{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# Any results you write to the current directory are saved as output.","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"What is the Emission factor?  A lot of activities today results in the release of Green House Gases(GHG) in the atmosphere. There are various activities that contribute to the release of GHG like burning fuel, vehicles, Power Plants, etc. Therefore, in order to estimate GHG emissions per unit of available activity, we need to use a factor called emission factor (EF).[source] For example: how many kgs of GHG are emitted by 1 kWh of natural gas? Thus, an emission factor is a coefficient that converts any activity's data into GHG emissions. This factor attempts to relate the quantity of a pollutant released to the atmosphere with an activity associated with the release of that pollutant.\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"#importing libraries\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\n#Analysing datetime\nimport datetime as dt\nfrom datetime import datetime\n#plotting geographical data\nimport folium\nimport rasterio as rio\n#file system mgmt\nimport os\n#supress warnings\nimport warnings\nwarnings.filterwarnings('ignore')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Exploring the Global Power Plant Database for Puerto Rico\nThe given gppd_120_pr.csv consists of all the power plants which belongs to the Puerto Rico, an unincorporated territory of the United States located in the northeast Caribbean Sea.The latitude of Puerto Rico is 18.200178, and the longitude is -66.664513. The island has been chosen for the analysis since there are fewer confounding factors from nearby areas. Puerto Rico also offers a unique fuel mix and distinctive energy system layout that should make it easier to isolate pollution attributable to power generation in the remote sensing data."},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"#Total number of power plants in puerto rico\nglobal_power_plants = pd.read_csv('../input/ds4g-environmental-insights-explorer/eie_data/gppd/gppd_120_pr.csv')\nglobal_power_plants.head().T","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Before analysing further, let's understand what some of the attributes mean.\n\n* capacity_mw - electrical generating capacity in megawatts\n* commissioning_year - year of plant operation, weighted by unit-capacity when data is available\n* estimated_generation_gwh - estimated annual electricity generation in gigawatt-hours\n* generation_gwh_2013 - electricity generation in gigawatt-hours for the year 2013\n* gppd_idnr - estimated annual electricity generation in gigawatt-hours for the year 2014\n* name - name or title of the power plant\n* primary_fuel - energy source used in primary electricity generation or export\n* wepp_id - a reference to a unique plant identifier in the widely-used PLATTS-WEPP datase\n* year_of_capacity_data -year the capacity information was reported\n* source - entity reporting the data\n* owner - majority shareholder of the power plant"},{"metadata":{"trusted":true},"cell_type":"code","source":"#number of different power plants\nglobal_power_plants.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#lets check the different kinds of power plants based on primary fuel used\nsns.barplot(x=global_power_plants['primary_fuel'].value_counts().index, \n            y=global_power_plants['primary_fuel'].value_counts())\nplt.ylabel('count')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"How old are the plants\n\nPower plants built decades ago tend to pollute more since they donot meet the newer anti-pollution requirements."},{"metadata":{"trusted":true},"cell_type":"code","source":"global_power_plants['commissioning_year'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Well, a lot of powerplants donot have their date of Commission. The plants are as old as 1942 and the latest one belongs to the year 2012"},{"metadata":{"trusted":true},"cell_type":"code","source":"#The different sources of data\nfig = plt.gcf()\nfig.set_size_inches(10,6)\ncolors = ['dodgerblue', 'plum', '#F0A30A','#8c564b','orange','green','yellow']\nglobal_power_plants['source'].value_counts(ascending=True).plot(kind='barh',color=colors,linewidth=2,edgecolor='black')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The majority of the data came from CEPR followed by PREPA(Puerto Rico Electric Power Authority)\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Who  is the ownner the power plants\n\nfig = plt.gcf()\nfig.set_size_inches(10, 6)\ncolors = ['dodgerblue', 'plum', '#F0A30A','#8c564b','orange','green','yellow'] \nglobal_power_plants['owner'].value_counts(ascending=True).plot(kind='barh',color=colors)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"PREPA is a government agency that owns the electricity transmission and distribution systems for the main island, Vieques, and Culebra, as well as 80% of the electricity generating capacit"},{"metadata":{},"cell_type":"markdown","source":"Total Installed Capacity\nThe Total Installed capacity of a power plant refers to the maximum output of electricity that it can produce under ideal conditions but this won’t necessarily be the actual amount of electricity produced.It is usually expressed in megawatts (MW)"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Total capacity of all the plants\ntotal_capacity_mw = global_power_plants['capacity_mw'].sum()\nprint('Total Installed Capacity: '+'{:.2f}'.format(total_capacity_mw) + ' MW')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"capacity = (global_power_plants.groupby(['primary_fuel'])['capacity_mw'].sum()).to_frame()\ncapacity = capacity.sort_values('capacity_mw',ascending=False)\ncapacity['percentage_of_total'] = (capacity['capacity_mw']/total_capacity_mw)*100\ncapacity","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.gcf()\nfig.set_size_inches(10, 6)\ncolors = ['dodgerblue', 'plum', '#F0A30A','#8c564b','orange','green','yellow'] \ncapacity['percentage_of_total'].plot(kind='bar',color=colors)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Oil run plants consitutes about 68% of Puerto Rico’s total installed capacity and natural gas accounted for 18%. Coal continues to fuel 7% of generation, while renewables supplied around 5.5%."},{"metadata":{},"cell_type":"markdown","source":"Estimated generation\nElectricity generation, on the other hand, refers to the amount of electricity that is produced over a specific period of time. This is usually measured in kilowatt-hours, megawatt-hours o gigawatt-hours."},{"metadata":{"trusted":true},"cell_type":"code","source":"# Total generation of all the plants\ntotal_gen_mw = global_power_plants['estimated_generation_gwh'].sum()\nprint('Total Generatation: '+'{:.2f}'.format(total_gen_mw) + ' GW')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"generation = (global_power_plants.groupby(['primary_fuel'])['estimated_generation_gwh'].sum()).to_frame()\ngeneration = generation.sort_values('estimated_generation_gwh',ascending=False)\ngeneration['percentage_of_total'] = (generation['estimated_generation_gwh']/total_gen_mw)*100\ngeneration","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"A geographical view of the various Power Plants\nWe can use the power plant dataset to visualise the existing locations of the various power plant. We will extract the latitudes and longitudes from the geo column"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Code source: https://www.kaggle.com/paultimothymooney/overview-of-the-eie-analytics-challenge\nfrom folium import plugins      \ndef plot_points_on_map(dataframe,begin_index,end_index,latitude_column,latitude_value,longitude_column,longitude_value,zoom):\n    df = dataframe[begin_index:end_index]\n    location = [latitude_value,longitude_value]\n    plot = folium.Map(location=location,zoom_start=zoom,tiles = 'Stamen Terrain')\n    \n    for i in range(0,len(df)):\n        popup = folium.Popup(str(df.primary_fuel[i:i+1]))\n        folium.Marker([df[latitude_column].iloc[i],\n                       df[longitude_column].iloc[i]],\n                       popup=popup,icon=folium.Icon(color='white',icon_color='red',icon ='bolt',prefix='fa',)).add_to(plot)\n    return(plot)\n\ndef overlay_image_on_puerto_rico(file_name,band_layer,lat,lon,zoom):\n    band = rio.open(file_name).read(band_layer)\n    m = folium.Map([lat, lon], zoom_start=zoom)\n    folium.raster_layers.ImageOverlay(\n        image=band,\n        bounds = [[18.6,-67.3,],[17.9,-65.2]],\n        colormap=lambda x: (1, 0, 0, x),\n    ).add_to(m)\n    return m\n\ndef split_column_into_new_columns(dataframe,column_to_split,new_column_one,begin_column_one,end_column_one):\n    for i in range(0, len(dataframe)):\n        dataframe.loc[i, new_column_one] = dataframe.loc[i, column_to_split][begin_column_one:end_column_one]\n    return dataframe\n    ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"global_power_plants = split_column_into_new_columns(global_power_plants,'.geo','latitude',50,66)\nglobal_power_plants = split_column_into_new_columns(global_power_plants,'.geo','longitude',31,48)\nglobal_power_plants['latitude'] = global_power_plants['latitude'].astype(float)\na = np.array(global_power_plants['latitude'].values.tolist()) \nglobal_power_plants['latitude'] = np.where(a < 10, a+10, a).tolist() \n\nlat=18.200178; lon=-66.664513 # Puerto Rico's co-ordinates\nplot_points_on_map(global_power_plants,0,425,'latitude',lat,'longitude',lon,9)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"image = '/kaggle/input/ds4g-environmental-insights-explorer/eie_data/s5p_no2/s5p_no2_20180701T161259_20180707T175356.tif'\n\n# Opening the file\nraster = rio.open(image)\n\n# All Metadata for the whole raster dataset\nraster.meta","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"* Driver : Data Format\n* dtype : data type\n* width and Height : The dimensions of the image are : 475 X 148\n* count : There are 12 bands in the image\n* crs: Coordinate Reference Systems which refers to the way in which spatial data that represent the earth’s surface.A particular CRS can be referenced by its EPSG code (i.e.,epsg:4121). The EPSG is a structured dataset of CRS and Coordinate Transformations(link]\n* transform : Affine transform (how raster is scaled, rotated, skewed, and/or translated)"},{"metadata":{"trusted":true},"cell_type":"code","source":"from rasterio.plot import show\nshow(raster)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Plotting the red channel.\nshow((raster, 4), cmap='Reds')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Bands\nThe satellites cover the full earth on 13 bands with a revisiting every 5 days.\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAaMAAAFyCAYAAABY97V+AAAgAElEQVR4AezdB7h0VXU3cJo0BQEbIPgiRQWRgCJEfUmMgAF7RLAbQcWKUTQSFCXGQjGhhGjEgoJRKaJYYgRLLAQkKvaeaLoljZDE1M/zPb/9feu672HavXfOzNyZtZ9n7sydOWefc9bee/1X22tt0mRLCiQFkgJJgaTAlCmwyZSvn5dPCiQFkgJJgaRAk2CUkyApkBRICiQFpk6BBKOpD0HeQFIgKZAUSAokGOUcSAokBZICSYGpUyDBaOpDkDeQFEgKJAWSAglGOQeSAkmBpEBSYOoUSDCa+hDkDSQFkgJJgaRAglHOgaRAUiApkBSYOgUSjKY+BHkDSYGkQFIgKZBglHMgKZAUSAokBaZOgQSjqQ9B3kBSICmQFEgKDASj6667rjn77LOb008/PV9Jg5wDOQdyDuQcWPEc+M53vtP87//+71C0HQhGv/M7v9Pc6U53ajbZZJN8JQ1yDuQcyDmQc2DFc+DDH/5w81//9V9rA6O/+qu/av7kT/6k+eM//uN8JQ1yDuQcyDmQc2DFc+Bf//VfhwKRAwZqRiP1kAclBZICSYGkQFJgjRRIMFojAfP0pEBSICmQFFg7BRKM1k7D7CEpkBRICiQF1kiBBKM1EjBPTwokBZICSYG1UyDBaO00zB6SAkmBpEBSYI0USDBaIwHz9KRAUiApkBRYOwUSjNZOw+whKZAUSAokBdZIgU7A6O/+7u+az33uc82111677PWFL3yh+cu//MvmJz/5yRpve/TT//3f/735xje+sXQfX/7yl5t//ud/Hr2DPDIpMCIF/vu//7u5/vrrm9///d9v3vzmNzef+cxnmn/6p39qPvnJTzb27E2q/eM//mPz/ve/v/niF7/Y/Md//MdIl7Uub7jhhrJOvvSlLzX/9m//NtJ583aQTAE33nhj89a3vrX57d/+7eYd73hH8/3vf7/5n//5n+arX/1q84Mf/GCkbAKzQJc/+7M/K/MRH8b3Jsl3V/P8nYDR9773vebVr351s9dee5Xdure61a2aJz7xiSW10P3ud79m9913b17ykpc03/3ud1dzzys6Bxh99KMfbX7pl36p3Mv973//5mMf+9iK+siDkwLDKPAXf/EXzeMf//jmOc95TvOnf/qnzVe+8pXmhS98YXPnO9+5uec979l8+tOfHtbFqn/HJP/+7/9+6fyXvexlze1ud7vmwAMPLJvWl34Y8EEfD3zgA5vNNtusOeSQQwrzGnD4XP709a9/vXnkIx/Z3O1ud2vOOuushvD8oQ99qDn66KObww47rNmwYUPzvve9r/nP//zPTp6fAD/qBtFRbkB/++67b7Pppps2+B5wmuXWCRh5YBLEk5/85AIAd7nLXZp3v/vdhQ7vete7mv32268Q6PnPf37zN3/zNxOhz6mnntpstdVWZVASjCZC8oW6COABOvXc+ulPf9q85jWvKYJQV2Ck32OPPbb5xCc+sUTvM888s9lll12aX/zFX2w+//nPL30/7INnuO1tb7uQYCRlDca93XbbNVdeeeUyjZJG8YxnPKP8dsUVV3QCRn/0R3/UPPjBD26+9a1vDRumFf3+2Mc+ttlmm20WG4yYCk444YQCRiSKACMmi1/4hV8o3x9++OHFlLEi6q7y4Je+9KXN1ltvnWC0Svrlaf0pwOx71FFHlfn1nve8p5h04ugf//jHzQte8IJONCOWhV/+5V9u9t5772VgxNTkNyZCgDhqe9GLXtTssMMOCwdGP/rRj5oHPehBzeabb948/OEPb7797W/fgmT4mWPe+973jh2MaGQ/93M/V8Bw3GD0hCc8IcGoHxhdffXVDVOd5KskOrbMaBbQRRddVLLCsteyYYfNmxmE9HLppZc2V111VVE52cQvuOCCcg67bt1MMIzh3HPPbWQft9ASjGoK5edxUeBv//ZvmyOOOKLM6bve9a7NW97ylmV+ScyGGQ2T+8AHPlDmsHfz3bu5bl3cdNNNy26J6Yz/6eUvf3lz3nnnFZ9FJJzUFwDcYostmjvc4Q7lGL4BuSSZkqyTP/zDP2yAYbRB/TlmUcHojDPOWEoI7fM//MM/BMmWvdOK0DDGwI8sQJdddlnRgPEbAoDGT41PGYcPfvCDDX70qU99qtG/4/7lX/6lHMece9BBBxXzKG32nHPOKWber33ta0vnO57Awx95/vnnF54Z98AUZ26cdtppze/93u81f/7nf75MGEowapqmFxixh77iFa8o9mw2TAvw//yf/1MG5e1vf3uxywIXIHPccccVRP/1X//1RkCExfziF7+4mBHueMc7Ng996EOLFGMAAdtjHvOYJWAzYX7lV36l2XbbbYvk+PSnP72YUCzc9BkVcuefMVKAJmKOmW/mIhv9xo0blzEdl8O4nvKUpzS3vvWtm5133rl5yEMe0jzvec8rc3PLLbdsfu3Xfq0E+Dj2da97XfPzP//zDQbIB8Xkpn/AZW0xv5nzt7nNbZodd9yxedaznlWAjfOd34OfltkpzIPD+nPNRQUj/mymLGMn8GRUvw3gv+9979s8+9nPLmNES33Sk55UBGUCCh5EAOamYC478sgjl+YISw2eZnxYiLgQCBV86fiigBJuDnOF6ZB2HbyO/wroOPbe97536cO93OMe9yj9C7qIAJQEoxYYIabFSRW1oKjCpIRwBAZwAQv2btoQlN9tt93KQhUZpNGamCRMnNe+9rXNzTff3ESZiz322KNIIfo85ZRTyjEkR9KEgbHoqeEJRoWU+WfMFCDJYjbmMKYWoOS7z372s0sRWEBBUAPm8wd/8AdlDRDEzGtrg5TNj8p/AFDe+c53Fkmc5Hv729++MD9zWnvVq15VJHraWO0z+o3f+I1mp512WgIjUvko/S0iGPEHhdvAmI3qE8JTHvawh5UxMn7+x3cEjojEC8HbmBEYwrwX4HDAAQcsmQNPOumkZvvtt2/ufve7L/MZ0YqjhA9hw3X22Wef5ld/9VdLtDLfOyEGoIn2IxC5FsEFWGlxvYUOYAiAMcDhMzLwQMbiAVCCCkgQJEsaEVPH5ZdfXv4noey5554l8k7QgxZgRDMyMJp30S8G/W1ve1sJyxT94rrHH3/8UsRe+owKufJPhxQAIjR589P8ixdfg8gsjWYDjBxDAtZEezLVOB6Q/PVf/3Uxu1gPhDbWA4EQtCkRqkq6aKOCkfUFzIb1t4hgRPCtwQivGSUE2pjRPI0Zfzg+hp/RbkRUCuVnBfI/zYjLQaPN8MuJKGa+1QaBkTF3DcIGwDGW/IA+C6owpvxMvqNZAzUgFb6nBKOWZhRghPBsqhHYIHLnTW9605KTlabDzn3iiSc2JAcqqkEbBEYXX3zxMjD6yEc+UswbBhBjCJt5glGZ9/mnAwpgaDTyMDnzF2AUtBPzkNmOoOS4XmDEb/qABzygHFsLUPwENCXmGiYYJp/VgFE88rD+FhGM0AZ9w0z3hje8YcmfE3Tr9U4wxteML5cBAGJ98cLTaKO9wIj2tBowYpbtFYxC6HcvTLaEd5p5glFrxHppRnEI6YAJwkDaE2GRQH62U3scqLShQa0FjISqstNrCUZB/XwfNwU+/vGPF3MajSYaxiGQQLi3ec6szDHeC4wwGv4hx4XfiPObP8DeH9rR6aefXkw2qwWjUfpbVDA6++yzi9aJ/ngTH/WwxnzKwuMcArH9jO3WNRhdcsklBYD4HpmJAWJqRu1RGKAZkR4540iL7J2/+7u/WzYIPuIRjygDy0wByEgXBnulYCT4weCYJJzFoa4mGPUYpPxqLBQARrT58OXUnZK6zXMMi/bUC4z4RPfff/8yZ0V/2qt06KGHlv+Zr1kMwiTXC4z4Swf5jARAjNLfooIRfsOnRqsQkFBH+NZjaS8Q/x//kICBGLOTTz65mOniWNYf0W4rBSPuhuBX+uIzCjNdWzMioAQYEt5p3WHuS80oRuL/vwvFFkECFNhNw8djYRh4YCSKhd1UyHYslmOOOaaEQlrcHLq77rprWchspQFQzB+chJowWguU6uszWyr7OEeeqBP2ddcQYeReTCDhtNmSAuOiADCixRCy6rQ/mBL/JYeyEFwtwAjjo/0L8Q1/ENO08Gxmac5s89U6uOaaa5pHPepRJegB8PifUEeitz6Ys5mX3vjGN5aQ4gAVQRHm/6j9Pfe5zy3rxn2IylukhrkbQxkoBALgX9EACx82S4uQelovfkTYxaPwHkIDPkOY4Pc29gRrAQ0AJQQVc4R7wne0GY07QR/86LRp4d20MyHb4X/ko5JuKprxjuAGvir7NwUpmFdATUSx+xTRJ1jGs33nO9+J02fyvZMMDAgvxDFs5hYVcwW7poUpyg1w/PCHPyxEQXg2dkQDUo4BKIjr3Ec/+tEFfCzIMO/5jj1dChaSp+MAmbxawiL1Z5EKh/S9dEAmAU2LKcTEyZYUGAcFgBFtHIPhPwAyzDjmu7101gMhSQswEo7tHHvuCE4YCA2JhIsRRqSW9SD6lJkuHOaYpdQupGUCFwZqrYnOkz0A43EexsTsRIof1h8Lxb3uda+yjqyxV77ylcXvMQ76rJc+BKAI00ZLoP+4xz2u8Bd8CD9qZ4vxvwAB44f/8DvZRyRk25y4z33uUyJ4/UZrYSoF9MbLd8CKT1s0HOHDmBHcnWvMmG6NoWPNExqz+aHZo3bwwQeX/p1HsDdmEf5t3I2pYBnnG1ORnFwis9o6AaPVPCybKxVVXrsI+QZSQhRHjfuvr0tyAUqkAedzKJokvs+WFBgnBfglRVOZt5gLKZv2gmHEXI7rBRhFNF3McaafupmzpFt+qJCIzWebu+toL5oVaX3Y3B61v/oeFvUz+qK9vHRAgZYTwSm9aGIMCQbeQ+joddyg74CEwBfvg65V92HsuSUI9cHXCCnmSWyKrY+f9c8zA0azTqi8v6TAOCgQYMR8I/IzW1IgKfD/KJBglDMhKTBBCjC3McUwnTCrhdYzwVvISyUFZpICCUYzOSx5U/NIAcEE/D18pl4CfGhHvcKC5/H585mSAoMokGA0iDr5W1IgKZAUSApMhAIJRhMhc14kKZAUSAokBQZRIMFoEHXyt6RAUiApkBSYCAUSjCZC5rxIUiApkBRICgyiQILRIOrkbwtFAXvR7BeRBaF+SQFjv5q0PKPuARkX4ewZkfHZ/dhTEkXZ1tq/FDg22eozNlKutc9pnV/TKMbNPiGBIYrXxXfxHr/ZHyYzhu9lnFjNfsaVPLM9lDZAu56UQ/V+sZX0M+5j7U2K+zIfpnVfCUbjHtnsb91SwAZTqVhkPxZ67SVnorxwMisIyZayX+mHSUXAYZySpdq1r8yETZirafqxMTaaBMX2Oh144IGr7jP6mva7bCrGR1ZzYybbi+wshAdpcpSIiCwtMrHYzGqTsfGWs9J4S63Ur8LruJ4Po5dFQ8aEadcXAsIBvgQw88Ac8z6ttEEJRuOaadnP3FBAGh8L00sKFw34SO0jPYu0P/Ibrna3/UoJJSeaVFarBSPpZtx7nUxVEUupY6TewozWe5PENPL5CZv/5je/ufRISn+HgKEwnSwW0QgWgKj+Ln7r4l04v7RB0wQjtJIftE7KGnn2Eoy6GPXsMymwSgrINyaXVw1GuqJNKOJI+n75y1++lFtxlZcZ+bRIfLoaMJKSSDlsSVNrMJI+xm9S3fSqkzPyzc3IgUxLStAYM8ANgOO5mPFk4zZuAKsG31e/+tWluOGkTFPTLnZHi1Rxm4ZWg9FTn/rUksszwWhGJnTeRlIABfqBEZMO0xamJlOyXGTR+JskKZUokyTu/2gY3Qc/+MGSnVu2eVmd5SGLvHV+tyGWhK5sgN/q3GJtMGJyk93ZdeTAY1667rrrimnKd6R9Jjk562gJtDkmRgDKX8HUF+crZhkFKN2ve9Gn55Aln8mmzhLh3miLruOZPKdcfO7dd3xR02q/+Zu/uZTdgrkV0GqRoHTzzTcvY+c++ck81/Of//ziN4t7ZkqT6BatJBrFsB1XP7fzlW1AY2ZAJkGVB+J6fFG+k439Pe95z9L3rtEPjOQ2lJEDOBobJkbNWLuWazIvoq9EqsZH320fIv+PJNRood4R4KUlSr6r2jCBBmDTitFIFQVjXoMRwDK27sU1w5wXNOrqPc10XVE2+123FOgFRnwMxx13XNGYABKGEUzagmbuUqUVs5cl3rEYCfOerAt8Gpg8xiJzM4aH4UgEzHRDqpeVWe460ilGET6MNhhhLEpTYK5KrwiwwDT5szAa2Zw5pDEiJkdZpWUJf9aznlXMi5z1SqrQ/kjItAgt7oUJB2DxlfG/XHjhhc1NN91UjsE0lSXgn1FO270feeSRpagbkGZSdMw02mc+85mlGkOeDxhr6Ke2EO3QPSqVwV8EwM8///ylchGyXtOgom4ROioREaU5ADvfE5+Pyr3mBLqr0gsAjCe66UP2b/OCVqqCAZDQeoERQENntAOGTHiqYcsK7j7R13VlEpedWxl79+VZCEjhCyQ8KCmihhZAke1dJYTddtutYZ5UHt088x3hRGZvgguwCTBCI35SzxTVbwkak8j2nWBUpkj+SQr8jAI1GJEw1QPCdIGQVP78RZFlG9hEGZMohPdbv/VbpdaMejS0IGYR54cfA+CQ1knSz3zmM4t5RIE2jAeAKB3gWo7hl2qDkTtVkkD9mwAj36mVo9JngJHvoiifQmy1mU75AqUSAowAa9yLcgkyQQM0ZSUwLudGZmiMnbkSyAFXGp5z3Y/CbiTwaTTPoCwHTdCzAScgoMouABa8AEg8k/9pF+oEGUPaDLpj+rQCfaGnOkPAQVReXd1V3SIMGoCfddZZxeRpTkSpDvXb/K/MuLGkEWP6bTDynQALggXNmsYGLI2juUNrMf5Mj+jrfmnN0Q/BBugyRRpLAEW7BozAFR0ISu5TiwJ8zJW9zHTGGqCadwQe9HB/cX6X45pg1CV1s+91SYEAI4yLFhASNamTWSuYsodjolK3BhOgQdAKgJFjaUo0HAUd9UVzwdSZVjAUi/6QQw4p5zqHucyiFz2nvyhBvhIwwrRWA0a0hLiXMHEx0cWzMUti2FqvCqYYH0amfg5NbVqNFB81fQgDTE3y/2H6AaLGAqNXppsmohlTmokxIhAI4Q+zbPiZ9EFrBBy0Faa717/+9WVMARqgCECghZgL6IYurqXwYoBIBDCYTzRM4+0z028U4DPuzKAvfvGLCxjRjFxTo9UASvXZaEG026j8ykQIxNybAnxADJhqw8Co9hkp7EjgAN6hZZZOOvqTYNQRYbPb9UuBACMmL+Y4mkIELjDVKOAYra6iipExzzzvec8rL9U4MQ8mkjCrWNyYHlMbhhURYKFV0ZZcA3NSTJKpbxJgVN9LSPX8EzRB90KzC1NTPzBSo2naYETjoYm6Z1oKc12UEacpMYf5bePGjUVrMQ51Q3++G9ruPvvsUzSDACPHMet5RhoDzRXYRMXWiy66qNmwYUPpn1kWAMVcYEIDLG0wqiu2Enzqc/RH++oFRjSuGozcN83OnKW1Mau6N+ZZwolgFW0lYETbTTCqZ0d+TgpMmAI1GGE4TFYYWzjARdWFlsCJzDSFwQWgtG+XGYtPAVMjlTsWQ8egaE3+Dx8SAOBn8J1Ko0x7kwAjzxn3wvFN0ueLCDDiU4jw51kGIxqNKtDAAq2ZP8OHxfQGJKJ66jve8Y7ynDFeNApjSeuxD0c5cCa2GoxsXI3IPKD3O7/zO0vBKrUZ7+KLL17Wd1yjDUbMd6HJMXn22oA8Chjpn+DCtMYcaT7RclQQ5ouMYJkEoxiJfE8KrAMKYBgYFikTk9ZEFUVZbqYwmoQFzknNbwM8BAhgVtFItRgMEwlGyK4vmMH5ruE3ErpzmbmY6ZhD2Oh9F+HjvcBIFBi/AsbIt6OFeaeXmY6JZ5DPiKkn7gWDJWnT6pQwdy/2JUVAxSyDETowT3Hac9QLRqj3g3k2zH+vvfYqgBNjxUwZYBxAwq/WBiPH03aMoZfgg8jKwewafdQg6Bz0rH09YaZzfpjXCDkRjOAcgol5MyoYMQMy7YoCZLYzpsx1EeKuzwAjINXLZ1Sb6VIzQrFsSYEpUYDjlxMcA/Z685vfXCRcCzp8CL4Phs/XwOHMLo85YdokVOYXJjxOcqASCz98M8wsJHYgxLyFSQCr+J2EHlFu+mcuqb+LwAQbcDncaVDuW4QcH5dQcY0Phf/q1re+dbmniAwLgKuPjXtxbzQ//jBmLU5y5q9owaRdO4Aw9mB5Fs8wzYbWQJSGGUEjcT8EAwz3aU972lIUnd9qExuGLnw6otgAl+cM0BEVyTdEcw3TpT7Mhdg8yoRGUwYIzGZ8VACJKQ5Iuj8+OefEd0xqNCX3LCiCsGI+BoAYR/1pIXgYA2bCMNOZg3x+xt89M88RmgKQaHvuzXxlgnYsP1VobMY7/EMRYdcGrnIDHfxJn1EHRM0u1ycFMFxBB5hCgBGpFWOwYL2YecJcR4NhzvH9M57xjAJGzhP2DIB8zzwnmokPAjAJm/VyHgYh4gqAkZSdIyQcE42oqVojo60BCiG/GJbjfOfFv8Q8Q5LHPPgLmNU44w877LCi5Yms4g8RtYUZMmM5lzNcn3EvfA8c//wtzD4kfhK6hkkLaggaYJS0R+a8+A4z1980mxBogkSEpMe9oDkQueKKK5aZ0Wi0AkfQA12ExIukDK3Fc4p21Gg4wqYjUCD69u65MXbCg7kgPNq403iAC3+T7wkNr3vd64pPiBBi/CKUmn+Rb8q90+wAHy3decaK8EFAiO8IByIYI3jCcfVL9okw1RFwwlwssMJ4hnkx5oP9UZ7NPPKdcRVgQ1PrsiUYdUnd7HuhKMC3hClgWsG8aRiisPxPEiZ18se0GyAg4WJMmN0ozTm0ME5457iWSL2Q4KMP37kuhkgSH9bcL6d//RzDzpm134EL+vRq6NXrN1qI5yZEhGlPP44Pn0v0Z5x6jWP8rg+CQN1X/NbvHZAx+5pHo4xTux9CAU2XFgwMvQdgEYDcs8Z8zATrvT1X2n1O8v8Eo0lSO6+VFEgKJAU6oADzI3+VwIU6KwNtRjg6bZBPaZZbgtEsj07eW1IgKZAUGIECzLqCVGxDoCHTeGjjND1gpFyIYIZZbglGszw6eW9JgaRAUmBECthsLMjGnjA+TJtWBbAw0YbZccSupnJYgtFUyJ4XTQokBZICSYGaAglGNTXyc1IgKZAUSApMhQIJRlMhe140KZAUSAokBWoKJBjV1MjPSYGkQFIgKTAVCiQYTYXsedGkQFIgKZAUqCmQYFRTIz8nBZICSYGkwFQokGA0FbLnRZMCSYGkQFKgpkCCUU2N/JwUSAokBZICU6FAgtFUyJ4XTQr0p4DklaeffnpzwgknlAzYKpXavCjj8pOf/ORSCkJFWKUOJPM85phjGtm46/ID/XvPX8ZNAclMJbk1Xgovqtgqsahs68bGZtTYdCoTgiS2Ci7ajCpprUSqSk5IpitjghyGSoebAxLzXnrppSW/4bjve9b6SzCatRHJ+1loCkjZIrO2RJYyRyt3UAONKrEyRisB4RhNeQLlI+p6RQtNxAk+vGSpMrNLqKrSr/pS/o8M18owGLNIrKq0iOSpjpMdXV0siWk1mROAl8zsjtFkHpf1PUqQlC/n9E+C0ZwObD7W+qSAcg1egObwww9vFDjD6KIpa67IH+0patS87W1vK8f6LttkKRB1g5T0OOSQQ0oansiO7U4IFDQkmb8V0rvhhhtK+Y973OMeRUOqtVmZtZWGMPYxtuoNPeABD7hFXabJPuVkrpZgNBk651WSAiuigAJuKsiqgRNp/mlNtCKVRjG3aMw+sjLXBfDit3yfDAXUnZI1W62hKB+iMq46T1E5N+6EaW6fffYpJSZibJW0UMacaS4q6jpefS2m2VnPuB3Ptpb3BKO1UC/PTQp0RAESMdPbtddeu3QF9XGYdt7+9rcv1ddRk4ZfQYE1lWOzTYcCihEqRMhnFI1/iJlVYbu6PhHhQWFEVVijfeYzn2kUwWNqDf8SUx9NCZgZ53lvCUbzPsL5fOuSApzhpOK6bDYQUs0Vc4tGIid9K6xGW2IGqiXrOC7fu6UAc9yznvWsUl03rvT85z+/BCUYww9/+MNFWGB+U87cb0o9RFOanKBRjzd/kuqtCjYqb66MePiX4rx5ek8wmqfRzGeZCwpwXnOGK/9c+xRE0ylpXUvfSqIfe+yxpULoBRdcUBhWSNZzQYx18BAqtDKpKhUeGgxTHcHhVa96VQGSKOXA3AZg3vrWty4Dlic96UmNYIcobe6xX/ziF5exVT6e+U70XZj11gFZVnyLCUYrJlmekBTolgIkYAXR+B+C+ZCojzvuuOaVr3xlKUsddyDsmwYl0EEgQy1txzH53i0FPv3pTzcbN25sPvWpTy2NlyuKeBRwYmyMqdLwgkzuc5/7NF/84heXghSMLa1IpF1dpfWKK64oEXYnnXRSibq76aabun2QKfeeYDTlAcjLJwXaFKDZMMeEIzx+x6gwtHZzLAd47ZdoH5P/d0eBGK9eGimT6X/+538uXdyY3nzzzbcYKxpVr/ONufDxEEqWOprDDwlGczio+UhJgaRAUmC9USDBaL2NWN5vUiApkBSYQwokGM3hoOYjJQWSAkmB9UaBBKP1NmJ5v0mBpEBSYA4pkGA0h4Oaj5QUSAokBdYbBRKM1tuI5f0mBZICSYE5pECC0RwOaj5SUiApkBRYbxRIMFpvI5b3mxRICiQF5pACCUZzOKj5SEmBpEBSYL1RYCAYyRZ7pzvdqdlkk03ylTTIOZBzIOdAzoEVzwFJYntlDmmD5UAwktRPoS8FpPKVNMg5kHMg50DOgZXOgVEzjQ8EozZy5f9JgaRAUiApkBToggIJRl1QNftMCiQFkgJJgRVRIMFoReTKg5MCSYGkQFKgCwokGHVB1ewzKZAUSAokBVZEgQSjFZErD04KJAWSAkmBLiiQYL05JGcAACAASURBVNQFVbPPpEBSICmQFFgRBRKMVkSuPDgpkBRICiQFuqDAzIGREr1/8Rd/0fzgBz+4RWnemgDK8Ipf/8lPflJ/3flnJYOVeF6v7e/+7u+av/zLv5w43dYrvWbhvv/xH/+xuf7665u//du/XVZ+2tz/sz/7s0Zp60UoSz0LYzHqPRibP//zPx/IKxzz3e9+t/mP//iPW3SrDPnXvva1MraLUk6+EzD66le/2rz0pS9t9tlnn2aLLbZoDjjggOZhD3tY80u/9EvNAx/4wObUU09tvv71rzc//elPlw3CH/3RHzVPe9rTmt/6rd9qXvGKVzQvetGLmj/90z9ddoxF9/nPf7556lOf2jzzmc9svvzlLy/7vct/TJ6XvexlzRvf+Mae9eq7vPZa+/72t7/dPP/5z2/ueMc7Frr+zd/8zVq7zPM7pAAGdM011zSPf/zjm9/4jd8oc978i/bud7+7efKTn9zIkvLiF7+4HGOMs80GBc4444zmmGOOafDCfu3lL3958+hHP7r53ve+t3SIMTbeGzZsaLbddtvywg8JHPPeOgEjRLOYML/b3va2zZve9KZCR0BigT3gAQ8owPTpT396ib4+/8qv/Erz+te/vqSO+O///u/mN3/zNws4felLX1o6zucLLrigOfTQQ5tjjz12omD0yU9+svmFX/iF5nGPe1yRWpZuap18QLvDDz88wWjGx+tf/uVfmhe84AVlrK6++upbpFL5wz/8w+ZBD3pQc9VVVxWhSKqVZzzjGc0LX/jCIo3P+OPN/e3JUHDwwQc3v/iLv9gXjIzrfvvtV8a4BqMzzzyzueyyyxqaEcvP05/+9GbHHXcsmXDmXUPqDIzMOBLb7W53u+bNb37zsgkI6W9/+9s3v/u7v1vMC4hM4/jlX/7l5hOf+MTSse9///vLYAGz2gzxwx/+sHnKU54yUTCixZ133nnN3nvv3dz1rndt3vGOdyzd53r58J3vfKc5+uijE4xmeMAIYYS4fffdt/ngBz94Cw38f/7nf5pf/dVfLRJ1bRV4+9vf3vz8z/98Iw9Y2+Iww487d7f24x//uKEVPfKRj2we/vCH9wSjH/3oR0XQ9vsjHvGIJc2IVvSpT32qIYxE8z9+w2o0Sn63OG89vk8FjF73uteVBKxnn312Y/HJgcccwezwrW99a4mOX/nKV8qAMsd9//vfX/reYE4ajJgVaW1U6Pvc5z7Nc57znHLfSzdVfQCcnukzn/lMsem3JxET2T/90z81Jq7nJQVF8911113XfPGLX2z4p9rNs/MfsCfzJaBf3Qad3w+MhvVZ95+fu6XAO9/5zubud797w4RD6Go3PiKm7pNPPrn567/+66WfP/vZzxZrAfN2r/OWDswPnVGAEPDa1762uBZoqYCmbaZzzGmnnVa+x9dqMOp1Y1deeWWxGPEtzXubOBhZTMcdd1xz73vfu2Fu0PiAjjrqqObZz352ca4H0QHQYx/72CIFYs7RpgFGtLOLL764BFeccMIJzT3vec9iJol7indgQBMkHb3qVa8q6vqv//qvF3C69tprm8c85jHFHswMc+SRRza3uc1tmksuuaSAk4nMn3bFFVcUrZJJjQYWiQZJyjTID3zgA8VvRYUnOWnAbdj5vcBoUJ/xTPk+GQqwEDzpSU9qdtppp+Jz/bVf+7Wi/b/61a8u5jeMzHgThl75ylcWYSbujFDDhGxOWGPZJk8B5rX3ve99ZS1a873AyFq3fgmaBNpBYCSI67nPfW4RPOfdRGe0OgejbbbZprn//e9fNBlBDHvuuWcBF5JcEBgoHXLIIUXaq6W6MMcJfKj9S5MGIwBzzjnnFLMJogEbzwEYgEA0GtFv//ZvF/NjaDsCOXbbbbeGGYWJxe977LFHedZvfOMbxRYsug2QmHi0Qc2x+sd4TF7/A8Fzzz23gBON6KKLLipalOOHnY+RtcFoWJ/xXPk+GQp885vfbA477LDmLne5S3P++ec3fHwEoP33379oQ4S20JxYF+q5R0sivDAPtaXxydz9Yl+FACCYRASd1guMHENIFRWp9QMjwie/+N3udrdm8803bx71qEcVAaN2VZQO5uxP52DE+YZRWmj8QaQ9kSI0IeUpNPZQ9m7Rc4AmWoAOZy2TV7T4flIBDO9973tLEAbQ0Eihgi02bty4zMflGZkbMYXnPe955UX74R9jdnHfgOyggw5qRENFC5BgYvn7v//7+Lr0jS58b5jNiSeeWM59z3veU0KzRdgIMx/lfAsgjkNnpkKTu1+fSzeRHyZGAXOc49vcsb0hGvOwNUMQufDCC5t73OMeRagJgcdxxtO8My+ZcLNNjgLM8NbujTfeuOTbboNRHIN3BKj0AyO/04puuOGGoimznjD71bxxck83uSt1DkbtAAaEhvq77757Ydx8MZ/73OdK8ALNoLaDW5DMdO3otZWCkYVKs2ECiReVepT9QvY9AQMRgE984hPL+U94whMKQ9hqq60aEqpjtI9//OON3971rnf1HUFgdN/73rdEzMRBzgM6ogfrEM4ADwCHTsLcBXmYnHxmmA6NZ9Tzo78AI9fv12fcW75PjgLh93nJS16yJD27Oo3I/ABSzDy0ZSbgWnAR1s1M1wayyd394l6JsPCGN7xhyZdrXR5//PFFm2W24z8mSDjGevO7F97G//eRj3yk8L22/xdFfceiJDJv3s2vEwcjBGb3Rtyf+7mfaz70oQ8VKdDA2DuEYUbDgJkdaFM2a0ZbKRgxs9FEMPt4fexjHxtp4yc/DyDD8JkN48Wvw7TI5otZaMyNJtfv/d7vLUk/cc/x3guM0IMpUxRVaF+O98wkXX6AcGACVv4mIA/UhJGOen4vMHKdXn3G/eb75CiAabECcGzX4b4+M1WTpG2NADokb+MWLQBLaLDAlmyTowBf9w477FD2VNpX6bXpppuWFzMbYfLBD37wwGPwvjDfte+c+Q8fTDBqU2YF//cL7Q4fUZi5aEuctDaA1b6hYO5CwPk3oq0UjOK8lb7zaZFASTTtXdIckCYhUIjQc1KPSUc7AqTRSLCkH4DSC4wwIaB2xBFHNKTjaMx+zJnszJ6ZNEV9pw2JsrGZ2P3xMw07/6abbrqFmY5G16/P2h8R95Pv3VLAHCdRG8s6YMcYWStnnXVW0ZzNO1p67RviS6IxMSmHL7bbu83eB1FA1O0w/91JJ51UjqkFj159vuY1ryn+Y2t/nltnmpEFQdK/9a1vXSK/gojMcDbo2Qx7+umnLzlh2UdJEJi1Rel8viZ7KjD5upEIMXyRafVei/qYcXwWYs3sYYH3atRz5kbRgQABc2di2W677cr98QHwk6GDqDUqN2Cz2U2UHFCJ9vu///sFXDx/AB/n9bOe9awSpPDv//7vReMKsGZiRC8Myr6EYee7jnvkw7IIaGDD+ox7y/fJUYDQwiTM1BvmX1q93fzhN6WlP+QhDymauHXiZZ7SnDILw+TGatCVVgNG+IOxZRExphoh0pYXwSzx3aDrruffOgEjkhyHng2im2yySdm0RWNggmCa4/f4gz/4gyUgQkDaEYbNoc4PY2MscwUzVM209S3KbK+99ioRbZg/JltrTuMYEH3yVd3pTncq90FLqRtnJaAUoCFth0g32hApB4Bsv/325dk5myM8mznNs/M1eaf5xV4iDs63ve1tzUMf+tDiowLEwryBNNoADuY6QRukYL+jg/vUhp1Pxaep7rLLLiUsHSjyyQ3qs37e/DwZChhr4GMeCN82TrQlcyWEFMeYU+YcIeSUU04pQEQwq9fKZO44r9KLAqsBIyBEu8U7pEUjaIq+FXXby5/U67rr+btOwGgtBLHgSHdMWhjwem3MXNTqYCCjPgdQdR6JCNOJhsmQjICOScts12uC9js/+qnfR+2zPic/T4YCtCICECGizklXX936IJzZjxdaVP17fl5/FMAvmF+NK+vHIgkXMwdG62/65B0nBZICSYGkwFopkGC0Vgrm+UmBpEBSICmwZgokGK2ZhNlBUiApkBRICqyVAglGa6Vgnp8USAokBZICa6ZAgtGaSZgdJAWSAkmBpMBaKZBgtFYK5vlJgaRAUiApsGYKzBwYCVG1/0V4c79NXkJaZccV4jzu/UVrpah0Qe5/lLx3a71Wnj/fFBDab0OzcP5eTci30G/5DOttAL2Oze8mSwFjg0f14gP2Ftq+go/1C932m6Sqxn9RxrYTMBInr3TCPvvsU/I0SVsj2Z/8WnK32cxpg2h7IGTvttnLhlebZiX0rLMvGOA3vvGNpV+babfccsuS6aCLLAwrfQYTz+bDXXfdtWySrYsBTnYZ5NXWOwUwHxuklQ6Qg65XuhgbY+3Ml7fMZmabLDP7wuyMvBResmbUKZuUhsAjpPB661vfWtI+yXvZziVoI7NcnTK0y6rRr9Di7DzteO6kEzBya7QaaXCk/ZG7TbPIJHqU7qRdo0iaG0lBpdghCdrQKakpcJIKQzOABkZWhk9+8pMlA4L+pUKps32Xg8fwZ6XPYKOavGLtyrRjuJXsYoEoIA0VkFHxVTaPNhjJxiCbyVVXXVUsA9aLFFvKDEQ9nQUi18w9Kv6kFIhk0DUYEcJlmAlexYoiI42xjnIgl156acnCQAjHf1iKZOOQOq3O0j5zDz2GG+oMjNxbv0SpNB81fiRABVCILrWNFDlyuUV7//vfX2q0ADP56KTPjxpIjokcdQqSmQBdtFGfwbUxAul6Eoy6GInF6hPDUp+oDUbM0tJQSSpcWwQUb1Rm4sMf/vAtLA6LRbnpPq0KAbQiSVIf/vCHL4GRjDJS/dCEZFeJZnwBUqT8MebK3ARgOU75CQUWpf5qW5Oin3l4nwoYyT0n59vZZ59dNCBZqyX9ZHZgJ42G+AYUc5fNmh+p7SNinmD6UxKii9YPjNrP4NptMGLL9134kEg50sSz8/N31amCgDLTnmSYfu/nJ+jiGbPP2aMAQasXGJkb5vvJJ5+8jGFFLSTmbRJ3tslTAFDIGUmroaWykoRmREig6co/yVwXDQ+8wx3u0Fx99dVFuFDdVR911nwC+l3vetdiNeJDmtc2cTCymGS5vve9712SPyKsWixKJUiNX9fzwZzZTkmBdUr9GAzAxBT4lKc8ZRmIxe/jeO8FRr2ewbXaYOR/928SKh3OKal+kzpInjf8YZiHGkgmJnsyFZ+vAEhnW0wK9AMjviQStiSqpPBohDh1jiS+NT+zTZ4CCnYqpgdI2pVeJYEGNLVJzh3K0r/zzjsXV4bzlZznF48Eyo6hAfO/Swpdj/nkn7DbK3YORttss00pHAcwBDHsueeeBVxIcsxzGhs4Bk3aq6U6n53X9i8FSQAUNZf5LvqK38b1DoxGeQbXa4OR7wCMwnnASCM9ybasBAAwohHxjfGHhdQj+GO33XZrmF7ammDpJP/MPQX6gZGM7YQbmnktPYdZb1gNnbkn3JQekAAAaPAArQ1GhAVChKCUWuDmggBGF110UeEVLEYqGhBco/EZyv6PF5oX89o6ByMlFqidMhBTN1Vt3bBhQ9EMwv8jio69W/ScbNTRoogeZ23UconfmLykWKdR1DbY+H1c78BolGdwvV5gJAW8gI0AI8eRXjklgRE1njp/9NFHl0AMwRhqDvGpCdao6TGuZ8p+Zp8C/cBIFB3GZF6F09vTxPGCgATSZJscBZjUmUeVlSFcam0w8h1tVjFO/nHrHt9TUHPrrbcuxTf50AGTWlY1GLEQGXO+wn7VYCf3tN1dqXMwQnyqaDSDdcEFF5SidPxEQrw/97nPleCF5z73ucvs4HwtzFzqCrUXGJX2/PPPX5JEov9e7xYqxyHHYLyc32sPQPv8Xma6Xs/gvNWAEVuyIoE1WLXvIf9fPAoEuLQDGESRkrCZc+voKmHdzHSEGesm2+QoIAJY3anrr7++8Cm8Sg0qvj1mO+Z2gIVvXH755SVCmEAqco5QymVBc2IhYqbDL2u/EuBipmNB4Yee1zZxMEJIdm9hj6JI+FACdNSB/853vrNEa0DF7ECb4vCPBryosu2Cd/F7+52dlURpMOMl4KFfnZj6/F5g5Pf2M/huNWCkfPj97ne/UiwtpKr6+vl5MSnQD4wCdEjejonG78q6cOaZZ95i30ock+/dUICve4cddih7KrfYYovyvummmzZem2++eQnO6uXHC5ChMdlrFP8z7ddar20vAhiY7UcRoLt5yu57nQoYhY9o48aNxXSHCb/61a8uvqQoq+3RHUe6oL6G70SEHTUWUEXjh2GHrf1N8dta3/uBUfsZXKcfGAEbYerRap/Rtdde26ADSUn4ZzRSrxLU9XfxW77PPwX6gZG1gvk98YlPXIrUQg2+JBrTe9/73s78p/NP9fE94bBKrwRhgjb+FkBlbH1nz1gtaNC8BD8QwudZYO0MjAQUiHS79a1vXaJDYpg5WhHbZlUbucIJq7w2sx0VFfA4n6+JnTSizqiyBtmLlODF8Q8wRKCMG4xW+gw0NQ5KYBMTjGOSvdfeA9IOMwut8NBDDy1ALLybKeY2t7lNUd/5xvjW0E4ETq9qrkHLfJ9fCnBaY1S2NbQ3vX784x8vATAEInPUi3nObv3MwjAbc2IQGOF5eCB/EW3I+EUjtPIx2+gPePBC0cQ04XHzt7jmrLx3AkZsphx6e++9dyNtDxXzwQ9+cNk1zjRncyszWwARYiA85muHskghG2MtRJtZQ/MRTUIN1mf92n333Yu2NE6irvQZOBlPO+204gsjxfBRMQ9yOALUbbfdtqQKArCkWuHb1HESEO3HswEkzwW83vGOdyyzG4/z2bKv2aYA4Ytpepdddmn23Xff4h+idQfTslbMD0KP1DFSzAAiIcDWSrbpU6AXGAlGss9IJK0AFNaP9ngZWz51ey6NMSHjpJNOKn6n9rHTf8rx3kEnYLSWW6QpkO4w6DqiZC19Tvtc2g2fF83IZKOi99rUyjlpY2+9GXba957Xn10KWB+EJoKQ6NJss00B0cOsO73WfvvOBTDYusKSFC6K9jHz9v/MgdG8ETifJymQFEgKJAWGUyDBaDiN8oikQFIgKZAU6JgCCUYdEzi7TwokBZICSYHhFEgwGk6jPCIpkBRICiQFOqZAglHHBM7ukwJJgaRAUmA4BRKMhtMoj0gKJAWSAkmBjimQYNQxgbP7pEBSICmQFBhOgZkDI/sl5Kqz3yY2+bUfQ34m+5DE4I8Ss98+f7X/ux+bWG1AjESG9gTJGp77PFZL1TyvHwXsSVNWpN8ct19Npg/70xybbfYoIE3ZoP2SNsZLgSY3XT2GzrEnyfjX38/eE47vjjoBIyku1OSRaVbGhAMOOKDUMlKXSIoTteDllmvvKJZS/WlPe1rJviCDg5ISkQrII2P40uvIcitbgawGdirb+Ndls+Ddi9xfKs/a7S6TuOfxnd3W7ZQtXd5P9j3fFMB8JOKVWkoamF5zS+Jfc18NHemwzMFMBTTdeQFYpPq61a1uVfieJKky8rfzS9rEKocgXiInZ5Qcj7uXVUO1ggsvvLDwGqVk5j0VkGfvBIx0TIuQX00OOgWkNIvsmmuuKbmX2gXzSAdqsUgKSBKUtUCGbeAkT5P2nve8p6Q/sThJheedd15JNSStTj/psZy4hj+yisuGjDFIVFgDqJTxag9JF19nG1/D5fLUpEBz3XXXFZBRRK9dQgJ55KRT4+uqq64qu/PNfbnOlLqmtWebDgWACKFAHkrpfrzwrpo3ycIiBye+of5RO7uCshIEXEI4HkoAV2ZCHs+6ZMh0nrDbq3YGRm67X8ZreecUj5ONG0AhuoJTctZJEhpN0sDDDz+8gBlzmNxbUp9EoxEpTGeg6jK98fta30ksQEjWbSUnejUMgXTq2GxJgXFRICq3tsEI85LrUPJM6yGapMGEJvWxaoEpfs/3binAdaAsuKoC/RoB+9hjjy25J5X8wPfq5nf8Ts014x/t3HPPbfbff//S9zyP7VTASCJU5XVpNAZA8SnSArMDO2k0A0uVlTC1BqH4nQTptyuuuCK+Gtu7QVdnhGZHQ+sHdr4HinUFRnno2PGp7Z4napMAXs8hMzfTXy0xufFBv8dv+jXxSVWyhNMQs80fBfqVkDBvmLpPPvnkZQzrs5/9bMkEz7y9CCadWRtxZlOa7IEHHliS3LKitP3IKgzge6pT8wW1G4FWkmXJlOsk0gR0yaZZjXqd1+5nvf4/cTCymI477rji92Fu0EgJRx11VKnTUteHx7jZTkmBkgbWzWCRGABRm6nXx632M6bP/LbTTjuVMhWj9EO1JtXsscceBSSp4nxbl1xySQnIMAkBsCqdsnbzBwBiDQPp9ztVHx123XXXom3K4mvS3/GOdyymgC7Lro/y3HnM+CnQD4z4kphxCEqEnWiEHpVe1cWyxrJNlgLMa/jUbrvtVvxFSufwB8UY0YJYcfATlhTjREtiynMM4Rc/VOlVOZxa+KUB87/TvKK/yT7dZK7WORhts802zf3vf/9SIuFhD3tYs+eee5ZBI8mFmmoQDjnkkCLt1VKdz0or1P4l5jqmMd9ttdVWRRoU+BB9jYtsoZWRdjgb202QhhTvJo6Xz/xGPiudwbxC0pGpF6jSrkhGIdkI8DBxmVeA6aDfmWbUeSI1CaSgwutHEMXRRx9dfFnt+8v/1zcF+oGRInrmJOtCLT2HWU9xNnMz23QoYC1zLxx00EGllptSOZFd3Xd77bVX4RWsKXxMd77znUtwlwhimg/NKc6JJ+AjV1YGLzQv5rV1DkY77rhjUTuZlKib6rRs2LChaEIYtQZM2LsxWjU/ovlsADhrmbY05iqLkLSgfhBJgsRBuxpno2bzYd3znvdcVqU1rgH8FDkjjboHdUqo5ZgFYBUJEw1zcI+AQ30SL1oTv5lIGf0M+h0d9KsWFC0rGp8c2qj5lG2+KNAPjJiDMCYSdZh/PXkcLwio6+jS+aJ0N09DU2X9YCkRVGKN77fffkXoZHWJRsOlLV122WXF0rPzzjuX2mx1ODhh1pjzFdbugOhjXt47B6Pb3e52RaoPggETxaMUxOMnEuIdjP+5z33uMjs4aYF5igbQa4HRGAymqqm9tJe4poWq2J2JES+DP6iePHOh65JULr744uhq2Xv4ug477LAlQAAaAh5oMtE4lYV4fuADH4ivlr0P+93BvcBI5A6HZx30sazj/GfdUiDApR3AoFIwMx1Tbx1dJaybYETQsW6yTZ8CzGoCoPAuwrQgBBptLUSIIuYPYhkhaBJs8Y7Yx+gpCLPMdI6pgWz6TzjeO5g4GLl9dm/x+CR9odMBOk996lOXhUgDKmYH2pSggF6Nye4JT3jCQDBiZyVRGsx4iY4b5Pyn5XASMzO+5jWv6blxDcNQtdWzYBJaLzC68sorC0Ax5QHjdhv2e/Tb1owSjNqUnJ//+4FRgA5/o2OisQywLpx55pllA2V8n+/TowABmIDNfI/H3fe+9y37L2shggbF7MpCgocAHX7lXoDFpD9IgJ7ek47nylMBo/ARbdy4sUj1GDRnHwcgSSGa40QOCQFvx+PHMZdffnkJBLDnZ9wtQFNNemp2u40KRtdee23jWTkt6w1wJuVHPvKRonkN+t05qRm1qT/f//cDI2vl2c9+dhGCat+Q+UFjYiEYt/90vind3dMxowuyYmbHv4455phibYmgJVcmRPAx04poQ4Rve8ZqQYMvib+YBamXMNvdE0y2587AyIKw6VVUCad+NI5WxBYybX9QOGFvuOGGYrajoho45wtxZCeNDWCiymhLET1HSjjrrLPKQMZ3cZ1xvBv4t7zlLUVa4e8RSl5PBlIqAK01I9KLjBMi42JPgKAL5haRdTbxUtmZ1tDngx/8YImcGfS78HeZJ/bdd99lJkPnD9oDNQ4aZB/ToQCnNUHM1oV2BgaC0UMe8pASfWWdeDHPyQySWRgmP14CrVheBCxZqxqNx5qu94Ix0/MbEbhDuBbEYFNrCKmCHwi/eB1e4zg8hiZcB3dN/im7v2InYMRGar8DxN9kk02KTfTBD35wcbYzNQkMEDESQOQxER5jPvHEE4td1cZYC5FzHlN3rMHdbrvtSiAAmzknrt+7VF1dW+SfPVDU6SOOOKIRWg1QRfQJ/6ZeAxzaGclm6623LoyEZhchmiabYAyAhCYcksx2YRse9Dt68l9Jf8QG7X6YJ0nCwJ4EVofEdz9t8gpdUoDwxTS9yy67FAHEXOcEBzqatWLunHDCCSUi65RTTilAhPGFANTl/WXfyylg24m1aN0LRBIpy9RGiKiFV5+Bj6AjGhOB1bomiAeIOYZPHb8xxoQM/IY2Ne9j2wkYLR+qlf2HqZPuMOc6okQvtB8DLOyaiase6JVdZXVH288DGDALGl5MoJX0xgEpCazn7NWG/d7rnPxuMSkQIcOirdobLBeTItN7avRntRE1TDgeBBx81XiYcevHQwipQA6fCS1qek83mSvPHBhN5rHzKkmBpEBSICkwSxRIMJql0ch7SQokBZICC0qBBKMFHfh87KRAUiApMEsUSDCapdHIe0kKJAWSAgtKgQSjBR34fOykQFIgKTBLFEgwmqXRyHtJCiQFkgILSoGZAyMhklJnCH+OfRX9xsaxQh/Vj1+vTZinMPb1/Azrlfazft+2LsjO3m9Dt7mjXITtAJPe5jDrtJuF+zMukkHLwNBvfKQqswnW+u93jGcRBt5vO8gsPOs47qETMJKmxMYveZa22GKLkpFA+QibRO0qP/XUU0tMfjsWX/ZuGQpseLVpVhZve3r6NSlQ1Ebql4C033mjfG8DobxSaggpVXGve92rsXFXMkrPIku3ybbaZu+AMur3vve9S5bvTHa6WkrO33mYklRUNjjbed/OwOCJ7fi3MVJtHJue5SnM7AvTnwsEaPk2pf7Bw/CR9h4wa1/aJoVDpUGrMzd4AuCFL+CdXptvvnnJv1mnCJr+k47/DjoBI7dpUKSrkfbnYKyiKgAAIABJREFUTW96U7lzi+yaa64p6S7qGkV+JB1Ify8PE0nQZjBJTYGT1BjtZkOY4w1aF2DkepHuRxqe973vfeUWbDQ877zzSgE92RckQVxLe+ELX1jSCSUYrYWK83WutFNARsYPWUfaYCSzh138snBgbNaLjCDmkkwN2aZDAZvijYMsLfJR9trQKgGqagVKyKjW3GtDqwSrhAtJb2WZ8WoD1nSesNurdgZGbpvE1i4h4Xuaj1o+EqACKMD1spe9rKQJqpmyPE1KJACzWoU1oHK1qZRIS+kKjEgoUvjQiuprRHkJ6d5JqGtpmXl7LdSb33OZn839NhhhXvI1yldW5z2TE1HWbuVI2haH+aXS7DwZ4JGeieAqPVgvF4Nj8CypwCRI7XWMzAtSAC2iUDEVMFLTQ50g+ZsMUNQFYnaQYDBaVFuVo47NVLPQ5LWjqdBQpgFGUYG2V60joOl5SEbs+b3s/UBOHju/M0VmTaIY8XwPCvTL2m3OMHUrbwKwoslXqK4X09C8J9SMZ56ld1WcFQ2VuLmf/9cxeIacdFHxuf0MzP+EXLnu8AY8sJeG1T5vHv6fOBhZTPw8zGvMDRop4aijjiqp8euEnwBIcT1SILOcRnN617veVRKDygY+DTBiE1abBIhEBVr3xhkp6/gZZ5xRMo6r9MjmHynjmfgAsKJb/EWykkscqyx7rRGWB80/C02BfmDEl4RRKSppvkUjxPFnKlNijWWbHAVoOBKkqtjKByR7Og2Imc04EqDrY5hgjZNjmOCMY2izNFx9SZLLVySxsuPr+kaTe7LJXqlzMFKcDrNl7gIce+65ZwEXklyoqUBJqW7SXi3VhQYS/iUld5nnAgAmBUbuWYE92hhwYct3Twr0xTPQiEwspseYOII4dtttt8YEY17x2wte8IIlHxiJx6RUBiLBaLITf9av1g+MBO2Yf6wLddb7MOvJGl/XOZr155yH+5M8+aCDDirVCbgUaDNKz6haIOiJvyeO2WuvvUo2bv/L4H3nO9+58MV2dV4WlSuuuKKY9GTr57LIaLo1zBY+ox133LFoALLZYrhS41NnaULCHjVRdOzd1FImrGjhs+Gsda4BDqetYyYFRlRrFV2BqoAM5sH2xPB8HJO0JTZfL05KvjFVHGl/JB7aEEdntPQZBSXyvaZAPzDio+RzIPiE0OO8OF5QD0aXbXIUUF9KnSIWj7oiNYGBhoNv8Tk7pl06nIZLo7rssst6Vp6WCZzwIZCr7ntyTze5K3WuGbUDGGgQ6nXsvvvuhXkjtgqGahwJpa7t4FGOXM0Pmgl1FShZbF6YPNMEG6yIo351jSxUESpPetKTll4Gv9/xQf4AwwhgoAkpfEUKChNjHGtCKn/OhNirMa8Asze84Q3L/EgJRr2old8FuLQDGDjHmenUOKrLV4v8tBYIQW0pO6nZLQVYavbff/9bmE75hfEOIEXLcQyAqoUIUcR3vetdbwFS9R3ji4SMdlRlfcw8fJ44GCFalPPmL+F/CdB56lOfuixUGlAxO9CmmMfs+YnYe++bbbZZs+mmm5Z34ZRhvmsPDJssiZJUEi/AYtPgoNYGI3ZdPiFmO9UZ6z1QwIljGTDWkX/Rv+fkJ+PgrJ2XCUZBoXyvKdAPjAJ0rAfHRKN5sy7wU/RzoMex+T5eCuBffMhC67kSotnMzm/MQgSYHMN0XwsRfH00H4J1v32LBPG2oB7XmKf3qYBR+Ig2btxYNB3Mm+NPoAJJIVoweL6WXvH47LNMX3XYdZw7jvfwWYVmpE8AZuLssMMOpSptSCuAiX2YdgREo5l4H/nIR4rGpDw5wK03JwKjMEPGOfmeFOgHRtbKs5/97GI2rn1DfEk0Jpspw4+ZVJwMBfAmm1y96mhg+yMPPPDAYg0hIPidlScCmtwdIYJv6ZJLLulrqaEd239Z+wgn82STvUpnYGRB2PSqLDbfTjRmOBvD+F5OP/30JQIrvcvnQvMwuM7nX7GnotZAoh/vXYMRP5Bd8EyKtfmN9ANUPFtINHZZU8eVRQdIyqEzKaKBcuqxf0BAA1Od/2lsjuXUvPTSS5eZ7+rnzM+LRwFCDk3btoYQeIIKTMIPechDiqnYOvFinhPFVQs6cXy+d08BAjFhgAUkQrGFabPsRCRw+I0I3CFcC2JgZaFF8QkBJdGQ8Tt3BF6zCBGSnYARAtrvAPE32WSTYhOlNdAAmOb4h+wVqpGexIdpn3jiicWuamOshYipR9hje0p1CUaACLgAD+ZA0XOCJ8LEBjw9E0AS3GDCYRqkmO233748N0ezOvaARxOqzhEpqIOpzyRDC+YV9FqECdcew/z/lhQgfDFNc37bRMk/ZBMk0NGsFfPKJkvM7JRTTilAZBNsv7Vyy6vkN+OkgDEBPtYzUylNxr5J/CvSATnGeOGD5557bjHp05TwEgDGd45nbL311s1jHvOYkgjAVhBasnPnvXUCRmshmig10h1Jwb6c9diALCmnHXEXz8I27GUCesZeG2Pj2HxPCvSjgLlD8CPkBMPrd2x+PxkKWPPGhGDab0yY+oV/G7fQouLunM/8ytznuEUSLmYOjGJQ8j0pkBRICiQFFocCCUaLM9b5pEmBpEBSYGYpkGA0s0OTN5YUSAokBRaHAglGizPW+aRJgaRAUmBmKZBgNLNDkzeWFEgKJAUWhwIJRosz1vmkSYGkQFJgZimQYDSzQ5M3lhRICiQFFocCMwdGYvPlevrBD36wtMlv2HDIIbde83HZS2BPVRf332Xfw8bEJr2bb765716rYecv+u82SitpL51UbHZt08T42ihtz9oibIpsP/96/d/+MPuIbKAfddzsSeq3b3G90qF9352AkU1bEgLus88+JbHpAQccUGp2yGIgxcmpp55a8re1N3QpJSFDgewLMhIoKdFOBSTjrSwHW265ZelbASo532QzHmezm11yQslZt9pqq5J9V8YFmZHVZbLbul9iw1HuQ7oPBfYkT1XLSeqgcbUu+x52jxaXpJB2lkuFVOfqGnZu/t6U/GQSY5p3spfYjW8etlMCSfxrh79M9hJxynGYqYCmN4OkY1IKok7k7DM+JcdmpPeRgUHB0AsvvLBkzZBOrK7h5gkI1/hC9IXHSRtWJ8ad3pN2d+VOwMjtkuYwIznopO3RMKprrrmmlGGIgnnxaPI1SZMujYaMBHYmy7ANnCQcjKbIlPQnUqSo6eIl5cawchBx/kreLW7JW6VkUVhPI9WoZ7THHns0xx9//LIs4yvpO46V6ReYjhOMJtF3XKP9LqUJ+kj7JK9gglGbQoP/l0pGTsbrrruu+ehHP9o8/OEPLymnJBKObM+Ym5QyUdvLepHv0VySNijbZClAUFCehgBOSJXqzEshTTkEg39JYit/HQEbf2QFkpdOjs4YW3eu3A3hwlwIHqdAXztbw2SfsvurdQZGbp3E1q5n5Huaj6JzsnEDKAPzspe9rOR1qpky4FGsDpg5jpoKrHw/idYuIRHXVBqd5K9WPQl1La3LEhJd9j3omaVCkmA2wWgQlW75G/M0yRnjiYbRsSZgarR1Eja6EpL8H001YTkOP/zhDy9UCpl4/mm+S1zLXNoGC+BEiKDRGDfCNtCqa7bJUafOkfRALEWRUHkRhYqpgJECU6qnSgJoAKVUl7Gb2aGWpA0QyVDCVDZTg06LYP6jMSnNEElIu5iM/cAoSkt4hosvvnjZpYGm57n22mvLBO2Vd06/TFkmMFMkwK1BeFmH1T/6Rgd1m5y72r4tBveH1r3s0KNcp7qtW3wERhZegtEtSDPwC/Oml4+IiYYELRmvcQdOJ5988jKm9tnPfrY59NBDi3m7bfYZeNH8sRMKsKBY1ywq1ikrC62I1lsniLbuFdcjZPMh0awIuY7FG/DANsh1csMz0OnEwchiOu6444pNlLlBU9NDGXJ1Wmgd0TBe9lVSoIUIjGS6Bkb8OOzpsnxz9HbR+oGRNPEKZZlsdUE/JSGUwDjjjDPKpFNYSxG0qF9iggJg2cD5i0xM5iwVYIeBEQajcJ/zmShX07dJTRBgPjDp1YKSPZwfLDJDD7vOKHROMBqFSqMdY8yUIcCYCBEKU2JUylWbb9EIFsbx6U9/egGs+D7fp0MBJlZ87sYbbyw34H/mfuV0BPZEo93iZ3iC8aThWpcytvMV3eY2tyl+wbo6bJw7b++dg9E222xTmO1TnvKU4vjH/IALSS6ihIASJz5pr5bqfHZe279E5QUCpMWoKdRFNFqAkXvmVCblABeVGd2TarHxDLQJ9l2mx5g41HQlKEww9+w3QBA2ZIwG87jf/e43EIz0zX/21re+damExWr6Vk9FintAqPlfCXVOcD63Ua4zygJIMBqFSqMd8yd/8ifFaoCZGR9F9Mw/QkUtYQMqwhHgqovujXaVPGrcFOB24AsKk5y1u2HDhuJLIpRGY4ZVNgKfqwMUaFNKlftt2223La6JXlaM6Gce3jsHI7V7aADqA5H+1WkxKDQhC00TRcfeTfoDANECDDhraw0kfqdxMGEceeSRxewU34/rPa7PHKdmEQ1GQAYHfXtieD6mRgxBZI2X++IbEzFD+yPxoMVNN920dIuj+HUwF+ceffTRa+ob6AC+8LkJKeeL4Pi2aIZdpx6bpQfo8SHBqAdRVvGVOWZsLrvssqUAHT5KDIrgE0KPrjEyc495VAmDbNOjgJB7YwFMgk+wRAh6UqSzBiPWH+PJpF2XLI+7VzWa8MEtYV3Nc+scjNoBDKS7Cy64oFRPxbwRWwQWib1d551Dl5lOsEC/BUbtxagV5uvXLFQRKpyH8aoXeL/zAoyi7DhN6AEPeEDRJsLEGOcyIQLGuiJs/OadeQWYqfJa+3pGASNOacW2aDK92qh9WxxCRjnJRfLYy0VLPeuss4rGNew6va7d67sEo15UWfl35gqzr3GKZgsDMx2zah2BxSfBTEcIsm6yTY8C+AShgAAaTRQxM53xrP3cBEBmOpaPfltF8EX9tcP7o+95eZ84GCEc5ikQgb+E/yVAhz+o9v8AKmYH2lQ/qeDyyy8v8fqDfC5ssSRKAx4vE4YEM6i1wUi0i8nEbMdEWO+BAk4cy/w6ALfdPCcgCMYfv48CRldeeWXRaFT3XEvfTHHMjfZJ2ecg0ue0004rAoH7GXaduOdh7wlGwyg0/HfbFYQHh78xzgjQYS6uzToYH+uCcOAuTNZx/XwfTgFrihm99n+LkLT++XxrjdaWFgEMTPn9tqdYs21BffhdrL8jpgJG4SPauHFjMd1hsBgjKd3gRAsGz9fC59KrkR6ZweoovF7Hrea78FmFZqQPAOZ6O+ywQwmeCGkFMNkUSzsCotFIr6L+aEwAGOBiKNGAETPkIDAV+YZW/EtMa9FW0/fVV19dSlajLW2zNhkMu0597biHXu8JRr2oMvp3/KmAqGZmBKHI1CHQh9m49g3xJdGY7GUJP+boV8wjx0WBMNFZ77Wwi8exytgPVgsRoujudre7FetQL0HTfdnk77jaRziu+52lfjoDIwvCplcBBkxp0fgmDAjfCwdfEFgdeGY7mgfgcT7/ClsqRu84DNRmwLDDWqyiiizALho/kP0yu++++zLzG9suUIngCeo1s5eImO22264AEskWwKABE2LsHxDQAED9T2MDXnvttVdz6aWXLjPf1c/jeU1IkTVsx/xnq+kbKGJk7NcAEdhaMLEIhl1n1BBT4yIkX6g+GmYbnQKiRo0RMxxp2Yvzm2RMuydVMwnz9VkP1okX89xznvOcZYLO6FfNI8dFAWPD8lBbTaJvvnFmfgFM1hw+RwCn5VqLhLhLLrmkREOG8E1gxGtEIc976wSMEFA6n7333rukNKGG0hpoAExz/EMkvwAiRDY4mLZQbZFCNsbaX4Sph1QoVFJI92GHHVYGUAg1ELMYx90wUeACPDbbbLMSPWfHu70Amut6JoBESsVEaElAY/vtty/PzTHJtBY2Ys5KYCKog6nPJEML5hX0GjThSMUibgCSNDGr6RuIMSV6Hn143epWt2qOOOKIEkwSdB50nWF0RgeLy14JEh8tEi27GKNh97LefmeiNqeE9Mb4xDuBxVrQrBXz6oQTTij+PxlJAJEwYWOYbXoUsI7xDWu93YwbfzkhzfgRIE466aRiijVufOfWtS0rfMQi8pj1aFLOnffWCRithWikc1I75lubkPTJ8W9nMrADZLO68NwbKSc0uDY9aFJeNA3PWAc0tI9t/+88Du3V9E1ao0UCDKZEznDSNp8cbc09Rxt2nTgu36dHAXPHWsD4aObZpk8BVhM+u0HCF+HUGmQlCg0o7ty6Zn7ldmC1mFUeF/c7zveZA6NxPlz29TMKAHHm0cix97NfmrIwhNmn47umSn5OCiQFJkmBBKNJUnuK12KiY97kA+OfEt1D+hKNKECkzoc2xdvMSycFkgILSoEEowUZeOq+SLpjjz22bDq2t0GQgaif2ne3IOTIx0wKJAVmjAIJRjM2IHk7SYGkQFJgESmQYLSIo57PnBRICiQFZowCCUYzNiB5O0mBpEBSYBEpMHNgJERVeiDhy4PCI2OwJB39whe+UEK+Rzk+zpuVd+GbsbN+3PfUZd+D7lVaE88kndJ6HJNBzzap34T/2nfUq75R3IPxtTdNGP4i7EOJ556X91ifvbZpCNsXYGRf46KMbSdgJE5ebiZOcnXcDzjggLIrWdkFmy5PPfXUss+lHUNvh7JNoTa82jwmi3evncwYnEwMQpVtGpNCKDaWjmui2kBo1/uuu+5aNtpKCWRDomSUdljLYoAJrLbZX6CUg3xVymcMSge00mt02fege7GAVK6UndhmTRuUbczsIlXToPtYz79F/kDzDg1tgDQPI+1UPJv9YTZPysSuorK0UnWaqTgu3ydDARtYd9ppp8Lv8Lx4bbnlliVTRns/kbuyIVwGhvbYSmQsQbT8kTYzO06GhnlvnYARogEMqXCk/VE2XIPwstdKidGuUQRQZKaVg8kmUBtCJTUFTlH/Rx8WqzRBzpePq5dUUS42hj8Wt8ki227sz8FwlZDAcI8//vhliV1Xc0klAuSsGycYxX102Xdco34XIk6QiHRFMmZIj4RR1pmn63Py83IKSHRqfhO21DAS8SjLh9yNkaVbGiDZTGQEweSsF4KZ8V7EctXLKTj5/4CJvHMEcEKq7DJeapdJ21Tzr7g7ka377bdfKTVRg5FtF3IMEsLxUJYiSZmlTovxjz7m7b0zMEIoElu7hITvMSx1fjAvAIXoUl9IjVMzZXV31AUBZo6z8KQAMoikhpVkLljNwLWzdkcfcq8payHlDQl1LW2UrN2r7b/Lvtv3ZDf5W97ylmIyjd8iR510Q5J/ZhtMAeZpUnG95wujYk3A1Gjr1oB8jYQk/0eTw05aKWVA2haHOCbfu6GAfHTMpe3cjcCJEFEnRnUH+ApBm6Ch/E2AkfPxO8BmPUVjbdh///0bJcjneWynAkZyzylYJ++SAZAmX5JUZofapIP4BkyOOilPSIRMWvLX9cr9FIM3rvd+YBTZvD3DxRdfvOxyQNPzyIBtgvYCTP1ef/315XemSBOwBuFlHVb/6Ntz0zzW0reJ7v7QupdmOcp1qtsqHy04z9U2R0j6ybxJ0s82mALmTS8fkWS6pGMpZIw7cFIVuWZYwP7QQw8t5u1FMOkMpuT0f2VBsa5ZVGoeAEyUmODKwNdqMCKEyOdIM673/uEN8nuyGkVuzOk/4fjvYOJgZDEx3/CVABdNLRaVXzEu0nQ0jJftlBQoSIGviaZlEEkdNnDSqLpKENkPjNQmuu9971smG2CIJgu3rOO0NxPq4IMPLklDoyaNCQqAJVLkL3KMxLGK7g0DIwxGrSTny+i8mr4BP0GA+YA5wUKQsJUfTJ9MPMOuE886yrvrSboqeWyaj0ah2C2PQUM1vQgtwEctMGYc2erNt2gEC+OozIg1lm26FGBixeduvPHGZTciK7cimTfffHPxB9VghB+ytqhy4Pdo+Bv/O75Rj3n8Pi/vnYPRNttsU5gtpsTxj/kBF5Ic85wWGg9pr5bqfHYe/5BBNLg777xzkf6Ak8qlUtwABuURxt0CjNyzAlekHBmplQF2Twr0xTPQJpSCZnqM4lkAU9ZvJhQag98AQdiQMRrMQynwQWCkb2q9UgIhGa2mb4uAKRQQav4/6KCDihOcL26U66yExuzeMpOjW9BpJefnsU3Jps5qgLkZH35S849QUUvPgIokDrjqOkdJw+lQgJDMz1Nrr4QEgmqUFxecUIMRzYe1hb+J4BqNGU82b7ywbfKLY+bhvXMwUi6BBqCMAIYrQ/SGDRuKJiQ5pyaKjr2b9AcAogUYcNZi5EcfffQtSpBz+LGnAolxSw1xfRNEmQgajIAMAQxt85bnwzQwBJE1XkceeWTxjYmGof2ZeGghHD3aKH4dzMW5nn8tfYu8Anx8cZrwa74Ijm+LZth16rGJ++/3zvHquWlgtZTX7/j8/pYUMMeMzWWXXbZUBZSPEmMi+ITQ40xMytwTBCSTd7bpUUDItrEgLAefYKoTIUyDJVRobTDiLyRsS9FVgxELkTHnKwwgm97TdXflzsGoHcBgINT0ULAO81bKQB0PEnu7tG6UIxcsAHT4j0javUqTO6bfIrRQzznnnOIY5Bz0qhd4P/IGGEWlV5qQSEDaRJgY41xOTLZ9E6lXY14BZko11DbkUcCIU1p9E5pMrzZq3xYH86hJDyxEuNFSoxT6sOv0una/72iDnjVMlP2Oy+/7UwD9mH3rSERlP5jpmFXr6CqRn8x0hBXrJtv0KIBPEAoIoNFoPcaTtQCf8uKC4P9j1SEMio5kpjPm9VYVQiIzHevIWraTxL3M6vvEwQghME/hzPwl/C8BOv2AhjbFeSvAAVOuo4gADa3FwPYzT9CYSJQGM14mDAlmUGuDEeejicJsx6Fc74ECTiYWv05IPnXfnhMQBOOP30YBoyuvvLJoNApyraXv2MPCXCoaUaQPZ2qUSR92nbjnYe80XqaG9BMNo1T/3xXSQ8M2mAfosATUJhuMj3VBaHiWAulP10n8Yk0xo9f+b/7wHXbYYWn/kX1Im266aXkppoj3CfcGOvzCtdZr24sABgKeNTyvbSpgFD6ijRs3FtMdBosxktIRPloweCa6MPswfQGSaOywAIovpi4OF7+v5T18VqEZ6QuAMT+ZWKL6IiwTMIkaox0Fc3c86ZXkQ2MCwCZdvTkRGDFDDvIZiXxDK/4lprVoq+nbhAdqaEs6q80Bw65TXzvuof3Ol8evUR8LxNGpluTb5+X/P6MAfyogqpkZGqIpoMHYCGC18IXmNCbFE9M/9zNaTvpTmOis92HCrg37fHzBQ/BB/9szVgsatCpRdixIvYTRST9jV9frDIwsCJtebdgTHRKNOorYfC8cfOGEVcab2Y7mwdnvfP4VdtLQQEjcpHrO2xho/iYLkwlq3I0fSP0fJsXa/MZuC1Q8G2CiOgNL0S42eQIkki2AQQPl1KndTCgCGqjr/qexOVZJaWbI2nxXPwu7s4g0JcdtAo5NpSvtGyhiZPw4ABHYomNM8GHXEXAxqGGOhAI0IcV5CbqI6L0Eo0HU+3+/sQAYI2a4moZM2LR7EjOTMF8fgcI68TK3+CBqQWf41fKIcVPA2OBRwbMG9d8GI8fy53IFCHKyLvFCQjpNuA7uGtTvev2tEzAicXPW7b333iWlCRWT1kADYJrjHyL5BRAhHsJj2rQNYGNjrBBuTJ1UGMfwawjpFuwQ6TJE2o1bfQVEwAV4bLbZZiV6jk03otmAp2cCSMAQEyHhAI3tt9++PDenIy0k7L8ckcBEUAdTH0BDC+YV9BoUkksqFk0DkKSJWU3fQIwp0fPow+tWt7pVY1MqoA/pe9B1+k10JjmLhskh+o532Sr6+bv69beI3/OFmlO9aEhgsRY0a8W8kmqJ/++UU04pQNTVFodFHIvVPrN1jG9Y68NaLzAytnzqXBLGmJDhOOba4IPD+l2vv3cCRmshBumcdIf51iakuk8aBMbtuGD09e/T/gxkmQwjkqZ9PzQpL5qGZ+ynEbXP87/zOLRX0zdpjRkHcDIlcoaTtvnkaGu1mXPYdXrdW343WQqYOwQ/jI9mnm36FGA1YUqlra6l4WvWKUsS7WgR2syB0SIQfRrPSHNhHo0ce/U9mPQ0o3R811TJz0mBpMAkKZBgNElqT/FaTHQ2CPOB8U9JPWLPw+WXX172cNX50KZ4m3nppEBSYEEpkGC0IAPP3iySjr/NpmMhpPZtCcyofXcLQo58zKRAUmDGKJBgNGMDkreTFEgKJAUWkQIJRos46vnMSYGkQFJgxiiQYDRjA5K3kxRICiQFFpECMwdGQlSlBxK+vNbwyPUwoDadxs76cd9vl30PuldhqcLuhbkO2yg7qJ9F/g0N7TuyUbjfOjC+tjgIw7c/Jdv6oIDEwULyZVnoF7Ztc7NjjG2/8V8fTzv6XXYCRnbiy83ESS4H0wEHHFB2JSu7YNOlukT2ubQ3ccmmYFOoDa82j9nYWu9kPv/888sm1KgvH+82bsrnNM69FjYQ2vW+6667NltttVUjJZANiZJR2mEti4GJstpmEirlIF+dgoGD0gGt9Bpd9j3oXtBf6hK0sjl32223LZuY68S2g87P35qyeVu5EvPOpuGtt966zMNIGRM0sj/MxkiZ2FVUllYqsy8EdSb/bnPqTjvttCz3HP605ZZblkwZ1qT1EXnrBA7hbzbME0ZDmCBgGEtBRtaPF364Fl4zeWqs7oqdgJFbgebS1Uj7o2y4huDXXHNNSXcBmOo8dD7LdIuZ2QRKopbUFDhJjWFDJoCT4UDKIBkcvKSekc8pavSsjgy9z7K4ZRXYd999l/bn2GiohISsAscff/yyDOK9exn8rRIBctaNE4ziil32Hdeo3+0YNzZ2i6MTpiqVkkwZqSHVlOr/WaJTabBUxlXDSMSjLB9yN0Y6JWk+V8RhAAAgAElEQVSAZDOREQSTs17sITPemZy2P227+oWgoBIA/kRIDd4kDZa0TVG/TI5N/KtOfivdGYCK8izGX0UBmhHtWD5KGVvsA5x3DakzMDLwJLZ2CQnfQ/rb3/72ZX8LgEJkxaikxqmZsjxN6oIAM1mJVU1sZx7A/KTfqDN5j2vStbN2R78SWCpZId07CXUtbZSs3avtv8u+2/dE6pMk1Y7xaDbTGj/S+7jTNcU15umdeVp6n3rPF0bHmoCpmePABwMjJNVzXh47aaWky2pbHOaJRrP4LPLRMZe2BS7gRIiIpKc0WSnO6ppEUjlJv4Wn0IpUNIiUY57V/9KpsRqtJFPLLNJp2D1NBYzknlOwjmnNAJIUJEk1WDZiRvvKV75SJEMD2CvXE2CifZHAu2B2/cAosnl7hosvvjhut7wDV88jA7YJ2msC6ff6668vv1PVMewahJd1WP2jb3SwgXUtfQMM94fWbXB3uVGuU91W34/SDcmfZiFlG04B86aXj0gyXSVLgLtxB06qItfAL9P3oYceWszb855Qczglp38Ey4B1LeNJ8ACaK0sBgYHw5nsabrtqb333yrqwGDHlzXubOBhZTMqH85UwN2i0nqOOOqpkK67T5mO86hSRAi3EdnOeDMfU2i5aPzBSm0ipc5MNMESThZumprQwU8vBBx9csu2GWm6CAmCaHLOiYySOVXRvGBhhMGolOV9G59X0DfhN/MiirXqshK38YPpk4hl2nXjWYe9s3J7PGLclxmHn5u8/owDaMUMTWoAPSVmpiFe+8pXLKhsTLIwjs441lm26FGBixedYc6IZF3yDb4npmmmV6a5fGi5BXPzWAhnm3USHRp2D0TbbbFOYLVWU4x/zAy4kuSAwhsWJT9qrpTqfndf2L8XgvuUtbymLtB7w+G0c7wFG7pn2RcqRyv3ud797uSd1leIZaBNKQZtcURiLmi7rNxMK84rfAEHYkDEazEMp8EFgpG/+M+UYQoVfTd8yZzOFhn/N/6rWhhltlOsMoytTA+EAwHLeSkFEQwo6DTs/f19OAb4CVgPMzfioW2T+taVpQEU4Alx1naPlveV/k6IAt4MSObX26tpMsIQJmdmBVft3x/AVydythpHjpPACZMZ/nlvnYMT5RkJWkgHDlSFapAhNyELTmHHYu0l/ACBagAFVttZA/E7N1Rf/UzDoOG9c73F95jhRLxisgAwBDG3zlufDNDAEkTVeCgHyjQmyoMXRRNDipptuWrrFUfw6mItzjz766DX1DXQAH1+cRvXni2A+sCiGXacem6UHaH2wYGhFNFk+w1122WVgFd7W6flvRQFzzNgA9zBD81EqH0LwCaHHKfwS5h6TDkk62/QoQCAzFmqstfmEAnmsOTQkkZL4irVX+/msIVqRMjUCI0SmmgejrL/pPfXar9w5GLUDGBAa6rOdYt5CvA0QiZ1KWksKUY5csEB7gWHuah/VRe/6kcNCPeecc8rAGlyveoH3Oy/AKCq90oQUvqJNhIkxzuXEZNvvdz/MK8BMqYawITt3FDBiY1bNtl9NoFH7tjiYRznJgbkJT0uNUujDrhPPOuo7bRAgAUB58bKtjALmCrOvcYpGyyRZM6tGdJ3fRH4y0xGCrJts06MAPkEowKPqRviO6DqAxUpCuBUxXJdvqc9hPWFREnE77+bXiYMRQmOeiMtfwv8SoKPYXL0nBVAxO9CA2oPFZOX7eh9SPYj1Z74cEiVTV7xMGBNiUGuDEekFc2C241Curw2cOJb5dXqp054TEATjj+uOAkacmBi60Om19E26Zm40udmsRfoIK0Vnbdh14p5X8o7u/H5C+rONTgGF9IQIh78xzgzQYS6OKC2/YXysC0KD+/kgoo9875YCsZeo9n+7onUgtDt4GdO1AJ+dd965EazVr7Fo4IMJRv0oNML3/UK7w0e0cePGYrrDYDFGUnq99ygYPF8LKTtamOjYZGtTRfw+rvfwWYVmpF8Axuy2ww47FM0sNiMCJptiaUfB3B1PelXum8YEgAFuvTkRGDFDDvIZiXxDK/6lOqpmNX3TUIAa2tI2BVVEG3ad+tpxzrB30YbCV3sFoAw7d1F/508FRDUzIwihP6Bh5mHeqX1DfEk0JsUT0z83vZkTJjrrvS3sEmAJEbW5TTkXwi2/d22qq5+AAMkHVWvI9e/z8rkzzciCEHZtw94b3/jGJXoxw4kioZ4CkyhfwD7KbEfzADzO51+xp6LWQHRk4Ki2mGqXjR+I85BJsTa/2ScAVDwbYOIjAZCi5LbbbrsCSCRbAIMGyqlzSjKhCGhgfvE/jQ14KSltUtbmu/q52J1JVGzHnpv/bDV9A0WMzMY8gAhsLZjQtoZdZ1BUnDFjbtVvHOcZZdLAIOO7+rny8y0pALSNETOcwBcvVgAmbFom4YtJmLmHQGGdeJlbz3nOc5YJOrfsPb/pmgLGhuWhzbNc11rgjqg1HLzgmGOOKZGs1ojzaU7GVONftuVF0FN81/UzTKv/TsCIxI3we++9d0lpYtMWrYEGwDRnQEh+AUQeHkPEtPmBRAoJTLC/CFNvSwwXXXRRqQtPguyqASLgAjw222yzEj1nx3sESwBPzwSQSKmYCC0JaGy//fbluTmaASamrAlVByaCOkhDAA0tmFfQq56k7eciFYssBEjSxKymbyDGlOh59OElldIRRxxRgklC+h50nfZ9xf8AGR2AMQAnzXGys5O3JcQ4J9+XU4CJ2pwSQRXjE+8EFmtBs1bMKyYe/j+aJyCyCba9VpZfIf/rmgLWMb7Ra18kQcL65wO/5JJLSnStiDp7DgEREKLd4h+OY9K3hkTgLYIw1wkYrWXASeeka8y3NiHVfTJPUXX7aRL1sdP4DGRNrHYkTdwLxu1lgnnGlTyH86jrq+mbtEZLAZxMiZzhpG2+NxJa2LLd57DrxLPU757DuLF/MyeFxlUfk5/HRwFzh+CH8dHMs02fAqwm5v4gLcb6tRatlfbat66ZX40rH+8iCRczB0bTn07zeQc2tDKP2ivVbsCJBpOO7zZl8v+kQFJgUhRIMJoUpad8HSY6G1CZ0PinqP527V9++eXFXFDnQ5vyreblkwJJgQWkQILRggw6dV8k3bHHHls2HSvvISO0wIzad7cg5MjHTAokBWaMAglGMzYgeTtJgaRAUmARKZBgtIijns+cFEgKJAVmjAIJRjM2IHk7SYGkQFJgESmQYLSIo57PnBRICiQFZowCMwdG9kvIVScWv1+svk2UNogKV+63F2nG6Jy3kxRYMQXs07LJur0XJTqKdWBPWO7pCqpM990Gd5GpMs30G7e4Q+Nnr1GvPYPGXT8yMCzK2HYCRjZtqbcjYmuLLbZoDjjggJIiQ10iGQBOPfXUsumyvaFLKQk7j2VfsJNZSYk6rYbBtXNZ3SOlyO3yly1A5oZ+wBUDv9J3KYfscL/DHe5Q7l/Zhfp+bW47//zzm/33379kaZCBV50g963ejOeWJl62cHt7PJdSFNLGy/ptp70sy0pDZETbSkdnvo/HfCQTFoYvl1nkP6yf2mZlaWIk0ZQDUo7DOudhfWx+7p4ChGjpy4yD7BjeVQeQFaMfmEglJh9nPb4333xz4W9yX8q+oR6cxKt1hvbun2Y6V+gEjDwKcJCXTQ46wKEZFNmblWFoF8yTIFXa9de//vVFopCdQIZtTDyK0ckqLe2JjNvR1BaSgqedrj1+X8s7qURyUpNCLaFe6YfkEDOpoq49wMIcTCLAGQAm4wEAAswKpWmRRVvKIbnFeqUQWcv957nrkwLXXXddARlCjbldMytPJCed1FrSU8kJSEizoVnNG9aCbJOngGTOxqoWCKxpqZramdfdnW0W++23X6l7VI8vQRtPIwwr6SJB8lZbbdUoJBppxSb/dJO5Ymdg5Pb7Ze2m+Sg6ZwABFOCSlVaetjp7NW1EkSpg5jiSh6SCdaE9WaFJIF3Uy7HQAeKd73znZtttt12WpTuGR8kIiSzriUIr9Hx1clWpdoCtMhKSIUYzESVWlL+PhpctKYACzDzmfhuMzEnJg0nUpO5oEqrKcYiBhQAUv+V79xSgpbKk1PkllYZnuZHnsm5SmeEr9vmxjAQYMdnJRVen5bIxXcVX+ezqWm91f/PyeSpgJBEqk9XZZ59d8rORHGTsNqCIH02OMwMmYSqtAeOXIFS5CUkHLUyM3+/1eXH+Wt/1z8wGBCU0BEiAtC5bISO5pK91MtCVgJGJxxyz66679kzVs9ZnyPPXJwWicmsbjDA7pm4SdM2caO2HHnpoMRPLxp5tshSgle6xxx4lowleQFu1rvGLejwICsxuXBn4Vg1GxhZvaZv1aEf4Ty8Na7JP2e3VJg5GCI6wNATmBo2JTRlyqfPrGi4ASEEqUqD8aUxhzBE77bRTSe7JP+NV1w8aJ7kCjFSFjYKACmEpcxHOybWCET8T051aJ12YGsdJj+xrchToB0bmoczOpG4lSKIRxvggmZVr6Tx+z/duKYDmXA94EwFWyQ/+vHYNIqZ7FZv5hrgcajDqdYf4zIEHHticccYZc58ppXMw4jtRbpu6yhyldAJwIclF0AFQOuSQQ4q0V0sRPjuv9i+RDqjD7Kh8T7XJq9dgruW7Goz0o4AZO29UqPXdSsGIym2Syp4t6EFpAOZJiUrbEtFa7j3PXd8U6AdG5iBfEutCncYpzHoqgtZF99Y3FdbX3fMXKaApeMk41P4jTwKwgEr4l0cBIz52tatk8Z53/tA5GKndw8zFbsofpFzBhg0biiaEAWui6Ni7Rc/VVRB9BkacteEnYlcVNGDQ+WW896p5NI5p3AYj/zMtMjEyHyomt1IwYo47/vjji2aINvxNmf5/HKM1X330AyNRdEzVfAu1uTiO55fEuLJNngKsNwRMvEyds8c85jGNGlVMczQcVhwabIDKMDBi7uO+wDcXgUd0Dka3u93tilkrpoaBuOCCC0r1VIRmYsPUaQdU29oObr8RMx3nnQVG4jOAKpUaqAsvvLBoFkceeWTRLOIa7XcLleos0CFeTG+i2Qa1Nhg5FgMw4Uw2ZkVh6qvxGdEGmVvY+dUVypYUqCkQ4NL2GZkr5g2BrA73JYUz04ngsm6yTZYCBGsWn2uvvbbwpvAb4zcCFEQJqxlmqwpe5oW38f+pwIzvtQvoGWO8RVTvIrSJgxGihv8lzF0BOiqfkiSiASrqLm2Ko5+dPAbcMYDNXh8VZQ10v8a2TqIUwRIv4eF10EGvc3uBkeOEzwJIVVc5LVXbrPuKiTgomo60JIRTSXMSlGCNbEmBoEA/MArQsf/IMdH4G0nkZ555ZtalCqJM8B2w2IYSofWxtUUkLqsOwdXeISa8eG266aaNl8q+eF+Y79z2hz70oVtUw57g40zlUlMBo/ARiRKhggIVEXKAxn6jaI4jOQgBBww2kimB8IUvfCEOKcfTjIBSqL9LP67xA9WYWQ6QtRsJiPnQHiT3PgoYia6pQ7tlj6BlKTMsGmfeo2XaNMz/+1OgHxiZ4xibEu+1b4gvicbEFxm+2P695y/jpoAApJNOOmnZGjYW97znPfu6ERxP2I7Q7rgnPFGgQ13skvBKOJ/njDOdgVFIBsxZ/CrRqKMi4myGPf3005ecsDfccEOxj4pUAzzO52uypyKyMFx00UUl6szm12j2VZAqelUwjWNW+06jAhY2nPVqitTJwNAGI1Jre9MrzQdo0qRE00QDQDQjWhbgq/0AcUy+Lx4FMCiCmPDfNrMStMOpTVizTryY55iw207zxaPcdJ6YP0hEcGzQdxf4FY2p3g9W310vMLLh+QlPeEJxK9g75oX/0LqMd4JRTcERPrOHGhzmM5qDDZ2yD9AkmOb4h9hC62ggEp9NnyeeeGKJFBKfbyHWwQk2lopEo0Fx4Bokx9v4Wm86HeEWhx5iUjEPUrPvd7/7lRQftY1eB0DT/QhCoBmRXNy3aCfPLR3QueeeWzYiykYhLHyzzTYrk1bQRtwzNZ6WuN1225VJl1VXhw7PXB9A+DL3dtlll2bfffct/iHmH6CjWStSzogqZSK2yx8QYXok6GyTpwAh0hoHPviSPZFAZVDwQRuMaLq2eTDd4R/1SxRvF3spJ0+p/lfsTDPqf8nBv0gaSLoTNddPCgBiFh7Qk1Bwmg0Iuc9xmwin+Ux57fVBAfPOGrAfbxGirdbDqIgA5r/j++6VAHU9PMO07nHmwGhahMjrJgWSAkmBpMD0KJBgND3a55WTAkmBpEBS4P9TIMEop0JSICmQFEgKTJ0CCUZTH4K8gaRAUiApkBRIMMo5kBRICiQFkgJTp0CC0dSHIG8gKZAUSAokBWYOjISoSg8k9Xrsq2gPk3BqGXDtvegX/l2fI137sDx09fGz/tnzC32vd2iP65677HuUezT+yogs+uZfe9CEB9vbNmwd/MM//ENuLRhlck3gGONmn6DN/VFmZtBlbayXdcZaHrQ9RPj+vIeKdwJGNm/Jz7bPPvuUPEw2cikfoRSEXeWSi9og2t6gZyOoncY2jto0K4t3ZF8woAZXmgyFxVR/fc1rXlOyetssO2jBqiIrC4RNql02e58ke5WZW4mLgw46qGz2lcBS3RK56uqNviu9F/ev/pGUQkpu2FA3rtZl3yu5Rxk4pHzqsjTISu5n0sdGKXpzyKbHrbfeusypdhYGKaoUo7TpWkVlqbIy+8KkR+tn1yNEyRhjHGxI9i5JKp7QBhlrTaogmf9lbwFedZJUe5Ws8chhJ3edDbR1LsKfXXl+PnUCRsgDHOxIlvYHcGgGRX0OdYjqGkV+Ix1Ify+7LdAxOJKaAqdIsSENkJ3mkpxGk2xUZuN+helkOQYGkfk7zuvqHUOQIcLO+Y9+9KPlMsFgdtttt5K2hZSzliaPndIZ4wSjuJ8u+45r9HuXEkp2DkC7qGAk0SmmJi2M+YNhSamFaUUGEGlhZDO56qqrioBlvUixZewiUWc/Guf33VBA/kx8qBYIpGiSHaPOOUnjV61AarAbb7yxp4CswgAwMxdkmvFqA1Y3TzHdXjsDI49FYmuXkPA9zUctIgMIoAAX7QUjqhns+9///ubwww8vYOY4i/SYY45Zqm2kL6mASCBXX331LSgZmbGlJZKSiMTSdYsaTPe6172WMVSSLe3QfdDk1tJMVHSpabWW/upzu+y7vk77M41Rahvji06LCEbM02hQp4OKHHVy0ZGySdXyNRJ4/B9NDjNZu+VqbFsc4ph8744CtFTpmeoqu6oMqMemlptGwKb1q0dFeO5lzWHmA2KLKFRMBYxUqVSgTmJQA0RyIC0Y0Dr/kuSiJEM56mgT8j0ZSFIiCcPCZA70e31eTDmmQJoWBiujMa2qllLiuHG+9wMjJTBk7WZ+aSd1BbSeT446k7mXrVm/119/ffmd+XJUMBpX32zgMpWjcy/b9SjX6UdnzJP2rK4LgcOYLyIYmZu9fERMNLJCK95mfjB1M1Ubk2gqJ6uNxbxdV0uO3/O9WwrQSiVBvvzyy0ueSmvYeid4x3jIYYnv4WP90pip1XaXu9yl8CvrHA+sTXjdPsV0e584GFlMxx13XLGJMjdopAQZb6XG57yOhkFLPEgKtBDV+2COUGdeIkkLzwvo9GoYHM2JxElqkc6daaPL1g+M+Hr4zjCV2qRoopqcgFkxrYMPPriR9TtAU4CG317ykpcUfxFmLdmsUu7DNKNx9G0hEB5kL7dQ+L6Ujmf6dL8kuGHXGUZvvkLFDo0vk8SiglEvOqG/MgMYE/BRC4xgRerm/I5GSDAmT3/605dJ5/F7vndLAXyN6wFvYmbjO+bPE4il0YKsHb/73jjRksx34xjaLA3XcZLk8hXJ5u/4RQjo6RyMlFLAOKmrzC8YGXAhyYWaCpT4CUh7IUUYQJ+dV/uXMGnAIkCA76mfBG2ATYowiXGMuzZz4FqCCIZN6QAj1zKJOCox8r322quYIVWEpEVo3vnFSEwhKdH0+JZMSpofU6bzw2+GOZnIMokPAqNx9a3cBfMpMNX8LzDDs/GFjXKdcmKfP8ZTcEkAdILRckKZL6wG/EdorW6RrPAEhHoeAyraMuCq6xwt7y3/65IC/EV8uQIPjEPtP5LQ1rrBB7gL/M8kqyoAvkhgrhvN6oorriiWoG233bbhsuhlkajPWe+fOwejHXfcsZhe2E0xTxrNhg0biiZkoWkkY/Zu0h9mHi0YO2ctE5YmpJlEbtD5nbzXZSbiXCBAMwpNi+QoQCIK+sVx436Pe6aOH3/88UUDRAOA086sjGmQgo4++uhiJ2Yr5tj0XC9/+csLg/Y7baguPTyKX2dcfQMdwGcxaOjPf8EsgQEOu049nm1aA1ZgK6glBJMEo59RCfNBZ1pjbE0QRcdUjU61tBzF+MxxjC7b5CnAekNwxMsEnahTJjyf1kNoVgaC8CkUPxoNl7ZkjG2raDdWH8KHQC6m/nlunYNRO4CBdHfBBReUctskPsT+3Oc+V6Rvqm1tByctMNNFJBzGx+/DXGTgLrzwwiJpYOABbAYL0xc8QXNSEVOAA7u7RUyjIlW2gaE9yBY3zcq58aqZQvv4+D/AKAIYaH3MKuz5IvvqxtlswtbF9urfmWRolUqq136kUcBoXH2TzoSZkuLQjNmBZnvWWWcVbW7YdernaX8W6i4a0nNioF7GjYABvJlpey3Qdj/z+r9xp9GHqcdzmkPmE4Esout8TwpnpiPQtKXseaXPLD0X/mNd8KuasywchEq8QxAKYVohTrynFiJEEQtqaoNU/Wz4IiGjHd5fHzMPnycORoiG+WA4fB9qvQfoqNhKkogGqKi7tClSASkiBtwxgE25cdFyFm40EwKQkEaY+uKFsTIH0jbCLBTntN+Z+UihJkm8hJQPY45tMCIVYbi77757AR4OyWhC1aNwn2dpN7QBBMH44/dRwGhcfUdYOlMC8Bc8ctpppy356YZdJ+651zvnLg0y9lN4V3xQcTHv/GsElUVstH0FKMN3GDQI0OFXrPedmM8kcuHAXWyGjuvne28KEJppLxEFR9O3tYUZDhDhcYptAqlaiGCxofmwhNQaU30V+ynbgnr9+7x8ngoYhY8oTGYYMSYHaEgK0Rwncogph/8EE+b0+8IXvhCHlONpRkBJPyYBqRE4tW2sMjEIkqCtMeH1AoCljlf5IfxcoRnpRhAC9X377bcvZpdgMEATDfiAmL+imawiy2gOQBtI1/ZndGC6HOQzGmffwubZuY0H7aXOejHsOvVzxfMNelcZl7DQzxc46Nx5+Y0/FRCFidlzEWrQEtCYwzR+loJofEk0JubpMHnGb/nePQUITiq3xtp2RWMhaIpgwSRt2wIrT30MIYIwbTN/mGLbd2v/kqjg2kfYPmYe/u8MjEIyYDvloI7GDCcizmbY008/fYnANjwy2zFLAB7n85XYUxFZGNSUN+j/t717eZXsqsIAnk4wRiFBGxJiYqTxEYzY4iAIhogKHcGZEJBIQHASM3FkfAUHQZTGmQPRiUZEB1EiQpwoOtOJQvIvXfltWM3qnXPqnqo6p26dqrWhbtWtOs+199nfeu1v0cajcROZrCNd2mJBrgoDYajpVFaKjL5spQxtu8t3YmNSOp0ju98MQC452TGy45jqwNJA8x2tigYFYGhUEi9izYGEBuDqfxYbl6NA6BtvvHGX+y5f71zHBoomP65RgAhsWYcB5Jedx0O4TTt3MBJ3IG8KlSQWLy5LmjFL3bgB1OJ2lAPPiZcxz4WdlZZt5F7b7icBWb0ygiPRyNHMVyymWA9mPhA3onCb4zTub3MaRYP3ByjJzIvfKX/mN9+delsEjAhQ50B8lCZ8ol/5yleaNs81JzuL5peR3uRmAn7ppZeaX5ULx/qhnJxgMhZQZ0EJ4Ko1b3vp234DLjQPrh/7xmKz6EQrnoGbhAIZKrLyxtLCY59t3p1PCjbw4GYyOCVnuDYN2LCEHnzwwQY+FjcahDIGARJZiWuxQmIfcRNA5Zpl6BmY5MclQ8abBukcx3bNrFP34/q83vOe91zcunWrxelCY990D9vI8JzBiIvacyKlN2Qd75QPz4LmWTFGjF+TmVX+gMikpz+qHV4ClARKJPAxL1muQWmkXEZ8Wr/pL14N49w25iuKOKWNS9rzjwKK4irzl+LKHRvK3+Hv7HBnXASM9rl8mjbtzkSa3UH5mEDMgwf0IiU6/77Gz/zFAtXuf6j53cugJZec0DC0ff5un2OzSlmZNHbALYBOQxfHY63lDJ/LzpOvqT7vLwHjwDNAYYkJb/+j1hH2kYCYMdcbxWLsWeZZoDjrt95zYB/uV7Ek252TcnF0YLTPQKh955WAYCyXarhA89GBkwyiCpZnqdTnkkBJYFcJFBjtKrkz2I+L7gtf+EKLgYlPcSvS2FCeSCrJHGpnII66xZJASWBBCRQYLSjctR+ai0AmnQxGC5WVBEHVs28pjLXLpa6/JFASmF8CBUbzy7SOWBIoCZQESgJbSqDAaEuB1eYlgZJASaAkML8ECozml2kdsSRQEigJlAS2lECB0ZYCq81LAiWBkkBJYH4JHB0YWS+Bx8maGyvLh5r8e9ugzTmnPPwhWdR3py8B6fMKK6r3lBc/eg4sera+K39/+hI53ju0WN0aSe+XzU36z7Zj65HyXVqTNGW7vM/aPi8CRhZtIQSUfYX8UlE5RJvqElnN/6Mf/agtoOw7C1sBtgHsC9gFlJQIKiCC1XlWN1txjmIIywKW5yVSjNEMSWvG8o1fCtO4RZ9WUGPfdV9ITtHkoOjRLGRz/RgYrKyek91hbQOrrnc/CVDElNZAkYWL0EJK4z+ahccqI2Mk8QzYpqiAQjqHfwc+QahsjsKggLQ2M673V4UcFZtMz8Zt4SyC5CAQxsiBzSET4/bHOoX/FwEjgvEwocfAQYeUVKO9ecCUdsgF8/yGrwlNOu447AJWJutck3vwPTkO2pkgCEXBgQ7INjSMuZuqsAYFHjCUHaffItMAACAASURBVBoANQGgHBpi0rVAFJBmEB27LpZd0P6MbVPfn58EsIog1lUsT2p9z7aBkw6ljPGJw8zvFierfRSs0ecntau9Ywo2wuOoOkBBpcziGAxlNV+hfsVTp497MFJxgHIBzNCeeVG4e7aGfLxT+LwYGBEOja2vZ+R7lo9aHxZOAijAhYcJ51oAje0UdNNZQAjRKO0AH1fmY0NJoywEfrre0tq3gwAF0ko08LjAorH8rLfBD6cCZ27uCUHiGJVRbEv7AbbAuVpJICRgwqHEPfXUU42rMQgz43f/41ekUQcBp98QqhqPLPq5n4M4d70PS4AiPFRjyvynuitFNvdJPPvmEAz1GYzMOUhvz1GpuBIwUmCKZYEE0MMHaLgjuB2s8I/G7aXDuOMUtlMqwoPKdx4Nb5oON7EvYWVgTEZSmUuimxBwsympTosJjYVv3z0FYzhAMmHgcxPjiu1w69F8uS+xlDO/wx8MnPmHsR8A3V4rtq39aVtkxToca6rDOq/jGNwhHxaZ/x2L62fsOh3XQ6SUgXujsSvf4bxxvf25XRfmdHRBSnb0bZvr7/c9h/+jrDgXDob0vulLrm7jMReiVHZCAUdW+dB+/XHq//kkQAFQk4grP1dk9j+XvTpqwR3oeVIPjEJrXuvBiNv/Ix/5SAM3YQpzYMwb813xcR7p4GDkYVK+gfuLu0HjD8dwzQrJNVxMylhwaYEsIFaSUt7ZJcfcFbvBWpzrhMwlbi5CFO9ci1FjBzkl8MSu6z1iQ8otRGwJAy8rDjMvIHV/iuwZrABKBUhs5twr6HUArEnE9gCNef/0009fKKLmvtQN4ofGhADIADOmb5TzWevK902W5KWMh8kLEGjOr2ghpUAfjF0nEKUMOCcXhLgfi9Z9c1FmjQ5AKvnBXeHhoxXqr2Ag3+X6872cw2ceAuNCGWoxVwoP9gu1vigP+llhSlq4QpPZ/UNBUOlVP3nGqh1OAqoNPPnkk83jk/vEs+kZp7B6PjTfKSVBUTNn9WDEwvXdhz70ocbe7hkXFtikdB7uTpc90+JgxHpQOlusx2SmDAJwocl5+DQTIldbtj58b3K2n/gSjdHET/vLrq0AI4WtYrKdU2SsIIAg9gVM/M8Np/qqQWOwARuNj5elQwui/YiBReyIlqO4VvwPcJSTUM1VYxGx7lhiwURuQqJZGaDOy3d848aNJic+ZESlGbzbgbo/YnGA1MQWYG3i4voEtCzNy67TNSiNATBZV+7l0UcfbUkkYSEBIgBFk9NcL9eridPDZyLd5fq72znpf5UgEWegGSsWqX+4nyXMsIYobWE5USRigiMUVhLwp2TQuqsdTgKeJ+NcbNnnaIDH88p1TwmlJNy+ffuOZ2cIjGJfHhFKnZISyt0IWcSzFtuc2vviYKQOj4nKgyYeZFKkabMUTKaaLDr+bpMcf2o0n4GRYC23lQdT57CsaIi0bZqguJRCfUNuoTjWPu8yl2TU0VpNCEAHAJkwHnvssWYNcF+5zwAXk7JtXZNBJLisVo3r1nowMoEAt69+9avNZ8xvzPphiXDZkAWg45J0PVMbwGdJAb6w7LgCyJyLznVvuk4WqXLJHoxoFAlaOEuWdSRo67q5iLgAo+lv/cpKAmS7XH8c6xzejXHWsL7nXo0mqcczowaO0u+eAcCetWWKGDCiWLDcqx1WAixV1gyFmotaLJnyzSvB82Ee8HwAK4qntgmM4up5XbgAJWnlci3x+ym9Lw5GfQKDjuDKUgk1XFxcWpIX+uw0DyQ3nTRpD5h9PbBAS5E5Li0PLpcfjXGseVCZysAkXsBkrMxvfxxuQS4yqeosMCBkwJmUAQbLzffOkV2IAASA0oYMTNtyfWk9GPE7O0euDttfh8kcMIQl1v8+9r9j0txYdmI/AIYco226ziEw4opg5VEKgCiQAzosO2teogVIRT/vev1xvFN/j7hPWKFxv5QF8jXWadv6khs3A7+0bgpCD2RxjHpfVgLmJtmN4kCAg3vaM2JuMr9RKDxLPCPmMi9zG4uXe59lOxYbMi9SMrJbfNm7uZqjHxyM3Cbr4Itf/OKFqq8siQAdABOpkbajFXA7sKaGtILYLya7MRGaPFkTJst4/etf/7pr3cbYvr7nYmJ5qdDKUgGmgv7ccSwe1p+MO1or95TGPcZqM0Btx7phPYyBkVLqYl8GcWhO/TXtOplz+7344osN7LgMJFiES5MGt+k6h8DI8TxIYRnpT65YLr/sNtRnHiLHB9K7Xn8vh1P9nxuVF8CElicenyk8NGkuaqDDdRx9SB4BWKx2Cke1q5UANzogsibSWiPPygc+8IE7a4esIbp27Vp7WUdk7suJWfnqf/azn71LUc+/n8rnKwGjiBFxHXHlmHwFacWSTOLRbEdzMIHGJB+/meCliJvAI3stflvinXXBhcJdx38bjUVmvUCOZRl83ItANCZnYMQ1mcHIBB6WEJcjecTEHcen/dKc9p3MLRJmVXHlRCl3g/9rX/vaxuscAiO+b4kNAqtiSCZRLkalyGn30bhm3TPLkM+8wCgkM/xujEs4IUuWdzRatLEhTsnyNLFRLnJsyDhkMXkWIhYb+9f7YSXA/c0DQ+GONZJDV8CbQtnOisfQdi+//HKzrHKMcGi7tX+3GBh5IGjKfKYmwmjMURlkEgJYGyFgufgsHBOWh9L+YjDWVETQP45hAuQS4/Zi8YyZt7H9HO+0fAPM9eSV7iZm7jUTRABPWHRiRCZn29sGmLEE3Z+kBPEflpBEDdabQSd7hpnPjQaoyVC2jnsEDIDPPmMZdGP3CswEWLkOYn2KdwCy6TrjnKw+CoAmycK1oqiJhpkiUtUj0MpFaTup3loca5frj/Oc+jvFQ8KJmlEhb2Ncv4VrlVtUX1LWPCde3HMspzw2T11Wx3h/lC4x2lDM9M1Y68HIHMMNa04J5Zsiwmry3am3RcCIAAXrPv7xj1/cc889LePMhMcFwTUnPvTHP/7xDhARMuvIpItRQaYQq4e7IrR42wAu2wAEcSPn2XZS3qdDWWgmiRgocSwxJJVQw70mE4ZpzX0nZsaVJ8BpISMLinVE82WlWG8lwG+wAQwWFUAiN4FqEzfw5QojN/RE3k1E2yZsuCYTW9DKmOykYm+6TgDCGpTlJTjrQTPpST6J+yUH9ywxQhq8+6FIODYlw3ZzXH/I+5TfyUofkaMxQ/6sJf0dIG8b40JKPiWAK0ifUC4O+Tyccj9se2/iruY0lo6xz+twWV/0YCS25Jm3dILyKhtVbJk7Nj9r217bWrZfBIz2uXkPHO3OxNyzGHBL8I1H6vM+59llXwkPMSHk/V1n/z2NiMVDU4qBxMWSkyaAq4yoHtxsx9XXHzOfc5fPwKe3Ii+7TpMh956MIA+ceMQmbc+9uPZ837tc67nvo6+4OSkpoTz0MjHuKGTW44UV1W9T/x9GApQzHpF9n1n7m+dk3en3ywDtMHd3mLMcHRgd5rbrLFMlEGCUU7un7lvblQRKAiWBqRIoMJoqqTPdTmxOSnvFec50ANRtlwQOJIECowMJeo2nkf4uHV06u3VSMrUi4WSN91PXXBIoCRyvBAqMjrdv6spKAiWBksDZSKDA6Gy6um60JFASKAkcrwQKjI63b+rKSgIlgZLA2UjgKMFIKrS1NWMprdJYUQFJId6UZjx3LzqvNForpuPapJlb7+OapWVKx800LXNfQx3v/CQgnd4CY2tXYpkAKRiDUr8tBcjfn5+Eru6Oyd0yhn7JRFyR31ADWdQ+51xlHto3jTyu8VjeFwEjefLKH8jCwsFkZb4AOH4t9D4WQ8rJ73Podax1RFYcW/AaTAFZWNimMRRYFGthrcWvPUND3n6Oz9ZyuB5cUxajYRVwPzjC3BsCUms+rJ5HaGmxWmZUnuMa6hjnJQETFx46rCRKUHsuQgEiCQtjFaNEyWSRsW2KfeFwY8RcJcEH3ZVyMT2vnL4yR1n4j4VGGQjzHsUhmnnuoYceuouvznx5//33t4oEAV7W95l7/OaFy07V61NTehcBI8ImSFQ2aH/UztF0oAcM3Qlgyjx0fsfjhIQUS4GiYj0Y2R7xJgZcK/5pI4hPgdMmDqh28h3+uF60PRgIPPgANJrFnRaCfvazn20kqCwkWhAKnyGgjf3qvSRwmQSMJUwXGDrU6zLWc8PGgM0ECa9x6HcUW5g+zrFcdZbNoT5jFMGOoLQHZpIejLCy4AvELWmhO57Khx9+uDGXmBtZtLg4UaKZY7A3eGHoBnAW/UezvIKygQRX6RAv1taYNRb7re19MTAiCBpbX0LC9zQG6cLodUz4uUVBvR6MdCCLAxWOCT8a0lIPLcDrjxXb7PqurANglN6cCUDjeCw74KmURTElh1TqfR8JmGAocaijUF/17Bz+R4dlIsvKmgmNVW7M9h6Hfa6n9h2XAC5K7CQ9GLGKMDJkKwg/oyKJPDuUB+9CDX3/Ai2gE+VBhCvwDp6DknElYIR7DicbzaJHdyYpfrYejDBDc1mwUHI1RUXsMEhzo/GjztX4Yw0MJjZXSK+dxnm4JDFux+BhHfEPZ38uc9r6HN+79nDh9d/Tlgw6g5Q2JUZF4/I9EsV8THISR+BCBIS9HOP66n1dEqBNK6aG5Z1i1jdjgavbBIh0OFrUQuK6Htovtqv3+SQAjKJCdW8Z9WdBkKz+V7Z4+m0888iUEeHG84zvUeVfjOxCEua7+K3ff+3/HxyMPEw6hQ+Uu6FvY2DEZ858zezY9gVAauvQFDPtfn/cbf8PkDMQ+Ocva5IauAyVIQdiBieQEmNiynO7YBlHguoehr5HjEk2JiOlJcShDGID3r1HbIzGzEq0DUZ0ZSe4DaqtWwKsf8zw169fbzFX44hSprwKJYXFo59NTMYK5SYaJUcM01jwjFVbXgJTwcicxkvk+dXHY818iGg113Rj8SopooqsWJH5g3IcCu3Ysdb4/eJg9L73va8VXmPtCPp/9KMfbcBBkxvqmDEw0lGhhWTNL9x6QzGofTqEKxBTNdDk+pjSDDbs5NwsoSnx7964caNpsvy8zHeDeOx71mKuc2QCws6sZIDjM+v9rwQ1E56W9Prrr98p0zDlOmub45SATExjjgIk5iAOqgwH9w5riEIWlhPvQmbDYCVxV5vMWOvVlpfAZWDE0hE+uHnzZks88AxTFMbCCRRWFXyzkhF3wTODHxKrt2QI4YnsKYnt1vy+OBgpT4BS3YNmgqftsRRo+ibmvo2BER8rnzhT1TbRYnsB3aj3Er/t867MA03TQIoCeJcdzz0qVpfBSH0mdYt662rseyAlwSOfk7arpAAwMpCV2XDMN998s2VY8U0b+NXWLQHjl5umLx0uYcczQwFRV8qEZJxk7ZjLFxhJ8OG6rba8BC4DI8+q+UlpCM+wuVCSSZ6/4ip5QfS9jNyxkIBtJUfxnEja4ro/pbY4GPUJDDpI0P+JJ55oMaCcoUawAS59zEiHSl6QbZJ95VF6/IUXXhh9CD2oMlK4QOL1pz/9aeMEHsAitkU7ndJinx6MBDmdL7exqqeXgZFjACWyYLKzOE0+FbTO0l3n54j7fP/7379jWbsTFhFFDEgpvsZNR4OOOKVtpHVTnnogW6ck1nHVl4FRvgseDOnYqr8OuVF5X1hOU9LzzYGUjssqxObzr+HzwcGIUPi9dYpCe2IiuY2BUYCO3PzsUwVmXBMsrjFNgdnLMhHTiZc1AnndRr4Gny1kFduR8w8gpgQNDwVGrg/AMuuBPbBThLDauiUgSYeFLxknTzQ+c0MroGdpBND53ve+d9c6kwAsmViV2XmYcbANGLki5VjMVUNgxGIaS1rp70aRzF4p77dZ4/9XAkYR/3n22WfvStMmwDEwYlEJ5EpUyOuTHIs/XZp4nya5b4dYxyFmJFuPZTbU+G2BnfjNXGD0+c9/vvmE43w5ZiTDjiWEfYI19Je//KUtvKUp5xhC7Fvv65GA8auqq4B1TsbR356Vn//85y1dmJL04osv3hUbEktiMWFWH4rFrkcK67nSbcGId0bikWc3t3DRSUzyfF/WLLrnuj21530xMPJAcFdJjZbxFY2LzQI9i2Et+OoFSuNnzso2y+so7K+EtfRuLi4PrnOIR1l3wXU1dwM0tJBHH320nVeGXXaHsdZkNan1I2YTGX/uLzRb2tCnPvWpd9UDGvteMoKYwO3bt1tMQOyKFWm9k5ibgWtdUwCy85KJieqqKuDOLfdzPp6YgZih8vYxMbHqn3/++TsxUam/XDoUMc+AF/ccy2mKm+ec5TvnvUvTpgDwUJi3opmbPJ8sXX2jeTaBiKSU+C621+e3bt1qymx8552nh1uWJRWKNsWEd2jIusr7rvHzImBEYNY7oMK45557WrqzLDMuCK458Q6rjXsgsh/N4WMf+1jLuuM7BwDREawj2oMAvmwii2e5NLioMkjM2REmhL/+9a8tS879uHaDgfZqzdM///nPFnA0CXCdPPbYYy3AKBuKlmr79773ve3d5MH9x0059L3rloUHXGXMOBawpQULbsq046IUDBVTow37nczIqdr6JWCMAx8JKxQdSgtrydiJ7CnbUIBYzL/+9a8vfvCDHzQgorwt9RysX7Lz3oFFrCxUi/clOXk2gY++keHLW4PqxxwRzAn6Z8jdLykLVVBvMfHGUEwfeOCBppx7zp0H8DnPqbVFwGhpIXkoTf40E5bCoRorRHr2O++801xzSw0IA5ZWJFvKOcS2IsPGZEOz8r9tuDWHBvihZFLnWUYClCBuXxrwWGzT2KfAWWsXVtQyV1NH3VYC+sNcoX8ooJuUBN4iinlvMTmnuU6qvnVkxsGm42x7jce2/SrB6NiEWNdTEigJlARKAvtJoMBoP/nV3iWBkkBJoCQwgwQKjGYQYh2iJFASKAmUBPaTQIHRfvKrvUsCJYGSQElgBgkUGM0gxDpESaAkUBIoCewngQKj/eRXe5cESgIlgZLADBI4SjCSzozRYCyl1X1P2WYG+bRDuA6LWKVSW/Pk2qRrDqViznXOJY9Ddq4/1q0sea469m4SMMasKcM/NzbOjEup34hy9Wm1w0uA3NUwm7K8Qj9ZDIuuqe8v/1vKEWsq+zuRxi+92+LZft9+27X+vwgYyYt/9dVXLz7xiU806vTPfOYzrXwEfi2LwSzwGirNTchYDCwqtZi1Z2Ag5CnbzNkZqNpVekVMiCnXYlWM2RafGVwIDtH+W9iqPDkSWPdmMeKTTz7Z7h+DghX1wRn29ttvt4WsFrW6V78pK6y8hhr3uOZQh1hs65zIWi18c16Lh3GTWXRrv37h8KZ7JzsF+ZDKYscwuKsdlwSsZcP6YWxYMK7f8ZAFo0dcrYWxFlSqbaNWjvFT7AshneXfPUv4LVUf+PGPf3wXsW0+O0UC/yYGDUQAfblwx1GRwLzYk9/GccwlarZhbMeyMZXDLvZfy/siYOTmdYIJD+2Pmh4awSN6RHcyVH8IVYbJHPVNz9odAp2yTWy77zuKITWYUO2ElYYCCEMCYlbcVFpw2KFoQVmkWZxmBb0V2lbI96urAQk6pGBOsD1mBfWfUIDE4jbABoAAOrYHLSasD3/4w40GZmqFWyu6f/GLXzQWDPdQYNTEeVR/rNbHqmGFv/7Gi4hSCy9jsHRjY8BmYtzRpC2ARkGFbPMcylMfQ4dhUaGQKu3Rlx2P62Mx6RdUPwptDllPAA31F4UTw0L0cRzjjTfeaJRD5iJzqsW02DnMHf22sc9a3xcDIwKhsfUlJHyPxsckjdwUQOUWxfLGwMi2U7bJx9z1s9IRrJQA0ziOOkw45Gg5GpcKapDHH3+80bTEdpgaTBoso752kwnHQAuQsw9+MXIBVNG4BlllCFtxkkWjKQNKlWVRJE1tjqfmUoHRVIkdbjuKDi04xpUz62daM0WHpwD46DuEwdlzoCKoMhMs9VBkDnfl53kmyqj5YQiMAA+6pqeeeuoCv+SYqzX6GO1PD0aOoUaVsje5bI66Vgou9lyZa++FKwEjvHI0AZpFry2MsXZnQU/ZJm+/62eggOS0Z+0WazERZIvkt7/9bePUMzCBpebeuOHwzPk97pVGw2piJea2DRgFqHDncOdNbQFuBUZTJXa47XCbGRv9xIU4mDaMyVuMCDgZZ3mCilpIXEEx/g535ed5pk2s3Z53VhOvSrjnx6RkHhkCI0oJVz/FNbvjESZTQjF3nxI58sHByMP09a9/vWn63A19mwI0U7bpj7vL/waJ+Mq1a9caGSI/fbZk8jG5D00YXJBhwfhO/RLxJLEfXHoa94qBFP/HcbYBI1Veue6cU5xtaiswmiqp49iOAmMMIdMEPtxDmKIpM7k8NZerWCJXr2es2vISGAMjyoSY7vXr15t7VZyHp4cLVp/1lusYGJkflaBX9UDCUTSKsHg8Iuk8BuL3tb4vDkZiIM8880yrSMqtJEjPxUCT6zVAQpwCNFO2matDmMIGEkBRWZUPOLtR4jzcJ1i7xcjEZfwv/sWkZmobPAG+zHHAFuSncYxNYERDEqzGBI6yHrO5ZAruv97VGccbei8wGpLK8X6nf5UIET/Sz5jalZ3mXcjaMqAyzgCXBKJqy0tgDIyQo0o2Yr1w8ZtDfvOb37QqBuZA7tjcxsCIwsqDpMJBJoTmumVJffOb37yrdEU+5ho/Lw5G6r4zMzEQMy8F/pmvslD6OAoBTgGaKdvM2Rm0EpksJgEZTnzz//jHP94FAgBGRh0fL2tF1gsAkh31yCOPtECl7wUfhyqzbgIj7jilBMSOyJQbYBem5gKjOUfGssfiDpaUoGS9pBXNGDMRqT4sFTiasgLASHzRZFhteQmMgRHPCPc+y8XzFo0CwVrSn9nDMgZG4odqqQkXZDCK7bnalZw5lbY4GPUJDLQ7FsMTTzzRND7ZYrlNAZop2+RjelClSgOJeOUHPG+76bOHXNE/6dc0UCnauXG7+Z0V9J3vfOdCTSNWlLUF3HdSxAGO+++1I8fZBEaRwADcuGlkHAqMbtsKjLaV2NVtr5aRQpI5E1Of6/8+DVhaNzedMTQ0tq7uLk73zGNg9O9//7slGPSuVMsqWEuvvfZaWxYSkglw6RMYwk1nDEiSisbyNcf0x4nf1/p+cDAiKH5vGWYK7cnBz20K0EzZJh+TX5VGqfPiJaUyayd5e58FHQFJ75M1ECQ0SKvmMsmNL5jV8+CDD7asuN/97ndtYSkNV2YNrch+rmXIRTkFjJyDGxCYA75IDc/XselzgdEm6RzPbyxn7hlJDbkF6HAJ5+qiLG4Wu7jEZQHzfLz6vLsExsCIMiDLjlWbLRfKKu8Kj4k1itHGwChAR6JXtoIpt0BNBmVYzHGsNb9fCRhB/M997nMXzz77bHPdZQFOAZop2+Rj7vJZlgpXiBhNbiw7MRuxL6nZfXvrrbdaVVbuOoAXjXajUqwFstYcDLUxMJKKHZaR/ZjsrkElSQO+n7CGjh3fFRiFJI73XTwVEJnsolFCTGaAxjIC1X9zbIhixGIyXocUnThOvc8ngTEwEi+2yNUrr+WT0GQOsI4wg8gYGJlreGDEqbPiIZYkhmzdoG1OpS0GRh4Ii14t2JMNEk2glXAF+lkROQhrG0KXykrrz+soYv+p2+Ttd/3M5yvZQqdHo/VYDT12fSZ7rkD+XIMsmkEpTkajzdpS/O6dXPpFryyf55577uLGjRsXgC4aAHINkip6zSm2GXr3ALHsrN4Xx6t2XBKQvg1suOFovl7ig1gYWNQ0ZDEJ644odZ4zL4qMrK1iYThcf1IOKAAUwwwWrsCz6jeen1jSwVMi+9V+uZkbgAtmmn4hKwYYLn5ABngAnTnJPHJqKfyLgJHYivUOtAABfyYlFgELQLnmZIHR/Hogsh+/qUwxlgcwMBnrgGhTtolt932XCcedyDLR+SYI9wEE+H/HmsW8go69hiqRweDstRmgi1KEnMiLie/cFjACdEHMe++9t4EZ6pDwH/NNsy65BaWOD2X55Ws00bkP6aIGP3cBQOqvM+9Tnw8nAVx0xtd9993XxoGxEC/PRCS9GD9/+MMfmutXkBvDByAyjvq04cNd/XmdCUMGpcEi9Zs3bzaFkIIYz7Z34GOu4zplzVAAMbQEOJGYkIVnl3IuA48LXowwH0eM2b76nNIhHu1cp9bXi4DRqQxLYBn5/Xy83CIGQR5MQ/fKBB8iIfX9LhlwQ+eo70oC3LWUMxZ4javjHA/mAX0kHXufPqKAUiZ5lrJyfpx3vdtVFRjtJrfaqyRQEigJlARmlECB0YzCrEOVBEoCJYGSwG4SKDDaTW61V0mgJFASKAnMKIECoxmFWYcqCZQESgIlgd0kUGC0m9xqr5JASaAkUBKYUQIFRjMKsw5VEigJlARKArtJoMBoN7nVXiWBkkBJoCQwowSOEows+JJXP8YdZ32F8srYDg6Rc+86rBOI87k264/WuFjUWicrwFEqrfH6Zxz7R30oY8wi2KFie3HhxqXaRdbAxSLJ+K3el5eAOQB7gvWIm+TvNyXIx9YnOg7mDPPa2EJWvzkXmrJN51r+rpc7wyJgZHHoq6++2phlMVwrAqeOx5e//OVWpRLtBbbuXvCEjPBRddRvf/vb76ID8vChFsJYa2X6/fff36iDxmiD5hAbOg5s26j5rZS2otpKaRQ8JgEsCfjm1DvCR2e1tHuzMh7LgfvH4oCRIQgssX3jFlMWwr367Yc//GFjnbA9BgYs4yq4OqeaJg888EA7rxX62JkV77Jfz2Ixds8GM1YHtEJk53qRtxrg1Y5HApQFTB3Ghn7S76iAKEO5oQayKl+Nq1deeaWNn6ICyhJa7jNFAWPKww8/3PoIhZc+6Gm+zGf4KdGA2b7/HQhhz8DsgvLJM+25j3ki7sBcgoJMGRtMG5hTTo0KyL0uAkYOTOtGZYPmQoEpTecotY1rCTBhn80N/5LJXHkEBe16kNFhOgItCip9/G+OjyLDyuS52//+F/43NQAAChNJREFU978GokoHh5WGm8551WUKIkuVWxGZ4gtD96EBWhTy6EIMuFwGwO+ABDdfsG7bXpXOnpsOsAEggK7AmhYTFgZw95458NoGA39QFP3kJz+5QCGkrpRqu2iEgGB/bQO711cHkgDqGPW/0M3obzyC+B1/+tOf3uEtw0mHWsu44xlQpBGvIdJcHoNqy0rAHKQ2kfnh73//e+OO9Nyi8sns2qh+KK3qtykT34OR+fGll166M3cBGHRpFIw4DjJmHHfOZU7F4oDfztzR89gte9fLH30xMHLptIW+npHvTYomaRNkb3LqEBUMezDiIsN2mwvyBakqyyR4u+YU2e9///tmpQSYxrFdw+uvv36HC46mhKfq8ccfb/xRsd0777zTJg2WUb5uv5twDLQAOd8BFnIBVNHcN6sss3b7jabM2sRn97e//S02H3wH1CpN5vpLQZh669atVnV3cMf68qASoOjQgjPHoH7+0pe+1BQdyhnwoQwhy8zKGkJVJSRY6r3H4aA3ceIn0x/qlGVLNQhTPadcq7l5zng6ejAKclSWEBdetJdffrkBkjHAradgIuLlrGzzcHz6059uiuwp9fWVgBGtguuJ1tD7UcfKQ9DevfoYEc3ew5rLNUTH7vsOFFRspJ1m5m58UyaCbJGw2pBZGnRhQrs3brj3v//9zQyPe6XRsJpYibltA0ZACoErdw533qYGtMm1lx0AZXXRwqtdvQTwHg7FiLDY04Zxk4kRGe/GWZ6glJ3gUUBQHOPv6u/o9K7AM8+N1sdb9Q8w6l2lwEi5nB6MWLVqkiFTpcxGMydy/6kkbY7h6qe4Znc8zwYlFPmqGNKptIODkYeJi4imz93QtzEw6rfzv8mVqcuSWiL2YeC98MILF9euXWvMvPz02ZLJ18TFaEByQaL413ynHon4jNhPUMcbiAZS/B/H2QaM3nzzzea6c05xtm0bYCQ3mli5draV3uG210/G0He/+90GPlw/3DZ9FVHjXyyRq9czVu1wEuAmpSAMxXLGwMjzy82eXXKuWN0zLP28MapRY9gXJxdfigakxM1VNeiLf8Y2a3xfHIz4Up955pk28XErKQ3BxUCT67ULAtwGjGiKJlPuu6FjzdEhYjpchgBF7SC++exGiXMARuUZxLD4jv0v/sWkZmobPAG+ymQANoM4t01gREMycBVPUz+FFSaZgvuvd3XmY4595oNmtbGqlpLd2Lnr++kS0L/f+MY3WvxIPyuip1oo70LWlllJxhngykX3pp+pttxVAuLXrCJlZfpncQyMxII907wbtokGhICRMAAriQdJuR0JSNG4CD/5yU+2ObWvoxTbrPF9cTD64Ac/2MxMdXOYlwL/AnoyTPo4CgFOBSOBPIkFv/zlL+/yuS7RCbQSmSwmARlOfPPM6H7gARgZdXy8rBWaEgCSHfXII49c3L59u30v+DgU49oERtxx3/rWt5pFSabcgrtS0tvPtXERZI1rCdnVMXeXAHewpAQasqQVzRgzEalCHEFu35uUgJFJUcmCaoeRAE8JBVWdsiGvyRgYuTqJTWLqlFMKhFplYrgyKCVGiKkDJuGCDEY8NsaA2GGfFHGYu17mLIuDUZ/AYAJnMfCX0vhoCLlNBSMPqEDiFBeTB1WgEEjEKz/g+fybPnvIFdaTfk0DzQkB9uN28zsrSAEs18eKkjXIfSdFHOC4f8Hqvm0Co0hgAG7cNOIDNLJdmmD3r371q63Kle9yntpnPwnoI26bnO2oz/W/dOCcTSVWwU1nDA2Nrf2upPYekwBvhefJMo+htgmMzIV//vOfmwufe1VCE7e7Z53b1bPOTWcM5LgS4DLHvPbaa6PnHbqWY//u4GBEIPzeMsykMdIocpsCRpIJmK5Ty2bzq9IodV68JDwMaTJxLYKUgKT3yRoIEhr4e7lMcpPZwuqRMi0rjuVBu/Wypuf69ettP9cy5BqbAkbOwQ0IzAFfpIbn69j0mTVKdlNAfNNx6rdlJcBy1k+SGnIL0OESzi4aljiLXWp4v04l71+f55OABCR9tClhZBMY9VcSICMeqA/jf+66bAVTbiUwAMGwmPtjrfH/KwEjiC/DRMlsrrvcLgMjky+zNVtUJmidvmlQ5HNM+SxLhStEjCY32oyYjdgXTaZvb7311sXTTz/d3HU5w492owy7NPT//Oc//W7t/zEw4lcOy8iGTHbX8NBDDzU3Tj9hDR784qJZcgA0J06QHR901rLH9q/vDyMB8VSTnDEdTT/pN5OULEiLpk1W0fQri8l4HVJ0Yrt6n0cC1uspA56tVn3Eosmu76lgRDHmbZEIEQko5hrfcQNmxUPyk3gTpdw2p9IWAyMPhEw3C/Zkg0QTaCVcgX5WRA7C2obQpbLS+vM6Cr/paKncXrQCL7ET65mcY04wcj7ZKpItclo3F4jV0EPXZx8p11yB/Lk59du1i5PRaMf8vOTSL3oFvs8991xjTgB00QCQa5BU0WtOsU1+N3EBMLGiLDvfseAKjLK0ru6zpBxgww2X+wkLA4uahixb0wJrSp3nzIsiY3V+n1p8dXdyumc2H/B0iFnnPsIaQxnIYESBoCR4zjKgZOmYAz374kWe06xMYIDh4peZC3gkRpmTzCNzz3f5mq7i8yJgJLZivQNLQMCfSWk9i1XjXHOywGh+PRDZTzBPphjLAxiYjHUADUMqsniNY+YXl1VeKDqXIGXCcSeyTHS+CcJ9AAGZM2NN4NH15EFlW4kM3JK9NgN00YWQk/uySM65LWAE6IKY9957bwMzQc7wH9POWJfcglLHh7L8nJdLzgC+77777pKbc6EHyiA3dk/1/fISsGDS+BrqJ89EJL0YP7RyE6JFsgLhgMg4op1XW04CQgOygz2PeQ7yWYJTXmZh/R7Fgsv+5s2bTWlkScXz7zNFkGLBC0Mh7PvPtmLMqJ/0OaVDPJoy2m+73F0f5siLgNFhLn35swDL0HIEKGktBkEsXh27An5ccaK++X7XDLj+WPV/SYC7lgLHAq9xtb7xIBmFx6Rf4jF0JxRQVjPPEuX8FFuB0Sn2at1TSaAkUBJYmQQKjFbWYXW5JYGSQEngFCVQYHSKvVr3VBIoCZQEViaBAqOVdVhdbkmgJFASOEUJFBidYq/WPZUESgIlgZVJoMBoZR1Wl1sSKAmUBE5RAgVGp9irdU8lgZJASWBlEigwWlmH1eWWBEoCJYFTlMBGMLLAE7Gmld/1KhnUGKgxUGOgxsC2YyAYYy4D0I1ghB5dcaee9qL+v5uOqORR8qgxUGOgxsDwGEBrNoVlYiMYqbWhWBcm2XqVDGoM1BioMVBjYNsx8N///vdSCjVW00Ywusysqt9LAiWBkkBJoCQwhwQKjOaQYh2jJFASKAmUBPaSQIHRXuKrnUsCJYGSQElgDgkUGM0hxTpGSaAkUBIoCewlgQKjvcRXO5cESgIlgZLAHBL4P/np5hBy4Wk4AAAAAElFTkSuQmCC"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"# Calculating the dimensions of the image on earth in metres\nsat_data = raster\n\nwidth_in_projected_units = sat_data.bounds.right - sat_data.bounds.left\nheight_in_projected_units = sat_data.bounds.top - sat_data.bounds.bottom\nprint(\"Width: {}, Height: {}\".format(width_in_projected_units, height_in_projected_units))\nprint(\"Rows: {}, Columns: {}\".format(sat_data.height, sat_data.width))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Upper left pixel\nrow_min = 0\ncol_min = 0\n# Lower right pixel.  Rows and columns are zero indexing.\nrow_max = sat_data.height - 1\ncol_max = sat_data.width - 1\n# Transform coordinates with the dataset's affine transformation.\ntopleft = sat_data.transform * (row_min, col_min)\nbotright = sat_data.transform * (row_max, col_max)\nprint(\"Top left corner coordinates: {}\".format(topleft))\nprint(\"Bottom right corner coordinates: {}\".format(botright))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(sat_data.count)\n\n# sequence of band indexes\nprint(sat_data.indexes)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Load the 12 bands into 2d arrays\nb01, b02, b03, b04,b05,b06,b07,b08, b09,b10, b11, b12 = sat_data.read()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Displaying the second band.\n\nfig = plt.imshow(b02)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.imshow(b03)\nfig.set_cmap('gist_earth')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.imshow(b04)\nfig.set_cmap('inferno')\nplt.colorbar()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Displaying the infrared band.\n\nfig = plt.imshow(b08)\nfig.set_cmap('winter')\nplt.colorbar()\nplt.show()","execution_count":null,"outputs":[]}],"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}