1v/s74C/+ot4W6/REyk42tTla1irn16IZq7epPyB54eMq6/LoHA0880+TV1k3XZOxtJSnczV8Ext+NcL1oNlVDDGnVss00477eTNmOHTlOKeyrjSFzd9LQcrBkuV43xWFvYDR3ovhNJ5S/STr1AwnH6+mC13LMZc4GUi0FjBeWqmxlOMUy7TzyKvXSZTlrKwqWjjEjsrEZLiJkwoMjz/hYo6ZNl6cPwmevuM0YgHcGC+e8UotdOWz2HOOj7XfKwdeOtazVPtznZ0mDiGBJpuE70K/eniSDqGnjib61aOzNcfcO19TcugdV89GjUWzrbxq9eQEub39kIMjXWJlmuVCrm3WFrCSx1w+HvUo4Lu/O7/vJB9N7EsbvSFxMhOCQ2oTzWuPYzzF+kSW82Q4Ud9JWyo3Kq1MIPptyWvK5lg8WrzHcCn7QhlOXjnktmFsLGTLefWrJZu9HvC+94Wjwhb9xzwmZDw/8Yk2Ta0OOa6cN8Jpc5/KPeIRdZwE2tCN+T5FMXwKgAevgHgmI6+fcTfUrvX1+jFOKzNS81c9cpMj1ynZ4O2WOj3FS46fH5Pr2BqU9znHeY6sNuFJ402TTa3dlg7m78b4iNG/luF60OwKhZSwc+Unn8WcGIJYJF1TWDlZVdrz2ESNKY+YIqZ2bt0KHDpUXWDvoeXhmfddagHjrdPzTip4aDliuZkQsb6Wv0+f1p/zPtEcDK9B0CDVJ9rxzJi8purXcLHnmsFOpW3HHIymadvciEsc9Yn29UxLhptm+HDnL5b1pzlAsfbnBBJTvMmAm3SS+Xup3dEcB8IzdrHMyDZ0YzRjPBFYizorkzfnKGJst59wmi6J2S9Lb6XAM8e8maFNaGo4TyZEam62oa+Np6Sn2RfiI0bDQ7OJP2CNg9fmNPURtMCUrCOmN73zMZdP71Fvq12pZ955A8SvDbBo5fgD1jsyC0zW4d2U4AEMPg9jG5WcfizTzJKl1OaEd75o7/C/rfbT6ZNc2UiBhw/Z/n376h+k0GBmJtytqd3T65UXIH6FhSzPx/GZzwy/Kbj6X/9rdX8s1akdz9Tkk+xfLDOM6xN+KkjT1zLjU/uwgNYnmj3R+JDPcjLNUvLKQfPVZBskLqd+Scd6J7Y+ttYCvM7cTZSYDEvZ1PpCBvhTvpQG3o3SawWud8cVCiknOeY4Ab5MM6B+aXhssjfNNPMuHORzTanzRc3ICPCud4XAmVV/zDin+NR2G3Od39i4pcYzxh83sN7jmRakxmZxcRgnjbN8zxPktXAekBfhW0Ezj6PNwZIXjuc0eKaZrKOLrCLNAEr+CGdlmmm6xHPsWOOTH8+M9YnUQ6mgfIyW5COGSz2Pyau3Lm+5VBDCyoSIObBaXSlc7DlBTKdr8pWCnHHgPGnHMSx59dBP6Xrr/ZzdbFnOU7+nnKVLmwR5c+yQJq9NsyAtyOGJ6w3pDwDp7LscPmPzjweSYz5SjH4bvWX5MjE+aLy2bw8f7+Abi176GsT4TM3hXDop+in9ql0bkDOH+eKU2qAdz7Q272JH26h+q32pZ7kypskJf/ZjPwb86I/adIsCeM97gLe9rZnNof6M9YlGEwj3Dm/ditrXXr39FOON6w1NvxZF/b5juekHBBn7m78B/sN/AP7kT+plY34YUPebZJ9omYxyrvMMMtlG3i6vvMaSEoiPmF+Wsk0xSPkw9Pub3xwuFwvU5fgbOTzxseY4KcOct1yd41mXSr1h1Z2baaZBWz19tcD1oNlVADFFQAqRIHYuHNCPT8mFrrYblBM08vIeq0dTFARNd1G1cik+YkcRrTo9/KScjtg7mqHTxstql9fAAOHoSIwPIH08s4nyTRkW6oOUcfKkbVs0U8+5I2o5hF4D66HPjbjExTLNZBmCWDCY8xejT7/lsWCO0+iSzskZL/lb+9vik/8da2uubMR4s7JFLefPK69NdJ713NpFtoJmTeeLhkvpjZz+9/LJFyf8uZRfwnuyqprYRo/t8+pXr01L0dfK5OyiNxkvDaeNjdxFJ0gtnHJ4itlLqde82bhtcRaNVOb52Fj4ou5NNw3Xr0HK9sbKeTfRtDq8czn2XOsTz/H/WF28P/nYpzYq5VhoekPrk1SbvWDZIa39HDZvDl8KTY3JgQP1L6ym5pDkTzsmqLWBPxsfB37pl8JXmiVYwVP+PKZfrU3Ed78b+NmfreOKon7ZPgFtLhNe+3qmlo0f02skX9q8tja0uE/HM814v1uBNNkn1rzJsUPa+zEc8XfixHCZpvM6xUdM7okXSiqR62MvTe9cj2WeS19d44Hr4CY+rYe/aw2uB82uUPBE0mU5zdEjiO2acFxs97KJE5jrpEp8TuaSVv/jHhfubLjtNh9PMT5jSqqNktaeW/2kpWh726DR9GbfWU6HLJtaTLWVDTIYMSeE/m2buRTjifeZdqeZLN90B0oDPl+1uc7HZm3N1hEEniNgsT7RdvS1DLem6e0WfW85vuubk7njlRcNrHe1oGHXkOPExuxGV/OFt1t7x6LpOcaqQe7YcR5zj2e2kc2Ufo0dWU31uResemLHiQi6zD7zzDvi43Jn38nnsX7Pybz30s3lKaY3raM4KX3goS/BOp6pbdR46tSe58orL0N8bN4c/qWLs2W9PEDG7QYf/1iwMmbnrLZ6bU5Kv2rgma9NdIiXTzneWp80OZ6ay1/sb8v3mZgIx0CpHJXhMkF3wcnjmb2efk0G/at9CCAmX5xnCobF5J/PQ+14ZmxDNzYGms4lyEkiyJnDsTpTdsiCpro5djxTK2+tQSyePDpB6lJrHsXWPTG/IUb3OlwPml0VoAm1tduSyjTj5ejv2HFPzwKmidG1gj+5dWmwezfwb/9tSPH2vCt501K5U3x4HRLL+dOeW0YsRsNTJsanNjap7LsuM3es5ynZzFnUNeUptWNoOT9e3rRycscQqAfN6AiAx3DGMo1ivHCcdV+HdoxXM/4ETcdLg9jznOOZubgYf5a8pnBN6vc8/+mfBl71qvA7JhNNji5rkGpP6qiMVldO/dZv2R7NGfXO1xSfKZ44Ts4TDk0yeXNkQ3vXCvxr8u2hn6vzvcHmJnM4NV+1cp4j7E1k0/MuLxMLJKZoaThvUEsbGyDvTrMm4OGT61IOxMcznxmOIj7qUcNltGwxelc77qZlB9FvXkZC7Dix1eYmNoe3K8d/z5mvXpB9YtXRNpCWmguW7bfskJR1CkrxoJnMNONX31DbpJxo2UGxzLCyzD+eqQXmYmOhZZrxfuJBQ9l38rcGufKk2Rz+TPKfm0wQo8/lJPYhAMmHBC3Il8uTHNcYPS6rFi8WeGzOtQTXg2ZXKOSkMstn1p1mfDKurdUNVWxR25VCzFFYqXrbOKk5ijWmpJo4Fbn9JLOqpEG06vXQ9ChujrMcjJz7ZVLPPDxLZ1XiLFpe4xAzyjxAFHPEmi5qvHwQaA5RzPmLvUeQm2nGZVE7FhrLyONtuZxp9lb7U3otZ7y88zon+zBFvwnP27dXu+gx59cbGGuj86Uukc+9cujhPaVD6N9UoErW5cU1sU2anm+rS3L51GST+NCgK/ryuaZLU7avydwB4quLmH7NgSZ6TeLkYliORRdB3hx/wboSICavFo5fC5E7/1PHM3u9cBQxJjuxoBkPYPgzzQoAhWqHY33+lrcAP/RDw89i4O1bj33JlefcuWbZuRT9HBmWZbWMN8C/iahlS/LAiZZpJrOUYjbGOmKtZZ9ZwXqZGSl9VXlkMxbA1OaNLJNjh1Lgraepj2jRjNHn/Rm7H9jiow1O8qTJa8z+xoLjniCn115cK3A9aHaFQptdRJpAz3wm8OM/Hn5rqaZyh1BL/YxNRq8xS03UWIZVV7S8OFmfprA8vAB21lgMLD65wc1pQxyGNW+qXVaAiHBtjKl3nLhDkJO5kzuH5O/UPRmxYzy5DmFqjkxM1J/Juy5Su6g5O4axPrEcQt4n2kWqsq1NM1k9Rj82Np66tOcpR0eb99pxYg4eOdEgdUxcw8sNktx5mtN3Kf1L/8WCtxoNbx/l6nxtvmq6pAlPTWxTTpZKE12bytihf61MXi8tCzzyFLPDufXnzuFYcEUL/MdoefnrWl4tPtraQY6zxiYlr7L8Rz5S+aoe0OTVky0aq4sHHLi90u40kwHc2DE+yaPlIz35yeHjDbF2xtpg9a23/RrkyEGKp5i85tIisNYMFo6PgwRrI1iOq/R/qOzISPx4Jt9Y5LZPZpVpNkeWk+2SmWZSl/GgGbXBCv5b675UtmRsDL2ZYFp9Ob50jlzFnseOZ2p85F4H4+WJ/6Yx1cafeIqNaWrzIsbztQzXg2ZXAXgnokznfN7zwqecAeDChXAWf2KinmlG5/O1nbpcXlKTT1OiEryZDjlHhSw+ZN/Rb83R4eVzDX2MvmVMtEyeXOPTxJjkBoi0OtrQ97zDHQxexrPb7sVx0OQtJifERyow1cRxlEEz+a7nrjLAtwiN8eS55JZocFzu8Uxrrln8Sj5S2TFN5KGJvHoyzVK0LPBkn0obId9rQ7+JTrIWurk85eJi8ht7z8uT117H3k3N4a50mndsUjirDgvnecdrc5r0idd2e+ZrG/3ehe0DfMeCvOCRHbm4BPSgUap+7zh5j2em9Iv2rpb1I7P7Y/Jv2T5eNidLJeUPeI7UavzGrt6waLXBkZxoR9tS73l40t5v4r9amWZS1inD7AtfqN7lAVegfok8/attInruzJM8yzZz3mQQDgBWV4fvOZP1eU9KePSfhdOe83LT08NlmiZuWDSteujv2KavZQ9jtDx8yOdan8u+oGeeTLMUn03682qE60GzKxRyFnoSp2WVra6GryrxySiVqTbxmmQkpPj0PPeWifGkOVpe5RBzfiweU3yk6KaUmZbd46Hb1NHRcLE+kbg2DpdFH0g7sE2NhFdepTzFHLEudla1claGkZzDKSfR22ZJQwvgNsk048czvf1k8WnJa+580MCr82KQE+T1yktqDkmcNv4paEPf0r8x+xLbqLDotOFds33ER4yWR55yx4bzIutoq19zxo4gJ9OsyXil6HP/JXbs3qLRlc615DW3jiYg37WOdvHyuceVU/RlOZ5V01Y3WuVy57A1ry27qQXI5FFpefVJzOaUZTFEy5PdrfFmgfZcs8tdQK688L9jQRjrPYlLzSuNrvZ3TL9K30oLmvX7lQwsLACnT1flRkbixzO1jUV5/JfLHH9PyyLi/MvjmbJt/BoeXp88oSDnTZcnSjyys28fsGnTcPnLlWkWq0fLNAOGN8ItPlK42HNtXGlMtXpIpjyb9Dk8X8twPWh2BYNXEchnsS/ZyXdXV6tMMyC+U+dVRDmOe8yha+LAtVFUWn05mWZtaBItiZPltEyzFF3LgfA6H5JPLUslZUzbOEeeBTeHVEApVlcKJ3nhOOlg8fe6WujKLEiNDyqv7TTmZLxpvMh3qF2cjnZnogze56ayeyFWXxNHr6mjFXtHOquy/OVY1MR4kvJqzTNv/bHnHp6o/bJMjs3h4M3CtXSJhdPA2w+pzZtYn2hzOEUrBd4+0RYrnixAjbdUP3mOHnnsQoyWl9eUnsjZlLHqb1LO0hsab6l6NT60PtZA+gMpW+LhI+cdiYsdKfNuysSCkNrxTKIn60v5SG03b3J1Yqr9Vl0WT6l5GyvfdFHvhZR+oN+xO/gkLhY043eZvfOddZmwvp4pZULKHM/Ik+8NH88sVd54Oe14JpfrogC+//uHs7uszcxUtmAMYv6IfGbZHEtHd+GPSL60r53Kcrn+W0r/afLK5VDyIDPN2ujfrubhlQ7Xg2ZXKOREtOVEiGV9SGXKM81iivJyHZXxOGdWmTY0teeynOzLVHkPzaaOa1HoO1e59XpoWvVwwxmTuVhdOQ6f1Y5YdlPsva6O8cq5Q88th7hNtmiMDw2nORgcYtkR3nGQOG+mmed4ptWuFB+p57E5nEvLopniTzq/Ei6XQ6iBnMPe97w0c/sktdD10vXwlBobz262RiM1Tl6QcqLpEks2U7xpzz18eHCyzjbyas3hpnojxqdWVisnNyVy6vWAV4b4vGmaZZ2in/PcChBZvz3l2uhXzR6m6pDZN9THsaBZjPdKXvUPAWjgbXOMrvWOx/bx3095Srr+FOT4SCmetHKxTZ6ULrJ0qZXdWxR6phkB/c2/npm608ybLUo4y4fjvGnt4Gs/Luv0rhaoo36S9FInj7zzX3tX0gSAc+dCNl+sfBtcjGc5hjzTLMZvU73l+c1pyP4hGT12LL9+AivZ4FqE60GzKxRSmTtWxomW9aEp09TxTPme5EXimioHjmtCy6o/Vp+2y6G92+SoUI7y8fRdKtOsaf1aOU5D4iwHIycDweIjxTPvk1gQpolspAxHzNg02Vn2yknuuzSH24yNZw55jh4A9R1YzeBbGU7eMfS0JRUgSs2p1HhpOllrT9tMuyb6Tb6v2YMU/VyeYvxpzzQ+PEeqUvQtkLxpto/La9P5mmv7JF2Ob5otar2TyuT1HE+N/Z3DR+x9TZe0pRWnWUbL8fKeY81WxqPGX5Oxsa5I8OqXtromZedi9TXFWc9iAXhPJgiNq3bFgsTJPo4FiJoeY8t9bpWLZcfI93hdb3oT8G/+TbM5liqTssNd9YmGi8krPcvJNJNBM+7nxI72yaAZyZKWaabJYUzvcN5id5rJfuD1aTJt6dymY6jJq5Vp1hRydF5Mr2nraN5vvGwqiN6GJymvWv/Q33/91+377joEuB40u8Lg4kXg/vs3YWUl3yGWyk4GOrS0XcshsBxnr/Olvct58DjfbYyplzcOcmfxcjufMZyWaZZ7BMniKdeYaMY0Va/FT4q+tnCwMs3aZCRqoB2LjPEc26lrOodjz2MBTcJ5dgclrRRNDtwRT2WayeC9tYDJHcPUu5aT7IG2DiFBbGwIcrLvmugyS14lj1Tmfe8DfuiH/HVZdK05HFvoxupvovOsYLhm+6y6cnG5+pXzoh2xbiMHuTzH5DUnC7CJvFg2pwtaqXKp+nLktQ2f2rv8b+34lyfrwcuTZ/5dDtnUwMOn5g9Y+oA/51k/0qZJv9miQXYOyMsqk89iuCbv5GbQ9nrh7mOLfg5PvE9y5nBO/fJ3asNIC0BZmWa8zn4/rNE48Ewz7/FMnsko53DqmLDVLs8xdh6s47Ivy2r9ZAXvLJznHW0Oa+WbyKGFk8+9QbMmkNKT/Lm0fZpN5jLlOT2Qq/OvRbgeNLvC4MgR4FOf2oP5eV2CPULPAyykANbWdKOgLeos5dSUJ+/zNs5vGwMbMzBWdkyMfo7y8fAec5Jz68gF/o7Mqsodc++4euvJldcmfHKIBatSfWLRT2U4eY/gxoK8MedHc1as37Hn6aBZMShnjVcKmjo/vP3ae01ks2k9sfY33ZRoq1+tQOK+fdVXWmN1aTRzA55SXgnn0bmx+iTNprpEqzdFy8Nb6l0+l5rwE6s/R9fRs5z7kFK4GA0LVxT6QtfK6LTqyuEl1l9Ng4Ze8Mjrt+MqDc87XJdoZZvY3FzbzJ95sj40oL6LBTCsazJi+rUsixre074Yb7n1WHqtjX5rqos0O5zybXLlIMUTx8eyimX9vO+4n/ef/lP9fW29ZX1hnPwh7a4yGTTTjnFyHuU89GSaER3Jh9SvWgAuxzY1mcOWDutahlOJG9oH9WL85vIWe87rkX2u9U+u/9jGXl8rcD1odoWB15hYCxRtsscUoOZ0aMbXw5PGS47CShm7WL2pd6znWrncTDMvH94sMVlOO57Zpv0WTfmbvxNzOppCE8WuBWossBbcOXKdcpI9CwcLUnLtmZNA+r45D60YbYsn60MA1E+SD08A2sNHbIxznbYm76bqseS1a2fFM4faBHlz5Nqj1zT96tFbHvqedzXbl1t/ql6rHAePzfHQjJXT8Cm77ckMtWg10a/yfe7TePskF6c9zx3XNv5Q7ruxsel6AZfik/5OXSVi1eHh03rXs+nrqVcLkMkMn1SmWczfvhw2xzMXLL3WlX3zlOtKDlPlUm3Txoaexa7XoL+1oBGBdrKHPhbA6WuZS9q6TAbItOAa55Xz5sk043S1I7x8XkvwZDNpEJsvEufJjGz6LPZcykLOSSxvvRLn0ZNyHLiOI8jNfPPyfi3D9aDZVQqWsfB+PVPimu5Uep7FePbU0cT58ionz7E7jReLVhtlGqOVm2nm4cmjuAm4Q5Da9e96bLR3NAfWcxTL81zDxTLNNEcslXFjOaneMYnxljomqtGK0bSOgmp06XdMD3myebqYL5KPGLSh6Zkv8lms/V7ZbDuHeZ80CfK2pU+QOrLq4cmraz2BWS1zJ8WTBTl2UAPPwqcL+qnx6iII46FpvZOSVw3XxXxpoq8tnBc8Y6zNmxjO4qkrefLcN9dF36XGyxPkjdWhBRxk0EyjEdOvKV+6idzkyDP9nZMZ6cV55Yp+e+d8E7/JO095GW+mmTdoxo9n8pM9vC6+8U19oh3FlAGy2NFW/k4scy02NvJ4Zs6dZk2O2Fp4+W7OhnzufPC+Q3/LDygA7ed1jh2UY6/NZ/63Z/PC4rmN3bqa4HrQ7AqDXCPAQUsN1pRdbiS9jXLKMXA5BlYDr8LS6PNn0mB5eWpiODzZZ9LgpvhI8dREifKxaZsJ0ZQ+kJ+5kyubKXmR9XBj2tXc0MAa95jToTk/KVo5fcLnSezjI/Tc0i+xtliQMzZemh66Fi+prMYcec1x/iyeOMhjBm3q18rlzvs2c9jixdIbWrmUbLaRUwLvgpAW69456sXl9mEqq8ZDK2cuxeygpl81um30p/Y8l5ZX9puMiZQdrz/QhCcLcsemCcT0lkaf/xs7suqtPxbAiAXNYtd6VDZ3+OuZOTw1mUPauzmbAV3ZS4nTdK/3iLUG3jms4ahPZB05QbMnP7n+LpWz7jTr9apAGr+uQvKi3S8msyC1NpO+jm24yI0qz51mqas+cmTD6w+03VjUIMWTBB741OZSLh9NfJq6LonzkHuKJFc3XouQFTT78Ic/jFe96lV40pOehN///d+vPfvEJz6B5z//+Xjuc5+LD33oQyjZ6N133334gR/4ATz96U/H3XffjWP0/VMAS0tLeNe73oU777wTL3nJS/DZz362Vu9nPvMZ3HXXXXjWs56F973vfVhdXW3SzqsGvMrBWgRoQTMtap6Tfurh2eu4cv49yrGJ8+nlyRMY68r5tcpr9XmPHjTlKUexykwzi+8mhqOJM5kT5M3hRYOcTDNrLHNoppw/jbeYo5MKGnjBoku/pR4iXFunI7e/2jgG3jGM8afNYY+8dsGnVefl1KXa81Sml+di4cvFp+QjRd9LK8VHShekdEnsPS9o8qzV4+mTrmVDvsP1a857MZpxPsvou1rWqMVLG73Gj2jFgOuS2POcZ03tZc4ctZ63sdEef8DzrpZVpt1zlso08x5/92aQxsbSmsNSl2jP2uiNHFzMDmvQ5NSCRjelp2L3aMqysSttYoELud7idWkbizIYph3PJH6tDwHwcp5MM6KRSqpIHcVsoktivNO/OccNm+qtGH36zZNKctdgTSDGEx8r+rvJ8cwUnyl7eq1BVnccPHgQP/mTP4nHPOYxNfwXvvAFfOpTn8InPvEJ/If/8B/whS98Ab/zO78DAFhZWcE73vEOvPa1r8Uf/MEf4I477sC73/3uwbsf/vCHcf78edx77734+Z//eXzgAx/A3NwcAOCBBx7AL//yL+OXfumX8Lu/+7s4evQoPvaxj7Vt8xUNXUz+WNaHVIpSKVyOTIgcZzplDJvgUrQ8TnIu3baOo8VbE2fC4imHT83AtnG+Yu96dpYtI5bbN6l3LZ64YdPe89D00Pe0kfiQ9FPzOrfN8rnc5edywnGei5qb6JzYu97+bbLrnat/vA5hV3M4hmujS3Pmlae/c21Oqn4NvLrEcywkx77EaKaeSznxvtfkGKdWp+fobIwXDy5HXnq9+PGkXD5yn+fO7zbQRK5yN9Ha8BLDte2jXNlJbfyQ39ukfi3TTAtqyEyzuD9Q1PAeyJEDz1zgdlk+60peUiDlJGXLtfdT9ee8E7M5ms6NXY6/vg5s316Vz/kQAPUH8aEFZbW79YY/BFAP8o+M+K9wkcczqV2ybNNL/zVo6tPn0moi17E5LO/RbBqgStlr7X2ND80m87+bHpP3PLuWICtodtddd+EpT3kKxsfHa/h7770Xr3zlK3HgwAHs2rULb3jDG/B7v/d7AIAvfvGLmJqawstf/nJMTEzgLW95C77yla8Mss3uvfde3H333ZiZmcFjH/tY3Hnnnfjc5z4HAPjsZz+LF7zgBbj99tsxMzODN7/5zYN6r1XwOnrW5IztfEjFpQU/mjhCXkPsqcdbR1fKyXPnTa7CzlFYHt67TmVPtUvrk6aZZl658spd7oJbe+YNiqbaIY+7dSGvMfBkO5BRlfV2dbQp9ttyOog/Pl7a3PPoIQ9/Gh+psqk6vfM65RDmvBfjxYLUu03l1Vt/rozH5NUDuf2UGpuco8Oper1HMT06/9s1NhJSxzNz5TrFU+w5/Z3Kvuu6T1Jya9HP5TOHZ8B/dLYrnjzg1ZFt6rboaQGiFH8cF7u/TOKswBwPmlyO48S5+tWq14tL0fTouiZz04JYuZwNEs/c50ETGTTburV6nx/PJBsbC2Dx+njwiiB2PDN1l5g8/sn/lfS5rFtJFU0ynnP0m2WHPe/FnlvgyWbUkkq4zvXSbMKThrc+BMB5yjkmn6s3riUY7aKSb37zm7jrrrsGf99222341V/9VQDAN77xDTzykY8cPJuamsKBAwfwjW98A9PT0zh9+nTt+W233Yb77rtv8O5Tn/rUwbNbb70VDz30EJaWljA5OanysrKygpWVlRpudHR0KNB3pUJZ9kGxzrLss3TgOi6AjltbKwEUAPoD3Pp6uaGUylq5kZGAK4pi451yUMbCFUXJ6houp+F4O/o1DVS1Q2trCtfv+3D1fiL+hssRTmu/1i69HNWllRvmQ+vPOq7ehqou3q5hXNjxlONQaV4aB4+MxdpVlQk47xgGGsM0PXJXFMWgzbL9vN+8Y5iSV01OZJ9Yc9PbJ/U+1uQ18Mf7jnBVn6DWfg2XJ69aP3H+6rjwX13nFEWx0d5Ckc1qvla8cJrDOE9/1sdPk808eU3pEk3uuLzG52tq7jfXr5a8xmQ6pg+9uDp/2rxuol/hLCfrI/54P8mxAfp92X5Ll+rzVcowH8OU/hueS8Oy2YUMx/puGFcMsmU0+1K11Sev1HfEb31s4jahXsbXVq9cUxvqvkjA9T7zn/GOz/xzAMD2PwHKXwHedLjApx7zHhz5jud1Yl/oXb1PhmWHl+v36d08feXxm2Jjw3FAWr/652tcR/B3bR9p2B/gOlfKK2/Xzf/t43jq730cY6PhUfl/AT/y4Cjm9vxzlOUTUBQp2zzcJ6Ff4/5bE3nVfKQ6jXoft/HVLRynWfEXn9da+y9Hn2g2p+K5kgkKBsXaWpbA67/w47jlc1/GygpQ/k9g2yrwjjlg3xeB/8+5oKeWloDzm/Zh7R2fBDAGbtdCAGtYFns9rl+pLXUfKZQPPt6O//ez+D8+/c8AlNj1h0C5DSjKEq87WmJxsYfxMaD8I+Bt3+zhxP57ANyJmGxyXOChks319XLARyXDw7jYOKTWWz49Oewjfud3Fvjyl3U5bybXdju4vK6tVf5rGCtNvuL6YNin9c9r0iXP/sq/xTM++3+hXwJjo8DoGFD+etWSx58DDp0CVkcm8f8e+nUszRw09bBlc6g/yQbUbcGVDz3nOdROgmYLCwuYmZkZ/D09PY2FhQUAwOLiIqanp2vlp6ensbi4iIWFBYyMjNQCYNa7RGNxcTEaNPv4xz+Oj3zkIzXcq171Krz61a9u0cK/P3Dy5ASAfQCA8+fPYW7uPE6cqHBnzpzG3NwlnDgxCWAvAODUqYcxN7eAixdHABzChQvzAGZw+PDcRhT5Zqyt9bG6uo65uYdw4sQ4gP1YWlrF+Hgfc3PHsLKyF0Doczo+u7q6H8A41tfXMTd3GAAG5ZaXVzA3dxQAsLYWyi0uLmJu7gQAYHn5RgBTmJ+/hLm5UwCA06enAeyu0Th7dguAnQCAw4cf3Gjr3lpbT5+eAXDDRv+cwPT0Es6e3QxgFwDg+PFjKMsVnDpV1f/QQ0dw4cI6Tp6s+unBBx/E2BgZglkAxYBGMHI31/q9LA8BGMHKStXWfv8AgDEsLS1gbu4kAKAsQ12XLl3E3NzpjZG8CUCxUde5Wn+ePXsWc3MXAAAXL24HsA2rqxWN+fldADZjbW0Vc3MP4fz5rQB21Np/4UJ4j/ptcrKs4R58cA69HnDp0g4AW1GWfczNPQgAOHcu9Pn6+hrm5o4AAC5cCLIDACdOHMfExPJAToju0tIagIMbPIZxPXlyDMCBjTrOY27u7EAOw/iewdzcRZw7Nzp499SpU5ibm8fSUg/ALADg4YdPYm5uEQCwtLQHwKZaH5PcLS0FGVtevhH9/lSt/UtLuwFMoyzLgXwtLNwAYAarq6EvAWBxMZRbWVnG3FzIiL10aSeALTUZPnOmkruHHjqMs2f7Nbk7duwhnD07BuDGmtw8/PDUAFfJcCWb1FYum8ePH0NRrODkyerdo0cf2uhzDGTx4sXQxysrxYaMAZcuXcDc3Bmsrx9Evz+Cfr+ar8BNKMsCq6vLA/kieV1eXsLc3PENA3vzRn9V83V1dR+ACVy8WMn1wkKQzdDvcxvjFfqTxiKM9QFcvLiAopjG3Nwclpb2YG1tAsDIoF3z86HPw3uHMTXVH8g6H8Nz5wKOyyuXMeo7LmMnT54AsDKQr/n5eczNPYzz56v3Ll4M/Rbg5g1aYQz5fDh9OozhwoIur/PzQcb4/F9cDDJMNEimqY8mJkosLw/rXMKtrVVtJRyXV5JrPke4naD6uDwdPjxXkzlqK8dRW7kMnzwZ2spxx48fx9jYMh5+eBOAPYNx6PVWNmQn6DqSfwBYWwu68/z5oP/W1w8CGK3ZF5Jzrg9JDsPcD23t90M5bl9WVkI50kMAcP580HX9fqX/SCeSPHH9SuN64cI2ANsH7SqKFZw/X+EeeugILl5cx5kzlT548ME5jI4CZ84EmlyGQ+ZBkLFjx45idXW1NodJr/f7oU9o/OfnK5m7dKlqK9VFbT1/vpJ90rnB5715Y1yDzgWAixfDvOPySjZnYSHME5IvauuFC+sDvcnbSrLP5XVhIZTjOpf0K5fh48cr+0JzgsvwkSOHcfLkOEg2yZZyu0S2lNdF9oWXO378OEZGlrG4WPXnsWNHsb4e7tAtijD+JK/b/tP/jX3nvoIvHXoZsHMFEzeuYM//+1k8avt/w9ytzxnIUjVfq7aurATfZ2kp6Feg8pFIDwHVHOHjQHZiba2aE2fOBBzJ8PnzW7G+vg1AMWgr96NIhrlsHj0aZI5sP/Xvpk39mn9F8spljOs6wp06dQoPPjg/+JvaymWOZAng9qvSuWSHzp07P/CRCHfmTJBhAAO/htdHckd0Fxd3Y21tCkCBY8eOYm1tdSDT1NZz5/pDPlJRAHv+/P/GtrPfwtytz0avB2y+cQk3//dP48Rf/QGw6QkDmSBdEvok+NynTlX678SJ41hfLwDsRVkWG7rpNI4f5z59aOupU5XfdPp0aCuXV6qfz/8TJ05gYmJpQ8bINle6jmSR+ljz6Wlec1ta+UiVzl1aGpZhmsN8HMgmlGVFg9uJubk54Q+FtvL5Sm3lviTZF26byG/gfXfkSPAbAAx0J+m/uoyRzz2L9fUSvV7JfKRQhtpflsBTH/j3ePiG2/Hwltux58Z5rK4WePjsNKZ3LeIUxoESmDx+GE/85n/E//PA+wA8GsePH0W/v4qimMWlS4sApnHs2BHMz68PdAIQbMKlSzuxvDyBsgQuXVrC3NwZnD+/DWtrm7G+3hvYyOn/53ex//Tf4K9vfgVGdy1jZFfwB88tT+LChVFMTPSx48YFzP7Zf8H5v/g8sP1OnDlD+m/YrpNP2++Htc/kZB/AbiwuLmN8fA1zcw/j1KkwXmtrfVy8eAlzc2dUv0Hzc3k5WpdyeeL2mnwiwi0v70W/Pw6gGNgD8qO4DJPsc5tDPgJfq9X9hhMbslbN1yNHDmNysl+bw4cPH95YlxzE/PwSynJ8oHPX1rYCGBn0Jde55CORrxpkOPhDp09zPVz59NLnBID19aAnz58/jyNHzuNx3/o0Nl86gq8fvBNjYyXGx/qYvnEZBOdGxnB+YR1P/OZ/xH3f+B84eusuzM2dqNk53ufkN9V9pMAzt9fUF1cT3Hzzza5ynQTNNm3ahEuXLg3+np+fx6ZNQZCnpqYwPz9fKz8/P4+pqSls2rQJ6+vrtcwx612iMTU1FeXlTW96E17/+tfXcFdTptn6ehXd3bZtG2Znt4EHfHft2onZ2Z1YWqpwN9xwA2ZngfNh3mFyMji2N900OyhTlj1MTPQwOzuL0Q2pGB0dw+QkMDs7i8nJsPtWFOFvABgfD7ixsZEBbmKi2Ph3fKjc1NTUAEf1zczMYHY28HPiRMUzlfv61yvcoUOHam3duTO09ejRCrdnzx7MzgIPPljh9u7di4MHgVOnKtzBgwewdStq/TQ7ewhjY9hoZ7HRd4EGpTYDwI4dod9HRobbOjoacJs2bRrger2A27x5M2ZnZwb9WJY0hltr/bRjx3bMzobF15YtwzQ2bybcGGZnZ3H//RVvN94Y2r91a1Hrt6mpOm52dha9XlV/r9djfV5utGV0gDt7lvfnjZidrb4EFHB7avc4bN4cxpX6EwC2bt2K2dktAzkMbd2B2dkdYDF33HDDLszO7sLiYoXbvXs3NljB1FTgeXp605DcTU8HGaMyoa2HMDkJbNpEbS0G701PB9z4+NgAR+UmJiYGOOqnTZsqGeZyd+jQQUxP1+XuwIH9mJio/t6+PcjNhQsVjmT44YeH28rbv3fvXszOAhcvVrj9+/djd4izDWSR+pgn227dugWzs5sxNlZgcREYGRlhshl2LsfHK/miuqamJgc4Aj5fqc+3bKnkmmSz1yuH+hgAbrrpEE6eDJN4cnITer0gi5s2VV8T27dvP/bsqeqi/t20Cfjbv8VG/dUYfuUrAcfllcvYvn17cegQwPdu9u7dg/37ebumMTu7CWfOVDjqNyDs7JZlMRhDPh9I53Izx+V1Zma4n0jGtmwJNLi8HjoU5JVwXOdSn/O2ki7l8ko0p6aqOcK/oUM4Lk+zs7M1uaG2ch1JbeX9u2dPaCuX6xtvDDqC9yfJMFDpOqoPAMbG6vqP/ub2hXRpyr6QDOvyGuYIgIHuHB2t9B/N9bGx0MckX0A1rlyXUru2batwBw4cwPbtwDe/We/f0VHgG9/AoC1Ekx/r2r9/H268EViufN+BXSP7Mj4eeOPjx9tK8kr6gI8D6dy63xB0Lm8/t1ckTzRP+Jw+cOAAtm2rZJq3ld6jvgR0nVvZuQlw3VTVdwgTE6jZ4UOHDoLDtm1bMTu7dZCdEdpa2VICsi91+xXkdWO/FgCwb98+7N9PO+phcpO+Xp+ZxtGZm/HxZ30CL35xiUe8osT5XY9EgbImSzQ3x8bGhnBcv5IMT0+H/uU4Pg7HQ3wCo6PVnCC/iWz4V79KWQ9VW7kfRTLM1zz79u3Dvn3A175W4Q4ePIiZmYomUOkNDjT/OezeHeiSHE5OhrbyseFtpflK+jC0J+C2b9868JEIRzIMVHORZDP8Jnsd6NLfvK3cvhw8eBBbtgz7SEUBHBsbxbEbH4fPv+E3sGkTcPvdJdbHN2FifHKjj4NM8L7bsyf43OfOVbi9e28czPOypPk6U5uHJMPcb9i5M7SVz4fdu0P9bNk18P2AStfR/AcquaM+pjLcvtDc5PaF+o77CGSbuAxTf/JxJTvBaXA7IXUYtZUfCaO2jrLVKs1XbpvIH+J9d/DgwYHdJ91JNAAuT0FPhL8LjI5W/FIZ3v7VssSXvusNuPcRb8O/+lclzp8HPv6OHn78x/v4r/+1wNQUMPKf/m886vgfYfcNuzf4C3I3OlpgbCz0D9kJ6Ztu2VLg5Mngm23dOo7Z2c3Yti08L4qK3yOTEzg3vQ+fePYn8JrXlDj07KCvfu+Xl3H//dPYu7fEe99bYn7mRkyMh44hncD9AZLhh6qYCHbt2oGNpThGRycwPT2B2dlNg/Eqih42bw6yxH1V8hu4P0R2nutXWpcCVfu5DZM4kl+g8pGqfrN9JG1dSjjuN5w+DUbjIKamhnHU1rGxyYGcfOUr1ZqRbMQDD1Tvkc4l/xWo/Aa+D3HgwH7ccAP1b93nDG2qdOKhQ1sxhxKH9z8Fv/19/1/s3Als2wb8g39QKdk//Rzw+X9/HE/85n/E+Nj4oK18bHify3UEAHz1q9TeYMP6/T4OHz6MgwcPurOzriboJGh2880344EHHsAznvEMAMD999+PW265BQBwyy234NOf/vSg7OLiIo4cOYJbbrkFW7Zswc6dO/HAAw/gjjvuUN99gEne1772Nezfvz+aZQYExXa1BMg04DLa6/Vq586BoMgkjsqRkxhS98NCoUr/LTbeK9hnkYuNM9wFuw+gGBiRikaFq86BD+NCPfV3tXKBZq+GA4CRkV7N0dXar+FGRnzlCAdUadFWOa2tdrvquHDGXOunig9qr1Vfqk+09o+M9MDvk6jX3x/QoXHw1Mf50HkrarLE+dXaoOHq/VTxLOlaY52S4eqeAntcOY3R0eE+IVzFW54cemVd45m/OzJS8Vxd8BqXzYpfr7z6+4nLSdA51XjR4sE3X31jGOtPj7xqfZKrc2P9RDgaG21+VbrPp19TOMmfxBFd2YaUHHrlWtYvcVL/ae3Xx7o6WpBrhzT9KmXYO1+5rfLN6/q89PSdrfvj89XLb6yfJF1vfW3k1WPXmvgDJK85+pXT7PWAkjVW6omm/kAo79Ov1pzo9Sp5oramZDPHR5Kg9RMf/3Bxedq+xHFxHRF7V5vDln2J4QBUFwswH3kdVWCS3tXkiQd6Rka4v63PJY//znHau6n+HPbDfPKaskPSBwltjtOgdrSZw17dXG+/1k+VvNLxTHNuIow/2W8a57LsYX0dIbj6OAD/v4AD6j5iTBa5XqfjmSRzld9EvAC9guwH8YIaUH3Er0bT6jvuq8m1IJ8PbcarPg62vMp12eX2keS8G/ZfEeXNK5spm6PhioLNmw07z/tLg7Ks/O2Yn+td01Z8DduDqx2yWry2tobl5WWUZTn43e/3cdddd+G3f/u38dBDD+HUqVP45Cc/iRe/+MUAgCc84QlYXFzEZz7zGaysrOBjH/sYbr/9duzdG1I077rrLnz0ox/F/Pw8vvzlL+OP//iP8YIXvAAA8KIXvQif//zn8dWvfhWXLl3Cr//6rw/qvVah0OfD0HNeTuL4JZQcp5UbVmo2TxZ9i9/Yu8PKwi7vhRSflQIc5sPTJxbNrt/11tumDs9zbx1eGU7xXjfKdVwu3TbzyqJryY2n3i5xtIBpMk65vGtjQ7/pb3JOCS+vSEi1xYOLgUdeOVh6KEXTw1+ujvTWnyNXsk8saMITB355berdJrLfhW7UZF6DJu2P0fTWl6pfPtd82xx59Tzz0siZOxbdnDncVl6HoCwHgbNBu4sC1T1AcWizzvD0HdelXcyDNnx2bcu0Z5aM8zksL8l284ES5cadaIPFZlGgv3HPUxV4H64n5g+UZaHynSuHKR3SVL9a5VP15kIbXa6907ZPPHIS7oEaHkO6d3FkBJjYyIwqN+6G4rIov56p2Ry624rzRrhKZoJspvy6sihUPmR56a/ydmlttftoGHLGRltnNfURvZCaizxQJ9fMOT6Nh8+Uz93rAUUZxl/yQNDvVy+V8qGosymf1xpkZZrdc889+C//5b8AAP7qr/4K73nPe/Brv/ZreMYznoGvfe1reOMb34h+v49XvOIVeNnLXgYgZH794i/+In7u534OH/jAB3D77bfj/e9//6DOt771rbjnnnvwohe9CFu2bME73/lO3HTTTQCARz7ykfiJn/gJvP3tb8f8/Dye+9zn4od/+Ic7avqVCU0EXOJkMIyUkVSKWiBN4+VyGr1YnTGwHKgmk97rpMrfTZzPpuOZUvS57faOQ8yYeOuP1eVtg9Vut0PcwuhaBp5+p/huylusTq/zYUETh1TiYmPD+yTldDRxeL3ticmrt30p+pdbXpuMoaecFYhO1dtGrvhvq2+886kJ/RQfMZy3fq9tyqHrlfkcG+Ch32Se5NBO0affbWi38VFg0PDKS+ydxjxtAM96yJVXL2+p5x75y9UHqXesckWR90VR+awE6kEzAH2xsarRr2dRVTyEgEs8wNq1DGm43L5sMqdzZaONfrVwwPBGuEaPxsjDEw9e8UASX18BwwGykZHqmLm0CdIfCllldZq1QFqi3RwndYLHDtHfWoBMBvRSdcXKWXj5LBaY8s6NHP0Sq5Ovj2WQM4cnL8T6djAO7G8ZF+N/lw2CnLllrwXICpq9973vxXvf+1712Zve9Ca86U1vUp895jGPwW/+5m+qzyYnJ3HPPfdEab70pS/FS1/60hw2r2rowsBIpd7r6VllMhMkRt9LVwOvsrWeXQ6HlBSg5hBp2Weeert2CHOzqrpyzGPvWDu9KWiixFM7y7J8G4fQa/Q1OZFlvLgUn97+zm2/Vya8c0OOVxOnI9dwe/ouR1d5nLQc2bCeWePl4a1NuSZ1NZEhzfn1tjeXP085r835dtDMlReLftd2u6kO6UrncJBzuMv+StZXlgDb4d/AbuBt+m3sEAEn01RetXe6mo+pfm+c9WXwkhp/i6bJL0oAPaytsUwxFCjXy+i7mo8S85G+Xf6Ix7ZdLj1g1ddmEzEFTfwGGTTT6ipQol8WQz4NzwQr6Oi9yPCi9RavU9ZDwTseNOM0Bn4TKj1k+oPFcKaZdgpCttfKKotlmnWtf6x6u7ZvFm/0O5ZU0oVOy7ETgY9ycOxW46EsMchEKze+BO6hqfHXhV92NcC1dyD1GgFr8smgWczB1TLNmijHrpRdTIm6nZ82TrJTmbdx9Jo62N5Mszb9lWpjbAHTxqlqakw85S36VuAt9m7K6Yi916aftDo1mbACl16D6O3DnKBlk+OZ3rFJ1VMUfhnR8G31YJfy2pUMta2jyTikdv3le202CnLftQLAXdiNHIhlizaR1xR42tNE5nPB03dd25wYDAd5q+OZhCuLAgXK1rRkOa8Me2nm6hcvn9azNvOgSXukDklt3tlyHY5Ara/Xj2daQQgCqTva2A1vP6TKaj6Ch1aMbm65XFvatc1L2WFXxlBZYj0SNCO/JhY0K4p40IzzITPNiLfaUcxyWA9pPIfjxfEgL0EsyKslUGi4WP1djY1V3qLlpZnym+XxTD42nuOZKT69+oF0CR3PpL+145k8aJaqu2vbcDXC9aDZFQZeB94y4Kn041gmSAy6VpiWEun6aFusXVYmhNUnTRwcTznLwLWhlaJvPZc0mvR5GyXtzTRrSitHhrV5FwskdiXDuY5rGwfHG3CwdjFlHTwo7z1SZEGuQ9ZkfHPnbapuSya0uiyc9jynT3JoNdHlHHLv/7CedeHgWbKeKwcp8C7grWcpPjzjmnputTtXh7elH+Mp5Q/F3suhqT0vFJwXLpcMa++1aStBE3ntwuZ0of+tenN0rno8M/M0QsxHaiLDFq5JPR4aqbqanirwjk3u5nAMusjGB8Jxt1jQjNOQcqJlmsl2F0U8aCbL6e0SATJUx/MsHy2mX7UAmZXtGsPFoOmYaH+n5lguf7FAYs71IhbNnDnMcYNxYM/M45llmn4Xevhqh+tBs6sUrIngzTTr6nimt3zugsRr4JuU0+4/iL3bpE9ylVOuQ2jV0daBjRnsJvVafMfoa45VjtNzOcYr9k6bvs4xXLHAlIbrir7l2OZmsnK4XLJjyatVl4Zv4kjk6ss2jp6XvlWmC+cvZ67l6n/rvbYOaw4/Fn1rDCP38mbpsJQ+aqJLPO3OHcs2tgHw2RyLNw1ydN5QneIC5sGPUs80a2Pnteeafvceee7K5ljg0R2XU79LXG5gqlZXi0wzWXcTOejquUeHNKFllfeMZ5s53Ja+py9iMrGufMyhdlH/xsNSZHjxoFnMb9tQJdGgWcVLpYc0GR/oBiav3rnG9SvPvtPoaHA5/YGmvkIKPPMzllQiMxS1erU6vf2pPS+Q8SEAR6ZZDu1rFa4Hza4w6MIhkotVqWBjkfQYL22Vo/dd6XR46orxmXISrUyIppkITfj0ZPhYxlKj25VDZo1NrhPeRF4sGW5SR84zT32xRZ0X2swrr2OY20+eNvN/NRx3xHLH63Idz9TK5vZNbM5Zz7vQIV2Mq7fM5abPcend9Hgd2rNce9V0HDy8AOmgmYbzzuVcnZ/LhzerxKo3p788c7gLHyXGU9Ms2NxyXhvaxm7lQls7KP/28pcrY7lzWHs3Wq7MyzTT6uv1usuM9M5/TzZdTr1NcW3u4MvVw00gV16AeqYZ6SJ+PJMH0gA700zKEGXeSx9pKENNaYPWLsD34QqJ864FU4GfXHul4b4dujTlX8jjmfyZ76urNn3v8wGuqDLIisKfaZaimcJdy3A9aHaFQRtjyie7lZprHc/sgn6qPdbzLpxKD2iZZjnpt105Itozy8DnOtNW+ZijEzOaTZwrbx9qzz1ZgBquieH0Bms88trGcU49Tzk0sTpS9Xv72pNppqX8e/tE403DdaFLOMj25+gXj9x1cTyzicNjOaZd6PLYmOTc/9FEv3ehm3P1trde73E3D08pHan93bVO7sIOp/o69ryNbHp5UnFsBTIYzyJ+p1nO3GhaTvu7qczHaHnBOxbfLlreeaiWZ5lmg8wd2Jk7Hnm12tIE2sw161mbsfTw5N30baOjvPTcY4kS6/2ihuv19Eyz/nr8QwCxtVdRDB/1JFytXOJDAAP+Ct+HKyROBv5idDTIkeVcO+x5ry1/sf4kPP8wSJOjwynePRvKpJtIt3jvNNPq8vB0Ha4Hza446MLhk2fuY4aD/+5aOXmdGYuG91mu45SiYRlYbx3Wu14FbI2XNyOjiWPucQgvp/N1OfqkK0MrjV7TvszBeevuWl5zcXJsUncmdi071th0IQc5/eppT86OcBf8cZq57+VC0zvNNMjNVkzRkjhvn+QuJtpkmllltfJN5nzupoS3/q50LdBOXpvM/8FzdjyTPUV1w0y8vly5ToFXJjx8tNVrsWeX0w566mvTVu/xzFwfyeI7FUiy+LXop97Ntf0eXprw4a3D259Ans1J0toImvMxGRmpB7roQwAyaFYUzT8EMGQzEh8CqHDVyzmBHvo7del/7nojhvfO4dz53UauZT9p2XcatLVzrnaX6a9nUuHY1zO90OSdqxGuB82uMGijCGKTPbbbEavPQyvGs4XzQBPnqw3N3EBLrqPbZDzlM29qtLeM10mWMtTEcHr7QYOmi7o2cyi3n9o4et5xSPHn2rFy1uV1MDxHEb3Hv2P0PeVTfHplI1ev5L7bZPy99C2cVaaNbFj1efn0Hs/UILf9pmP6bRibNjx5aOXYPk89VjZuqi7tWRM+PXV0MW+jzzf+9WShdqVfPeWaZD1YkGOHJA8xXyGHRhN/xHrmKSfHuSxRD5phOAiTE4RI8Z2CVLssnix57UKvafV5j2d2bWdT78gTJbk6VNKqZZpFaGjHMzX9KuvS5lDOvJL3oaX6jvv0qaBZjKYX12b+59DK0WWxsoT3figvxVts/ebydYr6sUsZNCM5055pNLvyIa5muB40uwog1yHzfggg9czipYkh9CjlJgbey6dVznq3Sbu8PFlOZ24miteYWbxZNNq02UuT/84NmnkNXBvnQB57bnLMQHuW6s+cudv18dBcebWOf3t5ytEDOXM41b/a320cMo8sp3De8k3r60Jvx3DW8XcLmtDK5bNp+RhOPmuSaSb/jjnWXrvZRP82odVWNjy0vJA7Xio9luFBUBYFisiHANQ6ErgmVwLEoM0cTtXvDWTnQq6u81wJkMJpf2uZZiUK9EWm2fh4nF+qs03Wao5+94yd90qA3HFIPe9CX7SBTnT+hkxIf4/faRbLNBsZCUf7eN2xTLPYPVTVb/14pnyHfwggZ93AfTWzPzJtXwz4cymf3hNIVr05shZrh5Z80kSXpuao550ClR3S5vP6un48M4fmdajD9aDZFQZtji4Sjp/F5vimzn8K2hhCj4H1OkRN2uDZUW/TLq8RsXj3ttXiMacNMSevjZFowpP3iLGHhndhkttPl8OYevjk4HWOu+DTI5P8Toiu5cSL82SaefA573p1bqxMCpd61wOpxVpXeqXtURmrvIe+BTljw393Efjk9Vg0cnVDTvlcmfTQaDIOqXpi9XY1X5r6KN562/Dp5adpHTng8U26an8u/a5sCR2Vo6BZgXARPH9nYqJ6J5YJ1GRs2oxXbuD5cvkDFv0mgcSu6Mc+5tDEH+FBMz7W2v1lseOZ8ihmKsOLs2SOHdplRsbun7Voq3xEyuX6FVa9Xt+njX4tCsfYNNBfTeYYB/kFT/53OgDbTXuudrgeNLuCwavMpWKPZZppR6tyjYnXcHkWBrF3c8HrCOS+e7kyvXKdmFz6bR23lIHlkBvQy3nuCUI0kU3tWVsDGCvTBY7jPePeZr56aVr6hRYebY5nalk6sb6xAt/yHa8zkTNvm87Jpk4d0DyA0xUfXl2eq99ydW4Kcul76/fqlVye5N9t5DVFv43d1HiynjUdw67srBcG77AVyABXFBsXc7ejQdD0+oGur0noQl69z7RyXfDe5toMaB8CKIYzd0ZH03V3Ja+psfFkKTbVxzFoOuZt5mbOu9pGjRVIIlBlZyPTVNomOlJZFKhlmvGxp3ISJ/nwZppZmUYDf0mRV88c4sczh2l3ZyOb+kiper28WOWsfm1zekWjmfJ1hurbyDSUuoVAZpq1sXmXK6P4SoPr3XCFQRfGVN5p5lFOXQeILpeT3LXj3PT+jTZttfpfq8+bHZJLM/Y8Jgu5YxnjrY2Md5lVlarDIxtd747m9JPkoY2TnNtPnoDmtyvTzMO7Z4404c3LZxv5biMbsX6I4XLbkHK0+DuerxOn6vCU87bHezzOU5eGk7vCHj49tlqja/kDHvDQ7WIOaeUsaJMZ2QQG9ZXVsagBriiAyNczY/x5cLn95NV9bXjj4NFJbXjyQhcbO2r7N4Jma2v1DwHI45mp+uR1DbJsW1xTuWrjj3hxfJPLc1KjiWy00StWn6hZgyxYwcvVLu/feLi+VpqJCBwnM81iQbNBOfZBErPPiuGgWSpAWBTN9EZuOW89XejIJrKugZVM4q2rC52X+nrm+jowOhYI5BzPzH12LcH1oNkVBrmTWr6jZZppuxxaPRYNi79chdLE+ZfPmyjsFC8Enuy7JvV6y8txynUw2jqrTR3CNgZGA08g0Ts2XTtuVr3eQEJOlk6OY+HlqUmfWLzXnbUy+sluD/1UplnS6VWcVKuOXGcit++8DmEXOAva6gYJMRn2HM9sqt9i5ZraBm/5ro5nevokl0ZKDrq0IU3kMLecxYeX3zZZkOEPP90m87VpVmWTtrSxyU2DZjn85dDivzvZMGLPax8CyLxYvSi609td6L9cm5aqX3s31+ZYdbSxAzGc5x7NnLZqxzP5MT7AmUFU2B8CGPyO9nU5hLOy6mI+UpOjmBqkxquprm8jG035AOL+Y4puSqe1kfuiGPaL+ddXY3x04Q9cS3A9aHaFQVsDWxT1DA/+3OOkeZV/jL71bq5D2IXhTvF+uXdRUzgPfU9WT4yWBk2dNEumUjx1pcRzx6aLzB2vvGqQa5BitLT+bsuTF+ftY4nLuUhVPrN2riV4xzhGM1XOO3Zd6BKvE9s0lb6NzOc4Z/KLYjGcVZ+Hpxy9klNvCtrYHA+f3oBPqg1ePi0fwYKuy3nea1pXVt0s04w/lB8C0Orq2g5LndhkDufS9D5vMxa5fFrPcwOktT5Elc1T1VOgLNOZZrLOJv3h7YeUHYjpBG8dXfkNuZlmVjnteY7O175sKcvE2p/6EAC9sLaazjTT9KuVaTZ4T8t4hfaOfTxTvke/vf5729MuuX6gBbl6rY1uzpXXtn0y9IwdzyWZ4SAzzVLty/W9rkW4HjS7wsBruGLlNAPvybZIpfJa9HOVU265Jk6o912r3W0c9lwF1KavLZpNDFPMSWzihLfpLyubqau2Wu966mliONs4EJZD2DV9iydrbMLvEv1+kd2uNjKmOcKeulL0U2DR72K+dpnxmxpLq5z2vEk2T275rp05qd/cx7gy+67J1zNzAsCpOmPPc+tzOfcNbFTuBkCu/3I57JCn3i7mtUWj6znSxEeyeGq6YZrCWb5ayh7J8nUC1c/qeOZwppknwNCVnZfl5e+mPmobO2fVZ0GbbKYmsq75SLLdHl9BPqOgGWWH0TOZ7eOxK0VRHd83efLOF6U+rZyUp9Qc8daVetdTT9c2p40N92SatZHhFH+afi2KSNBs465FeR2El8+mG7BXK1zvjisYmignj8L2Pht8SchppLpQYk1odVHOejfFd+5iJtVPnkWdt34NmiwwmgYBvPVrZbvYRe1CNnMXMF0FOVL8ee6IauM4WO/yYyweGdba4g04ULlYEOJyOD05eiPXwbNodC3DVv1t6BOkHC6rvsu1uO56bCx9pEETm+Ohz6GL7BCrn7qQ5ZznsXK58zZWzkt/AGW1w89qgedOM+tZk/ZY5XNtbpv+TPHiod+kXFN5jdEYqotlc5BdKxOZO7E5eTlsvwXegE9TXrrQzd46mmQz5fo3lq8ywDHHStKqffFy46G808zTdxSAS5YXmUbxtg5nRnr6LtdW5pTToOkcbjLm3netd7ruk2zeUc80VI9njm5UEMmC1mg1GbtrBa4Hza4waHLcTXs/ZZQsQ+Wpq43jmqtsunL+LD45dNEnbZwOT/k2C06LVqoeWV8Tx6yNAcrNNMt1tHJ574qWNUc5WMfdms6vnHc1PvXgbv3OjTZGmspxh6ELvcIhN5vE4lOj34Vsavzmvuutv4m8pHRB7Hhmm/nSpO88feJ93kSuPdnNTeRPK9/03TZyoj3zyquENlkPKUjKuFHOop8TZPHUJ/VfG/vZdT91OQ9j9WnlZbk22aIcVbvTzLgjKtbuNjY1Z2xy6unKVnr5bGpztOdNdLNmc6z6vFl7sUyz2B3SqfntygxT+OTPa/6gIwgn+Wwzb7TnqUyzpj4SB2t91pUeamqPvev3WD1DPj0rWxR6ptlYy0yzNjb0aoTrQbOrAHKccO+RE6kUNMPhDYh437Xq0JSupzz/natgU/S8u/kWT953LIPozXCw6s/hjTuOBDEj4h0bL58aTYuud1Gl4ZrIVa5DmltvrL+8C6amtLrG5WZ6yfFMZZqldE3TIFgTx+FyOIRNnD8PNMkybaJfcy5gTtHqYl5r5XI3hXJlKOd4JkHXmyFa+Rx5TdHKXYSkyjWtX3veyg6VSoZHMXynWa7MNZlrslzbjdXcch5from85LbfK68EHv8hQJXNwb+e6ck0kzjvUac2dsZbTxtd1iWuiX61IMdHanQ8c+OlUvl6Zu1DAL3wsL+e//XMVACM6yEod5rJcmWH8tpmvHLkuq3+b6XfneVyA3RNfCRbZ9hfz+z3gZFIplmuj9REJ12NcD1odoWBJvSeRaH1ThdOh8Wn93lTB+/boRw5eBbcXS0qPP3URV/mKMSJifCvZxeqTT+k6vFkZGh1NBn7pkcZcp37VP05QcCcTLMU3dz+TDl9vV5epplHdlJBCEuGcudwE/3mzRyx6mjjJHpkuCt90QVPXejSFHj607vQzdURTe400/726pXcccy1ublzuQs91EZec+RlaMHNbugejGdRoID/CEzqmSZ/uX1CkJLhXNvopddGX2nPcu2Qtw9N3tgRuEE9RRWEsGhI3r3yavHW9h1v5pT1rE3w73L5SN7+1Hwkj82pzX1szHfRJ7XL+zceej4EYLXBxEWOZw7JZFEM+M6h2yTTLLecRT9VX6reXD69cyKWVOJ9L8VTqp7Y+Kc+BJDDi4W7luF60OwKg7YOqbaTYe18WIqrTdaD13B7DKwGbZxpjU/tnaYOnIeuLGfdEWW1NZZ948HF3qWLJTnEMoeaOLzevmm64G5iOLVnmsGU7zYxkla5Vga2CyfNSd8blM89lnW5Ms045DpwbXRy07HhkBs8tqCN3kzx1qW8NqnD43xrz7vSF57yqXdy7UYTh7etvKZw2rNcPaCVyR3zNro0hcvlScM1DUx4bVQT2+yhnyqTa/O8tKz+zLUBsXq5H9YXm1IeXVfHDwcxurC9wOX5ErG3XO4cbhLQ7Uq/xzYWvfzJMV9fr/D0LHY8s40/NMBl+AZ0PM9Dn357bbq3z2PlrHnq8b1SerNr/e7hV4NUn3PwZZrV67M+BMC/xMrpe2XNy8fVDte74QqDtoYjN/03NwiSy2fsHevdnGc5PGlgGY027fLSpN88UGU5hLl9YtHM6ZuYYWtrTC1aHnmN1eHBdeEQpurV6rLKxRxz67ibJa9eyA0ea06i5Th2tajRcG2O2cVwOX2ojY1nvlgOYRM7kNuuXIc0h77WJzGnvsmCX4NcndhGbjzlmmSaaX2Su0hoMzc8i7omfdN0DHMXLR7+NNzQc3Ysql7IfwQmBd7xsupvq+dStDhPGq6Nn2Xhcn2e3JMVtTrYWFdBs2IQNfP2sQxC5I5NCnLnXa7e9tqBFFgnNbz1N+kf7d3YvXTmnBso7uFMs7W16jcdz1xfK+36FN608qoMl+F4nnwu30VRfQggZ9ybBKBybWTsuSdxw9uHufoy9jzGm1dec+RaC5oN32kWdFNRhHelT7G2VmWayYdd659rBa4Hza4waKucXEZBwbVRTm2Ms+eZt5yXVuydXBpWec0QWnVo2V25fajV3yZbkEPMEWji6DQZuy4dwtz2W+82cdabyL/nTrMu+sTr6KSC8vJ4Zi6/WqaZvOhU4y/GU1fjb4FHXlP1eoMcTdvlHXPvotWbRQD4dv27sC+p+mJZsyloE+RNPc/V69bzNvKqfTG7C7vdpbx66Xv7AfBtSlg8pfj0+mUadBGEyMV5n3ehm5rIqyfw7qbFcNZ9rqn6iqJ72xsDz52RFrSxh7nlUrRy68+dL6l3vFloMmhGz9bW/JuIuZtisUwzTe5LI9MsVkdXsqnxw8FaD2m8Wc+69gc8/qP2zNO/sXJAd5lmY2N6+TYboNcyXA+aXQWQsxNvORHWRGlj4Ns4s03px+rz0OfQRbqwBrkGQDue2TQTooljnnIYPH3ird+rnD3ZSW0cMq2eXPlrY5ibZNik6onV0QSX43yl3m3jhHvncC6NNnqDP88JaHoXdxw8mR6xd636u3CgUpmR/DkFPWVgpmtHN5d3r3xr0ERerXq8fdJU5lPv5MpErh1KvZtTfwyX24dqPexDAPyh/BCAl74GXdhSgq70ipde7lzz1BWr14NLbeKYdaHK5iHdVBbF0B1RHj2VGgfPM6t+Ak2/xvqkjU/RZF5ZPpJVh3cDJkfmPPe+xjLNtA8B0PHMokDWhwBkG1K+36COyIcA5NfJweTV8hckXe/mmNaGNr6al14b+9rUR9LebWJnNVy2Dd2404z+tu40y/kQgJf3axGuB82uMMhNS4+9nzJKnt32Ng5R0yh3105VDs8ElsL0OpAazjrGZTl9lkxo9zx5xyEHmhrKNkE7r5Ns8ehykhL0rXJdOJUcYo7j/4pMs1ynr46rO3C5i5rUnWbaO7n8auW0v3MdrVze2vR5Gx1t4VKLgCb92uhS5gSfGnj57Fq/5/LJIdfmWOB91+qnLuS1ybseHpu0zwuDd9TFagG6p4rAmznRpR7Ole/YuxaOg8eH6LqtuXOtTVuLUv8QQIF00EzimugIry7vYjy9POX6Vxb9rgIzTfS/xLl8P2aoZJ/wO83Ajmc2TVJI4RD5EMCQX1UUQ0He1Lzt9dK231uX9W6snliftNFHXhlO4ZpmBno2+gmsTLMBDfZlX60cP54pP1JzuTJ+r3a4HjS7CsC7gOHPv52ZZrmLRa1cl89yyjXNNEsp5DYOU+6YWNBmt9EyJm14yuXdou93Pnx85NbnrSNlTNsY/aaB7xQtD80Y/Zxx0p6lPnDhhVzHqcncaBvQTPHRRTkC9w53y7mh9QnhPJlmXuevTT/l6teuskisd9rYYY1+rqx7A6QWTVlXrF5PPV23OYUzeWph07VyTXVTV36GRZODxWeuP9DGR7DkqUmmXfWw+mkdz/TImNfvVtnIkGGPzelabzbh00PfW1dKD1lBCEv/5Ni82ocANp55PgQg63Pbtygv6awyDSdpdLERF3vXa0M9MtFEhlOZi9a7Ht7a8mndaRabQ/KKEut4Zq6uaTLuVyNcD5pdYdDWgdcMS86its1kchuCTGe9CU7jKcWzpz6rjlT7NZqe9lgOoTfTrEk/WOW6coQIeBvJMOTKYq7R1ejnGo4cp86in2ucrXe7cpJzM4zqOqfu1Fn0vWMTyzSz3rVoaA5MExm+3EEzS3+n+LSgiX2xylk0gOZ3mlnP2tjLrueLVT4FTXnqwr5w8Nxp1qS/vDIce49DE38k2w6VWoZHsXFcariOJrQse5HrD3jraAKed9uMf5u55s1kNvuJZXMMgmZFAe3rlxZPRdHMfrSRIY+e9voUXvuS66N0rbdTQTOLJ91XEfQzj2fKTDNNJiXOndTAjg5r41PVY2dGynrpd5sMshzb55HxNvZFgzZ+k5VplltXjF/XF3A3xj+mW+TxzKa8XIcKrgfNrjDQlIN3AcPLep0Ir8GKvdcVTvu76wWEBp5dGW+mn1exe8fYqte769+F0fGWa+IwWjirT9pk0HmexWjIPrmc8sp/yy8PanxqcLl4aprJmuLbop8KmmnQtb6wynlkLcVHrn7JzbDoWm9rujFGL+frmVYbcnjytMe7MGvrJFuQm53QhVx75qul+2L1eur3vBOrQ3veJGMie65nypc3q5ODx+dqYt+79pE89XWR6ZF6p834a2CNiYdGahy8i/BUn3T5xeYucBY0sW+5m+4ccuXVklNp37QPAchMM23jweIjdw4H+vJOM53nFA2vLtMgZ2w88zRXH18ueeV85trZJpsXHlxRhP/0O81sWrn+0LUO14NmVxi0VQTWLodVT5tgUO5E9Bj6JvQ1aOI4e5RIbrualLOcNYsnTR5i9HMhNyOriZHISbNv0udNFwGp8rn96jVwwPDRNouXJpluuQu4/xWZZk2gjZx4cU2PhXShX3PBu7hsu7Ps+px6ZltTPGlzQ+Ozqc1pI0MpsOZwFzbP2x5Lv3o3R7xz2LtYsMp0lRFTluGPgQyxO83YG4NsDi9/Fk+5PoIF3k1SDZr4SB47rNXRpv1WgD53E7H2nN0bxTPNijKeaWaBvKTd279tfFUOuWOjPWuzHvCMjVdechIGPPW59Fok06woqqBZUSCaadZlti7PgtR45plmMjMylf1WFN3ZPu94eYJmXvlK8eRdq3jkL9WWJvPFczyT7luksVKDZqMb8tHhfZvXMlwPml1h0NaByFUoVuaMhWsSvc41Zl6nKhfHwRMs6KJdgP8z4ZbTE+OxSbk2xqTNOKVoaVlVHp7bBMOaOgxex6FJsIKDJ9PMO17yWaycl08rI69pH2p8Njme+e3UK9Zc9/LhDZRb71p8NtFbVvlUkNea123shgaW7fPucFvlOVg8NXE+m87hJtk8Hh3apU1PlbPA0imxck3m69pa+IPfD1PKC5g3XmhSv0dHxuqRz1KLYevdJuOgPc+9lzCXVq4dsuZwUobZ/6vAe1XAO3YxGl7ZtIKC8l3r68S5c7iL7C8L2shGV0EzT/Bj6FlRDI1J7U6zkfDC2pqeaWb5ajkZXkMfqQAwdKdZMSyvGli+hiaH2ntWvbFyOfO6jX736twUvVjf8N+ptWPKl3BdCVIM/oeiGL7TbG0NGBsvht9DXp/HcNciXA+aXcHQxHG1lHJulN9rJJs6OqlyHr5jfHrBQ7eJ0skt583qkeW0QIJWvsnRNg266P9Un3i+KpO7gOoaF/s7VT6HTw5W0CzXSW+6WEvR0Jw6T/nUpf9dyZXEdS2vnj706tLUu011nlcfe3eMvYt1IJ5p1mYeejeMvEEzWZe3jti7XsjVK96FUS7OGps2er7JQixWxltvzlyjoNn4+AaCKaUq+whA5AtlHNr4TVr5pvLaRpfG6o7h2rS1Ce+ynKWv0nZOH+vcO6IIPPpNqyM1Nrl2yGvTNVxuoNCqu4l+v1w+vYsWm/uyHL/TjKC/XtcJWqZZrl6t5DnOS61cgaHMSK8d9NiS1HgN852mH6vPKxspm9JUXlPvev2B1Pz33mlGZUZGKvkjCJlm9bJNeWoy165GuB40u8IgV6nF3s9ddLQJEOXyYUHugicFqb673A4hB889FPx3F2NiBSa8Y6jRaMNTythaQQhrV6zrIKcHdzlpcbCOZ+Y6Pd5yubrEerdJRoysq82dZt4d6yYynCOvKf3mXazk8tnGgcod8xhPTb+eqYH23HOXjIZLOeTfDkfTssPeDQIvTuPdc3S2jX71zmFZj9d/aDIO/B0KmtECBGWJvpJ9JD8EQNBkAZc71706RIM2feeVhVgZXq7NOHnti9Vfav1lOZRVWKIYCGuXvrFVPmWjrPnKwfJf2wR0vYFvictplwRrwzgGuXZ4qF7jQwC1O802Ms08xzNjfMR4GuDYMfE6L/LocFELsOTQyF0DeuVFe66NZ9NNNK1+Dk3XoBpd7yZaao5k+43sgzSjo/WgWb8f/uMfAsi1JTE+r2W4HjS7gsHr1DfZFbcUlXyvCU9tFl+e8lo5jwMRe9ei20UbYjhPfV5nxSqXyubxQu67TfrEk2mm/e0dhzYZE01lw1tvTF5zjmc2kdfcPrGcnxRPTfu/zfFMDdd0EeDBSV7bOJ9tFjC59LX6rXkVk1freGbuHOoi4GDJZspueOewp3yqntTiI1a+CU/a2HShSyxaXdghL/2cxfr6eviDH8+E3KjoYA6nymngmS9eGW4ir9a8z9UrqfqbyrXFI5e51EJ6EPBw0tUgdy5rdXYxh3MzbVK61LpP1cK1aVdOwoCnPo8sx+qSQTN61u/X+ez0C8SRvhvqn478ilqdLevyjnXuWtTrj1g+gpenNokD3qCdljBQvVC9NzICnDlTzXMKoI0lPgTQxpe4FuF60OwKgyYOhDZRm2bgNAnAaeA1RLI+b/S+7aLOet7lwqENLjfrgJ7xc+8ajt5tEoSwjElXQQjPLqrXmDWVwxQNrYx3UZPjwBDQ+Hk+BJAy0hp04RzV+66s8ZvrQKVwGuS2IbeOGK5Lec11Pr1HW3NlM3fTJUZfcwhzvy6m1Z+rG3NxTWxJbjnrnTY6RIOUvHqOzua2X3u3zVHs3LmRAq3cYAHCMs0G2Wfssu1cntos4Dw+krdPcoPtsee52aJev1GjqQXgrcC3lwajMHRvVFnkZ+7EeGsiG16bk8J5+Pbqd8uXjNGL0bLKc1zOuHruiHKNCatIluPHM2OZZp4+do8JyzTS/KuKbtBNRZHvB3mCVk38V++6zbIr3rZ41nE5NDxzuMmmBP/tunJlI9OwKIBvfSvg/vAPw7+DoNnGnWZFy6sD8vXm1Qmj6SLX4e8TNDFw2kThi2ttknt223OVb1c4iw+vEiOwvqgWo5tr4LyKyFsul76sX9tZ5UDvdpW500UdmjHxOIRNArq5/drFPEhBive2d5p1Ja9e3mMOWay8fKYtrtscz2wz1la9nC9PfW0WvCmHqAvInUM52TwxGW5iI6xMiFwHt81GUVeOZlM7bNUVwzUNmnnH3Bsg0sDTrrY+koZ78YtP4ejRA5ic5J0S/pGZZl1nYuTa91z55r9T/pAGuQvSpu1KlbNwrepgv2WmWUyGPDS68AdycE3vjNTqsnRuE7/RepYrQynwzh35LBXk6fXqHwKgutbX9bWVZVfcfkBEhw7Vk7Db2jyJyUlKb+fKEKDbfrlWtWxgk/ndxUaFR25iOEuuUvS1MtSH586Ff1dWwr8TE3a9qT7J4eNagMvkWl+HywU5jp6G04JmHmerawOba/SsCd5mUZNSWB6HMNWGpjsl/LelzL2KXtsJ1Bwdko2u74hqo4itBZyG63ph0tT5Txkky1nJ2XWzMs3kO17D3cYRSS+c45lmFi0N2gSI2ug1Ly7nQwBNeLPkquvMHUkzh89Un8g5nJth4dXDuXO9jd3SoInzKd9p0v8WfWscAN/xTO8CysJ19UEaWW/KRqbGZPPmdXzv9zKE804zrz3M3fVPlbNoaXW1sdHac2mHmthcTRa8OlTW57Wlev3VvVEDf6koAOgZRF4+u7IvGs6jX9v4rxauzRHr3LY2sf2e+kz7GrnTrChE0KwXHnoyzaxnZiCN3bdn+pVF0E2x/rJkwaOHvPolRt+Tje+Vja43fTXw2MG2ayBXn6AcyCEFx0gGl5fDv5NTA8Ft5Us26aerEa4Hza5gaGJMtaCZx4nJdf6aOEkav56J6lXOXocg9U6sb2L1tnF+PeW8hkBzarRAGsmG/HyxB7xOrQW5uz3AsJPYRg69zqS3nMW3Na84pAx8l8czvW2VvMXq8DgWbRx4KtdGXpvoJgungeX8tHH0rHJePnPlu41+B+xAYtOjXRxynb/cxYJ3Ee7FecE7Tt6Pymg8aZm8OUGzJnO4TZ9IWk3mhgZmOXYBd5VpVgwdgbGg68WKVzatejX7cbmy8b2QkiHreKY3m8OipQYmihCEiLXFo2va2GOLJtB8Y9GimZIhbbO1TXs8deTW5eXJnJssaCb9/NqdZhtBs/66HjSz+lN7pq7ZWEC3zvPwhwBk0ISDR3dafeK1kTE9bN1x2nQjXIMm71o4z3orRSvlI9m6KxzPLYphPS2DZlJfeW24LH+tQ6dBs7vvvhtPe9rT8MxnPhPPfOYz8ba3vW3w7BOf+ASe//zn47nPfS4+9KEPoWSa9b777sMP/MAP4OlPfzruvvtuHDt2bPBsaWkJ73rXu3DnnXfiJS95CT772c92yfIVDbkTnP9OKfEcw9rE+Wsa1LAcI403/rvrXSmvQ+5VRLmK1WqX5RBrQbMUzgu5jlgTRaylcscMTBf963meU59Wb24QW0LOhwBSz7R5peG8C3NdPuP3wci6UvDtCELk1pHqJ4nLdeDayGYK56HlXYSnaDUN7qVkzpvBaLWnS76blNOgTTAwl75nwa3Vm6JptaGLo11NbH8XY5LLU2oO5/pIuQs4jU+tLU2ObHZxp5m3n3IzeXP1O4xymo1MgeWjqOQ70u+xD600qdfyG3LvNNPqTcH/Cp/eo9dqd5pFZMOzGZNroyRuZEQEzZz9Za0LrTnU1kfoMsjr1SWWDMfqjr3rbX+TPrHmMK9L6umlpfDv+PgwTa0NMZ5SG/bXGnR+p9l73vMevPCFL6zhvvCFL+BTn/oUPvGJT2BychI/+qM/iptuugkvf/nLsbKygne84x24++678aIXvQgf/vCH8e53vxsf+chHAAAf/vCHcf78edx77734+te/jn/8j/8xHv3oR2N2drZr1q8K8DqsTTPNUpPJk+kSw2n8epSzxlOTRZ0XPEqka+WUa8wsnlIBsi4yzZqMtYXzBMj4u11kmnjlJeXMyHJtDGzM6fH0iddwe7+CRZDKHLHG0+N8pPjQ5NoLXoe0KU+cL488pWTDcvS0d71z2CM3MVxufSkcyV+uLm+jX702xwooa3C5HE3vPGmiw9oez2yzWGkTNNPK5M5vNy12AfelS/wFfTdfq7eJXFn1eTdAcuf1aINVQm5wVcPl3AWZqs9rS9V62VjzglZWYU7729i8FE6bw10cnbVk+NuRadakrtXV+DtynpjyEvkQAA+a9XoYZJrBkeHjkQndD9A/BDA+HnikNgN2ZqS2yRTz0TQ+c3xVWQ7o9soV77ooN0Cr4XJ1aWpcNeDPKZORPkhDmYZFUT2jehcWwr+bpotB2a58pGsZWuzR++Hee+/FK1/5Shw4cAC7du3CG97wBvze7/0eAOCLX/wipqam8PKXvxwTExN4y1vegq985SuDbLN7770Xd999N2ZmZvDYxz4Wd955Jz73uc99O9j+ew9NFib0jvYZWo/C9C6WOG+WQk4pNotHWVcM51VOXpA8pBxS76JKe1fbWVD8tyFaVp98u4NmnvI5uKaLusuF0yB3zLUgtvZOql+tO81yHYw2jkDaYanfaebVB22cHw0sGl792oaWNV9z50ZK5zTlPdXnVhtiYC2IPXPH6/x537V0eO7ucwq6kNcmzrcsH6vP+tBKU/0aoy9xbe408+rIJjbHgoMH4+/59eEwLjdbsgsd3eR4pga5cqLxqUFTP7TruUnkY8HYLr4AbNJ3+kjavM4JhsRw3sB3bhtzbX6OTaPjatZded62arzJoFksAO7ZHNfoq5uZEV7GxsJgD4JmCRtBgXGvXbFspNcep+yq/Jp2ro/oleEmGyqeOZTykVK6TFvn0Hjy7DECylXasiX8Oz8f/p2ZGaZp0ZXg1bnXCnSeafbBD34QH/zgB3Hbbbfh7W9/O2699VZ885vfxF133TUoc9ttt+FXf/VXAQDf+MY38MhHPnLwbGpqCgcOHMA3vvENTE9P4/Tp07Xnt912G+67774o/ZWVFazQZyM2YHR0FOOalF2B0O/3QbHOsuyzwIYPVxQFgAITE31mRAMOGC7HcUAPRVGi3+dWp46r3uPlNBzxV9UflERPLVenS1okvFu95++Tfi0ilIcjutTWsrTbqvVl9a6NC//q/WS1i/cJ4YLS66HfH+7fOq6/UX9+P2ltLUtdlsKzfFy/n6ZhyVIbHB9roqHNifq7dbnxtjUl19o4FIVFw5LNCkf6QJ/XqXFI92e/36/tlPJ+0vqyPr/i7feW4zjv3KS+k/M1yN1wn6fkn3ByXNP6NV7OK6+8/fp4peVVk81KV+nv8nGItZ+/S+NQb2vMlqR1btUntrxKHG+rt0/a2BcbF++Teru09g/jRkY0m0M07LnusdUkr/WxGS5H76bmsN7HcR3ZxuZQ/fJfACj6fdBKdGpqY/wL+hAAlyWvDGt6iHjxyWuv55vDXr9J+g2yD3LkVfORdJwtr1o50jv6vE7bTc6H5iMV7P66gRwWxUYGka5fiS7XifU+wQbdflK/NJFhbf7Lea3Jpkcf8r7T5jXvO8vmWD59CtfvN/fpV1ctGg4faX19o+UxHymMBTauoAgZPqk1DfEy3CemXisrPVTJXH+QabayQvUVUT4C73F58vtI7X16zeZUuPjYePVryjbZPpLmN4Z3uY7MbX/Mb9Dm8NpawPV6G2NT0p1mJQ4eLDE5SXqVAmw9FBsb1BC2yRpXzeZQ32n28GqAnnPHpNOg2dve9jbccsst6PV6+K3f+i3843/8j/GpT30KCwsLmGHhzunpaSxs5A4uLi5ienq6Vs/09DQWFxexsLCAkZERTE5Oqu9q8PGPf3xwtJPgVa96FV796ld30cS/J3AzAODhh09ibm6xhjt+/Cj6/dUa7ujRI7hwIWyBLC7eAGAGly6dwdzcRQDAwkLAnT9/FnNzFwAAKyt7AUzi7NlQ7ty5rQB2YGVlGXNzIQvwwoVtALZjcXEBc3MnAQCXLm0HsA3z85cwN3cKADA/vwPAVly4cA5zc+cAAGfPbgawa1A/AJw8OQbgQI3G8ePjAPZjbW0Nc3NHNnZyQruOHTuK9fVVXLw4AuAQAODIkcM4d66P8+dHAYQt4AcfnEOvB1y6VJWbm5sb6k8v7siRBzE+XmJhYTeAaVy6dAFzc2c2+nIXgM04f75q6/JyKMfbSv176tTDmJsL8ry0tAfAJpw4cRyjo8sbfbIJwB6cO1eNzZkzMwBu2KBxHqurBYCbBm0tCuDkyUkAe2ttePjhgOv3ywHu5MkJAPuwtraOubnDAIBz50Lfra5WOG8/ra7uAzBRa2u/fwjACE6dOoW5ufnaeydOHMfExHINd+zYUays1GWY+hwAFhdvBDCFEyeOoddb2ej30HenToU5ce7cFgA7sba2irm5h2r9trxcydfZs6HcwsI85uYe3mh/kPVLly5ibu40AODUqWkAu3HhwnnMzZ3dqC/0E6dx6lSQ4X6/j7m5B2ttOHnyBKamlmq448ePoSxXsLxcjeHRo0dw8eJ6rdyDD/pk86GHgvzX+/MI5ufXB/LK5yvJ5vx81dalpYDjbSUdcfZsJYcXL4Z5zcf19Okgr/xdws3PV31cFDsBAJcuhXKnT4exKcuSyWt4ryyrtpI+4O2nceByneonwtE85PNrbW0/gHGcOXMac3Ph7NXqasCRfAW4aYOnSg6rcTiCS5fWN9oY+u7EieMYG1vewAU9QTr8zJmgD9fXg54DgPPngxyurq5gbu4oAAzkemlpEXNzJ2rluM59+OEpADfi4sVqXIOPU28/9R3vdy6v09N1eT1x4hiKYqVW10MPBXmdn+8BmAUAHD78ICYmytq7fBzKchZAgSNHHsTYWL3c4cNBh126tBPAFiwsVPJKcriwULX10qUghxcvXhjIHNk5Pq4XLoR+OnOmklfSk3xOVH0X9Dr1EbX1woX1gd6kto6NlThxosJZ8nr+fHM7RPaF6yaSV95WkuvTp6u2Up+fOHECmzaFce33DwIYrfkN585tA7C9JusXL5K8hndJl3I9d/ZswJGtDnWRvC5hbu54Dcd1LtmmxcVKrrX2cxmT8vrww5UttWSYdC7HHT5c2Rd9HIDDhytbuHthASWCX0q6earfR1GUtbl58WLwh7gMnz8f+pePIflI584Fm877ieshss11PyzIE+kJLq9Hjx7F6upqrd+OHn0Ii4trePjhYKt4G8gH4+1fXNT6PNZPddzycpBD7iMRjvuDy8vBpp85w32k4EtwH4nkmuvSM2dCP3E7JP1LbW6eOhXsC8eRHK6vV3K9b2lpcASOyu0qy/DlurIqFxa0NwEAjhyZw8gIsLRU4ehdmnPnzp0ZjKslwydOnMDkZF2Gjx59CMvLazUc6SHex1zWl5ZCfz78cPC5LlwIsqnZFz4PdR8p4EhH8r67cKGS64WFYdkhX4fbdT43pS09evQolpeH/cHJSWu+xnEPPngMy8vD9vr8+fWBfVlaquYrrXNovvYuXMAsQuCUt5/sUGjHUZQPn8QhhKDZ4mJlr0g2l5crnUh9TPPkxInKbtAYnj5dzU2yQzsX5geyyW0uJYmcPRvobin7gJDXevvDu3UZDjpxff0AgLHBeiNAsCXcz6e6aL7ydcnx49WaRpNhsi/c5pw7F+STcBcvhnFYX6/WJTQ2XIYJx/Uw+RLcRyK/ifuqKyvD85WvLyudSD5y0GF8vGj9dvYs9xsewsLC2mB9wMdL0xEAUJY3bfRT5UuurwfcyZPBXm8p1wEUA/+lKA7h1KnzmJs7j5MnN6ModuLwkQdxM4IccnldXR32faldp09XNufkyWFfMvDP14ZXPtx8882ucp0Gze64447B7//9f//f8Tu/8zu47777sGnTJlwaXPwAzM/PY9OmTQBCZtk85RGy51NTU9i0aRPW19extLQ0CJzxdzV405vehNe//vU13NWXaRZgz57dkFe77du3D/v313EHDhzA1qDLsWlTULA33rgDs7M7AAAzMwG3Y8d2zM5uBwBMbXxxY+fOUO7v/i68Pzk5MbhPjhL+pqc3DXDbtxcbdc5gdjYEQ7dtKzb+3YbZ2cDIN7+JWv1AlSLMaVCK6tjYKGZnZ8GD2/v378O+fcD58xXu0KGD2LwZOHu2ws3OzqLXAy5cqOMk+HGHMD5e9duWLVswO7t5o93U1q2Dtk5P1/sSACYmAm737hsGY0jl9u27cYB7OPgotbE5GmzDRn9uY/cWADfdFF6kSyB5Gyg9HSgGODoHPzIyMsDNzNBuykh2P1G7duyo2hqyGYDdu3dhdnZX7b29e28ckuH9+/dhzx5Z/6FBSjLR2LdvLw4FW4bJyYCjOfH1r1PZsQFvR45Q2Uq+qNzMzDRmZ4Ne+epXA27Lls2YnQ3B/lOnCLcVs7NbAACkhsbGxlj7sdHm3lA/3XjjHqWte7F/P8CTYw8cOIBt22T7feNw000HIdXjgQMHsH07sHlz6CM+X0nmNm+u2krltm6t2kpyvXNnJYdUjo8r9VOQ//DumWCjMT0d+jhkmi3UytHYFEUlm+fOEa5qK08Rr9ow/G6qn4bltWoXydKuXTsxOxuCe2Nj1NZK524kG2Dfvr1D43rwYOhzoNK5fF5Tv5O8kq9Eeg4A/vZvA258fHyAe+CBgJuamhrgSF43b6507sUNP3ZmphpXfiyF3iVZ6fWG+27PnmF53bs3zDleF8kXN+OHDh0C2+uq0QRoRzOUk6aZdNiWLcPySnLI7QsdRwh6eMtGXwyPK/Xnrl2VvNL+28xMRYP6buvWoNf5fKK5ScdwQrsOYWwMNT0s7RfHkVzLPvHgqP1bt1bjOj4+3FbC3XBD1Vbqc66HqBz3G6jfuX9RyXB4l2xQr1fpOZrDIyOVDH/rWwE3NTU5pHNJHwDsS1+TU2b7mRvJdEKJsixqtpRA07n79u3FgQN13KFDhwa6W9bf7/dx+PBhHDx4cLAbXUxNAShr5U6PjAD9+tzcunVYhskf4vaFym3fHmw6UPlIXA+RrpuYqGwY+ToTE0FP1OV1H268sT43DxzYj1276kd8qC5+bQfhFheHcVo/aTjSpdxHIt+S+0iVzq38hkqGq3Elfc39hq99DRvlKlknfUp+iDYPyS5xHMlhUVRyXUxMAKv1cksbcjA6WpWTflivp/fd6Cj3kXbW+k2T4b17h2X4wIH92L27jiM9BFR9R/4Fp0t2iORQsy+bNlUy/I1vBBz3kQhHOpK3f3q6kmuSu+3by6rvNnxTbtertg7bUs0fPHToEKamZPt9svn4x+8duqfv4MED2LKl0q98vu4I4ljNV6bAt22r2k9zGAjzbudCxfSWLZW9enAjZqXpROpPLq80hnxeHzwY1nTl9CYA8xttDTqs3+/j1KkQjBsfD3QvbJxx5PLK4eabg+zQegAAbrop4EiWuG4in56vaQhIhnldmp/PZZjsC7c5ZMNvvHF3TV7Hxqp1CflYXIb/5/+kOof1MPcb7r8/lOO+KvfDLXtNcrJ9e9Bh/OgstZUfiySdy20MjVe1LtPl9eBBvh4oNuoLc+JcEfQQyevYWIHNm8M4PfBAWFPzOrkeJp3L/QbyS2+4obI5NIdJ/jV7eC1B58czOVCH3nzzzXjggQfwjGc8AwBw//3345ZbbgEA3HLLLfj0pz89eGdxcRFHjhzBLbfcgi1btmDnzp144IEHBgE5/q4G4+PjV02ALAW9Xm/oXLiGGxmpcOTsj4/3hs5Z83ISVx2nKjaOb+m46vx5hSMDxXEVnWGaWn2Eq98bEd7lBpDq40psZKSHoqjjtMnuxRHd6uy6r10cV71rl5Pt0spp7aqfpycHL/xdlsP9y3HkePX7+f2kyZLWVq1dBPxdCzc6Gq+vOoc/PDYhvVmXL16OjysFABYW7HLVWFQ4q62E4zKstdU7DlqfUH3a3NTaUI2hhrPHxuqTeh+XG/wGnNZv2nhpcq3JMAePvKbmJn/PUy42hoT70pfCv9/6Vg933KH3kXe8LBnW5FBvf568am3lC+6UDFf3lcTLabxpOrf6EqvWd1X9hEvJq8Rx/uRc4jQ0PazhpL2S4JNXrU+GZbMohnG8/VqfEHBdIt+1dGlKv3YhrxxHkJpzTXDDZZgMF0WtXAhKlqospfwmTQ9ZMqz1J+lr2UdSNofH0JbNNn6TV1619kt+Y+Ws+mI+Im8XtxuajwR2PHPQ1t7wWPN+Gh21+q7ceFZEZAyNcLyfqvuQhnE0r3P9gdQczp3/2lz3+n5tfKTx8bjf5PKHBouQArHxHxnpYWS0+lx9qo+lXdPsi+Yj9otwTFT2CdnEiYmK50LwwWFsbFhPEM6am219WsvmSB8h10dK+fS2HbJtjuwTzxo0Vi7mD8j5qvVTgXLjmHBow+hoONba64X12+go2HjH5NC7Lq3LjrSH1wp01uKLFy/iz/7sz7CysoLV1VV88pOfxIULF/DoRz8ad911F377t38bDz30EE6dOoVPfvKTePGLXwwAeMITnoDFxUV85jOfwcrKCj72sY/h9ttvx9694WjZXXfdhY9+9KOYn5/Hl7/8ZfzxH/8xXvCCF3TF9hUN1kWSsXIUNNM+BGB9NU9OKv47dWmmxpNVzqJhXfyo8RvDtQGLJ2+fyPKxd7ULXWW51JhLPrQPAfAMPq2cF6zLIlPt99ar9Ym8NNOSpVT92jjQrhHfTbbaY8l8qry3TzSwPgTg/SCH9wu48lmsnKef6O8mlwi36S/vHNZoWeU04GNMu3f0r9Z+q44UH+SIGTcZ1ECj69UrWvkm89oD3nnlnf+e8U/Zki7a4IVc+ilamk7w6FdNXjW7UQUmhvnV9JBX/r3Qtb7IBUu+6oux4Xc129ylvDbxH3PBO+e8dViyadG1+leTTa/v4/UvLN5Sz9rgeLurewyHn1lgzVdeh/cDUrntb1POC5ZPb/VTTA8XRXx+W364pRvUOa+0AQB27FjDy17Wx//2v8X55eAZ41wfKTVGTW1Oamy0ctYHTrw+AofhgFL8WYr31IdWNPqxL+COjFRr/LW14S8fN1mr5urrqx06yzRbW1vDr/7qr+Jb3/oWxsbGcNttt+FDH/oQZmZm8IxnPANf+9rX8MY3vhH9fh+veMUr8LKXvQxAyAz7xV/8Rfzcz/0cPvCBD+D222/H+9///kG9b33rW3HPPffgRS96EbZs2YJ3vvOduOmmm7pi+4qGJgbGGzSLTZQmk86rRCyHxRugsIIWXU16TxCsiSLScFbQLPZ3DGcFyDi0+XqmNtYWNHEIiS9OI/Y1viaLZkuGU4u/pg5xV0EzS+69QTNvwIESelPOuv6cdtvjZXLluk2Q1+ske52JlNN7663heMBznxuvwysbGh+Uzs+PaWvQ5XxtIsOevm6yuL9cQWtrzuduXjQB7xcVLUjNda1cbAETKy/r12xOSr9qEOvjsmynQ7J1blnikY/s4Ud/tF5JUZbJsbH6qUmfSPlrQl/STOG84KXvlWE6FpgaQ1mfdx5qQV6U5SCbhxMImTs6fQ+ua3nN9Zu8tl+ry2uH24y1VUfXYM2hIdxGA0OGz3A5+l1QFhl0OfH2jfTf6s+rLEj5zktewngqisBxpC89NqyNfOfaF46zvp6Zm8zRZAPMknXLf/L6Ayn5NjcFQR8CCH/zoNn6OlvLYdg2NQ2GXuvQWdBs+/bt+I3f+I3o8ze96U1405vepD57zGMeg9/8zd9Un01OTuKee+7phMerDZoYTi1oJnegtHe9itBamHMgHL8bxrsrbT2zlH8b58+imw4QxOuw6gUuT9AslR3QRRDC+6wrnGdXytvnmgw3lc0UdG2cLLm3nA4O2k605hzQkVXvIs1yYuiZllXBQcPRPRE8C9AL3gWsVt7r/GvyVB2TT/OR4s2S4VTgm+qje8E45MpwTtAsFuTWeGsyh613tT6xbEhqbHIXgd/OoFkKZ9VnZR/m2pfURg3dT5QK8uYuwtvgUjAzAzz+8bwSX11eHZmrE61+8G4sdr3Z2MXCzGv7LRm27JzGb5NMs1y4nH6D1m4ZNLM2rLR6Nf2amuu5bfx2bDx46Fq+Suy92O/YM2tOptY0gzGJ0JBgzfkU/K+aw7HTIynevH5um6CWZw3oxXnnH4dYdprMNLOy2Jq29VqHjlXPdfh2QhPlpAXNqrPTw+9aC25NEVjOCX+XnGR+USrRTxldi77FR1eT3qNEcneW+Dsp58fTDq+joTnmmvOTC96AQ+pdre+sXSmP86HR8hpd74JbA6/DcrkccSugnZrDWv1tMhvkOFlByRh9AnkhcA6QzrmcDqHmuMiNijbzwdJ/3qMy1oaJF5ero7zl2sictZDmOEvmvQser87V7KwXrKNVTWTYqyc9mWbaQloL3mrjQHOYX4qsQe6ir01gwgQ1ta2AzOZoMw5WEMLqf++CW4OuNxu7DvJaOAu87VKDZmU5uL+OMxDLIPLy6W1DF4t7IG5zutKlXhvuedakXBuQbTTnJnM2Y3a4KFDrpNSclM+0rDI104zJpt3Xw5lGXvCsd7x1xHCWT29thHvtlzeQljsnPQFQjvOuFTRaGq7YyDTkfjTPNBv4Goa+6iq4d63A9aDZVQYp5UQTijvuhLOOZ+Yu1rSFBn+Xgnb8CyuWg221y+uQdb07lRsgSI2NVo764nI7jinnxwu5i4QmDqF2PFOW09rgHX9vP2m43AXB5QzuShreOxxyA468/dqOoe6wlLVnVtDG64Q3Ae+iLnf+afqP6zWph3PHISVzuZlmbRZmGnQxTt4FV/W76hQrQKz1iRWAT83bXKeyi6BZan5J3nLqs8BDq8mdmbn3IXlt/mWTVy1otrEw1eptstAjXGoTMXdj0+ovb/DcC97sEAv+/+3deXgUVbo/8G+FBhIIECAQdokgi2zKMjKsCctwRcOiIg4/dVBBthHR0VEQEEdBcV9mEPTegZmRi49XZRAvw+A2oI+Kig6KyIyCcpHVKFEDBEzSvz+K0326+nTVqerqLXw/z8OTUOnuOt1VferUe95zjvy4AQPc7d8uQKGdaSYtBBDxwjGCIar9O22z7j9equuwTqaZ7rVPO+CoeA239ZUfbV8ndkGQWEGzIAzl9wo4/dme3mANVtjtQ9UeUp3Dod+lc9P2M8mKDpro0ukokXn5XttlRrodnqn6fO2um/HMoxtP4Cmea5N8/OWh47GCZkEYUV9Mt8eOQTMTg2YZzMuNjiqrTFROqkCaCG7pNlbtGidONzB2DWe3QbNkBCPcNjp0K3t5mxhyJi8Iq9PodNuzqtrmd6aZm79by+L0N+txd5tpowo4OAUS5VVGra/3ww+x9+VlWzzE67md08zpfFHd1OlmRlobh6pAQjI+G93vsG6GkV39J3cQWDsqdINmujehdoFvpwa8Hb8bznZ0O2DsbipUn508JYDqGNplVbm9viT65s7NPnSvQ4IqGO72Bkp1TY8naGYXZNeV6Ma/l4Ce3fnqdyei3Wv4/V32O8hr932ViXZTeOX26Me4DfxElMP+z1p0b6B1yy6zC5rZBSHctlG8DMUW5Dat3b5UvJyThYXOr+f2fFUGshBdP0Wuhhn9eGs5IldUjH682/cfz3fYj+CK7n2p3Tbd65fbtpSXeYp1gpxO7YZ47oFC78fyWk7DM71cG+yuF2ci3+Y0o2RS9Hyd5lQ5qeYvU23TyYRQvb7bG3P5BsZueKbd+3KK8lv36Zd4eupU7AI49euHt33/vfnzgw+AUaPsX0vmNkBWXe29lvRyU6t6ropdkMDa+HHKNLO7EHtZGc5OIhuEdux6lu0+S6eyqRrOOnPwmfvVzzRLJFX9phusUp07BQXAwYPqz1Ou62INlVGdX6p96maayftUvRfr90W1Ly+cnuslixVwPw+P6rlO1xdr2bwEQRIlnps6wel6rco819mX2xtpv4JmfgSBXB+7WJlmCFo3udq/7k2dSjw3kDqv74XfZdINLooOCrv2q5tMs1jDM3UXaVBtS8bnr3PD7/Q8t21J3c9EniLG7b68fE633BJ73lNrvWLbVhWZZkbs4ZnWTDPdAIqqfrPrPFKemwpGlgEEg74v7uUlQKbaFu9CAKrX1X2cU2akTn2l28Hs5b7QrjMKMK9D4rUCgXDdFxE0O11fOdWldu0hBs1MDJploKwss4GgWznJXzpVVpld0Mwu08yuEtO9MXfKNNMJ1iXyQmtHdz4ku4rVqWIfOND8XLp3D28TF367RWTjaiT6wK9Gst3fVT171kaHl0lpdTPN7AIuKqk6T3V6llXvwalXTNXoUA0nVj1XPMfuBl3384qH3XdYtV/dz043aGb9rHXng1KVzSlYYX1d1f5l8TSInejUN3bBQKfH2R0vp88z1vyIsbZZ96kqm1cdO6rfv6ru092XU9BMZGQUFIS3eZ3TzC5bSnWuq4K8KnL7xa4doJKwYIVmMMTtTZ3Tja7O+aosrmYbIR66gVe37QFVu1E+d0QbSbRfdb+v2udhHDe8sY5/VZV/da4qCGGt6+MJfOl2ItqVPdmZZnXqqPcJ6HUs2j3P+rv1vLc7DiraQTNN4u3o1q8Rz3VZh/gdNLPWDV7aam6Pq9P5Za1rdY+vl/ar10yziDnNLI+Tf3eqhxk0i+TzLQglg2EET/9U/c3+uao5zeyyz+x66nQbf3aNJN3VM48cib1/p4i+9W9+0Z0jSvezi9UgHDhQ/bhOnZzLplsOv4Jmup+/biPZbv4fu4wZu156p0adXXaEqrE+enT0a6iOTSIbhHbcZprZNfRVn7lqeKbTd2L/fnPpzVdfjSybap+JZPcd9lKvqD5PcS40bRreZm28uu1EcAqu2WXupEPQTB6qKpx/PtCgQfTrOgWN3Dac5c8kNOeHTbakU0PT+vqyeM/h224Dfvvb6H3EE3CQqY5/nz7A738P5OWFt51zjvkzNzfyteKpS+PJ2u3ZU+9xCWsHxMg001kIQPdmxe47rFr9XDery3qtlPndKeG2Y1Vm9zk5BWa9Bs2U50asOc3gfLK6vTH3u86161i0Cxo6DbFUff/tAm6q8opVr50e56Uz4rzzgCZN7B8DAC1bRtZzdp1oofcV+iV2pllWVuQTndoS1vfoZk6zoE4EN8ucb9FL0Cye64sdp6CZtQPWrt5wupbYPVd3CheZH5lmumz3D/P4i8cEApFBs9BnEcciNQyaRWKmWQay65VSUX0B7AJkgN7wTLsvs1MlZndDqKrETp3S27+XL/aIEZGreOry+4ZbXLydLmw6gS7dxoebTLPJkyOzD4Revez3H0/P8syZwL/+Ffl3UdZ69cLbxE14thmLcZ21KNPNNDMM4OmnI5+r+77cbvODbm+b7nuwyyJRNbrl59apYz6gZcvIsqn25XUhgP/3/8I3+bHo3ji6vfmTt3XvDixbFnmjO3gwsHZtdDmcAl+6N412QQjVe3YbZHfa5uSss4C9eyO3zZypfl1VIEH1ONVNherYyPWr6li7XQhAUAX4E5W5E082kU7GgvWGtrgY+PnPw9vjufbbdWjo3NQtWQI0bhz93KTWuaqgGaJXqNMNmul+nuI6Jx+fevWARo3CUzXovq7daul+cTslgNPjVNcXcQ1p1y68TXxO1pESqrI5bROBiYjPyzCPtd+djbp/89L2twZL7bLnVXWkbiBNZ06z8eOBfv3syxuPWbP0HnfXXer6yraNJC0EIJO/13LQTGchAOtrqDq2VI9TBnQVjCwzaJLIoJm4L/USoFYt7uV1Hk3xnVedw051iapsduek6lja1e9+169AMGKYcK1a4XvlykrL6plxLgRAJgbNMpDbxrxTA9/N8ExVOVS9WbrzmqgqrFatwr+LpegnTIi9f6dtTiZOjN42fz5QUWH/PLeZZk6PGz3a7B1r29Z+v2efbf6UP6dYZXPa5iZoNnBg9LYnn/SW9aHbSOza1fwnu/Zacz43+f2IRrI4X+xuzFRl0w3oepnDRGf/uq8RD7sGoV2PdCzxfCYiaHbhhZH7dHqem0ZHUZHzY3TnJXQbSLQ+zjp/y+jRkRmKunWk2+wAVf167rmR5WrYMHwcZIlsQN18M1Bebv8Y1bFRZwJE3zjodhCozmG7oJlOlobTtlguusj5/LYLBnqpS9zMJSZ3Urhte+jWpdZyNGoU/T1u1sy+rDIvwQXP4rj2697U5eWZ39Xhw8PbAgHgwQejXyvWvlQ35qrnOhk3Digrs3+MblaZXSBN9Tj5M+nSBXjsscjz84ILgD17woE03XaxqKc7dIjcPnAQcMED4f9HxCxc0g3yWx8fa5thRJdDVXfGmqbBaairbnvIrn4VbVZBlZ1vLa/dNr8Yhvr6ojo2qmO9axfwi19EPs7pe6U6/tb36BQ0c8tNp4SV205vt2UC7BeusAs42XUYOnXc7thh/nznHeDyy9WvKz9Hty7VvQf0g3g5uRzKOc1O0+1Y9D+4V3MwaJaBxCTaXr6A1kwcIDGZZrrDMayV+MKFkY3iRo3M3qDmzfX275ezzoretnhxZCDN7oZIt8dUrpxq1zYzUJx06GAGq3SHLupsU11M27d37sWylsEuCCNzOw+PrHnz6EaXKL/bTDO32TxOjeTcXHMeonHjov+m+169XLAWLAgvEOH0uro3ME5lU70fVY+h3euJ88fuHPF7vj2Z2wwyme7Nrw67TDOnwK/dPDzWbQ88EJl9l5UFPPSQfjn9uqmpVy/yJldFfJdVN35OQU67Dh35M7FOGG59jvV17ba5yTS7/PLw+xNUdUas19PtgJDZzcHodoJou89E9wZGxfpdl4NBTmXxEnBQGTQIeOsth526HJ6p4nRjFivgeMkl9kWTA/R27193xeJYLrooeltBAXD4cPj/unOauc00s54n1rqkdWtz4nfra6nKIRNzXkXUm8EgsrMNQM5azope9CEesY5/rO+lKuAgE8+TMxKtQR3dESC6bSTV998wzLaJXQevk0S2863s6sio4ZmGEXEORWXhhn5RD8+0tv2B8Hmn237SXgjAMDONvCwEoDo3da/D1r/F2qb6TNxkfDtlS6rqoZMnzZ+q5AjV3HdyfSmOl9vEiURkmsFmeGb4fUTXV6r69fPPzZ/yeSKmFVHdE5+JGDTLQDqViOrxADB1KvDuu/pzmlkzzbxk7tgF0qw3daosq1gX3GT3SlkDd6qMHLuGnp9lswuYWctkty3Wjevs2XvRsWNbOAXN3OxXt6fKy4VlwgRg/froIIxuwMEpS0f32BmGOQ9RrL9Z+XURlYemxOJ3VpWqkSwmEZezA3VuHFWNmnhv6mKRv8fxfCZ2jUm3/JjTzHrz9B//YWZcyOT5W5y4OecTwa7hqnu8ZKrvtfg85CHmHTqYQ2r794+9L6fsbbttADBypHq7E7cdEPI2Vda4yMx1G5hWBSD9yDSLZ6Jqv4JmV11lDu32SjegK1PVLyK4rVpl0I5uhrDfQ4cBYNEi5wyPeLLPvAZ5ddtDgYA59Pfii929vhc6dVh1tfPxnDQJ2LYtclv79sDXX0fWP2K+SGsd5mV4puo7LM5T6821TtvEui9ZMoNmbieMl1e1F50gqvk6Va8nv6641jk91yvxGn4tBGA3MsBLu0FVJ8Va4MQpeCvOYaeOmj59gPfeU2cut24d/Vz5NcSx1l1IKhH3gKrXlzPN5DnNVIvUqOrX/fvNnyKgCJjt5Ycfjpxv9kzGoFkGcvvFkx/ftGl0D6Hd8ExrurKXIITqpk5ErwcNci5/LMkOmlnpZprZNZwTVV63mWZWubnVyoladferyvBI5Pvv0AGYMye6HF4yzYSjR8O/16kDjB0LDBjgvYypDkK4nV/GKRNC1XBu3jx6nje5F0zaGvE33aBZvDd6y5Z56zFVfU6ih1LedtVVwGuvOQe1rezqTaehMrHO4UsvdVcGKy+dMn6yG2IkbxM3HPI2VWNWNPoaNgxvy8uLPl/r1wduvDH8f92gme45HA/doSe6n91ll5k3CPn57sqhmjdGN6Brl7XbubO7csj8CpplZWl0ZigyzYys6Hlj7ALr8rZPPzV/7twZHo7arh0wZYo5qblXdt/XRHxvred7PNccN5lmTnS/rwBw//2WDTZZhbrlkANJuu1Bu3NQflxxsflPNmmS2WkiP27qVPP8sgtC2GXpqL7Dstq1zfkGdSbgdyOZbXrVwjCxMs2CMCI+p6jnni64EWMhALtMM5lTphk05zQzEF+mmapNrzuM0andID4zuYMgVtDM6Vpi16EjP05MU2FNHLjttshEDWtWmapMMrvz1e9z2W4hAHl4ZhAGYJlvU1W/9ugBfPJJ9HnIgFkYg2YZSAzP9OsGRmdOM93hbrqZZnXrRt+suJUuQTOnxo+qp9j/NN1I8c5X4pXbHmNZfj5QWurPMdQNLqi2iZ4n6w1hvL3Pft3UeaU7VMbuBkMVhHAaZqca/m2dr0I34BDvOWz9Lrodiik/Tky4Km9r0cJbloruEBi7TAAvvch2klmXqtgNH3KqX1XnTmGhOWRLrASpK56gmd/ZPGLo25dfRpfJKTCj+kxycoBhw9yXw+48lKnOzVhBs6VLnRfu8IMv57UqaGaYN6ZOwVvVcfjhB/OndY4wa6aoH7y+fy83TvFkmunOaaZD90ZeKUbQTHchgMceUw+ZdcpO0c34VqldO3rRpoYNw9mz8us7BRzczPHqZr5BlWS0Ue3YjVCICpoZhn39J4JmCCrnKNPNVrY91pqrZ8azEICK7hy0dlRBM1Wmmfic7K45XrIlxXdSrLQrdOwYXdZLLzWzz610V4q1azfE0qwZ8M039o8xLHVTrVqRwzMjFgKAc9DsvPPMoJkq45FMDJplIN1I9s036zUudOY0052bRFWJiYwla+WUCKkImsmfm+piolpxTDX3k5/cZJUlYr9OlbO4SVClqCcqaGbXi6rqMfTSK2cnroa7ROdiCgC33qq/CpbT8frsM/OnvIpt797ADTeYvVN2rCuZAUDTpmZl0KiR+X/dgIPd56Wa99CJqjGj2hbPDYwO3YCuODflRo3fc7+JYUF+BXlvvx04cMB9OdxmmqkaxNbGn5dMJqdzQ/U4IVFBs1277PermxnplV1HkFOHWawbbq8ZKrGCEMGgc8eieJwfVOeG3ZBd1TUnGYFvL8f/kUe8ZU2qht/rBohUwYURI4AjR9Q3tjrlkMXz3RTPlbPRY4nVqaSbaZaoa048QTNxLhw/Hn85ZMlY0VVn/6rvoer+xanTQHDqeBGvnbAO9jjOF91OGbtMM+t5bW1fDBliTswvj27p1An48MPwUEjVNd3tOax6nE6W9X/8h/Nj7Nh9NrHMnes8TzEs55J1IQDr98mpo0LVvqRIDJplILuFAOQviXXVwVh0hmfa3Zg5pcuKSk8eJ+0HL424O+/0r2FqnVAVUM8bI96/HHDYudP86XcjWUinoJndJJxOz423HLpBM6fHxVuWWEEIJ+PHmzcJMt1zuFOnyP/b9Rg73ayIuQ6OHYt8bs+ezuUQDUJ5jqoLLvgew4fnITc3K6JsMjfDMx97zNtNkPhOirmdAPVxEn9PdNDMaVJmVcNRHJMPP4y/HHIZVHOKqTi9/w4dolej06EaAqIKaKs+Ez8bf7o3Bip+17niBlyuP+1uamTiBj9RQTNVMEw8Tr72ic9EdJzES+zP2nkV69gnKtMMp7M5VFmQTgGytm3NSZiti0PEy4+MEMB7BqDYv3y+6LYRVN+dhg2B6dPdlyOu9pDiWAcC5rH2wppBI/+eiqCZU9tH9TgxF+SJE/GXQ+Z2/j6/qa65Yuj05s2ns8jD4y+VnVwtW4o/hytEp/NPfJ6q+d8cM800ToYsxdBxQG+6Ed3h/7pBs0DAvB7I284/P3rk0bBhwM9/bh80U11zdDPSALNDT56/TJfdFAN+fV8bNIjO7i0pAbZskV7XkmloXQggPKdZ9LVJdVwZNHPGoFkGsruYernoqDLNrBd23eGZyQhCCF7ea5s2/u3f7qZOFTRTrdKSqOw7vxrLbsXT+GvXzpy81o+Gk93wJKdMM1XvuB+8DKdWLc3uZa45QH+4m+pxOTlmA9nLZyLOcesKhfJQjngXAnAaIhqLXdBM3peY8Ff+TNq0Mc9X+bleqQKVdkEz+Xz98cf49y+zC5ol6gZORVW/qr6vopynToULEmvohRd+ZYj6oUcP8+ZNtTKg001NYaE5rDOZmWbicXKQTzTI9+2Lvxzy/lQroDq9Vz9X5s1S1BuqmxDVdai4GHj9dW/BZTt2wc1kEPtyOjaq+s9LdoYbcV3fvcfMlEPRQi/r8B0W/Kh/dDsldK9DfnC65ufmAuXlkX8fMAA4dMjf/cvfV3F9lyf9B4B+/YAuk8L/V408sf4NiJ6aAjDnvLvvvvBczzJfzv8Yr3HNNRpP1cw0sz4+1jbdutkwItt1dplmXgK/gP/1LZDYNtKYMea/8AubP0QbyJppZq1jGDSLX4pHkJMXhhE708xLQ0DcvMqVfayVIp0mAxVlknugRMUXz7LTKqme/0B1MbFbslo13M/vnmVr2VSsvUtNmzoPsdOlO6RKrFYnn3OTJgG/+50/wSrdoJlqmEF2trmyziSpQRQP60q0smTewNgFtOVy7Nlj/hRDwQBg4kTzp5ebzHPOMVfzsuvV1B2e6XcgUwRV5MCX+E7Kn4mqoTttmjlcyGsQU2Y31NtpeKb4LnkNHMaie74m6hxW3UjbZZrJAbJEN/7cvOemTYHBg/3Zb69ewIoVkcNMdYd2iZVt/bjm6A6jUj3OevMZL9Uk0oJTYMLzHGoxMs2MoHpOM9VwalmLFsD115uZBH5KdRtJdWxU56bquiI6NBL1HY4n08ww1Jk7bvaryjRzKp+YzsCPjkVV56DqmiPqVTE6AvB/gRPr/mXyR//rX0e3y665xhzK5gdx37J1a3jb8OHmz4EDT284fdwHDDQihpRHfZ6nC26d0yzW1CyqgJkjlwsB6OrWLfy7bpteN8jtdUSJXdBMZjeVkF9Trqgy3Kx/c6NFC48FOZ1pKAfNlHOaIbq+Uh0Hcd8fypakKMw0y0DBoHmWyxeuW28F3n7b2+tdeaW5YpNcsc+ZA3z1Vfj/qqGIqopo717z5z//Gd7WtKk5pMzvoFmqqW6kxe9yZS4a5iIFGwAefRTYtCkxPR1A7OCCavGF++7zb7+qoXiqyllU7PLj6tb1r7IW71/ulVTdcIs5A+RzPSvL2xAQJ6kOmtllgsj+9S/zp9x7G888b/XqAXfcYf8Y1fmajAU0xI2ZfB6K4JPqpk4uZ4sW4WBivOzqV1VmoHxsGjYE+vY1A3h+8jI885xzzGFmfrDLNJPPQ1FOORgea04zv7j53vpZvwLR3wFV/Sp+l8+n8ePNuaAaN46/DHYBKvk4qAK5YgiSHxmagH3QzCm7d948b/Ptqdhl/sufibhGWrNj+vXzpxzpxC4LUPbKK+bPb78Nb2vd2pznKFFSFVBU1WuCvE01nPq664A33/SnHGJfqo4aeZ+qIZjiOX63X52y6rwO9XdL7lho2NBcUbF9e/vnqK7h1r8BiZ/PWMXN9er3v488J1T3NLrzaKr27zVoJq7zTnOa2Y0o0ZkL2A2/hmfOm+dtqLN4WfHZxB6eGV0O1XFo08ZcPdiPNkJNxaBZBjp50jzb5UZip07RcxjpatQo3IMlbxMZDID6giC+qHLF0b8/8Nxzkav0AP4Oi9R15ZV6kzx6pZoLTqV7d3NRhi5dwtvq1zdvYhIlVQ1CMb+SfD6pPp/x483zxq8bJyu7Hii5Ye5l8nivdIe7JYr4TOThfKqGSJs2ZpaZ3HAU33E/hzOpyqa7za/j1rUr8P77kXNHiHNXbjiOGGF2CCTqfLHOHSn/LgeIGjZUP3/aNP/L5BTIFHP1yebM8W/IuV0Pt6pMclkSfb6mE7tJ/+VMquxs/wIzqgCVakEGwDxmP/tZ9OP9ujbbZfLKdUirVmaATM4MbdbM44p/quwjxZxmqkxeEaRLZEAoXaim/ojVsVhebj9FiN+0r72xVs/0OD7Tbiiqitxu6NpVf65i3XLIn7kqg+zcc8027LXXhrdlZ5ujAqwrdCZCorLa7FgzPiMWnhAnpuWg2WWaycdadCQ4BeG0aM5pZhj644ljZc6r2iaqDi3r9bqqSt1h7vZ7Lc4Dp0n/xTVPXqRDzAv873+722cs4juoOoZegmY5OV7vhcxMQ7n9qFoIIIjo1TNjDbFlwMweg2YZ6Phx82xP5sVENaGruJjL2xo0ABYsSI/0zqFDE/v6qh4jMRn3jh3hdG7D8K+hoytVQTMxd40cNBMrL8rna7t25g12ouhmdYlGn9eV29xwCgz17w+8+27i9i9upHfvDm9TBc1Gjwa2bYu8iHfpYmaM9umTmLK5CR4+/rh/dd+gQebnLp8vRUXme5cbyq1amfVaotj1+qtWIvbaQeKG05yZM2YA770X+fc6dfQz1HT3r2qYywtSqDKeRSBEHmZSU6k6b8R5Yp1I2C+q4KXYpzVQuXx59GNvvtnbBMwqqmwmQS7nFVcAGzb4VHfECJrFGp4pl2PIEGDdOuAXv/ChHAlw8cX+DWOyq9fkbePGAc88E/ldHzbMnPfurLP8KYtnMYJmqiDEbbc5D520y0hSPTdRk+OrXlcEdOQM/dq1gRtvjH5sOrTxE8W2/RwjaBZ1XKUxfPKxLiwEFi/2qQMuGESHDgauu87hcXEMJxZU12FZrJWCrUGzvDxvWVV2HTVyR53o7JXbtD16AGvW+Dc1QNu26lE7gLe5iz07vRCA+OzlTLOIOc0MA7Bcm8TvqV58I9MwaJbB/J4bxI748sk3ROLLZv3SqVaAqYlUQbPevc0gkZg/JlkmTEhu1lQsgwaZk03Lw3JEJZ7MHgyx/6Ki8DYxPFbuHRUXjkTdXDqRGxrXXANcfXXi9ykvLiAaFt99F94mvs/yZ5KX5/8wM6/8zE40jOj6KxCQ5i9JEruVeK0NzLvvjhzqnUzyZ3Xeeea/RFFlmpSWmj/ff9+cA0r+u3yj37w58NRTyc3kBMzzxu8V5ZyogkZXXWXeKCSqjaD6XN0ES/3sRFINzxTDruVzx88sHRW7ILP8vW7YEHjggdhZo8l0zTXh75Qwdqx/r6+a+0ccE/l4ibaB/Jk0bWoGVxPtoov8e62IjKQYVHOJlZWZP63f4b/8JXE3tSLIbZ0fsndv4IILErNPN558Mvl1qbiuemmr2i0gZd3mta3eoUNkpydgfmesI3sSQTV1hFznifPUuk1eBAYwv9NehsSrri+qoJkgt5FEVrOYny6RUrEIm9x+rKoy61t5TjOxe1XQTG77kzMGzTLQzJn7kJPTGoaRvHQiVUNHBENSkT6dDlRpxkVFZnZDIoeFqqRLr/WQIeY/2RVXAC+/nNybhKwsc/iAfBwMw+zhs07+PH16cubJULHOMZDIDEERyO3ePbxNNGhENiAQnpT6/PMTVxaKpKpDY90seZ40VlN+fvSNtJDMIJSqY1x8TnKwTvQsW290kh0wA4DJk5O/TzEMRR6iUr9+8gO/qWoHxJo3q7o6sT38ykwzS/ZRrPmrUhH0vv12s0NLZrc4ix/s5r39+mszQAOYAd5bbzXnREymWNkiEWINz/SYuSM+C9UwOLlDSNWW8pOoN61vY8aMxO0zlnvuCc8vKwQCye/M7NzZXFTAttPbZaaZdSEAXbNnR861CwA33WQJQqnOTZXTmZHxdDjK70HVUSFGMsj1cE6OmbUoPzcvz1v9Z5dpJmeeA8CsWZFTAhmGOVebX1nwdpza8BMnhhfbipcB8/iLKVfk4arynGZBI3p4Zpcu5n1ZqhIGMtUZGu7IbHl5lUlPWRcBD3leLlHxySt5pUq3bslPMxVDEK0XAE9zpCTAddf5NG9CnIYPT04Pj5Vq+ICqhy9RQw6FxYvDPcnC734HfPppYvdr1bRp9E1Cnz7An/8cOYzNMNJnUuqf/Sxx896lk9q1zcamHPwWDTy/V9RzMndu5Lx/gFmn+T2JrhORJSU3dEUDTw4INWkCTJp0EAMHFkBnJbGaRgS8U91jbBhAz57msLpkUt3DzpyZvJskQdWbL87XdOiASNYk6jLVRN1iKgR5xW7DSPyQ88JCf4drN2hgDit1SwTNVKvYWucWTiSxf7+G4sajoCA586PpOPtsb8+zyzTzEl/t0SN6Vfu6db2v1t2jO9Bhvvvn7dpl/pQ70lTzSIo2rlzninPMjxXGVZ0ysep3VQa8H2XQIR//QYOiA3p+LthUO2DWGeeenjNUfEanTpnnnF2mmVaAmKIwaEZa6tc35xKSL/TNmgFPPOHPEvZutGsH7N8fuS2R82PF0revmd2gk5KfCslI2SZnzZtHB+tatkyPOUHq1TMz7dJ17qepU1NdguR58snI/9eqBTz0UHRmZKI1bBidFbpwoX8T/Os66ywz8C8Htbt3V2ektG9fkfBMJ1WHfjrU/Z06mRMcJ7u+z8mJDpDdcENyywCYN05iOKbQq5dmFpFXqgyP0wsBWBfuWLEi+XOMDh+e+iAqEL4hkzsSx40zs2WT3aE3b57HJ8bINOvbJwh4GNopzg/5hj8vL7pjLdECAfMaM2pUcveb8WJkmonrdCgwLY1NTtQqzm4yzXLrB5HrYVhoo0ZmFmDPnuFtH39s/pTr3QYNzEWm5Izv7t3NeQn9SGhQTaWSzE4RXXLQ7Fe/Suy+DAQxtMgAmkXuWxwXOdMMioxHrwHiMxmDZqRNlfGR7IAZANxxR3qsimYY6XHTRBSPRGfakXfpMO8RYNbzya7rDSM6EJSMjBSVBQuiAx/Ll6dmCKjVhAnA2rXJ60kXHn88ufuLZe5cYOfOJO9UcbNat66BurWDUUPqUrEozxVXJH+fKl27Ao89FjnHaU4OUFycujK5FmshAI+N0MLC6EDCbbeZw1WTyTDUi3SQgxhBs5wcYOlSaeSJNDwzHYJmXs9XEZiS2yKtW5uJC3Lm6l13mYFfub4bNw4YOdK/62TTpsCYMeH/165tJnSkYiRLLEltE1iOvzVoFupIPD2c3MswYYrEoBllnFStDElERGce1eI26dIAbd/enOvmTNWmTeT8NamSlQWcey4ADneJIAfMCJg4MYhu3b6GYYSXj83PT/48uOS/WKuwJztL209Tp5qLD8j3Xb/+tdlRIW9r0CB6fqysLH/nzFItRvXoo/69fqYTx8OaaSbCaunSZslkDJoREVFasM7hQUSUdnzOPqI05vOxDgSAxo0TlXpECRcj0yzK6b9n1w1GzAXte1kSnGnWpEl0MDA/P7GLVGSi+fMRmpA/aSzH3xo0E5lm1TAXAti7Nz1Wxs1kDJoREVHKLVvGnjAiIiKqGW68EUBeqktBiZbsxflURPtZZDaGMs1Ox9U46X/8GDQjIqKUS/bqt0REnsTKPkqHpQjJX8wqJJnLTLOEnidJyDSjNOaQaSaCZrXrGOjXN4i2fZNcvhqIQTMiIiIiIl2qQArVTDzWZKUbNEt1OXQfQ5nJZiGAcKaZYc7LytMgbpxSnYiIiIhIR6ysDWZz1Dw81iRze9wTnWmWDuWg1LAcU5FpdvKk+VOsfKp6LHnDoBkRERERkQ4O2Ttz8FiTjMMzKV1Yjr/ILBNBs9CUJzz+vmHQjIiIiIiIiIgow4j4WUWF+TPACbh8x6AZEREREZEOZh+dOXisScZMM0oXzDRLOgbNiIiIiIiIiIgyjJjTTGSaRcxpRr7IiKDZ0aNHceONN2LgwIG45JJL8N5776W6SERERER0pmH20ZmDx5pkzDSjdMFMs6TLiKDZ0qVL0axZM7z22muYPXs2br/9dvzwww+pLhYRERERnUkYSDlz8FiTjEEzShcxgmY//GD+HprTjMffN2kfNDt+/Dg2b96M6dOnIzs7G0VFRejQoQO2bNmS6qIREREREREREaVEXp4ZKPviC6BRI714KrmT9msr/N///R9yc3ORn58f2nbOOedgz549ysefOnUKp06ditgWCARQp4YM7q3esweNVqxAMC8P1fxGUAIEg0E0KivjOUYJwfOL/MTziRJJdX4ZBw4APXsiWF0depwBALt3I7hkSWoKSglhnB7VEnGsDQPYvt3TsWZ9ldmMI0dgAKgOBgHpnIgSDCILQHD1agS3bk1MWfbuBVq1ijg3q0//Xm2tm3btYt1UwxgnTiAIhM5DwwBatDDw9dcG2rQJoro6eHq7AWzejKBIRYtDMBhEw+PHUX3XXXG/VjrJytLLIUv7oNmJEydQv379iG3169dHeXm58vErV67E008/HbFtwoQJuPzyyxNWxmSqu20bCv74RwAAky0pURqd/slzjBKB5xf5iecTJZL1/AoCONq2LX7cuzf8mMJCNHrjDeChh5JdPEqgYO3aKG3eHMelY92kUyfkvvSS52PN+ipzBQFUt26Ng4aBKumcsDKOH0ers89GrXXrElqWsvbt8YOiHPv27Qv93rhjRzR4/33WTTVMdYMGKM3Pxwnp+A8enI3XX2+CAQNKsXevmUDUvGdPZH/wAfDRR77st2FODvZNmeLLa6WLwsJCrccZwWB6D3TdtWsXbrjhBrzyyiuhbffffz+ys7Mxe/bsqMfX+Eyz6mrs27cPbdu21Y6MErnBc4wSiecX+YnnEyUSzy/yE88nSiSeX5RINfX8qjGZZu3atUN5eTlKS0tDQzQ///xzjB07Vvn4OnXq1JgAmZ2srKwadcJS+uE5RonE84v8xPOJEonnF/mJ5xMlEs8vSqQz9fxK+3dcr149DBkyBCtWrEBFRQU2b96M3bt3Y8iQIakuGhERERERERER1VBpHzQDgNtvvx2HDx/G8OHD8dhjj+Hee+9Fw4YNU10sIiIiIiIiIiKqodJ+eCYANG7cGI8//niqi0FERERERERERGeIjMg0IyIiIiIiIiIiSiYGzYiIiIiIiIiIiCwYNCMiIiIiIiIiIrJg0IyIiIiIiIiIiMiCQTMiIiIiIiIiIiILBs2IiIiIiIiIiIgsGDQjIiIiIiIiIiKyYNCMiIiIiIiIiIjIgkEzIiIiIiIiIiIiCwbNiIiIiIiIiIiILBg0IyIiIiIiIiIismDQjIiIiIiIiIiIyMIIBoPBVBeCiIiIiIiIiIgonTDTjIiIiIiIiIiIyIJBMyIiIiIiIiIiIgsGzYiIiIiIiIiIiCwYNCMiIiIiIiIiIrJg0IyIiIiIiIiIiMiCQTMiIiIiIiIiIiILBs2IiIiIiIiIiIgsGDQjIiIiIiIiIiKyYNCMiIiIiIiIiIjIgkGzGuDAgQMYMGBAqotBRERERERERDVYSUkJPvnkk1QXI2kCqS4A2SspKcGSJUvQo0ePVBeFapCxY8ciLy8Pf/rTn1JdFKphPvzwQzz++OP48ssvEQgE0LFjRyxcuBCtW7dOddEoQz333HN49tlncfjwYTRp0gQXX3wxpkyZglq1asV8zvr167Fp0yY88cQTSSwpZZKSkhIEg0GsXbsWtWvXBgAsWbIETZs2xbRp01JcOso0JSUl+O6775CVlYU6deqgc+fOmDhxIoYOHZrqolEGOnXqFO69915s3boVx44dQ+fOnfHb3/4WHTt2BACsWrUKzzzzDKqrqzF27FjMnj0bhmGgsrISc+fOxY4dO/DNN99g48aNyM/PD73uokWL8Pe//x2BgBkCaNmyJZ577rmUvEdKL3IdBgB5eXlYv359ikuVPhg0IzrDbN++HWVlZTh06BD27duHtm3bprpIVEOUl5fjlltuwcKFCzFkyBBUVFRg69attsENIjv/+Z//iRdffBH33HMPevbsiT179mD+/Pn45ptvMH/+/FQXjzLc8ePHsX79elxyySWpLgrVAMuXL0ePHj1w9OhR/OMf/8DChQtxww034LLLLkt10SjDVFVVoXXr1li5ciXy8/OxZs0a/OY3v8G6devw1ltv4fnnn8eqVauQnZ2NGTNmoH379hg7diwAoHfv3rj66qtxzTXXKF972rRpmDx5chLfDWUKUYdRNA7PzBCLFi3CqlWrQv9fv349brjhhtQViDLWxo0bUVxcjH79+uFvf/sbAPUQXznttrS0FLNmzcLQoUMxbdo0LF26FEuWLEl62Sm97d27F9nZ2SgqKkJWVhbq1auH4uJitGjRAlVVVVixYgUuvvhijBo1Co888ggqKysBACtWrMD8+fMxZ84cDB06FDNnzsS3336b4ndDqfbjjz9i5cqVuO2229C7d28EAgF06tQJd999N9atW4evvvoKR48exR133IGRI0di+PDheOKJJ/D111/j3nvvxXvvvYfBgwfjl7/8ZarfCqWpSZMmYeXKlaG6SPbss89i7NixGDFiBBYuXIjy8nIAwIwZM/Dyyy+HHnf8+HEMGTKEdRaFNG7cGOPHj8eMGTPw5JNPoqqqCl988QWmTp2K4uJiXHnlldi5c2fo8fv378eNN96I4cOHY9SoUXj22WdTWHpKBzk5OZgyZQoKCgpQq1YtTJw4EQcOHEBZWRk2bNiAyy67DG3atEF+fj6uvPLKUHs+EAjgl7/8JQMf5ItDhw6F6qbLLrsMb7/9dsTft23bhnHjxmHEiBFYsWJFikqZHAyaEZ1BKisr8corr2DkyJEYOXIkNm7cqPW8pUuXoqCgAJs2bcKvf/3r0MWZSHbWWWehoqICixcvxttvvx26yQSA1atXY/v27XjmmWfw/PPPY9euXXj++edDf3/ttddwxRVXYNOmTSgoKMDSpUtT8RYojXz88ceorKzEoEGDIrZ37twZLVu2xLZt2zB//nzk5ORg3bp1+N///V8MHToUbdq0wdy5c/Gzn/0Mb775JtasWZOid0Dp7oILLkCzZs2ihqC88847+NOf/oRHH30U69evx4kTJ/DII48AAEaOHIlXX3019NgtW7agW7duaNq0aVLLTulv8ODB+P7777F7927Mnj0bkyZNwquvvoopU6bg1ltvxcmTJ1FZWYk5c+bg3HPPxYYNG/DCCy+gV69eqS46pZmPP/4YTZo0QV5eHr788svQME0A6NSpE/bs2aP9Wn/5y18wfPhwXHvttfjwww8TUVyqAaqrq3HTTTdh4MCB+Pvf/46FCxdiwYIFKC0tDT3m9ddfx8qVK7Fq1Sq89NJLePPNN1NY4sRi0IzoDPLOO+8gGAziggsuQHFxMQ4cOIBPP/3U9jmVlZXYsmULpk+fjrp166JHjx4YPHhwkkpMmSQ3NxdPPfUUKioqcNddd2HkyJFYsGABjh07hnXr1mHmzJnIy8tDgwYNcOWVV+L1118PPbd3797o378/6tati+nTp2Pz5s3K7A86c3z//ffIy8tTDu9t0qQJysrK8M9//hO33HIL6tWrh+zsbPTs2TMFJaVMdv3110dlm23atAmXXnopCgsLkZOTg1mzZmHTpk0AgGHDhuGDDz7Ajz/+CAChjigiKzGX1JtvvomOHTuiuLgYtWrVQlFREZo0aYJPPvkEO3bsQEVFBa6//nrUrVsXubm56Nq1a4pLTumkvLwcS5YswcyZMwGY2a25ubmhv9evXx/Hjx/Xeq0rrrgCa9euxcaNGzFhwgTcdNNNOHToUELKTZln1qxZKCoqQlFREWbMmIHKykpcfvnlCAQC6NmzJ/r06RORbTZp0iQ0btwYbdq0wfjx4yPa9TUN5zQjOoNs2LABxcXFCAQCaNiwIfr374+NGzfaDl8qKytDMBhEs2bNQtsKCgrwww8/JKPIlGE6duyIu+++GwDw2Wef4fbbb8cf//hHHDp0CLNmzYJhGACAYDCI5s2bh55n/T0YDKKsrCxiAls6szRq1AhlZWWoqqqKCpx99913qFWrFpo0aYLs7OwUlZBqgv79+yM/Pz9iyGVpaSn69OkT+n/Lli1x4sQJlJeXIy8vD+effz7+8Y9/oLi4GO+//z4WLFiQiqJTmhMZGdXV1Xj//fdRVFQU+ltlZSVKS0uRlZWFli1bhq6NRLKTJ0/iN7/5DQYNGhSas6xevXoRmfzHjh1DvXr1tF6vS5cuod8vvPBCbNiwAVu3bg29Np3Z/vCHP4SG9r7yyiuYP39+RL1VVVUVEdSX2+4tWrTA9u3bk1bWZGPQLEPk5OSgoqIi9H/OnUFuHTt2DFu2bEEgEAilzx4/fhyfffYZJk+ejMrKSlRWViIQCKCqqgpHjx4FYK6eYhgGSktLQ4Gzw4cPIycnJ2XvhTJD165dUVxcjN27d6N58+a4//77cc455ygfe+TIkYjfDcNAXl5ekkpK6ahnz54IBAJ46623Ilag+9e//oWDBw+iR48eePrpp1FRUREVOOMNKLkxdepU3HfffaFAWX5+fkT2xaFDh5CdnR3K7hBDNLOystCrVy/WVaT05ptvIi8vD23atMGgQYPwwAMPRD1m+/btOHjwIILBIOstilBZWYl58+ahWbNmmDNnTmh7YWEhvvjii9DUBf/+979x9tlne9oHzzmKpVmzZujYsSNWr14d8zFy2/3QoUM1epoCDs/MEJ06dcKWLVtQXl6Or7/+Gi+99FKqi0QZ5o033kBeXh5eeOEFrF69GqtXr8b//M//4OTJk/j888+Rn5+PjRs3orKyEitXrsRPP/0EwJxUdMiQIVixYgVOnTqFTz/9tEaPWSfvvvrqK6xevRrffPMNAHNhADHfz9ixY7Fs2TKUlpYiGAziwIED2LZtW+i5H330EbZu3YpTp07hqaeewpAhQ0JLotOZqUGDBrjmmmuwdOlSfPjhh6isrMTnn3+OBQsWYMyYMejTpw/OO+88PPTQQzh+/DgqKipCi5c0btwYhw8fRlVVVYrfBWWCn//852jSpAk2b94MABgxYgRefPFFfPXVVzhx4gSWLVuGX/ziF6HHFxcX46OPPsLatWs5NJOilJWV4a9//SuWL1+O6dOnY/Dgwdi5cyc2b96MqqoqVFRUhOb97NatG7Kzs/Ff//VfOHXqFMrLy/HZZ5+l+i1QGli8eDFOnjyJRYsWRQS3Ro8ejRdeeAH79+9HaWkpVq9ejQsvvDD091OnTuHkyZMAgJ9++in0O2DOH3vixAlUVlZi06ZN2L59O/r165e8N0UZo3v37qisrMSLL76In376CT/99BM++uijiA6lZ599FmVlZdi/fz/Wrl2LYcOGpbDEicU7kgxgGAZGjx6Nd999FxdddBHat2+PUaNGYceOHakuGmWQv/3tbxg7dmzUcLfRo0djw4YNmDdvHu677z488sgjuOqqqyJSbm+77TbceeedGDFiBLp27YqRI0eiTp06yX4LlObq1auHjz/+GH/+859x7NgxNGrUCMOHD8fkyZNhGAYqKytx3XXXoaysDC1atMCvfvWr0HOHDRuGNWvW4NZbb0W3bt1CQzzpzDZlyhQ0aNAA99xzDw4dOoQmTZqgpKQE1113HQDgnnvuwf3334+SkhIYhoHx48ejR48e6NevHwoKCjBixAi0atXKtqeUCDCzzWbPng0AGDhwIK666irMnj0bx44dw4ABA3DTTTeFHtugQQP06dMH77zzDh5++OFUFZnSzPTp05GVlYXatWujS5cuWLRoUWho06OPPoqHH34Yd911FwKBAHr16hXKpn3kkUewdOlSjBo1CnXq1MG1117Lec3OcAcPHsT69etRt25dFBcXh7Y//vjjGDRoED7//HNcffXVqK6uxrhx4zBmzJjQYy699FIcPHgQAFBSUgIA+OCDDwAA//3f/43f/e53MAwDZ511Fh544AG0atUqie+MMkUgEMCjjz6KBx98EMuWLUMwGMS5556LuXPnhh5TVFSEyZMn48cff8SECRMwZMiQFJY4sYxgMBhMdSEotuHDh2PlypVo165dqotCFDJv3jx06dIFV199daqLQjXAihUr8O2332LevHmpLgoREREREVEIh2emMdEr0LJlyxSXhM50X3zxBb744gtUV1dj69at2LJlS43uTSAiIiIiIiLi8Mw0tXjxYrz77ru44447ULt27VQXh85w5eXlWLRoEUpLS9G8eXPMmzcP7du3T3WxiIiIiIiIiBKGwzOJiIiIiIiIiIgsODyTiIiIiIiIiIjIgkEzIiIiIiIiIiIiCwbNiIiIiIiIiIiILBg0IyIiIiIiIiIismDQjIiIiChDffDBB+jbty/69u2LAwcOpLo4RERERDUKg2ZEREREGWDRokXo27cvrr/++tC23NxcdO/eHd27d0edOnVSWDoiIiKimieQ6gIQERERkTddunTBqlWrUl0MIiIiohrJCAaDwVQXgoiIiIhiKykpwcGDB6O2L1++HNOnTwcAvPTSS2jVqhUWLVqEl19+GS1btsS0adPw5JNPory8HGPGjMGsWbPwhz/8AS+99BIaNGiAyZMn47LLLgu93jfffINly5bhnXfeQVlZGQoKClBSUoLJkycjEGBfKxEREZ1Z2PohIiIiSnOdO3fGiRMnUFZWhvr166OwsBAAsGvXrpjPKS0txX333Yf8/HwcO3YMa9aswbvvvosjR44gNzcXhw4dwv33348+ffqgsLAQZWVlmDx5Mg4fPhzax549e7B8+XLs378fd955Z7LeLhEREVFa4JxmRERERGnuwQcfxKBBgwCYAbRVq1Zh1apV6NKlS8zn/PTTT/j973+PF198EQUFBQCAffv2Yc2aNXj++edRt25dVFdXY9u2bQCA5557DocPH0bTpk3x17/+FWvWrMHSpUsBAC+//DL27duX4HdJRERElF6YaUZERERUAzVs2BDnnXceAKBFixY4fPgwOnTogFatWgEAGjdujEOHDuG7774DAHz66acAgG+//RYjR46MeK1gMIgdO3agbdu2yXsDRERERCnGoBkRERFRDVS/fv3Q77Vq1YraZhgGADMgJv+Uh3/KsrOzE1ZWIiIionTEoBkRERFRBhBBq4qKioS8frdu3fD222+jVq1aWLJkSSgj7dixY3jjjTdQXFyckP0SERERpSsGzYiIiIgyQPv27QEAO3fuxMSJE5GTk4OpU6f69vqXX3451q1bhyNHjuDSSy9FYWEhjh07hsOHD6OyshIXX3yxb/siIiIiygRcCICIiIgoA4wZMwbDhg1Dbm4udu/ejR07dqC6utq312/cuDFWrlyJkpISNGrUCLt378bJkydx/vnn4+abb/ZtP0RERESZwgiKCSyIiIiIiIiIiIgIADPNiIiIiIiIiIiIojBoRkREREREREREZMGgGRERERERERERkQWDZkRERERERERERBYMmhEREREREREREVkwaEZERERERERERGTBoBkREREREREREZEFg2ZEREREREREREQWDJoRERERERERERFZMGhGRERERERERERkwaAZERERERERERGRBYNmREREREREREREFv8fi0fF77KKBFUAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load the data\n", "series_taxi = TaxiNewYorkDataset().load()\n", "\n", "# define start and end dates for some known anomalies\n", "anomalies_day = {\n", " \"NYC Marathon\": (\"2014-11-02 00:00\", \"2014-11-02 23:30\"),\n", " \"Thanksgiving \": (\"2014-11-27 00:00\", \"2014-11-27 23:30\"),\n", " \"Christmas\": (\"2014-12-24 00:00\", \"2014-12-25 23:30\"),\n", " \"New Years\": (\"2014-12-31 00:00\", \"2015-01-01 23:30\"),\n", " \"Snow Blizzard\": (\"2015-01-26 00:00\", \"2015-01-27 23:30\"),\n", "}\n", "anomalies_day = {\n", " k: (pd.Timestamp(v[0]), pd.Timestamp(v[1])) for k, v in anomalies_day.items()\n", "}\n", "\n", "# create a series with the binary anomaly flags\n", "anomalies = pd.Series([0] * len(series_taxi), index=series_taxi.time_index)\n", "for start, end in anomalies_day.values():\n", " anomalies.loc[(start <= anomalies.index) & (anomalies.index <= end)] = 1.0\n", "\n", "series_taxi_anomalies = TimeSeries.from_series(anomalies)\n", "\n", "# plot the data and the anomalies\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "series_taxi.plot(label=\"Number of taxi passengers\", linewidth=1, color=\"#6464ff\")\n", "(series_taxi_anomalies * 10000).plot(label=\"5 known anomalies\", color=\"r\", linewidth=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_anom(selected_anomaly, delta_plotted_days):\n", " one_day = series_taxi.freq * 24 * 2\n", " anomaly_date = anomalies_day[selected_anomaly][0]\n", " start_timestamp = anomaly_date - delta_plotted_days * one_day\n", " end_timestamp = anomaly_date + (delta_plotted_days + 1) * one_day\n", "\n", " series_taxi[start_timestamp:end_timestamp].plot(\n", " label=\"Number of taxi passengers\", color=\"#6464ff\", linewidth=0.8\n", " )\n", "\n", " (series_taxi_anomalies[start_timestamp:end_timestamp] * 10000).plot(\n", " label=\"Known anomaly\", color=\"r\", linewidth=0.8\n", " )\n", " plt.title(selected_anomaly)\n", " plt.show()\n", "\n", "\n", "for anom_name in anomalies_day:\n", " plot_anom(anom_name, 3)\n", " break # remove this to see all anomalies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal would be to detect these five irregular periods and identify other possible abnormal days. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train a Darts forecasting model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a `SKLearnModel` to predict the number of taxi passengers. The first 4500 timestamps will be used to train the model. The training set is considered to be anomaly-free, the five considered anomalies are located after the 4500th timestamps. The number of lags is set to 1 week, assuming the demand follows a periodicity of 1 week. To help the model, additional information on the targeted series is passed as covariates (the hour and the day of the week).\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SKLearnModel(lags=336, lags_past_covariates=None, lags_future_covariates=[0], output_chunk_length=1, output_chunk_shift=0, add_encoders={'cyclic': {'future': ['hour', 'dayofweek']}}, model=None, multi_models=True, use_static_covariates=True)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# split the data in a training and testing set\n", "s_taxi_train = series_taxi[:4500]\n", "s_taxi_test = series_taxi[4500:]\n", "\n", "# Add covariates (hour and day of the week)\n", "add_encoders = {\n", " \"cyclic\": {\"future\": [\"hour\", \"dayofweek\"]},\n", "}\n", "\n", "# one week corresponds to (7 days * 24 hours * 2) of 30 minutes\n", "one_week = 7 * 24 * 2\n", "\n", "forecasting_model = SKLearnModel(\n", " lags=one_week,\n", " lags_future_covariates=[0],\n", " output_chunk_length=1,\n", " add_encoders=add_encoders,\n", ")\n", "forecasting_model.fit(s_taxi_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use a Forecasting Anomaly Model " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The anomaly model consists of two inputs:\n", "- a fitted `GlobalForecastingModel` (you can find a list [here](https://unit8co.github.io/darts/userguide/covariates.html#global-forecasting-models-gfms). If the model hasn't been fitted, set parameter `allow_model_training` to `True` when calling `fit()`)\n", "- a single or list of `AnomalyScorer` (trainable or not)\n", "\n", "For this example, three scorers will be used:\n", "- `NormScorer` (window is by default set to 1)\n", "- `WassersteinScorer` with a half-day window (24 timestamps) and no window aggregation\n", "- `WassersteinScorer` with a full-day window (48 timestamps) including window aggregation\n", "\n", "The `window` parameter is an integer value indicating the window size used by the scorer to transform the series into an anomaly score. A scorer will slice the given series into subsequences of size W and returns a value indicating how anomalous these subset of W values are.\n", "\n", "The `window_agg` can be used to transform the window-wise scores into point-wise scores by aggregating all anomaly scores from each window that the point was included in.\n", "\n", "The following figure illustrates the mechanism of a Forecasting Anomaly model:\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the main functions: fit(), score(), eval_metric() and show_anomalies()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# with timestamps of 30 minutes\n", "half_a_day = 2 * 12\n", "full_day = 2 * 24\n", "\n", "# instantiate the anomaly model with: one fitted model, and 3 scorers\n", "anomaly_model = ForecastingAnomalyModel(\n", " model=forecasting_model,\n", " scorer=[\n", " NormScorer(ord=1),\n", " WassersteinScorer(window=half_a_day, window_agg=False),\n", " WassersteinScorer(window=full_day, window_agg=True),\n", " ],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's train the anomaly model with `fit()`. In sequence it will:\n", "\n", "- fit the forecasting model on the given series if it has not been fitted yet and `allow_model_training=True`.\n", "- generate historical forecasts for the given series.\n", "- feed the historical forecasts to each fittable/trainable scorer:\n", " - compute the differences between the forecasts and the given series (controled by the scorers `diff_fn`, see Darts \"per time step\" metrics [here](https://unit8co.github.io/darts/generated_api/darts.metrics.html))\n", " - train the scorer on these differences\n", "\n", "You can control how the historical forecasts are generated when calling `fit()` (the supported parameters are [here](https://unit8co.github.io/darts/generated_api/darts.ad.anomaly_model.forecasting_am.html#darts.ad.anomaly_model.forecasting_am.ForecastingAnomalyModel.fit))." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "961e3b451e6c49e6b04c4c1cd0f3aa8a", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "START = 0.1\n", "anomaly_model.fit(s_taxi_train, start=START, allow_model_training=False, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We call the function `score()` to compute the anomaly scores of a new series `s_taxi_test`. It returns the scores from each scorer in the anomaly model. We will use the results in the next section. With `return_model_prediction=True`, we can additionally get the historical forecasts generated by the forecasting model." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "50a7f565ce2a4cf6b49a69fb5cf209a0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00 MAE: 595.190366262045, RMSE: 896.6287614972252\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute the MAE and RMSE on the test set\n", "print(\n", " f\"On testing set -> MAE: {mae(model_forecasting, s_taxi_test)}, RMSE: {rmse(model_forecasting, s_taxi_test)}\"\n", ")\n", "\n", "# plot the data and the anomalies\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "s_taxi_test.plot(label=\"Number of taxi passengers\")\n", "model_forecasting.plot(label=\"Prediction of the model\", linewidth=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To evaluate the anomaly model, we call the function `eval_metric()`. It outputs the score of an agnostic threshold metric (\"AUC-ROC\" or \"AUC-PR\"), between the predicted anomaly score time series and some known binary ground-truth time series indicating the presence of actual anomalies. \n", "\n", "It will return a dictionary containing the name of the scorer and its score." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AUC_ROCAUC_PR
Norm (ord=1)_w=10.6580740.215601
WassersteinScorer_w=240.8849150.609469
WassersteinScorer_w=480.9500350.687788
\n", "
" ], "text/plain": [ " AUC_ROC AUC_PR\n", "Norm (ord=1)_w=1 0.658074 0.215601\n", "WassersteinScorer_w=24 0.884915 0.609469\n", "WassersteinScorer_w=48 0.950035 0.687788" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric_names = [\"AUC_ROC\", \"AUC_PR\"]\n", "metric_data = []\n", "for metric_name in metric_names:\n", " metric_data.append(\n", " anomaly_model.eval_metric(\n", " anomalies=series_taxi_anomalies,\n", " series=s_taxi_test,\n", " start=START,\n", " metric=metric_name,\n", " )\n", " )\n", "pd.DataFrame(data=metric_data, index=metric_names).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the anomaly model, using the `WassersteinScorer`, can separate the abnormal days from the normal ones. The AUC ROC is above 0.9. Additionally, a window of size 48 timestamps (24 hours) is a better option than a window of size 24 timestamps (12 hours). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We call the function `show_anomalies()` to visualize the results. It plots the forecasts, predicted scores, the input series, and the actual anomalies (if provided). The scorers with different windows will be separated. It is possible to compute a metric that will be shown next to the scorer’s name. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly_model.show_anomalies(\n", " series=s_taxi_test,\n", " anomalies=series_taxi_anomalies[pred_start:],\n", " start=START,\n", " metric=\"AUC_ROC\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Convert an anomaly score to a binary prediction with a `Detector`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Darts' Anomaly Detectors convert anomaly scores into binary anomlies/predictions. In this example, we'll use the `QuantileDetector`.\n", "\n", "It detects anomalies based on the quantile values (`high_quantile` and/or `low_quantile`) of historical data. It flags times as anomalous when the values exceed these quantile thresholds. In this example, the anomaly scores were computed for the absolute residuals of the model. It is lower-bound by 0. We set `low_quantile=None` (default), as we only want to flag values above `high_quantile`. \n", "\n", "We set `high_quantile` to `0.95`. This value must be chosen carefully, as it will convert the `(1- high_quantile) * 100` % biggest anomaly scores into a prediction of anomalies. In our case, we want to see the 5% most anomalous timestamps. \n", "\n", "> Note: You can also use `ThresholdDetector` to define some fixed value thresholds for anomaly detection" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from darts.ad.detectors import QuantileDetector\n", "\n", "contamination = 0.95\n", "detector = QuantileDetector(high_quantile=contamination)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use the anomaly score that gave the best AUC ROC score: Wasserstein anomaly score with a window of 'full_day'\n", "best_anomaly_score = anomaly_scores[-1]\n", "\n", "# fit and detect on the anomaly scores, it will return a binary prediction\n", "anomaly_pred = detector.fit_detect(series=best_anomaly_score)\n", "\n", "# plot the binary prediction\n", "fig, (ax1, ax2) = plt.subplots(nrows=2, sharex=True)\n", "anomaly_pred.plot(label=\"Prediction\", ax=ax1)\n", "series_taxi_anomalies[anomaly_pred.start_time() :].plot(\n", " label=\"Known anomalies\", ax=ax2, color=\"red\"\n", ")\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy: 0.91/1\n", "precision: 0.76/1\n", "recall: 0.32/1\n", "f1: 0.45/1\n" ] } ], "source": [ "for metric_name in [\"accuracy\", \"precision\", \"recall\", \"f1\"]:\n", " metric_val = detector.eval_metric(\n", " pred_scores=best_anomaly_score,\n", " anomalies=series_taxi_anomalies,\n", " window=full_day,\n", " metric=metric_name,\n", " )\n", " print(metric_name + f\": {metric_val:.2f}/1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the functions show_anomalies_from_scores(), eval_metric_from_scores()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Internally, methods `eval_metric()` and `show_anomalies()` call `eval_metric_from_scores()` and `show_anomalies_from_scores()`, respectively. We can also call them directly with pre-computed anomaly scores to avoid having to re-generate the scores each time.\n", "\n", "Let's reproduce the results from above. Both functions require the window sizes used to compute each of the anomaly scores. In our case, the window sizes were `1, 24 (half_a_day), 48 (full_day)`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AUC_ROCAUC_PR
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WassersteinScorer_240.8849150.609469
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" ], "text/plain": [ " AUC_ROC AUC_PR\n", "Norm (ord=1)_1 0.658074 0.215601\n", "WassersteinScorer_24 0.884915 0.609469\n", "WassersteinScorer_48 0.950035 0.687788" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "windows = [1, half_a_day, full_day]\n", "scorer_names = [f\"{scorer}_{w}\" for scorer, w in zip(anomaly_model.scorers, windows)]\n", "\n", "metric_data = {\"AUC_ROC\": [], \"AUC_PR\": []}\n", "for metric_name in metric_data:\n", " metric_data[metric_name] = eval_metric_from_scores(\n", " anomalies=series_taxi_anomalies,\n", " pred_scores=anomaly_scores,\n", " window=windows,\n", " metric=metric_name,\n", " )\n", "\n", "pd.DataFrame(index=scorer_names, data=metric_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the AUC ROC and AUC PR values are identical to before." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For visualizing the anomalies:\n", "\n", "- if we want to compute a metric, we need to specify the window sizes as well\n", "- optionally, we can indicate the scorers’ names that generated the scores" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_anomalies_from_scores(\n", " series=s_taxi_test,\n", " anomalies=series_taxi_anomalies[pred_start:],\n", " pred_scores=anomaly_scores,\n", " pred_series=model_forecasting,\n", " window=windows,\n", " title=\"Anomaly results using a forecasting method\",\n", " names_of_scorers=scorer_names,\n", " metric=\"AUC_ROC\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A zoom on each anomalies: visualize the results" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_anom_eval(selected_anomaly, delta_plotted_days):\n", " one_day = series_taxi.freq * 24 * 2\n", " anomaly_date = anomalies_day[selected_anomaly][0]\n", " start = anomaly_date - one_day * delta_plotted_days\n", " end = anomaly_date + one_day * (delta_plotted_days + 1)\n", "\n", " # input series and forecasts\n", " series_taxi[start:end].plot(\n", " label=\"Number of taxi passengers\", color=\"#6464ff\", linewidth=0.8\n", " )\n", " model_forecasting[start:end].plot(\n", " label=\"Model prediction\", color=\"green\", linewidth=0.8\n", " )\n", "\n", " # actual anomalies and predicted scores\n", " (series_taxi_anomalies[start:end] * 10000).plot(\n", " label=\"Known anomaly\", color=\"r\", linewidth=0.8\n", " )\n", " # Scaler transforms scores into a value range between (0, 1)\n", " (Scaler().fit_transform(best_anomaly_score)[start:end] * 10000).plot(\n", " label=\"Anomaly score\", color=\"black\", linewidth=0.8\n", " )\n", " plt.legend(loc=\"upper center\", ncols=2)\n", " plt.title(selected_anomaly)\n", " fig.tight_layout()\n", " plt.show()\n", "\n", "\n", "for anom_name in anomalies_day:\n", " plot_anom_eval(anom_name, 3)\n", " break # remove this to see all anomalies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple case: `KMeansScorer`" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a closer look at the scorer's `window` parameter on the example of the `KmeansScorer`. We'll use two toy datasets to demonstrate how the scorers perform with different window sizes. In first example we set `window=1` on a multivariate time series, and in the second we set `window=2` on a univariate time series. \n", "\n", "The figure below illustrates the Scorer's windowing process:\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multivariate case with window=1 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synthetic data creation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is a multivariate series (2 components/columns). Each step has either value of `0` or `1`, and the two components always have opposite values:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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comp1comp2
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" ], "text/plain": [ " comp1 comp2\n", "State 1 0 1\n", "State 2 1 0" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(index=[\"State 1\", \"State 2\"], data={\"comp1\": [0, 1], \"comp2\": [1, 0]})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At each timestamp, it has a 50% chance to switch state and a 50% chance to keep the same state. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Train set" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def generate_data_ex1(random_state: int):\n", " np.random.seed(random_state)\n", "\n", " # create the train set\n", " comp1 = np.expand_dims(np.random.choice(a=[0, 1], size=100, p=[0.5, 0.5]), axis=1)\n", " comp2 = (comp1 == 0).astype(float)\n", " vals = np.concatenate([comp1, comp2], axis=1)\n", " return vals" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = generate_data_ex1(random_state=40)\n", "series_train = TimeSeries.from_values(data, columns=[\"comp1\", \"comp2\"])\n", "\n", "# visualize the train set\n", "series_train[:20].plot()\n", "plt.title(\"Training set\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Test set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create the test set using the same rules as the train set but we'll inject six anomalies of three different types. The anomalies can be longer than one timestamp. The types are:\n", "\n", "- 1st type: replacing the value of one component (0 or 1) with 2\n", "- 2nd type: adding +1 or -1 to both components\n", "- 3rd type: both components have the same value" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# inject anomalies in the test timeseries\n", "data = generate_data_ex1(random_state=3)\n", "\n", "# 2 anomalies per type\n", "# type 1: random values for only one component\n", "data[20:21, 0] = 2\n", "data[30:32, 1] = 2\n", "\n", "# type 2: shift both components values (+/- 1 for both components)\n", "data[45:47, :] += 1\n", "data[60:64, :] -= 1\n", "\n", "# type 3: switch one value to the another\n", "data[75:82, 0] = data[75:82, 1]\n", "data[90:96, 1] = data[90:96, 0]\n", "\n", "series_test = TimeSeries.from_values(data, columns=[\"component 1\", \"component 2\"])\n", "\n", "# create the binary anomalies ground truth series\n", "anomalies = ~((data == [0, 1]).all(axis=1) | (data == [1, 0]).all(axis=1))\n", "anomalies = TimeSeries.from_times_and_values(\n", " times=series_test.time_index, values=anomalies, columns=[\"is_anomaly\"]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the anomalies. From left to right, the first two anomalies correspond to the first type, the third and the fourth correspond to the second type, and the last two to the third type.\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_anomalies_from_scores(\n", " series=series_test, anomalies=anomalies, title=\"Testing set multivariate\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use the scorer `KMeansScorer()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use the `KMeansScorer` to locate the anomalies with the following parameters:\n", "\n", "- `k`=2: The number of clusters/centroids generated by the KMeans model. We choose two since we know that there are only two valid states.\n", "- `window`=1 (default): Each timestamp is considered independently by the KMeans model. It indicates the size of the window used to create the subsequences of the series (`window` is identical to a positive target `lag` for our [regression models](https://unit8co.github.io/darts/examples/20-SKLearnModel-examples.html#Darts-Regression-Models)). In this example we know that each anomaly can be detected by only looking one step.\n", "- `component_wise`=False (default): All components are used together as features with a single KMeans model. If `True`, we would fit a dedicated model per component. For this example we need information about both components to find all anomalies.\n", "\n", "We'll fit `KMeansScorer` on the anomaly-free training series, compute the anomaly scores on the test series, and finally evaluate the scores." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Kmeans_scorer = KMeansScorer(k=2, window=1, component_wise=False)\n", "\n", "# fit the KmeansScorer on the train timeseries 'series_train'\n", "Kmeans_scorer.fit(series_train)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly_score = Kmeans_scorer.score(series_test)\n", "\n", "# visualize the anomaly score compared to the true anomalies\n", "anomaly_score.plot(label=\"Anomaly score by KMeans\")\n", "(anomalies - 2).plot()\n", "plt.title(\"Anomaly score from KMeans Scorer vs true anomalies\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! We can see that the anomaly scores accurately indicate the position of the 6 anomalies.\n", "\n", "To evaluate the scores, we can call `eval_metric()`. It expects the true anomalies, the series, and the name of the agnostic threshold metric (AUC-ROC or AUC-PR)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUC_ROC: 1.0\n", "AUC_PR: 1.0\n" ] } ], "source": [ "for metric_name in [\"AUC_ROC\", \"AUC_PR\"]:\n", " metric_val = Kmeans_scorer.eval_metric(anomalies, series_test, metric=metric_name)\n", " print(metric_name + f\": {metric_val}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And again, let's visualize the results with `show_anomalies()`:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Kmeans_scorer.show_anomalies(series=series_test, anomalies=anomalies, metric=\"AUC_ROC\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Univariate case with window>1 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous example, we used `window=1` which was sufficient to identify all anomalies. In the next example, we'll see that sometimes higher values are required to capture the true anomalies." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synthetic data creation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Train set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this toy example, we generate a univariate (one component) series that can take 4 possible values.\n", "\n", "- possible values at each step `(0, 1, 2, 3)`\n", "- every next step either adds `diff=+1` or subtracts `diff=-1` (50% chance)\n", "- all steps are upper- and lower-bounded\n", " - `0` and `diff=-1` remains at `0`\n", " - `3` and `diff=+1` remains at `3`" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def generate_data_ex2(start_val: int, random_state: int):\n", " np.random.seed(random_state)\n", " # create the test set\n", " vals = np.zeros(100)\n", "\n", " vals[0] = start_val\n", "\n", " diffs = np.random.choice(a=[-1, 1], p=[0.5, 0.5], size=len(vals) - 1)\n", " for i in range(1, len(vals)):\n", " vals[i] = vals[i - 1] + diffs[i - 1]\n", " if vals[i] > 3:\n", " vals[i] = 3\n", " elif vals[i] < 0:\n", " vals[i] = 0\n", " return vals" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Training set')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = generate_data_ex2(start_val=2, random_state=1)\n", "series_train = TimeSeries.from_values(data, columns=[\"series\"])\n", "\n", "# visualize the train set\n", "series_train[:40].plot()\n", "plt.title(\"Training set\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Test set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create the test set using the same rules as the train set but we'll inject six anomalies of two different types. The anomalies can be longer than one timestamp:\n", "\n", "- Type 1: steps with `abs(diff) > 1` (jumps larger than one)\n", "- Type 2: steps with `diff = 0` at values `(1, 2)` (value remains constant)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "data = generate_data_ex2(start_val=1, random_state=3)\n", "\n", "# 3 anomalies per type\n", "# type 1: sudden shift between state 0 to state 2 without passing by value 1\n", "data[23] = 3\n", "data[44] = 3\n", "data[91] = 0\n", "\n", "# type 2: having consecutive timestamps at value 1 or 2\n", "data[3:5] = 2\n", "data[17:19] = 1\n", "data[62:65] = 2\n", "\n", "series_test = TimeSeries.from_values(data, columns=[\"series\"])\n", "\n", "# identify the anomalies\n", "diffs = np.abs(data[1:] - data[:-1])\n", "anomalies = ~((diffs == 1) | ((diffs == 0) & np.isin(data[1:], [0, 3])))\n", "# the first step is not an anomaly\n", "anomalies = np.concatenate([[False], anomalies]).astype(int)\n", "\n", "anomalies = TimeSeries.from_times_and_values(\n", " series_test.time_index, anomalies, columns=[\"is_anomaly\"]\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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i4Rh0EhEREZFwDDqJiIiISDgGnUREREQkHINOIiIiIhKOQScRERERCcegk4iIiIiEY9BJRERERMIx6CQiIiIi4Rh0EhEREZFwDDqJiIiISDgGnUREREQkHINOIiKHu+OOO9DU1GT3ZhARleRSFEWxeyOIiEi/WCyGSCSCESNG2L0pRERFMegkInKwvr4++Hw+uzeDiKgsNq8TEVns/vvvx8yZMxEIBNDa2oojjjgC0WgUALB69Wp84QtfQG1tLaZPn47f/e53A7/buHEjXC4X7rvvPsybNw+1tbX44x//WLB5/eGHH8YXv/hF1NbWYtKkSbjyyiuRSqUG/r5ixQqMHz8efr8fY8aMwfnnn2/JvhNR9fLavQFERNVk+/btOOWUU/CLX/wCX/va1xCJRPD8889DURSsWrUKy5cvx29+8xvsv//++Ne//oVvfetbqK+vxxlnnDGwjB/+8Ie48cYbsXr1avj9fjzxxBN563j88cdx2mmn4Ve/+hVmz56NdevWYdmyZQCA5cuX4/7778cvf/lL3HPPPdh7772xY8cOvP3225YeByKqPgw6iaji/Od//ie2bdtm2frGjh2LW265RdV3t2/fjlQqheOPPx5tbW0AgJkzZwIAfvrTn+LGG2/E8ccfDwCYOHEi3nvvPaxcuTIv6LzwwgsHvlPINddcg8suu2zgN5MmTcJPf/pTXHrppVi+fDk2b96MUaNG4YgjjoDP58P48eNx8MEH69p3IiK12KeTiMhC6XQaRx99NF599VUcffTROOqoo3DCCScglUphxIgRCAQCcLs/7/mUSqUQCoXw2WefYePGjZg4cSL++c9/YtasWQPfueOOO3DhhRciHA4DAOrr65HJZODxePLWG4/HEY1G0d7ejlmzZkFRFMyfPx8LFy7EMcccA6+XeQgiEoc1DBGRhTweD5588km8+OKLeOKJJ/DrX/8aP/7xj/Hwww8DAFatWoVDDjlkyG9y1dfXl1xHJpPBlVdeWTAbWltbi3HjxuHDDz/Ek08+iaeeegrf/va3cf311+PZZ5/loCQiEoZBJxGRxVwuF2bNmoVZs2bhiiuuQFtbG1544QWMHTsW69evx9KlSw0t/4ADDsCHH36IKVOmFP1OIBDAsccei2OPPRbf+c53MH36dLz77rs44IADDK2biKgYBp1ERBZ65ZVX8PTTT+Ooo47CiBEj8Morr2DXrl34whe+gBUrVuD8889HMBjEggULkEgk8Prrr6OzsxMXXXSR6nVcccUV+OpXv4px48ZhyZIlcLvdeOedd/Duu+/i6quvxh133IF0Oo1DDjkEdXV1uPPOOxEIBAb6mBIRicCgk4jIQsFgEM899xxuuukmdHd3o62tDTfeeCMWLFgAAKirq8P111+PSy+9FPX19Zg5cyYuvPBCTes4+uij8cgjj+Cqq67CL37xC/h8PkyfPh3nnHMOAKCpqQnXXXcdLrroIqTTacycORMPP/wwWltbzd5dIqIBHEhERERERMJxcngiIiIiEo5BJxEREREJx6CTiIiIiIRj0Jkjk8lgw4YNyGQydm8KGcByrAwsx8rAcnQ+lmFlkKEcGXQSERERkXAMOomIiIhIOAadRERERCQcg04iIiIiEo5BJxEREREJx6CTiIiIiIRj0ElEREREwjHoJCIiIiLhdAWd11xzDY4++mjMnTsXJ510Ep5//vmC34vH47j88ssxZ84cLFq0CI899pihjSUiIiIiZ/Lq+dHSpUtxySWXoKamBmvXrsV3vvMdPPTQQwgGg3nfW7lyJbq6urBmzRqsW7cOF1xwAb7whS+gra3NlI0nIiIiImfQFXROmDBh4L9dLheSySR27949JOhcs2YNbrzxRjQ0NGDffffFnDlz8MQTT+Bb3/pWweUmk0kkk8n8DfR6UVNTo2czNcu+Goqv+nI2lmNlYDlWBpaj87EMK4PocnS7yzee6wo6AeC6667Dww8/jEQigblz52LSpEl5f+/u7kZ7ezumTJky8Nm0adOwdu3aostcvXo1Vq1alffZkiVLcOKJJ+rdTF22bNlS9jvRaBS33HILfvCDH+hej6IoOO644zBixIi8z3t6enDKKafg2GOP1b1sUleOxdx11134j//4D0ycONHELbLH22+/jauuugotLS2qvu92u7Fy5UrTt6OjowN//OMfcf7552v6nZFyLOaaa67Bj3/8Y9OXW81uvfVWvPTSS0OSBJlMBrfffruQcqwkV111Fa644gpV333ggQcwdepUzJw5U/BW5ZOhDM877zyk0+m8z/r6+vDFL34R3/ve91Qt4wc/+AG6urryPstkMpg0aZKhekFRFBx//PEYNmyY7mUUE4/HccQRR+CMM85Q9f1LLrkE119/fcG/iSpHNfdL3UHnZZddhksuuQSvv/46PvnkkyF/7+3thcfjQW1t7cBn9fX16O3tLbrMs846C0uXLs3fQIsznVu2bMG4cePKRuwbNmzAhg0bDHUViEQi2HvvvXHXXXflff7yyy/jmWeeYTcEnbSUYzHd3d2ora2tiDJ49dVXcf755+P0009X9f1jjz1WyH5HIhFs2bJF9bLNKMdi1q9fXxFlK5Ndu3bhvvvuG/IQnX14FlGOleSVV15RfU62t7djwoQJlp3DIq9FrXw+Hx599NG8z8LhMM4//3zVxyORSOCJJ54Y8tlpp51m6Jj29vZi2rRpuOeee3Qvo5gNGzbgpptu0rSPg78rQznqDjoBwOPx4JBDDsHdd9+NSZMm4dBDDx34W11dHdLpNOLx+EDgGY1GUVdXV3R5NTU1lgWYpbjd7rIFEg6H0dnZaajgwuEwWlpahiyjtbXV8LJJXTkWE4/HkU6nK6IMwuEwxowZo3pfXC6XkP3We80YKcdiotFoRZStTDo7O9Ha2lrwuCqKIqQcK4WiKFi/fj0AdU2UnZ2dCIfDlh9PGcqwUP3U1NSE7u5uQ3Wc3+9HKpUSck83g9a4oFQ9bmc5mrLWTCaDrVu35n0WDAbR2tqalwX96KOPhjTDO1VnZyc6OzsNL6NQk2dLS4vhZZMx8Xh8SP9ip+rs7ERzc7Pq79fW1iIejwvZDhnO63Q6XbLFhfRJpVLw+XxDPg8Gg+jp6bFhi5yjt7cXiURiSJNvMbJcS1bLTWLlcrvdUBTF0LLNWEaxe7oZgsEguru7VX23r68PXq+hnKIwmoPO3t5ePProo+jt7UUqlcLTTz+NN954A/vvv/+Q7y5cuBC33XYbotEo3n33XTz33HM48sgjTdlwu5kVdBYKBpqamhAOhw0tm4yJxWIVFXRqqQibm5uF3NBkuVH29fVVTNnKxOVyFfy8ublZ9c2yWmWvC7XXhyzXktVKPUAXO/8G6+vrK/hwZAatD/haaMlMhsNhNDU1CdkOozQHnS6XC3/961+xcOFCHH744Vi9ejWuvvpqTJkyBY8++mjeoJ9zzz0XDQ0NmD9/Pi677DJcdtlleSPfnayzsxNdXV2GnoyKnaA+nw+pVMrI5pFB1ZzpFBl0qs3kiFRolgwSp7m5WYpyl1lnZydcLpfq666rq4tBp04iAzKRQacTt6MQzfnXQCCAW2+9teDfFixYgAULFgz8u7a2FldffbX+rZNYZ2cnRowYgd7eXtTX1+teRmtrq8lbRmaIxWLo6+uzezNMIVPQ2djYiHQ6DY/HY/ry1err66uYsnUCBp3ldXZ2Yo899lB93dXX1zPoLEBRlLIZT5EBmSzBnshmfqPYq1unzs5OTJo0ydCFX+oENdq3hIyppExnsX5QxYgMOidOnGh7AMJMp/lK9SFramqyvcxlp/V+UldXh2g0Knir5FPqnhkIBBCLxQwtwyjRQaeiKKpiA1mC30IYdOrU0dGBSZMmoaOjw9AyZD0xql0l9enUqrm52dB5XYwZ14wZGHSar7Ozs2iTJTOd5Wm5NjKZjOr+i5Wm1D1Tbb0l8r4r+p5eV1enahCkzLEFg06dzMp0FkuB+3w+NgHaqJqDTlGzJ0QiEYwfP972ZkEGneYrVZe1tLQw6CxDy/0kEomgsbHRgq2ST7nzTM3xE9n0LLpZW8s+MuisMIlEAqNHjxbWvC6qiZPUicfjFRP0a82KiDr3FEUZmGvOTuzTab5ydRmDztI6OzsxefJk24Mm2Zlxz3Ry87oM+2gUg06dXC6X4Ztzb29v0cnyGXTaq1IynXomuBd17plxzZghmUwilUrxPdImYtBpjNags7m5GS6Xq+r6/ssedIrOQsuwj0Yx6NRJURTDN9BSI+1kuDlXs0oZSNTV1YVQKKTpNyLPPRnO62y5MttpnnLBAOfpLC07yE5LQNHY2IhIJGLB1slD9qBTzeh5I7Tso6zZcAadBogacJFdtt0352pXCUGJngo2FAqZnpnKjrqU4bzOlmsllK8sSp1nagc/VLNIJIJhw4YhkUiU/W52kIjI+4+sSj1EyzCQSDS1+1hRk8PT502WojNC1VahyKSmpqYiMp16Kli3221603M0GkV9fb0U53W2XCuhfGXR0dFRNLNSrSOttdCSIcsG+DI8wFktk8kU7S6k9njIHJCVo3YfU6lU5bwGkz5/2jIyyrfctBd8/7p9MpkM/H5/RQQlsjSzZLdDhhslg07zydyHrNLIdC1ZzYx7ZiqVEvIaTNFN60BlxAUMOnXIXvQNDQ3o6enRtYxIJIJgMFj079VYocgiHo+jsbGxIoISvcGA2ZWnTNmZZDIJn89XEeUri3LnGbOd6qg5TtljXQkBiJnU1i2ljrHL5dLdypNtzRFJhvrTKAadOuSOHjS6jGIq4eRyqng8jlAoVBF9/mTJQGW3w+/3235c+/r6UF9fb/t2VJJyTZZGbuaVLjdD5na7kU6nS35fpgc4mZgxsKqmpkZ3vWBFXVsJZc6gU4fck0vvlBUMOuUVi8UQCoUqIhOmtyKsra1V9Uo50dshQjKZRENDQ0WUryzS6XTJPmT19fVVN9JardwMmZpBfLlBp939o60Ui8VKvs5X7RRSpb5jpC+/FXWcmsA625IjKwadOpgx+q3cMpqamhh02iQWiyEYDFZEUKK3IjT7hmbGg5pZGHSar1yZhkKhqgqQtMi9NtRcd729vQgEAlWXmDAjqCsXkBnpdmPFqHg1gbVMD/iFMOjUYXCh6rmJlhvg4fV6yzazkBjxeBzBYLAiml/1VoRm9xeTaZqSZDLJ5nWLhUKhqgqQtMi9NrT0S6y2oLPUDAlqlbvvGm1el2XQpix1bSEMOnXILdTGxkZdg4lkPzGqGTOd5nfvyK2QPR4PUqmUacvWKtunsxLKVxbl+rcz6Cwu99rQ8rBXbQOJ1NRl5TKB5ZYhe/M6UP5akz22YNCpQ24loffmrPYCIutlM52VEJT09fXB7/dr/p2IoDM3mxMOh01btlZsXjeXmj5kDDqLG3xtlDtO2ftCIBBAPB4Xvn2yUHPPrK+vRzQa1b0MJwSdQOnWVQadFUhrJVFuGSSXWCyGurq6qh5tKzrotDMAyTavM+g0h5q6jEFncVqujcHzO9vdP9pKas6zcsev3DKM9Om06p5uNLC2G4NOHawKOn0+n6rXopG5YrEYAoFARWSa9d6UzA4MI5EIGhoahCxbK06ZZC41dVkwGLQ1uy0zLfeT7u7ukvM7VzIrgk4jfTqt6reuZh9l6FtaDINOHZLJJGpqagDoH+Wr5gS1++ZcreLxOAKBgN2bYSsR07Fkg3i7p3ph87q51NRlHL1e3OCBRKWOk0wD8qymNug0cvyc0Lzu9HOEQadBejtzZ7NpIpZNxmTng3N601UqlYLH49H1W5Hnnt0PUww6zaUms8Ip4IrLDVbKXXeDj3U1TbqvZvS61uM3mJGgs6enZ6A1RyQ1+8igs4LpvYG6XK6yzbd235yrVaVkOsPhsO7Kx+xzL/dct/u8Zp9Oc7FPpzFaBqYOPtahUAjd3d3Ct1EGsvfpVHNPN4PRfbQbg06DRN5A7b45V6tsptPpfTqNVD5mvFIua3DG2O4MPvt0mkvNeVZbW1tVI621yH0jkc/nKzmd2OBjXU33iEgkgsbGxpLfsbNPp1XK7WO5V9LajUGnRoObLPVe9GqabqupQpGJmq4PTmAk6HS73aZ1Lxjc7GT3ec3mdXOpPc+c3l1FJLUj0gsFndXSV1ZRFLjdpUMWowGZkeZ1q85vNTMc6O1WZQUGnRoNPmn1XPSDp70oxu6bc7WqlOZ1o80sZlWismVn2LxuLtmb82Sn5TobPEjE7mtJNuXux+l0umRAprd53coHKqc/aDDo1GhwBVtuzqxCurq6VKW/nX5yOVW2ed3pZBnFWOhGaffodTavm8eM1xOSOrI9wMnGaNcdvc3rkUjEsqms7O6eZBSDTo0GX/R6+v2pzQw4/eRyKmY6P2fGE/zgEaPl+q2J1tfXx+Z1E3V1dSEUCpX9ntvtrpqR1moVur68Xm/R62PwtVQtQafaeqhcEqjc/Vpv87qV2X6nlzmDTo0KTbmgNfBUe4I6/eRyqkqZMsnoJMH19fXo7e01ZTtkyLhmsU+nudT2IQuFQujq6rJgi5yjUIasqamp6ET6g6+laklM9Pb2oq6uruz3jA7+dELQWSqwTiQSA3OIy4pBp0ZmnFxql8FK2h7MdPYz66Gn0HbYOTNAKpVCIBBg0GkxPkQPVejaKHWcEolEXtefajmmZtx31QRkevt0Whl0lqo7ZXvAL4RBp0bFClVLs5HaE8Pj8SCdTmvaPjKuUl6DKXPQaTcnTI1SaaolQNJCa9A5uPXF7v7RVtFShxRroVKzDL31gtX950vto+z9qxl0alTo5NI6p6EsAzyosL6+Pni9XgDOnuZF5qDT6/XaGvQZmRqF8qm9RqolQNKiWNCp9jhVSyCvtS4rdE6que86oXm9FCfEFgw6NSp0cmntV+OEp5Fq53K54PP5HJ0N6+vrg8/n0/37lpYWU4KEQqOb7X4tIoNOc8TjcdUzPVRLgKRFoSBBy/2ktrYWiURCxKZJRcsMCcFgsGASSM1910jQaeU93eVyFQysZQl+S2HQqZHW5hC1yyD5VHtgIjLTaXcAYuR1d/Q5LXWZ3WUuo0LBSrHjVG6OyUpmxnmmZhl6Ew1W39OLta46IbbQHHQmk0lceeWVWLhwIebOnYtly5bhk08+KfjdFStW4NBDD8Xs2bMxe/ZsnHjiiYY32G6F3mctMujk6+PsU+39/swKEgqNPLV71G21l61ZGHQao+WBTO3UVJXIqqDTKc3rRvbRbpqDznQ6jbFjx2L16tV45plnMGfOHFx88cVFv3/uuefi+eefx/PPP4/77rvP0MbKoFCTpcigkxW1fZyeDTM6EMrMc2/wtth9Xld7FtssrMuM0RJ0OiGgEIVBZz4nnyOag85AIIBzzjkHI0eOhMfjwUknnYRPP/206Lxi1UBrB3n2g3IGJwcmuYOh9BJ57tl9Xjv9gUIWWoMBDiTKp2UgUbFBIm63u+JnOTHjPFMzyEZvvRCNRlXNI2qWUvso+3gRY3clAO+88w5aWlqKvtbxzjvvxJ133om2tjZ897vfxQEHHFB0WclkckiBe71eyyY7zU57VGr6I0VRhvw9FArhgw8+UD1tUqFlFNPU1ITdu3fzTR4aqCnHUrLl4/P5kEgkHHns29vbEQqFDG17KBRCe3u74f3PZDIFr5n169eXXLbRcixGURR4PB4kk0lHlq1M2tvb0dTUpKocQ6EQOjo6eMxzdHR0DLlOg8EgOjs7hxynYsc6+32RwYaoa1Gtjo6OsudZVigUKnjPLHSsB/N6vbrqBUVRBv5nhWJ1c7l9FF2Obnf5PKahoLOnpwfXXnstvv3tbxf8+8knn4yLLroIgUAATz31FL7//e/j3nvvxahRowp+f/Xq1Vi1alXeZ0uWLLG8L+iWLVuK/i0Wi2HTpk15n8XjcWzcuHHI51qWUUwmk8FHH32EcePGqfo+fa5UOZaSLZ9YLIaNGzc6svP++vXr4fF4VJ9nhSiKgl27dhlaRiaTQTweH7KMRCKB9evXq1q23nIsJhaLYfPmzZquQyps3bp1mDp1qqrjuGvXLoTDYR7zHLt378auXbuwe/fuvM8jkciQ4/Txxx8jk8kM+dzj8eDf//432trahG+v2deiWjt37kR7e7uqTHlfXx82bNgw5Dht3boV0Wi05Pm3e/dudHR0aD5HC9VxIqXTaaxbt27IOnfs2IFwOIzu7u6SvxdVjhMnTiz7Hd1BZyKRwMUXX4wvf/nLWLx4ccHvTJ8+feC/FyxYgDVr1uCVV14p+v2zzjoLS5cuzd9AizOdW7Zswbhx4wpG7H19fWhsbBxycXu9XvzlL39RfdHX1dWp/u6UKVMQi8UsqVAqRblyLCcQCKCtrQ3Dhg3DsGHDHHnst2/fjra2NsPbnj0WenV1dWHkyJFDlpFIJPDcc8+VXLbRciwmu09G9436++pOnz5ddTlqqfuqQSAQwIQJE4Z8Xug4eTweTJgwYcjnEyZMEH5cRV2LahU7ToV0d3fjrbfeGnI8UqkUZsyYUXL7Q6EQampqNB9Lq+uSadOm4dVXXx2yztra2pKBn93lCOgMOlOpFH70ox9h+PDhuPDCC1X/rtzAhpqaGineG+p2uwsWSHd3N1paWob8rbW1FeFwWFUhZqe9UFvgra2tWLt2rW0niJMVK8dScsvH7/cjlUo58th3dXWhtbXV8La7XC5Dy+jq6ip4zQwbNkz1NaOnHEvJ7pPRfaP+2TzUnmc85kMVO7cLHaeuri7st99+Qz5vaWlBV1eXJcfV7GtRLS3nTan7cbl+7n6/H319fZr2MZPJWH5eF9tHtdthVzkCOufpvOaaa5BIJLBixYqSgeTTTz+NWCyGVCqFJ554Am+//TYOOugg3Rtrt2KdmQOBAHp7e1UtQ+u0F3YPuKg22VdgAs6eVkeWUYzFtqOpqamqBx9WCjPeFENDaZn4mwO08hW7Z6o59/TU+d3d3QgGg5p+Y5SRfbSb5kzn9u3b8fDDD8Pv9+Owww4b+PxXv/oVduzYgdWrVw9MjfSnP/0JV111FVwuF9ra2nD99ddjzJgx5m29xYqNftMyNY3W11SxQrFWPB7PCzqdOsK5s7MTkydPNrycbOd4vdMvFbtRer1eW0bcOqFSdhKtD9HZkdZO7CdttnIDWgZPz1fs3tHc3GxbX0sraL1m6+rqEI1Gda1Lz+t57XjAd3JcoDnoHD16NF5//fWif1+wYMHAf99+++36tkpSZpxcWkcZMtNprVgsNjCdlZOn1eno6MCBBx5oeDkNDQ3o6elBY2Ojrt+XOt/tCADT6fRAExsDUOMURdHUTNfc3DzQJF/tSmXIsi9PGDFixMBnpTKd77zzjrDttFs0GkVDQ4Pq7xuZn1jPb+14rXVdXd2Q1tXcVjqZsXONBqWCTrUnq9bANRQKlR2JRuappEynGU/fRt8cpDWzL1oymTT0Pnoyhg/Rnyt1jRY6Tn19ffD7/aq+W0n01CGD78ciAzI7Mp0ul2vIPsrSpaocBp0alAs61cx9pfXEcLvdzMhYKDfT6fQ+nWY8fRu9oclWEfb19Q0MVjT6xibSrtIDJC1KXaNajpPdr5QVzawWRlH1kCx1nCzbUQ6DTg1KVRLBYFBVRtIpJ0a1yn0idnLzejgcLvrCBi1EBp12ZJKTyaQUM2RUKwadn9Oa6SyWfHBy/z419N4zc5NAlRh0Dj4fnBJbMOjUQGsloXUZxTDTaZ1KaV7P7btohMig044AhEGneXJbBdRi0Pm5cteG2kDSyS0yaui5Zw5OAons5mNXF6LBrauydWUqhkGnBqUKVW0loffEYOBpjUppXjfrfKnEoJN9Os2hpwtHpWfltNBybaRSqaod8a/3PMs9fqIznXa873xwYG3XdmjFoFODUk2WavvV6DkxAoEAYrGYpt+QPpWS6TRLS0uLoSCht7e3aAd+OwKQ3D6dZIyeB+hK73+oRanjN/g4hcNhR2SxRNATMA4+fiIDMruatQvtoxPOEQadGpRqshTZvM6K2jqVMmWSWYxmIwuNsjRr2Xqwed08euoyNq9/Tkums9yxruSWMD0PN1ZnOu0I9qzcRzMx6DSJ2spUT6aFFbV1KiHTaWZgJfLcs7t5PTtROenDoNMYLaPXyx1rr9eLVCpl+jbKwIzzTGRAZtf8mAw6q5zaylTPEykrautUwmswzax8RJ57dmTwcx/6nFq+smDQaUyp4zf4NbHljnUlv1ZW9qDTLk7dRwadJhHZP40VtXUGDyRyYqbTzMqnvr5e9yvlMplMybkw7W5ed2r5ykLPecZj/rncVpXBPB5PXha+XBNzJd8jotEo6uvrNf1m8P3YKSO7tRi8j11dXZa/A14PBp0qlRv1KroZkiM+rZF7I3Bqn04zg06Xy6W7v1h3d3fJ93LbHXQ6tXxl4ZTRsrLScl2Vu6YrOegEtL/IYXArSqlXjjpVoZYiLa+ktYv8WygJMy76VCqla+7ESq9QZFIJmU5ZnurVZGesfpjKfXh0avnKQu95xjdBaVcuwOc9Il+h4yEiIMtkMrYFek4tcwadKpULOgOBABKJRMll6H1LDEevW2fwQCIn9vkzu2+P3iBBxn5o7NNpHqf0IXOq3Ouu3LHmPSKfkYBscNeGUrq6ukq25ojEoLPC2fn+V6eeXE5UCVMmiWj21NPEXu5893g8eW/UsAL7dJonEomgsbFR8+88Hk/FjrRWS02GzOfzDSQy1LS0VWIXLL1dewbPba1lOVrqBTsfvHLjAidNmcWgUyU1N/JyBc+gU36DR687MSgxuyJsbGxEJBKxfTvMwD6d5lEURVfTYiWPtFZLTYYst96v1oFEeh9scmkNyLTU+3Z2ZcoNrO2atkkPBp0qmXFy6V1GY2Nj3uuuSBw2rw+l94amZjus7t83uE+nE8vX6So1K6eFmmsj97pLpVK2DWS1kxmtNr29vairq1P9fZ/Pp7pekOXBuqOjwzGD+hh0qqTm5Co32bTeC8jtdjsqfe5kHEg0lN4gwYzWAbMN7tPpxPJ1OvY/VHc/0XKcKjnoNKNbm5b7rtbmdRmCPVmCXzUYdKqkplCbmprQ1dVlaBlkr9xXnTq1+VXvgLVi9AYJaoJfv9+PeDyud9M0Y59Ocxh5WKjUAEkLNddG7nEq1yJQqcfUyD3T7XYjk8loXoZT+nQCn58Xdm+HFgw6VdLaHKJ3GSQPLc0sMslkMvB4PKYtT2TzutU3y9zmdac+VMhAa5NlrkoNkLRQkyHTcpycWleVY6TVJhQKoaurS/N910nN6y6XS1dgbScGnSqZUUkYOTGMTNJN+jh1PkGzt7uSgk5OmWQOI3UZg05t10ZfX5+q+Z2dWl+VYsZ5JjLTafecyHoDazsx6FQpHA6rGm1Yqu+bkRO0rq4Ovb29un5L+jHQ1x8kJBKJgf6xxVjdv4/N6+YwGgxwIJG6oLOjowOdnZ2mdpdxEjPOM633XSc1r+vdRzsx6FRJTZOlyEwnK2pSy+xAWfQrXu0KOtm8rp+RARTMdGrLdNod2NjJjPOskvt05u6jDAOa1GDQaaJyWZty016UworaHk5rsorH4/D7/aYus6WlRdgDj519Otm8rp+Rmy1Hr2sbva42oPB6vRV3PptxnmkNyLT06Uwmk2Vbc0TK3UenPJgw6DRRuRuokQCGFTWpIaLyEZ3ptDKDzymTzGGkOY+Tw6s7flr761XicZW9T6fdnJgNZ9BpokpqhqR+TuvTKaKZZfAr5dRIp9Oq3lZjZ/O6k24usjFyk/P5fFX/Gkw1/Z2z8zOrPdYiWyTs0tvbq/tNO1YEnXbfH7L7aMabm6zCoFMFtU2W5W6gnNuORBPxxKsnQ6/mNX+AvQOJ2KdTP6Pnmd03a7upvaa0BJ2Veo/Q20KoNyBz0sNodh8VRXFMVzAGnSpoueiLPWmqnfai1LIrsUKRSaEycsqFnCVLM4usN0r26TSHkwYuOJ3argy8R+TL3o+1BmRq+3Sqbc0RyYkDjBl0qqD2Bur3+4s+IRmtpJ14cjlN7nvXnUpU0Kk1M6X2fM/2W7MK+3SaQ5aHG6fScj2pvZYYdObTezzU1gvhcNj2a8CJYz0YdKqgpYIt9kRltJJmhSJe7nvXs5zWDChqvrbsmy/M3o7sq+qswuZ1c0QiETQ0NOj+faW+QUcNLRmy2tpabN++vSoznZlMxlBLU21tLZLJpOZlqA06ZXjwypa5k1rkGHSqYMbJZXQZTnyicZpYLMZMZxGhUAjd3d22b4dRg5vXGXTqZ+RGV2kBkhZaMmTNzc3YuHGjqsnhK20gUXd3N4LBoKFl6EkaqH0gkqGO8/v96OjoQH19va3boQWDThVkCDobGhrQ09NjaBuotHg8PiTT6aQnSEBcXzutQYIMFXIhuS95YJ9O+1Rz0Knl2mhubsbOnTtVjQeotGNqRh3S09OjOSBT+zAqy1uAZNkOtRh0qqDlRu52uwtOB2L0AuK718UrlOl02jEXFexVStCZi5lO+1RagKSF1qBT7fRSlXZMzahDUqmU5mU4qXkd0LePdmLQqYKWJ4liE/Q67WmkGhUaSGR1n0Oj1E5VpJWeoFPtg5qeeUDNwD6d+pjxIFbNAyO1Bp1G7z1OZUZQp+X4ZWkJOmWYwUHPPtpJc9CZTCZx5ZVXYuHChZg7dy6WLVuGTz75pOB34/E4Lr/8csyZMweLFi3CY489ZniD7aDl5C/W91KWE5SKKzSQyGlNsJlMRsg0HlqDBK03VjsyNE4rW1lEo1FDg4iA6u6jrvV+ova+4fV6kU6njWyaVMy4Z2o5fllO6tMJ6NtHO2m+O6XTaYwdOxarV6/GM888gzlz5uDiiy8u+N2VK1eiq6sLa9aswbXXXovrrrsOmzZtMrzRVjPjBmrWCeq05l4nKZTpZBNsP61BgpbMvl1ZL5atPma02lRaU7AWWq8NLce6ku4PTsh0yhB0Oi3TqXm28kAggHPOOWfg3yeddBJuvvlmhMPhISPs1qxZgxtvvBENDQ3Yd999MWfOHDzxxBP41re+VXDZyWRySGF7vd6BKU5EyzajDm5ODYfDaGxsVNXM2tTUhK1bt2LPPffM+3znzp0IhUKGmmobGhrQ3d3tmNddlZKtHEUM1ClWjuVEo1HU1NTk/c7r9SIej+saHShyH0utU0R3gFAohLVr16pedjKZhNfrVX3NtLe3D/mu3nIsJff4eL1eJBIJ3ct30ltAzNTe3o6mpibVx61QOYZCIWzfvl3YHK0NDQ3Slk1HRwf22WcfVccvFAppOtairn8R12I57e3t2HPPPQ2ts6mpSfN9V2290NHRYfiebgYt+yi6HNW0sul/Rc7/eeedd9DS0jIk4Ozu7kZ7ezumTJky8Nm0adOwdu3aostavXo1Vq1alffZkiVLcOKJJxrdTE22bNmS9+9oNDrks2LGjRuH1atX4w9/+EPe5z6fD93d3YhGo7q3y+v14t1338XYsWN1L0MWDz30ENxuN7761a8KW4faMsv9vsfjycvGJ5NJrF+/XtfMAXfeeScmTJiA2bNna/6tXvF4XEhrQiwWw8aNG1UvOxaLqf5uJpPBRx99hPHjxxf8u9ZyVLtdsVgM4XBY9/E677zzcOutt5q2bU7xwQcfAIDm45Zbjj6fD2vXrsXpp59u6rYBwLZt23DOOefg6KOPNn3ZZti0aZPq68Pn8+Hggw9WfaxFXf9ZZl6L5WzcuBH777+/of2ZPn06WltbNS1j165d2L17d9nfZB+a4vG47u0zw3777Yf6+npN+yiqHCdOnFj2O4aCzp6eHlx77bX49re/PeRvvb298Hg8eX3k6uvr0dvbW3R5Z511FpYuXZq/gRZnOrds2YJx48blReyBQABtbW2qltHW1oZjjz1WyPaNHz8e9fX1qrdFZtmJf0XsS7FyLKehoQHDhg3L26aWlhaMHDmyaEBUSnbUqVXlFYvF0NzcLGR9Pp8Pf/7zn1UvW8s1M2XKFESj0SHf11uOarcrlUrB5/PpPl7r1q2riGtRqzfffBMTJ05Uve+FyrGtrQ0PPPCAkO17+OGHsX37dmnLJp1OY++998bIkSNVfX/mzJmqlx0MBjF69GjT75kirkU169x7770xZswY3cvQcw4oiqKq/vJ4PJg6dartGXUtD252lONguoPORCKBiy++GF/+8pexePHiIX+vq6tDOp3Om/swGo2irq6u6DJramosCzBLcbvdeQUy+N92aWlpQTgclmJbjAqHw/B4PEL3RWu5JRIJ1NXV5f3G7/cjlUrp2s5wOIyuri7LyqurqwstLS1C1tfa2qrp3HO5XKq/29raik8//bTo9828/nK3y+fz6X5/ciqVwubNm+FyuWy/6Vitq6sLw4YN03zcrKpHW1tb8cEHH0hbT4bDYbS2tgrZvpaWFnR1dakOaLWy8l4o8jiVUltbi76+vrLrdblcA3P+Oo2dMY2utaZSKfzoRz/C8OHDceGFFxb8TjAYRGtra97I9o8++giTJk3StaFUWZ3vOzs7pduXQgOJjEyrY/U+ipyWS8u0RqlUSlNlbNd5bWTu23A4jL6+vqp8YYMsAyiKkb2ezH0Vq9lk33ctCtXHVuAAQ7F0BZ3XXHMNEokEVqxYUfIpf+HChbjtttsQjUbx7rvv4rnnnsORRx6pe2PtUGgaHbtU0jQjnZ2d0s3TV2zKJKcEnaKDAbUZvUKDCktx4pyN2XJ12nabQfY5h514PpmlmvfdLGqnTCJ9NDevb9++HQ8//DD8fj8OO+ywgc9/9atfYceOHVi9ejXuu+8+AMC5556Lq6++GvPnz0cwGMRll12GCRMmmLbxVpDpqb65ubnonKhOY2Wzs1qF3khkZC7H7u5uS28AsswFq/WasTM7o7dpvKOjAx6PB52dndL2HRRFpjqxkErK9mlVSYkJu6hNNFTS9FRW0hx0jh49Gq+//nrRvy9YsGDgv2tra3H11Vfr2zJJyFTBVlJlqiiKdBMZm9283tDQIGxKmEJkOVe1bkcwGER3d7fALTJfNtislOtRC1nOs2ICgYDtI4pLEdkHuJLuEXZh87pYcqWaJNTR0SFF9giorApFxgEYZjevq52n0ixWNK+r2R+tGVe3221J1sDMdXR2dmLy5MkVcz1qEY1Gdc1bayXZ6pYsrf2dtaqUe0R2dhM7eDweVQkRWc8x2THoLEOmp3r21xGr2BuJ9DSv29H0IvpcDYVCqjK3erbDigq8r68PPp/PlGV1dnZi0qRJFXGD10rGB0an0NrfWatKCTq7uroQCoXs3gwSgEFnGTIFnfX19YYml5eFoigD/5OJmZnObP9QK/dR9ACPlpYWVQ89eq4ZK45TX1+faaOGqznolO26LUTWbRR9jVZK0ClL/3QyH4POMmQKOislu9Db24u6ujr4/X6p+l4VCjr19um0Y4Sv6HNV7Q1N776LDhQKTVWjd50dHR2YNGkSWx4k5Xa7peszDogPptQ+GMpOpvtuIel0umLux1Zj0FmGbCd/JZzo2WMq21N5JpMZ0t9Kb6Yzu49WBtbd3d0IBoPClq+2vPRcM3V1dSXfVmYGM+dHrNZMp6wZxMHUdgWxmixdYGRn97Rc5e6ziURCmqkUnYZBZxkyDSQCnFPpl5J92pdteo9CFY3ePp127aPIaahEBp1WHKdkMjmkT6feh7hwOFyVQWckEkFjY6Pdm1GWbHVLluig0+PxWDp4URS7kz3l7rOFptcjdRh0lmH3yT+Y2hHEMpM101mI3uZ1J+2jWmr3JRwOa75mrDhOZvbpTKVSCIVCwrOzsnFKXztZrzvZ7ieykv045b7em7Rh0FmGbE/2jY2NiEQidm+GIU4KyIw2r1u5j6Kz4GpnT9AzStyK42Rmn06gMrq6aCV7MJAla91ixfGrlNYwmc8zZjr1Y9BZhqIoUr05R9ZmIy1kDToLVdZOCTqtuNGIPPesmA6sUPM6oO/YZX9TCTd4Lezua6eWbHVLlmzdtWQle0adQad+8kRTpIqslakW2RuXE+Yd1dun0+p97O3tFT5ht8hzz67mdZ/PJ+UoZ1nJnoHKkrVuseL41dbWSjUriB6yn2dsXtePQWcZsmUyKiHozFYosmVtCzWXOqVPpxWVtNODzkLN63oy2bndByqhj7UWsgcDWbLWk6Inhwfk3XctZM+oM9OpH4POEmQLOIHKqFCyTSdO2BcjzetWjl63Ihjw+/1lj0VfXx+8Xq/mZVs1er1QplNr+eYe62Aw6Pg+1lo4JeiU7YE2K5VKmfZWrGKcUK+Wk0wm4ff77d6Mopjp1I9BZwlWNFlqJWuzkRYy9uks9oCht3k9OwCtkjKdQPkHMT0j1wHrMp2Db/h6yjf3WMt0DltB9r52WdVWLrmqed+twkynfgw6S5Dxqb4SKpRsQCbTRMbFJg7Xm+kE+pteKy3oFLUddvXp1FO+1R50ynCelVNt5ZKrmvfdTKUesOPxOINOnRh0liBjBStrs5EWiqLA5XLB7XZL0x+uWHOJ3j6d2QrLqsBalj5QerejsbER3d3dArbocyKa1yuh5UELWc6zcvx+PxKJhN2bYYtqOydF8Pl8SKVSRf9e6JXJpA6DzhJkDDr5FCtGseYSI5lOAJYF1lY1e3o8npKjvfVeM1bMeWnWQKLcwKvarkc2K+qnt7+zVk5PTKTTadunKSzX7YbXgX4MOkuQsf9Std3krFKsuURPnz87BqBZ9YDU1NSEcDhs+3boYWafzmy94PQbvB7VOCm+Gay6Npx+j7BihH855VpAOJBIPwadJcjYlBQIBBz96r1s03qWLDewYs0leppfo9EoGhoazNo0VWS5oRnZDtHnAvt0kp1kuUZlJ8ODa7l6gZlO/Rh0liDDyT+YLEGaXtFoNG9GgNraWsRiMRu3qF+pTKeRoASwpsxkuaEZbR0QmSUW1afTyTf4SlauK4jVZLlGZSfDfbdcvc+BRPox6CxBhpO/0gw+prJUkMUynWYEnVYE1t3d3WhsbBS6DqC/ObnUIAUjrQP19fWIRqN6N62sYs3rDDrVyWQyjnroLdcVxGpWvQIzFApJtd9aydCtzefzle3TyeZ1fRh0lsCg03yFgk4ZRloWay7Rky2xK7C2IiAQ2bwu+lwo1ryutU9nbp8zWc5fK3R3dyMYDNq9GarJVjZW3U/cbreULzZRS4b7LpvXxWHQWYIMJ38hMk01pNXgTJgsAzGKNZe4XC7NFfjgfbTi5mdVBqpc0GlkEIDoc8Gs0eupVGpgFHIgEJCie4gVZK0Pi5EtC23l8XNSRnowGcZSqGleZ6ZTHwadJWQnMZdNMBgUPqehKIObTmS5MZjZXDJ4H2UJrM1QrrzS6bTuaWFEnwtm9enM5XK5HH2D18JpQads153Tjp9dZDhOzHSKw6CzDBlvKLI1G2kha5/OUh3DtZ4DVu+jlU1pIvfFiqDTjCmTZKwTrCBDMKCFLHVLltOOn11kOE7l+nRyIJF+DDodSLbKVAtZg06zM51W7uPgGQFEEvnAI/o4mTVlUrWSYYCHFrLULVlWHj9ZZgXRQ4ags1y9YNVE/5WIQacDydZspIXMQWexJ1etmUSr99HKPlCiM50iM/hmNK8Xypa6XC7H9rHWQoa+dlrIUrdkdXZ2WjbpeSW1htmhXNA5eL5pUo9BZxEyj/6TrTLVwo5BNmqY2THc6n20MoNSU1NT9J3EhQIyLezo06k101nohhgMBtHV1WXKNspMhmBAC1nqlqxMJgOPx2PJupycmCjUImE1Pd1uSB0GnUXY8VYZtZwcdMo6yKZUplPrE21PT0/euSO6vGQJBoxuhxWj14326Sw016Is57Bospxnajm5njSqmvfdDOVaQJjl1I9BZxEyNyU5uUIZ3P+wsbERkUjExi3qV6pjuNas9+ARzaKDElmCAaPb4YQ+nYX20cnXoxaynGdqVUu5FFLN+24G9vUWh0FnETJXsLI1G2mVG5DJMpGxyDdMiA6srT5Xi5WX0e2w4o1ERvt0MuiUs04spFRXkEpXLeekKAw6xWHQWYTMFWylVSiyBJ2ipsAQHVhbfa56vd6CTdJG+5bqmYhfCzNeg1nNQacTp4mRoW4BgEQiYWk/RacmJlKplGX9XkspN2US6cegswgGnWLIchMYrNRAIi39d4rtn8j9trorSHNzc8F3O8vcJQXob1432qezWNDpxBs8Wcfq+4lT7xHhcFiKOoSZTnF0BZ0rV67EkiVLcNBBB+Hxxx8v+r0VK1bg0EMPxezZszF79myceOKJujfUajIHnYFAAIlEwu7N0KxU4GV3MGrWlEmRSMTyAWhWz59Y7IYm8zUD9Jej251f5ZnRvF4tA4lIP6uvDaeek7I8uKqZMon00TW76bhx43DxxRfj1ltvLfvdc889F2eeeaae1diqs7MTkydPtnszKkokEkEwGBzyeX19PXp7ey2b4LyQRCJhSp/OUgGgqLndZMmimLEd2SZ2q0aHas1oFBq97tSsUjXIdgUxMpWXGWS5RmUny4NrqXpBli4ATqUr07lw4UJ86Utfsn0uLZFkeeIqxolPWsUqFBkqyFKBjtfrRTqdVrWcYvuYDaxFsPKNRIDYoNPq2QzMal63+/wVLZPJOHKamGJdQaxmdTAly6wgWskSdJbq0+nEvs0yEf4epzvvvBN33nkn2tra8N3vfhcHHHBA0e8mk8khTxder9ey4Db7VpFMJoOOjg6EQiFp3zSiKIq021ZMe3s7mpqahmx3U1MT2tvbMWbMGFPWk1uOWn5T7Ps+n091RVNuH0VUVplMBoqiWPYgEgqF0N7ePmQfzbhmssepoaFBVzmWUuia8Xq9SCQSqtcRDofR2NiY9/1QKISOjg7HXY9adHZ26i5bs8tRi+z51Nraavm6cxWrF0RKp9Omrc+qMmxvb5fivluqXujt7UVtba3t26iH6HIc3H2pEKFB58knn4yLLroIgUAATz31FL7//e/j3nvvxahRowp+f/Xq1Vi1alXeZ0uWLLG8L+iWLVuwdetWRCIRbNq0ydJ1q5VIJLB+/XpHpfk/+OADKIpS8Jh+8MEHBZvejdiyZYvq78ZisaJlnUwm8cknn6javo8++gjpdHrIstxuN9auXas6Y6pFqW0Xoa+vD5s3bx6yzu3bt6Orqws9PT26l+12u/Hee+/lfaalHEspdJw6OjrQ0dGh+vhFo1Fs3bp1yOednZ3S1hVm2Lx5Mzwej6F9NKsctXC5XHj//ffh9/stX3eudevWYfLkyZaeIyLqBdFluG7dOowbN872a6m9vR27du0quB2ffvop+vr6bN9GI0SV48SJE8t+R2jQOX369IH/XrBgAdasWYNXXnkFixcvLvj9s846C0uXLs3fQIsznVu2bMG4ceMAAF/4whekbVIaPXo0mpqaLB1AYtQbb7yBSZMmoa2tLe/ziRMnwufzDflcr9xyVPPkBQB1dXVF19/c3IxRo0Zh+PDhZZfj9XoxZcqUIcuaMGECAoGAafuYS9Ryi5k+fTq2bt06ZJ1+vx+TJk0ytOwJEybA7/ejra1NVzmWUug4NTc3o6amRvXxK3asrS4Dq+3atQttbW269tHsctRi4sSJmspXFJfLhenTp1u6HWaek1aVoR3HqZDe3t6i94REIoERI0bYvo162HktZglvXs9VLoCrqamRop+o2+2Gy+WSOovY0tKCrq4uDBs2zO5NUS0cDmPYsGFDTvZhw4ahq6vL9IvA7XarXqbL5Sr6Xb/fj3Q6rWpZ4XAY06ZNG/LdlpYWhMNh0/cxOyLbygqktbW14L6UOoZalj34XDBr/wptX21tLVKplOHzxIx9l1lXVxdaWloM7aPV5ynweT1pd9mEw2G0trZauh3Z+5iZiRPRZWjHcSrE7/ejr6+v4HYkk0kEAgHbt9EIO67FgXXr+VEqlUIikYCiKAP/XaiPwNNPP41YLIZUKoUnnngCb7/9Ng466CDDG03OHLxQbGS37PuiZVodq/cxEomgsbHR9OWWIrK8rD4XtE6ZVIysLSJmkWWAh1ay1C12HL+6ujphgxdFkeU8KzV6XeSLRKqBrqDz6quvxqxZs/Cvf/0Ly5cvx6xZs/Dmm2/i0Ucfzet/+ac//Qnz58/HEUccgbvuugvXX3+9aYNFqp0TJ6SWefR6KVqm1Sm2j6LmzbOjkm5qaqqYoNPj8ajuVB+Px4v2DXS73UL668pClmBAK1nmq+zq6kIoFLJ0nbLXq4WEw2E0NTXZvRkl63yOXjdGV/P6ihUrsGLFioJ/W7BgwcB/33777bo2ym5OmI7IiRWKk4NOtdPqWL2PdgQDPp9vyDut4/G4KV1jZD4XSh3rUCg00ARdiTo7OzFz5ky7N0MzWc6nTCZjeXet7L7vsccelq7XiFQqZfucqkDpKZNisZgpczpXK+d2ShDIjiZLrWR5gteiVEBmZ9a23EOGlkxntgP6YKJufrLMJ2vWW5HsPhdKKRV0yhLciCLLeaZVpZdLKTJfS8XIkvBh87o4DDoLcEJTkhMr02g0WjAgs3si40QiUXJKFS39/opNMi8y02lHdm3wPpp1zdjxMKX2RldqH1taWhx3g9fCCXViISK7gsjOiYkJWZRrXmemUz8GnQXYdSPXwolBJ1B4wIXdgzDKPblqfVViIY2Njeju7ja0jEJkCQbM2o5AIIBYLGbCFpmvVL3g1OtRLVnOM60KdQWpFk48J+2+F2SVa15nplM/Bp0FOKEpqdIqFDsrm3Idw7X06Sy2H6L2z65gIPtOa7O3Q9RxKvUaR7XrLFUvOPF61CKZTNo+wbpT2ZUZc9o52dfXB6/X0lkci3K73UUHGHIgkTEMOgtwwlO9E/vryKpcx3C1zevl3k8tIqCy61wdfEOT/Zrp6+szPNCpmvt0kn6yXKOyk70OyeJAImMYdBbghJPf7/ebMr+gVcoFZFa+O3wws5rX7RiAZucNLfehp6Ojw7QuKSLOg2QyWTToNKNPp9Nu8GQdu1rOnJaYcMJ9F2Cm0ygGnQWEw2FHnPxOUi4ga2hoMPTObiPKNX+pDTrVVJpmB1R23dAGD1Iw84bhcrlUz52pVqmgU61yQaeTbvDVxKwXAOjFTKc6sgWdxZIkzHQaw6CzACcMJALk6XStRrngyM6RlmoynWr6dJbbx/r6ekSjUV3bWEyxKZpEE9m8HgqFTB90lUwmi87/p/Y6KlUvVPJIYbWvgJWV3cGXXcFUY2OjbQ/yepjZWmKGYgkCDiQyxrk1iUCyPXFVgnKBvJ03hnLNJWozJWr20exsmNnvVlZLZNAp4lwo1adTbfa5q6sLwWCw4N/sDmxEkuUtMXrZXTZ23U+clJQAnHPfZfO6MQw6C3DC6HWgf4SdU6YDKVeh2HljKNdcYlbzeiVlwwaXl5mv+RNxLpjRvK4oStGMn5YZDpzGKcFAMTIEnTJl8GTllPOMzevGMOgswCnp86amJoTDYbs3QxXZg04zmtft2Ee7Bl8N3pdMJmNaE6yooNNo83q1ckowUIzdD3t2Hj9Z3vCjhlPOM2Y6jWHQWYQTbkR2V6ZayBx0WjWQyOx9LDcjgEgiB85Y3bwOmHNzdtINXgunZ+rsznTa3XLmlPPSKUEnM53GMOh0MLsrUy3UBGR2jf4tl+nU0qfTyqCzu7vbtCZtrQY/8JgZ/Ip4pWSp5vVSbx8h+4Mmo+yeWcDOYMpJg4mccp6lUilpJrF3IgadDuakoLPcyEQ7s7Zq3kikJugst49m3/zsvJmJ7NphdZ9ONeWrpsuN1+t1TB9rLZySgSrG7nqyu7u76AA00ezedy1kG7DmhNZOJ2LQOYidTZZaOalCkbl5Xc1AIhn7dNoZDHg8noG5NM1ubrK6T6ea8lWThXFSH2stGHQaU2oAmmh277sWmUxGqgxisW4JTokPZMWgc5Cenh7bnkq1clKFInvQaUbzermMqdnZXLuDgWylbPZ2WN2nU02mU80+Oul61MLu88yoSi0XNap530lODDoH6erqckwFa3dfJS3KBWT19fWOfyNROZWU6RS5HVY3r6t5qKj2oNPJA4kqNQOthpPuEbJxuVyOGYTlJAw6B3FS0Omk0evl2NlkYda718sx+41EsnS8N/tNIoFAALFYzLTlAcb7dKoJOivpeswly8ONXl6vF+l02pZ12x20OOlByO5jNVixbjeybafTMOgcpKuryzFP9axQzKEm06mmT2e5fTT7ydnuDJTf70cikXBEUGK0T6faTGclZpX6+vqKHjsqze45n53yIJRIJOD3++3ejDxqu1WRNgw6B+nq6pJqBF0pTgo61bAr22lGn04zJ0dXy+5gL3v+idgOs8+FUn061TavlwvwK+16JOPsfjB0yjlpd11WSLEWEA4kMoZB5yBOal53yvyCWgIyOzKiZjSvm/kaSLXsrqhFBp1mM9q8rqYrg1Nu8GQdu68Np5yTdh+nQszqVkX5GHQO4qSg0ynUBmSNjY2IRCIWbFG+cu/lNqv5FTC3id3uilp0pjM7JZMZrGped8INvhrV1NQgkUhYvl5ZrlHZ2X2cCimU1Onr65NqWicnYtA5CINO86mtUOyqIBVFKdlkYtboZsDcwNru/mLZPowiBjSFQiF0dXWZtjxOmaRPX18fPB6P3ZthmF19G+0e7GfnrCBayBh0FqoX7K5zKwGDzkG6u7ulO/lLcUL/Ei1Bp4wDMTweT9nRr7IH1iJkb+Qi+q2Z/SpMo1MmRSIRNDY2lvxOJZVtVjgcdlR9WIxddYvdwZQT7g+A/cF5IYWCznKDTqk8Bp2DOC3T6fV6pe/XqbbitSsbYUbFbEfQafcNJbsvagIyvcs2i9E+nWreKuPz+SruNZh2B01mseuBoFKOn2h2D7gqpFC3G2Y6jWPQOUgikXDUSeWEiY/VzuMoc6aoXICnZR9lzObqkS0vEa/5ExF0GunTWa0qJWiyM+i0O5iy++FUDRnPs0ItIOVeckLlMeh0OJkDtaxKaHouN/jH6mxuJpOx/WYisrzMXrbRKZOqlYzBgB7Vnuk0c1CeCLIcp1zF+nSyed0YBp0O54TMmexBpxmjya3eRzumaBosN9MpatlmMdK8LvOLDUSTMRjQw666RYa+inbNCqKFjOdZsT6dzHQaw6DT4ZzwxgnZg04zWL2PMlTSoVBIWNeOlpYWU5dtJOjs7e1FXV2dqvU4oY+1FjI0D5vBrnpSRH9nrZxQr4bDYdsfogcr1qeTmU5jGHTmsOOtMkY5oULR0vRsR9ZWTTN1ue9YHXSa/b5zPTweD3p6elBfX2/6ss3O4Bvp06klwHfC9aiFDJk6M9jZImR3NxgnJCYymYx0U3MV6nbDgUTGOSvCEqyrq8v2p1KtnHCTU3vjsmNf1PaNLNfEqnYqjUrKdIrcDpn6dGrJ9jnhetRClvPMqEorFy2qed+NYPO6GAw6c3R0dCAYDNq9GZo4oUJJJpOqArJAIIBYLGbBFn3OrHnX1GYzzMq4yBIMuFwuRwSdRprXqznTKct5ZpTZLxtQy+4sJ+CMc1KG4zQYm9fF0BV0rly5EkuWLMFBBx2Exx9/vOj34vE4Lr/8csyZMweLFi3CY489pntDrdDZ2Sldv5JynFChqGVHxaO2ucSsbaurq0Nvb6/h5cgSDDQ3NwvZDr/fb+qIciPN61qamCvpegT6+9o1NTXZvRmGeTwey0dwK4oixSC0SjsnrcIpk8TQFXSOGzcOF198Mfbee++S31u5ciW6urqwZs0aXHvttbjuuuuwadMmXRtqBacGnbKPXtfC6kpababTrO1yuVyWTkYvmqig02xGXoNZzZnOVCpVNFin0qLRqJD+zlrJfo+IxWLw+/12b8YQnDJJDF1B58KFC/GlL32paCWetWbNGixbtgwNDQ3Yd999MWfOHDzxxBO6NtQKTg06ZZ8cXmZmdAxPp9OWD0CTZYCHk4JOr9db8G9q+nSq3UcnDNoga8j0YCjzOSnLcRqM714Xo3AtbILu7m60t7djypQpA59NmzYNa9euLfqbZDI5pJC9Xm/Z4NYsHR0dCIVC0k+km8vtdiOVSlm6zZFIBH6/X1W5pNNpuFwuTdv36quvqs4GTp06dUg/3Oy61Kyzt7cXtbW1Zb+rKErR73R2diIYDKrex1LLUkuWc7W5uRlNTU1CtiObXTZj2dmmzkIZa6/Xi0QiUXQ9HR0dqvcxFAqhvb3d0nIROZOBGeeqlutRpEwmY8p119zcrKp+am9vF3ZtaNHU1ISOjg5D26G1DJ14nAbzer1IJpN525XNysq2rWqJvhbVJF+EBZ29vb3weDx5qej6+vqS/dlWr16NVatW5X22ZMkSnHjiiaI2M8+oUaMwfPhwbNmyxZL1mSUWi1nabWHVqlWYOnUq5s2bV/a7nZ2d8Pl8qrfvuOOOw913363qu59++immTJmCc845p+Df1ZTjJ598gr6+vrLbF4/HsXHjxoKV6MaNG+H1elXvYywWw4YNGwxlR7dt24ZIJGL7m3S+/OUvo6WlRcj519fXh3Q6bcr1WOoa2bVrF9rb24v+ffPmzYhGo6r2sbe3F5s2bbL0ejzzzDPxP//zP0IezrP7Ywa761VFUfDhhx8aah79wQ9+gIsuughjxowp+90PPvgALpfL9i5lsVgM27ZtM2U71JbhpZdeivPPPx977LFH2e++//77AGD7cRqso6MDn332Wd527dixAx0dHdJtq1airsWJEyeW/Y6woLOurg7pdDqvz1w0Gi05yfJZZ52FpUuX5m+ghZnOcePGYcuWLRg3bpyj5uusra1FW1ubZevLZDLwer2q1tnX14c99thD9fadddZZqrfj7bffxv333z9k2ZlMRnU5vvfee5g4cWLZ7WtsbMTYsWML9m/buXMn2traVO/jqFGjBjKEenm9XkybNk33780i8rwbOXIkuru7sc8++xi+HgOBQNFtdblcJa+hVCqFmTNnqppOrb6+Hul02tLrMRqNIhgMYuTIkaYut6+vD8Fg0PC+aLkeRRo7diwaGxtVBYzFxONx1NXVqTom//rXv1TVLaIpigKXy2VoO7SWYSKRKHnN5XrnnXcwadIk24/TYJ9++inWr1+ft11+vx+TJ0+WblvVkuFaFBZ0BoNBtLa24pNPPsGMGTMAAB999BEmTZpU9Dc1NTWWBZiluN1uRwWdLpfL0u0Nh8Po6upStc6uri60tLQI2b5hw4YhHA4XXbaacgyHw6q2z+/3I5VKFezwrnUfW1paBn6jl9VlbofscTLjeix1vGpra9HX11f07z09PQgGg6qaCnO32SqdnZ3o6urC6NGjTV2u2deu3fVqtmzUZN+K0VL3hcNhtLa2SnOdmrEdastQ6z1CpuOUVaheyD50yLatWtl5LepaayqVQiKRgKIoA/9dqI/AwoULcdtttyEajeLdd9/Fc889hyOPPNLwRlO+cqNvzdbZ2am6Y7rITuJmdJBXu32ljrHWfTRju2WYikW0bJAgmprrR20fY6/Xi1QqZcZmqabletS6XLvfemUmMwZ5yVL3ya4SjlOxeTo5kMgYXUHn1VdfjVmzZuFf//oXli9fjlmzZuHNN9/Eo48+mtf/8txzz0VDQwPmz5+Pyy67DJdddhkmTJhg1rbT/7F6dKIsFUp9fT2i0aihZai9sZaay9GOoLMaNDc3WxZ0OvV96ZlMBuFwWMj5JMsMCWYxY+ogWeo+2Wk5TrKeZ8Xm6eSUScboal5fsWIFVqxYUfBvCxYsGPjv2tpaXH311bo2jNTLBjFm9+kqJhaLaap4x40bJ2Q7rJzvstS0Op2dndhnn31Ur9PozS+dTkv3nmIRmpqaLAnOy02ZpJWVLzno7u6Gz+cTlumUMRjQy4yHPa11nyyZ4uwMIlY1qTr1OOXiazDFcHbHBAJgfeassbFR9dygIqdzAYw3M5vRvK51H42WV6W8JaYcqzKdpYLO7CAMWXV2dmLixIkMOlUwet3FYjGMGjXKkZnOUCiE7u5uS9aVSCQwfPhwRx6nXIVaQKwM3CsVj14FsDro9Hg8SKfTqr4ra4WS1dnZqSqAM7N53WjfMtmPqVmsCjpL3UT0vFXG7MxpKR0dHZg0aZKQN85U2nlmtJ7Ueqx7enqkeCMRYO09orOzU9Nx6u7uHjLXsgysvI6rCYPOCmDla84ymYymzI8VNy4j2c50Ol30TTW5yjWvW9mns9KCgWKam5sty84Uo6e/mdU3+MmTJzPTqYIZ153WYy1Lllzmc1JRFCmzh1YP0K0W8pU0aWblq/e6u7sRCoVUV6aib1yNjY3o6ekRtvysUhVQqfd6F2JGxqWSgoFirBq9DhR/cNFz/sp8g9e6bBn72ullRgvDuHHjDA9etIOViYnOzk6MGTMG8Xhc1fdlnYmDQacYDDorgNU3OS03Ya0BmVZG911t8FyqAtJaaZqRcamkYKCY5uZm1X2HRdETdLa0tFh6g58wYYKQ41RpDzfBYNDQQ4yTM79WJiacfJxyOXlWC5kx6KwAdgSdPp8PiUTCknWWYtW+m1kBBQIBxGIx3b+vlEq9HJ/Pp7rvsFHFHj70BPhWX4/Dhg0T8i7lShuw5na7DWXVtFx3smXv7LhHqDkGsh2nXNl3r5O5GHRWADsqFFnmmjSyHYlEouBrLQsp1afT6n5b1RJ0mkXNFFNObl5Xe4PXKpPJVMXUXGppOdY9PT2qXptqFVlbw2KxWMlXY9tJlv64lYZBZwWwaj5D4PMmN5mCTr1NmVoqx2LN66lUyvIbM4NObZLJpO4uHrIHnZXWBC6z3GNdLvCUrVzsOCezc4OWwrqs+jDorAAej0dI81oh2eZGNX2ErAjIjPRVMiPo1NsEaeQpmhW1NkaCTieMXue5oI3erHC27gsGg4hEImW/K1O5WD2QqKWlBU1NTWX70Mp2nAbLradl7grgJAw6K4RVTQFamtet6BNm5Aavpb9esT6deitNNVmAYmTLoojk8XgM96VNJpNlu1GU6tOpZyCRVUFnIpFAIBCA3++Xoo+17Orq6nT3p9ZS98kWTMnaBUv2uiw30DTy8EqfY9BJmshW8RoNOtVuX7E+nXr3MRQK6R5Jm0qlqqbyCwaDhkdmq5lBwew+nVZllXLXaWZQkUgkKvIcM1I2kUgEjY2N0tR9WgQCAdVTGBnV1dWFUCik+jg5ZSYOvgLTHAw6SROtT7GiKxSrgs5izet691GWPrGyC4VCho+TkQyFnjcSGXmg0CobLJt9PskWNJnFyHHKvgLRqcGUVa1h2QFoTgzOB8s9ZrFYDLW1tTZuTWVg0FkhampqLHmSzR1IVC5jYFWmU2/mQkvTjtnN61bO5ehkZgWdepvXy/2tECv7WGeZnV2VPRjQy4zgvBKCKZFyH4RkuEcYkdsCwkynORh0VgirMmfZC0+Wireurg69vb26fmtn87qR8qqmDu3BYNDweW2keV1m6XR64PWBzHSqY1bQWS6YkrGvotXnuCz3CLMw02kOBp0VwsrBC2rXZ0WFYnQUuJaBRDIEnX19fareFV8pzJgOTE3zutvttmwierN0dXUNDNQz+/q3omuMHfQep9yATZa6Tyurz3GnHqdiYrEYM50mYNBZIazKdGaDPDX91qyqUPQGnmb06bQ66AyHw46ppM0QCoUMDyRSE3QW6j4he/Yz99xjplMdvcept7d3oG+vUzN4VvQ1jsfjA9nAShi9nntvYfO6ORh0VgirB6a43W7HT/ybHWWpRrE+nXorTb3lJfsxNVsoFDLcV1FNn85C5RuJRBAMBnWt0+/3C+9jzaBTO719X7Ue697eXunetGNFa5jW42TkGrNC7oMnm9fNwaCzQlgRdKbTaU1ZRSub6PQM3FDzesSsYn069WYezbj5VQOr+nQWKl8jx9qK65FBp3ZmPOypXYZsr1G045xUU8fJdpyKYabTHAw6K4QVcwNqyQwC1kwODwCNjY1l3xBiVKnXYKp9f3suvVmHSg0GirFqyqRC5St70JmbZefodXX0lkvusa6rq0M0GjV704SzOuisra11/AsLOGWS+Rh0Vgirmk60ZC71BmRaWVGZFmte14vN6+qYMTm83j6dRvqbWXWDz16PZvfXq9TzTO8Dau6xdkpmbjCrHoQqaQBa7uArZjrNwaCzQlj9FAv0P8la9ZaLUqwIuIs1r+vl9/t1La/SKvVyfD4fUqmUoWWo7dPptExn7vZ5PB5TBz6Fw2FNrRpO4Xa7dR2nwedCqcAzk8lIGZha0Rqm5TgpiiL9YD2fzzfwMMrR6+Zg0Fkh7Ag6y63TqgpFz77njrJUo1jzutWVZqVmoESyo0+nFZP/izwXFEVR3d+5Gmg51tnXZcrGjntEKdFoFA0NDUK3x6jcep/N6+Zg0FkhrJgOQ2vQaRU926H1hl0o6DQ6Z6YZGRcqz0ifTr1ZZTtu8LJnjZysUAav2OBFGV+BCVg/eh0oPTeoE+qy3G43bF43B4POCqFmCiOjBvdxK9Vc09fXZ0l/znLbUYyeoHNwnz87bi5OqKhlo3fKJNmb12Wf41BmWgP0wce6VN9QWa9ROx6ESs2zK+txypXbAsJMpzkYdJJqWjKdVlYoeipTrTdss5tfgf5+eFrfENLZ2WnJjAAy8Xq9hgZxVeqUSclkEn6/f+DftbW1iMVipiy7krOm9fX1mkefa6n7ZH0YkK0LlhOCztwWEGY6zcGgk1QbnNkr1Vwje9CpNUspIuhsamrSPDLbqhkBZGK0WVBv87rso9cHM6v5tNIHTOg5Tj09PXn9NEv12ZU1mPL7/cKnMBo8rZ4s9wi92KfTfAw6K4joEZOyPsXquYlo3b5Co16N7qMsfWJlZ/Q46Q06jQRfVvSxHny9m3U+OSEYMELvcco93rLUfbJRFAVu9+dhRbnjJGPf11y53W4q/WHMKgw6K4iZzWuFyBp0WjGQCBh6kzfajKZnu2WcikU0o1O96O3TCeg/3lb0sR6MQac6ZkwdJEvdJzsndkPIldvCxeZ1czDorCCiM2eJRCKvD1m5CsWqp9hAIKA52NZzYyiU6TSyj8x0qtPU1GToOOnt02mUyAeEVCqVl1ECGHSqpec4Db72nZ7Bs4rTg3M2r5uPQWcFsWLyX7Xrk71CMeMp2+g+ap3LMZlMGpqiyansal6XWaFXzJp1/ct+7Rql9XwqNKjKqRk8PYMXjXDyPQLIbwFJJBIMOk3AoLOCWDEPW65gMIju7u6Cf5O9QjGjed3qPp2yH1NRrAo6c5vXZX2rTFahbJpZ13+ln2daz6fBg4gA5w6Q0TN4Ua1CfR6depyych9GFUWRuk5wCgadFUR0c+3gC25w814u2SuU7u5uza/5s3sgUbU225kxer1cn87Bzevd3d0IBoO61wmI7WNd6Nwz6/qv9Fetaj2fih3rYhk8mfv+ibxHFMrwllpfT0+P9G8kEtHtptox6KwgIiuUdDpdMsgczOqgs9QbQgoZPMpSD6NzZjLTqY7R81pNn87BzetmHGuR16PIoLPSzzMzrjun9scW2QVLz3GSPXPotG43TqDrrtvZ2YkLLrgAs2bNwvHHH49XX3214PdWrFiBQw89FLNnz8bs2bNx4oknGtpYKk1kRVioDxlQfBLpYt8XJRQKFW3qFyWdThvqY8mgUx0zRq/bEXSKfP86g079tJ5PhY5HIBBAPB43e9OEs/pByOlBW7FZLUg/XXfMn//85xg+fDiefvppvPzyy7jsssvw4IMPFmyOOvfcc3HmmWca3U5SweoKJatQX5dUKmXpoJfsvqsNdPW8ccXsp3Izbn7VwGg/ND1TJpnRlUH09djW1pb3WTAYNGVu0Eo/zxoaGtDT06P6+5V0PET2+6+k45TF5nXzac509vb24tlnn8V5552H2tpazJs3D5MnT8Zzzz0nYvtIA5FNJ8VGZBabrsjqZhMt+673FX+Df2d0H7U+RVdipa6Gx+MxNOelnimTZG9eL3Q9FnqBgR5dXV2G+7PKTOt1q2U0uuwD0OxKTAzmlNesOj1TKyPNqajNmzejoaEBw4YNG/hs6tSpWL9+fcHv33nnnbjzzjvR1taG7373uzjggAOKLjuZTA4pYK/XW/aGYZbsjc3qSZ3N0tTUhI6ODiHb397ejubm5iHLbm5uRnt7+5CpJBRFsfQ4NjU1ob29HZlMpmw59vb2IhAIaN6+wftk1j6qXUZ7ezsOPPBAx56fWuWWo5FjnUgk4PV6S/7e6/UikUgMfGf37t0YPXq0oWMdCoUGzkmzdXR0oKmpaciyzTgnza4HZaxXtRynjo4OTJo0SdWx7uzsRDAYlGpfc4VCIV33CDVl2NHRgbFjx6o6TpFIBPX19dIepyyv14t4PG64DpKF6GtRzTgJzUFnLBZDfX193mf19fUFmytOPvlkXHTRRQgEAnjqqafw/e9/H/feey9GjRpVcNmrV6/GqlWr8j5bsmSJ5X1Bt2zZYun6zJLJZLBz505s2rTJ9GV//PHHSKfTQ5btdruxdu1apFKpvM9jsZiQ7SgmnU7j448/xtSpUwc+K1aOO3bsgNfr1bx9ufuUSCTQ19dneB+1HKdNmzZZflxlsGXLFsTjcd373dPTg61bt5b8zu7du7Fr166BdWzYsAEtLS2GjnUymcT69euFlNeWLVvQ09MzZNlGjpOZyyhEpnpVyz5u3LgRe++9d8FjvWHDhrwb7ebNm3XVLVbJ1h96t69UGW7YsAFTp04dsuy+vj6sW7cur7vVtm3b4PP5pD1OWeFwGJ999lnF1b2irsWJEyeW/Y7moDMQCCAajeZ9Fo1GC04RMX369IH/XrBgAdasWYNXXnkFixcvLrjss846C0uXLs3fQIsznVu2bMG4ceMMj2y2S21t7ZC+XmbweDyYNGnSkGVPmDABgUAg7/NEIoFgMChkO4qZOnUqPv30U7S1tZUtx0gkgvHjx2vevrq6uoHf7NixA2PHjjW8j4OPXSnpdBozZsxAa2uroXU6RW45Gjmv1RzjeDyeV74A8IUvfMFQ+ba3t+Ojjz4Sch309fVhn332GdJXNRAIYPz48YaaeLWck2rIWK9qOU6ZTAZ77703xo0bl/f5qFGj0NTUlNekvHv3bl11i1Vqa2uRSqU0b5+aMsxkMthrr72GLHv06NEIhUJ5raOdnZ1SH6essWPHIhwOY/z48aZfF3aQ4VrUHHSOHz8ePT092L1798BJ9PHHHxcNJHOVu8BramosCzBLcbvd0lSOWrlcLiHb3tXVhdbW1iHLbmlpQVdXV97nXV1daGlpsfQYtra24v33389bZ7Fy1Lt92fPX7Xabto9erxfpdLrsQBfAnuMqA7fbDb/fj76+vrzXsKql5prILj/7vXA4XPB812LYsGHo7OwUUl6pVKrgsairq0MikUBdXZ2u5WYHBYrYZpnq1cbGRkSjUVV9V4udC9m6L/chUPZrtLW1FeFwWPf2lSrDcsdpxIgRA5/Jfpyyamtr0dfXh76+PgQCAem3Vy07r0XNa62rq8OcOXOwcuVKxONxPPvss1i3bh3mzJkz5LtPP/00YrEYUqkUnnjiCbz99ts46KCDTNlwKkxUB+1inekLDeCxYxJzLQOJ9L6mLnfgj1n7qGVkdjqdhsfjMbxOJxI9L6LT5ukstU4jgwkLvVWmEmkpm56eniFdyootQ/aJ9UVOARSJRIa8uQkofo9wwqDI7PHie9fNoyvUveyyy/DZZ5/h8MMPx80334yf/exnCAaDePTRR/P6X/7pT3/C/PnzccQRR+Cuu+7C9ddfjzFjxpi28VSYiMCzWJBVaAoOOyoULTcRvds3OOg0Yx+tfnWpU1kRdObejM14q0xjYyMikYjRTdPE6Pkk83vDzaT1fCrUSidL3aeVqNH1xV644dTjBHz+MCrzW6acRtdEis3NzfjVr3415PMFCxZgwYIFA/++/fbb9W8Z6VJfX4/e3t6CT+ZGFKskClXeTgg6x48fr3kdudPqmLWPTn2zidVEB+ci5uMzawqjQooFDkbPp2p51aqW80nLse7s7MSMGTMMb18lKXacpkyZYtMWqZetF6qlBcAKldFBgQaICmJSqVTBfoeyBJ21tbVIJBKqvmsk05kNTMzKCGkpL5nn/xPN6uZ1mfX19RV98YIZQacTMlBGmXE+ObXZ2Oo5MovdI5zwcJOtF9i8bh4GnRXG6syZLEGnFmYEnVZnOhOJhBSD7Ozi1KBTxA2+1CtmGXSqo/Y4lSo/J9Z9QP/gRbP7dWo9Tk7pxpHtdsPmdfMw6Kwwom7OxSqVxsbGIe88l71CkalPp9qBH064mYlkZICMmsDP6/UOzDVr9ltlzA48S50LDDrVUXs+FRsck12GE4PO5uZmQ6+VLaS3t7fojAlOzQgD+c3rzHSag0FnhRH5KsxCCt2cZW866e7uLnojKWVwn04z9lFt3zKnVNKiiM50ulyugeCwq6uraCZRq2wfazOVeqgzev1Xy3mm9nwqd6wHLyMej0sfnIi4lrQ+CJUKUmXCgUTmY9BZYUQMuCjVh6wQu25cbrcb6XS67PeKjbIsJ7cJtqurC6FQSPMyBtNy85M5kBfNyHmtNWtp5vkr6gZf7FwwY/R6NZxnWh72ih2PQmXrhH7XVp+TxTKrTjhWnDLJfAw6K4yICiUcDpe8CQ+uPMwKyLQKhULo6uoq+z29lV1u0GnWnJlqy6taMlDFWNlX2czuITJklcxadiUx47rTMnhRJlafkz6fb8hrkp0idyARM53mYNBZYayuULJy+63ZNYm56MDE5/OZ3gFf7eTw1RIMFKP2gcKI7MOIEzKdxbbP6Nyg1XKe1dXVDXmdcyGVeDxEnJOy9+PXK9ulis3r5mHQWWHsCDrr6upM77emh5omM0VRdA/sEDHCWW0gW4k3Py3cbjcymYzm32kp6+x3zQ46ze5jXWr7cvum6lFq4EwlUdvaoeVcSKfTjnhNotXnJJB/HZo9UE8kj8eDVCrF5nUTyX+FkCZ2PMVaPXjJyHZEo1HdE+fbOZdjtQedehWbX7YUMwfCiehjLTKrlH33OvXTcqxLTWUlExHnpJb6yUkPNi6XCy6Xi5lOEzHorDCFpjAyqlyFIstbddRsh5HgLXfONqufeiu1+Uq0ZDKpen7TSmheJ3OVO9a5gxedUi52nJO5c4M65TjlYqbTPAw6K4yILEW5zE/uk7OdU4aoDTr1ZrGy/XvMrjTVlJns01DJKplMqs50ZpsAZR9IVG5gH2D9W2ecyOVyle2yUe66a2pqGuhr7JRgyurR60D+PcJpdZmiKBxIZCIGnRXI7MBTS6bTzorXikxnMpk0Peuo5g0hds0IIJPa2lrE43FNv+nr69P8JifZM53pdLrkFGYNDQ2qBskMVm1N68FgsOygK6fUfVqoHbyoRSUep1xsXjcPg04qyykVilVBp9n7qGa79c4tWkn0BHBamtezZA86Ra3TSH9nJ1JznMpluHL7kTslmBIxC0ckEkFDQ0PRv8tyj9DD5XKxed1E1X0Xq1BGRmgXoibozFa8dvY9VNNB3ow+nXYEnaRvwJqW5vVsli+ZTMLv92vevkJE9LEud23rPZ+cFgwYpeZ8Kpf9dXIwZbZyx0mGe4QeiqIw02kiBp0VqKGhAT09PaYtr7Ozs+SozMEVr139ddTcRIxUeLl9Os3cR7U3v2onOtMp4hjb0VytdzaJaguazHjYy11GtbzNSQ+nB+fMdJqHQWcFMntKjHLTzgzuJG5XhZLNRJZiJGAU1bwuYgqTSqTnOGnt0yl74KkmiNZ7PlVb0GTGdSdL3aeV1Q9DTj1OADhlkskYdFYgs5try1VQTnqKdWKfTo6c7Cc60+n1egemv5GVmnOPzevqlDtOmUymbD9qJ9V9udQMXlRLzQA0WVrD9EokEpr7hlNhDDorkNV9BOvr6wdGy8pe8RrZvmwHfLP7JJUrL9mPqVX0Bp1q+3T6fD7E43EhA7bMyqAy6DRPuePU3d2NYDCoehlOOn5m3iPUDEBz6nECPr92q2lmB5EYdFYgs4POcjfM3Ffv2V2hlNvWnp6ekqMsS7Er02n3MZWFnvNaS/N6TU0Ndu7cafpbZXIfyoxi0GkeM6673P6zemZKsIuZ9wg1D+G562PLTXVj0FmBzKxQtGSKAPtHJnq9XqRSqaJ/NzIXYTboNHvOzHIDP6otGChG7+h1rUGn2cda78CeQtTe4DmQqLxyx0lrMOUkZp6Tas6bpqYmRx4ngBlOszHorEBWVyi5uru7bZ3EXMTEx1nZgUpmz5lZbkCD3YG8LET36aypqcFnn31men8zMweKicx0Vtt5ZkamU83gRRlZfU46ob80WYNBZwUyu0JRexPOzg9q5yTmIjMP2SmTzFYuUHZix3sRgsGg5jkvtfbp/Oyzz4RkOq28HvVOmVZt51kgEEAsFiv6d63Hw0kZMavPSSfzeDwlW89IGwadFcjsCkXNTbixsdHUuUH1KrXvRl/zl21eN5vH4yn5Duhqa/YsRs/DjNY+nTt27JA+6Cy3fS6XS9d5Xm1vJCp3nNRedy6XC6lUCh6Px8zNE8qOe0T2XfdOe7OaqHq/Wjmr9EkVOyqU7DrtnsS81L4bGUQE2Ff5MOjUT5Y+nVZfj3o5KVsnmtpjrSgKwuGw6QPQRLLjnFQURdWMALKpqalhptNEDDorUH19vWlZRy1Bp1n9SI0oVZkavWHX1NSgq6tLyMjLUsE6g87PaX2o0dK8nu3TWQlBp56HP7sfGO1gxnXn8XiEPKyIZPXgNqD/+tq+fbujjhPQ3+3GKbMSOAGDzgpkZrZCbYXS3NyMTz/91PapMEr1ZzU6UEJUn79yqm2ARzlagiMtmU6RfTrNHNinNqNWjUGkVtkm30LUXndNTU3YuHGjo65Ru1rDNmzY4KjjBPQHy3bf1yoJg04qSW0n8ZaWFqxfv972DuXlMp1Gti/b/CpiH/1+PxKJRMG/ObFJSpS6urqSgz8G09qnU/bR65lMRlXfwWAwiEgkonq5Rvs7O1VTUxO6uroK/k1tMCVL3aeFmbN8aL1HMOisbgw6K5RZNxAtT7EyVCgim9e9Xq+wZrRymQendb4XRWuGRs+USTI3r6u9rrWuMxKJoLGxUe9mOVap45RIJFQFG7LUfVp4vd6Sgxe16O3tRV1dXdnvZY+Tk4JzoL9eqK2ttXszKgbvZBXMjOY1Bp2fc7lciEajtgSd1E9P0KllyqR0Oq3pZQhqmPlGIrW0Hqdq7TdsxnUnS91nJzUPQ049Tj6fj5lOEzHorFCNjY2amteKUTsqs7m5GevWrbO9QhEZdAL9FRCDTvtoPU5am9dFjEC2o9maQac6ZgWdMtR9WpnV51ftcpx6nJjpNBeDzgplVhCTTqdV9SGTpULx+XxF3xBixo21pqbG0qAzO+E+9RPdvC7q/DWjDOPxuOp9YdCpTrl5fdUuQ4a6T3ZOPU7s02kuBp0VyuopjJqbmxGLxaSuUMwYBS4y6CxUXmr7S1ULree1LEGnGbQEhlqPU7XOkFDsOKXTadX9qJ1Q9xVSU1NTdPCiWloeppx8nJjpNI+uoLOzsxMXXHABZs2aheOPPx6vvvpqwe/F43FcfvnlmDNnDhYtWoTHHnvM0MaSemaOmFWjrq4ONTU1UnQSL9acacbr2nw+n5B9LFZelf6KOa20ntda+3SKOtYul8twtlPLuaD1OFXreVbsOHV1danuapE9bk4Lpsy4R0QiEdUzazj1OLFPp7l0BZ0///nPMXz4cDz99NM4//zzcdlllxV8J/LKlSvR1dWFNWvW4Nprr8V1112HTZs2Gd5oKs+s5nW1/dFcLheam5ulrlDMyBpa3bxerc2exYju0ynqWJvRx1prppPN6+WZcd01NzejoaHB9AFooplxj9B6nAKBgOOyhmxeN5fmoLO3txfPPvsszjvvPNTW1mLevHmYPHkynnvuuSHfXbNmDZYtW4aGhgbsu+++mDNnDp544glTNpxKM6NCSSQSmt7EIEvQ6fV6i/brNDqoIxAICJlahkGnOk7t02nHDZ5BZ3lmXHdNTU2OzBJbfU6GQiG0trYaWp8d2LxuLq/WH2zevBkNDQ0YNmzYwGdTp07F+vXr877X3d2N9vZ2TJkyZeCzadOmYe3atUWXnUwmh7zb2uv1WvYKquy8ZWbNX2anUCiE++67z9DF0t3djaamJtXHY/jw4aivr7f9+IVCIdx///0YN25cXpDZ09NjeNtGjBgBwPxzJBQK4V//+hf++Mc/5n3+1ltvYdq0abYfUzsUuh5DoRDeeuutIcepmA8//BAej0fV8fN4PJrOdy2amprwpz/9CePGjdO9jBdffBFz5sxRtX2hUAjvvPOO6uP02muv4bzzzhOy7zLXq6FQCO++++6Q4/Tee+9h5MiRqs+b8ePHS7l/pYRCITz44IND7t2FKIqC9vZ2tLa25tWpH374IZqbm1Xtu8vlwoQJExx3nDwej+o6RHair0U1/aBdisaORv/6179w5ZVX4sEHHxz47Le//S16enrwwx/+cOCzHTt2YPHixXjllVcGPvvLX/6Cf/zjH7j55psLLnvlypVYtWpV3mdLlizBiSeeqGUTCf0Z6WeeecZwP7Lp06dj6tSpqr77ySef5D1k2OWjjz7Chx9+OOTzESNG4JBDDjG07HXr1mHy5MmGllGIoih4/PHHC2Zov/SlL2H48OGmr9OJFEXBE088MeThtBiPx4P58+erqgx7enoQiUQwevRoo5s5xJYtW/DWW28ZXs7s2bNV9TVUFAVPPvmk6oEiWo5TpXnyyScRj8eHfH7QQQdh1KhRqpYhS92nxa5du/Dyyy8bXs6BBx6o+ppx4nFqb2+Hy+VyZDbbahMnTiz7Hc1B5wcffIDvfe97ePLJJwc++8UvfoHa2lqcf/75A591d3fjK1/5Cv75z38OZNv++Mc/Yu3atfjZz35WcNkyZDq3bNmCcePGVWXlWylYjpWB5VgZWI7OxzKsDKLLUc0yNTevjx8/Hj09Pdi9e/dAE/vHH3+MxYsX530vGAyitbUVn3zyCWbMmAGgPwM1adKkosuuqamxLMAsxe1288KqACzHysByrAwsR+djGVYGO8tR81rr6uowZ84crFy5EvF4HM8++yzWrVuHOXPmDPnuwoULcdtttyEajeLdd9/Fc889hyOPPNKUDSciIiIi59AV6l522WX47LPPcPjhh+Pmm2/Gz372MwSDQTz66KN5/S/PPfdcNDQ0YP78+bjssstw2WWXYcKECWZtOxERERE5hOY+nZUsk8lg06ZNaGtrYxOCg7EcKwPLsTKwHJ2PZVgZZChHnj1EREREJByDTiIiIiISjkEnEREREQnHoJOIiIiIhGPQSURERETCMegkIiIiIuEYdBIRERGRcJynk4iIiIiEY6aTiIiIiIRj0ElEREREwjHoJCIiIiLhGHQSERERkXAMOomIiIhIOAadRERERCQcg04iIiIiEo5BJxEREREJx6CTiIiIiIRj0ElEREREwjHoJCIiIiLhGHQSERERkXAMOomIiIhIOAadRERERCQcg04iIiIiEo5BJxEREREJx6CTiIiIiIRj0ElEREREwjHoJCIiIiLhGHQSERERkXAMOomIiIhIOAadRERERCQcg04iIiIiEo5BJxEREREJx6CTiIiIiIRj0ElEREREwjHoJCKqMvPmzcOFF1448O8JEybgpptusm17iKg6eO3eACIistdrr72G+vp6uzeDiCocg04ioio3fPhwuzeBiKoAm9eJiHR47LHH8OUvfxlNTU1obW3FV7/6Vaxbtw4AsHHjRrhcLjzwwAM47LDDUFdXh3333RcvvfRS3jL+/Oc/Y++994bf78eECRNw44035v19woQJuPrqq3H66aejoaEBbW1t+Otf/4pdu3Zh8eLFaGhowMyZM/H6668P/Ka9vR2nnHIK9thjD9TV1WHmzJm4++67S+7L4Ob1rq4uLFu2DCNGjEAwGMRXvvIVvP322wN/f/vtt3HYYYehsbERwWAQX/ziF/O2gYioEGY6iUg+vb3ABx9Yu87p04G6OtVfj0ajuOiiizBz5kxEo1FcccUV+NrXvoa33npr4Ds//vGPccMNN2Dq1Kn48Y9/jFNOOQWffPIJvF4v3njjDZx44olYsWIFTjrpJLz44ov49re/jdbWVpx55pkDy/jlL3+Ja6+9Fpdffjl++ctf4hvf+AZmzZqFs88+G9dffz1++MMf4vTTT8fatWvhcrkQj8fxxS9+ET/84Q8RDAbxt7/9Dd/4xjcwadIkHHLIIWX3S1EULFq0CC0tLVizZg1CoRBWrlyJww8/HB999BFaWlqwdOlS7L///rjlllvg8Xjw1ltvwefzaTnaRFSNFCIi2bzxhqIA1v7vjTcMbfLOnTsVAMq7776rbNiwQQGg3HbbbQN/X7t2rQJAef/99xVFUZRTTz1VOfLII/OWcckllyh77bXXwL/b2tqU0047beDf27dvVwAol19++cBnL730kgJA2b59e9FtW7hwoXLxxRcP/Hvu3LnKBRdckLeeX/7yl4qiKMrTTz+tBINBJR6P5y1j8uTJysqVKxVFUZTGxkbljjvuKHdIiIjyMNNJRPKZPh144w3r16nBunXrcPnll+Pll1/G7t27kclkAACbN2/GXnvtBQDYZ599Br4/evRoAMDOnTsxffp0vP/++1i8eHHeMmfNmoWbbroJ6XQaHo9nyDJGjhwJAJg5c+aQz3bu3IlRo0YhnU7juuuuw7333ott27YhkUggkUioHij0xhtvoKenB62trXmfx2Kxge4DF110Ec455xzceeedOOKII7BkyRJMnjxZ1fKJqHox6CQi+dTVAQccYPdWlHTMMcdg3LhxWLVqFcaMGYNMJoMZM2YgmUwOfCe3ydnlcgHAQHCqKMrAZ1mKogxZT6FllFrujTfeiF/+8pe46aabMHPmTNTX1+PCCy/M265SMpkMRo8ejX/84x9D/tbU1AQAWLFiBU499VT87W9/w6OPPorly5fjnnvuwde+9jVV6yCi6sSgk4hIo/b2drz//vtYuXIlZs+eDQD45z//qWkZe+2115DfvPjii5g2bdpAllOP559/HosXL8Zpp50GoD+I/Pjjj/GFL3xB1e8POOAA7NixA16vFxMmTCj6vWnTpmHatGn4/ve/j1NOOQWrV69m0ElEJXH0OhGRRs3NzWhtbcX//M//4JNPPsEzzzyDiy66SNMyLr74Yjz99NP46U9/io8++gh/+MMf8Jvf/AY/+MEPDG3blClT8OSTT+LFF1/E+++/j3PPPRc7duxQ/fsjjjgChx56KI477jg8/vjj2LhxI1588UX85Cc/weuvv45YLIbvfve7+Mc//oFNmzbhhRdewGuvvaY6qCWi6sWgk4hII7fbjXvuuQdvvPEGZsyYge9///u4/vrrNS3jgAMOwH333Yd77rkHM2bMwBVXXIGrrroqb+S6HpdffjkOOOAAHH300Zg3bx5GjRqF4447TvXvXS4X1qxZgzlz5uDss8/GtGnTcPLJJ2Pjxo0YOXIkPB4P2tvbcfrpp2PatGk48cQTsWDBAlx55ZWGtpuIKp9LKdSJiIiIiIjIRMx0EhEREZFwDDqJiIiISDgGnUREREQkHIPOHJlMBhs2bBiY746cieVYGViOlYHl6Hwsw8ogQzky6CQiIiIi4Rh0EhEREZFwDDqJiIiISDgGnUREREQkHINOIiIiIhKOQScRERERCcegk4iIiIiEY9BJRERERMIx6CQiIiIi4bxqv3j77bdj69atWL58+cBnZ599Nk477TSMHz8eP//5z/HJJ59g7Nix+NGPfoS99toLmUwGN954Ix577DGkUinsscce+O1vf4umpqaC60gmk0gmk/kb6PWipqZG395plJ2lX8hs/e+/D0yZAvh85i+70qVSwNNPA4nE0L/NnAlMnJj3kSnl+OGH/f8brK4O+MpXADef10QTdj2mUsAzzwDx+NC/7b03MHmyueurcprK8ZNPgPfeM77Sgw8GRo0yvhwCIPjeKLtt24A33hj6udfbfy+orbV+m3QSXY5uFfdFl6IoipqFffrpp1i6dCkef/xx1NTUYPv27Tj11FPxyCOPYMmSJbjkkkswZ84cPP/887j++uvxwAMP4I033sAtt9yCW265BYFAAB9//DHGjx+Purq6gutYuXIlVq1alffZkiVLcOKJJ6rZRHklk2jbZx/svv56RI85xu6tcZzAM89g1DnnFPxb7OCDseOee0xf59j581Hz0UcF//bp/fcjccABpq+TrFH7/PMYfcYZBf8W328/bH/gAYu3iLLGHHcc/O+8Y3g5Pccei1033WR8g6jqjTjvPNQ/8UTBv+264Qb0HH+8xVskr4mDEkCFqM50jhkzBpMnT8YLL7yAww47DI8//jjmzZuHf/7zn5gyZQoOO+wwAMC8efNw++23491334XX60U0GsXGjRux9957Y/r06SXXcdZZZ2Hp0qX5G2hxpnPLli0YN26cqohdtfZ2uJNJDAMwrK3NvOVWC48HAJDZsiUvU+z6yU9Q+/LLaBt0TM0oR1d3N5RLL4Vy0UWff/jZZ3Dvuy9G1dQALEfhhF2PL73Uv/xPPgEaGgY+dl11FfxPPjnkfCJjtJSjq6cHyve+B+XHP9a9Ptc3v4n6RAJ1LEfTCLsWHcAVi0E54QQov/lN/ueTJqHV7Uarg84zGcpRddAJAAsWLMATTzwxEHRecMEF+PDDD/Haa69h3rx5A99LpVLYvXs35s+fj69//eu49tprsXPnTixatAjf+9734PUWXm1NTY1lAWYpbrfb3AKJRvuX29PDZlk9olGgpgbuPfbI/3zECCASgavIMTVUjpEIMGoUXCNHfv7Z/2Xo3dEoy9FCwq7HiRPzy3HkyJLnExmjqhwjEWDkyPzrTqthw4BPPmE5CmD6tegEkQgwY8bQc7KxES6H3tPtLEdNQecRRxyB3/zmN/j3v/+Njo4OHHTQQejs7MSXv/xlXH/99QV/s3TpUixduhQ7duzABRdcgGnTpmHRokWmbLxj9PTk/z9p09OTl5Ea0NAg5phmMv2ByeB11td/vj3kXD09/WU5uNIVdT6ResWudS1YjmQmq+8/FU5TqBsKhXDAAQfgyiuvxJFHHgmPx4PZs2fjvffew7PPPot0Oo14PI4XX3wRPT09eO+997B27VqkUinU19fD6/XC839NpVUlEsn/f9ImEgEaG4d+3tgo5pj+XyZsyDrd7v5gheXobKXOp56e/ocOsl4qBcRihctGC1H1AlUnq+8/FU5zfnXBggXYsGED5s+fDwBoaGjATTfdhHvuuQdHHnkkjj32WPzlL38BAPT09OCqq67CYYcdhq9//evYd999ceSRR5q7B07ATKcxpZ40k8n+/5m9vuzyC62T5ehspc4nAOjttXZ7qF/2YY+ZTpIJM52m0tS8DgAjRozA2LFjMWPGjIHPpk6diltuuWXIdw8++GDce++9xrawEjDoNKbUkyYw0OfTNNlyKpUNI+fq6Sl9PpnRxEvalbrutGAGisyS7WrFe4FpNGU6U6kU7rnnHhx77LGitqcysXndmHKZKbOPa3Z5xdbJcnS2SMTa84nUKXXdadHQ0N9Mn04b3yaqbqWy77wX6KI66AyHw5g7dy62bduGk046SeQ2VR5mOo0pl+k0+7gy01nZ1GQ6yXpmZjpzl0ekF+8FplPdvN7U1IQXXnhB5LZULmY6jenp6Z8GZTBmOkmPSARobR36OTOd9jIz0wn01xuhkLFlUXXjvcB0zptgyomY6TSGmU4yEzOdcjI708mAgIzivcB0DDqtwEynMXb16czOyzl4nSxHZ2OfTjmJyHQSGcFMp+kYdFqBmU5j7Mh0Fpo8PLtOlqOzFct0cvJ/e/X0AC7XwJu/dGOmk8zCTKfpGHRaIVv5xWL9EyCTNsUynX5//3vZRWQ6i2Vb+HTrfMXK1+PpD3hYvvbIlovLZWw5zHSSWcplOkXME13hGHRaIbfyy07BQOqUmifN5RLztFksEwbw6bYSsHzlVKpctGCmk8ySrQsKdbViH3BdGHRaIRIBhg///L9JvXJvKRGReWSms3IlEkBfH8tXRqWuOy0Cgf6uMQwGyKhIpHhXK/YB14VBpxV6eoDRoz//b1Ive0FbmZkqlwnr62OTilOVGyHNTKd9zMp0ulx8eCBzlLsXZL9DqjHotEIk8nnQyYpQm1LvQc9+bnWmM/sdcp5yI6QZrNjHrEwnwPdikzl4LzAdg04rMNOpn4yZzux3yHmY6ZSXWZlOgO9fJ3PwXmA6Bp1WYKZTP2Y6yUzMdMqLmU6SDe8FpmPQKVp29DUznfow00lmYqZTXsx0kmx4LzAdg07RsqOvhw/v7+DOilAbZjrJTMx0youZTpJNqXOypgbwellfaMSgU7TczAorQu0ikdJvKWGmk7RgplNezHSSbEqdk6Lmia5wDDpFy20eZkWoXalXUgLMdJI2kQjg8/VnKQphptM+zHSSbMqdk6wvNGPQKVpu8zArQu2KvXc9y+wnzWSyfx7OYuv0+/uDFpajM5XLpjFzYQ9FYaaT5MP6wnQMOkVjptOYYu9dz8oG8opizvrK9fnL/o3l6ExqMhd8n7L14nEgnWamk+TCTKfpGHSKxkynMWoynYoC9Paas75yff6yf2M5OpOazEX2e2QdNdedFnzAJzMw02k6Bp2iMdNpjJpMJ2DecWWms7KpyVxkv0fWUXPdaWF2CwhVn0Siv6sV7wWmYtApWvYpqK6OmU491GQ6AfOOKzOdlY2ZTjmJyHSm0/3N9kR68F4gBINO0bKZFbebmU49mOkkMzHTKScRmU6AAQHpx3uBEAw6RcsNmpjp1I6ZTjITM51yEpHpBBgQkH68FwjBoFO03KCJmU7tmOkkMzHTKSdmOkk2vBcIwaBTNGY6jbEj0+nz9c/HWWqdLEdnYqZTTuVed6sVM51kFDOdQjDoFK1QppMjKtUrl+msr+//fzMzneVufHy6da5y5cv3KdsjEvn8xQtmYKaTjFKb6ezpATIZa7apAjDoFG1wpjOT4YhKtRSlfKbT4+mfGcDMTGe5fmV8unWucuXL9ynbw8y3EQHMdJJxajOdgHnzRFcBBp2iDc50Zj+j8pJJIJWyNvPITGflymSAaJTlKyMz37sOMNNJxkUi/Zn3mpri32EfcM0YdIo2ONOZ/YzKy51YvxQzM1NqM53RKJtUnCYa7f9/ZrLlY3am0+sFamsZDJB+au8F2e+SKgw6RWOmUz+1gwvsyHQCnwcx5AxqR0gz02k9szOdAAdukjFa7gWsL1Rj0CkaM536yZzpzH6XnEPtXJDMdFrP7EwnwCnqyBjeC4Rg0CkaM536yZ7pZDk6CzOd8mKmk2TDe4EQDDpFY6ZTP2Y6yUzMdMqLmU6SDe8FQjDoFCmRAPr6Pj8x+VSkDTOdZCZmOuXFTCfJRs05afY80VWAQadIg4Om7JtuWBGqozZIYKaT1GCmU17MdJJs1JyTbnd/4Mn6QjUGnSIVah5mRaheT0//HGml5kkDmOkkdbLlVVdX+nvMdFqPmU6SjdpzkvWFJgw6RSrUPMyKUL1ybyPKMiszlZ08vNw6s00qLEdnyfavdpep9pjptB4znSQbteck6wtNGHSKxEynMeXeu55l1pNmdt7NcuvMNqmwHJ1FS+aC71O2TioFxGLMdJJcmOkUgkGnSMx0GqMl05lM9v/PCLV9/rLfYTk6i5bMBcD3KVtF7ZuitOIDPhnBTKcQDDpFYqbTGC2Zzuz3jVA7cCn7HZajs2jJXGS/T+Jpue604AM+6ZXtasV7gekYdIrETKcxWjKdgPHjykxnZdOa6WT5WkPLdadFY2N/s30qZe5yqfJpyb7zXqAJg06RIpGho6+Z6VRPa6bT6HFlprOyMdMpJ5GZTuDzAIJILd4LhGHQKVKhoImZTvWY6SQzMdMpJ5GZToABAWnHe4EwDDpFKhQ0MdOpHjOdZCZmOuUkOtPJgIC04r1AGAadIjHTaYzaIMHsTGd2Hs5SWI7OY/XANFJH7etuteLDA+ml5ZzkvUATBp0iMdNpjNrmUDMznfX15ScPB1iOTqS2uwbfp2ytSARwucq/KUordpMgvQrNPFMM7wWaMOgUqVimMx7niEo11GY6/X7A6zUn06k228KnW+dRW74eT38AxPK1RrZcXC5zl8tMJ+mlNdPZ12d8nugqwaBTpGKZToA3tHLS6f7JudU8abpc5vSrUZsJA/h06zSKwvKVlZZy0YJ1LemVvfbVdLXigDVNGHSKVCzTmf0bFaf2lZRZZowgZKazciWT/a0LLF/5aLnutAgE+rvKMBggrXp61He14j1dEwadIpXKdLIiLE3rNCp2ZDr7+oBEwtg6yRpa+mhlv8dr1BqiMp3ZFhAGA6SV1ntB9jdUFoNOkZjp1E/rNCp2ZDqzvyH5aR0hzWDFOqIynQCnsyF9eC8QhkGnSMx06ueETGf2NyQ/ZjrlJSrTCXDibtKH9wJhGHSKxEynfsx0kpmY6ZQXM50kG94LhGHQKUom0z8YhqPX9dGT6TQj6NT6dMtydAat5xMzZNbRct1pxXIkPXgvEIZBpyjFRl9zRKU6ejKdZjSva326ZTk6g9bziRky62i57rRiOZIeWs7Jmpr+eaJ5nqnCoFOUYpkVjqhUp6dH21tKmOmkUpjplBcznSQbLeeky8XzTAMGnaKUyqzw6bs8La+kBJjppNIiEcDn689KqMFr1DrMdJJstJ6TPM9UY9ApSqnMCp+KytOa/TCa6Uwm++fdVLtOv78/iGE5OoPW84nXqDUUhZlOkg/rC2EYdIrCTKcxWp80sxe9ouhfH8Cn20qlJ3ORTPJ9yqLF4/2vvGWmk2TCTKcwDDpFYabTGD2ZTkXpf1+73vUBfLqtVHoyF9nfkTh6rjsteI2SHsx0CsOgUxRmOo3Rk+nM/k7v+gA+3VYqPZmL7O9IHD3XnRbZa1RvCwhVn0Siv6sV7wVCMOgUpdToaz4Vlacn05n9nd71AXy6rVTMdMrJikxnJtPfjE+kBu8FQjHoFKXU6Gs+FZXHTCeZiZlOOVmR6cxdD1E5vBcIxaBTlFKZFT4VlcdMJ5mJmU45WZHpzF0PUTm8FwjFoFOUUpkVPhWVx0wnmYmZTjkx00my4b1AKAadojDTaYwdmU6fr3/+TbVYjs7BTKecssdXVNDJciStmOkUikGnKGoynRxRWZzWzFR9/ee/s2J9AJ9unURr+fJ9ytaIRD5/0YIIzHSSVnoznT09/YPWqCQGnaKUy3RyRGVxet5S4vH0zxRgJNOptV8Zn26dQ2v58n3K1hD5NiKAmU7STm+mE9A/T3QVYdApSrlMZ/Y7NFQiAaRS2jOPRt6/zkxn5cpkgGiU5Ssjke9dB1jXknaRSH/mvaZG/W94nqnGoFOUcpnO7HdoKL0jWo28f11vpjMaZZOK7KLR/v9nJls+ojOdXi9QW8tyJPX03guyv6WSGHSKwkynfnpHtNqR6QQ+D2pITnrPJ2Y6xROd6QRYjqSNkXsBz7OyGHSKwkynfk7KdGZ/S/LSez4x0yme6EwnwHIkbXgvEIpBpyjMdOrntEwny1FuzHTKi5lOkg3vBUIx6BSFmU79mOkkMzHTKS9mOkk2vBcIxaBThEQC6OtjplMvZjrJTMx0youZTpKNnnPS6DzRVYRBpwjlMiscUVma3reUMNNJhTDTKS9mOkk2es5Jt7s/8OR5VhaDThHUZFb49F1cJNI/R5qWedIAZjqpsGz51NVp+x2vUfGY6STZ6D0neZ6pwqBTBDWZFT59F6c3+6E305mdPFzrOrNNKixHufX09J8bbo3VHa9R8ZjpJNnoPSd5nqnCoFMEZjqN0fukqTfTmZ1nU+s6s00qLEe5Gclc8H3K4qRSQCzGTCfJhZlOoRh0isBMpzFGMp3JZP//tK4P4NNtpTKSuQD4PmVR9L4pSiteo6QFM51CMegUgZlOY4xkOgHtF77e0c3Z37Ac5WYkc5H9PZnPyHWnBa9RUivb1Yr3AmEYdIqgZvQ1n4qKM5LpzP5e6/oAPt1WKqOZTpavGEauOy0aG4F4vL85n6gUI9l33gtUYdApgprR13wqKs5oplPrcWWms7Ix0yknKzOdAAMCKo/3AuEYdIqgJrPCp6LimOkkMzHTKScrM5256yMqhvcC4Rh0iqAms8KnouKY6SQzMdMpJ6sznSxHKof3AuEYdIrATKcxdmU6s/NuasFylB8znXJippNkw0yncAw6RWCm0xg7Mp319donDwdYjk6g93zi+5TFikT6r7lAQOx6mOkktZjpFI5BpwhqM50cUVmY3sxUTU3/e+31ZDr1Zlv4dCs/veXL9ymLlX1TlMsldj3MdJJaRjOdfX3a54muMgw6RVCb6QRYEQ6WTvdPxq3nSdPl0hcEGnn/M59u5aYoLF9ZWfHedYCZTlIve47U1Wn/Lc8zVRh0iqA205n9Ln3O6FtKGhrgYqaTspLJ/tYElq98rHjvOtDffO92sxypvGz2XU9XK97TVWHQKYKWTCefivIZHdGq5/3rRjNhfX1AIqHv9ySW0fOJmU5xrMp0ulwsR1LH6L0guwwqikGnCNmnpVLYvF6Y0RGtDQ3W9+nMLoPkY/R8YqZTHKsynQDLkdThvUA4Bp0iRCLqm9f5VJTPiZnO7DJIPsx0ysuqTCfAciR1eC8QjkGnCMx06sdMJ5mJmU55MdNJsuG9QDgGnWbLZPoHwzDTqY8ZmU6rR69nl0HyYaZTXsx0kmx4LxCOQafZsqOvy524HFFZGDOdZCZmOuXFTCfJxsg56fcDPh/PszIYdJot+5RT7sTliMrCIpH+Y6P3LSXs00m5mOmUFzOdJBuj5yTPs7IYdJot+5Sj5sTVk5WrdD09+l9JCejPdBoNOlmOcurp6c8+1NTo+z2vUXGMXHdasRxJDaPnJM+zshh0mk1tpjP7HT4V5VMz8r8Urcc0keifZ9NokwrLUU5Wn0+kTvZNUVY2r7McqRzWF8Ix6DQbM53GmPGkGY32D+hSu77s74ysk+UoJzPOJ75P2XzxeP81ykwnyYSZTuEYdJqNmU5jTHjSdCkKXLGY+vX93++MrJPlKCkzMhfZ5ZB5zLjutOA1SuWYkX3neVYWg06zMdNpjBlPmgDcvb3q15fzO93rZDnKyaTzieVrMjOuOy2y16iiWLM+cp5kEkileC8QjEGn2bKjr+vqyn+XT0VDmZSZcqm98JnprGzMdMrJjkxnJgOobQGh6sN7gSUYdJpNy+hrPhUNxUwnmYmZTjnZkenMXS/RYLwXWIJBp9m0ZFb4VDSUSZkpd3aSfjXry/md7nWyHOXETKec7Mh05q6XaDDeCyzBoNNsWjIrfCoayqTMlEtt0Mmn28rGTKecmOkk2fBeYAkGnWZjptMYOzKdPl//fJtG1slylBMznXIy+qYorViOVA4znZYwJeg88MAD8cADD+DYY4/F4YcfjjvuuGPgb/F4HD/72c9w9NFHY9GiRbj99tuhVPIIQj2Zzko+HloZzUzV1wPQmOk0euPj0628jJZvTQ3g9bJ8zdbT8/mLFazATCeVY1amU8s80VXIa9aC3njjDdx7773Ytm0bzjjjDBx11FEYM2YMbrvtNmzevBn/+7//i2g0iu985zsYPXo0Fi5cOGQZyWQSyUGTMHu9XtTofYWdVldcgeH//jdQVwfF5dK3jOefB2bOhKLmpKuvhzuTgXLqqfpf+1hpuruh1Ncbumhd9fUI/ulPwDvvlC/Hd98FGhvVlVcxDQ1wbdsGLF2qfxk0lKJgeG+vseuxvR1KQ4Ox86mxEbjtNuCFF3Qvo6oVKsf33jN+3WlRXw83AOVnPwPuvNOadVYSM65F2W3cCBeAjJH7T/Y8O+WU/odVmyk/+Qmw554D/878335lBF13bhVxjGlH5cwzz0QgEMCUKVMwefJkrFu3DmPGjMGTTz6JFStWIBgMIhgMYunSpXj88ccLBp2rV6/GqlWr8j5bsmQJTjzxRLM2s6TW9evh27EDCSMLGTMGPYcdhp5Nm8p+1TtuHFpnz4ZrwwYja6wsX/oS2idPRp+K41dMy0knoWbtWiTWry//5bo6xOfNQ9jA+vwzZqB5v/2Adet0L4MK8wDGrseDD0bHtGlIGijf5iVL4H/7bZavAUPK0e9H4utfR6eBctEkk8Gwr30N3k8/ZTnqZPhadIDUkiXYvX277t9799ij/55u1XldRvvGjeirrR3y+ZYtW4Ssb+LEiWW/Y1rQ2dzcPPDftbW16P2/KWt27dqFUaNGDfxt9OjR2LVrV8FlnHXWWVg6KFtkZaYz8//+H7Zs2YJx48apitiL8QNoVfPFtjbgH//QvZ5KNcbg7zMrV2oqRz+AkJEVtrUBxx1nZAlUQCaTMeV6HG10Q265xegSqlqxcvQDCFq5Ifffb+XaKopZ16Ls/ADqjSxAsnv64HupDOUoPP87fPhw7NixA6NH91f9O3bswPDhwwt+t6amxrqm9BLcbndFX1jVguVYGViOlYHl6Hwsw8pgZzkKX+vhhx+OVatWIRKJYMeOHbjrrrtw1FFHiV4tEREREUlEeNC5bNkyjB07Fl//+tfxzW9+E/Pnz8eCBQtEr5aIiIiIJOJSKnr+Im0ymQw2bdqEtrY2NiE4GMuxMrAcKwPL0flYhpVBhnLk2UNEREREwjHoJCIiIiLhGHQSERERkXAMOomIiIhIOAadRERERCQcg04iIiIiEo5TJhERERGRcMx0EhEREZFwDDqJiIiISDgGnUREREQkHINOIiIiIhKOQScRERERCcegk4iIiIiEY9BJRERERMIx6CQiIiIi4Rh0EhEREZFwDDqJiIiISDgGnf+ns7MTF1xwAWbNmoXjjz8er776qt2bRGUkk0lceeWVWLhwIebOnYtly5bhk08+Gfj7HXfcgSOOOAJf+cpXcPPNN4NvfJXfO++8g4MOOgh33HHHwGcsR2e54447sGjRIsyZMwennnoqIpHIwOcsR2f44IMPcPbZZ2Pu3LlYvHgxHnrooYG/sRzltHLlSixZsgQHHXQQHn/88by/lSqztWvX4pRTTsGsWbOwbNkybN++XeyGKqQoiqL88Ic/VH76058qsVhM+fvf/64cdthhSldXl92bRSX09vYqq1atUnbs2KGkUinlzjvvVI499lhFURTl+eefVxYtWqRs2bJF2bVrl3LCCScoDz74oM1bTKWk02nljDPOUE4//XRl9erViqKwHJ3m7rvvVr71rW8pn376qZLJZJSPP/5YicfjLEeHWbJkiXLbbbcp6XRaef/995XZs2crGzduZDlK7G9/+5vy0ksvKWeccYby2GOPDXxeqswSiYSycOFC5cEHH1Ti8bhy8803K+ecc47Q7WSmE0Bvby+effZZnHfeeaitrcW8efMwefJkPPfcc3ZvGpUQCARwzjnnYOTIkfB4PDjppJPw6aefIhwOY82aNTjhhBOwxx57YNiwYTjttNPw6KOP2r3JVMIDDzyAGTNmYOLEiQOfsRydI51OY/Xq1fjJT36C0aNHw+VyYcqUKfD7/SxHh9mxYwfmz58Pt9uN6dOnY8KECdi0aRPLUWILFy7El770JdTU1OR9XqrM3njjDQQCASxevBh+vx/f+ta38N577wnNdjLoBLB582Y0NDRg2LBhA59NnToV69evt3GrSKt33nkHLS0taGpqwoYNGzBlypSBv02bNo3lKbGuri7cfffdWLZsWd7nLEfn2LlzJxKJBJ566ikcddRROP7443H//fcDYDk6zYknnog1a9YglUrh3//+Nz777DPMmDGD5ehApcps/fr1eX8LBALYY489hJapV9iSHSQWi6G+vj7vs/r6evT09Ni0RaRVT08Prr32Wnz7298G0J+9bmhoGPh7fX09ent77do8KuO3v/0tTjnlFASDwbzPWY7OsXPnTvT09GDr1q146KGHsG3bNnz729/GhAkTWI4Oc+ihh2L58uW47bbbAAA/+tGP0NLSwnJ0oFJlViz2icViwraHQSf6o/toNJr3WTQaRSAQsGmLSItEIoGLL74YX/7yl7F48WIAQF1dXd5DQzQaRV1dnV2bSCV88MEHWLt2LX74wx8O+RvL0Tn8fj8AYNmyZaitrcXkyZOxcOFCvPDCCyxHBwmHw7jooouwYsUKzJkzBxs2bMD555+PyZMnsxwdqFSZ2RH7sHkdwPjx49HT04Pdu3cPfPbxxx9j0qRJNm4VqZFKpfCjH/0Iw4cPx4UXXjjw+cSJE/NGsn/00UcsT0m9+eab2Lx5MxYuXIijjz4aTz75JH7/+9/j6quvZjk6SFtbG3w+X8G/sRydY9u2bWhoaMBhhx0Gj8eDKVOm4Itf/CLefPNNlqMDlSqzSZMm5f0tFoth69atQsuUQSf6nwTmzJmDlStXIh6P49lnn8W6deswZ84cuzeNyrjmmmuQSCSwYsUKuFyugc8XLlyIP//5z9i2bRt2796Nu+66CwsWLLBxS6mY448/Hn/5y19w11134a677sKcOXNw8skn44ILLmA5OkggEMDhhx+O22+/HclkEhs3bsSjjz6KWbNmsRwdpK2tDdFoFM899xwURcHGjRvx2muvYcqUKSxHiaVSKSQSCSiKMvDfmUymZJl98YtfRCwWw8MPP4xkMonbb78de+21F0aPHi1sO12Kwkm2gP55OpcvX4433ngDI0eOxA9/+EMccsghdm8WlbB9+3Ycc8wx8Pv9cLs/f3761a9+hf333x+rV6/GH//4R2QyGRx33HE4//zz8wJTktOKFSswYcIEnHnmmQDAcnSQSCSCq666Cq+88gpCoRDOOOMMnHDCCQBYjk7y0ksv4de//jW2bt2KxsZGfP3rX8fZZ58NgOUoqxUrVuCRRx7J++zWW2/FgQceWLLM1q5di5/+9KfYsmUL9tprL1x11VUMOomIiIjI2di8TkRERETCMegkIiIiIuEYdBIRERGRcAw6iYiIiEg4Bp1EREREJByDTiIiIiISjkEnEREREQnHoJOIyKDXX38dBx54IA488EB8+umndm8OEZGUGHQSEWmwYsUKHHjggVi2bNnAZw0NDZgxYwZmzJiBmpoaG7eOiEheXrs3gIjI6aZPn4477rjD7s0gIpIaX4NJRKTSMcccg+3btw/5/NZbb8V5550HAHjooYcwZsyYgXchjx49Gueeey5uueUW9PT04Nhjj8V3vvMd/Pa3v8VDDz2ExsZGnHnmmQPvKAeAXbt24Xe/+x1eeuklhMNhjBw5EscccwzOPPNMeL3MFRCRM7H2IiJSac8990QsFkM4HEZ9fT0mTpwIAPjggw+K/mb37t247rrrMGzYMESjUdx99914+eWXsXPnTjQ0NGDHjh34xS9+gS9+8YuYOHEiwuEwzjzzTHz22WcD61i/fj1uvfVWbNu2DcuXL7dqd4mITMU+nUREKt1www348pe/DKA/AL3jjjtwxx13YPr06UV/09fXh9/85jd44IEHMHLkSADAli1bcPfdd+P++++H3+9HJpPBG2+8AQC477778Nlnn6G1tRUPPvgg7r77bvz85z8HADzyyCPYsmWL4L0kIhKDmU4iIoGCwSD2228/AMCoUaPw2WefYfLkyRgzZgwAoLm5GTt27EBHRwcAYO3atQCA9vZ2HHnkkXnLUhQF//73vzFu3DjrdoCIyCQMOomIBKqvrx/4b4/HM+Qzl8sFoD+gzP3/3Ob7XLW1tcK2lYhIJAadREQaZIO+eDwuZPl77703XnzxRXg8Hlx77bUDGdFoNIq///3vOOyww4Ssl4hINAadREQaTJgwAQDw3nvv4aSTTkIgEMC3vvUt05Z/4okn4q9//St27tyJr3/965g4cSKi0Sg+++wzpFIpfPWrXzVtXUREVuJAIiIiDY499lh85StfQUNDA9atW4d///vfyGQypi2/ubkZq1evxjHHHINQKIR169YhkUhg//33x0UXXWTaeoiIrMZ5OomIiIhIOGY6iYiIiEg4Bp1EREREJByDTiIiIiISjkEnEREREQnHoJOIiIiIhGPQSURERETCMegkIiIiIuEYdBIRERGRcAw6iYiIiEg4Bp1EREREJByDTiIiIiISjkEnEREREQn3/wFcE2e9XgwH0gAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_anomalies_from_scores(\n", " series=series_test, anomalies=anomalies, title=\"Testing set univariate\"\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From left to right, anomalies at positions 3, 4, and 6 are of type 1, and anomalies at positions 1, 2, and 5 are of type 2. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use the scorer `KMeansScorer()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We fit two `KMeansScorer` with different values for the `window` parameter (1 and 2)." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "windows = [1, 2]\n", "Kmeans_scorer_w1 = KMeansScorer(k=4, window=windows[0])\n", "Kmeans_scorer_w2 = KMeansScorer(k=8, window=windows[1], window_agg=False)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AUC_ROCAUC_PR
w_10.4602120.123077
w_21.0000001.000000
\n", "
" ], "text/plain": [ " AUC_ROC AUC_PR\n", "w_1 0.460212 0.123077\n", "w_2 1.000000 1.000000" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores_all = []\n", "metric_data = {\"AUC_ROC\": [], \"AUC_PR\": []}\n", "for model, window in zip([Kmeans_scorer_w1, Kmeans_scorer_w2], windows):\n", " model.fit(series_train)\n", " scores = model.score(series_test)\n", " scores_all.append(scores)\n", "\n", " for metric_name in metric_data:\n", " metric_data[metric_name].append(\n", " eval_metric_from_scores(\n", " anomalies=anomalies,\n", " pred_scores=scores,\n", " metric=metric_name,\n", " )\n", " )\n", "pd.DataFrame(data=metric_data, index=[\"w_1\", \"w_2\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The metric indicates that the scorer with the parameter window set to 1 cannot locate the anomalies. On the other hand, the scorer with the parameter set to 2 perfectly identified the anomalies." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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