{ "cells": [ { "cell_type": "markdown", "id": "d9ea7341", "metadata": {}, "source": [ "# First Application\n", "\n", "This notebook introduces basic Coba functionality for contextual bandit application research. That is, evaluating how learners perform in specific environments.\n", "\n", "## Creating Environments\n", "\n", "The primary means of performing application research in coba is to create coba environments that emulate the desired application.\n", "\n", "The easiest way to do this is with domain specific datasets. Here we discuss three types of datasets that can be used.\n", "\n", "### 1. Supervised Datasets\n", "\n", "Perhaps the easiest way to get started is with domain relevant supervised datasets.\n", "\n", "These kind of datasets can be generated in lab based validation studies that provide ground truth data that may not be available at deployment time. While these datasets may be unrealistic in a deployment scenario they can still indicate the feasiblility of using contextual bandit learners. Use `cb.Environments.from_supervised`, as shown below, to ingest labeled features as a coba environment." ] }, { "cell_type": "code", "execution_count": 1, "id": "a2d28943", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1. {'source': '[X,Y]', 'label_type': 'c', 'env_type': 'SupervisedSimulation'} | BatchSafe(Finalize())\n" ] } ], "source": [ "import coba as cb\n", "\n", "X = [[1,2,3],[4,5,6],[7,8,9]] #these are features\n", "Y = ['label1','label2','label3'] #these are class labels\n", "\n", "cb.Environments.from_supervised(X,Y,label_type='c')" ] }, { "cell_type": "markdown", "id": "9abb0ffd", "metadata": {}, "source": [ "### 2. Explicit Datasets\n", "\n", "If you have a good model or understanding of your domain you might want to create an environment from scratch.\n", "\n", "This can be done by implementing the environments interface (This could also be done using dataframes with appropriate column names)." ] }, { "cell_type": "code", "execution_count": 2, "id": "c2140211", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'context': [1, 2, 3, 4],\n", " 'actions': ['a', 'b'],\n", " 'rewards': DiscreteReward([['a', 'b'], [1.2, 0.1]])},\n", " {'context': [4, 5, 6, 7],\n", " 'actions': ['a', 'c'],\n", " 'rewards': DiscreteReward([['a', 'c'], [0.5, 0]])},\n", " {'context': [7, 8, 9, 0],\n", " 'actions': ['c', 'f'],\n", " 'rewards': DiscreteReward([['c', 'f'], [0.3, 5]])}]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import coba as cb\n", "\n", "class MyEnvironment:\n", "\n", " def read(self):\n", " context = [[1,2,3,4], [4,5,6,7], [7,8,9,0]]\n", " actions = [['a','b'], ['a','c'], ['c','f']]\n", " rewards = [[1.2,0.1], [0.5,0.0], [0.3,5.0]]\n", "\n", " for C,A,R in zip(context,actions,rewards):\n", " yield {'context':C, 'actions': A, 'rewards': R }\n", "\n", "list(cb.Environments.from_custom(MyEnvironment())[0].read())" ] }, { "cell_type": "markdown", "id": "7945be28", "metadata": {}, "source": [ "### Logged Datasets\n", "\n", "If you are working with an already deployed system there's a good chance you will have logged bandit data.\n", "\n", "Coba has many tools to work with this kind of data once it has been ingested.\n", "\n", "The easiest way to ingest this data is to use dataframes." ] }, { "cell_type": "code", "execution_count": 8, "id": "c2fc8aa0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'context': [1, 2, 3, 4], 'action': 'a', 'reward': 1.2, 'probability': 0.1},\n", " {'context': [4, 5, 6, 7], 'action': 'c', 'reward': 0.0, 'probability': 0.9},\n", " {'context': [7, 8, 9, 0], 'action': 'f', 'reward': 5.0, 'probability': 0.2}]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import coba as cb\n", "import pandas as pd\n", "\n", "context = [[1,2,3,4], [4,5,6,7], [7,8,9,0]]\n", "action = ['a', 'c', 'f']\n", "reward = [1.2, 0.0, 5.0]\n", "probability = [0.1, 0.9, 0.2] #This is optional, but if you have it available coba can use it to improve certain estimators\n", "\n", "df = pd.DataFrame({'context':context, 'action':action, 'reward':reward, 'probability': probability})\n", "\n", "list(cb.Environments.from_dataframe(df)[0].read())" ] }, { "cell_type": "markdown", "id": "db19e0b2", "metadata": {}, "source": [ "## Pre-processing Environments\n", "\n", "Once you've created an environment you'd like to apply contextual bandit learners on it's time to pre-process. Coba provides several convenience methods to prep your data for learning. In fact, you can even run experiments to see which pre-processing steps most improve CB learner performance. Below we demonstrate a few of these on synthetic data but you'd be working with an environment created using one of the methods described at the top of this notebook. " ] }, { "cell_type": "code", "execution_count": 3, "id": "ecb0ecdf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1. LinearSynth(A=5,c=5,a=5,R=['a', 'xa'],seed=1) | Sort('sort_keys': '*') | BatchSafe(Finalize())\n" ] } ], "source": [ "#scale applies centering and scaling to feature columns. You can even supply \n", "#the 'using' argument to only scale based on a subset of the entire environment\n", "cb.Environments.from_linear_synthetic(100).scale('med','iqr',using=100)\n", "\n", "#impute fills in missing values (i.e., None values) with the chosen statistic\n", "#by setting indicator=True an additional 1/0 feature is added to indicate to learners\n", "#when a feature has been imputed\n", "cb.Environments.from_linear_synthetic(100).impute('median',indicator=True)\n", "\n", "#dense will apply the \"hashing trick\" to turn sparse data into dense representations\n", "cb.Environments.from_linear_synthetic(100).dense(n_feats=2**10, method=\"hashing\")\n", "\n", "#noise will apply noise to context features, action features, or reward values\n", "#noise is very useful to see how robust a learner would be to poor data at deployment\n", "cb.Environments.from_linear_synthetic(100).noise(context=(0,.1),reward=(0,1))\n", "\n", "#cycle can be used to check your robustness to non-stationarity. Cycle will wrap\n", "#reward values to the right one space, which cycles the optimal action right as well.\n", "cb.Environments.from_linear_synthetic(100).cycle(after=100)\n", "\n", "#sort can be used to check your robustness to domain-shift. Sorting on context\n", "#creates an environment where context distribution is a function of time step\n", "cb.Environments.from_linear_synthetic(100).sort()" ] }, { "cell_type": "markdown", "id": "4e4a9fe2", "metadata": {}, "source": [ "## Running Experiments\n", "\n", "Once your environment has been prepped you are ready to run an experiment. \n", "\n", "For this example we're going to use an openml dataset, but everything we do below could be done with an environment you created.\n", "\n", "### Feature Scaling Experiment" ] }, { "cell_type": "code", "execution_count": 14, "id": "2540db7c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#This shows how to evaluate what scaling logic works for your environment\n", "env = cb.Environments.from_openml(180, take=4000)\n", "env = env + env.scale('min','minmax',using=2000) + env.scale('mean','std',using=2000) + env.scale('med','iqr')\n", "env = env.shuffle(n=10)\n", "\n", "lrn = cb.VowpalEpsilonLearner()\n", "\n", "cb.Experiment(env,lrn).run(quiet=True,processes=10).plot_learners(x=['shift','scale'], err='bs')" ] }, { "cell_type": "markdown", "id": "0424489d", "metadata": {}, "source": [ "Above we see that for this environment either standardizing or robust scaling the context features seems to give the best performance.\n", "\n", "\n", "### Hyperparameter Tuning\n", "\n", "Coba doesn't offer any out of the box methods like random search or halving.\n", "\n", "Instead we rely primarily on experiment level paralellization to make explicit searches computationally viable.\n", "\n", "The legend in coba plots will always be sorted according to learner performance to make it easier to pick out the best." ] }, { "cell_type": "code", "execution_count": 18, "id": "2cc1f658", "metadata": {}, "outputs": [ { "data": { "image/png": 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w3HPP7TAsnnXWWaiqyuzZswH7H97PP/88J5xwQma+4ooVKwC46KKLmrXzb3/7G4lEIqstrWkKQf/973+54YYbiMViGIbR7DOZM2dOs/eZPHkyQOYzKS0tZciQIZkA+uGHHzJx4kSOPPJINm3axKpVq/joo48wTTMrUMViMWbNmpWZr1pUVERxcTH19fUt3sO237Om7/+QIUOyyh0OBwMHDtzhZ9DE2mZ+cns0BeuW9qZszwJBQ4YMYfLkyc0eW89TBejbt2+zc/Pz87PmG48ePZphw4Zlfo7A/uNGUVFRmxbf2fZzBvuzHjp0aLPybf9bbK2dTcF/63YC9O7du9kqtYFAoNnQ66Y/MjSdX1VVRX19PY8++mizn8/p06cDW34+29umlvzyl7/E7/czfvx4hgwZwlVXXdXqEN2mnydZfVcIIYQQu5N9fk7p+PHjm82525bL5UJVd11+3zYsmKaJoii88cYbLa5I2jS3DODee+/l4osv5uWXX+att97i2muv5c477+STTz6hd+/eeDwePvjgA+bNm8drr73GnDlzmD17NscccwxvvfVWqyue9uzZk4kTJ/Lcc8/xq1/9ik8++YR169bx+9//PqudAHfffTdjxoxp8Tpbt7U1TSEI4OSTT0bTtMy+nE3fK9M0Oe644/jFL37R4jX222+/zPMjjjiCuXPnEovFWLhwIbNmzeKAAw4gLy+PDz/8kCVLluD3+7O2OLnmmmt4/PHHuf766zn00EMJBAIoisI555zTYoDv7BVgCwoKUBSlTaGkNT169ADsfU23tXnzZnr27Nnha7ektZ+dbYP1tGnTuOOOO6iuriYnJ4dXXnmFc889N2t+ams643Nuaztbq7ej85t+Pi644IJmc2ebNM1lbm+bWjJ8+HCWLVvGq6++ypw5c3jxxRd56KGHmDVrFrfeemtW3bq6Orxer6xYLIQQQojdyj4fSjuqX79+vPPOOzQ0NGT1li5dujRzvOmraZqsXr06q9ds29U+t2fQoEFYlsWAAQOywlZrRo4cyciRI/n1r3/Nxx9/zOGHH87DDz/M7bffDoCqqhx77LEce+yx3Hffffzud7/j5ptvZt68eZkw2JJp06Zx5ZVXsmzZMmbPno3X6+WUU07JaidAbm7udq/TXjfffDN//etf+fWvf50ZDj1o0CDC4XCb3mfixIk8/vjjPPvssxiGwWGHHYaqqhxxxBGZUHrYYYdlBYMXXniBiy66iHvvvTdTFo/Hqa+vb1Obm77/K1asyOoBTKVSrF69mtGjR2/3fF3XGTRoUGYV6I444IAD0HWdL774ImtbmWQyyVdffdVsq5ldZdq0adx66628+OKLlJaWEgqFsobJtle/fv1YtmxZs/Jt/1vcVYqLi8nJycEwjE7972B7vZs+n49p06Yxbdo0kskkZ5xxBnfccQczZ87M2t5p9erVmR5kIYQQQojdxT4/fLejTjzxRAzD4M9//nNW+R//+EcUReGEE04AyAwF3nZ/zQceeKDN73XGGWegaRq33nprs54Ty7KoqakB7C1A0ul01vGRI0eiqmpmCGdtbW2z6zf1arY0zHNrP/zhD9E0jWeeeYbnn3+ek08+OWs/zrFjxzJo0CDuuecewuFws/Orqqp2fLMtyMvL4/LLL+fNN9/kq6++AuwVgRcsWMCbb77ZrH59fX3W59A0LPf3v/89o0aNygy3nDhxInPnzuWLL77IGroLds/Vtp/1Aw880GwYcWvGjRtHcXExDz/8MMlkMlP+j3/8o83B9tBDD+WLL75oU92WBAIBJk+ezJNPPklDQ0Om/IknniAcDm93f9OuNHz4cEaOHMns2bOZPXs2PXr04Mgjj+zw9U488UQ+++wzFixYkCmLRCI8+uij9O/fv9nc166maRo//OEPefHFF/nmm2+aHe/ofwc+n6/FoeNN//03cTqdjBgxAsuySKVSWccWLVrEYYcd1qH3F0IIIYToKtJT2kGnnHIKRx99NDfffDNr1qxh9OjRvPXWW7z88stcf/31mV7DsWPH8sMf/pD777+fmpqazJYwy5cvB9o2t2vQoEHcfvvtzJw5kzVr1nDaaaeRk5PD6tWr+fe//81PfvITfv7zn/Puu+9y9dVXc9ZZZ7HffvuRTqd54oknMv9IBrjtttv44IMPOOmkk+jXrx+VlZU89NBD9O7dO2uhmJaUlJRw9NFHc99999HQ0NBsYRpVVfnb3/7GCSecwP7778/06dPp1asXGzduZN68eeTm5vLf//63Ix831113Hffffz933XUXzz77LDfeeCOvvPIKJ598cmbbkUgkwuLFi3nhhRdYs2YNRUVFgD1/t6ysjGXLlmUtMHXkkUfyy1/+EqBZKD355JN54oknCAQCjBgxggULFvDOO+9kbRW0PQ6Hg9tvv53LL7+cY445hmnTprF69Woef/zxNs8pPfXUU3niiSdYvnx5sx7ypl7vb7/9FrCD5vz58wH49a9/nal3xx13cNhhhzFp0iR+8pOfsGHDBu69916OP/54fvCDH7SpHYsWLeLJJ59sVj5o0CAOPfTQNl1jW9OmTWPWrFm43W4uueSSnRoef9NNN/HMM89wwgkncO2111JQUMA///lPVq9ezYsvvrhLh943ueuuu5g3bx4TJkzgsssuY8SIEdTW1rJo0SLeeeedFv84tCNjx45l9uzZzJgxg4MPPhi/388pp5zC8ccfT1lZGYcffjilpaUsWbKEP//5z5x00klZozgWLlxIbW1tZmEyIYQQQojdxi5f73c30bTlxOeff77dehdddJHl8/laPNbQ0GDdcMMNVs+ePS2Hw2ENGTLEuvvuu7O2Q7Esy4pEItZVV11lFRQUWH6/3zrttNOsZcuWWYB11113Zeo1bQnT2nYtL774onXEEUdYPp/P8vl81rBhw6yrrrrKWrZsmWVZlrVq1Srrxz/+sTVo0CDL7XZbBQUF1tFHH2298847mWvMnTvXOvXUU62ePXtaTqfT6tmzp3Xuuedmba3S0pYwTf76179agJWTk2PFYrEW2/nll19aZ5xxhlVYWGi5XC6rX79+1tlnn23NnTu35Q95m/e9++67Wzx+8cUXW5qmZbbbaWhosGbOnGkNHjzYcjqdVlFRkXXYYYdZ99xzj5VMJrPOPeussyzAmj17dqYsmUxaXq/Xcjqdze6lrq7Omj59ulVUVGT5/X5rypQp1tKlS61+/fpZF110Uabejn6OHnroIWvAgAGWy+Wyxo0bZ33wwQfWpEmTdrgljGXZW6UUFRVZv/3tb5sdYztbtWzrww8/tA477DDL7XZbxcXF1lVXXWWFQqEdvv+OtoTZ+nPo16+fddJJJzW7Rmv3umLFisx15s+f3+x4a1vCtPQelmVZ33//vXXmmWdaeXl5ltvttsaPH2+9+uqrWXWatl/Zdsukln7eJ02a1OI2K621AbCuuuqqrLKKigrrqquusvr06WM5HA6rrKzMOvbYY61HH320Q20Kh8PWeeedZ+Xl5VlAZnuYRx55xDryyCMz/70NGjTIuvHGG61gMJh1zV/+8pdW3759m/3/SQghhBCiuymWtRPLe4oO++qrrzjwwAN58sknOf/887u7OWI39dvf/pbHH3+cFStWtLoYjhA7kkgk6N+/PzfddBPXXXdddzdHCCGEECKLzCndBVraD/L+++9HVdWdmksn9n433HAD4XCYZ599trubIvZgjz/+OA6Ho9keyEIIIYQQuwPpKd0Fbr31VhYuXMjRRx+Nruu88cYbvPHGG/zkJz/hkUce6e7mCSGEEEIIIUS3kVC6C7z99tvceuutfPfdd4TDYfr27cuPfvQjbr755jbtzSiEEEIIIYQQeysJpUIIIYQQQgghuo3MKRVCCCGEEEII0W0klAohhBBCCCGE6Db73IRG0zTZtGkTOTk5KIrS3c0RQgghRBtYlkVDQwM9e/ZEVeVv6kIIsTfZ50Lppk2b6NOnT3c3QwghhBAdsH79enr37t3dzRBCCNGJ9rlQmpOTA9i/1HJzc7u5NUIIIYRoi1AoRJ8+fTK/x4UQQuw99rlQ2jRkNzc3V0KpEEIIsYeRqTdCCLH3kUkZQgghhBBCCCG6jYRSIYQQQgghhBDdRkKpEEIIIYQQQohuI6FUCCGEEEIIIUS3kVAqhBBCCCGEEKLbSCgVQgghhBBCCNFtJJQKIYQQQgghhOg2EkqFEEIIIYQQQnQbCaVCCCGE6FSvr3q9u5sghBBiD6J3dwOEEEIIseu9vup1Thx4YrvOMUyDhmQD4VSYaDpKNBUllo4RTUcJJUKZsjfXvNnuawshhNh3dXsoffDBB7n77rspLy9n9OjRPPDAA4wfP77V+vX19dx888289NJL1NbW0q9fP+6//35OPFF++QkhhNj7tDc8WpZFLB0jlAwRSobQFI20mc6U1SfqqY/XM3vZbBZWLKQh1WAfS4QwLAPDNOyvlkHaTJM0kiTNJJFUhEgq0qY25DpzO3q7Qggh9kHdGkpnz57NjBkzePjhh5kwYQL3338/U6ZMYdmyZZSUlDSrn0wmOe644ygpKeGFF16gV69erF27lry8vF3feCGEEKJRR3odLcsikopgWAZJI0k8HUdVVVTULWVGnKeWPIVhGURTURpSDURSkUxvZUOygVAiREOyASATOlNmqk1tWNewrt33CuDW3HgdXjy6x/6qeQi4AvgcPrwOL19VftWh6wohhNg3dWsove+++7jsssuYPn06AA8//DCvvfYajz32GDfddFOz+o899hi1tbV8/PHHOBwOAPr3778rmyyEEGIP1ZHguD3xdJzNkc1E01GeWfoMPoePhlQD0VSUcCpMfbyepJkkmAgSSUUyQ1vDqTDRVJT6RD0JI9Gm9/p6/tftbp+u6PidfiwsNEXDo3vIdeaS784n4ArwdeXXTB08lRxnDi7NRcAVQFd1dEVHVVQ0VUNXdJyaE4fmwO/wk+PMIceZg0N1bPe9r5l7TbvbK4QQYt/VbaE0mUyycOFCZs6cmSlTVZXJkyezYMGCFs955ZVXOPTQQ7nqqqt4+eWXKS4u5rzzzuOXv/wlmqa1eE4ikSCR2PJLPxQKde6NCCGE2CO8sfqNTCg1LdPueUw2ZHof6+P11MRrqI3XUhOzv6bNNHEjTtpMkzJTmXPqE/WEU+Gs61/97tUdbpuCglt3Y1ompmWiKRou3YVLdRFOhRlZPBK/w58Jhj6HL/M815VLjjMHBYUcZw75rnxyXbl4dS+KorT6ntfMvYYrx1zZ4TZvzwkDTuiS6wohhNg7dVsora6uxjAMSktLs8pLS0tZunRpi+esWrWKd999l/PPP5/XX3+dlStXcuWVV5JKpbjllltaPOfOO+/k1ltv7fT2CyHEvqyzex139topM0VNrIbqWDVV0SqqYlWZ3sjaeC018RoWVSzi1P+cSiQVoSZeQ9pM73RbvboXv9NPQ7KBgYGB+J1+fLoPn8NHgbsAh+Yg15mbKffoHvxOP17dS64rl0J3IQ7Nga7orQbIa+ZewwPHPrDTbd3WxNhJnX7NJoNrDoKBXXZ5IYQQe5luX+ioPUzTpKSkhEcffRRN0xg7diwbN27k7rvvbjWUzpw5kxkzZmReh0Ih+vTps6uaLIQQe6Wtex072+urXufYfsdSG6u1h8Em6jNhsyZeQ32inrp4HXXxOoLJIDWxGkLJto2CCQezezcdqiPT8xhwBijwFFDoLqTQU2iHStWBR/egKioO1YHX4cXv8FPgLiDfnU+uMxdFUbosOALkrOvd4XMt0yKdMjHSJpZpkYwbGCmTeDQFXxeyoqwCVVMw0xZG2sQ0LFRdIRkzSMbSjWUmRsrCMOzrGGkTI2limhYA6ZRJMpYmHkmRjBtg2eX7HVzWKfcvhBBi79dtobSoqAhN06ioqMgqr6iooKys5V9kPXr0wOFwZA3VHT58OOXl5SSTSZxOZ7NzXC4XLpercxsvhBB7iK7s0WySNtPUJ+pxaS78Dj+KomBaJqFEiI2RjQTjwcxKrsFkkGAiSDQdJZFOEDfiVEQqaEg1EEwEM72d454c1+526IpOoaeQYk8xRd4i/A4/ea48CtwFFLgLeHH5i9ww7ga8upd8dz757nzcmnu7Q1zbakfB0bIsTNPCSJmkEgbppEE8ksZIGZn3NwwLM21iGHY90zAx0hYDVo3lf3PXk04ZpFMmCpBKmliGRTKeJhFNEwsnMdIW6aRBKmGQjKdJJ02MlLnddr31t293+t5b4vTsUX/zFkII0c267beG0+lk7NixzJ07l9NOOw2we0Lnzp3L1Ve3PC/n8MMP5+mnn8Y0TVRVBWD58uX06NGjxUAqhBD7upZ6NC3LsgNgvIakkaQyWklFtAJFUfDq3szKrpZlUZeweyTrE/UYpkHKTBFJRfi+/nuOfPZI4kacWDqWubamaLh1N9FUFAtrp9quqzo5DnvOZJGnyA6bniLy3fmZsJnjzKHQXUiBp4A8Vx6qorZ6vYUfreTgsoPb9N6WZZGMpUmn7N5D07DvJRlLZ0JlKmkQrksQa0jSb8lY5jz6DfFICrBQVYVUwiARtXsQE9F05hrtpzL/+RUdPDeb7lDRnCouj04imqawlx/TMFE1Fd2pomoqRtrE6dZwenQ0XUXTVDSHgqqrmde6U0VR7TCtO1WcLh23X8fh1lEUmP/Cyk5prxBCiH1Dt/4pc8aMGVx00UWMGzeO8ePHc//99xOJRDKr8V544YX06tWLO++8E4ArrriCP//5z1x33XVcc801rFixgt/97ndce+213XkbQgixU3a2NzNlpKiJ12R6IKuiVVTHqgkmgiyvW85Vc6+iPlFPKBHK7F3ZGfMpk4lkszLDMrL2sizyFFHgLsgMf8115pLrysXn8OHW3Hh0T6bXMteZS6GnkL+9Mpvbzr8x0+vaEUba7pGMNSSJNSQJ1ycoXLIfX761DiNtD19NRNOkE3bvY1MPYzSUzIRJy2xPiFT5flFlm2s7XBour47u1LBMO75ruoqmK2i6iqopja9VqtY10HO/PDtQOjQUaAyQCk6Pjsuj4/Y70RwqDqeK7tRwunUcbg3dqaI7NDRdAUVBVbd8nss/L++yIbYjDu/RJdcVQgixd+rWUDpt2jSqqqqYNWsW5eXljBkzhjlz5mQWP1q3bl2mRxSgT58+vPnmm9xwww2MGjWKXr16cd111/HLX/6yu25BCLEP6aqhsE29maZlUhuvJZwME06FM9uKNAXOhmQDoWSIWDpGykxRGa3MzLM0rdaHaW6KbGqxPOAK4FJd5Lvz6eHrAQpEU1FynDn4HX5URSXPnUeBq4CAK4CmajhVJ16Hl2fffpXrT7sUj+7JzMdMW2nq4/XEjTg+hy+z1Uh7la4bSo4zByNlEgnGqa+IEmtIkt5q6GsqYZKIpkjG0iTjBpZpkUoaxBpSRENJkrHmodtNgI9famcPngKqpqBqKpgWTq+Ow6XhcGnoDg1vwIkv18n6pXWMPKoXLq8DVVUwDROHS8fp0XD7nbgaz9N0Fd2xpZexLV576GumXHpA+9rdBl0551PmkwohhGgPxbKsnRtftYcJhUIEAgGCwSC5ubnd3RwhxB6kI4vZpIxU1h6VkXSEmpi9WE9FpIKEkeDllS+T78lnfWg9cSPeobapikqeKw+P7qHQXUipr5SAK8D/li3l3MPOoMBdYPdSNj4KPYU4tfZPe2haOOfe383mmht+SDplNoY2JRPWmno3TdMiUp8gGUuTaBz2Gq6Nk4wZKKrdMxiPpIg1pOwhrpEUkWCCqs0hXA4nqYTRoc9ia06PjsfvwJfnor4ySu9h+Wi6itvrwOWzg6Lu3NKj6Mlx4nRruH0O3D4HmqP14cBbe+2hrznpylE73d6WdGWP5p5Efn8LIcTeS1YiEELsVXbFwj6mZVITq6EiWkFtvJbaeC1V0Spq47WUR8pZ37CeimgF4VS4zcNkq+PVgL1fpd/hx+f04dN95LnzKHQXku/Ot/epdPpxa26cmpMiTxFlvrLMXEsjbZJObhmKmkoY/PO/b3Lw2KNJBtMko2nCsTS18SjLoyESjb2JTSuz6k4Nh1MlFk4RqU9gWVuGwTZdM520e2RzKOMfN33U7D7cfgcevwMUhYaaWKZ+e6homUCq6gqBIg/+fFdjeGzspWycF+nyOnC4tcxwV0+OE1/AiSfHicOpZYXK1x76muOm79/u9rTFkINLuuS6IL2OQggh9n7SUyqE2OW6Mji2pzfTMA1CyRD1iXrSZhpVUYmlY8TSMdaG1rIquIpN4U2Z4yvqVuDW3YQSIdJW++ZkujQXXt2L1+Elz5VHnjuPMm8ZLs3FV98t46rjfkxfXz8CqULScXthHSNtkIzbQTCVSGeCZtMjnTBIJgwi9QlCVTEiweZzPLuSooCqq1im1eoiPqpqz3t0euyFc7y5Tjx+p70SbdrE5dXx5jhx+x24vA58ASdfvLGWY340rLGs9f0720t6HPds8vtbCCH2XtJTKoTY5bpyj8smhmlQEa1gc2Qz5ZFyqmPVrAutozpWzcbwRjZFNtGQbGj3daPpKGAPly1yF1HoKSTPlUeJt4QCVwHFag+KUz3xxAL4nB48bg9OxUkibKAoYBoW0YYkyZo0iQ32dh6+7w5i5XcK34S/x7K+3+l7V1UFh9vuUYyE4xT1yMXhsoekOj32IjhOj47La/8K0HR7jmMimiKdNPHmOvHluTK9jw63hiPTQ2n3Ur7192856YpRmbmRlmWRShjUV0Qze1X68lwESrxZi+u0xeL3N5JX6t3pz2FbEkiFEEKI3ZOEUiFEq3bFUNiOSBpJKiIV1MRrCCVDrKpfRUW0gupYNV9WfsmUF6ZQFasiZabadD2/w49Tc5IyUrh0u0ezT04fBgQG0CenLwHy0XEw5+VPmX7OaTgSHoxqnWhtiobaONFgkmBVjEgoSShhEMIAatt8PxoOYg12WzWHituro6hKZqhqUxh0uLRM2HRsdcyb6yS3yENusRun297Go0lXzXXcb3xp1mI9iqLgdOuU9Nv5HqyuHAorhBBCiN2PhFIhRKu6ukczbaYzw2NVRaU8Us7myGbi6TiKorA2tJb1DesxLRPDMrAsiw0NG6hL1G33usFkELD3uezh60Gpt5RiTzG9XH3IN4vJi5fgDeejp51opgMrZZFOmPb+jB6dZDhNZE2ChroEoboEdWl7XuRgDuHDu8q3f1MK+AIuAsUeLMvCSJmgKLh9DlTNDnG+PBdur47Ta2/n8frrC5h+1RQ8fifeXGe7Vmbdka4KeLJy657JMi2spIGVMDCTBhgWKGAlzS2vVQAFK5HGCNt/LFF0FSttYiUMLMPESpqZa2SulzAwY2kwLDQqKP75Sd16r0IIIfYcEkqFEF3CsiySZpKUYW9dsjG8kfUN6wkmg6xYv4bTXz6ddaF1JM2OzYN0qW566r3xubz0N4dSqvckJ53PmkW1jB44ArfqxqN6SNeY1C+JEg0liQaTNAD2oN3tB9vWKIq9mE9BDx+BEi85BS5cXgeFvfx4c52ZBXna47NPAhT1zulQe3ZEAt6ew7IsSJuYSRMrZdjBL9n4NWXY5UkDK5X91YynMRN2MMwExcaQqCiAqmy5Vqr9C091iNb+ofFCCCH2XRJKhRCtylnXu8XypJGkIlrBV5VfsTq42l51NlpOOBlmdXA1kVQEw9rOdh4KUG8/datuCtwFpKwUJa5SelsDybMKsKI6eUYhealirIiGGVcwE6BbDkhpNFQnYJu1deJAGflU1CaABBBs9taqqpBX5qWgpw+3z4HuUNEbV2lVNYVoKIk3xw6XvoALf4EbX569dco9t8/mF7ec2+45kjty+FEjO/V6onNZpmX3EjYFwcyjKRiaxFfW4ezpxzIbfygty+59jKcxo+nmQbKFcGmlzGY/011GBcWKo3j9gN0Tqjg1FF21226B4lDRcpygKFgpA8WhoThVFE1FdWkoLs0+x6miOu3XqkdH0VTMV/8FnLOLbkYIIcSeTkKpEHu4zp73GUvH2BzeTE28hmBVlDdWv8HG8EbKI+WsCa1hXWgd5ZFynCkPhdGe+JIBVEtHtVQUy88gYzya4SDiqielJUhqcfxKLr1SAwmoeXg0L9GNFv0CfbEadFIxexsTl0cnlTCareIaatbCdONjC5dPx5/vxpfr5PvVGzhk0nB0l4ZpWDhcGrmFbnIK3eQWenD7HR3+bEr9xZ0eSEF6Mztb0xBVM57GittfjWCC+NJa9FIfmBZm1C6jKXBuEzbNrZ6TbltSjHTmTWgKilNDdagQ3oxa1ndLKHRoqM7GEOlQUdw6qtsOiE1hUW0MjE2fh+psDJAuDdWpga5gPHIG+k//3Zmt3qJIekqFEEK0nYRSIfZw899f3KFQmjJTfFP9DUtrl1IbryWWirEquIovNi/ESJqAgifXz7dvfILDcJMfK6W0YRAHx8eTFy/Fm+r4cFMfEA3B1uEyEbWf604Vb8CFL2DPr/QGXPjzXXgatwzBAodbI6/UiyfHgWWBY6vhsnfd+i2HnDaow23bHunR7BpW4z6pRn0CK2kQX1GHs08OZjiFGTcwgonMXEYzbkBjfavxDxhWIjuAWkljOz2OVTvXWF1FcaioDvtrU1C0Nn2DNvhAUBV7JAA0BkEV1eewz3Fu6VnMBEyn1jxkOjQUbcsfP9IPn94l4VHPdXX6NYUQQoiOkFAqxC7SVSvZ5rYyxBYgno6zKriKb6q/YXVwNbFUjLqGIBVVtTTUxPEl8/An8nAaHjwpP/nJMZwXmYrDdLbpvXMK3eQWedCdKoqioGoKLo+OkTaJR1LEGlKkU3YvaG6RG4/fiaopLPjkG6ZOO5ScAjcur47TrZOIpdEdKjmF7p3al7LU23Urt+4tPZpm0sCojW9ZxEZVsNImaAqqU8MIJzHDKXuOo4UdkDR7RV8znMIIJUiuDeHo4UNxaPa5gOJUcRR5UVwqiq5ihFMYoWTjvMgtcyTNpuGqSTtwmpH27fnaZpqC6tZR3BpajhNl0ydoI48GBVSPjhZwoWjKliCYCZpbhcatjzVundOS9MO3ol98QZfcRreGR9OAZARSUfvr1s9bKmt6Xruq+9oshBBijyOhVIhdpKtXsq2N17Jg0wIqo5V8V76M2pVxrCoXnlQO/kQ+xZFhFKZ9FKOyXxuvaSkmHq8Lp1cnJ99F2aAA+WU+8kq85Pfw4nR37H8hH3zzKUPGlWaV+fI65x/e+1pvZlMPY7o6Zgc9y8JKmfbrtEmqPIriUElXxzCCSXs4qtE5ExeT6zp3iKbi0lDdOmZDA1phwA6Sbh0t4ER1aaCp9pxFXUHRVLtXEuxhqx4N1WUHUNWt22HUoWZdP/3wb9DPurxT29xkt+p1NFKQaIBEqPHr1o8QxOohUgWbv4InfwipuL2CV0vhMh3vWBvceZ14Q0IIIfZ2EkqF2INYlkVNvIaKaAXLa5dTGa3ko6J5nPPi66RWu+gZHExRpA/9opPpj9rqdVQH+Aqc6KpOXokXt89BbpGbnEIPhb185Jf6QIG773iGq285fxfe4c7bU3ozzaSBEUpiBBPEFlejF7gbF8CxexEVh2rPaWwamtq0hYdp2auq6ioYFun6eJvnPG5N9eqofocdRgwLNMUeFmtYqG4NLc9tD0NtfD8UBUUB1e9Ay3FiLXoC7fDp9uI8qgKqghlNka6J29dJm6heB1rAaS+I42ia59jUC2k/13KcW3osXRqKouw7w1UtC6K1EC63g2EyDEYS0gkwEnYwNJJQsxJe+7l9PJ2wy8y0HT6NZPMA2p4g2bC5bfUUFZx+cHjB6QWHD5y+xufexue+Lc+Xvt6xz0QIIcQ+SUKpELtIayvZbo9pmXxT/Q1fVX7F/6r+x7eV3xGtSVEY6U1RpDeBeDET4lMJLC5B3SaEOvOhpE8upT3z8QZclA3MxZfnwuXV0R3t27Kksw0cW9it799R0a8q8Y4pyfRGmrE0Vszey9GojWNE7a/p2jhGKIHqddg9f9HGYawpO6xZhtmhINkqVUEv9qC6dTvoqAqOUq8dFBf9F9cPpqHludAL3CguuwdR83V8wSeA9Mb/oU/u10k3kG23C4/bsqzGMBiGZIMdHmN1sHKuHRyTkcZjTc8beydjdRBv/Bqrt5+bbRy6XLOi/e10eMGVs80j1374i2HZm3D4taC77D9OZAXNxq9NQbSpTltt/rr97RVCCLHPklAqxC7S2tzP+ng96xvWE0qG2BTZxNrgWtaG1hJLxalZG8FbW0RxpDcFkQM5Mf4DNKvlQJlb5mLw6DJK+udQ2j+AL8+5U3Mzu9LZJ/+gy67dFBzbwjKsLYGxsUcSTbF7LKNpzHCKdG0cM5zEMiySGxqof301ZiTVxiGwse0eVRwqWp4LK1SJa/jALVtsOFSshJEZzqq4G4emanaPpOrVsZImKKAXuNHy3FkL42wtvfkD9ENvaNPn0R67fXAESEYhVmv3Rkaq7F7BRf+ye/1oHK5q2vNqMZJbhq02hclkdMvzVHSroBluOUw+eUbH2ukpaAyQftCcdgDUXHYo1Jyw6SsYfY4dKnWXXaY5QNXt567cFsJnjl1nO4LzPiVwYNeMhAh+U0egS64shBBibyShVIitdNViRFurjFby9tq3eWfNO9RvjmHVOfAl89BNB/5EATmJAsoSh+NJ5eAyPM3Od7g1Cnr4KOzpI7+Hj7fnfsaVvzwFb6DzQ2io74ZOvV5XMkJJjIYkDR9vwmxcyRdVyazKaiUNjIZkZsisGbOHxLaXFd/qHFWx5zi6NPQiD5rPgVbgRs93o+U6MSIprEQ6s6iO6tbt1Vt1JTP/UVEUEn84Cdc5r3XSJ5FtjwiPO2KakAja4TJW1/i1FqI1Wz1v+lpnl8dqWx7G+so1nds23WP3LqYiUDDI7ll0+uyA2dTL6M4FT749z9KTD568xud54Cu2g+Z2BH81hcCx/9epzTZjMeoX1eJatgwrkUDRdRSHA3QdxeFEceiY0ShWIgGmvdox6RRmMomiKJjJJKTTmPFEY704ZiSKlUpimSYNH1VKKBVCCNFmEkqF2EpXLEZkWRbf13/Pt7mfcMU781n7XTXDKg5heGgqvtT2/9mmuRV6Dc6nx6A8inr7Kezlx5/vygqfcz76sNMWCdrWEZO6ZtGg9vRmAliGiRFMYkZS9rYg0TSpTWFSlVH7eXkEs3ElWYD6di7Ao/odmR5JK2WiujRUj47qd6Lnu9ACLtBV4nNfJWfaWag5DlSPw54f2Ql/CNBy27bacadoCnjxkN3j1zQENdEAuhvcgS1lYPcSxoP2ccuyX6djUP41vHQ5WIa9QmuiwQ5jBQPs4KXqoGj2kE/N0di75wRVs9vgcNu9gel4Y9Cs2RIqNy6Ev0/ZEjxj9fb7dISq2z2RvmIIbYK+E8Ay7Xtp6okEe6J1Jkz6toRLR+MQVmfTvMmcLfUcPtDsX6PBX00hcPOb222KZVlY8ThmOIwZiWDUBDEjm+zQlzbASNufj6KAZWElE6Ao1Cyownrp35jxGFY8YbddUcA0MBMJrHQao7YOzMaFruIJrGQSK53GSqWwkknMSAQzHMaoq7NDZMr+72X1qad17HPd0cfu7t4pAkIIIfYsEkqF6ESV0UoWrP2UymA1Cyu/YGNVBWrYhZ50URLuS5//juCARFHWOe5cHX/ATWEvP7mF9mJDuYVuPDlOAqUeNK31BYu62lGhce2qb5kWZiRl783o0psdQwEMi8hXlTh6+UlXxTAjqczCPYqmkK5P2HMvkwap8gjpxuDZFqrPgZU0cA4I2AsBKdgB0233Zjb1WGp5LlSfww6ebr3Voa/bcn36X/Q+P27XZ9IWHe7NTMUhuMEelhoPbvWo3zKHccMX8NdjG+cxNs5ptMzOafjXz3bOdVoSqWxe5vCBt8B+eFr5um2ZKyczFzL4qykEzpvdprc3k0nSFRWYsZgdGoNxjFCI1MblmaBnhBowgkHMcJjIe5uo3zwdKxa3A5/auIVOLIoZjtihMBKxA3kHbP7Vrzp03nYpoOXlo3jckDbs+2oKsqkUqsuF4vOiKKq90JXDYfemQua54najer0oTiea3wcOB4qiEv14Xue3VwghxF5LQqkQW2nPYkSWZbGidgUffPk5wc1xouUmbPZSEO0B+BhJP1rqZ1Q0GH5oT4YcXErZgFx05+7boxD9X1WmR9OyLHsxnwZ7/iWKQmJNkNTGMABGMEG6Jm6vxgpoBe7G1VY1rJQdMLGwH0DF0oXta4ymoPkcmTmXjlIvjl5+VK8DvdiDo8SL6tYJPfhHcn/c+XMoYRcMhY3VQ0M5RKshUr3la9PzaI39vGlhnUSobdeNVjUv01yNcw/9du+fyw+pWGOPp9ceXtrUm+gO2PMWobGH0EvsnafwnHBpY4+oal8rVge1qxvnaqbt3k3L2mql2ITdq6qodg9pOt7YO5sH3sLGIJlP7K0n8Zx3a/PAuYNhrpZlYSUSmJEI6aoa0pWLSVdUkNq4kVRlBZG3NxEKXo0Vi2I0hLHiMcxkEtXrg3QaIxLGisXt3sdotD3fOftjXvBJ2yoqCqrPl3komgqajqJpWEbjZ6aqdgC0LJIrv8Nz8GGobg+K22X/N6SAoqgoLheKrqPl56M4dEBBcbtQnE57SK7uQHE5Ub1eNL8fNRCwv+bksPHyC+j79Mvtvs+2WH/FlV1yXSGEEHsnCaVCbKW1xYiamJbJ28vf5bN5y0mudZAf6oHL6IEbcLdQX3VbuDw6breLyroapl40np5D8nD7d27l062V5LV/H0HLssCwUHQVM5bGTKQxG1IkN4ZJbQ7bi+hYFsm1Icr/uNCef5k0sudT7oBRG2e7tXU7WGo5ThSnipW2sFLGlrmXmr2CrKPEi5bvtuduqjvu0fRqHwBdE0rbxDS2LKwTrQEsO4TFQ/ZiOWY6O2RGa2HtR3D3YPucVtjZTsFIqKi6haJa9uhYlxdye2FYuRj47HDo9GNpfkzTTfA/L+L/4SVYuhfLcmApLizViRmz5wIqTieKqmHG42j+HPSBZfZwz4YwlmkHJBU3VtRAy81F0ZxY8RTV82dTeMhgFN3+o4ridKEXjsR14KWonuy50JZpZg0hNSMRLMNA0TTQdaxkyh6KGotjBOup/kAht18lRv1yuycyGMSoq8cIBrEsE9Xrs4e/hoKYkSg0DkW1DGOHPZHhuXPb/K1UXC5Unw9UFdXpRPX7cfTpg+pyojicqDk5aIEAqt9P8PE/UXjjbXbPodNp/zdmWagerx0+/XYA1Xw+FI8HRW37CIj1559Gn0cfbXP9tgqc95NOv2aT3JNO6rJrCyGE2PtIKBWiDZbWLOWNJW+x+OvvGbp0EgXJYZljhiOJUhLHmavSf0APxowaSmFPH5YFDteWXtC7bn2KgQcWd3rbDnEMbFZmpU17nmXjdiWp8ogdEoMJe6GfcBLSlh0Gk9v/R3zW0FldQct1NfbSKDh6+nCUeFHcOnqRBz3fhV7ktRcUqo9jJU2MSApFU3D09KM6VRRdJfS3hwlcdZXdQ9TJOrU3MxG2ey4bNturs0ar4btXIFxhB8hwZePXCjtgxkNbgmgbWSakohqpcJxU1EMy7ieddJOOOUgnFMwUGNE0ZjzV+mWVKFiRVg6q1P/u8fbeeZts+vnPWz6g63bo0jSsdDoTGtuj6t77dqptWn4+ekkJekkJjrJSHL16EXzqYQqu/hWqx43qz0H1elB03R5Wq+toOTl2qHS7Uf1+u/exjXOG9fgqAqecslNtbk3uuZd1yXUDJ3ddcOzKawshhNj7SCgVe6SuXCU3baZ5a8U7LF77HTXfx1E359Cjaj+c1gGM5QAATH+cvuNzGTt2OD0HFKC2oQevq5T4SjATBonv60l8X09yfQPJTeE27YO5dSBVfQ4cPX04e+WgenWwIPnpXLxTT7F7M3XF3ueyDXuc6nku9O0svuSJz0HROnkV1JYko3agbCi3g2NDub0FiJm252MmI/ZiOpEq+5FOAIpdJ1zZ8vDY536U9dJMg5FUSTbomIZCOurBSKqYihccHjAVLMPEwgmajmUpGAmNVMggWRuzw6a57ffKaHy0QNchvc0c28aFb1Sfz36ZSqHm5qB6vKTLN+AadgCKptnDOh0OFN2B6vWier1YySRYJorLjREMktq8GdXjQfX7AVA0DTMRR1E1jIYQViqFoukkl/4P1+iD7bmIpomVSpHasAGjthbS6Vbzc2bIqq7b8xfTaXu+osuJ6vag5eWRXPY1/uNORsvLQ8sLoAUC9vNAABQFMxJBbRyCquXmouj2rzJF11E8HnuOYws9kbEP55A/7exWWrZzAlfc1iXXBQl4Qggh9n4SSsUeaf77izs9lK4sX01tqpo7Zj5FUbAPfsbgb6HeAZPLOGzqUBztnAvaP+3dqfaZSYPk+gasWBqjIWnP30waJNeF2HTbgmb7Zqpee/VY1edACzjR/E6cfXLQ8l1ofqe9im1DCr3Yg+p1tLjYT+LT53ANu2in2t2SrNVmk1F7LqKRtIe1Vi+z5x9qDntFVLBXJAV7vmOsFoIbIbTRDplN+zGGK0HVSG9cif7gIdCwyV70pwWmAemohpFUScdVLLPx3i3Q3Caa00RRQFE1LNVL0ijEMlTSNZUoBX0xUh7iVQbxTRFSta31UAJs3UO4ncWaFHAOGIijRw8cPXui9yjDUdYDvajQngtYUJAZJqo4nfbKrI2L0TQ99MJCezjsNtZPnUCf59q2uE97rJ86gT6PZ/fAWpaFUVdnB13TxDJNOyi67DDcWlhs6do977qz09vcVT2OQgghhNg5EkrFHmlHcz/bIhwP86/nXiW40kANuvEn8pstTaSXpcnr5aJnWTFjDh+IL+BE7eCQ0/5G20KpZVmY4RRGQ5LUhjCJtSGS60Kkq2LbPU/Lc+Eemo+rf8AOn4XuHQ893MFo4la3KklG7aGstavsOZHRGnu+ZDJqL24TD9qvHT7QnfaiOrrb3kokVofesBj+fDA0VNjbk3QCywIzqWDENWKbV6FoYMQ9JBo8JKJejJSDRE0aM2G20DO5I8nGr7lAfeNjK4qCs39/FJcLvbAQvbgY1esBFBSHvf+j4nRhWSaKoqIVFKCXFOMaMAA1N5fNl55C3/+2Y59SRUFxucC146HKuQfktf267ZB7wpRmZYqioBcUdMm1O4P0OAohhBC7JwmlYp+ybMk65n/0P2q+j+GrKwJKyN2mTuDgNMccM47Svnmduh1LytN8QSIjnCS2uJp0VQwjmsKMpEhtDLe6BYrqc6AXulFcGnrj4j+prz8i55ypOPvktGkhoFYlo1C/Dmq/t5cIdnqJry/Hv/pDe9uRcAVs/h9sWgR1azKnWY35zjLs905F7Z5H3WOgOS1azcWNi/qYBhgJB+guLD2XlN4LxeXDMlIYDQmStfa+jIqugOq0h8S6cknHdVINKYxgiHRtA6maEFYi2cqbmUAiq0TxetHz8ux5g2535mbS1dWY0ag9BDWdBk3D0aMHqs9H4ruv8Iw/HD0vH9d+++E+4ABc+w2xh8K2ISC2JjAyv8Pn7vDaXTUfsSuHq3bhtYUQQgix+5FQKvZaG5fXUb2hgfnPrdzmiA8f9ty7pB4nZ0KCYcP60bewN0//622uuuT8LmlPgf4+cCrpmhgN8zcSWbB5+yeoCs7efvRiL54RBThKfS32fiYWX42r3wUtX8OyIBm2h7bWrrKHyQY32M9rVkLN93aPpqI1zp+0SMdVjKSC7jZxW5B+dCqWAUZCJRFykAzpJIL5JIIOjJSOkSRrq5etKQ4NzetEdWsYkSSKqqD63BCtR+87hGRlkHRl9ZZkC8DGtn+oLX5u4OzbH8sw0EtLcA0ejGvwELT8PFyDBtkh1OlEy8tr8yI2TdZPnUCfRx7Zufa1IHBA14VSRp7ZddcWewXLNDEMg0QkjJFO26/TKYxUinQqSTqRQFFVTMPANAxSyQTpeJxUY7mRSpFKxImHG4jU15FOJjFNg6kzumBvVSGEEHslCaVir2BZFpVrG1j3bQ2f/Xf1dutuylmJN8/JoGE9OPn4o/HnbLV9xU6uV2Q0JEltjpCuipLcEMYyLcxwEi3PTVG0H1V/X0xiVTB7/qeq4BlZhLOnH9Wr4+jhw1HqA13ZcWgyDSKrgrhCmyBciVXxHVb1ehIrviX+3VKsYBUYdg+tZagomoVlghFXSSc0VN3ENDTMlEoqUkgqomMkdrJ3uHHuoBkMYqUM0sEYbD1CN2QvJpRcvNUfCzQts1qro6wsU6Z6vbgGDQJNxYonUHQNM5lE0R3oRUXopSVoeXnoRcU4+/RGLytj41lH0ueVN3buHlrRVUNhJTjuO0zDIJWIYxoGRjpNOpEgEYuSisVIJxOgKOguF2bawEglSadTpGIxIvV1pBIJjLQ9T7kpQKYSCVKJuB0gk0k7TKbTpBNxkvE4iqri8dmz403TxDTshakSsSjxcAPWDrbQ6SiXr6UZ+UIIIUTLJJSKPUo8kqJybQhXMJdv3t/At/M3Ub0+TG6xm1BVy/t1Nrhr0AtMzLIIYw7vz5UjLms17LV1MSIznib2TQ2qRyexqp7khjBGfQIjmGjljCBwEKyoB8A1MIBrv3w8+xfiKN7Bexppu2ez8juoWgZVS7EitSSWfEuyJoISh4ofTaBhvZtUVCM7Wbe2g+oObLvCq66j5ebi6NMb14CBOPr0xj18OI6ePTMroqp+P4qiZPZgNONxUps3Y4bt/SS1nBystIFRV0vVrT+n8Ge/wdGnL84+vdGKitrda9maLguOdN1QWAmluxfLNLEsi2Q8RjqZJBmLkozaIa6hroZEOEw8EibWECIeDhMPh6gvL0dz6CiqhsvnwzIMDMOwv6ZTJONxEtEI6URr/4/oOuGa6jbX1XT7HjSHjqY7UHUdh9Memq5qGqqmoTudONweHC4Xlmmi6Q4cLhcunx9ffgEOl4tv32/7frBCCCGEhFLRZZZ/Xs5+B5ft1DXSKYOVX1Sy5OPNbGoMdABOfLz/zPLM66ZAWuvZTFpNsr7HN+Tvr3PIoHH8qP8Ucp3bzhxtWWuLEVlpE1SFdHWM0Nx1xBZXt7pYzpa9P000atCUctxDcjDWfIdz9Bic+Ul0czXKivegun/j1iRhjIYwiaoYZkKx/1FsGJh11ZjxJEYS0jF7tdhUWCMV0TCSDiCvxTaoHgfuwX1QcwuxLB3V57fnTRppUDW0/Hy03FzMaNTeosPtQi8pwTloEK7+/VHcbqxEgg3TjqLPy5+0acXUZm1wu3ENGNDisfo/OQmcemq7r9kWXRYcQcLjHsCyLFLxGPFImEQkQn3FZhpqaog1BNm0fClur88+Fo2SiIRJxKK4fX40h4NENEIiEiYZ2/6iYp1GUXA4Xbi8XhweL7rTCaZJKplA0x1oDvtRt3kTA8aMxen2oOr2Cssurx/dYYdB3eVCd7q2nKPrONxuHC43lmkSbwihqBqqpqKoKoqq4XS72bD0W/abcDiKqqJqGk6PB1Vt36rirfHkBjrlOkIIIfYNEkpFl/novcUdDqWWZfHF62u2OxS3KmcdDY46FEthVeH/CPfYzNQRJ3PB8AvIc0/vaLMBMCIpkusbCM1dR2p9Q6v1VL8DZy8/3gH1OMKL0GvfQ6lZbm9pEq2x97sEWAeowGJINmgEq52kIhoNG9eSCutYhrJlW5Isrfd0Kg4d18ABpDeuwv+D0/AdcQSegw5C9XjQcnJ26v7BXggoMDK/Q4F0R7pqdVVAguMuYFmWPb/QtHsCLQt0pwNNd3ToeunGOYn1mzcRDzeQTiWJR8KEa2oI19YQC9s9kolIBNO0h7XGIxF7td/GXjwznSKdSpGMRTGNVvZ4bUUstP0VoJ0eLy6vD5fXi7+wCLfPjycnF7c/B7c/B09ODlVr1zDwoHGYhkEiGkHVdDRNQ9E0NE3H4fHg8vpwejyZcNnWALjko/cZfvikdt1TWxT3a/mPRp2hK9orhBBi7yWhVHSZimhlm+qFqmPMe3IpG5bWtXjc6dHIG2uxIbWWF5KPE3GEMLQt+z8eVHIQV4y4gKP6HIVD7dg/igHMRJpibTU1Ty2xe0Jb4RrsIW/YKhzRxVC1FDYugrXVWAakYhpGXLX3v0zoGEk3BgHSCY34piipqI6ZbH2Yql4QQMvzozocoIDqz0HNzUPNL0EvyEcvKsLRqxd6cTGu4cNRnU7WT51Aj9tv7/B9b8+euHKraFk6lSLeELKHkTb2EMYbQsQaQiSiUZKxKC6vD09ugIaa6sagZpFunKtoGmkS0SixYD115Zvt+Y/b8OTkUtSnHygKRjqNkUphmgY0LqSjKIo9NzIeQ3M40RwOjMYg2dlUTcftt4eT5pf2wJObSyRYT58Ro3D7/bi8Xty+HBxuN7FQCAurscyP02Pvp+r0eO3hrG0YWj78iE6/hS3XloAnhBBiL7dbhNIHH3yQu+++m/LyckaPHs0DDzzA+PHjW6z7j3/8g+nTs3vBXC4X8XjL8wnF7isZT/PJv79n8futr7YaP2wNL3ueZXN0s93T6AaP7mFs9YEc/YMpHNbzMHrndGzPUsswiX1XQ3JDmNiXlRihJC72zwRS1auDquAbW4qneANq+XzU6BrUVW/AO0F7YdsGjeAaL7HaYuJ1LnsPzGbMxseWwOw56CD0khJ8h0zAvf8BaPl5dg9nQUG751Z25RxK6XXcdeoryqndtJ5ENIqZTmOkU5hpg0h9LeG6OuLhUGPIM3G6PXhyc1EUhXg4TLiuhnBdLUY6jaqquLw+Yg0hUom43auZSpNOtbZdTueJNYRY/93iNtU10mnYZpSsP78AbyCfYGU5PfYbRk5BIf6CIjy5jb2SXh+KpqHrDly+xhW043FUTbWHruo6Tq8Xt9eP7nJ12jxlIYQQQnStbg+ls2fPZsaMGTz88MNMmDCB+++/nylTprBs2TJKSkpaPCc3N5dly5ZlXss/PPYcqaRBOmnPE/3g2eVZx1xenTHH9yHiCjJ349t8GH2HamsTRMHv8HNk7yM5pMchnDr4VD67+W0OGdq2IaBmzF6wx0qZNHy0kfh3NaSrWpszlsQ3IEhO7xXoydVQ/g18uuUf2ZYFDZtdBDf0JLxexUptHULt52oggKNXTxLLluMZMwYUcO+3H7F5/6HHw8/g7N0btfEf1J2hS7cTEW1mmSYNtdWEqqsI19aQiERwut2gqqQTCTswahqxhhDpZIJosJ5YQ4hwbQ1Va9e02PPY2RRFxeG2F6Rxeby4c3Lw5OTaw0rdHmKNPac5hUX48gtRFAXN4UBVVVRNx5Obiycnl0BJGRuWfMOwwyZmhncbqTT15Zuo3bwRRVXRG+c3KqqKoiiomoZlWvjy8nB6vXbvazqNqjtw+/04XC4cLnuoelcNVxVCCCHE7qnbQ+l9993HZZddlun9fPjhh3nttdd47LHHuOmmm1o8R1EUysp2bgEdsWtF6hO89tDXVK1rPj9z9Bml/DX9BxZVLYKKrQ64oE9OH84Zeg6nDj6VgGvLwhmF6nygeSg1wkmiCyswgklUr07DBxuxkq3NLzPxaAvwFS7GYa1GTVeixKqwNkD4C3ueWqzGSbSyiGRYA9WJZSmZkNsUQr0HH0zg1Kk4+/XDM3o0itPZ4rut/+I13EOH7uijaj/pzexSRjpFQ3U18XADsYYQNRvXEw+HiTUEqV6/jlhDCDOdIlRdtVPbayiqSm5xCbmFxWhOJ5quo2oaLq8ff0Eh/vx8NN0OeclYlFhDCACX19d4vBDN4SCdSpKKxfDk5KI7nXy/6DOGHXZkJoh21hzhgp69sl47XFA2eD/KBu+309eWQCqEEELsW7o1lCaTSRYuXMjMmTMzZaqqMnnyZBYsWNDqeeFwmH79+mGaJgcddBC/+93v2H///Vusm0gkSGy1BH8oFOq8GxAtsiyLqnUNqGmNuf/8jk0r6glVNx9enVPqZO3h87mmfDZpK93s+GUjL+OK0Vfg0LLniVqGhWfDe6Rr4zS8tx6jIYmW5yKyYPN226VRhd/9Dm7XV/YKtOmNNKyIEl2jgKmQimokGwqIVrkwUy31vtvhVs3JIXD6aeQefzzu4cPb3OvZZYv7SChtJpWwf950p4tYQ4hofR2JaJRwXS3RYB3h2hoiwXpCVZWkk4nMXo+peByX14tlWY3XsXs02xo2VU0np6gIf34hbr+faLAezeHA6bb3wrVME28g3+6t9Prx5xfgzskhWFXJgVNOytTrTEV9+3f6NYUQQgghOlO3htLq6moMw6C0tDSrvLS0lKVLl7Z4ztChQ3nssccYNWoUwWCQe+65h8MOO4xvv/2W3r2bzy288847ufXWW7uk/XuDzti2ZWtrFlfz2oNfA+CjhKVV5VnHjzhrCG6/zjfWQn634kaSm+15boXuQk4fcjqD8gZxTJ9j8OiezLBsM5EmsbKe+PI6Il9UgGFB2e8o/8PnrbbDsizcQ/04XGtwxBaglX+MVbGM8EoXDWGd4Bov4Gp8tMzRty/u/UegFxTiGTMGR88eqP4cnP36orrbv/enLO7TeZKxKJVrVhGsrCAaChJvCBGsrKBu8ybqKzZnFs5RFBXLal/vZTRY36xMdzhx5+aSjEboN/JAfPn5mWGsuUXFoCjklfXAm5uHpnf7ABQhhBBCiD3KHvevp0MPPZRDDz008/qwww5j+PDhPPLII/z2t79tVn/mzJnMmDEj8zoUCtGnT59d0tY9wYrPK3c6lKYSBl+8vppFb67LPmAZoNhbHow5ri/jTx5AZaqcv3z1IC9//zIA+xfuzy8O/gUHlR7U7Lrp+jjVf/uGdHUMMxEC00T15DWGDAWwsCJVoLtQUxsxNr+NYjYQWboegHCzKxY3K1H9PrwHj0fRdcx4nOTXn1B2z0P4JoxvdRiu6DqWZZGIRmioqUZRFGo3rqdu8yZC1ZUEKysI19bQUFPd5tVamwKp25+D0+PdEiaLS+2vpWU4G/eHdLjcqJpKIhxGd7pQVBWH240nJxd/gT2/UuY6CiGEEEJ0vm4NpUVFRWiaRkVFRVZ5RUVFm+eMOhwODjzwQFauXNnicZfLhcvVem/Yvs637CNgVIfPX/dtDf994H9ZZU63xlkzD2btuScy+t33ADtsXDznYhZVLgJAQeHSkZdyxZgr0BWd2JIaFKdBujJG+JN1JFZswqhaSrr8K8xIJVa0lsYTwepgY1UVz0EHorrcaHl5uEcMJ2/aNDS/P1Nl/dQJ+Cd24d4OexnTMAjX1qC7XNRt2kiwqoJYKIjT66W47wAs07SHxSbipJNJfIF8NIeD7xd9Tl5JKdXr11KzYR3Bqkos0yAWCpGIRtr03v6CQgp69sIbyMftzyG3uIT8Hr344tV/c+rPb0ZBIZ1K4snJ7bTeSwmkQgghhBCdr1tDqdPpZOzYscydO5fTTjsNANM0mTt3LldffXWbrmEYBosXL+bEE0/swpbuvfzLPwKuaNc5iWiKt/7+Leu+rW12bPL0EQydYP9BoYZ6vq3+hvfXvc9fFj+cqTMgMICrx1zN8f2PJ1keZsMdDxN++6G2vfkOAql/SA45YwfiGjgAdcA4tMET0Hv0tucEptM77v3M6dG2duzFGmqrScUT5BaX8M1779BnxAHUbdpINFhP5drV1G5cT7i2Bs3hoH7zpi7ZakR3udB0ndzCYor7DySnsIhAaRk5hcWN24QU2ntJtrDydioRx+PP6fQ2CSGEEEKIrtHtw3dnzJjBRRddxLhx4xg/fjz3338/kUgksxrvhRdeSK9evbjzzjsBuO222zjkkEMYPHgw9fX13H333axdu5ZLL720O29jj6Wntr840LY2LKvj5T9+2az8xCtHMWBUEdEvvmDV6VeQWGLPCVaPOIsjNDg6awHcFbhHPc6Sr6/b7ntpToPAgBj+HnFc+w1GGTSJxOZ6cAeoe+F5Cs6YivuA0aRqwzDoGJxDWl7sCuyVTWnDcNzccy/bYZ09RaS+jlBVJfFImHgkjJFKEQsFqdm4nlBlBYZhECgpxUgmiUcj1G22g6eRSnXo/fwFheSV9cCXV0Ckrpa68k1ouqNxqw8Xqu4gUl+LmTaINQQpHTiEkgEDKerdj7yynqi6hsdvD5V1eb0dvm/pzRRCCCGE2LN0eyidNm0aVVVVzJo1i/LycsaMGcOcOXMyix+tW7cOdastDOrq6rjssssoLy8nPz+fsWPH8vHHHzNixIjuuoU9mtusanPdj15cyVdvb5k3qqoKR10wjP3GBKh/+mmWX/lPjOrqZuc5WtiRJf71V1uu4zBxeA18PRLkD4qgFpSgWSGUgRPhkCugbBR4CwBoiiqbn5iD58f3A9CZMz8DJ5/UiVfbNb6b/x6lAwax5MP3qNmwjmQsSrCynGBlxQ7P3bTsu2ZliqraW4s0rlqtu1wU9OyNP7+AQEkZJQMG4c0NYJomBT17kVfWA8s00XRHs2u15t9/uI3TfzGrzfWFEEIIIcTeS7Ga9j7YR4RCIQKBAMFgkNzc3O5uTrdbeswohr37NZZlYUaiaH4f6bo6Gt56m7yzz0JRFKKhJHMeXczmlUG0dBxPrIrjD6xD9zqpe+YZjKrsIJr0mgQ8aVSXCUeMRv8ewt/X4c4NE9sUxkzbf2Rw5ycpGBbGP7IH2qn3wcCjoYXhmC35fsoYBr35VWd/HF1qZxbJiUfChGtrMgv/hOtqqVi9kkQ4TH3FZkyjheSvKOQUFuH25+DyelE1HU9OLvk9epFbVEyisQfV5fWhORzklfWgoGcfvIEADqeLWLiBNx76Iz+86Tc7d+MtkAWDhBDtJb+/hRBi79XtPaWi+5mxGMsObL76bfktt5DOLUIPVVOaP4xSy6KgfhkA9QubX0dxmPQ8uJ6cPvGtsuU8GIL92IbV73CUgy+FEafBVr3hbVE0tnTHlXYzS7cKYpZpEgs3sP7bxTRUVxINBYmGgsRCQeLhMJuWLyGvrAeJSARV14nUNZ+/uzVFUek/5iB6DR1BTlEx/vwCSgcO2alhsN7cACMmHt3h87dHAqkQQgghhGgioXQfZiWTWHXpFgNpEz1k94IW1LW8b6ylKBi6yf6nlqPq2Z3uCXMEKWsAbvVTdKUaw9MXZeBhqKPPgAFHojg8HW574ID8Dp/bFVLxOJuWL2XD0m9QVQ3TSFO+aiUKkIzHUDWdqnWrefrmn9FQV0OktnaH+2fWl2fP99UdTnJLSinpP5CcomLySnuQV9qDBS8+wxk33YLD1f69U3dEwqMQQgghhOhqEkr3UbHFi1lz1tnNyk1UVEzKSw+mrOLzrGNqIEDOMcdQOvMm4pve49Wv/s60pe9l1YkbY6hJ/RoLN0bF+/T8wwz0Yi+kYmi6u83Dc3do5Jmdc51ttDasNJ1MojculBSpr2Pt11/yxWv/wUyncXo8VKz6HtNI7/D6mxuWZb125+TS74DR+AsK8OQE8Aby0HSdRDTSuOCPD5fXhzeQR05hUYvXXPj6f7okkAohhBBCCLErSCjdx5iRCMvGT4Ct5iBWFY1mQ8+J1BUMz6q79tDL6TU0j8kXjUBRFTANeHsW3NcHHzBtq7pRYyLB9EUYVhm+8WUEThrIpit/hqP413aFnegVbVEnh1IjnWL9t4v56s1XMZJJVn+1kHQyQeWaVSRjUZKxGPk9ehIoKWPdN1+3GEBdPh/FfQeQU1RMrCFEpK6WviPHkFfaA93hYNGc/3LI6WeTU1iMLy8fVdfx5xfsdNuHSW+mEEIIIYTYg0ko3YdEPvmEdRdPzypbPvgsNvQ+CoBhh5QxbESSHmUp1BVvwODJsPpVeO53YBpYq95FSScy51qWk6h5GElzOBHjJHKP60fOMX0ye0e6+7u67F46Y6Ec0zBYMv89lsx/j/XfLs4EzU3LlrRYv27zJuo2bwIgUFJKsLKCoj796HPAKEYd+wMKe/dtcd/MJis+X8B+hxyxU21uiQyxFUIIIYQQezIJpfsIK5lk0y9vyip7d9ID6FacI0d+w8iq/4M12I8mH96bVb8pbpmWj6rknRg5Q/GOKSWxrJb8I3vj24WLDy3tQChtqK1m8dw3CVVX8e1777RYR9U0egwZSjwcZvgRR1E2aD+cXg9GKsWm5UtJxqL0PWA0fQ8Y3Rm3IYQQQgghxD5PQuk+IF1by4rDDs+8/t/IK6gpPIDhpd8xyfw/tKrtL7gDkDT3I26OIpw+HZMAvoPLyDt9sD2s98QBLZ7zZcNQjuu0u2ibeCTM/95+g7pNG0jGY1SuWUW8oYFENNLqOeNOOYNhhx1Jcb8BvHzvHa3un9l7+AE71TYZZiuEEEIIIURzEkr3FItf6NA8SjMSYcXhW4aMfjt8OrHinlxVcrpdoG1V+YAzMfsfS6K+lJp3FNw/7MeaV76mLLXVAjtulZLLx+Ds4dvhe38TT+50KLUsi1hDiA3fLebb9+ey/rtvcLhcKIrCvH88yubvl9N72P5E6uv47oN3d3i9/B698OQGCNdWM2bKyYyYeDS+vF2zkq8MsxVCCCGEEKI5CaV7ijaE0sjHH7Pux5e0eryi+EB8fVOcmZ9dxzz3Pyxb4ib+dTXFX+RlyuMvbqKMrQKprtBr1mF272gbhF3xNtVLJ5N8+/5cHC4X0WA9utNFNFRPKpHgi/++1Kx+Kh4DYNEbrwCweXn2djW604XT40FRVUYd+wMsy6ShugpPboDDzjwPh7v1lWqlN1MIIYQQQohdS0LpHs6MRql68EFyjj56u4E0WLo/6QMHcULeHzJl9akfEzZOhcc1ckiTQ16L5y7vuZGjr57W5jDaHhWrVvLsrF+QTiW3W8+fX0AiGkXTdfrsP4rq9WvJKSxi3Tf/A8CXX0D/0QcxYuLR9B5xAKqqbfd6rZHeTCGEEEIIIXYtCaV7iIpPKyk9b8vr1KZNxJcuZcOVVwFQ+/fHWj13xcDT2dh3EhcFfpIpq0reQcJsebGezw5ejXWAj4FfBCjL78UxJ05sczuNdIoVny1gzVeL0BtSfPjMP6nduIHSgYP5aPYTmXr7HXIEyz+Zv91rabrO2JNOY/jEoynq0y/r2L//cFtm7qdlWdtd9VYIIYQQQgix+5JQuodo+DZI09q2ybVr+X7KD1qs1+uB/4fv6GPZsKwOp0vjpbsXgmLxo6Ir8Cr1AGyK/wuTLftj1msNVPQLc/QlZ6JqKr1pDKFD294+yzT54tV/88FTj2fKnMBn/3kegJWfL8iqv3Ug7TVsBCdecyO5RcVbrmdZmEYaTXfs8L0lkAohhBBCCLHnklC6B9o2kAZOPx3F5SQw9VSSvYby8NXvbTmoKIzzPU+uXglAfepSTAoIaWEuGfQbDlqn8eBvPqa968palsXqL7/g37+/tdU6DpcL3eki1hDKKtddLnruN5weg4dy4A9ObnGhIUVR2hRIhRBCCCGEEHs2CaV7AMuySG2IsmTYcEp//eusYyU//xmFl14KgGmYPH7Ve1nH3UqQcXmvgGG/Dhsn8sceT/JW3sd8feHXPH/JCc3eL1xXy6pFnzHqWDv8ppNJNF1HUVXqyjfx0p23UF++ucW2DhgzlkN+eA49Bg/lP/fczum/mIVlWUDn9mjKgkRCCCGEEELsHSSU7gGWTzgk87zi9tszz4ct+S4r6M1/YWXWeSMO78GE9GNoayMkzUFUJv/I/7wr6TdxfxYf9EhW3Uh9HR8+80++fe+dTNnbj/45q47b5yceCbfazrNn/Y4++49qVt4Vw2tlQSIhhBBCCCH2DhJKd1OpTZsIvTGHyrvvbvF474f/khX2NiyrY/G8DRwfuIchno/swu/tL5alUpe6GlB5fNhrvHDQS6z/9ms+e+VF1kd07p12cpva1BRI3T4/PYcO5+iLLyevtEwWGhJCCCGEEEJ0mITS3UztU09R8dvbWzwW+OEZBF98idKZN5Fz1FGZcsMwefmPX3Ju4bUUONY3O6/B+CEpawgnDbuaX42cybuPP8KXc/673XYce8mVfPrSs+SWlLFp2XcAFPXtz5Dxh3LwqWficLoydSWQCiGEEEIIITpKsZom/O0jQqEQgUCAYDBIbm5udzcnS3TRl6w977yWD5boDP9gcYuHnpy1AE/dIn5Y+Kus8pTZk/r05STMg5g+aBZXHX09wYffpnr92mbXKO43gDNu+g2qruPNDez0vQAs+eh9GWYrhBCiU+zOv7+FEELsHOkp3U0YoVCLgdR/zDH0eehBlh7TfK4mQOXcl7hAnQ6FW8o2xP8NbFm59mf97uGYUVMIPfJOViC94q9Pce9tl/J/9zzfafexNQmkQgghhBBCiB1Ru7sBwrZ8/ISs1yW/+AXDFn9Nn4ceBGCjy9vsnOi6FZR8OD2rrDo5i60D6dOFr7PMt5bzSk6jat0aAPqPPoifzX7V7hGVobdCCCGEEEKIbiQ9pd3MSqVYOjK7F3T40iXN6m3aJpR+/uxHHLz0xKyy+tRlxM3xAPyqz//jS/9SAG4eeD0v3HRjpt7pv7ylU9ouhBBCCCGEEDtLekq72dKDxma9HvT2W9kVPn0UfhPgR2MWwsaFANR89EZWIF2z313Uj/uSsHEqAD8d8NtMIH3w6AdpePbjTN3jL78WVdO64laEEEIIIYQQot2kp7S7pVKZp96DD8bZp4/9YtV78K9Ts+v+9Rg45CoKP3kwUxQz8yiYeBahB+3e1d/0/gvrnZu5O/JjSgYMZt6Nf8jUPfzsCxh5zPFdditCCCGEEEII0V4SSrtRcm32Krh9H38MLAvKFzcPpE22CqTrA8dxuaeORxsDadyI4ltewYUV/fiWuXz7/txM3QmnT+OQH57T+TchhBBCCCGEEDtBhu92g+jChSyfcAjfT/lBpmzYku9QdB0++ys8MjH7hAtf4fmNB2cVpfATrP0xj675jf3aTPLyugfoW+Fp9n6+/AKOOOdHnX4fQgghhBBCCLGzpKe0G6w9/4JmZYqiQDwIb2xZkAjdzfcjZ5HYYLAhPoZ7l7gZX7iJnh74NnQSBxb4oXHx3EU1bze75tiTT6e4b39GHHlMq20ZfOjhO30/QgghhBBCCNFREkp3scgnnzQr63HH7faTe4dtKew/kdVjbuU/d94CvJEp/qymZ+OzL1kR+pJhgQlEc6KsC38DwJAJh3HIGedQ3G+AHXR34NwzruvorQghhBBCCCHETpNQugsFX3mFTb/4ZVZZv6eexDt2LPz7p5CKZsq/HzmrMZBu39LgpxDc8vqUG2a2KYwKIYQQQgghxO5AQukuFH7v/azXw5cugfWfwes3wv+eAeDjqr4sqO4HS27Lqlvk6sVBhcfz1qbHW73+VY89K4FUCCGEEEIIsUeRULqLxJctI/T665nXam4uVHwHfz8uU5Y0VTuQbk3xs1/J5Rzotb9V0wbYPa3/PfcbDq8eiJlOY1km+x81Gae7+SJHQgghhBBCCLE72y1W333wwQfp378/brebCRMm8Nlnn7XpvGeftXsGTzvttK5t4E4Kvf02q089LfPaf+yx7Df/Q3j2vEyZZcFDK7ZddEjDlXtuJpACOAfm4v71cK4YfQWjjp3CmCknceAPTpFAKoQQQgghhNgjdXsonT17NjNmzOCWW25h0aJFjB49milTplBZWbnd89asWcPPf/5zJk6cuN16u4ON11yb9brs5l+haArUrc6U3bd0Ioa5pY4rcBnu/OuoG7wgU1Y0fX9KfjKaIn9Rl7dZCCGEEEIIIXaFbg+l9913H5dddhnTp09nxIgRPPzww3i9Xh577LFWzzEMg/PPP59bb72VgQMH7sLW7rxBb7+FY9Hd8NstwbJmwqysOq68a1HUHNI5G5hee1Km3D20YJe1UwghhBBCCCF2hTbPKZ0xY0abL3rfffe1qV4ymWThwoXMnDkzU6aqKpMnT2bBggWtnnfbbbdRUlLCJZdcwocffrjd90gkEiQSiczrUCjUprZ1FiuZzDwvuemXOPNd8MWWwD2vfCCL/jEv8zpWPBl32v62nOEbBHG7+3Rl6FV6s/v3CgshhBBCCCFEe7Q5lH755ZdZrxctWkQ6nWbo0KEALF++HE3TGDt2bJvfvLq6GsMwKC0tzSovLS1l6dKlLZ4zf/58/v73v/PVV1+16T3uvPNObr311ja3qbPVv/xy5nnBBRfA7YVZxxfV9co8r+vvokdwFAAnFThRGgNp4YUjKH80ezVeIYQQQgghhNgbtHn47rx58zKPU045hUmTJrFhwwYWLVrEokWLWL9+PUcffTQnnXTSji/WQQ0NDfzoRz/ir3/9K0VFbZtXOXPmTILBYOaxfv36LmtfS7buKVWiVZnnhqUQ+1l2Wxo0O5COLHCgm1am3D28gIG5Rhe3VAghhBBCCCF2vQ5tCXPvvffy1ltvkZ+fnynLz8/n9ttv5/jjj+dnP/tZm65TVFSEpmlUVFRklVdUVFBWVtas/vfff8+aNWs45ZRTMmWmafcm6rrOsmXLGDRoUNY5LpcLl8vV5nvrbBW/vR0AraAAltlbwvxr1YFUJfxw6ZbVd9desB9DX5tIrgYDt1rwqOzGcSiKQo15ODKjVAghhBBCCLG36dBCR6FQiKqqqmblVVVVNDQ0tPk6TqeTsWPHMnfu3EyZaZrMnTuXQw89tFn9YcOGsXjxYr766qvMY+rUqRx99NF89dVX9OnTpyO3s0sYtbXwmj0vtyrhb3Z86GsnA3B0jiNTVnDeMPRCe6uXhcpBu6CVQgghhBBCCLFrdain9PTTT2f69Once++9jB8/HoBPP/2UG2+8kTPOOKNd15oxYwYXXXQR48aNY/z48dx///1EIhGmT58OwIUXXkivXr248847cbvdHHDAAVnn5+XlATQr392UHBjEsmBDNNDsmO7pC8BQV/bfCDz7b5l/ukaPdm0DhRBCCCGEEKIbdCiUPvzww/z85z/nvPPOI5VK2RfSdS655BLuvvvudl1r2rRpVFVVMWvWLMrLyxkzZgxz5szJLH60bt06VLXbd67pEOPNOzLPA/1jPLD8UFJm9keuqC4058nkaQrDPFqmvHD6/ijannnfQgghhBBCCNFWimVZ1o6rbWEYBh999BEjR47E6XTy/fffAzBo0CB8Pl+XNLIzhUIhAoEAwWCQ3NzcLn2v6NVFrH2nGIDh52zi3iXZW7r8bParPPjTdwE4OaCjKQoAOcf2JXBcv6y6d936FDfdcn6XtlcIIYTYXe3K399CCCF2rXb3lGqaxvHHH8+SJUsYMGAAo0aN6op27RU2f5YHQEWOl89XHdjs+BdrF2WeNwVSRw9fs0AqhBBCCCGEEHurDo0PPeCAA1i1alVnt2XvEqsnGbIXLVo4sEfW4kb9Rh3Itf96gZc+eQMAj7plud3in7Yc8kN9N3RhY4UQQgghhBCie3QolN5+++38/Oc/59VXX2Xz5s2EQqGshwDrzVtaPXbmzb/F4XJT9MlIAPJz6wBwDgigulruvG6QUCqEEEIIIYTYC3VooaMTTzwRgKlTp6I0DjsFsCwLRVEwDKNzWrcH2/SX/wBejK0+H4Bzf/v/ePdfS0j0rsEV8+NS4GDsPVndQ/J2eTuFEEIIIYQQojt1KJTOmzevs9ux1wmt9QIQcW3Zd/Sc2+7m3/etyarX07Gls9q9X36r1zthwAmd20AhhBBCCCGE2A10KJROmjSps9uxd6lciq80TqTCTdDryhQX9x0CbM6qOsq7ZRsYZ++cVi954sATO72ZQgghhBBCCNHdOhRKm0SjUdatW0cymcwq3+dX5P3kIYyk3QPqP+lo+PpbXL5SFr/f+rxQ18DArmqdEEIIIYQQQuw2OhRKq6qqmD59Om+88UaLx/f5OaVFQ0jH7B7QBV9/C0AyFuOT/9grFkcdId7a7zEOr5oMSXurmKLpB3RPW4UQQgghhBCiG3Vo9d3rr7+e+vp6Pv30UzweD3PmzOGf//wnQ4YM4ZVXXunsNu5xzGiUdFzLKrPMaOb5wl5vUZ67mutOPwMAR08fiqND3wohhBBCCCGE2KN1qKf03Xff5eWXX2bcuHGoqkq/fv047rjjyM3N5c477+Skk07q7HbuUerf/6ZZmcN3cub5yqKFAERmrwZA9Tqa1RdCCCGEEEKIfUGHuucikQglJSUA5OfnU1VVBcDIkSNZtGhR57VuD1Xx/BcAWdvBqHoPAN4Z8k8SjijDrEGZY+nKKEIIIYQQQgixL+pQT+nQoUNZtmwZ/fv3Z/To0TzyyCP079+fhx9+mB49enR2G/dYX/YrzTz/+4T/I62n7BcWPGj8liT1ABRdOrIbWieEEEIIIYQQ3a9DofS6665j82Z7a5NbbrmFH/zgBzz11FM4nU7+8Y9/dGb79lgb8nOoDPgyrzOBFHhgw0yS4frMa0eJd1c2TQghhBBCCCF2Gx0KpRdccEHm+dixY1m7di1Lly6lb9++FBUVdVrj9kimCcDXfUtaPm7B4HCfzEvPAYW7olVCCCGEEEIIsVvq0JzSVatWZb32er0cdNBBEkgB0jEAdMPMFCnqluB5/sBzs6rn/mDArmmXEEIIIYQQQuyGOtRTOnjwYHr37s2kSZM46qijmDRpEoMHD+7stu1xYg0N6JVfomgm/niSep8bgHUDBgOLePesd8mtclHF/wAInNAfR5GnG1sshBBCCCGEEN2rQ6F0/fr1vPfee7z//vv84Q9/4LLLLqNnz55MmjSJo48+mksvvbSz27nb+/al2cyZ/QQAJxpbOqB1z1HMH/g8APnufCLLNmSO5UzqgxBCCCGEEELsyzo0fLdXr16cf/75PProoyxbtoxly5YxefJknnvuOS6//PLObuMeYe3zT2S9TugaAJZeQMIR5dPzPkVXdeJLagHw7C9zSYUQQgghhBCiQz2l0WiU+fPn89577/Hee+/x5ZdfMmzYMK6++mqOOuqoTm7inkFR1cwiR4aiEHM5AGjwhAHwOuwVdlObIwCYsXQ3tFIIIYQQQgghdi8dCqV5eXnk5+dz/vnnc9NNNzFx4kTy8/M7u217lJLDJ/Hd+/MAqGucSwrwZa/3+ejcjwBIbgxnyv1H9Nq1DRRCCCGEEEKI3VCHhu+eeOKJGIbBs88+y7PPPsvzzz/P8uXLO7tte5SCAw7MPE+rSub5+sIN5DpzgS29pADu/fbtEC+EEEIIIYQQ0MFQ+p///Ifq6mrmzJnDoYceyltvvcXEiRMzc033RarDkXlenWMP1VX1vqSdyUx56O21meeK3qGPXgghhBBCCCH2Kh0avttk5MiRpNNpkskk8XicN998k9mzZ/PUU091Vvv2GJpzSyhdVxQAwEyv462z3sqUG8HELm+XEEIIIYQQQuzOOtRdd9999zF16lQKCwuZMGECzzzzDPvttx8vvvgiVVVVnd3GPYLubnm/0WJvcbOy/B8O6ermCCGEEEIIIcQeoUM9pc888wyTJk3iJz/5CRMnTiQQCHR2u/Y4ylbDd1tiNGwZxusZVdTVzRFCCCGEEEKIPUKHQunnn3/e2e3Y4zmcrmZlqmNLj2hiZf2WctdOjZoWQgghhBBCiL1Gh1fb+fDDD7ngggs49NBD2bhxIwBPPPEE8+fP77TG7Ul0R/NQ6vAdn3leO3vZrmyOEEIIIYQQQuwROhRKX3zxRaZMmYLH4+HLL78kkbAX8AkGg/zud7/r1AbuKVS3s1lZea4d1oNz1mTKFLe2q5okhBBCCCGEELu9DoXS22+/nYcffpi//vWvOLaaS3n44YezaNGiTmvcnkRzNl/o6H/D5gDQ8N76TFnPWw7dZW0SQgghhBBCiN1dhyY3Llu2jCOPPLJZeSAQoL6+fmfbtEfSXdnDdwPqBC4aN7JZPUVRdlWThBBCCCGEEGK316Ge0rKyMlauXNmsfP78+QwcOLDd13vwwQfp378/brebCRMm8Nlnn7Va96WXXmLcuHHk5eXh8/kYM2YMTzzxRLvfs7M5nNnDdy2cHDfkGCzL6qYWCSGEEEIIIcTur0Oh9LLLLuO6667j008/RVEUNm3axFNPPcXPfvYzrrjiinZda/bs2cyYMYNbbrmFRYsWMXr0aKZMmUJlZWWL9QsKCrj55ptZsGABX3/9NdOnT2f69Om8+eabHbmVLhPNSxLw5mLFjUxZz9/I0F0hhBBCCCGE2FqHhu/edNNNmKbJscceSzQa5cgjj8TlcnHjjTdy6aWXtuta9913H5dddhnTp08H4OGHH+a1117jscce46abbmpW/6ijjsp6fd111/HPf/6T+fPnM2XKlI7cTpfIP7QnAOnqmF2gKahu2QpGCCGEEEIIIbbWoZ5SRVG4+eabqa2t5ZtvvuGTTz6hqqqKQCDAgAED2nydZDLJwoULmTx58pYGqSqTJ09mwYIFOzzfsizmzp3b6hxXgEQiQSgUynrsCm6ni/pXV1H54Fd2gSHDeIUQQgghhBBiW+0KpYlEgpkzZzJu3DgOP/xwXn/9dUaMGMG3337L0KFD+dOf/sQNN9zQ5utVV1djGAalpaVZ5aWlpZSXl7d6XjAYxO/343Q6Oemkk3jggQc47rjjWqx75513EggEMo8+ffq0uX07Y8RnHsLzN+6S9xJCCCGEEEKIPVW7xpPOmjWLRx55hMmTJ/Pxxx9z1llnMX36dD755BPuvfdezjrrLDSt6/fhzMnJ4auvviIcDjN37lxmzJjBwIEDmw3tBZg5cyYzZszIvA6FQrskmKrb5P38s/br8vcUQgghhBBCiD1Nu0Lp888/z7/+9S+mTp3KN998w6hRo0in0/zvf//r0FYnRUVFaJpGRUVFVnlFRQVlZWWtnqeqKoMHDwZgzJgxLFmyhDvvvLPFUOpyuXBts13LrqAq2R+tb2xpKzWFEEIIIYQQYt/VruG7GzZsYOzYsQAccMABuFwubrjhhg7vvel0Ohk7dixz587NlJmmydy5czn00LavVGuaJolEokNt6Cqq0vU9xkIIIYQQQgixp2tXT6lhGDi32o9T13X8fv9ONWDGjBlcdNFFjBs3jvHjx3P//fcTiUQyq/FeeOGF9OrVizvvvBOw54iOGzeOQYMGkUgkeP3113niiSf4y1/+slPt6Ayl4RQVfgcAWmMo9Y4tJff4ft3ZLCGEEEIIIYTYbbUrlFqWxcUXX5wZDhuPx/npT3+Kz+fLqvfSSy+1+ZrTpk2jqqqKWbNmUV5ezpgxY5gzZ05m8aN169ahqls6dCORCFdeeSUbNmzA4/EwbNgwnnzySaZNm9aeW+lyqqLh7JNDgcwlFUIIIYQQQohWKZZltXmvkqbeyx15/PHHO9ygrhYKhQgEAgSDQXJzczv12k+e/AMqfHbOP7P/z/EOKaT40pGd+h5CCCHEvqgrf38LIYToXu3qKd2dw+buwNwq3quopCoi3dcYIYQQQgghhNgDtGuhI7EDW633pCgKZkOq+9oihBBCCCGEEHsACaWdqM3joIUQQgghhBBCABJKO1Wt15n1WnG3a3S0EEIIIYQQQuxzJJR2IlMxs16XXDm6m1oihBBCCCGEEHsGCaVdJGdSbxwl3u5uhhBCCCGEEELs1iSUdhHngEB3N0EIIYQQQgghdnsSSjvR/kOPAqDMMwBFU7ZfWQghhBBCCCFE+/YpFds3PDGOwtJiit29JZQKIYQQQgghRBtIKO1EmqLRwzsQADNp7qC2EEIIIYQQQggZvttFrFi6u5sghBBCCCGEELs9CaWdyDu2NPNczXF0Y0uEEEIIIYQQYs8gobQTBX7QP/PcNSiv29ohhBBCCCGEEHsKmVPaibQcJz1/cyiKU0NRZKEjIYQQQgghhNgRCaWdTHXLRyqEEEIIIYQQbSXDd4UQQgghhBBCdBsJpUIIIYQQQgghuo2EUiGEEEIIIYQQ3UZCqRBCCCGEEEKIbiOhVAghhBBCCCFEt5FQKoQQQgghhBCi20goFUIIIYQQQgjRbSSUCiGEEEIIIYToNhJKhRBCCCGEEEJ0GwmlQgghhBBCCCG6jYRSIYQQQgghhBDdRkKpEEIIIYQQQohuI6FUCCGEEEIIIUS3kVAqhBBCCCGEEKLbSCgVQgghhBBCCNFtdotQ+uCDD9K/f3/cbjcTJkzgs88+a7XuX//6VyZOnEh+fj75+flMnjx5u/WFEEIIIYQQQuy+uj2Uzp49mxkzZnDLLbewaNEiRo8ezZQpU6isrGyx/nvvvce5557LvHnzWLBgAX369OH4449n48aNu7jlQgghhBBCCCF2lmJZltWdDZgwYQIHH3wwf/7znwEwTZM+ffpwzTXXcNNNN+3wfMMwyM/P589//jMXXnjhDuuHQiECgQDBYJDc3Nydbr8QQgghup78/hZCiL1Xt/aUJpNJFi5cyOTJkzNlqqoyefJkFixY0KZrRKNRUqkUBQUFLR5PJBKEQqGshxBCCCGEEEKI3UO3htLq6moMw6C0tDSrvLS0lPLy8jZd45e//CU9e/bMCrZbu/POOwkEAplHnz59drrdQgghhBBCCCE6R7fPKd0Zd911F88++yz//ve/cbvdLdaZOXMmwWAw81i/fv0ubqUQQgghhBBCiNbo3fnmRUVFaJpGRUVFVnlFRQVlZWXbPfeee+7hrrvu4p133mHUqFGt1nO5XLhcrk5prxBCCCGEEEKIztWtPaVOp5OxY8cyd+7cTJlpmsydO5dDDz201fP+8Ic/8Nvf/pY5c+Ywbty4XdFUIYQQQgghhBBdoFt7SgFmzJjBRRddxLhx4xg/fjz3338/kUiE6dOnA3DhhRfSq1cv7rzzTgB+//vfM2vWLJ5++mn69++fmXvq9/vx+/3ddh9CCCGEEEIIIdqv20PptGnTqKqqYtasWZSXlzNmzBjmzJmTWfxo3bp1qOqWDt2//OUvJJNJzjzzzKzr3HLLLfzmN7/ZlU0XQgghhBBCCLGTun2f0l1N9jkTQggh9jzy+1sIIfZee/Tqu7uT5RUNnP+3T7j+2S+7uylCCCGEEEIIscfo9uG7e4twIs1HK2voW+Dt7qYIIYQQQgghxB5Deko7ia4qABjmPjUaWgghhBBCCCF2ioTSTqI1htK0aXZzS4QQQgghhBBizyGhtJNo0lMqhBBCCCGEEO0mobST6JmeUgmlQgghhBBCCNFWEko7ida4l6r0lAohhBBCCCFE20ko7SSy0JEQQgghhBBCtJ+E0k6iyfBdIYQQQgghhGg3CaWdRHpKhRBCCCGEEKL9JJR2EnWrUGpZEkyFEEIIIYQQoi0klHaSpp5SAOksFUIIIYQQQoi20bu7AXsLbatQmjZNNFXrxtYIIbpCLGmQTJuoKngcGrWRJG6nhlvXqA4n8Dl1/G4dVQHL2jKCQgghhBBCtE5CaSfR1S2dzm2ZV2qaFgN/9ToAi/7vOAp8zi5rm2i7l7/ayKljemVe10aSrK+NsqIyTDieYkzffPI8DsoCbtyO9v3hYdtr70jKMKkOJ9hQFyMYTZE2LWojSRJpg7RhUR6KoyqwtiZKzzwPBT4npbkuSnLcOHWVSCKNQ1cpyXFhWfB9VZhcjwOASCKN16mhKgopwyJlmPhdOvGUQa7HgduhEU8ZvPq/TRw1tIS0aeJx6uS6dUzLoiacxLSgJpKgZ8BDvs9JYKtrDyr243aolIfiLCtvIJ4ycGgqDk2l0O/E69Rx6ioFXice55bP0bIs6qMpUqZJ2rBYWRmmOpzAMC00VSFtWLgcKinDYm1NhKqGBEnDpD6aYk11BJdDwzBNfC4dh2q/V45bx+9yoKmgKgqFficb6mJ8ua6ejfUxVEVprKOT49ZJmxaVoTi6puJ1apTluokk02ysi7GmJrrD75ui2CMnDNOi0O8i162jKgqGZVEXSeLUVfI8ThQFcj0OCrxOKhriDC3NoS6aRNdUnJpKKJbC5VDtc00Lr1PH69Tsz1G3w65TUzOfSyJtYJgQS6VRFAXTtOgR8LC8ooHhPXLQVBWHZp+XNEwSKROnbt+jx2Ff18Jue300SVU4QTJtYllgWBbxlIFL10gZJpuDcdbXRumV70FXVVTF/nkF8Lp0fE4Nr1PH52r86tRwObTMz1w8ZaBrCh6HhtuhZb7qmoKmKiTTJvleJ0V+V9bPhxBCCCH2Toq1j02ADIVCBAIBgsEgubm5nXbdZNpkv1+/AcDXvzmeXLdju/X/tWANs17+NvN6zV0ndVpbupth2v+AffKTtVxwSD/cDo1VVWEGFvtJpA1qwkkWfF9Dod+Jqig898V6ykNxvlxXj/P/s3fncVGUfxzAPwvsLgvLciqXyKFcEiB4IiqaKPozr/JILbFM89byTlPUSss7r1JTsjSPTDPvI0+88EBRERTxRvFMkXv3+/uDmBhY2AXBTfu+Xy9eujPPzHyfmWeemWeOZ4yN8Hm7WuhatxrkJvknozcfZUApN4G1uQxPs3LxPDsPR648wDt1XMoVX8yVBziR8gjmcmNYmEpx72kWTl57DIkEOH/7L+EEOStXjTt/ZWmdh4mRBN4OFnBQmcLV1hw25lJcf5iB6w8zYGwkganUCHZKOfI0hKeZuTCXm+BEykM09qyC59l5yMnTQEOEXDXB2UoBE2MJnmbl4e5fmbj1OBOPM3KQlasp9zYwNGMjCUyMJMjOKz0PEglgqZBCZSqFudwENx9lID077yVF+eIkf98RBfLLBPe+XfGUchPYmMugkBojV6MBKL8xryEShhtJJHiek4cbf+9/aiJoNARTqTGIgKw8NYyNJEjPyoOTlQJEBBNjIzzLykVWrgYmRhJIJPmvXqg1BMI/21GC/IsCmr83tLk8/0549t8NdhNjCaRGRniekwcHlWl+TDJjyIyNIJcawdQkvz6RmxjBVGoMYyMJCIDx3/MwlRojJ0+DrFw1nueoAQBZuWqkZ+dBKTdBdp4Gao0GUmMj5Ko1eJaVh6dZuUJ8ag0hT51/0UYigTA+T02QAJBIJCAiSE2MYPz3BRjF3xc35CbGUMiMhddPpMb5FzhMjCWQQIKMXDUePMtGnkaDPA0hM0cNtYZgJJHAVGYMM6kxjIwAqbERzAsumpgYwcRIguo2ZvioiUeFloXKOn4zxhgzPG6UVhC1hlDj7zufZz5vCesidz5PXX8EJysFHC0V+GpbApYcvCoar22awkq7yxZ38wnMZcaoUUUpelwwK1eNTouOICH1Kb5+xx/d6lUXTZedp8a2+FS0ecMRRhIJ3l4cg/O3n8LGXIaYMW8KdyjUmvyTm63xqYg+cg2nrj/We71UJjdbMzhYmsLCVIrQGrZwtjZD/K0nOHzlAYKqW0OtISjlJrj3NAs3H2fgQXoOrqSll2tZ5jJjSCQSgzSY5CZGcLZW4ElGLnwdLYQ7jipTKWzMpdgWn4r2tZ3xKD0Hac+ykPYsG5m5aijlJniWlYdHz3OQlauGq60ZACBPTbBTyvE8Jy//LpiGkKPWIFetgZnMGJm5auTm5Z/kPsvKhZ2FHEq5CXLV+Q3sgphUCilUCikePMvGX5m5eJyRk3+SbWIknFwbSYCaVZUwl5sgT51/seLR8xw8ycyFsUSCHLX2Rqvk72Jc1UIOz6oWMDGWCCfDOXkaSE2MYG8hRzVrM8hMjKA0NUENO3NkqzWYufMSBjbzhIYITzJy8PTvk3QiICMnDw/Tc1Dd1gze9hbwdVSBCHiek4f0Qif79ipTaCg/v/efZcNMZgJ7lSmuPkhH5zrVYCSRICNHDQtTE+SqNcjNo/z/azR4mpmHXLUGBOBReg6eZOYIj/erTKUgAp5k5vz9by4epmfjlxM30NbfCZaK/Du1uWqCtZkU2Xn5jQGZsQTPsvOQlft34yU7D3ITY+RpNMKTGYq/79wrTU2QlauBzFiCu0+zcPjyAzTxrAI1EXLyNJBI8hsRplIj5ORpkJGjzn8sWa0R7rqay43haKmAzMTo7+2Yf1czK08NqZEE9pamuJT6FAHVrJCnIag1BJmxEQiEjBw1MnLyY8z/fx6e56iRnZs/PE9DMJMZI09NyMxVIytXjcxcNbJzNchR5+fneXYeCPkX+9iryc3WDPtHNa/QeXKjlDHGXl/cKK0gRAT3cfmN0tjx4ahiIRfGbT57B0N/OQMASJn2PyFdUa62ZjhQwkH8ox9jsSyynvA7/tZfaLfgcInxfPdeHfT/+VSx4b8PCsWmuNtYEXNNZ55epoI7TgqpMQhU6XcJTaVGqO1iBZmJMTQagrW5DO62Zthx4S4GNKsBS4UUGg0QUM0SVSzkkPzdStL83QC4cOcpku+n49LdZ3iSkYNHz3NgJJHAv5rl3w04zd93O9SoYiHHs6xcbDl7B+1rOyNPrYHJ349dSiRAVq4GeX83CN3szFHN2gym0vzGgIedUmgYlKSsjwWXRXnmTUS49zQb6dl5cLA0hVJe/C2Bgvk+TM/Go+c5+CszF8+y82BrLoNnVQsh/wXrvbJjNrR/2zY0tN/jbqN9oBOeZefh/rNsPH6e/+SAyd+PHz/JyIWxkQSP/36cnZD/KLOztQLGEgkkkvzHgDNz1TCWSCCXGkGtIRy+fB9vOFvl3039+zHvggayhvLv8BtJipY7gvHfjygDQHp2HjQaQCEzAiBBnjr/wsGhy/cRUM1KuAiUo9YgK1eD7Lz8BndWrhrZefkXf4z/vqtuYiRBrloDuck/d1KN/o5XKTdBenYe5CZGuJKWjhpVlJAaS2Amy79zXBCiRCKB1EiC3L/rJgu5CVQKqajzPYkkv4Gv1hCeZeUhI1eN3DwNjqc8hLeDCmqNBhLkXySSGuc/0q/REBQyY9gp5ZCbGMHIKP/CRMEFouxcjXBhK0etQUZ2/sWHPDVBrdHg3tMsfN05sELLBTdKGWPs9cWN0grkOX4bctWEo+PehKOlQhjuNnZrmefVu5EbTqQ8wqW7T6Gh/DtOsePD8eW2BPx2+nZFhl3hAl2sEO5TFbHXHqFnQ1fsunAPH4S64UDSfdirTOFoaYraLlbIVWtgYSotdhL4V2YuJmw6j2NXH8JMZowfP6gPAhCb8gi1nFSoWVWJd5ccRUA1K3jYmeNBeg5irz3C/fRs3H6ciew8DQKqWeLcrb8A5DdAw7yqoKGHLarbmMHL3gIuNmZaYy/a+K9Ir2LjgDHG/i24UcoYY68v7uioAuW/85P/6GOLWfuRfP85vuz0Ronp1/RrCKmxEd5ZfKTYuOgj10S/NQTU+WJPueJK/up/+Oy3eKw9ebPUdKs+aoDQmnY4f/svvDX/n7uwPg4WeDvYGS7WZmjj76j3cn+Pu40IPwdE+DkAAN5wttRrOkuFFPO7BxUb7m5nLvz/g1D3SmngtQt0qvB5FuAGKWOMMcYYY8XxndIKFBC1E0+z8rB3RBhazDqgM31B50Z7Lt7DvL2XEX/7rzItb+fwpjCTGQu9mQL5j05m52mw++I9+DpaoGZVCyF9Tp4G+xLTcDT5IUa08oKFqbRS7wwyxhhjFYXvlDLG2OuL75RWoIJ3/55l6e4M58T4FsL/w2vZI7yWPeJuPsHSg1dRzUaB7w/kd4T0+Vu1YKWQ4psdl3DvWTYA4M8RYfCootQ6X4lEAlOpsdY7fjITI9GdS6By7wwyxhhjjDHGmC7cKK1ABd8q7bgwptR0fZu4o6qFabHhtV2ssLBnMABgXBtf0bjt51NxvBLuaPIjpYwxxhhjjDFD4kZpBSroGbIkXetWQ9K9dHza0vslRcQYY4wxxhhj/27cKK1AMuPSP93xzQt0j8+P2TLGGGOMMcZeR6W3oliZlHSntF2gE+ImtnyhefNjtowxxhhjjLHXEd8prUBSLXdKZ3YJRKcgZxgblf5oL2OMMcYYY4z9F3GjtAKZaGmUdq5TzQCRMMYYY4wxxtirgR/frUAyHR0dMcYYY4wxxhgT40ZpBSr4JEyBoS08DRQJY4wxxhhjjL0a+PHdCiQ1+adROvGtWviwsbsBo2GMMcYYY4yxfz+D3ylduHAh3NzcYGpqigYNGuDEiRMlpr1w4QLeeecduLm5QSKRYO7cuS8vUD04qkyF/ztZKQwYCWOMMcYYY4y9GgzaKF27di0+/fRTTJo0CadPn0ZgYCAiIiKQlpamNX1GRgY8PDwwffp0ODg4vORodTOX/3PjWcrvlzLGGGOMMcaYTgZtlM6ePRt9+/bFBx98gFq1auG7776DmZkZli9frjV9vXr1MGPGDLz77ruQy+UvOVrdTKX/rE5tn4dhjDHGGGOMMSZmsJZTTk4OTp06hfDw8H+CMTJCeHg4jh49WmHLyc7OxtOnT0V/lcVUaiz834TvlDLGGGOMMcaYTgZrlD548ABqtRr29vai4fb29rh7926FLWfatGmwtLQU/lxcXCps3kUVvlMq4zuljDHGGGOMMabTa99yGjduHP766y/h7+bNm5W2LPGd0td+1TLGGGOMMcbYCzPYJ2Hs7OxgbGyMe/fuiYbfu3evQjsxksvlL+39U1OTQo1SI358lzHGGGOMMcZ0MdjtPJlMhjp16mDv3r3CMI1Gg7179yIkJMRQYb0QeeHHd034TiljjDHGGGOM6WKwO6UA8OmnnyIyMhJ169ZF/fr1MXfuXDx//hwffPABAKBXr15wdnbGtGnTAOR3jnTx4kXh/7dv30ZcXByUSiVq1qxpsHwUED2+y3dKGWOMMcYYY0wngzZKu3Xrhvv372PixIm4e/cuateujR07dgidH924cQNGRv/ccbxz5w6CgoKE3zNnzsTMmTMRFhaG/fv3v+zwi1FrSPh/Vq7GgJEwxhhjjDHG2KvBoI1SABg8eDAGDx6sdVzRhqabmxuISGvaf4Pn2XnC/1UKg69axhhjjDHGGPvX4xcfK5BHFaXw/2rWZgaMhDHGGGOMMcZeDXw7rwLVcbXG/O5BcLczN3QojDHGGGOMMfZK4EZpBWsX6GToEBhjjDHGGGPslcGP7zLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYM5j/3HdKiQgA8PTpUwNHwhhjjDF9FRy3C47jjDHGXh//uUbps2fPAAAuLi4GjoQxxhhjZfXs2TNYWloaOgzGGGMVSEL/sUuOGo0Gd+7cgYWFBSQSSYXN9+nTp3BxccHNmzehUqkqbL7/Jq97Hl/3/AGvfx45f6++1z2Pr3v+gMrLIxHh2bNncHJygpERv33EGGOvk//cnVIjIyNUq1at0uavUqle2xONAq97Hl/3/AGvfx45f6++1z2Pr3v+gMrJI98hZYyx1xNfamSMMcYYY4wxZjDcKGWMMcYYY4wxZjDcKK0gcrkckyZNglwuN3QoleZ1z+Prnj/g9c8j5+/V97rn8XXPH/DfyCNjjLGK9Z/r6IgxxhhjjDHG2L8H3ylljDHGGGOMMWYw3ChljDHGGGOMMWYw3ChljDHGGGOMMWYw3ChljDHGGGOMMWYw3CitIAsXLoSbmxtMTU3RoEEDnDhxwtAhaXXw4EG0a9cOTk5OkEgk2LRpk2g8EWHixIlwdHSEQqFAeHg4Ll++LErz6NEj9OzZEyqVClZWVujTpw/S09NFac6dO4cmTZrA1NQULi4u+Oabbyo7awCAadOmoV69erCwsEDVqlXRsWNHJCYmitJkZWVh0KBBsLW1hVKpxDvvvIN79+6J0ty4cQNt27aFmZkZqlatilGjRiEvL0+UZv/+/QgODoZcLkfNmjURHR1d2dnD4sWLERAQIHyUPiQkBNu3b38t8qbN9OnTIZFIMHz4cGHYq57HqKgoSCQS0Z+Pj48w/lXPHwDcvn0b7733HmxtbaFQKODv74+TJ08K41/1esbNza3YNpRIJBg0aBCAV38bqtVqfP7553B3d4dCoUCNGjUwdepUFO4X8VXfhowxxv5liL2wNWvWkEwmo+XLl9OFCxeob9++ZGVlRffu3TN0aMVs27aNxo8fT7/99hsBoI0bN4rGT58+nSwtLWnTpk109uxZat++Pbm7u1NmZqaQpnXr1hQYGEjHjh2jQ4cOUc2aNal79+7C+L/++ovs7e2pZ8+edP78efrll19IoVDQ999/X+n5i4iIoBUrVtD58+cpLi6O/ve//1H16tUpPT1dSNO/f39ycXGhvXv30smTJ6lhw4bUqFEjYXxeXh698cYbFB4eTmfOnKFt27aRnZ0djRs3Tkhz9epVMjMzo08//ZQuXrxI8+fPJ2NjY9qxY0el5m/z5s20detWSkpKosTERPrss89IKpXS+fPnX/m8FXXixAlyc3OjgIAAGjZsmDD8Vc/jpEmTyM/Pj1JTU4W/+/fvvzb5e/ToEbm6ulLv3r3p+PHjdPXqVdq5cydduXJFSPOq1zNpaWmi7bd7924CQPv27SOiV38bfvnll2Rra0tbtmyhlJQUWr9+PSmVSpo3b56Q5lXfhowxxv5duFFaAerXr0+DBg0SfqvVanJycqJp06YZMCrdijZKNRoNOTg40IwZM4RhT548IblcTr/88gsREV28eJEAUGxsrJBm+/btJJFI6Pbt20REtGjRIrK2tqbs7GwhzZgxY8jb27uSc1RcWloaAaADBw4QUX5+pFIprV+/XkiTkJBAAOjo0aNElN9wNzIyort37wppFi9eTCqVSsjT6NGjyc/PT7Ssbt26UURERGVnqRhra2tatmzZa5W3Z8+ekaenJ+3evZvCwsKERunrkMdJkyZRYGCg1nGvQ/7GjBlDjRs3LnH861jPDBs2jGrUqEEajea12IZt27alDz/8UDTs7bffpp49exLR67kNGWOMGRY/vvuCcnJycOrUKYSHhwvDjIyMEB4ejqNHjxowsrJLSUnB3bt3RXmxtLREgwYNhLwcPXoUVlZWqFu3rpAmPDwcRkZGOH78uJCmadOmkMlkQpqIiAgkJibi8ePHLyk3+f766y8AgI2NDQDg1KlTyM3NFeXRx8cH1atXF+XR398f9vb2QpqIiAg8ffoUFy5cENIUnkdBmpe5zdVqNdasWYPnz58jJCTktcrboEGD0LZt22JxvC55vHz5MpycnODh4YGePXvixo0bAF6P/G3evBl169ZFly5dULVqVQQFBWHp0qXC+NetnsnJycHPP/+MDz/8EBKJ5LXYho0aNcLevXuRlJQEADh79iwOHz6MNm3aAHj9tiFjjDHD40bpC3rw4AHUarXo5AIA7O3tcffuXQNFVT4F8ZaWl7t376Jq1aqi8SYmJrCxsRGl0TaPwst4GTQaDYYPH47Q0FC88cYbwvJlMhmsrKyKxVeW+EtK8/TpU2RmZlZGdgTx8fFQKpWQy+Xo378/Nm7ciFq1ar0WeQOANWvW4PTp05g2bVqxca9DHhs0aIDo6Gjs2LEDixcvRkpKCpo0aYJnz569Fvm7evUqFi9eDE9PT+zcuRMDBgzA0KFD8eOPP4pifF3qmU2bNuHJkyfo3bu3sOxXfRuOHTsW7777Lnx8fCCVShEUFIThw4ejZ8+eohhfl23IGGPM8EwMHQBjlWXQoEE4f/48Dh8+bOhQKpS3tzfi4uLw119/4ddff0VkZCQOHDhg6LAqxM2bNzFs2DDs3r0bpqamhg6nUhTcbQKAgIAANGjQAK6urli3bh0UCoUBI6sYGo0GdevWxVdffQUACAoKwvnz5/Hdd98hMjLSwNFVvB9++AFt2rSBk5OToUOpMOvWrcOqVauwevVq+Pn5IS4uDsOHD4eTk9NruQ0ZY4wZHt8pfUF2dnYwNjYu1rPivXv34ODgYKCoyqcg3tLy4uDggLS0NNH4vLw8PHr0SJRG2zwKL6OyDR48GFu2bMG+fftQrVo1YbiDgwNycnLw5MmTYvGVJf6S0qhUqkpvWMhkMtSsWRN16tTBtGnTEBgYiHnz5r0WeTt16hTS0tIQHBwMExMTmJiY4MCBA/j2229hYmICe3v7Vz6PRVlZWcHLywtXrlx5Lbaho6MjatWqJRrm6+srPKL8OtUz169fx549e/DRRx8Jw16HbThq1Cjhbqm/vz/ef/99fPLJJ8LTC6/TNmSMMfbvwI3SFySTyVCnTh3s3btXGKbRaLB3716EhIQYMLKyc3d3h4ODgygvT58+xfHjx4W8hISE4MmTJzh16pSQ5s8//4RGo0GDBg2ENAcPHkRubq6QZvfu3fD29oa1tXWl5oGIMHjwYGzcuBF//vkn3N3dRePr1KkDqVQqymNiYiJu3LghymN8fLzohGr37t1QqVTCyXZISIhoHgVpDLHNNRoNsrOzX4u8tWjRAvHx8YiLixP+6tati549ewr/f9XzWFR6ejqSk5Ph6Oj4WmzD0NDQYp9hSkpKgqurK4DXo54psGLFClStWhVt27YVhr0O2zAjIwNGRuLTA2NjY2g0GgCv1zZkjDH2L2HonpZeB2vWrCG5XE7R0dF08eJF6tevH1lZWYl6Vvy3ePbsGZ05c4bOnDlDAGj27Nl05swZun79OhHld/NvZWVFv//+O507d446dOigtZv/oKAgOn78OB0+fJg8PT1F3fw/efKE7O3t6f3336fz58/TmjVryMzM7KV08z9gwACytLSk/fv3iz7ZkJGRIaTp378/Va9enf788086efIkhYSEUEhIiDC+4HMNrVq1ori4ONqxYwdVqVJF6+caRo0aRQkJCbRw4cKX8rmGsWPH0oEDByglJYXOnTtHY8eOJYlEQrt27Xrl81aSwr3vEr36eRwxYgTt37+fUlJSKCYmhsLDw8nOzo7S0tJei/ydOHGCTExM6Msvv6TLly/TqlWryMzMjH7++WchzatezxDl97JevXp1GjNmTLFxr/o2jIyMJGdnZ+GTML/99hvZ2dnR6NGjhTSvwzZkjDH278GN0goyf/58ql69OslkMqpfvz4dO3bM0CFptW/fPgJQ7C8yMpKI8rv6//zzz8ne3p7kcjm1aNGCEhMTRfN4+PAhde/enZRKJalUKvrggw/o2bNnojRnz56lxo0bk1wuJ2dnZ5o+ffpLyZ+2vAGgFStWCGkyMzNp4MCBZG1tTWZmZtSpUydKTU0VzefatWvUpk0bUigUZGdnRyNGjKDc3FxRmn379lHt2rVJJpORh4eHaBmV5cMPPyRXV1eSyWRUpUoVatGihdAgfdXzVpKijdJXPY/dunUjR0dHkslk5OzsTN26dRN9w/NVzx8R0R9//EFvvPEGyeVy8vHxoSVLlojGv+r1DBHRzp07CUCxuIle/W349OlTGjZsGFWvXp1MTU3Jw8ODxo8fL/p0y+uwDRljjP17SIiIDHKLljHGGGOMMcbYfx6/U8oYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY4wxxhhjzGC4UcoYY0VERUWhdu3ahg6DMcYYY+w/gRuljLEX0rt3b3Ts2FHv9BKJBJs2baq0eMpKWzwjR47E3r17DRMQY4wxxth/jImhA2CMsfLIzc2FVCqtlHkrlUoolcpKmTdjjDHGGBPjO6WMsQrTrFkzDB06FKNHj4aNjQ0cHBwQFRUljHdzcwMAdOrUCRKJRPgNAL///juCg4NhamoKDw8PTJ48GXl5ecJ4iUSCxYsXo3379jA3N8eXX34JtVqNPn36wN3dHQqFAt7e3pg3b16xuJYvXw4/Pz/I5XI4Ojpi8ODBpcZT9PFdjUaDKVOmoFq1apDL5ahduzZ27NghjL927RokEgl+++03NG/eHGZmZggMDMTRo0dfbIUyxhhjjP0HcKOUMVahfvzxR5ibm+P48eP45ptvMGXKFOzevRsAEBsbCwBYsWIFUlNThd+HDh1Cr169MGzYMFy8eBHff/89oqOj8eWXX4rmHRUVhU6dOiE+Ph4ffvghNBoNqlWrhvXr1+PixYuYOHEiPvvsM6xbt06YZvHixRg0aBD69euH+Ph4bN68GTVr1iw1nqLmzZuHWbNmYebMmTh37hwiIiLQvn17XL58WZRu/PjxGDlyJOLi4uDl5YXu3buLGtaMMcYYY6w4CRGRoYNgjL26evfujSdPnmDTpk1o1qwZ1Go1Dh06JIyvX78+3nzzTUyfPh1A/h3PjRs3it5DDQ8PR4sWLTBu3Dhh2M8//4zRo0fjzp07wnTDhw/HnDlzSo1n8ODBuHv3Ln799VcAgLOzMz744AN88cUXWtNriycqKgqbNm1CXFycMI9Bgwbhs88+E+WrXr16WLhwIa5duwZ3d3csW7YMffr0AQBcvHgRfn5+SEhIgI+Pj461yBhjjDH238XvlDLGKlRAQIDot6OjI9LS0kqd5uzZs4iJiRHdGVWr1cjKykJGRgbMzMwAAHXr1i027cKFC7F8+XLcuHEDmZmZyMnJER69TUtLw507d9CiRYty5+fp06e4c+cOQkNDRcNDQ0Nx9uxZ0bDCeXd0dBRi4EYpY4wxxljJuFHKGKtQRTsfkkgk0Gg0pU6Tnp6OyZMn4+233y42ztTUVPi/ubm5aNyaNWswcuRIzJo1CyEhIbCwsMCMGTNw/PhxAIBCoShvNsqlcN4lEgkA6Mw7Y4wxxth/HTdKGWMvlVQqhVqtFg0LDg5GYmKi8K6nvmJiYtCoUSMMHDhQGJacnCz838LCAm5ubti7dy+aN2+udzyFqVQqODk5ISYmBmFhYaJl169fv0zxMsYYY4yx4rhRyhh7qQoaiaGhoZDL5bC2tsbEiRPx1ltvoXr16ujcuTOMjIxw9uxZnD9/vsR3QQHA09MTK1euxM6dO+Hu7o6ffvoJsbGxcHd3F9JERUWhf//+qFq1Ktq0aYNnz54hJiYGQ4YMKTGeokaNGoVJkyahRo0aqF27NlasWIG4uDisWrWq4lcQY4wxxth/DPe+yxh7qWbNmoXdu3fDxcUFQUFBAICIiAhs2bIFu3btQr169dCwYUPMmTMHrq6upc7r448/xttvv41u3bqhQYMGePjwoeiuKQBERkZi7ty5WLRoEfz8/PDWW2+Jes3VFk9RQ4cOxaeffooRI0bA398fO3bswObNm+Hp6fmCa4MxxhhjjHHvu4wxxhhjjDHGDIbvlDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxgTQwfwb6BWq5Gbm2voMBhjjDHGGGPstSCTyWBkpN890P90o5SIcPfuXTx58sTQoTDGGGOMMcbYa8PIyAju7u6QyWQ600qIiF5CTP9KqampePLkCapWrQozMzNIJBJDh8QYY4wxxhhjrzSNRoM7d+5AKpWievXqOttZ/9k7pWq1WmiQ2traGjocxhhjjDHGGHttVKlSBXfu3EFeXh6kUmmpaf+zHR0VvENqZmZm4EgYY4wxxhhj7PVS8NiuWq3WmfY/2ygtwI/sMsYYY4wxxljFKks76z/fKK1I265uM3QIjDHGGGOMMfZK4UZpBdqest3QIRhUTk4OatasiSNHjlTofJs1a4bhw4dX6DwrWlRUFGrXrm3oMMpFW+xRUVGwt7eHRCLBpk2bDBKXvgrHeO3aNUgkEsTFxRk0Jgb07t0bHTt2NHQYL92/Ld+vwj5cHm5ubpg7d66hwzCI/fv3QyKRvHZfDuD6u3Sv03Yvmpfo6GhYWVkZNKbXUWWv15ycHLi5ueHkyZMVMj9ulL6Cpk2bhnr16sHCwgJVq1ZFx44dkZiYaOiw8N1338Hd3R2NGjUydCjsBSQkJGDy5Mn4/vvvkZqaijZt2hg6pFIZKsb169fDx8cHpqam8Pf3x7Ztup+U2L9/P4KDgyGXy1GzZk1ER0eLxh88eBDt2rWDk5PTa9uY+K/LyspC79694e/vDxMTk0pvwJZ1//i3nRyWFE9sbCz69ev38gP6F2jUqBFSU1NhaWmp9zT/tosl2uJxcXFBamoq3njjDcME9S9Xnu3+qujWrRuSkpIMHQYr4rfffkOrVq1ga2ur9YKRTCbDyJEjMWbMmApZHjdKX0EHDhzAoEGDcOzYMezevRu5ublo1aoVnj9/brCYiAgLFixAnz59DBbDq66g8y1DS05OBgB06NABDg4OkMvlBo6odIaI8ciRI+jevTv69OmDM2fOoGPHjujYsSPOnz9f4jQpKSlo27Ytmjdvjri4OAwfPhwfffQRdu7cKaR5/vw5AgMDsXDhwkrPQ05OTqUvgxWnVquhUCgwdOhQhIeHV/ryDLUPq9VqaDSaSpt/lSpV/rMdFcpkMjg4OBikT4zKrDeMjY3h4OAAE5P/7IchSmXI7V4YESEvL69C56lQKFC1atUKnWd58HFR7Pnz52jcuDG+/vrrEtP07NkThw8fxoULF158gfQflZmZSRcvXqTMzMwKm+fgPYMrbF5lkZaWRgDowIEDeqVXq9Xk7OxMixYtEg0/ffo0SSQSunbtGo0YMYLatm0rjJszZw4BoO3btwvDatSoQUuXLiUiotjYWDIyMqKnT5+WKw+HDx+msLAwUigUZGVlRa1ataJHjx4REVFYWBgNGjSIBg0aRCqVimxtbWnChAmk0Wj0mndWVhaNGDGCnJycyMzMjOrXr0/79u0jovxyUKtWLerbt6+Q/sqVK6RUKumHH34gIqIVK1aQpaUlbdy4kWrWrElyuZxatWpFN27cEKaZNGkSBQYGCr/VajVNnjyZnJ2dSSaTUWBgoGjdpaSkEABas2YNNW3alORyOa1YsYKIiJYuXUo+Pj4kl8vJ29ubFi5cqPd6HD16NHl6epJCoSB3d3eaMGEC5eTkiNJMmzaNqlatSkqlkj788EMaM2aMEPukSZMIgOjvRW3atImCgoJILpeTu7s7RUVFUW5urjAeAC1atIhat25Npqam5O7uTuvXrxfGZ2dn06BBg8jBwYHkcjlVr16dvvrqK9H0GzduJKJ/1uuZM2eE8fv376d69eqRTCYjBwcHGjNmjGj5YWFhNGTIEBo1ahRZW1uTvb09TZo0qdQ8de3aVbR/EBE1aNCAPv744xKnGT16NPn5+YmGdevWjSIiIrSmL5yvilCwHw0bNoxsbW2pWbNmREQ0a9YseuONN8jMzIyqVatGAwYMoGfPngnTFZT/HTt2kI+PD5mbm1NERATduXNHSJOXl0effPIJWVpako2NDY0aNYp69epFHTp0ENJkZWXRkCFDqEqVKiSXyyk0NJROnDghjN+3bx8BoB07dlDt2rXJ1NSUmjdvTvfu3aNt27aRj48PWVhYUPfu3en58+d65Xn9+vX0xhtvkKmpKdnY2FCLFi0oPT1dGK9rX7tx4wZ16dKFLC0tydramtq3b08pKSllyndpIiMj9U5bXtr2jw0bNlCzZs1IoVBQQEAAHTlyhIj+2QaF/wr2hdLqUaJ/ysnvv/9Ovr6+ZGxsTCkpKXTixAkKDw8nW1tbUqlU1LRpUzp16pQoxsePH1O/fv2oatWqJJfLyc/Pj/74449S43F1daU5c+YI87h+/Tq1b9+ezM3NycLCgrp06UJ3794VxhfU0StXriRXV1dSqVTUrVs30TFLV3kpLC8vjz788ENyc3MjU1NT8vLyorlz5wrj9Tm2lFfBenn8+DER6d5HtdXrBdtOVxkvKKNffPEFOTo6kpubGxERrVy5kurUqUNKpZLs7e2pe/fudO/ePVGc58+fp7Zt25KFhQUplUpq3LgxXblypcR4KqP+1mg0NGnSJHJxcSGZTEaOjo40ZMiQEtftlStXqH379lS1alUyNzenunXr0u7du4XxCQkJpFAoaNWqVcKwtWvXkqmpKV24cOGlbncioiVLllC1atVIoVBQx44dadasWWRpaSmM16fc61s3b9u2jYKDg0kqldK+fftIrVbTV199JewDAQEBomN3WfJSUIbLEreu5evaR4lKLt+FaTQaatGiBbVq1Uo473z48CE5OzvT559/rld+iYji4uKoWbNmpFQqycLCgoKDgyk2NlYYf+jQIWrcuDGZmppStWrVaMiQIaL6R1cdXLAeXVxchPIwc+ZM0XotL237ZmHNmzenCRMmaB1XlvYWN0oLrSSNRkPPc56X+2/ArgHlnlbfBpY2ly9fJgAUHx+v9zQjR46kxo0bi4aNGDFCGLZ582aytLSkvLw8IiLq2LEj2dnZ0ZgxY4iI6NatWwSALl++TEREs2fPJh8fn3LFf+bMGZLL5TRgwACKi4uj8+fP0/z58+n+/ftElH/QUSqVNGzYMLp06RL9/PPPZGZmRkuWLNFr/h999BE1atSIDh48SFeuXKEZM2aQXC6npKQkYfkymYw2bdpEeXl51LBhQ+rUqZMw/YoVK0gqlVLdunXpyJEjdPLkSapfvz41atRISFO0UTp79mxSqVT0yy+/0KVLl2j06NEklUqFZRbs4G5ubrRhwwa6evUq3blzh37++WdydHQUhm3YsIFsbGwoOjpar7xOnTqVYmJiKCUlhTZv3kz29vb09ddfC+PXrl1Lcrmcli1bRpcuXaLx48eThYWFEPuzZ89oxYoVBIBSU1MpNTVVr+WW5ODBg6RSqSg6OpqSk5Np165d5ObmRlFRUUIaAGRra0tLly6lxMREmjBhAhkbG9PFixeJiGjGjBnk4uJCBw8epGvXrtGhQ4do9erVoulLapTeunWLzMzMaODAgZSQkEAbN24kOzs70UlLWFgYqVQqioqKoqSkJPrxxx9JIpHQrl27SsyXi4uL6ISYiGjixIkUEBBQ4jRNmjShYcOGiYYtX76cVCqV1vSV0ShVKpU0atQounTpEl26dImI8i84/fnnn5SSkkJ79+4lb29vGjBggDBdQfkPDw+n2NhYOnXqFPn6+lKPHj2ENF9//TVZW1vThg0b6OLFi9SnTx+ysLAQNbiGDh1KTk5OtG3bNrpw4QJFRkaStbU1PXz4kIj+OUlp2LAhHT58mE6fPk01a9aksLAwatWqFZ0+fZoOHjxItra2NH36dJ35vXPnDpmYmNDs2bMpJSWFzp07RwsXLhQa3Lr2tZycHPL19aUPP/yQzp07RxcvXqQePXqQt7c3ZWdn653v0hiqUerj40NbtmyhxMRE6ty5M7m6ulJubi5lZ2fT3LlzSaVSCft/wfrSVY8WlJNGjRpRTEwMXbp0iZ4/f0579+6ln376iRISEoR1ZG9vL5xcqtVqatiwIfn5+dGuXbsoOTmZ/vjjD9q2bVup8RRulKrVaqpduzY1btyYTp48SceOHaM6depQWFiYsB4mTZpESqWS3n77bYqPj6eDBw+Sg4MDffbZZ0Sku7wUlZOTQxMnTqTY2Fi6evWqcFxau3atkEbXsaW8tJ3Ql7aPPnv2jLp27UqtW7cW1mN2drZeZTwyMpKUSiW9//77dP78eTp//jwREf3www+0bds2Sk5OpqNHj1JISAi1adNGiPHWrVtkY2NDb7/9NsXGxlJiYiItX76cLl26VGI8lVF/r1+/nlQqFW3bto2uX79Ox48fL/XcIS4ujr777juKj4+npKQkmjBhApmamtL169eFNAsXLiRLS0u6fv063bx5k6ytrWnevHnC+Je13Q8fPkxGRkY0Y8YMSkxMpIULF5KNjU2xxl1p5Z5I/7o5ICCAdu3aRVeuXKGHDx/SF198QT4+PrRjxw5KTk6mFStWkFwup/3795c5L9oapbri1rV8ffbRksp3Ubdu3SJra2uhUdulSxeqX7++6AKJLn5+fvTee+9RQkICJSUl0bp16yguLo6I8i9cmJub05w5cygpKYliYmIoKCiIevfuLUyvqw4+duwYGRkZ0ddff02JiYk0b948srKyEq3XgwcPkrm5eal/P//8c7HYdTVKx4wZI6pvC+NGqR60raTnOc/pjeg3DPL3PEe/K/9FqdVqatu2LYWGhpZpujNnzpBEIhEq2oK7p4sXLyai/CvXRkZGFBsbSxqNhmxsbGjatGnUoEEDIso/oXN2dhbmN2zYMHrzzTfLlYfu3buXGn9YWBj5+vqKGu5jxowhX19fnfO+fv06GRsb0+3bt0XDW7RoQePGjRN+f/PNN2RnZ0eDBw8mR0dHevDggTCuoJF27NgxYVhCQgIBoOPHjxNR8Uapk5MTffnll6Jl1qtXjwYOHEhE/+zgRa/a1ahRQ9TgIspvaIaEhOjMqzYzZsygOnXqCL9DQkKEGAo0aNBAFPvGjRsr5A4pUf56LnxXk4jop59+IkdHR+E3AOrfv3+xmAoaRkOGDKE333yzxAs3pTVKP/vsM/L29hZNu3DhQlIqlaRWq4kov3wVvUBTr1494QKMNlKptNh2WrhwIVWtWrXEaTw9PYuti61btxIAysjIKDVfFSEsLIyCgoJ0plu/fj3Z2toKvwvK/5UrV4RhCxcuJHt7e+G3o6MjffPNN8Lv3NxcqlatmtDgSk9PJ6lUKrq7kJOTQ05OTsJ0BScpe/bsEdJMmzaNAFBycrIw7OOPPy7x7nJhp06dIgB07do1reN17Ws//fRTsbKTnZ1NCoWCdu7cqVe+dTFUo3TZsmXC+AsXLhAASkhIIKLiJ4dE+tWjBeWk4CSrJGq1miwsLOiPP/4gIqKdO3eSkZERJSYmak2vLR4icaN0165dZGxsLHp6pSBfBXd8Jk2aRGZmZqI7LaNGjRKOabrKiz4GDRpE77zzjmhYaceW8tJ2Qq9rH9VW1vQp45GRkWRvby80UksSGxtLAIRG/Lhx48jd3b3YkzqlxVMZ9fesWbPIy8urxDj04efnR/PnzxcNa9u2LTVp0qTYHbQCL2O7d+vWrdgTOz179izWuCut3Jelbt60aZOQJisri8zMzISnLAr06dOHunfvXua8aGuUlhZ3eZdfdB/Vt3wTEa1bt45MTU1p7NixZG5uLjQG9WVhYVHiDYY+ffpQv379RMMOHTpERkZGlJmZqVcd3L17d/rf//4nGt+tWzfRes3IyKDLly+X+qftiUddjdJ58+ZpvctMVLZGKb9T+oobNGgQzp8/jzVr1pRputq1a8PX1xerV68GkP+ealpaGrp06QIAsLKyQmBgIPbv34/4+HjIZDL069cPZ86cQXp6Og4cOICwsDBhfpmZmTA1NRUto02bNlAqlVAqlfDz8wMA+Pn5CcMKOt+Ii4tDixYtSo23YcOGovcoQkJCcPnyZZ0f442Pj4darYaXl5ewXKVSiQMHDgjvTgLAiBEj4OXlhQULFmD58uWwtbUVzcfExAT16tUTfvv4+MDKygoJCQnFlvn06VPcuXMHoaGhouGhoaHF0tetW1f4//Pnz5GcnIw+ffqIYv3iiy9EsZZm7dq1CA0NhYODA5RKJSZMmIAbN24I4xMSEtCgQQPRNCEhIXrNuzBt27FwzP379wcAnD17FlOmTBGN69u3L1JTU5GRkVFiDCEhIcK66t27N+Li4uDt7Y2hQ4di165deseZkJCAkJAQUdkJDQ1Feno6bt26JQwLCAgQTefo6Ii0tDS9l2MoN27cEK3br776CocOHRINW7VqlZC+Tp06xeaxZ88etGjRAs7OzrCwsMD777+Phw8firaPmZkZatSoIfwuvH7++usvpKamisqViYmJqGwnJycjNzdXtE9IpVLUr1+/2D5ReFvY29vDzMwMHh4eomH6bJvAwEC0aNEC/v7+6NKlC5YuXYrHjx8D0G9fO3v2LK5cuQILCwthvI2NDbKyspCcnKxXvivLqlWrRHEfOnQIX331lWhY4f2+qMLr2NHREQBKXaf61qMymazYvnTv3j307dsXnp6esLS0hEqlQnp6uhBfXFwcqlWrBi8vr3KtCyB/P3dxcYGLi4swrFatWsXqaDc3N1hYWIjyXpDv0spLSRYuXIg6deqgSpUqUCqVWLJkSbH1ruvYUlj//v1F6xfQfhzVprR9tCS6yngBf39/yGQy0bSnTp1Cu3btUL16dVhYWAjnA4W3a5MmTSCVSkuNoTQVUX936dIFmZmZ8PDwQN++fbFx48ZS34dMT0/HyJEj4evrCysrKyiVSiQkJBTbrsuXL8e5c+dw+vRpREdHF3vP82Vs98TERNSvX180rOhvoPRyX5a6uXDdduXKFWRkZKBly5ai2FeuXKn3+YoupcWt7/L12Ue1lW9tunTpgk6dOmH69OmYOXMmPD09y5SfTz/9FB999BHCw8Mxffp0UZxnz55FdHS0KC8RERHQaDRISUnRqw7W5/xOoVCgZs2apf4VXuf6UigUonOG8uK3yQtRmChwvMfxck8/cv9IzGw2s9zLLqvBgwdjy5YtOHjwIKpVq1bm6Xv27InVq1dj7NixWL16NVq3bi2qOJs1a4b9+/dDLpcjLCwMNjY28PX1xeHDh3HgwAGMGDFCSGtnZ4f4+HjR/JctW4bMzEwAEA5M27ZtEzr0USgUon8rQ3p6OoyNjXHq1CkYGxuLxhVU/kD+CVlSUhKMjY1x+fJltG7dutJiKszc3FwUKwAsXbq0WMVSNHZtjh49ip49e2Ly5MmIiIiApaUl1qxZg1mzZlVs0NC+HQv3yqZSqQDk52ny5Ml4++23i82j6EWMkgQHByMlJQXbt2/Hnj170LVrV4SHh+PXX399wVz8o+iJk0QiKbWTFgcHB9y7d0807N69e3BwcCjzNCqVqtz7gJOTk2i929jYQKFQiIbZ29sL/y9c3oD8TzC89dZbGDBgAL788kvY2Njg8OHD6NOnD3JycoSOZLStHyIqV8y6FF6WRCIp87YpYGxsjN27d+PIkSPYtWsX5s+fj/Hjx+P48eNCvkrb19LT01GnTh1Ro75AlSpVypyvitS+fXtR3M7OzvDz80PXrl2FYU5OTiVOX3QdAyh1nepbjyoUimIn55GRkXj48CHmzZsHV1dXyOVyhISECB2KVGb9X1RpZam08uLu7l5sXmvWrMHIkSMxa9YshISEwMLCAjNmzMDx4+JziLIcW6ZMmYKRI0eKhmk7juqbN137qL5lvGi98fz5c0RERCAiIgKrVq1ClSpVcOPGDURERPzrtquLiwsSExOxZ88e7N69GwMHDsSMGTNw4MABretz5MiR2L17N2bOnImaNWtCoVCgc+fOxTrAOXv2LJ4/fw4jIyOkpqYKF3cKvKztro/y1qFFaTtf2bp1K5ydnUXpKqpjtdLi1mf5+u6jRct3STIyMoQ68PLly2XOT1RUFHr06IGtW7di+/btmDRpEtasWYNOnTohPT0dH3/8MYYOHVpsuurVq+PcuXN61cG6HDp0SGdv7N9//z169uyp9zwB4NGjRxVyXORGaSESiQRm0vL35mdsZPxC0+uLiDBkyBBs3LgR+/fv13rA1EePHj0wYcIEnDp1Cr/++iu+++470fiwsDAsX74cJiYmQoXarFkz/PLLL0hKSkKzZs2EtEFBQVi8eDGISDgpKVpRAICrq2uxYQEBAdi7dy8mT55cYqxFK5Fjx47B09NTZ2MtKCgIarUaaWlpaNKkSYnpPvzwQ/j7+6NPnz7o27cvwsPD4evrK4zPy8vDyZMnhauQiYmJePLkiShNAZVKBScnJ8TExIjuJsfExGi9ilnA3t4eTk5OuHr1apkrBCC/R1hXV1eMHz9eGHb9+nVRGl9fXxw/fhy9evUShh07dqzMy9K2HWvWrFlsWHBwMBITE7WOK+zYsWPFYgoKChJ+q1QqdOvWDd26dUPnzp3RunVrPHr0CDY2NqXO19fXFxs2bBCVy5iYGFhYWJTrQk6BkJAQ7N27V/T93N27d5d61zkkJKTYZ2N0TaOLiYmJ1nWra30XOHXqFDQaDWbNmgUjo/wHZ9atW1emGCwtLeHo6Ijjx4+jadOmAPL3l1OnTiE4OBgAUKNGDchkMsTExAhlJzc3F7GxsZX6DWKJRILQ0FCEhoZi4sSJcHV1xcaNG/Hpp5/q3NeCg4Oxdu1aVK1aVbjIUpSufFcWCwuLYlezFQqFzv1BHzKZrNgTKPrWo9rExMRg0aJF+N///gcAuHnzJh48eCCMDwgIwK1bt5CUlKT1bqm2eIry9fXFzZs3cfPmTeFu6cWLF/HkyRPUqlVL71hLKy/a8tWoUSMMHDhQGKbtDpGuY0thVatWLdYDqbbjaHloW4/6lHFtLl26hIcPH2L69OnC+i76ncKAgAD8+OOPyM3N1dqo0ne7VkT9rVAo0K5dO7Rr1w6DBg2Cj48P4uPjte6nMTEx6N27Nzp16gQgv/Fz7do1UZpHjx6hd+/eGD9+PFJTU9GzZ0+cPn1a1BB/Gdvd29sbsbGxomFFf+tS3rq5Vq1akMvluHHjhug852XRZ/n67qP6GjFiBIyMjLB9+3b873//Q9u2bfHmm2+WaR5eXl7w8vLCJ598gu7du2PFihXo1KkTgoODcfHixRKP3frUwQXnd4UVPb+rW7euzu8AF76Qra/z58+LztnKixulr6BBgwZh9erV+P3332FhYYG7d+8CyD85LKgUe/XqBWdnZ0ybNq3E+bi5uaFRo0bo06cP1Go12rdvLxrftGlTPHv2DFu2bMH06dMB5DdKO3fuDEdHR9EJRPPmzZGeno4LFy6U+Rtj48aNg7+/PwYOHIj+/ftDJpNh37596NKlC+zs7ADkPxL06aef4uOPP8bp06cxf/58ve4Aenl5oWfPnujVqxdmzZqFoKAg3L9/H3v37kVAQADatm2LhQsX4ujRozh37hxcXFywdetW9OzZE8eOHRMe6ZBKpRgyZAi+/fZbmJiYYPDgwWjYsGGJjcxRo0Zh0qRJqFGjBmrXro0VK1YgLi5O6xXpwiZPnoyhQ4fC0tISrVu3RnZ2Nk6ePInHjx9rPTEqzNPTEzdu3MCaNWtQr149bN26FRs3bhSlGTZsGHr37o26desiNDQUq1atwoULF0SPR1akiRMn4q233kL16tXRuXNnGBkZ4ezZszh//jy++OILId369etRt25dNG7cGKtWrcKJEyfwww8/AABmz54NR0dHBAUFwcjICOvXr4eDg4Ne31IcOHAg5s6diyFDhmDw4MFITEzEpEmT8OmnnwqNsPIYNmwYwsLCMGvWLLRt2xZr1qzByZMnsWTJEiHNuHHjcPv2baxcuRJA/iNaCxYswOjRo/Hhhx/izz//xLp167B161ZhmvT0dFy5ckX4nZKSgri4ONjY2KB69erljrckNWvWRG5uLubPn4927dohJiam2MUpfQwbNgzTp0+Hp6cnfHx8MHv2bNEH3s3NzTFgwACMGjVKyMs333yDjIyMSvuM1PHjx7F37160atUKVatWxfHjx3H//n3hxFDXvtazZ0/MmDEDHTp0wJQpU1CtWjVcv34dv/32G0aPHo1q1arpzHdJLl68iJycHDx69AjPnj0TThJq165dKeuiLNzc3JCeno69e/ciMDAQZmZmetWjJfH09MRPP/2EunXr4unTpxg1apTo5D0sLAxNmzbFO++8g9mzZ6NmzZq4dOkSJBIJWrdurTWeop+CCQ8Ph7+/P3r27Im5c+ciLy8PAwcORFhYmN6PU+sqL9rytXLlSuzcuRPu7u746aefEBsbK7pIrM+x5WVxc3PDzp07kZiYCFtbW1haWupVxrWpXr06ZDIZ5s+fj/79++P8+fOYOnWqKM3gwYMxf/58vPvuuxg3bhwsLS1x7Ngx1K9fH97e3lrjKaoi6u/o6Gio1Wo0aNAAZmZm+Pnnn6FQKLReWAXyt+tvv/2Gdu3aQSKR4PPPPy92V7F///5wcXHBhAkTkJ2djaCgIIwcOVL4lNfL2u5DhgxB06ZNMXv2bLRr1w5//vkntm/fXqZPxpS3brawsMDIkSPxySefQKPRoHHjxvjrr78QExMDlUqFyMjIisjiCy1fn31UX1u3bsXy5ctx9OhRBAcHY9SoUYiMjMS5c+dgbW2tc/rMzEyMGjUKnTt3hru7O27duoXY2Fi88847AIAxY8agYcOGGDx4MD766COYm5vj4sWL2L17NxYsWKBXHTx06FCEhoZi5syZ6NChA3bu3IkdO3aI4ih4fFdfjx49wo0bN3Dnzh0A+TdkgPwnvwo/GXbo0KFidUC56Hzr9DX1Kn8SBkW6Ui/4K/ikCFH+y/+RkZE657Vo0SICQL169dI6PjAwkBwcHITfDx8+JIlEQu+++26xtF27dqWxY8eWOT9E+d2+N2rUiORyOVlZWVFERITwAnxYWBgNHDiQ+vfvTyqViqytremzzz7Tu8figh7Y3NzcSCqVkqOjI3Xq1InOnTsndO9euMOTx48fk4uLC40ePZqI/nkBf8OGDeTh4UFyuZzCw8NFvfFp+yRMVFQUOTs7k1QqLfGTMNpeGl+1ahXVrl2bZDIZWVtbU9OmTem3337TK6+jRo0iW1tbUiqV1K1bN5ozZ06xTkK+/PJLsrOzI6VSSZGRkTR69OhK6+iIiGjHjh3UqFEjUigUpFKpqH79+qLeDwHQwoULqWXLliSXy8nNzU3UO96SJUuodu3aZG5uTiqVilq0aEGnT58WTf+in4Qp2ituhw4ddO4/69atIy8vL5LJZOTn50dbt24VjY+MjCzWG92+ffuEbevh4SHaZwvGa9u39dmXddGWT6L8nqIdHR1JoVBQREQErVy5stQOKIiKl5Hc3FwaNmwYqVQqsrKyok8//bTYp1EyMzNpyJAhZGdnV+pnBwp/7kDbsovuayW5ePEiRURECJ858PLyKtZZia59LTU1lXr16iXE7OHhQX379qW//vpL73xr4+rqqnU7VwZd+8fjx49FnwghIurfvz/Z2tqKPsFSWj1KVHKHRKdPn6a6deuSqakpeXp60vr164t9zuXhw4f0wQcfkK2tLZmamtIbb7xBW7ZsKTWe8n4SprA5c+aQq6srEelXXgrLysqi3r17k6WlJVlZWdGAAQNo7NixwjL0ObaUl65OYoiK76NpaWnUsmVLUiqVou2tq4yX1BnX6tWryc3NjeRyOYWEhNDmzZuLla2zZ89Sq1atyMzMjCwsLKhJkyZCp2Xa4qmM+nvjxo3UoEEDUqlUZG5uTg0bNhR1plZUSkoKNW/enBQKBbm4uNCCBQtEy/jxxx+LdXJz/PhxkkqltG3btpe63Ynyj4/Ozs7CJ0C++OIL0TmbrnJPVL66mSj/ixVz584lb29vkkqlVKVKFYqIiNDr84T6fhKmtLh1LV/XPkqkX2dzaWlpZG9vL+qoMCcnh+rUqUNdu3YVhrm6upb4Obns7Gx69913hU8TOTk50eDBg0VtkBMnTgj7hLm5OQUEBIg6zNRVBxPl94pd8Imgdu3avfAnYQo6USv6VzifR44cISsrK60dNhKVrb0lIaqkF4P+5bKyspCSkgJ3d3e9323TZcjeIZjfYn6FzOtVdO7cObRs2RLJycllesb93y46OhrDhw/X6w4IKzuJRIKNGzeiY8eOhg6FMcYYe2X17dsXly5dwqFDhwwdyn9KRkYGbG1tsX37dtGrbf8F3bp1Q2BgID777DOt48vS3uLed1mFCQgIwNdff42UlBRDh8IYY4wx9lqbOXOm0Ivy/Pnz8eOPP1b6o7OsuH379uHNN9/8zzVIc3Jy4O/vj08++aRC5seN0grUxr30Hq3+C3r37g1/f/+Xtryin78o+vc6KfrJh8J/unpTY+x1U/RzOEX/SvskCmOMvQ5OnDiBli1bwt/fH9999x2+/fZbfPTRR4YOq9hnbrR9Mu510rZtW1H/EP8VMpkMEyZMqLDetvnx3Qp8fJe9fJmZmbh9+3aJ48vyQve/3aNHj/Do0SOt4xQKRYX10sjYqyAvL69Yr5iFubm5wcSE+/JjjLGXLS0tDU+fPtU6TqVSFettmL2+ytLe4iM2e6WVtSexV5mNjU2FfPKBsddBSZ/DYYwxZljaPnPDmC78+C5jjDHGGGOMMYPhRiljjDHGGGOMMYPhRiljjDHGGGOMMYPhRiljjDHGGGOMMYPhRmkFSoq9a+gQGGOMMcYYY+yVwo3SCnQ5Ns3QIRhUTk4OatasiSNHjlTofJs1a4bhw4dX6DwrWlRUFGrXrm3oMMpFW+xRUVGwt7eHRCLBpk2bDBKXvgrHeO3aNUgkEsTFxRk0JvZq7LeV4d+U79d5f3gV6qbKEh0dDSsrK0OHUeH2798PiUSCJ0+eGDqUf6XXabsXzcurfA71b1bZ6/XBgweoWrUqbt26VSHz40bpK2769OmQSCT/ipOg7777Du7u7mjUqJGhQ2EvICEhAZMnT8b333+P1NRUtGnTxtAhlcpQMa5fvx4+Pj4wNTWFv78/tm3bpnOa/fv3Izg4GHK5HDVr1kR0dLRofFRUFCQSiejPx8enknLADCE1NRU9evSAl5cXjIyMKrXudnFxQWpqKt544w29p/m3nRyWFM+rUDdVlm7duiEpKalM0/ybLpYA2uNp1KgRUlNTYWlpaZig/uXKs91fFSNHjsTevXsNHQYrYsmSJWjWrBlUKpXWC0Z2dnbo1asXJk2aVCHL40bpKyw2Nhbff/89AgICDB0KiAgLFixAnz59DB3KKys3N9fQIQAAkpOTAQAdOnSAg4MD5HK5gSMqnSFiPHLkCLp3744+ffrgzJkz6NixIzp27Ijz58+XOE1KSgratm2L5s2bIy4uDsOHD8dHH32EnTt3itL5+fkhNTVV+Dt8+HCl5CEnJ6dS5stKl52djSpVqmDChAkIDAys1GUZGxvDwcEBJiYv/5PklV2+XoW6qbIoFAqDfQOyMrerTCaDg4MDJBJJpS3jVWbI7V6YWq2GRqOp0HkqlUrY2tpW6DzLg4+LYhkZGWjdujU+++yzEtN88MEHWLVqFR49evTCy+NG6SsqPT0dPXv2xNKlS2FtbV2maTUaDapVq4bFixeLhp85cwZGRka4fv06Ro4cibfeeksYN3fuXEgkEuzYsUMYVrNmTSxbtgwAcOrUKSQnJ6Nt27blyk9MTAyaNWsGMzMzWFtbIyIiAo8fPxbG5+XlYfDgwbC0tISdnR0+//xzEJFe887OzsbIkSPh7OwMc3NzNGjQAPv37wcAZGVlwc/PD/369RPSJycnw8LCAsuXLwfwz2MmmzZtgqenJ0xNTREREYGbN2+WuEyNRoMpU6agWrVqkMvlqF27tmjdFTxWt3btWoSFhcHU1BSrVq0CACxbtgy+vr4wNTWFj48PFi1apPd6HDNmDLy8vGBmZgYPDw98/vnnxRq706dPh729PSwsLNCnTx9kZWUJ46KiotCuXTsAgJGRUYWcHPz+++8IDg6GqakpPDw8MHnyZOTl5QnjJRIJFi9ejDZt2kChUMDDwwO//vqrMD4nJweDBw+Go6MjTE1N4erqimnTpommL+0xvgMHDqB+/fqQy+VwdHTE2LFjRctv1qwZhg4ditGjR8PGxgYODg6IiooqNU/z5s1D69atMWrUKPj6+mLq1KkIDg7GggULSpym4EmCWbNmwdfXF4MHD0bnzp0xZ84cUToTExM4ODgIf3Z2dqXGoi83NzdMnToVvXr1gkqlEsq8rjJTcKfqp59+gpubGywtLfHuu+/i2bNnQprnz5+jV69eUCqVcHR0xKxZs4ot//Hjx+jVqxesra1hZmaGNm3a4PLly8L4gv1sy5Yt8Pb2hpmZGTp37oyMjAz8+OOPcHNzg7W1NYYOHQq1Wq1XnhctWiTss/b29ujcubMwTqPRYNq0aXB3d4dCoUBgYKCo3AHA+fPn0aZNGyiVStjb2+P999/HgwcPypTvotzc3DBv3jz06tWr0u8IFX18t+DxyL1796Ju3bowMzNDo0aNkJiYCCB/G0yePBlnz54V7tQX3M1/8uQJPvroI1SpUgUqlQpvvvkmzp49KyyroJwsW7YM7u7uMDU1BQDs2LEDjRs3hpWVFWxtbfHWW28JF74K3Lp1C927d4eNjQ3Mzc1Rt25dHD9+vNR4iu738fHxePPNN6FQKGBra4t+/fohPT1dGN+7d2907NgRM2fOhKOjI2xtbTFo0CBRWS+tvBT18OFDdO/eHc7OzjAzM4O/vz9++eUXYfz9+/fh4OCAr776Shh25MgRyGSyF74jVNKjjyXto71798aBAwcwb948YT1eu3YNgO4y3qxZMwwePBjDhw+HnZ0dIiIiAACzZ8+Gv78/zM3N4eLigoEDB4rWN1Dycb2keLQ9vrthwwb4+flBLpfDzc2t2D7m5uaGr776Ch9++CEsLCxQvXp1LFmyRBiv6/hRVGxsLFq2bAk7OztYWloiLCwMp0+fFsbv378fMpkMhw4dEoZ98803qFq1Ku7du/dStzsAfPHFF6hatSosLCzw0UcfYezYsaInC/Qp9/rWzZs3b0atWrUgl8tx48aNUs+tyqroExH6xK1r+br2UaDk8l2YPueJ+ti/fz/q168Pc3NzWFlZITQ0FNevXxfG6zpX0lUHA6Wf35XH8OHDMXbsWDRs2LDENH5+fnBycsLGjRtfaFkAAPqPyszMpIsXL1JmZqYwTKPRUE5WXrn/Ns+PK/e0Go2mTPH36tWLhg8fTkREYWFhNGzYsDJNP3LkSGrcuLFo2IgRI4RhmzdvJktLS8rLyyMioo4dO5KdnR2NGTOGiIhu3bpFAOjy5ctERDR79mzy8fEpUwwFzpw5Q3K5nAYMGEBxcXF0/vx5mj9/Pt2/f1/In1KppGHDhtGlS5fo559/JjMzM1qyZIle8//oo4+oUaNGdPDgQbpy5QrNmDGD5HI5JSUlCcuXyWS0adMmysvLo4YNG1KnTp2E6VesWEFSqZTq1q1LR44coZMnT1L9+vWpUaNGQppJkyZRYGCg8Hv27NmkUqnol19+oUuXLtHo0aNJKpUKy0xJSSEA5ObmRhs2bKCrV6/SnTt36OeffyZHR0dh2IYNG8jGxoaio6P1yuvUqVMpJiaGUlJSaPPmzWRvb09ff/21MH7t2rUkl8tp2bJldOnSJRo/fjxZWFgIsT979oxWrFhBACg1NZVSU1P1Wm5JDh48SCqViqKjoyk5OZl27dpFbm5uFBUVJaQBQLa2trR06VJKTEykCRMmkLGxMV28eJGIiGbMmEEuLi508OBBunbtGh06dIhWr14tmn7jxo2i9XrmzBkiyi+nZmZmNHDgQEpISKCNGzeSnZ0dTZo0SZg+LCyMVCoVRUVFUVJSEv34448kkUho165dJebLxcWF5syZIxo2ceJECggIKHGaJk2aFNtPly9fTiqVSvg9adIkMjMzI0dHR3J3d6cePXrQ9evXS5xnWbi6upJKpaKZM2fSlStX6MqVK0Sku8xMmjSJlEolvf322xQfH08HDx4kBwcH+uyzz4Q0AwYMoOrVq9OePXvo3Llz9NZbb5GFhYUov+3btydfX186ePAgxcXFUUREBNWsWZNycnKI6J/9rGXLlnT69Gk6cOAA2draUqtWrahr16504cIF+uOPP0gmk9GaNWt05jc2NpaMjY1p9erVdO3aNTp9+jTNmzdPGP/FF1+Qj48P7dixg5KTk2nFihUkl8tp//79RET0+PFjqlKlCo0bN44SEhLo9OnT1LJlS2revHmZ8l2a8tTdZVF0f9i3bx8BoAYNGtD+/fvpwoUL1KRJE6Euy8jIoBEjRpCfn5+w/2dkZBARUXh4OLVr145iY2MpKSmJRowYQba2tvTw4UMiyi8n5ubm1Lp1azp9+jSdPXuWiIh+/fVX2rBhA12+fJnOnDlD7dq1I39/f1Kr1USUX+d4eHhQkyZN6NChQ3T58mVau3YtHTlypNR4Cu/36enp5OjoKJTRvXv3kru7O0VGRgrrIjIyklQqFfXv358SEhLojz/+EB1HdJWXom7dukUzZsygM2fOUHJyMn377bdkbGxMx48fF9Js3bqVpFIpxcbG0tOnT8nDw4M++eSTF9yq+fuKpaWl8FvXPvrkyRMKCQmhvn37CusxLy9PrzJecPwdNWoUXbp0iS5dukRERHPmzKE///yTUlJSaO/eveTt7U0DBgwQpivtuF5SPAXl8/Hjx0REdPLkSTIyMqIpU6ZQYmIirVixghQKBa1YsUJYjqurK9nY2NDChQvp8uXLNG3aNDIyMhLi1HX8KGrv3r30008/UUJCAl28eJH69OlD9vb29PTpUyHNqFGjyNXVlZ48eUKnT58mmUxGv//+uzD+ZW33n3/+mUxNTWn58uWUmJhIkydPJpVKJToX0VXuifSvmxs1akQxMTF06dIlev78uc5zq7Lkpeg5lD5x61q+PvtoSeW7KF3nibrk5uaSpaUljRw5kq5cuUIXL16k6Oho4fiuz7mSrjpY1/kdUX6ZMTc3L/Xv4MGDxeIvum8W1a1bN1F9W5i29lZJuFFaaCXlZOXRgo/3GuQvJytP79h/+eUXeuONN4TYy3Nic+bMGZJIJMIOoVarydnZmRYvXkxE+SdkRkZGFBsbSxqNhmxsbGjatGnUoEEDIsov2M7OzsL8hg0bRm+++WaZYijQvXt3Cg0NLXF8WFgY+fr6ihruY8aMIV9fX53zvn79OhkbG9Pt27dFw1u0aEHjxo0Tfn/zzTdkZ2dHgwcPJkdHR3rw4IEwrqCRduzYMWFYQkICARAqt6IVqpOTE3355ZeiZdarV48GDhxIRP+cLM6dO1eUpkaNGsUOmFOnTqWQkBCdedVmxowZVKdOHeF3SEiIEEOBBg0aiGLfuHEjVdT1qhYtWtBXX30lGvbTTz+Ro6Oj8BsA9e/fv1hMBSc4Q4YMoTfffLPECzelNUo/++wz8vb2Fk27cOFCUiqVwklxWFhYsQs09erVEy7AaCOVSottp4ULF1LVqlVLnMbT07PYuti6dSsBEE60t23bRuvWraOzZ8/Sjh07KCQkhKpXry46ISovV1dX6tixo850RctMQUO56ElZQV3w7NkzkslktG7dOmH8w4cPSaFQCPVSUlISAaCYmBghzYMHD0ihUAjTFexnBY1lIqKPP/6YzMzM6NmzZ8KwiIgI+vjjj3XmY8OGDaRSqbSuu6ysLDIzM6MjR46Ihvfp04e6d+9ORPn7XatWrUTjb968SQAoMTFRr3zrYqhG6Z49e4Q0BWWw4HhStC4jIjp06BCpVCrKysoSDa9RowZ9//33wnRSqZTS0tJKjen+/fsEgOLj44mI6PvvvycLCwvhxKoobfEQiff7JUuWkLW1NaWnp4vyZWRkRHfv3iWi/JNcV1dX4UIrEVGXLl2oW7duRFR6edFX27ZtacSIEaJhAwcOJC8vL+rRowf5+/sXW4floe2EvrR9lEh7WdNVxgumCwoK0hnT+vXrydbWVvitz3G9aDxFT3x79OhBLVu2FKUZNWoU1apVS/jt6upK7733nvBbo9FQ1apVhXMZXccPXdRqNVlYWNAff/whDMvOzqbatWtT165dqVatWtS3b99i072M7d6gQQMaNGiQKE1oaGixxl1p5b4sdXNcXJyQRt9zK33zoq1RWlrc5V1+0X1U3/JNVPp5oi4PHz4kAMJFz6J0nSvpUwfrc3739OlTunz5cql/BecjhelqlH7yySfUrFkzrePK0ijlx3dfMTdv3sSwYcOwatUq4fGo8qhduzZ8fX2xevVqAPmPOKalpaFLly4AACsrKwQGBmL//v2Ij4+HTCZDv379cObMGaSnp+PAgQMICwsT5peZmVksnoJHgpRKJfz8/ADk3+YvGFbQSUVcXBxatGhRarwNGzYUPUoaEhKCy5cv63yMLz4+Hmq1Gl5eXsJylUolDhw4IHqEbMSIEfDy8sKCBQuwfPnyYu82mJiYoF69esJvHx8fWFlZISEhodgynz59ijt37iA0NFQ0PDQ0tFj6unXrCv9//vw5kpOT0adPH1GsX3zxRbHH3Uqydu1ahIaGwsHBAUqlEhMmTMCNGzeE8QkJCWjQoIFompCQEL3mXZi27Vg45v79+wMAzp49iylTpojG9e3bF6mpqcjIyCgxhpCQEGFd9e7dG3FxcfD29sbQoUOxa9cuveNMSEhASEiIqOyEhoYiPT1d1Ftc0feyHR0dkZb28nvTbtOmDbp06YKAgABERERg27ZtePLkCdatW6c1/aFDh0TrdtWqVVi1apVoWOHHzAqXtwK6ygyQ/4ichYWF8Lvw+klOTkZOTo6oXNnY2MDb21v4nZCQABMTE1EaW1tbeHt7i/YJMzMz1KhRQ/htb28PNzc3KJVK0TB9tk3Lli3h6uoKDw8PvP/++1i1apVQ5q5cuYKMjAy0bNlStK5Wrlwp7Gtnz57Fvn37ROMLOp1KTk7WK9+V5auvvhLFdePGDfTv3180rDSFy7ujoyMAlLpOz549i/T0dNja2oqWkZKSIqqbXF1dUaVKFdG0ly9fRvfu3eHh4QGVSgU3NzcAEMpYXFwcgoKCYGNjU6Z1UFhCQgICAwNhbm4uDAsNDYVGoxEeTQby6y1jY2NR3gvyXVp50UatVmPq1Knw9/eHjY0NlEoldu7cWWzfmTlzJvLy8rB+/XqsWrWq1Pdg9T1malPaPloSXWW8QJ06dYpNu2fPHrRo0QLOzs6wsLDA+++/j4cPHwrrTJ/jui4JCQlaj6NFj/2Fy7NEIoGDg4OQ97IeP+7du4e+ffvC09MTlpaWUKlUSE9PF21XmUyGVatWYcOGDcjKyir2CgbwcrZ7YmIi6tevLxpW9HfBvEoq9/rWzTKZTLSe9T23ehGlxa3P8vXdR7WVb210nSeWxsbGBr1790ZERATatWuHefPmITU1VRiv61xJnzpYn/M7CwsL1KxZs9Q/hUKhd74KKBSKUutLfb383g/+xUxkRug3L0x3whLsWHoerfvq38th0WXr49SpU0hLS0NwcLAwTK1W4+DBg1iwYAGys7NFO3FpevbsidWrV2Ps2LFYvXo1WrduLdrJmjVrhv3790MulyMsLAw2Njbw9fXF4cOHceDAAYwYMUJIa2dnh/j4eNH8ly1bhszMTACAVCoFAGzbtk14J6Cg4JdnB9BXeno6jI2NcerUqWLrpfCJW1paGpKSkmBsbIzLly+jdevWlRZTYYVPogrex1m6dGmxikWfbXr06FH07NkTkydPRkREBCwtLbFmzRq93nMrK23bsfBnJ1QqFYD8PE2ePBlvv/12sXnoe1ElODgYKSkp2L59O/bs2YOuXbsiPDy82Pt/L6KgfBaQSCSlduTg4OCAe/fuiYbdu3cPDg4OZZ5GpVKVuA9YWVnBy8sLV65c0Tq+bt26ovVub28PAKLy4+zsLPy/cHkD9C8zZV0/5aVtOeVdtoWFBU6fPo39+/dj165dmDhxIqKiohAbGyvsa1u3bhWtHwDCyWN6ejratWuHr7/+uti8HR0dS9wmL0P//v3RtWtX4beTkxOmTJmCkSNH6jV94XVacMGmtHWanp4OR0dHre+LFX7HrWj5AoB27drB1dUVS5cuhZOTEzQaDd544w2hQ5HKrP+LKq0slVZetH2GY8aMGZg3bx7mzp0rvFs5fPjwYh2lJCcn486dO9BoNLh27Rr8/f1LjE/fY2ZZ81YSXWW8QNHteu3aNbz11lsYMGAAvvzyS9jY2ODw4cPo06cPcnJyYGZm9q/ZrmU9fkRGRuLhw4eYN28eXF1dIZfLERISUmy7Fnz67tGjR3j06FGxdfSytrs+KqL+VigUoou7+p5bvYjS4tZn+fruo9rqLW1e9DxxxYoVGDp0KHbs2IG1a9diwoQJ2L17Nxo2bKjzXEnfOliXVatW4eOPPy41zfbt29GkSRO95wnk7wdFL0iWBzdKC5FIJJDK9WvQaWNk9GLT66NFixbFGn8ffPABfHx8MGbMGL0bpADQo0cPTJgwAadOncKvv/6K7777TjQ+LCwMy5cvh4mJibDzNWvWDL/88guSkpLQrFkzIW1QUBAWL14MIhIqrqIne0D+lfSiAgICsHfvXkyePLnEWI8fPy76fezYMXh6eurMb1BQENRqNdLS0krdyT788EP4+/ujT58+6Nu3L8LDw+Hr6yuMz8vLw8mTJ4WrkImJiXjy5IkoTQGVSgUnJyfExMSI7ibHxMRovYpZwN7eHk5OTrh69Sp69uxZar60OXLkCFxdXTF+/HhhWOGX6AHA19cXx48fR69evYRhx44dK/OytG3HmjVrFhsWHByMxMREreMKO3bsWLGYgoKChN8qlQrdunVDt27d0LlzZ7Ru3RqPHj3SeXfF19cXGzZsEJXLmJgYWFhYoFq1aqVOW5qQkBDs3btX9EmD3bt3l3rXOSQkpNhnY3RNk56ejuTkZLz//vtaxysUCq3rtvAdk9LoU2Z0qVGjBqRSKY4fP47q1asDyO84IykpSSj/vr6+yMvLw/Hjx4VPRj18+BCJiYmoVatWmZZXFiYmJggPD0d4eDgmTZoEKysr/Pnnn2jZsqXQWUfhfbSw4OBgbNiwAW5ublp7r9Un35XFxsamWNmvWrVqhfTMKZPJij2BEhwcjLt378LExES406mPgm28dOlSof4t2pt0QEAAli1bVuL+rC2eonx9fREdHY3nz58LJ5gxMTEwMjIq053rksqLthPFmJgYdOjQAe+99x6A/EZ9UlKSqDzn5OTgvffeQ7du3eDt7Y2PPvoI8fHxJW4nfY+Z5VHSdi2tjJfk1KlT0Gg0mDVrFoyM8i+oF32aQ9dxXd/tGhMTIxoWExMDLy+vMp3rlOX4ERMTg0WLFuF///sfgPyn0wp3/ATkNzg/+eQTLF26FGvXrkVkZCT27NkjrIuXtd29vb0RGxsrOnbGxsbqnK6w8tbN+p5bVRZ9lq/PPloWus4T9Y07KCgI48aNQ0hICFavXo2GDRvqPFfSpw7W5/yuffv2xW56FKWtPOpy/vx5UZugvLhR+oqxsLAo9s05c3Nz2Nraiob36tULzs7OpfYy5+bmhkaNGqFPnz5Qq9Vo3769aHzTpk3x7NkzbNmyBdOnTweQ3yjt3LkzHB0d4eXlJaRt3rw50tPTceHChTJ9Ew8Axo0bB39/fwwcOBD9+/eHTCbDvn370KVLF6Hn0Rs3buDTTz/Fxx9/jNOnT2P+/Pl63QH08vJCz5490atXL8yaNQtBQUG4f/8+9u7di4CAALRt2xYLFy7E0aNHce7cObi4uGDr1q3o2bMnjh07BplMBiD/it2QIUPw7bffwsTEBIMHD0bDhg1LbGSOGjUKkyZNQo0aNVC7dm2sWLECcXFxQg+7JZk8eTKGDh0KS0tLtG7dGtnZ2Th58iQeP36MTz/9tNRpPT09cePGDaxZswb16tXD1q1bi/WGNmzYMPTu3Rt169ZFaGgoVq1ahQsXLsDDw0PnuiyPiRMn4q233kL16tXRuXNnGBkZ4ezZszh//jy++OILId369etRt25dNG7cGKtWrcKJEyfwww8/AMjv5dHR0RFBQUEwMjLC+vXr4eDgoNfVwYEDB2Lu3LkYMmQIBg8ejMTEREyaNAmffvqpcAJRHsOGDUNYWBhmzZqFtm3bYs2aNTh58qSo18dx48bh9u3bWLlyJYD8u1sLFizA6NGj8eGHH+LPP//EunXrsHXrVmGakSNHCneW7ty5g0mTJsHY2Bjdu3cvd6yl0afM6KJUKtGnTx+MGjUKtra2qFq1KsaPHy9av56enujQoQP69u2L77//HhYWFhg7diycnZ3RoUOHis4WAGDLli24evUqmjZtCmtra2zbtg0ajQbe3t6wsLDAyJEj8cknn0Cj0aBx48b466+/EBMTA5VKhcjISAwaNAhLly5F9+7dhZ6Zr1y5gjVr1mDZsmV65bskBXe309PTcf/+fcTFxUEmk1VqA11fbm5uSElJQVxcHKpVqwYLCwuEh4cjJCQEHTt2xDfffAMvLy/cuXMHW7duRadOnbQ+Fg4A1tbWsLW1xZIlS+Do6IgbN25g7NixojTdu3fHV199hY4dO2LatGlwdHTEmTNn4OTkhJCQEK3xFH0UsmfPnpg0aRIiIyMRFRWF+/fvY8iQIXj//feFpwd0Ka28aOPp6Ylff/0VR44cgbW1NWbPno179+6JtuH48ePx119/4dtvv4VSqcS2bdvw4YcfYsuWLXrFVJHc3Nxw/PhxXLt2DUqlEjY2NjrLeEkNv5o1ayI3Nxfz589Hu3btEBMTU+yitq7jurZ4ihoxYgTq1auHqVOnolu3bjh69CgWLFhQph7py3r88PT0xE8//YS6devi6dOnGDVqlOhOpVqtxnvvvYeIiAh88MEHaN26Nfz9/TFr1iyMGjUKwMvb7kOGDEHfvn1Rt25dNGrUCGvXrsW5c+fKdDwvb92sz7lVZdJn+frso/rS5zyxNCkpKViyZAnat28PJycnJCYm4vLly0IDUte5kj51sD7ndxYWFnpftAaAu3fv4u7du8KTQfHx8UIv1wX7bEZGBk6dOiXqcbrcdL51+poqy4u3+tqy8GyFzasstHUYEBYWVmJPWIUtWrSIAFCvXr20jg8MDCQHBwfh98OHD0kikdC7775bLG3Xrl1p7NixZYq9wP79+6lRo0Ykl8vJysqKIiIihBeqw8LCaODAgdS/f39SqVRkbW1Nn332md4dF+Tk5NDEiRPJzc2NpFIpOTo6UqdOnejcuXOUkJBACoVC1GnN48ePycXFhUaPHk1E/7yQv2HDBvLw8CC5XE7h4eGiXlGLvqSvVqspKiqKnJ2dSSqVUmBgIG3fvl0YX7QDksJWrVpFtWvXJplMRtbW1tS0aVP67bff9MrrqFGjyNbWlpRKJXXr1o3mzJkj6kyAiOjLL78kOzs7UiqVFBkZSaNHj660jo6IiHbs2EGNGjUihUJBKpWK6tevL+pBDwAtXLiQWrZsSXK5nNzc3Gjt2rXC+CVLllDt2rXJ3NycVCoVtWjRgk6fPi2avqSOjojyy1a9evVIJpORg4MDjRkzhnJzc4Xx2vafDh066Nx/1q1bR15eXiSTycjPz4+2bt0qGh8ZGUlhYWGiYfv27RO2rYeHh6gXSaL8HuwcHR1JJpORs7MzdevWTdTxz4twdXUt1mMwke4yo62jmTlz5pCrq6vw+9mzZ/Tee++RmZkZ2dvb0zfffFNsvT569Ijef/99srS0JIVCQREREaJeGot2fFHSsiMjI6lDhw4683vo0CEKCwsja2trUigUFBAQICpXGo2G5s6dS97e3iSVSqlKlSoUERFBBw4cENIkJSVRp06dyMrKihQKBfn4+NDw4cOFukeffGsDoNhf4fVZUUrq6KhwZxVnzpwhAJSSkkJE+Z1AvfPOO2RlZUUAhDL69OlTGjJkCDk5OZFUKiUXFxfq2bMn3bhxg4hK7pBo9+7d5OvrS3K5nAICAmj//v2ifZaI6Nq1a/TOO++QSqUiMzMzqlu3rtCJXEnxFJ3HuXPnqHnz5mRqako2NjbUt29fUQdZ2srNsGHDhH1UV3kp6uHDh9ShQwdSKpVUtWpVmjBhAvXq1UtYxr59+8jExIQOHTok2h4qlYoWLVpU4nz1oauTGKLi+2hiYiI1bNiQFAqFaHvrKuMllefZs2eTo6OjsC+vXLmyWNkq7biuLR5t5fPXX3+lWrVqkVQqperVq9OMGTNEcWir1wIDA4Ue1nUdP4o6ffo01a1bl0xNTcnT05PWr18vWsbkyZOLdXKzYcMGkslkFBcX91K3OxHRlClThOP5hx9+SEOHDqWGDRsK43WVe6Ly1c1EpZ9blTUv2jo60hW3ruXr2keJ9OtsTp/zRCIS1U9F3b17lzp27Cgc311dXWnixIlCh4tEus+VdNXBRLrP78pq0qRJWo9XhfO5evVq8vb2LnEeZWlvSYj0/NjjayYrKwspKSmi76m9qK2LzqHtwADdCV9T586dQ8uWLZGcnFxh7xT8G0RHR2P48OGib6exiiORSLBx40Z07NjR0KEwxhhjr6yWLVvCwcEBP/30k6FD+U9JSUmBl5cXLl68CE9PT0OH81I1bNgQQ4cORY8ePbSOL0t7ix/fZRUmICAAX3/9NVJSUkp9qZ8xxhhjjJVfRkYGvvvuO0RERMDY2Bi//PIL9uzZg927dxs6tP+cbdu2oV+/fv+5BumDBw/w9ttvV9grRvxJmArkWe/FO5l41fXu3fulNkiLfhKj6N/rpOhnIAr/lfapAMZeR/+lfZ8xxoqSSCTYtm0bmjZtijp16uCPP/7Ahg0bEB4ebujQRJ+5KfpXIe8e/ssMGjQICxcuNHQYL52dnR1Gjx4t6pn5RfDjuxX4+C57+TIzM3H79u0Sx+vq9fVVUtD1vDYKhaJcPaYx9qr6L+37jDH2Krl9+7bwmZuitPUezl5f/Pgu+88o6ZMYryOuyBn7x39p32eMsVcJXyRn5cGP7zLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulDLGGGOMMcYYMxhulFagjLg0Q4fAGGOMMcYYY68UbpRWoIyz9w0dgsE1bdoUq1evrtB59u7dGx07dqzQeVa06OhoWFlZGTqMctEW+5IlS+Di4gIjIyPMnTvXIHHpy83NTRSjRCLBpk2bDBbPf8H+/fshkUjw5MkTQ4fyUv3b8v0q1I3lERUVhdq1axs6DIMpWqe9Lpo1a4bhw4cbOox/rddpu/Nx+eWo7PU6duxYDBkypNLmXxQ3Sl9Rt2/fxnvvvQdbW1soFAr4+/vj5MmTBo1p8+bNuHfvHt59912DxsFezNOnTzF48GCMGTMGt2/fRr9+/QwdUqliY2MNEuP+/fsRHBwMuVyOmjVrIjo6utT0WVlZ6N27N/z9/WFiYvJaNiZY/gWdZs2aQaVSVXoDdt68eTrLXVH/tpNDbfGMHDkSe/fuNUxA/wJlrdP+bRdLSornt99+w9SpUw0T1CvAUMeylyE1NRVt2rQxdBiskNTUVPTo0QNeXl4wMjLSesFo5MiR+PHHH3H16tWXEhM3Sl9Bjx8/RmhoKKRSKbZv346LFy9i1qxZsLa2Nmhc3377LT744AMYGXGxKo/c3FxDhwAAuHHjBnJzc9G2bVs4OjrCzMzM0CGVqkqVKi89xpSUFLRt2xbNmzdHXFwchg8fjo8++gg7d+4scRq1Wg2FQoGhQ4ciPDy8UuNTq9XQaDSVugymXUZGBlq3bo3PPvus0pdlaWlpsCc0KrO+UiqVsLW1rbT5/9sZok4DACJCXl5epc3fxsYGFhYWlTb/V52htntROTk5FT5PBwcHyOXyCp9vWVR2+X7VZGdno0qVKpgwYQICAwO1prGzs0NERAQWL178UmLi1sMr6Ouvv4aLiwtWrFiB+vXrw93dHa1atUKNGjX0nkejRo0wZswY0bD79+9DKpXi4MGDWLBgAd544w1h3KZNmyCRSPDdd98Jw8LDwzFhwgRh2j///BPt2rUrV54uXLiAt956CyqVChYWFmjSpAmSk5NFaSZPnowqVapApVKhf//+elecGo0G06ZNg7u7OxQKBQIDA/Hrr78CyK+kwsPDERERASICADx69AjVqlXDxIkTAfxz1Xfr1q0ICAiAqakpGjZsiPPnz5e63MWLF6NGjRqQyWTw9vbGTz/9JBovkUiwePFitG/fHubm5vjyyy8BAL///juCg4NhamoKDw8PTJ48We+KdPbs2fD394e5uTlcXFwwcOBApKeni9JER0ejevXqMDMzQ6dOnfDw4UPROH9/fwCAh4cHJBIJrl27pteyS3L48GE0adIECoUCLi4uGDp0KJ4/fy6Md3Nzw9SpU9G9e3eYm5vD2dkZCxcuFMYTEaKiolC9enXI5XI4OTlh6NChoulLe+QpPj4eb775JhQKBWxtbdGvXz/ROil4BHLmzJlwdHSEra0tBg0aVOpJ93fffQd3d3fMmjULvr6+GDx4MDp37ow5c+aUOI25uTkWL16Mvn37wsHBQddqK5OCR7A3b96MWrVqQS6X48aNG4iNjUXLli1hZ2cHS0tLhIWF4fTp06JpJRIJli1bhk6dOsHMzAyenp7YvHmzKM22bdvg5eUFhUKB5s2bay0TGzZsgJ+fH+RyOdzc3DBr1izReDc3N3zxxRfo1asXlEolXF1dsXnzZty/fx8dOnSAUqlEQECA3k98XL9+He3atYO1tTXMzc3h5+eHbdu2CePPnz+PNm3aQKlUwt7eHu+//z4ePHggjC+tXihLvosaPnw4xo4di4YNG+qVjxdR9PHdZs2aYejQoRg9ejRsbGzg4OCAqKgoYbybmxsAoFOnTpBIJMJvQHe9o62+UqvV6NOnj7AOvb29MW/evGJxLl++XCgbjo6OGDx4cKnxFH18V6PRYMqUKahWrRrkcjlq166NHTt2COOvXbsGiUSC3377Dc2bN4eZmRkCAwNx9OhRIY2u8lLUTz/9hLp168LCwgIODg7o0aMH0tL+6TdiypQpcHJyEtWfBReqXvSCkLZHH0vaR69du4bmzZsDAKytrSGRSNC7d29hvZVWxguObdu3b0edOnUgl8tx+PBhJCcno0OHDrC3t4dSqUS9evWwZ88eUYzZ2dkYM2YMXFxchKdFfvjhh1LjKfr47uPHj9GrVy9YW1vDzMwMbdq0weXLl4XxBfXazp074evrC6VSidatWyM1NVWUh/r168Pc3BxWVlYIDQ3F9evXS1y3Y8aMgZeXF8zMzODh4YHPP/9cqOv1OR94mdv90qVLaNy4MUxNTVGrVi3s2bNH9GSBPuUe0K9unjp1Knr16gWVSiXcrdV17C6L8sSta/m69tGSyndRK1euhFKpFJW9gQMHwsfHBxkZGXrlLycnB4MHD4ajoyNMTU3h6uqKadOmCeOfPHmCjz76SDiHffPNN3H27FnRPHTVwZcvX0bTpk2F8rB79269YiuJm5sb5s2bh169esHS0rLEdO3atcOaNWteaFl6o/+ozMxMunjxImVmZgrDNBoNqbPzyv2Xtjy+3NNqNBq9Y/f19aXhw4dT586dqUqVKlS7dm1asmRJmfK/YMECql69umi58+fPF4adO3eOJBIJpaWlERHR8OHDyc7Ojrp160ZERDk5OWRmZka7d+8mIqLffvuNzM3NSa1WlykOIqJbt26RjY0Nvf322xQbG0uJiYm0fPlyunTpEhERRUZGklKppG7dutH58+dpy5YtVKVKFfrss8/0mv8XX3xBPj4+tGPHDkpOTqYVK1aQXC6n/fv3C8u3tramuXPnEhFRly5dqH79+pSbm0tERPv27SMA5OvrS7t27aJz587RW2+9RW5ubpSTk0NERCtWrCBLS0thmb/99htJpVJauHAhJSYm0qxZs8jY2Jj+/PNPIQ0Aqlq1Ki1fvpySk5Pp+vXrdPDgQVKpVBQdHU3Jycm0a9cucnNzo6ioKL3yOmfOHPrzzz8pJSWF9u7dS97e3jRgwABh/LFjx8jIyIi+/vprSkxMpHnz5pGVlZUQe0ZGBu3Zs4cA0IkTJyg1NZXy8vL0WrY2V65cIXNzc5ozZw4lJSVRTEwMBQUFUe/evYU0rq6uZGFhQdOmTaPExET69ttvydjYmHbt2kVEROvXryeVSkXbtm2j69ev0/Hjx0Xl3dXVlebMmSNarxs3biQiovT0dHJ0dKS3336b4uPjae/eveTu7k6RkZFC+sjISFKpVNS/f39KSEigP/74g8zMzErdp5o0aULDhg0TDVu+fDmpVCq91ktkZCR16NBBr7T6WLFiBUmlUmrUqBHFxMTQpUuX6Pnz57R371766aefKCEhgS5evEh9+vQhe3t7evr0qTAtAKpWrRqtXr2aLl++TEOHDiWlUkkPHz4kIqIbN26QXC6nTz/9lC5dukQ///wz2dvbEwB6/PgxERGdPHmSjIyMaMqUKZSYmEgrVqwghUJBK1asEJbj6upKNjY29N1331FSUhINGDCAVCoVtW7dmtatW0eJiYnUsWNH8vX11as+bNu2LbVs2ZLOnTtHycnJ9Mcff9CBAweIiOjx48dUpUoVGjduHCUkJNDp06epZcuW1Lx5c2F6XfWCPvkuTUG9oU/a8ipajsLCwkilUlFUVBQlJSXRjz/+SBKJRNiX0tLSCACtWLGCUlNThfpdn3pHW32Vk5NDEydOpNjYWLp69Sr9/PPPZGZmRmvXrhWmW7RoEZmamtLcuXMpMTGRTpw4IeyvJcUzadIkCgwMFOYxe/ZsUqlU9Msvv9ClS5do9OjRJJVKKSkpiYiIUlJSCAD5+PjQli1bKDExkTp37kyurq5CPV5aedHmhx9+oG3btlFycjIdPXqUQkJCqE2bNsL4vLw8CgkJoY4dOxJR/jHVysqKrl+/XtbNWIy2Oq2kfTQvL482bNhAACgxMZFSU1PpyZMnRKS7jBeU0YCAANq1axdduXKFHj58SHFxcfTdd99RfHw8JSUl0YQJE8jU1FSUt65du5KLiwv99ttvlJycTHv27KE1a9aUGk9YWJio3mzfvj35+vrSwYMHKS4ujiIiIqhmzZqi46pUKqXw8HCKjY2lU6dOka+vL/Xo0YOIiHJzc8nS0pJGjhxJV65coYsXL1J0dHSp22Dq1KkUExNDKSkptHnzZrK3t6evv/5aGK/rfOBlbfe8vDzy9vamli1bUlxcHB06dIjq168vOr7pU+71rZtVKhXNnDmTrly5IvzpOnbrmxciKnPc+ixf1z5aUvnWpkuXLlSvXj3Kzc2lLVu2kFQqpZMnT+qVVyKiGTNmkIuLCx08eJCuXbtGhw4dotWrVwvjw8PDqV27dhQbG0tJSUk0YsQIsrW1FeLRVQer1Wp64403qEWLFhQXF0cHDhygoKAg0XolIqpVqxaZm5uX+Ne6dWut8RfdNwtLSEggAJSSkqL3+ihMW3urJNwoLbSS1Nl5dHPMQYP8qbP1P/GXy+Ukl8tp3LhxdPr0afr+++/J1NSUoqOj9Z5HWloamZiY0MGDB4VhISEhNGbMGCLKb6Db2trS+vXriYiodu3aNG3aNHJwcCAiosOHD5NUKqXnz58TUX5jyMPDQ+/lFzZu3Dhyd3cXDkRFRUZGko2NjbAsIqLFixeTUqnU2QjOysoiMzMzOnLkiGh4nz59qHv37sLvdevWkampKY0dO5bMzc2Fkx2ifyq2NWvWCMMePnxICoVCOPkq2iht1KgR9e3bV7TMLl260P/+9z/hNwAaPny4KE2LFi3oq6++Eg376aefyNHRsdR8lmT9+vVka2sr/O7evbsoBiKibt26iWI/c+bMC1VAhfXp04f69esnGnbo0CEyMjIS9j1XV9diFWW3bt2Eg8usWbPIy8urxPJR2sFvyZIlZG1tTenp6cL4rVu3kpGREd29e5eI8suXq6urqPHdpUsX4QKMNp6ensW209atWwkAZWRklDhdgcpolAKguLi4UtOp1WqysLCgP/74QxgGgCZMmCD8Tk9PJwC0fft2IsrfP2vVqiWaz5gxY0QNrh49elDLli1FaUaNGiWaztXVld577z3hd2pqKgGgzz//XBh29OhRAkCpqak68+zv71/ixZqpU6dSq1atRMNu3rwpnCjrUy/ok+/SGKpR2rhxY1GaevXqCfU6ERU7iSHSr97RVl9pM2jQIHrnnXeE305OTjR+/PgS02uLp2ij1MnJib788ktRmnr16tHAgQOJ6J+T3GXLlgnjL1y4QAAoISGBiEovL/qIjY0lAPTs2TNhWHJyMllYWNCYMWNIoVDQqlWryj3/wrTVaaXto9rKmj5lvGC6TZs26YzJz8+P5s+fT0REiYmJBEC4KF1USWW/8IlvUlISAaCYmBhh/IMHD0ihUNC6deuI6J967cqVK0KahQsXkr29PRHlH4cBCI3s8pgxYwbVqVNHNKy08wGil7Pdt2/fTiYmJqK6cPfu3Vobd6WVe33r5oJGdgF9jt365oVIe6O0tLjLs/yi+2hZyvejR4+oWrVqNGDAALK3ty9W3+gyZMgQevPNN7VeUD106BCpVCrKysoSDa9RowZ9//33RKS7Dt65cyeZmJjQ7du3hfHbt28vVn9eu3aNLl++XOLfrVu3tMZfWqP0r7/+eqH9rCyNUn589xWk0WgQHByMr776CkFBQejXrx/69u0rerRWlypVqqBVq1ZYtWoVgPx35I4ePYqePXsCyH/UomnTpti/fz+ePHmCixcvYuDAgcjOzsalS5dw4MAB1KtXT3j/ITMzE6ampqJl9O/fH0qlUvgDIDxOp1Qq4efnBwCIi4tDkyZNIJVKS4w3MDBQ9K5FSEgI0tPTcfPmzVLzeeXKFWRkZKBly5aiWFauXCl6PLhLly7o1KkTpk+fjpkzZ8LT07PYvEJCQoT/29jYwNvbGwkJCVqXm5CQgNDQUNGw0NDQYunr1q0r+n327FlMmTJFFGvfvn2Rmpqq12Mke/bsQYsWLeDs7AwLCwu8//77ePjwoTBtQkICGjRoUGK+9KVtO/r5+QnDCjo0OHv2LKKjo0X5iYiIgEajQUpKSokxhISECOuqS5cuyMzMhIeHB/r27YuNGzfq/ThzQkICAgMDYW5uLgwLDQ2FRqNBYmKiMMzPzw/GxsbCb0dHR9FjQIai73oGAJlMhoCAANH09+7dQ9++feHp6QlLS0uoVCqkp6fjxo0bonSFpzM3N4dKpRLyr0+ZKam8X758GWq1Wuty7O3tAUB4XLzwMH3W/dChQ/HFF18gNDQUkyZNwrlz54RxZ8+exb59+0TlzsfHBwCQnJysV71QUftKeRSOqX///rhx44Zo2FdffVXitEXLgD5lWd96p2h9BQALFy5EnTp1UKVKFSiVSixZskQoX2lpabhz5w5atGhRluyLPH36FHfu3NGrPi2cd0dHRyEGoPTyos2pU6fQrl07VK9eHRYWFggLCwMA0b7j4eGBmTNn4uuvv0b79u3Ro0ePEud36NAh0fpdtWoVVq1aJRp26NChEqcvbR/VRt9jH1B8u6anp2PkyJHw9fWFlZUVlEolEhIShLzHxcXB2NhYWCflkZCQABMTE9E+ZmtrW+y4amZmJno1qXB5trGxQe/evREREYF27dph3rx5okd7tVm7di1CQ0Ph4OAApVKJCRMmFKsPdZ0PvIztnpiYCBcXF9GrHvXr19e6jNLKvb51s7ZzEX2O3S+itLj1Wb4++6i2vGljbW2NH374QXjtauzYsWXKS+/evREXFwdvb28MHToUu3btEsadPXsW6enpsLW1FeUnJSVF2Bd11cEJCQlwcXGBk5OTMF9txyNXV1fUrFmzxD9nZ+cy5QsAFAoFAOj9KPOLMKn0JbxCJFIjOE1pVO7pH65KgG1P33IvW1+Ojo6oVauWaJivry82bNhQpmX27NkTQ4cOxfz587F69Wr4+/uLThCbNWuGJUuW4NChQwgKCoJKpRIaqgcOHBAdkOzs7PD48WPR/KdMmYKRI0eKhi1btgyZmZkAIDRCCwp8ZSh4d3Dr1q3FdsbCL91nZGTg1KlTMDY2Fr1XUNkKN5aA/HgnT56Mt99+u1jaoo3+oq5du4a33noLAwYMwJdffgkbGxscPnwYffr0QU5OToV2oKBtO27btk14N6dgm6anp+Pjjz8WvQNaoHr16noty8XFBYmJidizZw92796NgQMHYsaMGThw4ECpFzLKouh8JBJJqe8HOTg44N69e6Jh9+7dg0qlqtDyrO96Lvi/RCIRTR8ZGYmHDx9i3rx5cHV1hVwuR0hISLH3scua//IqvJyCWLUN02fZH330ESIiIrB161bs2rUL06ZNw6xZszBkyBCkp6ejXbt2+Prrr4tN5+joKLwPrqteMJS4uDjh/yqVCjY2NqJhNjY2JU5bnm2pb71TtL5as2YNRo4ciVmzZiEkJAQWFhaYMWMGjh8/DqBy63ZtSitLpZWXop4/f46IiAhERERg1apVqFKlCm7cuIGIiIhi+87BgwdhbGyMa9euIS8vDyYm2k+r6tatK9qGBRdgCjfKSjthLOt21ffYBxTfriNHjsTu3bsxc+ZM1KxZEwqFAp07dxby/jK3q7Z809/vewLAihUrMHToUOzYsQNr167FhAkTsHv3bq3vdBdceJ88eTIiIiJgaWmJNWvWFHvHUp/zgZe13fVR3jq0MG3nIi967NaltLh1Lb8s+2jRvJWkYJumpqbi+fPnZeqUKzg4GCkpKdi+fTv27NmDrl27Ijw8HL/++ivS09Ph6OiI/fv3F5uuoKO6Fzn3K8zPz6/Ud6qbNGmC7du36z0/IP+9aiD/ZlZl40ZpIRKJBBKZse6EJU1vJIHRC0yvr9DQUNFdHgBISkqCq6trmebToUMH9OvXDzt27MDq1avRq1cv0fiwsDAMHz4c69evR7NmzQDkN1T37NmDmJgYjBgxQkgbFBSEu3fv4vHjx0IvwFWrVkXVqlVF89RW+QYEBODHH39Ebm5uiY2Ms2fPIjMzUzgYHjt2DEqlEi4uLqXmsXCnL6Vd1R0xYgSMjIywfft2/O9//0Pbtm3x5ptvitIcO3ZMqIwfP36MpKQk+Ppqvwjh6+uLmJgYREZGCsNiYmKKXUwoKjg4GImJiahZs2ap6bQ5deoUNBoNZs2aJfSAvG7dumJxFZwwFs5XWWnbjtrKX3BwMC5evKgzP0VjOHbsmGjdKhQKtGvXDu3atcOgQYPg4+OD+Ph4BAcHlzpfX19fREdH4/nz58KBKSYmBkZGRvD29i512tKEhIQU6yRl9+7dFX4nTd/1XJKYbWY7+AAAeS1JREFUmBgsWrQI//vf/wAAN2/eFHX2ow9fX99iHR8V3V4F5b3osr28vER3oCuai4sL+vfvj/79+2PcuHFYunQphgwZguDgYGzYsAFubm5aTxb1qRf0yXdl0ba/lKdO0EYqlYrukADlr3diYmLQqFEjDBw4UBhW+C6chYUF3NzcsHfvXqHzG33iKUylUsHJyQkxMTGibRUTE1PinaOSlFReirp06RIePnyI6dOnC8cYbR1wrV27Fr/99hv279+Prl27YurUqZg8ebLWZSsUCq3rtyJ6o5XJZAAgWo/6Hvu0iYmJQe/evdGpUycA+SfMhTv58vf3h0ajwYEDB7T2JK4tnqJ8fX2Rl5eH48ePo1Gj/JsBDx8+RGJios7jZFFBQUEICgrCuHHjEBISgtWrV2ttlB45cgSurq4YP368MEzbCbyu84GXsd29vb1x8+ZN3Lt3T2jIxsbGljqNNuWtm/U9dlcWXcuPj4/Xax/V15EjR/D111/jjz/+wJgxYzB48GD8+OOPZZqHSqVCt27d0K1bN3Tu3BmtW7fGo0ePEBwcjLt378LExETUuVxhuupgX19f3Lx5E6mpqcJdZW3Ho8IXrbUpzwWl8+fPQyqVCk9rVapyPSD8GijLM876uh99vsLmVZoTJ06QiYkJffnll3T58mVatWoVmZmZ0c8//yykGTt2LL3//vs659WzZ08KDAwkiURS7EV9jUZDNjY2ZGxsLLy7cubMGTI2NiYTExPRe3p5eXlUpUoV0btq+nrw4AHZ2toKHR0lJSXRypUri3V01L17d7pw4QJt3bqV7O3taezYsXrNf/z48WRra0vR0dF05coVOnXqFH377bfCO7hbtmwhmUxGp06dIqL8d8mqVatGjx49IqJ/3kvw8/OjPXv2UHx8PLVv356qV69O2dnZRFT8ndKNGzeSVCqlRYsWUVJSktDR0b59+4Q00PIu1Y4dO8jExISioqLo/PnzdPHiRfrll19KfSerQFxcHAGguXPnUnJyMq1cuZKcnZ1F7/YcPXqUjIyMaMaMGZSUlETz588XdXREVLHvlJ49e5YUCgUNGjSIzpw5Q0lJSbRp0yYaNGiQkKagk4WCzpcWLFhAxsbGtGPHDiLKX7fLli2j+Ph4Sk5OpgkTJpBCoaAHDx4I05f07srz58/J0dGR3nnnHYqPj6c///yTPDw8inV0VPT9zmHDhlFYWFiJ+bp69SqZmZnRqFGjKCEhgRYuXCiKmSi/47A333xTNN2FCxfozJkz1K5dO2rWrBmdOXOGzpw5o/8KLUHR8lcgKCiIWrZsSRcvXqRjx45RkyZNSKFQlLi+ClhaWgodYVy/fp1kMhmNHDmSLl26RKtWrSIHBwdRuTp16pSoM43o6GitnWkUXq62ZRe8a6TPOhk2bBjt2LGDrl69SqdOnaIGDRpQ165diYjo9u3bVKVKFercuTOdOHGCrly5Qjt27KDevXsL7w7rqhf0ybc2qampdObMGVq6dCkBoIMHD9KZM2dK7GDjRWh7p7Toe0EdOnQQlXdPT08aMGAApaamCnWcPvWOtnIyb948UqlUtGPHDkpMTKQJEyaQSqUSvQ8aHR1NpqamNG/ePEpKShLWc2nxFH2ndM6cOaRSqWjNmjV06dIlGjNmjNaOjgqXm8ePHxMAoc4trbwUlZaWRjKZjEaNGkXJycn0+++/k5eXl2gZN2/eJGtrayEvBevw6NGjWudZFqXVaQUK76O3bt0iiURC0dHRlJaWJrxTp6uMl/TuZ6dOnah27dp05swZiouLo3bt2pGFhYWobPXu3ZtcXFxo48aNdPXqVdq3b5/Qx0JJ8RQtnx06dKBatWrRoUOHKC4ujlq3bl2so6Oi9drGjRup4NT16tWrNHbsWDpy5Ahdu3aNdu7cSba2trRo0SKt6/X3338nExMT+uWXX+jKlSs0b948srGxES1D1/nAy9ruBR0dRURE0NmzZ+nw4cPUsGFD0TuS+pT78tbN+hy79c0LkfZ3SkuLW9fy9dlH9X2v/+nTp+Th4UGffvopERGdO3eO5HK50KeKPmbNmkWrV6+mhIQESkxMpD59+pCDgwOp1WrSaDTUuHFjCgwMpJ07d1JKSgrFxMTQZ599RrGxsUSkuw5Wq9VUq1YtoeOrgwcPUp06dbTWDWVRcA5Sp04d6tGjB505c4YuXLggSjNp0qRi5zJlwR0d6eFVbpQSEf3xxx/0xhtvkFwuJx8fn2I9hUZGRpZ6Ul1g27ZtBICaNm2qdXyHDh3IxMREOKio1Wqytramhg0bFks7evRoevfdd8ueGcqvgFq1akVmZmZkYWFBTZo0oeTkZCEvHTp0oIkTJ5KtrS0plUrq27dvsZfGS6LRaGju3Lnk7e1NUqmUqlSpQhEREXTgwAFKS0sje3t70QvmOTk5VKdOHeGEpaBi++OPP8jPz49kMhnVr1+fzp49K0yj7eC5aNEi8vDwIKlUSl5eXrRy5UrR+JIqkx07dlCjRo1IoVCQSqWi+vXr69278uzZs8nR0ZEUCgVFRETQypUri1XKP/zwA1WrVo0UCgW1a9eOZs6cWWmNUqL8iygtW7YkpVJJ5ubmFBAQIOpEwNXVlSZPnkxdunQhMzMzcnBwoHnz5gnjN27cSA0aNCCVSkXm5ubUsGFD2rNnj2j60k7gzp07R82bNydTU1OysbGhvn37ijorKU+jlCi/XNSuXZtkMhl5eHiIDvJE+RW5q6uraJirqysBKPb3okpqlJ4+fZrq1q1Lpqam5OnpSevXry/zCS9Rfn1Ts2ZNksvl1KRJE1q+fHmxcvXrr79SrVq1SCqVUvXq1WnGjBnF8l6RjdLBgwdTjRo1SC6XU5UqVej9998XLlQQ5Xek0qlTJ7KysiKFQkE+Pj40fPhwoSOK0uqFsuS7qEmTJmndxkXLR0UoT6N08+bNVLNmTTIxMRGVT131jrZykpWVRb179yZLS0uysrKiAQMG0NixY0UNSiKi7777TljPjo6ONGTIkFLjKdooVavVFBUVRc7OziSVSikwMFC4UEqk30murvJS1OrVq8nNzY3kcjmFhITQ5s2bhWVoNBpq0aIFRUREiDo2GTJkCNWoUUNUv5RHefbRKVOmkIODA0kkEmF76yrjJZ20p6SkUPPmzUmhUJCLiwstWLCgWNnKzMykTz75hBwdHUkmk1HNmjVp+fLlpcZTdB6PHj2i999/nywtLYVjVuFOhXQ1Su/evUsdO3YUYnB1daWJEyeW2gHiqFGjhPOIbv9v77zDori+Pv5dYBeWsnRhQYqoIBKqWAAJFgwYe6JiScSIPbbYsEUgxha7sWuUxGBvMVGIJaKIJRaKIkUQISoGC4miFIHz/sG782NgYRcEiXo/z7MPzK3nzq1n5t4zAQG0atUqLg9F64E3Xe/Jycnk5eVFIpGIWrVqRb/++isB4B5+KtPuieo2NhMpnrtrU5baKqXK5F9THyVSXin94osvyNHRkbemXLFiBRkYGHCGgeTN5xXZsmULubi4kJaWFkkkEuratStdv36d83/27BlNnDiRzMzMSCgUkoWFBQ0dOpSys7O5MIrG4NTUVOrYsSOJRCKytbWlqKio11ZK5c1VlctpZ2dHu3fvrnMetdG3BP8v1HtHYWEhMjMz0axZs1rt166Jxz8mwSjwDbze/o/y8OFDODg44Pr167XeSvxfJjo6Gp07d0ZeXl6jfaj+Xcba2hpTpkzhfb+OwWAwGAzG/4iNjUXHjh2Rnp5eq+/SM16fwMBACAQChIeHN7Yob5TIyEhMmzYNiYmJ1Z6bVkRt9C12ppRRb5iamuKHH35Adnb2O6WUMhgMBoPBYLxJDh8+DG1tbbRs2RLp6emYPHkyvLy8mEL6hiEiREdH4/z5840tyhvnxYsX2LFjR50V0trCPglTj2g6N7xlqv86ffv2hbe39xvLr/KnEir/KpsGf5upbEa+4u+NHEBnMN4gFT+HU/lX0ydRGAwG413g+fPnnGG/4cOHo23btvjll18aW6wqn7mp/HvXEAgEyMrKUmhY812kf//+VT6N1pCw7bv1uH2X8eYpKSnhWQWsTHXWN99Gnj9/XuUzJDKEQiF7O814p7h//z73OZzKGBgY1PhZFAaDwWA0DAUFBbh//361/o1lsZfx34Rt32W8N6ipqb03A6COjk69fD6AwXgbeN1v9zEYDAaj/qnuMzcMxuvCtu8yGAwGg8FgMBgMBqPRYEopg8FgMBgMBoPBYDAaDaaUMhgMBoPBYDAYDAaj0WBKKYPBYDAYDAaDwWAwGg2mlNYnNw40tgQMBoPBYDAYDAaD8VbBlNL6hCmlDAaDwWAwGAwGg1ErmFLKqFc+/PBD7Nq1q17THD58OPr27VuvadY34eHh0NPTa2wx6oQ82bds2QILCwuoqKhg9erVjSKXslhbW/NkFAgEOHLkSKPJwygnNDQULi4ujS3GG+e/Vu7K/eNdoVOnTpgyZUpji9Eo3L17FwKBAPHx8Y0tymtTuSzR0dEQCAT4559/GlWud403cV87dOiAgwcPNlj6jHcfppS+hZw7dw69evWCmZnZf2oBfvToUfz9998YNGhQY4vCeA2ePXuGCRMmIDg4GPfv38fo0aMbW6QauXLlSqPIGB0dDTc3N6irq6NFixYIDw9XGCcxMRHe3t7Q0NCAhYUFvvvuO55/UlISPv30U1hbW0MgELyTygQDmDRpEtq0aQN1dfUGV2Br2z/+a0pBdfIcOnQICxYsaByhGhkLCwvk5OTggw8+aGxR6h1PT0/k5ORAV1e3sUVhVECZdee8efMwa9YslJWVvXkBGe8ETCl9C3nx4gWcnZ2xfv36xhaFx9q1a/HFF19ARYU1q7rw6tWrxhYBAJCdnY1Xr16hR48ekEql0NTUbGyRasTY2PiNy5iZmYkePXqgc+fOiI+Px5QpUzBy5Ej8/vvv1cZ59uwZPvroI1hZWeHatWtYtmwZQkNDsWXLFi7My5cvYWNjgyVLlsDU1LRBy1BcXNyg6TNqZsSIEQgICGjwfBqjfwAAEaGkpKTB0jcwMICOjk6Dpf9fRlVVFaamplBTU2tsUep93hKJRDA1NYVAIKjXdGsLGx/5KLPu7N69O54/f47IyMg3KBnjXYJpDxUhAopf1P1XVlL3uERKi9m9e3d8++236NevX52L6unpieDgYJ7bo0ePIBQKce7cOaxbt473FPbIkSMQCATYtGkT5+br64t58+Zxcf/44w/06tWrTvIkJSWhZ8+ekEgk0NHRgbe3NzIyMnhhwsLCYGxsDIlEgrFjxyo9aZSVlWHx4sVo1qwZxGIxnJ2dceBA+flfIoKvry/8/PxA/18HT58+RdOmTTF//nwA/3tSf+zYMTg5OUFDQwMdOnTAzZs3a8x348aNaN68OUQiEezs7LBz506ev0AgwMaNG9G7d29oaWlh4cKFAIBffvkFbm5u0NDQgI2NDcLCwpRe3K1cuRKOjo7Q0tKChYUFxo8fj/z8fF6Y8PBwWFpaQlNTE/369cOTJ094fo6OjgAAGxsbCAQC3L17V6m8q+P8+fPw9vaGWCyGhYUFJk2ahBcvXnD+1tbWWLBgAQYPHgwtLS2Ym5vzJj4iQmhoKCwtLaGurg4zMzNMmjSJF7+mN4o3btxAly5dIBaLYWhoiNGjR/PuiWx7+PLlyyGVSmFoaIgvv/yyxsXWpk2b0KxZM6xYsQL29vaYMGEC+vfvj1WrVlUbJyIiAsXFxdi+fTscHBwwaNAgTJo0CStXruTCtG3bFsuWLcOgQYOgrq5ebVp1QVbOhQsXwszMDHZ2dgCAnTt3wt3dHTo6OjA1NcWQIUOQm5vLxZO1/9OnT8Pd3R2amprw9PREamoqL/0lS5bAxMQEOjo6CAoKQmFhIc+/rKwM33zzDZo2bcq9IYyKiuL8Zdv49u3bx7WXtm3bIi0tDVeuXIG7uzu0tbXRvXt3PHr0SKkyR0dHo127dtDS0oKenh68vLyQlZXF+Svqa//88w9GjhzJjTtdunRBQkJCrcotj7Vr1+LLL7+EjY2NUuV4HeRtb9+2bRv69esHTU1NtGzZEkePHgVQXgedO3cGAOjr60MgEGD48OEAah5Hgf+1k8jISO4t8Pnz55GRkYE+ffrAxMQE2traaNu2LU6dOsWTsaioCMHBwbCwsOB2Hvzwww81ylN5+25eXh6GDRsGfX19aGpqonv37rh9+zbnLzum8Pvvv8Pe3h7a2trw9/dHTk4Orww1tZfKBAcHw9bWFpqamrCxscHXX3/NjRvKzC11Rd723aNHj6Jly5bQ0NBA586d8eOPP/LeMCtTfmX76N69e+Hj4wMNDQ1EREQAALZt2wZ7e3toaGigVatW2LBhQ53KVvnNuDJyK5N/TXUF/G/b/bZt29CsWTNoaGjIlW/EiBFwcnJCUVERgHLl1dXVFcOGDVO6jFlZWejVqxf09fWhpaUFBwcHHD9+nPO/efMmunfvDm1tbZiYmODzzz/H48ePOX9FfREAjh8/DltbW4jFYnTu3Pm153Fl1p2qqqr4+OOPsWfPntfKi/EeQ+8pBQUFdOvWLSooKPifY1E+UYikcX5F+XUqBwA6fPhwreOtW7eOLC0tqaysjHP7/vvvObfExEQSCASUm5tLRERTpkwhIyMjCggIICKi4uJi0tTUpJMnTxIR0aFDh0hLS4tKS0trLcu9e/fIwMCAPvnkE7py5QqlpqbS9u3bKSUlhYiIAgMDSVtbmwICAujmzZv022+/kbGxMc2ZM0ep9L/99ltq1aoVRUVFUUZGBu3YsYPU1dUpOjqay19fX59Wr15NREQDBgygdu3a0atXr4iI6MyZMwSA7O3t6cSJE5SYmEg9e/Yka2trKi4uJiKiHTt2kK6uLpfnoUOHSCgU0vr16yk1NZVWrFhBqqqq9Mcff3BhAFCTJk1o+/btlJGRQVlZWXTu3DmSSCQUHh5OGRkZdOLECbK2tqbQ0FClyrpq1Sr6448/KDMzk06fPk12dnY0btw4zv/SpUukoqJCS5cupdTUVFqzZg3p6elxsr98+ZJOnTpFAOjPP/+knJwcKikpUSpveaSnp5OWlhatWrWK0tLSKDY2llxdXWn48OFcGCsrK9LR0aHFixdTamoqrV27llRVVenEiRNERLR//36SSCR0/PhxysrKosuXL9OWLVt48VetWsW7r7I+kZ+fT1KplD755BO6ceMGnT59mpo1a0aBgYFc+MDAQJJIJDR27FhKTk6mX3/9lTQ1NXl5VMbb25smT57Mc9u+fTtJJJJq43z++efUp08fntsff/xBAOjp06dVwlcu1+si60eff/453bx5k27evElERD/88AMdP36cMjIy6OLFi+Th4UHdu3fn4snaf/v27Sk6OpqSkpLI29ubPD09uTB79+4ldXV12rZtG6WkpNDcuXNJR0eHnJ2duTArV64kiURCu3fvppSUFJo5cyYJhUJKS0sjIqLMzEwCwPXVW7duUYcOHahNmzbUqVMnOn/+PF2/fp1atGhBY8eOVVjeV69eka6uLk2fPp3S09Pp1q1bFB4eTllZWURESvU1X19f6tWrF125coXS0tJo2rRpZGhoSE+ePFG63DUREhKidNi6Iq9/NG3alHbt2kW3b9+mSZMmkba2Nj158oRKSkro4MGDBIBSU1MpJyeH/vnnHyJSPI7K2omTkxOdOHGC0tPT6cmTJxQfH0+bNm2iGzduUFpaGs2bN480NDS4eiAiGjhwIFlYWNChQ4coIyODTp06RXv27KlRHh8fH14f7N27N9nb29O5c+coPj6e/Pz8qEWLFrwxWigUkq+vL125coWuXbtG9vb2NGTIECJS3F7ksWDBAoqNjaXMzEw6evQomZiY0NKlSzl/RXNLXZH1lbi4OCIiunPnDgmFQpo+fTqlpKTQ7t27ydzcnABQXl6eUuUnUr6PWltb08GDB+nOnTv04MED+vnnn0kqlXJuBw8eJAMDAwoPD691WWTtqDZyK5O/oroKCQkhLS0t8vf3p+vXr1NCQoJceZ8/f042NjY0ZcoUIiKaPn06WVtb07///quwrDJ69OhB3bp1o8TERMrIyKBff/2Vzp49S0REeXl5ZGxsTLNnz6bk5GS6fv06devWjTp37szFV9QXs7OzSV1dnaZOnUopKSn0888/k4mJCe++ZmVlkZaWVo2/hQsXypW/pnXnxo0bycrKSul7wXj3katvVQNTSt9TpTQ3N5fU1NTo3LlznJuHhwcFBwcTEVFZWRkZGhrS/v37iYjIxcWFFi9eTKampkREdP78eRIKhfTixQsiKleGbGxs6lSG2bNnU7NmzbjFQ2UCAwPJwMCAy4uofODT1tZWqAQXFhaSpqYmXbhwgeceFBREgwcP5q737dtHGhoaNGvWLNLS0uImYaL/TZJ79uzh3J48eUJisZj27t1LRFWVUk9PTxo1ahQvzwEDBtDHH3/MXQPgJjYZXbt2pUWLFvHcdu7cSVKptMZyVsf+/fvJ0NCQux48eDBPBiKigIAAnuxxcXEEgDIzM+uUZ0WCgoJo9OjRPLeYmBhSUVHh+p6VlRX5+/tXkUmmGK1YsYJsbW2rbR81KaVbtmwhfX19ys//X/86duwYqaio0MOHD4movH1ZWVnxlO8BAwZwD2Dk0bJlyyr1dOzYMQJAL1++lBunW7duVe5FUlISAaBbt24pLNfrEhgYSCYmJlRUVFRjuCtXrhAAev78ORH9r/2fOnWKCyMrq6wOPTw8aPz48bx02rdvz1O4zMzMqixy2rZty8WTLU63bdvG+e/evZsA0OnTpzm3xYsXk52dncLyPnnyhABwC7XKKOprMTExJJFIqLCwkBemefPmtHnzZqXLXRONpZTOmzePu87PzycAFBkZSURVlQIi5cZRWbwjR44olMnBwYG+//57IiJKTU0lANwDzsrIk4eIr5SmpaURAIqNjeX8Hz9+TGKxmPbt20dE5WM0AEpPT+fCrF+/nkxMTIhIcXtRhmXLllGbNm14bjXNLXWlsiIXHBxMH3zwAS/M3Llzqyh3NZWfSPk+KlOyZTRv3px27drFc1uwYAF5eHjUuizylFJFctcl/8p1FRISQkKhkHsQXxMXLlwgoVBIX3/9NampqVFMTIzCOBVxdHSs9kHzggUL6KOPPuK5/fXXX9yDGWX64uzZs6l169Y8/+DgYN59ffXqFd2+fbvGn+zhW2VqWnf+8ssvpKKiUqcXFIx3k9oopY1/IOG/hFATmPOg7vH3BQIDf6x73m8QY2NjfPTRR4iIiIC3tzcyMzNx8eJFbN68GUD5Fq8PP/wQ0dHR8PX1xa1btzB+/Hh89913SElJwdmzZ9G2bVvurFJBQUGV7S5jx47Fzz//zF3n5+eje/fuiImJAQBYWVkhKSkJ8fHx8Pb2hlAorFZeZ2dn3rkoDw8P5Ofn46+//oKVlVW18dLT0/Hy5Ut069aN5y7bciNjwIABOHz4MJYsWYKNGzeiZcuWVdLy8PDg/jcwMICdnR2Sk5Pl5pucnFzFuIiXlxfWrFnDc3N3d+ddJyQkIDY2ltvKCwClpaUoLCzEy5cvFZ4NO3XqFBYvXoyUlBQ8e/YMJSUlvLjJyclVtt94eHjwtmgpg7x6dHBw4La6eXt7IzIyEgkJCUhMTOS2eAHl29rKysqQmZkJe3t7TobKMsm2HA4YMACrV6+GjY0N/P398fHHH6NXr15KnadKTk6Gs7MztLS0ODcvLy+UlZUhNTUVJiYmAAAHBweoqqpyYaRSKW7cuFGre9JYaGtrc/9/9tlnmDNnDlq3bs25zZkzB3PmzAEAODo6QiQS8eJfu3YNoaGhSEhIQF5eHmekIjs7m5eOk5MT979UKgUA5ObmwtLSEsnJyRg7diwvXQ8PD5w5cwZA+XnaBw8ewMvLixfGy8urynbYivnI6ke2pVzmVnF7cXUYGBhg+PDh8PPzQ7du3eDr64uBAwdysivqawkJCcjPz4ehoSEv3YKCAu5ogaJyNxQxMTHo3r07dy0bt8eMGcO5RUZGwtvbW278ivdYS0sLEomkxnuq7DgKVB3T8vPzERoaimPHjiEnJwclJSUoKChAdnY2ACA+Ph6qqqrw8fGpqcg1kpycDDU1NbRv355zMzQ0rDJGa2pqonnz5ty1VCrlyq2ovchj7969WLt2LTIyMpCfn4+SkhJIJBJeGGXmFhmLFi3CokWLuOtbt25h0aJFVebRyqSmpqJt27Y8t3bt2lUJV1P5a9NHK9bxixcvkJGRgaCgIIwaNYpzLykpqTdjRTXJrWz+ytSVlZUVjI2NFcrj4eGB6dOnY8GCBQgODkbHjh1rVZ5JkyZh3LhxOHHiBHx9ffHpp59yfTIhIQFnzpzhjesyMjIy8OrVK4V9MTk5mdcXZDJXRE1NDS1atKiV3MogFotRVlaGoqIiiMXiek+f8W7DlNKKCASASEtxuOpQUXu9+G+YoUOHYtKkSfj++++xa9cuODo68hZ/nTp1wpYtWxATEwNXV1dIJBJOUT179ixvEWFkZIS8vDxe+t988w2mT5/Oc9u2bRsKCgoAgFNCG3Lgkk3gx44dg7m5Oc+v4pm9ly9f4tq1a1BVVeWdQ2poKipLQLm8YWFh+OSTT6qEre6Mi4y7d++iZ8+eGDduHBYuXAgDAwOcP38eQUFBKC4urldjJ/Lq8fjx49wZHVmd5ufnY8yYMbwzoDIsLS2VysvCwgKpqak4deoUTp48ifHjx2PZsmU4e/ZsjQ8yakPldAQCQY0WBE1NTfH333/z3P7++29IJJJq23N1cWR+daXiuTKJRAIDAwOem4GBAfd/5fb24sUL+Pn5wc/PDxERETA2NkZ2djb8/PyqnNmueI9kRkgawsqivHwquymb744dOzBp0iRERUVh7969mDdvHk6ePIkOHToo7Gv5+fmQSqWIjo6u4t/Yn39yd3fn1bFMea+4EK083lWktu1d2XEUqNrGpk+fjpMnT2L58uVo0aIFxGIx+vfvz7WvN7lwlVduqmDPoab2UpmLFy9i6NChCAsLg5+fH3R1dbFnzx6sWLGCF642c8vYsWMxcOBA7trMzEzuPFpXFJVfWSrWsaxtbN26tYoiVPFB3+tQk9zK5K9sXVVuu9VRVlaG2NhYqKqqIj09vdblGTlyJPz8/HDs2DGcOHECixcvxooVKzBx4kTk5+ejV69eWLp0aZV4UqmUs2WhTF+sicoPHeVR8YGmsjx9+hRaWlpMIWXUCaaUvsf06dMHo0ePRlRUFHbt2lXloL6Pjw+mTJmC/fv3o1OnTgDKFdVTp04hNjYW06ZN48K6urri4cOHyMvLg76+PgCgSZMmaNKkCS9NeQslJycn/Pjjj3j16lW1SkZCQgIKCgq4ge7SpUvQ1taGhYVFjWVs3bo11NXVkZ2dXeOT+GnTpkFFRQWRkZH4+OOP0aNHD3Tp0oUX5tKlS5wilZeXh7S0NO5NX2Xs7e0RGxuLwMBAzi02NlbhJODm5obU1NQ6PcG8du0aysrKsGLFCs4C8r59+6rIdfny5Srlqi3y6lHeG2s3NzfcunVLYXkqy3Dp0iXevRWLxejVqxd69eqFL7/8Eq1atcKNGzfg5uZWY7r29vYIDw/HixcvuAVHbGwsVFRUOEM/dcHDw4NnmAIATp48WeVpdOU4c+fO5bXzkydPws7OjuszdUHevVW2/aSkpODJkydYsmQJ15euXr1aaxlk7ariGFKxTiUSCczMzBAbG8vrh7GxsXLf6NQnrq6ucHV1xezZs+Hh4YFdu3ahQ4cOCvuam5sbHj58CDU1NVhbW8sNo6jcDYVYLJYrd31Yo5W9SS8tLeXclB1H5REbG4vhw4dzOzTy8/N5RlccHR1RVlaGs2fPwtfXVyl5KmNvb4+SkhJcvnwZnp6eAIAnT54gNTVV4ZhbmeraS2UuXLgAKysrzJ07l3OTZxRJmblFhoGBAe8hEiB/Hq2MnZ1dlfHoypUrNcapTF37qImJCczMzHDnzh0MHTq0VnnWB8rkr2xdKcuyZcu4HWN+fn7YsWMHvvjii1qlYWFhgbFjx2Ls2LGYPXs2tm7diokTJ8LNzQ0HDx6EtbW13N1AyvRFe3t7zniZjMrjkpmZmcLv3FZui8pw8+bNKrsnGAylaeCtxP9ZarPHWWkiqj+DVp88f/6c4uLiuLN/K1eupLi4OJ5BhlmzZtHnn3+uMK2hQ4eSs7MzCQSCKgYdysrKyMDAgFRVVbnzRnFxcaSqqkpqamq8c3olJSVkbGxMv/76a63L8/jxYzI0NOQMHaWlpdFPP/1UxdDR4MGDKSkpiY4dO0YmJiY0a9YspdKfO3cuGRoaUnh4OKWnp9O1a9do7dq1nBGE3377jUQiEV27do2Iys9jNG3alDM+Izvj4uDgQKdOnaIbN25Q7969ydLSkjufV/lM6eHDh0koFNKGDRsoLS2NM3R05swZLgzknMuIiooiNTU1Cg0NpZs3b9KtW7do9+7dNHfuXIXljI+P5877ZGRk0E8//VTF2MXFixdJRUWFli1bRmlpafT999/zDB0R1e+Z0oSEBBKLxfTll19SXFwcpaWl0ZEjR+jLL7/kwlhZWZFEIuGML61bt45UVVUpKiqKiMrv7bZt2+jGjRuUkZFB8+bNI7FYTI8fP+biV3em9MWLFySVSunTTz+lGzdu0B9//EE2NjZVDB1VNkA0efJk8vHxqbZcd+7cIU1NTZoxYwYlJyfT+vXreTITlRsO69KlC3f9zz//kImJCWdoaM+ePaSpqcmdTyQiKioq4vq2VCql6dOnU1xcHN2+fVvZW14t8sqZm5tLIpGIZsyYQRkZGfTLL7+Qra1tjWe8iKq2kT179pCGhgZt376dUlNTaf78+VUM/qxatYokEgnt2bOHUlJSKDg4WK4RFVm+1eVdua9Vx507d2jWrFl04cIFunv3Lv3+++9kaGhIGzZsICLFfa2srIw6duxIzs7O9Pvvv1NmZibFxsbSnDlz6MqVK0qXWx63b9+muLg4GjNmDNna2nJ1rui8b12oqX/I0NXVpR07dhBRuXEegUBA4eHhlJuby50tVjSOVnf2s1+/fuTi4kJxcXEUHx9PvXr1Ih0dHZ6RouHDh5OFhQUdPnyY7ty5Q2fOnOHO61cnT2VDR3369KHWrVtTTEwMxcfHk7+/fxVDR5XbzeHDh0m2DFLUXirzyy+/kJqaGu3evZvS09NpzZo1ZGBgwMtD0dxSV6ozdDRz5kxKTU2lvXv3UtOmTQkAZxhKUfmJ6tZHiYi2bt1KYrGY1qxZQ6mpqZSYmEjbt2+nFStW1Los8s6UKpJbUf7K1JWy57uvX79OIpGIjh49SkREmzdvJh0dHcrIyFAYV8bkyZMpKiqK7ty5Q9euXaP27dvTwIEDiYjo/v37ZGxsTP3796c///yT0tPTKSoqioYPH87ZPVDUF7OyskgkEnGGryIiIsjU1FRu/1QWZdadROX98ptvvqlTHox3E2boSAneZqVUNmhX/lVeaNe0qJZx/PhxAkAffvihXP8+ffqQmpoatxAoLS0lfX196tChQ5WwM2fOpEGDBtWpTAkJCfTRRx+RpqYm6ejokLe3NzfIyxbT8+fPJ0NDQ9LW1qZRo0ZVMUBSHWVlZbR69Wqys7MjoVBIxsbG5OfnR2fPnqXc3FwyMTHhGTwpLi6mNm3acJOE7H7/+uuv5ODgQCKRiNq1a8ezzidv4tywYQPZ2NiQUCgkW1tb+umnn3j+8haHROWLZU9PTxKLxSSRSKhdu3Y1WoKtyMqVK0kqlZJYLCY/Pz/66aefqkxEP/zwAzVt2pTEYjH16tWLli9f3mBKKRHRn3/+Sd26dSNtbW3S0tIiJycnnjENKysrCgsLowEDBpCmpiaZmprSmjVrOP/Dhw9T+/btSSKRkJaWFnXo0IFndEfRojsxMZE6d+5MGhoaZGBgQKNGjeLaM1HdlFKi8nbh4uJCIpGIbGxsuEW9jJCQkCpWCBMSEqhjx46krq5O5ubmtGTJEp6/bIFW+adMX1aEvHISEe3atYusra1JXV2dPDw86OjRo7VWSomIFi5cSEZGRqStrU2BgYE0c+ZM3iKvtLSUQkNDydzcnIRCITk7O3MPuyqWvb6U0ocPH1Lfvn1JKpWSSCQiKysrmj9/Ps8Ah6K+9uzZM5o4cSKZmZmRUCgkCwsLGjp0KGVnZytdbnn4+PjIref66nMVqa1SSkT0zTffkKmpKQkEAm5eqWkcJapeKc3MzKTOnTuTWCwmCwsLWrduXRWFsqCggL766iuurlq0aEHbt2+vUZ7KaTx9+pQ+//xz0tXV5ca/ikaFFCk3yrSXysyYMYObkwICAmjVqlVcHsrMLXVFXl/55ZdfqEWLFqSurk6dOnWijRs38oyRKaPc1aWPyoiIiODGQ319ffrwww/p0KFDtS5LXZRSZfKvqa6IlFNKCwoKqHXr1lUM1vXu3Zs8PT05pdHHx4e3HqvMhAkTqHnz5qSurk7Gxsb0+eefcw9ZicoNd/Xr14/09PRILBZTq1ataMqUKdzXEhT1RSKiX3/9lWsP3t7etH379tdSSpVZd967d4+EQiH99ddfdcqD8W5SG31LQFSHAwXvAIWFhcjMzKzxe1S1ZtcgYMj7+32mhw8fwsHBAdevX6/R+NDbRnR0NDp37oy8vLxGP0v2LmJtbY0pU6bwvjnIYDAYjLqzcOFCbNq0CX/99Vdji/LeYWVlhbCwMO6buu8LwcHByMvLw5YtWxpbFMZ/iNroW+xMaX3i2L+xJWhUTE1N8cMPPyA7O/udUkoZDAaDwfgvs2HDBrRt2xaGhoaIjY3FsmXLMGHChMYW670jKSkJurq6VWx0vA80adIEU6dObWwxGG8xKo0twDvFe66UAkDfvn2r/QxBQ5CdnQ1tbe1qf7LPDrwLREREVFtOBweHxhaPwXjj1NT3ZZ8sYjDeB27fvo0+ffqgdevWWLBgAaZNm4bQ0NDGFguLFi2qto9W/KzRu4KDgwMSExM5Y4PvE9OmTeMsgTMYdYFt363P7buMN05JSQnPkmNlqrNg9zby/PnzKp8UkSEUCtnbacZ7R02fYzA3N2efJWAwGpmnT5/i6dOncv3EYnGNny5iMBhvP2z7LuO9oaE+AP1fREdHp14++cBgvCu8L32fwXhbkfeZGwaDwZDH+7e/gMFgMBgMBoPBYDAY/xmYUspgMBgMBoPBYDAYjEaDKaUMBoPBYDAYDAaDwWg0mFJaj/z727HGFoHBYDAYDAaDwWAw3iqYUlqPPDvGlFIGg8FgMBgMBoPBqA1MKWXUG8XFxWjRogUuXLhQr+l26tQJU6ZMqdc065vQ0FC4uLg0thh1Qp7soaGhMDExgUAgwJEjRxpFLmWpKOPdu3chEAgQHx/fqDIx3o5+2xD8l8r9LveHt2FsaijCw8Ohp6fX2GLUC5XL8jbPpf9lGvq+Pn78GE2aNMG9e/caLA/Guw9TSt9CNm7cCCcnJ0gkEkgkEnh4eCAyMrKxxcKmTZvQrFkzeHp6NrYojNcgOTkZYWFh2Lx5M3Jycv7zHzhvLBn379+PVq1aQUNDA46Ojjh+/LjCONHR0XBzc4O6ujpatGiB8PBwnn9oaCgEAgHv16pVqwYqAaMxyMnJwZAhQ2BrawsVFZUGVWAtLCyQk5ODDz74QOk4/zWloDp53oaxqaEICAhAWlpaY4vRIEyfPh2nT59ubDEYldiyZQs6deoEiUQCgUCAf/75h+dvZGSEYcOGISQkpHEEZLwTMKX0LaRp06ZYsmQJrl27hqtXr6JLly7o06cPkpKSGk0mIsK6desQFBTUaDK87bx69aqxRQAAZGRkAAD69OkDU1NTqKurN7JENdMYMl64cAGDBw9GUFAQ4uLi0LdvX/Tt2xc3b96sNk5mZiZ69OiBzp07Iz4+HlOmTMHIkSPx+++/88I5ODggJyeH+50/f75BylBcXNwg6TJqpqioCMbGxpg3bx6cnZ0bNC9VVVWYmppCTe3Nf5K8odvX2zA2NRRisRhNmjRpbDFQWlqKsrKyek1TW1sbhoaG9ZpmXWDjI5+XL1/C398fc+bMqTbMF198gYiICDx9+vQNSsZ4l2BKaQWICGUvX9b5R6WldY9LpLScvXr1wscff4yWLVvC1tYWCxcuhLa2Ni5duqRU/LKyMjRt2hQbN27kucfFxUFFRQVZWVmYPn06evbsyfmtXr0aAoEAUVFRnFuLFi2wbds2AMC1a9eQkZGBHj16KF2OisTGxqJTp07Q1NSEvr4+/Pz8kJeXx/mXlJRgwoQJ0NXVhZGREb7++mul71lRURGmT58Oc3NzaGlpoX379oiOjgYAFBYWwsHBAaNHj+bCZ2RkQEdHB9u3bwfwv+1FR44cQcuWLaGhoQE/Pz/89ddf1eZZVlaGb775Bk2bNoW6ujpcXFx49062rW7v3r3w8fGBhoYGIiIiAADbtm2Dvb09NDQ00KpVK2zYsEHp+xgcHAxbW1toamrCxsYGX3/9dRVld8mSJTAxMYGOjg6CgoJQWFjI+YWGhqJXr14AABUVFQgEAqXzro5ffvkFbm5u0NDQgI2NDcLCwlBSUsL5CwQCbNy4Ed27d4dYLIaNjQ0OHDjA+RcXF2PChAmQSqXQ0NCAlZUVFi9ezItf0za+s2fPol27dlBXV4dUKsWsWbN4+Xfq1AmTJk3CzJkzYWBgAFNTU4SGhtZYpjVr1sDf3x8zZsyAvb09FixYADc3N6xbt67aOLKdBCtWrIC9vT0mTJiA/v37Y9WqVbxwampqMDU15X5GRkY1yqIs1tbWWLBgAYYNGwaJRMK1eUVtRvamaufOnbC2toauri4GDRqE58+fc2FevHiBYcOGQVtbG1KpFCtWrKiSf15eHoYNGwZ9fX1oamqie/fuuH37Nucv62e//fYb7OzsoKmpif79++Ply5f48ccfYW1tDX19fUyaNAmlpaVKlXnDhg1cnzUxMUH//v05v7KyMixevBjNmjWDWCyGs7Mzr90BwM2bN9G9e3doa2vDxMQEn3/+OR4/flyrclfG2toaa9aswbBhw6Crq6tUOepK5e270dHREAgEOH36NNzd3aGpqQlPT0+kpqYCKK+DsLAwJCQkcG/qZW/z//nnH4wcORLGxsaQSCTo0qULEhISuLxk7WTbtm1o1qwZNDQ0AABRUVHo2LEj9PT0YGhoiJ49e3IPvmTcu3cPgwcPhoGBAbS0tODu7o7Lly/XKE/lfn/jxg106dIFYrEYhoaGGD16NPLz8zn/4cOHo2/fvli+fDmkUikMDQ3x5Zdf8tp6Te2lMk+ePMHgwYNhbm4OTU1NODo6Yvfu3Zz/o0ePYGpqikWLFnFuFy5cgEgkeu03gfK273777bdo0qQJdHR0MHLkSMyaNYv3hlmZ8ivbR48ePYrWrVtDXV0d2dnZNc6xtaXym3Fl5FaUv6K6AsrngQkTJmDKlCkwMjKCn59fFdmUWS8oQ3R0NNq1awctLS3o6enBy8sLWVlZnL+iOVNRXwRqnufrwpQpUzBr1ix06NCh2jAODg4wMzPD4cOHXysvxnsMvacUFBTQrVu3qKCggHMrffGCbtm1apRf6YsXdSpHSUkJ7d69m0QiESUlJSkdb/r06dSxY0ee27Rp0zi3o0ePkq6uLpWUlBARUd++fcnIyIiCg4OJiOjevXsEgG7fvk1ERCtXrqRWrVrVqQxxcXGkrq5O48aNo/j4eLp58yZ9//339OjRIyIi8vHxIW1tbZo8eTKlpKTQzz//TJqamrRlyxal0h85ciR5enrSuXPnKD09nZYtW0bq6uqUlpbG5S8SiejIkSNUUlJCHTp0oH79+nHxd+zYQUKhkNzd3enChQt09epVateuHXl6enJhQkJCyNnZmbteuXIlSSQS2r17N6WkpNDMmTNJKBRyeWZmZhIAsra2poMHD9KdO3fowYMH9PPPP5NUKuXcDh48SAYGBhQeHq5UWRcsWECxsbGUmZlJR48eJRMTE1q6dCnnv3fvXlJXV6dt27ZRSkoKzZ07l3R0dDjZnz9/Tjt27CAAlJOTQzk5OUrlWx3nzp0jiURC4eHhlJGRQSdOnCBra2sKDQ3lwgAgQ0ND2rp1K6WmptK8efNIVVWVbt26RUREy5YtIwsLCzp37hzdvXuXYmJiaNeuXbz4hw8f5t3XuLg4Iipvp5qamjR+/HhKTk6mw4cPk5GREYWEhHDxfXx8SCKRUGhoKKWlpdGPP/5IAoGATpw4UW25LCwsaNWqVTy3+fPnk5OTU7VxvL29afLkyTy37du3k0Qi4a5DQkJIU1OTpFIpNWvWjIYMGUJZWVnVplkbrKysSCKR0PLlyyk9PZ3S09OJSHGbCQkJIW1tbfrkk0/oxo0bdO7cOTI1NaU5c+ZwYcaNG0eWlpZ06tQpSkxMpJ49e5KOjg6vvL179yZ7e3s6d+4cxcfHk5+fH7Vo0YKKi4uJ6H/9rFu3bnT9+nU6e/YsGRoa0kcffUQDBw6kpKQk+vXXX0kkEtGePXsUlvfKlSukqqpKu3btort379L169dpzZo1nP+3335LrVq1oqioKMrIyKAdO3aQuro6RUdHExFRXl4eGRsb0+zZsyk5OZmuX79O3bp1o86dO9eq3DXh4+OjdNi6ULk/nDlzhgBQ+/btKTo6mpKSksjb25sby16+fEnTpk0jBwcHrv+/fPmSiIh8fX2pV69edOXKFUpLS6Np06aRoaEhPXnyhIjK24mWlhb5+/vT9evXKSEhgYiIDhw4QAcPHqTbt29TXFwc9erVixwdHam0tJSIysccGxsb8vb2ppiYGLp9+zbt3buXLly4UKM8Fft9fn4+SaVSro2ePn2amjVrRoGBgdy9CAwMJIlEQmPHjqXk5GT69ddfefOIovZSmXv37tGyZcsoLi6OMjIyaO3ataSqqkqXL1/mwhw7doyEQiFduXKFnj17RjY2NvTVV1+9Zq2W9xVdXV3u+ueffyYNDQ3avn07paamUlhYGEkkEt6cpKj8RMr3UU9PT4qNjaWUlBR68eKFwjm2NmWpPJcqI7ei/JWpK9k6Y8aMGZSSkkIpKSly5VW0XlDEq1evSFdXl6ZPn07p6el069YtCg8P58Z5ZeZMRX1R0TxPVN5mtLS0avydO3euivyyMSQvL09u+QICAnj9jsGQp29VB1NK31KlNDExkbS0tEhVVZV0dXXp2LFjtYofFxdHAoGAGwhLS0vJ3NycNm7cSETlCzIVFRW6cuUKlZWVkYGBAS1evJjat29PROUDmrm5OZfe5MmTqUuXLrWSQcbgwYPJy8urWn8fHx+yt7ensrIyzi04OJjs7e0Vpp2VlUWqqqp0//59nnvXrl1p9uzZ3PV3331HRkZGNGHCBJJKpfT48WPOT6akXbp0iXNLTk4mANykVnkiNTMzo4ULF/LybNu2LY0fP56I/rdYXL16NS9M8+bNeQoXUbnS4OHhobCs8li2bBm1adOGu/bw8OBkkNG+fXue7IcPH6b6el7VtWtXWrRoEc9t586dJJVKuWsANHbs2CoyjRs3joiIJk6cSF26dOHVf0VqUkrnzJlDdnZ2vLjr168nbW1tblHs4+NT5QFN27ZtuQcw8hAKhVXqaf369dSkSZNq47Rs2bLKvTh27BgB4Bbax48fp3379lFCQgJFRUWRh4cHWVpa0rNnz6pNV1msrKyob9++CsNVbjMyRbmiDDNmzODGgufPn5NIJKJ9+/Zx/k+ePCGxWMwpXGlpaQSAYmNjuTCPHz8msVjMxZP1M5myTEQ0ZswY0tTUpOfPn3Nufn5+NGbMGIXlOHjwIEkkErn3rrCwkDQ1NenChQs896CgIBo8eDARlfe7jz76iOf/119/EQBKTU1VqtyKaCyl9NSpU1wYWRuUzYWVxzIiopiYGJJIJFRYWMhzb968OW3evJmLJxQKKTc3t0aZHj16RADoxo0bRES0efNm0tHR4RbUlZEnDxG/32/ZsoX09fUpPz+fVy4VFRV6+PAhEZUrN1ZWVtyDViKiAQMGUEBAABHV3F6UpUePHjRt2jSe2/jx48nW1paGDBlCjo6OVe5hXaisyLVv356+/PJLXhgvL68qyl1N5a9NH42Pj+fCKDvHKlsWeUppTXLXNf/KdeXj40Ourq4K5SWqeb2giCdPnhAA7uFXZRTNmcr0RWXm+WfPntHt27dr/MnmpYooUkq/+uor6tSpU433gPF+URul9M0fNPkPIxCLYXf9Wp3j35vyFZquXqU4YDV51wY7OzvEx8fj33//xYEDBxAYGIizZ8+idevWSsV3cXGBvb09du3ahVmzZuHs2bPIzc3FgAEDAAB6enpwdnZGdHQ0RCIRRCIRRo8ejZCQEOTn5+Ps2bPw8fHh0isoKOC2a8no3r07YmJiAABWVlZISkqCg4MDt03F29sbkZGRiI+P5/Ktjg4dOvC2knp4eGDFihUoLS2FqqpqtfFu3LiB0tJS2Nra8tyLiop451amTZuGI0eOYN26dYiMjKxypkVNTQ1t27blrlu1agU9PT0kJyejXbt2vLDPnj3DgwcP4OXlxXP38vKqssXG3d2d+//FixfIyMhAUFAQRo0axbmXlJQovc1v7969WLt2LTIyMpCfn4+SkhJIJBLOPzk5GWPHjuXF8fDwwJkzZ5RKX4a8etTW1ub8P/vsM2zatAkJCQmIjY3FwoULOb/S0lIUFhbi5cuX0NTU5GSoLJNsy+Hw4cPRrVs32NnZwd/fHz179sRHH32klJzJycnw8PDgtR0vLy/k5+fj3r17sLS0BAA4OTnx4kmlUuTm5ip5N+qPioZbnJyc0L59e1hZWWHfvn1yz2vHxMTw4mzevBkAMGbMGM4tMjIS3t7eAPjtTYaiNgOUbznV0dHhriven4yMDBQXF6N9+/acv4GBAezs7Ljr5ORkqKmp8cIYGhrCzs4OycnJnJumpiaaN2/OXZuYmMDa2prXtkxMTJSqm27dusHKygo2Njbw9/eHv78/+vXrB01NTaSnp+Ply5fo1q0bL05xcTFcXV0BAAkJCThz5gwvbxkZGRkoKChQWO6GYtGiRbxtobdu3cKiRYvw888/c24Vt65WpmJ7l0qlAIDc3FyuP1QmISEB+fn5VcbFgoIC3lZcKysrGBsb88Lcvn0b8+fPx+XLl/H48WPuDGJ2djY++OADxMfHw9XVFQYGBoqKXS3JyclwdnaGlpYW5+bl5YWysjKkpqbCxMQEQPm4VXG+kEqluHHjBoCa24s8SktLsWjRIuzbtw/3799HcXExioqKqoRfvnw5PvjgA+zfvx/Xrl2r8RyssnNmZVJTUzF+/HieW7t27fDHH3/w3Goqv7J9VCQS8dqPsnPs61CT3Mrkr2xdtWnTRil5FK0XasLAwADDhw+Hn58funXrBl9fXwwcOJDrh4rmTGX6ojLzvI6ODm9Mry/EYjFevnxZ7+ky3g+YUloBgUAAQTUTkFLxVVWh8hrxa4NIJEKLFi0AlA+kV65cwZo1a7hFqTIMHTqUU0p37doFf39/3kDXqVMnREdHQ11dHT4+PjAwMIC9vT3Onz+Ps2fPYtq0aVxYIyMjbpKQsW3bNhQUFAAAhEIhAOD48ePcWRDx/yvi4loq5LUhPz8fqqqquHbtWhXlteJiMzc3F2lpaVBVVcXt27fh7+/fYDJVpOIiSraI3Lp1K29hAKBGxVvGxYsXMXToUISFhcHPzw+6urrYs2ePUufcaou8eqz42QmZUpOfn4+wsDB88sknVdKo/BCjOtzc3JCZmYnIyEicOnUKAwcOhK+vb5Xzf6+DrH3KEAgENRrwMDU1xd9//81z+/vvv2FqalrrOBKJpNo+oKenB1tbW6Snp8v1d3d359132eK7YvsxNzfn/q/Y3gDl20xt709dkZdPXfPW0dHB9evXER0djRMnTmD+/PkIDQ3FlStXuL527Ngx3v0BwCkN+fn56NWrF5YuXVolbalUWm2dvAnGjh2LgQMHctdmZmb45ptvMH36dKXiV7ynsgc2Nd3T/Px8SKVSuecEK55trNy+gHIbCFZWVti6dSvMzMxQVlaGDz74gDMk05Djf2Vqaks1tRd5n19ZtmwZ1qxZg9WrV8PR0RFaWlqYMmVKFQM5GRkZePDgAcrKynD37l04OjpWK5+yc2ZdqY9+LBaLeQ/5lJ1jX4ea5FYmf2XrSl77lcfrrhd27NiBSZMmISoqCnv37sW8efNw8uRJdOjQQeGcqWxfVERERATv4aU8Kj7QVJanT59WeTDFYCgLU0rfEcrKylBUVFSrOEOGDMG8efNw7do1HDhwAJs2beL5+/j4YPv27VBTU+MG3U6dOmH37t1IS0tDp06duLCurq7YuHEjiIibsCov9oDyp7+VcXJywunTpxEWFlatrJcvX+ZdX7p0CS1btlSorLm6uqK0tBS5ubk1Dq4jRoyAo6Mj95bS19cX9vb2nH9JSQmuXr3KvRVNTU3FP//8wwsjQyKRwMzMDLGxsby3ybGxsVXeqlbExMQEZmZmuHPnDoYOHVpjueRx4cIFWFlZYe7cuZxbReMJAGBvb4/Lly9j2LBhnJuyBrIqIq8eZQ9JKuLm5obU1FS5fhW5dOlSFZlkb6yA8nsaEBCAgIAA9O/fH/7+/nj69KnCtyv29vY4ePAgr13GxsZCR0cHTZs2rTFuTXh4eOD06dO8z3mcPHmyyhvfynEqfzZGUZz8/HxkZGTg888/l+svFovl3ltln4Ar02YU0bx5cwiFQly+fJl705aXl4e0tDSu/dvb26OkpASXL1/mPhn15MkTpKamKr27oy6oqanB19cXvr6+CAkJgZ6eHv744w9069aNM9JSsY9WxM3NDQcPHoS1tbVc67XKlLuhMDAwqNL2mzRpUi8WWUUiURVDUm5ubnj48CHU1NRgbW2tdFqyOt66dSs3/la2Ju3k5IRt27ZV25/lyVMZe3t7hIeH48WLF5xiERsbCxUVlVq9ua6uvchTEGJjY9GnTx989tlnAMrn4LS0NF57Li4uxmeffYaAgADY2dlh5MiRuHHjRrX1pOycWRk7OztcuXKFN4ZeuXJFYbyK1LWPKjvHNhTK5K9MXdUGResFZeV2dXXF7Nmz4eHhgV27dqFDhw4K50xl+qIy83zv3r2rPPyujLz2qIibN2/y1oYMRm1gSulbyOzZs9G9e3dYWlri+fPn2LVrF6Kjo3mflhg2bBjMzc15VkorY21tDU9PTwQFBaG0tBS9e/fm+X/44Yd4/vw5fvvtNyxZsgRAuVLav39/SKVS3naZzp07Iz8/H0lJSbX6Jp6sPI6Ojhg/fjzGjh0LkUiEM2fOYMCAAZzl0ezsbEydOhVjxozB9evX8f333yv1BtDW1hZDhw7FsGHDsGLFCri6uuLRo0c4ffo0nJyc0KNHD6xfvx4XL15EYmIiLCwscOzYMQwdOhSXLl2CSCQCUP6kduLEiVi7di3U1NQwYcIEdOjQoVolc8aMGQgJCUHz5s3h4uKCHTt2ID4+nrOwWx1hYWGYNGkSdHV14e/vj6KiIly9ehV5eXmYOnVqjXFbtmyJ7Oxs7NmzB23btsWxY8eqWMGbPHkyhg8fDnd3d3h5eSEiIgJJSUmwsbFReC/rwvz589GzZ09YWlqif//+UFFRQUJCAm7evIlvv/2WC7d//364u7ujY8eOiIiIwJ9//okffvgBALBy5UpIpVK4urpCRUUF+/fvh6mpqVJPhcePH4/Vq1dj4sSJmDBhAlJTUxESEoKpU6dCRaXuxscnT54MHx8frFixAj169MCePXtw9epVbNmyhQsze/Zs3L9/Hz/99BOA8rdb69atw8yZMzFixAj88ccf2LdvH44dO8bFmT59Ovdm6cGDBwgJCYGqqioGDx5cZ1lrQpk2owhtbW0EBQVhxowZMDQ0RJMmTTB37lze/W3ZsiX69OmDUaNGYfPmzdDR0cGsWbNgbm6OPn361HexAAC//fYb7ty5gw8//BD6+vo4fvw4ysrKYGdnBx0dHUyfPh1fffUVysrK0LFjR/z777+IjY2FRCJBYGAgvvzyS2zduhWDBw/mLDOnp6djz5492LZtm1Llrg7Z2+38/Hw8evQI8fHxEIlEDaqgK4u1tTUyMzMRHx+Ppk2bQkdHB76+vvDw8EDfvn3x3XffwdbWFg8ePMCxY8fQr18/udvCAUBfXx+GhobYsmULpFIpsrOzMWvWLF6YwYMHY9GiRejbty8WL14MqVSKuLg4mJmZwcPDQ648lbfADh06FCEhIQgMDERoaCgePXqEiRMn4vPPP+d2DyiipvYij5YtW+LAgQO4cOEC9PX1sXLlSvz999+8Opw7dy7+/fdfrF27Ftra2jh+/DhGjBiB3377TSmZlGXixIkYNWoU3N3d4enpib179yIxMbFW43pd+6gyc2xDokz+ytSVsiizXqiJzMxMbNmyBb1794aZmRlSU1Nx+/ZtToFUNGcq0xeVmedru3334cOHePjwIbdD5MaNG9DR0YGlpSX3MOnly5e4du0a72gBg1ErGvyE63+U2hy8VZbssePqLa2aGDFiBFlZWZFIJCJjY2Pq2rVrFUuhPj4+SllA27BhAwGgYcOGyfV3dnYmU1NT7vrJkyckEAho0KBBVcIOHDiQZs2aVbvC/D/R0dHk6elJ6urqpKenR35+ftxBeh8fHxo/fjyNHTuWJBIJ6evr05w5c6o1fFOZ4uJimj9/PllbW5NQKCSpVEr9+vWjxMRESk5OJrFYzDNak5eXRxYWFjRz5kwi+p8hhoMHD5KNjQ2pq6uTr68vzypqZeMMpaWlFBoaSubm5iQUCsnZ2ZkiIyM5/8oGSCoSERFBLi4uJBKJSF9fnz788EM6dOiQUmWdMWMGGRoakra2NgUEBNCqVat4RiSIiBYuXEhGRkakra1NgYGBNHPmzAYzdEREFBUVRZ6eniQWi0kikVC7du14lhMB0Pr166lbt26krq5O1tbWtHfvXs5/y5Yt5OLiQlpaWiSRSKhr1650/fp1XvzqDB0Rlbettm3bkkgkIlNTUwoODqZXr15x/vKMzfTp00dh/9m3bx/Z2tqSSCQiBweHKsbGAgMDycfHh+d25swZrm5tbGxox44dPP+AgACSSqUkEonI3NycAgICeIZ/XgcrK6sqFoOJFLcZeYZmVq1aRVZWVtz18+fP6bPPPiNNTU0yMTGh7777rsp9ffr0KX3++eekq6tLYrGY/Pz8eNY5Kxs8qS7vwMBA6tOnj8LyxsTEkI+PD+nr65NYLCYnJydeuyorK6PVq1eTnZ0dCYVCMjY2Jj8/Pzp79iwXJi0tjfr160d6enokFoupVatWNGXKFG7sUabc8gBQ5VfxftYX1Rk6qmikJC4ujgBQZmYmEZUbgfr0009JT0+PAHBt9NmzZzRx4kQyMzMjoVBIFhYWNHToUMrOziai6g0SnTx5kuzt7UldXZ2cnJwoOjqa12eJiO7evUuffvopSSQS0tTUJHd3d86IXHXyVE4jMTGROnfuTBoaGmRgYECjRo3iGciS124mT57M9VFF7aUyT548oT59+pC2tjY1adKE5s2bR8OGDePyOHPmDKmpqVFMTAyvPiQSCW3YsKHadJVBXl/55ptvuHF9xIgRNGnSJOrQoYPS5SeqWx8lqnmOrW1Z5Bk6UiS3ovwV1RWRckbHlFkvEBGvnVbm4cOH1LdvX26ct7Kyovnz53OG94gUz5mK+iKR4nm+toSEhMgdtyqWc9euXWRnZ1fnPBjvJrXRtwREtfhA5jtEYWEhMjMzed9Te13+GjceFhuV/6bku0ZiYiK6deuGjIyMejtL8l8gPDwcU6ZMwT///NPYoryTCAQCHD58GH379m1sURgMBuOdoFu3bjA1NcXOnTsbW5T3iszMTNja2uLWrVto2bJlY4vzRunQoQMmTZqEIUOGNLYojP8QtdG32PbdekTSwNtU/us4OTlh6dKlyMzMrNGYA4PBYDAYjPrh5cuX2LRpE/z8/KCqqordu3fj1KlTOHnyZGOL9t5x/PhxjB49+r1TSB8/foxPPvmkwY6aMN4P6n6oilEF3Z7vt1IKlH++400qpDExMdDW1q729y6xaNGiastZ8bMgDMb7wPvU9xmMmhAIBDh+/Dg+/PBDtGnTBr/++isOHjwIX1/fxhYN3bt3r7aPvotnD7/88kusX7++scV44xgZGWHmzJk8y8wMRm1h23frcfsu481TUFCA+/fvV+uvyOrr28TTp0/x9OlTuX5isbhOlvIYjLeV96nvMxhvK/fv3+c+c1MZeVakGQzGuwXbvst4b6jukxjvImwCZzD+x/vU9xmMtxX2sJTBYCgL277LYDAYDAaDwWAwGIxGgymlDAaDwWAwGAwGg8FoNJhSymAwGAwGg8FgMBiMRoMppQwGg8FgMBgMBoPBaDSYUlqPJMeebWwRGAwGg8FgMBgMBuOtgiml9UjKe66UFhcXo0WLFrhw4UK9ptupUydMmTKlXtOsb0JDQ+Hi4tLYYtQJebKHhobCxMQEAoEAR44caRS5lKWijHfv3oVAIEB8fHyjyvSuEx4eDj09vcYW443zXyv32zA21oXhw4ejb9++jS1Go/E2jLvKwsbnhudN3NdBgwZhxYoVDZY+gwEwpfStJDQ0FAKBgPdr1apVY4uFTZs2oVmzZvD09GxsURivQXJyMsLCwrB582bk5OSge/fujS1SjTSWjPv370erVq2goaEBR0dHHD9+vMbwOTk5GDJkCGxtbaGiovJOKhMMYOHChfD09ISmpmaDK7CHDh3CggULlA7/X1MKqpNnzZo1CA8PbxSZ/gu8DeNuXbCwsEBOTg4++OCDxhaFUYGkpCR8+umnsLa2hkAgwOrVq6uEmTdvHhYuXIh///33zQvIeG9gSulbioODA3Jycrjf+fPnG1UeIsK6desQFBTUqHK8zbx69aqxRQAAZGRkAAD69OkDU1NTqKurN7JENdMYMl64cAGDBw9GUFAQ4uLi0LdvX/Tt2xc3b96sNk5RURGMjY0xb948ODs7N6h8xcXFDZo+o3qKi4sxYMAAjBs3rsHzMjAwgI6OToPnI4+GHK90dXX/U2+k3zT/lXG3vutYVVUVpqamUFNTq9d0a0tpaSnKysoaVYb/Ei9fvoSNjQ2WLFkCU1NTuWE++OADNG/eHD///PMblo7xPsGU0goQEV4VFtb5V1ZaWue4RFQrWdXU1GBqasr9jIyMlI5bVlaGpk2bYuPGjTz3uLg4qKioICsrC9OnT0fPnj05v9WrV0MgECAqKopza9GiBbZt2wYAuHbtGjIyMtCjR49alUNGbGwsOnXqBE1NTejr68PPzw95eXmcf0lJCSZMmABdXV0YGRnh66+/VvqeFRUVYfr06TA3N4eWlhbat2+P6OhoAEBhYSEcHBwwevRoLnxGRgZ0dHSwfft2AP/bsnfkyBG0bNkSGhoa8PPzw19//VVtnmVlZfjmm2/QtGlTqKurw8XFhXfvZG8I9u7dCx8fH2hoaCAiIgIAsG3bNtjb20NDQwOtWrXChg0blL6PwcHBsLW1haamJmxsbPD1119XWVgsWbIEJiYm0NHRQVBQEAoLCzm/0NBQ9OrVCwCgoqICgUCgdN7V8csvv8DNzQ0aGhqwsbFBWFgYSkpKOH+BQICNGzeie/fuEIvFsLGxwYEDBzj/4uJiTJgwAVKpFBoaGrCyssLixYt58Wva6nb27Fm0a9cO6urqkEqlmDVrFi//Tp06YdKkSZg5cyYMDAxgamqK0NDQGsu0Zs0a+Pv7Y8aMGbC3t8eCBQvg5uaGdevWVRvH2toaa9aswbBhw6Crq1tj+rVFtgV727ZtaNasGTQ0NAAAUVFR6NixI/T09GBoaIiePXtyDx2A/7XDQ4cOoXPnztDU1ISzszMuXrzISz88PByWlpbQ1NREv3798OTJkyoybNy4Ec2bN4dIJIKdnR127tzJ8xcIBNi8eTN69uwJTU1N2Nvb4+LFi0hPT0enTp2gpaUFT09Pnnw1kZCQgM6dO0NHRwcSiQRt2rTB1atXOf/z58/D29sbYrEYFhYWmDRpEl68eMH51zQu1KbclQkLC8NXX30FR0dHpcrxOlTevmttbY1FixZhxIgR0NHRgaWlJbZs2cL5N2vWDADg6uoKgUCATp06cX41jTvVjVdPnjzB4MGDYW5uDk1NTTg6OmL37t08GcvKyvDdd9+hRYsWUFdXh6WlJRYuXFijPJW37xYVFWHSpElo0qQJNDQ00LFjR1y5coXzj46OhkAgwOnTp+Hu7g5NTU14enoiNTWVC6OovVRm5cqVcHR0hJaWFiwsLDB+/Hjk5+dz/iNGjICTkxOKiooAlI9Trq6uGDZsWLVpKkvlMe3ChQtwcXGBhoYG3N3dceTIEd4bZmXKDyjXRzdu3IjevXtDS0uLqydFY7iyVH4zrqzcivJXVFeyOfzo0aNo3bo11NXVkZ2dXUW+b775BmZmZrx+3qNHD3Tu3FlpJTYvLw9Dhw6FsbExxGIxWrZsiR07dnD+f/31FwYOHAg9PT0YGBigT58+uHv3Li8NRWuAP//8E66urlx7iIuLU0q26mjbti2WLVuGQYMG1fgwpFevXtizZ89r5cVg1Ai9pxQUFNCtW7eooKCAcysuKKDlA3s0yq+4ghyKCAkJIU1NTZJKpdSsWTMaMmQIZWVl1ar806dPp44dO/Lcpk2bxrkdPXqUdHV1qaSkhIiI+vbtS0ZGRhQcHExERPfu3SMAdPv2bSIiWrlyJbVq1apWMsiIi4sjdXV1GjduHMXHx9PNmzfp+++/p0ePHhERkY+PD2lra9PkyZMpJSWFfv75Z9LU1KQtW7Yolf7IkSPJ09OTzp07R+np6bRs2TJSV1entLQ0Ln+RSERHjhyhkpIS6tChA/Xr14+Lv2PHDhIKheTu7k4XLlygq1evUrt27cjT05MLExISQs7Oztz1ypUrSSKR0O7duyklJYVmzpxJQqGQyzMzM5MAkLW1NR08eJDu3LlDDx48oJ9//pmkUinndvDgQTIwMKDw8HClyrpgwQKKjY2lzMxMOnr0KJmYmNDSpUs5/71795K6ujpt27aNUlJSaO7cuaSjo8PJ/vz5c9qxYwcBoJycHMrJyVEq3+o4d+4cSSQSCg8Pp4yMDDpx4gRZW1tTaGgoFwYAGRoa0tatWyk1NZXmzZtHqqqqdOvWLSIiWrZsGVlYWNC5c+fo7t27FBMTQ7t27eLFP3z4MO++xsXFEVF5O9XU1KTx48dTcnIyHT58mIyMjCgkJISL7+PjQxKJhEJDQyktLY1+/PFHEggEdOLEiWrLZWFhQatWreK5zZ8/n5ycnJS6Lz4+PjR58mSlwipDSEgIaWlpkb+/P12/fp0SEhKIiOjAgQN08OBBun37NsXFxVGvXr3I0dGRSktLieh/96tVq1b022+/UWpqKvXv35+srKzo1atXRER06dIlUlFRoaVLl1JqaiqtWbOG9PT0SFdXl8v/0KFDJBQKaf369ZSamkorVqwgVVVV+uOPP7gwAMjc3Jz27t1Lqamp1LdvX7K2tqYuXbpQVFQU3bp1izp06ED+/v5KldnBwYE+++wzSk5OprS0NNq3bx/Fx8cTEVF6ejppaWnRqlWrKC0tjWJjY8nV1ZWGDx/OxVc0LihT7prYsWOH0mHrSuV2ZGVlRQYGBrR+/Xq6ffs2LV68mFRUVCglJYWIiP78808CQKdOnaKcnBx68uQJEZHCcae68erevXu0bNkyiouLo4yMDFq7di2pqqrS5cuXOZlmzpxJ+vr6FB4eTunp6RQTE0Nbt26tUZ7AwEDq06cPl8akSZPIzMyMjh8/TklJSRQYGEj6+vpc+DNnzhAAat++PUVHR1NSUhJ5e3vzxuia2os8Vq1aRX/88QdlZmbS6dOnyc7OjsaNG8f5P3/+nGxsbGjKlClEVD6nWltb07///lvreqxMxTHt33//JQMDA/rss88oKSmJjh8/Tra2trxxTpnyK9tHmzRpQtu3b6eMjAzKyspSagxXtiyVx2dl5FYmf0V1JZvDPT09KTY2llJSUujFixdVZC0pKSEPDw/q27cvERGtW7eO9PT0arW++vLLL8nFxYWuXLlCmZmZdPLkSTp69CgRERUXF5O9vT2NGDGCEhMT6datWzRkyBCys7OjoqIiIlLcF58/f07GxsY0ZMgQunnzJv36669kY2PDu69ERFpaWjX+xowZI1d+KyurKnObjMjISBKJRFRYWKj0/WAw5Olb1cGU0rdQKT1+/Djt27ePEhISKCoqijw8PMjS0pKePXumdBpxcXEkEAi4wba0tJTMzc1p48aNRESUl5dHKioqdOXKFSorKyMDAwNavHgxtW/fnojKB05zc3MuvcmTJ1OXLl2Uzr8igwcPJi8vr2r9fXx8yN7ensrKyji34OBgsre3V5h2VlYWqaqq0v3793nuXbt2pdmzZ3PX3333HRkZGdGECRNIKpXS48ePOT+Zknbp0iXOLTk5mQBwi6/KSqmZmRktXLiQl2fbtm1p/PjxRPS/yXn16tW8MM2bN+cpXETliqaHh4fCsspj2bJl1KZNG+7aw8ODk0FG+/btebIfPnyY6ut5VdeuXWnRokU8t507d5JUKuWuAdDYsWOryCRbVEycOJG6dOnCq/+K1LTomTNnDtnZ2fHirl+/nrS1tTnFzMfHp8oDmrZt23IPYOQhFAqr1NP69eupSZMm1capSEMopUKhkHJzc2sM9+jRIwJAN27cIKL/3a9t27ZxYZKSkggAJScnE1F5//z444956QQEBPAULk9PTxo1ahQvzIABA3jxANC8efO464sXLxIA+uGHHzi33bt3k4aGhlJl1tHRqfZhTVBQEI0ePZrnFhMTQyoqKlRQUKDUuKBMuWuisZTSzz77jLsuKyujJk2acON65f4hQ9G4U914JY8ePXrQtGnTiIjo2bNnpK6uzimhlalOnopKaX5+PgmFQoqIiOD8i4uLyczMjL777jsi+p9yc+rUKS7MsWPHCAA3x9fUXpRh//79ZGhoyHO7cOECCYVC+vrrr0lNTY1iYmLqnH5FKo5pGzduJENDQ95aZevWrXKVu5rKr2wflSnZMpQZw5UtS3VKaU1y1yX/ynUlm8NregghIyMjg3R0dCg4OJjEYjGv3SlDr1696IsvvpDrt3PnzirzUVFREYnFYvr999+JSHFf3Lx5c5X2sHHjxir96Pbt2zX+/v77b7ky1qSUJiQkEAC6e/euwvvAYMiojVLauBv7/2Ooqatj0o8HFAeshqOrFqP3V7PrnLeyVDSA4OTkhPbt28PKygr79u1T+kyni4sL7O3tsWvXLsyaNQtnz55Fbm4uBgwYAADQ09ODs7MzoqOjIRKJIBKJMHr0aISEhCA/Px9nz56Fj48Pl15BQQG3ZbCinDExMQAAKysrJCUlwcHBAVlZWQAAb29vREZGIj4+nsu3Ojp06MDbSurh4YEVK1agtLQUqqqq1ca7ceMGSktLYWtry3MvKiqCoaEhdz1t2jQcOXIE69atQ2RkJM8PKN8u3bZtW+66VatW0NPTQ3JyMtq1a8cL++zZMzx48ABeXl48dy8vLyQkJPDc3N3duf9fvHiBjIwMBAUFYdSoUZx7SUmJ0ts99+7di7Vr1yIjIwP5+fkoKSmBRCLh/JOTkzF27FheHA8PD5w5c0ap9GXIq0dtbW3O/7PPPsOmTZuQkJCA2NhYbhsYUH6ep7CwEC9fvoSmpiYnQ2WZZFu8hg8fjm7dusHOzg7+/v7o2bMnPvroI6XkTE5OhoeHB6/teHl5IT8/H/fu3YOlpSWA8n5UEalUitzcXCXvRsOh7H0GyvuYsbExL/7t27cxf/58XL58GY8fP+a2oGVnZ/OMjVQsv1QqBQDk5uaiVatWSE5ORr9+/Xjpenh48LajJycn87bAA+X3ec2aNTy3ivmYmJgAAG+bq4mJCQoLC/Hs2TNeu5XH1KlTMXLkSOzcuRO+vr4YMGAAmjdvDqB8q2ZiYiK3JR4oP55RVlaGzMxM3LlzR+G4oEy5G4Ls7Gy0bt2au54zZw68vb154/7mzZsxdOhQufEr3mOBQABTU9Ma23Jtxp2K4xVQ3pcXLVqEffv24f79+yguLkZRURHXr5OTk1FUVISuXbsqUXL5ZGRk4NWrV7zxVCgUol27dkhOTuaFra4dW1pa1the5HHq1CksXrwYKSkpePbsGUpKSuSOW9OnT8eCBQsQHByMjh07VpteREQExowZw11HRkYiJiYGixYt4txu3brFjUkyUlNT4eTkxJtfK885ypRf2T5auY6VHcNfh5rkViZ/ZepKJBJVGeflYWNjg+XLl2PMmDEICAjAkCFDalWWcePG4dNPP8X169fx0UcfoW/fvpzxx4SEBKSnp1c5B15YWIiMjAyl+mJycnKV9lB5/gTKj1fVN2KxGED5GVQGoyFgSmkFBAIBhJUUq9qgoqr6WvHrip6eHmxtbZGenl6reEOHDuWU0l27dsHf35+njHXq1AnR0dFQV1eHj48PDAwMYG9vj/Pnz+Ps2bOYNm0aF9bIyAg3btzgpb9t2zYUFBQAKF9EAMDx48e5M46yAU72tyHIz8+Hqqoqrl27VkV5rbi4z83NRVpaGlRVVXH79m34+/s3mEwV0dLS4skKAFu3bkX79u154WpSvGVcvHgRQ4cORVhYGPz8/KCrq4s9e/Y0iBl3efVY0YKmTKHIz89HWFgYPvnkkyppVH6IUR1ubm7IzMxEZGQkTp06hYEDB8LX15d37vR1kbVPGQKBoMYzRKampvj77795bn///Xe1RiLqirL3GeC3JRm9evWClZUVtm7dCjMzM5SVleGDDz6oYgipYvllCnxDGAKRl09d8w4NDcWQIUNw7NgxREZGIiQkBHv27EG/fv2Qn5+PMWPGYNKkSVXiWVpaIjExUalxoTEwMzPj1bGBgQHEYjHPTabQy6O2bbk2407lNrZs2TKsWbMGq1ev5s70TZkyhWtfDTm2y6OmtlRTe6nM3bt30bNnT4wbNw4LFy6EgYEBzp8/j6CgIBQXF3OKTllZGWJjY6Gqqqpw/u3duzfv/pqbm8PBwQEDBw7k3MzMzOpeeNRPP65cx/UxhiuiJrkV5a9sXYnFYqVtJJw7dw6qqqq4e/cuSkpKamWYqXv37sjKysLx48dx8uRJdO3aFV9++SWWL1+O/Px8tGnThvewTIaxsfFrrwEqomgcq/hAU1mePn0KAFUefjIY9QVTSt8B8vPzkZGRgc8//7xW8YYMGYJ58+bh2rVrOHDgQJUBysfHB9u3b4eamhqnpHXq1Am7d+9GWloaz0iGq6srNm7cCCLiBn5zc/MqeVpZWVVxc3JywunTpxEWFlatrJcvX+ZdX7p0CS1btlQ4ULu6uqK0tBS5ubnw9vauNtyIESPg6OjIPaH09fWFvb09519SUoKrV69yT6hTU1Pxzz//8MLIkEgkMDMzQ2xsLO9tcmxsbLVPuIHyhaaZmRnu3LlT7VuQmrhw4QKsrKwwd+5czk32lk2Gvb09Ll++zDPGcenSpVrnJa8e5T2ZdXNzQ2pqqsKntpcuXaoik6urK3ctkUgQEBCAgIAA9O/fH/7+/nj69CkMDAxqTNfe3h4HDx7ktcvY2Fjo6OigadOmNcatCQ8PD5w+fZpnZObkyZNyn1i/DsreZ3k8efIEqamp2Lp1K9f262KlW9ZmKlK5zdjb2yM2NhaBgYGcW2xsLO+NX0Nga2sLW1tbfPXVVxg8eDB27NiBfv36wc3NDbdu3ar2XikzLihT7oZATU1Nrtz18eZDJBIBKH/TJON1xp3Y2Fj06dMHn332GYByRSItLY2r95YtW0IsFuP06dMYOXKkUvJURmaYJzY2lusPr169wpUrV2r9WaXq2ktlrl27hrKyMqxYsQIqKuX2IPft21cl3LJly5CSkoKzZ8/Cz88PO3bswBdffCE3bx0dnSpvyMRiscIxzM7ODj///DOKioo4IzQVjTwpS137qLJjeEOhKH9l60pZ9u7di0OHDiE6OhoDBw7EggULalybyMPY2BiBgYEIDAyEt7c3ZsyYgeXLl8PNzQ179+5FkyZN5O4E0dXVVdgX7e3tsXPnThQWFnIPBeSNS4o++6RoJ4o8bt68iaZNm9bKsCaDURuYUvoWMn36dO4NyIMHDxASEgJVVVUMHjyYCzNs2DCYm5vzrJRWxtraGp6enggKCkJpaSl69+7N8//www/x/Plz/Pbbb1iyZAmAcqW0f//+kEqlvK1vnTt3Rn5+PpKSkmr9DbLZs2fD0dER48ePx9ixYyESiXDmzBkMGDCAG/yys7MxdepUjBkzBtevX8f333+v1BtAW1tbDB06FMOGDcOKFSvg6uqKR48e4fTp03ByckKPHj2wfv16XLx4EYmJibCwsMCxY8cwdOhQXLp0iVs0CYVCTJw4EWvXroWamhomTJiADh06VKtkzpgxAyEhIWjevDlcXFywY8cOxMfHy31CWpGwsDBMmjQJurq68Pf3R1FREa5evYq8vDxMnTq1xrgtW7ZEdnY29uzZg7Zt2+LYsWM4fPgwL8zkyZMxfPhwuLu7w8vLCxEREUhKSoKNjY3Ce1kX5s+fj549e8LS0hL9+/eHiooKEhIScPPmTXz77bdcuP3798Pd3R0dO3ZEREQE/vzzT/zwww8Ayi0rSqVSuLq6QkVFBfv374epqalSn4wYP348Vq9ejYkTJ2LChAlITU1FSEgIpk6dyi1g6sLkyZPh4+ODFStWoEePHtizZw+uXr3Ks3Q6e/Zs3L9/Hz/99BPnJlso5Ofn49GjR4iPj4dIJGoQ5U1fXx+GhobYsmULpFIpsrOzMWvWrFqnM2nSJHh5eWH58uXo06cPfv/99ypbWGfMmIGBAwfC1dUVvr6++PXXX3Ho0CGcOnWqvorDo6CgADNmzED//v3RrFkz3Lt3D1euXMGnn34KoNwKdYcOHTBhwgSMHDkSWlpauHXrFk6ePIl169YpNS4oU255ZGdn4+nTp8jOzkZpaSlX5y1atGj0t7BNmjSBWCxGVFQUmjZtCg0NDejq6tZ53GnZsiUOHDiACxcuQF9fHytXrsTff//NtWcNDQ0EBwdj5syZEIlE8PLywqNHj5CUlISgoKBq5amIlpYWxo0bhxkzZsDAwACWlpb47rvv8PLlS6WPqyhqL5Vp0aIFXr16he+//x69evVCbGxslYe2cXFxmD9/Pg4cOAAvLy+sXLmSGxfqczwdMmQI5s6di9GjR2PWrFnIzs7G8uXLAaBW1tHr2keVHcMbCkX5K1NXynLv3j2MGzcOS5cuRceOHbFjxw707NkT3bt3R4cOHZSWt02bNnBwcEBRURF+++037uH10KFDsWzZMvTp04ezzp+VlYVDhw5h5syZaNq0qcK+KGsPo0aNwuzZs3H37l2uPVSkNg8RiouLcevWLe7/+/fvIz4+Htra2rx0YmJilD46w2DUiYY+4PpfpTYHb5Xl0NKwekurJgICAkgqlZJIJCJzc3MKCAig9PR0XhgfHx8KDAxUmNaGDRsIAA0bNkyuv7OzM5mamnLXT548IYFAQIMGDaoSduDAgTRr1qzaFeb/iY6OJk9PT1JXVyc9PT3y8/OjvLw8rizjx4+nsWPHkkQiIX19fZozZ061hm8qU1xcTPPnzydra2sSCoUklUqpX79+lJiYSMnJySQWi3mGBfLy8sjCwoJmzpxJRP8zWHLw4EGysbEhdXV18vX15Vnkq2zoqLS0lEJDQ8nc3JyEQiE5OztTZGQk51+dgQ8iooiICHJxcSGRSET6+vr04Ycf0qFDh5Qq64wZM8jQ0JC0tbUpICCAVq1aVcXYysKFC8nIyIi0tbUpMDCQZs6c2WCGjoiIoqKiyNPTk8RiMUkkEmrXrh3PcjIAWr9+PXXr1o3U1dXJ2tqa9u7dy/lv2bKFXFxcSEtLiyQSCXXt2pWuX7/Oi1+dIQ2i8rbVtm1bEolEZGpqSsHBwZxlWSL5Rof69OmjsP/s27ePbG1tSSQSkYODAx07doznHxgYSD4+Pjw3AFV+VlZWNeajDJXbn4yTJ0+Svb09qaurk5OTE0VHRyu8X3l5eQSAzpw5w7n98MMP1LRpUxKLxdSrVy9avnx5lXa1YcMGsrGxIaFQSLa2tvTTTz9VKbss3+rylhk+kfX96igqKqJBgwaRhYUFiUQiMjMzowkTJvDG8z///JO6detG2trapKWlRU5OTjzjYzWNC7Upd2UCAwPl1nPF+1lfyDN0VNlIibOzM8/a9NatW8nCwoJUVFR47bOmcae68erJkyfUp08f0tbWpiZNmtC8efNo2LBhPMu5paWl9O2335KVlRUJhUKytLTkGa6RJ09l67sFBQU0ceJEMjIyInV1dfLy8qI///yT85fXbuLi4ggAZWZmKtVeKrNy5UqSSqUkFovJz8+PfvrpJy6PgoICat26dRVjWr179yZPT0/Oan1dqdxXYmNjycnJiUQiEbVp04Z27dpFADiryorKL6O2fVSGojFc2bJUZ+hIkdyK8q+proiUMzpWVlZGXbt2JT8/P97aYuLEidS8eXN6/vw5Eckf1yuyYMECsre3J7FYTAYGBtSnTx+6c+cO55+Tk0PDhg3j2rKNjQ2NGjWKZ7VZ0Rrg4sWL5OzsTCKRiFxcXOjgwYPVrieUQVYvlX8Vy1lQUEC6urp08eLFOuXBeH+pjb4lIKrlBzLfEQoLC5GZmcn7pt/rcvi7b9Bv5vx6SettJDExEd26dUNGRkajvxGoT8LDwzFlyhT8888/jS3KO4lAIMDhw4d53yVkMBgMhnwiIiLwxRdf4N9//33j53bfd3x8fNC5c2eF37J+19i4cSMOHz6MEydONLYojLeM2uhbbPtuPdLKy0dxoHcYJycnLF26FJmZmW/kw/EMBoPBYLzr/PTTT7CxsYG5uTkSEhIQHByMgQMHMoX0DfPvv/8iIyMDx44da2xR3jhCoRDff/99Y4vBeMep+6EqRhXs33OlFCj/fMebVEhjYmKgra1d7e9dYtGiRdWWs+LnIhiMdwEHB4dq27uis9kMxrvEw4cP8dlnn8He3h5fffUVBgwYwDu/3lhERERU20cdHBwaW7x6R1dXF/fu3Xvn1hbKMHLkSNjZ2TW2GIx3HLZ9tx637zLePAUFBbh//361/o1lMbAhePr0KWeSvTJisViutWMG420lKyuL+xxOZUxMTKpYMmUwGG+W58+fV/k0lgyhUCjXejiDwXi/YNt3Ge8NYrH4nVI8a8LAwEDh5wMYjHcFtqBlMP7byPvMDYPBYNQVtn2XwWAwGAwGg8FgMBiNBlNKGQwGg8FgMBgMBoPRaDCllMFgMBgMBoPBYDAYjQZTShkMBoPBYDAYDAaD0WgwpbQe+SW+eiuwDAaDwWAwGAwGg8GoClNK65FfEx40tghvDaGhoXBxcXkjeRUXF6NFixa4cOHCG8mvOgQCAY4cOdJg6c+aNQsTJ05ssPQZDAaDwWAwGIyGgCmlbynr16+HtbU1NDQ00L59e/z555+1in/37l0IBALuZ2BgAB8fH8TExDSQxI3Hpk2b0KxZM3h6eja2KHUmJycHQ4YMga2tLVRUVDBlypQqYaZPn44ff/wRd+7cefMCMhgMBoPBYDAYdYQppW8he/fuxdSpUxESEoLr16/D2dkZfn5+yM3NrXVap06dQk5ODs6dOwczMzP07Nmz2o9hv40QEdatW4egoKDGFuW1KCoqgrGxMebNmwdnZ2e5YYyMjODn54eNGze+YekYDAaDwWAwGIy6w5TSt5CVK1di1KhR+OKLL9C6dWts2rQJmpqa2L59e63TMjQ0hKmpKT744APMmTMHz549w+XLlzn/nTt3wt3dHTo6OjA1NcWQIUN4ym90dDQEAgFOnz4Nd3d3aGpqwtPTE6mpqbx8lixZAhMTE+jo6CAoKAiFhYU8/7KyMnzzzTdo2rQp1NXV4eLigqioKM5f9mZ337598Pb2hlgsRtu2bZGWloYrV67A3d0d2tra6N69Ox49esTFu3btGjIyMtCjRw/Orbi4GBMmTIBUKoWGhgasrKywePFizv+ff/7ByJEjYWxsDIlEgi5duiAhIYEn7y+//AI3NzdoaGjAxsYGYWFhKCkp4fxv376NDz/8EBoaGmjdujVOnjxZ26rhYW1tjTVr1mDYsGHQ1dWtNlyvXr2wZ8+e18qLwWAwGAwGg8F4kzCltAJEhJfFJXX+lZbVPT4RKSVjcXExrl27Bl9fX85NRUUFvr6+uHjxYp3LXlBQgJ9++gkAIBKJOPdXr15hwYIFSEhIwJEjR3D37l0MHz68Svy5c+dixYoVuHr1KtTU1DBixAjOb9++fQgNDcWiRYtw9epVSKVSbNiwgRd/zZo1WLFiBZYvX47ExET4+fmhd+/euH37Ni9cSEgI5s2bh+vXr0NNTQ1DhgzBzJkzsWbNGsTExCA9PR3z58/nwsfExMDW1hY6Ojqc29q1a3H06FHs27cPqampiIiIgLW1Nec/YMAA5ObmIjIyEteuXYObmxu6du2Kp0+fcmkOGzYMkydPxq1bt7B582aEh4dj4cKFAMoV7E8++QQikQiXL1/Gpk2bEBwcXOWeOTg4QFtbu9pf9+7dFVVbFdq1a4d79+7h7t27tY7LYDAYDAaDwWA0BmqNLcB/iYJXpWg9//fXSqOu8W994wdNkeLqePz4MUpLS2FiYsJzNzExQUpKSq3z9fT0hIqKCl6+fAkiQps2bdC1a1fOv6JyaWNjg7Vr16Jt27bIz8+HtrY257dw4UL4+PgAKDe406NHDxQWFkJDQwOrV69GUFAQt4X222+/xalTp3hvS5cvX47g4GAMGjQIALB06VKcOXMGq1evxvr167lw06dPh5+fHwBg8uTJGDx4ME6fPg0vLy8AQFBQEMLDw7nwWVlZMDMz45U5OzsbLVu2RMeOHSEQCGBlZcX5nT9/Hn/++Sdyc3Ohrq7OyXbkyBEcOHAAo0ePRlhYGGbNmoXAwEDuvixYsAAzZ85ESEgITp06hZSUFPz+++9c3osWLaqiZB4/fhyvXr2qtm7EYnG1ftUhyy8rK4unaDMYDAaDwWAwGP9VmFL6nrN37160atUKN2/exMyZMxEeHg6hUMj5X7t2DaGhoUhISEBeXh7KysoAlCt2rVu35sI5OTlx/0ulUgBAbm4uLC0tkZycjLFjx/Ly9fDwwJkzZwAAz549w4MHDzjFUoaXl1eVbbMV85Ep5o6Ojjy3ituLCwoKoKGhwUtj+PDh6NatG+zs7ODv74+ePXvio48+AgAkJCQgPz8fhoaGvDgFBQXIyMjgwsTGxnJvRgGgtLQUhYWFePnyJZKTk2FhYcFThj08PFCZispwfSFTZF++fFnvaTMYDAaDwWAwGA0BU0orIBaq4tY3fnWO/2XEdawf6lbnvJXByMgIqqqqVYwR/f333zA1Na11vhYWFmjZsiVatmyJkpIS9OvXDzdv3oS6ujpevHgBPz8/+Pn5ISIiAsbGxsjOzoafnx+Ki4t56VRUZAUCAQBwCmx9Ii+fym4V8zUyMsKNGzd4abi5uSEzMxORkZE4deoUBg4cCF9fXxw4cAD5+fmQSqWIjo6ukreenh4AID8/H2FhYfjkk0+qhKmsANeEg4MDsrKyqvX39vZGZGSk0ukB4LYYGxsb1yoeg8FgMBgMBoPRWDCltAICgUCpLbTVoaryevGVQSQSoU2bNjh9+jT69u0LoFz5O336NCZMmPBaaffv3x/z58/Hhg0b8NVXXyElJQVPnjzBkiVLYGFhAQC4evVqrdO1t7fH5cuXMWzYMM7t0qVL3P8SiQRmZmaIjY3ltgADQGxsLNq1a/caJQJcXV2xceNGEBGnxMryDAgIQEBAAPr37w9/f388ffoUbm5uePjwIdTU1Krd/urm5obU1FS0aNGi2vL+9ddfyMnJ4d4aVyyvjIbYvnvz5k0IhUI4ODjUOi6DwWAwGAwGg9EYMKX0LWTq1KkIDAyEu7s72rVrh9WrV+PFixf44osvuDDDhg2Dubk5z6qsIgQCASZNmoTQ0FCMGTMGlpaWEIlE+P777zF27FjcvHkTCxYsqLW8kydPxvDhw+Hu7g4vLy9EREQgKSkJNjY2XJgZM2YgJCQEzZs3h4uLC3bs2IH4+HhERETUOr+KdO7cGfn5+UhKSsIHH3wAoNx6sVQqhaurK1RUVLB//36YmppCT08Pvr6+8PDwQN++ffHdd9/B1tYWDx48wLFjx9CvXz+4u7tj/vz56NmzJywtLdG/f3+oqKggISEBN2/exLfffgtfX1/Y2toiMDAQy5Ytw7NnzzB37twqstV2+258fDyA8je1jx49Qnx8PEQiEW8bdUxMDGedmMFgMBgMBoPBeBtg1nffQgICArB8+XLMnz8fLi4uiI+PR1RUFM/4UXZ2NnJycmqddmBgIF69eoV169bB2NgY4eHh2L9/P1q3bo0lS5Zg+fLldZL366+/xsyZM9GmTRtkZWVh3LhxvDCTJk3C1KlTMW3aNDg6OiIqKgpHjx5Fy5Yta51fRQwNDdGvXz+ecqujo4PvvvsO7u7uaNu2Le7evYvjx49DRUUFAoEAx48fx4cffogvvvgCtra2GDRoELKysrj76+fnh99++w0nTpxA27Zt0aFDB6xatYpTMlVUVHD48GEUFBSgXbt2GDlyJO/8aV1xdXWFq6srrl27hl27dsHV1RUff/wxL8yePXswatSo186LwWAwGAwGg8F4UwhI2W+RvGMUFhYiMzMTzZo1q9U5wJoY+eMVbAtsWy9pMeqPxMREdOvWDRkZGTyLwe8akZGRmDZtGhITE6GmxjZBMBgMBoPBYDAaj9roW+xNKeOdx8nJCUuXLkVmZmZji9KgvHjxAjt27GAKKYPBYDAYDAbjrYKtXuuRXs5migMxGoXhw4c3tggNTv/+/RtbBAaDwWAwGAwGo9awN6X1SB8X88YWgcFgMBgMBoPBYDDeKphSymAwGAwGg8FgMBiMRuO9V0rfUztPDAaDwWAwGAwGg9Fg1EbPem+VUqFQCAB4+fJlI0vCYDAYDAaDwWAwGO8WxcXFAABVVVWFYd9bQ0eqqqrQ09NDbm4uAEBTUxMCgaCRpWIwGAwGg8FgMBiMt5uysjI8evQImpqaSn0Z4r1VSgHA1NQUADjFlMFgMBgMBoPBYDAYr4+KigosLS2VevEnIHaoEqWlpXj16lVji8FgMBgMBoPBYDAY7wQikQgqKsqdFmVKKYPBYDAYDAaDwWAwGo331tARg8FgMBgMBoPBYDAaH6aUMhgMBoPBYDAYDAaj0WBKKYPBYDAYDAaDwWAwGg2mlDIYDAaDwWAwGAwGo9FgSimDwWAwGAwGg8FgMBoNppQyGAwGg8FgMBgMBqPRYEopg8FgMBgMBoPBYDAajf8D3ciLn1ImdKwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#This demonstrates how to do a hyperparameter sweep across VowpalEpsilonLearner\n", "\n", "env = cb.Environments.from_openml(180, take=8000).scale('med','iqr').shuffle(n=10)\n", "\n", "lrn = [cb.RandomLearner()]\n", "for epsilon in [.01, .05, .1]:\n", " for feats in [(1,'a','ax'),(1,'a','ax','axx')]:\n", " lrn.append(cb.VowpalEpsilonLearner(epsilon=epsilon,features=feats))\n", "\n", "cb.Experiment(env,lrn).run(quiet=True,processes=10).plot_learners(xlim=(10,None),err='bs')" ] }, { "cell_type": "markdown", "id": "892f4939", "metadata": {}, "source": [ "### Robustness to Extreme Non-stationarity\n", "\n", "The cycle shock we show below is an absolute worst case. Even so we see that our learner can be paramaterized in ways to be more robust." ] }, { "cell_type": "code", "execution_count": 24, "id": "aebb92e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#This demonstrates how to do a hyperparameter sweep across VowpalEpsilonLearner\n", "\n", "env = cb.Environments.from_openml(180, take=8000).scale('med','iqr').shuffle(n=10).cycle(after=4000).riffle(6)\n", "\n", "lrn = [cb.RandomLearner()]\n", "for epsilon in [.01, .05]:\n", " for feats in [(1,'a','ax','axx')]:\n", " lrn.append(cb.VowpalEpsilonLearner(epsilon=epsilon,features=feats,l=.2))\n", " lrn.append(cb.VowpalEpsilonLearner(epsilon=epsilon,features=feats,l=.5))\n", " lrn.append(cb.VowpalEpsilonLearner(epsilon=epsilon,features=feats,l=.8))\n", "\n", "cb.Experiment(env,lrn).run(quiet=True,processes=10).plot_learners(xlim=(10,None),err='bs',span=2000)" ] }, { "cell_type": "markdown", "id": "826dc094", "metadata": {}, "source": [ "## Running Experiments on Logged Data\n", "\n", "Coba has considerable support for analysis using logged data. This is covered in detail in [Logged Bandit Data](Logged_Bandit_Data.ipynb)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }