{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## ❣️Author's Note\nIf you like this notebook, consider sharing it to others or give feedback. I would highly appreciate any comments, suggestions and recommendations to improve the notebook.","metadata":{}},{"cell_type":"markdown","source":"<div style=\"padding:20px;color:black;margin:0;font-size:200%;text-align:center;display:fill;border-radius:5px;background-color:#d9d9d9;overflow:hidden;font-weight:500\">LightGBM | Theory & Practice with dataset | Guide  </div>\n\n\n\n<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">Table of Contents\n    </h2>\n</div>\n<a id=\"toc\"></a>\n\n- [1. Introduction](#1)\n    - 1.1 What is LightGBM\n    - 1.2 Why LightGBM\n    - 1.3 Three Question to answer\n        \n        \n- [2. Difference between LightGBM and XGBoost](#2)\n    - 2.1 XGBoost profile\n    - 2.2 Difference between LightGBM and XGBoost\n    \n  \n- [3. Optimization strategies](#3)\n    - 3.1 Reduce splitting points: Histogram algorithm\n    - 3.2 Reduce samples: GOSS\n    - 3.3 Reduce features: EFB\n    - 3.4 Tree generating strategy: Leaf-wise\n\n\n- [4. Model practice](#4)\n    - 4.1 Mainly hyperparameter\n    - 4.2 Parameter adjustment in practice","metadata":{}},{"cell_type":"markdown","source":"<a id=\"1\"></a>\n\n<h1 style=\"padding:10px;background-color:orange;margin:0;color:black;font-family:newtimeroman;font-size:200%;text-align:center;border-radius: 15px 50px;overflow:hidden;font-weight:500\">Introduction to LightGBM</h1>\n<br>\n\n<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">1.1 What is LightGBM\n    </h2>\n</div>\n\n**LightGBM**, proposed by Microsoft in 2017, is another evolutionary version of the **GBDT** model. It is mainly used to solve the problems encountered by GBDT in massive data, so that it can **be better and faster used in industrial practice**. From the name of LightGBM, we can see that it is a lightweight gradient lifting machine (GBM). Therefore, in the face of large-scale data sets, LightGBM is still very calm and lighter.","metadata":{}},{"cell_type":"markdown","source":"<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">1.2 Why LightGBM\n    </h2>\n</div>\n\nWhen it comes to the well-performed ML model in the competition, we inevitably think of **XGBoost**. Now that we have an XGBoost, why do we need a Lightgbm? Does Lightgbm have any advantages over xgboost? \n\nOf course, LightGBM has **made many optimizations on the basis of XGBoost**, which can be seen as an upgraded and enhanced version of XGBoost. **It continues the Ensemble learning method of XGBoost**, but it **pays more attention to the training speed of the model**. \n\nCompared with xgboost, LightGBM has the characteristics of **1) fast training speed** and **2) low memory usage**. Based on these advantages, lightGBM is becoming more and more popular in both the industry and the competition. ","metadata":{}},{"cell_type":"markdown","source":"<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">1.3 Three Question to answer\n    </h2>\n</div>\n\n**This kernel will introduce LightGBM by solving three question below:**\n\n1. What's the **difference** between LightGBM and XGBoost?\n2. what **optimization strategies** have been made on XGBoost to make LightGBM **achieve faster training speed and lower memory usage**? \n3. How to use LightGBM in python?","metadata":{}},{"cell_type":"markdown","source":"<a id=\"2\"></a>\n\n<h1 style=\"padding:10px;background-color:orange;margin:0;color:black;font-family:newtimeroman;font-size:200%;text-align:center;border-radius: 15px 50px;overflow:hidden;font-weight:500\">Difference between LightGBM and XGBoost</h1>\n<br>\n\n<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">2.1 XGBoost profile\n    </h2>\n</div>\n\n\n\nXGBoost is a kind of **Ensemble learning** of **boosting** method. \n\nEnsemble learning refers to building multiple weak classifiers or regressor to predict the data set, and then ensemble the predicted results of multiple classifiers with **a certain strategy** as the final prediction result.\n\n*ps: two method of Ensemble learning:*\n\n*1. Boosting: each weak model has a dependency relationship and must be serial, such as Adaboost, GBDT, XGBoost*\n\n*2. Bagging: each weak model has no dependency relationship, but can be parallel, such as random forest*\n\n**According to the example in Chen Tianqi's XGBoost paper**\n\n\n\nSuppose we want to **predict the willingness of everyone in this family to play the game**. We used XGboost to solve this problem. First, we trained **the first decision tree**, predicted that the boy's willingness to play the game was 2, and then found that it was a **little less** than the standard answer. Then we trained **the second decision tree**, predicted that the boy's willingness to play the game was 0.9, and **the final answer** was 2.9. This is close to the standard answer. Therefore, XGBoost is the final conclusion that the weak classification results are accumulated after training.\n\nIn fact, if we do not consider some differences in engineering implementation and problem solving, the major difference between XGBoost and gbdt is the **definition of the loss function**, but they are **similar in strategy**, both of them are **focused residuals** (more accurately, xgboost is actually an engineering implementation of the GBDT algorithm)\n\n**In short**, XGBoost realizes the generation of weak classifications by optimizing the structured **loss function** (sometimes adding the **regularization** to reduce the risk of overfitting). XGBoost does not use the search method, but directly uses the **first and second derivatives of the loss function**, and greatly improves the performance of the algorithm through **pre ordering**, weighted quantile and other technologies.\n\n*(The detailed introduction to XGBoost will be expanded in the kernel in the future)*","metadata":{}},{"cell_type":"markdown","source":"<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">2.2 Difference between LightGBM and XGBoost\n    </h2>\n</div>\n\n\nAs mentioned in the previous paragraph, xgboost belongs to the boosting family and is an engineering implementation of the GBDT algorithm. It focuses on **residuals in the training process** of the model, **uses second-order Taylor expansion** and **adds regularization** to the objective function, uses the **precise greedy idea** in the **generation process** of the decision tree, and uses the **pre sorting algorithm** when looking for the **best split point**, Pre order all features according to the value of the feature, then traverse all split points on all features, calculate the **GAIN** function of all candidate split points as object function, find the best feature and candidate split points corresponding to the maximum gain, and split. The tree building process is completed **layer by layer**. When xgboost is trained, it is trained by adding, in other words, each time a tree is trained by focusing on the residual, and the final prediction result is the sum of all trees.\n\nWe found that xgboost performs pre sorting on the selection of optimal split points, and then **calculates the GAIN function of all samples split according to all split points of all features**. Is this seems to be too much time-consuming and space consuming?\n\nHowever, doesn't xgboost have an **approximate segmentation algorithm**? This means that the split points are divided into buckets, so that we can traverse fewer split points? Correct, the idea of histogram has been reflected in xgboost, but it has some effects in lightGBM, which can reduce point calculation. Lightgbm histogram algorithm has been better optimized (specifically described below), which is much faster than xgboost. And although XGBoost with buckets strategy only needs to traverse several possible split nodes each time, and then compare the GAIN function of each split node, finally select the largest one for segmentation, it is still difficult to consider the GAIN function brought by all samples when comparing. So based on the complexity of xgboost in finding the optimal split point, we summarized the following three points:\n\n**The complexity of xgboost to find the optimal splitting point = Number of features × Number of splitting points × Number of samples**\n\n**1. To reduce the number of features --> EFB(Exclusive Feature Bundling)**\n\n**2. To reduce the number of splitting points --> Histogram Algorithm of LightGBM**\n\n**3. To reduce the number of samples --> GOSS(Gradient-based One-Side Sampling)**","metadata":{}},{"cell_type":"markdown","source":"<a id=\"3\"></a>\n\n<h1 style=\"padding:10px;background-color:orange;margin:0;color:black;font-family:newtimeroman;font-size:200%;text-align:center;border-radius: 15px 50px;overflow:hidden;font-weight:500\">Optimization strategies</h1>\n<br>\n\n<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">3.1 Reduce splitting points: Histogram algorithm\n    </h2>\n</div>\n\nThe histogram algorithm **divide the floating features into k integers** (same as the idea of bucket bins), for example, set features between [0, 0.1) as 0, [0.1, 0.3) as 1... [0.9,1] as k.\n\nAnd the **gradient accumulation** and **cumulative statistics** are carried out according to the bin of the feature. When traversing the data, the discretized value is used as the index to cumulative statistics in the histogram. After traversing the data once, the histogram accumulates the required statistics, and then traverses to find the optimal segmentation point according to the discrete value of the histogram.\n\nwe can draw a graph again Let's take a continuous feature to see how to divide barrels:\n\n![image.png](attachment:a52c064e-4503-44b5-b11d-b903871da265.png)\n\n (i **is Sample Number**, x_i **is Sample characteristic value**, g_i **is First derivative of sample**, h_i **is Second derivative of sample**)\n \n**(Each different value is cut as a candidate segmentation point, so the number of possible candidate segmentation points is equal to the different value of the sample - 1)**\n\n\n![image.png](attachment:b228d0bb-05a7-4045-baf5-ce06b8365b0e.png)\n\n**(N is number of bins**, G_i **is sum of First derivative of sample in each bin**, H_i **is sum of Second derivative of sample in each bin)**\n\n**(The number of possible candidate splitting points is equal to the number of bins-1)**\n\nIn this way, when traversing the feature, we only need to search the optimal partition point according to the discrete value of the histogram. Since the number of bins is far less than the number of different values of the sample, the number of split points to be traversed after bucket splitting will be much less, which can reduce the computation. 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"},"b228d0bb-05a7-4045-baf5-ce06b8365b0e.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA9IAAAJPCAYAAACQHOz3AAAgAElEQVR4AezdB3wU953/f9/vd/nf/X65u+SfxM4l5zjudnKXS7sktomNAdN7N70ZDMa4YTBFdAMGY2MMGEwzAokmBJIQ6hJCNLVV77231RZpe339HrMSWDQb2YAE+ujxGJB2Z2fm+/zOzu57vjPf7wPIjwiIgAiIgAiIgAiIgAiIgAiIgAiIwC0LPHDLc8qMIiACIiACIiACIiACIiACIiACIiACSJCWnUAEREAEREAEREAEREAEREAEREAE2iEgQbodWDKrCIiACIiACIiACIiACIiACIiACEiQln1ABERABERABERABERABERABERABNohIEG6HVgyqwiIgAiIgAiIgAiIgAiIgAiIgAhIkJZ9QAREQAREQAREQAREQAREQAREQATaISBBuh1YMqsIiIAIiIAIiIAIiIAIiIAIiIAISJCWfUAEREAEREAEREAEREAEREAEREAE2iEgQbodWDKrCIiACIiACIiACIiACIiACIiACEiQln1ABERABERABERABERABERABERABNohIEG6HVgyqwiIgAiIgAiIgAiIgAiIgAiIgAhIkJZ9QAREQAREQAREQAREQAREQAREQATaISBBuh1YMqsIiIAIiIAIiIAIiIAIiIAIiIAISJCWfUAEREAEREAEREAEREAEREAEREAE2iEgQbodWDKrCIiACIiACIiACIiACIiACIiACEiQln1ABERABERABERABERABERABERABNohIEG6HVgyqwiIgAiIgAiIgAiIgAiIgAiIgAhIkJZ9QAREQAREQAREQAREQAREQAREQATaISBBuh1YMqsIiIAIiIAIiIAIiIAIiIAIiIAISJCWfUAEREAEREAEREAEREAEREAEREAE2iEgQbodWDKrCIiACIiACIiACIiACIiACIiACEiQln1ABERABERABERABERABERABERABNohIEG6HVgyqwiIgAiIgAiIgAiIgAiIgAiIgAhIkJZ9QAREQAREQAREQAREQAREQAREQATaISBBuh1YMqsIiIAIiIAIiIAIiIAIiIAIiIAISJCWfUAEREAEREAEREAEREAEREAEREAE2iEgQbodWDKrCIiACIiACIiACIiACIiACIiACEiQln1ABERABERABERABERABERABERABNohIEG6HVgyqwiIgAiIgAiIgAiIgAiIgAiIgAhIkJZ9QAREQAREQAREQAREQAREQAREQATaISBBuh1YMqsIiIAIiIAIiIAIiIAIiIAIiIAISJCWfUAEREAEREAEREAEREAEREAEREAE2iEgQbodWDKrCIiACIiACIiACIiACIiACIiACEiQln1ABERABERABERABERABERABERABNohIEG6HVgyqwiIgAiIgAiIgAiIgAiIgAiIgAhIkJZ9QAREQAREQAREQAREQAREQAREQATaISBBuh1YMqsIiIAIiIAIiIAIiIAIiIAIiIAISJB2A8okPyIgAiIgAiIgAiIgAiIgAiIgAiJwCwJdPki7TS4cdheOW8CSWURABERABERABERABERABERABESgcwdptxNnk5GSEhOF5TbUejcuN7hsTvQNFgqLjOQXm6mss2G0tjx3VZXaXVh1NqrLTBTmmygus6E1g5OWZWgrjFyKaCAwoIHTlwyU6l1Yr1qA/HFHBJQ6tDjR1ZgpKzaR1+jEKGcy7gi1LFQEREAEREAEREAEREAEROD2C3TqIG2obUYVXcaur6rwPd1EZqUbhxscjUZy4mrZtrOczburOB6po6jBiVVJyG1+XM026jK0BPlWsHVLBbt9G0mpdWMGbFozqUGVrJ6fxdhxGUx7t4QTmTZqXW0W0I5f3W43VqsLm8PtCerteGnXm9XtxqmzUnC+AX+fCj4L1pJQZhe3rrcnSIlFQAREQAREQAREQARE4J4U6LxBWq/n/NEiBo5MYcjkfDYd0ZLb2prsLm7kwp4cho5Koef4bN77rIa4YicG+9V1YG80kxNZxbK30xg0IIXxb5YSUO5GDxir9Zzeks+M0Sk890ICrwxPY1OkmWzD1cu4tb/cNButxMc3kVZupUFuu/4WNuVsiI2c2Bq2LM5k2IgU3tqt4XTtt7xMnhYBERABERABERABERABERCBTiDQCYO059ptSsMr+PjNNP7n5WQmra7BL8nK5YzrLGggblsGPfom8afBGcxaX0V0oZMm29WiNrWJjNAK3ntNxYvdkhg0rYhjZS4aldmMFkovNuCzuZgli4tYtLmWuAIH+nZeYmzVm1BF17J9Ywlvrajk6CVjy/Kv3hT56zoBF9oiLeF7C5gwLIk+s0vxOmGm4ZqTIde9TB4QAREQAREQAREQAREQAREQgQ4W6HxB2u3ArNbisy6XSQNS6D0mly2xZgqU67FbfxyFas7tyKL3wGSeG57JGxurOVPkpPmaEKa0SGeGVbDw9RR6vpzM8NeKOV7mosHTS7cbzDZKEjVER+gJVjkxtr1BWrn82ObCbHTS1OxomYxODGYXNieee7VtRjvlmbXsWJ5J/78m8sfB+Ww8oaPC6sZoduFwur/uENzlxm5zYjQ6aG5dXrPRicnq8lyufrls1/7vdrqwmZ2tr3F6luv0LKtl24wmJxarG0frZe0u5b5wsxPlcZPFhc3u9nSmZjE7MXv+bl2DUj6HG4vFicHwdRmbTS6sdjfuNj2Zu11uzzaYlO21uLA6wO1041Be21oWpbyKi+fH7cZudWJsfU4xUy67b7PIlvnsNmrT69nwbgZ9hmQy6oNKossc6C8vp3Vx8p8IiIAI3AkBt9GIW6PBrdOD/ZoPkDuxQlmmCIiACIiACIjAfSPQ6YK0s9lKRVwVq99Jo/+ILMYsauBClYO2jc3tCdJZ4dcHabVSfXYHDZVGUpJ0RJ/REnfJQJXJdWU9TpON6gIDCbEaToWoCQhVc+qMlshkI6U6F1qNjYrkRsJPlrJifgYDeyXTbWg2iz6v4vQlPReTDVTqnK2dl7kxay0U5eiIiW0gOLTBs7zgWC3nMkxU6J3c8Cucy4mx3kROsobQMDWB4RrOJjVT02iiJK+ZpDgtcRf0pOVZqde1xFRDhZH8JC2x53VcSjOSV2ymvNSIKkFLQpqJ/GoXSjB2Gx2oy02kJOsIj2wkMLiBU2FqQi81kVFqo6nNiQub0UFZqo74OC3nVQayqx3oa8yUp+qICm4gKFRNTLKBgloHNrcLs95CaaaOM6Fqgk6rCU9oJr3OgcF+bZR2Y2o0EvFJLjNGJtNzfA5LjxnIafiON6rfN29LKYgIiMCdFvCcIIw+g2X3PqyHj+EsLMJtbXs29U5vgSxfBERABERABETgXhboZEHajbHWwAWfYuZOTGbA9HzePWalrPlq4quC9MhM5m6qIqbYgb41bSs9eys/9kYTuREVLJ6TQq8eyQxrbZHWAM4mC5lnatj2SSHvvV+I17oaLjU4MAKmOhMXwmvYtbmI99/OYdzkDEZOTGfkrFymrazidK6Ngmw9Zz/L4r030xg0UkWPPsm81D+F4RMzmPVuAQtWK63kVjQ4qCrWEuJXwcZ1ecx9J5PxUzMYNTWTCfNyeXtNCRsPaQjLtF8J8S1b76ROpSFsXxmrl+Uy4/VMxs3IZtaCAj7dXcrGDYUsXpDP217FbPHTklTW0uRbd6GGo5vzmbewAK+NFWzfW8mePaUsWpjLB9saOJTgwG52UJ2qxn9PCfMX5DJhegYjx6czemomU94vZOkXtRw5a6C+tWnYUG8memc+qxfnM391GZu9a9i7vYR1i3KZNiWTSbOzeWN1GZ8eqidF1UDw0TI+XJLLa9MymTAzm9cWlbBydyOJ1XaPb0v5Wv51mW3UnC5h4awU/jIonWkf1hOTb8fSdib5XQREQARuo4CrvgHL3v00j5uC7oUe6PsMwvj+Yuxn4m7jWmRRIiACIiACIiAC97NAJwvSDuryNPhuzOXVgSpGzy9lRyFor2muvRyk+wxM5vkhaUz6oIjtJ9SEKC3L57WcOaflzAUdMaF1HNleyOwpKl5+WcXwmS2Xdms9IdtI/OFi3pmRwksvpzJoXCmhlXY0LjsV8fVsXpnD+NFp9BuczvjXc5jxVg7T381jxrJyTmZZyczWErUlgzdmpdFnqIqX+ybz0kAVA8elMWF2Lm8urSE820R+QxOnfItYMC+dAcNU/H1IGiOnZzJuWjojx6bQd0QqA2YUsHCHmlSNqzVAOjFrmgjZUcwHU5VtSObvA1MZNCGTaXOzmTErg1EjVfRS1jkig3mf1xOWpwRpN5UhJWx+W0W3vioGjM1k8qwsXpudzrARKkaurGZTrA2r3kZ6SCWfr8ph5rw8Zr6Zy+tvZTNjTibDRqbQf0IOszfUcLHY5gn3TVVGjnqpPPcyvzQ0nVfn5fK+Vz7vv5vFpDEpdO+ZRLch6Yyam8fG9XksWpnP1LdymDIpjb59k3mhZwoDphTy5QUThW0vLVDeWco16aW1bFmSSY9eKYx5q5SjiWbqr228vp/fhVI2ERCBuyrgzMikqe9gNL98nMZ/fYjGnz2M9qnfYdm89a5uh6xMBERABERABETg3hXoXEHabKXgQi0bFqTTp1cGM9fWcgE8w1W1JfYE6Z1Z9BmUzHO9k3llaAoDx6QzbFw6w9tOY9MYMjLFcy/18y+qGDmrTZBWG0k8VMI701N4sXsag14tJ6LaTrXeSMLREt6crOLFl9IYPaOc0DQrFY02KiuNJKbqyFLbKdVayM+q58TRMha+lUW/3sl0G5vNvM3lHIzWEHHeTE6+gTPhlSx6PYUBAxN5flg2QxfW4HdRz6VzdRzdnMf0sSq690hkwPRc1kVaKFGaxI1WiiLLWTI3nVd6J/Hy4DTGLqlk58lGzkbVsv7tbMYMUfF8n2ReHJHBm9vrCStoCdLVESVsma/i+VeSealvMv2HpzF+WjbvLyzgAx81+zJtWHRW0qPqOHmohuCzJgrLbGg0Fgqz1Hz2bhrDe6noP6mQvYkm6pTNqTHit1LFxOEJ/E/fFF6ZnstngWpi4xuJ8inh9bGp9OqZxEv9VbwyIJ3XNteyNa6ZmNNVrJmTyeC/J/DygBTmeuuJrGhbk8rvymXcBk5tymdW9ySGzcxjR5SRItO188nfIiACInB7BOwX49H86ilPgNY8/CTK1PgvD2JcsuL2rECWIgIiIAIiIAIicN8LdK4gbbSSF1fDh++m0nNEHu9sb6RcabS8phquCtKvJNG9fzIv32zql0z3fsn87cUURn1DkB74ahmRNVZK6vSE7yxgyrBknntOxYjpxQSqrKhNbnC7sFqdWJxubG43JpOVksx6dn2Yw/CeybwwpoCNJ7UUmZzojU5q8jWc/LKAyYOTeX5QNnM21XG+wk6j2YXdZqU6r5H9XtlMHJzEi4PSmbiolugSK7UaA5HbC5j5qopuSmv5pBJ8kkyUWlvuta4/V8WHCzL5a8+WID1329VB+rN3k3m+dzLdR2Xw1oYq/OKM5BeZKVPbqTW5PR2FmZrsaNQ2dHoXVpsbl8FOY7YO30+zmTgqmV6jclgf2kyxBUy1LUF63JB4XhydyczN9ZwvtGGyOKkraGL3sgwmDI6n26BUBi2s5PBFM3qrC0Otgcj9xcyfmsyL/ZIZvkHNkfQb9SRmJ2F/EStGJDJgSg4fnWgi3XMj+zUVL3+KgAiIwG0Q8ARpJTz/9GFPiPYE6R/+DOPi5bdh6bIIERABERCBbxZQOrVV+uxx4nK19N1zfY+037IEz+ulT51vVpJn77RApwrS7mYLWTHVrJyXQo9x+SzYq0XJU9de5XtVkO6XwtDJWcxdXIjXmmJWrS9m5bpiVq4vZsXyAt6bm8mI4cl0e0nFyLaXdl/XIl1GRLWNSp2Bi0dLeG96Kr17JtF3WCYfbKzkKz81sYkGCuocGK90muVGX9HI4U25jO6h4vnRRWyPMNDkqTUXNWl1eK/LZmjvZP40vpi1AVff7O20mDm/o5C3J6h4oXcKgycW45fYRFqxDu9VOYwfmuQJ4GOWq8lpunywcEOThoMf59GrR5Ln0u4bBekX+qroOy2fTf56Cq/pP8eNC7POSkVWExdCGggIquf48ToO761kjVcmo0cl0WtkJguO6MnSgbm+JUi/Oiie3lPyWH68mWJtS61Y9VbCtufwxth4/j4snck7dCRVtG6rzUZaSDlr3knlxX4q+q2qxzvpmuv0PVZO0o8Us2FCIv0mZbP6qA6VjCl9p9/7snwR6LICDqVF+pGnr26R/tcHMS6VFun7aqew27EbLJ7OPpXPPJvJ4Rmt4pbK6HbjttmxN1mx6G3YrFePZnFLy2jPTMr6lI5A2/MamVcE7kUBJQA3l6MvuED5hSBKzwVTmZWDVm2+asSYmxXN7TDhqElGrQqj/Fw0lVmFNGuNOC9/Tb7ZC2/pcRduhxmnRYO1uQqTupim6mL0VRU016kx65qxW+2eaylvaXEy030v0KmCtFNvIS2iimVzVLw8Oo/5uzQoeera98ble6SV4a+eH5rOrBVlHI9rJrvITGWlmbJyM+XVFopStcQcKOHtqSn06J589T3S1wXpcsIqHehwUJOu5qvP8nlzRhqDBiR77n/uMSSdCe8U87GfBlWFHc+Vxy4XjSVqDm7MYVQPFS+MLuTz0OaWcaQdDorPV7NjeQZ9+yXzh1mlrA++PBJ2y35lbTaTuL+I+VNT6NYnhSFTizgco+OiSsPWZVmMGpzEcxPzGLevmSp9q4LbBUYdfp/kM6o1SL9xTYv05neS6dY3heGzi/kytJlKJ1xpB3a7sDSbSAmv5kuvXGaNSGXYmDSGTs/i1Tk5jJ+YRr/+ifQalc6cvTpSG8DSGqTHDkyk37QC1p9SgnTL9li0FmL25jFvQiIvDU/nzf1NJFW2bqvRSlJgGSvmpXgu+x64pp6DyddeX6BYOEjxLWbtqy1B+sNjelKUa8rlRwREQATugIAE6TuA2tkW6XLhalCjVpWRH1ZEQUwF1bl6DE03Govx+o13W21YimuojSuhOKaKygIzZtO130auf90tP6K0wjmcOC127FoTxtpmmmqaadKYsZkduJThMyVV3zKnzHgPCbhsOMsjKD62hMglwwhZMJIze73Jz2jwnEz6tpK4TNU0Ra8idcNYwha+RvQOH0oyy7Fc2wfPty3oRs+7LDg0+egLz1CVeIyimL3kBu8lO/AQeWEhlF68QG1RKU0m520K7jfaCHnsXhLoVEEag5Wc2BpPC2bPIbm8vVVN8c0u7W47jvSGKqLzHGjNyuXXbhwOpc0VzHVG0k9XsGBW6zjS39giXU5ouR2lzdhlsVFZoOPMqVp2by1j+eo8Jk5Ope/gFAZNy+PjoCbSla6/3S40pWoObshhVE8VL4wpYmtYM0pnZsrwWoVnq9jmlc4rfZP5w6QSPjzRtkXajdVg4vyOAt6eqHQOlsrQqcUcj9ORmN7IZ0syGaEE6bF5vLpVT4mu9QNcCdI6radFus9NWqTbBumdIc1UtAnSyod2bWo1H3+Qycjh6YybV8z6PTUcjtRwMkLD7o9ymDE2iZeHpzNn3y0G6T1fB+m57Q7SyjcFGxf3FLF0cEuQXnNMj0qC9L10HJFtFYF7SkCC9D1VXd9tYx0O7ClppG04zZGx/hx7PYJzB4uoLLHdQkB1YatvoHRnNGdeP4H/9AhOby6ioth8W1qM3W4HtpJaGmILKTyWTdb+VFQ7k4jfkUjC/hTSD+dTcqEBrbHlu8x3A5BXiUAnFXDZcFVEUnzciyivkYQuGkPsvoO3HKQdTcVU+UzlgtcrBL03ntPrNpAXn47RdKXJ6DsX3O3QYEg7QO6B9zizagKRy8cR4TWeiGWTiFr9GjEfvcf5PdvIiImnUWO67tbT77xieeE9K9C5grTZRvHFOj5amM4r/TKZ9VEtSW6uGwqpbYv0c8MzeePjamJLXBiveQ85tWayIyr5YHZrkG4d/srTa/eNWqTLbSj52OF0g8uFpclBXbmZjFQN3p/nM2t8Ei/0TWHm9kbCipVg2yZId0/mhUEFfBZmaGmRxk19aj3e67MZ0j+JvwzK4t2dDeReaZB1YanVcXhtLlNGJNFtUBpD3q0mMtNASZGG3cuUDsWSeW5gBiMXV3GuytHyAe5yYFNVs3lxJt0u3yN9TWdjl4P0sNnF7AxposLxdYu0VWch80QBc8Yn8fchmcz6XE1cnhWDw0mDupkjm3OYNjKB7iPSeUMJ0urrW6TXBTVT1LZFum2Q/kpPYrtapJUgbSR0SwGzeyXRf0o2G07KPdL37BHlmzbc2USTIYPImrMcrYjlVG0qqQY92lu8HstlV9OoTyGm6jyRDSVkmewob9U79uMGh8NMk82E1gG2O7muO1YIWfCNBCRI30jl/nrMbXdguxhP/IKjfNltP3uGnCB8Wy6l+dZbCtLmihrSPziMf88d7HzxMHvfUFGQ3nLj1veScttxNtRT4nuJi0tCCZ0RwMkJ/viN8ePoq8c5Pj2AwJmhRK5OQBVeibrB8fUVZd9rxfJiEegkAi47roooSvyXE718DGFLXuXsfh8KMtW31CLtNDegObeTnIPLSNjzEckBJ6guLMNq+/5XjLjsDTSe302OzzLid60k1ecT0nw/JvnLxZxdPYnwRWMJXfoasZ9vpCCznCYZq7WT7FQdtxmdK0g77FSlNbBtRRaD+qYyfnEFfrVw5fbgVqeWIJ3p6Y37b0qQ3lhNTKGT5msu67A1msgMq2Dh6yn07P71ONJXBelpLb12K52NhVdaqXI6qCwxUVxkobbeTlOTnYZqI9FHSlgyW8WLfVRM+1xNcGFLkNaVqfHdlMuYl5Po1jObxV81cL7RTl2jnfpCHeE+Jcweo+LlnkmMXlDMF/EmCmpsaMqbPR+Si+em0693Ij1GZzN7n57MRjumOj2nP8tn2pgUXuiZzICJ2WwJ1aMqs1CdpeXMtjzenpLCX3vfoNfu8BKUIK0E/mGvXx+kzY1mkg7kMnNcEi+OymTu9gbO5dlobDKTl1XD2gVpDOkbT4+RNw7SfacVcG2Qjt6Tx5vjWy7tnnujIP1miuce6QE3urRbaWHXa/Fek8Pw7skMfS2fndJrd8cdEe7gmt2WYkoqtjM5bi5/ipjDwIufsKmykDzLje6bv35DtLoLRGQtZ2L0WwyP9+GjinIabzGEX7+0b3rEhdWup1yXx6Xqc5yuSiREZ6Huykmwb3qtPHcvCEiQvhdq6ftto9vhwBafRNJSf/a94sP+0YFE7cyjrPBWgjRYahrJ3RRM+LRDHJ4czPHVmVTkXX171nfaQpsBW1YOse8EcGTQIXwHH+PYWD/8xvtxbPQRDvU/iHePAxwY4seJhWfJvKhDfxtW+522VV4kAndC4GZBOkt9Cye5lDYsJ05DPU3FaTRkJ6Opr8VqubX39bcVx+XQoU2PpDo5gprCDIzqaszqSjSZseT7ruT82smEzR9C+OKJJIYnUlv//cP7t22TPN+5BTpXkMaFtlJP8OcFTB+WzICZhXwQ6aBWGRKqzY+jQE3cF5n06p/EX4dmMHvDNwfpBbNUvPxSEkNnFOFX5vJcem1XWqR9iz33T3d7MZUBY8uIqLFSVNdE+O4i3piYzmszsnh3UT7z5ucxelwqL/ZI5oVeWawJ0JGqbJPbjaFKx4ntBUwdkED3Psl0H6xi0PgsprxdRXhqM5l5arYtUi7TTqZbn2T6jExj8Ng0ho5JZdCIFHr2S+KPf01jxMxyovVOz6XlNFuoOlPB+3PTeKl3oqfH694jUhk0Jo0ho1Lp67lvO4lu/VQtw1+1vUc6vIRP31aGBVMxZFYRO05f3SLtMNooiytj6etpdP97Ij2GpjJwXi5D38hi4HAVPfol8UL3BHqObLlHOqX1HuljK1SM7p9InykFrA28ukU6encec8cl8PehyuXgV7dIJwaUsnxuCt2UobhW13Pg2nukrQ5MyZWseS+d519JZdy8Ck5lWtC3qW/59T4RMOdRULKWPuGj+UnACP4Q48XS0hwyzNecAbuuuEpTsJZLZbt4O6wv/xU4gAdPvU3/RH+Sbebrrli57uXtfMBtLSe93Js34qbxwumB/ClqPiPyCkgw3lrgb+fqZPYOEJAg3QHod3mVNw/Stlu6PFu5f9la20RdWjWVKTXoGy047LfhS7NFj02VTujUUxyZeo7oHWVUpdShKa2kPCKFS7P8OT7Qh6/6+uI7NojoL4soyzdf11fMXeaU1YnA7RO4YZD2pTBbuSa0o39cuOxWnMrksON2tbznnYY6mlQHSNs5h8hFgwhfOp64o2GUF8u31Y6usY5efycL0mDRmsgMLOODGSn0GpXF6I80pNVd/eHlKGnk0le5jByXRt/JOSzYWsu5EieGa77n2jVmcqKrWDk/g2FD0pj8ThlBFW50yuXbGhMp/mUsfSuDQUOyGDezkth6GyW1TYR9WciMUSkMGZLiGZt62Kvp9BmdztAZeSzcVMeZPKtnGUrluYwW0qJq+GxxFuNfTaV3/yR6DVKCcQVBGWYaHFbyz9Wwc10uMyaleMa+VobqUobkemVYKiNm5bLk0xqCLpg8Ad9z9ajLha3BSNSBUpbMy6D/iBReGZhM94Ep9J+YycLV+bz+WgYD+iR7eu2+Mo40UHemnJ1L0+g/OoNJ88vYH2mgus090sqXA0OFjuNfFPLmlFT6DVXRfUwq/WfkMvmdYhYuzGba1FSGTclmgW8TGY1gVZsI3JjOa+NSGTOvmM1hBkpb79m26CycO1joGSt78ORsFh5uIqW6tb5MVlJDK9iwKINBY9J59RM1x9KubtazN5lJ8ynkzYkqXhiWyZxtGpKqrp6no98ksv7bJGDOJb94NT1Ch/EvJwbzn9GLWVSSRbrpVoK0DVWlD4ujB/Cn4MH8InQhw1JPU2iz3IYvmFas9hrKtQkEFx9gY8pKpsTO4PdBffmF33M8fHoG3TOzOdcNoH8AACAASURBVG/4tu28TU6ymDsuIEH6jhN3+AquC9JjgojelU95ocXTwZfDZMPSZMXadOPevJWOvlxmB2aNGZPGjNPR5nuIy43L5sBhsmM32rGZleF7lCK7cJiUZVo8y7UaHbR9mQfFasRRVkHWiWKywhuoK7Hh8FyS6sTR2IDW/wLhM/zY0/0ABwf5E7IukzxVE9d8velwX9mAWxdw65twa7S49XrcFrkWmOuC9DjivtpHzvkUNBnhlMf4kBPwJTlBX5EbcpKylDR0OgPO1nu5XFYjhowQqs/5UXwujPKUDJoa9ModmZ4GLktZMvXxARTFnKTw/EXUBbmYK1KpiNlPftBOsgP3kxvuT0lGNppG4y2dWMOuw5DhS8auOUQuHEjYoolcPBVHVbXU562/E+7POTtdkHZb7Giy6/liRRZDh6bSY2oRR1QW2l494ao3UHi2ms+2lvPRjmoOhevIa3BhueYeaYfB5rkU2t+ngk8/KeeLA2pUjW5Pj9tOg43SRDVHvSv4eFMl23ZryNE7aNCbyYytY/+OMtZvKGbF+tYhtTaXs/24mrgCG3pz253BTVONkaSIWnZ9Vsq6tcWs2VTOZm8NSZWOlg8/p4WixHr8D5axYXMJazaUsOajEjZuKWfnMTVpNW3OkLe5D9NU1MSFwGo2flbG2o2lrPmskm0Ha0k6X8NnK3IY3CuZnqMyWbBXzZnylg/5phw1UcfK2bClnC981MRlWlBuZ27zFQC3zUlJipoA3zLWflzCig3FbDlYz8k4E/Fn6zjmU8amL6o4dMFMhQHszTZUpyrYta2MLfvrCU230KCMq630qWayk3deGTqrlI93VHnGkC5rHRoLq4OyNA2nDlfw8eflbD3dTHx520pyoC3Ssm+50kN5Cn1nFvLZeQuVhjYIbanl93tbwJxLQfEaeoWN5EcnhvK76KUsLskmw3xrXxFrdEkE5W1gQdJaZmUcZUtVHgbn7Tjp0kiN9gyHMlYxJqwvz5zszs9PDuTxwEE8erInT4fNoU92LhclSN/b+1+brZcg3QbjPv31uiA9OpDIrZnkn6+jPqGU0shC8oLyyQ8poii2qqVH72ZlTNsWEKfJhi6tgupzJZRdrKYyuxmzoeXzS+mQ1FBYR+2lUkpjyyhJUKMp1GEurafiTCGFp/PIDymkILqCyvxm9E0uXJc/1pRWLpMJo1kZr+KaH6cVCjOInX+S3d288Rl4nNOr0slN1KGMYnl5Ede8Sv7srAJOJ87SMqx+J7Ae8MV67Dj22Dhcms7Q8tqBaNcE6fCl4ziz/SOSjuwjx3sRFz6aSNiCgZx+dwDB708h9ost5MSnoNcYPO8B5bLu2iPzSFw3kvA18zi79yAV2eXYlben24X+wi6yvniNiBXTCd+wmrTDuyg9tZVLG8cRsag/we8N4dSiKUTv3EbWxTT0Rr5+f3pY3LgdVpzmZuwmZWrCWJ1BVdRmEre8RsSSCcSs8yI7OR+tZwifDrSUVXe4QKcL0spHhdto5tyBYt6fnMyLg1N4b5+OuLI2UVDpnNvV0ju33eH2nKW68iF1Dakyn9PRMq+nN+82n0SXn1OWcfk5z1lo5TVOB80GOw1qOw0aOxqzE6NyFrrNZlxelbJIl7IdTQ6aG+00aB00OtyeD74r83iW6cRqs9OoLE/rwGh0oqz7um1X1mFVTgy4sbb2Qq7VOWkyuTHpbTSeq2Td+xk8/0oy/SfksClAT4bSzK78uFs8rpTJdeMPX7fbhc3qQKfcA2520qRsvxK4W708r7/8WuXMvPNrQ2W+NoxXvcbzXJsnPcZOt6ecSidubcvqUhvJDinnzempvDA8m8lr68jUXu3WWir5734Q+J5B2u1yYLYZqDTUUGfVY3I7r9oPvxuRsnOXkVi+l+nhY/hN4EB+EzKeF6Nm8WLoUH4b0IOnQiVIfzfbzvsqCdKdt25u15ZdG6S9R53gtFccFz69ROy7Jzkx5jAH+/viO/gIRyYFE74plewELabWsGyt1pK78TQRM45wfHY4odtLqCtX4iw4GvWU+Vwg7r2THJ8aiN/CS1zakkTetjMETz7C4cEHOTj4CL7jgzi1Lo3UsxqarVef0L7hwctkwHI+nqi5fux56QA+Q04Q+lEW+SnSIn279ou7uRxXaTmWrTvQ/v6vaH71FNrf/JGmUeOwRUbjbmo7isvd3KpOsK4rQXqFp7Ox8KVjCV81neiN73Lucy8S960iced7xK0eQ8SSkYR5zST2880UphVgtIHLVE+d/0wSPhxAyLJZxOz9irKcMjx3Xrid6C9tJXP7REIXjyVs5VSi1szh7IYFXNr3IfE73iZu/XjCl4wl9P1Xid2xjSxlaLuWt3YrjhObuhBdegQV8eGUnT9JQfA2ErbOIXL1NKI3riHF/xxqjeH6k2GdgFc24e4KdMIg3XJGSVOg4cSWXKYOiGfQ64V85K+nUO++/jKpu+t1d9ZmdWAuayb6jJrAsxri8wykZjWTnqrjfEQdB9blMnV0Ms/1S2HQ/AqOJ1poahNe785Gfo+1KGcrrHYK4mrYsSKLXkMzmLCmGp8ky3U9r3+PtchLO5vAlSA9gh+dHMZ/x3ixqjSLC4255DbEcqj0FPuKAjhQGk1AbT6lVvNVH1JaYxUZNXGEVJ4htDaL9CYtNs+ZGTcmq5oCdRIx1Wc5WZ1KZEMdOPQ0NqcTUnaCA8UB7C6JxK8ul2ylB+62No5asqojWJu0mXfSd7Im9yCbs7Yx48xI/ifoJR6XIN1W6774XYL0fVGN31iIK0Hay599vQ5yYMhhjow/yck5IYQsDCdiSQjBs49zuN9XHOh3EN/xoYSsy6KivGVIG2tVI5mr/AgctgfvkQH4f1xIdUnLZZwOtZai3dFETPPFu78v3qP98ZsWTMjcUMIWniJg2hF8B3l77nM+MPQEoetTyS928s39KrpwVNSQ/0UYgRMOs6/nQXxGBxC9u7ilg7RvLK082RkFbMGhNI+fhuYXj9H4k1/S+NOH0f72T5g3f46zsKgzbvLd2aZrg/TiMUSsnMf53dvIuxRLTZ6K+rQgyoKWcOHDCYS+N4qIVe+gCj9LQ6MDh7GBOv/XSFjTjxCv14jes++aIP05GdvGEfLBGEK9ZhO381MyI0OoykmmJukEBX4rOLdmDOHzBxC2YQXno0tpbr58fYjyZdqGISeY4q/e4dzHc4n96A1i171G1PLxhK98k3gfP6orXNjvpe/dd6dmu+RaOmeQVqrCaac0qR7f9fksXVfGl8F6chvdLWec7veqMtrQJNXy0eo8ZszP5f2PS1j7aTFr1+az4J1MxgxNppcSomcVsvxYE5l1bS+XvgdwlCBttpF7sZ7924p5/8NKDsYZKbsq3dwD5ZBNbJ/AlSA9kh+fHMp/Rr7D3MzjfJr1JR8mLmRAzBx6Rs2mf+wHTEjcybaKVNJMhitDXBU3nMVbtYg5l7x4LeUw28vzaXYo+76LBn0mQTmbeT9hGWPjtzAnI4hz5UH4Zn3MpNjX6Kcs+8xCRiXu5MOyDJJNpq+vGHEaqG8q41xNBuf1pWQ1F5JUHcTSc2N4IejvPCZBun31fA/MLUH6Hqik77mJXwfpE+zreYADns67Aglaco5E/zwK4wrJP57I+YXH8Rt6gH3dD3FofBTJF7TobGCvaSRrzTECh+5m//CT+H9SSHXp5RZpLUV7ooiYdpD9fXzYP+Q4x+fFcOaLNHLCckjfG0fMu/6elumvuu3l6KwoLsQaab7pbUtuHPUNVJ1OJvINPw4P9GZ//yMcef0MqqgGNDr5xv49d4cOebll3wH0Pfuj+Y8n0PzycRof/BWaXz+DcekKHGnpHbJNnWKl1wXpsURvWk9q6Hl0zc043G7cliospf5kbJ9D1HuDCV82jbjD/lSU6rE1K0FaaZHuT8iymTdokf6czG3jCF00jpBVXqiCI1A3aLE57Dj0RTQmHEC1eRLRiwdy+sPFRPmnode0vdfZgSE7hOJ973F+05tEr5lM1LJRhC8aQfiy2Vzat4vSrEJP+L6jQ3B2isqSjfg2gc4bpD2XSytjOdvR6R00mVzKLbc3vBrq2wp5zz1vtNIQX43Xuxn0HpRMr6Ep9B6qovdgFb1ae+weOKMYr6+ayDXco5dCu9zYLE6am+xo9E7McmrvnttN273BV4L0KH52chBPhYynW+RsuodN5K+nhvBU4GAeDxzIYwEDePLUSP4nbjOrS1Kpa+2tJ7vqKKvO9OJ3gX15Mnotc/JVaBzKWWQnlY1x7EicwUshg/nl6fE8G/MWo8Mm0jd4OE8FDWpZbuBAHg0czbPB81lRmkXGlfNPyi0Hytlll+f4ogx/UVQfzrJzY3k+sJsE6XZXdOd/gQTpzl9H33cLvw7S/uzrcRDvV44S+MElVBF1NJkdnn5DHI0a1JEXiJh+jAPd9uEz3I9Qn1oqqsFRpyHrwzYt0jcJ0t79DrFv7FkuHq+i2XNrlQtLQTnFX8UQNN6Xg732cmhaOBFH1ei1Vw46XxfP5cLVrKcsOImY90/gO9gX7177OTQumJBPi6iutF7Vx8nXL5TfOruA9cAh9H2HoHn4SU+Q1jz0CJrHf4tpxRocGZmdffPv3PZdCdKXx5Eex9l9B8hPr8OlNLR4fpRecssoO7yQi0v6EeY1iajd+ynOqcWqv3xp9zcF6VcJXTyB0x9/Ru7FdDxfFZTl2jQ054aStWsWscuGELx6EZHHktFprur8CHtDJbqMc1SpYiiK3En6/nc4t3YcUV6vEr5kHDHr3iArqQTNNaMKtW68/NeFBDp1kL62Hi6/va59/L772+XG3mQl85yG4APl7N2cz9LlhSxbU8r23dUEnNOSkG+mQu26+hLV+w5CCnRfCVwO0uGjePBEXx4PGs6TITPod/EjFmYf4IuCXSy4NJPep1/h0YCB/DJgNmNUxwgzGTz7eV7VEVbEdOc3Ab34ddQaZuYlo7ErQdpFReNZtidM8QxX9fOTA3gseCz/FbWEKaptrM/ZyqxzU3leCdkn+vHIyaEMTw/nkP4GHR4o4A4dxRKk76td79rCSJC+VuT++/tKkFbGke7lg/fwACK2ZFOUbbpylQsOC6aCQhIXBXC89x4ODjnK8U+LKcqz4Wy4hSA99QDe/Q+zd24yqbHaK4ju+npqAy8RMvUIPq/sw3dqGOGH69FpLl8+enlWG+bKagp2nSVy9nF8Bx3kQD9lzOtIIrYUUFtrxdOh9+XZ5f97SkCC9E2q65ogrXQ2dvFYAGWltmvGkbZSd3oZyR/2JWzpJCK/3EdxVjVWfd0ttEi3BOngTz4nNz4D5+VzWDYthrwwsve8TuyyoQSv/uCGQdrtsOM0GzydjVmbGz2djWkSvEnb9TZRS4d7hr865xNEaV6jnOi6STV3lYfvqSDdVSrlSjlNTkzVJiqztVy6pCMhyUBRqRXDlRnkFxG4hwTaBOmf+vfjqVMT6Ra3iVUl57loqKHGXEJixR7Wxk/nz4ED+aXfYF6I+5SP6mvRu6Go5hgrz7zMbwN781j0h8zKu9wi/XWQ/vvpATx4chTPhC9iTm4EgZpi8psyCSn8lNlxU/hN4Cs8FtCbv8YfYUNt0w3x3A4thfVh0iJ9Q53740EJ0vdHPX5TKS4H6cSlx9n3ig8Hx5/m7IFiqqqcX1/a5nZgra0lY+0pggbv4YDS8djaPPIzLDgbtN/eIj3lAN4DDrNnfhrpF9qMJ9vYQH1IIqEzjuLb+6uWIH2kbZB2g60ZbVYhWbvPEDbpEIf6HeTACH9Ovh/Hub2llGVe3UL2TWWV5zqngATpm9TLDYL0Jb8gyssdV1916tZTHbCExFX9CFs6meg93pTktq9FOviTLeReSsdzF5iyOTYNhtzQbw3S12+5G3TJFPuv5uzK0YQteZXoT3aSF58nPepfj9WlHpEg3aWqWworAh0ocCVIj+TH/oP4z7B3mZt7gQuGNqeGbLmcL9nCiOCBPO3/Er+N9mJ6QRH1DiipOcaqMz2+IUhP5e+n+/DjoNn8/mIAqZbWL6JuGwZtFNtT3uel4N48EdCf35z3Zlll7Q0xXA4tRRKkb2hzvzwoQfp+qcmbl+NKkF5ynH29ffGdGMI531Kqa91ft3o5HViq6khff4qgIUqQPsqxjQUUZlvbFaT3vptK+vnLQ2cA6gbqghMIna4E6dYW6SP16DUtzWJuuwVDXg6pnwTjN0jp7OwQh8cHErI6geRoDUbDTa6WuXlx5ZlOKCBB+iaVcoMgff6AL0VZjTiUoV88PwZczUkU7HuHswsHEb5sBnE+flQUa27xHunLLdLtDNLKLV5OB26n6+vjhLI9LhPoUig9sY7zq1ov7964ldwLWZ4hdbvMFbOttSP/fS0gQfprC/lNBETgTgpcDtJhI/j/TwzjzzFerC7LJ7vtAPAuHZk1x3k/eiB/CHiJxyMWMSonnRo7lNb6fXuQDu7Dj4Ln8fvECAosrQM8uq1Y9XHsTltKj9P9PUH6txe8WV5Zd8PSSpC+Ict99aAE6fuqOm9YmCtBWrm0W2mRHnOKM3sKqShr0+plt2DOz+fSgpMc67kPn6H+nNpTTlm5A0f9LVza3doifctB2tNpmA1LSRnpG0I59aovB/sf5tj4SM7tyKc0y4C5bZ9HNyyZPHivCEiQvklNXQnSrcNfLVE6G1tDSnAMmvpmHC4ndl026gufkvjxVMLmjyFi9fzWXrttrb12f1tnY+0L0nqN0pGgDYeuHG1uMo0lpTTpbTjsDtwuKw5dMU0pPmTseo/opSMJX/oqMdu9KVSVXjW6yE1KLA/fxwISpO/jypWiiUCnEmgN0j3DRvDTgBE8f3Y1n1VXUXxVb+1GsuuC8IoZyJ8DX+KR8AUMzkym2u6+9SB9+i3+kBxFkbm1FxCXBZv+HLvTltEjZIAE6U61U3TMxkiQ7hj3u7nWy0E66fLwV4P9CPJKJC2iHmNzS8uwpa6OkkMxhE05woGXffAZG8qFsHrUTWCv1ZC15ls6G2tnkG5qcoFBS0NYIpGey769OTDkGCfePEu8TwFlqQ2oC9So89XU5zbQkNdIY5kRo87BlYa6u4ko6/peAhKkb8J3XZAe42lxPvvZajJOHaf4fDDF4TtI2zmLmGUjCVk0iehP11OQko/BBk7PONKvfd1r9w2Gv8rcditBWulsrOUeab3WDjRjrbhIyantZPrvITv8FCXnTlN+IZCS8L1k7/+A8+smETp/KKELJnMpMJaqqtYT9jcpqjx8/wtIkL7/61hKKAKdQ6BtkD45nOdjV/JJVRkFbYO0q5aUKh/eiBjI70724MnIJYzPzaS2PS3Sp+fxh6RICtsE6ZYWaS8J0p1jT+jwrZAg3eFVcMc3wG13YItPIlEJ0j0OcKDPQU9P2GFrVBTEVFGXW01xiIqYNw5zdKA3X/X359i8BAqymj33PNqqW4e/Grab/SNuMvzVlAPs73+YPe+mknbuBpd2Tzv6dWdjR+ppNjpwVFRStDWck2MO4f2KNz7DjuI3L5yodee4tDWeC1sueqbzmy9y4fNEVMfKKM8ydJ1RS+74nnH3ViBB+ibWLhvOikiKjy8jetlowhaPJtxrMlGrZnHmw9eJXT+LmDWTiVg8krAPRhP10UIS/E9SV6X3tP66jLXUHZ9B/Jq+nPaacYNxpLeQsXUMIYvGEbzpM3KuuUda6bU7e/cszngN5tSqhUQcTcYTpN06zEVhZO19h7MfTiZq9SzOrFO2ZyZn1kwhymsMEV7jiFj2OrGbNlCQXUGzkr/lp0sLSJDu0tUvhReBuyhw5dJu5R7pwfwu4n3eyU8iwdjmjK4liaiCD+kRNIhH/AbRTelsrLYOpYNtpbOxb71HWrm0W4L0XazUe3NVEqTvzXprz1a3BOlEEpf6s/dlb7x7K2NJ++Az8DCHRxzl6OijHBlxGN8BB/HusQ/fKaGE7ylDrZy1A6xVjWSuPkbgkF18NfwkxzcVUl3SOo60WkvR7ijCJ3nzVb9D7H475fogfSq+pdfuXnvxmRxK2OE6mk1mLHnFZCwLxn+oMszVAQ70O8jBAb74DD6E75CvJ5+Bhzg01I/ApUmkn1Fj7CrDf7ankjv5vBKkb1JBniAdQfGxpUQuGU7IotFEf76JeO+vUH3yGmeWjSFkwTBCPxhBmNd8Eo6GUlXjxN4aWp2GWur8pnJpVS+Cl0wjetceyrJLsSu3V7ud6C9uJmPLSIIXjiFo4yfkXEhtM/xVI825p8n8cgbRS/oTtGI+YUeS0GmVM/pGzFXnyD+4gHOrxhK6UAnyowhbNIrQhSMIXTicyI8WkRQQQlWFCWvL4eAmhZSHu4qABOmuUtNSThHoaIHLQTp8FD/x78tTwRPpeX4LnxSdR6WvoLA5j5CiLbwXN5bfBPTn5wEzGJ58mNPNLcNf5Vcr40h/S2djEqQ7upbvifVLkL4nqun7baTDgV2VRur60xwadZxjU4M5/W4UEfMjCJhwlCPDDuE7+DBHRvtzfFYkZ3bmUZRjvvLl2FqrIe/TIMKm+nB0eijBO0qoLW/55uzU6CnzjSP2rWMcHX8S3+WZZCe06bVb00hDZArR7wRyfPRh/N86w5kANUaLGXNBKVnrIwmecoJjY/zwG3ecY2P9ODr6GEdHXZ6UkH+Uo2NOELwymcyzakxtOhv/fjDy6rslIEH6JtJKh16GKppKkqhKjKAiMYqa3FzUxSVoMiOpuHCCwugTFMVEUJ6QhLqiAUubkePcdhPmkljqVacpT4ylOjcPg64Zl6fHLze2ukw0WZGUJ0RRlp6Brq6x9Tml0zArdl0F2tyzVCeGUpYcT2VRAzarksIdnsvGmwoTqVOFUH7xOEUxxymM8qMoxp/Sc8FUpSWjqVHjmf0mxZOHu5aABOmuVd9SWhHoOAFzLvnFq3g5dAQ/Pt6LXwcO4dmQ2Yw8vwGv9L1szP6ciWcm8oeA7vw6aCT/FfMRHxRcotAzVjRkVx1mecyLPBPQk19Frua1vGQar4wjHcvW+Ek8d6onPzw1l/9KDKfgqku7z/Jl6hJeDO7Lr0/24enzX+H1DZ2NFdaFsiRuFH8JeI5fhcyiV1YOF5Sbs+TnvhCQIH1fVOM3F8LpwllWTvmpNC5tTSJ+fza5oWWURJWSfSCRhM8vcP7ji1zcrEJ1rJzyLNNVX47tegM1YSlk7LpI/O50UmMa0De2fJt3GU2oL+aRezCB+C+SuXiikqriNsNVGQ00Z5WR7aMiaeslkg7mkKNqxmq3Ya9TUxWcRdquZBK2JZLwRSKJN5iU5xJ3qEgPKKMq3+AZT1p6Bv7mKu9sz0qQ/q414sDldONsE56vLMn9Te+Cb3ruyhLa8YuyHXacNhuuKwNRt+PlMmuXEJAg3SWqWQopAp1AwBOkV/Ny6HB+7D+AJ4In8FLU23QPn8afg4fwZOBgHg3oz2OBI/ld+Hxez4ogSNOIqfWzMbPqECtiXvIE6Ueirg3SZ9mWMInnT/Xih8Fz+V1SxDVBOo4v05bw0um+PHqyD8+c3/+tQXpp3Cj+GvAcj4S8zisSpDvBDnT7NkGC9O2z7NRLcrs9w9i4HC5cynA2Tjdul/K/BWuzCVOjBYvOhdPWZkisywVy45n38mtdrqvncSt/O120PH/1c55FXPv85VF92m6Tsl3fNinbfLvzweUyyv93VECC9B3llYWLQKcQkCDdKapBNkIEuoCAvZ4GTSQ787xZlvkVG/KOs78kin0Fh9iU+QnvJm/g7eRtLE0/zOdFscRo66i2u7j8HbJWn0p40RdszPqStYVR+DVUYvJ0ZetGZyrmQsVhtuV8ydKck3xSmY/a3tqC7HbgsJQQXx3KFzl7WJe1m42lSYTp24xf3Ybf7TKjNuQRWnKQz7O2sjbXn1119ZTZWnr6bTOr/HqPCkiQvkcrTjZbBO4hAQnS91BlyaaKwHcUkCD9HeHkZSIgAu0UcFux2dWUGSvJa66k2NhAncVAvbma0uZskhoziFcXkqato9xsxHi5Bad1NRZ7Ew3GMoqayyk0qqmxWXB6mmrc2J0mtJZqSg3l5BlqKbYYsbkvL0BpOTKhszRQZlDuxS6nyKynwXGj68aUlTmxOQ00mKoobS6l0FBLudWKueUGrHYWWmbvjAISpDtjrcg2icD9JSBB+v6qTymNCNxIQIL0jVTkMREQgbss4EZpe5ZLGO8yexddnQTpLlrxUmwRuIsCEqTvIrasSgQ6SECCdAfBy2pFQAREQAQ6RsB+4RKaf3+Uxn97iMaHHvFM6n/6EcYPvDpmg2StIiAC952AZf9B9D0HtBxjfvYwjT/+dzQPP4lx6Uoc6Rn3XXmlQCLQFQUkSHfFWpcyi4AIiEAXFnCoUtH97SV0//1XdH950TNpn/0D5g2fdmEVKboIiMDtFLAeD6B54vSWY8yfu6H7w3Pou/XE/MkWnLl5t3NVsiwREIEOEpAg3UHwsloREAEREIGOEXCVlmFa/iGmxcsxLVuDadlqTAuWYDsV2jEbJGsVARG47wQciclYvtjVcnzxWoVpyQpMq9ZhCwnDVV1z35VXCiQCXVFAgnRXrHUpswiIgAh0ZQFlCCSL5erJbIHWMcu7Mo2UXQRE4DYJOJ24rbarjzOW1uOM63JnmLdpXbIYERCBDhGQIN0h7LJSERABERCBjhJwqRuxngzCevwk1pOBLdPR4zjS5L7FjqoTWa8I3G8CzpJS7DGxLceXEwFY/U9iCzyFMz0Tt053vxVXyiMCXVJAgnSXrHYptAiIgAh0XQGHKgXd315E+99/QfeXv3sm7bO/x7Thk66LIiUXARG4rQJKcG6eOK3l+PLnF9D+4W/ouvXAvOkzuUf6tkrLwkSg4wQkSHecvaxZBERABESgAwQclxLQPPosmod+jeaRpz1T44/+HaPXyg7YGlmlCIjA/ShgPXiYpv7DWo4xDz/pGSlA++R/YVr5IY6MrPuxyFImEehyAhKkFgDRWgAAIABJREFUu1yVS4FFQAREoGsL2C/Ge4ahafzJL9H88nE0v3iMxv/7U4yLl3dtGCm9CIjAbROwevui7z245Rjz80dp/NnDnhN4puWrcWRk3rb1yIJEQAQ6TkCCdMfZy5pFQAREQAQ6QMChBOlHnm75Yqu0FD38JI3/+iDGpSs6YGtklSIgAvejgPXAIfR9h3iOL54Tdg89gubx32JasUaC9P1Y4VKmLikgQbpLVrsUWgREQAS6roAE6a5b91JyEbhbAhKk75a0rEcEOk5AgnTH2cuaRUAEREAEOkBAgnQHoMsqRaCLCUiQ7mIVLsXtkgISpLtktUuhRUAERKDrCkiQ7rp1LyUXgbslIEH6bknLekSg4wQkSHecvaxZBERABESgAwQkSHcAuqxSBLqYgATpLlbhUtwuKSBBuktWuxRaBERABLqugATprlv3UnIRuFsCEqTvlrSsRwQ6TkCCdMfZy5pFQAREQAQ6QiA55bpeu9X/8iDW5as7YmtknSIgAvehgPOwH83KONLKyAC/fJzGhx5B+/hvsa5eB/kF92GJpUgi0PUEJEjfhjp3Op1YrVYMBgPNzc2e/5XfZRID2QdkH5B9oJPtA0BT9BlPkNY8+KuWL7nKF91/ewjdgiUYzCYMRqMcv+UzTPYB2Qe+2z5gNmOwWNDv3oe296ArQVrz0K/RPP4bdIuX0xSfgEH53vgdjjXK90yZxKBj9oE7+3mulMlkMuFwOHC73bchod35RUiQvg3G1dXVBAcHs27dOpYtW8bKlStlEgPZB2QfkH2gE+4Diz9az+7X59D4q6do+vfHrgRp44OPENtnAMtXr2LlqtapE26/fL7I56vsA517H1ixejXLV6/Gf+x48n7/F88xRvsfT6D/xeM0/PppovsN4os332L5mjUtx5pbPM6sWrWKFStXsmipFwuXePGBTGJwF/eBRUuXsWz5Cs/3mlWr7sx7cMmSJWzfvp2MjAzMZvNtSGh3fhESpG+DcWZmpmfH+uMf/8jjjz/Os88+K1NnNXjmWZ5tnZ558mmefvRJnn74iZbpV0/wtExiIPtA594HlPfrI0/wzONP88zTz7Qca5X39C0ec375m2cZ99QzqB9+EqPSEt062f/jSXY/9hRPPfsMzzz7rGe61WVenu8Zz2uV18skBrIP3Kv7wOX383f9/6lnn+XJZ59l0RNPc+mRlmOM7uEnaX74SeoefpIdjz3N0Kee4YlbOM48/cwzPPHkU/zqsSd46OFHUf6eO6ofiycN4f3xg2QSg7uyDyyaNITXR/Thpb/9mSefeppfPPKYZ5986vJn8C1+/n7be+qRRx5hwIABBAUFodPpbkNCu/OLkCB9G4wTEhKYOXMmP/jBD3jggQdkulcM/uEBHviXf+CBB38gkxjIPnCv7AMP/X888JN/5IEffPdj7V//1z96grTpV09dCdKuR55h/b/9RI7f98rxW7ZT9tVOvg9M+ucfEvPQw55jjP7hJzH86ilq/+MJPvzXn/DbB/7XLdffPz7wAD/9vz/gR//8jzz98x+xdUpPjs4bhPfsfjKJwV3ZBw6/OZBPJnRn0B8e4/Gf/Ss/+b8/8OyTdyLzPPHEE3h7e6NWq29DQrvzi5AgfRuMk5KSmD17Nj/84Q9v+cB4J3Y+WWb7vlj/nz8/xIPv/ZFHD/X1TL/26YNMYiD7QOfeBx7168/D21/mXwf8mn/82T9/p2Nut3/6PzcI0k+z8ccPfqfltT32/sMD//C9l9F2efJ7+47r4iVe33UfuN3v3ak//DfO/LylH4a2QXrdj37G73/wT7d0nPjJv/wzvX/3KLtm9iNowSj83xtOyKLRhC0eQ6hMYnCX9gFlfzv9wWgC3h/JifeGc3L+CHbP6s+vf/Zvt7Qft+c9qbRaHzx4kMbGxtuQ0O78IiRI3wZjCdKd/4P7f//wB/zvH/8TPxr8/9g7C7go0jeOLw1ioIKJ3Xl3xnl6YZwB2IWF3Z56/m3FFtSz7+wGsUBREJCyu1tQESnpDsnd/f0/7yyLCy6wLLPLjL5+PuMOE8/M/J7nfWe+bzZA9UXtYPL3j6i1oQvqOfRGY99BksVnEBrThWpAY4DbMXBlMBq69Yfpv3+g+rIOTFo2+astDNoaQ9NQBxp6WsW+2DsINBmQTq/TVKZGuim2VC4ZSBtoG8BIzwjGBsaoW7EuzBuY468fZ2N62+l0oRrQGOBZDJC027dhPzSo1BAmBiZM2i6nU67Y/KQwSBhfrgKuywHp9eUro3kxtelVKxhg9G+tsH7EH9g1sRd8rEfg7vqxuLF6DHxXjISP9Uj40oVqoKYYIPF2ecVIXFs1GjfXjMHttVaM9htGdsXY31vjj+Z1YFq1AnS0FG9pUVi6qV+/Puzs7GiNNAt8yhsThYG0rq4ujIyMULt2bbooqUGdOnUYDeUlOKIt2S9PX9Pc61WrXh2VmlWH4e+1ULF/A6Ymq+md4Wh8ZTAaew9CI48BaOjajy5UAxoDfIqBi/3QyGsgGl8ejCbXhqCx10BUm/8TyveoA4OfTKBVwwCVjI1Qz7QupHmBNJ8oX7sWBtau81UfaVHdpvinUlUINDVRrUZ1mJqays1batWqBePKxqiqXxUdqndA73q9MaDRQIxqPhpbum6F+yAPnB/ggvMDLtCFakBjgDcx4AK3Qe7Y3m0HxrYch4GNBsKsvhk61ejEpHVjI2OQtF+nXp1C8waSx5B8o1rNGjCsVAlTjarma9pN+khHmjbGf7Xro1ftOqhWuzZq5X6rmJrWgWndejA2roqGNapi8M9N4TRvEJ5snMDAMwEZr+Uj4J27eC0dDs8lQ+G1ZBhdFNVg6TD4Wo/AlZWjcGVF7pK77k31LDqOlg5jWkFI44/8kpi8ZzMOrouGggD1hG5t8GO9aqhasTyYeDaV/31erVo1lCuXv4BKQ0MD2traMDAwQPfu3eHs7IyEhARecCCtkWbBTYWBNMlUSad5MpL36tWrsWLFCrqUQAOim62tLczNzeWWCPfr14/ZL0/X1StXYbn1coybOxkdlpujxn+/oYGzBRpepNBMCw5oDHyTMeDWH/WO90KNNZ1gOKYhfp9shlUrVzH5L8lLpPnEwvXrcWDKNMmo3TW/jNpNQHq9QUXolzfE7LlzsN7GJu8cci6xQZZFcxdhgvlEDGo4GKt/WY2DvQ7huLkDjps5ML8O5idAF6oBjQF+xoBsWj7c+wjWdV6PwQ2HYFzv8Vj410KsXEVGLv6Sn0jzFekvGVF93oIF6GVujsUNm8CnSo28PtLSUbsv97bAfzNnYTn5LiR5E8lbVq3CqtVrMGPsCCyx7InzC4Yw4EJqomXhJW99mSW8lkmaeJNmt3QpSoMvOvksHyG3Ftub6llIDBHtJPoRjfLiT6ZQR7qN1FjbDu+Csb07wXr5MqxaszbfO3TVqlWwtrbGlClT0LZt23zf9ZqamjA2NsbQoUOxf/9+PH/+nJkGiwVEU7kJCtIsSFwYSP/444+wsbFBUFAQQkND8fHjR7qUUANSIrVu3bp8CU5aO71x40amxEqqa2Cu7djQKMR/isWzdy8xw30VfjozDHXPmUlqn93659U8NnLtj3ou5qjm/CeqnuuGKme7oso5usjV4GxXGDt3R82LvdDAdwCaXB3C1OqT30aXB6GuZ19mP9WQpfg525WJydruZmjgk6v31cGM7kRvUw9zmJzv8X3FLEmfZ7vC5Fx31DrfGw0K1KAzrUsu9kP902aocbArOjuMxKorOxH4MRBxYdHML8krAuNiEXreBfF1myDBpG6+pt2rtPVRxcQEN2/fYpqVSfMW8hscFoyQTyHw3u2NA5YHsf2PHTjc6whOWpzCmb6OON33DLNOAYqfAEX9Rv1GYuCExUkmLZM0fcriNI70Psqk9UNjDsNxgSMu2rrC/7k/wuPD5X7PkelQHz19itXr12NT+59xqaJxHkjHV6+H+AYtEDFvIUI8vfExLAwfg4MR8O4tXty5hit2O+FsMwfOS8cwsEegTwop3tYjmRpo9//1g9tcMzw6tAYfr1/AB19HBNClSA2kGr3xcMCW2aNg2akxxndtjfFd22B0l+aY2OMHXD+2DZ9uuRZp53vUmWj34bITXp3bizs7F8D9f32Z+Lu0cGBebJLCHmmzb+e/++PkwpG4fnIv3r58htCI6Lx0EhISgg8fPjAjcg8ZMiTfdz2pjSaDjB09ehRJSUnM/O1CoZAFQlO9CQrSLGhcGEh37tyZCQoWLvFdmzh48GC+BCcFaTKqn7x/bzNCcSPxGU5FeKPf3Xlo5jkYDXJrohu49kV9FwvUzQXolu5DMOTmAky+vxYzHtpi+gMbusjRYOYjW0y8vQr9zs9E443dYbz4J9RY3gHVlrWH6eouaLdnICbeWolZTzZS/eToV9K4InpPu78e3R3GocnGHozO1Zd3gMmSdqizpgt+txuN0VeWYObjDd+V3iSNjr6zDF19J8P0Qh9Uc+6B2ud7o75LXzQgC2ny7d4fDS71Ryvf4Rj+cAmuJDxCNkT5s4onzxBftynijCUj6pIpsEiNtLWmLqrVqomo6Oj8x+f+FfUgGjdX3oLzkPNw7OvEgPMJ85NMDTRTI93bAfY9j+NYDzsc604XWQ2O93TAKbPTcOp3Nm9x7HcWZywccbyXA9VLhfFyss8pOPX/orvUB0T3o92PUe2J9j3sYNfTHsd757YuMXNg0rW0oMxlpCvcJ3rAe5Y3gi4FQZRaIE+RyTFSPn/G/sOHsaPL73AvXyUPpOOq1UVCw5bIWr8ReBcgcwaQEvQaTw+swJ1N03B93XhIIZoZVGzJUHjM749rtlPx6PA6PLHbiIinN5CVkoj0+Gikx0fRpQgNMhJjGH1iwz5ixoQxKKcpQA0jQ2Yx0tdCHZPKuHPZExBlUh0L6pgQjYyEGCR89EPQTTc8c9iC5ye34e6uJfBYMACXFg5imoRLC3x8l1vi1voJeH5kLeLf3APEX8Pw69evMXHixHzf9WTWo5YtW+LatWv50gUf/qAgzYKXCgPpTp06MU0UWLjEd22CTM4uhWfZ30OHDn2lS6Yom4Hixq790fTiQKb2mcCzbFNWUhPd+OIA1LlghpG3l+BWzFMkZ6dCJBYjS5RNFzkaEKGj4qJx0vEUWrRpyfhDQ0cTAg0BKptUwbCRloiIiWT8QTUsfQwRIdOzM7B+ow1atm3F6CzQkowGXaVaVSxdsQwv37z6rvTOFuVADDH8k4Ow4+0J/HhpJEhabuY2iPltVKCGup6LBbP9N9+JcArxYbSS/pdz975ckF6hqQeTmjUQFBIiOVQMiISSD+aIJxE4OfAU87HtYCan9s7iBE70PYmT/U7h1IDTODWQLrIanOh/EvYWx3G0z7F8i52ZPRz6naB6qTBejvd1YGpWC2pPdZdJowNO42T/U0wadrA4AWYp0E3jeB8JZJ8acAqPDzyWZidf/UbHxeG/fXuxvfNv8ChfNQ+k46vVRXzDlvi8ej1yXkryb3JyZkoiQu95w3flGFxaNDivpo+BE+uR8FkxiqmNfnVuD9JiwyHKyvrqmnRD8QqkpaXBysrqq+9JAnF3790r3sB3foRYJIIoJ5tRIeL5bXgvHwnSUoLEpxSkyS/TzWDpcDzYtwKh970hFn2BaVLL/OTJE4wbNy6fH4gPWrRoAU9PT96pTEGaBZdRkGZBxCJMlASkE7KSMerOMqaWinxIk1oqAtEEpkkNFvno/s1nIqzuLsf5sKsIT4/BZ2FGEVenu6QKJCUkwumMI1o0b5EvAzSqaATL4ZZIiOPHwBDS5+H8r0iMjbYb0LKFpOBCWohUxagyrJdZ453/W84/gipukAB1dEY8XiUGICAlFGdDfNHBcwxI6xKSvkl3DZLeJa1PJL8jbi3B6WAvpAszmVsS3nugEEhnpWbhjbMfrq+7jgsTXMB8SPeW1FSRZqCk9sruT3vY9zqOM0Mc4TnPC8+OPkOMXwwSAhMQ9y7uu18SPyQi9l0cLjtexqyRf6FOuTqoV6E+6pavh2bGzdCvcz+4HHFB+qcMxL2nerEZM/EBCciMyITN/2xgommCBhUboGGlhjA1MGV8QHTPicr57mOUpNUYv1i8OPES3gt94DjMCWdHnGMKxZj03fs4MwYCKUAjLU9IqxOXya54ZvcMn2M/f5XNKQLSwtd+zHkETEjT2as2kxkYIf1RpVDiuWgwrm2Yhpdn9yDm7VMGuGWh5KsL0w1FKkBBukh5SrQzJzMdSaHvEfnyLp6f2p7bj3o4pP2oJXE8Evf3rUDEi9vIzkhj7FOQLpHM38/BFKRV62tFQJrUVH1M/YQjgS7ofnkqU9ssrYkmzbhJc+4OnqMx/8k2nAi6BM+I28jI/ahW7d1/O9YT4hNw5swZptRQCnXkl4yeTkCaL3P+8cUjIqEQGzZsYJo7yepdpXIVLF++HP7+/nx5FJXeZ0p2Gg4EOGPTm2OYfH8NWrkPZQrQSJonhWik5Ulzt8EYcXsJLoXfRhK5m/tPigTp4FBJjXTyp2TcsL3J1FQd/vUIpDXRDFD3cYDjcCecG+MMt5nueGb3HME3gpEYnKjS5+Wr8duPbmPE2BH5CuEEmgK07dAW7j7ufH0sXtz3stXL8uueO/WSuy/VXdaByZ9SEHQ9GK/OvIbfeX9cX38D50Y7M+mctDYh6V5agEZqrF0mucD/gj9SIlJlzaBYkF5jg+xnz5CWFIOgG664te1vuM2zgPdyS6aGz2vpMHguHoLrG6bhtfM+JATRvD6fwEr+kZqaKrdGmsywc/fuXSWtft+nicUiRL66h8dHbXB5zTiQ0eSlBUGXFg2C76oxeHRkPSJf3IEwIw0ikYjWSH/fISP/6SlIy9eFra3FgbRILEJIWgT2vz+HX30mMs22pR/RklopC7T3HI2/H2/Gm6RAtm7ru7MTHx9fOEhbUpBmOyBIya1ckK4iAWk/P0mNBtvX5ZM9UoAm/Udqqj3Db2PErcVo7TEMpEWKtEtH7Qt9GJged3clvNPfIOnmdQak443r5BtsjDTtJlPXSEE6+GYwvBd64/TgM0ztMzMgVW6t1OlBZ3B19TXc/+8BXju9gSin8D6T0nv8Xn/FYjFu3rz51Ucs+YDt2LEj3Nzcvldp1PLcZKRc2cI46TrVvWj5I59H4v6uB7i29hqcrZzzQJrkA/a9jzNQ7TbLHW/O+SE9Ph3S7KgokCZ9pDPWb0LKjasIuncJvqusmL6mUviQjB5tictrx+dCNM3ni/aS4nspSCuuVUmOzE5PRdTrB3h4cA0ur84P02SKNlIo9PiYLeLePmaSyNOnz2jT7pII/D0cS0FatV4uDKSPHD7CXPhTejS2+Nmj15UZDERLa6LJLxnd9xfvcVj6/D+8SQ4E+dim/5RTgIK0cropexYF6ZIrR7p2+Ebex/Bbi5kxEsggZNKuHSQ/IE2/R77eALtTqyXTX1Wrnx+ktXL7SH8MRuyDOHjN92IgWloTTT6gyYBEpBn3lRVX8elRONIT0pGVJuk3VvI7/j7OoCBdtn6mIK2c/qRwjAByrF8s7my5A8dhjpJp7nIHImMK1ixO4OI0Nzyzfw6xUFKwVxhIM4ONNWqJ7H92IPLscdw/vBo+K0fDa8nQvFo86aBi77xOIjUqVLkbp2fJVYCCtFxZWNmYk/EZsW+fMIPhuc/vJ2ldQUadJ1NmLbNkYPqdux1zrWcvXmLc2LH5CvdoH2lW3MBfIxSkVeu7wkD6aC5If0gNw8R7a5gmnEy/6NyRucmH80+XRmL58114HO8HoZjWGJXGUxSkS6Neyc+lIF1yzcgZSdmpTBPusXdWMFOISQcdI/kBGSeh0Q0rzNo1FHF1GiO1WsN8IL1KzwBGRlXhtcsH920egAwqJG3GzfSP7OOAE/1O4rL1FYTeCQXpQ03/Fa8ABeniNVLlERSkS6euKFuE6JdRuP/vfUkf6V6S2mimZrrXcWbKLNepF/Hc4QUyojIRn5KI//bt+3qwsRr1Ed+gOWJmzcTrTYtwecMUpim3FDZIv9Lb2+fh3SUHpEQGA+IvLW5K9wT0bKIABWnVxkFO5mdEv3mIF6d3MgVEpDZa2tKCTJt1f/cShD2+hvu3b2LCxEkUpFXrDn5ZpyCtWn8VBtJ2R44xFz4fegW9rsxkpsKRNuUkAw619bDE/55sxb3Yl6q9we/EOgVp9TqagnTp9D4fehU9Lk9Dk4sDmAHIpHmDkW8/DN7cFbF1GiOteqN8IL3G0BDl9Sthl8UenB/sktd8k3wwE6Amc8x6L/LBB59AEDik/xRTgIK0Yjqp6igK0uwoS2qmfZb6Mq1UyACDTI107qCD5G/SjzrkcgiSslLkgnRCzYaIq9cU7yy64e7sofBaNQbe1pK5oknfUlIzTfpEk0Gc6D/2FaAgzb6m8iySPv2X14yH7FzTpJDoymor3Nq5ADe93DBp2gwK0vLE+163UZBWrecLA+lTxxwQgHD8cGlEvsHFSP9oMr3VoJvzEZj6SbU39x1ZpyCtXmdTkC693iT9d/YeD5Nz3fP6S1e9PBDDtvaQC9LrK1REZQNj7Oj+L871d/7yoZzblJMMPBT+KLz0N/adWaAgXbYOpyDNnv7Zn7Phu/wyjnY7lpc/SAvajnWzwwf3QCSkJ8sH6VqNEFevCfx7/YrbM/rDa8XIvBo7BqSXDYe/2zGkROZOv8febVNLtEZabTGQGhnCjEKfbyq3ZZbwXTES1zbNwA1PV0yaPpOCtNo8woMLUZBWrZMKA+lz9mfwARGo62KG6s5/QjqPLBmlu53nKGZwseRsyZD7qr3D78M6BWn1+pmCdOn1JtNdDb+1KG8qLFIrTUB6uByQTq9dD26N/sCcdv/DoV5HcMridN6H8uHfjsBlkitCbodCmPllTszS3+H3YYGCdNn6mYI0u/pHvYhiRvM/1t0ur9UKmRaLTJV13foG7p15iJ279mDn73/km0c6gYB03Sbw69kFt6b3ywNp0gSWDDr28NAapmmsdK5edu+aWqM10uqJgez0NITc9cTt7f+Dx/wBuYVFlvC1HoErNlPge/Y4xo0fT0FaPe7gx1UoSKvWT4WB9N4De3E7/SXTdLP2+d55NU4mzj0w4MY8OIdeQVpOumpv7juyTkFavc6mIF16vVNzPmPn25NME++a53uhgWs/GBcC0sk1a+PVT+NxboALTlicwnHzExKQJqN093HA7X9uf7kh2qr7ixYKrFGQVkAkFR5CQZp9cYOuBX0ZiNBMkleQfOL8yAtwXuiCnbt2499uXeFRvgrTfSTJtDGkIO3fi4D0lxppAtI3Nv+FwKvOyEiKY/9mqUVGAQrS6gsEAtOvzu5h5pdm+kkvs8TlFSPhu2Y8zm5bgWEWvShIq88d3L8SBWnV+qgwkLaynYGVgQfQ+GJ/kFpoaR/Iyme7YtWLvaq9qe/QOgVp9TqdgnTp9SZT40VmxGHRsx0wOdeDqZkurEY6pWZtPP1hFI6bn4KD+UkGokkt0/HeDvBe4I0PXh9Kf0PfqQUK0mXreArS7Osf+TwK19ZcZ0bwl/aXJiDtOvYiXFe4Y+e/u/FvVwLSVYsEaa/llvBZOQYPDq5GjP8T5KTTVnTse0tikYK0qpQtYFcsZuI46KYr7vy3iKmRJn2kSdNuz2WW2DOpD3q2aUBBuoBs3/WfFKRV6/7CQLrp/N/Q5e7kvOlt6l4wZ2qn/3q0EXdinqv2pr5D6xSk1et0CtLs6J0jEuJsiC8G35yPJhcHggw2Jq9p91cgbXES5AP58G9H8Wj/I6RGprJzQ9+hFQrSZet0CtLs658SkYpXjq/hONwJR//I7S9t5oBzw5xxfPwpLB67HBtbdYSnkXHRIE0GYVo/CS+ddiEzJZH9G6UW8xSgIJ0nhepXxGLEBbzAS8ddEpBeOkwC0kstsWvCn/izVV0K0qr3An+uQEFatb4qDKQrzWqJupf75dVEk+bdzd0GgYziTZt0s+8TCtLsa1qURQrSRalTsn1P4/2ZVirN3Qajoo+FQiBNapdO9j8FtxluCLlFB/8pmeL5j6YgnV8Pdf9FQZp9xYWZOYh+E81MhXdq0Gmm+weZIs+xvxP2WRzCpE7TsaZOW3hVrVYsSF+znYo3LocgFtEpOtn31BeLFKS/aKGOtZTwj8zgeaRpNxmRXlojvXtSb/RsU5+CtDqcwJdrUJBWracKA2mT2W3R+OqQPJCudb4XyIfy7Zhnqr2h79Q6BWn1Op6CNHt6B6SEYJvfcbRwH4IK3oqB9LEe9jg3xhlvL77F59jP7N3Md2iJgnTZOp2CtGr0F2YL8dbtHS797Qn7nsdBQPpMX0fs/nM/rFpOxMoareFtXDxIX7WZgtcXDoAOMqYaP0mtUpCWKqGe36TQAPi5HpbUSC/JrZFeZgkK0urRn1dXoSCtWndRkFatvopapyCtqFLsHEdBmh0diZX3KSHYWmKQtsM5K2e8d3+P9Dg6aGFpvEFBujTqlf5cCtKl11CeBVGOCO/c38FzHgVpefpwbRsFafV6hIK0evXm9dUoSKvWfSUF6VvRT1V7Q9+pdQrS6nU8BWn29JaAtL1SNdLv3N7RGulSuoKCdCkFLOXpFKRLKWAhp4uyRSD5g6e8GulWE7GyJq2RLkS6MtlMQVq9slOQVq/evL4at0FaDLEwA5/TohAZEYyg0E/4lPIZaTki8GUGFz6DtDgnGxnpn5GWmoa09AzkiPije8FEyUuQFoshzM5GVkYGMtLTkZ6egfT0LGRniyDmeALgFUiLAVFODrIyM5GRQTROR3pGJjKyhOBCt79SgfRFroM0CWQRxEIhREIhhEIRhCIxp+KbfyAthhgikDRY/CKCSAxOv0/5B9Ii5GRlIjM9PS8/ycjMRFZODol0zmjND5AumD8oEtNfjhGJuaN3wW+Skv7NW5AWi5lm/1mZJD2Q75hMZGZmQ8jxjxgK0iWN0O/4eE6DdE4SUj9nZCTlAAAgAElEQVTehcP+tVg4byqmzlqApVscccUvGkk88RlvQTonE0kBj+F95jj27TmMg+d84R+bhEye6F7wNvkI0qLUVIQ9foyb7u5wdzkPFxcPuLjcw6tX0fjM8VlGuA/SMiUR6RmIe/sW9y5fhpubG1wunIeL52W4PQpBeHzBSFL/3982SGdBlBWP1JAQRAQF4WNYJIJj0pCaKWYAT/1qf31F/oF0BjKzYxESFoqgoGCEhITIWYIRHPwJoWHxiM7IAZcb//MNpLOzo/D27nVcOXcerhcvwuXCBXhevYL7798iKicLWV+HWJls4QdIZ0GUk4DUT6GIDApGsNxYlh/fISEfEZuWgowyUZf9i/IKpGVer0hLYqZGu+N7Ae5uLnA+5wOfKy8QmsbtsTsoSLMfw9+sRU6DdLw//C5uxFiLH9C0njFqmDZGi19HYu2pu3jBk5kW+AjSwqQAPHOzw85ZEzC8+69o/2tfdJu0BZ4B4eB21ld4MuUNSKcnI9X/HrwO7sPWhYswZ9w4WPbvj/7mZjC3GIC+fcdg4uSFsNnpgIuPgxCTxs2RUrkP0oA4ORiR909hn+0azJ00BWOGDEG/vn1hbm4Gi4FD0H/cHMxfvgMO527iTUQWMmQ/DgoPNdb3fNMgnf0OoXftsXzuXMyePg1zlttind1lvAhNQiZHQpt3IJ0divDXZ7F1yULMmzELs+fOxZw5cwosszBz+lIsWHwUF99GIIIjWstLPPwA6Qykht3H3Ut78Y/tAkwfNQxD+5jBIjc/6TtgBCbN3wCndzEI54jW/ADpVHyOvw936yVYN3U6Zn4Vx7JxPRdz55JlNubMmYc5c2xw4vJzBHO8xYW8mJe3jVcgTR4g9RM++Z7EIduVmDNpLEYNMUe/vubo02cwBg2dhDkr12CHsw+uBMQhuYzerfJ0lm6jIC1Vgv4WqwCXQTr7033cPjAFvzbSh5ZAwAw3r2PSDBO2XMS1sGIfjRMH8AGkxWIhMtNTEB8ThICA23C3X4fFw35DawM9GBDdtWtDt/08nHweDI5XhBbqc76A9OfAx7i3cTaGNqyDGhpa0NXRgZamJjQ1BNDQ0IBAoA1NnXKo3rwLzP7eg/P3ghHHwSJ3PoC0KOgynmzvgxZ1qkAg0ISOlhY0NTSgwWitCU0dAxhWMkWHPpOx0uEhXkWmIqfQCFPdjm8apN+ehMuK3jA0MGDy9/L1fkC7iZvh8fQT0oSq07QklnkH0okP8NJxJjrXqAJDgRb0DAygr69fYNGGQFALVauPgM3V13jHEa3l+YXzIC38jIyIB/A9NBuz+jdCLWMD6GppQFNA8hJJfiIQlEPl2j2x2DsILzmSX/MDpBOREOKEFfVroaVAAI2v4lgmrg0MYMAsutDXrwQ9vc6YvsUDj7NJ5xH+/+MVSOeE4MOVvfh3eEc0r1EZAg1NaGtqMO9X8q7V1NSFXsUqMO1uhTFbXXAjOBXJZfFyLSIsKEgXIQ7dlV8BLoM04v3w2nktBnRugKrltaBjUBE1m/+Cpcdu4Rmtkc7vSCX/IhCdnh6DV7dPYecyS7RqXBMVyulBV1uL+RAQEJDWrQv9DvNx6nkIBWkldVbstHi89fgXy5rXhokW+dDVgq5+ORgYGsLQUB8GetrQzC1QEggMoGvwAwYuOIKzTyM41+SeFyAd6IWHm35HveoVIBDowLB8eZQ3LI/yBvrQ1yFaa0CD6F2+Fir8OgmbLzxGUJL6iePbBek4PNwzGbN+1M0tJBJAu3pztLbaALcnYRSkFcs0vj4qyBMPtpnDpKIeUzihQT5itbShrS27kILpaqhkPAzrr7yiIP21igpuESMt8hV8dkzDkB/rwJDAHsk3tHWhZ1AO5UmeUp5UBBjBuHYvLPYMwguOtKPnC0jHB5/FUtNqaMIU6svGcP51LfLNoiUtuCCx3wlT/nHHkxwK0goGM0uHiRHmthTrhtVmCqfJN6SGlg7zLWNYvgLKl9ODgY4GBBokDzJCreaD8Nfea3gWkcLS9dkxQ0GaHR2/CyucBunsVCSFvYSX62Hs2mmLDZt3YvdpXzwIiEcKx0qvCgsWrtdIi3JSEfXGA4dWWKJbI8mHFwPPAm3o6ggk4KaTC9LPKEgX5md2tkfilet2LGjSHE3rdcbP/aZizrrt+GfPfhzcb4t/FliiXyNjVNGRtM4QCPRRo8dfWHbiDuIyuTWoCh9AOufjVbw+Mg6jp83BBOvN+O+4Pezt7XFquw3WjzHDLxUFzIcx0VlQqQsmb7+IWyGp7Li6BFa+SZDOiEX0/aOwtmyP+vrSeBZAq1pTtBxtC7fHFKRLECL5D/3ogQebe8PIkBTG6aOCSUt07zUQwy1HYszo0Rg1ahRGjbLE0CGTMGHyJri+CkYUh6vsuFwjnZ38Bk8ursHkdvVQgynk1IdhtU7oMWIelm3ch6NHTuL48UPYtfkfbF77H848icNHjjTr4gdIpyMl9iGOzJyKWYOGYDgTuyR+vyxjxljBclg/9OraGjVN9CTfLBoG0Gm7CGvPvgEZ5oKDLYfzp1kF/uJHjXQWkPQKTssGoWcd0oJOAIFGZTT4eSDGWu/GodPOOLvfGuvGtUMNQ8l+rQqN0XbMZjjeC4T6366FC09BunBt6J4CCnAapHPvVShMRFxsGEIjYhGTBUjqhPiRNXIdpIWZCQi6ugfWwzuinp4AlY1rokarn9Hkh5/QvJoA5TVJ024C0gtojXSBtMP+n9H4cPs89k9eiMVL92H/hYd4EZmKhBwRII5D4usLOP8/M3Sua5T7ghJA0HIQRv9zAWFJORByKEnwAaSFsW8R9fA0XK4/wf2w5C+D0qQnIPziXtj8bogG5QnkaUNLozn6LTuO869j1f5R9u2BdAYS3t+Ay4rB6NKwGhPL2roSmNaq1gytxtjSGunSZC4f3HBnQw9UMdSCQFAbdX4Zh017HXHRwwdXr1yGr68vfH194OV1GVevPURIfHKZ9f9X5DG5DNKhD45g79RWqM9AtDYq1esCs8k7cNjjFYLiv5ROCFNjEBP4AR+js5BIm3Yr4vbcY0TIyojF8xvXcc3TC95M7JL4lS4+uHLFG05H/8HyiX+geW19SX5SvQW6Lr8CNz+OVP+X4IkLO5QXIC1MAoJdsGp0d9TRI6CsCS2jH2H+1x5c+CDMfXeGIvjSKgxpbQAjkm50q8Lg52nY5voEURwazZaCdGGRSLd/pQCnQVooRE5yMsKDgxHw7h3evnuHD8HBiEtP58zIl18JWmAD50E6KxHBN45j48yR6N6pK4ZMXYqluw5j7fqFGNVSA9W1BRBoUZAu4FYV/ZmE+IhQvLrzEVFpWV83186KBl5twYwezXJL3TUgaNwXg9Y7ITghi4I0i15JD32Ieysa4pd6uYCn0xC95h/BmSdRFKRLqXNO3Cs8dFyLsR1NUV3XBNo6xqhdWwAdTQE0TShIl1JeZL92hPeydqhsQLoltEJzqw3weR2NlCwOlbSV4CG5CdIEkuNwZecUjKwqgC4Bgkpt0Hm0DZxfxiKeQ0BQmNT8qJEu7O5zt5MplITReE66RJk1QF3SukWnBqr1nIlTjxMRl13M+TzazQuQzk4A/J0wf9TvqELyHw0dGNW1wPQNrniRgbzv9sTQe9g/rCJ+qEiOqQpB23GwPXcP4WU1oqecOKAgLUcUukm+ApwG6UxSC3cF/65fgumTrDB2wnTMXbIL7k+DESP/cTi3lesgLRJmICn0De5f9oLzOQ9cfxKAwKgPuO2+E9Naa6IGqZGmIK2muMpBTnYW0tNy5MOaMAF4vwPTejbPrZHWgKC+GfquPo2g+EwK0ix6SRj9AL7TaqBDNQLSOhAY/YSRtk7wfpfA4lUUM/Xt1EiTCbvTEXD9CLZO64RGFQUo1/RPNP19MCzbCFCNdFmoSkFasago/Ki0pw5wmdcMRgQqKv2AVlN24N4n/hIFJ0FanAEkXMSumd1RjamN1oJJ+1GY/u9lhHFlfqvCQ4TZ802ANHmSMB842o5Aa2MdaAsEqNhmCIb+ewXBiTzp/1eMn6S7eQHSZBSdhGvYPqEPWusRSNZChTpdMHXjWbyUSRfpsTew+eeKaEbSjkE1VDdfgkOX/ZHEIZdRkJZGHv0tVgFOg3RGGCJvHoaVWQeYmpRHxcp10azjVOx0f4WQYp+MGwdwHaQhFiEnMwOpKalITsnMHZU4DYF39mNmK03UIANCUJDmRjClfkCU/RgM/MFEAtLkJdR2OMZt98CnFBFn5t0lYvGhaTfjVLEIyEhAenIc4uMTkBgZjciAe/C1W4YZ7cqhGilIEpigUpvxWHXqAV6XQRXHNwPSYjFyoh7C0WYsejYyhEDHBB1mrse8TRuwrIMAdSlIs5LPxNzajaNWFVGJfMjqNkLdbtOx5fAFuHtdxo3rt3Hzjh/eRSQj5UvLY1auqyojnATp7BTg0VosHtg0t1CzFrpMtMUOzyd49/o+vDxccPjwEew/cBD2ji7wfPwWb5NF8gtIVSVcMXa/DZDOwIczC7Cwp6SLiECjHn6e8A/sniUiW8TPFhiFuY0fIC0ERCG4s3U6xrbI7YJmWBtdR1ljr+dHBIRHI/rTVfjY/4V+xtrQFwig07AjBq5xxI23cZwaXZ2CdGGRSLd/pQC3QToY4Vd3Y9CvTVCeGWCpImo0HYON51/gI0/ySM6D9FcRQTYkwO/6HsygIC1XnbLZmIPoN27YZ14VrUhzqNyRMJsOXABb5+dIzObWgCp8AWlxTiYy3/vg6VUnODqew4Ujx7BjVl8MbCuZjomMnF7R9A/8McUBrk8TkFwG8PGtgHTO5zh8cF+Nv7o1gIHAEILG47DR6ybuPTyBNe0EqEMK7WiNdKmzl48ea7G5twAVmH7nlaCv1xjNmnZAu5/a4edOPdHNfD6WHLgEn3cRSBaJOfXxKu/huQjSovR4xDmOxZTfCSxoMTX/g63/w94Ljti7bBBa1K38pbCzXC00tFyMJV4B+JTCnZYB/AfpHIiy3uDo5Pb4vRyp/dSDoJUlpv7ngYhUIacKluXFdUm38QOkJU8len4Yh/7+DVqapJ+0BiqYdEDnfkuw9fABbF46AEPaSLryCCo0RvMhC3HwZiii0srg5VqEEyhIFyEO3ZVfAW6DdAjCr+7B4N9yQVqDgLQVNlGQzu9E1v+iIM26pKUymI2Yxx6wXzIKzY31cudU14dW9Y4Yvf40PP3jy2R+46IeiS8gnZOehLf2E/FX3ybMQHumNWuhhlE5lCNjAwg00PjXUZjxz0X4vEpCfBmNW/NtgHQ4Il8dwIKODVBXYAgj016YuN0LTxNjEPL8JAPSphSki0pSCu8LdF+FjT1y++0yzY4lBW8knjW19aBXzgRGJs3Rqd9sWNvdRUBCOqdqSgs+KBdBOjslEs82dcSwVkRbLQiq1ESDFq3RvnVLNKpWGYZ6Ol9AmvhApxbqthsFa7f3eJlc8AnL5m/eg3RaID77LMWAdtUlBct6ddBu3GYcuPIeJKvmSV2Lws7nE0hDnI7IV+dxdFU3dKleDgYCTegYVIZJjRowrqwLQx0yne1P+HP0Nux3f4fowrqzKawO+wdSkGZf02/WIudB+hoB6aaS0nWNSqjZTALSQTzJJWmNNDeSTnx8PM6cOYMWLVrk+8AxMjKCpaUl4uLiuHGj+e5CjOyUUAQ8OIODS0fCopXkg4HURutVbomOw1fj4GV/hKRxLzHwBqQ/J8Lv0ChM7lYdGjp60NEjUwZJwUOAmq0HwHKhHU7e+IjQpMwyqb3jPUhnR+LjvX3Y83cnNNcUoFKFtvhz0na4vU5gBp+Jfn4Ca9sJUJsB6eZoZbURHs8ivoyini9NqP8PsViMmzdvwsrKKl9s6OrqomPHjnBzc1P/TRVxxbCr/+HIeBN0aNsMDZs0R4sWzdC0aRM0rFMDJhV1cgviyGwMDdCy50Lsu/UeIRweHIuLIJ2R+A6es5uit2luXmGgAx39cjCpWg8//dQL/foNwZC+3dDth5qoUUGan1RHwxG7sed6KCdAj98gLUTS64s4N/MHNKhCRqfXRXnTzpi82Q1XA5K/OYgmyZ0/IC2CMCEafl4HsW1mK7QxluQ5muUMUb6SIcrpakNToAuBZmO0+/NvrNrrgyeh8UjL5tZ3DAXpIl4ydFd+BShI59eD7b8oSLOtqHL2eAfS4hykR3/Ay8vHsP3vP/B7CwPoEMDT0IVe+Yb4ufcM2J55BL+YjNzp4JTTRVVn8QWkRVlpiLyyHYfXT8HIMSMwcJA5fmvbGk2qVEZFfS0INExgVK8X/py6FXbX/RBSBk0z+QzSoqxURL88hT2zf0e7cgLoVKiMtkPmwMbpIYITyESGOQi+fxQr20tBuilajV4P14fBSCZwx4F+jnwD6cRXPri3fy42267F6nU2sLGxhY2NDVbOn4EJA37BT3V1UT53ujFN3Rbos8UDHkEcmdxYTobERZBOT3iOcxOboRszGKEElHWqN0OH/tOxbbcz3DyuwNv5MA6tGgWzn6qiKumvTgYt1PkT4/+5BH8yjoScZ1XnJl6DdFYAnjitQr9GuqhA3ov61VH317HY7PoS7xLVqaL6rsUPkBZClPMJby/sw6ZRXdGsqgBauvqo2OAHtO87FKMmjcLwfr3QqUkjlNfVgIaeMRp1HoEFB3zwODiRUy3rKEirL7Z5fyUK0qp1IQVp1eqrqHXegXTUddw/uBjTe7RHi9qGKEdq6wTaEFTuhoF/bcWZK08RkJCFDG51K8pzB19AGiIhcuICEfnxJZ6/eIzbd67B45wzjq5fgqV9TVG3Cqmh1ke5mq3Rc/4+nLwXovbaDt6CdFYyEv19sXuBGX5tpA9NLR1UaNcX4zba4eLjALz/EIzoOH/cdtuIuR0FqK4lgMCoAVoN+h+Oud3C63dRCA9NgaiMJ0jnG0iL0pKRGf0JyYmJSEpKRlKyZIkP/4jn3kewa+5v+KF6OUntum4lGIzYhR1Xw/LSLtdWuAjSmUmBuLqoJSwaSGubjdCk50wssbuOoLhUpGeLkJMSjahnbtg4pQt+NNXMbc1gCLO/98E1Csgu47ybzyAteusEx1V9YFJeoms54x/QdcwWuL2JwTfK0byokRZnxiP2pR02jvsDP1bWhpamFspV/RUW0zbjyN1HeOT3BE/v3caZXZsxrpMuapEpsvRMUb/9LGx1eYKPMiN7l3U+REG6rD3Ao+tTkFatsyhIq1ZfRa3zAaQlDZuEQNpL+NhMwpSODWBqQJqtCSAwrIFav4/DbFtHeD38gOjPWZwqvS3oB96ANLlxcQ4gykFOThbS09OQlJCCqIAHeH7xb4z8qSYMmJYA+tDvPhdLTz5AjppboPEVpEWJHxHgsQHjutVBFWawSG3o1W2Ljn0tMW7mHMyYMQNz5k7GmGF/oH0tAcqREdL1KsGkSXtYDB4OqzlbsWzPfYSllu3XFd9AumBalP07M/YlHjrNw6Cm1SU1edr6EPywAItPPZc9jFPrXATprORPuLOiCQY0ISBN8mhTdB5liz3Xg5hm2xIBxRDHv8HZ9aNh0bpqXreAP6ZuxvFAIIuCtJJxloEQl02w6d+cmXuevB+rtrbACFtvvIouo4EslHySkpzGhxrpzzGvcXf/Xxj2Q+57U1MfNbsvhvWJJ4jMyUGWOBtCoRiRbx/h4rJO+LUBGYxMAE29phi85gwufuCO/yhIlyQ6v/NjKUirNgAoSKtWX0Wt8wGkmWdJ9scH9/UY3rgaKhKAE2hCu5wxGpnNwtwjdxCZxJ1RX4vSnlcgLfdB0oEcV9ia/4jGDEhrQtBqNCbu8kWWmttk8hWks6Je4qn9DPT5oTIMmBYVGtDQ1oWOnh709HRB+hiTRUdHC1qaAmgw8a4BDU1NaJPjTbqj/sjTeBz3Wa6H1LXxWwJpZEci+MF2TGlTF9WJ3lr6EDSZiXnHHoK0pFdzGZFCLuQiSOekxeL97t8xuh3JowkM1MWvozdg3/WPSMl7qhyIEvzhtmUqhvxUG5pMfAvw25RNOPYeas9H8m4rd4WfNdLZQPZbXNo4HSObGku6Own00KjPVCx1DUNUmpoz54KiqvBv7oN0DhKCbsDp7wH4rVYlBpA1dA3RZNoR7LtXoJ1Aegwiz0zEkJ+/jPvSdtK/2HW7wHEq1LM40xSki1OI7s9TgIJ0nhQqWaEgrRJZS2yUHyAdAz/3nVjYsg6q6UiarOlVaIzWg7Zgp2sAIjJK/NhldgLnQVokhEgogrDQWqEUiD47Y22fH9CQfABrakHQZiwm776s9g9g3oJ09Bu8OP0/DP+jHmpW1kP5ChVRsWIlVKoksxhVRIXyBjDQEkhAQ0MTWrp6MDTQglZdM7QYfw5Py2q49NzUwy+QJgFdOA6LMsIQcGMDJrQyhQmJa91yEPS0wdqL78ssryjuwlwEaZB5pJ9uwLKhLXNrmiuhVd+FWO/8EvF5ZZ2ZyAl/jGPLh+D3ZhKwILVv3aZtxYmPtEa6OL/L3Z+ZhNSXjlg3qSsaV8ltVq9bBX9OXI2zH4CUHLlnfRMbuQ/S2UgIuomz8wbhj9qSOaQ19AzRePIB7L6dfzBXcWoEwk6Ox6COufN/CwT4cfK/2H2HgrS6g1Wg7gt+i9ejIK1ar1KQVq2+ilrnBUgn38elndPR0Ug3b4qrqo06w9L6FE5dfoX3HwLx9q0//P394OcnWV6/DUJIVALShaIiPp8VVYm947gN0mLgcyjCXj3CVY87eP3yI8LD45CUlILU1BSkJMcjwv8ybh4eBYtWJrk1Sboo1/1vLDv1iDbtVjBMxJkJSAy+A5+LDrA7egCHDh3GoUOH8i12DnuxxXo8RjQUoCqpha5QHaa/D8TcVTbYedQbp70/IS6jbGuZ+APSBKJjER3yEi/vPEDA+1BERSciJSkNqfGJiI+Pxqt753BsWQ+0r2UoAUBtY7RdfA6nXn6pR1XQvWo7jJMgTcabF96B3XwLNGdqmjVQoU1fjFxpj/uvwpCQkoHU6EC89jmIhcNaoWlVSesigWZXTNjojhdiOtiYMgEkTItCiPc2zOnfEtWYAfM0oFO5B8Ysc8RLIZhZAJSxy4dzuA/SQFrEU1zfPA59mldjWhhpaOmhesdZmL//Jj5kZCJdKIRYJESk3y04zG6BjnVyC0MENdFrsR0c/bgz6CGtkeZDquDIPVKQVq0jKEirVl9FrXMepMVCZL84iYMLzFCtkqakmau2AarUb4U+Y+dg9iJrrFy+FEuXLsWSJUuxdMliLFm6FPNW78Ghi/cRlJqldsArSntOg7RYBKQ+w/3T/2HhyJlYtugf/LfbHmfPXoDrxQs4f+Yg9q6ZjCm/G8OkvORFr1O+Nn6d+S+O3Q5W+xRYfK2RlsQHqR0VQSQWQSSSXcQQMSNypyP0wRFs+lmAOqSPtElTtJm4Dm5Pg5FCukZzoIaJPyBNChwC8MR1D7aNnwGb1Ttw4PAZXDh3Ea4nHXHsyA6snD8c/dqUhwEzT7o+qtTtjoVnn+MpdyqCvspWuAnSJK5Tcf/YYsxqqoVKJHYrmqLZHyOwfO1enHFyxVn73bCd0x+/NdWXjLOgVxv1/vwXu72DOdGMno9NuzPiA/DIbiGsOtdFJVKAoaEJ/aaz8dd/j5BQZFuMr8KKdxv4ANI5ySEI9NiAv/o2RXV98u7UgE6Fn9B11FL8c8ETl67fxE0fN9hvW4IBbTRRhQwwKagEgzoWmHvQFw/j8ppzlLl/KEiXuQv4cwMUpFXrKwrSqtVXUevcB+kMhHhths2YH2Gsn9vMlanpkJbYyvvVgKDCL/hzzj7cikrj1AjenAZpgsLZz+C1fQZ+19dFOc3qqGnaBl26/IHu3bvit5/qokl1rdw+uwJoGRihfsd+WOVwBc8i1T8YCr9BurgUmoOQh/ZYnTePdDO0GmMLtydh4Ep3R/6ANCl18IPH2rEwEwhQ2aA2GjbviD+69ED39r+gReMqMKoszUc0UaH6L+g29j+4+UcyEFKcp8pqPzdBWqJGzBs3OK4zQ5faOgwsa2gZwMSkKTp1+g1d2rdAvcoC6DLjAxihQosBWHT+FV4S4uPAP/6BdA6Swx7Cdd0Y9GlcDdq5IG3YZy0WnwvkVIssVbiXDyAN4WdkfrqFszb90b+tXm63Bx0Y1myAJl3+hNngoRjYuws6NasGbS0ytoAmyhn/hM4TtuPMgw+cyocoSKsiir9Rm5wG6fSPCPPZhp5tv/Sj0K8+CKvPPMWHwruBccpT/ATpeLzy3Y6xtQXQY2CuAgRNZuDY4yCkckpdxW+G6yAtFifB32k5FvQyzX35SD94i/ttgp/Gb8OViFSkF9rfV3Gd2DqS8yCNd3hwbAbGME0uC9e4fKVG6D1kLrae8MHToFiklUEN6bcO0kF3D2JxIwHKkbxGszpqD1yJ8w9CkcaReOYPSBPBwnF502j0L7IQTgONOw/AjPVH4HIvEFFpWWpvZVGSfIbLIC3MjEXoi4twWDUKfVpUlcBdAe01yjVGG7OZWHDQHU8iU8CVoS54B9LiFIQ9Pg/bkS1Rj6ntlOTbJqN2YeP1pJKEFC+P5QVIQwRxdgKi/a7A8+gizB3RTNLSKC9NSEbpZmYiIaOtN+kDy/mHcfrWW4QmpXMqH6IgzctkUjY3zWmQzo5Dot9l7Fy/CFMnjMaYsdMwe9E+uD0KRUzZyFXiq/ITpNMQ7n8Zx5aOw+yxQzFk3N+YtOok7obEMU3SSiwCB07gOkhD/BkRjy7AacdSTB8/GmOtrGBlNRZjxxayWI1h9g2bugYbj1/Gu+RMZHOocInbIE2EikfEUyc4r5qA6RNGo9/AQTA3N4O5uTnMzC3Qf8BARv/lK3fgjOs9BMaml9l0Nd82SAsRF3gL51daYe7YIRg1cxGW7nPFs6B4ZFKQLmHOSeL6Mz5cc8CROUMxbrQl+vYfIIlrCwuYm1tg8OBhmDLrb+w47orbbz8hhSMaF/WgXODXc7wAACAASURBVAZpct+irCREv/SG4651+HuSFQYOHAAzJi8ZjCFDZ2L2oh044HwLTyOSkcWhelPegbTwM2IDHsB59xIsmDUelsMtMXbcOKw4cQfXgst2HIWi4petffwAaenTZiMt6gWe+ezAP/MmY+LgARg8iLxf+6B3n0Ho138Mxk6YhnX/OcH9YTjisrg1xgt5CgrSUl/S32IV4DRIF3v33D+AnyDNfV1LeoecB+mSPhDHj+c2SH8tXkpKCkJCQhAWFsb8xsXlH2X06zPUt+XbBmn16ajslfhTI53/Ccl9k3wvNDQ0L64TEjjSrjj/rRb5F9dBWvbmSVFGTEwMwsI+ISIiGYkc7nvOO5CWFfo7XOcXSBd0UArS0kIRERGC4OA0REcX3M+9vylIc88nnL0jCtKqdQ0FadXqq6h1CtKKKsXOcXwDafLU5J7JgFjkl0AIV/5RkC5bT/AVpKWqyca1dBuffvkE0kRXEi+SgfW4rTIFaW77p+Dd8RukydOQ96sQQiFJIwWfjnt/U5Dmnk84e0cUpFXrGgrSqtVXUesUpBVVip3j+AjS7Dw5+1YoSLOvaUks8h2kS/KsXDyWbyDNRQ3l3RMFaXmqcHcb/0Gau9rKuzMK0vJUodvkKkBBWq4srG2kIM2alKUyREG6VPKV+GQK0iWWrNATKEgXKo1adlCQVovMhV6EgnSh0pRqBwXpUsmn9pMpSKtXcgrS6tWb11ejIK1a91GQVq2+ilqnIK2oUuwcR0GaHR2JFQrS7GmpjCUK0sqoxt45FKTZ01LWEgVpWTW4v05BWr0+oiCtXr15fTUK0qp1HwVp1eqrqHUK0ooqxc5xFKTZ0ZFYoSDNnpbKWKIgrYxq7J1DQZo9LWUtUZCWVYP76xSk1esjCtLq1ZvXV6MgrVr3UZBWrb6KWqcgrahS7BxHQZodHYkVCtLsaamMJQrSyqjG3jkUpNnTUtYSBWlZNbi/TkFavT6iIK1evXl9NQrSqnUfBWnV6quodQrSiirFznEUpNnRkVihIM2elspYoiCtjGrsnUNBmj0tZS1RkJZVg/vrFKTV6yMK0urVm9dXoyCtWvdRkFatvopapyCtqFLsHEdBmh0diRUK0uxpqYwlCtLKqMbeORSk2dNS1hIFaVk1uL9OQVq9PqIgrV69eX01CtKqdR8FadXqq6h1CtKKKsXOcRSk2dGRWKEgzZ6WyliiIK2MauydQ0GaPS1lLVGQllWD++sUpNXrIwrS6tWb11ejIK1a91GQVq2+ilqnIK2oUuwcR0GaHR2JFQrS7GmpjCUK0sqoxt45FKTZ01LWEgVpWTW4v05BWr0+oiCtXr15fTUK0qp1HwVp1eqrqHUK0ooqxc5xFKTZ0ZFYoSDNnpbKWKIgrYxq7J1DQZo9LWUtUZCWVYP76xSk1esjCtLq1ZvXV6MgrVr3UZBWrb6KWqcgrahS7BxHQZodHYkVCtLsaamMJQrSyqjG3jkUpNnTUtYSBWlZNbi/TkFavT6iIK1evXl9NQrSqnUfBWnV6quodQrSiirFznEUpNnRkVihIM2elspYoiCtjGrsnUNBmj0tZS1RkJZVg/vrFKTV6yMK0urVm9dXoyCtWvdRkFatvopapyCtqFLsHEdBmh0diRUK0uxpqYwlCtLKqMbeORSk2dNS1hIFaVk1uL9OQVq9PqIgrV69eX01CtKqdR8FadXqq6h1CtKKKsXOcRSk2dGRWKEgzZ6WyliiIK2MauydQ0GaPS1lLVGQllWD++sUpNXrIwrS6tWb11crDKR/+eUXHDx4kNfPxoWb37t3LwQCwVeLyey2aHx1CBq69mOWmud7obnbYNyJfc6F2/7m7iEpKQlOTk5o2bJlPl8YGRlhxIgRSEhI+OaeuawfaOPGjWjVqlU+vatUqQLyYfzu3buyvj3eXP9DWhi2+R9HC/chqOBtgeFbeyC2TmOkVW+EeNPGzJJSszae/jAKx81PwcH8JI71sIOzlTPeu79HZkImb56Vqzd6+/ZtjB07Nl8s6+rq4ueff4aHhwdXb/ubuK+VK1fm0136PqW6l9K9IjD5g+c8L9j3PA4HsxM409cRu//cD6tWE7GyZmt4G1dj8pck08ZIqNUIcXWbwL9XF9ya3h9eK0bCa9lwXLOdAj+Xg4BIWMoboqcXpUB6evpXeRBJCyQfun//flGn0n1KKJASHgj/i0fgvXwEvJYMg++KkfBcZondk3qjZ5v6+fIkHR0dtGjRAj4+PkpcqWxPEZTt5b+NqxcG0l26dMGxY8e+jYcsw6c4fPhwvgQn/QiQB9It3AfjUYp/Gd7tt3vpzMxMuLi4fAV2lStXxujRo0FeUvQfuwps3boVrVu3zhf/VatWxZo1axAcHMzuxb5ha59yYvDvh9NoyYC0uWIg3d0O58eeR7B3MEBDu9TRQd6TEyZMyBfLenp6IAXOvr6+pbZPDRSuwNq1a/PpLn2HUt0L10zRPSR/8P6fN+x62pcYpD3zQHoq3rkdVfSS9DglFSAtYwrmQVKQfvbsmZJW6WmFKZAV9wkBl+wZkPZcMrRYkCaVNNevXy/MHGe3U5BmwTWFgXTt2rVhYWEBUhq8atUqrFixgi4l1MDW1hZmZmZyPwIKgnQ9Nws0udAfkzf/jVXWK6nWJdS6qPhcvXo1FixYgMGDB8PY2DifP/T19ZmSxPnz54N8sBVlh+5TLA8gei9fvhzdu3eHiYlJPr0NDAzw66+/YsaMGQxQU02L1pTkBXNsF6L//slocmEAKl8ZoBBIn+hzCscG2GHrtK1Ys3gNrFda09hWIk+RvvvGjRv3VaGQlpYWatWqxbRoWbduHdVXCX2LSv/k22P9+vX47bff8uUhUpAmLYnIO7YoG3Sf/PyF5AcrrVdi27StODT0EE6YnYSDeclrpH2Wj4D78tGwt56KVSussXwF/XZhO+ZIOiA2Fy9ejDZt2nyVFkg+RACbpgX5sV5Sf1ivWAGy/GO9EHbW0xiQ9lluWSRIa2pqglQSDB06FPv378fz58/x+fNnFghN9SYoSLOgcWEgTV5WGhoaIAFCF+U1IBpKX/yyvwVBupHXQDQ4ZwHDdtWgIdCApoby16T+kq9dYb4gfqGaydesNLoUpjfNVxTUWkMTGgIB9OpXQpVxLdDgrAWMbwxWCKQd+53Frh670ateb1Q1qMrkQaXx5fd+LolZGs8Kxi3L3wxUd/Z1J+88XW1d9K7XG2u7rMPpvmdwwvxkyZp2rxzJwMXZ/w3C//p2hL6uDs1nWI79gvluYWmh4HH0b+XTjERjDbQwNcZc8w4MSF9ZMapIkJb9tic10ydOnEBcXBwLhKZ6ExSkWdC4KJCWDQ66/nU/59JoUhhIl/spfw1eaa5Bz2XXZ1RPqmdZxIBu3QqoMrY5Gpw1VxiknfqdxX89dqFnvV6ool9FbmFeWTwLvSZNQzQGuBEDOpo6TP7ABkjPs+gIXW0tms/IGQ+Hxjs34r2kfmheuyrmmLUvMUiTvtIODg4UpFngU96YoCBdNom8MJA2+DF/0+OSJn56fNn4k+pOdVdVDOjUKY/KVs2UAuk/6/aEkV5l+oFLP3BpDNAYyBcDWhpaIPnDmlLWSDv9bxD+tugAHS3NfPZVlR9Su/Rdq44YaFarCmYrAdLNmjWjIM0bAmbpRilIl02mVBCkG+c27dZuZURfRvSDh8YAjYEvMVBDDxVHNWZA2kTBpt1MjXT3XehaqxsMNQy/2KK6Ui1oDNAYyI2BbrW6YfUva0rVtNtp3iDM6dOOakrT1TcVAw1NKmBWrx8lNdIrFW/a3bBhQ9jZ2SE2NpYlSlOtGdq0mwV9CwNp0k+ALLSvhfJ9LcggEIX1aSkI0l/6SFeHJukjreK+Nt+rfXklmTTOlY/xouKosNinepdAb4EG00e6qrJ9pOv3RtVyklYuRfmK7iveJ4XFM9WueO2U1aiodyixSfYra/t7Pk+gIYCeth561Wejj/Rg/K/vz7SPtBq+2YrKg2haYCcf0tDQhEBDAy1pH2kWCPM7MVEYSDdo0ICZFujAgQPMfNJkJDq6lEwD0k9i1KhRckvpCoJ03YvmaOIyAEuOrcfBfQep1izG26FDh7Bt2zZMmTIFNWrUyOePcuXKoX379iBTNR09epTqzoLuRG8yf/rAgQNRs2bNfHobGhrC3NycGbH7yJEjVO9i9D647wBsDm/B6JPz0NRlIIwu91dosDGH3idxfLADjiw5ggM7DmDfwX1U62K0lvd+O3jwIPbt24eFCxeiU6dO+WJZW1sb9erVw6xZs5gaCHnn020le2fK6kW+Pezt7Zn8Ql4B6F9//cU0oZQ9h64rpjeTH+zdj8NLjsB+9HE49Dmh1Kjd3sst4bnCCuc2zMOBfXux7wD9dmE7Bkk6IDb//fffr/Igki5IPkRG9D5+/DjN45XI4wv6a9/+/di3/wCO/bsZZzf8TzJq97KiR+0mhRjk25LMRuLq6or3798jIyODFxRJa6RZcFNhIN2hQwds374dSUlJSE1NRWJiIl1KqAFxz5YtW/J9fEk/CAqCdK0LvdHcbTA8P95CalIqkkp4LeqfwuOTTEPw8eNHEHAj/VekPiC/lSpVwqBBgxAYGIisrCwa4yzEHdGbjFhJpu0oqDeZt5tMNfbgwQPmRUPjtvC4JXlAWlIqnnx6BZunB9HCbTAq+FgoBNJ2PexxdvQ5PHd8jsjASCSnJtPYViK2U1JSkJCQgEuXLsHS0jJf3qGrq4t27drhzJkzyMnJofoqoW9R6T85ORkikYgpxJDNs6XrRHfyrygbdJ/8/IXkB/Gx8Xjm9Bxus91h3+t4ieeR9sqdR/rK+sl4emYX4mNjkJyaRv3Bcjog3+Akjj99+vRVHkTSAsmHfHx8aFpgS/ekJCQlJyPM7ymeOe1hQNpr6bAiR+3W0dFB06ZNcfbsWcYP5FuSzPvNh38UpFnwUmEg/csvv4CUhNF/pVOA1MxJX/yyvwVBuub5XgxI3459XroL0rPlKkBeRI6Ojsyc0bJ+MDIyYl5O8fHxcs+jG5VTgLxENm7ciFatWuWL/ypVqsDa2hpv375VzvB3eNaH1FBs8z+OFu5DUMFbMZA+1sMOzlbOeO/+Hhnx/CgZ57Jrb9++DSsrq3yxTD5gf/75Z3h4eHD51nl/b2QeWNk8W7pOdS+la4Vg8gfPvz1h31N5kL5qOwVvLhwERMJS3hA9vSgFSAH12LFjv0oLJB+6f/9+UafSfUookPIpEP4Xj0hAeknxIE1G6/b29lbiSmV7CgVpFvSnIM2CiEWY2LNnz1cZH/kQKAjStXJB+lbMsyKs0V3KKkBqlUgNBsnspB9i5FcK0nyZ80/Z51f3eaQmacOGDSBzKsrqLQVpf39/dd8Sb68XkBKCrX4lBWl7nBvjjHdu75Ael87bZ+fKjd+6datQkHZ3d+fKbX6T91EYSFPdS+duUY6IyR/YAmmxMLt0N0TPLlKBtLS0r/Ig8m4lIH3v3r0iz6U7S65ActgH+LmWDKS9vLxKfqEyPoOCNAsOKAykSX8w0neA/iudAiUG6einpbsgPVuuAqTGmYK0XGlUslEoFBYK0suXL4efn59KrvstGn3PgLR9CWukc0H64jt8jv38LcqitmcirStu3rz51Ucs+YDt2LEj3Nzc1HYv3+OFSAsW2cI46TrVvXTRIMpmCaRtpuD1hQMQ5VCQLp1Hij6bdLEs2CpGCtJ3794t+mS6t8QKJIUGwM/1cIlqpD09PUt8nbI+gYI0Cx6gIM2CiEWYoCBdhDhq3EVBWo1iA6AgzZ7eFKTZ01IZSxSklVGNvXMoSLOnpawlCtKyanB/nYK0en1EQVq9evP6ahSkVes+CtKq1VdR6xSkFVWKneMoSLOjI7FCQZo9LZWxREFaGdXYO4eCNHtaylqiIC2rBvfXKUir10cUpNWrN6+vRkFate6jIK1afRW1TkFaUaXYOY6CNDs6EisUpNnTUhlLFKSVUY29cyhIs6elrCUK0rJqcH+dgrR6fURBWr168/pqFKRV6z4K0qrVV1HrFKQVVYqd4yhIs6MjsUJBmj0tlbFEQVoZ1dg7h4I0e1rKWqIgLasG99cpSKvXRxSk1as3r69GQVq17qMgrVp9FbVOQVpRpdg5joI0OzoSKxSk2dNSGUsUpJVRjb1zKEizp6WsJQrSsmpwf52CtHp9REFavXrz+moUpFXrPgrSqtVXUesUpBVVip3jKEizoyOxQkGaPS2VsURBWhnV2DuHgjR7WspaoiAtqwb31ylIq9dHFKTVqzevr0ZBWrXuoyCtWn0VtU5BWlGl2DmOgjQ7OhIrFKTZ01IZSxSklVGNvXMoSLOnpawlCtKyanB/nYK0en1EQVq9evP6ahSkVes+CtKq1VdR6xSkFVWKneMoSLOjI7FCQZo9LZWxREFaGdXYO4eCNHtaylqiIC2rBvfXKUir10cUpNWrN6+vRkFate6jIK1afRW1TkFaUaXYOY6CNDs6EisUpNnTUhlLFKSVUY29cyhIs6elrCUK0rJqcH+dgrR6fURBWr168/pqFKRV6z4K0qrVV1HrFKQVVYqd4yhIs6MjsUJBmj0tlbFEQVoZ1dg7h4I0e1rKWqIgLasG99cpSKvXRxSk1as3r69GQVq17uMKSItFIojyFjFEYhU9t1gMkUgIAlJCkQiqukxJ754zIC0WI78vRCAf6qr4R+zK+kKkouvIu3cugLTk+fPHPVtaEzvFL2Al/ssapL/WUaSS/OPr64hZ0U9efJZkG7mvmzdvwsrKCgKBIG/R1dVFx44d4ebmVhJzpTuWSdOyMU18wb5Ocn2hmmyqWD34BdKy+QI76R9fvTPINYqVrdgDeA/SsnlwsU9b9AEk3otfirah6r1cAOniNZLEJgvhCVXFvaJ+oiCtqFL0OFCQVm0QcAOks5EaH4/oyEiEh0ciMjIecSnZyGYlt5PVTwzh50REhwUj8MNHfPwUhZSsbIhkDymjda6AdHZyMhKjoxEZEY6IiAhERMQjMSEDYhWIlJWSiOjQYAQGBuJjWCRiktKQoyb9yxykxWJkJiYiPioKEblaR0UlIDk5q5RftwRaspGRmYH09AxkZBS2ZCIjIxuZOSLklDKdlSlIi0TITElGfHR0bryGIzw6HtHJ2SzDtAgZqcmIY/wVgYjwWETHpyMlS00BW8RlyMcjJ0BaKEJ2aipimfyD5B0RiIyKQXxyJrJYTdhCZKWnIDYqKjefikZUTCo+l5Ev+AHSYkCUA3F2JrKkeUJWDrKEDA8UEV3F78pOTUFCdAzCw4nPoxEVl4rUjNK/MPgL0iJAmA1RViYypVpn5yBbpEzWLkK2MAuZWYXl4zLbM3OQlSOGsHiXqeSIsgVp8hLLRmZWppree2JkZ6YhPiYGkZERCA+PRlR0ClIyVSKtXKMUpOXKQjfKU4CCtDxV2NtWpiAtjEN04CPcuXQWdrt3Y+umTbCx2YSNG/dg52FnXLj+FG8jE5DOxuPmJCHK/xGunzyA7SuW4O/5q7Bk51k8iYyHGvO+Qp+kzECavH9SYxD97hUeePvg/JEj2Ld1KzbZ2mLDhg3YsOE/7N3nhEu+D/H2UzxS2SjdEKUgIeAJrpw8jO3WS7Bw/v+wdPsJnLkdgJRCFWJ3R5mAtBgQJkYi/M0z3PG4BKf9+7Fr82ZszNX6n017cPDwefjceIaP0SlQ7ls0FVkpfrjudgFOJ07ijKMjszg6OuLLchqnT52Dk9MV3H4bgfDPpaOcMgHp9FjEBT7H3UuX4HjoMHZt3SqJV1sbrN+6C1uPnIenz2O8DYxFUqkS+Gekx77Dy1seOHf0EP7dvAW2GzbC1mYntuw6ATvXG3j0IRzxWdnsBmgJrJU1SIuy0pEQ9BLPrnji3NFj2Ll1KzZu2ADbDRuwcfM27DrsiPNej/DyXSw+l6LU5v/snQV4FEcbxy+ukEBICBYnhhOCuxWnaKF4oUChFC0OxYq7u0uQQIHiDsFdQggSd3e95Pc9e3cJl2BJGpLwcTzPkb293dnd/8zOzG/ed95JT08jMfwNL2+f558921mxZAkL5v/N3/OXsmTFTnYdu8LtV96EpaYW6OBo0QfpNEiLIfjtQ+5cOM6RgwfZv/8AJy7f4VGAmIQ8vf4pJER48ebhJU7s2sHapUuZ9/d85v+9lMWrdrDt0AWuP/UgNDVPiUtK/7cJ0gJEh+Preptr/zpzyOkgBw4d4YzLE1xD0kjKFeWKESeH8+7ZTS6dPobTgQM4OTl9UJ87OR2Q1O1Hjt3lrmsIUVCg5T+jqipckI5HnOCGy7kTHNrzmXbvwBGcnC5z85U/AcIoUq7/pZIe58nr+xc5uX8na5ctY+GC+cybu5RFS7ez9chFbrzwIDAu8avngQKkc5153+8JCpD+unlfWCAtTgjF59lx9i+bwIgfW9OoelUqWphToYIFZhY1qFSnDR1/ncy8vad5EBxNbC5lEOxy4tRkEuIiCA19y/NbJ9m/ZDLDm9emspEe6voVMWo2gcOuPsTlMu2vcXhhgXRaahyBV51x/nsKo3r0oH2dOlSvWBELExNMzcwwN69KDcc2dBswjvlbT3PtRSBxghUjlyKI01JIio8iLOgdrvfP4rx8KsN/aEQlwxLoFdPBuNFwRm6+TWgu083r4YUB0uKkaLzO7GfvzAkM+7ELrR1qUsXSEjOJ1uZYWtagdv1O9B42lZX7r/LgXTi5NrKl+xLtvoeJfbrRtmFTWrZuTatWrbJ9mtOsSUd+aDuGvw/f5kFwfF5llJxXGCCd5uvC3X2zGdKtG80dHKliVRETU1NMTUyoYFMN2wYd6dlnNH+vO8bZJ4GEJ4lzXWZJTybC5xZXDy1ixqButK/nSKWKVpiammFiUgnrKk1o3HUwY1bu4eQzD0IEo99/UjJvJxc2SCdGBvDo8ALmDu1Bi9p1sbeywszUFBMzM8wq2lK1bis69h7H9KWHOecaQHBSXlRKJS7kNS7HVrBgdF86N6qHvXVFTE1NMDGzpmKlxjTq9At/LNvO0WcehCYV3MBGkQfp9GSIcuPqvsVMGdyFtq1b07Rpc/pPWMiWe3GE5XakWpxMXIgrd09tYem4/nRt0oCq1hWpUMEUU1MbrCrVp27bfgyavoqDT9/hk5fsFmAwJQ33k+6cGX2GXS13s6fNXpzaH2Rti430rTSIGWUqc66UEeHlrYgqb0VEWUvCTCri1qo+N4Z15Oz0Xpyd0oPL84bw4tgm0lILoEykJZAecp8TG2bye68O/NC6NS3adGT47I0cep6E4HCU839JJEe48u/mWYwd0I1WzVvSunX2urwVLVs0o1Wr1nTotohle5/gAwXm2SX/LIUK0mmBJHnuYdawXrRp0IRWH233mtG8aQdathjD/CO3eJi7zEDo9cSHvuLh+TUsHtuPbk3rU83GBnMzUyqUt8HSpgH12vVl2PyN7Lv1HP+k1K+aDwqQli99iu3PKqAA6c/K859/LBSQTg0l7MlRpg5rg6OFEXpKSqgov5/bJxIpo6SkjJp+GUwadGPsThfu+Oe8sy9xbhUnEOhxj/OHVjJ6RF86tqxDTatyGKqroS7MI9QwRbv2nxx87ps/Fu//mBOFA9LJJMc94sDPbehkoIuuihJKcnMspfMtlVFW10CzuCHGll0YNH0/N8MSSMgFSaemJxES6sbto6uY/+cA2rZugINVeYx1tVAViSTXLOYwjMHr7hP2H3XM6ekFD9KJJETeZPOPTWipp42WsvS55ee0CuVeRUMTrZLlMLHtx5hlp3iRJjhq5+Jf7FNCT43F0dRQMldWTV0NVVUVlJWV5T7Cu6aLmkZ9Biw9ziXv6Fxc4MNDCwOkxU+2sX9cHTRUlDLnBL/XUgllNQ00tYpTukZbOk7ZykW30Nx1YtMSIeQOuxYPp2UtM8poaqChJF9HCdtKqGsXp7hNI7rP3Ibz8zDi82Ny6IcSf3ZPYYN0jL8bztOa0cRK8yN5IUKkooKmtj7G1vWpNWk/+x8GffZ5PvpjxHPc/5lBp0a2lNPXQit7Xiipo6yug55dcxr9sYkrHiEFVq8XdZBOT44k/MkhFg9rSXVjNTTU1SVl165VP2aeCycwV6PUYtIiPLm6fzYjutTGRF8bbXXlbPmujJK6NprGVjgMXceKK3558vr6FkE6LSGIgKvrmdSzDub6KghxCpS19anz0zjW3IohPPGjpfvjO9NjSPC4zMrfO1DHshQqykJ6qqioSPtHGXW60GYrK6tSzLAvw+Ze4t33CNKxbsRfGE3rymUz2z2Vj7Z7OohE9Rm47DhXw3KTGYLn3gvuHZpF6waWknL/QR0kUkNVQxtdq3o0+20hTo/8CE7Mi9X748Uh+14FSGdXRPH9kwooQPqT0uTLDwUP0qlEvzjHyb8GUseiFBoScNNBv2RLeg+dyoxJgxjaTA99LWmnVUW/PLX7zmDTeVfCczjHKC01nhD3yzgt+4Ofm9tjWs4AHQ0lVOQhUc0EjVrfO0jHkRh1nvn2RtgI2mhXom6XgfQfM5k///yNSYMdqWEodLoyAEIPy6ZDmPCPG0GxOce78LfXOb18CH1a18CqQim0tdRQzkxTmrZOjWH8sub/GaSjiAk5yiTTEpiJRGgY1qJJr1/5ZfwUJo4fyp/9q1C5hHyH1IDKnf5k9o1gwnPj4x1xn+BDv2BRSkuWb1qUKmGCpYUNlSrZY2dnh52dDRUtq1Glalembz/L/YBvD6STXBayZ6wjBtV+oNXgUUyYN5fZM2Ywd2AnOlmVo3hG+VIph2m9X1l88hlvI3Pu450c6c7zzVPo38gOHdkgn6a2A41++I2pc6YxoasFNcrJ3gslbSyb9WX85gu8jUz7qlaIj1X6hQ3SUb4vODipET91bki93sP5fd48Fsyew7wh/RhUywwTFZlOqsURVfiVcVtuESGx73zsabLvE0bsonl9bBnz65tTWkcFkUgFDfVKNOs6WjXFgwAAIABJREFUjhnz5zBzdHtamohQk+S5Dvp2zZnk/IJnwkUK4F9RB+n4YHcurhnIj7VKyzSS5od5o55MORNGQC5AOi0hEJ+7e5jRpR5V9DPqKxOq1R/M+FmzmTa8BU0q6aAtyQtlVMvXpvvUrdyNhMRcDL4K2fbtgXQakR53ODT7R5ralZBrN9Wp1nkkK1yiCc+N9V8cRYL7Web90gzb0hntcAlKl7KgcpVKsrrcDltba+ztK+FQ73dmb7hCABTKPOlCtUhHPiPu2AAczYtltntGBiZYWdpib5/R7lljbVUNW5suTN9xlkeROQVpoeCG4XlgAbPb1UBbUzp4q6llS40Gv/DnX7OY9ktdOlrK6jmROqWrtWbo2nM88P56k9UUIF0Alfv/yyUKDaTTUhEnRBAdEUZoaChhYWGERsUQl30uXFoayTExRIeHExomHBdKRHQ0cUnJheLml9t8L1iQFny8Qnh8eDF/NrOhpMyqUKxUNX7oe4hLz2NIjHzA8709aWNbQmKtFKmoole5NaNWn+RpGIhz0BiLk8LxvLyWaT1qUD7D0q1eHPViJdDTknW41EzRcvzeQTqKxOizLKjfiA6mLegyfCVbLz7hoU8YQUGvCX22gRX9GlJLV+19p8C0PtWnnOVNcE4d4sX4XN/MqjalKKme0aHWQFtXBy1NtczBDd2awxi89v8ZpEOJDTvKTMeGdLDrTJ8/t7DvlivP/MMJDXxJ0P2lzO1Wi0paAihIdVK2a0u9RY/wicyFP2DYXYIODMCstDDyroquUTXadR/NlOnzWb58KYsXL2bx4kUsXLCUpcu2cv6eK37RuendfVjDFIZFOunZfm7smcGYNcc58dKbIHEqSbExpD65wPExPWirJ0JTUr9oomfcnF/XXeSeX047NbGEvjrFqp4NqKIvtbIqq5bAodXfrD7oSVRyJCHXJvJXd3O0ZHmlVr46zX5bxsXXccTkfVroh+LmYE9hg3R8mA+39s9m1/4d7L//lndiMSSlIH56m3vLRtG7kjGlZGAlEtWiy8SD3JGEBsrBw0n8MVzYP7EzVWVai0TmVGowgS2n/YghjTjPw+wYVp4qpaQdXCV1XaqM+4d9T/5buc7J3QnHFGmQTgrj3fW9TGpviZleRkdf+teqaW+mn80dSMcFPOTqlqG0KKsnhXKlYmiWGcPMDS8JSU4k2n03a/9oRJ0yosy6vdIPg1h+O5XQnHKLTPhvDaTTo714cnwlgxuVxVhHTms1bWp2+4OVN6NzZ5EWRxHvdoY5g5thW0Zog7VQMuxM9/7TWLN6uawuX8ziRYtYvGQJK9c4ceGWm2QaXA66STkt3jk+rlBBOvwJcYf7UsuyOCKROpoGNejcazTTZi5g2bIl79u9hUtZtGiLpN0LSMhpu5oIiffYMbQDDbUzBo9KUKn+CGZtfE5AfBJxrms5OsEcUy3p7yolKlCp/1KO3PHJkzdGTkRXgHROVFIcI1GgsEA6PTGS6Jf/cunITrZt2MTWbdtYf+QMV156ZHG1TIkNx/3CWY7v3sWmLVvYumMnhy9d56F3gMS1rDAqtNwUnQIF6bQUCH/K8VW/06aaAWoyS4VN/R6sfZiCv8RglEhy/G02t69BfaHjpKSGyMiBdhM28q9rJEk5IGkJSF/ZyKy+jbEz0MK4nAlmLX6mdqeetLMTYSQAnYoCpCGc5MS7HFl2kXPH30jmJ6cKrqly7qmxdzawcXgt6aCGkB/GtSjxyx5c/XNqxRTje2MHazuZY2JkgLqxDVa1GvNDm0Y42JfJhGud/3uQDiIp3oVja65y7aKXxCInltc6PQ2fs4uZ/VOlTJAWmTTDaMxp3oXmfFoDIbfx29MHs1ICAJbEqMlAFpx4ztsw4eVKly77Jiz9Jvvkx9JEhQHSQhh5Yem0VPGHyyuF3ljNnt4iSkk6s8oUN65Dj/nHufYmhybKBC/eXVhLv+YVMZSlUczInvE7bvNQUuyFAUEfrq8cwc8ikdT6pmOBadsxbLv+jkAhiEAB/itskBbKVXqaWLp8ofxSV+JEIj3vs3q4A3XLCmAhdDIr0GrkZo5HQ1JOGsfUeHi4mBm9qma+F2UcfmTI0hO8ChNLBqvTE31547KCoTVNKCvUUao6iOpOZ/oR1wLJhaIM0tHuJzk2uxP22loS7y9lVWGKR95BOvjJaXaPro1ZKQ1JfmiXtKTXjtdcCxakFt6LYB7tns2fja3Rk13HoGYneq1/zJvwnHuESFL7xuZIB9zfx5Y/mmGurimZPqasKkJJGMzLK0inRhLneopZg5pgYyBCpGWIUt+9bLolETuzDs+oy8WyurBACv1HLlKoIB32iMgDvahlqo1IZIhe4yGsPPUUr0jBcy7tA61y1e4lhZH6ZCejutVBT+g7KqmgU7Y6fadv40YwsqCgofi7bmdkWW3KC3WQhhGiWkNZdvwBoTnl9Y9o+rldCpD+nDqK37IoUGggnRJF+Ctn1ozsShs7C2ztK2Nq1Y7+M/ZwLRFpEKC0UIKfHmPxoE60rlkJK9tqVK7bjT/WSecd5jHGRpbn/9pfChKk01MTiXM/w8aJHXEoK0JF0sg4Uu/n9dyN5/3IXXokD/9uzQC7952v2j1msvbSOyKSv6yqOCUG/4en2bV0HuNGT2fpjpOcuOXCoV1/M6iSEsYCwCtAGqEUp6VFEeQdQ1TUJ3R9e5hD01tRQmgchI9hTbT7beeFnxAbNCf/xAQ9vsDRKSMY8sdMJq87xMFTZzm8YhT9mlpiIBtM0f6/B+kk0sQRBPvFERv7cYKIerCN1cProZuhdfnG6I04ztuQXIC090Wer2yFSUk1REpGGLcaxqqrPoR9IntzkoNfOqZQQPozN5X8bDf/Di2Jka5QZlUoXr4BfZed5qZHzspsasBDXHaM44cqxSkmqSvKYFRjHFtveksi4mZc2u/sYtY0FVFC4mlRAkO77kw5cBfX0IKxhGbcR+GDdMadfPg3NcKNHeOb0cRUyAvBYmxNu3E7uZgAyR9/DbIkIk4Mx2NbdwbWEzwshDQMqdFlEouOvyA8w/KfFkfYm4ss7F2N6hKrqzoi5fYMXHgWjwJwcy2yIJ3yikvrh9G7SjF0NQwpY1wOK7NS6GhI6/LcW6TTcLu0hRmtNTHUFtIwoKRdPza9CCNQLtdCb25n4/D6lNaRegjolK1Pi2H7ueEVlcUIIXfKRze/HYt0GsQ+4NjC3rSvqIOWVnlMK5ShokkxqbFAVZuaXfNgkU4KI/ThYSb3csSyuDD1yhilof+w1zXn06o+KuxX2lmoIO13i7drmlKtrCoiZWP0W45k8w2vLPV1Xh9bHOnJO+eJ/NTYVDJAoqSiSZlaQ5m6/bak3GdUYzGBD9neozQ1Swjvhg4i3eaM2HCOB1EZFVVe7+Dj5ylA+uO6KPZ+RIHCAmnSEogNvM32sZ1paiRteIROWdnaw5l8NoBA4d2IeMytneNoa60nDWAlUqNU9WFM3X+XZ9HyPVdh+YlE4hISSEzJQ/TYj+iSX7sKEqQlgHtnF/MH1sdGUySdJ2vSjxbTXAiVi6mbnppK1MnBTOmgJ+s86WDTbBhTDzzI0VI96eJkYvw9eHbvITfuvMJX4oWciM/tjQy3V6K0APAKkP6wCGW0CHK/RN5ez/ohNdHLgLtytSk38ghuATl1k00jNsATt0tXOHfLDbfwVJJSYnl7fA5j2tpgIEv3/x+k5UQVNj/QOh3PMwuZ3d1WNr9QhMiiBRZTruKZi6Aoya+Oc21mVcrpCdY/A0rV7snkLRe5/vgNfj4+eHgGERSRQLx89ZTt1nL7tdBAWljcPDWBFMl6rUkS1+64SC8eOc1gTis9KQSLSmJc/WemH3jAi+Cc+ZZGul/knwV9qV9OReq6rWdP2e5OnHELzyKNAOwX/iyDUTEBGJTRN25In+VnueWVM2DPkth/+FIkQDo9jfTUZFKTE0lKSiIlIZnYIA9eXtvBtB7VsCsmtKGaiIx7MnTVZd7mEHCT495xbnxdOkhAXAWRjg3Nhq9i1+1AEjM8Z9KSifV9wvaJLWhSUbiOUPbNaTd6O2eScgbs/0H+ounanRyMz4UlTOxgTWl1ESXsmvND25Z0aWqLgQSCRVjm2rU7grvOcxlgIaKE0IaqV8ao1UJuBUZkqc7S3p7gn/ldqGAgnderUdyW2h3m4vwsWOKJk1OtvxWQTo/35dXRaQxvZoKBpgalHTrxY/vGdKpTDk1VwUNCK28gHR+Er8suxnS2x0zwjNEohVLHtSw48pjwQF88PHzw9g8nPL5ogHVhgnTSu4vcnWmNvaSvbkSxWj/z1/bz3Hz6Fl9vbzy9ggiOSCAhD+1efNBTrq/oR/sqBtLgqOq6WPy4jGWnvbNM30wI9eLaXAeaWQt1kNAmWNLxLyf+8cpZu5PT9yLjOAVIZyih+PtFBQoNpIW+bko0bufX8vegepjpSqPsqpSog0OPfbj4BvL60SHWD2uKtazB0K9QjQFLHnLHN2vFlh4XTNSbu1y/eYeH7v5EJELaBx3pL0rxVQ4oSJBOTQrl9fkVTO5UQ+L+Igk41WA07be8Jk1eEHEK3FvAon7v3VzL1+3J8PVX8YrM6+heGC8ur2GoAqRzUY7Cub1uMENrSt34BIuQjn0rWi+9kyu4y37BlDg/XhyewcgfrDEQOmSCe+z/vUU6uwry3wXX2ADOLOhND1tV2eCRCD3HHvy49R0BuZh0G/v0AP+OLksZwYIh0kWnnCOte45l7MS/mDdnAbPnbGPbP7e47RFCbHp6lo6A/B3lZrvQQDo5hhT/R7g/f8j9uw95cOUSZ3bM4s+eDhJwUxMpo2bckAb9VnP0cSihOfIsTSHw8VF2TehM1WJq0ikN5WtgOvUqt7yyxQXwOs2LFc0poy99P3RL2/HDtMNcfJkVuHOjZV6OLXyQToeUOKID3+Lhep9Hjx7y9MZtLu5Zy/wRjalrri0ZHFLTscW63242XZe6pn75WZNJjLrDzm6ONJS42KshMq5K+ynbOPYiBsE9U/ovhZTglxz5uzdtq+pnvj8NflnCDk/4ioFzJZcvehbpaGJen2F1jxpU0VNFVMqa+sP+Zt6sMczsUxtjbamlOPcg7crl7aNpqyGSes0Y16bs4K28Dco2zSfYhSvrh2NmJPUiUNUtS5XWw9nh4ktALprvbwOkwwl/dpi5rSyx1FJD3aQW7aasZun0IYxvZ4W2xKMlbyCdHuPHu8sbGNHGjApC+VcuhpJFfzoNmMai+fOYPWsZi9Yd4cj1F/gkpeR+qcQvv4C5OqIwQTrm5b+cH6WHTSmh3dNDo0xd2v00mnGT/mLu3PnM/Xs7O/65xR2PYGIEF/gcP5mYKG8Xjk3qRlNTaQA5Za3i2I3cwaa7WacKpUT64rb5J9pVL5lpAKo/agvbH+Uiml+O7wsUIJ0Lsb73QwsTpIW5FalhT7i6cxo/VS2DgTC6KCqOYcXW/LVvL2tX/sHQerroC/v1a2Labw233sTJ5kwIOSc09EG4nd3A380a06JeR/qOX8ve616E5Wkx+PwvDQUJ0ikxvjw4MI2hTawzo+oW7/gXw4+HZR1YEOZSP1/FyiEOmZ2i0rU6M3DFed6Fp2QZ/c65IgqQzrlWgtd3AgEnljG6TSWJRUPqVlkau07jWXdHGAzK+zxQBUhny4n4KDz2TWdwYwtKSuoYoZ4xxbH/fJzexBObi85nxP0dHBqsRWmJW7MyymrFKWloQgUTcywsrLCwrEblmi35cfB0ljvf513Ef5/AVVggnRLyCve9w/m9bzsaNmpBq8aNaVDNggolVNHR0qJ6u8H8sfQox2/5EhCdSmoGd2WT//1X4YA43l3dzvJfGmOuIR3U0LSsS5NVrjyWuCG9P5qAS3hs7kzZktII6dqG5jSesI8zz0LkDvr6m4UO0mmppEW844bTYqb/2p42P7SmVZNmNKpRCZvyOpQqbUyVJt0ZPm8/h2764ROZ025sJHFeJ5jVtCq2woCbsjqqpo70/duJSx4pcm1GKuJQd44vHkiHmtJl34T6yrHfHNa5QkIu3p+85FbRAmkxkS/Pc3T8T9Q31kZNZIK54yjW3X7CpeMrWNbfkTJ5BenoCxxf1EsS9E1YtlBk0YRaE53xCs02wBRxj5tbx2BhLAR+EqGsUwq7Fv3YdMUb3xwNZklzoeiDdArB9w6zc0BrKuupoa5mR832M9n77DmX9k5nRnsLKUgra+bJIi2O8sb97AqGNC9NWYkXgQoitbKUKm2OlaUlFha2WFeuRc0GP9K13zyOvggtsOUjP/aeFCZIRzxz5thAEZYSt2oVlFSLY2BYARPTrO1e50FTWfnvU97leL5+PMGup9k4pCU1S0sjgqtq69F0xlEOuWZtO8XR/njtHUSnWqVl/VYlagxdx/rbOfXe+5iqn96nAOlPa6P4JZsChQvSws0kEfr8DPvGd6CGiXS0W01bD4e2bWjcxJ5KQhAIkQFlu81iwmWfbAFUpCB9f98kBuiKUBcVx7zRCGbuf4RvYlardbbHLrCvBQnSyZGe3N4+lv71zNGUufSW6zGfSefj5TpFknUv4OU6Vg+tnQnSRg4d6L/sLG/DFCD91QtH3BtenVvLzK6OWJXMsEaro23bhQELnHkemZyj+Y2fuk8FSL9XJj3yBU+OLmRMSzsq6GZE7NZGz2EQYzddxi81d0uZhN3Zwr5+IkrK5kFKB0CEOkr+o4JuqSo4tp/Gtktu+ORmUfD3t565VVggneh7nztzHXEwzSijcs+oqot1k1FMXO/Cbe/UHM7NFOrrGF6d28DfP9emnJo0P4rbNODHrZ48D8lG4kFX8N7eNROktQxNaDhuN6effm8gnYI46BmHFg6kbSUtlJWkFs/MMqdhiFX9Qfy25CoPAxJzsTxYKLGvnBhb3x4TofyqqKNtWY8hS5y54ZMu12akkhb2mpNLf6GjQ0YnVoRDn79Y9ex7AmkxKeH3Obd2ND/bGEiCixnY9GDI4ge8SYnH48YmVvZ3yGqRFtaRzsbBmS929o2gfzg8qyPmIql3nqpNC5r/dQqfsGwxHCIfcHv7ODmQLolN895suOSFTy68XIs2SCeTEHCZI7P7085IGtm/Qu0hTNruil9aDG7H5zKznfl7kO72B6tuxRCRi4EEcZQXbqeXMLBRCQzV5Oq2LHW5sF8TLd1KdBm7l0MPwsmWG9lz8at9L0yQDn98iEO9RZhIBpA/pZUKOgaVcOw4i22XXhKQI1tANIGP/2FZ38ZULiX1sFDT0afj36c4+SZre5AW7Y/vgSH8WLtMZntbdfAa1tzM5rGRTzmgAOl8EvJ7SKbwQRqIDyD8xgoGtrJFP2MJn8zKTAeRWhcm7HLB86MZksybS2tZ0KocduWr0KjbDJYff0FA0lceJv/ovXy4s+BBehwD6llkgnR5AaQvfASkXdewckitzApJmHc0YMU5hUX6wyzMnz1CsO7URBLifHn17xQW9TGWzu+SlHNtdPTtaT9mA/tu+74PCpfHK3/3IC24VKfEEx/9jqcHhjKtvbQjJgWPYugZOtJ77iFOu2V1HcuJ3JFPDvLvBGvqVrWkrIklVlZWko+FmQnlS5dEX1sZVUk0XcHaWolOM/Zy4lVoTpL+5DGFBdJJ/k94tKINbRxN0dE3oFSpkhTX1paUWxVldZTUa1P7xwUsOPKUt1EJOYBpKUi7n9vI/J/rUFYepLd58iI7SAdexnPrj5kgrW1oRqPxe79Di3QKaaFunFw7hj5NzSlfrjT6JUtSXFjiTlUVJZEWqrqO2DT7i+WnnvAqMiGHXkWhxLo7MbZBpQ9B2ld+elQq4jB3TiwZREcHo8w2o1bf2ax58b2AdDrJsX48PDCd0e2sKSFEjNbQocOkrZwMEnzjkvG/tIalfWvKgXQvpp0JxT8mKxB88kUP+ocjszp9ANK+2UE64h63tmW1SNs278PGy97/JyAtJj7yNdfWDqNfvTJoKIlQ0zOizzwnrkUK6sXy1vkvprU1Q0tw7c6wSLtEEZaLQUtxjD8eV7cx9efaNKhcFjMLKyytrLC0tMTMpBzGBrroaKigJOuLqmq35edJR3kqCSP6yVz8aj8UJkhHvTzN2bHlaFHThDIm0jZPaPsszEypYGxACW0V1DLbPXs6/7WXk945AVwBpI+xvF9jqmSAtG4JOv59+gOQFizS3vt+obOjcWYdVP3Xtay7pbBI/5dCJ/ovJyvOlSpQJECaVNJjn3FwbGtal5euE5cx2q6iY4T1T2slgPGpPEuNiyTMw50nD5/i/saPyNjUHK2H/Kn08nN/QYJ0SrQ3d3dP5JeGVujIKv9SXeYw+nS0/IpLILh2P17GskHVMyukMrW7MmT1JTwUrt35mf3v00qOJurVVY4tH0W/ltaUy1xzVBcDq+Z0/30VR+95EZTVm+n9+bnY+u5BOj6M4Een2TO7P13qV6CUlmwEXakE5at2ZNCMXZx/EUhkjkbMswqfFhFEnOs9vN+94Z2nF56ennh6efPq4XXObJ3BxC7lsTKQ1WFKWhi0n8zco0LXK+//Cguk0+PDiHX9l+vnDrJz7xaWLZ3FqO7daFulIlaGqigrqyPSNseq6SD+OngH16Avmd4EoIjlzcUtLO5XnwoykNapWI8fNrzmWVC2DPG7wOv17ShTQjoQomNUkeaTDnDuxX8bmMhtThS6a7cQ9C0xgsBXd7lz8SDHjm1l6YqF/D5oIJ2r2GFdqhja6qooa5dGu/LP/L7hPO7JOfG0CCfurTOTG1XGQmgvlNVRN6/DgIWHuOolzmKRTg15xT8L+9G+ukFmm1FnwHw2ukNCtmzLrb5fOr4ouHanRAfgfmUbE7vZUrGkCFUDU2r+sY3tLr4kpIpJTonA/cwyFvSpTukM1+7G3Zl6wgcPIQhfWhrpX1paMuw0R+d1w0Zw1xbyo2IzGkw7/qFFOvQONzaPwsJY6gqromuEfctBbLnmg18u2o+iapFOCHnNw2OLGNrKlLK6ItSMbWk0/QgHH4aQJBaTlBzCkwNTmdjGNBOka3T+jWWXAvETAkemibMsMfnJ8pWcREpYIKHv3PB58woPoS739MTj7WseXTvBnnn96Fy7AgYZxh01I+r0nsqmBzFE5cLy/cnr5/KHwgTptOgw4p/fwvfNq8x2z8vbB/dHLpzfMYfxP5pjZ5TRd1elZPspTD7qloMnjCHo2UlWD2hGNUNdSd0iWKRbzz7B0VdZK5bUKD/e7uxHx8zpJWrUGr6BTXcVIJ0DoT95iAKkPylNzn8oEiCdHknsu1Os7FMfR31Zp1dZ5oapXhyDBsOYf/wJnwqhkhTqi8+dq1y+5MLdZ14ERX2nIB3vx+NDM/mtiW3mckrKTcbRa8c7kuSCjaWLU0g6N4aZXcrKOkUaWDb+hQm77uCXi8BLWUuZYo50Vj3kv8UT/PgkB6f2o3st0/duZIY22DX/hZFzdnPm/jtC8hLyUv4ysu3vGqTTw/C6foBtY7rTtnJpisuCramWrUbN9iOZuOwwV10DiMzJ2kAf0VYyQvcJZ5fkwHs8ch5Gz2plpANZykqIKvVj6LpLfGJFro9d4YN9hQXSpKVKAC4hLoLQ8EA8Pdx4cOU6Z7fPZfGI2ljoylyMS1pTc8R6jt33/oIlVADpeDxv7GL14GZYqkrnSKuYOFBtpgu3vLMua5XmdhCXGXaULi5tC/SMa9N94Umuv5WYpT7Q6WvtKHSQFlRNS0WcFEdiXDgxMYF4eL3jwc0bnN2xlhkDmlHfQljfVWg79bD+aTaL7sQQl/IlS2g08YGnmd+oGpWFc5XUEJWpTpfpOzjxMhbJmveCqOnJJPg/Zc/U9jS3UZNdx4hWIzdyLCKH61X/h8wpCiAd4naNg9NbUcdMWmZVy1el2biVLNh2mBNH9uPktJ2V0/vRp6kp+prSPkwZu9r0mLSe1TtO4XLvFYFRSYjl2uEPJEm+ysnlfakpEqapiRCVq4vNsB24BWUDBa9znFrSGxPJWvYi1Itb4tB+Kk4PA8nNEFPRBGkxXned2TCyDvbGQv2ijIZFHdrP2Myy3Uc5cWQfB5y2sGT8j3SuVQp1iUVaDUvHlgz6awvrd53jzhMPIhPlB4I+UFq6Q3g9PhVOID2a8JeHWTH0B+oaakmt0koaWLYezCTndwTkJrDGJy6f292FCdISnT7R7iUFPOb2vuH0qVNBGiRPKLv2/fhp+dUcTDNJIPTVObYO+QFHI+mcfxWt4jiM3s32+1lXZ0gK8+LO4qa0tMuYalSO1pP3cMj96zjbK1y7c1tCv+PjCx+k04nzv8+tbSPpXLW89EVU10HXwgJdoxKoCC+lallajN7C/pfpH3F7TcX/zhH2j+hEn97DGLvkEKefhBKX+qkasmAzuyAt0qlJwbw6u4yJ7apTNmNU27Ivzf+6QWhmBFahTxbPuy2dGVlfaKiEjxHV2v/JwpMvCU3KOgqYc7UUIP0xrdLT40nyusSxOf3pZKIta2iU0S1nT/Xe05m104UHHvkbdfJ7Bel0cQyRz/5h57gutCitLpveoIqeeQ3qDl7EksMPcfXPCmsfy7O874uF2CPMbF1V6iqrpILIpAt9Fp8kVFihL48JFxpIf/J+XxN4YxIdjItLBwy0SqDcdDxrTj3li+xGCgEPndkxpiNVtFWlUbtL2lPm5/2czrb8VZjLGvb1UZUtJ6SDgVk7ft92nUcBX7J8f/LG8/RD4YP05247iodO0xnVyjpzCT2lWn1ovv4tEfFfqsuTSIy+zbYOtagvsbqpICpmTbPfVrLrjtzyV+IEIt7dZNUwR+qUFSBRgOn69JzhzAPIQWf5c/f/5d+KAki/ubab2T+IKCnRSRNlQ3OqNGxA45bNada0CU2bNaBOTQssyumgLgtoqKNXEsuq9ajZ4hf+XHaYu95RJH7WKv2cS1tH0Voki9qtXQnDtgu46Zd1+avYJ/vYM7E5ZfWkA0xaBg407r0g+9ayAAAgAElEQVSRc29zN3+3SIK0OJ77zosYUU+ErsRVWAdVYxtqChq3aiHVuml9HKuZYGKkgbIwUKqkTHGD0tjUaIhD69+Ztfks7lHJOQh++LmyJ9TWnpyf/xu9LEpJ+6EiTco17s+IXU/wjs6F6f9zl8nFb4UK0p+9zwSS/Pczr2ttTGXz+0UVutB+zkm+3LNJJdLrBs7ju9CkvDRqt5K6Lubdl7LsbNblr2IDX+L8uyl1ywt1kAYi5dr0W3aCKyFfJy8UIP3ZTFf8KK9AoYN0oj8vzq5nfGc7TEoIDYMuxQ1q0W3sKDp2boiFujTwhrphdzqNPM+rD9bHTMT1xN9MqiJCv6QZNXrPYu0lTyK+w6jdaSkxBN7by8LBDbHVFckGIX6gYd+DvJDr8IhTgrgxsyG9rIQKSQWRsgX1+81ji4s30XkegFCAtPx7Jd1OJiXxESdG/Ej3cnoysNOguFV72ozZwdF7fgRG539QvO8TpBNJjL3N3gGtaWOki5owACfSoWTVn+j2lzPnhYircV8Ciw9zMHd7YkgTn2Z+25oS90yR4FVj2ZP+K04jTJP8kn3wU9cqeiAdQoT/LkaUL0U5QWfNkojqj2L58Yck52C0IPrNFU4sHkBDEzXpOtKq5hjXWMS+h/7ID3O8Oz6LhXVF6EsCARlRunofZh97hHtuIgp9StRc7C/qIP3m3Gpmd6v7fsnDar1wXPaEsLhPmJDknj0lzpMrUxrS2VJ4XwTXzPLU6TGb1WffEJkx+JoSRaDrCcka7JUly2RpIirWk6GrLxPwGaOe3GX+02ZRAGm3S9uY3FCEngTuBK1y8dGqSpNhyznhHk7cZ0PbR3H/6AIG24hkqwuYYmA7moPeobz3wRDjf2Udq35xwFC2XrWuaRPajDvGHf+YXNUxRRKkU+O47TSHwdVF0rohNzoLRoHiDeg8ZSe3QxNyVBd9umAKbYU31xaNYpCVUSZIV2g2iD/2u+IXk//t9qfvRfpLkQXp9Fjiw46xuGd9bDNA2qInHReczdEgW3zQC26tGUTH6oaSdltJRZsKtScye89TybroGe1mhM8N1nbSo0ox4d0rjqhUO8Ztv8Tzr9SuK0D6SyVS8XumAoUL0qmEPzvBrmk/UcNIU+rOpF8Zw05LOH7hJLsWD6e5paZ0vpBIj7LV+zP2nC8emZ4cwiuWwPNjfzHaSoSauiE2Xaay4vw7wr9DkBaCWcW7n2Pjn52oUUYkHa0VlcKu6e9seZVKZuiHhHus616DmpIOqjIio+p0mbSZM69iM9cETUsNwe/5Xe4/9sTdLyehQBUgnflSZWykB5D0Ygs/1zCXWaLV0TRvQu/p+zjrlpTDTk8qpPjz5skjXG648i42wwKU0bxkXOz93+8SpNO8iHuwnM52ZaUDFsraFKv0I8OXneK233ttPr+VDAnePL93n6s3XuGTlN2KHE+yOJZ48acAJZy4m+MYULuc1NKqJKJ4i/HMcHqcg0Bcn76zAgVpIX5CbADBfuGERXyCisXP8T05mEZGutIOpnZJNFtOYv2Z53LPGUNU4Gse3bzPU884IuSqkNSAR7hsn0DLysXQEVwzRToUL9uKyQcf45ZZrAO4uW4EnbRE0vzUMcOm/Vh2ungTGJ950KdFy8dfChWk40JJCX5HeMSnBoGiub1jLL82rpAJHhp1+tN+qxcRmVNF4kgPf8mNC7c4f+2dxDsiQx5xYjhe23rQv550vq1IpE7Zun0Zvu4y/hnzQNPC8HNZzuC6FSglgI2KOiqN5zLvn9cZyXzVv0UBpMN9H3HVaTKL5k1l8pTpTJ82lalTJjN58mQmT5nMlKnjGf1zS9pWLU1x2ZzakuY2NBr4B8OmrGPnsXu4hwmCppEW44HPs3vcuO+Db5h8XZKO28WtTG+lJfPCUELbsC59D77hQeYIUwzPDs5lfEsrikneHRFlHDowZMtL3kbkDu6KJEinJxPgfo3TOycxf85Upsi0niLoPHkyUyRaj+H3bvVpVlFPGuBKWZUylarT+tdx/DZ9O05nn+MvmbifQkLYa948fsDtZ8GERMvXZ2mkpSeSmv4Zm2nUbXb82Y0GZWSu3SqaOHQfw6qbcYTL1WdftfDLJV54IB1HSloMsanyZVXuxkgi5OJ4hjcxlfbhBY+KFhMYt19+jnQcKdGe3L9+hweuwQTIFVVxpCcezpPo0chU1m6qoWvakkF/H+FhZl8/mmjXrfxipY2hUAdplKJY3d9YefIxwXJpyd/Vf91WgPR/VfA7Or/wQDqV1Ki3XNwwmkH1ykqWkhBGebUd+9B2+xsiI0PwvbKRyT9Vx7CYbL50sdKYDNzAwbv+vO9WJPLinzmMsxWhrVOWSt1nsOqix3cJ0pI5jeHP+Xf1KLpUN0BTNnpe0rI63eaf4vRDT4I87vH4nzn0tKsgXWtaVRfDWj/x5+bzuEVLwSE17C5Pzi1l6aQR/DZqIfO3XOaJXxwJnx1NV4D0B9VG6EN89g7Eooy0k6qkrkXxyq0ZNGM9xy7d5fZNF8nnxo0bSD7Xr3Ht5gNuPfMhQuJin0p8+GueX1jN4km/M3DQVGZvdeHW26jPLsHxXYK0/zXebOhIOQNpYColzWIY1O3F2CW7uXDjnkTnWy4uUp0Fva9f4+qtx9x5EUB0itDBSiAm8DEPTixm5qjh9B30F4v2P+KRTxzSPpMAb8H4v3Hh6uHDuFy7z7Pnb/D08MbXw5t3Hm+5d34nu4fbYV9GWl8pq5Wk4agN7Lkb+EHRyM2OAgVpcQKEPuC6szN7Nx3j5s0nuLm9xcvLBx8fb7w8XvHw0BxW/1yB4rKgSmr6plQZvJrDd6RzpNNS4wh6eYxjm6YwZsjvjJm9F6er7whNlQ1MJHjjfnEdw1taU1ZXGqBGVUefJsOXsvbsKzw9X+N7dysL+jahjMwipWXZiHbjNnLDI4YveiznRtwcHFuoIB3uSujd/Tht/Ycz/97C9eUbPD0D8PP3wfvtYx6d38OsAXWpUS4j0I8I6x8nM/1aErFCBzMthJA357iwcxq/9h5Mr18Wse38G96GJUnb0NQEUh4tZc7P1TPbYFHpSjj+PJW9F57y2i+ANw9OcmDGj9SVrfOqomtGvZnHOer2GQjJga45PaQogLSwTGdqWiiRkaGEhoYRFpbxCSc8IoyIKF9c/1nA4t5VKSOx2ouwaPojk0654eodizgRUpOSiPM7wzWnWfw9biS/jFzGRucHuAUnIamCgMCnp9k5tg52hrKVBjR1Me6xhPnOT/H18cDzyUnWj+1Jc1N9mZW0BA5dJrDxSTy5XbK+SII06aSTQHJKKBERH9E6MozwSA8e75rAtB8qoCW40atoUr3rYBZdeccb3wTEwgBoUhyRHkc5tW0q0/8YzbAJG9lz3hXPyFTZAHYaiXE++Lpf5taFy9y5cQ9397f4eAfj4+WH+8OrXN01lT6t7Sghm/OuVrwiXces4VIIZI5R5bQQ58NxhQfSwQR73+TSvgPcuHybZy+Eds8H33feeHi85e6Vw2weVpWaFWT9dJEuDUdtZMcj2dz+9DjCPK5y1WkOYwYP57cJ61h3/CWeUalSi3VyGDFPdzG5R13Ky7QWaZfCsevvLHR+xLO33gQ9d+bfxb2ooi6N0aBmVAnH39Zx8qGv3OBtPogsl4QCpOXEUGx+XoHCAmlxUgT+D3czvXs1KspGcEUie1r8uo7T4Ug6r+mB97i5bQSt7GVz8USqFCtrz7Cl/3LVJyMqqQKk3+ew0NmPxevyDlb/3BgTbVlQBlUNipexpGWvvvzcuzstzUpTQk0ayEOreGVaDNzMfiH6qCyhFzsGMrGuCFUVoXOmSfmaPRix+wEe4RkmivdXfL+lAOn3Wki3olxPcGKsNaYG0gA1EndAJSWUlVVQUVVFNftHgAZde0o0n8857yhSiML98lZ+b2GAmcSdSchPe/ovP8fVbPFn5K/9PYJ02L2d7B9YHGOJTjK3SyVllFVUPtRZ0F3QWs8Bow7ruREcT3KSFw8OzaF37WKUlkT51kZNw5E/Nl+XWYOEd8uPe9snM1hbByOtqtRq0Is/RvzJtOET6du5HlXtNFFVEd4r4fol0DNqw6iN57mV44Vk5XPx/XaBgrRQC0RdZeNv7XHQKoGubh1at+nPuPGTmDJ5HCO7VcLRMiPYi/CcmpSu2Jyha85z11sKVomRXuye0JBWJsLvQufKAMe+C9ngCbGSEdAUYvxucXx8d5qalZLppYRGifJUa9qGviN+pWNVayy1hXMFPY2p2nICs/c+wT9FnENPjvf6/detQgXpmPu8dB5NwxLGmBSrSKOmvRk9egEz/hrHH0Ma0tpOmRIZUelFKihr1qDn9P1cjpN6riS+Ps2x+d1wqKAmAWUl9dKY1RjAynPueEryQvjvLVdXjKCXllImTGvolaZis74MmzCE4b0bYp0RAEtkgpHVr6xweY1nATkGFA2QFkpROkJZyPrJKF2JeF4Qlr+SX0e6F9POhhEgG29Ijvbl9l/2dLET3guhbdXDvv04Zh16TFiSVMzkSHeeHJ9Dv6qmGMkGkYT6xMKxJR1+GUP/DvWoXlZflk8aaBn2Z+DMi7yVm7qVcUdf+ls0QTrjrrPrLHzP+C0Gt8MfW/4qmjBZJyYh7A3nxpSlpVlGHWSIY7/5rL7smTloEe3twtkVw2hqaEuVMtXo2mMAkyauYeKvI+nRrAomFVTR0BDOFz7aVKg0isnr7+L7wfTCjPv6un8LD6T9eXJkFgNFyphq2uDQoDd/jJzM9GET6Ne5PlUqq6Iu6U8KOumjU7Itozae4160ULekIw5z4+Sa4XS2FaEr6esXw9iqKwtvh+MhsSZL66Ars4fQ1yKjPRChoVdGUu4H/DGYnk0dqawim64oKo1ptX5M2XMP15BMk3W+i68A6XyX9P83wcIC6eQof1yPz2XyL+1pUqcmjZo0pfXQ5aw56UZmKBlxCMHPjrF81M90a9WYuvUb0bRZB36fvY9jd0NkxyXhqrBIZy2gIa68cF7GkM6OWJdWkY1ci1DW1EZTQ13mKq+CZllHmnefy5qT73gVlpFECg/X9GK4ZP60tBFRq9CEzssv4haUmTMZB8v9DeXZheUMMJMFShGVQlR5NPueen/WeiqXwFfdDA8Px8nJCTs7uyzz2/T19enZs6fEwpDfNxBwZxcbuxigL3PBkzbIGQ3zp/6WQlRtKic8IkgmFNczK+lXXUPqPSBp0PVoOfUARz9j5EyJ9eXZgUkMaVxeNi9bhMh2IH1W3M1VVNf/oodYLGb+/PnY29tn0btkyZJMnTqVly9f/pfkPzjX8/xyFjcSoS3X+fyy3qaI6i/hUkAsSYmvub17Im0sRbL51UL+lKPnwpNcChcuJ/Tigrm/bTwDM+dJaqCvV5JSxUuiLZkmIctTLUNs63Vj8LRdnH/uT/inPOI+eIqP7yhwkI6/wc6RzXHI0FJJixIlDShlUAK9zI6lMJWmBDaOPzBo2irOCc8pGWcTkxDxgo2/1qSWbA6nkA/lWk9g+sMUojLc8BJDiLq1j0WjfsShoj7FMzVVQbt4MelAh3D9YiZUbvwbU9ZcwcUjGRlvfFyor7S3UEE68RFu/46ikY5sSSSRJvr6xhgalUBPN2OfYJXTxaJSXXpMWsfhu56ZdW7082Psn9IG00zYVkar7A9MP/QIV7k+aMyzU5ya3pPGVY3RlQXLEgnTI0roUCzjXM1yWDUcxrAFl3gcEPfVLEHZs7HogHT2O5P/noznuZUs6GGfWVeXqdOViafCyRhHEyD56hgrmpZ6X/eXqN2PEZuvEZgxz1McS4zHTQ7MHUKPeiaUzLDQiZQQvDa0M/JG1RDzKl3pP+sCx54k5mguqvzdCttFG6Sz36389zjcnKYysen7Nc1t2w9n6Y0YMsInxIc84diAkjjovte67A/jmHHsBRnxVAWQPrOkP7W1pAOrqho6lCxZnpLF9DIHlISBPO1SVjg07ssMwRvMOzlPWsvffV63Cw+kQ3h6eAb9RSJZvayJvp4Bhh9r9+p2ZfDMfZL2QDKVMF1McvAjDi/oS2OD93mhXLw+f5z25kVmlzKZ5KcncJ4zgNqVjSmRaVxTRkdfN9NlXKRRGjPH/gz76yiX3WPetyd5FfUz5ylA+jPiKH7KqkBhgXRKXDjed47wz8GdbNi8jV27d3P41lvcBP+/zH8ppMb48ezSKY7t38O27TvZsX0fR07c5oFbiKyzoADpTLkyNxJJDnrK+YMLmTa8HW0b2FK1ijWWFuaYW1hgVaUq1g3b0f33RWx2foZbmNQDQHp6Mh7/LmL1wJpUq2aLhXk1mnYdzcyjj/CJ/NzEoCje3jvA3K41aFHDCouabanTZwXn3gR9JNJ65o0W2EbBg3Qawc9OcmhcW1rVd8CmUlWqV6/++U8VO2zqdKbB4C3cDIhBmNXuc/8oi4a3pnWdilhaVaFypS5M3H6FW1lXhsiiY2pCMG8vrGfBb51pUsOG6tWqULf3PGY5ucoFrclySr5/KViQTsX31l62D6pH09rVsa1c7fM6C/lQxRbrej/RZKQTD8MSSE0J4NXFrUzp14TGDlZYWlWnRs0+zD14h6eZjX0sby9sYUUHBxrWrIx5RSvMzEwxNTfD3MIKa2tbatSoQbuffmXaqgNceOZLeKL8vLy8yVywIC0sQOzGjc1/Mr6NUAdUxsLSEjNTU0zNzDCzqIi1jS21atWmY6cBTFuyjVMPXsmmIgjPJyY51pPTK0cwrI0dtnZ2VLRoSPc/N7HbM4UMXpA4eSf58uzqLlbO7E+v1tWoXcOaihUtMDc3x8LWBivHxjTs+TvzNl3GxS2aLFMc8yZlns4qVJBO88D/8XqmdqlH40pWWFSsKC1zpmaYmVtS0caemjXr0qFzH/6cvZrjTzwJSnpf5hK8bnN1x1R6tXGgmp05dlUa8EP3aey8/gafjEENQZXkECJeHmfD37/Sr0t96jlYY2ttgZlwHSsbbOs0pEXPP5iy5l8uusUS+znnpDyp/OmTvhWQDrjjxO5pvWlZtzpVKtnTYchk1t6MIlQ2YJEa58vLLUMZ16U6ltY22NnUof2w+aw+84wIuTwjKRKfxyfZv3I0g7vWo25te6ytLbAQ6pmK1ljWrEejLkP5c4EzZ17GEvw+uz8t4kd++XZBOh7PCxtYO7IddR2qU6VmHXqNX8y+J3GZ6zsnRb3l3vLeDGtbCYuKttjbNaTbn+vZecsr0yKdEPKSB0cX80enRtSxtcTMwgJTMxNJfW5hVRF7u0rUbtKGn4ZNYeXOszwNSZRN8/mImAWwq/BAOg6vm7tZ0aoyzarZYm4tq4Mk7Z4l1tZ2VHeoRfufhjB15T4uvgx43+6lpyGOfMsNp4WM7VKDWtWsMTd1pFm7sax/EIS3fD2SFkrg85NsXDicQV3q0dChIrY2lpibmWNesSI2jnWp23kIE5Yd5eyDEMnAbR6Lfo5ySwHSOZJJcZCgQGGBdP6oL1iJEhRzpD8qphhSAvB5fpGLx7eya9cq1q5ZwYq1a1m1ezdbT1zm5ks/PrZsdErwS17fOig5Z/26nRw9dZvXYXEkfXbpjiSigty5d+oAxw7sYpfTcQ6df4x3VLzcfPaP3miB7Cx4kE4nIcyTty4n+OewE3v27ufAgQOf/+zby56D/3L44gsC4oQlHdJJjPDlxe2jHNq3mrXrNrFnz02e+0ZluuF/TDxhebMon2c8uPIvzgf2cGD/Pg6dvcfd1+EFNqhRsCCdTlygO26XDnP04AH27MuJ1nvYc/gMzldfE5woDN6lEBf8hgfXndi7cyVr127lgNMD3ANj5TRLJzbwFS8vHuSI0z7Wb9zEihUrWLVqleSvsNTdAScnLt99hkdobL6V+4IFaaFOjSXy3W0enXNi3759rF23Pstzbtq0kcOHnbly7QmeftFkX5I7PTWZ4Nc3uPbvFjZtWs3mTce5+tBTEoH1g45PeiRxAQ+5fW4vB/etZcOG5awU9Ny2lQ2HT3LcxZWAGHG+afmx9+VL+woVpIkjIeYVTy8ewXnPdtZv2CgpbytXrpT8Fcrc/v2HuHLjEW/9Y0jKHsciMZIwz/tcPL2NjRuWsn7jHk5ffIVvdNIHlrV0cSLxQU94evMIRw6sY/36VaxcsZyVGzaywfk4p++95G1QrGQp9S9plp+/fxsgnUZ80Gte3T7LscMH2L9vLycv3eJZYBIJGbYBcTIpvne5c3EXW7auZOOGvZy98RzP8IQP8gLiiAl8wXMXZ44eWcvGTctZsXIVKzduZN0BZ/65+RSviJRMKMyL3t8uSKcS7fOcp9dOcMjpAPudDnHW5SGvQlLJiDErBF5N8LjO9dNb2bR5NZs3H+LKgzf4x6VkTg0RJ0UR5v2Um+eOsnfHFlatXp35bq1evZotmzdz8Pg57rl5vveSzIvQ+XRO4YF0OvEhb3h5fh/OB3azYdNmhPpH+Ajt39q1a9nvdJAr957yLlQwAGT7J04kzOeppNxv27qCDeudOH7qOQGp4g+PTU8gPfolT12OcPTAejZtWsnqlStYvmkT6w4fxfnaE14HxhSIN4wCpLPlo+LrpxX4/wDp2YyzEaGpbYx9t+msuvCdBhv7IJvFiJPjiI0OJTzcn8BAf/wCAwkIDycsOo6EjFYn+3niZJLiIwgL8yc4KISIqDiS04QgIJ/7l444NYn46EiiIiOIiIwmMiaBZHHaF877XJr591vBgzSkiZNJjosmOiqSiIhIIiO/9JHqFhWbSEqaVO10cQpJCRGEhwUQFBREREQ8Salf0FQYBU5JJCE2WpIXwnWjYuKJTyq4+aUFC9LC2uhJJMVGERUZScQXdRbyIYKIqBii4oQgQlKt01KTSYgLIyxU0DqYyMhEkrMNHkmvIz0/KDgYf3//zE9gYKAkj+MShTTzr+wWLEgL951GWnI8ibFCuY0gMCgo8xmF5w0ODiYqKoq4+CRSs+kjeer0dMTJscRGBxMcHEBoaBRxCSmfWEc7HdKEshpORHggwUF++AcE4B8aSnBUNNHxyYUK0cLzFC5Ip5GeJi3bkeFhkjogo8wFBAh1eqCkbomPTyJFMuc5W7mT1AXxxMYEExTkR1BQKDGxyZllPtvRQpQmkhIiiYwIIihIKNt++AcFEyTkRWLyx/P7g0Tyd8e3AdKyOig+hqgoaf0QHRtPYmo6supFOj0kNYH4WCGIlvAehRItV9d/oJrQfsRHER0VSHCwH/7+AfgHBxMUEUlUQtJ/XCf5W3btTictJZHEuGhZmxpFTFyCZBApcx61MJc9JZ64mBBCQgMIDg4nVqiv5Dsx6WJJOxkfG01YaCgBQr0jq8+FbaGei4yKITHlAzT8IKsKYkfhgbS0L5MUG0FURDjBwSGZOgl6SeqgyEiEdi+j35JVj3TEKdJyHxzsT0hwONExsmCHWQ+UfRP6n1FERgjthz8B/v74hYQQGBVNlKSek8/EjyaQLzsVIJ0vMn4fiXz7IJ3I82OzGGMlQl3DCFth+asL3+fyV99Hic3bUxYGSOftTv8/zipokP7/UO3jT1HwIP3x+/he9xYuSH+vqr9/7m8FpN/f8bex9e1apL8NffP7LgsTpPP7Wb6F9BQg/S3kUhG5x28bpAURk3hzaQOL21tS06EJncasZs9tXyI/Ojxf8KILrncfC3pk+HtVrC53xeJ4B8mn7NFW2J7swo3gRwV/k9/BFRUgXbCZrADp/NNbAdL5p2VeUlKAdF5Uy79zFCCdf1rKp6QAaXk1iv62AqQLNo8UIF2wen/TV/v2QTqdlIQoIgK88PHxIyA0ipjEVDl3qsLNHgVIF67+GVdXgHSGEgXzVwHS+aezAqTzT8u8pKQA6byoln/nKEA6/7SUT0kB0vJqFP1tBUgXbB4pQLpg9f6mr/atg3TmnJgimgsKkC4aGaMA6YLNBwVI55/eCpDOPy3zkpICpPOiWv6dowDp/NNSPiUFSMurUfS3FSBdsHmkAOmC1fubvtq3DtJFXXwFSBeNHFKAdMHmgwKk809vBUjnn5Z5SUkB0nlRLf/OUYB0/mkpn5ICpOXVKPrbCpAu2DxSgHTB6v1NX00B0l83+xQg/XX1zWnqCpDOqVL5c5wCpPNHRyEVBUjnn5Z5SUkB0nlRLf/OUYB0/mkpn5ICpOXVKPrbCpAu2DxSgHTB6v1NX00B0l83+xQg/XX1zWnqCpDOqVL5c5wCpPNHRyEVBUjnn5Z5SUkB0nlRLf/OUYB0/mkpn5ICpOXVKPrbCpAu2DxSgHTB6v1NX+1TIF23bl02b978TT9bUbj5DRs25ChqdxlZ1O6bYU+Kwm3/392DsO7toUOHsLe3z5If+vr6/PTTT5L1cv/H3lmARbW0cXwpCQVsUkTFBLG7u7u7u73Xa1yx8171qtfu7ha7u1sJFUQRDEC64/c9ZwN3kVhwQb3f2efZZ885e87MnP+88877n/edmf/cS//gF5o/fz729vYqeOfOnZupU6fi7u7+g0v362T/OsybxW7bKencHuMzzem0qD5+BewIMytCgLWd9BtiYcXDMt3Y1mwX25vtZHO9LRzseZBXzq+I+hL167zsT1rSGzdu0KtXLxVZzpYtG5UrV+bEiRM/aan/G8VycnJSwV2xC4aI+3fWbzxS/XBq7Gm2NtzG9qY72NNiLysarKGnfT+cLBw4kze/VL8EWdvxxbII/jZFcW1UnWtDWnF6aldOT+7EpbkDcTmyHhLiv7NA4uOpIRAREfGNDhLagqCH7ty5k9qj4n8ZQCDUxxPXY5s4M6ULpyd25NzUrpya3JkV/RvTsLStik7S09OjZMmSnD17NgM5/dhHJD82+/9G7qkR6bVr1/43XvIHvkW6PdKfH/3A0v53s/7y5Qt79uyRKjuFISb8CkS6c+fO+Pv7/3df/ge8WXx8PPPmzftm4EIg0oKHydXV9QeU6tfM8lXIWxa5bEsfka6/lbFWzeUAACAASURBVAM9DuJ+3J0I/4hf88V/olJfu3aNnj17qhhPCiLt7Oz8E5X0v1cUYeBNWWcrjkXcv6+uE2ITpPrh1JhT30WkL84dyIvD60iIi/2+AolPp4pAWFjYNzpIaAuCHrp161aqz4p/ph+BYO/XuB7dmC4iffr06fRn9IOfEIm0BiogJSItjK6MGzeOixcvcvnyZS5cuCB+04nB3bt3GT16dLJGQNJ9pK2PNqXY0Tb8e3YTly9cErFOJ9apyeeVK1c4fPiw1BNqY2OjUh85cuSgbt26HDp0CMHrlFo64n/q6QABb2FkdsCAARQsWFAFb2NjY3r06MHmzZsRyImIaeqYCrpg+7l9jDw1i+JH22J6rqVaHultDbezq9Nuji0+ztkjZ7lwOfV8xHpIHp9Lly5x/vx5li5dSsOGDVVkWfBClChRgrlz53Lz5k1RljWoswV5FGyP27dvS/WFgjwr/wq4C/aLKLvJy26quFy+wPmz5zm2+Bh7++1lW+PtGfJIn5nSmTPT+3B2xXQunDvDhUuirZgq7hloI0I7ENIUIjCS6iChPejq6vLvv/8i2Juazvv/Nr2LFzl/aDfnVs6UEukzkzul6pEW6kCwLQWd9PTpUz58+EBMTIwGGFrmJyESaQ1gnBKRzps3rzRsrXv37tKOTPgVv+nDoG/fvlSsWFHF+FIYAkmJtK1zC+wOt6TF+M706Nqd7t3kXxH375Y7wZPUoUMHatSogYmJiUp9CKO5ggIU/hdCN0UZT5+MJ4eXgHfXrl0pU6YMpqam3+AthHu3aNFCxDuttt2tu1QXtB3ahVrzO2B3qCW5L7ZWi0jvarqbDS02MqnDZPp17U/X7l1F2U4L72T+FwZ9unXrJjVgbW1Vw/m0tbXJkycPderUoXfv3iK+yeCXnH5Iz7U+ffp8Mz1E0YcKuAt9bHrSE++V6XdBH/To1lOqH1a0WsFO6ZSQ9Id2n/2zC0cndeHfUV3p1aM7nQXbJRPkQEyzuzRyrlChQir9qdAWBD3UuHFjsS1oSO66detO127dGd2vG8tHdZUS6XN/dkmVSAt1INiW1apVY/LkyVInQUhIiAYYWuYnIRJpDWCcEpFWdFbir+QbxaUJTJIS6SKn21DoQHP0HXNnSn6aKLOYRubIgoiriGtqMqBtZYRpj2IU2t+MvFfaqUWk97Xcz/J6/1LPuj4muqqDR6nlJf4nyqIoA/8/MlDfugEzqs1kd4s97Gi2M31zpJ26SsnFvrFtGd2sAtqS/x/cxDby36/romamjGhSTkqkLzh1S5VIK8tD0aJF2bp1K35+fhpgaJmfhEikNYCxSKR/jEJImUjnEYm02CGLMiDKQKIM6FgZkTODRFowlE30VKMClDt98fjH6H8RdxH3Hy0DWhIt6hfQDJEe06wCOlpinf7oOhXz15wMFjXPyYgm5TNEpLdt2yYSaQ3w018mCZFIa67hpUeJpUikS4se6fTgKN77Y+RXxD3rcNe2NPwuj7Sx6JFOHJQQ5Tbr5FbE+ufHWohY0YhHuqnokRbl/eeX9/TUkZ3gkW6cfo+0nZ2d6JH+ZRiwhgqaEpHW0tKSLmIgzCEVvxnDQF9fX4phco33GyJ9ShbabVLJkmw6eiLmmSB3woIQglwnrQ9hfosg40J9ibKeMVlPDjcdHZ1k8RauCws1JfeMeC0J/tp6ZC+Sm7x97Sm0v7naod17W+7n3/oraFK4KWbGZmjrymRcxDcJvmrqGUFeBT2RVHco+klRd2QM17TkUcBV0BdJcRfOBX0u4p4x3LX1tDEyMKJp4abMqjH7u0K7949rx/iWVchhZIhEW0fU62rqlLRkP7n/k9NBQlsQ9JPYFjLWFpLirKeXDV09PUoXNGNMi8oyj/TUtEO7Fbalo6MjO3fu/GV2ghFDuzVAplMi0sLqukKsf61atahdu7b0VzgWv+pjUK9ePYTRqeSMgKREutCJVhQ51JJKvepRq3pNEWcNypqwKI2wCISwwq6RkZFKfQjGmLCwnrBvurB6tyjf6st3SlgJeNesWRNhcabk8C5QoAAVKlSQLtKUUhridVk91K5ei6rt6uI4pRFFDrYkz6U2as2R3t18L2ubrmNI/aE0rd2U6rWqi7KdAZ2i6PsE4yh//vwqukMwaoV+Ulg8T9Qd3683kmvzQh+adKcFRX8q4F6/fn1RrjMg14I+qFurLkPrD2VJ4yXsarab7c0yttjY4QmdWNC/FfXq1KZaDdF2SU6ONXGtevXq3+ggoS0IBE5Y2FNoK5rI5/89jZq1alGjZi26Nq/PvL4t5YuNydYDSGkfaaEOBFunSJEiCAsknjlzhqCgIA0wtMxPQiTSGsA4JSJdvHhxRowYwfHjxzl58iTHjh0Tv+nAQMBN2Dpl6NChKsaXwghISqQLyLe/+vvYKk4cc+b4seMi3unAOzX5PHXqFLt27WLChAkIJE5RB8Jv9uzZpaRPGEEUtmxKLR3xP/V0gID3kSNHpKtyJ8Vb2G5M2Ld71apVCHsuipimjKmgA04eO8G6Y1sZcsyJ4kfbYHpeze2vGu1gZ8edHJh3gKO7j3L8hKhPMiJrwpYzwnMLFiyQkmVl3SEMwgmDzU5OTpw7d07aV2YkD/GZ5NuAsE+0sP2OoC+UcVccC7gLfayIX/L4pYaLVB8cOSbVD7v67GZ74x0ZItLC9lenp/Xm5NI/OX70MMecZe0ltbzF/9JXX4ItKWC2b9++b3SQ0BYEPfT333+LbUFD9uIxAe/jzjjv2szJZVOlRDqt7a+EqBlra2tpX3Dnzh28vb2Jjo7WAEPL/CREIq0BjFMi0sLol7DXq/j5PgQ2bNiQrBGQlEhbHGpESed23Atx/b4MxaeTRSAqKkpK7gQvhsIQE35z5col3a4jIiIi2efEixlHYNGiRTg4OKjgLWwXNGPGDLy8vDKe8P/Zk+9jP7Ps9W5KObfH+EwztTzSm+tt4VDPQ7w58wZE0f5uiRH6SWGrJWXdIYRSCpEsAokWP5mHwMyZM1VwV9SBiPv3Y+51xosz486wpeHWdO8jfWpqV05P7sSluYNwP77p+wsjppAqAgkJCd/oIKEtCKHJjx49SvVZ8c/0IxDt/55XJ7ZKifSpiR1SXbVbCK0vVaoUly9fTn9GP/gJkUhroAJSItJVqlRh7dq1Gsjh/zuJlStXJmsEJCXSlocaUeJ4O659FhViZkjMly9f2LNnDyVLllSpj5w5c0o9Hv7+/pmR7f9tmnFxccybN0/auSgMX+E3d+7cTJkyBVdXccBIXeF4GfKWRS5bKSkl0s3VI9L1t3Kgx0Hcj7sT4S8yaXWxTum+a9euIeyPrizLggFbqVIlBM+p+Mk8BKZOnaqCu6IORNy/D/P42Hipfjg15hRbG25LN5E+LSfSF+cM5MXhdcTHxnxfgcSnU0UgLCzsGx0ktAVBD926dSvVZ8U/049AsPcrXI5ukBLp0xM7pkmkBdtSiLL71T4ikdZAjaVGpNesWaOBHP6/k0g3kf708P8bsEx6+4CAAJFIZxK2ySWbFpF2cXFJ7jHxWjIIfBeRPuZOuF94MqmKl9RFQPAEXb169RsjVkGkhdBL8ZN5CPz555/JEmkR9+/DPD5Gc0T6+eG1IpH+vupI8+nQ0NBvdJCCSN+8eTPN58Ub0odA0Lv0E2lhWtuv9hGJtAZqTCTSGgAxlSREIp0KOFn4l0iksxBsQCTSmsNbJNKawzIjKYlEOiOoae4ZkUhrDkvllEQirYzGz38sEumsrSORSGct3r90biKRztzqE4l05uKrbuoikVYXKc3cJxJpzeAopCISac1hmZGURCKdEdQ094xIpDWHpXJKIpFWRuPnPxaJdNbWkUiksxbvXzo3kUhnbvWJRDpz8VU3dZFIq4uUZu4TibRmcBRSEYm05rDMSEoikc4Iapp7RiTSmsNSOSWRSCuj8fMfi0Q6a+tIJNJZi/cvnZtIpDO3+kQinbn4qpu6SKTVRUoz94lEWjM4CqmIRFpzWGYkJZFIZwQ1zT0jEmnNYamckkikldH4+Y9FIp21dSQS6azF+5fOTSTSmVt9IpHOXHzVTV0k0uoipZn7RCKtGRyFVEQirTksM5KSSKQzgprmnhGJtOawVE5JJNLKaPz8xyKRzto6Eol01uL9S+cmEunMrT6RSGcuvuqmLhJpdZHSzH0ikdYMjkIqIpHWHJYZSUkk0hlBTXPPiERac1gqpyQSaWU0fv5jkUhnbR2JRDpr8f6lcxOJdOZWn0ikMxdfdVMXibS6SGnmPpFIawZHIRWRSGsOy4ykJBLpjKCmuWdEIq05LJVTEom0Mho//7FIpLO2jkQinbV4/9K5iUQ6c6tPJNKZi6+6qYtEWl2kNHOfSKQ1g6OQikikNYdlRlISiXRGUNPcMyKR1hyWyimJRFoZjZ//WCTSWVtHIpHOWrx/6dxEIp251ScS6czFV93URSKtLlKauU8k0prBUUhFJNKawzIjKYlEOiOoae4ZkUhrDkvllEQirYzGz38sEumsrSORSGct3r90biKRztzqE4l05uKrbuoikVYXKc3cJxJpzeAopCISac1hmZGURCKdEdQ094xIpDWHpXJKIpFWRuPnPxaJdNbWkUiksxbvXzo3kUhnbvWJRDpz8VU3dZFIq4uUZu4TibRmcBRSEYm05rDMSEoikc4Iapp7RiTSmsNSOSWRSCuj8fMfi0Q6a+tIJNJZi/cvnZtIpDO3+kQinbn4qpu6SKTVRUoz94lEWjM4CqmIRFpzWGYkJZFIZwQ1zT0jEmnNYamckkikldH4+Y9FIp21dSQS6azF+5fOTSTSmVt9IpHOXHzVTV0k0uoipZn7RCKtGRyFVEQirTksM5KSSKQzgprmnhGJtOawVE5JJNLKaPz8xyKRzto6Eol01uL9S+cmEunMrT6RSGcuvuqmLhJpdZHSzH0ikdYMjkIqIpHWHJYZSUkk0hlBTXPPiERac1gqpyQSaWU0fv5jkUhnbR2JRDpr8f6lcxOJdOZWn0ikMxdfdVMXibS6SGnmPpFIawZHIRWRSGsOy4ykJBLpjKCmuWdEIq05LJVTEom0Mho//7FIpLO2jkQinbV4/9K5/TREOiaU4PdevHzymDt37/PS4wNB4ZFAHESFExkWSkhoKKFhoUTERBGbEPdL4J5lRDouDL+3b3np7obLC3fcX/nw1j+aeA2iFB0YgK+nJy6urri6vOLlm098DIxRyiFB6TiVw6gQ3j59zIPbt7jz6Aku7z4RFBWDmk+nknDKf2UpkU4Ix8/HGw83N1xd3XBxecfbD2GExaZcvvT+kxAbysc3XrwS6tvlJW7uvnh/iUW5NlJMMzyCQF8fXrq74+bqioubOy893/MpKF5j8pJVRDohOpQP3m95KcXaHVc3H3w+RxD5XYKvKomxkUH4eHpK83B58Qr3lx/4EBwvaKY0P8opJcSHEuD7Fo8XLrhJ5cKFV54efAgNJjwhLkXsfxYiHRsRxHuvN7gL7d9N0DEf+fQlGs2JdTyRoQG8e/0adzdXXrx4zctXn/ELIxXdkEBcfAwRUeHSviEkJBTB4Pz2G0JoaDih4bFExSeoVXeKys16Ih1PVEgAXp4euLq64Or2ipcefvgHx6aCg6K06v7GEBr4mTcvX+Hm5oqLiycebwIIFLrcdH8SID6a+KhwIgTsQ0IICY8kNAbilBtAutOVPfCjiXRM8Bc+eHriKuhKeb/nG6gk9Wq/o3BjFHFRYUTJ5VRq0yQrr0llOITwyHCEXlLt7NLA+1ck0vGxoXx4q9TvufnwPiCGKE2BooRZmL8v3h6vcHNxwc3NDTd3d95+8CUwJlJaD0q3ZslhVhNpod97L+33ZHLv5vaBj0FxGtT3CYQH+eH9+rUUX5cXHrzyCuBTeHJwxpIQH0FMaCjhIXIuoGa7CQsLISouJl06XyiBSKSTqwfxWrII/HAiHRuG/9tn3HLezo6lC5n5xwRGjR7LrHnL2eF8imtP7/D0jDOn9+5my/btbN93kLOP3PDIWI+fLAaZeTFziXQ8RH3ivct1Lh7cwZq/FzF75gycps5i5uyl/L1uH4cvPcT1wxeiMvySMUQGvcPj4QWObd3IsvnzcZo2nWnT5jB7wUpWbDnGmdsueIdHpkgEvmYdRbiPK49P7mXp5D8YO3QoY53ms/zIPdz9wzRmIHzN7+tRlhDpmAD8Pe9y9dhu1i9bwtyZM5k+fQZOTov5+9/d7Dl7mxe+/oTEZZTlJUC0D++eXeHsvq2s/OsvWX07zWbGzOUs2XCIY9ef8NovKJn6jicy6BNvH1/n4oG9bFi6jFnS8k3HacYsZi34h1WbD3Hy0nNeeYeoUZdfsU3uKLOJdHzkR3xdr3P+wHZWLv6bWTOmM336TKbPWMY/aw9w6PIDXgUEE5GQUQsrHsK9eP3gPM47N7JswQJpHk5T5zBz9kr+3XqcM/dceBsYlsbgRTTRwW95/eQKp47vYO3yv5k31YkZ06fjNPVPZs//i5W7nbnr7U9QckD+BB7pmBBvvJ5c4uSuzSz9awEzpk+TYj1z9gpWbDrKiVvPeBsaTnQK5U/7chyxQa9wuXmKQ5vXsnjePGbOEPCZy6w5a1i9+zSXnr7GNywyGWMomuDPHjy+fpJDe3exbes2tu/YwY4k3+3bt7Bj52EOHHuGu384EWkXKvGOrCPSCUQGePDy7lmObFnPovnzmD5tGtNnzGbWvDWs2XGS8w/d+BD1HYMXCTFEfHbh8aVj7F6/igWz50jr02nafOYu3MjGgxe46f6Wz1ExauqABEgIw8/zEXfPHWLvjh1s3bSR/Scuct0rhtCMC0Ui/j+GSMcQFSz0e+dx3raR5fMXMG36dKY5zWHWgpUs33KU07ddeBscriZOwusIQ2++vHt4gXMbt7Bz+3a2JZHTb+V2O9u3b2PnnsOcuvIA78i472hniZBKD34pIh3tg/fzq5zdt42Vf//NHMHOcZrFDEHfbzjI0euPee0XTIbGgVRg+YK/92NuXTzCrg3/snjebGY6CfpuOtNmzGTphu0cv+eCT9h3tEGV/NQ/ySoiHR/mhceDCzjv3MQ/in5PamOsYMXW45wW+r3gsO+Qwwiiv7jz9Joz+zauZvHcefL+cD5zFq5j9Z4zXHvuyYewSCWbMJSIoOfc3bubg5u3sjWNdiO0I6Hd7Ni5m72HzvLozccU+9eUakAk0ikhI17/BoEfS6Sj+fL6GifWTKZ/k/JULlYQyzx5MDYxxdLajqrtOtBz4jimdWxHpxrVKF2uAuXqtmDQ0oM4u6Vkdn7zij/0QmYS6bhwoVPexfJR3WhfqSwlCxfGytISczMrrKztKGxficodRjBuw3GeRMamy3iUgpaQQHTwSx6eWsu8Aa1pVKEMRQrYYG5hgYVFAaxtilGsfH1q9Z7MyutPecO3niNh/Dw+PobIcH98PW9yev1s/mhTFwfzfBjrG2BWqg6tph3lmldgptZT5hPpeHyfH2HfooF0rVmJMnZFsLaywsLCEgvzItgWr0z1dv35Y5sz1959lhLd9FK82PAPvLu/jmVjOtGyrAMlChWS1be5NZZWxSjsUIUGfcczfe8FXEIjVMl0QhQ+Ty+wfXp3OtarQonCdlhbWmJpYYG5pTVWtnaULF2FRh0nMH3NBZ6HRH6XUZKpRDohFs+7u9k0oyftqpSjVKFCWFoKMmmJpWVRCtvXpG6PUcw5dpWHn4OSIV9pi1pMyFteXV3M/MGtaVTanqIFC2JlaYG5mTVW1iUpWq4OLUdNZ9HJ23hGpGBUJcRC6Auenl7CvJGNaVS3PCXsCmNjbi7D3SwvlgWK41B9AEvPuOCZQrF+pEc6PiqQ5+fXsvy3jjQr70ixggWxkLZ/K6ysimNXtj5NBk1i2ZWHuAcl60pI4a2+Xo4IeM3DE7OZ2rMpdUqVoLCNjbQ+zc0KYFXAgRJVGtN5yiLWXX+Gb3RsEuISxNv7R1n9R09a1KpKWccylC9f/ptvubL2VKjYgibt1nLkefqMqqwh0nFEBb3nzuElzB3SmgaODhSxscHc3BwLS2usbUpSrHJT2oybw+bHL/GOyBhDDfnwgmu7JzOuQwOqFS9OwQIFZFib21CgUBkcareh34J17H7sQUBcvJIh+7W+VI6kMu7JtT0LmdCzEVUqVqBUMTsadx/FvIuB+Iaq3J2hkx9BpKOD3Hlydi1z+rSiSQVH7Gxkcm9uruj36lCj5yQWn70rbbfqRKcgHXJ7yrll4+lvV4JK5cpTJhlZTSq/5co5UrlGO/r+voZrH6MJyRCK3z70qxDpuMgA3t1by6oJXWhVzpGShQpJ+y5zcyssLYtT2KEaDfuNZ8aBizwLDM04wYsJJsrzCIdWDKVvm8pUcixO4QLWWAlt0MKS/GaWlK7ZloFz93LLOyT99tS3VZCuK1lBpGNCP+Jy8R8WDm9LY6Hfs7WV9XtSG6MkduXq0mrUdJacvcvr0OQGNtN+pYjP97l3ZCbjWtWlZsniFErU9wWxLlgK+6qN6Dh5KZtuvuCTfPgJPvHZYw+za1encQl7SqfZbiogtJsKlWpSp9kYVjo/xivtoqncIRJpFTjEk9QQ+GFEOiGK8IDH7J/Tm85l8pA3hz762hIkEqWvXjay58uPdc6c5DY0QMfACD3z4jSauIkdDzOXeKWGWXr+yzQiHfuRl5c3M65nLRwK5COHjhZaythJJGjp6qOTIze2NTowaO0dHn9Kjx8mHsJ8ubFvHmM6V6VAHmOyZ1OqG3leWnqGGOQyp3Cb6fy2+6VKJy8QxdCYDzy8vot/J/ekWYOqlCpsg5VpDvS1taV1bWxbhYYTj3LFM3MHRjKLSEvJcFwIeO1i1vCm2JiZkttAD+0kdSGR6GGQy5J8VXowfu0pHvtHpS/sMcaLd5dX0LahI7b5TKT1rdJWJNpo6WRDP19hijfuz+xDD3nurxSHEB/B66u7mN3ZDmvjb+tRSEtbT58c2XNhUbEVlRff4MbbjBEjoX1kBpGWYh3zBdzWMblvXSzz5sBUX0dVZ0i0kGhnwzCfLRZ1RzB73w28ItUgBMqNOtIVd+e51Klsh0VOI4x0kuKlK8XK0LI0ZTv8zsqLbniFKIV6StOKg4iXnP93AoMblsYmnwFGBlpJyiqkq41Evx6Tdt3HVbkMSsc/jEhHfCTq9iKGdqiMWa7sGGdLWn5tJDr6GFkUp2CLP1l9/hnp1sphD3m2fxJVyxTEzMQQQ62kWOuho2+IkW0Vqvedy96H3nyOUoroiPHl2cmVjG7liGVuY7S1tcmmJ9Mtqu1DgkTbBqui09ly5126ypkVRDoh6B3eJ6fRo2kZ8pkaYqSbFAcdJLoGZLcpg13nv9n78E36B4iCr3Fv60jKlrAir7EB2b7RUdnQNcxBjuINaTxmFRc8hegZJUFM5jAhLoyQ16dZNa4l1a10MTTQl8p4oWqtGHv0E2+Dk3konZeylkgL7fYdV/fMY3iHyhTMY4qRXtK6kCD0e9lM8lKi9QR+2+2On1pRRsLEm3vs/aMd1SUSdL7B/2s+Wlo66OpmI1s2fak8Zzd1oFa7mRz3iuRLOvFL6fafnUjL9P1bgm6vpF2jMljlyYGxbtK2rYNEJxsGZkWxazSI+Yfv4xKQkUGmL4S/PsD0llWpYmVKTmNddL/RRRKy5S1L/YErOfcykLCUgM2k65lJpKVYR7rz+eJ8mtQsiXlOI7In0+8JNqWhlSP27Sey/oor78LTUBDKWAjTMYPusm/pSKqWtsbC2Aj9bzDWRs8wB9ltytNo2F9suunDF2l1fsLnxSoGmhhhnkq7kUi00NbWTWw3Boa5yW/ThqlbbuCWjqIKxRaJtHLlicepIvCjiHRc+CfeXfqboY3tyKVoGAZm2FRqSo+hExg9cjhdm9aljEVu1Q7fpAC1xq1jy/10m2yp4pBZf2YOkY4i7MUJdjr1pHR+Qzlpy0mu/HXp0Gc4w/q3pF0NC3LqyzpmLRNrSrV3Yuv1N+p3wtEBBDw/woI+9XHMpTCgrShs35rew0YztFcD6pbJR06FwZejNFX7LuLSRxI7mLjYAB4fmcesvtUpY2OcDImQkMOmMg0mHvtlibTgg4/yvcOtSS2pZZND/o45KFC0Ps07DmLUqD50r2FCUVO5kaRtRpU+s1h97R0RMUqEIFUBjCLozm62jWhCTgMZcdTSzYdN0aZ07jOMYX2b0a6CIUbygSi9vMVpMHY1++95f/Uqx4Xy6toeFg6sSpOWTajfrR/9x45l3OBBDGxWl3pF8mOqaIc6FkjKzGPNZa8k3r9UC6nyZ2YQaSE0MvzNRc4PqUHF/NnkWOfGzrEFHXoNZ8yonrSvmB0bIznW2WxpOHYle58HfRsqoVJa5ZMw/M+v4d9uVRIHpvQMClC8bFt6DhrOsJ51aWEvQV+KlRaGBSrScc4+Lrj5qXjvYoJe43ZqKaPqO1JQ0UYk5hQq1YCWXQYyfMRQRowYSK+uvenYeAhrnJ/jnoL992OIdAyBrs7s6V6eEjkVxqsFpat2oOfgUYwd2YVmjgaYSXWMFpLsJaU4nHkvNcmUAU3hWLgvCJ9D85jfrESibjAyKUrZGl3oP3wEQ7tUpnERCbpSrPUwLV6fwWsu8sBbyc0Z6c3DQ4voW8+WHNKy6KGjY03x4qVwdCyNvb299FuqpB0OjvVp0GIRx5/5JOqoFAqncjnziXQUHx7tZ0WrkhTMIZddLVsqN+hF/+EjGTmoFXWL6ZJLatjqIslZgQFrLnJbCQaVAn9zImDth+fmCUytYSnHWheTvI5Ub9SbYaOHM7B9eWoWkMhl3oj85dsx6eBTXqdBSiK/vOHG5jH0rGlNDoX+kEgwK9uIEQc/4qWB8dGsJNIJQr/3cC/z+zWipOnXfs+maAt6DR3F0B71qF82H8YKkpHXkar9FnHhXaQaMiUMtrlxfMk4OhUohKO9PSXl8qmQUweH0jg4OFCsmCV5NmFUOAAAIABJREFU8xok6iDtPFWpM3ATtz5Hf9Xp39Rz+i787EQaogm+v4/9wxqQy1De7+nko1CpFnTqPYwRA1rSoZwOueQDHVq5itLk93Xsv/c+jek2SXGKJODJYfb/3gYHQ115+zAil3V5ajXuQf9BIxg/fgAD+vSiT7/fmTRvD3feBKtR30nz+b7zzCPSgn6IwP/SOjZ1LZ84cKSnX4BSFTvQc+BwRvRpSKuSEoylNoYOehbl6brwEBdeqj+sEx/5nrd7ZzK0gX2ivjc0LkmZqp0ZOGIYg9o6ULWQos1pY1auFX0XO/Psg9AxhvLZ4yB/VK1IzUJ2FP+m3ThQurQjpUrZYVswNwYGCj2ag5xlRrPwyHOpdzs9NSAS6fSg9X9+748i0mE+j7jgVJeKBY1kjUrHmBxVujN07WXeyVdM8r52mGUDWlIyr7HcmNJBksuWur9tYNuD/1ciHQ9xH7izYxqj6xfHRG685DCrT/O+J3kqxMKE3ObBtt40LmoiM250DMhdrBq/rb/C/c/qCXyEvxt3do+hbXEzDIQ8tPTRyzuY0Qse8VlYW+bTSfbPbU3DwjoYyAmcbYVGOJ0J5o089iw20o1DfYrTyERQajpoG5pgYmpCLmMDdOXP5CgoeKR/ZSLtg+f15fTOY0JeaV0Ykj1XFXr/foTLrkIH8BnvfW0Z38AIPXldmVToRI9lV/kUmtSLmVzdCPe84uyS0XQtlFtO4HSwsGvOwD+v4eIn8JHLPFpVj2pWhtK2pJUtO+a1+zN79y3ehcs5ZFwYPi+ucWzzPHadvcSVj6FInUVRkYRdOsiBMW2pnt8QI2kZhUGPVkzaeY/XyRVJjWuZQ6Q9eXFyFs0lEoyl5TTF1KwJYxZc5elHoVDvebquMf0q6ydGBOSpM5Th21yJiVeH4EVD/BP2T+5JI2MFUTfBrmwvJi19wnvBQf/xCNfml6ZsPj0p1tpGubBt8yerT7sQnDjiHYbX3X2s6F8DBxPZfbqGVpSoOpQ/Fp3lzutQEqRLtkTj986DJ87Heer6Ad8UAkZ+DJF+wYMDE6grkWAoYK2Vj3y2XZm98RnvpYEOr7j8V03aOSgMTwkWrafzxzE/NQdfIiDmJuv6NaWSvF1IJBaUqT2WRTs9pR7jeM9NnJ5oTYmcMiNax9Sckn1XsP+O91cJjHwnJdL9GhQmp9R4KkreUkOYOedvVq9azj///CP9LlmyiKVL17BxyxncPwama8GczCfS97mxbSiVJRLZoLG2NdYlh7PquI9sXl/YLfZPKkeDIl+jL2x7rWLmFXUH4kIh/AwLmlakqBRrLSS6RanRcjabz/pJsQh//i/bBufHNrts0EQvXyHKjT/IZbdUDOXYIN7dPcSs9sUollthAMsMWKsKTRl16Ncj0hEBblxdN5yOpS0TB8uMLAYy2OkeH+Mgzvcoh+a3ppaNrrzf08G2UmPmnPrAqzS970J9BfLk2kk2LljI0n/+YYlcPmVyupRlS/9h8V+zGDu4GTUqmGMojwIzrzGIoRtd+RSTqGS+toEMHv3cRFp4z5dcXDGODnmzy+vCEIvCzRg++wbPPyVA2C2erapG46Lyfk9HF7MGI5i+6zZ+UaCWyheWDYu6z7E5/WhhqC2LEtDOiWXRhnQavZaDF94TLNXLwUSEfOTVM3ce3XqCj38kEeo2vwzWT9LHMo9ICzbGYw5P6009iWLgMg+FHXsxbfVzvAXXe8Bpbs8rRs0CMn2vnc0Qmw6z+fe0u5qRMWGE+l5iVc/6VMljILP5tUwpW/dPFm71IJQ4Ip/+xfrhJckj7w908xejfI8ZHH34mXASCA9049CqFaz4628Wq7QbmY5ftnQxM6cMoXubMljll/W72fLaUXHkYY48Sz9fEIl0UgkUz1NE4McQ6XDeP9vN5HI5KCgd2TVCO18NBiw/yRVvpeUiIt/y5tJq+tUqibk0LFJbJNIJ0cR+fs6+eT1o4WgiU0gSbSq0nsia5yBbTDQC/5fOrGxVCkdpGK8uWnkdaD1pG4cef1HL0A14fZMDk6tT1loWqqera02rvy5yLHGiSSBuzkuZ26Y0FoYy48u4cDVazLnCnXeyOoyNdOdg34q0tjbCpFB5yjXvTsf2zWhXsxC55QbbL0+kP13n1vqB2OWVDQjpZreiVIPhrDnjjo90QCgW4u9zeF536urKDeXc1Snbfw3PAsLS7oTiIsDrNKsntKO0eTYZQdSxpEb7iex1jeGL1K4KJfTDKRbWLoCjlPQYIrFuRL8FB7jnG5kYQh4XE0VEWDDhkVHSlYsV1DIh8B0vTq1kWAMzCkjlRSCRFRi+5ioPMmgsZAqR9j7J2b/bk0NbZrQb5ilGlS4z2HvbWx5pEUXU57NsGN+cSlpyg8C8CTXG7eNjvBovEhNCnOsuZg+oh4Xcq62f24GWQxZz+k0CodIkAvnitZ8/K5nJSImOMZKiXZiw4QJv5JHwcV9cOLf+dzoW0yanMGCkbY1VpZGsuuSBZxgoFyU+Lo6YyAhiYuMS6ympsv4hRPr1bo5OrycbRJNIMLGuQONRazj3wl82915YYMp1N3/3rUkpYVqAIHcFu9DQ6Zx6US9R/kQ/WMHINuUSB4dy2tah159buflBWNtY+Hzmg+sWRjrkooCQvl5uJI7D+OvIfdkgkHBLuBd39y+gVx0bTIW+xLY5hSdd5pVPAMREECKsIJ34DSUsLJJYtcJwv9ZCphPp5yvZPb5cYqhvnmL16DjzEPffylzOCdF+eFz5l0ltylBQmLIjYFFsCK0W3kUtp3S4LxFXZ9KpRmG5AauPRdkOjF7izItA2RJYJHjicvEvehXOTn4hfX0LtKv+ybYbKQ+lhb06yck5bSifyxhDiRY62XTRkXtqLX9JIh1PwKtbbP2tNpVs5ca+JA8tZzlz8J1CHgJ5efpf5jYuipm83zMpUp0uf13k+ht1gn3jiREGL4OV5VJ2HBoWTljwR3xcz7NufBsa2pnI2pWRDS0nbuLcO4hWQ40pSprW709NpONjwMuZ9ZPbUyiXrhQHnRyFqdF+EgeeheEv7ffCiA4+z+LWDpQTZFZLD4l1c3rOPYBLYAyxig4uFSDiYgLxPD6HSW0cyC0f3M9bojndJu/hxptgghO3wRAW1YsnNiaWmOgY4uI1t3p6KsVT+SvTiHRsBLhuY8GguhjLQ62zW1Sg5ZB/OO8RTagUx0DCPh1hekM7igtYaxsgKdKdsWsvIIzlpymWEe/5cGM9Q5vbYymNutHF0NSRwX8d47q/4nlfnhycweA8EhmZ1rMkd5X+LD35DC+p0yHu664AiTpd2I0hjJCQIMICXnJt9zzGNSmGhaFgI+iTt0oHllz0x0udpqmCthjanQQO8TQ1BH4Mkf6M54MV9DHVknfa5uhUGMTKsy58UWmRYYS9Pc1fratibyyMMGnJifR6tj5QxIzFEBPxhQ+f/BCma6ihO1ODQ+P/aTy0OyaUoFcXWTa8NpUthNF/bSR6NWk3ZR8uiQszIF0V8faMBjS0k43WSvQKULXbfFaeVp3HnNILv3twlIXtcmMrDUk2Rd+mHX9f8STRngCCnx5h/8SmFMkjI9vZcttTqdtajj35JCWI8dE+3FzqxKIxYxi3YD1bT17i4PrZzOpWFksTmXcl+y/ukQ57spt9E2uTx1Q2UmtsXZFGozZz/mWAktcrgft7ZzHcQUJ2aZivLQVr/s6+N4EEpFQB8uvCYk/+N9cyvU/VxLnNetbN6PTnQdxj5Uaw0JHFfuTi+Aq0KSDIhC4SbXuajFzBwRd+RKc5NB+E952djG9qTSEpkTZAoluf37bcwi2N8qX0d2YQ6eAbK1k/2B6JjtBJapOvREO6zT7KvfeCh1f+SfDj3MpRdCsikXuMSlCi6RwuhsalGYoXF/YJn1OzGdGqlHx+mBZ5HLszfOl53glRGPIsYiK8ODDInnr5Baz1kehVoevM3Vz5FE1CQjzBrkdZP6ElxeQhh9lLtKLNguu8VpqyriiuOr8/gkj7n5nJP53N5QN1hthU6sTodddw85cPdCbEERvowt5ZPWhqKZHPJ6xA2fbLuRVJmuGnsUFeeO4ZSeea1rI8dHNQuN4opm2/ixA0o6jP8CBX1nYrQsVcAtZGSAwbMHzVGZ4qDNyQ11zfMZMu1cwwEYzAkp0otsQ9zfzVwV1xT+YS6QR89w9nTlNFBEQuijcYzKwjz3gv7B8lfOKiCPW8xOqxzamSRz5oIalF1Z6beRwrBMCm/onxc8VldUfqOuSSYq1lYEb5TjNZdsJVaU2LOD69vMC85paUlBq6JkhM2uJ06L6Kzk/MKdKFK+tH0KtiLkz0c2NubkOxItbkNJINclmU/wU90gnhCP3erLZWFM0pyJsxErM2zD7pglIMBCHPnTn6W21s5f2eQR4H6gzcwKH7PmnWRSJ+KR1E+uJ5eSWjmpeWTgnR1s5H3g4z+OvMSzK+YkXymf3MRDohNoyAa8uZ1bcKuQ2FupBgYif0e4dwDfva70EIZ6c2pqONcI9gUzjQYOhyjnuFEJnm3mtxxAS6cmJub9o45pPruuxU7T6b1TeDE/V98uhl/dXMItKCjfHBeSqjWxWTY6CHVaWejFh2gbdCkJb8VRP4zN7RNWlkJmAt2ONV6DB1J7fCSHPQIu7zC57snUrbyuaYCINturnIXW4ki5xfqNhAfg/2srm5PrbZZe3P0KoxYzZe4r5v2tIf8/4yu+f1po5NdmlknU7xZjScc5gXfhkb9BA90lkv479sjj+GSHvy6vpc2unpyeZHm9qi09SJfTdeJTZaGaBRhHy8wub2talsIiNriaHdj4RQjUiiPe5yx3kPG7ft4fx9b7wD4xKNsJ+hUjRNpOOiAvB5uJup7ewpLhjqwihssXEMXPNQBbuEEF8+H+xHh2r55crRlJINRzNjx218hf09UwUnFNcr6xjhIMFcME6zFcGg5nScX7xXfcr7KtdW9cW+gGz+s65hAezrTGDjFQ+pMUx8GB8ePuDpnWc8fR8knbf04fYO1g+qTIH/BJGOxevccpZ0KUEe6QiohFylmtBl0Q0ef1BV/K8vrGZBx9yYSo0CA8yLdWTG7c94pEGuYsJ9cTk8k9HNipNPPlpsWGUsA9c9V1k1VNjD9e22dgypLW8nkjxU7DydpVfeEpE4NC+wwTjiYqKJiY4iKiqKmPAIAjzucGHLZDqVz0MeIQ8tS/TLTWXZudfp3jJCISCaJ9LRuO13YlrDvOhIPQfZsa7WnTFbHvP6iwLEBCnpuL9/NuMbG2MkDYvMQcGy/VnqEUcS6VUUNfE3KsiD++uG07OalXw6gzZWzaYxdb+Hypy7mLBAHixrTMfyilBbS+oOX8F2tzAS4mN5f3EJM7o6yEKiJaaU6TqDf15E8uGTLx/fuPHo8WOePHnCC3cPvD4HESI4OxJL8e1B1hPpMB6tHcLYctoy76e2OcWbjmKh8yt8FeROWDgmxIdza8fSs4oBelJPZC6KVx3FRm/Bl5z6J/zTMy7Pa0+zUjll+skwD449/2H5+fcqeiwy8COnZ9akUQmBoAlfW1pN28NRYQqL8Al4wfkNf9C2nDE5BNm1aYrt2FM8cPEk8PMH3vt84oN/KBFpGtXy9JL5yVwiHciNeW0ZUEgwHLWQGBSjYrcZbL3lw5dIuZaOjyHu4xP2zu9FU3tdufybUabeZPZ9FoKFU/+EvLvF8XHVqSKPLtLOVZT6Y7ew667gS/r6+fLmEdvGlqOyrVAWIcqoJD1WXuRiUqYeHcCHi4uY0q4keXQlGNtVo0GLFnRuVokC8nnFvySRjvuEy5V1DClniJXgdctmg6TqHPbce/sVJOHI5wYP13aluLWs38tmZEPZFk6sP++Ov+qd6T7zd7vAAafmlLWSDaxks6pHjx0vuJ3WiGu6c4KfmUjHRfvxYu8UxjYriqm838tbfSiD1j0nUCmiJCEeXLb1ZVQ9Rb+Xi3Lt/mTpPT/C0lyDJES65sY/Q5tS0UqIKNNFYliBPgsPcdk/jg/eb3B5+oj79+9L95B+5f2JjyFRKn1BBmDP8COZRaRjwr25u3IAvaqYyfW9EXatpuB0wEMaUq0ocFx0NNeXd6R7JUW/l59aA/9h69t4lNd/VNyv/BvidZNzywbSsGgO2fSxHFbk77SVHXcUilx2d5THBW7PKEZJC1mUo0GO0rSfe4izaczFjosO4vn+qYxuWkge4WSGY79/WPo4kvgMboEpEmnlGhSPU0XgxxDpx7gc/Y1a2XRlxqZJQXQaTWb3tZfEqFiUkQT7XmJD+1pUUiHSm9j17BPEu3J+6iD6lS6BXanKtOy3mh2X3khH2VWSSRWBzP1T00Q6NtyH11eXMrJmUaylITZ6SGrPYMQed9UXifSDm7Pp3VAxyqiDdfWujF11Bo8QlLylqo/Jzjx4eHImHXJoyQY6cpbAoP1irrl9UL058AnP906mbJG8UgWsZZCLQlU7s/jYMzyl3EZG3OLj4uXKLBbvqxtZ1b8S1r88kRbGaQN4umc+U2oUwVRXZujnqdCKXpue4PZZ1fr8eGc3G4aVJVd2mec6d+Gq9Nvny5M0DKSokNfcWjeevpULJ86HN2o2lWEHEmPsZXUSE07M+T+Y2LqQfOBEgl3TkUw56EaoIh5QCJcL+8wnz2e4PnvAg3v3eHTCmW0zhtKrnjkW8oWOspk1pt5frlx5m/pwi6owqJ5plkgLWH/g1orxDC2WGx3BsNI2waZBPyYeeol3kMI9Kbgyo3A/vYI5XYuTXb6it5l9Q8ZciMU91fCueML9HnNmZm/alDCXzWfX0sam+1/MOiedgJ34gvGRQbzfO5T+dS0SsS7dfTaLrgURHxfD812/Mbye4P0TiFFNOszYys2gN+xdNZmhnZtQsVIVqlerSsXmPek2fxfHPgvLbqX8yVoiLdS5F+em9aZbbh2ZYWVkTamOE1h2yRs/xSqtggUb+Znbu2cxvIkN2aTyL8GmQmum34S3Kcz3lr1lLEHe19k7vBm1LOXTU3Lkp/zIdaxNwhiigz/zYHVP2lbIK8dahyoj1rL2qSylhI8POL5sKE2LS2RRBHolMS3Wn34DhzN21DhGj5/PjJUnuPLGT70w6GSqIfOItCC3rhwc3IwWgi4X5CW3PVUHLWD/Y39CFNapsMVU0EtOrhxLhyr50ZFPbShWowtLH8FHVVWT5A2i8Ht5inVtK1HaVBbVpW1WgqbT93Homeqk3jCfF5yY04o6JUzlWOtTf9oxdqqomlCivM+zrGtNypjqIDG1xrHnHGbOdeKvUQ0pIl+YzvwX9EgnRLvz8OQsOuQ3lIWWmhRC0vZfTjzxVcU06BnvDk/A3lYmk7qGubGr35/Fhx/yTjGmp/qEmmfBPD29lPFVspNfGCQ3Kk6eVrO5/NI/jYFvNZNPctvPS6QTiI16w/Vlo+lXsaB8QFJC/qZjGbHfi6hYhY8UaQSQ3+lpTOsgn7YgkVC40RAmHvMhOPLrfUleXXYa5Yffg/1M6loJu9xCn2KKlv3vOG0/w9UnzkwZ0Y2m9WpSsUIFatWuQ8Phc5l9/LF0UUh1VjdJNs/vuJg5RDqOqNAXnJzSjbZ2eWTtXjcHJXrMZs45X+KUSGh8bCSuu8cytKFVYr9n33Eqc2/GEpEqIPH4uZ7lwNROVM2fXda35rLBfNRRDj5N0vN9vIf3xjaULSgfpMpuTq1xmznwQJVwq8IYR2Twc7aOqEldRZSYXSdGrTmPX2zqg9Sq6aieiURaFQ/xLBUEfgyRfon7pRk019aRkQMDK3QqjpIup6+6R2I4oW9O83erqjjkUA7t3sSu5wEQ/5oz4xvQVBp+bESBChNZuP+ZNFQkDRWaCiKa/UvTRDrqiwdPD06kW5kCsoXEdLORo9sqZp9P4gOK8ocHi+jXpFSi0jOv3J6Ry515FUSSAYsk7xxxk+ubB1NZW0u2+I1lWYoO28YDzySsL+QFLw9Pp7xdfpnBrW+MTeVWLDz0mFfJkpb/EpEWNLQnV9ZMom9pK7JLjVsdbGt1ZtKxd3gFqUqg34MDbBtTlVw5ZJ4GU9sydN3qw8Mk1aZaE7GEf3qC8/x+tLG3lC+4J6FI78XMuZJkdqQwz+naDKZ2KJ5Y37aNhvD7bhdCFQZ5dDBhLy+xac5QerapS42atahTqRKOhcywyK1PXttS1O0ygdmbr3HrbSxqrYWmWuDEM80S6RiIfc6x2QNpZWEsmzeon5vSbUaw+PInPoUpD5tF43F+LQt7OZLDQDZokbdEDQY5x+KiyhsSyyo7iCTY6yrbxrahTsHcMgy1dag8ah1r7yut2yCE0UcG43d0PIMbFkzEuninacy7EERcTAxXlnWmq4Pcq2ddjvL1WzKiXWMqFDXHxEi+WIuOHjo5cpGrSHVqdJzPrrs+KiFuyoXLWiIdCVF32DaqPTX1ZWG6klyFqdFvBjsfBhIUpcA6HqL9ub9/PqNb2JFNvi2NVdmG/HERUp8uGoKfizP/dK1FmTyytQX0TC1oPn0fB1yVBkWAmBA/nm0aSIcqijBzCeUGrWD5fRlCcT53OLSoL/Vs5esPCKH2OvnJmzc/5uaWWFjbUdi+ChVr9mT03D3cjUw7FFoZe+E484h0GIRdZGmn2jgIRFpLC0mBijT/bQVnX4YTroBCINIhHpxdO4Eu1a0SiXSRaq2Zfxt8VcUzSfH9eX9vJ1Pr2FNIuvKxDkY2jvRZeoaLb1QHysI/uHLur07Us5cb1BIJNSYeYuPLr0mGvL7CiWl9qGOZHW2JGfmLD+af60+5cnEz68c0xO4XJtJxAbe5vmUI1XPItwbLX4ICw/dxxT1JvxfqyscTTjgUkkV76RiaYFu7Owv23+NNqgNIX3FM9sj3BIfntsNaHspsWqYj3VZcwSfou9h5slkJF39eIh1N9JenHJnRhzYlzRPXDijVdRpzr4QQoxxdIkyluTiP2V1LJupim3r9GHPAm6AIVflOCkRCiA+eF9cwrFlBCghrYujlQKtKe+o0b0OXmo5Y5smOjnSbTi309A0xyGdHmebDmLT+Ci/8ojNlcCNpGZXPM4dIhxPhe51Nw1pSWzGoqW9KzRHLWH8/XGXBtoTYKF4fnMTIpl8H64u1nYjTpdivukq5wNJjob+IwPvOftYMa0gpU9lUw2z5C1N9wW3OeyqUnPxB/0f47+pOucKySCW97LmoPHwde+4kceIo5xP5lvAbc+lY2UJuGxSk9MCVbL+lPBFR+QH1jkUirR5O4l3Crob37jF06FCyZ8+eqIiE+ShVqlRhzZo1mYSRP16P1jLUXF++J5wx2lb1GbPhPHc+RssWchDCHUNe4nZmCQOr22Ep3dpEsdjYRnY8Eba0CcB93yzm9m1M3QZtGTB2C4dvvP1Pe6QjP7tzf+tw2thbSDsYLd1s2A7exvIbqkMQRAfAwyX0a/J1qwHzyu0YscyZl4FpEGn/c1z6txslBMNOIkGvYEWqTjjIk3dJRg9DX/DqyAzKF5WHBOnnwKZyCxYc/H8g0jEQ6crppWPpUMIMA2n4mS4l6ndn/nk/3ifhuf4PD7J9XHVyK4h0QUc6b3lPqgOtRBP2/j77p3WlcXFFiL6E8kNXseKeKlFHINI3ZjK149ethAo2HMxvu158JdKRAXx5uI/J3SrK574LZE/x1cbEphKtxqxhy9UPhCiN+mdECWiWSEdB6D12/9mLuvmN5Avw5KVyp3GsuxOMn4rxGo3HhXUs7F0mkUjnKVGNAcdieZFEfFXfK4zAl+dZPbQJVaxlHjktbR0a/rGNXS9U7xSItP+x3xjcyDYRv2IdpzH3gj+x0f4ccWpAUyu5h9EiH8bG2aWLZeUytsDCyoaClnnIZaSVaCBKJEXoPOsQp73jkjXOspZIh8OXi6wa3AJH+bZdWvmK0mjoXA6/iCA40fspI9IPDixgTMuiSkS6PhPOg2cS+VdF8AsfHx1gVrsqlMgpW9RJ2GO964JjnPJUvVMg0s83D6Jj1a/e/zID/mXpXdl9cb73OLZsCC3sdclnakA2A2G/bl10dRThhwr5lmBq04rxe1x46h+Taii9agkykUgnBMOno8xqU022mJqWFtkKV6PTlHVc84r+6uWREmlPzq39g67VrROJdOGqLZh3Ky0i7YvX1fWMrF4MS+nAiC45C5Vj5NrL3PRRfdOIj26cX9SZ+g4K77+Ean8cZIOUSMdB5HMub5jEgFJm0kWJcli2o8vvl/Egng8u+9k4qp4qkT78ibdJuiXVHNU7y6rtr2J9Lkn7PUcjWZiwrqU95Sed5JZHkhG4UFc+nZyGQ2E5kTYwpmDtrszfdxdP1Rk96r2gcFdCGL77xzKliWKurgWVOzmx9s5HQhQRReqnptadPy+RjiT64z12TepK46JfZbFK37msvB+LSsR2Qjwhl+Yzp9tXh0GBun0ZtS9tIh0d8JonR+bRq0ZezIUIAF1hmlxBchqbYinRx8zMBltrMyxzG3zV1Qa2lGo8gU1XPeS7F6gFtUZuyhwiHULYm/Ms79eISmYyDqBtmItmv61hzwshkvBr0QUi7XFoMqOaffX+F20zgT8vpkWkQ/G8up0lfWtSxFim77Nb2NF61XNuJJ1v5f+IgD09KV9Ytp6DXnZTKg1by+7bKRPpKPeTXJtSEds8gs7Xw9iqLiPWXeGuT6ojjF9fLIUjkUinAIx4+VsEfgyRhs8vT7O8jRUlpYt6SNDS1qZE+zk47XiKi6cP77y9eXJuM2t+b4RjgWzyvaST2f4qPo5gf3/eeL0lPDwGpUiUb1/2B1zRtEc60u8lD3eMop2DpTRERiDS1gM288+1JCxB6pFe/K1Hepkzr9Ii0l8ucHllT+y1taSeZh2bClQcv4/Hb5PkESr3SCcSacEj3fL/xyMd7c7Z5ePpXMocQ+m8XV2K1evGnDOf8E5iQPo9OMi2sdVUPNJdtqZFpGMI83nAwRndaVpCPlghkVBm0AqW3km/RrmyAAAgAElEQVQykisQ6euCR1qVSP++W4lIRwcR4naGlVN60qaeA6Xs7bC2tiJXdiMMpPNPc2Jo1pAa3Zew/roHXor5sBloNxon0uEP2OfUhwZmgidMgsQwLxU7jmX1rcBviXQyHumBx2NxSSK+qq8VRuCrC6wd3oxqSkS63u9b2P5MddDiq0f6K5Eu3mkG8y76Ehv1nG2jalNTuuWbnMQZ5cLMvjYDhszhr1kLmD+xL93r2lJYvoWWsM6BZc2R/L7xrnSvSyXbRVrErCXSEdLt1NYMbUU5+WJpkrx2NBg8h4PPwr4h0oJHekxSj/SFtDzSgXx6fIi5HapRMpfMsNLPZUmneUc44aFaK1IiLfVIfyXSZQeuYNk92X0Jn59zbddcfutSlaYNalGzdj3q1q1LnVo1qVi6KIXMjTHSk3vWtczIX2gwS866kGTWq2qmSc4yzyMdAn7OzG1XHVu5R1q3UFXaT1rLFc+oJEQ6OY90KzU80h95e30TY2sUx1q684UOpoXKMmzVJa4nMWIjBI/0352o7/DVI1190mE2vYK48I88PTSLP9qWwspQQrac1rT8YyPHvIVpQrF8vrONtSOTEOlfbPurWN8rXF7Vk3LZ9WX9nkUpHCcc5+brJIojRY90Rol0JATdZmXfilSUeqN1kVjUof3kzVzxDlNj0awkAqvm6U9NpD89YM+UbjQtlk8W7SaRULHPbJbdiVbPI70/bSId8ekZt3dNpkPZPOSRr9gtDCznLmBPzeYDmDxlMctnjmVCz2qUtdbGULoORHYMrGrRb9ExLr9Oa3UCNStCzdsyh0iHEv72IisGNKGKeQ7pwLCWQU4aj1vNzmex3xJpwSPdTNkj/QdT0/RIh/Lm+k6W9q9NUTmRNjIvQvPlT7jmnaS3EzzSu7tTPtEjnVPmkU6RSH/g0cEZ9C4sIafgzNC3wbr2MFaec+GtbJsNNdH99jaRSH+LiXglBQR+FJGODHjF/Q0DaVVGHkYp7F9nUpri1XrRaegkxo4aSrfWNXAsakoeQx3ZvAphVUb5PtLbHwmdWxShT69yff82Nm7by4nrb/D8lOgySeGNs/aypom0ENr95MAEujgWkC3aoJsN4+6rmXtBdeEYhDnSN+bQu4HyHOlujFt1Bs+05kiH3+DapkFU0taS4W5VluIjtvPwTZI9RRPnSMtG0YU50oWrdWHJ8efyOdJJsf6vhXZ7cHn1RPo4WGKkCO2u3ZlJx73xClLtID7c2cOGYeWU5khXU2OOtCy0+/i8vrQu9TW0267PEuZdTRI7L50jPZGJbb52cnbNRvHnQfevc6Tjooj94oXrnfOcc97J7j1rWfjXAsb370OnamUpks8Y/WxG6OW1p3CjsSxyfsKbDEYVapZIR0PMM47OGkhLpdBux7Yj+efKZ9XQ7oRo3M+sYLYwR9pA5pU0s2/MWGGOdKpe0kiCvK6ydUwbatvIdZKWDlVGrWfdA1UQpHOk9w2jf13LRI906e5zWXz9M7HRb9gzoR718yo8odmwrNqFPhsu88DlHQGfA3jvfo97W8fSo74d+lIDTgtj2wb0dNrFwyDF1k9f207WEmlhye3bbB3ZjhryPWwluYtQs/8Mdj0K4muUqfIc6YJKc6TbqDFHOhi/F8dZ0rkWZXLLQv30clrQfMZ+DrqpTraTzpFe05O2FRWeKdkc6TVP5PhEBhP07iUej27z9PFDHj95yuPHj3l47zbn9/3L32NaU61wLoyl3nUd9HI50OOfU5zzVh0c+Yr2t0eZR6TDIPQC/3SsjX1iaHclWvy+kvOvkoR2ByY3R7orSx+nNUfaj/d3tzOltj22iaHdZeiz7CwXvVRDX6VzpOe2pk5JxRxpAxrNOsPW51F4XtnE9B7lKGWhS7Z8hag4eAErz77gU1gs4REBvLq0hmXDalJYEdpdpj4jdrrx4l0IxMQQL0S4qKrEb4FO4UpWeaTj/G9xbdNgqilCu81KUHDkfq4mXego8BnvDv2RZI70gIzPkQ59S9CFCbSvLJu+oKVtQqF6w5i+/TrCTpKqtZQCSBm4/PMS6WiiA55weHpvWpf4Gtrt0G0a86+GEqsU2i3skuB3ajrTOhRJ1MVFGg1l4vG050hH+bnyYP90ulbKSz65fpBIrKk/YC5rrr3C08uXgM+feH11G/tGFaGomWwBLN3sBak7YiW7br3L0oXHModIhxPuc40NQ1pQ00I2L1liYErtkcvZ8CBSxTElzJF22TVOZY60Qycn5t2M+zro940cCo0+gnd39rF6aANKmsj0vX7+wtRYeIcLb1T1PR/v8X5TW8rayudI50hjjrTHHnZOaZC4IJ1xgao0HrmKCy8DMrwmhuIVRCKtQEL8TROBH0WkE6JDCHQ9wtIxLalWMLvc4ywYn4Zo57TGLL8ZtvZ2FKvsQEWLfJjpCUaxLLS79vgNbH8SCAn+uG6ZzOyudanTrBMD5jpz8nGAyqqvaQKQyTdomkhHB3vx/MQ0epctSE7B+NLRQ9JwDr8fTLLfZ6gvgUeH0am6wtg3plj9YThtvYFPdFqd8wNu7RlNHYmWjKznLUX+rsu46p5kwQffG9xaNwiHgjLDS8fQkpK1x7Du4iuSD8T5LxFpwbzx5ub6qQwpXUA+R1oL80qtGbLtOe5+qgM6npfWs6iruXzVbl3MirZm8pVPvFQJS04qjPFEBLzg7N+D6ehgnbinb/7W0/n9qOrqxvHRYfju6s7weoq9xU0o2/FP/r7gRXjiCn7x0lWtYyPDiAz/QnCwL69fv+LBlbMcXjGDIU3tsZNuMyQsvGJDwyk7OfAqiec7aRFTONcskRY625ecnjuMTuamMo+0ril2jQcw7ZgH3sGKzlhY3C6SRwfnMaFZHvmq3foUKNOThS/ieJeqRRpNiM8t9v7WkQYF5aRNS4cSvRfz10XVQarY8ECermpNl4ryreUkeag5ZBmbn4cQGx3AYacGNLMWdJngCbWmUveFbPqgvMBfDLzey9z+dbEykBFug/wOtBuzjAvvISwJx8taIi3I7WP2ju5EI/kCYpIcNpTrMpHVV31UFxsL9eXiht/pU91Yvmp3dopWHcJqD/iY5B1UxSQM/1enWd21HhXzyMMJjfNTY+xGNt9T9f5FBn7g/NyGNCklrJEhYGVJ0yk72a+8H5Fq4l/PIl7z7ORiRtUtQUH5In/aJvmpNXYTW+6q703KPCIdAfE3WNupPpUURDqfI3WG/s2hpwFfQ3rjY4j/9JT9C/vRvLSBfNXunJSuO46d7+FLqgQ1EN/He5lb2xE7Q2F+vjZ6FqVoO/sgx1xUR5YCvR6z6/cqVC2kCIsvxP/YOw+wKI42jp8NFBug2CgWsGCPGnuJLdbYosZYYjeJKfbeW8xniTExlmjsBRV7A3tBRQUUpUgRFAFRej/K3e979goeiNTjxGR5Hp7bu90p+39n35nfzOzMiG2OHH7izfkVvehkpbRB0ar1affdCpb+tRfbg3vYt287G5aMZ0yPulQqoxz9N7KoT++f1rNmyzEu33Ll+Zu49COJb62U7ZHOQDpGqPem0MWgpLLeM7Kk7NCtnH+SfrFBXjni+s9o6popfa2egSmNe81hq72HYkZJtjeU4QLpy7s4LmhDk2rKKeVFy9Sk87e/s++Wv1a3ccuQbCF+RzqZZGEBrBXjGVxfOfNOePar953BrFMviU/bhULY2lmOz8FvmdpNXe+VpnH/Oay98+ZtB3LGG1d9T47w5fEp5dTuyopOw1JIinTju9+v4KYZJsGHqBNf062u8r3dYnrlaTJiFVsveSt2zsjy8dOMJ5/HBQPSiSSE3WP/9wPoUk21g4JeGZqO/oV1196QpDHFU5Ys5e7mEYxspa73jGgzdh3bfWSoNxjI/BalBDmfYOePvWhcVrkmRjFjC+rOOMcp9/RT95L9r+PyS1PqV1P6mpJl6tFv6VEueGZYp0CRUBIhtnNY3EPdxtXHouVQfth0Fe/w9J3fmecr619FkM5aH/GshgIfCqSF3elSpKH4XN/NpmmDaGVVhQrly6BfUh8DAwPKVapOl9HfMGvdQqa1b0wjxardwqqmNeg8U1hsLApkgdxc1otB1YWtKkxoMHITO26+LLAeXA3ZcnyobZBOjgvE+/o6vmtlRVWh8VW0OBLL7xmzyTHdPpPJEX64/dmd3o3UTq8qzfsv4bdTbgjjylk7fy+czyyin14RJayXrIF+27kcexyQbp/M+KdnObOyD3WqKBsAemXr0Lz3eo44ByreU39XpH8TSAukEMrD/SuZ1bIm5RR7G0swsu7G4F+v4RSYfsTY9eRqZnWUUEZRYVfFoslk/n4W/p4Oh7fKSaO9cfhrKqOa1aCsAiQklPx0MmM3u6Rb6TklIZL7qz9VLXIlNIQt6Tx+PXsfheRgaqCM+NcuHF/yNb3rVEpb1KzKkFXMt8tyNbS3Gc1wpF2QFgg4kFsbpjK+hmrVbokB1VoNZfKO+2/3NhZKdXIM1/+ZzrjmEkoqRhmqU6ftPGxjUhXlPkM2Nb6mEvfGhXOLRtC3dmWVBkWp+vk85to8TfdsSWNCuDCvIT0tBbATKvyGDJi3hwvC+g7JUux/7cuX9YRzwghGY7pP3Mol4RVTdWryBAi7zpafB9GwjHLxMb1Klnzx4/+w8+edRd50C9JCp4Qv5+eOZHAZFVAVq0Ttz79nxUkPXsaoOohkqSRHPOPE2tH0ryehhGJkvR6Nu/7ChURhd9es/pKICrjBgfE9aFdFPQpiTMOv1/Cb/fN0PiYu7Dn7J9emraJjQpgG3ooxG87ikKN2UgIRvvZsHdqRT4yVDThJ6co0G7uRv67mvJ4oOJAWtHyCzZgedFc828Iq75Z8MnQh2x0CCFO3TlOkxPnf5p+5X9DBQkJRxXoMTWnZ9w9upJKubL6regJvnp7hr17NaVBWBcJGlnT6aTt7HV+lqytfe91mwwhTGitWvhX06sq8s97YPb3GxoHFsFDsMV+ComVNMK9nTf0mTWjSuDGNmzTEuo4ZppVKo6d6r16vpAGVa9Sj5idf8M3cbZx78vptx8C7mczyF12BtDzJA6czi+hvWEq5W4W+KZIWC9jj6J+uvoz3tuPiys+wrKR6v79cXdp9tRGbuy+y3av+3RuNJ/DBQda0N6OmolOtJPoWbflmzRmu+mT9FL0bV+5+Kbwj0jJSEn25vv4HvvnEIm3V7gqtxzFuizNvNNbvELYbdFjXk1GN1f7Wkg7frOXgs6hst7yTRQfgffF3Jnariqlq32JJ0W+Yu/2eYqvEtDZScgCyR6v5qqm5Ypp5UX0DrL9awqYLnsTnfaJF7owFFAxIpyCNceX0zK/oW0P1SkdRAyz7zGLeYU+iNF6STkmK5dTijvStLWgt1FsN6TtjJ3Zx8qwXrxVe/XC7gM2cQXxqXFpZt5apisnAbey6k35F/MjHxzk+Th9LYRV1iQEGRh2Z+NdFbr9M3+mn6JaW+XJh/lAGmwl+rQiSElVoPGg2a+38CctmobmciC+CdE5UEq9RKPDhQFpIXkZyXDhvXjzG2fE0J08cYN++Pew7ZMORG3d46P8Qj3sHWdqzBdaqVbtLVKrFoKWHOSdMCZEFcmtZb74U9uAsWZlGo/7614O0TBpFiOtJlg9rTEPFdkVCY7c/Q+ddULz3px4ISgh15fLsVnSqIZwvgqRUTTqM38D268/T7T+c+WOQjLfDXma2kmCqWOStMvom49jy0D/d/rBhzofYN7UDNY2VMKBfuQltJx7A/mnYe2YF/JtAWqlc8I0tbBnTgAqllSMx5aq1o/ePx7jxPEqj8ZXA7X1zGGslwUAFHLU+X8KFV9HZAAekJLzh2bnVzOhfn8qqd1b1Kn3FsLmXFPZWV/YpUj9Of1eXnpWFCkgPScnm9Ju9nfPPIknWqAwztzekxHlzc8NkhjUyT2u4lO+3hKknczL0926s2gVpZfz+p5ez+gth+x/hHktQuXZfRq+8zMPX6hV+hH2kX3B2w3gGmknQVwDHJzT4cgNOybJ0gPZujiEpOoAne6cwppNagyKYWH/LzxscEcak1Fonxnqye2QN2ipG70shKfsZY9Ye50G0DHlqMu4HZ/BjV/UrK6a0G7mWQ280gEceD8F2/G9yX6qVVk4XLFGxOr0n/6J4RzhGPcCuyqRuQVpINBXPvT8yr70KpCXlqdF8FLN3PcBHvdqYPIXEUCf2LhxIZxOJsnFUrCPNv9mJm9CfkZnAGr8lhj7FccPQt6/2FC1HnY7zWHngSbp9kWNCndgwoCpNFL6uLBLjfszYfQ0ftTE04nz3MIWYwBvsG9GVlqqRb0nZKjSfvI2/b+e8g6jgQFrIcRIuv3/JT4pV3gUfUpUGXaaw9oIXwWqQTo0nwuscv0/uTLPyEtXKtL1p/50tPgprvXvnmr/EBTpzZUF72tRUgl+REqa0GryWLfZ+GhCeSKD7aRZ2NaK2AuiMkFQZxe+3g3D2OMfKzyTKTlVVZ97bRQqFZzHjv9IXKn+vQdOhi9l1L5AIaZZTQjSznO5YVyBNaiTeDvuY0rYUFop6ryKS0mP57YZXuhX1wx4e5dAPzbEwUnZMlKrShG5TDnL2yZv31Hvpbif9l7B73NgxhbYW5ZQzjvTLYdayD6uOu+GZ80kT6ePM4bfCC9KQmhyF74klzO5fD0NV54xhjS8ZPu8Sz4SFaNPuMYSTM9rRV1HvFUdS4lN6TdvGlZA4pNnVe9IwIlxsmfP1p9QyEcqwvmJE+qeNV/FMix9I9INb8/i8kXLks5iePnUHL2TjOY9/AUgLbYzXPNn5LeM7qla9luhj3nwSUzc6oom5qSn+7Pr2Ezoq6j2hjdGZEatseZKS3QxHiH/5gBtbv6dH/bKUFvxFMRMq1FvCn3a+6Tqfgu7u5I9OEswVawUYYVCrH/MO3uZxaFo3tNIy0lBiHu1m1pctVW3UIpQwqUW/ab9z2hviM9ShmubM6bEI0jlVSrzuA63anZnwqaSmxBMfH0ecVKps9MqDCbq5hQkd61JFUbHpU86iE9P+vsFDoe2cKoxI92FILWHPxao0/mYz/9wKTNfLnllKuvxN2yPSwurMsf532Dy1M20t1A2YarQcspLdz5OJUZB0PGEep1n3hTX1FYseFadE5SZ8teww5zzjVJV9LHFhPjxzvcfte154BUSjue1ioKs9vw83Ue6vKClGcb0mDNlyFfu09mc47qd/Y0m/BlQqpZrOV7s9X/9xH5f37sfy7wNpqecxTi7tSuWySujQK2dJo97z+Oe6NyGK2l4YinTk6IqvaK2nAo5qnWj/8x48IxOUtpDFkxjlh7vzfe498MQzKAF1m1OeFEuU825Wjm9H9XIS5cIrJRrQcdhqTryIV41KxxD34gxLOplTR6ikipaiqFVfvv/9NI9Ck5XPQ+xrYl8FEBISi1QdedqDEEeY73V2Tu9Lp5rK1TKFRnANYQ/lq3lrzRUESMc7/82enxsrQUIioXSlprQbvY4TLi9RrqubRFLgebZN6UnjoirgqNmPnovP8kam6mJKiSYuzJuHjvdwdPLB501q2iqwsoRw3lz7H1MHNqScYmEZCaVM2jHgp21cDUlSVfjhRHodYtqnlbAQtC5eFv2m37Bo301eCgOM8lRCHLezZnxr5aiWRIJFtx+YcfENocLwhfCXGE7Mnd+ZPqQ5ZVWdI2XNPmPE/P04RWuMXKvso3uQhuibv7B5zNv9Qg1rdKDPrN1c9w5VQnJqPGGu+/nlm7ZYqkGqwWgGrb39FoSTIoh+5cG9m47cdfHHPwrUrzemxgTx8tR0hne0UIGYHhVqf8G4FUdwikhVdXqE8PrRdiY0MqKykIZeRUq3m87G866qDigZqSlRJCREEB+fgExtY5VupAbh67CTOZ83wlL1fJYwsmDw6jOcE1rjOfwrWJCGsHNTWTtIPXOoOJXq92H4mjM8ClKOSMoTQ/G9vIGZ/RpTTa11i2mM3OquKpMy5IlviAh4wq2rd3F8GEBgDGkLBaVG+OK792u6NVJ27hQpUhbzlqOZsfmiYm91RalM8sXD7heGWJVWlttSphj2WIWtayjRkZ5c3j6eedPGM3b8t3w7aSITJ0xgwvgJTJgwngkTxzKqf0c6N6yCoWrLNAOTajTqM5xB4xezZscFHP2i003JzaH0ist0BtIkI9R7v35tTj3FGgeCT6/Pl+vPcS5MneMIPM5tZNHnVpio6j3jOh0Yv/kO9wJVszXkkUQHPsbT+T437noTEJqIegdCdSzqz0R3Ww4v7oWZkWpmSrlaNOszFxvnV6Qlqb5Yy5+FGaSFFaKj729j9YQ2mKi2AytRvgmdhv3Kad8olY+JJfWNHb/0a0A9xXNRHEntgUz87TTeMSlKXyOLJuqNN4/v3eOB63OehSRoQHgC0mBH/pk+gA411FPDzeg/eyenA0A98C0LvMvT39vTvIayI6p4SXM6Tf6TA3deZNs5q02TFcyINMiSYgm7upyZg6xVq5MXoZz5ZwyY8jc3guJVPiaChBe2zOlmSXVBa6GN0WQ8c/fcUs1wFHpPwwgP8sD5zj2c3IIICH/bnSoL98L91HKGtK2CkWoavYFxN374w477ceqOkZe4HF7E8EoSygtplDTD9LPv2XrZk5fptrgEWdRznp+cw1cdayjX8SmiRwXL3vy47jRu0uw7cnNiFxGkc6KSeI1CgQ81Ii2XJ5Oc8JrXL54T7B9EdFw8icnJJKekkCJNRBobQeCD0xxZ+Q3NrYyUD7heZWq2ncnmS76KHmJ5aiA3/msgLU8iOcyTU+smMLjF22m4Rg270P8XO64/9Cbw6TUu/zOXfpZVlQ5JzxjT5kNYZnMPT8UMmRSkIVe4c2w5q6dPZNT45fz6zzWcA+JIVL1/FOF/n+NLe9CmpqqCKVaE8p/PYeqO23j5+vDs0Tl2LRpLn9omqhHM8lh3Hs8GxwiC3/ve778PpAm7z709U2hjWl75nn+xkpSr05pxK/Zw8o4Pvt6uuJ9exOwvGir3TJeUoGrnify4+x6R8coRmtjXT3A5/z+W/jSRcRMXs2TbdZxfxipnDsgSSQ28xq5Fw2lbvUxaRWfeojvf/nmJaw99CfS4zK1dP9O5spGiUilauiq1+83i99MPUb+qneR/iyfn97F/xxmuXXXE3cMHX9+X+Pl74+Vsz9m/FzKsvRmVFCN/QkVZTvEu6mFhyCsPfwUB0gRf5cofo7AyUI4ECYuiVPikNzP+OM6VR34883Li7p5pTOpopXzHUVKKmv3nsPCMj4oqpEQE3MXBdjkzJoxnzLe/sHrffdxCElHMFE6JJcn7OL9N7kU9Q1UaemWp12UY83bd4o7bM14+PsOVTWNobVRG0alRwqgmTcasYd9NH2UcQFzwTWxXj6FTaYlilKlorXZ8OmU/djceEeD/HLf7l7FdNYg+zYyVI7lFDajTYS7L9jxRNJ4zIt6HAGmen+DMqi8w11ONSpepRLWOI1m12577T1/g6+GI3cYJfNXMTLW+RVmsR6/l15uq5r88ijc+l7m8dyHfDh/L6B9+4/cT7viEJaEYLEiKIN51J/OHtqGKqtNCUq4aLQZOZu3Re7g89SPA+Qjn1gymqWqlV/3KDWk7bRfnXdXjJElEv3mI+307Lp++xIN7zjz18sPvWSA+Hh48vLSP7UtH0MKqHHqK2QmlqVK7M6tOPMFLxTw5KdoFDdI83c2R+R2prHo9RGJoQc3eU9h8/DZuz57z1OUyhxZ/Rc+6JqpOpAo0n7qbvx6rhl2SQwh8corTW2YxctAYxk75i+12vjyPSlF2oiWGEO24nkld66fNNilSuR6fjVnAjguPcHv2DG+H3eyd05O6+spyX9qiFd1XnuW+n3rrp2ji4qOIioomOlr9H0NMTDSx8aH4X93C35PbUVu92FiLLvx46ilugcK+5MKexRpTOnIiusY1ugNpGeF+9zm4oBcdrdQLrkmo0G0q3269g7uXD89dz7Fn6Xi6WxgrtSxeifpdxrPJ4ZVyOyRZOBHPTnFh+yzmfz+JYeNW8/fpR3iEJCjLvcZ9CfgQdH0Lf4xvThXF1GIJpau0pdv4w9x6GZXJ9ekC5/tLYQZpRYF5eYl9S4fTrEopZb1XrBTmLT7n5032XH74jADPa9zf9xN9rSor672SJtQetID1px+hntUT9eI612yWMHvSRCZN/Y0Nh+7hE5lCksrJpiQFcP+v6UxqXYsyqk6qur0mMeuf2zx6/JQX/s+4bbuOlb0lmClebSiPoVkPfvrzIne0sbdbLqxYUCBNaiKpvkfZ+FMvapRU7tQiMahInS5fs2TvDW67+RHw+AIO28bQ1dxIUe8VL2NOkwm/s+eWar9CmfAKyTnO/TOPH0dP5LvZW9l22o2X8arRaukrgu7tY9ag5liqOo0kJQ1o+fUcVh51wc3Li4D7u9kypY8S1CUSSlVvRefJf3DZI/SddUMSXj3hzp+j6NOkgqJsFClWGouWc1lx4HEOXl3MmegiSOdMJ/GqD7aPtFCxRhD2zJaDyxfyv58Xs8/WluM3bnD5+g0cTh7j5O61zB//BW1qGlNKNWpTskJTeiw6zxVf5fsSstRAri/9j41IC6VWHk3A9X9YP64b5nrKqaGSYqWoYGFN969GM2RgH7o2MMNItVhQqQqt+Py7w5xzD1OMJgnau2zoybeti6Onb0DxYobU6TyeqTtuERCpbGGmxgXx7PqfTO3eSLnHqaIXUh+Lxu3oNeJ7hvf/jNZWlVXv7RajlOlwhsyxx02a1RTafyFIE0uY5yn++aIp9UuroKOYHpVqt+SzgV8xYdIQutaqqhpJ0qeIQVsGTN/JSc8I5SiFPIrH9puZ3qUMNRX7IJajgmk7Jh14wm3F+hpCjR+K98nfWNGnSdqifMVKGVK1Xiv6jhjBsAE96GBWQbG3q0RSGkOz7oxedY6rXhFpszMSvG05tGgwjcrVpKl1W/oNHM+PPy5iyjIlQ38AACAASURBVJQRDO/XmJa1DCijGk2SFC1NxUYjWHHsIT55nCJVICBNFK+c9/N7G3Nqqab7FSlRimqNPqPnsJF8N2kAHcwrYqJoEJWmhFFPRq86zo0QqXIUItafWweXMqZVKaqVF0aADKlcoyuzTvrwUDH4J4zNBfF49yKmt367tZVeuUpU/6QTX44dybA+nWhpXFoFJBWpUm8o07Y7pHsnXh4fhNPJ9czoUQUzVcdEqfJVaNV6ACOGDGfUwE40rl5atZJ0USTGTRm15ixXXmQ+9fWDgDShPHfYypKmVaiqmEovoVjJstRo0Yv+o8cweVJfWlc1Uk33NaRUlaFM/fsajxQz8ORIgx5wdtMP9G9UkoqKd3MrYF73C1ZeeoGXoqNNuFc/7q6fzKS66mnwEkoZm1GndS+GTxzJ0O6taGJQAn2FPc2p0WISK0+68jRcTcEJBDrt5Y/JX/KpYV06te7C8G9+ZspPS5n0ZT86t6yFaVU91UJoEvTLfcJno3ZyVmiY5aL2L3CQJgjPS+v5ua4xxqrGfPHSRtTuMJgvx41l4qhufFKxrKqhX5lyNSay/MRD/BV1QSoxTy+wf/kwOlnpUd6gBMX0zKnfdiyb7rzmhaKHKBlSPbg8/yuGVdZLm4pdpooljToPZOzkkQzu0gxr/aKqtQHqYt15Dpsd/AhWdfYJ0CfokP5fkQHF9PSgO3sybH/Vg59OvMI/w+4FuZA97VLdgTQkxwbifWE9U3t+olyDRLCHAHD1W9J75Ld81acTbawqp0FX+eqDGTrHnkfRSQofk/DiLlcWtaRTPQHE9Sld1pymA+aw1taJV0KHQtpdCUchPNizlGkdalNe9YyVt+7OFyuv4Rqifl0lLYDWDwo1SCvUDMP37EZWd7NWvaYjobhBeUwbtKPviK8ZMaQn7SsbqnxQOcpW7cH4Nee46hOtGnWO59q2yYxvJsGwjPDOvxF1Oo5j7uVQXqheuZWlJBDmsp9NP3WhseK9XGELJUNq1fmUgUKn1KBu9PjUFEPVqHixCnX5ZOgiDt7253WG2cZaN1CGCAsMpBWlMpgn+5cyt1k1VWe9BL2yJtRo3p3BY0cycmAXPi1XSjktW2JCRauhzNrlgEuI4GDkJMc+5/ivXzO4voSypQWtK9Ko11RWOUkV5V7AaWmkG7d+ncjAhm9nOpWsYI51m64MG/8NA9o2paFRSVVnYRXqdfyJhfse4qd+nShNDylhXpfY+11PWldVDvQUKVkOyyHr2HDxeVqbJ+3yPB6IIJ1H4f6LwT7UiLQs6Q3BjzexoGdrWpWtSos2bWgzYAC9+vVjcLu2dGxeD4uKqgViJPqUM2vLF2P/xy7HEAJVI57/WZBGhizEnftHf2PaV21pXK2ocsqvUOmXLIOeemRDYoCJVVe+nPQHf9sF8SJa2Q0rSwrFZWVbBguLtKkabqWt+zNqgz1+EapVfOSJJIa4cmHzXL7v1ZAa6kpGuL6UoWpPRWFqa0WsPvmSUfNPYXMnJpv3r1N4cW0Lvw+vr9zzT4jLuCFtpx7nSgHvyRgeHo6NjQ3W1tZp9yzcu6GhIUOHDiUsLO8T6WSxAQQfX8eS0Z9Rv0aptNW1JSX0KVdeuRCb8J66Qa0O9ByzkX/OeRIQp2pUpYbhfHINY6wlyilKCntYMnjnA66lzaqWk/rCifu7lzGqb1OsTFTTloUt4wxKqbZQEmxZFpOGXzBi6g6O3gkmKPbt2Gbii+McWNhVOR1ZSKNYWYyNq1GxggEl1SOCEgnlKlanbZ9RzNxygXvPo7J91/V9PrNgQBpkkT4837uEWUNaYVWteFqlX6RkKQzLq0aRJaUwrt+DgT/s4sit54SpWq/yKG8ub59Ob8XCVeqy35AJR9wU08uU95JKsvdNrv85gwFd6mJWXn2dBP2yBmkdGZISJli0HM6khUewfxxGmOqxUcaRTJj/PS7vnMHkng2pbqCOozgl9fQpreoYlJQwwrTp53z+0x8cdg4g7K250sn6YUAakt6447p5Jt/2aYRFBfU9FKN46dIYGSqnokqKGGHa7EtGzD6G3aMQ1Tu3MqQBtzn6y0haqleBV5Trlsw+74t7WgM0mUTX89itnkiPttWplKZTUQzKG7x9HkqbU7fTd0z99Tx3/GLSRpuEbVUCHXeyenhrVeeJBP3SFahobEZ59Ui6kK6+ETUadWbYj2v559JLAmIz77BIJ7rGl4IHaRT7xd9Y+z0ju9ShStoe5PqUKFOa8qqVsCX6VbFqN5rxyy5y55lqdXN5MtFuJ9k6rQe11OVKIsGgyhesvhWIn7rPASlxjkc5vuBrOjWvilHatXqUNSr1VmvjOjTtNYsFm27y5HUCie8pkxryKN7SDrq9k00TW1FZBYSl63Zk4pHXPFcPaKcPkKtvugRpUhOQBjpzfss8vu3VkFoa9V4RA8M0oJMUq0CtpgMZM+8oh25Ho6paifO7wcWptamhAi+hjqnYeiLz9zik3y1DLoVIF44s+4Ye5sopw8K1ZRr2YPgOd3wj3k6LzZVYubi4cIO08kZSX7rgunsJ33zxieI95mIKPyLUeyUpqd4fXlKWio2+4Oufd3LsbiDBaX0QMditG8GAqmrfJaGUZT++sw/mmbpulMuRxfvjav8Xa77tTHuLMqrOJAkl9MpSJu050ad0tUZ0GDGDJQdv4fkmXmvAllOTFRxICzmQk+zrgOOf0xnczRpTQ7VmRdAvWypde8+85XDGLzjKJbc3RCg62lNJjvHhwLxedEwLJ8GwySjmOiUQpK4bU6OJcz7NnmXj6N7SlEqK1zWV6ZQsVzqtLpeUqU6jzpOZu8GeG97xxGV01/LX+N7YyezuddI6eYXFzxp8v5Md99Pv+pBTbTO7TgTpzFQRf8tUgQ8G0imRvPY6yLJB7bBWOUdJyZJIihdX9XpJKK5fmgqmtajeqicjZv7FwYu+hCS/7dVVgnTv/9Y70mlWTCI+5AmOZ39jycTOdG9ZE0ur6liYm2Fmbo553QbU6tCf8Qt3Ynv9JS/j3m6/I0uJIuDobJZ/3RSLmjWwMGtC1xEL+N9JF0LiNCrwlEQi/B24tH8x00a0oXWz2tSoYY6FmRlmFhaY1v+E5n3HMGfdaS4+iST0bXd7Wi7TH6TyysmWgwuG8FmLBljWqkWzLl8xbv1VHrws2BVKCxKkFZOXEv1xvbyZNbMH0qd9bRrUscBcsIWZOWaWtbDu0IeBU35j32Uf/N6kvB2ZkEXje/cI68a1pl2T6lSp0oDGzcaw6qo3bmmNYEHFRKSvHnLddgXzxn9G5+YWWFlWx1ywhbk51evVx6rzEMYt3c0Zx2BexaZfACQl4g43D8xgdJvaNLKsTjVzc0xNq2FqKoSvjqVVXVo078iI8bP546A9j8NV053TGzDH3woKpBWlOM4bx9PrWPpTb7q3tqKelTlmZmaYmllgXqcuTboNYdT8bRy7E0hQlEahjA/i0YWtzB/ajBYNLahSpQnNWn3PxjvP8U1XWccTF3CX83vnMXVkO9o3taBWLQul1hbm1GjQiEa9xjBlnS2XH4URniA0QzL8yeKICXLm2t8LmTKkK3Xr1KF6dQtFPs3MrahZszUde43lx192ceBBMK80FyjIENWHAmlkUgh9xOWDS5k9oQsdW9SijqU5ZqammJpVx9y6IS37jmHyqoNccA0jNG2YV0ZKmCe3bFbzfd9GNLa2oErl5rTqMJ2dLsEEaooljyb62VWObvmZbwe3pHUjC2rWtMDM1AxTC3NqNf6EloN+YMEWOxyexhCjbpQpNEoi3OsiR/73Hf2b1qJuTQuqCeXAtJrimbCwsKBu/Sa06zOC2Wt3ct7pmWKxRM3kM0id6VddgDQp8SQEOHBq+0x+HNGe1k1rYlXTTKm1RQ0sGjajw+DJzN54iuvesW91EBZ9C3Dk3JbZDOtsjXVtcyyqt6fbgOUcfRrGa82blUcQ5nmePesm8s0XzWjewIIa1QV7mmFavQZWzdvy2cg5rN53Cyf/hCz2hs0oUwqvH53i8MrRfP5pfWqbV6b9oAmsuBRGUMbFdjMGzcF3nYK0kB9ZAhF+Dlw+sIRpX7eiTXMrqtewSFfvNek1itnrT2P/KJw3Gr4j6bUbT7ZPZGj3xlSuZkHtuq354vv17LzsQYTsbdtFmE6b8sqJY79PZ2T3ZjSoV49allZ0HTWdX6+84XXGPfByoFNuL/kYQFp4LyA19LGi3lswqStdmlentpVmvVcP665fMXbJLk47BhMcI39bt5KAy7FfWTy4AfXq1qRqpWZ0+Woxfz0JIyRd3Qqpsf48u7GTTZMH0rt1Y8xr1FTW3+bVMTdviLV1L4ZOXsHGE7dwDo4nQaNaya3ueb2+YEFayFU8ScH3ObdnHlO/6Uj7ptWxqqWss0zNhXqvAc36jOXntUe49CiMsLQOi1RkCUFc3zWfKX3rUru2oHUreo9dw74AKREazwepEQS5neXwph8Y07uhoh4W6kWhHWNeozoWTVrRdMAPrPznOo6Cn8tsVfTEV/jcPMDSsZ/TsXkDataoSaPmrRm36QqX/PI4hS4To4ggnYko4k+ZK/ChQBp5MvHR/lw/uoWFE4bRqXkLGljXp07dOljXs6ZRw0/p8+U4Fqzdzskb9/AOCicuifQbxCumdv9XQVqo8JNITXhD8LPHPHay59o1G47Z2nDo5CmOXb/BVRd3noVEES90PqRrUMlIjXjBc4+rXLl6mDNn7HB08SI4KpEUjX0DFSVGlkhCVBAvvZ146HwKe/tD2Bw+is3pM5y84YCDuy+B4Qkkpu1VnHk5U/4qJyn6NSG+T3C+f5fbt29zz/kJHi8iiH5nAays4sn9uYIFaSE/cmSJ4UQEu/PE5TJXLh/jxPFDHD56FJsbN7jo6oHn89dEJ6SmLbik1kQa+5pAr1tcv2LLuXPnuX3nKcFxqgX3NG9V2E824RXBfi64ONpx6dIRjtke4tCp0xx1cODGo6c8C458195C7lKjiQ715anzHa5ctOf4iRMcPnxY8W9ra8v58xe4f98ZH/9XhEUnkZqxHGjmIwfHBQfSQuJykuPe8CbAFVcney7a2Sp0OGxry5Fbt7jm5oXPyzBipanpy70shfjIl/h5XOWi/RHOnbPn3v1nvE5IfnfkXSYlJTaQlz4PuH/nPHZ2h7E9cohDZ85w7K4jt918efEmhsSU9D7prTRy5LIkEsMDeeH1BIdbDhw7doxDh2yxtbXH3t4JJ1c/XryJJD5Vs/H3Ngb10QcDaSEDshSk0a8I9nfG5f45zp8/ytEjhzhie4xjDne45fEM/1eCj5Gl70xIkRIb6oeX60XOnzvMuXNXcHIJIEya8s67n/LURKRRL3judRdHhzOcO3dYkcahc+c4fv8B9z39CQqLIyk1Y4eFnJSECEJfeuN6z4HzZ89w9OjRtHJ98uQJrly9hssTL4IjopEKU5PVoubiUycgLUydTpUSHxFAgO89Hjie4cxp4V5sOHLiJCfv3MPR6zmBobGKdSzS3UdSPJEhT3nicp7Tp2w4f+EGrm6viExOfWfUTJYcT1yYH74et3C4cYrTpw9z5LANNhcucNrpIS4+L3kdmaBYgC9dGlnqJScp9g0h/u64PLjLHYebOD32wC88OW3RxCyDZ3NS5yAt5EeWQGJUEAFezjx0Os3Fi4c4fPgINmfOcvKmAw5uPgRGJCie/3TZT0kk8Y03bo/OYW8v1K2XeOQZQGhsUnpbyGUIO3C8ev6Ux86O3L0r1Id3eOjuTUBkCsma8JEuAe19+ThAWumDZAkhhDx/iMs9ey5ePMJxod47eZIjt29z47EXz4IiMq33EsKf8+zJFUWYCxeu8uCRH6Epsnd8kNDFkZoURYS/B67373DBzo4jR45w6NA5Tp26zZ27T/B6/prQ2ETFVk85fza0Z6+CB2llmzI5NoigZw9wunueCxeOYHtU1cZwdOS2uy8vQqJITM5Q78lSiHnjzdOH9pw/fwQ7u5s8cg9ULIb6Tp9DahyJkc955naHu7dOce7cIY4cOcwhe3tOOz7ggYc/r6MSSXonoErLVClx4UF4uznx4J6qHXn/AU+DIolIm+2Uf91FkM6/hv+ZGD4YSAvgkSol8vVLvJ+44HDtGpcvXuLixYtcvHSJK1euc8/JFZ8Xr4iMS0xfCamsI0sN4Mr8LvSrIkwPKUftrzay7XpAJk7yw5lT66t2Z3IrclkyyUmxxMeHEREeRmhkFBHx8cQnaYx8Zgwnl5GaHKcIIywek5CYpNGT+87FyFOTSE6KJDYmjLCwcMKiooiKF0YtUnPVOJXLUklNTiJJKkWaKEWalERyiiw98GRMXgvfCx6k1ZlMITkpjrjYCCIjwggLDycsIYHY5JS0VUDVV6Z9ypUr1sfFhisW70lITMlaU5mgXwyxseEKe4dFRhGekEBCckoWOgpgl0JKUqJiP8qIyEjFdHZhSntERIRiASGpNImMCx+n5TGXBwUL0qrMCAvvJQkLHkUodQgPV+gQl5Kxs+Jt5uXyFFKSY4mJEbSOUaxg/v5GkRJupIlCGspnKywqmgiplMSUDOD4NokMR4KfSyExIVGhc2hoBBERgu2SkGaEzwwh1V8/KEirMyGXkiQVFpkKJzw8jPCICCISEokXnl31NRk+Bb+UkhRDdHQYMTGxJCVlpZmwdVgiiQlRiuuFNMKio4lISkKaldYCkKSmkCRNJDo6CuE5F8q08B8ZGUlcXBxJ+aQS3YC0WjzhOU1EKhUW9lLeS3hkJJGJUhJT36+f0GmTlBRNZKSgdRzJWXZsyhDeDU1QLB4WRrigV0wMUUnJJKmXVVdnJ4efCr+eovbriUiTkkmR5a3jImOSHwSkFZkQnn/Bx0QRGxuq9OVR0URmV+/JhTpACBNOVFSMovxl5mPk8lRSkpOQShNJFHxKYiJJycmkZjYKl1EULXz/aEBafa9yoXzFatR7kYQnJhKfnKHDVH298Knw93GKMAKISqXZjFjKUkiWJirqBqUviSYqMpHExBSFXTSj1vWxTkBacVNyhNlI0sRoRT0ptCmF9l64VEqC4IszK8yC1Ip2qODvw4mNjc/G7wo+SNPfhxMWE0uUsGOPern09wksTMcXfH6SVPnsJAr+UkpKqnbbkSJIv88A4u/vKPDhQPqdrOT6B7ksDDeblaz7biADho1j2sYLXPYIyxS6cx25lgLoAqS1lNV/dTS6A+l/tYw5vjmdgHSOc/NxX1goQPrjljBfudctSOcrq//KwB8OpP+Vcqbd1EcH0mk5/28e6A6k/5v6ZrxrEaQzKiJ+f68CHzNIv/emCtEJEaQLhzFEkNatHUSQ1p7eIkhrT8u8xCSCdF5U014YEaS1p6VmTCJIa6pR+I9FkNatjUSQ1q3eH3VqIkgXrPlEkC5YfXMauwjSOVVKO9eJIK0dHYVYRJDWnpZ5iUkE6byopr0wIkhrT0vNmESQ1lSj8B+LIK1bG4kgrVu9P+rURJAuWPOJIF2w+uY0dhGkc6qUdq4TQVo7OgqxiCCtPS3zEpMI0nlRTXthRJDWnpaaMYkgralG4T8WQVq3NhJBWrd6f9SpiSBdsOYTQbpg9c1p7CJI51Qp7VwngrR2dBRiEUFae1rmJSYRpPOimvbCiCCtPS01YxJBWlONwn8sgrRubSSCtG71/qhTc3JyYvLkyZQuXRqJej9niYRWrVqxdevWj/reCkPmRZAuDFZAsZqvjY0N1tbW6cq5oaEhQ4cOVazyWzhy+u/IhQjS2rOjCNLa0zIvMYkgnRfVtBdGBGntaakZkwjSmmoU/mMRpHVrIxGkdav3R52ao6MjkyZNEkG6gKwognQBCZvLaMUR6VwKls/LRZDOp4AawUWQ1hDjAxyKIP0BRNdIUgRpDTG0eCiCtBbF1EFUIkjrQGSNJESQ1hBDPMxcAaFxIOy9duzYMXr16kXJkiXTjdSJI9KZ65bbX0WQzq1iBXO9CNIFo+v7YhVB+n3K5P53EaRzr5k2Q4ggrU01cx+XCNK51ywnIUSQzolKhecaEaR1awsRpHWr90eZmtDQdXd3Z+LEiekAWj29WwRp7ZhVBGnt6JjfWESQzq+CuQsvgnTu9MrqahGks1Kn4M+JIF3wGmeVggjSWamT93MiSOdduw8RUgRp3aougrRu9f4oUxMaui4uLgwbNkwE6QK0oAjSBShuLqIWQToXYmnhUhGktSCiKgoRpLWnZV5iEkE6L6ppL4wI0trTUjMmEaQ11Sj8xyJI69ZGIkjrVu+PMjWhoevq6sqoUaNEkC5AC+YapN+4FGBu/rtRiyCtW9tnB9Kenp66zdBHnFq+QPqMFwlh8R/x3ReOrN+8eZORI0emqyv19PT49NNPOXPmTOHI5L80FwsXLkynu3rWnKh7/gwuS5HhdcaLC1MusKfbXvb13I9Nn8Ns6rqVkQ3GsqhqQ+wrViLczIooMysiqlkSZlEbz+5tufXtF9gtHIbdvCFcXTkB9xN/I0tJzl+GxNBZKhAXF/eODxKeBcEP3blzJ8uw4sncKxD90gePUzuwn/8VdnMGc2nhMC7MG8qmcZ/TrVGNdD6pRIkSioVs7ezscp/QBw4h+cDpf9TJiyCtG/OJIK0bnbNLRQTp7BTS7nkRpLWnZ35BOl4E6XwbQwTpfEuY5whEkM6zdFkG1C5IbxNBOku1839SBOn8a5ibGKJEkM6NXP/Na7MD6TZt2vDPP//8N8XR4l3//fff6Xqu1L3pJj82xurqIGqd6qv4r3q8O9ZnBnIv0k2LqYtRqRWIj4/n+PHjNGjQIJ09jIyMFK83CNOmxD/tKrBmzRoaNmyYTm9jY2OWLFmCn5+fdhP7F8f2IimEDd4HqH92EGXtezFkXRdCza2Iq2ypGC0SRoxiqpri0uRr9vY6yL5eB9jVeTfHRh7nmd0zZLGyf7E6urm1e/fuMXr06HRlWV9fX7FNpL29vW4y8R9NRfAX6npT81PUPf8F4pmdH3bT7NndbU+uR6QvqEakr62ayNNTYlsx/9bIOoaUlJR3fJB6RNrZ2TnrwOLZXCuQ8PoFXmd3KUakL8z5MtsR6fr163P16tVcp/OhA4gj0vmwQHYgbWVlxYQJExD23j1y5AiHDh0S/3OhgaCbMPVs3LhxmTYCMoK0+ale1DnVnxVHNnDk0BFsDtlgk4v0RPu8v3za2tqyY8cOfv75Z0xNTdPZw8DAgNatW7N9+3ZOnDghlnEtlDlB7wMHDig6KMzMzNLpXaZMGQYOHMj69esVOwaI5fb95VbwAUcOHWbj4a2MPTZX4R8ML/fNEUjv676ffV/u58DSgxz65xA2R2zEsp2Hsq2u+5YuXUqHDh3SleXixYtjaWnJrFmzOHnypKKuFMvz+8tzbrU5fPgwp0+fVvgLTYBWH8+ePZuzZ8+K5ToP5drmyCEOHTik8A/7Rx1gX4/97OuV+6nd9vOHYrdoFKfXzcHm4AEOHRbbirkt59ldL7QlhWt27dpF+/bt0/kg4VkQ/NDy5csV7c3s4hLP58A/CXrbHObozs2cXj9XAdL284ZkCdLFihWjWrVqzJw5k2vXruHv76/YFSkfiKazoCJI50Pq7EBaXVmJn5J3HJc2NMkI0pZ2/alp2xv9xhUKJD1t5FmMo2DKgqirqGtWZaCYqQGGI+pQ82gvKt4YmCOQPtL3KH90/pMuZl0pV6K86FMkYhnLqoyJ5/575aOIpAhdzLuytM0yDvWxYX+vA7l7R3rRMAVcHJk6gCm9mlOsyH9PQ/G5+ffavHYVQ37o0UwB0lcWfZ0lSGuWg9q1a7N3715CQ0PzQWi6CyqCdD60FkH6wzqAjCBtpQLpEg0NxUav2OgVy4BYBt6WgSr6lPu6tgKkTXIJ0p+ZdqZ00TJv4xJ1FbUQy4BYBlRlQPAPS1ovzTdI/9Sjmaip+Fz9q8pALZOyTO7eNNcgXatWLXbv3i2CdD749KMJKoJ04QJp9Yi0QVOTf5Uz0uypE48/bJkT9f849S9hURajUfVyPyLd5U+6WXTHqKSx6FPERq5YBsQykK4MFC9anG7Vu7Os7fJ8gfTRaQOY2vtT9IoXSxe/WN98nPWNaDel3eqZGvNTz+ZKkF6Y8xHpevXqsW/fPsLCwj4KHhRHpPNhJhGkP6yTyzgirQbpUk0ripWR2OARy4BYBtLKQHHzMhiNrJt7kO78J10tumGoL85yERuHH7a+E/UvfPoXK1JM4R/yPbV72gCm9G5BiWJF0nyWaO/CZ2/RJrmzSd1qRvzYUzW1OxcgXbduXXFqdz7Y9KMKKoJ07h6q/DihIkXerWAygrRiavfRXkhqlxIrowKGqMzskR/7imFz9iyJuudMp3fKk6EEgyE1qHG0FyY3BuXsHekvbNn42R+0NWlHMYk4UvSOpgXsY8T08ljW32MX0XdoV091+Wxn0o5FLRcr3o3O/TvSylG6w1P68323xmK75T1lV621tj41nwXNY23FL8ajfNZMy+kxqUvDXE/tFhYdE3Y8evPmzUfBhOKIdD7M9D6QLlq0KMIWNSNHjmTVqlUsWrRI/M+DBosXL+aXX36hV69emVYwGUG6+pne1D75BRPXTmXpwiUsXrRY1D0PumdWXpctW6ZYWffLL7+kYsX0I/4lS5ZE2LZAWG1xxYoVouZa0FzQW9j7tUuXLpiYpH9VoVSpUoqVR7///nvFSqOZ2Uv8TelzBR8g+IKff5lFv63jqX2iH0ZXvsgRSO/vcZBd/Xaz/tv1LJu7nIVLFoplOw9lW9h6SSiPY8aMoVGjRul8uXql1mHDhrFy5UoEny+WXe21FwQ9hTZIxtXS1Q19QffVq1eLmuehXAv+YPHCxaz/9je2D97B/p4H8rRq98X5X3F2/nD2LJzEkkULWbBY+byIz4F2nwNBz7lz577jg4RnQfBDY8eOVbQ3Rd21obvgxxezZtEs9iz8VgHSF+cPzXKxMYGbhLbl4MGD2bZtG48eKaN5MwAAIABJREFUPULYcvVj+BNBOh9Weh9IC0vp16lThzt37uQjdjGoWoGdO3ema3ypGwEZQbrqse5Ynx2ES7y3Oqj4qUUFhPIubKWScV9jYR/pESNGkJycrMXUxKgEBX777bd3Kv4KFSooADowMFAUKYcKvCKCP/0O52of6Z2dd3N81AkCLgdAUg4TEi97rwIuLi6Kxqrafwufwj7Sbdq0+Sj3Dn3vjRbCE0IHp6bu6uOPcc/Wwiav4B8uTr+Yr32kr/8yEZ9zuwvbrf0r85PZdqp6eno8efLkX3m/H/KmZJGveHZhnwKkc7KPdIMGDXBwcPiQWc5T2iJI50k2ZaCsQFrYQ/rSpUv5iF0MqlZg8+bNmTYCMoJ0tePdqXdmIA6hD9VBxU8tKhAZGYmwL6m1tXU6exgaGjJ06FDCw8O1mJoYlUwmU4wWCZWLuuErfAqzXRYsWMDTp09FkXKogE9sAOs89yo62sra987RiPSuLruxHXEM7zPeJIYn5jAl8bL3KXDr1i3FLC3Nsiw0YFu2bKnYy/h94cTf86+AMLtFU3f1sbCHtPiXdwXkqXKFf7gw5QJ7uu1lX8/c7yNtN28IV1dNwP3E38hTU/KeGTFktgoII5yjRo1651kQ/NDdu3ezDS9ekDsFogN98Tz1jwKk7eYMznJEukSJEoq2pb29fe4SKQRXiyCdDyNkB9IXL17MR+xiULUCf/311zuOT2gIvA+kb712UQcVP7WogADKNjY27wXpj2WFRS1KUqBRCf5FeLVBmDavbvgKnwJIz58/Hw8PjwJN/98UuXfMC9Z57MklSO9RgLTXaS/iQz+OKWaF1WZyuZybN29mCtKffvopZ86cKaxZ/1fkS+h40/Qh6mNR9/yZV5Ysw+uMF/kG6ZUTcDuxDVmKOKsrfxbJOnRsbOw7Pkh4FgSQFmeQZq1dXs5GBfjgcWpHrkD6woULeUnqg4YRQTof8osgnQ/xchFUBOlciFWAl4ogXYDiZhK1CNKZiJLHn0SQzqNwWgomgrSWhMxjNCJI51G4bIKJIJ2NQIXstAjSujWICNK61fujTE0Ead2YTQRp3eicXSoiSGenkHbPiyCtPT1FkNaelnmJSQTpvKimvTAiSGtPS82YRJDWVKPwH4sgrVsbiSCtW70/ytREkNaN2USQ1o3O2aUignR2Cmn3vAjS2tNTBGntaZmXmESQzotq2gsjgrT2tNSMSQRpTTUK/7EI0rq1kQjSutX7o0xNBGndmE0Ead3onF0qIkhnp5B2z4sgrT09RZDWnpZ5iUkE6byopr0wIkhrT0vNmESQ1lSj8B+LIK1bG4kgrVu9P8rURJDWjdlEkNaNztmlIoJ0dgpp97wI0trTUwRp7WmZl5hEkM6LatoLI4K09rTUjEkEaU01Cv+xCNK6tZEI0rrV+6NMTQRp3ZhNBGnd6JxdKiJIZ6eQds+LIK09PUWQ1p6WeYlJBOm8qKa9MCJIa09LzZhEkNZUo/AfiyCtWxuJIK1bvT/K1ESQ1o3ZRJDWjc7ZpSKCdHYKafe8CNLa01MEae1pmZeYRJDOi2raCyOCtPa01IxJBGlNNQr/sQjSurWRCNK61fujTE0Ead2YTQRp3eicXSoiSGenkHbPiyCtPT1FkNaelnmJSQTpvKimvTAiSGtPS82YRJDWVKPwH4sgrVsbiSCtW70/ytREkNaN2USQ1o3O2aUignR2Cmn3vAjS2tNTBGntaZmXmESQzotq2gsjgrT2tNSMSQRpTTUK/7EI0rq1kQjSutX7o0xNBGndmE0Ead3onF0qIkhnp5B2z4sgrT09RZDWnpZ5iUkE6byopr0wIkhrT0vNmESQ1lSj8B+LIK1bG4kgrVu9P8rUCgVIy1JJjIrgTWAAfn5++Pr6EBgUSnQ8yGQfpazvZFoE6Xck+SA/iCCtW9lFkNae3iJIa0/LvMQkgnReVNNeGBGktaelZkwiSGuqUfiPRZDWrY1EkNat3h9lah8epOUgjeX5XXtst6xh7rx5TJ82hQ3bj3PDB+KTP0pZ38m0CNLvSPJBfhBBWreyiyCtPb1FkNaelnmJSQTpvKimvTAiSGtPS82YRJDWVKPwH4sgrVsbiSCtW70/ytQ+PEjLIP4NDw7/jzlfd6RWLUuqVjKm++j5/OUMkdKPUtZ3Mv2hQTolJpygp095+PAhzk6PcXUP4NlrDXHl72Q5Vz/I4+J45e6Ou4sLzi4PefjQjadPQ4iMSMlVPAV9sS5AWhoVygsPT1wUWj/B1TOI5+Gpb29Nnk+xSSU28CVeT57g5OTCw4cePPENJSwmL9M3hLwkQ2wMiZGRREZHExErJT5JRmp+swkUNEjHh4fg5+aOi4tQrt154vWal1FvpSbfWicT9eIFno8f4+QklOunuPtFEJWYVRoy5CQQEx9DeGQUUVHv+48mKiqeGGkKiTnQ+sOCtIzo14H4PHmi0toTN98wguOy0kHjXI4OpYT5+eHu6oqT0yMePvLGMyCGeE0XomlPzWMh/oQEQr298Xj0CBdnJx4+dMXNLZDwsKQcpZ7dRboD6WTCg17w9PFjldZP8fCP5E26MpddbrM7H0+Ijy9ujx4ptXZ9hldwAomaLiSrMpmaSGKIL0/dBK2defjIDU/fV0Qnavg5IKsossthxvMfBKRlUkW5d3vsiouLMy6PPHH3CiUyIWPu8vFdFs/rl/64P3qkrJ9dfPDyiyQqp8U2Lo7XT5/i4fRAWec4C3VvMOGadU4Wlvh4QFqmqPcEH+Tk7IKLiztPfEJ5E6NRyjL6hNyaJTWBiIDnPHYVngsXHrp64eEXQdx7baGRNpD05jX+7u4KOwo+yPmxJw+fRxH/3vC5zSDoBqRTiAxQ+iAn54e4uDzF3T+CCM1yn1+tk2IJ9XuG66OHirr10WNfngbEkKTpg9LJo6G1TEZccDA+bm5vtXbz4klgHNL0LihdDHn5IoJ0XlT7j4UpFCAdF8yN7dMY0a4yEolE8V+982gW3YVQDdb7mE3zYUA6heT4EAKfOnDx0C42LlvO7FmzmD59PnMX/8b//j6BnaM7LyJj0Wyr5lRnWZKUmKDneN27g/3Bg2xesoTFs2YyfeYsZs1ayPLlm9m19wK3H/oSGp/Ke/1jThPUwnUFB9JJJMW85PmTa5zd+zfrlixl1qxZzJi+gHlL/2D9rrNcd/EhOCaBPPt5eSJxYb54OF7g8KY/WLFgAdOmz2TWrCUs/OVv/j58hbseL4iQCSCX079YZFGPuXXyKDY7/mHvQRsO2N3DxS+MWC3MBikYkE5EGuWPj8tFju/YzK8LFzFTofVi5q/YwsYD9txx8+dNvDTvZS41jugQT1xvnGbfb7+xdN48pk2fxezZy1m0Zhe7T9zCxTeY6EyVTiA1wY3bl06y/5/d7Nu3L5P/Pezde5A9u+244vqc59Lsn44PAtLyeOLDvHG/e5ZDWzayasECZs4UyvVSFv6ync1Hr/HA+yXh0qRMlchRKUyJJiLQlQeXbdm5Zg2L585l2vTZzJ6ziqUb9nPwgiPuAW/QZHZ1vPLkJBJDnuPjdJ9LNjbsWLWKJXPmMHPGdGbPnsfChRvZsesstx54ERwlJSV7mdVRv/NZ4CAtjyE2xB2X6yfY/cdvLJs/n5kzZzNj+gqWrNnNjtMOuD4PISo5L95auB05JIXz5rkTt88fYuvq1SycO4dp0+cye+6vrPjzMLZXXPB5FYFme/mtEHLkqfGE+3nx6OIJjmxZzfKFc5gxYwaz5yxk6S+b2XviIne9/AiMTyUl507obRJZHOkSpOUyKbFvPHG9fpqDmzeyaN48Zs2cwaw5S1i0cge7Ttzgvk8gkam58bXpb06eEkPkS1cc7Y6yfcNaFs2Zo6wzZqxixdp97L9wD7fAUGJTM9QYcjnypASiX73E54Ejl21s2LpsGUumTWPmrNlMn7GI5cv+ZNfu8zg89CU4Oms/WOhBWlXvPb1/gSOb/lD4oOkzZjFr5hIWrNrGVpsr3PN8QXhKSp59kDwljsjgJzhdOs6eDeuYr3guZjJ7rvLZO3DmNo+ehxCf3oTKb0nRxAZ68ujyRY5u2craxYsV7ayZM6Yxff4y5qzfx5FTd3ni8YqwuNS81/+qtAsUpGVxxLz24LHDafb9/hvL589HofUsod7byc4TN3n0LJioXLUxNEWTI0uKIizAhTtnbdj+v1+ZO2c206fPZs78X1i+4QBHLz7AMzicTJv+0giiXzzmwflz7P9zE78sWqR4ZgStZyxcwYI/bDhx3glPnzdEJcrzXv9rZFkEaQ0xxMPMFSgsIH1z5yzGdLZIA+k6n09g2T0RpDO3Ws5+lSc+x/vGVhb0bUvL6tUwNjLG0NCQ8uWNMDKqgIlpLSp3/Iaf9l/EB3IH03IZMS+8ubhiCt93aoF11WpUrVABIyF+Q0MMDY2paFQRk1pNaTBwKjtvBvAqU8+Ys3vR1lUFBdKyWA9cz/7KD+2a0LhqZYyN1VobK7SubFEb814/MO/EbQIg9w5elkRSmDMX/pzBhA4NsKxWBSNDI8qXF7SugLGxCca1W9F45EKOBIcSnlPB4ryIubac7q0aUr5secwt69Fw0Ew2nHigGG3Mb6dzQYC0LMqJezbzGFXfinoVK2KUprVQ/ipSpaY1Db6ex5qrD3mdJ60TiA+6zpEVExna1BKLKpUxTNO6IsYVKlHBugOfTvqVs2FRRGfUOuU1ST7bmDeoPXXLVcDUzEzxb2Zmxtv/KlSrakllk958u/4kNyKl2TYCPwRIp4Te4MaOHxhcuyZWGloblq+AoWFFTOs0ps3k1Wy7/5SIPIxAylNiifE/zfZpQ+ltaYZppUoa5boiFSpWpmLj7rSftomr0XHvNGQTg3x59McMfujQgoaVqlDVxARjIyMMDcsrbGZsZELFGo1p+eWPrD39GN989MwWNEhLg85i9+c39KlpQY0KFTFU3IchhuUrYmhcmeqNW9N74WaOuL8gNmOZy8F3eXIEER77WD+mJx2rVFJoZWQk+BBBLxMqVKyCWZv+9F+1j3sJUjQHwBXRy2KICrjJrnljGNCiDtUqC35Hw99XqIxJnRa0HD2fFTde4B+TAQBzkMesLtElSEcFu2H35yTGdm6EZYWKVBB0EspUeSMqmJhRsV47+i36DRv/V8Sk5q13JszLjhNrhtKrXk2qG1VIs3f58sYYVqpO9U+7MfrPg5x59io9VKRISfR35fwvc5jcvjn1zM2pYmyMcXmhzAv2MKaCUQWqVq+HWa8fWHb4AYGJvHdyTqEGaXkqyeH3sf9rFuNaWmNVraqGfxDKX0UqWrWg3tD57PEKICyrAvS+c7I4Ip47cGDRKL5qXRfzChWV7RhV3VqhYjWMG3Sh/7ItXE+VvdOhJ39xjftbvqFlw7qYGJtQqYLgG4V6uTzljYwxqmSGhWVTBk5Yxj/XgglJN+3jfZl6/+8FBdJyWTKJr65gu2oig+vVoEblyij9w9s2hol1OxqP+wXb5yHv1nvvz/LbMykRhHicY8uPA+nduBZV1G1GtdaVzKjwSV+G/XYAJ0hf7oUZbt6nuLmuH03rWlLR2AQTVd2v1tq4igWW9TswauYf2DqHEf7+4e23ecrmSATpbAQSTyunXrq6ujJq1Kg0iBVGhYsXL46VlRUXL14sYJlkEBfM+0A6rBDAlzYE0O2ItAwSg3A68wczh7fF0rg0xVUj/eoRf+VnESR6ZbHoOp7vd7ngH5fzIUh5UiDet7byY5Na1Mo0buXMAknRYhQ3sqBm/Rks2faAIMEZakPQPMahdZCWp0C0D1f3L2dM70aYGuhRNDM9ihRFYmCCdf+pLDzuSXCu5h+lkBD0mNN//sDQDnUwKlEk3bP61qbFKFG5Ng0n/M1Wh8Ac6Rz95Dgnf2yGhZG+Is6ipcpRseM4lh+4zcvY9ze+ciq/VkFangThjzj+13T6tbPEpHhRimSmddHiFDGuResxy9hw2Z+w5Fw0dOXxRPs6sGvFKHp8YkHZIqpynDGdIsUpadaIjjMPcvjhm/QQHOtP4uVpDGph9h47qeMsjkTSlC8X7+dieGL6ODIRWKcgLUuEYAd2rhpPh0ZVMS76njJXXJ8SZk3oMfV39twPJkaWi2HI1EhCn5xj7fT+tK1dGYOMGqu/F9GjTK1PGbDyNBe8IjWUicDPYTtzLStn7YOKFEWvXE1qNvqeNaec8dOIITeHBQbSqbHw3I61MwfRsKYh5dT3nfFTvzQGdToxbNkezniG5+h1gLT7Sw4h0PEQc8Z2prGpIXoZ41Z/1yuHySc9GLfpCg4v0uN6qI8Dh+c057N6RpQqVjTzsl20GMUM61G9xWy23vElNC0D+T/QFUjLXt7hzrbv6dDIlHIlimTuY4oUR7/2Z7T/eTuOryJz1wktPFt+x/h73kCsTMtStqjaH2T4LFWesk0HMn79UR68Tkib8poUE4D7iXVM69yUGmq7ZfYp1DllKlK37XfMWuuAb3JqpvksvCAtJfmVK7Ybf2RIhzoYF39PmZMUo1iFGjSf+Cebbrx8B76yLnkyQj2vYbt6JB3qV6P0+2xRpAQG9brQZtYJbgak7zqVe5/m2opOGBoI/jyDDdO+F6W0xSc0G7WcPbd8CY7LRZ2U4QYKBKRlcST63WLb0lF0b2r+fh9UtAQlqtal26xdHHB+nWl5ypDdt1/l8QQ8OMGWOf1pUcuEkmnaZNCsmD7lmnzB5ysu8yAk/RyAFNc9nJ/dEIP3toGKULSoHuXqdKDdj39y3jWQ6HxOqxdB+q0JxaP3KFCYR6SX3wPlK7YpJEvjiY2NJy4uEWlSaraNzvfc7gf7WZcgLU+OIdb9FH/81A9rQ3UDuBqmlt0Y8PVoRg3tStcW5piUVDkwg1rU6ruME+7haL5empVYKfEePLywiAGVTalpYEHdVl3pPvBLBn/9NUMH9KJn69pUNzagRJqzrEqLwf/j8Bs58XmvQ7LKUo7OaRuk5YlhhN/ZzZIRnaisp9JTrwaWDXoxeMQ3jBjUjvaNKlOumPJcEZMmtBr7J1f8Y94ZXXvvDcQF4HNlG99/ZqVKoyhF9BvQstNghn8znGH9W9G0ZnnKqxsBZT9jyLLjPE7MapZBKvKYp1zbMZPh1nqUVuVPolcGo/ZjWXbAodCBtCwuiGC73/i+Z9M0ENArW4cGzfsxdOQohvdrTss6huirypxBrc/oM/sAD4ITyGldKg/zwOXoKr78xFTVwC1B8dKf/J+984CKImve/iA5SxIQAwImVMScc8Q1rxnMoquuWdew5rjmnHPOOSuYRQQRVMAAYgIl5wwzv+90zxBVcH1xX7//u3POHGaGnunbdW/XrafqqSoatumN44Be9HKwp7KFNppZ69qyO6M2uhKQnotlEBtAyukhtLYzlhtWyvqULFWeKlXtqVmzBjVqCE87qtvVpaptb6ZtuYhH3M8Vkc6MDSToyJ/8Wtcq2zjUNa5GrUbd6du/H30cqlC9jFb2/0xqdmfQiku8iE7/JgeOQDPOCHbn1taJNLEyUDj6NNExqkeLDv1wcupG91YVsTTSQFmUtQr6tYcx69BDgqVZubeveXJpDt0lapTRLoNlzWa07Pwr3Xr3pW/P9nRpURkrfY3s9SCRmNN48k72vfkycfmr95/iHz8KSGeEP8Vvy280tlGsF4kaRqXq0LBVL5wG9KZXa2tszbKMdA0sWzozZa8bwQnfug9mkPrqOucWD6KikaZ8zorpYmzRhLZdHHHq+wudm1hirqM4h7ohlu2nsuaib64IXyxPzvxF33ISxdrXQ9vCnpbd+jBg2DAG9OlGS3sLzHWzjOJydFh8mtPfTI0pTPrw44G04ASK5fnxBcxobKJY2xrol7CjqUM/+g/qT5/ODahtqYKOuCY1US7XkbnXAnj1Wfj+a9cjIzPGj6d/daejjbbiHHpY2DSkRYe+DBzUl1+bW1LVLEuOBlTsNIHlrkHEJstd0MnRL7i3fTx97W0prVmKKvXb0LJbD37t14te3RxoXcsGKxPtXA5dK6q2mcWxgOhc85kzvp8VSMvi3hB0fSPDWlTCRFUhD/Uq1BB00ABH+naqQw0rA8VcSJCYtaT7rGM8SRCrfuRc4FdfySD5NW4H5jLQ3lBhq2ijY1yLNt0G0n9AL35tXxNbczW0xfnWQmLWhXnn/Xiby1+YGXARt7U9qNWwOTVbdaLHgP449e/PoG4dcKhRgTJqEoV+00BSqjmjN7nw8P2XElW+OtA8//gRQDoz3I+nR+fT2b604v5WRkOvBvVb9MSxfy96ta9GpZI62fuuZuUejFhzlYDUgmyMXMOWZSKN8Obi2rH8YqOjcE4Vp7hpAzr0GEh/py50blEFKyMVhb4ujqT8AFa7vuZjrp9Jf3qQm4taU7NhC+q170qvgQMY4OjEwM5taVO1HObKEsW6L45yxV9ZcMKTV9HfHiDKdarsl/8C6WxR/PviaxL4aYF0u2HMc4ewuHiSI17g/+QBt2+5cefOY574viU0LrPIiwp8TUZF8fk/CaTT4t7hvm8KgxtZKzYACXqWA3Ca5kZQnJT0yFu4bBlMxwo6CoCngqltQ6Yc9cfnG7lRGcmveH5vAxPb9MPZcS7Lj9zh/tsQQmLjCH/9CM9D0xjeStjolbONbfMmjjgf/0TkfxFJFy2QziQ53JdLK4bStZpFdtS/ZLVRjF/+hJCkDFI+nObk4q40LKEu3yDU9bFq/CvLrrwlMK9j+6vLLDboBudX9KWmrgJUaJSiVO1l7LwcSoI0kZiXB1k9oiH1SqpkR09q9Z7KmodSvkYykKVG8ebyKmb3q4+eek7UpZiGLkZNfsaIdCpxH9zYP7kbzS0Ns9dUpUZTWbAzgIjUVBJf7WTnpOZUUpfIwZd+Kap1Hs1ut1A+fhN2yuSj90l2Tm5PBQ1V8RzFtG0o32wbR+/EkJIRTqjXOmb3tKOyvsKw09Cn9eiV7PeF7DpLsYEknxlGu+pGSCSqKBvXoefg6SxdtYWdO3ewY/t2tm/fxratO9iy5Qi3vF4Qmlp43us/F5GOJ+LlJVb1a4q9idzYV1bVo36npWw8HUx8RgJxPstZOcgeU4lEXHPK5lVoOHgBF57FEFOo10KwQuN55bqNpf0bUEpFriPUDapQv/sRrvgkkpYaxLubcxjVwopSooNKGbUSNvSctZuLr1HkOgfx4s5Gxtm2YUDvmczffY1br4J5GxFLfJgXL68tYkLzSlhpy+dSiBaptZrKkAPfF5P+MUA6kuBHB5nRqhrltOVAVkO3LO0HbOfQzUiSMyOJuDeVub9aU1zhvFGzbkT7ydt48DaJ5EKdkoLXIQyv40uZ0r4qRkpyx6qeWW1+cb7I/YAU0hOf8vzsGHrZmWIgnENZHd3yDflt1VncPikcRDHnuLqsizjfghyVStTGznE1VwMjRcdJemQg19Y40rV2iWznqWab+Yw8HCyUMiySx48H0qmQepGto9tQTqIwyLXtadx1GecexZFKOlEvDrF9ZEXsjOVrSlnHkCrTXDji+61X+Yko310MsTKnhCBrJQ00jerRb8JBrvgkICWWYJfxLOplhqFivjVt29J+kQvvo+RoPSXuNY9OLGOGozMDes1kzfEH3An6RHB8BOFvHuG24w/GONhhpKZg7ChrUapeJ6adfMWLyM8XzM8KpCNf3eDUwp7UNdEVdYySmhEWtZez7mQI8ZmJxD7fw5rfmlDLuJgcPClrUqfneDY+TEUhqoLXnUxG4uvDbBnfmtIKPSbRq0+9rju4GyTk+Efwzn0jc3vYYGskvzeVlJRoPvMsh5/n/HTmezdeXV7NX7svcupxEB/T00hNTYN3vjxaP5Xh5ZUVjgBV1LWq033mIc77hv399C7FKYseSKfw4dFJtv7eBls9uaNNRcucam23st8lgqT0cMIfrWR2z+rYaAr7nhJK+ha0GbGEI76Z31RLRZaZSoj7JhY61ZOve4kEZcPWNO93Aq8QKRmpgfhdWcCYVhaU1ZUzD9S09ei+3IVLb3NknRZ4Hf+zi1hx6BqXngcTJs0kPTkZWaAnd/4aRR8LCcXFoIAmWvqNGbrxGvcEat1/8PgXSP8Hwvtf+erPCqRtOzoz934SN05tYe+iIQzp35m2bTrRrm0vBgyZyZJtd7j/KoG4z/eFn3Lq/jkgLSX+w1MO/9mGFhXkdF2JxIiW43axPzDLe5jEhwd7WdfDFqvi8g1Cy7QKnWacFg3hbxFgZno4kcGe3L3wkEeeb8QiWsmZMjlTIDOR1A9uHJzTH4cqJRQRJQk6tX+l87YXhCUUDhq+ZQzfc0yRAmlpEhH+rqz9rT61SiuiORJzusw4wtngrKhZDAFX1zCvuamCAaCOvnVThqxy5X7Qt3ml397dyZpB5TDWkBvBhmVa4XzoRY7TI/097tvHM7JZWXQUVGSzOo4M2/iED3lKHisklhlHbKAL2yd0onlZIfKig55BMTQ0JCip/6RAOj2CDx5H+LNnVcobZ7EsLOm/6Bw3s/mjYTw5OpuJVVUpriJs+MUpUb0b0/d78Cy0sJCRDKTJPDm7jOmdzdFTREDMKnZl0uUwXir24szEF7j85USf6llgXoMKbccx4/ArwtMUSQtRzwnf34NWlQQQqo9qjd7M2+vKk6BwYqOjiIqKJDJS8YyIJiE5hYxvSEb/x4B00jteXV/P0BaWmGsLclRDS7sOYzffxiObsvKBB1tHM9RcIo8IKVtQpokza648501cIfe3LBOSPnJ79x8Ma2qIpmj4KFPWri8L7sTwTpwqKWnRjzk1qS3tyqrJHSdqptTtM481Vz8QK5aUDyPinSdXdt7EwyuID3FJJGVIFQaqjJSI59zdOIzuNS2yHS+S2qPouNH7e1QHPwRIx/ry+PhsOtqboieuWV1KlO3A3MOP8RdZjYLT4RUuKwfSy0Aip0NqVKDSL9M45PmBiMLyLaXpyCJ9Ob3SmS7VdVAV9YM6FesOZf2oNRuoAAAgAElEQVSjJMLEqUon6dMd9vSvQWMjYb6VkehWpO3o9Rz0VBQee7ObM9MaKuSoQkn7HgzdcCsn2pMRR7DbbuY61aaCjty5IrEdTadVjz/Ptf4u6f8DEem0OFJujGNih6yUDHUsGw5m/KZbvIuXD1oa95LHJ2fjVNNUDgiUdZDYz2feyZffxsSI9MTv0HDszHRFWapomFKx2ShWnvDmfRYWT/Hm2ubfcDBS3Fta1SjbcSX3QuRpDZkpUbz388DjziM8Hr0hNDaZZKmisFJGMgTf5NiioTSw0EdNZCmpY1SjPSP2PObJp8+9XD8nkM4g8M5eljpZY6En1/e6hvXEfe+hUIxBeEiDebhtPKMbmqEuXmcxStftw6itPgQW7s0Tc8aDTo1nSocs9oEq5VuNZsbZILJSCpNDvXBZPZiu1XNST0xbL2DO8aAcCnlaAimxoXyKiicuNS9LJP7Jea6MLUNlU+G+kqCmbkObcds56vH9DqaiBdJCAcJIHp9bxaQOFhiLQFmCoVkLppx9i28WBk0LwGWJE/0qZ7GQimPbbjTzTrziY2Ih+l5I50tLwnPnEAY31lfoEE2qdZvFX/dikZdSkBH35hanZnSiubW+6DgppqqJbe+1rL8eknNvpcSREvOR0OgEEtLzFvqLdD/M4YEGlDMUZK2Epo4dvy46w/VXudOBFGvnb/z5F0j/DWH9rx76swLp0rVa0PXPDQz5pQ6NrbXQ1lJGoqKJmro+JUpWo0brscze+5CHIXlvpp91Hv8xIC1LIez5DZY7VsDOWFAoWkj0HZh84AG5HHskv7nHrXntqF5aHnFS0SlHnT6r2HXjtUg5zsVc+qJIZdIU0lNjiY/P/EIlXIEy9Y6rG8bRu37pbCCtXqMbrdf78Ck+y2L44k//0A+LFEinRBDkdogpv5TCWk+QtR4Sk17MOenDp1xXEe9/ifNj7SlrqIg4GVXHYeweznh9/IZojRSv4/OZ0FCCpgjuSmPdahLH36eQsz1kEHZzA8sG1sNYQdfXKdOajuOO4x2V8lkeU2KoH24HJtOnrikm+qZoW7agcRVtbIQNSPXnBNKy2CCeXVzF4KYmmImbvSGSUkNZfvlFnsJq0Z4HOOJojrmOMB/q6Fg0wWnxWW4FRBWSDiKF1DBcto7FyU6CmgjuylO1y0JcE8hVxTiFD2dmM61TecW6VsHUrjeDF1/jZda6DvflzeZ2NLMRAKAxak2Hs/FGwPcVZ8m1jv4pIJ0R6oPbvql0sNOTM1ZUSlK85hR2ur1HgSfEUYXdXMcOBxWMxDWni6FNJybsuovPp0IcRNJ00sJ9Ob7YkQ42EpRFcFedWn3X8kAICiquWSaNJ2D3cJwbZRm6etg0/Y0/djzkgxj+TyU9JZaIj2k5hlYueclSE3l3fjpDWuTQ0yV2w2i5yj3XUd/+8kcA6dSgm1xZPYi6Vppy2qSOFeUdlnDiSViuNQdvLixmWRMJuqIOMMbcvj+LLvoSVEiPJFlGMomBN9g6uQP1LRQAt1h9Gg/dyRNplmMVpOkRPF3RCUc7DYWha06Nrn+y7NxLIgU7Ofo0lxe3R1cRJS1dvw/jDjwmJEHhyZYlE+t/muWDG1NFVXGeprMZsP/DF+fm26Wec+SPjkhnJITgv7I5vewE4KaERLUszYYuZce9dyRnbYhpMXzyPs3MrpWpJNLYNZAod8V5pau4vxbm1096fp4rs5thYSx3cmuZVqX17zs45/Mp114gxffaZibVVcFEXdBj5uhXGM5uv1DCBXHI0kiKjycp5SsVoDNf4rrtD1raGKEh6jF19O3aMmi7O94hnzsUf0ognRmD56m/GN1QheKiDEphWncsx98n50k/C7+xnjX9q6OjcHwWt2pN1ymneBgS/9m+l7OS5K9k0kRu/+VAX1tBxspIilWm3biNXApJy644n5n4iaCLSxnZvhImgqNLqRgaZfszfNkNsWhoYfVepCF3eTClLNVEqr4Sqvq2dJ6+j7M+od99XxQpkJbJkMa+xmX7JHrbKaEtOvNsKN1sJpfCMnIVVpMRfHoWc34prdAPGljY92L4yhs8j0wuZG+F9ORQTk1vSvtygqxVkKjVotf8I7inZgUcID0mCL/9E+hZv7ScvaesiVmtMfy5y+ObioamBl7mkrMB5UUgrYq6SV0GrL7EnTe5d638q6Dw9/8C6cJl9D9/xM8KpNV19TGxtMbC1AgzI30M9PXQVlZQeIRNTqMcjYauZcut4DwGx886of8YkM6M5K3XISY1LYGV4KVVM0HSYA6bXF/lFU34UwIODqNeJXlenopaCSq3msiKU49FEFiYQZD3x/K9k6UiC3/CkQUDaF8tK+9Pgm6dnnTd+fL/TEQ6I+EtT6+sZlBNfUoKBqZmKSSt17HH7UMegchCHvB0cxfKl5Q7LdS1LanfZwm7bwSIRkGWjZbnS+IbYRbCcNk8mp7mitxEoybYDd9BYGwurrJMRob/MXZM+wVzfTlNVsPAnuZ9VnD1TWJeAJcZT8DdgyxyrIalnhI6lZvScMxS/mhjRnMTOZA2/Amp3clhPtzdP40ulbTklEcdGyRdDnL0cXY4Wi6x11fw+KsBZYzlUUyt4lVoO34nZ7xCsgHa53IWjNMMMhL9OLawL22MJHJQY96BhlNOEyvLuRtk0kzSHm1iuXMDVBTRf4OyLeg+fg8PPqWKudiZH7158lcdGpUVDHIjVGv1Y/6BWzx7F0V8XCyxMQkkJKWS9jcbdf9TQDru9W3OrxxCk9Kq8gJgRlUxGXKGay+zw9GiCDP8jnJ7RnnM9OVUPD3TevReco47gVkhoy9KGoHmF/f+JlsmtKe+roKGX64fLebdyFM3QJaRSvLt+UzrUUlhvKlgYdedYUvO4xudUWjee3rcR7y2DaF7bTPF9yVI6v5Op81PvjywQj4teiAtJdz7JPundqSaibLomClmURu7P1x4kK/QV5znLo6PKoWBlrCmVDC2bMPwXQ94EppLD3xh/NK0OEK9j7BkYAOqCIwTQU9VHk2HFV65gJuAzRKJu/A7Yx2yovda2DR1ZspON94lCRrqOZ5HJtJaRX5v6FZsTvd5p/F8LS+0lRT7hifnFzOmdWU5/VtZgzpTjrPd7wuD+s6PfjSQTol5xulhlWkl6EGJOhKzevSYvZ8rL+JyQE9GIrEvb7F6VBNqlxGOE9Z+ebr/cZCbqZD+dWUu1rQPcdvLtv62lNQV9HQxdCs0pc+q2zx4m9f59ObBMVY7lsKiuHAONfSMWzHV9T3PCvNBC8UvI9w4sWw4NUvrKiLSGhjVcGDkPm+ehv7/EZGWpb3GZcdEupeSyJ03hg0oPXA3gTF5i09J/Y9ycEZb9BQpZDolatJy4Fouv4jK4/T7fMnJkEpfs39EbVqKDhE1JGU6M3DZGYISMshWzSlRxHruYZpjfSxEZ7kSarqN6DNFqGyf4/QT4aA0ncyMdNLT00lPTUNKPK9vb2dt++KUFZk9euhYOzBmiwsP3meFej8fWWGfFCWQlsmkJId5cPyvAbQ0UdgYZu0oP/osH/I1z87w2sSmkbWydamxdUt6TD0kXkuW8/PLY88gNfEJ6/vZUkdwuhbTQlJxIJN23hKBevYtk/iR8JvLGOJgK6/ZoqSGoWVnRi+7gG9a7rx3GWRmyVqonyS0d4vG//IqFjRSxVx0vJTAoFpf5p3wxD+q4NF9ecw5n/4LpHNk8e+rr0jgZwXSAg1G18iYIWsPccnrCU/O72F2rWpUUs3KudXBuvFwpm69w7tvLXjwFRn8Ex//U0Balv6Gl/dW0L+ckdyg0TJF0mYJO27nywtMDCLedQFN7eQexmKqWpSu34OZu28SkETORvI9wsmIIfzZMeb2roltdvEZCZUdhrP4IRQSRPmeM37zd4oyIp0a8wz349PobKYrzy3ULYOk23YOeuSORwv1a/yIODcB27JyOrCKZnEqdhjD6jPefErP8ch+fhFCKMiLkwv70USghQlGsEUL7Mbu42NsrsiCQAv+dJOTSwdRxlhTnrOqa0GtzqM59DiW0FzGlyz0JheW96WGjuCBr0S94Ys45HmD9T3L0VwwFFR1+RmBdNz7O1xa60xzA005ldiwApIBpzj9LB9oi/Qg5NBArBTUSXU9U2r1X8zeW69JyN6xP5e0EOVJi7vO9nG/UFPoWiDI2roLDWdfIF2aA6QRaMlvz7D9j86KqLUELXNbWg1dwOWXSSIQTH5zl0ujtKkpRiG0KaZpS416nenavS9OTgNxGriABdtdufE2pmBwn2+Y/wyQziDs6TkOTOtODS1V+Zozs8No3FVuBeYz/j7eIGhbZywUBaw0jSxpOnEPF3yEpmNff0gzkoh4dZi/HBtTUciVE2RddRAtl9/P+yVpGrzcw5JhTbKNN4MKjeg+bTvuH9IR8V3eb+R5lxTtyfoe1tQQwYgASCRYOa5i/u3PwUSeL37lTdED6WTe3NrNuoHNsVaT72vFLOthN+8eXsH5APLr8zxY2hIjXbmDSNeiKr8svsaDoIKjLRkCa+bueqZ2sM/JA60zgV82++a9SoES7LOa2f1qZMvarFZnhiw/l51XG+p9hvU9zDHTEmSph2FpBwYvOM0xF1eun17IyA6lsRGYIMX0kdQfxzbXF3nP8R+++7FAOpnESFfW1i8v3v+SYhpISjek98LDuAYm5kTcZCmkBT9i95/daVopi6YqodnwFewPIruy9ueXKiifWF5cXM+8hjaYqAkAXBk92+b02/QAzw+59DkQ/vQyByc2xNJEzhDQNLSk565AbhV8awFJhN7ZxJKBDSmlqcjzVtGkUrNfWXcnhvd5cag4zJ8vIi0jM9mN08sH0liiAHclm1Lqt0OExOS7L0JvcGXVQIpry+8LdcOy1P51Ikc8PhFeIOM4EansJsvbVMNO0D/Kakgq/srQNRf4mJBJdvOBjHgIvMCikQ5YmSjqZmiZ02HkX5x/D4lZIekMocuBF2/93Hno7skjF1fOrBrLmE6VMNOWOxolWrZUdFjM7jsf+Zh3uj9fLgV8UrRAOpO49xfZOaULNbJsjHIdsfnjKpH5gDTvz3B0dqds/aBTyo6WI1Zw1T+G+IL2VmJJTjjHzIY2lBdkraqNxN6Zqfvu5c0TT4tE9nQ/Y3o0QE+oi6FUDO2SdjjO3MHdMMjOYklPJuODJ4HPHuLxwINHV65wdNEghrQqhaGi4KuSUQNqO23nrE8UMQWugwIErfjXv0C6cBn9zx/xswJpTQtbGgxfzqVXUfKbLSGY15sm0atmOcWNrIRJ1Q4MXXwcwZYWTaOEUCJfePLA3ZMnr0KISiJHIf6XZ/qfAtLS+Gc8OTsZB9Pi8miSfkn0nLZx1DN37UMg+S2p95bR3N5SlGcxVXXM63Ri2vbrvIj/T4B0JmHP73Fwdj9aVjRQtDhQQlK8Ft3+3I9nAqQVqHR/7EQVJZBOCnHDdctQGutry6lIxtYYjz7LOd8c0rV4NQkviL8ynSqWiui/pg7WbYez/OQjPuaiNn125UK7p6Tz7J7kIG5AYlutyh1pPfcsEfG5wYAMIu5xdoUzZU205PlFuibY/zKUfQ9jCBU3kkxI98dl1Qj6VzZDU2KMVctJLDrnzvu4J+zpZ0NTwWv+kwLpCP+LHJ37K/Za6nLgZV4Vi+luuATms0hiHhN5ciTW5nIjV03XELu+c9np+or4XHg4v6xlmckkv93HioGNcwBHTSe6rb1HZrZVJQSVMuHjJXb/2QN1kTYpQcOsPM0GzeK8X5LoYU98fZOTAyXYZgM4FZSVtNDU0EZXz4DiRpWoUKsj3UbOY91pD/w+JeREvPIPLNf7Hw+khRszhXduB9j4WytsVOWpCKqWdaj512M8gnOvOcHav8vHfX0oZSzPm9MwKkn937dz1utTDvDINf6sl5lp8YS4r2VaJ3sxz1SMkjYdh+Mu/6xD5H+l6fDmMMt/a5ltvOnb1KXz5E3cf5tWQPV/GXGB97m0ZiQtyqor2mqpIjG0Z/CaS9z7xoKKeQcjtIKTcefOHZycnLLHI+Y9qqlRp04dzp8/n/8rBbwXZB2N7/l1zO1Wm5LF5Ma2TqUmdNjyHL/8KODdFR6v+QVjPTklWLtkeVrPucS9gIIrFqYnfMT37BxGNKmAvmDECkW0OizA+US+/SAzGZ5vZv6AetnXZmLfnv5LTuIfninuwZlxITy/tISxv9bASk8DFYke5pWa0bB1G9o0t6WUnhL6emWp2GwkI3d68DYyH+gpQBrf8q8fC6QjiQ08wkTbcpQV5KSiiUrFVgxfcw734NyWeCqZn7zZP6cPLaoIxQTlMm00ZDE7XlBAAVRB+Xzg0eFFjKxaGn0VgVmgimnNdow77IdveBYik0siyu8ax6a1oFwJOYtJw8CUTpsCcAkuQFLSZCJeurFrWm/aVzWWO8EkEjRK1aX9uM24hWTkYXxk/dLPCKTTPp5l3/ROOY62iu2pO/sK4XH5oouRd3Fd74yBjvy+UDWwwL7raPa7feQLwfesSwYikIbvZ1K9CpiL862OUt1BTNxxA2HZZqt8sTXdVf76vRPWJeRODSWt4rR1nsepQMgq9yJNjCD84gyWje9Bm3Yd6dq2Hc2rlqK0GMWWYGzTGIehy1l13J+ACGmhtPNcA/3sZZECaWkmkU/3sNq5GWWyCuzZ96H5ykfEJude98Cny5yc3yN7zWtbVKbJsMVcehZNXN7lm2/MISQGbcC5Whk5m0xdB5WWk1l86nHe49Kj4flRxvdqjL4YVVZC07wCvadv4kZwTjHP9LhPBBydxOxR3WkryLp1GxpXNFY4+NQoWaUtPcZtYduVdwTHKur25D3T33r3L5D+W+L63zz4ZwXSpZoPYowLRGfZbrJkCD3JLMcm2W0dildqiuOcvXiFCrlemcT4XuLi3BE4DxnLn2tPc/N5HIkZ/0XUlmtJ/VNAOiP8EY/2OtPYVE8emTQsTaWxx7jwLF8fkuS3pNxZSjP7snLjSlWDknW7MH2HCy+/C0hnkp4aRfjL25xZO5nOFY3QUbRjUte1pFzvLay4HlKggZ1LXD/sZVEC6YTXN7m8rBf2+vJKl6pmFakx+w6uAfkMyITnxF2emgtI62LT7jdWnPIqGEhLUyF4PxtHNs2udKlVswd9VrkSmZArzCxINfwOp5cPywWkTanR0Zn9j+IIE6LeCc95fns2w+zNMJYoY2TdiYmbb+ITm0Ja6jP29bOmkRBpygLSh+4TnJdt+F1zIuiXxYsXY2trm70BC8anoaEhM2bMwN8/H3j64llkhD4+yd7J7aigpYg8lKlBo9UvcfuQDx1HexFxfATW5nri+dR0jbHrN49dNwIKBtIZSST6bGB+79rZ1ZH1mo5gxJ6nnwPpkIvsmtE9OyKtYVaB5oPncMFfDqSF+gMXR+vT2EYNZU199PV10dXVQVtLEw3V3L2vS1C+1WRWnPbibT5/wJfE8M8A6QQCXXewQohoqcmBtF6FhnTZ8ZZn4fl0adgdgvf0zAbSmkalaDhmhwik881KnsvJTInl3bUFjG1bOburgHHHmUw8lQ8lCBHpoEMsG9Eie+3o29Sjy5TNuL1L+0JEOpN0oR3dmwecXTqKfhX1FHnsEtQNKmLdZQl77wd8dypQ0QJpKWSG8Viopt2hKsaKvswl7Fox7NgnAvP54nh7Ga9VDtlAWqdkRdrOvcT9Qkr/p8W+5/GBifSvXy4bWFn0W8ss13w3txCR9tvIPKc62bI2qdGBAX+dEoG0aCdnxBPmf5sdf3SiXSVd0XmYt4+7JrqmrXFwWss5twBCs2oG5Jn973/zY4F0CNGPtzPQtgzGArBS1aZ49Q5M3nqNJ+G5WEOyVDI+erN/di+a22YVHJTQeNgSdr4qBEhnBnBv90z62pqjo8hdtqzXkfkX3hGQb74jfa9y5I9mWJaQO6k0DczpvCUA15AvyU+KND2Gj343ObdmIr/Yl1G0QiyGkrIhdt1mMe/ce2JyM2ty/cxPB6RlMlJfHmDbuJZykCtEpe270nnVAyITsgxCxQVE3MFl3dBcQLoU9l3HcODBxzxMrFyXK3+ZGYL0+VqG1i4n10GqGhi1HMXcQw/ErgPZmi4jAd5cYcnojliXkIN1JS1D2g2fz+nXOUA6IzaYV5va080+qxiX3MEid7QoUaH5cMavdeVuYCJxaQVpx89G+tkHRQukMwh128Bip7oYKZxCeo2H0G93IPHZbSgUQwi5yIl53bP1g7aFLc2cl3DZN7rgor9pQSR4zqeXbUm5DtLQxbzrXNZfzrf3i0D6COOygLSSElolK9Jn+hZuhOQA6ZSIIO4tbEKLCnJbIMuZJfwtpqaNfcdJzN79AK8PKWLxyc8E+Dc/+BdI/02B/S8e/rMC6fJthzHXnezqiQhAOvYqawa2Ej3GwgauX7kZ/efux0ukO0XifXgag3QEKpABNk3HMOeQNx9S8nnV/kuT/E8B6UwBSO8fThNTPdHhUMywNBV+P8r5p/nCMAKQvpsXSJv/B0A6Mz6Y5w/2snliYzpWzirWJEFFqxxV24xljWsgAd8AFn709BQpkA66yeUVvamhANIqphWoPus2Ll8E0tM+B9KFRaQFIB1ygE2jmmW3ndGs2YPeK1w+B9IRdzmzIjeQLkGNTs4ceJzMp+hgXl5exO+NjLHQkKBXtiadpmzj0pNIkcmRkfSU/dlAWg/DpkOZf8iNkC/QAP/u/BQdkD7Fvj/aUzEXkK6/8jn3vwSkT+QG0kYKIF1IRFoA0k82sqBPHTlNX0gtaTIc510+XwHSv+YD0rO54Jck5uVlfPLDe21P5ozqTd8BQxg8eDBDhgq9drvTqWl1ypdQVlSqFqiCVrT4fT17nkWIVWQLku8/A6QTCbyxg5WDGlFaAaR1yzeg07YgnoZlm5fyYYbfIWRPr2wgrfF3gLTLIsa1s83uAWvU4U/Gn3yf9/KFiLQApPNEpOvRZbICSOezR9MTQgj0OMLOqc1oW00n2+ArplGGqs2dWXjyMS/C8zm58p6xwHdFD6TDeXxiGX/8Ui0bSJvYtWTI0RACovPJWgTSHXIB6Qq0EYB0IRHptNgPPD44mQENyslZMxIJ5n3X8Of1fDR9ISLtt4l5/etmy82khoMCSAuClhEdeJPDE/rQrooBOlrFkOiVpHydhjRq1ZgGdSpjric4LnTQMKpK3b4T2H4rgJDc/r4CpVv4P38skP5IjPcOBtuWwUQE0lro2zkwactVfHIDab4MpBsNXcLOl4UB6UDu75mFYz4gPff8W/IXFo70vcbRqc0plw2kzei8OQCXLwHptEgCHh5g6+zOdKyqioGi4KSkmBnlm41h3mEPnifzVdbLTwmkXx1k+/hWWCjAnUb1LnRc6fY5kI4UgPSwvw+kpR+RvlyPc+1ych2kqoFBi5HMOej2RSD9Vx4gbfAZkM5MDOfTmUnMH9GW2g3qUbNmVcoaKliBQmstNSusag9iwNyjXPP7SHTByfQF3gxFDqQfbGRJ/3pyB5Kw7zUaTJ9dAcTlB9IfL3IyH5BuOuwbgHT6GxIfLaRPlZKKrgO6mHaZw7pL+QoofAlImwtAenMeIJ0e+5HnB0bzx6DW1K5fl+rVK1NKV1vBflRGRdsW2+a/M2rVBdzfRpKYb58oULhf+Oe/QPoLQvn3o7wS+FmBdMV2zizwyAWkhThC/HXWD2qDjaLnn37l5iKQfhwmbPMpvH94jC3OPejdyZHRM7dy4n4QkekFck7yCuMHvvvHgHTsM3xOT6K9eXE0hU1I3wKjwbs5IYTtcz/iA4m5Nocm1eStPoqp6VK2oSNz9t7hdW5qU+7vfOm1LInEl+7c3b2YyU5NqW+joTCOi6FTuh5tBsxm7Ul3XkWnfnUj/9LP/qjPihJIJwW74bppCA0NtOWeVmMbSo6/yEX/fHTL6KeEnvydymUMRCNVVcsI204TWXf+idh+Jp/JnHPpArU7/hy7JrYX17xI7a7SmfYLLxAZn4viJuRIB7twbNEAShtpiEwEleLlqNtlHEfvPefqmS0sGFQLK20JykZlqdZrPCsvPOLZu2iS02MJ+3CTzf0sqSfQ0FR0MGnQl1nbL+L/Po6o8GQEQ+t7H0UDpCHC7yJH53SnuraC2l3SjnJzPLkRlEsOwiDDHvBuryPlTOVASl3PgrqDl3PgblCuCqSfX41I7X69l+UDG1Mqq6donYH02uiOLJvnJ7RcyYTXJ9kyuaOikI8E7ZLVaeu8lGsByfICN8kxxD69if8jNzwePcbLy4vH3j543L/FlUMb+Ou3xjQuL++NKnjRdVqOYcThZwJ3+POB5frknwHSyby7v58Nv7XEWgGk1azqUm/lM7zyo6Lg67zc6ICFoZzyqGVcnlZT9nPpaXiBzBOR2u22RqR2i6BFyJNuMYmB+/MVRMxMA78dLBqc1XZJglHF5vSasQfPkPRckWUZGe8f4XFkOTMHt6NpZd3sNnAS49o06zODVQddefIxgaT/YDsociAtULvPrWVOt1qYKyLSerbN6LIjgOcR+Qb68gx3FzTBSFeep6lXqgZdl7nw8E0+QJxrvQgvBefCszOzGd40h9qt3nkxo87kS7bNSALP5fzZ2y4bSJes8yvD11wVo6Up4Zdw2dQHhzJCr2k1tM2rUavPBBbs2MeRc8c4sGsVM5x707iimZjfqGlahoZ9NrH2XFjeYof5xvd33v5YIB1B7KvDTKhqKVJcJSpaqFduw6h1F/AIyTUX0hRS3nuyY1pXmlSUt7ASioa1GrWWIx8KypEWdOgHPA8tYoRdaYqL1G41zGs5MOnYC/wj8urYUJ+L7B1bl7JZ1b2NKuK4/zX38tRWTCDtrSf3di5j2sAWNKysjb4Y6VZFq2Qt2jlOZeUJT3w+JRdIJf7pgDQy0oLPsHdaRypk1VCo3IFG813y7nvC4gm5zsXljhRX9IrXMLKmbs/pHHsURv5bKO9aC0f6aS8T6hgB7AkAACAASURBVJeXO6lVNFBpMJQpu2+JPaizVX56HLJXZ1kwvC2WYi9pJZS1Lek0eiWXQ8jWJ7L0ZFICb+J54ySHjhxg585NLJs9mwm9O9Kluj7a6upI1CwoXbMTzqtO4eIf9t32UNEC6UwinuxhlXOznJSmWo60WedDfH5qd9BJDs7okK0f9MrUpO2otbi8iKVgLRRMYsB6htmVljup1XXQaDuVZWd88k5JaiTp3nsY3b2eIkdaGd1StRkwey/3IyBVcYtIUxOJ9XfB7foJDh7ez9at61kyfQZjurelfWVtNNQ0kWiVw7pRHybudMXjXd4imXlPWvi7f4F04TL6nz/iZwXSFdoOY95DiMiyk4WIdNw11g1sjVUeIL1PjEgLhJ+M2BDeed3B5coN3DxfEByZTFq2RvzvTvXfBtLh39frVJr8At9rs+lmbiCnqGqbIumwnN13cze/ElKEnhF0eAT1K8lbyyirmVCpxTiWH/ciREreIhBfE11mKmkfHnJz0wzGtqxGOUU+kKSYDsZV29Fzwjr2XnvGh8KqAn3t93/A50UJpJPDPbm9ZzQti+vI6WH6ZVHtvYcjj/IZqR/d8dvajQol5eBOTbsMdXovZKfrS7GF1dfhk8DJduXA9K5UzyqAVbYV9SYd5ENcrvC+TIbsxQl2Te9EyeLyokWaxrVo+uscTl45yfLpvWhUVkE1M69KzR6jmbN5Lzv27OfwoR1s2zyLYc1NFIWCNCheoQE9h09m5Zaj7DjizeuQgrfJgqapqIB0VMB1Ti3uR11tDUU+eiU0h53nrF/eTVIWdA2v5U0ok2WAFq9E67HbOPUouMDCXkI7t5TQE6xzbinmo4sFsCp2p9X8KyTl1iHSDDIeb2XliEaKnrwSipdpStexO7gfkpKTg5jXLs4WUWbse15cnsU4h0qiUSFSY8t3p8XcqyT914G0MMxUgj2Psn2sA5XVVORpNCXtKTfFldv5+p5nPj/OvVmVMVNUitczrU2PhWe49SpfAbjsq5e/kKYnEOqzlTnd6ojGm+ggsh9Kx9XueStJZ6SSencR03tmpQUoY16tK0MWneZZVFbV7kxkcYF47JrNjI41qGggB5pCZdjiFZvSdthKtl3w5m3s523g8g2r0LdFC6SFuz6Ol1c2s6RnfUorgLS6VX0aLH6AV0jeyHmC125OjbHEQCxcpISRZUuGbr+Pz6eCaSPpSaG8uLqEMS1sxUiruN4aTqHXjud5nB1C1e7Ey+MZ3yGrvY0m1k2GMmXXfd4nJ/H82Bhmt1RXRH2MsWo6jD/23+FZaDQp0lTiI97ie30/cwY3pWoJha5Rb4nDyCN4pAiZ9//548cC6Vjig88wu6qVmJcrUdZAUrYxTouPcvN1Us5+KFTtDrjN2t+bUUesyi/ktlvSdco+XJIKqtotzHcoT04sZ2J1SwxVhO+pYFi1JUO2PcQrJMvQkcvpnftx1vYvq6jarYyucTMmX33Pk+zDMkl/54b7jpmMamKnaL8oOEJ1KV6pHd3HrOSgyxPep2TR0r++y/yMQDo9+iqH5/YQ9z2xyGbp5lQac4z3ubtVCDyJF8c5PLN9rqrd9rTov5KL/pGFOHCikSadYmbDSpQTAg7K6khsezFi/SWCE6U5xVZToon32st0pwaU0hfWtVC1uz69J+3BLSH3upZBRjIZaUkkJcUTFRXK+8C3PHM9wtklDtRTtBmVqBlg0WUGy8/6iCD867Py9fulqIF09KujbBjdVnRaiEU2y3fG/k8XwpLy0kkyvbeyeXQOY8XIqjndp+zj/rv4Qu7vMJLC9jC2uqW8u4lQbKz2CP486CYy4rJlkPiJqFsrGdqhirwNl5IqBmU7MPKvszxNyVW1W+iiIRQcE3RWUhwREZ949+o13pd2c2BGU6qbyin4Ei0zbAasZPed118X5jf8518g/Q1C+l8/5P8KkBY36qQE0t685V1gCCEfE0lKKjTI849N/98G0mH5CjF840ilaYH431pEHwtDRa6XIZIq41l20TdPu5iUd264rWxNDUt5To+qRhlqd/qLbddeiRtQtnIr4LzpsW/xPDCD31pVEc8lgg+JBNMqTRi6zRP3oHgypT9Xn++iBNIpUd7cOziR9oY66AmbsboZklpz2XAjMMfwAhJfXubazKqUM5HnnGrqVqGN8zaOe3wQN6Cvy1pIS7jP0dk9qSeRoCqcQ7c2tv3W4BGVmDOfMilR9zewakQdSohtNiTolWxP+34bOXt2GVOG1aesjqL1jaomGvpGmJiZYWZmjrm5KaamhuhrK6Mq5rQroayqga6OJgala2Dcag37Hrz/bu95UQHpmDc3ObdiEA11NOXFo7TKImmylt0P8ubVxnof5MxoY0qKRo8qukb16T3nJC4vI/PMSf5lLZOlkhpzgU0j21Ely2lh0Jw6v+3jdWbOGpZlpvPp6ixm9rSRV/aWKGNavhsDZ17gWUJaHiCY/xzCeyHynfDhGKsHN88ppGPYinqjDvJGWnBhlB8fkRZGmM5H71PsmdiZquqq8mssXhHjbrs4/UzsYpt9WZH31nOwnwRjcc1pY2jRnlFbb/GoEMeLNCORsOd7WNizPtZZBW5MO9Fk0hlyz6Y0PZl3x4YysnVWUScdrOsOZeLGu7xJzZQDweQQwh+sZHSzyqKRlpWzq1urBx3X+fD0bQwZueYve/Df8aLogbSQj76dFf0aY6msqNptWp0qw4/jmi9J+v21JazrLEFPLMJjgHmF3sw678Or2Gxk9cUrykgJI+DGSia2rpYjn9JOtJ19g9zBzczkWF5u68DA+gpHhMSE6u2ns/TcIyJ5yqFBrWgj6B+h3ZNhdZqMWMGZpxEkZOV7CvnskU85tXIEHeyNKKZoDWfb3IlNzyAiX2rrFwdbyIc/FkgnkBB2ib+q21BVvE41JAb2dJyynVNPInIKZKbG8snnHHP7VqSKsSAPwWhvw+BFlxEyPnPFrvNdjaDlo/A7s5o/a1lhpCoAaSV0y9Wn24JL3AzI6xD0v76dGa0lCn1ugoFZfzY8/4S8sWIGpL3h7vY/GdW0IkYqik4m6joYV2vJuE3XuBOYQNo3rvufEUhnJN7i+KJ+1BWKpQnzoVMDi65r8IhMyOMAir6/jo0jqqEj3hcSDCya02X0Ye4Hx+Xsj/lmQv42DmnmJRY2qUIl4feLqSIp0Zre8w/jE5uW3cYsMyGUd9eWMqZzRUqIlPliaBr0ZNjcKwj8mcITB8NJiTzIH/VsFEXsNJDYD2DMVheiU2SFkZC+OPIiBdKyTGLenGbruA7ivifaGAZNsHbay7P4vO6vsCt/srCnuSIirUbJyt0YsugKT6KSC1j3wiVEkhx7lCk1reUyEJxUFt0ZueGKqO+zfM4Z0W94dXw8fZpayOdcSQOzCsOZuum+uO4LvreE8wQT/mojv1UrjZkwp2o6SBqOZ/4Jry/K8Vs//BdIf6uk/oeP+78ApOXUbhkhbgfYPqAJHTr0ZujcvZz2CiP+P6ClFuWy+BqQNhhVBUuXzlid7Sg+S55qQ6Xz3bgT9p03f2Yc731OM72NKeU1hY1eF4lyd6Yc9FBswvKrint1jTOT6mNrLvfeqRnY0GT4Tg67h3zD5iDY2yEEPdzBpCZVqKAq99RKJOWw67mYuWcDCIzOUo9FKcX//LeKEkhLE0Pwu76Z4fX0KSW2XTBAoj6QuaefkTsmHel9jH0DrMSqtkLLEy3zOnSfeZKr/vny1j+7PMH4SuD2jgn0LydBQ6TtWWPdaAYnI5JzedxTeHtxCXN6VsVA0f7BsGovuv1xkpvn/2L64JpYaEtQEo1bJZSUhKcwZznPLACS+zOJugWSmovZfPttIRvlZwPP/qCogHRqhB/uh+fQo6oWxqIcSiDRHcPKK/Je3FknDLmzmQ0dtDER1742+tZt+G2DK+7vC24TJFTjliYFcWbpQDqWlCicClWp2n4Zt2S5+4XG4n9gPGNalVIUPVSlVP3BjNrozrtvqscgIz3yLBudW2GbRVu07EKjGRdIKCQi/TL+Lcv991L5Qnd0r3Wg54qWRJS2IdHUmqhSNuIz3tyCx9X7ss/hEPsdDrK75V5OOJ7k5bmXJEUUHL3MkmHi2/tcXfcbzcupypkWSqUpXmE2u9yD89Dj31xYyJJ6EoqL978xJna9mX38Ec8j8xpgWb+b9VeWmUZisDu7/uhIYyMJyuJarEvtbpvxEKG84sjMcB6t7YVjTUW+s5Ihth0mMfeYH+FiEck4PnjsYW5dGyqoC1WQhWIzVlTpPp/5x54QmBebZJ3+u/8WLZCWDyP66TmOzupKdTNludNCszzlm63mlG9EHgaF79Fp/FFVIu+vKilFmUYj2XD7FcGJBZvy0rQEIp6eYcWwJtjpKZxpkuY0cTyA0AArS0tLU99ze1ZTupYXdEIxJCplaOC0lG33XpCAJ7t+bUxDQV8oFUNiWpuW4zZw/VVCrnZPMkgM5NKGcXSpbUqxYvL5KN+wCys8IbRgvP9Nc/JjgTSkxgZwbYwt7UsJMhDAqRXNB69gl5vc4SkOMjWCd+57mNDOEitR12oiMXJm/PaHCDyMrztF5ZcY7nGI/c5VMS8ud6pqGVWnzYh9nH8Wnj0XEI/3ub8YVlmCoajrrDCsM5WzbyPEdAZZUjCvrq5jase62Khk6XBLbFtOZM4pf/yE6pJ/41FkQHqRM35ntiPL/Drk+eZhpYVwa890+lpL0BVlUA7TqlM4GZGYqz90Bm8vLGJBN2u0FHIwrtKRvotcefoNuk4mDePEuHq0FxkUwnzY037MVq5GpWXvdxnx7/A7NoPBzS3lDD8lCdp2Yxm3xeub5lses77IvMaV5a2fhDZbVfrw28arRKXIcqqDf7NgoCiBNDIpqRFPOb3CmfYWEjRFZ7otpess5Gpceq5IczIv9o9jYjN5eppEoo1lw4GM3+HB6/yV1L9wLamJgWwbXJWGir7oEkkjes87jmeuY9Mi/XHfPITONUqIulBJVYPSLWax4Ji/OOeF3VsCw0dwWkyqUU5kOklUtZDUGc2sI8Ku8v2PuODXPD+3i6szenNlag+uz+zD5em92DCkLa2rybveZNlNqqqqVK5cmcuXL3//Cf9L35T8l877f+K0//8D6f0IQFqIpPidnMFIC2Fj0aZMh8ksuxJAZGoRKPUimOmvAWnLcfWodbe/CKLLnf2F0qfbU+FcF/702cDj6OffcWYpUa8fsWW0HfVKZxkE5XGYuosjH5KIT06FzHCeX9/Gwk62lNFTeMZL18Fx1TVuBMkphZmpnwh/481TDzdu3XvKi3fRxAoeVMWIUj65cXtbP2pqyQ0CiYoeWpY9cF7nzq0QSI6PJj46koiICPEZHh5ORFQssYlpZBQCGL7jor/5K0UJpElPIPjxeeb3taaKiSBrIZpTjR7zD3MhLIWkFKHBeTDep5Yxub4ZRqLhpY1JFQcmCFUlhSbSSMlMDuZjoBfe7u7cfeBP0Mc4EnPZQv6XVzGnoxr64ve1MLbqzJhzj/GKSAFpKknRz3FZ+zuDGpRBUwGQrdr8zsRDT3n15AJnds5krHMv+vd3wtHRESdHRxz79aNfP0ecBvSjTy8HmpXTwVwARMVU0TC3onqjpnR2HEPv6Re58Twqe96/WdCKA4sKSJP0kVc3tzOmfUnKitFmwQFUl8ErznIrKo2U1BRIC+L+rukMK6+OrmAQqJSgdEMnlpx9xqsYATJkkJ74hvcvPHnk7sH9RwG8j0jM6U+ZkYzbwRmMalpMTi2T6GFRxZGZ9wLxi0sHaRIJoY85NbsvXW0VBoWSPvY9Z7D0ejAxotMunfSUCD69eUP4pwji4pNJTU0jPSWNtNQ0ogUK7LV5TPxFzuIQNmDVpqMYuOdpgfSZNGk6Z4Nv4Xh/hqgfil/r+MOAtCzmJd6nF9KrngHGYhRGF23ddmK+2cPYDFJTkyHlOddWjaCnkaLPq7YVlTpMYMfdIEWRujRSY1/z2tcDjwePeOjzlk8xKfKIveC0iH3HxXXO9KohUeSaG1GupjPLHn0gUOgpI40n5v1d9oxsTTMLRZRU25Lmw1ew62GUooDMA+5uG0TlLIeQcnEMrH9h8Jr73BR6+KXEEhOVpYPCiYgIJywqTtRBWQDy76znHwGkpZ8ecmfnaFpU1EZbNGKNMbfqx4Lj7jxLkJKelog00ZvTCxxpr61gpRhWp5bjIs49C5X3SJWlkBj1khc+7rg/eMwj3xCxGKF4jdI0UoM92T+3B61sFD27JWZUbjiOLb6f+JAkyDqGyMCrrO1pT23x3lJByaQG3afv4UJgJOm84OzI1vwi6hYlJJoVqN17FttuBRKq6DUr5C0mBd5m56w+NKugqYhIK2Hbcji7X0JUwXj/m6bhRwNpISr/4VBHhjZWUEMl+ti0cGbyDlcCIhNJR0Z8iA/39v1BDzsTObBSMUSv8zpWu8pjxQLjJClSvu5vurrh6RvMh+j0bOd0xvsb3F/XgQom8nOoapXGtvUkVp32JChZSmpaMqnh9zizcgjN9BTR2BL1qDZsO95hcmdgQvAjzizsSctyxbOdodrlutFj2lluvJESERNPYox83xX23/CICCKjY4lPSiM9M2sHzxF5kQHpBUN5dnwj6UmFOC1zTv31V9J0nl7eyPQOWpQQ+5ZromfcVtz33KPTkWUkkxr3kutrfmdQbVOFDtHEpsVQpp98xfsEYfWnkhr3hnd+7rjfe8h9zwA+RKaQoujkIjCEvbb3xLlhljNCcNSNZ+41Pz7GCs7AVCIC73NmoRMOVUwUVe/VqeC4llU3w+SOj8wYYkLe8/rFO8LDYohPUOj7dLm+T456wuv7c+lfzUK+XpQ1kdR3ZsqeO8SmFe54+ZKAihZIyyAplHuH5jCskaqi7ZQeRhbdmOniz5O4DMhMJDnKh9Oz+tLVWlGVXNWUmj3+YPWND0SkCGsqieSYQF4/e8CD+4946P2G0Ng00hTmd0ZKCteWO9CjepaszajVdy6rvIIJTxC8bAl8fHaFveM70MBS3nFDSdWQ+r/vZrenIlUoLZKId2955f+OiPBYEhNTSEtLIz09jfTUNBJCPfC+MJFu5UsoCsjpotx6GsvOPf2SGL/5s6jXvjw7sUkOpKcpgPS0Xqwf1JpWVcpk34PiXv4vkP5muf6fOvDnAtJZ+VkSCsuRFhatULXbKbtqdzovzs1nYiUJWtolqdJjFmtdgojKupP/y7P2NSDdflYfhvkuwvpsJ8qe6ZAdmdY71piZTzZ+x6hlJIY+5/wyR7rYl8huFaZfuwe/zj/JjYdPeOZ2ir3znGlraSIHHMVMsKrjxKobrwkSKHiZsUQ/P8TpDWMYN7APnXtMZtEOVx4ExmSDjshHRznwmw3GunIgraxrgsUvk5m2fDtnjh/mwIEDeZ779+7h8BkXrnt/JOa/OCdFCqRJITroPrun/kLz8jlGTcmmAxi66gJ3H3nz9NYBNk3qTT1DRUEynXJUd5jAnochhAqbTFok4T7bOLh8OL85OdG9/2zWHn3Ik+CkbK94yKPj7BjfEGtdufGlpGeKRZdZLD1yB5+nXrhf2sbsPi2pVUIbJYkQCSpDm9/WcvxNJmmyFGSZccTGRiFce95nLPHJEXx6f5O9vS1pqiO0fdHBqFlf/tx9Ht/geCIjIDMXqP+7C7LIgHRmLJ+eXmDF0KbUKCnvrSrogAoOvzFp23XcHz/G+9pWlg5tTyUVZbHtkZppdZr2X8Q5v0jE4GTKR0LcV7F9/mCG9htE3+FL2Xn5Ga8isy4wlRcuW1jiVB0LTcW6NiqDTb/lrDvtzlOfB9w7uYpxDnWoIK57FdT07ek9cy9XP4Kc/BJJ5PvbnF21mqM7j3H52gO8H/vi7/UMr4f3OX9qKwsH2FOrtMIBJdGn8Yg1bPeO/yrNTyqTEpoSyeTHqzA60RzB4Wbs0uWHAWnSP/Hm/l7+6FwdGwN5ixFlDS1q957KvAO38fT2xOv8Kmb2aKRoT6OErnUzOk3cxt238nw5acI7Am4uYfW0AQzo48zAsRs4evc1H8R0eyHEH47HsUVM+sUGI1U5NVXDzIbaIzay67IHzx7f4saB+QysX4mSQrSpmAb6lq34beVZ3KMVkVSfjRwcWz3bkFEubkGZpv2YtmQDew4c5uDBXDpo/34O7N/PrhO3uOb1ISeX/W8s6B8BpEl+jd/lVQxpZIWZpuDUlKBuaE4L50WsPuWGt88DPI7PZ4KDvbwHq0QFI/uuYn9n37AU0ZhPiw7g6cW5LBjnSL++oxgxfTcXfT4SLtKpM5HFB3J96xQGNSyFjiJSrFemCq0n7+KIqxe+nle5snUKnSuWkhcDUiuOWc3ezNh9W6z2LERI/bf0Z2LtLCNYB7Mqnei7+ABXnvjzNjSU1/4+uB5YwshOVSiTlUaiVIcmAzZzL55cheH+hsDzHfqjgbTgGE31Wc78PtXlqToCw8G8KvX6TmXneXce+z3B7fwWlg5sjK2BvMCehqE9nTe5KdpSZZAW9QLvK+tYNW0AHdv1ZfCk7ey+9gohBVp0bCT6E3BpFg5WJvIUFWU1NMva023cCnZf9sTn2UPu7fuTqZ2qKdoRqWBWvx/DdrkTJrY8TOfTk8usHlIdW/MsGr6EUm1HMXDhfo4dPsDh3Ov+wH727T/E0TPXuOsbQlj+9lGCKzddysvzL7k87jJ7W+9jf/sDHPnlKBtabcGpymBmmVflqnEJkfESW8qG6JLWRJYpz/M2Dbk7ohNXZvbhyvReuMzpj9eexcS8e0lm+n/K5c/gncdJNv/ekEpG8vaSxbT0KdVlFnP23eKxzyM8Lm9hdt9W2BtqUEyihJJmBdoMXc7J1+kkCtgu/jmv765jw58DcPx1AH2dl7H76nMCBQe08JBJ+XBjCfP7Vsnusa5cuia1Bi3luOtjfJ+543J4BZM61KRicWHvVUJZrTJOG27gKuZFZEKCL14XDrNx/joO7LuAi+sDvH2e4ufny7PH93Ddv4DljuUpLRYqk6CiYUylXvNYf8mPZOlPAKQFF3lmDH7XtzG/jx1ldOX6XlXPmCpOS1l5/D4+3g9wO7WCse3rYqUmz+3XMKtPr2k7cfkoFZkzsqjH+F9fzLJJTvTpOYzBEzZy/N4bggUHtGBSpifz9MQ0xjlYyde94EC2aULD3zdz7o4Pvt63uLhjDkMbVeT/sXcWYFFlbRwfAxAD6RBBQux13bV27e5du7td3fjsznXDtVfX7sRupRFBRUQMxAQRkJ6BoWPi/z3nzgyCkjLADLw8z2XuzL333HN+73vOPf97yqIGex5ooLpeW/x81BsPuLlbM4H4h7hz+jA2LduOUydv4raHD549e46AgGd45nsbt/Yvw8qB5jDhGod40KxpjhYzd+HUfdlLLi4iRfwnzmBzhrjCZ98auZAentUi/d/UPujZ3Drr+UNCuohwy9PpqiGkw+G+91eMaqvoNsJDnQ7jsPweEKPoJShNAYQ3sWlEu6w1dStbtsawZYfwkJuQWqSWQnrHnp3wSHkCu6s/wvxSrxxCeu2zvVmu9rEtOOunPHfEaXx88DyAteM6wVLe1ZenoQPThi3Ra/gEDBvQA52aWECfawHhoYb5AAxa4oD7EbJJVTJiX8Dzr14Y1sYY1bVrolZtczTt9zNWHPFASKLsjfbrm5uwvL1izB4PlapoQFOvDupYWsHO1hrW1jk3S3MTNOo0DqP/8sDrAsb15ZkwJRxQrpBms+KG4c3Vf/Bb/29kb5xZ61h1A1g1b4f+o8ZjSO+OaGsrf0PKqwLDRqMx5R8vPOPL+jqmhD+E48IW6PdVbVTT1kFtfSu0Gr0KGy8/QZy8O6RIEICH59ZiZHOzrHtUrmWCrzr/iB9HjsOwXm3RzFRHvryNAUzarMaqk88RUYiuhuxRnp74BMfH2KAjG+uqUQsGnadg3SkvTvSwt/bF+VOakIYE6YLXeHJkCca2s8taH1ijdh00aN0VA0ePxaCurdHCvLacQ21Yfz8HC/b7IVD+ME94544LM+qiq502tKrVhp5RA3SYtR0Hbr/LemmREuoNl92/oaeNvnxipcrQ1LNAyx6DMHjkSAzs3AJ2BtXlL6hM0bDPJmy9HsiNN5XljEi8u78bc83r4bu6zdG200CMHTsVM0ZPxsgfeqJd23qwMNSSX18LBnbDsXCfC54kfByH/SlvlvcTMpOw9MmOLCFtUJJCGiKkRPrBa/N09G6sGBPHQ3VjGzTv0AtDx47CD+2ao7GBNjdDPI9XF1/3W4G/LrxCeKqsCSL2xU0cGmeKtlbVoaWlC0Ozr9BryUmcf6wYmStC/AsHXPh9Ar41rpHVTb6GaX1833cohgwbgv5tG8NSPks1r5IV2o7dh8N3Psi7dorx3v5XrO4hq2SzSkylqprQ0jFEHYt6sLaxyVkGWVnC2soSBi2nY+R6Z7BVhGT2+pR23t9LREgjHYnBd+C4fBhamteWVcoqVUXtuk3QqvsAjBg7HP1aNoSt/IUlr2oTdBq/GXvcQhAnH5/84fEFbBlsiOZ1q0NTSw8m9dpg8AYHOLxVdOVPQbTPGRyc+wPq1ZSLryra0KvXDF0GDsewwQPQq4UNTOTd46vW+hZ9frXHRb9ouQCWIv2lPc6t7ooW3LhgNv7QGIbNu2Dg9Nn4bckS/G/2dAzq0hw2Joq1XY1g8+MarL7+ErHSorPOzQolLqS5duM3uPPfz5hgo/CrSqhlWh/f9hyJMZNGYkTfNmiiqy2br6JqUzTo/jtOPIsEN0gnIx4RPiew8aeuaFtPC7Vq6qKmXkP0nPQ7TgRkIJ7TFGlIDvfA5Rmd0d5Q/jKtshaMbL9Fu75DMWHyMPRpYQtrzhZVwKvRHr1/2oMLL+JkM0SLBXh1+xD+10WXe2HB/J5tmromMLKwRX0ba9hkf/ZaWaFuvQb4qvMIzPnvNh6EfN5arAwhzXV7XTIMHv/MQaDLWaTwI3Mz+H0bKAAAIABJREFUYZF+S4v2h6/9Kgz/xuLji42aJmjavg9+HDUOQ3q0RrM6teUtxTqwaLccy47644M8Y8c+OILjc5qjST0DaGnWhKHlN+gybSNOewaC66AEKcQCH9zYPhv962rLnylVUNPEFt8NmIDho0ZgUNcWsNWRl9caX8G2106c8I3kJgnlRkin+eHGlrn40bYhGth8j46dB2L8+EmYNm0qJg7rhp6tLVFXMQEirzJ0rVth+pZLcH8Tl60rf5GwKLdrN3drCZKC78Ntx8/oWt9Q5tu8ytAytMK33QZg8IiR+LFDc+65J/M3AzQb8Dc2XQmEYtaMDy6bsXtMHdjW0YOmpg5M7dqj/8JDuPU0QjZERSJC8jsnnFg1Bu0MFS+ANKFj3hAdB03A8OGD0K9dY1goejhWb4Ovhx/DpQC+bEZwbgUTT5xcNgkdDS3RyK4DuvcciokTp2DatIkYP7g9urQwg0kt+XwBPC2YftUDCw+7w+8L1/GUSiRIjY/FszM7OBHNfNxx6Qg4Lx8Fp1XjceqPeRjUsxMJ6aK5b/k8u+yFNGudiMML12PYsWoGBg8ejL69e+Dndbtw9g2QqGgsYlNHpDzBjR1r8FOffhgyeBDG/boS2894IIhrbsrAyyvq1yJ94dgZvEMk16Xb5EJ3rmWajZdm+1O91+BZ/NuiO540E5LYl/A6vQHzR7RBEzNFSwKrANXIEiG8yrVRr9kPGLfgBI57JkAgZ50W/Qxey75BS0WliceDTovRmL3DGcHcq95MPDy5CBNMs4Wr6F6Z32eNb9B81hU85ueckbboCfzyK5QtpCFJRWboQ9zauxzT+jWDjV42JloKwSWreDZoPRqz1lzC5UfJSJR3eUoOuQfHmaZozHVfY9dWglm3X7Hy9EPOHlydQJIEQaAXzvwxDaM61pOP/2XnVgZPQ16pY60nOrb4tscczNvpB8+grIxTIKyMpMc4MMgELeS20/h2DJYf9URYcoGXFniC8oQ0e62dhLTX7ji76ReM6GwD8yxmPFSuphB1PPBqWKB555lYuNkJzi/SoJg0PuGNI84PrwQrbswd41cN9Uf8ju3Ob7K6XiKdj8jHN7Fv6WgMaGUiX06GnVsFlTTkS2+xiqthU3T4YSHWHH2BRx/kxuRoxCHIYytmKCbJ4VWCNntBUq2WvMLHwuKhUg0zfN1lFH7+4yyc/RXiMCfO7C/Prn7wwAivRWBzKLDyodBCuusRXBh3EYGOgUiLV7yVzHmfXL9lxCPJ7yoOrJ6E3q3rwEjxQo5NxKYta43jKlW6dmjTbwHW7vPC/feZWRP8RD+9hN19eLI1eTm/0sU3c/bhRPZl+JI+INjTHv/88iO6NKktG4/NnVsVlatUlYv0qqhepzV6jliLzRcCERCjkL9JeLBlBKbZynjKKniF2e+AJlPtEawyQhpAWjTivU5h87yhaNdMH7ryF5wsTZraCmHKA8/0a3QZvg5b7P3wLEqc5bMh3iexrh0vGz9zdFp3GVcDs2XguEC8vLUPyyZ3Q2trzY++WEUTVeSt1Cw/1LbpgkFTt2KfYxiC4hWs2cipMATdP4jNv3RDt2Z68m7oPGjU1oeBmRmM9GvLJ9+rDA29pmjV7ResPXsfPvGZXywYPvXLkhfS7I5SxD27hatrxqJ3mzrQzfL7aqhWQwOa8qEzLP+3GrgcK/f7IThR1voqTRMg4u5+LBrUOJvfV0eDrvNxODADcYru7SIBhM578e8v/fFto5x+X0Px4ojHg3a979FjwjbsvhKA0BR5i3ZaKPyubcCo+rysNdgL5fs1G6PH0ktwzmVGffaC6O2tt3CY6/DFLdJMZNxcOBhuv0/Bi6uHkByb24LXn1q0gO+ZQgjf3sGpP2dgVCcrmHDzXsjzuKZC+PLA07FBy24/YeHOB7j9lnXAl/3Feu3GgVGyVUlkjAxRf8BKHHB7zY1vlp2VhDDfKziycCh6tjBCDbl9eZVroIqGfLJFtkSh6TfoOHwd1p4IRqBQUd4zgz6Hy5aJ6KdYsYTHQ/XqNaFTW0c+PEgW38pVdNG4VW9MWrIZV3wCEZmsCKMABrkcVmrXbkX4abGIeXwdu5eOQf+WJtDLGnvP45573MoKrI5h0BQd+i/A70ee4mHoxzSE31iLLT2zlb+aVvh26g5cehQmn+tBCmRE47X7cWyd3RftG2V7HlatgapVK8vLew3o12uH3pO2YtOlKIQmKazJhlY9wIWl/fBdVh2zKmrUrAUdnZqonqPMNEaLTkMwe/1+uAWEIy5dEYYisYX7ZPkiLSEOj478hWu/9ZWLaZmQdv19Gm6d2ItxY0aTkC4czvJ9VtkLada3SISU+CiEB7/B8+fP4f/sKd6+D0dMKj4uQ8Aex5JkCMLf480zfwQ8f46XgcH4EJMA2Rw/aQhQQyF98vBxBCECrR3Gcl27WbdNVlG2vNQXLW+Nwa++/yA4+UseShJkxr3Ec9ftWDu5Jdo2MYGuvj4M9PWgr6cLHXNbmHccjiW7XeD1JiVL2DFvFyeEItR+Dib2agit6nowMmqCbuP/wM4bARDI+qfhyaU/MbeVDmzNjaFvzGaAzn8z0teBVZsRGLrOHa+48Udlk6+ULqRZMqQipEc/hu+V37FgaAO0sDPgWOsrWFs0RL3uk/Dn8QfwC8nMEnbsUhH/Nd7uH4kRHetBU9sQJiYtMfB/u3HiXnDO7qeZSUgKvYObe+dg5o8NYG1pDEX4+oZGqGXbAp0mLMOOy8/xhi8ucPboj/SlSE8KwNmf2uJHGw3o162PxgPnYstFH0Qk5zts92MQ+ewpVUiz+7Ax4eF34Xl6IWb2MkcTK13o6htAX18f+vq6qGXVDLb9ZmPrhad4HiEGN3xLHr+MyKd4trkXfmhtBo1qJjCr0wnj1p/GjRfRWZUvdqo0PQ5xbx1wbtN4jO1miTpmRtDTk+UbfSMT1GrQFr1n/Y1jriF4L5RmCRrZbTIR+ewCtveogzYWtVFT35Czk56+HvT09GFoaASzuvXQY+RM/HXSGf5RQq6LnzyKuX6w2bpHeC1Gg2uDYCUf/sGE9LBCTjZ2bvR5+Nv7IzH889aoXG+o+FGcgsT3LnA8NBsTupiigYUedPUYZzlr22/RaMhC7L35Cm9jJVkiml2eFOINtzWd0PVrY2hWqwNzy96YvdcRXp/M6C1NjUb08ws4tGogBrU1homJ4UfWJqao1bQzBi/YhcsP+IhIyj4rcjz89v2KRZ1k5Y5hQWWQiTFMTYyg3WQiBq2WzRZb1OpVybRIy2GLEhH35jIu75yAYd8bw8ZczprxNtCDXuPv0XrSOpy8HYyQuJw+x399G+fmtUXbxobQ1LJAvfpDseSSD54kKpSb7B6SpDCEPTqC7XO7olfz2jA2Zqz1ueeBvmkd6LTogzErj8LpqZB79n7aGUWSIUBUgCOOr5uI0R0bwtpAH4Z6utDVZZse9PUNYdGwI/pOXIeDDgEI4boiK5yp+J+lI6TZAzAZwuA7uLZ7GiYNaAI7C10YGuhDT1cXtQ1NYNLwW/Sc8Qf+vfwY75gtFKAyk5H0xgl7lo1E1+ZGMDYyhK5eH4z4+Tjup0lzdm+XJCHy2Xmc3jQKP3xvDus6ulzeYvbQNTCAxbed0fvXbTjjFQyWbRW+KkkLg7/rf/ilixW+MteDQUF+b2oCA2ML2H03ENO3u+L+e66fbA5jZCZnIuBsAK7PuYGjPT/p2t1kMlaa5t61+0UP1rV7ANe1mwnpW4uGcEL6+YXdYBM0KeWPe+55wGH/z5jV34Z77ulyZbEe9A0MUNOmBb4bsxi7r73G65icz72MN7fgvmEQmtQ3g1Y1A1g36oHRy07DKSAq2yRa7EVWLGJf3cSpv0dhZA871DXVhyHLc8yvjevAoGk7DJm7HUdc3oKtNqcwt2wvDK+urcUfA2xha2GKWnr6XPnFnhd6+gbQ09eHmVkddO46Fqs3ncXdQD6ExZy3p0SENDNWRjziA2/h/JYJGNPZDBbmRshibWSEGnZt0XXaepx0/4D3n5RBqU/tcWN5J9SvZwItLVM0aDEYs7bdwoOQnC3v0pRwfHh8FvuW90f/dvVgZCSrk+rp1kZt07owatEdE1cdwUXviI8NCZwjMdEeCL/j/8OSdsawrGMMHT2DHKz19Q1gYWGFPj/MxMZ9N+AXKkRyMSYblohFiA99i4cH1uHG/B9lQpprkR4Jtz9n4I7DVUydOZuEtFIyupoHohJCGlJIJWKIRSJkZmZym0gszmVGQykkYjFEinNEIoizxpmk4fll9WuRPnLwMOdB18M90cd9DowvdM/q3s0qzd/cHIVFj7fhadzronuahE18lID46A8ID/PB8+dOcHV1gdO9+/AKeImX4VHgJ6YhQ5S97YuJFTFEyXxER/giIMAF9+/7ICg0ColpIvlDRIr05DjEhr3D++BgvAsORnBB27t3eB8WhUhBKjKzr8tb9FQV64oSEdIsRpIMZKTEgx8ZipD33nj6hLF2hdMDH9x79QZvI2IQx5ZHEn+sFHEJYesSJ0YjIvQBnvm7wefhY4RE8JGcIV/eJyu1UkjF6UhNEIAf+RYhIbfhfd8Zjq7ucPXxgU/gO7yLjUdiSubHil3WtfnvSCUZSI4JQ+T7QLx7H4KQiFjEJ6dle4mV//X5HVW6kGZCV5zO+V9MxHu8C7oPv0dOcGGsHz2C99sgBEfGQpiS+RlrtnRVhjACIe/u48kTd/j5+eNDjBCpWTVheUqkEkhEqUgWxiIm/BWCg91w764THN094OrnB7937xHKFyI5TZwLIynEGckQhgcj+O1rPPT1hYuLC7c5Ozvj9u3bePs2EJExfI4xywuKSnJuHB0i7qG90yQ0vDYY1vKZ/dmLNn3nHzB0Y5cCZ+0+1ucEjvc9gdOD7fHq6iuIizQ/AfO5NKQlxSI6PBBv39zFQx9HuLi6wenJE/gEvUdoFB+JqZ/7nFSUjtS4UAS98YLf4zt4+uwVouKTkP5p3mesM1OQGBeNyLAXePvWFV6eTnC8fQduT5/haXAowgWJSMnItrYrB0qC9IRY8D/Iyp5ClUHB7xAUEo1IQconLz9yI//5byUqpNkzUJSKlATG4TVevfSE931HuLi5w+l5AB6FhCE8Og7JabJnXvbYMX7JsYF4/eIO/Py8EPAiCLGJqVlL+GSdKxVDnJGEBH4kPoQ8x6tXrvD0cIKjpxfcAwLwPOQDouKSkJaZ12zCzFapSIqLRUzEK7wLvIe7d10533Z1vYt79wLx8nU4omLjOJ/IZV6rrKh8yU6pCWlIIWH+mxiD2OgXePP6Ljw9WTqd4fbAB96hYQiJlU3elaPokEohzUxDEpt06Y0Xd01AQCBiBClgjWI587kUYmY3YQQiP/jjub8n5/euLq5wCQiAb3gkImMTkJIuylnGSEXISE1AzIf3CA1+V6hn7zu2JGhYJKKFqUjLEWEgPTEDIZ6huDbrOo71Os6Nj+bKi372+LfLLoy2m4AVxk1zHSMd0LUN7kzri1vLR2a11nFdX1eNR6DrOaQJFcM4vsTaimtkZVBqogCxEYEICfGAzwMnOLm6w8XXFz5vg/Auhvmb6LPnHrNFWjx7HnvA19cdvo/8ERmbiLTMT4bRcGVQKpLjYxAT+Rxv39zGbXcXOLndhrvvIy7vhQkSuLz3afHFTWCZEof4iPcIDn6HBw8ewMnJicsT7PPe/ftc3Sg8PAZxwmSkiz65tyKZRfgsMSENCVcGsede1Ic3CApidQwnjoPL48d4FBSM0Nh42XPv49sELuZStn62IBhBge7w9b2Dx09fIUaYgvRPCwGuDEpGoiAK0RFP8Pq1K9zdXODkcQceT57gSWg4IuKTkJouzvbCQgEnExlJfAjC3iHw7RuOrYy1K8fc29sbISEhiIjkIz4hFRni/J+tilDz+kxPEMBr6zxu/D+bA4Dr2r1sJJyWDoPTmgm4feMips78iYR0XgAr0u+qIaSLS5w9olLVUkgfOnCIS/zLhGCMvrsUphd6ZLU6WV7uy7VSt7o1Buv99+NVwvtPHsZF5ZYBkUiUo+Wo4BBytmpw5+esERQcRG5nKCOM3MIt4LcSE9Kf3bcQrD+bvTwX1p+Fq/iBvaHNRIboYxdPxZEifZawHUpCSH+evgxkFuTXn7H+2C3t8/A+/YXZhc1AKilQgH12G2Yl+Ys/9sl4FOYvXZyB29G+mOa9Dobnu3JDP1hvFbax3ip13IZh4tZ+4HPLX9nkufzV8X4nuVamgx0P4fmZ59zEQoW5f97nFIZ19quZgxUuzbKrRIA0AxmSnK2u2UMsq/2SFdKfpopxY6zF+ZfXOfIvq91+UsP9NNgc3zPBXqJlsPmGcvxelC+yl9+iohRdRQk+27mlJ6Sz3VS+K5WKuBf4ReHErinSn1T2zCj8oJwihf7x5Gw+kyZMQ5BLEM6NOY+DnQ5xL92O9TmOC8Mv4vjk01g8eQX+/qoNbukaZk02JjC1gsC6EaJnzYD/n/Ph8uc0OC4fBcdlI+CwZDjXxdtz829462SPNKHg432VsscskME99wrPiV1TFMuJIRaLuPK+KLlJkTw2kzRXz8oo7oRrihBzfpackM55Hxkz2XOv8KyZzxeFmghi9oJbIi3SVYqYlghrqRSCQH88O7sTtxYPw80Fg+T+PRI35v0A7x0L8f6+I7y9PDBpylQS0gpjVOTPciWkL63FXDsetKqZoPGQ5djmrPqzdh88cJBzv3fJ4Vj1dDfX+mR3dWBWqzSrOJte7IHOztPw5/ODCEwKg7i4M0BVYIcvPSFdgSFnS3rpCOlsNywHu0miVDzg+2PcveXcmvKK7twKId3w2iD0fbwMW4/MBd/CDonG1jmE9OOvx+BEP3tuHWnWusRamo70OIonx54WbZx0OWCpzCSUrpBWZszLR1hlKaTLB8HPU5EqSMXr66+5eRQOdz0iE9K9j+PK+Ku4suoGduzejX+7dcGNmvpZQppvbIk426bI/Gc7Is8dg/f+1XBaMQa3Fg/NarW7/r/+uP33Twi5ewspgqjijxH6POoV9pfSE9IVD7E4Iw3C0LfwO7oB137rx00uxrVELx3BtUyzeQBeXz/CgXn89BkmjB9PQrriucnnKS5PQtr/4mr8ZstDVQ1DNBi0FFudglR++av9+/dzRmGdUF4lBGPLyxP43nEiN4u31WXZeGnWpZO1TrdxGIc/nx9AUNKXT+f/uQdUrF9ISJeuvUlIF423WCrmWqKneq/F1zdHcvmedeVmm2KN+R9v/4bLSY8Qf8cdAssGEBha5BDST74ei1P9z34U0r2P42ivY3Bb6YbQu6FFixCdnUWAhHQWijLZISGtfOz813x4bbyLM8POyiYaYy/eeh/H5bFXcGnpNWzdvhPbO3fGjZoGWUJawIS0TROk/b4B8U438NrpFJxXjZO13LGZjeWzG7PWaZc1E/DG8TSSoqnOoizrkZBWFsmc4TARzVqifQ//AZe1k7jeFYru3A5LhoFt93csRoSvO9cz1O/xY0yYMIGEdE6MFfNb+RDSzHaZCH9yHWdXTsLsOQuwevdluLyIRfInY4LKysp5rSOtENKKeLlEPkBft5/R4OqgzyrRrEWqg9NkrHm2B9c+3MGd6EfIkBS+043iHhX5k4R06VqfhHTuvLP1ruROSBGnwT7EEXvenucmGGQimuV3xdryrFX6qxvDMcprMc6GOCKGdVX0fsQJab5h3SwhnWpuhcvW7THz6znY3+sgTvW358Y9su6aZ4afhesKNwS5voMotYjdTnNPRoX6lYR02ZqbhLQS+GcreCIeReDu5ns4P+4CTvQ/yQloVk6w3it31njiwQVfbN/xH7Z26PSZkBbYNEHKmj+Q8egREmJC8drhJFh3bjbhWHbxwb7f2fgLXl0/ioQP75SQAAqChLSSfOCTcVgxr/zw+NQWuK6bnENE31o4GE4rx8B7z0qEPXBBZmIcJBIJHj3yIyGtJFOofTDlR0hLkSqMQFjAQ/j5PUNAUDiiE9Ih+iSzlJXBCiuk3ydH4Hf//dyM3WzisbqXenMVatsrA7ix02YXe6Kt43iM9FqM33z/weUwd4QkRyJNXDLjccqKV0ndNyk+Eeftz6GxXaMcbxJ1a+hg5NARSBRwa6mV1O0rXrhSYMP6v9G0QeMcvPVq6WLlkhUIfPUFy7uVI4qRqbEISvqAC6EuGOjxP3R1mc7lfdb6rOiRwkQ0mzvhO8cJWOO/B7Hp8RwB8X2fz4S0yKI+thmYo4nBV9jW6V+c6cdapmUTjrGumycGnITjQieuZVokW+6gHNEs2aSQkC5ZvgWFTkK6IEKFOy6VsDGgAnhu8IL90DM40v0oJ6IVw0AOtD8I/6P+CAuJwL+7dmFLuw65C+nVv0Py4hV305S4aDw+uRnX/5etO6y8dZp1h73zzxy8un4ETKykJbBx09kUfeGiTWfJCSQlJ2PcuHE5nqdseS8NDU1uAi4CVXgC4vQ0xL1/iajn3vA/9x+c14yXTy42PKtnBRu24L1rGUK8HZGRJKsfMt306NEjEtKFR12+zyw/Qlq17VRYIc1SEZXGx2ivJZyIVlSmFd07FZ+2V37gxk82uT4Usx6sxyPBC7AJiugvfwJxgjicsbdH40Y5hZ1ubV2MGD4CAj4//wDoaJEISMQS/Pnnn2jSpEmOB7++nh6WL1uGly9fFim88nRyXEYC/n19GkM9F6D5jRFc923WCq3I44pP9ht7odbLbTb+e3MmK5+L7nl/JqQllg2wtmZN1NSqjS2dt+H8DxeyhDRXUe59HCf6nYTDfEcEOilpiZryZJR80kJCOh84pXCIhLRyIAveCnBr7i2cGnhaNlO3/EWbonw41Okwgq6/gzAjCf/u3o0t3+ctpEXP/LMi9fL6EbCx0YoW6eyfTitGc928WZdZdh43o7eKNHJkJUBNdqhFWnmGinnpC7c/psPt96mcf7IJ87L8lo2LXjIc93Yswrs7V8G6fiv+SEgrSNAnR4CEdOk4QlGENKuwPRcGwi3qIQ4GXUYrh7Ewu/hxNm/ry7Iun6ylis3gy7qBDvSYi/H3VmDS/dWYeH8VbbkwmOy9GmPuLEXvi9NRf2M3GK1sBbM1bWGyug0s1rdHiz0DMcZjCab4rCV+ufArql8x3hPurUSnk+NQf1N3jrPpmrYwXtUaFn90QLtjozHMeR6mPFhT4XhPub8GY+4uRUfnKWh8fQjXhZt142Z5mm1sn4ln1hLN1pi/EOqKF8J3CEuJYgslcYVWZq5CuiFWalbj1tb2OOmJB3/5cF01Fa3Sx/vIxkCylmmXZS4I9QoFtUwX7hlAQrpwnErqLBLSxSfLunN7/XM3S0Sz8dAKAc16rJwbdR5BzkFAOsBPiOeE9OZCCmm2dvTLa4c5QcImHnNYKm/Vk4+Zdlw6nBtnevuvWXiwdxV89q9FdIAPlyipWAypWERbPgwglXB8EhOEmDBe1iJdtXIlVK1cmXtJXb2aFu55ecl5Esvc/InBSYuPwXvP63h2dod8eavhMl9lS1zJl7li46G5yfOWj+J8lXXpzv5HQjo7DdrnlmN5+vQpxn8y+1zVqlVRv359bn02wlR8AkUR0tnvxs8QYsXT/7ix0axlinX5VIybZC1WbCIy9pvxhW7QP9eZtnwY6J3rBIMLXWB6tSesnQfCzn0I7Nxkm63rIFg69OeO653tRBzz4VhYP2O89c93hvn1PrB2/jGLNePOeNe90RdGF7uBO08J9ytsvFThPM4Xz3dBnYs9ubkQFC3RrAcK623S5PoQrpWaTSy29eWJ7EVC1n5eLdIrqmjB2MwUwSEhiPSMwpXpV2WVZbZObLZu3vZD7OG+2h3hvuFI4acgPTE9K2za+ZwACenPmZTmLySkv4y2OFOClNgUxL7mc2Oi7Yed5VqiFSKalQknB5zC5WlX4LvvUdZNovl8/Lt7V6FbpCGVIikqDK9vnYDvoT+47tysRS+HoF42ghtHfX1uf1z9pTf8jv6NDw/dEHLvFm0FMAiVH3/jfhnrfxqDXk3rYlArO27r19wKQ79rDI+TuxD7xINY5sEy7IEz3jqexr3tCzmhzPyQE8/yWbk5Ab1oCJyWj4bnlv8h4PJ+jmX8e9kQBkXmICGtIEGfHAFqkS4dR/hSIS2RSvAu+QM2BBxGO8eJaHxtcJ5dQBVdQelTNssxcSAO6uYD7CVZi5ujMNhjHmY8WI/rH+7kWUDlKaQrMyFthtCIMEAIPDn2BKcH2eNIj2NZQppVno+y7/1OwPOfu3h+LgDvPUKQkSwbHsLGUdJfTgKsJ8CdO3cwdtzYHMMUNDU10bp1a1y7di3nBfRNqQRISBceJ3vpIxXL8jD/jQABF15ws3OzicXYmGjFCzUmptlQj4sTL8Hf3h/pSelg17K/IgvpbNEThr7BiysH4Lp2MhyXjsxq6cvqNisfP60QLqz1j7YCGCz6eNx5+Ui4rRoDt5Wj5Zts35G1pC4aQizz8ic5m5wvd+QzzS8fxQlo5qNe2+Yh0PV8Vl7I5trcLgnpT4lU8O8kpEvHAb5USLPYsQrcs/g3OBJ0FX8FHOK6g+qc7cC1QitatNRNMFB8SeRWdB9grdDml3rD5EJ3GJ3vyuVnxmTivZVwiLjLrRmfIvo4LuvTkqogIR3yQbbUVfDt97g68xqO9jyGQ50Pf6xE9zkOxWzeZ0ed4855duoZwu6FQhhCk+59ypt993rghVHjR+UQ0rwqPHzd6mtcd7ye2yX0m5IILF21NCd3Ho/7Ttw/B5zCT0Wwx3u8vfUWHr974OzIc9wSV4rZuRVC+nCXI5yw9vjjDiIeR+YIqDhCmonxxIhgvHE4Cbd1U3Dt1z64tWjwZ4KaCRqHxcNoKwqDJcPAhLTrytFwXSHfVo6Gy4rRYN3nuW71RQmvop3LlrKSd+FWvNhhLx/YbN1sZu7n53ch6tl9ZKYk5MgP2b+QkM5Og/a5rt1+fn5PiBqJAAAgAElEQVQYOXJkjodUpUqVYGpqips3bxIlJRAojpBmt2ezcoenxnBrTe94bY+ZPuvxi+8GDLkzH9/cHMVVxBWVcdbNm7bPGRid7waTi91hfrU3bBx/hJ3LYNR3HoT6zoNh6zQQ9W4O4I6z84hf8RkoOFpc78vxZpyz82a/m17qAcV5FYk56/LO1obv5fYTpniv4WbgZ/l52ZMdOB/qgoTM5AJLnfyEtJGZKd6HhnBhJIQlcC3OD3b6wGGeI1jlmbVGs5YoRcs0E9hMaDPB7b7GHY8OPMI792CEeIbgvcf7Cr+FeoZywsRhrwMWDF+AlkYt0cakNVobt0YHiw4Y02EsLmy9iCif6ArPStn+EnInBDEPY7Bh9gY002mGtqZt0dasLVoatkRrk9a4uPUi+H4C4i7Pp6H3QvHslD+31J3DPAecGXYGbAIxtqwVe3GmENFHuh3F+TEXuO7eLK8nx+Qsc2IEggInGxNnm2zsswKLdfWODOHEtO/B9bj37yJu8iY2s/fNBQNlonr5qI+TO8lbqRXihj7lLaXERbk+spQNLxiMm/MH4sa8H3Bz/o9c+I8O/4nwR7cR//4lRGkpn7lz9h8KEtIODg7ZT1eLfZ5axFJFI8kc4sWLF5g1a1YOIV2tWjW0b98ed+/eVdGYq1e0du3alYMvW66AbQcOHChyQuJFiXifGoGQ1EhcCHPFr4824HunidzW3nkSaMuDgctkfO84Ad9cGQnb431hcbA7LA/3gOWhHrA62guN7H/klhjq4DKFGCrDj1wmo53zJHx1cSjHm3GW8e7O8W52fgja3ByHDi6TKxzvVo5j0e/2L9j99hx841/gQ3oMl6cj0mKRLM67FTp7YSH2/nz5KzZr94rKmlzX7pBQWYs0uyYzKROi5EwwQXhx/CWZiO4jWxZLUbFmE5ExMc0E9pkRZ3F56hVcmXaV+2T7FXlTcDg91h57B+zFxk4bs7ZNXTZjR6+dODnqFK5Ov1ahOZWIj0y7gqszruHgoEPY0GGDjHvnTfin0z/cPuN+bcZ14i7Po2xOhHOjz3P5mOXn7GOhT/Q9ya0rz/I4E9GP9j1CamwqMpMzIRXlHM4RGxeHHXv2yMdI63Nr1Qvr1gff2BJxNk2QumY9JP4B2YukXPdFqUlICH2D0Hs34b1zMW7/OQMef8+C84oxcFo2Ek5cl1rWrZY2YlDCPrBsJFxWjoH7+qnw+Psn3NnwEzw3zsHD/WsQ7usGNs6/MH+sxwVrgJw4cWKOer2GhgYaN24MR0fHwgSjUueQkFaCOVxcXDB8+PAsp2jatCmioqKUEDIFwQjs378/i61CRLPPo0ePFhtQGkQQIoW2AhikQoT3wnAcuXwSTdp/DZ42D1UNtcHT1YCBrSmGThuFd/FhEIENLSWexWXAeAukiVi9bT2atm8Bnp4GqhhogVezEgztzLDwz2V4+PYJ0iGpcLzjkYxEpEFcnNzv9yTX5a+WV9KEcR0zRMfE5Bp6RlQG3Ba542jnYzjZ7xS4yrViCRy5uGYVbTazN205GRzvfwLH+h7HkT5Hs7ajfY7iaN9jYMfYpE3ELCczZfBgXI/1y8ldYQPingvv/rLeJuzlmOJFGcvnp/qdxqlep3FmwFlEeUfnWj4ofkxKTcXegwextX0nXK/5uZDO+P1v4E2g4vTCfYplExpm8j/g/sbZcF0yBB6rx9JGDErFB9yWDoPP9nmIfugEsTAakIqAzDRAUvSlY1kD5JQpU3LU65mQZkt9uru7Fy4/qNBZJKSVYIy4uDhuIpWdO3di1apVWLZsGVavXo1FixZh7ty5mDdvHm1fyICx7N69e44MpxDTPXv25FgXhe+C+QuwUL4tWbAYKxYtw+rFK2krgMG6ZWuw6NcFGNp/MAxq6OawhyavKhpbN8TCX+bjjxXriGUBLAvjb4z3yoXL0fX7zjCooZeDtxZPAx1afY85U2bh9+VrKyTvVYtWYOnCJVi0YGFWfmb5ev78+QWWtT8tWYLt4yeCb2GHBDNrrrVIULc+WIv0+uo60KpRHVOnT8OSpUu5sFiY8xfMx4LFC7Bg0QJM7jQFc5vPw54eezlheKr/adj3P4PT/e1xsu8prgsoa8miLScDJkyYIGEvILJvipY+4pWTlzJ5HO/zOXdmA8WSbsq8l7qHdaLPSS4vszzNRDP7PNb3BJa3XY4R9Ueir3VfzJ42G0vXLOXKBa7Mmf+xjsfqfTNnz0bn7t2x0MoWzvqmWS3Swjo2iLFsAIeuvbBx8lT8tmAB5uVTZs1nZdrChViwaDEWLV2OJavWcmXSiI4tMLilDYa2bUgbMSgVHxjcyhajurTET5PGYv6ChVi8YhUWLVvB+SXzz/z8WFFHX7BgAaeJxo0bx4lmRV2efVauXBn6+voYMGAAtm7dCl9fXyQn5xwyoQS5ViJBkJAuJlbFLI2KYFhL9Pr163NUfLM7C+3LumUXlQMbd579mk+/Zz9G+1/GuCjciH/JM87NHsRdOdyb83iIrVsfqZYNcgjpjXrGOcqZ3GygydPEtyYtMfPrWfi9/Xr8220HJ6r39tzHtbSylqvsQpH2cwpn4kE8VNUHWN492ucY9vXchz099mBvj734r/su/NHhT3S16IrqGtULLB+ylxkTtGvitqlllpBOtrBDhLktVlerBRv5ELXs59O+csp34qgeHPOqz5iZmeHgwYOIyaNnmEJvqconCWklW2LlypWoUqVKkQpbyvTqkenJTmQn8oHy4QPtNatxQjrFwi6HkP5H16jAsrsST/ZST7uqNtqZt8OIhiMwuelkzPp6FjZ33oJzA85zLVqshZo2YkA+oD4+wPLu1i7bMKfFHExqOonbRjccjQ51OsBQ27DAsuHT58OkmrXhbmKRJaSTLOwQaW6LP2sb4msNrSKH92n49L18PI/Ijjnt2KhRIxw/fhx8Pl/JCq1kgiMhrWSuM2fOpMKR3rSSD5APkA+osA+019L+YiGdvdKjo6UDsxqmsKxlCTtdO/S26o2pzaZiYtNJmNh0Im3EgHxAbXxgEpd3WdftRnqNYFnLAnVr1UWdGnVQW7M2qlQqegPJ5LyEtK4RCWkVfj5kL+NpP6fILQ0eJKSVLEzVLTg2kzSbbKw0nI3uUfoZnJgTc/IB9feB1pWqyLp2W2Tv2t0Qf9XKOR69qLauxqsGE00TGGkY0fYJAxMtY9SpXgcWtSxybOY1zGGixZgZErNPmJEflW4+YnlXm6ettPrbOK3qcDMy/6xF+veaemgs79lS1DKGzlf/5w/ZMH8bWltb48iRI4iNjVULCUgt0iVgJrYOGlsCizJL/pmF+BAf8gHygbLwAWW1SJdF3OmelGfIB9TDB/Ls2k0t0lQ/phb5PH2AWqRLQJiqW5CJiYlwc3MDE9TOzs60EQPyAfIB8gEV8QGH+/fgvXMXBBZ2iDeulzVGWqhXB68mTIWTmyucXVxkWxHj7OTsBNpyMnBxdYGjkyO2bd+GHj17fFZ5atK0Cf748w94enkSO/IflfCBYtfb3Fzh5O6GJ8tWIaxdV66MiatjgzhTK/CtGuHl5Bm4e+AgnNzdv6icKXb8iliulYf7sWVqWb382LFj3NJLNWrU4MqiLl26gB1jyy6Vh3SqehoY6zt37mDXrl0YNGgQ9PRkvcDYGtJXr17F7du3ce/ePURGRiIzM1Mt5B+1SKuFmSiSRIAIEAEioDQCz1/I1pE2qJslpGNrGkK87i+l3YICyklAKBRi3759aN26NerWrctVoJo1a4ZNmzZxlaacZ9M3IlAOCFy4guT+Q2RljJk1+MaWiLNtAslfG4GQ0HKQQPVLgkgkgqenJxYuXIipU6fixIkT6peIchDjhIQETjgvX74c06ZNw7Zt29Q2VSSk1dZ0FHEiQASIABH4EgKie94yIW34UUjzaxkhefnqLwmOrikkgdDQUBw+fBi//fYbxo8fj7Vr1yItLa2QV9NpREC9CKQfOwVh7x9lQrqODQTGlhDYNEHK6t8heuavXomh2BIBIpArARLSuWKhH4kAESACRKC8EiAhXTaWZa1B8fHxCA8PBxPV0dHRZRMRuisRKAUCJKRLATLdggiUMQES0mVsALo9ESACRIAIlC4BEtKly7ugu0ml0oJOoeNEQO0IkJBWO5NRhIlAkQmQkC4yMrqACBABIkAE1JkACWl1th7FnQioB4H8hfRz9UgExZIIEIF8CZCQzhcPHSQCRIAIEIHyRoCEdHmzKKWHCKgegfQT9kjoM/DzMdJr1kPkH6B6EaYYEQEiUGQCJKSLjIwuIAJEgAgQAXUmkKuQrmmElFXr1DlZFHciUDYEpFJIU1KQceUakhcuQ/Ky1Ug/cQqix08giYmFhM+XfbL9irAJ4iCJi0fqrn0Qdu/3UUib1IPAujGSFyyFyPdR2diK7koEiIBSCZCQVipOCowIEAEiQARUnUCuQlrHBMnzl0AqTIA0Ph7SuDhIBbQVh4GEL4A0KVnV3YHiV0wC0vR0ZLq4IWHwKMRWqg6+th6EXfsgecVapB09gbTjp5F29GTF2Y6fQtqJ00ia8z/Et+koE9LmthCYWUNQryESh4xC+pETkERFARJJMenT5USACJQlARLSZUmf7k0EiAARIAKlTiBXIW1YFwmDRyLt4BGkHTiCtP2HaSsmg9Sde5Dh6FLq9qUbli4BKV+AhB+GQsCWeGIbE42WDbjW1zjbpqiom8CqEQQWdjIhXbf+x08zawh7DkDqf3shTUoqXWPR3YgAEVAqARLSSsVJgREBIkAEiICqE8hNSDMBENe0JdeSxlrTZFtvCLvS9qUM4r/vgsRxU5B+4RLXwq/qfkHx+zICklg+hF16g29gnkMsCozrgW9kAb6hheyT7VeEjaXX0AICUyvZS4XsIprtG9fjXjgkDBoBSWzsl0Gnq4gAEVAJAiSkVcIMFAkiQASIABEoLQK5CmnWcmRqxYkBJghoUwIDHWPE2TZB4qTpEL95W1rmpfuUMgE2BlrY+0fwmUBkrdHZhSP7XpG37Cyy7cdW00Vck28giYgsZWvR7YgAEVAmARLSyqRJYREBIkAEiIDKE8hVSGer5OYQAvR7TmFUFB5mNtyYUGHXXhA9fabyfkER/DIC+QrpovhLBTqXX9sU8W07QRIV/WXQ6SoiQARUggAJaZUwA0WCCBABIkAESotA5t37stZnHWPwjS1pUxIDAZuVmI2RVQgitl+vAYSde0L0hIR0afl3ad8nVyEtHycdZ/cV4hp+XTE3myayseKK/KD4NLVC4qgJyLh+C9K0tNI2F92PCBABJRIgIa1EmBQUESACRIAIqD4Bka8fN5tufPPWiG/dgTZlMGjVHvEt2iKuftOP3XuzWqR7U4u06meLL45hbkKavaCK/+Z7bqmnlD/+QeqGzUj9e1PF2Fha/9mCxLFTEN/iO9mLJfZigZu1uwGEPfoh/dhJQEwzdn+x09GFREBFCJCQVhFDUDSIABEgAkSgdAiI3wUjZeVaJC9egZQVa2grLoOV65CybBWSfvoVbIIxrmWatb6RkC4dhy7ju+QqpHVMkNBvMMSBQWUcu7K7ffqps0joO0gmpFnvDGNLCGyaIGXdnxAHvCi7iNGdiQARUBoBEtJKQ0kBEQEiQASIgFoQyMjgxiZKIqNkn1HR9FkMBtJYPiRh4ci87YnEMZPB16sjEw8kpNUiOxQ3knkL6UEQv34DSKXFvYVaXp9+wh4JfQZ+LqTX/gHR8wC1TBNFmggQgZwESEjn5EHfiAARIAJEoDwTqKCV+tIwqfhNIJKmzQZf15SEdGkAV5F75Cmk+w6E+MVLQCRSkZiWbjTYevTCzr1l8waYWYNvWJdbVzp56UqIHj8p3cjQ3YgAESgRAiSkSwQrBUoEiAARIAJEoAIRyMyE6FkAEifPBF/XjIR0BTI9CencjZ1x6RoSR46XTTjG1pQ2tUJc02+RunGrrKU+98voVyJABNSIAAlpNTIWRZUIEAEiQASIgEoSICGtkmYpjUiRkM6bcqaLm2zCMSMLTkQn//RbhR43njcpOkIE1JMACWn1tBvFmggQASJABIiA6hAgIa06tijlmJCQzhu4VChExoXLSD9yHOnnLkLk4wtkVsyu7nlToiNEQH0JkJBWX9tRzIkAESACRIAIqAYBEtKqYYcyiAUJ6Tyg5zcfQ37H8giOfiYCRED1CJCQVj2bUIyIABEgAkSACKgXARLS6mUvJcaWhLQSYVJQRIAIqBUBEtJqZS6KLBEgAkSACBABFSRAQloFjVI6USIhXTqc6S5EgAioHgES0qpnE4oRESACRIAIEAH1IkBCWr3spcTYkpBWIkwKiggQAbUiQEJarcxFkSUCRIAIEAEioIIESEiroFFKJ0okpEuHM92FCBAB1SNAQlr1bEIxIgJEgAgQASKgXgRISKuXvZQYWxLSSoRJQREBIqBWBEhIq5W5KLJEgAgQASJABFSQAAlpFTRK6USJhHTpcKa7EAEioHoESEirnk0oRkSACBABIkAE1IsACWn1spcSY0tCWokwKSgiQATUigAJabUyF0WWCBABIkAEiIAKEiAhrYJGKZ0okZAuHc50FyJABFSPAAlp1bMJxYgIEAEiQASIgHoREIkg9g9A0pRZ4OuaQVC3PgRmNhDUawhh194QP/NXr/RQbAtNQCoQQNj7R/CN60FgbsvZnq9jgoS+gyB5+QoQiQsdFp1IBIgAEVAnAiSk1claFFciQASIABEgAqpIgIS0KlqlVOJUoJAWk5AuFUPQTYgAESh1AiSkSx053ZAIEAFVISCVSiGRSCAWi2kjBuQDX+oDAMRpach8+gyJk2d81iId36U3MvyeQMLO+9J70HUqyY7ZVBQdA2GvARCYZGuRrm0CYd+ByHweAHF6OpiUJtvTc0ZdfYDVE1h9gf6IwKcESEh/SoS+EwEiUCEIJCQk4Pbt21i6dCnGjx+PadOm0UYMyAe+wAcmT5+GmVOmYPWIkfD8ti2STa257r3x5raItbDDy0ZfY83wkRg7aybx/QK+qlw2jZ85E7+NnwD/xi0grGODONalv259pJha4VmTb7By5CjMmDIFU8pZulXZJhQ35T7LWf1g4cKFuHXrFgQCQYWoH1EiC0+AhHThWdGZRIAIlCMCERER2L59OwwNDcHj8WgjBuQDxfQBKx4Ph3UMkWnZkBNTwrp2iDG3hZdRXdgWM2zKo6pbRmnweHA1qIMkiwZZQlpcryGcDcxgQXancqUc+ICOjg7Wrl2L9+/fl6NaECVFGQRISCuDIoVBBIiA2hGIiorCnj17YGNjQxWdclDRIaFVtkKLianmGlo4YWCGDIsGciFdHzF16+O+aT200NSifFZO85lh5Sq4bWKJJAu7LCEtsmwAN2MLNNXQRNVymm4qc8q2zClN/hYWFvj7778RGhqqdnUdinDJEiAhXbJ8KXQiQARUlIBCSNva2lIFnyq65APF9AGNSpVISBeTYWkKA2XeqyAhzXxDmfejsCqOgFUVWzMhvWHDBhLSKlqfK8tokZAuS/p0byJABMqMAAlpqoypSiWtvMSjIY+Ho7rGyLTM2SJ9z9gCjSuoyCwvts0vHTV4PLgZ1f28RdpE1iKd37V0jMphdfABEtJlVlVT+RuTkFZ5E1EEiQARKAkC+QnpypUro2rVqrSVEYMqVaqA2SC3ChbZRvX8kle1CrSrauCbatVxyqjOZ127vU3roaV2DfAoX5W7MoVXpTJMNbXgkU/X7mpVqqBSGZUlVI6rXnmh6jZhz5hKn/SiICFdErWw8hEmCenyYUdKBREgAkUkkJeQ1tfXxw8//MDN0Pnw4UN4enrSVkoM7t69Cy8vL5w5cwbjxo3LIaRZ5YbZZvHixfDz8+POI9uoiG/euwcv99t4eOwE3g8cjniDutwYaUEdGwgsGyCybUf4Hj0Oj0ePKC+VUl4qrbzh4fsQ92/cRHj7bogztYLA3JazPRsj7aBngsZVNbBt0yY8fvqUbF/ObF9aPlZa9/Hx8YGjoyNGjx4NMzOzHM8fEtJFrGBVoNNJSFcgY1NSiQAR+EggLyFdp04d/Pzzzx9PpL1SJ8Dn87FmzZocFRkmpFnl5vTp06UeH7phIQmEhCF95i+IrW0qE9Jm1oir1xBJPfoBwSGFDIROUzsCYgmS+w0G39gyh5C+qWOExlWqwtvLS+2SRBGuuARWrFiBT+dOISFdcf2hoJSTkC6IEB0nAkSgXBLIS0ibmppi+vTpEAqF5TLd6pCooKAgLFmy5DMhbWJiggMHDqhDEipeHDMzIXoWgMTJM8HXNZMLaRsI6jWEsGtviJ4+q3hMKkiKJXw+hL1/BN+4Xk4hXVsmpJ1v3aogJCiZ6k4gMTERCxYsgLW1dY7nDwlpdbdsycWfhHTJsaWQiQARUGECJKRV1zgkpFXXNnnGjIR0nmjK+wES0uXdwhUnfSSkK46tlZVSEtLKIknhEAEioFYESEirrrlISKuubfKMGQnpPNGU9wMkpMu7hStO+khIVxxbKyulJKSVRZLCIQJEQK0IkJBWXXORkFZd2+QZMxLSeaIp7wdISJd3C1ec9JGQrji2VlZKSUgriySFQwSIgFoRICGtuuYiIa26tskzZiSk80RT3g+QkC7vFq446SMhXXFsrayUkpBWFkkKhwgQAbUiQEJadc1FQlp1bZNnzEhI54mmvB8gIV3eLVxx0kdCuuLYWlkpJSGtLJIUDhEgAmpFgIS06pqLhLTq2ibPmJGQzhNNeT9AQrq8W7jipI+EdMWxtbJSSkJaWSQpHCJABNSKAAlp1TUXCWnVtU2eMSMhnSea8n6AhHR5t3DFSR8J6Ypja2WllIS0skhSOESACKgVgVIX0lJpvnzyP5rvpcU+mPu9c/+12DcrRAClJ6TzT2MBJgMgRf4hFCKx5eUUNRfSBduaWZv+ciNQIYR0YRwkNziF+I38qhCQSukUEtKlBLoc3YaEdDkyJiWFCBCBwhModSHNopbKR8I7b7g63sD5qzfh4PkQL8ITkJguKVTERXEfEPnMC+7XXHD7QRDexIiUU7vP5EPw5hG8b97EzRv38fBFDGIzgBKsO+ab3tIT0gBEaUjjv8Njb3c4XL+Eazcd4OwfjjBhZr5xzDooiock8gl8HG7B2fEBHgREIS4NEGedoPwdaXo6koUJiE/ORJpIRarh6iCk04WICwvAXXcH3LhyEddcPHHnbRwSCpn/kB4B4RtveFy9BReP53geLESykrLgZ16Sng6hUIi4pCSkSUrSmz67c5F/qBBCmlHJSERK6EN4ud7E+Ss3cMP9PvxD+IhPK1z5LU6MBv/lfXjedIab1wsERGZCVCKmTUVamhAJCSlITgYkhYteke1eHi8gIV0erVqyaSIhXbJ8KXQiQARUlEBZCGlpqAeebO+H+iba4PFqw+C7YVh65jECogsj2sSI9jiA45NaooGGOex6rsfSS5HIKK6QkoqB8FtwXDkUXWrUQE3tjug/9yKuhgDpJVLJK9ghSlVIJ4Uh3H0HpvRtCkNNHirXNES9n8/i2KP4giPKzoj2QNThkeitXxsmxj3R62d7uAVlIFGp7GRiWSIWIU0Yj8AH9+F+zQHXfELxLjZdNVpK1UFIRz/C/aML0aWZMarzeNCw+R6t//bG04i0wtn67WG4Le6IZpV0UPerGZi1xQvPBUCGEoSKVCqBRCKBWCQCPnxAmLc3rl67hosuLrj34gUiE5OQUTKqq3Bpz+esiiKkpTHPEXxoGDo00AGPVx3azXrh5wO34fMhPR86ikNSxPldxtVfO6BlDTPUa/UbZh4PhSBFSQWFFJCKM5GZ+Q7h4Z64f/8arl/3gKtrEF6+TENqmojrP1NWL0cVFFT9k4S0qltI9eJHQlr1bEIxIgJEoBQIlImQDrkNvy09YaFbGTyeFmp+8yMWnPLD8wKFtASQhMN1108YW4+HKjweeLV74LtfziA4U1QsWlKxEMGXVmBpPytUY+HyNGHR9TcstH+L6DJS0qUqpBNDEe66DeO726EWS79GLZjOOo3DvnGF4vrBeSN29awCA46dKUzbz8IWh1cIFhbPLrKbs9qxCBmpCUiJfI1X7iewckp3dGlugcbfdEDn/x3AlYehUIKOK1Ra8z1JHYR0lC+8Ds1DuwY6qMzsVbcVWqy/hyeFEtIJ8N85CvOasTzC/KQZvpu4EfaPYyAslpJmL0nSIHjtDrfdy7CwTyd0b94MjerbwcrKGlZ29WHXqBXadh6LGTsuwel1jGq8OMnmDBVHSPvj3f6BaGOlBR6vCirbdcXMvW7wDiuEkJbGwOfsWsxqwpOVM1qtYD36APz4ydlIfumuFCmhLri3sTtG9GwKmwY2qF+/Hqys6qO+bRN81bIzWo9aiOWn7+JBjEQpL36+NKaqfh0JaVW3kOrFj4S06tmEYkQEiEApECgTIR3qgcfb+8DaSBM8Xg3othqMRaf9CtEiLQHE0XA7tATT2tSCZR19aDYdjL7LziA8s3gtGlJJEt5e/QNrxraBpakhDMwt0GrUIqw6/xL8iiCkk8IQ4fYvJvZqBL0qPPC09VF3jj2OFrJFOsRtJ3YNMUIjCwNo1W2OFkP+hz2urxCaUJheBvk5uhiZSZEID/CA4+l/sXPNbMwc2hFWteVCrrIODAeuxdHbb0hI54cx+7GoR7h7eAE6NdGHFo+HylZt0eqvwrZIp+Dx3qlY3LkmjE1MUcOuIwbM3YbLT6ORUCwhLQbSw/Hw3N9YPOAb1KtUDTU0tFFTtzZ0dWuhhobc3jxt6LboialbzsM9WIq04mX77FSKvV9xhPRzBB8cgnb1a3AvQjUb98TsfbfxoDAt0lIBHl7Zgl87GaCBeS1oNeiJljMPIECgDCEtQcyzEzgyVBtNzLRQuYYBjI1NYGygI385ygNPsy7qD/gNK4564gU/E4WQ/sX2C3UMgIS0OlqtbONMQrps+dPdiQARKCMCZdfPl1UAACAASURBVCek+8LGiLVo1IRe6yFYbP8YATGFEF1SKYJ9ruP0hln4acZkTFqzG/85v4BYXMwxslIpkt+5w/HgOsydMgETfv4Nqw9fhfObRGQWN+wvtG2ptkjLhfSk3o1lQrq6PiyKIKRTwx7gsf0iLJo5EeN+XoIVBy7iYXAckjKKaRekIi7oDhx2/orxHerAtLpMUFWqJPusUtsM9Ub+jZOegSSkC+tnWULaQC6kvyuCkAaE/udwa+dszJo4GZOW/IXtl+/gTUxa8fKJNAOIf4Er2xZiaOfvUferHzFo5DTMm/cr5syZigk/tMP39Y1lrZg8Hoy/n4zpR8MQUchxuYVFU5zzKp6Qrgkerxq0mvTE7P1MSGcUAp8U4QF3cGnrz/jfT5Mwcdlm/HX1MRJTC1H2Fxi6CBH+t3Bgai/MnjERMxcuwcoVy7F03mwM7/YdGtTSkvViqmaJb39YgBNP4xFdmCgXeN/ydwIJ6fJn05JOEQnpkiZM4RMBIqCSBFRFSC+yf4JXhetFDHFGGpLiYhESGoIIvgBJGcroPszMI0FavABRQUEIioxCdHIKRJLiCsEvN3vZC+kzOP44qZAJkECUkYzo98EIDQ/n2GUqZXYfId7fPYmNY9vCSoOHSlrGMG7eFd81qwazmjzwapKQLqSBPp6Wq5B+AP+YwnaOFyEtUYDwoCCExcQiLi0dEm7QaTHyijQTSHwHH4dz2P3vPmw54om7D1/hw4cQBAUG4JXzAWz7eSCaG1eXiSHdrug46Tz8EtOhrNz/EdCX7VVsIe0B36jC2V+SmY6U+FiEhYXiQ0wsEtIzIf3iQcvZ7ylGQkwwHjvdwGP/ZwiKioaAz0dsZCg8Dq/Fwq5GqMl6NlTShWWnsVh3PRBB8YX1+S/zCXW9ioS0ulqu7OJNQrrs2NOdiQARKEMCZS+kdaDfdhhWn/OFl7cXHt46hB3/bsfmTduwc99pnHF8ipC4tI/jIaUSxLwNgM+NC7h04RyuuTzE0zcCcHpXKoIwPBhP3W/hxqVzOHX5Dm54foA4IQKhTxxgv38jdmzfin92H8cRFz+8EAOKdhBWkUsKfYvnd1xw9dw5nLt8FZ6sIh8rLrPZXstWSBvA6rdLOHQ7AHEvXWB/eAd2bN+ELVv34L891+D5OhbZ33ukRLxHoNs13LhwFheuOuK2zwtEC9K5WbslyfGIeeQG12sXcOr8TVxxfoLY6FhEvvSCy+lN+O/frdi4fQ/2nL0J53fx4GdvJZIk4YOvG46vWYLpU2dgzqpt+GvnQSweYoCvDHjgVSchXeTi4xMhXdWmPdr87YMHTx7j3YPLOLR7C/7dvgWbtxzCoZMeeMbPQPZpyOJfPcHTWxdx6fx5XL51B77PQyBMlnB5NCPqPYK9buHqpQs4edEN7vdeISU+Bm/uXcTlwxuwddt2bPrvII463sf9qHRkdViQSoB0IaJDg/HyVTACI1KRpsicrK8B/xEcd85Ft8ZG0GJDD3jfokX3nfAQpiK1yABK5oKKKaS1odW0N+Yfdofrg4d47HQEe/77Fxs3bsWO3cdw4sYjvI5MzNZbRIq40Hfwu3UJV86fwRWHu/B5HiufLFKM5JhwBHg6weHyOdhfcsZF91Ak8SPBf3MH5w9vxn/bN2Pjf4ex99o9PEmB3PYKMS2FKCMNCYJ4ZH7yAjTR9zhOz7CEvjbzHW3U7TAUqy6/RaCAhHRuuYGEdG5U6Lf8CJCQzo8OHSMCRKDcEih7IV0Tul/3wi//HMQ/K2diZm9r6OvqQEuzJgzMv0argYvw77WHeBMnH80mycTDMzuwemALdG3fBl3HrsX640+RyWbtlqQg0PMq/v15CH7o2hbNe0xGnzmHcffcXuyePwAtrapCT6c6qpg2ht2Q+Vjp+A7+AtkgS6lEjHDHg9g1dyS6dWqPDp26Y/aqg7jim4L04s4I/oXeU1ZCWr8qGyOti7qTd2DZP9tweMkgtLLTh76OBrSrm8LQtCcm/nUa119HI0UudqK9zuHc9Dbo2+U7tO01GtOX7sEdfwFS2Mpaka/xeOs0TBnQEU3b9Ue3Uctgf/g4Dq+ZgqEttWCsVx1VdUxh2rovBv99Hlf9o5CkqN+KMpD4IQovfV7hUVA4wjMAQVQojs00R1tDFk8S0kV2r2xCmk2sV9XyW3w1/wT2bF6B3yd1gK1pddSuVQ3VtK1h+/U4LLW/g4fhCVkvs94eX4mtI75G+46d0HnQT1i94xr8wzK5lyZJfjdwY9lQ9O7SHk27jMGYOX/B0f4o/preCZ3tKqNmLR1oGlqhwYAZmHXQA37hych6b5Jfq2T8UzjtnY/uX+nLhHSl1mjZdy88hWk5RH6RWSjxgooppKtBs0EHTFu3C/+sX4j//VAfZka1oaFRA3omDdGs9y9Yf/I2nsekQszZV4wA5zP4e2Qb9G7/DToNm4/5//kgnq2fhnREPL6N/fPHYESPtmjRdTg6TDuIGycO4szv49DOThuGOlqoYmSLOj2mYe4Ff9yPEmUT6XkbM9RzD/6bZI7a1dgEeWZo3n829t6LQjgroOjvMwIkpD9DQj8UQICEdAGA6DARIALlk0CZCmljtvxVFWgYm8C6fgNYm5rAuEY1aGtroWqVyqjEKvnVasKsxy9Yfvw+hKzGLcmA15GFmP4tDzWr8lCj7WRM2eMjF7tJeOF8CEsGWsOidlXwjOqgeqvv0NbYGI1qMmGggapVKqFSZVn3Pu1a3bDo6H0EMNNKRIhyXIs1oxqhVrXKqKqtg85T/8D+h2lIrWBC2oBVNqtoQLv5t7C2rY8mNaqjVo1q0NSozHWrrVRZE9p1m6PvnA244J/MieX4e//h2CgeTFl3a8Nm+H78alx+HIsEAOIIP3j/0Q7fWVcHT7MmtGzqo7lFPTQwNECNGlqoplkJlZlNeNVQRbMRBq48jQvBH2eRkrLlkDLFEIll6jqJH4ajM8zRhrVIk5AuesGUTUhXZ9x19FCrZRs0MjWDTXVtLv9pVK3E5b/KWjrQb9oVs7ZcxN0I2XLtwcdHY0UnHqpoaKGaXVeMXX0E3qEirot1ku8RnJ5VHwa1/s/eecDXdP0B/GYnRBKSyJDE3rM2VZtSVGuP2qtU7b2LKkprtGrWVpuqP2rX3lvslSBkyU7eyPv+P/e9IMEjyHjj+HyeJHece873d+5993vPuefYImXPiUv+gpTz9sEnuzMOWWywtbFA0sY6G9m9a9F39VlOhb6jCJpEoq5sZfGIxpTykLCWRwvP1ZBqA3ZyPfqFhr8jkfRfbXYiXdAZSbLA0i0nufMVIH8ubzyy2pNVvn5bW+nqj5UNblU70nPuPp5qZVnNhe2zGPiZpJ1mz7b4lzSe9h8h0fITuXgenNzCxLYlKOJujeTkik2FKpTN5UNpRweyZLHByjqp/lhnw9quCt2nbuNUAqQcxkKDKiGO+Lg4oiKf8ezuHmaP/4Z83g5YWFrgnKsRrQds5EKsGGxM31khRFofGbFcHwEh0vrIiOWCgCBg0gQyVaQ9smin0LG0d8LJrwyVv+xAj2EjGDe+Hx0blaBETt2AUpJVaer1nsfeJwkkqBI4tmwgnUvopr+y+KQ938w7+UKkr/67kCFfeOEmy6BkjeSVnwIVGtGySy/6DepM4+r58HWVp92S19tRe9hKNjxAO71S8O6xjGmRR3ejLtlSqeMP/HE6wexE2k3b/dESS+dc5K1Qn8advmPI2KH071yTuiWy6d5RlezIXaENw5ae5k4chJz4jeUtJZzlbreOBfikzSg2nQ/WifSjMxyfVI4yuZK4Z3PFtUBFarbqyXdjRtG/S3UqF3PW3njLcfFqOp4ROx/pPe9iw5KJtOjarZeT3hXJRVrufWBph51HQUrVaUG77wYxfPT39Pq6JKV9bJLOEzcqtRrLb3sDkV8pvbOqJSOrJp2bflVpOWYJx56L9OklrO7hQ1Y5XckSyxw++JSsxdffDmHAyO/p2aI0+TysdelauFF80HpWX4jQm1VZ3eOfXGbb3P60rZGbrFoJl/Cu24+BmwIIS3jedeEtSWTQKrMT6UIu2jha2GYlq3cxPqnfis6DhzPuh8H0aFWZcr6Sbno1qSBlm09m2/1oYhLVXN4+k+8rSzjK1+ACn1P/pwMEa0U6jvvHNzKuRYGkUfktkHL6kbtsfb5s150BQ3vwVd2i5PdMqj+SBRU7T2PhlUSUL6qBBo0miMMLRzCx8xd83aw5Xzf6jOIFPbGwdcA2TzXaDF3JzrPR2geAGVQ1jO4wQqSNLmSZnmEh0pkeApEBQUAQyAwCmSvScou0hI1jHoo0GsD41Xs4/eghQU+ucmDFIPo1yoOrdnRmWwrU/Z5JJ0IIj4vn9MohdC0taUccti3fkU5/JBPp3YsZ1thX1zIqZcehUBO6zNrI9svXuOa/n7+mtaVhec8kWZYo1OkXZhyTu42rCdkzgXGt8mMvy6B1Fj7tMokFZijSrlqRtsXOvTpfDfmd1eevczvoDjeP/c68QTUpYKuTqGy+VWk8dDnHHkPgsfmsbC3haichuRSmQvsxbHku0o/PcmJyRcr7yWJmg3XOUnzaczKz/z3DtaD7XD04l7FdKpHPSdLJdKXetJx/Qe/pEJO8RVqItF5OelckE2kHua5b5sC1cHO+n/83/96+z4PAi1zYPprBTYsmzQtuQ64Kbfn+j4PcjYEbcov0ZzpRtsr7GW3GLn0p0mf+ZE2v3DjbW2hH5HcuUoevxi5k0/nb3Am4wLGNo2hX0xc3+bi2WbD8ajYz9gS8OauqBMLunmff2il0blgSz2xW2jTtfKvQeuJq5GctqhcC9eYkMnKp+Ym03CItYWnrSd7aPRgw/2+O3A8gKPQWx7dOZnTrIuTS1gMLPEu2Ytj+RwTEKLm+81f6VZVwsZCwKPwFDaceTBLpeB6c2MSE1oXJn0OuX45IPnVoMXEZ685c4catE2yZ253WNfxwSHqgkqfpUEbsCEn2+o0GTeJd1vSuQr3suuuU7qGpXM/tcSnVkuHzd3MtTEOCoYxSl5GVNJXHEiKdSlBisxcEhEi/QCF+EQQEAXMikKkindNe2yrslL8u3X/dw9G7ckdg3b/YgH1snPoNlZx0XTmdyzWj1ZJbPA6P4eyaoe8WaVkGncqSo+1STgY+0yaaGBdG8KFZDG1dFtckGfRsOYXx++T1akL2CpGWp7/KIbOxccaj3nRm7byjfYdV5ysPubZrOp19Lcghtya5F6Jsxx/ZcS2WOwf/YGWbd4i0jyxX7tiX78LMbWd4ECMPEqRG/ewe/8zqSfOSEjZyusU7U3fm0edV4bWfQqRfQ/J+C5KJtPyOtEWOkpTo+Bd7b4bp0pFH0NZcZfvUDtTPojv/7AvXovmEtVx4oubqsraMrf42kfbDWX6gYleYQs3HsuX8Q57JPXc1CUTcOcHvfT+lipf8+kBWpNo/8sM/t96Q/xgiLu5ly/T+NK5ZAJescm+GLNj41uCr0av5++LjFwMFvmHnTFlkdiJdMJvu1RyvSrSdtJFd/qEv3qOPDzrJ3oXfUcvLVvvA0yF/VRrMuczVoFhu7Z79bpGW54m3z4/FF7+x9WKQNp6JyngiTy1ieq/P8Myqk2T3z/vTe+MDEpI9UdFowjm2aDJTun1N8xaNqFs5N3k9rLCzsiJnziLUbd6Hn5bv5NITNXEG9CAmUyqtnoMKkdYDRizWS0CItF40YoUgIAiYMoHMFOm82nmknchVpTWTtvhzK/z56KtAzD0Orx5Lq6KSdu5Ym2KN+PzXCzwMjeLcX8PeLdJy1273Krh9u4VboUljDiujiTu7lHGdqpFT2/VbwqPFj4zbK48/LUT68f45yCLtYiVhmdWVcoP/YdPllGMiB1/aytyGFuST+Tnno0jLsWy9GMmt/fNY9S6RziW3CnniUP07Fu67RtjzUZljn7Bv0SA6VLTXiXSxjtSZcUTvaSdEWi+a1K1IJtLyg4us+T+l8azL+Ie8fC9dTujKuhEM+0TCQe4VkvtTvhi+jDMPFVxZ2iZ1Ip2tFMU6TOPAjTDitae2mrhHl1g2vAE188h1IQtSrUlM2HYzRb4VCbc5s3sGk3s1oUaRXGSTH4rZu+JXtTXfTdvEnsuPCEtImdcUCWTSH+Ym0lUKyPNIO+BSsiHDlx/nwtNkVhr3iIv/m0WX8va4ya3WvuWpPOk4FwKjuLNnzrtF2klCylYEi3arOXgrqeu/Ro366jrmDmhALnm9JOFavx/fbrifQqRBRfDNK1w59h8HD+5mx9blLJ7Uld718+Hk6Iita34qN+vLr7vucOeZ4dWjTKq+KQ4rRDoFDvFHKggIkU4FJLGJICAImB6BTBVpN1ttt9KC9Trz2/4AApJPWRz/mOMbJtOptISz3GpWuAE1pp0iICSS86kRablFzKMqbn3/5tbTGF3gFJHEnlvOuE7Vyantvizh2fJHxu8TIk10IM9F2tlCwsYpJ5//coI991PW+dDru1jezILCcouQY17yfz2KTeeecXPf76kTaSsvHGr1ZeGeq4RoB2JPhOhH7Fs0hI6VHZNEuhN1Z4gW6ZTk0/CvZCItD9yVo0Qdumx8wr1XXlW+uXUcE6tKuveSfapQb/BiTgXEc+XPd4h0z6QWaefSFOs0jf3XQojV+oqSmMCLLBvRiJp5k0S69mQm/JNMpOPvcvXQ74zs+AnFveWu3HLLtg9lm/Vl3LLdnL4XbXAt0c8jY3YinT+rtvu1V5Xm/LT1MjeT15+EYK7unU+fqvZ4yjH0LkuZsf9x9kFE6kQ6m/ygrggWHddoH8RoGasVqPw3MHdgI3I568ZbcKvfj94bXxVpufcDaAcpVCtISIgj+uYODsxpS6Fsuvers+WtSZeZ+zj+IOp5+MTPZASESCeDIX5NFQEh0qnCJDYSBAQBUyOQ6SJtkZ2CdToyZ8897r/s2Y0y4jJ7Fg+iia9EFknCtnhj6v967v1apHNWxfW7Ldx8kiTSCZHEnl3G2E6fCZF+tSInF2lLCZts7jSYdphdd5L1EkBJwOkVTKpgga/8jqJLfoq0HMeWixHc2p9KkZZbpGt+xwJZpLUdBXQivXfRYDpUEiL9aljS5e9XRbp4Lbr89ZDbL3qEyDGP4OSSfvTKLSF3/5byVEtqkU5IfYu0LNIdp7HvWggxL0T6AktHfJFCpF927VYQeORP5vX+jLxJLY6WDn4UrTaQpccCefoChjyglPx5scAgfjFXkfau9DU/brrAtaQ3A+RgqKJucnLzJNoUsSO7JGHlV5FKk45yISAy9SLtVASLDqvZfyMpYbUC5dX1zBn4Bbmc5ddEJF4TaW29eFPFuMeTIzP40t1J29U8i3slvhq8lt3XQwz2wUxmVmoh0plJ3ziPLUTaOOMmci0ICAIfSSBTRTrpHekcRevSa/Yejt992ToQcmkNCwbVpYB29F8H8tcfwKTDTwmPjUvdYGNy12Mh0qmvHclEOruN3AroTJ6vf2buv3dfztMbf5Zjy/tRy9ECW0nCMc9nNBm+kuOPNAQe/ePdg40979otRDr1cUmPLZOJtJ08xZxHSSr2WcveG8+S3nFNgNCd/DnoC4rLEi3Z4135G77/4z/uRadmsLFkLdKpEen/3dU2IaqeXmDTz91oWiYbttpBBotRqtoYlu/y5+aTSKLi4oiJjiIqMpLIyGiiYxJQqjUv3stND1Tvk6a5iXRV7TvS1mTJXZlvftzEbn+5Z4/u37ObO1g36StKaQeIs8Lzk7YM/zeAgCgF13fOenfXbrlFOtUiLb8jLctzPPFR4YSGRBCTkJhyfungE1xZ1ocC2XUzRTh6VuHrYRvYeyNEO//583yLnzoCQqRFTXhfAkKk35eY2F4QEARMgkBminQ+j6RRu51zU7pxPyb9sYnDp85w+vR+lv3UkVYVs+taw2xKU++7P9gTpCBepeD48sGpe0daiHTq62gykdbOI21hi53PZ7Ts/yt/7T7FidNH2ffXWEa1K500krM9uSu3Zeiy59NfzWPFu0btFiKN6uKl1MckvbZMJtLa0Y9tcuBW4isGz1zL/46e49SxXfz9ezfaVvXRdbW3zEmlNuOTTX/VhtFvHbX7/UR64o57QBxhFzcytWt1iskSJQu8TSlK1unHrCVr+HPpUv5ctICFCxeycMF8Fixcy/qtJ7kVqiLuTQ2Q6cXuLemanUgX0o3abeHgQZG6PRg2YzUHjp3i7PkjrP2tP11reeKkfRBTkLItf2TbvWiiE9Vc2f5L2or0pgC0r8yHXuTKnlX8OnMBKzftY8/Rc5w+dYKzJ3eze+EYxn9dBnvtg1k73Io24fsFRzn3KPYtETXfVUKkzTf2H1pyIdIfSk7sJwgIAkZNINNEelYD8rjrRFqysiVrzmJUrdWcrj2+pc93balWKifZtdNQOZC9UncGLjjIw4RENIkKjiwdRJdSuhGerct1oGOK6a8WMbSRDx7yyNPuVcjR5/Wu3WM6VsNdfodaksjZYvLLwcb2jGdsy3y61jBLe6p0nsh8c5n+KiqAx/tn06leEXIkDcQm2WYjT7HqfNG8J737dOHLmoXJq52WxgpLtyLU6jqRFafCkF+NDD8+h+WtJLLL3J0KUa7dGDY/n/5KO490Bcp6S0gWHtjV+I4Fu6+k7Nq9cDDfVMyim5asqDzY2NvfkV7Ww5sK8vQ29p74tvqJVYdup2yByqyzUqlEdekqUV16EeriRZhPAcK88hGWuzARtT43KJH+rGh2tNNfSRbYOrpTqkpTWnXszbc9W1OrlCva+cQts5At/6d0mvwXe+9pkGcMureyJSM/1Z0/Fnmq0Xrsny+nvzr9J6t7+pJN7tWQrSRFOkxln39wyq7dwxtSI7dcFxyQak1m0k65RfoZdw7OYegXJfHVypeE5OpCtgJ5KVWiOCWKF6e49lOMYkULUbR4fZq0n8H2m3GEJRvjKrPCLh/XrER68ddUKagTacnCCocchShb9Us6d+1F3+87UK9qPtzlOmBhiWOpVnSY+j/uRCm0gzpe2DaTflUknWQXasjnL+aRjuf+iU2Mb1WIfI5y/SmM9M1q9l9/pWv3gIZ4Jz1sca33Pb03BaKdTvzWejaNb0Zh3+JUqtuGVt0G8F2fb+nf8ysaVSyAj7WEtaUVNm7FqdhyFEtOPyUo5ViKmVl9DOrYQqQNKhxGkRkh0kYRJpFJQUAQSGsCmSLS9/dz9ucaL95TlrL5UOyT6hTOmx/XLNZYW+nef5OkrDgXaEy3af+w59ozlHLLU2ICBxZ+R7sCSa1WRVvSas6xpK59UVzeMY/+dbLjKN+MZymNXbcNXA9KGsUsIYKYU4sY1qqc9r1rWaSzNh7PiH/lGzU1wbtGMryJp641TJIo02YMc0/GE6c9cFqTf3d6d+7cYcSIES/yI+fX0tISDw8PFi9e/O4E3meLqAc83DOD1p/5artty8eyKNaYIqWqUsHbCVvrpIGftJLjR7nWE/l522XuJw0wFPLfDBZ/Ken2tfKhWLOhrD/zVCvZ6oenODq2OEXlKW3kuWErdue3nZcIfvGOdCD//t6XliWTYpq7FVWnHNKb++iQByzu6Exx7RRm2XD9ciLLDtwUIq2X2Csrgk5xaOH3lM9tq6tbVtlxKNuC8kWKUMRN1/VVjr/8scpWnkbDlrH2RCDhSfPu3l7SmMFlk2LlXo6mwxZw+IFSK9nRJxewvGMOLOX9LfPj12oiu688fSHS0QHnWDigFhXdk/avPI6x2+8AIVzbMZmelXLrzt2k4z/Px+s/PclfoR+r/KMJfqV4mfWn2Yj004vcmd+QMl5J12kHLwqX+pRiBYvilsUWG+vn129rHHxr02rUaracDyVW2/1axZnNP9GrjISVHGOfWtT4YS9Po+Qh/OO4d3QdI7/0wVPu2m/hi9RiGXv8Q3Uhld+RvryGGb1r4pw0j7TdZ73osi6pRTpoF1t+bEZhy6T56CVrrKyssJYfyCbVJ5fCNWjU62d+33yeOxEq7dR+mVVfDPm4QqQNOTqGmTch0oYZF5ErQUAQSGcCmSLSz+7w6NAifhw3nG8HjWLklFksWLKCWdPHM7TfN7Rr15b27fvQp/9Ups7bxsHLQQQ/bznQqLhzahvrZvZh2KB+DJu1hr+OPUCVKFt2Ak9unGD7kklMGN6PXuPnMHbTZUKi5ZYQeQSceJSBp9n11++MHzGAwYMGMWHFXv69JSeeSMzNf9m1YgrDhwxk0NARzF27h+OBKpSZ1OKVoSKdEEHk7cOsXTCNscP6M2jYKMYu3Mbvf8znt/F96Na1HW3bdaNL1+EMGzGH5TsvcjlIgfbeWJ6t7O5hTq/oz9jh/ek3ZiqzVu/k8qMY7fvViZGBPNgzi18nDqbnkAmMmLeZ4zefEKMVMw0kRHDzxDbWzB7JsMED6DH9L+YflLv7vvmfIjaC0xsmMmtsD/qP+IFJK/dz9u7LOWzfvFcGLTWGFumoQO6d+offp49lxKDvGTJ+GhP//B+LZk9hyrBudOjYjnbt+9Cj51gm/LScracCeRDxcpqg0NMr2PFbbwYOGsKQH39n5a5T3I/QvZOaEHiKcxsmMXrYIHqOnsH0v/ZrR81XaM8hNYqIR5zavph5Pw6i/5AR9P5jD3u0LY4xPL22j82/T2f8d/0YPHgwgwYNZNCAAfTv3z/lp19f+g2YwE+zt3DuqYKkoQQzKMD6D2M2Ih0TRNjJZcz9aRTfDhjB0Em/8Mei5cz9dQojBnbkm/Ztadu2J72+m8TEWRvZefoBj2NIGhwukYdX/2Pr3H6MHtyHwVMXs2j/be07zaAk/MEl/l0xjSmj+tF79DQGrznHreCk7teJahKfXODw34uYOHowgwb0Z9yCrWy6FKG7DsXe4dp/a5k9cjCD+3agS9fWtGnTltZt2tK5c2cGDh3OT/PX8ffh69x+Eo/CQF4J0F+jMm+NEOnMY2+sRxYibayRE/kWBASBjyKQGSKNHo1+LQAAIABJREFUJpFEVQJxcbHExMURl6BApU5ErQojMuI2N29e5+bNEB4HKZNamlMWUa1SooiPJTY2lth4BQrVc9PVkKhWoUyIJy5WTjueOIU65ei+iWqUCt2x5f3jFC9FWaNWokyI06UbG0e8Qpkk6CmPn1F/ZahIo0GTqEKRxC42Lo54FajUcSTEPubRo+vcuPGYe/diiItToH7lJlTeV5UQq+Wu3Veh1G6j3UyOtzKeeDnesXHExevi/SIJjQZdTHXsY+IVJLzt6YVGg0oRR3xcDPKx5BiqtQ9SMioybzmOMYi09vxTkBAfp4tXvIJ4NahVUURHPuDBgxtcvx7G48fxKJTq11r6NSoFyufnX1yCbpukYGrrgUKXrnz+yeeQOtnw2hpNIiplAglx8vkbR2yCUjtgmDxfkXzuvqh/8rn91k8c8fEK1InamY7eEpCMW2UuIv38+h0frzufYxMUKFUa1OoIYqLvcOvWNa5ff0LgQyVxitcHg9Ndo5OuFfEJ2jmgn18LNIlqVIqka0VcPLEKNYnJ6g8atbb+yNd37fU7QYnixcVI/l5RoZDrVsw9gp74c+3adfz9rxEYGEBUVLT2uvL8WBlXM4zvSEKkjS9mmZ1jIdKZHQFxfEFAEMgUApki0tqSPp/CRvdTV3j5dzVqtfxJJPEtN8m66W+S0niVXNIUKHqnyHnb+rete/U46fx3xop0UmGSl1+7SGYsx0IXE7U8SnLyG9vkDJLv+9rdalKstNsk3+nl72+N6cvNdL+99VivbpyBfxuDSCfheJ138lhrSEx8XYKS4GubF1/s/xred8X6LetTxDX5dm/6/bUDZ+oCsxFpLeWU8dCBl5e9cv1+7TqQFKLkcX41am9b99qxX3+QoquX6qRrli4/iYmJuinTXj2W+PuNBIRIvxGLWPgWAkKk3wJHrBIEBAHTJZB5Im26TNOqZJki0mmVeXNNx4hE2lxDlF7lNi+RTi+KIl1DICBE2hCiYFx5ECJtXPESuRUEBIE0IiBEOo1ApkMyQqTTAWp6JylEOr0JG2z6QqQNNjQiY+9JQIj0ewITmyNEWlQCQUAQMEsCQqQNN+xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoCQqQNN1xCpA03NnpzJkRaLxpTXyFE2tQjbD7lEyJtPrFOq5IKkU4rkiIdQUAQMCoC+kTa29ubvn37GlVZTC2zISEhTJgwAUmSXnwsLS3x8vJizZo1plZc0ynP/QDie/YlxNmTMJ8ChHnlJTx3YaLrNIS790ynnKIkKQmo1ER/8TWhOXMTliu/NvYqv0LscHKnqJU1xw8fTrm9+EsQMGACY8aMIX/+/C++e+TvIV9fX6ZNm0ZAQIAB51xkLTMICJHODOrimIKAIJDpBPSJtJubGy1atOD48ePcvn2bK1euiE8GMfD39+fq1avs2rWL7t27p7iRkUXa1dWVH374gfv372u3E7ExkLp57RpXL1zgxtZtPGrRjvAcuXQi7Z2PsNyFeFq1Jje2bOXyvXviXMqgcymjzo3Ld+7gf+QoT6rXI8wjTwqR3uWSk6LWNiyeP58HgYEi9iYW+4yqYxl1nFu3bnHy5Em6dOlCrly5Unz/CJHO9Fs2g82AEGmDDY3ImCAgCKQnAX0ibWFhga2tLU5OTjg7O4tPJjDIli0bdnZ2KW5k5FYBOTYODg4iJpkQk7edC1mdnHBzdqZqdlfWefqi8C2oFelnPgUI9inASe+8VMvuioVTNhE7A4vd2+KamnVWTtnI6+LCYa88RPkUJFzuieBTALlFen9OH4rb2OKcNSvZTKzcqWEjtjG+70/5e1/+7pEf3CbvESVEOj3vxow7bSHSxh0/kXtBQBD4QAL6RDr5l6f4/WXXasFCsHhXHSggSSx3cUfpV1grUxFJIn00py+Fk3XTf1c6Yr1x1TUHSWK/Wy6ifV8RaQ9frUiLeBpXPEW8Xo+XEOkPvNEyg92ESJtBkEURBQFB4HUCQqRfv1kQN1CCyYfWARsLC0rZ2LHK1QuFb6EUIn3cMzdlbF/vYfChxxL7GVY9dbO04qCH3+sinVMn0nLdEDEzrJiJeLxfPIRIv34PJZboCAiRFjVBEBAEzJKAEOn3u5EQN16C19vqgBBp860fQqTNN/ZvuyaY0joh0mZ5m5iqQguRThUmsZEgIAiYGgEh0uLmz5Ru9AyhLLkliaVOri+7dvsWJDhXfo64+5BXdO022VZZK0lin6s30b6FUrwjfUB07TbZmBvC9SYj8yBE2tTuANOuPEKk046lSEkQEASMiIA+kba3t9dOfdG8eXPat29PmzZtxCeDGLRt21bLunHjxhQtWjTFTag80Jgcm4oVK9KhQwcRkwyKSWrqf6u2bWnfqjVDG3/JgVLlifXKqxtsLFd+QnwLcrVQSYY1bkLTb8T5lBqexrTNV+3b0b15Cy4WLkWEd/4UIr3HzZtiNrbUrVGD9h07inPWgM5ZY6pjGZVX+fte/t4vUqQIWbNmTfH9I0TaiG7uMjirQqQzGLg4nCAgCBgGAX0iLc9V/O233xIfH28YGTXDXAQGBjJ69OgUNzLyKKqenp4sW7bMDIkYSZGv3yK2ex9CXV7OIx2WuzCRtRvAtetGUgiRzfcmEB1NVIOmr88j7aybR/rg3r3vnaTYQRDIDAIKhYLhw4eTL1++FN8/QqQzIxrGcUwh0sYRJ5FLQUAQSGMCbxPpXr16ERsbm8ZHFMmllkBAQACjRo1KcSPzXKSXLl2a2mTEdhlN4NoNYrr1TibS8jzSSSJ99VpG50YcL6MIREYR+RaRPrBnT0blRBxHEPgoAvIDdFmk8+bNm+L7R4j0R2E16Z2FSJt0eEXhBAFBQB8BfSItt3r26NGDiIgIfbuK5elM4M6dO4wYMSLFjYws0h4eHixevDidjy6S/yACSiWqS1eJ6tKLUBcvbdfuMC+dSEfU+hzVxUsflKzYyfAJJIaGEvH5l3pbpPfs3Gn4hRA5FASAqKgohgwZIkRa1IZUExAinWpUYkNBQBAwJQJCpA03mkKkDTc2enMmRFovGlNfIUTa1CNsPuUTIm0+sU6rkgqRTiuSIh1BQBAwKgJCpA03XEKkDTc2enMmRFovGlNfIUTa1CNsPuUTIm0+sU6rkgqRTiuSIh1BQBAwKgJCpA03XEKkDTc2enMmRFovGlNfIUTa1CNsPuUTIm0+sU6rkgqRTiuSIh1BQBAwKgJCpA03XEKkDTc2enMmRFovGlNfIUTa1CNsPuUTIm0+sU6rkgqRTiuSIh1BQBAwKgJCpA03XEKkDTc2enMmRFovGlNfIUTa1CNsPuUTIm0+sU6rkgqRTiuSIh1BQBAwKgJCpA03XEKkDTc2enMmRFovGlNfIUTa1CNsPuUTIm0+sU6rkgqRTiuSIh1BQBAwKgJCpA03XMYv0moSExUolSqUSsPlnKY5MzmR1gBKVCpdDDXyn+LfGwkIkX4jljcvTExEpVSSoFKhevMWYmkmEhAinYnwjfTQQqSNNHAi24KAIPBxBIRIfxy/9NzbeEVaFuhIoqPvcv/+Fa5cuYG/fyhPnqiIj09PYgaQtkmJdCxK5UMeP77K9evX8fcPIjBQafox/MBqJEQ6deDUMTE8e/CAG1evcuHmTW48fYoqMTF1O4utMoSAEOkMwWxSBxEibVLhFIURBASB1BIwZJGWG7/k2yuVWo1CoUCtftl28caWMXkHeZMEJSpFAiQadzOo0Ym0RoU67g4X9/3O/Ant6dmjNS1bN6PZ1y1o3rwTbTsPYMgvK1l5/jFPElJbQ41sOxMQ6UTlE4KPzWLFjJ507tqO9u2b0aJFC5o3k3/vSccRs/h5+zmua3TnJ4hmarmWCpHWf66qIu/xaOci1owZwvCOnenUti0tmjWjacvmtOjQlW7dprDg7/P4m/qDNv2IDGrN+4i03ONI/BMEhEiLOiAICAJmScBwRVpNdPB9zu7fzOIFvzNt6lRm/zaPlUfucjNc/cZYaRLCeHjpEDsW/MKcaXNY9fd/+IcpURhpY4fRiXSigoSwY2z4qTlNCkpktbdEkiQsLCywtLLDxtEVj1K1qdv3V1YcvUNgjAkKmAmItCr2Jud+/ZwOFbMiSZZYWVlgYWGJpaU1dvZZsclVkhLNBzFh7RkuPY3HuB9XvfFS8kELhUjrwaZ5woNjK/ix7afU9M6Ou6UV1tbW2jplYW2FlX02HOwLU7X5QKZsPszdZxrR3VsPyoxanFqR1mg0REZGZVS2xHEMmIAQaQMOjsiaICAIpB8BwxXpOAJPbGB650/wzKYTMkmyQfpyJpN2PngjEMWzi+xa8B2fe0jI2+atO5gZ56IJV7xxc4NfaGwirUlUEBN0hKWjWlDX2xJ31xxkd3XHTf6ZLSt2VnJcJCws81B/1Bq2XA03+Bi8dwZNQKQV0TfYOawezYq7YOeUHVc3N9xcXcnulA0H66Rz0SI7uYp24NfdN7lvgs9D3jvuokVaP7LQYxyc1weP7E5Y2mbBwdGFHDly4OrqgoujAw6WuuuCZOtEyXodWHgiikeiZVo/zwxY8z4iHRISmgE5EocwdAJCpA09QiJ/goAgkC4EDFqkT27k567l8Hax1gqYLGGSkx+N+v3GP9cg7pUbeMWzS/y78Hsaesk3Zvbkrz+UmeeFSKdLxXlDoppEJdGhV/jvnxUsnzeX/ceOcd7/OueOHWTLb2NoXsqX7HIMLbLg/tVEZu688YZUjHyR0Yt0Ioq4APbOn8aKBXPZcOgw5y5e4vLZo2xdOJ3ulQvibS+fX9Y4+lWk9/yDHH1s5DFLo+yLFmk9IMOOcXTpBMqUaUbtttOZMPcf9u39lwOHN7B6cm++K+NHVmtdnXItXJvus//jZECMnsTE4owg8D4iHREZmRFZEscwcAJCpA08QCJ7goAgkD4EDFqkT21mZo9K+Lk5vBRpScK3XEt6zDrGpdCU3UqVzy6ze3F/GvtK2EiOFG44nF+FSKdPxXlDqhpNIor4MIIePeDhw6AUW8QHnGdO54pUcJSQLC2Rqg1izNrzKbYxiT9MQKTVqmjuXr5EQOBDkjcMxj84x7Yh1anga689H+1yFabV1H/YedNIu3ykcYUTIq0HaNQN7p78l59//x/r9tzj5uPn79QqUF7dxr5RX5HTSVenHD0q0XjQX/x7LZg3v8Cj5xhicZoSSK1IywcV70inKXqjTUyItNGGTmRcEBAEPoaAUYm0lRUWkoRV1oIUazCI+Ydv8SDm5e3We4u0RqWdgkWhUmsHNfsYjumxr7F17X4bg4SIQFYMq0Ztb12LtF29kUzacvltuxjnOqMXaf3YE55e4fgvdfiskCw9ljj4lqPjrF3svy/ekpapCZHWU3cUkSTERhL8pgEGoy/ycHN/vN3k9/ElsrmVp9H3q9h59al4914PzoxY/D4inRH5EccwfAJCpA0/RiKHgoAgkA4EjEKkc9gh2dlj6edNTknCQZJwzF2Gr8Yu438Xgl4MTKOMSF2LtLZHuDyid8xtrl89z9nrDwhXPh+BOB0gf2CSpiPSUTw6M59uX+TFUe7aLRWg5vDlbLwS/IFkDHg3kxXpBAIubGJY21L4ucgxdCZnoS7M2HWVu6+8YmHA0UnXrAmR1oNXk4g8KNUbx3x8sJsTM+vi4WKrFWknv6o0H7uF/bfCxFjwenBmxOL3EWmFQjxIy4iYGPoxhEgbeoRE/gQBQSBdCBiFSGe3QnLIg0O5lvT/qgzV8stdvZ1w+/Rbflx/gsdJ3+PqyNSJNMTx7M5BtvbtRI8vW/JN3ynM3+bPvYgEg7p5M1aRTgi7y/Ujm1g4fRyTxo1l2OC+9Ghdldy+OcjqVYIqLcazcO9V7ke97E2QLpU7MxI1CZGWzVjBw7P/Y9vMIUwYO4aRw/rRvV0DiuXJjuSai1zVOjJ69n+cexTNmxoaMwN9Zh9TiPT7RuAZ/ttn0O+L3DjayQ9nLHEvUZe+i09zPkjUqvelmZbbp1ak5Qck9+/fT8tDi7SMlIAQaSMNnMi2ICAIfBwBoxBpuQXMrjQutX7k340T+aF3ZezkkV6zlaHR0AX8c+OZtrVDE3U1le9Ih/PgxAIGuVjjLklk9atL65FbOB4YYVDv5RmrSEfePsA/M7pQLZcNWbQt0PJNsq5Lt1/VlgxY8B/XguI+ruIa6t4mI9LRnFranz55pZejKj+PpVdlag9YxMnHkCBao1/URCHSL1C88xdV3DMiL65n5oCmeDvb6K4Pzn580qwfS44/xVQvD+8EYyAbpFakFQoFJ0+eNJBci2xkJgEh0plJXxxbEBAEMo2A0Yi0VVFc6s5g351ADm39gd6VJRwtJOxKtqL9LwcJS4DEmGvsSdVgY4mE3tjBspYFqeqXi0IV2vL99N2cC4oSIp0GNTHq3lF2zxtAk9I++Lk74uhoRxZrCRsrB4qVbciQn9Zx9FowUabYI9BkRDqW82vGMrycA36eOciaLQsO2lZDCY+cZWjddSrbzj3hSbTGoHpxpEH1/eAkhEinDl1i7FPunN7KiF71KZI7m06iJTtyfdaT7xacJDD++WBkqUtPbJX2BN4l0oGBgdqDhoeHc/jwkbTPgEjR6AgIkTa6kIkMCwKCQFoQMB6RLoJLvV84EBRD8MMDbJn0JZXdbbG08CJPrYHMPBTCnaCrHFo5KFWjdquig3l8che7Nm5kyz//ceFaCBHxaoOSAmNtkU4If8Sdk/tYv2AuM6aOZvig9nRtXIZy+VzxcXejcJnPaDl2DVvOPkmLKmxYaZiESMtINTy5eIS9f0zl1xlTGDO8J91bfkq1om54uuTAO88nfN6+H/N2+nPdBKcD/5BKJURaD7UXvRYUhD8+xYG10xj1TV0KeDkgWVlh6V6MInX7MWbJAc49iX8x5oWe1MTiDCDwLpF++PChNhfyz4MHD2ZAjsQhDJ2AEGlDj5DInyAgCKQLAaMS6boz2fcoEg3h3Du0nOFflCaPjQUWzsX55PtVrDy4j61Lh9LUT8L2HdNfaRJiiLt7g6vnznPR/y7Bz9SoDOyVXWMVaY1SjSI6joiQMB4+uon/xT0cXPcz4zp/RjkfC20LlGXR7gxccpxnWmVLl6qdOYmajEiDMiaeqKBgnjwJ5Pa14xzZ9hsLRjShfB4nXSuioy9fjV7P1isxBtWTI3MCL0btfit3TSTRjw+ydfEgujcqQQFHK6xtspCjcFVqd/uBKSvPclW8F/1WhBm5MrUi/eDBAyHSGRkYAz6WEGkDDo7ImiAgCKQfAWMT6b0BsnpBwpPr7J/fm5ZVvbC1tkJyK0+bcVMZM3kAX/pJ2L9DpKMenGT/6DZ83641nYb8yqJdd3gYaVh9jY1VpN9YW5XRXNo4jiGN8pJFkmW6Gs1Gr0OeAMuwqL8x96lfaEIi/VqhlSEorsznu9rFtSPnW9jlokKrafy+8xZRpvZA5LXCv3uBaJHWzyjm8Qn+m9uaL8tl19Udq+zkrdiUrpNXsPXCU+KVbxzTW3+CYk26EniXSD/v2v306VMOHTqUrnkRiRsHASHSxhEnkUtBQBBIYwJGJ9IPkvqRqqOJfLiDP/o2onJWKyQLBzyLlqZYmeLkzqqbnqf4F8P59Xw04YrXoYX4/8PiRu584u1G7updGPTnaa6Hxr++YSYuMSqR1rzov6mX2P1dUxnVvKB2LnBJKkXD75ci34KZ1Pi8Ri3S74phPASupFeD0roWaQsPSn0+jhmbLhMmz6OsN/LmsUKItJ44R1zh9PpxtKjkRQ5bCWubfJQoP4hfVh3jUlC8aT1I04PA2Ba/S6QDAgK0RYqNjRXvSBtbcNMpv0Kk0wmsSFYQEAQMm4AxivTLG/Yw7m6ZwaQGJZIGrJGwsLLC2kJu8XShZCN9Iq3h6eUNzKoqkctawqHYV3T7/ShXgg1rJGmjEmlZpJQJhPgf5OLJ45y6HEhwRByxCjXK2FCi7u1n7ZjWNCqS1C3Ysg6tJmzmDphWt2CjFmnQxIcRdf8cxw4c4cT5uzwIVxIbn4BaGUnU3aOcnd+HOsW9deebnTcV289k/p67GNaZkznXXCHSb+KuIer8GpYNrotHFt3o/fbupany1QQWrNvPsTMXOHf2NKdOnuTE8ZOcPnOJKzefEBKhQPWu5zpvOpxYliYEUivSarWaK1eupMkxRSLGTUCItHHHT+ReEBAEPpCAcYs0EH2eC6sG4uNq+0KmJW3X4beLdPCVTcytYU1eB0ucS7eg1x/HuRpiWDpgbCKtiArm2M9NGPpNM1r3mcuqvw+w/+hZju5Zw/bZX9Iwn7O2W6dk64hUczCj1p/9wFprwLsZu0g/OcfNdUNoV+9LWnb7kV82nWLff0c5e2gtG2b1oWVBd9ytZSGyw963LC2mb2PHLcM6bzKrdgiRfhP5aK5tmsy4RgXJpq03EnbeXuStW5smLZrRrnUrWrZsScuWLWj2dQvadxzAqBn/49DlUGJePjF9U8JiWToSSK1Iy/NIh4XJ/VHEP3MnIETa3GuAKL8gYKYEjF6kgahb+9k4wI/ynknzFQuRzpTanBAVzOGfG/B1GRcsLJ1w98iFt48fPt458cphg7V2HmJHPPLVpPXUrewyxeGejVykCb3M9Q2DqV88F072jji5++Cdywe/XDnJmT0LNnIMLW3IlqsMVZqMZPF/dwgwqZfcP/zUESL9KjvZhIM48cdQepfyxPL5POTyT2t5sDEbbG1ssNF+rLGQrHByK0b1jr+w9ugDIl5NTvydYQRSK9JyhmSZFv8EASHSog4IAoKAWRIwZJEOOL6eaR1L42YrC7IfttWm8u/9sNffxUx4SvShEQyqn5scL27WbClQdyA/n33TO9IaRIt02ld3ZVwElzePYWT7apQukJcC+fzw8/PB1zc3ufMVonSFKjRo3pX+Pyxl+5kAgmJN8AbM2EU6JoCAo4sY0a4hn5UqQMGCPvj5+eLjm5s8efNTvFRpqjdqRdehvzB//RluBIt3XJ+fSUKkn5N4/lMW6WAurp/L1LZNqFauPOXKltV+ypYuTalSpShZsiSlSuk+xYqUoMKnjek4chk7Lzwm+nky4meGE3gfkc7wzIkDGiQBIdIGGRaRKUFAEEhvAoYr0vE8PredPwY14JMC7lh4VKFA83n89/DZ6yItzzyacJu/f+pKq088cHVzJ4tdfqq3m8iCyzFEvDbYmBDp9KhXiaoEQm4f4fDfS1kyazozZ/zIj1MmMWnSJKZMmcJv8xezZc8xLj2MJVaVHjkwgDSNXKQ18iB+QZc5uukvVs+fyew5k/jxx8lMnKiL4ezZs1n5936OXg/mmYFNF5fZ0Rci/WoE5AdlMTy5coJD61eyaN485v0+j3nyzzd8fv9tHguXrGHL3gvcCoritcv2q8mLv9ONgBDpdENrsgkLkTbZ0IqCCQKCwNsIGK5Iq4kNDcD/xE42r1vJolXbWLfXn6AYBW9ux1QTcusUx3f9xYoVK/lzyTr+2X+Oa+EqFK+9aydE+m114sPXaUhUKVDERxMdFUZY2BOePn2CXMfkaVIiI6OIT1CiVGv0xPDDj2wwexq5SIMGjVqJIi6O2JhwIiODtDEMCgoiODiYyMhIYuMSUKgSTTeGH1iZhEi/CZwGtVJBQlwsMTExREdHEx0To/1d/vvlJ1q7LiYmlrgEJSpTvka8CZOBLRMibWABMYLsCJE2giCJLAoCgkDaEzBckdZJWVz0M8JCQ3gaEk5oRBzKxDdrtExGo4ojLiqM4JAQgp+GEh4ZQ5zqTdImj9q9kTnVLPCzk3As2Ywe846JUbvTvnqZX4pGL9LmF7K0KrEQ6bQiKdLJbAJCpDM7AsZ3fCHSxhczkWNBQBBIAwKGK9JpUDi9Scgt0pv5vZY9BbLZ4lquNX0WnMBfjNqtl5hYkUoCQqRTCcr0NhMibXoxNdcSCZE218h/eLmFSH84O7GnICAIGDEBcxXpsJv/sqpdUWqVLEzZpt8z7q/z3AqPN6hIGtv0VwYFL7MyI0Q6s8hn+nGFSGd6CEQG0oiAEOk0AmlGyQiRNqNgi6IKAoLASwLmKdKgiH5KwKndHNq7m33HL+AfGEHM6y9TvwSVCb8Jkc4E6B97SCHSH0vQaPcXIm20oRMZf4WAEOlXgIg/30lAiPQ7EYkNBAFBwBQJ6BNpLy8vvv32W+LjDauV1hRjoK9MgYGBjB49GunFlF4SlpaWeHp6smzZMn27ieWZTeD6LWK79yHUxZMwnwKEeeUlLHdhIms3gGvXMzt34vjpRSA6mqgGTQnNmZuwXPm1sVf5FWKHsztFraw5uHdveh1ZpCsIpCkBhULBiBEjyJcvX4rvH19fX6ZNm0ZAQECaHk8kZvwEhEgbfwxFCQQBQeADCOgTaVnWunfvTnh4uDbVxMRExCdjGMjANRoNt27dYvjw4SluZGSR9vDwYNGiRdq4yNuJuGRMXN7FWR4GLzEhAeXFy0R16UWoi1eSSOfTinRErfooz1/Ujnb9rrTEesOIaWrjIMdeHRxCRP0mekV6944d4loqvkcM/notV9KIiAgGDx5M3rx5U3z/CJHWnsKp+jedAAAgAElEQVTivzcQECL9BihikSAgCJg+AX0i7eDgQMGCBWnbti3dunWjU6dO4pNBDDp37qxl3axZM0qWLJniRsbCwgJ7e3uqVq2qfdAh4mI49bJD58507dCR0c2a81+ZisTILdE+BXiWKz8hvgXxL1ySMV83p5U4n0zuWtKma1e+a9uOS0VLE+Gdn3C5J4JPAeQW6T1u3hSztqVh3Xp069nD5MourkGGcw1Ki1h07dqVdu3aUbx4cRwdHVN8/wiRNv17wg8toRDpDyUn9hMEBAGjJqBPpGVhs7Ky0kqbLNXik/EMZGG2trZOcSMjd/OWY2NjYyNiYmD10sbeHicHByo4OvFXzlwofAtqZSrCpwDBPgU46ZWHStmckOzsROwMLHYfe32T7O3wyZKVQ565ifYtmEKk9+f0pbiNLVnt7LA1sXJ/LDexf8Z/r6SG+fPvHvm7JvmrRUKkjfp2L10zL0Q6XfGKxAUBQcBQCegT6eRfnuJ3KcXNhOAheOirA9aSRElrW1a5eqLwK5RCpI975qa0ja2oS8ne+dfH0RiXu1pYcjCn7+si7aETabluGGO5RJ5F3J7XASHShnonl/n5EiKd+TEQORAEBIFMICBEWtwkPb9JEj8/vi7YSBKlbGSR9nqjSJexsRMyZaJC6WopRFpcQz7+GmLIDIVIZ8JNmpEcUoi0kQRKZFMQEATSloAQadO+8THkmzJTzVtBSWK5izvKV1qkj+b0pbCJSqSpxvJ9ypVFktjv5qO3Rfp90hLbiuuyIdYBIdJpe/9lSqkJkTalaIqyCAKCQKoJ6BNpeXRo+V2qnDlzIk+FJY/iLT4Zy8Dd3Z2sWbO+1oIpx8bJyUnExcDqpJunJ76entTy9GZjrjwk+OjekX6W9I70aZ981PHyJquHhziXDCx2H3tty+bhQTFPL47mykeUT4EU70jvy+mjfUc6Z44c5BTXUlH3Dbzuy9/38ve+/N0jj5OSXOiFSKf61srsNhQibXYhFwUWBAQBmYA+kXZxcaFOnTr8+eefbNmyhbVr14pPBjFYv34969atY86cOTRt2jTFjYw8+IuzszO9evVi27Zt2u1EbAyjbv61YT3rV69mx8xfuf55EyLdfbXvSId75yfUrxAB5aqwY8ZMVv29VZxLGXQuZdS5sXrrFjYvWcL9Sp/xTB6tPdk80v9m96SotQ1jR45k2/btIvYmFvuMqmMZdZzNmzezbNkyGjdujPwwV4i0uFdMDQEh0qmhJLYRBAQBkyOgT6TlJ9IdO3bk3r17xMXFERYWJj4ZxODZs2fa+bvPnTvHgAEDUtzIyK3R8s3N7NmzUSqV2u1EbAykbkZEEPbkKWFHjhH2TVfCsntrRTrMWzePdFj1uoQdPkKYUinOpQw6lzLs3EiIJ+z2bcLqfEGYR+4UIr3TOSdFrazZvH49ao1GxN7UYm9i5YmNjeXBgwf07dsXPz+/FN8/okXa5G4B06xAQqTTDKVISBAQBIyJgD6Rlrs6yq2eMTExxlQck8qrfDMzatSoFDcyskjLsZF7Coh/BkhAA/hfJ6Zbb0JdPHUi7aUT6cjan8NVfwPMtMhSmhCIiCTy8y8JzZlSpHc4u2tFev/u3WlyGJGIIJDeBOLj4xk2bBh58+ZN8f0jRDq9yRtv+kKkjTd2IueCgCDwEQTeJtI9evQgIiLiI1IXu34MgTt37jBixIgUNzKySHt4eLB48eKPSVrsm14ElEpUl64S1aUXoS5eKUQ6otbnqC5eSq8ji3QzmYAmNIyIt4j0np07MzmH4vCCQOoIREVFMWTIECHSqcMltgKESItqIAgIAmZJQIi04YZdiLThxkZvzoRI60Vj6isSQ0OFSJt6kM2kfEKkzSTQaVhMIdJpCFMkJQgIAsZDQIi04cZKiLThxkZvzoRI60Vj6iuESJt6hM2nfEKkzSfWaVVSIdJpRVKkIwgIAkZFQIi04YZLiLThxkZvzoRI60Vj6iuESJt6hM2nfEKkzSfWaVVSIdJpRVKkIwgIAkZFQIi04YZLiLThxkZvzoRI60Vj6iuESJt6hM2nfEKkzSfWaVVSIdJpRVKkIwgIAkZFQIi04YZLiLThxkZvzoRI60Vj6iuESJt6hM2nfEKkzSfWaVVSIdJpRVKkIwgIAkZFwLhEWkOiWo1KqSQhIYHo6GgiIyOJjIwiMjKW2FgFCoUKlVpNokaeh8i4/xmUSGsSSVQrUCTEEBcZSZT8iYklTqFEpU7k43BrSJRjGhtDtBzPmARilUYaP6MVaQ2aRBUqRRzxMVHa+EZERxMVH49S9X7nkyZRjSoujvjYWGLj4rTz0Mtz0b/xE6urQwoNvIi4Rj7PVajVCSTERxMj17WoGGJjE1Ao5bwY5nltliItXxdUChTxMcREy9fiSCK0MVWg/qjrglwfE1GrVMhTMT2/1ss/4+MTtNccbS2Q64pKiTKV9U2eIzleqcJYLy8ZVfOFSGcUadM5jhBp04mlKIkgIAi8BwGjEml1DI9v3+LcyZP8u3s3q1evZtGiBcybt5g//tjM+nX72f/feS7duE9olAKVgd5wpzY8hiPSKtQRT7h/8wSH96xn8/z5LFqwkCVr17PtwHEu3A8hIl6d2mK9vp0qisfXznJw61pWzJ/Hgm2n2Xsr/vXtjGGJUYq0BhLjCA24wsVD2/nf6j9ZOv8P/li+ghW7dnPy4h0eh8WhSBX/eGLD7nH5f9vZvXETm7duZetbPls2bWTH6Suci9C8OF8TE6IIvn+JSxd2s+d/q1j/x3xWLFnNhr8PcOT8XZ7GqPmI2paqUnzIRuYo0oqYEAKvHuPIjvWsX7qQRQsW8PuG9Ww7eAL/W08IV2hI/BCYqgTingRy49RJdm3fzvIVK5g/fz7Lli1lx/6jXA18hkpOWBlF2N0rnN62jR2bN7+jvm1h8+bN7Lt0k5sxGOwDmQ/Bldb7CJFOa6Kmn54QadOPsSihICAIvIGAUYi0KpKI++c5/M9Kfh4xjK5t29Kw4edUrVKFsmU/oXTpspQuXYOqVT+nadtvGTJzJUeuhxJliHfbb4iBvkWGIdIJRAdd4eSGX5k8rBNff1GdGqVKULpUaT6pUpN6TTvRc+yvrDlwiaAEUtkyrYbEWKJD7nLr3H4ObF7MjFG9affFZ1SvWJ7a/f5g6t6n+rAY9nIjFGl1fBiPzqziz5/60bNlA+pULkvZkiUoUb4SlRs2o32P0cxavZsT98KIV70LfxABl9YyuXEDmlaoTNXq1ame/FOjBjVr1aZO3XrUr1+fujU/pc2Yecw+E0e83CYd/Yjbh7ayYEJvenVqyOe1K1K5REnKf1KJT+t9TcteY5nx53HO34t+V0YyfL25ibTy6SnObJvJ5O+/oWWD6lQtW1p7XSj5WS3qft2ZfqNms/rQJe6Gxb3sbfDOqGjQxIfx4NROts6ewJD2rWhUuybly5WjRIkSlClZnPqdhzN+01WiEuT6coMzW39lYN3aNKxclU+T17Xq1alRowa1atehbr361K9fj7p1atJ7xio23FTpRPyd+THPDYRIm2fcP6bUQqQ/hp7YVxAQBIyWgKGLtEYZR+T1ffxv0Ri6fFWDIu45sJIkJEnCytYWe4csZMniQJYs1lhIEjaOrhRt1I8V/90nWGm0YdFm3BBEWhF+m4u75jKyRSnyuVhruds45cDJOSsO1hZIkhX2noX4vP9sVl5QE/VO5mo0qlBCbx3nv/W/Mn1IK9o3rEhRn2wv4pqlzmB6r71rnMEzQpEOvr6flaNrULOgEw4Wlkg2Wcjm4oyTvYSNfK7ZeFKqSV8mrDnMvXAVb3fp29w4Oo32Xq7kks9Re3vsX/nYWFtq65F8Dssfr7r9GLgrmhhFBKFntrBsaCuq5bbXns+SZI9Tjuw4yee3lQVSVm8KVxjIDytOcgM+rLUznWqWWYm0IpqLW0YxpmUB8jjaIFnYYOngiLOLI1ktdHHN4l2ORoNnseHEXcLfeV3QBUUVF86j89v4c1wHvirtTXZJwsLSDlsnF3LkyE42B0vcKjbny58PExabCJGn2L2gD3Wds+EqWWKdvK45yHXPDuuk/Dyvb5+0n8ic0yqUH9RUnk6Vx8CSFSJtYAExguwIkTaCIIksCgKCQNoTMGiRVsUSe+8YqyZ3pEklP7La22hvri2sXPHM9xmtuvdi4PARjB49lJEjO9KhTgFqFMtPtUb9WH3wPk9TefOW9lTTJsXMFWn5pdV47h9dw9wB9cnvYYckWeOWpy5df9vA/MU/8kPPTynrJWEnSVgWaMqnow7jH5HwjsLHogw5yabJffimWmH83Gyws9bdeD+/0c3eYDjfr7/3jnQMdLWxiXT4SY4t6k1pH2vtgwxn30rU6fED89b8ybzRX9C+uIStpYTkVp4qnafxP/9gnr31vAoi5P4O1v0wlsmDhjB0xAhGJH1GjhrJiBGD6db6CyoVyoW9VqQdqNj5FxbeSiT84Vm2/dyJZqUccLSSkLJUofjX41i8+S/mT/mWb2oWxM1GwlLKTt7mYxly4AlxBmRDZiPSyjDw/4uBzUvhaiNhZelCnspt6fnDbP5cMZ1JTbPwiZuEZOlMtmJN6Pf7/zgdlPDuhx4aJSE3jrJqXFPqls6BtbZ+5KJ0m2EMW7iOrZs3smrFLH5ZuJIFmy4Sk5AICXe5dfwvFo8ZxfghQxmWrL6NGjOSYcP60rp2ZYrkdEp6eONB48F/sv0pqI381Z/0vAIKkU5PuqaZthBp04yrKJUgIAi8g4Ahi3T8E39OrR5P+2oFcZNv5uUbK5ca1O7yE8u27eXI2bNcvnqVa9eu4O9/ghN7N7Jr4zr+2XGUW4+jiDPyFodMFWlNIsSFcXj5cHpVt8dWbtXxqk39gas4FRjOs5ArHF/3A31r++FpI8cmD+4VxrD++jOevbXORZLwcBcz21SjSFJM3QuXpWgJPwp46GLs8rkQ6bciTMOV8Ud+YGFXD520ZPGjUqvh/L7Ln3uh4QSfX8LGEWXJayvHxRnvch2Y/D9/7kS8zaTjUMQG8ej6NW5cvsKVq1e5evUq/v7XuH7tKpdO7OOPkS2pWzQLFpIFNiW7M2TZae7HRPPg1HImt65AQa1AuVKsw6/8tDeQp5GhhN3ew9op3amfxxlbeX3OhtTut4Nrsal7czsNkelNylxEWhPiz71lTahZWH64JpE1d3k6TFzL9gtBhIVcJ/CfbvStmVPXo8CmAPX6zmX16SDi33E9Toy7y/n//UL3Uh64ShK2rp9QZ8Bilh66xp3QSO1gZmFhgdwPCOReQDhq2YQTY4gJD+DBNX+uX9HVNW19u3aDm1fPcmbPKkZ+U53i7rLY2+NScwJTttwgjGSD2+mNqPmuECJtvrH/0JILkf5QcmI/QUAQMGoChivScQSc3sTc7hUp4qzrUmyVNR9FOi5h8cnQj2OujCX2WTCBgYE8DY8hRmGYN1WZKtKJKhJCLrN6XDNqu0vam2Kvr39g7O7gJPYagi/vYGm/hpTxyKK9oXbMXp1J+x5z822eRTSKR0dYNKArX1YsT7nqtfj+h+kM6FWPBsXl1kYJp/pCpD+ugqd27wTO/tKE3kVkUbbGoUgDuk7dwMWwpPNBc4u7uyfwhXdWrbw6+lSj/bwjnHsUm9oDvLKdkph7h5j77WeUdZVbnP2oNH4H2+8qQfWYK3+Po2fVvGTTinQ5vl19mrMvUojk1p4FjG1QHK8scn6LULLqVHY+jSXqxTaZ+4u5iHT4tX/Z0NmdQs4SkrUH+Wt14be9dwjUnveJoNzHkv71KaCNY1aKNh3BlG3X3vnaR3TAHrb+3JJS2v3cKNxwOCvvqvngt+EVT3l4eAn9GxfF20bCxq0UTf68zuHnl7DMrS4GfXQh0gYdHoPMnBBpgwyLyJQgIAikNwFDFWlNbCBH106kY0mJHNoWz/x4FB3JmhtPCP8oKGoU989wZsM8Ro4YwezVhzh+OyGVIxJ/1IHfe+fMFGmNOpZnd1Yz7Zuq5NXe2Oam3tA/WX/3Zdft6ICTHJjblfrFsmu7BWfJkYvea+5wWm7u0fdPpSQxLIzrp+9y8XYI9xXxRD29wYYpbfgin6RNJ5sQaX300nC5PCr6Kf5sU5MqcnwtnMlXrTfjlh4lUE3SqNgxPLyyheHVXfCTJKw9ilB7/A6O3o78oHzEh9/g7KYBtCyUnaySC9nzdeKXIzd4KL/r/Owep5f1p10FL6wlWySpESP+PsutF0fS8PTcJlZ+V5UCrlZIkjtFqvZm5ZVonhhIF13zEOkQ7v43n8F53PGQX+lwKU6V5tPYejk4qSeKHIwI9szuRgtP3fnsUbMHg5efIjz+7YF69N8C5nQqiIPcrT9fY76YsJGnYc+IDH7Ko3sB3L0bxNPQGGLlLt2p+Bdyaz+bf2zJZzntsJBy41t2NJuDIt7RYyYVCZvBJkKkzSDIaVxEIdJpDFQkJwgIAsZBwFBFOv7JYbb83JkqSQMeWeWpTY1hB7j+vFupIo6Y4CCCHtzn7p07yNKp+9zl7t0HBIdHEqd8dVgk+UYuHP+1U5hQrxg53VzJX74vw+acIJDn8mA4cctMkU5URhNyZg6jvyqpHfBHkj6h1eT17It4ORR6wtMrnFvZjy/LuWnfd7V1dqfBz8f4923jhMkTTivVxMWoXz68iLrPlmntaJRXiHTG1b5oiNjJ1C8rk08r0m4UrzeSaesvEpJsEK+nt44wvVkOisqtwM55yNdjKf9eevJB2Qw4s4EpzXOR11rCNkclPuu9mCP3w7UjOisj7nF65UDal8+lG+BMqky35cc5lexIAaf+4pcu5fDTDnpnTb7yTZhzNJIHBjJTmnmI9D38t0+jrWcOnCQJO7cK1PlmCfvuPSMuWaxOLBtAr5KS9pUBy9KtaD/zX4KjX70eJ9sBOL1qKH3Ly71SrPCu1ZXeM1awe9MS5owbQd8ufenaYwxjflzAur0XuPn290dA+YRTm6bS+9Ps2m7ijvma0nzKPh7EGc6rAClLb1h/CZE2rHgYQ26ESBtDlEQeBQFBIM0JGKpIR93exIqRjZK6B0rkrNaeHpuDCI6RZTgRRXgg/ns3s3b+HH7+aSrTp09n+vRpTP1pBj/PWMI/Ry5zNyzmlWlX5H3DuLz+Z35oXJ78+fJQslIfRs06xH14x2jEaY7+nQlmqkgrogg++jPDvyxKVm2LdGXaT93E4diXN8PK4GtcWjuIryu5k0VunXJ0p8Swbay//B6dMRNVKEJvseGntqJF+p01Ig030ETCk7/5oUlF7ejakkVOSn0+npmbrqR4fzT41il+bedKSbkbr4Mvdl/9zJZTD94/I5En2f9HF2rkkB+WZCV3zR6MWH+OhxE6sVHFPObGzun0q1cMN21986JC7xlM3X2VK5euc/PyXlb/NpBmVfxwtteN+p2nbC1+PhDB3Q/taf7+pXjrHmYh0prbXN76I1/lknsVSNi7VaF+p1X8FxjBy74qcHr1YL6vIGEjj62QtxGfj9vA47cORBjP7jldaOkr1w97ilX9ghadetK6UUNqlSlDwZy5+X975wGf0/XG8TeLWBGCJCSCiL3Fik3tvYpSlKra1YGqalWHvYraapRaf3vUqj1qxghBEiORvff8/j/3Jkh4X2LmTfL4fF6573nvPfec7/Pce8/vnnOeUyCPHaXK1aX9oB+ZueUKD8Lin7m/p5gnCcJubWPVuBZUyqOMtihG9T5TWHTBhxg9Ck73QmfK4B9FSGewATLh6UVIZ0KjSZGFgBB4cwL6KqRDb/zNyq8+wFZtVBtSusVwJh8PJkBtrcUS8eA8234aTK8G1ShpbUOJEiWwK2GLTdEylLJvzYjZ/+OIW4CWSLEJRHi5cOngFhYuWMCGTf9y0cVXnYf34oGHb876VXPIcCF9ehbjO1VImbNam49+28KxiKdCOtbPBef1Y+hcu5DaqDbIU4iSozax7tLLuotSkUgR0ltESKeC8j42w8B3F1M61km+xgwKU7nV98zceu0ZIX2O2b1ShHTOYmha/8ymMy8acqC97H4HvmZWDzPyaAwwKFiDdiPms+dGMGFxyVddUlwYwS57+H1ke2oVMVTnyhsXq0yFJn34uO8XfD6oAy2blsHC3BRDdTkjA0rWbM6soyF4iJDWDv2dpLpxfcevdC1WgLyqkK5Li35rOPogOI2Q/m/dl2rvshqk0KYlDcf9hWewrqEDylBtH/bM6EvHQoqQzknBwkWwLlqSHDnLUcuxEU6VK2CtvKxTnge5S1Gp1XjWXAvBW8tNOykpgaurBzCqoTEmGmNylurMZzN2cCM4jngt+78TTJk8UxHSmdyAGVB8EdIZAF1OKQSEQMYT0FshfW09y79sltxbpslHpXZjmecckbL0TgyhbsdYMbwltQqZpCxrkhzxWaPJS05TR3r9sIE9t7QJaSAykhhvb9zd3fDyDCc8VIKNPeuJiUqPtCKkO6ZHSBcmlzKH1qwIDaccYtftVxg+KUL6WfTv6ftjIV0bG0WcvERIVzLToMlrh2XfRey+7PUKZVSUixeHvmxHT1PlGs1F4ao9GT1vLy6hkKKj1YkVidGPuLFrLj/1rk0BZZ6sWi5TcucuSI5CZShVsQIN69lS0EyZI62hRPXGzDgSjHvEKxTnHe6aLXqkSb+QHl4zZR3y8l3o9ttOfEJ1RSFU0i+xfmwnnJS1xxW757SnVONB/Lh8O/8cO8WRbauYO6YrTram6nJ7uYvWoOuy6xx7lMqgqkhWpp64sq6fE42VfAwLUbbDd8zafoWgBP1adzxVyfVuU4S03plE7wskQlrvTSQFFAJC4F0Q0FchHe6+nbXfdaCM0hjSGGDTaDBj9ngRoHZqJBIdcIczmxcyY8JXDOnfm896OVHJOo+6r8agGt0mrmfXTW1COoHQGyc5s3Y+06b+xtzVxzjiHIKuJt67YJ7ePDO+R3qmKqSVnieNpo46tPv4s0O7N4yhS+3CT+ZIt515moOvsgS0COn0usNb3i8UfHfyU4fHQloZ2j3p+aHdd/9jTi8LKuZT5kiXxOGzV5wjnRRM7IMNfPdBRbVHUZPTkspdJzF753U1aGDaDsJEYn1cuLB7GeNGfESr2lWpXKIEZStVo96Hoxk04nPGflwdu0JKFP9c2Dv24I//QlOiRb9lPK+RXfYQ0ne5vv0XuhR93CNdj5b91nL0wfNDu5X5ziaKMK76IR/PftEcaeXue52NE7rS6LGQLtWGTt9txCU4Zf3psAe4HljA5x/YU1QZkWBaiEIj97Dm8jPDERK8CHOZxZCaxdSRNEowtLbfrGLrxUd6N3XnNVzsvR0iQvq9oc4yJxIhnWVMKRURAkLgVQjoq5CODjzJztmDaGikUXsgNKWbUnfiYW76PNNwUisbCX4rGN+ynDrc0NC4Ot2/X89urT3SEdzYMJ5v6iUv2WRSbQjDll16w0jgr0I8/ftmqJBWgo2dn8/ErlUoqArpanSfspGDwU9fOcT4XOPimpFqsLGcSuCh/NZ0W3CBo0rktvT+EyGdXlJveb9wCNrH1M51sVfsa2BBhQ++ZdrGKyirAz2Oi+zreoKpXQpSNpcGTYHSVBn5F4dvpH/9oIQAV+6uHEDjihZqL7JJoXK0HbuWzZe0veR6XMUkwiLucOyv5Sz58WdmL17JITd3zpzYxNIh9ShlboDGsDRVWk5mp0ek3kRhzh5C+h4uu6fT2yYl2JhFLZr1Wc4h96A0wcZOrxrF4ErJwcZyOfbh0wVH8I94GqjwsaWT/yqvU0I4MHcg3YsmD9+2aT2K7zZd58lMkrhgApx38sPHtSlXQOmxtkDT40/mnfBNk1Xsg9Nc/MWJKjbKSKU85HVoycjFhzn7UNtzI82h8iUVARHSqWDIZroIiJBOFybZSQgIgaxGQF+FdGL4bU7+9T29y5mSX+mByFGSgo3GsfD0fZ4fWKoMU13O+JZlk3shXiikI3HZ+B3fNjJXG/Z5ag1n1MoretMYT+1fGSmkkxKiCL63mZkDGuCgCuki1BuxmJU3nsbmDXU/xb5pfWnikF9lmbdAFcbuvs+1p7ukro72bRHS2rm881Rl+L0za/s1TR4Ca5CHYnU+YeySf3GPfSykg/C8vIbhjmbqUkem1jXpPPMQ/91P78rNCQS7HeHvofWpYqksaZWTgvYN+WL5Cc69NPB3AjHhYYQGhRASpozd9uP6voV890FZLI01GNq1ptn4Q7iGPX2x886RveQE2UNIB3Pv1HK+LVsoeYSBmQOOnSax8ZKPOrc+GZEnu6b2oaWZIoqNKdlmNJM2XyElrpxOiudWf8nQGslCOn+jIYz68wKRj80bF4z/5W1837saZZVpBqYF0fTdwB+nU6+1F8Oj838xp0URiivTCHJaU6rJIObvu4nHK8Q/1FnAbPSDCOlsZOy3VFUR0m8JpGQjBIRA5iKgr0KaxBDunvyLqX2rUaqAARqNIQaFqlJ/1Bx+23KK09fucdc3hKCwUCIfXebBwSn0r1NCHUr44h7pSG5u+p4JTSzUwDVmdUfyxSpnEdLPum1iLDEBZ/lr4oc0U3qANMZYOA1hxNLz+KtCOQi3Y6uY0bcOFSyU3wuTu/ww1t8IURvUUSGPuH71LMePnubMBTcU7aV1+VcR0s+Sf0/flV5AXy5N78tQe+X6MsbEpj49vlzMAZcwopIg0fsYJ//oRxMrpXcvJwUrd2PStqu4hyhd1lE8un+RM6dOcuLcTW4+jCAyNu1AbZJ8cD+xgi+bOVBMETY5LClVfyiLjtzF89nOSXVZtBjCg0MICgojbXDlMHxd9rDyx340LVkAjcYIm+ZjGHfAj+D4x33n7wnbC06TPYR0IsE397Dlo0qUzqf4TQGK1+zG5LXnuO6vOE0Q0dcWMe2j6slz741saDh4Bn+eeURUIkSGenD7xmn+PXqG/6574RkQk7JmOdw9PJepPa2Sl9srVp/W45Zx0SdGHZIdF+jKfx5Y5r8AACAASURBVP+bwsdNbZNHyOQqQ63pJ9jl8VhpK8su3Obi5h/oYmuqjkwysaxKg/4z2HnVF8Vl5V/6CYiQTj8r2TOZgAhp8QQhIASyJQG9FdJAuOdljiwfQ5datilrGWvQWNWkXIshDBk/n5nrtrN152b2rJ7Bgi96UNdOGT5qgIGhMkf6Lx1zpEVIp8vRkxIgypOTayYytIkVuZXgT7krU7vrZDYdusR/J7az7tdBdKlQgPxKj3WhFlT4fDc3QmJISvTlxqmt/Drhc/p9+Amffv0HS/6L5pG20ZUipNNljnezUzxRp+awdFBldY67EpipYuP+TPx9F8fOn+HY2gn83KEYhdURIRWp1PUntl19hNI/HOx5mS2/f8Hn/fvRZ+QMft10FY/kkPpPixp0hf/WT6BVhSLJUd0LlKdqn2XsuxnwfEwCxd/C/bh98QyH9+/n+OnzXLh8Fecr5zh1dCMLJw2kQz178uU0xTBHbbpOWM+BsNTByp6eNqO2soeQhsSAa7ivGcgH5ZNH9ZgWKke7QdNYsvUY/53Zye6JzehcxhSNxhQDm5Z8OmM7Z72jSSCaG0eWMHfCJ/T8aAhDf97M5pMPeByDLOTufrb80o0a+ZQ58Hko1vhDpmw9zolLzhzfvYLfRn9AleLKb/koXKYPU04+4HYqHc3D/eya3ouSuZXRDxoKlGtF9x/3cPFRxJOpChnlG5ntvCKkM5vFMr68IqQz3gZSAiEgBDKAgD4L6aSEcAIfnGXLDz3oWNFMbRwpPdNGOQqQv3ApSlaqQbWaVahZsRT2loXIk0NZX1ZpaFWm87fr2OHir6UBJUI6/W4Wz6NLW1k5ri3lC2gw0BiQ27wEVes2oWF9R6o7FMHCROmNtqZ858nMuRNCOPGE3z3M5l8H4lSsoNozlNvhA2pOvcR/nqlXmk0phQjp9JvjXeyZdJf//h5PmyIaVUwb5bGiVDlH6jeuT73KxSmZV7GvKYWr9WHwnAPcVtcC9sPlyBwGFDfH0tAQjY0TZQYt5sQtvzTXW4zbIfbN7oOjXU6MlajudnWo+8O/XPDU8kYlMQ6Cb3Nw1S8M69mSBo2a0LBxU5o1bUQDp6o4FC+IqcYIA6NSNBm1lr8u+Kpzcp/pA38XhNKdZ3YR0hBOgu9hpnUvRzl1KbKcmFuVoXLNejRq6EgNm9yYKS/XcthRof1PLDl4m2DiSUq6xMpPWtAopwbjXAUwduzP0N//wSM4Mdlvojy5tm8BQ+oVoZByX8lVALsaDajfuCn1a1XCvmgeDDQacpdoRrsJ+7kemHY5rbALy1g+ujbmuZJHMFk69WLQSmfuBb/CKgLptnbW3lGEdNa277uonQjpd0FV8hQCQkDvCeizkFYWpUqMD8fP9Tz/rv+FSZ85Urq40rDX/THJVZSGbYazZNdZ3ELSNrSSjSFC+lWcMiHSi9tnN/Db8FaUscz5HPtcRRxoP2gKyw9e5X5KxpFuR9k5rQ/VlLmMiq3ylqXiL86c9Xy6BvWTMihC2s+V9T90oGHBlP3rjWTQOrcnu2Sqjbg44q/eIOyTIQSYWxNoU5pA61IE2pUlpGkr4p2v6ll1Egnx/I/t84fSukbR5MB+aa4vQyq2+ITvlu3l7L0gIhOSpavr0cWMsE9Z19ewBFY9Z3HUxZenwjYJv/N/sWJUA4qqL1s0aGxq0WHpHW4FPDuuG0iKhaBrbJ0+mA8q5HvOzxQ/MrWrR/thv7P1rCc+rzIP/z0Rzz5CWrFXMHdOrGTa8JaULZy8HFnq+3JuyzK0GDyFPw9fwy0o5QVakjdbh1WhkWHKdW7Xjv4zduIenEiyWyUS5u3CifXfM6RpaYqpIj3Vvd5Qg0VVJ/r/sIT9VwKJTvHFZPPG4r7jRya1tXziO1YN+zJulzc+Efoz/P89ueIbn0aE9BsjzHYZiJDOdiaXCgsBIaAQ0G8hncpGSd74OS9g0retaNm6BjVr1qJ6tWpUq1aVqtVqUL16XerWaUzfASNYvukg9/1SB6FJlQ9KsLGJfNtImWupIU9tCTaWmo627aSEIO6cWc/3Y/rjVNdRZV6pciUcG7Wkx8gf2XPTndThp+ID73Jt3++M/ciJRo6ladh9MGN3PsIt6KnMenKepATiQx5yZM0PfNW9Eg3qOvLBF4uYfTj1ArFP9tb/jUwnpBWkCURH3GTN3LF81L4x1apVp0qVKlSqVp2mnXsybdMxbgalfSnl73qKTeMc6dCgHDXb9mfg7F24eIamsk88/tf3sX3WCD5sWZ86VcvTfsAY5pwIwVvbus9J8RB+jxObZvFN/9bUrVGdKpWrULVKFarXqEnVJu1VAfU/5yDtc+1TnTmjNrOVkFYhx3DHeRdTRnSnWcO6VKpchSpVq1KxenV6f/kz607fJa3XgMvGkfz8kT2OterR9NPJ/L7zAv6RkPjk1pAIUbc5uuInxnVpRkPlHl+pMpVq1KJO2y4Mn7eawzcev7JLbelIPI6sYMlXSlnqUbt+YwZ8O5tNV6MI1TIQJvWRsv08ARHSzzORlBcTECH9Yj7yqxAQAlmUQKYR0iSRlJRAQkI80dHRBAUFce/ePdzc7uDm5om7eyyhofEkJsaTkJhIkhK8SOu/FCHduKA6TDBfnRGMlqjdWkk9TUwiSWGamEh4eDju7u7cvX+fh0FBBCckEK+FdVJcLAm+vviGBOMdG0v805by02yfbCWRmJhAQnwccXFxxMUnkPDC/Z8cqH8bmVJIKz2MyTaOiIjA+9EjPNzdcfP3xzMhgbjERGVwSNp/iQkkRkYQ6u9PYEgoYYlJaYZ1qzsnJZKYEE+8YlOFS7xybT6f1dOMlWs8iYSoKOK9vHjk4YGbhwdeXl5ERkWpPpGoxdeeHp+xW9lPSCf7TXx8HMHBwXg+fIjbvXvcVe7P6v3iWadR3tnEERsaQqiPD0HRMWpQu+etloRi54SIcOLu38fTzQOP+/74+cUTE5uoPAmeP0QpSmKi+nxQ7yGKvyUkpBLoWg+RRB0EREjrACPJOgmIkNaJRn4QAkIgKxPQJaStra0ZNmwYCQlahmFmciBBF7ey+cf+dOvamb4TVrP2VPrXxX2fVVdsM2nSpCdDFZUedENDQ6ysrFi7du37LIqc61UI3PUgavBw/M2tUoZ2l1SHdoc1bwN37r5KTrJvZiIQHUN4m84EFLEjsJi9avv44mXYa1aY8kbGnDx6NDPVRsqajQkoL7QmTJhAqVKl0jx/bG1tmTZtGg8ePMjGdKTq2giIkNZGRdKEgBDI8gR0CWkLCwu6dOnC0aNHuX79OhcuXNCrz8WLF7l06RKXLl1O+XuBixdfVMaL6u+XLp/jyLZVrJrxHd98/TXf/raEpZsPcebiRS5cushFPainUi+lfjt27GDAgAFpGjKKkC5YsCDff/89t27dUvd7n7Z5yv0Sly6+hFdKPS7pAdP3wujyZS6ePcvVjZt52LUXwRbFkoV00VIEFi+DT93GXPt7E//ddNGrayk1m2ft+0LbKfZ//HmbNlavReXafvpRzpO6nPq2ff7GDS4fPoJ3ww8IsiqRRkjvN7ekvLEJf/z+O7fu3NHrerwu1zR+c+HCi++jis8o94Z07HfhiQ8k379ft3xy3IuejWl/u3btGsePH+fjjz+maNGiaZ4/IqSzfJPwtSsoQvq10cmBQkAIZGYCuoR0zpw5sbOzo02bNqqg7tixI1nl06lTZzp37qLWq0vnznTu1Emv6tYppTzNmzendOnSaRoyBgYGKLapWrUq3bp106tyZxX/eN16tO/Uia4dOjDygxYcqlidSCXImE1pgouVxt+mNNdLV2D0By1p0aWL2C0L3U8Uf2nZpTN927bjcplKhBazJ0gJMmdTGqVH+lCholQwyUHDevXo0r272D6L2f517xf6epzyAr1t27bY29uTO3fuNM8fEdKZubX3bssuQvrd8pXchYAQ0FMCuoS0IthMTEzIly8fZmZmWeuT3xxz8wIUKKB8zDHPr5/1y5s3LzlyJK+JmjoirmIbU1PTrGWTLOBjuc3yYWFmRj3zgvxtaUusrUOykLYpjZ9Nac4VLUn9AgXR5MsrtssC9k59XzTMl4+S+c05YV2CMBuHNEL6SBEbKprkIH/u3OTNYvVOzUC29fM58jp2UZ77yrNHGQGV+tkjQlpPG3J6UCwR0npgBCmCEBAC75+ALiGd+uEp26mWYEmzNJCki2887wPlDQxZW9CSuOJlVCEdkiKkT1sWp5LB80sFCcPnGWZGJvk1Gv4tbEu47TNC2tJWFdLKGsiZsV5SZrHbYx8QIf3+22iZ5YwipDOLpaScQkAIvFUCIqSlkfS4kSR/39wXjDUaKhvnYJ2FNbHPCOkzVnZUM3l+LW7h/ubc9YGhhYEhR4voFtKKb+hDOaUMYofX9QER0m+1+ZWlMhMhnaXMKZURAkIgvQRESEuj6nUbVXKcdt8pq9GwpkCR53uki9hSXsRUlhWTedUeaRudPdJyvWi/XoRL5uEiQjq9Lavst58I6exnc6mxEBACgC4hrcyPUiJ2Nm7cmBYtWqAEvpLP+2Xg5OSkBnxL3dBU5kcrtilfvjwtW7YUm+iRXzZp3pyWzZrxaf0G/FOuMlFKtG4l2JhNafxtHbhaqjyD6zekbosPxG56ZLe3cV9zavEBXRo34aJ9BS3BxoqpwcYcq1WjRatWYvssZvu34T/6lIfyvFee+8WLFydXrlxpXnyJkJZmoy4CIqR1kZF0ISAEsjQBXULa3NxcbfD9+eef6jJMmzdvRj7vh8GWLVtU1gsWLKBz585pGjKKkM6fPz+ff/45u3fvFpvokV9u2rqVLRv+Zv+cubi27kBIYVtVSAcVLUVA8TI8rOnE/tlz2LBrl9hNj+z2Nu5rG3buZPuqVdyv05Bg65Jplr/6p4CVuvzVD999x+59+8T2Wcz2b8N/9CkPZdnFNWvWqNHlixQpkub5I0I6SzcH36hyIqTfCJ8cLASEQGYloEtIW1paMnDgQPz8/NSqxcbGIp/3wyAuLk5lffPmTb755ps0DRkliqpim8WLF4td9M0nExKICY8g6uJlQvoPJqCAtSqkA5VlsOzKEtykJVEXLhILci3pm+3etDxAzCNvglu0J9DSLo2Q3pe/MOWNjNm7c6dcs2/KWY5/5/cOxUkDAgIYM2YMJUqUSPP8ESGtXsLynxYCIqS1QJEkISAEsj4BXULa2tqaIUOGEBkZmfUh6GkNHzx4wIQJE9I0ZBQhbWVlxapVq/S01FIsbroSMWgoAeZWaYR0aLPWcOOmAMqqBELDCG3diYAiaYX03hQh/e/Bg1m15lKvLEYgOjqacePGUbJkyTTPHxHSWczQb7E6IqTfIkzJSggIgcxDQJeQVsTa4MGDCQkJybDKJCo9fFGRhIQEExgYSnBwLHEJSTrLkxgfSVREEEFBQQSGRxIRF4/uvXVmozc/uLm5MX78+DQNmcc90suXL9ebckpBUhGIiyP+6g3CPhlCgHnaHumQpq2Id76aaufsuZmZr8kXWSwxIICQVh11CumD+/a96HD5TQjoDYGwsDC+/vprEdJ6YxH9L4gIaf23kZRQCAiBd0BAf4V0ElHBfrhePs3unVtYu3Yf27bfwTMsjgQdHMJ8LnL19CY2btrM2n//4+x9P2Izcatdv4R0AonRkUSFBKsvV8Kio4lNTNRhiXQmK8dHRxMWGkpQSAhhkZHEpTfPpGhiIkMJDwklIiKOBF1Okc6ivLXdMq2QTiIpIZrYyDDCQkIIjowk5i1CjY+MJCIomJDQcCJiEoh7mevExREZFkZQcDAhYWFExMYSn6TfF3O2FNJJCSTGRRIVGkJIaCih0dFv4VJKJDE2kuiwEPVeExIVRfQr+mJsXBzh4eHq8cpfZVoSeu4/bwHcW8tChPRbQ5ltMhIhnW1MLRUVAkIgNQH9FdIx+Fw/wpqf+tGycTVsbZtTr+FUtt8LJDh1BVJt39k/gxmDa1OxclVsO33NuHUnCI1NyrS90nohpBOjifD34MrpPexet5yV8+Yyb/58Fq5ay6b9Jzjv6ktYzCuo2PhIon3duHv2OKe2b2P76tUsnD+fWb/PZ8HyVazf8g/HXbzwjHpq2KfyKZFw39s4n9zO3h1rWLNsAUvm/s6K5evZsOsEp2968XQiwtOjnub0HrYyoZBOjA3m0ZVjHNq+jtVLF7Bo3jzmLF/G6k17OHryJg/CE4h7XXQJYXjfOs3+dStYPHsei/7cyMGr3niGP5OhIsiiA/G/fYVrB/dy8O+/Wb5oEbPmzmHeokUsW7uJHUcvcs0zjISkl6nwZ/J+T1+zm5CO9rqFy/FdbNmwnBW/z2P+wgUsWLOObduOccnVF/9XNpMSY8CH2+cPsn/Tn6xaOJ/58+Yxb8VK1u06yOnL9/CLiENntvFRRNxz5eI/+9m8fj1/LF7MvHnz+GPRQjbtPsK5uwHExus8+j15SeY4jQjpzGEnfSqlCGl9soaURQgIgfdGQH+FdCQPzmxk6seVscilrLOZB8Ocn/DHzUf46KBzZfUIhtVJWZOzWDu6/radoOhEEdI6eL08OZFgj3Oc2DiVb4f3pEszJ+pVqUzlqtWo0aA5rXsNYcwvy9hzyQOfyPQ0UOMI87rGf9t+Z+bIAQxo05IWTvWpXrUalWrUwLFBE1q068ug72az7MB5vCJJNfogmsjbFzi0airjBreje8dGNKxdHcfK1ajn9AHNug1i2E/L2XHsEb7pKsvLa/9ae2Q2IR3pyt0TK1kw7lP6dGquMq1ZpSqVnerTqOWHDPx8Cov2nOaadyjx6QKSSFJiFNHBXjy6fYHTe9ey6Keh9G3TBKdaTjTt+glT/+eMc3IMwyc5JkQH43NtL1tnf8vXPTvSrWlT6tSoQcUqVajmWAenZu3oMvArJi7azDmPEMJf4d3Nk5O8441sI6QTI4l+dIxDy3/iu0HdaPOBE3WrVaFqjZrUaNyCdu0+5evfVrLlvCv+UaT7/hvt58KV/b/z65f96Nm6EfVrVKVq5SpUdWpEsy79GTpuDhuOXcMt8Nle7yQSowJ5cH4/O+b9yFe9etC2aRNqOtakcuXKVK9SiVafjOfH/7kQGpU+L37HrqL32YuQ1nsT6V0BRUjrnUmkQEJACLwPAvorpKN4+N//mDW4DsULGaLRWJKv4FBWuPrwTBv8CaZr679iTNO8aDSGaMp056NZu0VIP6HzihtJiSREeHNi3URGt7bCMm+OZK5GxpgYG2Gg0aAxzEmBElXpMWUTe64HvfwECcG4n1zP1E8bU9nSjBwaDYZGRhgZG2FkaJCcpyYHJubW1Ov9BUsvJuCjtpnjiIu6xbHpXzK4jj3mOVNelhgaY2xshKFSFiMT8hRzokWP5ey86kPYy0vzbvbIZEL60b8/s+izMpSxyI2RgXKdGWJsbIyRgcLYgBz57KjZfRhzd17gXkR6RFE4UUHOXNq9iHnj+9K9eSXKFctNDkMlP2PylazBsMVHOe2VFn90wF3OrBhF3walMdNoyGFohJHiG8pHPdYAjVFeilZpzIg/L3HuUdrj9eFbdhHS0T5XubiiBx85FaOAieIzGgyMjDE2Mki+FjU5KWhfmy5fTWe/azTB6RzO4LJvFj/3sqVkgVwYKvdwQyOMTYxT8jQmT5FytBw5h7XH7xIe/9QXE6JD8Ln8PxaP7U7rCoUpoNxXNAZqmUyMjdX7St7qnWk/8xQB4UrMfPn3MgIipF9GSH5/loAI6WeJyHchIASyBQER0vpr5owc2p0YG0HQyQVM7FsLc2NFBOWhbNsRfLHkb7Zvnsm4rsWpkl+DxjgPOWsMY+zq0yijdV84oDrOm6s7FzGslRNFy3xIq16TWLFiCctWzGfq2I/5uH4JLBVRrNGQq0Qd6n5zgGMPEiDBC/cj0xnRugJ2yugEIyPyVhvA0Gkr+XvzAn7sUY0KliZoNDkxK1aXD2ftZs+9mIwxbGYR0gnh8OAffhrcjOJmGow1OShQsildR/7M4r+XMneQPQ2LK7bIiUnRmnQdv4L/XQ0h5mXzTCNu4PrPFAY4VaRMgVzkMkm2p2JTjYGJTiEd4XWDPVN60bh6M4pW7Me3k+eycPFK/pg/mR9HNaNOflNyK4ItjwXmLX9l6u7b6ewhf39ukC2EdMw9XPbMpnO9YliYajA0saR4te6MX/QnS+cNZ3ybfOQ0UmxuRvE6XflqzWWcfV5yLSZEgvsmZg9vSiFT5VhTitfpzcCfF7Nlx1J+7VOcBkUU/8mNcdmuDJ61nevBccSrN5s4/G6d4M/v2tOsSoEU0W1Jld7fMmH1dvbt2cWmDQuZt/wvlv7vChFR6VT1789t9PJMIqT10ix6XSgR0nptHimcEBAC74pA5hHSVphZDOdPtwB09X3e3PgNXzWTHum34Sux4X6cm92GDhUM0GhMyGnbkmG/H+BicALE3ePM8gF86pQbE1X4VqfNN39yJgZ1jWSd54/1xf3cfpZMn86EWXvZeuQuYaHBBIf64+28h90zPqO5fSHyKnka2mDuOI2/r3njG3iRA7/1pmGJ3KrIzpG/Kl1+O8Bhz1iSFJG9+yeGNSuLuXKcUT7Kdv2VmXvceUnzXWcx3+iHzCKkwx4QuPtLOjhaq0yN8lrTeOAsVhx7QEhcAEHHvmFiJzt11IBGY0GlTmP5ddt1/F8WvS/oLJfWDqZWnhyYavJiYVucmhXMKJBXEUI5yG/vyPAlxzjzTI9ydMB9zm+aw2+/LWPy4lO43PXGPyicYN/b3D61jB8716aykofGCE3ODxk891+UTu30TCh4I3u+wsHZQki772bnr92wMjNS/caibDN6T97NeZ8oYvz/5fzSrlQvaKr+ZmpZjdZj1rL7qu8L59gnRfgSuK4zH9fKqR5nUrgGPSeuZa9rKAkE47FzGN+1K0BO9V5TmgYDp7PpZjDRivGj7nF5x0wGVC9EfuV3s0rU6zWVBUdu45HS+ZyYEIy3txfubn7EyxzpdHm0COl0YZKdUhEQIZ0KhmwKASGQfQhkDiGtNNqKkK/gZyy+dp+HQEJMDDEpn7j4RGLjEri4+gtGNc7z8qHdsZFEBvny8MEDfALDiVACuuqhyTOyRzrC/waLe1pSPbcGTZ7ilO8/m79P30uhFI/vhXXMG9oMO3UIcE6q9JjM/DsQ9qIpiHHhRIb44+UfSNSzCijBD+/TaxjcrhKWZopgsqaA1desOn+dq+77WTawOVXyK73O5hQsOoCVLqH4qqWJhdjLrPuiMw2UsmpyU6zyp4xdcJz7ip+8b7tmEiEd4XWJIz80pn5JZci+CQXs6/P12nNcUiP5JULSBbZO+hBHpRdYY4R17d4Mm3+AuyGJL+4JDnbmxvYf6VmnLk1b9WPQmJEs+KYS1eyV8xjrENJJKCMgQnw9CAyLJCKNzZIg2I1dsz6hg2OBZCGtaU7fH3dzPSPsm6Zsab9kfSGdxMODc5n9ccWUuBW5qN55DIsuxxGiXvdBhNxYx9ByhSiiDK/Oa0eNLpNYefg2AS+4wUb5XWfHJxY0LKBBk8OS4i2GM3fnFbwfdx77HWTTT92poN5rjCndchQ/HvBUh3fHeh5k69TuVFGH/xehXLvxrHWLJ0S9vyQSn5B5Y2Sk9a73+02E9PvlnRXOJkI6K1hR6iAEhMArE8gcQtoYjSY/ufO1Z8yKDWw8eZSD+/ezP+Vz4OAh/jlwkMXju9GlitKrYYimrLY50kprLpqwmyc4tmoW33z9NdOW/sORayGkChL9ygzf1QEZJ6T9CHL/k6GlC1JIo8G0cC26TN7CYdeAlKomEnHvOJt+60cjKw1GGg3FWozgyyOJPBcHKDWcJCUQVSIJ2pa4inqA+6EF9GtWksKqILahoMP3rD93Fefr25jRux4OZsp8zJIUtpnINq+wVPOgAzk37xOGlFOEtAkFy3Tg86nbuBb+kh7y1GV7W9uZQkhH4Ht9B3Pb16Cc2stbGLvKQ1j0r5vay5uMIooLq8cwwkGDqUZDnvKt6P3TRq75xL141EFYEMG3b3Hq1HWc7wfjfucsp2Y2pr6D0ktppENIK3MCkkhMiCcx6dko+/HE+d1k4+SutKyoXNvKy5R2DJi6n7sipN+W16YjH+WV1CPOLJ3AsNrFyaOK2iq0HvQH/4by5P4Z6Xue9b2tqZdPgyanBfYthjB3xxU8n40P9uSMwQTd3cQ4+wLYajQYmZej/sez2Xj2vjpVRN0t7j5H/xxH9xLJvmhRtw9D1roSGgd+pxYzs2+J5PKU6kjnKdvwDwkh8OF97jjf5IqzB/d9Iol8LMqfnFc2XkRAhPSL6Mhv2giIkNZGRdKEgBDI8gQyh5BWGtDGGJsUp1L9xjRp05qWLVrQIuXTsmUrWrRsSb0qdhRXejWUoEnlemgJNqYI6WBct0znl/ZVKWplSbl6XzBh0Xk89axRrjhexgnpuwRc+pUulvnVob35rJsxaO4/nLkf+uR6iPV1Zu/C4bR30JBLCQ5Vsw/tVnji85rhlGPun+bAomE0Km+u5qfJY49t59Xsv+mO+9WtzOxVD4d8ysgECwoW+5SlLsGphvh7smdaHzqXVIS0IflK1affD6s550fy8M8npX4PG5lCSPvj+d9avm1YCbscyjB6W0rX+IH1F73SLC13Z+ckfmmkIY/S22frRPMxiznrEU7Ui7r54xJIiIzn8VTUpDA3rsxrTsOXCWldpokLI+jSRiZ+VIMy5op9jdGUHMFXqy6qL1Je0NGpK8d3lp61e6TjIM6V/TNH0buCpfpyRaP5gK4jNnGVpy+sYkLcOf61DW1sFb8yo0CdD5m09ji3da1ZiCd+lxbS28KcfBoNOS2q03roKnZf9Xk6NSMpnHNbf2NIDY0aiE5Trj0tpx0nOCaaG5vGM8xRGTVhQtFmgxgy/U/2blzK3B8mMPqzL/h8+CR++PUPNh68zC1dc4LemUdk3oxFSGde22VUyUVIZxR50PTgkwAAIABJREFUOa8QEAIZSiBzCOlc6tw5NWCROk9OaVC/4GNohKa8LiEdxLW/f+H7luWxsixMyUqDGDPtX9zhxUNWM8BKGSak42/hf2ISbazN1GG9ZkVb8vnCQ5zzfBoLO97vBv8sGU3nihq1Aaxx6ET5n87jGfLqUXGTIrz4b9scxvWqibU6rFtDHodmdJp/metBoYS47mPNyHZUK5w8RzpPQUc+XXyYf1x88XvoiuuFtXzzcUPs8iT7RN4SNej93RJOPuLFou9d2DRTCGkfHpxaxZeNKlBMiYBuVBIHx6lsuvooVS8/eOz7iZmtNeRTgs1Z1KDaoBkcuRVAxCv07sX43ODCnGY0eC0hnUiQ22l2zRpEkwrmyYGkcltRcsBylp70fhfWe6M8s7aQjoUoF3ZPH0b3CoVS5iu3p8foHdyCJ3OgY0M8OfeDDR3tlWsxHwYV2zPqj304++ia83EP39Oz6WyZXxXnuQrVov3Idey7kWpedWIsF7bPYEQ9DQWUlzo2zanw9RYCon04tfhTuhZVonTnpVqTjvT8ZDAdP2hCnfLlsStkQ4F8ttjZV6PNwB+YucMV74gXvQV6I/NnqYNFSGcpc76XyoiQfi+Y5SRCQAjoG4FMJaSVaLDFi2Nepgxl7O0pbW+PvfLXoTSlS5empGludSiysmyKdiGt0E8gKuA+LueO8Ndf6/jn0Hlu3w9WhybqU++WUtIME9IJrvif/IG2Rc0w1BihCOkhCxQh/bRHOs7vBvsXj6JThZReohJtsR5/nAdBrxbiKykxlltHZzO6bz0K5TVSh4lrjCtTvsd09ntFEamA8LuG85pvaF21aHID3igXhUvXp2GLD+nZowvtW5TFxkoJMpcspM1KOfLRxKWcUoT0s3Ox3/UFmImE9FeNKmCjCGnDEjg4/sZG57RC2n3vT8xolSKk81elXN9fOXDdl1dZQSjG9w2EtP9hdiz6hMolLDBVBJTGnBxluzN51xVcw963YV/uONlBSO+ZMTyVkG5H91HbuZlaSAc/5Oz3NnRQhXReNGVaM2T+Li490vWC7T6+Z+aqo1+UkS25LBxpN2LtM0I6hgvbZjC8roaCyjPAsjF2I9bhH+XO8QUD6VREg5ESEd7cjALmRTHQlKV2jYbUK1cWC3UpLA0Gueyp2ORLVt0I5Zk4dy83bDbcQ4R0NjT6G1ZZhPQbApTDhYAQyJwEMoeQVuZF5sU0X3MGLl7NiiMH2bdrF7tSPrv37mP3nr0sGtWRLmWU+dS65kin2Cg6mlg/Pzw83PHxjiAqbXQjvTFkxgnpW+kS0v8sHq0K6TyKgK3UA6c5N3kUqqvn6XmsCQ8vcG7ReHq2qkwRcyU6uAaNaSUafjaLlSfvEvxYKyWGEurxL39P6EGTUmYpgtkAQ0MTTPMWwsC6HvXq2NKwSrKQzlO8Or0nLOaEl/RIP09dSUnukX4ipI1eLKTzquKlNk5D53HyTjCR6TcxryWkY33xObKWn0d0pGpZJcCYYte8FK75IZ/N3cNl79AnPaDa65cxqdlBSD/fI61FSE+yoUMpxWZm5KrelbErDuPir+s1pSKk56hCWpmLnyykn+2RfiqkzZW52aXaUe+HHQTHnmbHpO44KXOrFR/JUQI7p36Mm7eRnQeOsG/DH0z9rC21iubAWIn1YFmd7itcOK5/gxkyxmFfcFYR0i+AIz9pJSBCWisWSRQCQiCrE8gcQloJMmWNWaEv+PtRlM5gRx47JjCuZb5kIe2gLdiYYs1Eou5ewWX3BtauWc36nc6cvxmpd8O6lZJmmJBOdMX/9I+0szbDSO2RbqGlR/p6co90+eQ50rlr96P7Wl98Ix6rX11XTiKJcUH4eJ5g//xhDK/2WCiZUKCUI1W7/8ra03efBC96mks4YWc38se3A6npWIUKpewoZWuLfbVGVPvoN74b2ozRLZQ51IbkLdWQAZPXct4fonW1359m/Ha3MkWPtC8PT//J12l6pH99vkd6z2Smt9CQRx0J0oA2Xy/l/P2IV5p3/mpCOpaI8LtcP7qMhZ/Up2gu5brXkNPcimK1ejFk+lbOekXp5bWqOFHWF9I3UXqke1QonDK0u63aI+2Sukc65CFnJ9rQroQy0iE/hZ16M+Wvk7iF6LrM7uN7di5di+RXYyM86ZG+nnpodzQXtk1neB2NusSVccWudJpzlND40/xvQlfqpvQ6a2zb0uH7bWq8C/VsSb48OL6Qoc1KYK0I7dwWWI3az7or+hhaUhefjEkXIZ0x3DPzWUVIZ2brSdmFgBB4bQKZR0hbkq/gUFa4+uCno7bX1n/FmKYvW0c6kpubJvFd08IYGxpgXm8UX6xyThNkSUf27z05w4Q0bgRcnEbXYvnVBnNe62Z8Mmc/p+8/bg0nEeNzhd0LhtG2dHIk3Xz1BtB7QyB+ES9RrgkB+LvvYt7XTajjkLxurKFxfuxqd6Tfz6s5fieEsBfMwY2M8uH2zcNs+n0Oi+YuY93+o1wJusvuX/sxqJQBGsNcWNXsz1cLj+AemwHz3jOFkFaCja3ju6aVsTNNDjZmX2MS6y54prkOXLd/z08NNOQ21GBQshHtx63gwoPIdyOkk+JIiLzL8S3fMbK7A4XzKSMUDMht4UCdHkOZtdMZl8dB49/7lZi+E2ZtIR0Hsbf5Z/ZoPqpklRJsrDldh2/kSupgY0FuHP2yGK2KKXPvzbFq0JefN5zB/emskGdgKsHGFtHHylwNJJazYDVaDVnJLmfvp8HGEkI5t/kXBldPjseQo3I3us0/S2icL8cXfkpXa2WOtAbb1qOYuPEa4Y/vHzH++F7czITeNSmTXxntUghN77UsPKXrCfJM0bLxVxHS2dj4r1l1EdKvCU4OEwJCIHMTyH5COoIbG75lbP3kObU5a3zO8OWX0wgIfbFoxgnpAILvrWN4GXMsNRpMClWl5bfr+cflaQM03P0Qf03uSW1zJWKuBocO4/j5CoQ8bsRqhRiL363DbJnelxZVzMmhMUJjWJEmnccy/a9jXPKJTt+6z0mRBPt44+cXRlhUKMSc48+RHXAy1WBgmo8qPX9jzt57yfOrtZbjHSZmCiEdiZ/LLuZ3rEF5ZZkijTlFK/Zh9oHbPF4pHII4tWQ4fa00auT2glW7MGjGDm4FxqXPRimI09sjHRvmy63D85jwsSOlzZWe6MLYle3EwPHL2H71Id6vNvX+HRpYd9ZZW0grI028Obt8AiPrFievuvyVPc36z2KP/+Plr5KI9j7BorZWVFUC1JkWpWL7r/lj/3V8dQ5UCSXIfSvfOphhp6xZbmZPzV6/sPakO0+0d6wrh5aNoo2lBhNlqb3Gn/HNTjeUwS9X1n3FZ1WT70H5Gg9l9JrLxD2OJxYXjP+lLUzoWRkHxc9zFcSo3yaWnJHw3bq9OPkXEdIvIyS/P0tAhPSzROS7EBAC2YJA9hPSSo/090xoYqH2YpjVHSk90s95ejwRgaf4o3NZqirLI+W0wr7NWBbuvEpgLCQlBOK6bwaTP6xCUWXYr6Y0zUYs5ki4stxUEuGBD7h14z9On7qI850AfNSIYUDkQy5sm8nolsWxUteKLkA+246M/mk9e8+44u7jj+fD+zy478G9ew958DCA4Ih44uMSSIoMwy8wlNBnFoSNDriF855fGdysPAWVIZ65ytL9523s9dAV3Oi5yr7dhEwhpCHC6yyHx7enjq0yFcKY/MVq8dmMPfzrHktSYgSJ9//H8hHNqaDOTzajbKuRTP77Er4xEBvjg6fHRU6dOsd/Vzzw8I4gOgG0jUVIn5BOIuj+RTZ+35bmanRvRfRUoWXPH1m08TTOXoF4PvLC68E97t27j4fHI3wCItS52trO+XYNmv7csraQVjhE8PCf35nZ2xGzHMrLjlxUbPYpv+z04GFYEsTewf3Ab/R1MMdco8G4cAWafb6YHZd8iUK5L9zG+dJZTp6+zJWbj/APT7ZeVMA5tvcqR31F7BoWxLr2R/yw8ig3A5Q1xaMIvrKSxSMaUloR5xpravWZwpqrQeoUn3uH5vBztyLqkG+NbSPaTljFVf9Y9WVPrP8tzm35iT5NilFAHdpdhtrTT7Lb44Vv+9Jv8Cy8pwjpLGzcd1Q1EdLvCKxkKwSEgH4T0G8hvZVZg+tQvJDSaEse2r38JUO7v2iaRx0SqnHoxkczdxMUnfhMA1+EdHo8Mi7ciwsLPqJb9fxoNEYYmdeiz1fL2XnqBq7X97Hqy5a0szPAUJMDTam+fL7oX7UHOD4mgJN7FjFhWGdaNO9Fv5/38Pc1pYsokVivU2ydMYhmtgbkVhu2Rcnn2JnRE39l1uy5zJwxnRkzZjB9+lSmT/+deQt2cepmCKFhkSR4XGbXniPsP3oeDw8PPDzucPPKEXau+ZnPOtakeKEcai9mkZKfMnPvDe6np5LvYp9MIqQJv0/w/h/pXt9enYdsZFqImq2/4tcVB7nkfJKjMz6kXw1l/roBmvzlaT7id9ZfCFTFi/eV1Syb0pNmzTvQ6dNZzN18FfcwiNeiatMnpEO5f3kzE5pbYp9LEUu50NjWpPuQb5g2+3dmzpjBjBnTmT5jGtOnz+TXX1ay6R8X7oRCgpZzvguzpifPrC+kgXsH2DOjHyUKJS9JaF6sFm0+mc/2E5e4cnApq4fXo2QeJeBjDgpUbM2ghSe57JtIQqQHF3ZM5NM+7WjUqh8Dx61jr3MwgQrYKC+CN33KoAZFVF80zFeGNgN+Y8Wu/7h1+xS7fuzAxxWMMVLWELdqSc/JG3AOiEHp5A5z28/mn7tS3VQ5pzE2Tbozee9lLri6cW7/CqYMr09ZG+W3/FjY9WHqBS/c0mPMbL6PCOls7gCvUX0R0q8BTQ4RAkIg8xPQXyEdyf3Tf/PrR+UxU3sicqIx7M8il0f46MB+5c+hDHFUGuLKEimt6fjLNgKjREjrwPXC5MT4SAKv/82v/WtRQu2VzEF+KwcqVq9NnVqVKGOVKyXgUGkafbmCzTeUCaxxhHruYcGIjtTMYUQekzxoGoym17KrJBFH2O3tLBnTXu3lVKPsGhhjkK8gRW3tKFmiBHZ2xbGzs6O4rTW2xStRscZg5v3jzqOoCGKdN/H1oG441XGkdp261K1Xl9qOVajoUIxCeZUXLQbkt+vAl5tv4RwY98zLkxdW9e3+mFmEtDIDNewSf35eRx0Sr1wzxnmtsStThZqO1alqVwBzdcmpXBQsO5iJa87hoYb5usm2Ud3pmMeYHLnyoinVjPZjl3PodhhRcc+rWmUd6fOzm+Bkr0Te15CvZA2GLj7Kaa/U2O9x88RMPrLOrS5XpF6/OXJTyLoYJUuWooSdneoXdnY2FLctSRGLhvT/YTNHQkHLKVNn/F63s4WQJoi7//7BN7VMKagO786BWaGSVKxWE8fKDpQpnBz3QKMpR7XWU9nmHoSyiJ33xQ38Uq8sDnlzoMlblCJ1PmLihvNc81dMFAsRZ1g+phlV1HuNIbkK2lGmUg3q1KlORZu8yWvVayyp2HUK8/ff4HG0BuWF0JVdcxhY24L8yuiYHGbYVHKkZp261KjsgG1KeUxLNKPdD4dxCYx+rz6RWU8mQjqzWi7jyi1COuPYy5mFgBDIQAL6K6TjCLnvzL8b5zB54pcMHvw947/bzFm/MMJ18Hp0cQfbFo5j1BdjGPzLKtb+e4Oo57rJpEdaB75nkhNJjHnI6S3T+aZbDUpZmanB2VSRozR2TUwpUrIWrXpP5s+TN3mojJZMiiXC61+WjGpLbZPkAECa2kP4cOkVkogh+OZmFo1sS0UliJSBEYYmxpgYG2KoNshTXoCoDWllOz9mRToyZYcrnjGRxF5ezaB21bHInbJM1uP9DIzQ5C9Kmdp9GP3bDs6HQYY2lTONkFbMHY3nsSUsGdWCmg6W5M6pRD1/aodchYpTrUV/Jsw7wBn30JS50Z4c+KYNPZXgTcq+RWvT+quFHLwdrl1I+7pwcV4LmlRQhpCbUqhcXUYtO87ZNIv53sbl6C/0sMivzsk3MDHBxMQII0MDdf596jIpoyM0mpK0Hb2SvWEQ+7x2f8aP39/X7CGkIdr/BudXfcmnbatiUyh3Gp/RmOSkkIMj7Qb8wh9brvMoxT6+FzexoGkR7NV1y83IX70DE/46x9Unk6djuXl4KVMH1KdSCQtymigvx576Yn7rsjTo9AVztp7jum9kqhdlcQTfu8SuhSPo26QcNrlN1Ck7j481yGuGdYXq9Pr2dzZfDiNOn4YwvD/XfOUziZB+ZWTZ/gAR0tneBQSAEMieBPRXSL/AHklv0nqOxGXjRCY0Lqg20vPVGcHolVck2JgO3LHh97l0bB1fDv6QDxrXp0ZNR2rVroNTiw4M+2kO+256Eva4cZqUSEK4Lyc3TGFCryrUd6pNyzGLmH/MJ7lH+t4Rts35ho+d6tO8QQMaNGpEIy2fhg2daNiwDW06fcvqkw/wj4sm7vZ+po0bRPvmDXCq6UjtWrWoU8uRuo2a49RrNLN3XsZNH9YDz1RCOtnofp5nWDppIJ1aN6WGY21q1apF9dqOdBw8llnbL6B2GqbyD59DP7JiZBXq16lHw57D+WHVPm74xROrJaBUXJAHrpu/YESfD6jp1JS2vT9jzs4rXE8TgfshHpfXMKldKzrUrkt9LT6R7CcNaNiwCXUcP2Ts/L2cjdQ+nDxVUd/rZrYQ0k9uvaGc3TGXCZ92pG49Jxwda1GjZg2cWrRhwOTVHHBNu1hztPc1nJd1Y2C7WlSv35JOwyex/pQ7nqmv2aRg7t7Yx89f9qPdB42S7zW1auNYvyF9xnzP2pO3CIjX4mTEkxDqwuGlPzGuW0ua1q5N7ZqO1KhXn4adP2TU7+s4cuNpGL336hSZ9GQipDOp4TKw2CKkMxC+nFoICIGMI5AphfQb4UqJ2u2kzKXWkKP65wxfJlG7dSJNSiA2JoLAAD/u3rnNlStXuOzszLX7D3gYEkZ0fEKq3iGlVzqRmGA//O/f4Za7Gx5+wYTEKI3fJBLjo4kMCcTP6xGPHr3o48WjR954+wQSHh1PQlISSXFRhAQH4Ot2l4eXL+N8+TLXrl/Hzc0dL98AQqPitM7R1Vmvd/VDJhTSiYmxhAX58/DBfVxuuHD5yhUuerjj5h9IWGSsOhc1Na7EmBBCH7lz//oNbnv54B0RrUZKfqKxUu2clBhPXEQAAX7eeHo9wtvXn5DIWGIfR1ZW940nPjacIG9vfLy88HqhbzzCy9OXwNBIYpK0BzhLdfr3upkthPQToknERoUS4PsId3d3rjo7c/HGDa56euITHE7MM4I3KTGO2DAffF1dcLt1mzsBwYTGKNf2kwzVOArxcdGEBPrj4e7GtWvXuHz5Mlfu3cM9KISImPjnfPHJ0UlxREeEEPTwPo+cnbl+yZkrV+9w+64ffsERxMTHP9lVNl5OQIT0yxnJHmkJiJBOy0O+CQEhkE0IZD8hHcPDE2tZPb437du1pceXi1ly0J3UHSP6YvqMW/5KXwhkwnJkMiH9RoM7XmqeNCrppXu/+g7vOv9XK1H2EtLpYPPEPE820nGQ7KIPBERI64MVMlcZREhnLntJaYWAEHhLBHQJaWtra4YMGUJEhD5KzDerfIy/O24XjnLgnwMc/s+V2z5Rb5bhOzr6/v37TJgwIc1cQUNDQ6ysrFi1atU7Oqtk+8YEXFyJGDSUAHMrAm1KE2hdikC7soQ2awU3XN44e8lATwmEhBLaqiMBRewILGav2j6+eBn25i9MeSNj/j1wQE8LLsUSAmkJREdHM3bsWEqWLJnm+WNra8u0adN48OBB2gPkW7YnIEI627uAABAC2ZPAi4T00KFDiYmJyZ5g9KDWXl5eTJw4MU1D5rGQXr16tR6UUIqglYDrXSI/HZZKSJdUhXRYs9Zwy1XrIZKYBQhERBLWupNOIX3s8OEsUEmpQnYgEB8fz/jx4ylVqlSa548I6exg/derowjp1+MmRwkBIZDJCegS0rly5cLBwYGePXsyYMAAPv744yzz6de/P/0HfMLAgQP55JMBDOjfT6/q1q9fcnk6d+5MpUqV0jRkDAwMMDU1pV69emr5s5JdMntd+vTrx4A+ffm2c1eOVatFpHVJtVcyuJg9/rYOuJStzITOXej+Sda6njK73d5G+T8cMIChPXtxtVxVQoraE6SMRLApjdIjfbBQUSoY56BV8+Z8MmiQXt1r3kbdJY+s82xUbKk873v16kWFChXImzdvmuePCOlM3uB7h8UXIf0O4UrWQkAI6C8BXUL68fIh8vfpEizCQlikxwfsNBpWmVkQV7ysKqZCbB3wK2bPycI2lEy1pE968pJ9Mo/PKWujH7YoSrhtmTRC+l9LWyqa5EgjSMSumceuYqunthIhrb9tuYwumQjpjLaAnF8ICIEMISBC+mkjQRpMwuJNfcDEwIAqJjlZZ2FNrG2ZZCFtUxo/m9KcsbKjWo6cIqiy6MuEQoZGHLUsTritQxohfaRIspBWfONN/UuOl3tURvqACOkMaaZlipOKkM4UZpJCCgEh8LYJiJCWhllGNsyy2rlFSGff60mEdPa1fVa7j+mqjwjpt90Cyzr5iZDOOraUmggBIfAKBLy9vVmwYAFKlG5dD09Jlwai+ED6fcBBo2G1eRHiiqftkT5VxJZyWbQ3VvxDQ26NhiOFbdL0SCcUL8uhQsUoJXaX50sW8IFChQoxZcoU7t279wqtDNk1OxAQIZ0drCx1FAJC4DkCvr6+rFix4klQqzx58iAfYSA+8Oo+YJonD+Z58lLHzJy/LW2ItXVIM7T7XNES1MtvjiZ3LrnGsth9RpM7N8Xz5uO4dQnCbJ4O7Y6zdeCotR2OZvkxz5MHxUfk2hIGmdEHlECXZcuWZfbs2Tx8+PC5toQkZG8CIqSzt/2l9kIg2xKIi4tDGd594cIFjh07xsmTJ+UjDMQHXsMHTpw+zamjR7mwdh33OvUg2MJGFdKBRUsRWLwM3nUacWH1Wo5duiR8X4OvPt+bjl+4wJm9e/Gq34wgqxJP1pEOLlgUr4YfcP6vDZw6egzFR/S5HlI2ef7p8gGlfXD+/Hk8PT1lWcxs22LUXXER0rrZyC9CQAgIASEgBIRAegm43tG9jvRNWUc6vRgz3X4REc+tI+1vVoSwdl3AzSPTVUcKLASEgBBILwER0uklJfsJASEgBISAEBAC2gnEx5Nw7QbhAz8nwNw6uUfauhSBdmUJadqKBOdr2o+T1ExPICkgkJBWHQkoYvekRzrAzJLQNp1IvHkL4uMzfR2lAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdI6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQRESGujImlCQAgIASEgBISAEBACQkAICAEhIAR0EBAhrQOMJAsBISAEhIAQEAJCQAgIASEgBISAENBGQIS0NiqSJgSEgBAQAkJACAgBISAEhIAQEAJCQAcBEdIhe40iAAAAIUlEQVQ6wEiyEBACQkAICAEhIASEgBAQAkJACAgBbQT+D6sN9uDcpHo8AAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">3.2 Reduce samples: GOSS\n    </h2>\n</div>","metadata":{}},{"cell_type":"markdown","source":"GOSS (Gradient based One Side Sampling) is to eliminate most of the samples with small weight from the perspective of reducing samples, and only use the remaining samples to calculate the information gain. It is a balanced algorithm in reducing data and ensuring accuracy.\n\nAs we all know, there is no weight of the original sample in GBDT. Since Lightgbm is a variant of GBDT, there should be no weight of the original sample. How can we exclude most samples with small weight? In GBDT, there is no sample weight like that in Adaboost. Every data in GBDT will have different gradient values. Samples with small gradient and small training error indicate that the data has been well learned by the model. In the process of training the new model, the samples with small gradient have not much effect on reducing the residual error. Therefore,**we can focus on the samples with high gradient, which will reduce the calculation amount**.\n\n**GOSS algorithm reserves the samples with large gradient and randomly samples the samples with small gradient. In order not to change the data distribution of the samples, a constant is introduced for the samples with small gradient to balance when calculating the gain.**\n\n\n**Process**:\n\nFirst, sort all the values of the features to be split in descending order of absolute value size (xgboost is also sorted, but LightGBM does not need to save the sorted results), and then get the samples with **large gradient of the first a%** and **b% of the remaining samples**. When calculating the gain, the latter b% **magnifies the weight of (1-a)/b**. On the one hand, the algorithm **pays more attention to the samples with insufficient training**, on the other hand, it **prevents the sampling from causing too much impact on the distribution of the original data** by multiplying weights.\n\n![image.png](attachment:59e2737a-288e-4f02-8fe5-ae80a9e201f1.png)\n\n**The red part is the result after the remaining n * b% samples are magnified (1-a)/b**","metadata":{},"attachments":{"59e2737a-288e-4f02-8fe5-ae80a9e201f1.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">3.3 Reduce features: EFB\n    </h2>\n</div>","metadata":{}},{"cell_type":"markdown","source":"High dimensional data is often sparse, which inspired us to design a lossless method to reduce the dimension of features. Usually, **the bundled features are mutually exclusive**, so that the two features will not lose information when bundled. If two features are not completely mutually exclusive, one indicator can be used to measure the degree of non mutual exclusion of features, which is called conflict ratio. When this value is small, we can choose to bind the two features that are not completely mutually exclusive without affecting the final accuracy.\n\n![image.png](attachment:539c2677-c462-4839-bbf2-e5949f2818e7.png)\n\nYou can see that the above features are sparse enough (most of them are 0), and each feature has only one training sample that is non-zero and not the same training sample, so there is no conflict between features. In this case, these four features can be bundled into one, so that the dimensions will be reduced. (Do you feel that this matrix is very familiar,from right to left it just like one-hot)\n\n* Q1:How to determine which features should be tied together?\n\nEFB algorithm constructs a weighted undirected graph by using the relationship between features and features, and converts it into a graph coloring problem to solve. This is a weighted undirected graph.\n\n*     First, regard all features as vertices of the graph, and connect the features that are not mutually independent with one edge. The weight of the edge is the total conflict value of the two connected features.\n\n*     Second, the features are sorted in descending order according to the degree of nodes. The greater the degree, the greater the conflict with other features\n\n*     Finally, traverse the existing feature cluster. If it is found that the contradiction number of the feature added to the feature cluster does not exceed a certain **contradiction threshold**, add the feature to the cluster. If the feature cannot be added to any existing feature cluster, create a new cluster and add the feature to the new cluster.\n\nFor example:\n\n![image.png](attachment:8db29f44-77ec-4115-9b8d-e01c3fa6ee9f.png)\n\nAfter binding\n\n![image.png](attachment:e3b185fc-0700-4a5e-82c4-9641505651be.png)\n\n* Q2:After the features are tied together, how should the feature values be determined?\n\nOne of the keys is that the original features can be separated from the merged features. Binding several features in the same bundle needs to ensure that the original feature values before binding can be identified in the bundle. Considering that the histogram algorithm saves continuous values as discrete bins, we can divide the values of different features into different bins in the cluster, which can be solved by adding an **offset constant** to the feature values.\n\nFor example, we bind feature A and B to the same bundle, The original value range of A feature is [0,10 ), and that of B feature is [0,20). If you bind it directly, you will find that I take a value of 5 from the bundle, and it is impossible to tell whether this 5 is from feature A or feature B. So we can add a constant 10 to the value of B feature and convert it to [10,30). Thus, the bound feature value is [0, 30). If I take 5 from the bundle, I will know that it is from feature A. In this way, I can blend feature A and feature B. See the following figure:\n\n\n![image.png](attachment:61b98b2d-5802-4409-aedf-840ebea83026.png)\n\n\n**Overall**,Through EFB, many exclusive features are bundled into fewer intensive features, which greatly reduces the number of features and brings great improvement to the training speed. With this idea, multiple such mutually exclusive features can be bundled into a new feature by recoding the values of some features. Interestingly, for category features, if they are converted to onehot coding, these onehot coded features are mutually exclusive, so they can be bundled into one feature. Therefore, for features designated as category type, LightGBM can directly associate each category value with a bin to automatically process them without preprocessing them into onehot 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"},"8db29f44-77ec-4115-9b8d-e01c3fa6ee9f.png":{"image/png":"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"},"e3b185fc-0700-4a5e-82c4-9641505651be.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">3.4 Tree generating strategy: Leaf-wise\n    </h2>\n</div>","metadata":{}},{"cell_type":"markdown","source":"Lightgbm is optimized not only in the process of finding the optimal split point, but also in the process of tree generation. Instead of level wise in xgboost, it uses leaf wise with depth restrictions.\n\nXGBoost uses the Level wise growth strategy in the tree generation process. This strategy can split the leaves of the same layer at the same time when traversing data once. It is easy to perform multithread optimization, control the complexity of the model, and not easy to over fit. But in fact, **Level wise is an inefficient algorithm** because **it treats leaves at the same level indiscriminately**. In fact, many leaves have low splitting gains, so it is unnecessary to search and split, which brings a lot of unnecessary computational overhead.\n\n![image.png](attachment:99915525-1d09-49fe-8527-055a8be8e8a1.png)\n\nLeaf wise is a more efficient strategy. Each time from all the current leaves, find the one with the largest split gain, and then split, and so on. Therefore, compared with Level wise, if the splitting times are the same, Leaf wise can reduce more errors and obtain better accuracy. The disadvantage of Leaf wise is that it may grow a deep decision tree and generate over fitting. Therefore, LightGBM adds a limit of maximum depth to the Leaf wise to prevent over fitting while ensuring high efficiency.\n\n![image.png](attachment:fd504276-3198-45b0-a658-57736b8c7211.png)\n\nSo you should know the advantages of Leaf wise. The Level wise method will generate some nodes with low information gain and waste computing resources, but it is very useful to prevent over fitting. While Leaf wise can pursue better accuracy and reduce errors, it will bring about over fitting problems. Here, max_depth is used to control the height of the tree. In fact, another reason for daring to use Leaf wise is that Lightgbm has the function of natural regularization in various operations such as data consolidation, histogram and GOSS. Therefore, the author feels that it is a good choice to use Leaf wise here to pursue high precision.","metadata":{},"attachments":{"fd504276-3198-45b0-a658-57736b8c7211.png":{"image/png":"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"},"99915525-1d09-49fe-8527-055a8be8e8a1.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"<a id=\"4\"></a>\n\n<h1 style=\"padding:10px;background-color:orange;margin:0;color:black;font-family:newtimeroman;font-size:200%;text-align:center;border-radius: 15px 50px;overflow:hidden;font-weight:500\">Model practice</h1>\n<br>\n\n<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">4.1 Mainly hyperparameter\n    </h2>\n</div>","metadata":{}},{"cell_type":"markdown","source":"1. learning_ Rate: Generally speaking, the lower the learning rate, the better the final performance of the model will be, but the lower the learning rate will often lead to over fitting of the model and affect the training time of the model. A fixed value such as 0.1 or 0.05 will be preset during parameter adjustment, and then a good value will be searched between 0.05-0.2 as the final model parameter after other parameters are determined. Usually when the learning rate is low, n_estimators is large and the learning rate is high, n_estimators will be smaller.\n\n2. n_estimators:\n\n    1) Generally speaking, the more iterations, the better model performs. However, excessive iterations often lead to over fitting of the model and affect the time of model training. Generally, the value we choose is 100~1000. During training, we need to pay attention to the over fitting so as to adjust the number of iterations in time. Usually through **lgb.plot_Metrics (model, metrics='auc')** to observe the change of the learning curve.\n    \n    2) In order to prevent over fitting, we usually choose a larger n_estimators, and then set **early_stop_round** value is [20, 50, 100] to stop the model in the test set where the effect is good.\n    \n    3) Another one is determined by cross test n_estimators. Add **early_stop_round** in training model, record the value of n_estimators when each fold model stops, and then n_estimators is 1.1 times the average number of iterations when the cross test model stops. Then determine this value to adjust other parameters, and finally get the final value of n_estimators through early_stop_round.\n\n3. min_split_Gain: It is not recommended to adjust. Increasing this number will result in a relatively shallow tree depth. Other parameters can be adjusted to achieve similar effects. If you really need to adjust, you can draw the first tree and the last tree. Draw the value of the gain for each decision bifurcation to see the approximate range, and then determine a lower limit. However, the performance of the model will decline a lot after setting.\n4. min_child_sample: This parameter needs to be determined according to the data set. Generally, the default 20 is enough for small data sets, but using this 20 for large data sets will result in too small data volume on the generated leaf nodes, which may lead to unrepresentative data sets. Therefore, it is recommended to determine this parameter by 25% of the average number of training data when the tree depth is 4 and there are 16 leaves, or to search slightly in this range. In this way, the stability of the model will be guaranteed.\n5. min_child_weight: The function of min_child_weight and min_child_sample is similar, but this parameter itself has little impact on the performance of the model, and the way of impact is not easy to understand by the human brain, so it is not recommended to adjust too much.\n6. max_depth: The maximum depth of the tree model. The most important parameter to prevent over fitting is generally limited to 3~5. It is a core parameter that needs to be adjusted, and plays a decisive role in model performance and generalization ability.\n7. num_leaves: the number of leaf nodes on a tree. The default settings are 31, and max_ The depth is generally set to a value of (0, 2 ^ max_depth - 1] in combination with the shape of the null value tree. It is a parameter that needs to be adjusted and has a great impact on the model performance.\n8. subsample: If this parameter is less than 1.0, LightGBM will randomly select part of the data (row) in each iteration without resampling, which can be used to speed up training and process over fitting. The default setting is 1, and the general setting is 0. 8~1.0 to prevent over fitting.\n9. colsample_bytree: If this parameter is less than 1.0, LightGBM will randomly select some features (col) in each iteration, which can be used to speed up training and process over fitting. The default setting is 1, generally between 0.8 and 1.0, to prevent over fitting.\n10. reg_alpha: L1 regularization parameter, alias: lambda_l1。 The default setting is 0. Generally, after feature selection, this parameter will not be significantly different. If the value of this parameter is large, it indicates that there are some features that do not play a significant role in the model. Need adjustment to control over fitting\n11. reg_lambda: L2 regularization parameter, alias: lambda_l2。 The default setting is 0. Higher values will make the influence of each feature on the model more uniform, and no single feature will control the performance of the whole model. Need adjustment to control over fitting","metadata":{}},{"cell_type":"markdown","source":"\n<div id='imports'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #6867AC;\">\n    <h2 style = \"padding: 15px; \n                 color: White;\n                 text-align: left;\n                 font-family: Trebuchet MS;\">4.2 Parameter adjustment in practice\n    </h2>\n</div>\n\n<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.1  Import Library\n    </h3>\n</div>","metadata":{}},{"cell_type":"code","source":"import numpy as np \nimport pandas as pd \nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom scipy import stats\nimport json\nimport sklearn\n%matplotlib inline\n\n#sklearn library\n# 1.model_selection\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.model_selection import GridSearchCV\nfrom sklearn.model_selection import cross_val_score, KFold\nfrom sklearn.model_selection import StratifiedKFold\n\n# 2.preprocessing\nfrom sklearn.preprocessing import OrdinalEncoder\nfrom sklearn.preprocessing import MinMaxScaler\n\n# 3.metrics\nfrom sklearn.metrics import roc_auc_score\nfrom sklearn.metrics import mean_squared_error\nfrom sklearn.metrics import classification_report\nfrom sklearn.metrics import confusion_matrix\n\n# 4.model\nimport lightgbm as lgb\nfrom bayes_opt import BayesianOptimization\n\n# 5.plot\nimport scikitplot as skplt\n\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:27:55.416850Z","iopub.execute_input":"2023-07-24T03:27:55.417310Z","iopub.status.idle":"2023-07-24T03:27:55.440249Z","shell.execute_reply.started":"2023-07-24T03:27:55.417267Z","shell.execute_reply":"2023-07-24T03:27:55.439315Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.2  Set  graph environment\n    </h3>\n</div>","metadata":{"execution":{"iopub.status.busy":"2022-10-08T03:57:32.804715Z","iopub.execute_input":"2022-10-08T03:57:32.805199Z","iopub.status.idle":"2022-10-08T03:57:32.812841Z","shell.execute_reply.started":"2022-10-08T03:57:32.805158Z","shell.execute_reply":"2022-10-08T03:57:32.811171Z"}}},{"cell_type":"code","source":"font = {'family':'Helvetica, Ariel',\n        'weight':'normal',\n        'size':12}\nplt.rc('font', **font)\nsns.set_context('notebook')\nsns.set_style(\"ticks\")\nFIG_FONT = dict(family=\"Helvetica, Ariel\", weight=\"bold\", color=\"#7f7f7f\")\nsns.set_palette(\"Spectral\")","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:27:55.445770Z","iopub.execute_input":"2023-07-24T03:27:55.448605Z","iopub.status.idle":"2023-07-24T03:27:55.460561Z","shell.execute_reply.started":"2023-07-24T03:27:55.448566Z","shell.execute_reply":"2023-07-24T03:27:55.459613Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.3  Load Data\n    </h3>\n</div>","metadata":{"execution":{"iopub.status.busy":"2022-10-08T03:57:49.916290Z","iopub.execute_input":"2022-10-08T03:57:49.916729Z","iopub.status.idle":"2022-10-08T03:57:49.924581Z","shell.execute_reply.started":"2022-10-08T03:57:49.916694Z","shell.execute_reply":"2022-10-08T03:57:49.922759Z"}}},{"cell_type":"code","source":"df = pd.read_csv('../input/breast-cancer-wisconsin-data/data.csv')\ndf","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:27:55.466225Z","iopub.execute_input":"2023-07-24T03:27:55.468824Z","iopub.status.idle":"2023-07-24T03:27:55.551583Z","shell.execute_reply.started":"2023-07-24T03:27:55.468787Z","shell.execute_reply":"2023-07-24T03:27:55.550615Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:27:55.557362Z","iopub.execute_input":"2023-07-24T03:27:55.559850Z","iopub.status.idle":"2023-07-24T03:27:55.591160Z","shell.execute_reply.started":"2023-07-24T03:27:55.559807Z","shell.execute_reply":"2023-07-24T03:27:55.590175Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.diagnosis=[1 if i =='M' else 0 for i in df.diagnosis.values]\ndf.drop(['Unnamed: 32','id'],axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:27:55.595691Z","iopub.execute_input":"2023-07-24T03:27:55.598164Z","iopub.status.idle":"2023-07-24T03:27:55.608949Z","shell.execute_reply.started":"2023-07-24T03:27:55.598124Z","shell.execute_reply":"2023-07-24T03:27:55.607481Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.4 set features\n    </h3>\n</div>","metadata":{}},{"cell_type":"code","source":"fig,ax = plt.subplots(figsize=(18, 18))\naxes = sns.heatmap(df.corr(), annot=True, linewidths=.5, fmt= '.1f',ax=ax)","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:27:55.614743Z","iopub.execute_input":"2023-07-24T03:27:55.617925Z","iopub.status.idle":"2023-07-24T03:28:00.085440Z","shell.execute_reply.started":"2023-07-24T03:27:55.617876Z","shell.execute_reply":"2023-07-24T03:28:00.084555Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Simply select the features with a correlation>0.5 with diagnosis\nfeatures = list(df.corr()[df.corr()['diagnosis']>0.5].index)\nX=df[features]","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:00.086518Z","iopub.execute_input":"2023-07-24T03:28:00.086975Z","iopub.status.idle":"2023-07-24T03:28:00.101162Z","shell.execute_reply.started":"2023-07-24T03:28:00.086921Z","shell.execute_reply":"2023-07-24T03:28:00.100248Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, axes = plt.subplots(4,4,figsize=(20,20))\n\ncnt = 0\nfor i in range(4):\n    for j in range(4):\n        feature_element = features[cnt]\n        cnt+=1\n        plt.sca(axes[i,j])\n        sns.kdeplot(df[df.diagnosis==1][feature_element],shade=True,alpha=0.2,legend=True,label='diagnosis:M')\n        sns.kdeplot(df[df.diagnosis==0][feature_element],shade=True,alpha=0.2,legend=True,label='diagnosis:B')\n        plt.legend()","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:00.102791Z","iopub.execute_input":"2023-07-24T03:28:00.103473Z","iopub.status.idle":"2023-07-24T03:28:03.747701Z","shell.execute_reply.started":"2023-07-24T03:28:00.103435Z","shell.execute_reply":"2023-07-24T03:28:03.746673Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.5  Data process\n    </h3>\n</div>","metadata":{}},{"cell_type":"code","source":"def process_df(df):    \n    #1、Handling null values \n    df=df.dropna()\n    \n    #2、create y value by using \"diagnosis\", convert to int type \n    target=df.diagnosis\n    df=df[features]\n                                                 \n    #3、Create the training and test datasets\n    X_train, X_test, y_train, y_test = train_test_split(df, target, test_size = 0.2, \n                                                    random_state=100,stratify=target)\n    \n    #4、Obtaining continuous variable \n    numaric_columns=list(df.select_dtypes(include=np.number).columns)\n    print(\"Numaric columns (\"+str(len(numaric_columns))+\") :\",\", \".join(numaric_columns))\n    \n    #5、Obtaining discrete variables \n    cat_columns=df.select_dtypes(include=['object']).columns.tolist()\n    print(\"Categorical columns (\"+str(len(cat_columns))+\") :\",\", \".join(cat_columns))\n    \n    \n    #6、Using continuous variable training data \n    X_train_n=X_train[numaric_columns].copy()\n    X_test_n=X_test[numaric_columns].copy()\n    scaler = MinMaxScaler()\n    X_train_n_index = X_train_n.index\n    X_test_n_index = X_test_n.index\n    \n    X_train_n = scaler.fit_transform(X_train_n)\n    X_train_n = pd.DataFrame(X_train_n,index=X_train_n_index,columns = numaric_columns)\n    \n    X_test_n = scaler.transform(X_test_n)\n    X_test_n = pd.DataFrame(X_test_n,index=X_test_n_index,columns = numaric_columns)\n\n    #7、Using discrete variable training data \n    X_train_c=X_train[cat_columns]\n    X_test_c=X_test[cat_columns]\n                               \n    #8、Ordinal label processing for discrete variables \n    encoder=OrdinalEncoder()\n    X_train_c = encoder.fit_transform(X_train_c)\n    \n    X_train_c=pd.DataFrame(X_train_c,index=X_train_n.index)\n    X_test_c = encoder.transform(X_test_c)\n    X_test_c=pd.DataFrame(X_test_c,index=X_test_n.index)\n    \n    #9、Merge together\n    for i,column in enumerate(X_train_c.columns):\n        X_train_n[\"cat_\"+str(i+1)]=X_train_c[column]\n        X_test_n[\"cat_\"+str(i+1)]=X_test_c[column]\n\n    return X_train_n, X_test_n, y_train, y_test","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.754538Z","iopub.execute_input":"2023-07-24T03:28:03.755365Z","iopub.status.idle":"2023-07-24T03:28:03.777557Z","shell.execute_reply.started":"2023-07-24T03:28:03.755318Z","shell.execute_reply":"2023-07-24T03:28:03.776558Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train, X_test, y_train, y_test = process_df(df)\nprint(X_train.shape, X_test.shape, y_train.shape, y_test.shape)","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.782368Z","iopub.execute_input":"2023-07-24T03:28:03.785335Z","iopub.status.idle":"2023-07-24T03:28:03.816975Z","shell.execute_reply.started":"2023-07-24T03:28:03.785295Z","shell.execute_reply":"2023-07-24T03:28:03.816044Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train.value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.821252Z","iopub.execute_input":"2023-07-24T03:28:03.823652Z","iopub.status.idle":"2023-07-24T03:28:03.835483Z","shell.execute_reply.started":"2023-07-24T03:28:03.823613Z","shell.execute_reply":"2023-07-24T03:28:03.834475Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.6 Bayesian Optimization\n    </h3>\n</div>","metadata":{}},{"cell_type":"code","source":"X_train.columns","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.840687Z","iopub.execute_input":"2023-07-24T03:28:03.843074Z","iopub.status.idle":"2023-07-24T03:28:03.854362Z","shell.execute_reply.started":"2023-07-24T03:28:03.843034Z","shell.execute_reply":"2023-07-24T03:28:03.853241Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from bayes_opt import BayesianOptimization\nfrom sklearn.model_selection import StratifiedKFold\n\ntrain_df = X_train\ntest_df = X_test\ntarget = 'diagnosis'\npredictors = train_df.columns.values.tolist()[1:]\nbayesian_tr_index, bayesian_val_index = list(StratifiedKFold(n_splits=2,\n                                                             shuffle=True, random_state=1).split(train_df, train_df.diagnosis.values))[0]","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.858224Z","iopub.execute_input":"2023-07-24T03:28:03.859028Z","iopub.status.idle":"2023-07-24T03:28:03.874169Z","shell.execute_reply.started":"2023-07-24T03:28:03.858986Z","shell.execute_reply":"2023-07-24T03:28:03.873057Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def LGB_bayesian(\n#     num_boost_round,\n    num_leaves, \n    min_data_in_leaf, \n    learning_rate,\n    min_sum_hessian_in_leaf, \n    feature_fraction,\n    lambda_l1,\n    lambda_l2,\n    min_gain_to_split,\n    max_depth,\n#     early_stopping_rounds\n):\n    \n    # LightGBM expects next three parameters need to be integer. So we make them integer\n    num_leaves = int(num_leaves)\n    min_data_in_leaf = int(min_data_in_leaf)\n    max_depth = int(max_depth)\n    \n    # setting by experience\n    num_boost_round = 1000\n    num_boost_round = int(num_boost_round)\n    early_stopping_rounds = 50\n    early_stopping_rounds = int(early_stopping_rounds)\n    \n    param = {\n        'num_boost_round':num_boost_round,\n        'num_leaves': num_leaves,\n#         'max_bin': 63,\n        'min_data_in_leaf': min_data_in_leaf,\n        'learning_rate': learning_rate,\n        'min_sum_hessian_in_leaf': min_sum_hessian_in_leaf,\n        'bagging_fraction': 1.0,\n        'bagging_freq': 5,\n        'feature_fraction': feature_fraction,\n        'lambda_l1': lambda_l1,\n        'lambda_l2': lambda_l2,\n        'min_gain_to_split': min_gain_to_split,\n        'max_depth': max_depth,\n        'save_binary': True,\n        'seed': 123,\n        'objective': 'binary',\n        'boosting_type': 'gbdt',\n        #'verbose': 1,\n        'verbosity': -1,\n        'metric': 'auc',\n        'is_unbalance': True,\n        'boost_from_average': False,\n#         'early_stopping_rounds': 50\n    }\n    xg_train = lgb.Dataset(train_df.iloc[bayesian_tr_index][predictors].values,\n                           label=train_df.iloc[bayesian_tr_index][target].values,\n                           feature_name=predictors,\n                           free_raw_data = False)\n    xg_valid = lgb.Dataset(train_df.iloc[bayesian_val_index][predictors].values,\n                           label=train_df.iloc[bayesian_val_index][target].values,\n                           feature_name=predictors,\n                           free_raw_data = False)\n\n    clf = lgb.train(param, \n                    num_boost_round = num_boost_round,\n                    early_stopping_rounds = early_stopping_rounds,\n                    train_set = xg_train,\n                    valid_sets = [xg_valid],\n                    verbose_eval=250)\n    predictions = clf.predict(train_df.iloc[bayesian_val_index][predictors].values, num_iteration=clf.best_iteration)\n    score = metrics.roc_auc_score(train_df.iloc[bayesian_val_index][target].values, predictions)\n    return score","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.879395Z","iopub.execute_input":"2023-07-24T03:28:03.881789Z","iopub.status.idle":"2023-07-24T03:28:03.900740Z","shell.execute_reply.started":"2023-07-24T03:28:03.881750Z","shell.execute_reply":"2023-07-24T03:28:03.899802Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.7  Find Best parameter\n    </h3>\n</div>","metadata":{"execution":{"iopub.status.busy":"2022-10-08T04:00:30.480341Z","iopub.execute_input":"2022-10-08T04:00:30.480755Z","iopub.status.idle":"2022-10-08T04:00:30.488738Z","shell.execute_reply.started":"2022-10-08T04:00:30.480724Z","shell.execute_reply":"2022-10-08T04:00:30.486713Z"}}},{"cell_type":"code","source":"X_train = X_train[predictors]\nX_test = X_test[predictors]","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.905590Z","iopub.execute_input":"2023-07-24T03:28:03.908419Z","iopub.status.idle":"2023-07-24T03:28:03.918085Z","shell.execute_reply.started":"2023-07-24T03:28:03.908381Z","shell.execute_reply":"2023-07-24T03:28:03.916980Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"bounds_LGB = {\n#     'num_boost_round':(100,5000),\n    'num_leaves': (5, 20),\n    'min_data_in_leaf': (5, 20),\n    'learning_rate': (0.01, 0.3),\n    'min_sum_hessian_in_leaf': (0.00001, 0.01),\n    'feature_fraction': (0.05, 0.5),\n    'lambda_l1': (0, 5.0),\n    'lambda_l2': (0, 5.0),\n    'min_gain_to_split': (0, 1.0),\n    'max_depth':(2,6),\n#     'early_stopping_rounds':(50,200)\n}","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.923148Z","iopub.execute_input":"2023-07-24T03:28:03.925942Z","iopub.status.idle":"2023-07-24T03:28:03.934692Z","shell.execute_reply.started":"2023-07-24T03:28:03.925878Z","shell.execute_reply":"2023-07-24T03:28:03.933563Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"LGB_BO = BayesianOptimization(LGB_bayesian, bounds_LGB, random_state=123)\nprint(LGB_BO.space.keys)\n\nimport warnings\nfrom sklearn import metrics\ninit_points = 5\nn_iter = 5\nprint('-' * 130)\nLGB_BO.maximize(init_points=init_points, n_iter=n_iter, acq='ucb', xi=0.0, alpha=1e-6)\nwith warnings.catch_warnings():\n    warnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:03.942394Z","iopub.execute_input":"2023-07-24T03:28:03.944851Z","iopub.status.idle":"2023-07-24T03:28:05.298660Z","shell.execute_reply.started":"2023-07-24T03:28:03.944813Z","shell.execute_reply":"2023-07-24T03:28:05.296967Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"LGB_BO.max['target']","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:05.299978Z","iopub.execute_input":"2023-07-24T03:28:05.300350Z","iopub.status.idle":"2023-07-24T03:28:05.312477Z","shell.execute_reply.started":"2023-07-24T03:28:05.300308Z","shell.execute_reply":"2023-07-24T03:28:05.311610Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"LGB_BO.max['params']","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:05.314217Z","iopub.execute_input":"2023-07-24T03:28:05.314723Z","iopub.status.idle":"2023-07-24T03:28:05.324636Z","shell.execute_reply.started":"2023-07-24T03:28:05.314685Z","shell.execute_reply":"2023-07-24T03:28:05.323173Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for key,value in LGB_BO.max['params'].items():\n    if key in ['max_depth','min_data_in_leaf','num_leaves']:\n        print(key,'=int(',value,'),')\n    else:\n        print(key,'=',value,',')","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:05.326077Z","iopub.execute_input":"2023-07-24T03:28:05.326616Z","iopub.status.idle":"2023-07-24T03:28:05.340994Z","shell.execute_reply.started":"2023-07-24T03:28:05.326579Z","shell.execute_reply":"2023-07-24T03:28:05.339821Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# setting by LGB_BO.max['params']\nparam = {'boosting_type':'gbdt','objective':'binary','metric':'binary_logloss',\n    'num_boost_round':1000,\n    'feature_fraction': 0.36341113351903775,\n    'lambda_l1': 1.4306966747518972,\n    'lambda_l2': 1.1342572678210154,\n    'learning_rate': 0.16988128303403846,\n    'max_depth':int( 4.877875879142252),\n    'min_data_in_leaf': int( 11.346596901866913 ),\n    'min_gain_to_split': 0.9807641983846155,\n    'min_sum_hessian_in_leaf': 0.006851449088462784,\n    'num_leaves': int( 12.213978522265414 ),\n#     'num_class': 2,\n    'early_stopping_rounds':50,\n    'verbose': -1}\n\nevals_result = {}  \n\n\ntrain_data = lgb.Dataset(X_train, label = y_train)  \ntest_data = lgb.Dataset(X_test, label = y_test,reference=train_data)\n\nmodel = lgb.train(param,      \n                  train_data,      \n                  valid_sets=[train_data,test_data],\n                  evals_result=evals_result, # Record the calculated value of loss function in each round     \n                  #verbose_eval=False) # How many rounds to output a training result,True/False/number      \n                  verbose_eval=50)  \n# print(params)  \n# Draw the loss curve with the recorded loss function value  \nlgb.plot_metric(evals_result, metric='binary_logloss') # The metric value corresponds to the previous params  \nplt.show()    ","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:05.346645Z","iopub.execute_input":"2023-07-24T03:28:05.350159Z","iopub.status.idle":"2023-07-24T03:28:05.646431Z","shell.execute_reply.started":"2023-07-24T03:28:05.350121Z","shell.execute_reply":"2023-07-24T03:28:05.645559Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div id = 'job_title'\n     style = \"display: fill;\n              border-radius: 10px;\n              background-color: #CE7BB0;\">\n    <h3 style = \"padding: 15px; \n                 color: White;\n                 text-align:left;\n                 font-family: Trebuchet MS;\">4.2.8  Train model and metrics\n    </h3>\n</div>","metadata":{}},{"cell_type":"code","source":"from sklearn import metrics\nmodel=lgb.LGBMClassifier(\n    boosting_type='gbdt',objective='binary',metrics='logloss',\n    feature_fraction = 0.36341113351903775 ,\n    lambda_l1 = 1.4306966747518972 ,\n    lambda_l2 = 1.1342572678210154 ,\n    learning_rate = 0.16988128303403846 ,\n    max_depth =int( 4.877875879142252 ),\n    min_data_in_leaf =int( 11.346596901866913 ),\n    min_gain_to_split = 0.9807641983846155 ,\n    min_sum_hessian_in_leaf = 0.006851449088462784 ,\n    num_leaves =int( 12.213978522265414 ),\n    num_class = 1)\nmodel.fit(X_train,y_train)\ny_train_pred = model.predict(X_train)\ny_test_pred = model.predict(X_test)\nprint(\"acc:\",metrics.accuracy_score(y_test,y_test_pred))\nprint(\"auc:\",metrics.roc_auc_score(y_test,y_test_pred))","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:05.650868Z","iopub.execute_input":"2023-07-24T03:28:05.653299Z","iopub.status.idle":"2023-07-24T03:28:05.707326Z","shell.execute_reply.started":"2023-07-24T03:28:05.653258Z","shell.execute_reply":"2023-07-24T03:28:05.706542Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"skplt.metrics.plot_confusion_matrix(y_train_pred,y_train,figsize=(5,5), cmap= 'YlGnBu',title='train data confusion matrix')\nskplt.metrics.plot_confusion_matrix(y_test_pred,y_test,figsize=(5,5), cmap= 'YlGnBu',title='test data confusion matrix')","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:05.711023Z","iopub.execute_input":"2023-07-24T03:28:05.713436Z","iopub.status.idle":"2023-07-24T03:28:06.291825Z","shell.execute_reply.started":"2023-07-24T03:28:05.713394Z","shell.execute_reply":"2023-07-24T03:28:06.290825Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train_pred_prob = model.predict_proba(X_train)[:, 1]\ny_test_pred_prob = model.predict_proba(X_test)[:, 1]\n\nfpr_train, tpr_train, thresholds = metrics.roc_curve(y_train, y_train_pred_prob)\nfpr_test, tpr_test, thresholds = metrics.roc_curve(y_test, y_test_pred_prob)\n\nfig,axes = plt.subplots(1,2,figsize=(12,5))\n\nplt.sca(axes[0])\nplt.plot(fpr_train, tpr_train, linewidth=2, color= 'teal')\nplt.plot([0,1], [0,1], 'r--' )\nplt.title('ROC Curve of train data')\nplt.xlabel('False Positive Rate')\nplt.ylabel('True Positive Rate')\n\nplt.sca(axes[1])\nplt.plot(fpr_test, tpr_test, linewidth=2, color= 'teal')\nplt.plot([0,1], [0,1], 'r--' )\nplt.title('ROC Curve of test data')\nplt.xlabel('False Positive Rate')\nplt.ylabel('True Positive Rate')\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:06.296458Z","iopub.execute_input":"2023-07-24T03:28:06.298922Z","iopub.status.idle":"2023-07-24T03:28:06.677601Z","shell.execute_reply.started":"2023-07-24T03:28:06.298866Z","shell.execute_reply":"2023-07-24T03:28:06.676610Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(12,6))\nlgb.plot_importance(model, max_num_features=10)\nplt.title(\"Featurertances\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-07-24T03:28:06.682083Z","iopub.execute_input":"2023-07-24T03:28:06.684503Z","iopub.status.idle":"2023-07-24T03:28:06.997173Z","shell.execute_reply.started":"2023-07-24T03:28:06.684447Z","shell.execute_reply":"2023-07-24T03:28:06.996080Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div style=\"padding:20px;color:white;margin:20;font-size:270%;text-align:center;display:fill;border-radius:5px;background-color:#cc1100;overflow:hidden;font-weight:700\">Please <b>UPVOTE</b> if it helped!</div>","metadata":{}}]}