{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Objective\n\n**Given Problem statement:** \nTo retrieve relevant database images to a given query image (ie, the model should retrieve database images containing the same landmark as the query)\n\n**What this notebook explores:**\nThis notebook looks at the datasets and the structure provided along with an EDA pipeline to explore this.\n\nLets jump right in !!!","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# References\n1. https://www.kaggle.com/seriousran/google-landmark-retrieval-2020-eda\n2. https://www.kaggle.com/c/landmark-retrieval-2020/discussion/163390","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Understanding structure\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Lets understand the given data","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Lets being by importing neccessary packages","execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport os\nimport glob\nimport matplotlib.pyplot as plt\nimport random\nimport cv2","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Setting important directories","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"root_dir = \"/kaggle/input/landmark-retrieval-2020/\"\ntrain_dir = os.path.join(root_dir,\"train/\")\ntest_dir = os.path.join(root_dir,\"test/\")\nindex_dir = os.path.join(root_dir,\"index/\")\ntrain_csv = os.path.join(root_dir,\"train.csv\")\nlandmark_id_mapping_csv = \"/kaggle/input/glrc2020-landmarkid-mapping/glrc2020_landmarkid_mapping.csv\"","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Now lets examine traincsv","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train = pd.read_csv(train_csv)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"#### Checking for null values => None found","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.loc[df_train['id'].isnull(),:]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"#### Its given image_ids are uniques, still lets check\n#### What we also have here is: each image has only one landmark","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"#### Checking for null values with landmark_id column:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.loc[df_train['landmark_id'].isnull(),:]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"No null values found here as well. So we are clear here","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Now lets match with the image data we have in the train folder","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# of images in train folder => train query images\nsum_train=0\nfor dirname, _, filenames in os.walk(train_dir):\n    for filename in filenames:\n        if \".jpg\" in filename:\n            sum_train= sum_train + 1\nprint(\"Number of images in train folder = {}\".format(sum_train))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# of images in test folder => test query images\nsum_test=0\nfor dirname, _, filenames in os.walk(test_dir):\n    for filename in filenames:\n        if \".jpg\" in filename:\n            sum_test= sum_test + 1\nprint(\"Number of images in test folder = {}\".format(sum_test))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# of images in index folder\n# The index images are the images you retrieve. \n# i.e. if the \"query\" test set image is a picture of the Taj Mahal, \n# you are retrieving the images in the index set that you believe match the same landmark.\nsum_index=0\nfor dirname, _, filenames in os.walk(index_dir):\n    for filename in filenames:\n        if \".jpg\" in filename:\n            sum_index= sum_index + 1\nprint(\"Number of images in index folder = {}\".format(sum_index))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### As we have seen the folder structure in detail, lets deep-dive into landmark ","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Histogram distribution for landmark_ids\nfig, ax =plt.subplots(figsize=(8,8))\nax.hist(df_train['landmark_id'],bins=1000,density=False)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"So we can see somes spikes in the distribution, so there is a possibility that some landmark images might be occurring more frequently. We will look at that, once we analyze the train, test & index folders","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"xdf = pd.DataFrame(df_train['landmark_id'].value_counts(dropna=False)).reset_index(inplace=False)\nxdf.columns = ['landmark_id','count']","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"xdf.boxplot(column='count')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"xdf.loc[xdf['count']<1000,:].boxplot(column='count')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#fig = plt.figure()\n#ax = fig.add_subplot(111)\nfig, ax =plt.subplots(nrows=2,ncols=2,figsize=(16,8),squeeze=False)\nax[0,0].scatter(xdf['landmark_id'],xdf['count'],c=xdf['landmark_id'],s=50)\nax[0,0].tick_params(axis='x',rotation=45)\nax[0,0].title.set_text('scatter plot: landmark_id v/s count ')\n\nfilterdf = xdf.loc[xdf['count']<1000,:]\n\nax[0,1].scatter(filterdf['landmark_id'],filterdf['count'],c=filterdf['landmark_id'],s=50)\nax[0,1].tick_params(axis='x',rotation=45)\nax[0,1].title.set_text('scatter plot: landmark_id v/s count ')\n\nfilterdf = xdf.loc[xdf['count']<500,:]\n\nax[1,0].scatter(filterdf['landmark_id'],filterdf['count'],c=filterdf['landmark_id'],s=50)\nax[1,0].tick_params(axis='x',rotation=45)\nax[1,0].title.set_text('scatter plot: landmark_id v/s count ')\n\n\nfilterdf = xdf.loc[xdf['count']<100,:]\n\nax[1,1].scatter(filterdf['landmark_id'],filterdf['count'],c=filterdf['landmark_id'],s=50)\nax[1,1].tick_params(axis='x',rotation=45)\nax[1,1].title.set_text('scatter plot: landmark_id v/s count ')\n\nfig.tight_layout(pad=3.0)\n\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# No. of landmarks which are predominant\nxdf.shape[0]-xdf.loc[xdf['count']<1000,:].shape[0]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"For all the above visualizations, we can infer:\n\ni.) 7 images are clear outliers i.e. there are 7 landmarks which are occuring at a higher frequency i.e. more than 1000 times in the given set of 1580470 image_ids\n\nii.) then we have a moderate number in the range of above 100\n\niii.) Majority of landmark sightings are in the range 1-100\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Lets look at these outliers landmarks - \nTo do so, we will need to bring a dataset referred in the competition and also in this discussion\nhttps://www.kaggle.com/c/landmark-retrieval-2020/discussion/163390","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"landmark_mapping_df = pd.read_csv(landmark_id_mapping_csv)\nlandmark_mapping ={}\nfor l_id, cat in zip(list(landmark_mapping_df['landmark_id']),list(landmark_mapping_df['category'])):\n    landmark_mapping[l_id]=cat","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for l_id in list(xdf.loc[xdf['count']>1000,:]['landmark_id']):\n    print(l_id)\n    print(landmark_mapping[l_id])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"#### Lets take an example of landmark_id = 20409, which as per the mapping is Noraduz Cemetery present in Armenia","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAUAAAADVCAYAAAAmTCnuAAAgAElEQVR4Aey9B3hU17mv7/v/33NOknOcGBeMMR0Eaqj33nvvvaMKEiCqQAXRQSC6JHrvzTbFNm5xd+w4ju1g03s3XX3Ke5+1RgOC2BrsCXFyLzzP96w9e5U9jGbe+X1lr3nq+2YQ9l3Tg/ZT5x8e9yiPtWv9WPtdk4qu7PtmNV3Z0Rboyo40q+nKjrao6MqOtarpyo63gT52ok2FPna8TUVXdqJdTVd2sl3N47RTCujKzrSr0cfOKuDXtHMqNfrYeTX8uqbivPq+XUDNz7GLajWP0y6oVHRll1Vq9LGntFB6GGTa84+rPdICwrqC26P0dQW/R+nrCm6iTx+4PcpcXfDTBaeu4PYofbrW7wpe/4g+XfD7NeEmrn1OqcN0APDXhdujwPU+/AQIfw78xNjHCb9HWVsf+Im59wAoQKeF4OOCnnZdLfz+GQA81gpd2+NVeLog+ASAXSvAJwB8FIjpM+YJAKUL/M8CYGf4PQoAHx7/8OOu4aYLfvq5r7rg9ij9TwD4BIC/rkr8fxyAGghp4oBahaZtu+rTjvm57cMA0/exLgA+CoT0GXOiHfQxXS6orn5dbu5JBXRl/wg3tqs1TiuhK3vcCk+nC6vLxdXR/+vCSx/lp5377w3AK2rQx57qCnJd9f1c8InxvwR2R1uhK9MHXv+IufrAT8zVBThd/U8A2HUS5AkAtaD7qfYJAH80GaGF1aMkIh5ljHa9n9t2BT/R94+AmD5rPAFg11nertSf6HuiAH8KTP+s808A2CUAfy6wfs54XXB7lH5d8NKV5dXVry/gdM3XpfC6ci9FX1fu7aP06VpfF8D07dcFQF0KTt/5utY/r4IuTUcZywWgK/v1Xeh/bQBeAroyfdxfMbfDBb5fa9cZYP8IZacTYm1qjuphugCmC5Bd1dCJPl0upr79ugCoq18XwHT3qzml+OX2uAGoC3D69uuq4fv1AdW1EtT3+f/cspeHxz9KqUpXY/QFmL7zdQKwMxB/ybG+ADzWDl2ZbsB17SbrCzB95z9+wHXtouqCn76A0zVfb4DpSFLoUnj6AuRfHZC6nt/DQPu5j7uC26P06QswfedLAAqwCbWnBZyA1sPntH0/t30CQP3uxNCt4HQBTld/1+pPF8D07X8CwK4Vni6A6dv/c4H38PhHgVxXY/QFmL7zn9LCTgs2LbC0j3W12vG/uNXh/nal/kTfEwWoC3C6+p8AsCsVqC9g/tXnPwy0n/u4K7g9Sp++ANN3/lPa+NuRVhXCtI9F+/Djzn2PeqwLYPr2/9oxPH1d4Met8PRVaI97vk4XVV8XV8f8f3VA6fv8ukrAaPp+3r2/DwNSF+S6SmCIPn0Bpu/8pwSAHoad9tyjQE5fgOk7/wkAu1Z4jxtg+q7/BICP1wV+AsCuIXsPgFrYdQaS9lxXbefxv8bxEwA+AaA+ENVXYf2rz38CQD0B+GhQU3Vkah9uH8zgHunI6Ir2YdNcR8x/0I4r4KgCRPugaZMLXd2Kph3z062olTuh1NiP1c097OKebFdxQqFC2x5XqDmqVCNaYffGKzTjxNifMrHGKYWyw7T3xMKZdo0J9/hHFZY432EaF1rE8QQIO7ea2N6Pzu/i9rRTSuhsZ1TQ2U6rQZoKTgvrYq1H6RNr/x3AxA4rwnXVsdOK6Bc1ehd+wh6A00P1fNo5D4zRUdP3rzhWN+C6rkN82KX9uY///V1gHfvd6a6zU3G8XanZk65TqwXZEYUKrX3fcSza7xU8YGLMsXYlxxTtHG9v1xy3KyVcjig1ELwPQrUGKnKvOw0Aj4uEyMMm4HbvXl0NnAR0OttxhYqjSmFaiGlAq513sq3z7WoqTrcrOKlo43R7GycUCr5TqTmshu9U3FtDAzyF7D+haqeznVS2I+yUtFZOKVuknVG0crZdydl29T0TW0UJqJ1UdpiAXLvGzrSBMAGZUyoVp1SaVgMdFaeVP26acWJsJ3hpYaqEk51NrCnXv3+Nkyo4robjou3ofxTQdT3m/nM9q1RxVqngnELFOYWC80rlj5uqveM8XGyHiwo1FxVKLinauaRo46KyjfNijFoh97s72wluAn6XlBoTx78u2B4sRO68N9+jHP9cYD08Xl+A6Yrx6erXN4anazssXes/pXcWtRW5oedPuaJaBSkVXycYahWgAKE41gBTyYm2dmkSqgKoHQpQwE8LQKGyNBBTIwClhZW2FSDUHt9v76szLQAFqAT8jqg0ANRA8EEAaudr6vUEPBUaU7RxXKngezXSjqruq0iNEtMoOy3wOrcCfmcUGjulFBAUxx3wa4OzHSYAqAXcSbWAnACFBlxn20GYAJSAUmewaeCmHa9tf2yM5la0c2ItLQQFZDupQHE9WapyD6gd1+y4rvb5/FTbWT3+2LFWUd7ve3CDUQHAcyoNBB9otQBUwHmFAKAwDQAF/O4DUMVZVAgASgh2qEUBwH8NFfgEgLog9Tj7/zEAFBD8haYFsHb+6RYVwk61CkMCTkJOgE6oMaF6hPppFaaWdrpNLc9JtdYBxIfB2Nl91rqpGvdVwE+BUIIae1AJdp6ndXcFKLUm3GfhOgtlJlxXAa/zrXC+TaPktCrufsGxJmandXOlCy5uadMqO/H/Ev+/jvWEkjulbuOUulXaaVUrp1VtUiWJPqnIVBoIimOt3QOjFpAdrbZftAJaF9pVXGwTJo7hQhsIIAoTj8V50X9JjukYJ8YISGt3YxaqTRz/SHvPldW6tJ1aAT3hRp8SbnXHsWjvw1DjHovHYp0fa8+I850zvZ3c5jMqNWeA053sTCcQ/rrKT6s8nwDwcQJO19p6A/C42JDgR0wLtIdbATUN3DSA69yv6YPTLWKMxu5BrRMAtRAU4DvTpuJ0h3W+q0Kr3ESrhZhWRXZuBfSEK3svTvfAFvL35z6sRKUa1UKrE/gutILWBAgFyLRuqzbGKGHZ4cIK8J3QAlAL9g4ASmgK97YTADUgbOOUSiFVX2egiePO6k3XsQCgcDMvKNq40C7cTq3rKdxPjWkBqQGgBogCkvdAqQWfdF2F+/qg6YrjaSGoBdnftQ8BsTMctXMlNDsA+XC/AN7DABRQvKcIO7nGvw4QnwBQF6QeZ79eADzWBkeEC9vJOsNFQkImLzrcz47kQWcXtDOotMqsc6uF14Pt/YSDZi2NW3oPYlLNdag08dyU9+07JQg7rNKcE8mDznE37bFmq/a/h5cWWFpoaVWfVvldaAFhAn5nBcTFllciFtnJpNpr0/QJCD3g2naoKq1LqYnvKRAu8HFp9+NvXcXg7qmzjvW0QOvcilibAOpJNHacNo6jkHZSrbnmabUaYX8HFq0iE4mIn4rT6TzfkezorOAeOu5qIwIBMQG4zqYFW+f2Xn8n8Gn7fx3oadWfSFD8unV4umJ0uvofJ5weZe2raujKrgFdmX4AFNncDqB0hoxMWtxzEzVxNhEvE6ZRW5oEgjh+0O3Uup/aVjNXk6T4+2MxVwBQKEAtVDXt/XifFpydwawFtjgnACbcVa09CMCOrGpnFSf38OtwWQXE5Brqe3E7Cb4OddcZfseUIEwLTq0qFIA7qW6TgNPE+TpU3L0khSZBoAFhp/ibcGk7ZWAF8AQ0HwBfJ5dUm1SQiq9dIRWfAKCA3jFaOSZbcSxMA0EB3FOopYv6sJuqdVU1Ck/E6ETs7ue1Yo4wTQIDzisfNOH2/hQAL3T0aUH2Y+0Dc+8pPY3iOotCxgafALDr3VaeALCLXz0TiQsBofuAUsh4moypKUWS4KeshRMKAcFOIOyIw91fS6wroPnwGp2uoRDw08QBz7Wo6Wza+OD9VhM7FPHD0633TRtr05SRaEtJRNZV2WH3M7BaF1Ybr7v3WCkSHpqMrXYdqfo6oCcSJFoTEBR9WjiKjOoRVBxBtHBMrTHpzqo0cbV7bmqHqyrcUhGfE3E6qSA7QChcXq1yfLi9F6NTat1bhYwjapWlRvEJt1qYJnEikymdY3Od1JlIPMj4nlSCGiUnYm6aWN2jtQKemsSFSF4o5bEGhhooCjhqExUPt/eSGDLLq8n0Sph1KncRczTZXhWXVAppF9TtCDvP/QzxrwnBJwqw6zo9XSqwK/Un+rpSf6LvqQdd0B/LnnZ1TmRjNWUhojREYy2cVAjTAu6nWo0a1GZVhfv692pQxOc6r6s57qwcxfOXMUEBNW0MrVOCRABQC8b7MBTQ1IzXgkokM47JTK6aYyphSo2pRRlLJxgKeHU2CQtFp7KT+xASQNKuK9Y8oRSQFNnedi60tXO+vZWzSk08TwOi++6tFoCy1k15v7xDU+YhSj0EMNRS8Wlh90AmWFu+0tFqxmjjc5p4n1CA2hiiJnMsnnvHmA5F+XBMTqoypabsRKq+n4q9dcTufkyZac8JhXZJqeKyUiVbcSxM8zOIIksr1Np9d1EcPwhClYSZBmodEPwRAF5WKtBYO5dUGgCepR2hAjWlJg9e4+FrPs7HTwCoHwB1AU5X/1Od420/dvxT5S3i/Ik2JWdbWjnX0swVlZIzTY3StTp5V7QdQXShIFqVHG9ql8mPc3SUzbSoZSD6ZJMC4c4IeB0XKg5NTOd4i8Y9Pd7YKr/FzzQ1c7a5RX4ATrYoZOmN2MHmsNi5Ri1q8OCbZiVnge+aFRxuapVJAlFOI9SZAMDR5jbZimuIcUfbFJwU41XC1BwFvkct7Tu1gu9p54i6hRO0c7j5NhfFnJa7HGu6w2XUnGi+y6m2Zk60NMo42GWRbWxqlW6dcB1ONrfKD9iptlYuoeKKuo1rymbu0Mqt9jvcaeswRTNXmu7yg4i3NbVKFXWhI1sp6g7PtLXJ+aKu7RJKjjbe5hxKzqiViLXF8xJlNMdaxHU0EBN/G6HIRCugJp6bKL053drKqdYmfhCvgVIhEwQiKSC+RMQ1hRt6UQ0XhfoUyRmRBRZzVZofmBLnRL9InIg3lwCieG3FGGFC2Yqx8liEBzoAKQp2Jfg6wCjGnRfn2tUy4XJdPO92hZwn/j6iTyjRq+I1bxX/b+R743iTeC00z1UqPFRcRCmfy3d3m2WfVgnL17ClXfadb23hfHuL/LuJsiP5paZWydeoq0SNbvjpl8TQVYenq1+8FvqYLoWlb7++dXq6rn8NNfqYTgD+GBS150S87ditu5pv8HY1x27c4bIoWRAlLM1KacfutMsPifhgiQ/DsWbNB0ZkjsXxFfEGv93GqRbNG/zbOyq+va0ZI1xV8SH77uotLreruSqSGTfuyg+nyB6LD8op4IumNgkvAbC/tbbLcwJwR9qa5W68R1qa+K7xjvwwieO/3rzOWdSy6PpwU4t04b9tFq2CrxvvymSD+AAfbWvkSPNtLtDGRVUTZ5pvcr71JndQcLH5Bwmy2yi5jZofFK1ca2ujEbgrYNDYJI9vqdXcQU0LKi7dvoKaVr799k/QdpO2mxdovHycm5eOc/3qOZraG7na2ipfz1MtbRL2AgDH7jZpsrRtLRxvEs9HwXeNNyUEBVjPyiJqDSREHeXxVoX8UAj4a0AC3zc2SbUuQCjAd/TuLQlNkSAQPywl/r8Cit9cvMr5FoX8O0o3V62JO/7trkKWlIi/x/HGRi6qWjjbdlf+/aTKFrWcd1rll5mYJ85d6gCptl982YlzwsTzEK34+wslKMAmri+BrYbDjc3yS0qo5u+bW+Wx+L+ID7uEeZtQiiLR1Mw5ZRvHmprle0W8NwVsxbhjja1yTaH+fkDNVTS/eyuSOmItkR0WUNYNuZ8e87gV3L87AHUBTN9+feAn5uoFQPFmE9/+x1uV9+oABZREbZ9wLWW5gXgjKuCbu2qOtsPXdzRqTSQixGMBsnsfUgFFoTbEGkr4220VJ5pVCHVw4lajRrWIzPOdNlkT+F0r/OVOMyeAb1tbpcsqoHe46Zb8AJxqv8uZ9kbOKpokxI633OJE6135QREK6oJawU2hJpoauQPcUKu53NrKLfHhuHGT2wJmKiU3WhppVbWhpp3W1luoFXdovnOJpruXOHL0a65cu8ily+c4efI4H3zwAQ0NDXzxxZc0NbfyzTffcODgq8ycVk7VxFFkx4WSHe1HzbgCRicEMjrei53LKvnh1JcoWq5xvfEHrqvaOdfSKp+nKPAVz+NCS5t8ftdRc1khYKHmXFszl9VKqUTFB0WA4UhTq2yPtmjUlIDBVzcbZXmMVFPNbfJDr1VvQiWdalFw6m4jNxDXUnGtvYVrCuE2ChdTqF4N/EQi5EhzI2eULfxAG1fUTZy5e5fL7Up+EIq1UahbuCLu6rl+U5671Kbgmgr5NxSvq/a8VHx3W+SXpVSdQuGJjHLHFvICyOJ9IEw8V/HcpbuqFKVPbZxpbpNrCtUswHmqpUX+zbU/MypeC/GaXFUrOdd8h2tq8Zo2yTWE9yLCHSL+Kr4A/p0BqC9A9J2vKwanq1/f6wuIyfeAeB/8AtMLgKIwWCitbxoVMsMpvlH/1qySJko0vmlUyfOHxYarImMqwCbibEJ1CDUntuC6I77BNdCU49rhqztKvr6rlG/6c60KTt2+zRXh6jU3cfzGLalOpHujQALgqkqjvM413uCGqlmqrR9abnJLeYe7NHFXrTknVNgdlFxtb5GQ+aG1kZa2Rtpa76JUtNDW1oL419LSwp1bdzl35jw3r/2AuqmZLz98nz8e2MtbuzdxaPta3t6xih0r5lOam8rI3FSi/D0J9XLD2nAwaVFRGLzci8yEROZUV1E1YSyzKyZQNjybstxkEtwsmZAQzJyCBKxfeIqqogjOf/8+7a1XuNb0A+L/c7alXQJp4/632Hvoj1y9eYdLVy5z4eIZ7t4VSGimuVW0jai4S7vqDtfvXqGdNlpRcEvVzKXm29yindsoaAKutzXxQ9sdfmi5zfXWO1xpvMGlOzdoFasoGrl1V2CmWa7frmzhZmsT1xVC4SJfc/FmFeASV7zaeo3rbddpUovrqbmrbKNR1c7t9haaUdIGNKkVXLhxTR6L82KMOH9H0crVu7fkdYVavqZo54ZawWVFi7zWmebbXKWdy6pWLrY1cUXZzOnb17jYdEP+H1pRcVvZzI2WO/zQdEvaXVRcVykRXxBXlO1cU7RyU91CI83cUlxH6PFrLdcloAUcxZe0gO2/uwLUFyD6ztcFOF39+l7/l0Cv85ynhFLryrTu7o+1AoDfNLdzWACsI4spHou4mvjm/q65lSMtbfLeXvFGE+rhWFMjRxvvSrftTEsjlxR3ON14jXPKVs6h5mhrq6w7Ey7MyTu3aEHBXdUdWlQ3udl0hTbapet5ubVFfoBQttJ85Qy3zx7j6vFvuPL9Vxz97I9c+Ppz3n9lG4umTOSjA6/wxTuH2Ll+HZtXrebtg2+wae1GPnzrTf70xisMTwhlemkBpVnJjEpPJTcmhvyEZKpGljKjdDzZ4ZFEubowISOFGGcbwm2MWDKhkC3zKtg4v4pJ+UnMGVfEzNJChkWFUJafQ5yfH5mxscQGBbBy4TzWL57PuOwU3t+xgdrSfCanRLKqvJhpJUnUThvJV1++y43W61xDIZXQkSaNwskbPYGZs2pYvXghG2pn8NGOlXywsZYdNSPZNG0YdWMjaBgfxaZpmZx+fy0n3lvLofXTOPbBFs7/ZR+vb5jFx6/W8f2HO/jT/uVc/OsBrvx1P9z4GsWlLznx53c4+sW7HP/8EBf/+h5/O7Sdox+8xvcfvkHL5TOcO3aEzz/7gmPHT3Pl6g8cPvwtX3z+MTevnKDxxmlOH/8rt6+f58jfvuDsyb9x9PCf+eHyKW79cI7vv/2c61dOc+fGBVobr3Hy6F+5fP6YHCcenzr2NXdunZdK+sqlYygUN2lsukRTyxWa2y7Trr6OipsolFdRtAtsXae98Ty0XUJx5wworoJaaPib3L15jvb2G9xpvkyL4geU3ECpEDryIk03/0Z743HaWkTa4zY32u5KhSuz6TruBda92YB+dXzifa6P6QsQfefrApzO/g51L756f4l1htkvOdYLgAKKwi0S36Tft7RJ2IkYlNwooPku4m14WdHE+abrnL99mettN2mhjTvK29xpv46SRkR0prHtArfbrnKXRhpppwkFrbRK1O3cUceuTQt4Y9dSzh5+h2PfvMPrr67nwIHt7Nm6mrVzyikK82B4iCs5PrbUlmSwbspoRkX6kOntQJqXPVPyM4nzdKGisICCxCTG5BcyKnc4W5c3sKd+DpMygplXmkW0ixm2fboT7+XOipmzmDNuAmlBIRQnJTM2I53x6clkBrqTE+pOcYw3BREuFEQ4UVOaTkmsD9VFqYxMCqe6JJ/JI/IpycxgZG4ODbXzmFU+nurS4RTFRzB9RDarq8axonIUM0pSqRqVxltvbOfq7SsyoCsSDec61FZ0Sjbe7h4smTqZzbMnMTXVjz8uG8eyfB/mp9qwdrgrK/LsqcuyY0qEAVsmhFEZbUpZhDGbKpOpSrJj9jBPJkZZUh5vzeuLikmx60aJ/0DeWT6Bgw2VbJlbypz8UGryQpifG8K+2rGEGHVn6cQRLCqfwNzyyayvbyA3NY1Fs2ZQmptGnI8Da2srGZUZxXt711EzeQRlhcmsXTCF9YumMq+8mO3L51I/a6I8Fo/F+fkVJSycMprdq2t5Ze0CdtVPZVfDFPasmMrX723l1Jf7OPzRDr77dAeHP9nOrpUVvLK6gr+8uYLv313HZ7sXsnfxWFaWZ7Br/ijmj4zhnY1zeWXFVN7esZibZz7h0zfX8Od3VvHGtunsWzeRdXOz2NMwmr+8tYLP393C8cMfo1Q1cUvRIt38rlzgJwDsOkurE3A6CpV/CfQ6z/kl0Os8Ry8AiiTI+bZ2GQcS7qlIANxob6YNFUraaWm7AWrhQN2G1kvQfpmWy99w7diHfHZwDV++vYGr3x3k2Ofb+fj1Vby+q46VS6sZWRBHWXEC+zfMpSjKBtdeT1GR5MAr84oYHW5JdbY/U3IjyQm2pXZUIrMKQpmc6snYOCeqswKpzPQnwWkA1XlRjEkKZMWsMtzNBlE7rYLctGSS4+NYXr+C/MxkttRVMGdcLAc3zmDm2FSK08IYX5BGYWo8YwvzyYiLZUxhPpVjRjJpVD7h3raEeJozKjeCeZXDmDEqjnT/oeSF21NdlMiEYXGkBHuSHOZH+ZgSFtbMYsbUCjJTEoiPCGBkdjL58eEUJ0Uyf0weud7mFATa8MrqWq5ePMGNlmYutiplHFLcUeITGsPK5av47M3XOPHBPlZNyuCjNZP4dnsVn6wopum9JfxleTGvVcSxaUwIY/z7cXr/Iv60bgqvzh3O2/WTeG9VJfMLwhjub8zmKTksHxfH1ilZ5Hr1Y09tAbPzPFk83JeGEX6U+vXl0qF6FhaGMjHRh60LplEzaQzbViynonQUf3r7IB/v30H18DT2r65h0cRhfPfOVjbVjCMvzIF5Y9KYlBVCpMMAKoaF85cDa/lkdz2LJmZzYNVMti0oY3SiNyHWvanICGDPrAKO7pnHt9tmsKUymTcXD+fLrVP4fPNkKhLNmZ5mTV2xF5+sHMUr1XEc3lTGoVnJ1GfbszLPlUVpdmwoDeUN8f/I9eDAshFUZdqyYWoU84tseXtZKgfnx7Gx3I8/rhrBoVXj+fy1Ou6c+4q2lmvS/X4CwK4h15VK/L8egD/mHmvr4MTtYsIBud7WglrEme5c4ZVd6/jjoV3s3rSMCB87hiUGsmdNLatnlTI1L5JM98HMzgumLNmNaXn+jIy2ZnyKG2PSfUj0N8fdrCeeFn0ItOmLx+A/UDcxnVVlKUxLdaGuOIwir0FUJbhRlebLzPxoKoeFkexpTIaXIQXB5uQFmTIzP5gY62dlO7UgikObFzOlOJ1ls8p5Zdtm5s6eQ/GI0YweUcCM8RmUDw9j7qRMGuaUcmjvahpqp+LrYktRdgYpMZEUZKbh42pPcV4qVROKSI3zIT7ciZgACyLcBpMZbIOfxcsk+9mSE+lNZXEOwxIiKB6WQV5WGsMLcpg7aypRof6UjcyTscCK4Rk0lJewraqQ6gQPdtaM58bxL2lubuTCnVYZ/zt8pQWv4BguXLjE5++9xWf7t/POpoV8/VodV99fzVu1w7jw6ky+XTeOI1ur+OuGKbxXN17C7tXaiTRMGMaqiuEce2cn3x7cxJKxmZSnBbF0XCan3tvBnKJwPtpQwRtLCnm/fiSfrBrLmjGRHNu3mFcXjGd//Qze2FBP/cwqpo0rZc3C+ezbsIJNC2ewae5k3t24kJVTillVPYI318xhRVUROxZMYvPcCUwriKMw3IW100ezYdZYNs4ex8qpJRxYNZtD6+ezt24qya4G/LG+jLdrR7BuTDRvLyrhb9uqufDmAq6+08CxPbPYXZ3Md9ur4Kv1rMh35i/LR/L5kiKOrC1F/dFyjm6sYMOoEFo/XcvBmkzmDnOgtsiZw3un8NaSTD5syOHY7vGsLXVi99QwDi4axqFVE/n+va3QepnrypYuf7dXlwLUONmaLPovOdbH/RVzu4LTP6NPFwBFlLor66zmfu6xWLezmvslx09pYaZtHwaedHM7arlEtldb43X0rojZwZc/XGX+mgaqxxVSmhjAkO5PkRNtT1GsB/5W/SkvyeKNbStZOiGfshh3SjyNKfYyYOn4WNbPyWdUghfuxi9RPTaHrStrqBidy7j8dJZNnUxpZjwVI7Oly5QZ5kpFTjTlGWEMD3elMjeKgjh/0iKDcTAxoCjWn+GRLkTY9WVmrj8VUSasHRPKyHALZhZFMyMviigHIyK8PEmKSCA2LI41S5ZTN2sKkZ42jEiPobZ6ItMnjWZG+QQCPFxJjAzDxcaS6EB/ijJSyEmKZFJJNsGuFuTFB5AZ6UW4qyW5MUGMzU4k1tuRjFA/aivGkRkTRriPG9UTx5AaF0FGfBTTJpYS4mbLsGh/Ip2HUpkVQa7bIAJ7P8X2KZlc/NM+Gm9ekwmLE81wsgU8g2PZumUnk8dNYNq4AuMAACAASURBVNXChVSPKWXn0nn8ZfMCykNMqE2z5f3FedSN8Gfb9GFsmTmaonBPhseGsmnRfOZPLuO93Tt5d9cOlk2rYs38mUR7OVE3YzJZwc5sqs5lW1UGDaNj+WrnIuon5rCyupQlVWPZtnwxu9eu4p3XXmFueRkzxoxk+qh8diyeSUmUFw2Th7NxTjnr5lbwyor5sl0ypZQ9KxZw7bsvKE2PYdm0MvauXsK6+TN5c9s6CdD1C2dz5NP3WFw1mo2zSomx60OWrz3zRmawY3Yxn22ZS8PEHD7fXseG6hJWl2Xw1bZZfLJmMq/OGcWfN9Vw8dAKXq8t4cutS9m/cBK75xSyd94w3mwo5pWFhcwpCmPtlGHsWzSOhrHRbK6K5oNVw3mjLo+G8lg+ea0e2q50APCXx/Eed5mKLkDqW2d3Va1CH9O3DEXf+bqgJ5J2XZlOAMq7GTrKXcRuK/KWqo492ASBZ2zdgmOoD9NG51Aa5c7CienkhFvh2Ps/yPC3JjM6gJ2rFzJvVApzs0JYlhtFketgqrP9WD49n9KMcPxsTUiN9GXSqDy+++JjSodlYdavN7FBfkwsGUFqTDj186ezsGoCU0tyiHW3ZHJBAiMzogn28ibY04uaCSUsnVTIhNQAFpVEMyGgHyuGe5Hs0JO68WlsmlpIeUYE4/JymDCilLlVsyhMH8aSGdMpSIplxvjRLJ5eTU5iLOOGF/LZu28zZngBc6dUUjF2JBOH55KXEMm00gKmjc5lTGY0o9KjSQv1IynYj3HD0kgJ9pZwGTcsleGpcUT5ujIqN4PC9ETSokMZmZ1E5YhMqUbzw1xJcBlCabgtYUN+Q+Tg/80nW+ajbrnN0Uu35Lfm24d/kArwnbf+yN4de5g7fTbbN+zg4JatnH5rL9fe3sTmsnjm5bpTPzaW9TOKmToinZ0rljCltJTZFdOYUzWLP733KRsb1rBj7UZqqqfSr/sLMjaZHRXA+uoRrJ+Yzf5FFbyxcj4f7t7AB6/sor6mhry0TBzMragYO4HXtmxj07LFvLZ2Oe9uWcUfNy1nz+JZvLZyCe/t2sLBzWvYu6aeLctq8bG1YGF1OWsWzGP53FnsWLWSDUuXsLx2HjVTKlkyZzb7d2ynpmISh7at4vrRz0kP9sLdpB9rZ0/inS11fLBjHfsaFvDOhnr2LpnBR9uW8OfdDXy6rY4PNi7iwLJK1lQNZ+u8arbXTmN6QSQz8wP5fNdcts8rYfX0UdROyCc3yIWGsmGMiTIn26MHO+ZmsWBcJG9um4eq/Qo/qIQC/OUA1AWox92vr8rTBT99AfW45z92AAqVJ+rAjrWI2700Ravi/lux+4koX5lQv5S9Hx5i3dKZrJ81iYbpZZSkhFIS78zU4miSwjxwsxpEzfgEFo6OZeXoHJKtjcgNtGdiTiRrF0wlLzGCwsQoChNiSAjyZ8r4sdLtHJaaRO3UqYzKzmJUViqjspIpHZZEcrAbY9IiKYgNItrPAyeTwSyYMJz6SUXMHZ7AhsphTAoz57vts5mVE8KcojhWVhUxMSuKDcvms2fLRqrLJjCheDgzy8aQEOjF/MoJzJ8yifiQAKkAa6ZWkJUYQ0luJjVTJxPsZke0rwuzxo+gLD+F9BA38mL9KU6NJc7XlQhXO0KcLMgI85FKMNLDgYyoQGqry8hPjiLM04EAJ3MmDItnXY3GTRyT4M3kjCCqc0JkbG/PsmounT3JrTa4poYN+z7EwtaZtw4eYu/2nby26xXe2HeI1QvrWTO1kndX19L0t7f4fNdi6VJ+9OpGsuPCmDx6FNs3buW13fspGzuZ3dv28sXHf2LhrLkUpGfgYmVJfGgwlSMLmJqXTFVGNPvq5/HqiqWsrpnDhroGli9cxvZNO/nfT/2GmdWz2bZmCw3zF/H69u2UF+Tz1esH+PrN15lSMoIdK1bw6vr1rJhXwxs7tnNw2zYWTp3KK5u2MDInl0Uz51I+ehyLZtewtKaWmqmzWLGojlkVlcyfWsnutXV8dmALfzq4jVW1NcyrrGDvyqX87e3XeGPdUhaXj+aTfbuZMiJHutTvbZzPttoqvnx9BzvqF3Jww3I+27Oe0fF+zByeKL2DlTPHcWDDIvk3F674Z9sWsWvuaNI9h1CVH8au1TNBdeMJAHUowMcNMH3Xf+wA1LrEAoQCgMca2xDuryiaFT77mIW1GNiZkZsWzeo5lcT4epAU4sn8CRlMyguTQf9wXxcywx2pyAmlIiWa8TFhFEV6MCo9mCml+eQlRTFt1AhWzZ7FiPQ0CrMyCA30o6Qwj2Hx8WRHRBHr501qRBClBelkxgaytHIMm+ZN5S9vv0bV8ExKE4OozAgjxrI3BxZMYnSABWVRjiwqSWZ6fhx7ls6gKDGYySNzmDyukIalcxgxLInaKRMIdDAjKdCTBVPKqK2eTEZsOFnxkZSPGUGIpzOj8tJIDvMl1N2GaWPyqCkbTkaoG4XxgdKdjfd1Ji3InZwIX7JDPSQc8+OCCHExlwpYzCvNjqM4JYxAm4HEOA9BwE/Ey+qnlPDGxoV8cWAd57/+kJNHv6NJpSl+3vzaW/R8uS8Laubx6fsfShW4bfMeTn1/ind27qRhegW76+fyxpYGCZHT333NrGnTWbliLRs27GD9+p0kxKczc9pcFs9fwur65dibmZMUEU7dvBrG5uVQFB/GpJwUls+oZGvDMqn85lZPZ9yo8Xz71+/5/NO/snbVZtav2siE0ePYt20XO1evpqywkMMff8yEwgIC3VxYNGMGn771Fq9t2UJD7Xz279jJK1u2smv9Zl7f8yoHdu1l3szZjCoqYeOaDWxYtY6GxUvZumYt9fNmU1GczvaVC3lt+y4Wz15IRclwllZP4sCGlRSnJLBywRL2rl9PVWEKU4cnMSI5kkVTJ7N1xWI+3L+b93dtZ8fiWt7euJYjH72Ft+VAmdB6c1sDDVPHsr2mmk+3rObDrauoKkxlQ/0MlKqbTwD4/zoAtS6tgFtnE66vtI4b/4Xak+UZYqdgJRKA+774CotAP7JGFVJWWkBalB8hfk6E+tiyb00Ni8tHkp+SgqOZDSEurkwYlsmYpEQm5ySQHWZJVrQNuUkh5MRHkuzvx7Jp0yhMS2NaRQVZaanMnzWLOWXlpIpSlLQ0ZpWNZ9zwbOlKzijJY2RsEBV58dRVFLK8vIhts8aSZNOXmuxwds8cx+KSdA4um8mry2axs2EupcMSGFeYxMI546mYOIxALwvG5iewev4UFldPwNGkn1R5dXOqyYkPp2JMEfOE2z1uBHMmj6IgMUS6+usXTmFpdSkJvnYUJQRREBdAdqg7BdG+RDoZE+duzqjkUHKjfShMEPHBWCYVJlEQ5ytjozNHxJHjZ0Z2oBVVxRky7pkdG8AX77/BJx+/z827jbJgeMbcWmysrKlftIj1K1fy+r79TJ40ha2bdrJ1/Wb27djJnKpKZlVVsGHNWl4/+BZ7XnuLYcPHUTFtATPn17Nw6WpmzVpA/bIVbFy7jiBPL/r16E5KTBRV40dTNmIY0yeUsHvjCjatrueVndvYtG4t9fX1LF++kg8//Jj16zeydet2tm7ewpZ163j34H4qx5ZSPWEc3/zpIzYsX8qsyjJqZ1VzaN9uDuzZxrqGZTIDvmntSlbVL2H9quVsWrea0pLhzJ0zg0Xz5zK6eARL5i+gvnYBs6vLiAsPZFpZNV9++GfWLKujatwY3np1LxNLilk0cx6vbtnBx4f2s3N9PYtnTWP/jm1sXlPH2mVLWDZ9HjvrN/Dngx9w+ONPKB+Zx+ZVNbzzyjp2Ll/A1rnz2F+3humFo1g1ew67NtXTrr4lC+Ift5va1fr6u7D67YenrwLTd74uBaerv6v43qP0PaULgAKKIkEit51q19y/KZSfgGDV0nqyxpZiYmNOZFggJfkZlIzIJDrUnXEZUZTnJckasuULl/DR6+8yMjOXUZlZ1E2fxJxxqZSk+Ugo5SZG42RiSEpICMnh4cyfMY3SwiLKx4xlde0iStIzKElPp6a8jAkFWcyZKN7EVcR7WDE+xZ+SaFdChr7EghGJHJg3nrlZYdQUpnFg2Vy2zihjTnEWCf6uZMQEMDY/lpnlORRmB+LrOpj5FcXMHJcrwdYwezIFCWGUl+SQEuZNbkIolaNyqR5TwIq5FbLWbVppNpOLEtlRP5OlVSUk+dowLMyNRC8LJqaHURLnRbTTYCIch5Ad5kyEszFhjobSYtyMSHA1JNz6ZcLMnyPKrh+BjsY4WRpiZtCLcaOK+Nu3X9Pc2kK7QkVMTAzOTg6sXt6AvaUla1asZOXyNaxft4WFC5ZRt2wlX/75a/bu2c/mbXt5Zf877H/7Uz775hRT5i4lPX8UlTPms3nbbtauXc+fPv6E1Ph4+vd4iWBvT5KjI5leXkZuZipzZ1SzZkU9u3ftoLpqCpWVU5gwoYzy8koqKqqYOXO2LB2qLK9g68ZNbN24gbElJRTlZrN/13YO7tnJ9vVrqF9cy84tG9izfQvV5WUMzx/Gu4dep37JYhqWLmFKVYW0DevXMm/2LBbMqWH21OnUL6tj6pRqcpIzmFAyhv179zFpXJm0OdNmUFE6nokjS9m6fiNff/lnqidPZmZ1JW8e3Mvi+XOZXzWPvWteZeXslby153UO7NrMof2bGJmXwMp5M9hcU8erS7ewYe4KsqOSGFucSxt35S1yXQHqcfc9AeAvu4VNC8ZHgVxXY34SgFo1KG6sF+6vqMMXZS9H7zTL3V3EfZ0LN2yhbt1a5tbOJ8Dbn5yMTLZu24CnqyWFsT4Ux/syIiOUOdVjWVu3iNmVVaRGxzAuP4+lUyaQF+lH9agCFs+oIjMhkhE56fi7OLCloZ6smBi8bKyZNLKYyaNGsGh6JZXFeVQW5ZAXEcCOuhrqqkexdloxH2yax6SUAIb5WlBfHMeuacWMSwymvnw0uX72jE0K5LX19dRUjeG9PStYu2AcZcOjWDStkJLUQFm+Emw7RLq1MZ7WBDkYkxcbSHq4F1Fe1tgP6UGQoxH+doMIdTLC17ov5j3/ixD7AXiZvoiPyYv4mnYn0q6/LN0R5TsRtv1wGfgH/Mx742LwHD5DXybYqhfB5i8RbvkiaS79iHboTYD9EII87HC1M2NE4TBOnTzO1avi1VYREODHH37/P+zds4u3Xj8oASJU3IZ1G1m1egMbN+5k7dqtHDr0EW++8xl//f4shz76C9sOvMv+dz9l7xvvsWr9ZrZt38n6tev46ovP+f6br8hIiMPL0YnE6FhqZs5j57a9UlXWL13JodffZd8rr1Nbs5Sa2YtYvKCBqVWzmTdnMcL9rl+6Wh5v2biLrRu2s2HlBsYUj2bf7lfZs20XW9dtZc7UOcyuns3KpStZsWwle7bvpWJiJXlZ+SxbWCfP5aQPY96sGtY3LGfdihXMmb2QTz78nI/efpPpkyZSv7iOuiWrmDyxWo6bXVnOqII8Fs6vY9fOfTIksHRBDZ999kcOvPoK77z6Hvs3H+LDVz/l0J5DrK5byIJ5FWxZs4gNSxcxs6ScHbWb2L1sJ6vm1bN3xxZZbi/uEX7ckOtq/ScA/BcHoICfKHg+0dwuAaj9Y4oNOXPGjGHylEk0LFtI7dw5jC0dw+LFi4mPCiHe05oxyf5UlKRQkBpKanQgQZ4uUnVE+HoT4WhNgqsNoY5W5CZGkBoXgpuTOTGB3tSUTyDW04NgR1umlpWSlxbLnPIxLKwcy7SCDPJDvaR7uaCikHmlKdSXZXFwxQzmFSeyfWou+d5GlGdHSfd4em4kwwJtKE6LZHxBCmGOgwi0fJGsMFtSAy0JsulLmL0BIbYDiXQxwn5ANwJsBxFgOxib/s/ibtobL8u+eJn3IdHfmkD7gQQ7GuBm9Dyh9gPwGNKNcNs+hFr3InDoC0Ta9sZ94H8TYtGTWCcDwmz7E2jdhyhHA4LMe+Jv8hwhZs9i1e0pwiyeJ97LnFB3K1xtTMjLSqGibDzXOgBoa2tNjx49CAoKIiM9lYiQYLLTkvHxcMfJwRkf7wC83P0IDIggMjIZT98wohIz8QuPIyoxndCoWGIS4vH29iQuKhxPFwdZCB4Z6E/Pbs/i5uCEm4sn9jbOxEYnEBYYToB3IFGhkaQlpJAan0xybCKRweFkpWQQExqDv1cAMeFxFOWOIDMli2Hp2ZQUFMkxQT4BzKqeQVVZhZybk5YlY34j8orkemaGpvi4ecljGzMrJowew+wpFUwvn0Rp8VgW1iySbvmmlUuZXjmFgpwiNq3dwoG9r7K2YTHB3h4kxiSTmZZHZnIqyXFRjB07QrrShWmFrF6wjuU1q9hQt475s6ezce0S1tbNZ8W8OaydtZTZI6eyePICaivn8OruHTSrmrimVuoFQPFV1ZVpPy8/1eoLwK5q7B6tr+vtpMRGE13Z/zUu8E+5wuIeXlH7J7adF4WeYucQkQA53dROVW0NB/ZtYkblcBqWzaQgN5PYqERSIuMZHhNArKMJwXbWBDrZU5wRS25SmIzzJIT6M3NECq+vnMma2ZPIiPKlMDuaqrJCAlwsMO/zPPYDezGlOI8Ny+Yxtiid4oxollaPYfaITCakhJEX60lSgBXxLkNIdjciwd2EZPchRJj+DwEG/0Wk8yACbHrhb/Q0IZbdcRjyIq4mvfE3fZFom74Em/ckyn4QWf42xLoYkuxlho/ZS4Q7DCbAsi+OA54hztOMWI+hhLsaSTg6D+4mC7Sj3YzwtXiZXXVVFEU7E2zZHbeBvyHKpifJrgNJ8xhMuqcRMQ4DCLToSYT9QFkSFGbdh3jngWT7GpHhNoA4+57EOPQjxd8KPzsjYoK9MBrUj6/+8mfUajVW1rY83e153D28GDzIAIN+vTHo0wMnS1OM+vfBydYKM4PBEmTmxmZYW9vi4xuIg4srtvZ22NhY4e3lir3NUBwsjTDs/xIu1mYMNRjAS93+gKWpEbaWZhgN7s/ggb2wMjPA0ngAg3o/h6VhXxzNB2PSvwdmg17GuH8PrIwG4GxjioXRQIYM6IXV0CEM6deTgb2ex9HKFIM+3enb4xmsTQdhb2HIgJefY0i/HlgY9cfKZKA0k0G95DjRmg3pS6/nfo+FwUAMe7yEi5kZ/Xs+z8C+3bE2GoLj0KEM7tmT3s89i8ngfliaGmI2YBBGvfvS98UXMBzYlxdf/AMmhgMZ0qsfA57rqbHuPTE16Iu5ST+crUxwNDEk2MYJXxM7wu19MOs7mPTkBBRiUweVQu4aowWUgJn2+FFafevwroh9Iruwq3IbL7GV14/brw0grSv6uNqu3FfRp7kT/Je3T4nkRmcTsOtsmo01NeUvYgeWY3db5B5u4purpn4ZUycVM2N8DuXjssnLjqe6opIIHz8KIzwpDHXFw8SYUEcnlk2bwPi8BOLD/GVZSF6oHeMS3KgQt72NSCE1yoOsJH/ig5zwtByAWa9nCHEyxc9uCJ6W/XE1fgl34xfxMnwRf7Oe2Pf/Hb7mPfA2fA6vIc/iZfQCjn3/kwCD/yDE5DeE2PQgzLEXMfYvEu/ShyhXQ4LtDIiw7E28TT+izPqQ4W5GrOMg0n3NCLHshX2v/0JAKtyuH5Y9/j/8LXvhadIdd+MXsOv33xrV5zAQq96/kecinAbi3P83JLj2I3hoN4JMnyHA6GlyfEzwN+pGho8ZoVZ9pYscYtVfgjbDzxx/024EGP+ewmAzUlz7kxNgQZKvFanhXvR87mnefOMgasDFw5sXe/bF0soOT3cPgv28iQr0wtPejOhAD4I9HUgJDyTE05WcpAQyE+Px8XDF290Fdxd7nGzNCfF1JdDLAVvTgQS42xEZ4ImXsy0+Lk642NtgbWaI4aCXcbE1wdnWCGdrQzztTXAw7YevowkRPg6EetoS7G5NdKA7ge62OJgPxtfFmohAT3JSY0lPiCA2zI+ESH8yEsNxsx+KtekA7C0Gy9iml5M5QZ4O+LhYysdD+j7P0IEvYWPcH8vB/TAf0AsXo4FEezkT6uOKs40ZQa62xPq54+9gSYi7I4E+HhKybubGBDja4O/ihLu9DXbWpvh6OOFmbYmbhTlOxsZE+nlhPrgvbvbmeNia42Fpht9QCzyGGONnYU3/554jKzWJdgEVpVIvAOqr4LqCn+j7KfBpz/+7A1AX4HT16w1A7Q/RdIagONZCUKv8xLeh2IBSKD/xOwviwnOX1rG5vo5pIwvISQiiuCCOBXMqmFSSzorqHMrSvRifGcOYjHjGpkYyMTuO2GBP7Ax7E23TD++B/4OT4bOY9vsdZr1/i7dlb0x6/RYnkx74OxjgatoTb9Ne+Bi/RKhNPzyMn8Nz6AvEug/B2+gZgsx6EOdsSITtAOluhlq9SLZXX9LcehBk9QxJXv0YFjiICOvniHEZRJqvJZluxvj2eRqXF/6TJFsDUlyGkOhqgL/JC/gZPy/XTHQ3JMpBAGswQZYvY9fvt0Q7DSLFz5xQ+374WbxEuOMAXAb/ntwQS8KsuxPn0ItIqxdIdx1AklN/4hz6EeMwEG+jHgRZ9yfVz04mSoTbHGTVkwy/oaR5DCLepjsZrv3JDbJieLwfz//uf7GibhmtCjCxsMPM0g43d08szIfibGeFh6M1/q42eNsaE+pqga/1EEJdBDz9iPBzxdvJGnuzIQzu3V0qthAvR6IC3IgL8SIhzBcXa1PcHawI9fUmMSYSb2cHCZIwXw9Z8hPh605SqD9etub42VtgbzgQAR1Pq6EEOjtgbzQYG6MhpMdEkZuSTE5KEiPzc8lOTCAvNYWC9DQi/X1JDA/Fw84Gbwc74oL9iQn0l/FdqyEGeNpZEentQUZUOPFBPnhZm+JjNZgoL1vCvVxwMTfCy8ZI/v+CnIYS7GolIS/iw+GedriaDpDPz8fRFj93R9xsTYn0cSbMw1YW1Uf7OxPobidfBzdrcwlMH1NDQqzNCXO0o/9zz1BaXIRCuHdKJULFaUEmEnza439Gq28h8uNSXv+sdfUFmL7zn9IFQKH6hJ3r+PlIzY/MaO7vmzK7hk2LF7N2ZhXjC5PITg4gPz2MMcOiSPMzJc5lINGeQ/GzHkSgaS+ECgr1MCfE1Zggo+649v4N0d7G+Dr2J9J5MKn+VsR4mRLgOADrQX8gzscMx16/I8DoBbwGd8NpwO+IchtIjPsA3Pr9JwkO/Ym06oOf8QuEmfck3WMQub6DSHLsTpDpb0jz7Euc44tE23UnwXUAaV6mDA+0JdGmP4lW/Ym36EuK40Bi7fsSZ9eXgmBr6bomift7fYeS5GGE/9DuJHma4GPyAl5Gz2mSHc6DCLTuRbq/uXR/45z7EDT0D/gY/IZpWf4SgGPjPPE17E6QRX9C7Y3wMetHkL0heVGeJPlaEO9pTLR9X+JtepDu1Jth3oaMSfSjb7ffMHnCeNqB53oOkOrPxckZLzdnBg/oi6ebI2H+7vjYiaTMYOJ8bUkIcMTDyoD4IE/y02KxHzqI/t2fwcliiFRSwW62hHrY42ZjIhWXuK/Z18NFqqpgL1ciA7wRMBG37onwhIjD+jlaSxAJdWZrOADz/n3wc7DF3cZK7nkY5e9LVIA/Hg52hPv5y/KaEB8vogMDCPPxJjU6Cndba3ydHCT8Iv18CPZwIcDJntyEWAqSE+SGE4XJcWTFBBPkOpQYP0cCHSwJsLcg0NkMP0cjwjwt5XGEpxPJIb5kxPhhNbgHPrZmJAT7EuLtgq+zJSFulkR7WxPhYSHXSo70x2JIP9wshhLiZIfbkP6E2ZoR7mxDn27/zcypVbLU6AkA9UtC6AtKfQGm7/ynxA/byB+3Eb/o9SMmdsoQP3Z9ulX8nkS7/HYU+6hdUcKChmUsnT6ObYsnM3VMOgGuJtgZ9yLQwQKzZ3+Pj1E/wt3MCHIYQIBhN7wNfkuYex+ivAfhN7gbEea9cDbqhtWg32Hf5zf4m/Ug1LG/PDf05f8gPdiacIte+PR/mkCRdLB8CfchT+Nq8FtibF4m0b4PCQ4DibB4meAhT1PgZ0yac2/SnF8m1fFF2aa5D5BJB98hT5PpaSh3XvEd8HvirHqRYteXdNdB5PoNJcWpP8nOA8j2NibU/AUZzxPxOQFDt0FPE+s8iAih6pwNmFmcIOOFbgZ/INK+F4Fm3cj2MyTM8jlibF8i2XmQfN4JrqbkhnsS5WJOtKctmeHeJPo7EuxkTIKvDX5DXyTRsR/ZbgNJtHmRgiBbBr/wNFFhoVKddOveCzsra/zcnAkL9MXDxRFLayvcXB2J9HfFz9EQ076/x9NuEMFe1oT5OeNoYSTdv0APZwk0myHiS8cBL9uhuFgZEerlQkSgUH8RuDvZEOBhS6S/M662hoT4OBIX5k1EgCtejhaEeDuREh0kY5N2Qwfh52oj3WgRHwz1cSYnOQZ/4X46WmNrYYy3mwN5GUmE+rlhZz4EVztTAj3s5VihyFytjfB2NCc3JYqs2BASgr2I8/cgMyaEYG8HEiP9SPB3J8HPRZYshfjaYje0j7yTKMLNhng/F1JiAqWbLlxjoRz9XKxJivDD3Vy810xJ8LeVmXtxHfGc/Z1sCPdwxMWwP/4WhvjbDKXXH34raxL/GQpQ1w3+/+ourC4XVN9+fQGma76oVunKdAJQC0Xh/orflhUKUPwambjwe599TP9u/wsv42dxs+iO1ZBueFoPxsvcEJcB/XEXyqHvs9gOfJo4mx5EmP+eMPceRHn1w+aFp0hyHIyIo7kYPysVVZqvOVa9/gPr3v/JsHAHktyNiXcYSKxtP0JMXyDQ5DmCLV7A2+C/CR/6LNHmL0qApTn1I9r0DxR6GpBo8xIZzv3IcXyJwAH/PwWBVhSGOZDhZkCKU1+ibHoRZPo8WdL97CFd1lwfE9KEWrXsIUEYZfUSqa6DiLDqIceKxEWSm6HcaMHT8FlZziIUa5htX2Kd+xFs8Rw+Q35Ljp8xYm6A8bPkBtmS5edAsPUQMkN9yIr0l65cpLeDdXKMRgAAIABJREFUjPUVJYeQEeZEvLMBhX6mZDn3Ic/XFGejvthZWKAE+vQ3xM7MlOgALxnUd3F2ZKChKX0NDGTZjJ+rGTEhjrKgO8DLBuOBLzGo70sSliE+ngzu1ZNBL72At62VVEveDlYEezkTHuBFdFgAMRH+Mi7n526Or6sFAV52hPo7ExroJhMiKQnhVE4aTUlRFvbWxpibDMDf24nIUB+GpcWRn5lIXGQwPp5OhAR6ERHqR2lxPmNG5hHo64KlcT8ZfxSxR19XK8wNXsbZ0oDUaH9SovyI8XcjwtsZ4XYH+3kQHuAhoSjc36ggVzydh+LpaIqbjaF0h8VrlxwVSGSQF9F+bjgPHYSzpSH+zuZEuFkQ7jJUfuH62BjgbDlEQtzTzoIgZxt8LUzwNjfE19qcvs8/wwfvvycVoIgBPk4X+AkAu96MQBfA9O3vCn6i7x4Af0oJCgUotgTSxgAF/MQPH4nJV+804mxkQJy7JaHugwgRAAp0lLch+dsMJMlfxIz6kRrkQrjpM8RYPY2/zXMEOvQkx9eCONsBsjREuINiK6ycCAcJFV+j52V/jG0/Imz64Nz3t4SYdSfepg/Jwm201qi/MNNuJNn1IsW2B9l2L5Ln9DK5bgYMcx5IvmNv0i1fItnJSLrfEWYvkOLUh3DbnoTYdifa7nlS3V8m2vIFUhz6SAgVBZqR5WFAptdgqQpFVjfT2wQfw2ek+ywSGEL1pXgPJSfMUWZ4/Uy7URBmSYRVd3wG/45RkQ4kOhkQZTsQt0EvUhgTSJS7AzG+bvg7WRHgbC1vq8uKCZQJnmgXY6n8xoRYkedtQpKfKxZDDGluA3MLW6wM+kpFbW9mhJWVFSHxqbw82BRLCxOCfR2Jj/HGx9sS86H9MDB4GS9PVwID/LC1tMLX3R13WxuZZY3y98bFcigO5saEBnjh4mglgeXpZIGPq7UEqruzFb5ervj6eDCgf19CQoLIycmitHQUmZnp+Pv54OJsT6CvF+lJ8TKTGh0VRoC/L6kpSYSHBZGTkcrsGVMoLsrF3HgwHs62Mm4pkjG2pgYEejiSER8hQSZgnBgVQqBwvSNCCfJ2JUioWFsjvFws8Ha2ICnKHzc7E1ztjfBwGCoVnwCmMOHSS6Vn3IekABfivR0IcTLDYUhvGfMM93PFxdIEH3tLoj1c8LYwxd3cnD7PP8d3Rw7L33t5AsCuXWB9FZ6u+foCTtd8nQAUyk5C7ie2BhfwEy6wFpDC/RUAFC6w+J2J2PBIrAf1JsTVkMJEd5wG/UG6h7HeJnJvvyAXa1yH9JTZ2Xy/fqQHG5IWZC6zr0EmL+Ex6Pf4mT6Hh+Hv8R3ajVRPI2Lt+hNo+ALxToaa5MeQbiS5DCLVeQAFnobEWb6I98DfkeDUjwTbl4g0fppMhx7EmIh2AMED/oe4wc8w0teKELOBOPV5hkTLF8lx7SPLVPIjbAize55w22dJcu5DcYg1ud5D+T/svXmQZId5H7akSIoiQdz33juzcx993/fd7+rX7/Xr1/d99/ScO3tisVgsCJASRYqRRKkkK5JVdlKVpCoVxWVH5XK5EltUjnI5h6vssiIpkSVZMkkdFIUb+0t93wIMLIsYkCMalIw/XvVsv3493QP0r7/v+x1fJ7yMmvc0Ku6TMJ2nGMwM92kmNPopG3a0CELzj6CatKCe2EA1vgrF9jQa8SWuFiMXPolRZhNl7zyqgRU0Em6o3nszLUNIcMZgJuxBJZ9h7WNHSyJrvwjTv4BxegPS+pMop4O48PST+J1/8wdYW7UgG/KA/obtkg5dUyEZNWx6glhZWYIqJ+C0L8AoZuB0LmN1dQ7ZTALRSAhhvw9GLoeqpjMIyvEodCGJIFVEySjSiTByUhqpqB+GkmE2mOaCRl6BJKaxsbGGSCSEW7duolgsIBAI8BGLxKFIORTzBqRMFuVSEbIsIq/eA8Jmo4bpZIBKUWdGWhUzSIQDUFJxrM2fRzroR01TUc3nIMTC/FrCPhcqqgIiYqjCNPUMt+PU2spxLwJEiKT9UIUQzzSJOEkFXVg+9wSI8BD9G/AtnUEx5kYuaEfUssAVJl1riDGUhSS2KiUIHhfCViv/fb/2ja/zSoXjAuBRFd5R5/9Tb4GPAqijAO6o80c9/wme8b3XZqw373L1x7tgeZE1eOcvtcKU9fzjf+tv49z5OdSECMq+JcRPfxJF+2l2SEwrGW5JQksPYZg+j6rvAeS9jyC2/iCytgvQvSvIrjwGdeNhNAOnoG9+BsryfWhFFtFK2pCyXGAChWxm1LY2AudRcT6Nzw8EntGRfIRY11l2k1lYAsRxch1Fy0nUnPO4pKWwWzM4wn7kewr7wZOo2p9GN7GJvmxnMqUevoidnAcjMYh2zIK66wnsphf5OQnMrtfDkDYehbByEmMxinrSy/a2YmgBB2YY0toTqPguInnxfp4fUqudnr+fq9vr9Rwk1yrKQhzVggItl0Ey5ocqxSHFPFACFrSyXtYiVqMWNMQAKnICp554CF/5yk9hcfEipHQca4vnEQt6MRl0Ua1WEQ6HkUrGEfA6YLcsIhl3IxZ2wbpxEXklDVmIc4srZxIIOm1wb67BkAXsDHvQhDSy0TCDUizoQ1FWEPd7+b54yAdVTMIsyDC0LEJ+G3JSEkVdwvraEsSsgGqxAimtYHdyiYXQipyFaeZQMjVoeYktkaSxc9k2Yeoa+s0mWpUKxGQSi+fPIx2KQstKKKs65ESSKz+SvcS8DvTKOoSIG0LQgZIQhuS3IrJ5kRlv18oZxF3r8G8sION3ciUZ2FxENRuGHrRA8qyjGHdyPmPMdhFSyA4zG0FdSUMJ+1gKI4cDTNKcO/kkXn311bdJkDc+0Dy845IIx72eNiEe5zgKgL7f59/Om2cs+l5+PkFC53cfBIj/3vEeAEjl7T/+l7+Bp+cvMrtWcSxCvfgwTNtZZj5zUQeCa6dQT2+in70A3fFJhC6cgO2pExAscxA356FankIzcAb+R05gOzWHkvVhGPYnMdVCiKyf4WQVI7SB0NlPgVrebXETM3GTGVSSwqSX7sN2zoZqhIDMhfLm43i+HMcg4YHhs2O/YWCnEMdu7Byups7jSt6Hq9Usp9GYoSVcNv0YpjcwkcPoxh3oBk5jX1jEJdUFYeUhiBv3Y5BeRcl2EerGRexXVGiBDa5ai/5zHL1E7LYZWMaeEca26kEzsopKcJUDRym1hFjVgNuOernIjgwCNaoId5smcp4ltNMuzhccVXLYG7XxIx87gaeefBSSnOF21OmwYG3pIpy2deg5CY8++BnEQkGk4xHEI16ImTBiQTciATukTBjLF09hZeE0LGtzsK8tQE5FsD3oMgAS+JEERk1nkPAHoAsyQk4XUqEA8tkUlGwcRj6DSlFEJGBFwLOJki4j5HNDz6koFyrIxmXsTi7jcPcKA7EsJ1EpFzAadrC/PeX3KaZT2J6M0arUoAoSAi4PPDYHGkYJzWIZhpRD0OHkKrAgp7k1dyzP8UyQYsfyEReim3NoKTGUswHUpRjksAsprxVLZx4DVdJlKYGtUg6+C4+jnPIwweRfPYWIZQ5q2InI5iJcF8+whIcYbCUeBblgPA47C82/+eqrvEnuL5OiHLcye7/XHxfAjrr+g25BjwuAR1Vw3wvovfuabwPgvwd67wbBtwGQW+U374IqwXfIEHKE/Mr/8k9wYeUsWkIAneA66u4VCGsXOGMvEXQi6d+EZ/lRFIInMc0top88hZm0jopnDfHzT0BZfQwl5xNoEnPregIN7yn0YsuQbaeheRZRjtmQXH0aW7KHASm/+Sg6sWXUIksoheZgBp+GYrmP54BXs5uYWB/FnbwPhyUVI11BL+3FJG3FKHoOg8R5XGmmcbkpo5vysBi6uPkwGu6n0Qmv4VYti1lmHfviGsaJZRyoDrQT89jL2dEnD/DJB2B41zFUIyxmbgqb+InPX8aNwyGauQhyvmVcqUswIxvoFRK4uddFLhPi9q9ZKCEXy0IOJaGlBJSUHKdMD7Q0aikPzKSXmdFO1cAnPnoCDzzwGVRqZYTDQUTCfihCGmG/B9lkAvFwCF63B7IkoGSoENIRFj4HfXZYNxbhc1tQLuYQCbpQLaqoGDneSTLqNkEtqZJNcZBs2OVGyOOBbW0NbtsmckIKUjqKmplHu16A07qEzbWLMAs5eJ0OFNQ8pLSMeDCNktbA4c415HMqcorE7TnZ9XamE4R8Xj7ysoTZcMhVYF4U+fcWFQmakEHd0FFSFRTzCuqGxuJn0ig28llk/TaoMTeUoB09PQsj4UNDTqKYCWNcKyBoX0HC70DCvYlRQUQ16UNLivLfkMCPdKZ73RIO+jVmitVogHWHYjSMsM8NUciw0PxbtEbzrTf/gwrw/YLXX8XjjgKw457/EADvdarvBr13//y+APCd9pfmgPQz375xl6Omf+/Nl7FqX2I/rbb+NMreFfRzMVb558QYhxykPKtI2k9CsD6Mmu8xdEJnkJl7BDXXMvYUDzOynfAc6GiF5tAKLqIeWob/7KdQj2ygFllFyTuPdmwdncQaLzwiEXRPsqGcWkDedxJXjTBmoRVMbE9gP0bykzRCa0vIO5cxSNpwpRxGN7vB0ppywopu3INR3I5h6Bz2xQ2M0h4clgTUAhdR9p2B6ZnHlWoSOwU3dMeTeKEicJDrSIrisJnHrYGKvhHA9WtDXL46QTq0yZq8juxDU3DDzDjR0GJomzJnC8rBEErJLEpxAblABFIwAv/6CgoxD/ZbBVTEBPbHPezPJvjEx38In3ngfiRSST4URUKjXmUv8OmnnsTm6hpIGyhksjxnKxsaV2gLc2cYCGtljUErmwoz+BHjS+BWLxWgyQKDoCoIUDIZaJKEZCQI+8YqnzNUiT22xbyMjdUFOCzrKBsFWNbWoWRlhH0RJCNpRP1J9uq2mz0UCyZkUeGjVasjEYkyUAupJBMxUjqBVDSEvJThKpNY6IoucztO7pZGuYiQ14l4wIWykoEUdvMogITNGZ8V+bgPGgmdo557Ym+vBWHXJleDlMVYTQd49lemL5uIE1H7CnY7ZW5/cxE/hIAXKb8XcjwGj83GxM7rb76Bl3H3PwDAvwpQ+26e47gAd9T1HwLgEQD4HSu/d6rAt0Hv3RXgO4QIDXjJcC3RN/jFB1FyPQ3B9jgGxSCCznPQpBDca0vIeDwoxCIsCUle+ATKtkcwSVkQPvVJFGxPYVexIzH/GXST66zrI42gYTuFdmgJw8QGBikrmvENJiHI9TFWvMwOO89+EkXBgZ2ujhcOtrBvKuj5F/FcLYWGFINtcQ4ZpxWiY4ODSqsJBzO4A9GFg2IK+7kAdrNr6EUWsFcpoClluLrrq0H0Sxo8qxeQdZ7CjWYaO0oSjXAAt0YdFOJepN1LSPlWYOTCKGkxbHfz6Olh1DIWlKPLyG4+iWpkFY2EE+WoE3rAgXY2CdnjxKxkIB+g/SFp9AsyOoaMkiKh16xhNBji/gcewqfufwjJrIRavYkzZ85AEkSsLC0j4PEi6PXBNEooaAbP5RRZZIaW3CJejwM5JQshm0TRUNGsmYhH/LCsLTPBQW14Tswgk4gjJwpo1cowdRU+lx0EpN1mjdvsdDyGaDDAwFcsGEjEkoiGYwj4whCzChRRw2yyh1F/C/VKG3q+CE01UKMABbOEZrWCRqWM1YU5eB0WFl03KwVUCxLrBKkyFtMhCKk4KkUDGyvLDJJE9pAgm9YJ0DyUqrySGOd2l6Qv6YALQtiLZMDNy+jTrg30uUoMwEiHMKrk+e9JVjpytFDWpBTyI+Z2QkklYN/cwOd+9PN4+fU38K2795apv7sF/m7Aix57FAAd9/wPOoAd1aIedf7d1dgH8TOTIO8Jgu+q+gj4SA5Dt9QGk3H8X/3ZXSRVjT2z3dgcOvIG8vEFlGQr0r5FdFUBxVgCeiyDSjLGgKZvPAJh9QmUvItoR1dY1Ey2sWbCCsV6FvXAMsrO05Av3sfJLonzn0YnacduMQ09sMbzO8rVq8fWkbSdRynlYfFsNe5mBnameFkSQe4BMx5Dxm5BJxtDXwyhRZvbBC8M/xrCc/djV9xAP7bG4Jfw+FASorz8aHd7h4GhLPlBFaPpc+AL+3sw4lEUskmUchmM2ibqBRGdkoRJQ0EutomG5MLlRgpXywmM0g5+j7SkqBx38VCfovLbahYTU+e0G+fiPJqGzm1iu9nB7t4hPn3/IzjxkY8jX6ygWKkjnkih3x2gWW8gGY1h0BvCbnWhWCgjHIzA5XBjd3sPVw4vc1ssSxlUygYzwgR4mWSEXSTUQhPY1UoGiloeqpSFkI6h36nz/ZQYQ/dHgyGsL69gaW4Rc+cXIGRk9LsjeFx+xKMpSEIO0/E2Dg+uot8Zo93oMwgO+xMmSYqazqtH2/UKgh4niFyhhKBuo4R2RYOcCkBJB1E1FQZJAnf7pgW1ksmkSNCxyYJtyokUgm5kAw4Us1EGwmZB4flpJuxjMMx4bZADTmR9dj4ftq1ADHl4VQKRHnvdFvRMCqmAH7lsFmsrq/jv/vtfYaH5n7z5Jr721v+/FOi7Bb8PAfC9RcZHgR+d/yBA792/81gA+I4+MNdooy66sSVbUEqsYuPMxxBaeQBTgxb/WKB5HRiXa2hIAnT3BezrIbSEMKqJAMLn7mOJSzfjZr9sXwxgS/bi2VIUI2JUT38M3eAC8o55pDfnMNZTb2+AC+FSIYz86qMYhxcwjV1AxfUoBollTCUPehkfhM15bDz+KcQWnsZBLoxrpSzamThXXjUhgO1SlFNZdlUvxoU8WhT9lFMhKypyuTxHUO3v9liI202FsKfnEXd7kRMUBpHpoINWoYDdThu1vIhhPY+g5Ry2qwJutjRMhCB09yo7QXolCdmkD5lMBKGgB3ImiUpeQz6T5YqpVKxiNN5GdzDDI0+cw8NPnYfDG0YiI6Jolll6kk0L6LZ7oMdStRWPZRAJJyBLefR7Y7TbXeTzeZ4bFvQ8Muk4SKd3/dohalWTNXxWyxprBYlAsW2s4szJxxkEq2YBUibN0hbKdoyGEwj6I/C6gggH4piOdhCLJJFTdP7bjMdT9PtDlIzatwFwZ7aPcqEEMZ1Bt9ngatLrsMJlXWe5DTlPqPWtFxUWM+eEBDSSwwgCt/MFNQe/yw6/3cJeYlqKFXPb4d1YYjG4Eg+C9IzkJU74XewPpp0wWjKMoGWFtYGZoBsZcsqkYhyQYEoCok4n4l4fiqqGjbV1/LP/4/+8J4J++eVvA+D3An4fAuB/ogD4jivkd0kjCOC//kf/IzZPfZo1cBn7GSiBBTTTq1DsT3LiSjPhhxgMoq4paKSd2DaiLA2Rgh7UY1b0klbogQ30lCgU9zKaMQumyQ3oi/fBWH4Q2bn7sJWLopbyI+e3gUJLq5FNnhXup9bxbN7GDHIneoGru4ESwyDlR2LxKVhP3o/U5llM0nbsSCQ5iXD1Na6q+Jnnd5DfeBAV1xnslQ2M6m2YRhFaQUen04NZLGB7q4WdjoYqiYXPnERwcxODVgejXhvdRgXPXjrETrePUb3K/tlpvQDZuwHv+ce44rzaKmBSkpAJOVAqCojGAkiJSfiDBIYZrqx63TGKxQbavRlawz08dmoBP/Lgk1CNKmRFZ4DzuLxIJdKoV1uolhvQ8iZySgHplIRwiATKUQjUmioqXC4XymYJ5ByhROmCnkM6FWMwFIUUXE4rt7yZRJTF0IYmchVYKujIiRLP+VJxAWahin5nimgojWaty8DbaLRQLpdRLBahKAo0VQdVfjQH7HX6fH3Q68Gw27nXWjut3P6S9Y7iqyjBpaiIHItGc0ZFkiFJClKJJB8EgjQvLEgCWsUCMqEAkj4XmgUVVVWCnklAjoUgxUPIpaKQYxEEbRaQN1lOhBH3unmNaS2fQ79SwlarhWw4gqQvxAA4N3cR//z/+he8d+XP3t4r+53A771y8L597u73tw0+bgv8fqqwD/Ix767G/rKfvwngvY6/7Jrv5r4TBGbvdbxXe0zyGZoD/q//8jcRWTmFrawd8Y2TMJNWVCIX0U+tYFv2oRJ2MevZKOqcqpwPL7OFiXb6djJe6K55tIQghnoGlZgL8YXHIcw/gEuCFePwIs8LR1KIh9007yHBayPmwCUjwhXfWLSik6fWlEz4VTRyRTSjYaRXLuDMQ58EWcZudEXsa17s5kKYKHHst2r40UtjNB2Poml7DNcaJq70+9htGiAj/c5sG1cu7SDpPINGYhXPVFTkLavYKeZ5FebuoI7rB1Nc2prgzrXrmFQq2K1VUUvHoIWcLN9oKGEMiimMSlm4F06hlkuhWdKQV0XUOw3Iuo54IotyuQvD7KI52EV/egVPn1/FiY/8CNKSBknW4LB7YOhFyBmJ52/ZtIRKuYlOe4xYTIBeKKNk1lGrtpDP69A0jfWChnFPPE1i5aXFOQa+aqWIvCpByKbh8zpRMhQQAGo5gcmOStGErhSQiGY4eLTbGqNe6TIAbk12UCgUIYoihsM+6vUqA22paKLdbEHNySD5Cy20ooqykJeQigahimmIqRiiAS8axQIzwPWCgU6thkQsjmQyjVajjYKmQ88pHPtVLepQM0n4bJsMam3TYGAjAXUuGYd3cx1KIsatbdBuQ9LvQy6dAAUy5AgM4zFIsSi2Wh0IkSjSgQgysQTcbi+++crr+NZd4I/fussVILXB3+k47gzvqOuP0uAdLSMhW+p3Po4Ct+8GLP4mPvYEsbrvdbwXAP7uW/d8fr/9+1+H8/RDuGLGUAhvoJxxoJ5cZVeHbp9HV0rBzBs87K7IATQUNzplAVrCi+TGGV5nSIEBgaXTXAVuawnO7KMqsGQ7jXHKjnEuhoxjmddO1rMhXKqIzA6TBa0v2rDf0qAnY2gXG9hpDHC1VkVk7iR8K6dxfbuB53aqnMJC8fithBc7lTL6QhTjwFlU1+7HjibcI0HyCTbT95pV3nEy1H1ox5cxTnqhW1ZwuV5CORXGVsPA9b0Rpr0GetUitps1NMQ0iiEfrvaqeGarjsO+gVlDRFXwoJ+LImW5iEvtCu8ILugKMkIW6YwMrdBCTm9CL/fRHl/CmYub+NgnH4LNGYAo5ECtb7veYB1eNpFBTibRsQlJ1Lly1LQKZEmD1eJELJpCOBxFpVKBYRioVcsgkoRAj/SERI7UayVEwkFYNlfRbZVRr+iQhSTP7WqlMqaDCa4ePoOiXuEKcDyYoWI2uNLTtAID7Hg8RLlioGQa7AIxCho67To6jSrETBxFXYEqZxD0ODh4IZuIwszn0a/VMW510TIr0OU8dma7qFXqmI63QEBKadeWtVUUchIifg9iPg8DW13PM1HULZswxCw25i8wwCmJJMf7+212uDfX4Vhbgd9u5USaal7Fzb0DlHMqsqEYbOtWpFMivvHNP8crZO985RUWAR8FUsc5f9wK7kMA/P7OCY8FgFQ50rfCy6+8ifD8STQjayjENqCEVzA2w2hkHTBDbrTkHDSpBIfNDVP0s3ykoTgR3XwKkv0strQ4SjEnjKgLaes8g93ttoa85TRM10W0Ew7sliSkrQuwnHoIIyPN7SXJY5TNh3G14MA4eAHZM5/GvprAQVHBRMtgmk8gs/gotnJB/OyP3cEXP38HO70GZjUDitOKbtSNO2YI11UPRkIMu9USC3DNbAi5mBcVJYabu3XcGORRsMxjW0wisraOmqpi1qqgIERwdbeP5y5PkIu70TUElrRQkCv5oAOLj6KdceC5vorM8hOYigF0kz7EV8+jGA+gqirQtRKMcg/F2gitwT5vdHv4qTk8dWYe5UqTCQ8iFag1VQSRd6/kcwWIgopUSoEoaIhFs1BzBpKJLBr1DkKhCM8Ch8Mh2+JIn9frtrklJgcJ+XYJAKORAEb9FoNVQZWhCFn+PSXdRMWool5qYGfrAI1aG8uLaxzD7/f6YOgkeu6DbG97u9tsh4vHQiiXCui3G+wG6TQrIDkO2esoyYbSqxulEjrlGpQkJcyoMHI6Lu8dottsYXdrhn67w/a9sNfLy5uERAIlTYOp5ditEnDYoGZSLGZenTvPt+lQGGGXF2pagM/hAAFh1ONFwGaHns5iWG2iX2mgJOvw2N08TqCoMQLAd6qv4wDcO8/xnW6PBrDvPc2YnvtP7t59z+MHvWqjMcRxjuO+v2MBINnh/t1rlFsC3J50IGxcQDefRMa3zq1fxrWEjpyBGgyjVW6hVDDQKiTYM3yploDiOM0ZgftVEQM1jo4UZrnKRE9C965hosSgeVYZyChQ1XHmIWZTR1oS5ZgDN3sqC6IpTaVheRKz8BJGcQvaKSeKcQeqCRfSFx5E+PzjvGRna/cayzOGlQJyjnVMs0FIi4+iGVrFWJVwudPFdsvkjXCTegFNSi3RY5jVZezqMtrJBNpGGdP+GM71Vcw9/QhKSgw1PYFeLYeqkUarJKKQCaAuR1gvSKzzRPZjX4+il3ZjvyggtXoOAzmFnqYye9rozKAV2+hND7F/7Q5On1/BhYsrmG5tQ1NyiAUCrF+jW9LYyaLKFaCqllA06jAKFSiyDrvNDcMweT6XzWaRTCaxvrbCAFWtlDgkIRwKsGjZ5bTDZt1Eo2IyS0zsMOn9aB0pVZtM9JhVbrsbtSZXoZlUGm6ni+ekBKj7ezu4evkKep0uy3AoRIGCElLxELfUlA5DSc4Rv5vJDdIeFmUVPqsDpVwB3UqTXSLtapXncxTeUCsWQaJp+pk22BEIyuk00uEgV4O6mAUdlJJDBFLA7kIyEObrs/EkDElGJhxByOZA1OlGyOZi4bkhqFwBlswaM8D/7s9f4UAPAq4PAfD7W2W9F0gdB/zo2vd67vdz7gQFG9DxndpgYnr/soOWJf0+3sS/feObvF3rH/xXvwzfxQu8wrIuKxgUVE5BkZzr6KgplJQEujVae+lFfP1xtCNWtEI25JxL2C4JEOwXMVRj6EohJDcvILoHPHruAAAgAElEQVQ+D9G9wUp/Wt5N4EipM7NiCqJjHh0pxJa0YYFYYQHtVBgzQ0Ql48OgmMZer4BuPo5qxIv/7NZt/Df/7f+ESucQzXIZvaKM3XIek1wC9agdB9U8RmYdXbOKbj4NilO6vDNGo6xjdf5hdE2SrZTxd3/6F3Hn5ktcdalKHsNOk6PpKUOv36+i1CggI6fQalfxxc8+xwu9qf0nxnu/mYfjwuOI25bw2f0pDhpVeC4uIuSPYTA5QKHURrO7hfHsMk6dXcCDDz3Gczz7+jqEWIRnZ23W7BWYETaLNZ7/ZdIykx+SqMJqtaNsVtCo1e+RCsk4W9Wslg0eP5DMhMTJxNASU7s0PwddEVExNJR1nQ+/08mVFDGmDosVkUAQjUoVnUYTQirN/54MhqBWmeaFRHy0Gl006y2oSo4F0FImyakyipjijMA0ZRCKaSTCfgYy8h/vDidoFk0+yvkc35JOz2ezMMAR6NFrcm5ugipCXZbZT0zi7VQkgojPx8AopTIo6ybkdBapSIytdtlIHA2tACkSQ8odQNofRspPrfU6vvzln8Srd+/im3fvzc2OAsDvfwv73hXg3/QZ3vcbAN+LQKFzxwLA38Ob+EO8jD/Fy/hHv/r3YZlfwFa9g1m9xfOwUT6LVsqL/WoWbS2Mph5EIWlBcuMUcstnMIx6MNPSvOFN8yzjsCoxCyw6V/DMtMcZdrT/IR/xIrx8Cq2UmzWAhn8FAzXGPmEiRHpqFiMjh04hz7seiF2cNDRIgU0EV+ZxdXaAS9e+gNHObexNZ7i1O8WXb93AjVEHIy2NS80KmloVV8fbuNoxoEc2MetW4NxYQKecgW/jHPxrVvz8l34Bk+E+opEM2q0+toY9dilUsmEMmgam0y7knIBkKsorHHfaLVwbtNDTMnhm0oAasUOnFti5xl8QjoUFbKxZ0R3soFjuoNYeotkZ48GHHseJEx/lFpOkNpNOE/16Bb1amd0bJEoeDWdoNHvYnu2joJdQqdRgszmQkxVQm+r1uLjVpcqPmGAiF+gw8irIotas1lhUTUBCgQX0xVApFOC12xH1+5mgMFSZgZPYYRI2kzhazt6bRxIA9ppd3Lh6C5Ph9j1BdLXBwEhVJAmcyUJH4QoUv0Ue40w8iIDDimGzxuQRAV/E5UTbLKJVNNiPTLtKCAitS8us2yPtHgEeAR9VwFQZ0utLR6Mg8NMkFbFAhAFwZX4BqWCEAxeEUAQxlwdGSkRF0RB2eGDmdXz1q/8zXnnrLW6BCVw+BMDjV1Hvp9L6To/5gQHA71QJ/sXqjyq/d47fwV38P7y4BfiHv/ZVeJ0u0Id+WtKgetZQj1hYDBw5ex9vRZtV02wXmxRSGEQ9MK1LMMN2npc1kw7ItvOoRm3YrtwDszs3rnG0Omm8cn4LtgtJTNUg8u4F0HOQ/7geXeP9Il0pgHZBQV5voV6b4L/4qZ/CzUEDK6cewYWTj8FitSOvmfjsrTv48otfwN/5uV/Gz//ET+HmpIeOQiBsYlQw8GxXYxfHTiUL24VH0DMTmLVU+JeX8V9+5ZdQUErMkFJlQpatG20NOdsFXG8W0BZiaEgZjntfv3AGB+MWp5poERt2qwIaWQ9ub9fx4uUBvvKjz/BSoXQyg1K1A1ExUDAbGE92cOr0eXziYx9nJrVm5DgmimQf+5Mht4gkHO51R1DJfZEvIpPKsgxlfXWDmVSqAGPRMEJBP8tRpsMBi4xJ5EzARZUctbk0kkiGo+hVaxyOQARFq1pCzSxASMZ4fkfulJDXxZY428Y6X0fg2am3eY3ml77wM7hy6RaatSFvBKwY5berxTjHbZEX2e/egMu2jKKWBfnDKTGakqPJ9xx2WVEUs2i8TXKYssRzPjEW51a2atyr7kgAnk2mYOS1e7PQRJLHA1T9hTwB0ApOWrWpJDPcZovhKEjYnvGG0CJtYiTBqzR/7dd+nSvAb7z2Gr7+5hsfAuBfQRv5ncDt/dz/gQPgX1z88hdXAVJrTCD4zu27AZGA8Dffep09wb/6T78KarW26wa3skOJ5l5hlNzzkNee4v0YpbgNB90idup5DNMBTLNhEKOrBDage5dwqRRnyxv9fNDS2Aw/rmpoqGk4557As9M6rnTyMCMWqN5lGL5F1H3zuJT3Y6oEUMlGISkVlCpDfP7wCsaqiIhtGZM27byNs/yiLOfRLzVR0as4nGzj+qCJdiqIHV3FM80yJqIX8sZTuFyTuTL1Lj+FpHMJl2ol/NwLL6Is5yDF4ticP8dBpcnVU3i+m2fR8/WahpEqQQ350NSyiLlW0CskURV8EJzzXL1u6WFsFaO4sVXGtFtCMp5Ard5hp0exWEK3N8KZs3P41Kfu46BRYkLJ9kXWritbA/bxSoLMkhefN8wscTKeYh8uaQXJH9zv9uBxubkKpBADOohdJfubx+EEkSrpeAJKRkDU42dG1r6yinGrzUwttZ+0NS0ZDTEBQUEMpBncXF3hipAWqt++cZNdH6QTnI4OUDE7KBebrFEksTZJb8iNQtdeOPs01pbn0aqXUMiJsK0vo9+qYWvY5WzAbDjIej+SraSDARDZ0S6V4bVYEQuE+ODVADGy70n82uPhCKbDETKxFB9KRoLH5mIyJOL2oVuucAWYcPpQFBQMay2EvX78D7/6D1kETS4QCkIgIuGoNve9zh9FchzVwh73/PsBmR/kx/zAAeBfBET6N4HiO7fvBkha2/f7r92TFHz1f/t13ilbSzrRTVgwU0PYyocwUsIcC0UJKp1chGPQC6kgzIgN9bgL23Wd0z76og+znBvXij40fE8jv/Jp3pg2yGyA9vCaYhiU8GsqSRz2izCDC5y/10tsYpL14KqZ4ay+kM8KKZtALuBC2kK7N0Lstx0VNUyJpVRzuNRp4fJ0iC/euoqxFMIs48GhGsGu6EUnuArDuYCsc42X8GyVNQSWzuL2uI5uJsjRS7LXAjHgxE6rzK9dj9gwykeheFYxrui4Muthq6HjoFvgdtqIWfHSpQHb+AquMxBXH0YnbUNDinAVRu3rzqCNTrmA2dYeTp5bwI/c/yjGs12YZpmFw7LfirEpo5xTYGolZFMyC6GLRgWqqiGTEVjjJmYlTEZTVMs1pJMpBkRibavlCpMXlOhCbDLN9zq1BigRxm+1cetIc7lpf4hULM6Bp3arA/VyhZ0qNAu8eP4cpFQK24MeOpUShu026tUGDi9dhyTmQXPJn/nK38J4NIOsaBhPtlEl4IkkIEoqorEU6rU24rF7gu5Oq4uoP8itN80FY14fV31EYtCyJcoppNaXmGBqvem1kP+ZlsLT+0xFk2iW60jR86cz2FhZRUkrcNRWOhhCPp2BZ83CFeC0M0TQE8Bv/tbvMADSDPCP7r517L2yR7GwR53/QQan9/Pajgtgx73+WwCOc5z4ywDv/d5HJvKvvf4KXsFb+H9/73chJgJcnY0FF/qCF82Mj10QtL6RyImrkyZKeRFFOcUR5j0thahjg3fbXhtWIVpOQ1/7DH68HcCz+RVcVdd5ibgR30RJTaLdMOGybyAdtONaS8BUtLGPd5yw4qVWDoZrHjXRjUE5BdfcozB8m+zgmMpxkBuFAIxCDZpRN0tpZM8iDMccvjQuYjvjxHbWjcvFLEpBByrZGNxLFzEwNUxMFbGVM3hhUoVgOQsjZMHQENHMZzieSQhYcdgpQAtb0NZTGJREDAtxBOYewFT140ZL5AqXvhDa4QUIC/chu/Awu1/IB0wkxKVumbejXb16HRdXLPjoxz+FUrnO2jhyRNCss5/PoKoZDH66aiKdEOEmf248iVarwyAYCoTZLke+YtLXhQJBBr5hfwCHjQIPiui12gj5/EiEQkgFQ7AtryBIfuLJFg739rmyI3JDzxeQz2nQ8xpioTCs62scJ0XxVaTLqxU0ts7Vag0OZ9A1k8HPKFaRySpo96Y4PLyJl176ErrdKQRBQzabx3Syi3qtw84SAjEanRDbS/M+qj5pFinGozwTJMAtqircdgeTLvSaKJWa3ienU2ckngESqC/NX4SYTEOXcyx+FqMxuFc3oaVFGFIe8WgC//o3fht/+tob+Nprr7HD4KgK7qjzf9MB7igQPC6AHXX9ccDt/Vx7LAAkoKRMQCrj/+2fv4p4MsE6uoOago4Sx6xWQMrvxKhZws2DCXzWFWYlh4Menj2YcfgltTztap2/uVu5NOSl+zELn8aBsIYtxYVCyo92pcCbzPIUhR4NIkdC5FoOe8U4ok+dwG58AX3vGcgXP82hqZTyHF78NByPn8BBwoad0Dp2cj5+vmuCB9vhdV6WVArMc3hCN2bFrhLD5aqK27sjThCpi1lo8QhWzj/N+XN79QK+cHmKWVUGOTyqWT/yYTue3RvjczcOoEXd6GtxzgKUbCeRXX6Q9/3eroVxoFhR95zGrmjB57pZGNan8Ew5iet1GXtNA1fGLUwKabxwMMag18fiyiY+9tEfwrjXZgJkq11F1r0O99J5NOsdKPkKVLmAbELgQIRMWgK1z2QpEzIit9NbkxlXgeS0kEWJHRf0MzG61P7OnzvL5MJ2f4BWqcgs7PZoxOEEVCWSKFlT8wx+iXiUQ0Spnc0JaRY2t8tFfm00VyTiheaCxIwTQUPe5GAgikAwhoJeZtdKIp7F+pqNq8SyWePX3W10+PVQS+7Y2OBqr6AoyMbjDH4kfSGChuQzBIAE3BTHT3NTqgTpvZKYOuqn9j7JMWFEjBAIkv1NjidQklRQFmM2kuQ56Z/86Z9zBfhHb775H6UCPApA/rqfPwrAjnv+/YDYcR5zbAD8/TfusUh/8Mpd+MO07DrLC9C1iAtNNQtTybJHs65JaJh5Nr6Ta2DcKLGYmIbwBUVDr1KGEfXgmWIYu4lFlBynMNNjHItEayFnnQaK2ThHHB2OWpADDnSEEA7UAC7LbtwqRtAJLaCXWEcrsYb44gNcHb6gxzD1L2JXsOP5ehzPKx48L7pwRbHhuVoMewolRIvYNhQc9Jr4pZ/9Ci5tb2Ncr+P5K4f4sReeZQDvGDl86blr+NGbl7DbMVDNeJEPWdBUEsjFfJjUDcxqGnuRb7ZFjCQXprKT212K7L9RcENZvh9XCiFcLcVRtJ+F45ETbOn70tUJM9ztXBLXDi9jY9OOT544wakntM6SMvEu96voV4oQFRO+iMTiZCIADL2EbmeIQX+CdDrLhAj5cyk9huKrSLvXbXdYFkN2NcrrI68urd7cm03QbVSZ9CD9Xa/VZKaYouyLhs4sMvmhU0ma/y2xtY3yAunISykQ214vGZCzlCBtcHVJ7TO13wROxEpbNx2gmWUmJWJzZYNb63qpxlWmqRe4qiOJDQWzUuVH+YQBlwtht5PlMKQFpEqVqkSK2aL3RpXcO9rECgXNZmVu22m+mcuKSIQiPKelNlhPizgYbaFGf6d2D3/+8uv41pt38cdvvcWt01EV3lHnP6wAjydkPgogjwNu7+fa4wPga29xK/GHr7yOaDyGoSngsHFPtzcoCEi6NzCu6aAtaLQHlj48upSCd+kM5JCbDfckjt3Lx7BH0fnBeVRc55CYexCxxcfRyvoxKyswU2FUM1GUIi54zz6M5Pp5Xjh0e3uE/XoFz9TqKAa9+NKLNzHrV5BemkPdtYnnWgaqvlWkT92Hg5gdBIhX0lY8o7jQdp/FNGXHUAyjqUkgI/7OZJejnq5evYrZeIDnDvc4uZmSU6aTPvo1E2rMi4mZwV5NhORdheS345n9XWz3W4hZ5tFRY9hul7nKHVV1bFUU/MpP30Erus6rAMjXfKD4sZXaRG7lCRxoYdxsSHhxt4/nn70FYnPv+8gJDAwR1WyQ491Juzjrd1FubyGbb3AlSB/0SumeEJq8wOQZTiWynOJCwQk0JyPGuNNqo9tpsRukVatyCgxtb6OorEGnyZa1vCxga9THsNuCWdRAzg5KklFzIlvnyDWi5gRUTA2Dbo33hpC8pWLkGQQJCKlaowqO9IEEbvFojN0XxDaPeyMmISgen1rURqmCdDTO2+tWF5e4+uvWaZ53T/JCdjaK7qd/03KnsD/A81KK/SKALRXvJeQQA1w3q0zs0JySvlDdVjtyyRQIAC3zSxxyUS+U2W98F+AgBGqB/+DVe2Lo4xARH3QFdxSAHPf8+wGR4zyGFqt9kMexAZBaYNJS/ckbb0HTFehROwaiD3sVCRMzC0rs7WoZ7NRzoC1olOeWT4cQt1xAYPkCOyEq+QKGcTterEQxiG6gHtzAbiHFdrdm0oPb0xZ6ugTX3Gnk7IuYqTFcqmloyymMykX0dR37RhnlSBz7syGeOZyhEvChGwnhSqXA4QeX1TQuCSHc0lPYilrxUkPCrXKKiY89I8vVFQ30Z5MDVMptjMZT3Hr2GVzf3oaaSvKGNMMsYNbvgJZyU7s70mPwzj3Gm9w6poFKXsKlTgmllA+juolre9t8X1VOsMaRmHEz6sJuSUE9sIpregh19wUUNk9hR/HjZr8MakMjoTA+deIExqaIw67JzHnMsYpMPILW6ABCocWCZ2oNE7E0J8JMxjuIhJOIhOIMgMQI7+8e4NL+AbextFGOWllaVrQ4dw6pGLWNUdbrEdsrphMsuyGfsJaXOUvwnUxBClAgIKS9H91WFaN+A+VinuP4TU3BoF3naHsSalMlSUGrBIC0NY5aVwKmulnmMAIhGkPATk4QlRlnAnEiZEjjR++HZoHkGQ467fBaN1nzRzNAWvNJrTn9N6KDZpNU4QqJDOS0CJ/LzQfJZqgNphaYIrBIA7g3mLD1jqpHqgBfe/tDRyECxwE/uvZDADweCfFBgh/97mMD4B++8Qa+/uabvGJwtjWE6LkXZ0V6PiNsRTeXQDsXhxm1Y1aTcGnYwM2dAW9q26NwzLQIXdKxXy/xkqQ9U0BfjmKk0kY3HeOKAUPIIJeIoamK7PEthhzQwl54F86hlvDgsCyj4FrF9Voemm8Dy498AlvFLD476+JaUUUn6sPUlFBO+vBs1cCNooorNZ1B+mZdYUBtiEn82O3n2ftKQudrV57BtUtXcf3SZQ4JpVZyazTmfbhhSpjOJ3Gjb3LWH0Wy39oeYr9VRGbtDC5XM/dYbtIppn1MBt3paegknehIUciuDQ5kyFvn0Qqs4cWuip/cb6MUceDK9g63c9QCUzJNvyAg49tE1m+BmZNQaY9RbI0xHo64XQwFoqjXetjZvsR+YEprPti7zNUfAQTN8mgGSL5dkqZQCCoFolL6SzTog9tlgyRmOTCB1mnGYxHWEFKAAgUpUGoMASft/Wi3alwNUuI0VYTk+KD9IqQbZLJCy7PLhMTWNGuk2eDa0jJUSWb9HhEwNOsjq5uZk1l83SxXebZHwmaa/REJQlVfhlZ7uqmlzbILhCpA0jBSMATN/6jFp3lgXszxDJBkMWQTrBSKiPgCcK6uYXcwxKDSwLTVw85gii9+4Uu8C4QAkFrXr73x+ocAeIQX9zjV3fu59q89ANKidPoWpDe7d7ALPepkDR0xwPsNHW01hWLSj3YuilzYhkFNx4vX9vBjhyOUol6YsgIpJSAfj+PysAPKCKyJCY45z4VcCNk30atVeLUihQfcGDZQjDjhWbiAjHMTIzmAy6UItiQ3thUvDgoRnP3YCeihVbQFH9phJ6ZyDH1TwMGwjNuDJvqZGLO4g0KKN8FlFp9ENeTCdtXEsNHE9cNreOH687i8c5nZxnq1hs8+cws7/QFSAR9XsVTVqSEHO0doK9mNromrjTxU+3nWP04UL3K2cxgrQVDl18940M/6eVF6aGUOSesKppqIZzsmbjU13Grk8OVrM1zb2YXX7eMZoBjxcbXsXZvD1WEdg3oRtVYXte4YsixzpUU7OQ72r7M3uNsZcUVIbTFpAx02JwcXEAB22k3ON6Qcw1Ihj8mww3H4yUQMNJMlppcWqlP8PcVaUdtMQQcUEEvBCfQ32Nnewng04HaawJRCV8ldQm012ewIMEmDSOQJAW82ncHFuQWuBEnCQr5mns+lUiiIErO7FPFPAmfyA1PlZ11dxfriItv/aIMbOVMIGAnc8rLCAEgzQErFpgit7dEWC6GpAiQZDGkUSQpjXVzCwXiCa7M9GBRgq5fwcz/783jjTeDP3niL/5+l9vD7XQEeZcU6bgV53Bb3qOvfD4gd5zFHAeDLFLbyHsdR1x91/sS79yF8tz8TC/xv3tYJUiv807/4t3lZDUlEJuU8KK23RftiswmUlCR2Bk14HFY4Leuso/MtX+BAS1MWYWZTaBY0rhyo1aPl1maSElYkFOUMSGpBOyZSjhUGnevjDoNrU7TjmW4S4/QaeolVDPIOxDcfRTO5ht1CCNXYGnqqBze2TLS1IJKWswyMlawXz89qmKQdCD7+cSTPPozPj5p4aX+Ga9MJPnvtJr702R/HC8+/xMSBlkggvL6KZ3cm2O83URYzqEpp9vl2sz60EzZe4HRnZPIIYJR1IrX4CK5UMvyFMDMlNMUYrvUbeH5njHG5jOf39/HcbIwtXYLhXsPzkxYHrLqcPvzwxz/JljXa0XEw6bN4vJ5LwG6zIBCJc+ABgRXFYCmywbKSaqXF1joiRnKy+m1fsM/jZVAjdwjt7KXgA7KpEat7/uw5rhBppkZhsEQU0C3tHNnemmFtZR2ryyv8RWDZsIK0gRTB7/cGGGQJ5EhqQ7NGCmAgTaKuG5xLSKk0y0vrXLERQ0xATPIbcnMQEBJQUftLwEaVHtncqAKk25DLwaGoZNWjFpjaaGqBiVyh+eZPfPHL/BqpBR60evy8CxfmeL5IlrdJq41Zt4dps8s2uGQgir/zy38Xr71+954O8AegfSXwOwqAjnv+OOD0fq49CmB+0M+f+E5puO/nftoJQqnQv/n6PTnM3/vH/wSuzWUMSjlMG0UMayVuZWhBd1nNQkyEuHUjtjHtc6CrZqEEbPe8sVWTVzOSY2HQbuC5gwlGJRG9QhoxxzJHoE+6dURdFrTVDK9BzEcsyPiXMGtkMVXDIDtdvxhGW/OzZW4se3Cjr+CgncWLl2qYmmGoznO4M9LRSG5iS/XjppnAMLCKWcyKG4UkZnKM06EHZgWmpOHybJ8ZxaGRZ/CalTVcG3Zx+/AQO70Og9oLo8q9qk/24/MHA+xUVUwLKVxt5DDV07i908fl0b3U6FuzMW5OhxzU+fyVG3z7n3/hc9gv3mvvP//cbbg9QZz46A9D1UsYDEbY2xphaKQh+9dhXVvikATTNDlDjxKh1ZzJYmSSmvg8QQ4nIACkKokqOZLWUCubVxVerk5tMLXAmiLyvHE0GINEyUQukIwl4AuyhpBaTHoeAh1qp0l3RzH566sWLF5cgdcdYKE2JVB7PD4sLa3g3Pk5LC2vYm3dimAohmgkyWEN9BykLSSmlqx4QTcFHOQY/EiWQ1FW1EaTuJqEzxQA0TQNngvS/VQBEnBS8jQFL7z02c8xEUJOkEQoxg4RqgJtaxsIeXwsgalpOsdhBaxOrM0t4Rd/4Ze4BaYKkEgQEkIftwI77vXHBbijrn8/IHacx/ygA9xRr+9YAEhp0L9Psfh3722H+xe/9dtQEn5mLn3L55kJNaQ08pk49vt11gSefOwxHM6mmFZ0zIwscvYzKIY30amXee1jyrcBIbDJompaEj6piOjnfKhHV1lcHIsluC3rpF0o+hcgpiJQ8zqDVVM3GDxJdzjRZdzslLFdSOOgnEEzZUN2/Qk8V0nimZwPV2Qn9jM2Br6fGpdQs56BvvQYMmcehLB8AYeDLkaNJspZCf7FJbSVNLPRjbiPAZIcGVomjcvdGp7pGHiuq+PZnol0wAPafXtjdwvjRgX7owHn4FFkFWn42rqGadnA9e1dzHpj3Ll+C5+/cR3ptTnkPVZcnu3C4Q7hh374QfhjAoplChgw0FIiSDsWmEGnoFNVVVn83Kh3QZH6VP3l1SLLYq4cXmdNHlVqVCWSDIZmgJTh9w77SyBIXzYEfNtbezxPI9Y44PbzMiQCKZKnNCsNDj2QM7TD1+TtbxSBv7d9yO+H4rf0QhHP3b6DK1evI68VYZZqkOQ81LyBRDILTTdZrE36PVq4RPNB2j9C7TP9HprvuSwWxIP3XCHk/iANoCGLqBoGy2DIAkeL2d+Z/5HbhcCZxicEgNRGk56Q5n8EgJlQGAmfH9e399nyWMkX8ff/3j/4NgDSh/5vAolBydbvdRwFAB/0+ZfvAh/kcUwAvMub4SgXkP6H+sY3/wi0A5hsb6WkG3rUjbYmIuO349Z2j2OoPBtrbHyfFGVcrkiYig4WD9OyarNUQb+a5yBSWvhNke1CxIWbkzKu1ZOoppxsrcpkZWRt8/BeeJijn4bjQ3TMPqpKCUUxj2G5jJlh4EqlCN25jvUHPgbvmc8gdfFhFBYex8B+AS3LKVzNujGNWmFsnIZ44UG0PQswLeeRvPg0/EsXkPI4cdBsYLdUwEFdwygfx3P9Cm7PBtjpdjnxZdYo41q/xpmFetCGxdMneWa1O+xgq13H4WTAlQy1lN16Ex1dRZVSmXM51LUivnjnJex3Ouw++bFLWziY7cDti+PERz6FZYsHk9k+7x/JBa3wL58Esa6FQoFBjQiBVrPH4Fc0qrj5zG0MemOW8VClRABIrSltk5tORjyjI4aW1l9SZH0sFAS1tRS3T4AyGY0Z9AhI7s3cJLQqNSYpKB8wL6mQ0iJm013cvvUCL0kKBsMIhIK8kKnd6cHrCyCVpqRrCZmsyEAoCBJSqQzCtBu5YDCpQUQHVXZEkNBskOQzpAHk6i9xL9qeFqcTAJIukPSFRHS8U0kSo0uWOPL/kg6QWmQCQfIOUywWyWDoCyzhCaCS09Eu1fHVf/rreOvuPRkMffD/8LVX/9pXgO8FfnTugwa4o37/Bwl+9LuPBYBfw1v4BohNe5VZ4Ndf/ybI97qtBfH57Tr6SgT9fAodNYFpScCoKID2gNTkFCTHEnynP4NaeIl8JZYAACAASURBVJ3dFQRqle4EqpbnxdWVWpUru6woYGs6RKsocyAACXeJRcynkxyR3jBKGNfbqCYoE1BElQbkQhb7qoJdMYlxLIiqax39bJDZ3oOED7fkBAauNdw2RTxXU3BYSOJmWeStcamVU4gun4ZkXYH7zBOQfBYM9CQGQgjbWgqXuwYooOHZ3Rm2ex0UhAwujfsYl1TeRTwwZGZuifWuRKy8F1j1rnKu4VYph1Y2iqmp4tmtCb7y4ou8Kc+I+NFO+/C5vTH2t3cQT8k4ceKH4aIkk1aH4+HVmBufu76Dfq/D4ELe3quXDkEkCLkuSAx9585ncXhw+dttK831KMCUWmCqAukaChAglnZvtgUSPNOaSFqyTukwO9MJAw4lwhTzCgcvaFmB/95sMcupLEZuVZscZU8ATHO9TCbFc0ACZmrNaWdIIBDipU8EfjRTPNjb54qPgE8TMhi3m2ylI+kLyWXoluZ/pPmjuCuKwicdIFWDbI8rmuxhJgKEwJ0AkCrWzeV1rgIJRAkkjVweO+Mpwk4XByLM2n0I4TjUtIR//s/+d7zy6pv4BoWh3r3LX9rHbWGPe/1xW9ijAOYH/fxfewD8Ot7AH731Kv749Zdx9+63sF+XePXlQSnNFdOVbgnk+U1Y57BT1zGqGtjp1FjmUgxsYrcssoOiUS4ilsqiO92GataRkfNodPowKnU0Wx2UdLI0qWjkMrwdTEhmEQ7F+UNckkUUIzHsGQXsmjpmeRkHhRwm6Siul3L43KQFybWEtcd+GLN0CNeUNG7oIp5rFPDStIl98u5KUexXVNTFKBK2BbhPPojw3BMILjwO0TWHSsiCUsgK0bvOKS+W80/Du7GCq7vbmPb7/IGmQIOrkzYu90q40tZxo1fAdiGOa00FQzGI1NpZtDIBDHJp5Dw2XO/W8dywhWbCCxJHD3UB+7M9RBMiPnLi45zoMui0UZCyaBdE0EiA2svBeBeXdvdAwuHtrR2US3XU60385E/+NH7mp3+WXRIUjEo6QDF7D6QI/MgJQlISWqyeTSbgsGxyZFYk7IfTSqGpOqfA1EsFaJQAE/XDkAXUCnlQdh9p9EgsTrYz2ubGG/TyOUzGfcTDoXtsca3Cshr2IBcL/Htox4fHZoMmC5zIQ4uNiE0P2CxMeBB4UeApBZ8SEIrJJGcCEgBSlUgMMcXlEwlC5AvNIgl8yWFCLTBF69Nr8rs9TKy8dPsOV3+0rIqscIunziFg9+C3/u/f5haYPnTkBDkueP1VXP8hAP41boGJKPmDu5QK/Tp/m76JNzCrq1Dci1zxZT0b6BYV3sPRyGd5Blgjy1WjgXEpj1LCjxvjJnZreXaPHHRK0AslmO0Jis0B9GKV2zb6AFZUBf1ingHkSrfCqSWN9gAGSS9GbRyMh2jpMopSHMNKHpQiLTiWQfs5IvYL2Fx6DL7N00hunseBKeJaU0Ml7kRk5SwnVifcVoiRAIPa/COfRnDxKaTXnkL0wmcQnvsMRMcFxKznYaZ9UGNOXrY0a5ksXB4Nt1BvDVFvdEFArqZjSAZ9vOT7cGvI9kCO+5dCaAhRVOJ+JJdPw/Pkj+B6OYOC/QJGGS9oLEAVnMcfwSc++hEOD5126iiIKez2m5gOuqj3tpErtjDs9tgvSzIVWuFJLeYLL7yI61dvsEiYZntEglD1Z920cOwWVYGUq0eWMvLuknyF1mV2O3WEA24EfXa2uA2aJnQhzp7reiHHu3wHjSqEZJS1g1RBVsomJuMhvE4bi6OJuKJtcKQNJFE1We1IbpOXsrwTJOJxwrm2CNf6Ev9/QB5xmg+TBY7aYmp/V+bned5HVR/F3hMRQuwwVfwUxkCzQiJoKP+QFsK7nR4E3X62UhIAErBT+0sxX5RwU81rnAST8AaR8Efwr//Vb+DV197Cn7z6OreGfxUAdtzn+BAAP2AA/PZ+U9qR+j0cX3t7mPx1Gsa+9Tp+9M411HMxTkqZNUxst6scVNrRJfQrBf6mp3ThsiriYNDgiumZcRXTnA+f3W6h1WgiqZiQ9DpUvYaaWWXXAGkB+yWNZ20kJqYKRlR1JHNpZHNJ9usmXZuwLp7mCo2EwyHLRfgd8/A7LyIWXEG3mkFbDIIy/H7hxUu43MxBsC2xw2R/MmICJWLdwKyscoDp9aaATmwVe3kfBy/cnFTxE3euIx10cEV2eavLr8Mo11AfzNAbz9CsFPm1jHpd3Lx2GbR/JONaYyH2T97cZx1gOerGjp5GI2TFlhTkWH5aB9oz87hx/TnEkhI+duIENhfOY6vb4CXhlI5CsVlGfQTp/2PvvcMsT8gy0UYYwjBO6OnpWNXVlevknHPOOeccK6furs7dMw2TwGGYERBULoIuy4qr631Me9XLFXCvj8gVd3XdvYZ1FVQQJneqeu/zfdXFNOMAs85VvHv94/f8Tp1z6pxT4bznC29I13D+7AXemFKaWrXWQKFQAmX2kn0WzcmIzkJ0EXKBIVss4ZyA22ACEtrCEwDSmVLictkESvkU24ippHNsY2/RyjnCs5ZLw6pVoV7KcVssFwuY81etlBgE9So5J78t9tssi1OIBWygSqMKcpQmLh8RmqNeF1d9PouJl2KNbJLHB1T5keM0UV+mjh/n6o9aXoq3JDoUzf9IC0zzP9oWk6ED8QyJVkMLGrK4IipMPplF0O1Fv9nGan8eBpkcp5eW8d5zl3BqaZVv/+pffo0rwBdvXGMqzHO3ruEFbN9BRSF98E28wMft63eAF+449mZuL+3cxKvHNl7aef3jxZ3tv7ekoMfbexy6ffdxbn//9u0ZJZ13tvEydvh4CTu483gR1MK/eh3N4KndfRm3bh902+3r7lg07G18X32sH+yc8AfeAr+ZQBj63r/d3qXAUDgS/cJ/4Zd+HoGAA6eWOqwBXm/kQLMvyu0gPzsyFejWCuwokgq7UYhYkPWoENHOwS0XgNLJyCA0kaggEa8jnWohHM5DIBDBY9XDJZuCRTQOhVICqU4Jq12FqNcAp2garpkJBMQzaIfcyLjNTLou5aLIRN2gwPJWxM6pcRX9DEIzD2Ir68Jq3IeczYJHzpzFWr+HoGwOS1EXmxO0gwaeZxLB+vF2DAsxG9aHLTz66HswOTqGC6dP4/TWBhrdJurdLpZX5rFci2O1GsHmQgsrzQIWInoEZx9AO+LBIBvDUtyDvFGGM40yHl1fYirQ1kIX3XodFNizvH4BNlcYd731ndApFKyYIGoIbV7JMXr55CV0FjbYCZpmfI1mF5FEGkvL6+gPFlFvdEDuMMTBI2oKzfdIk0sfGFSV0ba1kE5g0Gqx7reQT+0CYDGLdqsGq9EAlUwKh8XM+SG0Cd6L5CTLKVqqEHGalCGTEydYBSKYGofHTvm/ftYDi2dmWM1BlRspPGjBQVUd+f1RDkjU4+VAowi10n4/AyulxknmphHxe/j1UeUY9rl3sz8Cfk6sozwTSq4jY1eaG5Iyp98aYGNxA2SImosm8JH3P41f/NefQbdUw1Knj4XukHXItOD527/+G2zvXMf1Gy/ilWvfwkvXnsONnW28cO0mrtPC4OZ1vHjjW7iBV/DK9nW8eAt46Rbw8jYYMG8C2NkBrl/bBnADuPk8cOsacOMVYOfm7rF9g8+3bpLehO4H3NoGA++NHYAixOhxrt3cvbyDbVy7SbB0E7du7QaM3by5+330vXT7jVvXcX3nGm7iJl7efhnXsY1v3SQfzh22ort2m09I77/rO6+AdFmvbN9kzTO9ihevb+PGzW28fIdogUD+JVAlvPMD3cL+wAHwe7ndvpHb/vbGNtMJvrG9zQD4lT/5Y8hJodEuYb6aYfkZVTcJrQgB1RxcSiEibgtq5RwmJ4/B59BwipxXOgW/QsAaWs6viBeQz9KGcwFefwZ2sjrPJNDOxNErJtFqV2FzGtAsxpDzGLCUCmIzn0TX50SXiNMRPxJ+B1uvr/ebCGkVqLtMGLj0iM8cZAeZT14Y4KlhDWuZGNY7Tba2GgYtaNlkePrsIj766Bk8utrC1U4ebYMAKyEnljttrK2ehGhagH6tzu3fwmIH65trWFlooR0zM8ewFHHi3LDMjjN9p4g/AJoxP87WUjhdTmC5mMP5RSJd9/HkI1dQb3SRyDfRWz4DocKEt77tXQxcNPvqd3vodBbRX9hELFVFodxhS3wiHJcrDd4Ux9M51Ns99PoLPEZ44on3YXV1nd1gSDa3NBww9UQpEcKi13BrSvQaMkQgnS9t4UkvTC01EaBpxjc5PsXEZ6KvREJRFPMlrr6ooiR1iFmv44peJpzF7MQYKPuXqjfKF6E5Hi0zqCqjzSy5MRNB2WVxsIUV5USno3Fugcn1msKZtAopgyABNFWPNDOkpDpa1hB4E4hT+00UGqoaH7l0GUuDRTZGJQXI1soqtpaX0CrkkQ1H0K1UGejp+4n8ffMaNZykK6DzbZ+X7ReBGy8CBFh0mfqgG18Frn9zF9gIAJ+7hv/yH/8QX/+L/46/+sP/iptf/2vc+Nof47k/+zL+y+/+Fq797V/iL//wD7D9/Nfx/Ff/An/2h7+Pb/7Vn+N3P/85/NFXvowvfO5/x5//6Z/hy1/6PfzMT38G1165hRdfuI6vfvWvsXPzZbzy4jfw+d/893j+G3+Db/3N1xk3v/bf/ju++dd/zWDKr3vnOl5+5ZsMlt988RsMhi/eeBnXtq/j2s4NfOOVl/F3rzyP7W1qykl/cgPXt2/hpWsEfsDOrV0QJpD88xde4vfqCzsv71aYd1SIP2hA+qd+/n1vBOS+132+uQN8g+Ixb9zgofLz29ehM2uRSfjZFp6MARImKQoODUoeI9vWkyEqBWd3em305hfYBul0KYVz5RgqIQtKyQDPqsj0s15pIx5Lw+HzIRiNoJzNIx0MIBny8Ga4n44gbVKz/2DGo+eQIr9Fh0oyzkTlswsDLBRSGCbCyJs06LpNaFrlcI69CythJS6k7Dib8+HqRhsbvTQWkgZEVCM4OcjjJ555HPT9P3rhAh5vthARiNDOlHHp1DnUIhEUfC5YVRI0SylsrCxydbhRi2KzFATJ7K4sN1Cyy7BVDuLx9Q7acQ9KARvCJjWiZj0++uRjKPg8sKlU7O5cbi1i+dQVOIIp7HvLXZiameZw81KlDLsnBIcnCocnDpstAK/Dh4XePAciOV0+ZHMldHvz6HR6CIUizLuLRuMckESb2oX5ARr1XTWNx2HnjSzJ1yjAqJTLwut0MNjQdVRhkf09zQuJfEy5vTQ3JCst0vNyJegP8P1JpUGbW7/TCencHM/raM5LrS1dTzO5RCgChYi2tZTgluEIS9IAU5IbASVViPT9lEhHMjjaFNMyhOyxCOzIiFWjkMOk00KnUkI4M82WXgSGZpMOOrUMctE0jCoJ/DY9lIIJHh/47EasDtswa2QQT48CN78FXPsaXvqrr+CLv/Rx/MGv/zT+07//KfzRr34C/+HTz+CXP3wZ/+6ZTfzih7bwmR85gw+dXcGFehWXO03Mx304VYqhadfiVMqFjbgcKwklTreSoBzpqF2HYtiBQsgJreAELPJZzDdyuHpuHfPtMtq1Aj776Z/isQhFkdLvudOo4k//6Pfxhd/4FWTDQQRsVv7fvrCxjodPncLjly7gp37sWfzyz38a/9fv/ha+9Dufw5d/9wv4/G/9Br721b/AH//nP8Tf/tVfMEjeuEVJx9eAnV0Av3XtG8AOgTqXkVx2/t3Xn2O2BsP/zVdwDbdb7H8BwH94LsLfbQMEgvzZeeMG/ual5+Bjr7gQlhp5LJZiONPO4Uwzy+oNoosMG0U4bUakMmm4/Qk0yk00PTZExKM43Yoj5dMh4LBywM/K0jJanTZ8NCsqV9gCvZJIoRQJ4kOPXkY3EUY74uMNcy8bxnKnhGomino+g0GjyiYKaacdZacDzskTGAacaDu1SKnHUDIcR0l6CGXtGFyqEVRSRlycj6MW0eDCqQ6W+1V4dGp88vEncLVUQctox/vPXsb7Lz8K0ZEjKPpcSDgtWKgVuHpca5fYGeZUO4sPXd5AWCvgn9mvFmCRTB4SXnj0cji0St5on19ewLnFIROqO+0hqp1ltrtSEA9w312wWq3Mc0wkEkyN0RpdKNWGnCAX9EdACo5ctoRavY1qrcUHzwCDYaTTWUQiMdbkEhWG/P0oIJ3AjgCw12qCwpIIAIkbSKRoqrLobDFoQRK8YZfaZDItLdy+D7nH+Lj9pKUDKS/IfIDAjkCLFhqjhw4xD5IWXQSAxH0ksCM+IRGU6SAg9DvdbF1FAEief9QqExFaND3NqhCqJClInZ6bMk2o/SXAI+4itedUfdLPYTHrYTHrYDOqOX2OxiQxr4MpSj/9sR/Dk1cucajUe89s4E+/9FvYbKbQDZvgFx9EVPoQNpNarEWUGNiFCE/djdD0W5BV3g/X2DugvHcfLMf2Yz7owGbGi6RiAq7R/cwb7VrGEBa8GymzkBVLXvUcOhk/Ox5RLrZNMcVxqtmwHSGHDufWh3j2yYfxxd/8ZV4qjR68HwG7Caq5CfZ9DFtN0AsFcGs18Oi0yPk9yHgdoLl2LuhEKeFDLRvB5dOr+KXPfhpf+7M/wc6LL+BPf+/38NmP/zhK6Sg++L7L+PWf+zH86Zd/Bf/tP/82vvpn/wk7L1OFu73bd9/abeUJKr914zpeoZb6/+8t8PczfHwjt5Md1re3YTdvIJaOsl9c3GtB1m1kvexmJYWkVYO4TQ+TUsJifOKNaVVGJLxhDjCiYPVhxole0QevVYXVlXmuEMPk8BEgPXARpUgYw0wanUQcp/otDhaq56Jox6IYxOLoRsNsndWspuD12WCzWZgakbLYEBQJsOCzou1S4kwtjLNlH5ZdQuSUh5F0iTHfTSLhVcJnFuLUagsr/RIoonPRb0NDOIkVmxEJg4HVBWeWN3F+7SQ+ePURVIJuPLnWQcmlY+eaXrmIqHoWw7gDGb8T+VgQm70qlht5nFudx/pCF5e21tFvlPgft9cll+fst1vgWZEWd991DyrpHM6ubLANfr3WQ77cQa7ax+LGOaxsnoZCo0UoHMVwuMA0GNoG12oNBr8rVx7B/PwiK0EoJpPMCWjBRDM8IiTTZaLFkCqD6CNSoQCi2RkmSM/3W/z3iUf8DIbkhcjOL8EAqy2oAvQ5vRg7epzBjapykrZRvsf02Dg7MtN1cqGYN7s03yRApE3vXmtMece03KANMOV5UKVJi44TI6NMjqbqk3J8SS9MvoFkdErtNAEnWV5J54S8FCEqDlW45NpD9BdS15xbP42TCxtYaAzgMdqhmJjFxx57AiGVAtL77saZbJAJ8E2TEFWjGFHpJMpGOdKqKVRsk+gFxQjJjiBjErP/ZEwvR8GlR9ljQSfgh3tmCnm9BB2/kd2AknY1Mg4tumk/KNqBRjK1iIO9MUm/3c1HUIn7YJHPsSLq1LCN2aMHEHdZ+AM047Ih5bAg5bAh47CjFvajHQtikInCKZ2+/XgupJx6LFdzuLK+hG42i/lcHm6hADUfua9nsNHOYaPqxXtWs/iNz/4YPvvxD+IzH/sQcOMG8NJLDILXrtFyZRcI/+6VF/8FAN8IwH2v+5CciACQWmCqAmkgm8qnsbbcR6sQx3whhl7Cy9vWZtSDQtDFDtE+tw3UCiR8XrQSCTRDHlzqlxGzStEukEzKhVanjsb8IgLpPDyhAErZJJZyCTQ9DhSddjYkOHt2FWfOrKAejaLhCyKh1iJlN2NlvoP+fJtpMtFoFFmiVhj0SKhEaLt1iCqn0PFrUVCPYxjQYrWdQq8eRzXhQCVihfD4/dAKjuBSN4e1iAlD7RzOhG040yjio0+9H49dvITNwTxOdrs4P2jifD3JGSTrw3mQzXzWqsRqIYKV4ZC5eLVkkBcxlIZGFQzpe8+fXOFNK7VCBIBEbxmsnoNcbcNdP/QuBr4L66fw2MNXsbiwgc5gDaliG9XOIoZLq4jGElzlkRX+xsZJDAbzrB0mIFxaWuGvvW7S9po4tJwcXUgaRzO8PYkcLTkmx05wO0sKEZrNNmt5BH12KGVzUMkFEMyMo1rKYn15AcNuh8GKgpncNg/bUS10+1jsDViGRrkiVOFRsLpkVoD73vUu3PvOd3KVSHw+OggMqWKUCQS7ypBYnEGPZHIykfjbACicmWVgpccjMCVQpVmiWatHu1qHeGaOFSvkAiMTiPDw+YtY7S9CeGIOG8M1hBwBCI7PYPLAEYT1RhRsVuTUUqSFx9HVTeNiwoGex4CkRoK0ToGgdBJ1rwwreTtC6il4lbNsuxY0aeHVyRG1GVH2hRHWGhDXq5GxapnKRXSuRsTNl6NGBXwqIS4utjgPuhxw4iOPXkIzEcTZhQ78WiUq0QDyAS9yHgcSVj3yHht3Mg2SjZp1KDqtKHtsaEdd6CXcnIHdT3oQM0hxslnCxWEHYa0ePokUdYeV0wwLTjMuLdawmDLjTNWL9WoAH7y0ik8+/R68d32Is+0yfudXfgnXXyGyGvDS9d3zP/XM7Z/b8+37XuD2Rm6j5QeBIIEfjV6f276J3uIAly+dxU88+36QMiJhUePysMmfaGSTb1HL0KgU2RwhbdcgphYgaVLBpZhFIezCoFOE02VFolBCpjlEpt5FMOgHWVAtJ7yo2dSo+93oV0ro97s4eXodnXIGl1cGqIeCcMkUWGiQu3EbvUEb+VJyNxaTZGQ2K88Dm149W1XV/VZQ8ttSu4T1ThkVux6n8xGcqSeQNAmgGbsbSykrzubdWElYEDQI8N6tBQwyYVDw+zAbQy8VxkYlg1PtCk7Nz2NraYE3371sDLVaD53uPKtDYhYVet159OdXOE+DrPTLQT9CNhsHizc6K6gPNyAzOHkGGE+nEIlFceHSRXTnVxHP1VBtLiKRKMGsMWN9cZXT0igKc2E4z1w/2vjGozFWalCAEBGkPZSRESC3lhDb5rvdXpRKFdYBk009VW+LvR4vRsw6Fcw6BSSCE5znGws5oZYJQIYW/VadDU9peZGJZtAoNtiKigwJNpbW2JWFWl5WjURiDFSUn0yzwdnxcdDlWjHHC45SNsVWVwqJFKloEiFvEDajFTqlls8ku0tGEgxsNCtMhqPQypUgR2kCV5VEthuO7nNjZnwUFJsQI1PXbAq9Zo1J4tLpGY7WPHTP3dwVnG0VUDIK8EQzjJ5+BEPrJC7VAzhTj6EdpLxpIQZxM863kmgE3XDJ5AgbbAgYbfAY9Uj6PMh6A3ArlfCoZpFxadCKBhBQK1AP+XF1ZREeuQS9ZAxeolMVs8h7HKhHAgjrdci6nchRDGowiK1uHy6FAhW/C7WQG3mHCUGVBDm7ESWnCa2QA1WfAZR3vZz3Y7MaR8aigE86i4RehZTBiM1CHk8t9/H0xgLWCmmkzGpcbMaZuXCmEcFjGw383Iffg/WKHx+7vIQPX9nEv/7Ex3kJQ4uRa7cAWmj/cwOlf8rXs+/N+qER8H3t2jUGQGqDiVf11I8+Db/PybO4UtCFZy+fRjPkgkMyw5+iRIZNx8LoVQsoe/Xs5LKcDyJikrH/XaNaQCKTR6E5QKmzxPw6UiRQZkZEMckW9qdbVdQzKXZGcXGItxGPbK0j5XFDOTmDM6sb7EpcrRVRLGW4smkX80i73fxPS6arVa8RcYsOi9USq1OKPgdadjM2Il6mqpDlfdajgHzs3YgZpnBhkIZRdBA26VFcbieR1gkQ1kjYEIFAtJGMoFUqsEa4FPZgrdfC0uoZlKodzJdz6GaiLF2j8HOi3CxU8thsNVBPp1Eu1Hm+t3T6CtRWHwNgKpeFyWRieeB7n3wa88unceHK+7C19TAseivPQ2kpQQ7SaytkFV9EMV9gI1IyDCWpGGt1zVb0egOW1dFihCyratUWW2cR0HRqu3nAFIauU0rhthmQjNLMzYtOIw+LQQ6pYJoDkWjeRyCXDCVRL9SZfmLWGkFb3R7JztzkzmLH3MQUNDIFLzOo6iOSMx2imUk4LUZOwqPryenZpDWyxlgqkEA8K+LckHgoBrlIBpNGx4sUcpQmAKSNsstiY9B2GU28+Hjiylk0C0kc2X83CskwVhe6EM1MMDBOnxiBXjbHhrKWuUPoBFQ4kzOgoT2AtukYcrrjWEiYUbIpULYr+cNuJedi1+5qwIugXo+Mx4NswIGQVYu43Q7iisatShR8BpR9ThQ9bvhVShTcDmQddjQjQSTMBhS8Tu5GEhYz3HIZIgYjsk4XV6NFX4Avl3x2rvQ80hlkbTqmS+VsGqTNctT8elR9GlRcSqSNAiym3Gh4TbjQKqMX8qPhtqPp1LGVWkynQsnrQIUcx1MeBk6vbBSSh/bhmbMV/NsPbkJ+eB8unVzcXQfT4uOVW/8CgG8WAPdsxV9ltG/jU5/5NIwmLc+3VhplPLIywOVhGxfn2yDzgE5plyYRD/mw0S3wJu1iN4mtdoIDgGgrGE9XEM3UUKu2MWw0uV0gBUgr4WOnZEqco2ClWMiPuZlZpkKQjIwoDyqlBJlsFKVylm2diCi70V/AsFiEWyXiamy5muYQ9/l8ApvNEk52KqgEnOj6PFiOR/GJJ66CqCxbK5TX64dHM42QcQbrrSCKzjlcqXpxruBFOeRipQvFWlbifp7HERXlFDneNGrod+f5ZyBwIGfiTqGEbrGMVi6HfDiMTqXI2RvpXBmF+hDN/gac7jjeuu8uyGeF8JvtCDk9+NhHPoGf+umfQ6O/hnCqhFK9hUg0jnK5zJZXZAxAyggyNnjkylVWg9DXlBZHDjoEeNFIkrmG1UoTU5NzbGfVrrXYrp5+50RHiQW9KKQp5S2JVMyLdj2HfDqE8ZHDILoLzfGo3a1kK8gn8gh5AsjG09wK+xwens/RjI42v1Qp0paY5n604SUOIvH97n/3O5kyQwaojXIdAV8YbpsLVoOFg5OoIqQZI1WFBHqU80EtMLW+NBOk1tqq0cKolLPrTjEW4EVCJR2BfcIaBgAAIABJREFUixgI8SAkwmkIZycwN30CD188CZtOCK9uCgnTJIqWMazGxOg6J5DXj6NslqBkkKCgn0XPL0bbN4uo6jAS+gnEjLMo+NVIuSUIW4TIusxc1ZGZb9VnQ95lRdxiQM5tR8puRCseBrmLZ5xmbp85n1qjQDnoxWqtwp6SWbcbCfI+NOiRsmkR1AmQsCjhkEwg7zYgqpfANH0Y7ZgV9ZAejZAW/aQFWZuEs7SX0yGcLGSQ1MgYuEnRRF6VC+Uyt8+dsAcRnRg24SFEtUfxwa00fvXH1/H+k2n8r5/+CG6+/AJvh29c/5+gArxNFN8jjL/2TAuf73W86QqQgI981agV/sZNYqEDv/i//Sp0Og0oPzYfcMOnlmIhl0Qz4uftVszjYroEzZwiATsKERsKbhmS5lnknRqcHnThsZN/XR7VTJHdXRJWI8gEtV8rol5IoJGPIeA0Qq1SgFq6YqaMVrXNm0yDUY1ELoJwIsitXjaWRdYTQjua4FkLJcr5rWqcXGhiIR/BUj7EtBXy7VvKprFRq+LhjWVkQg74LApsLVawVk+i6FHDqzyK850IalYRmyukAy60ayU8/dgVBvyl5VUmJ/fbHQ4eH7b7TNatFRsoZ8pYaTYxXyigmcygnc9jvlVnLS15/6VLHVTbK7A7owyA5GNHWtaA3YVqqc3VZL23Cq3Fg0K1gUQmCzIbIN3vnv8fASCZBZD3HnH3qNVVq7XsyWc0WBHwR6DXmUGXqUKkMQHpbYmD57KaQDPKYafGM9RKPolUlIjKuwBIt/ebTWwsrWB5sIhOrcUASKl+5WyRXVnI44/4fjSrI7AiMrdcKOS/t0Wng89pg1omxpEDD/BGulNvc0Sm0+KARq6GUqJAwO1nQMwmMtzqiqZn0Wu0eBkyduQYt+FEqg7abVjttuHV69hMd1AtI+n3shrHaTXh2NGDsNuMyGei2H/vDyHm1cCrHUPGMom6axKnSxbMh3Xoh0womaRIqScwCEsxH5UiZRxB3j6DsH4MKZcAOb8IKY8IUbMcCasO5Eo+SPlZ2phxGXjWnXZqeelHERC0FSYHH7tsGl6NCFbJNAJ6OaySGV4EGmYn4dVIuI1O2WWImSVsd1YL2ZkuFbfIELdIYZh9EBm7BGmbEH7FGM8mKe86rhEjqppDVD2JqEnMrIKQzYGgVoduIop6xIt6xIzNqg0/ej6DL/6rM/jM00P8/Cc/AOzcYAB86cX/CSrANwuA397e/gMdcqkFJmE5zQu/fuMmo+0f/N//FR6PB1sbq0i47FgsplELeuCUCdDOJDGs13Bxa4tdQ3yhIEJhNwJWMeKmGcyHjVhL+tCOhVEjnWs2z0fW60OShPH1MisuvB47JqcnEMrkUCZ79HIFjUwOhUgMcV8Qg8UFlNoNFOoFkNi/HI5gs9xEwxtBO57AYq+EtfkCnJKjsE0fQCfr4mqP55OFLHrVDOzqGYT0s9gsBnC2EMGpTABZswRe+STOD7toUxRkOo7BoIfFtU2k8yUmFhORuz9YQre7xODXKlaw0OqjFE/j4sZpVGNplEJhbLZa/IGwORigkK1wC1xoLUJpcnML7A8G2F1Fo9GgWOvA4g6jv3AKV648yQsIMoQgG6tMuoBmo8vqkE57wJdLxRqbRVArbDFZd73zghG22ydiM4EmaYVJlkjyNgpIItoLLaZS8RBHYFIIvZcqnHAAarkEgukpdqlmcK/WoJLJsbm8yi0qzemG7S6OHz6K8WOjXLXRYoJMEKgCLKR25W5kqED6XvKFnJkYRzqW4iqdXpNgVsgASNUg2VvRZpi2vWRySiBNVWTM64NOKoNRoUTC5+fUt5O9BZjECkwdPgqrWoP5Zou/b2Zqmi36fV433vaWfQh7TJBNPgSX8gTMM/choh+FcfpuuOWHUXAqkdDNwSncj6DyKJyiY5AcvQeayYegmTsEi+IIvOZJePRz8BmFMAkPI2KZgX5mP/zaCdilRxHQjcOjPgGz+CFYpYdgFD4I8eg7YZMfg054CHbVCdiU4whaxNDMHUbALELKKYVFfBiKE/fCKZ9gIw6LaAzGuRHYpSfgUk7AMPMQ5Mfv5v9Vv2oCFa8eUa0QuhP7YZy+HybRMZYr6qQKuDQaOOVStNIRNtF9dD0L8+Q+PLPpw8ffW8Pv/Oa/YZL0Sy9cY1XL/+dngD9oACQA3bMWonAkKjf/5oXneW71I4+/F2cXh+ikYtjqNtGMhVAIBNCrlHk7Ssae/kgcsXQcvUYKV9druFDwYsGpRMNlQD3iY0ujWr6GUjyLZCCMVqsBfyQAmUqJWK4AdyoPoyfAXnAL9SZaqSx8JhuH5mSLBdR7dcSSIWRCQTikSrglGlxdXUcu4oZZNYW4VQ7JyD3IR0wIOJWw6mQI2A0IWqUY0CwoY8fDzRg+sNDCaZLxRd2oRrz8ei5sXWL9bbXZQmNhDSunznPORtDrYsAKxfKgCrCezbE+NeEPcT5FNZlGPZnEmeEQOY8Lw2oVneYAtASp9FYh0lgZAKPJBFvfq7UaxNJFpr/kSl0sL29hbXEdpUwByXiGrbDIGScUjMHp8LJKpFyqQypRolFrsnEAVYTk8DxxYpJT1cgsgbbCVqOOM39JEULmBWRuQIoLkpzRtpoI0cTDI+LuoQf3Y/TIYeYKUiA60VQGrQ4DINFTaDN74N77eU5H22Ca1VHLTMToPfqLUizmy/T1/ff8MFRSJet6y8UKpGIZf020GDI+IM4hbXqpcqQWnfJB9DI5m6WSU4xGJMSHnvgRaAQSBMlinwwVjh9HzONmXffYscMo5NNQKaW464f2IeChsKQxqGYOQnHiHtgkD8EiOcBAZRGOsFFGxiZEziFGVC9kT0urdAwW+SiM8ofgMZ1A1CFn4BIcfhvs8kOwSQ/AKrwPDsl+xKwTCBmPw6s5AsPcPQiajiNkGod27l7Ixt/BIGqUHkTQOgej7BjmRt6OvF+GmI2qQhEzIAyCEfh1EgQNMrjVs8i69dDPHoL02N0wzR2CaeYhxE1ClNxqJC1i5F1yiEfuwczxY5gYGYF4fAx2lQR2lYhpOM9e7OPXPn4Fn7paw//5C0/h63/x+7h+7UU2hSD53z/lwuEf5bl+0AC4FwxNlSBRYagF/sbLL/H2cmtzAyudFob5NM4NOqA2Nmq1cutCNIhMKs2Sq4DHiWoxgc1OlmMqr5aD8Mwd5fkaEX2J/pGM5VEtkDVWCQLpHMLpHIOOO5WFzumF0xlEp9rh6soik6GRTfPWslTMY2lpCYVCgXluc8dHWN1hE89Bfvw4Vy30RhHPHMbcyD38CRzTz2Gj6MC5qhMl0wTOloMoWgy40O3i0tKQly/zjSGuXnkfTp55GL2lk2gOVuH0RXDh4sNYXllDMlNkba5WLAIZAJCWlwb7wrFRXD21gUGtyr54K902cskYV4ykBOmvnIVa78Jbf4gyQaIMnEQ67veWWQqXrw1w9uKjKBSrPN8jt+VcvrJbcfYWkErmQeaoqyubMJsoN7jEALi6vMbmCBKBkLW9KwuLTG6ePHGMKz6apVIlyC7R1RoovJx8/2geJ5kTgwxRiaJCAEiqkUohDx/lQDcaTFwm1QbRW6iyo9keEZlJ3RFweXhmRwBJVeLeLI9mhPRapsYmeXZJpG4KciLSNm2xKSyJLLaIHE2gmY1E2SHGrFbyxpcMGorJGETjY1jtt2DVSBFy6GHTiDB+5F58+KmrqObDUEjGoVXP4t6798GqF8KsmoBNOQaH4ihXaV7NJJQn9oOCqsgZyDzzAPKuOXTjBiStM8j7JKjG5IjYRxG0HEPaJYNbOYXZ/W+Bn9zMHTMoeWeRdUygFhQhYR6FT30AXtVDyHnnMCha4DOMwK48hIBpHCbZIYRss0j7lSAw9OlG4VIeRjmsQd6ng1U6jqTDAKdKDKN4kmfWdvkkLOIRmEVHENBOwykfQVAzgZJXhYh+FhbRKMi8wm7SwGWQoxBxQDM3BptiBp9+5mF88rEN/IdPP41nz/Xxpc//OuuSSSP8/K1/fB3w95q//XO4bd+bbYGJ+kItMC1TqAIkreHzt7aRLe4mhREpeKvXQTeZYCoA6V+NUjkPtLfW11GORlAMebHWr6ISsiGvm8PAb2CLqnolj3ihikJrAaViE7lkFoGgB3qLAc3eImz+BGaVepg9Qfj9SeTi1C4X4VCpoBMLoZWKuJKg9LDBYMDyr+mRQ1hrN1APh6CenuMM4FA4zhtEs3SS6SxNtwFnih4M/RKktSPYqoawVs0hajaiW0hgtdvEw1uXYTF6ML98lkGLlhNKrQ2xZA7VWhuhcIIzK5594jE2byV3lvnBEGGXFc1cgreglNA2bNZA86ruYAml5gKWNy9DY3AzD5DMPSNOLxOMV1dOo9oYwh3KwBfNIhCJQ6nSodHsweMNIRbPIBJNQaM2ck5wNlPEubOXGFzI9ZnmfeSfR5kc5PhM8ja72cQysnIhCZNexTZWNBOkD5pSlpx4qqjka3CYndxyF9J5HD96DDaTkStdqhrJsYUAiio9UnQcefBBBj/SAZPRAYGeYHKaqTFEZjaqtVzV0YyQlCQigZirUnLMptml0+7gLbZerWIAJK4gaYIpKF0vlyLotLHVmEWj5AUSzZmJVN4oxjFx9D7YtUKEXWpoxKP40FOXYFBNw6IT4e379kEyfRgunQBu3SxUE/shPHo3NLNHOZOGFhIO8Syoxcw4BIgaJ+BRHUPSNYOsbwYu3QOwKe9HzCqEVTQKyaF3wTS1H17pAazkDCg6JlFyTyOgfBD6ybeh4heh6BUh5xUi6ZxD3D6LgHGSWQSauYcQMAsQMs/CLnsQFvH96KQsqEWt8KgE8Gll0E6dgF0h5stm0STTbkJGIQo+FUKGSYR1E/Apx9hjMmqUwaISwqIVw66bgdckgN8shUcnhlM0CeVDP8xjpZOVLD7zqU9xl0aZKPTepffrP0pldru6/OcAct/rNbxpANxrgWkGSJfpF0pk6M2tMyhmM+iVSuhlUri6uoJhNoPlWg0kZaMW6dzKCsp2Cyo2WvWreQ5DOR7EdP/xT3wK1ZUNhGsthHMlln3RdpFmhjaPB8lEAZFIDq5gGpF0GfFIGn6bGwXilDld3MoZ9GoY9Fp+c/YLZeTcfliFYragJ489qnjIUt7l8OLet76FKSmnKl24ZkSo2HSIKMdQ8kixUvVzpGYmZEMz58HpBVJ1NLDUXoRIYoQ3UsGjT/04Hn3yQ8hmq1haXMPK8gYbhq4vzbOhKJGdyXyAiMbFXBLtVpUvk98e+d71+ougCnDl9MOQamwshSOyMpF/qRJMpUqotxexfuoKfEFycCmB5nwEtuRFmC81USi3UCjWIJYooVRoUSxUef5HMZtkcd+uNxiQSJZGdBZq1XPpCJxOPTRqGSgUvVquIBFL80yyUmwhkyzB7QgyZYYAdGpiEpGwH6VihueEZp2aTVQpFJ3cYI4eOMC/b7K2J1Cktpj0wHvyN6LMyIVSBFw+2E02UID7iRMTbP5KahXKEiZDBpK6scmqSQ+i50hnpuC3W6AQzPByrZyKwmXS4wNPPMGzxGff9zgubK7gw++/ij/44m/g9HwTZ1f7oGhRwYljeMe+fZg+ehAxuwW66XHMPPjD0E4fR8CmxfjRA5gbOQ63VouIWYmAQQifToiwWQKPfho2zQgM8vtgUT/E8zuq0rzqGajH7oFzdj86AQUnENZcEhQss6i4xFjO2rFW9qATN6EeNbJTOnFIg1SFisfg0czBJhuDbuYeJOxTWCi6mWNqmqPHlsMpl8MmkSBhs8AhFyBklHOLbJMcgVN+FHm3GHmnhLO0nYIJuLQStn6jNj3uFsIgHWHqT95uRclqh39OBMH9B/Hbn/8Sd2mU4kgASJ3bvwDgP3ABwuB369a3ZXD0C/0WeacBePQDT6Fer7IhQcHjRsSoxeWlISei0SLkPWe3UAoHQCv7p9Z6WIxbQUFHRace9WQCyWIF8UYfkXIL/dXTKJcaTJeoNDugmRs5sZSSGTYhpaqLksIIcKkVyySiyGbTaLYbyGRSPNM6v7rOm1ebTMnBRGSm0GtX0O004HVYsf+ufVgsFdBPlZE2urCay+JMM49+yomiX43HTnfx1MVFRC0CxGwy9ApZPPvkBxCK5rC+dRU/+uFPolzu4pkP/Bie+ZFnudIhCgiB3tbGCsqZGBa7ddSqRSSTcYTDQeSySWyQWQMRtrvzKFZ7WD19BVKNBfv2vY1bQXJxISPT+eEyLl66ioXlk1xdUsASpbiRFT6FD1ErPBguoNXq4Pz5iwiHw2g0GswLtFnNSCZiXAHvZXBQi0nGpZlMBBaLBqEgfahE+DmpXU/GssilK8hnqvB7wpz/Qclwgtk5uJxWuF1WBkDKFlFJRWyLtdjv4N133QWn2czVILXBey0wmSAQ35AoM0kiOYfj8NjdHLdJsZsErOlkih2r9wwZqDIm4rTPaYXPZgZ5E5LRbDzgwkeeegITRw/xZvjDTz+DDzz2XvzaL/wsPvCeK7iwOo9nn7jCJrLy2QnoJGLYtTrsf/s7YZKIYZybgVMqgVE0B61kBhqJEHqpDMqZOeiEU7ArBTCJp2GSTsOtF8MgH4PTOAmPcQoWxSRU00dRizlhE4/COvUg+hEj2gE9FpMODuBq+LS4NChgMe8DRSPQRjdiFPN4xS6dgn76OLe5EQtthY8gbJxCwi7lJUhIr2AA9KgUsEvFsIhm4VGL4VTMwq+b5fbXqz4Ov3oEWYcULb+FuYPULvtMEsQdQhTDSl4q2hRzKHk9yFucKFtcMEyJ8IUvfJmLlK/duPEDB0Aal73e8XoVG7XsdP3e+fXu8w+5bt+dZo/fcfmNZpZu3wKZOj6/s/OqcSSAz/3Hr8AacOFkv4etRgXEt3PKp9ggIGNTouTRs1V+uxhHLeXDStaHrleHukuDlEmBgEmPdCyDYqGHam0dpeoqNCYfGoMFhGk5kvKy9pLeDH6fixcd9VYZkWQI3oATxVIW0WgYcrmcXVVqrSZoKVIoZpCM+VHPxZEIWFErRxDyaHDf2/dhle37KUazBqdUhj7FSEZ8rPtcjVjQdkiR1s1CduQeTnx78tHHYLQ6sLp2kreh+VgSK4NVzDcGKIZDqCdj6DTqbCNPqXjlWICNSBeX1kB0mXMXzrMlfafVZieXwcIqti48AoFYgbe/491sPUV2UA6zgZcStJggM9CVpVV2jqZZGQVHra/Mo1LOMSiRMYDXa4XHY4Hdrkc87kejXkIqGUE+l+Iwc4/LDYqypGS5VruGbC4Jg1GDWCzCvMJ8vohIKI5Kqc7GqtS+k0qDMn3HR0f4tZD7M8VqLg66EExPsJ0+6YVHjxxk/TAtSchcIeSj4KMQx1YS+NJB6W6U30GVLVWmNFs8dugwO7/QhwZZ/VMLTe2122aGzajl1pc4fja9ksnPUZ8DTz16FSu9IZ58+BGUkiHIZ0YhOjEC4dgxjB54NxTCE5ibHGUX626jg3e99S449Aq4dVIYRBPQzIzBppayU7Xg+AiUs9PQieegF03DIhdCPnkMmrkTcKhF0ItPQD03wqAYcxoQc+iRsGuhnjgI2ci9MMwcRsIqRyNq5zONc0oBCwI6CQj0bJJJBjLioWqmRpHz2hC36bj9DlmUUE4dg0U2g4BRxbI7l1rCDjOtpB8JhxoxiwyVsBlB/RR8mnFETNMo+rQo+czIeixwquQIW/RoJUitooNDJ4FTp0DJ54VPJkHJZYPg+FH85m//zq5qiwxXXweA9kCEgIaOazs7r39s73IIaZHyesfe4+ydXw/oeFx2uxLd4xHvvabd79tm70PyPyTfxlfPu69t7zW+mfObAkBytaUfjF4sAeC3bm7zYPWb2zv44p/8EQxeG/qFLFbScZT9FqQdSlS8Ws7vjaomUCOL+FIasaCbrbI2M37kTSLOx6j4jEh7nEgGcyjmF5EtLGBaYkRzfgVmix7VsB0b1ThSXivCPgebsJqsGhTKGWTyCTbtbDdbMJksOHpsFMFUEsVWHZlckp9zo1fDyX4Nm/M1ZGM2PHDXPtTTfkQdBrg0Slw9dQrtZBKdsB9DvxUtgwCLThkulgPoRx04u9THYw8/jMX5BQ78ObOyjEGtjlq5BbvRis1WDSd7VJWmuB1vZsLw6GWsTqFFBbWZtKElCdvi4iIGwyX28rtw+T2YFcrwlh96O1wuFzugjBw6wAFB4tkpXkJQ3kaj0cLy8jJrdIn4q6clgN+BSNABjVIAi0UFt9vIIOh2mxGLBzG/0MP8/IDDinR6I8qVGrrdLhKJGI4fH2GzCTKoIGAks1VyXS4XS5wqRzpdoqaQaQKZpjIwW4wctE4UGVqiZJMxTJ0YZeMEsq4iANzz8SPFCoEfmauSmQIdFHVJJGeStY0eOsILD1qgEGWGzVSdNtiMOlanyGanMDs2wnK3sMcGg1KM9148h5/9xE/frvAk8FuV8FsM7P4SpY2vYoa1zFQB09/lwXv3w2FUQj57GD6TDOMH3g3ZxAjHIJgVEliUUihmJhgoNHMTUE6PQT07zoDoNShgVQgQMKvhMyqRD7n4csCkhH52FB61EAW/lS8T788um4VPK4VDPgfFicOIWjS80HAqhJCMPISE3QCfXoGY04yowwSDeAZunQwEfFTNOVRzTMRPOjVoJJywScbg1Uyjm3KiFNAgZJjmqrEQMO+CKM1czWakHUY45DPMZMhFA6iG/fCrpCCu4vTIg/jiV76yO/vbAZ6/Drxy+z28B1B7gPUqqOwBz2tA57sA3x4Y7j3Onec9rNh7rtcC4B747d7v9vPiJm7sHTt7QPia13IbrF99zW/89n17yPtGz69aee/ZepON+A4D4HO3dnj+Rz/0V2+9hGghgbODHjYLGSzmwlirxZE0ibCa84JCkygEqEsUknIdg3gYHZ8FzZAFBbcKg5QZS1VSJJRRrfZh0FvhD8UxXD8Dk9WFuNOBtM3M0rdGLsOqi6DdCsrrLZKziMWBdq0Du8mBmSkBlocrbItejFNsZh4+jQL9dAo5nx+9XB4BowYrrQpCDidUQgnI0p7cWtbaBayVQthMWrER1SEufRDLKQse3ZjH6eEQLq0FTp0FmwuLIMAlW3yKhyTzA6N4HH6PFcNhEx6bDMW0F0uLA17m+A12lMIpdOtNBqRiqcZb48uPPIaRsSlugcnkYJkAdnkBNGsjFYXFoGczA3LIZsurgB8umxlBnxPRkBfFQhrpVBQOuwnJRBiJeAg0C9WolawY6XQ6EArFMBhMLI2TSCS71CK/H6Ojo0ycXlvb4LAlWh4RPYUWKFS1Uds8PnqcLamoTSVwozY1FQszhYaqwgP338eUmSMPHYBEMMf3pSqQgo8I8Kjyo3Ajsrenx5sem4TX7maDWb1SjaX+kJUppP0lO3xqp8lo1WUycFCSw6CDUSmDZHoC06PHkA3FMDs6gmY+hmY+jGIsxG5DE0fuh8ehRSzs4zlwJp7DD7/j3TCqRLBpBAx+etEkJGMjUMxMQS8RwKlTMRhKJ8egFkxDI5xhuyrFzAlMHXkQWtE0ZkcOwiQXcq6JWTbLlWA+aINBdAIpjxFu7W7lRsCY9lrg0UmhF45DNzeOoEnNAJdwmuBQimBXCBG06JANuECZNAbxFPSCCURsWqS9JoStKoRMUkQsUpbd2WVjSDoUSDpk0E8fQC/rRTPpglU+C4dCgaTdCvXEYZ4x2nVSFOIBNMjsVqvgWIYj978Dn/vSl0DzP5rTk9v1HgDS+U6w2rtMVdfucRtUXnM/Brw3CED0mARSe4+9B4R7593bvxP4bu3cBB1UAe5Wga9WnHuP9w8Bvr3vedMAuIfa1D5/68Yt/gHpB/oWbiKRjzP15eFuHaS9pVxfqgB7ESsCkjFUgi4Gv3aljZhGjW7AwVK3etyOrH0OlYgWw06TFwpGtZpza/ONPjRmL+brXaRcXs5/LcSojc4g7fHDpTOhS/NCdxAeisqsd6FW6JEJpbDWWcCH3vs4KqEQwhS7aLFgUGxgpT7ExIMHUSSZV7PLgnsyEB326lhq5xG3CrGeMeHplTSsI29B2SkCMfajdhtinggOP3AEhVSO7aUsDjcTo88vt7FUjeHMRh+JiANL3RRaxQDn+pKqgZ53sdrhN7vFYkEmW2QFycr6aRwdnWBHaKrQUokkG4GSbpZCjOh1UeUXjaVgd3hgtzrgsNnZMDTg94KyOgb9LlrNOoIBH/Q6DTxuJzvC0MyQZqVyuRKdVp/1wSKRiEcFtVoNdrsdSqWaIy0pdIgiKNVKDSQiKTLxNCevHT7wEHMuiaRMhG9qy2kOSBxCaoEfeuB+pshMHB9lmg15DY4dO4qJ42Mgd5fdKlLEFBgRzRMt5APowOz4NBQiGfsGkscgeQiSdyBZYVE2MNnoW2iDHYmiV6tAJRRhtT/AxmARKsEcrGoRinE3bGo5uw15zCqYdGLoNXIY9QZkYgW8bd/buH3Wiicwe/QBhG06mKUi5s4R6Nk1Cj5Uc1OQT48zCFJFqJwdh3x6jAHQKBOAAJFaZ2q5zbIZJN0GmCQTTDtJuIwMYNQi1xJ+ZHxWpDxm+A1KBsAixTV4bdzmhswaJNxW5IJupH02JD0WloKSqWozHQBZadGsMes1cBph0q5EJ+WBTzuDoG4O/ZwPi5UoIjY1whYjA6Dk2AMg2oxJKUDcZ0fe60TUoIZTPoPjD92LX/v8F0AGxwQe5ArzbQC8A5j2AGr3vM22+3cC1523/48A4B7ofOeZAO/VKm8P8L7z/J3g9//m8++jxcXrHbQduvMgoHu9g+5D19OZeEX8ycJhLduod8toRLzo+u0YxJxYL4eRs8uRtck4YjJiVDEdo1muohsJ4FyjiHzQh5jHhHbMiNVaCNVMFov9JSS8TqY91PqLCKYr2No4g5g3wF5whVye8yAiTj80IhUq+SpyxRqMDh/0Ng8ePHgMAWcAC5U2Bvkqkk73uYxXAAAgAElEQVQXepUSVxR0X5PGhne/5R4kfREsthpwmjQcc5kKeritSVnmkNYcxPsWIliKGXG6kUDSa4TVosfCydMIZ0iP28HmwjIa2SJapHbJ+bFY8uHMYhk+owCnGzEsZHz8hqM3dSFXBqk2aL5GHMV2Z8B5Hs3OEKMTM7wFJnoOgVA4FOBZYoSqPYeTDQ5cbj/W1k9jfe0Uy9xISeF2ephMTKAok0h5s6rX6jhJjTa4tNxoNbq80a2Xmlhb2WQQpBzfSCSCXq8HepxjR0Ygl6owOy2ERCTnTS3FUFIlOHp4BNQOk40WzfbIlJSI01QREi/w4P4HGBgpV4QAkgjNBHRU8RFoEgWH0tso04Ps/kn1QRrg/T/8AHMCe83uLv8wkkAlR0aqVaZMGeQqkNKBzkGHE9lInP/mV89cwpNXLsNv1cCqnoN4fBR2nRJmFc0V74VEMMMuOZ/6yU/jHfveAYdRzcFZVL1R20kAqJqbgUEqhlWlYPqUdHKc+ZqSieNcBboNGnYwIh9Lr0UPnVQAo0LMIOhQi2FVzKFfSiLuMiJM1ZvPCq9BjmrCj3YuhlLUC5tSyC0zjViCFg38JhVM0hkGYTLJdWmlPH7J+m1sm5bxmSEbP4i0y4Bq1AGvVgBqdzdbOXhU05x2OMgFUI3aQJnRnWwKDpkIpCIhMrVNK+E2OGTQIG0zIqSTQyOexi9/7v/g9+oLNzjV5NvV2J2g8trLuy3p319Y0P2+HwBSDsp3P7a5uqOcltc9tnerv1tc/X1n5bdXsX6/5/9OsP37rfGbBsBvbu9ufslkkcCPnpDOFOFy5ZEttMJubOVjWEn6MIjZ0YvbOTCd8nFJWE7C+mahzEamNKitZ9MIk/FkyoKlshdEEyHlCP0jUDj6cG0Tpc4y7NYArCYn/OEIOoM+J4R5bV64bV74A1Gkyg3ovQGkay0cODIKj92LxXoP5UicqTnJSIBpH5FoEkaTHeJZCc6vb6BbysBrVqFfzGGhkmUjTNryucbfjnNFKy534lguR9nphpYH3eUFaEwGDgM6ORxioVJns0oKgCoHzbi00UfQLEPNb8SFbhG9fGrXKIHiAIgf2e5w5gd5+ZGJQqu7iP2HRhkAu70F9vejZQeBBmX8kvlpLJ5Grd5BJl+B3mBFtdKC0+GDVmNkwBIJpGx0QPrgdDIDhUyJaDiBdrOHTr0LhVgJuUiBRDjJJGm32w2bzYa5uTmQhRaBZTFfQalQRSqRRTyaQjqZY0rNiWNjcJjtXLnTTC/goShMHxb6PQbCkcOHeD6YiIQZEKnlJfAjIKTqj+yvyOxUp1JDLVcwyZosuQRTczDrTGyAQIRxCjnSK7VsstBvdrHcHeDs2ibWh4tYbPfwMz/xvzAYakUK/Kuf+HF84sM/gqcfPcdbYKLImDUS+FxGqGRiEMfwFz/7y3jbvrt4meLUyyAcPQTNzCQUkxMMgHvgpxbMwqKUMyDKpydhlIlAADg3dhTS6RMMfG6Tli9b1BKoBCdgVwmRCzoY+JIeM1u62ZQCJNwm9EspnlPTQiXhNjPoEQjS7ForGAfNFqn6o6+pJZ85fB98Bjm3v5RqWAk7+X+fZow0D1wqxzHIhXiBWI87EHUokPYaUE+E4VHJEDZKETKJ4bdrOHsnoFMh6zAjbtbArBDhZ37+3zEAPndtN5SJAOS1gHfn13vt6Xc7Mwh+jxb4u4MfAeP2t4FvZ3sXBPfOBIi7VSBVf68Bv9uV6xsB4DcAgDt4nmZ4t4+9uL296u+1Vd+dnCG6jWaHz1Gi1u1fJGWuPn/zGl7ceRnPfOBReGWzeP9SC+crcXQCJlzs57HVyqAZtKKTDCPs8mOxtYDNRot5gr1aGZVCBOmABMt1F7oFP0718kjapKgnfcgWK/DFypiY1CEWrcITjCBbLiIQDMNqcSJfqiOaKSFcrEBhd8GVSKLc7rLqhDSiZMBKwdzFXBzBkBfNfh/5ahnvevs+ZCJ2xOwG5H12bPUqONctoB+1oO6QISEewcmEDetZNzJONcqpNFcwvUoCetFRdHJBbPbrWBsMUUkX4DFa0cqXoVNosLawgITXzm+SJy+eRMgix3orjYc3h1jqttjKqt8fcgs8XNzA3fc9hLveeR/e9/4PcvtPhgbk5EzbYqK5ULWYShdQIoeXaBZkr9Vs9BDwR9FuDVgKRxXpoLfALTJx7cj2qpgpYNgZsN2U2+pkGyqqEMlPkEjISrkKDz5wEFazAzaLE26nD14XBZDHGAj1WhOOj4xzlUjgSoBMM1oCNAJDArgD9z/ACw5yeqZFB216SdJG214CP7K/IjCkCpByRgjcm3WiOPn5oCqRZoSsAxaKuCWmRUkmHMNHn34W77/6KFd+hXiKwXBIFe3MFLZWevjJDz2Oxy6dxaBegsusxuiR+3krPegNMWgtMwBSPKdBNgPl5HEETXq2oacZIBHnd2eBIgRtFjj1WuilYugkIsjpdokIs6PHELBZ4DEZoJidhnjyOBOQcxEXqK2Ouo1o5KKoZcJIBex8UE510m9DPuLj/4GAVc85MgUymQi72O4+5bUwaNZTQZSjHjRSQYStGl5uqGdGucUmU4WYVc0yOVqyLJQSKAYtyAWNKEcdyJGvYNQHcqemLXDQrkU66EDEpEPMqEHEoIRkYgTPfOwndzu226l0exXUnaBHl78b4L3e9a/93ju/5se/A8Du/JqAba/V3b5d7e2d6fq9ud+dAPhawN57/d8P6L7b7ft4gXE7Y/RV8KPM0d229vsBILXP37wdHUgzheduUigffbrcwM//7CdhmzvBLPSFsI0txCs+A6ohMwYJH6srrEolwk4X1utNkE1Qs5hDMRtCLe9BPqxFJWjA6WYaCZOE/xGI20bGoIlkG/5gDklKRqMM2kwG+UIJhWoTiXwV0VwZznCUtcaFUpHnUfV8lt1CmoU0h+WQ0H8w30cqE4fPoYLHOAeD4CgSNgXiNhkaYRPWCh6cyntxNuuFb2I/ikYRHl+fx3u2LmGh3sZqMYisdQbk6EELk8VOE1vrm+jWunCZXVx5ri6vsMU8+estdUv8ie2WnoBNdILt8s+c3MT66gYnvJ0+ewkPHBzBvn3vYDAnoCOOYLVcYykbkaxnZkVwe4LQGqzY2DwDq83N4EekbuJLatQGLAyXectM7TBZZallKg40GnS6vIggMvTiYMjLCUqAI20wGSSQNRW1yZvrp6FVGzA3LQaFU2lUepgMVhw+eAwel59b916njz1jBAJCAjWis1B7XMzmeM5HOcT0dTlf4A04ASEZVxAoEuiRfyE5Vh888BAHOBEo0nKFlConRo6xHyDpgGePjyNAlJkZAew6PX9dzxXxkz/6UZDxabuUhF0vgVklxfmNZSSCTjgsaqboLC0sY3P5LN6+713MI9SIJmCTi5D1uRGxWXdVQyIBqPrTCOdgkkuhFQthUsi+DYIug46vk01Pwq5VMyhaNXJkQk6EiUguGofLIIPHpETEZWTwI5I1dRPVNGnA3aCwLiJm+8xaXqRUkmGUYz5unf0mJUJWDerJAM4utlEMu5gWQwsUmiXmfRYGwHLIgX4uwqOZ+VIUGb8eSbeOndYb8QACOhEU4/thlM+wNDCoV8MtEyKsV2D66AF84CMfZQC8TlGflBFC4PSa+d+dIHcnmL3e5b37vt5tdN2dgPd6l3crxN0qb/fybsv8HYD1XQB077V/x32/RzX6evfbR2D1/A4loe6AEt3o6xe2b+H5W7vOLns/2J2VH13+fxh77/A26LNdOEAL5ZRSCi2QBJI4ceK9lyRL1pYl2dp7y5It7z0ynMTZO4GwUvYoo4W20EFbaEuhgz1LGQU6KKUUKC+FEDJs5z7X/TimvO93vuucP36XZFmWlVi69Yx78Hb+41kBsg2W7FSSoGcZ5DyLIycO471//AkRsxrdLXqoLj4Xq6Ot2NQTR1/EDkPxMslT2LmuW+Q7vfEAbKoG+C1mqdJIaKZnXlerDeNBH0ZjIYx0pJCK+2B3WBCK0OfOIKqApN+LtkQcLpcLLl8QPqok4m1oS7WLUadJ1Sgv7P5MEgzHYRu6tjOLgMUoaVzpkBfbJwYlxnIo3YyMVwGnoRTqCgrTV8pGuk1fiCFHA64a7MRdO3fhjr1X4dDGLcg2q9FatQwdLj1Wd0YxlI3J7EVRVYLG2nKU5F+C6vIV6OqIoysXxcolF4JVAE0QGlauhM9mRVVJidBOqNxYN7kJC874X9IGJ9IduOTS5RgcGgO5eVVVNTI3ZP5vMBSH3mRDX/8wtLo5vz+GINHuanJyA8ZGxmG12ERfS9qMso5BR0mxtKcLC3+n3+0Smo2j1S4KEIIRW2Buf/t7hwQMv3rOBTDprQgH4rA3O7F44RIBQ7bFBEDquXlYoTJ75KJvXPhZdOaKvOUyf6OyQ9OolttZNfK+Vkuz/Jxe14RLL12MpUsuEU6k08GITou005zf0U6ru71NKEc00dUrlAg6W1FfVi7zYVNjEwKtDvRlo9DUFWP/timMdnfCQo6dtl5a4J1bdsCgtuILC84SWSK3rY2UvSnroS4vE3I0W2GGEqkqymBU1EsbrKurQfGyJaguXAUCoLauBiYVwa4IZSvy5maBFUXQ1pVCUU7FSKnMInX1pNSUQl9fKYDnNGoE9Ah8DMTiPNtvM8NhYLtsks7AqVdIFUi6FOeJXJxwHkhA5DaZVaEAoV2P9qADGX+L0GTaQ81wG+rQFfHCZ2gEUxjjrRo0VhUIEHu1SrTWVcBeUyK0nsuv/qa8Z1msCAAKYMxtXo+CC4//VH8sfj6cZngS5/sMUJoDy8Mz058bdf2HT3h4dg4XPprm480pTI6cum0efIgdcyMy4PD0nBaZv4e/Y/52/gzvx5/h7fPA+XmAnL8+/7j/f5cnTj3neT4j7zd/G68v+PDYEflF/IIhKR8eY1ze3C+nuSCfAM//BED5en75cYoUSWudj/nk5Ukfw8f/9TbanM0YCTmRbKrBgFOPgLYKXQELRkKtiJnqkXQ2YPN4Cs2qKjFLHc3E5EWZiLbBaWrFRDCEPlszLlu3FuM9OSRCfFPXCu9Pp1EIfYXpWfGQHxptE0oqa1BUXg2jrhlxbxRpTxAhm1VedGxP0r4WZHyt4kxDNcDU8DC6olHUr1gq7h+jqWasztnRGTZidU8IQ6kWbBkIot1SjBvWteHQaCe8leXw1auQMJowFnbIbHNzbxLre9IS2k4Gfm8mgvaEDyGXAaraVdA1Vcsb0qpVoSMaRtztxb5NW7B9ch2mVo9jy8YpbJjciBtv+hZO+8KXcfHi5ZjashsVlXWy7Y1EYhJyZDbZQMoMc4Jr6huRbssilc5I/gddn5kH4vH4xBKfQENtrbpRKQYGJC57HHY0G3VoqK4Aw45ymTYM9PeKCoP358yQFaNBZ5ZNcUVpDVatKEZxQTkK8kvw9fMvglqllYUKDQw4LyQAEjxJsD7v3K9i6aVLQHUHT3VllbS5lLmx1Z6Xu3GZw/b7oou+gaYmNRrqa2VbzWxii1kPtaJOVDRUmaRjYdx9x22YGB5ARyKGZNCP/du3CvAdOnAQ/e0dAoBd6QDcFhP0ynqYm+rRpKqCtlGB9asnUV5Yi3O++BVY1Crh86nLVqFq6WLUF+SjoahQwM9YVytgON8O15eQGlMngMeKkG0vqz9NTZWAYln+UhQtuRjFyy5C6fKFqC3OQ2NVIVhh1hatgElZI1UfN8ecv9E7kjxFgl9b0Au3WYts0Ils0CFzxHCLAbmIGzGnWeIfWAX2JvwCdgRCgmDS3SwBW7ydYUudUTsy/mb4TFppgXvCrTDXrZJ2nNWprqwAbmUNmisLhdR9xz334CPSX2aA6Zn5auv/C4DznR/f++8fPfIZOPFrgufh48fx6cwMPjx6/DP8IIZ8fGJWAtkJbh+fYB8I+frIiZM4PD0HsLzf/CHWCL7ML1NngcMzLKTmgJXf45kHvPlLhs3z8Ov5x/o/XR6dncXnD4GQ9+Mlb18wg1l8cvwIjkxzGc1vzODjY5/ikxMnPrsj7/x/AkD+J0kVyCdx6j+VAUmsCqcxi5njnyDpsqLX34phdzMmY274msrgbCzGeMQhhOe2ViVSLi1YATJDw6UsxXh7VMwLMvE4JoIt6DIphM/ElqMr5YbLqhD3i1TAB6emXsr/rs4MUh1tSND0IJGC3eaCXqUXj0C+2Mb7OkQwH/XZ0JUMSMC6tqIS3YlODGa6oS5aIRXpRNwlgJaw1sGhWIGxtBXdHiWi6nz0WqvRbavGrt4IxpNBUbf0RGxCTmWATbfbBktJPqIWLfo6UrAYVWisWQWHWSFLk7HuDgymE+hNRDHc2yuLA9r071i/DgNdXdIqbtu6SxYgFy5cBs4DG9V6aJoMYmM/MbYaNDkIheNoarJg2YrCOecZrxfl5eWora2VrThpMQQaAhpBieBCKVzA74bf7QADqYy6RtDvr6GmUsjajMukmzaXMqwCW2xO7NqxFxNja2WBwvZ35YpCnP+1C7FieYE8n3g8KW4zJHTTiLWuph4Xfv0iFKwsPAWMQdH2csZHXTN1vmy3aeG/8KKLpVqsqakR+s3ChQthsViEeF1eViJGDYzE/MbXzhWPxbDPhb7OrIwYaCBx0zVXwqxpxHDvoJi0VhYtRV8uCmuTWgBQQxKyplbiVzlTPGPBWTjv7PNkQ0ynFGXhMqmYOAc01lbJofqoriAflcuXomrFMtkAcznCLbGirAQV+culDVZVlkNdXSkVoLK8UOgxrPYsjXUCaqzsyBnkcZl0UvWRTmPXNsLS2ABbk0quEzy5EBnMRMVNnBZWXIxwY8wtMW34SZshWFfmLULYZkCbtwUJZ7OQqAmKFkUJ2nwW6WqaSgvFPovLkaTfDruuAQFDozhX1y/7BpZd8GX85Be/EECZ4ZjqFIDMg8g82PA9/flzBHOgwQrxvz75GMdPngB//tMTx3FsZlauf/zpcfzr3x/JdX6Pj0k8mb+U205VXwTOT47PWeeRVzyPI/z981UgL/kc5p8TH4dHgI/Lk1lukE8tSD4HqP8TBOcrv3ngIyDPV4C8bcFccvIsTsxMi00OL+U/h0+A/n6zs3NSmP9DeAqfOGeFfKJ8YvxUIceIGmE+Ef4X0Kac7PQhrxUTYQe2D6WEHtK04nxx4p1Itwgg8g8Va27C5s6wVIj5K5aiPRXHuqgDUWUxMj4nrti9DaEWbtbsGMpGpSVuc1vB4XEyFUGz14nmUBDOeAKxdE5mWV6bHeUFeagoWYa2hBephAceh0m2y13JFIZ7x2FQ6LH0K2cj1azBmqgb1uJlSBpqsTreAkvJxXDVLMGwW4ONSRtef/gO/OLOA5IcF3VbkAhYEffbZHu8rqsdYxEvxuMB9EYCcOtVCJvrYazMk0jMie4ski47fFaTkJmj0Si6UwlM9HYi7vdioKdXHFyYCZyXVyQVIAOV6PFnt7aIgWki3obuLipHBmUTzMzgRCImVRYrLErlGBVJBYfJYBTaDEnQLmerAGBHexolxSuFNE3itE6txAVfPUe8/sS8oiMnPoGk51AKR7/BoD8ih6Co05pQWVELrVYvgUu8H01XuRQhhYZn3pGaahJWeoytZF4JwZiHPoTU/rJlZkaJ1+vHkiXLZMHD1p3/Dm692bIvuvAbwjFk2NHYYB+uu+JyoUPVlBTi1msPQVWrAFPpbrh6v0jfWg06MQf1tZqkAiTYc5Z45mlfQv6S5TCqahB1GsBZWnNtGdxNKpGRaSvLYKqrRmXeEtSsXI7GsmJoq8pRszJfgI/tMOeDBEEuRQiCpMKwoqPkzK5VSpXXxHB2TYNwB8tXXCqAF2q1CqeQSpMWnVqOWVUvlB0qUea2w4WSGU1uYkPx8rkqtYJtejVCVr0UEj0xv1zSKovEarbEIZsaJGKPZNOouHSh8AXb/WYwi5j2YC51nWiFmShXuvRC/PI3j4hklTPAk6dAZR40CDafB755ACIYHTk5PVfUsGCipb7A2yxmpo9/ljGC2ZM4OTOLE9QZf/yxANTx6ROCKyf5E7Mzn2EL0WYOFE/OASXBbnYWn8zOfFZsfTIz14HOPz8BwJNzwEfw+38BwM9+9hTwCSifwiepAHGST4Px8XPnJCu4w4flyfJJEuEFBE+1ufOIPF8ic17IT4Z5ACTLnIf34z96y4a1CDbrMBJwoN9lgq02D1lPI9bEbOi210Nb/FXEmiuQpS2+oRZZSz3SdsZadiLkcmAtsz+Yu5FKyXB7KOvFSKYFXSEzguY6bB3vwvhgFpmOJOr1GqxsaEBRowYKcwtMrS5YrGa4nDYU5C9Gf28K6XQQ8bgf8VgIer0eY6vXgxkZlcvz4KitQFxdhbUBG8Z9dnRbdBh12zHQakC4bjk2JG0Yj1vh1pYhFjCjtr4ITr8bCgbh9PRhfHwUq3NJbMyEsC2bxI5UGJOtKuQ0RejxW9AWcmBqzQDWrB4BCdOxeBobRocFyKlioZ0UjUvPPOsclJXV4Tvf+QE2TW2H3xeWioqVFvmD4VBcZpw9rH5ynWhLJ0VRwxB56oRrqmplqUHiM+eAnLfRaICzPpKka2orYLeZ5f+AAfV0qKkoKRR3HJqgkp4yb5/Fyo4zQbrPeD3UV7slgoBJc5Tj0ZSBFJmGOhWslhaQL0jjVbbS9CIkGFJSx1a8vrYOnEcS/DgT5H2aLa0wmVqxLG+VWHu1pTtw2613YmhgVL5/yUWLsXp0DFfsOyB+g7TCrysrwTX79iLkdOGyXZdJVnBjbSlyqQBCjhaxQQt7mmFoqoFGVSPk7LNPPxuLvvZ1AQWHtlq4ck2ly9GiqBbzAdJFnGoFFKuWQ1E0NyMkT5BAyKqQ8kgqQ1jJ8RAMSZ7m99UVpLw0oVlVKxpiQ10FlCWFMDfUykm6HQKmfAyrSgm7uhEuvQ76mkrEOZYwNYlunFpxqpE466ZCJNJqEXJ00mOTZQn5hJwPUlKpKsuX5Ulvyof2kBMZnxuKVfnw6RvgM9aDm2ma/pL/FzeqhXVRV7AEP394rgKcnjmJ2c+3kJ+b638eBAkg7378kYAUK785nJjGiaMf48SRj4DZEzhJQDx2RK6f+PjDOct9ue98vXUCx48dxqdH/o2ZWSLDCcyePIbjJ1g+8WtC7An53okZQZPPgPIz9ccp0JqrBOeI0f/ze/Ng93+7lI6WVeiJE1gwPjiIzmxG3nyZZEK0mmxVLr/8crz0yss4fmJGQJDzPQ4j/ycAcnHCgpj/mawACX7vcxbAHh3AdddeLUP/frcdu3pSyLjVaFHmIdpYgB57Hbb3B+BSLseAz4DJpBOhxlXwqYulTe3PxMWRhSEwO1aPwWVqQrvfhO6QHkzuiptr0Jt0oj3pRQdF/fE44p29CHcOwBKIo1qjh0LdCKfDipJVy9AW9WLd+KBUFJ3dXWhoVMNktyORSMBr0sNUko82fS02xZ0YJk2hthrtZiP29OawIxfBzt4EtvamsGmkW95c4Zgf3cOjMHr8iOT6EIwl0ZeKYDjsQUrXhBxzZEsWobupBPvGO7FuqF30qtm4F2tWj8um1KFVy+yzP5MWZUNvrgenn3YmFi5aiptuvh1dnX2yBSawcOY2PDgmgLN0Sb7w/saHR+TvR14dnZRLi8s+a0sJMNzqelxe2fBSVcKq02DQobS0GLnOjJC5bRa9/J+o6mtQsGI5Fl90oRCpWcGxHZbjDYn9FkOWeCjD4yX5gvFoSrTNyXibtMLcJvNn+PtZudLolBXpF04/Qw7BmBtg6rRLi+tgsXhx/vmXiORx187LMDgwIfSbcDCGZCSFXVt3Ysv6TaIMGe7qxa6pTSJZPLhrL7pTnSKfo9sOATDQYhPDVNrf+91mmPQqrFq+FF9YcDqWXXQxfDYtWrV0Ya5E3K5DY+Fy0ByXFlQEwMailWBeBy815UVgZagoLoChtkouKZlTlhfLkoQVHSu40qULBfwCVoOEnVsb6+T+Tp1GAM5t0ApQ2tVKaKsqYaqvk+1zdf4K8Ht+ixGBZpOArKm+Bvracjk2dT0cNLQwNkoiHQnUBDsSr2nQQKJ1wmNGd9yPdr8f6uJC2BXlwhdM+GyykSb/z91QiYi+DlUrLsYDDz0ocCMV2TSpJnPd2vz7+vPgx+tceLBq4nv56HHeMo3ZE0eAk8eAk5/ihd8+hKd/9cBnlzh+GJj5FCcPfwAc/TcwfRg4zp7w1COfPIKT0x8DJ+f6x5OfvgscfxeYoaEeK8tPcfLkpzgxfQTHTxz5TAb33+R4hMv/y+xvHgTnIXj+a17OA+CR6WksSPgDMkNh8holRxS5N6oU2LFtO5577jkcOz6No9MzAm7zAMh/ijx9bn1njuIE5crT0/h0+qS0wO+yCuSQFcDjTz4m1ITtPVnkrBoxdFzX5UZEtRIxVQE6WtTY2h3HoMsAQ955WBszYvtgCDZNAZzGCgzGW5B2NCHlsYB8KUt9AUaTDoz5mxHVVIgkTULHUykkQ0l0ZAfQ0T2OaKZfFBqtDpcM0elE7VQpsaajE36rHb3dA7C3uNDc3Iyoz4Fc0AZd0UJ4avPRWpGHHpcF2ZZmmCrKsW/1BHJOOw5MjOBH11+LDp8PrXozutt7kMl2IhBNoq1jAIlEh5Csu2NRxH1BjPd0odNtQK9Hh4n2MJgcNxSxYUtXBFmXRWIyNw90yvCa2SlsgwlotMK64OsLsXbdlFRdtLpnVbV6ZAL9vQNS5ZHywmAjaqnptkxrKSapBT0htMUzokwJMC6goQkWk022w8wO8fkCIPH50qVLkEolYDZp0aiogtdlR2F+nliKjQ8PSdtKwGRFykqSbarVakdLi+OznGFunblp5yEIEmzJH6STDKu++SqSbTEXJXR7XrZkqbTonAVylhgKZDAyvBlFhfXQNpGCMwBHSxhuRxgeZwi//Okj+M1Dv4PH7kFdRY3wRrtSGVTkF+L262+C1+qGsqZOxhzxQAuykZCQnbu5fsEAACAASURBVGmQqm2shL25Cd+/+y6cddoX8aUFCxBsNSBoU6CpfAlKF52LhvxLUbXkYtQsWwRrXQXM3N5WFoHzNKuyFuqyQjms5ubbYk0FN7zVcBoJpkqxoLcoawT8+Hf0mQ0CaLyksongyUWLrVEFPaMc9Do5ZUuXINJil6Wfx2iQ/BwCIYGysbwQDp1KZoEkSmtoqpB/ibwHSJchACpLV6AtYJNNcm8sJhGepsoC2BWl4gbDhYytrhz+xlqEdNXQVa/Eb5/4jQDg0ePHMDMzMwcknytsTsHUPFzJfT+dOSGcvOnZYzjyCYHqGDB9BCSUM/f74NQ4fnDz1bhx3xa8/9rzOPz2a/jgL38AjryLd//yIl57/rd4728vASc+wNGP3sKH776O6WNEiQ+B2feAI38FPnkTmH0fOMkK8mNghqB5VIjSNEP4PAASrP9fKTCfb3kJfp8HRJkBMneV+a3VRaWoWFUgITZfPutMsTp/7qmncfz4cbCPPzE9N3D87JOCw8tZ4JNZPr1ZTJ84hmMnjsv8j3PAf0/PAeDrb74pTiFj8TD63Gb0hE1I2quxJmzEtqwbmpULkTA3YmdnXNyg0/oyrE5YMJgwo0W9Et1hE1IOLXqTAURcFqEa0I9tdVsQnR4L/MZGEZMzPCnqDqM9PYDe/nXI9a1BLNMjb9hWkwHGqgpJe9vc249Qsx1mrRF9Xd2gkQLJzzGrCr1+k2ymW+qKMZwMYTiTwGhHO3727W9jU18vDm3ZjPyvnosOjxf7129BX1un8PfYyvb2DElOh0mhkuqEM7otW7dj+/pxjHZEZbBN/la/z4J2qwpd/hZ0eFswEPeKU8dwKoCBthhGB4cEABvqG8XW3mhohqZRB9o5DXT3f5b+tn/vAdRUVSMWjILyMUVNA4Z6BxEPxUSlwftzNsfFBAFQ3aiH1xdGe0cPGMGpVBvh9MylynFGxxaVW1ty9khiTkWTYu7AS/oRcoZHCgvdb5yM0NTpZMlCkGObzXhNEq2Z5MZA8xA3w8GQcA+pBDFqac8fkQXIJYsWy2PSsr+uTo9ItA8OZxoTq3ejp3sSvT1r0FCnw56dB/DS8y/jwO79SIbj2DW1DQd37ReieWc8jbde+wv6s71IhqMwaBrQQO6bQQOvzSRtcJOyDlWVJZiZPYZzz/kKvnzmGTAqy9CqLkWiRSMO5O0eOxzqOtClJd5iQtplhaupAQ2FK6QCNNVVQlddIdUZ21peZ0XIdpjmCarSIgFAtrMExoaiVZ+1uxV5S1BfuFJaXV11lVR/ypJiaYMJhBV5y8Q2jeAXaLbICVqb0cqQd32TtNM0SeAyhC40rAQ576bcjgaoDl0DuDkmQOaYu6JUQlvCnJtq0LyX1W53wCmem9qCxajLX4Snnn1MwGRaZnczp+Zoc+/tzxYMJ49LFXby5CfADKuyT3DyxEfAcQLWYbzx/G/xypMP4g+/+RH+/txDOPzG03jn+YfxzE+/g7sP7cJrjz+IJ392N5544G78/Q+/w/dvugzfuWEfnvjFd/HYz+/Br39yJ5757Y/wytMP4oVffw+/uveb+MkdB/HID2/EHx77Cf7x2pM49l9/A/j7Zz+dA0Gxw/pPBzqPQwKGp9rjz1d5n79OoJsf5R2f/c8WWACQA3a91iSSI4NSLeJzJm5l/SG88tQz4IyQ7OzZ6Rk5x2fnDA/4QGyLWQnyl2HmODB9FMdmP8WRk8dxYnYOAN87Ogur2yt/oE5nM9ZlfQg2rsJgqxKTURsilgbxTdvR2y6a4axBicYl52FD1ouegAGdfguG02G0R0JoqlPIfIrJcB6vHUajEl3ZBAJuh4j1A8EYDBYPouk+ZHvGkMx2iyko2f8tTQoJM4raDLJQibqdCNgtYG5rt7cVaXoXZmIIGLVoqiiVsPKBTAZek0lsuZ75+U9x4p034W1qgFNVg3WdaZnbMJDc3uLA6uFhJH0e8EXf15aS2Vh/3wi627uQS8Zx5/WH4DNpELXpMdweR2N9DegWPZpLIuczY0PGhYm0F8xRWXD6WTIr68l1Cph0ZTul+hsfGpN55dDQELKpOEI+t6SqbVw7hVQ0LY7PmUQUowM90KsV6M61IZWMQKVskCjMaKIdTm8SqY5xWBwpdPZNIZkehFbbgksWFUDZYIDPHUFrsxO9uT44rLS5j4jOl0YM3MpSWqbXqeH3uRCNBOQ2ur0wLpOJb3WVZfA5W8QlmlknzH6howvt8Xk/5pucefoZuPiCi2SZQkPZZnsEpVVm7Nh7KzZuPYT9l9+Mrt4h7Nq1A7lcEvVVJWKGunZwCFfvOYDLt+/FlrUb8cLjz+C7t92N++66G+GAG+mEH1FvM+IeB7wWNzR1OuStLJROZMFpCyQYyaouRcBUDdrIh0waWBsqhHA8kApjtD0hVRxnfwQ0boWr82mKUCCGCdpa+vatkBa2WVkPtqu00SIYli3n1rhQJHQkUhPw6gpWSfXH6pF0G3VZMRxNjbJsoXlBxbJL0axUwGM0yuuM80G6HLFqZCUYc1qlCqRbDFthLkjiLotQxtgNdYRdogCJ2GmKkBD7ttq8xfAZFHBZGuA0KdAf8SJl0aPdakLO14p7f3CnWA9glixovnPn9q4zR9m6HgXYnn70JvDxH4EPngGO/RGY/jMw/Xfg3Zfwx4e/ix9duwU/vWkK7zxzN/713L349NVf4J/P3o+Zvz+NJ398Mx64/Uo8et9twJF/AMffxz9f/DXeevaX+NszD+Kvzz6IN578Cf78zM8x/V+vA7MfyDn8j5fw2lM/wydvvYCXf3c/HvnBbXjyoR/ivrtuwSf/Zkk11/ZSw/zJKard3DP/76DICm++ZWfbzlb52MzcPkK+np77mtd5FtgcQawsrIBFb4W5ySztC4PEGd34pxdeFACkLGUeAImagrqnliIcY1IGx+0Ppo/h2OxRHKWshTND2mKdALxtOSEkd/g82DrcIYn3/prlyBprsWW4DSmPCeqC5ej2ODAa8iGuVyDQVInJjhC6gnZZ+w93dqE/149cW6fMk9oycTQoKqV16+/ugk5nQEdXv4SGu4JJ9AyOi2SsPZ1AoNUsEiOaRaYclAdVYLInLc4zpK6sz8Zxw84t+PFtt2DP+vXwNdtQkrccpYxttJiRC3kx2dWGn915AzZ0JxHQ12NjTwrUfbIyogqlIx6Cy6ACN3Wk3dDii6qM9Ws3yXW2w+0hD1LeVkwM9IpqZXx8NbauGZFN8YBbgd1DcUxtXI8Fp52FL37xixjs7REO2/atu8TdhpWgxxuE2WJFKOjBnh1bJXjd7wljdGBMANBps4D+iq1WLXTqGvjcNiEWq1RqhGPt0Bg9SHaswWWHvo+d++/ATbf+ED3dq6FSNsPnScLviSIWTEjAFBPfmvV6mLValBWuxJKFF2LxRV+HWc98YZNslTPJGEhQDnqcqCotwpILL8DKSxdJBWZSKxHxuNAWCUlQEkOSaHzBWSX1xLQpc3kjCCepp/bg4KF7EUqMY2TNLji8QZRVFKO+vhRVZctRmLcY53/pLFgatbjxim8i5g2hK9WOv73yF/jsLmjUCpjNjdDUFcpmdqR9FP4WSiXd+Pt/fYDTzvoiTjttAcyKAkxkvYhbtfLhR+sp/h1ZXVG3m/I7QWoLjRBIVyExmtpgp1GPgN16CvwUUtlJZaioF9AjTYYSuma1SigzBEACKCvApsoyNBSuhK6qHM2KOuirK2BvrEfV8qXiKMTXmM9sRotGjaTbhZjDLiDIGaLPokPa5wBNF0iR4dwvYNVK9Rew6uA16sQIIelqxVAyCitbXqMSIacWXpsKrsZKuOvK0e9uRdGF5+HXv/4Zjs4eBk5O4/i/38crzz+M1198GC899iA+efNFPHnfzXjwph1487e34e3HbsW7z3wb7z1zL9556n5M//U54J2X8enrj2Lmb48B/3wCx//6CPCvZ/Hv136N919+BDj+DjD9AX75vVvw2P3fwWuP/hxvPf9rvPfK43j6gbvxxlM/x+G3XgQOv4XHfv49PPW7B/D0ow9izUAGWydyuGnfRoy2+cBs5U0jndgxOY6rL98vADhP3CbwEYM+OPYfnjK/JlWPRdn84aZ7HuhOTAOfHJsWMORtvP74M89jgSvSgaIqNfR6B7QaK7QGG7yeEPoyvXjtxdcETQXw+IExM0d7YVFM0CP4zWeBzM8FGY70uZGnLEUC3UOIJTsFvLrbkmgPt2KqI4j1aa8YBvQmvIg6mmWBMNqewkh7DFGHBn0pJ8a7Y+iIeZEK+NGbbkdvKgt9VbWErMdtBgRbmpFNzpl25jq7JVyo1eWH0+VBPBZBT1sU451x9IZtArwZawPSljp0OJvEe5Dtt1/TgMF4GFuGBiS4vCseh8toFHeQvkQUGY9dtMHbh3MiX2P1sGuiRwKSSNyl7dRwVxtWd6dlC7ymd87mym51YP3qDWLt1J2MyiCbppoOk1ZUK6R7UIXS4WtGv0eNA2u7sG79JBacfjbO+crXMDQ0ghTD3j0hqJU6CTzS6MwoLK3AokUXY2iwXxYkvA+XEeWlZeLP11BbgdKCvDk35CYlDHqtJMTxb9tkcGJs7T7cetcvcd3NP8SuPdfA4w7C5fSDSwfmDNO0lKakPLpGBQqWL0XJqhVQ1lahvrpCsoSDAZ+YztLxhXNjEqw1ynoYNCooairFZl5ZVQ6rrglht1OAkCA52N0ts2a6wnC2eOmylQjGu9A/thO7DtyJyc3XwuXvhFrfDDVbQVez0FkMqgbYaPtVXA6XyS7GCCPdfWgLxqGqqkcyEUFNTZEQz2mJVZFXCV2DFSabAy+8/hoWnHEazjhjAfS1+eiLWOHS1MCjU4ifH4nH/LtwlkyyMvl8tMbikoPVHJ2iW/VaIUXPLzHIFeQCy2HQwapplJngPL+P80FWfawQufnlRpd+k44mJYy1FRJ2xPlifcFyuR+Bjpth3j/lcSJksyDj94hNFt8XuYgPmYBDDBNomkDaDJ8zTVlZqdJ9iDr5TUNtoAmHsbpQZp2pYLO4RvuUxehq1ePGPVtlCsZN6x+eeQw/vP0QXnj4drzw4Dfx/u9/jI9efgCPf2cf3n70Lrzx0A1445Fv4ee37sI1U/3YPzmMic527JhYjc2jI7h+/x7cePlOTI1kcNXu1Xj8V/dhzVAHrrlsJ3ZuWY+vn3M2Lvjyl5C/6GL5MCEnsi3sEYnimrFejA334NA1B8WvsbqsAFGPXd7nd117QN6vubBLWnuXRQ+TToPHn3xCsIhjt39+9Klgz7zogvg0Xw1+vvVlJSg1LsnPpzpSLmqPnJiVx6JvwYJI5xhaAm2wtcZgawlBrWuB2xfH9g278KdX/yIPzDaXqEq52/+0ziLY8RAM+T1ugQmKRGNa1hAQBzfthDOQgtPlB3lotMHvdKgRUKyCoSJPZD+rBzox1t+JiLcV5qZaGJTFaKzOE4+37nRI3kSdiSSCFhvs1dXosZkw6LFh42APbCYd6IVHk1CnN4BwPAWX24veni64rAaZHVI3yUAar7YKm/pTwpcaTPigKliGwXhQ/AE5kL75qisw2pWTT/5BbqG7M0ItyPvK6Si56ByEjAq4NFVItNCJQwlWQDQC7UlFsGWsF+PtcWldrj14GdaMjEn4UyYaRnc8KCz+jqALI51t2LB2DbZtmgLdb9p9NmSaa3HbZZvQzyXIF78iZGhK3hyOALq7h7F16350dA3DG0xBodFDZ9DjkksWCUdwcGAUF3zt6+IL2NuZk6zfWNAr/y988XD2VlPdgIYGLdKZAXT1rsPA6A70D02hI9cjHoLbtm4WE1h6+9FglYHvbKWpwqAlP4OJGJlJGR1NDrggSREoQ2H5OcrqqLpgMFKLxQibXovPA2CzVoP68rlMYJvROGeJ7/LC1upBQUk9rI40Nm67AencJsTbxqE1OsXg4mvnnSPPJeBoASWNujolVi1eitqSUnQmUyi8dAVaDM3if6ilv19tEZrVBDYnSvNr4AlG5TW84Aun48wzF0giXMBQA33FSoQsTQKAdHNhdcVxBBP7jIpqNFaWnnKCaZCKjgCorqqQltXcUI/SJYtlKeI262UZYlTUgodEZ15aVQ3gYkRbXQojSdIN1WhW1EBZzEqwVCpAguE8hYbVImk03AqbFdWnPAL1QoWZ3wZzFsh5X9RhFgA01JVJddjmb4XPrECoWYHtox1o85gQ9RigqcpDxqGSrJ20SQFLdRGeferXAhfHP34Px999De++8FPce8UIrhgNot1ciC5LMVK6FWi3lGI8bpFMnDa3Bd/csxMOo0lMhTPxNNqTGYktMLNb81hw43UHMTrSj927tuF7370b6VQCZ51xOi46/6tiO7d1cg32bN+MkcEeMehdO7kG+y87AJVKhcm163Dlgb04sG0LDmzdIFvtDSN9mJoYltdwaUkRDl1/3Vznear6YxFG4CMN7xNQpkcJ7n8Ov8fD2wiCJF5/XpbH7z3yxFNYEGwfhjuaQzDShfbcCMLxTqnWtk7uwMsvvPrfAfDkHNgR1Ah2BMZPMYNjJ08I4BEE58DwpAyeZ6aPysD18uuuhd3pQUdHp6SQuY01yBhKMBnSYnXaK/Y/Jk0DujqS8omfjLqQCtiQ8Bhhb6pG2GkWCdQAhfz1tNQ3YY3HjkhtKcJmLXwtVlhNRuj1RrD6i7d1IBBNo8XtR6vDIzkXoaAfVDu4XQ7ZcFLFkIzGZLaYcLWiumCFfMKTlzfa1S6f2mTgt3utuHnvJlyzdRx3XbUDqlWLhT6REW6WDcPdOXF04Sd0V8gl7UftyiUIO1slx5bVD9tfMvq3jnRhfW8W/ekwIh7O2bLYt3Ujii+5ABvbfTgw2Q9vKIqzL1oGhcYobi+bt+1HJN4BldqKdRt3o6NvAj3Da6E3W7CqsABLly1HZ1cP2OIuX54viwq++DgWsFvMQigmSVnRoMaKFSXwh9IIRjukEuwfWguz2QizoVGOXl2P6vKVqKsqhLK2HFajBsUr8ySbgxGY5AgWrVwltBpupWmuym0uk+RIvibPkBUhpXbM8ygvWgVVdSXo4lxRsBJ5Cy8S23uGJTmtdnGbnpzaAn+4DX3D23DlofswOXUdnn3xXdxz78+xcWqbLFGK8vOwYtFihB0eJH0RKMqqRD5IQ1S3uQVmtR493Z2Ix4KS89KTiqF0WSka6/RgiBargwWnL8BZZ54Gj7kBOb9FHJId6loBQGaE0JOPAEPXHup4SXUhkLIFplcgidCcBbJN5TaX7S+XHrTKYsVI0KQChFthbnC5vCCPj+BHoKKNPhUeJDDTCdrSUAlTHcnJF0lnwPvP0V0UYpHFcQoNUvmznP8R5PpSIZFy8nZqiMc6k/A1N6Iz5pLrjMEcTnkwnvNgsMuJdFAjJiIRTTVimjrJsrn1pr1Yu64LW9YOod3TAkd1EWylS+CqWIZ2cw0C9ctx2UgaQXUF1mbD2DkxiP50FFfv24k1o/24fO92XP/NK7Fv51akokFccWA7fnTfXVLRjY0OYPu2TZgYH5aRCN+XFavyYFTVYdvkGPqycfR1tiGTCmP3nu3YsWsn7vnufbj9W98R2pSkB5oMGOzIYs/m9Vgz1C8FRm1tNe66524hY0tFR5yZOYZjmMUxcCcxpz3m98giJCYRFI9gztOAf//5n6OqhV9/ePwEfvfc81gQzY3A6o7BavWjtrYJaq0F0Vga60fW4U+vvC5rY7a380uP+QqQYMcqj+RIHtkIn2Ly8BdPzxzF9IkjMhN88DcPiysLA8O16gb0JBzoa61Ba+F5yFgUUmFxTje1fhyJqA8htxVBcyO6A3bREreoG0Try8E/w7ATrWaMeqzIMJjGoMH4UD/ouJJKtSHZlkNbrg+DY+sQjKUERJKprFA4SNwlnUNvMImjMg0GOKinfIo5s7WlRbDrydSf04syipAhN81VK2RBce+1e9EXdaJk0Xliac6qjyL5vmwSI9k4OvytAoBshfmpLa1Y/jKpCLeO9MBSW4z6lYuR4Da7thxDnRlRt1D4Ph6z49Ef3wl/JIGlZfVYuqoURosDm7btx8Yt+7Fz7zWwuiJwhTJQm1tRVF6FJcvz4PF5kUy1SbtMEKQ2l0Rom8mK6rIqMMuX80FlvUZIxyMj6xCKsuIPoKZWIVvSwvyFWHbJ16CsK0ZLsxoOmw6NDeXSRpt1rAY9aE+nxPZq6aXLhNtHio1QYNqyCIdJ1G4RdQvne4yzZCQm0/YYZG5QKeRUFxfC1NSEuooKFC7PR3V5BSqrapDIdGHfZbdgcHQf9h/8Lq4+dB/27L0Re/dejTtuuV08I0e7+tDBRU8khcmhMQzk2sHKOh2IoCPeJr+faXWKilVIsXrtHEY8mMbBQ1fjz+++JQB45hdPg0VVjozbIHw5VoBWVZUsFUg2ph9fad5iUXbQsGBOtqaGy8TrSqkE2QJzuUFKDO302dqZVaz86uaMD/SNIBGaVRzzPghe3OAStEhloYqDwEdLfOZ/VCxfJIBHc9SWpnqhvfC+nO+xJWe7S+Dk43SE3UKIJlATAMmMYP6v01Ar22BjHTfZjRjrcCPpV86dZiVspfmwFy2HtXolnnvyJ0hnHDj/SwvQHfAjoFZgIuJDtrkR2WYl4rpqjEZasW9sCMOpBIazWdx5w/W49qrLsX7NIHKZCK68bAduvPoKcN5M0Lv5luuxeu0E6hpqJYDs4osvBB3B85deMhdlWrgCl1xwrpjR8j0eDLiR6+rAtl27cfCqa6XDWbN6PcYGR8GscP5t927dhFxbUmbiVnsz1qyflN3Cm++9g9fe+jP++NbrePP9t3Bk5giOnuIik49MMCQIzp256u/D48fwwadH8P6RT4TU/c+PPwLbX1aBC8KpTsTbOpFNd8PT6sNA3zA2rFmPA1Pb8PYfX6fGA5Q7k0owPXsCR8Azh7JciLDEZCVIS/x5cJTydHYWn56Yc5R5+pU/orROjcGxNYhGQoh5msFZ3M6cDyNeM/zqankx8BOiKxESgCNxemsmhk67Bda6KtGrpjvaMDE5jnjUieE2L4aSXsigPRRGMpkWXh/DhRLJjBwCHDWwnF0FHHZwnkAB+lBHSl60/e0pJMJ+ybTwtNrQFg9LyDYTxujHNpjwIOc2oMujR7tDg/W5sFAnmPPAuQzfJMV5lyDuacF4LiXuHYlWEyZ7MhhMR2SAzRc15xlrOhPSOq/tjGHf5DBuu2qvvMCTnhbccdUedNgbpAJkxGdBrQarymrgcAfQO7gGnkAaua4xHLz6Fhw89C2ojS3wh2MYmxhHIpWESt2I8Yk1otIgJYU+fi67GwXLC1FRXAm/K4hoKCnxAN1dA+IkQ/ArKCiAVl0Hv8OI9kQAMX+rzGhsBhXcLWb5hI8GPNLWzoUbWZC3dLnw+2iuykMVDW3I+MFCZ2mS6I0GnThFM7/EYTULgFLlQmcXWltxtkiPv4IV+Vi2PA9nn3s+DGY/1m+8GgeuuBeh8BgMxhBuuO4uDPeN4Lt33o2br7oO1+w9iL2bdmDXxil4bBbEfG50p7PiHE2y9/DQAAY6kmI20Kq3Qa82wuKyY/OB7VjwxdPxpbO/IGAXMDbIh5FdWSERmA3FeTJjI/BQ08tqjvM8bni5+eVig3O+Fl0TWps0oGkCZ3y1q1agcsWlUvXx78wqkpc8rPi4uJhzns6HTV0jUjRWm3SLnqex0AaLTtL8msdQVwo6w9BMlZQXdhYERwYmJdxWAcR5ZQidp0mMjrsNcBnrEHdpkfHo0RWxIOxQwmetFlFBtKkS4YZymMpX4Ht3XY+JiR60GpQYSoXR4W5B2q5FWF+B/pABPQEdRtMeiYjdtXYj9kztxHVXXoeAy4V4yIdMIoIr9+7CHdfdBJ/Dg7UbNuHAN6/F5dfdgHqdAeXMeS4sgcnags2bt4KBVJGAF2ND/SgqzMeWbVsxunoNOvoHRallaG4RS7dNm7bg+kPfFDYFaWtX7N+Db3/rFlx2YB8ymTSKS0vwh1dfwet/fQNPv/AUnvv9U/jd44/gyeeekK+ff+kFzJ9n//A8nnvpBTz7yu/x+LNP41eP/w6/e+oJPPzEo3jmxRfxs0cexsDYGFRGAxaEE23Itncj7IsgHoxi68Yt6M5msWfdBnz45pvSQZ9gsTlzVEDwUxzDp5iWtpcAyGXIfJwmq0KCoRzOC6fnrr/81rvQ2dwYGl8rqoWOsBcjcRfi2ip0mpXocxoRadZgNJeQtKwEJWhOK4ZsJnSZ9fBqVOjuake8Mwt/WxSOgB1jA0k49DVo1qkw1NslutHRwQGMDPTLPNBk1GP16Ag60gkR0bNVJeBx6UCXjvXDvWhuUoJb4r6+HjRbTFDUVsFpM8ub6N7brsVdh3aJF6GpYgnSNiXG2rxoKl0mL1S2SdloQB6Ln9KTAzl0RtyS98AlTqumHjvXDslCp7m+FNvHeqR6ZJodz5VbJ3Dn1XtBZ5qtg+0YDRnwvUO70er2oVSph9nulGXHwPAaqLVWtHcO4cDB69DeOw4GpAdDERQVFSCRiqN/sA/llRUwGs3gPJAysu2bdmLd+Hpkkx1IseKzOCQAnmHquVyXqDCaNI1oT8Uw1J1FzO8Es5LppNLdnpbKmA47JMdTIUSvP6pNVuUXCCmbLsuUxlGm15bJSZiSRqOFVtMkh/b9XI6wSmhS1kvrW7RiBVw2m4Ag6TWJSBTMbj7nvAugM3pxy20P4Mc/ewm799yJyiozNkzuwsTwGhQsWYGRzkHE3EE4jTYULlmKPVs3oIHhRBodYoGItONs/YMuG8IOm7TG5CV64z7cdM+tWFVRigULFogjirW+FEGTSpLcGEVJICHQ0ICAH5DU9XIGOKfdbYKeDjDVBMZ6AT8qOZqV9dICUwVC5QcrtPnDtpVgOF/1sbIk0DGFjgA3f7h9JhiS10dyM2+nzI3XCYp0iWFbTPoLLzn/4yWBkMsQAiFvIxna3lQOl2HOx9JvrFhDugAAIABJREFUqsNILoioSwND2SWIaCrgry/Fqq+eBaupEclkUHTLXO4NxX3oC1oRNpSgy69Ef9yAsaxPqDq712/FlbuvwNaN22XUkc0kMTW5Bpft3o07rrsNg11DOHDlIVxxw00It+Wgt7tQWqdCXlEplE0GxOJJPPDTn4nbUH1dFfbs2YVYIo7h1atRr9PD5HRj7cbN2LR5q1R6h668HCFXK9LhAHZt2oDN69eCpPyJ8VFo9Tr84Ec/xDvvvI1XXn0Rf3z1Rbz66vP442sv4fU3XsEbb7yG1974I15+9SUBwuf+8LxcvvjKy3jmhefx+l/+jFffeF0uCaS/+s1v8Ze3/oYF6Y5uWU5QQTDUMyCJZe3JJC7btBWf/POfc62sNMLTn1WAhzEtBGgZLooH4JwNjuj0puc2LEyc+jc5OzKoBNyBGPr6BhBxOQTk1rRF0NWqw2CLBiMeA4aiDqzOxTGaCiKgqkKkugRt9ZWix+0LeZGIR9EaDiKUa4PWboDZWA+nuR7KkiXoi7uwcagD2UCrzEpoPdSZjgo9g/w1OpEwKLxR3SSmowwSj0STUrmQw0dZnNVqRXl5KSpKC1Cw7GL0pINY25uUJDuqUSLGOoxl/Ojw2zE13oe1Q73IW/R1oUywHdk1OSpvIi47VvdkJNrwhr2bkfHQXiuOm/Zvxd51Q5Lbunt1LzIuPcoWnYNtI13o8VqwLmrE9w9tlz+0wmiDJxDGwkWXSPD7qlXlCAQSGBxcjVZ3BPQJZHxlR3sGkUgI/qBPqDgEQKpGgoEY6qob4XWFkQxnpLKPBBPItXeLVpfpdRq1CrU1Vehpb0d3ug0Ok1nspXQqNdpiCTCVjTNSHpqU0vqemuJV+SvlzdCWSouqxM2Za2KuBa+ra0DBylUyYyUAcjHCOWRFSTFojEoA/cbXzhdn6LxLlsnjxBNhfGPhIsRSvQKAjz72Nto7NqO+gbpiPzasmUKw1Y8lFyxGxfIipOn2bTBipLcDBYy0rKxB1B+Wfzd1xg6zAQMdafisrQLaddpahHMRqQBJg9HVlGEsE5agceb6MsUt0moUYKHUjK0s21oGI1HzS2ssUlxMygYBQi5AVKUln/H75vS/hTKrIzix8uP8jm0vl2QkK1csX4hLvnqmAJuGCW61JXCbFDK/Y2XIik/coF1zaie7plY0vwNtYXkMLj0IdDRPJeiF7AbJFaG1W33RCmmRo8wjNtUKxStsbUSoRYOueCvanTr4GkqEY7v0rDPQWF+N9mxK5t2cn4/GXIjpytDjrUfcvAp9kUZcvW1IXGcGMu3YtXk3Vo9NYufOndi5ewf2798rTkMDXSPYsXUfpjZtwy23fwuRRBJufwB1SjU0egPqG5SSQT3c34POTBID3Vls3TQp1CllowI2RyuqGuqQzqQwNNyLoaEujAzmMLVmCOtGe0WdVV9VJhp1flArGxR46Be/BGam8d4/3sJ7b7+JE0c+xL//9S7e/NNreOXl3+NPb7yK99/7B44eO4yPD/8Xjhz9GB98+C/88fVX8ec/v4E33/wL3v773/D7F57D7bd9S9gbC0LJdnlDuewekVHReZjuvge2bMP0RzTKJ6DNihrkw8Mfi0SGFR77538fZSs8tx0Wos70Ucwe/kg4Rtwa03eMA0cCI0X02VgYa3NpkBAd0TfIaj6tLkeHqQ45pwG9EQemetO4YfMEepsbsS3pw67OJDZ0ZYXLFsm0ITc0iGx3h+SGkAzKFoBs+I6QE91xHzYOd2P/lrkB6jVXXCayr6rqenz53AuwbGURRlZvgN0VgNHqRDzVDrOtFe1d3Yin21BRVSkh6wTB/vYYbrtmD6YG09i/vg/98Vax5if9gO7DV+3fiV2bJ6ViSPjs2DwxIguN9aMDGM6l0R3zSnD2w/d9C+t6Esi74EvCa7pu9xS+c2gvbtmzAd/aP4Xtg+1IWxqwr8eDZ390EyxmIwoq65BMpyTUvad7AA0KDQoLysQYobxKgcqqOqG20MmFuSI0fMhkMuLOQrssvc4Co86GoC8OrdKIsC8KUnIoT6OxQTqZEneYytIS2eZFXCGkg0kwU8VldaEr2w2T1iySumgghkalWrTEVIwsX5Ynsjbqeanvdbu9CEcS4kfICrCspFScaQxNGmmDaysrxHSVjtA8jMfUaw2S/0GnmEDQg3PO/Qq2bDuInz7wLH750GtYs+YK7N97C+pr9RjoHkJnogM7Jrfi2n1XIsSgKFUj1o32Q83FQbNVVD3FRRVi0uC2mkUN0qxpkkD0Wm0Frrz1Ciw46wtSAdLhhfQpVuUMHnIblOhLBQVgCCw0LSUIRpxzrj0Ev+KllwoVhtZYbH85B+QSpKE4XwCIsz3SaAh+PLS1Klt2sdxWtuwiCVNnS0vgo+EpKz7OIq3qSqkMCXh8LbPimyc4k+/HSpCVHsGUoDofpsSOg0sRZluz+mSbTT9NpsPR4IFbYKu2EsqypQgbGhBsrEVvqw2KZUuwcvml8HgdaAsFRToXNWokrGvXSAwjcROcqjxkPBpctWMDepJJbBxfI9EPPb05dOSSSKVCCPqov0/KnLfVpMfasQEZJRXkLxVGBJkRnPV7GQNgN2DDWK/EAnTEfciQaxn1i0HJivwliEQ82LZtHXq64tiwth/bNoyixaBEi0ktZH5jU6MQ6BmdwJiEyfFxrBsZwt7NU/jp9+4RtgHpVYxOZURrwOPE6okRIerv2r0Nt952I15+6QU88/STeOXF5/Hsk4/huquvkPniffd8Gwva+8dg94RgMragLdmB8TE+mX7cffMdeOPFV8USiyBGNjVBjeD3AQ0LWdmd0vvOCPX6U+DYh8Dh94DpT8QmhzfTcufI4WPoSifE2Za639UhOzZnw+h16rAx4cRUyosdQ1k0NxSLzdRAzI5NHV4MeLTwKUuFtMxZUm9vP6LRuFBLfFqGj7fhwJ69SCTT8kakMwrnQOT/kaaxbdsORJNtUGkMslUtLKtC//AYhobHZWY4PDwKbzCCZDaHWDqLwtIy2FrsKC8rEjrOd2+7FlftmMShnesExGIOHSb6ssJ1unzvTtz4zatwzy3XYcvqYezfvkUMOzevX4P2REgG1Gt705jsTeKeG6/ARHda0sG+c92V6Ay2oj9kx217N+DyNX3Y2RPFtpQZT3zvkERL1jQ2YXR8BMuWLZE5CkGttroBGS54Mp1YtbJYUuJoF0Y+3uBgv5gXUJbGHBBa1tMQ1uMMyN+Ujs6Uw/3HpSUC8hcZUxnzxxD1xWDRNsPnDKBJqUNP5wBC/hiSsYz8PH+Wm2Taa9HstMVulY06vQNpvkpjBOaW0NygsrxCMj6o+GhSNaKipFQI2olYUra+NErwuAOilOHPutwtWHzpJRgYWo/vff83uOKq76GtbS3GRrejaFWVKFw6k1kUL12JhDuE8Z4BWLU6OCw6+F020O7M0dwCk9EG6qNdzWZJcPO12MQEw+oz4IpbLsOCs8/EggWng0FHbP1Y/TF8nAspApOqbKVUW5z/0b6e3n3MGB7qyArXj9tgnnnnaAIpt72GmnLZ6HK5oSkvkHkdwbB65aWyVCGgcVmRcDeD1V9t8TJUrrpE7PMt6rk54bz3H3l9DE+aB1K20PPzRBqnsgIk8HFBwhab9+PjExxp2jCUjINJi4bqFehI2NFiqIKlqhRdLQ4EFQrknXM2iouXwWjRzG3hXUGEba0YyWTQE/HAo6+FS1MBVfGlkkdC/iIpPXTaqavIQ1H+19DUkI/h7iDWD6Xh0VfDWL0MJRefjYhNJVxE/jsNinLo6kthqC9GoFmFDUNp2JTFaCi4GFUrLkQ2ZEOroR4XnvcFpONuXH5gM/bsWId1Yzn0tUfQVF+Coe42qRy5NGOGzL6de3HZ3n2oKCrC18/5XzKPffyXP5cl27rhEawfHcPShQthNemxccNaeD0ONKrqsW3rFN75+1/wh+efwe+feQL/+PPreP+tv4Iu8jwL/Kz42rtkSE451cT4Opmn3HPTHXjmt0/gz397S1bIBLNPjs8K8P3z6JyZIYGRt//6kUdFqsRPsCunJvDL79+FW265CTd9607cd+/94qBzPQ0sFZXYmA1jc3sQ91+7H3ftncIDNx7Edw/ugEdbg5FMABsHUmJDv20ghCsns7DXLcf1e9eL0oKyKibI7VwziY3tHbj9sgPYPrUZHq9fNpCUalGxsGXDOuzcukUqnXQ6A4VaKwlqzNAgWXpsbAxDfb3YPLUJy1cUYNP23di+5wCKK6qFXkKDhOVLFqMkfwmGO5Py6co/prauRJyexwe6JIjcatahIx7A6oFu4cJt3bwF1mYzTNpG1JeugFVVgdpVC8Ht3APf/zb2b9sgQ/b9UxNo9xihyPsa9g3ncPloFpd1OoA3n4bf04pKhQoHLt+Pr573ZUmBo0VUdWWdzNxo9W+3OWWbyvkmAZ+28tTrWkxmSXljktu8RVXAGxF3Z2Z6EABJdB7sHxAwKy0uQTbZjvZUDr25fpkTUlUyPrYeJr0dkXAauQ76ETYLqNLdhZb3HrcTnLdK0LnJLK0waUVNTToUFxaJRRdnhgRAfmpzQeF1+9Da4kZxUTmKiiskx8TnD4MUh/POOw+Dg5O469u/wK5dt+DOu36Brs5xWIytom1mi56LpbBxZEJygJkJ0lBRimwyCkVFJZQ1DUjSiCLXJ7khwVY7bPom2O06mNxq7L1uJ8786rn4whlfQvGSJbJkc2pqJJuFCyq2qQQbtpmMK+AijkampLhQ1pjwumUJwja4vrBAXKPnjRH01WXi2cdZbi5EN2eLRGGyHS5YdL7M+Dj/o4SNyXHVhUvErVldXSiWVbwfOYh0laHZAatKApuErhtUsigj4PHw9lzEI9tgAiNdYEiNEZeYgBejbSn4dEooChfDqi0XOVxA14hcawuSBj3yz/sqjCY13AGnaMfpuO5pccHncEn2CWk8Tl0D9JWroCldjur8hTDUFsHYUASzsgimhny0agphrLkE+oqL4G8qwGBQh4mEDR51iYBnyNYkeSTqmmKoqpjXXIyGkqUYy0UE/LRV+Uj5mkWmF3TqYTUpYLfSuccER3Mjgm4TxgfaYdU3ygiLr5/hwRHpXN77xzug7dSzj/4Wm8aHxSG+P5vBoQOXYc/mLWisq5Oc6l899CB++IPvyYb6Jz/6Po5+8iE+/uBd/Ovtv+Aff3oV/377L5gaGxDO4QIOJTtz7chGOVvRy8aO4UG/+M49+MX3v499e3firbcpTJYmV8CQ7S+B7/DRuRb3kd89i1XFJdBpNbhqz2689drr+MlDD+POH9yP73z3fqkC73/wl1CrVehLxrBnYhD71w7BVLlS9In3334D1nRnsHGoU1xTbtyzFiFtAbb2enD7gQlsHkgIzWQ4y/sMYapvALfv2Y27D+7Ht67Yi+/efA029mcFRNVFiyUy8LaDO+XFw5mQ5Ey0OFBdUwdWfcy/JU8u15HF7j0H0D80ju6BEai0RmhNVqka6ZpSVVmO2ooSKcezUQ+iHit0yio01lciFg1A1VCNmuKVIMlzw+R6ye4wmiyy6SYwZkMtiLn0kkM7OTYAblRJDuaQ3K2pQNRYg0hTDa7b0I/rRiJ44Yc3CrA6AiHcctvNOPvss2RhYWluEaVGXa0Kw8NrpeUMej0Y7OkU9xYSk+ura2RWR4DjGIMVW+GqIlGI0NNv+bIVUDaowEqMtlpxpuZVVM+ZOUSSkhHMyozmC4ND4/B5w3A4fZI+F4mmoFHrwRnfsiV5YpJAswOaJtDglDNWVoM0S8hbukxaZPr98fD38Lkwq6S8ohbhSBIHDn4Tm7bugTcQhc6gRU1NHdau3Y5bbr0fjz76Z1x+8A6k030IBaKyMNm2fh2S/gAiDo+ogVyWZgSdLSgvWol0NCpRn3U1TQgFk6BfIG3rSZfSamvQs6YNmw5uxIIzTse5X7kAKxcuhkujRNSmham+CAwynwMng9jT03KNm2AuUhyGJgE+v61ZLmUTrFGD5gUkOpO0TIUHDRNaNQqpBpsqiuE1Nglg8e9MmguruvL8xVBXF0lam7JipYQo0UI//6KvSVYHHWOoV6eDDOeKqxZeIFQqegS6jRqZURIEB9oiMmNmi7xj7TB6YmEhVtMen60vlSDko5rUVTBrqsGNd5tNizarEfnnn4dMexY9Q0OoobzPboNCUY+6hmr4vA60mrXQ1BQhF25B1KpCa2MJYnYVQqY6+PU1aCpcDEd9IZy1K5EwVGAy3YKYoRxJmwKqwkVi619ZtAIGvQY7dmzD2sl1GBsbQU93h7yuezoz2DK1DuMj/RjozSGbjkChKIdaVY762kLEww50tccQ8TsxtX411q1dLZ2awWASGtuPfvBDKWzYbV29Z5uk/ykqy6FpUMLRzCVdtXR/P/rxvfjlQw/g+ReewgvPP4XHf/cQbrr2Shy6fBdefPI3eOY3Dwrnk1nMC9hre6x6bBjoxNRA59wsLezGCz/7Ef75/NO4+9Zv4vmnf4PfPnA/Hn/oF3j22afxj3++g3/8/e3/zdN3x7VhWFvTlfZ1t9mJYyde2GbvvRFDEkIIARJCIAkJxN4bDDYbs5cxGC+M7XjPxHvFjrMTx85Ok6ZJmvXSdOTl63jvne93rp/7h36yAY/E4ujeexY++cNn4qf+4OMvJPBAo0vH9Oi4gOVd4eHX//lXfPfd/+LVt38Hdx9/mDPS0Vhgw/j6GiT4r8G++c0Y6+1GQ5ETx7bP48r+XbAmBmPfYC1Sfe5HovtvMLuhDAsjXZjr60JdQT4anA5kJUTJHUfDjLT0ZKRH+yJ4+X2IdH0QmuB1WHXvj+D68K+Rm6GV0ACuzv4BQQKAxc4i0bWR3Wxt24AtWxdw5ORZxCamICJGiaSUdClX4mRJ4TRdFWYD/b2ZKLCakKVPlUOyOccg2XOjfT1oae1A7+Ao1GkZcBQWIE0ZL46XgmwNEqP8sXPrDOqqysVaVuO0wa5VoCA1BkWM0leHozM3Hk8ONSIqMhRZ1nwsPrkPv/jVz0XekptnB0GIHcCNLRuhTctEVFioMLV8hyRJwZY1pq+sWeEqkVlseWMYKSshKY0J9A+SXD4CIAXMzOsjo8v4/Pz8fBQUFECnTxfixXWNO1atXgdFggqp2gxZu/39qBkMwCMPPXonX1BvkMQXNrwx6oqeaE6gjLuiFIbgl6hIkD+HsVmxcUkICY3C2OQcRqfmUNPQIVN5SqoG9933APr7p3Dpwuu4/ux70KU7UFXRLH/39uZ65Galwc/VFVmqFFmBeQOMCgpAoS0P0aGh0ryXqc+DMcuGCP8g6JISkBAVgtBQT0RrAlDeUSwAyKRtn1WuSAkLgcLfHVX5mf9HnKlEYFxszpD112/NcgG/6sJ8GDVqebAbhIJo3gAZWkB/L21oBD/qVOn0oLWNz7S5cVrjykrQ4jcaxfyMp1q77H64Pnav1GgysZn2t8wkBWL9/YRYIRDyY8vv+404SegD1sSEye/FiY+EG9dggjZvgAVZenGYMORVF+snIn1LaiJ81ixDoOcKhK9bgkSflUgL9sO6Rx9CU1srqluaxUWUmBCL8IggGIzpYCYkNbCM3NeEe8OUHABDnKc8CHBMXop1WwFTbBj6y/PRV5Yj5EnM6t/AEOkhgMkuZI81yyVvsrG1DY1tHSgsrYDF7kBgcJDIWfR6HXp7Nsqdjq4wfboGJSX5UlPr67UGvl7rkBAbJUNZdXW19N/YnSVyujr51CkR46epk9BaU4pnzp7As5cv48Yz13DlwkW5PY+ODoMZ0+wVJgAODnUjNNQb61yXor66EF/94R289ux5bBvrw4H5SbhcProDzxzdiVtn9uOtc4dw++wBnJwZwLO7pvHd7eeAv3+Bj25eRavTjDJTGjZtaMQbL13Hreeu4d1XX8anv3sPL77wHMpqqlBYUoyJoSH8629/wZ//8gW+/tMf8dVHH8rY+vKbb+CJdWvFAZGdGI3rB2bx7YevYPPIoCSa7Nu6A9rQCMy2NsPgvwaT5UbUpvojO3AJ2i0qZEf7oTInA7SnzU70w5qnRWS4F+KiQ8QJUkpgUsZKUxbHcDJohblZKC7IR1BQCDIys6VGcn17J1geRHayr6tTJpsMQx5OnbkKQ44DngFRiFPqhCgJiYiW5jmyrfU15cgx6lFoz0NhgVWO94UFNvDoXllcjOq6Zjx59DRKqhuRZcpBZYkDJfkGZKq5tmuxbXYzts3PSe8GQZl2utKMRKSFeKDbmY2tjRacmu2GWpUIg82O8ekpPPjwQzBb7SJcZmhAQrIW7Rs3idibYMMpsNheAGN6loQMcCWtLC2TSkkfL2+Ul5aBKdE8IIeEhMHX11+i7RlcygTnFJVGDuKua5bDnGuEITsDWl0qLPZ86A1GeROITUiWAAZfn0DExyXBzycQibFJyMnIka5h5hHebZcLDw4SASyj9SmMJhAqlWq520ZExmGdm7fE/I9OzqOguE6IKIZY/Pznv0RGhhUXzr2Gjg3TOHvuZTz80FKYsg2orSiSINsstRK7pmckDIE1mCxHio8KlwQa5h/ObdkjoBno4Y3EiDC5EXr7rICjxojCpny4/MdPxF7otcIVGXExiHBfieQwT5RbsuQ+y05nsraMt6cUhrcvp9mIzsZ6FJiM4BRIOxzTWqgFpAyGazBDUwmABEKvxx+ViZCWtwjvdf8WQpMU8XFdKhWZrM1MS4xEtjZRpCis5WRpV3JYmPze/DkJFgIg/cac/niLs2elyrpLyQ4JFa7TJOT494/1d0NGYiQo3NfHBqIwS4mIwJUwpEXBoo0TC1xGZDAe+I8fiISsc6Qbjy9fJv0wFlMWtImx0ERHI1epQpUxA4Zof2THeMCu9odV5Yc8ZZDEt+ljwkTBQcG/PT0ODm2Y5HeaI1bDGO0OY2KIvNbjY8LFqmm22uR1lJltRHqGDrp0jRAoZIMHutsFdPXpadi1a4cUd61xXSXb2uLCbin3op43JkGJgpIKcUi99d77kmTusJnwyo0L+Pj923j/7bewZ88+kYCxFK2tvRWa9BTc85MfwGwx4tjJA3j73VfFs/bP777C/373Ff7550/w7efvY8dkH1xyUxQwKCJhS46FOTZMRMmp/muRtOYxOBLD0VxoxFR3IxxpSqRHh0oyy+GdW7BztA9bh7sxPzGGqbFhzM1O4+CBPbh8+pSkxX7396/wj398Dfz1S+C//46BwX5ExUcjTZ0ATaQPtrY5cWSiDVa9Srpaxzd2YqajAwNlRZiqcmDYrsHRriJc2boB+/prMd5cidH2RuydHUfX+mrYCwxQp8ZLqIAh0yiMFH3EHTXFEraQHB0EhyUHubm5MmmkZ5rh5h2Irdv3gKpzHldHN/UJYDz6yDJMTMyhbcMA3AMikawzISPHLkGnYq9TJcOWl43SIjuys3TCSGs0ahn1VfGRsgKPDo9hYnyzMJ6k8dWRfqi1ZyA3LQa6pEiJvhobGpZKR04adTY9itMVSI/wxkRrOUZqzHj3+nEkJ8UhIi4Ond1deGLFclTU1CNRmQZ1aiZi4lXIySMbVyLAVuSwi1WM0x+lK1yF+YiLikZZabGIwLmacjoLDg4VlpSNbrwPMrg0IiwSTY21SEiMQmxcBCw2s0hq8h122PIdwoznWex44MFHpXSev8511TqkqXWoK68TATL/bIqkHVYLIkNDsOzRRyQ+iyQUWWPeHdlUl6BQwt3DF2m6LIxOzMJeWI40vRHr1rnjN7/6LfbtOYa9iyewd/cpNDV0ycT61PEjousrMGdi+YP3I99ogP86N3AFZkrNupUrJb5Nl5KOLVMLKC+plzzLxKhwFOSa4O29Gs2d5egYaoHLj5hG/SOJrGJXS64mRlZgtqxRw1mUnS6ARfdGgSlLkpzbqstR7ywU+QunP2oBmfLCae1ucCknvtToMFmBfZY/BkWgD/SKaAEtxmrRC8wbHaU1EX7rwEJ05lpy1eZDEx2FKB/+nv4CrEyGYYIMwZVia6ZM01JHnSIdIATA1NgQSYVxGFNAoo1pSny9sTw9OykcxuQQZOsi4L/2QdGt2jQKdJQ6cO89LqiqK8QHn/8Ojy1bIingTJthGZlFo4E1JRW5yUlwpiaJMN+p9keByhsl2jAUaOPAwYUlZJQOea+4FxZNMIpSAuBI9II1MVAkXo5snkbSEBERAV9/P8QnxKG4tBD5NjNYXJaqTEBLfbWcg3LZAZ6dI7mX7JahqiAnJ0de+yXFFZJfSRtorq0EUQlq7D14RLIEIkJ94O72MEKD1+LXv/4JvL3ckJAQL4Sar58n3L3W4OyFp/DP//kWX371MS5dehpzMyPoaK1BWlIUgj1Xiua4MDsNLksfYHtVGB786RIoghIQ4h6ICE8/tFeVw5qpFT2OIy8PrVVNKM51YrRzAPjH3/HZWy/g8w9fw5++/goLO3ehttCK9iqnFH/Pzg7j2JmD2HNwB04d2IVLx/ejo7EOYcF+UCXFwG5QYpNTh+mqTMxvKEFdrhoDtYW4fmwf2sus6CwyYKJIiydb89BujkGE62/R01iHVEW8ANy+raPYs3NO1iyTwYqi/DJUFFeKzMaRkQCTKgzVxXmorCgWlje/sBKqVAMeXbYOubZyjI1tkb6R8d4NGNzQAt91rqipqhZbTmicEopUA9KyrdBlmWA0GuUflKEKZQUWOGxmMXqXV9cg30FDuBc2NJRgsqcTz544hBpDItrMCShL9kGtPgwVpjhE+jyBgzt2YfPAGLb0dqK9KAepwavR7syUsFe2eD050ychkw5rJpY+9hC8PNeJoLu+vhFZBrMEGZiybSgtqZIXDCUllJokxsWCPufiAoforn7x85/Cw30d2tvWC/BRakLdHyfGAD9/iazn+kvG2NvTRzy0XEUefugBaWXjGwYBKzU1DYlJavCFSNaZomfe5H7+019I5L4hPUsICt4ByfgyQUYRE4slDz0s63hMRKQ4TX8ZAAAgAElEQVTcCPk59gOvdV0nN0iu41zPN7RvhK+3n9whH7n/YdRV1mPfwpOYHpmGKlaBzUOD2NBQh3yDXiax+pIiGFM1UoJOV4leo4W/p68QIKF+YVBEqWA1OeQuynWO/29CQwLQvqEec/Pj+NlPf4Kf/MAFAW7LYMtSID9TAaM6HIWGNJSaDUgK9IUhOQHd9TWS0mxISkJZXi6cBgN08XECTvQBk/3lZMbUZgIU2+OYAs2fMyg1IThAEmB4I+Qkx5AD2uKY+MJkF36eUx0TXwiiJFb4uJsqQ88xp8/oAB+wYMmsVYp2kSJrssQUS9MwQB8wU5UqbDqYUyJg1bNfOBQZikAkBrnCrAmDVRsJhe8KRLkvRZkpFSse/BmqymzYvbgda9a5orqsGEVZKllvrelaGFO1yFCpJbUmXx0JRrSZgpegWuMPZ3IAsiI8UZSZBF20P6yaKLn9meJ9oYtwF2VDhTUXOel6sV9SFWCxMCi4AHZ7joBPcYEZPu5rYDWZJB7PWVCC6OgkVFY2QpOcKgHFCeok2JwF6O8bgt1aDKe9BrnmMgSGJ2H7noNoaajFysfvQ1pGKHbs7ofDrkOmLgH798yhqa4Ygb5rYchQo7OjCeEhvlj+2MNYuexRPHb/b+U2zPsw9Z1V+RZ01lXDxc01GtGhegR7qbGxaRJl9ibYcwrlL3PztZfw+Weforq6FpFhCbBlF6G/rRe/f/11/OWT2/j0/ZelJIUx7Svu+xVUIV4otWVix84JDE31YXrrOKaGe3Dm4B6M93Zi3/YZ7JwbwexAMwrj3GALeQwvPjmEdy4s4sy2TUj2W4Uju8bRX2uF0eO3GLMroPZ+CMNtZTi6uIBSmxXZKfFoKs3H2eNH5X807XtkMcl2apVKmJTRoBLeYkyTvtm4RCXSMnPw8JInsGK1BwqK6zE3twi9So3hjjZ0NlVCER6AA3t3Y2JyWjqFs62FKK5qEF8uO3ft+dY7drkUJSpLi8T7mm8vgDXfgqhoX9SVWWQ6PTwxgLdPbsPOpjw8NVyHhQ1OJHg/BALcpeNn8Pq1mzCnaNBTWyz/jTW5KjgNyeiodqC+OAcvXjklbyD3/fpHoAiUQuWSolKwMF2ZnCbRWM0N69HT1Yvq8gqp1SwtKUJIcKCUHVHaQsKntqZKklrI9jry7Sh0FEiSM0uJOC3zNsiYemr2mABNx8a9v/mt/BqSKAQp9g+nqNNgNJgFAE3GXJkcH37wERFTmw05UCqSxc1xlxDhNHjvr34tzC9Z4NDAIGGKeafkn5MQG4eUZKWIq4VBjo0Tv3J4UBgY+sr78dTgkEx6eXodGFLBeKhKhxWVBXYpkScDHMlpNioOmuQUlNmLoIxOQkJkMgxpBowM9uLwgT0inPX39UOu2YCigjz80MUF97i4QBHugYaKbOgUjKtaC3WYPywaNWxaDbKTElDncCDGxwfq8HBkJSbKc3JICNIV8bDp01GWlyNZfQQ9ghwb5PhMoLvbHcL1mB+7myAd7ukmCc8kTZj2zBsfO2gYp6VLVCAtIV5kHSRZGLNPF4rH8iXiLSZYcp3mes7bn2RQShRWLCrtBjgMiYj1exxmbRQ0Md6otumQmRCIlHB3WFLCUaSPExIjwX81fFc/gjBfN0yND8F17RoJkc1PiUUZY/U1SsRHx0iqd7Y2VaomajNi4IxbC1vEcjgSfFCsjZIkJYImhfzcYpjWnqOOkqzL9GQlVPEqUElAgTytqDwTMeSkMN8Ac6YGKUnxCPb1B3XHqeoMxCWkwm4vRVJMkmhEQ+PDEadJQmdnNwZ7RpGTUYgSZwsqGrrQ0TuEk8cOYsP6Msxsb8NTF7dg//5hdHeW4pWXnsbM1EY01TtQX2OH1ZwmPdwpSbEY7N0AT8a5kYAMDkSQhxvKbLnYu3UGLlOju+Gw1GPZg15QxZng7xaJpGgVRgeH8KevP8d/fvUZ2tvbRFdWZC/B7OgMPrz9Or7+8HV88u4r+OzjP+DQgcPYuXkal04exSvXz5MfloCsf/yD+f53WqMWt27G9vEBvPfieehCVuDEcA02V6bD714XJLrdD0PEOjRYtFCEuKHBkYaLY7Vo0Xihs9yEYose7eUFuH7yEPZsGUWWRoHJkUE019bKaskEEk4nWqUGxayazM6C3ZSD0OAQ6DMzEBoeAne31VjtuhzbFvZibtteUbjHBIehd2M7hvq6MDEyiD27toukhC6LHHMeMow5SM/KlngtxmwZs5lErRcXho3yiFwjYpNjUVpWiI6qUthV8cLoDlXmYu9QB47ODuLmpSdxcs8WlFiL8e6bn+F3732O3dt2oKu+CB0VZnz7yVvAt1+gvaYQrz93HrmZKqx8/H4wzp0A2NrchnRdFtK0BqhVadJ3zHWWrgf6nJ2FDrmVMZGFNz9GX1GvRz0ei8fJ/MbHKkDrGgvPKUfhGxZF0UuXPCbTGsvROSlyba2rqZfPceJj+xxB8InHV0nnB/WAXCOZ48co/ixdJipKSmUC5ERKMuaRBx5EsH8AmGZNEGS9ZUhAINJSNOIm4TcZ3SUERcbnhwZHwJKbj8HeIdSWV6OnbT08VixHwNq1Ij5mFp/rkkew6tFHEBschLzMLAFAVYJS+lOYCWjUpgv4xUXESL/JkYOLGOjrF21kilIhrXe//MlPBQCpwdMmBiNo7VLE+K2TIiTeBDVR4TCpk5GXmgptdDQIencfTCBiXh/ZX05KnOa4opKw4ARI4CPo8ZmR+CRH+HPG5XNKJABy8iMo8tfyx3wmGNJffHcC5BQY6ecFr5WPI9jDVdZlrqicICmvKcnNlNU3Mzla1mBbphKaGB9E+T4h02xswCqU5qUKACr8VwqDa0oKksDdLEUQXB/9FZKjQ3Dt8gUhJZjwkxEXArs2EeZ0HaIjY6R3Os9olOTyAnUE6jKiUaIKlM3GqVOg3mESFjorORr2zBTY9YnI1d4peqc+Mzleicz0bHkDZWkWu6hjo4IR7O8mBCIDDtauWIVVj7uKWD89Mw85OXaUOUsR4OMNjyAvbNu3A4nJSeje2I+aijYUOGpQWtMGU74DX372Ad64fQlnr87hzLUtOHBkAOcvzOH0mS3YuasTR45M4ZlnDmB8rBW9PbVoaynFzHS/MMwL2yexvqECa554GI0VTsxPDsHlk9//CZ/8/husXOIDZWwWwv0SoIrTYveOnXjj9qt4862bOH7iEI4cOoyDew/g7LGTwLd/xe9ffx6/e+0Gvvr0U7x5+y2sb22XOxAz/UhSfPrBbXz8wdv48IP38a9//BOL87MSMDDdWiJJMHXaAOzdWIgtLfnIjfNEdrQXDk33waGPhyHWAwtNFhzdVIWuWjvK8rPgvfQ+NNpNOLp7BunKGHS1twpgDfS0oaTAIgd9oz4bZk0aGouL0VRZI990nIZY/BMT4YsUZQxsBQxNrcTczHYM9Q1Lnl33hvWYnRrDsYP7oFTEiD+W4MLpj2bteFUa0rMtcJRWIywqFuziddqtsOSZpIs4v6gQkwN9aLDnojk/A0m+KyVnkG6DaoceY71t2L/7KM48/RI++/IfePGlm8JgvXL5hPiBt412i4r/ytMHYDGkINDXFZ5uq2Wyo6Gc9zNfnyAkJ2lAMoKpL1xnvb08sHrVChEm19fWCaNLqxq7QtgPnJaqFQkKE2L8fQMEDNnSRjcI+0JWLl8lExzJFIrIme1HYoSyFfYPc/rj9EkJDEEqOjIOP/7RT1BaXCadIQQhTn8EuyJHgazA1P4xMou2NwIgXUUEPFrpOPXddYPQEcK/F/+7GMjK/o/N4zOYGZ8UKYvNYIQiJAT6pCQY1GqEenth9ZLHEODuBRMzH3WZiA2PRESAHzxWrYDXWjcwcTrI3wOhQd6gVY9RXe5rlyMhLlzAjxOg96onEB/qA+r3KB5OCvRHLKUUnm5gtHysry8UAQEId3eXZ318vDxHeN3pCBbiw8tdfMDZ6mQBOYYisMODkx1/TBBkECoBkpMhAZG/jhPf3RY4giEfitBgAUAmTtNzTPALYktdWAA0cREikyEIUghNWQ29w5TAcBKM8nOVfEPemflQBK+BKpLRXmugCl2HjHh/JAeugudjv4AxOVwseZS67Ng+Bx8/XznlUL9IYXhFQaG80eozsuVEwbAPpjHlKQJhSwqBXRMDKi4YAFKSb4EqLhoaRbQQMbQSFueZxZWjVaXBnl8ksi0CIIksZXI8Hrj358g1psvAQrWCzWyHISsPVnuZyK345klVhUIdj+kdMxgdHxNJVqo6C8nJ6YhNTkVadhZeu/kMLlxYQP+YE5sXavDC6wsYnynG9t0teOnWfrz5/lM4cmoCl67twe8/eR67943h2o3jaGwqxNOn98Fuy4CP13JUllpQX10Al7OnzuPF669i3/ajMGrzUWAuR3fbAHZsnRcA/MPH72F0vBdT06OYmhyVu8GLVy5JFd4rV87h6umn8d1f/gtbtu6EPsMon9/U0Yw/vnMT7772Cl67+QYOHTuJ9c1NkpJyeKgZk6U61KcF4vhoHboLU7G9uxaXDuyAMS4Qsx1FeHpLOzIDlqMpNwWtpTk4unsa013NUpzeWWPHeF8rRjb1Ye+e3agpLcC5k4eRkpIiax6LsZnn17thgyQX55vNUqRdYjUgxNsN4xNTKK6oQUxsAsbHx0UUTEvZqaMHRSjJekVmE7Jvo7y8HAyL0BnzUFBRD1tRhUyFeXl5qC4rkqOuQpWIxvWtqCorR1t1pUTmDzUUCViXm9OhjvNH5/pG7Nh2EKkpNoyOboXrqjVgzFRrdRHCPFai3JKBsc5GWYHV8SECgPxGZrxTfr5D7m95FoekuNB2lmXIRlFREZKTE7F69Wr85Cc/ESvcypUrERUVhcDAQNCWxoSciooqZGRkSZF5crIK9nynACqfqROkR1erVklZOb2+1AZSN8gGOQYdEAjpQOEKTDE2ZTAURDMxSJ2owtqVa+QWmGs0IzIkQqLu0zU6eKxxl/U2LJAylXikKjXg1+Tn8hCukZVXo06Dt3cwdLoclBRXo79nCLNTc/B194b7itVyk2IKdFJkFALc3BHs6YW1j6+AMiYeHq5uCPLxE+dHEhOVFbGSWlNUYEZCXKiIsHmHDPRzl1vQz39wD+5x+T58V6+WqUsVFo5YXz/oYmMRRw1eeIh0vyhDQxHn54ekYDbHecrkR+tbQnCQhKES5AhcBDcCmioiVFZdVlvyQeDjJMisQP6YN0P+mA+CHx9cn/k5AiNjthi3xclv3bJHJVmaKecMZGDBOtNmCICUv3ANJhGSEOIjvcAGdTSMKVHQJ4WK3jRXFy/ibt6ck4JcZQJMCliNKosWScFuWPPob7FiyQOiU6UkTKvVotRqlvRp1h/wjUibni3/5qwxYL1DPpObtAkwqRUw6VKE5DObckBpk9logCElUVK0eaLISE2DOlkLduEwpZwOJtafZmXqUFVeBE7jjErjWYfedF+fEFTVtkiKO88zVpsZJdXFyHXmwVlWBJ6ZqqsaUF5VD4PVgpWeq3Do6DymtzTj8NlBzO2rwbnro5jfU4GxLQU4e20cz766CzffOYqRzdVY2N+Hl26dxGtvnofdmYbKmlzsXpxAjlklk+Gz107BhevJ2OA4tEkZSI7RwpLlhC27EDvmtuOD372Njz99Fxs661FRVYCRkV6UOe04vGcBr9+4DlpRLh4/jrdu3sLVGy+jbWOPpIfwbvPOjev41zff4Lt/AZsmt8But2OgpRY715fgyQ1OpHnci52dJegrMyDZdzm29LRjW18b5lotSHb9GfYONKOn0gFjSgy6WkpxcueEWMc2VFrQu75CNHX79i4iOsgXx/bvQlFRIcrKSmDUKWHJ0goDbNDp5J2NSb5p0SFScN3Y2Ixzz1xHakY6+jf1SXhjsJ8XWmoqcfLQXomA0igTxdHR2zeAwpJyaNKzkGnOF8cMk6apmbPkGIWST1IqcObcaSxs34Gxni44dPE4t3MUXcVmbCjJRU9rJUYGu1FaVIv2lgHMTs5AGRuNDU31oG+43pmHQqMGjiw1Xrr61B0Ba0wg1rk+LiwzbyFkYsn8xsUnSfIKMwCZwRcWFoIlS5bAz88P1EyxrS0zM1PeDAIDCSx60AlDvy7Bj04NrrR8CBAmJMm6SgEp/cEMNeW6TOaWqTLubt4SpU8nCiP3A/1D8OD9D8mqVFpYIoDmsNhlFWYLHYkRfWq6ACLBkMAX6BMAr3Wesu7GRcbCz9MXUaGR0pOiStbAai1BcGgC2tv7MbhpAt/97Z/CMnuv84TX6rVY+ehSxAQFIzY4BMroGEQFhsCsz4LnGneZALOo00zXSiIQo5o45fP4zdWbjLhOGy9vKG7LV+A/XH4oQmhFSBiivAOQGBQKAl4yCQveh/y8EbJ2rYAfa1SD16yBKUUtHb7U/5H9JaAR9AiCd299nPoIaAQ2CpnFJuexTrSCBD6uwvxagifXX5IjXH/54P2Pt7+75UoMYdUnKwT8KMmh3Y7J0nSq0APMiC2yylyDKYXRxAYi3Hs5CrLVyEgOQ642DvkZSTCpwkXIzPRrBsDq44NgyUyRW+gvf/lziVNjPqfDlA2bIVP+fWJiE5FptAj7SiVBWiLJIi2seg3oriF5wTdGlSZdulY48LDiQh0XKb0vbCRktQJXWgremcNJEtFoyASTxpXJd4i44mJ2XZciJCQGxpx8jE/NymuVFQhegZ7IshpQWVeFLKMBTz19Dht7+qFM10KREovzVw5geLIaT57qxcLRFpy42IM9x5qwcKgRC4easPdEJ46dH8OJi9M4eXELLtxYxPFz2zAy1YLF/RN44eXT+NNf3sfXf3oft25fhYsz3yJSggyVHvmGAjRXtKOlpgPtzevxxu3X8MVXH+DpcwfR1deElrZKlJfYMdzfg2dOn8e10+fxzNNncPnsebxy601s2bYTluwc1BUW4uULF/Hea29i+57DqO/sx47di+hrb0Z/iQVvn9iJhd5qtNk1aCvQY0tnHYabq9BTbsN0Yy5uLA7g8FCr5JdxfUlLiYX3Az8SJmrrphYMdjWho70Fp08eEynBwIZmbN48hc6udlSUWLC+gaxwAUoL7chUKuG3YgUsqgQ0OKxobmzCsbNnoM7Qor6lFs9dOYOoQA8U55tx5tRx6bkoK69ElikXja3tEumTkWkQ90hnZ6dMWi0tLQI0SmUSUtVxGOxuw3hfL9rKi1BrSsT1xUHUaBn5vwZ7N/di77YpvPny6+ioa8FIWxPWlzmEGDq6MC85gmTPGaH1/uvPITbUC067Ed4eXIH9MTc3J2JQZ1G5gDFdIVpdGiKjo6BIjBeZD0GPd0uT6U4uH6dGDw8v+PsHig4vK8uIvNz8f4MfM/x4V2R6DLs5QgMDZF2mXKamqlYIEr7QuW6HBEfcmQZ1WZIz6OHmKSsyS43YGseu4scfXSaEBCs0YyNikBCjkGN6mlorwmySJSQ5uDKzwtNiyhMgTFQoJZiVAJhrKcWVKy/i7JkrGBmckPNEY3U99CqNsMK818aFRkAdlyAAmJakgiFVJyk29P2yiS5do0SeSYcMrRoJ0fHIycyE2ZiCh+6/Bw/88mf4MVfglWuQnqhCYnAEorz9EOHhIexvQpC/NLYR9EiAZKtVUohF4KNUhTWWbHCjOyQ9iaAVItMawS7AdaWsvgRBsrt3J7+7Ux5vgHdXYQIiAfAuC0zygR0iDF+l/5ghukyjpmwmyH21yGkkUj/ER3SutJOSDaYFjlpXU2oclj/wUyRF+sKSqUS5LRNpcWSC1yBHHSGrMH24FEonRvjjpz/6Htzd3ZGVnQfWudpycqS1MEOrhyJeKeCVrjciIT4RKoUCdIXlZuqRrdeLgD7bbEOm2QGdyQ62DJYWFICti+kpKXIbJvDpMnKg0mRIkpHRaIJCoZCpk9Is3uXj4xPg6eGHgIAIFJfVoq2jFxs29gjg6bMzUVxZim0L20W0PTw+hfmdu2DMM8FalINNo804fmYz9hzvwrELm7DveAcu3ZjG3GINLt6YwY3X9+L52/tx9aW9uPrSk7j60n7cev8S3njvCvYdmsZLr57Fa7cuYsfCKOqbCuCyZ+c8br3yIrZPz+HoniO4dOoyzp24iJ4N3ZKk8OwL5/Hqrau48uxxbF+YxPz8BPbs3IaXrz6H66cv4dKJU7hy+gwuXbmMo8ePiTe3ylGEg/O78f/+/Hd0D0+hd3oLjp4+i+GBXvTVlmGysQw7+pvQX5uPrT2N2N7fijqrAcFP3IvM4MdxZLQWU7X5SA3xRFIybTDRcKqDELXkHhQZkrCpuwm01Zw4egC1xbnoW1+LLTOTmJ2dQYZWiV3zm7F18yQaq6th0aXBolFCF+ILdYiv6IgmZ2dR3lCL6oZKbOpqRm2xFY1VJTh59BDsjkLR3vUPjSI5RQvXNesEXFpbmtDb2YH+vh40NDQgOiYOBkMmstOTsX28H8PtjZjuqIE24BEcH61FudIf3r9yQX1eCs7s3YKn9y0iPy0NjQU5+PYPb2LXSB966sqli5be4IPbpkSh7rN2KVJV0fDxdEVsXCTOnDmDeEUiti/swcTmWXT39Emo5PqOdhGXmrniOxzgWs61mGDHFx0tf5z6ysoqRNbCiS8pUS13PTK89BOz5Jw3PCa2kDShVIb3v0KHU25/tMY5C0tllXFb6ykaQEporHk2ATiusiRC2APMtZcTIH9eVVopa25SXKKswfw6JlPzubqsSqpCORnmWwvw+Ap3VNS0w5BdgMLiGhw68JT4j6cnZjG6aQx7duxGZooWSVGxQnbkZhgECDkFkvwozLXKVCip1XkmlDltiIsMhduqtSJQn57oQJDvUtz3s+//HwCuRkJoOHRxCaK/i/LyAisqeQ8kCBqTk4UEyUvTyvpL0CMYsg5z1YMPyI2OOYH0CXNSI8hxquPaS3cIXR13P0aig+B3lzDhykzAJAPM6kt+nt3CZH0JegRCVXS45BB6rVwqob0x/p6osufK+stcQYajcgVmAg1ZYYYhqKP9kRIXJKJ7VZQf4oPXSfgAwwp0MT6iiigyaWDJ0sgEuGzZMhEY5xeUSNKL1XCnz5nF9pqUdNFqcuon2eW0O+Q1wrMI78GmXIdoZFMyLMgy2UXqZKZNMYN1E3rQq261lyBNb5JJkdsGbaU2i1VUBrxf0/mzZq2HKDMSknWob+pAVW0TrI4C5FjyUFBchMHRMVBqxrQmQ44ZtU11yLVn49SFPdh1cAALh7vw1NVJvPbWISzs34DprfXYd7Qf84sdmNrajNHN9RibbcGJM/O49sJhvHL7LM5dfhI3XjiFp88uYmS8HZeuHoHLgYUd+H/ffA38/R/47uu/4quPvsC3X3+Lv/7pG1y6fBbP3DiDfUfnsO/oFmzdOYTJyT4s7prHhRPn8MozL+K5i5dw5czTeOn5a3j3rdfR2dyCqoJS7JpZwFOnLqCqtQP5NTWwlpVJrPX8xCRKcowI91yBpOC1olNS+rsiZt1yqcLU+j6C0aoMfPLMcaRF+CIhMRZmcwbMMe4wBj6Ogow4TGzqQOf6Zrz+ynVUFeiwvj4fo6N96OrqkqTh9Y3Noifr7+yWdaWjMh8Kr0ew/Dcu0KYkoKapCbsPHpZIbkOaCnvnJyXe6vD+vRgaGkK2yQyuv/0Dg1IAztrL3p4uDA0OiCSmp7sTJSUlMGSlS2pFe1UBFgbX4+jkejiT3XFgsAItOUp02TOw3pKETVXZuLRnOzrKCmXl3Tc7giMzo3jz0hkpZMrXp+DpJ3fg7VeuwX3lwzIBxscEIzDIB9u2bRULH/MBt+5YQGlZBUbGRuEsLgKjwnmn5HmhoqICBEOr1YrIyEghSpi/WF5eKWktarVGJj66OXjbYzABX5hadYp4KEuKioU4IElCtpgTY76t8N+To4ebN9at8ZCwherKGmHtKEVhITsZPE52XIM5FRLsCH588EbISZCrMYGSzzXl1bJyMaAhPlErHSXHTlxCZ88Iblx/DYYsM5YtWSGrMJldBp6G+wVCm6iUR7CXL1LiE2HJyoHNYEE6JUJGExqqK6BPVUmRU6R/uIjOt860w5Ybg8cf/g/8h4sLVjz0AIwpKVJvKf0eoUFIjeY06IGMhDgpJyfby5uf22NLRP9HDzpXVaZDuz/xGII91kphEsGLYEjSQh0TIXpF9pFQysKPszCJmj4+CJj8OD3G1PhxgiTY8eO8/3H15YN3PzLADNylJ9ln5VJZgwmEd4TV6xDivhIrHvil+IxpPxMQjA1GmI8reBfkKswJMDlkLTIVAfJ95shSoqbYKlrI73//h/ALjoQyRQ+tKhUljkL5/8c3sTtWSRtiohXQpOgk9ZtAmG0wgaDILEoWc6nSc5FmsIjvXJ2QJG+cOSaLhCtzrU1Wp4vXm68jbhr0hPP3cDqLZSsJCAxGWGScBP3mF1RIPSqnUlWqDu2dXejuH0T/4BjaN/bK3b2+uQlKbQJ27pvG7EIPpne0YPFQH86c347T53bg+nOH8PuPn8Pb717F+ct7cfr8Aq49fxwnT+/EoWOzuPzMYSzum8C58/tx47mncPDQHL786h241JUV49r5M3jv1mt4/sol3H7xJdx6+WW8eOMaXnzpGs5fPoazVw9h+94RnLmyH9/89SN8+eUf8M9v/44vPvwM3371n/j2y8/x588+wIdvvoqDuxbQVN2EEmeVKP7zSoqQkpOFipYmOMrL4LAXYWpkDH1tDZB4KYsOFUYVyjI1MMYEIDt8OSq0/rh5fAeGmyvg570Wlpw0FKdGwhi8ClZNhJAgTDG+duEE5sda0FRuwMzUMLbPb0Ogty+Guwcw0jeC9qYWKcmmQJS+xlC3ByR0sayqUqQtM1vmxMXSUF0uzO/hJxfR2d4qaSd1tdXgyhscEiadG1XVtVjfvkHEwqyGrK0ogTVbD2deNnZPD+HA2EZs63BivTUOWeHLcGrLJjx3cAcubEUrxacAACAASURBVO9Fa24C6rJTcfnQHpw/slc8nAN1lcAXn+LMnl1gFWhnfTn+8tnvEOSzCl0ddaDafdnjj+DZ567DYrNK2MSzL7yMXQuLEg+eacjC7j0LQnqwKJ0Ket4m165di8HBQTGPM6GF6c9U21PYzPgpTn5cgfnCpCSGurxAXx8RTTNRhkEJdptDiA9+TVamCQWOYvBet+yx5SJebmtZ/29ig6stb3oEP3Y6RIdFyTcVJS6eaz3k5/wafnNxPeYanJ1hlDWZJIharZdvgp27D+Gjj77C5ult0l3CP4sBrgTWYN9AIT5IfliysuHIyZOJMCY4AqkKLVIVGrBQh/0uZkOGuIISIxTiO5+ZbMCGdiPqKrJkAlz1yH0CQgwSZfIKCRD29PL+l61Kkl5e2tHCPNzFopajSUG1PR9FuTnITk0RUGPxepY6SYCNpehcWwmAfHAqzE1PFXDj5+6CnSI0UNZnpswQCPm1BD6uvgRSgiHXYV/XJwT8CITspqGTJGDNcgE/ymEoiGZ8FidBPug5lvRoY6rEUMUHu8OcGgubLg6RnksR7vao3AN5GyQR6O22BgRAVqTms2c7vxjUdLKvmYECxvQMmeL5JqRNzZBua8qhKKMigDFRnHfC9Gy7TIBUB/Dfky4hrr/xiWqZEjVpBvGRZ2XmCJDmZOfJbZmbCeVk3Ky4YeXmFiA31wlHcSUsjhIR/dvyneISqqhukmmSuZ0MLrY5cvHWB6/g02/exM23z+DTL1/CHz+9KT2U//rn57j7+Ps/PsNf//YR/vW/X+CNt5/BrsVRzO8Ywr4DM9izdwpvvf0sFnaNYtv8Jrj845uv8T/ffgP893/hf779Cv/1pz/iL19/gr/9+TO8/8FNHDiyDVeeP46BySacuboXF64exOu3b+Cj372Pv/7nn/DnL7/E5x++iw9v3cAX79/C3774DLdeeR1HT5zGjn370bCxGZVtNegY6kLvxAjiVBq5RR3YuV1CDNi3wbh5rsBWVSSMYU+gRO2N60/OYXNnI/zWPgZdQjBKM5NRlBoNY7wPxjZUScPU/oU57J3tx8YGB2rKnaLl40G3qaIMm7p7MTM+juGeTqQnRyErIRDl1jRUlBbi8NEjMJmMMjH1DQ5Jei2PtPsX5sW5Ullgxqau9Th54hhOnTmPkemtmNm5D2W1zTIVJsREoMyShUjvVcI4M5mCXR9K/2VwpPhgvrsEOTGByAr3gzXJH53FmVJQzQ4GJk0zjr+lpAR1NjsyE+OxobYc9uw0PHfpKSx96Oc4uH8bHA4TXL7nguMnj6B1fRueWL4SvP89e+N5SdnYtWsXdDotfviD78l9hW6QqclxPL7sMTBBt7S4BLXVNRJUwLAChh7Qm0v5C9/RKYWhGJpSFV9PD/k6CqYJfnyhh4ZEIigwTNYevvOrlal44L6HpXCJYQpcZ7ny8sVPwsNmtqLYUSSTHW+B/FiAtz9KCoqxvqlNPs5pgyDICZGhDZwq1671QXy8WqyIOaZ8dHX2I0GhkggvFqdzouRNMS4iSm7VdBqk02eckAhtoho6ZRasRrtE47NMh3mAiZGcwEJR7SzAW7eOYu/uJhzbP4RlD/4QD//8BxIy6u+6VG5qtoxUkbCIJCXojh2N4Lfkl78Q8TMnP+r0KFNh8TknNt7qTFq1AB1BjOnRBMF/3wX9veXr7k6ABDcCHe+HnAZ5Q9QlxsnKS7ZXHUM9YKg8r136kAAgPy7xVDFh4hyhI4RVEgxGYKo1XSVV9hyJxmKcFm1dlMgw4zAl2lvcINyWPB/9KQyJQWI/jQnylPJ65iKycMtZUguHo0wYfk6BWQwdVafIG1iOyYrMzFyYTPnIyGRCi0HE7GJZM1mkdZGTnoVylkyTrL/m3HxkGnNlSlSm6EBJDUGUb56qBLXInqhIYABGeoZeukFKy6phtRahuKIO7V0DcNhLkZdL90gp+gen7lTB6rLFkcQGw3c+vIXv8J/4b3yJP//1ffztm4/x7Z8/Fd0x/ufP+O7bz/DZ52/jvfdfwoe/fwXf/tfH+ONnb+Ctd67h8NE5bJ7eiEMHZ1BXa0OBIx0ulKr87cuP8cbLl3Hy0BxOH9uGd966iosXDsBZYsDs9k3oGKhCXYcNHZtK0NFfjomZLoyN9Uo93ntv3cZrzz+DS8f24J0XL+PGxTN4+qmTOHPpAgqrS1FQlY+SxgIU1hWga6wXJbVVSEhKxIFd82grsUIf5oo2Wyrq8nRotGUgM3I1dIFLcXnnCD57+aLcMqL9VyM9yh8l6YkwxvthY5VVGC0GkZ7cMycaOqYz71/cLkLpwfZ6TAz2gPq+TT2dcOTeiRZfnBtHTUUppqYmUGTPxdBAN7bv3gersxyK+Fhcv3gaOyYGwJWWxUhlRQXo7BtESd169E7Oo2NgAucvXMLC1mlYGEEe6Q2WoI/1bMRYV4usHP112dg1WIvmPD30Id6IdV+KkzvHpRNEFeGPmIC1ImkY2tCNKyfPodbpRFdTDdbXleP2y8/AdcWD2LVjEhZLpgDg4HA/yisrpMnO08tPAPjs2bMgEcOoocFN/di9sBMUZvN5dGQIQYH+ImvpWN8uwGfIpPc3UryWd21wvONRokAfr5vraglMoGuEUVqcDLkqUwfItYYymNQUHX7zq/tES0jwJLBxtXVbvU5E0eVFd7SBdGfY8/Lh7eYl0x+/jhMGJ8DE2ASZFD/+4A+4cv6y5Lw9tuQJtLXyRXkMRw6fwED/MDw9fMHpcNWK1fJ7UDPIGk3G9DMA1ahNQ3xYOHTJGsSFJSAtWY/GikoJpgik6DgiEj6rPXF4cRv+9fdXcevmDrx7+yh8192Ln7q4yO2MLCqj6FlHybscZS3U7zHoICMxAZ6PL5MpkKDHVGg+37GrhciqSjAT90RIgKzABEBOe7znESQJePw5b3uhXm4CkJwCuT5z4uPn+bUkOgiA9AX7rL4jgCYBwt4aAcbIYInJYvIzPcE5qewBiZHe4JToUCFEGMBKbSBj9kl2JISsRWqkJxICViDOexni/VbApLrTIcK+5u+5fB/h4fEor26D0VSIkpIaVBSVoczuEKF5gcUmkpg0vRnW/Aro9TnyBpZvzpMkaN4D6ekmODodpTAZ8pCUmIJ4hRJ5tkLoKaBn6C2rG9IMIo2hQJqvK765ZueYkJNrQm9/H7q7+pFjtiEsOh6NbRugTNQgTZWBxsYOCf6Ynd8Dne5O5JmnhxvsxRYk62IQGOaK2bl+TIx0orezERfPHsbW2SG88NwZWXG3bR9Cx8YyGE0JaG4tQHdvFbp6KrFv7zief+4E+vtqUeBIg8vC7JSwlEf2TuL807PYvb0dVy9tw+hoLdIywrFhoAL55Vp0bCpC32Qltu3rwb7D4+gfaMTQcAdu334Jz145h92bR3Dj7HFcfPoIrl+/gGsvXEZtewV6RprRO9aEpu4KzD85hfrWStTXFOPbTz/Aibkx1JsSUKmPRGlaJKzKUHRUWtBaqEOm5/14bvcgvnz3RRxanMXF/dvx8qkn0VxoQFetA9N97ehvrsHtqxcx2b0REwPdqHLmYX64BZPdlRjpb8Hs5nFxOFB/1lhegf72DjQ1NGPL1LjIU5y2TGzZtgu1bV1i3j5+YFGyBdMVodg81AXWcDIstWt4M6rb+9C4oQ+tra3obK6BNsITOYoAlJrSMTc0gFMHaa8Lx2RnIdocyXj73CH0l9ng1CcLSJ/cM48mZy4KM+Oxd/MAdIkp+OuX/4Xzx0+IKn1ufBNeeOYM7r/3Hly9+hR6+trwgx+64NCR/WIOj41TwMvbFz09fejt7kFPVzdmNk+h1OnA+uYG6eLN1KWiwJYH9jCwxnJiZBhpKWqwF4VML8MTEuPiRZhM3SI1gMmKePh5eYIR95wAyQJTDM0JkOcKssWpmnQwROFXv/itCKrp5eWqS0DTa9MQHR4hk2Sps0jsbmSW+Xt7rF0HavEocuXnWINJCx+ji6bHJ9Bc3yCymh3bdorjZfv8DhTYC8Wpwt9/xbLHxZ5FAOQ3Hz3pEUFBSFOpwL5lq8EEZZwK+Tn5IsdIV8cjQ5MgQMjy9N72Wnz0u6P48P1FAO+gb4MDv/y+iyQoM4SDfRwsJieJQSEzGVqyvgYl73R+WPKbX90JQAggYJH1vVN8Tp0eu27D/TwlNZqAx/sdAY6AR2Aj+PHjd++EnALZNEfgu3v/49etfvR+SaAhANL+RgE0O204ATKVJthtFXSKqH+DICdA5gYytIEdxIpALyz55Y+kkTAtLhja2ADUFmaiuSgLuhgPRHk8jHi/J5CrYaF6vNjBCIB+fmGw2CuhMxTAVlAl6d/FVjtyMzJRU1YFpVKHwFAFisqakGstlq2BDhHqA8mu3733ZenNd6bALDOY+MP+b7qn2LlD2RYBTZOsRVJcsmwfrFdwXbsamYZ0OIsdoICfvuGMbDM6uvuQpTMgyDsYVotTVu0klQ4V5bVwWp3yWmjvakNBuRVLlv4ayuQgxEZ5YsnD9yAtNRQx0W4wmxUoKU9H+8ZC2ApUSFB6ITM7CpW1Ruw9MIqJqTZcuvIkDh3ZjIXFIbhsHu5HV2sFjh8Yw3NXt2FoIA+XL01ganM1mtrNmNrWjolt69G/uQYNPWY0d5vRvNGM6gYjDhyawblzR/Day8/i6pmTuPnsZbx47SwuXjqGHYtj2Hd8C7qHa9A/Xof5fQMYmWlDY7MdM2PtOL5tCv/z0Rv45rVzePP0Nvzu4n68/NRuET331OWjVuWFbM97wXDUwY31KDfpkZcUjRKDEkVZyeitK8GhrVP4/M3bAoAbG2ow3rceOcpApMe5o7kmH4ODXWBcfkRkLPiuxvsgJx/W7Q131EihdNuGLlQ0toEkwdz0OPZu24xCsx79HS2YnZ5ASpoeJpsTpXWtMg2Wl5WgubJQzOAKrycw3t6IkY4WLM6MyguvxhKL7JgVsMcHYLa1WqLvN3c34PiOSZSZUtBVnYuBxmKsr2rEzs07sLh1XvothnrW49rlU/jxj1xw6fJxbN4yLBPggUP7MDO7GQmJyXB1XYuhTcOYGBsX0TdJmY7WJrD7pL97owChw5orINhUVyvhkcw85JQXHR4Ggz4dTXX1khtIdo8a0DUrV4g4lRY6agFbmlpFAkENIG9/vPkQABmz/+jDSxEZHiU5fWR7JRDBYERYULAAncNqE8aQAQlklxmH7+/tI3Y7ukFIuDCua7CvX4CSrpEnHlsqhVetjU0ikWAUEoMcqEPzdvcQNw/XdA0dITqd1DPyWa9WyhQYFx4Hiniz01UwZyUjMshDEmR816xFdLAbds6X4fcfLODrL85jdqJeJkCDSgH2cFBTx/sapz8ys9TpsfCIUyDjr9weXyrAd3f9ZSYgQY4AyAgpPnjL4yRoyUgTwPN1XSFfwwmRAMjPk93lr+NNkCszgZAfJ1hS68de4egALwSsWymTnz45DtkMQlVEiQiaOjz2TBMMOQkSENPiGYsVLiXrXk88BN+Vj0JF0jDYDeHuS5CV4I+koBXQhK8B7XCMuufEy6iwe773IwnXoC8+M68S2qxCWPIKYcnOFdkRJ/gMgxV+IYlISbciw2gXHaghVQuDJkVuq9SF6tONktrN5HBnYZno/hifZsjJgy2/UE4osVEJcOYXC7DxXMKEoIAAPygSY9HUyuBdDXJysqHUatA/NIw8oxm1xdUwZVtQ19iGptYNcrPO0qTLBqA36thJiY8/fRuffHwTf/nmbRw/MYmNnXaUVGiQqFqHKMUKtG7MxfBkJTr7HSiq1AiWXb6+iAtXd+ODj6/jH//9IYA/wmX/9i3YPt2LbTONuHphAocONOLYsTYMjebjwjPzcFanoqQhHV0TxWjozcbi0W70jNjR0WPD/M4eXL1+Ei+8cBXXL1/Azeefxe3XruPSxf3YMr8RB46PYXyuFVPb2zC/eyMOHBnE8EAhcrUBsCWFYbK2EH+4vBc3j09jutmBnMRAlFq0yIj3RU+uAtuqs2CIdEVhZgK2Dm8SoBusd0Ib4opSQwr6Giqwe2KTFE33tTVh60gvApb9BlW5qdg5M4LhEdZMpiImUSG1mv5+XpJePDk8jBanFf2NVaiurMLCvgMgYcC8vnfeeB1dHW3o6miX9TIyKkba4wY2DWFh1w4wDn99lRPF2SmI8ngCltQkdJQV4MS2IUy22tBTrkatKQJF6ki8fnI/puptyI1ah6ZcFWY2VGDP1Ab0NhRjfmAQ4519aKmqlHKlyaFuvHXrOfzy5y449dQ+TG0exPd+6ILZrZsxxrrALKMQG5SoECQovOaU57l2Ndoaa8XP7O3mCrfVKyQotL9rAw7tW0RtRSliwkNE78XJaXxwECmJiairqPh3hDirBxmcwDgisoAUQ1P/RwKEjDGfecS+77cPCgA2N7aI1IWMLgGOoagMOyDwcVpjMgx/znCEAB9f6R6hF5jgR2Bsa2pGe0urACIlODw1xEVESMw+Y7Uaa2sk8DUsKBAE8ow0LZLi4xAS4I/QAF8ooiPg5+mGTK0W2fpMqUGoKDLBma+FMjYACRGBCPX0xIWTi3j7jV3YPGXA8QNtmJ9sEAB0ZOlhN6YL+FC6QgCkrY3SlNSYaMnlI+jRg8z73123Bj+WEBEs4vvU/wsQ5Z2PQMe7YIYyQSZCEiEEPH6c4EgwJOhR7MyJkL+GN0B+faZKgfSkWJn6ovw9Ze21ZaVJMCutcJz2CH5c1Xn7Y1o0H6EersIGs4ckJdwfnP4ykyJk1dVGe8vUZ9OGwxjvhTifxxDvu1Ki50ptFvzQ5Qd49NEVcJY3I6+4FQZrNaqqWiRZO9eQDeZFOopqoTeXItVQCGNeibDBBeZc2LONsOdkS6cL74TpWqMkcROwKNinZ57tcKxKle1BnY4Q/zBk0x8cHS+p4SxYCo8KRnpmCprqq1BS7EBjeyN6NvXi0O696GnbKKBHMHUUlaK3ZxNMOtp0/WG25eDJY3vwwQe38cF7L+CNN5/C67cPYn57A6bmKjC9tRI9Q1Y0tqejrceInfvbMbvYgtYuM7oGC3H41IToCPceHETfSDlcxvva8eSOEYz2l+L4kR7MzRajb8CE7gEbxrc0wFaiRlK6D/IrktHUY5Lf8MDJfgyNlWJ2vgPPv3gB5y88jWevXMAHb93Eay9fxHM3juN3v38GL71+FG+8dwZf/eVlfPjxZfz+9+fx1PERpMWtRmOeCnrG9sS5I8nzQQQt+RnyU6Iw1d8CZeg6VKUE4PRoPQ5sqoY+yhMLU5M4vLATk501cGgjMLWhHg12M545dRCqmGB01Nfi/JEn0V9TALoxulrq0dTUgNLqSiSolaisLhOrjUqtQVlRMXpqK2HWJIuvt7apFbsW9mFDRw8++PBjkB1mQXx9bYNMILT+DPRtEuN/PXP2FBHoqHVCFeEthU05CSGYbLJjoa8MN0/P4uBkI4Zq7GgwpeCF/RPYsbEYk21lOLU4g2fOH8TNFy/h1UuXcHzXAs4d2o+WymLsnp/Cl398D/f82AWz84PIy9fD5QcuOPX0cRw8fEhqPent7e7swta5LdjQsR5HDx4AAy0z01Jw5fxpdHe0Ss4adZ0B3h4Y7O3C/sVdCAv0k9sNxarVpaUSInH84EGsXLoUCbExAqQMU+CtkDIYShbI/HENZisdX8h5ZhsogiYBMj46Ifo++n/LncXCHtKXS4AjCNL/S6Djesz1lxOi5zo3YZxnJqckFJZrOSs5g/28UV5UAF2KEicOH8Ds5CQGerplNS/Mt0nXCis2Vy9fIZFfjMJi6g8nwlB/f4QHBgsQZmjikRwXgOSYQKQmRMg97fqF/Tj7VA8G+3U4sn8jwvyW4Nc/cAGrLSlM5g3NlKIURwYBMEOZJP0fNgrLWZO6crkUIQV6rLlDcAT7IS7UD0lRwSi2ZsszCQ2ur5zoCHhcb+mXJdsrk6IiRsCPAEnQ49fxc/w5cwe57ubo7sTea+LDQFKGLYOcDAmMdyc/gh7XXz5TSE3dIaUxRmUc9IpIpEQGSZp7YaYGllSFAGGdIxPJwWsQ4fYYnFkpYmfLUCnx4x/8EA8/sgyF5Y3ILWyEpbABTmc1zCYL6PChPjPHUgJHWSOM1nJos6xSkcB/S77pUPZCiQyTypnoQlsbNaPqlFTQRKBJTRP3EZlj3o7ZLEgXEE8lDOgIY2OcPhVBoX6SrO4sssNeYhetH8kY9pSYJYwkW8TRTqcT9WWV8ufm5BrR1F6HdH08OrvLUNWQhpDY+1FWn4zRreWobdejd7wQOw+1Y/fRjVg81okj54YQo1yG3z7mgvRcP+w6tBG9407EaVfBZe+2EUxsakR1qQ5TY7WYm21BdZ0Bq9f9Bll5SUg3xUOVHoay2gy0dloxMFyEzl4bZmbqcfHibrx26wXcuv0K3r39LD546zree/MZnD2zG+++fw233jyDt946hT98eB6vvXoUTz89hxs3jiAjNQRbB2ugi3XDcHctFqb60GrJwI2DO7EwO4aslBjYk3xxdroVOzoKEbz0Fyg0ZEgRyuLWTchJDUdrkUlExc9fekriz9mQxsits3u3ICc5DJ0tTaipbRQNkX9IuPw4MipOaPpt23diamiT+HG7hzchWqlGeJgKFnM5Ll19EU2tnZgcnsXs6BbEh4aJTqqnewKbBmbQ1dQu+jBbdiqig1ajryEfMxvLROtXl61A2Op7Ee35CNKiXBHm+ktoAx7Hhb1bMN7Xg6RkFZIyNIhRxUnsN8M2928eRUdFoQS9fv7RWwJ6VU021LQ54HKPC7YtbP3/TL11dN6Hla2ttjOFTDnNhJrEjuPETLLFzIyvmJmZmZkttmQx2pIt2TKzY8exncRhaKZNmkm5Kd1pOzO9neeuc/x11vfHb0kxybGk8x7Y+9m8++67lBQVK3B0YmyI5qZa5fcJCqujtQEbc2N62hv1Ei6+Y0mr+84jX0XQ4YLiF9+ydE0iEakoLsDVwZZjc3P6xbxr20uajyoiaCmwQstOTEzWq55AEOxsnXQXKNdhZ0cXPWbI/s7Pw4vs1FRaa2pJj4vH381di6t8c0QGPxQ9CzFGyNAOdvY6Zsu4LXskP083rEwPYrJnF/u3v8hQdweOluZITOHKwoKOuhKaLgU2LydXR2PRGwp9ur25hY6WVvX6ygju7eZDsG8wYX5B+ndwMBdRsDmOltu4eWmSw92peLpu5uRyD8kxvnzvq19GkPYifjY4O2jxky4tPiQIwUD5OrvgJ57ol7ax58UX1OblameGhPwEeTlic2gX2577V1Kjg/CwM9UYzfhQXy2CkiYn46tEa0oXKIcRKYIim0kMC9JCKCOwdIRSCKMDvRXFL2TnQCdrDd8KcXsIPRWhswQmCVJf9n3SHcoxRTrLf7ADJahdiqrsLp0OHsTkhRfUxme1Zzd7tm7CxnQ/iREGhHtZk5VGsJMTBjcP/tnoSzz6gyc0BycxJZewsATCQqO18EmqoMByhTwUGBhBQkIGTq4+Kk9JSc1EvoeCQyIRirpckiU7xt/XQICI5lPTVXwv9jdBs0k6ozwCFpFoCUkT9HB35dDBA9qcZGVl4eLiRkVlNQmpiUQnxChCS16ApQCGR4YRnxCFl7eriqgF8OHm5sKFKyeZP9ZJWV04g3NlHJ4vZeRYLXNne2k7UkzneClHlhqZONbIzLE65lZrqWsLJzBqO9FZJvTPZzCykkNGnSNGF0+OUpEbzvryAGdPjrN6bJgTq2OcXJvgzPl5Vk6O8/5Ht/js89f44IMrfPD+Rd579wyLcw1MTzZz7/WbXLm2wYWNCR68epwH909w5swoS6s9rK73cuFcLx+9d5KPP7zAwkI3l6+s4uJ4kMbSePLivfF3t+LY0QG68pI52ddCSVoktsZb8DDezEpfNcd6ayiJDdD9X5SnPQ2lyXTXZ9JekEBeuBc9daXkpsRSWVKge7v86EACbIyZHh5keHCEtPQctm3fowQTcUUYHzRnenqavtY6Girz6ezvoLm3j6jITLLSK5idW9Axub6khvWpBXKjQnSpHRmbSVpuLT2tvXg7OxIdbcDGcpeCJ1vywunKj1JeWoijGQF2Ekazk7woJ2y2Paogh972brZs24OzwR+fsEAtgJHebqRrkl4hnTUl/Oidu1oAuwarGJxs5ivfNKKqtozPP/9cx8yMlGSOHuknNjaU0tJi9SuLybytsVqv2okxYYril7hI4z072PT042oJvH7pHF2tTVr4Bnu7aKiu0F2ajPlbN29S6oxIZWKiJPc1TjOcRdUvuz8HexfMTK0wMzHXfGA5okgU6fTYmBa8A9teoqogn4r8AupKy1SuYnnIVPeDcnwSe53gueTYIiE8pkI/trYgJiQI453b2Ln5OWpKCvFzcyEtMY7a8nKqyko1ClE0itKRijdZ9IP7d+3TAiy2rbTEVP0YIpOR3VJWQgZxITHYHTRRy5e7/R6unB8jN9MXe+sXGBtsIic5SsXQAiLd8eT39YBQlplMcUYKyZHhRPj7kZuSqldmY+lYnR1JiAwmLtwPJ2tjLA9tV6uivfkeIvzdFHEvZBlvRwvF3CdFBChE2NHsgBY/GXflOCKdoYzA8t8ig5H35cekcxRNn8HFGotdW7Das1XR9oHOVkp+lrxrKYICQZCOUH6vXKPdbazwsLPF015AEVb6Y5FevkT7+ON4wIwYeWFwddWMXF8PV9YX5zm/tITTfmOCXT144jvf14hQEddHRyVofGpmeg45WflqdxRtnzxiVRT3hxzDYuOS9bor2sGUzHwMoXH4Gh5mUEuXl5KUrhIq+XzLkxAfS0x0uBKTJObBEOirUZVBwnmMDNeVixRMN3dvTpw6Q0tHO+nZWdokBBqC9etQZF5BwT4YgrwVrirZ4mL3fPPt2/zsN3f48Kcb/O5vD/gDH/DF3z/kt3/7EX/l5/zxb5/yk89f5c5rJ/jgw7P8+te3+NUvL3PhUjuLJ0pZOVfF/ByJ1QAAIABJREFU9TcPM7GWj9F4dx73r8zy2rUVziyPMX64mVevn+Y3P3+Hj969ynvvXObff/Iqr796hksbM7xxZ4OffHiVk8ttTE/UcPzEGKfPTnP9yjhXLx3m3Plujq01MjpTxNJaHdevd7O8UMaPPtjgL//xY/7yH78kOyWGupwkWvIS2f7E12nJS2C+pZJgk5fICzSnpySKupw4smJDGR/s4scPbrHWU8nl0QZivE2Z7a/k9GAViy35vHlhmaaiVOSLb/xwm1rt3A/soLU8h8aKQjqa2rA0sSIuMlQtcjL+ttVU0V2SwmhjDhPjXTR1NpGVX6y5wzcurRIX7IS4M64uTjJVlUaSjxW17Z2EZuTT0NJOYKA/xXVV7DHerTigyuQwJpuK6SlKxfvgbrxN9hDuuJ+MIDucdjzN0eZaTs0uYbr/EMFB/pqGJbDP9BB/8qIMyljra6zmzvWzWgCrm7PpHKjE6J+M6Ont4KMPfsSRwVHOb5xm8HAH/f0dHD++THNzM+3NDRxfmNEdoIzAnS0N/NsH73D6xDHt/iQ4SKRAH7//jjolxDImLEWhAYtMSI4jBfm5iBMkLSUVIVDLPtTVxVNBCGKfE0mMSFKee2aTjrjSmQllR0ZY20MHyUtJQvy4TVUV/3uskFFYsEey9JYuUMAEsstzd3QkyE+CpgJ1NI80+FNZmMdYf5/uLKUDlGOK+Iel43S0d9EcE9GSCY1GcPxert6qLWyoqcXXyxU7azNCfPxJi03C39mdABcXBcv+5fef8Jc/fMonH93nr3/4OUf6Ovm6kZF+zsSFJBRl2ecmRwQR4u1JsJcn7bV1NFdW6TU0xNeLlNhwDN6OOFrsx+LAS3g7W+DhYKrFz/bQLkRb52i+D8n6kFWMHC+iArx0DJZCJ3s+6QZlVJauTx4Zf+XnROwseSHi7xXUlcRyClpKjhUibnYy3fO/9BcJapJDiXSBzz/+qAY0RQb44WxpTnluNkEu7qSHR1GSnElVXhGt9fUI5aiptoqVmSlqc3OJ8PTCzdyKRx/5lhZAGwdniktE+B9MYlwqzg7u5OUUquZTVh75uUW6AxZfuIicUzNyNZ8mOCJOC6CInaMi4x/qAH0C/z/YbtDDXXJkuLqmgoMCNS1StKkuzo4qvZJVi1guRZjv7RNAVnY+WTnZdPV009PTp2AEsWkGBxsICfElLS1Oie0ioRG6+YULq5y/PMr1V45w/cYoN66N8tOfXuPH/3aVP/3hA/jvz/n7nz+Fv/2Md2+fYKQ1m/x4e145P8iDl49y81IfH7y9xM1rhzHqrIxgpq+Ic4u9TPdWM9hUzPr0AC+fXeDu5RXev3eRVy6ucP/qGS6uznP99DFunFnk5rlZ7r68ysuvnOb6rVXuvzrPieO1nFyvZ+ZYCcuna1g+Xc3IWCIDA7EMj2Rz+dJR3nrjCh11Jcoaa8iIoa8ii5muSgJMthFhtUN9wLJLG6jO4+rJJfKzUogK8mCwNJnSECeGmgrorMzUg8JMSyHvXV3hxFgntnuf52hnPafG+vGx2K/7kKbKEv3ECsUkOshH+WmC+Z/vb6MkxIaGJHeOT3VTV12kyWjNTXVcuzBLdX444S6WjFTmUehnRkaQDUk52WTWNdMzMoy7jwdJ2Rns2rMbg4cbyUE+rI33UZMWTWtuJg3pycS4WpLi54D7/q2MN9bq0SPYxV1FuLEB7mQE+xPiYI3BwYzu2hIG2hq4fP4kX/+GESvrY8wt9+sRRHD1E6NHycvI0b1akMEXM3Njtu3Yrh5gSZpbnJnQrk6YhpIVnJuRgr+w6g4d0EJjbXYIeTxdHPWRMbiusoyE6AjdsS3MzyJJefK0t3dSVFSiHuDcnEL9BpBQKYFlSrRmW5PoK+uxMTOjpryE9toa/FycVB6REhNFVkoKh/bu1SuvFEFh8kkHKJ2jdHQyAjsLsmvfPvIy0xDxcnF2BvFR4TqWL87OqYRm5/Zdiu23trR76DIQsa2PLNQtSE1IU7iC7BET40IVlhER6E9WYgqJIdFE+AZSVZgD//f/8ItP34e//5kvfvYZ5fk5fO+rRgS6WhLguI8IX3NVAkjhEoSadIGHdu7A5qAxkQH+SKRqVLAfrnYm+LhY4udmjcHLHl9XK+36pPBJAZS4S4t9L2Fnshvp/gRlL52fiKXFOidXYNn7iRTmH7vBpPBgHY3lmitdnuCuZLcsHaHF7hcQofbDACQrLYLyZ4pFTg4pYrOT8dd01w7NR26uLMfL2g6z7bvwsnagq76Z/Ows8vOy9KCXFBVOYXISsX5+OBib8Pi3v8eXv/LPmtJYVd2gF1w5aIioWcKyBC6cnprF/r0HtQOUWAShEckTFBSFt18IPv7hODh7ER4WR2hQJB5u3rpDFImU5NBIkZPiFx4WokxAGYNFZyo/J2qDh/a6KLXXSWBZTFwsJWWlWvyyMvPUvy5mhcyMZGKiw1QuIzEOIu5/5507HJmo4PRGKx+/v8Zbd+f506/u8Z9/fI8fv3eV3/z7m7zzyhkVgz/7L0Y8/mUjnvmaEVGue4lw3UNKsAWzAyX8569ew2i0OZXB+ng6SkNJCzajMtWX6c4Kri3N8Ob589w6sc7lhWVura2zNn6U09PTmhl8/+J1fvLue7z+4BYXryxx4+okZ091cmK9kZGZXNavtnH6ejuzS9mcPlvF0clsFpdqObM+wOxoLRVJ3ozUpPHJg5t8fO86feXpXJk9zEhzPsVxPtg++y0aU0IY76zkwI5nFAkkei1/N0dFXbVKlGZ+Nu+/co7VkRYcdj5Db1kGU20lTHXXE+LtQ1FRFWUNXRwwtyU7LgL7nc/iY7mLi9MdXB2tpCHanqPNhYx1NdJUVsbw4W4WlwcoK4xlpr2Z5pQkwu32E+plRUFpBcEJabQd7sHbx428tGSsDuwnMSwGexMLFUS/cf0cvZUV1KenUxAZrPzCPc88xoXFWaYlEMnejnAnc+LcrUkRZX+AF/WFGbRWF/Hy5bOcPbXMl75sxPWbq7x8e011gCLcHh86wj8ZfVnJywH+Xji72Ol1W2x6ouEryM7Q664UkZ1bt2IqWRSOjjjaWOqFVNLTinKz1AUg1JSY8BCqy4qRS3FeViZHhgbpaGvXL1D5IpUkuerqWgUpCB9QEPxvvfamXm+7WtooLyzWA0pkiIGWqkrSYqKIDg7UYiaU7vrKhxde6foKcnL1MmxlZq5doJONnXLjRNScJnGccdGa4yGFsaygAAmOkg7Q1tpOvwG3b9utcZzenn7qWBD3SEZatiK3rM3NcJXrZ4ArAR5uuNk6EeppIMInSDFP504sc+PiBusrC8xPHcXBwlQ7QIObFalhTnjbvKToqOTIALLiI/UoIelzPk4O2JseItzfC18XWwXwBnna4+VgpoVPjhXixFBxso+bXnJFuCzOjQg/D33khTbS31N3dmKbk4Q52QXKgeThHs9GJTEPjyZ2+nvdbA4h+0SJ0DTd/QK+zlbaHQr9Ra7BNvt3qlRHNIsCUji4fSuHdu9QtFpKRBTWe/YT6x9MTWEpCTHRdHe1ERcVrkmMKWGhRHl74+/gzKbHn9IO8JCFtXaAIliWg0Zaara+8EnHJ/AMWYOIH1ycQML3kwKYn1+u9rTMnFLS0vII8A8jJTFDj4ZyRBGn0T9sc/LCJy+ADzs+H5VXyTrD3zdAVQVhIZHKuhRsm/jXn3rqKQV0xMYk6q+VqAdbG3PkRV9E+/a2Dqp++Pij17n9yhzNLRH4erzAxFA+Az2iL53i7dfP8dG71/n7X3/BtbOLpEZ4asM03FzI1h98mV1Pfh37fZvYv+m7xPjaYjTdlU9naRTDjYkM1yfRlBNCf1k690+ucGlihpuLJ7i7dpar80tcmJvl5olVbpxYY6pnkNPLS8wtDrGy3s/FcwO8cmuMjYudLJyqZ/VSOysXWzh3tZ2lY6UsLVdx6cJhbl+f4txKN0M1sdw+fpg/ffq27kDSwrzITQgkJyFIcwYC9myiOcnAYFMRro6m/AN7L22wMPISUtIpKChg49gUt88sse+5x0kOcGWgOo0To60sHz1Kd2cfy6trysnLjY/B3/YQeXEGOksSlUU4UZNOaVwYjUX5nJqbI8DDlcnpfga6q6mOi2C5uZbz0/0EOJky1N9NQVEheflZmmyXFxOB2yFTwvzlkxhCTGQQG6uznJ6dZaytjcXBfpbGBpka7ScxKgT++lf+/Y27pPs5km1wJsbLWXc7tcVZVBVnKi13aX6CR75uxBuvX+LG1eN86xtGyHFneXYRDyc3vahmZaYSHhlCRk6uik7lwLB/506efPRRHv/e9/B1Fz9noL4Vfpt0hHJh9XZz1o5P/LKCMysrzOPoyKDKfXo7O5ienFI7XGV5BXU1tQpiFaCqQFN7unr1Y08cGSNRIKtpGZxYWqKtroYYLYIVBHl7sH3zs1poL25scGRoWC/o0gVKx/j63Xvcv/Mql86co7K4lJnxCaJCwpTYkpWapLs/EW5Lh2m8/6Dap7IychXOKeAGJwdX7QTlQinUEjmK7Nu1E/NDu0iMfRiB4GLtgLeDB84WdoT7+bA0Pcr66hxv3Luh0QySFCdILPHL+jvsxd9ht9KTfR1N9fKaEhmsIUxCN5YiKFIX64O7tQC6WB3AzmQXfi7WOvL+Q5BssXe7Fjw5fvxDzydv5b9lxBXJi4y7UQE+KomRcfjh/s9Ou8GH+Pvt6hCR44m/ix0h3k7693GxMtYCKGOycAHFFywsQimAD3H6Vlga71O7p6OpKcXpmeQkpJCflk5pSRH1DdVq/RSZlHiaM6OjCPfx4Qff/i5GX/oy/sFhpGXmER4RS1FxBYVF5Wo5S0vNIjsrX8O3RAsqk0BcbLIKkoMMkURFJREYGEVoqOz5EklLzlLpjEBz5SAie1txHImgXtwf4hyRorhn1159YZP3RWoTFBiqj3jVhUZeVVVFUlKKKhDUMRIqLEGD7hEL84swN7ViqG+Qf/voTV69u0xTcyQ7tn2JmEhzzMyfpKo2gS/++CF//u/P+fmv3gf+yH/95We6Bvni83c4MXOYUwsjSKhaQognuzc/htF4ZxET3SW8fe0EWSHuVCSEMNFcyb2TS1yfm+LK3CRXF6dZG+1nebiLUzODnF4cZm68jddeXWVyoYrVM42cu9DCpUtt3Lg7wpX7R5g93czUyUYuXj/Cm2+d5EcfXeSj987z59+/x48fnCHaaTut6QEM1eSoTSwlPpLw8AC2Pf+vFCZHEONgQUV8BF1t1WTnpap0oqu1k6LCSjX0i/yjp7VWidCf/fQTquuaNQ0t0duWvCA7hMosUpnJplIqkyMI9HDGyc4WMfxHhgbRUV1EeVYSw12D9LT1U15YSn15KYe7m5gfaWW6Op3+tECOlCVTEevLseFm1qb6CHCz1VffKCF97N9PfGwG5XUt5BZn4uBkQm5KPOsLc7RWVzE+MkhuUQ52zrb0tjbx6YNXef/aSQpjfIg2eBAXJRGC7iTFhTI7NcbK8pziihbn+lme6+MbXzHS40BvSyfJMcmKr/f2cSe7IIvQ6GjComL1ldLe0prO5lYOd3arZUy6LIOPj2bmimxBhMNyeTXZvwfZAU6NjZCRHM9rd24xM3GUiJBgSotLdL9SVlKqQmRR6EsnuPm5TTTWN6h0qKejk6KcPOYnp/X662JjhcWBvRzp72Kwq52UmEhKC3I53NWuHal0oT/81ycozs1XgvT81Bx9nb2K05dDhgixRZozMTJCoK8frY1NtDe1qStErooiv+nq7KOwoJR9e4x56olndAcoY7AcPwTFL1OAdL7OVvYIAcbg7ovNwUNqZVxZGOH02jT/9ddfay7sc4//gMe++TUVEB94/jG1WQa5mREX5EpsoIeuJ2IMfsh46mZrgbeTrRZADxUQG+NmIzGVdrqvk6xeAaBKMRN3hxw4xNkhNjaxtMljvmcb+7Y+x+Z//a6SXeSQIb9WRmLZCcrH2vX8Jr3YitTGdM9LPPndb7DlqUcJ9nLUQujrIECEHQo+kLfxgT6UZyQT6S1SGWO+942van6MgE0zY2MpzcwmIz5B0/6SU+LJSE2gsiSPtopSTbsTec93vvEvWgA9A4OUeO7s5ktiSiZevgYsrewQy6VIoIQHuXf3AYoLyxSaILtCaysnEhMycHH2xtcnmKjwOHw8Azi430zhFdLViWZUipt4hGWcFtG0vHBJcZTdYnxskuoK5XMsAV2ye5ZcGgGnSuF0c/EkKSFVO0dTkwOalS32S/n1Hc3t/OTjt/nxT64yM1dJfUsMrr47eGLLl3h62yOklUVz98MbfPK7j/jRL97hi//6d377H5/wl//6uUIT3npwHSFB/+jD+/zut59gdHF9gLmRak7P9VGZHkm4qzn9Vbnc21jg8uIQ148fYfVIG2uTXcz017I238OZtcOsnWjl+Ik6po8Xs3iqlKs32lk6XszL90c4ebmb2Y123v/8Ol/8nw/4/R8/An4L/Ab+78/h77+kINSRgaI4zRwIcLLkzNl11bwdnx4kL8YfX+O9RHm4UF1TQndfqxJwM8ID6axvUEuSUG776/NprSnlnXfe4vNf/ZbJsRHG6vJZai1gqCpNWXzp3raUxhr0G0LAjJJF2903hJOjrV5R5xbXmJpYVrlLcVqcHoHOTncyXRxMbcA+xsqi6MgKJM5mEwOFEdxcmSDSw45Q64OYbd1Mc1MHbf2DNHRUs//gFuzM97P7+U160UxNTcYvKpii2nKyMlOoLcjg5dVJ7p5f4q3Xb3J8ZYGKijyGh3v4/NMfs7I4qx3K+FAzI311PPatL5MRF8ubd17D3sIei0PmJCTGYOdsj6uXr37BytghPs7Zo5Oap3F69aSmq9WUlemR4qXNm/FycdEx2cf94aVVusLivCzV3Q0d7uPsqXUG+we04HV3dun7UgBFc7h1ywvKChQrW0ZKqvIexVXTXlfPaF+P2s6qinMpy8vmyOEe3J3skcujCJtlHN/xwotanOVqa37QTNFZQg4WEbXY3UR4K5Ic2Q+WFhZpIFNpcZlCWIVaI6OYiLHlCCJdQ1RotCbCCSBBnCWp8fF6eBH6i4+TFz6O7uzb9iINVXnwP1/w5oNL/OqX7/O7X/9Uc0Ge+u63ESeI5GH72x8kys+OCF9bJGNX7HF5ybHq6hCXR1psGA7mB3CxPkiItyPutoe0EMkoKuRnASjsfv5Z3cnJbk8OFAe3b1E3h4zE0gXK8UIsbnIckauvdINSAOWtUGH2v7SVgzu2YWuyH08HayIDfXC1MWXLE9/n4I7NKpMR4ouXralODDF+nmREhmh+iegId297gR1bNzPU2YGDiQmSpVJdVKyotuSUOOKiw7QAyshss28vPg4OfP+b39YCaG7vSGFZFdEJaUTHJWNiboOPr4EDxqaq/0xJzlBJjOwFxfMbF52kOz9DYIRCC6IiE8lMy8XP24ClmS3xMclaBOWCHBeTqDtbKYDBBgnqctViKF+vEq4lpB8phvJCKPpCeRGOiQjXblGyZ6QICnatva2JpsZ69YZLpynUoQtnVzm51kdJZSD9o0V0DBaQXhKGW6g1jkGW1A5U8Ov/+Rm//Z+fc+e9y7z+0Q3+z9/+nZ/+7A1+88WH/O3//pq79y7qYzR5tJD21jhWl1qpKg4jNtiSSycHuX9lhsXRSuRKvDLdwPRIBXMT1SzN1zMzW8HLrwyzuFbBkcUcrrzay9nzzVy70cut144yulDOiesj/Ntv7vHOhze4fuMkFeWplJckM9BTyfnjR2jOjGJ9sI2Fw2366jh2ZFCj8+6dmeKXr51jtKKAnU/8gLq6Em7fXCfXz5yeJG8SHIxxeP5R4u1eoisvjOGWcm5dXKO5NIOq1BAqIlzozY2gMiWYkvQ4/UaVhDizPVsJ9XXRncTY+ARVlaUqyCyrrlPsVXKAOwPlaYx15DPRnMhqpT8DiQfxNfsmOeF7udaTwlp1BPPtOaSH2hHltA9fqz2MD43oaNzZW4OH+yE87U0VgDkx1I+Dgx1V7Q1EpMaRmBhPZ0MlbibbsN63CVcXe9q62xkZG+Bwfxdnz5zWzuyRrxixMj/I2dUJtjz5HdJionn91l1mx2fpbO+ipbWB7Nws0rPzaG3rZmF6kezUTNUqluYX4u/pralzC1NTzB49qqPq+VOnuHf7JtPjo8RFhpGeFE9eZipjQ/0aiSnauoKc7IedYEkROdmivm/UcPXnnv2harkaaqo53N2lI2txbi5NlTUKJti++TnNfBYpi6wQGivLiA8Poae9RXeQL27ahIzE0p0K0UWgCCK2lUOGQFHloiyZxuIckcQ46QhkbJJOQr9BAgXDFEVbSye11Q0KXhBJTKC3v2oRpcuUx9nSkXC/UHycPXCzs2FytItf/uxd1tfG1TQvWSHf/sZX+MEjX1e6SkKAhxJS5BIca3CiJCOG0ox4lbHEBvlSlJmCt5M14f4e+nWTlRCGv6s4M0y0gIqAWpLixB8swUZy2ZWubsdzTyI+XpHHSBD6/peexcFsr/65Eoou9jfRBoqWT0gzLzz1BJJp4m5vg6OVCTHB/vpiLUVw0+PfZdfmp3WUlqKdmxClEASJyhTMvuwVpbv73re/geX+faRGRuJsaaW0nMqKEppb6mhvqcfN0ZoDL2wmTQqMu/vDAviVf8LMzoHcojIlsYRGxBMWGUdzS6eOw8IDlGNETZXkNx/SI4fIZHKzCjmw14TAgHDc3fyU9lJSXPEwTS76oZ5QXCHhYTGKvZe3cimOj0vRREPBbMk4LfAE6S5FwiQh9+JhT00U+U2c+pIFwCGSLCG9NzbW8+zTz5OWnKMvgGdPH+PNB+ssHWvg4qVxrt5YoHewmtj0AKLTDcRmh1DanMPdD66ydGqYjYsTvPvBRT755GV+/8W7fP7pHd68f4abVxYxWlgtY3Ihn7MX2tk408bsdDlHhvI4NtfI5GgZQz35LM40srbazZmNQa5eO8raRg9HpktZPtXCyFwx5673MzVTzhXh8F/qo3+qkKHFKuY2ejh7eYZzF+aYmu6htaVIKQwrc32al9FTmqs+WlkWD3fUYL9/M/6WW0jxPMTlkU6yA1wJ8rLk3PFBTveVslgRz4nGbJpi3KgMtyfGcTe9Fam8sj5FaYw7PXkhNMY505LkQXG4Mx1lWfoNK+EtGeF+hHnaaexlb1+/SkcMfq56Yu9tryYrwJbJqnhOHs7l4mguuU6P82CxmPn+BCbaIrnZm0Ge1Q/x2/99Qh234WO2CZudP6QyL4fMxDiaarOINNgy0FBGWrAfXTWV+urbPdBLblmhaqOaKsqw3/ciHlb79UJX39xEU2sdFZXF1NZUqVxFdlQ9raU0VqTrwt7NxpqRngEMvkGsHFvl9is3mJmbZvXEKZIS0ynOKyIlLkGBlg1VNRo5mBQTh9mBA2p36+vo0AIhXZ+IoSUGdPLIsOomxSUi+z+Rq8i/UXZ6mgIWfH28SElOJDcnix3bX2Lt5Kp2iV1trfpn7dm2TbM6hCRsY3KQF374pAqan/jut+hpaaSpqpy+zjYmRof45le/SmdzMwKnlQJYW1GDkGNcHdx0jzfYd1g1gg+D3m110S2RnTLyStcn3YNo1BrqmnV0FkeBMOvEgSK7Ti9XR+UA+rt5E+YbQpCXP0WZWbg4mOPnY0tRcTJR0X74+zjreuHFZ55QorLQUSRQPMTDnMRQNyL9nFSInBAaQG5SDE6WJrjbWZISHYKzlTFhvi4EutsRG+hNhI+bAhOEFi35xWKRC3RzIS44QN0byvQT4bSng+oFzfe+qEeOh12gnbpF5PdJFojZnl3YmBjrLs/bxQ4Rckt4l7+bPVbGu3SElj2jgA/kCfFw0kB1CVeSYllXXaL758e/9U0FvRakpSsNJzwsSL+uSotyOTrUS1pEKIGOjkT6+PD9bzyiPnNnb19Ss/LIyC3WMCQLayckF8TF1YuC/BLVgUqnZm/rxK4de7UISpcnsZdZmYVa1P7hFpK9obiGRFcoj+zF5a3sCGV0TohPVX+vFEBJN7S3c9GjlnwtBPn64u7sgPjYZWyOiUzQNZfIZOrqarRB8fcJITQomtyMPFaWZ/jRR5eAT/jdb98BvlD237sf3eaVB5f58Kevce3uuuL71s6NsH5mgPX1HlaWm7lzc4Y37x/n9VeP8cqNWYwWTxWzdqmG8aV0zl5vZGa5iOWVOu7eO86H79/g/qvn+Nnnb/PZT1/nb//9c37xq3e5/8YVXn9wk7c/vMetN85y6dYy7713hfW1ATYuDtA/mUfrSAq9UwUMHa1gfWOYM+ePMjLewMnTI1y7skBRUigpwb7cvnSB+CBvrs12EO+0TU3c+VFejOdH8tZ8J2fHqon3MaGnIp/r8+O8OtfNtfFWOstzkdS1MJvtvHlqhLmmXNy2fYfp6miuDBcwnO6N/ZNGnBgTvFWixvpJBKCDk6Nit3ubqzg7N0ROtBcpAdZcHm9iriKKtcoQPlqu47dvHGOgNoKhhjCmW+JpT/Ik03E3OZ7GlEQ4kh7igqvpDjJCA+guL6C3Op3zs90crS8h0c2J/uoyWiuKNIRa1PCSXzs/OoYwAUVjWFmYj5Clw8KDCA4J4PSpNb3MSgF84/ZZtSf+4JtGKsYVgKyDnSNPPvkk/QM9HDx4gNqaRiLDYjWTQzo9ScETXV5GUpICQeWqKvu/6LBgJPfF4Oul74cHBagoWmxyizOTDPX2Mj12lOX5OZVOiA1tuP8wXZ2tWFmasn/3DmIiQhns6dFCtu25Teq4yE5KJTspWcOIZK8ol+e9O15SB05XUwMlOVn0tDSx9Zmn9Tr8kORirqis3o4eXYrvemmnHkikSEeHh1FTUa7RmlIMRXYj10JBaYnjQ8gzoQEGZQJ6OjhrTkikIUDjA6LD/ZFM2lQZu1x8sD5orrrP2CgDu3dvoaenCS93J/7ZyIi9L27G1XIviUEOmO8totsmAAAgAElEQVR4jDAvS1IjffBzscDgYacHDXGGyA4wxMcdD3sLHYHjQnz0Mrtz01M65go1WhwlclQQC510gXLRlSIno6/IY8TS5mFnortDKZ7pMWH/a4dztRIggi3bn3tGDzbbNz2tRxebQ/sI83Mn0MMRH2cbpPhZ7tuhF2qR1TzcM25XOGtssIHYqGANgQrx9iI9OhofJ2fFWtlYmxMZFUJ2RrLuyatzszTrJMjVlSe+I0cQI8QhFRIZT0JKrmZzRMWmaESllbUD+ZLEFhKp3d8/iqAwIaWo7dt7SItYQX6pakQl40MOZsbGhxSgIVdjKXjBQRFK95aC5+jgpp2f/Li5mY1emIX8I59rkVR5u7sgOcUybsteUZiQpmZWFJeWMDUzraN3sCGG7Ix8xsb6OXGyl+PH25iebGd0qIVbt89w+doJfvXFv/GH//wp7350U4+zo0crGRjI5thSHSdXGhgbymZ8OIdTJ1o5OlqA0dlbbVy4087a1TrWrjTxo89P8ekvr/Hf/JQ//flT/s4f+fv//IHffvEJP/r4dX7xi4/5zRefcffeLT76t3f46a8/4J2PX+bfP3udK5enuPHKUS7eOUz/TBpHlvO1U7x+a5Y33zvHpRvzmtB06swUPc1VdFSVc/X0Ku6m22lLdOfV+TamB1sYaC5jpSGLCm9jVrvzGajLVQqwn7M7B5/6Fo7bn9Ksj6zYcNozDXSmuvFgdQDbp7/EYLors8W+rDUkMphlYLmnlPneKpz2bNYg7MiIEArysyhICKa9KJ6RhnzqUg1URrkxVRjGsUxXHgzn8x8fXeXNa/NMNMczUBTMZHUOt2dHuXd8mIuzfZrTKrucCCcbNkY6OTPaSFdeJGcHOykw+NJbkkuCrxvNZQWY7NxOlF8IE4eHmOgRCEI1ZxYXuHX5Inm5GaSkJjA6OKC6um/9kxFzY52899olxbiHB/lz6sRJ7O0d2blzJ/4B3kxOHNFxcPLIFIXZuXrVFdCBeGkFArtj6/NUl5bi5eqko6jQb9wksczHk9BAP2zMTXQUFmmM/P6VhSUG+3o113lseIjO1ia9vFlamKiboL66QgugHFMO7tylV8aO+iYmBkc0FEc+jviNxdd7uL2VmSMjnFycp7m6ki1PP0l6fCz9XV0UZGUpAquiuJzc7DyM9+5jfnKS5NhY8jIyVCgt/mEZhYU1KLovid4Uasy+HbuIi4jCZPc+pcAI9FTGxpy0KJXChAf44eXohp2JDYLRT09OYHl5mu6eFuobKkiIj+ZrXzbSI0O4jwMpoY64W2whL9GAwcNGVxfZiRHaxcn1VyIgQ309tBPbs/VZvf6mx4aQERuul9p/xGTKTs34pZcI9fbUC7Jo/cTDK8JocYikxYhlzkT9vnLVlSImj4zA0gVufvwx7eQMni5acMVr7Gx1SAuvjMESOym7Q9H+iXxG9H8ydgupRlw0Gp5lsldT25zMzAhwcaM0N1spQZ4ezlogFeAhUIy9u7HcuZPHv/VtjIyMsLRzxBAWQ0RMKlL8QsLj9CIsoUh5uUUqgRE3iOzzRHrk6OCqkZcywpocsnzYISan6qgq0QtmZhZaEMU94u0VoDa52JgkDVtydfEiyBCuU4uMyLLf1eyZ4BCef+YpfYFylaOSg7Nem0NCo3B28cDHz5ey8ko83AKxNHfS7jM7K5UrV6YZGi5idKRRc36TUsJ44+2XuXP/Iq/cP8PSiQGWT3QzM1ejGuSN9UauX+1mdDiFwYFELl/q4sy5VoxuvDHKsbONvPHRSf6TT7j3zgaXbi3ys9884M7rp7n/5gUmpjs5OtlHRUUOaWlRdHVUs3J8mPOXp1m7PMLVe3McX2nn8OFMJubzODwRy8hiIkePZ3H91VEVLTZ2ZDK+0MHYUjeXb2+wvrqiiW0NuXFMNmSx0VPEpfFWshIj2LHlaayef5Qw8x047N1EUmQITk5+OLkE6jewUDK8bSwJtDpIR4o3d6Zq+PmdY6Q4bqHS+YcsFXrz0ZV5rq9OkOJtw3BVLq9fWaMiJ4Hq7Dg2ZgZIMzhSkxnFaHsDq2PDtOWlMFmWzFqxP0eiLViqyeLKRCf/9eE57i+1M5KXzlBhPmUJwUjQeU52MSX5Zaz0d3OsrZyOVAPH2oqpigykOMyfhc4aBTM05aVybfU4VdlFOJrZYH1wLzYHd9JSVMBrVy5qtklVdRk3rlzWTkk6wLXFIa6em+PZJ76OifEeZmamiEuIx87BFhtbc+ZmJzF4G5SDZ3noEKkJMcwcPUJ0WBBHBg8r1isnPUV1fiJWjo2QjA47FUaLBlB0g70drdoJSpardJiCzcrNzKCsKJ+RgT5yM9M4sHcHSfFRREcEazEVXaFILJoqq4iS8KPUDHLTM5kcHaW3vV2lOFlJCYz0dusVvKaokB3Pb9L/LxlzJGWsoqRUDx5uLu4aoF6Sl6cBVgFeXhpsLhYu0TZKyI6bk7PCDuSQIsFIhRmZGo/pbmtDVkI8NgcPsHfbs0QFe+Hj4oSzlS0GH0Fm+ePt4UhEhC/BoZ4UlWSye9dLfMXIiMe++c84m+8m1teaYOf95CYa8HU2JyHMj7zUOArSUogJCsTX2ZEIgw++bnbKGEyNCSYpMhB3O3PVBoodLcDVGSk6LhYWWszkwivdo9CdRSsoJPLUaAOmu7foKCzyFsHlh/t6agEM8/Hi0a//E/kpCXp4kUInOSAxBh+FLgiUN8zv4eNpb0u0jM021gS6u+FkYY6d6OQsTDDZv1P/LqJhjA4IQD4HQtgpKy3Q8bipupjilHiaCvLIjY3lB4/8C//8lX/ixR27iU/KxDcgAnd3f6UwZ2cVYGFuq/IjAeKKEF12sJIPLb5w6eBEMpOTW4SHp69mCwcGBmogl7g3ZHcoo7AUOwlIlwIov0cS5yRwSS778mukAEqXL1pOUShkpSdhY2Gq0hnpMv38QhGqdEhEJDEJifj7RxAfn01yUhb5BVm89uAUb757mss3Vpk7Ns7GxRVu3LvA6cvLnL95jOGjdZy7MsbFywOcOStSvDKOr1Zw+kwDG+ebOHO5jYs3ezASt8b08TJiUmw4fuYw4/PNDM/UU9eRRkNXOodHS5lf6eLG7RWu31xhbrabyvI4hgcKdAk5f6qRhdNNTM9WUlsXxNGZdDqHg5g4kcLk8QwWViqZnq+n/0gZ0yd6aR4tY/7MGFduXiI5LoKx7io2JjtpSg3H6+A2zPduxd/dhqqMGFIDXPEXn6WLA5H+IRqCY29toey3UHtzUjysaEryY7IuhV89OEtNtC0u3zNivSqUnqJI7PY+pxj9NzYW+ejOBbpqc2nMT1Y2n1ClO6pyuXP5ImVZWQw2VtFfnEiD/x6W8v2oCnSmyN+Za+O1/OnBaearS+jMSqc4OYTu9motgDmpuSz1NtOfH8NSUx6NSYGkeNoRYntIjzDr423EulnRU16k4tyslAxKS/Ipzkki3tedovhISnLTcXVxQI4WVUUFegVePzbC1FgLzzz1NVxdbZmdnyEqLhZvXy/27ttBX1c7J+aPMT8+rfa2zJQEutua8PN0pawwl9WlOdyd7IgMCVQrlOjsZASWAibjqgigRToitjMhLYu4uaQgXwGqsowWd0l9TTnG+3b+bwEUgIKdpZmOmuH+ASRHxDDa209eRhb5mdmU5BVgvHs39mbmxIeHkhAWSmF6Gs889igLE+MPE/rCw2msrVM5j1ihTA4Yk5P20A0iF2OJXhT5juwYBZ8lOC3JqXBzcMBi/wFSY6Mx3ys+XD/dd0UH+iusQOQ3AkcVIbSvu6eOU57uVkREelDflE9Saghf/aoR3/iqEY9/+2v4OpgT7WWDwdFYc6fD/VzITopWCVNRRjqxwUFq7ZO4R8meiQ3zJzLQg8yEcB1LnSwPKgZfMkLcrKzwd3bVQmhjvP+h1c3OlJggLxzN9+rj52KlBHPJ5ZUi+fAxR/SGLzz5GHu2PKddo+gGpQgKJEH87QIykMtwWW6GZvd6O9oT4OaKt6MDVgeM8XJyoKa8GC9Xe3IS46kryCcrLo7M+DgM/l7ERYdoSqKQa1KC/GnKy1Ujw/e/+nW+ZGTEzl37FDoan5StWHpra2fd6wkYITMjFxEki8NDru/yvugxBY/v5u6DhaUdAkeQEC5/f1/NpHFzc1MhszhHQoIj9UDy/38r70vhkz9LLsyiB4wMDdGDXGiQj65cXF3dkQ40KTVH8fqBIaGq+XV29mVgYEozYwaHerl0dZYzl0a5cGOF05dWuPPgOlPLI1x55TRnry5ozVo41sKFS/2sn25kZaWc9Y0art/u4c4bI8yfKKP3SBJG8yfzmTqWRW6ZHY09IYwt5TO2WKR7PNnl1bZFk13kydKJeu7em+D6tT421hpYnCpkfa1eszkHZ/MZnyhhYbGKYyfLuHGvg9GFONr6g5maLWZ+uZGu4XyaBrNpPprDkfUmVi+OEx7nS1JqFBaajGVKeng4WeHuJAZYEedrj4/VATLCfDVkPPbQC+R5mpFkcFIFd6TpVtyf/x5Lg82cnB7gs7df5mhjLsUBBzia50NngiM5XvsoCHEgM8Ce3uIkLh8bpyg3k9KSAioKMzF4OpEaHUll/kOCtOgh5+vimCuNYKq2gMbUKA4Xx/L2xjhLzeVUxQWSGm7H4fYC1YzF+3sw2VpMW04wNxd68TJ+TrWHx8e6KUsPJNrnEGujLQjEQRLN+geGKKstpbmljMP1RTQVpNHRWIlwCrtaWtRLKx3gsdk+FqY72PTcv6gR/LW37hMQEoirlwsOjtYayh4fEoW/ixdnVo/RWFOmMISjI4cJM/jw1GPf4fzpkzTXVXG4q007QhlThaEnFjm5/sruT67DdRVVWgBlBBW6y9rKMikJsVSWFWJhekAf8dvK7lCsdF6OThRnZdNWXa97uKiQCNXjidZP5DYGTy8tVlIAc5OTkMPI1MigXriD/X0UdBAWZFBkvwBTxVMs2bNCeJYuTgqgCLulExSJixQ+QdwHe3njYmVJdny8wkpl/ybdV2ZcEiKADvUJ1sfDyQkbq33Y2mwnMNiU1q4sWjvzaG4p4itfMuK7X/uy8v/cDu1l91OPKh1aDhxBXs7EhxlIiorQHFz5O8lxQkTs/h4OONscJCzATQugzaE9vPj04wR7uuNpa4uvozN2Bw/qXk46QLHIHdj2HLaHdmK8/TnERZKTFInBw147QBFHywEkOSJMr7kvPvkoe7Y8o6O18AFl52dnuo/4sADVCMouMtjHEw8HW/03Cvb2ISE8ipToGFrqK9n+wrMa2iThTZW5uWx79hmefVoCwFKxtzLRkVqE+62FBbSXlvKvj3yTR77+DR75l++wZ48JTk4+mv/h4xOstriiwnLV7YkWLye7QPeB0rkJHEN8u1bW9mzdths//yDCw8MJDw/VAhgfH6+Zv3LBlWOHHECkA5QrsBQ/GZ2lk5RCKjtDcXdYmBgruMPB1ozUlAREFC2HGENINIawKALDwkjNylXrXXZ2OeVldaSmJXB0qom6liSS0oOZP36UG6+eZ3ltgunlAVbWjzA2Ucf6ehfXLvezNFfE1Yvt3L87xKWrbbz86mGW1iuZXC7C6NhGCTMrWcytZdM3EUbLUCCTJ7I4spTF/KlKukeSqWoykJnvwNBICivHK1heLGF+upC11VpOX2pnfL6YU6c6uXz+MCdWazh9uoYbtzo4caKUu6+M8s6DZT7/1Q3e/WSDa2/Pcfb+FHc/PEdxXS7lDbUUlFbj6hGoHUCCvzXl8R4k+zkT5+2EyaZHWWrP52JrEikmjxFuvxM34+cpD3JQb3B9USZN9RWcPbnI/HAnA7Wp6vHdaM/jxlgjofZ7lSBdEWegMTuBivw0ampKWFya0X/wZ554jO981Yi89FCGmrMYr4pjoT6deBcLcoM86CtO0BG9Osmf/uo0EoIsaSpNUslEcpAnJ4fq6S2OorM4RveJ9Zkx7Hn6m4x35LHYX4rngR+yMdHHcHcPPqJ9c7UlJSOKlYl+jrTVkZ+RhJ+XO+dPbdDX1qKX34bqDAYOV7Bn39PY2B3i8o1LtHS24ujmhI+vO25O9oz2DLO+eJLc1GQSokMZPtzJjq3PsTR7lOy0BERY3tFcS3NdBbeuXcBVoJxOdtolyqgsY/HsxJg6MORwIoUjNz1dPcL+3h7aSQYFeOPsYE1woI+itMRSJzo/k9179JtPxtKqkjINQ3JzkCDyUNJi4/RIYvBwJz02RpFXLTVVNNdVK5RV5DQCTJU9n7W5hXaGDuYWelARpJbQnfdu36kpbyLodnd0xsFc8j88NLTH19kJZ0sL7bwSwsJJjoonxDsIe1NbQn0NHNy7C28PSzw8d5Ge40pGvjuF5cF89rN72FjuUBqMq7kJvtbmHNzyQzysD+l4mhRuIDrIDzkmSPELlkt4TJT6gWPDAgkL8ECwWLKfk+eFJx/VjGBJizu4/SV8RY5jY6UX4YRQg9JhrA5sw8vBBDuTHYp4EyudyLFEY2h7yJjynCylO4uoWlLq5HoseR/iCJFn/7bNmO3dpvZPezNj3XmK51nApAnhEcSHhSuswcJ4NzJOiyIhLylJd4DR4SHaxddWlFBTnIfFzm005ucT4ODI09/7vq4Dvvb1R3jmmecICAxSu1t5WTVbnn8JM1Nr9QXLxdfkkAWWlta6E5T3pRBmZuWRnVNIaloWpqam2NnZkJqcot50AeoKtUX2hlLsRAAtxxTRBspbsTRKXrWEK0kEQ0hQMN5ebsTHh6vlTTBYEtQUE5+BSHPiU1OJkC7TEIWXTzhmZg5kZCYzOdPA8VNtjM8009xRyPRCD+vnjjI4VsPRmUbOnB3g6tURrl7qZWGmgCsX2nj1lUHW12uYns+nsSOU5fVqjBY3qhmcTeX6g25WL5fQMxnM8oVcFs/msbBRzOq5ehbX6rj/9jKffn6Dn//iDr/57Wv86Y/v8OMfX+L1+3NcPNvL8fkGbl4Y4falEc4db+Lls53cOtvGe7dGePVCN5fXWvnsJ+f501/e4z/++1P+xn/Q1NFCRGgc09PHOWBtS1BkEMlhbthu/QFhFqZ47d1OlsGO433Z/PG1ST4+38vVuUHunF7hNx/e48R0H7WVuaRnJLBxZo1Xbl+nqb6AnIRAlnobubE0rV+ksi9qzCsgysmWTD8LDkuRbCrn9OULuDjbY228ncIYD24v97HUmM1oYTzTdfmMVWfTnBRAqtdBTk41cKS7GPdDu8iKCFNRsOi3JK4zP9CGCDdzGnLjmajJojvdQEuKD+URttxd7qUxPYL26mrOblxgYKifhsZqcpMTiQsJwtvNieH+XkQOIh3WV79sxJtvPESHHTJ9Hgcncy5dOU9ldYXmAHt6u+Hu7k5rUzfpKblcPnteZSCy25s5OqpswLGhXvbt2kJrYwW1ZTncvrpBZJA3kpkRHeJPZVEOTdWlzB89Ql1ZCd3NjYT4euvoOjk8qKQYf3dX9enK+Cx+3ahQA/FRYfh6uCjOSrSEcl32dHXTy62HkwsRQSHEhocTERTE8tQ0f/jFL+mob9BHQKwi0+nr6FLtlzg5JDO4rqKG2PBI3SUKY1A6SuPd+/Fy8SA6NBInGwd83b1JiUsiMTqe0IBg0hJSSI5NxHS/sb5oynFGHCXSpTrbWXFw//McPVrCwHAq5y72cGqjiwcPjmNp+kMe+bKRFqGijBjKsuKUDCMXWnFeiI/XYu9upMjKIx1nTJBBR+5QHy8dt4X5JztocXpsffr7qveTkVXWNLEGA6nh4TibmiJFVvJ6YwKdMbibEupnicHLHE9HE9zszXGystCPIVGXHpYHsdu/S/WFySEGFVhLVom4SkQiJrtA6QhrinMID/BV37O5sbHu+uqKC9UWJyLnovRU/TGROhXnZatAPDMhkYH2Dsx27WHL408SGRDI8z98Vgug8cG9REX5Y2q+S1FVKSkpmoP90os7iY5IJjYqFRMTMywsLNQZIru7/PxCCgqK8PIMxMTYQoXrBw8Y64tZXEysvrhJIqGI3QWMIIJ3k4OmSvdxcXJFQrNcnV00Q0aOIJIcF5+cRkR0EAeMdyp+LSQoFif7ABwdfckpyMfZwwUbR3fCI1OxtnYnvyib89eG6BiI4ehsCdUNEVx9eYzzVwY5drKZ9bNdnL96mLXTzVy80s3G2RauXOvm/uvjD5FYy6UMDCWxdqoOo+VzzcyuVzKxms/C2SImT6YyvBjN/JlMZtYzOf9yC+99cpzf/+V1/vK3j/nP//6Mq9ePa7bmhx/c5ObVWd6+f4Kff3KbP/7iDX732T0+ffMcl5c7ODNdzYXZcj55bZoH1wc5uVBDR2saH/7oFr/7yy9Iy8rEeLcls5OrHD97iisvn+Fvv/2AydpMasJ8+OT8Mu+dHaUy1oyr00W8f/4wtxcOU50YgofpdvpbKijOT6OhvlrdIOfOn2ZlZYby3ESyDa58fP0cBhdnDu3YQ3pQOGM1FRxrLyDM9kVCDW60djRi8HfDw2YfkY57SXDaR3GoN/1FGTQkBnC8s5QzQ42050WRFu1Ad0MW5SlxGmcZ6O1LoKcb+RHepHhZkhMVSFKgq+4B4213stpejNvW7zBfl0ZTaqh2Le1tPbr72Lt7j0pKhro7dTz97S9/xp//+AcCfDx1THvrzUs8eOsCLm7G7Dfext17t8nISMPV1RkfP0+cXV0YHDxKYX4V6UkZSBC8eHQriooULCD2MOkKvdxsCfV3Z2q0j7jwAEL8PMhMimFsoBvJg16enqAsL0dHb2HfiUf4gwevK5hUCqLADqSgFefn6M4wLSkeZ3sb3N2cVLclVzsPF2eFHEgBlIOIHDqE9tLV2KRdb2xIKLUlpfpzTTV1CnYI8Q/Cx90XRxsninIKVNoiWRBuDi5a3LY8sxkfNy+C/Qw8/8xmlcGIBUo0gOVFZZo4J06QIP8A9UpLYZYjj3Sn+3dtx8p8B++8s6pf9K/enWRltYkff3yGiFBz3bEa79xESkwAUcEuCBghPshLr7QCRBCHhiDwfZwcsTOR7jCAuJBgJd6IRk88valRIUqAkeOG2Z4XMNn1PPu2bsbd2lqpLM4m5vjYWuFta0KIpyX+LgcI9ZPitwd/DwscrQ4iXa+juYWKsoOdbXAxPaBFUCCtNnt3Kf5eSDFyOBHKzEvPPkZcqD9t9ZV6VXe0sNS1QHZsDB4WFtqFih1OROCyrxUqj+xXw/0NpMUmsDqzgKOFta4t9u/eowVw757tXLl6AkenAzg4WGBlaa6EdKE9x0amExWeRG5eAbHxMerqEGG6tbUtcvENC44hNkoiVqMRUKnEnVqYmWscqtBeRLoklPGs1Ew1HwgO309iN/3EK+yuVkbpKF08AolLTiciNoz0rIcRmzYWbmx/0RyDIZaomEhSs1Kwc/YkLCoVL69QGppruPvmAifPVbK8Ws7cUjGXrnVxYr2eI1O5XH9liEs3+jh7uZOVU/UcX6/j9qujXLraw6Ur3Xr9PX+uhVsv92M0cbyKkYUiLt0d4IOfn+Tdz+ZZOldMx0ggZ1+uZvF0HqPzKdouXrg+zPWXl5ia7uP+/Zd56627zE4PsLY6zoWzi1w4vciF9QU+++gef/71+/zPH97jr796hY8fzPP2vXEmjmRx+84UqxuHufXGacrri9i/15rI0BTCI/0pyApipCqGX16bhLfXOV4VxrWRHE72JFMaYU6C01ZcNxsxnOtPUZAdOSHeTPYP6jfNifkFuptqqcpJ5sJUJynmT7BYGqme4kAbazaG++nMSqU2JZZgB3PSgz1JDHDStKwwd3PF7tvteA4XE3NmentpSAugKt6Vc9NDXFyepq44kYG2InrrizgzN47B3pKm/AzevLrBTG8zpYlRFMaGkR8bgMuhrXQWZ9CUFkVrgh/Hu6sVOx+TnE1TUw8Wh6z0MLB+bI7F2SMszozz0btvKcxUYAiffvoqP/70NoFBtuzYsYk7r9zk1Kk1HB3t2bd/J+4ezlRV1+PjHURKYhajA2NMjU6z6clN6pAYGxymrqJC930ie5GL78TQAId27dbM3NSYWBrKqxjp6dVCPDcxoR2U5G7IMWJuSmx1h5VALRa4nu5OXB0dcHdzUbJvXl4OhkB/BVtKHkhKQqKKkqNDQ/WtXHSl6PU0tyAHk6MDg9r5SXi5FDUpdpITK9Y4scKJE+AfsZdClH5p8xbV/InYWY4a0hnGhEUQ4h+IjNpSbEUMLXtC6fzkwCOFVz6ulYkJ6ckR/P73r/P/eHrr8Lrv8/xf7datW7vt1zZNKWnScByzJUsWM8PROTogHdER64iZmZmZWbIky5YsWeaYE9txOIWUm5QGXddBt8Lrdz3vfLc/PtdxFNvyZUvPeeC+X/eVqwPcvTvP1asT/OKjW0SbXFQH6HT8E7Cp04kX0Po4Ywz0UAHj1XkZZFpi1IVWcFgyxvu5OBPu56uuwiKMFpmLZHbIldfH6Ziyx4X5OCmJioedHR7H7YgMClJWNYlBdTws+7lA4ozuaPxPoA1yIjE6Qh0wQry8idMG43b0ZVUA3Y6+oiI6Tzz/jELfCwlaCqDsD2tLcjnywlMK+ltXUqz0fk0VlXTX1uJ27BgWvZ5QH18VfSCaStnplubnq52sELvrS8s4v76hvgYOvPA8n/vrv+JvPvsX3Ly1i5PzQVKT4hS/Ly4uTomQk+KzKS6oxhwdS3qGlYz0TCVM//rXnyAsLJzsjEISRD5jjlckaCmOMvqKeD0+PgFduEEBNeSCLIADEbTLfi8tJQOLJVF5haX7i03IwDsghBBtEF6+bkoIbU0pxKBLwmotxpqZTqguBBdPf065+OPpGczI+AD3Hi1y+VYrrz8a5ebtfm7eHWBuqUA9Z8/Xs3e1nWt3+nnrg2Wu3xli42w1N+4M8Pa786oLvHmjj9mZHGw+/OVVfvPHt/jNHx/x69/f4fu/2mH3VjOTq2lMraUytZZOSb0vC+ul3IETMe8AACAASURBVHu0xLe/e4OPf/4d3n3nEd/59vt893vvc/nKBQYH+7lwYZcVAQE01bI0N8zb9y/wwZvbvP/WKpvrFeztt3DnwQQXbw5x9vogW1fmSUrNJiujFDu7Q7jYP4Xe+ZtEHP08g+m+9CS6U6U/Rpc1kK2haspifKg32zKUFUBmyCnKLEZ6SkrIiIykKieby2eW8Tr6jBJV354sZbEyErPTQdyff4K17gYactLUwtrPyQWzvyeeR76l0t1CnA8S4HCYeK2giCKRzN7lvkqWugpoLczgtb1tjAGu9DYWMtlTTWlyBIl+Tlh8HOmpKuDi6iwdpYXkxZoYb68i2PkQQw1l5BtDWW3Kp8AYoGQJwxMzbCxtkBQZw6vbW6zNDJOfGU9vZx0D3a3kZyfz2Jc+xe9+9yE//OFtomP9eeyxv+XM5hq/+PlHaMKDyclNU2FP45MTLC+dZnxkWgECctJyaGtoUb5bg0aLkGA2VhYZ6e+htqIU/vQHirMzkc5BzPLyqoLj29sUEUb4cesryxi04ZiMehVfKTDT1uYW+nv71Lt4TEyM+uKXUUmw+b6+n1gLhfUnBwvx/0oxE2lLcnQMDeUVVBYUkpOSSntjM2sLS1QUlRHiF4SLgysezu7qG1a8w+oCHBasCppcq0XELZ2MHG9O2R5Tj8BdhWsoQFUh3MhBRzpUyQgRO5wU2GOvHGGwp42ff3yP3d0e9i+M8tq9Nf7039/nK1+0UTtWIbxERwTg73pcjalSACUhTrzguckWJVYWkXFkWKiiLsdG6NAHBSAAUgGcyhgstjbBVknxkyuv0JqlcwxyccFfRsZXXiIu3B/Pky8QEWCHMcyRKK0bx15+AsdjB9Qxo7a4iOz4GDyOv0KQs70qgmJxE8S9WN8KUy0KtSUFt6mySB1phFk40Naquse+phYqcvLwdXRGHxSM/eEjCnwhpG8BooowXvaFvS2t1BQVKx+97A5FJyqSICdHO/7lNz/ByemISmdLiLeo/GgJpE9KyCEvp5JDhw7h7e2pBM4RWqOKTZBOTwCqmjAjwhE0R8crzZ+ff7Cyu8VbklVinHxcrHDRMRZ1BAnTCNklWR1SggI1REbFEZeYibOHDzEJZgJDfBEfcICPDp3GQn5+JaYoI5GxUfiHhBMQrCcoSPKGTdx8bZKzuxU8fHOUC5eauHG7h71LLeqZns9lbrWIsxcaefe7ayyslbF8upStnTrO7zXx5tuzXNxv5crlDmw++pcHPPz2FtfuT3LmUis715q5cLOZha08ZtazWNwsZv/VHv6b7/If//N9fvbxW7z19i2Gh7vZ3jlDeXUNl67fYfPcJVbW95hbOsPM/Iqya3V01DA8XM3Fi0OcO9/Emd0artzpZP9uB2/+cImVvS7qOxsZm10lIjKa4DBfCrKMFKeFEHTyWQZL0um1xrBYW8h4Ywk+R59kqjyayap4OmvzSYnUUBcTQkNcGBc3FtjdnEfvdoBgh6cY7S9lsLuQ1PBTBJ/8FuV5CcxMj+EXGIa3nwZrRg6RhnCigj2wRoep62lYUDA6fw0hrh6UZpgZbMyiLT+JreEefvToLj11hXRUJDFYmUS821EyAlzoyktUu7+26nL1jTHWUEys13GaM6LQ2D1HizWK85O9LI6PKmfEW1f3VAj8pcUx1sY60QY4khwXzoWd04pr9/iXPs3v/+un/OlPH1Nbk8FXHvs7FYD07Q/eY2F+mo0zC2RmJxIbF4W8W3e0t6pYTNF9NTdUszgz9gkeXxBR8UaSLQZCAlwpK7Jy4+o2Ho5HGetvpTRPdILVdLQ00tbSqmgwvd09apmdk5PD0MAwjo7O1NU1MDMzp1LpZPcjrLiAwGCV+yqdgPADhcoiO6nMlBQaq6tVbmyiOVKJoUW7J1djt1NOXL1wkYWpOaXVE7CD6PwE0CCrBHF1CB1aQAYiPxGNm5eTA9aEOML8vPF1dVIe4/AAX8X1C/JypzAzXR0qonURarxzO+nEgWcPcHV/lz/+z8/46U9u8vD+Oa5fXeSffvkmf/dZGzUCv/LMk4R6OxLiZU+Iuz25CZGKPp6TEKX8vNLlxejC0QX4KfR8SrSZkwcPIDKUnKR45fSQAijCaBE5C1A1QNLbBE/v7Iz78WMc+dY3Fd050PUwGp9jhAfY4nj8KQyhHjgdfwU3ezvKc3OUbEbCmYT3JyFH8kgQkqfdEQpS4hVRRkALwhQU8bTEddYWFmIMCqGtqoa6ojJMwRqaK2rwc/VQGkiBSnQ0NdHW0KA6fxmNU6KiKMvJVoVX4AlSAFNSYvngvdc4ePAZDAaT0u/Jv8cTX/0aCZY8ykqbcXO0x93JXmkEExKsijMY7O+j7Gox5hTkcqyVTi42Ren2XF19MZnj1X9HC2MwPY+A4HAVrq4zmPH0DMQYFad0fkGhelUAk9KzCAwLICMrTYUoubv44+utxWRKQKfXkpCaqALX5TBSXlFLXUMpdx7McPVWCw8eDXF6s5iZ+Qw2tsoZGk9icbWI9a1KrrzaxZVbvZw+V831W31cvdHD/qVW3n1/QekBV9ZKsHn/R5eYXa9j90Yfm5caWd+r5Pz1JiZXcrjz5gTLmw28eneRn//6bb79vXu89/4d7j+4qp6337nPysYWsyvnGJ5ep2toXr2ev3qX8xevUt1Qydb2DDfuLDK9WMzN1we4/aiPvZu17N6uY/NyKy/bvUxhRR3l1XVotYH4e76EKeQQ189OUJtuxuubX2a6soDOikLq8pJIDzhKhMPT5KTF4mR7EK9nHyfG+RAT3c3cv3mBudZCzs20UFGfy8hsFymRvvjafQutxoM33nnA4soGBcU1BIXqkG/0lBiT2q0ECv0jOYFEnQG9hztGPwdmeyp47cwM0/WFLLZXkRHhTVNeJDvjjRTpfUn1tWekNIXbmzOM97bQXlvCo+1FujIj1d7vwlQnaaEuShA93tHMpfVlHuyu0FkQx9W5Aa6vTTDeXc38ZCc//N6bBPk542D3HPz5V3z80ZsM9Nfy+b/5S86fPcfOuW1FsPH2dcLHzxF3DyfsbI+qbBFBHl29tMvc9AgmXYjywYrPWX6/YH8XZRfzdD1BeIgHaRYjmSlRZCab6W6vY3l+RhVYCUWS4CXRdVVXV1NfX4+7u6dClHd39+LrE4hcCYMCw5QAVqQOEmgjC28pZN6uropBKGOw/Fiu0wsTY2j8/FUHKONrTVkF1/avqA5Quj85oKRb4tR1M96kx8fFUQEVhDEoT2R4KJHaYDwcbfF2sccUHqT2mAGezuq/BXCqcjuizARLYFNAOMcOHOfBnTuKPvS7f3uP3//nj/j5R2/yz798hy983oYvfPZTOB0/pNh+XvavIGNqgNNx1YXJRViusJLxKxpDp2NHlOC6ODMD5+NHVVGUcCOhPf9vFyjBSMIIlAOKABHEH2zw91M5w/L7+ToeJMHoQ4xetIxPU1mYqpQI3o4OqsOUwqaS4DSB6nPL3i/ZpFWFUKIwxQESHR6mvMZxOh1iZSu2WtWoPT88Tm1BOSdeOqz84oJ0a65vUDpL2QFODvYrKZJEr5qCgxXxWtD/L3zryU8ACk4nePetezg7nVT5zyJ8FtCv0LqNhhRyc6oUqOHU8YMKLmw2JyuknK+HqyK7pKZkEx4eiaDx0zLySUnPJTzCrLSFcsGNS0hXHzNExiuvcWR0IlL0wrSRxCdaiYpJUs2IoPZDNSHk5GYox0lEeBT+vjqKi6qIMOgJ1YWhN8Wooip/xvb2al57MMv+lTrObZcxNZ3M2loBK6cLGJtM5frtbq7e6GZprZjF9VKWN8sZn85kfrmAjTOVSOF78MaEksTY7Fzp4tYbY1y+08viVhGTS5mc3qnm+r1Rbr2+RHV9Ostro1y5ss2ZM8sMD7czPNLCw0f7yhN88+4dZpbPMLV0lqXNS4zMbVLd2s/iphw1rrO9t8Lrj84yt1zF5Vfb2dgtZm0nm82Leeq4EmGOoLNzmO6WOqxRXsy1xtGV54HO+YsMVZh4c6OXvvx4dN4eLI8MMlefzbc+Y0OaWU9nQzNHnnqG3PhEJvsH+NkHb9GcGUdLvoXe7joGhjuUni3QywU3h8PsbMxz/9XrLE1MqgSwnOQkBBwg42KwryPJkUGE2B2jwBROrKctGVpX9ma62J9sJsPzBZYq4xUxJsTxoOImnh/vYr6phKGKTCY7q0jSeVFv0bBQn0dxvBxFfKhJ0TLbXER2ZATn56e5sDLOo8unacuM5triANsrQ5w/M83CZD/hge4cP/I0/Pkf+cPvP6a3s1a9U0+OTLC5foaU5ESMxhBiY7WYjFokYEaiBv83QFzozscOHVSyGpG5CAAhMzVJsf8Eky+HkfSkeAV0lU5qe3ONualxerrbFYtNfr/goAASLHEq1KairJzZ6RkFS7U9boe9nYPiD4riX/D0kt7V29lFRUkxDVVViugsoUuSPiei5bOry/i4OCldndjdRGYjfl5xajjbO6kjhgScS4cnBVAunNL9yat8TGnf3F3xFd+s1ycuGtHqaQO8lUNCXWY9PUiNiVWL/qhwA89841mu7O2pv79339nj45894ne//b7KifirT30yAgu2Si60rsefw8f+IC5HnlNFMNmkUbADY7Av2YlxqttLjDQijzhDJHpVJCyCrCrOSFa2uAC3k4r2EuzhpNiAQngRMIIpJEBJYaTL1PidJCHSn3B/ewzB7pRkJyvWoIyz2cnxqrvT+nmoTGA5eIhg2hjoqSCoti88y6GnvklJejqmgGA8j9thlexmWxmZncmMS8HT3o0Adx86m9vVPtbNyVm9GUlXLfvL6oI8Ek0GKguyyU9P4qVnn1RfVyEhPnR3N6vjh/h8ZV8n/0Y+bh5Em1LIshYp26R4vK2p2cTFpmDUaTl5/JgKTBIYR0pqphJGB4doVW6IkKVltA0KDlei6dQ0iaNNJVDkL4Fh6sfyc8TqJmg6d69A1UFKAlx+fq7KJImLTsbZyQvRIw6NDHPSwV79uvj4NBW3efbcApev9DM6Fs/O+XLmF9K5fKWB6bk0xiaTuXajU+0EN89Vq05wZb2U67d6uXC5lXO79axulqix+YPvzmNz6W4rd98Z5OyVahq6tXSPxLN1oZnljWaGx2tU8bv/8AYb68ssLk4yMzPA0vIgi8u9DAzXsXJ6jovXrzI4Nsn8+lluv/Ee1qIKSmrq2No9x9RcP/uXZ9Xx4403pzi3W8qrd+q5/1Yrb34wS3dfM9XlFaxPd7DQlsKjpTy+s1lMqv/XCT3+OerivCiLDube+T3kurbUXcub+8vkJpoV7eT5p15GG2xiemicX3/4AWUx4ehOPsdAbZ4ifEjuhIeLs7IWbc6OsjTYRWFyPPKu/smuLE4x97It4aTp3EkOcFLILf2xb3HgczakaJw4P1zJvYFMJlK8We+qV4HqieE+FCfqVbBTus6X8ZZSesrT1fV4sNSqMljFDdCYl6DgrJkxJtJEZBsRxGR3AzIqjzWXMNZVhUHjyYWzq7icPEydcOz4Dfz5N1y7tKW+UAd7hujtHlCpbRkZiURGhiGe5rjYaCUp8XH35WuPfZWJ4XGVwevp6qa+iEVTJ04NKfAichbpiuzR5LUgI11p/qQA5mSmcnp5gZKCXDUSV5eXKJhrbWUFotu7fGGPmYlJJkfHePPBQy7snGdhel51pu+99TYfvPM2b77+Og/v3mXv3BnGBvsQb+7lnXPIpbsoKwPxKsteT3SDohd88ZkXFM9PDheibZNHfo0UxP8VIwtmX/ZvknwW7OmuZENiUwv1cf/EqhYepsZScYYIJzIlJp4Xn36RN167wx//52Me3N/ge9+5wS8+fgT8gux0PZ//tA12B57D3fYlEiL8iPR3JcT5OOHuDmTG6okO81PjqDXOTHpsFIHucokNUp+nNDuTYy89i/h2xe8r2CsB5IqNTuQqAiqQwie4KyWX8XZSGsDk6BAspgCeevyvlR6wujBD/dzEKL3C7ovbQ+PjpgpmuJ8rFmMImXFGMuMikRB3hwMHSIowYg4KxeXQURK0epKFqixo+TDJFpHQcAfllZacZEnWE9LPSE8nFkPE/6G6xIMs1rpjB19QX1c6XRBCGNeFa/F281GkFbnUynEq2ZxEYqRFgWoliEgbpCXEN0TleURodQpYKsRu0fZFmeOUxzcmNkGJnU2RMSpWMzYuUe0Cg4I1SgwtrwJIkN2g0GKkCPoHaahpaFZ097KyMmW9k2L7CUbLolBzTs6uyqNcX9dCVUUl42Mt3L45RlurhnNnS1hdkbyhBnb3qhgZsbB/uZHNrSpV9MT2JoXv4tV2di81srldyd7lBtY2ijh/oRqbjf1M7r3bxsIZK43dWoamMjl9rpXltXYuXl7i/oOLvPHoGv/5X7/i+qvb3L13EYm2nJruZmFxkJn5Pi5c3mD9zALldWXsXNqhobOF9p423nzndVZWR9k+O8KVi8Nc3u/g9bs9PHrUy+v3m3n77QlGRqroaMzjrWvj3Fkqpj7kK6Sd+BTvne2mtzAWu8f/khxtIA3ZBXgcPYmX7RHidH74uB1heXmSvKJSAgPClTPhJw/vsdVdxXqDlTdmWlhryKYqPVYZ3AVe2VySz3xvo7qqlVQ34x8WiQRF55i1uL/wZXwPPEai1wHinJ6lTONMpdGble5yHm72cbs7gXNlESw0VXDl9GmyzBJD6EZ/UyWj7XV0lubQkJVAldVMc2kWYwMDZFszyEuKVbKJqelZlSiXIFe1uFjqy0sUpcNiDiMhWkNLbbka9a5fPqtQ3h9++wGba7P8hc2n2VrbYX/3imLlxcaI6j6C9LQURXAWfp6QYgqy81VRWplfprSgRAWXHz98RElUTBE6FUYkBwoRM8vVVN4YJDHszqtXCPB2VVa6C9tnFJR1aXZSBaxLJyeuETmiCANQnqKcHCWxMIaHI0+EJkwxBaXjlJ8vB4rzWxsMdLSRkWjh0d3bXNo+qwqwhJ7funqdqAgDQoKR5DcJwharmwid5WIs+zz5cUyEXsk98tPSyU5KVDIi6WbkEb9uekwMqRJlqflEnyc+WXFG2B05werCDN///k1+/JPrfPSze4pSJDTyvKwI/tbGBoW3t32OYLcjxIZ6kKj1J8jxONGhPsRo/LFESKqbu/LlSi6IxaRTHWhmYqwCl0oXKKOrhJqL60MKYE5SrCqK8uvE0ib0Zz8XW/xcjpEYGUJKtCS4HSHeEKwuuxKeJPgsoU6rnJuoCCQTRDrGtFgtJ19+WsFXJcfDGmVWnZ/Ww4/gU26Y/YMpSkhRRTHREIOnvQunjtop3FhhdraC8brZ21KclUZ3Qw31RTkKoyWdrSHEFwfbV/jMp2341tPfICUlRX39uJ08RVZqOlK8yssryY5LwMvWHmH9RegjyYhPItFoJtocr1YgJkOkIvtIuJFcdYUYI5OB0ylXlS0tV1+jMVJRoEXcLGlzCQlJihZtNseoa6+4TLy8/Xnq2Rfw8/MjMzNTxR1sbW7T2tLJKQcXcvJyidAbsTvppND8dVXldLYVc//eJB2t4Qz0mVheyuTO7U4WFjPY3q5kd7+O8UmrGnel49u92Mzcci6LawWc3iph7Uwhi2s53LjXIULoZMaXo+ge0zM8m0R9u5HdK/28/sYGV67P8/qDHeUB3tmd4cq1Na5d32Rmtpep6V5Gx9ro7MxnZr6JvUtzdPVX0DVUy/LmBBcufqIVXF7sYWu9l9vXJvneu2u8dX+U998a5QcfTvPWG8PMTZRQm6elIc2FmWJPbjQHMxzzEt2p/pzrrybV/yTpQe5cn59kuLqa/oZm1Sn09zawfX4Fa0E+CakZtNY3MtXdwd7sAKEHHuNWq5UHg8W0ZUbhfvRZ/G1foaMoja3hWvbXhtnc2aF/eIyJplJFkF5vKWGqPEURoH99b41LveWMF1pUGt16Wy6rBUH8x61Z7q5Oc/X0MpcWh0nReykZRU1hNsXJsWRGapnqqsYU6snZjXUa6hrpa21TXVR2aTn9E7PqSivX0Z7uAeYXF9jeWqa8IJ20+BhFV75+eZs//v6f4E+/5f6d63zG5q8Y7h3nVz//DUsLq6rz8/RwwdnRSbHzPAQDlZqsPLbisKgsLePf//W3vHb7jvL21ldXqZFYBM097c10NNdzYXuDge52MlLi2Vqdx9PJDmHR2R56kSBvV9IsZrWDy0iMV7BTSRXzEGFvkD+Bnu5qTydmfBe7E0ps6+p4SpFg5ForRVCuuBKTeezlF7E9eEAVQpFlSBfoaHuSUyfseOrr31RiWdEERoRqlItDnCWGEC1mrXRGEeqCKQWw0JrByYOH8HV2IUoTTn9rC7IPEy9uXkqC6r7ijVq1DzzywosszY3y45/cVFPHtavTzM/V8+bDdcoKItUV+PgLX6cw1YDexw5zgAuZURp8bA8S6e9OilFDfnIMMf8v3Ei6ORl5RQKjuqeXnsUQ4q86PQk4l7Q26fQ/IbYcVJ2cwAykmMl+0NNBsFh+qvCZQr0xBHuSk2xGgo7k0iu6Q6HPBAu/0NeZUB+BovopfWKIuwNGPz8ivP1IjojC6BuM19GT6Ny9CXN2ReflTUacBV8nN/X3Iw4diXUY7Gzj8b/7LG3VpUz3dZARayI/OU65S8L9PTjyyidX4Bde/BbBwaGKt3jiwCFsDx9V+bvW9FTitVpKrVaFJBMKjBS/lKhYJWMpKi4nNjpO0ZkzUqyK4nzk0FFkTSJ5IJa4BPXrcrJyVQaIRKo6O7qo9Yl4wCO0esQxInIZ6QpDQj+JyBRlgYQmySVYMoMlnbCktJyh4VHCtUa1h9Zpgrh4fpZrF3vY3a7g7o02FufT2dupZGU5l431Ii5ebFLHDimCCyuF6pGxd/9qE6ubBaxs5jE6ncD6uQJs1rZzWD2XS/uAlsWNXAYnEzmzW8fSeoVCW919bYHtnQFu3Vrh5s3TrCz38+jhVfp66untqWBvb5C5+XIuXx1mcraC2eVGdvZHuXx5hv6+Iob6Crl5ZZIHt2Z4/+ECd6728Ma9AT54b4L33hhjbbyACosrO52JbFYEMh3/LAUONgQ9Z8NAoZHvXpqiKzOEqBOPcXOmkyprLqW5VeqbPjMnjeaedvx1YWTkFrB78QoP33obvbcjN5pTuFYdxfW5JkaasiiP9mamMp5f3pnh376zw4/ffZUP7pzjZ/tDLORp2Ouo4HxvPSkBr5CrPUpDrDcFIY5URQeR4W9LT6I/Izl6Lk3301OSQU1iKFUJIVhNgQpbPtzaRE91iUqoK7Ro6G2qUTuxuqpKqqpqiEpIpqyqlt6mOuqK8ykuqyYzr4jTK/P817/+mrcevKYKx/tvv8Z//4dkWPyO77z/iM/Y/CUxRgsX967z8P6b7O7uMDQ0QHdXP5MTs2xurFJfX05RYY6yEklQutBbujua+cH33uXD77zNt997Qz2vXj3P7Vd32dteZmFmUOnl3n90l/feuMfZtQUV4NRSLXqxZT768AP13L68R2NFMXubqyxODPPo9k1mR/q5e/kiN/f3FGX6pz/8AXdvXOP12ze4vLejPnZ+Y02BUYe6OtQlUoLUxX985/oNRKcYZ45WrgAXB+lIdZjCTUgxNIQZlE5QGxBKTIQATsPwdXEnwFX8vmEq7S83JRVrvEVlYMhVVi6yYmOTw4lcV2cne7n/cIXltUp6+qwMD+dz+eIAD+6u8oXP2mD70hMk6L2xhHsQ5nIMo48TXsdfwu3wc6SYwojR+KmYSilggshPjzUpKIE+2I9TRw6RFGX6vz2fjL7iDJEdnnR1EUGeKkM4xNsJfzeBqooLRHD9TspxJFGXUSHehHk4EBv+ybgsEho5pCRFhWLR+5ASFYiX/cskGUMRYbSMvSHOnjgdOIrWzYc0fSTOBw7ge/IkFp1OOVASjHqEGCO+4bLcdFV843VBFKTEUpJmUZ9LojsFsvry80/wqU/ZYDDKFT9FXV4FuCvYMfvjB3E49jIHnnpW/Z1L7rCfmwta/3A0/jqFr5eAsuNHTyiYQY41W7k6BFxRmJunEv2E5CNYs9goM4lx8SrO1cvNncMHXlH8P6F/CwcwxhxNenoGiUkpSnFQVFBMX08/cTHxhIWF0dfXR3JKGulW2T8mKVK43dEDzI43cu/VQbZOF7B/rpyz6wVc3a9jbjqdibEUlU00NpHO2IRVHT7kGFLbEk7HQBStvRF0DRvZ2C2kZ9SIzcxyLg0dWvrGYhTEoLVPw+q5fK4IJ/DVdl69NcyrNye4eGmc9vZs2tvzmZ1t5dEb+8wvNDI1XUhndwwj4xksrpRydq+VgeEMFYHZ2hzP7rlO7rw6zoWtdm5c6uXGpU7efDjGxf16NtfLubrbTZHFlbH8AGYynNnIdWY2zZ4b4wVM1SZQGO3JYnses1VxNCaHU5pVRFpqCQ2NbfT291BVW0JxWT5FZZVMTC/wwx/9hF9++w0ejVbys9VmPrwyy72dcV5d7qE62p3hTG9W6wx0ZoWy3Z3Nfn0E1V7foDLAgbmyLOrSQwg4/kWKw23J8j5MS4qR6apszjTlUW3yQufwIpUJ4bRb9cqxcn52iKHmGqwxepYGWri3Pqy4gKmRGoa7WslOtZAl1+W4WCX1yEuMoqk0l5qaGiKjoikvLqCtrpqdzU2V2vbhtx/x4x++rcbgn/7oAyVJCA/Vs7K4TllJJe3trezv7zM4MKagqMlJCeRkp1NclIuXpwttTfUKZ5WfnYHZpMOk1xDk70VZcR6lRdkU5Ei4UihHXnmaob5WBjqb1a5IEP51ZcWqExV/8mh3Jz3NdYx0tzHa087C+BAT/V2UZqXTUllKeU6GOg60N9WTk2FVQUiC3pJxuau1iau727xz/x6bSwssTo5zbX+fzZUVpkbGaK6tJyneQlFePoE+Qeg1BsyGaGIMMeqJj4pVZGcpgKmxFuIkvSw2AfH+SuZFmI+Mwv6E+/hQX1hARkyUQkxJIJWP9oW5PAAAIABJREFUqwNn1se5/3CJnQtN7Ox1sLPbxe2bE3S2pKoO0OHg0+rKr8LRw7zQedgr8IY50B2XIy+g8TxFmlmnMjjkuitB57KnS42Vz+2FOTwMp6OHlSxFnCGCvxKtXmpMBIUZCaro6QIFgOGqEuVSY/VEafxUVyiuE0OAuyqAMaF+JBl0Ku/34DNfxWrRYgg6hdbPjrKsGGYGWpjt6ybFEEl0UDgmvzDcDh4n3NUdrbsrwS6OxIeHqqS4odZ6dZSRQisk6ugwXwz+LmTG6pQ5IMz9lCJaC8nm0EvP8NnP2pBfkK3eiCSjQ3I+4mJiidJ4E6v1JSHGQrQhCvkz5iXEUJRTQVhQJAHuHng6Oihun7eXv3qVX2eJjlcOD6eTjkozKo4PKXBmQ5QKShdrnI+Xt8pzESucUWtQ6KucnDwqKqpIT81U43NTQzN9Pb34+/sSEOCHh6c3X/zSVxRBWrrDhFgd1/anOb9Zx95WGdMjFm5fbWFzpYCRQQvz09mMDCXR1xvPylopVXVhShZT16ZhYCKe/Vcb6R0zsblXwNbFQmzWzzSwcrqCybl0VjZzGJuNZnE9Wb0OTcSpReLm2SZee32FzTPd9PXns3GmjaWVWvUOOzaVwcBIEh090Zw+V8H4XAbt3WaGRpIZH0tnfbWCiRErO1v1PLg3yvnteh48GFOn6su3h1g4309ckjezDZH0WxxYK9TTH+/DQHY4DVkGMpKiCQsKJD8+mlJrOtUNLRTVt1JYVqMWsnLNk2xdGZuqcnIYqchVXL9LXeW0xPhREx9EmPMralSymkJJd3+O3RozK/k6uvS2tIU+x/W6KOaSg6jSuDDXX8NISzZWtyeJP/YlKuPCGa8uYLMmhys95eREeNCQGUVnppGGlAiFtFoe66M4WcdIVQpLVUlk+tkq4XRLdRG1OXE0ZcfSXZypRNWiJexuLGWks1mZ1CVDo7KkQHVH4t/81S8+5J//6Xv8++9+xLvv3eUL/9/n1bgwPTlHc3MrqanJyLJY9FAmY5yK/hSVvuxgVpfXCQ7QqKeusoH0JCs51lxlSzpy4LDK3RDqcnF+nqJPCzNQIKbCYxNcvuwGxVNse+QVwvx8sD0ojgl71cnVVxShD/VXRwAx5uekWOhsrFOCZDcnBwVblT2ghLR7uznx0tNPEuztgcPRQ7z41BPq/5fk56iuWETT4jCRTkEQ6OIekByQsMBQBUKVb56oCJO6FosLRND3cQajGoml+MnRIykqUnH4EvV6zCHBSoQsHZqAAS7vL/Ht721x694gPf3JnDvfxkc/vUh1WSR//xkbpABKDGtkgDP+Jw8SG+xJfrwBgVuUWi3ofJxVF6jxcsTN7qASI/u6OKhRWDoiCYKX2M2Wqgq1g1QdorujKnKCzIo3heDtckJd9T0cjqlcEbkSi9842O0kmXEGVZgigzxVnrT4fr/8WRvFJsy2hPL0YzacOvgNVse7GG6ppyg5hVAXHywaE57H7PF3OIXBz5vMGAPNRdkEOBzD79RRchOj6KgpwPvkKzgceJLa3ERKUqNwP/I8/o7HiArxQRPgwRNf+yKf/gsbvH3cFXZMEtxSrQUqFtX31Eskm/zUWJyabEXnYYfrwWdITcwjN6cGi9GkUvMEaCvQVDdXLxVmLj9Xo9EixVRIL1qNnogIg9oBysfDQrTKGSL/3pIDLE4RHx8/IiPNyI5QHCWSPeLt5oUI8E852pGenkp7Rxdt7d1UlNcyPTlFW0MJ2+s9zI5ameiL5upONUPdUUyNJDPQE8fF3SbOnqlmajKbialMOnpiVBdY2RhEdrEj6+eLWNzMpG0glOWz6dhcvjbA3GIR7T2Rai7e2Mll7WwmgxMmeoYilXRlfqmYK9cHuXilTwWfS9HrGYxlaDxB5Yn0jiQxt5rP0mYhU0tW9l9tYv9yvdLo3LrZycbpEvb3mhSJYWGpgFv3BzlzsY65nTo2H6wQnx1Cf34Qk6k+tBp9yfG2pdLoSIHZSy3ZxTIjweUynjV3tlLf3a1yDApziihOSybXEkuYt7/CadWYQ0hwfpnWjBgmm0sZbSpmd2Wcod5OeurLSfM6SrPOgaagE6xk65hI8uFsqZH3R8sYSg2hPj9BFcHd1nSmrEHUJGhY6ahiOieOjco0zvRUUJoQwr2NMQpiNAppVF2YT3dVFmaPA/Sla+jJ0FOdm0xmgonhumxO95RzfWGIi/ODvP3qWfoaC5nubaG6IIvCrFT6OlsVm6+iOJ8//eFf+NEP7/PzX77Dg4eX+MpX/kHJUpqbm8nNzVU2OEEQiewgLMzI4vyKWixLipZczyINMRx48TAGTRT9XYNUldYwOTLF6aV16ipr1VVP3lBkHG1vbOT5bz2twA4intWHa5SdLMjPVzks6ioFs2VREISKgly1G1yYHFZeYpFU5KQmcfjlFwjy81aujez0FOoqS7EmW5So2RgWrF5FzJyRkqgkOSLOlbwSSQKTUUiyY12cXNXuyMfLV3lEJSJTwApidRNrmyCz5EAi+0e5CotAOdjTg5jwcKWLM4eEEKvREBkWonaZ16+u8sF3N3jr/RnWt6rYv9zNo4cLXLkwwuf/wobjz32D6CAPVfiEOKRxPkGI0zGStP4YfV0xh3iTaAjBx+GI8vwKDl9GS3k8RaB9yh4phPL5xDkiBdDH0VYFmUeG+xLiI37f4/i5n1RHB/Hw+jrZqSNJqIfkenioN0gfweaHBpBkDMff+Si+Ti9jDLJD430Qvb8d4501LAz2kBUTi9dxR5J0Zk69dJhQVzcSI8LU1bo2K4XytFjlZDr4zS/wtc/ZYPviVzjx7GMk630RtYLXsefxtz+iAp0keOmzn7FRSPzHH38MLw9P9eYp+KpkYU56HsXL4QXKi4vUVVku5CY/NwoySkm25BIZqiUvNZkAH191ARbii+Cx5GprNEUr8Km8CvzUPyBEQVETk9IUEl+uxSpH2JqtQtgVGis4mMLCYlUAzSZx+jirOEy5TmdmpVFRWa2kNqUlVSwtLDLa38z9WyvcvdbL1lIuo9JsdURRXx7ExFAyfV2xTE1ksLFeRf9gMqPj6UzP5zC5mMHSZp4af3tG9bT0BdM+GIKNnIzHp1Lo6o1kbjGLrfPVbJyrYGE1n+mFLLVA3NmvZ3wmlRt3O9m5WMWZ84Wsnc1ieSuXsblsJheLuH5vkMXNQubWc7j+WhtXbzVxZruIc9vF7O5VKp2OqLX7JxJYv1jN6Su17Nzv58J7y/iGvshAmg+7ZTEMWaOYrbLSm+ZNbYI7vQ0VJJkN9BQn0FeRyNJ0J7NzE4yPzBJlSqa7e5S+vjHS0rORbInN8UFqMuKpq8hiYKgFi8WoiDELE41sTjUS621HmTGE5mgNy+U5jOUl0xEbwIU6MxPZfozUZzHZUszV3jJ+sN5LRZQTq80ZbJSlMZcZze3pFgbKElSE6PzYIAmJqSq3VvZkDTlJ3D09yLmRWsbaKumUDjArTslghhuLGaovYK65gM6iZFqrShTXL8qopa66jFvXr6nd3b/96094952r/OznD7h0ZZkvffmzxMSaVHZIaVkhpeVF+Pr7KAmBwCklz1cbHqY0ghJlOTw4xIljx1Wk4Ob6BtrQMOxPHFcjeFNdNeGhAQT5e5AQZ2Lz9JJispWXVlBdWaMW1mJid3Nxpbu9Q+n7fD09OPjS8wrXL8VNGIOdLQ1IDrAAVz1dnRR+vrKkUB1AcqwpbJ1eVlfu/vYWqosLkPFa/MgioBV7lkhyRDydkpCoJBj/a6kTU71eF0G4JlR1/bJrUsJqN2fFCxT6jrhFRBAtY6ho20QTlxOfSGqkpLb5qCPOzVfXuX1vlLsPBphdzGP9TA3vv7fKe29u8TkbG578+79W39QmX2ckDTDcxRb3w8+pblAuwhG+TqpIedsfVmh7sbwJHl+0iFJ8heJjCg1RfwaRy8gOUMZkcYakxOrwc7MlzhSqimBMRIgimmv9vMhOjKEyJ5VYjRw1ArFGhxPq5kiU4PADXInTehDo+hL+zs9RmmHCFOSEOdiP3HgLYa6+5MalkhBuJMzNHd9TJ5AOMknri0TEGrxPUpERjTUqiOIUAz3V2cSFupIQ5kFxkomYYG+lLXQ49gpf/Ie/5TN/9SmefOqbqgOLjDCpA5UcwqrLs0lP1CuHTHqUHmtijJJMWbSRJOjjsCZa1UQicQayq5MAJUNkrAKqevsFK2eIhK2bzYnKASLh6ZI37O+vIcIYrfiDIn1pa+ujuKRC2SmNRiOJ8ankZRfRVNtIfV0Nba0N6A3hvHzgIE7OHipFzhITTV9HFQWZYZxZKGZ7uZCzy0UsjWdSXexHb5uZ9uZIrl/pYfd8K2vrlczO59HdH0d7fySnt4vpGNRRUufM6LyZ7tEwbHoHjSyfzmFpNY+ZuRzmlwtVQtzOXosyEEv13L5QQ2e/gYk5C4unrUwuxLO1V8DadgFDMxmcudTO6Qv1rO1VKzH1jQc9nL1UxdaFCs5frGNwLFEV0q3dJmZWy1jcruPSw0muv7/C5ffPkpodTG2kI+tFkVzsreR0Uz7j2eGs1aWyPdFFjTWSziwNQ6VRFKUZyUyOYbKrF2t8OsVlrZTUdCI2nfqyclaGe2gvtdLVlMvoQA0ZiQYG20oYa07mymI9+1OtnOlrYKerlo5EI2fba6gzeXOuLpL1Wj3VcV6sdxQzm63nQmMqNbEuNKYEMpGXyFBGHE3xoZzuqaQgwaT8mdIZidygMDGasYZSRY7ZGW9mvLWSCqtgyNOpzkwgN8HIVEcVMe5H2R5to7Yoh6T4GHKzJPRdw5X9XWKidNy+tcXFi1O8+dZZbt5Z5cmn/0H5fyuqSzDHGom1RBEVbeTW7deYnllkdnZafaGIin50dBirNY2Q4EAVaTkzPcnc1CSFuVmKDTc23KMgmaFBnuTlJFJVXsDnP/c3iJThtbuvc+/Oa0g4+Sl7B+qqqikrKlRFUISvQoFZW5rHQ1wQmmBOL83haHeMssI8NleXSIqO4sQrLykB8/L0hCp8kpYnljL5O5KcEAGelufl09nQiASsiw5TsoaFCSeuEINWhyZYMkBOYXv4sBp9Uy0WlTwnwNQgLw/1Ocw6DVp/X8XASzLoKUhOwhQYqDDxEcEB8Md/5kc/ucKdB1Ncvz3B+mYzb765yf276zz2WRuef+zvCHU8RoTrCWL8nMkyBuN99Hm8j7+kusJQlxNKGJ1mFkfGQSV1kV2gXGvFI2yNj0VwYcIOTIjQqZByuRrH6oPRBnkQLISZWB2ujkcoyk6hRA5TujAaS/LUTs3o60a2OYKipBhqcjPU/jgu3JeoEGditY54nvwmGq+jZMfrSInU0d/YiN43iKzoBNUNajxcSTaGUpikJ9jpFY5/6wtkx4Rg0biTYvAl0PEA5kBHooOcVM53gP0rRAW4qcPO0Zef5ZlvfkMdQQ4fP6ZQVOLRFUPAqWNHqKsroygvGecDT1CVYaE0JxdrUhqOBw6h8/JF8p2VBCY2XlkapYsTgrOIn+VVBNAxsYmIAFq6wE/gqEKHjlB+Yk24gTCNnpaWHrXH1xuiOHz4qIpBraupp6ywVPnRn37qGzg6OhAcEq4mHZG62dkep6k+D71GsmeiObtcQGejjsbKENrrI5gdy2ByNIPmBgNLi6XMLxZRU69T/uDN89VY0g9TVu9FeYMnvWMGxhfjsNk4W8DCSiZTs6ncutvH/qU2Ll3p4o235hRiRs7IF6+10tUfxdxyJmf2KphdzeLuowFO75QzvpLH2n4dM2dKGF7KVna68ZV8VnbqmD5dzpkLnWyc7+L63UXe/t5l/uk/vsOVu5s8+t5NHnzvHv/GH6jvqmKkOY3TrYkslJq40JLH+boq8j1daU0OZ6ExlfXWTCrjAynJSkJ8t9156eQatWRY8+nonqIoo5iqVKti+PVmhdOX7stmfTxzpdG0WrxZbbYwXWng4XI9gxlBXOoroEZ3kis9+XTFuzFVHEKf1YNa/XFa9LYMm04wk+7DQFEk5el6KqzxpOnDMHk4kRYeQFtxGqWWMPYGK9juKmCyOI7tngp68+KYaSpmqrma9pJc5rpbWOrvYLihUmUgTzSUMNdRzXxfi5JvSBKWwAcknDwx3qhAqN3dmeztiVZylS98yYbCkkzuv3WXrPwMymqKaGyrJ1wbgcFoprK6itr6GpxcHKmpq+X0xjqXL1/+P1S55PsWFebifMqWzPQEWpuqSbKYyMmIJy1J7HAttDY2sDQ3y5X9C2ytrfGNrzyOh5OTyhnpaG5Q+0GzQUd5Ub4iO0vm74XtLbU7FET9UEc7azNTSrAsndnkQDdTgz3UluQz1t1OV2MNSxNjeJ1yoLG8gtnhEdJiLGqcElyWFEUx6Zu1OmL1JgLcvbB95TDROgOSPufn7E6olx8aXz+VCaL1D1DYeikqeUlm8pOjkZhIlxO2JERGw5//wG/+9cd8/Kt3+Pk/vse///4nfPTxu/Cnf+HUwef4BxsbsvQBJPifItzuRYxOR7AEuBDlfYoof1ecDjxDqMtJJEUwNswfL9tD6P3dsRg0+DjbKxmWFOZkczRpEXoswUEqc0P2f1qNN2E6H7z9T+HofARLnI6a0lyK0hJIM2jJj42hrbAAk5cnsYEBGPx96Kwvw8NO0t++qTrAEI9XOPzsF3A8/LTyHQtm65nHv8qBJ57Az+EEUixLU41EeB3hyFOfJd3kTarBk2SDF5nRwSRFeFOVEUNciBtFCRGEOB0hLlTIMwGIjfDJrz3Op/7i0xw6cYK8qgpeOmFHmrUEa2q+uqTnpZppKkhG73UKu+cOEhNipKumRu3R5U1OcrZLs/IIdPNRx5JIYxTacAPhGr0ai5MSktGGhBNjjCRSE/5/+k4hhkuBk3xnO1tH5RMuK6tjZXmd3p4uhVmTS3RWupXCgjxFm87MyqexsZvgYAMeHh4qkmNpoYrO9kju3+tne6OcidFkRgeT1McG+izMzeaq8XdyJpeWdjOyspMu8Oa9Pspr/Civ8aGpI4ze4ShsVk7nKUW0GIkvXm5jb7+Nu6+N8ejtedUBCmFB1NNN7Vq131vZKmZiwcrlm53ceTTCxOk8xmTsfXuE+Z1KJk8XMX+2itkzVXz7o31+8bsH/Ogf7/EHfs7v/vRTPvz4Ie98eJf7777K5bu7vPa9h7SPNBNn9mSpN4+9/mzO1FkZSEmnNyWNtbo0lupiWGvJoCFNR2tJFuOt1Yqy0leYQlVpJcVl9aTHJlFgNtKdFUWZ5jgN2mOcqYpmo8pCov0TSldYFWnPWF4oMwWhTGX5cbrSxLWBAjYbk5gu0bBaqWen3sJUsjctvk/TF3lSIfG7anOY7q5huLGUxZ52yuLN9BYkstNbzkBmGGfbMpkqs9CRHU1dRjwD9RXMDfTSVlFKbkIcyyP9tJflU5OZzNnpfuqyEphqr6SjqlBBRdPS0njzwWtY4rRMj1dRWa5jYjKXS1eG+NKXbQgM8SS/JI9rd67R0t1MUnoiKWmp+Pj6ExVtVpkh/YMDClwpxJbW1laCAgLJy8lFUt4qS0v+39Ejhay0BLbW51XYjzXRzP07NxQZWg4Ygs4SgbSEJsm4KklvciCRVDl5cjPSVLSmcAJbG2oVXUZEyrKX87S3o7+1meqCHNLiopQYWILFRSsn46OAO9PjYjCHhVNbXEJBagYxuggECRUZHoafi6siSZtCwjGFaQlw9SYxKg5B/yeZZTfliy4wRBVDt5P2BHl4kp2UoNw+2QkG5bJxOmpLUlQC/AHee/8t/uXff8k//vZn/PCjD/jxT74Lf/49B5/6Gl/6lA0JQU4kBZ4iwe8kOXpf4gKcCHU+SpirLYHOJ0g2hOFzUgqHH3pvZ8yBXli0QUQEiKTFU2GmDIGBaJydyDRGqAIYqfEjONgdc4yG1HQz5RVZGMJ8KEiPpzQ1nugAL7IjDdRnWbGEBmLw/iRnuLE8D0OgM36OL+Jl/xQOBx/D+cgTnDzwBC89+RUOPP1Njjz7LK5HD+F27CVsn/sybke+SpjL82TH+hAVeIIkvTvx4a6Yg5woSTVRlhpJljkEk/cpdcjQuNkR7u2MHHO++tiXsLH5NPYuLrz+3iOOnHLAGJlCUV4tgR6evPjkY6RFhdFVXoglWIfPcQf0vm6EejiosV+0mTE6M6kxyWpPKJIXyXCRzlA0gAI6FV6m5EYLSEIoOjo/eQPzUR+Xw5yrkydf/cpThIREKptbQ2MNB15+DolJkMtxWUkpLU2tRJricXT05uRJT0WcvnZtmcWlKqYmrIyPJdLXbWZ3u4bJ0TSaG3VMjls5u1XD0EgaUgCHRtN5691FVQRrG7VqH9g7FEf3QAytXXpsVjfKuHt/lKXVMiZn8tXC+Pa9cfYvdyJcrbWz5eqo0Tlo4uqdNpbP5LN5oZzT50vZvlrH2oVyFs8XM3E6h7mzRVx/OMiF292MLuVy9fUxpk9Xsnyuma1L/excHWVjb4BH39nl7Q8vsntjgoc/OMfydjdJCTrOzA/SWxFNZ4GekeoSymOM1EV70p7iy7mBMgYqLFQnBVCbHEiX1UB9mpkzq6ssr6yhDfOlIieOErMv5QZ3WlMjyNV5MN1SpIAE1hAX5RLJ07jQYPak0vc5hhI9yQh2YLYui42KKLqMJ+iM8mK1MI6V1FDOVyeRq/OiOC6ErfYcVmtTmCzPZqWpgsFkHV0JYUw1FLIy1k1fcy3DIllISaOiukFJcjq6B5TQVMbQmeE+pnpb6KjIZnW4lcm2coZbK9T4WF9fy/7uWYICT7K10UZVZShdPbF89PPrPPvcF0lKsTA5u0DPwDCDoyPk5ueQX1BEW1sba6vLNNfX0NPRTlVJibJBiS/36vkLdDW2KBKLoKmqCwtora5kaXKEF558nM35SVqqS7A/clB5ggtzMtRub2Z8mJ0zp5UjRITT4iGeGO5XiPwUS4wK4ZE9oITxTI0OKsN9a221ggX0tjaRISlyxnDy0hKJM2nV+JeRFIv7SVtFoNYFBCqUe0tlLaYwjeITintEsE2h/v6IkDksIEDFoHo4uaiiJ52Ev5unQuULxkuOIy62dsornBEfTXR4iBLqOh93xBQeCX+G3/z2n/jtf/0zv/jNT3n97bt898MPgP9Boky/9GkblQooedBVGUaVEazxOk64j71yboh7I8EUquQqOk9HknUBxAR4EhPoRZSfFyXJiXgeP4GfvT3hnk6kRoWrw4c5IhBTRABxZg19rTUUpcUT4eVEdpQOqy6IIEFuJRjJjA5B429HamwImQkGMuMjSI0KQO97jHSzB562XydW60yszkPxBiVnWAqvBLIHOh/j8Df/HtvnPkeqwZkUgxupBm9y4zUYfO1J0HrRWppBnIAvDIEUxBnIMofjeUyiWQPVCP/015/gUzZ/iZeXDz/4wbs8/qW/VWsQwdaXF5coqK5K3Tt8hEyTkfKUOJXOqPdxoLu+EU8nL44esVf2tGRLgtrTRhmMShD9vyJnCbcXradg+yViQHBd8m8svEc/T38K80ppbekhOTmPk/bO5OVnIXGXoh0USU1YSCgzU7M0NnTgcNKDoACD0gaurHQxNp7LxQvN9PdEMTeRzmBfLAszOaytFKvoS1GfLC+VsLBUzP6lDi5cbGdkzEpjs56WNpMSSW+fr6e1w4DNtRv9amF87YZceXs4u9PKacn62Gvh2p0+Lt9qV+PuylaBuqJs7JUzvZrJ1bs96pJ76+1h5rcLaegzMLGay8LZcoYXslXU5uxGOevnm9i63MXiZi1X746xf2OQjd1W9dx6a4KVC2UMzuai1fozNTTA3LBATfWMd9bRX1HAalMOg7kGZlpyGCy30JMZzFZrOnNVqSqkqLYgg9HBDooL4/B0+hZ5Uf5s9NYjo6aMqbU5MdzcHGe0NIPl+mIuDzez01bAen4E3WZXiqNDyDP6s1RioNdkT6nvEZp1rtQFHGY+36yKbJ01mvZEX05XW1isy2a8OIWe+GASnV+ho7pYpddXVFWyurFJVX0TGTn5dPf0sbQ4j6+HC9G6YIXuyrFE0FWTz87ysEJrtVYXMjU2rPZ4H3zwkOBgW2amCtnermb/cjM//egKX378rxQCX8aA9PQiJFdkdHRUUXkL8wsYHRkgPy8Ll1MnVbSmgAlkhyZhRznpGQqJJCJk0esZtWEq4yI51kRdeSGNVSVERmhUitxgT4cqcmuLswqt7+XqiBS8G1f2lSxG4heH+7oYH+pTbhIJW7p9/TIezqeUfGZlZpKnvv444YHe9HY0UVGYTUF2GukJ0VQU59JcXcHzTz/JweeeUYZ7cXpIoRPZTWKsWSG0BGqaEB2tLtGSBSLfLJIKJ3nAAkRVvmG9Xn2+/CyrihDwcXIm0RSNKdiAq60LKZY0/vxH+PU//5x/+c9/5Ee/+iE//PgHvP/t9/jjH/5bBWDJIUTjeoBIn0NEeB/C5+SzmIIc0fnZ43nqAAFuJ5RtTePtQJoxhGDHwzi+9AR5cXp87Q7hZ3fsE/2dqwOhvk7EGv0IC3AiPdGILshdhaKXpMQRF+RNQoA3escT5BuDyTEFkhHlS7zBhbREHxLjvNEG2hOjcae7xkplpg6d18tUZISrzGLZA9YXp1GSlaiQWxmxerxOvkCI8wEa8iIpSQkm3xKCAH2lqOYn6MmMDlP7aXG3ZEdryYrUYBH72/NPUZqeokKlJGb0r//yczz7lIA3fos+1FUBKGKMRtX1S/xBdlIyldnZWMJC8LM9RHGyHh/7Axx5/gUVYyFJcnLUEBtjrCFCHbZE9CyjsCS/SYCSSJvSk1PUfjHIx0+NxNnpWSofpKG+lYqKBjXafunxb6DVhdLUXEt8rIUjB44q8IaXhzfi//3/mXoL6KrP7A039XbamWk77XQ6085UaWmLOyQB4sTd5cTd3d1D3JUkxIknRAgEd3enQLHS4lD8uev7+r/r3q71W78QTnLShOyzv73f93ntngsRAAAgAElEQVSTE3NISsiWyzEfLyNaV8fS3x1Pa3MAvR2RbBjNYON4DunJJrQ1h9G0KgiRA1xb409hgbMkQPeIWI999aRnWpOTZ0f3mjhGRtJRGhjLYGJzMSPrVzIwmsXmndWMbyykd20qm3aX0TeWRPfaeDnvK2/wYs1wEvWtoQyM59I5kMrW/dV0jabQOZRE+So/GjoiqW+Lomsok4ltlZTXBdM3lsemXdV0D6fRszaVjbtKae+PoWc0jv71sdS3RkqxbmSQMOHnEexjS0ZkENkhfpRH+5Ljb0dhtCfFEc4kGC9kdYgNtaEOFAXb05wXQ0VmEMPtWXTWJsp/CPE+rqyMDmB9aykeetOpjbajPcGLVUH2bCmKoTHAjFjNqbTHuNBfnkq0Qp/mOCeqfFdQ4aNOhc9yUi2nEWo0g/KUSKxXqMkiGWi8hGCLpaR6mtCxMpIIV1MSE6JJTE8nJCyUoEBfMhIjMdVaTLyPDQO1mQzXpFGV6EVOoC0RzoZUZceQnxFLUX4m/gHe5OTk4OPrwfBwB9bWyvIHI8gWo6MpTG6slKHPU7+fTmRYOukpJbg4e0udVWV5hYQhLFZeILFjCndH/EP85FE5PCaMkMhQlixTRtdIT4YprTDUQVVdBTdPBbn5mWitUEPhbMdAb6fMJRGRmmmJsbIgipzhiZFB2eGJAi6CdazNjJj2/TeYGqyQhVFl4Vx5F+JnwYcTHxsS6ENMeDArc9JlEUxLjkFshd2c7WUUp4jcFNpDCxNDmf7m4eKMEGy7OzvKKEtDXW283FzlIkQAHUQHISQxC+fOk+8XW0Ah1RFLI2cHW9SUldFcoo6Xozd2xo6oL9HC3ysA8d+5y6e4fPM8+07s5dy1C+w7dJj79x9KQs1flZTQWzwFH0tV3PQWYKUyHVuN+ZiozkR38TQMls5FX3UOfo4mGC6fhdaiqQhYhreDAQ7mmqiIpYKlHkZ6S/FyMcVdoU94gD2u9gKtr4WLuR42mqqE2JgTbGmEr5EGcQpTgmw1sVkxA1fbRYQH6+HnrYWV/nyCnA3pbcji5I5uUoItiPLWJcxNFwutGXg56KE2/3uZX5IW5cOXH72Gh8VyEvzN8LJSQWG0BAcDFbkQcTLRwMV8BcEKa8TvgKOehqSUr8pLR2vODGy0tQlx9WDJ7AW8rvQ2c2fOAn6nujgRQ/XluJibM2fK56xQmUGUryuBzo4EOjsT6OpKoIeTnBmLsCXh/Q0Ni0bEW4rFidi+C9+32OpbWdrh5u4jlyL2Di7SOyw0f8LtExkSQaxwQPkESpCquroekZHJRMclo2+gw8r8LCLCIqVGUFtTB2GhE9nCQqTtqvCW7q/B/kpW1YfLpLf1I+kMd8fR1xnF+pFMhvqS6O2KY3w0i/aWKFkAt26pYO1wNhvWFzE6ki3lMS2rI+jsiOXI4SaUBsfT5DF37fpsOvri6R5KZtveKjbvKZfFrnMwTuKx+kbTWdUeTXNnEtv3ttK3tlTmcm7f1yy7u71HOhjbXMHI+gr593sOdTM4VsbYZBVr15WwblMZW3ZVSXHqxKZcxjak0T0YzsYdaZLQKqQNCnNrBlrKqMwMJcnblfxgX+pjfCgPd6E0MYDu/DgavU0ZCrOhJdSa5hh7OlJcaU11pT7FgTUVMdjqLyU/OZYABzMyAh0YLo8hymQmOXZLKXFcSrWTCm3+OvjM/ZDGMCtaMv0pjXFlID+MwUwfxvO8aI4ypCXBiiQnVdrz4ylPCsVJZyExzgayCw2xWkxxmD1lsT4orIwliFQ4JgpTY2gtSac01pNV8Z6sTnSjM9WD1XEudKT7U5PoQ16EFw3F2axuqEEUMYWLM5HRYWzdNsLy5d/KGezmLTns31/NlSuTLFOdLeclCocAAnzjqK9rITY6jpXZOdTVVhMVG0ZqVjIRsWE4utqjb6JHVHwkYdHhBIYF4e7jgYevJzGJ0Th7KAiNCpEFMzohirBIke1gQnxUGCJb2NPFUd4zUxJkpyd0id9+8Zk8GgvvsOgSfT1c5LE4KjSQ9KQ46TrJyUjl3598KDfNVuZGfP7vj1k0fxaWZvry84t8YUtTI9ntiqWPKGChgQEISIOQ0YgUOoW9DaJACiy/raWFJMWIeZAohH5i3rl8GYvmzUZ8vEjRmzvrJ9kRejl64mLljqe9DzrL9CQUQgwBj5zaw5nLR7n56DoHTh3i/KXL8mgs8P8SiDDvayyWT5WRqR76KpgumYaDrjI+1vqIo56trgrOJmp4WetgvGzmn0XG0xJX2xUsmPkF/t4OhAY5o6s+CysjZeLCnLEyVEFz0Y+4mGpio7kYN0N1PPSWESPQaKLDVPkWc/XvsNabioXBFAK8NLDWnUmwQp8QhQ71K4NpKgpl0fd/IdRFizAPfQyWTcPTTo+UCA/Ks6MxXPoTnlbLyIywJ9R5hTz+2uouJtrPHlcLHULdbfGyMsLHyph4bxcinGzIDPLBcNF83M3McDGzZOG0Obyu9IYkwvDiGrWliZgsX46LkYnMvY72sSA93AvBI9Rfrk1GYoaMQ1BRXSgjKZcuW8KiRUvw8/TFQlcHAWwV6C3RAQpen+AACh6goL27ufkh6M+C/pKTtZL42CTpJ57202wpjVHXMqK8ahURUeH869OPcHPxpKaqnriYeEQRFCHrgiKtqSZGC9Z0debT05UiHWVtjYGM9CeyqtqLDaNZUgS9elUwk+tXMjqcRWWFN/V1wdTVhzA4kMG6iUJ2bK9kZG0WkxsKWd0cjtLARDxb9hVy6EwDXUOxtPVF0zEQS2tvDOu3F7H7cAMbtlcwvqmCqoZYhtc1sP/Ies5fOsL5iwfZe3CYC79s5dqv+zhycpwLF3dx+co+rt04xNnz2zl2cj237xzi6PF+Tp8bYPfeOsniOnikmrGxeE4cLubAjnKiAlzIjwllW20ca7M8aEuOItvVlqZAc5rCzcmLcKYuwYceb116nZRp99KgNVCL7nAtNuU60ZfoxM7V+WRH++DvbktpVhw5kd74GiqT6bqCpkgLPOa9R7n1d4xEaVJg8R3Os9/GZ8UU4p3UyXDQw3XuN/gpf0+Zlwl7WvPoSPOmLsCYbZXRNKV6MlyTxFBVHHs7VjKQ5El/gjexllpkejtSHOJOZYQPSfaGVIY6U+ptTZqVBq2RrtQE2NAS401tuAftWfHUp8YR466gLDODMhElMDbEqVMH0NKcyeEjXezaWYkIbTl8uA8PN2t+nDqd+toOSorqiQiLJjw0jMTYOFLi4iTvMCYyCB9PhdzyxseE4+HqiJ+XO0lx0SQnxVFTXS5nhb4+Xuhoa6JwsiMkOJDE2CgZkymcKELbJ+aAEcEiY6RQFjnR1Ql4gpgFisInUudEZygKochXFsdhof9zc7JHwBac7W2k4Fk8TswJ/b3cEFvkjtWN1FeVy+WKSJITgunwIH+J5jLS00FculrqMu5zhaaGLIyCNCNmfeKYLHD3ImlO4PFF7KVIphOUYvEYE21jHM2ccbN1Z/ni5bIgP316h5F1nVy6eZyLv51l4+5NnD5/gZcvoL2pSdrhDFV+xFLjJ0yWConIArTmT2HJ9P/K7kd0QAKVpTlvCoYq07BQm4WDzgJ52a9YLDesZurzESMNU8152OgvkWmGYmbnZq1DQUow6VGeLJ/9PwId9Ql0WEGwgyZRbnp4WyvjZ6dCsEKNQIU6/naa+FirkRJkTUtRBHHeegTYqcgCaLR0CmYaMwhyNcXBWCwhZuJhpUG0tykJfuakhdjKza9wbwiCubOZFobL5uFooC6dLUH2ZgRYGeFvaYzWrJ9w0tPF2cSUZXMX8qbS67z9mhIvn1wm1NcSzXkLSQkMxcNMDWPVKajN/lou8EK8gmRCnPDjevp54e5pz5Ils2T8geAwuloaS5CrwJSJ7a2zwh17Jw9WGNtiYu0iMz9W6JthaWUvEVnKS5YhgtNdXTzJzSvC0sYFHT1TYuKiMTLW48P3P5Z6wPLSClydXWQkp4rycgL8gklNiubowUG6OxPZs62MnvYIOppDWdMexfjaDDkD3Lq5mOGhNJoaQ6mu9aelLYruvmS2ba9mcG02E+uLOHqsg63bqpjcWIpS73gU7QOhTGzPpm88geEN6bIIimPu1r018pg7MFZAY1s6u/YNcOnKYfYe2MqFn89w+Mg++vob2H9wVIp3RVrcps19HDq8kf0H1nPw8Ho2bezi+PFxhofKGB8tYsvmUjZMZNPfF8WazkBGB6I4fqCRtEQ/PCw0aY0wZDLLmWOd1dSGeVHhpk1HvC1liZ6UxyoYiTanx02FNSH6NPiosdpXlcE4C/rjPVmTHERTZgiR7kYoDBdTmRxIspul9O0W+umSZPkT5a5zGYjXY2OOHeWeKgwW+RFmOp9EY1Wq3K1oCnWmLzWA4cIIaoPMyDSazrp0V8oDTamKdaYqwZWODB/afI3Yle1PpYceMcYLCNebQ6ypMmGGC0ix1ybLSY+aYDvqQh2oC7KhIdyJrhQRuSlyh0PoL0qhMi2ahOhwwiJCqawqQUNtjvw+tbUk0NIcx/59vRgZLOeH76cSE50o7UCZ6Rl4erjJ/FyBoBeklorCHIQNLCbUn7iwYImRd7G1ljNVkfomEtNqS0ppqKqSiW3CiSEWJkLyIgqSOPKKYma4QpOfvvtazvpEIQzwdqevq00WR/F3s376Xn69okMU80FRNIV9ThBg6ir/jNMUuC0Ry1iUl01sRKjcHDfVVUshtcj4SIiOkI6QH6d8LWd/AtoqOroAH0+pixTHXIHtEgxDaYGzsZG4fdFhCI6hq501bk52CJeJcIe4WDmhv0wXjUXLUZ4zl+72Jl4+/52TZ7dx9fZRjpzdwZ3HN7l4+Wdu3viVn0+clB2g3uIfCHXVR3v+N6jM/B8WOgux0lPB0kD1z5RAw+UYLZ2JkfI09Od9i4f+ElxXLMR22SxywzywXDYHdxMtHPWXEeBoQoi7hTyuFqSFsGGwgcr8cKwM5uJhuwx/J03czJdgpTlNzh0DbNVI8DIj2E6Lojhv+upz8DBdjJf5EowW/w8HnWlEu+vj76CBnvJ3BLoYyYIqjrqRHubEClmWpxHxvhb42GlhpbuIUA8LUsLdSY/0IdrbnmAnM4IdTHHSViHMzhxXfS1cjXVxMTVFZOK8pfQa776mBPxKTIgDanPm42VtJwERrubLpfzH086OYC9/hOPK3zeAr778XLIoPVxt5YuSn4szbiJLWVdNisPFEViI863t3TEwd8TC0RMP/0g0dY0pKK4iOCRSRioIElJ21krpZrJ38iIoNIo582ajq6sjLXQay3UQUhqRRyOiNjU1NUmIiycvO4ntW1ZLW22/gLWsy2ZkMJX+3gTaWsIYHc1g544Ktm4vk/O+U2e7OXK8jU07Kth/tJU1A2nUNIYyMJzF3gNNiGWvUktvCC29oew9VkvXUDx1rcGsGUqmrC6AgnIf2nrS2LanRXZ4t+6c5ueLR7hz9yb3797j/LlTnDuzl8uX9nHtl0McPjRJy+piTp3YyYaJbk6e2MamyU4OHRyirzufdWPFjI/ksHkyj9HhBFpb/OkfTJHH5MbOCooL4qiPs6HEU43+3DBKgx3pygqhJMqBpoJAiuKtaUuxpj5Mn+4cP9mV5XnrkabQoScrntY4P9rjrNhc4UdVqBHDJVGsWRlLaaQ7Ke7aOCz7L7lBplTF2JHnoUZduCm5Hiso+r+N79okD1oiHchWLCNHsZjeZAeq3bVo9reg1NOUQl9rOcvryguizGExA2F6dMUZUhepS0eaLeOVIaytDCPZTYNA09kkOC+nJsaGtnQXMl2X0pGhYKw8iJZUBzY1xNBbEYudxQqmfP8tGRlpuDnbcuvmSc6d2cyvN/bw/OlFcrPj+WHqt1hZWeDh6UJNdRkF+dlEh4YTFRgiZQbNVRUkhoUQ6e9LV2ODFOq6WFtRkJ5GZf5KKgvzKcnOobqoWEJDBfrIzc6R7rYO2YkF+nqxpr2FnVs3yQjM0sKV1FdXyCCnqrJiqstLCPLzJjw4QP69iA5YmZ0hNYEiM1hsgVvra+XziJmQk5WFfFtkDgvAaVxYiJTMLJw5HZEVkpEQJ3NxhdRGEIgFKPX/XYC4OjixYPosTFfoSwiC0AcKRqCQ2ogiKHSGkiBtaY7IujDX0UVl1hzU5i/ku/9+Sm9HHTeuHWbL9jYOn1zL1t097D8yKWUwF8+d5va1X2QBnP/txyQF2qEwUkF9/reozPwCY4352BgsR3vJDCy0F+NstJwQe0M5/jCc+zXxrqZYq85AZ9bXGC+ehpX6QtwsDQj3csLH0RhvhRGudlroqk9lcE0BLvbKOJjPI8zXkAAXHZyMFmKpPhuFjjKxCiuiHMyJcbOkvyGX0kQ/9o82c3iihflfvIPmrE+x152Lg/5CPK01SQ93J9bXjmgvS6w0Z5Hmb0dOuAJ/ex3CPUzIiHSTxcteX4UoLxvZpfrZ6GGpOhsn7SUodJfibWGIj7UlytOny2yUt5T+LIBre6pQW7gALycXwoLcCQ/2IsIvHH9nX7765GPU50+XVBlxX7FsEQEerpLm4u3qSoibsxRrh/v6SBqMsGgq3PyxcvRC29iGqMRsmelramFPVXWDpBjNmD4H0QlmZOYxY/Yi1DR1ychKp7i4kADfEOwsHeTMUIA+rATQdYU2EeHB2Fjpsmt7C411QQx2xzPYHctgfxJr1sTIq3ONiMgMp60nRo7yhDtt275qhgUMdX0eI5P59I1mMzCaw4FjbWzfWy9wWPE0dUXQPZwiw4/aupNl5Ny+wx3sP7aGcxcnOPvzem78to+Dh8c5e3oPd+9e4cLZE2zdNMraoQZOndjAuTNbJXn31+tHOHdWQChruHPnJHv39LJrZwcbN1SyZWMZo0NpbNuYzfrRBPbtLmHjZBEbtzex/eg48UnutOd4sK06igNdZTQlB1Ab7cp4TRyT7Qk0ZFtTGrWCbH9NcsJtqc0IpDLOjdVp/hQH2tEU5US+zTQqXeZQ5adOX54fGZ5mclZ3ZF0zmcE2pATZk+htTrDRHPw0v8Fr+RcEqX9Fttks1kSYM5brzWC2KxV+anQn29Me50xbvCfN8R6sq0mjNsWb0ghbBjM8qfBQZW2ePd1Z5jQnm1EbZ8bqLFf6KiPorYxiZYQl1ckulMbYUBZlSZafNuUxFlQn2FASacqGrpVYmGjiF+DLxMQGRC4HPJIkmN9vHpee4Pr6Yr786t/ExoURHRNCeKQPra31iDhKf09fmfAWEeArqcsiJEjY1bJSE8nLTJPFTVdTTWr5RDcV6u9Pdmo6malpkvQRGRrGnh3byc5Kw9zYQB6XxXzO3MyImopSNm2ckDO3hPhoRgb7aFxVK7OLjY30sDY3wcvNWZJfRK7HyvRUelpXy6B1QYFuqa2TgehC+hAZ6E9eWooEnKbHx8piKHy9ohiKECUBRxB+XxGDmZmQzJLZ89BYoipxWAGunjiaW6CwtEIUdVcba+nBFdoyfxcFAa7OGCxVxcnclNlTv6K2LJ0d29YwuamW/tECdu7vZGJzK8OjbTTUFcHju3z29zeZ/vlfcTNZRoynNdZaCzFQmYmjsaaECggYgqComCyfi6uxGk66i1CsWISPmTp+ljo46C6RIuNgV2tU503H0nQFHgpzspIDiQ62JzzAFH31KThazEV13j+xNJhOkJs+DoZLWPTdp2hO/x7ThQtw09Nm+fQvCHY0IDvMlaqUIJpyo6WSIS3QnigPU7ys1An3MMPLRksep0OcDAmy0yXSQZ+iGC9CFLroq0yRnaDQAbqYqkkAh4+VDmkBChy0FuJuuAyFrgo2msrY62nIwKYP336Hv7ymxPhQPa0NebLLFhtaY2Md3F0c8HcPIcwrQnqOXYw1pN84xlOBhY4a4b7ecrsrAumFPMffxVGGU3l5eEtun5mVAk19S7wCo4lNyUFLz0S+X5CgBVA1Pi5ZXplZeWjrGGBgaEpqarJ0Ly2cs5gg3xCZSqi6eAGmJgZkZabg5mZPZUU6WzfXyi3vmtYwaspc6eqKpm9AGABiKC53lWyC1V2Rsuj1jqSxfkcJw5O5rO6Jobk7Vi5iB8az6R/LoaY5BKW164plXsfweDEnz45Iiu6ZCxu4cnU7Q6NlXLu+ncNH+uX9+IlRfr1+gBMnJrl0YS/79gzR1pbOqRP9/HJxA2fPjnLp0kauXdvGgQNdHD7cw7HjPTKftaszhrVDyYwPx7NvRy6b1sWzfX0KuydyJSbr+Pkx8nO9WBVjRneiI/2FyXSkh1Pvt4KuSG26UnQpDV7EUKEjjcm2lCd5URChoDLcisFsZxqjdNlc7k6Uzr9pizCkJd6WpiQ36lJ9SPW3pi4zmsmOWlZGeOFvrIq35o+E6X9Pf6YVNf5LaAzSpsxZmQZfLYbSFKwrCaIszIzcIDMqEl2py/CgMceL5lxPKhIUZAY5UpPkT6r9EpqijCnw1qQw0FAWx+okb9bWZdJTmUqStxXZIQoKorxYGeVJWVoYZekR5CeF0lCRR2paHDl5ufj7hfDdNz9SW16Os4M5U6d8wtdffsjHH7/L0mULCQrxxCdAgbu3LXUNpezdvUdSdgVF181dgZ2dDVoir8LBmpraCopL8mXHGBkZTlxcjHSGxMTEIJLdutb0UF1VT0pKGrGxsaSlpRAfF0NbWwtjo2tJSkqQs0nxijw+NkJNTZWUIIg/C2lPSUkRa7o6GOjvpaejVdrcpn87heLsHDpWNcooTOHoEHm0guyss3QZhVkZsgiKLk7khYjwHaEPEzM+sY2cP3M2xrqGCBSWi71Cip9tjM1QWNlKEoyb0IdZWcquz0fhhIOpMU7mxrjbmuNoZiBjKRVWhty4dJiTJ9axaUst7b2p7DvazsadjWzd1cWmLT08f3SVMF97xCZYYaCKnfoCnHWWY6IyH7UZU1n43ReSn6evMh97Q3WstBezpnYlnlY6xAY4EOppRaCHFYnRvnI+a2FtgneAJ24eNsRG++BgqS6PvkvnfIq1wQyi/E1wt1VFbf4XmGvPRwiSdRbMZMW8+cz6/DNcTbTxt9WThTjM0RgvE3UCrLQJdRSsSQ1ZAOMDbAhw0iXSw5RIdxMKYjylfEt0pCn+1jibLCbUxRAvK03czTVIDlLgYrSMMCdDGeQVam9IgLUebsaaKIy0+erjv/PhX97mdSUlWlYXUFWZwdRvvicyJAoPF0umf/8ZFjomhLoGSPeKl6U+3pbG+NtbSAKNm42Z1PSJEYSptqbsyoWG08LMUs76RNSljYMHweEJZOYUSS9vbFwSfn4BkgSTk5MnPfRLl2nQ3tEj84J1tNXli6q6qgaWRlaywIqYhoqKAsLDffH0tCMnO4xdu5tYVe/LuuFUutrDaWjwl37f/uFUsvJsWdUWSt3qIHpGUhjbks/QhmzWrE2menUgjV2RtA8kUNUcyIFTbbIoKvX251FeGSptV89fnAcus317J+Njdfj5G9LSksqZMyMcPdrD7t2rGR8p5fTpUXZua+XU8UHqaoMQxU0EDU+sWyn9dwND6Yyty2NwOI3hkXTWr8+me00EGyZSWdsXxuhAGDsmkxjvC2XXWBaHt1WxfVc9JQXepLtpyllZd2EOYaY6sjMrsfmOlrBF1IYuoSXBgsIAUwojXYl31Sfc4Ady7KZR4TOD7tQVdKfayeD06nBr1pZFkBtgSFteINYqP5ET4MJIZQatGcEk2GkyVhZOc4whfRmW9KTYsaUkkBpXVToizenMCiQ/zIGBqliqUlwoSXSkJl1BaaQRQ2UR1GVFyg3xeIE/jSE6bCgJoj8vkHgnbckLTAtwpjYnSabZlaQlkpcYTUlWGoIcE+LjJWdwIlx89txZqGtqyBCY+XOUmTNthpSluCksMNBbylLVRcydP4ulaoswszHA2d0KC2sjsrJyaKhvxsvbFx8/X/wDA/AP9KO0vIT2zhYys9MIDQ8iLz+XgaF+1k9uYOPmTaxfP4mnlw8pyRlkZ+dSXV1NdXWlfAUW96qqClnw0tNTKShYyerVTfT2dlNRUUZ2diYtLc2Eh4fKI/uqhjpiI8MkC7AwJ4fY8HD6OjuJi4ggMzmV5roGyQHctG4dAoeflhhHSnyMXKakJsTIpYiYGwlKsCALC0ac4MYJIay7kyvzZ87FVN9YagBFQRXCaXEcFigsS309SWlWmfsjn77/FrO/nyJBrXUVuWyabGfzjgbWDKUyuD6blv5ETl8aY92mBn69foiRvjo+eF1JLj4ETMB06UJcTHQllKA8Nx1/F3uJw0+K8JdHYuWZX2GoNpesxCAiA12ICHKhqiyb4FAv4rMTqe9qIijKH4WLOSu05jHrh0+wNVpEgJseNkbzcbdTw0J3PvEhCoJdLaWbQ7hArDWXSwqN+qyvWTjlX9K366C9mCBbfUyXTsdA+XsCHXXxtlUnMciGwiRv8iJd5AtqkIWG3Cxbqc34c8nipIeLyVLpAfa21CbcyQQvk+WYL/4RV31V3PSXEWRvIjfE33zyAZ999AFvvqZEaJQzuYVxfPv19wR6+xMd4kSIpwlac2djq6lLnLcrjgKjpaqM2pyZqM0X8aCLCPPxRmFhgwiQF3kugkYuyD4GhmY4OnvJyzcgXC46BDdQ2OVqq2vIzMxm/vyFeHr5kZCYSnpaNgLGoaW2FBHRkByTjOoCVakLFQxLoQ/W0l7EgoU/UFwWw+jYSqqr3Vg3msr68UwGBpJY0xNPc0sYqZkW9A4mySLY0hNNxSpvNu4qpqUvit7RZNr642hoD6W2NZiJbYVs2lOO0sREOT09OZw5M8a9u0eY3NBEWWkUtZXxJCU6k53hTmd7CqdP9rNvTxM9XUls21rJ5EQJI0OZDA7EyVCS5tU+dHaFMDGZwfFTqxiZSGF8Qyrta4IZG0+SG999e/LZOJ7AaF8IuyaT2TiSwN6tZWyfLGPX9ho6WlJICXGlISeTwxMb6MjLkt3rCz4AACAASURBVEuEKm91ovQ+oshzASUB9rTnpCCCh5Jd9agK0GcwzZKGkAVsq/OmKtaJJHdTSkOsaE9WkOU0h2IvVfrzgunLCaU90ZV8b0Mq4rypTQmmJNSRmkgH4q2XUOqtTX+sBbkOypTEBbA6P5mGKBvWlQRSHGrF6nRvMuwWEaH7HSu99Ig0+okWf2X6wpZR5jKPqgA9ikNsiHQxQWTMWhrq880XX/LB3z/kP59+xvt/+4BXlF7lFSUl3nnjTXlXekWJN958m2VLNdHW0JMdkeEKdVSWTMfcXAcjIwP0DPT5Yfo0DMwNZIC0k5sjbu6eJMT/+Q8oICBIDqndXd0k1FKku+VmZkh/cX11DX1ruhnqHaS6rIqGygZEyFJxbgnVZTWUlpaTX1jA6tYWeU9ISiQ7N4eCokKEvU4UV+ExLq+skO/z8vGWj42MjiIiIoyuzlZKSwpoblpFQX4eJUXF9Hb3UFpcQl9PL3k5uYhCKbbdgwM9tLU2MdC/hsZVNXh5uspMCmGo93D3wd8vGEd7Z8kINNL9syiKgijp0Tq68nsjjvIOFmbSPidiNL/+7COEwX/ujz/JY9zCOdP48Yd/0diWSudQCqsHo8itcWBiVykD6/I5cnSA7HQv3ntDCWOdOfT3NODuasXQUCeNTdXU1lUQFR3K/PnTqSpfSW1ZLlZGGgQ4WxMb6CrzRDSXzCbcz52iomzqOlcRmR1PQk4SmSuTiY72p7o8h6yUECJDnFiZFU6gjyVOtlqE+tkQE+iAyfLZGKnMwMNMUx6z7fWX4m2lJ4/b2nOn4Gy4FHfT5bKr87NXJ9Rdj4JEd9LCbMkIsSUrxI4wGy0sFk/FSWc+Ua7G+FhoyKO5l4UW9iuWEO9pi7OuMjZLZxNiZ4CXsYZ0hdjoqvP5h3/jn397TwIRdK2WsPPoBIsXqeIsLGi+hkS4LSPWzZxweyskbsvXAzdre8lhNNZdTKC3DaILt9A1lo4dIX/xcPOUImiBrgsLj8HO3pnoqHgE4ECAUWf8+AN2VpaszM2TKPzEpDTEEVh9uRahgUFysy8iTt3tXAnxDaGiuAAB7bCy1iUo2Al3LwvqG9NY1RTK+g3pDPZFM9AbQ0dbJDt3VNHZEU1BkYL2zihqGvwYGEmmqEpBc1cI41vEcddHLncFFKGxM5SKeqFpTkCpuyeFVY2RbNpUQ193Ht0deQz1lbB1YwulhaH4eetQtNKLlqZoTh5rp78nmfbWCDZOrGSgL57KCkf6+kIYGYuhtd2TvuFw9h8pYXhdLBu3Z7BuYxJd3QEMDoaza1uWPP7u2JDKxEAkG8dSGBnLlA6UseECdmxqI8DbldGBITob6iiKj2BVSiSN8e7EWP9IeZghqxIjSPNww11zPqEm84k1nsnaHHdaEswoCTchN8qTOD8nol2M5XG00E+HsgBtdjYm0ZroSI7LUjJc1dnRWyHF1avTQ1lfl0WcQodEhToJJjPJclIn3tOevAhvMl3V6c10ZUtbAaVRCjriFayOsCDadBadqfZUuM8l1+pbksymEmY6gyDrZVKMLfSB//33p7z66usoKf15vfraW/zl3b/z1799yOtvvMO/Pv0Pn/znM+nL/Pqr7/jf51/w0d/f4Z8fvsWnn7zNO+8o8eabb6Ok9AavvPkeSq++gdKrSn9er7yO0mtv88qrb6H0yhu89rp43Ku88urrvPbaaygrK6OhvhwNNXUEZkoQfm0tbHBxcEUUl7DAPxlsurr6hEWEs7Ign6KSYqlLFIWvoXGVPJpnZmfJ7lLcxVFdFL6UtFSqa2vkY27fvUVefja5K3NoaVsti6gomFu2baV/cIDa+jr8AvylXzk7N0M+dnLzOsqrCklOi8fPP1CGRXn6BhAWFSsZcrl5hXJWZKBvIreF/v6B0lUgiMIihEnwDAWE9R9/f48ZP30nJTSCKL1CQ5dpU39gxqxv8A4yomssg8718bRNRLJ6JJLqjiBGNhSzaUs9P373F+bN/DeJSUFU1RZRUlXAqrYGSurK6BroQk17GfWNlYyN9dJYV8yRvZtZVVXA4jlTcXG0kAsroaNsG24nPD0K7wg/VLRVcXJzoLQiHzt7c/wC3XByNScjJ5q0jGD8fMwIdDMkM9JRot3cjRZKfaGpxgKpuxPeXQc9FaLcLaVFT8TEetkuJSPKjpxYR5ICTciPcaI8wUNaPl115mG+eCpuBip4m2pguPBHnFYoY7V8LpFOFgTbGKA/awohtoZ4GGrgaaaLgeoi/vfR+/zzr3+TBXCB2hds3NONOI0IpH6ElyamSz/Gy2AxfiY62GoskM6SAIVCBog52uni620reY3O9kI76oGwvQnai5DAGBqZy/mena0IQgqSXEFLE0PEJULXHW1tEGxLX78AWQBFbojAo2koL8LZxoo1TZ34ufhIh5GWxkIG+hrJyYskNTOIU+cmaOuKZnBtPO1tgawdTGDDeC6Dfal0d8ZTUuxCX18CG7fky5D05vYgSioV1KzyklSq8hpXugdiWNMfTV6RDZV17ij19kbT2RnBtq3lZKTakppoS3SYOWND5fR1rSQu0oq925voX5NGc0MIJ4+2MTqUzrH9qzhxtJH2dj9qauxY3epOW6cnPYPB9A6FSFzWwFgE3QMhdHT5MTLyZ4DJtg2ZjPZEM9Ydy4G9ZWzYX0h5WxAHD/awa2s/za11hMWG4uxmhquDAekhfkQoLDBS/QLDJf8h1NoAkzlT8dGaSYGXngQfrPQ2IcnNhtrsVGk8jw3zwd7aiHA/V7rrCilN8CbLdwXDZQFsaUmkKcOZ9nxfklyXI+QxgjZTmuaLp/VydGd+ir3K9/gYqZLgbkSChwYepjMI9tCVVqWGZE/WlkaxpiScwmhbsgIMyAoyJNBWBQOVb1CYqcnsV0crA9RVF6K2dDEqygulhOCbKd/yxTff8vp7f+e19z6Ql9Ibb/P6G2/x17/+nf/8+5/888M3ee8dJb7+6n2+mfIpX38zla++mYW5lQduPhG4+weha2yMk5snrr4BLNbQwiM4FO+wCHQtLdGzssDF35u69tX0j4/Q2ruGzsE++kdGiE5MJDkjm4lNW1lZWMaavkF27NnLxMZNrB1fR8/AoLwL18Ste/e5cPkXHj19xtmfL/Lrrdvy7acv4d6jPzh++gzXbv7K5eu/MD45xtiGcdq7O5jcspnWzg527z/Alh072bFnNyI7um+4H5EU6OXvibWDJZHxoVg6WKBnYsJSDW1MreyISUwlNSOX/KJyIqPiZdzigoXKsrCL788777zDB+//jddeVeK9d9/iX5/8g//99zP5wvHj93PQ0hDIJGVmzZ2GT6gl+y900TIeTt2wN81jQZR3eMuB+MFja1AoVFmm+i1GBqrY2BlTUl5AbWMNts62RCZHY2JtQmRCBGk5SZRX5VNWuZLconRWd66ivK6M+o5GKpqryCzJJDE3noKqQnzD/QmLj8I3IoS4rDRyq0uIy0umtKmIilW5tHcVEu5nQHqwMZONiYzXJZIa4ihJ0IkhLnJ7K4pgiLMRiYHWhLiswM1yER42C/BzUKY4xZnGvEASPfXwM15IkpsReUEuRDtb4GumjcmSmQTbGRPuZE6QlTG2agsxXTCdQCsDPAy0pDXPQHUJ/3jnLd4WL5SvKBEYbsT1WzvxcLOS8ayRgTr4OS4iwtEUR3VlrJZ+h+HCL4h0tSYh0IuIIDc8vRQEhkXJba/I/BXFT1jgfHyDEC9aQrwsuj4HG2vpFS/JzSIqyB8LA10paE9OTsY/IAiFs7vMh85ISiLIy136lOOCozHU0JeOpKKCVJydjLGy0WDz9m7aurKoawxg41YxUguVGSDbNhTS3hjO3m1VdLRE0LMmlpGRVEpLFfQLVcsqTxqavFm3IZ2mFj+6esKprHGhuy+SgmIblMrKbcnKNqa5MYiergRam8IJ8VdnVU04Wycq6WlNZt1QDtsni+hui2THllIO7q2loyVczvVGx+JpWO1G02p3evoC2b4ni76RUDbuSGVsYzyVVU4MDEazdjiOrVty2DiZSXdHNHu3iujCtfRsLiKmwIOwcHe8PZzxCQrAyccFXTM1dPVVsdTXldjxZUu+Y96MT9BbMh2rpXOItNMkzHwJAfpzyPS0xnGFDskh4cSF+hEa5El0XDg+fp5yI5odH8jKGFsqUxyozwmmMtOflfE2UlZTmeBAkq8xaYm+1NfksaoklYq0cDk87ipL4sBkC/Gh1vR0lHDy4Dq29Ndw49h6tq1tINjdiKunt7Jjop0bF/fT217J1g0DHNq3mf7u1axpa2TrpnFGhrrJyUzBxdWReQvm8t20H9E2NkJNT5eFykuk/kkImMsKUtm7qYszh9Zy76bIBbnN8xePeS52w88k5ES+/fj5M3m/+8cf3H/xnD/g/3e94DHiesYjnvCEZzzmqbyLt59JJMBL+fHi7ecvpHNM8AN49PQJz3nBM3n9+ZgnT8Wz/3//PXv2gsdPn3Dx6iWeI76Op7zkKc9fPuGl+Ljnf37cwydP5XOIzyce9/jpQ17whAuXzrBr7zZOnjnK+s0bGF63jiMnz8iCe//hA/lEL168kF+XeOb7fzzii2+/lAh3TU0VhnubGequIz89jJKsMLITfDDQmIPyvGkyynPezJ/49ut/8s77SvhF6TK4JY3Vo0FkrbKksEVBbUcwE1sqKCsPY868z1FdvpB5i+fLn4u6ppqUJAWFBxOXkoStwh5tfU2W6aigpr8c71AvcsrziMuIx1phgUeAK/lVuWQUphObEkNhRSEFlWXoW5sTmBRDQkkeESvT8UsKI7s0lbq6dHRU/kecuzo1seaURphSkxNEc3m6hBkUJAaxMj5AFsJAJyNsDRazdM7naC/5GhdLVemRTw60wttMmUhHHUKstQlzNCPOy0m6PoIdrfC1NsFCbQluxiuIdnfESn0xrkY6OOpp4mSshwhP+vLTT/jqv/9j3rxpvPqGEs5u2hgbLmfG1P/g6bwcX4dl8vMmuduT4qmPk9b3WKhOJ9rTgVAfZ9zdnHBw8cDBzU+KmkUkg5mplfQAi9l0YX4RKUnJeLoqZOcnyOEi+F5oRiNDQ0iMT5ARmgKoKgjhgq0otKzONpboL9WhIq8UZ3tr9HWXoKs/l8qaBGrrEigs9qewxI2Dx+poavSmvyeazuZwetpi2TC+kp7OWAb6EmlpDqKlJZD6ei8ZlSlGc+1dIZJ6JfKARWHs6Y+hrTMUpdJKO7JyTSkvc5eEhaYaNwY6gmiu8mKkM56afGcqcm2YGBR+u3jaW0Lo64tj565CWrr8GVyfRO9YPKvbAhidSGR4IorWAS827E5heEM8RQX2rF4VRGdHEINjsRy50MjgxEp27xulpr6CmMwkjJ3s0TOyRuESiKm5giWq2ixYosqMWTP5+usv+fvf3uH1N5X4x0dv8tV/P2Tqlx/xw3/fZ9b/PkBz2pfkhbjTVZZFY0EyJ/ZPAne4c+8XBofb6OtpZN3aZmqLI2muSOa3ixfg2WOevPiF+09F/sZJnj7+jZf8wfMXDyUyiecP4dEteH5fxlPy9Hdu3zjH9UtHeXL7Mi8eXIFnNzlxaBM8vQkixvLlfXh+D3j8Z4l58QQQ1eUFz54+gpfiz095cPdXeCF+0cX1iBcvhezlITz9lSc3DvP7sX4enBmER0fh+QUpVL15/zy3H5zn4eMrPLp3gxu/nOfa9Z95+uIBz17e5/4fN7h97xoXLp3g1r1f5Oe+dkMstB5x684Vnr+8z683L3P33q/cv3+T588f8Meju/D8CTx/zsvHT3n5/AXPXz7j6q2L3H76G7/evcH1X69x/uwF7v12h8unz3Hx5Cn+uHufo0cOcfD4bi5dP83N33/mwtkjDPd1c/XnSzx9+Ixzpy9y+84Dnjx7yoGDe/jttz+/pqf3b3D/t6vw4im8eM7z5y95/AJZKMX3/N6Nn7ly5hB3rv3M88cPZVF9LH4uPGD7zkHgKjw/A8+Ow8318HMXXGnj5qFS9o5n0V0fyva1pQy2ZpCWrGC5+me4OM2WNPP8RieaxyMkrGNgbCX9w8V89u37vPrRRzgGRvDPf38uPceCdCxC2+fPW8y06TNZsGguyssXs8JMj6UrlqOivhRDAx38ncypzEsgLiWCvMp8wiMC8Pd3JzMrFVMbUwztTAhKiyY8P4u4ohxyCjPk5liw+2pSPYmwnY3m1FeI9VghX1TDXUzoqc2ns7aIrNhQGTr1zb//JTWLQq8387uvWDxjKiIqU8B4Bere2VhLUqY97G2JCvSRVBy1BXNYOG0qOkvm4WiiJ+8iD9hESw0PRzsMdDSZM2M6//rnJ3z44Yf/N05R4t2/vM23n/+bUIHRstfH31IHD11lQiyXE2GrSZDlCmJc7Qh1c5A6Uwdre4nSF2BbD4UChb0dAT7e+Hr74O/rR2CAn5wJu7oocHSwk/5ucfytKiuXgVh2YhxjY09SeKgM24oI9ZPOIGcTO2z1TLEV7E1bTUIjTZncWE5DVTiFOV60tKYxOl4s098624IYGkhm+7YyLl7opbbaW+oCVzcF0tToy0B/LJmZJhQV2dHVE0nfYBytXeF09cXQ1BFOcZU7Sl29YbIVzEy3oCjXjtY6F7ZPJDLaFUFblRe71ucysCaE8ZEw1o1Hy9xNsdFdty5eHnfr27zoH4tncnM2q5p92LQjk8JqC0a2xDK0IZqh0XjauyLILXZkYCKHhFwnghMdsXE2x9zRiajMfL6et5xlBg5Mnb2cN979lDf/8jGvvP5XOft689235A/plbeUmDbzW+wdxf9Qusx+FeDNnoZqeHyH62d2w9Mrsmv6+fwBHty7wo1fz3L96gl+u3Gc65f38fzRrzy49VhaokR/dJ+b3Ht+n4fPxC/ZC548e8STxw948eQRPP2Dh7//Ck8e8PSuyOl9xAtRFJ/dlQXmwb2r8i4+pyx+Lx/w7I9b/PHgNg/u35aF7/r1q/zyyy/cvv27LH6PH96Clw/g+S344zpPH4jP8Yg/Ht6AJ9fg9jHunBziwpYafjvUyq0T3dz7ZT33ft3Gw9sHuCu6wue/8vjBde48uCqL3ZWrx6Xz4ca1k5w/u49fr5/i0YMr7N65jk2TA1y8cFhe4jl+uXSc32+cZ+/O9Vw4c5j9u7ZQmpMtZSznzp5gfP0Au49sZtvBSdr7mjn38ymuXrrI6UNHuX72PDcu/ExvWwsHD+7k4pXjnDy7h80bhzhxeC/7t2/hzPEjrO0bQCxe2lpauXrlMtevXaKvu1U6NOqrSrj282kO79zOxRPH2bVlC6dOneHRw/tw/yY8ugl3LsOz25w5updfrlyQHebTl3c4f3oTdy5uhGsTnB/P4emhOp4cKufp0RLuHyvjzrkWnlwb5snlAV5cXwf3dnH/ygZair2oKXCQBKPeTZmk5rvx2devs2TpFIxs9fFNy2XzqWvEpOYxf74qn3z0H7763xQ+/PAz/vmfL3nr7x+g9M7bKL31Fkpvv81f//EPFs+fg6OuumQHpuWmEpgQiVeAD2YW5kRFRaFrrM8CHVUcw30x8lbgnxJLQFgInm5OFKREkxrmTEWWN+EemuipfE1GtAe1hUmE+DhRUZwnj44CNPDZ51+hpPQWr732rvxdeP21t/nphx/l87srbNFWU+WnH6cyffp03vvLu7KICWnLu2+9LiUu4u3X/u/6+KP3+et7f+HLL7/k/Q8/4Lvvf+Ddv3/I+x//h7++/wmvvfoW77/3LmaCe2ixAnt9ZVyMlbHVnE2wvR7OhsuIcLcjKdiPKH9fKXEK8vSSmDURSSqKa0pMpLRWWpoZYm9jjouzA95ebvj5ekqft6eLE9nJiYT5+ZAcGUVcUBDedtZE+nkQFuaHga4mWguUMdPQxsZCFyvbpXT1p7J1eynDPSm01kezfUcbh4/3k5VhSb+YB/Yn094WKYvgurEs2cSJAjg8EE9ergWZGcZUVDjT1CSgz95U1HogkjCrG/3Jr3BBqXcohtbWIAoy7BjrTGR9XywNxXYMt0WweSSbXdtL6B6MJLPUkOQ8bUpL7Oho8qOv3YeR3gB2bU9ldCSC9g5/1vRGyFT2Vau9GZ2Mpn9DINV9jpR2uBGSakVoojf2zg7EJycRGOlFwapCHGLCsYqIIqywhNYNG2kaWkvL4BAHTp3myq2bHD93nCOnDnD87EEe/vGbLBgCbPni4T148QxRzR4+usPQRK/85b185SRnzhziys/n4OVTma/Ly1s8uX9Fdnf37v7B1Su/c/70Cfbu2iwtfS/F0fD5Hzz+476kCf927TK/nD3F+aOH+fXCGV4+vMPvv5wD0SE+f8Dtm5dk13Px3GF+v3KaEwe2wtM7XDp/jCMHd/HL5fMSyCmgnLt37+S3369z+sRhjhzcwcUzB7j682F+PrFTCp5F53PnznWePxFZwL9z4/xuHlzeBr9t4NxEJqf7EuBMPy/PbuLy/jHp3XzK77J8X7h2ls1bR7h54ywnju1k145xdmwbZduWtVy+eJQrl49z4dwhJtf3s26sm8sXj8kiuH3rKGdP75dFUPD/hvs66eltYM/BCa7dOs+BYztoWVPL7v2TXDx/jGMH9/Lg5i12Tm6UucLXrh9ndVs5zc0VEpRaVVLCkYN7ePToN36/9TPr1/WwabyP36/+zM+nT7NubELOGW/8fou9+/dw9tRhDm5ZJ+NERa7K2vYWuHqR5+ePc35DPy+unuT5vRscPLCHq9ducOPKJfqai9navZLD/Wmc6E/h9NBK9nZmsrMrm6uHhuCFeCH6hU29iZyczOTylkLuH6jj2fEmuD7I3d+GySpwZ+bcb/nwkw/ki6qlswOu0ZnM1FPwxRwNLF1D+fy7OSi98h5Kr72H0uvvofT2Byi99bc/rzfE+9+SS603lZT49OOPmKexFDNvT/yTMjFz9mH6AlW+mT0H59gY1uzaSveWEfacPUp1exdrJ7dSv6qBwCAfsotSGJzoomugiaKKbPJKswmKCaF9aICBjVsIS80hqagKj8hkEgqrMXb2RhEYhp23H3OXLWOJpgbLdVewYKkaX075gX/95wu+/2kGc+Yu5N33/ibnpl998zUf/uNjPv/yK5Ref51X3nwHLUNjAqNjCU9IJSo5AwcXIVnxwNLKhm+mfMliZTFv1sLIRJkVK2ahpzcHbc2ZLFkolk2LsbcwkL5wY11dAj3difL3JNLHGX9XW3n5utgQF+6Ll7MVNqa66GuqYG6giZOlEd4KG/n42CAfitMTSQr1pzAlkdSYcAIDPYmPD5e6QlsDbcxNVElMVUh61PhkJgM9CfStSUTMb/ceamfPzjo6WqLoX5PC5slSutrjWTuQzpEDq6ip8KQo14asdGNSEnUoK7WnpNiWklI78gosKa9xlsuR7CJrlLbsyGPtcCL56bbkJVpQmWfLut542qqDaK4OZe/uRklWzSiwJr/MibRUK9qaotg6kcu6oSQ2T+bIDk+oqgX2anC0EBG1uXFLHiMb4+ndGknLRBRnbm7nGeJIiaRyPOUed7nNZf7gBiBK253/OxiKQ+S9J3e58+g3Ll89x9MX93jy7JZ0oPx24xK3blzlxsUL/H7tmmS8yQLGI55yn8dP7vLw7i3E2er5vfs8/P0Sd2+c5eUfoit7yvNn4sj5FB4/hqdP5WN37NzMbzevce/2r9z45WdeProPjx7w6Pfr3Lp8gQtHD3L9wklOHNzJo9vXEOHlmyfXUl6cyUBnHXu2rKWzqYKRwXb+eHCTM2eOMLy2j+cv/uDU6aMS8zMxMSSdM1lpURw7sIk9W4cYWFPLpUvH+ePJbzx4cJ2HD29w5coZbl89xtY1OYwXubMty47RaEPOdeby+/4Bjh7oZ3JHLzuO7ODO07scObabfXs2cOTQNo4e3sadW5fIyYqluDCN82cPUlGWzfp1vezasY7K8hzEYLm0OIO7ty+ze8cGLl04zfr1w4yNt1NTn8ujxzd5/OwOFy8fY9+BTfT1tVJSkMf5U+c4uHcfonheu3KcyY0D5GYl8v8QdRbQcZ9Zlnf37vb0TM/s9Mw2Zbo7DekknTQk6XDigO04TswQM7NsWUbZspiZmVVSqQQllkpYgiphSSWVmJmZZabfnv+XObvHp44MOtKx6vu/771777tXlZKKLCSUlKRYBgabmZzqoK21jKnxDlFgayu1LM4vMb+wgq5Wj4mJMZqSPFr1GpTR/njbmlKbn4Y+M5n8cH+qlLEog72oVudSU16KFLoujfxPFwfpqkyhNN6OosjbNGb6oc8Iob08iz5DFdO9XayOtrHYk0FXoS2zWie6Eq+wovGiK90S5vIJ9TUSndGWr7exc9e3fLnlC/adusA1Wy92njDmwi0rEbcqbSwcOnyUPfsPcd3Snve/2sbZ63eobmpmdU3q4h+Ly3VpcYaZlUkefn+yWX4uwAykGWFOnOnnrHJfYLDSqZPO9b0njxibmWD56RoPecLo/AgPeSA+5yHPpScE6aRKX2Pxv58JaX6Q/iwBLA39fbiGBLJ5zw5UpSUkZmTR2jvA/SfP6eofYmRimun5BZbv3efeo4csrCzTNzRIlV5Pen4ehdoKVKVlyJSpmNk7Yu/uiaWTIwFhQQSE+3P1ziX+86V/4stv3uX0hd0cOr6FMxf3cO7iAczMjdm2YyObv/6SLzes57VXf8/7f38NKQpAwgY3fvqOcMD++P03+eX/+Rfx+tEP1/2/blSSHknj/H/+8w95981XREi7FGwV7u+Dh4cDVlY3uWNyjmP7NnLt2j7CY+6QrXZGpriCrsaPrg45dU0ysgvcqa2Jpjjfj+w0F5rrE6gqCaYox43iXDfSEsxIjL1KiJ8UonQQWdR5khNNyMu1JDLqDCERJ4mUnSMi9hzr5DEnhUA5JuYKijhTUuNvU5rtjrYgAk1BLO0NRfQ1l9FjKKCzvoDKiiw6unX09FXT2FrMyGwXHeMtxOfHpTzLOwAAIABJREFUk1aaiqGjhuW1YR7f7+XZow6ePG8Gunj4sIPpUT1LEz2szY8yMdXD2OIwEjQ+dm+R6bU5+sf6efjwPk8eSm/1Ci8eTfNkbU48SJPjXTx6MMvy/AwTI6MsTM2wOD3NxEAv/W16Rjtr6Kovpb+9hbXZJWZ7JxhsakdflkOWMpyJ0QEmRjpRq0KoLIxipLWeR/OLNNZVExUeQII8WnRCPu6OZCbLmejvorIwF3VmKsVZKaQroinKSeH+4qQYdR8/WMBQV0ZhdhzjA/UMdNZQU5lLg76Uvr4mgb21dxhobqkjK1vJ/PwoTx9LnWcjve01aIuU+HuZEx3rTFNbCeHRvhia9Dx5+pzl2VkeDXQynCOnwf0KHX6XKHc7SprrEdLjzIUDT446k+p6ncD2Ksvz6OtuIiU5isK8NJRJkXS119PZXktWloL6eg0DAy3Mzw9TV1eKr68jGo2KxMQo9PXVYrdboy0kOzuJxPgIxkd6UalSiYoMJUWZhMFgYGZmjs7ObiLCpWInp6NZT29HE9nJ8WQkxLA6M4o80p/u9jrGxjsxtFVTUJqN8RVJtJrN/bkZ7s1MMTXQx6O1BZpa6xgdbqO7OpfMMBeSQl2JC/Wmpa6G+fFREqMiiA70QB7pLtYtW5rLqKpQ8XBplPGuKiJdLjFQl8FEv4HiHCWdtRqCrI2pT3dHJ79Kud9OxjOuU+J8jNa4u6zofbE//z4fv/5beCbRP0s8eTL63+Vmjfv3F8T7KgUq8XgaVobg0TTcX4An976HPp7OwlIXD0Z1rE42UF0sZ7RdzfxgFTyd5OH9SbqHupm7t8RTHlJdW8rM0gTzS+OsLY8gTSKr0iTCGk8ezYjPl875vfsTLK2MMTbVwzMeMLk4xsjcKKsv7tE11sPcwwX6JweQOn7p318I/Pgez7nHk2cPBfn0QnKB5Sn37ktthDT5PGHtnlRCn/Dk6X2kJkEio+4/ecCj59+TXfeeP+KKpSnXbG+TqFJS01rDE6TCOcOjxzM8fTLNzLTkpL3Mg0ezDIy0MbUwwuKjBcGAO/q4kJadSktLE4uL85RpSwkND+GLr77kn/71R9/jiz9cx09++i+89PKveO3Pr/DzX/4nP5CkXD9Yxz/96If8yw9+yP+SxvT/uU7IciSHmk1f/Elkj6fnuZCQboF38DHSM24j2cQVaFwo0npTog6kWZ+MJj8YbUEIrbUJlBcEkigZCittSJGbkiS7TpbyNlGhp0hKuCJI2MzMWyQmGaNIuERg6BHW5SivEh91npREM9KUdtRVxZCb4cPt60c4cWgrf/z1f/D1Zx/gfPc63U014gcqAfdDQ22iS+gbb2Pq3hiD80MsPVsTt9vCwpzolHixBC+m4ekID6aaaarIpqogg/mJAXEfTs1PMDw5ysqDVebnJnm4Os/z1XlYneHBdB/3p7tZGOmA52s8vTcrOhZpdNXX1lFVUUlPRzt5GYlM9jezONLIUJOW1qpy5ocmaa1uYml8mhfSoWWJ9Jw0BoY7yM8PEsz2YKualuoCFib7SU2W4e3mQHlpLvLIYLycrVGlJFCrKaS/rYGkmFARbNPZWseLJyt0tNaxMDvC1EQ32qIkmuvy6Wouw6AvEgf73v0pFpfHmJkbpKRMhaGpisXFUTrbdRTkJmDQFTEx2EirQU2JRsHYVCPD452kZ6bQ3tkmxsa0kHBUnu4Ygt3ojXNC5bifh23xVGZ6UJQbyuz8IEWaPNra6untamSwr5XhgXYM+nK8PezFiD413icK4OrqJK6ulhQWplFToxadZnCwO/6BLnQNtLCwNkVPbyujQ510ttYw3N9MdloiedkZDA8NMDM3LYpzmbaY5WWpA3rOSG87C+N9PFubJSMxkpTYELobq2ivr8BQr2F6doC+oRa0FXli/E6JixBd3ZOlOZ7cX8LL14WkhDAm20vQZYcTFWRPYmIEAyPDFJeUiYD1/Ix4slODgRkUyaGcMTomcMmONh1d9SqG2orISI3gjqkRqXFhqJUyYlzNqJK7UBd5kbbYSyTe2UuhtzEDRe7IXU6wd8PHVBTmMzXayMRwJaNtJegKE+htqeDJyigd2lS6SxQs6rPQRrnQkptIS14KRVE+ZPlboYl1xN/8IKf2vo+H7WlSgu+Q6H+T62e+IcjXki+/Xs/BEwfIUyViqCtlaWmCiopCUpJCUBcoGBppE6/OtirKi1MZ7W9kZLCJMgnCqS8VBVJqDhZWxlh+MC0IoOV7E2ICks7V0sIgL57Ow5N5nj9e4MHaLNPTwzx6tMzgYCdNDZVMTw8KuGNmZkA0DS9erPLo0SKPn0rFUepDH7G6NieK9L0Xa6y+WBXE1+KDmf9XXHv7DMItWirWPF/m8eMFXvCA1UeLPOEhj3kkoddCMfDw2fdKBQlHf/BM0h98/3FuVfoekqrg//+SirCkSVhcW2B5dYnVxQWxjx4nj8LDywYvj1t4e5ng6nWOoMhrxCZZ4uR5iBKNm1iqSFWZCf/S3FwfMlO8KM0NplodRU1xJGlyW3KUDmgLfJCFGFOU7Ygs1AgPp70kyE3IzbYgVnaRyIjTRMecJzTsBOtKsuzIVpiRr7BjoDGT+ppkLl/ezYmTO7hx6wK/e/UlfvGH/8OvXv0Zf/rbb8TSt644U7CWPBqAJ80M9KSxPKtnZb6HpcV59LUGpscnWJ4a5f5EJ8wPwso8LxZXkEjPp48lecMTltZWefH8KY9WV+ltbqGuWE1fXSmsjPF8ZpR7w10EOd8kVxnKvYUpZifHGBsfxNBcx+jkhCgWy8vjzM50kZEVyfMnM3BvjtL0dLISM5iYmqRtoomq/irqh7uQF2Rxj3sMTtWKEd7H/jtmxgxMjnfz6P48zY0VONmZkRAXQqifG6o0hQDjJcyvv7uJyDBfFhfH6R9so6qmmKHhViaGDSxMthEd4kh0hCsT462s3RtndqGf1k4dz1ilVJMjXHR6uvRUV6jQlatIjvNnYaqLhcVBBoZakFhbqUguzPaQFO2P8dGjdGjKmTDUw3QfUban6SwKpSbVj8xIRxamDDQ3qVEowtBoCsTYPTk5SGNjDTduXBKjq8FQSVeXQXR6Nna3yMlNIirGn8bmSuwdb2N69yLqmgwmV3sZn+oUhFGTPhcft5v0t+voaqult7eZhORocktTKK8tpKAwC21pPjpNrsAxV2YGmR7uINLfmSxFGHXFGYx3Sx25nt7WagFqKJXR5Bem4+HtxLffbiDA143a8mKC3a0Jd7uKu/lJQvwcyMnLQOLKk7MziJKFodXmMjHWLlyGOrrqqKwrpqmtWozmcpkfwb62rCz3UVGpEit/WVmFVFa0MjM4Tpz9ZdJczlAUZUVVZhBNZSkUqxJ576MPefmV36EtTqauREmo0x0qs5QoIkPExeFsewM/9zsoYzyoK0kl3NseKXbhzrkjeJkbU5ocTLMmlZI8OYUqGVV5MTRWpHDm1B7CIv0wMrnAJ198xPadm8RFIEEP1boSCstLKNZVkpybRX17Ez39bdTXl6OQhQsPxqL8bJqb9AwNddHW3sDE9AD1jZW0tEtnvZvu3iaGhyVct4vZyT762vWM9DbT19WANAFIZFS5RsXkaCfjox30duqpLM/l/uqYIMWkTlP6WUqX9tR0L4tLIywtDHN/ZZLl+REU8hAaG7TMzg7y4MGsgGWmZvpZWBr//hIXZ6mJkcEupicGmR77volZXZ3lwcMlHj5aZWl5mjnB+H9fZJ8+/14VsXZ/lunZIUbHe/4/ji8pIASm/pjHEp4vKSQeTAumf3yiWpiwNHdmkZjmwXXTXTS3xwkuIjX3FjGJxiQr7SktjCAjwYXKwgg0uUGiABZmedFhSEZb6E9CjCl25jtEWHqV1p/kxNsE+p8iwO84sbHScoYt63qb01mdqGawIZeJdi0ttUUU5iaTna0kKiacm5Z3OGZ8jl++8VvW/e8fCH+6C8d24+d4i7nhKmZHsxnsiqe7NomRxlIm2proqCmnu76Y+2P1jNQks9pewoPeTh5MLNHSOMLUIrQPjNLa34ehsZnYmDhk4ZH0tzTB6gQqeQA8WaNbp+H62d0kyrypq9Iik0XT1FpPU2ej6BzbejpQa/PJL8lCmRlPeqYCH2c7JJ8yX+8AphYWqGitZmhlBEN/F3HpSopryphZ7MZQE0ao7ynSkvxZWhqjrCSLJkM5s9P9PLg3TZ4qieTECNKUsXR3NNDWVkdCQiRXr58nS5VMla6E8so8GuvyaW8sZGrYwL3VAYoKFUzOdAr3kaMnd5KRE0+lrpD8whSiY/zo69FTmJdIkSqembEupiZHiIgMISTUl/q6EgI879JYoxLkSpO+iojIYJaXJ8lICMHh2gmKov2Zb62kvzmfpblWggNdycxQ0tqqZ9++bcIpprAwCx8fJ0pLVRQXZxMfH87gcBuqvGSUqTGiM21uraKkMpvgeHf03WUsrA4KeCPI24KMhCDuzQ+RlhxNVZWadFUCJnfO0znUyMhoL6VqFTIJpytKRxboTHutWuzJ+rlYsPH9v6KMDCApxAdP65vEhngQGeYuivzCyijFpTn0dbewMjWBvjiXAIdLpMU4CXIlryCXgbExxuZnxCUnxQR4ulriYHWdxgYN5RW59PTqKShMYW56SJBOEo46NdZFYkI8ivhsOrofIsF0a/2N2Jz9mrtGu/C0u0pKbCj3lhf4ettOjp06zckDO1AEuiPzcSUlKlzgjRJuGxTqRXC4J+cvHMLSzJgbRidxtbgpDBLGOhpYnezFw+kOdy2usOnr99m38yOS5D48fbpEU1M10cFueNlf49qpb9GrY5H738bu7lmR6Bckj8fazQOv0MDvR8nlMQz6aqRd6XhZDDdMpKSzIErL8unobBQXT5winI4uvXgv5bFB4v9cqclHKY9AU5xDfGyoMNONiPATMIskr6quLhLYsgR/2NrdFGqI5y+WRXcpve/ShSuRZ8+fLtJaW8ZMX6uYsl48mKO1sZKVlSkePFpg5d4cT1/cZ2y8n8XFSVYWp76XiT1c5dnSDDxa5fmTFdHlSujn/ftzzM0NiSL66NG86BolXFsU1YczPHw0y9Nnizx5KqGaqzx7tszjB0s8fLgkutgHD2eYmWtjeq6R2YVmqusyGBo1oK1Mxs37HJZ23+Dpv4fYRCNS0+yQyyQ7fA/y0jxRRFpQUxpFe0MymUpnwgJNsLyzm0AfI+JiblNWHICv9zkSE8xRF3mTorRGHm/GurxMGYU5Cvbt2MBbr/2Bs7sP0Kiuwd3anYvnrvH3t9dz+aoZ7334OcdPn8M90BNLezO2fv0pwYE2KJT2DI8UMWgoZblVz2RVIR1ZgWgiT1MYsA2D/DgFPofoLJCjCA5AVaClc2oJdbOB8u5m8nQ6MkvLaOntom+4B3v72/h4WlFWmMxAlw4LMyNRoJbXZmnpbKK5q5mcklxKdRraBrvpGB+hqLqa9LRsAv1CMbd0xdHVD+Ort7CyticyJJqKQi0tFdXYm1zh5tH9lKbK6GmrFA9TfoGS7t4G7j+YZmS0ncamcvFGKVOiaDBoeMEaTS1VyBPDhOykpCKX3uFWSivz8PFzICHWG502ndhwFzrbNTy4P0J7VwWVNSoqdCpaO6tp66qhvrEUWawfURGeSN3LytwAKwvjtLW0U1FRhTwuit7OenEgG3V5jIzXoa5OYvB+D3WD9ai1ZZjfMsPiwnnqC7LIlPkR4GkuIi4bDbUEB0tL4gFkZSUTHu5PXb2WoZFO6g0V33eXy2N09xoIi/KhobmC+49nmVkeprajiuyyNHLykygqSOXa+bMES2lzsmi6Whupqiyjo7cdc1trUjMzxE0tMb7Xz13Az96GGDcLipXBNJXnkpUUg7uTnciJeOtPvxdRim53L5Ea5c5gWykTQ3XUVuSir9bw9MET7s3OwMoIyyONVJcV0tXRTUdnLwmJySKrZLirkZrCTOIC3eioK6W6OBNlXAgPFycY7+kg1NUVy0uXSAkNJNrdgazoOMba7zPVvURvVSZhTmeJCXbh3NG9BDncYW20lw0frOe7rfv4xY/+mW8//YTb166JbBYrazOs7czoGezCxt4CB3srkW+cFOiFz+2r+JjdIMLTCUVcGDGJ4ew+sYMD53dTqcviyKFN+LpbE+pshs2xDRR4nkNlvx3bHf9Jkdc+NDG3SI/zFyYTDYYmsnLSSVIG0dpcTIYyHslIIjVJQak6j5AQH2r1Gh49WcLT245LxifIyo4XnfTQQDPakmxSk6KQNJWzU4MUa4vI0xTQ3NtKYlYy8ekJpBdkUtdWT25ZPtctbuDk44yzrwuewV7IEmNIzIinxlAturG+Fh3dulLKspPpaaqmt61O4MD19ZVU12iZnBmlvaNJ7G4/e7jG/fkplsaHWZ0YEkmI16+eIS4+hJGxToZHO+js1JOfn8LCwsh/U5prTEz0MD3TJ7DP0fFOavUlTM/2s3Z/ShCbvb2NQkEgXSL3H42xfG+AR5IsjDXurS3S0VFHnMIZN89jRMrOEBp5goCgswIH7GnLpKosghSFHS31Seir5ESGSmFjd/D3MUaV5U1OphcZqW4kJzuhVodQUBBIdXU8YeFmrHO3v0NYgAsH93/LX177I7/96Ut8/vYXuNv7IItOISAolpAwBQEBMQQGheMXEcDWvVu4e/cqOXlyPENvcMN8L+W5CtG9NSvc6U0xp8z7c/Jc36FedoB09/1MNRWwOjUiVqQ0BgPlrXqquloYu/8QtV6PMj+TospCgQ0lJISzuCB5CRYQExtMfaOOmsZK0vJTqTLUIk9X4hrojjI/jeVnj4hSJKKrqic1MZ2x8WnuSSLf58uMdhhoLdBi/PUOGuQhpNlfxe30bhQe1gz0djC1MCOAaontbGqppLG5Qnws0+aQk5uI0ZXjlJbnMDzeQXNnLTWGUhraq0nOjmVkphdFcjhxkZ7IwlwoK0igvCyVudlOBkcaWFwZZHymg7GpTobH2xgabWF+aRAraxPSUiKJi/EVt3ljg4Hy8kqGBnuYmRxC6voy0mTEpfjiFHiT4AwfQtLDmVhbY3hslgSZTISNN1QU0dOsI00pF9hPcbEKhSKKujrJ8SWPvoFWomICkSvC6eppJK8ghcSUKHoGmujub2RxdYyaRg0FVSomVkeYXOgTN/bsyCia3ELKclVEhQbS0lLH9OwEETHRODo74evnRnxsOCFe3hhKSwl3taRAEQzPlmjXaWiqKSfQw5k7xuf56+9+wYb3/kRtYTIqhT8z/Q1UFGbg4WiNm5OzSKobbddRXZjM6sIMT548Q12sRaFIZLiznYbSfOZ7G3ky3Ut8sAfRfm7EhfiRERtNYpCfyNdV+gUR7+6FLkNJWmAIOz/dQ6hzIL4WJ8mNteba2f2cObgPKSUtLSKEl//j12z84CsOb93FK798Sdgz7dr3HY7Odri4O3Dh2mVuWJhhdMVEYKAVmck8l+RGGQm88/rL7P1uF8rcNIITQ/AMc6GhXUOToZBApxtUKDxw+u6v+O37LStplxiLOUzGnY9xO/kOsV6mZKfEsra6QHd3I9FhDjhYX8TKypRr10w4ffYER44dZOuubwiXBYsiFSEPFut3py4cIa8wHZ1egyovhaAQT7x8HLGwNhXrd91jAwzOTFDeqCM+I4XssgLMHGwIlkcSkSDDzMGKnNICgmPDsPd0RKlKISQ2lA8/e5djh3ZQqlLSWFPMvYUxxoe7yExLwNrKjNS0RLp72inTqFHEx1BWnE+DrhJfNwe0RSqa6is4cmwPl66cxtBcTV1DOVXVpSQkReHmbi/OiiIhmr7+dtQl2eQWpAk3+dp6LWmZChTJEfQNNDE3P0h7czUhQW5oylWCIJ2ZGWFtaZ5nD59TWJDHzFwnfgHGQtMXEnwML68jlJb4MDpYSHGeP/U6OdXlUagyvWhqUKLXJaIuiqClOZvxsWpaW1SocoIor4gnM8ufrKwgkpI8WedpeY7jOz9EHmJHZkooh0/u59W33+S9Lz7GI9ifqAQ5d2xtcPHxIyZeJrRf3h6WFBelodYkE51uxxXzbXg4nycn0pIk621kWa8n5MwvqAjeA0vV8GSS1bkJZibGWZwbpbfTQF1FCfKYaBaX7qHTN6HTVwqcQ2IYL50/QmF+HGmpoZhb3OaSyRVikqPRd9dj6Okgp0xNYXUxprbXcHW7Q1ZaLEN9vbQ01FCllqEINaGrIpjWbB8qfR1QXj5Mwa2NqG03UxxkTG9NqsDvlNmJZOUmClBaupXyCpT0DjYhgc5La+OiwGWqFCizYnjKKm29tZTW5DE238PAZAejkx34ulsy1t9AXkYMHa3lgjVraCpBpy/g4bNp9K2lLD4YYXC0hcYWLbl5SchjA7Gzuo66MJWMDDmT0wNizGhsridGHke4PJqBqX5Sc+NJzopE36IhKCaQ3sl+7vEACVwe6OmltaGB1OR4goI8aG/XEx7uS2t7HRVVRfT0NRMY7MHh4xJ+UiOKXmdvAzX6ErILlHT0GcRIq+soo75LQ1VDHq0dFUyO9pCqiCFLGSew0MhwL3p6GwRuKJEmYeGeArDPSJJRkpcpWPTuJj2Pp4dpL8tGn6dgqqOcxHAXytXJIirSzvwW7rY2WN+4gZ+DPSGerthbXMfN4Q56bS7P78/y8MmKWNMrragRXoWGCi3pkf74WBlhY3KY3DSZyCMJ9PbF2dIKb8sbbPjL7/nslT9ivHc/zlLi2LUbwkXaw/o2Tpe2k+J1GbdrRwm0M8fNyoZrl26xbt1POXPmKof37BTbFR+8+wkW5vb4+fhSXKrmmqUl3124wLqf/gc2Hi50ddRRkCEjTRFKSIA7N01vML+6yIPHy2jK86msLOLiqZ34WxzC7dx7+B57lbsfraPC7APUph9jueV3/P3f1mFltIMrF3ZjY3eTzm49/R2V3DA+SkZeBtcszcmv1nL2pgk2vu5YejlRpK+gY7KfiIx4vpGKjMV1dN2NdE72E5uVSFhyDDVtekLjwvEO9eXUpXMUVhYTFhfF7qP7uGp2k/KGKj75aj2fbflC7DfHpytQFWeRWZDGFdNLfHdsF7bOZpjcOs/5S0dFEXNysRQXqQSrWFneYWx0kNmZCXbv2Y6PvweSkUVWXoZY/fMP86O6qYbaVj1Z6hzxcXB8WGh3Hd2dCY0OJy4pnnJdJUWaYmob9SSmJZNVlMvY/JSQukldY0FeMpUlOSLetrm5hpbWBhH6VVZQRpOulfGhMSSs32DIxtvjOMEBxwkOOoFSaUZutguhAVeoq5bR3pxKW3M6pepQOjtzhafp6JhEQLYyP99MT08pg4NVFBfHkZrqT0ZGEOt8na+wf9s/SIyyJyc9lOJyFXedLDB3NidMEcZnW9Zz6soZNmz/iqPnj2DnYMK+PZ9wYP+XlFUkUVIfS1lDJAnxFvhZ7+X4B+tINP2Q5qhTxJp9KzJ5nz+6z9jkAv0jU3i6OtHVrKc4O5MrZ87i7eBGdEAI0oGXcKVMeTjhvo5Eh7gwM9mFoUFHbmEB3mEBuAZ5s/TiMYMLk/TNDZKUI+fg/m+4evG4GNVk0X5U5Pthcf5tZFZfkXB7M60hFlS7XCT81BsobTeTGX6TgqwgHj8awy/QgWiZPzNzA+gbypCA9nqDhhp9MWsPp8XompETh0qdTGCoC7nFSlp7dLT2VpOeK6eptZyBrjriI32EHlCSwUjuFcNjzQIHnF7ooXu4Ho0uhxp9ESkZ0WLEbm6pRJkUIbY1mlvKaWmrplSbR2VtOQVVpcw/ukfP6BAFBXnoy0uYGuxApy8iLD6AppEWajrrSUlLpaKslPT0BPz8nATOJ5ENEg4aEuYpOoW0jDiiYgMo0eZQqSuiolYt5CnV9aVoawqpbCimoVtLYXUqCWkRotsdGemgoU5LaVGWOJAml04wMdIhJBGT4x20NFVQXVnA8vwYIYFeYuOjo6mJwZY6OirzaNGk4mNznrKcKCHs5vESU6NDFGXlIQ+NprZMg6FKg6Yonaz0GKFPHJ/so75FR62hhqqaSiFI729rRKNKIkXmjc2dswz0GFhbnmFkoJ/laWkVcZVId1ve+c1L7P38M6yumqCMDacsNxnHW8fwu7mbyLuH0CtDmGuuY3VskhqtnnXr/pVNX28jIT6UjJQYbKzsOfDdSV77w6v88ZVXCYmLR1Wto7q3j1Wek5wWTXZGJM621xjqaxIkXHNLAy8er5GjjGWyvw21Mhibk++g9t9Hru2nuG//CTaf/ojr7/07t7d/xI0jWzl7+Eu+/eav2DpeITzCDSera9y4fIq45FhyywuJTI0jSBFBeWstR4xPc8HMhKj0eArqtWRWFqLIS8U90hdzT1sU+cnIcxJIL85geGqI8JhQbt29QVR8JG29rVTVV4os5KnFSeqaa7lpfoPMvFT8JB1okDtpWXIKSzLIVaeh0amJTY3G3PEuablKQqICMLW4TkJyHDFxEcK9x9ffi6++3YS1k7X4WkExwdR3Gahp1onvL2Hy5nZ3+WzjejRVZczOT4mtKkl6Mzw6hLqkCF1dDWWVGs5dOo9PkB+T87NoqzVIBVeKGJXsxb744B20GjWtrc3Ctu3uVTNkwbG42jvT0WHg+bMprE33IQu9JDKBJSu+qDBjVBkuVJSGMtyfz9xUFSVFIfT3qymvkDMzW49Ol8rwcBWPHw/w+PEQExP1DA1U0dSUx7q/ffCqED5u+uYfwh3C9rYp9+fmSZBHEhDkipndNazczXD0tefTb97j3M1dGN3axiuv/whXNyPiUt3Q1sqwstxFZpwpRptewuSzl7j99ZuY7lqPv6MFSckpBMtSSVZVExmrokbfSZFGg6ODDQE2tmQGBDGorWC6oZYQO2PSw5xJDQ+m21DP1EQP7b3NDE4tYu8ZRPtYP63jnfTODxKRFMPWHXvF2GRobSC3IJEHSx005PpRFWhEnvVO6oKuoA65SXWJTIwrDl6O7D7kFz4DAAAgAElEQVSwHXV+JFWlcRQWxNPWXkNFZZ7AACVmNy4+mNSMaBZXhsVLW51NbX0hA8MGDM2lJKUEf//7xhLG+pppqdXg6WCOLNKXoABnbpieJS0zCn1TMWm5MnRNakYm2jG0aJHkBZNTPRTmp5CUHMH4ZDfVdWqhmatq0hCdFkpsRjTfHTqM7W07Quy8uXPyPK21JazcGyKrNJWOsXaqGjRitJUAZolcycz8/v/h7mmDXBHC6oNpMe5KB/3K9TPiph+f7aeuqZyBiU4q60uoay3HwfMuMUkhHDh+gI1bNgmTgtm5CWKioulu76A4R0VuehLdzZWkJ0UiiwgVXoOSbb6VuSkDbe3EhYZgeu0Sw4OtDAw2EBHqhFoVh6FcRUZsKNN9HYx0dTDc1yXE5hIJIu00F6lzSMlLJ60oC12tlnRlNLIQZ9ISAgnwsycrJ4HhsX4BgbS16RjorROOQbNT3awszpCbkUG3vg6ZnzuKUCcivG5QkR6ANsGVOqUD8bbHsTmwlaq4aMYNOlKig/nnH67js0/forI6Ey9fK46dOM4dczt279rPrt3fsefAEUytbDE2vSXiRosLlfBsBk2Bgt62chJk/nz49msEeTrwbHGMhwONjJUn4H7mL/id+y1xl36D8ta7XP7s97z7Hz/m7V/8nHf//CfMLK8QHu9Bc0ceGk0C32z4WKTv+frZCaB/brmX7oE6DO0V5JWkkFWQJLZEpEvKyduKC9dOkJgZw3XzC3y+5R98s/tTTpzfJ1ZDI6L8ufdgjo6uBq7eMOKPr/6Goyf24xfowcLyhJCvSESK1L0nxIdgZWGMyZUj3DK9gLa8iO6BTvYf+469x/ZR2VRNlFLGrmN7kWcmYOhtJiQ+nGRVKuqqEm5b3WbL9q8FZODj6y6kVbU1Bdy6cUZMNalJkXQ2V1FVqsLN3oyp4W6WZ0ZQq9K5c8OYYD8PIkL9cHexRy4LY8/OzezevomdX37GoR3bMLlihJODo8DtjU8ZcWr/UQozs4iOCBQNUWWBDDeLgwT5HKEo35b6qjAKs9yZH9eIIpissKe/J1+MwJMTNSwuNJKdFUBNdRLTU3VIfzc7o2dtWcowymHdedOTbD+ygS+2/pUDRzbx2m9/wb7NG7lhfBwvH3OqGvMIjffE3tscc1cTzphuZdvRv7LvyDt8+dUfOHtpC7GJdsTJ73Dn2mZe/ud1BN49C/dnGWqoYXSgh/ySEoJlSkprexmcfEprzxxR8UoWF2YoT0vC4ugBkt1dGKwowOfOCexN9lOVl0WGIh5nZ0txS/aOzTO59ozotCRUlfm0j3fROzWMi38ozj7BgiSwd7LEzuIKPbpsdPGOyMz2MVASTpM2Hnd/F6IyU8UIHRQewOkj32B25ZBwgJE0WGKbor1GdGWRUT7s3PUFhUVK2torxEO9dm+U4VEDkREu2FhfQleTg7ogkemhTkpUaeQo5Zw+vlcwx6npMtSlaTS1axmf7xKv9m4d5dW5gsGUyJWFuSEhUNbVlRCjCMEryJWmrloKKjPpHWtldGQIL1sXXK6ZUZ2WiSLIlZqyVDKzYhmf66OhrZKOHr0Akycmu0VRbW2rFtrM9s5a6gxltHTUMDLRxcOnC0wvDuMX4kZIjK8ogCuPZ8kqVNLUWYNXgBN7Du7juyOHkEYXaV1RcoueHJmgp7mFqqI8gt1sMb92nqsXzpEQF4tcHounlyuy0GBqyorJzErB1dtRFHIJb5S6q8qiTHzs71KSmUhBViI9XfW0tOqRcKGJ8WFa2ppRFqpwC/ahp0NPT0MxHZWpGEoVPFgZpFqnpqG1kZSsNGFYqilJFcaiof72LC/N0d3Zx8zQFOUF+bjYXqG6OFZcoMledyiS2RBucYJ8P2d8rxjhefcGRif2i0jMN17/L/Z+9zW79m9j267dfPblFmHhHp8oFcUQDh0+LkJ6nJytuXnrLPY2xqQk+BLiZ8HmT/6M5bXTYqfX9MQeJCs2pfUBNP77cT/4U6w3r6PIbSe393/Jjo8+xMvaQVj+S44xiSoZihQ/+gfrCAzyZX5+FmkCuHr1ANt3foR/oA39A/Xi0pXeQ0mGFhHjh5mlCbfNjbGwuYad021y8hMwMjnML3/9L2zesp4jR/fh4GhJbHwEiqRYPlz/Pm/8/XU+2/gpO7/bSnhUIJ7eDigSwwWhIJELUtFSJIRy8fJZ2ns6kCcr2H5gJ3/98C28w31p7GuhvLGKpNwUIpOi8QnzEwSojaM18qQ4IWT+yb/+iJvXz+LieJOywhTSk8Jxtb2JvflVYRz7u5//K5++/SZXz59g48fvcenMMbyc7Hnrzdf44J2/8fJLPxcRrlnJCVgYGxHk4sz1K8YM9PWze8tWdn/1NSf27cHR4hZO9hYMdhnoqi7AxmQPaYpbKGRG5Kc7MN6XS39rBqpUV2orYshIcaWmPA4YprE+hbQ0DwpyAzHok2isTxajckdLGqpMD9YdufAlUUnWXDffitGNr/h84+us+5/r2Ljlde7YHObc1W3cdTzN3mObOHNlD2dMNmFivg1Hz3NcurGdS1KWRtRN1JpQLO1PkqqKoqAil+G5MdTVGlx9XFl5sIyqoJCDR05y28yRI4cv4mrvTZmqgOrcNHytjIX/WbrMmZQYJ3g2QX9XpejM1GWlhMkVVDa2Mvf4GfnllQLgzSjMRN+pJzQ5RjxEeWotPp4B+Lo688Fbr1KiTiUwyEG8yZXaAjwd7XEwu0FyjDPB3ndRhEezOLUk5DUSs1ZalCEe0NqqQvp6GqipyqOlSUt2VoyQhwwO1AnnmEptOhXaVCLCHLE2u0hZXoYY5xOjwzh/+hA2VteRSBRpWyZTJSe7MBF1eSZNbRXilZgUjqOjGSaXT6NWZxERHUB0fDhBkYGU12hJUMSKXcsAdzuWpzoFe2p76zgD+iLi/eyxvHQU61sXBTlUVlVIWkYsGm0WypQIcvMSxI6uKj+BYk0WsYpgrJ1MsXM1Q5kZR35JBvGpUTh72+Du74SnvyPW9jcZGGlFma0QTKGqpAhLe3sSk5PQlhQR7OVKg6YA88tniQvwJDEmEGViNPNL0xRXFHPs9FFk8kiqdFqyc9JoNEg/pykxrkq7x5IZg7enFZs2/ANvH8kZPFPEqUqSppmFeZp7uikpK0KjSiDYzphYp6sUx3kw0VpJl76cy+dPkpQYR5CEPxXnoNMW0tdqoFWvY7BrkKGuRWqru0nLyaJAraIkR4XM2xtpo6Nfl0tOsCtRjlaE+gdz7aaZeHD/8rc32XfwLAcPXebIkQucPnuNzduP8fGXe/EJiCFKpqC1vQk3Hwc+2Pgex40OomvIpyAvhvggW5pK0mlS57Hn/TfFJZto+gUDCUa0hB5CZvQWx/++juOf/5GH450M9nSQkZXO5xs+4ZU3fsfrb/2JTzd/xrcHDxKtTKKyrpTgMFd8/R1JSZcjT4jCP9CH1//6Z26Z3SE4MpIouZyI+FiBneUU51NSU0ZafjrWrjb4hAZgZmfNHVsr3v70Qw6cOsktaysu3zHlg41fcuziWfGy93BGq68gKDKIwycOEhEdhLntbTZs3YyprSVnjI34YvMGbprdwMzclBxVOhcvnEZdlEtqSgK/+e2vWP/5x7z+xmscPHaIk+fPEhIZzM1bxrz+xm9QKmV8++0X/Oaln3LzmpGIV/34vbf58yu/5+c//Td+8dOf8rOf/jvrP/pYhH9t2vAVB747yKHv9qOIiMTa2Jg//+pXwkT41//1Kz5/713uXr6I090rnDu6nTs3L+LuYMGjiUH8LC8QFXQeleTworCgqULGcFs2HfXJdBiUqNLd6e/MJTvdg8xUNxIVNmSmuqCviUWvi6FKE0y1NoQMpS3rblhswyPoFCEyI05dfp+t373FziMfYOZwhKQcV/70tx9icnc3Vs4XsPe8hL3HcS5e38AtmwN4h13HN8wEU8s9lFREkZkfyszqAGklmfTfX2LixVNKayu4efsqTY11aMpKCImIRCZP4sThU+z5eivZSTFoCxMI9rzJhZObuXppH8rkQManW2jvq2flyWOWHj2nrqODwqoqiitr6B0eprhCTWNPPSP3RhhcHCM1S0ViQiqaoiIqqzRkleZT1lKPvY8zYdGhIjIyMyaICM+rYovA4pYFu7YdZv+e3ezavkno/TQlKrIy5GJXNlEeKvCuhblB8QDHyfzISI+kVK2ku03LpCTd0GQz1N0sulypm42XxwgzhOhof04bHaJ7pFGMwKlZUYJgGBxupamlhvyCbMrK8tHpNNRUqtFq84lPkQuMpL+zl7Y6PdGhrsTKHFlcamZ0sJw9X/6VGwc2Ibcxwvf6MfKSokhPjCLA3YKp4Ua6O6qIjfOlvauK9p5qwqM8KVArqWsoIr8gQRQiSUYhucS4ulng6WuPtiqf0rIsoWeULKe6R7uYWV2ie3AQyb05PCyQbzZ/zk3j88SHBfFgboKna5NCzD0xPURVfZUwApXei/7BHhrqdeRkpNLd3kJ2TgqPn62wcn+Sh09nKa/IoatbL37O8YootBUaaup1TEyNMjHaQ3KkJ4/HW1CFOWKybyMJge6MdjfR3V5LTJQfUvj73dvXOXfihFh/vHHuGB5Wloz3zNDXPk5hYSEB/t7o1OUo/IPxtzdlsl1Lmr8NddlJ5KSq+PjTLaz7H+vY/d0+jC5ZcuSQCdu37mfPriN8tfUI76/fzl/f/pTbFjbIlXL07XVUttWQo83kjuVFPvvoVU7s/ByTo7vYt2EDhzd+gvPZL2lNNEPtvI/lEm+KfC9hd/JLlEHmpER7YGt1WxT46Jgw7lqasu/IPkzMbxORkkSRvoobljf5y99fEWqExhY9Gbk57D50hM1bd2Bkcp3YBCnfRE/38CiTS4vomxswtBto7W/nqvktNu7Ygk94MAFhYZw1Mubw6bPsOXqMy6a3MXN05KaDPbL0dIqrqyjTVeHg5sSf3/ozLp6udPZ3E5uWzJFLF/jj397gL+/8jf1SyNSpozg52oq8l0/e/wdfb9zApk0bhFv4ux9+wN5DB7h43YQdB/bw7fbN/PjH6/DxsCU3PZ7f/PI/2PjZx3z67jvs2rIZyTRh/649bP5igzA/vXnjDteumvLeP95nz/bdHNp3GGVsPCUpyZQpFTjdMua7LV/w8V9f460//Ioj2z7g6w//yIdv/oHf/vTHyLwdKU4NIjn2JqkJN1DGmtGgjaCmNIjSXE8yEm3RacLIy5IuzGAqNCFC8yfp/3RV4RTmeZAQJ+USOZCWeId1obE3kKdZkJxjzQmjD7hrdxRzuxNYOR1HXRnG55tfIj7NHo8AE4zv7BTFb/Oe32F8Zzv7T33EXfsDuAdcpLQyjqDA22TJXYkMtMEl0Iuy5maKNKW4ONvT3lTH1NSQAE/L6isYGh8mRZmAnfVddn+7CXWmUohO9x/awvhcD6HR/qLIFVWqKawspWNkBE2dnsjoKIyMLqAqzEGeFk+FQcPQbD8PuI+hrU5sRUi6pfbBAWKU8ZRX52PvcJ3AYDeqawrJUIbw8N4YSyuTKNMSyMxJpbKmlOAQH4FDpaUm4uPthpO9ldDTeXk7C0IhVh6KnZ2pAM8T4oJRxodSXJBKSkoMg2P9GLq68QgIoqy0mImJAdpHmglN9Kd/3CB2phsai8SOrKa8jDi5gj0H9hIW5kegsxU1JTmcNTpNfFoS95fvkZoYj6nZOfYc3oB7gD3Boe6kybw4/MlvUZp+Q57NfhqSgsgJ8STc/AraxFDiQ13x8TYXI1a03JOIaC/a28rJzQmHh8O0lavwuWuCo8kpEgJdebAsefRJHobLTI52ERsfRX5pvrjVJVC9sDiH5o5G/CNCySlW8+zFcx4/WGF8sJXWhjJKS7Np6zSQmZ9BrDBC6EaVlSoExWHBPgSGeFJQmim2N5zdLbCzvyUMG9qaqtDrtTzjEdOLo8zNdosd2edrMywMd3H5+A4kQfXU9BieAZ74h7mIPIjTJ/eJfW6JJJFFBWN06BuUQfakRvgRZG9Bsr8jrfnJqKMCkDubEWl/gWTf63QWxtKnURHl7s1br/5NdIBfblovYgK2bv5WdCDfbtnK3l0HuHzpBpeu3KCwVMsp4/NsPbCdkflB1h7PIWFbZw7tRBHqT2JkOI7W9tia3ebbD17nxr5P8bywjcddZWJFTbJHW5zvYnmpDzcnS+SyCGTyUJy8JCPVPZy4cFiEKV28eVkYEBSUqjhxaj/2Lrbctrdn2+FjeAWFoKmuJComkoSURGoa9LR0tgq9nLSWtnhvFpkyhj0nduDoaSPiD+RRsXR3dqFUKgVE4eDmwhsff8RtZydRIJ1dnXDzdOL6TRM+/PBjfvnrlzEyMyUsOYGs4gIOnT7GpTsmKLKThTmCFJHg4OjM+csm7D95CkdfX0zNrdh3+DDO/r7csbfk0/Uf8PbrL4s0OvMLBzE9f4KP3niNnes/4cM/v8o/XnuNT95+h20bvmTz+s+wtHAQjco//vwGH/7lL7z3zkf8/r9e5pv338H04Lec+fgVEh2u8O7vfsYvfrSO3/1kHdvf+xVHvniPP/xkHTs2/IX8LB9BfoQGnkOd50lDbSQjfUoykk0JCzhFebEnYVKHmG2PVushjE/lCdcJj7yMPO42OZkOdLTKUCpMWOcVfAGZ0kzkZ4ZIDgpRd9n4zWvcuLuLwIirHDr1DtGKuyRmOItCaO6yB+O7m/CNus5xo89Zv/lX1DYl0NyZy91b+3G9uouhehWKjETi8/Ior65BV6kV0oqGhgomHkxi6W0rGCt1cT4V5aUcP3iQswcP4+3oIMSUkubu3KWzrN/wKTZOd0XiVpg8jvwyLcXqfApyM4mJjxZjo0+QG7etrpCQJSMwypOWthqkxf6UnFxa+zqZGG/mxYtxGjsq6RpqFqLm9g4dPQMNAv8ytOkIiwkSDtKSK4yLsx1hoYFUVpTh4+tBbl4mK/cWqKguISIykIwMBdJIHejrhLP9HeGQkZKTRP/sHL1j08yOjzM/NUJaUTLOQbbExHvT2l4mNI1RUX4iGlAWm4C9ox1RYb6YHN1DanQAGl0JsakJRISFU1GqJkEZRpWhkKauBmZnh3kw1Y7HxS34ffd7Csy/4drmv/HWv/2A9/73D7i89TNKs+Pp7ddRUBpPRn4MOap4QRoUqCLoMuRiY3SUl3+wjkOfvC2iIC+fOoC99U2cLK6LPWddbSUFJfmMTvSLbZHklGgyVGksPH5M28g41YYm0eVJ63HLs/1ia6Z3oJ3ppSnB5klCbilPtqe9UXS0uYUp3LW7QUa+FEBdhrenLer8VDpbdVy7dhbfYHcy8hIIDrQiKdabstxUinNSWRzvpre7AXVVJVMPVkjOjSE+NZDY2CB0NeXCgt/d3Zatn7zC7eObCLG/QrCVEU6ntyE3P09Xloz27EhcjL7m+IbfEHzrEPe79fjcvsvbr7zJj//pf/DmX17hu13fsmXjer7btY0d337NwT37sLWw4arJTU6cO8f+08dx8nfFzs2S9z98k0/efk3Yd8UFBpAqT8DPN1hEjEprckn+jqijvUkPcaOlvp5ibQmJ6dFEx3pTmK0kNjKY2oYyukeaiU0KpnuoieyCVOKUMVg7WIp8FDMzEwKCfcjWaCkzNGPr6k5gWBDDI/3IFTIRKdDSbuDyhSMYGx0WtnCSp2VNmwYXXxsRwPXjdet4Ryos/3gLW4s7wgAhNEnBm598zJXr13j1T7/Hx1/KdnEVqYDWdq58uXMn244cJFIRR//EMIGKCLyiA8VobXT1CheMr7Lr4BFOXb3Guxs28uvfv8Inn39BcGwU1y1v8bOf/ztbv/yAz177GXs/fE34JP7lpZ+z46N32fyPv/P33/+eN19+mU3v/4Mdmzby7//7F2JhoSInh5tnT3H0wBH+7Z9+wt9f+gUBV0/hcfhjzr7/M45vfIf1b/wX2959ic/++L/46Jc/4vTmDzE+u5OMdB8c7faLbCLJCquowJXRoWSUSVcI9juEXHaZ4kJniotdiUu4THD4MaQ8kOQ0cxHoVlbsQ0drNJVlLqwLj7tOUNQlyvXB1DbLiIq15le/WcdNs50kpFqLaEFtbTiZ+V7UNMmJTTejqMaPrBIfrpptZ/1XPycs5iaZKj8un/uKy3vf5tg3bzEyN0Z1TzctXV3k52X/35LOPCjqO03jzlTtnzs72cnOxhlNookxEY1HdERREjzifYOCCHIoINDccjT3TXMIDQ3dTUNzdHOfImBzyX3JfSgCMcaoiW6OdTPRVCY79dn6fff/ruquru633t/7PM/nwd/bTcR5UjRpdE30MDw+KAajhEsK9vbC5uBhQj2vUVtdyC+/fkfvnTZcHO2Znx0SZBUJKLlrryW1VUYB8lxYnKe8roxbrTUsLI+LH4GmJAvpjysNwNvdvXRIj8INOhYXu8Um4eRhJw7LWdkJVNQXUNdspHuwjfqb5Ti7XCQ5OZqyskKhbmrU2fgHeFNcohPKqKSoSebOmZlh8nJScbA7TUNNsYCOlhh1BEVEoSkoQqVIJsDjMh6+DjT3VNM32ERPdx0Go4q0tFjiYxN4MLfA3f4usfk9nhvBWKDEUFfK9PIcgf4ByIMDGRgy0dldz9hINzMDHfy0PEqL0p/60CPUhh5BFewotjmnA+aEuZ5ncqSdvsFmQqI9SM0MIy0tGnVuCgW6JOoqs2nQ57Fv04eslHBEK1ZwZN9uFEmR5GUkUF6kFszCoZF+sRn3D0j3rkr6B9sZnJpkdP4+Dx5/xb2FWVpulqNRpdDQUCbw9q/+9xVDY4Po8nOpqzRSaShEp1PS1FrJl9/eF75J6Q//08snjI908vPLZ0KxrqgrEcpoRIizIA7lJEVRrstlsq+VKYle880TJpbm+Dsv+OHVQ7Fpm9qaGZ+dZmi4G2NONGUZgWIAlqWH0pEXT3NaGOlXzyM7vIML5itxPrCWT1f/nu+nemkvMfL2G2+JJr49n5oT5O+Nt7srgT6eONnbYmVuwb/87veisax3eJCrAV5C/dQZ8shWJeHndgl/F3tcbay5cPIMO/+2BwnpHujmyJWTn2HSKFBH+gk8mGT5cHW3FUGB/Xu2Ey0PEjak+tvlRMT7U1qlZXCsm/7Rbs7bnWXP3h34ersyMtpPY0cXowtLXPH2wdXjCotL9/j1H69YerQsCOpv/OvvRGdMWLgfM4uTjC+P8OqfP/Jw/h5BHt7s2baVlW/8AbP3V/H+utWcc7HnoPUp3vzzn9iy2Qxb+7Ocsz2Lt28QhopG8X76ygoGRoZ5+fonZJGBvLHmP8nVa9EV6bnoeBlru0vssLLigrMTZ86c4ZK9HX/8j39j0zYzpJqCKxdPE+dlR5z7eXas/Ssu505yYvd2tr79Fvu2f8LOjRt4789/FCmjzw8eY+2769jw17ew3PSB6Ak5dfAA21au5vj6d2jL8GSxIRmvEzvYs/ZPWO/6kBjn48Q6WSF3OsSn5lvIUyvIV3vS0hRO660k+nuVjA5lUlTownU/czEAuzsV1NSEoC10EdgraQBW14eLAVhuCKa6IgBjkTsrYlIuoFA60tgWR/ewio7ufEydWr5+3knvsJrMPFdKq8NQZF0R26BHoAX+UZ+jLJRRUBZKiPwY2TnuaDTBBMtOkuZ/mvwkGQpVOmXtHUhfbnRMOJNjA9Q3VLDv9H605QV4erkxPtBH7+0W8tIU9NQ18NXkONnpUfzjl+csTU9SoMzEVG8UAsWzZ0/Izc0hPNiPxNhQOu7cFr65VlONCMf/9+unfP/3x0gig3+AJ/mGUnpGB5id6WJi4hbpOVJNXioVVQUkpcgpqdRwu6dBeORM7XX09rZws75M0DQ625q4O9xDf18Xfv5eGMqLiIoNpf5mJTU1JbTfrufJo/v89N0TkWGVsrbB8jBqq2tIDvKhXJVCekY4zZ0VjI13Eh8bJGgsiYmRyIOCKc5To06KoE6XwfPlWZLj5dzQZNB0p5nKykqylZnII3yFUvfLi69oyc/kaX8jtfFXUbtZEG+3lcq8GIHn/+HhNAZ1mkBcJWdEi5uj5DnMzk4lONCT1jYjvv6XeHR/ivsjg1y1PoGPsx1qVaaIN2mzU3j+eIH2jhaKivMFUquztZKOljLKjWoePnnE4OSEUNkbbtaKG15iXBj1DVXcnRrF1G0iMTWe8bEhHn9xn9nJQfI16RQUK7n35QQ6Yw6mTgnGOs/oYBv93c20tdURr4hkfLoXF4dDRAVepqepCn77mcLMOO4OmJhZmCOzIJdaUykPn02KvGtDYw3tPT1Ex8i5U6cl9topDDfCaNImstRSyp2cOLLcbDHlxLJg0tJriCXGcT/F8df5/v4DsQFKGKa/7drGLvNPkGCwHa1NGHQaCnJUSHj340ePMTk7Q52piZwSFbNLYwwNt+HhaM3l00c4bG5OgjycM6esCQ+TE+V/jYOb15Lp60RpSjj7d1swPTuFRAKUFN35sQF++/lHJqb6qKjXU2TI5uNt7yGPCWJ+YZKuOyaR5unpvEVfbyebd1mwZuMWTpy1EY/rVvv2knFDQWJqkgBEnDlhRXSEjCtu9hw+fRC/KBmXPS+RlpjIvdEJYoKDBHg0ITyAqKgAzl62IVV9Q9z19u/bi4XVTpzdXVm1Zj1nbJ3ouTvO0JSU8X5K30Av+hojp53Oo9Hni01WagK0v+zI9r27sXO8iFKRzMzwIJ5uDticPSJQcpLar4n15br9UW5EXkebnoQ+LUGUzJu9u4ot69bw2daNnNhnicUuSzauN+PYrh188u5KLLeboZBf55DZh+x+6w9YvLmC4NNmdGrDaM2LJN7VmtzgKxjjXciNdMbH053CYi2NdXEUqC+jzXVjaEACovqLARgXeZA7HUkUaN1IT7clM8eWorJraPVuVNXJ6e1R0VgXI17T3BDCilSlI4nptpTXX2d4Mp/iUjkpqa6o1J7k6725JttNgcEPn6DPcajRpRYAAAPPSURBVPHcRXLWBUpqAwiIOIqqQCZKiaVGOSlzdyPelWTZURp0McLb5a9QkKLKFgfXvu52rgf74RUiw9nLhfffWUW4TMZoZyvpkaG0GQ08nZkgJcKHuDBPQlxdiPHyRBl9nekBk4iujY4MUKbPE4HtLx8/wFBVRHp6DO0ddUzP94tkxoPFMREkl3xcZfVV3G4tpbk5n+qbRUQlhYg87K+//UBZfSEVjYU0NhmFBUZKZbx4tiTsGNKAlULmEjZIInNUVpUwPXcXnT5XDJbEuHCx0abEhiH396AkP5vXr/6HzMR4MoO8yAp2R+Z2jixlNN6ejhw7ZkX/QCedXSZKtQW0GEooTgyiWhmJTpkiLCTPXn7N1PIUD6RM9PIiRaVaosNkhDvZkHz5HBVydzoyAomx3soly1XIA51ITY8WsFOjMZ/o5AguXr1A10CTiBe1NNWREB/Ft98tMTDWxrfPv6bKYMDUUM0/X79kRlJS5yaREF8JkYE0N9ciQRQkGkpLrY7GshzK9Dd4+OUDAZ7oG+7n6TePkSJ35eV6cZfq6O3m7vy4yHB/9WgJg14jKDoSfl+y4Uhnh96RVrp6G5kY62RIgqgmh7P8xSQLD6fEZ5sYvslUXwOG7FQSAr1xOGEpzMzSxlNSW062PoWuwXomJoeIjI4gS5OPNIh1qaHo4r1ID3bGz2YfaVfOobpmh/z0Aa5absbn+BZyQ2xoyrpOp2R2n7vHlnVmYqi8/d5qzHdtF/CBWHkQCeHB+Lu7iUzuxxs3ERASSGRKDF4hXmiLlGi0ClpqilArYtizaQOHLPaKg7759h1oFHE0F2RxcbcZLoctsNppzsmTx/HxcyEpMRDzj9chVaSmpEYyt3RXeEHtHE5iY3+GQ0f3C5FJHigjLyOJjz5YwwkbWxzd///Rc8u2zXy0YR1vv/MXPjHfTntXq7jbqpRx3LxVydMfn3BroInS+mJRRp8WEU2pOoeROy0UKuMJD73Gd6+f88XzL3jxX1+z8GCaxy+kAEEtDm4y9h2z5sDxU2Tnqbl00QFvb08a2ptpHmhndnGWp988EdUOUqVDeIycMmMRpTk3iPZ24+F4H5V6lXh6+GD1m5i/9+84HdmJJjWW5MggAZrwcrBm2/o17Nz4gciFb1+/hg3rPsJix05SwwIIcLRBdsmGWN+rpHhfIMh6L95HLXG1NCPzqgW3MpxI9TyDVu5BSZQH5z/dxGdWFkQny5m6W0p1sYxbDXF0tClQqxyIirBCmW4thps2z1VsgNl59hSUugkCtL7UF6MhBL3Ohw5TLMZSd/4PMSyeg6NDT/8AAAAASUVORK5CYII="}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"#### Lets filter dataframe wrt this landmark_id and check whether images within train image directory actually contain these landmarks.. lets look at 9 images","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"nc_df = df_train[df_train['landmark_id']==20409]\n\nfig, ax = plt.subplots(3, 3, figsize=(16, 8))\nfor r in range(3):\n    for c in range(3):\n        img_id = random.choice(list(nc_df['id']))\n        img_path = os.path.join(os.path.join(os.path.join(os.path.join(train_dir,img_id[0]),img_id[1]),img_id[2]),img_id)+\".jpg\"\n        img = cv2.imread(img_path)\n        ax[r,c].imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n        ax[r,c].set_axis_off()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"So we have been able to successfully able to correlate multuple datsets. Basis our exploration we have understood certain landmarks are more predominant in the image set. Moreover, we also understand spatial orientation among others will play an important role also discussed in this thread:\n\nhttps://www.kaggle.com/c/landmark-retrieval-2020/discussion/163287","execution_count":null}],"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":4,"nbformat_minor":4}